Import packages

In [1]:
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt

from math import sqrt
from enum import Enum
from sklearn import ensemble
from sklearn import linear_model
from scipy.stats import pearsonr
from scipy.stats import spearmanr
from sklearn.metrics import r2_score
from sklearn.dummy import DummyRegressor
from sklearn.model_selection import KFold
from sklearn.metrics import mean_squared_error
from sklearn.ensemble import RandomForestRegressor

Common Fields

In [2]:
protein_profiles = "Preprocessed_Data/protein_expression.csv"

mRNA_DNA_minmax = "Preprocessed_Data/mRNA_DNA_minmax.csv"
mRNA_DNA_TMM = "Preprocessed_Data/mRNA_DNA_TMM.csv"
mRNA_DNA_zscores = "Preprocessed_Data/mRNA_DNA_zscores.csv"
mRNA_DNA_unnormalized = "Preprocessed_Data/mRNA_DNA_unnormalized.csv"

mRNA_All_minmax = "Preprocessed_Data/mRNA_All_minmax.csv"
mRNA_All_zscores = "Preprocessed_Data/mRNA_All_zscores.csv"
mRNA_All_TMM = "Preprocessed_Data/mRNA_All_TMM.csv"
mRNA_All_unnormalized = "Preprocessed_Data/mRNA_All_unnormalized.csv"

protein_interactions = "Preprocessed_Data/ProteinInteractionPartners.csv"
gene_mutations = "Preprocessed_Data/Gene_Mutations.csv"
results = "Results/All_Results.csv"

predictors = {}
cumulative_scores = {}
random_genes = {}

Common Enums:

In [3]:
Predictor_Type = Enum('Predictor_Type', 'Zero Mean LinearRegression ElasticNet RandomForests')
In [4]:
Proteins = Enum('Proteins', 
                'RB1 CDH1 CDH2 CDH3 PTEN BRCA2 CDKN2A TP53 CTNNB1 CCNE1 CCND1 ERBB2 ERBB3')
In [5]:
NormalizeTechnique = Enum('NormalizeTechnique', 'ZScore MinMax TMM UN')
In [6]:
Metric = Enum('Metric', 'Pearson Spearman R2 RMSE NRMSE MAPE')
In [7]:
class Scenario(Enum):
    selfmRNA = 1
    AllmRNA_Mutations = 2
    selfmRNA_Mutations = 3
    selfmRNA_Polynomial = 4
    selfmRNA_CNA_Mutations = 5
    NRandomGenes_Mutations = 6    
    NMostVariableGenes_Mutations = 7
    AllInteractionPartners_Mutations = 8
    Top100InteractionPartners_Mutations = 9
    ThousandMostVariableGenes_Mutations = 10

Common Methods

In [8]:
#Computing Mean Absolute Percentage Error (MAPE)
def mean_absolute_percentage_error(y_true, y_pred):
    return np.mean(np.abs((y_true - y_pred) / y_true)) * 100
In [9]:
#Computing Root Mean Squared Percentage Error 
def root_mean_squared_percentage_error(y_true, y_pred):
    return np.sqrt(np.mean(np.square(((y_true - y_pred) / y_true))))
In [10]:
def update_scores(annotation, scorekeeper, pearson, spearman, 
                  coeff_determination, RMSE, NRMSE, MAPE):
    protein_predictType_Pearson = ":".join([annotation, Metric.Pearson.name])
    protein_predictType_Spearman = ":".join([annotation, Metric.Spearman.name])
    protein_predictType_r2 = ":".join([annotation, Metric.R2.name])
    protein_predictType_rmse = ":".join([annotation, Metric.RMSE.name])
    protein_predictType_nrmse = ":".join([annotation, Metric.NRMSE.name])
    protein_predictType_mape = ":".join([annotation, Metric.MAPE.name])
    
    if(protein_predictType_Pearson in scorekeeper):
        pear_corr = scorekeeper[protein_predictType_Pearson] + pearson 
        scorekeeper[protein_predictType_Pearson] = pear_corr
    else:
        scorekeeper[protein_predictType_Pearson] = pearson
        
    if(protein_predictType_Spearman in scorekeeper):
        spear_corr = scorekeeper[protein_predictType_Spearman] + spearman
        scorekeeper[protein_predictType_Spearman] = spear_corr
    else:
        scorekeeper[protein_predictType_Spearman] = spearman
    
    if(protein_predictType_r2 in scorekeeper):
        cDet = scorekeeper[protein_predictType_r2] + coeff_determination
        scorekeeper[protein_predictType_r2] = cDet
    else:
        scorekeeper[protein_predictType_r2] = coeff_determination
    
    if(protein_predictType_rmse in scorekeeper):
        rmse = scorekeeper[protein_predictType_rmse] + RMSE
        scorekeeper[protein_predictType_rmse] = rmse
    else:
        scorekeeper[protein_predictType_rmse] = RMSE
        
    if(protein_predictType_nrmse in scorekeeper):
        nrmse = scorekeeper[protein_predictType_nrmse] + NRMSE
        scorekeeper[protein_predictType_nrmse] = nrmse
    else:
        scorekeeper[protein_predictType_nrmse] = NRMSE
        
    if(protein_predictType_mape in scorekeeper):
        mape = scorekeeper[protein_predictType_mape] + MAPE
        scorekeeper[protein_predictType_mape] = mape
    else:
        scorekeeper[protein_predictType_mape] = MAPE
In [11]:
#Evaluating the predictions using different metrics
def evaluate_predictions(y_true,y_predictions):
    pearson = np.nan
    rho = np.nan
    
    if not (y_predictions == y_predictions[0]).all():
        #Compute Pearson Correlation 
        pearson, p_value = pearsonr(y_true, y_predictions)        
        #Compute Spearman Correlation 
        rho, p_value = spearmanr(y_true, y_predictions)
        
    print("\t\tPearson Correlation: ", pearson)
    print("\t\tSpearman Correlation: ", rho)
    #Compute the coefficient of determination 
    coeff_determination = r2_score(y_true, y_predictions)
    print("\t\tCoefficient of Determination: ", coeff_determination)
    #Compute Root Mean Squared Error (RMSE)
    rmse = sqrt(mean_squared_error(y_true, y_predictions))
    print("\t\tRMSE: ", rmse)
    #Compute Normalized RMSE
    nrmse = rmse/(np.max(y_true) - np.min(y_true))
    print("\t\tNRMSE: ", nrmse)
    #Compute Mean Absolute Percentage Error
    mape = mean_absolute_percentage_error(y_true, y_predictions)
    print("\t\tMAPE: ", mape)
    
    return pearson, rho, coeff_determination, rmse, nrmse, mape
In [12]:
def predict_and_evaluate(estimator, x, y, scorekeeper, annotation):
    predictions = estimator.predict(x)
    pcor, scor, cdet, rmse, nrmse, mape = evaluate_predictions(np.ravel(y.values), 
                                                                      predictions)
    update_scores(annotation, scorekeeper, pcor, scor, cdet, rmse, nrmse, mape)
In [13]:
#Get or create the predictor based on the type specified 
def get_create_predictor(predictor_type): 
    if(predictor_type in predictors):
        predictor = predictors[predictor_type]
    else:
        if(predictor_type == Predictor_Type.Zero):
            predictor = DummyRegressor(strategy='constant', constant=0)
        elif(predictor_type == Predictor_Type.Mean):
            predictor = DummyRegressor(strategy='mean')
        elif(predictor_type == Predictor_Type.LinearRegression):
            predictor = linear_model.LinearRegression()
        elif(predictor_type == Predictor_Type.ElasticNet):
            predictor = linear_model.ElasticNet(alpha=0.1, l1_ratio=0.1, random_state=0)
        else:
            predictor = RandomForestRegressor(max_depth=2, random_state=0, n_estimators=100)
        predictors[predictor_type] = predictor
        
    return predictor
In [14]:
def get_protein_partners(protein, dataframe=None, n_highest=None):
    protein_partners = pd.read_csv(protein_interactions, index_col=0)
    protein_partners = protein_partners.loc[protein_partners['preferredName_A'] == protein]
    if(n_highest is not None):
        protein_partners = protein_partners.sort_values("score", ascending=False).head(n_highest)
    interaction_partners = protein_partners['preferredName_B'].tolist()
    if(dataframe is None):
        return interaction_partners
    else:
        print("Protein Interaction Partners Count: ", len(interaction_partners))
        protein_columns = [col for col in dataframe.columns if col in interaction_partners]
        return protein_columns
In [15]:
def get_most_variable_mRNAs(dataframe, n=1000):
    standard_dev = dataframe.std()
    standard_dev = standard_dev.sort_values(ascending=False)
    higheststd = standard_dev.nlargest(n, keep='all')
    return higheststd.index.values.tolist()
In [16]:
def get_polynomial_features(X_train, X_test, degree=2):
    x_train = X_train
    x_test = X_test
    for index in range(2, degree+1):
        power = str(index)
        root = "1/" + power
        if(x_train is not None):
            x_train[power] = pd.Series()
            x_train[root] = pd.Series()
        if(x_test is not None):
            x_test[power] = pd.Series()
            x_test[root] = pd.Series()
        
        x_train[power] = X_train.abs()**(index) * np.sign(X_train)
        x_test[power] = X_test.abs()**(index) * np.sign(X_test)
        x_train[power] = X_train.abs()**(index) * np.sign(X_train)
        x_test[power] = X_test.abs()**(index) * np.sign(X_test)
        
        x_train[root] = X_train.abs()**(1/(index)) * np.sign(X_train)
        x_test[root] = X_test.abs()**(1/(index)) * np.sign(X_test)
    
    x_train.dropna(how='any', axis=0, inplace=True)
    x_test.dropna(how='any', axis=0, inplace=True)        
        
    return x_train, x_test
In [17]:
def get_random_genes(protein, dataframe, n = 1000):
    if(protein in random_genes):
        return random_genes[protein]
    else: 
        col_names = dataframe.sample(n, axis = 1).columns.tolist()
        random_genes[protein] = col_names
        return col_names
In [18]:
def get_sorted_protein_data(Y_train, Y_test, x_train, x_test):
    y_train = Y_train[Y_train.index.isin(x_train.index)]
    y_test = Y_test[Y_test.index.isin(x_test.index)]
    
    x_train.sort_index(inplace=True)
    x_test.sort_index(inplace=True)
    y_train.sort_index(inplace=True)
    y_test.sort_index(inplace=True)
    
    return y_train, y_test
In [19]:
def get_train_test_data(protein, scenario, X_train, X_test, Y_train, Y_test, Z_train, Z_test):
    protein_columns = None
    if(scenario == Scenario.ThousandMostVariableGenes_Mutations):
        combined_data = [X_train, X_test]
        protein_columns = get_most_variable_mRNAs(pd.concat(combined_data))
    elif(scenario == Scenario.AllInteractionPartners_Mutations): 
        protein_columns = get_protein_partners(protein, X_train)
    elif(scenario == Scenario.Top100InteractionPartners_Mutations ):
        protein_columns = get_protein_partners(protein, X_train, n_highest=100)    
    elif(scenario == Scenario.NRandomGenes_Mutations ):
        columns_count = len(get_protein_partners(protein))
        protein_columns = get_random_genes(protein, X_test, columns_count)
    elif(scenario == Scenario.NMostVariableGenes_Mutations ):
        columns_count = len(get_protein_partners(protein))
        combined_data = [X_train, X_test]
        protein_columns = get_most_variable_mRNAs(pd.concat(combined_data), columns_count)
    elif(scenario == Scenario.AllmRNA_Mutations ):
        x_train = X_train.copy()
        x_test = X_test.copy()
    elif(scenario == Scenario.selfmRNA_Polynomial):
        x_train = X_train[[protein]].copy()
        x_test = X_test[[protein]].copy()
        x_train, x_test = get_polynomial_features(x_train, x_test, degree=3)
    elif(scenario == Scenario.selfmRNA_CNA_Mutations):
        protein_columns = [col for col in X_train.columns if protein in col]    
    else:
        x_train = X_train[[protein]].copy()
        x_test = X_test[[protein]].copy()
        
    if(protein_columns is not None):
        x_train = X_train[protein_columns].copy()
        x_test = X_test[protein_columns].copy()

    if(scenario != Scenario.selfmRNA and scenario != Scenario.selfmRNA_Polynomial):
        if(scenario != Scenario.selfmRNA_Mutations and scenario != Scenario.selfmRNA_CNA_Mutations):
            x_train[protein] = X_train[protein]
            x_test[protein] = X_test[protein]
        x_train["GeneMutation"] = Z_train[protein]
        x_test["GeneMutation"] = Z_test[protein]   
    
    print("x_train_column_count: ", len(x_train.columns))
    if(scenario != Scenario.AllmRNA_Mutations):
        print("x_train columns: ", x_train.columns.tolist())
    
    y_train, y_test = get_sorted_protein_data(Y_train[protein], Y_test[protein], x_train, x_test)
    
    return x_train, x_test, y_train, y_test
In [20]:
def get_annotation(protein, predictor, scenario, normalize_technique, train_test):
    return ":".join([protein.name, predictor.name, scenario.name, 
                     normalize_technique.name, train_test])
In [21]:
def get_data(normalize_technique):
    if(normalize_technique == NormalizeTechnique.ZScore):
        input_features = pd.read_csv(mRNA_All_zscores, index_col=0)
    elif(normalize_technique == NormalizeTechnique.MinMax):
        input_features = pd.read_csv(mRNA_All_minmax, index_col=0)
    elif(normalize_technique == NormalizeTechnique.TMM):
        input_features = pd.read_csv(mRNA_All_TMM, index_col=0)
    else:
        input_features = pd.read_csv(mRNA_All_unnormalized, index_col=0)
    
    #Loading the file containing protein profiles
    expected_values = pd.read_csv(protein_profiles, index_col=0)
    #Loading the file containing mutations data
    mutations_data = pd.read_csv(gene_mutations, index_col=0)
    #Returning the input features, expected values and the mutation data
    return input_features, expected_values, mutations_data 
In [22]:
def get_mRNA_DNA_data(normalize_technique):
    if(normalize_technique == NormalizeTechnique.ZScore):
        input_features = pd.read_csv(mRNA_DNA_zscores, index_col=0)
    elif(normalize_technique == NormalizeTechnique.MinMax):
        input_features = pd.read_csv(mRNA_DNA_minmax, index_col=0)
    elif(normalize_technique == NormalizeTechnique.TMM):
        input_features = pd.read_csv(mRNA_DNA_TMM, index_col=0)
    else:
        input_features = pd.read_csv(mRNA_DNA_unnormalized, index_col=0)
    
    #Loading the file containing protein profiles
    expected_values = pd.read_csv(protein_profiles, index_col=0)
    #Loading the file containing mutations data
    mutations_data = pd.read_csv(gene_mutations, index_col=0)
    #Returning the input features, expected values and the mutation data
    return input_features, expected_values, mutations_data   
In [23]:
def perform_kFoldCV(k, scenario, normalize_technique, X, Y, Z = None):
    Z_train = None
    Z_test = None
    kFold = KFold(n_splits=k)
    fold = 1
    for train_index, test_index in kFold.split(X, Y):
        print("\n\nFold: ", fold)
        X_train, X_test = X.iloc[train_index], X.iloc[test_index]
        Y_train, Y_test = Y.iloc[train_index], Y.iloc[test_index]
        Z_train, Z_test = Z.iloc[train_index], Z.iloc[test_index] 
        for protein in Proteins:
            print("\nProtein: ", protein.name)
            x_train, x_test, y_train, y_test = get_train_test_data(protein.name, scenario,
                                                                   X_train, X_test, 
                                                                   Y_train, Y_test, 
                                                                   Z_train, Z_test)
            for predictor_type in Predictor_Type:
                print("\n\tPredictor: ", predictor_type.name)
                predictor = get_create_predictor(predictor_type)      
                predictor.fit(x_train, np.ravel(y_train.values))
                predict_and_evaluate(predictor, x_train, y_train, cumulative_scores, 
                                     get_annotation(protein, predictor_type, scenario, 
                                                    normalize_technique, "Train"))
                predict_and_evaluate(predictor, x_test, y_test, cumulative_scores, 
                                     get_annotation(protein, predictor_type, scenario, 
                                                    normalize_technique, "Test"))
        fold = fold + 1
In [24]:
def tabulate_scores(scorekeeper, num_folds):
    #printing the mean values    
    proteins = [name for name in dir(Proteins) if not name.startswith('_')]
    predictorTypes = [name for name in dir(Predictor_Type) if not name.startswith('_')]
    scenarios = [name for name in dir(Scenario) if not name.startswith('_')]
    normalizations = [name for name in dir(NormalizeTechnique) if not name.startswith('_')]
    train_test = ['Train', 'Test']
    indices = pd.MultiIndex.from_product([proteins, predictorTypes, 
                                          scenarios, normalizations, train_test],
                                         names=['Protein', 'Regressor', 'Case', 
                                                'Normalization', 'Train/Test'])
    column_names = [name for name in dir(Metric) if not name.startswith('_')]

    dataFrame = pd.DataFrame('', indices, column_names)
    
    for key, value in scorekeeper.items():
        value = value/num_folds
        parts  = key.split(":")
        dataFrame.loc[(parts[0], parts[1], parts[2], parts[3], parts[4]), parts[5]] = value
    
    return dataFrame
In [25]:
def compute_improvements(dataframe, *metrics):
    indices = dataframe.index.tolist()
    selfmRNA = Scenario.selfmRNA.name
    linearRegression = Predictor_Type.LinearRegression.name
    for metric in metrics:
        improvement = metric + " Improvement"
        dataframe[improvement] = pd.Series()
        
        for index in indices: 
            protein, regressor, case, norm, train_test = index
            base = dataframe.loc[(protein, linearRegression , selfmRNA, norm, train_test), metric]
            value = dataframe.loc[(protein, regressor, case, norm, train_test), metric]

            if(base and value):
                computed_improvement =  value - base
                dataframe.loc[(protein, regressor, case, norm, train_test), 
                              improvement] = computed_improvement
    return dataframe

Machine Learning Models with k-fold cross validation

In [26]:
num_folds = 5

self-mRNA

ZScore

In [27]:
scenario = Scenario.selfmRNA
normalizeTechnique = NormalizeTechnique.ZScore
X, Y, Z = get_data(normalizeTechnique)
In [28]:
X.head()
Out[28]:
UBE2Q2P2 HMGB1P1 LOC155060 RNU12-2P SSX9 CXORF67 EFCAB8 SRP14P1 LOC391343 TRIM75P ... ZXDA ZXDB ZXDC ZYG11A ZYG11B ZYX ZZEF1 ZZZ3 TPTEP1 AKR1C6P
TCGA-A1-A0SF-01 0.648331 0.348611 0.770359 -0.860535 -0.0703 -0.190586 0.719543 0.931178 -0.283665 -0.568745 ... 0.238689 -0.239582 -0.271725 -0.222943 -0.211122 0.792968 -0.619672 -0.946953 -0.457066 0.454464
TCGA-A1-A0SH-01 -0.757220 -0.562180 -0.708360 -0.860535 -0.0703 -0.190586 -0.527186 -0.611509 -0.283665 -0.568745 ... 0.739490 -0.107967 -1.200905 -0.903627 1.252346 0.854083 0.108510 -0.031025 0.991113 -0.083768
TCGA-A1-A0SJ-01 -0.405237 0.254851 -0.925065 -0.223237 -0.0703 -0.190586 -0.525012 -0.390046 -0.283665 1.475888 ... 0.592975 5.821247 -1.079296 -0.618408 0.444358 -0.369825 -0.573411 -0.555512 -0.488416 -0.083768
TCGA-A1-A0SK-01 3.940101 14.857648 -0.228301 -0.311392 -0.0703 -0.004913 -0.697917 -0.754652 -0.283665 -0.568745 ... 0.051750 -0.027856 2.390553 0.357970 1.337526 -1.597758 1.043918 0.590450 -0.467061 -0.083768
TCGA-A1-A0SQ-01 -1.114818 -1.129592 -0.842620 -0.860535 -0.0703 -0.190586 -0.507239 -0.137487 -0.283665 -0.568745 ... 1.412610 -0.008283 -0.929428 -0.853107 0.062384 -0.434733 -1.040418 -0.606257 -0.580936 -0.083768

5 rows × 20133 columns

In [29]:
Y.head()
Out[29]:
RB1 CDH1 PTEN BRCA2 CDKN2A TP53 CTNNB1 CCNE1 CCND1 CDH2 CDH3 ERBB2 ERBB3
TCGA-A1-A0SF-01 0.017184 0.705680 0.197730 0.108550 0.17550 -0.472550 0.06978 -0.75401 -0.202360 -0.222000 -0.114060 0.25604 0.461410
TCGA-A1-A0SH-01 -0.081896 0.018364 0.699160 -0.282430 0.68156 -0.035545 -0.11192 -0.77956 -0.014111 0.072251 -0.031553 0.68354 0.033670
TCGA-A1-A0SJ-01 -0.106090 0.114310 -0.110550 0.108220 -0.00989 -0.431850 -0.85672 -0.29589 0.290760 -0.225320 0.128230 0.36458 0.430620
TCGA-A1-A0SK-01 -0.060244 -0.963820 -0.081596 0.309150 1.23630 0.898470 -0.85965 0.92670 0.045974 0.389790 -0.224090 -1.04130 -0.056604
TCGA-A1-A0SQ-01 0.376500 0.425490 0.657440 0.003187 -0.34580 -0.020122 0.39368 -1.02750 0.362490 0.292880 -0.144850 0.31196 0.649260
In [30]:
perform_kFoldCV(num_folds, scenario, normalizeTechnique, X, Y, Z)

Fold:  1

Protein:  RB1
x_train_column_count:  1
x_train columns:  ['RB1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017832262764705176
		RMSE:  0.22609122586734381
		NRMSE:  0.08562439911658541
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0064622508272080825
		RMSE:  0.2813710133086082
		NRMSE:  0.13900150344012696
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  LinearRegression
		Pearson Correlation:  0.19391279737668243
		Spearman Correlation:  0.25847504910702246
		Coefficient of Determination:  0.0376021729864503
		RMSE:  0.21984820246432935
		NRMSE:  0.08326006531502719
		MAPE:  189.58061202587038
		Pearson Correlation:  0.2796279815287011
		Spearman Correlation:  0.34967808018729885
		Coefficient of Determination:  0.021262301857832733
		RMSE:  0.2774685518687956
		NRMSE:  0.1370736289200316
		MAPE:  131.61247132621608

	Predictor:  ElasticNet
		Pearson Correlation:  0.19391279737668238
		Spearman Correlation:  0.25847504910702246
		Coefficient of Determination:  0.03440862321528804
		RMSE:  0.2202126643715294
		NRMSE:  0.08339809292616147
		MAPE:  168.19927789298896
		Pearson Correlation:  0.2796279815287011
		Spearman Correlation:  0.34967808018729885
		Coefficient of Determination:  0.009490532346382974
		RMSE:  0.27913219122970495
		NRMSE:  0.13789549173251306
		MAPE:  128.79234861797073

	Predictor:  RandomForests
		Pearson Correlation:  0.338356626817481
		Spearman Correlation:  0.33951132296467335
		Coefficient of Determination:  0.0980294642022066
		RMSE:  0.2128343775533181
		NRMSE:  0.08060381653221665
		MAPE:  145.37698710976034
		Pearson Correlation:  0.27053666597285697
		Spearman Correlation:  0.3280678885109722
		Coefficient of Determination:  0.025911503927463886
		RMSE:  0.27680875151246914
		NRMSE:  0.1367476776416065
		MAPE:  107.54919913765022

Protein:  CDH1
x_train_column_count:  1
x_train columns:  ['CDH1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12177449909053428
		RMSE:  1.1951653206606205
		NRMSE:  0.20089175544360185
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11829904064371455
		RMSE:  1.227018913081223
		NRMSE:  0.19873326310796913
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  LinearRegression
		Pearson Correlation:  0.5012433342985567
		Spearman Correlation:  0.5636647709924965
		Coefficient of Determination:  0.2512448801787346
		RMSE:  0.9764389700758118
		NRMSE:  0.164126698952114
		MAPE:  691.9943003587869
		Pearson Correlation:  0.5235921917169751
		Spearman Correlation:  0.6555360452638768
		Coefficient of Determination:  0.2657837208609377
		RMSE:  0.9942240983612216
		NRMSE:  0.16102881318409212
		MAPE:  377.38299119942315

	Predictor:  ElasticNet
		Pearson Correlation:  0.5012433342985568
		Spearman Correlation:  0.5636647709924965
		Coefficient of Determination:  0.2483484318632485
		RMSE:  0.9783257519418906
		NRMSE:  0.16444384245909446
		MAPE:  658.6467384244256
		Pearson Correlation:  0.5235921917169751
		Spearman Correlation:  0.6555360452638768
		Coefficient of Determination:  0.2719795956415557
		RMSE:  0.9900202015028465
		NRMSE:  0.1603479319592573
		MAPE:  361.77796841511736

	Predictor:  RandomForests
		Pearson Correlation:  0.7132134998444969
		Spearman Correlation:  0.5781801023015845
		Coefficient of Determination:  0.5084673634826771
		RMSE:  0.7911364260120465
		NRMSE:  0.13297974988856612
		MAPE:  306.3488021625489
		Pearson Correlation:  0.7364529516243186
		Spearman Correlation:  0.6543510118962805
		Coefficient of Determination:  0.5391808694107084
		RMSE:  0.7876577143766689
		NRMSE:  0.12757243276483898
		MAPE:  153.68920103222936

Protein:  CDH2
x_train_column_count:  1
x_train columns:  ['CDH2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004084060130477685
		RMSE:  0.37195168053170635
		NRMSE:  0.13741024893390016
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006474841096328898
		RMSE:  0.3763274359057868
		NRMSE:  0.1942134674644098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  LinearRegression
		Pearson Correlation:  0.15002477351668805
		Spearman Correlation:  0.021027718948557195
		Coefficient of Determination:  0.02250743266873345
		RMSE:  0.366993371962299
		NRMSE:  0.1355784991382294
		MAPE:  373.67876553512673
		Pearson Correlation:  0.10564670001853974
		Spearman Correlation:  0.11871524729294705
		Coefficient of Determination:  0.008640461878668515
		RMSE:  0.3734908911193236
		NRMSE:  0.19274959545818424
		MAPE:  104.18723456874639

	Predictor:  ElasticNet
		Pearson Correlation:  0.15002477351668805
		Spearman Correlation:  0.021027718948557195
		Coefficient of Determination:  0.021389823238000316
		RMSE:  0.367203111707208
		NRMSE:  0.13565598337090737
		MAPE:  391.79335613369665
		Pearson Correlation:  0.10564670001853971
		Spearman Correlation:  0.11871524729294705
		Coefficient of Determination:  0.007373318183814814
		RMSE:  0.3737295106489882
		NRMSE:  0.192872741213288
		MAPE:  104.42104625430859

	Predictor:  RandomForests
		Pearson Correlation:  0.19331701961991646
		Spearman Correlation:  0.1288920303560814
		Coefficient of Determination:  0.03662847645748135
		RMSE:  0.36433290051662137
		NRMSE:  0.1345956401735663
		MAPE:  517.4362375376886
		Pearson Correlation:  0.044230558158288136
		Spearman Correlation:  -0.05978684567685635
		Coefficient of Determination:  -0.006409334490806495
		RMSE:  0.3763151890353155
		NRMSE:  0.19420714715142465
		MAPE:  98.36754929438122

Protein:  CDH3
x_train_column_count:  1
x_train columns:  ['CDH3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003025178489952651
		RMSE:  0.20883135309817671
		NRMSE:  0.14651130458142275
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.766266116724594e-05
		RMSE:  0.2045852237570374
		NRMSE:  0.1565890990172577
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  LinearRegression
		Pearson Correlation:  0.24821600086503437
		Spearman Correlation:  0.3061115403229242
		Coefficient of Determination:  0.061611183085430676
		RMSE:  0.2022653234074646
		NRMSE:  0.14190472821425085
		MAPE:  292.6260357700163
		Pearson Correlation:  0.4229275133140767
		Spearman Correlation:  0.4640717978733782
		Coefficient of Determination:  0.16217388422713308
		RMSE:  0.187257270741668
		NRMSE:  0.14332632030498657
		MAPE:  198.45611925540754

	Predictor:  ElasticNet
		Pearson Correlation:  0.24821600086503437
		Spearman Correlation:  0.3061115403229242
		Coefficient of Determination:  0.05692412031486016
		RMSE:  0.20276983144950572
		NRMSE:  0.14225867952622898
		MAPE:  234.80439124339486
		Pearson Correlation:  0.4229275133140768
		Spearman Correlation:  0.4640717978733782
		Coefficient of Determination:  0.1374548654963682
		RMSE:  0.18999958718841511
		NRMSE:  0.14542528353278208
		MAPE:  167.23048620676332

	Predictor:  RandomForests
		Pearson Correlation:  0.3496682668189332
		Spearman Correlation:  0.3307097672586625
		Coefficient of Determination:  0.12015906260707776
		RMSE:  0.19585384588255172
		NRMSE:  0.13740658211437934
		MAPE:  381.1612404025096
		Pearson Correlation:  0.4456557812474688
		Spearman Correlation:  0.4605862331967038
		Coefficient of Determination:  0.17847992914693533
		RMSE:  0.1854260861696705
		NRMSE:  0.14192473549354423
		MAPE:  326.56281030401266

Protein:  PTEN
x_train_column_count:  1
x_train columns:  ['PTEN']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.042477457330321045
		RMSE:  0.639641264822803
		NRMSE:  0.10001427016227082
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.028094267476815427
		RMSE:  0.5035947533045023
		NRMSE:  0.16597282753427667
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.458230587102
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389449
		RMSE:  0.49877990548911916
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809618

	Predictor:  LinearRegression
		Pearson Correlation:  0.40237188375210986
		Spearman Correlation:  0.4288996648292669
		Coefficient of Determination:  0.1619031328342213
		RMSE:  0.5735222164263055
		NRMSE:  0.08967589968357526
		MAPE:  434.8953920378394
		Pearson Correlation:  0.381535639013247
		Spearman Correlation:  0.40280460442883625
		Coefficient of Determination:  0.13841605075416663
		RMSE:  0.4610133775957622
		NRMSE:  0.15193902102556264
		MAPE:  168.22638894726825

	Predictor:  ElasticNet
		Pearson Correlation:  0.4023718837521097
		Spearman Correlation:  0.4288996648292669
		Coefficient of Determination:  0.15970241322362677
		RMSE:  0.5742747154281592
		NRMSE:  0.08979356038279403
		MAPE:  376.94233978831886
		Pearson Correlation:  0.38153563901324694
		Spearman Correlation:  0.40280460442883625
		Coefficient of Determination:  0.14455699384362297
		RMSE:  0.45936750224702333
		NRMSE:  0.1513965797399721
		MAPE:  155.0539746444181

	Predictor:  RandomForests
		Pearson Correlation:  0.4510661366641352
		Spearman Correlation:  0.4465246887841456
		Coefficient of Determination:  0.199567912918601
		RMSE:  0.5604867911010524
		NRMSE:  0.08763768135424163
		MAPE:  529.5491842611985
		Pearson Correlation:  0.3866330546263069
		Spearman Correlation:  0.3981096259406254
		Coefficient of Determination:  0.13840788698258943
		RMSE:  0.4610155617120034
		NRMSE:  0.15193974085821746
		MAPE:  202.21690083920234

Protein:  BRCA2
x_train_column_count:  1
x_train columns:  ['BRCA2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026562361008646285
		RMSE:  0.19787350383771835
		NRMSE:  0.12800221484333532
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00017758204834872338
		RMSE:  0.18475106890837595
		NRMSE:  0.18489898809885505
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  LinearRegression
		Pearson Correlation:  0.0016801136622338585
		Spearman Correlation:  -0.003365850045682841
		Coefficient of Determination:  2.822781917766193e-06
		RMSE:  0.1976109479453672
		NRMSE:  0.1278323702957365
		MAPE:  122.66734984794756
		Pearson Correlation:  -0.08404684070019278
		Spearman Correlation:  -0.06737887447433855
		Coefficient of Determination:  -0.005063311169702267
		RMSE:  0.1852017608932443
		NRMSE:  0.18535004092598512
		MAPE:  104.34165552314427

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  RandomForests
		Pearson Correlation:  0.3257942376102405
		Spearman Correlation:  0.25500959044958793
		Coefficient of Determination:  0.04912356112431371
		RMSE:  0.19269642508331206
		NRMSE:  0.12465321897410636
		MAPE:  133.9139947559344
		Pearson Correlation:  -0.03975777992192093
		Spearman Correlation:  -0.01067431406904905
		Coefficient of Determination:  -0.021845741347306546
		RMSE:  0.18674159822161593
		NRMSE:  0.18689111111050435
		MAPE:  115.13583396986726

Protein:  CDKN2A
x_train_column_count:  1
x_train columns:  ['CDKN2A']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.062199248812668806
		RMSE:  0.6624014175436462
		NRMSE:  0.14974599695798488
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10057809021042674
		RMSE:  0.783524323220729
		NRMSE:  0.21159176970584093
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6427147371513342
		NRMSE:  0.145295521001771
		MAPE:  207.86247046219444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010510594090658465
		RMSE:  0.7507796405829533
		NRMSE:  0.20274902527219912
		MAPE:  439.74244050751946

	Predictor:  LinearRegression
		Pearson Correlation:  0.48027814349293335
		Spearman Correlation:  0.4872043250292133
		Coefficient of Determination:  0.23066709511701877
		RMSE:  0.5637355359917146
		NRMSE:  0.12744106160093013
		MAPE:  154.405934596002
		Pearson Correlation:  0.5965712816312629
		Spearman Correlation:  0.5412203687445128
		Coefficient of Determination:  0.351308157175233
		RMSE:  0.6015355101867073
		NRMSE:  0.16244545238636438
		MAPE:  147.69299397970616

	Predictor:  ElasticNet
		Pearson Correlation:  0.48027814349293335
		Spearman Correlation:  0.4872043250292133
		Coefficient of Determination:  0.22704936806702125
		RMSE:  0.5650594422796019
		NRMSE:  0.1277403509166049
		MAPE:  159.97743505692895
		Pearson Correlation:  0.5965712816312629
		Spearman Correlation:  0.5412203687445128
		Coefficient of Determination:  0.3387199150903565
		RMSE:  0.6073440391427579
		NRMSE:  0.16401405323866
		MAPE:  181.68431518226043

	Predictor:  RandomForests
		Pearson Correlation:  0.6031166548470466
		Spearman Correlation:  0.5142043852276713
		Coefficient of Determination:  0.36338257195258583
		RMSE:  0.5128112215701984
		NRMSE:  0.11592883950948307
		MAPE:  222.42155552398435
		Pearson Correlation:  0.6736173012257093
		Spearman Correlation:  0.5183481629817652
		Coefficient of Determination:  0.4416816519711879
		RMSE:  0.5580627074004604
		NRMSE:  0.15070556505548485
		MAPE:  518.4052407636528

Protein:  TP53
x_train_column_count:  1
x_train columns:  ['TP53']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05546789854165435
		RMSE:  0.4652085657713222
		NRMSE:  0.11180210665016156
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04275496084346875
		RMSE:  0.4295356456720749
		NRMSE:  0.1544592202783541
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  LinearRegression
		Pearson Correlation:  0.3555492854195285
		Spearman Correlation:  0.2977431207885347
		Coefficient of Determination:  0.12641529436233723
		RMSE:  0.4232312227924494
		NRMSE:  0.1017138242711967
		MAPE:  551.3587248678077
		Pearson Correlation:  0.2926026738474283
		Spearman Correlation:  0.2420007804116672
		Coefficient of Determination:  0.06543743518250433
		RMSE:  0.4066420333449024
		NRMSE:  0.1462267731111879
		MAPE:  771.4393165883603

	Predictor:  ElasticNet
		Pearson Correlation:  0.3555492854195285
		Spearman Correlation:  0.2977431207885347
		Coefficient of Determination:  0.12374569682247216
		RMSE:  0.4238774080762002
		NRMSE:  0.10186911994140838
		MAPE:  522.8469954547722
		Pearson Correlation:  0.29260267384742833
		Spearman Correlation:  0.2420007804116672
		Coefficient of Determination:  0.07912626689428537
		RMSE:  0.40365294056753254
		NRMSE:  0.14515190785987722
		MAPE:  655.3659066646218

	Predictor:  RandomForests
		Pearson Correlation:  0.45492238975734456
		Spearman Correlation:  0.34634270161779623
		Coefficient of Determination:  0.20619176236443626
		RMSE:  0.40344374717794973
		NRMSE:  0.09695836269597446
		MAPE:  668.2271002590516
		Pearson Correlation:  0.32834898408627644
		Spearman Correlation:  0.28867684750577033
		Coefficient of Determination:  0.09003759286253088
		RMSE:  0.4012543959578011
		NRMSE:  0.14428940125779463
		MAPE:  1228.5518791228187

Protein:  CTNNB1
x_train_column_count:  1
x_train columns:  ['CTNNB1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.41897644861846284
		RMSE:  0.8782004120680554
		NRMSE:  0.17699587078381512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5843844136424388
		RMSE:  0.9452480588674593
		NRMSE:  0.23451795238114906
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  LinearRegression
		Pearson Correlation:  0.08898105342822928
		Spearman Correlation:  0.14590811000321963
		Coefficient of Determination:  0.007917627869197141
		RMSE:  0.7343107892164393
		NRMSE:  0.1479958057150653
		MAPE:  635.7829662685036
		Pearson Correlation:  -0.002401946823815699
		Spearman Correlation:  -0.034040581406692035
		Coefficient of Determination:  -0.022319441458223288
		RMSE:  0.7592919987705886
		NRMSE:  0.1883818783234726
		MAPE:  284.0557468282036

	Predictor:  ElasticNet
		Pearson Correlation:  0.08898105342822929
		Spearman Correlation:  0.14590811000321963
		Coefficient of Determination:  0.007545582007248086
		RMSE:  0.7344484651240611
		NRMSE:  0.14802355344419477
		MAPE:  641.8973917786813
		Pearson Correlation:  -0.002401946823815745
		Spearman Correlation:  -0.034040581406692035
		Coefficient of Determination:  -0.020061602593201
		RMSE:  0.7584530698987669
		NRMSE:  0.18817373837611448
		MAPE:  293.1436637677291

	Predictor:  RandomForests
		Pearson Correlation:  0.3101921197195444
		Spearman Correlation:  0.30218639412689285
		Coefficient of Determination:  0.08112196149899753
		RMSE:  0.7066998169279368
		NRMSE:  0.14243098472860852
		MAPE:  629.3479296651823
		Pearson Correlation:  -0.06030718098076416
		Spearman Correlation:  -0.04014575748895606
		Coefficient of Determination:  -0.07580801753149946
		RMSE:  0.7789021484733238
		NRMSE:  0.19324719606840765
		MAPE:  401.6201927378137

Protein:  CCNE1
x_train_column_count:  1
x_train columns:  ['CCNE1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.7135069779129597
		RMSE:  0.7967382438332794
		NRMSE:  0.19227700939577658
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.179220592822603
		RMSE:  0.7927883268238614
		NRMSE:  0.2823823069719898
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.48367116033059243
		NRMSE:  0.11672446372338549
		MAPE:  119.9663870203584
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008650225247206267
		RMSE:  0.5393577763958428
		NRMSE:  0.19211318838676503
		MAPE:  85.21064296831354

	Predictor:  LinearRegression
		Pearson Correlation:  0.7219395993512735
		Spearman Correlation:  0.7131090453751777
		Coefficient of Determination:  0.5211967851114769
		RMSE:  0.3346791994961411
		NRMSE:  0.08076820220965347
		MAPE:  91.95768178212866
		Pearson Correlation:  0.7713064884061223
		Spearman Correlation:  0.7106623744024974
		Coefficient of Determination:  0.5218333477620515
		RMSE:  0.3713609996544497
		NRMSE:  0.13227462142634006
		MAPE:  54.38203983643349

	Predictor:  ElasticNet
		Pearson Correlation:  0.7219395993512734
		Spearman Correlation:  0.7131090453751777
		Coefficient of Determination:  0.5157710926309755
		RMSE:  0.33657011318703295
		NRMSE:  0.08122453681179452
		MAPE:  94.36234957422688
		Pearson Correlation:  0.7713064884061223
		Spearman Correlation:  0.7106623744024974
		Coefficient of Determination:  0.49145500297987377
		RMSE:  0.3829758095538306
		NRMSE:  0.13641168639495302
		MAPE:  57.325425996766754

	Predictor:  RandomForests
		Pearson Correlation:  0.8562861508639215
		Spearman Correlation:  0.7204360697849619
		Coefficient of Determination:  0.7279163800285591
		RMSE:  0.25229078682087813
		NRMSE:  0.06088538910173954
		MAPE:  54.30365639848357
		Pearson Correlation:  0.8350602153703399
		Spearman Correlation:  0.7068832036023305
		Coefficient of Determination:  0.6949121277125943
		RMSE:  0.29663276628948443
		NRMSE:  0.10565726314852517
		MAPE:  44.991407020009255

Protein:  CCND1
x_train_column_count:  1
x_train columns:  ['CCND1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.46307157054532877
		RMSE:  0.2889602070536637
		NRMSE:  0.17371452011738692
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5143850316766378
		RMSE:  0.2891269997261264
		NRMSE:  0.20591917819933792
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  LinearRegression
		Pearson Correlation:  0.4014769912379663
		Spearman Correlation:  0.3731637827526827
		Coefficient of Determination:  0.16118377449348997
		RMSE:  0.21879564097710175
		NRMSE:  0.13153361206255892
		MAPE:  347.3099767263441
		Pearson Correlation:  0.4722252539569458
		Spearman Correlation:  0.4734221051604722
		Coefficient of Determination:  0.08521214291088708
		RMSE:  0.22471429002535695
		NRMSE:  0.1600437938189825
		MAPE:  1097.9020914203454

	Predictor:  ElasticNet
		Pearson Correlation:  0.4014769912379663
		Spearman Correlation:  0.3731637827526827
		Coefficient of Determination:  0.15146289068647056
		RMSE:  0.22005977986956152
		NRMSE:  0.13229357580740975
		MAPE:  361.16176170458004
		Pearson Correlation:  0.47222525395694587
		Spearman Correlation:  0.4734221051604722
		Coefficient of Determination:  0.19487131632624488
		RMSE:  0.2108157942505513
		NRMSE:  0.15014514432977558
		MAPE:  1150.8807789665116

	Predictor:  RandomForests
		Pearson Correlation:  0.4678371375434505
		Spearman Correlation:  0.4000144577763212
		Coefficient of Determination:  0.21263881710072907
		RMSE:  0.21197871451568037
		NRMSE:  0.12743547301083333
		MAPE:  313.8994682707794
		Pearson Correlation:  0.5051577497307473
		Spearman Correlation:  0.4767786498993165
		Coefficient of Determination:  0.2533320194705554
		RMSE:  0.20301786639906733
		NRMSE:  0.14459138111722075
		MAPE:  1138.045040698996

Protein:  ERBB2
x_train_column_count:  1
x_train columns:  ['ERBB2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10512598969709641
		RMSE:  1.0713675802437574
		NRMSE:  0.18252510013182233
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.044647408489899565
		RMSE:  0.9270678870989714
		NRMSE:  0.17190207437399804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  LinearRegression
		Pearson Correlation:  0.7657610435301816
		Spearman Correlation:  0.6137508967340191
		Coefficient of Determination:  0.5863899757884328
		RMSE:  0.6554327410192267
		NRMSE:  0.11166375470964898
		MAPE:  320.57308858431446
		Pearson Correlation:  0.7627625013199513
		Spearman Correlation:  0.7166081357916302
		Coefficient of Determination:  0.5648365964407824
		RMSE:  0.5983466371514002
		NRMSE:  0.11094875526634532
		MAPE:  281.0691986314359

	Predictor:  ElasticNet
		Pearson Correlation:  0.7657610435301816
		Spearman Correlation:  0.6137508967340191
		Coefficient of Determination:  0.5818619497632238
		RMSE:  0.6590106742149663
		NRMSE:  0.11227331451606834
		MAPE:  343.49496156824915
		Pearson Correlation:  0.7627625013199513
		Spearman Correlation:  0.7166081357916302
		Coefficient of Determination:  0.5491181726547959
		RMSE:  0.6090571386965504
		NRMSE:  0.11293475592370673
		MAPE:  300.4058784707829

	Predictor:  RandomForests
		Pearson Correlation:  0.8350447059162798
		Spearman Correlation:  0.6216515632506531
		Coefficient of Determination:  0.6965509892505153
		RMSE:  0.5614039541274837
		NRMSE:  0.09564440331319891
		MAPE:  467.4276979149924
		Pearson Correlation:  0.8040149199599619
		Spearman Correlation:  0.712575091635544
		Coefficient of Determination:  0.6363330370305993
		RMSE:  0.5469890053467115
		NRMSE:  0.1014257380579847
		MAPE:  341.96897482700155

Protein:  ERBB3
x_train_column_count:  1
x_train columns:  ['ERBB3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20107865915633893
		RMSE:  0.5031866190144979
		NRMSE:  0.13579562619977975
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27170508071542576
		RMSE:  0.5249654097328843
		NRMSE:  0.21064675210776365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  LinearRegression
		Pearson Correlation:  0.4002107913871714
		Spearman Correlation:  0.4461608353851102
		Coefficient of Determination:  0.160168677542746
		RMSE:  0.4207647918898243
		NRMSE:  0.11355234069897321
		MAPE:  200.24454248262978
		Pearson Correlation:  0.4241326159508129
		Spearman Correlation:  0.47324952839944506
		Coefficient of Determination:  0.17570228561293066
		RMSE:  0.42264869569030494
		NRMSE:  0.16959131664512106
		MAPE:  193.8904042665433

	Predictor:  ElasticNet
		Pearson Correlation:  0.40021079138717147
		Spearman Correlation:  0.4461608353851102
		Coefficient of Determination:  0.15730711184815838
		RMSE:  0.4214810203548932
		NRMSE:  0.1137456302047765
		MAPE:  197.2877243317092
		Pearson Correlation:  0.4241326159508129
		Spearman Correlation:  0.47324952839944506
		Coefficient of Determination:  0.1705193093701054
		RMSE:  0.4239753677429299
		NRMSE:  0.17012365487887207
		MAPE:  194.35349477791942

	Predictor:  RandomForests
		Pearson Correlation:  0.4888583547909291
		Spearman Correlation:  0.46249054756555785
		Coefficient of Determination:  0.2374084059193693
		RMSE:  0.40094921293402225
		NRMSE:  0.10820468467806303
		MAPE:  242.40227594442695
		Pearson Correlation:  0.4306135180238071
		Spearman Correlation:  0.47175791537273415
		Coefficient of Determination:  0.17674257303902818
		RMSE:  0.4223819140865897
		NRMSE:  0.16948426830002475
		MAPE:  270.9861842046686


Fold:  2

Protein:  RB1
x_train_column_count:  1
x_train columns:  ['RB1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.012372001566697044
		RMSE:  0.23649063304821735
		NRMSE:  0.08648721220312221
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0009378943328373079
		RMSE:  0.2450188572791325
		NRMSE:  0.14037816530069125
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  LinearRegression
		Pearson Correlation:  0.24789230471088958
		Spearman Correlation:  0.3159366197816136
		Coefficient of Determination:  0.061450594734876685
		RMSE:  0.227704938830993
		NRMSE:  0.08327418769418996
		MAPE:  202.73532724373035
		Pearson Correlation:  0.05322314385144895
		Spearman Correlation:  0.10746268656716418
		Coefficient of Determination:  -0.04577677934407487
		RMSE:  0.25044677379227626
		NRMSE:  0.14348797068457808
		MAPE:  328.71307770952

	Predictor:  ElasticNet
		Pearson Correlation:  0.24789230471088963
		Spearman Correlation:  0.3159366197816136
		Coefficient of Determination:  0.05796256313582204
		RMSE:  0.22812766855296912
		NRMSE:  0.08342878457905542
		MAPE:  167.92284614639414
		Pearson Correlation:  0.05322314385144897
		Spearman Correlation:  0.10746268656716418
		Coefficient of Determination:  -0.029735012666590288
		RMSE:  0.2485184774280922
		NRMSE:  0.14238319569392593
		MAPE:  247.67184036074377

	Predictor:  RandomForests
		Pearson Correlation:  0.35614812748472296
		Spearman Correlation:  0.4067656823580468
		Coefficient of Determination:  0.11704931686327302
		RMSE:  0.22085747588364613
		NRMSE:  0.08076999556891681
		MAPE:  212.91843709848632
		Pearson Correlation:  0.11218713523215128
		Spearman Correlation:  0.13196685330144695
		Coefficient of Determination:  -0.018378086466819266
		RMSE:  0.24714422519366094
		NRMSE:  0.14159584810169526
		MAPE:  371.280873187673

Protein:  CDH1
x_train_column_count:  1
x_train columns:  ['CDH1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0848918633043636
		RMSE:  1.167193365558287
		NRMSE:  0.18724526599154356
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3357437347566168
		RMSE:  1.329821844339591
		NRMSE:  0.2361608674018098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  LinearRegression
		Pearson Correlation:  0.4838912067728356
		Spearman Correlation:  0.5479778011770806
		Coefficient of Determination:  0.2341506999920714
		RMSE:  0.9806662839711408
		NRMSE:  0.1573219353446925
		MAPE:  652.399138982943
		Pearson Correlation:  0.5757959526475028
		Spearman Correlation:  0.6868207979709298
		Coefficient of Determination:  0.26633076007756606
		RMSE:  0.9855576770404496
		NRMSE:  0.1750235618967234
		MAPE:  250.84860187842585

	Predictor:  ElasticNet
		Pearson Correlation:  0.48389120677283576
		Spearman Correlation:  0.5479778011770806
		Coefficient of Determination:  0.23179625352061894
		RMSE:  0.9821725557758774
		NRMSE:  0.15756357676680474
		MAPE:  623.079347459191
		Pearson Correlation:  0.5757959526475028
		Spearman Correlation:  0.6868207979709298
		Coefficient of Determination:  0.2519085868177381
		RMSE:  0.9951973813917971
		NRMSE:  0.17673546108893573
		MAPE:  229.93924367515334

	Predictor:  RandomForests
		Pearson Correlation:  0.7350620519654282
		Spearman Correlation:  0.5614465463510813
		Coefficient of Determination:  0.5400871009269116
		RMSE:  0.7599541298952075
		NRMSE:  0.12191451510310539
		MAPE:  218.3262024908791
		Pearson Correlation:  0.6514144231909483
		Spearman Correlation:  0.6951134521052208
		Coefficient of Determination:  0.3838100091909181
		RMSE:  0.9032109819804985
		NRMSE:  0.16039974817625618
		MAPE:  213.09904146139536

Protein:  CDH2
x_train_column_count:  1
x_train columns:  ['CDH2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0042702958885580955
		RMSE:  0.36888339320753855
		NRMSE:  0.13366308906715652
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005559500410650786
		RMSE:  0.3881548727768219
		NRMSE:  0.20448899349205915
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  LinearRegression
		Pearson Correlation:  0.1470313787581837
		Spearman Correlation:  0.03346468965108404
		Coefficient of Determination:  0.021618226339532587
		RMSE:  0.36409773078103375
		NRMSE:  0.13192902774876214
		MAPE:  381.9470937388793
		Pearson Correlation:  0.11717867760285978
		Spearman Correlation:  0.063681592039801
		Coefficient of Determination:  0.012877190177729814
		RMSE:  0.3845800481612378
		NRMSE:  0.2026056929364798
		MAPE:  121.67281423224681

	Predictor:  ElasticNet
		Pearson Correlation:  0.14703137875818367
		Spearman Correlation:  0.03346468965108404
		Coefficient of Determination:  0.02042216840236355
		RMSE:  0.364320214979518
		NRMSE:  0.13200964380734764
		MAPE:  398.60075060181646
		Pearson Correlation:  0.11717867760285976
		Spearman Correlation:  0.063681592039801
		Coefficient of Determination:  0.011366622098089696
		RMSE:  0.38487419204171014
		NRMSE:  0.20276065475785107
		MAPE:  124.75803606638401

	Predictor:  RandomForests
		Pearson Correlation:  0.19455280933418412
		Spearman Correlation:  0.14521011138581139
		Coefficient of Determination:  0.03651059964118086
		RMSE:  0.3613160602024537
		NRMSE:  0.13092110305183483
		MAPE:  424.3360219113005
		Pearson Correlation:  0.11830349762100852
		Spearman Correlation:  0.0855059428777579
		Coefficient of Determination:  0.010769358098726367
		RMSE:  0.3849904316896376
		NRMSE:  0.20282189250153443
		MAPE:  124.97634642871276

Protein:  CDH3
x_train_column_count:  1
x_train columns:  ['CDH3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032535082492379797
		RMSE:  0.20804431995898212
		NRMSE:  0.15657381105189322
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10171995354262497
		RMSE:  0.2077503373255318
		NRMSE:  0.17094572313464315
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  LinearRegression
		Pearson Correlation:  0.3303764572390311
		Spearman Correlation:  0.3550272027884919
		Coefficient of Determination:  0.10914860349781341
		RMSE:  0.1960438181206852
		NRMSE:  0.1475422532197551
		MAPE:  270.9980417434455
		Pearson Correlation:  0.10770672491069783
		Spearman Correlation:  0.25419471271095506
		Coefficient of Determination:  -0.1811343074896139
		RMSE:  0.21510760863297937
		NRMSE:  0.17699959568253057
		MAPE:  624.4702544671215

	Predictor:  ElasticNet
		Pearson Correlation:  0.3303764572390311
		Spearman Correlation:  0.3550272027884919
		Coefficient of Determination:  0.10444287039367006
		RMSE:  0.19656091604995224
		NRMSE:  0.14793142026593228
		MAPE:  229.42282633795702
		Pearson Correlation:  0.10770672491069783
		Spearman Correlation:  0.25419471271095506
		Coefficient of Determination:  -0.15988982330622492
		RMSE:  0.21316431311611922
		NRMSE:  0.17540057032512074
		MAPE:  536.5420737186791

	Predictor:  RandomForests
		Pearson Correlation:  0.4204408504993642
		Spearman Correlation:  0.38155013256774595
		Coefficient of Determination:  0.17584235816615323
		RMSE:  0.18856264633511197
		NRMSE:  0.14191193570937055
		MAPE:  407.97875051638437
		Pearson Correlation:  0.15295236629097841
		Spearman Correlation:  0.25482125674289846
		Coefficient of Determination:  -0.20407823566708516
		RMSE:  0.21718682836391678
		NRMSE:  0.17871046520523065
		MAPE:  749.9682708776052

Protein:  PTEN
x_train_column_count:  1
x_train columns:  ['PTEN']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.03862384422015608
		RMSE:  0.6356813050691055
		NRMSE:  0.09939509109047072
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04557869434051831
		RMSE:  0.5231599683741948
		NRMSE:  0.17546282813730707
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  LinearRegression
		Pearson Correlation:  0.41283271851189246
		Spearman Correlation:  0.4509122731754614
		Coefficient of Determination:  0.1704308534739195
		RMSE:  0.5681154375639597
		NRMSE:  0.08883049606191222
		MAPE:  340.1165131813269
		Pearson Correlation:  0.36350671177055427
		Spearman Correlation:  0.32171495463857186
		Coefficient of Determination:  0.08295221188442037
		RMSE:  0.4899504108238007
		NRMSE:  0.16432466153199649
		MAPE:  696.19065149665

	Predictor:  ElasticNet
		Pearson Correlation:  0.41283271851189235
		Spearman Correlation:  0.4509122731754614
		Coefficient of Determination:  0.16778465630164663
		RMSE:  0.5690208162892582
		NRMSE:  0.08897206102560522
		MAPE:  299.45292231095704
		Pearson Correlation:  0.3635067117705542
		Spearman Correlation:  0.32171495463857186
		Coefficient of Determination:  0.11000469508032096
		RMSE:  0.4826696595746547
		NRMSE:  0.16188276749887803
		MAPE:  580.2550515852016

	Predictor:  RandomForests
		Pearson Correlation:  0.4637617822650544
		Spearman Correlation:  0.47168364395156603
		Coefficient of Determination:  0.21156824157538845
		RMSE:  0.5538502419387915
		NRMSE:  0.08659999092155289
		MAPE:  387.81209059025514
		Pearson Correlation:  0.3283337114702817
		Spearman Correlation:  0.31888806115781315
		Coefficient of Determination:  0.06748232850836522
		RMSE:  0.49406566940135677
		NRMSE:  0.16570487972945963
		MAPE:  807.3513768694605

Protein:  BRCA2
x_train_column_count:  1
x_train columns:  ['BRCA2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004232193403179485
		RMSE:  0.1957372843548259
		NRMSE:  0.12609907189874434
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0041831029428383015
		RMSE:  0.19359139518213575
		NRMSE:  0.1310414025181481
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  LinearRegression
		Pearson Correlation:  0.040011582892672495
		Spearman Correlation:  0.057472501576392276
		Coefficient of Determination:  0.0016009267655772152
		RMSE:  0.19516798278839598
		NRMSE:  0.12573231295757512
		MAPE:  117.98294827979335
		Pearson Correlation:  -0.07561513606008484
		Spearman Correlation:  -0.13059701492537315
		Coefficient of Determination:  -0.02452145724173871
		RMSE:  0.19554203218990604
		NRMSE:  0.13236178253329048
		MAPE:  118.7555136669517

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  RandomForests
		Pearson Correlation:  0.3068850157044312
		Spearman Correlation:  0.25247642075531285
		Coefficient of Determination:  0.044202194303427866
		RMSE:  0.19095872370308548
		NRMSE:  0.12302059829478852
		MAPE:  126.6880580191218
		Pearson Correlation:  0.07896059153515289
		Spearman Correlation:  0.05877387777856347
		Coefficient of Determination:  -0.011046221373264498
		RMSE:  0.19425182166951882
		NRMSE:  0.13148844311664884
		MAPE:  123.9361936403578

Protein:  CDKN2A
x_train_column_count:  1
x_train columns:  ['CDKN2A']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07796029040511754
		RMSE:  0.688717064305458
		NRMSE:  0.155695052403178
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04182297654643197
		RMSE:  0.6873705418142212
		NRMSE:  0.18569552134596423
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6633450034781481
		NRMSE:  0.14995930902637006
		MAPE:  291.0442764508337
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00497373418246827
		RMSE:  0.6751049711753466
		NRMSE:  0.1823819351565125
		MAPE:  246.23249271843073

	Predictor:  LinearRegression
		Pearson Correlation:  0.5036612591893176
		Spearman Correlation:  0.4759909513511134
		Coefficient of Determination:  0.25367466400816874
		RMSE:  0.5730645647248521
		NRMSE:  0.1295500315869452
		MAPE:  165.2072915351226
		Pearson Correlation:  0.5627834065476419
		Spearman Correlation:  0.5756072578285046
		Coefficient of Determination:  0.2930656148585532
		RMSE:  0.5662177809563149
		NRMSE:  0.15296568536749378
		MAPE:  173.217205001395

	Predictor:  ElasticNet
		Pearson Correlation:  0.5036612591893176
		Spearman Correlation:  0.4759909513511134
		Coefficient of Determination:  0.2508912599037243
		RMSE:  0.5741321861471319
		NRMSE:  0.12979138377916397
		MAPE:  177.02278482076855
		Pearson Correlation:  0.562783406547642
		Spearman Correlation:  0.5756072578285046
		Coefficient of Determination:  0.2780404114878976
		RMSE:  0.5722033481701979
		NRMSE:  0.15458270698352009
		MAPE:  179.71328964800034

	Predictor:  RandomForests
		Pearson Correlation:  0.6040027516191304
		Spearman Correlation:  0.4861296560239233
		Coefficient of Determination:  0.36433447381499207
		RMSE:  0.528875917565927
		NRMSE:  0.11956051035739278
		MAPE:  257.31980271784846
		Pearson Correlation:  0.6768078158008014
		Spearman Correlation:  0.569489990183919
		Coefficient of Determination:  0.44303391666723235
		RMSE:  0.5025836141073503
		NRMSE:  0.13577469583621957
		MAPE:  209.43106914074932

Protein:  TP53
x_train_column_count:  1
x_train columns:  ['TP53']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056514421630322165
		RMSE:  0.4680116353271619
		NRMSE:  0.125354663272308
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.038787823290495904
		RMSE:  0.4172475009588805
		NRMSE:  0.13741067049526773
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941389
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  LinearRegression
		Pearson Correlation:  0.3251680923816741
		Spearman Correlation:  0.28717437803663004
		Coefficient of Determination:  0.10573428830313691
		RMSE:  0.43057838556509015
		NRMSE:  0.11532834754656225
		MAPE:  395.9150748360344
		Pearson Correlation:  0.41091156162636316
		Spearman Correlation:  0.3101990049751244
		Coefficient of Determination:  0.1669877225256251
		RMSE:  0.37364228584578285
		NRMSE:  0.12305031643200488
		MAPE:  1296.9861916301588

	Predictor:  ElasticNet
		Pearson Correlation:  0.32516809238167405
		Spearman Correlation:  0.28717437803663004
		Coefficient of Determination:  0.1032686027226114
		RMSE:  0.4311715762103808
		NRMSE:  0.11548723080497679
		MAPE:  357.0037206023843
		Pearson Correlation:  0.4109115616263631
		Spearman Correlation:  0.3101990049751244
		Coefficient of Determination:  0.1645987581097338
		RMSE:  0.37417767955418024
		NRMSE:  0.12322663578270385
		MAPE:  1229.8937285121378

	Predictor:  RandomForests
		Pearson Correlation:  0.41836058695215167
		Spearman Correlation:  0.35514670974367946
		Coefficient of Determination:  0.17435957320281414
		RMSE:  0.4137275203739926
		NRMSE:  0.11081492443390721
		MAPE:  505.56269271180315
		Pearson Correlation:  0.46793918082121677
		Spearman Correlation:  0.28068144997753247
		Coefficient of Determination:  0.21780722524703144
		RMSE:  0.36206556235238085
		NRMSE:  0.11923779428696882
		MAPE:  1845.1105999300512

Protein:  CTNNB1
x_train_column_count:  1
x_train columns:  ['CTNNB1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3748966387166963
		RMSE:  0.8500866572002603
		NRMSE:  0.167208233123576
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8495839638322671
		RMSE:  1.0424819908687044
		NRMSE:  0.25944650229429445
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  LinearRegression
		Pearson Correlation:  0.06641728094381413
		Spearman Correlation:  0.11831189699055593
		Coefficient of Determination:  0.004411255207969478
		RMSE:  0.7233827756464993
		NRMSE:  0.14228614784549556
		MAPE:  607.0010833449173
		Pearson Correlation:  0.13956120176564732
		Spearman Correlation:  0.1409813676714467
		Coefficient of Determination:  -0.11076417840848163
		RMSE:  0.8078718363971094
		NRMSE:  0.20105817087606317
		MAPE:  216.94387718013633

	Predictor:  ElasticNet
		Pearson Correlation:  0.06641728094381413
		Spearman Correlation:  0.11831189699055593
		Coefficient of Determination:  0.003988830124550979
		RMSE:  0.7235362238570153
		NRMSE:  0.14231633042034134
		MAPE:  613.4813598376205
		Pearson Correlation:  0.13956120176564735
		Spearman Correlation:  0.1409813676714467
		Coefficient of Determination:  -0.11092527005545061
		RMSE:  0.8079304161969478
		NRMSE:  0.20107274985613796
		MAPE:  236.04303747097165

	Predictor:  RandomForests
		Pearson Correlation:  0.2846108698980282
		Spearman Correlation:  0.29112484755208995
		Coefficient of Determination:  0.06903793114490742
		RMSE:  0.6995103870594284
		NRMSE:  0.13759055606991116
		MAPE:  631.5545292503399
		Pearson Correlation:  0.0711397534338752
		Spearman Correlation:  0.14282184909213674
		Coefficient of Determination:  -0.1285956971281863
		RMSE:  0.8143305550615784
		NRMSE:  0.20266557702933685
		MAPE:  489.1762361982494

Protein:  CCNE1
x_train_column_count:  1
x_train columns:  ['CCNE1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4791855590206433
		RMSE:  0.8074207285197392
		NRMSE:  0.19485501569122746
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.202859557398884
		RMSE:  0.7485643095226329
		NRMSE:  0.4068306401244751
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5127968844139411
		NRMSE:  0.12375338089483821
		MAPE:  119.54577818111471
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.708057571667368e-05
		RMSE:  0.41828317133084
		NRMSE:  0.22732904598983691
		MAPE:  82.35330275987332

	Predictor:  LinearRegression
		Pearson Correlation:  0.7299247116090841
		Spearman Correlation:  0.7061567494715154
		Coefficient of Determination:  0.5327900846176046
		RMSE:  0.35051079946653413
		NRMSE:  0.08458884558885396
		MAPE:  90.83614166716927
		Pearson Correlation:  0.7770270702564803
		Spearman Correlation:  0.7531411569602966
		Coefficient of Determination:  0.46747886325152765
		RMSE:  0.30523096808283556
		NRMSE:  0.16588729725859142
		MAPE:  56.09620217722179

	Predictor:  ElasticNet
		Pearson Correlation:  0.729924711609084
		Spearman Correlation:  0.7061567494715154
		Coefficient of Determination:  0.528139638060198
		RMSE:  0.35225091194684366
		NRMSE:  0.08500878730285583
		MAPE:  93.152131284349
		Pearson Correlation:  0.7770270702564801
		Spearman Correlation:  0.7531411569602966
		Coefficient of Determination:  0.439129355192716
		RMSE:  0.31325032050888396
		NRMSE:  0.17024566465517965
		MAPE:  58.0497980645578

	Predictor:  RandomForests
		Pearson Correlation:  0.8577101219397514
		Spearman Correlation:  0.7101695638315398
		Coefficient of Determination:  0.7317659742467798
		RMSE:  0.26558424714779255
		NRMSE:  0.06409350270236565
		MAPE:  67.88985778990819
		Pearson Correlation:  0.8351430823920907
		Spearman Correlation:  0.7370836679134409
		Coefficient of Determination:  0.6941548923260417
		RMSE:  0.2313188038212206
		NRMSE:  0.12571742445405715
		MAPE:  40.56267191069466

Protein:  CCND1
x_train_column_count:  1
x_train columns:  ['CCND1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.45856423758787734
		RMSE:  0.28833360256132
		NRMSE:  0.17333782361719832
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5341468996847767
		RMSE:  0.29160473760802996
		NRMSE:  0.22560247695118987
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  LinearRegression
		Pearson Correlation:  0.4223602741689214
		Spearman Correlation:  0.3945270040292828
		Coefficient of Determination:  0.17838820119604637
		RMSE:  0.21640426284054698
		NRMSE:  0.13009598468248967
		MAPE:  534.8786478153853
		Pearson Correlation:  0.2969521452872802
		Spearman Correlation:  0.3886206223783046
		Coefficient of Determination:  0.08424001920543
		RMSE:  0.2252951966327131
		NRMSE:  0.17430153852255456
		MAPE:  350.0330656369793

	Predictor:  ElasticNet
		Pearson Correlation:  0.42236027416892147
		Spearman Correlation:  0.3945270040292828
		Coefficient of Determination:  0.17376665667810776
		RMSE:  0.21701204346327752
		NRMSE:  0.13046136481662932
		MAPE:  549.658733909338
		Pearson Correlation:  0.2969521452872802
		Spearman Correlation:  0.3886206223783046
		Coefficient of Determination:  0.08177048830311717
		RMSE:  0.22559876900624823
		NRMSE:  0.17453639986248085
		MAPE:  360.735372666207

	Predictor:  RandomForests
		Pearson Correlation:  0.5009246505960983
		Spearman Correlation:  0.40965593127045014
		Coefficient of Determination:  0.2468749440121255
		RMSE:  0.20718868121322256
		NRMSE:  0.12455584351109315
		MAPE:  491.23954825070194
		Pearson Correlation:  0.3225095409332166
		Spearman Correlation:  0.3839087800361473
		Coefficient of Determination:  0.09369217172592081
		RMSE:  0.22412947187967547
		NRMSE:  0.17339966568644818
		MAPE:  339.86681722580477

Protein:  ERBB2
x_train_column_count:  1
x_train columns:  ['ERBB2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10787728881134795
		RMSE:  1.034673205097243
		NRMSE:  0.18568153277771168
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04400358650048397
		RMSE:  1.0802115255265201
		NRMSE:  0.18403181176661842
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  LinearRegression
		Pearson Correlation:  0.7536423359707012
		Spearman Correlation:  0.6630955260861322
		Coefficient of Determination:  0.5679767705673753
		RMSE:  0.6461166342040771
		NRMSE:  0.11595151628664592
		MAPE:  210.20197949285438
		Pearson Correlation:  0.8108498416783881
		Spearman Correlation:  0.5166032582187103
		Coefficient of Determination:  0.6340678454836575
		RMSE:  0.6395258414521927
		NRMSE:  0.10895375256864792
		MAPE:  809.0116931903328

	Predictor:  ElasticNet
		Pearson Correlation:  0.7536423359707011
		Spearman Correlation:  0.6630955260861322
		Coefficient of Determination:  0.5626654402648787
		RMSE:  0.6500762079549097
		NRMSE:  0.11666209786890686
		MAPE:  226.38026907451376
		Pearson Correlation:  0.810849841678388
		Spearman Correlation:  0.5166032582187103
		Coefficient of Determination:  0.6194144024898142
		RMSE:  0.6522047930138986
		NRMSE:  0.1111138206405606
		MAPE:  858.337557835572

	Predictor:  RandomForests
		Pearson Correlation:  0.8389294424186137
		Spearman Correlation:  0.6674393366047144
		Coefficient of Determination:  0.7023030045025691
		RMSE:  0.5363454470636926
		NRMSE:  0.09625207671225393
		MAPE:  280.2953308487789
		Pearson Correlation:  0.8161121853257634
		Spearman Correlation:  0.5012523821949281
		Coefficient of Determination:  0.6428254688684671
		RMSE:  0.63182681426791
		NRMSE:  0.10764209657527812
		MAPE:  1420.7544425542162

Protein:  ERBB3
x_train_column_count:  1
x_train columns:  ['ERBB3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.22544319167926496
		RMSE:  0.49276112816642853
		NRMSE:  0.13298208544838536
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.18202543932109472
		RMSE:  0.5629306521688778
		NRMSE:  0.2077549194412726
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  LinearRegression
		Pearson Correlation:  0.4140202554588074
		Spearman Correlation:  0.4574811032948563
		Coefficient of Determination:  0.17141277193017623
		RMSE:  0.4051902314315764
		NRMSE:  0.10934921384644226
		MAPE:  181.83691718420613
		Pearson Correlation:  0.3821239191505737
		Spearman Correlation:  0.4416544727343674
		Coefficient of Determination:  0.14278323145190197
		RMSE:  0.47938761999648344
		NRMSE:  0.17692256761963376
		MAPE:  302.11907423555215

	Predictor:  ElasticNet
		Pearson Correlation:  0.4140202554588075
		Spearman Correlation:  0.4574811032948563
		Coefficient of Determination:  0.1681558775218711
		RMSE:  0.40598578289037185
		NRMSE:  0.10956391035155374
		MAPE:  180.57274002624737
		Pearson Correlation:  0.3821239191505737
		Spearman Correlation:  0.4416544727343674
		Coefficient of Determination:  0.14253747206924283
		RMSE:  0.4794563339827928
		NRMSE:  0.17694792717082394
		MAPE:  298.18932508324974

	Predictor:  RandomForests
		Pearson Correlation:  0.4937926972662044
		Spearman Correlation:  0.47011878226411286
		Coefficient of Determination:  0.24235048330361064
		RMSE:  0.38745745765908807
		NRMSE:  0.10456364716462097
		MAPE:  216.39720242867085
		Pearson Correlation:  0.43320350506909144
		Spearman Correlation:  0.44593650227107995
		Coefficient of Determination:  0.18582907647625257
		RMSE:  0.46719617614868336
		NRMSE:  0.1724231991366529
		MAPE:  360.2215328744491


Fold:  3

Protein:  RB1
x_train_column_count:  1
x_train columns:  ['RB1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01272330861584492
		RMSE:  0.2421068018038906
		NRMSE:  0.08854110656959135
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028050639565306845
		RMSE:  0.22197574606877257
		NRMSE:  0.15575715092466183
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  LinearRegression
		Pearson Correlation:  0.20536425783313839
		Spearman Correlation:  0.28181864803860485
		Coefficient of Determination:  0.04217447839535582
		RMSE:  0.23545330468119732
		NRMSE:  0.08610784986878194
		MAPE:  195.9849562117184
		Pearson Correlation:  0.21090088456074754
		Spearman Correlation:  0.26769161710245765
		Coefficient of Determination:  0.022118335834523384
		RMSE:  0.21919993277299263
		NRMSE:  0.15380940312740687
		MAPE:  232.70273205909703

	Predictor:  ElasticNet
		Pearson Correlation:  0.20536425783313839
		Spearman Correlation:  0.28181864803860485
		Coefficient of Determination:  0.03897284962338965
		RMSE:  0.23584648964374155
		NRMSE:  0.08625164191184229
		MAPE:  152.18347231450548
		Pearson Correlation:  0.2109008845607475
		Spearman Correlation:  0.26769161710245765
		Coefficient of Determination:  0.01988598260982022
		RMSE:  0.21944998998635348
		NRMSE:  0.15398486463530142
		MAPE:  208.55562782465543

	Predictor:  RandomForests
		Pearson Correlation:  0.3151512292058805
		Spearman Correlation:  0.3524539498229516
		Coefficient of Determination:  0.09186867165257584
		RMSE:  0.22926402724699074
		NRMSE:  0.08384436338757707
		MAPE:  273.67842010321056
		Pearson Correlation:  0.2300590252443082
		Spearman Correlation:  0.28681957460006946
		Coefficient of Determination:  0.025303836965301807
		RMSE:  0.2188426138644487
		NRMSE:  0.15355867764882655
		MAPE:  235.88853086302066

Protein:  CDH1
x_train_column_count:  1
x_train columns:  ['CDH1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.13712289650471754
		RMSE:  1.2526616491661007
		NRMSE:  0.19946206317730336
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.061578293423971475
		RMSE:  0.970096042376724
		NRMSE:  0.19071600723011914
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1747084136438477
		NRMSE:  0.18704952288841878
		MAPE:  547.6986763085636
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.045733924340672916
		RMSE:  0.9628293412733254
		NRMSE:  0.18928741030812832
		MAPE:  293.35791980552335

	Predictor:  LinearRegression
		Pearson Correlation:  0.5061521824683968
		Spearman Correlation:  0.6060433571893057
		Coefficient of Determination:  0.2561900318175212
		RMSE:  1.0131204376541854
		NRMSE:  0.1613197728821033
		MAPE:  729.5897156629053
		Pearson Correlation:  0.49632021780749225
		Spearman Correlation:  0.46526016533872
		Coefficient of Determination:  0.21170636467694093
		RMSE:  0.8359546694956115
		NRMSE:  0.16434448737773985
		MAPE:  349.9480456347325

	Predictor:  ElasticNet
		Pearson Correlation:  0.5061521824683969
		Spearman Correlation:  0.6060433571893057
		Coefficient of Determination:  0.25404536270275546
		RMSE:  1.014579979885437
		NRMSE:  0.1615521766640293
		MAPE:  704.0271980583447
		Pearson Correlation:  0.49632021780749236
		Spearman Correlation:  0.46526016533872
		Coefficient of Determination:  0.20827040532685992
		RMSE:  0.8377745390435329
		NRMSE:  0.16470226458607576
		MAPE:  334.8174335642665

	Predictor:  RandomForests
		Pearson Correlation:  0.720658592011157
		Spearman Correlation:  0.6176291946545054
		Coefficient of Determination:  0.5189174241027371
		RMSE:  0.8147791240760056
		NRMSE:  0.12973776696219955
		MAPE:  282.7560913470706
		Pearson Correlation:  0.7353301371123111
		Spearman Correlation:  0.46500928923410684
		Coefficient of Determination:  0.538426650574287
		RMSE:  0.63967456230514
		NRMSE:  0.1257568046052648
		MAPE:  186.00534358064274

Protein:  CDH2
x_train_column_count:  1
x_train columns:  ['CDH2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032532184952558385
		RMSE:  0.38185758840977485
		NRMSE:  0.13836422509231644
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01322006783790175
		RMSE:  0.3341656221976159
		NRMSE:  0.1760731037776972
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  LinearRegression
		Pearson Correlation:  0.1426127701108289
		Spearman Correlation:  -0.004338932550925531
		Coefficient of Determination:  0.020338402198684102
		RMSE:  0.37734116573013987
		NRMSE:  0.13672772147624462
		MAPE:  205.27568788923608
		Pearson Correlation:  0.1451886540719864
		Spearman Correlation:  0.23133206149702618
		Coefficient of Determination:  0.0139564430879906
		RMSE:  0.32965367947159396
		NRMSE:  0.17369574444727484
		MAPE:  675.7840877768981

	Predictor:  ElasticNet
		Pearson Correlation:  0.1426127701108289
		Spearman Correlation:  -0.004338932550925531
		Coefficient of Determination:  0.019271255403014664
		RMSE:  0.3775466289313753
		NRMSE:  0.13680217005992293
		MAPE:  226.61163917347693
		Pearson Correlation:  0.1451886540719864
		Spearman Correlation:  0.23133206149702618
		Coefficient of Determination:  0.011446861045972812
		RMSE:  0.3300729141142803
		NRMSE:  0.1739166407329654
		MAPE:  660.5025650626128

	Predictor:  RandomForests
		Pearson Correlation:  0.23493300907448675
		Spearman Correlation:  0.21194477216286742
		Coefficient of Determination:  0.04976239614304989
		RMSE:  0.3716312713312571
		NRMSE:  0.1346587692337333
		MAPE:  387.79228301128836
		Pearson Correlation:  -0.02522530974628973
		Spearman Correlation:  -0.1851350763201282
		Coefficient of Determination:  -0.0407518659493773
		RMSE:  0.33867526307154056
		NRMSE:  0.17844925025372552
		MAPE:  642.4010366244271

Protein:  CDH3
x_train_column_count:  1
x_train columns:  ['CDH3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.2263418226753373e-05
		RMSE:  0.21251306884336046
		NRMSE:  0.14909431220418734
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004123239054339534
		RMSE:  0.18871613277479948
		NRMSE:  0.16414808838605816
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  LinearRegression
		Pearson Correlation:  0.3026146976584992
		Spearman Correlation:  0.3386347347546788
		Coefficient of Determination:  0.09157565523894473
		RMSE:  0.2025467087768724
		NRMSE:  0.14210214175848376
		MAPE:  362.29550072593304
		Pearson Correlation:  0.22440362464908514
		Spearman Correlation:  0.31279442387062184
		Coefficient of Determination:  0.023797504951999726
		RMSE:  0.18607390663573836
		NRMSE:  0.16184984094195584
		MAPE:  145.37630242559345

	Predictor:  ElasticNet
		Pearson Correlation:  0.30261469765849924
		Spearman Correlation:  0.3386347347546788
		Coefficient of Determination:  0.08667683033336748
		RMSE:  0.2030921073878006
		NRMSE:  0.14248478095905637
		MAPE:  297.3853059154741
		Pearson Correlation:  0.22440362464908517
		Spearman Correlation:  0.31279442387062184
		Coefficient of Determination:  0.042925379414417986
		RMSE:  0.18424190653417474
		NRMSE:  0.16025634010992262
		MAPE:  132.17162239671106

	Predictor:  RandomForests
		Pearson Correlation:  0.38429063561532717
		Spearman Correlation:  0.366929487494884
		Coefficient of Determination:  0.14614884835263475
		RMSE:  0.19636853167347101
		NRMSE:  0.13776767390236222
		MAPE:  480.79342950124743
		Pearson Correlation:  0.27910731531306143
		Spearman Correlation:  0.30860684283191253
		Coefficient of Determination:  0.0655555461704449
		RMSE:  0.1820506628174801
		NRMSE:  0.15835036385874218
		MAPE:  188.00773874257487

Protein:  PTEN
x_train_column_count:  1
x_train columns:  ['PTEN']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023393971457565055
		RMSE:  0.6366126117528933
		NRMSE:  0.09954071014821253
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20813248536085016
		RMSE:  0.517654316968625
		NRMSE:  0.12376376344107133
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6292943186382643
		NRMSE:  0.09839642227163854
		MAPE:  299.798968451812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06342466003107061
		RMSE:  0.4856640113421529
		NRMSE:  0.11611533767086332
		MAPE:  95.15154235140719

	Predictor:  LinearRegression
		Pearson Correlation:  0.39398785459126584
		Spearman Correlation:  0.4168387026449609
		Coefficient of Determination:  0.1552264295654282
		RMSE:  0.5783942541009418
		NRMSE:  0.0904376912049006
		MAPE:  436.8188934942037
		Pearson Correlation:  0.3976334585902839
		Spearman Correlation:  0.39053105400316723
		Coefficient of Determination:  0.14618246318251082
		RMSE:  0.4351761587473583
		NRMSE:  0.10404441226685754
		MAPE:  116.83152125957915

	Predictor:  ElasticNet
		Pearson Correlation:  0.3939878545912659
		Spearman Correlation:  0.4168387026449609
		Coefficient of Determination:  0.15325486274814593
		RMSE:  0.579068800742323
		NRMSE:  0.09054316327766758
		MAPE:  384.5167148400706
		Pearson Correlation:  0.3976334585902839
		Spearman Correlation:  0.39053105400316723
		Coefficient of Determination:  0.1403118502586964
		RMSE:  0.4366696712746754
		NRMSE:  0.10440148980889288
		MAPE:  109.86407899166011

	Predictor:  RandomForests
		Pearson Correlation:  0.4486456840284966
		Spearman Correlation:  0.44022349775190645
		Coefficient of Determination:  0.19703242003461852
		RMSE:  0.5639009371276077
		NRMSE:  0.08817151702409627
		MAPE:  546.1899445028266
		Pearson Correlation:  0.3687177757531359
		Spearman Correlation:  0.405227077725146
		Coefficient of Determination:  0.1312647338902646
		RMSE:  0.43896135222360844
		NRMSE:  0.10494939803557798
		MAPE:  126.18039299878608

Protein:  BRCA2
x_train_column_count:  1
x_train columns:  ['BRCA2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00289910117318648
		RMSE:  0.19032543678137456
		NRMSE:  0.12827584502559417
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001649424828515933
		RMSE:  0.21414907824527551
		NRMSE:  0.14729386559180924
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  LinearRegression
		Pearson Correlation:  0.029598716808603837
		Spearman Correlation:  0.007235394469500479
		Coefficient of Determination:  0.0008760840367157963
		RMSE:  0.18996688066183695
		NRMSE:  0.12803418479351694
		MAPE:  114.82449131210666
		Pearson Correlation:  -0.016054565654462935
		Spearman Correlation:  0.05298569807603587
		Coefficient of Determination:  -0.005863409902131078
		RMSE:  0.21475827190110194
		NRMSE:  0.14771287504632535
		MAPE:  112.83494974880834

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  RandomForests
		Pearson Correlation:  0.2847852536520081
		Spearman Correlation:  0.24810712888855369
		Coefficient of Determination:  0.04356944145348551
		RMSE:  0.18586385299339783
		NRMSE:  0.1252688195841519
		MAPE:  118.71205027999494
		Pearson Correlation:  -0.008597785420769612
		Spearman Correlation:  -0.1128019880749639
		Coefficient of Determination:  -0.012088332481777764
		RMSE:  0.2154217773299026
		NRMSE:  0.14816924067838874
		MAPE:  157.49003513886964

Protein:  CDKN2A
x_train_column_count:  1
x_train columns:  ['CDKN2A']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07669790023289091
		RMSE:  0.6927164423772558
		NRMSE:  0.16172871740223568
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04462654135164201
		RMSE:  0.6710309035955896
		NRMSE:  0.2071658496482324
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6675880639420501
		NRMSE:  0.15586198728568595
		MAPE:  307.97311558867955
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004949645588538276
		RMSE:  0.658164031136248
		NRMSE:  0.20319348928290204
		MAPE:  176.07940307985857

	Predictor:  LinearRegression
		Pearson Correlation:  0.5076634573044784
		Spearman Correlation:  0.4770131653521852
		Coefficient of Determination:  0.2577221858823361
		RMSE:  0.5751641428613341
		NRMSE:  0.1342837464655711
		MAPE:  175.60838217316672
		Pearson Correlation:  0.536825509758858
		Spearman Correlation:  0.5740296013666005
		Coefficient of Determination:  0.2815143854042633
		RMSE:  0.5565075134966199
		NRMSE:  0.17180930304609918
		MAPE:  120.0057721559081

	Predictor:  ElasticNet
		Pearson Correlation:  0.5076634573044784
		Spearman Correlation:  0.4770131653521852
		Coefficient of Determination:  0.2547918532150383
		RMSE:  0.5762983288161221
		NRMSE:  0.13454854520361462
		MAPE:  188.28668730393682
		Pearson Correlation:  0.536825509758858
		Spearman Correlation:  0.5740296013666005
		Coefficient of Determination:  0.27198375273225617
		RMSE:  0.5601863593028318
		NRMSE:  0.17294506477195262
		MAPE:  124.46647817331929

	Predictor:  RandomForests
		Pearson Correlation:  0.6245172571557215
		Spearman Correlation:  0.4954089061519607
		Coefficient of Determination:  0.3894788522073944
		RMSE:  0.5216256263174344
		NRMSE:  0.12178409280851568
		MAPE:  264.11801229845923
		Pearson Correlation:  0.6251797457998285
		Spearman Correlation:  0.5733110855363031
		Coefficient of Determination:  0.38811166296195954
		RMSE:  0.5135681488886652
		NRMSE:  0.15855273035369863
		MAPE:  124.73179501297591

Protein:  TP53
x_train_column_count:  1
x_train columns:  ['TP53']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.043501333030021794
		RMSE:  0.4597988418920562
		NRMSE:  0.11050200478059512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10290984727382035
		RMSE:  0.4520547550562478
		NRMSE:  0.16857084713604026
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45011280589110314
		NRMSE:  0.10817419031269002
		MAPE:  382.8265287953516
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010546813555600831
		RMSE:  0.4327123127899972
		NRMSE:  0.16135806629028604
		MAPE:  261.16646791413905

	Predictor:  LinearRegression
		Pearson Correlation:  0.35194198538758936
		Spearman Correlation:  0.29871023780362554
		Coefficient of Determination:  0.12386316107855821
		RMSE:  0.4213154057090008
		NRMSE:  0.10125340199687595
		MAPE:  571.7401607647246
		Pearson Correlation:  0.2980744477164274
		Spearman Correlation:  0.2638162570605619
		Coefficient of Determination:  0.07494796243869972
		RMSE:  0.41400359918732
		NRMSE:  0.15438160234304485
		MAPE:  478.6830311943444

	Predictor:  ElasticNet
		Pearson Correlation:  0.3519419853875892
		Spearman Correlation:  0.29871023780362554
		Coefficient of Determination:  0.12154735126766325
		RMSE:  0.4218718498752976
		NRMSE:  0.10138713046750723
		MAPE:  528.4338533964211
		Pearson Correlation:  0.2980744477164273
		Spearman Correlation:  0.2638162570605619
		Coefficient of Determination:  0.07625826957436366
		RMSE:  0.4137102837396852
		NRMSE:  0.15427222525336082
		MAPE:  446.43951510681916

	Predictor:  RandomForests
		Pearson Correlation:  0.45570202069206317
		Spearman Correlation:  0.35162246446507417
		Coefficient of Determination:  0.2064007311866748
		RMSE:  0.40097934166090254
		NRMSE:  0.0963660998944731
		MAPE:  818.1649159606385
		Pearson Correlation:  0.2984791130638284
		Spearman Correlation:  0.26907455660028845
		Coefficient of Determination:  0.0658446370334902
		RMSE:  0.4160356917475398
		NRMSE:  0.15513936799090863
		MAPE:  471.9253068166904

Protein:  CTNNB1
x_train_column_count:  1
x_train columns:  ['CTNNB1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.43619721536848943
		RMSE:  0.9218173342266688
		NRMSE:  0.18131733560713392
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5414936126562622
		RMSE:  0.7610450185362576
		NRMSE:  0.2487969592128731
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  LinearRegression
		Pearson Correlation:  0.05174747566636722
		Spearman Correlation:  0.07873234122650967
		Coefficient of Determination:  0.0026778012378414484
		RMSE:  0.7681668709940904
		NRMSE:  0.15109497855902645
		MAPE:  433.42623646610565
		Pearson Correlation:  0.2197278389173596
		Spearman Correlation:  0.26859935909425303
		Coefficient of Determination:  0.009575156502854565
		RMSE:  0.6100286689166915
		NRMSE:  0.19942746376693957
		MAPE:  1336.3278344093537

	Predictor:  ElasticNet
		Pearson Correlation:  0.05174747566636725
		Spearman Correlation:  0.07873234122650967
		Coefficient of Determination:  0.002442568659393962
		RMSE:  0.7682574571758598
		NRMSE:  0.15111279645473247
		MAPE:  436.76103639925304
		Pearson Correlation:  0.21972783891735967
		Spearman Correlation:  0.26859935909425303
		Coefficient of Determination:  0.0046405049202843385
		RMSE:  0.6115464714515952
		NRMSE:  0.19992365603700518
		MAPE:  1350.458783631987

	Predictor:  RandomForests
		Pearson Correlation:  0.28283871709746194
		Spearman Correlation:  0.27248155031404964
		Coefficient of Determination:  0.056911975463831976
		RMSE:  0.7469885508843376
		NRMSE:  0.14692929797095547
		MAPE:  449.58995100093125
		Pearson Correlation:  0.20590790949456775
		Spearman Correlation:  0.1399556799237513
		Coefficient of Determination:  0.026453487374958562
		RMSE:  0.6048084295659103
		NRMSE:  0.1977208897204584
		MAPE:  1426.5538436896502

Protein:  CCNE1
x_train_column_count:  1
x_train columns:  ['CCNE1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.3882525061775621
		RMSE:  0.8073510115699897
		NRMSE:  0.1948381908849554
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.2068608862157744
		RMSE:  0.7484097025916991
		NRMSE:  0.3260050104942715
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5224229806426052
		NRMSE:  0.12607644873967835
		MAPE:  105.82433067667067
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010783677474574871
		RMSE:  0.36685077747270034
		NRMSE:  0.1597990928573857
		MAPE:  133.3645349232411

	Predictor:  LinearRegression
		Pearson Correlation:  0.731155078102014
		Spearman Correlation:  0.724580992574438
		Coefficient of Determination:  0.5345877482343622
		RMSE:  0.35640285844531305
		NRMSE:  0.08601077743208076
		MAPE:  77.48353179860717
		Pearson Correlation:  0.6686208249928276
		Spearman Correlation:  0.6712078704223245
		Coefficient of Determination:  0.4364788914076564
		RMSE:  0.27391475562733614
		NRMSE:  0.1193164418814898
		MAPE:  97.28225630852704

	Predictor:  ElasticNet
		Pearson Correlation:  0.731155078102014
		Spearman Correlation:  0.724580992574438
		Coefficient of Determination:  0.529375815932183
		RMSE:  0.35839289634201255
		NRMSE:  0.08649103369983652
		MAPE:  79.85508250013564
		Pearson Correlation:  0.6686208249928276
		Spearman Correlation:  0.6712078704223245
		Coefficient of Determination:  0.4457022094080316
		RMSE:  0.27166388522554374
		NRMSE:  0.11833596951933778
		MAPE:  100.28697659723025

	Predictor:  RandomForests
		Pearson Correlation:  0.8620576959955392
		Spearman Correlation:  0.7260197277689745
		Coefficient of Determination:  0.7409729273935419
		RMSE:  0.26588562094289714
		NRMSE:  0.06416623330426845
		MAPE:  55.85462183805717
		Pearson Correlation:  0.7693889488812767
		Spearman Correlation:  0.6683249776710507
		Coefficient of Determination:  0.5225628425841873
		RMSE:  0.25212646899839464
		NRMSE:  0.10982552990303378
		MAPE:  78.16212414126768

Protein:  CCND1
x_train_column_count:  1
x_train columns:  ['CCND1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.44064885869713843
		RMSE:  0.2936537728092399
		NRMSE:  0.17653615611766113
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6507167710215811
		RMSE:  0.2694738938084911
		NRMSE:  0.2553456206196082
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  LinearRegression
		Pearson Correlation:  0.41041993626280215
		Spearman Correlation:  0.40702588796834765
		Coefficient of Determination:  0.16844452408196253
		RMSE:  0.2231013144804463
		NRMSE:  0.13412205845814423
		MAPE:  532.0448309434951
		Pearson Correlation:  0.3721019412428962
		Spearman Correlation:  0.3490592152021846
		Coefficient of Determination:  0.11233592807704806
		RMSE:  0.197608097567355
		NRMSE:  0.18724768325296826
		MAPE:  345.7158784675023

	Predictor:  ElasticNet
		Pearson Correlation:  0.41041993626280215
		Spearman Correlation:  0.40702588796834765
		Coefficient of Determination:  0.16427487071655444
		RMSE:  0.22365996146665226
		NRMSE:  0.13445790087088785
		MAPE:  545.4689758812548
		Pearson Correlation:  0.3721019412428963
		Spearman Correlation:  0.3490592152021846
		Coefficient of Determination:  0.10339993018972804
		RMSE:  0.19860025425351416
		NRMSE:  0.1881878220589902
		MAPE:  364.49366468960335

	Predictor:  RandomForests
		Pearson Correlation:  0.48699822442771834
		Spearman Correlation:  0.43302356100040734
		Coefficient of Determination:  0.2329800130729628
		RMSE:  0.21426925304637665
		NRMSE:  0.12881247853601416
		MAPE:  532.0829627883396
		Pearson Correlation:  0.3682241478957792
		Spearman Correlation:  0.3545397794492318
		Coefficient of Determination:  0.12538407752351843
		RMSE:  0.19615035827191662
		NRMSE:  0.18586637191391944
		MAPE:  242.12255902019984

Protein:  ERBB2
x_train_column_count:  1
x_train columns:  ['ERBB2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08695701084953744
		RMSE:  1.023008454816054
		NRMSE:  0.1742863272085548
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1111491455026472
		RMSE:  1.1242523174677488
		NRMSE:  0.20280184671833265
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865388
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792788993

	Predictor:  LinearRegression
		Pearson Correlation:  0.7576307424036323
		Spearman Correlation:  0.6175542476381123
		Coefficient of Determination:  0.5740043418350786
		RMSE:  0.6404358362682986
		NRMSE:  0.1091087851624953
		MAPE:  320.71224730434784
		Pearson Correlation:  0.7901604979795928
		Spearman Correlation:  0.693151651706485
		Coefficient of Determination:  0.6172623825300022
		RMSE:  0.6598241207246932
		NRMSE:  0.11902448241660532
		MAPE:  141.84181243103447

	Predictor:  ElasticNet
		Pearson Correlation:  0.7576307424036323
		Spearman Correlation:  0.6175542476381123
		Coefficient of Determination:  0.5677794520989932
		RMSE:  0.6450980717436423
		NRMSE:  0.10990307370796502
		MAPE:  343.104702446374
		Pearson Correlation:  0.7901604979795928
		Spearman Correlation:  0.693151651706485
		Coefficient of Determination:  0.6242465958514785
		RMSE:  0.6537761526235832
		NRMSE:  0.11793350036503053
		MAPE:  152.67425661390087

	Predictor:  RandomForests
		Pearson Correlation:  0.819999050484025
		Spearman Correlation:  0.6221160255281639
		Coefficient of Determination:  0.670233501848126
		RMSE:  0.5634771446431789
		NRMSE:  0.09599760543863893
		MAPE:  549.6016379139868
		Pearson Correlation:  0.8604407371645879
		Spearman Correlation:  0.6851291397706071
		Coefficient of Determination:  0.7380335646767575
		RMSE:  0.5458840920255202
		NRMSE:  0.09847104625613685
		MAPE:  202.52741537438453

Protein:  ERBB3
x_train_column_count:  1
x_train columns:  ['ERBB3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19951943522205973
		RMSE:  0.4939516163098853
		NRMSE:  0.17910620018705933
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27774471248359456
		RMSE:  0.5592204608326292
		NRMSE:  0.15547938022732444
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  LinearRegression
		Pearson Correlation:  0.4118347805352837
		Spearman Correlation:  0.4548855783210745
		Coefficient of Determination:  0.1696078864585454
		RMSE:  0.4109815959703826
		NRMSE:  0.14902138098256357
		MAPE:  205.93523004887479
		Pearson Correlation:  0.39517943353034346
		Spearman Correlation:  0.4259180289031036
		Coefficient of Determination:  0.13282016833206411
		RMSE:  0.4606972196012416
		NRMSE:  0.12808708406234562
		MAPE:  147.06597736539777

	Predictor:  ElasticNet
		Pearson Correlation:  0.4118347805352838
		Spearman Correlation:  0.4548855783210745
		Coefficient of Determination:  0.16668927692967994
		RMSE:  0.41170320847955105
		NRMSE:  0.14928303672020474
		MAPE:  203.24784581622802
		Pearson Correlation:  0.39517943353034346
		Spearman Correlation:  0.4259180289031036
		Coefficient of Determination:  0.12894589615891472
		RMSE:  0.46172519398784073
		NRMSE:  0.12837289052278883
		MAPE:  140.94352484303514

	Predictor:  RandomForests
		Pearson Correlation:  0.4999772787130882
		Spearman Correlation:  0.47145580278027005
		Coefficient of Determination:  0.24936566604040078
		RMSE:  0.39074639408774725
		NRMSE:  0.14168412364895636
		MAPE:  239.36369085083874
		Pearson Correlation:  0.40632927276753494
		Spearman Correlation:  0.4286995163716889
		Coefficient of Determination:  0.13799826967697426
		RMSE:  0.45931970330957334
		NRMSE:  0.1277040948938829
		MAPE:  166.28304846884032


Fold:  4

Protein:  RB1
x_train_column_count:  1
x_train columns:  ['RB1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0017653619110491459
		RMSE:  0.25173274438657
		NRMSE:  0.09206141909982812
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11040193949010524
		RMSE:  0.1737457828578019
		NRMSE:  0.1664678101960314
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  LinearRegression
		Pearson Correlation:  0.20060321424304423
		Spearman Correlation:  0.2604333098848863
		Coefficient of Determination:  0.040241649564640825
		RMSE:  0.2463982702627586
		NRMSE:  0.09011054354255361
		MAPE:  268.4274131355911
		Pearson Correlation:  0.3029177651686274
		Spearman Correlation:  0.3658524420503997
		Coefficient of Determination:  0.0009212273884317002
		RMSE:  0.16480638458270389
		NRMSE:  0.15790287105996234
		MAPE:  110.48529460613344

	Predictor:  ElasticNet
		Pearson Correlation:  0.20060321424304425
		Spearman Correlation:  0.2604333098848863
		Coefficient of Determination:  0.03739989858056081
		RMSE:  0.24676278127989185
		NRMSE:  0.09024384921002482
		MAPE:  212.00340198872664
		Pearson Correlation:  0.3029177651686273
		Spearman Correlation:  0.3658524420503997
		Coefficient of Determination:  0.0006857019454489244
		RMSE:  0.16482580938203745
		NRMSE:  0.1579214821810806
		MAPE:  102.35926282834133

	Predictor:  RandomForests
		Pearson Correlation:  0.3354716659774619
		Spearman Correlation:  0.36872499080973353
		Coefficient of Determination:  0.09970165657844221
		RMSE:  0.23864367620422963
		NRMSE:  0.08727460364402781
		MAPE:  320.1667713812272
		Pearson Correlation:  0.2489237660453198
		Spearman Correlation:  0.34152871277647523
		Coefficient of Determination:  -0.03633114959068817
		RMSE:  0.16785081043222436
		NRMSE:  0.16081977008414552
		MAPE:  112.5832654307591

Protein:  CDH1
x_train_column_count:  1
x_train columns:  ['CDH1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1648542010437435
		RMSE:  1.2077311247232185
		NRMSE:  0.19230774891296748
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01787767410405383
		RMSE:  1.1768276141426715
		NRMSE:  0.21349508619837296
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.119011303751291
		NRMSE:  0.17818083878718685
		MAPE:  552.7314487209006
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06543533401046742
		RMSE:  1.204005869039757
		NRMSE:  0.21842565020132743
		MAPE:  371.74257556440244

	Predictor:  LinearRegression
		Pearson Correlation:  0.5112589407667545
		Spearman Correlation:  0.6035344748233071
		Coefficient of Determination:  0.2613857045139436
		RMSE:  0.9617082199179806
		NRMSE:  0.15313337472022873
		MAPE:  736.7428771637664
		Pearson Correlation:  0.467547599084504
		Spearman Correlation:  0.44892080948640256
		Coefficient of Determination:  0.18511913871768682
		RMSE:  1.0529605857943893
		NRMSE:  0.1910236540391113
		MAPE:  375.52126774183415

	Predictor:  ElasticNet
		Pearson Correlation:  0.5112589407667545
		Spearman Correlation:  0.6035344748233071
		Coefficient of Determination:  0.25854506291752266
		RMSE:  0.9635557652477411
		NRMSE:  0.15342756046745978
		MAPE:  705.7771379320666
		Pearson Correlation:  0.467547599084504
		Spearman Correlation:  0.44892080948640256
		Coefficient of Determination:  0.1894127012254858
		RMSE:  1.05018292637748
		NRMSE:  0.19051974282092088
		MAPE:  367.43852435178843

	Predictor:  RandomForests
		Pearson Correlation:  0.7087465928671025
		Spearman Correlation:  0.6151147498515491
		Coefficient of Determination:  0.5020692188726259
		RMSE:  0.7896214925151644
		NRMSE:  0.12573190225075068
		MAPE:  347.50739803543973
		Pearson Correlation:  0.7565120663505035
		Spearman Correlation:  0.44363902379888376
		Coefficient of Determination:  0.5235914114602802
		RMSE:  0.8051093072939526
		NRMSE:  0.1460595238369349
		MAPE:  167.38169848454703

Protein:  CDH2
x_train_column_count:  1
x_train columns:  ['CDH2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011628294333081435
		RMSE:  0.38156283556505555
		NRMSE:  0.1382574228440668
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.013534078125908788
		RMSE:  0.33551468363995024
		NRMSE:  0.17308132332546644
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  LinearRegression
		Pearson Correlation:  0.12726575412288094
		Spearman Correlation:  0.07146547137499795
		Coefficient of Determination:  0.016196572172465618
		RMSE:  0.3762787992251089
		NRMSE:  0.13634277818142942
		MAPE:  647.0463099258228
		Pearson Correlation:  0.20599048693772692
		Spearman Correlation:  -0.07145475629371938
		Coefficient of Determination:  -0.018662252249238565
		RMSE:  0.3363624137974115
		NRMSE:  0.17351864027351918
		MAPE:  149.9789550533449

	Predictor:  ElasticNet
		Pearson Correlation:  0.12726575412288094
		Spearman Correlation:  0.07146547137499795
		Coefficient of Determination:  0.014844399422336396
		RMSE:  0.3765372955966969
		NRMSE:  0.13643644307438835
		MAPE:  665.1421303189429
		Pearson Correlation:  0.20599048693772687
		Spearman Correlation:  -0.07145475629371938
		Coefficient of Determination:  -0.023136305416066705
		RMSE:  0.33710027098296363
		NRMSE:  0.17389927725999937
		MAPE:  151.66683021744882

	Predictor:  RandomForests
		Pearson Correlation:  0.20068017063291904
		Spearman Correlation:  0.19591540058773488
		Coefficient of Determination:  0.035911956927223376
		RMSE:  0.37248941165378463
		NRMSE:  0.13496971217254317
		MAPE:  884.409767131594
		Pearson Correlation:  0.13975849733951237
		Spearman Correlation:  -0.007879855739278996
		Coefficient of Determination:  -0.03649031714906359
		RMSE:  0.33929306149406074
		NRMSE:  0.1750304679408922
		MAPE:  184.58079283105226

Protein:  CDH3
x_train_column_count:  1
x_train columns:  ['CDH3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006306553616452382
		RMSE:  0.206558346691537
		NRMSE:  0.1472115018398285
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056823148221427866
		RMSE:  0.21361844422784051
		NRMSE:  0.19012980777528213
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  LinearRegression
		Pearson Correlation:  0.2585402732845947
		Spearman Correlation:  0.3309265441567785
		Coefficient of Determination:  0.06684307291007296
		RMSE:  0.1989092319417179
		NRMSE:  0.14176007521823758
		MAPE:  172.4113743222495
		Pearson Correlation:  0.4135532481751863
		Spearman Correlation:  0.3220264591827829
		Coefficient of Determination:  0.042540220994494726
		RMSE:  0.20332831363960122
		NRMSE:  0.18097113911351725
		MAPE:  586.8030112709791

	Predictor:  ElasticNet
		Pearson Correlation:  0.2585402732845947
		Spearman Correlation:  0.3309265441567785
		Coefficient of Determination:  0.0628246488353148
		RMSE:  0.19933705011951847
		NRMSE:  0.14206497578254376
		MAPE:  165.19569965309185
		Pearson Correlation:  0.4135532481751863
		Spearman Correlation:  0.3220264591827829
		Coefficient of Determination:  0.015679514978452547
		RMSE:  0.20616068609513216
		NRMSE:  0.18349207513317917
		MAPE:  491.046844980752

	Predictor:  RandomForests
		Pearson Correlation:  0.3661650806172687
		Spearman Correlation:  0.35439273671084043
		Coefficient of Determination:  0.13219300783029397
		RMSE:  0.19181791710406904
		NRMSE:  0.13670618548688587
		MAPE:  233.9258036788603
		Pearson Correlation:  0.3409632548764403
		Spearman Correlation:  0.30228083799903893
		Coefficient of Determination:  0.027424343098695014
		RMSE:  0.20492704927339866
		NRMSE:  0.18239408412108035
		MAPE:  815.7562828804256

Protein:  PTEN
x_train_column_count:  1
x_train columns:  ['PTEN']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04663541191913323
		RMSE:  0.5747314783713694
		NRMSE:  0.11117523181123673
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02346833201832421
		RMSE:  0.7542692946958974
		NRMSE:  0.11793750210239971
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  LinearRegression
		Pearson Correlation:  0.39770673577924787
		Spearman Correlation:  0.4125541754874478
		Coefficient of Determination:  0.15817064768418432
		RMSE:  0.5154414074592557
		NRMSE:  0.09970624563975079
		MAPE:  259.1690741777357
		Pearson Correlation:  0.4352330047258671
		Spearman Correlation:  0.4688213069988404
		Coefficient of Determination:  0.15805245626297648
		RMSE:  0.6841191398264946
		NRMSE:  0.10696882805511604
		MAPE:  602.3780358417001

	Predictor:  ElasticNet
		Pearson Correlation:  0.39770673577924787
		Spearman Correlation:  0.4125541754874478
		Coefficient of Determination:  0.15593316353319042
		RMSE:  0.5161259444527917
		NRMSE:  0.0998386614927251
		MAPE:  232.56749140641185
		Pearson Correlation:  0.4352330047258671
		Spearman Correlation:  0.4688213069988404
		Coefficient of Determination:  0.1462873874679229
		RMSE:  0.688882373666753
		NRMSE:  0.10771360701536283
		MAPE:  502.8216370519843

	Predictor:  RandomForests
		Pearson Correlation:  0.4480104956483391
		Spearman Correlation:  0.4392262058963344
		Coefficient of Determination:  0.19430775807159506
		RMSE:  0.5042569155059734
		NRMSE:  0.09754273357822141
		MAPE:  267.30505802947863
		Pearson Correlation:  0.436932308042635
		Spearman Correlation:  0.47224052214471246
		Coefficient of Determination:  0.1541849426458075
		RMSE:  0.6856886013856142
		NRMSE:  0.10721422897124762
		MAPE:  505.4868401346051

Protein:  BRCA2
x_train_column_count:  1
x_train columns:  ['BRCA2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015699866052385492
		RMSE:  0.1919477679021074
		NRMSE:  0.12365776640496533
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0014129332580739007
		RMSE:  0.2082543553514594
		NRMSE:  0.20232423210836328
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  LinearRegression
		Pearson Correlation:  0.02188802695411089
		Spearman Correlation:  0.01572029885733223
		Coefficient of Determination:  0.0004790857239438395
		RMSE:  0.19175131820913427
		NRMSE:  0.12353120838082414
		MAPE:  111.961247159937
		Pearson Correlation:  -0.1789977926685888
		Spearman Correlation:  -0.15346076634372002
		Coefficient of Determination:  -0.006876659817144359
		RMSE:  0.20882170225143312
		NRMSE:  0.20287542358612384
		MAPE:  141.83179502022946

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  RandomForests
		Pearson Correlation:  0.29756859130815233
		Spearman Correlation:  0.22793522807235775
		Coefficient of Determination:  0.0436784830702307
		RMSE:  0.18756179440287882
		NRMSE:  0.1208322077003568
		MAPE:  118.66940252409964
		Pearson Correlation:  -0.019302508339210173
		Spearman Correlation:  -0.026935047913685145
		Coefficient of Determination:  -0.00923731427144081
		RMSE:  0.20906635350900685
		NRMSE:  0.20311310830459905
		MAPE:  117.40974708408407

Protein:  CDKN2A
x_train_column_count:  1
x_train columns:  ['CDKN2A']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06343046233027927
		RMSE:  0.6950010485750925
		NRMSE:  0.15711564339891315
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10006794882547432
		RMSE:  0.6614783461565592
		NRMSE:  0.1993004959796804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6739550183850767
		NRMSE:  0.1523578655781794
		MAPE:  281.71125082022354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0022276354551518107
		RMSE:  0.6313774446715202
		NRMSE:  0.19023122768048215
		MAPE:  197.14658329930893

	Predictor:  LinearRegression
		Pearson Correlation:  0.5089092587161527
		Spearman Correlation:  0.5043429685491743
		Coefficient of Determination:  0.25898863360702407
		RMSE:  0.5801540740130321
		NRMSE:  0.13115272386414198
		MAPE:  151.69847511497272
		Pearson Correlation:  0.5446033666939745
		Spearman Correlation:  0.4884824000299256
		Coefficient of Determination:  0.27768842431664753
		RMSE:  0.5360041640704614
		NRMSE:  0.1614956806479245
		MAPE:  114.74866140595378

	Predictor:  ElasticNet
		Pearson Correlation:  0.5089092587161527
		Spearman Correlation:  0.5043429685491743
		Coefficient of Determination:  0.25613489503473175
		RMSE:  0.5812701278289657
		NRMSE:  0.13140502494155434
		MAPE:  163.75058020176775
		Pearson Correlation:  0.5446033666939745
		Spearman Correlation:  0.4884824000299256
		Coefficient of Determination:  0.26924794649510864
		RMSE:  0.5391267717753642
		NRMSE:  0.162436508519242
		MAPE:  121.9144155211524

	Predictor:  RandomForests
		Pearson Correlation:  0.6315021316579708
		Spearman Correlation:  0.5175085850702341
		Coefficient of Determination:  0.39829848360987263
		RMSE:  0.5227830094552866
		NRMSE:  0.11818311505714627
		MAPE:  286.8091880382585
		Pearson Correlation:  0.6229828385819468
		Spearman Correlation:  0.48235825210423916
		Coefficient of Determination:  0.3606879562454919
		RMSE:  0.5042690563417233
		NRMSE:  0.1519340332454725
		MAPE:  126.41263181421061

Protein:  TP53
x_train_column_count:  1
x_train columns:  ['TP53']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04782361373877353
		RMSE:  0.460756629216985
		NRMSE:  0.11073218678610552
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07696826201632412
		RMSE:  0.4481222561682025
		NRMSE:  0.1422068596624151
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4501191620264231
		NRMSE:  0.10817571786263473
		MAPE:  418.8529054417374
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002447694094247499
		RMSE:  0.4323405014905614
		NRMSE:  0.13719868668778923
		MAPE:  185.65040333639752

	Predictor:  LinearRegression
		Pearson Correlation:  0.33276518507002034
		Spearman Correlation:  0.2833861559156332
		Coefficient of Determination:  0.11073266839468499
		RMSE:  0.4244667448515205
		NRMSE:  0.10201075338897395
		MAPE:  641.5008293378111
		Pearson Correlation:  0.3834732257694103
		Spearman Correlation:  0.31250015586229263
		Coefficient of Determination:  0.13973962670370021
		RMSE:  0.40050691650465914
		NRMSE:  0.12709663509287228
		MAPE:  193.43090409925915

	Predictor:  ElasticNet
		Pearson Correlation:  0.33276518507002045
		Spearman Correlation:  0.2833861559156332
		Coefficient of Determination:  0.10860022570952954
		RMSE:  0.42497537087982173
		NRMSE:  0.10213298987739047
		MAPE:  592.298860550143
		Pearson Correlation:  0.3834732257694103
		Spearman Correlation:  0.31250015586229263
		Coefficient of Determination:  0.13085307799861612
		RMSE:  0.4025702336125746
		NRMSE:  0.12775140696007062
		MAPE:  191.7169112534483

	Predictor:  RandomForests
		Pearson Correlation:  0.4344928815774183
		Spearman Correlation:  0.33659916441779625
		Coefficient of Determination:  0.1871563068639337
		RMSE:  0.40581773432610707
		NRMSE:  0.09752889553619493
		MAPE:  838.6185787542784
		Pearson Correlation:  0.4387149159844563
		Spearman Correlation:  0.25378423849339315
		Coefficient of Determination:  0.18089051627022013
		RMSE:  0.3908103335422206
		NRMSE:  0.12401952701898343
		MAPE:  229.84517702837385

Protein:  CTNNB1
x_train_column_count:  1
x_train columns:  ['CTNNB1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6170193939500923
		RMSE:  0.9046651382507068
		NRMSE:  0.21849703851094263
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09478783275970826
		RMSE:  0.8396248247596424
		NRMSE:  0.17652527641906535
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  LinearRegression
		Pearson Correlation:  0.10830589448220494
		Spearman Correlation:  0.13480386712524542
		Coefficient of Determination:  0.0117301667795906
		RMSE:  0.7072419451207151
		NRMSE:  0.17081488385680496
		MAPE:  573.4555778410326
		Pearson Correlation:  -0.09138017300424378
		Spearman Correlation:  0.03373358770059477
		Coefficient of Determination:  -0.16797040045743095
		RMSE:  0.8672338240312909
		NRMSE:  0.1823298763836706
		MAPE:  970.1379641339553

	Predictor:  ElasticNet
		Pearson Correlation:  0.10830589448220501
		Spearman Correlation:  0.13480386712524542
		Coefficient of Determination:  0.01127653538491935
		RMSE:  0.7074042440857459
		NRMSE:  0.1708540827180335
		MAPE:  584.8517500645364
		Pearson Correlation:  -0.09138017300424384
		Spearman Correlation:  0.03373358770059477
		Coefficient of Determination:  -0.16345293088314627
		RMSE:  0.8655550580398204
		NRMSE:  0.18197692751657144
		MAPE:  962.2956945388241

	Predictor:  RandomForests
		Pearson Correlation:  0.27073272495551043
		Spearman Correlation:  0.25332746502304954
		Coefficient of Determination:  0.05488063472280302
		RMSE:  0.6916295995789115
		NRMSE:  0.16704415022193786
		MAPE:  598.8045248717256
		Pearson Correlation:  0.07267382808851819
		Spearman Correlation:  0.13823949839064295
		Coefficient of Determination:  -0.133416084696651
		RMSE:  0.8543089877843627
		NRMSE:  0.17961251950726656
		MAPE:  916.3275962998433

Protein:  CCNE1
x_train_column_count:  1
x_train columns:  ['CCNE1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4688329016852353
		RMSE:  0.7931748470731899
		NRMSE:  0.19141705409976348
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.186170633384966
		RMSE:  0.8069776954058596
		NRMSE:  0.32929800677624244
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5048043460690237
		NRMSE:  0.12182453992060809
		MAPE:  103.07374645056161
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01570191691728584
		RMSE:  0.4556277343037054
		NRMSE:  0.18592497115143453
		MAPE:  142.6844229696492

	Predictor:  LinearRegression
		Pearson Correlation:  0.7284659471489124
		Spearman Correlation:  0.7105645817584747
		Coefficient of Determination:  0.5306626361555623
		RMSE:  0.345832377321277
		NRMSE:  0.08345980098010883
		MAPE:  76.12495494477345
		Pearson Correlation:  0.8235508887291155
		Spearman Correlation:  0.7249192633324606
		Coefficient of Determination:  0.47728890438008065
		RMSE:  0.32685706405279036
		NRMSE:  0.13337838245849604
		MAPE:  111.11211553521782

	Predictor:  ElasticNet
		Pearson Correlation:  0.7284659471489124
		Spearman Correlation:  0.7105645817584747
		Coefficient of Determination:  0.5259797603572383
		RMSE:  0.3475533892772843
		NRMSE:  0.08387513316052907
		MAPE:  78.18876483857412
		Pearson Correlation:  0.8235508887291155
		Spearman Correlation:  0.7249192633324606
		Coefficient of Determination:  0.44376774097369276
		RMSE:  0.33717479499268926
		NRMSE:  0.13758867011861964
		MAPE:  113.97274513138382

	Predictor:  RandomForests
		Pearson Correlation:  0.8558319038801104
		Spearman Correlation:  0.7158571558170889
		Coefficient of Determination:  0.7288377951807345
		RMSE:  0.26286796528567175
		NRMSE:  0.06343798182437718
		MAPE:  55.5244048092431
		Pearson Correlation:  0.8456838474620257
		Spearman Correlation:  0.7088274541368929
		Coefficient of Determination:  0.7022821756292825
		RMSE:  0.24667744086523613
		NRMSE:  0.10066001830785773
		MAPE:  69.87901290517232

Protein:  CCND1
x_train_column_count:  1
x_train columns:  ['CCND1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47371951525638445
		RMSE:  0.2917253166285864
		NRMSE:  0.18637975276867558
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47112550847095647
		RMSE:  0.27775626016480953
		NRMSE:  0.17517423067911803
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  LinearRegression
		Pearson Correlation:  0.3660328383185607
		Spearman Correlation:  0.3728160125831736
		Coefficient of Determination:  0.13398003872754172
		RMSE:  0.22363030380370164
		NRMSE:  0.14287467819456795
		MAPE:  537.6675814363354
		Pearson Correlation:  0.6012892043958128
		Spearman Correlation:  0.49870696642102774
		Coefficient of Determination:  0.2634898198839728
		RMSE:  0.19652978093467904
		NRMSE:  0.12394663277918709
		MAPE:  467.70418773534414

	Predictor:  ElasticNet
		Pearson Correlation:  0.3660328383185607
		Spearman Correlation:  0.3728160125831736
		Coefficient of Determination:  0.1298037859493535
		RMSE:  0.2241688672798259
		NRMSE:  0.1432187598419557
		MAPE:  553.4164032365017
		Pearson Correlation:  0.6012892043958129
		Spearman Correlation:  0.49870696642102774
		Coefficient of Determination:  0.2290437834431409
		RMSE:  0.20107304293655576
		NRMSE:  0.1268119594705826
		MAPE:  470.1670883042029

	Predictor:  RandomForests
		Pearson Correlation:  0.4536960474814516
		Spearman Correlation:  0.39958941232777434
		Coefficient of Determination:  0.2019813527443235
		RMSE:  0.2146709224136968
		NRMSE:  0.1371506385132421
		MAPE:  504.6727797801616
		Pearson Correlation:  0.5244663896500242
		Spearman Correlation:  0.5018856606099847
		Coefficient of Determination:  0.2568204270681399
		RMSE:  0.1974176032612837
		NRMSE:  0.12450656108809517
		MAPE:  425.3854561538555

Protein:  ERBB2
x_train_column_count:  1
x_train columns:  ['ERBB2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06177154229692228
		RMSE:  1.0106646016782141
		NRMSE:  0.1721833486682819
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.26989975035857605
		RMSE:  1.1682171872252598
		NRMSE:  0.21036071365744585
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9808249714864398
		NRMSE:  0.1670996765569688
		MAPE:  529.9728174248761
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556425
		RMSE:  1.07776630779691
		NRMSE:  0.19407323581894154
		MAPE:  193.8969179437583

	Predictor:  LinearRegression
		Pearson Correlation:  0.7679926094943189
		Spearman Correlation:  0.6238582415521245
		Coefficient of Determination:  0.589812648237893
		RMSE:  0.6281778902672617
		NRMSE:  0.10702044231685805
		MAPE:  245.32123041369837
		Pearson Correlation:  0.7633533110364072
		Spearman Correlation:  0.67230847305938
		Coefficient of Determination:  0.5282240041870256
		RMSE:  0.7120439365596681
		NRMSE:  0.12821765703166854
		MAPE:  138.24387579417413

	Predictor:  ElasticNet
		Pearson Correlation:  0.7679926094943189
		Spearman Correlation:  0.6238582415521245
		Coefficient of Determination:  0.5840598813714064
		RMSE:  0.6325675655113283
		NRMSE:  0.10776829574106485
		MAPE:  267.58185132343596
		Pearson Correlation:  0.7633533110364075
		Spearman Correlation:  0.67230847305938
		Coefficient of Determination:  0.5268749073632553
		RMSE:  0.7130612948549206
		NRMSE:  0.12840085260469633
		MAPE:  130.52380722523606

	Predictor:  RandomForests
		Pearson Correlation:  0.837912110164944
		Spearman Correlation:  0.6242468308358713
		Coefficient of Determination:  0.7012149842957249
		RMSE:  0.5361310018094477
		NRMSE:  0.09133873993721106
		MAPE:  438.3412943231485
		Pearson Correlation:  0.7903040042412042
		Spearman Correlation:  0.6588300179349611
		Coefficient of Determination:  0.5700413694558568
		RMSE:  0.6797546826519252
		NRMSE:  0.12240333537147066
		MAPE:  216.94371412894742

Protein:  ERBB3
x_train_column_count:  1
x_train columns:  ['ERBB3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20254353309139272
		RMSE:  0.523865801474932
		NRMSE:  0.14324270860276114
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.287905849531515
		RMSE:  0.4364451552160674
		NRMSE:  0.21482088883335748
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  LinearRegression
		Pearson Correlation:  0.4247436800277297
		Spearman Correlation:  0.47559620013365334
		Coefficient of Determination:  0.18040719372349834
		RMSE:  0.4324826739468878
		NRMSE:  0.1182554567706047
		MAPE:  212.58794848982294
		Pearson Correlation:  0.32037558123944115
		Spearman Correlation:  0.3203655905933989
		Coefficient of Determination:  0.05473559454273058
		RMSE:  0.373907581665535
		NRMSE:  0.18403952495510342
		MAPE:  193.7212746310581

	Predictor:  ElasticNet
		Pearson Correlation:  0.4247436800277297
		Spearman Correlation:  0.47559620013365334
		Coefficient of Determination:  0.1774763357234298
		RMSE:  0.4332552613424271
		NRMSE:  0.11846670841340677
		MAPE:  209.51300926112899
		Pearson Correlation:  0.3203755812394411
		Spearman Correlation:  0.3203655905933989
		Coefficient of Determination:  0.07822509935332034
		RMSE:  0.369232616863482
		NRMSE:  0.1817384796071616
		MAPE:  186.2955799530054

	Predictor:  RandomForests
		Pearson Correlation:  0.5017575914848379
		Spearman Correlation:  0.4921605147487151
		Coefficient of Determination:  0.2503000193256526
		RMSE:  0.41363129949439237
		NRMSE:  0.11310085051484675
		MAPE:  238.28030543478857
		Pearson Correlation:  0.4041323955475392
		Spearman Correlation:  0.32032765592468015
		Coefficient of Determination:  0.13857368373267354
		RMSE:  0.3569412060034264
		NRMSE:  0.1756885744256825
		MAPE:  237.4408613379951


Fold:  5

Protein:  RB1
x_train_column_count:  1
x_train columns:  ['RB1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00018503513771928048
		RMSE:  0.23392670305630597
		NRMSE:  0.11556330212293363
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12340187398900859
		RMSE:  0.2547692202160761
		NRMSE:  0.12845593258580365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  LinearRegression
		Pearson Correlation:  0.19578397808916828
		Spearman Correlation:  0.27154453701595577
		Coefficient of Determination:  0.03833136607641996
		RMSE:  0.2293783103983448
		NRMSE:  0.11331632788682353
		MAPE:  190.66146768633737
		Pearson Correlation:  0.22446261577437426
		Spearman Correlation:  0.28244990585917534
		Coefficient of Determination:  -0.04417148888267097
		RMSE:  0.24562089024830072
		NRMSE:  0.12384329823140024
		MAPE:  394.3427181483698

	Predictor:  ElasticNet
		Pearson Correlation:  0.1957839780891683
		Spearman Correlation:  0.27154453701595577
		Coefficient of Determination:  0.03534813631583633
		RMSE:  0.22973381660399553
		NRMSE:  0.11349195328791467
		MAPE:  160.26534077226154
		Pearson Correlation:  0.22446261577437424
		Spearman Correlation:  0.28244990585917534
		Coefficient of Determination:  -0.05727768553947543
		RMSE:  0.24715757129406746
		NRMSE:  0.12461810060608851
		MAPE:  300.07055152820527

	Predictor:  RandomForests
		Pearson Correlation:  0.3145025462633167
		Spearman Correlation:  0.35956151450924767
		Coefficient of Determination:  0.09132386711635232
		RMSE:  0.22296884509436773
		NRMSE:  0.11014995583227584
		MAPE:  211.2056067728131
		Pearson Correlation:  0.21123097353652284
		Spearman Correlation:  0.23779555867019272
		Coefficient of Determination:  -0.04878630534383244
		RMSE:  0.24616306445127475
		NRMSE:  0.12411666521351812
		MAPE:  529.0921149732138

Protein:  CDH1
x_train_column_count:  1
x_train columns:  ['CDH1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10476316856458312
		RMSE:  1.1835893765747125
		NRMSE:  0.18846364392451076
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19786466090973764
		RMSE:  1.2714981376898562
		NRMSE:  0.2500438806886504
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1260727912856485
		NRMSE:  0.17930524366829853
		MAPE:  266.31463004312263
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01718399286470018
		RMSE:  1.1716869980595492
		NRMSE:  0.23041572398960675
		MAPE:  1066.779337530299

	Predictor:  LinearRegression
		Pearson Correlation:  0.5196914427945497
		Spearman Correlation:  0.5889053256204806
		Coefficient of Determination:  0.2700791957138807
		RMSE:  0.9620648244803076
		NRMSE:  0.15319015707784903
		MAPE:  328.0617854244585
		Pearson Correlation:  0.43507394591186765
		Spearman Correlation:  0.5418695993715633
		Coefficient of Determination:  0.18623570683890045
		RMSE:  1.0479997207832101
		NRMSE:  0.2060922539936698
		MAPE:  1775.0378417218947

	Predictor:  ElasticNet
		Pearson Correlation:  0.5196914427945498
		Spearman Correlation:  0.5889053256204806
		Coefficient of Determination:  0.26778658703229286
		RMSE:  0.9635745149480467
		NRMSE:  0.1534305459934471
		MAPE:  313.0530255897552
		Pearson Correlation:  0.4350739459118676
		Spearman Correlation:  0.5418695993715633
		Coefficient of Determination:  0.18103958666796915
		RMSE:  1.0513402871807378
		NRMSE:  0.2067491862855672
		MAPE:  1706.2019323291058

	Predictor:  RandomForests
		Pearson Correlation:  0.7477132730675663
		Spearman Correlation:  0.5990881223566048
		Coefficient of Determination:  0.5587490298670774
		RMSE:  0.7480132684931943
		NRMSE:  0.11910659986834722
		MAPE:  166.2197926101653
		Pearson Correlation:  0.616013622220581
		Spearman Correlation:  0.5412740364706119
		Coefficient of Determination:  0.3622554955236724
		RMSE:  0.9277590822668783
		NRMSE:  0.1824465757343766
		MAPE:  665.3142844496236

Protein:  CDH2
x_train_column_count:  1
x_train columns:  ['CDH2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0016678089051440637
		RMSE:  0.3594357673583712
		NRMSE:  0.1765314902796381
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02548752338232485
		RMSE:  0.4223734458481898
		NRMSE:  0.15794680397441796
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  LinearRegression
		Pearson Correlation:  0.13776475523400486
		Spearman Correlation:  0.07886292148061753
		Coefficient of Determination:  0.018979127784685246
		RMSE:  0.35571203306038285
		NRMSE:  0.17470263398673092
		MAPE:  224.04769634015378
		Pearson Correlation:  0.15378835582174144
		Spearman Correlation:  -0.1015076266632875
		Coefficient of Determination:  0.0039633951866197
		RMSE:  0.41626420394603847
		NRMSE:  0.15566224929268682
		MAPE:  221.01005293528274

	Predictor:  ElasticNet
		Pearson Correlation:  0.13776475523400486
		Spearman Correlation:  0.07886292148061753
		Coefficient of Determination:  0.016572710910836785
		RMSE:  0.3561480416993742
		NRMSE:  0.1749167730953166
		MAPE:  213.01924247460425
		Pearson Correlation:  0.1537883558217415
		Spearman Correlation:  -0.1015076266632875
		Coefficient of Determination:  0.010891144896671756
		RMSE:  0.4148140533645954
		NRMSE:  0.15511996461103356
		MAPE:  354.29572101398924

	Predictor:  RandomForests
		Pearson Correlation:  0.2225680543160313
		Spearman Correlation:  0.23310447235810897
		Coefficient of Determination:  0.04505475310564411
		RMSE:  0.3509527652907008
		NRMSE:  0.17236519094872588
		MAPE:  516.3906532757959
		Pearson Correlation:  0.02613563430060784
		Spearman Correlation:  0.01272366311076386
		Coefficient of Determination:  -0.02965335260008506
		RMSE:  0.42323047837424443
		NRMSE:  0.15826729180272028
		MAPE:  421.1178441241013

Protein:  CDH3
x_train_column_count:  1
x_train columns:  ['CDH3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011481892643820935
		RMSE:  0.2038847376288621
		NRMSE:  0.14304087222095618
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026977014897064944
		RMSE:  0.22369326249691865
		NRMSE:  0.20181818899206835
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  LinearRegression
		Pearson Correlation:  0.29131399778415096
		Spearman Correlation:  0.34098087037844793
		Coefficient of Determination:  0.08486384530498425
		RMSE:  0.19492986872803375
		NRMSE:  0.13675834085987662
		MAPE:  331.7978221036521
		Pearson Correlation:  0.26529223317972783
		Spearman Correlation:  0.2942804773126847
		Coefficient of Determination:  0.06608133810210592
		RMSE:  0.21588497653392935
		NRMSE:  0.19477347913092807
		MAPE:  122.65484835645208

	Predictor:  ElasticNet
		Pearson Correlation:  0.29131399778415096
		Spearman Correlation:  0.34098087037844793
		Coefficient of Determination:  0.08010585958911676
		RMSE:  0.19543595250443696
		NRMSE:  0.13711339767107045
		MAPE:  271.95720419899686
		Pearson Correlation:  0.2652922331797278
		Spearman Correlation:  0.2942804773126847
		Coefficient of Determination:  0.0614257258099673
		RMSE:  0.21642240410627353
		NRMSE:  0.19525835139822043
		MAPE:  112.22529313241331

	Predictor:  RandomForests
		Pearson Correlation:  0.3697002386602205
		Spearman Correlation:  0.3702285475555668
		Coefficient of Determination:  0.13532228695214488
		RMSE:  0.18947969027848924
		NRMSE:  0.13293462022119973
		MAPE:  428.8692666441503
		Pearson Correlation:  0.33392383751857757
		Spearman Correlation:  0.2896321859679133
		Coefficient of Determination:  0.1080813307623334
		RMSE:  0.21097476953916952
		NRMSE:  0.190343443678822
		MAPE:  147.6576392773054

Protein:  PTEN
x_train_column_count:  1
x_train columns:  ['PTEN']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05240378988513572
		RMSE:  0.5837468026637292
		NRMSE:  0.09127461538014686
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011774083334460839
		RMSE:  0.7259408088203396
		NRMSE:  0.14042494754339593
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5690275755039937
		NRMSE:  0.08897311789601967
		MAPE:  304.4741530818047
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005181468299075398
		RMSE:  0.7235718660416283
		NRMSE:  0.13996670265429206
		MAPE:  391.1377632658283

	Predictor:  LinearRegression
		Pearson Correlation:  0.39159398246227695
		Spearman Correlation:  0.4204847775371454
		Coefficient of Determination:  0.15334584710066612
		RMSE:  0.5235839613948132
		NRMSE:  0.0818675570940213
		MAPE:  374.00165793823516
		Pearson Correlation:  0.4182159878231952
		Spearman Correlation:  0.428546490604621
		Coefficient of Determination:  0.17098186795904924
		RMSE:  0.657115104950897
		NRMSE:  0.12711140222665138
		MAPE:  260.87198654659664

	Predictor:  ElasticNet
		Pearson Correlation:  0.39159398246227695
		Spearman Correlation:  0.4204847775371454
		Coefficient of Determination:  0.15060262447566497
		RMSE:  0.5244315009771283
		NRMSE:  0.08200007833275401
		MAPE:  312.2232305530076
		Pearson Correlation:  0.4182159878231952
		Spearman Correlation:  0.428546490604621
		Coefficient of Determination:  0.16452758057558892
		RMSE:  0.6596681171254725
		NRMSE:  0.12760525323535138
		MAPE:  254.2436860438043

	Predictor:  RandomForests
		Pearson Correlation:  0.4424713683162719
		Spearman Correlation:  0.4429013674143712
		Coefficient of Determination:  0.19271961505571344
		RMSE:  0.5112643528819989
		NRMSE:  0.07994126383894909
		MAPE:  489.48198787226653
		Pearson Correlation:  0.41212981082810396
		Spearman Correlation:  0.4375929794326208
		Coefficient of Determination:  0.16319084645398674
		RMSE:  0.6601956321145211
		NRMSE:  0.12770729497727507
		MAPE:  405.69028821943914

Protein:  BRCA2
x_train_column_count:  1
x_train columns:  ['BRCA2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00015423459462815536
		RMSE:  0.20048365981157823
		NRMSE:  0.1291568109593031
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08467605477038265
		RMSE:  0.17297650483593724
		NRMSE:  0.22621657599677922
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  LinearRegression
		Pearson Correlation:  0.0425768835717066
		Spearman Correlation:  0.04263289576165543
		Coefficient of Determination:  0.001812791014678683
		RMSE:  0.2002864149428469
		NRMSE:  0.12902974066216583
		MAPE:  117.45509124942066
		Pearson Correlation:  -0.055947461482781444
		Spearman Correlation:  -0.039903240688786645
		Coefficient of Determination:  -0.10801167417699364
		RMSE:  0.1748273035203661
		NRMSE:  0.2286370280786845
		MAPE:  113.25969022667685

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  RandomForests
		Pearson Correlation:  0.28059584900533835
		Spearman Correlation:  0.22582466256683859
		Coefficient of Determination:  0.04202793746016242
		RMSE:  0.1962103509783002
		NRMSE:  0.1264038337756806
		MAPE:  124.03279629118732
		Pearson Correlation:  -0.08084835885705399
		Spearman Correlation:  -0.009163349322339706
		Coefficient of Determination:  -0.11690642357710335
		RMSE:  0.1755276285743108
		NRMSE:  0.22955290469405715
		MAPE:  121.66442003308069

Protein:  CDKN2A
x_train_column_count:  1
x_train columns:  ['CDKN2A']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06876053865938014
		RMSE:  0.7026668514343448
		NRMSE:  0.1789276696377339
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07452018232747903
		RMSE:  0.6281215662347416
		NRMSE:  0.15805378984795088
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6796874655065666
		NRMSE:  0.1730761797526334
		MAPE:  274.2442116656758
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00044725008449963966
		RMSE:  0.6060849693149379
		NRMSE:  0.15250873639690443
		MAPE:  274.3248072759207

	Predictor:  LinearRegression
		Pearson Correlation:  0.562261597610525
		Spearman Correlation:  0.543492990453
		Coefficient of Determination:  0.31613810414753984
		RMSE:  0.5620739578150543
		NRMSE:  0.14312697863946788
		MAPE:  133.395167504575
		Pearson Correlation:  0.31254093595626364
		Spearman Correlation:  0.30912355515654816
		Coefficient of Determination:  -0.03429059623845143
		RMSE:  0.6162510956633007
		NRMSE:  0.15506683165076388
		MAPE:  231.46523896428158

	Predictor:  ElasticNet
		Pearson Correlation:  0.5622615976105251
		Spearman Correlation:  0.543492990453
		Coefficient of Determination:  0.3124045594789232
		RMSE:  0.5636061910072524
		NRMSE:  0.1435171477699199
		MAPE:  146.77516383719777
		Pearson Correlation:  0.3125409359562636
		Spearman Correlation:  0.30912355515654816
		Coefficient of Determination:  0.012731701086985403
		RMSE:  0.6020797386144108
		NRMSE:  0.15150090300053112
		MAPE:  235.0605076901894

	Predictor:  RandomForests
		Pearson Correlation:  0.6804985222571751
		Spearman Correlation:  0.5578792484186119
		Coefficient of Determination:  0.4625852388380224
		RMSE:  0.4982692159571973
		NRMSE:  0.12687968627159923
		MAPE:  263.8935646704191
		Pearson Correlation:  0.3800441671847586
		Spearman Correlation:  0.31043525603050665
		Coefficient of Determination:  -0.060342568086227955
		RMSE:  0.6239639730831126
		NRMSE:  0.15700761759470386
		MAPE:  482.2917517452506

Protein:  TP53
x_train_column_count:  1
x_train columns:  ['TP53']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0629013951002304
		RMSE:  0.43691826486349494
		NRMSE:  0.11112140819031384
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02793228386718627
		RMSE:  0.5354711484549424
		NRMSE:  0.14342336907859712
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4237929343776606
		NRMSE:  0.10778324331179852
		MAPE:  459.9790072255086
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011640203076264122
		RMSE:  0.5284530873849588
		NRMSE:  0.1415436152095778
		MAPE:  140.42972129387252

	Predictor:  LinearRegression
		Pearson Correlation:  0.3443683500812169
		Spearman Correlation:  0.28111369193441366
		Coefficient of Determination:  0.11858956053765946
		RMSE:  0.3978714775463095
		NRMSE:  0.10119064003314163
		MAPE:  660.717149610732
		Pearson Correlation:  0.3493911871342031
		Spearman Correlation:  0.3358321176074515
		Coefficient of Determination:  0.10873883694515474
		RMSE:  0.4986046379620052
		NRMSE:  0.13354885173751313
		MAPE:  164.10322763570392

	Predictor:  ElasticNet
		Pearson Correlation:  0.3443683500812169
		Spearman Correlation:  0.28111369193441366
		Coefficient of Determination:  0.11621041251640629
		RMSE:  0.3984080931696039
		NRMSE:  0.10132711746728144
		MAPE:  612.8304060188236
		Pearson Correlation:  0.349391187134203
		Spearman Correlation:  0.3358321176074515
		Coefficient of Determination:  0.10074708590319581
		RMSE:  0.5008350904822315
		NRMSE:  0.1341462677065037
		MAPE:  158.7556541684666

	Predictor:  RandomForests
		Pearson Correlation:  0.4315333097262984
		Spearman Correlation:  0.34636829091320603
		Coefficient of Determination:  0.18530224267891005
		RMSE:  0.38251808431714207
		NRMSE:  0.09728581202908063
		MAPE:  844.9566421003476
		Pearson Correlation:  0.43923064667351636
		Spearman Correlation:  0.307609706668647
		Coefficient of Determination:  0.17124734532602126
		RMSE:  0.48080202597385313
		NRMSE:  0.12878050782746836
		MAPE:  184.65594885123437

Protein:  CTNNB1
x_train_column_count:  1
x_train columns:  ['CTNNB1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.4291206958720877
		RMSE:  0.9037435622191023
		NRMSE:  0.1777623057079273
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5497170498826627
		RMSE:  0.8436000623678614
		NRMSE:  0.27017767234966206
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  LinearRegression
		Pearson Correlation:  0.0518271737217569
		Spearman Correlation:  0.07808903558350536
		Coefficient of Determination:  0.0026860559359851433
		RMSE:  0.754964808220002
		NRMSE:  0.1484981920180964
		MAPE:  681.5629059451327
		Pearson Correlation:  0.16859534211479751
		Spearman Correlation:  0.23237945610294397
		Coefficient of Determination:  0.01568558602311365
		RMSE:  0.6723219959141442
		NRMSE:  0.21532287635886105
		MAPE:  272.72583953479506

	Predictor:  ElasticNet
		Pearson Correlation:  0.05182717372175692
		Spearman Correlation:  0.07808903558350536
		Coefficient of Determination:  0.0024178571399613435
		RMSE:  0.7550663143920597
		NRMSE:  0.1485181578269197
		MAPE:  688.5435887068597
		Pearson Correlation:  0.1685953421147975
		Spearman Correlation:  0.23237945610294397
		Coefficient of Determination:  0.011409098294075548
		RMSE:  0.6737809101549757
		NRMSE:  0.21579011915711221
		MAPE:  271.7943097824159

	Predictor:  RandomForests
		Pearson Correlation:  0.2709132651209278
		Spearman Correlation:  0.26370850559812414
		Coefficient of Determination:  0.053288494500083106
		RMSE:  0.7355625165488577
		NRMSE:  0.14468184825902003
		MAPE:  720.5866044879414
		Pearson Correlation:  0.21966619098758053
		Spearman Correlation:  0.2606286481137723
		Coefficient of Determination:  0.03927354356881818
		RMSE:  0.6642174375171072
		NRMSE:  0.212727249804511
		MAPE:  272.48748832271815

Protein:  CCNE1
x_train_column_count:  1
x_train columns:  ['CCNE1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9790551557409413
		RMSE:  0.7746141645114569
		NRMSE:  0.27590887426944144
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8285524646781477
		RMSE:  0.8763813407881366
		NRMSE:  0.2114972948785232
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4487930906545114
		NRMSE:  0.15985506345663808
		MAPE:  112.14421009479175
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0040862214035515265
		RMSE:  0.6494188844018614
		NRMSE:  0.15672439713344627
		MAPE:  115.49088793396595

	Predictor:  LinearRegression
		Pearson Correlation:  0.7385943192541282
		Spearman Correlation:  0.7126097756485593
		Coefficient of Determination:  0.5455215684344692
		RMSE:  0.30255393165396605
		NRMSE:  0.10776631581619449
		MAPE:  69.0391769912328
		Pearson Correlation:  0.7813741840172372
		Spearman Correlation:  0.719053853539321
		Coefficient of Determination:  0.251322082607635
		RMSE:  0.5607727755966646
		NRMSE:  0.135331412891055
		MAPE:  91.41153464276908

	Predictor:  ElasticNet
		Pearson Correlation:  0.7385943192541282
		Spearman Correlation:  0.7126097756485593
		Coefficient of Determination:  0.5224199772167151
		RMSE:  0.3101481808065943
		NRMSE:  0.11047130215729092
		MAPE:  74.62358650338751
		Pearson Correlation:  0.7813741840172373
		Spearman Correlation:  0.719053853539321
		Coefficient of Determination:  0.5100047894439756
		RMSE:  0.4536650544034919
		NRMSE:  0.10948308381482538
		MAPE:  93.60470897731477

	Predictor:  RandomForests
		Pearson Correlation:  0.8556441900853572
		Spearman Correlation:  0.7114927920105991
		Coefficient of Determination:  0.7307222498598404
		RMSE:  0.23288761708519015
		NRMSE:  0.08295195621912382
		MAPE:  56.512948131727114
		Pearson Correlation:  0.8005340807679645
		Spearman Correlation:  0.7307358786224182
		Coefficient of Determination:  0.6136504949478718
		RMSE:  0.4028372194679773
		NRMSE:  0.09721679162776681
		MAPE:  78.43246041847577

Protein:  CCND1
x_train_column_count:  1
x_train columns:  ['CCND1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5366759284640548
		RMSE:  0.28216244755564185
		NRMSE:  0.17771997351836757
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.30240520386774006
		RMSE:  0.3149325402631455
		NRMSE:  0.20120656537940065
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  LinearRegression
		Pearson Correlation:  0.41451772860371755
		Spearman Correlation:  0.42726285187649277
		Coefficient of Determination:  0.17182494732678522
		RMSE:  0.2071424658065258
		NRMSE:  0.13046864973201514
		MAPE:  584.9069938579769
		Pearson Correlation:  0.3589927185764491
		Spearman Correlation:  0.2762503273108144
		Coefficient of Determination:  0.12633820729729517
		RMSE:  0.2579384860996859
		NRMSE:  0.1647937581296469
		MAPE:  243.89682158790058

	Predictor:  ElasticNet
		Pearson Correlation:  0.4145177286037175
		Spearman Correlation:  0.42726285187649277
		Coefficient of Determination:  0.16633345117160447
		RMSE:  0.2078280953695484
		NRMSE:  0.1309004934051877
		MAPE:  602.8530011397819
		Pearson Correlation:  0.358992718576449
		Spearman Correlation:  0.2762503273108144
		Coefficient of Determination:  0.11962893615373504
		RMSE:  0.25892700904073
		NRMSE:  0.16542531340049962
		MAPE:  247.93905572867408

	Predictor:  RandomForests
		Pearson Correlation:  0.491338635402475
		Spearman Correlation:  0.4512173853537595
		Coefficient of Determination:  0.23817352746790288
		RMSE:  0.19867174193036233
		NRMSE:  0.12513336562176405
		MAPE:  544.3909708292624
		Pearson Correlation:  0.39141166085500984
		Spearman Correlation:  0.2942353603372814
		Coefficient of Determination:  0.15022210570379357
		RMSE:  0.25438833306784453
		NRMSE:  0.16252560858399748
		MAPE:  251.6905399030386

Protein:  ERBB2
x_train_column_count:  1
x_train columns:  ['ERBB2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10085609607150081
		RMSE:  1.0785113826338413
		NRMSE:  0.1837421644434709
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05671362529003088
		RMSE:  0.8919867459254164
		NRMSE:  0.19736403273048267
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959455
		RMSE:  0.875951357919715
		NRMSE:  0.1938159880340115
		MAPE:  565.705361200264

	Predictor:  LinearRegression
		Pearson Correlation:  0.7776877249625478
		Spearman Correlation:  0.6442627066647334
		Coefficient of Determination:  0.6047981975574235
		RMSE:  0.6462029190492304
		NRMSE:  0.11009130263032701
		MAPE:  306.01343460200195
		Pearson Correlation:  0.6819514367848012
		Spearman Correlation:  0.5872666741480568
		Coefficient of Determination:  0.46429713939097983
		RMSE:  0.6350994407726499
		NRMSE:  0.14052427055485117
		MAPE:  204.89012646095063

	Predictor:  ElasticNet
		Pearson Correlation:  0.7776877249625477
		Spearman Correlation:  0.6442627066647334
		Coefficient of Determination:  0.6001419146373868
		RMSE:  0.6499985655657075
		NRMSE:  0.1107379534841146
		MAPE:  327.91410907717255
		Pearson Correlation:  0.6819514367848014
		Spearman Correlation:  0.5872666741480568
		Coefficient of Determination:  0.4636712116745767
		RMSE:  0.6354703649545989
		NRMSE:  0.1406063425057194
		MAPE:  224.93544994707904

	Predictor:  RandomForests
		Pearson Correlation:  0.838022725420146
		Spearman Correlation:  0.6476716327438983
		Coefficient of Determination:  0.7007492231903293
		RMSE:  0.5623116746672499
		NRMSE:  0.09579904844664121
		MAPE:  556.9708624977075
		Pearson Correlation:  0.7751002688381805
		Spearman Correlation:  0.5803322760177033
		Coefficient of Determination:  0.5949869104508938
		RMSE:  0.552222728245644
		NRMSE:  0.12218668619219915
		MAPE:  295.855146905497

Protein:  ERBB3
x_train_column_count:  1
x_train columns:  ['ERBB3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.24617901957450639
		RMSE:  0.5234556686317032
		NRMSE:  0.14126566093685908
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10551624527684367
		RMSE:  0.43841640970600765
		NRMSE:  0.21211918179733683
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  LinearRegression
		Pearson Correlation:  0.37738843632489
		Spearman Correlation:  0.41142820549776254
		Coefficient of Determination:  0.14242203187174562
		RMSE:  0.43423667161575774
		NRMSE:  0.11718801437220049
		MAPE:  211.57021337384987
		Pearson Correlation:  0.5207896565156246
		Spearman Correlation:  0.5619845633985462
		Coefficient of Determination:  0.23145517366475377
		RMSE:  0.36554330866185836
		NRMSE:  0.17686096101384643
		MAPE:  189.66787865486225

	Predictor:  ElasticNet
		Pearson Correlation:  0.3773884363248901
		Spearman Correlation:  0.41142820549776254
		Coefficient of Determination:  0.1400195994958402
		RMSE:  0.43484448494169253
		NRMSE:  0.11735204574364184
		MAPE:  213.86210719531533
		Pearson Correlation:  0.5207896565156246
		Spearman Correlation:  0.5619845633985462
		Coefficient of Determination:  0.21030082931297134
		RMSE:  0.37053998343927513
		NRMSE:  0.17927850411220758
		MAPE:  193.6591646657521

	Predictor:  RandomForests
		Pearson Correlation:  0.46247361973981643
		Spearman Correlation:  0.42563267771628494
		Coefficient of Determination:  0.21289293377250285
		RMSE:  0.41601270604680346
		NRMSE:  0.1122698891225144
		MAPE:  251.7081601814871
		Pearson Correlation:  0.54545299417486
		Spearman Correlation:  0.5588239281487987
		Coefficient of Determination:  0.26905084709705074
		RMSE:  0.3564903845876662
		NRMSE:  0.172480881242702
		MAPE:  218.39049140103648

Min-Max

In [31]:
scenario = Scenario.selfmRNA
normalizeTechnique = NormalizeTechnique.MinMax
X, Y, Z = get_data(normalizeTechnique)
In [32]:
X.head()
Out[32]:
UBE2Q2P2 HMGB1P1 LOC155060 RNU12-2P SSX9 CXORF67 EFCAB8 SRP14P1 LOC391343 TRIM75P ... ZXDA ZXDB ZXDC ZYG11A ZYG11B ZYX ZZEF1 ZZZ3 TPTEP1 AKR1C6P
TCGA-A1-A0SF-01 0.266811 0.102965 0.232299 0.000000 0.0 0.00000 0.165596 0.256402 0.0 0.00000 ... 0.362558 0.154626 0.343226 0.136973 0.283236 0.203583 0.106969 0.050188 0.019658 0.021305
TCGA-A1-A0SH-01 0.074647 0.046655 0.060467 0.000000 0.0 0.00000 0.019946 0.108076 0.0 0.00000 ... 0.437102 0.171136 0.196632 0.028737 0.498917 0.208787 0.168174 0.119445 0.172767 0.000000
TCGA-A1-A0SJ-01 0.122769 0.097168 0.035285 0.088368 0.0 0.00000 0.020200 0.129369 0.0 0.29443 ... 0.415293 0.914898 0.215818 0.074090 0.379839 0.104565 0.110857 0.079787 0.016343 0.000000
TCGA-A1-A0SK-01 0.716855 1.000000 0.116251 0.076144 0.0 0.01449 0.000000 0.094313 0.0 0.00000 ... 0.334733 0.181185 0.763246 0.229344 0.511470 0.000000 0.246798 0.166438 0.018601 0.000000
TCGA-A1-A0SQ-01 0.025757 0.011574 0.044865 0.000000 0.0 0.00000 0.022276 0.153652 0.0 0.00000 ... 0.537294 0.183640 0.239462 0.036770 0.323545 0.099038 0.071604 0.075950 0.006561 0.000000

5 rows × 20440 columns

In [33]:
Y.head()
Out[33]:
RB1 CDH1 PTEN BRCA2 CDKN2A TP53 CTNNB1 CCNE1 CCND1 CDH2 CDH3 ERBB2 ERBB3
TCGA-A1-A0SF-01 0.017184 0.705680 0.197730 0.108550 0.17550 -0.472550 0.06978 -0.75401 -0.202360 -0.222000 -0.114060 0.25604 0.461410
TCGA-A1-A0SH-01 -0.081896 0.018364 0.699160 -0.282430 0.68156 -0.035545 -0.11192 -0.77956 -0.014111 0.072251 -0.031553 0.68354 0.033670
TCGA-A1-A0SJ-01 -0.106090 0.114310 -0.110550 0.108220 -0.00989 -0.431850 -0.85672 -0.29589 0.290760 -0.225320 0.128230 0.36458 0.430620
TCGA-A1-A0SK-01 -0.060244 -0.963820 -0.081596 0.309150 1.23630 0.898470 -0.85965 0.92670 0.045974 0.389790 -0.224090 -1.04130 -0.056604
TCGA-A1-A0SQ-01 0.376500 0.425490 0.657440 0.003187 -0.34580 -0.020122 0.39368 -1.02750 0.362490 0.292880 -0.144850 0.31196 0.649260
In [34]:
perform_kFoldCV(num_folds, scenario, normalizeTechnique, X, Y, Z)

Fold:  1

Protein:  RB1
x_train_column_count:  1
x_train columns:  ['RB1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017832262764705176
		RMSE:  0.22609122586734381
		NRMSE:  0.08562439911658541
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0064622508272080825
		RMSE:  0.2813710133086082
		NRMSE:  0.13900150344012696
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  LinearRegression
		Pearson Correlation:  0.19391279737668235
		Spearman Correlation:  0.25847504910702246
		Coefficient of Determination:  0.03760217298645041
		RMSE:  0.21984820246432932
		NRMSE:  0.08326006531502719
		MAPE:  189.5806120258704
		Pearson Correlation:  0.2796279815287011
		Spearman Correlation:  0.34967808018729885
		Coefficient of Determination:  0.021262301857832844
		RMSE:  0.27746855186879554
		NRMSE:  0.13707362892003158
		MAPE:  131.61247132621608

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  RandomForests
		Pearson Correlation:  0.338356626817481
		Spearman Correlation:  0.33951132296467335
		Coefficient of Determination:  0.0980294642022066
		RMSE:  0.2128343775533181
		NRMSE:  0.08060381653221665
		MAPE:  145.37698710976034
		Pearson Correlation:  0.27053666597285697
		Spearman Correlation:  0.3280678885109722
		Coefficient of Determination:  0.025911503927463886
		RMSE:  0.27680875151246914
		NRMSE:  0.1367476776416065
		MAPE:  107.54919913765022

Protein:  CDH1
x_train_column_count:  1
x_train columns:  ['CDH1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12177449909053428
		RMSE:  1.1951653206606205
		NRMSE:  0.20089175544360185
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11829904064371455
		RMSE:  1.227018913081223
		NRMSE:  0.19873326310796913
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  LinearRegression
		Pearson Correlation:  0.5012433342985567
		Spearman Correlation:  0.5636647709924965
		Coefficient of Determination:  0.2512448801787346
		RMSE:  0.9764389700758118
		NRMSE:  0.164126698952114
		MAPE:  691.994300358787
		Pearson Correlation:  0.5235921917169751
		Spearman Correlation:  0.6555360452638768
		Coefficient of Determination:  0.2657837208609375
		RMSE:  0.9942240983612216
		NRMSE:  0.16102881318409212
		MAPE:  377.3829911994233

	Predictor:  ElasticNet
		Pearson Correlation:  0.5012433342985567
		Spearman Correlation:  0.5636647709924965
		Coefficient of Determination:  0.06328804920482389
		RMSE:  1.092139794850482
		NRMSE:  0.18357450369799508
		MAPE:  503.2052358196695
		Pearson Correlation:  0.5235921917169751
		Spearman Correlation:  0.6555360452638768
		Coefficient of Determination:  0.07822244408812518
		RMSE:  1.1140003966364955
		NRMSE:  0.1804282978582643
		MAPE:  299.31130368709375

	Predictor:  RandomForests
		Pearson Correlation:  0.7132134998444969
		Spearman Correlation:  0.5781801023015845
		Coefficient of Determination:  0.5084673634826771
		RMSE:  0.7911364260120465
		NRMSE:  0.13297974988856612
		MAPE:  306.3488021625489
		Pearson Correlation:  0.7364529516243186
		Spearman Correlation:  0.6543510118962805
		Coefficient of Determination:  0.5391808694107084
		RMSE:  0.7876577143766689
		NRMSE:  0.12757243276483898
		MAPE:  153.68920103222936

Protein:  CDH2
x_train_column_count:  1
x_train columns:  ['CDH2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004084060130477685
		RMSE:  0.37195168053170635
		NRMSE:  0.13741024893390016
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006474841096328898
		RMSE:  0.3763274359057868
		NRMSE:  0.1942134674644098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  LinearRegression
		Pearson Correlation:  0.15002477351668803
		Spearman Correlation:  0.021027718948557195
		Coefficient of Determination:  0.02250743266873345
		RMSE:  0.366993371962299
		NRMSE:  0.1355784991382294
		MAPE:  373.67876553512673
		Pearson Correlation:  0.10564670001853975
		Spearman Correlation:  0.11871524729294705
		Coefficient of Determination:  0.008640461878668515
		RMSE:  0.3734908911193236
		NRMSE:  0.19274959545818424
		MAPE:  104.18723456874639

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  RandomForests
		Pearson Correlation:  0.19331701961991646
		Spearman Correlation:  0.1288920303560814
		Coefficient of Determination:  0.03662847645748135
		RMSE:  0.36433290051662137
		NRMSE:  0.1345956401735663
		MAPE:  517.4362375376886
		Pearson Correlation:  0.044230558158288136
		Spearman Correlation:  -0.05978684567685635
		Coefficient of Determination:  -0.006409334490806495
		RMSE:  0.3763151890353155
		NRMSE:  0.19420714715142465
		MAPE:  98.36754929438122

Protein:  CDH3
x_train_column_count:  1
x_train columns:  ['CDH3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003025178489952651
		RMSE:  0.20883135309817671
		NRMSE:  0.14651130458142275
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.766266116724594e-05
		RMSE:  0.2045852237570374
		NRMSE:  0.1565890990172577
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  LinearRegression
		Pearson Correlation:  0.24821600086503434
		Spearman Correlation:  0.3061115403229242
		Coefficient of Determination:  0.061611183085430676
		RMSE:  0.2022653234074646
		NRMSE:  0.14190472821425085
		MAPE:  292.62603577001636
		Pearson Correlation:  0.4229275133140767
		Spearman Correlation:  0.4640717978733782
		Coefficient of Determination:  0.1621738842271332
		RMSE:  0.187257270741668
		NRMSE:  0.14332632030498657
		MAPE:  198.45611925540754

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  RandomForests
		Pearson Correlation:  0.3496682668189332
		Spearman Correlation:  0.3307097672586625
		Coefficient of Determination:  0.12015906260707776
		RMSE:  0.19585384588255172
		NRMSE:  0.13740658211437934
		MAPE:  381.1612404025096
		Pearson Correlation:  0.4456557812474688
		Spearman Correlation:  0.4605862331967038
		Coefficient of Determination:  0.17847992914693533
		RMSE:  0.1854260861696705
		NRMSE:  0.14192473549354423
		MAPE:  326.56281030401266

Protein:  PTEN
x_train_column_count:  1
x_train columns:  ['PTEN']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.042477457330321045
		RMSE:  0.639641264822803
		NRMSE:  0.10001427016227082
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.028094267476815427
		RMSE:  0.5035947533045023
		NRMSE:  0.16597282753427667
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.458230587102
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389449
		RMSE:  0.49877990548911916
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809618

	Predictor:  LinearRegression
		Pearson Correlation:  0.40237188375210986
		Spearman Correlation:  0.4288996648292669
		Coefficient of Determination:  0.1619031328342213
		RMSE:  0.5735222164263055
		NRMSE:  0.08967589968357526
		MAPE:  434.8953920378394
		Pearson Correlation:  0.38153563901324705
		Spearman Correlation:  0.40280460442883625
		Coefficient of Determination:  0.13841605075416652
		RMSE:  0.4610133775957622
		NRMSE:  0.15193902102556264
		MAPE:  168.22638894726822

	Predictor:  ElasticNet
		Pearson Correlation:  0.40237188375210964
		Spearman Correlation:  0.4288996648292669
		Coefficient of Determination:  0.024401782421258678
		RMSE:  0.6187833740393123
		NRMSE:  0.09675293159867286
		MAPE:  317.6290333106935
		Pearson Correlation:  0.3815356390132471
		Spearman Correlation:  0.40280460442883625
		Coefficient of Determination:  0.019329789868475
		RMSE:  0.4918426881323329
		NRMSE:  0.16209962696339492
		MAPE:  158.21721034074145

	Predictor:  RandomForests
		Pearson Correlation:  0.4510661366641352
		Spearman Correlation:  0.4465246887841456
		Coefficient of Determination:  0.199567912918601
		RMSE:  0.5604867911010524
		NRMSE:  0.08763768135424163
		MAPE:  529.5491842611985
		Pearson Correlation:  0.3866330546263069
		Spearman Correlation:  0.3981096259406254
		Coefficient of Determination:  0.13840788698258943
		RMSE:  0.4610155617120034
		NRMSE:  0.15193974085821746
		MAPE:  202.21690083920234

Protein:  BRCA2
x_train_column_count:  1
x_train columns:  ['BRCA2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026562361008646285
		RMSE:  0.19787350383771835
		NRMSE:  0.12800221484333532
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00017758204834872338
		RMSE:  0.18475106890837595
		NRMSE:  0.18489898809885505
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  LinearRegression
		Pearson Correlation:  0.0016801136622338717
		Spearman Correlation:  -0.003365850045682841
		Coefficient of Determination:  2.822781917766193e-06
		RMSE:  0.1976109479453672
		NRMSE:  0.1278323702957365
		MAPE:  122.66734984794758
		Pearson Correlation:  -0.0840468407001926
		Spearman Correlation:  -0.06737887447433855
		Coefficient of Determination:  -0.005063311169702267
		RMSE:  0.1852017608932443
		NRMSE:  0.18535004092598512
		MAPE:  104.3416555231443

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  RandomForests
		Pearson Correlation:  0.3257942376102405
		Spearman Correlation:  0.25500959044958793
		Coefficient of Determination:  0.04912356112431371
		RMSE:  0.19269642508331206
		NRMSE:  0.12465321897410636
		MAPE:  133.9139947559344
		Pearson Correlation:  -0.03975777992192093
		Spearman Correlation:  -0.01067431406904905
		Coefficient of Determination:  -0.021845741347306546
		RMSE:  0.18674159822161593
		NRMSE:  0.18689111111050435
		MAPE:  115.13583396986726

Protein:  CDKN2A
x_train_column_count:  1
x_train columns:  ['CDKN2A']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.062199248812668806
		RMSE:  0.6624014175436462
		NRMSE:  0.14974599695798488
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10057809021042674
		RMSE:  0.783524323220729
		NRMSE:  0.21159176970584093
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6427147371513342
		NRMSE:  0.145295521001771
		MAPE:  207.86247046219444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010510594090658465
		RMSE:  0.7507796405829533
		NRMSE:  0.20274902527219912
		MAPE:  439.74244050751946

	Predictor:  LinearRegression
		Pearson Correlation:  0.48027814349293335
		Spearman Correlation:  0.4872043250292133
		Coefficient of Determination:  0.23066709511701877
		RMSE:  0.5637355359917146
		NRMSE:  0.12744106160093013
		MAPE:  154.405934596002
		Pearson Correlation:  0.5965712816312629
		Spearman Correlation:  0.5412203687445128
		Coefficient of Determination:  0.351308157175233
		RMSE:  0.6015355101867073
		NRMSE:  0.16244545238636438
		MAPE:  147.69299397970622

	Predictor:  ElasticNet
		Pearson Correlation:  0.48027814349293335
		Spearman Correlation:  0.4872043250292133
		Coefficient of Determination:  0.02562860399756539
		RMSE:  0.6344253402682721
		NRMSE:  0.1434215757360172
		MAPE:  204.27961647628345
		Pearson Correlation:  0.5965712816312632
		Spearman Correlation:  0.5412203687445128
		Coefficient of Determination:  0.026287142913119288
		RMSE:  0.7369830572439918
		NRMSE:  0.19902323987145337
		MAPE:  422.40510313866633

	Predictor:  RandomForests
		Pearson Correlation:  0.6031166548470466
		Spearman Correlation:  0.5142043852276713
		Coefficient of Determination:  0.36338257195258583
		RMSE:  0.5128112215701984
		NRMSE:  0.11592883950948307
		MAPE:  222.42155552398435
		Pearson Correlation:  0.6736173012257093
		Spearman Correlation:  0.5183481629817652
		Coefficient of Determination:  0.4416816519711879
		RMSE:  0.5580627074004604
		NRMSE:  0.15070556505548485
		MAPE:  518.4052407636528

Protein:  TP53
x_train_column_count:  1
x_train columns:  ['TP53']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05546789854165435
		RMSE:  0.4652085657713222
		NRMSE:  0.11180210665016156
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04275496084346875
		RMSE:  0.4295356456720749
		NRMSE:  0.1544592202783541
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  LinearRegression
		Pearson Correlation:  0.3555492854195285
		Spearman Correlation:  0.2977431207885347
		Coefficient of Determination:  0.12641529436233734
		RMSE:  0.42323122279244935
		NRMSE:  0.10171382427119668
		MAPE:  551.3587248678076
		Pearson Correlation:  0.2926026738474283
		Spearman Correlation:  0.2420007804116672
		Coefficient of Determination:  0.06543743518250467
		RMSE:  0.40664203334490234
		NRMSE:  0.14622677311118787
		MAPE:  771.4393165883597

	Predictor:  ElasticNet
		Pearson Correlation:  0.3555492854195285
		Spearman Correlation:  0.2977431207885347
		Coefficient of Determination:  0.026933752753084295
		RMSE:  0.44667988165008465
		NRMSE:  0.1073491664624092
		MAPE:  400.7378248823576
		Pearson Correlation:  0.2926026738474282
		Spearman Correlation:  0.2420007804116672
		Coefficient of Determination:  0.024411308204534632
		RMSE:  0.4154717093444187
		NRMSE:  0.1494018876422808
		MAPE:  375.67674402765863

	Predictor:  RandomForests
		Pearson Correlation:  0.45492238975734456
		Spearman Correlation:  0.34634270161779623
		Coefficient of Determination:  0.20619176236443626
		RMSE:  0.40344374717794973
		NRMSE:  0.09695836269597446
		MAPE:  668.2271002590516
		Pearson Correlation:  0.32834898408627644
		Spearman Correlation:  0.28867684750577033
		Coefficient of Determination:  0.09003759286253088
		RMSE:  0.4012543959578011
		NRMSE:  0.14428940125779463
		MAPE:  1228.5518791228187

Protein:  CTNNB1
x_train_column_count:  1
x_train columns:  ['CTNNB1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.41897644861846284
		RMSE:  0.8782004120680554
		NRMSE:  0.17699587078381512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5843844136424388
		RMSE:  0.9452480588674593
		NRMSE:  0.23451795238114906
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  LinearRegression
		Pearson Correlation:  0.08898105342822928
		Spearman Correlation:  0.14590811000321963
		Coefficient of Determination:  0.007917627869197252
		RMSE:  0.7343107892164392
		NRMSE:  0.14799580571506527
		MAPE:  635.7829662685035
		Pearson Correlation:  -0.0024019468238156904
		Spearman Correlation:  -0.034040581406692035
		Coefficient of Determination:  -0.022319441458223288
		RMSE:  0.7592919987705886
		NRMSE:  0.1883818783234726
		MAPE:  284.0557468282035

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  RandomForests
		Pearson Correlation:  0.3101921197195444
		Spearman Correlation:  0.30218639412689285
		Coefficient of Determination:  0.08112196149899753
		RMSE:  0.7066998169279368
		NRMSE:  0.14243098472860852
		MAPE:  629.3479296651823
		Pearson Correlation:  -0.06030718098076416
		Spearman Correlation:  -0.04014575748895606
		Coefficient of Determination:  -0.07580801753149946
		RMSE:  0.7789021484733238
		NRMSE:  0.19324719606840765
		MAPE:  401.6201927378137

Protein:  CCNE1
x_train_column_count:  1
x_train columns:  ['CCNE1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.7135069779129597
		RMSE:  0.7967382438332794
		NRMSE:  0.19227700939577658
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.179220592822603
		RMSE:  0.7927883268238614
		NRMSE:  0.2823823069719898
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.48367116033059243
		NRMSE:  0.11672446372338549
		MAPE:  119.9663870203584
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008650225247206267
		RMSE:  0.5393577763958428
		NRMSE:  0.19211318838676503
		MAPE:  85.21064296831354

	Predictor:  LinearRegression
		Pearson Correlation:  0.7219395993512734
		Spearman Correlation:  0.7131090453751777
		Coefficient of Determination:  0.5211967851114769
		RMSE:  0.3346791994961411
		NRMSE:  0.08076820220965347
		MAPE:  91.95768178212865
		Pearson Correlation:  0.7713064884061223
		Spearman Correlation:  0.7106623744024974
		Coefficient of Determination:  0.5218333477620515
		RMSE:  0.3713609996544497
		NRMSE:  0.13227462142634006
		MAPE:  54.38203983643349

	Predictor:  ElasticNet
		Pearson Correlation:  0.7219395993512734
		Spearman Correlation:  0.7131090453751777
		Coefficient of Determination:  0.03077080050273706
		RMSE:  0.4761715428585635
		NRMSE:  0.11491457944797247
		MAPE:  119.01705479011031
		Pearson Correlation:  0.7713064884061224
		Spearman Correlation:  0.7106623744024974
		Coefficient of Determination:  0.014782217751995619
		RMSE:  0.533055919788934
		NRMSE:  0.18986853776987853
		MAPE:  84.17448812626547

	Predictor:  RandomForests
		Pearson Correlation:  0.8562861508639215
		Spearman Correlation:  0.7204360697849619
		Coefficient of Determination:  0.7279163800285591
		RMSE:  0.25229078682087813
		NRMSE:  0.06088538910173954
		MAPE:  54.30365639848357
		Pearson Correlation:  0.8350602153703399
		Spearman Correlation:  0.7068832036023305
		Coefficient of Determination:  0.6949121277125943
		RMSE:  0.29663276628948443
		NRMSE:  0.10565726314852517
		MAPE:  44.991407020009255

Protein:  CCND1
x_train_column_count:  1
x_train columns:  ['CCND1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.46307157054532877
		RMSE:  0.2889602070536637
		NRMSE:  0.17371452011738692
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5143850316766378
		RMSE:  0.2891269997261264
		NRMSE:  0.20591917819933792
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  LinearRegression
		Pearson Correlation:  0.4014769912379663
		Spearman Correlation:  0.3731637827526827
		Coefficient of Determination:  0.16118377449348997
		RMSE:  0.21879564097710175
		NRMSE:  0.13153361206255892
		MAPE:  347.30997672634413
		Pearson Correlation:  0.4722252539569459
		Spearman Correlation:  0.4734221051604722
		Coefficient of Determination:  0.08521214291088686
		RMSE:  0.22471429002535698
		NRMSE:  0.1600437938189825
		MAPE:  1097.9020914203454

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  RandomForests
		Pearson Correlation:  0.4678371375434505
		Spearman Correlation:  0.4000144577763212
		Coefficient of Determination:  0.21263881710072907
		RMSE:  0.21197871451568037
		NRMSE:  0.12743547301083333
		MAPE:  313.8994682707794
		Pearson Correlation:  0.5051577497307473
		Spearman Correlation:  0.4767786498993165
		Coefficient of Determination:  0.2533320194705554
		RMSE:  0.20301786639906733
		NRMSE:  0.14459138111722075
		MAPE:  1138.045040698996

Protein:  ERBB2
x_train_column_count:  1
x_train columns:  ['ERBB2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10512598969709641
		RMSE:  1.0713675802437574
		NRMSE:  0.18252510013182233
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.044647408489899565
		RMSE:  0.9270678870989714
		NRMSE:  0.17190207437399804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  LinearRegression
		Pearson Correlation:  0.7657610435301817
		Spearman Correlation:  0.6137508967340191
		Coefficient of Determination:  0.5863899757884328
		RMSE:  0.6554327410192267
		NRMSE:  0.11166375470964898
		MAPE:  320.5730885843144
		Pearson Correlation:  0.7627625013199513
		Spearman Correlation:  0.7166081357916302
		Coefficient of Determination:  0.5648365964407824
		RMSE:  0.5983466371514004
		NRMSE:  0.11094875526634533
		MAPE:  281.0691986314359

	Predictor:  ElasticNet
		Pearson Correlation:  0.7657610435301817
		Spearman Correlation:  0.6137508967340191
		Coefficient of Determination:  0.14044650489331145
		RMSE:  0.9448634714935858
		NRMSE:  0.16097304316976777
		MAPE:  582.6141905097294
		Pearson Correlation:  0.7627625013199515
		Spearman Correlation:  0.7166081357916302
		Coefficient of Determination:  0.10192450101394424
		RMSE:  0.8595736547415044
		NRMSE:  0.1593869191065278
		MAPE:  499.74610932649836

	Predictor:  RandomForests
		Pearson Correlation:  0.8350447059162798
		Spearman Correlation:  0.6216515632506531
		Coefficient of Determination:  0.6965509892505153
		RMSE:  0.5614039541274837
		NRMSE:  0.09564440331319891
		MAPE:  467.4276979149924
		Pearson Correlation:  0.8040149199599619
		Spearman Correlation:  0.712575091635544
		Coefficient of Determination:  0.6363330370305993
		RMSE:  0.5469890053467115
		NRMSE:  0.1014257380579847
		MAPE:  341.96897482700155

Protein:  ERBB3
x_train_column_count:  1
x_train columns:  ['ERBB3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20107865915633893
		RMSE:  0.5031866190144979
		NRMSE:  0.13579562619977975
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27170508071542576
		RMSE:  0.5249654097328843
		NRMSE:  0.21064675210776365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  LinearRegression
		Pearson Correlation:  0.40021079138717147
		Spearman Correlation:  0.4461608353851102
		Coefficient of Determination:  0.160168677542746
		RMSE:  0.4207647918898243
		NRMSE:  0.11355234069897321
		MAPE:  200.24454248262975
		Pearson Correlation:  0.424132615950813
		Spearman Correlation:  0.47324952839944506
		Coefficient of Determination:  0.17570228561293066
		RMSE:  0.42264869569030494
		NRMSE:  0.16959131664512106
		MAPE:  193.89040426654321

	Predictor:  ElasticNet
		Pearson Correlation:  0.4002107913871715
		Spearman Correlation:  0.4461608353851102
		Coefficient of Determination:  0.04383943877554741
		RMSE:  0.4489611601225439
		NRMSE:  0.12116173120347591
		MAPE:  212.3440091888109
		Pearson Correlation:  0.4241326159508129
		Spearman Correlation:  0.47324952839944506
		Coefficient of Determination:  0.041458769712843124
		RMSE:  0.45576700800318737
		NRMSE:  0.18288031587184905
		MAPE:  243.54596984138192

	Predictor:  RandomForests
		Pearson Correlation:  0.4888583547909291
		Spearman Correlation:  0.46249054756555785
		Coefficient of Determination:  0.2374084059193693
		RMSE:  0.40094921293402225
		NRMSE:  0.10820468467806303
		MAPE:  242.40227594442695
		Pearson Correlation:  0.4306135180238071
		Spearman Correlation:  0.47175791537273415
		Coefficient of Determination:  0.17674257303902818
		RMSE:  0.4223819140865897
		NRMSE:  0.16948426830002475
		MAPE:  270.9861842046686


Fold:  2

Protein:  RB1
x_train_column_count:  1
x_train columns:  ['RB1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.012372001566697044
		RMSE:  0.23649063304821735
		NRMSE:  0.08648721220312221
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0009378943328373079
		RMSE:  0.2450188572791325
		NRMSE:  0.14037816530069125
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  LinearRegression
		Pearson Correlation:  0.24789230471088958
		Spearman Correlation:  0.3159366197816136
		Coefficient of Determination:  0.061450594734876685
		RMSE:  0.227704938830993
		NRMSE:  0.08327418769418996
		MAPE:  202.73532724373027
		Pearson Correlation:  0.05322314385144893
		Spearman Correlation:  0.10746268656716418
		Coefficient of Determination:  -0.04577677934407487
		RMSE:  0.25044677379227626
		NRMSE:  0.14348797068457808
		MAPE:  328.7130777095198

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  RandomForests
		Pearson Correlation:  0.35614812748472296
		Spearman Correlation:  0.4067656823580468
		Coefficient of Determination:  0.11704931686327302
		RMSE:  0.22085747588364613
		NRMSE:  0.08076999556891681
		MAPE:  212.91843709848632
		Pearson Correlation:  0.11218713523215128
		Spearman Correlation:  0.13196685330144695
		Coefficient of Determination:  -0.018378086466819266
		RMSE:  0.24714422519366094
		NRMSE:  0.14159584810169526
		MAPE:  371.280873187673

Protein:  CDH1
x_train_column_count:  1
x_train columns:  ['CDH1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0848918633043636
		RMSE:  1.167193365558287
		NRMSE:  0.18724526599154356
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3357437347566168
		RMSE:  1.329821844339591
		NRMSE:  0.2361608674018098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  LinearRegression
		Pearson Correlation:  0.4838912067728357
		Spearman Correlation:  0.5479778011770806
		Coefficient of Determination:  0.2341506999920714
		RMSE:  0.9806662839711408
		NRMSE:  0.1573219353446925
		MAPE:  652.3991389829431
		Pearson Correlation:  0.5757959526475029
		Spearman Correlation:  0.6868207979709298
		Coefficient of Determination:  0.26633076007756606
		RMSE:  0.9855576770404496
		NRMSE:  0.1750235618967234
		MAPE:  250.84860187842585

	Predictor:  ElasticNet
		Pearson Correlation:  0.48389120677283565
		Spearman Correlation:  0.5479778011770806
		Coefficient of Determination:  0.06329132961528383
		RMSE:  1.08455568310282
		NRMSE:  0.1739882382454191
		MAPE:  453.3429421222632
		Pearson Correlation:  0.5757959526475029
		Spearman Correlation:  0.6868207979709298
		Coefficient of Determination:  -0.006799303650066202
		RMSE:  1.1545250037780566
		NRMSE:  0.20503019069047354
		MAPE:  181.33796361791812

	Predictor:  RandomForests
		Pearson Correlation:  0.7350620519654282
		Spearman Correlation:  0.5614465463510813
		Coefficient of Determination:  0.5400871009269116
		RMSE:  0.7599541298952075
		NRMSE:  0.12191451510310539
		MAPE:  218.3262024908791
		Pearson Correlation:  0.6514144231909483
		Spearman Correlation:  0.6951134521052208
		Coefficient of Determination:  0.3838100091909181
		RMSE:  0.9032109819804985
		NRMSE:  0.16039974817625618
		MAPE:  213.09904146139536

Protein:  CDH2
x_train_column_count:  1
x_train columns:  ['CDH2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0042702958885580955
		RMSE:  0.36888339320753855
		NRMSE:  0.13366308906715652
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005559500410650786
		RMSE:  0.3881548727768219
		NRMSE:  0.20448899349205915
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  LinearRegression
		Pearson Correlation:  0.1470313787581837
		Spearman Correlation:  0.03346468965108404
		Coefficient of Determination:  0.021618226339532587
		RMSE:  0.36409773078103375
		NRMSE:  0.13192902774876214
		MAPE:  381.9470937388793
		Pearson Correlation:  0.11717867760285977
		Spearman Correlation:  0.063681592039801
		Coefficient of Determination:  0.012877190177729814
		RMSE:  0.3845800481612378
		NRMSE:  0.2026056929364798
		MAPE:  121.67281423224681

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  RandomForests
		Pearson Correlation:  0.19455280933418412
		Spearman Correlation:  0.14521011138581139
		Coefficient of Determination:  0.03651059964118086
		RMSE:  0.3613160602024537
		NRMSE:  0.13092110305183483
		MAPE:  424.3360219113005
		Pearson Correlation:  0.11830349762100852
		Spearman Correlation:  0.0855059428777579
		Coefficient of Determination:  0.010769358098726367
		RMSE:  0.3849904316896376
		NRMSE:  0.20282189250153443
		MAPE:  124.97634642871276

Protein:  CDH3
x_train_column_count:  1
x_train columns:  ['CDH3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032535082492379797
		RMSE:  0.20804431995898212
		NRMSE:  0.15657381105189322
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10171995354262497
		RMSE:  0.2077503373255318
		NRMSE:  0.17094572313464315
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  LinearRegression
		Pearson Correlation:  0.3303764572390311
		Spearman Correlation:  0.3550272027884919
		Coefficient of Determination:  0.10914860349781341
		RMSE:  0.1960438181206852
		NRMSE:  0.1475422532197551
		MAPE:  270.9980417434456
		Pearson Correlation:  0.10770672491069783
		Spearman Correlation:  0.25419471271095506
		Coefficient of Determination:  -0.18113430748961412
		RMSE:  0.21510760863297942
		NRMSE:  0.17699959568253062
		MAPE:  624.4702544671218

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  RandomForests
		Pearson Correlation:  0.4204408504993642
		Spearman Correlation:  0.38155013256774595
		Coefficient of Determination:  0.17584235816615323
		RMSE:  0.18856264633511197
		NRMSE:  0.14191193570937055
		MAPE:  407.97875051638437
		Pearson Correlation:  0.15295236629097841
		Spearman Correlation:  0.25482125674289846
		Coefficient of Determination:  -0.20407823566708516
		RMSE:  0.21718682836391678
		NRMSE:  0.17871046520523065
		MAPE:  749.9682708776052

Protein:  PTEN
x_train_column_count:  1
x_train columns:  ['PTEN']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.03862384422015608
		RMSE:  0.6356813050691055
		NRMSE:  0.09939509109047072
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04557869434051831
		RMSE:  0.5231599683741948
		NRMSE:  0.17546282813730707
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  LinearRegression
		Pearson Correlation:  0.41283271851189246
		Spearman Correlation:  0.4509122731754614
		Coefficient of Determination:  0.1704308534739195
		RMSE:  0.5681154375639597
		NRMSE:  0.08883049606191222
		MAPE:  340.1165131813267
		Pearson Correlation:  0.3635067117705542
		Spearman Correlation:  0.32171495463857186
		Coefficient of Determination:  0.08295221188442037
		RMSE:  0.4899504108238007
		NRMSE:  0.16432466153199649
		MAPE:  696.1906514966496

	Predictor:  ElasticNet
		Pearson Correlation:  0.41283271851189235
		Spearman Correlation:  0.4509122731754614
		Coefficient of Determination:  0.023354812052411522
		RMSE:  0.616422811951563
		NRMSE:  0.09638383425088938
		MAPE:  240.95759885123482
		Pearson Correlation:  0.3635067117705542
		Spearman Correlation:  0.32171495463857186
		Coefficient of Determination:  0.027931747156678455
		RMSE:  0.5044341983484711
		NRMSE:  0.1691823847425782
		MAPE:  412.1299631895158

	Predictor:  RandomForests
		Pearson Correlation:  0.4637617822650544
		Spearman Correlation:  0.47168364395156603
		Coefficient of Determination:  0.21156824157538845
		RMSE:  0.5538502419387915
		NRMSE:  0.08659999092155289
		MAPE:  387.81209059025514
		Pearson Correlation:  0.3283337114702817
		Spearman Correlation:  0.31888806115781315
		Coefficient of Determination:  0.06748232850836522
		RMSE:  0.49406566940135677
		NRMSE:  0.16570487972945963
		MAPE:  807.3513768694605

Protein:  BRCA2
x_train_column_count:  1
x_train columns:  ['BRCA2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004232193403179485
		RMSE:  0.1957372843548259
		NRMSE:  0.12609907189874434
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0041831029428383015
		RMSE:  0.19359139518213575
		NRMSE:  0.1310414025181481
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  LinearRegression
		Pearson Correlation:  0.04001158289267249
		Spearman Correlation:  0.057472501576392276
		Coefficient of Determination:  0.0016009267655772152
		RMSE:  0.19516798278839598
		NRMSE:  0.12573231295757512
		MAPE:  117.98294827979336
		Pearson Correlation:  -0.07561513606008487
		Spearman Correlation:  -0.13059701492537315
		Coefficient of Determination:  -0.02452145724173871
		RMSE:  0.19554203218990604
		NRMSE:  0.13236178253329048
		MAPE:  118.7555136669517

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  RandomForests
		Pearson Correlation:  0.3068850157044312
		Spearman Correlation:  0.25247642075531285
		Coefficient of Determination:  0.044202194303427866
		RMSE:  0.19095872370308548
		NRMSE:  0.12302059829478852
		MAPE:  126.6880580191218
		Pearson Correlation:  0.07896059153515289
		Spearman Correlation:  0.05877387777856347
		Coefficient of Determination:  -0.011046221373264498
		RMSE:  0.19425182166951882
		NRMSE:  0.13148844311664884
		MAPE:  123.9361936403578

Protein:  CDKN2A
x_train_column_count:  1
x_train columns:  ['CDKN2A']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07796029040511754
		RMSE:  0.688717064305458
		NRMSE:  0.155695052403178
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04182297654643197
		RMSE:  0.6873705418142212
		NRMSE:  0.18569552134596423
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6633450034781481
		NRMSE:  0.14995930902637006
		MAPE:  291.0442764508337
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00497373418246827
		RMSE:  0.6751049711753466
		NRMSE:  0.1823819351565125
		MAPE:  246.23249271843073

	Predictor:  LinearRegression
		Pearson Correlation:  0.5036612591893176
		Spearman Correlation:  0.4759909513511134
		Coefficient of Determination:  0.25367466400816874
		RMSE:  0.5730645647248521
		NRMSE:  0.1295500315869452
		MAPE:  165.20729153512264
		Pearson Correlation:  0.562783406547642
		Spearman Correlation:  0.5756072578285046
		Coefficient of Determination:  0.2930656148585533
		RMSE:  0.5662177809563149
		NRMSE:  0.15296568536749378
		MAPE:  173.217205001395

	Predictor:  ElasticNet
		Pearson Correlation:  0.5036612591893176
		Spearman Correlation:  0.4759909513511134
		Coefficient of Determination:  0.03645107056921948
		RMSE:  0.6511429591282857
		NRMSE:  0.14720084980858722
		MAPE:  281.0400850769281
		Pearson Correlation:  0.562783406547642
		Spearman Correlation:  0.5756072578285046
		Coefficient of Determination:  0.029195285258933223
		RMSE:  0.6635289694095704
		NRMSE:  0.1792546383751811
		MAPE:  239.94265975013613

	Predictor:  RandomForests
		Pearson Correlation:  0.6040027516191304
		Spearman Correlation:  0.4861296560239233
		Coefficient of Determination:  0.36433447381499207
		RMSE:  0.528875917565927
		NRMSE:  0.11956051035739278
		MAPE:  257.31980271784846
		Pearson Correlation:  0.6768078158008014
		Spearman Correlation:  0.569489990183919
		Coefficient of Determination:  0.44303391666723235
		RMSE:  0.5025836141073503
		NRMSE:  0.13577469583621957
		MAPE:  209.43106914074932

Protein:  TP53
x_train_column_count:  1
x_train columns:  ['TP53']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056514421630322165
		RMSE:  0.4680116353271619
		NRMSE:  0.125354663272308
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.038787823290495904
		RMSE:  0.4172475009588805
		NRMSE:  0.13741067049526773
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941389
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  LinearRegression
		Pearson Correlation:  0.3251680923816741
		Spearman Correlation:  0.28717437803663004
		Coefficient of Determination:  0.10573428830313691
		RMSE:  0.43057838556509015
		NRMSE:  0.11532834754656225
		MAPE:  395.91507483603414
		Pearson Correlation:  0.41091156162636316
		Spearman Correlation:  0.3101990049751244
		Coefficient of Determination:  0.1669877225256251
		RMSE:  0.37364228584578285
		NRMSE:  0.12305031643200488
		MAPE:  1296.986191630158

	Predictor:  ElasticNet
		Pearson Correlation:  0.3251680923816741
		Spearman Correlation:  0.28717437803663004
		Coefficient of Determination:  0.020653076550932403
		RMSE:  0.45059588071680967
		NRMSE:  0.12068993724837544
		MAPE:  260.5823238776231
		Pearson Correlation:  0.41091156162636305
		Spearman Correlation:  0.3101990049751244
		Coefficient of Determination:  0.030106195426567672
		RMSE:  0.40317390186373625
		NRMSE:  0.13277586097933022
		MAPE:  958.9705318458945

	Predictor:  RandomForests
		Pearson Correlation:  0.41836058695215167
		Spearman Correlation:  0.35514670974367946
		Coefficient of Determination:  0.17435957320281414
		RMSE:  0.4137275203739926
		NRMSE:  0.11081492443390721
		MAPE:  505.56269271180315
		Pearson Correlation:  0.46793918082121677
		Spearman Correlation:  0.28068144997753247
		Coefficient of Determination:  0.21780722524703144
		RMSE:  0.36206556235238085
		NRMSE:  0.11923779428696882
		MAPE:  1845.1105999300512

Protein:  CTNNB1
x_train_column_count:  1
x_train columns:  ['CTNNB1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3748966387166963
		RMSE:  0.8500866572002603
		NRMSE:  0.167208233123576
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8495839638322671
		RMSE:  1.0424819908687044
		NRMSE:  0.25944650229429445
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  LinearRegression
		Pearson Correlation:  0.06641728094381416
		Spearman Correlation:  0.11831189699055593
		Coefficient of Determination:  0.004411255207969478
		RMSE:  0.7233827756464993
		NRMSE:  0.14228614784549556
		MAPE:  607.0010833449173
		Pearson Correlation:  0.13956120176564732
		Spearman Correlation:  0.1409813676714467
		Coefficient of Determination:  -0.11076417840848163
		RMSE:  0.8078718363971094
		NRMSE:  0.20105817087606317
		MAPE:  216.94387718013633

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  RandomForests
		Pearson Correlation:  0.2846108698980282
		Spearman Correlation:  0.29112484755208995
		Coefficient of Determination:  0.06903793114490742
		RMSE:  0.6995103870594284
		NRMSE:  0.13759055606991116
		MAPE:  631.5545292503399
		Pearson Correlation:  0.0711397534338752
		Spearman Correlation:  0.14282184909213674
		Coefficient of Determination:  -0.1285956971281863
		RMSE:  0.8143305550615784
		NRMSE:  0.20266557702933685
		MAPE:  489.1762361982494

Protein:  CCNE1
x_train_column_count:  1
x_train columns:  ['CCNE1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4791855590206433
		RMSE:  0.8074207285197392
		NRMSE:  0.19485501569122746
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.202859557398884
		RMSE:  0.7485643095226329
		NRMSE:  0.4068306401244751
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5127968844139411
		NRMSE:  0.12375338089483821
		MAPE:  119.54577818111471
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.708057571667368e-05
		RMSE:  0.41828317133084
		NRMSE:  0.22732904598983691
		MAPE:  82.35330275987332

	Predictor:  LinearRegression
		Pearson Correlation:  0.729924711609084
		Spearman Correlation:  0.7061567494715154
		Coefficient of Determination:  0.5327900846176046
		RMSE:  0.35051079946653413
		NRMSE:  0.08458884558885396
		MAPE:  90.83614166716927
		Pearson Correlation:  0.7770270702564801
		Spearman Correlation:  0.7531411569602966
		Coefficient of Determination:  0.46747886325152765
		RMSE:  0.30523096808283556
		NRMSE:  0.16588729725859142
		MAPE:  56.09620217722176

	Predictor:  ElasticNet
		Pearson Correlation:  0.7299247116090841
		Spearman Correlation:  0.7061567494715154
		Coefficient of Determination:  0.03667931381333689
		RMSE:  0.5033045088794984
		NRMSE:  0.12146258389350059
		MAPE:  118.3815866962251
		Pearson Correlation:  0.7770270702564799
		Spearman Correlation:  0.7531411569602966
		Coefficient of Determination:  0.02245204702758996
		RMSE:  0.4135511227396713
		NRMSE:  0.22475726647409572
		MAPE:  81.34737690433269

	Predictor:  RandomForests
		Pearson Correlation:  0.8577101219397514
		Spearman Correlation:  0.7101695638315398
		Coefficient of Determination:  0.7317659742467798
		RMSE:  0.26558424714779255
		NRMSE:  0.06409350270236565
		MAPE:  67.88985778990819
		Pearson Correlation:  0.8351430823920907
		Spearman Correlation:  0.7370836679134409
		Coefficient of Determination:  0.6941548923260417
		RMSE:  0.2313188038212206
		NRMSE:  0.12571742445405715
		MAPE:  40.56267191069466

Protein:  CCND1
x_train_column_count:  1
x_train columns:  ['CCND1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.45856423758787734
		RMSE:  0.28833360256132
		NRMSE:  0.17333782361719832
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5341468996847767
		RMSE:  0.29160473760802996
		NRMSE:  0.22560247695118987
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  LinearRegression
		Pearson Correlation:  0.42236027416892147
		Spearman Correlation:  0.3945270040292828
		Coefficient of Determination:  0.1783882011960466
		RMSE:  0.21640426284054698
		NRMSE:  0.13009598468248967
		MAPE:  534.8786478153853
		Pearson Correlation:  0.29695214528728026
		Spearman Correlation:  0.3886206223783046
		Coefficient of Determination:  0.08424001920543
		RMSE:  0.2252951966327131
		NRMSE:  0.17430153852255456
		MAPE:  350.0330656369793

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  RandomForests
		Pearson Correlation:  0.5009246505960983
		Spearman Correlation:  0.40965593127045014
		Coefficient of Determination:  0.2468749440121255
		RMSE:  0.20718868121322256
		NRMSE:  0.12455584351109315
		MAPE:  491.23954825070194
		Pearson Correlation:  0.3225095409332166
		Spearman Correlation:  0.3839087800361473
		Coefficient of Determination:  0.09369217172592081
		RMSE:  0.22412947187967547
		NRMSE:  0.17339966568644818
		MAPE:  339.86681722580477

Protein:  ERBB2
x_train_column_count:  1
x_train columns:  ['ERBB2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10787728881134795
		RMSE:  1.034673205097243
		NRMSE:  0.18568153277771168
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04400358650048397
		RMSE:  1.0802115255265201
		NRMSE:  0.18403181176661842
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  LinearRegression
		Pearson Correlation:  0.7536423359707011
		Spearman Correlation:  0.6630955260861322
		Coefficient of Determination:  0.5679767705673753
		RMSE:  0.6461166342040771
		NRMSE:  0.11595151628664592
		MAPE:  210.2019794928544
		Pearson Correlation:  0.8108498416783881
		Spearman Correlation:  0.5166032582187103
		Coefficient of Determination:  0.6340678454836574
		RMSE:  0.6395258414521928
		NRMSE:  0.10895375256864795
		MAPE:  809.011693190333

	Predictor:  ElasticNet
		Pearson Correlation:  0.753642335970701
		Spearman Correlation:  0.6630955260861322
		Coefficient of Determination:  0.1235704048334555
		RMSE:  0.9202713245539313
		NRMSE:  0.16515107308542815
		MAPE:  380.8008514263541
		Pearson Correlation:  0.8108498416783884
		Spearman Correlation:  0.5166032582187103
		Coefficient of Determination:  0.12069548978323963
		RMSE:  0.9913510293027509
		NRMSE:  0.16889296374648635
		MAPE:  1278.4076069657146

	Predictor:  RandomForests
		Pearson Correlation:  0.8389294424186137
		Spearman Correlation:  0.6674393366047144
		Coefficient of Determination:  0.7023030045025691
		RMSE:  0.5363454470636926
		NRMSE:  0.09625207671225393
		MAPE:  280.2953308487789
		Pearson Correlation:  0.8161121853257634
		Spearman Correlation:  0.5012523821949281
		Coefficient of Determination:  0.6428254688684671
		RMSE:  0.63182681426791
		NRMSE:  0.10764209657527812
		MAPE:  1420.7544425542162

Protein:  ERBB3
x_train_column_count:  1
x_train columns:  ['ERBB3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.22544319167926496
		RMSE:  0.49276112816642853
		NRMSE:  0.13298208544838536
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.18202543932109472
		RMSE:  0.5629306521688778
		NRMSE:  0.2077549194412726
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  LinearRegression
		Pearson Correlation:  0.4140202554588074
		Spearman Correlation:  0.4574811032948563
		Coefficient of Determination:  0.17141277193017623
		RMSE:  0.4051902314315764
		NRMSE:  0.10934921384644226
		MAPE:  181.83691718420613
		Pearson Correlation:  0.38212391915057364
		Spearman Correlation:  0.4416544727343674
		Coefficient of Determination:  0.14278323145190197
		RMSE:  0.47938761999648344
		NRMSE:  0.17692256761963376
		MAPE:  302.11907423555215

	Predictor:  ElasticNet
		Pearson Correlation:  0.41402025545880744
		Spearman Correlation:  0.4574811032948563
		Coefficient of Determination:  0.04505311002035017
		RMSE:  0.43499018578139437
		NRMSE:  0.11739136621842691
		MAPE:  209.10771780976933
		Pearson Correlation:  0.38212391915057364
		Spearman Correlation:  0.4416544727343674
		Coefficient of Determination:  0.039804617197458425
		RMSE:  0.5073659198963146
		NRMSE:  0.18724822570806457
		MAPE:  282.6400886562516

	Predictor:  RandomForests
		Pearson Correlation:  0.4937926972662044
		Spearman Correlation:  0.47011878226411286
		Coefficient of Determination:  0.24235048330361064
		RMSE:  0.38745745765908807
		NRMSE:  0.10456364716462097
		MAPE:  216.39720242867085
		Pearson Correlation:  0.43320350506909144
		Spearman Correlation:  0.44593650227107995
		Coefficient of Determination:  0.18582907647625257
		RMSE:  0.46719617614868336
		NRMSE:  0.1724231991366529
		MAPE:  360.2215328744491


Fold:  3

Protein:  RB1
x_train_column_count:  1
x_train columns:  ['RB1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01272330861584492
		RMSE:  0.2421068018038906
		NRMSE:  0.08854110656959135
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028050639565306845
		RMSE:  0.22197574606877257
		NRMSE:  0.15575715092466183
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  LinearRegression
		Pearson Correlation:  0.20536425783313839
		Spearman Correlation:  0.28181864803860485
		Coefficient of Determination:  0.04217447839535582
		RMSE:  0.23545330468119732
		NRMSE:  0.08610784986878194
		MAPE:  195.98495621171838
		Pearson Correlation:  0.2109008845607475
		Spearman Correlation:  0.26769161710245765
		Coefficient of Determination:  0.022118335834523384
		RMSE:  0.21919993277299263
		NRMSE:  0.15380940312740687
		MAPE:  232.70273205909703

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  RandomForests
		Pearson Correlation:  0.3151512292058805
		Spearman Correlation:  0.3524539498229516
		Coefficient of Determination:  0.09186867165257584
		RMSE:  0.22926402724699074
		NRMSE:  0.08384436338757707
		MAPE:  273.67842010321056
		Pearson Correlation:  0.2300590252443082
		Spearman Correlation:  0.28681957460006946
		Coefficient of Determination:  0.025303836965301807
		RMSE:  0.2188426138644487
		NRMSE:  0.15355867764882655
		MAPE:  235.88853086302066

Protein:  CDH1
x_train_column_count:  1
x_train columns:  ['CDH1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.13712289650471754
		RMSE:  1.2526616491661007
		NRMSE:  0.19946206317730336
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.061578293423971475
		RMSE:  0.970096042376724
		NRMSE:  0.19071600723011914
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1747084136438477
		NRMSE:  0.18704952288841878
		MAPE:  547.6986763085636
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.045733924340672916
		RMSE:  0.9628293412733254
		NRMSE:  0.18928741030812832
		MAPE:  293.35791980552335

	Predictor:  LinearRegression
		Pearson Correlation:  0.5061521824683969
		Spearman Correlation:  0.6060433571893057
		Coefficient of Determination:  0.2561900318175212
		RMSE:  1.0131204376541854
		NRMSE:  0.1613197728821033
		MAPE:  729.5897156629053
		Pearson Correlation:  0.49632021780749236
		Spearman Correlation:  0.46526016533872
		Coefficient of Determination:  0.21170636467694093
		RMSE:  0.8359546694956115
		NRMSE:  0.16434448737773985
		MAPE:  349.94804563473247

	Predictor:  ElasticNet
		Pearson Correlation:  0.5061521824683969
		Spearman Correlation:  0.6060433571893057
		Coefficient of Determination:  0.07557540428171028
		RMSE:  1.1294469197363601
		NRMSE:  0.17984250815839622
		MAPE:  561.7599950087528
		Pearson Correlation:  0.49632021780749236
		Spearman Correlation:  0.46526016533872
		Coefficient of Determination:  0.028135661651947363
		RMSE:  0.9281999510120545
		NRMSE:  0.1824794461943252
		MAPE:  280.55628317932803

	Predictor:  RandomForests
		Pearson Correlation:  0.720658592011157
		Spearman Correlation:  0.6176291946545054
		Coefficient of Determination:  0.5189174241027371
		RMSE:  0.8147791240760056
		NRMSE:  0.12973776696219955
		MAPE:  282.7560913470706
		Pearson Correlation:  0.7353301371123111
		Spearman Correlation:  0.46500928923410684
		Coefficient of Determination:  0.538426650574287
		RMSE:  0.63967456230514
		NRMSE:  0.1257568046052648
		MAPE:  186.00534358064274

Protein:  CDH2
x_train_column_count:  1
x_train columns:  ['CDH2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032532184952558385
		RMSE:  0.38185758840977485
		NRMSE:  0.13836422509231644
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01322006783790175
		RMSE:  0.3341656221976159
		NRMSE:  0.1760731037776972
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  LinearRegression
		Pearson Correlation:  0.1426127701108289
		Spearman Correlation:  -0.004338932550925531
		Coefficient of Determination:  0.020338402198684102
		RMSE:  0.37734116573013987
		NRMSE:  0.13672772147624462
		MAPE:  205.27568788923608
		Pearson Correlation:  0.1451886540719864
		Spearman Correlation:  0.23133206149702618
		Coefficient of Determination:  0.0139564430879906
		RMSE:  0.32965367947159396
		NRMSE:  0.17369574444727484
		MAPE:  675.7840877768981

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  RandomForests
		Pearson Correlation:  0.23493300907448675
		Spearman Correlation:  0.21194477216286742
		Coefficient of Determination:  0.04976239614304989
		RMSE:  0.3716312713312571
		NRMSE:  0.1346587692337333
		MAPE:  387.79228301128836
		Pearson Correlation:  -0.02522530974628973
		Spearman Correlation:  -0.1851350763201282
		Coefficient of Determination:  -0.0407518659493773
		RMSE:  0.33867526307154056
		NRMSE:  0.17844925025372552
		MAPE:  642.4010366244271

Protein:  CDH3
x_train_column_count:  1
x_train columns:  ['CDH3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.2263418226753373e-05
		RMSE:  0.21251306884336046
		NRMSE:  0.14909431220418734
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004123239054339534
		RMSE:  0.18871613277479948
		NRMSE:  0.16414808838605816
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  LinearRegression
		Pearson Correlation:  0.3026146976584992
		Spearman Correlation:  0.3386347347546788
		Coefficient of Determination:  0.09157565523894473
		RMSE:  0.2025467087768724
		NRMSE:  0.14210214175848376
		MAPE:  362.2955007259329
		Pearson Correlation:  0.2244036246490851
		Spearman Correlation:  0.31279442387062184
		Coefficient of Determination:  0.023797504951999726
		RMSE:  0.18607390663573836
		NRMSE:  0.16184984094195584
		MAPE:  145.3763024255934

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  RandomForests
		Pearson Correlation:  0.38429063561532717
		Spearman Correlation:  0.366929487494884
		Coefficient of Determination:  0.14614884835263475
		RMSE:  0.19636853167347101
		NRMSE:  0.13776767390236222
		MAPE:  480.79342950124743
		Pearson Correlation:  0.27910731531306143
		Spearman Correlation:  0.30860684283191253
		Coefficient of Determination:  0.0655555461704449
		RMSE:  0.1820506628174801
		NRMSE:  0.15835036385874218
		MAPE:  188.00773874257487

Protein:  PTEN
x_train_column_count:  1
x_train columns:  ['PTEN']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023393971457565055
		RMSE:  0.6366126117528933
		NRMSE:  0.09954071014821253
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20813248536085016
		RMSE:  0.517654316968625
		NRMSE:  0.12376376344107133
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6292943186382643
		NRMSE:  0.09839642227163854
		MAPE:  299.798968451812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06342466003107061
		RMSE:  0.4856640113421529
		NRMSE:  0.11611533767086332
		MAPE:  95.15154235140719

	Predictor:  LinearRegression
		Pearson Correlation:  0.39398785459126584
		Spearman Correlation:  0.4168387026449609
		Coefficient of Determination:  0.15522642956542843
		RMSE:  0.5783942541009418
		NRMSE:  0.0904376912049006
		MAPE:  436.81889349420373
		Pearson Correlation:  0.3976334585902839
		Spearman Correlation:  0.39053105400316723
		Coefficient of Determination:  0.1461824631825107
		RMSE:  0.4351761587473583
		NRMSE:  0.10404441226685754
		MAPE:  116.83152125957916

	Predictor:  ElasticNet
		Pearson Correlation:  0.3939878545912659
		Spearman Correlation:  0.4168387026449609
		Coefficient of Determination:  0.024536821370012563
		RMSE:  0.6215259286412055
		NRMSE:  0.09718175727327112
		MAPE:  261.97498625956325
		Pearson Correlation:  0.3976334585902837
		Spearman Correlation:  0.39053105400316723
		Coefficient of Determination:  -0.03271858195499333
		RMSE:  0.4786009482980652
		NRMSE:  0.1144266600435292
		MAPE:  92.27394874682908

	Predictor:  RandomForests
		Pearson Correlation:  0.4486456840284966
		Spearman Correlation:  0.44022349775190645
		Coefficient of Determination:  0.19703242003461852
		RMSE:  0.5639009371276077
		NRMSE:  0.08817151702409627
		MAPE:  546.1899445028266
		Pearson Correlation:  0.3687177757531359
		Spearman Correlation:  0.405227077725146
		Coefficient of Determination:  0.1312647338902646
		RMSE:  0.43896135222360844
		NRMSE:  0.10494939803557798
		MAPE:  126.18039299878608

Protein:  BRCA2
x_train_column_count:  1
x_train columns:  ['BRCA2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00289910117318648
		RMSE:  0.19032543678137456
		NRMSE:  0.12827584502559417
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001649424828515933
		RMSE:  0.21414907824527551
		NRMSE:  0.14729386559180924
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  LinearRegression
		Pearson Correlation:  0.029598716808603823
		Spearman Correlation:  0.007235394469500479
		Coefficient of Determination:  0.0008760840367157963
		RMSE:  0.18996688066183695
		NRMSE:  0.12803418479351694
		MAPE:  114.82449131210666
		Pearson Correlation:  -0.01605456565446292
		Spearman Correlation:  0.05298569807603587
		Coefficient of Determination:  -0.005863409902131078
		RMSE:  0.21475827190110194
		NRMSE:  0.14771287504632535
		MAPE:  112.83494974880834

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  RandomForests
		Pearson Correlation:  0.2847852536520081
		Spearman Correlation:  0.24810712888855369
		Coefficient of Determination:  0.04356944145348551
		RMSE:  0.18586385299339783
		NRMSE:  0.1252688195841519
		MAPE:  118.71205027999494
		Pearson Correlation:  -0.008597785420769612
		Spearman Correlation:  -0.1128019880749639
		Coefficient of Determination:  -0.012088332481777764
		RMSE:  0.2154217773299026
		NRMSE:  0.14816924067838874
		MAPE:  157.49003513886964

Protein:  CDKN2A
x_train_column_count:  1
x_train columns:  ['CDKN2A']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07669790023289091
		RMSE:  0.6927164423772558
		NRMSE:  0.16172871740223568
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04462654135164201
		RMSE:  0.6710309035955896
		NRMSE:  0.2071658496482324
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6675880639420501
		NRMSE:  0.15586198728568595
		MAPE:  307.97311558867955
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004949645588538276
		RMSE:  0.658164031136248
		NRMSE:  0.20319348928290204
		MAPE:  176.07940307985857

	Predictor:  LinearRegression
		Pearson Correlation:  0.5076634573044784
		Spearman Correlation:  0.4770131653521852
		Coefficient of Determination:  0.2577221858823361
		RMSE:  0.5751641428613341
		NRMSE:  0.1342837464655711
		MAPE:  175.60838217316672
		Pearson Correlation:  0.536825509758858
		Spearman Correlation:  0.5740296013666005
		Coefficient of Determination:  0.2815143854042633
		RMSE:  0.5565075134966199
		NRMSE:  0.17180930304609918
		MAPE:  120.0057721559081

	Predictor:  ElasticNet
		Pearson Correlation:  0.5076634573044784
		Spearman Correlation:  0.4770131653521852
		Coefficient of Determination:  0.036194065040067835
		RMSE:  0.6553953583733332
		NRMSE:  0.1530153526273191
		MAPE:  297.62018520166134
		Pearson Correlation:  0.5368255097588582
		Spearman Correlation:  0.5740296013666005
		Coefficient of Determination:  0.03083138193311097
		RMSE:  0.6463409394640487
		NRMSE:  0.19954337299374786
		MAPE:  171.39601367062235

	Predictor:  RandomForests
		Pearson Correlation:  0.6245172571557215
		Spearman Correlation:  0.4954089061519607
		Coefficient of Determination:  0.3894788522073944
		RMSE:  0.5216256263174344
		NRMSE:  0.12178409280851568
		MAPE:  264.11801229845923
		Pearson Correlation:  0.6251797457998285
		Spearman Correlation:  0.5733110855363031
		Coefficient of Determination:  0.38811166296195954
		RMSE:  0.5135681488886652
		NRMSE:  0.15855273035369863
		MAPE:  124.73179501297591

Protein:  TP53
x_train_column_count:  1
x_train columns:  ['TP53']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.043501333030021794
		RMSE:  0.4597988418920562
		NRMSE:  0.11050200478059512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10290984727382035
		RMSE:  0.4520547550562478
		NRMSE:  0.16857084713604026
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45011280589110314
		NRMSE:  0.10817419031269002
		MAPE:  382.8265287953516
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010546813555600831
		RMSE:  0.4327123127899972
		NRMSE:  0.16135806629028604
		MAPE:  261.16646791413905

	Predictor:  LinearRegression
		Pearson Correlation:  0.3519419853875893
		Spearman Correlation:  0.29871023780362554
		Coefficient of Determination:  0.12386316107855821
		RMSE:  0.4213154057090008
		NRMSE:  0.10125340199687595
		MAPE:  571.7401607647244
		Pearson Correlation:  0.2980744477164273
		Spearman Correlation:  0.2638162570605619
		Coefficient of Determination:  0.07494796243869972
		RMSE:  0.41400359918732
		NRMSE:  0.15438160234304485
		MAPE:  478.6830311943441

	Predictor:  ElasticNet
		Pearson Correlation:  0.3519419853875893
		Spearman Correlation:  0.29871023780362554
		Coefficient of Determination:  0.028919334894862203
		RMSE:  0.44355657620955213
		NRMSE:  0.1065985523214497
		MAPE:  375.36566134323886
		Pearson Correlation:  0.29807444771642727
		Spearman Correlation:  0.2638162570605619
		Coefficient of Determination:  0.012100135114093469
		RMSE:  0.42783616991957013
		NRMSE:  0.1595397566160034
		MAPE:  285.6258483350058

	Predictor:  RandomForests
		Pearson Correlation:  0.45570202069206317
		Spearman Correlation:  0.35162246446507417
		Coefficient of Determination:  0.2064007311866748
		RMSE:  0.40097934166090254
		NRMSE:  0.0963660998944731
		MAPE:  818.1649159606385
		Pearson Correlation:  0.2984791130638284
		Spearman Correlation:  0.26907455660028845
		Coefficient of Determination:  0.0658446370334902
		RMSE:  0.4160356917475398
		NRMSE:  0.15513936799090863
		MAPE:  471.9253068166904

Protein:  CTNNB1
x_train_column_count:  1
x_train columns:  ['CTNNB1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.43619721536848943
		RMSE:  0.9218173342266688
		NRMSE:  0.18131733560713392
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5414936126562622
		RMSE:  0.7610450185362576
		NRMSE:  0.2487969592128731
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  LinearRegression
		Pearson Correlation:  0.0517474756663673
		Spearman Correlation:  0.07873234122650967
		Coefficient of Determination:  0.0026778012378414484
		RMSE:  0.7681668709940904
		NRMSE:  0.15109497855902645
		MAPE:  433.4262364661056
		Pearson Correlation:  0.21972783891735959
		Spearman Correlation:  0.26859935909425303
		Coefficient of Determination:  0.009575156502854565
		RMSE:  0.6100286689166915
		NRMSE:  0.19942746376693957
		MAPE:  1336.3278344093535

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  RandomForests
		Pearson Correlation:  0.28283871709746194
		Spearman Correlation:  0.27248155031404964
		Coefficient of Determination:  0.056911975463831976
		RMSE:  0.7469885508843376
		NRMSE:  0.14692929797095547
		MAPE:  449.58995100093125
		Pearson Correlation:  0.20590790949456775
		Spearman Correlation:  0.1399556799237513
		Coefficient of Determination:  0.026453487374958562
		RMSE:  0.6048084295659103
		NRMSE:  0.1977208897204584
		MAPE:  1426.5538436896502

Protein:  CCNE1
x_train_column_count:  1
x_train columns:  ['CCNE1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.3882525061775621
		RMSE:  0.8073510115699897
		NRMSE:  0.1948381908849554
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.2068608862157744
		RMSE:  0.7484097025916991
		NRMSE:  0.3260050104942715
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5224229806426052
		NRMSE:  0.12607644873967835
		MAPE:  105.82433067667067
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010783677474574871
		RMSE:  0.36685077747270034
		NRMSE:  0.1597990928573857
		MAPE:  133.3645349232411

	Predictor:  LinearRegression
		Pearson Correlation:  0.731155078102014
		Spearman Correlation:  0.724580992574438
		Coefficient of Determination:  0.5345877482343622
		RMSE:  0.35640285844531305
		NRMSE:  0.08601077743208076
		MAPE:  77.48353179860717
		Pearson Correlation:  0.6686208249928275
		Spearman Correlation:  0.6712078704223245
		Coefficient of Determination:  0.4364788914076563
		RMSE:  0.2739147556273362
		NRMSE:  0.11931644188148982
		MAPE:  97.28225630852704

	Predictor:  ElasticNet
		Pearson Correlation:  0.7311550781020141
		Spearman Correlation:  0.724580992574438
		Coefficient of Determination:  0.034002727367039465
		RMSE:  0.5134642637329626
		NRMSE:  0.12391443968746835
		MAPE:  104.78887975263882
		Pearson Correlation:  0.6686208249928273
		Spearman Correlation:  0.6712078704223245
		Coefficient of Determination:  0.022439477553301668
		RMSE:  0.3607714493679508
		NRMSE:  0.1571509558600648
		MAPE:  131.9402450389214

	Predictor:  RandomForests
		Pearson Correlation:  0.8620576959955392
		Spearman Correlation:  0.7260197277689745
		Coefficient of Determination:  0.7409729273935419
		RMSE:  0.26588562094289714
		NRMSE:  0.06416623330426845
		MAPE:  55.85462183805717
		Pearson Correlation:  0.7693889488812767
		Spearman Correlation:  0.6683249776710507
		Coefficient of Determination:  0.5225628425841873
		RMSE:  0.25212646899839464
		NRMSE:  0.10982552990303378
		MAPE:  78.16212414126768

Protein:  CCND1
x_train_column_count:  1
x_train columns:  ['CCND1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.44064885869713843
		RMSE:  0.2936537728092399
		NRMSE:  0.17653615611766113
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6507167710215811
		RMSE:  0.2694738938084911
		NRMSE:  0.2553456206196082
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  LinearRegression
		Pearson Correlation:  0.41041993626280227
		Spearman Correlation:  0.40702588796834765
		Coefficient of Determination:  0.16844452408196253
		RMSE:  0.2231013144804463
		NRMSE:  0.13412205845814423
		MAPE:  532.0448309434951
		Pearson Correlation:  0.3721019412428963
		Spearman Correlation:  0.3490592152021846
		Coefficient of Determination:  0.11233592807704806
		RMSE:  0.197608097567355
		NRMSE:  0.18724768325296826
		MAPE:  345.7158784675023

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  RandomForests
		Pearson Correlation:  0.48699822442771834
		Spearman Correlation:  0.43302356100040734
		Coefficient of Determination:  0.2329800130729628
		RMSE:  0.21426925304637665
		NRMSE:  0.12881247853601416
		MAPE:  532.0829627883396
		Pearson Correlation:  0.3682241478957792
		Spearman Correlation:  0.3545397794492318
		Coefficient of Determination:  0.12538407752351843
		RMSE:  0.19615035827191662
		NRMSE:  0.18586637191391944
		MAPE:  242.12255902019984

Protein:  ERBB2
x_train_column_count:  1
x_train columns:  ['ERBB2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08695701084953744
		RMSE:  1.023008454816054
		NRMSE:  0.1742863272085548
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1111491455026472
		RMSE:  1.1242523174677488
		NRMSE:  0.20280184671833265
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865388
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792788993

	Predictor:  LinearRegression
		Pearson Correlation:  0.757630742403632
		Spearman Correlation:  0.6175542476381123
		Coefficient of Determination:  0.5740043418350786
		RMSE:  0.6404358362682986
		NRMSE:  0.1091087851624953
		MAPE:  320.7122473043479
		Pearson Correlation:  0.7901604979795926
		Spearman Correlation:  0.693151651706485
		Coefficient of Determination:  0.6172623825300021
		RMSE:  0.6598241207246933
		NRMSE:  0.11902448241660533
		MAPE:  141.8418124310345

	Predictor:  ElasticNet
		Pearson Correlation:  0.757630742403632
		Spearman Correlation:  0.6175542476381123
		Coefficient of Determination:  0.11558711492132345
		RMSE:  0.922785091803486
		NRMSE:  0.1572116278180292
		MAPE:  571.3407183590255
		Pearson Correlation:  0.7901604979795926
		Spearman Correlation:  0.693151651706485
		Coefficient of Determination:  0.13519455858328966
		RMSE:  0.9918290399756333
		NRMSE:  0.17891425066304087
		MAPE:  255.96928826626169

	Predictor:  RandomForests
		Pearson Correlation:  0.819999050484025
		Spearman Correlation:  0.6221160255281639
		Coefficient of Determination:  0.670233501848126
		RMSE:  0.5634771446431789
		NRMSE:  0.09599760543863893
		MAPE:  549.6016379139868
		Pearson Correlation:  0.8604407371645879
		Spearman Correlation:  0.6851291397706071
		Coefficient of Determination:  0.7380335646767575
		RMSE:  0.5458840920255202
		NRMSE:  0.09847104625613685
		MAPE:  202.52741537438453

Protein:  ERBB3
x_train_column_count:  1
x_train columns:  ['ERBB3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19951943522205973
		RMSE:  0.4939516163098853
		NRMSE:  0.17910620018705933
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27774471248359456
		RMSE:  0.5592204608326292
		NRMSE:  0.15547938022732444
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  LinearRegression
		Pearson Correlation:  0.4118347805352837
		Spearman Correlation:  0.4548855783210745
		Coefficient of Determination:  0.1696078864585452
		RMSE:  0.4109815959703826
		NRMSE:  0.14902138098256357
		MAPE:  205.9352300488748
		Pearson Correlation:  0.39517943353034346
		Spearman Correlation:  0.4259180289031036
		Coefficient of Determination:  0.13282016833206411
		RMSE:  0.4606972196012416
		NRMSE:  0.12808708406234562
		MAPE:  147.06597736539783

	Predictor:  ElasticNet
		Pearson Correlation:  0.41183478053528383
		Spearman Correlation:  0.4548855783210745
		Coefficient of Determination:  0.04755145498089686
		RMSE:  0.4401508325951001
		NRMSE:  0.15959810745071382
		MAPE:  228.9864985313079
		Pearson Correlation:  0.3951794335303434
		Spearman Correlation:  0.4259180289031036
		Coefficient of Determination:  0.025392691162460124
		RMSE:  0.48840020639274356
		NRMSE:  0.1357893115709303
		MAPE:  155.3064269485719

	Predictor:  RandomForests
		Pearson Correlation:  0.4999772787130882
		Spearman Correlation:  0.47145580278027005
		Coefficient of Determination:  0.24936566604040078
		RMSE:  0.39074639408774725
		NRMSE:  0.14168412364895636
		MAPE:  239.36369085083874
		Pearson Correlation:  0.40632927276753494
		Spearman Correlation:  0.4286995163716889
		Coefficient of Determination:  0.13799826967697426
		RMSE:  0.45931970330957334
		NRMSE:  0.1277040948938829
		MAPE:  166.28304846884032


Fold:  4

Protein:  RB1
x_train_column_count:  1
x_train columns:  ['RB1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0017653619110491459
		RMSE:  0.25173274438657
		NRMSE:  0.09206141909982812
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11040193949010524
		RMSE:  0.1737457828578019
		NRMSE:  0.1664678101960314
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  LinearRegression
		Pearson Correlation:  0.20060321424304425
		Spearman Correlation:  0.2604333098848863
		Coefficient of Determination:  0.040241649564640825
		RMSE:  0.2463982702627586
		NRMSE:  0.09011054354255361
		MAPE:  268.42741313559105
		Pearson Correlation:  0.3029177651686274
		Spearman Correlation:  0.3658524420503997
		Coefficient of Determination:  0.0009212273884317002
		RMSE:  0.16480638458270389
		NRMSE:  0.15790287105996234
		MAPE:  110.48529460613344

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  RandomForests
		Pearson Correlation:  0.3354716659774619
		Spearman Correlation:  0.36872499080973353
		Coefficient of Determination:  0.09970165657844221
		RMSE:  0.23864367620422963
		NRMSE:  0.08727460364402781
		MAPE:  320.1667713812272
		Pearson Correlation:  0.2489237660453198
		Spearman Correlation:  0.34152871277647523
		Coefficient of Determination:  -0.03633114959068817
		RMSE:  0.16785081043222436
		NRMSE:  0.16081977008414552
		MAPE:  112.5832654307591

Protein:  CDH1
x_train_column_count:  1
x_train columns:  ['CDH1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1648542010437435
		RMSE:  1.2077311247232185
		NRMSE:  0.19230774891296748
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01787767410405383
		RMSE:  1.1768276141426715
		NRMSE:  0.21349508619837296
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.119011303751291
		NRMSE:  0.17818083878718685
		MAPE:  552.7314487209006
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06543533401046742
		RMSE:  1.204005869039757
		NRMSE:  0.21842565020132743
		MAPE:  371.74257556440244

	Predictor:  LinearRegression
		Pearson Correlation:  0.5112589407667545
		Spearman Correlation:  0.6035344748233071
		Coefficient of Determination:  0.2613857045139436
		RMSE:  0.9617082199179806
		NRMSE:  0.15313337472022873
		MAPE:  736.7428771637664
		Pearson Correlation:  0.46754759908450405
		Spearman Correlation:  0.44892080948640256
		Coefficient of Determination:  0.18511913871768682
		RMSE:  1.0529605857943893
		NRMSE:  0.1910236540391113
		MAPE:  375.52126774183404

	Predictor:  ElasticNet
		Pearson Correlation:  0.5112589407667545
		Spearman Correlation:  0.6035344748233071
		Coefficient of Determination:  0.06784846393718191
		RMSE:  1.0803829788764219
		NRMSE:  0.17203002752721597
		MAPE:  562.9812988720985
		Pearson Correlation:  0.46754759908450405
		Spearman Correlation:  0.44892080948640256
		Coefficient of Determination:  0.008622323899579842
		RMSE:  1.1614074933215512
		NRMSE:  0.2106976331268008
		MAPE:  357.1028804839544

	Predictor:  RandomForests
		Pearson Correlation:  0.7087465928671025
		Spearman Correlation:  0.6151147498515491
		Coefficient of Determination:  0.5020692188726259
		RMSE:  0.7896214925151644
		NRMSE:  0.12573190225075068
		MAPE:  347.50739803543973
		Pearson Correlation:  0.7565120663505035
		Spearman Correlation:  0.44363902379888376
		Coefficient of Determination:  0.5235914114602802
		RMSE:  0.8051093072939526
		NRMSE:  0.1460595238369349
		MAPE:  167.38169848454703

Protein:  CDH2
x_train_column_count:  1
x_train columns:  ['CDH2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011628294333081435
		RMSE:  0.38156283556505555
		NRMSE:  0.1382574228440668
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.013534078125908788
		RMSE:  0.33551468363995024
		NRMSE:  0.17308132332546644
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  LinearRegression
		Pearson Correlation:  0.1272657541228809
		Spearman Correlation:  0.07146547137499795
		Coefficient of Determination:  0.016196572172465618
		RMSE:  0.3762787992251089
		NRMSE:  0.13634277818142942
		MAPE:  647.0463099258229
		Pearson Correlation:  0.20599048693772695
		Spearman Correlation:  -0.07145475629371938
		Coefficient of Determination:  -0.018662252249238565
		RMSE:  0.3363624137974115
		NRMSE:  0.17351864027351918
		MAPE:  149.9789550533449

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  RandomForests
		Pearson Correlation:  0.20068017063291904
		Spearman Correlation:  0.19591540058773488
		Coefficient of Determination:  0.035911956927223376
		RMSE:  0.37248941165378463
		NRMSE:  0.13496971217254317
		MAPE:  884.409767131594
		Pearson Correlation:  0.13975849733951237
		Spearman Correlation:  -0.007879855739278996
		Coefficient of Determination:  -0.03649031714906359
		RMSE:  0.33929306149406074
		NRMSE:  0.1750304679408922
		MAPE:  184.58079283105226

Protein:  CDH3
x_train_column_count:  1
x_train columns:  ['CDH3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006306553616452382
		RMSE:  0.206558346691537
		NRMSE:  0.1472115018398285
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056823148221427866
		RMSE:  0.21361844422784051
		NRMSE:  0.19012980777528213
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  LinearRegression
		Pearson Correlation:  0.2585402732845947
		Spearman Correlation:  0.3309265441567785
		Coefficient of Determination:  0.06684307291007296
		RMSE:  0.1989092319417179
		NRMSE:  0.14176007521823758
		MAPE:  172.41137432224951
		Pearson Correlation:  0.4135532481751862
		Spearman Correlation:  0.3220264591827829
		Coefficient of Determination:  0.042540220994494726
		RMSE:  0.20332831363960122
		NRMSE:  0.18097113911351725
		MAPE:  586.8030112709793

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  RandomForests
		Pearson Correlation:  0.3661650806172687
		Spearman Correlation:  0.35439273671084043
		Coefficient of Determination:  0.13219300783029397
		RMSE:  0.19181791710406904
		NRMSE:  0.13670618548688587
		MAPE:  233.9258036788603
		Pearson Correlation:  0.3409632548764403
		Spearman Correlation:  0.30228083799903893
		Coefficient of Determination:  0.027424343098695014
		RMSE:  0.20492704927339866
		NRMSE:  0.18239408412108035
		MAPE:  815.7562828804256

Protein:  PTEN
x_train_column_count:  1
x_train columns:  ['PTEN']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04663541191913323
		RMSE:  0.5747314783713694
		NRMSE:  0.11117523181123673
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02346833201832421
		RMSE:  0.7542692946958974
		NRMSE:  0.11793750210239971
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  LinearRegression
		Pearson Correlation:  0.39770673577924787
		Spearman Correlation:  0.4125541754874478
		Coefficient of Determination:  0.15817064768418443
		RMSE:  0.5154414074592556
		NRMSE:  0.09970624563975078
		MAPE:  259.16907417773587
		Pearson Correlation:  0.4352330047258671
		Spearman Correlation:  0.4688213069988404
		Coefficient of Determination:  0.15805245626297648
		RMSE:  0.6841191398264946
		NRMSE:  0.10696882805511604
		MAPE:  602.3780358417006

	Predictor:  ElasticNet
		Pearson Correlation:  0.39770673577924787
		Spearman Correlation:  0.4125541754874478
		Coefficient of Determination:  0.022875863298735255
		RMSE:  0.5553185009998366
		NRMSE:  0.1074200133472293
		MAPE:  255.34051456144576
		Pearson Correlation:  0.43523300472586723
		Spearman Correlation:  0.4688213069988404
		Coefficient of Determination:  0.0164627947309528
		RMSE:  0.7394088092038386
		NRMSE:  0.11561391747382356
		MAPE:  368.679731963499

	Predictor:  RandomForests
		Pearson Correlation:  0.4480104956483391
		Spearman Correlation:  0.4392262058963344
		Coefficient of Determination:  0.19430775807159506
		RMSE:  0.5042569155059734
		NRMSE:  0.09754273357822141
		MAPE:  267.30505802947863
		Pearson Correlation:  0.436932308042635
		Spearman Correlation:  0.47224052214471246
		Coefficient of Determination:  0.1541849426458075
		RMSE:  0.6856886013856142
		NRMSE:  0.10721422897124762
		MAPE:  505.4868401346051

Protein:  BRCA2
x_train_column_count:  1
x_train columns:  ['BRCA2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015699866052385492
		RMSE:  0.1919477679021074
		NRMSE:  0.12365776640496533
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0014129332580739007
		RMSE:  0.2082543553514594
		NRMSE:  0.20232423210836328
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  LinearRegression
		Pearson Correlation:  0.02188802695411087
		Spearman Correlation:  0.01572029885733223
		Coefficient of Determination:  0.0004790857239438395
		RMSE:  0.19175131820913427
		NRMSE:  0.12353120838082414
		MAPE:  111.961247159937
		Pearson Correlation:  -0.17899779266858887
		Spearman Correlation:  -0.15346076634372002
		Coefficient of Determination:  -0.006876659817144359
		RMSE:  0.20882170225143312
		NRMSE:  0.20287542358612384
		MAPE:  141.83179502022946

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  RandomForests
		Pearson Correlation:  0.29756859130815233
		Spearman Correlation:  0.22793522807235775
		Coefficient of Determination:  0.0436784830702307
		RMSE:  0.18756179440287882
		NRMSE:  0.1208322077003568
		MAPE:  118.66940252409964
		Pearson Correlation:  -0.019302508339210173
		Spearman Correlation:  -0.026935047913685145
		Coefficient of Determination:  -0.00923731427144081
		RMSE:  0.20906635350900685
		NRMSE:  0.20311310830459905
		MAPE:  117.40974708408407

Protein:  CDKN2A
x_train_column_count:  1
x_train columns:  ['CDKN2A']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06343046233027927
		RMSE:  0.6950010485750925
		NRMSE:  0.15711564339891315
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10006794882547432
		RMSE:  0.6614783461565592
		NRMSE:  0.1993004959796804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6739550183850767
		NRMSE:  0.1523578655781794
		MAPE:  281.71125082022354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0022276354551518107
		RMSE:  0.6313774446715202
		NRMSE:  0.19023122768048215
		MAPE:  197.14658329930893

	Predictor:  LinearRegression
		Pearson Correlation:  0.5089092587161526
		Spearman Correlation:  0.5043429685491743
		Coefficient of Determination:  0.25898863360702407
		RMSE:  0.5801540740130321
		NRMSE:  0.13115272386414198
		MAPE:  151.6984751149728
		Pearson Correlation:  0.5446033666939745
		Spearman Correlation:  0.4884824000299256
		Coefficient of Determination:  0.2776884243166473
		RMSE:  0.5360041640704614
		NRMSE:  0.1614956806479245
		MAPE:  114.74866140595384

	Predictor:  ElasticNet
		Pearson Correlation:  0.5089092587161527
		Spearman Correlation:  0.5043429685491743
		Coefficient of Determination:  0.037163054596823675
		RMSE:  0.6613133420180523
		NRMSE:  0.1495000208020916
		MAPE:  271.1427747808473
		Pearson Correlation:  0.5446033666939746
		Spearman Correlation:  0.4884824000299256
		Coefficient of Determination:  0.03400642578349122
		RMSE:  0.619859119380289
		NRMSE:  0.186760807285414
		MAPE:  190.37084461363898

	Predictor:  RandomForests
		Pearson Correlation:  0.6315021316579708
		Spearman Correlation:  0.5175085850702341
		Coefficient of Determination:  0.39829848360987263
		RMSE:  0.5227830094552866
		NRMSE:  0.11818311505714627
		MAPE:  286.8091880382585
		Pearson Correlation:  0.6229828385819468
		Spearman Correlation:  0.48235825210423916
		Coefficient of Determination:  0.3606879562454919
		RMSE:  0.5042690563417233
		NRMSE:  0.1519340332454725
		MAPE:  126.41263181421061

Protein:  TP53
x_train_column_count:  1
x_train columns:  ['TP53']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04782361373877353
		RMSE:  0.460756629216985
		NRMSE:  0.11073218678610552
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07696826201632412
		RMSE:  0.4481222561682025
		NRMSE:  0.1422068596624151
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4501191620264231
		NRMSE:  0.10817571786263473
		MAPE:  418.8529054417374
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002447694094247499
		RMSE:  0.4323405014905614
		NRMSE:  0.13719868668778923
		MAPE:  185.65040333639752

	Predictor:  LinearRegression
		Pearson Correlation:  0.33276518507002034
		Spearman Correlation:  0.2833861559156332
		Coefficient of Determination:  0.11073266839468476
		RMSE:  0.4244667448515206
		NRMSE:  0.10201075338897396
		MAPE:  641.5008293378107
		Pearson Correlation:  0.3834732257694103
		Spearman Correlation:  0.31250015586229263
		Coefficient of Determination:  0.1397396267037
		RMSE:  0.40050691650465914
		NRMSE:  0.12709663509287228
		MAPE:  193.43090409925912

	Predictor:  ElasticNet
		Pearson Correlation:  0.33276518507002034
		Spearman Correlation:  0.2833861559156332
		Coefficient of Determination:  0.025240315597090168
		RMSE:  0.44440228266528714
		NRMSE:  0.10680179828533698
		MAPE:  419.306021152465
		Pearson Correlation:  0.3834732257694103
		Spearman Correlation:  0.31250015586229263
		Coefficient of Determination:  0.024477897169501328
		RMSE:  0.42649468006176494
		NRMSE:  0.13534357706961314
		MAPE:  185.96914882715743

	Predictor:  RandomForests
		Pearson Correlation:  0.4344928815774183
		Spearman Correlation:  0.33659916441779625
		Coefficient of Determination:  0.1871563068639337
		RMSE:  0.40581773432610707
		NRMSE:  0.09752889553619493
		MAPE:  838.6185787542784
		Pearson Correlation:  0.4387149159844563
		Spearman Correlation:  0.25378423849339315
		Coefficient of Determination:  0.18089051627022013
		RMSE:  0.3908103335422206
		NRMSE:  0.12401952701898343
		MAPE:  229.84517702837385

Protein:  CTNNB1
x_train_column_count:  1
x_train columns:  ['CTNNB1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6170193939500923
		RMSE:  0.9046651382507068
		NRMSE:  0.21849703851094263
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09478783275970826
		RMSE:  0.8396248247596424
		NRMSE:  0.17652527641906535
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  LinearRegression
		Pearson Correlation:  0.10830589448220498
		Spearman Correlation:  0.13480386712524542
		Coefficient of Determination:  0.0117301667795906
		RMSE:  0.7072419451207151
		NRMSE:  0.17081488385680496
		MAPE:  573.4555778410324
		Pearson Correlation:  -0.09138017300424373
		Spearman Correlation:  0.03373358770059477
		Coefficient of Determination:  -0.16797040045743095
		RMSE:  0.8672338240312909
		NRMSE:  0.1823298763836706
		MAPE:  970.1379641339552

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  RandomForests
		Pearson Correlation:  0.27073272495551043
		Spearman Correlation:  0.25332746502304954
		Coefficient of Determination:  0.05488063472280302
		RMSE:  0.6916295995789115
		NRMSE:  0.16704415022193786
		MAPE:  598.8045248717256
		Pearson Correlation:  0.07267382808851819
		Spearman Correlation:  0.13823949839064295
		Coefficient of Determination:  -0.133416084696651
		RMSE:  0.8543089877843627
		NRMSE:  0.17961251950726656
		MAPE:  916.3275962998433

Protein:  CCNE1
x_train_column_count:  1
x_train columns:  ['CCNE1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4688329016852353
		RMSE:  0.7931748470731899
		NRMSE:  0.19141705409976348
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.186170633384966
		RMSE:  0.8069776954058596
		NRMSE:  0.32929800677624244
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5048043460690237
		NRMSE:  0.12182453992060809
		MAPE:  103.07374645056161
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01570191691728584
		RMSE:  0.4556277343037054
		NRMSE:  0.18592497115143453
		MAPE:  142.6844229696492

	Predictor:  LinearRegression
		Pearson Correlation:  0.7284659471489124
		Spearman Correlation:  0.7105645817584747
		Coefficient of Determination:  0.5306626361555623
		RMSE:  0.345832377321277
		NRMSE:  0.08345980098010883
		MAPE:  76.12495494477345
		Pearson Correlation:  0.8235508887291156
		Spearman Correlation:  0.7249192633324606
		Coefficient of Determination:  0.47728890438008054
		RMSE:  0.32685706405279036
		NRMSE:  0.13337838245849604
		MAPE:  111.11211553521782

	Predictor:  ElasticNet
		Pearson Correlation:  0.7284659471489123
		Spearman Correlation:  0.7105645817584747
		Coefficient of Determination:  0.03609851240051165
		RMSE:  0.495609258133238
		NRMSE:  0.11960548739851774
		MAPE:  101.98356781651003
		Pearson Correlation:  0.8235508887291157
		Spearman Correlation:  0.7249192633324606
		Coefficient of Determination:  0.006382326787262915
		RMSE:  0.4506471924042329
		NRMSE:  0.18389259463161386
		MAPE:  141.54779063373678

	Predictor:  RandomForests
		Pearson Correlation:  0.8558319038801104
		Spearman Correlation:  0.7158571558170889
		Coefficient of Determination:  0.7288377951807345
		RMSE:  0.26286796528567175
		NRMSE:  0.06343798182437718
		MAPE:  55.5244048092431
		Pearson Correlation:  0.8456838474620257
		Spearman Correlation:  0.7088274541368929
		Coefficient of Determination:  0.7022821756292825
		RMSE:  0.24667744086523613
		NRMSE:  0.10066001830785773
		MAPE:  69.87901290517232

Protein:  CCND1
x_train_column_count:  1
x_train columns:  ['CCND1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47371951525638445
		RMSE:  0.2917253166285864
		NRMSE:  0.18637975276867558
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47112550847095647
		RMSE:  0.27775626016480953
		NRMSE:  0.17517423067911803
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  LinearRegression
		Pearson Correlation:  0.36603283831856076
		Spearman Correlation:  0.3728160125831736
		Coefficient of Determination:  0.13398003872754172
		RMSE:  0.22363030380370164
		NRMSE:  0.14287467819456795
		MAPE:  537.6675814363354
		Pearson Correlation:  0.601289204395813
		Spearman Correlation:  0.49870696642102774
		Coefficient of Determination:  0.2634898198839728
		RMSE:  0.19652978093467904
		NRMSE:  0.12394663277918709
		MAPE:  467.70418773534425

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  RandomForests
		Pearson Correlation:  0.4536960474814516
		Spearman Correlation:  0.39958941232777434
		Coefficient of Determination:  0.2019813527443235
		RMSE:  0.2146709224136968
		NRMSE:  0.1371506385132421
		MAPE:  504.6727797801616
		Pearson Correlation:  0.5244663896500242
		Spearman Correlation:  0.5018856606099847
		Coefficient of Determination:  0.2568204270681399
		RMSE:  0.1974176032612837
		NRMSE:  0.12450656108809517
		MAPE:  425.3854561538555

Protein:  ERBB2
x_train_column_count:  1
x_train columns:  ['ERBB2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06177154229692228
		RMSE:  1.0106646016782141
		NRMSE:  0.1721833486682819
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.26989975035857605
		RMSE:  1.1682171872252598
		NRMSE:  0.21036071365744585
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9808249714864398
		NRMSE:  0.1670996765569688
		MAPE:  529.9728174248761
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556425
		RMSE:  1.07776630779691
		NRMSE:  0.19407323581894154
		MAPE:  193.8969179437583

	Predictor:  LinearRegression
		Pearson Correlation:  0.7679926094943187
		Spearman Correlation:  0.6238582415521245
		Coefficient of Determination:  0.589812648237893
		RMSE:  0.6281778902672617
		NRMSE:  0.10702044231685805
		MAPE:  245.32123041369854
		Pearson Correlation:  0.7633533110364072
		Spearman Correlation:  0.67230847305938
		Coefficient of Determination:  0.5282240041870259
		RMSE:  0.712043936559668
		NRMSE:  0.12821765703166854
		MAPE:  138.2438757941741

	Predictor:  ElasticNet
		Pearson Correlation:  0.7679926094943187
		Spearman Correlation:  0.6238582415521245
		Coefficient of Determination:  0.1255394977233607
		RMSE:  0.9171948622220906
		NRMSE:  0.156259240203433
		MAPE:  494.58396559837263
		Pearson Correlation:  0.7633533110364072
		Spearman Correlation:  0.67230847305938
		Coefficient of Determination:  0.05393946327245469
		RMSE:  1.008319894481971
		NRMSE:  0.1815680294021628
		MAPE:  181.7881291596889

	Predictor:  RandomForests
		Pearson Correlation:  0.837912110164944
		Spearman Correlation:  0.6242468308358713
		Coefficient of Determination:  0.7012149842957249
		RMSE:  0.5361310018094477
		NRMSE:  0.09133873993721106
		MAPE:  438.3412943231485
		Pearson Correlation:  0.7903040042412042
		Spearman Correlation:  0.6588300179349611
		Coefficient of Determination:  0.5700413694558568
		RMSE:  0.6797546826519252
		NRMSE:  0.12240333537147066
		MAPE:  216.94371412894742

Protein:  ERBB3
x_train_column_count:  1
x_train columns:  ['ERBB3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20254353309139272
		RMSE:  0.523865801474932
		NRMSE:  0.14324270860276114
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.287905849531515
		RMSE:  0.4364451552160674
		NRMSE:  0.21482088883335748
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  LinearRegression
		Pearson Correlation:  0.4247436800277297
		Spearman Correlation:  0.47559620013365334
		Coefficient of Determination:  0.18040719372349834
		RMSE:  0.4324826739468878
		NRMSE:  0.1182554567706047
		MAPE:  212.58794848982294
		Pearson Correlation:  0.32037558123944104
		Spearman Correlation:  0.3203655905933989
		Coefficient of Determination:  0.05473559454273036
		RMSE:  0.37390758166553506
		NRMSE:  0.18403952495510345
		MAPE:  193.72127463105815

	Predictor:  ElasticNet
		Pearson Correlation:  0.4247436800277297
		Spearman Correlation:  0.47559620013365334
		Coefficient of Determination:  0.052293998830256094
		RMSE:  0.4650572936414082
		NRMSE:  0.12716246452642826
		MAPE:  228.96221396898238
		Pearson Correlation:  0.32037558123944104
		Spearman Correlation:  0.3203655905933989
		Coefficient of Determination:  0.04457551775447022
		RMSE:  0.3759116643926464
		NRMSE:  0.18502594633609118
		MAPE:  211.72148713759594

	Predictor:  RandomForests
		Pearson Correlation:  0.5017575914848379
		Spearman Correlation:  0.4921605147487151
		Coefficient of Determination:  0.2503000193256526
		RMSE:  0.41363129949439237
		NRMSE:  0.11310085051484675
		MAPE:  238.28030543478857
		Pearson Correlation:  0.4041323955475392
		Spearman Correlation:  0.32032765592468015
		Coefficient of Determination:  0.13857368373267354
		RMSE:  0.3569412060034264
		NRMSE:  0.1756885744256825
		MAPE:  237.4408613379951


Fold:  5

Protein:  RB1
x_train_column_count:  1
x_train columns:  ['RB1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00018503513771928048
		RMSE:  0.23392670305630597
		NRMSE:  0.11556330212293363
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12340187398900859
		RMSE:  0.2547692202160761
		NRMSE:  0.12845593258580365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  LinearRegression
		Pearson Correlation:  0.19578397808916828
		Spearman Correlation:  0.27154453701595577
		Coefficient of Determination:  0.03833136607642007
		RMSE:  0.22937831039834478
		NRMSE:  0.11331632788682351
		MAPE:  190.66146768633737
		Pearson Correlation:  0.22446261577437424
		Spearman Correlation:  0.28244990585917534
		Coefficient of Determination:  -0.04417148888267075
		RMSE:  0.2456208902483007
		NRMSE:  0.12384329823140022
		MAPE:  394.3427181483698

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  RandomForests
		Pearson Correlation:  0.3145025462633167
		Spearman Correlation:  0.35956151450924767
		Coefficient of Determination:  0.09132386711635232
		RMSE:  0.22296884509436773
		NRMSE:  0.11014995583227584
		MAPE:  211.2056067728131
		Pearson Correlation:  0.21123097353652284
		Spearman Correlation:  0.23779555867019272
		Coefficient of Determination:  -0.04878630534383244
		RMSE:  0.24616306445127475
		NRMSE:  0.12411666521351812
		MAPE:  529.0921149732138

Protein:  CDH1
x_train_column_count:  1
x_train columns:  ['CDH1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10476316856458312
		RMSE:  1.1835893765747125
		NRMSE:  0.18846364392451076
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19786466090973764
		RMSE:  1.2714981376898562
		NRMSE:  0.2500438806886504
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1260727912856485
		NRMSE:  0.17930524366829853
		MAPE:  266.31463004312263
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01718399286470018
		RMSE:  1.1716869980595492
		NRMSE:  0.23041572398960675
		MAPE:  1066.779337530299

	Predictor:  LinearRegression
		Pearson Correlation:  0.5196914427945497
		Spearman Correlation:  0.5889053256204806
		Coefficient of Determination:  0.2700791957138807
		RMSE:  0.9620648244803076
		NRMSE:  0.15319015707784903
		MAPE:  328.0617854244586
		Pearson Correlation:  0.4350739459118676
		Spearman Correlation:  0.5418695993715633
		Coefficient of Determination:  0.18623570683890045
		RMSE:  1.0479997207832101
		NRMSE:  0.2060922539936698
		MAPE:  1775.0378417218953

	Predictor:  ElasticNet
		Pearson Correlation:  0.5196914427945497
		Spearman Correlation:  0.5889053256204806
		Coefficient of Determination:  0.07918300842227044
		RMSE:  1.0805705505500411
		NRMSE:  0.17205989467692764
		MAPE:  255.58770538314212
		Pearson Correlation:  0.43507394591186777
		Spearman Correlation:  0.5418695993715633
		Coefficient of Determination:  0.036901390843482984
		RMSE:  1.140111246988572
		NRMSE:  0.22420625887171775
		MAPE:  1175.8249820693181

	Predictor:  RandomForests
		Pearson Correlation:  0.7477132730675663
		Spearman Correlation:  0.5990881223566048
		Coefficient of Determination:  0.5587490298670774
		RMSE:  0.7480132684931943
		NRMSE:  0.11910659986834722
		MAPE:  166.2197926101653
		Pearson Correlation:  0.616013622220581
		Spearman Correlation:  0.5412740364706119
		Coefficient of Determination:  0.3622554955236724
		RMSE:  0.9277590822668783
		NRMSE:  0.1824465757343766
		MAPE:  665.3142844496236

Protein:  CDH2
x_train_column_count:  1
x_train columns:  ['CDH2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0016678089051440637
		RMSE:  0.3594357673583712
		NRMSE:  0.1765314902796381
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02548752338232485
		RMSE:  0.4223734458481898
		NRMSE:  0.15794680397441796
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  LinearRegression
		Pearson Correlation:  0.13776475523400486
		Spearman Correlation:  0.07886292148061753
		Coefficient of Determination:  0.018979127784685246
		RMSE:  0.35571203306038285
		NRMSE:  0.17470263398673092
		MAPE:  224.04769634015372
		Pearson Correlation:  0.15378835582174144
		Spearman Correlation:  -0.1015076266632875
		Coefficient of Determination:  0.0039633951866197
		RMSE:  0.41626420394603847
		NRMSE:  0.15566224929268682
		MAPE:  221.01005293528254

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  RandomForests
		Pearson Correlation:  0.22253682981851214
		Spearman Correlation:  0.23318569533283007
		Coefficient of Determination:  0.045045055903606745
		RMSE:  0.3509545471997903
		NRMSE:  0.17236606610666974
		MAPE:  516.5377300569406
		Pearson Correlation:  0.02621790848994748
		Spearman Correlation:  0.015572765713213336
		Coefficient of Determination:  -0.029644558126573406
		RMSE:  0.42322867092265415
		NRMSE:  0.1582666159051116
		MAPE:  420.9054738110474

Protein:  CDH3
x_train_column_count:  1
x_train columns:  ['CDH3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011481892643820935
		RMSE:  0.2038847376288621
		NRMSE:  0.14304087222095618
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026977014897064944
		RMSE:  0.22369326249691865
		NRMSE:  0.20181818899206835
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  LinearRegression
		Pearson Correlation:  0.29131399778415096
		Spearman Correlation:  0.34098087037844793
		Coefficient of Determination:  0.08486384530498403
		RMSE:  0.19492986872803375
		NRMSE:  0.13675834085987662
		MAPE:  331.79782210365215
		Pearson Correlation:  0.2652922331797278
		Spearman Correlation:  0.2942804773126847
		Coefficient of Determination:  0.06608133810210592
		RMSE:  0.21588497653392935
		NRMSE:  0.19477347913092807
		MAPE:  122.6548483564521

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  RandomForests
		Pearson Correlation:  0.3697002386602205
		Spearman Correlation:  0.3702285475555668
		Coefficient of Determination:  0.13532228695214488
		RMSE:  0.18947969027848924
		NRMSE:  0.13293462022119973
		MAPE:  428.8692666441503
		Pearson Correlation:  0.33392383751857757
		Spearman Correlation:  0.2896321859679133
		Coefficient of Determination:  0.1080813307623334
		RMSE:  0.21097476953916952
		NRMSE:  0.190343443678822
		MAPE:  147.6576392773054

Protein:  PTEN
x_train_column_count:  1
x_train columns:  ['PTEN']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05240378988513572
		RMSE:  0.5837468026637292
		NRMSE:  0.09127461538014686
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011774083334460839
		RMSE:  0.7259408088203396
		NRMSE:  0.14042494754339593
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5690275755039937
		NRMSE:  0.08897311789601967
		MAPE:  304.4741530818047
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005181468299075398
		RMSE:  0.7235718660416283
		NRMSE:  0.13996670265429206
		MAPE:  391.1377632658283

	Predictor:  LinearRegression
		Pearson Correlation:  0.39159398246227695
		Spearman Correlation:  0.4204847775371454
		Coefficient of Determination:  0.15334584710066612
		RMSE:  0.5235839613948132
		NRMSE:  0.0818675570940213
		MAPE:  374.001657938235
		Pearson Correlation:  0.41821598782319513
		Spearman Correlation:  0.428546490604621
		Coefficient of Determination:  0.17098186795904924
		RMSE:  0.657115104950897
		NRMSE:  0.12711140222665138
		MAPE:  260.87198654659664

	Predictor:  ElasticNet
		Pearson Correlation:  0.39159398246227695
		Spearman Correlation:  0.4204847775371454
		Coefficient of Determination:  0.018401813324226857
		RMSE:  0.5637676957048873
		NRMSE:  0.08815068340315647
		MAPE:  277.4445584500069
		Pearson Correlation:  0.4182159878231952
		Spearman Correlation:  0.428546490604621
		Coefficient of Determination:  0.014302672851294385
		RMSE:  0.7165247975233728
		NRMSE:  0.13860352784033056
		MAPE:  375.9567609257773

	Predictor:  RandomForests
		Pearson Correlation:  0.4424713683162719
		Spearman Correlation:  0.4429013674143712
		Coefficient of Determination:  0.19271961505571344
		RMSE:  0.5112643528819989
		NRMSE:  0.07994126383894909
		MAPE:  489.48198787226653
		Pearson Correlation:  0.41212981082810396
		Spearman Correlation:  0.4375929794326208
		Coefficient of Determination:  0.16319084645398674
		RMSE:  0.6601956321145211
		NRMSE:  0.12770729497727507
		MAPE:  405.69028821943914

Protein:  BRCA2
x_train_column_count:  1
x_train columns:  ['BRCA2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00015423459462815536
		RMSE:  0.20048365981157823
		NRMSE:  0.1291568109593031
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08467605477038265
		RMSE:  0.17297650483593724
		NRMSE:  0.22621657599677922
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  LinearRegression
		Pearson Correlation:  0.042576883571706615
		Spearman Correlation:  0.04263289576165543
		Coefficient of Determination:  0.001812791014678683
		RMSE:  0.2002864149428469
		NRMSE:  0.12902974066216583
		MAPE:  117.45509124942066
		Pearson Correlation:  -0.055947461482781465
		Spearman Correlation:  -0.039903240688786645
		Coefficient of Determination:  -0.10801167417699364
		RMSE:  0.1748273035203661
		NRMSE:  0.2286370280786845
		MAPE:  113.2596902266769

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  RandomForests
		Pearson Correlation:  0.28059584900533835
		Spearman Correlation:  0.22582466256683859
		Coefficient of Determination:  0.04202793746016242
		RMSE:  0.1962103509783002
		NRMSE:  0.1264038337756806
		MAPE:  124.03279629118732
		Pearson Correlation:  -0.08084835885705399
		Spearman Correlation:  -0.009163349322339706
		Coefficient of Determination:  -0.11690642357710335
		RMSE:  0.1755276285743108
		NRMSE:  0.22955290469405715
		MAPE:  121.66442003308069

Protein:  CDKN2A
x_train_column_count:  1
x_train columns:  ['CDKN2A']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06876053865938014
		RMSE:  0.7026668514343448
		NRMSE:  0.1789276696377339
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07452018232747903
		RMSE:  0.6281215662347416
		NRMSE:  0.15805378984795088
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6796874655065666
		NRMSE:  0.1730761797526334
		MAPE:  274.2442116656758
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00044725008449963966
		RMSE:  0.6060849693149379
		NRMSE:  0.15250873639690443
		MAPE:  274.3248072759207

	Predictor:  LinearRegression
		Pearson Correlation:  0.562261597610525
		Spearman Correlation:  0.543492990453
		Coefficient of Determination:  0.3161381041475396
		RMSE:  0.5620739578150543
		NRMSE:  0.14312697863946788
		MAPE:  133.395167504575
		Pearson Correlation:  0.3125409359562636
		Spearman Correlation:  0.30912355515654816
		Coefficient of Determination:  -0.034290596238451876
		RMSE:  0.6162510956633009
		NRMSE:  0.15506683165076393
		MAPE:  231.46523896428158

	Predictor:  ElasticNet
		Pearson Correlation:  0.5622615976105251
		Spearman Correlation:  0.543492990453
		Coefficient of Determination:  0.043614849122490695
		RMSE:  0.6646999914466629
		NRMSE:  0.16925975693174683
		MAPE:  263.2496894992825
		Pearson Correlation:  0.31254093595626364
		Spearman Correlation:  0.30912355515654816
		Coefficient of Determination:  0.02685403607608683
		RMSE:  0.5977580167034392
		NRMSE:  0.15041343114250755
		MAPE:  270.43697846957156

	Predictor:  RandomForests
		Pearson Correlation:  0.6804985222571751
		Spearman Correlation:  0.5578792484186119
		Coefficient of Determination:  0.4625852388380224
		RMSE:  0.4982692159571973
		NRMSE:  0.12687968627159923
		MAPE:  263.8935646704191
		Pearson Correlation:  0.3800441671847586
		Spearman Correlation:  0.31043525603050665
		Coefficient of Determination:  -0.060342568086227955
		RMSE:  0.6239639730831126
		NRMSE:  0.15700761759470386
		MAPE:  482.2917517452506

Protein:  TP53
x_train_column_count:  1
x_train columns:  ['TP53']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0629013951002304
		RMSE:  0.43691826486349494
		NRMSE:  0.11112140819031384
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02793228386718627
		RMSE:  0.5354711484549424
		NRMSE:  0.14342336907859712
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4237929343776606
		NRMSE:  0.10778324331179852
		MAPE:  459.9790072255086
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011640203076264122
		RMSE:  0.5284530873849588
		NRMSE:  0.1415436152095778
		MAPE:  140.42972129387252

	Predictor:  LinearRegression
		Pearson Correlation:  0.34436835008121686
		Spearman Correlation:  0.28111369193441366
		Coefficient of Determination:  0.11858956053765946
		RMSE:  0.3978714775463095
		NRMSE:  0.10119064003314163
		MAPE:  660.7171496107318
		Pearson Correlation:  0.349391187134203
		Spearman Correlation:  0.3358321176074515
		Coefficient of Determination:  0.10873883694515474
		RMSE:  0.4986046379620052
		NRMSE:  0.13354885173751313
		MAPE:  164.10322763570386

	Predictor:  ElasticNet
		Pearson Correlation:  0.3443683500812168
		Spearman Correlation:  0.28111369193441366
		Coefficient of Determination:  0.026150149212983975
		RMSE:  0.4182151033022187
		NRMSE:  0.10636463371454481
		MAPE:  459.81008218241675
		Pearson Correlation:  0.3493911871342029
		Spearman Correlation:  0.3358321176074515
		Coefficient of Determination:  0.018149141532368684
		RMSE:  0.5233311487872612
		NRMSE:  0.14017172861584604
		MAPE:  141.97900514619644

	Predictor:  RandomForests
		Pearson Correlation:  0.4315333097262984
		Spearman Correlation:  0.34636829091320603
		Coefficient of Determination:  0.18530224267891005
		RMSE:  0.38251808431714207
		NRMSE:  0.09728581202908063
		MAPE:  844.9566421003476
		Pearson Correlation:  0.43923064667351636
		Spearman Correlation:  0.307609706668647
		Coefficient of Determination:  0.17124734532602126
		RMSE:  0.48080202597385313
		NRMSE:  0.12878050782746836
		MAPE:  184.65594885123437

Protein:  CTNNB1
x_train_column_count:  1
x_train columns:  ['CTNNB1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.4291206958720877
		RMSE:  0.9037435622191023
		NRMSE:  0.1777623057079273
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5497170498826627
		RMSE:  0.8436000623678614
		NRMSE:  0.27017767234966206
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  LinearRegression
		Pearson Correlation:  0.051827173721756895
		Spearman Correlation:  0.07808903558350536
		Coefficient of Determination:  0.0026860559359851433
		RMSE:  0.754964808220002
		NRMSE:  0.1484981920180964
		MAPE:  681.5629059451325
		Pearson Correlation:  0.16859534211479751
		Spearman Correlation:  0.23237945610294397
		Coefficient of Determination:  0.01568558602311365
		RMSE:  0.6723219959141442
		NRMSE:  0.21532287635886105
		MAPE:  272.72583953479506

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  RandomForests
		Pearson Correlation:  0.2709132651209278
		Spearman Correlation:  0.26370850559812414
		Coefficient of Determination:  0.053288494500083106
		RMSE:  0.7355625165488577
		NRMSE:  0.14468184825902003
		MAPE:  720.5866044879414
		Pearson Correlation:  0.21966619098758053
		Spearman Correlation:  0.2606286481137723
		Coefficient of Determination:  0.03927354356881818
		RMSE:  0.6642174375171072
		NRMSE:  0.212727249804511
		MAPE:  272.48748832271815

Protein:  CCNE1
x_train_column_count:  1
x_train columns:  ['CCNE1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9790551557409413
		RMSE:  0.7746141645114569
		NRMSE:  0.27590887426944144
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8285524646781477
		RMSE:  0.8763813407881366
		NRMSE:  0.2114972948785232
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4487930906545114
		NRMSE:  0.15985506345663808
		MAPE:  112.14421009479175
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0040862214035515265
		RMSE:  0.6494188844018614
		NRMSE:  0.15672439713344627
		MAPE:  115.49088793396595

	Predictor:  LinearRegression
		Pearson Correlation:  0.7385943192541283
		Spearman Correlation:  0.7126097756485593
		Coefficient of Determination:  0.5455215684344691
		RMSE:  0.30255393165396605
		NRMSE:  0.10776631581619449
		MAPE:  69.0391769912328
		Pearson Correlation:  0.7813741840172372
		Spearman Correlation:  0.719053853539321
		Coefficient of Determination:  0.2513220826076351
		RMSE:  0.5607727755966646
		NRMSE:  0.135331412891055
		MAPE:  91.41153464276908

	Predictor:  ElasticNet
		Pearson Correlation:  0.738594319254128
		Spearman Correlation:  0.7126097756485593
		Coefficient of Determination:  0.007567693152254362
		RMSE:  0.4470917014441189
		NRMSE:  0.1592490477093923
		MAPE:  111.77428568277894
		Pearson Correlation:  0.7813741840172375
		Spearman Correlation:  0.719053853539321
		Coefficient of Determination:  0.010854312748939554
		RMSE:  0.6445691866711409
		NRMSE:  0.15555401855132875
		MAPE:  115.23680749144577

	Predictor:  RandomForests
		Pearson Correlation:  0.8556441900853572
		Spearman Correlation:  0.7114927920105991
		Coefficient of Determination:  0.7307222498598404
		RMSE:  0.23288761708519015
		NRMSE:  0.08295195621912382
		MAPE:  56.512948131727114
		Pearson Correlation:  0.8005340807679645
		Spearman Correlation:  0.7307358786224182
		Coefficient of Determination:  0.6136504949478718
		RMSE:  0.4028372194679773
		NRMSE:  0.09721679162776681
		MAPE:  78.43246041847577

Protein:  CCND1
x_train_column_count:  1
x_train columns:  ['CCND1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5366759284640548
		RMSE:  0.28216244755564185
		NRMSE:  0.17771997351836757
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.30240520386774006
		RMSE:  0.3149325402631455
		NRMSE:  0.20120656537940065
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  LinearRegression
		Pearson Correlation:  0.41451772860371755
		Spearman Correlation:  0.42726285187649277
		Coefficient of Determination:  0.17182494732678533
		RMSE:  0.20714246580652576
		NRMSE:  0.1304686497320151
		MAPE:  584.9069938579769
		Pearson Correlation:  0.35899271857644904
		Spearman Correlation:  0.2762503273108144
		Coefficient of Determination:  0.12633820729729517
		RMSE:  0.2579384860996859
		NRMSE:  0.1647937581296469
		MAPE:  243.89682158790058

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  RandomForests
		Pearson Correlation:  0.491338635402475
		Spearman Correlation:  0.4512173853537595
		Coefficient of Determination:  0.23817352746790288
		RMSE:  0.19867174193036233
		NRMSE:  0.12513336562176405
		MAPE:  544.3909708292624
		Pearson Correlation:  0.39141166085500984
		Spearman Correlation:  0.2942353603372814
		Coefficient of Determination:  0.15022210570379357
		RMSE:  0.25438833306784453
		NRMSE:  0.16252560858399748
		MAPE:  251.6905399030386

Protein:  ERBB2
x_train_column_count:  1
x_train columns:  ['ERBB2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10085609607150081
		RMSE:  1.0785113826338413
		NRMSE:  0.1837421644434709
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05671362529003088
		RMSE:  0.8919867459254164
		NRMSE:  0.19736403273048267
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959455
		RMSE:  0.875951357919715
		NRMSE:  0.1938159880340115
		MAPE:  565.705361200264

	Predictor:  LinearRegression
		Pearson Correlation:  0.7776877249625477
		Spearman Correlation:  0.6442627066647334
		Coefficient of Determination:  0.6047981975574234
		RMSE:  0.6462029190492306
		NRMSE:  0.11009130263032703
		MAPE:  306.01343460200195
		Pearson Correlation:  0.6819514367848011
		Spearman Correlation:  0.5872666741480568
		Coefficient of Determination:  0.46429713939097983
		RMSE:  0.6350994407726499
		NRMSE:  0.14052427055485117
		MAPE:  204.89012646095063

	Predictor:  ElasticNet
		Pearson Correlation:  0.7776877249625477
		Spearman Correlation:  0.6442627066647334
		Coefficient of Determination:  0.1450022768252186
		RMSE:  0.9504777094635037
		NRMSE:  0.1619295210084849
		MAPE:  565.9588918044528
		Pearson Correlation:  0.6819514367848012
		Spearman Correlation:  0.5872666741480568
		Coefficient of Determination:  0.10114366891644255
		RMSE:  0.8226685378325667
		NRMSE:  0.18202644934894716
		MAPE:  515.595693134085

	Predictor:  RandomForests
		Pearson Correlation:  0.838022725420146
		Spearman Correlation:  0.6476716327438983
		Coefficient of Determination:  0.7007492231903293
		RMSE:  0.5623116746672499
		NRMSE:  0.09579904844664121
		MAPE:  556.9708624977075
		Pearson Correlation:  0.7751002688381805
		Spearman Correlation:  0.5803322760177033
		Coefficient of Determination:  0.5949869104508938
		RMSE:  0.552222728245644
		NRMSE:  0.12218668619219915
		MAPE:  295.855146905497

Protein:  ERBB3
x_train_column_count:  1
x_train columns:  ['ERBB3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.24617901957450639
		RMSE:  0.5234556686317032
		NRMSE:  0.14126566093685908
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10551624527684367
		RMSE:  0.43841640970600765
		NRMSE:  0.21211918179733683
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  LinearRegression
		Pearson Correlation:  0.3773884363248901
		Spearman Correlation:  0.41142820549776254
		Coefficient of Determination:  0.14242203187174562
		RMSE:  0.43423667161575774
		NRMSE:  0.11718801437220049
		MAPE:  211.57021337384987
		Pearson Correlation:  0.5207896565156246
		Spearman Correlation:  0.5619845633985462
		Coefficient of Determination:  0.23145517366475354
		RMSE:  0.3655433086618584
		NRMSE:  0.17686096101384646
		MAPE:  189.66787865486225

	Predictor:  ElasticNet
		Pearson Correlation:  0.3773884363248901
		Spearman Correlation:  0.41142820549776254
		Coefficient of Determination:  0.04050378060667925
		RMSE:  0.4593157350355365
		NRMSE:  0.12395613377939546
		MAPE:  241.4756185728408
		Pearson Correlation:  0.5207896565156246
		Spearman Correlation:  0.5619845633985462
		Coefficient of Determination:  0.008092447027275074
		RMSE:  0.4152788712398118
		NRMSE:  0.2009245375741769
		MAPE:  230.8356588688801

	Predictor:  RandomForests
		Pearson Correlation:  0.46247361973981643
		Spearman Correlation:  0.42563267771628494
		Coefficient of Determination:  0.21289293377250285
		RMSE:  0.41601270604680346
		NRMSE:  0.1122698891225144
		MAPE:  251.7081601814871
		Pearson Correlation:  0.54545299417486
		Spearman Correlation:  0.5588239281487987
		Coefficient of Determination:  0.26905084709705074
		RMSE:  0.3564903845876662
		NRMSE:  0.172480881242702
		MAPE:  218.39049140103648

TMM

In [35]:
scenario = Scenario.selfmRNA
normalizeTechnique = NormalizeTechnique.TMM
X, Y, Z = get_data(normalizeTechnique)
In [36]:
X.head()
Out[36]:
UBE2Q2P2 HMGB1P1 LOC155060 RNU12.2P SSX9 CXORF67 EFCAB8 SRP14P1 LOC391343 TRIM75P ... ZXDA ZXDB ZXDC ZYG11A ZYG11B ZYX ZZEF1 ZZZ3 TPTEP1 AKR1C6P
TCGA-A1-A0SF-01 6.676054 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092
TCGA-A1-A0SH-01 5.091092 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092
TCGA-A1-A0SJ-01 5.091092 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092
TCGA-A1-A0SK-01 6.676054 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092
TCGA-A1-A0SQ-01 5.091092 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092

5 rows × 20440 columns

In [37]:
Y.head()
Out[37]:
RB1 CDH1 PTEN BRCA2 CDKN2A TP53 CTNNB1 CCNE1 CCND1 CDH2 CDH3 ERBB2 ERBB3
TCGA-A1-A0SF-01 0.017184 0.705680 0.197730 0.108550 0.17550 -0.472550 0.06978 -0.75401 -0.202360 -0.222000 -0.114060 0.25604 0.461410
TCGA-A1-A0SH-01 -0.081896 0.018364 0.699160 -0.282430 0.68156 -0.035545 -0.11192 -0.77956 -0.014111 0.072251 -0.031553 0.68354 0.033670
TCGA-A1-A0SJ-01 -0.106090 0.114310 -0.110550 0.108220 -0.00989 -0.431850 -0.85672 -0.29589 0.290760 -0.225320 0.128230 0.36458 0.430620
TCGA-A1-A0SK-01 -0.060244 -0.963820 -0.081596 0.309150 1.23630 0.898470 -0.85965 0.92670 0.045974 0.389790 -0.224090 -1.04130 -0.056604
TCGA-A1-A0SQ-01 0.376500 0.425490 0.657440 0.003187 -0.34580 -0.020122 0.39368 -1.02750 0.362490 0.292880 -0.144850 0.31196 0.649260
In [38]:
perform_kFoldCV(num_folds, scenario, normalizeTechnique, X, Y, Z)

Fold:  1

Protein:  RB1
x_train_column_count:  1
x_train columns:  ['RB1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017832262764705176
		RMSE:  0.22609122586734381
		NRMSE:  0.08562439911658541
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0064622508272080825
		RMSE:  0.2813710133086082
		NRMSE:  0.13900150344012696
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4586671617244917e-06
		RMSE:  0.22410209624831526
		NRMSE:  0.08487108360095257
		MAPE:  241.53718297565408
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.03536434267028454
		RMSE:  0.28538241670885023
		NRMSE:  0.14098319692369454
		MAPE:  138.84023518029005

Protein:  CDH1
x_train_column_count:  1
x_train columns:  ['CDH1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12177449909053428
		RMSE:  1.1951653206606205
		NRMSE:  0.20089175544360185
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11829904064371455
		RMSE:  1.227018913081223
		NRMSE:  0.19873326310796913
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.620371981620906e-07
		RMSE:  1.1284316492288855
		NRMSE:  0.18967469269138984
		MAPE:  492.645061276289
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.5685973011002616e-05
		RMSE:  1.1603202144047338
		NRMSE:  0.18793045486131543
		MAPE:  303.91159481027046

Protein:  CDH2
x_train_column_count:  1
x_train columns:  ['CDH2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004084060130477685
		RMSE:  0.37195168053170635
		NRMSE:  0.13741024893390016
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006474841096328898
		RMSE:  0.3763274359057868
		NRMSE:  0.1942134674644098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  LinearRegression
		Pearson Correlation:  0.0021369891684559924
		Spearman Correlation:  0.017615519581153163
		Coefficient of Determination:  4.566722706211834e-06
		RMSE:  0.3711936150500221
		NRMSE:  0.1371301965184963
		MAPE:  486.16457117387233
		Pearson Correlation:  -0.07468445577572305
		Spearman Correlation:  -0.05435078876471117
		Coefficient of Determination:  -0.0005919242071077413
		RMSE:  0.37522599375715276
		NRMSE:  0.19364503987054382
		MAPE:  105.14910145406739

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  RandomForests
		Pearson Correlation:  0.002136989168455994
		Spearman Correlation:  0.017615519581153163
		Coefficient of Determination:  -3.418287103240658e-05
		RMSE:  0.37120080681408685
		NRMSE:  0.13713285337459385
		MAPE:  554.0742535696029
		Pearson Correlation:  -0.07468445577572307
		Spearman Correlation:  -0.05435078876471117
		Coefficient of Determination:  -0.0015171950953063451
		RMSE:  0.3753994438193196
		NRMSE:  0.19373455324318503
		MAPE:  104.64344861322338

Protein:  CDH3
x_train_column_count:  1
x_train columns:  ['CDH3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003025178489952651
		RMSE:  0.20883135309817671
		NRMSE:  0.14651130458142275
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.766266116724594e-05
		RMSE:  0.2045852237570374
		NRMSE:  0.1565890990172577
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  LinearRegression
		Pearson Correlation:  0.0332742183848046
		Spearman Correlation:  0.03614715515223192
		Coefficient of Determination:  0.001107173609119494
		RMSE:  0.2086841518464814
		NRMSE:  0.14640803154745566
		MAPE:  120.97174512102828
		Pearson Correlation:  0.094035834754077
		Spearman Correlation:  0.12192115267996365
		Coefficient of Determination:  0.0046657036396693385
		RMSE:  0.20410151431298112
		NRMSE:  0.156218868828391
		MAPE:  110.86094686356913

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  RandomForests
		Pearson Correlation:  0.033274218384804516
		Spearman Correlation:  0.03614715515223192
		Coefficient of Determination:  0.0010884817975662653
		RMSE:  0.20868610434152873
		NRMSE:  0.14640940137335742
		MAPE:  125.6606466015733
		Pearson Correlation:  0.094035834754077
		Spearman Correlation:  0.12192115267996365
		Coefficient of Determination:  0.004470106776378935
		RMSE:  0.20412156770360806
		NRMSE:  0.15623421765130618
		MAPE:  114.0301428982097

Protein:  PTEN
x_train_column_count:  1
x_train columns:  ['PTEN']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.042477457330321045
		RMSE:  0.639641264822803
		NRMSE:  0.10001427016227082
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.028094267476815427
		RMSE:  0.5035947533045023
		NRMSE:  0.16597282753427667
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.458230587102
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389449
		RMSE:  0.49877990548911916
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809618

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.458230587102
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389449
		RMSE:  0.49877990548911916
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809618

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.458230587102
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389449
		RMSE:  0.49877990548911916
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809618

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.084012675889312e-05
		RMSE:  0.6264775189448863
		NRMSE:  0.09795598763894713
		MAPE:  362.9024059037294
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00931343877205526
		RMSE:  0.4989738155072401
		NRMSE:  0.16444987657611235
		MAPE:  166.61441984426253

Protein:  BRCA2
x_train_column_count:  1
x_train columns:  ['BRCA2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026562361008646285
		RMSE:  0.19787350383771835
		NRMSE:  0.12800221484333532
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00017758204834872338
		RMSE:  0.18475106890837595
		NRMSE:  0.18489898809885505
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  LinearRegression
		Pearson Correlation:  0.0013582759692855719
		Spearman Correlation:  0.0045127773595330205
		Coefficient of Determination:  1.844913608550769e-06
		RMSE:  0.19761104456435807
		NRMSE:  0.12783243279750953
		MAPE:  122.29510289227173
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004671472950302569
		RMSE:  0.1851656556042455
		NRMSE:  0.18531390672962922
		MAPE:  104.08974723263387

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  RandomForests
		Pearson Correlation:  -0.0013582759692855667
		Spearman Correlation:  -0.0045127773595330205
		Coefficient of Determination:  -5.103360456315542e-05
		RMSE:  0.1976162691945358
		NRMSE:  0.12783581255387666
		MAPE:  121.64943148020942
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0044694795588478
		RMSE:  0.18514704050472214
		NRMSE:  0.18529527672610305
		MAPE:  103.89824617718904

Protein:  CDKN2A
x_train_column_count:  1
x_train columns:  ['CDKN2A']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.062199248812668806
		RMSE:  0.6624014175436462
		NRMSE:  0.14974599695798488
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10057809021042674
		RMSE:  0.783524323220729
		NRMSE:  0.21159176970584093
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6427147371513342
		NRMSE:  0.145295521001771
		MAPE:  207.86247046219444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010510594090658465
		RMSE:  0.7507796405829533
		NRMSE:  0.20274902527219912
		MAPE:  439.74244050751946

	Predictor:  LinearRegression
		Pearson Correlation:  0.12205587192740314
		Spearman Correlation:  0.09815289996372449
		Coefficient of Determination:  0.014897635871958692
		RMSE:  0.6379093075460354
		NRMSE:  0.14420917995841195
		MAPE:  212.98747776068043
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00895833232325316
		RMSE:  0.7502027765536693
		NRMSE:  0.20259324238554396
		MAPE:  452.97376972588427

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6427147371513342
		NRMSE:  0.145295521001771
		MAPE:  207.86247046219444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010510594090658465
		RMSE:  0.7507796405829533
		NRMSE:  0.20274902527219912
		MAPE:  439.74244050751946

	Predictor:  RandomForests
		Pearson Correlation:  0.12205587192740315
		Spearman Correlation:  0.09815289996372449
		Coefficient of Determination:  0.014736514250158206
		RMSE:  0.6379614730790857
		NRMSE:  0.1442209727770059
		MAPE:  212.39752380050172
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009104287408230993
		RMSE:  0.750257036450676
		NRMSE:  0.20260789534179746
		MAPE:  451.6787954130565

Protein:  TP53
x_train_column_count:  1
x_train columns:  ['TP53']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05546789854165435
		RMSE:  0.4652085657713222
		NRMSE:  0.11180210665016156
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04275496084346875
		RMSE:  0.4295356456720749
		NRMSE:  0.1544592202783541
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1903553747139028e-06
		RMSE:  0.452819839726163
		NRMSE:  0.1088247632122478
		MAPE:  386.5884091131444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002297937310716147
		RMSE:  0.4211206095598197
		NRMSE:  0.15143320851516406
		MAPE:  447.70899049367625

Protein:  CTNNB1
x_train_column_count:  1
x_train columns:  ['CTNNB1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.41897644861846284
		RMSE:  0.8782004120680554
		NRMSE:  0.17699587078381512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5843844136424388
		RMSE:  0.9452480588674593
		NRMSE:  0.23451795238114906
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4879440155768364e-05
		RMSE:  0.7372406509033639
		NRMSE:  0.14858630124823427
		MAPE:  660.6430832277092
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01763093169040486
		RMSE:  0.7575488846283525
		NRMSE:  0.1879494081844769
		MAPE:  324.6682321626286

Protein:  CCNE1
x_train_column_count:  1
x_train columns:  ['CCNE1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.7135069779129597
		RMSE:  0.7967382438332794
		NRMSE:  0.19227700939577658
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.179220592822603
		RMSE:  0.7927883268238614
		NRMSE:  0.2823823069719898
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.48367116033059243
		NRMSE:  0.11672446372338549
		MAPE:  119.9663870203584
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008650225247206267
		RMSE:  0.5393577763958428
		NRMSE:  0.19211318838676503
		MAPE:  85.21064296831354

	Predictor:  LinearRegression
		Pearson Correlation:  0.05192687436768527
		Spearman Correlation:  0.08469515587880291
		Coefficient of Determination:  0.0026964002815972332
		RMSE:  0.48301863463960504
		NRMSE:  0.11656698955995971
		MAPE:  119.57622269129114
		Pearson Correlation:  0.13599169774339417
		Spearman Correlation:  0.14852213144650117
		Coefficient of Determination:  0.0028745294958597567
		RMSE:  0.5362675951399198
		NRMSE:  0.19101250049507384
		MAPE:  84.94775004924556

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.48367116033059243
		NRMSE:  0.11672446372338549
		MAPE:  119.9663870203584
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008650225247206267
		RMSE:  0.5393577763958428
		NRMSE:  0.19211318838676503
		MAPE:  85.21064296831354

	Predictor:  RandomForests
		Pearson Correlation:  0.0519268743676854
		Spearman Correlation:  0.08469515587880291
		Coefficient of Determination:  0.002677908495351544
		RMSE:  0.4830231126320359
		NRMSE:  0.11656807023482296
		MAPE:  119.43099809926774
		Pearson Correlation:  0.13599169774339412
		Spearman Correlation:  0.14852213144650117
		Coefficient of Determination:  0.0028608284115207994
		RMSE:  0.5362712794417089
		NRMSE:  0.19101381280203344
		MAPE:  84.89477575649545

Protein:  CCND1
x_train_column_count:  1
x_train columns:  ['CCND1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.46307157054532877
		RMSE:  0.2889602070536637
		NRMSE:  0.17371452011738692
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5143850316766378
		RMSE:  0.2891269997261264
		NRMSE:  0.20591917819933792
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -6.730879370375753e-05
		RMSE:  0.2389020462082785
		NRMSE:  0.14362100143576398
		MAPE:  403.29824986195
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011305560546988058
		RMSE:  0.23508009298681884
		NRMSE:  0.16742642369866306
		MAPE:  1303.705037451208

Protein:  ERBB2
x_train_column_count:  1
x_train columns:  ['ERBB2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10512598969709641
		RMSE:  1.0713675802437574
		NRMSE:  0.18252510013182233
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.044647408489899565
		RMSE:  0.9270678870989714
		NRMSE:  0.17190207437399804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.306520477419639e-07
		RMSE:  1.0191372509121606
		NRMSE:  0.1736268039102783
		MAPE:  624.5447295898225
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02360779143819025
		RMSE:  0.917684642000512
		NRMSE:  0.17016218097543334
		MAPE:  535.0245009023646

Protein:  ERBB3
x_train_column_count:  1
x_train columns:  ['ERBB3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20107865915633893
		RMSE:  0.5031866190144979
		NRMSE:  0.13579562619977975
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27170508071542576
		RMSE:  0.5249654097328843
		NRMSE:  0.21064675210776365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.989157152326726e-06
		RMSE:  0.4591385838048939
		NRMSE:  0.12390832574677273
		MAPE:  216.81400220250083
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006459820720205345
		RMSE:  0.4670202437926927
		NRMSE:  0.18739577065384752
		MAPE:  254.76019735334017


Fold:  2

Protein:  RB1
x_train_column_count:  1
x_train columns:  ['RB1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.012372001566697044
		RMSE:  0.23649063304821735
		NRMSE:  0.08648721220312221
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0009378943328373079
		RMSE:  0.2450188572791325
		NRMSE:  0.14037816530069125
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4263644985135215e-06
		RMSE:  0.23504130551959493
		NRMSE:  0.08595717726725971
		MAPE:  192.00946551468715
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.018558302852048847
		RMSE:  0.24716609205685758
		NRMSE:  0.14160837624002107
		MAPE:  242.315163337212

Protein:  CDH1
x_train_column_count:  1
x_train columns:  ['CDH1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0848918633043636
		RMSE:  1.167193365558287
		NRMSE:  0.18724526599154356
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3357437347566168
		RMSE:  1.329821844339591
		NRMSE:  0.2361608674018098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.109525118891952e-06
		RMSE:  1.1205979541487452
		NRMSE:  0.17977026616647873
		MAPE:  436.94910044840896
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08681768836146286
		RMSE:  1.1995275824231637
		NRMSE:  0.21302212438699408
		MAPE:  200.04996276284982

Protein:  CDH2
x_train_column_count:  1
x_train columns:  ['CDH2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0042702958885580955
		RMSE:  0.36888339320753855
		NRMSE:  0.13366308906715652
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005559500410650786
		RMSE:  0.3881548727768219
		NRMSE:  0.20448899349205915
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  LinearRegression
		Pearson Correlation:  0.009663749213899678
		Spearman Correlation:  -0.0177629408302383
		Coefficient of Determination:  9.338804886926955e-05
		RMSE:  0.368081097783783
		NRMSE:  0.13337238125363543
		MAPE:  309.95271378122334
		Pearson Correlation:  0.02187301763577879
		Spearman Correlation:  0.025908433760141823
		Coefficient of Determination:  0.0001912899750754482
		RMSE:  0.38704335329434714
		NRMSE:  0.20390341923765898
		MAPE:  139.1398884017298

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  RandomForests
		Pearson Correlation:  0.009663749213899685
		Spearman Correlation:  -0.0177629408302383
		Coefficient of Determination:  8.400939737418511e-05
		RMSE:  0.368082823993112
		NRMSE:  0.133373006737123
		MAPE:  278.842964167499
		Pearson Correlation:  0.021873017635778775
		Spearman Correlation:  0.025908433760141823
		Coefficient of Determination:  0.00012595398596160212
		RMSE:  0.3870559994370275
		NRMSE:  0.2039100815190565
		MAPE:  137.28327214608532

Protein:  CDH3
x_train_column_count:  1
x_train columns:  ['CDH3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032535082492379797
		RMSE:  0.20804431995898212
		NRMSE:  0.15657381105189322
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10171995354262497
		RMSE:  0.2077503373255318
		NRMSE:  0.17094572313464315
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  LinearRegression
		Pearson Correlation:  0.06738082015698493
		Spearman Correlation:  0.08466348301281183
		Coefficient of Determination:  0.004540174925028007
		RMSE:  0.2072346578051733
		NRMSE:  0.1559644606542889
		MAPE:  125.3864828576317
		Pearson Correlation:  -0.0018740833425367144
		Spearman Correlation:  -0.01573359444137587
		Coefficient of Determination:  -0.15835305689297252
		RMSE:  0.21302305300322263
		NRMSE:  0.17528433555765874
		MAPE:  245.8981886064408

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  RandomForests
		Pearson Correlation:  0.06738082015698496
		Spearman Correlation:  0.08466348301281183
		Coefficient of Determination:  0.004533997306119142
		RMSE:  0.2072353008320048
		NRMSE:  0.1559649445952186
		MAPE:  123.88130487089018
		Pearson Correlation:  -0.0018740833425367124
		Spearman Correlation:  -0.01573359444137587
		Coefficient of Determination:  -0.15623249348827883
		RMSE:  0.21282797611406923
		NRMSE:  0.1751238180811892
		MAPE:  239.13735110965297

Protein:  PTEN
x_train_column_count:  1
x_train columns:  ['PTEN']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.03862384422015608
		RMSE:  0.6356813050691055
		NRMSE:  0.09939509109047072
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04557869434051831
		RMSE:  0.5231599683741948
		NRMSE:  0.17546282813730707
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -7.039401497710429e-06
		RMSE:  0.6237518167450345
		NRMSE:  0.09752979700493074
		MAPE:  269.1438133361505
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0008608489591892532
		RMSE:  0.5118503361882523
		NRMSE:  0.17166968613772884
		MAPE:  475.20963201938855

Protein:  BRCA2
x_train_column_count:  1
x_train columns:  ['BRCA2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004232193403179485
		RMSE:  0.1957372843548259
		NRMSE:  0.12609907189874434
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0041831029428383015
		RMSE:  0.19359139518213575
		NRMSE:  0.1310414025181481
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  LinearRegression
		Pearson Correlation:  0.009933491753276088
		Spearman Correlation:  0.014210354271543182
		Coefficient of Determination:  9.867425841236788e-05
		RMSE:  0.19531475845841614
		NRMSE:  0.12582686967847714
		MAPE:  126.02078257366358
		Pearson Correlation:  0.00274837604986772
		Spearman Correlation:  0.0
		Coefficient of Determination:  -0.018451357377476718
		RMSE:  0.19496189645368078
		NRMSE:  0.1319690904900603
		MAPE:  116.13232696473223

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  RandomForests
		Pearson Correlation:  0.00993349175327608
		Spearman Correlation:  0.014210354271543182
		Coefficient of Determination:  8.185192399379204e-05
		RMSE:  0.19531640143871817
		NRMSE:  0.1258279281293079
		MAPE:  126.13259218459578
		Pearson Correlation:  0.0027483760498677274
		Spearman Correlation:  0.0
		Coefficient of Determination:  -0.017646761303319325
		RMSE:  0.19488486942175295
		NRMSE:  0.1319169511360041
		MAPE:  116.16847352037934

Protein:  CDKN2A
x_train_column_count:  1
x_train columns:  ['CDKN2A']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07796029040511754
		RMSE:  0.688717064305458
		NRMSE:  0.155695052403178
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04182297654643197
		RMSE:  0.6873705418142212
		NRMSE:  0.18569552134596423
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6633450034781481
		NRMSE:  0.14995930902637006
		MAPE:  291.0442764508337
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00497373418246827
		RMSE:  0.6751049711753466
		NRMSE:  0.1823819351565125
		MAPE:  246.23249271843073

	Predictor:  LinearRegression
		Pearson Correlation:  0.08749880693798538
		Spearman Correlation:  0.07060057337552438
		Coefficient of Determination:  0.00765604121557073
		RMSE:  0.6608008261969515
		NRMSE:  0.14938415874238756
		MAPE:  295.5390808396542
		Pearson Correlation:  0.162723938679865
		Spearman Correlation:  0.14187188675486676
		Coefficient of Determination:  0.020499309278675937
		RMSE:  0.6664941220232903
		NRMSE:  0.18005568457512705
		MAPE:  248.80758667187348

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6633450034781481
		NRMSE:  0.14995930902637006
		MAPE:  291.0442764508337
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00497373418246827
		RMSE:  0.6751049711753466
		NRMSE:  0.1823819351565125
		MAPE:  246.23249271843073

	Predictor:  RandomForests
		Pearson Correlation:  0.08749880693798534
		Spearman Correlation:  0.07060057337552438
		Coefficient of Determination:  0.0074218560542410605
		RMSE:  0.6608787934268995
		NRMSE:  0.1494017844301796
		MAPE:  294.1409517475651
		Pearson Correlation:  0.16272393867986507
		Spearman Correlation:  0.14187188675486676
		Coefficient of Determination:  0.018250019947868457
		RMSE:  0.6672589394845054
		NRMSE:  0.18026230264872095
		MAPE:  248.00886094999836

Protein:  TP53
x_train_column_count:  1
x_train columns:  ['TP53']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056514421630322165
		RMSE:  0.4680116353271619
		NRMSE:  0.125354663272308
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.038787823290495904
		RMSE:  0.4172475009588805
		NRMSE:  0.13741067049526773
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941389
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941389
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941389
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -7.5504254730685005e-06
		RMSE:  0.4553240341430601
		NRMSE:  0.12195635037982058
		MAPE:  272.77988828754343
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004972231030332841
		RMSE:  0.4103999979856238
		NRMSE:  0.13515560612073893
		MAPE:  936.2702607021621

Protein:  CTNNB1
x_train_column_count:  1
x_train columns:  ['CTNNB1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3748966387166963
		RMSE:  0.8500866572002603
		NRMSE:  0.167208233123576
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8495839638322671
		RMSE:  1.0424819908687044
		NRMSE:  0.25944650229429445
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1971875713001623e-08
		RMSE:  0.7249835911455516
		NRMSE:  0.1426010210750495
		MAPE:  628.1369268804478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11732463794073467
		RMSE:  0.8102540736943942
		NRMSE:  0.2016510474339599
		MAPE:  279.25170246839326

Protein:  CCNE1
x_train_column_count:  1
x_train columns:  ['CCNE1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4791855590206433
		RMSE:  0.8074207285197392
		NRMSE:  0.19485501569122746
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.202859557398884
		RMSE:  0.7485643095226329
		NRMSE:  0.4068306401244751
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5127968844139411
		NRMSE:  0.12375338089483821
		MAPE:  119.54577818111471
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.708057571667368e-05
		RMSE:  0.41828317133084
		NRMSE:  0.22732904598983691
		MAPE:  82.35330275987332

	Predictor:  LinearRegression
		Pearson Correlation:  0.07420730450328121
		Spearman Correlation:  0.0996840207349156
		Coefficient of Determination:  0.005506724041642652
		RMSE:  0.5113830198204319
		NRMSE:  0.12341217265256459
		MAPE:  119.09086859036553
		Pearson Correlation:  0.06574685842975651
		Spearman Correlation:  0.10418716683560529
		Coefficient of Determination:  0.0027256573226791536
		RMSE:  0.41770290133623245
		NRMSE:  0.22701368014838802
		MAPE:  82.14484526974964

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5127968844139411
		NRMSE:  0.12375338089483821
		MAPE:  119.54577818111471
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.708057571667368e-05
		RMSE:  0.41828317133084
		NRMSE:  0.22732904598983691
		MAPE:  82.35330275987332

	Predictor:  RandomForests
		Pearson Correlation:  0.07420730450328139
		Spearman Correlation:  0.0996840207349156
		Coefficient of Determination:  0.005453640118453951
		RMSE:  0.511396667904013
		NRMSE:  0.12341546634747036
		MAPE:  118.86223438781687
		Pearson Correlation:  0.06574685842975653
		Spearman Correlation:  0.10418716683560529
		Coefficient of Determination:  0.0033666135664930374
		RMSE:  0.41756864925384035
		NRMSE:  0.22694071666359078
		MAPE:  82.03254494672801

Protein:  CCND1
x_train_column_count:  1
x_train columns:  ['CCND1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.45856423758787734
		RMSE:  0.28833360256132
		NRMSE:  0.17333782361719832
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5341468996847767
		RMSE:  0.29160473760802996
		NRMSE:  0.22560247695118987
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.97203800434265e-05
		RMSE:  0.23875113536941006
		NRMSE:  0.14353027820358663
		MAPE:  623.0252662656405
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002702257656317375
		RMSE:  0.23574750143052878
		NRMSE:  0.18238805272523426
		MAPE:  416.53723258036024

Protein:  ERBB2
x_train_column_count:  1
x_train columns:  ['ERBB2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10787728881134795
		RMSE:  1.034673205097243
		NRMSE:  0.18568153277771168
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04400358650048397
		RMSE:  1.0802115255265201
		NRMSE:  0.18403181176661842
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4560613754488472e-05
		RMSE:  0.9830158815454965
		NRMSE:  0.17641115545564603
		MAPE:  400.90644503187656
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008478449779226516
		RMSE:  1.0616738552038782
		NRMSE:  0.18087361452951228
		MAPE:  1326.1075521313205

Protein:  ERBB3
x_train_column_count:  1
x_train columns:  ['ERBB3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.22544319167926496
		RMSE:  0.49276112816642853
		NRMSE:  0.13298208544838536
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.18202543932109472
		RMSE:  0.5629306521688778
		NRMSE:  0.2077549194412726
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -7.296729507277888e-07
		RMSE:  0.44513322107520426
		NRMSE:  0.12012868032265928
		MAPE:  216.7226642402447
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003138473719825896
		RMSE:  0.5178567313325867
		NRMSE:  0.19111995960000838
		MAPE:  281.4593255894813


Fold:  3

Protein:  RB1
x_train_column_count:  1
x_train columns:  ['RB1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01272330861584492
		RMSE:  0.2421068018038906
		NRMSE:  0.08854110656959135
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028050639565306845
		RMSE:  0.22197574606877257
		NRMSE:  0.15575715092466183
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658656
		RMSE:  0.22504849506851243
		NRMSE:  0.15791325418450988
		MAPE:  179.58000583439403

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9251142089338202e-05
		RMSE:  0.24058346095584196
		NRMSE:  0.08798400415295567
		MAPE:  209.8403217597603
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.029112616313034634
		RMSE:  0.22486854838603798
		NRMSE:  0.15778698821592121
		MAPE:  175.78781390152616

Protein:  CDH1
x_train_column_count:  1
x_train columns:  ['CDH1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.13712289650471754
		RMSE:  1.2526616491661007
		NRMSE:  0.19946206317730336
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.061578293423971475
		RMSE:  0.970096042376724
		NRMSE:  0.19071600723011914
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1747084136438477
		NRMSE:  0.18704952288841878
		MAPE:  547.6986763085636
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.045733924340672916
		RMSE:  0.9628293412733254
		NRMSE:  0.18928741030812832
		MAPE:  293.35791980552335

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1747084136438477
		NRMSE:  0.18704952288841878
		MAPE:  547.6986763085638
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.045733924340672916
		RMSE:  0.9628293412733254
		NRMSE:  0.18928741030812832
		MAPE:  293.3579198055234

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1747084136438477
		NRMSE:  0.18704952288841878
		MAPE:  547.6986763085636
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.045733924340672916
		RMSE:  0.9628293412733254
		NRMSE:  0.18928741030812832
		MAPE:  293.35791980552335

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -8.038036049451414e-05
		RMSE:  1.1747556244380437
		NRMSE:  0.18705704029139894
		MAPE:  559.5420968885569
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05064331478686768
		RMSE:  0.9650867846881294
		NRMSE:  0.18973121233989884
		MAPE:  299.4500741482848

Protein:  CDH2
x_train_column_count:  1
x_train columns:  ['CDH2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032532184952558385
		RMSE:  0.38185758840977485
		NRMSE:  0.13836422509231644
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01322006783790175
		RMSE:  0.3341656221976159
		NRMSE:  0.1760731037776972
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  LinearRegression
		Pearson Correlation:  0.013144969141628193
		Spearman Correlation:  -0.006753794768230431
		Coefficient of Determination:  0.00017279021373428627
		RMSE:  0.3812050282217035
		NRMSE:  0.13812777310736413
		MAPE:  134.2029506087419
		Pearson Correlation:  0.0073672732940825575
		Spearman Correlation:  0.009670338274985611
		Coefficient of Determination:  -0.002383453506540789
		RMSE:  0.3323738305317345
		NRMSE:  0.1751290021137978
		MAPE:  637.2640224772792

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  RandomForests
		Pearson Correlation:  0.013144969141628216
		Spearman Correlation:  -0.006753794768230431
		Coefficient of Determination:  0.00017054406448901993
		RMSE:  0.3812054564171442
		NRMSE:  0.13812792826188283
		MAPE:  155.66629715298168
		Pearson Correlation:  0.007367273294082566
		Spearman Correlation:  0.009670338274985611
		Coefficient of Determination:  -0.0024722291997434365
		RMSE:  0.3323885484841413
		NRMSE:  0.17513675705742265
		MAPE:  634.0131443807717

Protein:  CDH3
x_train_column_count:  1
x_train columns:  ['CDH3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.2263418226753373e-05
		RMSE:  0.21251306884336046
		NRMSE:  0.14909431220418734
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004123239054339534
		RMSE:  0.18871613277479948
		NRMSE:  0.16414808838605816
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  LinearRegression
		Pearson Correlation:  0.0472518830270131
		Spearman Correlation:  0.053564309919690634
		Coefficient of Determination:  0.002232740449598425
		RMSE:  0.21227333005541227
		NRMSE:  0.1489261169496915
		MAPE:  110.36312071546426
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028329773341648767
		RMSE:  0.1885948471283318
		NRMSE:  0.16404259233374083
		MAPE:  99.73558456427553

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  RandomForests
		Pearson Correlation:  0.047251883027013115
		Spearman Correlation:  0.053564309919690634
		Coefficient of Determination:  0.002224420555647977
		RMSE:  0.21227421507538866
		NRMSE:  0.14892673785948018
		MAPE:  113.75195177449282
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0025016608794410367
		RMSE:  0.18856369052533004
		NRMSE:  0.1640154918588204
		MAPE:  100.09430668977957

Protein:  PTEN
x_train_column_count:  1
x_train columns:  ['PTEN']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023393971457565055
		RMSE:  0.6366126117528933
		NRMSE:  0.09954071014821253
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20813248536085016
		RMSE:  0.517654316968625
		NRMSE:  0.12376376344107133
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6292943186382643
		NRMSE:  0.09839642227163854
		MAPE:  299.798968451812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06342466003107061
		RMSE:  0.4856640113421529
		NRMSE:  0.11611533767086332
		MAPE:  95.15154235140719

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6292943186382643
		NRMSE:  0.09839642227163854
		MAPE:  299.798968451812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06342466003107039
		RMSE:  0.4856640113421529
		NRMSE:  0.11611533767086332
		MAPE:  95.15154235140719

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6292943186382643
		NRMSE:  0.09839642227163854
		MAPE:  299.798968451812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06342466003107061
		RMSE:  0.4856640113421529
		NRMSE:  0.11611533767086332
		MAPE:  95.15154235140719

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.3419559188896386e-06
		RMSE:  0.6292953701743222
		NRMSE:  0.09839658668975408
		MAPE:  302.4002823083477
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06220027117065996
		RMSE:  0.4853843427917682
		NRMSE:  0.11604847290961799
		MAPE:  95.26027671741345

Protein:  BRCA2
x_train_column_count:  1
x_train columns:  ['BRCA2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00289910117318648
		RMSE:  0.19032543678137456
		NRMSE:  0.12827584502559417
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001649424828515933
		RMSE:  0.21414907824527551
		NRMSE:  0.14729386559180924
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  LinearRegression
		Pearson Correlation:  0.0013919610646360304
		Spearman Correlation:  0.005062699493336157
		Coefficient of Determination:  1.9375556051803855e-06
		RMSE:  0.1900499647376551
		NRMSE:  0.1280901819330164
		MAPE:  119.56617501486065
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036649163825406283
		RMSE:  0.21452344730375503
		NRMSE:  0.14755136035309072
		MAPE:  115.4438744412544

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  RandomForests
		Pearson Correlation:  -0.0013919610646360295
		Spearman Correlation:  -0.005062699493336157
		Coefficient of Determination:  -6.364934274283307e-05
		RMSE:  0.19005619704140198
		NRMSE:  0.1280943823911533
		MAPE:  118.5639808796393
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0033973031901091133
		RMSE:  0.21449484556078072
		NRMSE:  0.14753168778984704
		MAPE:  114.4327136067381

Protein:  CDKN2A
x_train_column_count:  1
x_train columns:  ['CDKN2A']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07669790023289091
		RMSE:  0.6927164423772558
		NRMSE:  0.16172871740223568
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04462654135164201
		RMSE:  0.6710309035955896
		NRMSE:  0.2071658496482324
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6675880639420501
		NRMSE:  0.15586198728568595
		MAPE:  307.97311558867955
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004949645588538276
		RMSE:  0.658164031136248
		NRMSE:  0.20319348928290204
		MAPE:  176.07940307985857

	Predictor:  LinearRegression
		Pearson Correlation:  0.07449243162145305
		Spearman Correlation:  0.06902697312624104
		Coefficient of Determination:  0.005549122368876946
		RMSE:  0.6657332232484783
		NRMSE:  0.15542893706772468
		MAPE:  311.91171996458166
		Pearson Correlation:  0.20328513940094914
		Spearman Correlation:  0.14682952634209145
		Coefficient of Determination:  0.02776135708741667
		RMSE:  0.6473638336190096
		NRMSE:  0.19985916878732043
		MAPE:  177.38446802752986

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6675880639420501
		NRMSE:  0.15586198728568595
		MAPE:  307.97311558867955
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004949645588538276
		RMSE:  0.658164031136248
		NRMSE:  0.20319348928290204
		MAPE:  176.07940307985857

	Predictor:  RandomForests
		Pearson Correlation:  0.07449243162145311
		Spearman Correlation:  0.06902697312624104
		Coefficient of Determination:  0.005427260142017776
		RMSE:  0.6657740122153659
		NRMSE:  0.15543846008016574
		MAPE:  310.4155764284463
		Pearson Correlation:  0.20328513940094914
		Spearman Correlation:  0.14682952634209145
		Coefficient of Determination:  0.024503574046781718
		RMSE:  0.6484475218674116
		NRMSE:  0.2001937334035416
		MAPE:  176.83385863323122

Protein:  TP53
x_train_column_count:  1
x_train columns:  ['TP53']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.043501333030021794
		RMSE:  0.4597988418920562
		NRMSE:  0.11050200478059512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10290984727382035
		RMSE:  0.4520547550562478
		NRMSE:  0.16857084713604026
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45011280589110314
		NRMSE:  0.10817419031269002
		MAPE:  382.8265287953516
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010546813555600831
		RMSE:  0.4327123127899972
		NRMSE:  0.16135806629028604
		MAPE:  261.16646791413905

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45011280589110314
		NRMSE:  0.10817419031269002
		MAPE:  382.8265287953516
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01054681355560061
		RMSE:  0.4327123127899972
		NRMSE:  0.16135806629028604
		MAPE:  261.1664679141391

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45011280589110314
		NRMSE:  0.10817419031269002
		MAPE:  382.8265287953516
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010546813555600831
		RMSE:  0.4327123127899972
		NRMSE:  0.16135806629028604
		MAPE:  261.16646791413905

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.127886026492831e-06
		RMSE:  0.45011328478522344
		NRMSE:  0.10817430540380281
		MAPE:  384.97620402785606
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010235836874693982
		RMSE:  0.4326457281494117
		NRMSE:  0.16133323693246113
		MAPE:  262.48262286795716

Protein:  CTNNB1
x_train_column_count:  1
x_train columns:  ['CTNNB1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.43619721536848943
		RMSE:  0.9218173342266688
		NRMSE:  0.18131733560713392
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5414936126562622
		RMSE:  0.7610450185362576
		NRMSE:  0.2487969592128731
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.3651813305723977e-05
		RMSE:  0.7692103826358508
		NRMSE:  0.15130023261916817
		MAPE:  448.4586738716637
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010039645692692112
		RMSE:  0.6160396894843083
		NRMSE:  0.20139255597904746
		MAPE:  1395.83653435531

Protein:  CCNE1
x_train_column_count:  1
x_train columns:  ['CCNE1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.3882525061775621
		RMSE:  0.8073510115699897
		NRMSE:  0.1948381908849554
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.2068608862157744
		RMSE:  0.7484097025916991
		NRMSE:  0.3260050104942715
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5224229806426052
		NRMSE:  0.12607644873967835
		MAPE:  105.82433067667067
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010783677474574871
		RMSE:  0.36685077747270034
		NRMSE:  0.1597990928573857
		MAPE:  133.3645349232411

	Predictor:  LinearRegression
		Pearson Correlation:  0.07188063701483931
		Spearman Correlation:  0.0958698472887527
		Coefficient of Determination:  0.005166825977659162
		RMSE:  0.5210715984790001
		NRMSE:  0.12575031939546785
		MAPE:  105.46603095542464
		Pearson Correlation:  0.07812502788834247
		Spearman Correlation:  0.11992946044735714
		Coefficient of Determination:  -0.005811596589553103
		RMSE:  0.3659473891376678
		NRMSE:  0.1594055796217571
		MAPE:  132.76791733181105

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5224229806426052
		NRMSE:  0.12607644873967835
		MAPE:  105.82433067667067
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010783677474574871
		RMSE:  0.36685077747270034
		NRMSE:  0.1597990928573857
		MAPE:  133.3645349232411

	Predictor:  RandomForests
		Pearson Correlation:  0.07188063701483922
		Spearman Correlation:  0.0958698472887527
		Coefficient of Determination:  0.0051539529043052035
		RMSE:  0.5210749697835492
		NRMSE:  0.12575113299310983
		MAPE:  105.51207161524754
		Pearson Correlation:  0.0781250278883424
		Spearman Correlation:  0.11992946044735714
		Coefficient of Determination:  -0.005111566061356543
		RMSE:  0.36582001988982876
		NRMSE:  0.1593500979613315
		MAPE:  132.84961543133034

Protein:  CCND1
x_train_column_count:  1
x_train columns:  ['CCND1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.44064885869713843
		RMSE:  0.2936537728092399
		NRMSE:  0.17653615611766113
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6507167710215811
		RMSE:  0.2694738938084911
		NRMSE:  0.2553456206196082
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796535
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.97448412250054

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.4116478916667035e-06
		RMSE:  0.24465690258910402
		NRMSE:  0.14708065466875717
		MAPE:  622.5870209040851
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0008938093409120995
		RMSE:  0.20983330328280636
		NRMSE:  0.19883193245980532
		MAPE:  469.34659613783066

Protein:  ERBB2
x_train_column_count:  1
x_train columns:  ['ERBB2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08695701084953744
		RMSE:  1.023008454816054
		NRMSE:  0.1742863272085548
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1111491455026472
		RMSE:  1.1242523174677488
		NRMSE:  0.20280184671833265
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865388
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792788993

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865389
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792789

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865388
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792788993

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -8.15820629518349e-06
		RMSE:  0.9812390210263281
		NRMSE:  0.16717021671062032
		MAPE:  598.5939208181778
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004188610298379913
		RMSE:  1.068772470679015
		NRMSE:  0.19279393727523902
		MAPE:  269.63060457851583

Protein:  ERBB3
x_train_column_count:  1
x_train columns:  ['ERBB3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19951943522205973
		RMSE:  0.4939516163098853
		NRMSE:  0.17910620018705933
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27774471248359456
		RMSE:  0.5592204608326292
		NRMSE:  0.15547938022732444
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9170159786252583e-06
		RMSE:  0.45100481929229386
		NRMSE:  0.16353374861479833
		MAPE:  235.79472521493977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014658626088311477
		RMSE:  0.498334532216317
		NRMSE:  0.1385513400198282
		MAPE:  160.9258353666711


Fold:  4

Protein:  RB1
x_train_column_count:  1
x_train columns:  ['RB1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0017653619110491459
		RMSE:  0.25173274438657
		NRMSE:  0.09206141909982812
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11040193949010524
		RMSE:  0.1737457828578019
		NRMSE:  0.1664678101960314
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735625
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.4098473865530323e-05
		RMSE:  0.25151386894767247
		NRMSE:  0.09198137395687261
		MAPE:  141.616178993359
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07599103874721358
		RMSE:  0.1710324408043952
		NRMSE:  0.16386812632161424
		MAPE:  100.2445075488262

Protein:  CDH1
x_train_column_count:  1
x_train columns:  ['CDH1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1648542010437435
		RMSE:  1.2077311247232185
		NRMSE:  0.19230774891296748
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01787767410405383
		RMSE:  1.1768276141426715
		NRMSE:  0.21349508619837296
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.119011303751291
		NRMSE:  0.17818083878718685
		MAPE:  552.7314487209006
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06543533401046742
		RMSE:  1.204005869039757
		NRMSE:  0.21842565020132743
		MAPE:  371.74257556440244

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.119011303751291
		NRMSE:  0.17818083878718685
		MAPE:  552.7314487209006
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06543533401046742
		RMSE:  1.204005869039757
		NRMSE:  0.21842565020132743
		MAPE:  371.7425755644024

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.119011303751291
		NRMSE:  0.17818083878718685
		MAPE:  552.7314487209006
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06543533401046742
		RMSE:  1.204005869039757
		NRMSE:  0.21842565020132743
		MAPE:  371.74257556440244

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -7.574853195158049e-05
		RMSE:  1.1190536846804813
		NRMSE:  0.17818758712787508
		MAPE:  563.4401015673177
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0697766676219389
		RMSE:  1.206456359084116
		NRMSE:  0.21887020773631508
		MAPE:  378.45418640238364

Protein:  CDH2
x_train_column_count:  1
x_train columns:  ['CDH2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011628294333081435
		RMSE:  0.38156283556505555
		NRMSE:  0.1382574228440668
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.013534078125908788
		RMSE:  0.33551468363995024
		NRMSE:  0.17308132332546644
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  LinearRegression
		Pearson Correlation:  0.03004966730173431
		Spearman Correlation:  0.021327840093619946
		Coefficient of Determination:  0.0009029825049449158
		RMSE:  0.3791922171900172
		NRMSE:  0.1373984408978974
		MAPE:  503.3332546571895
		Pearson Correlation:  -0.06782633649554902
		Spearman Correlation:  -0.10354765953166792
		Coefficient of Determination:  -0.06296511830829665
		RMSE:  0.3435989756364615
		NRMSE:  0.17725175170053933
		MAPE:  138.48717374722776

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  RandomForests
		Pearson Correlation:  0.030049667301734306
		Spearman Correlation:  0.021327840093619946
		Coefficient of Determination:  0.000901864240836936
		RMSE:  0.3791924294001031
		NRMSE:  0.13739851779118165
		MAPE:  512.552755472322
		Pearson Correlation:  -0.06782633649554894
		Spearman Correlation:  -0.10354765953166792
		Coefficient of Determination:  -0.06262986529635794
		RMSE:  0.3435447868048161
		NRMSE:  0.1772237974107631
		MAPE:  139.2481725997938

Protein:  CDH3
x_train_column_count:  1
x_train columns:  ['CDH3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006306553616452382
		RMSE:  0.206558346691537
		NRMSE:  0.1472115018398285
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056823148221427866
		RMSE:  0.21361844422784051
		NRMSE:  0.19012980777528213
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  LinearRegression
		Pearson Correlation:  0.03763546790459483
		Spearman Correlation:  0.04346736260721379
		Coefficient of Determination:  0.0014164284443977104
		RMSE:  0.20576419558815062
		NRMSE:  0.14664552046706003
		MAPE:  180.26293980163487
		Pearson Correlation:  0.08073549283252746
		Spearman Correlation:  0.10423775534209546
		Coefficient of Determination:  -0.09670229619265602
		RMSE:  0.21761156160945508
		NRMSE:  0.19368385781499103
		MAPE:  213.17268307934648

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  RandomForests
		Pearson Correlation:  0.03763546790459478
		Spearman Correlation:  0.04346736260721379
		Coefficient of Determination:  0.001389430234007727
		RMSE:  0.20576697714176978
		NRMSE:  0.14664750284488345
		MAPE:  185.76105937028902
		Pearson Correlation:  0.08073549283252739
		Spearman Correlation:  0.10423775534209546
		Coefficient of Determination:  -0.10001564080346803
		RMSE:  0.21794003649847146
		NRMSE:  0.19397621490865605
		MAPE:  220.31985171364403

Protein:  PTEN
x_train_column_count:  1
x_train columns:  ['PTEN']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04663541191913323
		RMSE:  0.5747314783713694
		NRMSE:  0.11117523181123673
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02346833201832421
		RMSE:  0.7542692946958974
		NRMSE:  0.11793750210239971
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.3515784225723877e-06
		RMSE:  0.5617822327435491
		NRMSE:  0.10867034833324611
		MAPE:  275.23235997653785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011889288820654542
		RMSE:  0.7456156921871908
		NRMSE:  0.11658442532830753
		MAPE:  434.68040701520795

Protein:  BRCA2
x_train_column_count:  1
x_train columns:  ['BRCA2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015699866052385492
		RMSE:  0.1919477679021074
		NRMSE:  0.12365776640496533
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0014129332580739007
		RMSE:  0.2082543553514594
		NRMSE:  0.20232423210836328
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  LinearRegression
		Pearson Correlation:  0.002407409458404583
		Spearman Correlation:  0.007152067813778633
		Coefficient of Determination:  5.795620300119708e-06
		RMSE:  0.1917967115866645
		NRMSE:  0.12356045198045709
		MAPE:  107.42011752237897
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.5313912242742589e-06
		RMSE:  0.20810754567064893
		NRMSE:  0.20218160288994466
		MAPE:  135.68628697518574

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  RandomForests
		Pearson Correlation:  -0.002407409458404594
		Spearman Correlation:  -0.007152067813778633
		Coefficient of Determination:  -0.00010133005259027605
		RMSE:  0.19180698454697903
		NRMSE:  0.12356707008985604
		MAPE:  105.6400888342812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.869184616025258e-05
		RMSE:  0.20811349333754217
		NRMSE:  0.2021873811947248
		MAPE:  128.85278659931006

Protein:  CDKN2A
x_train_column_count:  1
x_train columns:  ['CDKN2A']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06343046233027927
		RMSE:  0.6950010485750925
		NRMSE:  0.15711564339891315
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10006794882547432
		RMSE:  0.6614783461565592
		NRMSE:  0.1993004959796804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6739550183850767
		NRMSE:  0.1523578655781794
		MAPE:  281.71125082022354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0022276354551518107
		RMSE:  0.6313774446715202
		NRMSE:  0.19023122768048215
		MAPE:  197.14658329930893

	Predictor:  LinearRegression
		Pearson Correlation:  0.11733892095594277
		Spearman Correlation:  0.098119935909109
		Coefficient of Determination:  0.013768422371104871
		RMSE:  0.6692992886510427
		NRMSE:  0.15130536648605009
		MAPE:  289.21213309550114
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0014294563310142117
		RMSE:  0.6311259785098089
		NRMSE:  0.19015546203971345
		MAPE:  201.31691574449397

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6739550183850767
		NRMSE:  0.1523578655781794
		MAPE:  281.71125082022354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0022276354551518107
		RMSE:  0.6313774446715202
		NRMSE:  0.19023122768048215
		MAPE:  197.14658329930893

	Predictor:  RandomForests
		Pearson Correlation:  0.11733892095594302
		Spearman Correlation:  0.098119935909109
		Coefficient of Determination:  0.013766997704653283
		RMSE:  0.6692997720709208
		NRMSE:  0.15130547577052578
		MAPE:  288.3056038367429
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015204269220872035
		RMSE:  0.6311546438337229
		NRMSE:  0.19016409877484872
		MAPE:  200.79083177774612

Protein:  TP53
x_train_column_count:  1
x_train columns:  ['TP53']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04782361373877353
		RMSE:  0.460756629216985
		NRMSE:  0.11073218678610552
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07696826201632412
		RMSE:  0.4481222561682025
		NRMSE:  0.1422068596624151
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4501191620264231
		NRMSE:  0.10817571786263473
		MAPE:  418.8529054417374
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002447694094247499
		RMSE:  0.4323405014905614
		NRMSE:  0.13719868668778923
		MAPE:  185.65040333639752

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4501191620264231
		NRMSE:  0.10817571786263473
		MAPE:  418.8529054417374
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002447694094247499
		RMSE:  0.43234050149056136
		NRMSE:  0.1371986866877892
		MAPE:  185.65040333639752

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4501191620264231
		NRMSE:  0.10817571786263473
		MAPE:  418.8529054417374
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002447694094247499
		RMSE:  0.4323405014905614
		NRMSE:  0.13719868668778923
		MAPE:  185.65040333639752

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.1531098099613075e-05
		RMSE:  0.45012625834621206
		NRMSE:  0.10817742329877725
		MAPE:  427.72581172445143
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019027794096784234
		RMSE:  0.4322229787940365
		NRMSE:  0.13716139210270262
		MAPE:  188.46285720066712

Protein:  CTNNB1
x_train_column_count:  1
x_train columns:  ['CTNNB1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6170193939500923
		RMSE:  0.9046651382507068
		NRMSE:  0.21849703851094263
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09478783275970826
		RMSE:  0.8396248247596424
		NRMSE:  0.17652527641906535
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  2.220446049250313e-16
		RMSE:  0.7114268313676597
		NRMSE:  0.17182562828897202
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287339

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.336102732056425e-05
		RMSE:  0.7114458123477446
		NRMSE:  0.1718302126238394
		MAPE:  637.4091255030693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.15602567556949265
		RMSE:  0.862787867807884
		NRMSE:  0.1813951450273072
		MAPE:  938.6635184615642

Protein:  CCNE1
x_train_column_count:  1
x_train columns:  ['CCNE1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4688329016852353
		RMSE:  0.7931748470731899
		NRMSE:  0.19141705409976348
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.186170633384966
		RMSE:  0.8069776954058596
		NRMSE:  0.32929800677624244
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5048043460690237
		NRMSE:  0.12182453992060809
		MAPE:  103.07374645056161
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01570191691728584
		RMSE:  0.4556277343037054
		NRMSE:  0.18592497115143453
		MAPE:  142.6844229696492

	Predictor:  LinearRegression
		Pearson Correlation:  0.08084021092875135
		Spearman Correlation:  0.11465904194219208
		Coefficient of Determination:  0.0065351397030049
		RMSE:  0.5031521588637752
		NRMSE:  0.12142581723188821
		MAPE:  102.5896262704943
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01772084420757869
		RMSE:  0.45608033884774973
		NRMSE:  0.18610966246949717
		MAPE:  142.19674715932254

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5048043460690237
		NRMSE:  0.12182453992060809
		MAPE:  103.07374645056161
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01570191691728584
		RMSE:  0.4556277343037054
		NRMSE:  0.18592497115143453
		MAPE:  142.6844229696492

	Predictor:  RandomForests
		Pearson Correlation:  0.08084021092875132
		Spearman Correlation:  0.11465904194219208
		Coefficient of Determination:  0.006534968139914943
		RMSE:  0.5031522023088626
		NRMSE:  0.12142582771650037
		MAPE:  102.5747169230077
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017833558037302133
		RMSE:  0.45610559387651795
		NRMSE:  0.18611996812067166
		MAPE:  142.1703617155453

Protein:  CCND1
x_train_column_count:  1
x_train columns:  ['CCND1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47371951525638445
		RMSE:  0.2917253166285864
		NRMSE:  0.18637975276867558
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47112550847095647
		RMSE:  0.27775626016480953
		NRMSE:  0.17517423067911803
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443612
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422969

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -7.578650524475705e-06
		RMSE:  0.2403080660151938
		NRMSE:  0.15352989740432257
		MAPE:  631.7406717684042
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015018985732184742
		RMSE:  0.22917375541492033
		NRMSE:  0.14453440679548457
		MAPE:  486.008501755422

Protein:  ERBB2
x_train_column_count:  1
x_train columns:  ['ERBB2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06177154229692228
		RMSE:  1.0106646016782141
		NRMSE:  0.1721833486682819
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.26989975035857605
		RMSE:  1.1682171872252598
		NRMSE:  0.21036071365744585
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9808249714864398
		NRMSE:  0.1670996765569688
		MAPE:  529.9728174248761
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556425
		RMSE:  1.07776630779691
		NRMSE:  0.19407323581894154
		MAPE:  193.8969179437583

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  2.220446049250313e-16
		RMSE:  0.9808249714864397
		NRMSE:  0.16709967655696878
		MAPE:  529.9728174248763
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556381
		RMSE:  1.0777663077969097
		NRMSE:  0.1940732358189415
		MAPE:  193.89691794375835

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9808249714864398
		NRMSE:  0.1670996765569688
		MAPE:  529.9728174248761
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556425
		RMSE:  1.07776630779691
		NRMSE:  0.19407323581894154
		MAPE:  193.8969179437583

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.136696957366624e-06
		RMSE:  0.9808260193487461
		NRMSE:  0.16709985507755867
		MAPE:  527.2581033665992
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0816534943576046
		RMSE:  1.0781593445925315
		NRMSE:  0.19414400990249783
		MAPE:  193.10766728184439

Protein:  ERBB3
x_train_column_count:  1
x_train columns:  ['ERBB3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20254353309139272
		RMSE:  0.523865801474932
		NRMSE:  0.14324270860276114
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.287905849531515
		RMSE:  0.4364451552160674
		NRMSE:  0.21482088883335748
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -8.109459215255299e-08
		RMSE:  0.477715862467629
		NRMSE:  0.13062374732174947
		MAPE:  235.40564654781124
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.000489096718886195
		RMSE:  0.384674855326909
		NRMSE:  0.1893392407856143
		MAPE:  219.75997191205136


Fold:  5

Protein:  RB1
x_train_column_count:  1
x_train columns:  ['RB1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00018503513771928048
		RMSE:  0.23392670305630597
		NRMSE:  0.11556330212293363
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12340187398900859
		RMSE:  0.2547692202160761
		NRMSE:  0.12845593258580365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.0260396834160801e-05
		RMSE:  0.23390626370573805
		NRMSE:  0.11555320477699571
		MAPE:  103.42314068679886
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11639433248952269
		RMSE:  0.25397337914995716
		NRMSE:  0.1280546654851245
		MAPE:  122.26566295301933

Protein:  CDH1
x_train_column_count:  1
x_train columns:  ['CDH1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10476316856458312
		RMSE:  1.1835893765747125
		NRMSE:  0.18846364392451076
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19786466090973764
		RMSE:  1.2714981376898562
		NRMSE:  0.2500438806886504
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1260727912856485
		NRMSE:  0.17930524366829853
		MAPE:  266.31463004312263
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01718399286470018
		RMSE:  1.1716869980595492
		NRMSE:  0.23041572398960675
		MAPE:  1066.779337530299

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1260727912856485
		NRMSE:  0.17930524366829853
		MAPE:  266.3146300431226
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01718399286470018
		RMSE:  1.1716869980595492
		NRMSE:  0.23041572398960675
		MAPE:  1066.7793375302988

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1260727912856485
		NRMSE:  0.17930524366829853
		MAPE:  266.31463004312263
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01718399286470018
		RMSE:  1.1716869980595492
		NRMSE:  0.23041572398960675
		MAPE:  1066.779337530299

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010807252483369112
		RMSE:  1.1261336384065677
		NRMSE:  0.17931493239173396
		MAPE:  272.91326398306535
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01464370336783083
		RMSE:  1.1702230127671565
		NRMSE:  0.2301278269389307
		MAPE:  1099.0733237968934

Protein:  CDH2
x_train_column_count:  1
x_train columns:  ['CDH2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0016678089051440637
		RMSE:  0.3594357673583712
		NRMSE:  0.1765314902796381
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02548752338232485
		RMSE:  0.4223734458481898
		NRMSE:  0.15794680397441796
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  LinearRegression
		Pearson Correlation:  0.01064185744571173
		Spearman Correlation:  0.0015351265807716104
		Coefficient of Determination:  0.00011324912989463254
		RMSE:  0.35911607015829056
		NRMSE:  0.17637447579111562
		MAPE:  198.29205217125093
		Pearson Correlation:  0.011164952153692375
		Spearman Correlation:  -0.04761525104101502
		Coefficient of Determination:  -0.015206121994345123
		RMSE:  0.42025078209038663
		NRMSE:  0.15715303258619998
		MAPE:  210.32172713725942

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  RandomForests
		Pearson Correlation:  0.01064185744571171
		Spearman Correlation:  0.0015351265807716104
		Coefficient of Determination:  0.00010973482168841198
		RMSE:  0.35911670125148304
		NRMSE:  0.1763747857430789
		MAPE:  194.01817192416001
		Pearson Correlation:  0.011164952153692374
		Spearman Correlation:  -0.04761525104101502
		Coefficient of Determination:  -0.015607223364809686
		RMSE:  0.42033379307442126
		NRMSE:  0.15718407459357975
		MAPE:  232.99420442831806

Protein:  CDH3
x_train_column_count:  1
x_train columns:  ['CDH3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011481892643820935
		RMSE:  0.2038847376288621
		NRMSE:  0.14304087222095618
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026977014897064944
		RMSE:  0.22369326249691865
		NRMSE:  0.20181818899206835
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  LinearRegression
		Pearson Correlation:  0.03817002397504604
		Spearman Correlation:  0.04026301793399473
		Coefficient of Determination:  0.001456950730255424
		RMSE:  0.20361929527354353
		NRMSE:  0.14285464393103744
		MAPE:  143.03156795735265
		Pearson Correlation:  0.05682417457895163
		Spearman Correlation:  0.057279399409552734
		Coefficient of Determination:  -0.0031999265358222395
		RMSE:  0.2237492765352678
		NRMSE:  0.2018687253902217
		MAPE:  106.62148097474062

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  RandomForests
		Pearson Correlation:  0.038170023975046166
		Spearman Correlation:  0.04026301793399473
		Coefficient of Determination:  0.0014445327695656873
		RMSE:  0.20362056138247345
		NRMSE:  0.1428555322041263
		MAPE:  145.70763739621518
		Pearson Correlation:  0.05682417457895166
		Spearman Correlation:  0.057279399409552734
		Coefficient of Determination:  -0.0036542509828394465
		RMSE:  0.22379993605836807
		NRMSE:  0.20191443089379016
		MAPE:  107.39493767902192

Protein:  PTEN
x_train_column_count:  1
x_train columns:  ['PTEN']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05240378988513572
		RMSE:  0.5837468026637292
		NRMSE:  0.09127461538014686
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011774083334460839
		RMSE:  0.7259408088203396
		NRMSE:  0.14042494754339593
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5690275755039937
		NRMSE:  0.08897311789601967
		MAPE:  304.4741530818047
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005181468299075398
		RMSE:  0.7235718660416283
		NRMSE:  0.13996670265429206
		MAPE:  391.1377632658283

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5690275755039937
		NRMSE:  0.08897311789601967
		MAPE:  304.4741530818047
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005181468299075398
		RMSE:  0.7235718660416283
		NRMSE:  0.13996670265429206
		MAPE:  391.1377632658283

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5690275755039937
		NRMSE:  0.08897311789601967
		MAPE:  304.4741530818047
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005181468299075398
		RMSE:  0.7235718660416283
		NRMSE:  0.13996670265429206
		MAPE:  391.1377632658283

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -6.269934017089085e-06
		RMSE:  0.5690293593838737
		NRMSE:  0.08897339682337169
		MAPE:  306.950665127385
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005469590696549398
		RMSE:  0.7236755599168984
		NRMSE:  0.1399867610486108
		MAPE:  394.53455353066096

Protein:  BRCA2
x_train_column_count:  1
x_train columns:  ['BRCA2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00015423459462815536
		RMSE:  0.20048365981157823
		NRMSE:  0.1291568109593031
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08467605477038265
		RMSE:  0.17297650483593724
		NRMSE:  0.22621657599677922
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  LinearRegression
		Pearson Correlation:  0.0017293408339848913
		Spearman Correlation:  0.001573264496304759
		Coefficient of Determination:  2.9906197199780493e-06
		RMSE:  0.20046790107948445
		NRMSE:  0.1291466587724171
		MAPE:  103.36205519297397
		Pearson Correlation:  -0.004853743052261786
		Spearman Correlation:  -0.016812541184208947
		Coefficient of Determination:  -0.09374062548263384
		RMSE:  0.1736977780391837
		NRMSE:  0.22715984834785025
		MAPE:  102.33090473738133

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  RandomForests
		Pearson Correlation:  0.0017293408339849263
		Spearman Correlation:  0.001573264496304759
		Coefficient of Determination:  -3.743825403090817e-05
		RMSE:  0.20047195339637808
		NRMSE:  0.12914926938082016
		MAPE:  105.32990823311846
		Pearson Correlation:  -0.004853743052261784
		Spearman Correlation:  -0.016812541184208947
		Coefficient of Determination:  -0.09796167737362804
		RMSE:  0.1740326295045223
		NRMSE:  0.22759776303475093
		MAPE:  104.01668259856571

Protein:  CDKN2A
x_train_column_count:  1
x_train columns:  ['CDKN2A']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06876053865938014
		RMSE:  0.7026668514343448
		NRMSE:  0.1789276696377339
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07452018232747903
		RMSE:  0.6281215662347416
		NRMSE:  0.15805378984795088
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6796874655065666
		NRMSE:  0.1730761797526334
		MAPE:  274.2442116656758
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00044725008449963966
		RMSE:  0.6060849693149379
		NRMSE:  0.15250873639690443
		MAPE:  274.3248072759207

	Predictor:  LinearRegression
		Pearson Correlation:  0.12976399481728043
		Spearman Correlation:  0.10363878671427582
		Coefficient of Determination:  0.01683869435093932
		RMSE:  0.6739406458206236
		NRMSE:  0.1716128048230561
		MAPE:  279.87077485882344
		Pearson Correlation:  0.04194020008789092
		Spearman Correlation:  0.05267929571052136
		Coefficient of Determination:  -0.025253273021587974
		RMSE:  0.6135528794023152
		NRMSE:  0.15438788138253068
		MAPE:  285.1004800880891

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6796874655065666
		NRMSE:  0.1730761797526334
		MAPE:  274.2442116656758
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00044725008449963966
		RMSE:  0.6060849693149379
		NRMSE:  0.15250873639690443
		MAPE:  274.3248072759207

	Predictor:  RandomForests
		Pearson Correlation:  0.1297639948172811
		Spearman Correlation:  0.10363878671427582
		Coefficient of Determination:  0.016711889881956488
		RMSE:  0.6739841055916045
		NRMSE:  0.17162387145517163
		MAPE:  281.9278185882
		Pearson Correlation:  0.0419402000878908
		Spearman Correlation:  0.05267929571052136
		Coefficient of Determination:  -0.020087039319949485
		RMSE:  0.6120050858825572
		NRMSE:  0.15399841118304955
		MAPE:  286.4116290542241

Protein:  TP53
x_train_column_count:  1
x_train columns:  ['TP53']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0629013951002304
		RMSE:  0.43691826486349494
		NRMSE:  0.11112140819031384
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02793228386718627
		RMSE:  0.5354711484549424
		NRMSE:  0.14342336907859712
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4237929343776606
		NRMSE:  0.10778324331179852
		MAPE:  459.9790072255086
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011640203076264122
		RMSE:  0.5284530873849588
		NRMSE:  0.1415436152095778
		MAPE:  140.42972129387252

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.220446049250313e-16
		RMSE:  0.42379293437766064
		NRMSE:  0.10778324331179853
		MAPE:  459.9790072255088
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011640203076264122
		RMSE:  0.5284530873849588
		NRMSE:  0.1415436152095778
		MAPE:  140.42972129387257

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4237929343776606
		NRMSE:  0.10778324331179852
		MAPE:  459.9790072255086
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011640203076264122
		RMSE:  0.5284530873849588
		NRMSE:  0.1415436152095778
		MAPE:  140.42972129387252

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.488458933638029e-05
		RMSE:  0.4238024451568515
		NRMSE:  0.10778566218796296
		MAPE:  470.36376241957163
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015597451398132733
		RMSE:  0.5285575165017301
		NRMSE:  0.14157158604572925
		MAPE:  142.3071053757321

Protein:  CTNNB1
x_train_column_count:  1
x_train columns:  ['CTNNB1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.4291206958720877
		RMSE:  0.9037435622191023
		NRMSE:  0.1777623057079273
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5497170498826627
		RMSE:  0.8436000623678614
		NRMSE:  0.27017767234966206
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.019855616894553e-05
		RMSE:  0.7559997686116472
		NRMSE:  0.14870176408568986
		MAPE:  710.9942516797496
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -7.503681818787911e-06
		RMSE:  0.6776602739280774
		NRMSE:  0.21703255324545534
		MAPE:  272.4237928007498

Protein:  CCNE1
x_train_column_count:  1
x_train columns:  ['CCNE1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9790551557409413
		RMSE:  0.7746141645114569
		NRMSE:  0.27590887426944144
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8285524646781477
		RMSE:  0.8763813407881366
		NRMSE:  0.2114972948785232
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4487930906545114
		NRMSE:  0.15985506345663808
		MAPE:  112.14421009479175
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0040862214035515265
		RMSE:  0.6494188844018614
		NRMSE:  0.15672439713344627
		MAPE:  115.49088793396595

	Predictor:  LinearRegression
		Pearson Correlation:  0.08097211632020355
		Spearman Correlation:  0.10028966615370673
		Coefficient of Determination:  0.006556483621372622
		RMSE:  0.44731941888179777
		NRMSE:  0.15933015810571602
		MAPE:  111.75141266976858
		Pearson Correlation:  0.05263185104833817
		Spearman Correlation:  0.08854605023683378
		Coefficient of Determination:  -0.0016479170488092887
		RMSE:  0.6486298867276443
		NRMSE:  0.156533988157358
		MAPE:  115.05028000069449

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4487930906545114
		NRMSE:  0.15985506345663808
		MAPE:  112.14421009479175
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0040862214035515265
		RMSE:  0.6494188844018614
		NRMSE:  0.15672439713344627
		MAPE:  115.49088793396595

	Predictor:  RandomForests
		Pearson Correlation:  0.08097211632020365
		Spearman Correlation:  0.10028966615370673
		Coefficient of Determination:  0.006552554918734965
		RMSE:  0.44732030337256873
		NRMSE:  0.1593304731514047
		MAPE:  111.72885445197274
		Pearson Correlation:  0.05263185104833814
		Spearman Correlation:  0.08854605023683378
		Coefficient of Determination:  -0.0015551878133204244
		RMSE:  0.6485998620330368
		NRMSE:  0.15652674229143923
		MAPE:  115.02083080425555

Protein:  CCND1
x_train_column_count:  1
x_train columns:  ['CCND1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5366759284640548
		RMSE:  0.28216244755564185
		NRMSE:  0.17771997351836757
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.30240520386774006
		RMSE:  0.3149325402631455
		NRMSE:  0.20120656537940065
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.8898482536462
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.3390802848015

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.838630392216658e-06
		RMSE:  0.22761920559404059
		NRMSE:  0.14336592108865803
		MAPE:  687.1433627712928
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002779853082355732
		RMSE:  0.2763422407553681
		NRMSE:  0.17655169289644146
		MAPE:  267.74516731217955

Protein:  ERBB2
x_train_column_count:  1
x_train columns:  ['ERBB2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10085609607150081
		RMSE:  1.0785113826338413
		NRMSE:  0.1837421644434709
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05671362529003088
		RMSE:  0.8919867459254164
		NRMSE:  0.19736403273048267
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959455
		RMSE:  0.875951357919715
		NRMSE:  0.1938159880340115
		MAPE:  565.705361200264

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.220446049250313e-16
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123244
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959678
		RMSE:  0.8759513579197151
		NRMSE:  0.19381598803401154
		MAPE:  565.7053612002638

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959455
		RMSE:  0.875951357919715
		NRMSE:  0.1938159880340115
		MAPE:  565.705361200264

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.24194547875112e-05
		RMSE:  1.0279472750268104
		NRMSE:  0.17512773651580327
		MAPE:  594.677870571246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016766973979266186
		RMSE:  0.8749645614727234
		NRMSE:  0.19359764608313385
		MAPE:  554.1014733883659

Protein:  ERBB3
x_train_column_count:  1
x_train columns:  ['ERBB3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.24617901957450639
		RMSE:  0.5234556686317032
		NRMSE:  0.14126566093685908
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10551624527684367
		RMSE:  0.43841640970600765
		NRMSE:  0.21211918179733683
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.966491893035105e-05
		RMSE:  0.4689148210412275
		NRMSE:  0.1265466515829915
		MAPE:  247.0836923393686
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05205269876691898
		RMSE:  0.4276839812194808
		NRMSE:  0.20692650675402102
		MAPE:  237.98211644201643

Unnormalized

In [39]:
scenario = Scenario.selfmRNA
normalizeTechnique = NormalizeTechnique.UN
X, Y, Z = get_data(normalizeTechnique)
In [40]:
X.head()
Out[40]:
UBE2Q2P2 HMGB1P1 LOC155060 RNU12-2P SSX9 CXORF67 EFCAB8 SRP14P1 LOC391343 TRIM75P ... ZXDA ZXDB ZXDC ZYG11A ZYG11B ZYX ZZEF1 ZZZ3 TPTEP1 AKR1C6P
TCGA-A1-A0SF-01 10.7401 141.1933 314.4482 0.0000 0.0 0.000 2.9988 9.4249 0.0 0.0000 ... 74.1138 533.3625 1053.4444 94.6772 881.2262 5343.4779 934.3482 508.0867 52.2652 0.8568
TCGA-A1-A0SH-01 3.0048 79.8003 95.7054 0.0000 0.0 0.000 0.3612 3.9727 0.0 0.0000 ... 87.7601 581.0946 801.3977 19.8634 1353.2389 5464.9614 1312.7898 1001.1151 455.7746 0.0000
TCGA-A1-A0SJ-01 4.9419 134.8733 63.6488 0.3658 0.0 0.000 0.3658 4.7554 0.0 0.7316 ... 83.7677 2731.4129 834.3850 51.2117 1092.6383 3032.0988 958.3905 718.7929 43.5299 0.0000
TCGA-A1-A0SK-01 28.8560 1119.1932 166.7192 0.3152 0.0 1.891 0.0000 3.4668 0.0 0.0000 ... 69.0199 610.1481 1775.6067 158.5251 1380.7123 591.2386 1798.9285 1335.6445 49.4800 0.0000
TCGA-A1-A0SQ-01 1.0368 41.5532 75.8447 0.0000 0.0 0.000 0.4034 5.6480 0.0 0.0000 ... 106.1019 617.2466 875.0378 25.4160 969.4402 2903.0761 715.6833 691.4776 17.7509 0.0000

5 rows × 20440 columns

In [41]:
Y.head()
Out[41]:
RB1 CDH1 PTEN BRCA2 CDKN2A TP53 CTNNB1 CCNE1 CCND1 CDH2 CDH3 ERBB2 ERBB3
TCGA-A1-A0SF-01 0.017184 0.705680 0.197730 0.108550 0.17550 -0.472550 0.06978 -0.75401 -0.202360 -0.222000 -0.114060 0.25604 0.461410
TCGA-A1-A0SH-01 -0.081896 0.018364 0.699160 -0.282430 0.68156 -0.035545 -0.11192 -0.77956 -0.014111 0.072251 -0.031553 0.68354 0.033670
TCGA-A1-A0SJ-01 -0.106090 0.114310 -0.110550 0.108220 -0.00989 -0.431850 -0.85672 -0.29589 0.290760 -0.225320 0.128230 0.36458 0.430620
TCGA-A1-A0SK-01 -0.060244 -0.963820 -0.081596 0.309150 1.23630 0.898470 -0.85965 0.92670 0.045974 0.389790 -0.224090 -1.04130 -0.056604
TCGA-A1-A0SQ-01 0.376500 0.425490 0.657440 0.003187 -0.34580 -0.020122 0.39368 -1.02750 0.362490 0.292880 -0.144850 0.31196 0.649260
In [42]:
perform_kFoldCV(num_folds, scenario, normalizeTechnique, X, Y, Z)

Fold:  1

Protein:  RB1
x_train_column_count:  1
x_train columns:  ['RB1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017832262764705176
		RMSE:  0.22609122586734381
		NRMSE:  0.08562439911658541
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0064622508272080825
		RMSE:  0.2813710133086082
		NRMSE:  0.13900150344012696
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  LinearRegression
		Pearson Correlation:  0.19391279737668238
		Spearman Correlation:  0.25847504910702246
		Coefficient of Determination:  0.0376021729864503
		RMSE:  0.21984820246432935
		NRMSE:  0.08326006531502719
		MAPE:  189.58061202587032
		Pearson Correlation:  0.27962798152870116
		Spearman Correlation:  0.34967808018729885
		Coefficient of Determination:  0.021262301857832733
		RMSE:  0.2774685518687956
		NRMSE:  0.1370736289200316
		MAPE:  131.61247132621608

	Predictor:  ElasticNet
		Pearson Correlation:  0.19391279737668243
		Spearman Correlation:  0.25847504910702246
		Coefficient of Determination:  0.037602166880939536
		RMSE:  0.21984820316169457
		NRMSE:  0.08326006557913067
		MAPE:  189.5233272234876
		Pearson Correlation:  0.2796279815287011
		Spearman Correlation:  0.34967808018729885
		Coefficient of Determination:  0.021248651856464407
		RMSE:  0.2774704867247404
		NRMSE:  0.137074584767907
		MAPE:  131.60775066232006

	Predictor:  RandomForests
		Pearson Correlation:  0.338356626817481
		Spearman Correlation:  0.33951132296467335
		Coefficient of Determination:  0.0980294642022066
		RMSE:  0.2128343775533181
		NRMSE:  0.08060381653221665
		MAPE:  145.37698710976034
		Pearson Correlation:  0.27053666597285697
		Spearman Correlation:  0.3280678885109722
		Coefficient of Determination:  0.025911503927463886
		RMSE:  0.27680875151246914
		NRMSE:  0.1367476776416065
		MAPE:  107.54919913765022

Protein:  CDH1
x_train_column_count:  1
x_train columns:  ['CDH1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12177449909053428
		RMSE:  1.1951653206606205
		NRMSE:  0.20089175544360185
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11829904064371455
		RMSE:  1.227018913081223
		NRMSE:  0.19873326310796913
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  LinearRegression
		Pearson Correlation:  0.5012433342985568
		Spearman Correlation:  0.5636647709924965
		Coefficient of Determination:  0.2512448801787346
		RMSE:  0.9764389700758118
		NRMSE:  0.164126698952114
		MAPE:  691.9943003587867
		Pearson Correlation:  0.5235921917169751
		Spearman Correlation:  0.6555360452638768
		Coefficient of Determination:  0.2657837208609375
		RMSE:  0.9942240983612216
		NRMSE:  0.16102881318409212
		MAPE:  377.3829911994232

	Predictor:  ElasticNet
		Pearson Correlation:  0.5012433342985566
		Spearman Correlation:  0.5636647709924965
		Coefficient of Determination:  0.2512448801776538
		RMSE:  0.9764389700765166
		NRMSE:  0.16412669895223247
		MAPE:  691.9936382410532
		Pearson Correlation:  0.5235921917169752
		Spearman Correlation:  0.6555360452638768
		Coefficient of Determination:  0.2657839212594333
		RMSE:  0.994223962678431
		NRMSE:  0.16102879120832353
		MAPE:  377.3826872154549

	Predictor:  RandomForests
		Pearson Correlation:  0.7132134998444969
		Spearman Correlation:  0.5781801023015845
		Coefficient of Determination:  0.5084673634826771
		RMSE:  0.7911364260120465
		NRMSE:  0.13297974988856612
		MAPE:  306.3488021625489
		Pearson Correlation:  0.7364529516243186
		Spearman Correlation:  0.6543510118962805
		Coefficient of Determination:  0.5391808694107084
		RMSE:  0.7876577143766689
		NRMSE:  0.12757243276483898
		MAPE:  153.68920103222936

Protein:  CDH2
x_train_column_count:  1
x_train columns:  ['CDH2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004084060130477685
		RMSE:  0.37195168053170635
		NRMSE:  0.13741024893390016
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006474841096328898
		RMSE:  0.3763274359057868
		NRMSE:  0.1942134674644098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  LinearRegression
		Pearson Correlation:  0.15002477351668805
		Spearman Correlation:  0.021027718948557195
		Coefficient of Determination:  0.02250743266873345
		RMSE:  0.366993371962299
		NRMSE:  0.1355784991382294
		MAPE:  373.6787655351268
		Pearson Correlation:  0.10564670001853972
		Spearman Correlation:  0.11871524729294705
		Coefficient of Determination:  0.008640461878668515
		RMSE:  0.3734908911193236
		NRMSE:  0.19274959545818424
		MAPE:  104.18723456874639

	Predictor:  ElasticNet
		Pearson Correlation:  0.15002477351668805
		Spearman Correlation:  0.021027718948557195
		Coefficient of Determination:  0.022507432249068038
		RMSE:  0.36699337204107935
		NRMSE:  0.13557849916733325
		MAPE:  373.6898428330703
		Pearson Correlation:  0.10564670001853971
		Spearman Correlation:  0.11871524729294705
		Coefficient of Determination:  0.008639812591772711
		RMSE:  0.3734910134274733
		NRMSE:  0.19274965857845555
		MAPE:  104.1873778445509

	Predictor:  RandomForests
		Pearson Correlation:  0.19331701961991646
		Spearman Correlation:  0.1288920303560814
		Coefficient of Determination:  0.03662847645748135
		RMSE:  0.36433290051662137
		NRMSE:  0.1345956401735663
		MAPE:  517.4362375376886
		Pearson Correlation:  0.044230558158288136
		Spearman Correlation:  -0.05978684567685635
		Coefficient of Determination:  -0.006409334490806495
		RMSE:  0.3763151890353155
		NRMSE:  0.19420714715142465
		MAPE:  98.36754929438122

Protein:  CDH3
x_train_column_count:  1
x_train columns:  ['CDH3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003025178489952651
		RMSE:  0.20883135309817671
		NRMSE:  0.14651130458142275
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.766266116724594e-05
		RMSE:  0.2045852237570374
		NRMSE:  0.1565890990172577
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  LinearRegression
		Pearson Correlation:  0.24821600086503437
		Spearman Correlation:  0.3061115403229242
		Coefficient of Determination:  0.061611183085430676
		RMSE:  0.2022653234074646
		NRMSE:  0.14190472821425085
		MAPE:  292.6260357700164
		Pearson Correlation:  0.4229275133140767
		Spearman Correlation:  0.4640717978733782
		Coefficient of Determination:  0.16217388422713308
		RMSE:  0.187257270741668
		NRMSE:  0.14332632030498657
		MAPE:  198.45611925540754

	Predictor:  ElasticNet
		Pearson Correlation:  0.24821600086503437
		Spearman Correlation:  0.3061115403229242
		Coefficient of Determination:  0.06161118266330978
		RMSE:  0.20226532345295767
		NRMSE:  0.14190472824616776
		MAPE:  292.6085090187212
		Pearson Correlation:  0.42292751331407674
		Spearman Correlation:  0.4640717978733782
		Coefficient of Determination:  0.16216875583511714
		RMSE:  0.1872578438481901
		NRMSE:  0.14332675895951053
		MAPE:  198.4467027602953

	Predictor:  RandomForests
		Pearson Correlation:  0.3496682668189332
		Spearman Correlation:  0.3307097672586625
		Coefficient of Determination:  0.12015906260707776
		RMSE:  0.19585384588255172
		NRMSE:  0.13740658211437934
		MAPE:  381.1612404025096
		Pearson Correlation:  0.4456557812474688
		Spearman Correlation:  0.4605862331967038
		Coefficient of Determination:  0.17847992914693533
		RMSE:  0.1854260861696705
		NRMSE:  0.14192473549354423
		MAPE:  326.56281030401266

Protein:  PTEN
x_train_column_count:  1
x_train columns:  ['PTEN']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.042477457330321045
		RMSE:  0.639641264822803
		NRMSE:  0.10001427016227082
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.028094267476815427
		RMSE:  0.5035947533045023
		NRMSE:  0.16597282753427667
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.458230587102
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389449
		RMSE:  0.49877990548911916
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809618

	Predictor:  LinearRegression
		Pearson Correlation:  0.4023718837521098
		Spearman Correlation:  0.4288996648292669
		Coefficient of Determination:  0.1619031328342213
		RMSE:  0.5735222164263055
		NRMSE:  0.08967589968357526
		MAPE:  434.8953920378395
		Pearson Correlation:  0.38153563901324705
		Spearman Correlation:  0.40280460442883625
		Coefficient of Determination:  0.13841605075416663
		RMSE:  0.4610133775957622
		NRMSE:  0.15193902102556264
		MAPE:  168.22638894726828

	Predictor:  ElasticNet
		Pearson Correlation:  0.4023718837521098
		Spearman Correlation:  0.4288996648292669
		Coefficient of Determination:  0.16190313245811605
		RMSE:  0.5735222165549927
		NRMSE:  0.08967589970369677
		MAPE:  434.87131955099716
		Pearson Correlation:  0.38153563901324705
		Spearman Correlation:  0.40280460442883625
		Coefficient of Determination:  0.13841985865198503
		RMSE:  0.4610123588361996
		NRMSE:  0.1519386852666929
		MAPE:  168.22070737611767

	Predictor:  RandomForests
		Pearson Correlation:  0.4510661366641352
		Spearman Correlation:  0.4465246887841456
		Coefficient of Determination:  0.199567912918601
		RMSE:  0.5604867911010524
		NRMSE:  0.08763768135424163
		MAPE:  529.5491842611985
		Pearson Correlation:  0.3866330546263069
		Spearman Correlation:  0.3981096259406254
		Coefficient of Determination:  0.13840788698258943
		RMSE:  0.4610155617120034
		NRMSE:  0.15193974085821746
		MAPE:  202.21690083920234

Protein:  BRCA2
x_train_column_count:  1
x_train columns:  ['BRCA2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026562361008646285
		RMSE:  0.19787350383771835
		NRMSE:  0.12800221484333532
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00017758204834872338
		RMSE:  0.18475106890837595
		NRMSE:  0.18489898809885505
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  LinearRegression
		Pearson Correlation:  0.0016801136622339164
		Spearman Correlation:  -0.003365850045682841
		Coefficient of Determination:  2.822781917766193e-06
		RMSE:  0.1976109479453672
		NRMSE:  0.1278323702957365
		MAPE:  122.66734984794758
		Pearson Correlation:  -0.08404684070019268
		Spearman Correlation:  -0.06737887447433855
		Coefficient of Determination:  -0.005063311169702267
		RMSE:  0.1852017608932443
		NRMSE:  0.18535004092598512
		MAPE:  104.34165552314427

	Predictor:  ElasticNet
		Pearson Correlation:  0.001680113662234027
		Spearman Correlation:  -0.003365850045682841
		Coefficient of Determination:  2.7358727012760653e-06
		RMSE:  0.19761095653249758
		NRMSE:  0.12783237585065763
		MAPE:  122.61315173587421
		Pearson Correlation:  -0.08404684070019271
		Spearman Correlation:  -0.06737887447433855
		Coefficient of Determination:  -0.004996483180788047
		RMSE:  0.18519560363587143
		NRMSE:  0.18534387873886254
		MAPE:  104.29990341904134

	Predictor:  RandomForests
		Pearson Correlation:  0.3257942376102405
		Spearman Correlation:  0.25500959044958793
		Coefficient of Determination:  0.04912356112431371
		RMSE:  0.19269642508331206
		NRMSE:  0.12465321897410636
		MAPE:  133.9139947559344
		Pearson Correlation:  -0.03975777992192093
		Spearman Correlation:  -0.01067431406904905
		Coefficient of Determination:  -0.021845741347306546
		RMSE:  0.18674159822161593
		NRMSE:  0.18689111111050435
		MAPE:  115.13583396986726

Protein:  CDKN2A
x_train_column_count:  1
x_train columns:  ['CDKN2A']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.062199248812668806
		RMSE:  0.6624014175436462
		NRMSE:  0.14974599695798488
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10057809021042674
		RMSE:  0.783524323220729
		NRMSE:  0.21159176970584093
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6427147371513342
		NRMSE:  0.145295521001771
		MAPE:  207.86247046219444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010510594090658465
		RMSE:  0.7507796405829533
		NRMSE:  0.20274902527219912
		MAPE:  439.74244050751946

	Predictor:  LinearRegression
		Pearson Correlation:  0.48027814349293335
		Spearman Correlation:  0.4872043250292133
		Coefficient of Determination:  0.23066709511701877
		RMSE:  0.5637355359917146
		NRMSE:  0.12744106160093013
		MAPE:  154.405934596002
		Pearson Correlation:  0.5965712816312629
		Spearman Correlation:  0.5412203687445128
		Coefficient of Determination:  0.351308157175233
		RMSE:  0.6015355101867073
		NRMSE:  0.16244545238636438
		MAPE:  147.6929939797062

	Predictor:  ElasticNet
		Pearson Correlation:  0.48027814349293335
		Spearman Correlation:  0.4872043250292133
		Coefficient of Determination:  0.23066709449592215
		RMSE:  0.5637355362192715
		NRMSE:  0.12744106165237287
		MAPE:  154.4081579768272
		Pearson Correlation:  0.596571281631263
		Spearman Correlation:  0.5412203687445128
		Coefficient of Determination:  0.35130488166567975
		RMSE:  0.6015370288837933
		NRMSE:  0.1624458625125016
		MAPE:  147.7069685838304

	Predictor:  RandomForests
		Pearson Correlation:  0.6031166548470466
		Spearman Correlation:  0.5142043852276713
		Coefficient of Determination:  0.36338257195258583
		RMSE:  0.5128112215701984
		NRMSE:  0.11592883950948307
		MAPE:  222.42155552398435
		Pearson Correlation:  0.6736173012257093
		Spearman Correlation:  0.5183481629817652
		Coefficient of Determination:  0.4416816519711879
		RMSE:  0.5580627074004604
		NRMSE:  0.15070556505548485
		MAPE:  518.4052407636528

Protein:  TP53
x_train_column_count:  1
x_train columns:  ['TP53']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05546789854165435
		RMSE:  0.4652085657713222
		NRMSE:  0.11180210665016156
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04275496084346875
		RMSE:  0.4295356456720749
		NRMSE:  0.1544592202783541
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  LinearRegression
		Pearson Correlation:  0.35554928541952857
		Spearman Correlation:  0.2977431207885347
		Coefficient of Determination:  0.12641529436233723
		RMSE:  0.4232312227924494
		NRMSE:  0.1017138242711967
		MAPE:  551.3587248678076
		Pearson Correlation:  0.2926026738474283
		Spearman Correlation:  0.2420007804116672
		Coefficient of Determination:  0.06543743518250444
		RMSE:  0.4066420333449024
		NRMSE:  0.1462267731111879
		MAPE:  771.4393165883603

	Predictor:  ElasticNet
		Pearson Correlation:  0.3555492854195285
		Spearman Correlation:  0.2977431207885347
		Coefficient of Determination:  0.1264152937505545
		RMSE:  0.4232312229406466
		NRMSE:  0.10171382430681246
		MAPE:  551.3449174722211
		Pearson Correlation:  0.2926026738474284
		Spearman Correlation:  0.2420007804116672
		Coefficient of Determination:  0.06544590136094908
		RMSE:  0.40664019146082536
		NRMSE:  0.14622611077738334
		MAPE:  771.3836964982651

	Predictor:  RandomForests
		Pearson Correlation:  0.45492238975734456
		Spearman Correlation:  0.34634270161779623
		Coefficient of Determination:  0.20619176236443626
		RMSE:  0.40344374717794973
		NRMSE:  0.09695836269597446
		MAPE:  668.2271002590516
		Pearson Correlation:  0.32834898408627644
		Spearman Correlation:  0.28867684750577033
		Coefficient of Determination:  0.09003759286253088
		RMSE:  0.4012543959578011
		NRMSE:  0.14428940125779463
		MAPE:  1228.5518791228187

Protein:  CTNNB1
x_train_column_count:  1
x_train columns:  ['CTNNB1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.41897644861846284
		RMSE:  0.8782004120680554
		NRMSE:  0.17699587078381512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5843844136424388
		RMSE:  0.9452480588674593
		NRMSE:  0.23451795238114906
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  LinearRegression
		Pearson Correlation:  0.08898105342822928
		Spearman Correlation:  0.14590811000321963
		Coefficient of Determination:  0.007917627869197141
		RMSE:  0.7343107892164393
		NRMSE:  0.1479958057150653
		MAPE:  635.7829662685036
		Pearson Correlation:  -0.0024019468238156453
		Spearman Correlation:  -0.034040581406692035
		Coefficient of Determination:  -0.022319441458223288
		RMSE:  0.7592919987705886
		NRMSE:  0.1883818783234726
		MAPE:  284.0557468282036

	Predictor:  ElasticNet
		Pearson Correlation:  0.08898105342822928
		Spearman Correlation:  0.14590811000321963
		Coefficient of Determination:  0.007917627859243881
		RMSE:  0.7343107892201228
		NRMSE:  0.14799580571580767
		MAPE:  635.7839649126599
		Pearson Correlation:  -0.0024019468238157377
		Spearman Correlation:  -0.034040581406692035
		Coefficient of Determination:  -0.022319025688373184
		RMSE:  0.7592918443713178
		NRMSE:  0.1883818400167017
		MAPE:  284.0572113694304

	Predictor:  RandomForests
		Pearson Correlation:  0.3101921197195444
		Spearman Correlation:  0.30218639412689285
		Coefficient of Determination:  0.08112196149899753
		RMSE:  0.7066998169279368
		NRMSE:  0.14243098472860852
		MAPE:  629.3479296651823
		Pearson Correlation:  -0.06030718098076416
		Spearman Correlation:  -0.04014575748895606
		Coefficient of Determination:  -0.07580801753149946
		RMSE:  0.7789021484733238
		NRMSE:  0.19324719606840765
		MAPE:  401.6201927378137

Protein:  CCNE1
x_train_column_count:  1
x_train columns:  ['CCNE1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.7135069779129597
		RMSE:  0.7967382438332794
		NRMSE:  0.19227700939577658
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.179220592822603
		RMSE:  0.7927883268238614
		NRMSE:  0.2823823069719898
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.48367116033059243
		NRMSE:  0.11672446372338549
		MAPE:  119.9663870203584
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008650225247206267
		RMSE:  0.5393577763958428
		NRMSE:  0.19211318838676503
		MAPE:  85.21064296831354

	Predictor:  LinearRegression
		Pearson Correlation:  0.7219395993512735
		Spearman Correlation:  0.7131090453751777
		Coefficient of Determination:  0.5211967851114772
		RMSE:  0.33467919949614106
		NRMSE:  0.08076820220965346
		MAPE:  91.95768178212865
		Pearson Correlation:  0.7713064884061223
		Spearman Correlation:  0.7106623744024974
		Coefficient of Determination:  0.5218333477620515
		RMSE:  0.3713609996544497
		NRMSE:  0.13227462142634006
		MAPE:  54.38203983643349

	Predictor:  ElasticNet
		Pearson Correlation:  0.7219395993512734
		Spearman Correlation:  0.7131090453751777
		Coefficient of Determination:  0.5211967831854369
		RMSE:  0.33467920016928354
		NRMSE:  0.08076820237210308
		MAPE:  91.95910751284202
		Pearson Correlation:  0.7713064884061223
		Spearman Correlation:  0.7106623744024974
		Coefficient of Determination:  0.5218168547808681
		RMSE:  0.371367404113164
		NRMSE:  0.13227690262267638
		MAPE:  54.38379352439229

	Predictor:  RandomForests
		Pearson Correlation:  0.8562861508639215
		Spearman Correlation:  0.7204360697849619
		Coefficient of Determination:  0.7279163800285591
		RMSE:  0.25229078682087813
		NRMSE:  0.06088538910173954
		MAPE:  54.30365639848357
		Pearson Correlation:  0.8350602153703399
		Spearman Correlation:  0.7068832036023305
		Coefficient of Determination:  0.6949121277125943
		RMSE:  0.29663276628948443
		NRMSE:  0.10565726314852517
		MAPE:  44.991407020009255

Protein:  CCND1
x_train_column_count:  1
x_train columns:  ['CCND1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.46307157054532877
		RMSE:  0.2889602070536637
		NRMSE:  0.17371452011738692
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5143850316766378
		RMSE:  0.2891269997261264
		NRMSE:  0.20591917819933792
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  LinearRegression
		Pearson Correlation:  0.4014769912379663
		Spearman Correlation:  0.3731637827526827
		Coefficient of Determination:  0.16118377449348997
		RMSE:  0.21879564097710175
		NRMSE:  0.13153361206255892
		MAPE:  347.3099767263441
		Pearson Correlation:  0.472225253956946
		Spearman Correlation:  0.4734221051604722
		Coefficient of Determination:  0.08521214291088708
		RMSE:  0.22471429002535695
		NRMSE:  0.1600437938189825
		MAPE:  1097.9020914203454

	Predictor:  ElasticNet
		Pearson Correlation:  0.4014769912379663
		Spearman Correlation:  0.3731637827526827
		Coefficient of Determination:  0.16118377448506616
		RMSE:  0.2187956409782004
		NRMSE:  0.1315336120632194
		MAPE:  347.3103752911429
		Pearson Correlation:  0.4722252539569458
		Spearman Correlation:  0.4734221051604722
		Coefficient of Determination:  0.0852166238226677
		RMSE:  0.22471373966489103
		NRMSE:  0.16004340184668325
		MAPE:  1097.9036461892458

	Predictor:  RandomForests
		Pearson Correlation:  0.4678371375434505
		Spearman Correlation:  0.4000144577763212
		Coefficient of Determination:  0.21263881710072907
		RMSE:  0.21197871451568037
		NRMSE:  0.12743547301083333
		MAPE:  313.8994682707794
		Pearson Correlation:  0.5051577497307473
		Spearman Correlation:  0.4767786498993165
		Coefficient of Determination:  0.2533320194705554
		RMSE:  0.20301786639906733
		NRMSE:  0.14459138111722075
		MAPE:  1138.045040698996

Protein:  ERBB2
x_train_column_count:  1
x_train columns:  ['ERBB2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10512598969709641
		RMSE:  1.0713675802437574
		NRMSE:  0.18252510013182233
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.044647408489899565
		RMSE:  0.9270678870989714
		NRMSE:  0.17190207437399804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  LinearRegression
		Pearson Correlation:  0.7657610435301817
		Spearman Correlation:  0.6137508967340191
		Coefficient of Determination:  0.5863899757884328
		RMSE:  0.6554327410192267
		NRMSE:  0.11166375470964898
		MAPE:  320.5730885843144
		Pearson Correlation:  0.7627625013199513
		Spearman Correlation:  0.7166081357916302
		Coefficient of Determination:  0.5648365964407824
		RMSE:  0.5983466371514002
		NRMSE:  0.11094875526634532
		MAPE:  281.0691986314359

	Predictor:  ElasticNet
		Pearson Correlation:  0.7657610435301817
		Spearman Correlation:  0.6137508967340191
		Coefficient of Determination:  0.5863899757883764
		RMSE:  0.6554327410192713
		NRMSE:  0.11166375470965659
		MAPE:  320.57315839682013
		Pearson Correlation:  0.7627625013199513
		Spearman Correlation:  0.7166081357916302
		Coefficient of Determination:  0.5648365532286272
		RMSE:  0.5983466668596052
		NRMSE:  0.11094876077500561
		MAPE:  281.069266393709

	Predictor:  RandomForests
		Pearson Correlation:  0.8350447059162798
		Spearman Correlation:  0.6216515632506531
		Coefficient of Determination:  0.6965509892505153
		RMSE:  0.5614039541274837
		NRMSE:  0.09564440331319891
		MAPE:  467.4276979149924
		Pearson Correlation:  0.8040149199599619
		Spearman Correlation:  0.712575091635544
		Coefficient of Determination:  0.6363330370305993
		RMSE:  0.5469890053467115
		NRMSE:  0.1014257380579847
		MAPE:  341.96897482700155

Protein:  ERBB3
x_train_column_count:  1
x_train columns:  ['ERBB3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20107865915633893
		RMSE:  0.5031866190144979
		NRMSE:  0.13579562619977975
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27170508071542576
		RMSE:  0.5249654097328843
		NRMSE:  0.21064675210776365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  LinearRegression
		Pearson Correlation:  0.40021079138717147
		Spearman Correlation:  0.4461608353851102
		Coefficient of Determination:  0.160168677542746
		RMSE:  0.4207647918898243
		NRMSE:  0.11355234069897321
		MAPE:  200.24454248262978
		Pearson Correlation:  0.4241326159508129
		Spearman Correlation:  0.47324952839944506
		Coefficient of Determination:  0.17570228561293066
		RMSE:  0.42264869569030494
		NRMSE:  0.16959131664512106
		MAPE:  193.8904042665433

	Predictor:  ElasticNet
		Pearson Correlation:  0.40021079138717147
		Spearman Correlation:  0.4461608353851102
		Coefficient of Determination:  0.16016867751350838
		RMSE:  0.42076479189714844
		NRMSE:  0.1135523407009498
		MAPE:  200.2441254891731
		Pearson Correlation:  0.4241326159508129
		Spearman Correlation:  0.47324952839944506
		Coefficient of Determination:  0.1757020601130055
		RMSE:  0.42264875350148234
		NRMSE:  0.1695913398423385
		MAPE:  193.8899861081272

	Predictor:  RandomForests
		Pearson Correlation:  0.4888583547909291
		Spearman Correlation:  0.46249054756555785
		Coefficient of Determination:  0.2374084059193693
		RMSE:  0.40094921293402225
		NRMSE:  0.10820468467806303
		MAPE:  242.40227594442695
		Pearson Correlation:  0.4306135180238071
		Spearman Correlation:  0.47175791537273415
		Coefficient of Determination:  0.17674257303902818
		RMSE:  0.4223819140865897
		NRMSE:  0.16948426830002475
		MAPE:  270.9861842046686


Fold:  2

Protein:  RB1
x_train_column_count:  1
x_train columns:  ['RB1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.012372001566697044
		RMSE:  0.23649063304821735
		NRMSE:  0.08648721220312221
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0009378943328373079
		RMSE:  0.2450188572791325
		NRMSE:  0.14037816530069125
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  LinearRegression
		Pearson Correlation:  0.24789230471088958
		Spearman Correlation:  0.3159366197816136
		Coefficient of Determination:  0.061450594734876685
		RMSE:  0.227704938830993
		NRMSE:  0.08327418769418996
		MAPE:  202.73532724373035
		Pearson Correlation:  0.053223143851448954
		Spearman Correlation:  0.10746268656716418
		Coefficient of Determination:  -0.04577677934407487
		RMSE:  0.25044677379227626
		NRMSE:  0.14348797068457808
		MAPE:  328.71307770952

	Predictor:  ElasticNet
		Pearson Correlation:  0.24789230471088966
		Spearman Correlation:  0.3159366197816136
		Coefficient of Determination:  0.0614505891752305
		RMSE:  0.22770493950541615
		NRMSE:  0.08327418794083388
		MAPE:  202.68623360781214
		Pearson Correlation:  0.05322314385144897
		Spearman Correlation:  0.10746268656716418
		Coefficient of Determination:  -0.04575272809607256
		RMSE:  0.25044389383155213
		NRMSE:  0.14348632067442343
		MAPE:  328.60979867665503

	Predictor:  RandomForests
		Pearson Correlation:  0.35614812748472296
		Spearman Correlation:  0.4067656823580468
		Coefficient of Determination:  0.11704931686327302
		RMSE:  0.22085747588364613
		NRMSE:  0.08076999556891681
		MAPE:  212.91843709848632
		Pearson Correlation:  0.11218713523215128
		Spearman Correlation:  0.13196685330144695
		Coefficient of Determination:  -0.018378086466819266
		RMSE:  0.24714422519366094
		NRMSE:  0.14159584810169526
		MAPE:  371.280873187673

Protein:  CDH1
x_train_column_count:  1
x_train columns:  ['CDH1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0848918633043636
		RMSE:  1.167193365558287
		NRMSE:  0.18724526599154356
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3357437347566168
		RMSE:  1.329821844339591
		NRMSE:  0.2361608674018098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  LinearRegression
		Pearson Correlation:  0.48389120677283565
		Spearman Correlation:  0.5479778011770806
		Coefficient of Determination:  0.2341506999920714
		RMSE:  0.9806662839711408
		NRMSE:  0.1573219353446925
		MAPE:  652.3991389829431
		Pearson Correlation:  0.5757959526475028
		Spearman Correlation:  0.6868207979709298
		Coefficient of Determination:  0.26633076007756606
		RMSE:  0.9855576770404496
		NRMSE:  0.1750235618967234
		MAPE:  250.8486018784259

	Predictor:  ElasticNet
		Pearson Correlation:  0.48389120677283565
		Spearman Correlation:  0.5479778011770806
		Coefficient of Determination:  0.2341506999910703
		RMSE:  0.9806662839717817
		NRMSE:  0.15732193534479533
		MAPE:  652.3985222420604
		Pearson Correlation:  0.5757959526475028
		Spearman Correlation:  0.6868207979709298
		Coefficient of Determination:  0.26633051106827343
		RMSE:  0.9855578442908848
		NRMSE:  0.17502359159845227
		MAPE:  250.84816415358551

	Predictor:  RandomForests
		Pearson Correlation:  0.7350620519654282
		Spearman Correlation:  0.5614465463510813
		Coefficient of Determination:  0.5400871009269116
		RMSE:  0.7599541298952075
		NRMSE:  0.12191451510310539
		MAPE:  218.3262024908791
		Pearson Correlation:  0.6514144231909483
		Spearman Correlation:  0.6951134521052208
		Coefficient of Determination:  0.3838100091909181
		RMSE:  0.9032109819804985
		NRMSE:  0.16039974817625618
		MAPE:  213.09904146139536

Protein:  CDH2
x_train_column_count:  1
x_train columns:  ['CDH2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0042702958885580955
		RMSE:  0.36888339320753855
		NRMSE:  0.13366308906715652
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005559500410650786
		RMSE:  0.3881548727768219
		NRMSE:  0.20448899349205915
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  LinearRegression
		Pearson Correlation:  0.1470313787581837
		Spearman Correlation:  0.03346468965108404
		Coefficient of Determination:  0.021618226339532587
		RMSE:  0.36409773078103375
		NRMSE:  0.13192902774876214
		MAPE:  381.9470937388793
		Pearson Correlation:  0.11717867760285976
		Spearman Correlation:  0.063681592039801
		Coefficient of Determination:  0.012877190177729814
		RMSE:  0.3845800481612378
		NRMSE:  0.2026056929364798
		MAPE:  121.67281423224681

	Predictor:  ElasticNet
		Pearson Correlation:  0.1470313787581837
		Spearman Correlation:  0.03346468965108404
		Coefficient of Determination:  0.021618225886850806
		RMSE:  0.36409773086526487
		NRMSE:  0.1319290277792829
		MAPE:  381.9573351533159
		Pearson Correlation:  0.11717867760285976
		Spearman Correlation:  0.063681592039801
		Coefficient of Determination:  0.012876554839764243
		RMSE:  0.3845801719240886
		NRMSE:  0.2026057581376213
		MAPE:  121.674712278187

	Predictor:  RandomForests
		Pearson Correlation:  0.19455280933418412
		Spearman Correlation:  0.14521011138581139
		Coefficient of Determination:  0.03651059964118086
		RMSE:  0.3613160602024537
		NRMSE:  0.13092110305183483
		MAPE:  424.3360219113005
		Pearson Correlation:  0.11830349762100852
		Spearman Correlation:  0.0855059428777579
		Coefficient of Determination:  0.010769358098726367
		RMSE:  0.3849904316896376
		NRMSE:  0.20282189250153443
		MAPE:  124.97634642871276

Protein:  CDH3
x_train_column_count:  1
x_train columns:  ['CDH3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032535082492379797
		RMSE:  0.20804431995898212
		NRMSE:  0.15657381105189322
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10171995354262497
		RMSE:  0.2077503373255318
		NRMSE:  0.17094572313464315
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  LinearRegression
		Pearson Correlation:  0.3303764572390311
		Spearman Correlation:  0.3550272027884919
		Coefficient of Determination:  0.10914860349781341
		RMSE:  0.1960438181206852
		NRMSE:  0.1475422532197551
		MAPE:  270.9980417434456
		Pearson Correlation:  0.10770672491069785
		Spearman Correlation:  0.25419471271095506
		Coefficient of Determination:  -0.1811343074896139
		RMSE:  0.2151076086329794
		NRMSE:  0.1769995956825306
		MAPE:  624.4702544671219

	Predictor:  ElasticNet
		Pearson Correlation:  0.33037645723903114
		Spearman Correlation:  0.3550272027884919
		Coefficient of Determination:  0.1091486031387211
		RMSE:  0.19604381816019675
		NRMSE:  0.1475422532494914
		MAPE:  270.98648892029274
		Pearson Correlation:  0.10770672491069783
		Spearman Correlation:  0.25419471271095506
		Coefficient of Determination:  -0.181127467183138
		RMSE:  0.21510698575542458
		NRMSE:  0.17699908315265747
		MAPE:  624.4458908770081

	Predictor:  RandomForests
		Pearson Correlation:  0.4204408504993642
		Spearman Correlation:  0.38155013256774595
		Coefficient of Determination:  0.17584235816615323
		RMSE:  0.18856264633511197
		NRMSE:  0.14191193570937055
		MAPE:  407.97875051638437
		Pearson Correlation:  0.15295236629097841
		Spearman Correlation:  0.25482125674289846
		Coefficient of Determination:  -0.20407823566708516
		RMSE:  0.21718682836391678
		NRMSE:  0.17871046520523065
		MAPE:  749.9682708776052

Protein:  PTEN
x_train_column_count:  1
x_train columns:  ['PTEN']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.03862384422015608
		RMSE:  0.6356813050691055
		NRMSE:  0.09939509109047072
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04557869434051831
		RMSE:  0.5231599683741948
		NRMSE:  0.17546282813730707
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  LinearRegression
		Pearson Correlation:  0.4128327185118924
		Spearman Correlation:  0.4509122731754614
		Coefficient of Determination:  0.1704308534739194
		RMSE:  0.5681154375639597
		NRMSE:  0.08883049606191222
		MAPE:  340.1165131813267
		Pearson Correlation:  0.3635067117705541
		Spearman Correlation:  0.32171495463857186
		Coefficient of Determination:  0.08295221188442037
		RMSE:  0.4899504108238007
		NRMSE:  0.16432466153199649
		MAPE:  696.1906514966493

	Predictor:  ElasticNet
		Pearson Correlation:  0.41283271851189235
		Spearman Correlation:  0.4509122731754614
		Coefficient of Determination:  0.17043085305641315
		RMSE:  0.5681154377069204
		NRMSE:  0.08883049608426556
		MAPE:  340.10021523362974
		Pearson Correlation:  0.3635067117705541
		Spearman Correlation:  0.32171495463857186
		Coefficient of Determination:  0.08296507531857877
		RMSE:  0.4899469745432527
		NRMSE:  0.16432350903650816
		MAPE:  696.1444875615713

	Predictor:  RandomForests
		Pearson Correlation:  0.4637617822650544
		Spearman Correlation:  0.47168364395156603
		Coefficient of Determination:  0.21156824157538845
		RMSE:  0.5538502419387915
		NRMSE:  0.08659999092155289
		MAPE:  387.81209059025514
		Pearson Correlation:  0.3283337114702817
		Spearman Correlation:  0.31888806115781315
		Coefficient of Determination:  0.06748232850836522
		RMSE:  0.49406566940135677
		NRMSE:  0.16570487972945963
		MAPE:  807.3513768694605

Protein:  BRCA2
x_train_column_count:  1
x_train columns:  ['BRCA2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004232193403179485
		RMSE:  0.1957372843548259
		NRMSE:  0.12609907189874434
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0041831029428383015
		RMSE:  0.19359139518213575
		NRMSE:  0.1310414025181481
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  LinearRegression
		Pearson Correlation:  0.04001158289267252
		Spearman Correlation:  0.057472501576392276
		Coefficient of Determination:  0.0016009267655772152
		RMSE:  0.19516798278839598
		NRMSE:  0.12573231295757512
		MAPE:  117.98294827979335
		Pearson Correlation:  -0.07561513606008485
		Spearman Correlation:  -0.13059701492537315
		Coefficient of Determination:  -0.02452145724173871
		RMSE:  0.19554203218990604
		NRMSE:  0.13236178253329048
		MAPE:  118.7555136669517

	Predictor:  ElasticNet
		Pearson Correlation:  0.040011582892672495
		Spearman Correlation:  0.057472501576392276
		Coefficient of Determination:  0.0016008465227753677
		RMSE:  0.19516799063136472
		NRMSE:  0.12573231801022047
		MAPE:  118.03800547130696
		Pearson Correlation:  -0.07561513606008484
		Spearman Correlation:  -0.13059701492537315
		Coefficient of Determination:  -0.024457586349982297
		RMSE:  0.1955359368375128
		NRMSE:  0.13235765660855245
		MAPE:  118.73387411095851

	Predictor:  RandomForests
		Pearson Correlation:  0.3068850157044312
		Spearman Correlation:  0.25247642075531285
		Coefficient of Determination:  0.044202194303427866
		RMSE:  0.19095872370308548
		NRMSE:  0.12302059829478852
		MAPE:  126.6880580191218
		Pearson Correlation:  0.07896059153515289
		Spearman Correlation:  0.05877387777856347
		Coefficient of Determination:  -0.011046221373264498
		RMSE:  0.19425182166951882
		NRMSE:  0.13148844311664884
		MAPE:  123.9361936403578

Protein:  CDKN2A
x_train_column_count:  1
x_train columns:  ['CDKN2A']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07796029040511754
		RMSE:  0.688717064305458
		NRMSE:  0.155695052403178
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04182297654643197
		RMSE:  0.6873705418142212
		NRMSE:  0.18569552134596423
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6633450034781481
		NRMSE:  0.14995930902637006
		MAPE:  291.0442764508337
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00497373418246827
		RMSE:  0.6751049711753466
		NRMSE:  0.1823819351565125
		MAPE:  246.23249271843073

	Predictor:  LinearRegression
		Pearson Correlation:  0.5036612591893176
		Spearman Correlation:  0.4759909513511134
		Coefficient of Determination:  0.25367466400816874
		RMSE:  0.5730645647248521
		NRMSE:  0.1295500315869452
		MAPE:  165.20729153512266
		Pearson Correlation:  0.5627834065476419
		Spearman Correlation:  0.5756072578285046
		Coefficient of Determination:  0.2930656148585532
		RMSE:  0.5662177809563149
		NRMSE:  0.15296568536749378
		MAPE:  173.217205001395

	Predictor:  ElasticNet
		Pearson Correlation:  0.5036612591893176
		Spearman Correlation:  0.4759909513511134
		Coefficient of Determination:  0.2536746635315169
		RMSE:  0.5730645649078503
		NRMSE:  0.12955003162831474
		MAPE:  165.2120812165881
		Pearson Correlation:  0.5627834065476419
		Spearman Correlation:  0.5756072578285046
		Coefficient of Determination:  0.2930601808938539
		RMSE:  0.5662199571140928
		NRMSE:  0.15296627326401901
		MAPE:  173.21988157099673

	Predictor:  RandomForests
		Pearson Correlation:  0.6040027516191304
		Spearman Correlation:  0.4861296560239233
		Coefficient of Determination:  0.36433447381499207
		RMSE:  0.528875917565927
		NRMSE:  0.11956051035739278
		MAPE:  257.31980271784846
		Pearson Correlation:  0.6768078158008014
		Spearman Correlation:  0.569489990183919
		Coefficient of Determination:  0.44303391666723235
		RMSE:  0.5025836141073503
		NRMSE:  0.13577469583621957
		MAPE:  209.43106914074932

Protein:  TP53
x_train_column_count:  1
x_train columns:  ['TP53']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056514421630322165
		RMSE:  0.4680116353271619
		NRMSE:  0.125354663272308
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.038787823290495904
		RMSE:  0.4172475009588805
		NRMSE:  0.13741067049526773
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941389
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  LinearRegression
		Pearson Correlation:  0.32516809238167405
		Spearman Correlation:  0.28717437803663004
		Coefficient of Determination:  0.10573428830313691
		RMSE:  0.43057838556509015
		NRMSE:  0.11532834754656225
		MAPE:  395.9150748360344
		Pearson Correlation:  0.4109115616263631
		Spearman Correlation:  0.3101990049751244
		Coefficient of Determination:  0.1669877225256251
		RMSE:  0.37364228584578285
		NRMSE:  0.12305031643200488
		MAPE:  1296.9861916301586

	Predictor:  ElasticNet
		Pearson Correlation:  0.3251680923816741
		Spearman Correlation:  0.28717437803663004
		Coefficient of Determination:  0.10573428768504822
		RMSE:  0.4305783857138914
		NRMSE:  0.11532834758641795
		MAPE:  395.8954001211417
		Pearson Correlation:  0.41091156162636316
		Spearman Correlation:  0.3101990049751244
		Coefficient of Determination:  0.16698867355616853
		RMSE:  0.3736420725564129
		NRMSE:  0.12305024619015738
		MAPE:  1296.9520936173428

	Predictor:  RandomForests
		Pearson Correlation:  0.41836058695215167
		Spearman Correlation:  0.35514670974367946
		Coefficient of Determination:  0.17435957320281414
		RMSE:  0.4137275203739926
		NRMSE:  0.11081492443390721
		MAPE:  505.56269271180315
		Pearson Correlation:  0.46793918082121677
		Spearman Correlation:  0.28068144997753247
		Coefficient of Determination:  0.21780722524703144
		RMSE:  0.36206556235238085
		NRMSE:  0.11923779428696882
		MAPE:  1845.1105999300512

Protein:  CTNNB1
x_train_column_count:  1
x_train columns:  ['CTNNB1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3748966387166963
		RMSE:  0.8500866572002603
		NRMSE:  0.167208233123576
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8495839638322671
		RMSE:  1.0424819908687044
		NRMSE:  0.25944650229429445
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  LinearRegression
		Pearson Correlation:  0.06641728094381409
		Spearman Correlation:  0.11831189699055593
		Coefficient of Determination:  0.004411255207969478
		RMSE:  0.7233827756464993
		NRMSE:  0.14228614784549556
		MAPE:  607.0010833449173
		Pearson Correlation:  0.13956120176564735
		Spearman Correlation:  0.1409813676714467
		Coefficient of Determination:  -0.11076417840848163
		RMSE:  0.8078718363971094
		NRMSE:  0.20105817087606317
		MAPE:  216.94387718013638

	Predictor:  ElasticNet
		Pearson Correlation:  0.06641728094381409
		Spearman Correlation:  0.11831189699055593
		Coefficient of Determination:  0.004411255194572861
		RMSE:  0.7233827756513662
		NRMSE:  0.14228614784645285
		MAPE:  607.002229889947
		Pearson Correlation:  0.13956120176564735
		Spearman Correlation:  0.1409813676714467
		Coefficient of Determination:  -0.11076405621511687
		RMSE:  0.8078717919607732
		NRMSE:  0.2010581598170213
		MAPE:  216.9472783981019

	Predictor:  RandomForests
		Pearson Correlation:  0.2846108698980282
		Spearman Correlation:  0.29112484755208995
		Coefficient of Determination:  0.06903793114490742
		RMSE:  0.6995103870594284
		NRMSE:  0.13759055606991116
		MAPE:  631.5545292503399
		Pearson Correlation:  0.0711397534338752
		Spearman Correlation:  0.14282184909213674
		Coefficient of Determination:  -0.1285956971281863
		RMSE:  0.8143305550615784
		NRMSE:  0.20266557702933685
		MAPE:  489.1762361982494

Protein:  CCNE1
x_train_column_count:  1
x_train columns:  ['CCNE1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4791855590206433
		RMSE:  0.8074207285197392
		NRMSE:  0.19485501569122746
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.202859557398884
		RMSE:  0.7485643095226329
		NRMSE:  0.4068306401244751
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5127968844139411
		NRMSE:  0.12375338089483821
		MAPE:  119.54577818111471
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.708057571667368e-05
		RMSE:  0.41828317133084
		NRMSE:  0.22732904598983691
		MAPE:  82.35330275987332

	Predictor:  LinearRegression
		Pearson Correlation:  0.7299247116090841
		Spearman Correlation:  0.7061567494715154
		Coefficient of Determination:  0.5327900846176046
		RMSE:  0.35051079946653413
		NRMSE:  0.08458884558885396
		MAPE:  90.83614166716927
		Pearson Correlation:  0.7770270702564801
		Spearman Correlation:  0.7531411569602966
		Coefficient of Determination:  0.46747886325152765
		RMSE:  0.30523096808283556
		NRMSE:  0.16588729725859142
		MAPE:  56.09620217722176

	Predictor:  ElasticNet
		Pearson Correlation:  0.7299247116090841
		Spearman Correlation:  0.7061567494715154
		Coefficient of Determination:  0.5327900830485114
		RMSE:  0.35051080005511764
		NRMSE:  0.08458884573089694
		MAPE:  90.83745445923547
		Pearson Correlation:  0.77702707025648
		Spearman Correlation:  0.7531411569602966
		Coefficient of Determination:  0.46746331306349276
		RMSE:  0.30523542458603403
		NRMSE:  0.16588971928436244
		MAPE:  56.09733643316592

	Predictor:  RandomForests
		Pearson Correlation:  0.8577101219397514
		Spearman Correlation:  0.7101695638315398
		Coefficient of Determination:  0.7317659742467798
		RMSE:  0.26558424714779255
		NRMSE:  0.06409350270236565
		MAPE:  67.88985778990819
		Pearson Correlation:  0.8351430823920907
		Spearman Correlation:  0.7370836679134409
		Coefficient of Determination:  0.6941548923260417
		RMSE:  0.2313188038212206
		NRMSE:  0.12571742445405715
		MAPE:  40.56267191069466

Protein:  CCND1
x_train_column_count:  1
x_train columns:  ['CCND1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.45856423758787734
		RMSE:  0.28833360256132
		NRMSE:  0.17333782361719832
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5341468996847767
		RMSE:  0.29160473760802996
		NRMSE:  0.22560247695118987
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  LinearRegression
		Pearson Correlation:  0.42236027416892136
		Spearman Correlation:  0.3945270040292828
		Coefficient of Determination:  0.1783882011960466
		RMSE:  0.21640426284054698
		NRMSE:  0.13009598468248967
		MAPE:  534.8786478153853
		Pearson Correlation:  0.29695214528728026
		Spearman Correlation:  0.3886206223783046
		Coefficient of Determination:  0.08424001920543
		RMSE:  0.2252951966327131
		NRMSE:  0.17430153852255456
		MAPE:  350.0330656369793

	Predictor:  ElasticNet
		Pearson Correlation:  0.42236027416892147
		Spearman Correlation:  0.3945270040292828
		Coefficient of Determination:  0.1783882011914798
		RMSE:  0.2164042628411484
		NRMSE:  0.13009598468285125
		MAPE:  534.8791099383373
		Pearson Correlation:  0.29695214528728026
		Spearman Correlation:  0.3886206223783046
		Coefficient of Determination:  0.08424001033850803
		RMSE:  0.22529519772343282
		NRMSE:  0.1743015393663991
		MAPE:  350.03340206168946

	Predictor:  RandomForests
		Pearson Correlation:  0.5009246505960983
		Spearman Correlation:  0.40965593127045014
		Coefficient of Determination:  0.2468749440121255
		RMSE:  0.20718868121322256
		NRMSE:  0.12455584351109315
		MAPE:  491.23954825070194
		Pearson Correlation:  0.3225095409332166
		Spearman Correlation:  0.3839087800361473
		Coefficient of Determination:  0.09369217172592081
		RMSE:  0.22412947187967547
		NRMSE:  0.17339966568644818
		MAPE:  339.86681722580477

Protein:  ERBB2
x_train_column_count:  1
x_train columns:  ['ERBB2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10787728881134795
		RMSE:  1.034673205097243
		NRMSE:  0.18568153277771168
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04400358650048397
		RMSE:  1.0802115255265201
		NRMSE:  0.18403181176661842
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  LinearRegression
		Pearson Correlation:  0.7536423359707011
		Spearman Correlation:  0.6630955260861322
		Coefficient of Determination:  0.5679767705673753
		RMSE:  0.6461166342040771
		NRMSE:  0.11595151628664592
		MAPE:  210.20197949285432
		Pearson Correlation:  0.8108498416783881
		Spearman Correlation:  0.5166032582187103
		Coefficient of Determination:  0.6340678454836574
		RMSE:  0.6395258414521928
		NRMSE:  0.10895375256864795
		MAPE:  809.0116931903326

	Predictor:  ElasticNet
		Pearson Correlation:  0.7536423359707011
		Spearman Correlation:  0.6630955260861322
		Coefficient of Determination:  0.5679767705673081
		RMSE:  0.6461166342041273
		NRMSE:  0.11595151628665494
		MAPE:  210.2020288497246
		Pearson Correlation:  0.8108498416783881
		Spearman Correlation:  0.5166032582187103
		Coefficient of Determination:  0.6340678114731229
		RMSE:  0.6395258711716572
		NRMSE:  0.10895375763184782
		MAPE:  809.0118683090749

	Predictor:  RandomForests
		Pearson Correlation:  0.8389294424186137
		Spearman Correlation:  0.6674393366047144
		Coefficient of Determination:  0.7023030045025691
		RMSE:  0.5363454470636926
		NRMSE:  0.09625207671225393
		MAPE:  280.2953308487789
		Pearson Correlation:  0.8161121853257634
		Spearman Correlation:  0.5012523821949281
		Coefficient of Determination:  0.6428254688684671
		RMSE:  0.63182681426791
		NRMSE:  0.10764209657527812
		MAPE:  1420.7544425542162

Protein:  ERBB3
x_train_column_count:  1
x_train columns:  ['ERBB3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.22544319167926496
		RMSE:  0.49276112816642853
		NRMSE:  0.13298208544838536
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.18202543932109472
		RMSE:  0.5629306521688778
		NRMSE:  0.2077549194412726
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  LinearRegression
		Pearson Correlation:  0.41402025545880744
		Spearman Correlation:  0.4574811032948563
		Coefficient of Determination:  0.17141277193017623
		RMSE:  0.4051902314315764
		NRMSE:  0.10934921384644226
		MAPE:  181.83691718420616
		Pearson Correlation:  0.38212391915057364
		Spearman Correlation:  0.4416544727343674
		Coefficient of Determination:  0.14278323145190197
		RMSE:  0.47938761999648344
		NRMSE:  0.17692256761963376
		MAPE:  302.11907423555215

	Predictor:  ElasticNet
		Pearson Correlation:  0.41402025545880733
		Spearman Correlation:  0.4574811032948563
		Coefficient of Determination:  0.1714127718976779
		RMSE:  0.4051902314395225
		NRMSE:  0.10934921384858667
		MAPE:  181.8364397390754
		Pearson Correlation:  0.3821239191505737
		Spearman Correlation:  0.4416544727343674
		Coefficient of Determination:  0.1427835180208894
		RMSE:  0.4793875398664385
		NRMSE:  0.17692253804687738
		MAPE:  302.11866059431134

	Predictor:  RandomForests
		Pearson Correlation:  0.4937926972662044
		Spearman Correlation:  0.47011878226411286
		Coefficient of Determination:  0.24235048330361064
		RMSE:  0.38745745765908807
		NRMSE:  0.10456364716462097
		MAPE:  216.39720242867085
		Pearson Correlation:  0.43320350506909144
		Spearman Correlation:  0.44593650227107995
		Coefficient of Determination:  0.18582907647625257
		RMSE:  0.46719617614868336
		NRMSE:  0.1724231991366529
		MAPE:  360.2215328744491


Fold:  3

Protein:  RB1
x_train_column_count:  1
x_train columns:  ['RB1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01272330861584492
		RMSE:  0.2421068018038906
		NRMSE:  0.08854110656959135
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028050639565306845
		RMSE:  0.22197574606877257
		NRMSE:  0.15575715092466183
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  LinearRegression
		Pearson Correlation:  0.20536425783313839
		Spearman Correlation:  0.28181864803860485
		Coefficient of Determination:  0.04217447839535582
		RMSE:  0.23545330468119732
		NRMSE:  0.08610784986878194
		MAPE:  195.98495621171838
		Pearson Correlation:  0.21090088456074751
		Spearman Correlation:  0.26769161710245765
		Coefficient of Determination:  0.022118335834523384
		RMSE:  0.21919993277299263
		NRMSE:  0.15380940312740687
		MAPE:  232.70273205909703

	Predictor:  ElasticNet
		Pearson Correlation:  0.20536425783313839
		Spearman Correlation:  0.28181864803860485
		Coefficient of Determination:  0.042174472765042936
		RMSE:  0.23545330537322096
		NRMSE:  0.08610785012186255
		MAPE:  195.91589312380776
		Pearson Correlation:  0.2109008845607475
		Spearman Correlation:  0.26769161710245765
		Coefficient of Determination:  0.022121589206348546
		RMSE:  0.2191995681381372
		NRMSE:  0.1538091472684348
		MAPE:  232.66458705877477

	Predictor:  RandomForests
		Pearson Correlation:  0.3151512292058805
		Spearman Correlation:  0.3524539498229516
		Coefficient of Determination:  0.09186867165257584
		RMSE:  0.22926402724699074
		NRMSE:  0.08384436338757707
		MAPE:  273.67842010321056
		Pearson Correlation:  0.2300590252443082
		Spearman Correlation:  0.28681957460006946
		Coefficient of Determination:  0.025303836965301807
		RMSE:  0.2188426138644487
		NRMSE:  0.15355867764882655
		MAPE:  235.88853086302066

Protein:  CDH1
x_train_column_count:  1
x_train columns:  ['CDH1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.13712289650471754
		RMSE:  1.2526616491661007
		NRMSE:  0.19946206317730336
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.061578293423971475
		RMSE:  0.970096042376724
		NRMSE:  0.19071600723011914
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1747084136438477
		NRMSE:  0.18704952288841878
		MAPE:  547.6986763085636
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.045733924340672916
		RMSE:  0.9628293412733254
		NRMSE:  0.18928741030812832
		MAPE:  293.35791980552335

	Predictor:  LinearRegression
		Pearson Correlation:  0.5061521824683969
		Spearman Correlation:  0.6060433571893057
		Coefficient of Determination:  0.2561900318175212
		RMSE:  1.0131204376541854
		NRMSE:  0.1613197728821033
		MAPE:  729.5897156629053
		Pearson Correlation:  0.49632021780749225
		Spearman Correlation:  0.46526016533872
		Coefficient of Determination:  0.21170636467694104
		RMSE:  0.8359546694956114
		NRMSE:  0.16434448737773982
		MAPE:  349.94804563473247

	Predictor:  ElasticNet
		Pearson Correlation:  0.5061521824683969
		Spearman Correlation:  0.6060433571893057
		Coefficient of Determination:  0.25619003181668965
		RMSE:  1.0131204376547518
		NRMSE:  0.1613197728821935
		MAPE:  729.58920708645
		Pearson Correlation:  0.49632021780749236
		Spearman Correlation:  0.46526016533872
		Coefficient of Determination:  0.21170633691448093
		RMSE:  0.8359546842161146
		NRMSE:  0.1643444902717168
		MAPE:  349.9477382828829

	Predictor:  RandomForests
		Pearson Correlation:  0.720658592011157
		Spearman Correlation:  0.6176291946545054
		Coefficient of Determination:  0.5189174241027371
		RMSE:  0.8147791240760056
		NRMSE:  0.12973776696219955
		MAPE:  282.7560913470706
		Pearson Correlation:  0.7353301371123111
		Spearman Correlation:  0.46500928923410684
		Coefficient of Determination:  0.538426650574287
		RMSE:  0.63967456230514
		NRMSE:  0.1257568046052648
		MAPE:  186.00534358064274

Protein:  CDH2
x_train_column_count:  1
x_train columns:  ['CDH2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032532184952558385
		RMSE:  0.38185758840977485
		NRMSE:  0.13836422509231644
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01322006783790175
		RMSE:  0.3341656221976159
		NRMSE:  0.1760731037776972
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  LinearRegression
		Pearson Correlation:  0.14261277011082887
		Spearman Correlation:  -0.004338932550925531
		Coefficient of Determination:  0.020338402198684102
		RMSE:  0.37734116573013987
		NRMSE:  0.13672772147624462
		MAPE:  205.27568788923608
		Pearson Correlation:  0.14518865407198642
		Spearman Correlation:  0.23133206149702618
		Coefficient of Determination:  0.0139564430879906
		RMSE:  0.32965367947159396
		NRMSE:  0.17369574444727484
		MAPE:  675.7840877768981

	Predictor:  ElasticNet
		Pearson Correlation:  0.1426127701108289
		Spearman Correlation:  -0.004338932550925531
		Coefficient of Determination:  0.020338401793236205
		RMSE:  0.3773411658082241
		NRMSE:  0.13672772150453805
		MAPE:  205.28883418090302
		Pearson Correlation:  0.1451886540719864
		Spearman Correlation:  0.23133206149702618
		Coefficient of Determination:  0.013955124643386663
		RMSE:  0.3296538998624512
		NRMSE:  0.17369586057203365
		MAPE:  675.7746684015143

	Predictor:  RandomForests
		Pearson Correlation:  0.23493300907448675
		Spearman Correlation:  0.21194477216286742
		Coefficient of Determination:  0.04976239614304989
		RMSE:  0.3716312713312571
		NRMSE:  0.1346587692337333
		MAPE:  387.79228301128836
		Pearson Correlation:  -0.02522530974628973
		Spearman Correlation:  -0.1851350763201282
		Coefficient of Determination:  -0.0407518659493773
		RMSE:  0.33867526307154056
		NRMSE:  0.17844925025372552
		MAPE:  642.4010366244271

Protein:  CDH3
x_train_column_count:  1
x_train columns:  ['CDH3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.2263418226753373e-05
		RMSE:  0.21251306884336046
		NRMSE:  0.14909431220418734
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004123239054339534
		RMSE:  0.18871613277479948
		NRMSE:  0.16414808838605816
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  LinearRegression
		Pearson Correlation:  0.3026146976584992
		Spearman Correlation:  0.3386347347546788
		Coefficient of Determination:  0.09157565523894473
		RMSE:  0.2025467087768724
		NRMSE:  0.14210214175848376
		MAPE:  362.2955007259328
		Pearson Correlation:  0.2244036246490851
		Spearman Correlation:  0.31279442387062184
		Coefficient of Determination:  0.023797504951999726
		RMSE:  0.18607390663573836
		NRMSE:  0.16184984094195584
		MAPE:  145.3763024255934

	Predictor:  ElasticNet
		Pearson Correlation:  0.3026146976584992
		Spearman Correlation:  0.3386347347546788
		Coefficient of Determination:  0.09157565485560071
		RMSE:  0.20254670881960854
		NRMSE:  0.14210214178846645
		MAPE:  362.2772318015171
		Pearson Correlation:  0.22440362464908511
		Spearman Correlation:  0.31279442387062184
		Coefficient of Determination:  0.023804995816902097
		RMSE:  0.18607319271768477
		NRMSE:  0.16184921996545512
		MAPE:  145.37234733699452

	Predictor:  RandomForests
		Pearson Correlation:  0.38429063561532717
		Spearman Correlation:  0.366929487494884
		Coefficient of Determination:  0.14614884835263475
		RMSE:  0.19636853167347101
		NRMSE:  0.13776767390236222
		MAPE:  480.79342950124743
		Pearson Correlation:  0.27910731531306143
		Spearman Correlation:  0.30860684283191253
		Coefficient of Determination:  0.0655555461704449
		RMSE:  0.1820506628174801
		NRMSE:  0.15835036385874218
		MAPE:  188.00773874257487

Protein:  PTEN
x_train_column_count:  1
x_train columns:  ['PTEN']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023393971457565055
		RMSE:  0.6366126117528933
		NRMSE:  0.09954071014821253
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20813248536085016
		RMSE:  0.517654316968625
		NRMSE:  0.12376376344107133
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6292943186382643
		NRMSE:  0.09839642227163854
		MAPE:  299.798968451812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06342466003107061
		RMSE:  0.4856640113421529
		NRMSE:  0.11611533767086332
		MAPE:  95.15154235140719

	Predictor:  LinearRegression
		Pearson Correlation:  0.3939878545912659
		Spearman Correlation:  0.4168387026449609
		Coefficient of Determination:  0.15522642956542843
		RMSE:  0.5783942541009418
		NRMSE:  0.0904376912049006
		MAPE:  436.81889349420373
		Pearson Correlation:  0.3976334585902838
		Spearman Correlation:  0.39053105400316723
		Coefficient of Determination:  0.1461824631825106
		RMSE:  0.4351761587473584
		NRMSE:  0.10404441226685755
		MAPE:  116.83152125957915

	Predictor:  ElasticNet
		Pearson Correlation:  0.39398785459126584
		Spearman Correlation:  0.4168387026449609
		Coefficient of Determination:  0.15522642921135243
		RMSE:  0.5783942542221551
		NRMSE:  0.0904376912238535
		MAPE:  436.7966310715257
		Pearson Correlation:  0.39763345859028376
		Spearman Correlation:  0.39053105400316723
		Coefficient of Determination:  0.1461809304458177
		RMSE:  0.4351765493519889
		NRMSE:  0.10404450565485318
		MAPE:  116.82856858341486

	Predictor:  RandomForests
		Pearson Correlation:  0.4486456840284966
		Spearman Correlation:  0.44022349775190645
		Coefficient of Determination:  0.19703242003461852
		RMSE:  0.5639009371276077
		NRMSE:  0.08817151702409627
		MAPE:  546.1899445028266
		Pearson Correlation:  0.3687177757531359
		Spearman Correlation:  0.405227077725146
		Coefficient of Determination:  0.1312647338902646
		RMSE:  0.43896135222360844
		NRMSE:  0.10494939803557798
		MAPE:  126.18039299878608

Protein:  BRCA2
x_train_column_count:  1
x_train columns:  ['BRCA2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00289910117318648
		RMSE:  0.19032543678137456
		NRMSE:  0.12827584502559417
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001649424828515933
		RMSE:  0.21414907824527551
		NRMSE:  0.14729386559180924
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  LinearRegression
		Pearson Correlation:  0.02959871680860385
		Spearman Correlation:  0.007235394469500479
		Coefficient of Determination:  0.0008760840367157963
		RMSE:  0.18996688066183695
		NRMSE:  0.12803418479351694
		MAPE:  114.82449131210666
		Pearson Correlation:  -0.016054565654462914
		Spearman Correlation:  0.05298569807603587
		Coefficient of Determination:  -0.005863409902131078
		RMSE:  0.21475827190110194
		NRMSE:  0.14771287504632535
		MAPE:  112.83494974880834

	Predictor:  ElasticNet
		Pearson Correlation:  0.029598716808603837
		Spearman Correlation:  0.007235394469500479
		Coefficient of Determination:  0.0008759935925667373
		RMSE:  0.18996688926006597
		NRMSE:  0.12803419058856522
		MAPE:  114.87279644470485
		Pearson Correlation:  -0.01605456565446289
		Spearman Correlation:  0.05298569807603587
		Coefficient of Determination:  -0.0058323765362682245
		RMSE:  0.21475495896449218
		NRMSE:  0.14771059637558012
		MAPE:  112.85176623124009

	Predictor:  RandomForests
		Pearson Correlation:  0.2847852536520081
		Spearman Correlation:  0.24810712888855369
		Coefficient of Determination:  0.04356944145348551
		RMSE:  0.18586385299339783
		NRMSE:  0.1252688195841519
		MAPE:  118.71205027999494
		Pearson Correlation:  -0.008597785420769612
		Spearman Correlation:  -0.1128019880749639
		Coefficient of Determination:  -0.012088332481777764
		RMSE:  0.2154217773299026
		NRMSE:  0.14816924067838874
		MAPE:  157.49003513886964

Protein:  CDKN2A
x_train_column_count:  1
x_train columns:  ['CDKN2A']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07669790023289091
		RMSE:  0.6927164423772558
		NRMSE:  0.16172871740223568
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04462654135164201
		RMSE:  0.6710309035955896
		NRMSE:  0.2071658496482324
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6675880639420501
		NRMSE:  0.15586198728568595
		MAPE:  307.97311558867955
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004949645588538276
		RMSE:  0.658164031136248
		NRMSE:  0.20319348928290204
		MAPE:  176.07940307985857

	Predictor:  LinearRegression
		Pearson Correlation:  0.5076634573044784
		Spearman Correlation:  0.4770131653521852
		Coefficient of Determination:  0.2577221858823363
		RMSE:  0.5751641428613341
		NRMSE:  0.1342837464655711
		MAPE:  175.6083821731667
		Pearson Correlation:  0.536825509758858
		Spearman Correlation:  0.5740296013666005
		Coefficient of Determination:  0.2815143854042633
		RMSE:  0.5565075134966199
		NRMSE:  0.17180930304609918
		MAPE:  120.00577215590809

	Predictor:  ElasticNet
		Pearson Correlation:  0.5076634573044785
		Spearman Correlation:  0.4770131653521852
		Coefficient of Determination:  0.25772218539874925
		RMSE:  0.5751641430486911
		NRMSE:  0.1342837465093134
		MAPE:  175.61350329659197
		Pearson Correlation:  0.5368255097588579
		Spearman Correlation:  0.5740296013666005
		Coefficient of Determination:  0.28151153227872994
		RMSE:  0.5565086184486104
		NRMSE:  0.17180964417542233
		MAPE:  120.00745792582296

	Predictor:  RandomForests
		Pearson Correlation:  0.6245172571557215
		Spearman Correlation:  0.4954089061519607
		Coefficient of Determination:  0.3894788522073944
		RMSE:  0.5216256263174344
		NRMSE:  0.12178409280851568
		MAPE:  264.11801229845923
		Pearson Correlation:  0.6251797457998285
		Spearman Correlation:  0.5733110855363031
		Coefficient of Determination:  0.38811166296195954
		RMSE:  0.5135681488886652
		NRMSE:  0.15855273035369863
		MAPE:  124.73179501297591

Protein:  TP53
x_train_column_count:  1
x_train columns:  ['TP53']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.043501333030021794
		RMSE:  0.4597988418920562
		NRMSE:  0.11050200478059512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10290984727382035
		RMSE:  0.4520547550562478
		NRMSE:  0.16857084713604026
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45011280589110314
		NRMSE:  0.10817419031269002
		MAPE:  382.8265287953516
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010546813555600831
		RMSE:  0.4327123127899972
		NRMSE:  0.16135806629028604
		MAPE:  261.16646791413905

	Predictor:  LinearRegression
		Pearson Correlation:  0.35194198538758936
		Spearman Correlation:  0.29871023780362554
		Coefficient of Determination:  0.12386316107855821
		RMSE:  0.4213154057090008
		NRMSE:  0.10125340199687595
		MAPE:  571.7401607647245
		Pearson Correlation:  0.2980744477164273
		Spearman Correlation:  0.2638162570605619
		Coefficient of Determination:  0.07494796243869972
		RMSE:  0.41400359918732
		NRMSE:  0.15438160234304485
		MAPE:  478.68303119434427

	Predictor:  ElasticNet
		Pearson Correlation:  0.3519419853875894
		Spearman Correlation:  0.29871023780362554
		Coefficient of Determination:  0.12386316051551105
		RMSE:  0.4213154058443794
		NRMSE:  0.10125340202941106
		MAPE:  571.7187082849815
		Pearson Correlation:  0.2980744477164273
		Spearman Correlation:  0.2638162570605619
		Coefficient of Determination:  0.07494962337970323
		RMSE:  0.41400322751316854
		NRMSE:  0.15438146374605882
		MAPE:  478.667030158483

	Predictor:  RandomForests
		Pearson Correlation:  0.45570202069206317
		Spearman Correlation:  0.35162246446507417
		Coefficient of Determination:  0.2064007311866748
		RMSE:  0.40097934166090254
		NRMSE:  0.0963660998944731
		MAPE:  818.1649159606385
		Pearson Correlation:  0.2984791130638284
		Spearman Correlation:  0.26907455660028845
		Coefficient of Determination:  0.0658446370334902
		RMSE:  0.4160356917475398
		NRMSE:  0.15513936799090863
		MAPE:  471.9253068166904

Protein:  CTNNB1
x_train_column_count:  1
x_train columns:  ['CTNNB1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.43619721536848943
		RMSE:  0.9218173342266688
		NRMSE:  0.18131733560713392
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5414936126562622
		RMSE:  0.7610450185362576
		NRMSE:  0.2487969592128731
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  LinearRegression
		Pearson Correlation:  0.051747475666367254
		Spearman Correlation:  0.07873234122650967
		Coefficient of Determination:  0.0026778012378414484
		RMSE:  0.7681668709940904
		NRMSE:  0.15109497855902645
		MAPE:  433.4262364661056
		Pearson Correlation:  0.21972783891735967
		Spearman Correlation:  0.26859935909425303
		Coefficient of Determination:  0.009575156502854565
		RMSE:  0.6100286689166915
		NRMSE:  0.19942746376693957
		MAPE:  1336.3278344093535

	Predictor:  ElasticNet
		Pearson Correlation:  0.051747475666367275
		Spearman Correlation:  0.07873234122650967
		Coefficient of Determination:  0.002677801229203358
		RMSE:  0.7681668709974171
		NRMSE:  0.1510949785596808
		MAPE:  433.42687505377376
		Pearson Correlation:  0.21972783891735959
		Spearman Correlation:  0.26859935909425303
		Coefficient of Determination:  0.00957424818110808
		RMSE:  0.6100289486462351
		NRMSE:  0.1994275552146965
		MAPE:  1336.3305423296326

	Predictor:  RandomForests
		Pearson Correlation:  0.28283871709746194
		Spearman Correlation:  0.27248155031404964
		Coefficient of Determination:  0.056911975463831976
		RMSE:  0.7469885508843376
		NRMSE:  0.14692929797095547
		MAPE:  449.58995100093125
		Pearson Correlation:  0.20590790949456775
		Spearman Correlation:  0.1399556799237513
		Coefficient of Determination:  0.026453487374958562
		RMSE:  0.6048084295659103
		NRMSE:  0.1977208897204584
		MAPE:  1426.5538436896502

Protein:  CCNE1
x_train_column_count:  1
x_train columns:  ['CCNE1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.3882525061775621
		RMSE:  0.8073510115699897
		NRMSE:  0.1948381908849554
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.2068608862157744
		RMSE:  0.7484097025916991
		NRMSE:  0.3260050104942715
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5224229806426052
		NRMSE:  0.12607644873967835
		MAPE:  105.82433067667067
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010783677474574871
		RMSE:  0.36685077747270034
		NRMSE:  0.1597990928573857
		MAPE:  133.3645349232411

	Predictor:  LinearRegression
		Pearson Correlation:  0.731155078102014
		Spearman Correlation:  0.724580992574438
		Coefficient of Determination:  0.5345877482343622
		RMSE:  0.35640285844531305
		NRMSE:  0.08601077743208076
		MAPE:  77.48353179860715
		Pearson Correlation:  0.6686208249928275
		Spearman Correlation:  0.6712078704223245
		Coefficient of Determination:  0.4364788914076564
		RMSE:  0.27391475562733614
		NRMSE:  0.1193164418814898
		MAPE:  97.28225630852701

	Predictor:  ElasticNet
		Pearson Correlation:  0.7311550781020142
		Spearman Correlation:  0.724580992574438
		Coefficient of Determination:  0.5345877466043218
		RMSE:  0.3564028590694382
		NRMSE:  0.08601077758270101
		MAPE:  77.48483952107688
		Pearson Correlation:  0.6686208249928275
		Spearman Correlation:  0.6712078704223245
		Coefficient of Determination:  0.4364873185214214
		RMSE:  0.2739127075057997
		NRMSE:  0.11931554972592225
		MAPE:  97.2839269864578

	Predictor:  RandomForests
		Pearson Correlation:  0.8620576959955392
		Spearman Correlation:  0.7260197277689745
		Coefficient of Determination:  0.7409729273935419
		RMSE:  0.26588562094289714
		NRMSE:  0.06416623330426845
		MAPE:  55.85462183805717
		Pearson Correlation:  0.7693889488812767
		Spearman Correlation:  0.6683249776710507
		Coefficient of Determination:  0.5225628425841873
		RMSE:  0.25212646899839464
		NRMSE:  0.10982552990303378
		MAPE:  78.16212414126768

Protein:  CCND1
x_train_column_count:  1
x_train columns:  ['CCND1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.44064885869713843
		RMSE:  0.2936537728092399
		NRMSE:  0.17653615611766113
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6507167710215811
		RMSE:  0.2694738938084911
		NRMSE:  0.2553456206196082
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  LinearRegression
		Pearson Correlation:  0.4104199362628022
		Spearman Correlation:  0.40702588796834765
		Coefficient of Determination:  0.16844452408196253
		RMSE:  0.2231013144804463
		NRMSE:  0.13412205845814423
		MAPE:  532.0448309434951
		Pearson Correlation:  0.37210194124289636
		Spearman Correlation:  0.3490592152021846
		Coefficient of Determination:  0.11233592807704806
		RMSE:  0.197608097567355
		NRMSE:  0.18724768325296826
		MAPE:  345.71587846750236

	Predictor:  ElasticNet
		Pearson Correlation:  0.4104199362628022
		Spearman Correlation:  0.40702588796834765
		Coefficient of Determination:  0.16844452407777666
		RMSE:  0.2231013144810078
		NRMSE:  0.13412205845848182
		MAPE:  532.0452559001382
		Pearson Correlation:  0.3721019412428963
		Spearman Correlation:  0.3490592152021846
		Coefficient of Determination:  0.11233569761335793
		RMSE:  0.1976081232197892
		NRMSE:  0.18724770756046846
		MAPE:  345.71646825965604

	Predictor:  RandomForests
		Pearson Correlation:  0.48699822442771834
		Spearman Correlation:  0.43302356100040734
		Coefficient of Determination:  0.2329800130729628
		RMSE:  0.21426925304637665
		NRMSE:  0.12881247853601416
		MAPE:  532.0829627883396
		Pearson Correlation:  0.3682241478957792
		Spearman Correlation:  0.3545397794492318
		Coefficient of Determination:  0.12538407752351843
		RMSE:  0.19615035827191662
		NRMSE:  0.18586637191391944
		MAPE:  242.12255902019984

Protein:  ERBB2
x_train_column_count:  1
x_train columns:  ['ERBB2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08695701084953744
		RMSE:  1.023008454816054
		NRMSE:  0.1742863272085548
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1111491455026472
		RMSE:  1.1242523174677488
		NRMSE:  0.20280184671833265
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865388
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792788993

	Predictor:  LinearRegression
		Pearson Correlation:  0.7576307424036323
		Spearman Correlation:  0.6175542476381123
		Coefficient of Determination:  0.5740043418350786
		RMSE:  0.6404358362682986
		NRMSE:  0.1091087851624953
		MAPE:  320.7122473043478
		Pearson Correlation:  0.7901604979795929
		Spearman Correlation:  0.693151651706485
		Coefficient of Determination:  0.6172623825300021
		RMSE:  0.6598241207246933
		NRMSE:  0.11902448241660533
		MAPE:  141.8418124310344

	Predictor:  ElasticNet
		Pearson Correlation:  0.7576307424036322
		Spearman Correlation:  0.6175542476381123
		Coefficient of Determination:  0.574004341835005
		RMSE:  0.640435836268354
		NRMSE:  0.10910878516250473
		MAPE:  320.7123220309669
		Pearson Correlation:  0.7901604979795926
		Spearman Correlation:  0.693151651706485
		Coefficient of Determination:  0.6172624351920195
		RMSE:  0.6598240753311013
		NRMSE:  0.1190244742281372
		MAPE:  141.84184829396668

	Predictor:  RandomForests
		Pearson Correlation:  0.819999050484025
		Spearman Correlation:  0.6221160255281639
		Coefficient of Determination:  0.670233501848126
		RMSE:  0.5634771446431789
		NRMSE:  0.09599760543863893
		MAPE:  549.6016379139868
		Pearson Correlation:  0.8604407371645879
		Spearman Correlation:  0.6851291397706071
		Coefficient of Determination:  0.7380335646767575
		RMSE:  0.5458840920255202
		NRMSE:  0.09847104625613685
		MAPE:  202.52741537438453

Protein:  ERBB3
x_train_column_count:  1
x_train columns:  ['ERBB3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19951943522205973
		RMSE:  0.4939516163098853
		NRMSE:  0.17910620018705933
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27774471248359456
		RMSE:  0.5592204608326292
		NRMSE:  0.15547938022732444
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  LinearRegression
		Pearson Correlation:  0.4118347805352837
		Spearman Correlation:  0.4548855783210745
		Coefficient of Determination:  0.1696078864585454
		RMSE:  0.4109815959703826
		NRMSE:  0.14902138098256357
		MAPE:  205.9352300488748
		Pearson Correlation:  0.39517943353034346
		Spearman Correlation:  0.4259180289031036
		Coefficient of Determination:  0.13282016833206411
		RMSE:  0.4606972196012416
		NRMSE:  0.12808708406234562
		MAPE:  147.06597736539783

	Predictor:  ElasticNet
		Pearson Correlation:  0.4118347805352838
		Spearman Correlation:  0.4548855783210745
		Coefficient of Determination:  0.16960788642884905
		RMSE:  0.41098159597773126
		NRMSE:  0.14902138098522819
		MAPE:  205.93491786104846
		Pearson Correlation:  0.39517943353034346
		Spearman Correlation:  0.4259180289031036
		Coefficient of Determination:  0.13282001253745668
		RMSE:  0.46069726098489505
		NRMSE:  0.12808709556819212
		MAPE:  147.06531071346663

	Predictor:  RandomForests
		Pearson Correlation:  0.4999772787130882
		Spearman Correlation:  0.47145580278027005
		Coefficient of Determination:  0.24936566604040078
		RMSE:  0.39074639408774725
		NRMSE:  0.14168412364895636
		MAPE:  239.36369085083874
		Pearson Correlation:  0.40632927276753494
		Spearman Correlation:  0.4286995163716889
		Coefficient of Determination:  0.13799826967697426
		RMSE:  0.45931970330957334
		NRMSE:  0.1277040948938829
		MAPE:  166.28304846884032


Fold:  4

Protein:  RB1
x_train_column_count:  1
x_train columns:  ['RB1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0017653619110491459
		RMSE:  0.25173274438657
		NRMSE:  0.09206141909982812
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11040193949010524
		RMSE:  0.1737457828578019
		NRMSE:  0.1664678101960314
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  LinearRegression
		Pearson Correlation:  0.20060321424304425
		Spearman Correlation:  0.2604333098848863
		Coefficient of Determination:  0.040241649564640825
		RMSE:  0.2463982702627586
		NRMSE:  0.09011054354255361
		MAPE:  268.4274131355909
		Pearson Correlation:  0.30291776516862734
		Spearman Correlation:  0.3658524420503997
		Coefficient of Determination:  0.0009212273884317002
		RMSE:  0.16480638458270389
		NRMSE:  0.15790287105996234
		MAPE:  110.48529460613341

	Predictor:  ElasticNet
		Pearson Correlation:  0.20060321424304423
		Spearman Correlation:  0.2604333098848863
		Coefficient of Determination:  0.04024164460534618
		RMSE:  0.2463982708993572
		NRMSE:  0.09011054377536469
		MAPE:  268.3497274814239
		Pearson Correlation:  0.30291776516862734
		Spearman Correlation:  0.3658524420503997
		Coefficient of Determination:  0.0009300459157621788
		RMSE:  0.16480565723624552
		NRMSE:  0.15790217418105001
		MAPE:  110.47272546768954

	Predictor:  RandomForests
		Pearson Correlation:  0.3354716659774619
		Spearman Correlation:  0.36872499080973353
		Coefficient of Determination:  0.09970165657844221
		RMSE:  0.23864367620422963
		NRMSE:  0.08727460364402781
		MAPE:  320.1667713812272
		Pearson Correlation:  0.2489237660453198
		Spearman Correlation:  0.34152871277647523
		Coefficient of Determination:  -0.03633114959068817
		RMSE:  0.16785081043222436
		NRMSE:  0.16081977008414552
		MAPE:  112.5832654307591

Protein:  CDH1
x_train_column_count:  1
x_train columns:  ['CDH1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1648542010437435
		RMSE:  1.2077311247232185
		NRMSE:  0.19230774891296748
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01787767410405383
		RMSE:  1.1768276141426715
		NRMSE:  0.21349508619837296
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.119011303751291
		NRMSE:  0.17818083878718685
		MAPE:  552.7314487209006
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06543533401046742
		RMSE:  1.204005869039757
		NRMSE:  0.21842565020132743
		MAPE:  371.74257556440244

	Predictor:  LinearRegression
		Pearson Correlation:  0.5112589407667545
		Spearman Correlation:  0.6035344748233071
		Coefficient of Determination:  0.2613857045139436
		RMSE:  0.9617082199179806
		NRMSE:  0.15313337472022873
		MAPE:  736.7428771637664
		Pearson Correlation:  0.467547599084504
		Spearman Correlation:  0.44892080948640256
		Coefficient of Determination:  0.18511913871768682
		RMSE:  1.0529605857943893
		NRMSE:  0.1910236540391113
		MAPE:  375.5212677418342

	Predictor:  ElasticNet
		Pearson Correlation:  0.5112589407667545
		Spearman Correlation:  0.6035344748233071
		Coefficient of Determination:  0.26138570451288046
		RMSE:  0.9617082199186728
		NRMSE:  0.15313337472033897
		MAPE:  736.7422694789874
		Pearson Correlation:  0.46754759908450405
		Spearman Correlation:  0.44892080948640256
		Coefficient of Determination:  0.18511929025152762
		RMSE:  1.0529604878910166
		NRMSE:  0.19102363627789568
		MAPE:  375.52110416513085

	Predictor:  RandomForests
		Pearson Correlation:  0.7087465928671025
		Spearman Correlation:  0.6151147498515491
		Coefficient of Determination:  0.5020692188726259
		RMSE:  0.7896214925151644
		NRMSE:  0.12573190225075068
		MAPE:  347.50739803543973
		Pearson Correlation:  0.7565120663505035
		Spearman Correlation:  0.44363902379888376
		Coefficient of Determination:  0.5235914114602802
		RMSE:  0.8051093072939526
		NRMSE:  0.1460595238369349
		MAPE:  167.38169848454703

Protein:  CDH2
x_train_column_count:  1
x_train columns:  ['CDH2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011628294333081435
		RMSE:  0.38156283556505555
		NRMSE:  0.1382574228440668
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.013534078125908788
		RMSE:  0.33551468363995024
		NRMSE:  0.17308132332546644
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  LinearRegression
		Pearson Correlation:  0.12726575412288094
		Spearman Correlation:  0.07146547137499795
		Coefficient of Determination:  0.016196572172465618
		RMSE:  0.3762787992251089
		NRMSE:  0.13634277818142942
		MAPE:  647.0463099258229
		Pearson Correlation:  0.20599048693772695
		Spearman Correlation:  -0.07145475629371938
		Coefficient of Determination:  -0.018662252249238565
		RMSE:  0.3363624137974115
		NRMSE:  0.17351864027351918
		MAPE:  149.9789550533449

	Predictor:  ElasticNet
		Pearson Correlation:  0.12726575412288096
		Spearman Correlation:  0.07146547137499795
		Coefficient of Determination:  0.016196571640589186
		RMSE:  0.37627879932682323
		NRMSE:  0.1363427782182851
		MAPE:  647.0576024219794
		Pearson Correlation:  0.20599048693772695
		Spearman Correlation:  -0.07145475629371938
		Coefficient of Determination:  -0.018663364567124807
		RMSE:  0.3363625974411198
		NRMSE:  0.1735187350094506
		MAPE:  149.979760948571

	Predictor:  RandomForests
		Pearson Correlation:  0.20068017063291904
		Spearman Correlation:  0.19591540058773488
		Coefficient of Determination:  0.035911956927223376
		RMSE:  0.37248941165378463
		NRMSE:  0.13496971217254317
		MAPE:  884.409767131594
		Pearson Correlation:  0.13975849733951237
		Spearman Correlation:  -0.007879855739278996
		Coefficient of Determination:  -0.03649031714906359
		RMSE:  0.33929306149406074
		NRMSE:  0.1750304679408922
		MAPE:  184.58079283105226

Protein:  CDH3
x_train_column_count:  1
x_train columns:  ['CDH3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006306553616452382
		RMSE:  0.206558346691537
		NRMSE:  0.1472115018398285
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056823148221427866
		RMSE:  0.21361844422784051
		NRMSE:  0.19012980777528213
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  LinearRegression
		Pearson Correlation:  0.2585402732845947
		Spearman Correlation:  0.3309265441567785
		Coefficient of Determination:  0.06684307291007296
		RMSE:  0.1989092319417179
		NRMSE:  0.14176007521823758
		MAPE:  172.41137432224957
		Pearson Correlation:  0.4135532481751862
		Spearman Correlation:  0.3220264591827829
		Coefficient of Determination:  0.04254022099449484
		RMSE:  0.2033283136396012
		NRMSE:  0.18097113911351723
		MAPE:  586.8030112709794

	Predictor:  ElasticNet
		Pearson Correlation:  0.25854027328459467
		Spearman Correlation:  0.3309265441567785
		Coefficient of Determination:  0.06684307254477051
		RMSE:  0.19890923198065136
		NRMSE:  0.14176007524598497
		MAPE:  172.40226966614551
		Pearson Correlation:  0.4135532481751863
		Spearman Correlation:  0.3220264591827829
		Coefficient of Determination:  0.04253292702053457
		RMSE:  0.20332908812048964
		NRMSE:  0.18097182843556045
		MAPE:  586.7738689126844

	Predictor:  RandomForests
		Pearson Correlation:  0.3661650806172687
		Spearman Correlation:  0.35439273671084043
		Coefficient of Determination:  0.13219300783029397
		RMSE:  0.19181791710406904
		NRMSE:  0.13670618548688587
		MAPE:  233.9258036788603
		Pearson Correlation:  0.3409632548764403
		Spearman Correlation:  0.30228083799903893
		Coefficient of Determination:  0.027424343098695014
		RMSE:  0.20492704927339866
		NRMSE:  0.18239408412108035
		MAPE:  815.7562828804256

Protein:  PTEN
x_train_column_count:  1
x_train columns:  ['PTEN']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04663541191913323
		RMSE:  0.5747314783713694
		NRMSE:  0.11117523181123673
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02346833201832421
		RMSE:  0.7542692946958974
		NRMSE:  0.11793750210239971
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  LinearRegression
		Pearson Correlation:  0.3977067357792478
		Spearman Correlation:  0.4125541754874478
		Coefficient of Determination:  0.15817064768418443
		RMSE:  0.5154414074592556
		NRMSE:  0.09970624563975078
		MAPE:  259.16907417773587
		Pearson Correlation:  0.4352330047258671
		Spearman Correlation:  0.4688213069988404
		Coefficient of Determination:  0.15805245626297648
		RMSE:  0.6841191398264946
		NRMSE:  0.10696882805511604
		MAPE:  602.3780358417006

	Predictor:  ElasticNet
		Pearson Correlation:  0.39770673577924787
		Spearman Correlation:  0.4125541754874478
		Coefficient of Determination:  0.15817064722837793
		RMSE:  0.5154414075987979
		NRMSE:  0.09970624566674363
		MAPE:  259.1569919992023
		Pearson Correlation:  0.4352330047258671
		Spearman Correlation:  0.4688213069988404
		Coefficient of Determination:  0.158047575125432
		RMSE:  0.6841211228923064
		NRMSE:  0.10696913812716854
		MAPE:  602.3329805555614

	Predictor:  RandomForests
		Pearson Correlation:  0.4480104956483391
		Spearman Correlation:  0.4392262058963344
		Coefficient of Determination:  0.19430775807159506
		RMSE:  0.5042569155059734
		NRMSE:  0.09754273357822141
		MAPE:  267.30505802947863
		Pearson Correlation:  0.436932308042635
		Spearman Correlation:  0.47224052214471246
		Coefficient of Determination:  0.1541849426458075
		RMSE:  0.6856886013856142
		NRMSE:  0.10721422897124762
		MAPE:  505.4868401346051

Protein:  BRCA2
x_train_column_count:  1
x_train columns:  ['BRCA2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015699866052385492
		RMSE:  0.1919477679021074
		NRMSE:  0.12365776640496533
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0014129332580739007
		RMSE:  0.2082543553514594
		NRMSE:  0.20232423210836328
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  LinearRegression
		Pearson Correlation:  0.02188802695411087
		Spearman Correlation:  0.01572029885733223
		Coefficient of Determination:  0.0004790857239437285
		RMSE:  0.19175131820913427
		NRMSE:  0.12353120838082414
		MAPE:  111.96124715993699
		Pearson Correlation:  -0.17899779266858884
		Spearman Correlation:  -0.15346076634372002
		Coefficient of Determination:  -0.006876659817144359
		RMSE:  0.20882170225143312
		NRMSE:  0.20287542358612384
		MAPE:  141.83179502022946

	Predictor:  ElasticNet
		Pearson Correlation:  0.02188802695411087
		Spearman Correlation:  0.01572029885733223
		Coefficient of Determination:  0.000479004062040711
		RMSE:  0.19175132604227565
		NRMSE:  0.12353121342713845
		MAPE:  111.88965071418625
		Pearson Correlation:  -0.17899779266858884
		Spearman Correlation:  -0.15346076634372002
		Coefficient of Determination:  -0.006782440963589265
		RMSE:  0.20881193173908402
		NRMSE:  0.20286593129288943
		MAPE:  141.75386815240824

	Predictor:  RandomForests
		Pearson Correlation:  0.29756859130815233
		Spearman Correlation:  0.22793522807235775
		Coefficient of Determination:  0.0436784830702307
		RMSE:  0.18756179440287882
		NRMSE:  0.1208322077003568
		MAPE:  118.66940252409964
		Pearson Correlation:  -0.019302508339210173
		Spearman Correlation:  -0.026935047913685145
		Coefficient of Determination:  -0.00923731427144081
		RMSE:  0.20906635350900685
		NRMSE:  0.20311310830459905
		MAPE:  117.40974708408407

Protein:  CDKN2A
x_train_column_count:  1
x_train columns:  ['CDKN2A']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06343046233027927
		RMSE:  0.6950010485750925
		NRMSE:  0.15711564339891315
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10006794882547432
		RMSE:  0.6614783461565592
		NRMSE:  0.1993004959796804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6739550183850767
		NRMSE:  0.1523578655781794
		MAPE:  281.71125082022354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0022276354551518107
		RMSE:  0.6313774446715202
		NRMSE:  0.19023122768048215
		MAPE:  197.14658329930893

	Predictor:  LinearRegression
		Pearson Correlation:  0.5089092587161527
		Spearman Correlation:  0.5043429685491743
		Coefficient of Determination:  0.25898863360702407
		RMSE:  0.5801540740130321
		NRMSE:  0.13115272386414198
		MAPE:  151.69847511497275
		Pearson Correlation:  0.5446033666939744
		Spearman Correlation:  0.4884824000299256
		Coefficient of Determination:  0.27768842431664753
		RMSE:  0.5360041640704614
		NRMSE:  0.1614956806479245
		MAPE:  114.74866140595381

	Predictor:  ElasticNet
		Pearson Correlation:  0.5089092587161527
		Spearman Correlation:  0.5043429685491743
		Coefficient of Determination:  0.2589886331400336
		RMSE:  0.5801540741958406
		NRMSE:  0.13115272390546864
		MAPE:  151.7030582329283
		Pearson Correlation:  0.5446033666939745
		Spearman Correlation:  0.4884824000299256
		Coefficient of Determination:  0.27768600309880576
		RMSE:  0.5360050624236108
		NRMSE:  0.16149595131774958
		MAPE:  114.75142807953264

	Predictor:  RandomForests
		Pearson Correlation:  0.6315021316579708
		Spearman Correlation:  0.5175085850702341
		Coefficient of Determination:  0.39829848360987263
		RMSE:  0.5227830094552866
		NRMSE:  0.11818311505714627
		MAPE:  286.8091880382585
		Pearson Correlation:  0.6229828385819468
		Spearman Correlation:  0.48235825210423916
		Coefficient of Determination:  0.3606879562454919
		RMSE:  0.5042690563417233
		NRMSE:  0.1519340332454725
		MAPE:  126.41263181421061

Protein:  TP53
x_train_column_count:  1
x_train columns:  ['TP53']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04782361373877353
		RMSE:  0.460756629216985
		NRMSE:  0.11073218678610552
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07696826201632412
		RMSE:  0.4481222561682025
		NRMSE:  0.1422068596624151
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4501191620264231
		NRMSE:  0.10817571786263473
		MAPE:  418.8529054417374
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002447694094247499
		RMSE:  0.4323405014905614
		NRMSE:  0.13719868668778923
		MAPE:  185.65040333639752

	Predictor:  LinearRegression
		Pearson Correlation:  0.33276518507002034
		Spearman Correlation:  0.2833861559156332
		Coefficient of Determination:  0.11073266839468499
		RMSE:  0.4244667448515205
		NRMSE:  0.10201075338897395
		MAPE:  641.5008293378112
		Pearson Correlation:  0.38347322576941034
		Spearman Correlation:  0.31250015586229263
		Coefficient of Determination:  0.13973962670370033
		RMSE:  0.4005069165046591
		NRMSE:  0.12709663509287225
		MAPE:  193.4309040992592

	Predictor:  ElasticNet
		Pearson Correlation:  0.33276518507002045
		Spearman Correlation:  0.2833861559156332
		Coefficient of Determination:  0.11073266783885682
		RMSE:  0.424466744984175
		NRMSE:  0.10201075342085437
		MAPE:  641.4753637904593
		Pearson Correlation:  0.3834732257694103
		Spearman Correlation:  0.31250015586229263
		Coefficient of Determination:  0.1397359814548117
		RMSE:  0.40050776505347696
		NRMSE:  0.12709690437086726
		MAPE:  193.4299873093621

	Predictor:  RandomForests
		Pearson Correlation:  0.4344928815774183
		Spearman Correlation:  0.33659916441779625
		Coefficient of Determination:  0.1871563068639337
		RMSE:  0.40581773432610707
		NRMSE:  0.09752889553619493
		MAPE:  838.6185787542784
		Pearson Correlation:  0.4387149159844563
		Spearman Correlation:  0.25378423849339315
		Coefficient of Determination:  0.18089051627022013
		RMSE:  0.3908103335422206
		NRMSE:  0.12401952701898343
		MAPE:  229.84517702837385

Protein:  CTNNB1
x_train_column_count:  1
x_train columns:  ['CTNNB1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6170193939500923
		RMSE:  0.9046651382507068
		NRMSE:  0.21849703851094263
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09478783275970826
		RMSE:  0.8396248247596424
		NRMSE:  0.17652527641906535
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  LinearRegression
		Pearson Correlation:  0.10830589448220497
		Spearman Correlation:  0.13480386712524542
		Coefficient of Determination:  0.0117301667795906
		RMSE:  0.7072419451207151
		NRMSE:  0.17081488385680496
		MAPE:  573.4555778410324
		Pearson Correlation:  -0.09138017300424386
		Spearman Correlation:  0.03373358770059477
		Coefficient of Determination:  -0.16797040045743095
		RMSE:  0.8672338240312909
		NRMSE:  0.1823298763836706
		MAPE:  970.1379641339553

	Predictor:  ElasticNet
		Pearson Correlation:  0.10830589448220491
		Spearman Correlation:  0.13480386712524542
		Coefficient of Determination:  0.011730166768875172
		RMSE:  0.7072419451245493
		NRMSE:  0.17081488385773097
		MAPE:  573.4573290631525
		Pearson Correlation:  -0.09138017300424374
		Spearman Correlation:  0.03373358770059477
		Coefficient of Determination:  -0.16796966211836417
		RMSE:  0.8672335499178745
		NRMSE:  0.18232981875323237
		MAPE:  970.1367588323346

	Predictor:  RandomForests
		Pearson Correlation:  0.27073272495551043
		Spearman Correlation:  0.25332746502304954
		Coefficient of Determination:  0.05488063472280302
		RMSE:  0.6916295995789115
		NRMSE:  0.16704415022193786
		MAPE:  598.8045248717256
		Pearson Correlation:  0.07267382808851819
		Spearman Correlation:  0.13823949839064295
		Coefficient of Determination:  -0.133416084696651
		RMSE:  0.8543089877843627
		NRMSE:  0.17961251950726656
		MAPE:  916.3275962998433

Protein:  CCNE1
x_train_column_count:  1
x_train columns:  ['CCNE1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4688329016852353
		RMSE:  0.7931748470731899
		NRMSE:  0.19141705409976348
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.186170633384966
		RMSE:  0.8069776954058596
		NRMSE:  0.32929800677624244
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5048043460690237
		NRMSE:  0.12182453992060809
		MAPE:  103.07374645056161
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01570191691728584
		RMSE:  0.4556277343037054
		NRMSE:  0.18592497115143453
		MAPE:  142.6844229696492

	Predictor:  LinearRegression
		Pearson Correlation:  0.7284659471489124
		Spearman Correlation:  0.7105645817584747
		Coefficient of Determination:  0.5306626361555623
		RMSE:  0.345832377321277
		NRMSE:  0.08345980098010883
		MAPE:  76.12495494477345
		Pearson Correlation:  0.8235508887291154
		Spearman Correlation:  0.7249192633324606
		Coefficient of Determination:  0.47728890438008065
		RMSE:  0.32685706405279036
		NRMSE:  0.13337838245849604
		MAPE:  111.11211553521782

	Predictor:  ElasticNet
		Pearson Correlation:  0.7284659471489122
		Spearman Correlation:  0.7105645817584747
		Coefficient of Determination:  0.5306626345345026
		RMSE:  0.3458323779185179
		NRMSE:  0.08345980112424112
		MAPE:  76.12616468363554
		Pearson Correlation:  0.8235508887291156
		Spearman Correlation:  0.7249192633324606
		Coefficient of Determination:  0.47726996160433044
		RMSE:  0.32686298656335566
		NRMSE:  0.13338079921788776
		MAPE:  111.11379686950973

	Predictor:  RandomForests
		Pearson Correlation:  0.8558319038801104
		Spearman Correlation:  0.7158571558170889
		Coefficient of Determination:  0.7288377951807345
		RMSE:  0.26286796528567175
		NRMSE:  0.06343798182437718
		MAPE:  55.5244048092431
		Pearson Correlation:  0.8456838474620257
		Spearman Correlation:  0.7088274541368929
		Coefficient of Determination:  0.7022821756292825
		RMSE:  0.24667744086523613
		NRMSE:  0.10066001830785773
		MAPE:  69.87901290517232

Protein:  CCND1
x_train_column_count:  1
x_train columns:  ['CCND1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47371951525638445
		RMSE:  0.2917253166285864
		NRMSE:  0.18637975276867558
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47112550847095647
		RMSE:  0.27775626016480953
		NRMSE:  0.17517423067911803
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  LinearRegression
		Pearson Correlation:  0.36603283831856065
		Spearman Correlation:  0.3728160125831736
		Coefficient of Determination:  0.13398003872754172
		RMSE:  0.22363030380370164
		NRMSE:  0.14287467819456795
		MAPE:  537.6675814363354
		Pearson Correlation:  0.601289204395813
		Spearman Correlation:  0.49870696642102774
		Coefficient of Determination:  0.2634898198839728
		RMSE:  0.19652978093467904
		NRMSE:  0.12394663277918709
		MAPE:  467.70418773534425

	Predictor:  ElasticNet
		Pearson Correlation:  0.36603283831856076
		Spearman Correlation:  0.3728160125831736
		Coefficient of Determination:  0.13398003872291553
		RMSE:  0.22363030380429894
		NRMSE:  0.14287467819494953
		MAPE:  537.6681012207774
		Pearson Correlation:  0.6012892043958127
		Spearman Correlation:  0.49870696642102774
		Coefficient of Determination:  0.2634887612216068
		RMSE:  0.19652992218093315
		NRMSE:  0.12394672185982163
		MAPE:  467.70426815126126

	Predictor:  RandomForests
		Pearson Correlation:  0.4536960474814516
		Spearman Correlation:  0.39958941232777434
		Coefficient of Determination:  0.2019813527443235
		RMSE:  0.2146709224136968
		NRMSE:  0.1371506385132421
		MAPE:  504.6727797801616
		Pearson Correlation:  0.5244663896500242
		Spearman Correlation:  0.5018856606099847
		Coefficient of Determination:  0.2568204270681399
		RMSE:  0.1974176032612837
		NRMSE:  0.12450656108809517
		MAPE:  425.3854561538555

Protein:  ERBB2
x_train_column_count:  1
x_train columns:  ['ERBB2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06177154229692228
		RMSE:  1.0106646016782141
		NRMSE:  0.1721833486682819
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.26989975035857605
		RMSE:  1.1682171872252598
		NRMSE:  0.21036071365744585
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9808249714864398
		NRMSE:  0.1670996765569688
		MAPE:  529.9728174248761
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556425
		RMSE:  1.07776630779691
		NRMSE:  0.19407323581894154
		MAPE:  193.8969179437583

	Predictor:  LinearRegression
		Pearson Correlation:  0.7679926094943187
		Spearman Correlation:  0.6238582415521245
		Coefficient of Determination:  0.589812648237893
		RMSE:  0.6281778902672617
		NRMSE:  0.10702044231685805
		MAPE:  245.32123041369846
		Pearson Correlation:  0.7633533110364072
		Spearman Correlation:  0.67230847305938
		Coefficient of Determination:  0.5282240041870256
		RMSE:  0.7120439365596681
		NRMSE:  0.12821765703166854
		MAPE:  138.24387579417407

	Predictor:  ElasticNet
		Pearson Correlation:  0.7679926094943188
		Spearman Correlation:  0.6238582415521245
		Coefficient of Determination:  0.5898126482378236
		RMSE:  0.6281778902673147
		NRMSE:  0.1070204423168671
		MAPE:  245.3213005697257
		Pearson Correlation:  0.7633533110364072
		Spearman Correlation:  0.67230847305938
		Coefficient of Determination:  0.5282240218749861
		RMSE:  0.7120439232115906
		NRMSE:  0.12821765462808202
		MAPE:  138.24384486469526

	Predictor:  RandomForests
		Pearson Correlation:  0.837912110164944
		Spearman Correlation:  0.6242468308358713
		Coefficient of Determination:  0.7012149842957249
		RMSE:  0.5361310018094477
		NRMSE:  0.09133873993721106
		MAPE:  438.3412943231485
		Pearson Correlation:  0.7903040042412042
		Spearman Correlation:  0.6588300179349611
		Coefficient of Determination:  0.5700413694558568
		RMSE:  0.6797546826519252
		NRMSE:  0.12240333537147066
		MAPE:  216.94371412894742

Protein:  ERBB3
x_train_column_count:  1
x_train columns:  ['ERBB3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20254353309139272
		RMSE:  0.523865801474932
		NRMSE:  0.14324270860276114
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.287905849531515
		RMSE:  0.4364451552160674
		NRMSE:  0.21482088883335748
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  LinearRegression
		Pearson Correlation:  0.4247436800277297
		Spearman Correlation:  0.47559620013365334
		Coefficient of Determination:  0.18040719372349834
		RMSE:  0.4324826739468878
		NRMSE:  0.1182554567706047
		MAPE:  212.587948489823
		Pearson Correlation:  0.3203755812394411
		Spearman Correlation:  0.3203655905933989
		Coefficient of Determination:  0.05473559454273058
		RMSE:  0.373907581665535
		NRMSE:  0.18403952495510342
		MAPE:  193.72127463105815

	Predictor:  ElasticNet
		Pearson Correlation:  0.4247436800277296
		Spearman Correlation:  0.47559620013365334
		Coefficient of Determination:  0.18040719369690272
		RMSE:  0.4324826739539047
		NRMSE:  0.11825545677252336
		MAPE:  212.58759016688913
		Pearson Correlation:  0.3203755812394411
		Spearman Correlation:  0.3203655905933989
		Coefficient of Determination:  0.05473825693353351
		RMSE:  0.3739070550992104
		NRMSE:  0.18403926577604157
		MAPE:  193.7204812200924

	Predictor:  RandomForests
		Pearson Correlation:  0.5017575914848379
		Spearman Correlation:  0.4921605147487151
		Coefficient of Determination:  0.2503000193256526
		RMSE:  0.41363129949439237
		NRMSE:  0.11310085051484675
		MAPE:  238.28030543478857
		Pearson Correlation:  0.4041323955475392
		Spearman Correlation:  0.32032765592468015
		Coefficient of Determination:  0.13857368373267354
		RMSE:  0.3569412060034264
		NRMSE:  0.1756885744256825
		MAPE:  237.4408613379951


Fold:  5

Protein:  RB1
x_train_column_count:  1
x_train columns:  ['RB1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00018503513771928048
		RMSE:  0.23392670305630597
		NRMSE:  0.11556330212293363
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12340187398900859
		RMSE:  0.2547692202160761
		NRMSE:  0.12845593258580365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  LinearRegression
		Pearson Correlation:  0.19578397808916828
		Spearman Correlation:  0.27154453701595577
		Coefficient of Determination:  0.03833136607641996
		RMSE:  0.2293783103983448
		NRMSE:  0.11331632788682353
		MAPE:  190.66146768633735
		Pearson Correlation:  0.22446261577437424
		Spearman Correlation:  0.28244990585917534
		Coefficient of Determination:  -0.04417148888267075
		RMSE:  0.2456208902483007
		NRMSE:  0.12384329823140022
		MAPE:  394.3427181483698

	Predictor:  ElasticNet
		Pearson Correlation:  0.19578397808916828
		Spearman Correlation:  0.27154453701595577
		Coefficient of Determination:  0.03833136053280506
		RMSE:  0.22937831105947948
		NRMSE:  0.11331632821343397
		MAPE:  190.61928493039167
		Pearson Correlation:  0.22446261577437424
		Spearman Correlation:  0.28244990585917534
		Coefficient of Determination:  -0.044185956830937734
		RMSE:  0.24562259189312707
		NRMSE:  0.1238441562093495
		MAPE:  394.21266644354876

	Predictor:  RandomForests
		Pearson Correlation:  0.3145025462633167
		Spearman Correlation:  0.35956151450924767
		Coefficient of Determination:  0.09132386711635232
		RMSE:  0.22296884509436773
		NRMSE:  0.11014995583227584
		MAPE:  211.2056067728131
		Pearson Correlation:  0.21123097353652284
		Spearman Correlation:  0.23779555867019272
		Coefficient of Determination:  -0.04878630534383244
		RMSE:  0.24616306445127475
		NRMSE:  0.12411666521351812
		MAPE:  529.0921149732138

Protein:  CDH1
x_train_column_count:  1
x_train columns:  ['CDH1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10476316856458312
		RMSE:  1.1835893765747125
		NRMSE:  0.18846364392451076
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19786466090973764
		RMSE:  1.2714981376898562
		NRMSE:  0.2500438806886504
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1260727912856485
		NRMSE:  0.17930524366829853
		MAPE:  266.31463004312263
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01718399286470018
		RMSE:  1.1716869980595492
		NRMSE:  0.23041572398960675
		MAPE:  1066.779337530299

	Predictor:  LinearRegression
		Pearson Correlation:  0.5196914427945496
		Spearman Correlation:  0.5889053256204806
		Coefficient of Determination:  0.2700791957138807
		RMSE:  0.9620648244803076
		NRMSE:  0.15319015707784903
		MAPE:  328.06178542445844
		Pearson Correlation:  0.43507394591186765
		Spearman Correlation:  0.5418695993715633
		Coefficient of Determination:  0.18623570683890045
		RMSE:  1.0479997207832101
		NRMSE:  0.2060922539936698
		MAPE:  1775.0378417218944

	Predictor:  ElasticNet
		Pearson Correlation:  0.5196914427945497
		Spearman Correlation:  0.5889053256204806
		Coefficient of Determination:  0.270079195712971
		RMSE:  0.9620648244809071
		NRMSE:  0.1531901570779445
		MAPE:  328.0614584520568
		Pearson Correlation:  0.43507394591186754
		Spearman Correlation:  0.5418695993715633
		Coefficient of Determination:  0.18623563071642613
		RMSE:  1.0479997698000636
		NRMSE:  0.20609226363297942
		MAPE:  1775.0364632722126

	Predictor:  RandomForests
		Pearson Correlation:  0.7477132730675663
		Spearman Correlation:  0.5990881223566048
		Coefficient of Determination:  0.5587490298670774
		RMSE:  0.7480132684931943
		NRMSE:  0.11910659986834722
		MAPE:  166.2197926101653
		Pearson Correlation:  0.616013622220581
		Spearman Correlation:  0.5412740364706119
		Coefficient of Determination:  0.3622554955236724
		RMSE:  0.9277590822668783
		NRMSE:  0.1824465757343766
		MAPE:  665.3142844496236

Protein:  CDH2
x_train_column_count:  1
x_train columns:  ['CDH2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0016678089051440637
		RMSE:  0.3594357673583712
		NRMSE:  0.1765314902796381
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02548752338232485
		RMSE:  0.4223734458481898
		NRMSE:  0.15794680397441796
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  LinearRegression
		Pearson Correlation:  0.13776475523400486
		Spearman Correlation:  0.07886292148061753
		Coefficient of Determination:  0.018979127784685246
		RMSE:  0.35571203306038285
		NRMSE:  0.17470263398673092
		MAPE:  224.04769634015378
		Pearson Correlation:  0.15378835582174144
		Spearman Correlation:  -0.1015076266632875
		Coefficient of Determination:  0.0039633951866197
		RMSE:  0.41626420394603847
		NRMSE:  0.15566224929268682
		MAPE:  221.01005293528243

	Predictor:  ElasticNet
		Pearson Correlation:  0.13776475523400486
		Spearman Correlation:  0.07886292148061753
		Coefficient of Determination:  0.01897912689749548
		RMSE:  0.3557120332212275
		NRMSE:  0.17470263406572736
		MAPE:  224.04087181335765
		Pearson Correlation:  0.15378835582174144
		Spearman Correlation:  -0.1015076266632875
		Coefficient of Determination:  0.0039722515057042385
		RMSE:  0.4162623533228833
		NRMSE:  0.1556615572510455
		MAPE:  221.09098232805096

	Predictor:  RandomForests
		Pearson Correlation:  0.2225680543160313
		Spearman Correlation:  0.23310447235810897
		Coefficient of Determination:  0.04505475310564411
		RMSE:  0.3509527652907008
		NRMSE:  0.17236519094872588
		MAPE:  516.3906532757959
		Pearson Correlation:  0.02613563430060784
		Spearman Correlation:  0.01272366311076386
		Coefficient of Determination:  -0.02965335260008506
		RMSE:  0.42323047837424443
		NRMSE:  0.15826729180272028
		MAPE:  421.1178441241013

Protein:  CDH3
x_train_column_count:  1
x_train columns:  ['CDH3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011481892643820935
		RMSE:  0.2038847376288621
		NRMSE:  0.14304087222095618
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026977014897064944
		RMSE:  0.22369326249691865
		NRMSE:  0.20181818899206835
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  LinearRegression
		Pearson Correlation:  0.29131399778415096
		Spearman Correlation:  0.34098087037844793
		Coefficient of Determination:  0.08486384530498425
		RMSE:  0.19492986872803375
		NRMSE:  0.13675834085987662
		MAPE:  331.7978221036521
		Pearson Correlation:  0.2652922331797278
		Spearman Correlation:  0.2942804773126847
		Coefficient of Determination:  0.06608133810210592
		RMSE:  0.21588497653392935
		NRMSE:  0.19477347913092807
		MAPE:  122.6548483564521

	Predictor:  ElasticNet
		Pearson Correlation:  0.29131399778415085
		Spearman Correlation:  0.34098087037844793
		Coefficient of Determination:  0.08486384490706
		RMSE:  0.19492986877041393
		NRMSE:  0.1367583408896096
		MAPE:  331.7803947121274
		Pearson Correlation:  0.2652922331797278
		Spearman Correlation:  0.2942804773126847
		Coefficient of Determination:  0.06608112336033933
		RMSE:  0.21588500135382024
		NRMSE:  0.19477350152366968
		MAPE:  122.65180027927234

	Predictor:  RandomForests
		Pearson Correlation:  0.3697002386602205
		Spearman Correlation:  0.3702285475555668
		Coefficient of Determination:  0.13532228695214488
		RMSE:  0.18947969027848924
		NRMSE:  0.13293462022119973
		MAPE:  428.8692666441503
		Pearson Correlation:  0.33392383751857757
		Spearman Correlation:  0.2896321859679133
		Coefficient of Determination:  0.1080813307623334
		RMSE:  0.21097476953916952
		NRMSE:  0.190343443678822
		MAPE:  147.6576392773054

Protein:  PTEN
x_train_column_count:  1
x_train columns:  ['PTEN']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05240378988513572
		RMSE:  0.5837468026637292
		NRMSE:  0.09127461538014686
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011774083334460839
		RMSE:  0.7259408088203396
		NRMSE:  0.14042494754339593
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5690275755039937
		NRMSE:  0.08897311789601967
		MAPE:  304.4741530818047
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005181468299075398
		RMSE:  0.7235718660416283
		NRMSE:  0.13996670265429206
		MAPE:  391.1377632658283

	Predictor:  LinearRegression
		Pearson Correlation:  0.391593982462277
		Spearman Correlation:  0.4204847775371454
		Coefficient of Determination:  0.15334584710066612
		RMSE:  0.5235839613948132
		NRMSE:  0.0818675570940213
		MAPE:  374.0016579382347
		Pearson Correlation:  0.41821598782319513
		Spearman Correlation:  0.428546490604621
		Coefficient of Determination:  0.17098186795904924
		RMSE:  0.657115104950897
		NRMSE:  0.12711140222665138
		MAPE:  260.87198654659664

	Predictor:  ElasticNet
		Pearson Correlation:  0.3915939824622769
		Spearman Correlation:  0.4204847775371454
		Coefficient of Determination:  0.153345846581606
		RMSE:  0.5235839615553106
		NRMSE:  0.08186755711911665
		MAPE:  373.9740315021285
		Pearson Correlation:  0.41821598782319513
		Spearman Correlation:  0.428546490604621
		Coefficient of Determination:  0.1709802089117014
		RMSE:  0.657115762466387
		NRMSE:  0.12711152941550352
		MAPE:  260.86900120540497

	Predictor:  RandomForests
		Pearson Correlation:  0.4424713683162719
		Spearman Correlation:  0.4429013674143712
		Coefficient of Determination:  0.19271961505571344
		RMSE:  0.5112643528819989
		NRMSE:  0.07994126383894909
		MAPE:  489.48198787226653
		Pearson Correlation:  0.41212981082810396
		Spearman Correlation:  0.4375929794326208
		Coefficient of Determination:  0.16319084645398674
		RMSE:  0.6601956321145211
		NRMSE:  0.12770729497727507
		MAPE:  405.69028821943914

Protein:  BRCA2
x_train_column_count:  1
x_train columns:  ['BRCA2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00015423459462815536
		RMSE:  0.20048365981157823
		NRMSE:  0.1291568109593031
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08467605477038265
		RMSE:  0.17297650483593724
		NRMSE:  0.22621657599677922
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  LinearRegression
		Pearson Correlation:  0.04257688357170661
		Spearman Correlation:  0.04263289576165543
		Coefficient of Determination:  0.001812791014678683
		RMSE:  0.2002864149428469
		NRMSE:  0.12902974066216583
		MAPE:  117.45509124942069
		Pearson Correlation:  -0.05594746148278145
		Spearman Correlation:  -0.039903240688786645
		Coefficient of Determination:  -0.10801167417699364
		RMSE:  0.1748273035203661
		NRMSE:  0.2286370280786845
		MAPE:  113.2596902266769

	Predictor:  ElasticNet
		Pearson Correlation:  0.04257688357170663
		Spearman Correlation:  0.04263289576165543
		Coefficient of Determination:  0.0018127199234500013
		RMSE:  0.20028642207507968
		NRMSE:  0.1290297452569365
		MAPE:  117.35171000745437
		Pearson Correlation:  -0.055947461482781444
		Spearman Correlation:  -0.039903240688786645
		Coefficient of Determination:  -0.10791142819447708
		RMSE:  0.17481939469970864
		NRMSE:  0.22862668501890882
		MAPE:  113.18000815772851

	Predictor:  RandomForests
		Pearson Correlation:  0.28059584900533835
		Spearman Correlation:  0.22582466256683859
		Coefficient of Determination:  0.04202793746016242
		RMSE:  0.1962103509783002
		NRMSE:  0.1264038337756806
		MAPE:  124.03279629118732
		Pearson Correlation:  -0.08084835885705399
		Spearman Correlation:  -0.009163349322339706
		Coefficient of Determination:  -0.11690642357710335
		RMSE:  0.1755276285743108
		NRMSE:  0.22955290469405715
		MAPE:  121.66442003308069

Protein:  CDKN2A
x_train_column_count:  1
x_train columns:  ['CDKN2A']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06876053865938014
		RMSE:  0.7026668514343448
		NRMSE:  0.1789276696377339
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07452018232747903
		RMSE:  0.6281215662347416
		NRMSE:  0.15805378984795088
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6796874655065666
		NRMSE:  0.1730761797526334
		MAPE:  274.2442116656758
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00044725008449963966
		RMSE:  0.6060849693149379
		NRMSE:  0.15250873639690443
		MAPE:  274.3248072759207

	Predictor:  LinearRegression
		Pearson Correlation:  0.562261597610525
		Spearman Correlation:  0.543492990453
		Coefficient of Determination:  0.3161381041475396
		RMSE:  0.5620739578150543
		NRMSE:  0.14312697863946788
		MAPE:  133.395167504575
		Pearson Correlation:  0.31254093595626364
		Spearman Correlation:  0.30912355515654816
		Coefficient of Determination:  -0.034290596238451654
		RMSE:  0.6162510956633008
		NRMSE:  0.1550668316507639
		MAPE:  231.46523896428158

	Predictor:  ElasticNet
		Pearson Correlation:  0.5622615976105251
		Spearman Correlation:  0.543492990453
		Coefficient of Determination:  0.3161381036518295
		RMSE:  0.5620739580187694
		NRMSE:  0.14312697869134205
		MAPE:  133.39986156125664
		Pearson Correlation:  0.3125409359562636
		Spearman Correlation:  0.30912355515654816
		Coefficient of Determination:  -0.034271537377496886
		RMSE:  0.6162454178112082
		NRMSE:  0.15506540293681795
		MAPE:  231.46596213529503

	Predictor:  RandomForests
		Pearson Correlation:  0.6804985222571751
		Spearman Correlation:  0.5578792484186119
		Coefficient of Determination:  0.4625852388380224
		RMSE:  0.4982692159571973
		NRMSE:  0.12687968627159923
		MAPE:  263.8935646704191
		Pearson Correlation:  0.3800441671847586
		Spearman Correlation:  0.31043525603050665
		Coefficient of Determination:  -0.060342568086227955
		RMSE:  0.6239639730831126
		NRMSE:  0.15700761759470386
		MAPE:  482.2917517452506

Protein:  TP53
x_train_column_count:  1
x_train columns:  ['TP53']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0629013951002304
		RMSE:  0.43691826486349494
		NRMSE:  0.11112140819031384
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02793228386718627
		RMSE:  0.5354711484549424
		NRMSE:  0.14342336907859712
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4237929343776606
		NRMSE:  0.10778324331179852
		MAPE:  459.9790072255086
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011640203076264122
		RMSE:  0.5284530873849588
		NRMSE:  0.1415436152095778
		MAPE:  140.42972129387252

	Predictor:  LinearRegression
		Pearson Correlation:  0.3443683500812169
		Spearman Correlation:  0.28111369193441366
		Coefficient of Determination:  0.11858956053765946
		RMSE:  0.3978714775463095
		NRMSE:  0.10119064003314163
		MAPE:  660.7171496107318
		Pearson Correlation:  0.3493911871342031
		Spearman Correlation:  0.3358321176074515
		Coefficient of Determination:  0.10873883694515474
		RMSE:  0.4986046379620052
		NRMSE:  0.13354885173751313
		MAPE:  164.10322763570392

	Predictor:  ElasticNet
		Pearson Correlation:  0.3443683500812168
		Spearman Correlation:  0.28111369193441366
		Coefficient of Determination:  0.11858955990243858
		RMSE:  0.3978714776896799
		NRMSE:  0.101190640069605
		MAPE:  660.6922178787919
		Pearson Correlation:  0.3493911871342031
		Spearman Correlation:  0.3358321176074515
		Coefficient of Determination:  0.10873535302513504
		RMSE:  0.4986056124782607
		NRMSE:  0.13354911275700032
		MAPE:  164.10044023723927

	Predictor:  RandomForests
		Pearson Correlation:  0.4315333097262984
		Spearman Correlation:  0.34636829091320603
		Coefficient of Determination:  0.18530224267891005
		RMSE:  0.38251808431714207
		NRMSE:  0.09728581202908063
		MAPE:  844.9566421003476
		Pearson Correlation:  0.43923064667351636
		Spearman Correlation:  0.307609706668647
		Coefficient of Determination:  0.17124734532602126
		RMSE:  0.48080202597385313
		NRMSE:  0.12878050782746836
		MAPE:  184.65594885123437

Protein:  CTNNB1
x_train_column_count:  1
x_train columns:  ['CTNNB1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.4291206958720877
		RMSE:  0.9037435622191023
		NRMSE:  0.1777623057079273
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5497170498826627
		RMSE:  0.8436000623678614
		NRMSE:  0.27017767234966206
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  LinearRegression
		Pearson Correlation:  0.051827173721756895
		Spearman Correlation:  0.07808903558350536
		Coefficient of Determination:  0.0026860559359851433
		RMSE:  0.754964808220002
		NRMSE:  0.1484981920180964
		MAPE:  681.5629059451327
		Pearson Correlation:  0.16859534211479754
		Spearman Correlation:  0.23237945610294397
		Coefficient of Determination:  0.01568558602311365
		RMSE:  0.6723219959141442
		NRMSE:  0.21532287635886105
		MAPE:  272.72583953479517

	Predictor:  ElasticNet
		Pearson Correlation:  0.0518271737217569
		Spearman Correlation:  0.07808903558350536
		Coefficient of Determination:  0.0026860559261494554
		RMSE:  0.7549648082237248
		NRMSE:  0.14849819201882866
		MAPE:  681.5642415402232
		Pearson Correlation:  0.16859534211479751
		Spearman Correlation:  0.23237945610294397
		Coefficient of Determination:  0.015684830383019266
		RMSE:  0.6723222539787178
		NRMSE:  0.21532295900855364
		MAPE:  272.72565163939026

	Predictor:  RandomForests
		Pearson Correlation:  0.2709132651209278
		Spearman Correlation:  0.26370850559812414
		Coefficient of Determination:  0.053288494500083106
		RMSE:  0.7355625165488577
		NRMSE:  0.14468184825902003
		MAPE:  720.5866044879414
		Pearson Correlation:  0.21966619098758053
		Spearman Correlation:  0.2606286481137723
		Coefficient of Determination:  0.03927354356881818
		RMSE:  0.6642174375171072
		NRMSE:  0.212727249804511
		MAPE:  272.48748832271815

Protein:  CCNE1
x_train_column_count:  1
x_train columns:  ['CCNE1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9790551557409413
		RMSE:  0.7746141645114569
		NRMSE:  0.27590887426944144
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8285524646781477
		RMSE:  0.8763813407881366
		NRMSE:  0.2114972948785232
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4487930906545114
		NRMSE:  0.15985506345663808
		MAPE:  112.14421009479175
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0040862214035515265
		RMSE:  0.6494188844018614
		NRMSE:  0.15672439713344627
		MAPE:  115.49088793396595

	Predictor:  LinearRegression
		Pearson Correlation:  0.7385943192541282
		Spearman Correlation:  0.7126097756485593
		Coefficient of Determination:  0.5455215684344692
		RMSE:  0.30255393165396605
		NRMSE:  0.10776631581619449
		MAPE:  69.03917699123278
		Pearson Correlation:  0.7813741840172372
		Spearman Correlation:  0.719053853539321
		Coefficient of Determination:  0.2513220826076349
		RMSE:  0.5607727755966647
		NRMSE:  0.13533141289105502
		MAPE:  91.41153464276908

	Predictor:  ElasticNet
		Pearson Correlation:  0.7385943192541282
		Spearman Correlation:  0.7126097756485593
		Coefficient of Determination:  0.5455215629505619
		RMSE:  0.3025539334793307
		NRMSE:  0.10776631646636889
		MAPE:  69.04154671607486
		Pearson Correlation:  0.7813741840172372
		Spearman Correlation:  0.719053853539321
		Coefficient of Determination:  0.25148739015219623
		RMSE:  0.5607108630665741
		NRMSE:  0.1353164715270348
		MAPE:  91.41185328625822

	Predictor:  RandomForests
		Pearson Correlation:  0.8556441900853572
		Spearman Correlation:  0.7114927920105991
		Coefficient of Determination:  0.7307222498598404
		RMSE:  0.23288761708519015
		NRMSE:  0.08295195621912382
		MAPE:  56.512948131727114
		Pearson Correlation:  0.8005340807679645
		Spearman Correlation:  0.7307358786224182
		Coefficient of Determination:  0.6136504949478718
		RMSE:  0.4028372194679773
		NRMSE:  0.09721679162776681
		MAPE:  78.43246041847577

Protein:  CCND1
x_train_column_count:  1
x_train columns:  ['CCND1']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5366759284640548
		RMSE:  0.28216244755564185
		NRMSE:  0.17771997351836757
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.30240520386774006
		RMSE:  0.3149325402631455
		NRMSE:  0.20120656537940065
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  LinearRegression
		Pearson Correlation:  0.4145177286037175
		Spearman Correlation:  0.42726285187649277
		Coefficient of Determination:  0.17182494732678522
		RMSE:  0.2071424658065258
		NRMSE:  0.13046864973201514
		MAPE:  584.9069938579767
		Pearson Correlation:  0.358992718576449
		Spearman Correlation:  0.2762503273108144
		Coefficient of Determination:  0.12633820729729517
		RMSE:  0.2579384860996859
		NRMSE:  0.1647937581296469
		MAPE:  243.89682158790055

	Predictor:  ElasticNet
		Pearson Correlation:  0.41451772860371755
		Spearman Correlation:  0.42726285187649277
		Coefficient of Determination:  0.17182494732119957
		RMSE:  0.2071424658072243
		NRMSE:  0.1304686497324551
		MAPE:  584.9075646099564
		Pearson Correlation:  0.358992718576449
		Spearman Correlation:  0.2762503273108144
		Coefficient of Determination:  0.12633810720855265
		RMSE:  0.2579385008747042
		NRMSE:  0.16479376756922617
		MAPE:  243.89694748261402

	Predictor:  RandomForests
		Pearson Correlation:  0.491338635402475
		Spearman Correlation:  0.4512173853537595
		Coefficient of Determination:  0.23817352746790288
		RMSE:  0.19867174193036233
		NRMSE:  0.12513336562176405
		MAPE:  544.3909708292624
		Pearson Correlation:  0.39141166085500984
		Spearman Correlation:  0.2942353603372814
		Coefficient of Determination:  0.15022210570379357
		RMSE:  0.25438833306784453
		NRMSE:  0.16252560858399748
		MAPE:  251.6905399030386

Protein:  ERBB2
x_train_column_count:  1
x_train columns:  ['ERBB2']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10085609607150081
		RMSE:  1.0785113826338413
		NRMSE:  0.1837421644434709
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05671362529003088
		RMSE:  0.8919867459254164
		NRMSE:  0.19736403273048267
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959455
		RMSE:  0.875951357919715
		NRMSE:  0.1938159880340115
		MAPE:  565.705361200264

	Predictor:  LinearRegression
		Pearson Correlation:  0.7776877249625477
		Spearman Correlation:  0.6442627066647334
		Coefficient of Determination:  0.6047981975574234
		RMSE:  0.6462029190492306
		NRMSE:  0.11009130263032703
		MAPE:  306.01343460200195
		Pearson Correlation:  0.6819514367848012
		Spearman Correlation:  0.5872666741480568
		Coefficient of Determination:  0.46429713939097983
		RMSE:  0.6350994407726499
		NRMSE:  0.14052427055485117
		MAPE:  204.89012646095057

	Predictor:  ElasticNet
		Pearson Correlation:  0.7776877249625477
		Spearman Correlation:  0.6442627066647334
		Coefficient of Determination:  0.604798197557368
		RMSE:  0.6462029190492757
		NRMSE:  0.11009130263033473
		MAPE:  306.01350741312586
		Pearson Correlation:  0.6819514367848012
		Spearman Correlation:  0.5872666741480568
		Coefficient of Determination:  0.46429715110159864
		RMSE:  0.6350994338309215
		NRMSE:  0.14052426901890067
		MAPE:  204.89019497785407

	Predictor:  RandomForests
		Pearson Correlation:  0.838022725420146
		Spearman Correlation:  0.6476716327438983
		Coefficient of Determination:  0.7007492231903293
		RMSE:  0.5623116746672499
		NRMSE:  0.09579904844664121
		MAPE:  556.9708624977075
		Pearson Correlation:  0.7751002688381805
		Spearman Correlation:  0.5803322760177033
		Coefficient of Determination:  0.5949869104508938
		RMSE:  0.552222728245644
		NRMSE:  0.12218668619219915
		MAPE:  295.855146905497

Protein:  ERBB3
x_train_column_count:  1
x_train columns:  ['ERBB3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.24617901957450639
		RMSE:  0.5234556686317032
		NRMSE:  0.14126566093685908
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10551624527684367
		RMSE:  0.43841640970600765
		NRMSE:  0.21211918179733683
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  LinearRegression
		Pearson Correlation:  0.3773884363248901
		Spearman Correlation:  0.41142820549776254
		Coefficient of Determination:  0.14242203187174562
		RMSE:  0.43423667161575774
		NRMSE:  0.11718801437220049
		MAPE:  211.57021337384992
		Pearson Correlation:  0.5207896565156246
		Spearman Correlation:  0.5619845633985462
		Coefficient of Determination:  0.23145517366475354
		RMSE:  0.3655433086618584
		NRMSE:  0.17686096101384646
		MAPE:  189.6678786548623

	Predictor:  ElasticNet
		Pearson Correlation:  0.3773884363248901
		Spearman Correlation:  0.41142820549776254
		Coefficient of Determination:  0.1424220318453311
		RMSE:  0.43423667162244534
		NRMSE:  0.11718801437400528
		MAPE:  211.5703984107923
		Pearson Correlation:  0.5207896565156245
		Spearman Correlation:  0.5619845633985462
		Coefficient of Determination:  0.2314532053506414
		RMSE:  0.3655437767566056
		NRMSE:  0.1768611874923098
		MAPE:  189.6681080447603

	Predictor:  RandomForests
		Pearson Correlation:  0.46247361973981643
		Spearman Correlation:  0.42563267771628494
		Coefficient of Determination:  0.21289293377250285
		RMSE:  0.41601270604680346
		NRMSE:  0.1122698891225144
		MAPE:  251.7081601814871
		Pearson Correlation:  0.54545299417486
		Spearman Correlation:  0.5588239281487987
		Coefficient of Determination:  0.26905084709705074
		RMSE:  0.3564903845876662
		NRMSE:  0.172480881242702
		MAPE:  218.39049140103648

self-mRNA with Mutations

ZScore

In [43]:
scenario = Scenario.selfmRNA_Mutations 
normalizeTechnique = NormalizeTechnique.ZScore
X, Y, Z = get_data(normalizeTechnique)
In [44]:
X.head()
Out[44]:
UBE2Q2P2 HMGB1P1 LOC155060 RNU12-2P SSX9 CXORF67 EFCAB8 SRP14P1 LOC391343 TRIM75P ... ZXDA ZXDB ZXDC ZYG11A ZYG11B ZYX ZZEF1 ZZZ3 TPTEP1 AKR1C6P
TCGA-A1-A0SF-01 0.648331 0.348611 0.770359 -0.860535 -0.0703 -0.190586 0.719543 0.931178 -0.283665 -0.568745 ... 0.238689 -0.239582 -0.271725 -0.222943 -0.211122 0.792968 -0.619672 -0.946953 -0.457066 0.454464
TCGA-A1-A0SH-01 -0.757220 -0.562180 -0.708360 -0.860535 -0.0703 -0.190586 -0.527186 -0.611509 -0.283665 -0.568745 ... 0.739490 -0.107967 -1.200905 -0.903627 1.252346 0.854083 0.108510 -0.031025 0.991113 -0.083768
TCGA-A1-A0SJ-01 -0.405237 0.254851 -0.925065 -0.223237 -0.0703 -0.190586 -0.525012 -0.390046 -0.283665 1.475888 ... 0.592975 5.821247 -1.079296 -0.618408 0.444358 -0.369825 -0.573411 -0.555512 -0.488416 -0.083768
TCGA-A1-A0SK-01 3.940101 14.857648 -0.228301 -0.311392 -0.0703 -0.004913 -0.697917 -0.754652 -0.283665 -0.568745 ... 0.051750 -0.027856 2.390553 0.357970 1.337526 -1.597758 1.043918 0.590450 -0.467061 -0.083768
TCGA-A1-A0SQ-01 -1.114818 -1.129592 -0.842620 -0.860535 -0.0703 -0.190586 -0.507239 -0.137487 -0.283665 -0.568745 ... 1.412610 -0.008283 -0.929428 -0.853107 0.062384 -0.434733 -1.040418 -0.606257 -0.580936 -0.083768

5 rows × 20133 columns

In [45]:
Y.head()
Out[45]:
RB1 CDH1 PTEN BRCA2 CDKN2A TP53 CTNNB1 CCNE1 CCND1 CDH2 CDH3 ERBB2 ERBB3
TCGA-A1-A0SF-01 0.017184 0.705680 0.197730 0.108550 0.17550 -0.472550 0.06978 -0.75401 -0.202360 -0.222000 -0.114060 0.25604 0.461410
TCGA-A1-A0SH-01 -0.081896 0.018364 0.699160 -0.282430 0.68156 -0.035545 -0.11192 -0.77956 -0.014111 0.072251 -0.031553 0.68354 0.033670
TCGA-A1-A0SJ-01 -0.106090 0.114310 -0.110550 0.108220 -0.00989 -0.431850 -0.85672 -0.29589 0.290760 -0.225320 0.128230 0.36458 0.430620
TCGA-A1-A0SK-01 -0.060244 -0.963820 -0.081596 0.309150 1.23630 0.898470 -0.85965 0.92670 0.045974 0.389790 -0.224090 -1.04130 -0.056604
TCGA-A1-A0SQ-01 0.376500 0.425490 0.657440 0.003187 -0.34580 -0.020122 0.39368 -1.02750 0.362490 0.292880 -0.144850 0.31196 0.649260
In [46]:
perform_kFoldCV(num_folds, scenario, normalizeTechnique, X, Y, Z)

Fold:  1

Protein:  RB1
x_train_column_count:  2
x_train columns:  ['RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017832262764705176
		RMSE:  0.22609122586734381
		NRMSE:  0.08562439911658541
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0064622508272080825
		RMSE:  0.2813710133086082
		NRMSE:  0.13900150344012696
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  LinearRegression
		Pearson Correlation:  0.19527152842778894
		Spearman Correlation:  0.2596678142795193
		Coefficient of Determination:  0.038130969814524684
		RMSE:  0.2197877955294061
		NRMSE:  0.08323718823306422
		MAPE:  187.6714116374226
		Pearson Correlation:  0.2796279815287011
		Spearman Correlation:  0.34967808018729885
		Coefficient of Determination:  0.021823743704235676
		RMSE:  0.2773889570991764
		NRMSE:  0.1370343079092674
		MAPE:  130.43726751279024

	Predictor:  ElasticNet
		Pearson Correlation:  0.19391279737668238
		Spearman Correlation:  0.25847504910702246
		Coefficient of Determination:  0.03440862321528804
		RMSE:  0.2202126643715294
		NRMSE:  0.08339809292616147
		MAPE:  168.19927789298896
		Pearson Correlation:  0.2796279815287011
		Spearman Correlation:  0.34967808018729885
		Coefficient of Determination:  0.009490532346382974
		RMSE:  0.27913219122970495
		NRMSE:  0.13789549173251306
		MAPE:  128.79234861797073

	Predictor:  RandomForests
		Pearson Correlation:  0.3383152856508986
		Spearman Correlation:  0.3393842592916632
		Coefficient of Determination:  0.09803238411505888
		RMSE:  0.21283403305296428
		NRMSE:  0.08060368606436821
		MAPE:  145.4194861494385
		Pearson Correlation:  0.27052230404535893
		Spearman Correlation:  0.3280678885109722
		Coefficient of Determination:  0.025909129675039777
		RMSE:  0.27680908886038547
		NRMSE:  0.13674784429654013
		MAPE:  107.55264771623115

Protein:  CDH1
x_train_column_count:  2
x_train columns:  ['CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12177449909053428
		RMSE:  1.1951653206606205
		NRMSE:  0.20089175544360185
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11829904064371455
		RMSE:  1.227018913081223
		NRMSE:  0.19873326310796913
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  LinearRegression
		Pearson Correlation:  0.6279558973899952
		Spearman Correlation:  0.5626465965121538
		Coefficient of Determination:  0.39432860906687417
		RMSE:  0.8782006040980864
		NRMSE:  0.14761410655002882
		MAPE:  484.0992717600399
		Pearson Correlation:  0.6734443624132094
		Spearman Correlation:  0.6512632913862063
		Coefficient of Determination:  0.452747536657401
		RMSE:  0.8583534228745238
		NRMSE:  0.13902261392156454
		MAPE:  259.40861656444446

	Predictor:  ElasticNet
		Pearson Correlation:  0.6069842830722024
		Spearman Correlation:  0.5650094990355278
		Coefficient of Determination:  0.35477885808439924
		RMSE:  0.9064200346078275
		NRMSE:  0.15235742601782185
		MAPE:  558.4710298070262
		Pearson Correlation:  0.6366760760713828
		Spearman Correlation:  0.6512632913862063
		Coefficient of Determination:  0.3991842462695784
		RMSE:  0.8993794012226365
		NRMSE:  0.14566735791238322
		MAPE:  304.9675184671115

	Predictor:  RandomForests
		Pearson Correlation:  0.7167132530882677
		Spearman Correlation:  0.5788660777443754
		Coefficient of Determination:  0.5131766821713584
		RMSE:  0.787337410243528
		NRMSE:  0.1323411847181228
		MAPE:  307.9025522067983
		Pearson Correlation:  0.7415010523499842
		Spearman Correlation:  0.6553520846612731
		Coefficient of Determination:  0.5467665669927284
		RMSE:  0.781147864684134
		NRMSE:  0.12651806949631272
		MAPE:  152.89909095904093

Protein:  CDH2
x_train_column_count:  2
x_train columns:  ['CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004084060130477685
		RMSE:  0.37195168053170635
		NRMSE:  0.13741024893390016
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006474841096328898
		RMSE:  0.3763274359057868
		NRMSE:  0.1942134674644098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  LinearRegression
		Pearson Correlation:  0.15002477351668805
		Spearman Correlation:  0.021027718948557195
		Coefficient of Determination:  0.02250743266873345
		RMSE:  0.366993371962299
		NRMSE:  0.1355784991382294
		MAPE:  373.67876553512673
		Pearson Correlation:  0.10564670001853974
		Spearman Correlation:  0.11871524729294705
		Coefficient of Determination:  0.008640461878668515
		RMSE:  0.3734908911193236
		NRMSE:  0.19274959545818424
		MAPE:  104.18723456874639

	Predictor:  ElasticNet
		Pearson Correlation:  0.15002477351668805
		Spearman Correlation:  0.021027718948557195
		Coefficient of Determination:  0.021389823238000316
		RMSE:  0.367203111707208
		NRMSE:  0.13565598337090737
		MAPE:  391.79335613369665
		Pearson Correlation:  0.10564670001853971
		Spearman Correlation:  0.11871524729294705
		Coefficient of Determination:  0.007373318183814814
		RMSE:  0.3737295106489882
		NRMSE:  0.192872741213288
		MAPE:  104.42104625430859

	Predictor:  RandomForests
		Pearson Correlation:  0.19331701961991646
		Spearman Correlation:  0.1288920303560814
		Coefficient of Determination:  0.03662847645748135
		RMSE:  0.36433290051662137
		NRMSE:  0.1345956401735663
		MAPE:  517.4362375376886
		Pearson Correlation:  0.044230558158288136
		Spearman Correlation:  -0.05978684567685635
		Coefficient of Determination:  -0.006409334490806495
		RMSE:  0.3763151890353155
		NRMSE:  0.19420714715142465
		MAPE:  98.36754929438122

Protein:  CDH3
x_train_column_count:  2
x_train columns:  ['CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003025178489952651
		RMSE:  0.20883135309817671
		NRMSE:  0.14651130458142275
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.766266116724594e-05
		RMSE:  0.2045852237570374
		NRMSE:  0.1565890990172577
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  LinearRegression
		Pearson Correlation:  0.24852272791737332
		Spearman Correlation:  0.30478529422494005
		Coefficient of Determination:  0.06176354629149272
		RMSE:  0.20224890215241426
		NRMSE:  0.14189320743700837
		MAPE:  292.3945463226748
		Pearson Correlation:  0.4229275133140767
		Spearman Correlation:  0.4640717978733782
		Coefficient of Determination:  0.16215276852659732
		RMSE:  0.18725963044582647
		NRMSE:  0.14332812641757542
		MAPE:  197.9811113353206

	Predictor:  ElasticNet
		Pearson Correlation:  0.24821600086503437
		Spearman Correlation:  0.3061115403229242
		Coefficient of Determination:  0.05692412031486016
		RMSE:  0.20276983144950572
		NRMSE:  0.14225867952622898
		MAPE:  234.80439124339486
		Pearson Correlation:  0.4229275133140768
		Spearman Correlation:  0.4640717978733782
		Coefficient of Determination:  0.1374548654963682
		RMSE:  0.18999958718841511
		NRMSE:  0.14542528353278208
		MAPE:  167.23048620676332

	Predictor:  RandomForests
		Pearson Correlation:  0.3496682668189332
		Spearman Correlation:  0.3307097672586625
		Coefficient of Determination:  0.12015906260707776
		RMSE:  0.19585384588255172
		NRMSE:  0.13740658211437934
		MAPE:  381.1612404025097
		Pearson Correlation:  0.4456557812474688
		Spearman Correlation:  0.4605862331967038
		Coefficient of Determination:  0.17847992914693533
		RMSE:  0.1854260861696705
		NRMSE:  0.14192473549354423
		MAPE:  326.56281030401266

Protein:  PTEN
x_train_column_count:  2
x_train columns:  ['PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.042477457330321045
		RMSE:  0.639641264822803
		NRMSE:  0.10001427016227082
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.028094267476815427
		RMSE:  0.5035947533045023
		NRMSE:  0.16597282753427667
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.458230587102
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389449
		RMSE:  0.49877990548911916
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809618

	Predictor:  LinearRegression
		Pearson Correlation:  0.4188791034352885
		Spearman Correlation:  0.44078066604527977
		Coefficient of Determination:  0.17545970329475102
		RMSE:  0.5688648238965365
		NRMSE:  0.08894767006434781
		MAPE:  396.80264759862143
		Pearson Correlation:  0.35731102299960693
		Spearman Correlation:  0.4041020388254805
		Coefficient of Determination:  0.11499556078292605
		RMSE:  0.4672372428875627
		NRMSE:  0.1539902586802329
		MAPE:  165.92352360717715

	Predictor:  ElasticNet
		Pearson Correlation:  0.40816020357582666
		Spearman Correlation:  0.4346647998197213
		Coefficient of Determination:  0.16390226799451857
		RMSE:  0.5728377889973648
		NRMSE:  0.08956888265145255
		MAPE:  370.1870856697114
		Pearson Correlation:  0.3793366579039916
		Spearman Correlation:  0.4074919520046825
		Coefficient of Determination:  0.14281574062561142
		RMSE:  0.4598347855805094
		NRMSE:  0.151550585189015
		MAPE:  154.10751092441913

	Predictor:  RandomForests
		Pearson Correlation:  0.45236902822468755
		Spearman Correlation:  0.4487524954963713
		Coefficient of Determination:  0.20039971076781782
		RMSE:  0.5601954903785883
		NRMSE:  0.08759213359058529
		MAPE:  516.2173301723134
		Pearson Correlation:  0.38441368455050445
		Spearman Correlation:  0.39593710625776624
		Coefficient of Determination:  0.13716782199510313
		RMSE:  0.46134720570689036
		NRMSE:  0.15204904281421472
		MAPE:  200.88083641732086

Protein:  BRCA2
x_train_column_count:  2
x_train columns:  ['BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026562361008646285
		RMSE:  0.19787350383771835
		NRMSE:  0.12800221484333532
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00017758204834872338
		RMSE:  0.18475106890837595
		NRMSE:  0.18489898809885505
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  LinearRegression
		Pearson Correlation:  0.00842802231569148
		Spearman Correlation:  -0.005159182575289313
		Coefficient of Determination:  7.103156015364487e-05
		RMSE:  0.19760420841075446
		NRMSE:  0.12782801056418722
		MAPE:  122.20696074669006
		Pearson Correlation:  -0.07297127632150083
		Spearman Correlation:  -0.08797201245252427
		Coefficient of Determination:  -0.0064731867761484985
		RMSE:  0.1853316133792551
		NRMSE:  0.18547999737715687
		MAPE:  103.9139384990902

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  RandomForests
		Pearson Correlation:  0.3264054509821304
		Spearman Correlation:  0.25514821736101123
		Coefficient of Determination:  0.04915822129348457
		RMSE:  0.19269291308570505
		NRMSE:  0.1246509471010991
		MAPE:  134.13410266570628
		Pearson Correlation:  -0.04146970603920158
		Spearman Correlation:  -0.016131654893247544
		Coefficient of Determination:  -0.022246853818178813
		RMSE:  0.18677824613802824
		NRMSE:  0.18692778836872323
		MAPE:  115.02861537614206

Protein:  CDKN2A
x_train_column_count:  2
x_train columns:  ['CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.062199248812668806
		RMSE:  0.6624014175436462
		NRMSE:  0.14974599695798488
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10057809021042674
		RMSE:  0.783524323220729
		NRMSE:  0.21159176970584093
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6427147371513342
		NRMSE:  0.145295521001771
		MAPE:  207.86247046219444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010510594090658465
		RMSE:  0.7507796405829533
		NRMSE:  0.20274902527219912
		MAPE:  439.74244050751946

	Predictor:  LinearRegression
		Pearson Correlation:  0.4802999068423231
		Spearman Correlation:  0.48708475403799584
		Coefficient of Determination:  0.23068800051274407
		RMSE:  0.5637278766322544
		NRMSE:  0.12743933008528413
		MAPE:  152.22189466183914
		Pearson Correlation:  0.5965712816312629
		Spearman Correlation:  0.5412203687445128
		Coefficient of Determination:  0.35132796117392295
		RMSE:  0.6015263279382246
		NRMSE:  0.16244297270813518
		MAPE:  148.06735276797684

	Predictor:  ElasticNet
		Pearson Correlation:  0.48027814349293335
		Spearman Correlation:  0.4872043250292133
		Coefficient of Determination:  0.22704936806702125
		RMSE:  0.5650594422796019
		NRMSE:  0.1277403509166049
		MAPE:  159.97743505692895
		Pearson Correlation:  0.5965712816312629
		Spearman Correlation:  0.5412203687445128
		Coefficient of Determination:  0.3387199150903565
		RMSE:  0.6073440391427579
		NRMSE:  0.16401405323866
		MAPE:  181.68431518226043

	Predictor:  RandomForests
		Pearson Correlation:  0.6031166548470466
		Spearman Correlation:  0.5142043852276713
		Coefficient of Determination:  0.36338257195258583
		RMSE:  0.5128112215701984
		NRMSE:  0.11592883950948307
		MAPE:  222.42155552398435
		Pearson Correlation:  0.6736173012257093
		Spearman Correlation:  0.5183481629817652
		Coefficient of Determination:  0.4416816519711879
		RMSE:  0.5580627074004604
		NRMSE:  0.15070556505548485
		MAPE:  518.4052407636528

Protein:  TP53
x_train_column_count:  2
x_train columns:  ['TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05546789854165435
		RMSE:  0.4652085657713222
		NRMSE:  0.11180210665016156
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04275496084346875
		RMSE:  0.4295356456720749
		NRMSE:  0.1544592202783541
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  LinearRegression
		Pearson Correlation:  0.48936689486328205
		Spearman Correlation:  0.38957054234181804
		Coefficient of Determination:  0.23947995778813047
		RMSE:  0.3948939862283756
		NRMSE:  0.09490362562566106
		MAPE:  795.0838550971353
		Pearson Correlation:  0.5034551498329739
		Spearman Correlation:  0.4709930738464541
		Coefficient of Determination:  0.24730289040861464
		RMSE:  0.3649372558854645
		NRMSE:  0.13122990970026413
		MAPE:  596.0863107159812

	Predictor:  ElasticNet
		Pearson Correlation:  0.48345161147504073
		Spearman Correlation:  0.3861884578695623
		Coefficient of Determination:  0.2206009512006616
		RMSE:  0.39976532728239716
		NRMSE:  0.09607433964969891
		MAPE:  661.4350059160336
		Pearson Correlation:  0.47544249457337523
		Spearman Correlation:  0.43511852502194914
		Coefficient of Determination:  0.22495404613366266
		RMSE:  0.3703154268957782
		NRMSE:  0.13316387748418793
		MAPE:  536.3180993736294

	Predictor:  RandomForests
		Pearson Correlation:  0.5510002233027409
		Spearman Correlation:  0.4233688188011204
		Coefficient of Determination:  0.2954069900795824
		RMSE:  0.3800969225428784
		NRMSE:  0.09134749400213373
		MAPE:  699.0310629901686
		Pearson Correlation:  0.5124254978006286
		Spearman Correlation:  0.5046523359322292
		Coefficient of Determination:  0.2612377223025778
		RMSE:  0.36154339655957785
		NRMSE:  0.13000949209233625
		MAPE:  378.7330812455238

Protein:  CTNNB1
x_train_column_count:  2
x_train columns:  ['CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.41897644861846284
		RMSE:  0.8782004120680554
		NRMSE:  0.17699587078381512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5843844136424388
		RMSE:  0.9452480588674593
		NRMSE:  0.23451795238114906
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  LinearRegression
		Pearson Correlation:  0.08898105342822928
		Spearman Correlation:  0.14590811000321963
		Coefficient of Determination:  0.007917627869197141
		RMSE:  0.7343107892164393
		NRMSE:  0.1479958057150653
		MAPE:  635.7829662685036
		Pearson Correlation:  -0.002401946823815699
		Spearman Correlation:  -0.034040581406692035
		Coefficient of Determination:  -0.022319441458223288
		RMSE:  0.7592919987705886
		NRMSE:  0.1883818783234726
		MAPE:  284.0557468282036

	Predictor:  ElasticNet
		Pearson Correlation:  0.08898105342822929
		Spearman Correlation:  0.14590811000321963
		Coefficient of Determination:  0.007545582007248086
		RMSE:  0.7344484651240611
		NRMSE:  0.14802355344419477
		MAPE:  641.8973917786813
		Pearson Correlation:  -0.002401946823815745
		Spearman Correlation:  -0.034040581406692035
		Coefficient of Determination:  -0.020061602593201
		RMSE:  0.7584530698987669
		NRMSE:  0.18817373837611448
		MAPE:  293.1436637677291

	Predictor:  RandomForests
		Pearson Correlation:  0.3101921197195444
		Spearman Correlation:  0.30218639412689285
		Coefficient of Determination:  0.08112196149899753
		RMSE:  0.7066998169279368
		NRMSE:  0.14243098472860852
		MAPE:  629.3479296651823
		Pearson Correlation:  -0.06030718098076416
		Spearman Correlation:  -0.04014575748895606
		Coefficient of Determination:  -0.07580801753149946
		RMSE:  0.7789021484733238
		NRMSE:  0.19324719606840765
		MAPE:  401.6201927378137

Protein:  CCNE1
x_train_column_count:  2
x_train columns:  ['CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.7135069779129597
		RMSE:  0.7967382438332794
		NRMSE:  0.19227700939577658
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.179220592822603
		RMSE:  0.7927883268238614
		NRMSE:  0.2823823069719898
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.48367116033059243
		NRMSE:  0.11672446372338549
		MAPE:  119.9663870203584
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008650225247206267
		RMSE:  0.5393577763958428
		NRMSE:  0.19211318838676503
		MAPE:  85.21064296831354

	Predictor:  LinearRegression
		Pearson Correlation:  0.7219448352970321
		Spearman Correlation:  0.7137588590927915
		Coefficient of Determination:  0.5212043452120588
		RMSE:  0.33467655726409257
		NRMSE:  0.0807675645592327
		MAPE:  91.9557432422028
		Pearson Correlation:  0.7713064884061223
		Spearman Correlation:  0.7106623744024974
		Coefficient of Determination:  0.5218328477320503
		RMSE:  0.3713611938248207
		NRMSE:  0.13227469058764763
		MAPE:  54.38453894319899

	Predictor:  ElasticNet
		Pearson Correlation:  0.7219395993512734
		Spearman Correlation:  0.7131090453751777
		Coefficient of Determination:  0.5157710926309755
		RMSE:  0.33657011318703295
		NRMSE:  0.08122453681179452
		MAPE:  94.36234957422688
		Pearson Correlation:  0.7713064884061223
		Spearman Correlation:  0.7106623744024974
		Coefficient of Determination:  0.49145500297987377
		RMSE:  0.3829758095538306
		NRMSE:  0.13641168639495302
		MAPE:  57.325425996766754

	Predictor:  RandomForests
		Pearson Correlation:  0.8562861508639215
		Spearman Correlation:  0.7204360697849619
		Coefficient of Determination:  0.7279163800285591
		RMSE:  0.25229078682087813
		NRMSE:  0.06088538910173954
		MAPE:  54.30365639848357
		Pearson Correlation:  0.8350602153703399
		Spearman Correlation:  0.7068832036023305
		Coefficient of Determination:  0.6949121277125943
		RMSE:  0.29663276628948443
		NRMSE:  0.10565726314852517
		MAPE:  44.991407020009255

Protein:  CCND1
x_train_column_count:  2
x_train columns:  ['CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.46307157054532877
		RMSE:  0.2889602070536637
		NRMSE:  0.17371452011738692
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5143850316766378
		RMSE:  0.2891269997261264
		NRMSE:  0.20591917819933792
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  LinearRegression
		Pearson Correlation:  0.40406808750248174
		Spearman Correlation:  0.37768748734328855
		Coefficient of Determination:  0.1632710193379131
		RMSE:  0.21852325442478654
		NRMSE:  0.13136986114438118
		MAPE:  345.99314721459893
		Pearson Correlation:  0.4722252539569458
		Spearman Correlation:  0.4734221051604722
		Coefficient of Determination:  0.08399776282780602
		RMSE:  0.2248633945698195
		NRMSE:  0.16014998758604887
		MAPE:  1093.634695043635

	Predictor:  ElasticNet
		Pearson Correlation:  0.4014769912379663
		Spearman Correlation:  0.3731637827526827
		Coefficient of Determination:  0.15146289068647056
		RMSE:  0.22005977986956152
		NRMSE:  0.13229357580740975
		MAPE:  361.16176170458004
		Pearson Correlation:  0.47222525395694587
		Spearman Correlation:  0.4734221051604722
		Coefficient of Determination:  0.19487131632624488
		RMSE:  0.2108157942505513
		NRMSE:  0.15014514432977558
		MAPE:  1150.8807789665116

	Predictor:  RandomForests
		Pearson Correlation:  0.4678371375434505
		Spearman Correlation:  0.4000144577763212
		Coefficient of Determination:  0.21263881710072907
		RMSE:  0.21197871451568037
		NRMSE:  0.12743547301083333
		MAPE:  313.8994682707794
		Pearson Correlation:  0.5051577497307473
		Spearman Correlation:  0.4767786498993165
		Coefficient of Determination:  0.2533320194705554
		RMSE:  0.20301786639906733
		NRMSE:  0.14459138111722075
		MAPE:  1138.045040698996

Protein:  ERBB2
x_train_column_count:  2
x_train columns:  ['ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10512598969709641
		RMSE:  1.0713675802437574
		NRMSE:  0.18252510013182233
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.044647408489899565
		RMSE:  0.9270678870989714
		NRMSE:  0.17190207437399804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  LinearRegression
		Pearson Correlation:  0.7659173929830421
		Spearman Correlation:  0.6116397286443633
		Coefficient of Determination:  0.5866294528739393
		RMSE:  0.6552429682383681
		NRMSE:  0.11163142379310155
		MAPE:  324.5804019832865
		Pearson Correlation:  0.7602365413428478
		Spearman Correlation:  0.7022827041264268
		Coefficient of Determination:  0.5613254676670083
		RMSE:  0.60075567631983
		NRMSE:  0.11139545268307621
		MAPE:  284.3036808748742

	Predictor:  ElasticNet
		Pearson Correlation:  0.7657610435301816
		Spearman Correlation:  0.6137508967340191
		Coefficient of Determination:  0.5818619497632238
		RMSE:  0.6590106742149663
		NRMSE:  0.11227331451606834
		MAPE:  343.49496156824915
		Pearson Correlation:  0.7627625013199513
		Spearman Correlation:  0.7166081357916302
		Coefficient of Determination:  0.5491181726547959
		RMSE:  0.6090571386965504
		NRMSE:  0.11293475592370673
		MAPE:  300.4058784707829

	Predictor:  RandomForests
		Pearson Correlation:  0.8350447059162798
		Spearman Correlation:  0.6216515632506531
		Coefficient of Determination:  0.6965509892505153
		RMSE:  0.5614039541274837
		NRMSE:  0.09564440331319891
		MAPE:  467.4276979149923
		Pearson Correlation:  0.8040149199599619
		Spearman Correlation:  0.712575091635544
		Coefficient of Determination:  0.6363330370305993
		RMSE:  0.5469890053467115
		NRMSE:  0.1014257380579847
		MAPE:  341.9689748270015

Protein:  ERBB3
x_train_column_count:  2
x_train columns:  ['ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20107865915633893
		RMSE:  0.5031866190144979
		NRMSE:  0.13579562619977975
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27170508071542576
		RMSE:  0.5249654097328843
		NRMSE:  0.21064675210776365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  LinearRegression
		Pearson Correlation:  0.40624826413738435
		Spearman Correlation:  0.4427133471412132
		Coefficient of Determination:  0.16503765211463794
		RMSE:  0.41954331383050747
		NRMSE:  0.11322269882916539
		MAPE:  202.28699368456597
		Pearson Correlation:  0.4086291987816516
		Spearman Correlation:  0.45536588548210316
		Coefficient of Determination:  0.1635740509453626
		RMSE:  0.4257466448571584
		NRMSE:  0.17083439460434258
		MAPE:  197.9044682075449

	Predictor:  ElasticNet
		Pearson Correlation:  0.40021079138717147
		Spearman Correlation:  0.4461608353851102
		Coefficient of Determination:  0.15730711184815838
		RMSE:  0.4214810203548932
		NRMSE:  0.1137456302047765
		MAPE:  197.2877243317092
		Pearson Correlation:  0.4241326159508129
		Spearman Correlation:  0.47324952839944506
		Coefficient of Determination:  0.1705193093701054
		RMSE:  0.4239753677429299
		NRMSE:  0.17012365487887207
		MAPE:  194.35349477791942

	Predictor:  RandomForests
		Pearson Correlation:  0.488999182581015
		Spearman Correlation:  0.4625532488300241
		Coefficient of Determination:  0.23752045294377655
		RMSE:  0.40091975626486726
		NRMSE:  0.10819673516851229
		MAPE:  242.43941073526028
		Pearson Correlation:  0.43051383879067884
		Spearman Correlation:  0.4715525332197415
		Coefficient of Determination:  0.17662898932460092
		RMSE:  0.42241105081251895
		NRMSE:  0.16949595965448402
		MAPE:  271.39177387721145


Fold:  2

Protein:  RB1
x_train_column_count:  2
x_train columns:  ['RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.012372001566697044
		RMSE:  0.23649063304821735
		NRMSE:  0.08648721220312221
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0009378943328373079
		RMSE:  0.2450188572791325
		NRMSE:  0.14037816530069125
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  LinearRegression
		Pearson Correlation:  0.2511572694075361
		Spearman Correlation:  0.31907158047894724
		Coefficient of Determination:  0.06307997397624987
		RMSE:  0.22750719811233844
		NRMSE:  0.08320187174968492
		MAPE:  201.25627265479457
		Pearson Correlation:  0.048393478109142726
		Spearman Correlation:  0.10395083406496927
		Coefficient of Determination:  -0.051405406886394944
		RMSE:  0.25111985237096757
		NRMSE:  0.14387359625245932
		MAPE:  325.89365584090115

	Predictor:  ElasticNet
		Pearson Correlation:  0.24789230471088963
		Spearman Correlation:  0.3159366197816136
		Coefficient of Determination:  0.05796256313582204
		RMSE:  0.22812766855296912
		NRMSE:  0.08342878457905542
		MAPE:  167.92284614639414
		Pearson Correlation:  0.05322314385144897
		Spearman Correlation:  0.10746268656716418
		Coefficient of Determination:  -0.029735012666590288
		RMSE:  0.2485184774280922
		NRMSE:  0.14238319569392593
		MAPE:  247.67184036074377

	Predictor:  RandomForests
		Pearson Correlation:  0.3561481274847229
		Spearman Correlation:  0.4067656823580468
		Coefficient of Determination:  0.11704931686327302
		RMSE:  0.22085747588364613
		NRMSE:  0.08076999556891681
		MAPE:  212.91843709848627
		Pearson Correlation:  0.11218713523215126
		Spearman Correlation:  0.13196685330144695
		Coefficient of Determination:  -0.018378086466819266
		RMSE:  0.24714422519366094
		NRMSE:  0.14159584810169526
		MAPE:  371.2808731876731

Protein:  CDH1
x_train_column_count:  2
x_train columns:  ['CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0848918633043636
		RMSE:  1.167193365558287
		NRMSE:  0.18724526599154356
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3357437347566168
		RMSE:  1.329821844339591
		NRMSE:  0.2361608674018098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  LinearRegression
		Pearson Correlation:  0.6315052198313875
		Spearman Correlation:  0.5446486441750252
		Coefficient of Determination:  0.3987988426742891
		RMSE:  0.8688793749984193
		NRMSE:  0.13938868613113328
		MAPE:  415.31916013911666
		Pearson Correlation:  0.6431590335933615
		Spearman Correlation:  0.6870841869085944
		Coefficient of Determination:  0.38536419609566064
		RMSE:  0.9020711996260493
		NRMSE:  0.16019733610833764
		MAPE:  254.18308591244062

	Predictor:  ElasticNet
		Pearson Correlation:  0.6042148871675715
		Spearman Correlation:  0.5457144765673408
		Coefficient of Determination:  0.34953087479277833
		RMSE:  0.9037804194318271
		NRMSE:  0.1449876344640775
		MAPE:  514.6731617453066
		Pearson Correlation:  0.6596710014235357
		Spearman Correlation:  0.6870841869085944
		Coefficient of Determination:  0.3742646630613016
		RMSE:  0.9101798788569672
		NRMSE:  0.16163734307529162
		MAPE:  230.9206348645511

	Predictor:  RandomForests
		Pearson Correlation:  0.7366071809739936
		Spearman Correlation:  0.5636673055499254
		Coefficient of Determination:  0.5422574030959135
		RMSE:  0.7581589198918414
		NRMSE:  0.12162652119865908
		MAPE:  214.97063545629814
		Pearson Correlation:  0.6551607825586359
		Spearman Correlation:  0.7008146074293089
		Coefficient of Determination:  0.39105486201687945
		RMSE:  0.8978855313682372
		NRMSE:  0.1594540101879306
		MAPE:  214.84821008509215

Protein:  CDH2
x_train_column_count:  2
x_train columns:  ['CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0042702958885580955
		RMSE:  0.36888339320753855
		NRMSE:  0.13366308906715652
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005559500410650786
		RMSE:  0.3881548727768219
		NRMSE:  0.20448899349205915
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  LinearRegression
		Pearson Correlation:  0.1470397616820179
		Spearman Correlation:  0.035212766431470366
		Coefficient of Determination:  0.02162069151550461
		RMSE:  0.3640972720820029
		NRMSE:  0.1319288615414171
		MAPE:  381.4769124837087
		Pearson Correlation:  0.11717867760285976
		Spearman Correlation:  0.063681592039801
		Coefficient of Determination:  0.012875471236388325
		RMSE:  0.3845803830082546
		NRMSE:  0.2026058693416578
		MAPE:  121.62788852850377

	Predictor:  ElasticNet
		Pearson Correlation:  0.14703137875818367
		Spearman Correlation:  0.03346468965108404
		Coefficient of Determination:  0.02042216840236355
		RMSE:  0.364320214979518
		NRMSE:  0.13200964380734764
		MAPE:  398.60075060181646
		Pearson Correlation:  0.11717867760285976
		Spearman Correlation:  0.063681592039801
		Coefficient of Determination:  0.011366622098089696
		RMSE:  0.38487419204171014
		NRMSE:  0.20276065475785107
		MAPE:  124.75803606638401

	Predictor:  RandomForests
		Pearson Correlation:  0.19455280933418412
		Spearman Correlation:  0.14521011138581139
		Coefficient of Determination:  0.03651059964118086
		RMSE:  0.3613160602024537
		NRMSE:  0.13092110305183483
		MAPE:  424.3360219113005
		Pearson Correlation:  0.11830349762100852
		Spearman Correlation:  0.0855059428777579
		Coefficient of Determination:  0.010769358098726367
		RMSE:  0.3849904316896376
		NRMSE:  0.20282189250153443
		MAPE:  124.97634642871276

Protein:  CDH3
x_train_column_count:  2
x_train columns:  ['CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032535082492379797
		RMSE:  0.20804431995898212
		NRMSE:  0.15657381105189322
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10171995354262497
		RMSE:  0.2077503373255318
		NRMSE:  0.17094572313464315
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  LinearRegression
		Pearson Correlation:  0.33039940395723194
		Spearman Correlation:  0.3546567496876568
		Coefficient of Determination:  0.10916376613529433
		RMSE:  0.1960421497425445
		NRMSE:  0.14754099760112624
		MAPE:  270.9861508027027
		Pearson Correlation:  0.10870762980468017
		Spearman Correlation:  0.25441908106526195
		Coefficient of Determination:  -0.18081292145862626
		RMSE:  0.21507834130770143
		NRMSE:  0.17697551329523695
		MAPE:  625.0033719921506

	Predictor:  ElasticNet
		Pearson Correlation:  0.3303764572390311
		Spearman Correlation:  0.3550272027884919
		Coefficient of Determination:  0.10444287039367006
		RMSE:  0.19656091604995224
		NRMSE:  0.14793142026593228
		MAPE:  229.42282633795702
		Pearson Correlation:  0.10770672491069783
		Spearman Correlation:  0.25419471271095506
		Coefficient of Determination:  -0.15988982330622492
		RMSE:  0.21316431311611922
		NRMSE:  0.17540057032512074
		MAPE:  536.5420737186791

	Predictor:  RandomForests
		Pearson Correlation:  0.4204408504993642
		Spearman Correlation:  0.38155013256774595
		Coefficient of Determination:  0.17584235816615323
		RMSE:  0.18856264633511197
		NRMSE:  0.14191193570937055
		MAPE:  407.97875051638437
		Pearson Correlation:  0.15295236629097841
		Spearman Correlation:  0.25482125674289846
		Coefficient of Determination:  -0.20407823566708516
		RMSE:  0.21718682836391678
		NRMSE:  0.17871046520523065
		MAPE:  749.9682708776052

Protein:  PTEN
x_train_column_count:  2
x_train columns:  ['PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.03862384422015608
		RMSE:  0.6356813050691055
		NRMSE:  0.09939509109047072
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04557869434051831
		RMSE:  0.5231599683741948
		NRMSE:  0.17546282813730707
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  LinearRegression
		Pearson Correlation:  0.4241690656326126
		Spearman Correlation:  0.45794433369899473
		Coefficient of Determination:  0.1799193962396437
		RMSE:  0.5648570650041206
		NRMSE:  0.08832101712205778
		MAPE:  328.3921540425162
		Pearson Correlation:  0.38024655569171983
		Spearman Correlation:  0.34407374890254616
		Coefficient of Determination:  0.08593951642891173
		RMSE:  0.48915174743554635
		NRMSE:  0.16405679750320176
		MAPE:  643.5112425804167

	Predictor:  ElasticNet
		Pearson Correlation:  0.4150879520954388
		Spearman Correlation:  0.4532447986232365
		Coefficient of Determination:  0.16943637072313578
		RMSE:  0.5684558623392141
		NRMSE:  0.08888372485954406
		MAPE:  298.1225952007116
		Pearson Correlation:  0.3664138923106717
		Spearman Correlation:  0.3264169349331773
		Coefficient of Determination:  0.11242219619513705
		RMSE:  0.48201367414664453
		NRMSE:  0.1616627562874445
		MAPE:  575.1862002914136

	Predictor:  RandomForests
		Pearson Correlation:  0.466726010178586
		Spearman Correlation:  0.4753913774615105
		Coefficient of Determination:  0.21373240225643642
		RMSE:  0.5530895898238344
		NRMSE:  0.08648105540205368
		MAPE:  368.0070173577029
		Pearson Correlation:  0.3314358838524452
		Spearman Correlation:  0.3269356128219667
		Coefficient of Determination:  0.06792532786637973
		RMSE:  0.4939483007008637
		NRMSE:  0.1656655153947088
		MAPE:  785.4197352552937

Protein:  BRCA2
x_train_column_count:  2
x_train columns:  ['BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004232193403179485
		RMSE:  0.1957372843548259
		NRMSE:  0.12609907189874434
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0041831029428383015
		RMSE:  0.19359139518213575
		NRMSE:  0.1310414025181481
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  LinearRegression
		Pearson Correlation:  0.042436828068699334
		Spearman Correlation:  0.06477237688313686
		Coefficient of Determination:  0.0018008843765322524
		RMSE:  0.19514843785952132
		NRMSE:  0.12571972160381467
		MAPE:  117.1461312853148
		Pearson Correlation:  -0.08928340042852545
		Spearman Correlation:  -0.1638669398107502
		Coefficient of Determination:  -0.02766272476565801
		RMSE:  0.19584157678029548
		NRMSE:  0.1325645433182129
		MAPE:  118.46378786857773

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  RandomForests
		Pearson Correlation:  0.3077670968857318
		Spearman Correlation:  0.2559471197183224
		Coefficient of Determination:  0.04418964240867662
		RMSE:  0.19095997756970787
		NRMSE:  0.12302140606842189
		MAPE:  126.66158716885236
		Pearson Correlation:  0.07485828109476582
		Spearman Correlation:  0.04821987727977225
		Coefficient of Determination:  -0.011707684095326076
		RMSE:  0.19431535453633306
		NRMSE:  0.13153144831306007
		MAPE:  123.3513058769194

Protein:  CDKN2A
x_train_column_count:  2
x_train columns:  ['CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07796029040511754
		RMSE:  0.688717064305458
		NRMSE:  0.155695052403178
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04182297654643197
		RMSE:  0.6873705418142212
		NRMSE:  0.18569552134596423
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6633450034781481
		NRMSE:  0.14995930902637006
		MAPE:  291.0442764508337
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00497373418246827
		RMSE:  0.6751049711753466
		NRMSE:  0.1823819351565125
		MAPE:  246.23249271843073

	Predictor:  LinearRegression
		Pearson Correlation:  0.5040657731519571
		Spearman Correlation:  0.47627697631549
		Coefficient of Determination:  0.25408230366328044
		RMSE:  0.5729080406613378
		NRMSE:  0.1295146469224229
		MAPE:  150.58184480641242
		Pearson Correlation:  0.5570318023649256
		Spearman Correlation:  0.57380255584821
		Coefficient of Determination:  0.28957905519661165
		RMSE:  0.567612340337855
		NRMSE:  0.15334243039168333
		MAPE:  174.70588681647797

	Predictor:  ElasticNet
		Pearson Correlation:  0.5036612591893176
		Spearman Correlation:  0.4759909513511134
		Coefficient of Determination:  0.2508912599037243
		RMSE:  0.5741321861471319
		NRMSE:  0.12979138377916397
		MAPE:  177.02278482076855
		Pearson Correlation:  0.562783406547642
		Spearman Correlation:  0.5756072578285046
		Coefficient of Determination:  0.2780404114878976
		RMSE:  0.5722033481701979
		NRMSE:  0.15458270698352009
		MAPE:  179.71328964800034

	Predictor:  RandomForests
		Pearson Correlation:  0.6040027516191304
		Spearman Correlation:  0.4861296560239233
		Coefficient of Determination:  0.36433447381499207
		RMSE:  0.528875917565927
		NRMSE:  0.11956051035739278
		MAPE:  257.31980271784846
		Pearson Correlation:  0.6768078158008014
		Spearman Correlation:  0.569489990183919
		Coefficient of Determination:  0.44303391666723235
		RMSE:  0.5025836141073503
		NRMSE:  0.13577469583621957
		MAPE:  209.43106914074932

Protein:  TP53
x_train_column_count:  2
x_train columns:  ['TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056514421630322165
		RMSE:  0.4680116353271619
		NRMSE:  0.125354663272308
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.038787823290495904
		RMSE:  0.4172475009588805
		NRMSE:  0.13741067049526773
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941389
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  LinearRegression
		Pearson Correlation:  0.48818016483087484
		Spearman Correlation:  0.4181118202259834
		Coefficient of Determination:  0.23831987333430005
		RMSE:  0.397379306635346
		NRMSE:  0.10643613409276712
		MAPE:  384.484307688014
		Pearson Correlation:  0.5142418553541327
		Spearman Correlation:  0.4044385913569408
		Coefficient of Determination:  0.2573818514375176
		RMSE:  0.3527874266078587
		NRMSE:  0.11618225806285483
		MAPE:  2233.0782832262653

	Predictor:  ElasticNet
		Pearson Correlation:  0.4829952150209345
		Spearman Correlation:  0.4143119347173385
		Coefficient of Determination:  0.21816734518601033
		RMSE:  0.4026019168481501
		NRMSE:  0.10783498509391995
		MAPE:  331.807695412146
		Pearson Correlation:  0.518206590519776
		Spearman Correlation:  0.3925958443078724
		Coefficient of Determination:  0.25631324928129384
		RMSE:  0.35304115989209034
		NRMSE:  0.11626581916419902
		MAPE:  1814.4492550041505

	Predictor:  RandomForests
		Pearson Correlation:  0.5587867995287471
		Spearman Correlation:  0.47391112149106396
		Coefficient of Determination:  0.30699916357554946
		RMSE:  0.37904067333120844
		NRMSE:  0.1015242194539195
		MAPE:  422.75711316796185
		Pearson Correlation:  0.5299315765738543
		Spearman Correlation:  0.3714748445602258
		Coefficient of Determination:  0.27289143154574313
		RMSE:  0.349084005370456
		NRMSE:  0.11496262320779053
		MAPE:  2141.8730565291485

Protein:  CTNNB1
x_train_column_count:  2
x_train columns:  ['CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3748966387166963
		RMSE:  0.8500866572002603
		NRMSE:  0.167208233123576
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8495839638322671
		RMSE:  1.0424819908687044
		NRMSE:  0.25944650229429445
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  LinearRegression
		Pearson Correlation:  0.06653317476644438
		Spearman Correlation:  0.1176880432626928
		Coefficient of Determination:  0.004426663344502146
		RMSE:  0.7233771779417462
		NRMSE:  0.1422850468020744
		MAPE:  606.7838742154084
		Pearson Correlation:  0.1395612017656474
		Spearman Correlation:  0.1409813676714467
		Coefficient of Determination:  -0.1109302986244769
		RMSE:  0.8079322447309538
		NRMSE:  0.2010732049304283
		MAPE:  216.7631314378979

	Predictor:  ElasticNet
		Pearson Correlation:  0.06641728094381413
		Spearman Correlation:  0.11831189699055593
		Coefficient of Determination:  0.003988830124550979
		RMSE:  0.7235362238570153
		NRMSE:  0.14231633042034134
		MAPE:  613.4813598376205
		Pearson Correlation:  0.13956120176564735
		Spearman Correlation:  0.1409813676714467
		Coefficient of Determination:  -0.11092527005545061
		RMSE:  0.8079304161969478
		NRMSE:  0.20107274985613796
		MAPE:  236.04303747097165

	Predictor:  RandomForests
		Pearson Correlation:  0.2846108698980282
		Spearman Correlation:  0.29112484755208995
		Coefficient of Determination:  0.06903793114490742
		RMSE:  0.6995103870594284
		NRMSE:  0.13759055606991116
		MAPE:  631.5545292503399
		Pearson Correlation:  0.0711397534338752
		Spearman Correlation:  0.14282184909213674
		Coefficient of Determination:  -0.1285956971281863
		RMSE:  0.8143305550615784
		NRMSE:  0.20266557702933685
		MAPE:  489.1762361982494

Protein:  CCNE1
x_train_column_count:  2
x_train columns:  ['CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4791855590206433
		RMSE:  0.8074207285197392
		NRMSE:  0.19485501569122746
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.202859557398884
		RMSE:  0.7485643095226329
		NRMSE:  0.4068306401244751
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5127968844139411
		NRMSE:  0.12375338089483821
		MAPE:  119.54577818111471
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.708057571667368e-05
		RMSE:  0.41828317133084
		NRMSE:  0.22732904598983691
		MAPE:  82.35330275987332

	Predictor:  LinearRegression
		Pearson Correlation:  0.7299247116090841
		Spearman Correlation:  0.7061567494715154
		Coefficient of Determination:  0.5327900846176046
		RMSE:  0.35051079946653413
		NRMSE:  0.08458884558885396
		MAPE:  90.83614166716927
		Pearson Correlation:  0.7770270702564803
		Spearman Correlation:  0.7531411569602966
		Coefficient of Determination:  0.46747886325152765
		RMSE:  0.30523096808283556
		NRMSE:  0.16588729725859142
		MAPE:  56.09620217722179

	Predictor:  ElasticNet
		Pearson Correlation:  0.729924711609084
		Spearman Correlation:  0.7061567494715154
		Coefficient of Determination:  0.528139638060198
		RMSE:  0.35225091194684366
		NRMSE:  0.08500878730285583
		MAPE:  93.152131284349
		Pearson Correlation:  0.7770270702564801
		Spearman Correlation:  0.7531411569602966
		Coefficient of Determination:  0.439129355192716
		RMSE:  0.31325032050888396
		NRMSE:  0.17024566465517965
		MAPE:  58.0497980645578

	Predictor:  RandomForests
		Pearson Correlation:  0.8577101219397514
		Spearman Correlation:  0.7101695638315398
		Coefficient of Determination:  0.7317659742467798
		RMSE:  0.26558424714779255
		NRMSE:  0.06409350270236565
		MAPE:  67.88985778990819
		Pearson Correlation:  0.8351430823920907
		Spearman Correlation:  0.7370836679134409
		Coefficient of Determination:  0.6941548923260417
		RMSE:  0.2313188038212206
		NRMSE:  0.12571742445405715
		MAPE:  40.56267191069466

Protein:  CCND1
x_train_column_count:  2
x_train columns:  ['CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.45856423758787734
		RMSE:  0.28833360256132
		NRMSE:  0.17333782361719832
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5341468996847767
		RMSE:  0.29160473760802996
		NRMSE:  0.22560247695118987
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  LinearRegression
		Pearson Correlation:  0.4247267168184558
		Spearman Correlation:  0.39900607291610307
		Coefficient of Determination:  0.18039278397938474
		RMSE:  0.2161401081741948
		NRMSE:  0.1299371825360972
		MAPE:  532.8984814701605
		Pearson Correlation:  0.2969521452872802
		Spearman Correlation:  0.3886206223783046
		Coefficient of Determination:  0.08399442139906799
		RMSE:  0.22532540558367184
		NRMSE:  0.17432490993352096
		MAPE:  348.83669163077076

	Predictor:  ElasticNet
		Pearson Correlation:  0.42236027416892147
		Spearman Correlation:  0.3945270040292828
		Coefficient of Determination:  0.17376665667810776
		RMSE:  0.21701204346327752
		NRMSE:  0.13046136481662932
		MAPE:  549.658733909338
		Pearson Correlation:  0.2969521452872802
		Spearman Correlation:  0.3886206223783046
		Coefficient of Determination:  0.08177048830311717
		RMSE:  0.22559876900624823
		NRMSE:  0.17453639986248085
		MAPE:  360.735372666207

	Predictor:  RandomForests
		Pearson Correlation:  0.5009246505960984
		Spearman Correlation:  0.40965593127045014
		Coefficient of Determination:  0.2468749440121255
		RMSE:  0.20718868121322256
		NRMSE:  0.12455584351109315
		MAPE:  491.2395482507021
		Pearson Correlation:  0.3225095409332167
		Spearman Correlation:  0.3839087800361473
		Coefficient of Determination:  0.09369217172592081
		RMSE:  0.22412947187967547
		NRMSE:  0.17339966568644818
		MAPE:  339.8668172258049

Protein:  ERBB2
x_train_column_count:  2
x_train columns:  ['ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10787728881134795
		RMSE:  1.034673205097243
		NRMSE:  0.18568153277771168
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04400358650048397
		RMSE:  1.0802115255265201
		NRMSE:  0.18403181176661842
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  LinearRegression
		Pearson Correlation:  0.7537853148032354
		Spearman Correlation:  0.6558063061456499
		Coefficient of Determination:  0.5681923008130128
		RMSE:  0.6459554448974096
		NRMSE:  0.1159225893970909
		MAPE:  208.28281864620325
		Pearson Correlation:  0.8100039494045673
		Spearman Correlation:  0.500599941469125
		Coefficient of Determination:  0.6330601276325525
		RMSE:  0.6404058113084755
		NRMSE:  0.10910366991643108
		MAPE:  800.5737067111246

	Predictor:  ElasticNet
		Pearson Correlation:  0.7536423359707011
		Spearman Correlation:  0.6630955260861322
		Coefficient of Determination:  0.5626654402648787
		RMSE:  0.6500762079549097
		NRMSE:  0.11666209786890686
		MAPE:  226.38026907451376
		Pearson Correlation:  0.810849841678388
		Spearman Correlation:  0.5166032582187103
		Coefficient of Determination:  0.6194144024898142
		RMSE:  0.6522047930138986
		NRMSE:  0.1111138206405606
		MAPE:  858.337557835572

	Predictor:  RandomForests
		Pearson Correlation:  0.8389294424186139
		Spearman Correlation:  0.6674393366047144
		Coefficient of Determination:  0.7023030045025691
		RMSE:  0.5363454470636926
		NRMSE:  0.09625207671225393
		MAPE:  280.2953308487788
		Pearson Correlation:  0.8161121853257635
		Spearman Correlation:  0.5012523821949281
		Coefficient of Determination:  0.6428254688684671
		RMSE:  0.6318268142679099
		NRMSE:  0.10764209657527811
		MAPE:  1420.7544425542162

Protein:  ERBB3
x_train_column_count:  2
x_train columns:  ['ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.22544319167926496
		RMSE:  0.49276112816642853
		NRMSE:  0.13298208544838536
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.18202543932109472
		RMSE:  0.5629306521688778
		NRMSE:  0.2077549194412726
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  LinearRegression
		Pearson Correlation:  0.41413732939149617
		Spearman Correlation:  0.45698503469565566
		Coefficient of Determination:  0.17150972759552052
		RMSE:  0.40516652442979906
		NRMSE:  0.10934281600709196
		MAPE:  181.65409597187795
		Pearson Correlation:  0.3768403602362148
		Spearman Correlation:  0.4409569798068482
		Coefficient of Determination:  0.13832976304707267
		RMSE:  0.4806312797016178
		NRMSE:  0.17738155208043202
		MAPE:  302.13924397439155

	Predictor:  ElasticNet
		Pearson Correlation:  0.4140202554588075
		Spearman Correlation:  0.4574811032948563
		Coefficient of Determination:  0.1681558775218711
		RMSE:  0.40598578289037185
		NRMSE:  0.10956391035155374
		MAPE:  180.57274002624737
		Pearson Correlation:  0.3821239191505737
		Spearman Correlation:  0.4416544727343674
		Coefficient of Determination:  0.14253747206924283
		RMSE:  0.4794563339827928
		NRMSE:  0.17694792717082394
		MAPE:  298.18932508324974

	Predictor:  RandomForests
		Pearson Correlation:  0.49379269726620445
		Spearman Correlation:  0.47011878226411286
		Coefficient of Determination:  0.24235048330361064
		RMSE:  0.38745745765908807
		NRMSE:  0.10456364716462097
		MAPE:  216.39720242867088
		Pearson Correlation:  0.4332035050690915
		Spearman Correlation:  0.44593650227107995
		Coefficient of Determination:  0.18582907647625257
		RMSE:  0.46719617614868336
		NRMSE:  0.1724231991366529
		MAPE:  360.2215328744491


Fold:  3

Protein:  RB1
x_train_column_count:  2
x_train columns:  ['RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01272330861584492
		RMSE:  0.2421068018038906
		NRMSE:  0.08854110656959135
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028050639565306845
		RMSE:  0.22197574606877257
		NRMSE:  0.15575715092466183
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  LinearRegression
		Pearson Correlation:  0.20549008280566838
		Spearman Correlation:  0.2819802454315311
		Coefficient of Determination:  0.04222617413148044
		RMSE:  0.23544695065539922
		NRMSE:  0.08610552613202137
		MAPE:  195.68258151924317
		Pearson Correlation:  0.21409658910713827
		Spearman Correlation:  0.27253457025648703
		Coefficient of Determination:  0.023470371248125454
		RMSE:  0.2190483456261663
		NRMSE:  0.1537030366323072
		MAPE:  231.77158689364333

	Predictor:  ElasticNet
		Pearson Correlation:  0.20536425783313839
		Spearman Correlation:  0.28181864803860485
		Coefficient of Determination:  0.03897284962338965
		RMSE:  0.23584648964374155
		NRMSE:  0.08625164191184229
		MAPE:  152.18347231450548
		Pearson Correlation:  0.2109008845607475
		Spearman Correlation:  0.26769161710245765
		Coefficient of Determination:  0.01988598260982022
		RMSE:  0.21944998998635348
		NRMSE:  0.15398486463530142
		MAPE:  208.55562782465543

	Predictor:  RandomForests
		Pearson Correlation:  0.3152095252059186
		Spearman Correlation:  0.3523126286923159
		Coefficient of Determination:  0.09183937689922117
		RMSE:  0.22926772504859663
		NRMSE:  0.08384571571408596
		MAPE:  273.73383533728446
		Pearson Correlation:  0.22969779464652873
		Spearman Correlation:  0.2862101810314933
		Coefficient of Determination:  0.02523111481047402
		RMSE:  0.2188507776442057
		NRMSE:  0.1535644060542864
		MAPE:  236.05105884005155

Protein:  CDH1
x_train_column_count:  2
x_train columns:  ['CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.13712289650471754
		RMSE:  1.2526616491661007
		NRMSE:  0.19946206317730336
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.061578293423971475
		RMSE:  0.970096042376724
		NRMSE:  0.19071600723011914
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1747084136438477
		NRMSE:  0.18704952288841878
		MAPE:  547.6986763085636
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.045733924340672916
		RMSE:  0.9628293412733254
		NRMSE:  0.18928741030812832
		MAPE:  293.35791980552335

	Predictor:  LinearRegression
		Pearson Correlation:  0.6311913671046153
		Spearman Correlation:  0.601949787752189
		Coefficient of Determination:  0.39840254190739344
		RMSE:  0.9111357255334679
		NRMSE:  0.1450806862095901
		MAPE:  503.3037368248729
		Pearson Correlation:  0.6707478230465697
		Spearman Correlation:  0.47213306899088514
		Coefficient of Determination:  0.43406320486557703
		RMSE:  0.7083088750599962
		NRMSE:  0.13924996560767433
		MAPE:  251.88462492469498

	Predictor:  ElasticNet
		Pearson Correlation:  0.6118957207677801
		Spearman Correlation:  0.6037505545036911
		Coefficient of Determination:  0.3627126939812675
		RMSE:  0.9377729757195957
		NRMSE:  0.14932215147918787
		MAPE:  589.2617568736696
		Pearson Correlation:  0.6343689234082461
		Spearman Correlation:  0.4723176099452612
		Coefficient of Determination:  0.36009595418985374
		RMSE:  0.7531754333011743
		NRMSE:  0.14807050550489018
		MAPE:  284.8151068052563

	Predictor:  RandomForests
		Pearson Correlation:  0.7255341506696129
		Spearman Correlation:  0.6201341448080985
		Coefficient of Determination:  0.5254743555827937
		RMSE:  0.8092075444164823
		NRMSE:  0.12885060100259263
		MAPE:  278.9395763351217
		Pearson Correlation:  0.7393813330136257
		Spearman Correlation:  0.4674650763382962
		Coefficient of Determination:  0.5442785883914165
		RMSE:  0.6356066538055941
		NRMSE:  0.12495707423536236
		MAPE:  181.9962239203982

Protein:  CDH2
x_train_column_count:  2
x_train columns:  ['CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032532184952558385
		RMSE:  0.38185758840977485
		NRMSE:  0.13836422509231644
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01322006783790175
		RMSE:  0.3341656221976159
		NRMSE:  0.1760731037776972
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  LinearRegression
		Pearson Correlation:  0.14262397191829065
		Spearman Correlation:  -0.002487806216282824
		Coefficient of Determination:  0.020341597365749253
		RMSE:  0.377340550380385
		NRMSE:  0.13672749850727772
		MAPE:  204.8811447005443
		Pearson Correlation:  0.1451886540719864
		Spearman Correlation:  0.23133206149702618
		Coefficient of Determination:  0.013947150404293174
		RMSE:  0.32965523283104453
		NRMSE:  0.17369656291812158
		MAPE:  675.0963371430473

	Predictor:  ElasticNet
		Pearson Correlation:  0.1426127701108289
		Spearman Correlation:  -0.004338932550925531
		Coefficient of Determination:  0.019271255403014664
		RMSE:  0.3775466289313753
		NRMSE:  0.13680217005992293
		MAPE:  226.61163917347693
		Pearson Correlation:  0.1451886540719864
		Spearman Correlation:  0.23133206149702618
		Coefficient of Determination:  0.011446861045972812
		RMSE:  0.3300729141142803
		NRMSE:  0.1739166407329654
		MAPE:  660.5025650626128

	Predictor:  RandomForests
		Pearson Correlation:  0.23493300907448675
		Spearman Correlation:  0.21194477216286742
		Coefficient of Determination:  0.04976239614304989
		RMSE:  0.3716312713312571
		NRMSE:  0.1346587692337333
		MAPE:  387.79228301128836
		Pearson Correlation:  -0.02522530974628973
		Spearman Correlation:  -0.1851350763201282
		Coefficient of Determination:  -0.0407518659493773
		RMSE:  0.33867526307154056
		NRMSE:  0.17844925025372552
		MAPE:  642.4010366244271

Protein:  CDH3
x_train_column_count:  2
x_train columns:  ['CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.2263418226753373e-05
		RMSE:  0.21251306884336046
		NRMSE:  0.14909431220418734
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004123239054339534
		RMSE:  0.18871613277479948
		NRMSE:  0.16414808838605816
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  LinearRegression
		Pearson Correlation:  0.30283814136290493
		Spearman Correlation:  0.33773943741990686
		Coefficient of Determination:  0.09171093986413881
		RMSE:  0.20253162635642266
		NRMSE:  0.14209156027699857
		MAPE:  362.0685498012418
		Pearson Correlation:  0.22440362464908511
		Spearman Correlation:  0.31279442387062184
		Coefficient of Determination:  0.02387829200417091
		RMSE:  0.1860662070685387
		NRMSE:  0.1618431437443255
		MAPE:  145.42988268223795

	Predictor:  ElasticNet
		Pearson Correlation:  0.30261469765849924
		Spearman Correlation:  0.3386347347546788
		Coefficient of Determination:  0.08667683033336748
		RMSE:  0.2030921073878006
		NRMSE:  0.14248478095905637
		MAPE:  297.3853059154741
		Pearson Correlation:  0.22440362464908517
		Spearman Correlation:  0.31279442387062184
		Coefficient of Determination:  0.042925379414417986
		RMSE:  0.18424190653417474
		NRMSE:  0.16025634010992262
		MAPE:  132.17162239671106

	Predictor:  RandomForests
		Pearson Correlation:  0.38429063561532717
		Spearman Correlation:  0.366929487494884
		Coefficient of Determination:  0.14614884835263475
		RMSE:  0.19636853167347101
		NRMSE:  0.13776767390236222
		MAPE:  480.79342950124743
		Pearson Correlation:  0.27910731531306143
		Spearman Correlation:  0.30860684283191253
		Coefficient of Determination:  0.0655555461704449
		RMSE:  0.1820506628174801
		NRMSE:  0.15835036385874218
		MAPE:  188.00773874257487

Protein:  PTEN
x_train_column_count:  2
x_train columns:  ['PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023393971457565055
		RMSE:  0.6366126117528933
		NRMSE:  0.09954071014821253
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20813248536085016
		RMSE:  0.517654316968625
		NRMSE:  0.12376376344107133
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6292943186382643
		NRMSE:  0.09839642227163854
		MAPE:  299.798968451812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06342466003107061
		RMSE:  0.4856640113421529
		NRMSE:  0.11611533767086332
		MAPE:  95.15154235140719

	Predictor:  LinearRegression
		Pearson Correlation:  0.4072865131698381
		Spearman Correlation:  0.42638558686882855
		Coefficient of Determination:  0.16588230381004465
		RMSE:  0.5747347789582132
		NRMSE:  0.08986549588901778
		MAPE:  404.258983398639
		Pearson Correlation:  0.3940560499429465
		Spearman Correlation:  0.41017718425416777
		Coefficient of Determination:  0.14304763798020403
		RMSE:  0.435974310134962
		NRMSE:  0.1042352388789179
		MAPE:  124.49067922176822

	Predictor:  ElasticNet
		Pearson Correlation:  0.3979269034940532
		Spearman Correlation:  0.42112700580259477
		Coefficient of Determination:  0.15605405434034525
		RMSE:  0.5781108582108548
		NRMSE:  0.09039337944036507
		MAPE:  379.65499772988073
		Pearson Correlation:  0.39956355343251104
		Spearman Correlation:  0.39714460280053376
		Coefficient of Determination:  0.141800261344453
		RMSE:  0.4362914960365
		NRMSE:  0.10431107350368193
		MAPE:  110.07466070869415

	Predictor:  RandomForests
		Pearson Correlation:  0.4499028394581808
		Spearman Correlation:  0.4412973672078478
		Coefficient of Determination:  0.19785587470071297
		RMSE:  0.5636117187462313
		NRMSE:  0.08812629485516868
		MAPE:  529.999627248055
		Pearson Correlation:  0.36802569178054084
		Spearman Correlation:  0.4052177336372629
		Coefficient of Determination:  0.13057248218352524
		RMSE:  0.439136210575846
		NRMSE:  0.10499120417344379
		MAPE:  127.15369103812762

Protein:  BRCA2
x_train_column_count:  2
x_train columns:  ['BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00289910117318648
		RMSE:  0.19032543678137456
		NRMSE:  0.12827584502559417
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001649424828515933
		RMSE:  0.21414907824527551
		NRMSE:  0.14729386559180924
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  LinearRegression
		Pearson Correlation:  0.04179287821102575
		Spearman Correlation:  0.01939600332719568
		Coefficient of Determination:  0.0017466446691614124
		RMSE:  0.18988410127620753
		NRMSE:  0.1279783930096026
		MAPE:  117.54169381782826
		Pearson Correlation:  -0.0690262951226637
		Spearman Correlation:  0.03567376151822342
		Coefficient of Determination:  -0.010202916830925446
		RMSE:  0.2152210295729276
		NRMSE:  0.14803116437483416
		MAPE:  114.85888676192782

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  RandomForests
		Pearson Correlation:  0.2849110177207724
		Spearman Correlation:  0.24877779152842033
		Coefficient of Determination:  0.043480422447812805
		RMSE:  0.18587250235652525
		NRMSE:  0.1252746490958707
		MAPE:  119.24195656500636
		Pearson Correlation:  -0.007658302865057336
		Spearman Correlation:  -0.1128019880749639
		Coefficient of Determination:  -0.011912642612302848
		RMSE:  0.21540307883029233
		NRMSE:  0.14815637966441225
		MAPE:  156.92480290760244

Protein:  CDKN2A
x_train_column_count:  2
x_train columns:  ['CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07669790023289091
		RMSE:  0.6927164423772558
		NRMSE:  0.16172871740223568
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04462654135164201
		RMSE:  0.6710309035955896
		NRMSE:  0.2071658496482324
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6675880639420501
		NRMSE:  0.15586198728568595
		MAPE:  307.97311558867955
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004949645588538276
		RMSE:  0.658164031136248
		NRMSE:  0.20319348928290204
		MAPE:  176.07940307985857

	Predictor:  LinearRegression
		Pearson Correlation:  0.5076933438635841
		Spearman Correlation:  0.4769078997141356
		Coefficient of Determination:  0.2577525314033874
		RMSE:  0.5751523859196203
		NRMSE:  0.13428100156883177
		MAPE:  172.97551216097764
		Pearson Correlation:  0.536825509758858
		Spearman Correlation:  0.5740296013666005
		Coefficient of Determination:  0.2814813280860866
		RMSE:  0.5565203157253399
		NRMSE:  0.1718132554491494
		MAPE:  120.10925571451656

	Predictor:  ElasticNet
		Pearson Correlation:  0.5076634573044784
		Spearman Correlation:  0.4770131653521852
		Coefficient of Determination:  0.2547918532150383
		RMSE:  0.5762983288161221
		NRMSE:  0.13454854520361462
		MAPE:  188.28668730393682
		Pearson Correlation:  0.536825509758858
		Spearman Correlation:  0.5740296013666005
		Coefficient of Determination:  0.27198375273225617
		RMSE:  0.5601863593028318
		NRMSE:  0.17294506477195262
		MAPE:  124.46647817331929

	Predictor:  RandomForests
		Pearson Correlation:  0.6245172571557215
		Spearman Correlation:  0.4954089061519607
		Coefficient of Determination:  0.3894788522073944
		RMSE:  0.5216256263174344
		NRMSE:  0.12178409280851568
		MAPE:  264.11801229845923
		Pearson Correlation:  0.6251797457998285
		Spearman Correlation:  0.5733110855363031
		Coefficient of Determination:  0.38811166296195954
		RMSE:  0.5135681488886652
		NRMSE:  0.15855273035369863
		MAPE:  124.73179501297591

Protein:  TP53
x_train_column_count:  2
x_train columns:  ['TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.043501333030021794
		RMSE:  0.4597988418920562
		NRMSE:  0.11050200478059512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10290984727382035
		RMSE:  0.4520547550562478
		NRMSE:  0.16857084713604026
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45011280589110314
		NRMSE:  0.10817419031269002
		MAPE:  382.8265287953516
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010546813555600831
		RMSE:  0.4327123127899972
		NRMSE:  0.16135806629028604
		MAPE:  261.16646791413905

	Predictor:  LinearRegression
		Pearson Correlation:  0.505393123628269
		Spearman Correlation:  0.41983908151648314
		Coefficient of Determination:  0.2554222094107388
		RMSE:  0.3883974839700309
		NRMSE:  0.09334234173757051
		MAPE:  785.5119511258362
		Pearson Correlation:  0.4439948905095552
		Spearman Correlation:  0.4119876806443971
		Coefficient of Determination:  0.17360345730876137
		RMSE:  0.39130489479964814
		NRMSE:  0.14591727410686847
		MAPE:  495.7762177532588

	Predictor:  ElasticNet
		Pearson Correlation:  0.4990995091643679
		Spearman Correlation:  0.40986504691159986
		Coefficient of Determination:  0.23502556199588553
		RMSE:  0.3936813402881795
		NRMSE:  0.09461219425334765
		MAPE:  650.4866090753518
		Pearson Correlation:  0.4439826546859982
		Spearman Correlation:  0.41461115475255306
		Coefficient of Determination:  0.17189418617854657
		RMSE:  0.39170936204492507
		NRMSE:  0.1460680996106653
		MAPE:  416.72353153681854

	Predictor:  RandomForests
		Pearson Correlation:  0.5623094510875953
		Spearman Correlation:  0.47048895812635816
		Coefficient of Determination:  0.3097778302986154
		RMSE:  0.3739519663833114
		NRMSE:  0.08987069607866173
		MAPE:  682.725921080577
		Pearson Correlation:  0.4718926826594622
		Spearman Correlation:  0.4533407801460297
		Coefficient of Determination:  0.21127649970614626
		RMSE:  0.38228162652909115
		NRMSE:  0.14255250477463507
		MAPE:  388.2496282805142

Protein:  CTNNB1
x_train_column_count:  2
x_train columns:  ['CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.43619721536848943
		RMSE:  0.9218173342266688
		NRMSE:  0.18131733560713392
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5414936126562622
		RMSE:  0.7610450185362576
		NRMSE:  0.2487969592128731
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  LinearRegression
		Pearson Correlation:  0.051787596630752754
		Spearman Correlation:  0.07970674194829598
		Coefficient of Determination:  0.002681955164789862
		RMSE:  0.7681652712541103
		NRMSE:  0.15109466389734663
		MAPE:  433.48605566468893
		Pearson Correlation:  0.2197278389173596
		Spearman Correlation:  0.26859935909425303
		Coefficient of Determination:  0.00953303186993304
		RMSE:  0.6100416416125433
		NRMSE:  0.1994317047345592
		MAPE:  1336.6191149722124

	Predictor:  ElasticNet
		Pearson Correlation:  0.05174747566636725
		Spearman Correlation:  0.07873234122650967
		Coefficient of Determination:  0.002442568659393962
		RMSE:  0.7682574571758598
		NRMSE:  0.15111279645473247
		MAPE:  436.76103639925304
		Pearson Correlation:  0.21972783891735967
		Spearman Correlation:  0.26859935909425303
		Coefficient of Determination:  0.0046405049202843385
		RMSE:  0.6115464714515952
		NRMSE:  0.19992365603700518
		MAPE:  1350.458783631987

	Predictor:  RandomForests
		Pearson Correlation:  0.28283871709746194
		Spearman Correlation:  0.27248155031404964
		Coefficient of Determination:  0.056911975463831976
		RMSE:  0.7469885508843376
		NRMSE:  0.14692929797095547
		MAPE:  449.58995100093125
		Pearson Correlation:  0.20590790949456775
		Spearman Correlation:  0.1399556799237513
		Coefficient of Determination:  0.026453487374958562
		RMSE:  0.6048084295659103
		NRMSE:  0.1977208897204584
		MAPE:  1426.5538436896502

Protein:  CCNE1
x_train_column_count:  2
x_train columns:  ['CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.3882525061775621
		RMSE:  0.8073510115699897
		NRMSE:  0.1948381908849554
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.2068608862157744
		RMSE:  0.7484097025916991
		NRMSE:  0.3260050104942715
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5224229806426052
		NRMSE:  0.12607644873967835
		MAPE:  105.82433067667067
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010783677474574871
		RMSE:  0.36685077747270034
		NRMSE:  0.1597990928573857
		MAPE:  133.3645349232411

	Predictor:  LinearRegression
		Pearson Correlation:  0.7311597617400974
		Spearman Correlation:  0.7252454530166649
		Coefficient of Determination:  0.5345945971878361
		RMSE:  0.3564002360438113
		NRMSE:  0.08601014456737006
		MAPE:  77.47995130978394
		Pearson Correlation:  0.6686208249928275
		Spearman Correlation:  0.6712078704223245
		Coefficient of Determination:  0.4364774974494381
		RMSE:  0.27391509441277184
		NRMSE:  0.11931658945540438
		MAPE:  97.29074571714725

	Predictor:  ElasticNet
		Pearson Correlation:  0.731155078102014
		Spearman Correlation:  0.724580992574438
		Coefficient of Determination:  0.529375815932183
		RMSE:  0.35839289634201255
		NRMSE:  0.08649103369983652
		MAPE:  79.85508250013564
		Pearson Correlation:  0.6686208249928276
		Spearman Correlation:  0.6712078704223245
		Coefficient of Determination:  0.4457022094080316
		RMSE:  0.27166388522554374
		NRMSE:  0.11833596951933778
		MAPE:  100.28697659723025

	Predictor:  RandomForests
		Pearson Correlation:  0.8620576959955392
		Spearman Correlation:  0.7260197277689745
		Coefficient of Determination:  0.7409729273935419
		RMSE:  0.26588562094289714
		NRMSE:  0.06416623330426845
		MAPE:  55.85462183805717
		Pearson Correlation:  0.7693889488812767
		Spearman Correlation:  0.6683249776710507
		Coefficient of Determination:  0.5225628425841873
		RMSE:  0.25212646899839464
		NRMSE:  0.10982552990303378
		MAPE:  78.16212414126768

Protein:  CCND1
x_train_column_count:  2
x_train columns:  ['CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.44064885869713843
		RMSE:  0.2936537728092399
		NRMSE:  0.17653615611766113
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6507167710215811
		RMSE:  0.2694738938084911
		NRMSE:  0.2553456206196082
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  LinearRegression
		Pearson Correlation:  0.41041993626280215
		Spearman Correlation:  0.40702588796834765
		Coefficient of Determination:  0.16844452408196253
		RMSE:  0.2231013144804463
		NRMSE:  0.13412205845814423
		MAPE:  532.0448309434951
		Pearson Correlation:  0.3721019412428962
		Spearman Correlation:  0.3490592152021846
		Coefficient of Determination:  0.11233592807704806
		RMSE:  0.197608097567355
		NRMSE:  0.18724768325296826
		MAPE:  345.7158784675023

	Predictor:  ElasticNet
		Pearson Correlation:  0.41041993626280215
		Spearman Correlation:  0.40702588796834765
		Coefficient of Determination:  0.16427487071655444
		RMSE:  0.22365996146665226
		NRMSE:  0.13445790087088785
		MAPE:  545.4689758812548
		Pearson Correlation:  0.3721019412428963
		Spearman Correlation:  0.3490592152021846
		Coefficient of Determination:  0.10339993018972804
		RMSE:  0.19860025425351416
		NRMSE:  0.1881878220589902
		MAPE:  364.49366468960335

	Predictor:  RandomForests
		Pearson Correlation:  0.48699822442771834
		Spearman Correlation:  0.43302356100040734
		Coefficient of Determination:  0.2329800130729628
		RMSE:  0.21426925304637665
		NRMSE:  0.12881247853601416
		MAPE:  532.0829627883396
		Pearson Correlation:  0.3682241478957792
		Spearman Correlation:  0.3545397794492318
		Coefficient of Determination:  0.12538407752351843
		RMSE:  0.19615035827191662
		NRMSE:  0.18586637191391944
		MAPE:  242.12255902019984

Protein:  ERBB2
x_train_column_count:  2
x_train columns:  ['ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08695701084953744
		RMSE:  1.023008454816054
		NRMSE:  0.1742863272085548
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1111491455026472
		RMSE:  1.1242523174677488
		NRMSE:  0.20280184671833265
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865388
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792788993

	Predictor:  LinearRegression
		Pearson Correlation:  0.7577714831756105
		Spearman Correlation:  0.6100374255569257
		Coefficient of Determination:  0.5742176207141645
		RMSE:  0.6402754959744398
		NRMSE:  0.10908146855451553
		MAPE:  317.38426815975174
		Pearson Correlation:  0.7896049001679225
		Spearman Correlation:  0.6822013768273945
		Coefficient of Determination:  0.6161032986933297
		RMSE:  0.6608224721923278
		NRMSE:  0.11920457323622337
		MAPE:  140.91306317862313

	Predictor:  ElasticNet
		Pearson Correlation:  0.7576307424036323
		Spearman Correlation:  0.6175542476381123
		Coefficient of Determination:  0.5677794520989932
		RMSE:  0.6450980717436423
		NRMSE:  0.10990307370796502
		MAPE:  343.104702446374
		Pearson Correlation:  0.7901604979795928
		Spearman Correlation:  0.693151651706485
		Coefficient of Determination:  0.6242465958514785
		RMSE:  0.6537761526235832
		NRMSE:  0.11793350036503053
		MAPE:  152.67425661390087

	Predictor:  RandomForests
		Pearson Correlation:  0.819999050484025
		Spearman Correlation:  0.6221160255281639
		Coefficient of Determination:  0.670233501848126
		RMSE:  0.5634771446431789
		NRMSE:  0.09599760543863893
		MAPE:  549.6016379139869
		Pearson Correlation:  0.8604407371645878
		Spearman Correlation:  0.6851291397706071
		Coefficient of Determination:  0.7380335646767575
		RMSE:  0.5458840920255202
		NRMSE:  0.09847104625613685
		MAPE:  202.52741537438453

Protein:  ERBB3
x_train_column_count:  2
x_train columns:  ['ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19951943522205973
		RMSE:  0.4939516163098853
		NRMSE:  0.17910620018705933
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27774471248359456
		RMSE:  0.5592204608326292
		NRMSE:  0.15547938022732444
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  LinearRegression
		Pearson Correlation:  0.4155168149349654
		Spearman Correlation:  0.4488994615192051
		Coefficient of Determination:  0.1726542234936983
		RMSE:  0.41022704953773176
		NRMSE:  0.14874778344799855
		MAPE:  207.48876867550993
		Pearson Correlation:  0.3928885858038079
		Spearman Correlation:  0.4288257958328658
		Coefficient of Determination:  0.12949497157397416
		RMSE:  0.4615796450969211
		NRMSE:  0.12833242374280146
		MAPE:  147.588724629526

	Predictor:  ElasticNet
		Pearson Correlation:  0.4118347805352838
		Spearman Correlation:  0.4548855783210745
		Coefficient of Determination:  0.16668927692967994
		RMSE:  0.41170320847955105
		NRMSE:  0.14928303672020474
		MAPE:  203.24784581622802
		Pearson Correlation:  0.39517943353034346
		Spearman Correlation:  0.4259180289031036
		Coefficient of Determination:  0.12894589615891472
		RMSE:  0.46172519398784073
		NRMSE:  0.12837289052278883
		MAPE:  140.94352484303514

	Predictor:  RandomForests
		Pearson Correlation:  0.4999772787130883
		Spearman Correlation:  0.47145580278027005
		Coefficient of Determination:  0.24936566604040078
		RMSE:  0.39074639408774725
		NRMSE:  0.14168412364895636
		MAPE:  239.36369085083874
		Pearson Correlation:  0.40632927276753494
		Spearman Correlation:  0.4286995163716889
		Coefficient of Determination:  0.13799826967697426
		RMSE:  0.45931970330957334
		NRMSE:  0.1277040948938829
		MAPE:  166.28304846884032


Fold:  4

Protein:  RB1
x_train_column_count:  2
x_train columns:  ['RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0017653619110491459
		RMSE:  0.25173274438657
		NRMSE:  0.09206141909982812
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11040193949010524
		RMSE:  0.1737457828578019
		NRMSE:  0.1664678101960314
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  LinearRegression
		Pearson Correlation:  0.20060692894164192
		Spearman Correlation:  0.2604016377206075
		Coefficient of Determination:  0.04024313993939688
		RMSE:  0.24639807895111004
		NRMSE:  0.0901104735777904
		MAPE:  268.47458457307584
		Pearson Correlation:  0.3019690157807047
		Spearman Correlation:  0.3648499357847355
		Coefficient of Determination:  0.0002383205805432942
		RMSE:  0.16486270055052632
		NRMSE:  0.15795682802909433
		MAPE:  110.55468116716203

	Predictor:  ElasticNet
		Pearson Correlation:  0.20060321424304425
		Spearman Correlation:  0.2604333098848863
		Coefficient of Determination:  0.03739989858056081
		RMSE:  0.24676278127989185
		NRMSE:  0.09024384921002482
		MAPE:  212.00340198872664
		Pearson Correlation:  0.3029177651686273
		Spearman Correlation:  0.3658524420503997
		Coefficient of Determination:  0.0006857019454489244
		RMSE:  0.16482580938203745
		NRMSE:  0.1579214821810806
		MAPE:  102.35926282834133

	Predictor:  RandomForests
		Pearson Correlation:  0.33587973872955107
		Spearman Correlation:  0.36911122268200713
		Coefficient of Determination:  0.09983840079293904
		RMSE:  0.23862555200044613
		NRMSE:  0.08726797542438786
		MAPE:  320.43761060518545
		Pearson Correlation:  0.24547585772582137
		Spearman Correlation:  0.34021236661701987
		Coefficient of Determination:  -0.038688053316477955
		RMSE:  0.16804157162155683
		NRMSE:  0.16100254054876484
		MAPE:  112.68516338634271

Protein:  CDH1
x_train_column_count:  2
x_train columns:  ['CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1648542010437435
		RMSE:  1.2077311247232185
		NRMSE:  0.19230774891296748
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01787767410405383
		RMSE:  1.1768276141426715
		NRMSE:  0.21349508619837296
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.119011303751291
		NRMSE:  0.17818083878718685
		MAPE:  552.7314487209006
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06543533401046742
		RMSE:  1.204005869039757
		NRMSE:  0.21842565020132743
		MAPE:  371.74257556440244

	Predictor:  LinearRegression
		Pearson Correlation:  0.6283561737259781
		Spearman Correlation:  0.6043608023599538
		Coefficient of Determination:  0.39483148105955135
		RMSE:  0.8705077411210568
		NRMSE:  0.1386114679661566
		MAPE:  525.2992992842647
		Pearson Correlation:  0.6594828350563262
		Spearman Correlation:  0.4286861432187434
		Coefficient of Determination:  0.40975344237495814
		RMSE:  0.8961522253801608
		NRMSE:  0.1625761448024674
		MAPE:  266.14079405117417

	Predictor:  ElasticNet
		Pearson Correlation:  0.6101146633791258
		Spearman Correlation:  0.6046399181239875
		Coefficient of Determination:  0.36009222878580904
		RMSE:  0.8951445375183613
		NRMSE:  0.14253439978318544
		MAPE:  601.3666523370377
		Pearson Correlation:  0.5984222849208914
		Spearman Correlation:  0.43423733463010766
		Coefficient of Determination:  0.3242141759611985
		RMSE:  0.958891778031604
		NRMSE:  0.17395808897202641
		MAPE:  309.9398081512885

	Predictor:  RandomForests
		Pearson Correlation:  0.7170868613481379
		Spearman Correlation:  0.6164999574023463
		Coefficient of Determination:  0.5134008218156312
		RMSE:  0.7805849239532742
		NRMSE:  0.12429300403701699
		MAPE:  350.21685279617446
		Pearson Correlation:  0.7534410121952042
		Spearman Correlation:  0.4433914078848621
		Coefficient of Determination:  0.5171438694520781
		RMSE:  0.810539027555178
		NRMSE:  0.14704456071172636
		MAPE:  167.69272835039988

Protein:  CDH2
x_train_column_count:  2
x_train columns:  ['CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011628294333081435
		RMSE:  0.38156283556505555
		NRMSE:  0.1382574228440668
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.013534078125908788
		RMSE:  0.33551468363995024
		NRMSE:  0.17308132332546644
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  LinearRegression
		Pearson Correlation:  0.12726667220597054
		Spearman Correlation:  0.07119849272849263
		Coefficient of Determination:  0.01619680585438199
		RMSE:  0.37627875453652904
		NRMSE:  0.1363427619887416
		MAPE:  647.1392020301222
		Pearson Correlation:  0.20599048693772695
		Spearman Correlation:  -0.07145475629371938
		Coefficient of Determination:  -0.01867412055318085
		RMSE:  0.3363643732494896
		NRMSE:  0.17351965109234532
		MAPE:  149.99280153684538

	Predictor:  ElasticNet
		Pearson Correlation:  0.12726575412288094
		Spearman Correlation:  0.07146547137499795
		Coefficient of Determination:  0.014844399422336396
		RMSE:  0.3765372955966969
		NRMSE:  0.13643644307438835
		MAPE:  665.1421303189429
		Pearson Correlation:  0.20599048693772687
		Spearman Correlation:  -0.07145475629371938
		Coefficient of Determination:  -0.023136305416066705
		RMSE:  0.33710027098296363
		NRMSE:  0.17389927725999937
		MAPE:  151.66683021744882

	Predictor:  RandomForests
		Pearson Correlation:  0.20068017063291904
		Spearman Correlation:  0.19591540058773488
		Coefficient of Determination:  0.035911956927223376
		RMSE:  0.37248941165378463
		NRMSE:  0.13496971217254317
		MAPE:  884.409767131594
		Pearson Correlation:  0.13975849733951237
		Spearman Correlation:  -0.007879855739278996
		Coefficient of Determination:  -0.03649031714906359
		RMSE:  0.33929306149406074
		NRMSE:  0.1750304679408922
		MAPE:  184.58079283105226

Protein:  CDH3
x_train_column_count:  2
x_train columns:  ['CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006306553616452382
		RMSE:  0.206558346691537
		NRMSE:  0.1472115018398285
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056823148221427866
		RMSE:  0.21361844422784051
		NRMSE:  0.19012980777528213
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  LinearRegression
		Pearson Correlation:  0.25979163381132686
		Spearman Correlation:  0.33119749144119476
		Coefficient of Determination:  0.06749169299835855
		RMSE:  0.19884009086432752
		NRMSE:  0.14171079925333718
		MAPE:  172.25145757407995
		Pearson Correlation:  0.4067251191721419
		Spearman Correlation:  0.3183905036222397
		Coefficient of Determination:  0.03883447609789603
		RMSE:  0.20372141380738007
		NRMSE:  0.18132101554673624
		MAPE:  583.0807418997691

	Predictor:  ElasticNet
		Pearson Correlation:  0.2585402732845947
		Spearman Correlation:  0.3309265441567785
		Coefficient of Determination:  0.0628246488353148
		RMSE:  0.19933705011951847
		NRMSE:  0.14206497578254376
		MAPE:  165.19569965309185
		Pearson Correlation:  0.4135532481751863
		Spearman Correlation:  0.3220264591827829
		Coefficient of Determination:  0.015679514978452547
		RMSE:  0.20616068609513216
		NRMSE:  0.18349207513317917
		MAPE:  491.046844980752

	Predictor:  RandomForests
		Pearson Correlation:  0.3661650806172687
		Spearman Correlation:  0.35439273671084043
		Coefficient of Determination:  0.13219300783029397
		RMSE:  0.19181791710406904
		NRMSE:  0.13670618548688587
		MAPE:  233.9258036788603
		Pearson Correlation:  0.3409632548764403
		Spearman Correlation:  0.30228083799903893
		Coefficient of Determination:  0.027424343098695014
		RMSE:  0.20492704927339866
		NRMSE:  0.18239408412108035
		MAPE:  815.7562828804256

Protein:  PTEN
x_train_column_count:  2
x_train columns:  ['PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04663541191913323
		RMSE:  0.5747314783713694
		NRMSE:  0.11117523181123673
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02346833201832421
		RMSE:  0.7542692946958974
		NRMSE:  0.11793750210239971
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  LinearRegression
		Pearson Correlation:  0.39878139984580147
		Spearman Correlation:  0.4180860156644668
		Coefficient of Determination:  0.15902660486297693
		RMSE:  0.5151792949664966
		NRMSE:  0.09965554297556806
		MAPE:  256.2479847170031
		Pearson Correlation:  0.45693850315453
		Spearman Correlation:  0.4803975111909126
		Coefficient of Determination:  0.1711906664926537
		RMSE:  0.6787604679974607
		NRMSE:  0.1061309464463233
		MAPE:  583.3344326217792

	Predictor:  ElasticNet
		Pearson Correlation:  0.39770673577924787
		Spearman Correlation:  0.4125541754874478
		Coefficient of Determination:  0.15593316353319042
		RMSE:  0.5161259444527917
		NRMSE:  0.0998386614927251
		MAPE:  232.56749140641185
		Pearson Correlation:  0.4352330047258671
		Spearman Correlation:  0.4688213069988404
		Coefficient of Determination:  0.1462873874679229
		RMSE:  0.688882373666753
		NRMSE:  0.10771360701536283
		MAPE:  502.8216370519843

	Predictor:  RandomForests
		Pearson Correlation:  0.4478237093284196
		Spearman Correlation:  0.4392056931844835
		Coefficient of Determination:  0.19412017651037705
		RMSE:  0.5043156127290602
		NRMSE:  0.09755408788476096
		MAPE:  267.2985539429079
		Pearson Correlation:  0.43694710197252795
		Spearman Correlation:  0.47224052214471246
		Coefficient of Determination:  0.1541743166419286
		RMSE:  0.685692908536918
		NRMSE:  0.10721490243716957
		MAPE:  505.48158517052127

Protein:  BRCA2
x_train_column_count:  2
x_train columns:  ['BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015699866052385492
		RMSE:  0.1919477679021074
		NRMSE:  0.12365776640496533
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0014129332580739007
		RMSE:  0.2082543553514594
		NRMSE:  0.20232423210836328
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  LinearRegression
		Pearson Correlation:  0.03135540023922831
		Spearman Correlation:  0.022070337100895607
		Coefficient of Determination:  0.0009831611241620797
		RMSE:  0.1917029603855912
		NRMSE:  0.12350005500762842
		MAPE:  112.56460310840531
		Pearson Correlation:  -0.15046217289321684
		Spearman Correlation:  -0.17513185949949503
		Coefficient of Determination:  -0.009292734561542115
		RMSE:  0.20907209366483526
		NRMSE:  0.20311868500727212
		MAPE:  147.0957771856994

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  RandomForests
		Pearson Correlation:  0.29655276349912
		Spearman Correlation:  0.22726838369478033
		Coefficient of Determination:  0.043457546176612016
		RMSE:  0.1875834591496981
		NRMSE:  0.12084616469621395
		MAPE:  118.91691027594236
		Pearson Correlation:  -0.017904957737888395
		Spearman Correlation:  -0.025811139021213243
		Coefficient of Determination:  -0.009008578168265391
		RMSE:  0.20904266050231404
		NRMSE:  0.20309008996542738
		MAPE:  117.9011717023568

Protein:  CDKN2A
x_train_column_count:  2
x_train columns:  ['CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06343046233027927
		RMSE:  0.6950010485750925
		NRMSE:  0.15711564339891315
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10006794882547432
		RMSE:  0.6614783461565592
		NRMSE:  0.1993004959796804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6739550183850767
		NRMSE:  0.1523578655781794
		MAPE:  281.71125082022354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0022276354551518107
		RMSE:  0.6313774446715202
		NRMSE:  0.19023122768048215
		MAPE:  197.14658329930893

	Predictor:  LinearRegression
		Pearson Correlation:  0.5089221041870784
		Spearman Correlation:  0.5041911579291467
		Coefficient of Determination:  0.2590017081302034
		RMSE:  0.5801489558247752
		NRMSE:  0.13115156681920992
		MAPE:  149.93930972745514
		Pearson Correlation:  0.5446033666939746
		Spearman Correlation:  0.4884824000299256
		Coefficient of Determination:  0.2777407009263907
		RMSE:  0.5359847673250288
		NRMSE:  0.16148983649443469
		MAPE:  114.82947426453738

	Predictor:  ElasticNet
		Pearson Correlation:  0.5089092587161527
		Spearman Correlation:  0.5043429685491743
		Coefficient of Determination:  0.25613489503473175
		RMSE:  0.5812701278289657
		NRMSE:  0.13140502494155434
		MAPE:  163.75058020176775
		Pearson Correlation:  0.5446033666939745
		Spearman Correlation:  0.4884824000299256
		Coefficient of Determination:  0.26924794649510864
		RMSE:  0.5391267717753642
		NRMSE:  0.162436508519242
		MAPE:  121.9144155211524

	Predictor:  RandomForests
		Pearson Correlation:  0.6315021316579708
		Spearman Correlation:  0.5175085850702341
		Coefficient of Determination:  0.39829848360987263
		RMSE:  0.5227830094552866
		NRMSE:  0.11818311505714627
		MAPE:  286.8091880382585
		Pearson Correlation:  0.6229828385819468
		Spearman Correlation:  0.48235825210423916
		Coefficient of Determination:  0.3606879562454919
		RMSE:  0.5042690563417233
		NRMSE:  0.1519340332454725
		MAPE:  126.41263181421061

Protein:  TP53
x_train_column_count:  2
x_train columns:  ['TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04782361373877353
		RMSE:  0.460756629216985
		NRMSE:  0.11073218678610552
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07696826201632412
		RMSE:  0.4481222561682025
		NRMSE:  0.1422068596624151
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4501191620264231
		NRMSE:  0.10817571786263473
		MAPE:  418.8529054417374
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002447694094247499
		RMSE:  0.4323405014905614
		NRMSE:  0.13719868668778923
		MAPE:  185.65040333639752

	Predictor:  LinearRegression
		Pearson Correlation:  0.4860893149117717
		Spearman Correlation:  0.4243656276327849
		Coefficient of Determination:  0.2362828220713954
		RMSE:  0.3933632479692207
		NRMSE:  0.09453574813006986
		MAPE:  828.1545630718925
		Pearson Correlation:  0.5182851011843874
		Spearman Correlation:  0.3708300602251899
		Coefficient of Determination:  0.2663495972611568
		RMSE:  0.3698619384945788
		NRMSE:  0.11737177535369979
		MAPE:  312.6650147920584

	Predictor:  ElasticNet
		Pearson Correlation:  0.4799943537083187
		Spearman Correlation:  0.4160652085950165
		Coefficient of Determination:  0.21665806765060291
		RMSE:  0.39838519371924813
		NRMSE:  0.095742656505467
		MAPE:  695.0218890912477
		Pearson Correlation:  0.5234550152101192
		Spearman Correlation:  0.37665556927143734
		Coefficient of Determination:  0.24287301578807285
		RMSE:  0.37573307242039594
		NRMSE:  0.11923491762515738
		MAPE:  239.98333661525803

	Predictor:  RandomForests
		Pearson Correlation:  0.5433299028550151
		Spearman Correlation:  0.47716216341157186
		Coefficient of Determination:  0.28875859293730977
		RMSE:  0.3796085782752249
		NRMSE:  0.09123013176525473
		MAPE:  734.2104172925882
		Pearson Correlation:  0.573766741233823
		Spearman Correlation:  0.4235391959329385
		Coefficient of Determination:  0.3114762468831195
		RMSE:  0.35830636664522525
		NRMSE:  0.11370473681303161
		MAPE:  259.9091372224781

Protein:  CTNNB1
x_train_column_count:  2
x_train columns:  ['CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6170193939500923
		RMSE:  0.9046651382507068
		NRMSE:  0.21849703851094263
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09478783275970826
		RMSE:  0.8396248247596424
		NRMSE:  0.17652527641906535
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  LinearRegression
		Pearson Correlation:  0.108436303571539
		Spearman Correlation:  0.1359617506577901
		Coefficient of Determination:  0.011758431932259117
		RMSE:  0.7072318312612121
		NRMSE:  0.17081244113158445
		MAPE:  573.7039748296245
		Pearson Correlation:  -0.09138017300424381
		Spearman Correlation:  0.03373358770059477
		Coefficient of Determination:  -0.1681635116379343
		RMSE:  0.8673055149001679
		NRMSE:  0.18234494888995204
		MAPE:  970.4637210419447

	Predictor:  ElasticNet
		Pearson Correlation:  0.10830589448220501
		Spearman Correlation:  0.13480386712524542
		Coefficient of Determination:  0.01127653538491935
		RMSE:  0.7074042440857459
		NRMSE:  0.1708540827180335
		MAPE:  584.8517500645364
		Pearson Correlation:  -0.09138017300424384
		Spearman Correlation:  0.03373358770059477
		Coefficient of Determination:  -0.16345293088314627
		RMSE:  0.8655550580398204
		NRMSE:  0.18197692751657144
		MAPE:  962.2956945388241

	Predictor:  RandomForests
		Pearson Correlation:  0.27073272495551043
		Spearman Correlation:  0.25332746502304954
		Coefficient of Determination:  0.05488063472280302
		RMSE:  0.6916295995789115
		NRMSE:  0.16704415022193786
		MAPE:  598.8045248717256
		Pearson Correlation:  0.07267382808851819
		Spearman Correlation:  0.13823949839064295
		Coefficient of Determination:  -0.133416084696651
		RMSE:  0.8543089877843627
		NRMSE:  0.17961251950726656
		MAPE:  916.3275962998433

Protein:  CCNE1
x_train_column_count:  2
x_train columns:  ['CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4688329016852353
		RMSE:  0.7931748470731899
		NRMSE:  0.19141705409976348
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.186170633384966
		RMSE:  0.8069776954058596
		NRMSE:  0.32929800677624244
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5048043460690237
		NRMSE:  0.12182453992060809
		MAPE:  103.07374645056161
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01570191691728584
		RMSE:  0.4556277343037054
		NRMSE:  0.18592497115143453
		MAPE:  142.6844229696492

	Predictor:  LinearRegression
		Pearson Correlation:  0.7284683731401493
		Spearman Correlation:  0.7111124100209031
		Coefficient of Determination:  0.5306661706654558
		RMSE:  0.34583107511272226
		NRMSE:  0.08345948671784209
		MAPE:  76.12249959628302
		Pearson Correlation:  0.8235508887291155
		Spearman Correlation:  0.7249192633324606
		Coefficient of Determination:  0.477306535508325
		RMSE:  0.3268515515359732
		NRMSE:  0.13337613300251908
		MAPE:  111.11785800324698

	Predictor:  ElasticNet
		Pearson Correlation:  0.7284659471489124
		Spearman Correlation:  0.7105645817584747
		Coefficient of Determination:  0.5259797603572383
		RMSE:  0.3475533892772843
		NRMSE:  0.08387513316052907
		MAPE:  78.18876483857412
		Pearson Correlation:  0.8235508887291155
		Spearman Correlation:  0.7249192633324606
		Coefficient of Determination:  0.44376774097369276
		RMSE:  0.33717479499268926
		NRMSE:  0.13758867011861964
		MAPE:  113.97274513138382

	Predictor:  RandomForests
		Pearson Correlation:  0.8558319038801104
		Spearman Correlation:  0.7158571558170889
		Coefficient of Determination:  0.7288377951807345
		RMSE:  0.26286796528567175
		NRMSE:  0.06343798182437718
		MAPE:  55.5244048092431
		Pearson Correlation:  0.8456838474620257
		Spearman Correlation:  0.7088274541368929
		Coefficient of Determination:  0.7022821756292825
		RMSE:  0.24667744086523613
		NRMSE:  0.10066001830785773
		MAPE:  69.87901290517232

Protein:  CCND1
x_train_column_count:  2
x_train columns:  ['CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47371951525638445
		RMSE:  0.2917253166285864
		NRMSE:  0.18637975276867558
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47112550847095647
		RMSE:  0.27775626016480953
		NRMSE:  0.17517423067911803
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  LinearRegression
		Pearson Correlation:  0.3685130012930122
		Spearman Correlation:  0.3770817368013094
		Coefficient of Determination:  0.1358018321219837
		RMSE:  0.22339496125150415
		NRMSE:  0.14272432070348204
		MAPE:  535.7883211967126
		Pearson Correlation:  0.6012892043958129
		Spearman Correlation:  0.49870696642102774
		Coefficient of Determination:  0.2640304431782867
		RMSE:  0.19645763795204482
		NRMSE:  0.12390113392535623
		MAPE:  466.48624547544284

	Predictor:  ElasticNet
		Pearson Correlation:  0.3660328383185607
		Spearman Correlation:  0.3728160125831736
		Coefficient of Determination:  0.1298037859493535
		RMSE:  0.2241688672798259
		NRMSE:  0.1432187598419557
		MAPE:  553.4164032365017
		Pearson Correlation:  0.6012892043958129
		Spearman Correlation:  0.49870696642102774
		Coefficient of Determination:  0.2290437834431409
		RMSE:  0.20107304293655576
		NRMSE:  0.1268119594705826
		MAPE:  470.1670883042029

	Predictor:  RandomForests
		Pearson Correlation:  0.4536960474814516
		Spearman Correlation:  0.39958941232777434
		Coefficient of Determination:  0.2019813527443235
		RMSE:  0.2146709224136968
		NRMSE:  0.1371506385132421
		MAPE:  504.6727797801616
		Pearson Correlation:  0.5244663896500243
		Spearman Correlation:  0.5018856606099847
		Coefficient of Determination:  0.2568204270681399
		RMSE:  0.1974176032612837
		NRMSE:  0.12450656108809517
		MAPE:  425.3854561538555

Protein:  ERBB2
x_train_column_count:  2
x_train columns:  ['ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06177154229692228
		RMSE:  1.0106646016782141
		NRMSE:  0.1721833486682819
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.26989975035857605
		RMSE:  1.1682171872252598
		NRMSE:  0.21036071365744585
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9808249714864398
		NRMSE:  0.1670996765569688
		MAPE:  529.9728174248761
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556425
		RMSE:  1.07776630779691
		NRMSE:  0.19407323581894154
		MAPE:  193.8969179437583

	Predictor:  LinearRegression
		Pearson Correlation:  0.7682081923909598
		Spearman Correlation:  0.6162165032172298
		Coefficient of Determination:  0.590143826856586
		RMSE:  0.6279242487374764
		NRMSE:  0.10697723030776299
		MAPE:  241.5484702028777
		Pearson Correlation:  0.7616187596336662
		Spearman Correlation:  0.6420536940037835
		Coefficient of Determination:  0.5262982087977873
		RMSE:  0.713495742528176
		NRMSE:  0.128479083539485
		MAPE:  138.43731356115453

	Predictor:  ElasticNet
		Pearson Correlation:  0.7679926094943189
		Spearman Correlation:  0.6238582415521245
		Coefficient of Determination:  0.5840598813714064
		RMSE:  0.6325675655113283
		NRMSE:  0.10776829574106485
		MAPE:  267.58185132343596
		Pearson Correlation:  0.7633533110364075
		Spearman Correlation:  0.67230847305938
		Coefficient of Determination:  0.5268749073632553
		RMSE:  0.7130612948549206
		NRMSE:  0.12840085260469633
		MAPE:  130.52380722523606

	Predictor:  RandomForests
		Pearson Correlation:  0.837912110164944
		Spearman Correlation:  0.6242468308358713
		Coefficient of Determination:  0.7012149842957249
		RMSE:  0.5361310018094477
		NRMSE:  0.09133873993721106
		MAPE:  438.3412943231485
		Pearson Correlation:  0.7903040042412042
		Spearman Correlation:  0.6588300179349611
		Coefficient of Determination:  0.5700413694558568
		RMSE:  0.6797546826519252
		NRMSE:  0.12240333537147066
		MAPE:  216.94371412894742

Protein:  ERBB3
x_train_column_count:  2
x_train columns:  ['ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20254353309139272
		RMSE:  0.523865801474932
		NRMSE:  0.14324270860276114
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.287905849531515
		RMSE:  0.4364451552160674
		NRMSE:  0.21482088883335748
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  LinearRegression
		Pearson Correlation:  0.4273351658974776
		Spearman Correlation:  0.4720962329906372
		Coefficient of Determination:  0.18261534401262458
		RMSE:  0.43189968271364565
		NRMSE:  0.11809604716015457
		MAPE:  214.16240623612234
		Pearson Correlation:  0.32144555613857656
		Spearman Correlation:  0.3196972530829562
		Coefficient of Determination:  0.05426262057332698
		RMSE:  0.3740011144567562
		NRMSE:  0.1840855623485882
		MAPE:  195.28806863141338

	Predictor:  ElasticNet
		Pearson Correlation:  0.4247436800277297
		Spearman Correlation:  0.47559620013365334
		Coefficient of Determination:  0.1774763357234298
		RMSE:  0.4332552613424271
		NRMSE:  0.11846670841340677
		MAPE:  209.51300926112899
		Pearson Correlation:  0.3203755812394411
		Spearman Correlation:  0.3203655905933989
		Coefficient of Determination:  0.07822509935332034
		RMSE:  0.369232616863482
		NRMSE:  0.1817384796071616
		MAPE:  186.2955799530054

	Predictor:  RandomForests
		Pearson Correlation:  0.5017575914848379
		Spearman Correlation:  0.4921605147487151
		Coefficient of Determination:  0.2503000193256526
		RMSE:  0.41363129949439237
		NRMSE:  0.11310085051484675
		MAPE:  238.28030543478857
		Pearson Correlation:  0.4041323955475392
		Spearman Correlation:  0.32032765592468015
		Coefficient of Determination:  0.13857368373267354
		RMSE:  0.3569412060034264
		NRMSE:  0.1756885744256825
		MAPE:  237.4408613379951


Fold:  5

Protein:  RB1
x_train_column_count:  2
x_train columns:  ['RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00018503513771928048
		RMSE:  0.23392670305630597
		NRMSE:  0.11556330212293363
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12340187398900859
		RMSE:  0.2547692202160761
		NRMSE:  0.12845593258580365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  LinearRegression
		Pearson Correlation:  0.20085496902715008
		Spearman Correlation:  0.2752781534619621
		Coefficient of Determination:  0.04034271858289751
		RMSE:  0.2291383097824755
		NRMSE:  0.11319776398061263
		MAPE:  189.78459765872557
		Pearson Correlation:  0.20388375085778995
		Spearman Correlation:  0.27589122058878546
		Coefficient of Determination:  -0.051650420135788355
		RMSE:  0.24649895679720493
		NRMSE:  0.12428602383740643
		MAPE:  398.83457702169636

	Predictor:  ElasticNet
		Pearson Correlation:  0.1957839780891683
		Spearman Correlation:  0.27154453701595577
		Coefficient of Determination:  0.03534813631583633
		RMSE:  0.22973381660399553
		NRMSE:  0.11349195328791467
		MAPE:  160.26534077226154
		Pearson Correlation:  0.22446261577437424
		Spearman Correlation:  0.28244990585917534
		Coefficient of Determination:  -0.05727768553947543
		RMSE:  0.24715757129406746
		NRMSE:  0.12461810060608851
		MAPE:  300.07055152820527

	Predictor:  RandomForests
		Pearson Correlation:  0.31485917689054416
		Spearman Correlation:  0.35980883320861423
		Coefficient of Determination:  0.09143497772665987
		RMSE:  0.22295521264550094
		NRMSE:  0.11014322119793744
		MAPE:  211.11353689620057
		Pearson Correlation:  0.21073876889670415
		Spearman Correlation:  0.23734088200910924
		Coefficient of Determination:  -0.048930325756177284
		RMSE:  0.24617996555346097
		NRMSE:  0.12412518683493384
		MAPE:  529.0963669136031

Protein:  CDH1
x_train_column_count:  2
x_train columns:  ['CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10476316856458312
		RMSE:  1.1835893765747125
		NRMSE:  0.18846364392451076
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19786466090973764
		RMSE:  1.2714981376898562
		NRMSE:  0.2500438806886504
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1260727912856485
		NRMSE:  0.17930524366829853
		MAPE:  266.31463004312263
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01718399286470018
		RMSE:  1.1716869980595492
		NRMSE:  0.23041572398960675
		MAPE:  1066.779337530299

	Predictor:  LinearRegression
		Pearson Correlation:  0.6708049982918736
		Spearman Correlation:  0.5863907407236872
		Coefficient of Determination:  0.44997934573336085
		RMSE:  0.8351336136424327
		NRMSE:  0.13297882450279172
		MAPE:  239.97315127050146
		Pearson Correlation:  0.4947900491430657
		Spearman Correlation:  0.5419893016122396
		Coefficient of Determination:  0.23097867498219748
		RMSE:  1.0187814848685817
		NRMSE:  0.20034640122486908
		MAPE:  1057.7388099624375

	Predictor:  ElasticNet
		Pearson Correlation:  0.6463856301676411
		Spearman Correlation:  0.5872866545482749
		Coefficient of Determination:  0.4023561995879824
		RMSE:  0.8705378817723547
		NRMSE:  0.1386162672800794
		MAPE:  267.86451286004353
		Pearson Correlation:  0.5054678157533522
		Spearman Correlation:  0.5419893016122396
		Coefficient of Determination:  0.24636642025077993
		RMSE:  1.0085373180003736
		NRMSE:  0.1983318554208125
		MAPE:  1358.3480218757825

	Predictor:  RandomForests
		Pearson Correlation:  0.752527698805492
		Spearman Correlation:  0.5997030844442153
		Coefficient of Determination:  0.5655603073095317
		RMSE:  0.7422175409284361
		NRMSE:  0.11818374270380497
		MAPE:  167.71007551694782
		Pearson Correlation:  0.6207617657985194
		Spearman Correlation:  0.5415000057010412
		Coefficient of Determination:  0.37224542865460575
		RMSE:  0.9204639713007754
		NRMSE:  0.18101197052187282
		MAPE:  664.1049782598297

Protein:  CDH2
x_train_column_count:  2
x_train columns:  ['CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0016678089051440637
		RMSE:  0.3594357673583712
		NRMSE:  0.1765314902796381
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02548752338232485
		RMSE:  0.4223734458481898
		NRMSE:  0.15794680397441796
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  LinearRegression
		Pearson Correlation:  0.1377934891308288
		Spearman Correlation:  0.08045708714407543
		Coefficient of Determination:  0.01898704564684761
		RMSE:  0.35571059757383505
		NRMSE:  0.1747019289690266
		MAPE:  223.60576997937054
		Pearson Correlation:  0.1537883558217415
		Spearman Correlation:  -0.1015076266632875
		Coefficient of Determination:  0.003933247704367537
		RMSE:  0.4162705035251315
		NRMSE:  0.1556646050240755
		MAPE:  219.44314124904815

	Predictor:  ElasticNet
		Pearson Correlation:  0.13776475523400486
		Spearman Correlation:  0.07886292148061753
		Coefficient of Determination:  0.016572710910836785
		RMSE:  0.3561480416993742
		NRMSE:  0.1749167730953166
		MAPE:  213.01924247460425
		Pearson Correlation:  0.1537883558217415
		Spearman Correlation:  -0.1015076266632875
		Coefficient of Determination:  0.010891144896671756
		RMSE:  0.4148140533645954
		NRMSE:  0.15511996461103356
		MAPE:  354.29572101398924

	Predictor:  RandomForests
		Pearson Correlation:  0.22256805431603133
		Spearman Correlation:  0.23310447235810897
		Coefficient of Determination:  0.04505475310564411
		RMSE:  0.3509527652907008
		NRMSE:  0.17236519094872588
		MAPE:  516.3906532757959
		Pearson Correlation:  0.026135634300607852
		Spearman Correlation:  0.01272366311076386
		Coefficient of Determination:  -0.02965335260008506
		RMSE:  0.42323047837424443
		NRMSE:  0.15826729180272028
		MAPE:  421.1178441241013

Protein:  CDH3
x_train_column_count:  2
x_train columns:  ['CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011481892643820935
		RMSE:  0.2038847376288621
		NRMSE:  0.14304087222095618
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026977014897064944
		RMSE:  0.22369326249691865
		NRMSE:  0.20181818899206835
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  LinearRegression
		Pearson Correlation:  0.2913473653177705
		Spearman Correlation:  0.340226826258159
		Coefficient of Determination:  0.08488328727760619
		RMSE:  0.1949277980846216
		NRMSE:  0.13675688814378234
		MAPE:  331.69152539794436
		Pearson Correlation:  0.26590030103423073
		Spearman Correlation:  0.2940460604246936
		Coefficient of Determination:  0.06636783528346579
		RMSE:  0.21585186059783476
		NRMSE:  0.19474360161841478
		MAPE:  122.57887592000752

	Predictor:  ElasticNet
		Pearson Correlation:  0.29131399778415096
		Spearman Correlation:  0.34098087037844793
		Coefficient of Determination:  0.08010585958911676
		RMSE:  0.19543595250443696
		NRMSE:  0.13711339767107045
		MAPE:  271.95720419899686
		Pearson Correlation:  0.2652922331797278
		Spearman Correlation:  0.2942804773126847
		Coefficient of Determination:  0.0614257258099673
		RMSE:  0.21642240410627353
		NRMSE:  0.19525835139822043
		MAPE:  112.22529313241331

	Predictor:  RandomForests
		Pearson Correlation:  0.3697002386602205
		Spearman Correlation:  0.3702285475555668
		Coefficient of Determination:  0.13532228695214488
		RMSE:  0.18947969027848924
		NRMSE:  0.13293462022119973
		MAPE:  428.8692666441503
		Pearson Correlation:  0.33392383751857757
		Spearman Correlation:  0.2896321859679133
		Coefficient of Determination:  0.1080813307623334
		RMSE:  0.21097476953916952
		NRMSE:  0.190343443678822
		MAPE:  147.6576392773054

Protein:  PTEN
x_train_column_count:  2
x_train columns:  ['PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05240378988513572
		RMSE:  0.5837468026637292
		NRMSE:  0.09127461538014686
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011774083334460839
		RMSE:  0.7259408088203396
		NRMSE:  0.14042494754339593
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5690275755039937
		NRMSE:  0.08897311789601967
		MAPE:  304.4741530818047
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005181468299075398
		RMSE:  0.7235718660416283
		NRMSE:  0.13996670265429206
		MAPE:  391.1377632658283

	Predictor:  LinearRegression
		Pearson Correlation:  0.41047879730320047
		Spearman Correlation:  0.4294724284369952
		Coefficient of Determination:  0.16849284303548206
		RMSE:  0.5188792564179012
		NRMSE:  0.08113192970336974
		MAPE:  331.4472207113483
		Pearson Correlation:  0.41078511564924747
		Spearman Correlation:  0.4342123966633
		Coefficient of Determination:  0.16313502873870156
		RMSE:  0.660217650275519
		NRMSE:  0.12771155413871849
		MAPE:  278.94188736048403

	Predictor:  ElasticNet
		Pearson Correlation:  0.3985404692517901
		Spearman Correlation:  0.42689002966048095
		Coefficient of Determination:  0.15543362909884695
		RMSE:  0.5229380046661912
		NRMSE:  0.08176655533831463
		MAPE:  304.42605036273756
		Pearson Correlation:  0.4179415330531012
		Spearman Correlation:  0.4281025947954464
		Coefficient of Determination:  0.16371337701127286
		RMSE:  0.6599894762306557
		NRMSE:  0.1276674164791581
		MAPE:  257.07625884169465

	Predictor:  RandomForests
		Pearson Correlation:  0.4466690553755365
		Spearman Correlation:  0.4428356386057776
		Coefficient of Determination:  0.19585657736412887
		RMSE:  0.5102700403029308
		NRMSE:  0.07978579318316484
		MAPE:  452.43953537742954
		Pearson Correlation:  0.4051842265932541
		Spearman Correlation:  0.42716816404129
		Coefficient of Determination:  0.15737519783928322
		RMSE:  0.6624857707957034
		NRMSE:  0.1281502961149225
		MAPE:  396.73535886051974

Protein:  BRCA2
x_train_column_count:  2
x_train columns:  ['BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00015423459462815536
		RMSE:  0.20048365981157823
		NRMSE:  0.1291568109593031
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08467605477038265
		RMSE:  0.17297650483593724
		NRMSE:  0.22621657599677922
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  LinearRegression
		Pearson Correlation:  0.04258162893050466
		Spearman Correlation:  0.042700362873653835
		Coefficient of Determination:  0.0018131951223752107
		RMSE:  0.20028637440070748
		NRMSE:  0.12902971454386053
		MAPE:  117.46994060512206
		Pearson Correlation:  -0.056442203990994026
		Spearman Correlation:  -0.03929974189204354
		Coefficient of Determination:  -0.10808195556882616
		RMSE:  0.1748328480970483
		NRMSE:  0.2286442792088515
		MAPE:  113.30018821972733

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  RandomForests
		Pearson Correlation:  0.28083441731695136
		Spearman Correlation:  0.22517775526251882
		Coefficient of Determination:  0.041887983610824686
		RMSE:  0.19622468301996276
		NRMSE:  0.12641306685132084
		MAPE:  123.80869397941534
		Pearson Correlation:  -0.0826894351690544
		Spearman Correlation:  -0.0055284252872204115
		Coefficient of Determination:  -0.11650690740137781
		RMSE:  0.17549623274850445
		NRMSE:  0.22951184561368526
		MAPE:  122.17219062749409

Protein:  CDKN2A
x_train_column_count:  2
x_train columns:  ['CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06876053865938014
		RMSE:  0.7026668514343448
		NRMSE:  0.1789276696377339
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07452018232747903
		RMSE:  0.6281215662347416
		NRMSE:  0.15805378984795088
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6796874655065666
		NRMSE:  0.1730761797526334
		MAPE:  274.2442116656758
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00044725008449963966
		RMSE:  0.6060849693149379
		NRMSE:  0.15250873639690443
		MAPE:  274.3248072759207

	Predictor:  LinearRegression
		Pearson Correlation:  0.5624274536735128
		Spearman Correlation:  0.5457610564847619
		Coefficient of Determination:  0.31632464064567134
		RMSE:  0.5619972943401821
		NRMSE:  0.14310745698866392
		MAPE:  132.7739544095685
		Pearson Correlation:  0.31075863610910975
		Spearman Correlation:  0.30899387772914877
		Coefficient of Determination:  -0.038336376712090336
		RMSE:  0.6174551979095126
		NRMSE:  0.15536981905576425
		MAPE:  273.2245382084838

	Predictor:  ElasticNet
		Pearson Correlation:  0.5622615976105251
		Spearman Correlation:  0.543492990453
		Coefficient of Determination:  0.3124045594789232
		RMSE:  0.5636061910072524
		NRMSE:  0.1435171477699199
		MAPE:  146.77516383719777
		Pearson Correlation:  0.3125409359562636
		Spearman Correlation:  0.30912355515654816
		Coefficient of Determination:  0.012731701086985403
		RMSE:  0.6020797386144108
		NRMSE:  0.15150090300053112
		MAPE:  235.0605076901894

	Predictor:  RandomForests
		Pearson Correlation:  0.6804985222571751
		Spearman Correlation:  0.5578792484186119
		Coefficient of Determination:  0.4625852388380224
		RMSE:  0.4982692159571973
		NRMSE:  0.12687968627159923
		MAPE:  263.8935646704191
		Pearson Correlation:  0.3800441671847586
		Spearman Correlation:  0.31043525603050665
		Coefficient of Determination:  -0.060342568086227955
		RMSE:  0.6239639730831126
		NRMSE:  0.15700761759470386
		MAPE:  482.2917517452506

Protein:  TP53
x_train_column_count:  2
x_train columns:  ['TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0629013951002304
		RMSE:  0.43691826486349494
		NRMSE:  0.11112140819031384
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02793228386718627
		RMSE:  0.5354711484549424
		NRMSE:  0.14342336907859712
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4237929343776606
		NRMSE:  0.10778324331179852
		MAPE:  459.9790072255086
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011640203076264122
		RMSE:  0.5284530873849588
		NRMSE:  0.1415436152095778
		MAPE:  140.42972129387252

	Predictor:  LinearRegression
		Pearson Correlation:  0.49617263785200455
		Spearman Correlation:  0.422330008616601
		Coefficient of Determination:  0.24618728655301647
		RMSE:  0.3679471476677106
		NRMSE:  0.0935799861816706
		MAPE:  859.2353578766179
		Pearson Correlation:  0.49535129436748493
		Spearman Correlation:  0.4048504345440717
		Coefficient of Determination:  0.22896449037527766
		RMSE:  0.46375757088630953
		NRMSE:  0.12421523259309215
		MAPE:  201.1391628651781

	Predictor:  ElasticNet
		Pearson Correlation:  0.48992072895322186
		Spearman Correlation:  0.4120379423280712
		Coefficient of Determination:  0.2256082210125111
		RMSE:  0.37293580269764687
		NRMSE:  0.0948487506543012
		MAPE:  721.2572376164962
		Pearson Correlation:  0.48958827792678145
		Spearman Correlation:  0.40131423085075874
		Coefficient of Determination:  0.19555524845070082
		RMSE:  0.4736984176454241
		NRMSE:  0.12687784053714318
		MAPE:  176.45249849759534

	Predictor:  RandomForests
		Pearson Correlation:  0.5521256103058233
		Spearman Correlation:  0.47180378890603203
		Coefficient of Determination:  0.2972112301119625
		RMSE:  0.3552762026792161
		NRMSE:  0.09035738515201712
		MAPE:  775.3845060972717
		Pearson Correlation:  0.5465054322677453
		Spearman Correlation:  0.44806802433589593
		Coefficient of Determination:  0.27120395577791856
		RMSE:  0.45087569635488056
		NRMSE:  0.12076488451985552
		MAPE:  196.2282167443031

Protein:  CTNNB1
x_train_column_count:  2
x_train columns:  ['CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.4291206958720877
		RMSE:  0.9037435622191023
		NRMSE:  0.1777623057079273
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5497170498826627
		RMSE:  0.8436000623678614
		NRMSE:  0.27017767234966206
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  LinearRegression
		Pearson Correlation:  0.05183983941471332
		Spearman Correlation:  0.07847807921027664
		Coefficient of Determination:  0.002687368950543112
		RMSE:  0.7549643112450443
		NRMSE:  0.14849809426535096
		MAPE:  681.6283540032656
		Pearson Correlation:  0.16859534211479751
		Spearman Correlation:  0.23237945610294397
		Coefficient of Determination:  0.01567997666776466
		RMSE:  0.6723239116067103
		NRMSE:  0.21532348989290584
		MAPE:  272.74988670933783

	Predictor:  ElasticNet
		Pearson Correlation:  0.05182717372175692
		Spearman Correlation:  0.07808903558350536
		Coefficient of Determination:  0.0024178571399613435
		RMSE:  0.7550663143920597
		NRMSE:  0.1485181578269197
		MAPE:  688.5435887068597
		Pearson Correlation:  0.1685953421147975
		Spearman Correlation:  0.23237945610294397
		Coefficient of Determination:  0.011409098294075548
		RMSE:  0.6737809101549757
		NRMSE:  0.21579011915711221
		MAPE:  271.7943097824159

	Predictor:  RandomForests
		Pearson Correlation:  0.2709132651209278
		Spearman Correlation:  0.26370850559812414
		Coefficient of Determination:  0.053288494500083106
		RMSE:  0.7355625165488577
		NRMSE:  0.14468184825902003
		MAPE:  720.5866044879414
		Pearson Correlation:  0.21966619098758056
		Spearman Correlation:  0.2606286481137723
		Coefficient of Determination:  0.03927354356881829
		RMSE:  0.6642174375171072
		NRMSE:  0.212727249804511
		MAPE:  272.48748832271815

Protein:  CCNE1
x_train_column_count:  2
x_train columns:  ['CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9790551557409413
		RMSE:  0.7746141645114569
		NRMSE:  0.27590887426944144
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8285524646781477
		RMSE:  0.8763813407881366
		NRMSE:  0.2114972948785232
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4487930906545114
		NRMSE:  0.15985506345663808
		MAPE:  112.14421009479175
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0040862214035515265
		RMSE:  0.6494188844018614
		NRMSE:  0.15672439713344627
		MAPE:  115.49088793396595

	Predictor:  LinearRegression
		Pearson Correlation:  0.7386144499663949
		Spearman Correlation:  0.7133623941506215
		Coefficient of Determination:  0.54555130569916
		RMSE:  0.3025440331935519
		NRMSE:  0.10776279009565516
		MAPE:  69.0319524869495
		Pearson Correlation:  0.7813741840172372
		Spearman Correlation:  0.719053853539321
		Coefficient of Determination:  0.2511630435543255
		RMSE:  0.5608323339417693
		NRMSE:  0.1353457861191132
		MAPE:  91.4217262803943

	Predictor:  ElasticNet
		Pearson Correlation:  0.7385943192541282
		Spearman Correlation:  0.7126097756485593
		Coefficient of Determination:  0.5224199772167151
		RMSE:  0.3101481808065943
		NRMSE:  0.11047130215729092
		MAPE:  74.62358650338751
		Pearson Correlation:  0.7813741840172373
		Spearman Correlation:  0.719053853539321
		Coefficient of Determination:  0.5100047894439756
		RMSE:  0.4536650544034919
		NRMSE:  0.10948308381482538
		MAPE:  93.60470897731477

	Predictor:  RandomForests
		Pearson Correlation:  0.8556441900853572
		Spearman Correlation:  0.7114927920105991
		Coefficient of Determination:  0.7307222498598404
		RMSE:  0.23288761708519015
		NRMSE:  0.08295195621912382
		MAPE:  56.512948131727114
		Pearson Correlation:  0.8005340807679645
		Spearman Correlation:  0.7307358786224182
		Coefficient of Determination:  0.6136504949478718
		RMSE:  0.4028372194679773
		NRMSE:  0.09721679162776681
		MAPE:  78.43246041847577

Protein:  CCND1
x_train_column_count:  2
x_train columns:  ['CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5366759284640548
		RMSE:  0.28216244755564185
		NRMSE:  0.17771997351836757
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.30240520386774006
		RMSE:  0.3149325402631455
		NRMSE:  0.20120656537940065
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  LinearRegression
		Pearson Correlation:  0.4170395088721106
		Spearman Correlation:  0.4316396213226719
		Coefficient of Determination:  0.17392195196029125
		RMSE:  0.20688004904562254
		NRMSE:  0.13030336657615044
		MAPE:  582.8211463851483
		Pearson Correlation:  0.358992718576449
		Spearman Correlation:  0.2762503273108144
		Coefficient of Determination:  0.12651562367455815
		RMSE:  0.2579122947086627
		NRMSE:  0.16477702476882655
		MAPE:  243.2604449942109

	Predictor:  ElasticNet
		Pearson Correlation:  0.4145177286037175
		Spearman Correlation:  0.42726285187649277
		Coefficient of Determination:  0.16633345117160447
		RMSE:  0.2078280953695484
		NRMSE:  0.1309004934051877
		MAPE:  602.8530011397819
		Pearson Correlation:  0.358992718576449
		Spearman Correlation:  0.2762503273108144
		Coefficient of Determination:  0.11962893615373504
		RMSE:  0.25892700904073
		NRMSE:  0.16542531340049962
		MAPE:  247.93905572867408

	Predictor:  RandomForests
		Pearson Correlation:  0.491338635402475
		Spearman Correlation:  0.4512173853537595
		Coefficient of Determination:  0.23817352746790288
		RMSE:  0.19867174193036233
		NRMSE:  0.12513336562176405
		MAPE:  544.3909708292624
		Pearson Correlation:  0.39141166085500984
		Spearman Correlation:  0.2942353603372814
		Coefficient of Determination:  0.15022210570379357
		RMSE:  0.25438833306784453
		NRMSE:  0.16252560858399748
		MAPE:  251.6905399030386

Protein:  ERBB2
x_train_column_count:  2
x_train columns:  ['ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10085609607150081
		RMSE:  1.0785113826338413
		NRMSE:  0.1837421644434709
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05671362529003088
		RMSE:  0.8919867459254164
		NRMSE:  0.19736403273048267
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959455
		RMSE:  0.875951357919715
		NRMSE:  0.1938159880340115
		MAPE:  565.705361200264

	Predictor:  LinearRegression
		Pearson Correlation:  0.7777410249677731
		Spearman Correlation:  0.6469409697107757
		Coefficient of Determination:  0.6048811019179228
		RMSE:  0.6461351361477838
		NRMSE:  0.11007975469747752
		MAPE:  308.27260346052265
		Pearson Correlation:  0.6808501187711699
		Spearman Correlation:  0.5812566241474333
		Coefficient of Determination:  0.4627290572188175
		RMSE:  0.6360282769523837
		NRMSE:  0.14072978801911357
		MAPE:  206.9199510265692

	Predictor:  ElasticNet
		Pearson Correlation:  0.7776877249625477
		Spearman Correlation:  0.6442627066647334
		Coefficient of Determination:  0.6001419146373868
		RMSE:  0.6499985655657075
		NRMSE:  0.1107379534841146
		MAPE:  327.91410907717255
		Pearson Correlation:  0.6819514367848014
		Spearman Correlation:  0.5872666741480568
		Coefficient of Determination:  0.4636712116745767
		RMSE:  0.6354703649545989
		NRMSE:  0.1406063425057194
		MAPE:  224.93544994707904

	Predictor:  RandomForests
		Pearson Correlation:  0.838022725420146
		Spearman Correlation:  0.6476716327438983
		Coefficient of Determination:  0.7007492231903293
		RMSE:  0.5623116746672499
		NRMSE:  0.09579904844664121
		MAPE:  556.9708624977075
		Pearson Correlation:  0.7751002688381805
		Spearman Correlation:  0.5803322760177033
		Coefficient of Determination:  0.5949869104508938
		RMSE:  0.552222728245644
		NRMSE:  0.12218668619219915
		MAPE:  295.855146905497

Protein:  ERBB3
x_train_column_count:  2
x_train columns:  ['ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.24617901957450639
		RMSE:  0.5234556686317032
		NRMSE:  0.14126566093685908
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10551624527684367
		RMSE:  0.43841640970600765
		NRMSE:  0.21211918179733683
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  LinearRegression
		Pearson Correlation:  0.38037588116825766
		Spearman Correlation:  0.4068847131242151
		Coefficient of Determination:  0.14468581097452848
		RMSE:  0.43366315788138476
		NRMSE:  0.11703323947606775
		MAPE:  213.25911644947954
		Pearson Correlation:  0.5205117505086533
		Spearman Correlation:  0.5682040923203532
		Coefficient of Determination:  0.2312243337879203
		RMSE:  0.3655982017755542
		NRMSE:  0.17688751997036742
		MAPE:  191.6440770818296

	Predictor:  ElasticNet
		Pearson Correlation:  0.3773884363248901
		Spearman Correlation:  0.41142820549776254
		Coefficient of Determination:  0.1400195994958402
		RMSE:  0.43484448494169253
		NRMSE:  0.11735204574364184
		MAPE:  213.86210719531533
		Pearson Correlation:  0.5207896565156246
		Spearman Correlation:  0.5619845633985462
		Coefficient of Determination:  0.21030082931297134
		RMSE:  0.37053998343927513
		NRMSE:  0.17927850411220758
		MAPE:  193.6591646657521

	Predictor:  RandomForests
		Pearson Correlation:  0.46250152633420993
		Spearman Correlation:  0.42563618973560513
		Coefficient of Determination:  0.2129052469927859
		RMSE:  0.4160094520573886
		NRMSE:  0.11226901096416611
		MAPE:  251.67445603380173
		Pearson Correlation:  0.545541337658826
		Spearman Correlation:  0.5588239281487987
		Coefficient of Determination:  0.2690442607444641
		RMSE:  0.35649199069533327
		NRMSE:  0.1724816583263984
		MAPE:  218.38546188635024

Min-Max

In [47]:
scenario = Scenario.selfmRNA_Mutations 
normalizeTechnique = NormalizeTechnique.MinMax
X, Y, Z = get_data(normalizeTechnique)
In [48]:
X.head()
Out[48]:
UBE2Q2P2 HMGB1P1 LOC155060 RNU12-2P SSX9 CXORF67 EFCAB8 SRP14P1 LOC391343 TRIM75P ... ZXDA ZXDB ZXDC ZYG11A ZYG11B ZYX ZZEF1 ZZZ3 TPTEP1 AKR1C6P
TCGA-A1-A0SF-01 0.266811 0.102965 0.232299 0.000000 0.0 0.00000 0.165596 0.256402 0.0 0.00000 ... 0.362558 0.154626 0.343226 0.136973 0.283236 0.203583 0.106969 0.050188 0.019658 0.021305
TCGA-A1-A0SH-01 0.074647 0.046655 0.060467 0.000000 0.0 0.00000 0.019946 0.108076 0.0 0.00000 ... 0.437102 0.171136 0.196632 0.028737 0.498917 0.208787 0.168174 0.119445 0.172767 0.000000
TCGA-A1-A0SJ-01 0.122769 0.097168 0.035285 0.088368 0.0 0.00000 0.020200 0.129369 0.0 0.29443 ... 0.415293 0.914898 0.215818 0.074090 0.379839 0.104565 0.110857 0.079787 0.016343 0.000000
TCGA-A1-A0SK-01 0.716855 1.000000 0.116251 0.076144 0.0 0.01449 0.000000 0.094313 0.0 0.00000 ... 0.334733 0.181185 0.763246 0.229344 0.511470 0.000000 0.246798 0.166438 0.018601 0.000000
TCGA-A1-A0SQ-01 0.025757 0.011574 0.044865 0.000000 0.0 0.00000 0.022276 0.153652 0.0 0.00000 ... 0.537294 0.183640 0.239462 0.036770 0.323545 0.099038 0.071604 0.075950 0.006561 0.000000

5 rows × 20440 columns

In [49]:
Y.head()
Out[49]:
RB1 CDH1 PTEN BRCA2 CDKN2A TP53 CTNNB1 CCNE1 CCND1 CDH2 CDH3 ERBB2 ERBB3
TCGA-A1-A0SF-01 0.017184 0.705680 0.197730 0.108550 0.17550 -0.472550 0.06978 -0.75401 -0.202360 -0.222000 -0.114060 0.25604 0.461410
TCGA-A1-A0SH-01 -0.081896 0.018364 0.699160 -0.282430 0.68156 -0.035545 -0.11192 -0.77956 -0.014111 0.072251 -0.031553 0.68354 0.033670
TCGA-A1-A0SJ-01 -0.106090 0.114310 -0.110550 0.108220 -0.00989 -0.431850 -0.85672 -0.29589 0.290760 -0.225320 0.128230 0.36458 0.430620
TCGA-A1-A0SK-01 -0.060244 -0.963820 -0.081596 0.309150 1.23630 0.898470 -0.85965 0.92670 0.045974 0.389790 -0.224090 -1.04130 -0.056604
TCGA-A1-A0SQ-01 0.376500 0.425490 0.657440 0.003187 -0.34580 -0.020122 0.39368 -1.02750 0.362490 0.292880 -0.144850 0.31196 0.649260
In [50]:
perform_kFoldCV(num_folds, scenario, normalizeTechnique, X, Y, Z)

Fold:  1

Protein:  RB1
x_train_column_count:  2
x_train columns:  ['RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017832262764705176
		RMSE:  0.22609122586734381
		NRMSE:  0.08562439911658541
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0064622508272080825
		RMSE:  0.2813710133086082
		NRMSE:  0.13900150344012696
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  LinearRegression
		Pearson Correlation:  0.1952715284277889
		Spearman Correlation:  0.2596678142795193
		Coefficient of Determination:  0.038130969814524684
		RMSE:  0.2197877955294061
		NRMSE:  0.08323718823306422
		MAPE:  187.67141163742264
		Pearson Correlation:  0.27962798152870116
		Spearman Correlation:  0.34967808018729885
		Coefficient of Determination:  0.021823743704235343
		RMSE:  0.27738895709917644
		NRMSE:  0.13703430790926743
		MAPE:  130.4372675127902

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  RandomForests
		Pearson Correlation:  0.3383152856508986
		Spearman Correlation:  0.3393842592916632
		Coefficient of Determination:  0.09803238411505888
		RMSE:  0.21283403305296428
		NRMSE:  0.08060368606436821
		MAPE:  145.4194861494385
		Pearson Correlation:  0.27052230404535893
		Spearman Correlation:  0.3280678885109722
		Coefficient of Determination:  0.025909129675039777
		RMSE:  0.27680908886038547
		NRMSE:  0.13674784429654013
		MAPE:  107.55264771623115

Protein:  CDH1
x_train_column_count:  2
x_train columns:  ['CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12177449909053428
		RMSE:  1.1951653206606205
		NRMSE:  0.20089175544360185
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11829904064371455
		RMSE:  1.227018913081223
		NRMSE:  0.19873326310796913
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  LinearRegression
		Pearson Correlation:  0.6279558973899951
		Spearman Correlation:  0.5626465965121538
		Coefficient of Determination:  0.39432860906687417
		RMSE:  0.8782006040980864
		NRMSE:  0.14761410655002882
		MAPE:  484.09927176004015
		Pearson Correlation:  0.6734443624132092
		Spearman Correlation:  0.6512632913862063
		Coefficient of Determination:  0.45274753665740086
		RMSE:  0.8583534228745239
		NRMSE:  0.13902261392156456
		MAPE:  259.4086165644446

	Predictor:  ElasticNet
		Pearson Correlation:  0.5822675918033712
		Spearman Correlation:  0.5626465965121538
		Coefficient of Determination:  0.2507278009272744
		RMSE:  0.9767760690685092
		NRMSE:  0.16418336091111715
		MAPE:  394.1906160329532
		Pearson Correlation:  0.6438368903587984
		Spearman Correlation:  0.6512632913862063
		Coefficient of Determination:  0.2936217040695215
		RMSE:  0.9751938507847727
		NRMSE:  0.15794659239816863
		MAPE:  235.90437118456555

	Predictor:  RandomForests
		Pearson Correlation:  0.7167132530882677
		Spearman Correlation:  0.5788660777443754
		Coefficient of Determination:  0.5131766821713584
		RMSE:  0.787337410243528
		NRMSE:  0.1323411847181228
		MAPE:  307.9025522067983
		Pearson Correlation:  0.7415010523499842
		Spearman Correlation:  0.6553520846612731
		Coefficient of Determination:  0.5467665669927284
		RMSE:  0.781147864684134
		NRMSE:  0.12651806949631272
		MAPE:  152.89909095904093

Protein:  CDH2
x_train_column_count:  2
x_train columns:  ['CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004084060130477685
		RMSE:  0.37195168053170635
		NRMSE:  0.13741024893390016
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006474841096328898
		RMSE:  0.3763274359057868
		NRMSE:  0.1942134674644098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  LinearRegression
		Pearson Correlation:  0.15002477351668803
		Spearman Correlation:  0.021027718948557195
		Coefficient of Determination:  0.02250743266873345
		RMSE:  0.366993371962299
		NRMSE:  0.1355784991382294
		MAPE:  373.6787655351267
		Pearson Correlation:  0.10564670001853974
		Spearman Correlation:  0.11871524729294705
		Coefficient of Determination:  0.008640461878668515
		RMSE:  0.3734908911193236
		NRMSE:  0.19274959545818424
		MAPE:  104.18723456874639

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  RandomForests
		Pearson Correlation:  0.19331701961991646
		Spearman Correlation:  0.1288920303560814
		Coefficient of Determination:  0.03662847645748135
		RMSE:  0.36433290051662137
		NRMSE:  0.1345956401735663
		MAPE:  517.4362375376886
		Pearson Correlation:  0.044230558158288136
		Spearman Correlation:  -0.05978684567685635
		Coefficient of Determination:  -0.006409334490806495
		RMSE:  0.3763151890353155
		NRMSE:  0.19420714715142465
		MAPE:  98.36754929438122

Protein:  CDH3
x_train_column_count:  2
x_train columns:  ['CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003025178489952651
		RMSE:  0.20883135309817671
		NRMSE:  0.14651130458142275
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.766266116724594e-05
		RMSE:  0.2045852237570374
		NRMSE:  0.1565890990172577
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  LinearRegression
		Pearson Correlation:  0.24852272791737326
		Spearman Correlation:  0.30478529422494005
		Coefficient of Determination:  0.06176354629149272
		RMSE:  0.20224890215241426
		NRMSE:  0.14189320743700837
		MAPE:  292.39454632267496
		Pearson Correlation:  0.4229275133140767
		Spearman Correlation:  0.4640717978733782
		Coefficient of Determination:  0.16215276852659732
		RMSE:  0.18725963044582647
		NRMSE:  0.14332812641757542
		MAPE:  197.9811113353207

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  RandomForests
		Pearson Correlation:  0.3496682668189332
		Spearman Correlation:  0.3307097672586625
		Coefficient of Determination:  0.12015906260707776
		RMSE:  0.19585384588255172
		NRMSE:  0.13740658211437934
		MAPE:  381.1612404025097
		Pearson Correlation:  0.4456557812474688
		Spearman Correlation:  0.4605862331967038
		Coefficient of Determination:  0.17847992914693533
		RMSE:  0.1854260861696705
		NRMSE:  0.14192473549354423
		MAPE:  326.56281030401266

Protein:  PTEN
x_train_column_count:  2
x_train columns:  ['PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.042477457330321045
		RMSE:  0.639641264822803
		NRMSE:  0.10001427016227082
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.028094267476815427
		RMSE:  0.5035947533045023
		NRMSE:  0.16597282753427667
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.458230587102
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389449
		RMSE:  0.49877990548911916
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809618

	Predictor:  LinearRegression
		Pearson Correlation:  0.41887910343528845
		Spearman Correlation:  0.44078066604527977
		Coefficient of Determination:  0.17545970329475102
		RMSE:  0.5688648238965365
		NRMSE:  0.08894767006434781
		MAPE:  396.8026475986217
		Pearson Correlation:  0.35731102299960693
		Spearman Correlation:  0.4041020388254805
		Coefficient of Determination:  0.11499556078292583
		RMSE:  0.46723724288756274
		NRMSE:  0.15399025868023292
		MAPE:  165.92352360717715

	Predictor:  ElasticNet
		Pearson Correlation:  0.36158770207672913
		Spearman Correlation:  0.4400193793343514
		Coefficient of Determination:  0.036460337826189404
		RMSE:  0.6149473512667288
		NRMSE:  0.09615313130587583
		MAPE:  330.5283782759996
		Pearson Correlation:  0.22243017983760174
		Spearman Correlation:  0.38824992683640625
		Coefficient of Determination:  0.015123135231957074
		RMSE:  0.4928964563896645
		NRMSE:  0.16244692386449952
		MAPE:  161.54548753591865

	Predictor:  RandomForests
		Pearson Correlation:  0.45236902822468755
		Spearman Correlation:  0.4487524954963713
		Coefficient of Determination:  0.20039971076781782
		RMSE:  0.5601954903785883
		NRMSE:  0.08759213359058529
		MAPE:  516.2173301723134
		Pearson Correlation:  0.38441368455050445
		Spearman Correlation:  0.39593710625776624
		Coefficient of Determination:  0.13716782199510313
		RMSE:  0.46134720570689036
		NRMSE:  0.15204904281421472
		MAPE:  200.88083641732086

Protein:  BRCA2
x_train_column_count:  2
x_train columns:  ['BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026562361008646285
		RMSE:  0.19787350383771835
		NRMSE:  0.12800221484333532
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00017758204834872338
		RMSE:  0.18475106890837595
		NRMSE:  0.18489898809885505
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  LinearRegression
		Pearson Correlation:  0.008428022315691461
		Spearman Correlation:  -0.005159182575289313
		Coefficient of Determination:  7.103156015364487e-05
		RMSE:  0.19760420841075446
		NRMSE:  0.12782801056418722
		MAPE:  122.20696074669006
		Pearson Correlation:  -0.07297127632150102
		Spearman Correlation:  -0.08797201245252427
		Coefficient of Determination:  -0.0064731867761484985
		RMSE:  0.1853316133792551
		NRMSE:  0.18547999737715687
		MAPE:  103.9139384990902

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  RandomForests
		Pearson Correlation:  0.3264054509821304
		Spearman Correlation:  0.25514821736101123
		Coefficient of Determination:  0.04915822129348457
		RMSE:  0.19269291308570505
		NRMSE:  0.1246509471010991
		MAPE:  134.13410266570628
		Pearson Correlation:  -0.04146970603920158
		Spearman Correlation:  -0.016131654893247544
		Coefficient of Determination:  -0.022246853818178813
		RMSE:  0.18677824613802824
		NRMSE:  0.18692778836872323
		MAPE:  115.02861537614206

Protein:  CDKN2A
x_train_column_count:  2
x_train columns:  ['CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.062199248812668806
		RMSE:  0.6624014175436462
		NRMSE:  0.14974599695798488
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10057809021042674
		RMSE:  0.783524323220729
		NRMSE:  0.21159176970584093
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6427147371513342
		NRMSE:  0.145295521001771
		MAPE:  207.86247046219444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010510594090658465
		RMSE:  0.7507796405829533
		NRMSE:  0.20274902527219912
		MAPE:  439.74244050751946

	Predictor:  LinearRegression
		Pearson Correlation:  0.4802999068423231
		Spearman Correlation:  0.48708475403799584
		Coefficient of Determination:  0.23068800051274407
		RMSE:  0.5637278766322544
		NRMSE:  0.12743933008528413
		MAPE:  152.2218946618392
		Pearson Correlation:  0.5965712816312629
		Spearman Correlation:  0.5412203687445128
		Coefficient of Determination:  0.35132796117392295
		RMSE:  0.6015263279382246
		NRMSE:  0.16244297270813518
		MAPE:  148.0673527679771

	Predictor:  ElasticNet
		Pearson Correlation:  0.48027814349293335
		Spearman Correlation:  0.4872043250292133
		Coefficient of Determination:  0.02562860399756539
		RMSE:  0.6344253402682721
		NRMSE:  0.1434215757360172
		MAPE:  204.27961647628345
		Pearson Correlation:  0.5965712816312632
		Spearman Correlation:  0.5412203687445128
		Coefficient of Determination:  0.026287142913119288
		RMSE:  0.7369830572439918
		NRMSE:  0.19902323987145337
		MAPE:  422.40510313866633

	Predictor:  RandomForests
		Pearson Correlation:  0.6031166548470466
		Spearman Correlation:  0.5142043852276713
		Coefficient of Determination:  0.36338257195258583
		RMSE:  0.5128112215701984
		NRMSE:  0.11592883950948307
		MAPE:  222.42155552398435
		Pearson Correlation:  0.6736173012257093
		Spearman Correlation:  0.5183481629817652
		Coefficient of Determination:  0.4416816519711879
		RMSE:  0.5580627074004604
		NRMSE:  0.15070556505548485
		MAPE:  518.4052407636528

Protein:  TP53
x_train_column_count:  2
x_train columns:  ['TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05546789854165435
		RMSE:  0.4652085657713222
		NRMSE:  0.11180210665016156
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04275496084346875
		RMSE:  0.4295356456720749
		NRMSE:  0.1544592202783541
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  LinearRegression
		Pearson Correlation:  0.48936689486328205
		Spearman Correlation:  0.38957054234181804
		Coefficient of Determination:  0.23947995778813047
		RMSE:  0.3948939862283756
		NRMSE:  0.09490362562566106
		MAPE:  795.0838550971346
		Pearson Correlation:  0.503455149832974
		Spearman Correlation:  0.4709930738464541
		Coefficient of Determination:  0.24730289040861475
		RMSE:  0.36493725588546444
		NRMSE:  0.1312299097002641
		MAPE:  596.0863107159807

	Predictor:  ElasticNet
		Pearson Correlation:  0.39909793557962253
		Spearman Correlation:  0.3885884406197226
		Coefficient of Determination:  0.12535616123398052
		RMSE:  0.42348770760810817
		NRMSE:  0.10177546445760832
		MAPE:  537.1921154489185
		Pearson Correlation:  0.5023542925215839
		Spearman Correlation:  0.4888401131596918
		Coefficient of Determination:  0.18049958760263807
		RMSE:  0.38078748480330077
		NRMSE:  0.1369295856748897
		MAPE:  567.4667962543093

	Predictor:  RandomForests
		Pearson Correlation:  0.5510002233027409
		Spearman Correlation:  0.4233688188011204
		Coefficient of Determination:  0.2954069900795824
		RMSE:  0.3800969225428784
		NRMSE:  0.09134749400213373
		MAPE:  699.0310629901686
		Pearson Correlation:  0.5124254978006286
		Spearman Correlation:  0.5046523359322292
		Coefficient of Determination:  0.2612377223025778
		RMSE:  0.36154339655957785
		NRMSE:  0.13000949209233625
		MAPE:  378.7330812455238

Protein:  CTNNB1
x_train_column_count:  2
x_train columns:  ['CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.41897644861846284
		RMSE:  0.8782004120680554
		NRMSE:  0.17699587078381512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5843844136424388
		RMSE:  0.9452480588674593
		NRMSE:  0.23451795238114906
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  LinearRegression
		Pearson Correlation:  0.08898105342822928
		Spearman Correlation:  0.14590811000321963
		Coefficient of Determination:  0.007917627869197252
		RMSE:  0.7343107892164392
		NRMSE:  0.14799580571506527
		MAPE:  635.7829662685035
		Pearson Correlation:  -0.0024019468238156904
		Spearman Correlation:  -0.034040581406692035
		Coefficient of Determination:  -0.022319441458223288
		RMSE:  0.7592919987705886
		NRMSE:  0.1883818783234726
		MAPE:  284.0557468282035

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  RandomForests
		Pearson Correlation:  0.3101921197195444
		Spearman Correlation:  0.30218639412689285
		Coefficient of Determination:  0.08112196149899753
		RMSE:  0.7066998169279368
		NRMSE:  0.14243098472860852
		MAPE:  629.3479296651823
		Pearson Correlation:  -0.06030718098076416
		Spearman Correlation:  -0.04014575748895606
		Coefficient of Determination:  -0.07580801753149946
		RMSE:  0.7789021484733238
		NRMSE:  0.19324719606840765
		MAPE:  401.6201927378137

Protein:  CCNE1
x_train_column_count:  2
x_train columns:  ['CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.7135069779129597
		RMSE:  0.7967382438332794
		NRMSE:  0.19227700939577658
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.179220592822603
		RMSE:  0.7927883268238614
		NRMSE:  0.2823823069719898
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.48367116033059243
		NRMSE:  0.11672446372338549
		MAPE:  119.9663870203584
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008650225247206267
		RMSE:  0.5393577763958428
		NRMSE:  0.19211318838676503
		MAPE:  85.21064296831354

	Predictor:  LinearRegression
		Pearson Correlation:  0.7219448352970321
		Spearman Correlation:  0.7137588590927915
		Coefficient of Determination:  0.5212043452120587
		RMSE:  0.33467655726409257
		NRMSE:  0.0807675645592327
		MAPE:  91.9557432422028
		Pearson Correlation:  0.7713064884061224
		Spearman Correlation:  0.7106623744024974
		Coefficient of Determination:  0.5218328477320503
		RMSE:  0.3713611938248207
		NRMSE:  0.13227469058764763
		MAPE:  54.38453894319897

	Predictor:  ElasticNet
		Pearson Correlation:  0.7219395993512734
		Spearman Correlation:  0.7131090453751777
		Coefficient of Determination:  0.03077080050273706
		RMSE:  0.4761715428585635
		NRMSE:  0.11491457944797247
		MAPE:  119.01705479011031
		Pearson Correlation:  0.7713064884061224
		Spearman Correlation:  0.7106623744024974
		Coefficient of Determination:  0.014782217751995619
		RMSE:  0.533055919788934
		NRMSE:  0.18986853776987853
		MAPE:  84.17448812626547

	Predictor:  RandomForests
		Pearson Correlation:  0.8562861508639215
		Spearman Correlation:  0.7204360697849619
		Coefficient of Determination:  0.7279163800285591
		RMSE:  0.25229078682087813
		NRMSE:  0.06088538910173954
		MAPE:  54.30365639848357
		Pearson Correlation:  0.8350602153703399
		Spearman Correlation:  0.7068832036023305
		Coefficient of Determination:  0.6949121277125943
		RMSE:  0.29663276628948443
		NRMSE:  0.10565726314852517
		MAPE:  44.991407020009255

Protein:  CCND1
x_train_column_count:  2
x_train columns:  ['CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.46307157054532877
		RMSE:  0.2889602070536637
		NRMSE:  0.17371452011738692
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5143850316766378
		RMSE:  0.2891269997261264
		NRMSE:  0.20591917819933792
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  LinearRegression
		Pearson Correlation:  0.4040680875024818
		Spearman Correlation:  0.37768748734328855
		Coefficient of Determination:  0.1632710193379131
		RMSE:  0.21852325442478654
		NRMSE:  0.13136986114438118
		MAPE:  345.99314721459893
		Pearson Correlation:  0.472225253956946
		Spearman Correlation:  0.4734221051604722
		Coefficient of Determination:  0.0839977628278058
		RMSE:  0.22486339456981952
		NRMSE:  0.1601499875860489
		MAPE:  1093.634695043635

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  RandomForests
		Pearson Correlation:  0.4678371375434505
		Spearman Correlation:  0.4000144577763212
		Coefficient of Determination:  0.21263881710072907
		RMSE:  0.21197871451568037
		NRMSE:  0.12743547301083333
		MAPE:  313.8994682707794
		Pearson Correlation:  0.5051577497307473
		Spearman Correlation:  0.4767786498993165
		Coefficient of Determination:  0.2533320194705554
		RMSE:  0.20301786639906733
		NRMSE:  0.14459138111722075
		MAPE:  1138.045040698996

Protein:  ERBB2
x_train_column_count:  2
x_train columns:  ['ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10512598969709641
		RMSE:  1.0713675802437574
		NRMSE:  0.18252510013182233
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.044647408489899565
		RMSE:  0.9270678870989714
		NRMSE:  0.17190207437399804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  LinearRegression
		Pearson Correlation:  0.7659173929830422
		Spearman Correlation:  0.6116397286443633
		Coefficient of Determination:  0.5866294528739393
		RMSE:  0.6552429682383681
		NRMSE:  0.11163142379310155
		MAPE:  324.58040198328655
		Pearson Correlation:  0.7602365413428475
		Spearman Correlation:  0.7022827041264268
		Coefficient of Determination:  0.5613254676670082
		RMSE:  0.6007556763198301
		NRMSE:  0.11139545268307623
		MAPE:  284.30368087487426

	Predictor:  ElasticNet
		Pearson Correlation:  0.7657610435301817
		Spearman Correlation:  0.6137508967340191
		Coefficient of Determination:  0.14044650489331145
		RMSE:  0.9448634714935858
		NRMSE:  0.16097304316976777
		MAPE:  582.6141905097294
		Pearson Correlation:  0.7627625013199515
		Spearman Correlation:  0.7166081357916302
		Coefficient of Determination:  0.10192450101394424
		RMSE:  0.8595736547415044
		NRMSE:  0.1593869191065278
		MAPE:  499.74610932649836

	Predictor:  RandomForests
		Pearson Correlation:  0.8350447059162798
		Spearman Correlation:  0.6216515632506531
		Coefficient of Determination:  0.6965509892505153
		RMSE:  0.5614039541274837
		NRMSE:  0.09564440331319891
		MAPE:  467.4276979149923
		Pearson Correlation:  0.8040149199599619
		Spearman Correlation:  0.712575091635544
		Coefficient of Determination:  0.6363330370305993
		RMSE:  0.5469890053467115
		NRMSE:  0.1014257380579847
		MAPE:  341.9689748270015

Protein:  ERBB3
x_train_column_count:  2
x_train columns:  ['ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20107865915633893
		RMSE:  0.5031866190144979
		NRMSE:  0.13579562619977975
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27170508071542576
		RMSE:  0.5249654097328843
		NRMSE:  0.21064675210776365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  LinearRegression
		Pearson Correlation:  0.4062482641373843
		Spearman Correlation:  0.4427133471412132
		Coefficient of Determination:  0.16503765211463794
		RMSE:  0.41954331383050747
		NRMSE:  0.11322269882916539
		MAPE:  202.28699368456594
		Pearson Correlation:  0.40862919878165166
		Spearman Correlation:  0.45536588548210316
		Coefficient of Determination:  0.1635740509453627
		RMSE:  0.42574664485715835
		NRMSE:  0.17083439460434255
		MAPE:  197.90446820754485

	Predictor:  ElasticNet
		Pearson Correlation:  0.4002107913871715
		Spearman Correlation:  0.4461608353851102
		Coefficient of Determination:  0.04383943877554741
		RMSE:  0.4489611601225439
		NRMSE:  0.12116173120347591
		MAPE:  212.3440091888109
		Pearson Correlation:  0.4241326159508129
		Spearman Correlation:  0.47324952839944506
		Coefficient of Determination:  0.041458769712843124
		RMSE:  0.45576700800318737
		NRMSE:  0.18288031587184905
		MAPE:  243.54596984138192

	Predictor:  RandomForests
		Pearson Correlation:  0.488999182581015
		Spearman Correlation:  0.4625532488300241
		Coefficient of Determination:  0.23752045294377655
		RMSE:  0.40091975626486726
		NRMSE:  0.10819673516851229
		MAPE:  242.43941073526028
		Pearson Correlation:  0.43051383879067884
		Spearman Correlation:  0.4715525332197415
		Coefficient of Determination:  0.17662898932460092
		RMSE:  0.42241105081251895
		NRMSE:  0.16949595965448402
		MAPE:  271.39177387721145


Fold:  2

Protein:  RB1
x_train_column_count:  2
x_train columns:  ['RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.012372001566697044
		RMSE:  0.23649063304821735
		NRMSE:  0.08648721220312221
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0009378943328373079
		RMSE:  0.2450188572791325
		NRMSE:  0.14037816530069125
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  LinearRegression
		Pearson Correlation:  0.2511572694075361
		Spearman Correlation:  0.31907158047894724
		Coefficient of Determination:  0.06307997397624976
		RMSE:  0.22750719811233844
		NRMSE:  0.08320187174968492
		MAPE:  201.25627265479443
		Pearson Correlation:  0.04839347810914267
		Spearman Correlation:  0.10395083406496927
		Coefficient of Determination:  -0.05140540688639472
		RMSE:  0.25111985237096757
		NRMSE:  0.14387359625245932
		MAPE:  325.8936558409008

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  RandomForests
		Pearson Correlation:  0.3561481274847229
		Spearman Correlation:  0.4067656823580468
		Coefficient of Determination:  0.11704931686327302
		RMSE:  0.22085747588364613
		NRMSE:  0.08076999556891681
		MAPE:  212.91843709848627
		Pearson Correlation:  0.11218713523215126
		Spearman Correlation:  0.13196685330144695
		Coefficient of Determination:  -0.018378086466819266
		RMSE:  0.24714422519366094
		NRMSE:  0.14159584810169526
		MAPE:  371.2808731876731

Protein:  CDH1
x_train_column_count:  2
x_train columns:  ['CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0848918633043636
		RMSE:  1.167193365558287
		NRMSE:  0.18724526599154356
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3357437347566168
		RMSE:  1.329821844339591
		NRMSE:  0.2361608674018098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  LinearRegression
		Pearson Correlation:  0.6315052198313875
		Spearman Correlation:  0.5446486441750252
		Coefficient of Determination:  0.3987988426742892
		RMSE:  0.8688793749984193
		NRMSE:  0.13938868613113328
		MAPE:  415.31916013911666
		Pearson Correlation:  0.6431590335933617
		Spearman Correlation:  0.6870841869085944
		Coefficient of Determination:  0.38536419609566075
		RMSE:  0.9020711996260492
		NRMSE:  0.1601973361083376
		MAPE:  254.18308591244045

	Predictor:  ElasticNet
		Pearson Correlation:  0.5970202168365195
		Spearman Correlation:  0.5446486441750252
		Coefficient of Determination:  0.2564949140376309
		RMSE:  0.9662545592827815
		NRMSE:  0.1550099557684738
		MAPE:  341.78878394363704
		Pearson Correlation:  0.5748313288463929
		Spearman Correlation:  0.6870841869085944
		Coefficient of Determination:  0.22488592465729051
		RMSE:  1.013012259834295
		NRMSE:  0.17989917596062777
		MAPE:  181.13516243451264

	Predictor:  RandomForests
		Pearson Correlation:  0.7366071809739936
		Spearman Correlation:  0.5636673055499254
		Coefficient of Determination:  0.5422574030959135
		RMSE:  0.7581589198918414
		NRMSE:  0.12162652119865908
		MAPE:  214.97063545629814
		Pearson Correlation:  0.6551607825586359
		Spearman Correlation:  0.7008146074293089
		Coefficient of Determination:  0.39105486201687945
		RMSE:  0.8978855313682372
		NRMSE:  0.1594540101879306
		MAPE:  214.84821008509215

Protein:  CDH2
x_train_column_count:  2
x_train columns:  ['CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0042702958885580955
		RMSE:  0.36888339320753855
		NRMSE:  0.13366308906715652
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005559500410650786
		RMSE:  0.3881548727768219
		NRMSE:  0.20448899349205915
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  LinearRegression
		Pearson Correlation:  0.1470397616820179
		Spearman Correlation:  0.035212766431470366
		Coefficient of Determination:  0.02162069151550461
		RMSE:  0.3640972720820029
		NRMSE:  0.1319288615414171
		MAPE:  381.47691248370876
		Pearson Correlation:  0.11717867760285976
		Spearman Correlation:  0.063681592039801
		Coefficient of Determination:  0.012875471236388325
		RMSE:  0.3845803830082546
		NRMSE:  0.2026058693416578
		MAPE:  121.62788852850377

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  RandomForests
		Pearson Correlation:  0.19455280933418412
		Spearman Correlation:  0.14521011138581139
		Coefficient of Determination:  0.03651059964118086
		RMSE:  0.3613160602024537
		NRMSE:  0.13092110305183483
		MAPE:  424.3360219113005
		Pearson Correlation:  0.11830349762100852
		Spearman Correlation:  0.0855059428777579
		Coefficient of Determination:  0.010769358098726367
		RMSE:  0.3849904316896376
		NRMSE:  0.20282189250153443
		MAPE:  124.97634642871276

Protein:  CDH3
x_train_column_count:  2
x_train columns:  ['CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032535082492379797
		RMSE:  0.20804431995898212
		NRMSE:  0.15657381105189322
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10171995354262497
		RMSE:  0.2077503373255318
		NRMSE:  0.17094572313464315
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  LinearRegression
		Pearson Correlation:  0.33039940395723194
		Spearman Correlation:  0.3546567496876568
		Coefficient of Determination:  0.10916376613529422
		RMSE:  0.1960421497425445
		NRMSE:  0.14754099760112624
		MAPE:  270.9861508027028
		Pearson Correlation:  0.10870762980468014
		Spearman Correlation:  0.25441908106526195
		Coefficient of Determination:  -0.18081292145862649
		RMSE:  0.21507834130770145
		NRMSE:  0.17697551329523697
		MAPE:  625.0033719921506

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  RandomForests
		Pearson Correlation:  0.4204408504993642
		Spearman Correlation:  0.38155013256774595
		Coefficient of Determination:  0.17584235816615323
		RMSE:  0.18856264633511197
		NRMSE:  0.14191193570937055
		MAPE:  407.97875051638437
		Pearson Correlation:  0.15295236629097841
		Spearman Correlation:  0.25482125674289846
		Coefficient of Determination:  -0.20407823566708516
		RMSE:  0.21718682836391678
		NRMSE:  0.17871046520523065
		MAPE:  749.9682708776052

Protein:  PTEN
x_train_column_count:  2
x_train columns:  ['PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.03862384422015608
		RMSE:  0.6356813050691055
		NRMSE:  0.09939509109047072
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04557869434051831
		RMSE:  0.5231599683741948
		NRMSE:  0.17546282813730707
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  LinearRegression
		Pearson Correlation:  0.42416906563261264
		Spearman Correlation:  0.45794433369899473
		Coefficient of Determination:  0.1799193962396437
		RMSE:  0.5648570650041206
		NRMSE:  0.08832101712205778
		MAPE:  328.3921540425159
		Pearson Correlation:  0.38024655569171983
		Spearman Correlation:  0.34407374890254616
		Coefficient of Determination:  0.08593951642891196
		RMSE:  0.4891517474355463
		NRMSE:  0.16405679750320173
		MAPE:  643.5112425804158

	Predictor:  ElasticNet
		Pearson Correlation:  0.39489736005761794
		Spearman Correlation:  0.4532017127711115
		Coefficient of Determination:  0.02895744784896981
		RMSE:  0.6146521792828362
		NRMSE:  0.09610697823201254
		MAPE:  245.03138226845795
		Pearson Correlation:  0.3629258522537863
		Spearman Correlation:  0.3435518486001366
		Coefficient of Determination:  0.03928990710007019
		RMSE:  0.501478500920502
		NRMSE:  0.1681910722164281
		MAPE:  420.514895786146

	Predictor:  RandomForests
		Pearson Correlation:  0.466726010178586
		Spearman Correlation:  0.4753913774615105
		Coefficient of Determination:  0.21373240225643642
		RMSE:  0.5530895898238344
		NRMSE:  0.08648105540205368
		MAPE:  368.0070173577029
		Pearson Correlation:  0.3314358838524452
		Spearman Correlation:  0.3269356128219667
		Coefficient of Determination:  0.06792532786637973
		RMSE:  0.4939483007008637
		NRMSE:  0.1656655153947088
		MAPE:  785.4197352552937

Protein:  BRCA2
x_train_column_count:  2
x_train columns:  ['BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004232193403179485
		RMSE:  0.1957372843548259
		NRMSE:  0.12609907189874434
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0041831029428383015
		RMSE:  0.19359139518213575
		NRMSE:  0.1310414025181481
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  LinearRegression
		Pearson Correlation:  0.04243682806869936
		Spearman Correlation:  0.06477237688313686
		Coefficient of Determination:  0.0018008843765322524
		RMSE:  0.19514843785952132
		NRMSE:  0.12571972160381467
		MAPE:  117.14613128531484
		Pearson Correlation:  -0.08928340042852548
		Spearman Correlation:  -0.1638669398107502
		Coefficient of Determination:  -0.02766272476565801
		RMSE:  0.19584157678029548
		NRMSE:  0.1325645433182129
		MAPE:  118.46378786857773

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  RandomForests
		Pearson Correlation:  0.3077670968857318
		Spearman Correlation:  0.2559471197183224
		Coefficient of Determination:  0.04418964240867662
		RMSE:  0.19095997756970787
		NRMSE:  0.12302140606842189
		MAPE:  126.66158716885236
		Pearson Correlation:  0.07485828109476582
		Spearman Correlation:  0.04821987727977225
		Coefficient of Determination:  -0.011707684095326076
		RMSE:  0.19431535453633306
		NRMSE:  0.13153144831306007
		MAPE:  123.3513058769194

Protein:  CDKN2A
x_train_column_count:  2
x_train columns:  ['CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07796029040511754
		RMSE:  0.688717064305458
		NRMSE:  0.155695052403178
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04182297654643197
		RMSE:  0.6873705418142212
		NRMSE:  0.18569552134596423
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6633450034781481
		NRMSE:  0.14995930902637006
		MAPE:  291.0442764508337
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00497373418246827
		RMSE:  0.6751049711753466
		NRMSE:  0.1823819351565125
		MAPE:  246.23249271843073

	Predictor:  LinearRegression
		Pearson Correlation:  0.504065773151957
		Spearman Correlation:  0.47627697631549
		Coefficient of Determination:  0.25408230366328044
		RMSE:  0.5729080406613378
		NRMSE:  0.1295146469224229
		MAPE:  150.5818448064124
		Pearson Correlation:  0.5570318023649256
		Spearman Correlation:  0.57380255584821
		Coefficient of Determination:  0.28957905519661165
		RMSE:  0.567612340337855
		NRMSE:  0.15334243039168333
		MAPE:  174.70588681647797

	Predictor:  ElasticNet
		Pearson Correlation:  0.5036612591893176
		Spearman Correlation:  0.4759909513511134
		Coefficient of Determination:  0.03645107056921948
		RMSE:  0.6511429591282857
		NRMSE:  0.14720084980858722
		MAPE:  281.0400850769281
		Pearson Correlation:  0.562783406547642
		Spearman Correlation:  0.5756072578285046
		Coefficient of Determination:  0.029195285258933223
		RMSE:  0.6635289694095704
		NRMSE:  0.1792546383751811
		MAPE:  239.94265975013613

	Predictor:  RandomForests
		Pearson Correlation:  0.6040027516191304
		Spearman Correlation:  0.4861296560239233
		Coefficient of Determination:  0.36433447381499207
		RMSE:  0.528875917565927
		NRMSE:  0.11956051035739278
		MAPE:  257.31980271784846
		Pearson Correlation:  0.6768078158008014
		Spearman Correlation:  0.569489990183919
		Coefficient of Determination:  0.44303391666723235
		RMSE:  0.5025836141073503
		NRMSE:  0.13577469583621957
		MAPE:  209.43106914074932

Protein:  TP53
x_train_column_count:  2
x_train columns:  ['TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056514421630322165
		RMSE:  0.4680116353271619
		NRMSE:  0.125354663272308
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.038787823290495904
		RMSE:  0.4172475009588805
		NRMSE:  0.13741067049526773
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941389
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  LinearRegression
		Pearson Correlation:  0.48818016483087473
		Spearman Correlation:  0.4181118202259834
		Coefficient of Determination:  0.23831987333430005
		RMSE:  0.397379306635346
		NRMSE:  0.10643613409276712
		MAPE:  384.484307688014
		Pearson Correlation:  0.5142418553541327
		Spearman Correlation:  0.4044385913569408
		Coefficient of Determination:  0.2573818514375176
		RMSE:  0.3527874266078587
		NRMSE:  0.11618225806285483
		MAPE:  2233.0782832262653

	Predictor:  ElasticNet
		Pearson Correlation:  0.41407774446365936
		Spearman Correlation:  0.42181987707319435
		Coefficient of Determination:  0.141478704213303
		RMSE:  0.4218853761592253
		NRMSE:  0.11299996682984473
		MAPE:  330.5996468489922
		Pearson Correlation:  0.3681152329639372
		Spearman Correlation:  0.3812554872695347
		Coefficient of Determination:  0.1170684373312817
		RMSE:  0.3846748916837201
		NRMSE:  0.12668364619915037
		MAPE:  1583.0208302206152

	Predictor:  RandomForests
		Pearson Correlation:  0.5587867995287471
		Spearman Correlation:  0.47391112149106396
		Coefficient of Determination:  0.30699916357554946
		RMSE:  0.37904067333120844
		NRMSE:  0.1015242194539195
		MAPE:  422.75711316796185
		Pearson Correlation:  0.5299315765738543
		Spearman Correlation:  0.3714748445602258
		Coefficient of Determination:  0.27289143154574313
		RMSE:  0.349084005370456
		NRMSE:  0.11496262320779053
		MAPE:  2141.8730565291485

Protein:  CTNNB1
x_train_column_count:  2
x_train columns:  ['CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3748966387166963
		RMSE:  0.8500866572002603
		NRMSE:  0.167208233123576
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8495839638322671
		RMSE:  1.0424819908687044
		NRMSE:  0.25944650229429445
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  LinearRegression
		Pearson Correlation:  0.06653317476644437
		Spearman Correlation:  0.1176880432626928
		Coefficient of Determination:  0.004426663344502146
		RMSE:  0.7233771779417462
		NRMSE:  0.1422850468020744
		MAPE:  606.7838742154084
		Pearson Correlation:  0.13956120176564737
		Spearman Correlation:  0.1409813676714467
		Coefficient of Determination:  -0.11093029862447712
		RMSE:  0.8079322447309539
		NRMSE:  0.20107320493042832
		MAPE:  216.76313143789793

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  RandomForests
		Pearson Correlation:  0.2846108698980282
		Spearman Correlation:  0.29112484755208995
		Coefficient of Determination:  0.06903793114490742
		RMSE:  0.6995103870594284
		NRMSE:  0.13759055606991116
		MAPE:  631.5545292503399
		Pearson Correlation:  0.0711397534338752
		Spearman Correlation:  0.14282184909213674
		Coefficient of Determination:  -0.1285956971281863
		RMSE:  0.8143305550615784
		NRMSE:  0.20266557702933685
		MAPE:  489.1762361982494

Protein:  CCNE1
x_train_column_count:  2
x_train columns:  ['CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4791855590206433
		RMSE:  0.8074207285197392
		NRMSE:  0.19485501569122746
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.202859557398884
		RMSE:  0.7485643095226329
		NRMSE:  0.4068306401244751
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5127968844139411
		NRMSE:  0.12375338089483821
		MAPE:  119.54577818111471
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.708057571667368e-05
		RMSE:  0.41828317133084
		NRMSE:  0.22732904598983691
		MAPE:  82.35330275987332

	Predictor:  LinearRegression
		Pearson Correlation:  0.729924711609084
		Spearman Correlation:  0.7061567494715154
		Coefficient of Determination:  0.5327900846176046
		RMSE:  0.35051079946653413
		NRMSE:  0.08458884558885396
		MAPE:  90.83614166716927
		Pearson Correlation:  0.7770270702564802
		Spearman Correlation:  0.7531411569602966
		Coefficient of Determination:  0.46747886325152765
		RMSE:  0.30523096808283556
		NRMSE:  0.16588729725859142
		MAPE:  56.09620217722176

	Predictor:  ElasticNet
		Pearson Correlation:  0.7299247116090841
		Spearman Correlation:  0.7061567494715154
		Coefficient of Determination:  0.03667931381333689
		RMSE:  0.5033045088794984
		NRMSE:  0.12146258389350059
		MAPE:  118.3815866962251
		Pearson Correlation:  0.7770270702564799
		Spearman Correlation:  0.7531411569602966
		Coefficient of Determination:  0.02245204702758996
		RMSE:  0.4135511227396713
		NRMSE:  0.22475726647409572
		MAPE:  81.34737690433269

	Predictor:  RandomForests
		Pearson Correlation:  0.8577101219397514
		Spearman Correlation:  0.7101695638315398
		Coefficient of Determination:  0.7317659742467798
		RMSE:  0.26558424714779255
		NRMSE:  0.06409350270236565
		MAPE:  67.88985778990819
		Pearson Correlation:  0.8351430823920907
		Spearman Correlation:  0.7370836679134409
		Coefficient of Determination:  0.6941548923260417
		RMSE:  0.2313188038212206
		NRMSE:  0.12571742445405715
		MAPE:  40.56267191069466

Protein:  CCND1
x_train_column_count:  2
x_train columns:  ['CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.45856423758787734
		RMSE:  0.28833360256132
		NRMSE:  0.17333782361719832
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5341468996847767
		RMSE:  0.29160473760802996
		NRMSE:  0.22560247695118987
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  LinearRegression
		Pearson Correlation:  0.4247267168184558
		Spearman Correlation:  0.39900607291610307
		Coefficient of Determination:  0.18039278397938474
		RMSE:  0.2161401081741948
		NRMSE:  0.1299371825360972
		MAPE:  532.8984814701605
		Pearson Correlation:  0.2969521452872802
		Spearman Correlation:  0.3886206223783046
		Coefficient of Determination:  0.08399442139906799
		RMSE:  0.22532540558367184
		NRMSE:  0.17432490993352096
		MAPE:  348.8366916307707

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  RandomForests
		Pearson Correlation:  0.5009246505960984
		Spearman Correlation:  0.40965593127045014
		Coefficient of Determination:  0.2468749440121255
		RMSE:  0.20718868121322256
		NRMSE:  0.12455584351109315
		MAPE:  491.2395482507021
		Pearson Correlation:  0.3225095409332167
		Spearman Correlation:  0.3839087800361473
		Coefficient of Determination:  0.09369217172592081
		RMSE:  0.22412947187967547
		NRMSE:  0.17339966568644818
		MAPE:  339.8668172258049

Protein:  ERBB2
x_train_column_count:  2
x_train columns:  ['ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10787728881134795
		RMSE:  1.034673205097243
		NRMSE:  0.18568153277771168
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04400358650048397
		RMSE:  1.0802115255265201
		NRMSE:  0.18403181176661842
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  LinearRegression
		Pearson Correlation:  0.7537853148032354
		Spearman Correlation:  0.6558063061456499
		Coefficient of Determination:  0.5681923008130128
		RMSE:  0.6459554448974096
		NRMSE:  0.1159225893970909
		MAPE:  208.2828186462034
		Pearson Correlation:  0.8100039494045673
		Spearman Correlation:  0.500599941469125
		Coefficient of Determination:  0.6330601276325525
		RMSE:  0.6404058113084755
		NRMSE:  0.10910366991643108
		MAPE:  800.5737067111248

	Predictor:  ElasticNet
		Pearson Correlation:  0.753642335970701
		Spearman Correlation:  0.6630955260861322
		Coefficient of Determination:  0.1235704048334555
		RMSE:  0.9202713245539313
		NRMSE:  0.16515107308542815
		MAPE:  380.8008514263541
		Pearson Correlation:  0.8108498416783884
		Spearman Correlation:  0.5166032582187103
		Coefficient of Determination:  0.12069548978323963
		RMSE:  0.9913510293027509
		NRMSE:  0.16889296374648635
		MAPE:  1278.4076069657146

	Predictor:  RandomForests
		Pearson Correlation:  0.8389294424186139
		Spearman Correlation:  0.6674393366047144
		Coefficient of Determination:  0.7023030045025691
		RMSE:  0.5363454470636926
		NRMSE:  0.09625207671225393
		MAPE:  280.2953308487788
		Pearson Correlation:  0.8161121853257635
		Spearman Correlation:  0.5012523821949281
		Coefficient of Determination:  0.6428254688684671
		RMSE:  0.6318268142679099
		NRMSE:  0.10764209657527811
		MAPE:  1420.7544425542162

Protein:  ERBB3
x_train_column_count:  2
x_train columns:  ['ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.22544319167926496
		RMSE:  0.49276112816642853
		NRMSE:  0.13298208544838536
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.18202543932109472
		RMSE:  0.5629306521688778
		NRMSE:  0.2077549194412726
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  LinearRegression
		Pearson Correlation:  0.41413732939149606
		Spearman Correlation:  0.45698503469565566
		Coefficient of Determination:  0.17150972759552052
		RMSE:  0.40516652442979906
		NRMSE:  0.10934281600709196
		MAPE:  181.65409597187795
		Pearson Correlation:  0.3768403602362148
		Spearman Correlation:  0.4409569798068482
		Coefficient of Determination:  0.13832976304707267
		RMSE:  0.4806312797016178
		NRMSE:  0.17738155208043202
		MAPE:  302.13924397439155

	Predictor:  ElasticNet
		Pearson Correlation:  0.41402025545880744
		Spearman Correlation:  0.4574811032948563
		Coefficient of Determination:  0.04505311002035017
		RMSE:  0.43499018578139437
		NRMSE:  0.11739136621842691
		MAPE:  209.10771780976933
		Pearson Correlation:  0.38212391915057364
		Spearman Correlation:  0.4416544727343674
		Coefficient of Determination:  0.039804617197458425
		RMSE:  0.5073659198963146
		NRMSE:  0.18724822570806457
		MAPE:  282.6400886562516

	Predictor:  RandomForests
		Pearson Correlation:  0.49379269726620445
		Spearman Correlation:  0.47011878226411286
		Coefficient of Determination:  0.24235048330361064
		RMSE:  0.38745745765908807
		NRMSE:  0.10456364716462097
		MAPE:  216.39720242867088
		Pearson Correlation:  0.4332035050690915
		Spearman Correlation:  0.44593650227107995
		Coefficient of Determination:  0.18582907647625257
		RMSE:  0.46719617614868336
		NRMSE:  0.1724231991366529
		MAPE:  360.2215328744491


Fold:  3

Protein:  RB1
x_train_column_count:  2
x_train columns:  ['RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01272330861584492
		RMSE:  0.2421068018038906
		NRMSE:  0.08854110656959135
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028050639565306845
		RMSE:  0.22197574606877257
		NRMSE:  0.15575715092466183
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  LinearRegression
		Pearson Correlation:  0.20549008280566836
		Spearman Correlation:  0.2819802454315311
		Coefficient of Determination:  0.04222617413148044
		RMSE:  0.23544695065539922
		NRMSE:  0.08610552613202137
		MAPE:  195.68258151924312
		Pearson Correlation:  0.21409658910713825
		Spearman Correlation:  0.27253457025648703
		Coefficient of Determination:  0.023470371248125454
		RMSE:  0.2190483456261663
		NRMSE:  0.1537030366323072
		MAPE:  231.77158689364336

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  RandomForests
		Pearson Correlation:  0.3152095252059186
		Spearman Correlation:  0.3523126286923159
		Coefficient of Determination:  0.09183937689922117
		RMSE:  0.22926772504859663
		NRMSE:  0.08384571571408596
		MAPE:  273.73383533728446
		Pearson Correlation:  0.22969779464652873
		Spearman Correlation:  0.2862101810314933
		Coefficient of Determination:  0.02523111481047402
		RMSE:  0.2188507776442057
		NRMSE:  0.1535644060542864
		MAPE:  236.05105884005155

Protein:  CDH1
x_train_column_count:  2
x_train columns:  ['CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.13712289650471754
		RMSE:  1.2526616491661007
		NRMSE:  0.19946206317730336
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.061578293423971475
		RMSE:  0.970096042376724
		NRMSE:  0.19071600723011914
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1747084136438477
		NRMSE:  0.18704952288841878
		MAPE:  547.6986763085636
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.045733924340672916
		RMSE:  0.9628293412733254
		NRMSE:  0.18928741030812832
		MAPE:  293.35791980552335

	Predictor:  LinearRegression
		Pearson Correlation:  0.6311913671046155
		Spearman Correlation:  0.601949787752189
		Coefficient of Determination:  0.3984025419073933
		RMSE:  0.9111357255334679
		NRMSE:  0.1450806862095901
		MAPE:  503.3037368248729
		Pearson Correlation:  0.6707478230465697
		Spearman Correlation:  0.47213306899088514
		Coefficient of Determination:  0.43406320486557703
		RMSE:  0.7083088750599962
		NRMSE:  0.13924996560767433
		MAPE:  251.88462492469492

	Predictor:  ElasticNet
		Pearson Correlation:  0.5887737234203038
		Spearman Correlation:  0.601949787752189
		Coefficient of Determination:  0.2630402990228359
		RMSE:  1.0084443784583796
		NRMSE:  0.160575201181233
		MAPE:  432.43133710191535
		Pearson Correlation:  0.653198692346682
		Spearman Correlation:  0.47213306899088514
		Coefficient of Determination:  0.2783157883361347
		RMSE:  0.7998569451327634
		NRMSE:  0.1572478561578979
		MAPE:  216.75087820501685

	Predictor:  RandomForests
		Pearson Correlation:  0.7255341506696129
		Spearman Correlation:  0.6201341448080985
		Coefficient of Determination:  0.5254743555827937
		RMSE:  0.8092075444164823
		NRMSE:  0.12885060100259263
		MAPE:  278.9395763351217
		Pearson Correlation:  0.7393813330136257
		Spearman Correlation:  0.4674650763382962
		Coefficient of Determination:  0.5442785883914165
		RMSE:  0.6356066538055941
		NRMSE:  0.12495707423536236
		MAPE:  181.9962239203982

Protein:  CDH2
x_train_column_count:  2
x_train columns:  ['CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032532184952558385
		RMSE:  0.38185758840977485
		NRMSE:  0.13836422509231644
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01322006783790175
		RMSE:  0.3341656221976159
		NRMSE:  0.1760731037776972
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  LinearRegression
		Pearson Correlation:  0.14262397191829065
		Spearman Correlation:  -0.002487806216282824
		Coefficient of Determination:  0.020341597365749253
		RMSE:  0.377340550380385
		NRMSE:  0.13672749850727772
		MAPE:  204.8811447005443
		Pearson Correlation:  0.1451886540719864
		Spearman Correlation:  0.23133206149702618
		Coefficient of Determination:  0.013947150404293174
		RMSE:  0.32965523283104453
		NRMSE:  0.17369656291812158
		MAPE:  675.0963371430473

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  RandomForests
		Pearson Correlation:  0.23493300907448675
		Spearman Correlation:  0.21194477216286742
		Coefficient of Determination:  0.04976239614304989
		RMSE:  0.3716312713312571
		NRMSE:  0.1346587692337333
		MAPE:  387.79228301128836
		Pearson Correlation:  -0.02522530974628973
		Spearman Correlation:  -0.1851350763201282
		Coefficient of Determination:  -0.0407518659493773
		RMSE:  0.33867526307154056
		NRMSE:  0.17844925025372552
		MAPE:  642.4010366244271

Protein:  CDH3
x_train_column_count:  2
x_train columns:  ['CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.2263418226753373e-05
		RMSE:  0.21251306884336046
		NRMSE:  0.14909431220418734
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004123239054339534
		RMSE:  0.18871613277479948
		NRMSE:  0.16414808838605816
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  LinearRegression
		Pearson Correlation:  0.30283814136290493
		Spearman Correlation:  0.33773943741990686
		Coefficient of Determination:  0.09171093986413881
		RMSE:  0.20253162635642266
		NRMSE:  0.14209156027699857
		MAPE:  362.0685498012418
		Pearson Correlation:  0.2244036246490851
		Spearman Correlation:  0.31279442387062184
		Coefficient of Determination:  0.023878292004170687
		RMSE:  0.18606620706853874
		NRMSE:  0.16184314374432554
		MAPE:  145.4298826822379

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  RandomForests
		Pearson Correlation:  0.38429063561532717
		Spearman Correlation:  0.366929487494884
		Coefficient of Determination:  0.14614884835263475
		RMSE:  0.19636853167347101
		NRMSE:  0.13776767390236222
		MAPE:  480.79342950124743
		Pearson Correlation:  0.27910731531306143
		Spearman Correlation:  0.30860684283191253
		Coefficient of Determination:  0.0655555461704449
		RMSE:  0.1820506628174801
		NRMSE:  0.15835036385874218
		MAPE:  188.00773874257487

Protein:  PTEN
x_train_column_count:  2
x_train columns:  ['PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023393971457565055
		RMSE:  0.6366126117528933
		NRMSE:  0.09954071014821253
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20813248536085016
		RMSE:  0.517654316968625
		NRMSE:  0.12376376344107133
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6292943186382643
		NRMSE:  0.09839642227163854
		MAPE:  299.798968451812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06342466003107061
		RMSE:  0.4856640113421529
		NRMSE:  0.11611533767086332
		MAPE:  95.15154235140719

	Predictor:  LinearRegression
		Pearson Correlation:  0.4072865131698381
		Spearman Correlation:  0.42638558686882855
		Coefficient of Determination:  0.16588230381004465
		RMSE:  0.5747347789582132
		NRMSE:  0.08986549588901778
		MAPE:  404.2589833986393
		Pearson Correlation:  0.39405604994294663
		Spearman Correlation:  0.41017718425416777
		Coefficient of Determination:  0.14304763798020415
		RMSE:  0.43597431013496196
		NRMSE:  0.10423523887891789
		MAPE:  124.49067922176826

	Predictor:  ElasticNet
		Pearson Correlation:  0.3655436809290258
		Spearman Correlation:  0.42194300713482924
		Coefficient of Determination:  0.0330739418851157
		RMSE:  0.618800196705614
		NRMSE:  0.09675556198977625
		MAPE:  272.931449165861
		Pearson Correlation:  0.3128306343218488
		Spearman Correlation:  0.4095686978640632
		Coefficient of Determination:  -0.02617473400520587
		RMSE:  0.47708220495463133
		NRMSE:  0.11406355017324901
		MAPE:  92.37901967981288

	Predictor:  RandomForests
		Pearson Correlation:  0.4499028394581808
		Spearman Correlation:  0.4412973672078478
		Coefficient of Determination:  0.19785587470071297
		RMSE:  0.5636117187462313
		NRMSE:  0.08812629485516868
		MAPE:  529.999627248055
		Pearson Correlation:  0.36802569178054084
		Spearman Correlation:  0.4052177336372629
		Coefficient of Determination:  0.13057248218352524
		RMSE:  0.439136210575846
		NRMSE:  0.10499120417344379
		MAPE:  127.15369103812762

Protein:  BRCA2
x_train_column_count:  2
x_train columns:  ['BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00289910117318648
		RMSE:  0.19032543678137456
		NRMSE:  0.12827584502559417
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001649424828515933
		RMSE:  0.21414907824527551
		NRMSE:  0.14729386559180924
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  LinearRegression
		Pearson Correlation:  0.041792878211025765
		Spearman Correlation:  0.01939600332719568
		Coefficient of Determination:  0.0017466446691614124
		RMSE:  0.18988410127620753
		NRMSE:  0.1279783930096026
		MAPE:  117.54169381782826
		Pearson Correlation:  -0.06902629512266369
		Spearman Correlation:  0.03567376151822342
		Coefficient of Determination:  -0.010202916830925446
		RMSE:  0.2152210295729276
		NRMSE:  0.14803116437483416
		MAPE:  114.85888676192782

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  RandomForests
		Pearson Correlation:  0.2849110177207724
		Spearman Correlation:  0.24877779152842033
		Coefficient of Determination:  0.043480422447812805
		RMSE:  0.18587250235652525
		NRMSE:  0.1252746490958707
		MAPE:  119.24195656500636
		Pearson Correlation:  -0.007658302865057336
		Spearman Correlation:  -0.1128019880749639
		Coefficient of Determination:  -0.011912642612302848
		RMSE:  0.21540307883029233
		NRMSE:  0.14815637966441225
		MAPE:  156.92480290760244

Protein:  CDKN2A
x_train_column_count:  2
x_train columns:  ['CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07669790023289091
		RMSE:  0.6927164423772558
		NRMSE:  0.16172871740223568
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04462654135164201
		RMSE:  0.6710309035955896
		NRMSE:  0.2071658496482324
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6675880639420501
		NRMSE:  0.15586198728568595
		MAPE:  307.97311558867955
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004949645588538276
		RMSE:  0.658164031136248
		NRMSE:  0.20319348928290204
		MAPE:  176.07940307985857

	Predictor:  LinearRegression
		Pearson Correlation:  0.507693343863584
		Spearman Correlation:  0.4769078997141356
		Coefficient of Determination:  0.2577525314033874
		RMSE:  0.5751523859196203
		NRMSE:  0.13428100156883177
		MAPE:  172.9755121609776
		Pearson Correlation:  0.536825509758858
		Spearman Correlation:  0.5740296013666005
		Coefficient of Determination:  0.2814813280860866
		RMSE:  0.5565203157253399
		NRMSE:  0.1718132554491494
		MAPE:  120.10925571451656

	Predictor:  ElasticNet
		Pearson Correlation:  0.5076634573044784
		Spearman Correlation:  0.4770131653521852
		Coefficient of Determination:  0.036194065040067835
		RMSE:  0.6553953583733332
		NRMSE:  0.1530153526273191
		MAPE:  297.62018520166134
		Pearson Correlation:  0.5368255097588582
		Spearman Correlation:  0.5740296013666005
		Coefficient of Determination:  0.03083138193311097
		RMSE:  0.6463409394640487
		NRMSE:  0.19954337299374786
		MAPE:  171.39601367062235

	Predictor:  RandomForests
		Pearson Correlation:  0.6245172571557215
		Spearman Correlation:  0.4954089061519607
		Coefficient of Determination:  0.3894788522073944
		RMSE:  0.5216256263174344
		NRMSE:  0.12178409280851568
		MAPE:  264.11801229845923
		Pearson Correlation:  0.6251797457998285
		Spearman Correlation:  0.5733110855363031
		Coefficient of Determination:  0.38811166296195954
		RMSE:  0.5135681488886652
		NRMSE:  0.15855273035369863
		MAPE:  124.73179501297591

Protein:  TP53
x_train_column_count:  2
x_train columns:  ['TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.043501333030021794
		RMSE:  0.4597988418920562
		NRMSE:  0.11050200478059512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10290984727382035
		RMSE:  0.4520547550562478
		NRMSE:  0.16857084713604026
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45011280589110314
		NRMSE:  0.10817419031269002
		MAPE:  382.8265287953516
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010546813555600831
		RMSE:  0.4327123127899972
		NRMSE:  0.16135806629028604
		MAPE:  261.16646791413905

	Predictor:  LinearRegression
		Pearson Correlation:  0.5053931236282689
		Spearman Correlation:  0.41983908151648314
		Coefficient of Determination:  0.2554222094107388
		RMSE:  0.3883974839700309
		NRMSE:  0.09334234173757051
		MAPE:  785.511951125836
		Pearson Correlation:  0.4439948905095552
		Spearman Correlation:  0.4119876806443971
		Coefficient of Determination:  0.17360345730876148
		RMSE:  0.3913048947996481
		NRMSE:  0.14591727410686844
		MAPE:  495.7762177532588

	Predictor:  ElasticNet
		Pearson Correlation:  0.42981494555150085
		Spearman Correlation:  0.4149155626650531
		Coefficient of Determination:  0.14923851401684607
		RMSE:  0.41516934563435764
		NRMSE:  0.09977633877297709
		MAPE:  592.0417878959264
		Pearson Correlation:  0.3568296991592001
		Spearman Correlation:  0.4284168131772217
		Coefficient of Determination:  0.10052329042227959
		RMSE:  0.40824041418264795
		NRMSE:  0.15223251538494306
		MAPE:  321.0219558000427

	Predictor:  RandomForests
		Pearson Correlation:  0.5623094510875953
		Spearman Correlation:  0.47048895812635816
		Coefficient of Determination:  0.3097778302986154
		RMSE:  0.3739519663833114
		NRMSE:  0.08987069607866173
		MAPE:  682.725921080577
		Pearson Correlation:  0.4718926826594622
		Spearman Correlation:  0.4533407801460297
		Coefficient of Determination:  0.21127649970614626
		RMSE:  0.38228162652909115
		NRMSE:  0.14255250477463507
		MAPE:  388.2496282805142

Protein:  CTNNB1
x_train_column_count:  2
x_train columns:  ['CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.43619721536848943
		RMSE:  0.9218173342266688
		NRMSE:  0.18131733560713392
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5414936126562622
		RMSE:  0.7610450185362576
		NRMSE:  0.2487969592128731
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  LinearRegression
		Pearson Correlation:  0.05178759663075274
		Spearman Correlation:  0.07970674194829598
		Coefficient of Determination:  0.002681955164789862
		RMSE:  0.7681652712541103
		NRMSE:  0.15109466389734663
		MAPE:  433.4860556646889
		Pearson Correlation:  0.21972783891735956
		Spearman Correlation:  0.26859935909425303
		Coefficient of Determination:  0.009533031869933262
		RMSE:  0.6100416416125433
		NRMSE:  0.1994317047345592
		MAPE:  1336.6191149722124

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  RandomForests
		Pearson Correlation:  0.28283871709746194
		Spearman Correlation:  0.27248155031404964
		Coefficient of Determination:  0.056911975463831976
		RMSE:  0.7469885508843376
		NRMSE:  0.14692929797095547
		MAPE:  449.58995100093125
		Pearson Correlation:  0.20590790949456775
		Spearman Correlation:  0.1399556799237513
		Coefficient of Determination:  0.026453487374958562
		RMSE:  0.6048084295659103
		NRMSE:  0.1977208897204584
		MAPE:  1426.5538436896502

Protein:  CCNE1
x_train_column_count:  2
x_train columns:  ['CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.3882525061775621
		RMSE:  0.8073510115699897
		NRMSE:  0.1948381908849554
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.2068608862157744
		RMSE:  0.7484097025916991
		NRMSE:  0.3260050104942715
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5224229806426052
		NRMSE:  0.12607644873967835
		MAPE:  105.82433067667067
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010783677474574871
		RMSE:  0.36685077747270034
		NRMSE:  0.1597990928573857
		MAPE:  133.3645349232411

	Predictor:  LinearRegression
		Pearson Correlation:  0.7311597617400973
		Spearman Correlation:  0.7252454530166649
		Coefficient of Determination:  0.5345945971878361
		RMSE:  0.3564002360438113
		NRMSE:  0.08601014456737006
		MAPE:  77.47995130978394
		Pearson Correlation:  0.6686208249928275
		Spearman Correlation:  0.6712078704223245
		Coefficient of Determination:  0.436477497449438
		RMSE:  0.27391509441277184
		NRMSE:  0.11931658945540438
		MAPE:  97.29074571714725

	Predictor:  ElasticNet
		Pearson Correlation:  0.7311550781020141
		Spearman Correlation:  0.724580992574438
		Coefficient of Determination:  0.034002727367039465
		RMSE:  0.5134642637329626
		NRMSE:  0.12391443968746835
		MAPE:  104.78887975263882
		Pearson Correlation:  0.6686208249928273
		Spearman Correlation:  0.6712078704223245
		Coefficient of Determination:  0.022439477553301668
		RMSE:  0.3607714493679508
		NRMSE:  0.1571509558600648
		MAPE:  131.9402450389214

	Predictor:  RandomForests
		Pearson Correlation:  0.8620576959955392
		Spearman Correlation:  0.7260197277689745
		Coefficient of Determination:  0.7409729273935419
		RMSE:  0.26588562094289714
		NRMSE:  0.06416623330426845
		MAPE:  55.85462183805717
		Pearson Correlation:  0.7693889488812767
		Spearman Correlation:  0.6683249776710507
		Coefficient of Determination:  0.5225628425841873
		RMSE:  0.25212646899839464
		NRMSE:  0.10982552990303378
		MAPE:  78.16212414126768

Protein:  CCND1
x_train_column_count:  2
x_train columns:  ['CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.44064885869713843
		RMSE:  0.2936537728092399
		NRMSE:  0.17653615611766113
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6507167710215811
		RMSE:  0.2694738938084911
		NRMSE:  0.2553456206196082
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  LinearRegression
		Pearson Correlation:  0.41041993626280227
		Spearman Correlation:  0.40702588796834765
		Coefficient of Determination:  0.16844452408196253
		RMSE:  0.2231013144804463
		NRMSE:  0.13412205845814423
		MAPE:  532.0448309434951
		Pearson Correlation:  0.3721019412428963
		Spearman Correlation:  0.3490592152021846
		Coefficient of Determination:  0.11233592807704806
		RMSE:  0.197608097567355
		NRMSE:  0.18724768325296826
		MAPE:  345.7158784675023

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  RandomForests
		Pearson Correlation:  0.48699822442771834
		Spearman Correlation:  0.43302356100040734
		Coefficient of Determination:  0.2329800130729628
		RMSE:  0.21426925304637665
		NRMSE:  0.12881247853601416
		MAPE:  532.0829627883396
		Pearson Correlation:  0.3682241478957792
		Spearman Correlation:  0.3545397794492318
		Coefficient of Determination:  0.12538407752351843
		RMSE:  0.19615035827191662
		NRMSE:  0.18586637191391944
		MAPE:  242.12255902019984

Protein:  ERBB2
x_train_column_count:  2
x_train columns:  ['ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08695701084953744
		RMSE:  1.023008454816054
		NRMSE:  0.1742863272085548
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1111491455026472
		RMSE:  1.1242523174677488
		NRMSE:  0.20280184671833265
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865388
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792788993

	Predictor:  LinearRegression
		Pearson Correlation:  0.7577714831756106
		Spearman Correlation:  0.6100374255569257
		Coefficient of Determination:  0.5742176207141645
		RMSE:  0.6402754959744398
		NRMSE:  0.10908146855451553
		MAPE:  317.38426815975174
		Pearson Correlation:  0.7896049001679222
		Spearman Correlation:  0.6822013768273945
		Coefficient of Determination:  0.6161032986933295
		RMSE:  0.6608224721923279
		NRMSE:  0.11920457323622338
		MAPE:  140.9130631786232

	Predictor:  ElasticNet
		Pearson Correlation:  0.757630742403632
		Spearman Correlation:  0.6175542476381123
		Coefficient of Determination:  0.11558711492132345
		RMSE:  0.922785091803486
		NRMSE:  0.1572116278180292
		MAPE:  571.3407183590255
		Pearson Correlation:  0.7901604979795926
		Spearman Correlation:  0.693151651706485
		Coefficient of Determination:  0.13519455858328966
		RMSE:  0.9918290399756333
		NRMSE:  0.17891425066304087
		MAPE:  255.96928826626169

	Predictor:  RandomForests
		Pearson Correlation:  0.819999050484025
		Spearman Correlation:  0.6221160255281639
		Coefficient of Determination:  0.670233501848126
		RMSE:  0.5634771446431789
		NRMSE:  0.09599760543863893
		MAPE:  549.6016379139869
		Pearson Correlation:  0.8604407371645878
		Spearman Correlation:  0.6851291397706071
		Coefficient of Determination:  0.7380335646767575
		RMSE:  0.5458840920255202
		NRMSE:  0.09847104625613685
		MAPE:  202.52741537438453

Protein:  ERBB3
x_train_column_count:  2
x_train columns:  ['ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19951943522205973
		RMSE:  0.4939516163098853
		NRMSE:  0.17910620018705933
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27774471248359456
		RMSE:  0.5592204608326292
		NRMSE:  0.15547938022732444
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  LinearRegression
		Pearson Correlation:  0.4155168149349653
		Spearman Correlation:  0.4488994615192051
		Coefficient of Determination:  0.1726542234936983
		RMSE:  0.41022704953773176
		NRMSE:  0.14874778344799855
		MAPE:  207.48876867550993
		Pearson Correlation:  0.39288858580380803
		Spearman Correlation:  0.4288257958328658
		Coefficient of Determination:  0.12949497157397416
		RMSE:  0.4615796450969211
		NRMSE:  0.12833242374280146
		MAPE:  147.58872462952607

	Predictor:  ElasticNet
		Pearson Correlation:  0.41183478053528383
		Spearman Correlation:  0.4548855783210745
		Coefficient of Determination:  0.04755145498089686
		RMSE:  0.4401508325951001
		NRMSE:  0.15959810745071382
		MAPE:  228.9864985313079
		Pearson Correlation:  0.3951794335303434
		Spearman Correlation:  0.4259180289031036
		Coefficient of Determination:  0.025392691162460124
		RMSE:  0.48840020639274356
		NRMSE:  0.1357893115709303
		MAPE:  155.3064269485719

	Predictor:  RandomForests
		Pearson Correlation:  0.4999772787130883
		Spearman Correlation:  0.47145580278027005
		Coefficient of Determination:  0.24936566604040078
		RMSE:  0.39074639408774725
		NRMSE:  0.14168412364895636
		MAPE:  239.36369085083874
		Pearson Correlation:  0.40632927276753494
		Spearman Correlation:  0.4286995163716889
		Coefficient of Determination:  0.13799826967697426
		RMSE:  0.45931970330957334
		NRMSE:  0.1277040948938829
		MAPE:  166.28304846884032


Fold:  4

Protein:  RB1
x_train_column_count:  2
x_train columns:  ['RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0017653619110491459
		RMSE:  0.25173274438657
		NRMSE:  0.09206141909982812
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11040193949010524
		RMSE:  0.1737457828578019
		NRMSE:  0.1664678101960314
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  LinearRegression
		Pearson Correlation:  0.20060692894164195
		Spearman Correlation:  0.2604016377206075
		Coefficient of Determination:  0.04024313993939688
		RMSE:  0.24639807895111004
		NRMSE:  0.0901104735777904
		MAPE:  268.474584573076
		Pearson Correlation:  0.30196901578070473
		Spearman Correlation:  0.3648499357847355
		Coefficient of Determination:  0.0002383205805432942
		RMSE:  0.16486270055052632
		NRMSE:  0.15795682802909433
		MAPE:  110.55468116716204

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  RandomForests
		Pearson Correlation:  0.33587973872955107
		Spearman Correlation:  0.36911122268200713
		Coefficient of Determination:  0.09983840079293904
		RMSE:  0.23862555200044613
		NRMSE:  0.08726797542438786
		MAPE:  320.43761060518545
		Pearson Correlation:  0.24547585772582137
		Spearman Correlation:  0.34021236661701987
		Coefficient of Determination:  -0.038688053316477955
		RMSE:  0.16804157162155683
		NRMSE:  0.16100254054876484
		MAPE:  112.68516338634271

Protein:  CDH1
x_train_column_count:  2
x_train columns:  ['CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1648542010437435
		RMSE:  1.2077311247232185
		NRMSE:  0.19230774891296748
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01787767410405383
		RMSE:  1.1768276141426715
		NRMSE:  0.21349508619837296
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.119011303751291
		NRMSE:  0.17818083878718685
		MAPE:  552.7314487209006
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06543533401046742
		RMSE:  1.204005869039757
		NRMSE:  0.21842565020132743
		MAPE:  371.74257556440244

	Predictor:  LinearRegression
		Pearson Correlation:  0.6283561737259781
		Spearman Correlation:  0.6043608023599538
		Coefficient of Determination:  0.39483148105955135
		RMSE:  0.8705077411210568
		NRMSE:  0.1386114679661566
		MAPE:  525.2992992842646
		Pearson Correlation:  0.6594828350563265
		Spearman Correlation:  0.4286861432187434
		Coefficient of Determination:  0.40975344237495814
		RMSE:  0.8961522253801608
		NRMSE:  0.1625761448024674
		MAPE:  266.14079405117417

	Predictor:  ElasticNet
		Pearson Correlation:  0.5801534320303804
		Spearman Correlation:  0.6043608023599538
		Coefficient of Determination:  0.25440222149270286
		RMSE:  0.9662439246943744
		NRMSE:  0.153855597702999
		MAPE:  446.3202265562293
		Pearson Correlation:  0.6690233586069363
		Spearman Correlation:  0.4286861432187434
		Coefficient of Determination:  0.22097703235327792
		RMSE:  1.0295327993623256
		NRMSE:  0.18677348415556866
		MAPE:  280.02077765988133

	Predictor:  RandomForests
		Pearson Correlation:  0.7170868613481379
		Spearman Correlation:  0.6164999574023463
		Coefficient of Determination:  0.5134008218156312
		RMSE:  0.7805849239532742
		NRMSE:  0.12429300403701699
		MAPE:  350.21685279617446
		Pearson Correlation:  0.7534410121952042
		Spearman Correlation:  0.4433914078848621
		Coefficient of Determination:  0.5171438694520781
		RMSE:  0.810539027555178
		NRMSE:  0.14704456071172636
		MAPE:  167.69272835039988

Protein:  CDH2
x_train_column_count:  2
x_train columns:  ['CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011628294333081435
		RMSE:  0.38156283556505555
		NRMSE:  0.1382574228440668
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.013534078125908788
		RMSE:  0.33551468363995024
		NRMSE:  0.17308132332546644
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  LinearRegression
		Pearson Correlation:  0.12726667220597057
		Spearman Correlation:  0.07119849272849263
		Coefficient of Determination:  0.01619680585438199
		RMSE:  0.37627875453652904
		NRMSE:  0.1363427619887416
		MAPE:  647.1392020301223
		Pearson Correlation:  0.20599048693772698
		Spearman Correlation:  -0.07145475629371938
		Coefficient of Determination:  -0.01867412055318085
		RMSE:  0.3363643732494896
		NRMSE:  0.17351965109234532
		MAPE:  149.99280153684538

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  RandomForests
		Pearson Correlation:  0.20068017063291904
		Spearman Correlation:  0.19591540058773488
		Coefficient of Determination:  0.035911956927223376
		RMSE:  0.37248941165378463
		NRMSE:  0.13496971217254317
		MAPE:  884.409767131594
		Pearson Correlation:  0.13975849733951237
		Spearman Correlation:  -0.007879855739278996
		Coefficient of Determination:  -0.03649031714906359
		RMSE:  0.33929306149406074
		NRMSE:  0.1750304679408922
		MAPE:  184.58079283105226

Protein:  CDH3
x_train_column_count:  2
x_train columns:  ['CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006306553616452382
		RMSE:  0.206558346691537
		NRMSE:  0.1472115018398285
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056823148221427866
		RMSE:  0.21361844422784051
		NRMSE:  0.19012980777528213
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  LinearRegression
		Pearson Correlation:  0.25979163381132686
		Spearman Correlation:  0.33119749144119476
		Coefficient of Determination:  0.06749169299835867
		RMSE:  0.1988400908643275
		NRMSE:  0.14171079925333716
		MAPE:  172.2514575740799
		Pearson Correlation:  0.40672511917214177
		Spearman Correlation:  0.3183905036222397
		Coefficient of Determination:  0.03883447609789603
		RMSE:  0.20372141380738007
		NRMSE:  0.18132101554673624
		MAPE:  583.080741899769

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  RandomForests
		Pearson Correlation:  0.3661650806172687
		Spearman Correlation:  0.35439273671084043
		Coefficient of Determination:  0.13219300783029397
		RMSE:  0.19181791710406904
		NRMSE:  0.13670618548688587
		MAPE:  233.9258036788603
		Pearson Correlation:  0.3409632548764403
		Spearman Correlation:  0.30228083799903893
		Coefficient of Determination:  0.027424343098695014
		RMSE:  0.20492704927339866
		NRMSE:  0.18239408412108035
		MAPE:  815.7562828804256

Protein:  PTEN
x_train_column_count:  2
x_train columns:  ['PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04663541191913323
		RMSE:  0.5747314783713694
		NRMSE:  0.11117523181123673
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02346833201832421
		RMSE:  0.7542692946958974
		NRMSE:  0.11793750210239971
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  LinearRegression
		Pearson Correlation:  0.39878139984580147
		Spearman Correlation:  0.4180860156644668
		Coefficient of Determination:  0.15902660486297693
		RMSE:  0.5151792949664966
		NRMSE:  0.09965554297556806
		MAPE:  256.24798471700336
		Pearson Correlation:  0.45693850315452994
		Spearman Correlation:  0.4803975111909126
		Coefficient of Determination:  0.17119066649265402
		RMSE:  0.6787604679974605
		NRMSE:  0.10613094644632327
		MAPE:  583.33443262178

	Predictor:  ElasticNet
		Pearson Correlation:  0.39770673577924787
		Spearman Correlation:  0.4125541754874478
		Coefficient of Determination:  0.022875863298735255
		RMSE:  0.5553185009998366
		NRMSE:  0.1074200133472293
		MAPE:  255.34051456144576
		Pearson Correlation:  0.43523300472586723
		Spearman Correlation:  0.4688213069988404
		Coefficient of Determination:  0.0164627947309528
		RMSE:  0.7394088092038386
		NRMSE:  0.11561391747382356
		MAPE:  368.679731963499

	Predictor:  RandomForests
		Pearson Correlation:  0.4478237093284196
		Spearman Correlation:  0.4392056931844835
		Coefficient of Determination:  0.19412017651037705
		RMSE:  0.5043156127290602
		NRMSE:  0.09755408788476096
		MAPE:  267.2985539429079
		Pearson Correlation:  0.43694710197252795
		Spearman Correlation:  0.47224052214471246
		Coefficient of Determination:  0.1541743166419286
		RMSE:  0.685692908536918
		NRMSE:  0.10721490243716957
		MAPE:  505.48158517052127

Protein:  BRCA2
x_train_column_count:  2
x_train columns:  ['BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015699866052385492
		RMSE:  0.1919477679021074
		NRMSE:  0.12365776640496533
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0014129332580739007
		RMSE:  0.2082543553514594
		NRMSE:  0.20232423210836328
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  LinearRegression
		Pearson Correlation:  0.031355400239228316
		Spearman Correlation:  0.022070337100895607
		Coefficient of Determination:  0.0009831611241620797
		RMSE:  0.1917029603855912
		NRMSE:  0.12350005500762842
		MAPE:  112.56460310840531
		Pearson Correlation:  -0.15046217289321676
		Spearman Correlation:  -0.17513185949949503
		Coefficient of Determination:  -0.009292734561542115
		RMSE:  0.20907209366483526
		NRMSE:  0.20311868500727212
		MAPE:  147.09577718569935

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  RandomForests
		Pearson Correlation:  0.29655276349912
		Spearman Correlation:  0.22726838369478033
		Coefficient of Determination:  0.043457546176612016
		RMSE:  0.1875834591496981
		NRMSE:  0.12084616469621395
		MAPE:  118.91691027594236
		Pearson Correlation:  -0.017904957737888395
		Spearman Correlation:  -0.025811139021213243
		Coefficient of Determination:  -0.009008578168265391
		RMSE:  0.20904266050231404
		NRMSE:  0.20309008996542738
		MAPE:  117.9011717023568

Protein:  CDKN2A
x_train_column_count:  2
x_train columns:  ['CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06343046233027927
		RMSE:  0.6950010485750925
		NRMSE:  0.15711564339891315
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10006794882547432
		RMSE:  0.6614783461565592
		NRMSE:  0.1993004959796804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6739550183850767
		NRMSE:  0.1523578655781794
		MAPE:  281.71125082022354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0022276354551518107
		RMSE:  0.6313774446715202
		NRMSE:  0.19023122768048215
		MAPE:  197.14658329930893

	Predictor:  LinearRegression
		Pearson Correlation:  0.5089221041870784
		Spearman Correlation:  0.5041911579291467
		Coefficient of Determination:  0.2590017081302034
		RMSE:  0.5801489558247752
		NRMSE:  0.13115156681920992
		MAPE:  149.9393097274552
		Pearson Correlation:  0.5446033666939744
		Spearman Correlation:  0.4884824000299256
		Coefficient of Determination:  0.2777407009263906
		RMSE:  0.5359847673250289
		NRMSE:  0.16148983649443474
		MAPE:  114.82947426453742

	Predictor:  ElasticNet
		Pearson Correlation:  0.5089092587161527
		Spearman Correlation:  0.5043429685491743
		Coefficient of Determination:  0.037163054596823675
		RMSE:  0.6613133420180523
		NRMSE:  0.1495000208020916
		MAPE:  271.1427747808473
		Pearson Correlation:  0.5446033666939746
		Spearman Correlation:  0.4884824000299256
		Coefficient of Determination:  0.03400642578349122
		RMSE:  0.619859119380289
		NRMSE:  0.186760807285414
		MAPE:  190.37084461363898

	Predictor:  RandomForests
		Pearson Correlation:  0.6315021316579708
		Spearman Correlation:  0.5175085850702341
		Coefficient of Determination:  0.39829848360987263
		RMSE:  0.5227830094552866
		NRMSE:  0.11818311505714627
		MAPE:  286.8091880382585
		Pearson Correlation:  0.6229828385819468
		Spearman Correlation:  0.48235825210423916
		Coefficient of Determination:  0.3606879562454919
		RMSE:  0.5042690563417233
		NRMSE:  0.1519340332454725
		MAPE:  126.41263181421061

Protein:  TP53
x_train_column_count:  2
x_train columns:  ['TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04782361373877353
		RMSE:  0.460756629216985
		NRMSE:  0.11073218678610552
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07696826201632412
		RMSE:  0.4481222561682025
		NRMSE:  0.1422068596624151
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4501191620264231
		NRMSE:  0.10817571786263473
		MAPE:  418.8529054417374
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002447694094247499
		RMSE:  0.4323405014905614
		NRMSE:  0.13719868668778923
		MAPE:  185.65040333639752

	Predictor:  LinearRegression
		Pearson Correlation:  0.4860893149117717
		Spearman Correlation:  0.4243656276327849
		Coefficient of Determination:  0.2362828220713954
		RMSE:  0.3933632479692207
		NRMSE:  0.09453574813006986
		MAPE:  828.1545630718925
		Pearson Correlation:  0.5182851011843874
		Spearman Correlation:  0.3708300602251899
		Coefficient of Determination:  0.2663495972611567
		RMSE:  0.3698619384945789
		NRMSE:  0.11737177535369982
		MAPE:  312.66501479205846

	Predictor:  ElasticNet
		Pearson Correlation:  0.4119426893595013
		Spearman Correlation:  0.4248365487997839
		Coefficient of Determination:  0.13670242839758706
		RMSE:  0.41822285395132747
		NRMSE:  0.100510178791475
		MAPE:  628.3146304155263
		Pearson Correlation:  0.4171869649733271
		Spearman Correlation:  0.3702265614284468
		Coefficient of Determination:  0.1402908645691523
		RMSE:  0.40037857747909156
		NRMSE:  0.12705590806013314
		MAPE:  189.06293953118615

	Predictor:  RandomForests
		Pearson Correlation:  0.5433299028550151
		Spearman Correlation:  0.47716216341157186
		Coefficient of Determination:  0.28875859293730977
		RMSE:  0.3796085782752249
		NRMSE:  0.09123013176525473
		MAPE:  734.2104172925882
		Pearson Correlation:  0.573766741233823
		Spearman Correlation:  0.4235391959329385
		Coefficient of Determination:  0.3114762468831195
		RMSE:  0.35830636664522525
		NRMSE:  0.11370473681303161
		MAPE:  259.9091372224781

Protein:  CTNNB1
x_train_column_count:  2
x_train columns:  ['CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6170193939500923
		RMSE:  0.9046651382507068
		NRMSE:  0.21849703851094263
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09478783275970826
		RMSE:  0.8396248247596424
		NRMSE:  0.17652527641906535
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  LinearRegression
		Pearson Correlation:  0.10843630357153901
		Spearman Correlation:  0.1359617506577901
		Coefficient of Determination:  0.011758431932259117
		RMSE:  0.7072318312612121
		NRMSE:  0.17081244113158445
		MAPE:  573.7039748296245
		Pearson Correlation:  -0.09138017300424382
		Spearman Correlation:  0.03373358770059477
		Coefficient of Determination:  -0.1681635116379343
		RMSE:  0.8673055149001679
		NRMSE:  0.18234494888995204
		MAPE:  970.4637210419448

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  RandomForests
		Pearson Correlation:  0.27073272495551043
		Spearman Correlation:  0.25332746502304954
		Coefficient of Determination:  0.05488063472280302
		RMSE:  0.6916295995789115
		NRMSE:  0.16704415022193786
		MAPE:  598.8045248717256
		Pearson Correlation:  0.07267382808851819
		Spearman Correlation:  0.13823949839064295
		Coefficient of Determination:  -0.133416084696651
		RMSE:  0.8543089877843627
		NRMSE:  0.17961251950726656
		MAPE:  916.3275962998433

Protein:  CCNE1
x_train_column_count:  2
x_train columns:  ['CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4688329016852353
		RMSE:  0.7931748470731899
		NRMSE:  0.19141705409976348
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.186170633384966
		RMSE:  0.8069776954058596
		NRMSE:  0.32929800677624244
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5048043460690237
		NRMSE:  0.12182453992060809
		MAPE:  103.07374645056161
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01570191691728584
		RMSE:  0.4556277343037054
		NRMSE:  0.18592497115143453
		MAPE:  142.6844229696492

	Predictor:  LinearRegression
		Pearson Correlation:  0.7284683731401493
		Spearman Correlation:  0.7111124100209031
		Coefficient of Determination:  0.5306661706654558
		RMSE:  0.34583107511272226
		NRMSE:  0.08345948671784209
		MAPE:  76.12249959628303
		Pearson Correlation:  0.8235508887291155
		Spearman Correlation:  0.7249192633324606
		Coefficient of Determination:  0.4773065355083248
		RMSE:  0.32685155153597323
		NRMSE:  0.13337613300251908
		MAPE:  111.11785800324701

	Predictor:  ElasticNet
		Pearson Correlation:  0.7284659471489123
		Spearman Correlation:  0.7105645817584747
		Coefficient of Determination:  0.03609851240051165
		RMSE:  0.495609258133238
		NRMSE:  0.11960548739851774
		MAPE:  101.98356781651003
		Pearson Correlation:  0.8235508887291157
		Spearman Correlation:  0.7249192633324606
		Coefficient of Determination:  0.006382326787262915
		RMSE:  0.4506471924042329
		NRMSE:  0.18389259463161386
		MAPE:  141.54779063373678

	Predictor:  RandomForests
		Pearson Correlation:  0.8558319038801104
		Spearman Correlation:  0.7158571558170889
		Coefficient of Determination:  0.7288377951807345
		RMSE:  0.26286796528567175
		NRMSE:  0.06343798182437718
		MAPE:  55.5244048092431
		Pearson Correlation:  0.8456838474620257
		Spearman Correlation:  0.7088274541368929
		Coefficient of Determination:  0.7022821756292825
		RMSE:  0.24667744086523613
		NRMSE:  0.10066001830785773
		MAPE:  69.87901290517232

Protein:  CCND1
x_train_column_count:  2
x_train columns:  ['CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47371951525638445
		RMSE:  0.2917253166285864
		NRMSE:  0.18637975276867558
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47112550847095647
		RMSE:  0.27775626016480953
		NRMSE:  0.17517423067911803
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  LinearRegression
		Pearson Correlation:  0.3685130012930123
		Spearman Correlation:  0.3770817368013094
		Coefficient of Determination:  0.1358018321219837
		RMSE:  0.22339496125150415
		NRMSE:  0.14272432070348204
		MAPE:  535.7883211967126
		Pearson Correlation:  0.601289204395813
		Spearman Correlation:  0.49870696642102774
		Coefficient of Determination:  0.2640304431782867
		RMSE:  0.19645763795204482
		NRMSE:  0.12390113392535623
		MAPE:  466.48624547544284

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  RandomForests
		Pearson Correlation:  0.4536960474814516
		Spearman Correlation:  0.39958941232777434
		Coefficient of Determination:  0.2019813527443235
		RMSE:  0.2146709224136968
		NRMSE:  0.1371506385132421
		MAPE:  504.6727797801616
		Pearson Correlation:  0.5244663896500243
		Spearman Correlation:  0.5018856606099847
		Coefficient of Determination:  0.2568204270681399
		RMSE:  0.1974176032612837
		NRMSE:  0.12450656108809517
		MAPE:  425.3854561538555

Protein:  ERBB2
x_train_column_count:  2
x_train columns:  ['ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06177154229692228
		RMSE:  1.0106646016782141
		NRMSE:  0.1721833486682819
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.26989975035857605
		RMSE:  1.1682171872252598
		NRMSE:  0.21036071365744585
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9808249714864398
		NRMSE:  0.1670996765569688
		MAPE:  529.9728174248761
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556425
		RMSE:  1.07776630779691
		NRMSE:  0.19407323581894154
		MAPE:  193.8969179437583

	Predictor:  LinearRegression
		Pearson Correlation:  0.7682081923909599
		Spearman Correlation:  0.6162165032172298
		Coefficient of Determination:  0.590143826856586
		RMSE:  0.6279242487374764
		NRMSE:  0.10697723030776299
		MAPE:  241.54847020287784
		Pearson Correlation:  0.7616187596336661
		Spearman Correlation:  0.6420536940037835
		Coefficient of Determination:  0.5262982087977873
		RMSE:  0.713495742528176
		NRMSE:  0.128479083539485
		MAPE:  138.43731356115447

	Predictor:  ElasticNet
		Pearson Correlation:  0.7679926094943187
		Spearman Correlation:  0.6238582415521245
		Coefficient of Determination:  0.1255394977233607
		RMSE:  0.9171948622220906
		NRMSE:  0.156259240203433
		MAPE:  494.58396559837263
		Pearson Correlation:  0.7633533110364072
		Spearman Correlation:  0.67230847305938
		Coefficient of Determination:  0.05393946327245469
		RMSE:  1.008319894481971
		NRMSE:  0.1815680294021628
		MAPE:  181.7881291596889

	Predictor:  RandomForests
		Pearson Correlation:  0.837912110164944
		Spearman Correlation:  0.6242468308358713
		Coefficient of Determination:  0.7012149842957249
		RMSE:  0.5361310018094477
		NRMSE:  0.09133873993721106
		MAPE:  438.3412943231485
		Pearson Correlation:  0.7903040042412042
		Spearman Correlation:  0.6588300179349611
		Coefficient of Determination:  0.5700413694558568
		RMSE:  0.6797546826519252
		NRMSE:  0.12240333537147066
		MAPE:  216.94371412894742

Protein:  ERBB3
x_train_column_count:  2
x_train columns:  ['ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20254353309139272
		RMSE:  0.523865801474932
		NRMSE:  0.14324270860276114
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.287905849531515
		RMSE:  0.4364451552160674
		NRMSE:  0.21482088883335748
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  LinearRegression
		Pearson Correlation:  0.4273351658974776
		Spearman Correlation:  0.4720962329906372
		Coefficient of Determination:  0.18261534401262447
		RMSE:  0.4318996827136457
		NRMSE:  0.11809604716015458
		MAPE:  214.16240623612245
		Pearson Correlation:  0.3214455561385766
		Spearman Correlation:  0.3196972530829562
		Coefficient of Determination:  0.05426262057332676
		RMSE:  0.3740011144567562
		NRMSE:  0.1840855623485882
		MAPE:  195.28806863141347

	Predictor:  ElasticNet
		Pearson Correlation:  0.4247436800277297
		Spearman Correlation:  0.47559620013365334
		Coefficient of Determination:  0.052293998830256094
		RMSE:  0.4650572936414082
		NRMSE:  0.12716246452642826
		MAPE:  228.96221396898238
		Pearson Correlation:  0.32037558123944104
		Spearman Correlation:  0.3203655905933989
		Coefficient of Determination:  0.04457551775447022
		RMSE:  0.3759116643926464
		NRMSE:  0.18502594633609118
		MAPE:  211.72148713759594

	Predictor:  RandomForests
		Pearson Correlation:  0.5017575914848379
		Spearman Correlation:  0.4921605147487151
		Coefficient of Determination:  0.2503000193256526
		RMSE:  0.41363129949439237
		NRMSE:  0.11310085051484675
		MAPE:  238.28030543478857
		Pearson Correlation:  0.4041323955475392
		Spearman Correlation:  0.32032765592468015
		Coefficient of Determination:  0.13857368373267354
		RMSE:  0.3569412060034264
		NRMSE:  0.1756885744256825
		MAPE:  237.4408613379951


Fold:  5

Protein:  RB1
x_train_column_count:  2
x_train columns:  ['RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00018503513771928048
		RMSE:  0.23392670305630597
		NRMSE:  0.11556330212293363
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12340187398900859
		RMSE:  0.2547692202160761
		NRMSE:  0.12845593258580365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  LinearRegression
		Pearson Correlation:  0.20085496902715008
		Spearman Correlation:  0.2752781534619621
		Coefficient of Determination:  0.04034271858289751
		RMSE:  0.2291383097824755
		NRMSE:  0.11319776398061263
		MAPE:  189.7845976587257
		Pearson Correlation:  0.20388375085778995
		Spearman Correlation:  0.27589122058878546
		Coefficient of Determination:  -0.05165042013578813
		RMSE:  0.2464989567972049
		NRMSE:  0.12428602383740642
		MAPE:  398.8345770216967

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  RandomForests
		Pearson Correlation:  0.31485917689054416
		Spearman Correlation:  0.35980883320861423
		Coefficient of Determination:  0.09143497772665987
		RMSE:  0.22295521264550094
		NRMSE:  0.11014322119793744
		MAPE:  211.11353689620057
		Pearson Correlation:  0.21073876889670415
		Spearman Correlation:  0.23734088200910924
		Coefficient of Determination:  -0.048930325756177284
		RMSE:  0.24617996555346097
		NRMSE:  0.12412518683493384
		MAPE:  529.0963669136031

Protein:  CDH1
x_train_column_count:  2
x_train columns:  ['CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10476316856458312
		RMSE:  1.1835893765747125
		NRMSE:  0.18846364392451076
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19786466090973764
		RMSE:  1.2714981376898562
		NRMSE:  0.2500438806886504
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1260727912856485
		NRMSE:  0.17930524366829853
		MAPE:  266.31463004312263
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01718399286470018
		RMSE:  1.1716869980595492
		NRMSE:  0.23041572398960675
		MAPE:  1066.779337530299

	Predictor:  LinearRegression
		Pearson Correlation:  0.6708049982918738
		Spearman Correlation:  0.5863907407236872
		Coefficient of Determination:  0.44997934573336096
		RMSE:  0.8351336136424325
		NRMSE:  0.1329788245027917
		MAPE:  239.97315127050155
		Pearson Correlation:  0.4947900491430656
		Spearman Correlation:  0.5419893016122396
		Coefficient of Determination:  0.23097867498219748
		RMSE:  1.0187814848685817
		NRMSE:  0.20034640122486908
		MAPE:  1057.7388099624375

	Predictor:  ElasticNet
		Pearson Correlation:  0.6341139686734713
		Spearman Correlation:  0.5863907407236872
		Coefficient of Determination:  0.30223363684820337
		RMSE:  0.9406357484043488
		NRMSE:  0.14977799248500823
		MAPE:  201.25754639649074
		Pearson Correlation:  0.4449439762327003
		Spearman Correlation:  0.5419893016122396
		Coefficient of Determination:  0.1618508310411002
		RMSE:  1.0635857535973325
		NRMSE:  0.20915729358268914
		MAPE:  830.8535765410248

	Predictor:  RandomForests
		Pearson Correlation:  0.752527698805492
		Spearman Correlation:  0.5997030844442153
		Coefficient of Determination:  0.5655603073095317
		RMSE:  0.7422175409284361
		NRMSE:  0.11818374270380497
		MAPE:  167.71007551694782
		Pearson Correlation:  0.6207617657985194
		Spearman Correlation:  0.5415000057010412
		Coefficient of Determination:  0.37224542865460575
		RMSE:  0.9204639713007754
		NRMSE:  0.18101197052187282
		MAPE:  664.1049782598297

Protein:  CDH2
x_train_column_count:  2
x_train columns:  ['CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0016678089051440637
		RMSE:  0.3594357673583712
		NRMSE:  0.1765314902796381
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02548752338232485
		RMSE:  0.4223734458481898
		NRMSE:  0.15794680397441796
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  LinearRegression
		Pearson Correlation:  0.13779348913082884
		Spearman Correlation:  0.08045708714407543
		Coefficient of Determination:  0.01898704564684761
		RMSE:  0.35571059757383505
		NRMSE:  0.1747019289690266
		MAPE:  223.6057699793705
		Pearson Correlation:  0.15378835582174152
		Spearman Correlation:  -0.1015076266632875
		Coefficient of Determination:  0.003933247704367537
		RMSE:  0.4162705035251315
		NRMSE:  0.1556646050240755
		MAPE:  219.4431412490483

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  RandomForests
		Pearson Correlation:  0.22253682981851214
		Spearman Correlation:  0.23318569533283007
		Coefficient of Determination:  0.045045055903606745
		RMSE:  0.3509545471997903
		NRMSE:  0.17236606610666974
		MAPE:  516.5377300569406
		Pearson Correlation:  0.026217908489947494
		Spearman Correlation:  0.015572765713213336
		Coefficient of Determination:  -0.029644558126573406
		RMSE:  0.42322867092265415
		NRMSE:  0.1582666159051116
		MAPE:  420.9054738110474

Protein:  CDH3
x_train_column_count:  2
x_train columns:  ['CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011481892643820935
		RMSE:  0.2038847376288621
		NRMSE:  0.14304087222095618
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026977014897064944
		RMSE:  0.22369326249691865
		NRMSE:  0.20181818899206835
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  LinearRegression
		Pearson Correlation:  0.29134736531777045
		Spearman Correlation:  0.340226826258159
		Coefficient of Determination:  0.08488328727760619
		RMSE:  0.1949277980846216
		NRMSE:  0.13675688814378234
		MAPE:  331.6915253979446
		Pearson Correlation:  0.2659003010342307
		Spearman Correlation:  0.2940460604246936
		Coefficient of Determination:  0.0663678352834659
		RMSE:  0.21585186059783473
		NRMSE:  0.19474360161841475
		MAPE:  122.57887592000753

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  RandomForests
		Pearson Correlation:  0.3697002386602205
		Spearman Correlation:  0.3702285475555668
		Coefficient of Determination:  0.13532228695214488
		RMSE:  0.18947969027848924
		NRMSE:  0.13293462022119973
		MAPE:  428.8692666441503
		Pearson Correlation:  0.33392383751857757
		Spearman Correlation:  0.2896321859679133
		Coefficient of Determination:  0.1080813307623334
		RMSE:  0.21097476953916952
		NRMSE:  0.190343443678822
		MAPE:  147.6576392773054

Protein:  PTEN
x_train_column_count:  2
x_train columns:  ['PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05240378988513572
		RMSE:  0.5837468026637292
		NRMSE:  0.09127461538014686
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011774083334460839
		RMSE:  0.7259408088203396
		NRMSE:  0.14042494754339593
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5690275755039937
		NRMSE:  0.08897311789601967
		MAPE:  304.4741530818047
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005181468299075398
		RMSE:  0.7235718660416283
		NRMSE:  0.13996670265429206
		MAPE:  391.1377632658283

	Predictor:  LinearRegression
		Pearson Correlation:  0.4104787973032004
		Spearman Correlation:  0.4294724284369952
		Coefficient of Determination:  0.16849284303548206
		RMSE:  0.5188792564179012
		NRMSE:  0.08113192970336974
		MAPE:  331.44722071134805
		Pearson Correlation:  0.4107851156492474
		Spearman Correlation:  0.4342123966633
		Coefficient of Determination:  0.16313502873870145
		RMSE:  0.660217650275519
		NRMSE:  0.12771155413871849
		MAPE:  278.9418873604839

	Predictor:  ElasticNet
		Pearson Correlation:  0.33171248041036194
		Spearman Correlation:  0.4257688658695016
		Coefficient of Determination:  0.03156345131364002
		RMSE:  0.5599753357148369
		NRMSE:  0.08755771022044202
		MAPE:  287.15820932104185
		Pearson Correlation:  0.3017326894888323
		Spearman Correlation:  0.43622738438135145
		Coefficient of Determination:  0.013940710567653225
		RMSE:  0.7166563445710845
		NRMSE:  0.13862897411232677
		MAPE:  390.52261188702005

	Predictor:  RandomForests
		Pearson Correlation:  0.4466690553755365
		Spearman Correlation:  0.4428356386057776
		Coefficient of Determination:  0.19585657736412887
		RMSE:  0.5102700403029308
		NRMSE:  0.07978579318316484
		MAPE:  452.43953537742954
		Pearson Correlation:  0.4051842265932541
		Spearman Correlation:  0.42716816404129
		Coefficient of Determination:  0.15737519783928322
		RMSE:  0.6624857707957034
		NRMSE:  0.1281502961149225
		MAPE:  396.73535886051974

Protein:  BRCA2
x_train_column_count:  2
x_train columns:  ['BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00015423459462815536
		RMSE:  0.20048365981157823
		NRMSE:  0.1291568109593031
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08467605477038265
		RMSE:  0.17297650483593724
		NRMSE:  0.22621657599677922
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  LinearRegression
		Pearson Correlation:  0.04258162893050467
		Spearman Correlation:  0.042700362873653835
		Coefficient of Determination:  0.0018131951223752107
		RMSE:  0.20028637440070748
		NRMSE:  0.12902971454386053
		MAPE:  117.46994060512206
		Pearson Correlation:  -0.05644220399099402
		Spearman Correlation:  -0.03929974189204354
		Coefficient of Determination:  -0.10808195556882616
		RMSE:  0.1748328480970483
		NRMSE:  0.2286442792088515
		MAPE:  113.30018821972736

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  RandomForests
		Pearson Correlation:  0.28083441731695136
		Spearman Correlation:  0.22517775526251882
		Coefficient of Determination:  0.041887983610824686
		RMSE:  0.19622468301996276
		NRMSE:  0.12641306685132084
		MAPE:  123.80869397941534
		Pearson Correlation:  -0.0826894351690544
		Spearman Correlation:  -0.0055284252872204115
		Coefficient of Determination:  -0.11650690740137781
		RMSE:  0.17549623274850445
		NRMSE:  0.22951184561368526
		MAPE:  122.17219062749409

Protein:  CDKN2A
x_train_column_count:  2
x_train columns:  ['CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06876053865938014
		RMSE:  0.7026668514343448
		NRMSE:  0.1789276696377339
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07452018232747903
		RMSE:  0.6281215662347416
		NRMSE:  0.15805378984795088
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6796874655065666
		NRMSE:  0.1730761797526334
		MAPE:  274.2442116656758
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00044725008449963966
		RMSE:  0.6060849693149379
		NRMSE:  0.15250873639690443
		MAPE:  274.3248072759207

	Predictor:  LinearRegression
		Pearson Correlation:  0.5624274536735127
		Spearman Correlation:  0.5457610564847619
		Coefficient of Determination:  0.31632464064567123
		RMSE:  0.5619972943401821
		NRMSE:  0.14310745698866392
		MAPE:  132.7739544095686
		Pearson Correlation:  0.31075863610910964
		Spearman Correlation:  0.30899387772914877
		Coefficient of Determination:  -0.038336376712090114
		RMSE:  0.6174551979095126
		NRMSE:  0.15536981905576425
		MAPE:  273.2245382084838

	Predictor:  ElasticNet
		Pearson Correlation:  0.5622615976105251
		Spearman Correlation:  0.543492990453
		Coefficient of Determination:  0.043614849122490695
		RMSE:  0.6646999914466629
		NRMSE:  0.16925975693174683
		MAPE:  263.2496894992825
		Pearson Correlation:  0.31254093595626364
		Spearman Correlation:  0.30912355515654816
		Coefficient of Determination:  0.02685403607608683
		RMSE:  0.5977580167034392
		NRMSE:  0.15041343114250755
		MAPE:  270.43697846957156

	Predictor:  RandomForests
		Pearson Correlation:  0.6804985222571751
		Spearman Correlation:  0.5578792484186119
		Coefficient of Determination:  0.4625852388380224
		RMSE:  0.4982692159571973
		NRMSE:  0.12687968627159923
		MAPE:  263.8935646704191
		Pearson Correlation:  0.3800441671847586
		Spearman Correlation:  0.31043525603050665
		Coefficient of Determination:  -0.060342568086227955
		RMSE:  0.6239639730831126
		NRMSE:  0.15700761759470386
		MAPE:  482.2917517452506

Protein:  TP53
x_train_column_count:  2
x_train columns:  ['TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0629013951002304
		RMSE:  0.43691826486349494
		NRMSE:  0.11112140819031384
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02793228386718627
		RMSE:  0.5354711484549424
		NRMSE:  0.14342336907859712
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4237929343776606
		NRMSE:  0.10778324331179852
		MAPE:  459.9790072255086
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011640203076264122
		RMSE:  0.5284530873849588
		NRMSE:  0.1415436152095778
		MAPE:  140.42972129387252

	Predictor:  LinearRegression
		Pearson Correlation:  0.49617263785200455
		Spearman Correlation:  0.422330008616601
		Coefficient of Determination:  0.24618728655301647
		RMSE:  0.3679471476677106
		NRMSE:  0.0935799861816706
		MAPE:  859.2353578766183
		Pearson Correlation:  0.4953512943674849
		Spearman Correlation:  0.4048504345440717
		Coefficient of Determination:  0.22896449037527777
		RMSE:  0.4637575708863095
		NRMSE:  0.12421523259309214
		MAPE:  201.1391628651781

	Predictor:  ElasticNet
		Pearson Correlation:  0.4130677360219776
		Spearman Correlation:  0.42206730689390887
		Coefficient of Determination:  0.13566044112480802
		RMSE:  0.3939997141985829
		NRMSE:  0.10020593458597189
		MAPE:  639.6139187601407
		Pearson Correlation:  0.43444699491224426
		Spearman Correlation:  0.4026459182782828
		Coefficient of Determination:  0.1211659925926244
		RMSE:  0.49511632911090997
		NRMSE:  0.13261452500627025
		MAPE:  164.29007359790015

	Predictor:  RandomForests
		Pearson Correlation:  0.5521256103058233
		Spearman Correlation:  0.47180378890603203
		Coefficient of Determination:  0.2972112301119625
		RMSE:  0.3552762026792161
		NRMSE:  0.09035738515201712
		MAPE:  775.3845060972717
		Pearson Correlation:  0.5465054322677453
		Spearman Correlation:  0.44806802433589593
		Coefficient of Determination:  0.27120395577791856
		RMSE:  0.45087569635488056
		NRMSE:  0.12076488451985552
		MAPE:  196.2282167443031

Protein:  CTNNB1
x_train_column_count:  2
x_train columns:  ['CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.4291206958720877
		RMSE:  0.9037435622191023
		NRMSE:  0.1777623057079273
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5497170498826627
		RMSE:  0.8436000623678614
		NRMSE:  0.27017767234966206
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  LinearRegression
		Pearson Correlation:  0.05183983941471336
		Spearman Correlation:  0.07847807921027664
		Coefficient of Determination:  0.002687368950543112
		RMSE:  0.7549643112450443
		NRMSE:  0.14849809426535096
		MAPE:  681.6283540032656
		Pearson Correlation:  0.16859534211479743
		Spearman Correlation:  0.23237945610294397
		Coefficient of Determination:  0.01567997666776466
		RMSE:  0.6723239116067103
		NRMSE:  0.21532348989290584
		MAPE:  272.7498867093379

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  RandomForests
		Pearson Correlation:  0.2709132651209278
		Spearman Correlation:  0.26370850559812414
		Coefficient of Determination:  0.053288494500083106
		RMSE:  0.7355625165488577
		NRMSE:  0.14468184825902003
		MAPE:  720.5866044879414
		Pearson Correlation:  0.21966619098758056
		Spearman Correlation:  0.2606286481137723
		Coefficient of Determination:  0.03927354356881829
		RMSE:  0.6642174375171072
		NRMSE:  0.212727249804511
		MAPE:  272.48748832271815

Protein:  CCNE1
x_train_column_count:  2
x_train columns:  ['CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9790551557409413
		RMSE:  0.7746141645114569
		NRMSE:  0.27590887426944144
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8285524646781477
		RMSE:  0.8763813407881366
		NRMSE:  0.2114972948785232
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4487930906545114
		NRMSE:  0.15985506345663808
		MAPE:  112.14421009479175
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0040862214035515265
		RMSE:  0.6494188844018614
		NRMSE:  0.15672439713344627
		MAPE:  115.49088793396595

	Predictor:  LinearRegression
		Pearson Correlation:  0.7386144499663949
		Spearman Correlation:  0.7133623941506215
		Coefficient of Determination:  0.5455513056991599
		RMSE:  0.30254403319355194
		NRMSE:  0.10776279009565519
		MAPE:  69.0319524869495
		Pearson Correlation:  0.781374184017237
		Spearman Correlation:  0.719053853539321
		Coefficient of Determination:  0.2511630435543254
		RMSE:  0.5608323339417695
		NRMSE:  0.13534578611911321
		MAPE:  91.42172628039428

	Predictor:  ElasticNet
		Pearson Correlation:  0.738594319254128
		Spearman Correlation:  0.7126097756485593
		Coefficient of Determination:  0.007567693152254362
		RMSE:  0.4470917014441189
		NRMSE:  0.1592490477093923
		MAPE:  111.77428568277894
		Pearson Correlation:  0.7813741840172375
		Spearman Correlation:  0.719053853539321
		Coefficient of Determination:  0.010854312748939554
		RMSE:  0.6445691866711409
		NRMSE:  0.15555401855132875
		MAPE:  115.23680749144577

	Predictor:  RandomForests
		Pearson Correlation:  0.8556441900853572
		Spearman Correlation:  0.7114927920105991
		Coefficient of Determination:  0.7307222498598404
		RMSE:  0.23288761708519015
		NRMSE:  0.08295195621912382
		MAPE:  56.512948131727114
		Pearson Correlation:  0.8005340807679645
		Spearman Correlation:  0.7307358786224182
		Coefficient of Determination:  0.6136504949478718
		RMSE:  0.4028372194679773
		NRMSE:  0.09721679162776681
		MAPE:  78.43246041847577

Protein:  CCND1
x_train_column_count:  2
x_train columns:  ['CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5366759284640548
		RMSE:  0.28216244755564185
		NRMSE:  0.17771997351836757
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.30240520386774006
		RMSE:  0.3149325402631455
		NRMSE:  0.20120656537940065
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  LinearRegression
		Pearson Correlation:  0.41703950887211055
		Spearman Correlation:  0.4316396213226719
		Coefficient of Determination:  0.17392195196029125
		RMSE:  0.20688004904562254
		NRMSE:  0.13030336657615044
		MAPE:  582.8211463851485
		Pearson Correlation:  0.358992718576449
		Spearman Correlation:  0.2762503273108144
		Coefficient of Determination:  0.12651562367455815
		RMSE:  0.2579122947086627
		NRMSE:  0.16477702476882655
		MAPE:  243.26044499421093

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  RandomForests
		Pearson Correlation:  0.491338635402475
		Spearman Correlation:  0.4512173853537595
		Coefficient of Determination:  0.23817352746790288
		RMSE:  0.19867174193036233
		NRMSE:  0.12513336562176405
		MAPE:  544.3909708292624
		Pearson Correlation:  0.39141166085500984
		Spearman Correlation:  0.2942353603372814
		Coefficient of Determination:  0.15022210570379357
		RMSE:  0.25438833306784453
		NRMSE:  0.16252560858399748
		MAPE:  251.6905399030386

Protein:  ERBB2
x_train_column_count:  2
x_train columns:  ['ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10085609607150081
		RMSE:  1.0785113826338413
		NRMSE:  0.1837421644434709
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05671362529003088
		RMSE:  0.8919867459254164
		NRMSE:  0.19736403273048267
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959455
		RMSE:  0.875951357919715
		NRMSE:  0.1938159880340115
		MAPE:  565.705361200264

	Predictor:  LinearRegression
		Pearson Correlation:  0.777741024967773
		Spearman Correlation:  0.6469409697107757
		Coefficient of Determination:  0.6048811019179227
		RMSE:  0.6461351361477838
		NRMSE:  0.11007975469747752
		MAPE:  308.27260346052265
		Pearson Correlation:  0.6808501187711699
		Spearman Correlation:  0.5812566241474333
		Coefficient of Determination:  0.4627290572188175
		RMSE:  0.6360282769523837
		NRMSE:  0.14072978801911357
		MAPE:  206.91995102656927

	Predictor:  ElasticNet
		Pearson Correlation:  0.7776877249625477
		Spearman Correlation:  0.6442627066647334
		Coefficient of Determination:  0.1450022768252186
		RMSE:  0.9504777094635037
		NRMSE:  0.1619295210084849
		MAPE:  565.9588918044528
		Pearson Correlation:  0.6819514367848012
		Spearman Correlation:  0.5872666741480568
		Coefficient of Determination:  0.10114366891644255
		RMSE:  0.8226685378325667
		NRMSE:  0.18202644934894716
		MAPE:  515.595693134085

	Predictor:  RandomForests
		Pearson Correlation:  0.838022725420146
		Spearman Correlation:  0.6476716327438983
		Coefficient of Determination:  0.7007492231903293
		RMSE:  0.5623116746672499
		NRMSE:  0.09579904844664121
		MAPE:  556.9708624977075
		Pearson Correlation:  0.7751002688381805
		Spearman Correlation:  0.5803322760177033
		Coefficient of Determination:  0.5949869104508938
		RMSE:  0.552222728245644
		NRMSE:  0.12218668619219915
		MAPE:  295.855146905497

Protein:  ERBB3
x_train_column_count:  2
x_train columns:  ['ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.24617901957450639
		RMSE:  0.5234556686317032
		NRMSE:  0.14126566093685908
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10551624527684367
		RMSE:  0.43841640970600765
		NRMSE:  0.21211918179733683
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  LinearRegression
		Pearson Correlation:  0.38037588116825777
		Spearman Correlation:  0.4068847131242151
		Coefficient of Determination:  0.14468581097452848
		RMSE:  0.43366315788138476
		NRMSE:  0.11703323947606775
		MAPE:  213.25911644947954
		Pearson Correlation:  0.5205117505086532
		Spearman Correlation:  0.5682040923203532
		Coefficient of Determination:  0.23122433378792018
		RMSE:  0.36559820177555424
		NRMSE:  0.17688751997036745
		MAPE:  191.6440770818296

	Predictor:  ElasticNet
		Pearson Correlation:  0.3773884363248901
		Spearman Correlation:  0.41142820549776254
		Coefficient of Determination:  0.04050378060667925
		RMSE:  0.4593157350355365
		NRMSE:  0.12395613377939546
		MAPE:  241.4756185728408
		Pearson Correlation:  0.5207896565156246
		Spearman Correlation:  0.5619845633985462
		Coefficient of Determination:  0.008092447027275074
		RMSE:  0.4152788712398118
		NRMSE:  0.2009245375741769
		MAPE:  230.8356588688801

	Predictor:  RandomForests
		Pearson Correlation:  0.46250152633420993
		Spearman Correlation:  0.42563618973560513
		Coefficient of Determination:  0.2129052469927859
		RMSE:  0.4160094520573886
		NRMSE:  0.11226901096416611
		MAPE:  251.67445603380173
		Pearson Correlation:  0.545541337658826
		Spearman Correlation:  0.5588239281487987
		Coefficient of Determination:  0.2690442607444641
		RMSE:  0.35649199069533327
		NRMSE:  0.1724816583263984
		MAPE:  218.38546188635024

TMM

In [51]:
scenario = Scenario.selfmRNA_Mutations 
normalizeTechnique = NormalizeTechnique.TMM
X, Y, Z = get_data(normalizeTechnique)
In [52]:
X.head()
Out[52]:
UBE2Q2P2 HMGB1P1 LOC155060 RNU12.2P SSX9 CXORF67 EFCAB8 SRP14P1 LOC391343 TRIM75P ... ZXDA ZXDB ZXDC ZYG11A ZYG11B ZYX ZZEF1 ZZZ3 TPTEP1 AKR1C6P
TCGA-A1-A0SF-01 6.676054 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092
TCGA-A1-A0SH-01 5.091092 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092
TCGA-A1-A0SJ-01 5.091092 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092
TCGA-A1-A0SK-01 6.676054 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092
TCGA-A1-A0SQ-01 5.091092 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092

5 rows × 20440 columns

In [53]:
Y.head()
Out[53]:
RB1 CDH1 PTEN BRCA2 CDKN2A TP53 CTNNB1 CCNE1 CCND1 CDH2 CDH3 ERBB2 ERBB3
TCGA-A1-A0SF-01 0.017184 0.705680 0.197730 0.108550 0.17550 -0.472550 0.06978 -0.75401 -0.202360 -0.222000 -0.114060 0.25604 0.461410
TCGA-A1-A0SH-01 -0.081896 0.018364 0.699160 -0.282430 0.68156 -0.035545 -0.11192 -0.77956 -0.014111 0.072251 -0.031553 0.68354 0.033670
TCGA-A1-A0SJ-01 -0.106090 0.114310 -0.110550 0.108220 -0.00989 -0.431850 -0.85672 -0.29589 0.290760 -0.225320 0.128230 0.36458 0.430620
TCGA-A1-A0SK-01 -0.060244 -0.963820 -0.081596 0.309150 1.23630 0.898470 -0.85965 0.92670 0.045974 0.389790 -0.224090 -1.04130 -0.056604
TCGA-A1-A0SQ-01 0.376500 0.425490 0.657440 0.003187 -0.34580 -0.020122 0.39368 -1.02750 0.362490 0.292880 -0.144850 0.31196 0.649260
In [54]:
perform_kFoldCV(num_folds, scenario, normalizeTechnique, X, Y, Z)

Fold:  1

Protein:  RB1
x_train_column_count:  2
x_train columns:  ['RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017832262764705176
		RMSE:  0.22609122586734381
		NRMSE:  0.08562439911658541
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0064622508272080825
		RMSE:  0.2813710133086082
		NRMSE:  0.13900150344012696
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  LinearRegression
		Pearson Correlation:  0.05504379040979619
		Spearman Correlation:  0.08821076320394274
		Coefficient of Determination:  0.0030298188626775024
		RMSE:  0.22376218112999346
		NRMSE:  0.0847423522552522
		MAPE:  229.42382006188976
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.032268173142278256
		RMSE:  0.2849553912297033
		NRMSE:  0.14077223992812243
		MAPE:  135.27061572834347

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  RandomForests
		Pearson Correlation:  0.055043790409796206
		Spearman Correlation:  0.08821076320394274
		Coefficient of Determination:  0.003021718495352821
		RMSE:  0.22376309016027998
		NRMSE:  0.08474269651970459
		MAPE:  230.01195848878822
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.032405931435628865
		RMSE:  0.2849744045344925
		NRMSE:  0.14078163278604333
		MAPE:  135.42961258394973

Protein:  CDH1
x_train_column_count:  2
x_train columns:  ['CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12177449909053428
		RMSE:  1.1951653206606205
		NRMSE:  0.20089175544360185
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11829904064371455
		RMSE:  1.227018913081223
		NRMSE:  0.19873326310796913
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  LinearRegression
		Pearson Correlation:  0.5325545159322607
		Spearman Correlation:  0.4380937074945903
		Coefficient of Determination:  0.2836143124398445
		RMSE:  0.9550995749028409
		NRMSE:  0.1605398239965779
		MAPE:  282.8757455588596
		Pearson Correlation:  0.5892327262486392
		Spearman Correlation:  0.48311812235298823
		Coefficient of Determination:  0.34476824713087406
		RMSE:  0.9392252259691437
		NRMSE:  0.15212095914760515
		MAPE:  179.88442758525218

	Predictor:  ElasticNet
		Pearson Correlation:  0.5325545159322611
		Spearman Correlation:  0.4380937074945903
		Coefficient of Determination:  0.21572800685910398
		RMSE:  0.999329147351392
		NRMSE:  0.16797424022177265
		MAPE:  382.05427862941536
		Pearson Correlation:  0.589232726248639
		Spearman Correlation:  0.48311812235298823
		Coefficient of Determination:  0.24999509306970313
		RMSE:  1.0048571641171065
		NRMSE:  0.16275099026871603
		MAPE:  237.03517882876758

	Predictor:  RandomForests
		Pearson Correlation:  0.5325545159322603
		Spearman Correlation:  0.4380937074945903
		Coefficient of Determination:  0.28361235512360894
		RMSE:  0.9551008796683186
		NRMSE:  0.16054004331069513
		MAPE:  282.5107241906225
		Pearson Correlation:  0.5892327262486392
		Spearman Correlation:  0.48311812235298823
		Coefficient of Determination:  0.34489006876857986
		RMSE:  0.9391379108524818
		NRMSE:  0.15210681721558775
		MAPE:  179.6694131270262

Protein:  CDH2
x_train_column_count:  2
x_train columns:  ['CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004084060130477685
		RMSE:  0.37195168053170635
		NRMSE:  0.13741024893390016
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006474841096328898
		RMSE:  0.3763274359057868
		NRMSE:  0.1942134674644098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  LinearRegression
		Pearson Correlation:  0.0021369891684559924
		Spearman Correlation:  0.017615519581153163
		Coefficient of Determination:  4.566722706211834e-06
		RMSE:  0.3711936150500221
		NRMSE:  0.1371301965184963
		MAPE:  486.16457117387233
		Pearson Correlation:  -0.07468445577572305
		Spearman Correlation:  -0.05435078876471117
		Coefficient of Determination:  -0.0005919242071077413
		RMSE:  0.37522599375715276
		NRMSE:  0.19364503987054382
		MAPE:  105.14910145406739

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  RandomForests
		Pearson Correlation:  0.002136989168455994
		Spearman Correlation:  0.017615519581153163
		Coefficient of Determination:  -3.418287103240658e-05
		RMSE:  0.37120080681408685
		NRMSE:  0.13713285337459385
		MAPE:  554.0742535696029
		Pearson Correlation:  -0.07468445577572307
		Spearman Correlation:  -0.05435078876471117
		Coefficient of Determination:  -0.0015171950953063451
		RMSE:  0.3753994438193196
		NRMSE:  0.19373455324318503
		MAPE:  104.64344861322338

Protein:  CDH3
x_train_column_count:  2
x_train columns:  ['CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003025178489952651
		RMSE:  0.20883135309817671
		NRMSE:  0.14651130458142275
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.766266116724594e-05
		RMSE:  0.2045852237570374
		NRMSE:  0.1565890990172577
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  LinearRegression
		Pearson Correlation:  0.04084171519194229
		Spearman Correlation:  0.048045840519453896
		Coefficient of Determination:  0.001668045699819598
		RMSE:  0.20862555619533177
		NRMSE:  0.1463669221777879
		MAPE:  118.87482330563796
		Pearson Correlation:  0.09403583475407701
		Spearman Correlation:  0.12192115267996365
		Coefficient of Determination:  0.004681724099584228
		RMSE:  0.20409987174259145
		NRMSE:  0.1562176116084771
		MAPE:  109.51106729177917

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  RandomForests
		Pearson Correlation:  0.0407963289373056
		Spearman Correlation:  0.048045840519453896
		Coefficient of Determination:  0.0016492508178754806
		RMSE:  0.2086275200081836
		NRMSE:  0.14636829994400263
		MAPE:  122.92205965301919
		Pearson Correlation:  0.09403583475407695
		Spearman Correlation:  0.12192115267996365
		Coefficient of Determination:  0.004510253609693926
		RMSE:  0.20411745184670085
		NRMSE:  0.15623106738310524
		MAPE:  112.25455978219631

Protein:  PTEN
x_train_column_count:  2
x_train columns:  ['PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.042477457330321045
		RMSE:  0.639641264822803
		NRMSE:  0.10001427016227082
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.028094267476815427
		RMSE:  0.5035947533045023
		NRMSE:  0.16597282753427667
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.458230587102
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389449
		RMSE:  0.49877990548911916
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809618

	Predictor:  LinearRegression
		Pearson Correlation:  0.18329783267902763
		Spearman Correlation:  0.177631574315487
		Coefficient of Determination:  0.033598095464828726
		RMSE:  0.6158600397779342
		NRMSE:  0.09629583922725889
		MAPE:  421.7415028466412
		Pearson Correlation:  -0.009235865571181707
		Spearman Correlation:  0.05903074486559691
		Coefficient of Determination:  -0.05765850822737262
		RMSE:  0.5107842080273322
		NRMSE:  0.16834230045064008
		MAPE:  189.99024772874114

	Predictor:  ElasticNet
		Pearson Correlation:  0.18329783267902766
		Spearman Correlation:  0.177631574315487
		Coefficient of Determination:  0.013646453068244635
		RMSE:  0.6221848650051123
		NRMSE:  0.09728478852397972
		MAPE:  370.7585460922857
		Pearson Correlation:  -0.009235865571181693
		Spearman Correlation:  0.05903074486559691
		Coefficient of Determination:  -0.012167258021483107
		RMSE:  0.49967873821707637
		NRMSE:  0.16468220229947805
		MAPE:  168.6586419109317

	Predictor:  RandomForests
		Pearson Correlation:  0.1832978326790276
		Spearman Correlation:  0.177631574315487
		Coefficient of Determination:  0.033578769766642536
		RMSE:  0.61586619760197
		NRMSE:  0.09629680206425925
		MAPE:  427.1116699865265
		Pearson Correlation:  -0.009235865571181707
		Spearman Correlation:  0.05903074486559691
		Coefficient of Determination:  -0.058324044585877255
		RMSE:  0.5109448893804891
		NRMSE:  0.16839525719480886
		MAPE:  191.74303140826885

Protein:  BRCA2
x_train_column_count:  2
x_train columns:  ['BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026562361008646285
		RMSE:  0.19787350383771835
		NRMSE:  0.12800221484333532
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00017758204834872338
		RMSE:  0.18475106890837595
		NRMSE:  0.18489898809885505
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  LinearRegression
		Pearson Correlation:  0.00836154357269471
		Spearman Correlation:  0.001764284599489143
		Coefficient of Determination:  6.991541091805331e-05
		RMSE:  0.19760431869645054
		NRMSE:  0.12782808190680303
		MAPE:  121.81067775752969
		Pearson Correlation:  -0.05641993307402194
		Spearman Correlation:  -0.06165472219409822
		Coefficient of Determination:  -0.0060525288165860225
		RMSE:  0.18529287942832887
		NRMSE:  0.1854412324142603
		MAPE:  103.64568653339714

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  RandomForests
		Pearson Correlation:  0.004284771095526588
		Spearman Correlation:  -0.002367353237252141
		Coefficient of Determination:  4.6455304337778e-06
		RMSE:  0.19761076784724568
		NRMSE:  0.1278322537922229
		MAPE:  121.29580814379378
		Pearson Correlation:  -0.05641993307402198
		Spearman Correlation:  -0.06165472219409822
		Coefficient of Determination:  -0.005226570388692453
		RMSE:  0.18521680206863478
		NRMSE:  0.18536509414394997
		MAPE:  103.62909587728892

Protein:  CDKN2A
x_train_column_count:  2
x_train columns:  ['CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.062199248812668806
		RMSE:  0.6624014175436462
		NRMSE:  0.14974599695798488
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10057809021042674
		RMSE:  0.783524323220729
		NRMSE:  0.21159176970584093
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6427147371513342
		NRMSE:  0.145295521001771
		MAPE:  207.86247046219444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010510594090658465
		RMSE:  0.7507796405829533
		NRMSE:  0.20274902527219912
		MAPE:  439.74244050751946

	Predictor:  LinearRegression
		Pearson Correlation:  0.12216973670858845
		Spearman Correlation:  0.07471330494532356
		Coefficient of Determination:  0.014925444567445934
		RMSE:  0.6379003036335881
		NRMSE:  0.14420714448594732
		MAPE:  210.48980614791245
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008905591710993033
		RMSE:  0.7501831688704012
		NRMSE:  0.20258794730499627
		MAPE:  453.44518810674543

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6427147371513342
		NRMSE:  0.145295521001771
		MAPE:  207.86247046219444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010510594090658465
		RMSE:  0.7507796405829533
		NRMSE:  0.20274902527219912
		MAPE:  439.74244050751946

	Predictor:  RandomForests
		Pearson Correlation:  0.12216539159260781
		Spearman Correlation:  0.07471330494532356
		Coefficient of Determination:  0.014762116469522524
		RMSE:  0.6379531842629859
		NRMSE:  0.14421909896303511
		MAPE:  210.60361709128816
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009063803700774642
		RMSE:  0.7502419867222202
		NRMSE:  0.2026038311429166
		MAPE:  452.0369369114846

Protein:  TP53
x_train_column_count:  2
x_train columns:  ['TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05546789854165435
		RMSE:  0.4652085657713222
		NRMSE:  0.11180210665016156
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04275496084346875
		RMSE:  0.4295356456720749
		NRMSE:  0.1544592202783541
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  LinearRegression
		Pearson Correlation:  0.3398864220596162
		Spearman Correlation:  0.35768121059759544
		Coefficient of Determination:  0.11552277990048765
		RMSE:  0.4258616321160981
		NRMSE:  0.10234598224371501
		MAPE:  670.49075052596
		Pearson Correlation:  0.4583599002736805
		Spearman Correlation:  0.4892664465658411
		Coefficient of Determination:  0.200680995823173
		RMSE:  0.37606952992953724
		NRMSE:  0.13523302885020577
		MAPE:  799.1813095895182

	Predictor:  ElasticNet
		Pearson Correlation:  0.33988642205961633
		Spearman Correlation:  0.35768121059759544
		Coefficient of Determination:  0.09893660318689301
		RMSE:  0.4298360753283805
		NRMSE:  0.10330114763960119
		MAPE:  524.1362203914554
		Pearson Correlation:  0.4583599002736805
		Spearman Correlation:  0.4892664465658411
		Coefficient of Determination:  0.15581916725222322
		RMSE:  0.3864789294961421
		NRMSE:  0.13897620536378227
		MAPE:  643.5332568414525

	Predictor:  RandomForests
		Pearson Correlation:  0.33988642205961606
		Spearman Correlation:  0.35768121059759544
		Coefficient of Determination:  0.11552090891344025
		RMSE:  0.4258620825410261
		NRMSE:  0.10234609049291664
		MAPE:  672.3182131754057
		Pearson Correlation:  0.4583599002736805
		Spearman Correlation:  0.4892664465658411
		Coefficient of Determination:  0.20069051966031026
		RMSE:  0.37606728950011836
		NRMSE:  0.13523222320116451
		MAPE:  801.5974240248415

Protein:  CTNNB1
x_train_column_count:  2
x_train columns:  ['CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.41897644861846284
		RMSE:  0.8782004120680554
		NRMSE:  0.17699587078381512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5843844136424388
		RMSE:  0.9452480588674593
		NRMSE:  0.23451795238114906
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4879440155768364e-05
		RMSE:  0.7372406509033639
		NRMSE:  0.14858630124823427
		MAPE:  660.6430832277092
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01763093169040486
		RMSE:  0.7575488846283525
		NRMSE:  0.1879494081844769
		MAPE:  324.6682321626286

Protein:  CCNE1
x_train_column_count:  2
x_train columns:  ['CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.7135069779129597
		RMSE:  0.7967382438332794
		NRMSE:  0.19227700939577658
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.179220592822603
		RMSE:  0.7927883268238614
		NRMSE:  0.2823823069719898
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.48367116033059243
		NRMSE:  0.11672446372338549
		MAPE:  119.9663870203584
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008650225247206267
		RMSE:  0.5393577763958428
		NRMSE:  0.19211318838676503
		MAPE:  85.21064296831354

	Predictor:  LinearRegression
		Pearson Correlation:  0.05231116891756139
		Spearman Correlation:  0.06785723531480779
		Coefficient of Determination:  0.002736458393521546
		RMSE:  0.4830089339783268
		NRMSE:  0.11656464849731564
		MAPE:  119.5427173356756
		Pearson Correlation:  0.13599169774339415
		Spearman Correlation:  0.14852213144650117
		Coefficient of Determination:  0.002924234816228166
		RMSE:  0.5362542288757939
		NRMSE:  0.19100773958176095
		MAPE:  84.94145302069248

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.48367116033059243
		NRMSE:  0.11672446372338549
		MAPE:  119.9663870203584
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008650225247206267
		RMSE:  0.5393577763958428
		NRMSE:  0.19211318838676503
		MAPE:  85.21064296831354

	Predictor:  RandomForests
		Pearson Correlation:  0.05227690286770583
		Spearman Correlation:  0.06785723531480779
		Coefficient of Determination:  0.0027127605046304293
		RMSE:  0.48301467279438426
		NRMSE:  0.11656603344701215
		MAPE:  119.40394256808129
		Pearson Correlation:  0.13599169774339417
		Spearman Correlation:  0.14852213144650117
		Coefficient of Determination:  0.002908973606104426
		RMSE:  0.5362583328052228
		NRMSE:  0.19100920135537766
		MAPE:  84.88849253425528

Protein:  CCND1
x_train_column_count:  2
x_train columns:  ['CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.46307157054532877
		RMSE:  0.2889602070536637
		NRMSE:  0.17371452011738692
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5143850316766378
		RMSE:  0.2891269997261264
		NRMSE:  0.20591917819933792
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  LinearRegression
		Pearson Correlation:  0.036702519479310906
		Spearman Correlation:  0.04736784481881931
		Coefficient of Determination:  0.0013470749361291778
		RMSE:  0.23873304822159472
		NRMSE:  0.14351940473337746
		MAPE:  406.7517363727273
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0007232695358412311
		RMSE:  0.23503226970741464
		NRMSE:  0.16739236347459877
		MAPE:  1316.2413900895822

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  RandomForests
		Pearson Correlation:  0.036702519479310934
		Spearman Correlation:  0.04736784481881931
		Coefficient of Determination:  0.0010183252881642568
		RMSE:  0.23877233962384517
		NRMSE:  0.14354302558815282
		MAPE:  402.5030783880826
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012263884813286108
		RMSE:  0.23509134414508534
		NRMSE:  0.16743443688756007
		MAPE:  1301.1044939031985

Protein:  ERBB2
x_train_column_count:  2
x_train columns:  ['ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10512598969709641
		RMSE:  1.0713675802437574
		NRMSE:  0.18252510013182233
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.044647408489899565
		RMSE:  0.9270678870989714
		NRMSE:  0.17190207437399804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  LinearRegression
		Pearson Correlation:  0.025686368899921277
		Spearman Correlation:  0.00015077600799019044
		Coefficient of Determination:  0.0006597895472626458
		RMSE:  1.018800818950255
		NRMSE:  0.1735694871884858
		MAPE:  630.1186414779742
		Pearson Correlation:  -0.11267493751979588
		Spearman Correlation:  -0.1598979374904719
		Coefficient of Determination:  -0.03035268311739059
		RMSE:  0.9207031421251881
		NRMSE:  0.17072188802617988
		MAPE:  539.6831276353646

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  RandomForests
		Pearson Correlation:  0.025686368899921323
		Spearman Correlation:  0.00015077600799019044
		Coefficient of Determination:  0.0006501682836426159
		RMSE:  1.018805723249892
		NRMSE:  0.17357032271664513
		MAPE:  630.7344573913934
		Pearson Correlation:  -0.11267493751979579
		Spearman Correlation:  -0.1598979374904719
		Coefficient of Determination:  -0.029755000921016794
		RMSE:  0.9204360647882365
		NRMSE:  0.17067236506364483
		MAPE:  540.250131695562

Protein:  ERBB3
x_train_column_count:  2
x_train columns:  ['ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20107865915633893
		RMSE:  0.5031866190144979
		NRMSE:  0.13579562619977975
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27170508071542576
		RMSE:  0.5249654097328843
		NRMSE:  0.21064675210776365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  LinearRegression
		Pearson Correlation:  0.03113033716083052
		Spearman Correlation:  0.021862521158577612
		Coefficient of Determination:  0.0009690978917471504
		RMSE:  0.4589155983345312
		NRMSE:  0.12384814836836655
		MAPE:  218.80004412992048
		Pearson Correlation:  -0.0586802611571753
		Spearman Correlation:  -0.08338815222230238
		Coefficient of Determination:  -0.009174129518926932
		RMSE:  0.46764957027582493
		NRMSE:  0.18764829315767242
		MAPE:  257.964602817957

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  RandomForests
		Pearson Correlation:  0.03113033716083052
		Spearman Correlation:  0.021862521158577612
		Coefficient of Determination:  0.0009389870442200188
		RMSE:  0.4589225141533814
		NRMSE:  0.123850014749379
		MAPE:  218.59142501078904
		Pearson Correlation:  -0.058680261157175354
		Spearman Correlation:  -0.08338815222230238
		Coefficient of Determination:  -0.009989620582195213
		RMSE:  0.4678384807038275
		NRMSE:  0.18772409504358767
		MAPE:  257.81951281724554


Fold:  2

Protein:  RB1
x_train_column_count:  2
x_train columns:  ['RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.012372001566697044
		RMSE:  0.23649063304821735
		NRMSE:  0.08648721220312221
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0009378943328373079
		RMSE:  0.2450188572791325
		NRMSE:  0.14037816530069125
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  LinearRegression
		Pearson Correlation:  0.07493991042656188
		Spearman Correlation:  0.0973575785595697
		Coefficient of Determination:  0.005615990174741348
		RMSE:  0.23438021429035144
		NRMSE:  0.08571540897101794
		MAPE:  183.62933429272687
		Pearson Correlation:  -0.010163767694709447
		Spearman Correlation:  0.022419871640982386
		Coefficient of Determination:  -0.029331745730235115
		RMSE:  0.24846981000505158
		NRMSE:  0.14235531276429259
		MAPE:  229.2202915746116

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  RandomForests
		Pearson Correlation:  0.07493991042656191
		Spearman Correlation:  0.0973575785595697
		Coefficient of Determination:  0.005600899306984153
		RMSE:  0.2343819927719865
		NRMSE:  0.08571605938121216
		MAPE:  181.81976781160142
		Pearson Correlation:  -0.010163767694709426
		Spearman Correlation:  0.022419871640982386
		Coefficient of Determination:  -0.029776525007611854
		RMSE:  0.24852348671673716
		NRMSE:  0.1423860656556801
		MAPE:  226.4164088808496

Protein:  CDH1
x_train_column_count:  2
x_train columns:  ['CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0848918633043636
		RMSE:  1.167193365558287
		NRMSE:  0.18724526599154356
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3357437347566168
		RMSE:  1.329821844339591
		NRMSE:  0.2361608674018098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  LinearRegression
		Pearson Correlation:  0.5485562400137963
		Spearman Correlation:  0.4319584666820389
		Coefficient of Determination:  0.30091394845807395
		RMSE:  0.9369467364481152
		NRMSE:  0.1503082917218441
		MAPE:  214.32421437632655
		Pearson Correlation:  0.519775414794736
		Spearman Correlation:  0.47856537945405553
		Coefficient of Determination:  0.2213142316716118
		RMSE:  1.0153435362109877
		NRMSE:  0.1803131834862347
		MAPE:  201.41698707965716

	Predictor:  ElasticNet
		Pearson Correlation:  0.5485562400137961
		Spearman Correlation:  0.4319584666820389
		Coefficient of Determination:  0.2214415399944173
		RMSE:  0.9887698116975066
		NRMSE:  0.15862193177147774
		MAPE:  323.9573336263983
		Pearson Correlation:  0.519775414794736
		Spearman Correlation:  0.47856537945405553
		Coefficient of Determination:  0.18073678137637816
		RMSE:  1.0414624556013221
		NRMSE:  0.1849515992898814
		MAPE:  195.06328305153517

	Predictor:  RandomForests
		Pearson Correlation:  0.5485562400137963
		Spearman Correlation:  0.4319584666820389
		Coefficient of Determination:  0.30090523737200314
		RMSE:  0.9369525739256487
		NRMSE:  0.15030922819052678
		MAPE:  212.8070461692139
		Pearson Correlation:  0.519775414794736
		Spearman Correlation:  0.47856537945405553
		Coefficient of Determination:  0.2203110533936472
		RMSE:  1.0159973575452728
		NRMSE:  0.1804292945383187
		MAPE:  201.46387341522617

Protein:  CDH2
x_train_column_count:  2
x_train columns:  ['CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0042702958885580955
		RMSE:  0.36888339320753855
		NRMSE:  0.13366308906715652
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005559500410650786
		RMSE:  0.3881548727768219
		NRMSE:  0.20448899349205915
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  LinearRegression
		Pearson Correlation:  0.00966837745409605
		Spearman Correlation:  -0.014574347619589803
		Coefficient of Determination:  9.347752259480924e-05
		RMSE:  0.3680810813154511
		NRMSE:  0.13337237528641607
		MAPE:  309.90185161189123
		Pearson Correlation:  0.021873017635778782
		Spearman Correlation:  0.025908433760141823
		Coefficient of Determination:  0.0001908977591903449
		RMSE:  0.3870434292111375
		NRMSE:  0.20390345923238568
		MAPE:  139.1305974797939

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  RandomForests
		Pearson Correlation:  0.00966665060225201
		Spearman Correlation:  -0.014574347619589803
		Coefficient of Determination:  8.398185806068881e-05
		RMSE:  0.36808282906191186
		NRMSE:  0.13337300857377776
		MAPE:  278.7788906599385
		Pearson Correlation:  0.021873017635778803
		Spearman Correlation:  0.025908433760141823
		Coefficient of Determination:  0.00012518715676446135
		RMSE:  0.387056147858614
		NRMSE:  0.20391015971099216
		MAPE:  137.2675521778066

Protein:  CDH3
x_train_column_count:  2
x_train columns:  ['CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032535082492379797
		RMSE:  0.20804431995898212
		NRMSE:  0.15657381105189322
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10171995354262497
		RMSE:  0.2077503373255318
		NRMSE:  0.17094572313464315
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  LinearRegression
		Pearson Correlation:  0.06738168699390433
		Spearman Correlation:  0.07319563217509217
		Coefficient of Determination:  0.004540291742144542
		RMSE:  0.2072346456456892
		NRMSE:  0.15596445150308125
		MAPE:  125.3990502998322
		Pearson Correlation:  -0.0015043208869745808
		Spearman Correlation:  0.045636169426003764
		Coefficient of Determination:  -0.15826356728039115
		RMSE:  0.21301482420002052
		NRMSE:  0.17527756455197938
		MAPE:  245.95249080169964

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  RandomForests
		Pearson Correlation:  0.06737736912581124
		Spearman Correlation:  0.06531743593265528
		Coefficient of Determination:  0.004534033828649919
		RMSE:  0.20723529703038943
		NRMSE:  0.15596494173412911
		MAPE:  123.93173737298564
		Pearson Correlation:  -0.0023295404767150274
		Spearman Correlation:  -0.07142471221591798
		Coefficient of Determination:  -0.15642369221160335
		RMSE:  0.21284557238273813
		NRMSE:  0.1751382970317931
		MAPE:  239.36305928885497

Protein:  PTEN
x_train_column_count:  2
x_train columns:  ['PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.03862384422015608
		RMSE:  0.6356813050691055
		NRMSE:  0.09939509109047072
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04557869434051831
		RMSE:  0.5231599683741948
		NRMSE:  0.17546282813730707
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  LinearRegression
		Pearson Correlation:  0.14649888314892473
		Spearman Correlation:  0.13741341982664848
		Coefficient of Determination:  0.02146192276388248
		RMSE:  0.6170198841176536
		NRMSE:  0.09647719241930319
		MAPE:  300.5745849451177
		Pearson Correlation:  0.18995018705897754
		Spearman Correlation:  0.2021876262271564
		Coefficient of Determination:  0.03430765418480353
		RMSE:  0.5027771558484756
		NRMSE:  0.1686266286049355
		MAPE:  533.769636749815

	Predictor:  ElasticNet
		Pearson Correlation:  0.14649888314892484
		Spearman Correlation:  0.13741341982664848
		Coefficient of Determination:  0.006272596669845809
		RMSE:  0.6217902790637534
		NRMSE:  0.09722309108963387
		MAPE:  270.6336881919587
		Pearson Correlation:  0.18995018705897754
		Spearman Correlation:  0.2021876262271564
		Coefficient of Determination:  0.012171642273891559
		RMSE:  0.5085069429559986
		NRMSE:  0.17054834416286513
		MAPE:  477.77683878410545

	Predictor:  RandomForests
		Pearson Correlation:  0.1464988831489249
		Spearman Correlation:  0.13741341982664848
		Coefficient of Determination:  0.021425217395090734
		RMSE:  0.6170314563449107
		NRMSE:  0.09647900185206953
		MAPE:  304.88703296351025
		Pearson Correlation:  0.1899501870589775
		Spearman Correlation:  0.2021876262271564
		Coefficient of Determination:  0.03356030084752004
		RMSE:  0.5029716688919064
		NRMSE:  0.16869186641129139
		MAPE:  542.5261385646801

Protein:  BRCA2
x_train_column_count:  2
x_train columns:  ['BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004232193403179485
		RMSE:  0.1957372843548259
		NRMSE:  0.12609907189874434
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0041831029428383015
		RMSE:  0.19359139518213575
		NRMSE:  0.1310414025181481
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  LinearRegression
		Pearson Correlation:  0.015890370249822004
		Spearman Correlation:  0.010800485439201962
		Coefficient of Determination:  0.0002525038666763013
		RMSE:  0.19529973380164686
		NRMSE:  0.12581719040209172
		MAPE:  125.2799300846512
		Pearson Correlation:  -0.028048020868183154
		Spearman Correlation:  -0.0663192021772592
		Coefficient of Determination:  -0.020832787899246696
		RMSE:  0.19518970169672792
		NRMSE:  0.1321232911378825
		MAPE:  115.77676545024997

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  RandomForests
		Pearson Correlation:  0.015595873430078214
		Spearman Correlation:  0.010800485439201962
		Coefficient of Determination:  0.00023369939270401208
		RMSE:  0.19530157051116911
		NRMSE:  0.125818373658347
		MAPE:  125.47054570001572
		Pearson Correlation:  -0.03882035951465647
		Spearman Correlation:  -0.0663192021772592
		Coefficient of Determination:  -0.019753989005618422
		RMSE:  0.195086537839742
		NRMSE:  0.13205345984968964
		MAPE:  115.8572535121408

Protein:  CDKN2A
x_train_column_count:  2
x_train columns:  ['CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07796029040511754
		RMSE:  0.688717064305458
		NRMSE:  0.155695052403178
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04182297654643197
		RMSE:  0.6873705418142212
		NRMSE:  0.18569552134596423
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6633450034781481
		NRMSE:  0.14995930902637006
		MAPE:  291.0442764508337
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00497373418246827
		RMSE:  0.6751049711753466
		NRMSE:  0.1823819351565125
		MAPE:  246.23249271843073

	Predictor:  LinearRegression
		Pearson Correlation:  0.08832365843184885
		Spearman Correlation:  0.06326569441898067
		Coefficient of Determination:  0.007801068638785935
		RMSE:  0.6607525376262674
		NRMSE:  0.1493732423705815
		MAPE:  286.90607768832785
		Pearson Correlation:  0.1579982006802785
		Spearman Correlation:  0.0842597927362006
		Coefficient of Determination:  0.019702422449212387
		RMSE:  0.6667651848267954
		NRMSE:  0.18012891312589024
		MAPE:  249.75017770095448

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6633450034781481
		NRMSE:  0.14995930902637006
		MAPE:  291.0442764508337
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00497373418246827
		RMSE:  0.6751049711753466
		NRMSE:  0.1823819351565125
		MAPE:  246.23249271843073

	Predictor:  RandomForests
		Pearson Correlation:  0.08821332588467808
		Spearman Correlation:  0.06326569441898067
		Coefficient of Determination:  0.007533997736242637
		RMSE:  0.6608414592616434
		NRMSE:  0.14939334446968314
		MAPE:  289.7534751727355
		Pearson Correlation:  0.1604029345879188
		Spearman Correlation:  0.0842597927362006
		Coefficient of Determination:  0.01795306387888629
		RMSE:  0.6673598468510924
		NRMSE:  0.18028956312164804
		MAPE:  248.59027314123563

Protein:  TP53
x_train_column_count:  2
x_train columns:  ['TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056514421630322165
		RMSE:  0.4680116353271619
		NRMSE:  0.125354663272308
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.038787823290495904
		RMSE:  0.4172475009588805
		NRMSE:  0.13741067049526773
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941389
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  LinearRegression
		Pearson Correlation:  0.37646766435611223
		Spearman Correlation:  0.398422249440095
		Coefficient of Determination:  0.1417279023057465
		RMSE:  0.4218241425813957
		NRMSE:  0.11298356571083319
		MAPE:  451.07517214892493
		Pearson Correlation:  0.30494792667970094
		Spearman Correlation:  0.33789773193637773
		Coefficient of Determination:  0.07272307983748783
		RMSE:  0.39421672377157096
		NRMSE:  0.1298260246242618
		MAPE:  1942.5434992598734

	Predictor:  ElasticNet
		Pearson Correlation:  0.3764676643561125
		Spearman Correlation:  0.398422249440095
		Coefficient of Determination:  0.12268964463905574
		RMSE:  0.42647694965493976
		NRMSE:  0.11422979768446224
		MAPE:  344.1589960199698
		Pearson Correlation:  0.30494792667970105
		Spearman Correlation:  0.33789773193637773
		Coefficient of Determination:  0.0835431841074672
		RMSE:  0.3919099790486638
		NRMSE:  0.12906635239541045
		MAPE:  1553.0343530002715

	Predictor:  RandomForests
		Pearson Correlation:  0.37646766435611234
		Spearman Correlation:  0.398422249440095
		Coefficient of Determination:  0.14171832787260652
		RMSE:  0.4218264953992244
		NRMSE:  0.11298419590176093
		MAPE:  449.89317869716155
		Pearson Correlation:  0.304947926679701
		Spearman Correlation:  0.33789773193637773
		Coefficient of Determination:  0.07291667834297044
		RMSE:  0.3941755689930692
		NRMSE:  0.129812471263978
		MAPE:  1941.9705460877076

Protein:  CTNNB1
x_train_column_count:  2
x_train columns:  ['CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3748966387166963
		RMSE:  0.8500866572002603
		NRMSE:  0.167208233123576
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8495839638322671
		RMSE:  1.0424819908687044
		NRMSE:  0.25944650229429445
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  LinearRegression
		Pearson Correlation:  0.002141800797513912
		Spearman Correlation:  -0.00039441663395970973
		Coefficient of Determination:  4.587310656334331e-06
		RMSE:  0.7249819239414711
		NRMSE:  0.1426006931434837
		MAPE:  627.9318767857546
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11748042983743279
		RMSE:  0.810310559792873
		NRMSE:  0.20166510534652526
		MAPE:  279.16622638076416

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  RandomForests
		Pearson Correlation:  0.002141800797513916
		Spearman Correlation:  -0.00039441663395970973
		Coefficient of Determination:  -6.618295338767233e-05
		RMSE:  0.7250075771863791
		NRMSE:  0.1426057390217111
		MAPE:  627.7429933530207
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11767452677349444
		RMSE:  0.810380928796127
		NRMSE:  0.20168261835099352
		MAPE:  279.05981327265346

Protein:  CCNE1
x_train_column_count:  2
x_train columns:  ['CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4791855590206433
		RMSE:  0.8074207285197392
		NRMSE:  0.19485501569122746
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.202859557398884
		RMSE:  0.7485643095226329
		NRMSE:  0.4068306401244751
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5127968844139411
		NRMSE:  0.12375338089483821
		MAPE:  119.54577818111471
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.708057571667368e-05
		RMSE:  0.41828317133084
		NRMSE:  0.22732904598983691
		MAPE:  82.35330275987332

	Predictor:  LinearRegression
		Pearson Correlation:  0.07420730450328121
		Spearman Correlation:  0.0996840207349156
		Coefficient of Determination:  0.005506724041642652
		RMSE:  0.5113830198204319
		NRMSE:  0.12341217265256459
		MAPE:  119.09086859036553
		Pearson Correlation:  0.06574685842975651
		Spearman Correlation:  0.10418716683560529
		Coefficient of Determination:  0.0027256573226791536
		RMSE:  0.41770290133623245
		NRMSE:  0.22701368014838802
		MAPE:  82.14484526974964

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5127968844139411
		NRMSE:  0.12375338089483821
		MAPE:  119.54577818111471
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.708057571667368e-05
		RMSE:  0.41828317133084
		NRMSE:  0.22732904598983691
		MAPE:  82.35330275987332

	Predictor:  RandomForests
		Pearson Correlation:  0.07420730450328139
		Spearman Correlation:  0.0996840207349156
		Coefficient of Determination:  0.005453640118453951
		RMSE:  0.511396667904013
		NRMSE:  0.12341546634747036
		MAPE:  118.86223438781687
		Pearson Correlation:  0.06574685842975653
		Spearman Correlation:  0.10418716683560529
		Coefficient of Determination:  0.0033666135664930374
		RMSE:  0.41756864925384035
		NRMSE:  0.22694071666359078
		MAPE:  82.03254494672801

Protein:  CCND1
x_train_column_count:  2
x_train columns:  ['CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.45856423758787734
		RMSE:  0.28833360256132
		NRMSE:  0.17333782361719832
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5341468996847767
		RMSE:  0.29160473760802996
		NRMSE:  0.22560247695118987
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  LinearRegression
		Pearson Correlation:  0.03688744465841998
		Spearman Correlation:  0.047925113581393654
		Coefficient of Determination:  0.001360683573428001
		RMSE:  0.23858152371972915
		NRMSE:  0.1434283125847526
		MAPE:  628.2760046363436
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002094186232574735
		RMSE:  0.23567600809461195
		NRMSE:  0.18233274129991023
		MAPE:  419.93558657018133

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  RandomForests
		Pearson Correlation:  0.03688744465841978
		Spearman Correlation:  0.047925113581393654
		Coefficient of Determination:  0.0010378303890593576
		RMSE:  0.2386200864815018
		NRMSE:  0.14345149540194407
		MAPE:  621.7564092208689
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028504300923439807
		RMSE:  0.23576491935839652
		NRMSE:  0.182401528252767
		MAPE:  415.77110265207483

Protein:  ERBB2
x_train_column_count:  2
x_train columns:  ['ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10787728881134795
		RMSE:  1.034673205097243
		NRMSE:  0.18568153277771168
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04400358650048397
		RMSE:  1.0802115255265201
		NRMSE:  0.18403181176661842
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  LinearRegression
		Pearson Correlation:  0.014593402089413064
		Spearman Correlation:  0.048989782081182286
		Coefficient of Determination:  0.00021296738454323894
		RMSE:  0.9829040449941453
		NRMSE:  0.17639108536764805
		MAPE:  402.73255618457375
		Pearson Correlation:  -0.09053726554389235
		Spearman Correlation:  -0.09282820720411765
		Coefficient of Determination:  -0.010839390858995879
		RMSE:  1.0629158669283059
		NRMSE:  0.1810852116681101
		MAPE:  1332.282165289183

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  RandomForests
		Pearson Correlation:  0.01459340208941305
		Spearman Correlation:  0.048989782081182286
		Coefficient of Determination:  0.0001941400612844868
		RMSE:  0.9829132996476184
		NRMSE:  0.17639274619952594
		MAPE:  398.3206643787235
		Pearson Correlation:  -0.09053726554389245
		Spearman Correlation:  -0.09282820720411765
		Coefficient of Determination:  -0.010418093550757623
		RMSE:  1.0626943429818438
		NRMSE:  0.18104747141793343
		MAPE:  1316.0306215483156

Protein:  ERBB3
x_train_column_count:  2
x_train columns:  ['ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.22544319167926496
		RMSE:  0.49276112816642853
		NRMSE:  0.13298208544838536
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.18202543932109472
		RMSE:  0.5629306521688778
		NRMSE:  0.2077549194412726
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  LinearRegression
		Pearson Correlation:  0.021820010638129203
		Spearman Correlation:  0.024703396623160463
		Coefficient of Determination:  0.0004761128642480905
		RMSE:  0.44502707927064794
		NRMSE:  0.1201000356960515
		MAPE:  215.61348003873397
		Pearson Correlation:  -0.10787106515581273
		Spearman Correlation:  -0.06825429875084643
		Coefficient of Determination:  -0.007208185153779301
		RMSE:  0.5196382465036954
		NRMSE:  0.19177744474392636
		MAPE:  280.78881011663157

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  RandomForests
		Pearson Correlation:  0.021820010638129186
		Spearman Correlation:  0.024703396623160463
		Coefficient of Determination:  0.00047243315497413896
		RMSE:  0.4450278984450492
		NRMSE:  0.12010025676771076
		MAPE:  216.08224548678652
		Pearson Correlation:  -0.1078710651558127
		Spearman Correlation:  -0.06825429875084643
		Coefficient of Determination:  -0.0066663898223016105
		RMSE:  0.5194984663413732
		NRMSE:  0.19172585754352992
		MAPE:  281.37213756290856


Fold:  3

Protein:  RB1
x_train_column_count:  2
x_train columns:  ['RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01272330861584492
		RMSE:  0.2421068018038906
		NRMSE:  0.08854110656959135
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028050639565306845
		RMSE:  0.22197574606877257
		NRMSE:  0.15575715092466183
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  LinearRegression
		Pearson Correlation:  0.03703167872009073
		Spearman Correlation:  0.06304564543134221
		Coefficient of Determination:  0.0013713452288279804
		RMSE:  0.24041612874019389
		NRMSE:  0.08792280893073211
		MAPE:  208.43942308358447
		Pearson Correlation:  0.12078720126665377
		Spearman Correlation:  0.1485140502075635
		Coefficient of Determination:  -0.02236487262901732
		RMSE:  0.22413012055939233
		NRMSE:  0.15726884415523548
		MAPE:  175.07373113676002

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  RandomForests
		Pearson Correlation:  0.03703167872009072
		Spearman Correlation:  0.06304564543134221
		Coefficient of Determination:  0.001352979571878965
		RMSE:  0.24041833946177882
		NRMSE:  0.0879236174158056
		MAPE:  203.82979707244178
		Pearson Correlation:  0.12078720126665377
		Spearman Correlation:  0.1485140502075635
		Coefficient of Determination:  -0.020728423442185173
		RMSE:  0.22395067168960098
		NRMSE:  0.15714292749456263
		MAPE:  171.38279081544428

Protein:  CDH1
x_train_column_count:  2
x_train columns:  ['CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.13712289650471754
		RMSE:  1.2526616491661007
		NRMSE:  0.19946206317730336
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.061578293423971475
		RMSE:  0.970096042376724
		NRMSE:  0.19071600723011914
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1747084136438477
		NRMSE:  0.18704952288841878
		MAPE:  547.6986763085636
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.045733924340672916
		RMSE:  0.9628293412733254
		NRMSE:  0.18928741030812832
		MAPE:  293.35791980552335

	Predictor:  LinearRegression
		Pearson Correlation:  0.5317599777754428
		Spearman Correlation:  0.45249385314101315
		Coefficient of Determination:  0.28276867396374017
		RMSE:  0.994854810285312
		NRMSE:  0.15841132611784844
		MAPE:  306.9045657587191
		Pearson Correlation:  0.6098062477834043
		Spearman Correlation:  0.4065859651828245
		Coefficient of Determination:  0.3532446041194719
		RMSE:  0.7571967623603754
		NRMSE:  0.14886107859088102
		MAPE:  169.5532554276139

	Predictor:  ElasticNet
		Pearson Correlation:  0.531759977775443
		Spearman Correlation:  0.45249385314101315
		Coefficient of Determination:  0.22123996082910635
		RMSE:  1.036649418635584
		NRMSE:  0.16506630658825894
		MAPE:  415.2735461621006
		Pearson Correlation:  0.6098062477834045
		Spearman Correlation:  0.4065859651828245
		Coefficient of Determination:  0.24156923940695518
		RMSE:  0.8199675911227783
		NRMSE:  0.16120150810419107
		MAPE:  223.45306083940608

	Predictor:  RandomForests
		Pearson Correlation:  0.5317599777754424
		Spearman Correlation:  0.45249385314101315
		Coefficient of Determination:  0.2827042546525511
		RMSE:  0.9948994865426858
		NRMSE:  0.1584184399450154
		MAPE:  311.6202855879139
		Pearson Correlation:  0.6098062477834043
		Spearman Correlation:  0.4065859651828245
		Coefficient of Determination:  0.3525736616003955
		RMSE:  0.7575894176176804
		NRMSE:  0.14893827264138726
		MAPE:  171.63457149888032

Protein:  CDH2
x_train_column_count:  2
x_train columns:  ['CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032532184952558385
		RMSE:  0.38185758840977485
		NRMSE:  0.13836422509231644
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01322006783790175
		RMSE:  0.3341656221976159
		NRMSE:  0.1760731037776972
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  LinearRegression
		Pearson Correlation:  0.013154727903384646
		Spearman Correlation:  -0.003922455154588096
		Coefficient of Determination:  0.00017304686621211207
		RMSE:  0.38120497929463865
		NRMSE:  0.13812775537888206
		MAPE:  134.16162718764423
		Pearson Correlation:  0.0073672732940825575
		Spearman Correlation:  0.009670338274985611
		Coefficient of Determination:  -0.0023858659712145958
		RMSE:  0.332374230498254
		NRMSE:  0.175129212857638
		MAPE:  637.0547085403624

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  RandomForests
		Pearson Correlation:  0.013154081246152322
		Spearman Correlation:  -0.003922455154588096
		Coefficient of Determination:  0.00017078183032148697
		RMSE:  0.38120541109059497
		NRMSE:  0.13812791183802992
		MAPE:  155.6254449160986
		Pearson Correlation:  0.007367273294082549
		Spearman Correlation:  0.009670338274985611
		Coefficient of Determination:  -0.002475805553036281
		RMSE:  0.3323891413872587
		NRMSE:  0.1751370694602708
		MAPE:  633.7055471179159

Protein:  CDH3
x_train_column_count:  2
x_train columns:  ['CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.2263418226753373e-05
		RMSE:  0.21251306884336046
		NRMSE:  0.14909431220418734
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004123239054339534
		RMSE:  0.18871613277479948
		NRMSE:  0.16414808838605816
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  LinearRegression
		Pearson Correlation:  0.05301364262245149
		Spearman Correlation:  0.06303647825399615
		Coefficient of Determination:  0.0028104463041009886
		RMSE:  0.21221186817621748
		NRMSE:  0.14888299669993368
		MAPE:  108.10746286709174
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003055840371753993
		RMSE:  0.18861580200643732
		NRMSE:  0.1640608191971934
		MAPE:  99.74207679202581

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  RandomForests
		Pearson Correlation:  0.05292371587174162
		Spearman Correlation:  0.06303647825399615
		Coefficient of Determination:  0.0027896724255145333
		RMSE:  0.21221407860883193
		NRMSE:  0.14888454748893748
		MAPE:  111.31157766644613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0027273673770256135
		RMSE:  0.18858491625320825
		NRMSE:  0.1640339543114183
		MAPE:  99.84753648236857

Protein:  PTEN
x_train_column_count:  2
x_train columns:  ['PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023393971457565055
		RMSE:  0.6366126117528933
		NRMSE:  0.09954071014821253
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20813248536085016
		RMSE:  0.517654316968625
		NRMSE:  0.12376376344107133
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6292943186382643
		NRMSE:  0.09839642227163854
		MAPE:  299.798968451812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06342466003107061
		RMSE:  0.4856640113421529
		NRMSE:  0.11611533767086332
		MAPE:  95.15154235140719

	Predictor:  LinearRegression
		Pearson Correlation:  0.160834821068392
		Spearman Correlation:  0.15662891744604301
		Coefficient of Determination:  0.025867839668101578
		RMSE:  0.6211017482137907
		NRMSE:  0.09711543244684398
		MAPE:  356.6749319315744
		Pearson Correlation:  0.10292835199005702
		Spearman Correlation:  0.17444515614794506
		Coefficient of Determination:  -0.05599225794470408
		RMSE:  0.4839638535625379
		NRMSE:  0.11570885419656145
		MAPE:  110.5490893321373

	Predictor:  ElasticNet
		Pearson Correlation:  0.16083482106839195
		Spearman Correlation:  0.15662891744604301
		Coefficient of Determination:  0.0097306870569559
		RMSE:  0.6262251009461415
		NRMSE:  0.09791651957566123
		MAPE:  310.5697283946561
		Pearson Correlation:  0.10292835199005702
		Spearman Correlation:  0.17444515614794506
		Coefficient of Determination:  -0.05561715385517241
		RMSE:  0.4838778903638039
		NRMSE:  0.11568830162191075
		MAPE:  95.24026927707216

	Predictor:  RandomForests
		Pearson Correlation:  0.16083482106839167
		Spearman Correlation:  0.15662891744604301
		Coefficient of Determination:  0.025855137112191784
		RMSE:  0.6211057977433535
		NRMSE:  0.09711606563104581
		MAPE:  359.2482204302659
		Pearson Correlation:  0.10292835199005702
		Spearman Correlation:  0.17444515614794506
		Coefficient of Determination:  -0.05609896124246494
		RMSE:  0.48398830413702754
		NRMSE:  0.11571469998016247
		MAPE:  111.08095391822688

Protein:  BRCA2
x_train_column_count:  2
x_train columns:  ['BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00289910117318648
		RMSE:  0.19032543678137456
		NRMSE:  0.12827584502559417
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001649424828515933
		RMSE:  0.21414907824527551
		NRMSE:  0.14729386559180924
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  LinearRegression
		Pearson Correlation:  0.029061336942103107
		Spearman Correlation:  0.03414135188303217
		Coefficient of Determination:  0.0008445613048622125
		RMSE:  0.18996987740113633
		NRMSE:  0.12803620454070602
		MAPE:  122.37868262622042
		Pearson Correlation:  -0.12943193351058485
		Spearman Correlation:  -0.14010450986840786
		Coefficient of Determination:  -0.007840269840893033
		RMSE:  0.21496920443446724
		NRMSE:  0.14785795654036224
		MAPE:  117.44803384818651

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  RandomForests
		Pearson Correlation:  0.027932696035536168
		Spearman Correlation:  0.03030289603929361
		Coefficient of Determination:  0.0007714241580560888
		RMSE:  0.18997683007337807
		NRMSE:  0.1280408905139636
		MAPE:  121.24326551160746
		Pearson Correlation:  -0.1294319335105849
		Spearman Correlation:  -0.14010450986840786
		Coefficient of Determination:  -0.007139066826480134
		RMSE:  0.21489440920820535
		NRMSE:  0.14780651163994893
		MAPE:  116.37784703048968

Protein:  CDKN2A
x_train_column_count:  2
x_train columns:  ['CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07669790023289091
		RMSE:  0.6927164423772558
		NRMSE:  0.16172871740223568
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04462654135164201
		RMSE:  0.6710309035955896
		NRMSE:  0.2071658496482324
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6675880639420501
		NRMSE:  0.15586198728568595
		MAPE:  307.97311558867955
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004949645588538276
		RMSE:  0.658164031136248
		NRMSE:  0.20319348928290204
		MAPE:  176.07940307985857

	Predictor:  LinearRegression
		Pearson Correlation:  0.07482646269170574
		Spearman Correlation:  0.047694209099405804
		Coefficient of Determination:  0.005598999518953152
		RMSE:  0.665716527958145
		NRMSE:  0.1554250392132389
		MAPE:  308.5677523739537
		Pearson Correlation:  0.2032851394009494
		Spearman Correlation:  0.14682952634209145
		Coefficient of Determination:  0.027711035809720563
		RMSE:  0.6473805865808312
		NRMSE:  0.19986434089124486
		MAPE:  177.5499412345267

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6675880639420501
		NRMSE:  0.15586198728568595
		MAPE:  307.97311558867955
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004949645588538276
		RMSE:  0.658164031136248
		NRMSE:  0.20319348928290204
		MAPE:  176.07940307985857

	Predictor:  RandomForests
		Pearson Correlation:  0.07481744062508164
		Spearman Correlation:  0.047694209099405804
		Coefficient of Determination:  0.005477160562283312
		RMSE:  0.6657573101590933
		NRMSE:  0.15543456064603411
		MAPE:  307.1221880475941
		Pearson Correlation:  0.20328513940094917
		Spearman Correlation:  0.14682952634209145
		Coefficient of Determination:  0.024449730383268142
		RMSE:  0.6484654175292855
		NRMSE:  0.2001992582906627
		MAPE:  177.01160324429225

Protein:  TP53
x_train_column_count:  2
x_train columns:  ['TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.043501333030021794
		RMSE:  0.4597988418920562
		NRMSE:  0.11050200478059512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10290984727382035
		RMSE:  0.4520547550562478
		NRMSE:  0.16857084713604026
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45011280589110314
		NRMSE:  0.10817419031269002
		MAPE:  382.8265287953516
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010546813555600831
		RMSE:  0.4327123127899972
		NRMSE:  0.16135806629028604
		MAPE:  261.16646791413905

	Predictor:  LinearRegression
		Pearson Correlation:  0.37751141903369606
		Spearman Correlation:  0.3935213563070349
		Coefficient of Determination:  0.14251487150083508
		RMSE:  0.41680667685312983
		NRMSE:  0.10016983341819992
		MAPE:  769.0790036908394
		Pearson Correlation:  0.31118407941499016
		Spearman Correlation:  0.37148201997374525
		Coefficient of Determination:  0.06876293906399544
		RMSE:  0.4153853355207214
		NRMSE:  0.15489685068770864
		MAPE:  451.8527057950918

	Predictor:  ElasticNet
		Pearson Correlation:  0.3775114190336964
		Spearman Correlation:  0.3935213563070349
		Coefficient of Determination:  0.12284669622590849
		RMSE:  0.42155973293263826
		NRMSE:  0.10131212038756028
		MAPE:  601.0444854661916
		Pearson Correlation:  0.31118407941499016
		Spearman Correlation:  0.37148201997374525
		Coefficient of Determination:  0.07778456656840549
		RMSE:  0.4133683560172633
		NRMSE:  0.15414472068630725
		MAPE:  316.05499218464274

	Predictor:  RandomForests
		Pearson Correlation:  0.37751141903369606
		Spearman Correlation:  0.3935213563070349
		Coefficient of Determination:  0.14249359118461147
		RMSE:  0.4168118487928888
		NRMSE:  0.10017107637416219
		MAPE:  763.4527752692932
		Pearson Correlation:  0.31118407941499016
		Spearman Correlation:  0.37148201997374525
		Coefficient of Determination:  0.06977987575474476
		RMSE:  0.415158467415394
		NRMSE:  0.1548122517574343
		MAPE:  447.3607543308377

Protein:  CTNNB1
x_train_column_count:  2
x_train columns:  ['CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.43619721536848943
		RMSE:  0.9218173342266688
		NRMSE:  0.18131733560713392
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5414936126562622
		RMSE:  0.7610450185362576
		NRMSE:  0.2487969592128731
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  LinearRegression
		Pearson Correlation:  0.0030751482382669
		Spearman Correlation:  0.004916451172084541
		Coefficient of Determination:  9.456536687491024e-06
		RMSE:  0.7691938033198997
		NRMSE:  0.15129697154207314
		MAPE:  444.9966470442489
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00867771156986219
		RMSE:  0.6156242164399576
		NRMSE:  0.20125673164861796
		MAPE:  1384.4161474808502

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  RandomForests
		Pearson Correlation:  -0.0030751482382669203
		Spearman Correlation:  -0.004916451172084541
		Coefficient of Determination:  -9.450158307666712e-05
		RMSE:  0.7692337846296797
		NRMSE:  0.15130483568640438
		MAPE:  448.42069271690673
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009997751836325897
		RMSE:  0.6160269134779416
		NRMSE:  0.20138837931215192
		MAPE:  1395.4972304120372

Protein:  CCNE1
x_train_column_count:  2
x_train columns:  ['CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.3882525061775621
		RMSE:  0.8073510115699897
		NRMSE:  0.1948381908849554
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.2068608862157744
		RMSE:  0.7484097025916991
		NRMSE:  0.3260050104942715
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5224229806426052
		NRMSE:  0.12607644873967835
		MAPE:  105.82433067667067
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010783677474574871
		RMSE:  0.36685077747270034
		NRMSE:  0.1597990928573857
		MAPE:  133.3645349232411

	Predictor:  LinearRegression
		Pearson Correlation:  0.07225890269422985
		Spearman Correlation:  0.07736947452467563
		Coefficient of Determination:  0.005221349018574406
		RMSE:  0.5210573193022984
		NRMSE:  0.1257468733987254
		MAPE:  105.42922708555784
		Pearson Correlation:  0.07812502788834241
		Spearman Correlation:  0.11992946044735714
		Coefficient of Determination:  -0.005907224987138138
		RMSE:  0.36596478510465996
		NRMSE:  0.15941315725254168
		MAPE:  132.7428861364911

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5224229806426052
		NRMSE:  0.12607644873967835
		MAPE:  105.82433067667067
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010783677474574871
		RMSE:  0.36685077747270034
		NRMSE:  0.1597990928573857
		MAPE:  133.3645349232411

	Predictor:  RandomForests
		Pearson Correlation:  0.07223100066721029
		Spearman Correlation:  0.07736947452467563
		Coefficient of Determination:  0.005203596810364197
		RMSE:  0.5210619685158424
		NRMSE:  0.1257479953944162
		MAPE:  105.48183569859285
		Pearson Correlation:  0.07812502788834244
		Spearman Correlation:  0.11992946044735714
		Coefficient of Determination:  -0.005210611367678641
		RMSE:  0.3658380436916572
		NRMSE:  0.15935794907507828
		MAPE:  132.82320452064232

Protein:  CCND1
x_train_column_count:  2
x_train columns:  ['CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.44064885869713843
		RMSE:  0.2936537728092399
		NRMSE:  0.17653615611766113
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6507167710215811
		RMSE:  0.2694738938084911
		NRMSE:  0.2553456206196082
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796535
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.97448412250054

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.4116478916667035e-06
		RMSE:  0.24465690258910402
		NRMSE:  0.14708065466875717
		MAPE:  622.5870209040851
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0008938093409120995
		RMSE:  0.20983330328280636
		NRMSE:  0.19883193245980532
		MAPE:  469.34659613783066

Protein:  ERBB2
x_train_column_count:  2
x_train columns:  ['ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08695701084953744
		RMSE:  1.023008454816054
		NRMSE:  0.1742863272085548
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1111491455026472
		RMSE:  1.1242523174677488
		NRMSE:  0.20280184671833265
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865388
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792788993

	Predictor:  LinearRegression
		Pearson Correlation:  0.0027965800573538277
		Spearman Correlation:  -0.031214782047203467
		Coefficient of Determination:  7.820860017382358e-06
		RMSE:  0.981231181417275
		NRMSE:  0.16716888110419187
		MAPE:  604.5497180650914
		Pearson Correlation:  -0.0015489477818765977
		Spearman Correlation:  -0.018139143253720007
		Coefficient of Determination:  -0.0038841815942871616
		RMSE:  1.0686104544611728
		NRMSE:  0.1927647114620775
		MAPE:  271.86291488388247

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865388
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792788993

	Predictor:  RandomForests
		Pearson Correlation:  0.0027965800573538286
		Spearman Correlation:  -0.031214782047203467
		Coefficient of Determination:  -9.654810548820336e-06
		RMSE:  0.9812397552833094
		NRMSE:  0.16717034180338167
		MAPE:  599.4707439174655
		Pearson Correlation:  -0.0015489477818766014
		Spearman Correlation:  -0.018139143253720007
		Coefficient of Determination:  -0.004296752420684946
		RMSE:  1.0688300177426382
		NRMSE:  0.19280431808619639
		MAPE:  269.93463585795945

Protein:  ERBB3
x_train_column_count:  2
x_train columns:  ['ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19951943522205973
		RMSE:  0.4939516163098853
		NRMSE:  0.17910620018705933
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27774471248359456
		RMSE:  0.5592204608326292
		NRMSE:  0.15547938022732444
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  LinearRegression
		Pearson Correlation:  0.025873898734873887
		Spearman Correlation:  0.00342501533885403
		Coefficient of Determination:  0.0006694586357424148
		RMSE:  0.4508533973358105
		NRMSE:  0.16347884321444103
		MAPE:  237.77891692081775
		Pearson Correlation:  0.003259190884356853
		Spearman Correlation:  0.019849641722338884
		Coefficient of Determination:  -0.01582809460001733
		RMSE:  0.49862163306944335
		NRMSE:  0.13863116231860523
		MAPE:  161.4502301605969

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  RandomForests
		Pearson Correlation:  0.025873898734873887
		Spearman Correlation:  0.00342501533885403
		Coefficient of Determination:  0.0006665254779996133
		RMSE:  0.45085405899034225
		NRMSE:  0.1634790831294957
		MAPE:  237.232685809151
		Pearson Correlation:  0.0032591908843568416
		Spearman Correlation:  0.019849641722338884
		Coefficient of Determination:  -0.015979395719386558
		RMSE:  0.4986587649437652
		NRMSE:  0.1386414860481727
		MAPE:  161.16951782680897


Fold:  4

Protein:  RB1
x_train_column_count:  2
x_train columns:  ['RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0017653619110491459
		RMSE:  0.25173274438657
		NRMSE:  0.09206141909982812
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11040193949010524
		RMSE:  0.1737457828578019
		NRMSE:  0.1664678101960314
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  LinearRegression
		Pearson Correlation:  0.028251025040665876
		Spearman Correlation:  0.04790792506620437
		Coefficient of Determination:  0.000798120415848369
		RMSE:  0.25141045045033156
		NRMSE:  0.09194355268078246
		MAPE:  142.16129834709255
		Pearson Correlation:  0.17661141723099724
		Spearman Correlation:  0.18932707163864965
		Coefficient of Determination:  -0.054772250082753215
		RMSE:  0.16933764438903676
		NRMSE:  0.1622443226047568
		MAPE:  99.36227293056196

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  RandomForests
		Pearson Correlation:  0.028251025040665904
		Spearman Correlation:  0.04790792506620437
		Coefficient of Determination:  0.0007742716781427017
		RMSE:  0.2514134507379789
		NRMSE:  0.09194464991880445
		MAPE:  136.1687402094161
		Pearson Correlation:  0.17661141723099733
		Spearman Correlation:  0.18932707163864965
		Coefficient of Determination:  -0.05853645273565866
		RMSE:  0.16963953587596944
		NRMSE:  0.16253356827115456
		MAPE:  98.75591146720659

Protein:  CDH1
x_train_column_count:  2
x_train columns:  ['CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1648542010437435
		RMSE:  1.2077311247232185
		NRMSE:  0.19230774891296748
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01787767410405383
		RMSE:  1.1768276141426715
		NRMSE:  0.21349508619837296
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.119011303751291
		NRMSE:  0.17818083878718685
		MAPE:  552.7314487209006
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06543533401046742
		RMSE:  1.204005869039757
		NRMSE:  0.21842565020132743
		MAPE:  371.74257556440244

	Predictor:  LinearRegression
		Pearson Correlation:  0.5289831929520881
		Spearman Correlation:  0.45040702939291893
		Coefficient of Determination:  0.2798232184257863
		RMSE:  0.9496291370685895
		NRMSE:  0.15121001513782834
		MAPE:  333.88291896838405
		Pearson Correlation:  0.6162672398551103
		Spearman Correlation:  0.40269259139222563
		Coefficient of Determination:  0.3074766075217744
		RMSE:  0.9706938544229087
		NRMSE:  0.17609917173232262
		MAPE:  216.38253036837133

	Predictor:  ElasticNet
		Pearson Correlation:  0.5289831929520893
		Spearman Correlation:  0.45040702939291893
		Coefficient of Determination:  0.21776706015092517
		RMSE:  0.9896976149628564
		NRMSE:  0.15759014282393177
		MAPE:  433.20214077672716
		Pearson Correlation:  0.6162672398551103
		Spearman Correlation:  0.40269259139222563
		Coefficient of Determination:  0.17901757293330356
		RMSE:  1.0568953490621293
		NRMSE:  0.19173748214181802
		MAPE:  287.85603866817587

	Predictor:  RandomForests
		Pearson Correlation:  0.5289831929520885
		Spearman Correlation:  0.45040702939291893
		Coefficient of Determination:  0.27972491299877733
		RMSE:  0.9496939479002412
		NRMSE:  0.151220335005293
		MAPE:  339.80653801550073
		Pearson Correlation:  0.6162672398551101
		Spearman Correlation:  0.40269259139222563
		Coefficient of Determination:  0.30697945249495606
		RMSE:  0.9710422172037553
		NRMSE:  0.17616237023398196
		MAPE:  219.77667377412078

Protein:  CDH2
x_train_column_count:  2
x_train columns:  ['CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011628294333081435
		RMSE:  0.38156283556505555
		NRMSE:  0.1382574228440668
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.013534078125908788
		RMSE:  0.33551468363995024
		NRMSE:  0.17308132332546644
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  LinearRegression
		Pearson Correlation:  0.03010483884052025
		Spearman Correlation:  0.01902259079406521
		Coefficient of Determination:  0.0009063013216136229
		RMSE:  0.3791915873860672
		NRMSE:  0.13739821269152375
		MAPE:  503.44593080350074
		Pearson Correlation:  -0.06782633649554896
		Spearman Correlation:  -0.10354765953166792
		Coefficient of Determination:  -0.06301174273986687
		RMSE:  0.34360651112891755
		NRMSE:  0.17725563902073663
		MAPE:  138.5175551174038

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  RandomForests
		Pearson Correlation:  0.030090451427318435
		Spearman Correlation:  0.01902259079406521
		Coefficient of Determination:  0.0009043882517715263
		RMSE:  0.3791919504249113
		NRMSE:  0.13739834423686909
		MAPE:  512.6842307970973
		Pearson Correlation:  -0.06782633649554902
		Spearman Correlation:  -0.10354765953166792
		Coefficient of Determination:  -0.06266880526381513
		RMSE:  0.34355108132970286
		NRMSE:  0.17722704455537475
		MAPE:  139.2736305678542

Protein:  CDH3
x_train_column_count:  2
x_train columns:  ['CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006306553616452382
		RMSE:  0.206558346691537
		NRMSE:  0.1472115018398285
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056823148221427866
		RMSE:  0.21361844422784051
		NRMSE:  0.19012980777528213
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  LinearRegression
		Pearson Correlation:  0.05564353475787721
		Spearman Correlation:  0.06659204168563214
		Coefficient of Determination:  0.0030962029603509578
		RMSE:  0.20559105888812532
		NRMSE:  0.1465221281469599
		MAPE:  177.49436314211053
		Pearson Correlation:  0.022250444890147807
		Spearman Correlation:  0.06316703799617795
		Coefficient of Determination:  -0.10404584622603275
		RMSE:  0.21833891267928798
		NRMSE:  0.19433123224743928
		MAPE:  210.71621112095093

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  RandomForests
		Pearson Correlation:  0.05557818389999524
		Spearman Correlation:  0.06659204168563214
		Coefficient of Determination:  0.003055823648245526
		RMSE:  0.20559522255040424
		NRMSE:  0.14652509553601512
		MAPE:  182.8695704648601
		Pearson Correlation:  0.025694659631079468
		Spearman Correlation:  0.06316703799617795
		Coefficient of Determination:  -0.10615236755195512
		RMSE:  0.21854710892267548
		NRMSE:  0.1945165360580624
		MAPE:  217.6606052280289

Protein:  PTEN
x_train_column_count:  2
x_train columns:  ['PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04663541191913323
		RMSE:  0.5747314783713694
		NRMSE:  0.11117523181123673
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02346833201832421
		RMSE:  0.7542692946958974
		NRMSE:  0.11793750210239971
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  LinearRegression
		Pearson Correlation:  0.0802570151710381
		Spearman Correlation:  0.11695247382987448
		Coefficient of Determination:  0.006441188484164195
		RMSE:  0.5599690988425468
		NRMSE:  0.10831961831525587
		MAPE:  289.457775557982
		Pearson Correlation:  0.34666030928339486
		Spearman Correlation:  0.2909635675514269
		Coefficient of Determination:  0.04323813237505536
		RMSE:  0.7292747092714973
		NRMSE:  0.11402935021053823
		MAPE:  458.8892214771114

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  RandomForests
		Pearson Correlation:  0.0802570151710381
		Spearman Correlation:  0.11695247382987448
		Coefficient of Determination:  0.006433519261647924
		RMSE:  0.559971260022783
		NRMSE:  0.10832003637085712
		MAPE:  291.2495113990311
		Pearson Correlation:  0.346660309283395
		Spearman Correlation:  0.2909635675514269
		Coefficient of Determination:  0.044372344924963114
		RMSE:  0.7288423144185383
		NRMSE:  0.11396174097702108
		MAPE:  461.9601899273717

Protein:  BRCA2
x_train_column_count:  2
x_train columns:  ['BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015699866052385492
		RMSE:  0.1919477679021074
		NRMSE:  0.12365776640496533
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0014129332580739007
		RMSE:  0.2082543553514594
		NRMSE:  0.20232423210836328
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  LinearRegression
		Pearson Correlation:  0.023547180686603393
		Spearman Correlation:  0.03358887055275644
		Coefficient of Determination:  0.0005544697182875424
		RMSE:  0.1917440871183986
		NRMSE:  0.12352654992327178
		MAPE:  108.44803273560206
		Pearson Correlation:  -0.04528821927041506
		Spearman Correlation:  -0.05214997182861008
		Coefficient of Determination:  -0.0030324217873500814
		RMSE:  0.20842268216343618
		NRMSE:  0.2024877657493235
		MAPE:  141.48921034027683

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  RandomForests
		Pearson Correlation:  0.022136984544663348
		Spearman Correlation:  0.027375333303569366
		Coefficient of Determination:  0.00042828138088557566
		RMSE:  0.19175619138178399
		NRMSE:  0.12353434780594878
		MAPE:  106.50166095372475
		Pearson Correlation:  -0.045288219270415035
		Spearman Correlation:  -0.05214997182861008
		Coefficient of Determination:  -0.0023996699403898702
		RMSE:  0.20835693122681775
		NRMSE:  0.20242388709603304
		MAPE:  133.64798035245653

Protein:  CDKN2A
x_train_column_count:  2
x_train columns:  ['CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06343046233027927
		RMSE:  0.6950010485750925
		NRMSE:  0.15711564339891315
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10006794882547432
		RMSE:  0.6614783461565592
		NRMSE:  0.1993004959796804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6739550183850767
		NRMSE:  0.1523578655781794
		MAPE:  281.71125082022354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0022276354551518107
		RMSE:  0.6313774446715202
		NRMSE:  0.19023122768048215
		MAPE:  197.14658329930893

	Predictor:  LinearRegression
		Pearson Correlation:  0.11748637020751977
		Spearman Correlation:  0.07444362464002338
		Coefficient of Determination:  0.013803047184538397
		RMSE:  0.6692875396019692
		NRMSE:  0.15130271043336024
		MAPE:  286.38947857389616
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0014003976642733562
		RMSE:  0.6311168216928167
		NRMSE:  0.19015270313130964
		MAPE:  201.48847107289973

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6739550183850767
		NRMSE:  0.1523578655781794
		MAPE:  281.71125082022354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0022276354551518107
		RMSE:  0.6313774446715202
		NRMSE:  0.19023122768048215
		MAPE:  197.14658329930893

	Predictor:  RandomForests
		Pearson Correlation:  0.11748607688940493
		Spearman Correlation:  0.07444362464002338
		Coefficient of Determination:  0.013801607454654197
		RMSE:  0.6692880281417671
		NRMSE:  0.1513028208752723
		MAPE:  285.3848795536268
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001487717488891649
		RMSE:  0.6311443370647998
		NRMSE:  0.19016099339102133
		MAPE:  200.97813054284092

Protein:  TP53
x_train_column_count:  2
x_train columns:  ['TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04782361373877353
		RMSE:  0.460756629216985
		NRMSE:  0.11073218678610552
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07696826201632412
		RMSE:  0.4481222561682025
		NRMSE:  0.1422068596624151
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4501191620264231
		NRMSE:  0.10817571786263473
		MAPE:  418.8529054417374
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002447694094247499
		RMSE:  0.4323405014905614
		NRMSE:  0.13719868668778923
		MAPE:  185.65040333639752

	Predictor:  LinearRegression
		Pearson Correlation:  0.3619318721690354
		Spearman Correlation:  0.3949467797603821
		Coefficient of Determination:  0.13099468009178283
		RMSE:  0.4196031301269515
		NRMSE:  0.10084189620931304
		MAPE:  810.7036111040962
		Pearson Correlation:  0.3664621098162755
		Spearman Correlation:  0.35542745932181025
		Coefficient of Determination:  0.13020861328709143
		RMSE:  0.40271945707939494
		NRMSE:  0.1277987614494145
		MAPE:  259.34788516819356

	Predictor:  ElasticNet
		Pearson Correlation:  0.3619318721690354
		Spearman Correlation:  0.3949467797603821
		Coefficient of Determination:  0.11269982630851239
		RMSE:  0.4239970011803055
		NRMSE:  0.10189786137474298
		MAPE:  634.5327742898687
		Pearson Correlation:  0.36646210981627575
		Spearman Correlation:  0.35542745932181025
		Coefficient of Determination:  0.11462298586919584
		RMSE:  0.4063115638626941
		NRMSE:  0.12893867855505653
		MAPE:  182.94782263363578

	Predictor:  RandomForests
		Pearson Correlation:  0.36193187216903594
		Spearman Correlation:  0.3949467797603821
		Coefficient of Determination:  0.13097545594637738
		RMSE:  0.4196077713338521
		NRMSE:  0.10084301161592216
		MAPE:  813.3040369861917
		Pearson Correlation:  0.36646210981627547
		Spearman Correlation:  0.35542745932181025
		Coefficient of Determination:  0.1307669804073508
		RMSE:  0.40259017239866035
		NRMSE:  0.12775773432300722
		MAPE:  258.26006551130655

Protein:  CTNNB1
x_train_column_count:  2
x_train columns:  ['CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6170193939500923
		RMSE:  0.9046651382507068
		NRMSE:  0.21849703851094263
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09478783275970826
		RMSE:  0.8396248247596424
		NRMSE:  0.17652527641906535
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  LinearRegression
		Pearson Correlation:  0.007687671142576616
		Spearman Correlation:  0.009439586432258862
		Coefficient of Determination:  5.910028759648078e-05
		RMSE:  0.711405808291869
		NRMSE:  0.17182055074192565
		MAPE:  632.1467050719274
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.15127506890477416
		RMSE:  0.861013259572928
		NRMSE:  0.18102204599548566
		MAPE:  930.9053436038419

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  RandomForests
		Pearson Correlation:  -0.007687671142576612
		Spearman Correlation:  -0.009439586432258862
		Coefficient of Determination:  -9.029206101374143e-05
		RMSE:  0.7114589487401226
		NRMSE:  0.17183338535893214
		MAPE:  637.4943294388806
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1560839079158134
		RMSE:  0.8628095980904749
		NRMSE:  0.18139971366799992
		MAPE:  938.757878923958

Protein:  CCNE1
x_train_column_count:  2
x_train columns:  ['CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4688329016852353
		RMSE:  0.7931748470731899
		NRMSE:  0.19141705409976348
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.186170633384966
		RMSE:  0.8069776954058596
		NRMSE:  0.32929800677624244
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5048043460690237
		NRMSE:  0.12182453992060809
		MAPE:  103.07374645056161
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01570191691728584
		RMSE:  0.4556277343037054
		NRMSE:  0.18592497115143453
		MAPE:  142.6844229696492

	Predictor:  LinearRegression
		Pearson Correlation:  0.08123735806266234
		Spearman Correlation:  0.09770275667467455
		Coefficient of Determination:  0.006599508345001337
		RMSE:  0.5031358584654905
		NRMSE:  0.12142188345331237
		MAPE:  102.55057598488078
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017824691987600616
		RMSE:  0.4561036073711416
		NRMSE:  0.1861191575006699
		MAPE:  142.17243416283657

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5048043460690237
		NRMSE:  0.12182453992060809
		MAPE:  103.07374645056161
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01570191691728584
		RMSE:  0.4556277343037054
		NRMSE:  0.18592497115143453
		MAPE:  142.6844229696492

	Predictor:  RandomForests
		Pearson Correlation:  0.08120022506527814
		Spearman Correlation:  0.09770275667467455
		Coefficient of Determination:  0.006593238258982725
		RMSE:  0.5031374462944479
		NRMSE:  0.1214222666444115
		MAPE:  102.54256503203737
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01794359952518043
		RMSE:  0.456130248782661
		NRMSE:  0.18613002888380847
		MAPE:  142.14468216651923

Protein:  CCND1
x_train_column_count:  2
x_train columns:  ['CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47371951525638445
		RMSE:  0.2917253166285864
		NRMSE:  0.18637975276867558
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47112550847095647
		RMSE:  0.27775626016480953
		NRMSE:  0.17517423067911803
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  LinearRegression
		Pearson Correlation:  0.03594431349952054
		Spearman Correlation:  0.046263255732839084
		Coefficient of Determination:  0.0012919936729518522
		RMSE:  0.240151867578827
		NRMSE:  0.15343010412518815
		MAPE:  627.9447021976318
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011722275390328996
		RMSE:  0.22913603298645
		NRMSE:  0.14451061616198915
		MAPE:  483.22310569753625

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  RandomForests
		Pearson Correlation:  0.03594431349952054
		Spearman Correlation:  0.046263255732839084
		Coefficient of Determination:  0.001107179440587025
		RMSE:  0.24017408700113996
		NRMSE:  0.1534442998435619
		MAPE:  630.2725843634295
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001371772661774795
		RMSE:  0.22915886657018195
		NRMSE:  0.14452501675717833
		MAPE:  484.949677365471

Protein:  ERBB2
x_train_column_count:  2
x_train columns:  ['ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06177154229692228
		RMSE:  1.0106646016782141
		NRMSE:  0.1721833486682819
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.26989975035857605
		RMSE:  1.1682171872252598
		NRMSE:  0.21036071365744585
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9808249714864398
		NRMSE:  0.1670996765569688
		MAPE:  529.9728174248761
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556425
		RMSE:  1.07776630779691
		NRMSE:  0.19407323581894154
		MAPE:  193.8969179437583

	Predictor:  LinearRegression
		Pearson Correlation:  0.023295176422668335
		Spearman Correlation:  0.05381380473881027
		Coefficient of Determination:  0.0005426652445632563
		RMSE:  0.9805588055602775
		NRMSE:  0.16705433081082124
		MAPE:  524.3406620393563
		Pearson Correlation:  -0.09262163827786757
		Spearman Correlation:  -0.06565658910257163
		Coefficient of Determination:  -0.08563625817618936
		RMSE:  1.0801424697429483
		NRMSE:  0.19450111098479278
		MAPE:  192.75576805805974

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9808249714864398
		NRMSE:  0.1670996765569688
		MAPE:  529.9728174248761
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556425
		RMSE:  1.07776630779691
		NRMSE:  0.19407323581894154
		MAPE:  193.8969179437583

	Predictor:  RandomForests
		Pearson Correlation:  0.02329517642266837
		Spearman Correlation:  0.05381380473881027
		Coefficient of Determination:  0.000540523414418459
		RMSE:  0.9805598562250785
		NRMSE:  0.16705450980886222
		MAPE:  521.7140244202513
		Pearson Correlation:  -0.09262163827786753
		Spearman Correlation:  -0.06565658910257163
		Coefficient of Determination:  -0.08635356937760985
		RMSE:  1.0804992514671257
		NRMSE:  0.19456535662245214
		MAPE:  191.98717303933125

Protein:  ERBB3
x_train_column_count:  2
x_train columns:  ['ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20254353309139272
		RMSE:  0.523865801474932
		NRMSE:  0.14324270860276114
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.287905849531515
		RMSE:  0.4364451552160674
		NRMSE:  0.21482088883335748
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  LinearRegression
		Pearson Correlation:  0.02142480092261422
		Spearman Correlation:  0.007814858695171355
		Coefficient of Determination:  0.0004590220945734913
		RMSE:  0.47760618944928274
		NRMSE:  0.13059375899236375
		MAPE:  236.70687842869484
		Pearson Correlation:  -0.014753783060940474
		Spearman Correlation:  -0.016812541184208947
		Coefficient of Determination:  -0.0012681734095500996
		RMSE:  0.3848245985349469
		NRMSE:  0.18941294527898078
		MAPE:  221.33623703188863

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  RandomForests
		Pearson Correlation:  0.021424800922614173
		Spearman Correlation:  0.007814858695171355
		Coefficient of Determination:  0.00045854739811401757
		RMSE:  0.477606302860311
		NRMSE:  0.13059379000279203
		MAPE:  236.75465783396538
		Pearson Correlation:  -0.014753783060940455
		Spearman Correlation:  -0.016812541184208947
		Coefficient of Determination:  -0.0013004453782068381
		RMSE:  0.3848308001438883
		NRMSE:  0.18941599774761073
		MAPE:  221.38891279881895


Fold:  5

Protein:  RB1
x_train_column_count:  2
x_train columns:  ['RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00018503513771928048
		RMSE:  0.23392670305630597
		NRMSE:  0.11556330212293363
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12340187398900859
		RMSE:  0.2547692202160761
		NRMSE:  0.12845593258580365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  LinearRegression
		Pearson Correlation:  0.0711179976560349
		Spearman Correlation:  0.1001714760457071
		Coefficient of Determination:  0.005057769590603889
		RMSE:  0.2333127949311093
		NRMSE:  0.11526002229544531
		MAPE:  100.18941901143717
		Pearson Correlation:  -0.015253771535779833
		Spearman Correlation:  -0.00847646942326101
		Coefficient of Determination:  -0.12117279804070336
		RMSE:  0.2545163356768559
		NRMSE:  0.12832842691893184
		MAPE:  105.33988969063172

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  RandomForests
		Pearson Correlation:  0.07111799765603492
		Spearman Correlation:  0.1001714760457071
		Coefficient of Determination:  0.005033367009548706
		RMSE:  0.23331565610199223
		NRMSE:  0.11526143575680244
		MAPE:  99.29304491261915
		Pearson Correlation:  -0.01525377153577983
		Spearman Correlation:  -0.00847646942326101
		Coefficient of Determination:  -0.12288181241690399
		RMSE:  0.2547102426489134
		NRMSE:  0.12842619579740708
		MAPE:  100.20290694139734

Protein:  CDH1
x_train_column_count:  2
x_train columns:  ['CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10476316856458312
		RMSE:  1.1835893765747125
		NRMSE:  0.18846364392451076
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19786466090973764
		RMSE:  1.2714981376898562
		NRMSE:  0.2500438806886504
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1260727912856485
		NRMSE:  0.17930524366829853
		MAPE:  266.31463004312263
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01718399286470018
		RMSE:  1.1716869980595492
		NRMSE:  0.23041572398960675
		MAPE:  1066.779337530299

	Predictor:  LinearRegression
		Pearson Correlation:  0.5816282576348463
		Spearman Correlation:  0.4582736846472864
		Coefficient of Determination:  0.3382914300793479
		RMSE:  0.9160092191269159
		NRMSE:  0.14585669550761374
		MAPE:  161.74289628734508
		Pearson Correlation:  0.4040532178627406
		Spearman Correlation:  0.3914919324769904
		Coefficient of Determination:  0.12110491501746656
		RMSE:  1.089131627994401
		NRMSE:  0.21418096556496452
		MAPE:  434.2123017602203

	Predictor:  ElasticNet
		Pearson Correlation:  0.5816282576348474
		Spearman Correlation:  0.4582736846472864
		Coefficient of Determination:  0.26010569386832916
		RMSE:  0.9686152616478423
		NRMSE:  0.15423318710357029
		MAPE:  207.16328692083948
		Pearson Correlation:  0.40405321786274073
		Spearman Correlation:  0.3914919324769904
		Coefficient of Determination:  0.13214222461035552
		RMSE:  1.0822712741756153
		NRMSE:  0.2128318566351921
		MAPE:  732.8326882340175

	Predictor:  RandomForests
		Pearson Correlation:  0.5816282576348476
		Spearman Correlation:  0.4582736846472864
		Coefficient of Determination:  0.3382182867679878
		RMSE:  0.9160598442050675
		NRMSE:  0.14586475656906903
		MAPE:  164.55092898495133
		Pearson Correlation:  0.4040532178627407
		Spearman Correlation:  0.3914919324769904
		Coefficient of Determination:  0.1213952133793107
		RMSE:  1.0889517434751397
		NRMSE:  0.21414559074062256
		MAPE:  449.84162332830107

Protein:  CDH2
x_train_column_count:  2
x_train columns:  ['CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0016678089051440637
		RMSE:  0.3594357673583712
		NRMSE:  0.1765314902796381
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02548752338232485
		RMSE:  0.4223734458481898
		NRMSE:  0.15794680397441796
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  LinearRegression
		Pearson Correlation:  0.010735787613138108
		Spearman Correlation:  0.0038718130672675934
		Coefficient of Determination:  0.00011525713567439588
		RMSE:  0.3591157095637003
		NRMSE:  0.17637429869048685
		MAPE:  198.0597768408527
		Pearson Correlation:  0.011164952153692377
		Spearman Correlation:  -0.04761525104101502
		Coefficient of Determination:  -0.015219456025242772
		RMSE:  0.4202535419331377
		NRMSE:  0.15715406463105572
		MAPE:  210.27806194038234

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  RandomForests
		Pearson Correlation:  0.01072178744521061
		Spearman Correlation:  0.0038718130672675934
		Coefficient of Determination:  0.00011130642323864404
		RMSE:  0.35911641902622005
		NRMSE:  0.17637464713237072
		MAPE:  193.7852577757733
		Pearson Correlation:  0.01116495215369237
		Spearman Correlation:  -0.04761525104101502
		Coefficient of Determination:  -0.015623549612273413
		RMSE:  0.4203371715684819
		NRMSE:  0.1571853379834646
		MAPE:  232.94142402457197

Protein:  CDH3
x_train_column_count:  2
x_train columns:  ['CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011481892643820935
		RMSE:  0.2038847376288621
		NRMSE:  0.14304087222095618
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026977014897064944
		RMSE:  0.22369326249691865
		NRMSE:  0.20181818899206835
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  LinearRegression
		Pearson Correlation:  0.04187821671758305
		Spearman Correlation:  0.043446518407187405
		Coefficient of Determination:  0.001753785035444544
		RMSE:  0.2035890283338524
		NRMSE:  0.14283340933788824
		MAPE:  141.7709527488807
		Pearson Correlation:  0.06628700396052963
		Spearman Correlation:  0.07678017698576212
		Coefficient of Determination:  -0.002282324472242303
		RMSE:  0.22364692417131993
		NRMSE:  0.20177638211398508
		MAPE:  105.78350840419282

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  RandomForests
		Pearson Correlation:  0.04177136773652152
		Spearman Correlation:  0.043446518407187405
		Coefficient of Determination:  0.0017370850069072796
		RMSE:  0.20359073128464372
		NRMSE:  0.14283460408924323
		MAPE:  144.35229057940802
		Pearson Correlation:  0.06674182119109999
		Spearman Correlation:  0.07678017698576212
		Coefficient of Determination:  -0.0027042807317851913
		RMSE:  0.2236939963819714
		NRMSE:  0.201818851110143
		MAPE:  106.41929115357891

Protein:  PTEN
x_train_column_count:  2
x_train columns:  ['PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05240378988513572
		RMSE:  0.5837468026637292
		NRMSE:  0.09127461538014686
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011774083334460839
		RMSE:  0.7259408088203396
		NRMSE:  0.14042494754339593
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5690275755039937
		NRMSE:  0.08897311789601967
		MAPE:  304.4741530818047
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005181468299075398
		RMSE:  0.7235718660416283
		NRMSE:  0.13996670265429206
		MAPE:  391.1377632658283

	Predictor:  LinearRegression
		Pearson Correlation:  0.18816093898645475
		Spearman Correlation:  0.18236589916907733
		Coefficient of Determination:  0.0354045389602643
		RMSE:  0.5588637237212547
		NRMSE:  0.0873838986351739
		MAPE:  353.90910399375434
		Pearson Correlation:  0.031520428371278525
		Spearman Correlation:  0.038545631351581365
		Coefficient of Determination:  -0.012866989435035947
		RMSE:  0.7263327792295774
		NRMSE:  0.14050076973645492
		MAPE:  456.53977255625955

	Predictor:  ElasticNet
		Pearson Correlation:  0.1881609389864549
		Spearman Correlation:  0.18236589916907733
		Coefficient of Determination:  0.014519398736627442
		RMSE:  0.5648815017208492
		NRMSE:  0.08832483804563351
		MAPE:  313.59546817495936
		Pearson Correlation:  0.03152042837127851
		Spearman Correlation:  0.038545631351581365
		Coefficient of Determination:  -0.004872818934343437
		RMSE:  0.7234607681203559
		NRMSE:  0.1399452120319475
		MAPE:  405.80287510833426

	Predictor:  RandomForests
		Pearson Correlation:  0.1881609389864551
		Spearman Correlation:  0.18236589916907733
		Coefficient of Determination:  0.03540023318957386
		RMSE:  0.5588649710505516
		NRMSE:  0.08738409366750864
		MAPE:  354.93281811227047
		Pearson Correlation:  0.03152042837127851
		Spearman Correlation:  0.038545631351581365
		Coefficient of Determination:  -0.012934777677075404
		RMSE:  0.7263570844932307
		NRMSE:  0.14050547131175153
		MAPE:  458.05572247234744

Protein:  BRCA2
x_train_column_count:  2
x_train columns:  ['BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00015423459462815536
		RMSE:  0.20048365981157823
		NRMSE:  0.1291568109593031
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08467605477038265
		RMSE:  0.17297650483593724
		NRMSE:  0.22621657599677922
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  LinearRegression
		Pearson Correlation:  0.0018526246361028572
		Spearman Correlation:  -0.00844914285539878
		Coefficient of Determination:  3.432218042220825e-06
		RMSE:  0.2004678568162028
		NRMSE:  0.12914663025685477
		MAPE:  103.37987265211024
		Pearson Correlation:  -0.011599960217247626
		Spearman Correlation:  -0.0406964132008184
		Coefficient of Determination:  -0.0938115501816641
		RMSE:  0.1737034097505018
		NRMSE:  0.22716721343163773
		MAPE:  102.36293104032073

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  RandomForests
		Pearson Correlation:  0.0018516775982404463
		Spearman Correlation:  -0.00844914285539878
		Coefficient of Determination:  -3.8417427794756875e-05
		RMSE:  0.20047205154111825
		NRMSE:  0.12914933260822564
		MAPE:  105.39095596231343
		Pearson Correlation:  -0.010996029673101954
		Spearman Correlation:  -0.0406964132008184
		Coefficient of Determination:  -0.09815844687537245
		RMSE:  0.17404822329999695
		NRMSE:  0.22761815641142605
		MAPE:  104.10394706388342

Protein:  CDKN2A
x_train_column_count:  2
x_train columns:  ['CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06876053865938014
		RMSE:  0.7026668514343448
		NRMSE:  0.1789276696377339
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07452018232747903
		RMSE:  0.6281215662347416
		NRMSE:  0.15805378984795088
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6796874655065666
		NRMSE:  0.1730761797526334
		MAPE:  274.2442116656758
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00044725008449963966
		RMSE:  0.6060849693149379
		NRMSE:  0.15250873639690443
		MAPE:  274.3248072759207

	Predictor:  LinearRegression
		Pearson Correlation:  0.12978199413361982
		Spearman Correlation:  0.09070675404263925
		Coefficient of Determination:  0.016843366001298987
		RMSE:  0.6739390446495939
		NRMSE:  0.17161239709953754
		MAPE:  279.770568542601
		Pearson Correlation:  0.04137719342734658
		Spearman Correlation:  0.033162694947993426
		Coefficient of Determination:  -0.025520611448484276
		RMSE:  0.6136328672329808
		NRMSE:  0.15440800866434684
		MAPE:  291.6978581480934

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6796874655065666
		NRMSE:  0.1730761797526334
		MAPE:  274.2442116656758
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00044725008449963966
		RMSE:  0.6060849693149379
		NRMSE:  0.15250873639690443
		MAPE:  274.3248072759207

	Predictor:  RandomForests
		Pearson Correlation:  0.12977741478112534
		Spearman Correlation:  0.09070675404263925
		Coefficient of Determination:  0.01671530403796395
		RMSE:  0.6739829354925985
		NRMSE:  0.17162357350019058
		MAPE:  281.8646938966703
		Pearson Correlation:  0.04166401480977075
		Spearman Correlation:  0.033162694947993426
		Coefficient of Determination:  -0.02020224696671069
		RMSE:  0.612039644539014
		NRMSE:  0.1540071071535729
		MAPE:  289.39317825345057

Protein:  TP53
x_train_column_count:  2
x_train columns:  ['TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0629013951002304
		RMSE:  0.43691826486349494
		NRMSE:  0.11112140819031384
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02793228386718627
		RMSE:  0.5354711484549424
		NRMSE:  0.14342336907859712
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4237929343776606
		NRMSE:  0.10778324331179852
		MAPE:  459.9790072255086
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011640203076264122
		RMSE:  0.5284530873849588
		NRMSE:  0.1415436152095778
		MAPE:  140.42972129387252

	Predictor:  LinearRegression
		Pearson Correlation:  0.3574585550891103
		Spearman Correlation:  0.3936113463685194
		Coefficient of Determination:  0.12777661860639455
		RMSE:  0.39579251239794433
		NRMSE:  0.10066189689410829
		MAPE:  817.2968252630944
		Pearson Correlation:  0.3905207854305501
		Spearman Correlation:  0.3722018462120896
		Coefficient of Determination:  0.13680678944668334
		RMSE:  0.4906907041438961
		NRMSE:  0.13142914266610314
		MAPE:  200.44205743993425

	Predictor:  ElasticNet
		Pearson Correlation:  0.3574585550891103
		Spearman Correlation:  0.3936113463685194
		Coefficient of Determination:  0.10954970368504546
		RMSE:  0.39990658285986413
		NRMSE:  0.10170822830180426
		MAPE:  642.7097509738543
		Pearson Correlation:  0.39052078543055013
		Spearman Correlation:  0.3722018462120896
		Coefficient of Determination:  0.10316370197252211
		RMSE:  0.5001616757239217
		NRMSE:  0.13396589680565735
		MAPE:  165.60123262688344

	Predictor:  RandomForests
		Pearson Correlation:  0.3574585550891107
		Spearman Correlation:  0.3936113463685194
		Coefficient of Determination:  0.12773707440476278
		RMSE:  0.39580148436651097
		NRMSE:  0.10066417873458404
		MAPE:  817.906126124106
		Pearson Correlation:  0.3905207854305501
		Spearman Correlation:  0.3722018462120896
		Coefficient of Determination:  0.13567908516029503
		RMSE:  0.4910111268438982
		NRMSE:  0.13151496634361812
		MAPE:  200.11605419718208

Protein:  CTNNB1
x_train_column_count:  2
x_train columns:  ['CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.4291206958720877
		RMSE:  0.9037435622191023
		NRMSE:  0.1777623057079273
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5497170498826627
		RMSE:  0.8436000623678614
		NRMSE:  0.27017767234966206
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  LinearRegression
		Pearson Correlation:  0.0020950040095229897
		Spearman Correlation:  0.003736502962769133
		Coefficient of Determination:  4.3890417996683695e-06
		RMSE:  0.7559791352601098
		NRMSE:  0.148697705597976
		MAPE:  703.9726416613712
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011026058090757296
		RMSE:  0.6776950899066491
		NRMSE:  0.21704370367143408
		MAPE:  269.9221867701233

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  RandomForests
		Pearson Correlation:  -0.0020950040095230084
		Spearman Correlation:  -0.003736502962769133
		Coefficient of Determination:  -0.00011875177844133944
		RMSE:  0.7560256799769525
		NRMSE:  0.1487068607350418
		MAPE:  710.8335756424347
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.010459654401615e-06
		RMSE:  0.6776607844657946
		NRMSE:  0.21703271675408728
		MAPE:  272.33919704720387

Protein:  CCNE1
x_train_column_count:  2
x_train columns:  ['CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9790551557409413
		RMSE:  0.7746141645114569
		NRMSE:  0.27590887426944144
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8285524646781477
		RMSE:  0.8763813407881366
		NRMSE:  0.2114972948785232
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4487930906545114
		NRMSE:  0.15985506345663808
		MAPE:  112.14421009479175
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0040862214035515265
		RMSE:  0.6494188844018614
		NRMSE:  0.15672439713344627
		MAPE:  115.49088793396595

	Predictor:  LinearRegression
		Pearson Correlation:  0.08127982123126397
		Spearman Correlation:  0.08051512931366309
		Coefficient of Determination:  0.006606409339386166
		RMSE:  0.44730817867367717
		NRMSE:  0.159326154469698
		MAPE:  111.71875270878657
		Pearson Correlation:  0.05263185104833811
		Spearman Correlation:  0.08854605023683378
		Coefficient of Determination:  -0.0016208647012083688
		RMSE:  0.6486211276221046
		NRMSE:  0.15653187432056
		MAPE:  115.03638913841165

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4487930906545114
		NRMSE:  0.15985506345663808
		MAPE:  112.14421009479175
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0040862214035515265
		RMSE:  0.6494188844018614
		NRMSE:  0.15672439713344627
		MAPE:  115.49088793396595

	Predictor:  RandomForests
		Pearson Correlation:  0.08125363405539834
		Spearman Correlation:  0.08051512931366309
		Coefficient of Determination:  0.006597604308134608
		RMSE:  0.4473101610469288
		NRMSE:  0.1593268605688081
		MAPE:  111.70175139444827
		Pearson Correlation:  0.05263185104833813
		Spearman Correlation:  0.08854605023683378
		Coefficient of Determination:  -0.001527301326872177
		RMSE:  0.6485908324271868
		NRMSE:  0.15652456317474403
		MAPE:  115.00644692898088

Protein:  CCND1
x_train_column_count:  2
x_train columns:  ['CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5366759284640548
		RMSE:  0.28216244755564185
		NRMSE:  0.17771997351836757
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.30240520386774006
		RMSE:  0.3149325402631455
		NRMSE:  0.20120656537940065
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  LinearRegression
		Pearson Correlation:  0.03769158935499709
		Spearman Correlation:  0.04737468529999438
		Coefficient of Determination:  0.0014206559081055836
		RMSE:  0.22745702728285788
		NRMSE:  0.14326377310469232
		MAPE:  687.3385945234648
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002808868279990051
		RMSE:  0.2763462386751039
		NRMSE:  0.17655424711868228
		MAPE:  267.8460291407984

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  RandomForests
		Pearson Correlation:  0.037691589354997106
		Spearman Correlation:  0.04737468529999438
		Coefficient of Determination:  0.001220336764281793
		RMSE:  0.22747984054871362
		NRMSE:  0.14327814203662806
		MAPE:  685.5381470259015
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026314247648289157
		RMSE:  0.27632178834418064
		NRMSE:  0.1765386260999608
		MAPE:  267.22409057809426

Protein:  ERBB2
x_train_column_count:  2
x_train columns:  ['ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10085609607150081
		RMSE:  1.0785113826338413
		NRMSE:  0.1837421644434709
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05671362529003088
		RMSE:  0.8919867459254164
		NRMSE:  0.19736403273048267
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959455
		RMSE:  0.875951357919715
		NRMSE:  0.1938159880340115
		MAPE:  565.705361200264

	Predictor:  LinearRegression
		Pearson Correlation:  0.015501486235900202
		Spearman Correlation:  -0.010524645795195109
		Coefficient of Determination:  0.00024029607552189525
		RMSE:  1.0277968238368542
		NRMSE:  0.1751021046794307
		MAPE:  611.0573280920913
		Pearson Correlation:  -0.06798366079555399
		Spearman Correlation:  -0.10497781362654021
		Coefficient of Determination:  -0.02178907712847833
		RMSE:  0.8771227499980504
		NRMSE:  0.19407517424450724
		MAPE:  569.345214656059

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959455
		RMSE:  0.875951357919715
		NRMSE:  0.1938159880340115
		MAPE:  565.705361200264

	Predictor:  RandomForests
		Pearson Correlation:  0.01550148623590022
		Spearman Correlation:  -0.010524645795195109
		Coefficient of Determination:  0.00018873902134175502
		RMSE:  1.027823324951659
		NRMSE:  0.1751066195804997
		MAPE:  598.6634011725718
		Pearson Correlation:  -0.06798366079555397
		Spearman Correlation:  -0.10497781362654021
		Coefficient of Determination:  -0.019546474866501073
		RMSE:  0.8761596755255827
		NRMSE:  0.1938620810987018
		MAPE:  557.935886108782

Protein:  ERBB3
x_train_column_count:  2
x_train columns:  ['ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.24617901957450639
		RMSE:  0.5234556686317032
		NRMSE:  0.14126566093685908
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10551624527684367
		RMSE:  0.43841640970600765
		NRMSE:  0.21211918179733683
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  LinearRegression
		Pearson Correlation:  0.02540522615392871
		Spearman Correlation:  0.012704753198477449
		Coefficient of Determination:  0.0006454255159322742
		RMSE:  0.4687588627911158
		NRMSE:  0.12650456292754111
		MAPE:  250.17653677182054
		Pearson Correlation:  -0.0121682674842103
		Spearman Correlation:  -0.011137660996301922
		Coefficient of Determination:  -0.05628867742858956
		RMSE:  0.42854412837186895
		NRMSE:  0.20734267208485851
		MAPE:  241.2913491711111

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  RandomForests
		Pearson Correlation:  0.025405226153928734
		Spearman Correlation:  0.012704753198477449
		Coefficient of Determination:  0.0006263825965189262
		RMSE:  0.4687633289210323
		NRMSE:  0.12650576820782042
		MAPE:  248.53601174146308
		Pearson Correlation:  -0.012168267484210321
		Spearman Correlation:  -0.011137660996301922
		Coefficient of Determination:  -0.05408236149468304
		RMSE:  0.4280963350725598
		NRMSE:  0.2071260160789223
		MAPE:  239.57566420689625

Unnormalized

In [55]:
scenario = Scenario.selfmRNA_Mutations 
normalizeTechnique = NormalizeTechnique.UN
X, Y, Z = get_data(normalizeTechnique)
In [56]:
X.head()
Out[56]:
UBE2Q2P2 HMGB1P1 LOC155060 RNU12-2P SSX9 CXORF67 EFCAB8 SRP14P1 LOC391343 TRIM75P ... ZXDA ZXDB ZXDC ZYG11A ZYG11B ZYX ZZEF1 ZZZ3 TPTEP1 AKR1C6P
TCGA-A1-A0SF-01 10.7401 141.1933 314.4482 0.0000 0.0 0.000 2.9988 9.4249 0.0 0.0000 ... 74.1138 533.3625 1053.4444 94.6772 881.2262 5343.4779 934.3482 508.0867 52.2652 0.8568
TCGA-A1-A0SH-01 3.0048 79.8003 95.7054 0.0000 0.0 0.000 0.3612 3.9727 0.0 0.0000 ... 87.7601 581.0946 801.3977 19.8634 1353.2389 5464.9614 1312.7898 1001.1151 455.7746 0.0000
TCGA-A1-A0SJ-01 4.9419 134.8733 63.6488 0.3658 0.0 0.000 0.3658 4.7554 0.0 0.7316 ... 83.7677 2731.4129 834.3850 51.2117 1092.6383 3032.0988 958.3905 718.7929 43.5299 0.0000
TCGA-A1-A0SK-01 28.8560 1119.1932 166.7192 0.3152 0.0 1.891 0.0000 3.4668 0.0 0.0000 ... 69.0199 610.1481 1775.6067 158.5251 1380.7123 591.2386 1798.9285 1335.6445 49.4800 0.0000
TCGA-A1-A0SQ-01 1.0368 41.5532 75.8447 0.0000 0.0 0.000 0.4034 5.6480 0.0 0.0000 ... 106.1019 617.2466 875.0378 25.4160 969.4402 2903.0761 715.6833 691.4776 17.7509 0.0000

5 rows × 20440 columns

In [57]:
Y.head()
Out[57]:
RB1 CDH1 PTEN BRCA2 CDKN2A TP53 CTNNB1 CCNE1 CCND1 CDH2 CDH3 ERBB2 ERBB3
TCGA-A1-A0SF-01 0.017184 0.705680 0.197730 0.108550 0.17550 -0.472550 0.06978 -0.75401 -0.202360 -0.222000 -0.114060 0.25604 0.461410
TCGA-A1-A0SH-01 -0.081896 0.018364 0.699160 -0.282430 0.68156 -0.035545 -0.11192 -0.77956 -0.014111 0.072251 -0.031553 0.68354 0.033670
TCGA-A1-A0SJ-01 -0.106090 0.114310 -0.110550 0.108220 -0.00989 -0.431850 -0.85672 -0.29589 0.290760 -0.225320 0.128230 0.36458 0.430620
TCGA-A1-A0SK-01 -0.060244 -0.963820 -0.081596 0.309150 1.23630 0.898470 -0.85965 0.92670 0.045974 0.389790 -0.224090 -1.04130 -0.056604
TCGA-A1-A0SQ-01 0.376500 0.425490 0.657440 0.003187 -0.34580 -0.020122 0.39368 -1.02750 0.362490 0.292880 -0.144850 0.31196 0.649260
In [58]:
perform_kFoldCV(num_folds, scenario, normalizeTechnique, X, Y, Z)

Fold:  1

Protein:  RB1
x_train_column_count:  2
x_train columns:  ['RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017832262764705176
		RMSE:  0.22609122586734381
		NRMSE:  0.08562439911658541
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0064622508272080825
		RMSE:  0.2813710133086082
		NRMSE:  0.13900150344012696
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  LinearRegression
		Pearson Correlation:  0.19527152842778892
		Spearman Correlation:  0.2596678142795193
		Coefficient of Determination:  0.038130969814524684
		RMSE:  0.2197877955294061
		NRMSE:  0.08323718823306422
		MAPE:  187.67141163742264
		Pearson Correlation:  0.27962798152870116
		Spearman Correlation:  0.34967808018729885
		Coefficient of Determination:  0.021823743704235454
		RMSE:  0.27738895709917644
		NRMSE:  0.13703430790926743
		MAPE:  130.43726751279024

	Predictor:  ElasticNet
		Pearson Correlation:  0.19391279737668243
		Spearman Correlation:  0.25847504910702246
		Coefficient of Determination:  0.037602166880939536
		RMSE:  0.21984820316169457
		NRMSE:  0.08326006557913067
		MAPE:  189.5233272234876
		Pearson Correlation:  0.2796279815287011
		Spearman Correlation:  0.34967808018729885
		Coefficient of Determination:  0.021248651856464407
		RMSE:  0.2774704867247404
		NRMSE:  0.137074584767907
		MAPE:  131.60775066232006

	Predictor:  RandomForests
		Pearson Correlation:  0.3383152856508986
		Spearman Correlation:  0.3393842592916632
		Coefficient of Determination:  0.09803238411505888
		RMSE:  0.21283403305296428
		NRMSE:  0.08060368606436821
		MAPE:  145.4194861494385
		Pearson Correlation:  0.27052230404535893
		Spearman Correlation:  0.3280678885109722
		Coefficient of Determination:  0.025909129675039777
		RMSE:  0.27680908886038547
		NRMSE:  0.13674784429654013
		MAPE:  107.55264771623115

Protein:  CDH1
x_train_column_count:  2
x_train columns:  ['CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12177449909053428
		RMSE:  1.1951653206606205
		NRMSE:  0.20089175544360185
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11829904064371455
		RMSE:  1.227018913081223
		NRMSE:  0.19873326310796913
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  LinearRegression
		Pearson Correlation:  0.6279558973899954
		Spearman Correlation:  0.5626465965121538
		Coefficient of Determination:  0.39432860906687417
		RMSE:  0.8782006040980864
		NRMSE:  0.14761410655002882
		MAPE:  484.0992717600402
		Pearson Correlation:  0.6734443624132092
		Spearman Correlation:  0.6512632913862063
		Coefficient of Determination:  0.45274753665740086
		RMSE:  0.8583534228745239
		NRMSE:  0.13902261392156456
		MAPE:  259.40861656444457

	Predictor:  ElasticNet
		Pearson Correlation:  0.5982430844937681
		Spearman Correlation:  0.566250464567776
		Coefficient of Determination:  0.35340459164399074
		RMSE:  0.907384820144156
		NRMSE:  0.1525195939260343
		MAPE:  593.6205564762978
		Pearson Correlation:  0.6256282777926636
		Spearman Correlation:  0.6512632913862063
		Coefficient of Determination:  0.39004223915145975
		RMSE:  0.9061960430782401
		NRMSE:  0.1467714105597875
		MAPE:  321.4646959518847

	Predictor:  RandomForests
		Pearson Correlation:  0.7167132530882677
		Spearman Correlation:  0.5788660777443754
		Coefficient of Determination:  0.5131766821713584
		RMSE:  0.787337410243528
		NRMSE:  0.1323411847181228
		MAPE:  307.9025522067983
		Pearson Correlation:  0.7415010523499842
		Spearman Correlation:  0.6553520846612731
		Coefficient of Determination:  0.5467665669927284
		RMSE:  0.781147864684134
		NRMSE:  0.12651806949631272
		MAPE:  152.89909095904093

Protein:  CDH2
x_train_column_count:  2
x_train columns:  ['CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004084060130477685
		RMSE:  0.37195168053170635
		NRMSE:  0.13741024893390016
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006474841096328898
		RMSE:  0.3763274359057868
		NRMSE:  0.1942134674644098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  LinearRegression
		Pearson Correlation:  0.15002477351668805
		Spearman Correlation:  0.021027718948557195
		Coefficient of Determination:  0.02250743266873345
		RMSE:  0.366993371962299
		NRMSE:  0.1355784991382294
		MAPE:  373.6787655351268
		Pearson Correlation:  0.10564670001853972
		Spearman Correlation:  0.11871524729294705
		Coefficient of Determination:  0.008640461878668515
		RMSE:  0.3734908911193236
		NRMSE:  0.19274959545818424
		MAPE:  104.18723456874639

	Predictor:  ElasticNet
		Pearson Correlation:  0.15002477351668805
		Spearman Correlation:  0.021027718948557195
		Coefficient of Determination:  0.022507432249068038
		RMSE:  0.36699337204107935
		NRMSE:  0.13557849916733325
		MAPE:  373.6898428330703
		Pearson Correlation:  0.10564670001853971
		Spearman Correlation:  0.11871524729294705
		Coefficient of Determination:  0.008639812591772711
		RMSE:  0.3734910134274733
		NRMSE:  0.19274965857845555
		MAPE:  104.1873778445509

	Predictor:  RandomForests
		Pearson Correlation:  0.19331701961991646
		Spearman Correlation:  0.1288920303560814
		Coefficient of Determination:  0.03662847645748135
		RMSE:  0.36433290051662137
		NRMSE:  0.1345956401735663
		MAPE:  517.4362375376886
		Pearson Correlation:  0.044230558158288136
		Spearman Correlation:  -0.05978684567685635
		Coefficient of Determination:  -0.006409334490806495
		RMSE:  0.3763151890353155
		NRMSE:  0.19420714715142465
		MAPE:  98.36754929438122

Protein:  CDH3
x_train_column_count:  2
x_train columns:  ['CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003025178489952651
		RMSE:  0.20883135309817671
		NRMSE:  0.14651130458142275
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.766266116724594e-05
		RMSE:  0.2045852237570374
		NRMSE:  0.1565890990172577
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  LinearRegression
		Pearson Correlation:  0.2485227279173733
		Spearman Correlation:  0.30478529422494005
		Coefficient of Determination:  0.06176354629149272
		RMSE:  0.20224890215241426
		NRMSE:  0.14189320743700837
		MAPE:  292.39454632267484
		Pearson Correlation:  0.42292751331407674
		Spearman Correlation:  0.4640717978733782
		Coefficient of Determination:  0.16215276852659732
		RMSE:  0.18725963044582647
		NRMSE:  0.14332812641757542
		MAPE:  197.9811113353206

	Predictor:  ElasticNet
		Pearson Correlation:  0.24821600086503437
		Spearman Correlation:  0.3061115403229242
		Coefficient of Determination:  0.06161118266330978
		RMSE:  0.20226532345295767
		NRMSE:  0.14190472824616776
		MAPE:  292.6085090187212
		Pearson Correlation:  0.42292751331407674
		Spearman Correlation:  0.4640717978733782
		Coefficient of Determination:  0.16216875583511714
		RMSE:  0.1872578438481901
		NRMSE:  0.14332675895951053
		MAPE:  198.4467027602953

	Predictor:  RandomForests
		Pearson Correlation:  0.3496682668189332
		Spearman Correlation:  0.3307097672586625
		Coefficient of Determination:  0.12015906260707776
		RMSE:  0.19585384588255172
		NRMSE:  0.13740658211437934
		MAPE:  381.1612404025097
		Pearson Correlation:  0.4456557812474688
		Spearman Correlation:  0.4605862331967038
		Coefficient of Determination:  0.17847992914693533
		RMSE:  0.1854260861696705
		NRMSE:  0.14192473549354423
		MAPE:  326.56281030401266

Protein:  PTEN
x_train_column_count:  2
x_train columns:  ['PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.042477457330321045
		RMSE:  0.639641264822803
		NRMSE:  0.10001427016227082
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.028094267476815427
		RMSE:  0.5035947533045023
		NRMSE:  0.16597282753427667
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.458230587102
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389449
		RMSE:  0.49877990548911916
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809618

	Predictor:  LinearRegression
		Pearson Correlation:  0.41887910343528845
		Spearman Correlation:  0.44078066604527977
		Coefficient of Determination:  0.17545970329475102
		RMSE:  0.5688648238965365
		NRMSE:  0.08894767006434781
		MAPE:  396.80264759862155
		Pearson Correlation:  0.3573110229996069
		Spearman Correlation:  0.4041020388254805
		Coefficient of Determination:  0.11499556078292572
		RMSE:  0.4672372428875628
		NRMSE:  0.15399025868023294
		MAPE:  165.92352360717715

	Predictor:  ElasticNet
		Pearson Correlation:  0.40684103921921416
		Spearman Correlation:  0.4335278292758756
		Coefficient of Determination:  0.16550245574160816
		RMSE:  0.5722893560906132
		NRMSE:  0.08948312971473898
		MAPE:  428.78546533089406
		Pearson Correlation:  0.379990597125128
		Spearman Correlation:  0.4058628426494976
		Coefficient of Determination:  0.1373064840057533
		RMSE:  0.46131013366488316
		NRMSE:  0.15203682475277935
		MAPE:  166.7292755827795

	Predictor:  RandomForests
		Pearson Correlation:  0.45236902822468755
		Spearman Correlation:  0.4487524954963713
		Coefficient of Determination:  0.20039971076781782
		RMSE:  0.5601954903785883
		NRMSE:  0.08759213359058529
		MAPE:  516.2173301723134
		Pearson Correlation:  0.38441368455050445
		Spearman Correlation:  0.39593710625776624
		Coefficient of Determination:  0.13716782199510313
		RMSE:  0.46134720570689036
		NRMSE:  0.15204904281421472
		MAPE:  200.88083641732086

Protein:  BRCA2
x_train_column_count:  2
x_train columns:  ['BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026562361008646285
		RMSE:  0.19787350383771835
		NRMSE:  0.12800221484333532
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00017758204834872338
		RMSE:  0.18475106890837595
		NRMSE:  0.18489898809885505
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  LinearRegression
		Pearson Correlation:  0.00842802231569147
		Spearman Correlation:  -0.005159182575289313
		Coefficient of Determination:  7.103156015364487e-05
		RMSE:  0.19760420841075446
		NRMSE:  0.12782801056418722
		MAPE:  122.20696074669006
		Pearson Correlation:  -0.07297127632150095
		Spearman Correlation:  -0.08797201245252427
		Coefficient of Determination:  -0.0064731867761484985
		RMSE:  0.1853316133792551
		NRMSE:  0.18547999737715687
		MAPE:  103.9139384990902

	Predictor:  ElasticNet
		Pearson Correlation:  0.001680113662234027
		Spearman Correlation:  -0.003365850045682841
		Coefficient of Determination:  2.7358727012760653e-06
		RMSE:  0.19761095653249758
		NRMSE:  0.12783237585065763
		MAPE:  122.61315173587421
		Pearson Correlation:  -0.08404684070019271
		Spearman Correlation:  -0.06737887447433855
		Coefficient of Determination:  -0.004996483180788047
		RMSE:  0.18519560363587143
		NRMSE:  0.18534387873886254
		MAPE:  104.29990341904134

	Predictor:  RandomForests
		Pearson Correlation:  0.3264054509821304
		Spearman Correlation:  0.25514821736101123
		Coefficient of Determination:  0.04915822129348457
		RMSE:  0.19269291308570505
		NRMSE:  0.1246509471010991
		MAPE:  134.13410266570628
		Pearson Correlation:  -0.04146970603920158
		Spearman Correlation:  -0.016131654893247544
		Coefficient of Determination:  -0.022246853818178813
		RMSE:  0.18677824613802824
		NRMSE:  0.18692778836872323
		MAPE:  115.02861537614206

Protein:  CDKN2A
x_train_column_count:  2
x_train columns:  ['CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.062199248812668806
		RMSE:  0.6624014175436462
		NRMSE:  0.14974599695798488
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10057809021042674
		RMSE:  0.783524323220729
		NRMSE:  0.21159176970584093
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6427147371513342
		NRMSE:  0.145295521001771
		MAPE:  207.86247046219444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010510594090658465
		RMSE:  0.7507796405829533
		NRMSE:  0.20274902527219912
		MAPE:  439.74244050751946

	Predictor:  LinearRegression
		Pearson Correlation:  0.48029990684232304
		Spearman Correlation:  0.48708475403799584
		Coefficient of Determination:  0.23068800051274418
		RMSE:  0.5637278766322544
		NRMSE:  0.12743933008528413
		MAPE:  152.2218946618392
		Pearson Correlation:  0.5965712816312629
		Spearman Correlation:  0.5412203687445128
		Coefficient of Determination:  0.35132796117392295
		RMSE:  0.6015263279382246
		NRMSE:  0.16244297270813518
		MAPE:  148.06735276797707

	Predictor:  ElasticNet
		Pearson Correlation:  0.48027814349293335
		Spearman Correlation:  0.4872043250292133
		Coefficient of Determination:  0.23066709449592215
		RMSE:  0.5637355362192715
		NRMSE:  0.12744106165237287
		MAPE:  154.4081579768272
		Pearson Correlation:  0.596571281631263
		Spearman Correlation:  0.5412203687445128
		Coefficient of Determination:  0.35130488166567975
		RMSE:  0.6015370288837933
		NRMSE:  0.1624458625125016
		MAPE:  147.7069685838304

	Predictor:  RandomForests
		Pearson Correlation:  0.6031166548470466
		Spearman Correlation:  0.5142043852276713
		Coefficient of Determination:  0.36338257195258583
		RMSE:  0.5128112215701984
		NRMSE:  0.11592883950948307
		MAPE:  222.42155552398435
		Pearson Correlation:  0.6736173012257093
		Spearman Correlation:  0.5183481629817652
		Coefficient of Determination:  0.4416816519711879
		RMSE:  0.5580627074004604
		NRMSE:  0.15070556505548485
		MAPE:  518.4052407636528

Protein:  TP53
x_train_column_count:  2
x_train columns:  ['TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05546789854165435
		RMSE:  0.4652085657713222
		NRMSE:  0.11180210665016156
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04275496084346875
		RMSE:  0.4295356456720749
		NRMSE:  0.1544592202783541
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  LinearRegression
		Pearson Correlation:  0.48936689486328205
		Spearman Correlation:  0.38957054234181804
		Coefficient of Determination:  0.23947995778813058
		RMSE:  0.39489398622837557
		NRMSE:  0.09490362562566104
		MAPE:  795.0838550971351
		Pearson Correlation:  0.5034551498329739
		Spearman Correlation:  0.4709930738464541
		Coefficient of Determination:  0.24730289040861464
		RMSE:  0.3649372558854645
		NRMSE:  0.13122990970026413
		MAPE:  596.0863107159812

	Predictor:  ElasticNet
		Pearson Correlation:  0.4767960165661574
		Spearman Correlation:  0.37967156762432147
		Coefficient of Determination:  0.22315435987641863
		RMSE:  0.399109949484189
		NRMSE:  0.0959168347714946
		MAPE:  689.7061639401562
		Pearson Correlation:  0.4596055316008117
		Spearman Correlation:  0.4135498975709687
		Coefficient of Determination:  0.20952397512573018
		RMSE:  0.37398348911730406
		NRMSE:  0.1344828973056579
		MAPE:  649.7760577868451

	Predictor:  RandomForests
		Pearson Correlation:  0.5510002233027409
		Spearman Correlation:  0.4233688188011204
		Coefficient of Determination:  0.2954069900795824
		RMSE:  0.3800969225428784
		NRMSE:  0.09134749400213373
		MAPE:  699.0310629901686
		Pearson Correlation:  0.5124254978006286
		Spearman Correlation:  0.5046523359322292
		Coefficient of Determination:  0.2612377223025778
		RMSE:  0.36154339655957785
		NRMSE:  0.13000949209233625
		MAPE:  378.7330812455238

Protein:  CTNNB1
x_train_column_count:  2
x_train columns:  ['CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.41897644861846284
		RMSE:  0.8782004120680554
		NRMSE:  0.17699587078381512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5843844136424388
		RMSE:  0.9452480588674593
		NRMSE:  0.23451795238114906
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  LinearRegression
		Pearson Correlation:  0.08898105342822928
		Spearman Correlation:  0.14590811000321963
		Coefficient of Determination:  0.007917627869197141
		RMSE:  0.7343107892164393
		NRMSE:  0.1479958057150653
		MAPE:  635.7829662685036
		Pearson Correlation:  -0.0024019468238156453
		Spearman Correlation:  -0.034040581406692035
		Coefficient of Determination:  -0.022319441458223288
		RMSE:  0.7592919987705886
		NRMSE:  0.1883818783234726
		MAPE:  284.0557468282036

	Predictor:  ElasticNet
		Pearson Correlation:  0.08898105342822928
		Spearman Correlation:  0.14590811000321963
		Coefficient of Determination:  0.007917627859243881
		RMSE:  0.7343107892201228
		NRMSE:  0.14799580571580767
		MAPE:  635.7839649126599
		Pearson Correlation:  -0.0024019468238157377
		Spearman Correlation:  -0.034040581406692035
		Coefficient of Determination:  -0.022319025688373184
		RMSE:  0.7592918443713178
		NRMSE:  0.1883818400167017
		MAPE:  284.0572113694304

	Predictor:  RandomForests
		Pearson Correlation:  0.3101921197195444
		Spearman Correlation:  0.30218639412689285
		Coefficient of Determination:  0.08112196149899753
		RMSE:  0.7066998169279368
		NRMSE:  0.14243098472860852
		MAPE:  629.3479296651823
		Pearson Correlation:  -0.06030718098076416
		Spearman Correlation:  -0.04014575748895606
		Coefficient of Determination:  -0.07580801753149946
		RMSE:  0.7789021484733238
		NRMSE:  0.19324719606840765
		MAPE:  401.6201927378137

Protein:  CCNE1
x_train_column_count:  2
x_train columns:  ['CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.7135069779129597
		RMSE:  0.7967382438332794
		NRMSE:  0.19227700939577658
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.179220592822603
		RMSE:  0.7927883268238614
		NRMSE:  0.2823823069719898
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.48367116033059243
		NRMSE:  0.11672446372338549
		MAPE:  119.9663870203584
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008650225247206267
		RMSE:  0.5393577763958428
		NRMSE:  0.19211318838676503
		MAPE:  85.21064296831354

	Predictor:  LinearRegression
		Pearson Correlation:  0.7219448352970321
		Spearman Correlation:  0.7137588590927915
		Coefficient of Determination:  0.5212043452120587
		RMSE:  0.3346765572640926
		NRMSE:  0.08076756455923272
		MAPE:  91.9557432422028
		Pearson Correlation:  0.7713064884061224
		Spearman Correlation:  0.7106623744024974
		Coefficient of Determination:  0.5218328477320503
		RMSE:  0.3713611938248207
		NRMSE:  0.13227469058764763
		MAPE:  54.384538943198976

	Predictor:  ElasticNet
		Pearson Correlation:  0.7219395993512734
		Spearman Correlation:  0.7131090453751777
		Coefficient of Determination:  0.5211967831854369
		RMSE:  0.33467920016928354
		NRMSE:  0.08076820237210308
		MAPE:  91.95910751284202
		Pearson Correlation:  0.7713064884061223
		Spearman Correlation:  0.7106623744024974
		Coefficient of Determination:  0.5218168547808681
		RMSE:  0.371367404113164
		NRMSE:  0.13227690262267638
		MAPE:  54.38379352439229

	Predictor:  RandomForests
		Pearson Correlation:  0.8562861508639215
		Spearman Correlation:  0.7204360697849619
		Coefficient of Determination:  0.7279163800285591
		RMSE:  0.25229078682087813
		NRMSE:  0.06088538910173954
		MAPE:  54.30365639848357
		Pearson Correlation:  0.8350602153703399
		Spearman Correlation:  0.7068832036023305
		Coefficient of Determination:  0.6949121277125943
		RMSE:  0.29663276628948443
		NRMSE:  0.10565726314852517
		MAPE:  44.991407020009255

Protein:  CCND1
x_train_column_count:  2
x_train columns:  ['CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.46307157054532877
		RMSE:  0.2889602070536637
		NRMSE:  0.17371452011738692
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5143850316766378
		RMSE:  0.2891269997261264
		NRMSE:  0.20591917819933792
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  LinearRegression
		Pearson Correlation:  0.4040680875024818
		Spearman Correlation:  0.37768748734328855
		Coefficient of Determination:  0.1632710193379131
		RMSE:  0.21852325442478654
		NRMSE:  0.13136986114438118
		MAPE:  345.99314721459893
		Pearson Correlation:  0.4722252539569458
		Spearman Correlation:  0.4734221051604722
		Coefficient of Determination:  0.0839977628278058
		RMSE:  0.22486339456981952
		NRMSE:  0.1601499875860489
		MAPE:  1093.634695043635

	Predictor:  ElasticNet
		Pearson Correlation:  0.4014769912379663
		Spearman Correlation:  0.3731637827526827
		Coefficient of Determination:  0.16118377448506616
		RMSE:  0.2187956409782004
		NRMSE:  0.1315336120632194
		MAPE:  347.3103752911429
		Pearson Correlation:  0.4722252539569458
		Spearman Correlation:  0.4734221051604722
		Coefficient of Determination:  0.0852166238226677
		RMSE:  0.22471373966489103
		NRMSE:  0.16004340184668325
		MAPE:  1097.9036461892458

	Predictor:  RandomForests
		Pearson Correlation:  0.4678371375434505
		Spearman Correlation:  0.4000144577763212
		Coefficient of Determination:  0.21263881710072907
		RMSE:  0.21197871451568037
		NRMSE:  0.12743547301083333
		MAPE:  313.8994682707794
		Pearson Correlation:  0.5051577497307473
		Spearman Correlation:  0.4767786498993165
		Coefficient of Determination:  0.2533320194705554
		RMSE:  0.20301786639906733
		NRMSE:  0.14459138111722075
		MAPE:  1138.045040698996

Protein:  ERBB2
x_train_column_count:  2
x_train columns:  ['ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10512598969709641
		RMSE:  1.0713675802437574
		NRMSE:  0.18252510013182233
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.044647408489899565
		RMSE:  0.9270678870989714
		NRMSE:  0.17190207437399804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  LinearRegression
		Pearson Correlation:  0.7659173929830421
		Spearman Correlation:  0.6116397286443633
		Coefficient of Determination:  0.5866294528739393
		RMSE:  0.6552429682383681
		NRMSE:  0.11163142379310155
		MAPE:  324.58040198328666
		Pearson Correlation:  0.7602365413428477
		Spearman Correlation:  0.7022827041264268
		Coefficient of Determination:  0.5613254676670082
		RMSE:  0.6007556763198301
		NRMSE:  0.11139545268307623
		MAPE:  284.3036808748743

	Predictor:  ElasticNet
		Pearson Correlation:  0.7657610435301817
		Spearman Correlation:  0.6137508967340191
		Coefficient of Determination:  0.5863899757883764
		RMSE:  0.6554327410192713
		NRMSE:  0.11166375470965659
		MAPE:  320.57315839682013
		Pearson Correlation:  0.7627625013199513
		Spearman Correlation:  0.7166081357916302
		Coefficient of Determination:  0.5648365532286272
		RMSE:  0.5983466668596052
		NRMSE:  0.11094876077500561
		MAPE:  281.069266393709

	Predictor:  RandomForests
		Pearson Correlation:  0.8350447059162798
		Spearman Correlation:  0.6216515632506531
		Coefficient of Determination:  0.6965509892505153
		RMSE:  0.5614039541274837
		NRMSE:  0.09564440331319891
		MAPE:  467.4276979149923
		Pearson Correlation:  0.8040149199599619
		Spearman Correlation:  0.712575091635544
		Coefficient of Determination:  0.6363330370305993
		RMSE:  0.5469890053467115
		NRMSE:  0.1014257380579847
		MAPE:  341.9689748270015

Protein:  ERBB3
x_train_column_count:  2
x_train columns:  ['ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20107865915633893
		RMSE:  0.5031866190144979
		NRMSE:  0.13579562619977975
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27170508071542576
		RMSE:  0.5249654097328843
		NRMSE:  0.21064675210776365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  LinearRegression
		Pearson Correlation:  0.40624826413738435
		Spearman Correlation:  0.4427133471412132
		Coefficient of Determination:  0.16503765211463794
		RMSE:  0.41954331383050747
		NRMSE:  0.11322269882916539
		MAPE:  202.28699368456597
		Pearson Correlation:  0.4086291987816517
		Spearman Correlation:  0.45536588548210316
		Coefficient of Determination:  0.1635740509453627
		RMSE:  0.42574664485715835
		NRMSE:  0.17083439460434255
		MAPE:  197.9044682075449

	Predictor:  ElasticNet
		Pearson Correlation:  0.40021079138717147
		Spearman Correlation:  0.4461608353851102
		Coefficient of Determination:  0.16016867751350838
		RMSE:  0.42076479189714844
		NRMSE:  0.1135523407009498
		MAPE:  200.2441254891731
		Pearson Correlation:  0.4241326159508129
		Spearman Correlation:  0.47324952839944506
		Coefficient of Determination:  0.1757020601130055
		RMSE:  0.42264875350148234
		NRMSE:  0.1695913398423385
		MAPE:  193.8899861081272

	Predictor:  RandomForests
		Pearson Correlation:  0.488999182581015
		Spearman Correlation:  0.4625532488300241
		Coefficient of Determination:  0.23752045294377655
		RMSE:  0.40091975626486726
		NRMSE:  0.10819673516851229
		MAPE:  242.43941073526028
		Pearson Correlation:  0.43051383879067884
		Spearman Correlation:  0.4715525332197415
		Coefficient of Determination:  0.17662898932460092
		RMSE:  0.42241105081251895
		NRMSE:  0.16949595965448402
		MAPE:  271.39177387721145


Fold:  2

Protein:  RB1
x_train_column_count:  2
x_train columns:  ['RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.012372001566697044
		RMSE:  0.23649063304821735
		NRMSE:  0.08648721220312221
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0009378943328373079
		RMSE:  0.2450188572791325
		NRMSE:  0.14037816530069125
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  LinearRegression
		Pearson Correlation:  0.25115726940753613
		Spearman Correlation:  0.31907158047894724
		Coefficient of Determination:  0.06307997397624976
		RMSE:  0.22750719811233844
		NRMSE:  0.08320187174968492
		MAPE:  201.25627265479454
		Pearson Correlation:  0.0483934781091427
		Spearman Correlation:  0.10395083406496927
		Coefficient of Determination:  -0.051405406886394944
		RMSE:  0.25111985237096757
		NRMSE:  0.14387359625245932
		MAPE:  325.89365584090115

	Predictor:  ElasticNet
		Pearson Correlation:  0.24789230471088966
		Spearman Correlation:  0.3159366197816136
		Coefficient of Determination:  0.0614505891752305
		RMSE:  0.22770493950541615
		NRMSE:  0.08327418794083388
		MAPE:  202.68623360781214
		Pearson Correlation:  0.05322314385144897
		Spearman Correlation:  0.10746268656716418
		Coefficient of Determination:  -0.04575272809607256
		RMSE:  0.25044389383155213
		NRMSE:  0.14348632067442343
		MAPE:  328.60979867665503

	Predictor:  RandomForests
		Pearson Correlation:  0.3561481274847229
		Spearman Correlation:  0.4067656823580468
		Coefficient of Determination:  0.11704931686327302
		RMSE:  0.22085747588364613
		NRMSE:  0.08076999556891681
		MAPE:  212.91843709848627
		Pearson Correlation:  0.11218713523215126
		Spearman Correlation:  0.13196685330144695
		Coefficient of Determination:  -0.018378086466819266
		RMSE:  0.24714422519366094
		NRMSE:  0.14159584810169526
		MAPE:  371.2808731876731

Protein:  CDH1
x_train_column_count:  2
x_train columns:  ['CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0848918633043636
		RMSE:  1.167193365558287
		NRMSE:  0.18724526599154356
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3357437347566168
		RMSE:  1.329821844339591
		NRMSE:  0.2361608674018098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  LinearRegression
		Pearson Correlation:  0.6315052198313875
		Spearman Correlation:  0.5446486441750252
		Coefficient of Determination:  0.3987988426742891
		RMSE:  0.8688793749984193
		NRMSE:  0.13938868613113328
		MAPE:  415.3191601391166
		Pearson Correlation:  0.6431590335933615
		Spearman Correlation:  0.6870841869085944
		Coefficient of Determination:  0.38536419609566064
		RMSE:  0.9020711996260493
		NRMSE:  0.16019733610833764
		MAPE:  254.1830859124406

	Predictor:  ElasticNet
		Pearson Correlation:  0.5951304320908117
		Spearman Correlation:  0.5470018601309251
		Coefficient of Determination:  0.34798260794213587
		RMSE:  0.9048553832837777
		NRMSE:  0.14516008394702457
		MAPE:  545.2918347012886
		Pearson Correlation:  0.6571353643350671
		Spearman Correlation:  0.6870841869085944
		Coefficient of Determination:  0.3814703045530802
		RMSE:  0.9049241262444636
		NRMSE:  0.16070398263975555
		MAPE:  249.3514005765416

	Predictor:  RandomForests
		Pearson Correlation:  0.7366071809739936
		Spearman Correlation:  0.5636673055499254
		Coefficient of Determination:  0.5422574030959135
		RMSE:  0.7581589198918414
		NRMSE:  0.12162652119865908
		MAPE:  214.97063545629814
		Pearson Correlation:  0.6551607825586359
		Spearman Correlation:  0.7008146074293089
		Coefficient of Determination:  0.39105486201687945
		RMSE:  0.8978855313682372
		NRMSE:  0.1594540101879306
		MAPE:  214.84821008509215

Protein:  CDH2
x_train_column_count:  2
x_train columns:  ['CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0042702958885580955
		RMSE:  0.36888339320753855
		NRMSE:  0.13366308906715652
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005559500410650786
		RMSE:  0.3881548727768219
		NRMSE:  0.20448899349205915
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  LinearRegression
		Pearson Correlation:  0.14703976168201788
		Spearman Correlation:  0.035212766431470366
		Coefficient of Determination:  0.02162069151550461
		RMSE:  0.3640972720820029
		NRMSE:  0.1319288615414171
		MAPE:  381.47691248370876
		Pearson Correlation:  0.11717867760285976
		Spearman Correlation:  0.063681592039801
		Coefficient of Determination:  0.012875471236388325
		RMSE:  0.3845803830082546
		NRMSE:  0.2026058693416578
		MAPE:  121.62788852850377

	Predictor:  ElasticNet
		Pearson Correlation:  0.1470313787581837
		Spearman Correlation:  0.03346468965108404
		Coefficient of Determination:  0.021618225886850806
		RMSE:  0.36409773086526487
		NRMSE:  0.1319290277792829
		MAPE:  381.9573351533159
		Pearson Correlation:  0.11717867760285976
		Spearman Correlation:  0.063681592039801
		Coefficient of Determination:  0.012876554839764243
		RMSE:  0.3845801719240886
		NRMSE:  0.2026057581376213
		MAPE:  121.674712278187

	Predictor:  RandomForests
		Pearson Correlation:  0.19455280933418412
		Spearman Correlation:  0.14521011138581139
		Coefficient of Determination:  0.03651059964118086
		RMSE:  0.3613160602024537
		NRMSE:  0.13092110305183483
		MAPE:  424.3360219113005
		Pearson Correlation:  0.11830349762100852
		Spearman Correlation:  0.0855059428777579
		Coefficient of Determination:  0.010769358098726367
		RMSE:  0.3849904316896376
		NRMSE:  0.20282189250153443
		MAPE:  124.97634642871276

Protein:  CDH3
x_train_column_count:  2
x_train columns:  ['CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032535082492379797
		RMSE:  0.20804431995898212
		NRMSE:  0.15657381105189322
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10171995354262497
		RMSE:  0.2077503373255318
		NRMSE:  0.17094572313464315
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  LinearRegression
		Pearson Correlation:  0.33039940395723194
		Spearman Correlation:  0.3546567496876568
		Coefficient of Determination:  0.10916376613529422
		RMSE:  0.1960421497425445
		NRMSE:  0.14754099760112624
		MAPE:  270.98615080270275
		Pearson Correlation:  0.10870762980468018
		Spearman Correlation:  0.25441908106526195
		Coefficient of Determination:  -0.18081292145862649
		RMSE:  0.21507834130770145
		NRMSE:  0.17697551329523697
		MAPE:  625.0033719921508

	Predictor:  ElasticNet
		Pearson Correlation:  0.33037645723903114
		Spearman Correlation:  0.3550272027884919
		Coefficient of Determination:  0.1091486031387211
		RMSE:  0.19604381816019675
		NRMSE:  0.1475422532494914
		MAPE:  270.98648892029274
		Pearson Correlation:  0.10770672491069783
		Spearman Correlation:  0.25419471271095506
		Coefficient of Determination:  -0.181127467183138
		RMSE:  0.21510698575542458
		NRMSE:  0.17699908315265747
		MAPE:  624.4458908770081

	Predictor:  RandomForests
		Pearson Correlation:  0.4204408504993642
		Spearman Correlation:  0.38155013256774595
		Coefficient of Determination:  0.17584235816615323
		RMSE:  0.18856264633511197
		NRMSE:  0.14191193570937055
		MAPE:  407.97875051638437
		Pearson Correlation:  0.15295236629097841
		Spearman Correlation:  0.25482125674289846
		Coefficient of Determination:  -0.20407823566708516
		RMSE:  0.21718682836391678
		NRMSE:  0.17871046520523065
		MAPE:  749.9682708776052

Protein:  PTEN
x_train_column_count:  2
x_train columns:  ['PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.03862384422015608
		RMSE:  0.6356813050691055
		NRMSE:  0.09939509109047072
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04557869434051831
		RMSE:  0.5231599683741948
		NRMSE:  0.17546282813730707
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  LinearRegression
		Pearson Correlation:  0.42416906563261264
		Spearman Correlation:  0.45794433369899473
		Coefficient of Determination:  0.1799193962396437
		RMSE:  0.5648570650041206
		NRMSE:  0.08832101712205778
		MAPE:  328.39215404251604
		Pearson Correlation:  0.3802465556917198
		Spearman Correlation:  0.34407374890254616
		Coefficient of Determination:  0.08593951642891173
		RMSE:  0.48915174743554635
		NRMSE:  0.16405679750320176
		MAPE:  643.511242580416

	Predictor:  ElasticNet
		Pearson Correlation:  0.41437855798696227
		Spearman Correlation:  0.4527400897115634
		Coefficient of Determination:  0.17170730789336397
		RMSE:  0.5676781909316566
		NRMSE:  0.08876212820446511
		MAPE:  339.0046695776132
		Pearson Correlation:  0.3654950534124683
		Spearman Correlation:  0.3253243585991611
		Coefficient of Determination:  0.08470560605835309
		RMSE:  0.4894817944451486
		NRMSE:  0.16416749209992912
		MAPE:  692.1940391356179

	Predictor:  RandomForests
		Pearson Correlation:  0.466726010178586
		Spearman Correlation:  0.4753913774615105
		Coefficient of Determination:  0.21373240225643642
		RMSE:  0.5530895898238344
		NRMSE:  0.08648105540205368
		MAPE:  368.0070173577029
		Pearson Correlation:  0.3314358838524452
		Spearman Correlation:  0.3269356128219667
		Coefficient of Determination:  0.06792532786637973
		RMSE:  0.4939483007008637
		NRMSE:  0.1656655153947088
		MAPE:  785.4197352552937

Protein:  BRCA2
x_train_column_count:  2
x_train columns:  ['BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004232193403179485
		RMSE:  0.1957372843548259
		NRMSE:  0.12609907189874434
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0041831029428383015
		RMSE:  0.19359139518213575
		NRMSE:  0.1310414025181481
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  LinearRegression
		Pearson Correlation:  0.042436828068699355
		Spearman Correlation:  0.06477237688313686
		Coefficient of Determination:  0.0018008843765322524
		RMSE:  0.19514843785952132
		NRMSE:  0.12571972160381467
		MAPE:  117.14613128531481
		Pearson Correlation:  -0.08928340042852544
		Spearman Correlation:  -0.1638669398107502
		Coefficient of Determination:  -0.02766272476565801
		RMSE:  0.19584157678029548
		NRMSE:  0.1325645433182129
		MAPE:  118.46378786857773

	Predictor:  ElasticNet
		Pearson Correlation:  0.040011582892672495
		Spearman Correlation:  0.057472501576392276
		Coefficient of Determination:  0.0016008465227753677
		RMSE:  0.19516799063136472
		NRMSE:  0.12573231801022047
		MAPE:  118.03800547130696
		Pearson Correlation:  -0.07561513606008484
		Spearman Correlation:  -0.13059701492537315
		Coefficient of Determination:  -0.024457586349982297
		RMSE:  0.1955359368375128
		NRMSE:  0.13235765660855245
		MAPE:  118.73387411095851

	Predictor:  RandomForests
		Pearson Correlation:  0.3077670968857318
		Spearman Correlation:  0.2559471197183224
		Coefficient of Determination:  0.04418964240867662
		RMSE:  0.19095997756970787
		NRMSE:  0.12302140606842189
		MAPE:  126.66158716885236
		Pearson Correlation:  0.07485828109476582
		Spearman Correlation:  0.04821987727977225
		Coefficient of Determination:  -0.011707684095326076
		RMSE:  0.19431535453633306
		NRMSE:  0.13153144831306007
		MAPE:  123.3513058769194

Protein:  CDKN2A
x_train_column_count:  2
x_train columns:  ['CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07796029040511754
		RMSE:  0.688717064305458
		NRMSE:  0.155695052403178
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04182297654643197
		RMSE:  0.6873705418142212
		NRMSE:  0.18569552134596423
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6633450034781481
		NRMSE:  0.14995930902637006
		MAPE:  291.0442764508337
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00497373418246827
		RMSE:  0.6751049711753466
		NRMSE:  0.1823819351565125
		MAPE:  246.23249271843073

	Predictor:  LinearRegression
		Pearson Correlation:  0.5040657731519571
		Spearman Correlation:  0.47627697631549
		Coefficient of Determination:  0.25408230366328044
		RMSE:  0.5729080406613378
		NRMSE:  0.1295146469224229
		MAPE:  150.58184480641245
		Pearson Correlation:  0.5570318023649256
		Spearman Correlation:  0.57380255584821
		Coefficient of Determination:  0.28957905519661165
		RMSE:  0.567612340337855
		NRMSE:  0.15334243039168333
		MAPE:  174.70588681647797

	Predictor:  ElasticNet
		Pearson Correlation:  0.5036612591893176
		Spearman Correlation:  0.4759909513511134
		Coefficient of Determination:  0.2536746635315169
		RMSE:  0.5730645649078503
		NRMSE:  0.12955003162831474
		MAPE:  165.2120812165881
		Pearson Correlation:  0.5627834065476419
		Spearman Correlation:  0.5756072578285046
		Coefficient of Determination:  0.2930601808938539
		RMSE:  0.5662199571140928
		NRMSE:  0.15296627326401901
		MAPE:  173.21988157099673

	Predictor:  RandomForests
		Pearson Correlation:  0.6040027516191304
		Spearman Correlation:  0.4861296560239233
		Coefficient of Determination:  0.36433447381499207
		RMSE:  0.528875917565927
		NRMSE:  0.11956051035739278
		MAPE:  257.31980271784846
		Pearson Correlation:  0.6768078158008014
		Spearman Correlation:  0.569489990183919
		Coefficient of Determination:  0.44303391666723235
		RMSE:  0.5025836141073503
		NRMSE:  0.13577469583621957
		MAPE:  209.43106914074932

Protein:  TP53
x_train_column_count:  2
x_train columns:  ['TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056514421630322165
		RMSE:  0.4680116353271619
		NRMSE:  0.125354663272308
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.038787823290495904
		RMSE:  0.4172475009588805
		NRMSE:  0.13741067049526773
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941389
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  LinearRegression
		Pearson Correlation:  0.48818016483087495
		Spearman Correlation:  0.4181118202259834
		Coefficient of Determination:  0.23831987333430005
		RMSE:  0.397379306635346
		NRMSE:  0.10643613409276712
		MAPE:  384.4843076880141
		Pearson Correlation:  0.5142418553541328
		Spearman Correlation:  0.4044385913569408
		Coefficient of Determination:  0.2573818514375176
		RMSE:  0.3527874266078587
		NRMSE:  0.11618225806285483
		MAPE:  2233.0782832262653

	Predictor:  ElasticNet
		Pearson Correlation:  0.47562596722565
		Spearman Correlation:  0.40858775442326944
		Coefficient of Determination:  0.22018858725916768
		RMSE:  0.40208116438786967
		NRMSE:  0.10769550405460551
		MAPE:  372.27992982137386
		Pearson Correlation:  0.5153634061577093
		Spearman Correlation:  0.384162520729685
		Coefficient of Determination:  0.26095173514475123
		RMSE:  0.35193845241842187
		NRMSE:  0.11590266834132121
		MAPE:  1865.9454447710434

	Predictor:  RandomForests
		Pearson Correlation:  0.5587867995287471
		Spearman Correlation:  0.47391112149106396
		Coefficient of Determination:  0.30699916357554946
		RMSE:  0.37904067333120844
		NRMSE:  0.1015242194539195
		MAPE:  422.75711316796185
		Pearson Correlation:  0.5299315765738543
		Spearman Correlation:  0.3714748445602258
		Coefficient of Determination:  0.27289143154574313
		RMSE:  0.349084005370456
		NRMSE:  0.11496262320779053
		MAPE:  2141.8730565291485

Protein:  CTNNB1
x_train_column_count:  2
x_train columns:  ['CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3748966387166963
		RMSE:  0.8500866572002603
		NRMSE:  0.167208233123576
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8495839638322671
		RMSE:  1.0424819908687044
		NRMSE:  0.25944650229429445
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  LinearRegression
		Pearson Correlation:  0.06653317476644441
		Spearman Correlation:  0.1176880432626928
		Coefficient of Determination:  0.004426663344502146
		RMSE:  0.7233771779417462
		NRMSE:  0.1422850468020744
		MAPE:  606.7838742154084
		Pearson Correlation:  0.13956120176564735
		Spearman Correlation:  0.1409813676714467
		Coefficient of Determination:  -0.1109302986244769
		RMSE:  0.8079322447309538
		NRMSE:  0.2010732049304283
		MAPE:  216.76313143789793

	Predictor:  ElasticNet
		Pearson Correlation:  0.06641728094381409
		Spearman Correlation:  0.11831189699055593
		Coefficient of Determination:  0.004411255194572861
		RMSE:  0.7233827756513662
		NRMSE:  0.14228614784645285
		MAPE:  607.002229889947
		Pearson Correlation:  0.13956120176564735
		Spearman Correlation:  0.1409813676714467
		Coefficient of Determination:  -0.11076405621511687
		RMSE:  0.8078717919607732
		NRMSE:  0.2010581598170213
		MAPE:  216.9472783981019

	Predictor:  RandomForests
		Pearson Correlation:  0.2846108698980282
		Spearman Correlation:  0.29112484755208995
		Coefficient of Determination:  0.06903793114490742
		RMSE:  0.6995103870594284
		NRMSE:  0.13759055606991116
		MAPE:  631.5545292503399
		Pearson Correlation:  0.0711397534338752
		Spearman Correlation:  0.14282184909213674
		Coefficient of Determination:  -0.1285956971281863
		RMSE:  0.8143305550615784
		NRMSE:  0.20266557702933685
		MAPE:  489.1762361982494

Protein:  CCNE1
x_train_column_count:  2
x_train columns:  ['CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4791855590206433
		RMSE:  0.8074207285197392
		NRMSE:  0.19485501569122746
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.202859557398884
		RMSE:  0.7485643095226329
		NRMSE:  0.4068306401244751
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5127968844139411
		NRMSE:  0.12375338089483821
		MAPE:  119.54577818111471
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.708057571667368e-05
		RMSE:  0.41828317133084
		NRMSE:  0.22732904598983691
		MAPE:  82.35330275987332

	Predictor:  LinearRegression
		Pearson Correlation:  0.7299247116090841
		Spearman Correlation:  0.7061567494715154
		Coefficient of Determination:  0.5327900846176046
		RMSE:  0.35051079946653413
		NRMSE:  0.08458884558885396
		MAPE:  90.83614166716927
		Pearson Correlation:  0.7770270702564801
		Spearman Correlation:  0.7531411569602966
		Coefficient of Determination:  0.46747886325152765
		RMSE:  0.30523096808283556
		NRMSE:  0.16588729725859142
		MAPE:  56.09620217722176

	Predictor:  ElasticNet
		Pearson Correlation:  0.7299247116090841
		Spearman Correlation:  0.7061567494715154
		Coefficient of Determination:  0.5327900830485114
		RMSE:  0.35051080005511764
		NRMSE:  0.08458884573089694
		MAPE:  90.83745445923547
		Pearson Correlation:  0.77702707025648
		Spearman Correlation:  0.7531411569602966
		Coefficient of Determination:  0.46746331306349276
		RMSE:  0.30523542458603403
		NRMSE:  0.16588971928436244
		MAPE:  56.09733643316592

	Predictor:  RandomForests
		Pearson Correlation:  0.8577101219397514
		Spearman Correlation:  0.7101695638315398
		Coefficient of Determination:  0.7317659742467798
		RMSE:  0.26558424714779255
		NRMSE:  0.06409350270236565
		MAPE:  67.88985778990819
		Pearson Correlation:  0.8351430823920907
		Spearman Correlation:  0.7370836679134409
		Coefficient of Determination:  0.6941548923260417
		RMSE:  0.2313188038212206
		NRMSE:  0.12571742445405715
		MAPE:  40.56267191069466

Protein:  CCND1
x_train_column_count:  2
x_train columns:  ['CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.45856423758787734
		RMSE:  0.28833360256132
		NRMSE:  0.17333782361719832
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5341468996847767
		RMSE:  0.29160473760802996
		NRMSE:  0.22560247695118987
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  LinearRegression
		Pearson Correlation:  0.4247267168184558
		Spearman Correlation:  0.39900607291610307
		Coefficient of Determination:  0.18039278397938474
		RMSE:  0.2161401081741948
		NRMSE:  0.1299371825360972
		MAPE:  532.8984814701605
		Pearson Correlation:  0.2969521452872802
		Spearman Correlation:  0.3886206223783046
		Coefficient of Determination:  0.08399442139906799
		RMSE:  0.22532540558367184
		NRMSE:  0.17432490993352096
		MAPE:  348.83669163077076

	Predictor:  ElasticNet
		Pearson Correlation:  0.42236027416892147
		Spearman Correlation:  0.3945270040292828
		Coefficient of Determination:  0.1783882011914798
		RMSE:  0.2164042628411484
		NRMSE:  0.13009598468285125
		MAPE:  534.8791099383373
		Pearson Correlation:  0.29695214528728026
		Spearman Correlation:  0.3886206223783046
		Coefficient of Determination:  0.08424001033850803
		RMSE:  0.22529519772343282
		NRMSE:  0.1743015393663991
		MAPE:  350.03340206168946

	Predictor:  RandomForests
		Pearson Correlation:  0.5009246505960984
		Spearman Correlation:  0.40965593127045014
		Coefficient of Determination:  0.2468749440121255
		RMSE:  0.20718868121322256
		NRMSE:  0.12455584351109315
		MAPE:  491.2395482507021
		Pearson Correlation:  0.3225095409332167
		Spearman Correlation:  0.3839087800361473
		Coefficient of Determination:  0.09369217172592081
		RMSE:  0.22412947187967547
		NRMSE:  0.17339966568644818
		MAPE:  339.8668172258049

Protein:  ERBB2
x_train_column_count:  2
x_train columns:  ['ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10787728881134795
		RMSE:  1.034673205097243
		NRMSE:  0.18568153277771168
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04400358650048397
		RMSE:  1.0802115255265201
		NRMSE:  0.18403181176661842
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  LinearRegression
		Pearson Correlation:  0.7537853148032354
		Spearman Correlation:  0.6558063061456499
		Coefficient of Determination:  0.5681923008130128
		RMSE:  0.6459554448974096
		NRMSE:  0.1159225893970909
		MAPE:  208.2828186462033
		Pearson Correlation:  0.8100039494045671
		Spearman Correlation:  0.500599941469125
		Coefficient of Determination:  0.6330601276325525
		RMSE:  0.6404058113084755
		NRMSE:  0.10910366991643108
		MAPE:  800.5737067111246

	Predictor:  ElasticNet
		Pearson Correlation:  0.7536423359707011
		Spearman Correlation:  0.6630955260861322
		Coefficient of Determination:  0.5679767705673081
		RMSE:  0.6461166342041273
		NRMSE:  0.11595151628665494
		MAPE:  210.2020288497246
		Pearson Correlation:  0.8108498416783881
		Spearman Correlation:  0.5166032582187103
		Coefficient of Determination:  0.6340678114731229
		RMSE:  0.6395258711716572
		NRMSE:  0.10895375763184782
		MAPE:  809.0118683090749

	Predictor:  RandomForests
		Pearson Correlation:  0.8389294424186139
		Spearman Correlation:  0.6674393366047144
		Coefficient of Determination:  0.7023030045025691
		RMSE:  0.5363454470636926
		NRMSE:  0.09625207671225393
		MAPE:  280.2953308487788
		Pearson Correlation:  0.8161121853257635
		Spearman Correlation:  0.5012523821949281
		Coefficient of Determination:  0.6428254688684671
		RMSE:  0.6318268142679099
		NRMSE:  0.10764209657527811
		MAPE:  1420.7544425542162

Protein:  ERBB3
x_train_column_count:  2
x_train columns:  ['ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.22544319167926496
		RMSE:  0.49276112816642853
		NRMSE:  0.13298208544838536
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.18202543932109472
		RMSE:  0.5629306521688778
		NRMSE:  0.2077549194412726
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  LinearRegression
		Pearson Correlation:  0.41413732939149606
		Spearman Correlation:  0.45698503469565566
		Coefficient of Determination:  0.17150972759552052
		RMSE:  0.40516652442979906
		NRMSE:  0.10934281600709196
		MAPE:  181.65409597187795
		Pearson Correlation:  0.37684036023621476
		Spearman Correlation:  0.4409569798068482
		Coefficient of Determination:  0.13832976304707245
		RMSE:  0.48063127970161784
		NRMSE:  0.17738155208043205
		MAPE:  302.13924397439155

	Predictor:  ElasticNet
		Pearson Correlation:  0.41402025545880733
		Spearman Correlation:  0.4574811032948563
		Coefficient of Determination:  0.1714127718976779
		RMSE:  0.4051902314395225
		NRMSE:  0.10934921384858667
		MAPE:  181.8364397390754
		Pearson Correlation:  0.3821239191505737
		Spearman Correlation:  0.4416544727343674
		Coefficient of Determination:  0.1427835180208894
		RMSE:  0.4793875398664385
		NRMSE:  0.17692253804687738
		MAPE:  302.11866059431134

	Predictor:  RandomForests
		Pearson Correlation:  0.49379269726620445
		Spearman Correlation:  0.47011878226411286
		Coefficient of Determination:  0.24235048330361064
		RMSE:  0.38745745765908807
		NRMSE:  0.10456364716462097
		MAPE:  216.39720242867088
		Pearson Correlation:  0.4332035050690915
		Spearman Correlation:  0.44593650227107995
		Coefficient of Determination:  0.18582907647625257
		RMSE:  0.46719617614868336
		NRMSE:  0.1724231991366529
		MAPE:  360.2215328744491


Fold:  3

Protein:  RB1
x_train_column_count:  2
x_train columns:  ['RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01272330861584492
		RMSE:  0.2421068018038906
		NRMSE:  0.08854110656959135
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028050639565306845
		RMSE:  0.22197574606877257
		NRMSE:  0.15575715092466183
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  LinearRegression
		Pearson Correlation:  0.20549008280566838
		Spearman Correlation:  0.2819802454315311
		Coefficient of Determination:  0.04222617413148044
		RMSE:  0.23544695065539922
		NRMSE:  0.08610552613202137
		MAPE:  195.6825815192432
		Pearson Correlation:  0.2140965891071382
		Spearman Correlation:  0.27253457025648703
		Coefficient of Determination:  0.023470371248125454
		RMSE:  0.2190483456261663
		NRMSE:  0.1537030366323072
		MAPE:  231.77158689364336

	Predictor:  ElasticNet
		Pearson Correlation:  0.20536425783313839
		Spearman Correlation:  0.28181864803860485
		Coefficient of Determination:  0.042174472765042936
		RMSE:  0.23545330537322096
		NRMSE:  0.08610785012186255
		MAPE:  195.91589312380776
		Pearson Correlation:  0.2109008845607475
		Spearman Correlation:  0.26769161710245765
		Coefficient of Determination:  0.022121589206348546
		RMSE:  0.2191995681381372
		NRMSE:  0.1538091472684348
		MAPE:  232.66458705877477

	Predictor:  RandomForests
		Pearson Correlation:  0.3152095252059186
		Spearman Correlation:  0.3523126286923159
		Coefficient of Determination:  0.09183937689922117
		RMSE:  0.22926772504859663
		NRMSE:  0.08384571571408596
		MAPE:  273.73383533728446
		Pearson Correlation:  0.22969779464652873
		Spearman Correlation:  0.2862101810314933
		Coefficient of Determination:  0.02523111481047402
		RMSE:  0.2188507776442057
		NRMSE:  0.1535644060542864
		MAPE:  236.05105884005155

Protein:  CDH1
x_train_column_count:  2
x_train columns:  ['CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.13712289650471754
		RMSE:  1.2526616491661007
		NRMSE:  0.19946206317730336
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.061578293423971475
		RMSE:  0.970096042376724
		NRMSE:  0.19071600723011914
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1747084136438477
		NRMSE:  0.18704952288841878
		MAPE:  547.6986763085636
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.045733924340672916
		RMSE:  0.9628293412733254
		NRMSE:  0.18928741030812832
		MAPE:  293.35791980552335

	Predictor:  LinearRegression
		Pearson Correlation:  0.6311913671046154
		Spearman Correlation:  0.601949787752189
		Coefficient of Determination:  0.3984025419073933
		RMSE:  0.9111357255334679
		NRMSE:  0.1450806862095901
		MAPE:  503.30373682487266
		Pearson Correlation:  0.6707478230465697
		Spearman Correlation:  0.47213306899088514
		Coefficient of Determination:  0.43406320486557703
		RMSE:  0.7083088750599962
		NRMSE:  0.13924996560767433
		MAPE:  251.88462492469492

	Predictor:  ElasticNet
		Pearson Correlation:  0.6047006288621126
		Spearman Correlation:  0.6047085796772051
		Coefficient of Determination:  0.3613117965935264
		RMSE:  0.9388031253308738
		NRMSE:  0.14948618281756532
		MAPE:  616.771761494779
		Pearson Correlation:  0.624045367513959
		Spearman Correlation:  0.4723176099452612
		Coefficient of Determination:  0.3573478777017606
		RMSE:  0.7547909616710694
		NRMSE:  0.14838811026443388
		MAPE:  300.4667409709188

	Predictor:  RandomForests
		Pearson Correlation:  0.7255341506696129
		Spearman Correlation:  0.6201341448080985
		Coefficient of Determination:  0.5254743555827937
		RMSE:  0.8092075444164823
		NRMSE:  0.12885060100259263
		MAPE:  278.9395763351217
		Pearson Correlation:  0.7393813330136257
		Spearman Correlation:  0.4674650763382962
		Coefficient of Determination:  0.5442785883914165
		RMSE:  0.6356066538055941
		NRMSE:  0.12495707423536236
		MAPE:  181.9962239203982

Protein:  CDH2
x_train_column_count:  2
x_train columns:  ['CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032532184952558385
		RMSE:  0.38185758840977485
		NRMSE:  0.13836422509231644
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01322006783790175
		RMSE:  0.3341656221976159
		NRMSE:  0.1760731037776972
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  LinearRegression
		Pearson Correlation:  0.14262397191829065
		Spearman Correlation:  -0.002487806216282824
		Coefficient of Determination:  0.020341597365749142
		RMSE:  0.377340550380385
		NRMSE:  0.13672749850727772
		MAPE:  204.88114470054427
		Pearson Correlation:  0.1451886540719864
		Spearman Correlation:  0.23133206149702618
		Coefficient of Determination:  0.013947150404293174
		RMSE:  0.32965523283104453
		NRMSE:  0.17369656291812158
		MAPE:  675.0963371430472

	Predictor:  ElasticNet
		Pearson Correlation:  0.1426127701108289
		Spearman Correlation:  -0.004338932550925531
		Coefficient of Determination:  0.020338401793236205
		RMSE:  0.3773411658082241
		NRMSE:  0.13672772150453805
		MAPE:  205.28883418090302
		Pearson Correlation:  0.1451886540719864
		Spearman Correlation:  0.23133206149702618
		Coefficient of Determination:  0.013955124643386663
		RMSE:  0.3296538998624512
		NRMSE:  0.17369586057203365
		MAPE:  675.7746684015143

	Predictor:  RandomForests
		Pearson Correlation:  0.23493300907448675
		Spearman Correlation:  0.21194477216286742
		Coefficient of Determination:  0.04976239614304989
		RMSE:  0.3716312713312571
		NRMSE:  0.1346587692337333
		MAPE:  387.79228301128836
		Pearson Correlation:  -0.02522530974628973
		Spearman Correlation:  -0.1851350763201282
		Coefficient of Determination:  -0.0407518659493773
		RMSE:  0.33867526307154056
		NRMSE:  0.17844925025372552
		MAPE:  642.4010366244271

Protein:  CDH3
x_train_column_count:  2
x_train columns:  ['CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.2263418226753373e-05
		RMSE:  0.21251306884336046
		NRMSE:  0.14909431220418734
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004123239054339534
		RMSE:  0.18871613277479948
		NRMSE:  0.16414808838605816
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  LinearRegression
		Pearson Correlation:  0.302838141362905
		Spearman Correlation:  0.33773943741990686
		Coefficient of Determination:  0.09171093986413881
		RMSE:  0.20253162635642266
		NRMSE:  0.14209156027699857
		MAPE:  362.0685498012418
		Pearson Correlation:  0.22440362464908514
		Spearman Correlation:  0.31279442387062184
		Coefficient of Determination:  0.02387829200417091
		RMSE:  0.1860662070685387
		NRMSE:  0.1618431437443255
		MAPE:  145.42988268223792

	Predictor:  ElasticNet
		Pearson Correlation:  0.3026146976584992
		Spearman Correlation:  0.3386347347546788
		Coefficient of Determination:  0.09157565485560071
		RMSE:  0.20254670881960854
		NRMSE:  0.14210214178846645
		MAPE:  362.2772318015171
		Pearson Correlation:  0.22440362464908511
		Spearman Correlation:  0.31279442387062184
		Coefficient of Determination:  0.023804995816902097
		RMSE:  0.18607319271768477
		NRMSE:  0.16184921996545512
		MAPE:  145.37234733699452

	Predictor:  RandomForests
		Pearson Correlation:  0.38429063561532717
		Spearman Correlation:  0.366929487494884
		Coefficient of Determination:  0.14614884835263475
		RMSE:  0.19636853167347101
		NRMSE:  0.13776767390236222
		MAPE:  480.79342950124743
		Pearson Correlation:  0.27910731531306143
		Spearman Correlation:  0.30860684283191253
		Coefficient of Determination:  0.0655555461704449
		RMSE:  0.1820506628174801
		NRMSE:  0.15835036385874218
		MAPE:  188.00773874257487

Protein:  PTEN
x_train_column_count:  2
x_train columns:  ['PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023393971457565055
		RMSE:  0.6366126117528933
		NRMSE:  0.09954071014821253
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20813248536085016
		RMSE:  0.517654316968625
		NRMSE:  0.12376376344107133
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6292943186382643
		NRMSE:  0.09839642227163854
		MAPE:  299.798968451812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06342466003107061
		RMSE:  0.4856640113421529
		NRMSE:  0.11611533767086332
		MAPE:  95.15154235140719

	Predictor:  LinearRegression
		Pearson Correlation:  0.4072865131698381
		Spearman Correlation:  0.42638558686882855
		Coefficient of Determination:  0.16588230381004465
		RMSE:  0.5747347789582132
		NRMSE:  0.08986549588901778
		MAPE:  404.25898339863915
		Pearson Correlation:  0.39405604994294663
		Spearman Correlation:  0.41017718425416777
		Coefficient of Determination:  0.14304763798020403
		RMSE:  0.435974310134962
		NRMSE:  0.1042352388789179
		MAPE:  124.49067922176825

	Predictor:  ElasticNet
		Pearson Correlation:  0.3969661291051696
		Spearman Correlation:  0.42044539925017116
		Coefficient of Determination:  0.15757420110837006
		RMSE:  0.5775899661727981
		NRMSE:  0.09031193279224425
		MAPE:  432.5597707108168
		Pearson Correlation:  0.39915569954643837
		Spearman Correlation:  0.3968902355390966
		Coefficient of Determination:  0.14741678498680844
		RMSE:  0.43486148865064544
		NRMSE:  0.10396917913514213
		MAPE:  116.9819447450473

	Predictor:  RandomForests
		Pearson Correlation:  0.4499028394581808
		Spearman Correlation:  0.4412973672078478
		Coefficient of Determination:  0.19785587470071297
		RMSE:  0.5636117187462313
		NRMSE:  0.08812629485516868
		MAPE:  529.999627248055
		Pearson Correlation:  0.36802569178054084
		Spearman Correlation:  0.4052177336372629
		Coefficient of Determination:  0.13057248218352524
		RMSE:  0.439136210575846
		NRMSE:  0.10499120417344379
		MAPE:  127.15369103812762

Protein:  BRCA2
x_train_column_count:  2
x_train columns:  ['BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00289910117318648
		RMSE:  0.19032543678137456
		NRMSE:  0.12827584502559417
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001649424828515933
		RMSE:  0.21414907824527551
		NRMSE:  0.14729386559180924
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  LinearRegression
		Pearson Correlation:  0.04179287821102579
		Spearman Correlation:  0.01939600332719568
		Coefficient of Determination:  0.0017466446691614124
		RMSE:  0.18988410127620753
		NRMSE:  0.1279783930096026
		MAPE:  117.54169381782826
		Pearson Correlation:  -0.06902629512266363
		Spearman Correlation:  0.03567376151822342
		Coefficient of Determination:  -0.010202916830925668
		RMSE:  0.21522102957292763
		NRMSE:  0.14803116437483416
		MAPE:  114.85888676192783

	Predictor:  ElasticNet
		Pearson Correlation:  0.029598716808603837
		Spearman Correlation:  0.007235394469500479
		Coefficient of Determination:  0.0008759935925667373
		RMSE:  0.18996688926006597
		NRMSE:  0.12803419058856522
		MAPE:  114.87279644470485
		Pearson Correlation:  -0.01605456565446289
		Spearman Correlation:  0.05298569807603587
		Coefficient of Determination:  -0.0058323765362682245
		RMSE:  0.21475495896449218
		NRMSE:  0.14771059637558012
		MAPE:  112.85176623124009

	Predictor:  RandomForests
		Pearson Correlation:  0.2849110177207724
		Spearman Correlation:  0.24877779152842033
		Coefficient of Determination:  0.043480422447812805
		RMSE:  0.18587250235652525
		NRMSE:  0.1252746490958707
		MAPE:  119.24195656500636
		Pearson Correlation:  -0.007658302865057336
		Spearman Correlation:  -0.1128019880749639
		Coefficient of Determination:  -0.011912642612302848
		RMSE:  0.21540307883029233
		NRMSE:  0.14815637966441225
		MAPE:  156.92480290760244

Protein:  CDKN2A
x_train_column_count:  2
x_train columns:  ['CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07669790023289091
		RMSE:  0.6927164423772558
		NRMSE:  0.16172871740223568
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04462654135164201
		RMSE:  0.6710309035955896
		NRMSE:  0.2071658496482324
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6675880639420501
		NRMSE:  0.15586198728568595
		MAPE:  307.97311558867955
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004949645588538276
		RMSE:  0.658164031136248
		NRMSE:  0.20319348928290204
		MAPE:  176.07940307985857

	Predictor:  LinearRegression
		Pearson Correlation:  0.507693343863584
		Spearman Correlation:  0.4769078997141356
		Coefficient of Determination:  0.2577525314033874
		RMSE:  0.5751523859196203
		NRMSE:  0.13428100156883177
		MAPE:  172.9755121609775
		Pearson Correlation:  0.536825509758858
		Spearman Correlation:  0.5740296013666005
		Coefficient of Determination:  0.28148132808608683
		RMSE:  0.5565203157253399
		NRMSE:  0.1718132554491494
		MAPE:  120.10925571451654

	Predictor:  ElasticNet
		Pearson Correlation:  0.5076634573044785
		Spearman Correlation:  0.4770131653521852
		Coefficient of Determination:  0.25772218539874925
		RMSE:  0.5751641430486911
		NRMSE:  0.1342837465093134
		MAPE:  175.61350329659197
		Pearson Correlation:  0.5368255097588579
		Spearman Correlation:  0.5740296013666005
		Coefficient of Determination:  0.28151153227872994
		RMSE:  0.5565086184486104
		NRMSE:  0.17180964417542233
		MAPE:  120.00745792582296

	Predictor:  RandomForests
		Pearson Correlation:  0.6245172571557215
		Spearman Correlation:  0.4954089061519607
		Coefficient of Determination:  0.3894788522073944
		RMSE:  0.5216256263174344
		NRMSE:  0.12178409280851568
		MAPE:  264.11801229845923
		Pearson Correlation:  0.6251797457998285
		Spearman Correlation:  0.5733110855363031
		Coefficient of Determination:  0.38811166296195954
		RMSE:  0.5135681488886652
		NRMSE:  0.15855273035369863
		MAPE:  124.73179501297591

Protein:  TP53
x_train_column_count:  2
x_train columns:  ['TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.043501333030021794
		RMSE:  0.4597988418920562
		NRMSE:  0.11050200478059512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10290984727382035
		RMSE:  0.4520547550562478
		NRMSE:  0.16857084713604026
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45011280589110314
		NRMSE:  0.10817419031269002
		MAPE:  382.8265287953516
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010546813555600831
		RMSE:  0.4327123127899972
		NRMSE:  0.16135806629028604
		MAPE:  261.16646791413905

	Predictor:  LinearRegression
		Pearson Correlation:  0.505393123628269
		Spearman Correlation:  0.41983908151648314
		Coefficient of Determination:  0.2554222094107388
		RMSE:  0.3883974839700309
		NRMSE:  0.09334234173757051
		MAPE:  785.5119511258362
		Pearson Correlation:  0.44399489050955526
		Spearman Correlation:  0.4119876806443971
		Coefficient of Determination:  0.17360345730876148
		RMSE:  0.3913048947996481
		NRMSE:  0.14591727410686844
		MAPE:  495.7762177532588

	Predictor:  ElasticNet
		Pearson Correlation:  0.4922480931927956
		Spearman Correlation:  0.40291196652583594
		Coefficient of Determination:  0.23687124445461094
		RMSE:  0.39320612862244386
		NRMSE:  0.09449798813324775
		MAPE:  691.4031140000773
		Pearson Correlation:  0.4393370240450394
		Spearman Correlation:  0.41330939288519813
		Coefficient of Determination:  0.17252362896593754
		RMSE:  0.39156046470676936
		NRMSE:  0.1460125759154747
		MAPE:  447.62210680416683

	Predictor:  RandomForests
		Pearson Correlation:  0.5623094510875953
		Spearman Correlation:  0.47048895812635816
		Coefficient of Determination:  0.3097778302986154
		RMSE:  0.3739519663833114
		NRMSE:  0.08987069607866173
		MAPE:  682.725921080577
		Pearson Correlation:  0.4718926826594622
		Spearman Correlation:  0.4533407801460297
		Coefficient of Determination:  0.21127649970614626
		RMSE:  0.38228162652909115
		NRMSE:  0.14255250477463507
		MAPE:  388.2496282805142

Protein:  CTNNB1
x_train_column_count:  2
x_train columns:  ['CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.43619721536848943
		RMSE:  0.9218173342266688
		NRMSE:  0.18131733560713392
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5414936126562622
		RMSE:  0.7610450185362576
		NRMSE:  0.2487969592128731
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  LinearRegression
		Pearson Correlation:  0.051787596630752775
		Spearman Correlation:  0.07970674194829598
		Coefficient of Determination:  0.002681955164789862
		RMSE:  0.7681652712541103
		NRMSE:  0.15109466389734663
		MAPE:  433.4860556646889
		Pearson Correlation:  0.21972783891735956
		Spearman Correlation:  0.26859935909425303
		Coefficient of Determination:  0.009533031869933262
		RMSE:  0.6100416416125433
		NRMSE:  0.1994317047345592
		MAPE:  1336.6191149722124

	Predictor:  ElasticNet
		Pearson Correlation:  0.051747475666367275
		Spearman Correlation:  0.07873234122650967
		Coefficient of Determination:  0.002677801229203358
		RMSE:  0.7681668709974171
		NRMSE:  0.1510949785596808
		MAPE:  433.42687505377376
		Pearson Correlation:  0.21972783891735959
		Spearman Correlation:  0.26859935909425303
		Coefficient of Determination:  0.00957424818110808
		RMSE:  0.6100289486462351
		NRMSE:  0.1994275552146965
		MAPE:  1336.3305423296326

	Predictor:  RandomForests
		Pearson Correlation:  0.28283871709746194
		Spearman Correlation:  0.27248155031404964
		Coefficient of Determination:  0.056911975463831976
		RMSE:  0.7469885508843376
		NRMSE:  0.14692929797095547
		MAPE:  449.58995100093125
		Pearson Correlation:  0.20590790949456775
		Spearman Correlation:  0.1399556799237513
		Coefficient of Determination:  0.026453487374958562
		RMSE:  0.6048084295659103
		NRMSE:  0.1977208897204584
		MAPE:  1426.5538436896502

Protein:  CCNE1
x_train_column_count:  2
x_train columns:  ['CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.3882525061775621
		RMSE:  0.8073510115699897
		NRMSE:  0.1948381908849554
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.2068608862157744
		RMSE:  0.7484097025916991
		NRMSE:  0.3260050104942715
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5224229806426052
		NRMSE:  0.12607644873967835
		MAPE:  105.82433067667067
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010783677474574871
		RMSE:  0.36685077747270034
		NRMSE:  0.1597990928573857
		MAPE:  133.3645349232411

	Predictor:  LinearRegression
		Pearson Correlation:  0.7311597617400973
		Spearman Correlation:  0.7252454530166649
		Coefficient of Determination:  0.534594597187836
		RMSE:  0.3564002360438114
		NRMSE:  0.08601014456737008
		MAPE:  77.47995130978394
		Pearson Correlation:  0.6686208249928276
		Spearman Correlation:  0.6712078704223245
		Coefficient of Determination:  0.4364774974494381
		RMSE:  0.27391509441277184
		NRMSE:  0.11931658945540438
		MAPE:  97.29074571714722

	Predictor:  ElasticNet
		Pearson Correlation:  0.7311550781020142
		Spearman Correlation:  0.724580992574438
		Coefficient of Determination:  0.5345877466043218
		RMSE:  0.3564028590694382
		NRMSE:  0.08601077758270101
		MAPE:  77.48483952107688
		Pearson Correlation:  0.6686208249928275
		Spearman Correlation:  0.6712078704223245
		Coefficient of Determination:  0.4364873185214214
		RMSE:  0.2739127075057997
		NRMSE:  0.11931554972592225
		MAPE:  97.2839269864578

	Predictor:  RandomForests
		Pearson Correlation:  0.8620576959955392
		Spearman Correlation:  0.7260197277689745
		Coefficient of Determination:  0.7409729273935419
		RMSE:  0.26588562094289714
		NRMSE:  0.06416623330426845
		MAPE:  55.85462183805717
		Pearson Correlation:  0.7693889488812767
		Spearman Correlation:  0.6683249776710507
		Coefficient of Determination:  0.5225628425841873
		RMSE:  0.25212646899839464
		NRMSE:  0.10982552990303378
		MAPE:  78.16212414126768

Protein:  CCND1
x_train_column_count:  2
x_train columns:  ['CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.44064885869713843
		RMSE:  0.2936537728092399
		NRMSE:  0.17653615611766113
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6507167710215811
		RMSE:  0.2694738938084911
		NRMSE:  0.2553456206196082
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  LinearRegression
		Pearson Correlation:  0.4104199362628022
		Spearman Correlation:  0.40702588796834765
		Coefficient of Determination:  0.16844452408196253
		RMSE:  0.2231013144804463
		NRMSE:  0.13412205845814423
		MAPE:  532.0448309434951
		Pearson Correlation:  0.3721019412428963
		Spearman Correlation:  0.3490592152021846
		Coefficient of Determination:  0.11233592807704806
		RMSE:  0.197608097567355
		NRMSE:  0.18724768325296826
		MAPE:  345.7158784675023

	Predictor:  ElasticNet
		Pearson Correlation:  0.4104199362628022
		Spearman Correlation:  0.40702588796834765
		Coefficient of Determination:  0.16844452407777666
		RMSE:  0.2231013144810078
		NRMSE:  0.13412205845848182
		MAPE:  532.0452559001382
		Pearson Correlation:  0.3721019412428963
		Spearman Correlation:  0.3490592152021846
		Coefficient of Determination:  0.11233569761335793
		RMSE:  0.1976081232197892
		NRMSE:  0.18724770756046846
		MAPE:  345.71646825965604

	Predictor:  RandomForests
		Pearson Correlation:  0.48699822442771834
		Spearman Correlation:  0.43302356100040734
		Coefficient of Determination:  0.2329800130729628
		RMSE:  0.21426925304637665
		NRMSE:  0.12881247853601416
		MAPE:  532.0829627883396
		Pearson Correlation:  0.3682241478957792
		Spearman Correlation:  0.3545397794492318
		Coefficient of Determination:  0.12538407752351843
		RMSE:  0.19615035827191662
		NRMSE:  0.18586637191391944
		MAPE:  242.12255902019984

Protein:  ERBB2
x_train_column_count:  2
x_train columns:  ['ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08695701084953744
		RMSE:  1.023008454816054
		NRMSE:  0.1742863272085548
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1111491455026472
		RMSE:  1.1242523174677488
		NRMSE:  0.20280184671833265
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865388
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792788993

	Predictor:  LinearRegression
		Pearson Correlation:  0.7577714831756105
		Spearman Correlation:  0.6100374255569257
		Coefficient of Determination:  0.5742176207141645
		RMSE:  0.6402754959744398
		NRMSE:  0.10908146855451553
		MAPE:  317.3842681597517
		Pearson Correlation:  0.7896049001679224
		Spearman Correlation:  0.6822013768273945
		Coefficient of Determination:  0.6161032986933297
		RMSE:  0.6608224721923278
		NRMSE:  0.11920457323622337
		MAPE:  140.9130631786231

	Predictor:  ElasticNet
		Pearson Correlation:  0.7576307424036322
		Spearman Correlation:  0.6175542476381123
		Coefficient of Determination:  0.574004341835005
		RMSE:  0.640435836268354
		NRMSE:  0.10910878516250473
		MAPE:  320.7123220309669
		Pearson Correlation:  0.7901604979795926
		Spearman Correlation:  0.693151651706485
		Coefficient of Determination:  0.6172624351920195
		RMSE:  0.6598240753311013
		NRMSE:  0.1190244742281372
		MAPE:  141.84184829396668

	Predictor:  RandomForests
		Pearson Correlation:  0.819999050484025
		Spearman Correlation:  0.6221160255281639
		Coefficient of Determination:  0.670233501848126
		RMSE:  0.5634771446431789
		NRMSE:  0.09599760543863893
		MAPE:  549.6016379139869
		Pearson Correlation:  0.8604407371645878
		Spearman Correlation:  0.6851291397706071
		Coefficient of Determination:  0.7380335646767575
		RMSE:  0.5458840920255202
		NRMSE:  0.09847104625613685
		MAPE:  202.52741537438453

Protein:  ERBB3
x_train_column_count:  2
x_train columns:  ['ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19951943522205973
		RMSE:  0.4939516163098853
		NRMSE:  0.17910620018705933
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27774471248359456
		RMSE:  0.5592204608326292
		NRMSE:  0.15547938022732444
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  LinearRegression
		Pearson Correlation:  0.41551681493496545
		Spearman Correlation:  0.4488994615192051
		Coefficient of Determination:  0.1726542234936983
		RMSE:  0.41022704953773176
		NRMSE:  0.14874778344799855
		MAPE:  207.48876867550993
		Pearson Correlation:  0.3928885858038079
		Spearman Correlation:  0.4288257958328658
		Coefficient of Determination:  0.12949497157397405
		RMSE:  0.4615796450969211
		NRMSE:  0.12833242374280146
		MAPE:  147.5887246295261

	Predictor:  ElasticNet
		Pearson Correlation:  0.4118347805352838
		Spearman Correlation:  0.4548855783210745
		Coefficient of Determination:  0.16960788642884905
		RMSE:  0.41098159597773126
		NRMSE:  0.14902138098522819
		MAPE:  205.93491786104846
		Pearson Correlation:  0.39517943353034346
		Spearman Correlation:  0.4259180289031036
		Coefficient of Determination:  0.13282001253745668
		RMSE:  0.46069726098489505
		NRMSE:  0.12808709556819212
		MAPE:  147.06531071346663

	Predictor:  RandomForests
		Pearson Correlation:  0.4999772787130883
		Spearman Correlation:  0.47145580278027005
		Coefficient of Determination:  0.24936566604040078
		RMSE:  0.39074639408774725
		NRMSE:  0.14168412364895636
		MAPE:  239.36369085083874
		Pearson Correlation:  0.40632927276753494
		Spearman Correlation:  0.4286995163716889
		Coefficient of Determination:  0.13799826967697426
		RMSE:  0.45931970330957334
		NRMSE:  0.1277040948938829
		MAPE:  166.28304846884032


Fold:  4

Protein:  RB1
x_train_column_count:  2
x_train columns:  ['RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0017653619110491459
		RMSE:  0.25173274438657
		NRMSE:  0.09206141909982812
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11040193949010524
		RMSE:  0.1737457828578019
		NRMSE:  0.1664678101960314
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  LinearRegression
		Pearson Correlation:  0.20060692894164192
		Spearman Correlation:  0.2604016377206075
		Coefficient of Determination:  0.04024313993939688
		RMSE:  0.24639807895111004
		NRMSE:  0.0901104735777904
		MAPE:  268.4745845730759
		Pearson Correlation:  0.3019690157807047
		Spearman Correlation:  0.3648499357847355
		Coefficient of Determination:  0.0002383205805432942
		RMSE:  0.16486270055052632
		NRMSE:  0.15795682802909433
		MAPE:  110.55468116716203

	Predictor:  ElasticNet
		Pearson Correlation:  0.20060321424304423
		Spearman Correlation:  0.2604333098848863
		Coefficient of Determination:  0.04024164460534618
		RMSE:  0.2463982708993572
		NRMSE:  0.09011054377536469
		MAPE:  268.3497274814239
		Pearson Correlation:  0.30291776516862734
		Spearman Correlation:  0.3658524420503997
		Coefficient of Determination:  0.0009300459157621788
		RMSE:  0.16480565723624552
		NRMSE:  0.15790217418105001
		MAPE:  110.47272546768954

	Predictor:  RandomForests
		Pearson Correlation:  0.33587973872955107
		Spearman Correlation:  0.36911122268200713
		Coefficient of Determination:  0.09983840079293904
		RMSE:  0.23862555200044613
		NRMSE:  0.08726797542438786
		MAPE:  320.43761060518545
		Pearson Correlation:  0.24547585772582137
		Spearman Correlation:  0.34021236661701987
		Coefficient of Determination:  -0.038688053316477955
		RMSE:  0.16804157162155683
		NRMSE:  0.16100254054876484
		MAPE:  112.68516338634271

Protein:  CDH1
x_train_column_count:  2
x_train columns:  ['CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1648542010437435
		RMSE:  1.2077311247232185
		NRMSE:  0.19230774891296748
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01787767410405383
		RMSE:  1.1768276141426715
		NRMSE:  0.21349508619837296
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.119011303751291
		NRMSE:  0.17818083878718685
		MAPE:  552.7314487209006
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06543533401046742
		RMSE:  1.204005869039757
		NRMSE:  0.21842565020132743
		MAPE:  371.74257556440244

	Predictor:  LinearRegression
		Pearson Correlation:  0.628356173725978
		Spearman Correlation:  0.6043608023599538
		Coefficient of Determination:  0.39483148105955135
		RMSE:  0.8705077411210568
		NRMSE:  0.1386114679661566
		MAPE:  525.2992992842647
		Pearson Correlation:  0.6594828350563262
		Spearman Correlation:  0.4286861432187434
		Coefficient of Determination:  0.40975344237495814
		RMSE:  0.8961522253801608
		NRMSE:  0.1625761448024674
		MAPE:  266.14079405117417

	Predictor:  ElasticNet
		Pearson Correlation:  0.602058253037068
		Spearman Correlation:  0.6048526071103854
		Coefficient of Determination:  0.35867610909024106
		RMSE:  0.896134470226411
		NRMSE:  0.14269202736002212
		MAPE:  634.1236044648291
		Pearson Correlation:  0.5833730633620747
		Spearman Correlation:  0.4375939849624061
		Coefficient of Determination:  0.31723602849283805
		RMSE:  0.9638298094971988
		NRMSE:  0.1748539257460177
		MAPE:  320.6034833122145

	Predictor:  RandomForests
		Pearson Correlation:  0.7170868613481379
		Spearman Correlation:  0.6164999574023463
		Coefficient of Determination:  0.5134008218156312
		RMSE:  0.7805849239532742
		NRMSE:  0.12429300403701699
		MAPE:  350.21685279617446
		Pearson Correlation:  0.7534410121952042
		Spearman Correlation:  0.4433914078848621
		Coefficient of Determination:  0.5171438694520781
		RMSE:  0.810539027555178
		NRMSE:  0.14704456071172636
		MAPE:  167.69272835039988

Protein:  CDH2
x_train_column_count:  2
x_train columns:  ['CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011628294333081435
		RMSE:  0.38156283556505555
		NRMSE:  0.1382574228440668
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.013534078125908788
		RMSE:  0.33551468363995024
		NRMSE:  0.17308132332546644
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  LinearRegression
		Pearson Correlation:  0.12726667220597057
		Spearman Correlation:  0.07119849272849263
		Coefficient of Determination:  0.01619680585438199
		RMSE:  0.37627875453652904
		NRMSE:  0.1363427619887416
		MAPE:  647.1392020301222
		Pearson Correlation:  0.20599048693772695
		Spearman Correlation:  -0.07145475629371938
		Coefficient of Determination:  -0.01867412055318085
		RMSE:  0.3363643732494896
		NRMSE:  0.17351965109234532
		MAPE:  149.99280153684538

	Predictor:  ElasticNet
		Pearson Correlation:  0.12726575412288096
		Spearman Correlation:  0.07146547137499795
		Coefficient of Determination:  0.016196571640589186
		RMSE:  0.37627879932682323
		NRMSE:  0.1363427782182851
		MAPE:  647.0576024219794
		Pearson Correlation:  0.20599048693772695
		Spearman Correlation:  -0.07145475629371938
		Coefficient of Determination:  -0.018663364567124807
		RMSE:  0.3363625974411198
		NRMSE:  0.1735187350094506
		MAPE:  149.979760948571

	Predictor:  RandomForests
		Pearson Correlation:  0.20068017063291904
		Spearman Correlation:  0.19591540058773488
		Coefficient of Determination:  0.035911956927223376
		RMSE:  0.37248941165378463
		NRMSE:  0.13496971217254317
		MAPE:  884.409767131594
		Pearson Correlation:  0.13975849733951237
		Spearman Correlation:  -0.007879855739278996
		Coefficient of Determination:  -0.03649031714906359
		RMSE:  0.33929306149406074
		NRMSE:  0.1750304679408922
		MAPE:  184.58079283105226

Protein:  CDH3
x_train_column_count:  2
x_train columns:  ['CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006306553616452382
		RMSE:  0.206558346691537
		NRMSE:  0.1472115018398285
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056823148221427866
		RMSE:  0.21361844422784051
		NRMSE:  0.19012980777528213
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  LinearRegression
		Pearson Correlation:  0.25979163381132686
		Spearman Correlation:  0.33119749144119476
		Coefficient of Determination:  0.06749169299835855
		RMSE:  0.19884009086432752
		NRMSE:  0.14171079925333718
		MAPE:  172.25145757408006
		Pearson Correlation:  0.40672511917214194
		Spearman Correlation:  0.3183905036222397
		Coefficient of Determination:  0.038834476097896364
		RMSE:  0.20372141380738001
		NRMSE:  0.1813210155467362
		MAPE:  583.0807418997694

	Predictor:  ElasticNet
		Pearson Correlation:  0.25854027328459467
		Spearman Correlation:  0.3309265441567785
		Coefficient of Determination:  0.06684307254477051
		RMSE:  0.19890923198065136
		NRMSE:  0.14176007524598497
		MAPE:  172.40226966614551
		Pearson Correlation:  0.4135532481751863
		Spearman Correlation:  0.3220264591827829
		Coefficient of Determination:  0.04253292702053457
		RMSE:  0.20332908812048964
		NRMSE:  0.18097182843556045
		MAPE:  586.7738689126844

	Predictor:  RandomForests
		Pearson Correlation:  0.3661650806172687
		Spearman Correlation:  0.35439273671084043
		Coefficient of Determination:  0.13219300783029397
		RMSE:  0.19181791710406904
		NRMSE:  0.13670618548688587
		MAPE:  233.9258036788603
		Pearson Correlation:  0.3409632548764403
		Spearman Correlation:  0.30228083799903893
		Coefficient of Determination:  0.027424343098695014
		RMSE:  0.20492704927339866
		NRMSE:  0.18239408412108035
		MAPE:  815.7562828804256

Protein:  PTEN
x_train_column_count:  2
x_train columns:  ['PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04663541191913323
		RMSE:  0.5747314783713694
		NRMSE:  0.11117523181123673
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02346833201832421
		RMSE:  0.7542692946958974
		NRMSE:  0.11793750210239971
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  LinearRegression
		Pearson Correlation:  0.39878139984580147
		Spearman Correlation:  0.4180860156644668
		Coefficient of Determination:  0.15902660486297693
		RMSE:  0.5151792949664966
		NRMSE:  0.09965554297556806
		MAPE:  256.2479847170032
		Pearson Correlation:  0.4569385031545299
		Spearman Correlation:  0.4803975111909126
		Coefficient of Determination:  0.1711906664926538
		RMSE:  0.6787604679974606
		NRMSE:  0.10613094644632329
		MAPE:  583.3344326217799

	Predictor:  ElasticNet
		Pearson Correlation:  0.39770673577924787
		Spearman Correlation:  0.4125541754874478
		Coefficient of Determination:  0.15817064722837793
		RMSE:  0.5154414075987979
		NRMSE:  0.09970624566674363
		MAPE:  259.1569919992023
		Pearson Correlation:  0.4352330047258671
		Spearman Correlation:  0.4688213069988404
		Coefficient of Determination:  0.158047575125432
		RMSE:  0.6841211228923064
		NRMSE:  0.10696913812716854
		MAPE:  602.3329805555614

	Predictor:  RandomForests
		Pearson Correlation:  0.4478237093284196
		Spearman Correlation:  0.4392056931844835
		Coefficient of Determination:  0.19412017651037705
		RMSE:  0.5043156127290602
		NRMSE:  0.09755408788476096
		MAPE:  267.2985539429079
		Pearson Correlation:  0.43694710197252795
		Spearman Correlation:  0.47224052214471246
		Coefficient of Determination:  0.1541743166419286
		RMSE:  0.685692908536918
		NRMSE:  0.10721490243716957
		MAPE:  505.48158517052127

Protein:  BRCA2
x_train_column_count:  2
x_train columns:  ['BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015699866052385492
		RMSE:  0.1919477679021074
		NRMSE:  0.12365776640496533
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0014129332580739007
		RMSE:  0.2082543553514594
		NRMSE:  0.20232423210836328
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  LinearRegression
		Pearson Correlation:  0.0313554002392283
		Spearman Correlation:  0.022070337100895607
		Coefficient of Determination:  0.0009831611241620797
		RMSE:  0.1917029603855912
		NRMSE:  0.12350005500762842
		MAPE:  112.56460310840531
		Pearson Correlation:  -0.1504621728932167
		Spearman Correlation:  -0.17513185949949503
		Coefficient of Determination:  -0.009292734561542115
		RMSE:  0.20907209366483526
		NRMSE:  0.20311868500727212
		MAPE:  147.09577718569938

	Predictor:  ElasticNet
		Pearson Correlation:  0.02188802695411087
		Spearman Correlation:  0.01572029885733223
		Coefficient of Determination:  0.000479004062040711
		RMSE:  0.19175132604227565
		NRMSE:  0.12353121342713845
		MAPE:  111.88965071418625
		Pearson Correlation:  -0.17899779266858884
		Spearman Correlation:  -0.15346076634372002
		Coefficient of Determination:  -0.006782440963589265
		RMSE:  0.20881193173908402
		NRMSE:  0.20286593129288943
		MAPE:  141.75386815240824

	Predictor:  RandomForests
		Pearson Correlation:  0.29655276349912
		Spearman Correlation:  0.22726838369478033
		Coefficient of Determination:  0.043457546176612016
		RMSE:  0.1875834591496981
		NRMSE:  0.12084616469621395
		MAPE:  118.91691027594236
		Pearson Correlation:  -0.017904957737888395
		Spearman Correlation:  -0.025811139021213243
		Coefficient of Determination:  -0.009008578168265391
		RMSE:  0.20904266050231404
		NRMSE:  0.20309008996542738
		MAPE:  117.9011717023568

Protein:  CDKN2A
x_train_column_count:  2
x_train columns:  ['CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06343046233027927
		RMSE:  0.6950010485750925
		NRMSE:  0.15711564339891315
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10006794882547432
		RMSE:  0.6614783461565592
		NRMSE:  0.1993004959796804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6739550183850767
		NRMSE:  0.1523578655781794
		MAPE:  281.71125082022354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0022276354551518107
		RMSE:  0.6313774446715202
		NRMSE:  0.19023122768048215
		MAPE:  197.14658329930893

	Predictor:  LinearRegression
		Pearson Correlation:  0.5089221041870784
		Spearman Correlation:  0.5041911579291467
		Coefficient of Determination:  0.2590017081302034
		RMSE:  0.5801489558247752
		NRMSE:  0.13115156681920992
		MAPE:  149.93930972745514
		Pearson Correlation:  0.5446033666939744
		Spearman Correlation:  0.4884824000299256
		Coefficient of Determination:  0.2777407009263907
		RMSE:  0.5359847673250288
		NRMSE:  0.16148983649443469
		MAPE:  114.82947426453738

	Predictor:  ElasticNet
		Pearson Correlation:  0.5089092587161527
		Spearman Correlation:  0.5043429685491743
		Coefficient of Determination:  0.2589886331400336
		RMSE:  0.5801540741958406
		NRMSE:  0.13115272390546864
		MAPE:  151.7030582329283
		Pearson Correlation:  0.5446033666939745
		Spearman Correlation:  0.4884824000299256
		Coefficient of Determination:  0.27768600309880576
		RMSE:  0.5360050624236108
		NRMSE:  0.16149595131774958
		MAPE:  114.75142807953264

	Predictor:  RandomForests
		Pearson Correlation:  0.6315021316579708
		Spearman Correlation:  0.5175085850702341
		Coefficient of Determination:  0.39829848360987263
		RMSE:  0.5227830094552866
		NRMSE:  0.11818311505714627
		MAPE:  286.8091880382585
		Pearson Correlation:  0.6229828385819468
		Spearman Correlation:  0.48235825210423916
		Coefficient of Determination:  0.3606879562454919
		RMSE:  0.5042690563417233
		NRMSE:  0.1519340332454725
		MAPE:  126.41263181421061

Protein:  TP53
x_train_column_count:  2
x_train columns:  ['TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04782361373877353
		RMSE:  0.460756629216985
		NRMSE:  0.11073218678610552
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07696826201632412
		RMSE:  0.4481222561682025
		NRMSE:  0.1422068596624151
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4501191620264231
		NRMSE:  0.10817571786263473
		MAPE:  418.8529054417374
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002447694094247499
		RMSE:  0.4323405014905614
		NRMSE:  0.13719868668778923
		MAPE:  185.65040333639752

	Predictor:  LinearRegression
		Pearson Correlation:  0.4860893149117717
		Spearman Correlation:  0.4243656276327849
		Coefficient of Determination:  0.2362828220713954
		RMSE:  0.3933632479692207
		NRMSE:  0.09453574813006986
		MAPE:  828.1545630718925
		Pearson Correlation:  0.5182851011843875
		Spearman Correlation:  0.3708300602251899
		Coefficient of Determination:  0.2663495972611568
		RMSE:  0.3698619384945788
		NRMSE:  0.11737177535369979
		MAPE:  312.66501479205846

	Predictor:  ElasticNet
		Pearson Correlation:  0.4732734781201166
		Spearman Correlation:  0.4088174844683577
		Coefficient of Determination:  0.21855144189120412
		RMSE:  0.3979034445787518
		NRMSE:  0.09562687925468683
		MAPE:  740.2098917978319
		Pearson Correlation:  0.5213930546825694
		Spearman Correlation:  0.37149839773563265
		Coefficient of Determination:  0.2514164749417289
		RMSE:  0.37360716269882566
		NRMSE:  0.1185602826538543
		MAPE:  251.7792195842215

	Predictor:  RandomForests
		Pearson Correlation:  0.5433299028550151
		Spearman Correlation:  0.47716216341157186
		Coefficient of Determination:  0.28875859293730977
		RMSE:  0.3796085782752249
		NRMSE:  0.09123013176525473
		MAPE:  734.2104172925882
		Pearson Correlation:  0.573766741233823
		Spearman Correlation:  0.4235391959329385
		Coefficient of Determination:  0.3114762468831195
		RMSE:  0.35830636664522525
		NRMSE:  0.11370473681303161
		MAPE:  259.9091372224781

Protein:  CTNNB1
x_train_column_count:  2
x_train columns:  ['CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6170193939500923
		RMSE:  0.9046651382507068
		NRMSE:  0.21849703851094263
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09478783275970826
		RMSE:  0.8396248247596424
		NRMSE:  0.17652527641906535
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  LinearRegression
		Pearson Correlation:  0.108436303571539
		Spearman Correlation:  0.1359617506577901
		Coefficient of Determination:  0.011758431932259117
		RMSE:  0.7072318312612121
		NRMSE:  0.17081244113158445
		MAPE:  573.7039748296245
		Pearson Correlation:  -0.09138017300424375
		Spearman Correlation:  0.03373358770059477
		Coefficient of Determination:  -0.1681635116379343
		RMSE:  0.8673055149001679
		NRMSE:  0.18234494888995204
		MAPE:  970.4637210419448

	Predictor:  ElasticNet
		Pearson Correlation:  0.10830589448220491
		Spearman Correlation:  0.13480386712524542
		Coefficient of Determination:  0.011730166768875172
		RMSE:  0.7072419451245493
		NRMSE:  0.17081488385773097
		MAPE:  573.4573290631525
		Pearson Correlation:  -0.09138017300424374
		Spearman Correlation:  0.03373358770059477
		Coefficient of Determination:  -0.16796966211836417
		RMSE:  0.8672335499178745
		NRMSE:  0.18232981875323237
		MAPE:  970.1367588323346

	Predictor:  RandomForests
		Pearson Correlation:  0.27073272495551043
		Spearman Correlation:  0.25332746502304954
		Coefficient of Determination:  0.05488063472280302
		RMSE:  0.6916295995789115
		NRMSE:  0.16704415022193786
		MAPE:  598.8045248717256
		Pearson Correlation:  0.07267382808851819
		Spearman Correlation:  0.13823949839064295
		Coefficient of Determination:  -0.133416084696651
		RMSE:  0.8543089877843627
		NRMSE:  0.17961251950726656
		MAPE:  916.3275962998433

Protein:  CCNE1
x_train_column_count:  2
x_train columns:  ['CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4688329016852353
		RMSE:  0.7931748470731899
		NRMSE:  0.19141705409976348
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.186170633384966
		RMSE:  0.8069776954058596
		NRMSE:  0.32929800677624244
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5048043460690237
		NRMSE:  0.12182453992060809
		MAPE:  103.07374645056161
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01570191691728584
		RMSE:  0.4556277343037054
		NRMSE:  0.18592497115143453
		MAPE:  142.6844229696492

	Predictor:  LinearRegression
		Pearson Correlation:  0.7284683731401491
		Spearman Correlation:  0.7111124100209031
		Coefficient of Determination:  0.5306661706654558
		RMSE:  0.34583107511272226
		NRMSE:  0.08345948671784209
		MAPE:  76.12249959628303
		Pearson Correlation:  0.8235508887291155
		Spearman Correlation:  0.7249192633324606
		Coefficient of Determination:  0.4773065355083249
		RMSE:  0.32685155153597323
		NRMSE:  0.13337613300251908
		MAPE:  111.11785800324698

	Predictor:  ElasticNet
		Pearson Correlation:  0.7284659471489122
		Spearman Correlation:  0.7105645817584747
		Coefficient of Determination:  0.5306626345345026
		RMSE:  0.3458323779185179
		NRMSE:  0.08345980112424112
		MAPE:  76.12616468363554
		Pearson Correlation:  0.8235508887291156
		Spearman Correlation:  0.7249192633324606
		Coefficient of Determination:  0.47726996160433044
		RMSE:  0.32686298656335566
		NRMSE:  0.13338079921788776
		MAPE:  111.11379686950973

	Predictor:  RandomForests
		Pearson Correlation:  0.8558319038801104
		Spearman Correlation:  0.7158571558170889
		Coefficient of Determination:  0.7288377951807345
		RMSE:  0.26286796528567175
		NRMSE:  0.06343798182437718
		MAPE:  55.5244048092431
		Pearson Correlation:  0.8456838474620257
		Spearman Correlation:  0.7088274541368929
		Coefficient of Determination:  0.7022821756292825
		RMSE:  0.24667744086523613
		NRMSE:  0.10066001830785773
		MAPE:  69.87901290517232

Protein:  CCND1
x_train_column_count:  2
x_train columns:  ['CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47371951525638445
		RMSE:  0.2917253166285864
		NRMSE:  0.18637975276867558
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47112550847095647
		RMSE:  0.27775626016480953
		NRMSE:  0.17517423067911803
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  LinearRegression
		Pearson Correlation:  0.36851300129301223
		Spearman Correlation:  0.3770817368013094
		Coefficient of Determination:  0.1358018321219837
		RMSE:  0.22339496125150415
		NRMSE:  0.14272432070348204
		MAPE:  535.7883211967126
		Pearson Correlation:  0.6012892043958128
		Spearman Correlation:  0.49870696642102774
		Coefficient of Determination:  0.2640304431782867
		RMSE:  0.19645763795204482
		NRMSE:  0.12390113392535623
		MAPE:  466.48624547544284

	Predictor:  ElasticNet
		Pearson Correlation:  0.36603283831856076
		Spearman Correlation:  0.3728160125831736
		Coefficient of Determination:  0.13398003872291553
		RMSE:  0.22363030380429894
		NRMSE:  0.14287467819494953
		MAPE:  537.6681012207774
		Pearson Correlation:  0.6012892043958127
		Spearman Correlation:  0.49870696642102774
		Coefficient of Determination:  0.2634887612216068
		RMSE:  0.19652992218093315
		NRMSE:  0.12394672185982163
		MAPE:  467.70426815126126

	Predictor:  RandomForests
		Pearson Correlation:  0.4536960474814516
		Spearman Correlation:  0.39958941232777434
		Coefficient of Determination:  0.2019813527443235
		RMSE:  0.2146709224136968
		NRMSE:  0.1371506385132421
		MAPE:  504.6727797801616
		Pearson Correlation:  0.5244663896500243
		Spearman Correlation:  0.5018856606099847
		Coefficient of Determination:  0.2568204270681399
		RMSE:  0.1974176032612837
		NRMSE:  0.12450656108809517
		MAPE:  425.3854561538555

Protein:  ERBB2
x_train_column_count:  2
x_train columns:  ['ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06177154229692228
		RMSE:  1.0106646016782141
		NRMSE:  0.1721833486682819
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.26989975035857605
		RMSE:  1.1682171872252598
		NRMSE:  0.21036071365744585
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9808249714864398
		NRMSE:  0.1670996765569688
		MAPE:  529.9728174248761
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556425
		RMSE:  1.07776630779691
		NRMSE:  0.19407323581894154
		MAPE:  193.8969179437583

	Predictor:  LinearRegression
		Pearson Correlation:  0.76820819239096
		Spearman Correlation:  0.6162165032172298
		Coefficient of Determination:  0.590143826856586
		RMSE:  0.6279242487374764
		NRMSE:  0.10697723030776299
		MAPE:  241.54847020287775
		Pearson Correlation:  0.7616187596336663
		Spearman Correlation:  0.6420536940037835
		Coefficient of Determination:  0.5262982087977873
		RMSE:  0.713495742528176
		NRMSE:  0.128479083539485
		MAPE:  138.43731356115447

	Predictor:  ElasticNet
		Pearson Correlation:  0.7679926094943188
		Spearman Correlation:  0.6238582415521245
		Coefficient of Determination:  0.5898126482378236
		RMSE:  0.6281778902673147
		NRMSE:  0.1070204423168671
		MAPE:  245.3213005697257
		Pearson Correlation:  0.7633533110364072
		Spearman Correlation:  0.67230847305938
		Coefficient of Determination:  0.5282240218749861
		RMSE:  0.7120439232115906
		NRMSE:  0.12821765462808202
		MAPE:  138.24384486469526

	Predictor:  RandomForests
		Pearson Correlation:  0.837912110164944
		Spearman Correlation:  0.6242468308358713
		Coefficient of Determination:  0.7012149842957249
		RMSE:  0.5361310018094477
		NRMSE:  0.09133873993721106
		MAPE:  438.3412943231485
		Pearson Correlation:  0.7903040042412042
		Spearman Correlation:  0.6588300179349611
		Coefficient of Determination:  0.5700413694558568
		RMSE:  0.6797546826519252
		NRMSE:  0.12240333537147066
		MAPE:  216.94371412894742

Protein:  ERBB3
x_train_column_count:  2
x_train columns:  ['ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20254353309139272
		RMSE:  0.523865801474932
		NRMSE:  0.14324270860276114
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.287905849531515
		RMSE:  0.4364451552160674
		NRMSE:  0.21482088883335748
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  LinearRegression
		Pearson Correlation:  0.4273351658974776
		Spearman Correlation:  0.4720962329906372
		Coefficient of Determination:  0.18261534401262436
		RMSE:  0.4318996827136457
		NRMSE:  0.11809604716015458
		MAPE:  214.16240623612248
		Pearson Correlation:  0.32144555613857656
		Spearman Correlation:  0.3196972530829562
		Coefficient of Determination:  0.05426262057332676
		RMSE:  0.3740011144567562
		NRMSE:  0.1840855623485882
		MAPE:  195.28806863141347

	Predictor:  ElasticNet
		Pearson Correlation:  0.4247436800277296
		Spearman Correlation:  0.47559620013365334
		Coefficient of Determination:  0.18040719369690272
		RMSE:  0.4324826739539047
		NRMSE:  0.11825545677252336
		MAPE:  212.58759016688913
		Pearson Correlation:  0.3203755812394411
		Spearman Correlation:  0.3203655905933989
		Coefficient of Determination:  0.05473825693353351
		RMSE:  0.3739070550992104
		NRMSE:  0.18403926577604157
		MAPE:  193.7204812200924

	Predictor:  RandomForests
		Pearson Correlation:  0.5017575914848379
		Spearman Correlation:  0.4921605147487151
		Coefficient of Determination:  0.2503000193256526
		RMSE:  0.41363129949439237
		NRMSE:  0.11310085051484675
		MAPE:  238.28030543478857
		Pearson Correlation:  0.4041323955475392
		Spearman Correlation:  0.32032765592468015
		Coefficient of Determination:  0.13857368373267354
		RMSE:  0.3569412060034264
		NRMSE:  0.1756885744256825
		MAPE:  237.4408613379951


Fold:  5

Protein:  RB1
x_train_column_count:  2
x_train columns:  ['RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00018503513771928048
		RMSE:  0.23392670305630597
		NRMSE:  0.11556330212293363
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12340187398900859
		RMSE:  0.2547692202160761
		NRMSE:  0.12845593258580365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  LinearRegression
		Pearson Correlation:  0.2008549690271501
		Spearman Correlation:  0.2752781534619621
		Coefficient of Determination:  0.04034271858289751
		RMSE:  0.2291383097824755
		NRMSE:  0.11319776398061263
		MAPE:  189.7845976587256
		Pearson Correlation:  0.20388375085778998
		Spearman Correlation:  0.27589122058878546
		Coefficient of Determination:  -0.05165042013578813
		RMSE:  0.2464989567972049
		NRMSE:  0.12428602383740642
		MAPE:  398.83457702169636

	Predictor:  ElasticNet
		Pearson Correlation:  0.19578397808916828
		Spearman Correlation:  0.27154453701595577
		Coefficient of Determination:  0.03833136053280506
		RMSE:  0.22937831105947948
		NRMSE:  0.11331632821343397
		MAPE:  190.61928493039167
		Pearson Correlation:  0.22446261577437424
		Spearman Correlation:  0.28244990585917534
		Coefficient of Determination:  -0.044185956830937734
		RMSE:  0.24562259189312707
		NRMSE:  0.1238441562093495
		MAPE:  394.21266644354876

	Predictor:  RandomForests
		Pearson Correlation:  0.31485917689054416
		Spearman Correlation:  0.35980883320861423
		Coefficient of Determination:  0.09143497772665987
		RMSE:  0.22295521264550094
		NRMSE:  0.11014322119793744
		MAPE:  211.11353689620057
		Pearson Correlation:  0.21073876889670415
		Spearman Correlation:  0.23734088200910924
		Coefficient of Determination:  -0.048930325756177284
		RMSE:  0.24617996555346097
		NRMSE:  0.12412518683493384
		MAPE:  529.0963669136031

Protein:  CDH1
x_train_column_count:  2
x_train columns:  ['CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10476316856458312
		RMSE:  1.1835893765747125
		NRMSE:  0.18846364392451076
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19786466090973764
		RMSE:  1.2714981376898562
		NRMSE:  0.2500438806886504
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1260727912856485
		NRMSE:  0.17930524366829853
		MAPE:  266.31463004312263
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01718399286470018
		RMSE:  1.1716869980595492
		NRMSE:  0.23041572398960675
		MAPE:  1066.779337530299

	Predictor:  LinearRegression
		Pearson Correlation:  0.6708049982918738
		Spearman Correlation:  0.5863907407236872
		Coefficient of Determination:  0.44997934573336096
		RMSE:  0.8351336136424325
		NRMSE:  0.1329788245027917
		MAPE:  239.97315127050138
		Pearson Correlation:  0.4947900491430656
		Spearman Correlation:  0.5419893016122396
		Coefficient of Determination:  0.23097867498219748
		RMSE:  1.0187814848685817
		NRMSE:  0.20034640122486908
		MAPE:  1057.7388099624372

	Predictor:  ElasticNet
		Pearson Correlation:  0.6379833219483108
		Spearman Correlation:  0.5884001892777856
		Coefficient of Determination:  0.4005452022008993
		RMSE:  0.8718558485225365
		NRMSE:  0.13882612791352766
		MAPE:  283.7465179830132
		Pearson Correlation:  0.503671481312943
		Spearman Correlation:  0.5419893016122396
		Coefficient of Determination:  0.24873447932357606
		RMSE:  1.006951563950095
		NRMSE:  0.19802001218266996
		MAPE:  1432.1262905662782

	Predictor:  RandomForests
		Pearson Correlation:  0.752527698805492
		Spearman Correlation:  0.5997030844442153
		Coefficient of Determination:  0.5655603073095317
		RMSE:  0.7422175409284361
		NRMSE:  0.11818374270380497
		MAPE:  167.71007551694782
		Pearson Correlation:  0.6207617657985194
		Spearman Correlation:  0.5415000057010412
		Coefficient of Determination:  0.37224542865460575
		RMSE:  0.9204639713007754
		NRMSE:  0.18101197052187282
		MAPE:  664.1049782598297

Protein:  CDH2
x_train_column_count:  2
x_train columns:  ['CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0016678089051440637
		RMSE:  0.3594357673583712
		NRMSE:  0.1765314902796381
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02548752338232485
		RMSE:  0.4223734458481898
		NRMSE:  0.15794680397441796
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  LinearRegression
		Pearson Correlation:  0.13779348913082884
		Spearman Correlation:  0.08045708714407543
		Coefficient of Determination:  0.018987045646847833
		RMSE:  0.355710597573835
		NRMSE:  0.17470192896902656
		MAPE:  223.60576997937054
		Pearson Correlation:  0.1537883558217415
		Spearman Correlation:  -0.1015076266632875
		Coefficient of Determination:  0.003933247704367537
		RMSE:  0.4162705035251315
		NRMSE:  0.1556646050240755
		MAPE:  219.44314124904793

	Predictor:  ElasticNet
		Pearson Correlation:  0.13776475523400486
		Spearman Correlation:  0.07886292148061753
		Coefficient of Determination:  0.01897912689749548
		RMSE:  0.3557120332212275
		NRMSE:  0.17470263406572736
		MAPE:  224.04087181335765
		Pearson Correlation:  0.15378835582174144
		Spearman Correlation:  -0.1015076266632875
		Coefficient of Determination:  0.0039722515057042385
		RMSE:  0.4162623533228833
		NRMSE:  0.1556615572510455
		MAPE:  221.09098232805096

	Predictor:  RandomForests
		Pearson Correlation:  0.22256805431603133
		Spearman Correlation:  0.23310447235810897
		Coefficient of Determination:  0.04505475310564411
		RMSE:  0.3509527652907008
		NRMSE:  0.17236519094872588
		MAPE:  516.3906532757959
		Pearson Correlation:  0.026135634300607852
		Spearman Correlation:  0.01272366311076386
		Coefficient of Determination:  -0.02965335260008506
		RMSE:  0.42323047837424443
		NRMSE:  0.15826729180272028
		MAPE:  421.1178441241013

Protein:  CDH3
x_train_column_count:  2
x_train columns:  ['CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011481892643820935
		RMSE:  0.2038847376288621
		NRMSE:  0.14304087222095618
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026977014897064944
		RMSE:  0.22369326249691865
		NRMSE:  0.20181818899206835
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  LinearRegression
		Pearson Correlation:  0.29134736531777045
		Spearman Correlation:  0.340226826258159
		Coefficient of Determination:  0.08488328727760619
		RMSE:  0.1949277980846216
		NRMSE:  0.13675688814378234
		MAPE:  331.69152539794464
		Pearson Correlation:  0.2659003010342307
		Spearman Correlation:  0.2940460604246936
		Coefficient of Determination:  0.0663678352834659
		RMSE:  0.21585186059783473
		NRMSE:  0.19474360161841475
		MAPE:  122.57887592000756

	Predictor:  ElasticNet
		Pearson Correlation:  0.29131399778415085
		Spearman Correlation:  0.34098087037844793
		Coefficient of Determination:  0.08486384490706
		RMSE:  0.19492986877041393
		NRMSE:  0.1367583408896096
		MAPE:  331.7803947121274
		Pearson Correlation:  0.2652922331797278
		Spearman Correlation:  0.2942804773126847
		Coefficient of Determination:  0.06608112336033933
		RMSE:  0.21588500135382024
		NRMSE:  0.19477350152366968
		MAPE:  122.65180027927234

	Predictor:  RandomForests
		Pearson Correlation:  0.3697002386602205
		Spearman Correlation:  0.3702285475555668
		Coefficient of Determination:  0.13532228695214488
		RMSE:  0.18947969027848924
		NRMSE:  0.13293462022119973
		MAPE:  428.8692666441503
		Pearson Correlation:  0.33392383751857757
		Spearman Correlation:  0.2896321859679133
		Coefficient of Determination:  0.1080813307623334
		RMSE:  0.21097476953916952
		NRMSE:  0.190343443678822
		MAPE:  147.6576392773054

Protein:  PTEN
x_train_column_count:  2
x_train columns:  ['PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05240378988513572
		RMSE:  0.5837468026637292
		NRMSE:  0.09127461538014686
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011774083334460839
		RMSE:  0.7259408088203396
		NRMSE:  0.14042494754339593
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5690275755039937
		NRMSE:  0.08897311789601967
		MAPE:  304.4741530818047
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005181468299075398
		RMSE:  0.7235718660416283
		NRMSE:  0.13996670265429206
		MAPE:  391.1377632658283

	Predictor:  LinearRegression
		Pearson Correlation:  0.41047879730320036
		Spearman Correlation:  0.4294724284369952
		Coefficient of Determination:  0.16849284303548206
		RMSE:  0.5188792564179012
		NRMSE:  0.08113192970336974
		MAPE:  331.4472207113479
		Pearson Correlation:  0.4107851156492474
		Spearman Correlation:  0.4342123966633
		Coefficient of Determination:  0.16313502873870145
		RMSE:  0.660217650275519
		NRMSE:  0.12771155413871849
		MAPE:  278.94188736048403

	Predictor:  ElasticNet
		Pearson Correlation:  0.3968160834896989
		Spearman Correlation:  0.42534942161118144
		Coefficient of Determination:  0.15743963481236534
		RMSE:  0.5223165968611428
		NRMSE:  0.08166939205083931
		MAPE:  366.8553172167167
		Pearson Correlation:  0.4180732538072814
		Spearman Correlation:  0.4282921233431839
		Coefficient of Determination:  0.170510888939581
		RMSE:  0.6573017374695886
		NRMSE:  0.1271475041530464
		MAPE:  263.15641688047606

	Predictor:  RandomForests
		Pearson Correlation:  0.4466690553755365
		Spearman Correlation:  0.4428356386057776
		Coefficient of Determination:  0.19585657736412887
		RMSE:  0.5102700403029308
		NRMSE:  0.07978579318316484
		MAPE:  452.43953537742954
		Pearson Correlation:  0.4051842265932541
		Spearman Correlation:  0.42716816404129
		Coefficient of Determination:  0.15737519783928322
		RMSE:  0.6624857707957034
		NRMSE:  0.1281502961149225
		MAPE:  396.73535886051974

Protein:  BRCA2
x_train_column_count:  2
x_train columns:  ['BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00015423459462815536
		RMSE:  0.20048365981157823
		NRMSE:  0.1291568109593031
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08467605477038265
		RMSE:  0.17297650483593724
		NRMSE:  0.22621657599677922
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  LinearRegression
		Pearson Correlation:  0.042581628930504656
		Spearman Correlation:  0.042700362873653835
		Coefficient of Determination:  0.0018131951223750997
		RMSE:  0.2002863744007075
		NRMSE:  0.12902971454386053
		MAPE:  117.46994060512206
		Pearson Correlation:  -0.05644220399099406
		Spearman Correlation:  -0.03929974189204354
		Coefficient of Determination:  -0.10808195556882616
		RMSE:  0.1748328480970483
		NRMSE:  0.2286442792088515
		MAPE:  113.30018821972736

	Predictor:  ElasticNet
		Pearson Correlation:  0.04257688357170663
		Spearman Correlation:  0.04263289576165543
		Coefficient of Determination:  0.0018127199234500013
		RMSE:  0.20028642207507968
		NRMSE:  0.1290297452569365
		MAPE:  117.35171000745437
		Pearson Correlation:  -0.055947461482781444
		Spearman Correlation:  -0.039903240688786645
		Coefficient of Determination:  -0.10791142819447708
		RMSE:  0.17481939469970864
		NRMSE:  0.22862668501890882
		MAPE:  113.18000815772851

	Predictor:  RandomForests
		Pearson Correlation:  0.28083441731695136
		Spearman Correlation:  0.22517775526251882
		Coefficient of Determination:  0.041887983610824686
		RMSE:  0.19622468301996276
		NRMSE:  0.12641306685132084
		MAPE:  123.80869397941534
		Pearson Correlation:  -0.0826894351690544
		Spearman Correlation:  -0.0055284252872204115
		Coefficient of Determination:  -0.11650690740137781
		RMSE:  0.17549623274850445
		NRMSE:  0.22951184561368526
		MAPE:  122.17219062749409

Protein:  CDKN2A
x_train_column_count:  2
x_train columns:  ['CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06876053865938014
		RMSE:  0.7026668514343448
		NRMSE:  0.1789276696377339
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07452018232747903
		RMSE:  0.6281215662347416
		NRMSE:  0.15805378984795088
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6796874655065666
		NRMSE:  0.1730761797526334
		MAPE:  274.2442116656758
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00044725008449963966
		RMSE:  0.6060849693149379
		NRMSE:  0.15250873639690443
		MAPE:  274.3248072759207

	Predictor:  LinearRegression
		Pearson Correlation:  0.5624274536735128
		Spearman Correlation:  0.5457610564847619
		Coefficient of Determination:  0.31632464064567134
		RMSE:  0.5619972943401821
		NRMSE:  0.14310745698866392
		MAPE:  132.77395440956855
		Pearson Correlation:  0.31075863610910975
		Spearman Correlation:  0.30899387772914877
		Coefficient of Determination:  -0.03833637671209056
		RMSE:  0.6174551979095128
		NRMSE:  0.15536981905576427
		MAPE:  273.2245382084838

	Predictor:  ElasticNet
		Pearson Correlation:  0.5622615976105251
		Spearman Correlation:  0.543492990453
		Coefficient of Determination:  0.3161381036518295
		RMSE:  0.5620739580187694
		NRMSE:  0.14312697869134205
		MAPE:  133.39986156125664
		Pearson Correlation:  0.3125409359562636
		Spearman Correlation:  0.30912355515654816
		Coefficient of Determination:  -0.034271537377496886
		RMSE:  0.6162454178112082
		NRMSE:  0.15506540293681795
		MAPE:  231.46596213529503

	Predictor:  RandomForests
		Pearson Correlation:  0.6804985222571751
		Spearman Correlation:  0.5578792484186119
		Coefficient of Determination:  0.4625852388380224
		RMSE:  0.4982692159571973
		NRMSE:  0.12687968627159923
		MAPE:  263.8935646704191
		Pearson Correlation:  0.3800441671847586
		Spearman Correlation:  0.31043525603050665
		Coefficient of Determination:  -0.060342568086227955
		RMSE:  0.6239639730831126
		NRMSE:  0.15700761759470386
		MAPE:  482.2917517452506

Protein:  TP53
x_train_column_count:  2
x_train columns:  ['TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0629013951002304
		RMSE:  0.43691826486349494
		NRMSE:  0.11112140819031384
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02793228386718627
		RMSE:  0.5354711484549424
		NRMSE:  0.14342336907859712
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4237929343776606
		NRMSE:  0.10778324331179852
		MAPE:  459.9790072255086
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011640203076264122
		RMSE:  0.5284530873849588
		NRMSE:  0.1415436152095778
		MAPE:  140.42972129387252

	Predictor:  LinearRegression
		Pearson Correlation:  0.49617263785200455
		Spearman Correlation:  0.422330008616601
		Coefficient of Determination:  0.24618728655301647
		RMSE:  0.3679471476677106
		NRMSE:  0.0935799861816706
		MAPE:  859.2353578766179
		Pearson Correlation:  0.4953512943674849
		Spearman Correlation:  0.4048504345440717
		Coefficient of Determination:  0.22896449037527766
		RMSE:  0.46375757088630953
		NRMSE:  0.12421523259309215
		MAPE:  201.1391628651781

	Predictor:  ElasticNet
		Pearson Correlation:  0.4830502829342315
		Spearman Correlation:  0.4028460021155618
		Coefficient of Determination:  0.22797921543265087
		RMSE:  0.3723644468340405
		NRMSE:  0.09470343773596494
		MAPE:  768.9786537581573
		Pearson Correlation:  0.4836098042213028
		Spearman Correlation:  0.40339904487587136
		Coefficient of Determination:  0.20198485076325046
		RMSE:  0.47180157971715325
		NRMSE:  0.1263697816304147
		MAPE:  181.76426181049433

	Predictor:  RandomForests
		Pearson Correlation:  0.5521256103058233
		Spearman Correlation:  0.47180378890603203
		Coefficient of Determination:  0.2972112301119625
		RMSE:  0.3552762026792161
		NRMSE:  0.09035738515201712
		MAPE:  775.3845060972717
		Pearson Correlation:  0.5465054322677453
		Spearman Correlation:  0.44806802433589593
		Coefficient of Determination:  0.27120395577791856
		RMSE:  0.45087569635488056
		NRMSE:  0.12076488451985552
		MAPE:  196.2282167443031

Protein:  CTNNB1
x_train_column_count:  2
x_train columns:  ['CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.4291206958720877
		RMSE:  0.9037435622191023
		NRMSE:  0.1777623057079273
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5497170498826627
		RMSE:  0.8436000623678614
		NRMSE:  0.27017767234966206
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  LinearRegression
		Pearson Correlation:  0.051839839414713325
		Spearman Correlation:  0.07847807921027664
		Coefficient of Determination:  0.002687368950543112
		RMSE:  0.7549643112450443
		NRMSE:  0.14849809426535096
		MAPE:  681.6283540032657
		Pearson Correlation:  0.16859534211479762
		Spearman Correlation:  0.23237945610294397
		Coefficient of Determination:  0.015679976667764772
		RMSE:  0.6723239116067103
		NRMSE:  0.21532348989290584
		MAPE:  272.7498867093379

	Predictor:  ElasticNet
		Pearson Correlation:  0.0518271737217569
		Spearman Correlation:  0.07808903558350536
		Coefficient of Determination:  0.0026860559261494554
		RMSE:  0.7549648082237248
		NRMSE:  0.14849819201882866
		MAPE:  681.5642415402232
		Pearson Correlation:  0.16859534211479751
		Spearman Correlation:  0.23237945610294397
		Coefficient of Determination:  0.015684830383019266
		RMSE:  0.6723222539787178
		NRMSE:  0.21532295900855364
		MAPE:  272.72565163939026

	Predictor:  RandomForests
		Pearson Correlation:  0.2709132651209278
		Spearman Correlation:  0.26370850559812414
		Coefficient of Determination:  0.053288494500083106
		RMSE:  0.7355625165488577
		NRMSE:  0.14468184825902003
		MAPE:  720.5866044879414
		Pearson Correlation:  0.21966619098758056
		Spearman Correlation:  0.2606286481137723
		Coefficient of Determination:  0.03927354356881829
		RMSE:  0.6642174375171072
		NRMSE:  0.212727249804511
		MAPE:  272.48748832271815

Protein:  CCNE1
x_train_column_count:  2
x_train columns:  ['CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9790551557409413
		RMSE:  0.7746141645114569
		NRMSE:  0.27590887426944144
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8285524646781477
		RMSE:  0.8763813407881366
		NRMSE:  0.2114972948785232
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4487930906545114
		NRMSE:  0.15985506345663808
		MAPE:  112.14421009479175
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0040862214035515265
		RMSE:  0.6494188844018614
		NRMSE:  0.15672439713344627
		MAPE:  115.49088793396595

	Predictor:  LinearRegression
		Pearson Correlation:  0.7386144499663949
		Spearman Correlation:  0.7133623941506215
		Coefficient of Determination:  0.54555130569916
		RMSE:  0.3025440331935519
		NRMSE:  0.10776279009565516
		MAPE:  69.0319524869495
		Pearson Correlation:  0.7813741840172372
		Spearman Correlation:  0.719053853539321
		Coefficient of Determination:  0.25116304355432495
		RMSE:  0.5608323339417696
		NRMSE:  0.13534578611911324
		MAPE:  91.42172628039428

	Predictor:  ElasticNet
		Pearson Correlation:  0.7385943192541282
		Spearman Correlation:  0.7126097756485593
		Coefficient of Determination:  0.5455215629505619
		RMSE:  0.3025539334793307
		NRMSE:  0.10776631646636889
		MAPE:  69.04154671607486
		Pearson Correlation:  0.7813741840172372
		Spearman Correlation:  0.719053853539321
		Coefficient of Determination:  0.25148739015219623
		RMSE:  0.5607108630665741
		NRMSE:  0.1353164715270348
		MAPE:  91.41185328625822

	Predictor:  RandomForests
		Pearson Correlation:  0.8556441900853572
		Spearman Correlation:  0.7114927920105991
		Coefficient of Determination:  0.7307222498598404
		RMSE:  0.23288761708519015
		NRMSE:  0.08295195621912382
		MAPE:  56.512948131727114
		Pearson Correlation:  0.8005340807679645
		Spearman Correlation:  0.7307358786224182
		Coefficient of Determination:  0.6136504949478718
		RMSE:  0.4028372194679773
		NRMSE:  0.09721679162776681
		MAPE:  78.43246041847577

Protein:  CCND1
x_train_column_count:  2
x_train columns:  ['CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5366759284640548
		RMSE:  0.28216244755564185
		NRMSE:  0.17771997351836757
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.30240520386774006
		RMSE:  0.3149325402631455
		NRMSE:  0.20120656537940065
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  LinearRegression
		Pearson Correlation:  0.4170395088721106
		Spearman Correlation:  0.4316396213226719
		Coefficient of Determination:  0.17392195196029125
		RMSE:  0.20688004904562254
		NRMSE:  0.13030336657615044
		MAPE:  582.8211463851483
		Pearson Correlation:  0.358992718576449
		Spearman Correlation:  0.2762503273108144
		Coefficient of Determination:  0.12651562367455815
		RMSE:  0.2579122947086627
		NRMSE:  0.16477702476882655
		MAPE:  243.26044499421084

	Predictor:  ElasticNet
		Pearson Correlation:  0.41451772860371755
		Spearman Correlation:  0.42726285187649277
		Coefficient of Determination:  0.17182494732119957
		RMSE:  0.2071424658072243
		NRMSE:  0.1304686497324551
		MAPE:  584.9075646099564
		Pearson Correlation:  0.358992718576449
		Spearman Correlation:  0.2762503273108144
		Coefficient of Determination:  0.12633810720855265
		RMSE:  0.2579385008747042
		NRMSE:  0.16479376756922617
		MAPE:  243.89694748261402

	Predictor:  RandomForests
		Pearson Correlation:  0.491338635402475
		Spearman Correlation:  0.4512173853537595
		Coefficient of Determination:  0.23817352746790288
		RMSE:  0.19867174193036233
		NRMSE:  0.12513336562176405
		MAPE:  544.3909708292624
		Pearson Correlation:  0.39141166085500984
		Spearman Correlation:  0.2942353603372814
		Coefficient of Determination:  0.15022210570379357
		RMSE:  0.25438833306784453
		NRMSE:  0.16252560858399748
		MAPE:  251.6905399030386

Protein:  ERBB2
x_train_column_count:  2
x_train columns:  ['ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10085609607150081
		RMSE:  1.0785113826338413
		NRMSE:  0.1837421644434709
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05671362529003088
		RMSE:  0.8919867459254164
		NRMSE:  0.19736403273048267
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959455
		RMSE:  0.875951357919715
		NRMSE:  0.1938159880340115
		MAPE:  565.705361200264

	Predictor:  LinearRegression
		Pearson Correlation:  0.7777410249677731
		Spearman Correlation:  0.6469409697107757
		Coefficient of Determination:  0.6048811019179227
		RMSE:  0.6461351361477838
		NRMSE:  0.11007975469747752
		MAPE:  308.27260346052265
		Pearson Correlation:  0.6808501187711697
		Spearman Correlation:  0.5812566241474333
		Coefficient of Determination:  0.4627290572188175
		RMSE:  0.6360282769523837
		NRMSE:  0.14072978801911357
		MAPE:  206.9199510265692

	Predictor:  ElasticNet
		Pearson Correlation:  0.7776877249625477
		Spearman Correlation:  0.6442627066647334
		Coefficient of Determination:  0.604798197557368
		RMSE:  0.6462029190492757
		NRMSE:  0.11009130263033473
		MAPE:  306.01350741312586
		Pearson Correlation:  0.6819514367848012
		Spearman Correlation:  0.5872666741480568
		Coefficient of Determination:  0.46429715110159864
		RMSE:  0.6350994338309215
		NRMSE:  0.14052426901890067
		MAPE:  204.89019497785407

	Predictor:  RandomForests
		Pearson Correlation:  0.838022725420146
		Spearman Correlation:  0.6476716327438983
		Coefficient of Determination:  0.7007492231903293
		RMSE:  0.5623116746672499
		NRMSE:  0.09579904844664121
		MAPE:  556.9708624977075
		Pearson Correlation:  0.7751002688381805
		Spearman Correlation:  0.5803322760177033
		Coefficient of Determination:  0.5949869104508938
		RMSE:  0.552222728245644
		NRMSE:  0.12218668619219915
		MAPE:  295.855146905497

Protein:  ERBB3
x_train_column_count:  2
x_train columns:  ['ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.24617901957450639
		RMSE:  0.5234556686317032
		NRMSE:  0.14126566093685908
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10551624527684367
		RMSE:  0.43841640970600765
		NRMSE:  0.21211918179733683
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  LinearRegression
		Pearson Correlation:  0.3803758811682577
		Spearman Correlation:  0.4068847131242151
		Coefficient of Determination:  0.14468581097452848
		RMSE:  0.43366315788138476
		NRMSE:  0.11703323947606775
		MAPE:  213.25911644947956
		Pearson Correlation:  0.5205117505086533
		Spearman Correlation:  0.5682040923203532
		Coefficient of Determination:  0.23122433378792018
		RMSE:  0.36559820177555424
		NRMSE:  0.17688751997036745
		MAPE:  191.64407708182964

	Predictor:  ElasticNet
		Pearson Correlation:  0.3773884363248901
		Spearman Correlation:  0.41142820549776254
		Coefficient of Determination:  0.1424220318453311
		RMSE:  0.43423667162244534
		NRMSE:  0.11718801437400528
		MAPE:  211.5703984107923
		Pearson Correlation:  0.5207896565156245
		Spearman Correlation:  0.5619845633985462
		Coefficient of Determination:  0.2314532053506414
		RMSE:  0.3655437767566056
		NRMSE:  0.1768611874923098
		MAPE:  189.6681080447603

	Predictor:  RandomForests
		Pearson Correlation:  0.46250152633420993
		Spearman Correlation:  0.42563618973560513
		Coefficient of Determination:  0.2129052469927859
		RMSE:  0.4160094520573886
		NRMSE:  0.11226901096416611
		MAPE:  251.67445603380173
		Pearson Correlation:  0.545541337658826
		Spearman Correlation:  0.5588239281487987
		Coefficient of Determination:  0.2690442607444641
		RMSE:  0.35649199069533327
		NRMSE:  0.1724816583263984
		MAPE:  218.38546188635024

Polynomial Features

ZScore

In [59]:
scenario = Scenario.selfmRNA_Polynomial
normalizeTechnique = NormalizeTechnique.ZScore
X, Y, Z = get_data(normalizeTechnique)
In [60]:
X.head()
Out[60]:
UBE2Q2P2 HMGB1P1 LOC155060 RNU12-2P SSX9 CXORF67 EFCAB8 SRP14P1 LOC391343 TRIM75P ... ZXDA ZXDB ZXDC ZYG11A ZYG11B ZYX ZZEF1 ZZZ3 TPTEP1 AKR1C6P
TCGA-A1-A0SF-01 0.648331 0.348611 0.770359 -0.860535 -0.0703 -0.190586 0.719543 0.931178 -0.283665 -0.568745 ... 0.238689 -0.239582 -0.271725 -0.222943 -0.211122 0.792968 -0.619672 -0.946953 -0.457066 0.454464
TCGA-A1-A0SH-01 -0.757220 -0.562180 -0.708360 -0.860535 -0.0703 -0.190586 -0.527186 -0.611509 -0.283665 -0.568745 ... 0.739490 -0.107967 -1.200905 -0.903627 1.252346 0.854083 0.108510 -0.031025 0.991113 -0.083768
TCGA-A1-A0SJ-01 -0.405237 0.254851 -0.925065 -0.223237 -0.0703 -0.190586 -0.525012 -0.390046 -0.283665 1.475888 ... 0.592975 5.821247 -1.079296 -0.618408 0.444358 -0.369825 -0.573411 -0.555512 -0.488416 -0.083768
TCGA-A1-A0SK-01 3.940101 14.857648 -0.228301 -0.311392 -0.0703 -0.004913 -0.697917 -0.754652 -0.283665 -0.568745 ... 0.051750 -0.027856 2.390553 0.357970 1.337526 -1.597758 1.043918 0.590450 -0.467061 -0.083768
TCGA-A1-A0SQ-01 -1.114818 -1.129592 -0.842620 -0.860535 -0.0703 -0.190586 -0.507239 -0.137487 -0.283665 -0.568745 ... 1.412610 -0.008283 -0.929428 -0.853107 0.062384 -0.434733 -1.040418 -0.606257 -0.580936 -0.083768

5 rows × 20133 columns

In [61]:
Y.head()
Out[61]:
RB1 CDH1 PTEN BRCA2 CDKN2A TP53 CTNNB1 CCNE1 CCND1 CDH2 CDH3 ERBB2 ERBB3
TCGA-A1-A0SF-01 0.017184 0.705680 0.197730 0.108550 0.17550 -0.472550 0.06978 -0.75401 -0.202360 -0.222000 -0.114060 0.25604 0.461410
TCGA-A1-A0SH-01 -0.081896 0.018364 0.699160 -0.282430 0.68156 -0.035545 -0.11192 -0.77956 -0.014111 0.072251 -0.031553 0.68354 0.033670
TCGA-A1-A0SJ-01 -0.106090 0.114310 -0.110550 0.108220 -0.00989 -0.431850 -0.85672 -0.29589 0.290760 -0.225320 0.128230 0.36458 0.430620
TCGA-A1-A0SK-01 -0.060244 -0.963820 -0.081596 0.309150 1.23630 0.898470 -0.85965 0.92670 0.045974 0.389790 -0.224090 -1.04130 -0.056604
TCGA-A1-A0SQ-01 0.376500 0.425490 0.657440 0.003187 -0.34580 -0.020122 0.39368 -1.02750 0.362490 0.292880 -0.144850 0.31196 0.649260
In [62]:
perform_kFoldCV(num_folds, scenario, normalizeTechnique, X, Y, Z)

Fold:  1

Protein:  RB1
x_train_column_count:  5
x_train columns:  ['RB1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017832262764705176
		RMSE:  0.22609122586734381
		NRMSE:  0.08562439911658541
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0064622508272080825
		RMSE:  0.2813710133086082
		NRMSE:  0.13900150344012696
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  LinearRegression
		Pearson Correlation:  0.21241461696289263
		Spearman Correlation:  0.26756438157698553
		Coefficient of Determination:  0.045119969499492374
		RMSE:  0.2189878439181805
		NRMSE:  0.08293423363687956
		MAPE:  194.96779593938268
		Pearson Correlation:  0.22405078027856792
		Spearman Correlation:  0.30928202126621795
		Coefficient of Determination:  0.006072297756483436
		RMSE:  0.27961341709339627
		NRMSE:  0.138133224531499
		MAPE:  125.99790539080892

	Predictor:  ElasticNet
		Pearson Correlation:  0.19767913702684284
		Spearman Correlation:  0.25847504910702246
		Coefficient of Determination:  0.03655753834015896
		RMSE:  0.21996748721081513
		NRMSE:  0.08330524037523769
		MAPE:  161.63923945786794
		Pearson Correlation:  0.2777436943379683
		Spearman Correlation:  0.34967808018729885
		Coefficient of Determination:  0.011431365231402979
		RMSE:  0.2788585872947335
		NRMSE:  0.13776032728234117
		MAPE:  125.01942478189032

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.33842229446613853
		Spearman Correlation:  0.33951015749172064
		Coefficient of Determination:  0.09807561161455702
		RMSE:  0.212828932873573
		NRMSE:  0.08060175454405338
		MAPE:  145.3752230663651
		Pearson Correlation:  0.2706130630280089
		Spearman Correlation:  0.33004424847246583
		Coefficient of Determination:  0.02592568654048144
		RMSE:  0.27680673635383185
		NRMSE:  0.13674668212299582
		MAPE:  107.54126252836822

Protein:  CDH1
x_train_column_count:  5
x_train columns:  ['CDH1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
-0.12177449909053428
		RMSE:  1.1951653206606205
		NRMSE:  0.20089175544360185
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11829904064371455
		RMSE:  1.227018913081223
		NRMSE:  0.19873326310796913
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  LinearRegression
		Pearson Correlation:  0.5581310455518477
		Spearman Correlation:  0.5396881917177833
		Coefficient of Determination:  0.31151026400879844
		RMSE:  0.9363192161612265
		NRMSE:  0.15738308980236776
		MAPE:  666.4963024330107
		Pearson Correlation:  0.6424724028740378
		Spearman Correlation:  0.6492732416349625
		Coefficient of Determination:  0.40707201531229975
		RMSE:  0.893456175464973
		NRMSE:  0.14470800678063117
		MAPE:  297.1536801786706

	Predictor:  ElasticNet
		Pearson Correlation:  0.5178594601931491
		Spearman Correlation:  0.5627471043362654
		Coefficient of Determination:  0.2670834607547917
		RMSE:  0.9660563567869909
		NRMSE:  0.16238151661321346
		MAPE:  707.0214110688012
		Pearson Correlation:  0.5725671437929908
		Spearman Correlation:  0.6566481318895718
		Coefficient of Determination:  0.3250938926527611
		RMSE:  0.9532217864502712
		NRMSE:  0.15438790231127453
		MAPE:  367.5044283182842

	Predictor:  RandomForests
		Pearson Correlation:  0.7132134998444969
		Spearman Correlation:  0.5781801023015845
		Coefficient of Determination:  0.5084673634826771
		RMSE:  0.7911364260120465
		NRMSE:  0.13297974988856612
		MAPE:  306.3488021625489
		Pearson Correlation:  0.7364529516243186
		Spearman Correlation:  0.6543510118962805
		Coefficient of Determination:  0.5391808694107084
		RMSE:  0.7876577143766689
		NRMSE:  0.12757243276483898
		MAPE:  153.68920103222936

Protein:  CDH2
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['CDH2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004084060130477685
		RMSE:  0.37195168053170635
		NRMSE:  0.13741024893390016
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006474841096328898
		RMSE:  0.3763274359057868
		NRMSE:  0.1942134674644098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  LinearRegression
		Pearson Correlation:  0.17388495210951274
		Spearman Correlation:  0.10927836285834956
		Coefficient of Determination:  0.030235976570127554
		RMSE:  0.3655396765051443
		NRMSE:  0.13504145987991456
		MAPE:  588.988655699678
		Pearson Correlation:  0.08632633884127398
		Spearman Correlation:  0.07541215491171593
		Coefficient of Determination:  0.004884353051325951
		RMSE:  0.3741977719600238
		NRMSE:  0.19311439952522258
		MAPE:  100.93432290740452

	Predictor:  ElasticNet
		Pearson Correlation:  0.14942922530493533
		Spearman Correlation:  0.02102872635167209
		Coefficient of Determination:  0.022243423318960898
		RMSE:  0.3670429289325668
		NRMSE:  0.13559680698835438
		MAPE:  367.87090126873863
		Pearson Correlation:  0.06801321309954192
		Spearman Correlation:  0.11871524729294705
		Coefficient of Determination:  0.003907475206151645
		RMSE:  0.3743813967712493
		NRMSE:  0.19320916383921624
		MAPE:  102.72235582189779

	Predictor:  RandomForests
		Pearson Correlation:  0.19320420277460554
		Spearman Correlation:  0.1288803543458318
		Coefficient of Determination:  0.0365366777677103
		RMSE:  0.36435025855834613
		NRMSE:  0.13460205276143522
		MAPE:  517.4227749514495
		Pearson Correlation:  0.044230558158288136
		Spearman Correlation:  -0.05978684567685635
		Coefficient of Determination:  -0.006409334490806495
		RMSE:  0.3763151890353155
		NRMSE:  0.19420714715142465
		MAPE:  98.36754929438122

Protein:  CDH3
x_train_column_count:  5
x_train columns:  ['CDH3', '2', '1/2', '3', '1/3']
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003025178489952651
		RMSE:  0.20883135309817671
		NRMSE:  0.14651130458142275
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.766266116724594e-05
		RMSE:  0.2045852237570374
		NRMSE:  0.1565890990172577
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  LinearRegression
		Pearson Correlation:  0.3088687080325875
		Spearman Correlation:  0.3091345243588214
		Coefficient of Determination:  0.09539987880171963
		RMSE:  0.1985904419321237
		NRMSE:  0.13932651535901364
		MAPE:  446.0422041985547
		Pearson Correlation:  0.4387315267478092
		Spearman Correlation:  0.44209833187006153
		Coefficient of Determination:  0.1775577108111157
		RMSE:  0.18553013437162413
		NRMSE:  0.14200437376799574
		MAPE:  381.4952850258653

	Predictor:  ElasticNet
		Pearson Correlation:  0.29494976504896575
		Spearman Correlation:  0.3061115403229242
		Coefficient of Determination:  0.08057837116327338
		RMSE:  0.2002107439915379
		NRMSE:  0.14046328225258034
		MAPE:  325.19396115600404
		Pearson Correlation:  0.4633919644050289
		Spearman Correlation:  0.4640717978733782
		Coefficient of Determination:  0.16648051894571692
		RMSE:  0.18677537619512358
		NRMSE:  0.14295747923484978
		MAPE:  249.28864793929617

	Predictor:  RandomForests
		Pearson Correlation:  0.3496126567753676
		Spearman Correlation:  0.33062402402081775
		Coefficient of Determination:  0.12012814062298827
		RMSE:  0.19585728749116452
		NRMSE:  0.13740899666832557
		MAPE:  381.17090132506877
		Pearson Correlation:  0.445835386094499
		Spearman Correlation:  0.4605862331967038
		Coefficient of Determination:  0.17858820426947042
		RMSE:  0.1854138663259394
		NRMSE:  0.14191538245091073
		MAPE:  326.55962107813144

Protein:  PTEN
x_train_column_count:  5
x_train columns:  ['PTEN', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.042477457330321045
		RMSE:  0.639641264822803
		NRMSE:  0.10001427016227082
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.028094267476815427
		RMSE:  0.5035947533045023
		NRMSE:  0.16597282753427667
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.458230587102
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389449
		RMSE:  0.49877990548911916
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809618

	Predictor:  LinearRegression
		Pearson Correlation:  0.41751768896669544
		Spearman Correlation:  0.43041410153444526
		Coefficient of Determination:  0.17432102060009014
		RMSE:  0.5692574869664729
		NRMSE:  0.0890090668386323
		MAPE:  526.4702891978387
		Pearson Correlation:  0.39418840041960795
		Spearman Correlation:  0.40564335186811046
		Coefficient of Determination:  0.14096036857269345
		RMSE:  0.46033217189615866
		NRMSE:  0.15171451186347593
		MAPE:  194.6664754136317

	Predictor:  ElasticNet
		Pearson Correlation:  0.4062333354472458
		Spearman Correlation:  0.4288996648292669
		Coefficient of Determination:  0.1641881209589111
		RMSE:  0.5727398570379184
		NRMSE:  0.08955357001609231
		MAPE:  389.23773415077005
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.3734797257905721
		Spearman Correlation:  0.40280460442883625
		Coefficient of Determination:  0.13445903293708716
		RMSE:  0.462070818597817
		NRMSE:  0.15228752837578835
		MAPE:  163.6092818170967

	Predictor:  RandomForests
		Pearson Correlation:  0.4510661366641352
		Spearman Correlation:  0.4465246887841456
		Coefficient of Determination:  0.199567912918601
		RMSE:  0.5604867911010524
		NRMSE:  0.08763768135424163
		MAPE:  529.5491842611985
		Pearson Correlation:  0.3866330546263069
		Spearman Correlation:  0.3981096259406254
		Coefficient of Determination:  0.13840788698258943
		RMSE:  0.4610155617120034
		NRMSE:  0.15193974085821746
		MAPE:  202.21690083920234

Protein:  BRCA2
x_train_column_count:  5
x_train columns:  ['BRCA2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026562361008646285
		RMSE:  0.19787350383771835
		NRMSE:  0.12800221484333532
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00017758204834872338
		RMSE:  0.18475106890837595
		NRMSE:  0.18489898809885505
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  LinearRegression
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.08082220797455905
		Spearman Correlation:  0.031557483768169026
		Coefficient of Determination:  0.006532229301882797
		RMSE:  0.19696474846304904
		NRMSE:  0.1274143508875636
		MAPE:  131.92029545311112
		Pearson Correlation:  -0.06874772638365294
		Spearman Correlation:  0.02043461666499503
		Coefficient of Determination:  -0.09906721639336635
		RMSE:  0.19366918660990648
		NRMSE:  0.1938242460067119
		MAPE:  115.70524564281952

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  RandomForests
		Pearson Correlation:  0.3257942376102405
		Spearman Correlation:  0.25500959044958793
		Coefficient of Determination:  0.04912356112431371
		RMSE:  0.19269642508331206
		NRMSE:  0.12465321897410636
		MAPE:  133.9139947559344
		Pearson Correlation:  -0.03975777992192093
		Spearman Correlation:  -0.01067431406904905
		Coefficient of Determination:  -0.021845741347306546
		RMSE:  0.18674159822161593
		NRMSE:  0.18689111111050435
		MAPE:  115.13583396986726

Protein:  CDKN2A
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['CDKN2A', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.062199248812668806
		RMSE:  0.6624014175436462
		NRMSE:  0.14974599695798488
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10057809021042674
		RMSE:  0.783524323220729
		NRMSE:  0.21159176970584093
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6427147371513342
		NRMSE:  0.145295521001771
		MAPE:  207.86247046219444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010510594090658465
		RMSE:  0.7507796405829533
		NRMSE:  0.20274902527219912
		MAPE:  439.74244050751946

	Predictor:  LinearRegression
		Pearson Correlation:  0.5577864708733808
		Spearman Correlation:  0.4873857738146542
		Coefficient of Determination:  0.3111257470893809
		RMSE:  0.5334432630474121
		NRMSE:  0.12059302883404815
		MAPE:  169.3080797591097
		Pearson Correlation:  0.622015408515405
		Spearman Correlation:  0.4977611940298508
		Coefficient of Determination:  0.3806347028115231
		RMSE:  0.5877809219283335
		NRMSE:  0.15873100781213437
		MAPE:  225.33172668969704

	Predictor:  ElasticNet
		Pearson Correlation:  0.5523927858323199
		Spearman Correlation:  0.4875157675526758
		Coefficient of Determination:  0.30204754875754436
		RMSE:  0.5369466987815397
		NRMSE:  0.1213850341995116
		MAPE:  159.38149075616772
		Pearson Correlation:  0.4004498617408212
		Spearman Correlation:  0.49710272168568925
		Coefficient of Determination:  0.11689231785679055
		RMSE:  0.7018573994690838
		NRMSE:  0.1895375099835495
		MAPE:  136.26808350415965

	Predictor:  RandomForests
		Pearson Correlation:  0.6030977868530905
		Spearman Correlation:  0.5141947157079035
		Coefficient of Determination:  0.36336053526383627
		RMSE:  0.5128200970446883
		NRMSE:  0.11593084594657811
		MAPE:  222.40440960212115
		Pearson Correlation:  0.6733267754331244
		Spearman Correlation:  0.5183335573776425
		Coefficient of Determination:  0.44130309960791325
		RMSE:  0.5582518648592407
		NRMSE:  0.15075664727497726
		MAPE:  518.389779317185

Protein:  TP53
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['TP53', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05546789854165435
		RMSE:  0.4652085657713222
		NRMSE:  0.11180210665016156
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04275496084346875
		RMSE:  0.4295356456720749
		NRMSE:  0.1544592202783541
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  LinearRegression
		Pearson Correlation:  0.35771481339104516
		Spearman Correlation:  0.29836670326833126
		Coefficient of Determination:  0.12795988771939026
		RMSE:  0.42285689769899987
		NRMSE:  0.1016238639026676
		MAPE:  581.5773372147161
		Pearson Correlation:  0.2851102166433944
		Spearman Correlation:  0.24413715735050243
		Coefficient of Determination:  0.06176900964966581
		RMSE:  0.40743934487185746
		NRMSE:  0.14651348299897785
		MAPE:  780.0331962028185

	Predictor:  ElasticNet
		Pearson Correlation:  0.35581029514696483
		Spearman Correlation:  0.2977431207885347
		Coefficient of Determination:  0.1256352799981837
		RMSE:  0.42342012993122147
		NRMSE:  0.10175922372776292
		MAPE:  558.9991922314906
		Pearson Correlation:  0.30324553934006104
		Spearman Correlation:  0.2420007804116672
		Coefficient of Determination:  0.08321959056785444
		RMSE:  0.402754813991281
		NRMSE:  0.14482894530234133
		MAPE:  687.0439145626301

	Predictor:  RandomForests
		Pearson Correlation:  0.45492238975734456
		Spearman Correlation:  0.34634270161779623
		Coefficient of Determination:  0.20619176236443626
		RMSE:  0.40344374717794973
		NRMSE:  0.09695836269597446
		MAPE:  668.2271002590516
		Pearson Correlation:  0.3281714473563291
		Spearman Correlation:  0.28867684750577033
		Coefficient of Determination:  0.08991864560113616
		RMSE:  0.40128062042132523
		NRMSE:  0.1442988314651103
		MAPE:  1228.5562057380778

Protein:  CTNNB1
x_train_column_count:  5
x_train columns:  ['CTNNB1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.41897644861846284
		RMSE:  0.8782004120680554
		NRMSE:  0.17699587078381512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5843844136424388
		RMSE:  0.9452480588674593
		NRMSE:  0.23451795238114906
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  LinearRegression
		Pearson Correlation:  0.16959320112037618
		Spearman Correlation:  0.14849198255387172
		Coefficient of Determination:  0.028761853866256293
		RMSE:  0.7265556904199042
		NRMSE:  0.14643281343489212
		MAPE:  653.5696425124389
		Pearson Correlation:  -0.023875814070730694
		Spearman Correlation:  -0.02187103697200273
		Coefficient of Determination:  -0.05260026281856511
		RMSE:  0.7704549514072453
		NRMSE:  0.19115142941677302
		MAPE:  390.1302793298882

	Predictor:  ElasticNet
		Pearson Correlation:  0.1413570091186645
		Spearman Correlation:  0.1565417527584584
		Coefficient of Determination:  0.018842000964715444
		RMSE:  0.7302566445965175
		NRMSE:  0.1471787178984053
		MAPE:  618.8295371625946
		Pearson Correlation:  -0.04025151655275911
		Spearman Correlation:  -0.0542776314505902
		Coefficient of Determination:  -0.03708269077146209
		RMSE:  0.764754790968012
		NRMSE:  0.18973720810003772
		MAPE:  321.8071931131136

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.3101062182161038
		Spearman Correlation:  0.30214397355368927
		Coefficient of Determination:  0.0810954979009082
		RMSE:  0.7067099932976456
		NRMSE:  0.1424330357130914
		MAPE:  629.35485529497
		Pearson Correlation:  -0.061516937008809856
		Spearman Correlation:  -0.04363860716264333
		Coefficient of Determination:  -0.07644300833875395
		RMSE:  0.7791319862948893
		NRMSE:  0.19330421929610714
		MAPE:  403.9329888673451

Protein:  CCNE1
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['CCNE1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.7135069779129597
		RMSE:  0.7967382438332794
		NRMSE:  0.19227700939577658
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.179220592822603
		RMSE:  0.7927883268238614
		NRMSE:  0.2823823069719898
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.48367116033059243
		NRMSE:  0.11672446372338549
		MAPE:  119.9663870203584
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008650225247206267
		RMSE:  0.5393577763958428
		NRMSE:  0.19211318838676503
		MAPE:  85.21064296831354

	Predictor:  LinearRegression
		Pearson Correlation:  0.8547285106431132
		Spearman Correlation:  0.7125350581106897
		Coefficient of Determination:  0.7305608269061945
		RMSE:  0.2510617554563808
		NRMSE:  0.0605887867018319
		MAPE:  56.976131067826465
		Pearson Correlation:  0.8550920843846759
		Spearman Correlation:  0.7114769290800897
		Coefficient of Determination:  0.7303130911775393
		RMSE:  0.278892337626225
		NRMSE:  0.09933832150533392
		MAPE:  45.85204782815745

	Predictor:  ElasticNet
		Pearson Correlation:  0.8447645185949779
		Spearman Correlation:  0.7131090453751777
		Coefficient of Determination:  0.7070650590289367
		RMSE:  0.26177958876844815
		NRMSE:  0.06317532368859911
		MAPE:  59.886799565803706
		Pearson Correlation:  0.831447165150057
		Spearman Correlation:  0.7106623744024974
		Coefficient of Determination:  0.679135461137051
		RMSE:  0.3042058147347579
		NRMSE:  0.10835469803553263
		MAPE:  46.07901720484598

	Predictor:  RandomForests
		Pearson Correlation:  0.8561762547193342
		Spearman Correlation:  0.7204410839077513
		Coefficient of Determination:  0.7277435645147519
		RMSE:  0.252370896092054
		NRMSE:  0.06090472188914593
		MAPE:  54.30224746581206
		Pearson Correlation:  0.835037312477197
		Spearman Correlation:  0.7068181224371397
		Coefficient of Determination:  0.6948292422374656
		RMSE:  0.29667305776012354
		NRMSE:  0.10567161451829868
		MAPE:  44.958601320389704

Protein:  CCND1
x_train_column_count:  5
x_train columns:  ['CCND1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.46307157054532877
		RMSE:  0.2889602070536637
		NRMSE:  0.17371452011738692
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5143850316766378
		RMSE:  0.2891269997261264
		NRMSE:  0.20591917819933792
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  LinearRegression
		Pearson Correlation:  0.4143515192284106
		Spearman Correlation:  0.3731637827526827
		Coefficient of Determination:  0.17168718148689177
		RMSE:  0.21742147878176818
		NRMSE:  0.13070750548975496
		MAPE:  339.72378796791946
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.48393446431675774
		Spearman Correlation:  0.47318310408740616
		Coefficient of Determination:  0.21222814255204092
		RMSE:  0.20853104823388258
		NRMSE:  0.1485179250711374
		MAPE:  1003.3071798035996

	Predictor:  ElasticNet
		Pearson Correlation:  0.41119060934881463
		Spearman Correlation:  0.3731637827526827
		Coefficient of Determination:  0.16457516152842244
		RMSE:  0.2183528907019615
		NRMSE:  0.13126744340092192
		MAPE:  352.9063527839783
		Pearson Correlation:  0.41256449065499573
		Spearman Correlation:  0.47294898058725976
		Coefficient of Determination:  0.1548357546206507
		RMSE:  0.21599368473700684
		NRMSE:  0.15383289038872916
		MAPE:  1075.81464684523

	Predictor:  RandomForests
		Pearson Correlation:  0.4678214936064826
		Spearman Correlation:  0.4000069413055528
		Coefficient of Determination:  0.21262728070561177
		RMSE:  0.21198026746323642
		NRMSE:  0.12743640659799477
		MAPE:  313.9035472003488
		Pearson Correlation:  0.5051016495241929
		Spearman Correlation:  0.4767461010643462
		Coefficient of Determination:  0.2532383590907812
		RMSE:  0.20303059905582352
		NRMSE:  0.1446004494443504
		MAPE:  1138.0410971577821

Protein:  ERBB2
x_train_column_count:  5
x_train columns:  ['ERBB2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10512598969709641
		RMSE:  1.0713675802437574
		NRMSE:  0.18252510013182233
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.044647408489899565
		RMSE:  0.9270678870989714
		NRMSE:  0.17190207437399804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  LinearRegression
		Pearson Correlation:  0.8263256177810148
		Spearman Correlation:  0.6134179112776257
		Coefficient of Determination:  0.6828140266011757
		RMSE:  0.5739705253682685
		NRMSE:  0.0977853255478591
		MAPE:  419.5616443183498
		Pearson Correlation:  0.807493502145407
		Spearman Correlation:  0.7157984586869575
		Coefficient of Determination:  0.6431728532934027
		RMSE:  0.5418207283127315
		NRMSE:  0.10046740743792537
		MAPE:  406.6713217954999

	Predictor:  ElasticNet
		Pearson Correlation:  0.8114038623743178
		Spearman Correlation:  0.6137508967340191
		Coefficient of Determination:  0.6555259665972593
		RMSE:  0.5981510221941251
		NRMSE:  0.10190487115084673
		MAPE:  298.8779846228566
		Pearson Correlation:  0.7968786088704526
		Spearman Correlation:  0.7166081357916302
		Coefficient of Determination:  0.6215311152450581
		RMSE:  0.5580097178480088
		NRMSE:  0.1034692597530148
		MAPE:  266.44860405865745

	Predictor:  RandomForests
		Pearson Correlation:  0.8350979344896089
		Spearman Correlation:  0.6216199006687065
		Coefficient of Determination:  0.6966218612449863
		RMSE:  0.5613383909851526
		NRMSE:  0.09563323355284811
		MAPE:  467.4143032542056
		Pearson Correlation:  0.8038962179747616
		Spearman Correlation:  0.712575091635544
		Coefficient of Determination:  0.6361705769291585
		RMSE:  0.5471111692714964
		NRMSE:  0.10144839037112857
		MAPE:  341.97895454914

Protein:  ERBB3
x_train_column_count:  5
x_train columns:  ['ERBB3', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20107865915633893
		RMSE:  0.5031866190144979
		NRMSE:  0.13579562619977975
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27170508071542576
		RMSE:  0.5249654097328843
		NRMSE:  0.21064675210776365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  LinearRegression
		Pearson Correlation:  0.40866244222384757
		Spearman Correlation:  0.44253232456124236
		Coefficient of Determination:  0.16700499168435956
		RMSE:  0.4190487580394049
		NRMSE:  0.11308923241570028
		MAPE:  207.58894612158164
		Pearson Correlation:  0.44368462137406267
		Spearman Correlation:  0.47815149516118755
		Coefficient of Determination:  0.1922949344190643
		RMSE:  0.41837323051581793
		NRMSE:  0.16787575056008358
		MAPE:  200.72313509657357

	Predictor:  ElasticNet
		Pearson Correlation:  0.39802500182897144
		Spearman Correlation:  0.4461608353851102
		Coefficient of Determination:  0.1573358042171188
		RMSE:  0.421473844910519
		NRMSE:  0.1137436937582868
		MAPE:  196.57608854567314
		Pearson Correlation:  0.4269762011583946
		Spearman Correlation:  0.47324952839944506
		Coefficient of Determination:  0.17530528322054384
		RMSE:  0.42275046252890736
		NRMSE:  0.169632151438474
		MAPE:  193.71330295840988

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.4888583547909291
		Spearman Correlation:  0.46249054756555785
		Coefficient of Determination:  0.2374084059193693
		RMSE:  0.40094921293402225
		NRMSE:  0.10820468467806303
		MAPE:  242.40227594442695
		Pearson Correlation:  0.4306135180238071
		Spearman Correlation:  0.47175791537273415
		Coefficient of Determination:  0.17674257303902818
		RMSE:  0.4223819140865897
		NRMSE:  0.16948426830002475
		MAPE:  270.9861842046686


Fold:  2

Protein:  RB1
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['RB1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.012372001566697044
		RMSE:  0.23649063304821735
		NRMSE:  0.08648721220312221
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0009378943328373079
		RMSE:  0.2450188572791325
		NRMSE:  0.14037816530069125
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  LinearRegression
		Pearson Correlation:  0.2598323953125551
		Spearman Correlation:  0.3189673530129254
		Coefficient of Determination:  0.06751287365386005
		RMSE:  0.2269683515194535
		NRMSE:  0.08300480965456901
		MAPE:  238.27428959247032
		Pearson Correlation:  0.05538898193197807
		Spearman Correlation:  0.09247390498487953
		Coefficient of Determination:  -0.052314708067632276
		RMSE:  0.25122841859474176
		NRMSE:  0.14393579688255076
		MAPE:  405.78231672616465

	Predictor:  ElasticNet
		Pearson Correlation:  0.25383196312848977
		Spearman Correlation:  0.31598667996232
		Coefficient of Determination:  0.061501442148336416
		RMSE:  0.22769877060802687
		NRMSE:  0.0832719319075581
		MAPE:  174.28149382288694
		Pearson Correlation:  0.06127142222451947
		Spearman Correlation:  0.10746268656716418
		Coefficient of Determination:  -0.0298652466529139
		RMSE:  0.2485341924073405
		NRMSE:  0.14239219924564891
		MAPE:  277.44781745385467

	Predictor:  RandomForests
		Pearson Correlation:  0.35614812748472296
		Spearman Correlation:  0.4067656823580468
		Coefficient of Determination:  0.11704931686327302
		RMSE:  0.22085747588364613
		NRMSE:  0.08076999556891681
		MAPE:  212.91843709848632
		Pearson Correlation:  0.11264007386989909
		Spearman Correlation:  0.13200550644686648
		Coefficient of Determination:  -0.018195038279240627
		RMSE:  0.24712201274812684
		NRMSE:  0.14158312196956999
		MAPE:  371.18275614626657

Protein:  CDH1
x_train_column_count:  5
x_train columns:  ['CDH1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0848918633043636
		RMSE:  1.167193365558287
		NRMSE:  0.18724526599154356
		MAPE: 
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
 100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3357437347566168
		RMSE:  1.329821844339591
		NRMSE:  0.2361608674018098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  LinearRegression
		Pearson Correlation:  0.5695022358071042
		Spearman Correlation:  0.5259853408912324
		Coefficient of Determination:  0.3243327965892908
		RMSE:  0.9211195581954971
		NRMSE:  0.14776924010515713
		MAPE:  600.4754887554699
		Pearson Correlation:  0.5893958743305546
		Spearman Correlation:  0.6115208272363672
		Coefficient of Determination:  0.30220817106266507
		RMSE:  0.9611580983861172
		NRMSE:  0.17069048097782227
		MAPE:  356.7792234266844

	Predictor:  ElasticNet
		Pearson Correlation:  0.5128753468212099
		Spearman Correlation:  0.5458305603919511
		Coefficient of Determination:  0.261767260696701
		RMSE:  0.9628225097462307
		NRMSE:  0.1544593743075689
		MAPE:  667.3329266647453
		Pearson Correlation:  0.5939324095086524
		Spearman Correlation:  0.6867525119500537
		Coefficient of Determination:  0.28602694728138434
		RMSE:  0.9722384668051224
		NRMSE:  0.1726582253250084
		MAPE:  273.63141438556266

	Predictor:  RandomForests
		Pearson Correlation:  0.7350620519654282
		Spearman Correlation:  0.5614465463510813
		Coefficient of Determination:  0.5400871009269116
		RMSE:  0.7599541298952075
		NRMSE:  0.12191451510310539
		MAPE:  218.3262024908791
		Pearson Correlation:  0.6514030748046646
		Spearman Correlation:  0.6950490242779388
		Coefficient of Determination:  0.383884939942122
		RMSE:  0.903156063581964
		NRMSE:  0.16038999530846457
		MAPE:  213.0898236841879

Protein:  CDH2
x_train_column_count:  5
x_train columns:  ['CDH2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0042702958885580955
		RMSE:  0.36888339320753855
		NRMSE:  0.13366308906715652
		MAPE: 
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
 100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005559500410650786
		RMSE:  0.3881548727768219
		NRMSE:  0.20448899349205915
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  LinearRegression
		Pearson Correlation:  0.16735398787664432
		Spearman Correlation:  0.09682518864106565
		Coefficient of Determination:  0.028007357258216126
		RMSE:  0.3629069490264684
		NRMSE:  0.13149755381783768
		MAPE:  539.8526502906614
		Pearson Correlation:  0.1310757130795184
		Spearman Correlation:  0.1748512340259487
		Coefficient of Determination:  0.014081804040607104
		RMSE:  0.3843453195770122
		NRMSE:  0.2024820324718082
		MAPE:  125.14554642242986

	Predictor:  ElasticNet
		Pearson Correlation:  0.14910110765773749
		Spearman Correlation:  0.03346561956159758
		Coefficient of Determination:  0.02213046571311017
		RMSE:  0.3640024052054195
		NRMSE:  0.13189448699377473
		MAPE:  375.30547845533846
		Pearson Correlation:  0.0817405340192824
		Spearman Correlation:  0.063681592039801
		Coefficient of Determination:  0.006034829859228097
		RMSE:  0.38591062777268353
		NRMSE:  0.2033066731497619
		MAPE:  128.3877796590135

	Predictor:  RandomForests
		Pearson Correlation:  0.19454388271802053
		Spearman Correlation:  0.14521057380373123
		Coefficient of Determination:  0.03651527365429952
		RMSE:  0.36131518380565425
		NRMSE:  0.1309207854937511
		MAPE:  424.33550523362396
		Pearson Correlation:  0.1111368680265401
		Spearman Correlation:  0.0855059428777579
		Coefficient of Determination:  0.008862541012281122
		RMSE:  0.38536130218298686
		NRMSE:  0.20301727568288766
		MAPE:  125.13506014316602

Protein:  CDH3
x_train_column_count:  5
x_train columns:  ['CDH3', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032535082492379797
		RMSE:  0.20804431995898212
		NRMSE:  0.15657381105189322
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10171995354262497
		RMSE:  0.2077503373255318
		NRMSE:  0.17094572313464315
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  LinearRegression
		Pearson Correlation:  0.38747302773821746
		Spearman Correlation:  0.355451706937927
		Coefficient of Determination:  0.1501353472246214
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		RMSE:  0.1914808747938769
		NRMSE:  0.14410818962007096
		MAPE:  437.14707838462584
		Pearson Correlation:  0.15022772759470146
		Spearman Correlation:  0.25484342990927716
		Coefficient of Determination:  -0.18818620560402088
		RMSE:  0.21574879714834316
		NRMSE:  0.1775271925848294
		MAPE:  841.3971854787377

	Predictor:  ElasticNet
		Pearson Correlation:  0.37901080275388094
		Spearman Correlation:  0.3550272027884919
		Coefficient of Determination:  0.13755345500581762
		RMSE:  0.1928930645765743
		NRMSE:  0.1451710013144689
		MAPE:  327.6421693487065
		Pearson Correlation:  0.13390632684033182
		Spearman Correlation:  0.25419471271095506
		Coefficient of Determination:  -0.16003873841979033
		RMSE:  0.2131779964714093
		NRMSE:  0.1754118295658762
		MAPE:  717.2858810668922

	Predictor:  RandomForests
		Pearson Correlation:  0.4204718415225781
		Spearman Correlation:  0.381566465141858
		Coefficient of Determination:  0.17586554340406868
		RMSE:  0.18855999399025514
		NRMSE:  0.14190993955901884
		MAPE:  407.9762976268253
		Pearson Correlation:  0.1528224579371404
		Spearman Correlation:  0.25482125674289846
		Coefficient of Determination:  -0.20420158161696267
		RMSE:  0.2171979524042062
		NRMSE:  0.1787196185338651
		MAPE:  749.9943127972166

Protein:  PTEN
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['PTEN', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.03862384422015608
		RMSE:  0.6356813050691055
		NRMSE:  0.09939509109047072
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04557869434051831
		RMSE:  0.5231599683741948
		NRMSE:  0.17546282813730707
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  LinearRegression
		Pearson Correlation:  0.4229417024694397
		Spearman Correlation:  0.45067553346639316
		Coefficient of Determination:  0.1788796836877481
		RMSE:  0.5652150194246438
		NRMSE:  0.08837698685398229
		MAPE:  383.6024063237823
		Pearson Correlation:  0.38663584736252066
		Spearman Correlation:  0.3174665886255
		Coefficient of Determination:  0.10926111935294935
		RMSE:  0.48287124856536207
		NRMSE:  0.16195037850998192
		MAPE:  820.594070990473

	Predictor:  ElasticNet
		Pearson Correlation:  0.4153251145207706
		Spearman Correlation:  0.4509122731754614
		Coefficient of Determination:  0.17159402867249818
		RMSE:  0.5677170080945207
		NRMSE:  0.08876819765374415
		MAPE:  308.37911109351467
		Pearson Correlation:  0.3379254310687506
		Spearman Correlation:  0.32171495463857186
		Coefficient of Determination:  0.08693655055562421
		RMSE:  0.48888489745150876
		NRMSE:  0.16396729858180467
		MAPE:  642.8417716783322

	Predictor:  RandomForests
		Pearson Correlation:  0.46375888053940667
		Spearman Correlation:  0.4716693636386108
		Coefficient of Determination:  0.21156547931044067
		RMSE:  0.5538512121430947
		NRMSE:  0.0866001426226401
		MAPE:  387.8130772804039
		Pearson Correlation:  0.3283337114702817
		Spearman Correlation:  0.31888806115781315
		Coefficient of Determination:  0.06748232850836522
		RMSE:  0.49406566940135677
		NRMSE:  0.16570487972945963
		MAPE:  807.3513768694605

Protein:  BRCA2
x_train_column_count:  5
x_train columns:  ['BRCA2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004232193403179485
		RMSE:  0.1957372843548259
		NRMSE:  0.12609907189874434
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0041831029428383015
		RMSE:  0.19359139518213575
		NRMSE:  0.1310414025181481
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  LinearRegression
		Pearson Correlation:  0.050638957076550396
		Spearman Correlation:  0.07604684486387565
		Coefficient of Determination:  0.0025643039738006967
		RMSE:  0.1950737991249784
		NRMSE:  0.1256716373812069
		MAPE:  111.07939060000656
		Pearson Correlation:  -0.09719737768236264
		Spearman Correlation:  -0.06457906545702859
		Coefficient of Determination:  -0.031121948030188085
		RMSE:  0.196170911774724
		NRMSE:  0.13278746913331754
		MAPE:  116.27680515360066

	Predictor:  ElasticNet
		Pearson Correlation:  0.017355238194719895
		Spearman Correlation:  0.057472501576392276
		Coefficient of Determination:  0.00029131650622482574
		RMSE:  0.19529594275852238
		NRMSE:  0.1258147481130761
		MAPE:  125.4219372566561
		Pearson Correlation:  0.0646118344312569
		Spearman Correlation:  -0.13059701492537315
		Coefficient of Determination:  -0.015652991595032306
		RMSE:  0.19469386697137347
		NRMSE:  0.13178766218202667
		MAPE:  119.82381307271946

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.3065859879492729
		Spearman Correlation:  0.2519146540417206
		Coefficient of Determination:  0.04415935545666705
		RMSE:  0.19096300303904637
		NRMSE:  0.12302335515480521
		MAPE:  126.69248816875668
		Pearson Correlation:  0.07896059153515289
		Spearman Correlation:  0.05877387777856347
		Coefficient of Determination:  -0.011046221373264498
		RMSE:  0.19425182166951882
		NRMSE:  0.13148844311664884
		MAPE:  123.9361936403578

Protein:  CDKN2A
x_train_column_count:  5
x_train columns:  ['CDKN2A', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07796029040511754
		RMSE:  0.688717064305458
		NRMSE:  0.155695052403178
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04182297654643197
		RMSE:  0.6873705418142212
		NRMSE:  0.18569552134596423
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6633450034781481
		NRMSE:  0.14995930902637006
		MAPE:  291.0442764508337
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00497373418246827
		RMSE:  0.6751049711753466
		NRMSE:  0.1823819351565125
		MAPE:  246.23249271843073

	Predictor:  LinearRegression
		Pearson Correlation:  0.5796885433309603
		Spearman Correlation:  0.4767699838536543
		Coefficient of Determination:  0.336038807269171
		RMSE:  0.5405188081335524
		NRMSE:  0.12219256428926241
		MAPE:  176.35423731859586
		Pearson Correlation:  0.6608153795661388
		Spearman Correlation:  0.574641498390401
		Coefficient of Determination:  0.41950595356735776
		RMSE:  0.5130891551092902
		NRMSE:  0.13861280395215317
		MAPE:  167.6609604065879

	Predictor:  ElasticNet
		Pearson Correlation:  0.5625396584454827
		Spearman Correlation:  0.4759909513511134
		Coefficient of Determination:  0.3137491268009819
		RMSE:  0.5495167277852826
		NRMSE:  0.12422668199056912
		MAPE:  154.40852631276215
		Pearson Correlation:  0.6488989479998403
		Spearman Correlation:  0.5756072578285046
		Coefficient of Determination:  0.3878033965221095
		RMSE:  0.5269136000609745
		NRMSE:  0.1423475254108965
		MAPE:  166.7951535688582

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.6040027516191304
		Spearman Correlation:  0.4861296560239233
		Coefficient of Determination:  0.36433447381499207
		RMSE:  0.528875917565927
		NRMSE:  0.11956051035739278
		MAPE:  257.31980271784846
		Pearson Correlation:  0.6767232145862041
		Spearman Correlation:  0.5695490455952427
		Coefficient of Determination:  0.44292371931817465
		RMSE:  0.502633330458527
		NRMSE:  0.13578812687987005
		MAPE:  209.44197109607816

Protein:  TP53
x_train_column_count:  5
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train columns:  ['TP53', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056514421630322165
		RMSE:  0.4680116353271619
		NRMSE:  0.125354663272308
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.038787823290495904
		RMSE:  0.4172475009588805
		NRMSE:  0.13741067049526773
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941389
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  LinearRegression
		Pearson Correlation:  0.33518732000784224
		Spearman Correlation:  0.28721591403876384
		Coefficient of Determination:  0.11235053949403961
		RMSE:  0.428982605048243
		NRMSE:  0.1149009254180375
		MAPE:  383.87110282623973
		Pearson Correlation:  0.3842070536777974
		Spearman Correlation:  0.31097941664227885
		Coefficient of Determination:  0.14415312904808308
		RMSE:  0.3787288182444394
		NRMSE:  0.12472544648260805
		MAPE:  1642.877863167502

	Predictor:  ElasticNet
		Pearson Correlation:  0.3320155236955876
		Spearman Correlation:  0.28717437803663004
		Coefficient of Determination:  0.10936381968773512
		RMSE:  0.42970370889428455
		NRMSE:  0.11509406961143286
		MAPE:  361.1622281830914
		Pearson Correlation:  0.395296674568719
		Spearman Correlation:  0.3101990049751244
		Coefficient of Determination:  0.15438146804476915
		RMSE:  0.37645889676129146
		NRMSE:  0.12397790112342877
		MAPE:  1419.0421453959116

	Predictor:  RandomForests
		Pearson Correlation:  0.4183776808455724
		Spearman Correlation:  0.3552487263967929
		Coefficient of Determination:  0.17437283973006568
		RMSE:  0.41372419643944786
		NRMSE:  0.11081403413404256
		MAPE:  505.5579933077408
		Pearson Correlation:  0.46793918082121677
		Spearman Correlation:  0.28068144997753247
		Coefficient of Determination:  0.21780722524703144
		RMSE:  0.36206556235238085
		NRMSE:  0.11923779428696882
		MAPE:  1845.1105999300512

Protein:  CTNNB1
x_train_column_count:  5
x_train columns:  ['CTNNB1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3748966387166963
		RMSE:  0.8500866572002603
		NRMSE:  0.167208233123576
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8495839638322671
		RMSE:  1.0424819908687044
		NRMSE:  0.25944650229429445
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE: 
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
 0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  LinearRegression
		Pearson Correlation:  0.16994364076043736
		Spearman Correlation:  0.1414238158495077
		Coefficient of Determination:  0.028880841034912397
		RMSE:  0.7144378184279204
		NRMSE:  0.14052671487567278
		MAPE:  637.8648980039841
		Pearson Correlation:  -0.0335235067758794
		Spearman Correlation:  0.10111696419861478
		Coefficient of Determination:  -18.115964548260088
		RMSE:  3.3514260706299788
		NRMSE:  0.8340822952713918
		MAPE:  681.3480505327781

	Predictor:  ElasticNet
		Pearson Correlation:  0.15225207411456204
		Spearman Correlation:  0.12529285158982464
		Coefficient of Determination:  0.02221853053450984
		RMSE:  0.7168843106118387
		NRMSE:  0.14100792891656938
		MAPE:  620.5293281416043
		Pearson Correlation:  -0.032674687371663284
		Spearman Correlation:  0.10963320651643745
		Coefficient of Determination:  -4.41283978218028
		RMSE:  1.783380943612442
		NRMSE:  0.4438368740480431
		MAPE:  540.7318453886394

	Predictor:  RandomForests
		Pearson Correlation:  0.2833594396665953
		Spearman Correlation:  0.2903725679798915
		Coefficient of Determination:  0.06864142943631013
		RMSE:  0.6996593338034754
		NRMSE:  0.13761985322649006
		MAPE:  632.7142013413808
		Pearson Correlation:  0.07107036893322828
		Spearman Correlation:  0.14292842153443197
		Coefficient of Determination:  -0.12867971007949164
		RMSE:  0.8143608639845592
		NRMSE:  0.2026731201275626
		MAPE:  489.20545811864076

Protein:  CCNE1
x_train_column_count:  5
x_train columns:  ['CCNE1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4791855590206433
		RMSE:  0.8074207285197392
		NRMSE:  0.19485501569122746
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.202859557398884
		RMSE:  0.7485643095226329
		NRMSE:  0.4068306401244751
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5127968844139411
		NRMSE:  0.12375338089483821
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		MAPE:  119.54577818111471
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.708057571667368e-05
		RMSE:  0.41828317133084
		NRMSE:  0.22732904598983691
		MAPE:  82.35330275987332

	Predictor:  LinearRegression
		Pearson Correlation:  0.857171724463809
		Spearman Correlation:  0.7054402534347067
		Coefficient of Determination:  0.73474336522026
		RMSE:  0.264106144728317
		NRMSE:  0.06373679193192486
		MAPE:  59.575177615509375
		Pearson Correlation:  0.8457279107489735
		Spearman Correlation:  0.7523900107306605
		Coefficient of Determination:  0.7100275765785553
		RMSE:  0.22523636923524026
		NRMSE:  0.12241173551771493
		MAPE:  39.95367761275025

	Predictor:  ElasticNet
		Pearson Correlation:  0.8444164841805344
		Spearman Correlation:  0.7061567494715154
		Coefficient of Determination:  0.70746817990644
		RMSE:  0.27735240398583977
		NRMSE:  0.06693351448846195
		MAPE:  62.04168852776856
		Pearson Correlation:  0.8355358321266871
		Spearman Correlation:  0.7531411569602966
		Coefficient of Determination:  0.6842090926905503
		RMSE:  0.23504985057105332
		NRMSE:  0.12774517827328047
		MAPE:  36.282381815650545

	Predictor:  RandomForests
		Pearson Correlation:  0.8575095771109752
		Spearman Correlation:  0.710170393324273
		Coefficient of Determination:  0.731498626310561
		RMSE:  0.26571656764063023
		NRMSE:  0.06412543563497122
		MAPE:  67.92450709705875
		Pearson Correlation:  0.8348268771767936
		Spearman Correlation:  0.7371039696223399
		Coefficient of Determination:  0.6935861385737008
		RMSE:  0.23153378573015587
		NRMSE:  0.12583426308303627
		MAPE:  40.578139881621546

Protein:  CCND1
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['CCND1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.45856423758787734
		RMSE:  0.28833360256132
		NRMSE:  0.17333782361719832
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5341468996847767
		RMSE:  0.29160473760802996
		NRMSE:  0.22560247695118987
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  LinearRegression
		Pearson Correlation:  0.4664981550726557
		Spearman Correlation:  0.39453235101463213
		Coefficient of Determination:  0.2176205286861913
		RMSE:  0.21117436701670733
		NRMSE:  0.12695192255516186
		MAPE:  489.0096006815543
		Pearson Correlation:  0.30629775976981805
		Spearman Correlation:  0.3886206223783046
		Coefficient of Determination:  0.0748075266159478
		RMSE:  0.22645251465462113
		NRMSE:  0.17519690741986535
		MAPE:  316.4996654640335

	Predictor:  ElasticNet
		Pearson Correlation:  0.4578576311230757
		Spearman Correlation:  0.3945270040292828
		Coefficient of Determination:  0.20514694146213197
		RMSE:  0.21285110182754316
		NRMSE:  0.12795992703438888
		MAPE:  518.7269123824633
		Pearson Correlation:  0.30483876168924673
		Spearman Correlation:  0.3886206223783046
		Coefficient of Determination:  0.08946189533885929
		RMSE:  0.22465193554304808
		NRMSE:  0.1738038741281241
		MAPE:  331.45346444245945

	Predictor:  RandomForests
		Pearson Correlation:  0.5008503416524863
		Spearman Correlation:  0.40965289362051355
		Coefficient of Determination:  0.24682640518724241
		RMSE:  0.20719535774921233
		NRMSE:  0.12455985725145323
		MAPE:  491.2435425427666
		Pearson Correlation:  0.3223551237305036
		Spearman Correlation:  0.3839087800361473
		Coefficient of Determination:  0.09358158362656677
		RMSE:  0.22414314565335144
		NRMSE:  0.1734102445173543
		MAPE:  339.9207693327665

Protein:  ERBB2
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['ERBB2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10787728881134795
		RMSE:  1.034673205097243
		NRMSE:  0.18568153277771168
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04400358650048397
		RMSE:  1.0802115255265201
		NRMSE:  0.18403181176661842
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  LinearRegression
		Pearson Correlation:  0.8285719085064946
		Spearman Correlation:  0.6625059628091206
		Coefficient of Determination:  0.6865314075660957
		RMSE:  0.550369539267918
		NRMSE:  0.09876882782117222
		MAPE:  264.57554608850523
		Pearson Correlation:  0.812084046919188
		Spearman Correlation:  0.5156960296556434
		Coefficient of Determination:  0.6416280643994201
		RMSE:  0.6328850073537912
		NRMSE:  0.10782237718346613
		MAPE:  1214.7698222970423

	Predictor:  ElasticNet
		Pearson Correlation:  0.8104714851832157
		Spearman Correlation:  0.6630955260861322
		Coefficient of Determination:  0.6527082016235801
		RMSE:  0.5793014774559061
		NRMSE:  0.10396092770595734
		MAPE:  197.2571068809128
		Pearson Correlation:  0.8263143594592769
		Spearman Correlation:  0.5166032582187103
		Coefficient of Determination:  0.6587246883291045
		RMSE:  0.6176042095016806
		NRMSE:  0.10521904177414189
		MAPE:  775.2999257226506

	Predictor:  RandomForests
		Pearson Correlation:  0.8389314460905711
		Spearman Correlation:  0.6674378433011975
		Coefficient of Determination:  0.702290141087411
		RMSE:  0.536357034617029
		NRMSE:  0.09625415620426556
		MAPE:  280.29274794216474
		Pearson Correlation:  0.8162338272902081
		Spearman Correlation:  0.5012271693086182
		Coefficient of Determination:  0.6429515792289362
		RMSE:  0.6317152624425456
		NRMSE:  0.10762309188587928
		MAPE:  1420.7198124436957

Protein:  ERBB3
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['ERBB3', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.22544319167926496
		RMSE:  0.49276112816642853
		NRMSE:  0.13298208544838536
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.18202543932109472
		RMSE:  0.5629306521688778
		NRMSE:  0.2077549194412726
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  LinearRegression
		Pearson Correlation:  0.4218943525227338
		Spearman Correlation:  0.4558381061160308
		Coefficient of Determination:  0.1779948446905768
		RMSE:  0.4035776618062413
		NRMSE:  0.10891402758792845
		MAPE:  184.80790803380515
		Pearson Correlation:  0.39785912027431614
		Spearman Correlation:  0.4446297922153936
		Coefficient of Determination:  0.15565610009516417
		RMSE:  0.47577450975138863
		NRMSE:  0.17558911486659926
		MAPE:  305.75054206035594

	Predictor:  ElasticNet
		Pearson Correlation:  0.4138063728898162
		Spearman Correlation:  0.4574811032948563
		Coefficient of Determination:  0.1701360542472552
		RMSE:  0.40550227728223837
		NRMSE:  0.10943342606531381
		MAPE:  179.7341497868448
		Pearson Correlation:  0.37141879389325877
		Spearman Correlation:  0.4416544727343674
		Coefficient of Determination:  0.13580787086501922
		RMSE:  0.4813341092946887
		NRMSE:  0.17764093803663605
		MAPE:  293.8752934763792

	Predictor:  RandomForests
		Pearson Correlation:  0.4937926972662044
		Spearman Correlation:  0.47011878226411286
		Coefficient of Determination:  0.24235048330361064
		RMSE:  0.38745745765908807
		NRMSE:  0.10456364716462097
		MAPE:  216.39720242867085
		Pearson Correlation:  0.43320350506909144
		Spearman Correlation:  0.44593650227107995
		Coefficient of Determination:  0.18582907647625257
		RMSE:  0.46719617614868336
		NRMSE:  0.1724231991366529
		MAPE:  360.2215328744491


Fold:  3

Protein:  RB1
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['RB1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01272330861584492
		RMSE:  0.2421068018038906
		NRMSE:  0.08854110656959135
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028050639565306845
		RMSE:  0.22197574606877257
		NRMSE:  0.15575715092466183
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  LinearRegression
		Pearson Correlation:  0.2213227533044884
		Spearman Correlation:  0.2775496872489369
		Coefficient of Determination:  0.04898376113027947
		RMSE:  0.23461488071433306
		NRMSE:  0.08580122905000478
		MAPE:  281.75650835681745
		Pearson Correlation:  0.06567020333407503
		Spearman Correlation:  0.23729722315739596
		Coefficient of Determination:  -0.35238711569595416
		RMSE:  0.2577791441302375
		NRMSE:  0.1808798743493534
		MAPE:  338.53969259384303

	Predictor:  ElasticNet
		Pearson Correlation:  0.21544695976996917
		Spearman Correlation:  0.28181864803860485
		Coefficient of Determination:  0.04370008572606787
		RMSE:  0.23526571705218155
		NRMSE:  0.08603924702025365
		MAPE:  177.45884698658026
		Pearson Correlation:  0.2098202898445137
		Spearman Correlation:  0.26769161710245765
		Coefficient of Determination:  0.017784299062279407
		RMSE:  0.21968515010116854
		NRMSE:  0.15414987306592232
		MAPE:  191.65655179247975

	Predictor:  RandomForests
		Pearson Correlation:  0.31519058498597524
		Spearman Correlation:  0.3526231391855951
		Coefficient of Determination:  0.09189358699431704
		RMSE:  0.22926088220034951
		NRMSE:  0.08384321320960705
		MAPE:  273.6641654193331
		Pearson Correlation:  0.22995631815540388
		Spearman Correlation:  0.2856093777911901
		Coefficient of Determination:  0.02524645102033829
		RMSE:  0.21884905602859636
		NRMSE:  0.1535631980216655
		MAPE:  235.89119739206487

Protein:  CDH1
x_train_column_count:  5
x_train columns:  ['CDH1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
nan
		Coefficient of Determination:  -0.13712289650471754
		RMSE:  1.2526616491661007
		NRMSE:  0.19946206317730336
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.061578293423971475
		RMSE:  0.970096042376724
		NRMSE:  0.19071600723011914
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1747084136438477
		NRMSE:  0.18704952288841878
		MAPE:  547.6986763085636
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.045733924340672916
		RMSE:  0.9628293412733254
		NRMSE:  0.18928741030812832
		MAPE:  293.35791980552335

	Predictor:  LinearRegression
		Pearson Correlation:  0.5838412253537514
		Spearman Correlation:  0.5784326278159665
		Coefficient of Determination:  0.3408705764225701
		RMSE:  0.9537080069771786
		NRMSE:  0.15185949603152424
		MAPE:  685.9323449815734
		Pearson Correlation:  0.5312260466011908
		Spearman Correlation:  0.4540031671217846
		Coefficient of Determination:  0.24841683658183822
		RMSE:  0.8162576026126427
		NRMSE:  0.16047214300567034
		MAPE:  381.12226455176886

	Predictor:  ElasticNet
		Pearson Correlation:  0.5369435489357715
		Spearman Correlation:  0.6044531987710737
		Coefficient of Determination:  0.2872083861007697
		RMSE:  0.9917709200293938
		NRMSE:  0.15792027642899809
		MAPE:  753.6776935602629
		Pearson Correlation:  0.4955246487361757
		Spearman Correlation:  0.46526016533872
		Coefficient of Determination:  0.21787611693607178
		RMSE:  0.8326768523841083
		NRMSE:  0.16370008500454297
		MAPE:  364.2171074836373

	Predictor:  RandomForests
		Pearson Correlation:  0.720658592011157
		Spearman Correlation:  0.6176291946545054
		Coefficient of Determination:  0.5189174241027371
		RMSE:  0.8147791240760056
		NRMSE:  0.12973776696219955
		MAPE:  282.7560913470706
		Pearson Correlation:  0.7353301371123111
		Spearman Correlation:  0.46500928923410684
		Coefficient of Determination:  0.538426650574287
		RMSE:  0.63967456230514
		NRMSE:  0.1257568046052648
		MAPE:  186.00534358064274

Protein:  CDH2
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['CDH2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032532184952558385
		RMSE:  0.38185758840977485
		NRMSE:  0.13836422509231644
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01322006783790175
		RMSE:  0.3341656221976159
		NRMSE:  0.1760731037776972
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  LinearRegression
		Pearson Correlation:  0.17594103762919658
		Spearman Correlation:  0.1631954178776198
		Coefficient of Determination:  0.030955248722038253
		RMSE:  0.37529092386500934
		NRMSE:  0.1359848263877851
		MAPE:  326.95301372360143
		Pearson Correlation:  0.07715578426868139
		Spearman Correlation:  -0.09566453447050462
		Coefficient of Determination:  -0.008739079523632842
		RMSE:  0.3334258759522768
		NRMSE:  0.17568332874168907
		MAPE:  2318.5521669087243

	Predictor:  ElasticNet
		Pearson Correlation:  0.13892927783554868
		Spearman Correlation:  -0.004337622510016807
		Coefficient of Determination:  0.01922370495525405
		RMSE:  0.3775557814588985
		NRMSE:  0.13680548643340043
		MAPE:  246.88341205169561
		Pearson Correlation:  0.12852535504861023
		Spearman Correlation:  0.23133206149702618
		Coefficient of Determination:  0.011545014538357767
		RMSE:  0.3300565272291346
		NRMSE:  0.17390800642250018
		MAPE:  491.43410474561904

	Predictor:  RandomForests
		Pearson Correlation:  0.23483072397134555
		Spearman Correlation:  0.21186586151500822
		Coefficient of Determination:  0.04965473887600713
		RMSE:  0.371652322736569
		NRMSE:  0.13466639710724293
		MAPE:  387.7809450415836
		Pearson Correlation:  -0.02543600523233715
		Spearman Correlation:  -0.1851350763201282
		Coefficient of Determination:  -0.04053330672582822
		RMSE:  0.33863970008507494
		NRMSE:  0.17843051198446422
		MAPE:  642.2830860604364

Protein:  CDH3
x_train_column_count:  5
x_train columns:  ['CDH3', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.2263418226753373e-05
		RMSE:  0.21251306884336046
		NRMSE:  0.14909431220418734
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004123239054339534
		RMSE:  0.18871613277479948
		NRMSE:  0.16414808838605816
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  LinearRegression
		Pearson Correlation:  0.3493987257947599
		Spearman Correlation:  0.34033825023776276
		Coefficient of Determination:  0.12207946958700178
		RMSE:  0.19911703244066165
		NRMSE:  0.13969595922480052
		MAPE:  524.0110399552307
		Pearson Correlation:  0.24678670309403483
		Spearman Correlation:  0.2808788139502986
		Coefficient of Determination:  0.037854177862703065
		RMSE:  0.18472937815958862
		NRMSE:  0.16068035015229468
		MAPE:  196.12658689628455

	Predictor:  ElasticNet
		Pearson Correlation:  0.3395284365648528
		Spearman Correlation:  0.3386347347546788
		Coefficient of Determination:  0.1097435065684057
		RMSE:  0.20051108337015647
		NRMSE:  0.14067399349648965
		MAPE:  406.86150827876304
		Pearson Correlation:  0.2743564970814464
		Spearman Correlation:  0.31279442387062184
		Coefficient of Determination:  0.07173955257326159
		RMSE:  0.18144727154870177
		NRMSE:  0.15782552519305695
		MAPE:  158.32991159622193

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.38429063561532717
		Spearman Correlation:  0.366929487494884
		Coefficient of Determination:  0.14614884835263475
		RMSE:  0.19636853167347101
		NRMSE:  0.13776767390236222
		MAPE:  480.79342950124743
		Pearson Correlation:  0.27872981926205087
		Spearman Correlation:  0.308165676925972
		Coefficient of Determination:  0.06525422500092604
		RMSE:  0.18208001250055814
		NRMSE:  0.15837589264794083
		MAPE:  188.02770178028533

Protein:  PTEN
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['PTEN', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023393971457565055
		RMSE:  0.6366126117528933
		NRMSE:  0.09954071014821253
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20813248536085016
		RMSE:  0.517654316968625
		NRMSE:  0.12376376344107133
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6292943186382643
		NRMSE:  0.09839642227163854
		MAPE:  299.798968451812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06342466003107061
		RMSE:  0.4856640113421529
		NRMSE:  0.11611533767086332
		MAPE:  95.15154235140719

	Predictor:  LinearRegression
		Pearson Correlation:  0.41341544219278353
		Spearman Correlation:  0.4172067470649016
		Coefficient of Determination:  0.17091232784345445
		RMSE:  0.5729992317526327
		NRMSE:  0.08959412583107383
		MAPE:  555.663864204676
		Pearson Correlation:  0.36572366461671346
		Spearman Correlation:  0.36706941483060884
		Coefficient of Determination:  0.12267557165276843
		RMSE:  0.4411260144427458
		NRMSE:  0.10546693789574567
		MAPE:  132.5430532823572

	Predictor:  ElasticNet
		Pearson Correlation:  0.3946134892080878
		Spearman Correlation:  0.4168387026449609
		Coefficient of Determination:  0.15490531672465635
		RMSE:  0.5785041724163967
		NRMSE:  0.09045487802617413
		MAPE:  391.8968184936985
		Pearson Correlation:  0.40670013456279236
		Spearman Correlation:  0.39053105400316723
		Coefficient of Determination:  0.15527590044003758
		RMSE:  0.43285257091699825
		NRMSE:  0.10348887555993838
		MAPE:  115.31261526478814

	Predictor:  RandomForests
		Pearson Correlation:  0.44865530088521594
		Spearman Correlation:  0.44022349775190645
		Coefficient of Determination:  0.19702940116125134
		RMSE:  0.5639019971603931
		NRMSE:  0.08817168277075961
		MAPE:  546.1944791460286
		Pearson Correlation:  0.3687177757531359
		Spearman Correlation:  0.405227077725146
		Coefficient of Determination:  0.1312647338902646
		RMSE:  0.43896135222360844
		NRMSE:  0.10494939803557798
		MAPE:  126.18039299878608

Protein:  BRCA2
x_train_column_count:  5
x_train columns:  ['BRCA2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00289910117318648
		RMSE:  0.19032543678137456
		NRMSE:  0.12827584502559417
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Coefficient of Determination:  -0.0001649424828515933
		RMSE:  0.21414907824527551
		NRMSE:  0.14729386559180924
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  LinearRegression
		Pearson Correlation:  0.07156884363994682
		Spearman Correlation:  0.054700180184567855
		Coefficient of Determination:  0.005122099379959
		RMSE:  0.18956279611082358
		NRMSE:  0.12776183923572074
		MAPE:  125.75617892836415
		Pearson Correlation:  -0.025978317563084535
		Spearman Correlation:  -0.07951470716592478
		Coefficient of Determination:  -0.015856362232976595
		RMSE:  0.21582241506763142
		NRMSE:  0.14844480329848297
		MAPE:  124.4036809671064

	Predictor:  ElasticNet
		Pearson Correlation:  0.05524239225970014
		Spearman Correlation:  0.007235394469500479
		Coefficient of Determination:  0.0030381652329104503
		RMSE:  0.18976122736198942
		NRMSE:  0.12789557825060618
		MAPE:  120.58035664283136
		Pearson Correlation:  -0.05059966244107336
		Spearman Correlation:  0.05298569807603587
		Coefficient of Determination:  -0.014285125562911727
		RMSE:  0.21565544297763628
		NRMSE:  0.1483299582345544
		MAPE:  116.8628824244034

	Predictor:  RandomForests
		Pearson Correlation:  0.2847852536520081
		Spearman Correlation:  0.24810712888855369
		Coefficient of Determination:  0.04356944145348551
		RMSE:  0.18586385299339783
		NRMSE:  0.1252688195841519
		MAPE:  118.71205027999494
		Pearson Correlation:  -0.008597785420769612
		Spearman Correlation:  -0.1128019880749639
		Coefficient of Determination:  -0.012088332481777764
		RMSE:  0.2154217773299026
		NRMSE:  0.14816924067838874
		MAPE:  157.49003513886964

Protein:  CDKN2A
x_train_column_count:  5
x_train columns:  ['CDKN2A', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07669790023289091
		RMSE:  0.6927164423772558
		NRMSE:  0.16172871740223568
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04462654135164201
		RMSE:  0.6710309035955896
		NRMSE:  0.2071658496482324
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6675880639420501
		NRMSE:  0.15586198728568595
		MAPE:  307.97311558867955
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004949645588538276
		RMSE:  0.658164031136248
		NRMSE:  0.20319348928290204
		MAPE:  176.07940307985857

	Predictor:  LinearRegression
		Pearson Correlation:  0.5923052543595378
		Spearman Correlation:  0.47781321502585306
		Coefficient of Determination:  0.350825514341917
		RMSE:  0.5378848156379121
		NRMSE:  0.1255801306588327
		MAPE:  192.69217004481166
		Pearson Correlation:  0.6103541469679958
		Spearman Correlation:  0.5732814623623737
		Coefficient of Determination:  0.3680520317737882
		RMSE:  0.5219184559513845
		NRMSE:  0.16113070172312818
		MAPE:  118.96569134234598

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.5763871578835018
		Spearman Correlation:  0.4770131653521852
		Coefficient of Determination:  0.32912991915269163
		RMSE:  0.5467990798699565
		NRMSE:  0.12766134662634396
		MAPE:  172.08560607831998
		Pearson Correlation:  0.6025516880935475
		Spearman Correlation:  0.5740296013666005
		Coefficient of Determination:  0.3505522888698044
		RMSE:  0.5290955256211832
		NRMSE:  0.16334646217195617
		MAPE:  110.18278848949525

	Predictor:  RandomForests
		Pearson Correlation:  0.6244443517899272
		Spearman Correlation:  0.49539654148605
		Coefficient of Determination:  0.3893915433372369
		RMSE:  0.5216629230729466
		NRMSE:  0.12179280049331029
		MAPE:  264.141087000334
		Pearson Correlation:  0.6251797457998285
		Spearman Correlation:  0.5733110855363031
		Coefficient of Determination:  0.38811166296195954
		RMSE:  0.5135681488886652
		NRMSE:  0.15855273035369863
		MAPE:  124.73179501297591

Protein:  TP53
x_train_column_count:  5
x_train columns:  ['TP53', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.043501333030021794
		RMSE:  0.4597988418920562
		NRMSE:  0.11050200478059512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10290984727382035
		RMSE:  0.4520547550562478
		NRMSE:  0.16857084713604026
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45011280589110314
		NRMSE:  0.10817419031269002
		MAPE:  382.8265287953516
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010546813555600831
		RMSE:  0.4327123127899972
		NRMSE:  0.16135806629028604
		MAPE:  261.16646791413905

	Predictor:  LinearRegression
		Pearson Correlation:  0.3560426463464714
		Spearman Correlation:  0.29871023780362554
		Coefficient of Determination:  0.12676636601739855
		RMSE:  0.42061678200224345
		NRMSE:  0.1010855039659321
		MAPE:  613.5156191354113
		Pearson Correlation:  0.29052143855011203
		Spearman Correlation:  0.2638162570605619
		Coefficient of Determination:  0.06907529011050206
		RMSE:  0.41531566640465
		NRMSE:  0.15487087113150663
		MAPE:  484.0455401589141

	Predictor:  ElasticNet
		Pearson Correlation:  0.35454408193353437
		Spearman Correlation:  0.29871023780362554
		Coefficient of Determination:  0.12499162558552324
		RMSE:  0.42104399110190344
		NRMSE:  0.10118817378079872
		MAPE:  564.3187851427359
		Pearson Correlation:  0.29610139734627333
		Spearman Correlation:  0.2638162570605619
		Coefficient of Determination:  0.0752600951565301
		RMSE:  0.41393374637582825
		NRMSE:  0.15435555428697137
		MAPE:  456.8408267094502

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.45579562950668484
		Spearman Correlation:  0.35162246446507417
		Coefficient of Determination:  0.20647455101088552
		RMSE:  0.4009606918750126
		NRMSE:  0.09636161785027941
		MAPE:  818.1588803801528
		Pearson Correlation:  0.2985174116611321
		Spearman Correlation:  0.26907455660028845
		Coefficient of Determination:  0.06587464671091336
		RMSE:  0.4160290091347362
		NRMSE:  0.15513687605007895
		MAPE:  471.91574744833787

Protein:  CTNNB1
x_train_column_count:  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
5
x_train columns:  ['CTNNB1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.43619721536848943
		RMSE:  0.9218173342266688
		NRMSE:  0.18131733560713392
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5414936126562622
		RMSE:  0.7610450185362576
		NRMSE:  0.2487969592128731
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  LinearRegression
		Pearson Correlation:  0.12175638324133499
		Spearman Correlation:  0.07970165590712093
		Coefficient of Determination:  0.01482461686001102
		RMSE:  0.7634746227907716
		NRMSE:  0.1501720343805609
		MAPE:  476.6290044282374
		Pearson Correlation:  0.1733909902157128
		Spearman Correlation:  0.19586528510330556
		Coefficient of Determination:  0.02038739905011222
		RMSE:  0.6066897593281069
		NRMSE:  0.1983359244591542
		MAPE:  1364.0202228543503

	Predictor:  ElasticNet
		Pearson Correlation:  0.06975206635884999
		Spearman Correlation:  0.07905900378016163
		Coefficient of Determination:  0.004498136696509114
		RMSE:  0.767465512877197
		NRMSE:  0.15095702456278462
		MAPE:  442.408794980825
		Pearson Correlation:  0.2432851379195773
		Spearman Correlation:  0.26859935909425303
		Coefficient of Determination:  0.01742528974328783
		RMSE:  0.6076063078427362
		NRMSE:  0.19863555782887185
		MAPE:  1285.040011460338

	Predictor:  RandomForests
		Pearson Correlation:  0.28254567065725444
		Spearman Correlation:  0.27230027564565956
		Coefficient of Determination:  0.05685523767381295
		RMSE:  0.7470110206013802
		NRMSE:  0.14693371766352878
		MAPE:  450.16870224840596
		Pearson Correlation:  0.20590790949456775
		Spearman Correlation:  0.1399556799237513
		Coefficient of Determination:  0.026453487374958562
		RMSE:  0.6048084295659103
		NRMSE:  0.1977208897204584
		MAPE:  1426.5538436896502

Protein:  CCNE1
x_train_column_count:  5
x_train columns:  ['CCNE1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.3882525061775621
		RMSE:  0.8073510115699897
		NRMSE:  0.1948381908849554
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.2068608862157744
		RMSE:  0.7484097025916991
		NRMSE:  0.3260050104942715
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5224229806426052
		NRMSE:  0.12607644873967835
		MAPE:  105.82433067667067
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010783677474574871
		RMSE:  0.36685077747270034
		NRMSE:  0.1597990928573857
		MAPE:  133.3645349232411

	Predictor:  LinearRegression
		Pearson Correlation:  0.8648486034764192
		Spearman Correlation:  0.7246009514326041
		Coefficient of Determination:  0.7479631069351131
		RMSE:  0.2622734513545944
		NRMSE:  0.06329450765127649
		MAPE:  52.61706446394111
		Pearson Correlation:  0.797011304893519
		Spearman Correlation:  0.6658063068118056
		Coefficient of Determination:  0.5544450701263315
		RMSE:  0.24356280131018374
		NRMSE:  0.1060952220717793
		MAPE:  61.38256620939385

	Predictor:  ElasticNet
		Pearson Correlation:  0.8493780784418805
		Spearman Correlation:  0.7245810696356663
		Coefficient of Determination:  0.7161849921749166
		RMSE:  0.27831713879652087
		NRMSE:  0.0671663341449721
		MAPE:  57.7398506771848
		Pearson Correlation:  0.7934223163171559
		Spearman Correlation:  0.6712078704223245
		Coefficient of Determination:  0.5908336574372088
		RMSE:  0.23340506960651128
		NRMSE:  0.10167054476042657
		MAPE:  50.7007546604051

	Predictor:  RandomForests
		Pearson Correlation:  0.861916202746039
		Spearman Correlation:  0.7259868986086608
		Coefficient of Determination:  0.7407565992177573
		RMSE:  0.2659966258400488
		NRMSE:  0.06419302213964544
		MAPE:  55.85606635560681
		Pearson Correlation:  0.766664604749035
		Spearman Correlation:  0.6683249776710507
		Coefficient of Determination:  0.5125961881082448
		RMSE:  0.25474448720884857
		NRMSE:  0.11096593074393368
		MAPE:  78.77942188814325

Protein:  CCND1
x_train_column_count:  5
x_train columns:  ['CCND1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.44064885869713843
		RMSE:  0.2936537728092399
		NRMSE:  0.17653615611766113
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6507167710215811
		RMSE:  0.2694738938084911
		NRMSE:  0.2553456206196082
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  LinearRegression
		Pearson Correlation:  0.446946026769647
		Spearman Correlation:  0.40702588796834765
		Coefficient of Determination:  0.19976075084517397
		RMSE:  0.21886002240610355
		NRMSE:  0.1315723163158454
		MAPE:  504.00220564795353
		Pearson Correlation:  0.3830820134374951
		Spearman Correlation:  0.3490592152021846
		Coefficient of Determination:  0.13425367058979887
		RMSE:  0.19515323076781704
		NRMSE:  0.18492152290545802
		MAPE:  289.524102068843

	Predictor:  ElasticNet
		Pearson Correlation:  0.4393984867234141
		Spearman Correlation:  0.40702588796834765
		Coefficient of Determination:  0.18919133341650518
		RMSE:  0.22030061333421522
		NRMSE:  0.13243835792176073
		MAPE:  517.2287484687517
		Pearson Correlation:  0.3860850547812802
		Spearman Correlation:  0.3490592152021846
		Coefficient of Determination:  0.13203522611691088
		RMSE:  0.19540310743494305
		NRMSE:  0.18515829876431356
		MAPE:  329.3340667199676

	Predictor:  RandomForests
		Pearson Correlation:  0.48706623370161345
		Spearman Correlation:  0.4330254609697022
		Coefficient of Determination:  0.23308628989970548
		RMSE:  0.21425440816258526
		NRMSE:  0.128803554221174
		MAPE:  532.0823168181331
		Pearson Correlation:  0.3682241478957792
		Spearman Correlation:  0.3545397794492318
		Coefficient of Determination:  0.12538407752351843
		RMSE:  0.19615035827191662
		NRMSE:  0.18586637191391944
		MAPE:  242.12255902019984

Protein:  ERBB2
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['ERBB2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08695701084953744
		RMSE:  1.023008454816054
		NRMSE:  0.1742863272085548
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1111491455026472
		RMSE:  1.1242523174677488
		NRMSE:  0.20280184671833265
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865388
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792788993

	Predictor:  LinearRegression
		Pearson Correlation:  0.8081943274367627
		Spearman Correlation:  0.6169901594350615
		Coefficient of Determination:  0.6531780709009607
		RMSE:  0.5778648972076448
		NRMSE:  0.09844879588524878
		MAPE:  464.7857090756129
		Pearson Correlation:  0.8661755205655538
		Spearman Correlation:  0.6932065153018709
		Coefficient of Determination:  0.7469952894576282
		RMSE:  0.5364656468962529
		NRMSE:  0.09677206993582742
		MAPE:  152.50374486642932

	Predictor:  ElasticNet
		Pearson Correlation:  0.7938087383658788
		Spearman Correlation:  0.6175530917196634
		Coefficient of Determination:  0.6270904899497811
		RMSE:  0.5992040891917181
		NRMSE:  0.1020842784455284
		MAPE:  309.69792467720805
		Pearson Correlation:  0.8432898408148273
		Spearman Correlation:  0.6928548895314424
		Coefficient of Determination:  0.7036393210172162
		RMSE:  0.580614535044586
		NRMSE:  0.10473600819766687
		MAPE:  129.50159115311024

	Predictor:  RandomForests
		Pearson Correlation:  0.8199257163901502
		Spearman Correlation:  0.6221141331085372
		Coefficient of Determination:  0.6701060965884187
		RMSE:  0.5635859838061675
		NRMSE:  0.09601614798135638
		MAPE:  549.6055263427428
		Pearson Correlation:  0.8591364345208764
		Spearman Correlation:  0.6851291397706071
		Coefficient of Determination:  0.7357393782406054
		RMSE:  0.5482691874962036
		NRMSE:  0.09890128932394177
		MAPE:  202.5750619662126

Protein:  ERBB3
x_train_column_count:  5
x_train columns:  ['ERBB3', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19951943522205973
		RMSE:  0.4939516163098853
		NRMSE:  0.17910620018705933
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27774471248359456
		RMSE:  0.5592204608326292
		NRMSE:  0.15547938022732444
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  LinearRegression
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.43383602669846155
		Spearman Correlation:  0.45239457387178994
		Coefficient of Determination:  0.18821369806150823
		RMSE:  0.4063512740420006
		NRMSE:  0.14734243239964198
		MAPE:  212.48828513307174
		Pearson Correlation:  0.3576571184486136
		Spearman Correlation:  0.4060025686105812
		Coefficient of Determination:  0.09866325774834006
		RMSE:  0.4696826788299063
		NRMSE:  0.1305853002932943
		MAPE:  154.3865787300654

	Predictor:  ElasticNet
		Pearson Correlation:  0.42006249168802123
		Spearman Correlation:  0.4548855783210745
		Coefficient of Determination:  0.17505461332660088
		RMSE:  0.4096315185400916
		NRMSE:  0.14853184469902192
		MAPE:  202.43292238954882
		Pearson Correlation:  0.3673696133627151
		Spearman Correlation:  0.4259180289031036
		Coefficient of Determination:  0.11063847480650957
		RMSE:  0.4665521289770331
		NRMSE:  0.12971491734956087
		MAPE:  146.0387177219113

	Predictor:  RandomForests
		Pearson Correlation:  0.4999670371266655
		Spearman Correlation:  0.4714497591066353
		Coefficient of Determination:  0.24935965713348107
		RMSE:  0.39074795806764145
		NRMSE:  0.14168469074598927
		MAPE:  239.37646145796393
		Pearson Correlation:  0.40626975868306575
		Spearman Correlation:  0.4286995163716889
		Coefficient of Determination:  0.13797837397707824
		RMSE:  0.45932500401485127
		NRMSE:  0.12770556864248314
		MAPE:  166.29012768722592


Fold:  4

Protein:  RB1
x_train_column_count:  5
x_train columns:  ['RB1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0017653619110491459
		RMSE: 
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
 0.25173274438657
		NRMSE:  0.09206141909982812
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11040193949010524
		RMSE:  0.1737457828578019
		NRMSE:  0.1664678101960314
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  LinearRegression
		Pearson Correlation:  0.2204879510904444
		Spearman Correlation:  0.26021514955137454
		Coefficient of Determination:  0.048614936576062195
		RMSE:  0.2453210808208938
		NRMSE:  0.08971660357697989
		MAPE:  365.3967675224139
		Pearson Correlation:  0.2484359247480619
		Spearman Correlation:  0.36525393084701807
		Coefficient of Determination:  -0.03503203111178155
		RMSE:  0.16774557067825693
		NRMSE:  0.16071893867920223
		MAPE:  117.17680617381629

	Predictor:  ElasticNet
		Pearson Correlation:  0.2180672577998453
		Spearman Correlation:  0.260458123599966
		Coefficient of Determination:  0.04480128096425939
		RMSE:  0.24581227753067103
		NRMSE:  0.08989623958845488
		MAPE:  271.16069630167357
		Pearson Correlation:  0.25638700651609647
		Spearman Correlation:  0.3658524420503997
		Coefficient of Determination:  -0.02140854981828344
		RMSE:  0.16663794869134016
		NRMSE:  0.15965771345891633
		MAPE:  108.28840279544478

	Predictor:  RandomForests
		Pearson Correlation:  0.3354885536922722
		Spearman Correlation:  0.3686673283930569
		Coefficient of Determination:  0.09971302248999536
		RMSE:  0.23864216980832373
		NRMSE:  0.08727405273856192
		MAPE:  320.1669745200317
		Pearson Correlation:  0.2489237660453198
		Spearman Correlation:  0.34152871277647523
		Coefficient of Determination:  -0.03633114959068817
		RMSE:  0.16785081043222436
		NRMSE:  0.16081977008414552
		MAPE:  112.5832654307591

Protein:  CDH1
x_train_column_count:  5
x_train columns:  ['CDH1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1648542010437435
		RMSE:  1.2077311247232185
		NRMSE:  0.19230774891296748
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01787767410405383
		RMSE:  1.1768276141426715
		NRMSE:  0.21349508619837296
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.119011303751291
		NRMSE:  0.17818083878718685
		MAPE:  552.7314487209006
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06543533401046742
		RMSE:  1.204005869039757
		NRMSE:  0.21842565020132743
		MAPE:  371.74257556440244

	Predictor:  LinearRegression
		Pearson Correlation:  0.5710314011463127
		Spearman Correlation:  0.579955742966747
		Coefficient of Determination:  0.3260768610951209
		RMSE:  0.9186279553715198
		NRMSE:  0.14627367844519595
		MAPE:  692.7332195745231
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.5564381038400866
		Spearman Correlation:  0.4449606603573611
		Coefficient of Determination:  0.27966683387516544
		RMSE:  0.9899921748001324
		NRMSE:  0.1796001913573768
		MAPE:  402.4220346666829

	Predictor:  ElasticNet
		Pearson Correlation:  0.5347124834067614
		Spearman Correlation:  0.6031692816687639
		Coefficient of Determination:  0.28479417349717473
		RMSE:  0.946346097440915
		NRMSE:  0.15068725477547132
		MAPE:  753.8376859810955
		Pearson Correlation:  0.49118654345895907
		Spearman Correlation:  0.4323969126797093
		Coefficient of Determination:  0.20762823006674835
		RMSE:  1.038316016699619
		NRMSE:  0.1883668982801094
		MAPE:  374.1819642720707

	Predictor:  RandomForests
		Pearson Correlation:  0.7087465928671025
		Spearman Correlation:  0.6151147498515491
		Coefficient of Determination:  0.5020692188726259
		RMSE:  0.7896214925151644
		NRMSE:  0.12573190225075068
		MAPE:  347.50739803543973
		Pearson Correlation:  0.7565120663505035
		Spearman Correlation:  0.44363902379888376
		Coefficient of Determination:  0.5235914114602802
		RMSE:  0.8051093072939526
		NRMSE:  0.1460595238369349
		MAPE:  167.38169848454703

Protein:  CDH2
x_train_column_count:  5
x_train columns:  ['CDH2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011628294333081435
		RMSE:  0.38156283556505555
		NRMSE:  0.1382574228440668
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.013534078125908788
		RMSE:  0.33551468363995024
		NRMSE:  0.17308132332546644
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  LinearRegression
		Pearson Correlation:  0.15464320815122598
		Spearman Correlation:  0.07280999726182202
		Coefficient of Determination:  0.02391452182730347
		RMSE:  0.3747999372521782
		NRMSE:  0.13580691979570195
		MAPE:  835.4689510741073
		Pearson Correlation:  -0.08372045421642012
		Spearman Correlation:  0.23403034950560486
		Coefficient of Determination:  -0.1496543045107519
		RMSE:  0.3573353557967923
		NRMSE:  0.1843379120737858
		MAPE:  159.15159880605424

	Predictor:  ElasticNet
		Pearson Correlation:  0.12751512840259602
		Spearman Correlation:  0.07146547137499795
		Coefficient of Determination:  0.016089634952033083
		RMSE:  0.37629924899910205
		NRMSE:  0.13635018805678023
		MAPE:  632.0268030748405
		Pearson Correlation:  0.20049713393004145
		Spearman Correlation:  -0.07145475629371938
		Coefficient of Determination:  -0.02590361523611029
		RMSE:  0.33755584613563944
		NRMSE:  0.17413429394971286
		MAPE:  148.76726069654933

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.20057306579186213
		Spearman Correlation:  0.1961265704482096
		Coefficient of Determination:  0.0358863735313002
		RMSE:  0.3724943538792095
		NRMSE:  0.13497150296369648
		MAPE:  884.4392933746244
		Pearson Correlation:  0.14133557677306258
		Spearman Correlation:  -0.01051729715312325
		Coefficient of Determination:  -0.03611937647390562
		RMSE:  0.33923234271175984
		NRMSE:  0.17499914505785966
		MAPE:  184.87888323216643

Protein:  CDH3
x_train_column_count:  5
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train columns:  ['CDH3', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006306553616452382
		RMSE:  0.206558346691537
		NRMSE:  0.1472115018398285
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056823148221427866
		RMSE:  0.21361844422784051
		NRMSE:  0.19012980777528213
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  LinearRegression
		Pearson Correlation:  0.3153597344177083
		Spearman Correlation:  0.33051761874018165
		Coefficient of Determination:  0.09945176209200757
		RMSE:  0.19540293771310402
		NRMSE:  0.13926118399668175
		MAPE:  283.6906195153803
		Pearson Correlation:  0.4260754558774707
		Spearman Correlation:  0.31700395266773906
		Coefficient of Determination:  0.07396214598841766
		RMSE:  0.19996406605022313
		NRMSE:  0.177976810839154
		MAPE:  972.5848667107855

	Predictor:  ElasticNet
		Pearson Correlation:  0.3074086367952061
		Spearman Correlation:  0.3309265441567785
		Coefficient of Determination:  0.08845202966719878
		RMSE:  0.1965926887604401
		NRMSE:  0.14010910440899702
		MAPE:  209.47425872151757
		Pearson Correlation:  0.4296289786260937
		Spearman Correlation:  0.3220264591827829
		Coefficient of Determination:  0.04437846929352485
		RMSE:  0.20313303259038437
		NRMSE:  0.1807973303935635
		MAPE:  683.0748147592656

	Predictor:  RandomForests
		Pearson Correlation:  0.3663132504205452
		Spearman Correlation:  0.3552641817255142
		Coefficient of Determination:  0.1322848493773633
		RMSE:  0.19180776662098248
		NRMSE:  0.13669895136692167
		MAPE:  233.92290878853558
		Pearson Correlation:  0.3440003051187035
		Spearman Correlation:  0.3044321786945191
		Coefficient of Determination:  0.029807706814033663
		RMSE:  0.20467580132094204
		NRMSE:  0.18217046239648077
		MAPE:  815.6702764266524

Protein:  PTEN
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['PTEN', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04663541191913323
		RMSE:  0.5747314783713694
		NRMSE:  0.11117523181123673
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02346833201832421
		RMSE:  0.7542692946958974
		NRMSE:  0.11793750210239971
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  LinearRegression
		Pearson Correlation:  0.41123574680936736
		Spearman Correlation:  0.41125238018048427
		Coefficient of Determination:  0.16911483945385808
		RMSE:  0.5120799518529061
		NRMSE:  0.09905601049460425
		MAPE:  309.6523644440908
		Pearson Correlation:  0.4422391683208272
		Spearman Correlation:  0.4707165924762155
		Coefficient of Determination:  0.1694184870715536
		RMSE:  0.679485751221122
		NRMSE:  0.10624435168808098
		MAPE:  691.8604505450016

	Predictor:  ElasticNet
		Pearson Correlation:  0.39920647848956686
		Spearman Correlation:  0.4125541754874478
		Coefficient of Determination:  0.15853876357349594
		RMSE:  0.5153286987975977
		NRMSE:  0.09968444343809921
		MAPE:  231.99259951687048
		Pearson Correlation:  0.43159514441022534
		Spearman Correlation:  0.4688213069988404
		Coefficient of Determination:  0.15060439405437942
		RMSE:  0.6871384150957315
		NRMSE:  0.1074409217568183
		MAPE:  503.4389459131695

	Predictor:  RandomForests
		Pearson Correlation:  0.4480573176513949
		Spearman Correlation:  0.43918735631084993
		Coefficient of Determination:  0.19430257847168086
		RMSE:  0.5042585363760418
		NRMSE:  0.09754304711699972
		MAPE:  267.2980924374914
		Pearson Correlation:  0.4369019922282608
		Spearman Correlation:  0.47136556913177413
		Coefficient of Determination:  0.15414707207868483
		RMSE:  0.6857039517422424
		NRMSE:  0.10721662915209794
		MAPE:  505.4934788936625

Protein:  BRCA2
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['BRCA2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015699866052385492
		RMSE:  0.1919477679021074
		NRMSE:  0.12365776640496533
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0014129332580739007
		RMSE:  0.2082543553514594
		NRMSE:  0.20232423210836328
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  LinearRegression
		Pearson Correlation:  0.06463494151234789
		Spearman Correlation:  0.05302749117099838
		Coefficient of Determination:  0.004177675664304381
		RMSE:  0.19139621468592377
		NRMSE:  0.12330244141467146
		MAPE:  119.50151937674318
		Pearson Correlation:  -0.10755866376167524
		Spearman Correlation:  -0.1188219304480106
		Coefficient of Determination:  -0.016082837875971645
		RMSE:  0.20977418999919029
		NRMSE:  0.20380078887719957
		MAPE:  149.05768556912338

	Predictor:  ElasticNet
		Pearson Correlation:  0.01217162372587725
		Spearman Correlation:  -0.01572029885733223
		Coefficient of Determination:  0.00013885885277520327
		RMSE:  0.19178395054297487
		NRMSE:  0.12355223098275077
		MAPE:  107.69384817803605
		Pearson Correlation:  0.1920871668418092
		Spearman Correlation:  0.15346076634372002
		Coefficient of Determination:  0.0010353708437598197
		RMSE:  0.20799962426306434
		NRMSE:  0.20207675458614446
		MAPE:  134.6788535061352

	Predictor:  RandomForests
		Pearson Correlation:  0.29763516595347267
		Spearman Correlation:  0.2280344744931572
		Coefficient of Determination:  0.04371382172871208
		RMSE:  0.18755832891386043
		NRMSE:  0.1208299751418009
		MAPE:  118.6607585803569
		Pearson Correlation:  -0.01293791502695214
		Spearman Correlation:  -0.026935047913685145
		Coefficient of Determination:  -0.008298672441980015
		RMSE:  0.20896910974338787
		NRMSE:  0.20301863359278338
		MAPE:  117.40385811784273

Protein:  CDKN2A
x_train_column_count:  5
x_train columns:  ['CDKN2A', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06343046233027927
		RMSE:  0.6950010485750925
		NRMSE:  0.15711564339891315
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Coefficient of Determination:  -0.10006794882547432
		RMSE:  0.6614783461565592
		NRMSE:  0.1993004959796804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6739550183850767
		NRMSE:  0.1523578655781794
		MAPE:  281.71125082022354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0022276354551518107
		RMSE:  0.6313774446715202
		NRMSE:  0.19023122768048215
		MAPE:  197.14658329930893

	Predictor:  LinearRegression
		Pearson Correlation:  0.6012841469125705
		Spearman Correlation:  0.5050373287480362
		Coefficient of Determination:  0.36154262532837744
		RMSE:  0.538513835130297
		NRMSE:  0.12173930939986367
		MAPE:  207.15305048165126
		Pearson Correlation:  0.5907696826899435
		Spearman Correlation:  0.48797865310041283
		Coefficient of Determination:  0.31396740340760343
		RMSE:  0.5223700297679252
		NRMSE:  0.15738777636876325
		MAPE:  118.41578525359078

	Predictor:  ElasticNet
		Pearson Correlation:  0.5877508721950367
		Spearman Correlation:  0.5043429685491743
		Coefficient of Determination:  0.3418993527159233
		RMSE:  0.5467352438810629
		NRMSE:  0.12359788490585798
		MAPE:  177.53991759543572
		Pearson Correlation:  0.5814427799773892
		Spearman Correlation:  0.4884824000299256
		Coefficient of Determination:  0.311508379601664
		RMSE:  0.5233053871698399
		NRMSE:  0.15766959541122022
		MAPE:  104.59782236354158

	Predictor:  RandomForests
		Pearson Correlation:  0.631455952482092
		Spearman Correlation:  0.5174711962732899
		Coefficient of Determination:  0.39824093745179523
		RMSE:  0.5228080080913314
		NRMSE:  0.11818876638212532
		MAPE:  286.82642115624674
		Pearson Correlation:  0.6229821547823983
		Spearman Correlation:  0.48235825210423916
		Coefficient of Determination:  0.3606491595478948
		RMSE:  0.504284356911669
		NRMSE:  0.15193864323943024
		MAPE:  126.41824438706153

Protein:  TP53
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['TP53', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04782361373877353
		RMSE:  0.460756629216985
		NRMSE:  0.11073218678610552
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07696826201632412
		RMSE:  0.4481222561682025
		NRMSE:  0.1422068596624151
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4501191620264231
		NRMSE:  0.10817571786263473
		MAPE:  418.8529054417374
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002447694094247499
		RMSE:  0.4323405014905614
		NRMSE:  0.13719868668778923
		MAPE:  185.65040333639752

	Predictor:  LinearRegression
		Pearson Correlation:  0.3377604656284808
		Spearman Correlation:  0.2834980488193286
		Coefficient of Determination:  0.11408213214156804
		RMSE:  0.42366660455190736
		NRMSE:  0.1018184581956038
		MAPE:  681.5075033544412
		Pearson Correlation:  0.37849021028752106
		Spearman Correlation:  0.31250015586229263
		Coefficient of Determination:  0.13769919119063012
		RMSE:  0.4009816126283188
		NRMSE:  0.12724727488839768
		MAPE:  185.0957286546558

	Predictor:  ElasticNet
		Pearson Correlation:  0.33604220032282084
		Spearman Correlation:  0.2833861559156332
		Coefficient of Determination:  0.11230193694668222
		RMSE:  0.4240920563784293
		NRMSE:  0.1019207056905622
		MAPE:  624.568309823261
		Pearson Correlation:  0.37300035789367303
		Spearman Correlation:  0.31250015586229263
		Coefficient of Determination:  0.128635638475734
		RMSE:  0.4030834417265588
		NRMSE:  0.1279142681285094
		MAPE:  190.23088923886496

	Predictor:  RandomForests
		Pearson Correlation:  0.4345026326267432
		Spearman Correlation:  0.33659916441779625
		Coefficient of Determination:  0.187163674974825
		RMSE:  0.405815895032237
		NRMSE:  0.09752845350450301
		MAPE:  838.6147953296235
		Pearson Correlation:  0.4382281627793782
		Spearman Correlation:  0.25378423849339315
		Coefficient of Determination:  0.18063167242045308
		RMSE:  0.390872077950522
		NRMSE:  0.12403912095408795
		MAPE:  229.85658906022218

Protein:  CTNNB1
x_train_column_count:  5
x_train columns:  ['CTNNB1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6170193939500923
		RMSE:  0.9046651382507068
		NRMSE:  0.21849703851094263
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09478783275970826
		RMSE:  0.8396248247596424
		NRMSE:  0.17652527641906535
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  LinearRegression
		Pearson Correlation:  0.1526794372992558
		Spearman Correlation:  0.12160636063404076
		Coefficient of Determination:  0.02331101057401752
		RMSE:  0.703085896637557
		NRMSE:  0.16981110439512054
		MAPE:  595.2343989391917
		Pearson Correlation:  -0.0024524873214807168
		Spearman Correlation:  0.029095125874387465
		Coefficient of Determination:  -0.15202388050314397
		RMSE:  0.8612932239052142
		NRMSE:  0.18108090654806455
		MAPE:  972.7356187360066

	Predictor:  ElasticNet
		Pearson Correlation:  0.13117511277147784
		Spearman Correlation:  0.13483122386239582
		Coefficient of Determination:  0.016689384741219282
		RMSE:  0.7054652147294455
		NRMSE:  0.17038576338746148
		MAPE:  563.8421531238293
		Pearson Correlation:  -0.050312014491869936
		Spearman Correlation:  0.03373358770059477
		Coefficient of Determination:  -0.16360893524767528
		RMSE:  0.8656130861031164
		NRMSE:  0.18198912751305954
		MAPE:  979.553598135257

	Predictor:  RandomForests
		Pearson Correlation:  0.27032259474413595
		Spearman Correlation:  0.25320953554579556
		Coefficient of Determination:  0.05478229106502086
		RMSE:  0.6916655821319465
		NRMSE:  0.1670528408201977
		MAPE:  598.8029918230376
		Pearson Correlation:  0.07267382808851819
		Spearman Correlation:  0.13823949839064295
		Coefficient of Determination:  -0.133416084696651
		RMSE:  0.8543089877843627
		NRMSE:  0.17961251950726656
		MAPE:  916.3275962998433

Protein:  CCNE1
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['CCNE1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4688329016852353
		RMSE:  0.7931748470731899
		NRMSE:  0.19141705409976348
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.186170633384966
		RMSE:  0.8069776954058596
		NRMSE:  0.32929800677624244
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5048043460690237
		NRMSE:  0.12182453992060809
		MAPE:  103.07374645056161
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01570191691728584
		RMSE:  0.4556277343037054
		NRMSE:  0.18592497115143453
		MAPE:  142.6844229696492

	Predictor:  LinearRegression
		Pearson Correlation:  0.8541483169194474
		Spearman Correlation:  0.7100270026392314
		Coefficient of Determination:  0.7295693472963252
		RMSE:  0.2625131380131366
		NRMSE:  0.06335235128342703
		MAPE:  52.39107912096682
		Pearson Correlation:  0.8651851807309705
		Spearman Correlation:  0.7226748463197795
		Coefficient of Determination:  0.7368299267358068
		RMSE:  0.23192377244672663
		NRMSE:  0.09463958722220137
		MAPE:  61.214664613992255

	Predictor:  ElasticNet
		Pearson Correlation:  0.840978210990318
		Spearman Correlation:  0.7105645817584747
		Coefficient of Determination:  0.7018605552567532
		RMSE:  0.27563401066028714
		NRMSE:  0.06651881426268483
		MAPE:  52.85460339561779
		Pearson Correlation:  0.8601682539362936
		Spearman Correlation:  0.7249192633324606
		Coefficient of Determination:  0.6880610457637905
		RMSE:  0.2525002554575751
		NRMSE:  0.1030360954287012
		MAPE:  72.54655382826873

	Predictor:  RandomForests
		Pearson Correlation:  0.8556229704698114
		Spearman Correlation:  0.7158607537625539
		Coefficient of Determination:  0.728543564079043
		RMSE:  0.26301054223786346
		NRMSE:  0.06347238995049435
		MAPE:  55.53724592416665
		Pearson Correlation:  0.8457132889189012
		Spearman Correlation:  0.7088274541368929
		Coefficient of Determination:  0.702334437874705
		RMSE:  0.2466557886803146
		NRMSE:  0.10065118284514593
		MAPE:  69.85909188983415

Protein:  CCND1
x_train_column_count:  5
x_train columns:  ['CCND1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47371951525638445
		RMSE:  0.2917253166285864
		NRMSE:  0.18637975276867558
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47112550847095647
		RMSE:  0.27775626016480953
		NRMSE:  0.17517423067911803
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  LinearRegression
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.4083551998053475
		Spearman Correlation:  0.3728162437668544
		Coefficient of Determination:  0.16675396920806518
		RMSE:  0.2193579250456103
		NRMSE:  0.14014510742618308
		MAPE:  493.64814911428454
		Pearson Correlation:  0.5587189212419966
		Spearman Correlation:  0.49866706567413555
		Coefficient of Determination:  0.2779041749474426
		RMSE:  0.19459712068620505
		NRMSE:  0.12272775018050269
		MAPE:  502.8707371699629

	Predictor:  ElasticNet
		Pearson Correlation:  0.39877658160140295
		Spearman Correlation:  0.3728160125831736
		Coefficient of Determination:  0.1549425842143024
		RMSE:  0.22090716959190612
		NRMSE:  0.1411349009033274
		MAPE:  518.1241761993751
		Pearson Correlation:  0.5805540340701972
		Spearman Correlation:  0.49870696642102774
		Coefficient of Determination:  0.2547089068161589
		RMSE:  0.19769785558063988
		NRMSE:  0.12468330952361244
		MAPE:  495.8071675497855

	Predictor:  RandomForests
		Pearson Correlation:  0.4534356859926931
		Spearman Correlation:  0.39958808666818596
		Coefficient of Determination:  0.2017398731339637
		RMSE:  0.21470339955561016
		NRMSE:  0.13717138776377133
		MAPE:  504.67123379639156
		Pearson Correlation:  0.5242023091192355
		Spearman Correlation:  0.5018856606099847
		Coefficient of Determination:  0.2566149026204868
		RMSE:  0.19744489904588497
		NRMSE:  0.12452377588665804
		MAPE:  425.50401387716033

Protein:  ERBB2
x_train_column_count:  5
x_train columns:  ['ERBB2', '2', '1/2', '3', '1/3']
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06177154229692228
		RMSE:  1.0106646016782141
		NRMSE:  0.1721833486682819
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.26989975035857605
		RMSE:  1.1682171872252598
		NRMSE:  0.21036071365744585
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9808249714864398
		NRMSE:  0.1670996765569688
		MAPE:  529.9728174248761
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556425
		RMSE:  1.07776630779691
		NRMSE:  0.19407323581894154
		MAPE:  193.8969179437583

	Predictor:  LinearRegression
		Pearson Correlation:  0.8307560770732572
		Spearman Correlation:  0.6233112994727321
		Coefficient of Determination:  0.6901556595941474
		RMSE:  0.5459631089930017
		NRMSE:  0.09301380121522423
		MAPE:  448.94863435765916
		Pearson Correlation:  0.8101575127201376
		Spearman Correlation:  0.6713009779441096
		Coefficient of Determination:  0.6070540322050613
		RMSE:  0.6498382801783161
		NRMSE:  0.11701629275368533
		MAPE:  224.7552738109295

	Predictor:  ElasticNet
		Pearson Correlation:  0.8153543412966294
		Spearman Correlation:  0.6238582415521245
		Coefficient of Determination:  0.6612813583181025
		RMSE:  0.5708356182908598
		NRMSE:  0.09725124253213278
		MAPE:  243.74977627542256
		Pearson Correlation:  0.7985659696591226
		Spearman Correlation:  0.67230847305938
		Coefficient of Determination:  0.589283727037867
		RMSE:  0.6643697159193388
		NRMSE:  0.1196329664564661
		MAPE:  159.87001482322748

	Predictor:  RandomForests
		Pearson Correlation:  0.8379695407254982
		Spearman Correlation:  0.6244014898529843
		Coefficient of Determination:  0.7013092430268829
		RMSE:  0.5360464275979712
		NRMSE:  0.09132433132834236
		MAPE:  438.3335161573039
		Pearson Correlation:  0.7900992351471164
		Spearman Correlation:  0.6591518723084742
		Coefficient of Determination:  0.5693064094780853
		RMSE:  0.6803354119775974
		NRMSE:  0.12250790722397044
		MAPE:  216.86383935869551

Protein:  ERBB3
x_train_column_count:  5
x_train columns:  ['ERBB3', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20254353309139272
		RMSE:  0.523865801474932
		NRMSE:  0.14324270860276114
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.287905849531515
		RMSE:  0.4364451552160674
		NRMSE:  0.21482088883335748
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  LinearRegression
		Pearson Correlation:  0.44307205037645564
		Spearman Correlation:  0.47303244992710514
		Coefficient of Determination:  0.19631284182479625
		RMSE:  0.4282655679739834
		NRMSE:  0.11710235672031899
		MAPE:  222.57880806032153
		Pearson Correlation:  0.2743817787052386
		Spearman Correlation:  0.3139166323769623
		Coefficient of Determination:  -0.004490436688556976
		RMSE:  0.38544331895685247
		NRMSE:  0.18971748313301492
		MAPE:  208.679610838717

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.4345180808379465
		Spearman Correlation:  0.47538235520825217
		Coefficient of Determination:  0.18716655106021474
		RMSE:  0.43069559310862693
		NRMSE:  0.11776680815287884
		MAPE:  211.39057101807813
		Pearson Correlation:  0.27879908169329726
		Spearman Correlation:  0.31188668187882645
		Coefficient of Determination:  0.03373297581103496
		RMSE:  0.3780386454639449
		NRMSE:  0.1860728590095561
		MAPE:  195.30280367189818

	Predictor:  RandomForests
		Pearson Correlation:  0.5017490953511003
		Spearman Correlation:  0.49215263709416224
		Coefficient of Determination:  0.25029249660793695
		RMSE:  0.41363337474034334
		NRMSE:  0.11310141795759678
		MAPE:  238.28450019864076
		Pearson Correlation:  0.40397360381896724
		Spearman Correlation:  0.31976412704495044
		Coefficient of Determination:  0.1383831305721237
		RMSE:  0.35698068269032013
		NRMSE:  0.1757080050846447
		MAPE:  237.44905259552604


Fold:  5

Protein:  RB1
x_train_column_count:  5
x_train columns:  ['RB1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00018503513771928048
		RMSE:  0.23392670305630597
		NRMSE:  0.11556330212293363
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12340187398900859
		RMSE:  0.2547692202160761
		NRMSE:  0.12845593258580365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  LinearRegression
		Pearson Correlation:  0.21132329395307273
		Spearman Correlation:  0.27121610206667035
		Coefficient of Determination:  0.044657534567176804
		RMSE:  0.2286226030275073
		NRMSE:  0.11294299710384062
		MAPE:  224.10725802219594
		Pearson Correlation:  0.2287111563757963
		Spearman Correlation:  0.2819311961495779
		Coefficient of Determination:  -0.04436954566794271
		RMSE:  0.24564418363345775
		NRMSE:  0.12385504287430055
		MAPE:  585.897400362271

	Predictor:  ElasticNet
		Pearson Correlation:  0.20444597454240537
		Spearman Correlation:  0.27154453701595577
		Coefficient of Determination:  0.03892931000987465
		RMSE:  0.22930698817206452
		NRMSE:  0.11328109363662454
		MAPE:  178.28648591228483
		Pearson Correlation:  0.23257901934039082
		Spearman Correlation:  0.28244990585917534
		Coefficient of Determination:  -0.05148487714253824
		RMSE:  0.24647955501675703
		NRMSE:  0.12427624136133203
		MAPE:  379.18622617889423

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.314434556462768
		Spearman Correlation:  0.35954429627880335
		Coefficient of Determination:  0.09129168779668184
		RMSE:  0.22297279310288345
		NRMSE:  0.110151906207735
		MAPE:  211.20672480784424
		Pearson Correlation:  0.21123097353652284
		Spearman Correlation:  0.23779555867019272
		Coefficient of Determination:  -0.04878630534383244
		RMSE:  0.24616306445127475
		NRMSE:  0.12411666521351812
		MAPE:  529.0921149732138

Protein:  CDH1
x_train_column_count:  5
x_train columns:  ['CDH1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10476316856458312
		RMSE:  1.1835893765747125
		NRMSE:  0.18846364392451076
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19786466090973764
		RMSE:  1.2714981376898562
		NRMSE:  0.2500438806886504
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1260727912856485
		NRMSE:  0.17930524366829853
		MAPE:  266.31463004312263
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01718399286470018
		RMSE:  1.1716869980595492
		NRMSE:  0.23041572398960675
		MAPE:  1066.779337530299

	Predictor:  LinearRegression
		Pearson Correlation:  0.6028881954626025
		Spearman Correlation:  0.5733715546744202
		Coefficient of Determination:  0.36347417622815326
		RMSE:  0.8984097961563444
		NRMSE:  0.14305432886792527
		MAPE:  352.69762120052997
		Pearson Correlation:  0.46131278236630713
		Spearman Correlation:  0.5106572401152134
		Coefficient of Determination:  0.20356211855924466
		RMSE:  1.036782853899249
		NRMSE:  0.20388642384599104
		MAPE:  1602.3141201731935

	Predictor:  ElasticNet
		Pearson Correlation:  0.5536209094471546
		Spearman Correlation:  0.587234175852718
		Coefficient of Determination:  0.30525263486237597
		RMSE:  0.938598636874038
		NRMSE:  0.14945362199835002
		MAPE:  341.8883666663708
		Pearson Correlation:  0.43026845468068237
		Spearman Correlation:  0.5418695993715633
		Coefficient of Determination:  0.18313081689260147
		RMSE:  1.0499971209655496
		NRMSE:  0.20648504866483447
		MAPE:  1877.3469341912119

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.7477132730675663
		Spearman Correlation:  0.5990881223566048
		Coefficient of Determination:  0.5587490298670774
		RMSE:  0.7480132684931943
		NRMSE:  0.11910659986834722
		MAPE:  166.2197926101653
		Pearson Correlation:  0.616013622220581
		Spearman Correlation:  0.5412740364706119
		Coefficient of Determination:  0.3622554955236724
		RMSE:  0.9277590822668783
		NRMSE:  0.1824465757343766
		MAPE:  665.3142844496236

Protein:  CDH2
x_train_column_count:  5
x_train columns:  ['CDH2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0016678089051440637
		RMSE:  0.3594357673583712
		NRMSE:  0.1765314902796381
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02548752338232485
		RMSE:  0.4223734458481898
		NRMSE:  0.15794680397441796
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  LinearRegression
		Pearson Correlation:  0.17514355035306944
		Spearman Correlation:  0.1152318148212481
		Coefficient of Determination:  0.030675263230278138
		RMSE:  0.3535852020298994
		NRMSE:  0.17365807280089354
		MAPE:  919.5652557736498
		Pearson Correlation:  0.11767512503161758
		Spearman Correlation:  0.06817300486670329
		Coefficient of Determination:  -0.47079370738306725
		RMSE:  0.5058331619586995
		NRMSE:  0.18915661498371428
		MAPE:  366.562947929486

	Predictor:  ElasticNet
		Pearson Correlation:  0.1391534109434261
		Spearman Correlation:  0.07886292148061753
		Coefficient of Determination:  0.018552538580420164
		RMSE:  0.35578936394342553
		NRMSE:  0.17474061389098056
		MAPE:  281.3519490396724
		Pearson Correlation:  0.1549111764598373
		Spearman Correlation:  -0.1015076266632875
		Coefficient of Determination:  0.009859693810458592
		RMSE:  0.41503028281078874
		NRMSE:  0.15520082374241861
		MAPE:  321.08404537801636

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.22236045117771516
		Spearman Correlation:  0.233718449793975
		Coefficient of Determination:  0.044985019096691836
		RMSE:  0.3509655790601743
		NRMSE:  0.172371484239563
		MAPE:  516.4114417240233
		Pearson Correlation:  0.026083095693037423
		Spearman Correlation:  0.012711204794006536
		Coefficient of Determination:  -0.02969296785917397
		RMSE:  0.4232386200579222
		NRMSE:  0.15827033639022575
		MAPE:  421.1241501379879

Protein:  CDH3
x_train_column_count:  5
x_train columns:  ['CDH3', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011481892643820935
		RMSE:  0.2038847376288621
		NRMSE:  0.14304087222095618
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026977014897064944
		RMSE:  0.22369326249691865
		NRMSE:  0.20181818899206835
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  LinearRegression
		Pearson Correlation:  0.3392192640511742
		Spearman Correlation:  0.3388044301036067
		Coefficient of Determination:  0.11506970910342029
		RMSE:  0.19168585401625152
		NRMSE:  0.13448241427867452
		MAPE:  492.8284197853399
		Pearson Correlation:  0.31791408883272004
		Spearman Correlation:  0.29623561391039793
		Coefficient of Determination:  0.09848214399767774
		RMSE:  0.21210702881603233
		NRMSE:  0.19136497876743053
		MAPE:  154.23974487112534

	Predictor:  ElasticNet
		Pearson Correlation:  0.32375862446108333
		Spearman Correlation:  0.34098087037844793
		Coefficient of Determination:  0.09944064966304611
		RMSE:  0.19337116041922242
		NRMSE:  0.13566478673403382
		MAPE:  368.7571425487724
		Pearson Correlation:  0.3275100923438726
		Spearman Correlation:  0.2942804773126847
		Coefficient of Determination:  0.09308088221674582
		RMSE:  0.21274147810950297
		NRMSE:  0.19193738495430576
		MAPE:  123.43057181994261

	Predictor:  RandomForests
		Pearson Correlation:  0.36965505977322854
		Spearman Correlation:  0.37023702110479534
		Coefficient of Determination:  0.1352943984872248
		RMSE:  0.18948274589968064
		NRMSE: 
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
 0.1329367639751927
		MAPE:  428.8762610239707
		Pearson Correlation:  0.33392383751857757
		Spearman Correlation:  0.2896321859679133
		Coefficient of Determination:  0.1080813307623334
		RMSE:  0.21097476953916952
		NRMSE:  0.190343443678822
		MAPE:  147.6576392773054

Protein:  PTEN
x_train_column_count:  5
x_train columns:  ['PTEN', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05240378988513572
		RMSE:  0.5837468026637292
		NRMSE:  0.09127461538014686
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011774083334460839
		RMSE:  0.7259408088203396
		NRMSE:  0.14042494754339593
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5690275755039937
		NRMSE:  0.08897311789601967
		MAPE:  304.4741530818047
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005181468299075398
		RMSE:  0.7235718660416283
		NRMSE:  0.13996670265429206
		MAPE:  391.1377632658283

	Predictor:  LinearRegression
		Pearson Correlation:  0.41036410367867976
		Spearman Correlation:  0.4203627896148745
		Coefficient of Determination:  0.1683986975880063
		RMSE:  0.5189086300298511
		NRMSE:  0.08113652255958895
		MAPE:  456.5115848568204
		Pearson Correlation:  0.4005238171125362
		Spearman Correlation:  0.4092794174490954
		Coefficient of Determination:  0.15407065217578075
		RMSE:  0.6637835443110868
		NRMSE:  0.12840133556002142
		MAPE:  337.05295143841

	Predictor:  ElasticNet
		Pearson Correlation:  0.3924045632114084
		Spearman Correlation:  0.4204847775371454
		Coefficient of Determination:  0.15300443213047488
		RMSE:  0.5236895188909417
		NRMSE:  0.08188406205784407
		MAPE:  323.2879772198906
		Pearson Correlation:  0.42041778017754283
		Spearman Correlation:  0.428546490604621
		Coefficient of Determination:  0.1681691731524052
		RMSE:  0.658228891927692
		NRMSE:  0.1273268515799466
		MAPE:  221.01322172334986

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.4424671859038725
		Spearman Correlation:  0.4428962297133376
		Coefficient of Determination:  0.19271326579155623
		RMSE:  0.5112663634263578
		NRMSE:  0.07994157820754558
		MAPE:  489.48352669459763
		Pearson Correlation:  0.4124809121288077
		Spearman Correlation:  0.4376523846678659
		Coefficient of Determination:  0.1632524121174317
		RMSE:  0.6601713457348014
		NRMSE:  0.12770259705485945
		MAPE:  405.61580355046533

Protein:  BRCA2
x_train_column_count:  5
x_train columns:  ['BRCA2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00015423459462815536
		RMSE:  0.20048365981157823
		NRMSE:  0.1291568109593031
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08467605477038265
		RMSE:  0.17297650483593724
		NRMSE:  0.22621657599677922
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  LinearRegression
		Pearson Correlation:  0.08569016745320186
		Spearman Correlation:  0.06828908567074878
		Coefficient of Determination:  0.007342804798157743
		RMSE:  0.19973084535001132
		NRMSE:  0.1286718282171115
		MAPE:  124.38660279576759
		Pearson Correlation:  -0.12140264546064225
		Spearman Correlation:  -0.0528460454619135
		Coefficient of Determination:  -0.13269282967087026
		RMSE:  0.17676373384309033
		NRMSE:  0.23116946817902348
		MAPE:  105.39250297716956

	Predictor:  ElasticNet
		Pearson Correlation:  0.04051559147953111
		Spearman Correlation:  0.04263289576165543
		Coefficient of Determination:  0.0016330168555748203
		RMSE:  0.2003044499870038
		NRMSE:  0.12904135930874783
		MAPE:  108.17420896061232
		Pearson Correlation:  -0.1235411978068914
		Spearman Correlation:  -0.039903240688786645
		Coefficient of Determination:  -0.10016464320070595
		RMSE:  0.1742071327806532
		NRMSE:  0.2278259763037379
		MAPE:  104.52379136838272

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.2806545371462066
		Spearman Correlation:  0.2261649981634978
		Coefficient of Determination:  0.04202748574773785
		RMSE:  0.1962103972378136
		NRMSE:  0.1264038635772676
		MAPE:  124.04007121110996
		Pearson Correlation:  -0.08084835885705399
		Spearman Correlation:  -0.009163349322339706
		Coefficient of Determination:  -0.11690642357710335
		RMSE:  0.1755276285743108
		NRMSE:  0.22955290469405715
		MAPE:  121.66442003308069

Protein:  CDKN2A
x_train_column_count:  5
x_train columns:  ['CDKN2A', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06876053865938014
		RMSE:  0.7026668514343448
		NRMSE:  0.1789276696377339
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07452018232747903
		RMSE:  0.6281215662347416
		NRMSE:  0.15805378984795088
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6796874655065666
		NRMSE:  0.1730761797526334
		MAPE:  274.2442116656758
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00044725008449963966
		RMSE:  0.6060849693149379
		NRMSE:  0.15250873639690443
		MAPE:  274.3248072759207

	Predictor:  LinearRegression
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.6512931110737796
		Spearman Correlation:  0.5425255638097976
		Coefficient of Determination:  0.42418271653216244
		RMSE:  0.5157646932104025
		NRMSE:  0.13133474910504
		MAPE:  184.24043138570073
		Pearson Correlation:  0.3694096305617066
		Spearman Correlation:  0.3118318183518498
		Coefficient of Determination:  -0.045139930085897007
		RMSE:  0.619474789299813
		NRMSE:  0.1558780074230173
		MAPE:  337.64255077829523

	Predictor:  ElasticNet
		Pearson Correlation:  0.6331742373774292
		Spearman Correlation:  0.543492990453
		Coefficient of Determination:  0.3973564805307074
		RMSE:  0.5276421803657033
		NRMSE:  0.13435924228201557
		MAPE:  135.0472174902772
		Pearson Correlation:  0.3754359987341668
		Spearman Correlation:  0.30912355515654816
		Coefficient of Determination:  0.02626812050716343
		RMSE:  0.5979379398801534
		NRMSE:  0.15045870508546674
		MAPE:  305.2762001082538

	Predictor:  RandomForests
		Pearson Correlation:  0.6805857751377878
		Spearman Correlation:  0.5580779519067558
		Coefficient of Determination:  0.462693732968645
		RMSE:  0.4982189177350634
		NRMSE:  0.12686687829061227
		MAPE:  263.88651979873646
		Pearson Correlation:  0.37959596276014945
		Spearman Correlation:  0.3102182095928762
		Coefficient of Determination:  -0.060684827700250965
		RMSE:  0.6240646671628612
		NRMSE:  0.15703295517547652
		MAPE:  482.3181338040869

Protein:  TP53
x_train_column_count:  5
x_train columns:  ['TP53', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0629013951002304
		RMSE:  0.43691826486349494
		NRMSE:  0.11112140819031384
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02793228386718627
		RMSE:  0.5354711484549424
		NRMSE:  0.14342336907859712
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4237929343776606
		NRMSE:  0.10778324331179852
		MAPE:  459.9790072255086
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011640203076264122
		RMSE:  0.5284530873849588
		NRMSE:  0.1415436152095778
		MAPE:  140.42972129387252

	Predictor:  LinearRegression
		Pearson Correlation:  0.3536574576045275
		Spearman Correlation:  0.29103378368042804
		Coefficient of Determination:  0.12507359731929812
		RMSE:  0.3964053187245593
		NRMSE:  0.10081775190736268
		MAPE:  693.728974623033
		Pearson Correlation:  0.3168045489790781
		Spearman Correlation:  0.3143754909662216
		Coefficient of Determination:  0.09187757253344409
		RMSE:  0.5032989489028138
		NRMSE:  0.1348062003221679
		MAPE:  147.00925993507363

	Predictor:  ElasticNet
		Pearson Correlation:  0.3447348251525646
		Spearman Correlation:  0.28111369193441366
		Coefficient of Determination:  0.1181605012597221
		RMSE:  0.39796830512592934
		NRMSE:  0.10121526618833881
		MAPE:  637.3340240652566
		Pearson Correlation:  0.35561361085356985
		Spearman Correlation:  0.3358321176074515
		Coefficient of Determination:  0.1044424020015593
		RMSE:  0.4998049858343005
		NRMSE:  0.13387035913601192
		MAPE:  161.16861259078505

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.4314553078595232
		Spearman Correlation:  0.3466420074595666
		Coefficient of Determination:  0.18524341110093945
		RMSE:  0.38253189541214233
		NRMSE:  0.09728932460442594
		MAPE:  844.9578167008863
		Pearson Correlation:  0.4392345305623959
		Spearman Correlation:  0.3073273861368251
		Coefficient of Determination:  0.17124969531194978
		RMSE:  0.4808013442995381
		NRMSE:  0.128780325244285
		MAPE:  184.64956614821594

Protein:  CTNNB1
x_train_column_count:  5
x_train columns:  ['CTNNB1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.4291206958720877
		RMSE:  0.9037435622191023
		NRMSE:  0.1777623057079273
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5497170498826627
		RMSE:  0.8436000623678614
		NRMSE:  0.27017767234966206
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  LinearRegression
		Pearson Correlation:  0.0987516483129611
		Spearman Correlation:  0.07716037068378853
		Coefficient of Determination:  0.009751888044526646
		RMSE:  0.7522856434979593
		NRMSE:  0.14797121233240743
		MAPE:  718.42987125547
		Pearson Correlation:  0.29012326987476783
		Spearman Correlation:  0.2293270489656979
		Coefficient of Determination:  0.049814721422314356
		RMSE:  0.6605634599318697
		NRMSE:  0.21155699958425106
		MAPE:  271.67584640681395

	Predictor:  ElasticNet
		Pearson Correlation:  0.06675621882931884
		Spearman Correlation:  0.07821356653346326
		Coefficient of Determination:  0.004076555217307654
		RMSE:  0.7544383219532812
		NRMSE:  0.14839463453054313
		MAPE:  681.2024083721333
		Pearson Correlation:  0.23532119597851975
		Spearman Correlation:  0.23237945610294397
		Coefficient of Determination:  0.021696542996561763
		RMSE:  0.670266002809708
		NRMSE:  0.21466440861318029
		MAPE:  272.4349206140025

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.2713055629727939
		Spearman Correlation:  0.26371649271517006
		Coefficient of Determination:  0.053411607523171756
		RMSE:  0.7355146876860887
		NRMSE:  0.14467244053620945
		MAPE:  720.5811387561265
		Pearson Correlation:  0.22578045319806445
		Spearman Correlation:  0.2610385476917296
		Coefficient of Determination:  0.04094858945371527
		RMSE:  0.6636381466799675
		NRMSE:  0.21254172178362327
		MAPE:  272.38990168301905

Protein:  CCNE1
x_train_column_count:  5
x_train columns:  ['CCNE1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9790551557409413
		RMSE:  0.7746141645114569
		NRMSE:  0.27590887426944144
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8285524646781477
		RMSE:  0.8763813407881366
		NRMSE:  0.2114972948785232
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4487930906545114
		NRMSE:  0.15985506345663808
		MAPE:  112.14421009479175
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0040862214035515265
		RMSE:  0.6494188844018614
		NRMSE:  0.15672439713344627
		MAPE:  115.49088793396595

	Predictor:  LinearRegression
		Pearson Correlation:  0.8533349550349572
		Spearman Correlation:  0.7122427330104267
		Coefficient of Determination:  0.7281805454845127
		RMSE:  0.23398414515487498
		NRMSE:  0.0833425272145592
		MAPE:  51.578222170585185
		Pearson Correlation:  0.8140370142938504
		Spearman Correlation:  0.7181660619209717
		Coefficient of Determination:  0.6486052881336486
		RMSE:  0.38418200637320704
		NRMSE:  0.09271472509428942
		MAPE:  72.06959718995843

	Predictor:  ElasticNet
		Pearson Correlation:  0.8412924394944226
		Spearman Correlation:  0.7126182523838511
		Coefficient of Determination:  0.6973982579971827
		RMSE:  0.2468777064683058
		NRMSE:  0.08793506908933421
		MAPE:  50.1444737366491
		Pearson Correlation:  -0.25126945659705885
		Spearman Correlation:  0.6308432773475979
		Coefficient of Determination:  -4.7067578926559115
		RMSE:  1.5482252055160803
		NRMSE:  0.37363351727105737
		MAPE:  85.31368672572299

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.8556506969720328
		Spearman Correlation:  0.71149071821961
		Coefficient of Determination:  0.7307344185110212
		RMSE:  0.2328823549345071
		NRMSE:  0.08295008190009157
		MAPE:  56.506980035446375
		Pearson Correlation:  0.8008047212182496
		Spearman Correlation:  0.731418081484767
		Coefficient of Determination:  0.613938388761612
		RMSE:  0.40268710156314313
		NRMSE:  0.09718056364194877
		MAPE:  78.42436912091661

Protein:  CCND1
x_train_column_count:  5
x_train columns:  ['CCND1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5366759284640548
		RMSE:  0.28216244755564185
		NRMSE:  0.17771997351836757
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.30240520386774006
		RMSE:  0.3149325402631455
		NRMSE:  0.20120656537940065
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  LinearRegression
		Pearson Correlation:  0.4595841804629175
		Spearman Correlation:  0.42762480845950407
		Coefficient of Determination:  0.2112176189317717
		RMSE:  0.20215601612150663
		NRMSE:  0.12732793517680302
		MAPE:  528.9787037195398
		Pearson Correlation:  0.35315225223585595
		Spearman Correlation:  0.2776817666055687
		Coefficient of Determination:  0.12338378696757324
		RMSE:  0.25837424713797225
		NRMSE:  0.16507216055121468
		MAPE:  237.49208188412183

	Predictor:  ElasticNet
		Pearson Correlation:  0.44720521865376117
		Spearman Correlation:  0.42726285187649277
		Coefficient of Determination:  0.19503470755598185
		RMSE:  0.20421923614115087
		NRMSE:  0.12862745398389527
		MAPE:  567.9648543026689
		Pearson Correlation:  0.3791574800351909
		Spearman Correlation:  0.2762503273108144
		Coefficient of Determination:  0.1359848703949732
		RMSE:  0.25651050077328236
		NRMSE:  0.16388143569164867
		MAPE:  244.6131397590494

	Predictor:  RandomForests
		Pearson Correlation:  0.4910622772457089
		Spearman Correlation:  0.4512173853537595
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Coefficient of Determination:  0.2379668962193563
		RMSE:  0.19869868310943
		NRMSE:  0.12515033451919153
		MAPE:  544.4044592172377
		Pearson Correlation:  0.3915172806219768
		Spearman Correlation:  0.2942353603372814
		Coefficient of Determination:  0.15031197988531664
		RMSE:  0.2543748804069102
		NRMSE:  0.1625170138427251
		MAPE:  251.68895816463913

Protein:  ERBB2
x_train_column_count:  5
x_train columns:  ['ERBB2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10085609607150081
		RMSE:  1.0785113826338413
		NRMSE:  0.1837421644434709
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05671362529003088
		RMSE:  0.8919867459254164
		NRMSE:  0.19736403273048267
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959455
		RMSE:  0.875951357919715
		NRMSE:  0.1938159880340115
		MAPE:  565.705361200264

	Predictor:  LinearRegression
		Pearson Correlation:  0.8294933775994715
		Spearman Correlation:  0.6434197724011991
		Coefficient of Determination:  0.6880592634813794
		RMSE:  0.5741105184499948
		NRMSE:  0.09780917567337255
		MAPE:  452.25227890482216
		Pearson Correlation:  0.7884723955068715
		Spearman Correlation:  0.5872666741480568
		Coefficient of Determination:  0.6204184871808535
		RMSE:  0.5346040859979282
		NRMSE:  0.11828832525676031
		MAPE:  260.7996054067749

	Predictor:  ElasticNet
		Pearson Correlation:  0.8159188018194615
		Spearman Correlation:  0.6442627066647334
		Coefficient of Determination:  0.6632602070611455
		RMSE:  0.596494821156397
		NRMSE:  0.10162271004589621
		MAPE:  290.07775685227097
		Pearson Correlation:  0.7538335147490945
		Spearman Correlation:  0.5872666741480568
		Coefficient of Determination:  0.5642555227677799
		RMSE:  0.5727903508617181
		NRMSE:  0.12673754859203853
		MAPE:  177.41904833206596

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.8379526307950729
		Spearman Correlation:  0.6476514151513021
		Coefficient of Determination:  0.7006167559088247
		RMSE:  0.5624361182163328
		NRMSE:  0.09582024945335073
		MAPE:  556.978378220025
		Pearson Correlation:  0.7748817378048788
		Spearman Correlation:  0.5803322760177033
		Coefficient of Determination:  0.5946155848404298
		RMSE:  0.5524758156998603
		NRMSE:  0.12224268518638351
		MAPE:  295.861148659708

Protein:  ERBB3
x_train_column_count:  5
x_train columns:  ['ERBB3', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.24617901957450639
		RMSE:  0.5234556686317032
		NRMSE:  0.14126566093685908
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10551624527684367
		RMSE:  0.43841640970600765
		NRMSE:  0.21211918179733683
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  LinearRegression
		Pearson Correlation:  0.38672419617972364
		Spearman Correlation:  0.41024558512766707
		Coefficient of Determination:  0.14955560391085343
		RMSE:  0.43242684940531223
		NRMSE:  0.11669959530243457
		MAPE:  217.4285051561768
		Pearson Correlation:  0.5286360256233825
		Spearman Correlation:  0.5591915111160988
		Coefficient of Determination:  0.25007393506333087
		RMSE:  0.36108833693560355
		NRMSE:  0.17470551031313675
		MAPE:  194.78201364236284

	Predictor:  ElasticNet
		Pearson Correlation:  0.37635766863544023
		Spearman Correlation:  0.41142820549776254
		Coefficient of Determination:  0.14063475251435165
		RMSE:  0.43468893270462344
		NRMSE:  0.11731006665945844
		MAPE:  212.942474814796
		Pearson Correlation:  0.5238658595015365
		Spearman Correlation:  0.5619845633985462
		Coefficient of Determination:  0.22172641109339153
		RMSE:  0.36784968048806455
		NRMSE:  0.1779768537903585
		MAPE:  189.13507134612232

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.46247361973981643
		Spearman Correlation:  0.42563267771628494
		Coefficient of Determination:  0.21289293377250285
		RMSE:  0.41601270604680346
		NRMSE:  0.1122698891225144
		MAPE:  251.7081601814871
		Pearson Correlation:  0.5454220528253991
		Spearman Correlation:  0.5588239281487987
		Coefficient of Determination:  0.2690165838491837
		RMSE:  0.35649873973468654
		NRMSE:  0.17248492371673016
		MAPE:  218.40318519679585

Min-Max

In [63]:
scenario = Scenario.selfmRNA_Polynomial
normalizeTechnique = NormalizeTechnique.MinMax
X, Y, Z = get_data(normalizeTechnique)
In [64]:
X.head()
Out[64]:
UBE2Q2P2 HMGB1P1 LOC155060 RNU12-2P SSX9 CXORF67 EFCAB8 SRP14P1 LOC391343 TRIM75P ... ZXDA ZXDB ZXDC ZYG11A ZYG11B ZYX ZZEF1 ZZZ3 TPTEP1 AKR1C6P
TCGA-A1-A0SF-01 0.266811 0.102965 0.232299 0.000000 0.0 0.00000 0.165596 0.256402 0.0 0.00000 ... 0.362558 0.154626 0.343226 0.136973 0.283236 0.203583 0.106969 0.050188 0.019658 0.021305
TCGA-A1-A0SH-01 0.074647 0.046655 0.060467 0.000000 0.0 0.00000 0.019946 0.108076 0.0 0.00000 ... 0.437102 0.171136 0.196632 0.028737 0.498917 0.208787 0.168174 0.119445 0.172767 0.000000
TCGA-A1-A0SJ-01 0.122769 0.097168 0.035285 0.088368 0.0 0.00000 0.020200 0.129369 0.0 0.29443 ... 0.415293 0.914898 0.215818 0.074090 0.379839 0.104565 0.110857 0.079787 0.016343 0.000000
TCGA-A1-A0SK-01 0.716855 1.000000 0.116251 0.076144 0.0 0.01449 0.000000 0.094313 0.0 0.00000 ... 0.334733 0.181185 0.763246 0.229344 0.511470 0.000000 0.246798 0.166438 0.018601 0.000000
TCGA-A1-A0SQ-01 0.025757 0.011574 0.044865 0.000000 0.0 0.00000 0.022276 0.153652 0.0 0.00000 ... 0.537294 0.183640 0.239462 0.036770 0.323545 0.099038 0.071604 0.075950 0.006561 0.000000

5 rows × 20440 columns

In [65]:
Y.head()
Out[65]:
RB1 CDH1 PTEN BRCA2 CDKN2A TP53 CTNNB1 CCNE1 CCND1 CDH2 CDH3 ERBB2 ERBB3
TCGA-A1-A0SF-01 0.017184 0.705680 0.197730 0.108550 0.17550 -0.472550 0.06978 -0.75401 -0.202360 -0.222000 -0.114060 0.25604 0.461410
TCGA-A1-A0SH-01 -0.081896 0.018364 0.699160 -0.282430 0.68156 -0.035545 -0.11192 -0.77956 -0.014111 0.072251 -0.031553 0.68354 0.033670
TCGA-A1-A0SJ-01 -0.106090 0.114310 -0.110550 0.108220 -0.00989 -0.431850 -0.85672 -0.29589 0.290760 -0.225320 0.128230 0.36458 0.430620
TCGA-A1-A0SK-01 -0.060244 -0.963820 -0.081596 0.309150 1.23630 0.898470 -0.85965 0.92670 0.045974 0.389790 -0.224090 -1.04130 -0.056604
TCGA-A1-A0SQ-01 0.376500 0.425490 0.657440 0.003187 -0.34580 -0.020122 0.39368 -1.02750 0.362490 0.292880 -0.144850 0.31196 0.649260
In [66]:
perform_kFoldCV(num_folds, scenario, normalizeTechnique, X, Y, Z)

Fold:  1

Protein:  RB1
x_train_column_count:  5
x_train columns:  ['RB1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017832262764705176
		RMSE:  0.22609122586734381
		NRMSE:  0.08562439911658541
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0064622508272080825
		RMSE:  0.2813710133086082
		NRMSE:  0.13900150344012696
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  LinearRegression
		Pearson Correlation:  0.22018274092127488
		Spearman Correlation:  0.2583967041492915
		Coefficient of Determination:  0.048480439399605224
		RMSE:  0.21860216685211623
		NRMSE:  0.08278817150241098
		MAPE:  164.24754948364892
		Pearson Correlation:  0.20949785915689556
		Spearman Correlation:  0.3324065944785875
		Coefficient of Determination:  0.009556070717998244
		RMSE:  0.27912295650126695
		NRMSE:  0.13789092963806826
		MAPE:  116.76481630956906

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.33833952530122474
		Spearman Correlation:  0.33951132296467335
		Coefficient of Determination:  0.09802974463538427
		RMSE:  0.21283434446696822
		NRMSE:  0.08060380400188154
		MAPE:  145.37508650343958
		Pearson Correlation:  0.27053666597285697
		Spearman Correlation:  0.3280678885109722
		Coefficient of Determination:  0.025911503927463886
		RMSE:  0.27680875151246914
		NRMSE:  0.1367476776416065
		MAPE:  107.54919913765022

Protein:  CDH1
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['CDH1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12177449909053428
		RMSE:  1.1951653206606205
		NRMSE:  0.20089175544360185
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11829904064371455
		RMSE:  1.227018913081223
		NRMSE:  0.19873326310796913
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  LinearRegression
		Pearson Correlation:  0.7016392969997699
		Spearman Correlation:  0.5634345406567709
		Coefficient of Determination:  0.4922977030943312
		RMSE:  0.804043907613327
		NRMSE:  0.13514932977212898
		MAPE:  391.16464135697294
		Pearson Correlation:  0.6930526339832803
		Spearman Correlation:  0.6154716613013366
		Coefficient of Determination:  0.4792153007995953
		RMSE:  0.8373391337273233
		NRMSE:  0.1356190492253771
		MAPE:  150.64967300379365

	Predictor:  ElasticNet
		Pearson Correlation:  0.6119050417009948
		Spearman Correlation:  0.5636647709924965
		Coefficient of Determination:  0.2244493676445486
		RMSE:  0.9937571802219084
		NRMSE:  0.16703766497267047
		MAPE:  505.2502983638179
		Pearson Correlation:  0.6550804829359766
		Spearman Correlation:  0.6555360452638768
		Coefficient of Determination:  0.2674652880194869
		RMSE:  0.9930849156743825
		NRMSE:  0.16084430625415155
		MAPE:  280.28318933521774

	Predictor:  RandomForests
		Pearson Correlation:  0.7132134998444969
		Spearman Correlation:  0.5781801023015845
		Coefficient of Determination:  0.5084673634826771
		RMSE:  0.7911364260120465
		NRMSE:  0.13297974988856612
		MAPE:  306.3488021625489
		Pearson Correlation:  0.7364401058709691
		Spearman Correlation:  0.6541481858577574
		Coefficient of Determination:  0.5391683231489781
		RMSE:  0.787668436688223
		NRMSE:  0.1275741693965571
		MAPE:  153.69171685807532

Protein:  CDH2
x_train_column_count:  5
x_train columns:  ['CDH2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004084060130477685
		RMSE:  0.37195168053170635
		NRMSE:  0.13741024893390016
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006474841096328898
		RMSE:  0.3763274359057868
		NRMSE:  0.1942134674644098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  LinearRegression
		Pearson Correlation:  0.17008609333728647
		Spearman Correlation:  0.0884999761807287
		Coefficient of Determination:  0.02892927914674026
		RMSE:  0.36578586472685987
		NRMSE:  0.13513240928705844
		MAPE:  483.1269052763977
		Pearson Correlation: 
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
 0.07169580403759196
		Spearman Correlation:  -0.0005023900107306605
		Coefficient of Determination:  0.0019700932341811805
		RMSE:  0.3747453024375418
		NRMSE:  0.19339696673248788
		MAPE:  99.12813435459367

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  RandomForests
		Pearson Correlation:  0.193268142876287
		Spearman Correlation:  0.1288803543458318
		Coefficient of Determination:  0.03655026477606105
		RMSE:  0.36434768946861296
		NRMSE:  0.1346011036616509
		MAPE:  517.3640858335742
		Pearson Correlation:  0.044230558158288136
		Spearman Correlation:  -0.05978684567685635
		Coefficient of Determination:  -0.006409334490806495
		RMSE:  0.3763151890353155
		NRMSE:  0.19420714715142465
		MAPE:  98.36754929438122

Protein:  CDH3
x_train_column_count:  5
x_train columns:  ['CDH3', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003025178489952651
		RMSE:  0.20883135309817671
		NRMSE:  0.14651130458142275
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.766266116724594e-05
		RMSE:  0.2045852237570374
		NRMSE:  0.1565890990172577
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  LinearRegression
		Pearson Correlation:  0.30693836006651254
		Spearman Correlation:  0.30737056164133547
		Coefficient of Determination:  0.09421115688032011
		RMSE:  0.19872088150616163
		NRMSE:  0.13941802878301737
		MAPE:  410.106151062482
		Pearson Correlation:  0.43652126754579146
		Spearman Correlation:  0.44880987220758956
		Coefficient of Determination:  0.17280717344802776
		RMSE:  0.1860651863652817
		NRMSE:  0.14241390143610205
		MAPE:  351.199913710246

	Predictor:  ElasticNet
		Pearson Correlation:  0.28996469465827424
		Spearman Correlation:  0.3061115403229242
		Coefficient of Determination:  0.0010869589812513292
		RMSE:  0.20868626340991342
		NRMSE:  0.14640951297210067
		MAPE:  118.11807325118772
		Pearson Correlation:  0.4636629726448006
		Spearman Correlation:  0.4640717978733782
		Coefficient of Determination:  0.001826187883099184
		RMSE:  0.2043924400441735
		NRMSE:  0.1564415427698016
		MAPE:  109.11838144132129

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.3496682668189332
		Spearman Correlation:  0.3307097672586625
		Coefficient of Determination:  0.12015906260707776
		RMSE:  0.19585384588255172
		NRMSE:  0.13740658211437934
		MAPE:  381.1612404025096
		Pearson Correlation:  0.4456557812474688
		Spearman Correlation:  0.4605862331967038
		Coefficient of Determination:  0.17847992914693533
		RMSE:  0.1854260861696705
		NRMSE:  0.14192473549354423
		MAPE:  326.56281030401266

Protein:  PTEN
x_train_column_count:  5
x_train columns:  ['PTEN', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.042477457330321045
		RMSE:  0.639641264822803
		NRMSE:  0.10001427016227082
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.028094267476815427
		RMSE:  0.5035947533045023
		NRMSE:  0.16597282753427667
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.458230587102
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389449
		RMSE:  0.49877990548911916
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809618

	Predictor:  LinearRegression
		Pearson Correlation:  0.42155639891925
		Spearman Correlation:  0.4286223965218868
		Coefficient of Determination:  0.1777097974697659
		RMSE:  0.5680881039015993
		NRMSE:  0.08882622217208963
		MAPE:  570.4471156402282
		Pearson Correlation:  0.40007827842936905
		Spearman Correlation:  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
0.40269729782460256
		Coefficient of Determination:  0.14712170651264866
		RMSE:  0.4586783680655446
		NRMSE:  0.15116945753923425
		MAPE:  191.8452688484082

	Predictor:  ElasticNet
		Pearson Correlation:  0.4101066083951139
		Spearman Correlation:  0.4288996648292669
		Coefficient of Determination:  0.055917792986515
		RMSE:  0.6087066459002177
		NRMSE:  0.09517733498557075
		MAPE:  260.0764753487035
		Pearson Correlation:  0.39094074178592825
		Spearman Correlation:  0.40280460442883625
		Coefficient of Determination:  0.05536719986306193
		RMSE:  0.48272105128290277
		NRMSE:  0.15909335287156506
		MAPE:  150.0426662714109

	Predictor:  RandomForests
		Pearson Correlation:  0.45099025349953137
		Spearman Correlation:  0.44652349897352256
		Coefficient of Determination:  0.19953456263780123
		RMSE:  0.5604984674177989
		NRMSE:  0.08763950706243434
		MAPE:  529.5773017269939
		Pearson Correlation:  0.3866330546263069
		Spearman Correlation:  0.3981096259406254
		Coefficient of Determination:  0.13840788698258943
		RMSE:  0.4610155617120034
		NRMSE:  0.15193974085821746
		MAPE:  202.21690083920234

Protein:  BRCA2
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['BRCA2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026562361008646285
		RMSE:  0.19787350383771835
		NRMSE:  0.12800221484333532
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00017758204834872338
		RMSE:  0.18475106890837595
		NRMSE:  0.18489898809885505
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  LinearRegression
		Pearson Correlation:  0.06015976604066663
		Spearman Correlation:  0.031135536848122907
		Coefficient of Determination:  0.0036191974500676682
		RMSE:  0.19725330568770938
		NRMSE:  0.12760101541388572
		MAPE:  129.51458362448244
		Pearson Correlation:  -0.08988136768684726
		Spearman Correlation:  -0.04992201970789453
		Coefficient of Determination:  -0.030872528051649528
		RMSE:  0.18756460414404852
		NRMSE:  0.1877147759648204
		MAPE:  110.44946082480878

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  RandomForests
		Pearson Correlation:  0.3257942376102405
		Spearman Correlation:  0.25500959044958793
		Coefficient of Determination:  0.04912356112431371
		RMSE:  0.19269642508331206
		NRMSE:  0.12465321897410636
		MAPE:  133.9139947559344
		Pearson Correlation:  -0.03975777992192093
		Spearman Correlation:  -0.01067431406904905
		Coefficient of Determination:  -0.021845741347306546
		RMSE:  0.18674159822161593
		NRMSE:  0.18689111111050435
		MAPE:  115.13583396986726

Protein:  CDKN2A
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['CDKN2A', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.062199248812668806
		RMSE:  0.6624014175436462
		NRMSE:  0.14974599695798488
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10057809021042674
		RMSE:  0.783524323220729
		NRMSE:  0.21159176970584093
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6427147371513342
		NRMSE:  0.145295521001771
		MAPE:  207.86247046219444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010510594090658465
		RMSE:  0.7507796405829533
		NRMSE:  0.20274902527219912
		MAPE:  439.74244050751946

	Predictor:  LinearRegression
		Pearson Correlation:  0.5902830157176168
		Spearman Correlation:  0.4874835306554973
		Coefficient of Determination:  0.34843403864468425
		RMSE:  0.5187969954543651
		NRMSE:  0.11728201547515882
		MAPE:  208.4978527085337
		Pearson Correlation:  0.6377004120907168
		Spearman Correlation:  0.5191688615744806
		Coefficient of Determination:  0.3990290100680318
		RMSE:  0.5789869907465781
		NRMSE:  0.15635619517866003
		MAPE:  377.4615477341449

	Predictor:  ElasticNet
		Pearson Correlation:  0.562125137009275
		Spearman Correlation:  0.4872043250292133
		Coefficient of Determination:  0.14123787801928456
		RMSE:  0.5956000128152068
		NRMSE:  0.13464451516111828
		MAPE:  195.42571514800443
		Pearson Correlation:  0.6740234299663662
		Spearman Correlation:  0.5412203687445128
		Coefficient of Determination:  0.16859272328257657
		RMSE:  0.6810029013421282
		NRMSE:  0.18390572545021014
		MAPE:  300.3157308642479

	Predictor:  RandomForests
		Pearson Correlation:  0.6031166548470466
		Spearman Correlation:  0.5142043852276713
		Coefficient of Determination:  0.36338257195258583
		RMSE:  0.5128112215701984
		NRMSE:  0.11592883950948307
		MAPE:  222.42155552398435
		Pearson Correlation:  0.6736173012257093
		Spearman Correlation:  0.5183481629817652
		Coefficient of Determination:  0.4416816519711879
		RMSE:  0.5580627074004604
		NRMSE:  0.15070556505548485
		MAPE:  518.4052407636528

Protein:  TP53
x_train_column_count:  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
5
x_train columns:  ['TP53', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05546789854165435
		RMSE:  0.4652085657713222
		NRMSE:  0.11180210665016156
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04275496084346875
		RMSE:  0.4295356456720749
		NRMSE:  0.1544592202783541
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  LinearRegression
		Pearson Correlation:  0.39770760455902926
		Spearman Correlation:  0.3000909123121332
		Coefficient of Determination:  0.15817133872408118
		RMSE:  0.4154674860276144
		NRMSE:  0.09984798991290902
		MAPE:  670.3192311186442
		Pearson Correlation:  0.32946506284533145
		Spearman Correlation:  0.2898156277436348
		Coefficient of Determination:  0.09071975339201477
		RMSE:  0.40110396599093134
		NRMSE:  0.14423530727136227
		MAPE:  1103.007270274808

	Predictor:  ElasticNet
		Pearson Correlation:  0.34033977800231224
		Spearman Correlation:  0.2977431207885347
		Coefficient of Determination:  0.0457357347479902
		RMSE:  0.44234336627107707
		NRMSE:  0.1063069854052096
		MAPE:  411.250806039811
		Pearson Correlation:  0.2657282239966221
		Spearman Correlation:  0.2420007804116672
		Coefficient of Determination:  0.03886107056510546
		RMSE:  0.4123833876400117
		NRMSE:  0.14829134008414963
		MAPE:  321.6982286878238

	Predictor:  RandomForests
		Pearson Correlation:  0.45492238975734456
		Spearman Correlation:  0.34634270161779623
		Coefficient of Determination:  0.20619176236443626
		RMSE:  0.40344374717794973
		NRMSE:  0.09695836269597446
		MAPE:  668.2271002590516
		Pearson Correlation:  0.3281714473563291
		Spearman Correlation:  0.28867684750577033
		Coefficient of Determination:  0.08991864560113616
		RMSE:  0.40128062042132523
		NRMSE:  0.1442988314651103
		MAPE:  1228.5562057380778

Protein:  CTNNB1
x_train_column_count:  5
x_train columns:  ['CTNNB1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.41897644861846284
		RMSE:  0.8782004120680554
		NRMSE:  0.17699587078381512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5843844136424388
		RMSE:  0.9452480588674593
		NRMSE:  0.23451795238114906
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  LinearRegression
		Pearson Correlation:  0.16038078386318463
		Spearman Correlation:  0.16306073530231419
		Coefficient of Determination:  0.0257219958325694
		RMSE:  0.727691817886278
		NRMSE:  0.14666179291095352
		MAPE:  635.2747882152647
		Pearson Correlation:  -0.07541558892175212
		Spearman Correlation:  -0.07804604428836212
		Coefficient of Determination:  -0.0648508064184512
		RMSE:  0.7749253989324936
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		NRMSE:  0.1922605564760814
		MAPE:  374.0930876977652

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  RandomForests
		Pearson Correlation:  0.3101921197195444
		Spearman Correlation:  0.30218639412689285
		Coefficient of Determination:  0.08112196149899753
		RMSE:  0.7066998169279368
		NRMSE:  0.14243098472860852
		MAPE:  629.3479296651823
		Pearson Correlation:  -0.06020498570784447
		Spearman Correlation:  -0.04014575748895606
		Coefficient of Determination:  -0.07573696996622581
		RMSE:  0.7788764282639427
		NRMSE:  0.19324081483251693
		MAPE:  401.59866873136957

Protein:  CCNE1
x_train_column_count:  5
x_train columns:  ['CCNE1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.7135069779129597
		RMSE:  0.7967382438332794
		NRMSE:  0.19227700939577658
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.179220592822603
		RMSE:  0.7927883268238614
		NRMSE:  0.2823823069719898
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.48367116033059243
		NRMSE:  0.11672446372338549
		MAPE:  119.9663870203584
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008650225247206267
		RMSE:  0.5393577763958428
		NRMSE:  0.19211318838676503
		MAPE:  85.21064296831354

	Predictor:  LinearRegression
		Pearson Correlation:  0.8546837034527556
		Spearman Correlation:  0.710856879603905
		Coefficient of Determination:  0.7304842329477176
		RMSE:  0.25109743780914073
		NRMSE:  0.06059739793159272
		MAPE:  56.71402513327266
		Pearson Correlation:  0.8480809615635369
		Spearman Correlation:  0.7099209833187007
		Coefficient of Determination:  0.718342798425444
		RMSE:  0.2850145818173703
		NRMSE:  0.10151899619496717
		MAPE:  46.423707512162295

	Predictor:  ElasticNet
		Pearson Correlation:  0.847231646296382
		Spearman Correlation:  0.7131090453751777
		Coefficient of Determination:  0.23571531785541422
		RMSE:  0.42284166125453027
		NRMSE:  0.102044467807643
		MAPE:  105.65494976761289
		Pearson Correlation:  0.8398970064985707
		Spearman Correlation:  0.7106623744024974
		Coefficient of Determination:  0.21715488721207277
		RMSE:  0.4751651406091533
		NRMSE:  0.16924849175749004
		MAPE:  72.89475059996361

	Predictor:  RandomForests
		Pearson Correlation:  0.8561811753710815
		Spearman Correlation:  0.7204369297834651
		Coefficient of Determination:  0.7277442789638863
		RMSE:  0.2523705649588593
		NRMSE:  0.06090464197670181
		MAPE:  54.282600563515125
		Pearson Correlation:  0.8346467335894345
		Spearman Correlation:  0.7068181224371397
		Coefficient of Determination:  0.6943052206560596
		RMSE:  0.2969276634196074
		NRMSE:  0.10576230219754493
		MAPE:  44.97926614243301

Protein:  CCND1
x_train_column_count:  5
x_train columns:  ['CCND1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.46307157054532877
		RMSE:  0.2889602070536637
		NRMSE:  0.17371452011738692
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5143850316766378
		RMSE:  0.2891269997261264
		NRMSE:  0.20591917819933792
		MAPE:  100.0

	Predictor:  Mean
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  LinearRegression
		Pearson Correlation:  0.4246144191686522
		Spearman Correlation:  0.37521439038041693
		Coefficient of Determination:  0.18029740496593172
		RMSE:  0.2162884902152279
		NRMSE:  0.13002638552814558
		MAPE:  322.6707908693009
		Pearson Correlation:  0.14489966107306512
		Spearman Correlation:  0.42946054043507953
		Coefficient of Determination:  -0.31200887438731484
		RMSE:  0.26911560504843196
		NRMSE:  0.19166686018491252
		MAPE:  1177.0938011179167

	Predictor:  ElasticNet
		Pearson Correlation:  0.41215778023991984
		Spearman Correlation:  0.3731637827526827
		Coefficient of Determination:  0.004892213011307378
		RMSE:  0.2383089298691475
		NRMSE:  0.1432644370448519
		MAPE:  406.0826683258911
		Pearson Correlation:  0.5233722237353936
		Spearman Correlation:  0.4734221051604722
		Coefficient of Determination:  0.007532651379761224
		RMSE:  0.23406075912432214
		NRMSE:  0.1667004437954548
		MAPE:  1317.0824745894265

	Predictor:  RandomForests
		Pearson Correlation:  0.4679171257337744
		Spearman Correlation:  0.40016447040719705
		Coefficient of Determination:  0.2127242201433427
		RMSE:  0.2119672178109137
		NRMSE:  0.12742856152439777
		MAPE:  315.08374736347946
		Pearson Correlation:  0.5050841544101987
		Spearman Correlation:  0.4767786498993165
		Coefficient of Determination:  0.25320689683490005
		RMSE:  0.20303487601183506
		NRMSE:  0.14460349553574944
		MAPE:  1138.0620619613712

Protein:  ERBB2
x_train_column_count:  5
x_train columns:  ['ERBB2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10512598969709641
		RMSE:  1.0713675802437574
		NRMSE:  0.18252510013182233
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.044647408489899565
		RMSE:  0.9270678870989714
		NRMSE:  0.17190207437399804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  LinearRegression
		Pearson Correlation:  0.8313950484471637
		Spearman Correlation:  0.6137315235983202
		Coefficient of Determination:  0.6912177265824613
		RMSE:  0.5663159380966224
		NRMSE:  0.0964812406250102
		MAPE:  621.7702578217554
		Pearson Correlation:  0.8242031809517877
		Spearman Correlation:  0.682811433030924
		Coefficient of Determination:  0.666609095079564
		RMSE:  0.5237252901549727
		NRMSE:  0.09711205083533705
		MAPE:  482.0662120312373

	Predictor:  ElasticNet
		Pearson Correlation:  0.8137781960861534
		Spearman Correlation:  0.6137508967340191
		Coefficient of Determination:  0.39995172265881973
		RMSE:  0.7894519481624829
		NRMSE:  0.1344961323683464
		MAPE:  530.5213638291741
		Pearson Correlation:  0.8249782537112411
		Spearman Correlation:  0.7166081357916302
		Coefficient of Determination:  0.3702822251348573
		RMSE:  0.7197797897397892
		NRMSE:  0.133465564572555
		MAPE:  462.8896664478878

	Predictor:  RandomForests
		Pearson Correlation:  0.8350290813697612
		Spearman Correlation:  0.6216057076940171
		Coefficient of Determination:  0.6965211280520716
		RMSE:  0.5614315762021708
		NRMSE:  0.09564910918823293
		MAPE:  467.4310756077953
		Pearson Correlation:  0.8040149199599619
		Spearman Correlation:  0.712575091635544
		Coefficient of Determination:  0.6363330370305993
		RMSE:  0.5469890053467115
		NRMSE:  0.1014257380579847
		MAPE:  341.96897482700155

Protein:  ERBB3
x_train_column_count:  5
x_train columns:  ['ERBB3', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20107865915633893
		RMSE:  0.5031866190144979
		NRMSE:  0.13579562619977975
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27170508071542576
		RMSE:  0.5249654097328843
		NRMSE:  0.21064675210776365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  LinearRegression
		Pearson Correlation:  0.4663017594908432
		Spearman Correlation:  0.4461608353851102
		Coefficient of Determination:  0.2174373309042561
		RMSE:  0.40616539751138275
		NRMSE:  0.1096123831825336
		MAPE:  243.26969049653204
		Pearson Correlation:  0.44839722053600783
		Spearman Correlation:  0.47324952839944506
		Coefficient of Determination:  0.1926531981608467
		RMSE:  0.4182804339059611
		NRMSE:  0.1678385151458819
		MAPE:  254.16446935530894

	Predictor:  ElasticNet
		Pearson Correlation:  0.42266810621755413
		Spearman Correlation:  0.4461608353851102
		Coefficient of Determination:  0.08593928593936206
		RMSE:  0.43896599675112247
		NRMSE:  0.11846432348693214
		MAPE:  208.445848966907
		Pearson Correlation:  0.44185663823837446
		Spearman Correlation:  0.47324952839944506
		Coefficient of Determination:  0.08645686130181163
		RMSE:  0.44494057868238684
		NRMSE:  0.17853612074761926
		MAPE:  232.6676565401185

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.4888755048912228
		Spearman Correlation:  0.4625210017746683
		Coefficient of Determination:  0.23742555962963663
		RMSE:  0.4009447034394504
		NRMSE:  0.10820346769490789
		MAPE:  242.397265680779
		Pearson Correlation:  0.4306135180238071
		Spearman Correlation:  0.47175791537273415
		Coefficient of Determination:  0.17674257303902818
		RMSE:  0.4223819140865897
		NRMSE:  0.16948426830002475
		MAPE:  270.9861842046686


Fold:  2

Protein:  RB1
x_train_column_count:  5
x_train columns:  ['RB1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.012372001566697044
		RMSE:  0.23649063304821735
		NRMSE:  0.08648721220312221
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0009378943328373079
		RMSE:  0.2450188572791325
		NRMSE:  0.14037816530069125
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  LinearRegression
		Pearson Correlation:  0.26456966080021543
		Spearman Correlation:  0.3159384021100288
		Coefficient of Determination:  0.06999710541594106
		RMSE:  0.22666581757301948
		NRMSE:  0.08289416968001005
		MAPE:  219.69500773177398
		Pearson Correlation:  0.09552637293500472
		Spearman Correlation:  0.10588723051409618
		Coefficient of Determination:  -0.03316702170957608
		RMSE:  0.24893227717260996
		NRMSE:  0.14262027315638068
		MAPE:  388.5294769187383

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  RandomForests
		Pearson Correlation:  0.35614812748472296
		Spearman Correlation:  0.4067656823580468
		Coefficient of Determination:  0.11704931686327302
		RMSE:  0.22085747588364613
		NRMSE:  0.08076999556891681
		MAPE:  212.91843709848632
		Pearson Correlation:  0.11262387941505292
		Spearman Correlation:  0.13200550644686648
		Coefficient of Determination:  -0.01822745511322843
		RMSE:  0.2471259465963582
		NRMSE:  0.14158537578139255
		MAPE:  371.2748514968058

Protein:  CDH1
x_train_column_count:  5
x_train columns:  ['CDH1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0848918633043636
		RMSE:  1.167193365558287
		NRMSE:  0.18724526599154356
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3357437347566168
		RMSE:  1.329821844339591
		NRMSE:  0.2361608674018098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  LinearRegression
		Pearson Correlation:  0.7167064826735308
		Spearman Correlation:  0.547751677945964
		Coefficient of Determination:  0.513668182306264
		RMSE:  0.781476506144797
		NRMSE:  0.12536721041867283
		MAPE:  343.8737939369222
		Pearson Correlation:  0.669906699847619
		Spearman Correlation:  0.6868207979709298
		Coefficient of Determination:  0.41615113315261054
		RMSE:  0.8791887262468172
		NRMSE:  0.15613367541232767
		MAPE:  181.01068689139558

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.6105061737270959
		Spearman Correlation:  0.5479778011770806
		Coefficient of Determination:  0.2263184310331241
		RMSE:  0.985668119228926
		NRMSE:  0.15812434735364178
		MAPE:  473.30113167183407
		Pearson Correlation:  0.655113043342397
		Spearman Correlation:  0.6868207979709298
		Coefficient of Determination:  0.18747023723750322
		RMSE:  1.0371737789502031
		NRMSE:  0.18418998027884978
		MAPE:  146.21173186693304

	Predictor:  RandomForests
		Pearson Correlation:  0.7350304267267253
		Spearman Correlation:  0.5613110030188662
		Coefficient of Determination:  0.540044664604505
		RMSE:  0.7599891897018013
		NRMSE:  0.12192013952062264
		MAPE:  218.35511995481855
		Pearson Correlation:  0.6514395210092938
		Spearman Correlation:  0.6950490242779388
		Coefficient of Determination:  0.3838687429160702
		RMSE:  0.903167935022137
		NRMSE:  0.16039210353793942
		MAPE:  213.09240930445145

Protein:  CDH2
x_train_column_count:  5
x_train columns:  ['CDH2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0042702958885580955
		RMSE:  0.36888339320753855
		NRMSE:  0.13366308906715652
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005559500410650786
		RMSE:  0.3881548727768219
		NRMSE:  0.20448899349205915
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  LinearRegression
		Pearson Correlation:  0.1665773148522127
		Spearman Correlation:  0.07854256675062343
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Coefficient of Determination:  0.027748001823373114
		RMSE:  0.3629553627734806
		NRMSE:  0.13151509630171776
		MAPE:  528.3439862110217
		Pearson Correlation:  0.11317933254150706
		Spearman Correlation:  0.09953663057262709
		Coefficient of Determination:  0.008686022195508292
		RMSE:  0.38539561654172916
		NRMSE:  0.20303535328328293
		MAPE:  125.59302773862242

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  RandomForests
		Pearson Correlation:  0.19459124386792997
		Spearman Correlation:  0.14527658773850916
		Coefficient of Determination:  0.036529717015252094
		RMSE:  0.3613124756022793
		NRMSE:  0.13091980418953522
		MAPE:  424.33177070736815
		Pearson Correlation:  0.10471562157086545
		Spearman Correlation:  0.0855059428777579
		Coefficient of Determination:  0.0071018878634965255
		RMSE:  0.3857034275539627
		NRMSE:  0.20319751526678997
		MAPE:  125.14009759181897

Protein:  CDH3
x_train_column_count:  5
x_train columns:  ['CDH3', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032535082492379797
		RMSE:  0.20804431995898212
		NRMSE:  0.15657381105189322
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10171995354262497
		RMSE:  0.2077503373255318
		NRMSE:  0.17094572313464315
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  LinearRegression
		Pearson Correlation:  0.381223514355866
		Spearman Correlation:  0.3541228260677942
		Coefficient of Determination:  0.1453313678978374
		RMSE:  0.19202129843558782
		NRMSE:  0.14451491155884777
		MAPE:  436.1674078203242
		Pearson Correlation:  0.16170364658225225
		Spearman Correlation:  0.2574968295776022
		Coefficient of Determination:  -0.17968918586073568
		RMSE:  0.21497597593145573
		NRMSE:  0.17689128275442753
		MAPE:  726.5905364991684

	Predictor:  ElasticNet
		Pearson Correlation:  0.36688316181661
		Spearman Correlation:  0.3550272027884919
		Coefficient of Determination:  0.02556186371400626
		RMSE:  0.20503483631065103
		NRMSE:  0.1543088786364807
		MAPE:  112.62109036636627
		Pearson Correlation:  0.17671077578880104
		Spearman Correlation:  0.25419471271095506
		Coefficient of Determination:  -0.13374845616053666
		RMSE:  0.21074849620554895
		NRMSE:  0.17341273447342137
		MAPE:  243.5875055216441

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.4204718415225781
		Spearman Correlation:  0.381566465141858
		Coefficient of Determination:  0.17586554340406868
		RMSE:  0.18855999399025514
		NRMSE:  0.14190993955901884
		MAPE:  407.9762976268253
		Pearson Correlation:  0.1528224579371404
		Spearman Correlation:  0.25482125674289846
		Coefficient of Determination:  -0.20420158161696267
		RMSE:  0.2171979524042062
		NRMSE:  0.1787196185338651
		MAPE:  749.9943127972166

Protein:  PTEN
x_train_column_count:  5
x_train columns:  ['PTEN', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.03862384422015608
		RMSE:  0.6356813050691055
		NRMSE:  0.09939509109047072
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04557869434051831
		RMSE:  0.5231599683741948
		NRMSE:  0.17546282813730707
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  LinearRegression
		Pearson Correlation:  0.44318972931576367
		Spearman Correlation:  0.451121115570204
		Coefficient of Determination:  0.19641713617098
		RMSE:  0.5591465227993034
		NRMSE:  0.0874281170822146
		MAPE:  413.42543811710976
		Pearson Correlation:  0.33211366103104667
		Spearman Correlation:  0.3185445322407571
		Coefficient of Determination:  -0.34649001011591274
		RMSE:  0.593687233583485
		NRMSE:  0.19911699543315167
		MAPE:  874.9197407923721

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.42134560437019064
		Spearman Correlation:  0.4509122731754614
		Coefficient of Determination:  0.05444111332780588
		RMSE:  0.6065332102338502
		NRMSE:  0.09483749671391606
		MAPE:  204.30462643681912
		Pearson Correlation:  0.370883239303806
		Spearman Correlation:  0.32171495463857186
		Coefficient of Determination:  0.0637485877176075
		RMSE:  0.49505378488632884
		NRMSE:  0.16603628417169602
		MAPE:  326.5182487905579

	Predictor:  RandomForests
		Pearson Correlation:  0.46386658448038803
		Spearman Correlation:  0.47169340044799996
		Coefficient of Determination:  0.21170000018707225
		RMSE:  0.5538039617203611
		NRMSE:  0.08659275454934892
		MAPE:  387.7947714468296
		Pearson Correlation:  0.3284110755369886
		Spearman Correlation:  0.3189015377155911
		Coefficient of Determination:  0.06659360136503978
		RMSE:  0.49430104563962285
		NRMSE:  0.16578382265884856
		MAPE:  807.6057788047854

Protein:  BRCA2
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['BRCA2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004232193403179485
		RMSE:  0.1957372843548259
		NRMSE:  0.12609907189874434
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0041831029428383015
		RMSE:  0.19359139518213575
		NRMSE:  0.1310414025181481
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  LinearRegression
		Pearson Correlation:  0.06271548553170346
		Spearman Correlation:  0.07353399408127455
		Coefficient of Determination:  0.0039332321254773595
		RMSE:  0.19493988888667502
		NRMSE:  0.12558536890750524
		MAPE:  121.69400405859922
		Pearson Correlation:  0.0183923175881266
		Spearman Correlation:  -0.11329626377914352
		Coefficient of Determination:  -0.04408399998357182
		RMSE:  0.19740007588567446
		NRMSE:  0.13361948642867502
		MAPE:  113.98373117217326

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  RandomForests
		Pearson Correlation:  0.3065859879492729
		Spearman Correlation:  0.2519146540417206
		Coefficient of Determination:  0.04415935545666705
		RMSE:  0.19096300303904637
		NRMSE:  0.12302335515480521
		MAPE:  126.69248816875668
		Pearson Correlation:  0.07896059153515289
		Spearman Correlation:  0.05877387777856347
		Coefficient of Determination:  -0.011046221373264498
		RMSE:  0.19425182166951882
		NRMSE:  0.13148844311664884
		MAPE:  123.9361936403578

Protein:  CDKN2A
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['CDKN2A', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07796029040511754
		RMSE:  0.688717064305458
		NRMSE:  0.155695052403178
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04182297654643197
		RMSE:  0.6873705418142212
		NRMSE:  0.18569552134596423
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6633450034781481
		NRMSE:  0.14995930902637006
		MAPE:  291.0442764508337
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00497373418246827
		RMSE:  0.6751049711753466
		NRMSE:  0.1823819351565125
		MAPE:  246.23249271843073

	Predictor:  LinearRegression
		Pearson Correlation:  0.5978398883038558
		Spearman Correlation:  0.476603374893099
		Coefficient of Determination:  0.3574125320471665
		RMSE:  0.5317476606800147
		NRMSE:  0.1202097119204283
		MAPE:  223.46420860320717
		Pearson Correlation:  0.6944427589432202
		Spearman Correlation:  0.5752024192761682
		Coefficient of Determination:  0.46945667041756667
		RMSE:  0.4905173571012287
		NRMSE:  0.1325149549117216
		MAPE:  212.25695309286326

	Predictor:  ElasticNet
		Pearson Correlation:  0.5732511666726422
		Spearman Correlation:  0.4759909513511134
		Coefficient of Determination:  0.16025425772046542
		RMSE:  0.6078737192036463
		NRMSE:  0.137419174681507
		MAPE:  235.55007904453026
		Pearson Correlation:  0.6623396757275588
		Spearman Correlation:  0.5756072578285046
		Coefficient of Determination:  0.17303359063472257
		RMSE:  0.61240381141665
		NRMSE:  0.16544300070689702
		MAPE:  231.27194063556337

	Predictor:  RandomForests
		Pearson Correlation:  0.6040027516191304
		Spearman Correlation:  0.4861296560239233
		Coefficient of Determination:  0.36433447381499207
		RMSE:  0.528875917565927
		NRMSE:  0.11956051035739278
		MAPE:  257.31980271784846
		Pearson Correlation:  0.6768078158008014
		Spearman Correlation:  0.569489990183919
		Coefficient of Determination:  0.44303391666723235
		RMSE:  0.5025836141073503
		NRMSE:  0.13577469583621957
		MAPE:  209.43106914074932

Protein:  TP53
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['TP53', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056514421630322165
		RMSE:  0.4680116353271619
		NRMSE:  0.125354663272308
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.038787823290495904
		RMSE:  0.4172475009588805
		NRMSE:  0.13741067049526773
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941389
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  LinearRegression
		Pearson Correlation:  0.3797687638166014
		Spearman Correlation:  0.3120800933459654
		Coefficient of Determination:  0.1442243139707895
		RMSE:  0.421210226805588
		NRMSE:  0.11281913132599117
		MAPE:  477.40990950836294
		Pearson Correlation:  0.4086657060735872
		Spearman Correlation:  0.2796458882060287
		Coefficient of Determination:  0.1631565561487217
		RMSE:  0.3745005226708005
		NRMSE:  0.12333295658514752
		MAPE:  1820.3053717159971

	Predictor:  ElasticNet
		Pearson Correlation:  0.3115721065415707
		Spearman Correlation:  0.28717437803663004
		Coefficient of Determination:  0.03339144891170964
		RMSE:  0.4476558372297671
		NRMSE:  0.11990246075526105
		MAPE:  254.5337566529247
		Pearson Correlation:  0.39984375020958235
		Spearman Correlation:  0.3101990049751244
		Coefficient of Determination:  0.05264728843342936
		RMSE:  0.3984613209724695
		NRMSE:  0.13122388308001628
		MAPE:  975.3530036869894

	Predictor:  RandomForests
		Pearson Correlation:  0.4184031202222781
		Spearman Correlation:  0.3552267477234314
		Coefficient of Determination:  0.17439233728103443
		RMSE:  0.4137193112705605
		NRMSE:  0.1108127256650758
		MAPE:  505.5339335076081
		Pearson Correlation:  0.46793918082121677
		Spearman Correlation:  0.28068144997753247
		Coefficient of Determination:  0.21780722524703144
		RMSE:  0.36206556235238085
		NRMSE:  0.11923779428696882
		MAPE:  1845.1105999300512

Protein:  CTNNB1
x_train_column_count:  5
x_train columns:  ['CTNNB1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3748966387166963
		RMSE:  0.8500866572002603
		NRMSE:  0.167208233123576
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8495839638322671
		RMSE:  1.0424819908687044
		NRMSE:  0.25944650229429445
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  LinearRegression
		Pearson Correlation:  0.16192288465692375
		Spearman Correlation:  0.14060816807450946
		Coefficient of Determination:  0.0262190205756192
		RMSE:  0.71541627912053
		NRMSE:  0.14071917370584777
		MAPE:  622.7058350321054
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  -0.03492451460677596
		Spearman Correlation:  0.10916008194322507
		Coefficient of Determination:  -14.552145018958
		RMSE:  3.022920209972761
		NRMSE:  0.7523257783461739
		MAPE:  658.2739020267418

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  RandomForests
		Pearson Correlation:  0.2841720487354023
		Spearman Correlation:  0.29091199686053093
		Coefficient of Determination:  0.06884976897217243
		RMSE:  0.6995810745496404
		NRMSE:  0.13760445998222667
		MAPE:  631.5635683552986
		Pearson Correlation:  0.0711397534338752
		Spearman Correlation:  0.14282184909213674
		Coefficient of Determination:  -0.1285956971281863
		RMSE:  0.8143305550615784
		NRMSE:  0.20266557702933685
		MAPE:  489.1762361982494

Protein:  CCNE1
x_train_column_count:  5
x_train columns:  ['CCNE1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4791855590206433
		RMSE:  0.8074207285197392
		NRMSE:  0.19485501569122746
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.202859557398884
		RMSE:  0.7485643095226329
		NRMSE:  0.4068306401244751
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		RMSE:  0.5127968844139411
		NRMSE:  0.12375338089483821
		MAPE:  119.54577818111471
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.708057571667368e-05
		RMSE:  0.41828317133084
		NRMSE:  0.22732904598983691
		MAPE:  82.35330275987332

	Predictor:  LinearRegression
		Pearson Correlation:  0.8556361342330594
		Spearman Correlation:  0.7037421206310505
		Coefficient of Determination:  0.7321131942052943
		RMSE:  0.2654122965292459
		NRMSE:  0.06405200582311604
		MAPE:  58.939578936434124
		Pearson Correlation:  0.8420764727642883
		Spearman Correlation:  0.752243683543069
		Coefficient of Determination:  0.7046825077192866
		RMSE:  0.22730278393445397
		NRMSE:  0.12353479308825265
		MAPE:  37.66288415784498

	Predictor:  ElasticNet
		Pearson Correlation:  0.8479583425434796
		Spearman Correlation:  0.7061567494715154
		Coefficient of Determination:  0.26106144577071444
		RMSE:  0.44080807454910986
		NRMSE:  0.10638030613922578
		MAPE:  103.46678541764867
		Pearson Correlation:  0.8317933104887405
		Spearman Correlation:  0.7531411569602966
		Coefficient of Determination:  0.2471085009450409
		RMSE:  0.362932922338226
		NRMSE:  0.1972472254404785
		MAPE:  69.57551723282323

	Predictor:  RandomForests
		Pearson Correlation:  0.8575095771109752
		Spearman Correlation:  0.710170393324273
		Coefficient of Determination:  0.731498626310561
		RMSE:  0.26571656764063023
		NRMSE:  0.06412543563497122
		MAPE:  67.92450709705875
		Pearson Correlation:  0.8347305792258161
		Spearman Correlation:  0.7370836679134409
		Coefficient of Determination:  0.6934281121432458
		RMSE:  0.2315934823465308
		NRMSE:  0.12586670707260952
		MAPE:  40.58980832475773

Protein:  CCND1
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['CCND1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.45856423758787734
		RMSE:  0.28833360256132
		NRMSE:  0.17333782361719832
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5341468996847767
		RMSE:  0.29160473760802996
		NRMSE:  0.22560247695118987
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  LinearRegression
		Pearson Correlation:  0.46538459496056706
		Spearman Correlation:  0.39484689323974637
		Coefficient of Determination:  0.2165828212266111
		RMSE:  0.2113143659616266
		NRMSE:  0.12703608587225512
		MAPE:  507.3617014658405
		Pearson Correlation:  0.32770770870300897
		Spearman Correlation:  0.3886206223783046
		Coefficient of Determination:  0.09500903975684538
		RMSE:  0.22396658228624372
		NRMSE:  0.1732736447718046
		MAPE:  333.1482822199375

	Predictor:  ElasticNet
		Pearson Correlation:  0.4580422277339426
		Spearman Correlation:  0.3945270040292828
		Coefficient of Determination:  0.0224549007344782
		RMSE:  0.23604830118196116
		NRMSE:  0.14190541245263444
		MAPE:  621.9966419317939
		Pearson Correlation:  0.3537029693476282
		Spearman Correlation:  0.3886206223783046
		Coefficient of Determination:  0.01396985092747205
		RMSE:  0.2337793782590855
		NRMSE:  0.1808653975514371
		MAPE:  416.4716117994525

	Predictor:  RandomForests
		Pearson Correlation:  0.5008394330542719
		Spearman Correlation:  0.4095456699463168
		Coefficient of Determination:  0.24675893608299893
		RMSE:  0.20720463779582826
		NRMSE:  0.12456543614711153
		MAPE:  491.2427450802543
		Pearson Correlation:  0.3225095409332166
		Spearman Correlation:  0.3839087800361473
		Coefficient of Determination:  0.09369217172592081
		RMSE:  0.22412947187967547
		NRMSE:  0.17339966568644818
		MAPE:  339.86681722580477

Protein:  ERBB2
x_train_column_count:  5
x_train columns:  ['ERBB2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10787728881134795
		RMSE:  1.034673205097243
		NRMSE:  0.18568153277771168
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04400358650048397
		RMSE:  1.0802115255265201
		NRMSE:  0.18403181176661842
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  LinearRegression
		Pearson Correlation:  0.8380442142933153
		Spearman Correlation:  0.6629978079877736
		Coefficient of Determination:  0.7023181051105007
		RMSE:  0.5363318438947928
		NRMSE:  0.09624963549966671
		MAPE:  349.8906453146169
		Pearson Correlation:  0.8191907396301089
		Spearman Correlation:  0.5166032582187103
		Coefficient of Determination:  0.6482854181023512
		RMSE:  0.6269790054364633
		NRMSE:  0.10681619255438325
		MAPE:  1725.3612256592855

	Predictor:  ElasticNet
		Pearson Correlation:  0.8150200332932453
		Spearman Correlation:  0.6630955260861322
		Coefficient of Determination:  0.3820623825897894
		RMSE:  0.7727334094602777
		NRMSE:  0.13867405011580095
		MAPE:  326.7431369277624
		Pearson Correlation:  0.8316119196002757
		Spearman Correlation:  0.5166032582187103
		Coefficient of Determination:  0.3711121140862518
		RMSE:  0.838386788566291
		NRMSE:  0.14283298781305537
		MAPE:  1303.8036405094376

	Predictor:  RandomForests
		Pearson Correlation:  0.8389629182616922
		Spearman Correlation:  0.6674393366047144
		Coefficient of Determination:  0.7023517759520006
		RMSE:  0.5363015107514226
		NRMSE:  0.09624419194074665
		MAPE:  280.29122898726524
		Pearson Correlation:  0.8161121853257634
		Spearman Correlation:  0.5012523821949281
		Coefficient of Determination:  0.6428254688684671
		RMSE:  0.63182681426791
		NRMSE:  0.10764209657527812
		MAPE:  1420.7544425542162

Protein:  ERBB3
x_train_column_count:  5
x_train columns:  ['ERBB3', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.22544319167926496
		RMSE:  0.49276112816642853
		NRMSE:  0.13298208544838536
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.18202543932109472
		RMSE:  0.5629306521688778
		NRMSE:  0.2077549194412726
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  LinearRegression
		Pearson Correlation:  0.4740917504547122
		Spearman Correlation:  0.45750245249411897
		Coefficient of Determination:  0.22476298784921311
		RMSE:  0.39192872865438366
		NRMSE:  0.1057703148735204
		MAPE:  222.83463525119785
		Pearson Correlation:  0.12419664603309853
		Spearman Correlation:  0.40148765974051315
		Coefficient of Determination:  -0.3408541313603002
		RMSE:  0.5995594500953363
		NRMSE:  0.22127312622770837
		MAPE:  363.63852899934136

	Predictor:  ElasticNet
		Pearson Correlation:  0.4334247617702558
		Spearman Correlation:  0.4574811032948563
		Coefficient of Determination:  0.08763146971723834
		RMSE:  0.42518212458831306
		NRMSE:  0.11474445200968111
		MAPE:  202.14428979946493
		Pearson Correlation:  0.40759882938597475
		Spearman Correlation:  0.4416544727343674
		Coefficient of Determination:  0.07912352280627322
		RMSE:  0.4968693128807811
		NRMSE:  0.18337435290238788
		MAPE:  287.4508787027189

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.4937926972662044
		Spearman Correlation:  0.47011878226411286
		Coefficient of Determination:  0.24235048330361064
		RMSE:  0.38745745765908807
		NRMSE:  0.10456364716462097
		MAPE:  216.39720242867085
		Pearson Correlation:  0.4334367844462965
		Spearman Correlation:  0.44593650227107995
		Coefficient of Determination:  0.1860571517329479
		RMSE:  0.4671307332863833
		NRMSE:  0.17239904682493784
		MAPE:  360.2060064779412


Fold:  3

Protein:  RB1
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['RB1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01272330861584492
		RMSE:  0.2421068018038906
		NRMSE:  0.08854110656959135
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028050639565306845
		RMSE:  0.22197574606877257
		NRMSE:  0.15575715092466183
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  LinearRegression
		Pearson Correlation:  0.22341118109169825
		Spearman Correlation:  0.27885225316817
		Coefficient of Determination:  0.04991255583678744
		RMSE:  0.23450028630431802
		NRMSE:  0.08575932062036207
		MAPE:  217.69264996634968
		Pearson Correlation:  0.2618263491712086
		Spearman Correlation:  0.2504245688848988
		Coefficient of Determination:  0.04448830297030926
		RMSE:  0.21667822492675465
		NRMSE:  0.15203995742646662
		MAPE:  193.01742044401695

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  RandomForests
		Pearson Correlation:  0.3151554072257596
		Spearman Correlation:  0.35257933843613143
		Coefficient of Determination:  0.09187356641078293
		RMSE:  0.22926340938839693
		NRMSE:  0.08384413742992866
		MAPE:  273.6666140164905
		Pearson Correlation:  0.2300590252443082
		Spearman Correlation:  0.28681957460006946
		Coefficient of Determination:  0.025303836965301807
		RMSE:  0.2188426138644487
		NRMSE:  0.15355867764882655
		MAPE:  235.88853086302066

Protein:  CDH1
x_train_column_count:  5
x_train columns:  ['CDH1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Coefficient of Determination:  -0.13712289650471754
		RMSE:  1.2526616491661007
		NRMSE:  0.19946206317730336
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.061578293423971475
		RMSE:  0.970096042376724
		NRMSE:  0.19071600723011914
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1747084136438477
		NRMSE:  0.18704952288841878
		MAPE:  547.6986763085636
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.045733924340672916
		RMSE:  0.9628293412733254
		NRMSE:  0.18928741030812832
		MAPE:  293.35791980552335

	Predictor:  LinearRegression
		Pearson Correlation:  0.7054084487948983
		Spearman Correlation:  0.6059974286980401
		Coefficient of Determination:  0.4976010796312247
		RMSE:  0.8326345503122424
		NRMSE:  0.13258089715490626
		MAPE:  409.30563913603396
		Pearson Correlation:  0.7238954790874675
		Spearman Correlation:  0.46526016533872
		Coefficient of Determination:  0.5209053757576962
		RMSE:  0.6517024698030861
		NRMSE:  0.12812143077951602
		MAPE:  212.34083940046435

	Predictor:  ElasticNet
		Pearson Correlation:  0.6209728367311027
		Spearman Correlation:  0.6060433571893057
		Coefficient of Determination:  0.24751579204348462
		RMSE:  1.0190107704959348
		NRMSE:  0.16225769410145133
		MAPE:  558.1749810229986
		Pearson Correlation:  0.6103995279647465
		Spearman Correlation:  0.46526016533872
		Coefficient of Determination:  0.21516577804634174
		RMSE:  0.8341183661254153
		NRMSE:  0.16398347936252416
		MAPE:  253.4266263997235

	Predictor:  RandomForests
		Pearson Correlation:  0.7206538377514746
		Spearman Correlation:  0.6176288088008253
		Coefficient of Determination:  0.5189118076018645
		RMSE:  0.8147838802182297
		NRMSE:  0.12973852428556887
		MAPE:  282.75676595496384
		Pearson Correlation:  0.7353301371123111
		Spearman Correlation:  0.46500928923410684
		Coefficient of Determination:  0.538426650574287
		RMSE:  0.63967456230514
		NRMSE:  0.1257568046052648
		MAPE:  186.00534358064274

Protein:  CDH2
x_train_column_count:  5
x_train columns:  ['CDH2', '2', '1/2', '3', '1/3']
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032532184952558385
		RMSE:  0.38185758840977485
		NRMSE:  0.13836422509231644
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01322006783790175
		RMSE:  0.3341656221976159
		NRMSE:  0.1760731037776972
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  LinearRegression
		Pearson Correlation:  0.16863499751485597
		Spearman Correlation:  0.1403819801869414
		Coefficient of Determination:  0.028437762386835375
		RMSE:  0.3757780927746649
		NRMSE:  0.13616134965383903
		MAPE:  664.1602230734213
		Pearson Correlation:  0.06804078615719009
		Spearman Correlation:  -0.15322136186236737
		Coefficient of Determination:  -0.008339570667402096
		RMSE:  0.3333598431273873
		NRMSE:  0.17564853580173
		MAPE:  118.15733370205483

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  RandomForests
		Pearson Correlation:  0.23488691588865296
		Spearman Correlation:  0.21192984652471675
		Coefficient of Determination:  0.04968729370292935
		RMSE:  0.3716459570602435
		NRMSE:  0.1346640905356343
		MAPE:  387.77882706972184
		Pearson Correlation:  -0.02543600523233715
		Spearman Correlation:  -0.1851350763201282
		Coefficient of Determination:  -0.04053330672582822
		RMSE:  0.33863970008507494
		NRMSE:  0.17843051198446422
		MAPE:  642.2830860604364

Protein:  CDH3
x_train_column_count:  5
x_train columns:  ['CDH3', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.2263418226753373e-05
		RMSE:  0.21251306884336046
		NRMSE:  0.14909431220418734
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004123239054339534
		RMSE:  0.18871613277479948
		NRMSE:  0.16414808838605816
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  LinearRegression
		Pearson Correlation:  0.3412366447272734
		Spearman Correlation:  0.3375002393714362
		Coefficient of Determination:  0.11644244770472745
		RMSE:  0.19975526280960396
		NRMSE:  0.14014372706516526
		MAPE:  466.6624223753178
		Pearson Correlation:  0.3028844804736831
		Spearman Correlation:  0.3174278981034676
		Coefficient of Determination:  0.08367107822885311
		RMSE:  0.18027737106264277
		NRMSE:  0.15680792841653934
		MAPE:  184.79577139812594

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.3340250982083164
		Spearman Correlation:  0.3386347347546788
		Coefficient of Determination:  0.01601360367346849
		RMSE:  0.21080230515527287
		NRMSE:  0.14789407949940567
		MAPE:  118.75448348570796
		Pearson Correlation:  0.2810278467720501
		Spearman Correlation:  0.31279442387062184
		Coefficient of Determination:  0.011468125740541013
		RMSE:  0.1872452708397764
		NRMSE:  0.16286871088205868
		MAPE:  101.45526328055416

	Predictor:  RandomForests
		Pearson Correlation:  0.38429063561532717
		Spearman Correlation:  0.366929487494884
		Coefficient of Determination:  0.14614884835263475
		RMSE:  0.19636853167347101
		NRMSE:  0.13776767390236222
		MAPE:  480.79342950124743
		Pearson Correlation:  0.27910731531306143
		Spearman Correlation:  0.30860684283191253
		Coefficient of Determination:  0.0655555461704449
		RMSE:  0.1820506628174801
		NRMSE:  0.15835036385874218
		MAPE:  188.00773874257487

Protein:  PTEN
x_train_column_count:  5
x_train columns:  ['PTEN', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023393971457565055
		RMSE:  0.6366126117528933
		NRMSE:  0.09954071014821253
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20813248536085016
		RMSE:  0.517654316968625
		NRMSE:  0.12376376344107133
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6292943186382643
		NRMSE:  0.09839642227163854
		MAPE:  299.798968451812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06342466003107061
		RMSE:  0.4856640113421529
		NRMSE:  0.11611533767086332
		MAPE:  95.15154235140719

	Predictor:  LinearRegression
		Pearson Correlation:  0.41523354380170935
		Spearman Correlation:  0.4166727898233252
		Coefficient of Determination:  0.17241889589812598
		RMSE:  0.5724783852301967
		NRMSE:  0.08951268629977276
		MAPE:  568.5217466934592
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.3884113658258809
		Spearman Correlation:  0.39060586790358987
		Coefficient of Determination:  0.1473287386430452
		RMSE:  0.4348839421630977
		NRMSE:  0.10397454744969582
		MAPE:  124.26270420342351

	Predictor:  ElasticNet
		Pearson Correlation:  0.4036908941458965
		Spearman Correlation:  0.4168387026449609
		Coefficient of Determination:  0.05643949511079971
		RMSE:  0.6112778904986967
		NRMSE:  0.09557937463821385
		MAPE:  209.8227731290948
		Pearson Correlation:  0.3915151441973773
		Spearman Correlation:  0.39053105400316723
		Coefficient of Determination:  0.005445734776924671
		RMSE:  0.46967430476290195
		NRMSE:  0.11229242690262085
		MAPE:  90.96698273021113

	Predictor:  RandomForests
		Pearson Correlation:  0.4486189950913778
		Spearman Correlation:  0.44022040396873025
		Coefficient of Determination:  0.19704888442279767
		RMSE:  0.5638951558658558
		NRMSE:  0.08817061306635225
		MAPE:  546.2219115894623
		Pearson Correlation:  0.3687177757531359
		Spearman Correlation:  0.405227077725146
		Coefficient of Determination:  0.1312647338902646
		RMSE:  0.43896135222360844
		NRMSE:  0.10494939803557798
		MAPE:  126.18039299878608

Protein:  BRCA2
x_train_column_count:  5
x_train columns:  ['BRCA2', '2', '1/2', '3', '1/3']

	Predictor:  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00289910117318648
		RMSE:  0.19032543678137456
		NRMSE:  0.12827584502559417
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001649424828515933
		RMSE:  0.21414907824527551
		NRMSE:  0.14729386559180924
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  LinearRegression
		Pearson Correlation:  0.07415007945049347
		Spearman Correlation:  0.05073981092564874
		Coefficient of Determination:  0.0054982342825145025
		RMSE:  0.18952695858527993
		NRMSE:  0.1277376854024209
		MAPE:  130.36335389192868
		Pearson Correlation:  -0.06559514301217804
		Spearman Correlation:  -0.1357498223169865
		Coefficient of Determination:  -0.019057407927884906
		RMSE:  0.21616218457498726
		NRMSE:  0.14867850014443135
		MAPE:  123.35989273732511

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  RandomForests
		Pearson Correlation:  0.2847852536520081
		Spearman Correlation:  0.24810712888855369
		Coefficient of Determination:  0.04356944145348551
		RMSE:  0.18586385299339783
		NRMSE:  0.1252688195841519
		MAPE:  118.71205027999494
		Pearson Correlation:  -0.008597785420769612
		Spearman Correlation:  -0.1128019880749639
		Coefficient of Determination:  -0.012088332481777764
		RMSE:  0.2154217773299026
		NRMSE:  0.14816924067838874
		MAPE:  157.49003513886964

Protein:  CDKN2A
x_train_column_count:  5
x_train columns:  ['CDKN2A', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07669790023289091
		RMSE:  0.6927164423772558
		NRMSE:  0.16172871740223568
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04462654135164201
		RMSE:  0.6710309035955896
		NRMSE:  0.2071658496482324
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Coefficient of Determination:  0.0
		RMSE:  0.6675880639420501
		NRMSE:  0.15586198728568595
		MAPE:  307.97311558867955
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004949645588538276
		RMSE:  0.658164031136248
		NRMSE:  0.20319348928290204
		MAPE:  176.07940307985857

	Predictor:  LinearRegression
		Pearson Correlation:  0.6099154639264399
		Spearman Correlation:  0.4778469678439099
		Coefficient of Determination:  0.37199687313660446
		RMSE:  0.5290411652028618
		NRMSE:  0.12351540091587174
		MAPE:  244.2577854627037
		Pearson Correlation:  0.6421349083151465
		Spearman Correlation:  0.5734759785034726
		Coefficient of Determination:  0.41200090448031956
		RMSE:  0.5034430184543686
		NRMSE:  0.1554268217882648
		MAPE:  143.48612774939417

	Predictor:  ElasticNet
		Pearson Correlation:  0.5809098107049998
		Spearman Correlation:  0.4770131653521852
		Coefficient of Determination:  0.16475853996832823
		RMSE:  0.6101190496279291
		NRMSE:  0.14244467912493675
		MAPE:  252.74749574668988
		Pearson Correlation:  0.6320966349319166
		Spearman Correlation:  0.5740296013666005
		Coefficient of Determination:  0.17177007838064995
		RMSE:  0.5974993700546711
		NRMSE:  0.18446462599322994
		MAPE:  157.80196584155715

	Predictor:  RandomForests
		Pearson Correlation:  0.6245442433394057
		Spearman Correlation:  0.4954056886157062
		Coefficient of Determination:  0.3895099992678276
		RMSE:  0.5216123202164166
		NRMSE:  0.12178098622908493
		MAPE:  264.10866907885946
		Pearson Correlation:  0.6251797457998285
		Spearman Correlation:  0.5733110855363031
		Coefficient of Determination:  0.38811166296195954
		RMSE:  0.5135681488886652
		NRMSE:  0.15855273035369863
		MAPE:  124.73179501297591

Protein:  TP53
x_train_column_count:  5
x_train columns:  ['TP53', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.043501333030021794
		RMSE:  0.4597988418920562
		NRMSE:  0.11050200478059512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10290984727382035
		RMSE:  0.4520547550562478
		NRMSE:  0.16857084713604026
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45011280589110314
		NRMSE:  0.10817419031269002
		MAPE:  382.8265287953516
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010546813555600831
		RMSE:  0.4327123127899972
		NRMSE:  0.16135806629028604
		MAPE:  261.16646791413905

	Predictor:  LinearRegression
		Pearson Correlation:  0.40329770272772847
		Spearman Correlation:  0.3174384277906827
		Coefficient of Determination:  0.1626490370254634
		RMSE:  0.41188419849171953
		NRMSE:  0.09898682972644066
		MAPE:  783.1031064158835
		Pearson Correlation:  0.31152753044388554
		Spearman Correlation:  0.26401077320166094
		Coefficient of Determination:  0.08014365105810017
		RMSE:  0.4128393064710735
		NRMSE:  0.15394743854475104
		MAPE:  471.2900398070351

	Predictor:  ElasticNet
		Pearson Correlation:  0.33996151585574436
		Spearman Correlation:  0.29871023780362554
		Coefficient of Determination:  0.047642195404715704
		RMSE:  0.4392597818639625
		NRMSE:  0.10556591729487202
		MAPE:  368.22770948665595
		Pearson Correlation:  0.291580578226529
		Spearman Correlation:  0.2638162570605619
		Coefficient of Determination:  0.026490237950775763
		RMSE:  0.4247087319449903
		NRMSE:  0.1583735375621307
		MAPE:  305.55767658265427

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.45579562950668484
		Spearman Correlation:  0.35162246446507417
		Coefficient of Determination:  0.20647455101088552
		RMSE:  0.4009606918750126
		NRMSE:  0.09636161785027941
		MAPE:  818.1588803801528
		Pearson Correlation:  0.2984791130638284
		Spearman Correlation:  0.26907455660028845
		Coefficient of Determination:  0.0658446370334902
		RMSE:  0.4160356917475398
		NRMSE:  0.15513936799090863
		MAPE:  471.9253068166904

Protein:  CTNNB1
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['CTNNB1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.43619721536848943
		RMSE:  0.9218173342266688
		NRMSE:  0.18131733560713392
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5414936126562622
		RMSE:  0.7610450185362576
		NRMSE:  0.2487969592128731
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  LinearRegression
		Pearson Correlation:  0.09180277328269887
		Spearman Correlation:  0.07938543515012382
		Coefficient of Determination:  0.008427749182394861
		RMSE:  0.7659492806020349
		NRMSE:  0.15065878847404307
		MAPE:  471.06395760585445
		Pearson Correlation:  0.21069785937029992
		Spearman Correlation:  0.2763101784311525
		Coefficient of Determination:  0.025907495186717866
		RMSE:  0.6049780025587603
		NRMSE:  0.19777632565914552
		MAPE:  1221.6581617521338

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  RandomForests
		Pearson Correlation:  0.28283871709746194
		Spearman Correlation:  0.27248155031404964
		Coefficient of Determination:  0.056911975463831976
		RMSE:  0.7469885508843376
		NRMSE:  0.14692929797095547
		MAPE:  449.58995100093125
		Pearson Correlation:  0.20590790949456775
		Spearman Correlation:  0.1399556799237513
		Coefficient of Determination:  0.026453487374958562
		RMSE:  0.6048084295659103
		NRMSE:  0.1977208897204584
		MAPE:  1426.5538436896502

Protein:  CCNE1
x_train_column_count:  5
x_train columns:  ['CCNE1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Coefficient of Determination:  -1.3882525061775621
		RMSE:  0.8073510115699897
		NRMSE:  0.1948381908849554
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.2068608862157744
		RMSE:  0.7484097025916991
		NRMSE:  0.3260050104942715
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5224229806426052
		NRMSE:  0.12607644873967835
		MAPE:  105.82433067667067
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010783677474574871
		RMSE:  0.36685077747270034
		NRMSE:  0.1597990928573857
		MAPE:  133.3645349232411

	Predictor:  LinearRegression
		Pearson Correlation:  0.8618732246550969
		Spearman Correlation:  0.7200980326711482
		Coefficient of Determination:  0.7428254553773754
		RMSE:  0.2649331251400104
		NRMSE:  0.06393636729010556
		MAPE:  53.381755672561106
		Pearson Correlation:  0.8020248955481595
		Spearman Correlation:  0.6491078442374594
		Coefficient of Determination:  0.5630517886813535
		RMSE:  0.2411988965724369
		NRMSE:  0.10506551229360844
		MAPE:  52.276027707926076

	Predictor:  ElasticNet
		Pearson Correlation:  0.85343331117316
		Spearman Correlation:  0.724580992574438
		Coefficient of Determination:  0.2608318312319956
		RMSE:  0.4491525822485107
		NRMSE:  0.1083940879524364
		MAPE:  91.4253335011144
		Pearson Correlation:  0.80519139726607
		Spearman Correlation:  0.6712078704223245
		Coefficient of Determination:  0.2834725432406753
		RMSE:  0.30887072833212237
		NRMSE:  0.1345431582228176
		MAPE:  112.23276348630257

	Predictor:  RandomForests
		Pearson Correlation:  0.8618797464006703
		Spearman Correlation:  0.7259152105398575
		Coefficient of Determination:  0.7406857198164689
		RMSE:  0.2660329862507928
		NRMSE:  0.06420179700528339
		MAPE:  55.867249428620354
		Pearson Correlation:  0.7669135974351995
		Spearman Correlation:  0.6683145532116774
		Coefficient of Determination:  0.513208574705668
		RMSE:  0.254584403169708
		NRMSE:  0.11089619861903036
		MAPE:  78.28155142037477

Protein:  CCND1
x_train_column_count:  5
x_train columns:  ['CCND1', '2', '1/2', '3', '1/3']
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.44064885869713843
		RMSE:  0.2936537728092399
		NRMSE:  0.17653615611766113
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6507167710215811
		RMSE:  0.2694738938084911
		NRMSE:  0.2553456206196082
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  LinearRegression
		Pearson Correlation:  0.45316918033224657
		Spearman Correlation:  0.40702588796834765
		Coefficient of Determination:  0.20536230600299998
		RMSE:  0.218092683508159
		NRMSE:  0.1311110143608704
		MAPE:  529.8981908225904
		Pearson Correlation:  0.3811595071544301
		Spearman Correlation:  0.3490592152021846
		Coefficient of Determination:  0.1341019793211058
		RMSE:  0.1951703268521737
		NRMSE:  0.18493772265753242
		MAPE:  233.45209029028004

	Predictor:  ElasticNet
		Pearson Correlation:  0.4499647693124255
		Spearman Correlation:  0.40702588796834765
		Coefficient of Determination:  0.02448103973501392
		RMSE:  0.2416430855357613
		NRMSE:  0.14526883501206028
		MAPE:  614.9882194365566
		Pearson Correlation:  0.37954750693540357
		Spearman Correlation:  0.3490592152021846
		Coefficient of Determination:  0.017296114717982092
		RMSE:  0.20791783893973656
		NRMSE:  0.19701689418450774
		MAPE:  448.6808479154828

	Predictor:  RandomForests
		Pearson Correlation:  0.48701175981453737
		Spearman Correlation:  0.43302356100040734
		Coefficient of Determination:  0.2330006116710185
		RMSE:  0.2142663758880709
		NRMSE:  0.1288107488716445
		MAPE:  532.082568823757
		Pearson Correlation:  0.3682241478957792
		Spearman Correlation:  0.3545397794492318
		Coefficient of Determination:  0.12538407752351843
		RMSE:  0.19615035827191662
		NRMSE:  0.18586637191391944
		MAPE:  242.12255902019984

Protein:  ERBB2
x_train_column_count:  5
x_train columns:  ['ERBB2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08695701084953744
		RMSE:  1.023008454816054
		NRMSE:  0.1742863272085548
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1111491455026472
		RMSE:  1.1242523174677488
		NRMSE:  0.20280184671833265
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865388
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792788993

	Predictor:  LinearRegression
		Pearson Correlation:  0.8198895626736461
		Spearman Correlation:  0.6175542476381123
		Coefficient of Determination:  0.6722188949811827
		RMSE:  0.5617783477738059
		NRMSE:  0.09570818743271477
		MAPE:  648.4065863261969
		Pearson Correlation:  0.868403920618276
		Spearman Correlation:  0.693151651706485
		Coefficient of Determination:  0.7525507570074805
		RMSE:  0.5305431088639548
		NRMSE:  0.09570371398801408
		MAPE:  204.89112712021972

	Predictor:  ElasticNet
		Pearson Correlation:  0.8074311834972404
		Spearman Correlation:  0.6175542476381123
		Coefficient of Determination:  0.3616801144011226
		RMSE:  0.783956970738714
		NRMSE:  0.13355997252648585
		MAPE:  534.3427241686963
		Pearson Correlation:  0.8481276764714775
		Spearman Correlation:  0.693151651706485
		Coefficient of Determination:  0.4126265205329376
		RMSE:  0.8174002760561955
		NRMSE:  0.14744936071437253
		MAPE:  227.73902637042931

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.8199844751162091
		Spearman Correlation:  0.6221157814302832
		Coefficient of Determination:  0.6702049561787126
		RMSE:  0.5635015323300866
		NRMSE:  0.09600176028248235
		MAPE:  549.6029276601963
		Pearson Correlation:  0.8599440788792835
		Spearman Correlation:  0.6851291397706071
		Coefficient of Determination:  0.7371530099656668
		RMSE:  0.5468007696802719
		NRMSE:  0.0986364040840378
		MAPE:  202.54669535151447

Protein:  ERBB3
x_train_column_count:  5
x_train columns:  ['ERBB3', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19951943522205973
		RMSE:  0.4939516163098853
		NRMSE:  0.17910620018705933
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27774471248359456
		RMSE:  0.5592204608326292
		NRMSE:  0.15547938022732444
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  LinearRegression
		Pearson Correlation:  0.4782935091137416
		Spearman Correlation:  0.44911353763243367
		Coefficient of Determination:  0.22876468086033663
		RMSE:  0.3960720729857494
		NRMSE:  0.14361520774574196
		MAPE:  256.9403714978713
		Pearson Correlation:  0.41005101745493405
		Spearman Correlation:  0.40870584421252143
		Coefficient of Determination:  0.14744279698319596
		RMSE:  0.45679650332047733
		NRMSE:  0.12700257268936604
		MAPE:  172.83822607432367

	Predictor:  ElasticNet
		Pearson Correlation:  0.43597302078049127
		Spearman Correlation:  0.4548855783210745
		Coefficient of Determination:  0.0931100939188072
		RMSE:  0.42949493877776784
		NRMSE:  0.15573429450183215
		MAPE:  223.4100339258352
		Pearson Correlation:  0.4100749509658727
		Spearman Correlation:  0.4259180289031036
		Coefficient of Determination:  0.06153017098753766
		RMSE:  0.4792599789307826
		NRMSE:  0.13324806531751793
		MAPE:  148.63823082934508

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.4999772787130882
		Spearman Correlation:  0.47145580278027005
		Coefficient of Determination:  0.24936566604040078
		RMSE:  0.39074639408774725
		NRMSE:  0.14168412364895636
		MAPE:  239.36369085083874
		Pearson Correlation:  0.40621408558179806
		Spearman Correlation:  0.4286900581558507
		Coefficient of Determination:  0.1379264376414061
		RMSE:  0.45933884084768656
		NRMSE:  0.12770941568017977
		MAPE:  166.28747621422403


Fold:  4

Protein:  RB1
x_train_column_count:  5
x_train columns:  ['RB1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0017653619110491459
		RMSE:  0.25173274438657
		NRMSE:  0.09206141909982812
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11040193949010524
		RMSE:  0.1737457828578019
		NRMSE:  0.1664678101960314
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  LinearRegression
		Pearson Correlation:  0.23672978995260274
		Spearman Correlation:  0.2608058238559904
		Coefficient of Determination:  0.05604099345100333
		RMSE:  0.2443617756592648
		NRMSE:  0.08936577518258661
		MAPE:  333.4051859808833
		Pearson Correlation:  0.2281770589514388
		Spearman Correlation:  0.3058467063180339
		Coefficient of Determination:  -0.0492688490027724
		RMSE:  0.16889529687054064
		NRMSE:  0.16182050441741141
		MAPE:  108.11405462951747

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.3354716659774619
		Spearman Correlation:  0.36872499080973353
		Coefficient of Determination:  0.09970165657844221
		RMSE:  0.23864367620422963
		NRMSE:  0.08727460364402781
		MAPE:  320.1667713812272
		Pearson Correlation:  0.2489237660453198
		Spearman Correlation:  0.34152871277647523
		Coefficient of Determination:  -0.03633114959068817
		RMSE:  0.16785081043222436
		NRMSE:  0.16081977008414552
		MAPE:  112.5832654307591

Protein:  CDH1
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['CDH1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1648542010437435
		RMSE:  1.2077311247232185
		NRMSE:  0.19230774891296748
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01787767410405383
		RMSE:  1.1768276141426715
		NRMSE:  0.21349508619837296
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.119011303751291
		NRMSE:  0.17818083878718685
		MAPE:  552.7314487209006
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06543533401046742
		RMSE:  1.204005869039757
		NRMSE:  0.21842565020132743
		MAPE:  371.74257556440244

	Predictor:  LinearRegression
		Pearson Correlation:  0.6938894815388059
		Spearman Correlation:  0.6034862344952329
		Coefficient of Determination:  0.48148261259019276
		RMSE:  0.8057793542586442
		NRMSE:  0.1283047282345537
		MAPE:  432.93760107830155
		Pearson Correlation:  0.767197437899883
		Spearman Correlation:  0.449245003054901
		Coefficient of Determination:  0.5474452837291944
		RMSE:  0.7846944912277511
		NRMSE:  0.14235595428826078
		MAPE:  197.68456689482846

	Predictor:  ElasticNet
		Pearson Correlation:  0.6183935765499956
		Spearman Correlation:  0.6035344748233071
		Coefficient of Determination:  0.23534189775281122
		RMSE:  0.9785164271640306
		NRMSE:  0.15580975560715113
		MAPE:  558.8366081520032
		Pearson Correlation:  0.6160795877728432
		Spearman Correlation:  0.44892080948640256
		Coefficient of Determination:  0.1861594833814515
		RMSE:  1.0522882226091215
		NRMSE:  0.1909016767550382
		MAPE:  308.6655797297002

	Predictor:  RandomForests
		Pearson Correlation:  0.7087465928671025
		Spearman Correlation:  0.6151147498515491
		Coefficient of Determination:  0.5020692188726259
		RMSE:  0.7896214925151644
		NRMSE:  0.12573190225075068
		MAPE:  347.50739803543973
		Pearson Correlation:  0.7565120663505035
		Spearman Correlation:  0.44363902379888376
		Coefficient of Determination:  0.5235914114602802
		RMSE:  0.8051093072939526
		NRMSE:  0.1460595238369349
		MAPE:  167.38169848454703

Protein:  CDH2
x_train_column_count:  5
x_train columns:  ['CDH2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011628294333081435
		RMSE:  0.38156283556505555
		NRMSE:  0.1382574228440668
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.013534078125908788
		RMSE:  0.33551468363995024
		NRMSE:  0.17308132332546644
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE: 
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
 0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  LinearRegression
		Pearson Correlation:  0.1502704234339832
		Spearman Correlation:  0.06113225339591067
		Coefficient of Determination:  0.022581200159028758
		RMSE:  0.3750558361202812
		NRMSE:  0.13589964349600742
		MAPE:  410.91836813723467
		Pearson Correlation:  -0.12321241034538007
		Spearman Correlation:  -0.04232222346912056
		Coefficient of Determination:  -0.15013546094514196
		RMSE:  0.3574101244551504
		NRMSE:  0.18437648283972513
		MAPE:  144.41737937685767

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  RandomForests
		Pearson Correlation:  0.2008564671309549
		Spearman Correlation:  0.19593615912826406
		Coefficient of Determination:  0.03593060192254349
		RMSE:  0.3724858097540588
		NRMSE:  0.13496840704183594
		MAPE:  884.4062250519597
		Pearson Correlation:  0.14259578252810795
		Spearman Correlation:  -0.007490224344353753
		Coefficient of Determination:  -0.03554154486146155
		RMSE:  0.3391377365722287
		NRMSE:  0.1749503407681424
		MAPE:  184.39127320784024

Protein:  CDH3
x_train_column_count:  5
x_train columns:  ['CDH3', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006306553616452382
		RMSE:  0.206558346691537
		NRMSE:  0.1472115018398285
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056823148221427866
		RMSE:  0.21361844422784051
		NRMSE:  0.19012980777528213
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  LinearRegression
		Pearson Correlation:  0.31956710222354967
		Spearman Correlation:  0.3314474395404564
		Coefficient of Determination:  0.10212313282355656
		RMSE:  0.19511290251556376
		NRMSE:  0.13905447960685588
		MAPE: 
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
 282.4972516118278
		Pearson Correlation:  0.3870232252059443
		Spearman Correlation:  0.318305714535094
		Coefficient of Determination:  0.05400984761397132
		RMSE:  0.20210678651866607
		NRMSE:  0.17988392626757038
		MAPE:  930.6272951443545

	Predictor:  ElasticNet
		Pearson Correlation:  0.3073687606063852
		Spearman Correlation:  0.3309265441567785
		Coefficient of Determination:  0.007210747778722326
		RMSE:  0.20516634976657136
		NRMSE:  0.14621944336742687
		MAPE:  177.18666264660442
		Pearson Correlation:  0.3917809104895306
		Spearman Correlation:  0.3220264591827829
		Coefficient of Determination:  -0.09141823067873145
		RMSE:  0.21708668710058326
		NRMSE:  0.19321669642432243
		MAPE:  229.33873907959787

	Predictor:  RandomForests
		Pearson Correlation:  0.3661650806172687
		Spearman Correlation:  0.35439273671084043
		Coefficient of Determination:  0.13219300783029397
		RMSE:  0.19181791710406904
		NRMSE:  0.13670618548688587
		MAPE:  233.9258036788603
		Pearson Correlation:  0.34102800684308754
		Spearman Correlation:  0.30284737435388115
		Coefficient of Determination:  0.0275007813258078
		RMSE:  0.20491899613737138
		NRMSE:  0.1823869164759344
		MAPE:  815.7513317408602

Protein:  PTEN
x_train_column_count:  5
x_train columns:  ['PTEN', '2', '1/2', '3', '1/3']

	Predictor:  Zero
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04663541191913323
		RMSE:  0.5747314783713694
		NRMSE:  0.11117523181123673
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02346833201832421
		RMSE:  0.7542692946958974
		NRMSE:  0.11793750210239971
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  LinearRegression
		Pearson Correlation:  0.41783481611868895
		Spearman Correlation:  0.412522580384396
		Coefficient of Determination:  0.17458593356093854
		RMSE:  0.5103912318329918
		NRMSE:  0.09872934691910241
		MAPE:  308.47975827548373
		Pearson Correlation:  0.4481340724511118
		Spearman Correlation:  0.4688213069988404
		Coefficient of Determination:  0.1674795539194912
		RMSE:  0.6802783943487545
		NRMSE:  0.1063682893204213
		MAPE:  795.9890672274462

	Predictor:  ElasticNet
		Pearson Correlation:  0.40813028835182485
		Spearman Correlation:  0.4125541754874478
		Coefficient of Determination:  0.05291455095250164
		RMSE:  0.5467160883126129
		NRMSE:  0.1057559749908335
		MAPE:  231.25210866830858
		Pearson Correlation:  0.43562116819000696
		Spearman Correlation:  0.4688213069988404
		Coefficient of Determination:  0.038101407657849085
		RMSE:  0.731229777167812
		NRMSE:  0.11433504451064216
		MAPE:  274.09481621563646

	Predictor:  RandomForests
		Pearson Correlation:  0.4481887736771443
		Spearman Correlation:  0.4392262058963344
		Coefficient of Determination:  0.19456454153978386
		RMSE:  0.5041765528367012
		NRMSE:  0.09752718833888524
		MAPE:  267.33409144740926
		Pearson Correlation:  0.436932308042635
		Spearman Correlation:  0.47224052214471246
		Coefficient of Determination:  0.1541849426458075
		RMSE:  0.6856886013856142
		NRMSE:  0.10721422897124762
		MAPE:  505.4868401346051

Protein:  BRCA2
x_train_column_count:  5
x_train columns:  ['BRCA2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015699866052385492
		RMSE:  0.1919477679021074
		NRMSE:  0.12365776640496533
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0014129332580739007
		RMSE:  0.2082543553514594
		NRMSE:  0.20232423210836328
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  LinearRegression
		Pearson Correlation:  0.05766283867636452
		Spearman Correlation:  -0.0017739495812242206
		Coefficient of Determination:  0.0033250029642163392
		RMSE:  0.19147813864137683
		NRMSE:  0.12335521896690407
		MAPE:  115.67286480722039
		Pearson Correlation:  -0.1437007545537364
		Spearman Correlation:  -0.14889213082457387
		Coefficient of Determination:  -0.012771439692392583
		RMSE:  0.20943208563036012
		NRMSE:  0.20346842606246915
		MAPE:  150.5914004064318

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  RandomForests
		Pearson Correlation:  0.2977720556467046
		Spearman Correlation:  0.2285493484559826
		Coefficient of Determination:  0.04372053150075639
		RMSE:  0.18755767091217215
		NRMSE:  0.12082955123992409
		MAPE:  118.67504461073011
		Pearson Correlation:  -0.019302508339210173
		Spearman Correlation:  -0.026935047913685145
		Coefficient of Determination:  -0.00923731427144081
		RMSE:  0.20906635350900685
		NRMSE:  0.20311310830459905
		MAPE:  117.40974708408407

Protein:  CDKN2A
x_train_column_count:  5
x_train columns:  ['CDKN2A', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Coefficient of Determination:  -0.06343046233027927
		RMSE:  0.6950010485750925
		NRMSE:  0.15711564339891315
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10006794882547432
		RMSE:  0.6614783461565592
		NRMSE:  0.1993004959796804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6739550183850767
		NRMSE:  0.1523578655781794
		MAPE:  281.71125082022354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0022276354551518107
		RMSE:  0.6313774446715202
		NRMSE:  0.19023122768048215
		MAPE:  197.14658329930893

	Predictor:  LinearRegression
		Pearson Correlation:  0.6216210677465476
		Spearman Correlation:  0.5051536141417526
		Coefficient of Determination:  0.3864127518663578
		RMSE:  0.5279211654961086
		NRMSE:  0.11934467401291025
		MAPE:  260.94543720330245
		Pearson Correlation:  0.6200826917661127
		Spearman Correlation:  0.4882978590755496
		Coefficient of Determination:  0.3494356606511779
		RMSE:  0.5086874264956073
		NRMSE:  0.153265268603678
		MAPE:  113.95205134396878

	Predictor:  ElasticNet
		Pearson Correlation:  0.5895358836731258
		Spearman Correlation:  0.5043429685491743
		Coefficient of Determination:  0.17337349951526337
		RMSE:  0.6127531796160584
		NRMSE:  0.1385222515239196
		MAPE:  226.11049123969136
		Pearson Correlation:  0.6133609466568983
		Spearman Correlation:  0.4884824000299256
		Coefficient of Determination:  0.16346317556087375
		RMSE:  0.5768307552610746
		NRMSE:  0.17379655175085104
		MAPE:  163.18082958605632

	Predictor:  RandomForests
		Pearson Correlation:  0.6315021316579708
		Spearman Correlation:  0.5175085850702341
		Coefficient of Determination:  0.39829848360987263
		RMSE:  0.5227830094552866
		NRMSE:  0.11818311505714627
		MAPE:  286.8091880382585
		Pearson Correlation:  0.6229795560883138
		Spearman Correlation:  0.48235825210423916
		Coefficient of Determination:  0.3606018325148975
		RMSE:  0.5043030210309905
		NRMSE:  0.1519442666559176
		MAPE:  126.42484800288464

Protein:  TP53
x_train_column_count:  5
x_train columns:  ['TP53', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04782361373877353
		RMSE:  0.460756629216985
		NRMSE:  0.11073218678610552
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07696826201632412
		RMSE:  0.4481222561682025
		NRMSE:  0.1422068596624151
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4501191620264231
		NRMSE:  0.10817571786263473
		MAPE:  418.8529054417374
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002447694094247499
		RMSE:  0.4323405014905614
		NRMSE:  0.13719868668778923
		MAPE:  185.65040333639752

	Predictor:  LinearRegression
		Pearson Correlation:  0.37890027545042476
		Spearman Correlation:  0.31425811700849776
		Coefficient of Determination:  0.14356541873640782
		RMSE:  0.416557155621024
		NRMSE:  0.10010986676785005
		MAPE:  812.2766090226908
		Pearson Correlation:  0.4203552916847123
		Spearman Correlation:  0.25459918452848546
		Coefficient of Determination:  0.16920123175855573
		RMSE:  0.3935890281638478
		NRMSE:  0.12490131637593543
		MAPE:  220.70711877124305

	Predictor:  ElasticNet
		Pearson Correlation:  0.32272594270274685
		Spearman Correlation:  0.2833861559156332
		Coefficient of Determination:  0.04102872741222763
		RMSE:  0.4407885456544126
		NRMSE:  0.10593332027262982
		MAPE:  418.7215941552047
		Pearson Correlation:  0.37366061816481966
		Spearman Correlation:  0.31250015586229263
		Coefficient of Determination:  0.041960526911389295
		RMSE:  0.42265573180883476
		NRMSE:  0.13412532743362363
		MAPE:  186.0327032843156

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.4344928815774183
		Spearman Correlation:  0.33659916441779625
		Coefficient of Determination:  0.1871563068639337
		RMSE:  0.40581773432610707
		NRMSE:  0.09752889553619493
		MAPE:  838.6185787542784
		Pearson Correlation:  0.4382281627793782
		Spearman Correlation:  0.25378423849339315
		Coefficient of Determination:  0.18063167242045308
		RMSE:  0.390872077950522
		NRMSE:  0.12403912095408795
		MAPE:  229.85658906022218

Protein:  CTNNB1
x_train_column_count:  5
x_train columns:  ['CTNNB1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6170193939500923
		RMSE:  0.9046651382507068
		NRMSE:  0.21849703851094263
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09478783275970826
		RMSE:  0.8396248247596424
		NRMSE:  0.17652527641906535
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  LinearRegression
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.13728989424949642
		Spearman Correlation:  0.14088580922239943
		Coefficient of Determination:  0.018848515063037974
		RMSE:  0.7046902671296501
		NRMSE:  0.17019859606068258
		MAPE:  569.9597477221484
		Pearson Correlation:  -0.02371051470448489
		Spearman Correlation:  0.04608286886370155
		Coefficient of Determination:  -0.16079832746093548
		RMSE:  0.8645670431829828
		NRMSE:  0.18176920426856083
		MAPE:  1005.0253840314938

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  RandomForests
		Pearson Correlation:  0.2708212048810089
		Spearman Correlation:  0.25332746502304954
		Coefficient of Determination:  0.054911382401504394
		RMSE:  0.6916183490541341
		NRMSE:  0.16704143296641247
		MAPE:  598.8024755186128
		Pearson Correlation:  0.07267382808851819
		Spearman Correlation:  0.13823949839064295
		Coefficient of Determination:  -0.133416084696651
		RMSE:  0.8543089877843627
		NRMSE:  0.17961251950726656
		MAPE:  916.3275962998433

Protein:  CCNE1
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['CCNE1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4688329016852353
		RMSE:  0.7931748470731899
		NRMSE:  0.19141705409976348
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.186170633384966
		RMSE:  0.8069776954058596
		NRMSE:  0.32929800677624244
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5048043460690237
		NRMSE:  0.12182453992060809
		MAPE:  103.07374645056161
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01570191691728584
		RMSE:  0.4556277343037054
		NRMSE:  0.18592497115143453
		MAPE:  142.6844229696492

	Predictor:  LinearRegression
		Pearson Correlation:  0.8511582380344511
		Spearman Correlation:  0.705305923631014
		Coefficient of Determination:  0.7244703461739117
		RMSE:  0.2649764385184651
		NRMSE:  0.06394682011691606
		MAPE:  51.21020207445027
		Pearson Correlation:  0.8698548517165869
		Spearman Correlation:  0.7263756405940224
		Coefficient of Determination:  0.7423910505240658
		RMSE:  0.2294602641463504
		NRMSE:  0.09363431981814675
		MAPE:  64.24405296990268

	Predictor:  ElasticNet
		Pearson Correlation:  0.8434781422112245
		Spearman Correlation:  0.7105645817584747
		Coefficient of Determination:  0.257819241171502
		RMSE:  0.43488850725498557
		NRMSE:  0.10495173570842135
		MAPE:  88.79795707599372
		Pearson Correlation:  0.8631788377757375
		Spearman Correlation:  0.7249192633324606
		Coefficient of Determination:  0.21925050675678104
		RMSE:  0.39946880593603745
		NRMSE:  0.16300857175223926
		MAPE:  124.89664457793828

	Predictor:  RandomForests
		Pearson Correlation:  0.8555926698169538
		Spearman Correlation:  0.7158559487574293
		Coefficient of Determination:  0.7284905867638841
		RMSE:  0.2630362054950025
		NRMSE:  0.06347858326978364
		MAPE:  55.54073362157029
		Pearson Correlation:  0.8456838474620257
		Spearman Correlation:  0.7088274541368929
		Coefficient of Determination:  0.7022821756292825
		RMSE:  0.24667744086523613
		NRMSE:  0.10066001830785773
		MAPE:  69.87901290517232

Protein:  CCND1
x_train_column_count:  5
x_train columns:  ['CCND1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47371951525638445
		RMSE:  0.2917253166285864
		NRMSE:  0.18637975276867558
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47112550847095647
		RMSE:  0.27775626016480953
		NRMSE:  0.17517423067911803
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  LinearRegression
		Pearson Correlation:  0.4161334590414111
		Spearman Correlation:  0.37418253932078005
		Coefficient of Determination:  0.1731670557337699
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		RMSE:  0.2185121492744843
		NRMSE:  0.13960475158411234
		MAPE:  513.4236650291364
		Pearson Correlation:  0.5397991697957016
		Spearman Correlation:  0.49853240065337473
		Coefficient of Determination:  0.26957836937457924
		RMSE:  0.19571576331076018
		NRMSE:  0.12343325133120597
		MAPE:  480.15949141994446

	Predictor:  ElasticNet
		Pearson Correlation:  0.40789241408956317
		Spearman Correlation:  0.3728160125831736
		Coefficient of Determination:  0.010090756302293502
		RMSE:  0.23909164080325454
		NRMSE:  0.1527527381475157
		MAPE:  625.3140239171698
		Pearson Correlation:  0.5709619771887237
		Spearman Correlation:  0.49870696642102774
		Coefficient of Determination:  0.0131698530072617
		RMSE:  0.22748889293134297
		NRMSE:  0.14347180432097817
		MAPE:  483.0661027747142

	Predictor:  RandomForests
		Pearson Correlation:  0.4534102784452129
		Spearman Correlation:  0.39949586103691814
		Coefficient of Determination:  0.201714526488304
		RMSE:  0.2147068081987384
		NRMSE:  0.13717356550436258
		MAPE:  504.68191690638884
		Pearson Correlation:  0.5245326485699925
		Spearman Correlation:  0.5018856606099847
		Coefficient of Determination:  0.256893306003401
		RMSE:  0.19740792327410847
		NRMSE:  0.12450045615168295
		MAPE:  425.381048022874

Protein:  ERBB2
x_train_column_count:  5
x_train columns:  ['ERBB2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06177154229692228
		RMSE:  1.0106646016782141
		NRMSE:  0.1721833486682819
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.26989975035857605
		RMSE:  1.1682171872252598
		NRMSE:  0.21036071365744585
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9808249714864398
		NRMSE:  0.1670996765569688
		MAPE:  529.9728174248761
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556425
		RMSE:  1.07776630779691
		NRMSE:  0.19407323581894154
		MAPE:  193.8969179437583

	Predictor:  LinearRegression
		Pearson Correlation:  0.8375005352505241
		Spearman Correlation:  0.6238378203261945
		Coefficient of Determination:  0.7014071465449142
		RMSE:  0.5359585689497665
		NRMSE:  0.09130936316162094
		MAPE:  588.3578601454656
		Pearson Correlation:  0.8230925107655853
		Spearman Correlation:  0.67230847305938
		Coefficient of Determination:  0.6301290855608441
		RMSE:  0.6304693277368325
		NRMSE:  0.11352852806151773
		MAPE:  275.86883193287986

	Predictor:  ElasticNet
		Pearson Correlation:  0.8204497610959258
		Spearman Correlation:  0.6238582415521245
		Coefficient of Determination:  0.3828294846705964
		RMSE:  0.7705380673183805
		NRMSE:  0.13127384147714202
		MAPE:  467.0972446699177
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.8129101094824533
		Spearman Correlation:  0.67230847305938
		Coefficient of Determination:  0.3233609786578442
		RMSE:  0.8527414867418283
		NRMSE:  0.15355304619545293
		MAPE:  135.1337773527326

	Predictor:  RandomForests
		Pearson Correlation:  0.8379118261616796
		Spearman Correlation:  0.6242468308358713
		Coefficient of Determination:  0.7012142796478228
		RMSE:  0.5361316340087601
		NRMSE:  0.09133884764276881
		MAPE:  438.3459695332958
		Pearson Correlation:  0.7900096819255299
		Spearman Correlation:  0.6588300179349611
		Coefficient of Determination:  0.5694557973034011
		RMSE:  0.6802174131909045
		NRMSE:  0.12248665919813168
		MAPE:  216.95644678206537

Protein:  ERBB3
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['ERBB3', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20254353309139272
		RMSE:  0.523865801474932
		NRMSE:  0.14324270860276114
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.287905849531515
		RMSE:  0.4364451552160674
		NRMSE:  0.21482088883335748
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  LinearRegression
		Pearson Correlation:  0.47210377684053967
		Spearman Correlation:  0.47559620013365334
		Coefficient of Determination:  0.2228819761071017
		RMSE:  0.4211270474583208
		NRMSE:  0.11515044267820945
		MAPE:  248.99239570457516
		Pearson Correlation:  0.39730127997215425
		Spearman Correlation:  0.3203655905933989
		Coefficient of Determination:  0.12644250223998843
		RMSE:  0.35944576151404267
		NRMSE:  0.1769213314731441
		MAPE:  244.44045213273554

	Predictor:  ElasticNet
		Pearson Correlation:  0.4447058026032593
		Spearman Correlation:  0.47559620013365334
		Coefficient of Determination:  0.1010607805749335
		RMSE:  0.452933881226064
		NRMSE:  0.12384751167592167
		MAPE:  224.09951226999206
		Pearson Correlation:  0.3439918327249614
		Spearman Correlation:  0.3203655905933989
		Coefficient of Determination:  0.0822665216095011
		RMSE:  0.36842229748151367
		NRMSE:  0.1813396356108589
		MAPE:  204.41619012064768

	Predictor:  RandomForests
		Pearson Correlation:  0.5017575914848379
		Spearman Correlation:  0.4921605147487151
		Coefficient of Determination:  0.2503000193256526
		RMSE:  0.41363129949439237
		NRMSE:  0.11310085051484675
		MAPE:  238.28030543478857
		Pearson Correlation:  0.4041323955475392
		Spearman Correlation:  0.32032765592468015
		Coefficient of Determination:  0.13857368373267354
		RMSE:  0.3569412060034264
		NRMSE:  0.1756885744256825
		MAPE:  237.4408613379951


Fold:  5

Protein:  RB1
x_train_column_count:  5
x_train columns:  ['RB1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination: 
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
 -0.00018503513771928048
		RMSE:  0.23392670305630597
		NRMSE:  0.11556330212293363
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12340187398900859
		RMSE:  0.2547692202160761
		NRMSE:  0.12845593258580365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  LinearRegression
		Pearson Correlation:  0.23251539731172302
		Spearman Correlation:  0.2660986971682195
		Coefficient of Determination:  0.05406340998702863
		RMSE:  0.22749436107406498
		NRMSE:  0.11238562864598635
		MAPE:  215.02606503976352
		Pearson Correlation:  0.19847655735776676
		Spearman Correlation:  0.28314816892978717
		Coefficient of Determination:  -0.05242773264607825
		RMSE:  0.24659003807595212
		NRMSE:  0.12433194747995892
		MAPE:  494.5354450126963

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  RandomForests
		Pearson Correlation:  0.3145025462633167
		Spearman Correlation:  0.35956151450924767
		Coefficient of Determination:  0.09132386711635232
		RMSE:  0.22296884509436773
		NRMSE:  0.11014995583227584
		MAPE:  211.2056067728131
		Pearson Correlation:  0.21123097353652284
		Spearman Correlation:  0.23779555867019272
		Coefficient of Determination:  -0.04878630534383244
		RMSE:  0.24616306445127475
		NRMSE:  0.12411666521351812
		MAPE:  529.0921149732138

Protein:  CDH1
x_train_column_count:  5
x_train columns:  ['CDH1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10476316856458312
		RMSE:  1.1835893765747125
		NRMSE:  0.18846364392451076
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19786466090973764
		RMSE:  1.2714981376898562
		NRMSE:  0.2500438806886504
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1260727912856485
		NRMSE:  0.17930524366829853
		MAPE:  266.31463004312263
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01718399286470018
		RMSE:  1.1716869980595492
		NRMSE:  0.23041572398960675
		MAPE:  1066.779337530299

	Predictor:  LinearRegression
		Pearson Correlation:  0.7346057814160929
		Spearman Correlation:  0.588836664067263
		Coefficient of Determination:  0.5396456540899486
		RMSE:  0.7640338298461663
		NRMSE:  0.12165756342889816
		MAPE:  198.91734043828498
		Pearson Correlation:  0.6104422335376952
		Spearman Correlation:  0.5418695993715633
		Coefficient of Determination:  0.35599532322786753
		RMSE:  0.9323014564950345
		NRMSE:  0.18333984710134207
		MAPE:  1047.646990214936

	Predictor:  ElasticNet
		Pearson Correlation:  0.6410559781541766
		Spearman Correlation:  0.5889053256204806
		Coefficient of Determination:  0.260454563516088
		RMSE:  0.9683868774683754
		NRMSE:  0.15419682135415677
		MAPE:  232.45073158762892
		Pearson Correlation:  0.5289586048209342
		Spearman Correlation:  0.5418695993715633
		Coefficient of Determination:  0.17514595102006558
		RMSE:  1.0551164823930028
		NRMSE:  0.20749178627617998
		MAPE:  1309.3775489028978

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.7477132730675663
		Spearman Correlation:  0.5990881223566048
		Coefficient of Determination:  0.5587490298670774
		RMSE:  0.7480132684931943
		NRMSE:  0.11910659986834722
		MAPE:  166.2197926101653
		Pearson Correlation:  0.616013622220581
		Spearman Correlation:  0.5412740364706119
		Coefficient of Determination:  0.3622554955236724
		RMSE:  0.9277590822668783
		NRMSE:  0.1824465757343766
		MAPE:  665.3142844496236

Protein:  CDH2
x_train_column_count:  5
x_train columns:  ['CDH2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0016678089051440637
		RMSE:  0.3594357673583712
		NRMSE:  0.1765314902796381
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02548752338232485
		RMSE:  0.4223734458481898
		NRMSE:  0.15794680397441796
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  LinearRegression
		Pearson Correlation:  0.1562963984244914
		Spearman Correlation:  0.10422862710641098
		Coefficient of Determination:  0.024428564160467237
		RMSE:  0.35472269145804775
		NRMSE:  0.1742167336859917
		MAPE:  407.28508666459834
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.1196392646413779
		Spearman Correlation:  -0.0009576191194649766
		Coefficient of Determination:  -0.022564858448568703
		RMSE:  0.4217711289773383
		NRMSE:  0.15772156721849498
		MAPE:  1030.3947983670494

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  RandomForests
		Pearson Correlation:  0.2225471452913145
		Spearman Correlation:  0.23310971157694335
		Coefficient of Determination:  0.04505088005103708
		RMSE:  0.3509534769848271
		NRMSE:  0.17236554048662986
		MAPE:  516.4084618816934
		Pearson Correlation:  0.02613563430060784
		Spearman Correlation:  0.01272366311076386
		Coefficient of Determination:  -0.02965335260008506
		RMSE:  0.42323047837424443
		NRMSE:  0.15826729180272028
		MAPE:  421.1178441241013

Protein:  CDH3
x_train_column_count:  5
x_train columns:  ['CDH3', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011481892643820935
		RMSE:  0.2038847376288621
		NRMSE:  0.14304087222095618
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026977014897064944
		RMSE:  0.22369326249691865
		NRMSE:  0.20181818899206835
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  LinearRegression
		Pearson Correlation:  0.33575530598845327
		Spearman Correlation:  0.3409674231940851
		Coefficient of Determination:  0.11273162549939975
		RMSE:  0.19193891457581458
		NRMSE:  0.1346599557836719
		MAPE:  471.0152265747241
		Pearson Correlation:  0.32786195231513054
		Spearman Correlation:  0.294564770134291
		Coefficient of Determination:  0.10477517244399259
		RMSE:  0.21136542780298764
		NRMSE:  0.19069589928002567
		MAPE:  141.0745509368841

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.3258282023710955
		Spearman Correlation:  0.34098087037844793
		Coefficient of Determination:  0.01066037207477799
		RMSE:  0.2026787588263212
		NRMSE:  0.142194785055229
		MAPE:  147.33149646131199
		Pearson Correlation:  0.3154852689777345
		Spearman Correlation:  0.2942804773126847
		Coefficient of Determination:  0.0027564211011789075
		RMSE:  0.22308404892100664
		NRMSE:  0.20126855070959376
		MAPE:  104.65656045689937

	Predictor:  RandomForests
		Pearson Correlation:  0.36965505977322854
		Spearman Correlation:  0.37023702110479534
		Coefficient of Determination:  0.1352943984872248
		RMSE:  0.18948274589968064
		NRMSE:  0.1329367639751927
		MAPE:  428.8762610239707
		Pearson Correlation:  0.33392383751857757
		Spearman Correlation:  0.2896321859679133
		Coefficient of Determination:  0.1080813307623334
		RMSE:  0.21097476953916952
		NRMSE:  0.190343443678822
		MAPE:  147.6576392773054

Protein:  PTEN
x_train_column_count:  5
x_train columns:  ['PTEN', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Coefficient of Determination:  -0.05240378988513572
		RMSE:  0.5837468026637292
		NRMSE:  0.09127461538014686
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011774083334460839
		RMSE:  0.7259408088203396
		NRMSE:  0.14042494754339593
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5690275755039937
		NRMSE:  0.08897311789601967
		MAPE:  304.4741530818047
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005181468299075398
		RMSE:  0.7235718660416283
		NRMSE:  0.13996670265429206
		MAPE:  391.1377632658283

	Predictor:  LinearRegression
		Pearson Correlation:  0.41419034729567816
		Spearman Correlation:  0.42205204877097163
		Coefficient of Determination:  0.1715536437929145
		RMSE:  0.5179233715267973
		NRMSE:  0.08098246759859234
		MAPE:  521.662957077445
		Pearson Correlation:  0.3977104304137486
		Spearman Correlation:  0.41073080711729576
		Coefficient of Determination:  0.15442144860620044
		RMSE:  0.6636458986295501
		NRMSE:  0.12837470957705627
		MAPE:  346.93335180343234

	Predictor:  ElasticNet
		Pearson Correlation:  0.395141470500772
		Spearman Correlation:  0.4204847775371454
		Coefficient of Determination:  0.04178729801442804
		RMSE:  0.5570116452424712
		NRMSE:  0.08709430775427585
		MAPE:  238.23294248027466
		Pearson Correlation:  0.4387088468200321
		Spearman Correlation:  0.428546490604621
		Coefficient of Determination:  0.04049959704870998
		RMSE:  0.7069391222858491
		NRMSE:  0.13674928858825616
		MAPE:  359.7838767975489

	Predictor:  RandomForests
		Pearson Correlation:  0.4424713683162719
		Spearman Correlation:  0.4429013674143712
		Coefficient of Determination:  0.19271961505571344
		RMSE:  0.5112643528819989
		NRMSE:  0.07994126383894909
		MAPE:  489.48198787226653
		Pearson Correlation:  0.4124809121288077
		Spearman Correlation:  0.4376523846678659
		Coefficient of Determination:  0.1632524121174317
		RMSE:  0.6601713457348014
		NRMSE:  0.12770259705485945
		MAPE:  405.61580355046533

Protein:  BRCA2
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['BRCA2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00015423459462815536
		RMSE:  0.20048365981157823
		NRMSE:  0.1291568109593031
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08467605477038265
		RMSE:  0.17297650483593724
		NRMSE:  0.22621657599677922
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  LinearRegression
		Pearson Correlation:  0.0664858857428476
		Spearman Correlation:  0.055857605631882086
		Coefficient of Determination:  0.004420373003011013
		RMSE:  0.20002463800911835
		NRMSE:  0.1288610971229624
		MAPE:  116.70156561830309
		Pearson Correlation:  -0.08482152658591711
		Spearman Correlation:  -0.029434282222970364
		Coefficient of Determination:  -0.11077815612077613
		RMSE:  0.17504542173508145
		NRMSE:  0.22892228043559987
		MAPE:  103.80981355385295

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  RandomForests
		Pearson Correlation:  0.2808683030346905
		Spearman Correlation:  0.22741927753543684
		Coefficient of Determination:  0.04207463164836134
		RMSE:  0.1962055690044515
		NRMSE:  0.126400753103206
		MAPE:  124.0222781618915
		Pearson Correlation:  -0.08204526804249637
		Spearman Correlation:  -0.009163349322339706
		Coefficient of Determination:  -0.11708091660027953
		RMSE:  0.17554133927994822
		NRMSE:  0.2295708353886722
		MAPE:  121.69192882868818

Protein:  CDKN2A
x_train_column_count:  5
x_train columns:  ['CDKN2A', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06876053865938014
		RMSE:  0.7026668514343448
		NRMSE:  0.1789276696377339
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07452018232747903
		RMSE:  0.6281215662347416
		NRMSE:  0.15805378984795088
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6796874655065666
		NRMSE:  0.1730761797526334
		MAPE:  274.2442116656758
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00044725008449963966
		RMSE:  0.6060849693149379
		NRMSE:  0.15250873639690443
		MAPE:  274.3248072759207

	Predictor:  LinearRegression
		Pearson Correlation:  0.6724120619632933
		Spearman Correlation:  0.5433148248962784
		Coefficient of Determination:  0.4521379810737276
		RMSE:  0.5030890418272231
		NRMSE:  0.12810701072731104
		MAPE:  240.49290920196214
		Pearson Correlation:  0.38387851300116277
		Spearman Correlation:  0.3112183443683837
		Coefficient of Determination:  -0.012628332029724909
		RMSE:  0.609763541058548
		NRMSE:  0.15343437282870287
		MAPE:  361.26120096339207

	Predictor:  ElasticNet
		Pearson Correlation:  0.647540260599158
		Spearman Correlation:  0.543492990453
		Coefficient of Determination:  0.20377559341991136
		RMSE:  0.606494691363044
		NRMSE:  0.15443831105982633
		MAPE:  213.7348727842343
		Pearson Correlation:  0.3614252688105046
		Spearman Correlation:  0.30912355515654816
		Coefficient of Determination:  0.10638813839116357
		RMSE:  0.5728103793773912
		NRMSE:  0.14413587463259384
		MAPE:  271.90119012198517

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.6804985222571751
		Spearman Correlation:  0.5578792484186119
		Coefficient of Determination:  0.4625852388380224
		RMSE:  0.4982692159571973
		NRMSE:  0.12687968627159923
		MAPE:  263.8935646704191
		Pearson Correlation:  0.3799901370327922
		Spearman Correlation:  0.3102182095928762
		Coefficient of Determination:  -0.06055211708875974
		RMSE:  0.6240256251250411
		NRMSE:  0.15702313105484036
		MAPE:  482.3157360920266

Protein:  TP53
x_train_column_count:  5
x_train columns:  ['TP53', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
nan
		Coefficient of Determination:  -0.0629013951002304
		RMSE:  0.43691826486349494
		NRMSE:  0.11112140819031384
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02793228386718627
		RMSE:  0.5354711484549424
		NRMSE:  0.14342336907859712
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4237929343776606
		NRMSE:  0.10778324331179852
		MAPE:  459.9790072255086
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011640203076264122
		RMSE:  0.5284530873849588
		NRMSE:  0.1415436152095778
		MAPE:  140.42972129387252

	Predictor:  LinearRegression
		Pearson Correlation:  0.3811936407046744
		Spearman Correlation:  0.28722942502807625
		Coefficient of Determination:  0.1453085917136845
		RMSE:  0.39179454129592334
		NRMSE:  0.09964509303286537
		MAPE:  815.9724627234912
		Pearson Correlation:  0.41797318597764394
		Spearman Correlation:  0.4012693425105052
		Coefficient of Determination:  0.15298201451082638
		RMSE:  0.48607147889061714
		NRMSE:  0.13019190542135187
		MAPE:  172.04193269947132

	Predictor:  ElasticNet
		Pearson Correlation:  0.33235608512914344
		Spearman Correlation:  0.28111369193441366
		Coefficient of Determination:  0.04273876806886523
		RMSE:  0.4146378530697756
		NRMSE:  0.1054548317784724
		MAPE:  458.4587785515596
		Pearson Correlation:  0.334646621927356
		Spearman Correlation:  0.3358321176074515
		Coefficient of Determination:  0.030337639378894
		RMSE:  0.5200727414218231
		NRMSE:  0.1392989798906718
		MAPE:  143.44560509760208

	Predictor:  RandomForests
		Pearson Correlation:  0.4314814786759326
		Spearman Correlation:  0.34643046916493536
		Coefficient of Determination:  0.18526419297122765
		RMSE:  0.38252701679008905
		NRMSE:  0.0972880838246367
		MAPE:  844.93342651358
		Pearson Correlation:  0.43923064667351636
		Spearman Correlation:  0.307609706668647
		Coefficient of Determination:  0.17124734532602126
		RMSE:  0.48080202597385313
		NRMSE:  0.12878050782746836
		MAPE:  184.65594885123437

Protein:  CTNNB1
x_train_column_count:  5
x_train columns:  ['CTNNB1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.4291206958720877
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		RMSE:  0.9037435622191023
		NRMSE:  0.1777623057079273
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5497170498826627
		RMSE:  0.8436000623678614
		NRMSE:  0.27017767234966206
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  LinearRegression
		Pearson Correlation:  0.07375762462928696
		Spearman Correlation:  0.08335278005616814
		Coefficient of Determination:  0.005440187190954737
		RMSE:  0.7539216514108543
		NRMSE:  0.14829300775193832
		MAPE:  692.6443489776888
		Pearson Correlation:  0.27006028254205044
		Spearman Correlation:  0.24520754622875596
		Coefficient of Determination:  0.03927046916250765
		RMSE:  0.664218500292382
		NRMSE:  0.21272759017687798
		MAPE:  273.0201786274598

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  RandomForests
		Pearson Correlation:  0.2709132651209278
		Spearman Correlation:  0.26370850559812414
		Coefficient of Determination:  0.053288494500083106
		RMSE:  0.7355625165488577
		NRMSE:  0.14468184825902003
		MAPE:  720.5866044879414
		Pearson Correlation:  0.22578045319806445
		Spearman Correlation:  0.2610385476917296
		Coefficient of Determination:  0.04094858945371527
		RMSE:  0.6636381466799675
		NRMSE:  0.21254172178362327
		MAPE:  272.38990168301905

Protein:  CCNE1
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['CCNE1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9790551557409413
		RMSE:  0.7746141645114569
		NRMSE:  0.27590887426944144
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8285524646781477
		RMSE:  0.8763813407881366
		NRMSE:  0.2114972948785232
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4487930906545114
		NRMSE:  0.15985506345663808
		MAPE:  112.14421009479175
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0040862214035515265
		RMSE:  0.6494188844018614
		NRMSE:  0.15672439713344627
		MAPE:  115.49088793396595

	Predictor:  LinearRegression
		Pearson Correlation:  0.8540343263110172
		Spearman Correlation:  0.7126576306723429
		Coefficient of Determination:  0.7293746305175126
		RMSE:  0.23346964098675
		NRMSE:  0.08315926660258237
		MAPE:  51.64096396679383
		Pearson Correlation:  0.6292283151735336
		Spearman Correlation:  0.7178967318794499
		Coefficient of Determination:  -2.1394722155769568
		RMSE:  1.1483326986365991
		NRMSE:  0.277127373756932
		MAPE:  78.73367218042169

	Predictor:  ElasticNet
		Pearson Correlation:  0.8336835472730431
		Spearman Correlation:  0.7126097756485593
		Coefficient of Determination:  0.18548141536614215
		RMSE:  0.4050388311730337
		NRMSE:  0.14427028714978937
		MAPE:  99.98912051547728
		Pearson Correlation:  0.8705431662436123
		Spearman Correlation:  0.719053853539321
		Coefficient of Determination:  0.1909916784729767
		RMSE:  0.5829293254646225
		NRMSE:  0.14067845777074173
		MAPE:  106.6225741373583

	Predictor:  RandomForests
		Pearson Correlation:  0.855650632891228
		Spearman Correlation:  0.7114928849558277
		Coefficient of Determination:  0.730734281419386
		RMSE:  0.2328824142183907
		NRMSE:  0.08295010301634576
		MAPE:  56.5080176765545
		Pearson Correlation:  0.8005340807679645
		Spearman Correlation:  0.7307358786224182
		Coefficient of Determination:  0.6136504949478718
		RMSE:  0.4028372194679773
		NRMSE:  0.09721679162776681
		MAPE:  78.43246041847577

Protein:  CCND1
x_train_column_count:  5
x_train columns:  ['CCND1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5366759284640548
		RMSE:  0.28216244755564185
		NRMSE:  0.17771997351836757
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.30240520386774006
		RMSE:  0.3149325402631455
		NRMSE:  0.20120656537940065
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  LinearRegression
		Pearson Correlation:  0.47086919566599467
		Spearman Correlation:  0.4273832215129977
		Coefficient of Determination:  0.22171779942714065
		RMSE:  0.2008059693134521
		NRMSE:  0.1264776084056309
		MAPE:  603.549345724347
		Pearson Correlation:  0.2998031004370001
		Spearman Correlation:  0.2756817416676019
		Coefficient of Determination:  0.08283339702431447
		RMSE:  0.2642826123173393
		NRMSE:  0.168846943124506
		MAPE:  249.93160728455823

	Predictor:  ElasticNet
		Pearson Correlation:  0.46157293967981494
		Spearman Correlation:  0.42726285187649277
		Coefficient of Determination:  0.018230293103149497
		RMSE:  0.2255344471455676
		NRMSE:  0.14205283630553237
		MAPE:  682.1671796251151
		Pearson Correlation:  0.36596695910150095
		Spearman Correlation:  0.2762503273108144
		Coefficient of Determination:  0.008820997455625257
		RMSE:  0.27473913176462966
		NRMSE:  0.17552748608159213
		MAPE:  267.1814751000642

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.4910407652661457
		Spearman Correlation:  0.4512173853537595
		Coefficient of Determination:  0.23794654241381163
		RMSE:  0.19870133669976142
		NRMSE:  0.12515200588264727
		MAPE:  544.398322519066
		Pearson Correlation:  0.3914267081554952
		Spearman Correlation:  0.29422489289803727
		Coefficient of Determination:  0.1502358369927379
		RMSE:  0.25438627776972494
		NRMSE:  0.16252429547905403
		MAPE:  251.6982563544654

Protein:  ERBB2
x_train_column_count:  5
x_train columns:  ['ERBB2', '2', '1/2', '3', '1/3']

	Predictor: 
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
 Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10085609607150081
		RMSE:  1.0785113826338413
		NRMSE:  0.1837421644434709
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05671362529003088
		RMSE:  0.8919867459254164
		NRMSE:  0.19736403273048267
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959455
		RMSE:  0.875951357919715
		NRMSE:  0.1938159880340115
		MAPE:  565.705361200264

	Predictor:  LinearRegression
		Pearson Correlation:  0.8381675314420464
		Spearman Correlation:  0.6442141580898807
		Coefficient of Determination:  0.7025248107636537
		RMSE:  0.5606409704503873
		NRMSE:  0.09551441648642815
		MAPE:  618.2987185717307
		Pearson Correlation:  0.7951021970292319
		Spearman Correlation:  0.5872666741480568
		Coefficient of Determination:  0.6304728392604263
		RMSE:  0.527476274494531
		NRMSE:  0.11671120134849675
		MAPE:  384.3114579163198

	Predictor:  ElasticNet
		Pearson Correlation:  0.8244043707044826
		Spearman Correlation:  0.6442627066647334
		Coefficient of Determination:  0.41396712612256703
		RMSE:  0.7869016329200228
		NRMSE:  0.13406164419306316
		MAPE:  526.6214925730774
		Pearson Correlation:  0.7621953897636515
		Spearman Correlation:  0.5872666741480568
		Coefficient of Determination:  0.3462954124498966
		RMSE:  0.701569199043361
		NRMSE:  0.15523159620386348
		MAPE:  391.0033414855023

	Predictor:  RandomForests
		Pearson Correlation:  0.8379861452033743
		Spearman Correlation:  0.6476501506375566
		Coefficient of Determination:  0.7006763907536449
		RMSE:  0.5623800989471744
		NRMSE:  0.09581070564887038
		MAPE:  556.9767645322418
		Pearson Correlation:  0.7749886498442887
		Spearman Correlation:  0.580392527783357
		Coefficient of Determination:  0.5947357683413012
		RMSE:  0.5523939139330684
		NRMSE:  0.12222456332184277
		MAPE:  295.794727890533

Protein:  ERBB3
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['ERBB3', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.24617901957450639
		RMSE:  0.5234556686317032
		NRMSE:  0.14126566093685908
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10551624527684367
		RMSE:  0.43841640970600765
		NRMSE:  0.21211918179733683
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  LinearRegression
		Pearson Correlation:  0.4343377729326527
		Spearman Correlation:  0.41142820549776254
		Coefficient of Determination:  0.18864930099609667
		RMSE:  0.4223709076592538
		NRMSE:  0.11398578524701422
		MAPE:  255.26339721781466
		Pearson Correlation:  0.5715554440165691
		Spearman Correlation:  0.5619845633985462
		Coefficient of Determination:  0.302013820329453
		RMSE:  0.3483594920103516
		NRMSE:  0.16854690832882643
		MAPE:  214.2327961174638

	Predictor:  ElasticNet
		Pearson Correlation:  0.39790997326064714
		Spearman Correlation:  0.41142820549776254
		Coefficient of Determination:  0.07780938526364778
		RMSE:  0.4502980213335357
		NRMSE:  0.1215225116742372
		MAPE:  235.51678574472703
		Pearson Correlation:  0.5411012796375061
		Spearman Correlation:  0.5619845633985462
		Coefficient of Determination:  0.06914387109242692
		RMSE:  0.4022958181144307
		NRMSE:  0.1946429419376588
		MAPE:  223.34904834554857

	Predictor:  RandomForests
		Pearson Correlation:  0.46247361973981643
		Spearman Correlation:  0.42563267771628494
		Coefficient of Determination:  0.21289293377250285
		RMSE:  0.41601270604680346
		NRMSE:  0.1122698891225144
		MAPE:  251.7081601814871
		Pearson Correlation:  0.5455346016104494
		Spearman Correlation:  0.559355485434222
		Coefficient of Determination:  0.26915297963017726
		RMSE:  0.35646547824651587
		NRMSE:  0.17246883079798914
		MAPE:  218.3854165683859

TMM

In [67]:
scenario = Scenario.selfmRNA_Polynomial
normalizeTechnique = NormalizeTechnique.TMM
X, Y, Z = get_data(normalizeTechnique)
In [68]:
X.head()
Out[68]:
UBE2Q2P2 HMGB1P1 LOC155060 RNU12.2P SSX9 CXORF67 EFCAB8 SRP14P1 LOC391343 TRIM75P ... ZXDA ZXDB ZXDC ZYG11A ZYG11B ZYX ZZEF1 ZZZ3 TPTEP1 AKR1C6P
TCGA-A1-A0SF-01 6.676054 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092
TCGA-A1-A0SH-01 5.091092 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092
TCGA-A1-A0SJ-01 5.091092 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092
TCGA-A1-A0SK-01 6.676054 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092
TCGA-A1-A0SQ-01 5.091092 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092

5 rows × 20440 columns

In [69]:
Y.head()
Out[69]:
RB1 CDH1 PTEN BRCA2 CDKN2A TP53 CTNNB1 CCNE1 CCND1 CDH2 CDH3 ERBB2 ERBB3
TCGA-A1-A0SF-01 0.017184 0.705680 0.197730 0.108550 0.17550 -0.472550 0.06978 -0.75401 -0.202360 -0.222000 -0.114060 0.25604 0.461410
TCGA-A1-A0SH-01 -0.081896 0.018364 0.699160 -0.282430 0.68156 -0.035545 -0.11192 -0.77956 -0.014111 0.072251 -0.031553 0.68354 0.033670
TCGA-A1-A0SJ-01 -0.106090 0.114310 -0.110550 0.108220 -0.00989 -0.431850 -0.85672 -0.29589 0.290760 -0.225320 0.128230 0.36458 0.430620
TCGA-A1-A0SK-01 -0.060244 -0.963820 -0.081596 0.309150 1.23630 0.898470 -0.85965 0.92670 0.045974 0.389790 -0.224090 -1.04130 -0.056604
TCGA-A1-A0SQ-01 0.376500 0.425490 0.657440 0.003187 -0.34580 -0.020122 0.39368 -1.02750 0.362490 0.292880 -0.144850 0.31196 0.649260
In [70]:
perform_kFoldCV(num_folds, scenario, normalizeTechnique, X, Y, Z)

Fold:  1

Protein:  RB1
x_train_column_count:  5
x_train columns:  ['RB1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017832262764705176
		RMSE:  0.22609122586734381
		NRMSE:  0.08562439911658541
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0064622508272080825
		RMSE:  0.2813710133086082
		NRMSE:  0.13900150344012696
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4586671617244917e-06
		RMSE:  0.22410209624831526
		NRMSE:  0.08487108360095257
		MAPE:  241.53718297565408
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.03536434267028454
		RMSE:  0.28538241670885023
		NRMSE:  0.14098319692369454
		MAPE:  138.84023518029005

Protein:  CDH1
x_train_column_count:  5
x_train columns:  ['CDH1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12177449909053428
		RMSE:  1.1951653206606205
		NRMSE:  0.20089175544360185
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11829904064371455
		RMSE:  1.227018913081223
		NRMSE:  0.19873326310796913
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.620371981620906e-07
		RMSE:  1.1284316492288855
		NRMSE:  0.18967469269138984
		MAPE:  492.645061276289
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.5685973011002616e-05
		RMSE:  1.1603202144047338
		NRMSE:  0.18793045486131543
		MAPE:  303.91159481027046

Protein:  CDH2
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['CDH2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004084060130477685
		RMSE:  0.37195168053170635
		NRMSE:  0.13741024893390016
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006474841096328898
		RMSE:  0.3763274359057868
		NRMSE:  0.1942134674644098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  LinearRegression
		Pearson Correlation:  -0.0017152181106117274
		Spearman Correlation:  -0.0044981752298557985
		Coefficient of Determination:  -0.006098685165267126
		RMSE:  0.37232464117186015
		NRMSE:  0.13754803192316592
		MAPE:  1190.4340319858425
		Pearson Correlation:  0.07006050188511184
		Spearman Correlation:  -0.09621783777476263
		Coefficient of Determination:  0.0044728231393116324
		RMSE:  0.3742751386756058
		NRMSE:  0.19315432661175921
		MAPE:  107.50929064789956

	Predictor:  ElasticNet
		Pearson Correlation:  0.0021369891684560093
		Spearman Correlation:  0.017615519581153163
		Coefficient of Determination:  3.946640237284527e-06
		RMSE:  0.37119373013585644
		NRMSE:  0.13713023903469929
		MAPE:  475.4708675681981
		Pearson Correlation:  -0.07468445577572304
		Spearman Correlation:  -0.05435078876471117
		Coefficient of Determination:  -0.00048230128357973356
		RMSE:  0.3752054386756509
		NRMSE:  0.19363443189123752
		MAPE:  105.18130562997531

	Predictor:  RandomForests
		Pearson Correlation:  0.002136989168455994
		Spearman Correlation:  0.017615519581153163
		Coefficient of Determination:  -3.418287103240658e-05
		RMSE:  0.37120080681408685
		NRMSE:  0.13713285337459385
		MAPE:  554.0742535696029
		Pearson Correlation:  -0.07468445577572307
		Spearman Correlation:  -0.05435078876471117
		Coefficient of Determination:  -0.0015171950953063451
		RMSE:  0.3753994438193196
		NRMSE:  0.19373455324318503
		MAPE:  104.64344861322338

Protein:  CDH3
x_train_column_count: 
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
 5
x_train columns:  ['CDH3', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003025178489952651
		RMSE:  0.20883135309817671
		NRMSE:  0.14651130458142275
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.766266116724594e-05
		RMSE:  0.2045852237570374
		NRMSE:  0.1565890990172577
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  LinearRegression
		Pearson Correlation:  0.033276753183676816
		Spearman Correlation:  0.03738257547501164
		Coefficient of Determination:  0.0011040695693752545
		RMSE:  0.20868447608717117
		NRMSE:  0.14640825902731322
		MAPE:  119.1719198762536
		Pearson Correlation:  0.0937957731729239
		Spearman Correlation:  -0.02316523595830849
		Coefficient of Determination:  0.004762008315469024
		RMSE:  0.20409164003972496
		NRMSE:  0.15621131108045477
		MAPE:  109.64015184816222

	Predictor:  ElasticNet
		Pearson Correlation:  0.033274218384804544
		Spearman Correlation:  0.03614715515223192
		Coefficient of Determination:  0.0010980403834397467
		RMSE:  0.20868510588031142
		NRMSE:  0.14640870087578675
		MAPE:  120.56826741937398
		Pearson Correlation:  0.09403583475407698
		Spearman Correlation:  0.12192115267996365
		Coefficient of Determination:  0.004308519059795457
		RMSE:  0.20413813285144908
		NRMSE:  0.15624689658054594
		MAPE:  110.66203036178712

	Predictor:  RandomForests
		Pearson Correlation:  0.033274218384804516
		Spearman Correlation:  0.03614715515223192
		Coefficient of Determination:  0.0010884817975662653
		RMSE:  0.20868610434152873
		NRMSE:  0.14640940137335742
		MAPE:  125.6606466015733
		Pearson Correlation:  0.094035834754077
		Spearman Correlation:  0.12192115267996365
		Coefficient of Determination:  0.004470106776378935
		RMSE:  0.20412156770360806
		NRMSE:  0.15623421765130618
		MAPE:  114.0301428982097

Protein:  PTEN
x_train_column_count:  5
x_train columns:  ['PTEN', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.042477457330321045
		RMSE:  0.639641264822803
		NRMSE:  0.10001427016227082
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.028094267476815427
		RMSE:  0.5035947533045023
		NRMSE:  0.16597282753427667
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.458230587102
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389449
		RMSE:  0.49877990548911916
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809618

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.4582305871018
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389227
		RMSE:  0.4987799054891191
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809613

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.458230587102
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389449
		RMSE:  0.49877990548911916
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809618

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.084012675889312e-05
		RMSE:  0.6264775189448863
		NRMSE:  0.09795598763894713
		MAPE:  362.9024059037294
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00931343877205526
		RMSE:  0.4989738155072401
		NRMSE:  0.16444987657611235
		MAPE:  166.61441984426253

Protein:  BRCA2
x_train_column_count:  5
x_train columns:  ['BRCA2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026562361008646285
		RMSE:  0.19787350383771835
		NRMSE:  0.12800221484333532
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00017758204834872338
		RMSE:  0.18475106890837595
		NRMSE:  0.18489898809885505
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  LinearRegression
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  -0.0013582759692855773
		Spearman Correlation:  -0.0045127773595330205
		Coefficient of Determination:  -0.008753828820942111
		RMSE:  0.19847426966190485
		NRMSE:  0.1283908437128232
		MAPE:  116.15992065563181
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0008389360354734698
		RMSE:  0.18481214089522965
		NRMSE:  0.1849601089824156
		MAPE:  105.32264254497545

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  RandomForests
		Pearson Correlation:  -0.0013582759692855667
		Spearman Correlation:  -0.0045127773595330205
		Coefficient of Determination:  -5.103360456315542e-05
		RMSE:  0.1976162691945358
		NRMSE:  0.12783581255387666
		MAPE:  121.64943148020942
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0044694795588478
		RMSE:  0.18514704050472214
		NRMSE:  0.18529527672610305
		MAPE:  103.89824617718904

Protein:  CDKN2A
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['CDKN2A', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.062199248812668806
		RMSE:  0.6624014175436462
		NRMSE:  0.14974599695798488
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10057809021042674
		RMSE:  0.783524323220729
		NRMSE:  0.21159176970584093
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6427147371513342
		NRMSE:  0.145295521001771
		MAPE:  207.86247046219444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010510594090658465
		RMSE:  0.7507796405829533
		NRMSE:  0.20274902527219912
		MAPE:  439.74244050751946

	Predictor:  LinearRegression
		Pearson Correlation:  0.12205587192740311
		Spearman Correlation:  0.09815289996372449
		Coefficient of Determination:  0.014897635871958692
		RMSE:  0.6379093075460354
		NRMSE:  0.14420917995841195
		MAPE:  212.98747776068004
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00895833232325316
		RMSE:  0.7502027765536694
		NRMSE:  0.202593242385544
		MAPE:  452.9737697258833

	Predictor:  ElasticNet
		Pearson Correlation:  0.12205587192740294
		Spearman Correlation:  0.09815289996372449
		Coefficient of Determination:  0.014895861798436938
		RMSE:  0.6379098819520787
		NRMSE:  0.14420930981170535
		MAPE:  212.922358562182
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008974602514238095
		RMSE:  0.7502088253134912
		NRMSE:  0.20259487586105623
		MAPE:  452.8288939553578

	Predictor:  RandomForests
		Pearson Correlation:  0.12205587192740315
		Spearman Correlation:  0.09815289996372449
		Coefficient of Determination:  0.014736514250158206
		RMSE:  0.6379614730790857
		NRMSE:  0.1442209727770059
		MAPE:  212.39752380050172
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009104287408230993
		RMSE:  0.750257036450676
		NRMSE:  0.20260789534179746
		MAPE:  451.6787954130565

Protein:  TP53
x_train_column_count:  5
x_train columns:  ['TP53', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05546789854165435
		RMSE:  0.4652085657713222
		NRMSE:  0.11180210665016156
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04275496084346875
		RMSE:  0.4295356456720749
		NRMSE:  0.1544592202783541
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1903553747139028e-06
		RMSE:  0.452819839726163
		NRMSE:  0.1088247632122478
		MAPE:  386.5884091131444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002297937310716147
		RMSE:  0.4211206095598197
		NRMSE:  0.15143320851516406
		MAPE:  447.70899049367625

Protein:  CTNNB1
x_train_column_count:  5
x_train columns:  ['CTNNB1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.41897644861846284
		RMSE:  0.8782004120680554
		NRMSE:  0.17699587078381512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5843844136424388
		RMSE:  0.9452480588674593
		NRMSE:  0.23451795238114906
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.220446049250313e-16
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845058
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01663961166325656
		RMSE:  0.7571798135162975
		NRMSE:  0.18785784089621832
		MAPE:  326.3792792664174

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4879440155768364e-05
		RMSE:  0.7372406509033639
		NRMSE:  0.14858630124823427
		MAPE:  660.6430832277092
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01763093169040486
		RMSE:  0.7575488846283525
		NRMSE:  0.1879494081844769
		MAPE:  324.6682321626286

Protein:  CCNE1
x_train_column_count:  5
x_train columns:  ['CCNE1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.7135069779129597
		RMSE:  0.7967382438332794
		NRMSE:  0.19227700939577658
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.179220592822603
		RMSE:  0.7927883268238614
		NRMSE:  0.2823823069719898
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.48367116033059243
		NRMSE:  0.11672446372338549
		MAPE:  119.9663870203584
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008650225247206267
		RMSE:  0.5393577763958428
		NRMSE:  0.19211318838676503
		MAPE:  85.21064296831354

	Predictor:  LinearRegression
		Pearson Correlation:  0.05141357925182305
		Spearman Correlation:  0.03701975440193716
		Coefficient of Determination:  -0.00160951516668284
		RMSE:  0.4840602418694976
		NRMSE:  0.11681836085370505
		MAPE:  116.50314122015261
		Pearson Correlation:  0.13471343158616772
		Spearman Correlation:  0.06675573372931909
		Coefficient of Determination:  0.013603894665519478
		RMSE:  0.5333745926825186
		NRMSE:  0.18998204547908054
		MAPE:  83.58872071534678

	Predictor:  ElasticNet
		Pearson Correlation:  0.051926874367685345
		Spearman Correlation:  0.08469515587880291
		Coefficient of Determination:  0.0026934938892315685
		RMSE:  0.48301933845770506
		NRMSE:  0.11656715941253108
		MAPE:  119.58503054823646
		Pearson Correlation:  0.1359916977433942
		Spearman Correlation:  0.14852213144650117
		Coefficient of Determination:  0.0025881150772977257
		RMSE:  0.536344608388472
		NRMSE:  0.19103993175012357
		MAPE:  84.95638110314728

	Predictor:  RandomForests
		Pearson Correlation:  0.0519268743676854
		Spearman Correlation:  0.08469515587880291
		Coefficient of Determination:  0.002677908495351544
		RMSE:  0.4830231126320359
		NRMSE:  0.11656807023482296
		MAPE:  119.43099809926774
		Pearson Correlation:  0.13599169774339412
		Spearman Correlation:  0.14852213144650117
		Coefficient of Determination:  0.0028608284115207994
		RMSE:  0.5362712794417089
		NRMSE:  0.19101381280203344
		MAPE:  84.89477575649545

Protein:  CCND1
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['CCND1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.46307157054532877
		RMSE:  0.2889602070536637
		NRMSE:  0.17371452011738692
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5143850316766378
		RMSE:  0.2891269997261264
		NRMSE:  0.20591917819933792
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -6.730879370375753e-05
		RMSE:  0.2389020462082785
		NRMSE:  0.14362100143576398
		MAPE:  403.29824986195
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011305560546988058
		RMSE:  0.23508009298681884
		NRMSE:  0.16742642369866306
		MAPE:  1303.705037451208

Protein:  ERBB2
x_train_column_count:  5
x_train columns:  ['ERBB2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10512598969709641
		RMSE:  1.0713675802437574
		NRMSE:  0.18252510013182233
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.044647408489899565
		RMSE:  0.9270678870989714
		NRMSE:  0.17190207437399804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.306520477419639e-07
		RMSE:  1.0191372509121606
		NRMSE:  0.1736268039102783
		MAPE:  624.5447295898225
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02360779143819025
		RMSE:  0.917684642000512
		NRMSE:  0.17016218097543334
		MAPE:  535.0245009023646

Protein:  ERBB3
x_train_column_count:  5
x_train columns:  ['ERBB3', '2', '1/2', '3', '1/3']

	Predictor:  Zero
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20107865915633893
		RMSE:  0.5031866190144979
		NRMSE:  0.13579562619977975
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27170508071542576
		RMSE:  0.5249654097328843
		NRMSE:  0.21064675210776365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626023
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838235

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.989157152326726e-06
		RMSE:  0.4591385838048939
		NRMSE:  0.12390832574677273
		MAPE:  216.81400220250083
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006459820720205345
		RMSE:  0.4670202437926927
		NRMSE:  0.18739577065384752
		MAPE:  254.76019735334017


Fold:  2

Protein:  RB1
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['RB1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.012372001566697044
		RMSE:  0.23649063304821735
		NRMSE:  0.08648721220312221
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0009378943328373079
		RMSE:  0.2450188572791325
		NRMSE:  0.14037816530069125
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690783
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881248

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4263644985135215e-06
		RMSE:  0.23504130551959493
		NRMSE:  0.08595717726725971
		MAPE:  192.00946551468715
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.018558302852048847
		RMSE:  0.24716609205685758
		NRMSE:  0.14160837624002107
		MAPE:  242.315163337212

Protein:  CDH1
x_train_column_count:  5
x_train columns:  ['CDH1', '2', '1/2', '3', '1/3']
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0848918633043636
		RMSE:  1.167193365558287
		NRMSE:  0.18724526599154356
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3357437347566168
		RMSE:  1.329821844339591
		NRMSE:  0.2361608674018098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.109525118891952e-06
		RMSE:  1.1205979541487452
		NRMSE:  0.17977026616647873
		MAPE:  436.94910044840896
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08681768836146286
		RMSE:  1.1995275824231637
		NRMSE:  0.21302212438699408
		MAPE:  200.04996276284982

Protein:  CDH2
x_train_column_count:  5
x_train columns:  ['CDH2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0042702958885580955
		RMSE:  0.36888339320753855
		NRMSE:  0.13366308906715652
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005559500410650786
		RMSE:  0.3881548727768219
		NRMSE:  0.20448899349205915
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  LinearRegression
		Pearson Correlation:  0.009663749213899673
		Spearman Correlation:  -0.0177629408302383
		Coefficient of Determination:  9.338804886915852e-05
		RMSE:  0.36808109778378306
		NRMSE:  0.13337238125363543
		MAPE:  309.9527137812226
		Pearson Correlation:  0.0218730176357788
		Spearman Correlation:  0.025908433760141823
		Coefficient of Determination:  0.0001912899750754482
		RMSE:  0.38704335329434714
		NRMSE:  0.20390341923765898
		MAPE:  139.13988840172976

	Predictor:  ElasticNet
		Pearson Correlation:  0.009663749213899682
		Spearman Correlation:  -0.0177629408302383
		Coefficient of Determination:  9.263603588482994e-05
		RMSE:  0.3680812361975656
		NRMSE:  0.13337243140719096
		MAPE:  322.8732812995642
		Pearson Correlation:  0.021873017635778813
		Spearman Correlation:  0.025908433760141823
		Coefficient of Determination:  0.00017242130169037306
		RMSE:  0.38704700547305404
		NRMSE:  0.20390534329014476
		MAPE:  139.01946797468574

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.009663749213899685
		Spearman Correlation:  -0.0177629408302383
		Coefficient of Determination:  8.400939737418511e-05
		RMSE:  0.368082823993112
		NRMSE:  0.133373006737123
		MAPE:  278.842964167499
		Pearson Correlation:  0.021873017635778775
		Spearman Correlation:  0.025908433760141823
		Coefficient of Determination:  0.00012595398596160212
		RMSE:  0.3870559994370275
		NRMSE:  0.2039100815190565
		MAPE:  137.28327214608532

Protein:  CDH3
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['CDH3', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032535082492379797
		RMSE:  0.20804431995898212
		NRMSE:  0.15657381105189322
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10171995354262497
		RMSE:  0.2077503373255318
		NRMSE:  0.17094572313464315
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  LinearRegression
		Pearson Correlation:  0.06719195331369568
		Spearman Correlation:  0.0683642830206949
		Coefficient of Determination:  0.004122677146187859
		RMSE:  0.207278110558057
		NRMSE:  0.15599716312422912
		MAPE:  128.66454059846384
		Pearson Correlation:  -0.0028502824690594605
		Spearman Correlation:  -0.034080842234419866
		Coefficient of Determination:  -0.1554551925044536
		RMSE:  0.21275642510284884
		NRMSE:  0.17506494289710267
		MAPE:  257.4158407351104

	Predictor:  ElasticNet
		Pearson Correlation:  0.06738082015698497
		Spearman Correlation:  0.08466348301281183
		Coefficient of Determination:  0.004528548585995051
		RMSE:  0.20723586798628527
		NRMSE:  0.15596537143459185
		MAPE:  125.55653249448591
		Pearson Correlation:  -0.001874083342536711
		Spearman Correlation:  -0.01573359444137587
		Coefficient of Determination:  -0.15712467338524116
		RMSE:  0.21291007215777644
		NRMSE:  0.17519137016191597
		MAPE:  246.21156755612606

	Predictor:  RandomForests
		Pearson Correlation:  0.06738082015698496
		Spearman Correlation:  0.08466348301281183
		Coefficient of Determination:  0.004533997306119142
		RMSE:  0.2072353008320048
		NRMSE:  0.1559649445952186
		MAPE:  123.88130487089018
		Pearson Correlation:  -0.0018740833425367124
		Spearman Correlation:  -0.01573359444137587
		Coefficient of Determination:  -0.15623249348827883
		RMSE:  0.21282797611406923
		NRMSE:  0.1751238180811892
		MAPE:  239.13735110965297

Protein:  PTEN
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['PTEN', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.03862384422015608
		RMSE:  0.6356813050691055
		NRMSE:  0.09939509109047072
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04557869434051831
		RMSE:  0.5231599683741948
		NRMSE:  0.17546282813730707
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -7.039401497710429e-06
		RMSE:  0.6237518167450345
		NRMSE:  0.09752979700493074
		MAPE:  269.1438133361505
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0008608489591892532
		RMSE:  0.5118503361882523
		NRMSE:  0.17166968613772884
		MAPE:  475.20963201938855

Protein:  BRCA2
x_train_column_count: 
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
 5
x_train columns:  ['BRCA2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004232193403179485
		RMSE:  0.1957372843548259
		NRMSE:  0.12609907189874434
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0041831029428383015
		RMSE:  0.19359139518213575
		NRMSE:  0.1310414025181481
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  LinearRegression
		Pearson Correlation:  0.010232969871063943
		Spearman Correlation:  0.0579086352952679
		Coefficient of Determination:  9.93317326807297e-05
		RMSE:  0.19531469424485542
		NRMSE:  0.12582682831042385
		MAPE:  126.23614187161327
		Pearson Correlation:  0.0033090799768530662
		Spearman Correlation:  0.11302137575640286
		Coefficient of Determination:  -0.01918119147743358
		RMSE:  0.19503173992567596
		NRMSE:  0.13201636731514013
		MAPE:  116.23454929435744

	Predictor:  ElasticNet
		Pearson Correlation:  0.009933491753276085
		Spearman Correlation:  0.014210354271543182
		Coefficient of Determination:  4.7177680570054115e-05
		RMSE:  0.19531978791077592
		NRMSE:  0.12583010978307355
		MAPE:  126.27456294031352
		Pearson Correlation:  0.0027483760498676936
		Spearman Correlation:  0.0
		Coefficient of Determination:  -0.017254969476476756
		RMSE:  0.19484735068126563
		NRMSE:  0.1318915548193468
		MAPE:  116.23139415962869

	Predictor:  RandomForests
		Pearson Correlation:  0.00993349175327608
		Spearman Correlation:  0.014210354271543182
		Coefficient of Determination:  8.185192399379204e-05
		RMSE:  0.19531640143871817
		NRMSE:  0.1258279281293079
		MAPE:  126.13259218459578
		Pearson Correlation:  0.0027483760498677274
		Spearman Correlation:  0.0
		Coefficient of Determination:  -0.017646761303319325
		RMSE:  0.19488486942175295
		NRMSE:  0.1319169511360041
		MAPE:  116.16847352037934

Protein:  CDKN2A
x_train_column_count:  5
x_train columns:  ['CDKN2A', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07796029040511754
		RMSE:  0.688717064305458
		NRMSE:  0.155695052403178
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04182297654643197
		RMSE:  0.6873705418142212
		NRMSE:  0.18569552134596423
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6633450034781481
		NRMSE:  0.14995930902637006
		MAPE:  291.0442764508337
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00497373418246827
		RMSE:  0.6751049711753466
		NRMSE:  0.1823819351565125
		MAPE:  246.23249271843073

	Predictor:  LinearRegression
		Pearson Correlation:  0.08750035106722089
		Spearman Correlation:  0.09682477874518691
		Coefficient of Determination:  0.007656309403294315
		RMSE:  0.6608007369039801
		NRMSE:  0.14938413855634228
		MAPE:  295.5606199155403
		Pearson Correlation:  0.16271847951395055
		Spearman Correlation:  -0.002324826547787232
		Coefficient of Determination:  0.020499761734582234
		RMSE:  0.6664939680881069
		NRMSE:  0.18005564298900661
		MAPE:  248.82313302957306

	Predictor:  ElasticNet
		Pearson Correlation:  0.08749880693798523
		Spearman Correlation:  0.07060057337552438
		Coefficient of Determination:  0.007653574653867401
		RMSE:  0.6608016474368976
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		NRMSE:  0.14938434439626935
		MAPE:  295.4419278335023
		Pearson Correlation:  0.162723938679865
		Spearman Correlation:  0.14187188675486676
		Coefficient of Determination:  0.02030203135397124
		RMSE:  0.666561236808745
		NRMSE:  0.18007381586577292
		MAPE:  248.76136592702954

	Predictor:  RandomForests
		Pearson Correlation:  0.08749880693798534
		Spearman Correlation:  0.07060057337552438
		Coefficient of Determination:  0.0074218560542410605
		RMSE:  0.6608787934268995
		NRMSE:  0.1494017844301796
		MAPE:  294.1409517475651
		Pearson Correlation:  0.16272393867986507
		Spearman Correlation:  0.14187188675486676
		Coefficient of Determination:  0.018250019947868457
		RMSE:  0.6672589394845054
		NRMSE:  0.18026230264872095
		MAPE:  248.00886094999836

Protein:  TP53
x_train_column_count:  5
x_train columns:  ['TP53', '2', '1/2', '3', '1/3']

	Predictor: 
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
 Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056514421630322165
		RMSE:  0.4680116353271619
		NRMSE:  0.125354663272308
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.038787823290495904
		RMSE:  0.4172475009588805
		NRMSE:  0.13741067049526773
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941389
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941167
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941389
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -7.5504254730685005e-06
		RMSE:  0.4553240341430601
		NRMSE:  0.12195635037982058
		MAPE:  272.77988828754343
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004972231030332841
		RMSE:  0.4103999979856238
		NRMSE:  0.13515560612073893
		MAPE:  936.2702607021621

Protein:  CTNNB1
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['CTNNB1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3748966387166963
		RMSE:  0.8500866572002603
		NRMSE:  0.167208233123576
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8495839638322671
		RMSE:  1.0424819908687044
		NRMSE:  0.25944650229429445
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.220446049250313e-16
		RMSE:  0.724983586805845
		NRMSE:  0.14260102022144866
		MAPE:  628.0323178598311
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.21279381390156

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1971875713001623e-08
		RMSE:  0.7249835911455516
		NRMSE:  0.1426010210750495
		MAPE:  628.1369268804478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11732463794073467
		RMSE:  0.8102540736943942
		NRMSE:  0.2016510474339599
		MAPE:  279.25170246839326

Protein:  CCNE1
x_train_column_count:  5
x_train columns:  ['CCNE1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4791855590206433
		RMSE:  0.8074207285197392
		NRMSE:  0.19485501569122746
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.202859557398884
		RMSE:  0.7485643095226329
		NRMSE:  0.4068306401244751
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5127968844139411
		NRMSE:  0.12375338089483821
		MAPE:  119.54577818111471
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.708057571667368e-05
		RMSE:  0.41828317133084
		NRMSE:  0.22732904598983691
		MAPE:  82.35330275987332

	Predictor:  LinearRegression
		Pearson Correlation:  0.07352403392769703
		Spearman Correlation:  0.050405183338003715
		Coefficient of Determination:  0.005362141058104064
		RMSE:  0.5114201918141511
		NRMSE:  0.12342114337769412
		MAPE:  119.13210347145457
		Pearson Correlation:  0.06326403347098397
		Spearman Correlation:  -0.005230859732521273
		Coefficient of Determination:  0.0014280551197395353
		RMSE:  0.4179745597890537
		NRMSE:  0.22716132141427603
		MAPE:  82.2094632542514

	Predictor:  ElasticNet
		Pearson Correlation:  0.07420730450328147
		Spearman Correlation:  0.0996840207349156
		Coefficient of Determination:  0.005504090295842756
		RMSE:  0.5113836969753315
		NRMSE:  0.12341233607050016
		MAPE:  119.09482524283486
		Pearson Correlation:  0.06574685842975657
		Spearman Correlation:  0.10418716683560529
		Coefficient of Determination:  0.002899452345255349
		RMSE:  0.4176665032032884
		NRMSE:  0.22699389844688747
		MAPE:  82.13852084666861

	Predictor:  RandomForests
		Pearson Correlation:  0.07420730450328139
		Spearman Correlation:  0.0996840207349156
		Coefficient of Determination:  0.005453640118453951
		RMSE:  0.511396667904013
		NRMSE:  0.12341546634747036
		MAPE:  118.86223438781687
		Pearson Correlation:  0.06574685842975653
		Spearman Correlation:  0.10418716683560529
		Coefficient of Determination:  0.0033666135664930374
		RMSE:  0.41756864925384035
		NRMSE:  0.22694071666359078
		MAPE:  82.03254494672801

Protein:  CCND1
x_train_column_count:  5
x_train columns:  ['CCND1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.45856423758787734
		RMSE:  0.28833360256132
		NRMSE:  0.17333782361719832
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5341468996847767
		RMSE:  0.29160473760802996
		NRMSE:  0.22560247695118987
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination: 
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
 0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.97203800434265e-05
		RMSE:  0.23875113536941006
		NRMSE:  0.14353027820358663
		MAPE:  623.0252662656405
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002702257656317375
		RMSE:  0.23574750143052878
		NRMSE:  0.18238805272523426
		MAPE:  416.53723258036024

Protein:  ERBB2
x_train_column_count:  5
x_train columns:  ['ERBB2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Coefficient of Determination:  -0.10787728881134795
		RMSE:  1.034673205097243
		NRMSE:  0.18568153277771168
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04400358650048397
		RMSE:  1.0802115255265201
		NRMSE:  0.18403181176661842
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.96437320566923
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069652

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4560613754488472e-05
		RMSE:  0.9830158815454965
		NRMSE:  0.17641115545564603
		MAPE:  400.90644503187656
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008478449779226516
		RMSE:  1.0616738552038782
		NRMSE:  0.18087361452951228
		MAPE:  1326.1075521313205

Protein:  ERBB3
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['ERBB3', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.22544319167926496
		RMSE:  0.49276112816642853
		NRMSE:  0.13298208544838536
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.18202543932109472
		RMSE:  0.5629306521688778
		NRMSE:  0.2077549194412726
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -7.296729507277888e-07
		RMSE:  0.44513322107520426
		NRMSE:  0.12012868032265928
		MAPE:  216.7226642402447
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003138473719825896
		RMSE:  0.5178567313325867
		NRMSE:  0.19111995960000838
		MAPE:  281.4593255894813


Fold:  3

Protein:  RB1
x_train_column_count:  5
x_train columns:  ['RB1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01272330861584492
		RMSE:  0.2421068018038906
		NRMSE:  0.08854110656959135
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028050639565306845
		RMSE:  0.22197574606877257
		NRMSE:  0.15575715092466183
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01272330861584492
		RMSE:  0.2421068018038906
		NRMSE:  0.08854110656959135
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028050639565306845
		RMSE:  0.22197574606877257
		NRMSE:  0.15575715092466183
		MAPE:  100.0

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9251142089338202e-05
		RMSE:  0.24058346095584196
		NRMSE:  0.08798400415295567
		MAPE:  209.8403217597603
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.029112616313034634
		RMSE:  0.22486854838603798
		NRMSE:  0.15778698821592121
		MAPE:  175.78781390152616

Protein:  CDH1
x_train_column_count:  5
x_train columns:  ['CDH1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.13712289650471754
		RMSE:  1.2526616491661007
		NRMSE:  0.19946206317730336
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.061578293423971475
		RMSE:  0.970096042376724
		NRMSE:  0.19071600723011914
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1747084136438477
		NRMSE:  0.18704952288841878
		MAPE:  547.6986763085636
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.045733924340672916
		RMSE:  0.9628293412733254
		NRMSE:  0.18928741030812832
		MAPE:  293.35791980552335

	Predictor:  LinearRegression
		Pearson Correlation:  -0.06908988770414354
		Spearman Correlation:  -0.07099355218947548
		Coefficient of Determination:  -1.3965033799426917e+25
		RMSE:  4389864091902.776
		NRMSE:  699000683402.2444
		MAPE:  5211366957362809.0
		Pearson Correlation:  0.053669980429984165
		Spearman Correlation:  0.06682596597781153
		Coefficient of Determination:  -2.1493707413547995e+25
		RMSE:  4365101878609.5283
		NRMSE:  858157094839.2892
		MAPE:  2713442568295388.5

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1747084136438477
		NRMSE:  0.18704952288841878
		MAPE:  547.6986763085636
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.045733924340672916
		RMSE:  0.9628293412733254
		NRMSE:  0.18928741030812832
		MAPE:  293.35791980552335

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -8.038036049451414e-05
		RMSE:  1.1747556244380437
		NRMSE:  0.18705704029139894
		MAPE:  559.5420968885569
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05064331478686768
		RMSE:  0.9650867846881294
		NRMSE:  0.18973121233989884
		MAPE:  299.4500741482848

Protein:  CDH2
x_train_column_count:  5
x_train columns:  ['CDH2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032532184952558385
		RMSE:  0.38185758840977485
		NRMSE:  0.13836422509231644
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01322006783790175
		RMSE:  0.3341656221976159
		NRMSE:  0.1760731037776972
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  LinearRegression
		Pearson Correlation:  0.013144969141628214
		Spearman Correlation:  -0.006753794768230431
		Coefficient of Determination:  -0.0010106130852893802
		RMSE:  0.3814305601313419
		NRMSE:  0.13820949348914485
		MAPE:  645.9144609324583
		Pearson Correlation:  0.0073672732940825575
		Spearman Correlation:  0.009670338274985611
		Coefficient of Determination:  -0.0046630054822220934
		RMSE:  0.33275154683975444
		NRMSE:  0.1753280222352069
		MAPE:  652.6818343284667

	Predictor:  ElasticNet
		Pearson Correlation:  0.013144969141628198
		Spearman Correlation:  -0.006753794768230431
		Coefficient of Determination:  0.00017220002048812244
		RMSE:  0.38120514073344436
		NRMSE:  0.13812781387544185
		MAPE:  123.66292078013011
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.007367273294082561
		Spearman Correlation:  0.009670338274985611
		Coefficient of Determination:  -0.0023766476762474564
		RMSE:  0.3323727021792481
		NRMSE:  0.1751284075806943
		MAPE:  635.7284715579443

	Predictor:  RandomForests
		Pearson Correlation:  0.013144969141628216
		Spearman Correlation:  -0.006753794768230431
		Coefficient of Determination:  0.00017054406448901993
		RMSE:  0.3812054564171442
		NRMSE:  0.13812792826188283
		MAPE:  155.66629715298168
		Pearson Correlation:  0.007367273294082566
		Spearman Correlation:  0.009670338274985611
		Coefficient of Determination:  -0.0024722291997434365
		RMSE:  0.3323885484841413
		NRMSE:  0.17513675705742265
		MAPE:  634.0131443807717

Protein:  CDH3
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['CDH3', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.2263418226753373e-05
		RMSE:  0.21251306884336046
		NRMSE:  0.14909431220418734
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004123239054339534
		RMSE:  0.18871613277479948
		NRMSE:  0.16414808838605816
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  LinearRegression
		Pearson Correlation:  0.04731514410157307
		Spearman Correlation:  0.06536868965273418
		Coefficient of Determination:  0.002161779913651074
		RMSE:  0.21228087828938935
		NRMSE:  0.14893141261813814
		MAPE:  121.24927607254156
		Pearson Correlation:  -0.0010134210653460866
		Spearman Correlation:  0.011137660996301922
		Coefficient of Determination:  -0.0018870787590945515
		RMSE:  0.18850588232214502
		NRMSE:  0.16396520942717913
		MAPE:  100.82887229432052

	Predictor:  ElasticNet
		Pearson Correlation:  0.04725188302701318
		Spearman Correlation:  0.053564309919690634
		Coefficient of Determination:  0.0022253460661366686
		RMSE:  0.21227411662536536
		NRMSE:  0.14892666878919386
		MAPE:  109.9615133259167
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028677721897270025
		RMSE:  0.18859811889626027
		NRMSE:  0.1640454381659609
		MAPE:  99.69915877049237

	Predictor:  RandomForests
		Pearson Correlation:  0.047251883027013115
		Spearman Correlation:  0.053564309919690634
		Coefficient of Determination:  0.002224420555647977
		RMSE:  0.21227421507538866
		NRMSE:  0.14892673785948018
		MAPE:  113.75195177449282
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0025016608794410367
		RMSE:  0.18856369052533004
		NRMSE:  0.1640154918588204
		MAPE:  100.09430668977957

Protein:  PTEN
x_train_column_count:  5
x_train columns:  ['PTEN', '2', '1/2', '3', '1/3']

	Predictor:  Zero
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023393971457565055
		RMSE:  0.6366126117528933
		NRMSE:  0.09954071014821253
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20813248536085016
		RMSE:  0.517654316968625
		NRMSE:  0.12376376344107133
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6292943186382643
		NRMSE:  0.09839642227163854
		MAPE:  299.798968451812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06342466003107061
		RMSE:  0.4856640113421529
		NRMSE:  0.11611533767086332
		MAPE:  95.15154235140719

	Predictor:  LinearRegression
		Pearson Correlation:  0.033198542537888974
		Spearman Correlation:  0.030088680013822013
		Coefficient of Determination:  -3.044244162819746e+24
		RMSE:  1097977781466.0852
		NRMSE:  171679740671.73563
		MAPE:  2812338733941592.0
		Pearson Correlation:  -0.06717612755754554
		Spearman Correlation:  -0.07478143811802718
		Coefficient of Determination:  -5.389464491354464e+24
		RMSE:  1093340325745.8588
		NRMSE:  261402076637.94263
		MAPE:  623787505505293.4

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6292943186382643
		NRMSE:  0.09839642227163854
		MAPE:  299.798968451812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06342466003107061
		RMSE:  0.4856640113421529
		NRMSE:  0.11611533767086332
		MAPE:  95.15154235140719

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.3419559188896386e-06
		RMSE:  0.6292953701743222
		NRMSE:  0.09839658668975408
		MAPE:  302.4002823083477
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06220027117065996
		RMSE:  0.4853843427917682
		NRMSE:  0.11604847290961799
		MAPE:  95.26027671741345

Protein:  BRCA2
x_train_column_count:  5
x_train columns:  ['BRCA2', '2', '1/2', '3', '1/3']

	Predictor: 
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
 Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00289910117318648
		RMSE:  0.19032543678137456
		NRMSE:  0.12827584502559417
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001649424828515933
		RMSE:  0.21414907824527551
		NRMSE:  0.14729386559180924
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  LinearRegression
		Pearson Correlation:  0.0013919610646360276
		Spearman Correlation:  0.005062699493336157
		Coefficient of Determination:  -0.0011403800369909067
		RMSE:  0.19015848267536856
		NRMSE:  0.1281633210278008
		MAPE:  106.0841445214794
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0009662955929512496
		RMSE:  0.21423485143235954
		NRMSE:  0.14735286124284475
		MAPE:  102.68936094734602

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  RandomForests
		Pearson Correlation:  -0.0013919610646360295
		Spearman Correlation:  -0.005062699493336157
		Coefficient of Determination:  -6.364934274283307e-05
		RMSE:  0.19005619704140198
		NRMSE:  0.1280943823911533
		MAPE:  118.5639808796393
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0033973031901091133
		RMSE:  0.21449484556078072
		NRMSE:  0.14753168778984704
		MAPE:  114.4327136067381

Protein:  CDKN2A
x_train_column_count:  5
x_train columns:  ['CDKN2A', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07669790023289091
		RMSE:  0.6927164423772558
		NRMSE:  0.16172871740223568
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04462654135164201
		RMSE:  0.6710309035955896
		NRMSE:  0.2071658496482324
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6675880639420501
		NRMSE:  0.15586198728568595
		MAPE:  307.97311558867955
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004949645588538276
		RMSE:  0.658164031136248
		NRMSE:  0.20319348928290204
		MAPE:  176.07940307985857

	Predictor:  LinearRegression
		Pearson Correlation:  0.07451396822011769
		Spearman Correlation:  0.05204982098480056
		Coefficient of Determination:  0.005552294865122764
		RMSE:  0.665732161336883
		NRMSE:  0.1554286891429032
		MAPE:  312.07153004767093
		Pearson Correlation:  0.2033249710980876
		Spearman Correlation:  0.16955865700886172
		Coefficient of Determination:  0.02775958107169263
		RMSE:  0.6473644248976175
		NRMSE:  0.1998593513314246
		MAPE:  177.4578416600062

	Predictor:  ElasticNet
		Pearson Correlation:  0.0744924316214533
		Spearman Correlation:  0.06902697312624104
		Coefficient of Determination:  0.005546716646277483
		RMSE:  0.6657340285011699
		NRMSE:  0.15542912507031423
		MAPE:  311.8106430230853
		Pearson Correlation:  0.20328513940094928
		Spearman Correlation:  0.14682952634209145
		Coefficient of Determination:  0.027314648673842257
		RMSE:  0.6475125366476315
		NRMSE:  0.19990507753623893
		MAPE:  177.3572947047083

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.07449243162145311
		Spearman Correlation:  0.06902697312624104
		Coefficient of Determination:  0.005427260142017776
		RMSE:  0.6657740122153659
		NRMSE:  0.15543846008016574
		MAPE:  310.4155764284463
		Pearson Correlation:  0.20328513940094914
		Spearman Correlation:  0.14682952634209145
		Coefficient of Determination:  0.024503574046781718
		RMSE:  0.6484475218674116
		NRMSE:  0.2001937334035416
		MAPE:  176.83385863323122

Protein:  TP53
x_train_column_count:  5
x_train columns:  ['TP53', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.043501333030021794
		RMSE:  0.4597988418920562
		NRMSE:  0.11050200478059512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10290984727382035
		RMSE:  0.4520547550562478
		NRMSE:  0.16857084713604026
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45011280589110314
		NRMSE:  0.10817419031269002
		MAPE:  382.8265287953516
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010546813555600831
		RMSE:  0.4327123127899972
		NRMSE:  0.16135806629028604
		MAPE:  261.16646791413905

	Predictor:  LinearRegression
		Pearson Correlation:  0.1739983064529142
		Spearman Correlation:  0.09636243925995286
		Coefficient of Determination:  -2.3779319413161545e+25
		RMSE:  2194932045951.6914
		NRMSE:  527501092514.22534
		MAPE:  8050252243645680.0
		Pearson Correlation:  -0.17541311624576428
		Spearman Correlation:  -0.18934023693713267
		Coefficient of Determination:  -2.5709090195709736e+25
		RMSE:  2182550939305.0295
		NRMSE:  813871453935.7754
		MAPE:  5300448333672841.0

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45011280589110314
		NRMSE:  0.10817419031269002
		MAPE:  382.8265287953516
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010546813555600831
		RMSE:  0.4327123127899972
		NRMSE:  0.16135806629028604
		MAPE:  261.16646791413905

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.127886026492831e-06
		RMSE:  0.45011328478522344
		NRMSE:  0.10817430540380281
		MAPE:  384.97620402785606
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010235836874693982
		RMSE:  0.4326457281494117
		NRMSE:  0.16133323693246113
		MAPE:  262.48262286795716

Protein:  CTNNB1
x_train_column_count:  5
x_train columns:  ['CTNNB1', '2', '1/2', '3', '1/3']
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.43619721536848943
		RMSE:  0.9218173342266688
		NRMSE:  0.18131733560713392
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5414936126562622
		RMSE:  0.7610450185362576
		NRMSE:  0.2487969592128731
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  LinearRegression
		Pearson Correlation:  -0.06776136772572479
		Spearman Correlation:  -0.06961694859671709
		Coefficient of Determination:  -8.142663688938499e+24
		RMSE:  2194932045951.0986
		NRMSE:  431733289919.571
		MAPE:  1941997302632161.0
		Pearson Correlation:  0.01479416515069219
		Spearman Correlation:  0.01909313313651758
		Coefficient of Determination:  -1.2677972680989773e+25
		RMSE:  2182550939304.4346
		NRMSE:  713508430907.9846
		MAPE:  6038023867159378.0

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.3651813305723977e-05
		RMSE:  0.7692103826358508
		NRMSE:  0.15130023261916817
		MAPE:  448.4586738716637
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010039645692692112
		RMSE:  0.6160396894843083
		NRMSE:  0.20139255597904746
		MAPE:  1395.83653435531

Protein:  CCNE1
x_train_column_count:  5
x_train columns:  ['CCNE1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.3882525061775621
		RMSE:  0.8073510115699897
		NRMSE:  0.1948381908849554
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.2068608862157744
		RMSE:  0.7484097025916991
		NRMSE:  0.3260050104942715
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5224229806426052
		NRMSE:  0.12607644873967835
		MAPE:  105.82433067667067
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010783677474574871
		RMSE:  0.36685077747270034
		NRMSE:  0.1597990928573857
		MAPE:  133.3645349232411

	Predictor:  LinearRegression
		Pearson Correlation:  0.07188063701483952
		Spearman Correlation:  0.0958698472887527
		Coefficient of Determination:  0.004682931540436974
		RMSE:  0.52119830967078
		NRMSE:  0.12578089863425923
		MAPE:  106.30266967764098
		Pearson Correlation:  0.07812502788834248
		Spearman Correlation:  0.11992946044735714
		Coefficient of Determination:  -0.002022640684466115
		RMSE:  0.3652574652968161
		NRMSE:  0.15910505087634103
		MAPE:  134.36291324685828

	Predictor:  ElasticNet
		Pearson Correlation:  0.0718806370148394
		Spearman Correlation:  0.0958698472887527
		Coefficient of Determination:  0.005164285384763989
		RMSE:  0.5210722638317398
		NRMSE:  0.12575047996518565
		MAPE:  105.46805258641514
		Pearson Correlation:  0.07812502788834244
		Spearman Correlation:  0.11992946044735714
		Coefficient of Determination:  -0.005614944842203373
		RMSE:  0.3659116131973085
		NRMSE:  0.15938999572997714
		MAPE:  132.76879225732887

	Predictor:  RandomForests
		Pearson Correlation:  0.07188063701483922
		Spearman Correlation:  0.0958698472887527
		Coefficient of Determination:  0.0051539529043052035
		RMSE:  0.5210749697835492
		NRMSE:  0.12575113299310983
		MAPE:  105.51207161524754
		Pearson Correlation:  0.0781250278883424
		Spearman Correlation:  0.11992946044735714
		Coefficient of Determination:  -0.005111566061356543
		RMSE:  0.36582001988982876
		NRMSE:  0.1593500979613315
		MAPE:  132.84961543133034

Protein:  CCND1
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['CCND1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.44064885869713843
		RMSE:  0.2936537728092399
		NRMSE:  0.17653615611766113
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6507167710215811
		RMSE:  0.2694738938084911
		NRMSE:  0.2553456206196082
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  LinearRegression
		Pearson Correlation:  0.03024365083278924
		Spearman Correlation:  0.03284189319681554
		Coefficient of Determination:  -3.219505114995222e+26
		RMSE:  4389864091903.0425
		NRMSE:  2639059342741.486
		MAPE:  1.6902809641643144e+16
		Pearson Correlation:  -0.02052565344237195
		Spearman Correlation:  -0.0015910944280431315
		Coefficient of Determination:  -4.331396453972183e+26
		RMSE:  4365101878609.599
		NRMSE:  4136243524404.308
		MAPE:  1.3052762982106682e+16

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.4116478916667035e-06
		RMSE:  0.24465690258910402
		NRMSE:  0.14708065466875717
		MAPE:  622.5870209040851
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0008938093409120995
		RMSE:  0.20983330328280636
		NRMSE:  0.19883193245980532
		MAPE:  469.34659613783066

Protein:  ERBB2
x_train_column_count:  5
x_train columns:  ['ERBB2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08695701084953744
		RMSE:  1.023008454816054
		NRMSE:  0.1742863272085548
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1111491455026472
		RMSE:  1.1242523174677488
		NRMSE:  0.20280184671833265
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865388
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792788993

	Predictor:  LinearRegression
		Pearson Correlation:  0.03515736601111309
		Spearman Correlation:  0.046214641017594676
		Coefficient of Determination:  -7.818367969225788e+22
		RMSE:  274366505743.6594
		NRMSE:  46742849846.441795
		MAPE:  539698127663235.94
		Pearson Correlation:  -0.13212988969414974
		Spearman Correlation:  -0.0652349528911736
		Coefficient of Determination:  -6.543250951320211e+22
		RMSE:  272818867412.7747
		NRMSE:  49213303162.70559
		MAPE:  219859121480981.44

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865388
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792788993

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -8.15820629518349e-06
		RMSE:  0.9812390210263281
		NRMSE:  0.16717021671062032
		MAPE:  598.5939208181778
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004188610298379913
		RMSE:  1.068772470679015
		NRMSE:  0.19279393727523902
		MAPE:  269.63060457851583

Protein:  ERBB3
x_train_column_count:  5
x_train columns:  ['ERBB3', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19951943522205973
		RMSE:  0.4939516163098853
		NRMSE:  0.17910620018705933
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27774471248359456
		RMSE:  0.5592204608326292
		NRMSE:  0.15547938022732444
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  LinearRegression
		Pearson Correlation:  0.07317605329736626
		Spearman Correlation:  0.08259638605599987
		Coefficient of Determination:  -7.178972421406544e+26
		RMSE:  12084033173396.693
		NRMSE:  4381654383055.29
		MAPE:  1.3102250896714858e+16
		Pearson Correlation:  0.08337327440317537
		Spearman Correlation:  0.09864785453867417
		Coefficient of Determination:  -5.9346992748901756e+26
		RMSE:  12052034477350.45
		NRMSE:  3350812393786.1816
		MAPE:  8415887096943945.0

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9170159786252583e-06
		RMSE:  0.45100481929229386
		NRMSE:  0.16353374861479833
		MAPE:  235.79472521493977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014658626088311477
		RMSE:  0.498334532216317
		NRMSE:  0.1385513400198282
		MAPE:  160.9258353666711


Fold:  4

Protein:  RB1
x_train_column_count:  5
x_train columns:  ['RB1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0017653619110491459
		RMSE:  0.25173274438657
		NRMSE:  0.09206141909982812
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11040193949010524
		RMSE:  0.1737457828578019
		NRMSE:  0.1664678101960314
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  LinearRegression
		Pearson Correlation:  -0.15839095139766216
		Spearman Correlation:  -0.02379562275602918
		Coefficient of Determination:  -3.1526251016967364e+23
		RMSE:  141218914723.26932
		NRMSE:  51645302341.74566
		MAPE:  875837520830274.4
		Pearson Correlation:  -0.08198572502803168
		Spearman Correlation:  -0.06682596597781153
		Coefficient of Determination:  -8.503748278035135e+23
		RMSE:  152047528232.22147
		NRMSE:  145678465711.32245
		MAPE:  304620574101347.44

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.4098473865530323e-05
		RMSE:  0.25151386894767247
		NRMSE:  0.09198137395687261
		MAPE:  141.616178993359
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07599103874721358
		RMSE:  0.1710324408043952
		NRMSE:  0.16386812632161424
		MAPE:  100.2445075488262

Protein:  CDH1
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['CDH1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1648542010437435
		RMSE:  1.2077311247232185
		NRMSE:  0.19230774891296748
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01787767410405383
		RMSE:  1.1768276141426715
		NRMSE:  0.21349508619837296
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.119011303751291
		NRMSE:  0.17818083878718685
		MAPE:  552.7314487209006
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06543533401046742
		RMSE:  1.204005869039757
		NRMSE:  0.21842565020132743
		MAPE:  371.74257556440244

	Predictor:  LinearRegression
		Pearson Correlation:  -0.07147256963638145
		Spearman Correlation:  -0.07335344866114779
		Coefficient of Determination:  -1.6308602541412765e+25
		RMSE:  4519005271144.52
		NRMSE:  719563910567.2621
		MAPE:  5121431066606746.0
		Pearson Correlation:  -0.13160331230028094
		Spearman Correlation:  -0.08114581583019972
		Coefficient of Determination:  -1.7399171672103283e+25
		RMSE:  4865520903429.487
		NRMSE:  882682214620.2037
		MAPE:  3198342806593835.0

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.119011303751291
		NRMSE:  0.17818083878718685
		MAPE:  552.7314487209006
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06543533401046742
		RMSE:  1.204005869039757
		NRMSE:  0.21842565020132743
		MAPE:  371.74257556440244

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -7.574853195158049e-05
		RMSE:  1.1190536846804813
		NRMSE:  0.17818758712787508
		MAPE:  563.4401015673177
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0697766676219389
		RMSE:  1.206456359084116
		NRMSE:  0.21887020773631508
		MAPE:  378.45418640238364

Protein:  CDH2
x_train_column_count:  5
x_train columns:  ['CDH2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011628294333081435
		RMSE:  0.38156283556505555
		NRMSE:  0.1382574228440668
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.013534078125908788
		RMSE:  0.33551468363995024
		NRMSE:  0.17308132332546644
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  LinearRegression
		Pearson Correlation:  0.0300496673017343
		Spearman Correlation:  0.021327840093619946
		Coefficient of Determination:  0.0009029825049449158
		RMSE:  0.3791922171900172
		NRMSE:  0.1373984408978974
		MAPE:  503.3332546571895
		Pearson Correlation:  -0.06782633649554902
		Spearman Correlation:  -0.10354765953166792
		Coefficient of Determination:  -0.06296511830829665
		RMSE:  0.3435989756364615
		NRMSE:  0.17725175170053933
		MAPE:  138.48717374722776

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.03004966730173426
		Spearman Correlation:  0.021327840093619946
		Coefficient of Determination:  0.0009023595984081201
		RMSE:  0.3791923353973934
		NRMSE:  0.13739848372976063
		MAPE:  491.48655040079603
		Pearson Correlation:  -0.06782633649554896
		Spearman Correlation:  -0.10354765953166792
		Coefficient of Determination:  -0.0627814260289441
		RMSE:  0.34356928547778415
		NRMSE:  0.17723643549470933
		MAPE:  137.37324141300806

	Predictor:  RandomForests
		Pearson Correlation:  0.030049667301734306
		Spearman Correlation:  0.021327840093619946
		Coefficient of Determination:  0.000901864240836936
		RMSE:  0.3791924294001031
		NRMSE:  0.13739851779118165
		MAPE:  512.552755472322
		Pearson Correlation:  -0.06782633649554894
		Spearman Correlation:  -0.10354765953166792
		Coefficient of Determination:  -0.06262986529635794
		RMSE:  0.3435447868048161
		NRMSE:  0.1772237974107631
		MAPE:  139.2481725997938

Protein:  CDH3
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['CDH3', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006306553616452382
		RMSE:  0.206558346691537
		NRMSE:  0.1472115018398285
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056823148221427866
		RMSE:  0.21361844422784051
		NRMSE:  0.19012980777528213
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  LinearRegression
		Pearson Correlation:  0.03792723310987204
		Spearman Correlation:  0.05476901663895657
		Coefficient of Determination:  -0.0002474722641112592
		RMSE:  0.2059355526479616
		NRMSE:  0.14676764446025456
		MAPE:  163.74761511499537
		Pearson Correlation:  0.08663705027259988
		Spearman Correlation:  0.1904518179706401
		Coefficient of Determination:  -0.08220040146970997
		RMSE:  0.21616801495075946
		NRMSE:  0.19239903781864412
		MAPE:  189.84174807453152

	Predictor:  ElasticNet
		Pearson Correlation:  0.03763546790459486
		Spearman Correlation:  0.04346736260721379
		Coefficient of Determination:  0.00140701117755071
		RMSE:  0.20576516582831084
		NRMSE:  0.14664621194485997
		MAPE:  179.87400038662398
		Pearson Correlation:  0.0807354928325274
		Spearman Correlation:  0.10423775534209546
		Coefficient of Determination:  -0.09693079900183643
		RMSE:  0.21763423059787684
		NRMSE:  0.1937040342114004
		MAPE:  212.78169265407774

	Predictor:  RandomForests
		Pearson Correlation:  0.03763546790459478
		Spearman Correlation:  0.04346736260721379
		Coefficient of Determination:  0.001389430234007727
		RMSE:  0.20576697714176978
		NRMSE:  0.14664750284488345
		MAPE:  185.76105937028902
		Pearson Correlation:  0.08073549283252739
		Spearman Correlation:  0.10423775534209546
		Coefficient of Determination:  -0.10001564080346803
		RMSE:  0.21794003649847146
		NRMSE:  0.19397621490865605
		MAPE:  220.31985171364403

Protein:  PTEN
x_train_column_count:  5
x_train columns:  ['PTEN', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04663541191913323
		RMSE:  0.5747314783713694
		NRMSE:  0.11117523181123673
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02346833201832421
		RMSE:  0.7542692946958974
		NRMSE:  0.11793750210239971
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  LinearRegression
		Pearson Correlation: 
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
 -0.03991385427951843
		Spearman Correlation:  -0.03264523452480035
		Coefficient of Determination:  -2.385215596188861e+23
		RMSE:  274366505744.07275
		NRMSE:  53073062856.71478
		MAPE:  526822224193400.3
		Pearson Correlation:  0.05858430783392102
		Spearman Correlation:  0.08273691025824284
		Coefficient of Determination:  -1.338968486106944e+23
		RMSE:  272818867413.21844
		NRMSE:  42657941898.71291
		MAPE:  862895558141148.5

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.3515784225723877e-06
		RMSE:  0.5617822327435491
		NRMSE:  0.10867034833324611
		MAPE:  275.23235997653785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011889288820654542
		RMSE:  0.7456156921871908
		NRMSE:  0.11658442532830753
		MAPE:  434.68040701520795

Protein:  BRCA2
x_train_column_count:  5
x_train columns:  ['BRCA2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015699866052385492
		RMSE:  0.1919477679021074
		NRMSE:  0.12365776640496533
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0014129332580739007
		RMSE:  0.2082543553514594
		NRMSE:  0.20232423210836328
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  LinearRegression
		Pearson Correlation:  0.0024074094584045887
		Spearman Correlation:  0.007152067813778633
		Coefficient of Determination:  -0.0001554505110010762
		RMSE:  0.19181217429185007
		NRMSE:  0.12357041345907559
		MAPE:  104.98979599176204
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -8.899032831299891e-05
		RMSE:  0.20811664589011566
		NRMSE:  0.20219044397714553
		MAPE:  126.96726836370951

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  -0.002407409458404594
		Spearman Correlation:  -0.007152067813778633
		Coefficient of Determination:  -0.00010133005259027605
		RMSE:  0.19180698454697903
		NRMSE:  0.12356707008985604
		MAPE:  105.6400888342812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.869184616025258e-05
		RMSE:  0.20811349333754217
		NRMSE:  0.2021873811947248
		MAPE:  128.85278659931006

Protein:  CDKN2A
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['CDKN2A', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06343046233027927
		RMSE:  0.6950010485750925
		NRMSE:  0.15711564339891315
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10006794882547432
		RMSE:  0.6614783461565592
		NRMSE:  0.1993004959796804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6739550183850767
		NRMSE:  0.1523578655781794
		MAPE:  281.71125082022354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0022276354551518107
		RMSE:  0.6313774446715202
		NRMSE:  0.19023122768048215
		MAPE:  197.14658329930893

	Predictor:  LinearRegression
		Pearson Correlation:  0.11733924052278731
		Spearman Correlation:  0.0794588497399506
		Coefficient of Determination:  0.013768497262808377
		RMSE:  0.6692992632386721
		NRMSE:  0.15130536074119408
		MAPE:  289.20876556149165
		Pearson Correlation:  0.15363112396253215
		Spearman Correlation:  0.09546566568258791
		Coefficient of Determination:  -0.0014294521023823226
		RMSE:  0.6311259771773139
		NRMSE:  0.1901554616382386
		MAPE:  201.31495292939044

	Predictor:  ElasticNet
		Pearson Correlation:  0.117338920955943
		Spearman Correlation:  0.098119935909109
		Coefficient of Determination:  0.013766804393846921
		RMSE:  0.669299837665396
		NRMSE:  0.15130549059916265
		MAPE:  289.12126431423314
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0014371634956056312
		RMSE:  0.631128407129421
		NRMSE:  0.1901561937720461
		MAPE:  201.27170779665207

	Predictor:  RandomForests
		Pearson Correlation:  0.11733892095594302
		Spearman Correlation:  0.098119935909109
		Coefficient of Determination:  0.013766997704653283
		RMSE:  0.6692997720709208
		NRMSE:  0.15130547577052578
		MAPE:  288.3056038367429
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015204269220872035
		RMSE:  0.6311546438337229
		NRMSE:  0.19016409877484872
		MAPE:  200.79083177774612

Protein:  TP53
x_train_column_count:  5
x_train columns:  ['TP53', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04782361373877353
		RMSE:  0.460756629216985
		NRMSE:  0.11073218678610552
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07696826201632412
		RMSE:  0.4481222561682025
		NRMSE:  0.1422068596624151
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4501191620264231
		NRMSE:  0.10817571786263473
		MAPE:  418.8529054417374
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002447694094247499
		RMSE:  0.4323405014905614
		NRMSE:  0.13719868668778923
		MAPE:  185.65040333639752

	Predictor:  LinearRegression
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.17337771349863737
		Spearman Correlation:  0.09518249285783666
		Coefficient of Determination:  -2.377864784208625e+25
		RMSE:  2194932045951.696
		NRMSE:  527501092514.22644
		MAPE:  8539043353199367.0
		Pearson Correlation:  -0.1806834386788437
		Spearman Correlation:  -0.1050122322508467
		Coefficient of Determination:  -2.5546926265188087e+25
		RMSE:  2182550939305.0117
		NRMSE:  692609462841.1436
		MAPE:  3332537817865816.5

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4501191620264231
		NRMSE:  0.10817571786263473
		MAPE:  418.8529054417374
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002447694094247499
		RMSE:  0.4323405014905614
		NRMSE:  0.13719868668778923
		MAPE:  185.65040333639752

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.1531098099613075e-05
		RMSE:  0.45012625834621206
		NRMSE:  0.10817742329877725
		MAPE:  427.72581172445143
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019027794096784234
		RMSE:  0.4322229787940365
		NRMSE:  0.13716139210270262
		MAPE:  188.46285720066712

Protein:  CTNNB1
x_train_column_count:  5
x_train columns:  ['CTNNB1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6170193939500923
		RMSE:  0.9046651382507068
		NRMSE:  0.21849703851094263
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09478783275970826
		RMSE:  0.8396248247596424
		NRMSE:  0.17652527641906535
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  LinearRegression
		Pearson Correlation:  0.06890104375668284
		Spearman Correlation:  0.06961694993790911
		Coefficient of Determination:  -3.8075154017012083e+25
		RMSE:  4389864091903.7603
		NRMSE:  1060251205657.3666
		MAPE:  5092647784288974.0
		Pearson Correlation:  0.013751495723084851
		Spearman Correlation:  0.031821888560862634
		Coefficient of Determination:  -2.9590219679197283e+25
		RMSE:  4365101878610.0107
		NRMSE:  917732293038.8551
		MAPE:  7211970352696983.0

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.336102732056425e-05
		RMSE:  0.7114458123477446
		NRMSE:  0.1718302126238394
		MAPE:  637.4091255030693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.15602567556949265
		RMSE:  0.862787867807884
		NRMSE:  0.1813951450273072
		MAPE:  938.6635184615642

Protein:  CCNE1
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['CCNE1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4688329016852353
		RMSE:  0.7931748470731899
		NRMSE:  0.19141705409976348
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.186170633384966
		RMSE:  0.8069776954058596
		NRMSE:  0.32929800677624244
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5048043460690237
		NRMSE:  0.12182453992060809
		MAPE:  103.07374645056161
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01570191691728584
		RMSE:  0.4556277343037054
		NRMSE:  0.18592497115143453
		MAPE:  142.6844229696492

	Predictor:  LinearRegression
		Pearson Correlation:  0.08086614841332661
		Spearman Correlation:  0.15149256271307932
		Coefficient of Determination:  0.006538992482931993
		RMSE:  0.5031511832195955
		NRMSE:  0.12142558177947137
		MAPE:  102.61072924119733
		Pearson Correlation:  -0.19784560230899031
		Spearman Correlation:  -0.12092317653127801
		Coefficient of Determination:  -0.017596123956787668
		RMSE:  0.4560523919911099
		NRMSE:  0.18609825838207378
		MAPE:  142.23160349219717

	Predictor:  ElasticNet
		Pearson Correlation:  0.08084021092875136
		Spearman Correlation:  0.11465904194219208
		Coefficient of Determination:  0.006533100830258154
		RMSE:  0.5031526751692526
		NRMSE:  0.12142594183199859
		MAPE:  102.59093115029954
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017684124641142995
		RMSE:  0.4560721110397709
		NRMSE:  0.18610630500276298
		MAPE:  142.20536103970616

	Predictor:  RandomForests
		Pearson Correlation:  0.08084021092875132
		Spearman Correlation:  0.11465904194219208
		Coefficient of Determination:  0.006534968139914943
		RMSE:  0.5031522023088626
		NRMSE:  0.12142582771650037
		MAPE:  102.5747169230077
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017833558037302133
		RMSE:  0.45610559387651795
		NRMSE:  0.18611996812067166
		MAPE:  142.1703617155453

Protein:  CCND1
x_train_column_count:  5
x_train columns:  ['CCND1', '2', '1/2', '3', '1/3']
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47371951525638445
		RMSE:  0.2917253166285864
		NRMSE:  0.18637975276867558
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47112550847095647
		RMSE:  0.27775626016480953
		NRMSE:  0.17517423067911803
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  LinearRegression
		Pearson Correlation:  -0.031551210917873974
		Spearman Correlation:  -0.036185079232308834
		Coefficient of Determination:  -2.0906659530023282e+27
		RMSE:  10987756487675.156
		NRMSE:  7019943833886.071
		MAPE:  4.23869842500397e+16
		Pearson Correlation:  -0.062487844799439834
		Spearman Correlation:  -0.047732832841293954
		Coefficient of Determination:  -2.292882780535693e+27
		RMSE:  10965537373028.527
		NRMSE:  6915702177742.513
		MAPE:  3.2840228381473464e+16

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -7.578650524475705e-06
		RMSE:  0.2403080660151938
		NRMSE:  0.15352989740432257
		MAPE:  631.7406717684042
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015018985732184742
		RMSE:  0.22917375541492033
		NRMSE:  0.14453440679548457
		MAPE:  486.008501755422

Protein:  ERBB2
x_train_column_count:  5
x_train columns:  ['ERBB2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation: 
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
 nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06177154229692228
		RMSE:  1.0106646016782141
		NRMSE:  0.1721833486682819
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.26989975035857605
		RMSE:  1.1682171872252598
		NRMSE:  0.21036071365744585
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9808249714864398
		NRMSE:  0.1670996765569688
		MAPE:  529.9728174248761
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556425
		RMSE:  1.07776630779691
		NRMSE:  0.19407323581894154
		MAPE:  193.8969179437583

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.417933440622997e+22
		RMSE:  206158430208.24377
		NRMSE:  35122481593.30865
		MAPE:  415491673830350.06
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.954799332444009e+22
		RMSE:  206158430208.53857
		NRMSE:  37122921130.935745
		MAPE:  147379740537383.2

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9808249714864398
		NRMSE:  0.1670996765569688
		MAPE:  529.9728174248761
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556425
		RMSE:  1.07776630779691
		NRMSE:  0.19407323581894154
		MAPE:  193.8969179437583

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.136696957366624e-06
		RMSE:  0.9808260193487461
		NRMSE:  0.16709985507755867
		MAPE:  527.2581033665992
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0816534943576046
		RMSE:  1.0781593445925315
		NRMSE:  0.19414400990249783
		MAPE:  193.10766728184439

Protein:  ERBB3
x_train_column_count:  5
x_train columns:  ['ERBB3', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20254353309139272
		RMSE:  0.523865801474932
		NRMSE:  0.14324270860276114
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.287905849531515
		RMSE:  0.4364451552160674
		NRMSE:  0.21482088883335748
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  LinearRegression
		Pearson Correlation:  0.0708160629372478
		Spearman Correlation:  0.08338301669775249
		Coefficient of Determination:  -2.111071143245884e+25
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		RMSE:  2194932045951.386
		NRMSE:  600168994761.384
		MAPE:  2220368673655440.5
		Pearson Correlation:  0.029543427003469597
		Spearman Correlation:  0.004773283284129395
		Coefficient of Determination:  -3.2207242193561247e+25
		RMSE:  2182550939304.677
		NRMSE:  1074264491430.5359
		MAPE:  2175990053263638.0

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -8.109459215255299e-08
		RMSE:  0.477715862467629
		NRMSE:  0.13062374732174947
		MAPE:  235.40564654781124
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.000489096718886195
		RMSE:  0.384674855326909
		NRMSE:  0.1893392407856143
		MAPE:  219.75997191205136


Fold:  5

Protein:  RB1
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['RB1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00018503513771928048
		RMSE:  0.23392670305630597
		NRMSE:  0.11556330212293363
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12340187398900859
		RMSE:  0.2547692202160761
		NRMSE:  0.12845593258580365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  LinearRegression
		Pearson Correlation:  0.04215618867810057
		Spearman Correlation:  0.0389382917825932
		Coefficient of Determination:  -3.43971884345876e+23
		RMSE:  137183252871.97774
		NRMSE:  67770585789.15327
		MAPE:  550076024501359.25
		Pearson Correlation:  0.2961378979099633
		Spearman Correlation:  0.027048605276733237
		Coefficient of Determination:  -3.220549957368941e+23
		RMSE:  136409433706.63033
		NRMSE:  68778328109.75049
		MAPE:  1546346762544234.0

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.0260396834160801e-05
		RMSE:  0.23390626370573805
		NRMSE:  0.11555320477699571
		MAPE:  103.42314068679886
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11639433248952269
		RMSE:  0.25397337914995716
		NRMSE:  0.1280546654851245
		MAPE:  122.26566295301933

Protein:  CDH1
x_train_column_count:  5
x_train columns:  ['CDH1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10476316856458312
		RMSE:  1.1835893765747125
		NRMSE:  0.18846364392451076
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19786466090973764
		RMSE:  1.2714981376898562
		NRMSE:  0.2500438806886504
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1260727912856485
		NRMSE:  0.17930524366829853
		MAPE:  266.31463004312263
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01718399286470018
		RMSE:  1.1716869980595492
		NRMSE:  0.23041572398960675
		MAPE:  1066.779337530299

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.4406566559024247e+26
		RMSE:  17592186044416.363
		NRMSE:  2801214299610.898
		MAPE:  1.1176898856887064e+16
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.2930626170900537e+26
		RMSE:  17592186044416.516
		NRMSE:  3459555573030.327
		MAPE:  4.9940744915085816e+16

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1260727912856485
		NRMSE:  0.17930524366829853
		MAPE:  266.31463004312263
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01718399286470018
		RMSE:  1.1716869980595492
		NRMSE:  0.23041572398960675
		MAPE:  1066.779337530299

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010807252483369112
		RMSE:  1.1261336384065677
		NRMSE:  0.17931493239173396
		MAPE:  272.91326398306535
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01464370336783083
		RMSE:  1.1702230127671565
		NRMSE:  0.2301278269389307
		MAPE:  1099.0733237968934

Protein:  CDH2
x_train_column_count:  5
x_train columns:  ['CDH2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0016678089051440637
		RMSE:  0.3594357673583712
		NRMSE: 
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
 0.1765314902796381
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02548752338232485
		RMSE:  0.4223734458481898
		NRMSE:  0.15794680397441796
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  LinearRegression
		Pearson Correlation:  0.010531318669379088
		Spearman Correlation:  0.0013698976602782161
		Coefficient of Determination:  -0.00011225591530839019
		RMSE:  0.35915656370422044
		NRMSE:  0.17639436358932292
		MAPE:  203.74742088678465
		Pearson Correlation:  0.014766348345218405
		Spearman Correlation:  0.03651237472759608
		Coefficient of Determination:  -0.015462670860705519
		RMSE:  0.4203038787221378
		NRMSE:  0.15717288810356106
		MAPE:  1008.0252301310546

	Predictor:  ElasticNet
		Pearson Correlation:  0.010641857445711724
		Spearman Correlation:  0.0015351265807716104
		Coefficient of Determination:  0.00011260983872563024
		RMSE:  0.35911618496113973
		NRMSE:  0.17637453217481444
		MAPE:  197.6265991844433
		Pearson Correlation:  0.011164952153692375
		Spearman Correlation:  -0.04761525104101502
		Coefficient of Determination:  -0.015224069719799171
		RMSE:  0.4202544968593186
		NRMSE:  0.1571544217262751
		MAPE:  168.24130203846494

	Predictor:  RandomForests
		Pearson Correlation:  0.01064185744571171
		Spearman Correlation:  0.0015351265807716104
		Coefficient of Determination:  0.00010973482168841198
		RMSE:  0.35911670125148304
		NRMSE:  0.1763747857430789
		MAPE:  194.01817192416001
		Pearson Correlation:  0.011164952153692374
		Spearman Correlation:  -0.04761525104101502
		Coefficient of Determination:  -0.015607223364809686
		RMSE:  0.42033379307442126
		NRMSE:  0.15718407459357975
		MAPE:  232.99420442831806

Protein:  CDH3
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['CDH3', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011481892643820935
		RMSE:  0.2038847376288621
		NRMSE:  0.14304087222095618
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026977014897064944
		RMSE:  0.22369326249691865
		NRMSE:  0.20181818899206835
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  LinearRegression
		Pearson Correlation:  0.03763883761819577
		Spearman Correlation:  -0.0068722181870598436
		Coefficient of Determination:  0.0012976754728399875
		RMSE:  0.20363553404388376
		NRMSE:  0.14286603668117792
		MAPE:  129.67716333222535
		Pearson Correlation:  0.05628486552288396
		Spearman Correlation:  -0.014414885022428032
		Coefficient of Determination:  -0.0017516991391428594
		RMSE:  0.22358771508834174
		NRMSE:  0.2017229631161791
		MAPE:  103.51047017982857

	Predictor:  ElasticNet
		Pearson Correlation:  0.03817002397504613
		Spearman Correlation:  0.04026301793399473
		Coefficient of Determination:  0.0014449422580076199
		RMSE:  0.20362051963202607
		NRMSE:  0.14285550291296661
		MAPE:  142.54536422993206
		Pearson Correlation:  0.05682417457895169
		Spearman Correlation:  0.057279399409552734
		Coefficient of Determination:  -0.0033324360243640605
		RMSE:  0.22376405321258724
		NRMSE:  0.20188205704904164
		MAPE:  106.64160432196543

	Predictor:  RandomForests
		Pearson Correlation:  0.038170023975046166
		Spearman Correlation:  0.04026301793399473
		Coefficient of Determination:  0.0014445327695656873
		RMSE:  0.20362056138247345
		NRMSE:  0.1428555322041263
		MAPE:  145.70763739621518
		Pearson Correlation:  0.05682417457895166
		Spearman Correlation:  0.057279399409552734
		Coefficient of Determination:  -0.0036542509828394465
		RMSE:  0.22379993605836807
		NRMSE:  0.20191443089379016
		MAPE:  107.39493767902192

Protein:  PTEN
x_train_column_count:  5
x_train columns:  ['PTEN', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05240378988513572
		RMSE:  0.5837468026637292
		NRMSE:  0.09127461538014686
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011774083334460839
		RMSE:  0.7259408088203396
		NRMSE:  0.14042494754339593
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5690275755039937
		NRMSE:  0.08897311789601967
		MAPE:  304.4741530818047
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005181468299075398
		RMSE:  0.7235718660416283
		NRMSE:  0.13996670265429206
		MAPE:  391.1377632658283

	Predictor:  LinearRegression
		Pearson Correlation:  -0.036370370185388995
		Spearman Correlation:  -0.05290101257332107
		Coefficient of Determination:  -9.29941329473107e+23
		RMSE:  548733011487.7719
		NRMSE:  85799861072.2808
		MAPE:  1124273992082491.2
		Pearson Correlation:  0.055272463130095546
		Spearman Correlation:  0.057279399409552734
		Coefficient of Determination:  -5.7159697714465904e+23
		RMSE:  545637734826.13824
		NRMSE:  105547379841.02025
		MAPE:  1442218769205144.2

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5690275755039937
		NRMSE:  0.08897311789601967
		MAPE:  304.4741530818047
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005181468299075398
		RMSE:  0.7235718660416283
		NRMSE:  0.13996670265429206
		MAPE:  391.1377632658283

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -6.269934017089085e-06
		RMSE:  0.5690293593838737
		NRMSE:  0.08897339682337169
		MAPE:  306.950665127385
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005469590696549398
		RMSE:  0.7236755599168984
		NRMSE:  0.1399867610486108
		MAPE:  394.53455353066096

Protein:  BRCA2
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['BRCA2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00015423459462815536
		RMSE:  0.20048365981157823
		NRMSE:  0.1291568109593031
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08467605477038265
		RMSE:  0.17297650483593724
		NRMSE:  0.22621657599677922
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  LinearRegression
		Pearson Correlation:  0.009756338778020816
		Spearman Correlation:  0.020125932719451053
		Coefficient of Determination:  2.4297369714432193e-05
		RMSE:  0.2004657654019962
		NRMSE:  0.12914528291318808
		MAPE:  102.42817769594366
		Pearson Correlation:  -0.032221381362155466
		Spearman Correlation:  -0.12367544604715468
		Coefficient of Determination:  -0.09176322718758767
		RMSE:  0.17354069094546187
		NRMSE:  0.22695441175107808
		MAPE:  101.64135528833467

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  RandomForests
		Pearson Correlation:  0.0017293408339849263
		Spearman Correlation:  0.001573264496304759
		Coefficient of Determination:  -3.743825403090817e-05
		RMSE:  0.20047195339637808
		NRMSE:  0.12914926938082016
		MAPE:  105.32990823311846
		Pearson Correlation:  -0.004853743052261784
		Spearman Correlation:  -0.016812541184208947
		Coefficient of Determination:  -0.09796167737362804
		RMSE:  0.1740326295045223
		NRMSE:  0.22759776303475093
		MAPE:  104.01668259856571

Protein:  CDKN2A
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['CDKN2A', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06876053865938014
		RMSE:  0.7026668514343448
		NRMSE:  0.1789276696377339
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07452018232747903
		RMSE:  0.6281215662347416
		NRMSE:  0.15805378984795088
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6796874655065666
		NRMSE:  0.1730761797526334
		MAPE:  274.2442116656758
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00044725008449963966
		RMSE:  0.6060849693149379
		NRMSE:  0.15250873639690443
		MAPE:  274.3248072759207

	Predictor:  LinearRegression
		Pearson Correlation:  0.12975487290980275
		Spearman Correlation:  0.03927094179063211
		Coefficient of Determination:  0.016836322995988362
		RMSE:  0.6739414585822296
		NRMSE:  0.17161301178534533
		MAPE:  279.91270356111494
		Pearson Correlation:  0.04191094524587434
		Spearman Correlation:  0.028512790693065015
		Coefficient of Determination:  -0.025247447068182938
		RMSE:  0.6135511361571782
		NRMSE:  0.15438744273097763
		MAPE:  285.1394005954458

	Predictor:  ElasticNet
		Pearson Correlation:  0.12976399481728113
		Spearman Correlation:  0.10363878671427582
		Coefficient of Determination:  0.01683621832045401
		RMSE:  0.6739414944588502
		NRMSE:  0.17161302092099776
		MAPE:  279.79724242582887
		Pearson Correlation:  0.041940200087890865
		Spearman Correlation:  0.05267929571052136
		Coefficient of Determination:  -0.024443945272623058
		RMSE:  0.6133106644205001
		NRMSE:  0.1543269329962759
		MAPE:  284.92641295347727

	Predictor:  RandomForests
		Pearson Correlation:  0.1297639948172811
		Spearman Correlation:  0.10363878671427582
		Coefficient of Determination:  0.016711889881956488
		RMSE:  0.6739841055916045
		NRMSE:  0.17162387145517163
		MAPE:  281.9278185882
		Pearson Correlation:  0.0419402000878908
		Spearman Correlation:  0.05267929571052136
		Coefficient of Determination:  -0.020087039319949485
		RMSE:  0.6120050858825572
		NRMSE:  0.15399841118304955
		MAPE:  286.4116290542241

Protein:  TP53
x_train_column_count:  5
x_train columns:  ['TP53', '2', '1/2', '3', '1/3']
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0629013951002304
		RMSE:  0.43691826486349494
		NRMSE:  0.11112140819031384
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02793228386718627
		RMSE:  0.5354711484549424
		NRMSE:  0.14342336907859712
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4237929343776606
		NRMSE:  0.10778324331179852
		MAPE:  459.9790072255086
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011640203076264122
		RMSE:  0.5284530873849588
		NRMSE:  0.1415436152095778
		MAPE:  140.42972129387252

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0629013951002304
		RMSE:  0.43691826486349494
		NRMSE:  0.11112140819031384
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02793228386718627
		RMSE:  0.5354711484549424
		NRMSE:  0.14342336907859712
		MAPE:  100.0

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4237929343776606
		NRMSE:  0.10778324331179852
		MAPE:  459.9790072255086
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011640203076264122
		RMSE:  0.5284530873849588
		NRMSE:  0.1415436152095778
		MAPE:  140.42972129387252

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.488458933638029e-05
		RMSE:  0.4238024451568515
		NRMSE:  0.10778566218796296
		MAPE:  470.36376241957163
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015597451398132733
		RMSE:  0.5285575165017301
		NRMSE:  0.14157158604572925
		MAPE:  142.3071053757321

Protein:  CTNNB1
x_train_column_count:  5
x_train columns:  ['CTNNB1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.4291206958720877
		RMSE:  0.9037435622191023
		NRMSE:  0.1777623057079273
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5497170498826627
		RMSE:  0.8436000623678614
		NRMSE:  0.27017767234966206
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  LinearRegression
		Pearson Correlation:  -0.01280853453160576
		Spearman Correlation:  -0.012979431344355934
		Coefficient of Determination:  -3.0397842535819265e+26
		RMSE:  13180507812002.354
		NRMSE:  2592546776554.358
		MAPE:  1.882796389601939e+16
		Pearson Correlation:  0.1560046038598718
		Spearman Correlation:  0.14638068737996812
		Coefficient of Determination:  -3.7594578660616594e+26
		RMSE:  13139323594027.277
		NRMSE:  4208098153666.671
		MAPE:  7456792357961123.0

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.019855616894553e-05
		RMSE:  0.7559997686116472
		NRMSE:  0.14870176408568986
		MAPE:  710.9942516797496
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -7.503681818787911e-06
		RMSE:  0.6776602739280774
		NRMSE:  0.21703255324545534
		MAPE:  272.4237928007498

Protein:  CCNE1
x_train_column_count:  5
x_train columns:  ['CCNE1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9790551557409413
		RMSE:  0.7746141645114569
		NRMSE:  0.27590887426944144
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8285524646781477
		RMSE:  0.8763813407881366
		NRMSE:  0.2114972948785232
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4487930906545114
		NRMSE:  0.15985506345663808
		MAPE:  112.14421009479175
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0040862214035515265
		RMSE:  0.6494188844018614
		NRMSE:  0.15672439713344627
		MAPE:  115.49088793396595

	Predictor:  LinearRegression
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.08097211632020355
		Spearman Correlation:  0.11388036360295165
		Coefficient of Determination:  0.006556483621372622
		RMSE:  0.44731941888179777
		NRMSE:  0.15933015810571602
		MAPE:  111.75141266976856
		Pearson Correlation:  0.05263185104833813
		Spearman Correlation:  -0.10327858280733754
		Coefficient of Determination:  -0.0016479170488092887
		RMSE:  0.6486298867276442
		NRMSE:  0.15653398815735797
		MAPE:  115.05028000069446

	Predictor:  ElasticNet
		Pearson Correlation:  0.08097211632020343
		Spearman Correlation:  0.10028966615370673
		Coefficient of Determination:  0.006553046943001406
		RMSE:  0.44732019260049294
		NRMSE:  0.15933043369563415
		MAPE:  111.75451922457312
		Pearson Correlation:  0.05263185104833814
		Spearman Correlation:  0.08854605023683378
		Coefficient of Determination:  -0.0016097471941185493
		RMSE:  0.6486175279217344
		NRMSE:  0.1565310056041061
		MAPE:  115.04813681163985

	Predictor:  RandomForests
		Pearson Correlation:  0.08097211632020365
		Spearman Correlation:  0.10028966615370673
		Coefficient of Determination:  0.006552554918734965
		RMSE:  0.44732030337256873
		NRMSE:  0.1593304731514047
		MAPE:  111.72885445197274
		Pearson Correlation:  0.05263185104833814
		Spearman Correlation:  0.08854605023683378
		Coefficient of Determination:  -0.0015551878133204244
		RMSE:  0.6485998620330368
		NRMSE:  0.15652674229143923
		MAPE:  115.02083080425555

Protein:  CCND1
x_train_column_count:  5
x_train columns:  ['CCND1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Coefficient of Determination:  -0.5366759284640548
		RMSE:  0.28216244755564185
		NRMSE:  0.17771997351836757
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.30240520386774006
		RMSE:  0.3149325402631455
		NRMSE:  0.20120656537940065
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  LinearRegression
		Pearson Correlation:  0.033765403317117366
		Spearman Correlation:  0.025958861188395466
		Coefficient of Determination:  -3.775027505438368e+26
		RMSE:  4422502936030.035
		NRMSE:  2785512783451.347
		MAPE:  1.850589322429867e+16
		Pearson Correlation:  0.04927922008638433
		Spearman Correlation:  0.04136845512912142
		Coefficient of Determination:  -2.6537128255827578e+26
		RMSE:  4495432039683.179
		NRMSE:  2872076794114.0405
		MAPE:  7350331998527769.0

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.838630392216658e-06
		RMSE:  0.22761920559404059
		NRMSE:  0.14336592108865803
		MAPE:  687.1433627712928
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002779853082355732
		RMSE:  0.2763422407553681
		NRMSE:  0.17655169289644146
		MAPE:  267.74516731217955

Protein:  ERBB2
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['ERBB2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10085609607150081
		RMSE:  1.0785113826338413
		NRMSE:  0.1837421644434709
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05671362529003088
		RMSE:  0.8919867459254164
		NRMSE:  0.19736403273048267
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959455
		RMSE:  0.875951357919715
		NRMSE:  0.1938159880340115
		MAPE:  565.705361200264

	Predictor:  LinearRegression
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1441441352268649e+24
		RMSE:  1099511627775.6736
		NRMSE:  187319901830.70236
		MAPE:  1958610543028258.5
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.6056103460226817e+24
		RMSE:  1099511627775.7933
		NRMSE:  243281696598.25055
		MAPE:  1819246456706474.5

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959455
		RMSE:  0.875951357919715
		NRMSE:  0.1938159880340115
		MAPE:  565.705361200264

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.24194547875112e-05
		RMSE:  1.0279472750268104
		NRMSE:  0.17512773651580327
		MAPE:  594.677870571246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016766973979266186
		RMSE:  0.8749645614727234
		NRMSE:  0.19359764608313385
		MAPE:  554.1014733883659

Protein:  ERBB3
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['ERBB3', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.24617901957450639
		RMSE:  0.5234556686317032
		NRMSE:  0.14126566093685908
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10551624527684367
		RMSE:  0.43841640970600765
		NRMSE:  0.21211918179733683
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  LinearRegression
		Pearson Correlation:  -0.015450816657091512
		Spearman Correlation:  -0.008652955563185624
		Coefficient of Determination:  -5.477757320616561e+24
		RMSE:  1097466022976.0339
		NRMSE:  296174580546.0667
		MAPE:  1109784902967580.2
		Pearson Correlation:  -0.1400069882410277
		Spearman Correlation:  -0.16229163166039945
		Coefficient of Determination:  -6.849522748126303e+24
		RMSE:  1091275469652.5831
		NRMSE:  527992234354.17505
		MAPE:  1089598723772034.4

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  RandomForests
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.966491893035105e-05
		RMSE:  0.4689148210412275
		NRMSE:  0.1265466515829915
		MAPE:  247.0836923393686
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05205269876691898
		RMSE:  0.4276839812194808
		NRMSE:  0.20692650675402102
		MAPE:  237.98211644201643

Unnormalized

In [71]:
scenario = Scenario.selfmRNA_Polynomial
normalizeTechnique = NormalizeTechnique.UN
X, Y, Z = get_data(normalizeTechnique)
In [72]:
X.head()
Out[72]:
UBE2Q2P2 HMGB1P1 LOC155060 RNU12-2P SSX9 CXORF67 EFCAB8 SRP14P1 LOC391343 TRIM75P ... ZXDA ZXDB ZXDC ZYG11A ZYG11B ZYX ZZEF1 ZZZ3 TPTEP1 AKR1C6P
TCGA-A1-A0SF-01 10.7401 141.1933 314.4482 0.0000 0.0 0.000 2.9988 9.4249 0.0 0.0000 ... 74.1138 533.3625 1053.4444 94.6772 881.2262 5343.4779 934.3482 508.0867 52.2652 0.8568
TCGA-A1-A0SH-01 3.0048 79.8003 95.7054 0.0000 0.0 0.000 0.3612 3.9727 0.0 0.0000 ... 87.7601 581.0946 801.3977 19.8634 1353.2389 5464.9614 1312.7898 1001.1151 455.7746 0.0000
TCGA-A1-A0SJ-01 4.9419 134.8733 63.6488 0.3658 0.0 0.000 0.3658 4.7554 0.0 0.7316 ... 83.7677 2731.4129 834.3850 51.2117 1092.6383 3032.0988 958.3905 718.7929 43.5299 0.0000
TCGA-A1-A0SK-01 28.8560 1119.1932 166.7192 0.3152 0.0 1.891 0.0000 3.4668 0.0 0.0000 ... 69.0199 610.1481 1775.6067 158.5251 1380.7123 591.2386 1798.9285 1335.6445 49.4800 0.0000
TCGA-A1-A0SQ-01 1.0368 41.5532 75.8447 0.0000 0.0 0.000 0.4034 5.6480 0.0 0.0000 ... 106.1019 617.2466 875.0378 25.4160 969.4402 2903.0761 715.6833 691.4776 17.7509 0.0000

5 rows × 20440 columns

In [73]:
Y.head()
Out[73]:
RB1 CDH1 PTEN BRCA2 CDKN2A TP53 CTNNB1 CCNE1 CCND1 CDH2 CDH3 ERBB2 ERBB3
TCGA-A1-A0SF-01 0.017184 0.705680 0.197730 0.108550 0.17550 -0.472550 0.06978 -0.75401 -0.202360 -0.222000 -0.114060 0.25604 0.461410
TCGA-A1-A0SH-01 -0.081896 0.018364 0.699160 -0.282430 0.68156 -0.035545 -0.11192 -0.77956 -0.014111 0.072251 -0.031553 0.68354 0.033670
TCGA-A1-A0SJ-01 -0.106090 0.114310 -0.110550 0.108220 -0.00989 -0.431850 -0.85672 -0.29589 0.290760 -0.225320 0.128230 0.36458 0.430620
TCGA-A1-A0SK-01 -0.060244 -0.963820 -0.081596 0.309150 1.23630 0.898470 -0.85965 0.92670 0.045974 0.389790 -0.224090 -1.04130 -0.056604
TCGA-A1-A0SQ-01 0.376500 0.425490 0.657440 0.003187 -0.34580 -0.020122 0.39368 -1.02750 0.362490 0.292880 -0.144850 0.31196 0.649260
In [74]:
perform_kFoldCV(num_folds, scenario, normalizeTechnique, X, Y, Z)

Fold:  1

Protein:  RB1
x_train_column_count:  5
x_train columns:  ['RB1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017832262764705176
		RMSE:  0.22609122586734381
		NRMSE:  0.08562439911658541
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0064622508272080825
		RMSE:  0.2813710133086082
		NRMSE:  0.13900150344012696
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  LinearRegression
		Pearson Correlation:  0.2213418604570945
		Spearman Correlation:  0.25822552312888836
		Coefficient of Determination:  0.04899221919060781
		RMSE:  0.21854337078357447
		NRMSE:  0.08276590448156577
		MAPE:  157.2524202751377
		Pearson Correlation:  0.26634223249529176
		Spearman Correlation:  0.34992683640620437
		Coefficient of Determination:  0.02484386482144918
		RMSE:  0.2769604065802188
		NRMSE:  0.13682259752114076
		MAPE:  113.04851136913767

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11.716123189182404, tolerance: 0.0026969040165678213
  positive)
		Pearson Correlation:  0.21657264175698437
		Spearman Correlation:  0.25696603687962954
		Coefficient of Determination:  0.04690364636672473
		RMSE:  0.21878321814460105
		NRMSE:  0.08285673855125962
		MAPE:  187.3416229243766
		Pearson Correlation:  0.2963629926273721
		Spearman Correlation:  0.34920007804116676
		Coefficient of Determination:  0.03378669454875394
		RMSE:  0.27568752608779656
		NRMSE:  0.13619377545426978
		MAPE:  112.19458522018384

	Predictor:  RandomForests
		Pearson Correlation:  0.33833952530122474
		Spearman Correlation:  0.33951132296467335
		Coefficient of Determination:  0.09802974463538427
		RMSE:  0.21283434446696822
		NRMSE:  0.08060380400188154
		MAPE:  145.37508650343958
		Pearson Correlation:  0.27053666597285697
		Spearman Correlation:  0.3280678885109722
		Coefficient of Determination:  0.025911503927463886
		RMSE:  0.27680875151246914
		NRMSE:  0.1367476776416065
		MAPE:  107.54919913765022

Protein:  CDH1
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['CDH1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12177449909053428
		RMSE:  1.1951653206606205
		NRMSE:  0.20089175544360185
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11829904064371455
		RMSE:  1.227018913081223
		NRMSE:  0.19873326310796913
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  LinearRegression
		Pearson Correlation:  0.7028819574471705
		Spearman Correlation:  0.5635039739724257
		Coefficient of Determination:  0.4940430461047661
		RMSE:  0.8026606751860416
		NRMSE:  0.13491682638058958
		MAPE:  392.60433727869497
		Pearson Correlation:  0.7481655538274606
		Spearman Correlation:  0.6559116183786949
		Coefficient of Determination:  0.5596129457212726
		RMSE:  0.7699979212104067
		NRMSE:  0.1247121766723473
		MAPE:  146.4126889851061

	Predictor:  ElasticNet
		Pearson Correlation:  0.6945104605335696
		Spearman Correlation:  0.5636647709924965
		Coefficient of Determination:  0.48232397639495506
		RMSE:  0.8119031509945165
		NRMSE:  0.13647036642874227
		MAPE:  430.8580276262829
		Pearson Correlation:  0.7489064817399317
		Spearman Correlation:  0.6555360452638768
		Coefficient of Determination:  0.5599918971040474
		RMSE:  0.7696665597721097
		NRMSE:  0.12465850794793006
		MAPE:  175.78996108793208

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 177.50890579019187, tolerance: 0.06837930598298066
  positive)
		Pearson Correlation:  0.7132134998444969
		Spearman Correlation:  0.5781801023015845
		Coefficient of Determination:  0.5084673634826771
		RMSE:  0.7911364260120465
		NRMSE:  0.13297974988856612
		MAPE:  306.3488021625489
		Pearson Correlation:  0.7364401058709691
		Spearman Correlation:  0.6541481858577574
		Coefficient of Determination:  0.5391683231489781
		RMSE:  0.787668436688223
		NRMSE:  0.1275741693965571
		MAPE:  153.69171685807532

Protein:  CDH2
x_train_column_count:  5
x_train columns:  ['CDH2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004084060130477685
		RMSE:  0.37195168053170635
		NRMSE:  0.13741024893390016
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006474841096328898
		RMSE:  0.3763274359057868
		NRMSE:  0.1942134674644098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  LinearRegression
		Pearson Correlation:  0.1700163471111268
		Spearman Correlation:  0.08642003746493479
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35.96358863220127, tolerance: 0.007399072171665535
  positive)
		Coefficient of Determination:  0.02890555828501118
		RMSE:  0.36579033232265185
		NRMSE:  0.13513405975264858
		MAPE:  450.6870467712433
		Pearson Correlation:  0.07005345660249043
		Spearman Correlation:  -0.0064969271290605795
		Coefficient of Determination:  0.0015401858249541878
		RMSE:  0.37482600564864416
		NRMSE:  0.19343861570348567
		MAPE:  99.4204218624871

	Predictor:  ElasticNet
		Pearson Correlation:  0.16955769925728983
		Spearman Correlation:  0.09154430964766565
		Coefficient of Determination:  0.028738870296752594
		RMSE:  0.36582172486066505
		NRMSE:  0.13514565710974855
		MAPE:  430.8245530386947
		Pearson Correlation:  0.07891723155657177
		Spearman Correlation:  0.026402302214418107
		Coefficient of Determination:  0.004159956379204743
		RMSE:  0.374333946237069
		NRMSE:  0.19318467576873047
		MAPE:  100.28200663909168

	Predictor:  RandomForests
		Pearson Correlation:  0.19320420277460554
		Spearman Correlation:  0.1288803543458318
		Coefficient of Determination:  0.0365366777677103
		RMSE:  0.36435025855834613
		NRMSE:  0.13460205276143522
		MAPE:  517.4227749514495
		Pearson Correlation:  0.044470421820977386
		Spearman Correlation:  -0.059537927016542085
		Coefficient of Determination:  -0.006345294971970894
		RMSE:  0.3763032160606082
		NRMSE:  0.19420096818940402
		MAPE:  98.35384313911433

Protein:  CDH3
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['CDH3', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003025178489952651
		RMSE:  0.20883135309817671
		NRMSE:  0.14651130458142275
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.766266116724594e-05
		RMSE:  0.2045852237570374
		NRMSE:  0.1565890990172577
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  LinearRegression
		Pearson Correlation:  0.3067895555372444
		Spearman Correlation:  0.3073890823587048
		Coefficient of Determination:  0.09411983138673996
		RMSE:  0.1987308991969857
		NRMSE:  0.13942505696594945
		MAPE:  408.42094994631157
		Pearson Correlation:  0.4369002879154031
		Spearman Correlation:  0.4491805677494879
		Coefficient of Determination:  0.1731175637859218
		RMSE:  0.186030274158039
		NRMSE:  0.14238717970627013
		MAPE:  351.44446807906684

	Predictor:  ElasticNet
		Pearson Correlation:  0.30639379807743594
		Spearman Correlation:  0.3075605346063189
		Coefficient of Determination:  0.09387715452161938
		RMSE:  0.19875751649351445
		NRMSE:  0.13944373105286695
		MAPE:  390.28754576099163
		Pearson Correlation:  0.44214031861933095
		Spearman Correlation:  0.45059018632328557
		Coefficient of Determination:  0.17611035482196047
		RMSE:  0.18569331306377035
		NRMSE:  0.14212927039499915
		MAPE:  347.1355890285716

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.557361676924994, tolerance: 0.002341177429816801
  positive)
		Pearson Correlation:  0.3496682668189332
		Spearman Correlation:  0.3307097672586625
		Coefficient of Determination:  0.12015906260707776
		RMSE:  0.19585384588255172
		NRMSE:  0.13740658211437934
		MAPE:  381.1612404025096
		Pearson Correlation:  0.4456557812474688
		Spearman Correlation:  0.4605862331967038
		Coefficient of Determination:  0.17847992914693533
		RMSE:  0.1854260861696705
		NRMSE:  0.14192473549354423
		MAPE:  326.56281030401266

Protein:  PTEN
x_train_column_count:  5
x_train columns:  ['PTEN', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.042477457330321045
		RMSE:  0.639641264822803
		NRMSE:  0.10001427016227082
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.028094267476815427
		RMSE:  0.5035947533045023
		NRMSE:  0.16597282753427667
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.458230587102
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389449
		RMSE:  0.49877990548911916
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809618

	Predictor:  LinearRegression
		Pearson Correlation:  0.431825385866713
		Spearman Correlation:  0.42917631319632854
		Coefficient of Determination:  0.18647316387893564
		RMSE:  0.5650528620343053
		NRMSE:  0.08835163193406384
		MAPE:  522.7363330303626
		Pearson Correlation:  0.3903019696744492
		Spearman Correlation:  0.40660423373329435
		Coefficient of Determination:  0.1400265419663933
		RMSE:  0.4605823080097755
		NRMSE:  0.1517969507645427
		MAPE:  191.4772144369785

	Predictor:  ElasticNet
		Pearson Correlation:  0.41285757864838196
		Spearman Correlation:  0.4288996648292669
		Coefficient of Determination:  0.17045137112184727
		RMSE:  0.57058987646987
		NRMSE:  0.08921739918221719
		MAPE:  531.5065818985258
		Pearson Correlation:  0.39943813950853724
		Spearman Correlation:  0.40280460442883625
		Coefficient of Determination:  0.14784806840518971
		RMSE:  0.4584830075689981
		NRMSE:  0.15110507137597987
		MAPE:  181.09046871493845

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 87.19888355174183, tolerance: 0.021075629727119613
  positive)
		Pearson Correlation:  0.4510661366641352
		Spearman Correlation:  0.4465246887841456
		Coefficient of Determination:  0.199567912918601
		RMSE:  0.5604867911010524
		NRMSE:  0.08763768135424163
		MAPE:  529.5491842611985
		Pearson Correlation:  0.3866330546263069
		Spearman Correlation:  0.3981096259406254
		Coefficient of Determination:  0.13840788698258943
		RMSE:  0.4610155617120034
		NRMSE:  0.15193974085821746
		MAPE:  202.21690083920234

Protein:  BRCA2
x_train_column_count:  5
x_train columns:  ['BRCA2', '2', '1/2', '3', '1/3']

	Predictor:  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.9889756429904537, tolerance: 0.002096995577721637
  positive)
Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026562361008646285
		RMSE:  0.19787350383771835
		NRMSE:  0.12800221484333532
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00017758204834872338
		RMSE:  0.18475106890837595
		NRMSE:  0.18489898809885505
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  LinearRegression
		Pearson Correlation:  0.05916599633137328
		Spearman Correlation:  0.030167616186077727
		Coefficient of Determination:  0.003500615121883932
		RMSE:  0.19726504319823776
		NRMSE:  0.1276086082816282
		MAPE:  131.66859190454846
		Pearson Correlation:  -0.08998303275032375
		Spearman Correlation:  -0.08377973341598928
		Coefficient of Determination:  -0.039514379553242884
		RMSE:  0.188349144688779
		NRMSE:  0.18849994464449463
		MAPE:  116.6880243393503

	Predictor:  ElasticNet
		Pearson Correlation:  0.039634508188255445
		Spearman Correlation:  0.02862609568892118
		Coefficient of Determination:  0.001568501506980735
		RMSE:  0.19745618928068212
		NRMSE:  0.12773225860083198
		MAPE:  130.95536979076738
		Pearson Correlation:  -0.07505176900568641
		Spearman Correlation:  -0.04160818652840198
		Coefficient of Determination:  -0.018424962018802615
		RMSE:  0.18642876366614167
		NRMSE:  0.1865780260870113
		MAPE:  114.15960665500879

	Predictor:  RandomForests
		Pearson Correlation:  0.3257942376102405
		Spearman Correlation:  0.25500959044958793
		Coefficient of Determination:  0.04912356112431371
		RMSE:  0.19269642508331206
		NRMSE:  0.12465321897410636
		MAPE:  133.9139947559344
		Pearson Correlation:  -0.03975777992192093
		Spearman Correlation:  -0.01067431406904905
		Coefficient of Determination:  -0.021845741347306546
		RMSE:  0.18674159822161593
		NRMSE:  0.18689111111050435
		MAPE:  115.13583396986726

Protein:  CDKN2A
x_train_column_count:  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
5
x_train columns:  ['CDKN2A', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.062199248812668806
		RMSE:  0.6624014175436462
		NRMSE:  0.14974599695798488
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10057809021042674
		RMSE:  0.783524323220729
		NRMSE:  0.21159176970584093
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6427147371513342
		NRMSE:  0.145295521001771
		MAPE:  207.86247046219444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010510594090658465
		RMSE:  0.7507796405829533
		NRMSE:  0.20274902527219912
		MAPE:  439.74244050751946

	Predictor:  LinearRegression
		Pearson Correlation:  0.5907236172060981
		Spearman Correlation:  0.48755951209223647
		Coefficient of Determination:  0.34895439192505673
		RMSE:  0.5185897933793998
		NRMSE:  0.11723517426910811
		MAPE:  211.32007676061787
		Pearson Correlation:  0.6897804146460538
		Spearman Correlation:  0.5414642473904986
		Coefficient of Determination:  0.47047210293185493
		RMSE:  0.5434836382263442
		NRMSE:  0.14676846833009566
		MAPE:  384.23489236858524

	Predictor:  ElasticNet
		Pearson Correlation:  0.5807335330772482
		Spearman Correlation:  0.4874611353110631
		Coefficient of Determination:  0.3372259477509618
		RMSE:  0.5232400841969794
		NRMSE:  0.11828644381077864
		MAPE:  204.82405928012955
		Pearson Correlation:  0.44900983569822134
		Spearman Correlation:  0.49707345624817095
		Coefficient of Determination:  0.16176507604716917
		RMSE:  0.6837934354122753
		NRMSE:  0.18465931283075218
		MAPE:  401.05225067736853

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 73.95148494627665, tolerance: 0.02218251593097602
  positive)
		Pearson Correlation:  0.6031166548470466
		Spearman Correlation:  0.5142043852276713
		Coefficient of Determination:  0.36338257195258583
		RMSE:  0.5128112215701984
		NRMSE:  0.11592883950948307
		MAPE:  222.42155552398435
		Pearson Correlation:  0.6736173012257093
		Spearman Correlation:  0.5183481629817652
		Coefficient of Determination:  0.4416816519711879
		RMSE:  0.5580627074004604
		NRMSE:  0.15070556505548485
		MAPE:  518.4052407636528

Protein:  TP53
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['TP53', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05546789854165435
		RMSE:  0.4652085657713222
		NRMSE:  0.11180210665016156
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04275496084346875
		RMSE:  0.4295356456720749
		NRMSE:  0.1544592202783541
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  LinearRegression
		Pearson Correlation:  0.40825049665663143
		Spearman Correlation:  0.30254091649769904
		Coefficient of Determination:  0.16666846802038626
		RMSE:  0.4133653750427039
		NRMSE:  0.09934279621309876
		MAPE:  727.2370285540259
		Pearson Correlation:  0.3310126628813634
		Spearman Correlation:  0.25681884694176177
		Coefficient of Determination:  0.08780578703372244
		RMSE:  0.4017461599405314
		NRMSE:  0.1444662375276103
		MAPE:  1141.8515568256648

	Predictor:  ElasticNet
		Pearson Correlation:  0.39770447532169484
		Spearman Correlation:  0.3011887491446519
		Coefficient of Determination:  0.158165586653207
		RMSE:  0.41546890543423076
		NRMSE:  0.09984833103442221
		MAPE:  664.567403916766
		Pearson Correlation:  0.3268936703125723
		Spearman Correlation:  0.2869232270022437
		Coefficient of Determination:  0.08861381046046934
		RMSE:  0.4015681867504992
		NRMSE:  0.14440223911341624
		MAPE:  1101.9539671233056

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 46.50907669857116, tolerance: 0.011010946742365387
  positive)
		Pearson Correlation:  0.45492238975734456
		Spearman Correlation:  0.34634270161779623
		Coefficient of Determination:  0.20619176236443626
		RMSE:  0.40344374717794973
		NRMSE:  0.09695836269597446
		MAPE:  668.2271002590516
		Pearson Correlation:  0.3281714473563291
		Spearman Correlation:  0.28867684750577033
		Coefficient of Determination:  0.08991864560113616
		RMSE:  0.40128062042132523
		NRMSE:  0.1442988314651103
		MAPE:  1228.5562057380778

Protein:  CTNNB1
x_train_column_count:  5
x_train columns:  ['CTNNB1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.41897644861846284
		RMSE:  0.8782004120680554
		NRMSE:  0.17699587078381512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5843844136424388
		RMSE:  0.9452480588674593
		NRMSE:  0.23451795238114906
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  LinearRegression
		Pearson Correlation:  0.16669869655140335
		Spearman Correlation:  0.1674404200049243
		Coefficient of Determination:  0.027788455431936532
		RMSE:  0.7269196851120139
		NRMSE:  0.14650617431767618
		MAPE:  635.2645087426085
		Pearson Correlation:  -0.06862200826888845
		Spearman Correlation:  -0.06972002731440836
		Coefficient of Determination:  -0.06301650543338178
		RMSE:  0.7742576720152226
		NRMSE:  0.19209489207939826
		MAPE:  387.5664091476911

	Predictor:  ElasticNet
		Pearson Correlation:  0.1531239351461972
		Spearman Correlation:  0.15942691630966338
		Coefficient of Determination:  0.023444086928415486
		RMSE:  0.7285420104899528
		NRMSE:  0.14683314398088415
		MAPE:  636.3785892476211
		Pearson Correlation:  -0.06793400941130642
		Spearman Correlation:  -0.07922153936201348
		Coefficient of Determination:  -0.06011223617142991
		RMSE:  0.7731992732345406
		NRMSE:  0.19183230120442135
		MAPE:  355.4159131695605

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 142.5154896028087, tolerance: 0.02918679256026189
  positive)
		Pearson Correlation:  0.3101921197195444
		Spearman Correlation:  0.30218639412689285
		Coefficient of Determination:  0.08112196149899753
		RMSE:  0.7066998169279368
		NRMSE:  0.14243098472860852
		MAPE:  629.3479296651823
		Pearson Correlation:  -0.06030718098076416
		Spearman Correlation:  -0.04014575748895606
		Coefficient of Determination:  -0.07580801753149946
		RMSE:  0.7789021484733238
		NRMSE:  0.19324719606840765
		MAPE:  401.6201927378137

Protein:  CCNE1
x_train_column_count:  5
x_train columns:  ['CCNE1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17.372010503985255, tolerance: 0.012562459394718587
  positive)
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.7135069779129597
		RMSE:  0.7967382438332794
		NRMSE:  0.19227700939577658
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.179220592822603
		RMSE:  0.7927883268238614
		NRMSE:  0.2823823069719898
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.48367116033059243
		NRMSE:  0.11672446372338549
		MAPE:  119.9663870203584
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008650225247206267
		RMSE:  0.5393577763958428
		NRMSE:  0.19211318838676503
		MAPE:  85.21064296831354

	Predictor:  LinearRegression
		Pearson Correlation:  0.8555110749382004
		Spearman Correlation:  0.7131677459763455
		Coefficient of Determination:  0.7318991993419153
		RMSE:  0.2504374356226374
		NRMSE:  0.0604381194639181
		MAPE:  56.28073662255251
		Pearson Correlation:  0.8511106955505301
		Spearman Correlation:  0.710345332162716
		Coefficient of Determination:  0.7233952514883231
		RMSE:  0.2824466743386235
		NRMSE:  0.10060433636282226
		MAPE:  46.01323589068919

	Predictor:  ElasticNet
		Pearson Correlation:  0.8531200006986577
		Spearman Correlation:  0.7131090453751777
		Coefficient of Determination:  0.7278040408281764
		RMSE:  0.25234286496573605
		NRMSE:  0.0608979571314854
		MAPE:  58.50607091713097
		Pearson Correlation:  0.843013047475431
		Spearman Correlation:  0.7106623744024974
		Coefficient of Determination:  0.7097939965853266
		RMSE:  0.28930760227469576
		NRMSE:  0.10304812191440632
		MAPE:  47.78874426011071

	Predictor:  RandomForests
		Pearson Correlation:  0.8561762547193342
		Spearman Correlation:  0.7204410839077513
		Coefficient of Determination:  0.7277435645147519
		RMSE:  0.252370896092054
		NRMSE:  0.06090472188914593
		MAPE:  54.30224746581206
		Pearson Correlation:  0.8346467335894345
		Spearman Correlation:  0.7068181224371397
		Coefficient of Determination:  0.6943052206560596
		RMSE:  0.2969276634196074
		NRMSE:  0.10576230219754493
		MAPE:  44.97926614243301

Protein:  CCND1
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['CCND1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.46307157054532877
		RMSE:  0.2889602070536637
		NRMSE:  0.17371452011738692
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5143850316766378
		RMSE:  0.2891269997261264
		NRMSE:  0.20591917819933792
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  LinearRegression
		Pearson Correlation:  0.4240483429560254
		Spearman Correlation:  0.3731637827526827
		Coefficient of Determination:  0.17981699716375077
		RMSE:  0.21635186164958384
		NRMSE:  0.13006448260185874
		MAPE:  338.2332721926534
		Pearson Correlation:  0.41214395918890734
		Spearman Correlation:  0.47168081162813386
		Coefficient of Determination:  0.1348869238545698
		RMSE:  0.21852792076782074
		NRMSE:  0.15563779896289437
		MAPE:  1175.3920523602162

	Predictor:  ElasticNet
		Pearson Correlation:  0.4235017969782606
		Spearman Correlation:  0.3731637827526827
		Coefficient of Determination:  0.17935112215611204
		RMSE:  0.21641329831431505
		NRMSE:  0.1301014165480246
		MAPE:  324.031207540678
		Pearson Correlation:  0.3347766897838311
		Spearman Correlation:  0.42930445810164863
		Coefficient of Determination:  0.03980708411485101
		RMSE:  0.2302235488115026
		NRMSE:  0.16396754373789427
		MAPE:  1165.032528989541

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12.592370600666552, tolerance: 0.0030646775987981157
  positive)
		Pearson Correlation:  0.46790745118444743
		Spearman Correlation:  0.40012513159012253
		Coefficient of Determination:  0.21270897982633408
		RMSE:  0.21196926946298006
		NRMSE:  0.12742979491828887
		MAPE:  315.092281675616
		Pearson Correlation:  0.5050841544101987
		Spearman Correlation:  0.4767786498993165
		Coefficient of Determination:  0.25320689683490005
		RMSE:  0.20303487601183506
		NRMSE:  0.14460349553574944
		MAPE:  1138.0620619613712

Protein:  ERBB2
x_train_column_count:  5
x_train columns:  ['ERBB2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10512598969709641
		RMSE:  1.0713675802437574
		NRMSE:  0.18252510013182233
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.044647408489899565
		RMSE:  0.9270678870989714
		NRMSE:  0.17190207437399804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  LinearRegression
		Pearson Correlation:  0.8295019529859392
		Spearman Correlation:  0.6137508967340191
		Coefficient of Determination:  0.6880734900074873
		RMSE:  0.5691919472844329
		NRMSE:  0.09697121612423683
		MAPE:  627.8328829503309
		Pearson Correlation:  0.8454758073967964
		Spearman Correlation:  0.7166081357916302
		Coefficient of Determination:  0.7045113719329047
		RMSE:  0.4930569193968685
		NRMSE:  0.09142535126958437
		MAPE:  475.66218868020763

	Predictor:  ElasticNet
		Pearson Correlation:  0.8295239502069304
		Spearman Correlation:  0.6137508967340191
		Coefficient of Determination:  0.6881099201674199
		RMSE:  0.5691587081103333
		NRMSE:  0.09696555328387027
		MAPE:  625.2003540085052
		Pearson Correlation:  0.8455802906689118
		Spearman Correlation:  0.7166081357916302
		Coefficient of Determination:  0.704665590571367
		RMSE:  0.4929282367954194
		NRMSE:  0.09140149022722407
		MAPE:  473.9795570765791

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 87.07430667537731, tolerance: 0.05577498909165362
  positive)
		Pearson Correlation:  0.8350290813697612
		Spearman Correlation:  0.6216057076940171
		Coefficient of Determination:  0.6965211280520716
		RMSE:  0.5614315762021708
		NRMSE:  0.09564910918823293
		MAPE:  467.4310756077953
		Pearson Correlation:  0.8040149199599619
		Spearman Correlation:  0.712575091635544
		Coefficient of Determination:  0.6363330370305993
		RMSE:  0.5469890053467115
		NRMSE:  0.1014257380579847
		MAPE:  341.96897482700155

Protein:  ERBB3
x_train_column_count:  5
x_train columns:  ['ERBB3', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20107865915633893
		RMSE:  0.5031866190144979
		NRMSE:  0.13579562619977975
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27170508071542576
		RMSE:  0.5249654097328843
		NRMSE:  0.21064675210776365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  LinearRegression
		Pearson Correlation:  0.46675328471360444
		Spearman Correlation:  0.4461608353851102
		Coefficient of Determination:  0.2178586287909392
		RMSE:  0.40605605185318683
		NRMSE:  0.10958287392778428
		MAPE:  243.94956827596417
		Pearson Correlation:  0.44724728047352735
		Spearman Correlation:  0.47324952839944506
		Coefficient of Determination:  0.19165947051530752
		RMSE:  0.41853777623087274
		NRMSE:  0.16794177590157644
		MAPE:  255.74027415211873

	Predictor:  ElasticNet
		Pearson Correlation:  0.4651161757869773
		Spearman Correlation:  0.4461608353851102
		Coefficient of Determination:  0.21633111389739657
		RMSE:  0.4064523703105084
		NRMSE:  0.10968982890443274
		MAPE:  241.10985765966205
		Pearson Correlation:  0.44940242413077447
		Spearman Correlation:  0.47324952839944506
		Coefficient of Determination:  0.19440523960031475
		RMSE:  0.4178263275203836
		NRMSE:  0.16765630116861824
		MAPE:  250.48047987296553

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 44.47775232123644, tolerance: 0.011320379923715432
  positive)
		Pearson Correlation:  0.4888755048912228
		Spearman Correlation:  0.4625210017746683
		Coefficient of Determination:  0.23742555962963663
		RMSE:  0.4009447034394504
		NRMSE:  0.10820346769490789
		MAPE:  242.397265680779
		Pearson Correlation:  0.4306135180238071
		Spearman Correlation:  0.47175791537273415
		Coefficient of Determination:  0.17674257303902818
		RMSE:  0.4223819140865897
		NRMSE:  0.16948426830002475
		MAPE:  270.9861842046686


Fold:  2

Protein:  RB1
x_train_column_count:  5
x_train columns:  ['RB1', '2', '1/2', '3', '1/3']
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.012372001566697044
		RMSE:  0.23649063304821735
		NRMSE:  0.08648721220312221
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0009378943328373079
		RMSE:  0.2450188572791325
		NRMSE:  0.14037816530069125
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  LinearRegression
		Pearson Correlation:  0.2683166911975859
		Spearman Correlation:  0.31585509762975117
		Coefficient of Determination:  0.0719938467752208
		RMSE:  0.22642235800487165
		NRMSE:  0.08280513385198641
		MAPE:  203.4032238735013
		Pearson Correlation:  0.07653190674445745
		Spearman Correlation:  0.09472734367378793
		Coefficient of Determination:  -0.043284565962334653
		RMSE:  0.25014817320966354
		NRMSE:  0.1433168940482311
		MAPE:  355.98097534381185

	Predictor:  ElasticNet
		Pearson Correlation:  0.2629758436782107
		Spearman Correlation:  0.3160265111277737
		Coefficient of Determination:  0.06915627308872063
		RMSE:  0.22676826074226505
		NRMSE:  0.08293163426794363
		MAPE:  212.63487629716246
		Pearson Correlation:  0.10106693309465656
		Spearman Correlation:  0.10746268656716418
		Coefficient of Determination:  -0.031014680428953056
		RMSE:  0.24867284837736997
		NRMSE:  0.1424716391340594
		MAPE:  374.4572706635977

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.153118332949987, tolerance: 0.0029666208701464043
  positive)
		Pearson Correlation:  0.35614812748472296
		Spearman Correlation:  0.4067656823580468
		Coefficient of Determination:  0.11704931686327302
		RMSE:  0.22085747588364613
		NRMSE:  0.08076999556891681
		MAPE:  212.91843709848632
		Pearson Correlation:  0.11262387941505292
		Spearman Correlation:  0.13200550644686648
		Coefficient of Determination:  -0.01822745511322843
		RMSE:  0.2471259465963582
		NRMSE:  0.14158537578139255
		MAPE:  371.2748514968058

Protein:  CDH1
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['CDH1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0848918633043636
		RMSE:  1.167193365558287
		NRMSE:  0.18724526599154356
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3357437347566168
		RMSE:  1.329821844339591
		NRMSE:  0.2361608674018098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  LinearRegression
		Pearson Correlation:  0.719115848740167
		Spearman Correlation:  0.5459611353215025
		Coefficient of Determination:  0.5171276039092907
		RMSE:  0.7786921093547367
		NRMSE:  0.12492052768985909
		MAPE:  343.78709441544976
		Pearson Correlation:  0.67732541658076
		Spearman Correlation:  0.6866549604916594
		Coefficient of Determination:  0.4292313300258762
		RMSE:  0.8692845339200117
		NRMSE:  0.15437480623690494
		MAPE:  174.48980072321487

	Predictor:  ElasticNet
		Pearson Correlation:  0.712846537918506
		Spearman Correlation:  0.547991517356624
		Coefficient of Determination:  0.5080578956590054
		RMSE:  0.7859711075674768
		NRMSE:  0.12608825019130132
		MAPE:  374.70908204937285
		Pearson Correlation:  0.6728452875449509
		Spearman Correlation:  0.6868207979709298
		Coefficient of Determination:  0.4232989638513013
		RMSE:  0.873790373011056
		NRMSE:  0.1551749907673692
		MAPE:  196.26219039913795

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 166.66386304697383, tolerance: 0.0674331510902594
  positive)
		Pearson Correlation:  0.7350304267267253
		Spearman Correlation:  0.5613110030188662
		Coefficient of Determination:  0.540044664604505
		RMSE:  0.7599891897018013
		NRMSE:  0.12192013952062264
		MAPE:  218.35511995481855
		Pearson Correlation:  0.6514395210092938
		Spearman Correlation:  0.6950490242779388
		Coefficient of Determination:  0.3838687429160702
		RMSE:  0.903167935022137
		NRMSE:  0.16039210353793942
		MAPE:  213.09240930445145

Protein:  CDH2
x_train_column_count:  5
x_train columns:  ['CDH2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0042702958885580955
		RMSE:  0.36888339320753855
		NRMSE:  0.13366308906715652
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005559500410650786
		RMSE:  0.3881548727768219
		NRMSE:  0.20448899349205915
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  LinearRegression
		Pearson Correlation:  0.1663577878410326
		Spearman Correlation:  0.07700220873120109
		Coefficient of Determination:  0.027674913575362114
		RMSE:  0.3629690049532287
		NRMSE:  0.13152003947866828
		MAPE:  492.2931159513243
		Pearson Correlation:  0.1129001011027001
		Spearman Correlation:  0.08746463759633209
		Coefficient of Determination:  0.008439755150813744
		RMSE:  0.38544348449671867
		NRMSE:  0.20306057123267077
		MAPE:  126.50861466957349

	Predictor:  ElasticNet
		Pearson Correlation:  0.16587081301255124
		Spearman Correlation:  0.08301834229114845
		Coefficient of Determination:  0.0275065327101357
		RMSE:  0.3630004318855506
		NRMSE:  0.13153142687352368
		MAPE:  431.30407810691355
		Pearson Correlation:  0.11410437968582157
		Spearman Correlation:  0.11956882255389718
		Coefficient of Determination:  0.00955379183610483
		RMSE:  0.38522689712287417
		NRMSE:  0.20294646797856578
		MAPE:  124.38986926018771

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35.40426421475022, tolerance: 0.007276153902921154
  positive)
		Pearson Correlation:  0.19454388271802053
		Spearman Correlation:  0.14521057380373123
		Coefficient of Determination:  0.03651527365429952
		RMSE:  0.36131518380565425
		NRMSE:  0.1309207854937511
		MAPE:  424.33550523362396
		Pearson Correlation:  0.1111368680265401
		Spearman Correlation:  0.0855059428777579
		Coefficient of Determination:  0.008862541012281122
		RMSE:  0.38536130218298686
		NRMSE:  0.20301727568288766
		MAPE:  125.13506014316602

Protein:  CDH3
x_train_column_count:  5
x_train columns:  ['CDH3', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032535082492379797
		RMSE:  0.20804431995898212
		NRMSE:  0.15657381105189322
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10171995354262497
		RMSE:  0.2077503373255318
		NRMSE:  0.17094572313464315
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  LinearRegression
		Pearson Correlation:  0.3810899170763149
		Spearman Correlation:  0.3540881869011645
		Coefficient of Determination:  0.14522952489723262
		RMSE:  0.19203273880085628
		NRMSE:  0.14452352155882403
		MAPE:  435.75151411816336
		Pearson Correlation:  0.16230469176015258
		Spearman Correlation:  0.2577846063798654
		Coefficient of Determination:  -0.17958953859817228
		RMSE:  0.2149668963280468
		NRMSE:  0.1768838116745222
		MAPE:  723.6848395462811

	Predictor:  ElasticNet
		Pearson Correlation:  0.3804474889164988
		Spearman Correlation:  0.35419411920716626
		Coefficient of Determination:  0.14474026202715562
		RMSE:  0.19208768983791402
		NRMSE:  0.14456487761841308
		MAPE:  422.61312314848783
		Pearson Correlation:  0.1703831536493208
		Spearman Correlation:  0.25696029655643354
		Coefficient of Determination:  -0.174899296180844
		RMSE:  0.21453909875148677
		NRMSE:  0.17653180181970443
		MAPE:  663.9614987314773

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.899701231319945, tolerance: 0.002316729479435792
  positive)
		Pearson Correlation:  0.4204718415225781
		Spearman Correlation:  0.381566465141858
		Coefficient of Determination:  0.17586554340406868
		RMSE:  0.18855999399025514
		NRMSE:  0.14190993955901884
		MAPE:  407.9762976268253
		Pearson Correlation:  0.1528224579371404
		Spearman Correlation:  0.25482125674289846
		Coefficient of Determination:  -0.20420158161696267
		RMSE:  0.2171979524042062
		NRMSE:  0.1787196185338651
		MAPE:  749.9943127972166

Protein:  PTEN
x_train_column_count:  5
x_train columns:  ['PTEN', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.03862384422015608
		RMSE:  0.6356813050691055
		NRMSE:  0.09939509109047072
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04557869434051831
		RMSE:  0.5231599683741948
		NRMSE:  0.17546282813730707
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  LinearRegression
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Pearson Correlation:  0.44040183382680614
		Spearman Correlation:  0.4512334797529042
		Coefficient of Determination:  0.19395377523801394
		RMSE:  0.5600028910701158
		NRMSE:  0.08756201877415618
		MAPE:  371.3782376991439
		Pearson Correlation:  0.40931935855641755
		Spearman Correlation:  0.32531460345332164
		Coefficient of Determination:  0.037180839002523
		RMSE:  0.5020286525636078
		NRMSE:  0.1683755877929997
		MAPE:  838.8059069080425

	Predictor:  ElasticNet
		Pearson Correlation:  0.42215327435935684
		Spearman Correlation:  0.4509122731754614
		Coefficient of Determination:  0.178213384108022
		RMSE:  0.5654442953021833
		NRMSE:  0.08841283641657155
		MAPE:  403.8274215026285
		Pearson Correlation:  0.3626870300787154
		Spearman Correlation:  0.32171495463857186
		Coefficient of Determination:  0.09257569456726922
		RMSE:  0.48737286549497055
		NRMSE:  0.16346017758752704
		MAPE:  800.2307971947087

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 85.72329937138515, tolerance: 0.020892714789331884
  positive)
		Pearson Correlation:  0.4637617822650544
		Spearman Correlation:  0.47168364395156603
		Coefficient of Determination:  0.21156824157538845
		RMSE:  0.5538502419387915
		NRMSE:  0.08659999092155289
		MAPE:  387.81209059025514
		Pearson Correlation:  0.32841119653119666
		Spearman Correlation:  0.3189015377155911
		Coefficient of Determination:  0.06684765308756402
		RMSE:  0.4942337723820691
		NRMSE:  0.16576125985446377
		MAPE:  807.5427410723374

Protein:  BRCA2
x_train_column_count:  5
x_train columns:  ['BRCA2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004232193403179485
		RMSE:  0.1957372843548259
		NRMSE:  0.12609907189874434
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0041831029428383015
		RMSE:  0.19359139518213575
		NRMSE:  0.1310414025181481
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  LinearRegression
		Pearson Correlation:  0.06365300443558393
		Spearman Correlation:  0.07376635547985072
		Coefficient of Determination:  0.004051704973676351
		RMSE:  0.1949282954014861
		NRMSE:  0.12557790008148564
		MAPE:  122.91087118346307
		Pearson Correlation:  -0.04465424020458227
		Spearman Correlation:  -0.11183299190322897
		Coefficient of Determination:  -0.04105518666650099
		RMSE: 
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.07671935886707715, tolerance: 0.0020487419647026942
  positive)
 0.1971135461541932
		NRMSE:  0.1334255353605445
		MAPE:  114.18780477228687

	Predictor:  ElasticNet
		Pearson Correlation:  0.0442214371536787
		Spearman Correlation:  0.057472501576392276
		Coefficient of Determination:  0.001955030601422436
		RMSE:  0.19513336944484688
		NRMSE:  0.12571001413744365
		MAPE:  115.78208636897848
		Pearson Correlation:  -0.14067796152839718
		Spearman Correlation:  -0.13059701492537315
		Coefficient of Determination:  -0.03202889399155984
		RMSE:  0.1962571660296817
		NRMSE:  0.13284585436543067
		MAPE:  111.60170859999393

	Predictor:  RandomForests
		Pearson Correlation:  0.3065859879492729
		Spearman Correlation:  0.2519146540417206
		Coefficient of Determination:  0.04415935545666705
		RMSE:  0.19096300303904637
		NRMSE:  0.12302335515480521
		MAPE:  126.69248816875668
		Pearson Correlation:  0.07896059153515289
		Spearman Correlation:  0.05877387777856347
		Coefficient of Determination:  -0.011046221373264498
		RMSE:  0.19425182166951882
		NRMSE:  0.13148844311664884
		MAPE:  123.9361936403578

Protein:  CDKN2A
x_train_column_count:  5
x_train columns:  ['CDKN2A', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07796029040511754
		RMSE:  0.688717064305458
		NRMSE:  0.155695052403178
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04182297654643197
		RMSE:  0.6873705418142212
		NRMSE:  0.18569552134596423
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6633450034781481
		NRMSE:  0.14995930902637006
		MAPE:  291.0442764508337
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00497373418246827
		RMSE:  0.6751049711753466
		NRMSE:  0.1823819351565125
		MAPE:  246.23249271843073

	Predictor:  LinearRegression
		Pearson Correlation:  0.5982403348374242
		Spearman Correlation:  0.47664576331236586
		Coefficient of Determination:  0.35789149822639343
		RMSE:  0.531549449047174
		NRMSE:  0.12016490314166926
		MAPE:  232.40711145765033
		Pearson Correlation:  0.6931678011533898
		Spearman Correlation:  0.5752024192761682
		Coefficient of Determination:  0.4699990690062311
		RMSE:  0.4902665538751587
		NRMSE:  0.13244719955564047
		MAPE:  219.7390195634593

	Predictor:  ElasticNet
		Pearson Correlation:  0.5871803461498191
		Spearman Correlation:  0.4763359481382727
		Coefficient of Determination:  0.3447780232902339
		RMSE:  0.5369498063034277
		NRMSE:  0.12138573670248166
		MAPE:  224.35966384542692
		Pearson Correlation:  0.6854494515876937
		Spearman Correlation:  0.5751146229636134
		Coefficient of Determination:  0.4513985708057051
		RMSE:  0.49879537472710356
		NRMSE:  0.13475128990898627
		MAPE:  206.24807842203916

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 77.5500301455217, tolerance: 0.023629428078437084
  positive)
		Pearson Correlation:  0.6040027516191304
		Spearman Correlation:  0.4861296560239233
		Coefficient of Determination:  0.36433447381499207
		RMSE:  0.528875917565927
		NRMSE:  0.11956051035739278
		MAPE:  257.31980271784846
		Pearson Correlation:  0.6768078158008014
		Spearman Correlation:  0.569489990183919
		Coefficient of Determination:  0.44303391666723235
		RMSE:  0.5025836141073503
		NRMSE:  0.13577469583621957
		MAPE:  209.43106914074932

Protein:  TP53
x_train_column_count:  5
x_train columns:  ['TP53', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056514421630322165
		RMSE:  0.4680116353271619
		NRMSE:  0.125354663272308
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.038787823290495904
		RMSE:  0.4172475009588805
		NRMSE:  0.13741067049526773
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941389
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  LinearRegression
		Pearson Correlation:  0.38740230593596026
		Spearman Correlation:  0.31401612825139574
		Coefficient of Determination:  0.15008054664449932
		RMSE:  0.41976654263394925
		NRMSE:  0.11243244747126002
		MAPE:  489.0557683526419
		Pearson Correlation:  0.4297590556503425
		Spearman Correlation:  0.2850746268656717
		Coefficient of Determination:  0.1803904764392431
		RMSE:  0.3706242374695972
		NRMSE:  0.12205639304119782
		MAPE:  1982.4513495892643

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 47.97641081648435, tolerance: 0.011132998655991638
  positive)
		Pearson Correlation:  0.37801770086930747
		Spearman Correlation:  0.3148478944433799
		Coefficient of Determination:  0.14287618047999162
		RMSE:  0.42154186987578557
		NRMSE:  0.11290796032564232
		MAPE:  483.65019841297726
		Pearson Correlation:  0.41421501531781635
		Spearman Correlation:  0.2878841088674276
		Coefficient of Determination:  0.16976819696102452
		RMSE:  0.3730181826791311
		NRMSE:  0.12284478270348463
		MAPE:  1758.8095658549764

	Predictor:  RandomForests
		Pearson Correlation:  0.41836058695215167
		Spearman Correlation:  0.35514670974367946
		Coefficient of Determination:  0.17435957320281414
		RMSE:  0.4137275203739926
		NRMSE:  0.11081492443390721
		MAPE:  505.56269271180315
		Pearson Correlation:  0.46793918082121677
		Spearman Correlation:  0.28068144997753247
		Coefficient of Determination:  0.21780722524703144
		RMSE:  0.36206556235238085
		NRMSE:  0.11923779428696882
		MAPE:  1845.1105999300512

Protein:  CTNNB1
x_train_column_count:  5
x_train columns:  ['CTNNB1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3748966387166963
		RMSE:  0.8500866572002603
		NRMSE:  0.167208233123576
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8495839638322671
		RMSE:  1.0424819908687044
		NRMSE:  0.25944650229429445
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  LinearRegression
		Pearson Correlation:  0.16185847738193468
		Spearman Correlation:  0.14077221979078625
		Coefficient of Determination:  0.026198166700398096
		RMSE:  0.7154239395299327
		NRMSE:  0.14072068047402295
		MAPE:  624.2351630498998
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 138.1937221734414, tolerance: 0.028224784501103505
  positive)
		Pearson Correlation:  -0.03485771900023347
		Spearman Correlation:  0.10932104184957567
		Coefficient of Determination:  -14.955555561227282
		RMSE:  3.0618753101955978
		NRMSE:  0.7620206839540077
		MAPE:  662.9663384571437

	Predictor:  ElasticNet
		Pearson Correlation:  0.1457226935613666
		Spearman Correlation:  0.12064829720111092
		Coefficient of Determination:  0.021233842738420328
		RMSE:  0.7172451937028101
		NRMSE:  0.14107891300212633
		MAPE:  613.7139640417869
		Pearson Correlation:  -0.03128986116750801
		Spearman Correlation:  0.12263681592039803
		Coefficient of Determination:  -3.905517794587313
		RMSE:  1.6977508759323205
		NRMSE:  0.4225257897843062
		MAPE:  554.41879091627

	Predictor:  RandomForests
		Pearson Correlation:  0.2841720487354023
		Spearman Correlation:  0.29091199686053093
		Coefficient of Determination:  0.06884976897217243
		RMSE:  0.6995810745496404
		NRMSE:  0.13760445998222667
		MAPE:  631.5635683552986
		Pearson Correlation:  0.0711397534338752
		Spearman Correlation:  0.14282184909213674
		Coefficient of Determination:  -0.1285956971281863
		RMSE:  0.8143305550615784
		NRMSE:  0.20266557702933685
		MAPE:  489.1762361982494

Protein:  CCNE1
x_train_column_count:  5
x_train columns:  ['CCNE1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4791855590206433
		RMSE:  0.8074207285197392
		NRMSE:  0.19485501569122746
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.202859557398884
		RMSE:  0.7485643095226329
		NRMSE:  0.4068306401244751
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5127968844139411
		NRMSE:  0.12375338089483821
		MAPE:  119.54577818111471
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.708057571667368e-05
		RMSE:  0.41828317133084
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		NRMSE:  0.22732904598983691
		MAPE:  82.35330275987332

	Predictor:  LinearRegression
		Pearson Correlation:  0.8566754755043566
		Spearman Correlation:  0.7058914925026646
		Coefficient of Determination:  0.7338928703306156
		RMSE:  0.2645292089122099
		NRMSE:  0.06383889010116801
		MAPE:  58.7577486746141
		Pearson Correlation:  0.8450358975229021
		Spearman Correlation:  0.7529704419081066
		Coefficient of Determination:  0.7096775403607906
		RMSE:  0.22537227372451432
		NRMSE:  0.12248559705461136
		MAPE:  37.86340607089202

	Predictor:  ElasticNet
		Pearson Correlation:  0.8540477546099973
		Spearman Correlation:  0.7061567494715154
		Coefficient of Determination:  0.7293893648350955
		RMSE:  0.2667582183852492
		NRMSE:  0.06437681743013471
		MAPE:  60.765577901876114
		Pearson Correlation:  0.8359512743366482
		Spearman Correlation:  0.7531411569602966
		Coefficient of Determination:  0.694908737098584
		RMSE:  0.23103355149742325
		NRMSE:  0.12556239517466034
		MAPE:  37.91576257387515

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.388986895537506, tolerance: 0.014120986618491432
  positive)
		Pearson Correlation:  0.8575095771109752
		Spearman Correlation:  0.710170393324273
		Coefficient of Determination:  0.731498626310561
		RMSE:  0.26571656764063023
		NRMSE:  0.06412543563497122
		MAPE:  67.92450709705875
		Pearson Correlation:  0.8348115575626653
		Spearman Correlation:  0.7370836679134409
		Coefficient of Determination:  0.6935706698419399
		RMSE:  0.23153962993186353
		NRMSE:  0.12583743929687854
		MAPE:  40.584576777916176

Protein:  CCND1
x_train_column_count:  5
x_train columns:  ['CCND1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.45856423758787734
		RMSE:  0.28833360256132
		NRMSE:  0.17333782361719832
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5341468996847767
		RMSE:  0.29160473760802996
		NRMSE:  0.22560247695118987
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation: 
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11.993034095858517, tolerance: 0.003060830225233494
  positive)
 nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  LinearRegression
		Pearson Correlation:  0.4654018365926985
		Spearman Correlation:  0.3945270040292828
		Coefficient of Determination:  0.21659886950385687
		RMSE:  0.21131220156633992
		NRMSE:  0.12703478470040033
		MAPE:  506.10511929550273
		Pearson Correlation:  0.3284959156772042
		Spearman Correlation:  0.3886206223783046
		Coefficient of Determination:  0.09563654657237164
		RMSE:  0.22388892132960167
		NRMSE:  0.17321356171442848
		MAPE:  333.4974376888144

	Predictor:  ElasticNet
		Pearson Correlation:  0.46538383781242654
		Spearman Correlation:  0.3945270040292828
		Coefficient of Determination:  0.2165819028377195
		RMSE:  0.2113144898220133
		NRMSE:  0.12703616033353773
		MAPE:  506.3947750872633
		Pearson Correlation:  0.3271873403272441
		Spearman Correlation:  0.3886206223783046
		Coefficient of Determination:  0.09454824949484109
		RMSE:  0.22402359306940606
		NRMSE:  0.17331775164743304
		MAPE:  332.95786042817866

	Predictor:  RandomForests
		Pearson Correlation:  0.5008394330542719
		Spearman Correlation:  0.4095456699463168
		Coefficient of Determination:  0.24675893608299893
		RMSE:  0.20720463779582826
		NRMSE:  0.12456543614711153
		MAPE:  491.2427450802543
		Pearson Correlation:  0.3225095409332166
		Spearman Correlation:  0.3839087800361473
		Coefficient of Determination:  0.09369217172592081
		RMSE:  0.22412947187967547
		NRMSE:  0.17339966568644818
		MAPE:  339.86681722580477

Protein:  ERBB2
x_train_column_count:  5
x_train columns:  ['ERBB2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10787728881134795
		RMSE:  1.034673205097243
		NRMSE:  0.18568153277771168
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04400358650048397
		RMSE:  1.0802115255265201
		NRMSE:  0.18403181176661842
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 77.47396094071955, tolerance: 0.0518906404354321
  positive)
nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  LinearRegression
		Pearson Correlation:  0.837698884682373
		Spearman Correlation:  0.6630955260861322
		Coefficient of Determination:  0.7017394213980923
		RMSE:  0.5368528964322888
		NRMSE:  0.09634314312443494
		MAPE:  352.50458798710036
		Pearson Correlation:  0.8194159322943808
		Spearman Correlation:  0.5166032582187103
		Coefficient of Determination:  0.6480018694630416
		RMSE:  0.6272316864973962
		NRMSE:  0.10685924093180167
		MAPE:  1702.1200423341497

	Predictor:  ElasticNet
		Pearson Correlation:  0.837706839721896
		Spearman Correlation:  0.6630955260861322
		Coefficient of Determination:  0.7017527454202224
		RMSE:  0.5368409050390685
		NRMSE:  0.09634099115967705
		MAPE:  354.6856310993404
		Pearson Correlation:  0.8197365549231571
		Spearman Correlation:  0.5166032582187103
		Coefficient of Determination:  0.6484076800431634
		RMSE:  0.6268700217080951
		NRMSE:  0.10679762538257409
		MAPE:  1713.3299182129456

	Predictor:  RandomForests
		Pearson Correlation:  0.8389629182616922
		Spearman Correlation:  0.6674393366047144
		Coefficient of Determination:  0.7023517759520006
		RMSE:  0.5363015107514226
		NRMSE:  0.09624419194074665
		MAPE:  280.29122898726524
		Pearson Correlation:  0.8161121853257634
		Spearman Correlation:  0.5012523821949281
		Coefficient of Determination:  0.6428254688684671
		RMSE:  0.63182681426791
		NRMSE:  0.10764209657527812
		MAPE:  1420.7544425542162

Protein:  ERBB3
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['ERBB3', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.22544319167926496
		RMSE:  0.49276112816642853
		NRMSE:  0.13298208544838536
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.18202543932109472
		RMSE:  0.5629306521688778
		NRMSE:  0.2077549194412726
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  LinearRegression
		Pearson Correlation:  0.47398648907382196
		Spearman Correlation:  0.4574738577408416
		Coefficient of Determination:  0.22466319182452843
		RMSE:  0.39195395427557983
		NRMSE:  0.10577712254466501
		MAPE:  222.73485115695638
		Pearson Correlation:  0.3940552848474874
		Spearman Correlation:  0.40335089259584433
		Coefficient of Determination:  0.15260228091041927
		RMSE:  0.4766341227355115
		NRMSE:  0.1759063632267286
		MAPE:  359.6244856185479

	Predictor:  ElasticNet
		Pearson Correlation:  0.47160274018040804
		Spearman Correlation:  0.4574811032948563
		Coefficient of Determination:  0.22240696886207323
		RMSE:  0.3925238311889887
		NRMSE:  0.1059309159672022
		MAPE:  220.17323599756185
		Pearson Correlation:  0.43092842684611915
		Spearman Correlation:  0.4416544727343674
		Coefficient of Determination:  0.1845679507968465
		RMSE:  0.4675578723810665
		NRMSE:  0.17255668657659148
		MAPE:  352.8760075745136

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 41.47622098059304, tolerance: 0.01064030272396596
  positive)
		Pearson Correlation:  0.4937926972662044
		Spearman Correlation:  0.47011878226411286
		Coefficient of Determination:  0.24235048330361064
		RMSE:  0.38745745765908807
		NRMSE:  0.10456364716462097
		MAPE:  216.39720242867085
		Pearson Correlation:  0.4334367844462965
		Spearman Correlation:  0.44593650227107995
		Coefficient of Determination:  0.1860571517329479
		RMSE:  0.4671307332863833
		NRMSE:  0.17239904682493784
		MAPE:  360.2060064779412


Fold:  3

Protein:  RB1
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['RB1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01272330861584492
		RMSE:  0.2421068018038906
		NRMSE:  0.08854110656959135
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028050639565306845
		RMSE:  0.22197574606877257
		NRMSE:  0.15575715092466183
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  LinearRegression
		Pearson Correlation:  0.22370293016622192
		Spearman Correlation:  0.28300200023973743
		Coefficient of Determination:  0.05004300096495362
		RMSE:  0.23448418753881559
		NRMSE:  0.08575343312566398
		MAPE:  222.58177083895708
		Pearson Correlation:  0.22546352137549786
		Spearman Correlation:  0.24878365066896097
		Coefficient of Determination:  0.030182772510729983
		RMSE:  0.21829420783528564
		NRMSE:  0.15317386911832215
		MAPE:  218.14378156089512

	Predictor:  ElasticNet
		Pearson Correlation:  0.2227227174022191
		Spearman Correlation:  0.27685397849198035
		Coefficient of Determination:  0.04960538339415421
		RMSE:  0.23453819134398748
		NRMSE:  0.08577318290812884
		MAPE:  218.17967515141473
		Pearson Correlation:  0.23536659052391973
		Spearman Correlation:  0.24265389842766122
		Coefficient of Determination:  0.029916842115399023
		RMSE:  0.21832413465262313
		NRMSE:  0.1531948683305662
		MAPE:  211.75636943176053

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14.536285098898976, tolerance: 0.003113905664439024
  positive)
		Pearson Correlation:  0.3151554072257596
		Spearman Correlation:  0.35257933843613143
		Coefficient of Determination:  0.09187356641078293
		RMSE:  0.22926340938839693
		NRMSE:  0.08384413742992866
		MAPE:  273.6666140164905
		Pearson Correlation:  0.2300590252443082
		Spearman Correlation:  0.28681957460006946
		Coefficient of Determination:  0.025303836965301807
		RMSE:  0.2188426138644487
		NRMSE:  0.15355867764882655
		MAPE:  235.88853086302066

Protein:  CDH1
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['CDH1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.13712289650471754
		RMSE:  1.2526616491661007
		NRMSE:  0.19946206317730336
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.061578293423971475
		RMSE:  0.970096042376724
		NRMSE:  0.19071600723011914
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1747084136438477
		NRMSE:  0.18704952288841878
		MAPE:  547.6986763085636
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.045733924340672916
		RMSE:  0.9628293412733254
		NRMSE:  0.18928741030812832
		MAPE:  293.35791980552335

	Predictor:  LinearRegression
		Pearson Correlation:  0.7088019281902749
		Spearman Correlation:  0.6048193937215675
		Coefficient of Determination:  0.5024001734062511
		RMSE:  0.8286481965198619
		NRMSE:  0.1319461476576959
		MAPE:  392.1283530586232
		Pearson Correlation:  0.7288660744487512
		Spearman Correlation:  0.46525019015199687
		Coefficient of Determination:  0.5283183887420474
		RMSE:  0.646640930400023
		NRMSE:  0.12712635756694513
		MAPE:  207.2595200741969

	Predictor:  ElasticNet
		Pearson Correlation:  0.702235763456502
		Spearman Correlation:  0.6060433571893057
		Coefficient of Determination:  0.4930952082409453
		RMSE:  0.8363600456119473
		NRMSE:  0.1331741099983993
		MAPE:  443.97326554710776
		Pearson Correlation:  0.717066056775252
		Spearman Correlation:  0.46526016533872
		Coefficient of Determination:  0.5110953610610816
		RMSE:  0.6583408395838083
		NRMSE:  0.12942650092081318
		MAPE:  226.13536626508198

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 188.69964197483074, tolerance: 0.07424076431120771
  positive)
		Pearson Correlation:  0.720658592011157
		Spearman Correlation:  0.6176291946545054
		Coefficient of Determination:  0.5189174241027371
		RMSE:  0.8147791240760056
		NRMSE:  0.12973776696219955
		MAPE:  282.7560913470706
		Pearson Correlation:  0.7353301371123111
		Spearman Correlation:  0.46500928923410684
		Coefficient of Determination:  0.538426650574287
		RMSE:  0.63967456230514
		NRMSE:  0.1257568046052648
		MAPE:  186.00534358064274

Protein:  CDH2
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['CDH2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032532184952558385
		RMSE:  0.38185758840977485
		NRMSE:  0.13836422509231644
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01322006783790175
		RMSE:  0.3341656221976159
		NRMSE:  0.1760731037776972
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  LinearRegression
		Pearson Correlation:  0.16855572723576362
		Spearman Correlation:  0.1406803612692109
		Coefficient of Determination:  0.028411033183977197
		RMSE:  0.37578326186183203
		NRMSE:  0.13616322264723243
		MAPE:  674.566445478511
		Pearson Correlation:  0.06589219542212628
		Spearman Correlation:  -0.1540941907006322
		Coefficient of Determination:  -0.009096836488635462
		RMSE:  0.33348499671866716
		NRMSE:  0.17571447969242904
		MAPE:  121.09304824368306

	Predictor:  ElasticNet
		Pearson Correlation:  0.16623901585032105
		Spearman Correlation:  0.12602497215392466
		Coefficient of Determination:  0.027614525437481552
		RMSE:  0.37593726369287184
		NRMSE:  0.13621902445571124
		MAPE:  416.86837192266444
		Pearson Correlation:  0.0883375373211631
		Spearman Correlation:  -0.14826369406102322
		Coefficient of Determination:  -0.0003176039051260293
		RMSE:  0.3320311530436145
		NRMSE:  0.1749484440763455
		MAPE:  123.66914128616409

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38.05884396081426, tolerance: 0.007819420435861616
  positive)
		Pearson Correlation:  0.23484054897116058
		Spearman Correlation:  0.21188831549633352
		Coefficient of Determination:  0.04965867579137562
		RMSE:  0.3716515529293651
		NRMSE:  0.13466611817137658
		MAPE:  387.7795348782358
		Pearson Correlation:  -0.02543600523233715
		Spearman Correlation:  -0.1851350763201282
		Coefficient of Determination:  -0.04053330672582822
		RMSE:  0.33863970008507494
		NRMSE:  0.17843051198446422
		MAPE:  642.2830860604364

Protein:  CDH3
x_train_column_count:  5
x_train columns:  ['CDH3', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.2263418226753373e-05
		RMSE:  0.21251306884336046
		NRMSE:  0.14909431220418734
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004123239054339534
		RMSE:  0.18871613277479948
		NRMSE:  0.16414808838605816
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  LinearRegression
		Pearson Correlation:  0.34154462766256033
		Spearman Correlation:  0.3377537708081206
		Coefficient of Determination:  0.11665273268515708
		RMSE:  0.19973149071290938
		NRMSE:  0.14012704910542556
		MAPE:  461.3554743933798
		Pearson Correlation:  0.29944974326240315
		Spearman Correlation:  0.31923839449369695
		Coefficient of Determination:  0.08115585487719823
		RMSE:  0.1805246224096269
		NRMSE:  0.15702299130152733
		MAPE:  186.4528209384206

	Predictor:  ElasticNet
		Pearson Correlation:  0.34107458391089396
		Spearman Correlation:  0.33756027006723477
		Coefficient of Determination:  0.116331855763811
		RMSE:  0.19976776376720093
		NRMSE:  0.1401524974513112
		MAPE:  478.44562127848303
		Pearson Correlation:  0.30566998979670895
		Spearman Correlation:  0.3179914961533187
		Coefficient of Determination:  0.08538642477528147
		RMSE:  0.1801085544860889
		NRMSE:  0.15666108925699454
		MAPE:  185.10204204057158

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.732914256940713, tolerance: 0.0024296509859561446
  positive)
		Pearson Correlation:  0.38429063561532717
		Spearman Correlation:  0.366929487494884
		Coefficient of Determination:  0.14614884835263475
		RMSE:  0.19636853167347101
		NRMSE:  0.13776767390236222
		MAPE:  480.79342950124743
		Pearson Correlation:  0.27910731531306143
		Spearman Correlation:  0.30860684283191253
		Coefficient of Determination:  0.0655555461704449
		RMSE:  0.1820506628174801
		NRMSE:  0.15835036385874218
		MAPE:  188.00773874257487

Protein:  PTEN
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['PTEN', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023393971457565055
		RMSE:  0.6366126117528933
		NRMSE:  0.09954071014821253
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20813248536085016
		RMSE:  0.517654316968625
		NRMSE:  0.12376376344107133
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6292943186382643
		NRMSE:  0.09839642227163854
		MAPE:  299.798968451812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06342466003107061
		RMSE:  0.4856640113421529
		NRMSE:  0.11611533767086332
		MAPE:  95.15154235140719

	Predictor:  LinearRegression
		Pearson Correlation:  0.4249898547319819
		Spearman Correlation:  0.41874134433849847
		Coefficient of Determination:  0.18061637662511099
		RMSE:  0.5696360296125917
		NRMSE:  0.08906825574428766
		MAPE:  534.7901925418346
		Pearson Correlation:  0.38471198664632733
		Spearman Correlation:  0.3854038080275315
		Coefficient of Determination:  0.14459278497444927
		RMSE:  0.43558108621950153
		NRMSE:  0.10414122464962022
		MAPE:  129.08419584293628

	Predictor:  ElasticNet
		Pearson Correlation:  0.40796908192753933
		Spearman Correlation:  0.4168387026449609
		Coefficient of Determination:  0.16643875088776505
		RMSE:  0.5745430417223358
		NRMSE:  0.0898355158662084
		MAPE:  534.7544859805992
		Pearson Correlation:  0.38042954095886333
		Spearman Correlation:  0.39053105400316723
		Coefficient of Determination:  0.1383687470499848
		RMSE:  0.437162882289718
		NRMSE:  0.10451940952749916
		MAPE:  123.98285074985085

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 88.76975931641083, tolerance: 0.02130541006350738
  positive)
		Pearson Correlation:  0.4486038694410508
		Spearman Correlation:  0.44022040396873025
		Coefficient of Determination:  0.19700632373965588
		RMSE:  0.5639101003902285
		NRMSE:  0.0881729497912952
		MAPE:  546.2127871279805
		Pearson Correlation:  0.3687177757531359
		Spearman Correlation:  0.405227077725146
		Coefficient of Determination:  0.1312647338902646
		RMSE:  0.43896135222360844
		NRMSE:  0.10494939803557798
		MAPE:  126.18039299878608

Protein:  BRCA2
x_train_column_count:  5
x_train columns:  ['BRCA2', '2', '1/2', '3', '1/3']

	Predictor: 
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
 Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00289910117318648
		RMSE:  0.19032543678137456
		NRMSE:  0.12827584502559417
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001649424828515933
		RMSE:  0.21414907824527551
		NRMSE:  0.14729386559180924
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  LinearRegression
		Pearson Correlation:  0.07044650515747673
		Spearman Correlation:  0.038819247799169836
		Coefficient of Determination:  0.004962710088902256
		RMSE:  0.18957798042118176
		NRMSE:  0.12777207318172012
		MAPE:  131.46238054408087
		Pearson Correlation:  -0.07483672628395809
		Spearman Correlation:  -0.14997942617738377
		Coefficient of Determination:  -0.020756482894357386
		RMSE:  0.21634231318765273
		NRMSE:  0.14880239439548573
		MAPE:  125.73713921749139

	Predictor:  ElasticNet
		Pearson Correlation:  0.06779259421193758
		Spearman Correlation:  0.051063198377028884
		Coefficient of Determination:  0.004595262333486505
		RMSE:  0.18961298090521245
		NRMSE:  0.12779566286443025
		MAPE:  129.9188543369656
		Pearson Correlation:  -0.0778804158690361
		Spearman Correlation:  -0.1342834698687016
		Coefficient of Determination:  -0.0212628045515868
		RMSE:  0.21639596223138888
		NRMSE:  0.14883929474127264
		MAPE:  126.50395650716533

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.02781431539379753, tolerance: 0.0019432053784754488
  positive)
		Pearson Correlation:  0.2847852536520081
		Spearman Correlation:  0.24810712888855369
		Coefficient of Determination:  0.04356944145348551
		RMSE:  0.18586385299339783
		NRMSE:  0.1252688195841519
		MAPE:  118.71205027999494
		Pearson Correlation:  -0.008597785420769612
		Spearman Correlation:  -0.1128019880749639
		Coefficient of Determination:  -0.012088332481777764
		RMSE:  0.2154217773299026
		NRMSE:  0.14816924067838874
		MAPE:  157.49003513886964

Protein:  CDKN2A
x_train_column_count:  5
x_train columns:  ['CDKN2A', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07669790023289091
		RMSE:  0.6927164423772558
		NRMSE:  0.16172871740223568
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04462654135164201
		RMSE:  0.6710309035955896
		NRMSE:  0.2071658496482324
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6675880639420501
		NRMSE:  0.15586198728568595
		MAPE:  307.97311558867955
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004949645588538276
		RMSE:  0.658164031136248
		NRMSE:  0.20319348928290204
		MAPE:  176.07940307985857

	Predictor:  LinearRegression
		Pearson Correlation:  0.6103734629811086
		Spearman Correlation:  0.47785313274218516
		Coefficient of Determination:  0.3725557643115509
		RMSE:  0.5288057027988224
		NRMSE:  0.12346042743715503
		MAPE:  250.18347918084575
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 77.04157786049568, tolerance: 0.02397725168374273
  positive)
		Pearson Correlation:  0.6491808050299718
		Spearman Correlation:  0.5734759785034726
		Coefficient of Determination:  0.41683804244029754
		RMSE:  0.5013679707511316
		NRMSE:  0.15478619701495216
		MAPE:  145.7030726889717

	Predictor:  ElasticNet
		Pearson Correlation:  0.5987223416333353
		Spearman Correlation:  0.47776443526825035
		Coefficient of Determination:  0.3584660093073445
		RMSE:  0.5347101142601247
		NRMSE:  0.1248389321675674
		MAPE:  244.26185462368656
		Pearson Correlation:  0.640152129216801
		Spearman Correlation:  0.5735258544370878
		Coefficient of Determination:  0.4028938551610619
		RMSE:  0.5073267520412058
		NRMSE:  0.15662583805415264
		MAPE:  142.9992909751614

	Predictor:  RandomForests
		Pearson Correlation:  0.6245442433394057
		Spearman Correlation:  0.4954056886157062
		Coefficient of Determination:  0.3895099992678276
		RMSE:  0.5216123202164166
		NRMSE:  0.12178098622908493
		MAPE:  264.10866907885946
		Pearson Correlation:  0.6251797457998285
		Spearman Correlation:  0.5733110855363031
		Coefficient of Determination:  0.38811166296195954
		RMSE:  0.5135681488886652
		NRMSE:  0.15855273035369863
		MAPE:  124.73179501297591

Protein:  TP53
x_train_column_count:  5
x_train columns:  ['TP53', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.043501333030021794
		RMSE:  0.4597988418920562
		NRMSE:  0.11050200478059512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10290984727382035
		RMSE:  0.4520547550562478
		NRMSE:  0.16857084713604026
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45011280589110314
		NRMSE:  0.10817419031269002
		MAPE:  382.8265287953516
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010546813555600831
		RMSE:  0.4327123127899972
		NRMSE:  0.16135806629028604
		MAPE:  261.16646791413905

	Predictor:  LinearRegression
		Pearson Correlation:  0.4155346041745014
		Spearman Correlation:  0.31710991578017034
		Coefficient of Determination:  0.17266900726645962
		RMSE:  0.409412422363262
		NRMSE:  0.09839279556915694
		MAPE:  848.5225093809943
		Pearson Correlation:  0.3033220900295202
		Spearman Correlation:  0.2572126834499183
		Coefficient of Determination:  0.07193976307066918
		RMSE:  0.4146762070335783
		NRMSE:  0.15463241725687096
		MAPE:  488.45305241361723

	Predictor:  ElasticNet
		Pearson Correlation:  0.40298111905148165
		Spearman Correlation:  0.3180873603828771
		Coefficient of Determination:  0.16238538296536897
		RMSE:  0.411949037728271
		NRMSE:  0.09900241233556142
		MAPE:  776.9007789909082
		Pearson Correlation:  0.30888998900670306
		Spearman Correlation:  0.26355690220576317
		Coefficient of Determination:  0.07832096817684286
		RMSE:  0.41324812179941683
		NRMSE:  0.15409988544515466
		MAPE:  468.3454540861867

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 45.85580652090821, tolerance: 0.010899962745861313
  positive)
		Pearson Correlation:  0.45579562950668484
		Spearman Correlation:  0.35162246446507417
		Coefficient of Determination:  0.20647455101088552
		RMSE:  0.4009606918750126
		NRMSE:  0.09636161785027941
		MAPE:  818.1588803801528
		Pearson Correlation:  0.2984791130638284
		Spearman Correlation:  0.26907455660028845
		Coefficient of Determination:  0.0658446370334902
		RMSE:  0.4160356917475398
		NRMSE:  0.15513936799090863
		MAPE:  471.9253068166904

Protein:  CTNNB1
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['CTNNB1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.43619721536848943
		RMSE:  0.9218173342266688
		NRMSE:  0.18131733560713392
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5414936126562622
		RMSE:  0.7610450185362576
		NRMSE:  0.2487969592128731
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  LinearRegression
		Pearson Correlation:  0.1005162914741931
		Spearman Correlation:  0.09085021963221147
		Coefficient of Determination:  0.010103524851724721
		RMSE:  0.7653017725985521
		NRMSE:  0.1505314265536098
		MAPE:  471.7191934477842
		Pearson Correlation:  0.231466434925829
		Spearman Correlation:  0.28482400029925564
		Coefficient of Determination:  0.029153388185744866
		RMSE:  0.6039692008018319
		NRMSE:  0.19744653332957332
		MAPE:  1235.2571229343844

	Predictor:  ElasticNet
		Pearson Correlation:  0.08994892468331928
		Spearman Correlation:  0.07474727384339962
		Coefficient of Determination:  0.008087620111695726
		RMSE:  0.7660806372831046
		NRMSE:  0.15068462574411973
		MAPE:  467.7171328939582
		Pearson Correlation:  0.19016416323060176
		Spearman Correlation:  0.27029015324380606
		Coefficient of Determination:  0.021661056969868753
		RMSE:  0.6062952326837145
		NRMSE:  0.19820694781905734
		MAPE:  1233.434578309149

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 157.88056748349828, tolerance: 0.03183156097646061
  positive)
		Pearson Correlation:  0.28283871709746194
		Spearman Correlation:  0.27248155031404964
		Coefficient of Determination:  0.056911975463831976
		RMSE:  0.7469885508843376
		NRMSE:  0.14692929797095547
		MAPE:  449.58995100093125
		Pearson Correlation:  0.20590790949456775
		Spearman Correlation:  0.1399556799237513
		Coefficient of Determination:  0.026453487374958562
		RMSE:  0.6048084295659103
		NRMSE:  0.1977208897204584
		MAPE:  1426.5538436896502

Protein:  CCNE1
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['CCNE1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.3882525061775621
		RMSE:  0.8073510115699897
		NRMSE:  0.1948381908849554
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.2068608862157744
		RMSE:  0.7484097025916991
		NRMSE:  0.3260050104942715
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5224229806426052
		NRMSE:  0.12607644873967835
		MAPE:  105.82433067667067
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010783677474574871
		RMSE:  0.36685077747270034
		NRMSE:  0.1597990928573857
		MAPE:  133.3645349232411

	Predictor:  LinearRegression
		Pearson Correlation:  0.8630694203765396
		Spearman Correlation:  0.722510819733616
		Coefficient of Determination:  0.7448888243890961
		RMSE:  0.26386817583536454
		NRMSE:  0.06367936284850848
		MAPE:  53.32748223251297
		Pearson Correlation:  0.80744749179457
		Spearman Correlation:  0.668220301998778
		Coefficient of Determination:  0.5732313128686621
		RMSE:  0.23837275022551915
		NRMSE:  0.10383445146383201
		MAPE:  53.322598175180914

	Predictor:  ElasticNet
		Pearson Correlation:  0.8579832113482483
		Spearman Correlation:  0.724580992574438
		Coefficient of Determination:  0.7361203896698352
		RMSE:  0.26836457669055447
		NRMSE:  0.06476448022070963
		MAPE:  55.33896760877223
		Pearson Correlation:  0.8153900250266641
		Spearman Correlation:  0.6712078704223245
		Coefficient of Determination:  0.6074828697190657
		RMSE:  0.22860706148018575
		NRMSE:  0.09958054688338448
		MAPE:  53.00297532909831

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.57037050207394, tolerance: 0.014683406463848499
  positive)
		Pearson Correlation:  0.8619187549822287
		Spearman Correlation:  0.7259950117355045
		Coefficient of Determination:  0.7407610720135485
		RMSE:  0.26599433117465565
		NRMSE:  0.06419246836755935
		MAPE:  55.85854914077597
		Pearson Correlation:  0.766664604749035
		Spearman Correlation:  0.6683249776710507
		Coefficient of Determination:  0.5125961881082448
		RMSE:  0.25474448720884857
		NRMSE:  0.11096593074393368
		MAPE:  78.77942188814325

Protein:  CCND1
x_train_column_count:  5
x_train columns:  ['CCND1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.44064885869713843
		RMSE:  0.2936537728092399
		NRMSE:  0.17653615611766113
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6507167710215811
		RMSE:  0.2694738938084911
		NRMSE:  0.2553456206196082
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  LinearRegression
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12.8036817928644, tolerance: 0.0032202923923696524
  positive)
		Pearson Correlation:  0.45322629708748147
		Spearman Correlation:  0.40702588796834765
		Coefficient of Determination:  0.20541407637162978
		RMSE:  0.21808557906130926
		NRMSE:  0.13110674337287592
		MAPE:  530.2091929900407
		Pearson Correlation:  0.38083898600317767
		Spearman Correlation:  0.3490592152021846
		Coefficient of Determination:  0.1337231917983498
		RMSE:  0.1952130108632564
		NRMSE:  0.18497816878441473
		MAPE:  226.75979696590107

	Predictor:  ElasticNet
		Pearson Correlation:  0.45318594314339533
		Spearman Correlation:  0.40702588796834765
		Coefficient of Determination:  0.2053770696112831
		RMSE:  0.2180906575220218
		NRMSE:  0.13110979639659365
		MAPE:  529.2481648558253
		Pearson Correlation:  0.38102407786022835
		Spearman Correlation:  0.3490592152021846
		Coefficient of Determination:  0.13382939977936148
		RMSE:  0.19520104366346516
		NRMSE:  0.1849668290141142
		MAPE:  223.08033769269002

	Predictor:  RandomForests
		Pearson Correlation:  0.48701175981453737
		Spearman Correlation:  0.43302356100040734
		Coefficient of Determination:  0.2330006116710185
		RMSE:  0.2142663758880709
		NRMSE:  0.1288107488716445
		MAPE:  532.082568823757
		Pearson Correlation:  0.3682241478957792
		Spearman Correlation:  0.3545397794492318
		Coefficient of Determination:  0.12538407752351843
		RMSE:  0.19615035827191662
		NRMSE:  0.18586637191391944
		MAPE:  242.12255902019984

Protein:  ERBB2
x_train_column_count:  5
x_train columns:  ['ERBB2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Coefficient of Determination:  -0.08695701084953744
		RMSE:  1.023008454816054
		NRMSE:  0.1742863272085548
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1111491455026472
		RMSE:  1.1242523174677488
		NRMSE:  0.20280184671833265
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865388
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792788993

	Predictor:  LinearRegression
		Pearson Correlation:  0.8198906222000403
		Spearman Correlation:  0.6175542476381123
		Coefficient of Determination:  0.6722206323715687
		RMSE:  0.5617768589302164
		NRMSE:  0.09570793378370555
		MAPE:  648.1516672598507
		Pearson Correlation:  0.8672275865203017
		Spearman Correlation:  0.693151651706485
		Coefficient of Determination:  0.7499997126139499
		RMSE:  0.5332708775954202
		NRMSE:  0.0961957712669421
		MAPE:  204.86001207036065

	Predictor:  ElasticNet
		Pearson Correlation:  0.8198671202836076
		Spearman Correlation:  0.6175542476381123
		Coefficient of Determination:  0.6721820948490096
		RMSE:  0.5618098824426897
		NRMSE:  0.09571355988256465
		MAPE:  655.1049570541503
		Pearson Correlation:  0.8695756324152848
		Spearman Correlation:  0.693151651706485
		Coefficient of Determination:  0.7553435696099653
		RMSE:  0.5275406506397226
		NRMSE:  0.09516210596719146
		MAPE:  206.6159729654348

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 84.99340034483325, tolerance: 0.05179983228777935
  positive)
		Pearson Correlation:  0.8199844751162091
		Spearman Correlation:  0.6221157814302832
		Coefficient of Determination:  0.6702049561787126
		RMSE:  0.5635015323300866
		NRMSE:  0.09600176028248235
		MAPE:  549.6029276601963
		Pearson Correlation:  0.8599440788792835
		Spearman Correlation:  0.6851291397706071
		Coefficient of Determination:  0.7371530099656668
		RMSE:  0.5468007696802719
		NRMSE:  0.0986364040840378
		MAPE:  202.54669535151447

Protein:  ERBB3
x_train_column_count:  5
x_train columns:  ['ERBB3', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19951943522205973
		RMSE:  0.4939516163098853
		NRMSE:  0.17910620018705933
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27774471248359456
		RMSE:  0.5592204608326292
		NRMSE:  0.15547938022732444
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation: 
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 42.3548040419817, tolerance: 0.010943186691674512
  positive)
 nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  LinearRegression
		Pearson Correlation:  0.4783992357233654
		Spearman Correlation:  0.44974312792943766
		Coefficient of Determination:  0.22886582874070027
		RMSE:  0.39604609961336984
		NRMSE:  0.14360578983540553
		MAPE:  256.330531842488
		Pearson Correlation:  0.4078840355431225
		Spearman Correlation:  0.4035187471165476
		Coefficient of Determination:  0.14548383874634174
		RMSE:  0.45732100292469247
		NRMSE:  0.12714839867232708
		MAPE:  172.75554042289946

	Predictor:  ElasticNet
		Pearson Correlation:  0.4766715310863904
		Spearman Correlation:  0.4548855783210745
		Coefficient of Determination:  0.22721131360482993
		RMSE:  0.396470742425197
		NRMSE:  0.1437597647551179
		MAPE:  254.74960834853334
		Pearson Correlation:  0.41791444310245257
		Spearman Correlation:  0.4259180289031036
		Coefficient of Determination:  0.15474248728640905
		RMSE:  0.4548367279250178
		NRMSE:  0.126457698734974
		MAPE:  173.34105475300927

	Predictor:  RandomForests
		Pearson Correlation:  0.4999772787130882
		Spearman Correlation:  0.47145580278027005
		Coefficient of Determination:  0.24936566604040078
		RMSE:  0.39074639408774725
		NRMSE:  0.14168412364895636
		MAPE:  239.36369085083874
		Pearson Correlation:  0.40621408558179806
		Spearman Correlation:  0.4286900581558507
		Coefficient of Determination:  0.1379264376414061
		RMSE:  0.45933884084768656
		NRMSE:  0.12770941568017977
		MAPE:  166.28747621422403


Fold:  4

Protein:  RB1
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11.808684583631027, tolerance: 0.0034032643600116126
  positive)
x_train_column_count:  5
x_train columns:  ['RB1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0017653619110491459
		RMSE:  0.25173274438657
		NRMSE:  0.09206141909982812
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11040193949010524
		RMSE:  0.1737457828578019
		NRMSE:  0.1664678101960314
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  LinearRegression
		Pearson Correlation:  0.2368096909126174
		Spearman Correlation:  0.26056685699120063
		Coefficient of Determination:  0.05607882971012934
		RMSE:  0.24435687829187375
		NRMSE:  0.08936398416174435
		MAPE:  330.6951786679038
		Pearson Correlation:  0.2304077475066958
		Spearman Correlation:  0.3083205526253445
		Coefficient of Determination:  -0.047911313747292406
		RMSE:  0.1687860038476987
		NRMSE:  0.16171578952947027
		MAPE:  108.13669655727347

	Predictor:  ElasticNet
		Pearson Correlation:  0.2340604660305349
		Spearman Correlation:  0.2562918083646032
		Coefficient of Determination:  0.05478425464374537
		RMSE:  0.24452438694766818
		NRMSE:  0.08942524391006004
		MAPE:  310.76265066584654
		Pearson Correlation:  0.25253684225820283
		Spearman Correlation:  0.3410291898901483
		Coefficient of Determination:  -0.033138998514430806
		RMSE:  0.16759210047040868
		NRMSE:  0.16057189712797368
		MAPE:  105.958777447897

	Predictor:  RandomForests
		Pearson Correlation:  0.3354716659774619
		Spearman Correlation:  0.36872499080973353
		Coefficient of Determination:  0.09970165657844221
		RMSE:  0.23864367620422963
		NRMSE:  0.08727460364402781
		MAPE:  320.1667713812272
		Pearson Correlation:  0.2489237660453198
		Spearman Correlation:  0.34152871277647523
		Coefficient of Determination:  -0.03633114959068817
		RMSE:  0.16785081043222436
		NRMSE:  0.16081977008414552
		MAPE:  112.5832654307591

Protein:  CDH1
x_train_column_count:  5
x_train columns:  ['CDH1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1648542010437435
		RMSE:  1.2077311247232185
		NRMSE:  0.19230774891296748
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01787767410405383
		RMSE:  1.1768276141426715
		NRMSE:  0.21349508619837296
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.119011303751291
		NRMSE:  0.17818083878718685
		MAPE:  552.7314487209006
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06543533401046742
		RMSE:  1.204005869039757
		NRMSE:  0.21842565020132743
		MAPE:  371.74257556440244

	Predictor:  LinearRegression
		Pearson Correlation:  0.6976374942939919
		Spearman Correlation:  0.6035866452739563
		Coefficient of Determination:  0.48669807344479965
		RMSE: 
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 176.10892519509903, tolerance: 0.06736762282826622
  positive)
 0.801716682581811
		NRMSE:  0.1276578265949828
		MAPE:  412.4210038005869
		Pearson Correlation:  0.7682447980349865
		Spearman Correlation:  0.4384269130537788
		Coefficient of Determination:  0.5495870152733935
		RMSE:  0.7828354916594825
		NRMSE:  0.1420187024526473
		MAPE:  190.76064460372857

	Predictor:  ElasticNet
		Pearson Correlation:  0.6916917762148287
		Spearman Correlation:  0.6035344748233071
		Coefficient of Determination:  0.47843104472181885
		RMSE:  0.8081469539764646
		NRMSE:  0.12868172255285892
		MAPE:  454.5684737598167
		Pearson Correlation:  0.7538709330242077
		Spearman Correlation:  0.44892080948640256
		Coefficient of Determination:  0.530034244180166
		RMSE:  0.7996467255263776
		NRMSE:  0.14506852536670978
		MAPE:  206.92611432484074

	Predictor:  RandomForests
		Pearson Correlation:  0.7087465928671025
		Spearman Correlation:  0.6151147498515491
		Coefficient of Determination:  0.5020692188726259
		RMSE:  0.7896214925151644
		NRMSE:  0.12573190225075068
		MAPE:  347.50739803543973
		Pearson Correlation:  0.7565120663505035
		Spearman Correlation:  0.44363902379888376
		Coefficient of Determination:  0.5235914114602802
		RMSE:  0.8051093072939526
		NRMSE:  0.1460595238369349
		MAPE:  167.38169848454703

Protein:  CDH2
x_train_column_count:  5
x_train columns:  ['CDH2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011628294333081435
		RMSE:  0.38156283556505555
		NRMSE:  0.1382574228440668
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.013534078125908788
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		RMSE:  0.33551468363995024
		NRMSE:  0.17308132332546644
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  LinearRegression
		Pearson Correlation:  0.15026398574798297
		Spearman Correlation:  0.06413321051570697
		Coefficient of Determination:  0.02257926541287003
		RMSE:  0.37505620732118267
		NRMSE:  0.13589977799883424
		MAPE:  404.53235353696505
		Pearson Correlation:  -0.11975510659428287
		Spearman Correlation:  -0.04543448172670482
		Coefficient of Determination:  -0.14840681147233248
		RMSE:  0.35714143038803325
		NRMSE:  0.18423787214107612
		MAPE:  143.51651416229672

	Predictor:  ElasticNet
		Pearson Correlation:  0.1443965136839684
		Spearman Correlation:  0.07146547137499795
		Coefficient of Determination:  0.02084986944353817
		RMSE:  0.37538786287908193
		NRMSE:  0.13601995176428797
		MAPE:  649.2478334107033
		Pearson Correlation:  0.1770330003994188
		Spearman Correlation:  -0.07145475629371938
		Coefficient of Determination:  -0.028739436543765873
		RMSE:  0.3380220631607555
		NRMSE:  0.17437480044197282
		MAPE:  153.4161373604435

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37.90640236138757, tolerance: 0.007742718020581794
  positive)
		Pearson Correlation:  0.20055119798094626
		Spearman Correlation:  0.19593615912826406
		Coefficient of Determination:  0.03587804330746036
		RMSE:  0.37249596310583954
		NRMSE:  0.1349720860590766
		MAPE:  884.4514238004294
		Pearson Correlation:  0.14230106552976018
		Spearman Correlation:  -0.007490224344353753
		Coefficient of Determination:  -0.03569916803924089
		RMSE:  0.3391635462241864
		NRMSE:  0.17496365514433285
		MAPE:  184.4522553877887

Protein:  CDH3
x_train_column_count:  5
x_train columns:  ['CDH3', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Coefficient of Determination:  -0.006306553616452382
		RMSE:  0.206558346691537
		NRMSE:  0.1472115018398285
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056823148221427866
		RMSE:  0.21361844422784051
		NRMSE:  0.19012980777528213
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  LinearRegression
		Pearson Correlation:  0.3195749612498045
		Spearman Correlation:  0.3314287907228145
		Coefficient of Determination:  0.1021281558578141
		RMSE:  0.19511235675021443
		NRMSE:  0.13905409064684524
		MAPE:  282.42096946990387
		Pearson Correlation:  0.38650766181378393
		Spearman Correlation:  0.3183805284355167
		Coefficient of Determination:  0.053699878229681364
		RMSE:  0.20213989562928153
		NRMSE:  0.17991339483176522
		MAPE:  931.3528448805598

	Predictor:  ElasticNet
		Pearson Correlation:  0.31933977268159247
		Spearman Correlation:  0.331543303710483
		Coefficient of Determination:  0.10197492957375787
		RMSE:  0.19512900448575288
		NRMSE:  0.13906595527584764
		MAPE:  278.46787261909867
		Pearson Correlation:  0.39322895504360983
		Spearman Correlation:  0.3176024638711206
		Coefficient of Determination:  0.05692669685443452
		RMSE:  0.2017949597241486
		NRMSE:  0.17960638670999568
		MAPE:  940.730894917012

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.248888943276054, tolerance: 0.002281064009154941
  positive)
		Pearson Correlation:  0.36617036313524487
		Spearman Correlation:  0.35439273671084043
		Coefficient of Determination:  0.13219802071619624
		RMSE:  0.19181736308530117
		NRMSE:  0.13670579064476898
		MAPE:  233.92392890350578
		Pearson Correlation:  0.34102800684308754
		Spearman Correlation:  0.30284737435388115
		Coefficient of Determination:  0.0275007813258078
		RMSE:  0.20491899613737138
		NRMSE:  0.1823869164759344
		MAPE:  815.7513317408602

Protein:  PTEN
x_train_column_count:  5
x_train columns:  ['PTEN', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04663541191913323
		RMSE:  0.5747314783713694
		NRMSE:  0.11117523181123673
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02346833201832421
		RMSE:  0.7542692946958974
		NRMSE:  0.11793750210239971
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  LinearRegression
		Pearson Correlation:  0.4298625093760394
		Spearman Correlation:  0.4131794502829669
		Coefficient of Determination:  0.18478177696706566
		RMSE:  0.5072291587724694
		NRMSE:  0.09811768004728982
		MAPE:  302.17468125762366
		Pearson Correlation:  0.44461337996978284
		Spearman Correlation:  0.4701480068330029
		Coefficient of Determination:  0.16704276649928995
		RMSE:  0.6804568272525775
		NRMSE:  0.10639618907866116
		MAPE:  669.6515357613198

	Predictor:  ElasticNet
		Pearson Correlation:  0.4106795050571748
		Spearman Correlation:  0.4125541754874478
		Coefficient of Determination:  0.16865757445639518
		RMSE:  0.5122208401740507
		NRMSE:  0.09908326372911844
		MAPE:  299.4863526098461
		Pearson Correlation:  0.4371100399980321
		Spearman Correlation:  0.4688213069988404
		Coefficient of Determination:  0.16192687643894887
		RMSE:  0.682543257009263
		NRMSE:  0.10672242311144757
		MAPE:  785.4134891489002

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 70.56926892120713, tolerance: 0.016979184196949017
  positive)
		Pearson Correlation:  0.44814633268207077
		Spearman Correlation:  0.4392262058963344
		Coefficient of Determination:  0.19444164125748686
		RMSE:  0.5042150171707901
		NRMSE:  0.09753462882443324
		MAPE:  267.31326986330106
		Pearson Correlation:  0.436932308042635
		Spearman Correlation:  0.47224052214471246
		Coefficient of Determination:  0.1541849426458075
		RMSE:  0.6856886013856142
		NRMSE:  0.10721422897124762
		MAPE:  505.4868401346051

Protein:  BRCA2
x_train_column_count:  5
x_train columns:  ['BRCA2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		Coefficient of Determination:  -0.0015699866052385492
		RMSE:  0.1919477679021074
		NRMSE:  0.12365776640496533
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0014129332580739007
		RMSE:  0.2082543553514594
		NRMSE:  0.20232423210836328
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  LinearRegression
		Pearson Correlation:  0.05071644867686292
		Spearman Correlation:  0.010980647728175162
		Coefficient of Determination:  0.0025721581663927795
		RMSE:  0.19155044210514194
		NRMSE:  0.12340179874707163
		MAPE:  118.18654412511495
		Pearson Correlation:  -0.14029766105186786
		Spearman Correlation:  -0.151759997007444
		Coefficient of Determination:  -0.012359699828151216
		RMSE:  0.20938950923986618
		NRMSE:  0.20342706205114708
		MAPE:  147.26972355529193

	Predictor:  ElasticNet
		Pearson Correlation:  0.043966752467998124
		Spearman Correlation:  0.010518550045125162
		Coefficient of Determination:  0.0019330576645791853
		RMSE:  0.19161180011757645
		NRMSE:  0.12344132718155996
		MAPE:  115.52610159057042
		Pearson Correlation:  -0.1556393681555241
		Spearman Correlation:  -0.1516801955136598
		Coefficient of Determination:  -0.01380952820246839
		RMSE:  0.20953939185504275
		NRMSE:  0.20357267670093826
		MAPE:  152.8388138752767

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.5892224757367437, tolerance: 0.001979097117455079
  positive)
		Pearson Correlation:  0.29748409536573983
		Spearman Correlation:  0.22762755121642217
		Coefficient of Determination:  0.04366573697965859
		RMSE:  0.18756304433379178
		NRMSE:  0.12083301293850333
		MAPE:  118.6768438975502
		Pearson Correlation:  -0.019302508339210173
		Spearman Correlation:  -0.026935047913685145
		Coefficient of Determination:  -0.00923731427144081
		RMSE:  0.20906635350900685
		NRMSE:  0.20311310830459905
		MAPE:  117.40974708408407

Protein:  CDKN2A
x_train_column_count:  5
x_train columns:  ['CDKN2A', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06343046233027927
		RMSE:  0.6950010485750925
		NRMSE:  0.15711564339891315
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10006794882547432
		RMSE:  0.6614783461565592
		NRMSE:  0.1993004959796804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6739550183850767
		NRMSE:  0.1523578655781794
		MAPE:  281.71125082022354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0022276354551518107
		RMSE:  0.6313774446715202
		NRMSE:  0.19023122768048215
		MAPE:  197.14658329930893

	Predictor:  LinearRegression
		Pearson Correlation:  0.62151181569314
		Spearman Correlation:  0.5050613718513096
		Coefficient of Determination:  0.3862769370461835
		RMSE:  0.5279795887694266
		NRMSE:  0.11935788148964091
		MAPE:  268.8854508166422
		Pearson Correlation:  0.6232082956236468
		Spearman Correlation:  0.4879686779136897
		Coefficient of Determination:  0.3522522919722727
		RMSE:  0.5075850458121125
		NRMSE:  0.15293312618623456
		MAPE:  120.3946702718585

	Predictor:  ElasticNet
		Pearson Correlation:  0.6113836959017804
		Spearman Correlation:  0.5051479501414623
		Coefficient of Determination:  0.3737864294250697
		RMSE:  0.5333252540972119
		NRMSE:  0.12056635110143818
		MAPE:  271.10780165925894
		Pearson Correlation:  0.6048171104744425
		Spearman Correlation:  0.48846244965647956
		Coefficient of Determination:  0.3353702637434044
		RMSE:  0.5141570087460853
		NRMSE:  0.1549132295107217
		MAPE:  126.02801676797976

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 76.69907236683144, tolerance: 0.024436786734185888
  positive)
		Pearson Correlation:  0.6315021316579708
		Spearman Correlation:  0.5175085850702341
		Coefficient of Determination:  0.39829848360987263
		RMSE:  0.5227830094552866
		NRMSE:  0.11818311505714627
		MAPE:  286.8091880382585
		Pearson Correlation:  0.6229795560883138
		Spearman Correlation:  0.48235825210423916
		Coefficient of Determination:  0.3606018325148975
		RMSE:  0.5043030210309905
		NRMSE:  0.1519442666559176
		MAPE:  126.42484800288464

Protein:  TP53
x_train_column_count:  5
x_train columns:  ['TP53', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04782361373877353
		RMSE:  0.460756629216985
		NRMSE:  0.11073218678610552
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07696826201632412
		RMSE:  0.4481222561682025
		NRMSE:  0.1422068596624151
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4501191620264231
		NRMSE:  0.10817571786263473
		MAPE:  418.8529054417374
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002447694094247499
		RMSE:  0.4323405014905614
		NRMSE:  0.13719868668778923
		MAPE:  185.65040333639752

	Predictor:  LinearRegression
		Pearson Correlation:  0.3869104513493784
		Spearman Correlation:  0.31824557321291597
		Coefficient of Determination:  0.14969969736337974
		RMSE:  0.415062663358495
		NRMSE:  0.09975070015825403
		MAPE:  870.8753962650171
		Pearson Correlation:  0.4331377243608951
		Spearman Correlation:  0.2472823850671455
		Coefficient of Determination:  0.17950088809575837
		RMSE:  0.39114170005706933
		NRMSE:  0.1241246826786841
		MAPE:  215.29402647014578

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 46.97308940929706, tolerance: 0.01090027058925727
  positive)
		Pearson Correlation:  0.3767777119224926
		Spearman Correlation:  0.3159282264818715
		Coefficient of Determination:  0.14194510807361826
		RMSE:  0.41695101703060095
		NRMSE:  0.10020452223758736
		MAPE:  800.9985443358858
		Pearson Correlation:  0.4281837453053648
		Spearman Correlation:  0.25777129390640785
		Coefficient of Determination:  0.17243836933290724
		RMSE:  0.3928214864845688
		NRMSE:  0.12465774513980984
		MAPE:  222.3407703533475

	Predictor:  RandomForests
		Pearson Correlation:  0.4344928815774183
		Spearman Correlation:  0.33659916441779625
		Coefficient of Determination:  0.1871563068639337
		RMSE:  0.40581773432610707
		NRMSE:  0.09752889553619493
		MAPE:  838.6185787542784
		Pearson Correlation:  0.4382281627793782
		Spearman Correlation:  0.25378423849339315
		Coefficient of Determination:  0.18063167242045308
		RMSE:  0.390872077950522
		NRMSE:  0.12403912095408795
		MAPE:  229.85658906022218

Protein:  CTNNB1
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['CTNNB1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6170193939500923
		RMSE:  0.9046651382507068
		NRMSE:  0.21849703851094263
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09478783275970826
		RMSE:  0.8396248247596424
		NRMSE:  0.17652527641906535
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  LinearRegression
		Pearson Correlation:  0.1412442709728302
		Spearman Correlation:  0.14086041754665
		Coefficient of Determination:  0.019949944082645832
		RMSE:  0.7042946175928066
		NRMSE:  0.17010303777239077
		MAPE:  578.9236412953519
		Pearson Correlation:  -0.013963391158830508
		Spearman Correlation:  0.04679609471439794
		Coefficient of Determination:  -0.15701677482182008
		RMSE:  0.8631576369354532
		NRMSE:  0.18147288641313875
		MAPE:  974.7087027913427

	Predictor:  ElasticNet
		Pearson Correlation:  0.13200570436272985
		Spearman Correlation:  0.13657627544766576
		Coefficient of Determination:  0.017424830232265265
		RMSE:  0.705201346806331
		NRMSE:  0.17032203333164211
		MAPE:  569.4510315547574
		Pearson Correlation:  -0.04129050757223958
		Spearman Correlation:  0.0357386002319231
		Coefficient of Determination:  -0.16022618134451827
		RMSE:  0.8643539486115291
		NRMSE:  0.18172440261784734
		MAPE:  997.6700182625034

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 133.7852005788476, tolerance: 0.02722969373777278
  positive)
		Pearson Correlation:  0.2708212048810089
		Spearman Correlation:  0.25332746502304954
		Coefficient of Determination:  0.054911382401504394
		RMSE:  0.6916183490541341
		NRMSE:  0.16704143296641247
		MAPE:  598.8024755186128
		Pearson Correlation:  0.07267382808851819
		Spearman Correlation:  0.13823949839064295
		Coefficient of Determination:  -0.133416084696651
		RMSE:  0.8543089877843627
		NRMSE:  0.17961251950726656
		MAPE:  916.3275962998433

Protein:  CCNE1
x_train_column_count:  5
x_train columns:  ['CCNE1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4688329016852353
		RMSE:  0.7931748470731899
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.447408590883693, tolerance: 0.013709715616187399
  positive)
		NRMSE:  0.19141705409976348
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.186170633384966
		RMSE:  0.8069776954058596
		NRMSE:  0.32929800677624244
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5048043460690237
		NRMSE:  0.12182453992060809
		MAPE:  103.07374645056161
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01570191691728584
		RMSE:  0.4556277343037054
		NRMSE:  0.18592497115143453
		MAPE:  142.6844229696492

	Predictor:  LinearRegression
		Pearson Correlation:  0.8529610894574474
		Spearman Correlation:  0.7060094926331201
		Coefficient of Determination:  0.727542620128436
		RMSE:  0.26349499672777527
		NRMSE:  0.06358930345531175
		MAPE:  51.010937229534036
		Pearson Correlation:  0.8682670798193397
		Spearman Correlation:  0.7233681217970299
		Coefficient of Determination:  0.7401401552011868
		RMSE:  0.2304605549164574
		NRMSE:  0.09404250180219433
		MAPE:  64.03681999023276

	Predictor:  ElasticNet
		Pearson Correlation:  0.8488139755961145
		Spearman Correlation:  0.7105645817584747
		Coefficient of Determination:  0.7204762177624416
		RMSE:  0.2668901018010379
		NRMSE:  0.06440864488284333
		MAPE:  52.86332031966043
		Pearson Correlation:  0.8686020478582129
		Spearman Correlation:  0.7249192633324606
		Coefficient of Determination:  0.7392738190324548
		RMSE:  0.23084439679983756
		NRMSE:  0.09419913359986844
		MAPE:  66.5517235906768

	Predictor:  RandomForests
		Pearson Correlation:  0.8556190996092287
		Spearman Correlation:  0.7158559487574293
		Coefficient of Determination:  0.7285374272520773
		RMSE:  0.2630135151662088
		NRMSE:  0.06347310740792259
		MAPE:  55.538420267080554
		Pearson Correlation:  0.8456838474620257
		Spearman Correlation:  0.7088274541368929
		Coefficient of Determination:  0.7022821756292825
		RMSE:  0.24667744086523613
		NRMSE:  0.10066001830785773
		MAPE:  69.87901290517232

Protein:  CCND1
x_train_column_count:  5
x_train columns:  ['CCND1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47371951525638445
		RMSE:  0.2917253166285864
		NRMSE:  0.18637975276867558
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47112550847095647
		RMSE:  0.27775626016480953
		NRMSE:  0.17517423067911803
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  LinearRegression
		Pearson Correlation:  0.41583221962130884
		Spearman Correlation:  0.3728160125831736
		Coefficient of Determination:  0.17291643487518427
		RMSE:  0.21854526331137802
		NRMSE:  0.13962590773908973
		MAPE:  508.5732452869553
		Pearson Correlation:  0.5462933467117987
		Spearman Correlation:  0.49870696642102774
		Coefficient of Determination:  0.2747804350975108
		RMSE:  0.19501757374464038
		NRMSE:  0.12299291986922326
		MAPE:  472.2105940711444

	Predictor:  ElasticNet
		Pearson Correlation:  0.4158041492833737
		Spearman Correlation:  0.3728160125831736
		Coefficient of Determination:  0.1728924673608947
		RMSE:  0.21854842982864164
		NRMSE:  0.13962793078841418
		MAPE:  508.5215125910606
		Pearson Correlation:  0.5471627484839892
		Spearman Correlation:  0.49870696642102774
		Coefficient of Determination:  0.2750178026352521
		RMSE:  0.194985656080008
		NRMSE:  0.12297279016145814
		MAPE:  473.30982883207093

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12.857742604828381, tolerance: 0.003106817057166876
  positive)
		Pearson Correlation:  0.4534102784452129
		Spearman Correlation:  0.39949586103691814
		Coefficient of Determination:  0.201714526488304
		RMSE:  0.2147068081987384
		NRMSE:  0.13717356550436258
		MAPE:  504.68191690638884
		Pearson Correlation:  0.5245326485699925
		Spearman Correlation:  0.5018856606099847
		Coefficient of Determination:  0.256893306003401
		RMSE:  0.19740792327410847
		NRMSE:  0.12450045615168295
		MAPE:  425.381048022874

Protein:  ERBB2
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['ERBB2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06177154229692228
		RMSE:  1.0106646016782141
		NRMSE:  0.1721833486682819
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.26989975035857605
		RMSE:  1.1682171872252598
		NRMSE:  0.21036071365744585
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9808249714864398
		NRMSE:  0.1670996765569688
		MAPE:  529.9728174248761
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556425
		RMSE:  1.07776630779691
		NRMSE:  0.19407323581894154
		MAPE:  193.8969179437583

	Predictor:  LinearRegression
		Pearson Correlation:  0.8373685300066155
		Spearman Correlation:  0.6238582415521245
		Coefficient of Determination:  0.7011860550454398
		RMSE:  0.5361569560770851
		NRMSE:  0.09134316167386496
		MAPE:  583.2189934748867
		Pearson Correlation:  0.8223609825716248
		Spearman Correlation:  0.67230847305938
		Coefficient of Determination:  0.6286429094074333
		RMSE:  0.631734700469658
		NRMSE:  0.11375638356136024
		MAPE:  276.02431724553065

	Predictor:  ElasticNet
		Pearson Correlation:  0.8373683450641074
		Spearman Correlation:  0.6238582415521245
		Coefficient of Determination:  0.7011857354023006
		RMSE:  0.5361572428422272
		NRMSE:  0.09134321052902657
		MAPE:  587.4422746574094
		Pearson Correlation:  0.8228550008912285
		Spearman Correlation:  0.67230847305938
		Coefficient of Determination:  0.6294806573825034
		RMSE:  0.6310217299987586
		NRMSE:  0.11362799906341316
		MAPE:  277.14951376181597

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 77.41023844277322, tolerance: 0.051756548208396
  positive)
		Pearson Correlation:  0.8379118261616796
		Spearman Correlation:  0.6242468308358713
		Coefficient of Determination:  0.7012142796478228
		RMSE:  0.5361316340087601
		NRMSE:  0.09133884764276881
		MAPE:  438.3459695332958
		Pearson Correlation:  0.7900096819255299
		Spearman Correlation:  0.6588300179349611
		Coefficient of Determination:  0.5694557973034011
		RMSE:  0.6802174131909045
		NRMSE:  0.12248665919813168
		MAPE:  216.95644678206537

Protein:  ERBB3
x_train_column_count:  5
x_train columns:  ['ERBB3', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20254353309139272
		RMSE:  0.523865801474932
		NRMSE:  0.14324270860276114
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.287905849531515
		RMSE:  0.4364451552160674
		NRMSE:  0.21482088883335748
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  LinearRegression
		Pearson Correlation:  0.47245103399287114
		Spearman Correlation:  0.47552075718519643
		Coefficient of Determination:  0.2232099795209329
		RMSE:  0.42103816412044087
		NRMSE:  0.1151261389537981
		MAPE:  249.74506946596935
		Pearson Correlation:  0.39289773822701113
		Spearman Correlation:  0.3188393870247759
		Coefficient of Determination:  0.12230819887985145
		RMSE:  0.3602953356392931
		NRMSE:  0.17733949688644962
		MAPE:  245.1873285276875

	Predictor:  ElasticNet
		Pearson Correlation:  0.4719236370017398
		Spearman Correlation:  0.47559620013365334
		Coefficient of Determination:  0.22271008951132842
		RMSE:  0.42117361830735484
		NRMSE:  0.1151631767305923
		MAPE:  247.85469608762418
		Pearson Correlation:  0.39605595670559585
		Spearman Correlation:  0.3203655905933989
		Coefficient of Determination:  0.12546678380800647
		RMSE:  0.35964644663033235
		NRMSE:  0.17702010987529093
		MAPE:  243.1622058347012

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 47.789876491084996, tolerance: 0.012277828558956158
  positive)
		Pearson Correlation:  0.5017575914848379
		Spearman Correlation:  0.4921605147487151
		Coefficient of Determination:  0.2503000193256526
		RMSE:  0.41363129949439237
		NRMSE:  0.11310085051484675
		MAPE:  238.28030543478857
		Pearson Correlation:  0.4041323955475392
		Spearman Correlation:  0.32032765592468015
		Coefficient of Determination:  0.13857368373267354
		RMSE:  0.3569412060034264
		NRMSE:  0.1756885744256825
		MAPE:  237.4408613379951


Fold:  5

Protein:  RB1
x_train_column_count:  5
x_train columns:  ['RB1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00018503513771928048
		RMSE:  0.23392670305630597
		NRMSE:  0.11556330212293363
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12340187398900859
		RMSE:  0.2547692202160761
		NRMSE:  0.12845593258580365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  LinearRegression
		Pearson Correlation:  0.23270652465302064
		Spearman Correlation:  0.2667269773515898
		Coefficient of Determination:  0.05415232661608693
		RMSE:  0.22748366875742157
		NRMSE:  0.11238034648109234
		MAPE:  212.3500957080418
		Pearson Correlation:  0.19958439471113903
		Spearman Correlation:  0.28047481888801606
		Coefficient of Determination:  -0.05135531466848997
		RMSE:  0.24646436911849257
		NRMSE:  0.12426858455443024
		MAPE:  478.68477091583134

	Predictor:  ElasticNet
		Pearson Correlation:  0.23189093727555174
		Spearman Correlation:  0.26542695445284614
		Coefficient of Determination:  0.053773342621778686
		RMSE:  0.22752923848160556
		NRMSE:  0.11240285860875766
		MAPE:  215.9816743652208
		Pearson Correlation:  0.20008879561913895
		Spearman Correlation:  0.28295365278868817
		Coefficient of Determination:  -0.05215367986819541
		RMSE:  0.24655792989275274
		NRMSE:  0.12431575837119212
		MAPE:  500.65249483723295

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12.77836853162498, tolerance: 0.002943482941498817
  positive)
		Pearson Correlation:  0.3145025462633167
		Spearman Correlation:  0.35956151450924767
		Coefficient of Determination:  0.09132386711635232
		RMSE:  0.22296884509436773
		NRMSE:  0.11014995583227584
		MAPE:  211.2056067728131
		Pearson Correlation:  0.21123097353652284
		Spearman Correlation:  0.23779555867019272
		Coefficient of Determination:  -0.04878630534383244
		RMSE:  0.24616306445127475
		NRMSE:  0.12411666521351812
		MAPE:  529.0921149732138

Protein:  CDH1
x_train_column_count:  5
x_train columns:  ['CDH1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10476316856458312
		RMSE:  1.1835893765747125
		NRMSE:  0.18846364392451076
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19786466090973764
		RMSE:  1.2714981376898562
		NRMSE:  0.2500438806886504
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1260727912856485
		NRMSE:  0.17930524366829853
		MAPE:  266.31463004312263
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01718399286470018
		RMSE:  1.1716869980595492
		NRMSE:  0.23041572398960675
		MAPE:  1066.779337530299

	Predictor:  LinearRegression
		Pearson Correlation:  0.7389246713149259
		Spearman Correlation:  0.5872703175681603
		Coefficient of Determination:  0.5460096698778714
		RMSE:  0.7587343850169551
		NRMSE:  0.1208137296609909
		MAPE:  193.3572717363208
		Pearson Correlation:  0.6099933421978121
		Spearman Correlation:  0.5418895497450094
		Coefficient of Determination:  0.3559651740860219
		RMSE:  0.932323279131504
		NRMSE:  0.18334413858754087
		MAPE:  1036.377499990703

	Predictor:  ElasticNet
		Pearson Correlation:  0.7306685951587257
		Spearman Correlation:  0.5889053256204806
		Coefficient of Determination:  0.5338595589043428
		RMSE:  0.7688203254928293
		NRMSE:  0.12241971999185204
		MAPE:  212.0681277364866
		Pearson Correlation:  0.6053822871804243
		Spearman Correlation:  0.5418695993715633
		Coefficient of Determination:  0.35281599115512785
		RMSE:  0.9345999232087346
		NRMSE:  0.1837918473990157
		MAPE:  1129.8841238961008

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 159.49282989911396, tolerance: 0.0682205483025332
  positive)
		Pearson Correlation:  0.7477132730675663
		Spearman Correlation:  0.5990881223566048
		Coefficient of Determination:  0.5587490298670774
		RMSE:  0.7480132684931943
		NRMSE:  0.11910659986834722
		MAPE:  166.2197926101653
		Pearson Correlation:  0.616013622220581
		Spearman Correlation:  0.5412740364706119
		Coefficient of Determination:  0.3622554955236724
		RMSE:  0.9277590822668783
		NRMSE:  0.1824465757343766
		MAPE:  665.3142844496236

Protein:  CDH2
x_train_column_count:  5
x_train columns:  ['CDH2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0016678089051440637
		RMSE:  0.3594357673583712
		NRMSE:  0.1765314902796381
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02548752338232485
		RMSE:  0.4223734458481898
		NRMSE:  0.15794680397441796
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination: 
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33.89075534803248, tolerance: 0.0069390679727214565
  positive)
 -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  LinearRegression
		Pearson Correlation:  0.15558875113729545
		Spearman Correlation:  0.10688608362037365
		Coefficient of Determination:  0.024207859480463
		RMSE:  0.35476281385599956
		NRMSE:  0.17423643920043197
		MAPE:  408.1935946680244
		Pearson Correlation:  0.1190167453445145
		Spearman Correlation:  -0.0019725956341062403
		Coefficient of Determination:  -0.018494305520504684
		RMSE:  0.42093081373028707
		NRMSE:  0.15740733082672514
		MAPE:  1073.8975599665655

	Predictor:  ElasticNet
		Pearson Correlation:  0.15149186355019773
		Spearman Correlation:  0.0788810308696499
		Coefficient of Determination:  0.022949746256153536
		RMSE:  0.3549914424722094
		NRMSE:  0.17434872671882978
		MAPE:  355.8401998090676
		Pearson Correlation:  0.1261390567310113
		Spearman Correlation:  -0.1015076266632875
		Coefficient of Determination:  -0.1590599898073617
		RMSE:  0.44903932208198566
		NRMSE:  0.16791852442158656
		MAPE:  491.3243009296805

	Predictor:  RandomForests
		Pearson Correlation:  0.2225471452913145
		Spearman Correlation:  0.23310971157694335
		Coefficient of Determination:  0.04505088005103708
		RMSE:  0.3509534769848271
		NRMSE:  0.17236554048662986
		MAPE:  516.4084618816934
		Pearson Correlation:  0.02613563430060784
		Spearman Correlation:  0.01272366311076386
		Coefficient of Determination:  -0.02965335260008506
		RMSE:  0.42323047837424443
		NRMSE:  0.15826729180272028
		MAPE:  421.1178441241013

Protein:  CDH3
x_train_column_count:  5
x_train columns:  ['CDH3', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011481892643820935
		RMSE:  0.2038847376288621
		NRMSE:  0.14304087222095618
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026977014897064944
		RMSE:  0.22369326249691865
		NRMSE:  0.20181818899206835
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  LinearRegression
		Pearson Correlation:  0.3356745099748152
		Spearman Correlation:  0.3411823469602052
		Coefficient of Determination:  0.1126773766468322
		RMSE:  0.19194478219547997
		NRMSE:  0.13466407237152717
		MAPE:  468.99761051254313
		Pearson Correlation:  0.32805802009213125
		Spearman Correlation:  0.29341762366114293
		Coefficient of Determination:  0.10477311468755002
		RMSE:  0.211365670724267
		NRMSE:  0.19069611844591436
		MAPE:  141.26139491413974

	Predictor:  ElasticNet
		Pearson Correlation:  0.33562068965673136
		Spearman Correlation:  0.3413325007638213
		Coefficient of Determination:  0.11264124395019437
		RMSE:  0.19194869025090433
		NRMSE:  0.13466681417389595
		MAPE:  461.90164954851633
		Pearson Correlation:  0.3285469621073701
		Spearman Correlation:  0.2925148692627091
		Coefficient of Determination:  0.10503286043953075
		RMSE:  0.21133500513607756
		NRMSE:  0.19066845166058657
		MAPE:  141.2350445834854

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.840945315161168, tolerance: 0.0022338465809413456
  positive)
		Pearson Correlation:  0.36966331835635
		Spearman Correlation:  0.37024487646320453
		Coefficient of Determination:  0.13530080837221514
		RMSE:  0.1894820436000439
		NRMSE:  0.13293627125781832
		MAPE:  428.8744965194493
		Pearson Correlation:  0.33392383751857757
		Spearman Correlation:  0.2896321859679133
		Coefficient of Determination:  0.1080813307623334
		RMSE:  0.21097476953916952
		NRMSE:  0.190343443678822
		MAPE:  147.6576392773054

Protein:  PTEN
x_train_column_count:  5
x_train columns:  ['PTEN', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05240378988513572
		RMSE:  0.5837468026637292
		NRMSE:  0.09127461538014686
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011774083334460839
		RMSE:  0.7259408088203396
		NRMSE:  0.14042494754339593
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5690275755039937
		NRMSE:  0.08897311789601967
		MAPE:  304.4741530818047
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005181468299075398
		RMSE:  0.7235718660416283
		NRMSE:  0.13996670265429206
		MAPE:  391.1377632658283

	Predictor:  LinearRegression
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 73.0665136922114, tolerance: 0.017420030134596684
  positive)
		Pearson Correlation:  0.4131884794155886
		Spearman Correlation:  0.42344138563175693
		Coefficient of Determination:  0.17072471952176638
		RMSE:  0.5181824178198983
		NRMSE:  0.08102297206158991
		MAPE:  498.9032849167404
		Pearson Correlation:  0.43754269141468727
		Spearman Correlation:  0.4216536365790097
		Coefficient of Determination:  0.18274562433019803
		RMSE:  0.6524362199770304
		NRMSE:  0.1262063254365967
		MAPE:  334.26074770029226

	Predictor:  ElasticNet
		Pearson Correlation:  0.4023279704656468
		Spearman Correlation:  0.4204847775371454
		Coefficient of Determination:  0.1618627932563942
		RMSE:  0.520943799607451
		NRMSE:  0.08145474155381924
		MAPE:  447.5316570213252
		Pearson Correlation:  0.4327434928061863
		Spearman Correlation:  0.428546490604621
		Coefficient of Determination:  0.18184305461568362
		RMSE:  0.6527963934397566
		NRMSE:  0.12627599687398572
		MAPE:  312.0792018004828

	Predictor:  RandomForests
		Pearson Correlation:  0.4424713683162719
		Spearman Correlation:  0.4429013674143712
		Coefficient of Determination:  0.19271961505571344
		RMSE:  0.5112643528819989
		NRMSE:  0.07994126383894909
		MAPE:  489.48198787226653
		Pearson Correlation:  0.4124809121288077
		Spearman Correlation:  0.4376523846678659
		Coefficient of Determination:  0.1632524121174317
		RMSE:  0.6601713457348014
		NRMSE:  0.12770259705485945
		MAPE:  405.61580355046533

Protein:  BRCA2
x_train_column_count:  5
x_train columns:  ['BRCA2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00015423459462815536
		RMSE:  0.20048365981157823
		NRMSE:  0.1291568109593031
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08467605477038265
		RMSE:  0.17297650483593724
		NRMSE:  0.22621657599677922
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  LinearRegression
		Pearson Correlation:  0.06306995276346646
		Spearman Correlation:  0.06884273211980942
		Coefficient of Determination:  0.003977818941585887
		RMSE:  0.20006909044583238
		NRMSE:  0.12888973454394098
		MAPE:  119.88238172428535
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.6338059559221705, tolerance: 0.0021620874757223526
  positive)
		Pearson Correlation:  -0.0714784409227315
		Spearman Correlation:  -0.04166884873876233
		Coefficient of Determination:  -0.11216194354980291
		RMSE:  0.17515442201548667
		NRMSE:  0.22906482968088232
		MAPE:  107.13089883685242

	Predictor:  ElasticNet
		Pearson Correlation:  0.04859512221269275
		Spearman Correlation:  0.022102742200959976
		Coefficient of Determination:  0.0023614126292870186
		RMSE:  0.20023136687284723
		NRMSE:  0.12899427725743098
		MAPE:  114.68087217196805
		Pearson Correlation:  -0.0696073693140188
		Spearman Correlation:  0.041633935585231735
		Coefficient of Determination:  -0.10655599662599391
		RMSE:  0.17471242394451875
		NRMSE:  0.22848678996209865
		MAPE:  105.34985452535474

	Predictor:  RandomForests
		Pearson Correlation:  0.2808683030346905
		Spearman Correlation:  0.22741927753543684
		Coefficient of Determination:  0.04207463164836134
		RMSE:  0.1962055690044515
		NRMSE:  0.126400753103206
		MAPE:  124.0222781618915
		Pearson Correlation:  -0.08084835885705399
		Spearman Correlation:  -0.009163349322339706
		Coefficient of Determination:  -0.11690642357710335
		RMSE:  0.1755276285743108
		NRMSE:  0.22955290469405715
		MAPE:  121.66442003308069

Protein:  CDKN2A
x_train_column_count:  5
x_train columns:  ['CDKN2A', '2', '1/2', '3', '1/3']

	Predictor:  Zero
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 69.6835231024751, tolerance: 0.024854257731250624
  positive)
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06876053865938014
		RMSE:  0.7026668514343448
		NRMSE:  0.1789276696377339
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07452018232747903
		RMSE:  0.6281215662347416
		NRMSE:  0.15805378984795088
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6796874655065666
		NRMSE:  0.1730761797526334
		MAPE:  274.2442116656758
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00044725008449963966
		RMSE:  0.6060849693149379
		NRMSE:  0.15250873639690443
		MAPE:  274.3248072759207

	Predictor:  LinearRegression
		Pearson Correlation:  0.672080714019558
		Spearman Correlation:  0.543292862446596
		Coefficient of Determination:  0.4516924861570385
		RMSE:  0.5032935441105788
		NRMSE:  0.12815908535829973
		MAPE:  248.2785818449377
		Pearson Correlation:  0.3862307085509132
		Spearman Correlation:  0.31098891507375404
		Coefficient of Determination:  -0.0062757436303442216
		RMSE:  0.6078478969388134
		NRMSE:  0.1529523406403496
		MAPE:  361.4897192737468

	Predictor:  ElasticNet
		Pearson Correlation:  0.6645900806504131
		Spearman Correlation:  0.5433464199993303
		Coefficient of Determination:  0.4416733932246907
		RMSE:  0.5078710097155037
		NRMSE:  0.12932469499516278
		MAPE:  245.35011058290164
		Pearson Correlation:  0.37655223781767105
		Spearman Correlation:  0.3106048703849175
		Coefficient of Determination:  -0.0364636284410762
		RMSE:  0.6168981240916295
		NRMSE:  0.15522964296108036
		MAPE:  366.8357178637537

	Predictor:  RandomForests
		Pearson Correlation:  0.6804985222571751
		Spearman Correlation:  0.5578792484186119
		Coefficient of Determination:  0.4625852388380224
		RMSE:  0.4982692159571973
		NRMSE:  0.12687968627159923
		MAPE:  263.8935646704191
		Pearson Correlation:  0.3799901370327922
		Spearman Correlation:  0.3102182095928762
		Coefficient of Determination:  -0.06055211708875974
		RMSE:  0.6240256251250411
		NRMSE:  0.15702313105484036
		MAPE:  482.3157360920266

Protein:  TP53
x_train_column_count:  5
x_train columns:  ['TP53', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0629013951002304
		RMSE:  0.43691826486349494
		NRMSE:  0.11112140819031384
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02793228386718627
		RMSE:  0.5354711484549424
		NRMSE:  0.14342336907859712
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4237929343776606
		NRMSE:  0.10778324331179852
		MAPE:  459.9790072255086
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011640203076264122
		RMSE:  0.5284530873849588
		NRMSE:  0.1415436152095778
		MAPE:  140.42972129387252

	Predictor:  LinearRegression
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 41.497711693607755, tolerance: 0.009662504276089433
  positive)
		Pearson Correlation:  0.38648475397533816
		Spearman Correlation:  0.27447594608935266
		Coefficient of Determination:  0.14937046505537765
		RMSE:  0.3908624416649445
		NRMSE:  0.09940803216382525
		MAPE:  859.7576624749943
		Pearson Correlation:  0.4402408751240679
		Spearman Correlation:  0.43428222297036123
		Coefficient of Determination:  0.16590818790723116
		RMSE:  0.48234829941135626
		NRMSE:  0.1291946697231435
		MAPE:  173.09103872705322

	Predictor:  ElasticNet
		Pearson Correlation:  0.3796894457463908
		Spearman Correlation:  0.28529734594584155
		Coefficient of Determination:  0.14415548212454232
		RMSE:  0.3920587476282205
		NRMSE:  0.09971228862082468
		MAPE:  808.6087632164897
		Pearson Correlation:  0.4151204177203985
		Spearman Correlation:  0.40125936732378215
		Coefficient of Determination:  0.15160570822433495
		RMSE:  0.48646622357668007
		NRMSE:  0.13029763588500873
		MAPE:  171.54803269374034

	Predictor:  RandomForests
		Pearson Correlation:  0.4314398671341708
		Spearman Correlation:  0.34636829091320603
		Coefficient of Determination:  0.18523114654365025
		RMSE:  0.3825347745338055
		NRMSE:  0.09729005685134555
		MAPE:  844.9597621257487
		Pearson Correlation:  0.43923064667351636
		Spearman Correlation:  0.307609706668647
		Coefficient of Determination:  0.17124734532602126
		RMSE:  0.48080202597385313
		NRMSE:  0.12878050782746836
		MAPE:  184.65594885123437

Protein:  CTNNB1
x_train_column_count:  5
x_train columns:  ['CTNNB1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.4291206958720877
		RMSE:  0.9037435622191023
		NRMSE:  0.1777623057079273
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5497170498826627
		RMSE:  0.8436000623678614
		NRMSE:  0.27017767234966206
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  LinearRegression
		Pearson Correlation:  0.07475758774584197
		Spearman Correlation:  0.08028474125005854
		Coefficient of Determination:  0.005588696925577175
		RMSE:  0.7538653607368557
		NRMSE:  0.1482819356288072
		MAPE:  694.1627662568337
		Pearson Correlation:  0.31176802427198924
		Spearman Correlation:  0.27228020299504985
		Coefficient of Determination:  0.04508670397804693
		RMSE:  0.6622048661651012
		NRMSE:  0.21208268863437982
		MAPE:  272.73143299931155

	Predictor:  ElasticNet
		Pearson Correlation:  0.06823098562886161
		Spearman Correlation:  0.08227785293923591
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 153.00318067085078, tolerance: 0.030747074518831245
  positive)
		Coefficient of Determination:  0.004655464118917485
		RMSE:  0.7542190206859309
		NRMSE:  0.14835149895474645
		MAPE:  689.2073446842593
		Pearson Correlation:  0.2624572306476125
		Spearman Correlation:  0.25015523884337715
		Coefficient of Determination:  0.037464968272584276
		RMSE:  0.6648423408983309
		NRMSE:  0.21292738604028674
		MAPE:  273.6540198056672

	Predictor:  RandomForests
		Pearson Correlation:  0.2709132651209278
		Spearman Correlation:  0.26370850559812414
		Coefficient of Determination:  0.053288494500083106
		RMSE:  0.7355625165488577
		NRMSE:  0.14468184825902003
		MAPE:  720.5866044879414
		Pearson Correlation:  0.22578045319806445
		Spearman Correlation:  0.2610385476917296
		Coefficient of Determination:  0.04094858945371527
		RMSE:  0.6636381466799675
		NRMSE:  0.21254172178362327
		MAPE:  272.38990168301905

Protein:  CCNE1
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14.713666400483493, tolerance: 0.010836139816194496
  positive)
x_train_column_count:  5
x_train columns:  ['CCNE1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9790551557409413
		RMSE:  0.7746141645114569
		NRMSE:  0.27590887426944144
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8285524646781477
		RMSE:  0.8763813407881366
		NRMSE:  0.2114972948785232
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4487930906545114
		NRMSE:  0.15985506345663808
		MAPE:  112.14421009479175
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0040862214035515265
		RMSE:  0.6494188844018614
		NRMSE:  0.15672439713344627
		MAPE:  115.49088793396595

	Predictor:  LinearRegression
		Pearson Correlation:  0.8540244401970254
		Spearman Correlation:  0.7126498474881204
		Coefficient of Determination:  0.7293577444538428
		RMSE:  0.23347692471209774
		NRMSE:  0.08316186098382822
		MAPE:  51.418110392160386
		Pearson Correlation:  0.6497997477653084
		Spearman Correlation:  0.7178967318794499
		Coefficient of Determination:  -1.277461460022288
		RMSE:  0.978058716207926
		NRMSE:  0.23603511745732703
		MAPE:  77.51610280918695

	Predictor:  ElasticNet
		Pearson Correlation:  0.8537738725448291
		Spearman Correlation:  0.712662485529828
		Coefficient of Determination:  0.7289286487367779
		RMSE:  0.233661936971108
		NRMSE:  0.08322776027466001
		MAPE:  52.36961766258009
		Pearson Correlation:  0.6014900180742293
		Spearman Correlation:  0.717752091671966
		Coefficient of Determination:  -4.063206685679627
		RMSE:  1.4583180043119597
		NRMSE:  0.3519361933325192
		MAPE:  81.12657448103911

	Predictor:  RandomForests
		Pearson Correlation:  0.8556441900853572
		Spearman Correlation:  0.7114927920105991
		Coefficient of Determination:  0.7307222498598404
		RMSE:  0.23288761708519015
		NRMSE:  0.08295195621912382
		MAPE:  56.512948131727114
		Pearson Correlation:  0.8005340807679645
		Spearman Correlation:  0.7307358786224182
		Coefficient of Determination:  0.6136504949478718
		RMSE:  0.4028372194679773
		NRMSE:  0.09721679162776681
		MAPE:  78.43246041847577

Protein:  CCND1
x_train_column_count:  5
x_train columns:  ['CCND1', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5366759284640548
		RMSE:  0.28216244755564185
		NRMSE:  0.17771997351836757
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.30240520386774006
		RMSE:  0.3149325402631455
		NRMSE:  0.20120656537940065
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  LinearRegression
		Pearson Correlation:  0.4626434839358266
		Spearman Correlation:  0.42726285187649277
		Coefficient of Determination:  0.21403899322827935
		RMSE:  0.20179414905906626
		NRMSE:  0.1271000132640496
		MAPE:  552.8330010382914
		Pearson Correlation:  0.37459600749039296
		Spearman Correlation:  0.2762503273108144
		Coefficient of Determination:  0.13855859513620006
		RMSE:  0.2561281696229925
		NRMSE:  0.16363716897496358
		MAPE:  246.4335424505451

	Predictor:  ElasticNet
		Pearson Correlation:  0.4625819755486359
		Spearman Correlation:  0.42726285187649277
		Coefficient of Determination:  0.21398149147216694
		RMSE:  0.20180153066300108
		NRMSE:  0.12710466256613492
		MAPE:  553.0764667446463
		Pearson Correlation:  0.37482843688266904
		Spearman Correlation:  0.2762503273108144
		Coefficient of Determination:  0.13867885276893444
		RMSE:  0.2561102911914312
		NRMSE:  0.16362574666272547
		MAPE:  246.1580171935888

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.96402475238492, tolerance: 0.0027873943484564415
  positive)
		Pearson Correlation:  0.4910407652661457
		Spearman Correlation:  0.4512173853537595
		Coefficient of Determination:  0.23794654241381163
		RMSE:  0.19870133669976142
		NRMSE:  0.12515200588264727
		MAPE:  544.398322519066
		Pearson Correlation:  0.3914267081554952
		Spearman Correlation:  0.29422489289803727
		Coefficient of Determination:  0.1502358369927379
		RMSE:  0.25438627776972494
		NRMSE:  0.16252429547905403
		MAPE:  251.6982563544654

Protein:  ERBB2
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
x_train_column_count:  5
x_train columns:  ['ERBB2', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10085609607150081
		RMSE:  1.0785113826338413
		NRMSE:  0.1837421644434709
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05671362529003088
		RMSE:  0.8919867459254164
		NRMSE:  0.19736403273048267
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959455
		RMSE:  0.875951357919715
		NRMSE:  0.1938159880340115
		MAPE:  565.705361200264

	Predictor:  LinearRegression
		Pearson Correlation:  0.8379047268750066
		Spearman Correlation:  0.6442627066647334
		Coefficient of Determination:  0.7020843313194796
		RMSE:  0.5610558949263258
		NRMSE:  0.09558510569983573
		MAPE:  612.5144842560403
		Pearson Correlation:  0.7946679971130686
		Spearman Correlation:  0.5872666741480568
		Coefficient of Determination:  0.6295716692267542
		RMSE:  0.5281190639936116
		NRMSE:  0.11685342714760741
		MAPE:  397.5716816920061

	Predictor:  ElasticNet
		Pearson Correlation:  0.8379121401100722
		Spearman Correlation:  0.6442627066647334
		Coefficient of Determination:  0.7020966483752422
		RMSE:  0.5610442966303995
		NRMSE:  0.09558312973923701
		MAPE:  608.1903330853422
		Pearson Correlation:  0.7950904315920551
		Spearman Correlation:  0.5872666741480568
		Coefficient of Determination:  0.6301546536636439
		RMSE:  0.5277033203756247
		NRMSE:  0.11676143829530362
		MAPE:  393.285287448166

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 84.77010546827933, tolerance: 0.05684616744754108
  positive)
		Pearson Correlation:  0.8379861452033743
		Spearman Correlation:  0.6476501506375566
		Coefficient of Determination:  0.7006763907536449
		RMSE:  0.5623800989471744
		NRMSE:  0.09581070564887038
		MAPE:  556.9767645322418
		Pearson Correlation:  0.7749886498442887
		Spearman Correlation:  0.580392527783357
		Coefficient of Determination:  0.5947357683413012
		RMSE:  0.5523939139330684
		NRMSE:  0.12222456332184277
		MAPE:  295.794727890533

Protein:  ERBB3
x_train_column_count:  5
x_train columns:  ['ERBB3', '2', '1/2', '3', '1/3']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.24617901957450639
		RMSE:  0.5234556686317032
		NRMSE:  0.14126566093685908
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10551624527684367
		RMSE:  0.43841640970600765
		NRMSE:  0.21211918179733683
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE: 
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in sign
  
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in sign
  from ipykernel import kernelapp as app
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in sign
  app.launch_new_instance()
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:17: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sign
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 48.13419887695448, tolerance: 0.011829371061673479
  positive)
 0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  LinearRegression
		Pearson Correlation:  0.43485985608794964
		Spearman Correlation:  0.4114220405982996
		Coefficient of Determination:  0.18910309443683238
		RMSE:  0.4222527738142841
		NRMSE:  0.11395390431288989
		MAPE:  256.40717101811504
		Pearson Correlation:  0.568650630753043
		Spearman Correlation:  0.5619845633985462
		Coefficient of Determination:  0.2999317344480674
		RMSE:  0.3488786815766451
		NRMSE:  0.1687981080183493
		MAPE:  215.81160822328528

	Predictor:  ElasticNet
		Pearson Correlation:  0.433727248409839
		Spearman Correlation:  0.41142820549776254
		Coefficient of Determination:  0.18811738825436586
		RMSE:  0.42250933587405815
		NRMSE:  0.1140231430490756
		MAPE:  253.22092269400994
		Pearson Correlation:  0.5717292049341615
		Spearman Correlation:  0.5619845633985462
		Coefficient of Determination:  0.29980396212270133
		RMSE:  0.3489105177623502
		NRMSE:  0.1688135113324448
		MAPE:  213.3888217916431

	Predictor:  RandomForests
		Pearson Correlation:  0.46247361973981643
		Spearman Correlation:  0.42563267771628494
		Coefficient of Determination:  0.21289293377250285
		RMSE:  0.41601270604680346
		NRMSE:  0.1122698891225144
		MAPE:  251.7081601814871
		Pearson Correlation:  0.5455346016104494
		Spearman Correlation:  0.559355485434222
		Coefficient of Determination:  0.26915297963017726
		RMSE:  0.35646547824651587
		NRMSE:  0.17246883079798914
		MAPE:  218.3854165683859

self-mRNA, CNA and Mutations

ZScore

In [75]:
scenario = Scenario.selfmRNA_CNA_Mutations
normalizeTechnique = NormalizeTechnique.ZScore
X, Y, Z = get_mRNA_DNA_data(normalizeTechnique)
In [76]:
X.head()
Out[76]:
mRNA_RB1 DNA_RB1 mRNA_CDH1 DNA_CDH1 mRNA_PTEN DNA_PTEN mRNA_BRCA2 DNA_BRCA2 mRNA_CDKN2A DNA_CDKN2A ... mRNA_CCND1 DNA_CCND1 mRNA_CDH2 DNA_CDH2 mRNA_CDH3 DNA_CDH3 mRNA_ERBB2 DNA_ERBB2 mRNA_ERBB3 DNA_ERBB3
TCGA-A1-A0SF-01 -0.169062 0.645767 0.503546 -0.281316 0.253110 1.470038 -0.656137 0.401993 -0.310030 -0.589121 ... -0.481121 -0.492888 -0.185578 0.028002 -0.155083 -0.280362 -0.255401 -0.350705 1.256673 1.276933
TCGA-A1-A0SH-01 -0.007997 0.511411 -0.218036 -0.508680 0.822029 0.372176 -0.675902 0.271349 -0.051543 0.222722 ... -0.399177 -0.467793 0.156932 0.042018 -0.247480 -0.512646 -0.003031 0.067456 -0.155600 -0.116612
TCGA-A1-A0SJ-01 1.121529 0.058287 5.444905 1.827685 -0.125278 -1.330497 0.110958 1.252463 -0.298170 -0.937053 ... 0.665814 0.308381 -0.080529 1.009162 -0.276032 1.874270 -0.221704 -0.068468 -0.061644 -1.372566
TCGA-A1-A0SK-01 -1.978110 -2.821157 -0.985888 -1.290082 -1.230318 0.332732 3.771735 2.943156 0.780958 0.577613 ... -0.671374 -0.382647 1.216341 0.406449 -0.341170 -1.310955 -0.448784 -0.572339 -1.244373 0.130346
TCGA-A1-A0SQ-01 -0.079638 -1.277374 2.149911 0.607234 0.461093 0.306436 -0.724060 -1.468016 -0.299158 0.229680 ... 3.892254 2.791061 4.990736 0.037346 -0.548288 0.627413 -0.315679 -0.386201 1.675601 -0.137779

5 rows × 26 columns

In [77]:
Y.head()
Out[77]:
RB1 CDH1 PTEN BRCA2 CDKN2A TP53 CTNNB1 CCNE1 CCND1 CDH2 CDH3 ERBB2 ERBB3
TCGA-A1-A0SF-01 0.017184 0.705680 0.197730 0.108550 0.17550 -0.472550 0.06978 -0.75401 -0.202360 -0.222000 -0.114060 0.25604 0.461410
TCGA-A1-A0SH-01 -0.081896 0.018364 0.699160 -0.282430 0.68156 -0.035545 -0.11192 -0.77956 -0.014111 0.072251 -0.031553 0.68354 0.033670
TCGA-A1-A0SJ-01 -0.106090 0.114310 -0.110550 0.108220 -0.00989 -0.431850 -0.85672 -0.29589 0.290760 -0.225320 0.128230 0.36458 0.430620
TCGA-A1-A0SK-01 -0.060244 -0.963820 -0.081596 0.309150 1.23630 0.898470 -0.85965 0.92670 0.045974 0.389790 -0.224090 -1.04130 -0.056604
TCGA-A1-A0SQ-01 0.376500 0.425490 0.657440 0.003187 -0.34580 -0.020122 0.39368 -1.02750 0.362490 0.292880 -0.144850 0.31196 0.649260
In [78]:
perform_kFoldCV(num_folds, scenario, normalizeTechnique, X, Y, Z)

Fold:  1

Protein:  RB1
x_train_column_count:  3
x_train columns:  ['mRNA_RB1', 'DNA_RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017832262764705176
		RMSE:  0.22609122586734381
		NRMSE:  0.08562439911658541
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0064622508272080825
		RMSE:  0.2813710133086082
		NRMSE:  0.13900150344012696
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  LinearRegression
		Pearson Correlation:  0.20326920373261573
		Spearman Correlation:  0.27022625031888176
		Coefficient of Determination:  0.041318369186091664
		RMSE:  0.2194233317681655
		NRMSE:  0.08309915991977485
		MAPE:  175.04108593233508
		Pearson Correlation:  0.28574808792465567
		Spearman Correlation:  0.3606135986733002
		Coefficient of Determination:  0.02542479532111619
		RMSE:  0.2768778973741517
		NRMSE:  0.13678183673503094
		MAPE:  108.76525992317983

	Predictor:  ElasticNet
		Pearson Correlation:  0.20171347842025109
		Spearman Correlation:  0.27028901927611426
		Coefficient of Determination:  0.0372795191565346
		RMSE:  0.219885052568371
		NRMSE:  0.08327402104463964
		MAPE:  167.35261909760123
		Pearson Correlation:  0.2863844317824365
		Spearman Correlation:  0.3689152277826554
		Coefficient of Determination:  0.012311110576724404
		RMSE:  0.2787344789933235
		NRMSE:  0.1376990159188054
		MAPE:  114.69753157475562

	Predictor:  RandomForests
		Pearson Correlation:  0.3348986575549158
		Spearman Correlation:  0.38614644335891535
		Coefficient of Determination:  0.09768274559867507
		RMSE:  0.21287528052354343
		NRMSE:  0.08061930714771574
		MAPE:  146.763266226592
		Pearson Correlation:  0.28899264921113227
		Spearman Correlation:  0.2894305858298582
		Coefficient of Determination:  0.03107094550160938
		RMSE:  0.27607469358801306
		NRMSE:  0.13638504201005472
		MAPE:  107.46049111238705

Protein:  CDH1
x_train_column_count:  3
x_train columns:  ['mRNA_CDH1', 'DNA_CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12177449909053428
		RMSE:  1.1951653206606205
		NRMSE:  0.20089175544360185
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11829904064371455
		RMSE:  1.227018913081223
		NRMSE:  0.19873326310796913
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  LinearRegression
		Pearson Correlation:  0.6326631043068565
		Spearman Correlation:  0.5680069879672683
		Coefficient of Determination:  0.40026260355118826
		RMSE:  0.8738879812349621
		NRMSE:  0.14688921070293348
		MAPE:  487.78125181587467
		Pearson Correlation:  0.6607881864892997
		Spearman Correlation:  0.6431567651936396
		Coefficient of Determination:  0.4336632177510208
		RMSE:  0.8731918333158549
		NRMSE:  0.1414259067273258
		MAPE:  291.64974724245127

	Predictor:  ElasticNet
		Pearson Correlation:  0.6116805259549635
		Spearman Correlation:  0.5713362224618636
		Coefficient of Determination:  0.3593416973158804
		RMSE:  0.9032093627073435
		NRMSE:  0.15181775380420276
		MAPE:  558.4201005970006
		Pearson Correlation:  0.6293300258234633
		Spearman Correlation:  0.6505706760316068
		Coefficient of Determination:  0.3920437387059602
		RMSE:  0.9047080373194338
		NRMSE:  0.1465304067441019
		MAPE:  319.15029427460604

	Predictor:  RandomForests
		Pearson Correlation:  0.7213486190668864
		Spearman Correlation:  0.5942610225745192
		Coefficient of Determination:  0.5194842191756326
		RMSE:  0.7822202036837387
		NRMSE:  0.13148104880973202
		MAPE:  300.1983767557193
		Pearson Correlation:  0.7465998349399987
		Spearman Correlation:  0.6562231643594731
		Coefficient of Determination:  0.5540542904091961
		RMSE:  0.7748422182042797
		NRMSE:  0.12549677985881244
		MAPE:  150.95901062986337

Protein:  CDH2
x_train_column_count:  3
x_train columns:  ['mRNA_CDH2', 'DNA_CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004084060130477685
		RMSE:  0.37195168053170635
		NRMSE:  0.13741024893390016
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006474841096328898
		RMSE:  0.3763274359057868
		NRMSE:  0.1942134674644098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  LinearRegression
		Pearson Correlation:  0.16137180773813012
		Spearman Correlation:  0.027332008895292137
		Coefficient of Determination:  0.026040860332672167
		RMSE:  0.3663294699731344
		NRMSE:  0.13533323357720706
		MAPE:  299.139913177061
		Pearson Correlation:  0.04697464071038728
		Spearman Correlation:  0.09022534386889086
		Coefficient of Determination:  -0.0002842825448872155
		RMSE:  0.3751683058926436
		NRMSE:  0.193615268562029
		MAPE:  106.76505249316418

	Predictor:  ElasticNet
		Pearson Correlation:  0.1604865941701109
		Spearman Correlation:  0.024526119996395937
		Coefficient of Determination:  0.02422176949045185
		RMSE:  0.36667141230415234
		NRMSE:  0.13545955746088742
		MAPE:  345.67752906630386
		Pearson Correlation:  0.06364078887532351
		Spearman Correlation:  0.11242805579943421
		Coefficient of Determination:  0.0034447244984494585
		RMSE:  0.37446834910534665
		NRMSE:  0.19325403783111247
		MAPE:  105.55773627594616

	Predictor:  RandomForests
		Pearson Correlation:  0.26977180725365674
		Spearman Correlation:  0.2054847272152512
		Coefficient of Determination:  0.06630380696998062
		RMSE:  0.3586776229688624
		NRMSE:  0.1325064088666476
		MAPE:  443.56367769079014
		Pearson Correlation:  -0.05647083983751969
		Spearman Correlation:  -0.05307111869844098
		Coefficient of Determination:  -0.08421939044811344
		RMSE:  0.39059169499782953
		NRMSE:  0.2015749058150537
		MAPE:  103.7231118172311

Protein:  CDH3
x_train_column_count:  3
x_train columns:  ['mRNA_CDH3', 'DNA_CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003025178489952651
		RMSE:  0.20883135309817671
		NRMSE:  0.14651130458142275
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.766266116724594e-05
		RMSE:  0.2045852237570374
		NRMSE:  0.1565890990172577
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  LinearRegression
		Pearson Correlation:  0.2486019609306757
		Spearman Correlation:  0.3066728575457907
		Coefficient of Determination:  0.06180293497857692
		RMSE:  0.20224465673949088
		NRMSE:  0.14189022895232845
		MAPE:  291.8153117606786
		Pearson Correlation:  0.42033229281364304
		Spearman Correlation:  0.4547702663154814
		Coefficient of Determination:  0.16065258119904446
		RMSE:  0.1874272020959975
		NRMSE:  0.14345638540539107
		MAPE:  198.92792755838983

	Predictor:  ElasticNet
		Pearson Correlation:  0.24821600086503437
		Spearman Correlation:  0.3061115403229242
		Coefficient of Determination:  0.05692412031486016
		RMSE:  0.20276983144950572
		NRMSE:  0.14225867952622898
		MAPE:  234.80439124339486
		Pearson Correlation:  0.4229275133140768
		Spearman Correlation:  0.4640717978733782
		Coefficient of Determination:  0.1374548654963682
		RMSE:  0.18999958718841511
		NRMSE:  0.14542528353278208
		MAPE:  167.23048620676332

	Predictor:  RandomForests
		Pearson Correlation:  0.3548257336896427
		Spearman Correlation:  0.3370143915831307
		Coefficient of Determination:  0.12258981740292196
		RMSE:  0.1955831140241697
		NRMSE:  0.13721664283000062
		MAPE:  380.73704270156037
		Pearson Correlation:  0.43990580328478923
		Spearman Correlation:  0.42447989187064034
		Coefficient of Determination:  0.17332189507293716
		RMSE:  0.1860072877259621
		NRMSE:  0.1423695859396117
		MAPE:  336.93805668472237

Protein:  PTEN
x_train_column_count:  3
x_train columns:  ['mRNA_PTEN', 'DNA_PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.042477457330321045
		RMSE:  0.639641264822803
		NRMSE:  0.10001427016227082
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.028094267476815427
		RMSE:  0.5035947533045023
		NRMSE:  0.16597282753427667
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.458230587102
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389449
		RMSE:  0.49877990548911916
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809618

	Predictor:  LinearRegression
		Pearson Correlation:  0.428851442797307
		Spearman Correlation:  0.4454106128203037
		Coefficient of Determination:  0.1839135599893318
		RMSE:  0.5659410783727593
		NRMSE:  0.08849051338796955
		MAPE:  339.9310458756504
		Pearson Correlation:  0.34678748200463666
		Spearman Correlation:  0.39748804994634673
		Coefficient of Determination:  0.0987797182291762
		RMSE:  0.4714983816344476
		NRMSE:  0.15539462844718463
		MAPE:  168.9329379356277

	Predictor:  ElasticNet
		Pearson Correlation:  0.4176546477814564
		Spearman Correlation:  0.4415407903681112
		Coefficient of Determination:  0.1720601383537167
		RMSE:  0.5700363273794141
		NRMSE:  0.0891308462793236
		MAPE:  322.6862876963769
		Pearson Correlation:  0.3710503297633012
		Spearman Correlation:  0.4108428446005268
		Coefficient of Determination:  0.1336828778697966
		RMSE:  0.4622779481599226
		NRMSE:  0.15235579334253596
		MAPE:  155.99201612937426

	Predictor:  RandomForests
		Pearson Correlation:  0.4675690582172748
		Spearman Correlation:  0.4757284062189877
		Coefficient of Determination:  0.21164568809492623
		RMSE:  0.5562421061560197
		NRMSE:  0.08697398266844182
		MAPE:  403.39167522660387
		Pearson Correlation:  0.3844380312189888
		Spearman Correlation:  0.3978438785411829
		Coefficient of Determination:  0.13856104935750702
		RMSE:  0.4609745832863918
		NRMSE:  0.1519262353458545
		MAPE:  189.97346503413263

Protein:  BRCA2
x_train_column_count:  3
x_train columns:  ['mRNA_BRCA2', 'DNA_BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026562361008646285
		RMSE:  0.19787350383771835
		NRMSE:  0.12800221484333532
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00017758204834872338
		RMSE:  0.18475106890837595
		NRMSE:  0.18489898809885505
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  LinearRegression
		Pearson Correlation:  0.03262939127355345
		Spearman Correlation:  0.0006863514914322238
		Coefficient of Determination:  0.0010646771748825667
		RMSE:  0.19750600275601585
		NRMSE:  0.12776448239557
		MAPE:  120.4199457443768
		Pearson Correlation:  -0.07897401064425702
		Spearman Correlation:  -0.04044488396852578
		Coefficient of Determination:  -0.012446345698319261
		RMSE:  0.18588074751809686
		NRMSE:  0.1860295711750369
		MAPE:  104.18226869116702

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  RandomForests
		Pearson Correlation:  0.352599190403803
		Spearman Correlation:  0.300353658421869
		Coefficient of Determination:  0.0618619692454484
		RMSE:  0.1914013450672991
		NRMSE:  0.12381544581482094
		MAPE:  109.7673289535253
		Pearson Correlation:  0.014645645036438056
		Spearman Correlation:  0.04242364383283092
		Coefficient of Determination:  -0.006752627486372731
		RMSE:  0.18535733965001716
		NRMSE:  0.18550574424541352
		MAPE:  109.72221575354264

Protein:  CDKN2A
x_train_column_count:  3
x_train columns:  ['mRNA_CDKN2A', 'DNA_CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.062199248812668806
		RMSE:  0.6624014175436462
		NRMSE:  0.14974599695798488
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10057809021042674
		RMSE:  0.783524323220729
		NRMSE:  0.21159176970584093
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6427147371513342
		NRMSE:  0.145295521001771
		MAPE:  207.86247046219444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010510594090658465
		RMSE:  0.7507796405829533
		NRMSE:  0.20274902527219912
		MAPE:  439.74244050751946

	Predictor:  LinearRegression
		Pearson Correlation:  0.4894278811296978
		Spearman Correlation:  0.42242544253713993
		Coefficient of Determination:  0.2395396508271055
		RMSE:  0.5604753869810942
		NRMSE:  0.12670405492960193
		MAPE:  162.737291117048
		Pearson Correlation:  0.5966058458325866
		Spearman Correlation:  0.5205931128670374
		Coefficient of Determination:  0.35393841985841823
		RMSE:  0.6003147429436976
		NRMSE:  0.1621157825934911
		MAPE:  197.61558547103047

	Predictor:  ElasticNet
		Pearson Correlation:  0.48939319497627054
		Spearman Correlation:  0.42048886518392053
		Coefficient of Determination:  0.23613312787145158
		RMSE:  0.5617293240717384
		NRMSE:  0.1269875266354105
		MAPE:  168.58473884259763
		Pearson Correlation:  0.5963485322693421
		Spearman Correlation:  0.519539557116379
		Coefficient of Determination:  0.3445208457900786
		RMSE:  0.6046742768342892
		NRMSE:  0.1632930804305399
		MAPE:  225.51675220902246

	Predictor:  RandomForests
		Pearson Correlation:  0.6041562273678246
		Spearman Correlation:  0.5147069169225836
		Coefficient of Determination:  0.3644871906789572
		RMSE:  0.5123661294404889
		NRMSE:  0.11582821960901747
		MAPE:  223.19924217348762
		Pearson Correlation:  0.6756320582291276
		Spearman Correlation:  0.5195553010106929
		Coefficient of Determination:  0.4427695893058061
		RMSE:  0.5575187226724603
		NRMSE:  0.15055866126720505
		MAPE:  518.4283627487548

Protein:  TP53
x_train_column_count:  3
x_train columns:  ['mRNA_TP53', 'DNA_TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05546789854165435
		RMSE:  0.4652085657713222
		NRMSE:  0.11180210665016156
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04275496084346875
		RMSE:  0.4295356456720749
		NRMSE:  0.1544592202783541
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  LinearRegression
		Pearson Correlation:  0.5092263411661889
		Spearman Correlation:  0.41848196334947646
		Coefficient of Determination:  0.2593114665375037
		RMSE:  0.38971130016880456
		NRMSE:  0.09365808703888599
		MAPE:  696.5034481336385
		Pearson Correlation:  0.5069920231554162
		Spearman Correlation:  0.4382743147010049
		Coefficient of Determination:  0.2505083237794835
		RMSE:  0.3641593665394239
		NRMSE:  0.13095018394743568
		MAPE:  506.33935148157053

	Predictor:  ElasticNet
		Pearson Correlation:  0.5041857000573142
		Spearman Correlation:  0.4077886125911703
		Coefficient of Determination:  0.23909361412487273
		RMSE:  0.39499427643112417
		NRMSE:  0.09492772805362273
		MAPE:  590.0747418206565
		Pearson Correlation:  0.48225349749248586
		Spearman Correlation:  0.4064822944103015
		Coefficient of Determination:  0.23089822774927415
		RMSE:  0.3688926345124157
		NRMSE:  0.13265224729850614
		MAPE:  466.65532752828176

	Predictor:  RandomForests
		Pearson Correlation:  0.5574991678980549
		Spearman Correlation:  0.4601232838711712
		Coefficient of Determination:  0.29995734650255645
		RMSE:  0.3788675759829316
		NRMSE:  0.09105204902257429
		MAPE:  660.8973682526181
		Pearson Correlation:  0.5115748976089421
		Spearman Correlation:  0.4910781963197371
		Coefficient of Determination:  0.25968208191413633
		RMSE:  0.3619238543568273
		NRMSE:  0.13014630312374673
		MAPE:  341.63644096631134

Protein:  CTNNB1
x_train_column_count:  3
x_train columns:  ['mRNA_CTNNB1', 'DNA_CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.41897644861846284
		RMSE:  0.8782004120680554
		NRMSE:  0.17699587078381512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5843844136424388
		RMSE:  0.9452480588674593
		NRMSE:  0.23451795238114906
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  LinearRegression
		Pearson Correlation:  0.09332202022972685
		Spearman Correlation:  0.15755303042235122
		Coefficient of Determination:  0.008708999459757338
		RMSE:  0.7340178555617521
		NRMSE:  0.1479367667456219
		MAPE:  627.6931224228314
		Pearson Correlation:  0.02184549554468002
		Spearman Correlation:  -0.017788508438201154
		Coefficient of Determination:  -0.018418053434899218
		RMSE:  0.7578418041543133
		NRMSE:  0.18802208211043353
		MAPE:  283.2729660943674

	Predictor:  ElasticNet
		Pearson Correlation:  0.09074559255102044
		Spearman Correlation:  0.1504260801457697
		Coefficient of Determination:  0.0077919913236362826
		RMSE:  0.7343572840201401
		NRMSE:  0.14800517645567854
		MAPE:  640.5287939041052
		Pearson Correlation:  0.0031806984452856938
		Spearman Correlation:  -0.03286020876012097
		Coefficient of Determination:  -0.019275025704874382
		RMSE:  0.7581605891772021
		NRMSE:  0.18810117331841467
		MAPE:  293.07272021444817

	Predictor:  RandomForests
		Pearson Correlation:  0.34309296408022605
		Spearman Correlation:  0.32364019578930675
		Coefficient of Determination:  0.08671314141692965
		RMSE:  0.7045464762769126
		NRMSE:  0.1419969922157552
		MAPE:  604.0148832752354
		Pearson Correlation:  -0.04539183929711445
		Spearman Correlation:  -0.039027616132749444
		Coefficient of Determination:  -0.060229416319445894
		RMSE:  0.773242005078679
		NRMSE:  0.1918429030612512
		MAPE:  379.1313698002579

Protein:  CCNE1
x_train_column_count:  3
x_train columns:  ['mRNA_CCNE1', 'DNA_CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.7135069779129597
		RMSE:  0.7967382438332794
		NRMSE:  0.19227700939577658
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.179220592822603
		RMSE:  0.7927883268238614
		NRMSE:  0.2823823069719898
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.48367116033059243
		NRMSE:  0.11672446372338549
		MAPE:  119.9663870203584
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008650225247206267
		RMSE:  0.5393577763958428
		NRMSE:  0.19211318838676503
		MAPE:  85.21064296831354

	Predictor:  LinearRegression
		Pearson Correlation:  0.722879968869401
		Spearman Correlation:  0.7012303297288327
		Coefficient of Determination:  0.5225554493926261
		RMSE:  0.3342040150181911
		NRMSE:  0.08065352583878926
		MAPE:  92.66847666958556
		Pearson Correlation:  0.7574252905876393
		Spearman Correlation:  0.6898839137645107
		Coefficient of Determination:  0.5203118095417595
		RMSE:  0.37195137036806825
		NRMSE:  0.1324849048506031
		MAPE:  53.05461907939909

	Predictor:  ElasticNet
		Pearson Correlation:  0.7222994006556637
		Spearman Correlation:  0.6782361999826809
		Coefficient of Determination:  0.5172216396633345
		RMSE:  0.33606562353468084
		NRMSE:  0.08110278821697536
		MAPE:  95.4619589575681
		Pearson Correlation:  0.7447601922651653
		Spearman Correlation:  0.6697736806165253
		Coefficient of Determination:  0.492322434129536
		RMSE:  0.38264904699474683
		NRMSE:  0.13629529723766584
		MAPE:  55.10121699265444

	Predictor:  RandomForests
		Pearson Correlation:  0.8583409435301661
		Spearman Correlation:  0.7205259681179281
		Coefficient of Determination:  0.7312774662682309
		RMSE:  0.2507276530885667
		NRMSE:  0.06050815770653443
		MAPE:  54.067381214004286
		Pearson Correlation:  0.8219395862432949
		Spearman Correlation:  0.7051977409418355
		Coefficient of Determination:  0.6753801857024391
		RMSE:  0.30598079049312005
		NRMSE:  0.10898692448552806
		MAPE:  49.012415037783356

Protein:  CCND1
x_train_column_count:  3
x_train columns:  ['mRNA_CCND1', 'DNA_CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.46307157054532877
		RMSE:  0.2889602070536637
		NRMSE:  0.17371452011738692
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5143850316766378
		RMSE:  0.2891269997261264
		NRMSE:  0.20591917819933792
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  LinearRegression
		Pearson Correlation:  0.4047788713220998
		Spearman Correlation:  0.3765251379701422
		Coefficient of Determination:  0.16384593466879305
		RMSE:  0.21844816801096512
		NRMSE:  0.13132472136379575
		MAPE:  343.5497360598719
		Pearson Correlation:  0.4762388818459446
		Spearman Correlation:  0.46304750756023805
		Coefficient of Determination:  0.10601865621769135
		RMSE:  0.2221440693513327
		NRMSE:  0.15821325661738128
		MAPE:  1127.5581988167357

	Predictor:  ElasticNet
		Pearson Correlation:  0.4009831618273184
		Spearman Correlation:  0.36844510692818
		Coefficient of Determination:  0.15257757624444812
		RMSE:  0.21991519098365817
		NRMSE:  0.13220665315053215
		MAPE:  356.2353544059898
		Pearson Correlation:  0.4809675866541745
		Spearman Correlation:  0.4518632328553313
		Coefficient of Determination:  0.21351435701939514
		RMSE:  0.20836074180656347
		NRMSE:  0.14839663110831539
		MAPE:  1207.9411522040425

	Predictor:  RandomForests
		Pearson Correlation:  0.4690056136004898
		Spearman Correlation:  0.4039306298985853
		Coefficient of Determination:  0.21318648384576055
		RMSE:  0.21190497841461634
		NRMSE:  0.1273911449992283
		MAPE:  314.873635695826
		Pearson Correlation:  0.511752113664257
		Spearman Correlation:  0.46486934141170444
		Coefficient of Determination:  0.26107166697014894
		RMSE:  0.201962926432947
		NRMSE:  0.14384004218630492
		MAPE:  1141.4580559848046

Protein:  ERBB2
x_train_column_count:  3
x_train columns:  ['mRNA_ERBB2', 'DNA_ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10512598969709641
		RMSE:  1.0713675802437574
		NRMSE:  0.18252510013182233
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.044647408489899565
		RMSE:  0.9270678870989714
		NRMSE:  0.17190207437399804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  LinearRegression
		Pearson Correlation:  0.8299714239121488
		Spearman Correlation:  0.6256632053976661
		Coefficient of Determination:  0.6888525645107597
		RMSE:  0.5684806897383323
		NRMSE:  0.09685004169520288
		MAPE:  291.2746898372921
		Pearson Correlation:  0.7921851259713261
		Spearman Correlation:  0.5722807530972589
		Coefficient of Determination:  0.6197226252124242
		RMSE:  0.5593413363496379
		NRMSE:  0.10371617584825477
		MAPE:  288.31820667795165

	Predictor:  ElasticNet
		Pearson Correlation:  0.8293787347103426
		Spearman Correlation:  0.6265356551907318
		Coefficient of Determination:  0.6855972142840661
		RMSE:  0.5714467891618792
		NRMSE:  0.09735536554881496
		MAPE:  296.0500769994241
		Pearson Correlation:  0.7958296534989578
		Spearman Correlation:  0.5837089064481514
		Coefficient of Determination:  0.6225632825289071
		RMSE:  0.5572482911810043
		NRMSE:  0.1033280717932513
		MAPE:  285.5306027783209

	Predictor:  RandomForests
		Pearson Correlation:  0.84260378140247
		Spearman Correlation:  0.6511641873981912
		Coefficient of Determination:  0.7085731918046572
		RMSE:  0.550170568575965
		NRMSE:  0.09373061120261088
		MAPE:  409.833532108463
		Pearson Correlation:  0.800573834774456
		Spearman Correlation:  0.6839862179333472
		Coefficient of Determination:  0.6316305147340051
		RMSE:  0.5505141620332454
		NRMSE:  0.10207939218120628
		MAPE:  293.3346995341213

Protein:  ERBB3
x_train_column_count:  3
x_train columns:  ['mRNA_ERBB3', 'DNA_ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20107865915633893
		RMSE:  0.5031866190144979
		NRMSE:  0.13579562619977975
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27170508071542576
		RMSE:  0.5249654097328843
		NRMSE:  0.21064675210776365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  LinearRegression
		Pearson Correlation:  0.406476224875317
		Spearman Correlation:  0.44252263799339286
		Coefficient of Determination:  0.16522292138888917
		RMSE:  0.4194967651461704
		NRMSE:  0.11321013667528557
		MAPE:  201.6235274916139
		Pearson Correlation:  0.4080554527103394
		Spearman Correlation:  0.45286368752312417
		Coefficient of Determination:  0.1632265636637812
		RMSE:  0.4258350723995506
		NRMSE:  0.17086987689375904
		MAPE:  198.80322557353688

	Predictor:  ElasticNet
		Pearson Correlation:  0.40040239542251976
		Spearman Correlation:  0.44529574738360983
		Coefficient of Determination:  0.15761922061703482
		RMSE:  0.4214029610127247
		NRMSE:  0.11372456422875497
		MAPE:  196.72782385768102
		Pearson Correlation:  0.42286074494379716
		Spearman Correlation:  0.46967426308963695
		Coefficient of Determination:  0.16947965415887156
		RMSE:  0.4242409858417623
		NRMSE:  0.17023023635792336
		MAPE:  193.3225940972654

	Predictor:  RandomForests
		Pearson Correlation:  0.48996065959677
		Spearman Correlation:  0.4663514535695274
		Coefficient of Determination:  0.23831379250766205
		RMSE:  0.4007111288442711
		NRMSE:  0.1081404326156388
		MAPE:  241.91682788049184
		Pearson Correlation:  0.4307955532871659
		Spearman Correlation:  0.47561773636705074
		Coefficient of Determination:  0.17680156289238458
		RMSE:  0.42236678109616
		NRMSE:  0.16947819606131226
		MAPE:  271.2299089364279


Fold:  2

Protein:  RB1
x_train_column_count:  3
x_train columns:  ['mRNA_RB1', 'DNA_RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.012372001566697044
		RMSE:  0.23649063304821735
		NRMSE:  0.08648721220312221
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0009378943328373079
		RMSE:  0.2450188572791325
		NRMSE:  0.14037816530069125
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  LinearRegression
		Pearson Correlation:  0.25982154799993096
		Spearman Correlation:  0.3307634998978648
		Coefficient of Determination:  0.06750723680508042
		RMSE:  0.22696903752589032
		NRMSE:  0.08300506053462929
		MAPE:  209.2810230415421
		Pearson Correlation:  0.053190262637052094
		Spearman Correlation:  0.10110720905277534
		Coefficient of Determination:  -0.05266995676771269
		RMSE:  0.25127082085207364
		NRMSE:  0.1439600903232882
		MAPE:  277.76026280802233

	Predictor:  ElasticNet
		Pearson Correlation:  0.25642965668492945
		Spearman Correlation:  0.3289710199599084
		Coefficient of Determination:  0.0621062903410905
		RMSE:  0.22762538456708611
		NRMSE:  0.08324509382939077
		MAPE:  166.95409805107897
		Pearson Correlation:  0.057496330205487944
		Spearman Correlation:  0.10684811237928007
		Coefficient of Determination:  -0.029545375416894837
		RMSE:  0.24849559264220938
		NRMSE:  0.1423700843591854
		MAPE:  217.25052427770913

	Predictor:  RandomForests
		Pearson Correlation:  0.3593880562044696
		Spearman Correlation:  0.41281497651433136
		Coefficient of Determination:  0.11859992967643984
		RMSE:  0.22066345886362956
		NRMSE:  0.08069904142174868
		MAPE:  210.33895035749302
		Pearson Correlation:  0.11225072097267615
		Spearman Correlation:  0.10809789138175945
		Coefficient of Determination:  -0.01837941833127621
		RMSE:  0.24714438680480813
		NRMSE:  0.14159594069324755
		MAPE:  297.3746238915008

Protein:  CDH1
x_train_column_count:  3
x_train columns:  ['mRNA_CDH1', 'DNA_CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0848918633043636
		RMSE:  1.167193365558287
		NRMSE:  0.18724526599154356
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3357437347566168
		RMSE:  1.329821844339591
		NRMSE:  0.2361608674018098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  LinearRegression
		Pearson Correlation:  0.6321421347087326
		Spearman Correlation:  0.5495152531665776
		Coefficient of Determination:  0.3996036784741134
		RMSE:  0.8682975901687989
		NRMSE:  0.13929535416199548
		MAPE:  415.0167837032381
		Pearson Correlation:  0.6470288848328499
		Spearman Correlation:  0.697312457321237
		Coefficient of Determination:  0.39098114955052476
		RMSE:  0.8979398739929576
		NRMSE:  0.15946366080500046
		MAPE:  262.94226429191514

	Predictor:  ElasticNet
		Pearson Correlation:  0.6042148871675715
		Spearman Correlation:  0.5457144765673408
		Coefficient of Determination:  0.34953087479277833
		RMSE:  0.9037804194318271
		NRMSE:  0.1449876344640775
		MAPE:  514.6731617453066
		Pearson Correlation:  0.6596710014235357
		Spearman Correlation:  0.6870841869085944
		Coefficient of Determination:  0.3742646630613016
		RMSE:  0.9101798788569672
		NRMSE:  0.16163734307529162
		MAPE:  230.9206348645511

	Predictor:  RandomForests
		Pearson Correlation:  0.7478990504872847
		Spearman Correlation:  0.6003377168530657
		Coefficient of Determination:  0.557901737723171
		RMSE:  0.7450904350251761
		NRMSE:  0.1195300288802721
		MAPE:  197.808680347168
		Pearson Correlation:  0.6517072557345988
		Spearman Correlation:  0.705744417422575
		Coefficient of Determination:  0.388177660891623
		RMSE:  0.9000042385544522
		NRMSE:  0.15983026790169635
		MAPE:  245.75256940292428

Protein:  CDH2
x_train_column_count:  3
x_train columns:  ['mRNA_CDH2', 'DNA_CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0042702958885580955
		RMSE:  0.36888339320753855
		NRMSE:  0.13366308906715652
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005559500410650786
		RMSE:  0.3881548727768219
		NRMSE:  0.20448899349205915
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  LinearRegression
		Pearson Correlation:  0.14938620447186005
		Spearman Correlation:  0.04481920699168721
		Coefficient of Determination:  0.022316238086508178
		RMSE:  0.3639678275852451
		NRMSE:  0.13188195796262234
		MAPE:  343.8512107378153
		Pearson Correlation:  0.13149888837385415
		Spearman Correlation:  0.05064871719832212
		Coefficient of Determination:  0.016700069717749066
		RMSE:  0.3838346346330534
		NRMSE:  0.2022129917937031
		MAPE:  121.20230431889176

	Predictor:  ElasticNet
		Pearson Correlation:  0.14703137875818367
		Spearman Correlation:  0.03346468965108404
		Coefficient of Determination:  0.02042216840236355
		RMSE:  0.364320214979518
		NRMSE:  0.13200964380734764
		MAPE:  398.60075060181646
		Pearson Correlation:  0.11717867760285976
		Spearman Correlation:  0.063681592039801
		Coefficient of Determination:  0.011366622098089696
		RMSE:  0.38487419204171014
		NRMSE:  0.20276065475785107
		MAPE:  124.75803606638401

	Predictor:  RandomForests
		Pearson Correlation:  0.23269711502162294
		Spearman Correlation:  0.1783552138486899
		Coefficient of Determination:  0.046284439956497114
		RMSE:  0.35947875554582365
		NRMSE:  0.1302553647169446
		MAPE:  407.5716373044224
		Pearson Correlation:  0.19590961313749478
		Spearman Correlation:  0.1023977451092562
		Coefficient of Determination:  0.037813287597198486
		RMSE:  0.37969146366717804
		NRMSE:  0.20003027319322192
		MAPE:  125.00119717504997

Protein:  CDH3
x_train_column_count:  3
x_train columns:  ['mRNA_CDH3', 'DNA_CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032535082492379797
		RMSE:  0.20804431995898212
		NRMSE:  0.15657381105189322
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10171995354262497
		RMSE:  0.2077503373255318
		NRMSE:  0.17094572313464315
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  LinearRegression
		Pearson Correlation:  0.3353915674508605
		Spearman Correlation:  0.350065975213623
		Coefficient of Determination:  0.1124875035171451
		RMSE:  0.1956760883323652
		NRMSE:  0.14726550038936817
		MAPE:  272.21772308698814
		Pearson Correlation:  0.08053707455148917
		Spearman Correlation:  0.16048190420446787
		Coefficient of Determination:  -0.20288164561325783
		RMSE:  0.21707888346885532
		NRMSE:  0.17862164360146082
		MAPE:  646.4624885962164

	Predictor:  ElasticNet
		Pearson Correlation:  0.3347814977813175
		Spearman Correlation:  0.3576943411264357
		Coefficient of Determination:  0.10713006110863821
		RMSE:  0.19626579613481562
		NRMSE:  0.14770931350599112
		MAPE:  229.722930390829
		Pearson Correlation:  0.08911708046773059
		Spearman Correlation:  0.2003219198127012
		Coefficient of Determination:  -0.17066142577967636
		RMSE:  0.21415182715971018
		NRMSE:  0.17621313845117273
		MAPE:  545.8608389964918

	Predictor:  RandomForests
		Pearson Correlation:  0.42423575986792816
		Spearman Correlation:  0.3900920743897405
		Coefficient of Determination:  0.17872988250879573
		RMSE:  0.18823203180742976
		NRMSE:  0.14166311576274318
		MAPE:  417.9297769450251
		Pearson Correlation:  0.13036419268148458
		Spearman Correlation:  0.22635278212279497
		Coefficient of Determination:  -0.22106729218730203
		RMSE:  0.21871367056532542
		NRMSE:  0.17996681524341765
		MAPE:  756.7853788183097

Protein:  PTEN
x_train_column_count:  3
x_train columns:  ['mRNA_PTEN', 'DNA_PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.03862384422015608
		RMSE:  0.6356813050691055
		NRMSE:  0.09939509109047072
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04557869434051831
		RMSE:  0.5231599683741948
		NRMSE:  0.17546282813730707
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  LinearRegression
		Pearson Correlation:  0.430308333743975
		Spearman Correlation:  0.4633292902892238
		Coefficient of Determination:  0.18516526208951634
		RMSE:  0.5630475366114667
		NRMSE:  0.08803807937009876
		MAPE:  291.9436706305024
		Pearson Correlation:  0.3937671051577029
		Spearman Correlation:  0.34454687347575846
		Coefficient of Determination:  0.09129103759274904
		RMSE:  0.4877177347618037
		NRMSE:  0.16357584342695322
		MAPE:  582.5515737502983

	Predictor:  ElasticNet
		Pearson Correlation:  0.4208192666365726
		Spearman Correlation:  0.4613671016891204
		Coefficient of Determination:  0.17449448242999
		RMSE:  0.5667222779527318
		NRMSE:  0.0886126617078777
		MAPE:  267.2604035854236
		Pearson Correlation:  0.3819278789559435
		Spearman Correlation:  0.336713491366696
		Coefficient of Determination:  0.12179992124427108
		RMSE:  0.47946054881547545
		NRMSE:  0.1608064625756223
		MAPE:  526.5606276185691

	Predictor:  RandomForests
		Pearson Correlation:  0.4822582186220226
		Spearman Correlation:  0.4976141801724072
		Coefficient of Determination:  0.22618424042930263
		RMSE:  0.5486925710344498
		NRMSE:  0.0857935378054022
		MAPE:  279.1217603166806
		Pearson Correlation:  0.331205192778205
		Spearman Correlation:  0.32553763483158277
		Coefficient of Determination:  0.06697912535133244
		RMSE:  0.4941989547437926
		NRMSE:  0.16574958235302947
		MAPE:  614.5946555477958

Protein:  BRCA2
x_train_column_count:  3
x_train columns:  ['mRNA_BRCA2', 'DNA_BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004232193403179485
		RMSE:  0.1957372843548259
		NRMSE:  0.12609907189874434
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0041831029428383015
		RMSE:  0.19359139518213575
		NRMSE:  0.1310414025181481
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  LinearRegression
		Pearson Correlation:  0.04354041876643122
		Spearman Correlation:  0.06411070678083816
		Coefficient of Determination:  0.0018957680663561627
		RMSE:  0.19513916273414944
		NRMSE:  0.12571374632575258
		MAPE:  115.5200051763763
		Pearson Correlation:  -0.08069036425117287
		Spearman Correlation:  -0.14521997853867918
		Coefficient of Determination:  -0.0272601331885014
		RMSE:  0.19580321210540141
		NRMSE:  0.1325385743912338
		MAPE:  119.78626761553635

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  RandomForests
		Pearson Correlation:  0.3183012930259188
		Spearman Correlation:  0.25277475189632104
		Coefficient of Determination:  0.05746025738342042
		RMSE:  0.18962968538965805
		NRMSE:  0.1221643970943199
		MAPE:  117.75217305316465
		Pearson Correlation:  0.10589600630793161
		Spearman Correlation:  0.06964839245539821
		Coefficient of Determination:  -0.006212583065698718
		RMSE:  0.19378692305823023
		NRMSE:  0.1311737547184652
		MAPE:  109.48183849716145

Protein:  CDKN2A
x_train_column_count:  3
x_train columns:  ['mRNA_CDKN2A', 'DNA_CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07796029040511754
		RMSE:  0.688717064305458
		NRMSE:  0.155695052403178
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04182297654643197
		RMSE:  0.6873705418142212
		NRMSE:  0.18569552134596423
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6633450034781481
		NRMSE:  0.14995930902637006
		MAPE:  291.0442764508337
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00497373418246827
		RMSE:  0.6751049711753466
		NRMSE:  0.1823819351565125
		MAPE:  246.23249271843073

	Predictor:  LinearRegression
		Pearson Correlation:  0.5114269887242209
		Spearman Correlation:  0.421390017782988
		Coefficient of Determination:  0.2615575647955246
		RMSE:  0.5700300951369379
		NRMSE:  0.12886404320943548
		MAPE:  165.43474584850907
		Pearson Correlation:  0.5556238442766467
		Spearman Correlation:  0.5176421812506098
		Coefficient of Determination:  0.29610562447046396
		RMSE:  0.5649990242763141
		NRMSE:  0.15263643404914473
		MAPE:  188.81134911787157

	Predictor:  ElasticNet
		Pearson Correlation:  0.5109902267666916
		Spearman Correlation:  0.41962690751761317
		Coefficient of Determination:  0.25851519510048104
		RMSE:  0.5712031450677845
		NRMSE:  0.12912922913253858
		MAPE:  190.4508564795669
		Pearson Correlation:  0.5609227845296779
		Spearman Correlation:  0.5202175397522194
		Coefficient of Determination:  0.2873525267107909
		RMSE:  0.5685011207014886
		NRMSE:  0.1535825374706853
		MAPE:  192.3551947209985

	Predictor:  RandomForests
		Pearson Correlation:  0.6099109413701264
		Spearman Correlation:  0.4890325719324427
		Coefficient of Determination:  0.37084429209229297
		RMSE:  0.5261608528001954
		NRMSE:  0.11894672833733363
		MAPE:  258.92294088634793
		Pearson Correlation:  0.6814150338271348
		Spearman Correlation:  0.5686824725091613
		Coefficient of Determination:  0.44683974780220026
		RMSE:  0.500863556855956
		NRMSE:  0.1353100164404463
		MAPE:  210.33707010811864

Protein:  TP53
x_train_column_count:  3
x_train columns:  ['mRNA_TP53', 'DNA_TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056514421630322165
		RMSE:  0.4680116353271619
		NRMSE:  0.125354663272308
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.038787823290495904
		RMSE:  0.4172475009588805
		NRMSE:  0.13741067049526773
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941389
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  LinearRegression
		Pearson Correlation:  0.5089851407935634
		Spearman Correlation:  0.4318947211131587
		Coefficient of Determination:  0.2590658735486435
		RMSE:  0.39193020494550723
		NRMSE:  0.10497661843993766
		MAPE:  342.2246604368846
		Pearson Correlation:  0.5108069242821148
		Spearman Correlation:  0.4486684225929178
		Coefficient of Determination:  0.25353443402639964
		RMSE:  0.35370012110640336
		NRMSE:  0.11648283257250233
		MAPE:  1890.2813927619227

	Predictor:  ElasticNet
		Pearson Correlation:  0.5047552086069204
		Spearman Correlation:  0.4241886303292129
		Coefficient of Determination:  0.23777821348025652
		RMSE:  0.39752057733164303
		NRMSE:  0.10647397276862007
		MAPE:  297.6981878271754
		Pearson Correlation:  0.5163195907367896
		Spearman Correlation:  0.44063018242122726
		Coefficient of Determination:  0.2552192343397168
		RMSE:  0.3533007385145925
		NRMSE:  0.11635130529049645
		MAPE:  1566.664019627204

	Predictor:  RandomForests
		Pearson Correlation:  0.5650362928773421
		Spearman Correlation:  0.49644063857988907
		Coefficient of Determination:  0.31189271803654317
		RMSE:  0.37770002396838825
		NRMSE:  0.10116513297666754
		MAPE:  417.0528880928532
		Pearson Correlation:  0.5337538251307946
		Spearman Correlation:  0.4209440277073127
		Coefficient of Determination:  0.27729528682853977
		RMSE:  0.3480252568311374
		NRMSE:  0.11461394922810386
		MAPE:  1960.7206700126103

Protein:  CTNNB1
x_train_column_count:  3
x_train columns:  ['mRNA_CTNNB1', 'DNA_CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3748966387166963
		RMSE:  0.8500866572002603
		NRMSE:  0.167208233123576
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8495839638322671
		RMSE:  1.0424819908687044
		NRMSE:  0.25944650229429445
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  LinearRegression
		Pearson Correlation:  0.10148571420360313
		Spearman Correlation:  0.1309787120425295
		Coefficient of Determination:  0.010299350187415568
		RMSE:  0.7212404940853105
		NRMSE:  0.14186477066980932
		MAPE:  590.4196344581454
		Pearson Correlation:  0.063902372767457
		Spearman Correlation:  0.01468637206126232
		Coefficient of Determination:  -0.13222004207433025
		RMSE:  0.8156370677085635
		NRMSE:  0.2029907338564405
		MAPE:  176.6552604089487

	Predictor:  ElasticNet
		Pearson Correlation:  0.10134580154057388
		Spearman Correlation:  0.13328926848956144
		Coefficient of Determination:  0.008871705954480391
		RMSE:  0.7217605017123417
		NRMSE:  0.14196705383799013
		MAPE:  604.0615761785913
		Pearson Correlation:  0.06926825821924563
		Spearman Correlation:  0.01852502194907814
		Coefficient of Determination:  -0.12198612236178308
		RMSE:  0.8119425066741507
		NRMSE:  0.20207125424308772
		MAPE:  213.49006652074735

	Predictor:  RandomForests
		Pearson Correlation:  0.3190295856959207
		Spearman Correlation:  0.2991024190538199
		Coefficient of Determination:  0.07675539297584266
		RMSE:  0.696604962942381
		NRMSE:  0.13701907217592074
		MAPE:  629.8256044860123
		Pearson Correlation:  0.02184443404140938
		Spearman Correlation:  0.08434478568208267
		Coefficient of Determination:  -0.15739411147330018
		RMSE:  0.8246547592367274
		NRMSE:  0.20523500142772141
		MAPE:  562.1596295599475

Protein:  CCNE1
x_train_column_count:  3
x_train columns:  ['mRNA_CCNE1', 'DNA_CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4791855590206433
		RMSE:  0.8074207285197392
		NRMSE:  0.19485501569122746
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.202859557398884
		RMSE:  0.7485643095226329
		NRMSE:  0.4068306401244751
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5127968844139411
		NRMSE:  0.12375338089483821
		MAPE:  119.54577818111471
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.708057571667368e-05
		RMSE:  0.41828317133084
		NRMSE:  0.22732904598983691
		MAPE:  82.35330275987332

	Predictor:  LinearRegression
		Pearson Correlation:  0.7307115117358941
		Spearman Correlation:  0.6957595752060368
		Coefficient of Determination:  0.5339393133833559
		RMSE:  0.3500794461341022
		NRMSE:  0.08448474699763549
		MAPE:  91.51571756250921
		Pearson Correlation:  0.7731113386348978
		Spearman Correlation:  0.7420446785679446
		Coefficient of Determination:  0.463079226242613
		RMSE:  0.3064892684884463
		NRMSE:  0.16657115989132895
		MAPE:  56.19732894201306

	Predictor:  ElasticNet
		Pearson Correlation:  0.7299549010727591
		Spearman Correlation:  0.6731307069987448
		Coefficient of Determination:  0.5290997466495517
		RMSE:  0.35189236165875853
		NRMSE:  0.08492225828577322
		MAPE:  94.30897906909787
		Pearson Correlation:  0.7640911338462586
		Spearman Correlation:  0.710823334308848
		Coefficient of Determination:  0.43108086584749095
		RMSE:  0.3154898845147165
		NRMSE:  0.17146282562118084
		MAPE:  58.176193391718165

	Predictor:  RandomForests
		Pearson Correlation:  0.8576015896223816
		Spearman Correlation:  0.7101682702645096
		Coefficient of Determination:  0.7315699874654313
		RMSE:  0.26568125478367666
		NRMSE:  0.06411691357571173
		MAPE:  67.82534859215743
		Pearson Correlation:  0.8352160796597063
		Spearman Correlation:  0.7370836679134409
		Coefficient of Determination:  0.6942453932120536
		RMSE:  0.23128457717338924
		NRMSE:  0.12569882291392304
		MAPE:  40.51900629093152

Protein:  CCND1
x_train_column_count:  3
x_train columns:  ['mRNA_CCND1', 'DNA_CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.45856423758787734
		RMSE:  0.28833360256132
		NRMSE:  0.17333782361719832
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5341468996847767
		RMSE:  0.29160473760802996
		NRMSE:  0.22560247695118987
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  LinearRegression
		Pearson Correlation:  0.438278291986536
		Spearman Correlation:  0.3720896586378001
		Coefficient of Determination:  0.19208786122663546
		RMSE:  0.21459250255865517
		NRMSE:  0.12900680679482943
		MAPE:  557.5215311736496
		Pearson Correlation:  0.26793008590807127
		Spearman Correlation:  0.3661593990830163
		Coefficient of Determination:  0.05985053919515271
		RMSE:  0.22827563146828242
		NRMSE:  0.17660737719586125
		MAPE:  329.6764330254307

	Predictor:  ElasticNet
		Pearson Correlation:  0.43583214123055813
		Spearman Correlation:  0.3685966435926813
		Coefficient of Determination:  0.18563649637418111
		RMSE:  0.2154475842715227
		NRMSE:  0.12952085719272505
		MAPE:  568.7752048768627
		Pearson Correlation:  0.268824501378427
		Spearman Correlation:  0.3647644132279778
		Coefficient of Determination:  0.06763357938709902
		RMSE:  0.22732877628596504
		NRMSE:  0.17587483465832537
		MAPE:  343.8556794270337

	Predictor:  RandomForests
		Pearson Correlation:  0.5040707623731179
		Spearman Correlation:  0.41626162506331177
		Coefficient of Determination:  0.24934033281191292
		RMSE:  0.206849282485278
		NRMSE:  0.12435180681083431
		MAPE:  488.9863622367476
		Pearson Correlation:  0.32093332535895036
		Spearman Correlation:  0.3843632172233007
		Coefficient of Determination:  0.09288217954551525
		RMSE:  0.22422960484198548
		NRMSE:  0.17347713440148657
		MAPE:  339.17834391246726

Protein:  ERBB2
x_train_column_count:  3
x_train columns:  ['mRNA_ERBB2', 'DNA_ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10787728881134795
		RMSE:  1.034673205097243
		NRMSE:  0.18568153277771168
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04400358650048397
		RMSE:  1.0802115255265201
		NRMSE:  0.18403181176661842
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  LinearRegression
		Pearson Correlation:  0.8201830410950425
		Spearman Correlation:  0.6324311838599934
		Coefficient of Determination:  0.672700220899912
		RMSE:  0.5623804677776286
		NRMSE:  0.10092429836470193
		MAPE:  231.91996390578703
		Pearson Correlation:  0.8392149687835659
		Spearman Correlation:  0.5356648131889573
		Coefficient of Determination:  0.6959840904398478
		RMSE:  0.5829159880152919
		NRMSE:  0.09930933233645534
		MAPE:  517.3102898577588

	Predictor:  ElasticNet
		Pearson Correlation:  0.8200039213244544
		Spearman Correlation:  0.634811871059614
		Coefficient of Determination:  0.6697900892139108
		RMSE:  0.5648750912308448
		NRMSE:  0.10137198127000427
		MAPE:  230.21236907982626
		Pearson Correlation:  0.8400346589301866
		Spearman Correlation:  0.5386206223783047
		Coefficient of Determination:  0.6912679926934737
		RMSE:  0.5874198793687118
		NRMSE:  0.10007664435468794
		MAPE:  572.5700147444735

	Predictor:  RandomForests
		Pearson Correlation:  0.8393681646532969
		Spearman Correlation:  0.6676315422093884
		Coefficient of Determination:  0.702884506830249
		RMSE:  0.5358213595112853
		NRMSE:  0.09615802442641015
		MAPE:  278.44547541829206
		Pearson Correlation:  0.8260087732684012
		Spearman Correlation:  0.5016052552161129
		Coefficient of Determination:  0.6598165722013368
		RMSE:  0.6166154296199134
		NRMSE:  0.10505058684769468
		MAPE:  1435.1249821672902

Protein:  ERBB3
x_train_column_count:  3
x_train columns:  ['mRNA_ERBB3', 'DNA_ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.22544319167926496
		RMSE:  0.49276112816642853
		NRMSE:  0.13298208544838536
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.18202543932109472
		RMSE:  0.5629306521688778
		NRMSE:  0.2077549194412726
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  LinearRegression
		Pearson Correlation:  0.41417858451321204
		Spearman Correlation:  0.45631530527777064
		Coefficient of Determination:  0.1715438998693679
		RMSE:  0.4051581685053786
		NRMSE:  0.10934056098291947
		MAPE:  181.64925990782857
		Pearson Correlation:  0.37749998305640375
		Spearman Correlation:  0.442722661203785
		Coefficient of Determination:  0.13868797504756525
		RMSE:  0.4805313657311283
		NRMSE:  0.17734467787788127
		MAPE:  301.6801834581831

	Predictor:  ElasticNet
		Pearson Correlation:  0.4140585906196491
		Spearman Correlation:  0.45693109987646585
		Coefficient of Determination:  0.16824337114705745
		RMSE:  0.4059644314730568
		NRMSE:  0.10955814821684072
		MAPE:  180.31817888577942
		Pearson Correlation:  0.38268466711064103
		Spearman Correlation:  0.44375182908984495
		Coefficient of Determination:  0.1431097667770912
		RMSE:  0.479296305927402
		NRMSE:  0.17688886729261696
		MAPE:  297.6833470966977

	Predictor:  RandomForests
		Pearson Correlation:  0.4948025282576432
		Spearman Correlation:  0.47521126721943224
		Coefficient of Determination:  0.24314163899124053
		RMSE:  0.3872551086637604
		NRMSE:  0.10450903897852645
		MAPE:  215.727702415682
		Pearson Correlation:  0.43715709398351393
		Spearman Correlation:  0.44368045103374026
		Coefficient of Determination:  0.18883583916108804
		RMSE:  0.46633269199872135
		NRMSE:  0.1721045220858954
		MAPE:  359.6369033984502


Fold:  3

Protein:  RB1
x_train_column_count:  3
x_train columns:  ['mRNA_RB1', 'DNA_RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01272330861584492
		RMSE:  0.2421068018038906
		NRMSE:  0.08854110656959135
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028050639565306845
		RMSE:  0.22197574606877257
		NRMSE:  0.15575715092466183
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  LinearRegression
		Pearson Correlation:  0.20906181056089138
		Spearman Correlation:  0.2900890900991774
		Coefficient of Determination:  0.04370684063499797
		RMSE:  0.23526488614062563
		NRMSE:  0.08603894314680574
		MAPE:  185.93393348545305
		Pearson Correlation:  0.23642252835836458
		Spearman Correlation:  0.27571665482113245
		Coefficient of Determination:  0.033600853602256064
		RMSE:  0.2179091837887196
		NRMSE:  0.15290370334754452
		MAPE:  235.6961917274888

	Predictor:  ElasticNet
		Pearson Correlation:  0.20858196467678577
		Spearman Correlation:  0.2883692376359788
		Coefficient of Determination:  0.040205970768808275
		RMSE:  0.23569513042073573
		NRMSE:  0.08619628818780564
		MAPE:  145.72903338641834
		Pearson Correlation:  0.22705415239555063
		Spearman Correlation:  0.2737864561902268
		Coefficient of Determination:  0.02548536776126309
		RMSE:  0.21882223391156058
		NRMSE:  0.15354437733244494
		MAPE:  208.19626214044092

	Predictor:  RandomForests
		Pearson Correlation:  0.33203801860349313
		Spearman Correlation:  0.369969664759332
		Coefficient of Determination:  0.09720170753319812
		RMSE:  0.22858985513978958
		NRMSE:  0.08359781127113428
		MAPE:  259.45265122676386
		Pearson Correlation:  0.24718952901651486
		Spearman Correlation:  0.27598668290184375
		Coefficient of Determination:  0.03326122664768105
		RMSE:  0.21794747093520436
		NRMSE:  0.15293056888109544
		MAPE:  208.51264990076587

Protein:  CDH1
x_train_column_count:  3
x_train columns:  ['mRNA_CDH1', 'DNA_CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.13712289650471754
		RMSE:  1.2526616491661007
		NRMSE:  0.19946206317730336
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.061578293423971475
		RMSE:  0.970096042376724
		NRMSE:  0.19071600723011914
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1747084136438477
		NRMSE:  0.18704952288841878
		MAPE:  547.6986763085636
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.045733924340672916
		RMSE:  0.9628293412733254
		NRMSE:  0.18928741030812832
		MAPE:  293.35791980552335

	Predictor:  LinearRegression
		Pearson Correlation:  0.6328183131710179
		Spearman Correlation:  0.6075465134823047
		Coefficient of Determination:  0.4004590174846122
		RMSE:  0.9095770982875896
		NRMSE:  0.14483250506155687
		MAPE:  508.3264784302216
		Pearson Correlation:  0.6721696534233547
		Spearman Correlation:  0.4740682552151524
		Coefficient of Determination:  0.43660925129188144
		RMSE:  0.7067138028288734
		NRMSE:  0.1389363824222218
		MAPE:  238.48389384100494

	Predictor:  ElasticNet
		Pearson Correlation:  0.6128883736434553
		Spearman Correlation:  0.6065212138576584
		Coefficient of Determination:  0.36364976288921436
		RMSE:  0.9370832701820441
		NRMSE:  0.14921232925417088
		MAPE:  590.283204836288
		Pearson Correlation:  0.635884770357738
		Spearman Correlation:  0.4735146323520244
		Coefficient of Determination:  0.3613743023716355
		RMSE:  0.7524227409295526
		NRMSE:  0.1479225299668841
		MAPE:  281.1017337415249

	Predictor:  RandomForests
		Pearson Correlation:  0.7276193835823498
		Spearman Correlation:  0.6282039002441692
		Coefficient of Determination:  0.52828658097083
		RMSE:  0.8068061403091166
		NRMSE:  0.12846822399113347
		MAPE:  278.7769631566057
		Pearson Correlation:  0.7454686209002703
		Spearman Correlation:  0.4734637054013533
		Coefficient of Determination:  0.5527506644339515
		RMSE:  0.6296708231298473
		NRMSE:  0.12379011975186714
		MAPE:  177.4955738279887

Protein:  CDH2
x_train_column_count:  3
x_train columns:  ['mRNA_CDH2', 'DNA_CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032532184952558385
		RMSE:  0.38185758840977485
		NRMSE:  0.13836422509231644
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01322006783790175
		RMSE:  0.3341656221976159
		NRMSE:  0.1760731037776972
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  LinearRegression
		Pearson Correlation:  0.14931543567140948
		Spearman Correlation:  0.032234905130690474
		Coefficient of Determination:  0.022295099329742607
		RMSE:  0.3769641419583058
		NRMSE:  0.1365911087608906
		MAPE:  217.6193470243414
		Pearson Correlation:  0.12832620363829544
		Spearman Correlation:  0.09770944774872506
		Coefficient of Determination:  0.012369155985872848
		RMSE:  0.3299189033662857
		NRMSE:  0.17383549189953304
		MAPE:  391.30515551810186

	Predictor:  ElasticNet
		Pearson Correlation:  0.14809897776255532
		Spearman Correlation:  0.03249047869973665
		Coefficient of Determination:  0.020614481332783874
		RMSE:  0.377287992592067
		NRMSE:  0.1367084544503468
		MAPE:  228.76083452255043
		Pearson Correlation:  0.14137437871442668
		Spearman Correlation:  0.11471714111148519
		Coefficient of Determination:  0.011494593226163197
		RMSE:  0.33006494525080726
		NRMSE:  0.17391244190929211
		MAPE:  529.6816948150797

	Predictor:  RandomForests
		Pearson Correlation:  0.2998198410354794
		Spearman Correlation:  0.258562062688629
		Coefficient of Determination:  0.06758489183196303
		RMSE:  0.36812964803246534
		NRMSE:  0.13338997319822646
		MAPE:  341.91459703673723
		Pearson Correlation:  0.04221775449210925
		Spearman Correlation:  -0.08782037960224189
		Coefficient of Determination:  -0.014558251305437198
		RMSE:  0.33438621956538456
		NRMSE:  0.176189337347664
		MAPE:  273.39915855543035

Protein:  CDH3
x_train_column_count:  3
x_train columns:  ['mRNA_CDH3', 'DNA_CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.2263418226753373e-05
		RMSE:  0.21251306884336046
		NRMSE:  0.14909431220418734
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004123239054339534
		RMSE:  0.18871613277479948
		NRMSE:  0.16414808838605816
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  LinearRegression
		Pearson Correlation:  0.3037049619355422
		Spearman Correlation:  0.33579287082700443
		Coefficient of Determination:  0.09223670390426908
		RMSE:  0.20247300005295082
		NRMSE:  0.1420504294023621
		MAPE:  364.2347372961034
		Pearson Correlation:  0.22434377221005566
		Spearman Correlation:  0.2938714946570406
		Coefficient of Determination:  0.02269108262028885
		RMSE:  0.1861793243256984
		NRMSE:  0.16194153481059642
		MAPE:  148.21390169787855

	Predictor:  ElasticNet
		Pearson Correlation:  0.30261469765849924
		Spearman Correlation:  0.3386347347546788
		Coefficient of Determination:  0.08667683033336748
		RMSE:  0.2030921073878006
		NRMSE:  0.14248478095905637
		MAPE:  297.3853059154741
		Pearson Correlation:  0.22440362464908517
		Spearman Correlation:  0.31279442387062184
		Coefficient of Determination:  0.042925379414417986
		RMSE:  0.18424190653417474
		NRMSE:  0.16025634010992262
		MAPE:  132.17162239671106

	Predictor:  RandomForests
		Pearson Correlation:  0.3891115963597522
		Spearman Correlation:  0.3693754713573251
		Coefficient of Determination:  0.14910315985121847
		RMSE:  0.19602852130197138
		NRMSE:  0.13752913039651132
		MAPE:  478.8616132793284
		Pearson Correlation:  0.265388563260742
		Spearman Correlation:  0.30083105858774284
		Coefficient of Determination:  0.053494817443916265
		RMSE:  0.18322174593174018
		NRMSE:  0.1593689893027914
		MAPE:  189.0779148619557

Protein:  PTEN
x_train_column_count:  3
x_train columns:  ['mRNA_PTEN', 'DNA_PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023393971457565055
		RMSE:  0.6366126117528933
		NRMSE:  0.09954071014821253
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20813248536085016
		RMSE:  0.517654316968625
		NRMSE:  0.12376376344107133
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6292943186382643
		NRMSE:  0.09839642227163854
		MAPE:  299.798968451812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06342466003107061
		RMSE:  0.4856640113421529
		NRMSE:  0.11611533767086332
		MAPE:  95.15154235140719

	Predictor:  LinearRegression
		Pearson Correlation:  0.4173920584080784
		Spearman Correlation:  0.43230689448688175
		Coefficient of Determination:  0.17421613042213258
		RMSE:  0.5718564298008542
		NRMSE:  0.08941543738579534
		MAPE:  346.9712456051446
		Pearson Correlation:  0.37336343556306056
		Spearman Correlation:  0.38894001172084447
		Coefficient of Determination:  0.12725347431953993
		RMSE:  0.439973605396084
		NRMSE:  0.10519141333048439
		MAPE:  130.97878252566588

	Predictor:  ElasticNet
		Pearson Correlation:  0.40831701186122843
		Spearman Correlation:  0.43003304886309834
		Coefficient of Determination:  0.16476229023457822
		RMSE:  0.5751205127800535
		NRMSE:  0.08992580920648166
		MAPE:  328.9002836074039
		Pearson Correlation:  0.37065020826290584
		Spearman Correlation:  0.37858078030898146
		Coefficient of Determination:  0.12478462252968858
		RMSE:  0.4405954712448972
		NRMSE:  0.10534009258473132
		MAPE:  116.1786551173178

	Predictor:  RandomForests
		Pearson Correlation:  0.4633203795379582
		Spearman Correlation:  0.4620914068616879
		Coefficient of Determination:  0.20670767363397735
		RMSE:  0.56049331553177
		NRMSE:  0.08763870151384097
		MAPE:  457.7437175681701
		Pearson Correlation:  0.3834518426201456
		Spearman Correlation:  0.4069254029650803
		Coefficient of Determination:  0.14346586379011672
		RMSE:  0.4358679110110523
		NRMSE:  0.10420980036605278
		MAPE:  125.56909459965324

Protein:  BRCA2
x_train_column_count:  3
x_train columns:  ['mRNA_BRCA2', 'DNA_BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00289910117318648
		RMSE:  0.19032543678137456
		NRMSE:  0.12827584502559417
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001649424828515933
		RMSE:  0.21414907824527551
		NRMSE:  0.14729386559180924
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  LinearRegression
		Pearson Correlation:  0.051588779626988955
		Spearman Correlation:  0.04564328942333082
		Coefficient of Determination:  0.0026614021834020507
		RMSE:  0.1897970804221519
		NRMSE:  0.12791974255395352
		MAPE:  115.63062783871668
		Pearson Correlation:  -0.08034642559386035
		Spearman Correlation:  -0.05363408521303259
		Coefficient of Determination:  -0.013463242593510838
		RMSE:  0.21556805164586199
		NRMSE:  0.1482698496075095
		MAPE:  108.67907953219245

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  RandomForests
		Pearson Correlation:  0.3199289145954756
		Spearman Correlation:  0.247874160076966
		Coefficient of Determination:  0.06179036158872442
		RMSE:  0.18408489714994117
		NRMSE:  0.1240698360539328
		MAPE:  126.72589323119911
		Pearson Correlation:  -0.011497686176644754
		Spearman Correlation:  -0.08083916728760582
		Coefficient of Determination:  -0.015312829258522065
		RMSE:  0.2157646695541058
		NRMSE:  0.14840508536003813
		MAPE:  122.91086514133818

Protein:  CDKN2A
x_train_column_count:  3
x_train columns:  ['mRNA_CDKN2A', 'DNA_CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07669790023289091
		RMSE:  0.6927164423772558
		NRMSE:  0.16172871740223568
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04462654135164201
		RMSE:  0.6710309035955896
		NRMSE:  0.2071658496482324
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6675880639420501
		NRMSE:  0.15586198728568595
		MAPE:  307.97311558867955
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004949645588538276
		RMSE:  0.658164031136248
		NRMSE:  0.20319348928290204
		MAPE:  176.07940307985857

	Predictor:  LinearRegression
		Pearson Correlation:  0.5125835327926108
		Spearman Correlation:  0.4336429518634918
		Coefficient of Determination:  0.2627418780901536
		RMSE:  0.5732160550929118
		NRMSE:  0.13382892582483
		MAPE:  188.7587520263011
		Pearson Correlation:  0.5522357778133558
		Spearman Correlation:  0.532722353146548
		Coefficient of Determination:  0.29619350676231526
		RMSE:  0.5507932739906384
		NRMSE:  0.17004515883752844
		MAPE:  119.44190896905158

	Predictor:  ElasticNet
		Pearson Correlation:  0.5125245649492034
		Spearman Correlation:  0.4309781360534098
		Coefficient of Determination:  0.2600003763261728
		RMSE:  0.5742808210174861
		NRMSE:  0.13407751704741458
		MAPE:  202.90837987091717
		Pearson Correlation:  0.5531133137197526
		Spearman Correlation:  0.5295352809885411
		Coefficient of Determination:  0.28657833079635153
		RMSE:  0.5545428904274711
		NRMSE:  0.17120276941973728
		MAPE:  123.94314715236277

	Predictor:  RandomForests
		Pearson Correlation:  0.6267342324625859
		Spearman Correlation:  0.4979066303432582
		Coefficient of Determination:  0.3920174432495791
		RMSE:  0.5205400181119146
		NRMSE:  0.12153063553229236
		MAPE:  264.0374073954278
		Pearson Correlation:  0.6271026913419488
		Spearman Correlation:  0.5728813153345717
		Coefficient of Determination:  0.39022470913901564
		RMSE:  0.5126806244426771
		NRMSE:  0.15827872694349576
		MAPE:  124.13607839156002

Protein:  TP53
x_train_column_count:  3
x_train columns:  ['mRNA_TP53', 'DNA_TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.043501333030021794
		RMSE:  0.4597988418920562
		NRMSE:  0.11050200478059512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10290984727382035
		RMSE:  0.4520547550562478
		NRMSE:  0.16857084713604026
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45011280589110314
		NRMSE:  0.10817419031269002
		MAPE:  382.8265287953516
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010546813555600831
		RMSE:  0.4327123127899972
		NRMSE:  0.16135806629028604
		MAPE:  261.16646791413905

	Predictor:  LinearRegression
		Pearson Correlation:  0.5191360566570263
		Spearman Correlation:  0.43024227009428323
		Coefficient of Determination:  0.26950224532140754
		RMSE:  0.3847076404534634
		NRMSE:  0.0924555732885036
		MAPE:  706.0433011042359
		Pearson Correlation:  0.4779190135996074
		Spearman Correlation:  0.4491402635943092
		Coefficient of Determination:  0.20146229916852443
		RMSE:  0.38465266630641193
		NRMSE:  0.1434366635615645
		MAPE:  423.4700386992424

	Predictor:  ElasticNet
		Pearson Correlation:  0.5132293989168437
		Spearman Correlation:  0.4140644984745536
		Coefficient of Determination:  0.24747364725672116
		RMSE:  0.3904651027579275
		NRMSE:  0.09383924603651227
		MAPE:  595.9990850856484
		Pearson Correlation:  0.4746791493317502
		Spearman Correlation:  0.44686592102145917
		Coefficient of Determination:  0.19591623427189409
		RMSE:  0.3859861145273127
		NRMSE:  0.1439339053087093
		MAPE:  369.3489772331883

	Predictor:  RandomForests
		Pearson Correlation:  0.5661439386931005
		Spearman Correlation:  0.4969297339041271
		Coefficient of Determination:  0.3124832946569067
		RMSE:  0.37321835689295585
		NRMSE:  0.08969439002474307
		MAPE:  671.5681223250726
		Pearson Correlation:  0.47378867648689216
		Spearman Correlation:  0.4489145730466492
		Coefficient of Determination:  0.21270148958171364
		RMSE:  0.3819361355432893
		NRMSE:  0.14242367146959167
		MAPE:  386.88985379521375

Protein:  CTNNB1
x_train_column_count:  3
x_train columns:  ['mRNA_CTNNB1', 'DNA_CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.43619721536848943
		RMSE:  0.9218173342266688
		NRMSE:  0.18131733560713392
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5414936126562622
		RMSE:  0.7610450185362576
		NRMSE:  0.2487969592128731
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  LinearRegression
		Pearson Correlation:  0.0633800902975208
		Spearman Correlation:  0.08633119498695128
		Coefficient of Determination:  0.004017035846122119
		RMSE:  0.7676509388043595
		NRMSE:  0.15099349701108566
		MAPE:  432.3318344203724
		Pearson Correlation:  0.19702690249754248
		Spearman Correlation:  0.24086335241087797
		Coefficient of Determination:  0.012306409738177093
		RMSE:  0.6091869629375852
		NRMSE:  0.19915229753754132
		MAPE:  1289.8785304708388

	Predictor:  ElasticNet
		Pearson Correlation:  0.06157050781645235
		Spearman Correlation:  0.09384196776158865
		Coefficient of Determination:  0.0032673446502176073
		RMSE:  0.7679397955994693
		NRMSE:  0.15105031384725992
		MAPE:  436.39064636747247
		Pearson Correlation:  0.22381867690559681
		Spearman Correlation:  0.27540243643935713
		Coefficient of Determination:  0.005982372221780774
		RMSE:  0.6111341124113147
		NRMSE:  0.1997888497209175
		MAPE:  1332.576290352775

	Predictor:  RandomForests
		Pearson Correlation:  0.3508430461268562
		Spearman Correlation:  0.309013951041836
		Coefficient of Determination:  0.06480099241539428
		RMSE:  0.7438576760962169
		NRMSE:  0.14631346894103403
		MAPE:  464.8922382972854
		Pearson Correlation:  0.2558846976594461
		Spearman Correlation:  0.22785221110455883
		Coefficient of Determination:  0.029845022900138907
		RMSE:  0.6037540275270192
		NRMSE:  0.1973761899790837
		MAPE:  1391.5187469220227

Protein:  CCNE1
x_train_column_count:  3
x_train columns:  ['mRNA_CCNE1', 'DNA_CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.3882525061775621
		RMSE:  0.8073510115699897
		NRMSE:  0.1948381908849554
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.2068608862157744
		RMSE:  0.7484097025916991
		NRMSE:  0.3260050104942715
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5224229806426052
		NRMSE:  0.12607644873967835
		MAPE:  105.82433067667067
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010783677474574871
		RMSE:  0.36685077747270034
		NRMSE:  0.1597990928573857
		MAPE:  133.3645349232411

	Predictor:  LinearRegression
		Pearson Correlation:  0.7314003230267213
		Spearman Correlation:  0.7217623240217748
		Coefficient of Determination:  0.5349464325235923
		RMSE:  0.3562654955534039
		NRMSE:  0.08597762761623765
		MAPE:  77.52738674237075
		Pearson Correlation:  0.6703705524680661
		Spearman Correlation:  0.6748238756094217
		Coefficient of Determination:  0.4380789486264729
		RMSE:  0.2735256035356803
		NRMSE:  0.11914692840339777
		MAPE:  98.41879547639402

	Predictor:  ElasticNet
		Pearson Correlation:  0.7305759271099245
		Spearman Correlation:  0.6993992325896097
		Coefficient of Determination:  0.5293131019079531
		RMSE:  0.35841677474947153
		NRMSE:  0.0864967962809739
		MAPE:  79.93110263392181
		Pearson Correlation:  0.672445000298457
		Spearman Correlation:  0.6635569022057632
		Coefficient of Determination:  0.4499890120968776
		RMSE:  0.27061135546091375
		NRMSE:  0.11787749072653819
		MAPE:  103.06205491246747

	Predictor:  RandomForests
		Pearson Correlation:  0.8620691956243819
		Spearman Correlation:  0.7258461435512167
		Coefficient of Determination:  0.7409446961842998
		RMSE:  0.26590010990733026
		NRMSE:  0.06416972992912862
		MAPE:  55.84380489692009
		Pearson Correlation:  0.7701643879178106
		Spearman Correlation:  0.6683266662561321
		Coefficient of Determination:  0.5244794807311457
		RMSE:  0.251619888021991
		NRMSE:  0.10960486475671515
		MAPE:  78.04060369885696

Protein:  CCND1
x_train_column_count:  3
x_train columns:  ['mRNA_CCND1', 'DNA_CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.44064885869713843
		RMSE:  0.2936537728092399
		NRMSE:  0.17653615611766113
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6507167710215811
		RMSE:  0.2694738938084911
		NRMSE:  0.2553456206196082
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  LinearRegression
		Pearson Correlation:  0.41572433129704583
		Spearman Correlation:  0.39279449001428085
		Coefficient of Determination:  0.17282671963237584
		RMSE:  0.22251267964118898
		NRMSE:  0.1337681882153569
		MAPE:  550.0812067345653
		Pearson Correlation:  0.37718441084945487
		Spearman Correlation:  0.3178967318794499
		Coefficient of Determination:  0.12537428261043815
		RMSE:  0.1961514566227935
		NRMSE:  0.18586741267925055
		MAPE:  335.21570950955544

	Predictor:  ElasticNet
		Pearson Correlation:  0.41572276118426993
		Spearman Correlation:  0.3931825703607065
		Coefficient of Determination:  0.16894416512499655
		RMSE:  0.22303427907148374
		NRMSE:  0.1340817587088551
		MAPE:  559.7876675967377
		Pearson Correlation:  0.3773192296054971
		Spearman Correlation:  0.3189790396388983
		Coefficient of Determination:  0.11720239336597071
		RMSE:  0.19706567694475405
		NRMSE:  0.1867337012543508
		MAPE:  354.6280039683284

	Predictor:  RandomForests
		Pearson Correlation:  0.48860514451656034
		Spearman Correlation:  0.43504145506937325
		Coefficient of Determination:  0.23412216603759417
		RMSE:  0.21410966174526241
		NRMSE:  0.1287165368609626
		MAPE:  533.2034154025292
		Pearson Correlation:  0.36968779167919275
		Spearman Correlation:  0.34354700584606596
		Coefficient of Determination:  0.12687567696399638
		RMSE:  0.1959830261855674
		NRMSE:  0.18570781289792518
		MAPE:  242.45342663339522

Protein:  ERBB2
x_train_column_count:  3
x_train columns:  ['mRNA_ERBB2', 'DNA_ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08695701084953744
		RMSE:  1.023008454816054
		NRMSE:  0.1742863272085548
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1111491455026472
		RMSE:  1.1242523174677488
		NRMSE:  0.20280184671833265
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865388
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792788993

	Predictor:  LinearRegression
		Pearson Correlation:  0.8072174404386134
		Spearman Correlation:  0.5979146922937387
		Coefficient of Determination:  0.6515999961482668
		RMSE:  0.5791780769065523
		NRMSE:  0.0986725176595997
		MAPE:  315.8108291382389
		Pearson Correlation:  0.878528556241699
		Spearman Correlation:  0.6958923376759953
		Coefficient of Determination:  0.7693825066587203
		RMSE:  0.5121813220759595
		NRMSE:  0.09239146440507243
		MAPE:  115.00149160867265

	Predictor:  ElasticNet
		Pearson Correlation:  0.80711665450936
		Spearman Correlation:  0.599724051441762
		Coefficient of Determination:  0.6486648059482842
		RMSE:  0.5816126812079347
		NRMSE:  0.09908729257167057
		MAPE:  324.19866482791946
		Pearson Correlation:  0.8778058752583066
		Spearman Correlation:  0.7024510311244143
		Coefficient of Determination:  0.7670061937579211
		RMSE:  0.5148133510216606
		NRMSE:  0.0928662513568188
		MAPE:  120.78412217564257

	Predictor:  RandomForests
		Pearson Correlation:  0.8242163453946054
		Spearman Correlation:  0.6402041160595304
		Coefficient of Determination:  0.6769950273006478
		RMSE:  0.5576704636110034
		NRMSE:  0.09500834175698986
		MAPE:  500.4934645193762
		Pearson Correlation:  0.8707861704837472
		Spearman Correlation:  0.7083132070906469
		Coefficient of Determination:  0.7562631320029732
		RMSE:  0.5265483136924883
		NRMSE:  0.09498310009605461
		MAPE:  184.73867419549478

Protein:  ERBB3
x_train_column_count:  3
x_train columns:  ['mRNA_ERBB3', 'DNA_ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19951943522205973
		RMSE:  0.4939516163098853
		NRMSE:  0.17910620018705933
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27774471248359456
		RMSE:  0.5592204608326292
		NRMSE:  0.15547938022732444
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  LinearRegression
		Pearson Correlation:  0.41551795068766123
		Spearman Correlation:  0.44882116730356786
		Coefficient of Determination:  0.1726551673436737
		RMSE:  0.41022681554070656
		NRMSE:  0.1487476986009879
		MAPE:  207.46441821654065
		Pearson Correlation:  0.39300851730124575
		Spearman Correlation:  0.4283669372436066
		Coefficient of Determination:  0.12955574654445734
		RMSE:  0.46156353204872846
		NRMSE:  0.12832794385173515
		MAPE:  147.5233201189403

	Predictor:  ElasticNet
		Pearson Correlation:  0.41177558291815275
		Spearman Correlation:  0.45488010697332815
		Coefficient of Determination:  0.16669787239933387
		RMSE:  0.4117010851470039
		NRMSE:  0.14928226680264256
		MAPE:  202.93045832686497
		Pearson Correlation:  0.39623546111277685
		Spearman Correlation:  0.4222571353757528
		Coefficient of Determination:  0.12941818752482692
		RMSE:  0.4616000017700479
		NRMSE:  0.12833808348371387
		MAPE:  140.4133220443644

	Predictor:  RandomForests
		Pearson Correlation:  0.5060684091191713
		Spearman Correlation:  0.4922400329959107
		Coefficient of Determination:  0.254755900166885
		RMSE:  0.3893409099380018
		NRMSE:  0.14117449696251158
		MAPE:  238.344304367678
		Pearson Correlation:  0.40530142451487444
		Spearman Correlation:  0.3999364807568691
		Coefficient of Determination:  0.137274337870261
		RMSE:  0.45951253723688645
		NRMSE:  0.12775770827466085
		MAPE:  164.7657924578323


Fold:  4

Protein:  RB1
x_train_column_count:  3
x_train columns:  ['mRNA_RB1', 'DNA_RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0017653619110491459
		RMSE:  0.25173274438657
		NRMSE:  0.09206141909982812
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11040193949010524
		RMSE:  0.1737457828578019
		NRMSE:  0.1664678101960314
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  LinearRegression
		Pearson Correlation:  0.20469344872387418
		Spearman Correlation:  0.2638035826457963
		Coefficient of Determination:  0.04189940795047331
		RMSE:  0.24618538056260422
		NRMSE:  0.09003268744975286
		MAPE:  265.65680235894604
		Pearson Correlation:  0.31142795874807566
		Spearman Correlation:  0.3860122944176362
		Coefficient of Determination:  0.017855139745728166
		RMSE:  0.16340372044825452
		NRMSE:  0.15655896260324084
		MAPE:  110.72740490569541

	Predictor:  ElasticNet
		Pearson Correlation:  0.20442852766702158
		Spearman Correlation:  0.2646184280596264
		Coefficient of Determination:  0.0388432358619244
		RMSE:  0.24657771193999134
		NRMSE:  0.09017616732738128
		MAPE:  210.38271962572836
		Pearson Correlation:  0.31239860709888695
		Spearman Correlation:  0.38851606628511587
		Coefficient of Determination:  0.01227173098127976
		RMSE:  0.16386753022672737
		NRMSE:  0.1570033440259144
		MAPE:  102.1756080176068

	Predictor:  RandomForests
		Pearson Correlation:  0.3462170390140414
		Spearman Correlation:  0.37509748290870165
		Coefficient of Determination:  0.10412397390728556
		RMSE:  0.23805683892960428
		NRMSE:  0.08705999083148196
		MAPE:  306.9852759388363
		Pearson Correlation:  0.2419010168517363
		Spearman Correlation:  0.33507815097347543
		Coefficient of Determination:  -0.0304798077326236
		RMSE:  0.1673762793132277
		NRMSE:  0.1603651164232052
		MAPE:  110.36165825622047

Protein:  CDH1
x_train_column_count:  3
x_train columns:  ['mRNA_CDH1', 'DNA_CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1648542010437435
		RMSE:  1.2077311247232185
		NRMSE:  0.19230774891296748
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01787767410405383
		RMSE:  1.1768276141426715
		NRMSE:  0.21349508619837296
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.119011303751291
		NRMSE:  0.17818083878718685
		MAPE:  552.7314487209006
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06543533401046742
		RMSE:  1.204005869039757
		NRMSE:  0.21842565020132743
		MAPE:  371.74257556440244

	Predictor:  LinearRegression
		Pearson Correlation:  0.6286147487551993
		Spearman Correlation:  0.6067670391716472
		Coefficient of Determination:  0.39515650235256217
		RMSE:  0.8702739454574308
		NRMSE:  0.13857424054288567
		MAPE:  525.00288828197
		Pearson Correlation:  0.6640199683798836
		Spearman Correlation:  0.43704534969263964
		Coefficient of Determination:  0.4148442907794492
		RMSE:  0.8922792210772202
		NRMSE:  0.16187352074983133
		MAPE:  268.48218125605763

	Predictor:  ElasticNet
		Pearson Correlation:  0.6101146633791258
		Spearman Correlation:  0.6046399181239875
		Coefficient of Determination:  0.36009222878580904
		RMSE:  0.8951445375183613
		NRMSE:  0.14253439978318544
		MAPE:  601.3666523370377
		Pearson Correlation:  0.5984222849208914
		Spearman Correlation:  0.43423733463010766
		Coefficient of Determination:  0.3242141759611985
		RMSE:  0.958891778031604
		NRMSE:  0.17395808897202641
		MAPE:  309.9398081512885

	Predictor:  RandomForests
		Pearson Correlation:  0.7210350753965069
		Spearman Correlation:  0.6197542197054043
		Coefficient of Determination:  0.5187108406172025
		RMSE:  0.7763141701129105
		NRMSE:  0.12361296935016566
		MAPE:  346.1931662651616
		Pearson Correlation:  0.7573263588368068
		Spearman Correlation:  0.4502703262535351
		Coefficient of Determination:  0.5218686736792134
		RMSE:  0.8065636687849284
		NRMSE:  0.14632336794472775
		MAPE:  166.38047571425295

Protein:  CDH2
x_train_column_count:  3
x_train columns:  ['mRNA_CDH2', 'DNA_CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011628294333081435
		RMSE:  0.38156283556505555
		NRMSE:  0.1382574228440668
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.013534078125908788
		RMSE:  0.33551468363995024
		NRMSE:  0.17308132332546644
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  LinearRegression
		Pearson Correlation:  0.13282986793863621
		Spearman Correlation:  0.040213172180825214
		Coefficient of Determination:  0.017643773816595654
		RMSE:  0.376001939188154
		NRMSE:  0.13624245930435322
		MAPE:  584.6956953205173
		Pearson Correlation:  0.199277503184848
		Spearman Correlation:  0.032386937492986205
		Coefficient of Determination:  -0.01617446114668586
		RMSE:  0.33595142823568475
		NRMSE:  0.17330662593149515
		MAPE:  127.24977357056613

	Predictor:  ElasticNet
		Pearson Correlation:  0.13197897380579895
		Spearman Correlation:  0.05540814490625363
		Coefficient of Determination:  0.01583026411419486
		RMSE:  0.3763488442791178
		NRMSE:  0.13636815866335164
		MAPE:  638.2918542616327
		Pearson Correlation:  0.2026745691915227
		Spearman Correlation:  0.008980161847404583
		Coefficient of Determination:  -0.022121965454436676
		RMSE:  0.3369331285089894
		NRMSE:  0.1738130537890457
		MAPE:  141.90733084082612

	Predictor:  RandomForests
		Pearson Correlation:  0.2746635883531955
		Spearman Correlation:  0.23027068428685687
		Coefficient of Determination:  0.05535536594528101
		RMSE:  0.36871415851626854
		NRMSE:  0.13360176770645285
		MAPE:  395.90996355029006
		Pearson Correlation:  0.1659420975878766
		Spearman Correlation:  0.01170280292879656
		Coefficient of Determination:  -0.027235437892395353
		RMSE:  0.3377748816795384
		NRMSE:  0.17424728740019932
		MAPE:  158.52821883559227

Protein:  CDH3
x_train_column_count:  3
x_train columns:  ['mRNA_CDH3', 'DNA_CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006306553616452382
		RMSE:  0.206558346691537
		NRMSE:  0.1472115018398285
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056823148221427866
		RMSE:  0.21361844422784051
		NRMSE:  0.19012980777528213
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  LinearRegression
		Pearson Correlation:  0.2601046552149239
		Spearman Correlation:  0.32971494896928316
		Coefficient of Determination:  0.06765443166447438
		RMSE:  0.19882273960705912
		NRMSE:  0.14169843323336168
		MAPE:  171.39305572210003
		Pearson Correlation:  0.39646604589223977
		Spearman Correlation:  0.3050387161934688
		Coefficient of Determination:  0.035114198763392945
		RMSE:  0.2041152940367816
		NRMSE:  0.1816715862690973
		MAPE:  579.5580671701683

	Predictor:  ElasticNet
		Pearson Correlation:  0.2585402732845947
		Spearman Correlation:  0.3309265441567785
		Coefficient of Determination:  0.0628246488353148
		RMSE:  0.19933705011951847
		NRMSE:  0.14206497578254376
		MAPE:  165.19569965309185
		Pearson Correlation:  0.4135532481751863
		Spearman Correlation:  0.3220264591827829
		Coefficient of Determination:  0.015679514978452547
		RMSE:  0.20616068609513216
		NRMSE:  0.18349207513317917
		MAPE:  491.046844980752

	Predictor:  RandomForests
		Pearson Correlation:  0.36864805089403657
		Spearman Correlation:  0.3616203756772695
		Coefficient of Determination:  0.13347585705457865
		RMSE:  0.1916760857543874
		NRMSE:  0.13660510409110097
		MAPE:  236.82212495859406
		Pearson Correlation:  0.34666151264379064
		Spearman Correlation:  0.28083039109178015
		Coefficient of Determination:  0.03155081912662705
		RMSE:  0.20449185154803998
		NRMSE:  0.18200673901066267
		MAPE:  834.0365079413169

Protein:  PTEN
x_train_column_count:  3
x_train columns:  ['mRNA_PTEN', 'DNA_PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04663541191913323
		RMSE:  0.5747314783713694
		NRMSE:  0.11117523181123673
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02346833201832421
		RMSE:  0.7542692946958974
		NRMSE:  0.11793750210239971
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  LinearRegression
		Pearson Correlation:  0.4023646675334011
		Spearman Correlation:  0.4208824134682371
		Coefficient of Determination:  0.1618973256792644
		RMSE:  0.5142992432276398
		NRMSE:  0.09948530703103524
		MAPE:  236.83378449712592
		Pearson Correlation:  0.47087385872999316
		Spearman Correlation:  0.5017693487449969
		Coefficient of Determination:  0.18121069024794068
		RMSE:  0.6746449995895468
		NRMSE:  0.10548745205058976
		MAPE:  509.6268273390807

	Predictor:  ElasticNet
		Pearson Correlation:  0.40123879663459155
		Spearman Correlation:  0.417911317862958
		Coefficient of Determination:  0.15895282349734008
		RMSE:  0.5152018936589686
		NRMSE:  0.09965991443418613
		MAPE:  217.9578633141627
		Pearson Correlation:  0.4497530176245866
		Spearman Correlation:  0.4910958989513586
		Coefficient of Determination:  0.15631195378540763
		RMSE:  0.6848258918874468
		NRMSE:  0.10707933576537358
		MAPE:  438.129029052725

	Predictor:  RandomForests
		Pearson Correlation:  0.4656404737865962
		Spearman Correlation:  0.4504429893238428
		Coefficient of Determination:  0.20610195518527785
		RMSE:  0.500552503968117
		NRMSE:  0.09682615753019905
		MAPE:  219.70630611894583
		Pearson Correlation:  0.4042714355078431
		Spearman Correlation:  0.48504549399798236
		Coefficient of Determination:  0.14330565070819468
		RMSE:  0.6900843445923847
		NRMSE:  0.10790154711787736
		MAPE:  321.5505281120903

Protein:  BRCA2
x_train_column_count:  3
x_train columns:  ['mRNA_BRCA2', 'DNA_BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015699866052385492
		RMSE:  0.1919477679021074
		NRMSE:  0.12365776640496533
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0014129332580739007
		RMSE:  0.2082543553514594
		NRMSE:  0.20232423210836328
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  LinearRegression
		Pearson Correlation:  0.03138112078165621
		Spearman Correlation:  0.0209114132193999
		Coefficient of Determination:  0.0009847747415129282
		RMSE:  0.19170280556570432
		NRMSE:  0.12349995526861288
		MAPE:  112.5386450235546
		Pearson Correlation:  -0.15360301103548873
		Spearman Correlation:  -0.18366563174104417
		Coefficient of Determination:  -0.009459554875555387
		RMSE:  0.20908937112560863
		NRMSE:  0.20313547048567354
		MAPE:  147.370917754084

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  RandomForests
		Pearson Correlation:  0.3453172669112552
		Spearman Correlation:  0.26146163629950764
		Coefficient of Determination:  0.05355778484123719
		RMSE:  0.1865904735780575
		NRMSE:  0.12020645745083428
		MAPE:  118.00468086833884
		Pearson Correlation:  0.12791025809156378
		Spearman Correlation:  -0.06975152162832544
		Coefficient of Determination:  0.01615838057894281
		RMSE:  0.20641919978567477
		NRMSE:  0.20054133330646237
		MAPE:  117.51014809136255

Protein:  CDKN2A
x_train_column_count:  3
x_train columns:  ['mRNA_CDKN2A', 'DNA_CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06343046233027927
		RMSE:  0.6950010485750925
		NRMSE:  0.15711564339891315
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10006794882547432
		RMSE:  0.6614783461565592
		NRMSE:  0.1993004959796804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6739550183850767
		NRMSE:  0.1523578655781794
		MAPE:  281.71125082022354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0022276354551518107
		RMSE:  0.6313774446715202
		NRMSE:  0.19023122768048215
		MAPE:  197.14658329930893

	Predictor:  LinearRegression
		Pearson Correlation:  0.5188832504970193
		Spearman Correlation:  0.47144283298498774
		Coefficient of Determination:  0.2692398276463528
		RMSE:  0.5761271558719838
		NRMSE:  0.13024237727410054
		MAPE:  176.62350044205323
		Pearson Correlation:  0.5298305090772334
		Spearman Correlation:  0.2798513697178269
		Coefficient of Determination:  0.26785557984246733
		RMSE:  0.5396401503553129
		NRMSE:  0.16259118721160376
		MAPE:  128.59754005088325

	Predictor:  ElasticNet
		Pearson Correlation:  0.5188571121545857
		Spearman Correlation:  0.4699349759280952
		Coefficient of Determination:  0.26665924679128006
		RMSE:  0.5771435169979835
		NRMSE:  0.13047214129037718
		MAPE:  186.8440184581025
		Pearson Correlation:  0.528452013323884
		Spearman Correlation:  0.27101834187458695
		Coefficient of Determination:  0.261332367304022
		RMSE:  0.5420388445552823
		NRMSE:  0.16331390315013025
		MAPE:  133.91999859914563

	Predictor:  RandomForests
		Pearson Correlation:  0.6324201705536484
		Spearman Correlation:  0.5249378582030331
		Coefficient of Determination:  0.3993594896562267
		RMSE:  0.5223218832526526
		NRMSE:  0.11807887040864758
		MAPE:  286.3003637639724
		Pearson Correlation:  0.6232110935662796
		Spearman Correlation:  0.4715259206137264
		Coefficient of Determination:  0.3611191957059581
		RMSE:  0.5040989536496223
		NRMSE:  0.15188278205773495
		MAPE:  126.65421282515818

Protein:  TP53
x_train_column_count:  3
x_train columns:  ['mRNA_TP53', 'DNA_TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04782361373877353
		RMSE:  0.460756629216985
		NRMSE:  0.11073218678610552
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07696826201632412
		RMSE:  0.4481222561682025
		NRMSE:  0.1422068596624151
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4501191620264231
		NRMSE:  0.10817571786263473
		MAPE:  418.8529054417374
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002447694094247499
		RMSE:  0.4323405014905614
		NRMSE:  0.13719868668778923
		MAPE:  185.65040333639752

	Predictor:  LinearRegression
		Pearson Correlation:  0.5024169899282644
		Spearman Correlation:  0.4476400836830998
		Coefficient of Determination:  0.2524228317685776
		RMSE:  0.38918448287592083
		NRMSE:  0.09353147870125472
		MAPE:  716.9271318540175
		Pearson Correlation:  0.5375616537301072
		Spearman Correlation:  0.34889961221461613
		Coefficient of Determination:  0.28608584424478156
		RMSE:  0.3648531146737402
		NRMSE:  0.11578227807620595
		MAPE:  336.0228452994756

	Predictor:  ElasticNet
		Pearson Correlation:  0.49687737096815426
		Spearman Correlation:  0.4340882887026487
		Coefficient of Determination:  0.23120927085870802
		RMSE:  0.3946676870009571
		NRMSE:  0.09484923984642085
		MAPE:  617.4656467615506
		Pearson Correlation:  0.5437049126963156
		Spearman Correlation:  0.3497425154927119
		Coefficient of Determination:  0.261457685512289
		RMSE:  0.3710929920425303
		NRMSE:  0.11776243718029014
		MAPE:  250.71548827537904

	Predictor:  RandomForests
		Pearson Correlation:  0.5500984751498655
		Spearman Correlation:  0.4997504349151704
		Coefficient of Determination:  0.2941271235364914
		RMSE:  0.3781732002999231
		NRMSE:  0.0908851719057734
		MAPE:  695.2142859591731
		Pearson Correlation:  0.5731182645219236
		Spearman Correlation:  0.4295432697842317
		Coefficient of Determination:  0.30903732874725187
		RMSE:  0.3589404096871789
		NRMSE:  0.11390594366818318
		MAPE:  254.3949997626327

Protein:  CTNNB1
x_train_column_count:  3
x_train columns:  ['mRNA_CTNNB1', 'DNA_CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6170193939500923
		RMSE:  0.9046651382507068
		NRMSE:  0.21849703851094263
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09478783275970826
		RMSE:  0.8396248247596424
		NRMSE:  0.17652527641906535
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  LinearRegression
		Pearson Correlation:  0.11124579514054282
		Spearman Correlation:  0.13475019397756866
		Coefficient of Determination:  0.012375626936451556
		RMSE:  0.7070109499801447
		NRMSE:  0.170759093319521
		MAPE:  563.6781647775337
		Pearson Correlation:  -0.07316120019751474
		Spearman Correlation:  0.07713562513248295
		Coefficient of Determination:  -0.1642191967008928
		RMSE:  0.8658400442507479
		NRMSE:  0.18203684388418717
		MAPE:  979.0041905196625

	Predictor:  ElasticNet
		Pearson Correlation:  0.10840044098123969
		Spearman Correlation:  0.13510456005020563
		Coefficient of Determination:  0.011292516908618322
		RMSE:  0.707398526893942
		NRMSE:  0.17085270188724327
		MAPE:  584.7227114339586
		Pearson Correlation:  -0.09111810528208904
		Spearman Correlation:  0.035748575418646115
		Coefficient of Determination:  -0.16339117706704687
		RMSE:  0.8655320867464611
		NRMSE:  0.1819720979620009
		MAPE:  962.4060760848749

	Predictor:  RandomForests
		Pearson Correlation:  0.33046953393513023
		Spearman Correlation:  0.3063937409450337
		Coefficient of Determination:  0.06835642393636576
		RMSE:  0.6866811683253319
		NRMSE:  0.16584899244646217
		MAPE:  574.9023597951262
		Pearson Correlation:  0.053210235766702
		Spearman Correlation:  0.11139604046333891
		Coefficient of Determination:  -0.13973728203284486
		RMSE:  0.8566879672367678
		NRMSE:  0.1801126833817105
		MAPE:  959.2101617909703

Protein:  CCNE1
x_train_column_count:  3
x_train columns:  ['mRNA_CCNE1', 'DNA_CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4688329016852353
		RMSE:  0.7931748470731899
		NRMSE:  0.19141705409976348
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.186170633384966
		RMSE:  0.8069776954058596
		NRMSE:  0.32929800677624244
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5048043460690237
		NRMSE:  0.12182453992060809
		MAPE:  103.07374645056161
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01570191691728584
		RMSE:  0.4556277343037054
		NRMSE:  0.18592497115143453
		MAPE:  142.6844229696492

	Predictor:  LinearRegression
		Pearson Correlation:  0.7286400817572335
		Spearman Correlation:  0.7091225350184517
		Coefficient of Determination:  0.5309163687431881
		RMSE:  0.34573888294640764
		NRMSE:  0.08343723796278872
		MAPE:  76.35374741204211
		Pearson Correlation:  0.8207755405473405
		Spearman Correlation:  0.7186348956969539
		Coefficient of Determination:  0.4791355027940266
		RMSE:  0.32627920397776633
		NRMSE:  0.1331425789511819
		MAPE:  111.37102798468858

	Predictor:  ElasticNet
		Pearson Correlation:  0.7277810800796218
		Spearman Correlation:  0.6886166966479792
		Coefficient of Determination:  0.5257446979542122
		RMSE:  0.34763955290741233
		NRMSE:  0.0838959270476657
		MAPE:  78.7903153234862
		Pearson Correlation:  0.8052517426358445
		Spearman Correlation:  0.6798663324979115
		Coefficient of Determination:  0.4486545397455257
		RMSE:  0.335690396770189
		NRMSE:  0.13698294163477887
		MAPE:  114.8055584805137

	Predictor:  RandomForests
		Pearson Correlation:  0.8558321664550124
		Spearman Correlation:  0.7158803290459447
		Coefficient of Determination:  0.7289157895599063
		RMSE:  0.2628301582132483
		NRMSE:  0.06342885783556924
		MAPE:  55.54281814763038
		Pearson Correlation:  0.8454418160475344
		Spearman Correlation:  0.7088136995510649
		Coefficient of Determination:  0.7021847735901194
		RMSE:  0.24671778934110478
		NRMSE:  0.10067648304133878
		MAPE:  69.85591672927826

Protein:  CCND1
x_train_column_count:  3
x_train columns:  ['mRNA_CCND1', 'DNA_CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47371951525638445
		RMSE:  0.2917253166285864
		NRMSE:  0.18637975276867558
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47112550847095647
		RMSE:  0.27775626016480953
		NRMSE:  0.17517423067911803
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  LinearRegression
		Pearson Correlation:  0.3746815735269405
		Spearman Correlation:  0.35395103891826996
		Coefficient of Determination:  0.14038628154062427
		RMSE:  0.22280163394164668
		NRMSE:  0.14234525110952242
		MAPE:  552.1562719009496
		Pearson Correlation:  0.5968130666515656
		Spearman Correlation:  0.49525056422149905
		Coefficient of Determination:  0.27566345573841233
		RMSE:  0.19489881178488835
		NRMSE:  0.12291801954142809
		MAPE:  457.1019648423455

	Predictor:  ElasticNet
		Pearson Correlation:  0.37214423072712155
		Spearman Correlation:  0.35082975098165403
		Coefficient of Determination:  0.13454704615698754
		RMSE:  0.2235570833174219
		NRMSE:  0.1428278985174109
		MAPE:  565.6326165720184
		Pearson Correlation:  0.5974837792292799
		Spearman Correlation:  0.49542512998915206
		Coefficient of Determination:  0.2423236984571987
		RMSE:  0.19933375357260288
		NRMSE:  0.1257150312642551
		MAPE:  462.5639202459974

	Predictor:  RandomForests
		Pearson Correlation:  0.46197344313750055
		Spearman Correlation:  0.42009485046560946
		Coefficient of Determination:  0.20718233025160238
		RMSE:  0.2139702346841979
		NRMSE:  0.1367029776543859
		MAPE:  501.3862819496525
		Pearson Correlation:  0.5239063128183332
		Spearman Correlation:  0.4903835937185394
		Coefficient of Determination:  0.2548449058810903
		RMSE:  0.19767981702468962
		NRMSE:  0.12467193303777095
		MAPE:  429.79472373158495

Protein:  ERBB2
x_train_column_count:  3
x_train columns:  ['mRNA_ERBB2', 'DNA_ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06177154229692228
		RMSE:  1.0106646016782141
		NRMSE:  0.1721833486682819
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.26989975035857605
		RMSE:  1.1682171872252598
		NRMSE:  0.21036071365744585
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9808249714864398
		NRMSE:  0.1670996765569688
		MAPE:  529.9728174248761
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556425
		RMSE:  1.07776630779691
		NRMSE:  0.19407323581894154
		MAPE:  193.8969179437583

	Predictor:  LinearRegression
		Pearson Correlation:  0.833835133229307
		Spearman Correlation:  0.5917403153684603
		Coefficient of Determination:  0.6952810294075359
		RMSE:  0.5414286843969051
		NRMSE:  0.09224128735657786
		MAPE:  229.55056699637498
		Pearson Correlation:  0.7958879450413264
		Spearman Correlation:  0.6696725266810611
		Coefficient of Determination:  0.5896100986948778
		RMSE:  0.664105696020204
		NRMSE:  0.11958542442831491
		MAPE:  216.70937790962932

	Predictor:  ElasticNet
		Pearson Correlation:  0.8335748443377513
		Spearman Correlation:  0.5946004429171255
		Coefficient of Determination:  0.692044388940035
		RMSE:  0.5442965418430367
		NRMSE:  0.09272987407244607
		MAPE:  236.4811423054027
		Pearson Correlation:  0.7977476887176207
		Spearman Correlation:  0.6714730501296385
		Coefficient of Determination:  0.5952790754943896
		RMSE:  0.659502888122266
		NRMSE:  0.11875659742180754
		MAPE:  197.4438555698542

	Predictor:  RandomForests
		Pearson Correlation:  0.8439210356643981
		Spearman Correlation:  0.6436216896458752
		Coefficient of Determination:  0.7111645777246667
		RMSE:  0.527128795328093
		NRMSE:  0.08980506590253215
		MAPE:  395.669453502908
		Pearson Correlation:  0.7806416834657331
		Spearman Correlation:  0.6801675696846675
		Coefficient of Determination:  0.5587921881259992
		RMSE:  0.6885896159593243
		NRMSE:  0.12399424063804594
		MAPE:  220.33738001385248

Protein:  ERBB3
x_train_column_count:  3
x_train columns:  ['mRNA_ERBB3', 'DNA_ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20254353309139272
		RMSE:  0.523865801474932
		NRMSE:  0.14324270860276114
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.287905849531515
		RMSE:  0.4364451552160674
		NRMSE:  0.21482088883335748
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  LinearRegression
		Pearson Correlation:  0.4273839429487755
		Spearman Correlation:  0.47243121817648176
		Coefficient of Determination:  0.18265703469044192
		RMSE:  0.4318886680585523
		NRMSE:  0.11809303537922622
		MAPE:  214.3411672963176
		Pearson Correlation:  0.32019154370309544
		Spearman Correlation:  0.31849524308283145
		Coefficient of Determination:  0.05279457877557281
		RMSE:  0.37429127765486264
		NRMSE:  0.18422838239225003
		MAPE:  195.61978231048172

	Predictor:  ElasticNet
		Pearson Correlation:  0.42468960001967315
		Spearman Correlation:  0.4753673282675483
		Coefficient of Determination:  0.1774533017395593
		RMSE:  0.43326132774833653
		NRMSE:  0.11846836717489016
		MAPE:  209.3618187533065
		Pearson Correlation:  0.32098233711448554
		Spearman Correlation:  0.3205451439544134
		Coefficient of Determination:  0.07876467891432204
		RMSE:  0.3691245321577732
		NRMSE:  0.18168527967522932
		MAPE:  186.31165993304646

	Predictor:  RandomForests
		Pearson Correlation:  0.5043441554778042
		Spearman Correlation:  0.4967294406055903
		Coefficient of Determination:  0.25250416209075544
		RMSE:  0.41302280706045774
		NRMSE:  0.11293446800971722
		MAPE:  238.26994421623908
		Pearson Correlation:  0.41023091082039265
		Spearman Correlation:  0.31973825672312317
		Coefficient of Determination:  0.14497401979680946
		RMSE:  0.3556127098990614
		NRMSE:  0.17503468077938908
		MAPE:  237.48071851111553


Fold:  5

Protein:  RB1
x_train_column_count:  3
x_train columns:  ['mRNA_RB1', 'DNA_RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00018503513771928048
		RMSE:  0.23392670305630597
		NRMSE:  0.11556330212293363
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12340187398900859
		RMSE:  0.2547692202160761
		NRMSE:  0.12845593258580365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  LinearRegression
		Pearson Correlation:  0.2190586623358844
		Spearman Correlation:  0.2755894037576364
		Coefficient of Determination:  0.047986697544387114
		RMSE:  0.22822390508529145
		NRMSE:  0.11274603433665711
		MAPE:  185.85319064617295
		Pearson Correlation:  0.18067146500968398
		Spearman Correlation:  0.28927293357772543
		Coefficient of Determination:  -0.07080953626950404
		RMSE:  0.24873419869260022
		NRMSE:  0.12541304413438084
		MAPE:  436.7325323189494

	Predictor:  ElasticNet
		Pearson Correlation:  0.21433344039713825
		Spearman Correlation:  0.276131837734178
		Coefficient of Determination:  0.042592879776898296
		RMSE:  0.2288695155288387
		NRMSE:  0.11306497558520458
		MAPE:  158.56699001538627
		Pearson Correlation:  0.19871442511292395
		Spearman Correlation:  0.30096884001047397
		Coefficient of Determination:  -0.0681197533151836
		RMSE:  0.24842160263455346
		NRMSE:  0.1252554316169622
		MAPE:  331.2059029787677

	Predictor:  RandomForests
		Pearson Correlation:  0.33854494118637524
		Spearman Correlation:  0.37621701657760676
		Coefficient of Determination:  0.10262732390434892
		RMSE:  0.22157769724300938
		NRMSE:  0.10946270791511309
		MAPE:  198.84977567989839
		Pearson Correlation:  0.15593555926730795
		Spearman Correlation:  0.25177008749362567
		Coefficient of Determination:  -0.08603118311948155
		RMSE:  0.2504958489706899
		NRMSE:  0.12630127713666472
		MAPE:  581.5901711938733

Protein:  CDH1
x_train_column_count:  3
x_train columns:  ['mRNA_CDH1', 'DNA_CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10476316856458312
		RMSE:  1.1835893765747125
		NRMSE:  0.18846364392451076
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19786466090973764
		RMSE:  1.2714981376898562
		NRMSE:  0.2500438806886504
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1260727912856485
		NRMSE:  0.17930524366829853
		MAPE:  266.31463004312263
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01718399286470018
		RMSE:  1.1716869980595492
		NRMSE:  0.23041572398960675
		MAPE:  1066.779337530299

	Predictor:  LinearRegression
		Pearson Correlation:  0.6735195578640034
		Spearman Correlation:  0.5938956565556813
		Coefficient of Determination:  0.4536285948253226
		RMSE:  0.8323585519880814
		NRMSE:  0.13253694977677166
		MAPE:  248.22327816558683
		Pearson Correlation:  0.49132555686405094
		Spearman Correlation:  0.5288021047643986
		Coefficient of Determination:  0.22622289721992173
		RMSE:  1.0219268011867955
		NRMSE:  0.20096493700945814
		MAPE:  1041.2465023464456

	Predictor:  ElasticNet
		Pearson Correlation:  0.6485390810490554
		Spearman Correlation:  0.5926957361907532
		Coefficient of Determination:  0.40450697311084505
		RMSE:  0.8689700437245128
		NRMSE:  0.13836661949054374
		MAPE:  270.42492945038117
		Pearson Correlation:  0.5045681319502027
		Spearman Correlation:  0.5417748350976944
		Coefficient of Determination:  0.24582343024122377
		RMSE:  1.0089005761523693
		NRMSE:  0.1984032912140114
		MAPE:  1350.578340577969

	Predictor:  RandomForests
		Pearson Correlation:  0.7548503742726914
		Spearman Correlation:  0.613898079291312
		Coefficient of Determination:  0.5687672938568806
		RMSE:  0.7394729819680758
		NRMSE:  0.11774672493998212
		MAPE:  166.30422911456878
		Pearson Correlation:  0.625082550254143
		Spearman Correlation:  0.5457639444172435
		Coefficient of Determination:  0.3788042778798629
		RMSE:  0.9156427904638805
		NRMSE:  0.18006387100821628
		MAPE:  646.6200881021399

Protein:  CDH2
x_train_column_count:  3
x_train columns:  ['mRNA_CDH2', 'DNA_CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0016678089051440637
		RMSE:  0.3594357673583712
		NRMSE:  0.1765314902796381
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02548752338232485
		RMSE:  0.4223734458481898
		NRMSE:  0.15794680397441796
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  LinearRegression
		Pearson Correlation:  0.1391207231739138
		Spearman Correlation:  0.08279227359449186
		Coefficient of Determination:  0.019354575616432723
		RMSE:  0.3556439590286937
		NRMSE:  0.17466920044629128
		MAPE:  197.8738969519393
		Pearson Correlation:  0.15929976903227117
		Spearman Correlation:  -0.11654773319842625
		Coefficient of Determination:  0.007222907307674942
		RMSE:  0.4155825371916907
		NRMSE:  0.15540733960013114
		MAPE:  239.39614145628778

	Predictor:  ElasticNet
		Pearson Correlation:  0.13776475523400486
		Spearman Correlation:  0.07886292148061753
		Coefficient of Determination:  0.016572710910836785
		RMSE:  0.3561480416993742
		NRMSE:  0.1749167730953166
		MAPE:  213.01924247460425
		Pearson Correlation:  0.1537883558217415
		Spearman Correlation:  -0.1015076266632875
		Coefficient of Determination:  0.010891144896671756
		RMSE:  0.4148140533645954
		NRMSE:  0.15511996461103356
		MAPE:  354.29572101398924

	Predictor:  RandomForests
		Pearson Correlation:  0.24032982333582778
		Spearman Correlation:  0.2777107861496936
		Coefficient of Determination:  0.05133725697787539
		RMSE:  0.3497964160170084
		NRMSE:  0.171797267333141
		MAPE:  655.7081412737822
		Pearson Correlation:  0.07942734585840486
		Spearman Correlation:  0.02240025938513883
		Coefficient of Determination:  -0.010870154878050986
		RMSE:  0.41935237173052403
		NRMSE:  0.15681707149207189
		MAPE:  214.59612447119008

Protein:  CDH3
x_train_column_count:  3
x_train columns:  ['mRNA_CDH3', 'DNA_CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011481892643820935
		RMSE:  0.2038847376288621
		NRMSE:  0.14304087222095618
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026977014897064944
		RMSE:  0.22369326249691865
		NRMSE:  0.20181818899206835
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  LinearRegression
		Pearson Correlation:  0.29263580539856854
		Spearman Correlation:  0.335571981284833
		Coefficient of Determination:  0.08563571460126884
		RMSE:  0.19484764483185588
		NRMSE:  0.13670065445351062
		MAPE:  335.26063596947563
		Pearson Correlation:  0.26293066078536864
		Spearman Correlation:  0.2790932555268769
		Coefficient of Determination:  0.06488826484608523
		RMSE:  0.21602282814515378
		NRMSE:  0.1948978501656942
		MAPE:  120.89078538044362

	Predictor:  ElasticNet
		Pearson Correlation:  0.29178748843444485
		Spearman Correlation:  0.33919459110320027
		Coefficient of Determination:  0.08034290409200084
		RMSE:  0.1954107702573605
		NRMSE:  0.1370957303820512
		MAPE:  272.6041169398606
		Pearson Correlation:  0.264818448342871
		Spearman Correlation:  0.2969638025411789
		Coefficient of Determination:  0.06119505873760245
		RMSE:  0.2164489968101649
		NRMSE:  0.1952823435885969
		MAPE:  110.92357216209501

	Predictor:  RandomForests
		Pearson Correlation:  0.3776872078851734
		Spearman Correlation:  0.3815503379975473
		Coefficient of Determination:  0.14023788033182383
		RMSE:  0.1889403375197448
		NRMSE:  0.13255622265234382
		MAPE:  416.20265033086054
		Pearson Correlation:  0.3244157962221784
		Spearman Correlation:  0.2757464799041295
		Coefficient of Determination:  0.10172575946716611
		RMSE:  0.21172510981542375
		NRMSE:  0.19102040781261448
		MAPE:  149.50857736682568

Protein:  PTEN
x_train_column_count:  3
x_train columns:  ['mRNA_PTEN', 'DNA_PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05240378988513572
		RMSE:  0.5837468026637292
		NRMSE:  0.09127461538014686
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011774083334460839
		RMSE:  0.7259408088203396
		NRMSE:  0.14042494754339593
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5690275755039937
		NRMSE:  0.08897311789601967
		MAPE:  304.4741530818047
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005181468299075398
		RMSE:  0.7235718660416283
		NRMSE:  0.13996670265429206
		MAPE:  391.1377632658283

	Predictor:  LinearRegression
		Pearson Correlation:  0.41588962419341313
		Spearman Correlation:  0.43246741302263064
		Coefficient of Determination:  0.1729641795117386
		RMSE:  0.5174822683472706
		NRMSE:  0.08091349673165048
		MAPE:  288.94925329695644
		Pearson Correlation:  0.4225473497784461
		Spearman Correlation:  0.44997319168568184
		Coefficient of Determination:  0.17124904565837984
		RMSE:  0.6570092082021319
		NRMSE:  0.12709091771164732
		MAPE:  265.6228832983164

	Predictor:  ElasticNet
		Pearson Correlation:  0.40399846246111054
		Spearman Correlation:  0.4309389806471902
		Coefficient of Determination:  0.1603266096530751
		RMSE:  0.5214209881631834
		NRMSE:  0.08152935472804056
		MAPE:  265.3632690546618
		Pearson Correlation:  0.4286691258309068
		Spearman Correlation:  0.44859162832454275
		Coefficient of Determination:  0.16994693671543537
		RMSE:  0.6575251423266925
		NRMSE:  0.12719071926777556
		MAPE:  249.01901461996258

	Predictor:  RandomForests
		Pearson Correlation:  0.4672345651100567
		Spearman Correlation:  0.4591334522927066
		Coefficient of Determination:  0.2103267758920705
		RMSE:  0.5056581592201916
		NRMSE:  0.07906467973109087
		MAPE:  344.4200544482602
		Pearson Correlation:  0.4180885945666071
		Spearman Correlation:  0.4547197211225426
		Coefficient of Determination:  0.16339310478244984
		RMSE:  0.6601158420369176
		NRMSE:  0.127691860499249
		MAPE:  357.9294599645899

Protein:  BRCA2
x_train_column_count:  3
x_train columns:  ['mRNA_BRCA2', 'DNA_BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00015423459462815536
		RMSE:  0.20048365981157823
		NRMSE:  0.1291568109593031
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08467605477038265
		RMSE:  0.17297650483593724
		NRMSE:  0.22621657599677922
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  LinearRegression
		Pearson Correlation:  0.042607259179672514
		Spearman Correlation:  0.04294992568599749
		Coefficient of Determination:  0.0018153785348037355
		RMSE:  0.20028615534952582
		NRMSE:  0.12902957342536694
		MAPE:  117.56895811139233
		Pearson Correlation:  -0.05060451444076569
		Spearman Correlation:  -0.031663736455566784
		Coefficient of Determination:  -0.10789089161261667
		RMSE:  0.1748177744395705
		NRMSE:  0.22862456606234288
		MAPE:  113.54419564266125

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  RandomForests
		Pearson Correlation:  0.31970454136510207
		Spearman Correlation:  0.2408103464331665
		Coefficient of Determination:  0.054202580617301876
		RMSE:  0.19495956853831028
		NRMSE:  0.1255980470531875
		MAPE:  135.64011901361627
		Pearson Correlation:  0.021699458617916098
		Spearman Correlation:  -0.027011423328607127
		Coefficient of Determination:  -0.11119317430321729
		RMSE:  0.17507811964505246
		NRMSE:  0.22896504236585685
		MAPE:  120.24225628546093

Protein:  CDKN2A
x_train_column_count:  3
x_train columns:  ['mRNA_CDKN2A', 'DNA_CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06876053865938014
		RMSE:  0.7026668514343448
		NRMSE:  0.1789276696377339
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07452018232747903
		RMSE:  0.6281215662347416
		NRMSE:  0.15805378984795088
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6796874655065666
		NRMSE:  0.1730761797526334
		MAPE:  274.2442116656758
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00044725008449963966
		RMSE:  0.6060849693149379
		NRMSE:  0.15250873639690443
		MAPE:  274.3248072759207

	Predictor:  LinearRegression
		Pearson Correlation:  0.5663381500090143
		Spearman Correlation:  0.4953005174006369
		Coefficient of Determination:  0.32073890015563267
		RMSE:  0.5601800434543106
		NRMSE:  0.14264471071638377
		MAPE:  145.65070746342573
		Pearson Correlation:  0.31482309890468774
		Spearman Correlation:  0.3271038292248033
		Coefficient of Determination:  -0.015529015772245192
		RMSE:  0.6106362533402362
		NRMSE:  0.1536539728089973
		MAPE:  285.09936453064716

	Predictor:  ElasticNet
		Pearson Correlation:  0.5660332861427247
		Spearman Correlation:  0.4856960684402333
		Coefficient of Determination:  0.31709483788631343
		RMSE:  0.5616806449721579
		NRMSE:  0.14302682513105291
		MAPE:  159.93162104915476
		Pearson Correlation:  0.317415740604606
		Spearman Correlation:  0.3309093629596379
		Coefficient of Determination:  0.031183833762464253
		RMSE:  0.5964267382159368
		NRMSE:  0.15007844246897079
		MAPE:  243.16984613094914

	Predictor:  RandomForests
		Pearson Correlation:  0.6814633627661284
		Spearman Correlation:  0.5582440271028338
		Coefficient of Determination:  0.4638574879258852
		RMSE:  0.49767907755264007
		NRMSE:  0.1267294129389728
		MAPE:  263.893146083864
		Pearson Correlation:  0.37613355440235063
		Spearman Correlation:  0.3125182383039447
		Coefficient of Determination:  -0.05482359828038019
		RMSE:  0.6223380216816197
		NRMSE:  0.1565984805821745
		MAPE:  486.48465458979456

Protein:  TP53
x_train_column_count:  3
x_train columns:  ['mRNA_TP53', 'DNA_TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0629013951002304
		RMSE:  0.43691826486349494
		NRMSE:  0.11112140819031384
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02793228386718627
		RMSE:  0.5354711484549424
		NRMSE:  0.14342336907859712
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4237929343776606
		NRMSE:  0.10778324331179852
		MAPE:  459.9790072255086
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011640203076264122
		RMSE:  0.5284530873849588
		NRMSE:  0.1415436152095778
		MAPE:  140.42972129387252

	Predictor:  LinearRegression
		Pearson Correlation:  0.5104700586699071
		Spearman Correlation:  0.4320690064792694
		Coefficient of Determination:  0.2605796807984586
		RMSE:  0.3644176491006784
		NRMSE:  0.09268232892511978
		MAPE:  770.8957367155472
		Pearson Correlation:  0.5225931726361469
		Spearman Correlation:  0.4473197920173569
		Coefficient of Determination:  0.2509176250319346
		RMSE:  0.4571077789802278
		NRMSE:  0.12243411784658573
		MAPE:  195.9696323482568

	Predictor:  ElasticNet
		Pearson Correlation:  0.5047548058717419
		Spearman Correlation:  0.4177591219397205
		Coefficient of Determination:  0.23851755691985532
		RMSE:  0.3698142647055679
		NRMSE:  0.09405484999760114
		MAPE:  661.908194053667
		Pearson Correlation:  0.5144629213349535
		Spearman Correlation:  0.4318732153767504
		Coefficient of Determination:  0.21225047355336568
		RMSE:  0.46875714243000244
		NRMSE:  0.12555434376054705
		MAPE:  172.0415619594339

	Predictor:  RandomForests
		Pearson Correlation:  0.5602481481612476
		Spearman Correlation:  0.49450872224317843
		Coefficient of Determination:  0.3035120007232104
		RMSE:  0.3536800233902058
		NRMSE:  0.08995142892499958
		MAPE:  742.620220819138
		Pearson Correlation:  0.548057323604883
		Spearman Correlation:  0.43321619764195557
		Coefficient of Determination:  0.2707383016775887
		RMSE:  0.45101971373300986
		NRMSE:  0.12080345888121331
		MAPE:  191.29685249447965

Protein:  CTNNB1
x_train_column_count:  3
x_train columns:  ['mRNA_CTNNB1', 'DNA_CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.4291206958720877
		RMSE:  0.9037435622191023
		NRMSE:  0.1777623057079273
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5497170498826627
		RMSE:  0.8436000623678614
		NRMSE:  0.27017767234966206
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  LinearRegression
		Pearson Correlation:  0.06017628696069412
		Spearman Correlation:  0.09588678934493636
		Coefficient of Determination:  0.0036211855123756687
		RMSE:  0.7546107795334123
		NRMSE:  0.14842855616314168
		MAPE:  672.4011431137344
		Pearson Correlation:  0.18479039626231866
		Spearman Correlation:  0.19979550867217796
		Coefficient of Determination:  0.019970024413197285
		RMSE:  0.670857187774057
		NRMSE:  0.21485374593630424
		MAPE:  275.9727827085837

	Predictor:  ElasticNet
		Pearson Correlation:  0.0573481470454742
		Spearman Correlation:  0.0955019070246612
		Coefficient of Determination:  0.0028359616871885818
		RMSE:  0.7549080668997452
		NRMSE:  0.14848703125486729
		MAPE:  686.220826069305
		Pearson Correlation:  0.18056904093368192
		Spearman Correlation:  0.21622464120500254
		Coefficient of Determination:  0.01270648758491233
		RMSE:  0.6733386427183625
		NRMSE:  0.21564847527642686
		MAPE:  272.62623652402976

	Predictor:  RandomForests
		Pearson Correlation:  0.3570069427734524
		Spearman Correlation:  0.31803771508088474
		Coefficient of Determination:  0.06477007630297538
		RMSE:  0.7310885116211374
		NRMSE:  0.1438018315541183
		MAPE:  713.117856559522
		Pearson Correlation:  0.2185397506203565
		Spearman Correlation:  0.2246972727217091
		Coefficient of Determination:  0.03297179015477392
		RMSE:  0.6663922985081792
		NRMSE:  0.21342378706957782
		MAPE:  269.1156382812608

Protein:  CCNE1
x_train_column_count:  3
x_train columns:  ['mRNA_CCNE1', 'DNA_CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9790551557409413
		RMSE:  0.7746141645114569
		NRMSE:  0.27590887426944144
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8285524646781477
		RMSE:  0.8763813407881366
		NRMSE:  0.2114972948785232
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4487930906545114
		NRMSE:  0.15985506345663808
		MAPE:  112.14421009479175
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0040862214035515265
		RMSE:  0.6494188844018614
		NRMSE:  0.15672439713344627
		MAPE:  115.49088793396595

	Predictor:  LinearRegression
		Pearson Correlation:  0.7402320361625658
		Spearman Correlation:  0.6962274058400395
		Coefficient of Determination:  0.5479434673613781
		RMSE:  0.30174670538378123
		NRMSE:  0.10747879087579028
		MAPE:  67.5117787557831
		Pearson Correlation:  0.7813352619397866
		Spearman Correlation:  0.7154378483522239
		Coefficient of Determination:  0.20727363047731706
		RMSE:  0.577033546398427
		NRMSE:  0.13925562815802953
		MAPE:  90.85381339003568

	Predictor:  ElasticNet
		Pearson Correlation:  0.7336538535850147
		Spearman Correlation:  0.7019672344897712
		Coefficient of Determination:  0.5186496297577725
		RMSE:  0.3113700362739679
		NRMSE:  0.11090651336561635
		MAPE:  75.90013601001598
		Pearson Correlation:  0.7812055916945018
		Spearman Correlation:  0.7105150937044102
		Coefficient of Determination:  0.5207652254716062
		RMSE:  0.4486560945330371
		NRMSE:  0.1082742704667416
		MAPE:  94.61358888675069

	Predictor:  RandomForests
		Pearson Correlation:  0.8555901031193875
		Spearman Correlation:  0.7115030650421984
		Coefficient of Determination:  0.7305818210907354
		RMSE:  0.23294833479894259
		NRMSE:  0.08297358318751294
		MAPE:  56.52821427527183
		Pearson Correlation:  0.7984648767099046
		Spearman Correlation:  0.7309889859775095
		Coefficient of Determination:  0.6102477638034867
		RMSE:  0.40460730300332876
		NRMSE:  0.09764396626283968
		MAPE:  78.44368259757474

Protein:  CCND1
x_train_column_count:  3
x_train columns:  ['mRNA_CCND1', 'DNA_CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5366759284640548
		RMSE:  0.28216244755564185
		NRMSE:  0.17771997351836757
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.30240520386774006
		RMSE:  0.3149325402631455
		NRMSE:  0.20120656537940065
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  LinearRegression
		Pearson Correlation:  0.42649023127035873
		Spearman Correlation:  0.4082172466956049
		Coefficient of Determination:  0.18189391736904403
		RMSE:  0.2058793936818677
		NRMSE:  0.1296731039515946
		MAPE:  597.3773050657828
		Pearson Correlation:  0.35668852865577205
		Spearman Correlation:  0.26432997917679774
		Coefficient of Determination:  0.12597206418327112
		RMSE:  0.25799253018654944
		NRMSE:  0.1648282862387073
		MAPE:  243.54708460171088

	Predictor:  ElasticNet
		Pearson Correlation:  0.4238928052527589
		Spearman Correlation:  0.4025793702702949
		Coefficient of Determination:  0.17472857315074386
		RMSE:  0.2067790207059945
		NRMSE:  0.13023973389221663
		MAPE:  614.060439895503
		Pearson Correlation:  0.35643659228606317
		Spearman Correlation:  0.26238980535916906
		Coefficient of Determination:  0.12052636796512362
		RMSE:  0.2587950030079358
		NRMSE:  0.16534097635344283
		MAPE:  247.89568227736035

	Predictor:  RandomForests
		Pearson Correlation:  0.49268066932663374
		Spearman Correlation:  0.44978518155098807
		Coefficient of Determination:  0.23905745780751642
		RMSE:  0.19855645127304497
		NRMSE:  0.1250607498192614
		MAPE:  545.558550562691
		Pearson Correlation:  0.3912694969552766
		Spearman Correlation:  0.3008115144081272
		Coefficient of Determination:  0.15006617485900264
		RMSE:  0.25441167161808803
		NRMSE:  0.16254051929957963
		MAPE:  251.77277359936053

Protein:  ERBB2
x_train_column_count:  3
x_train columns:  ['mRNA_ERBB2', 'DNA_ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10085609607150081
		RMSE:  1.0785113826338413
		NRMSE:  0.1837421644434709
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05671362529003088
		RMSE:  0.8919867459254164
		NRMSE:  0.19736403273048267
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959455
		RMSE:  0.875951357919715
		NRMSE:  0.1938159880340115
		MAPE:  565.705361200264

	Predictor:  LinearRegression
		Pearson Correlation:  0.8292610082637567
		Spearman Correlation:  0.6311411442698738
		Coefficient of Determination:  0.6876738198266225
		RMSE:  0.5744651033365087
		NRMSE:  0.0978695850446375
		MAPE:  257.5384239312276
		Pearson Correlation:  0.7904280538861863
		Spearman Correlation:  0.5733662514495194
		Coefficient of Determination:  0.6210022786475173
		RMSE:  0.5341928207154008
		NRMSE:  0.11819732729624975
		MAPE:  299.522722075497

	Predictor:  ElasticNet
		Pearson Correlation:  0.8290371758277334
		Spearman Correlation:  0.6313999929411919
		Coefficient of Determination:  0.6852077369168805
		RMSE:  0.5767285912803779
		NRMSE:  0.0982552074689299
		MAPE:  265.2841056042151
		Pearson Correlation:  0.7899188916649363
		Spearman Correlation:  0.575480991034801
		Coefficient of Determination:  0.6143917521802829
		RMSE:  0.5388314109994637
		NRMSE:  0.11922367761908702
		MAPE:  298.47250582530546

	Predictor:  RandomForests
		Pearson Correlation:  0.8422875254197999
		Spearman Correlation:  0.6641902978837151
		Coefficient of Determination:  0.707966488581793
		RMSE:  0.5554894337190149
		NRMSE:  0.0946367674189507
		MAPE:  525.5259546001823
		Pearson Correlation:  0.7770231374392905
		Spearman Correlation:  0.6032940377474442
		Coefficient of Determination:  0.5990953212604824
		RMSE:  0.5494147440549729
		NRMSE:  0.12156538202344794
		MAPE:  247.3352776119546

Protein:  ERBB3
x_train_column_count:  3
x_train columns:  ['mRNA_ERBB3', 'DNA_ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.24617901957450639
		RMSE:  0.5234556686317032
		NRMSE:  0.14126566093685908
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10551624527684367
		RMSE:  0.43841640970600765
		NRMSE:  0.21211918179733683
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  LinearRegression
		Pearson Correlation:  0.3815490801746107
		Spearman Correlation:  0.4097841038722461
		Coefficient of Determination:  0.14557970058209146
		RMSE:  0.43343648776968763
		NRMSE:  0.1169720677187206
		MAPE:  211.9632382914037
		Pearson Correlation:  0.5134907213506094
		Spearman Correlation:  0.5530268457212684
		Coefficient of Determination:  0.22428240688006984
		RMSE:  0.36724514020591714
		NRMSE:  0.17768435883083217
		MAPE:  191.81520589969222

	Predictor:  ElasticNet
		Pearson Correlation:  0.3786463693291676
		Spearman Correlation:  0.41472342132193446
		Coefficient of Determination:  0.14117827894096813
		RMSE:  0.4345514461744984
		NRMSE:  0.11727296299106413
		MAPE:  211.95214591624782
		Pearson Correlation:  0.5101230249583956
		Spearman Correlation:  0.5443783588324045
		Coefficient of Determination:  0.20213537944248827
		RMSE:  0.37245073929628647
		NRMSE:  0.18020298586067934
		MAPE:  193.89062315342815

	Predictor:  RandomForests
		Pearson Correlation:  0.46486685418215473
		Spearman Correlation:  0.437387903066299
		Coefficient of Determination:  0.21474829969107045
		RMSE:  0.41552210494535907
		NRMSE:  0.11213748996628203
		MAPE:  251.59688507859425
		Pearson Correlation:  0.5424618846414083
		Spearman Correlation:  0.5501866300948342
		Coefficient of Determination:  0.26533840065127934
		RMSE:  0.35739453453943376
		NRMSE:  0.17291833646505475
		MAPE:  217.8774055862619

Min-Max

In [79]:
scenario = Scenario.selfmRNA_CNA_Mutations
normalizeTechnique = NormalizeTechnique.MinMax
X, Y, Z = get_mRNA_DNA_data(normalizeTechnique)
In [80]:
X.head()
Out[80]:
mRNA_RB1 DNA_RB1 mRNA_CDH1 DNA_CDH1 mRNA_PTEN DNA_PTEN mRNA_BRCA2 DNA_BRCA2 mRNA_CDKN2A DNA_CDKN2A ... mRNA_CCND1 DNA_CCND1 mRNA_CDH2 DNA_CDH2 mRNA_CDH3 DNA_CDH3 mRNA_ERBB2 DNA_ERBB2 mRNA_ERBB3 DNA_ERBB3
TCGA-A1-A0SF-01 0.232188 0.571429 0.241819 0.303489 0.290862 0.572826 0.071908 0.351590 0.018993 0.203320 ... 0.014719 0.183055 0.001527 0.241286 0.068768 0.303489 0.022728 0.194079 0.503176 0.299033
TCGA-A1-A0SH-01 0.252392 0.549284 0.143802 0.274852 0.353551 0.456165 0.069271 0.337964 0.044777 0.279755 ... 0.020905 0.189298 0.020815 0.242531 0.056300 0.274852 0.052390 0.300000 0.274617 0.214178
TCGA-A1-A0SJ-01 0.394079 0.474598 0.913037 0.569124 0.249168 0.275236 0.174246 0.440289 0.020176 0.170561 ... 0.101310 0.382386 0.007443 0.328423 0.052447 0.569124 0.026689 0.265570 0.289823 0.137701
TCGA-A1-A0SK-01 0.005262 0.000000 0.039499 0.176432 0.127404 0.451973 0.662632 0.616618 0.127820 0.313169 ... 0.000355 0.210479 0.080472 0.274896 0.043657 0.176432 0.000000 0.137939 0.098413 0.229216
TCGA-A1-A0SQ-01 0.243405 0.254451 0.465456 0.415405 0.313780 0.449179 0.062846 0.156559 0.020077 0.280411 ... 0.344902 1.000000 0.293017 0.242116 0.015709 0.415405 0.015644 0.185088 0.570974 0.212889

5 rows × 26 columns

In [81]:
Y.head()
Out[81]:
RB1 CDH1 PTEN BRCA2 CDKN2A TP53 CTNNB1 CCNE1 CCND1 CDH2 CDH3 ERBB2 ERBB3
TCGA-A1-A0SF-01 0.017184 0.705680 0.197730 0.108550 0.17550 -0.472550 0.06978 -0.75401 -0.202360 -0.222000 -0.114060 0.25604 0.461410
TCGA-A1-A0SH-01 -0.081896 0.018364 0.699160 -0.282430 0.68156 -0.035545 -0.11192 -0.77956 -0.014111 0.072251 -0.031553 0.68354 0.033670
TCGA-A1-A0SJ-01 -0.106090 0.114310 -0.110550 0.108220 -0.00989 -0.431850 -0.85672 -0.29589 0.290760 -0.225320 0.128230 0.36458 0.430620
TCGA-A1-A0SK-01 -0.060244 -0.963820 -0.081596 0.309150 1.23630 0.898470 -0.85965 0.92670 0.045974 0.389790 -0.224090 -1.04130 -0.056604
TCGA-A1-A0SQ-01 0.376500 0.425490 0.657440 0.003187 -0.34580 -0.020122 0.39368 -1.02750 0.362490 0.292880 -0.144850 0.31196 0.649260
In [82]:
perform_kFoldCV(num_folds, scenario, normalizeTechnique, X, Y, Z)

Fold:  1

Protein:  RB1
x_train_column_count:  3
x_train columns:  ['mRNA_RB1', 'DNA_RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017832262764705176
		RMSE:  0.22609122586734381
		NRMSE:  0.08562439911658541
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0064622508272080825
		RMSE:  0.2813710133086082
		NRMSE:  0.13900150344012696
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  LinearRegression
		Pearson Correlation:  0.20326920373261573
		Spearman Correlation:  0.27022625031888176
		Coefficient of Determination:  0.041318369186091775
		RMSE:  0.21942333176816547
		NRMSE:  0.08309915991977483
		MAPE:  175.04108593233522
		Pearson Correlation:  0.2857480879246556
		Spearman Correlation:  0.3606135986733002
		Coefficient of Determination:  0.02542479532111619
		RMSE:  0.2768778973741517
		NRMSE:  0.13678183673503094
		MAPE:  108.76525992317987

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  RandomForests
		Pearson Correlation:  0.3348632844312251
		Spearman Correlation:  0.38585405470482725
		Coefficient of Determination:  0.09767190570412809
		RMSE:  0.21287655919723106
		NRMSE:  0.08061979140209469
		MAPE:  146.79212264798662
		Pearson Correlation:  0.2868087245589065
		Spearman Correlation:  0.28979434635880885
		Coefficient of Determination:  0.03049435099061537
		RMSE:  0.2761568252350111
		NRMSE:  0.13642561627631794
		MAPE:  107.45162156315156

Protein:  CDH1
x_train_column_count:  3
x_train columns:  ['mRNA_CDH1', 'DNA_CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12177449909053428
		RMSE:  1.1951653206606205
		NRMSE:  0.20089175544360185
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11829904064371455
		RMSE:  1.227018913081223
		NRMSE:  0.19873326310796913
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  LinearRegression
		Pearson Correlation:  0.6326631043068567
		Spearman Correlation:  0.5680069879672683
		Coefficient of Determination:  0.40026260355118826
		RMSE:  0.8738879812349621
		NRMSE:  0.14688921070293348
		MAPE:  487.7812518158747
		Pearson Correlation:  0.6607881864892997
		Spearman Correlation:  0.6431567651936396
		Coefficient of Determination:  0.4336632177510208
		RMSE:  0.8731918333158549
		NRMSE:  0.1414259067273258
		MAPE:  291.64974724245127

	Predictor:  ElasticNet
		Pearson Correlation:  0.5829616977233301
		Spearman Correlation:  0.5479037958015781
		Coefficient of Determination:  0.25176501216841163
		RMSE:  0.9760997634632042
		NRMSE:  0.16406968272959913
		MAPE:  395.34268085127667
		Pearson Correlation:  0.645849152515704
		Spearman Correlation:  0.6389864403472834
		Coefficient of Determination:  0.29561873073810985
		RMSE:  0.973814372861746
		NRMSE:  0.15772316621776847
		MAPE:  233.5045564593874

	Predictor:  RandomForests
		Pearson Correlation:  0.7213244570400039
		Spearman Correlation:  0.5942373412705858
		Coefficient of Determination:  0.5194569362550763
		RMSE:  0.7822424099770637
		NRMSE:  0.13148478139899883
		MAPE:  300.2007646708796
		Pearson Correlation:  0.7465998349399987
		Spearman Correlation:  0.6562231643594731
		Coefficient of Determination:  0.5540542904091961
		RMSE:  0.7748422182042797
		NRMSE:  0.12549677985881244
		MAPE:  150.95901062986337

Protein:  CDH2
x_train_column_count:  3
x_train columns:  ['mRNA_CDH2', 'DNA_CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004084060130477685
		RMSE:  0.37195168053170635
		NRMSE:  0.13741024893390016
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006474841096328898
		RMSE:  0.3763274359057868
		NRMSE:  0.1942134674644098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  LinearRegression
		Pearson Correlation:  0.16137180773813015
		Spearman Correlation:  0.027332008895292137
		Coefficient of Determination:  0.026040860332672167
		RMSE:  0.3663294699731344
		NRMSE:  0.13533323357720706
		MAPE:  299.13991317706063
		Pearson Correlation:  0.04697464071038725
		Spearman Correlation:  0.09022534386889086
		Coefficient of Determination:  -0.0002842825448872155
		RMSE:  0.3751683058926436
		NRMSE:  0.193615268562029
		MAPE:  106.76505249316418

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  RandomForests
		Pearson Correlation:  0.26964138016702527
		Spearman Correlation:  0.2051651401310723
		Coefficient of Determination:  0.06625247938190704
		RMSE:  0.358687481531217
		NRMSE:  0.13251005091903822
		MAPE:  443.56812591659616
		Pearson Correlation:  -0.05647235273688993
		Spearman Correlation:  -0.0535737574162081
		Coefficient of Determination:  -0.08422416489625695
		RMSE:  0.39059255499800866
		NRMSE:  0.20157534964029966
		MAPE:  103.75200938313249

Protein:  CDH3
x_train_column_count:  3
x_train columns:  ['mRNA_CDH3', 'DNA_CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003025178489952651
		RMSE:  0.20883135309817671
		NRMSE:  0.14651130458142275
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.766266116724594e-05
		RMSE:  0.2045852237570374
		NRMSE:  0.1565890990172577
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  LinearRegression
		Pearson Correlation:  0.24860196093067563
		Spearman Correlation:  0.3066728575457907
		Coefficient of Determination:  0.06180293497857714
		RMSE:  0.20224465673949088
		NRMSE:  0.14189022895232845
		MAPE:  291.8153117606787
		Pearson Correlation:  0.42033229281364304
		Spearman Correlation:  0.4547702663154814
		Coefficient of Determination:  0.16065258119904446
		RMSE:  0.1874272020959975
		NRMSE:  0.14345638540539107
		MAPE:  198.92792755838983

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  RandomForests
		Pearson Correlation:  0.3547624168172229
		Spearman Correlation:  0.3369248853188327
		Coefficient of Determination:  0.12255321521867268
		RMSE:  0.1955871934699409
		NRMSE:  0.13721950487591972
		MAPE:  380.73785707478424
		Pearson Correlation:  0.43973084451451977
		Spearman Correlation:  0.42425255072794343
		Coefficient of Determination:  0.17323139443888846
		RMSE:  0.1860174690266897
		NRMSE:  0.1423773786857274
		MAPE:  336.9452681438514

Protein:  PTEN
x_train_column_count:  3
x_train columns:  ['mRNA_PTEN', 'DNA_PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.042477457330321045
		RMSE:  0.639641264822803
		NRMSE:  0.10001427016227082
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.028094267476815427
		RMSE:  0.5035947533045023
		NRMSE:  0.16597282753427667
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.458230587102
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389449
		RMSE:  0.49877990548911916
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809618

	Predictor:  LinearRegression
		Pearson Correlation:  0.428851442797307
		Spearman Correlation:  0.4454106128203037
		Coefficient of Determination:  0.1839135599893318
		RMSE:  0.5659410783727593
		NRMSE:  0.08849051338796955
		MAPE:  339.93104587565057
		Pearson Correlation:  0.34678748200463677
		Spearman Correlation:  0.39748804994634673
		Coefficient of Determination:  0.0987797182291762
		RMSE:  0.4714983816344476
		NRMSE:  0.15539462844718463
		MAPE:  168.93293793562773

	Predictor:  ElasticNet
		Pearson Correlation:  0.3840029914231387
		Spearman Correlation:  0.4482285515373434
		Coefficient of Determination:  0.041199616056338595
		RMSE:  0.6134331431552703
		NRMSE:  0.09591636981553753
		MAPE:  333.1694520594424
		Pearson Correlation:  0.23765431022083924
		Spearman Correlation:  0.38777192469027416
		Coefficient of Determination:  0.018904059340505763
		RMSE:  0.49194943641763667
		NRMSE:  0.16213480865389118
		MAPE:  161.71331937297182

	Predictor:  RandomForests
		Pearson Correlation:  0.4675690582172748
		Spearman Correlation:  0.4757284062189877
		Coefficient of Determination:  0.21164568809492623
		RMSE:  0.5562421061560197
		NRMSE:  0.08697398266844182
		MAPE:  403.39167522660387
		Pearson Correlation:  0.3844380312189888
		Spearman Correlation:  0.3978438785411829
		Coefficient of Determination:  0.13856104935750702
		RMSE:  0.4609745832863918
		NRMSE:  0.1519262353458545
		MAPE:  189.97346503413263

Protein:  BRCA2
x_train_column_count:  3
x_train columns:  ['mRNA_BRCA2', 'DNA_BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026562361008646285
		RMSE:  0.19787350383771835
		NRMSE:  0.12800221484333532
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00017758204834872338
		RMSE:  0.18475106890837595
		NRMSE:  0.18489898809885505
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  LinearRegression
		Pearson Correlation:  0.032629391273553444
		Spearman Correlation:  0.0006863514914322238
		Coefficient of Determination:  0.0010646771748825667
		RMSE:  0.19750600275601585
		NRMSE:  0.12776448239557
		MAPE:  120.4199457443768
		Pearson Correlation:  -0.07897401064425709
		Spearman Correlation:  -0.04044488396852578
		Coefficient of Determination:  -0.012446345698319261
		RMSE:  0.18588074751809686
		NRMSE:  0.1860295711750369
		MAPE:  104.18226869116702

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  RandomForests
		Pearson Correlation:  0.35245522468721424
		Spearman Correlation:  0.2993502555469365
		Coefficient of Determination:  0.06183469398171437
		RMSE:  0.19140412743196722
		NRMSE:  0.12381724569622554
		MAPE:  109.76861267945004
		Pearson Correlation:  0.014645645036438056
		Spearman Correlation:  0.04242364383283092
		Coefficient of Determination:  -0.006752627486372731
		RMSE:  0.18535733965001716
		NRMSE:  0.18550574424541352
		MAPE:  109.72221575354264

Protein:  CDKN2A
x_train_column_count:  3
x_train columns:  ['mRNA_CDKN2A', 'DNA_CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.062199248812668806
		RMSE:  0.6624014175436462
		NRMSE:  0.14974599695798488
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10057809021042674
		RMSE:  0.783524323220729
		NRMSE:  0.21159176970584093
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6427147371513342
		NRMSE:  0.145295521001771
		MAPE:  207.86247046219444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010510594090658465
		RMSE:  0.7507796405829533
		NRMSE:  0.20274902527219912
		MAPE:  439.74244050751946

	Predictor:  LinearRegression
		Pearson Correlation:  0.48942788112969765
		Spearman Correlation:  0.42242544253713993
		Coefficient of Determination:  0.2395396508271055
		RMSE:  0.5604753869810942
		NRMSE:  0.12670405492960193
		MAPE:  162.737291117048
		Pearson Correlation:  0.5966058458325866
		Spearman Correlation:  0.5205931128670374
		Coefficient of Determination:  0.3539384198584181
		RMSE:  0.6003147429436976
		NRMSE:  0.1621157825934911
		MAPE:  197.6155854710305

	Predictor:  ElasticNet
		Pearson Correlation:  0.4889333301435524
		Spearman Correlation:  0.4372573599558185
		Coefficient of Determination:  0.02753000686609841
		RMSE:  0.6338060244515497
		NRMSE:  0.14328156989975122
		MAPE:  204.5149724641318
		Pearson Correlation:  0.5977347226882639
		Spearman Correlation:  0.522636815920398
		Coefficient of Determination:  0.029158886467395395
		RMSE:  0.7358954732025642
		NRMSE:  0.1987295363766039
		MAPE:  423.8310359528594

	Predictor:  RandomForests
		Pearson Correlation:  0.6041562273678246
		Spearman Correlation:  0.5147069169225836
		Coefficient of Determination:  0.3644871906789572
		RMSE:  0.5123661294404889
		NRMSE:  0.11582821960901747
		MAPE:  223.19924217348762
		Pearson Correlation:  0.6756320582291276
		Spearman Correlation:  0.5195553010106929
		Coefficient of Determination:  0.4427695893058061
		RMSE:  0.5575187226724603
		NRMSE:  0.15055866126720505
		MAPE:  518.4283627487548

Protein:  TP53
x_train_column_count:  3
x_train columns:  ['mRNA_TP53', 'DNA_TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05546789854165435
		RMSE:  0.4652085657713222
		NRMSE:  0.11180210665016156
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04275496084346875
		RMSE:  0.4295356456720749
		NRMSE:  0.1544592202783541
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  LinearRegression
		Pearson Correlation:  0.5092263411661889
		Spearman Correlation:  0.41848196334947646
		Coefficient of Determination:  0.2593114665375037
		RMSE:  0.38971130016880456
		NRMSE:  0.09365808703888599
		MAPE:  696.5034481336378
		Pearson Correlation:  0.5069920231554162
		Spearman Correlation:  0.4382743147010049
		Coefficient of Determination:  0.2505083237794835
		RMSE:  0.3641593665394239
		NRMSE:  0.13095018394743568
		MAPE:  506.3393514815698

	Predictor:  ElasticNet
		Pearson Correlation:  0.39909793557962253
		Spearman Correlation:  0.3885884406197226
		Coefficient of Determination:  0.12535616123398052
		RMSE:  0.42348770760810817
		NRMSE:  0.10177546445760832
		MAPE:  537.1921154489185
		Pearson Correlation:  0.5023542925215839
		Spearman Correlation:  0.4888401131596918
		Coefficient of Determination:  0.18049958760263807
		RMSE:  0.38078748480330077
		NRMSE:  0.1369295856748897
		MAPE:  567.4667962543093

	Predictor:  RandomForests
		Pearson Correlation:  0.5575020364366732
		Spearman Correlation:  0.4601214101805722
		Coefficient of Determination:  0.2999560458893895
		RMSE:  0.37886792793286383
		NRMSE:  0.09105213360559093
		MAPE:  660.8976978045634
		Pearson Correlation:  0.5115748976089421
		Spearman Correlation:  0.4910781963197371
		Coefficient of Determination:  0.25968208191413633
		RMSE:  0.3619238543568273
		NRMSE:  0.13014630312374673
		MAPE:  341.63644096631134

Protein:  CTNNB1
x_train_column_count:  3
x_train columns:  ['mRNA_CTNNB1', 'DNA_CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.41897644861846284
		RMSE:  0.8782004120680554
		NRMSE:  0.17699587078381512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5843844136424388
		RMSE:  0.9452480588674593
		NRMSE:  0.23451795238114906
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  LinearRegression
		Pearson Correlation:  0.09332202022972687
		Spearman Correlation:  0.15755303042235122
		Coefficient of Determination:  0.008708999459757338
		RMSE:  0.7340178555617521
		NRMSE:  0.1479367667456219
		MAPE:  627.6931224228314
		Pearson Correlation:  0.021845495544679926
		Spearman Correlation:  -0.017788508438201154
		Coefficient of Determination:  -0.018418053434899218
		RMSE:  0.7578418041543133
		NRMSE:  0.18802208211043353
		MAPE:  283.27296609436735

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  RandomForests
		Pearson Correlation:  0.34309296408022605
		Spearman Correlation:  0.32364019578930675
		Coefficient of Determination:  0.08671314141692965
		RMSE:  0.7045464762769126
		NRMSE:  0.1419969922157552
		MAPE:  604.0148832752354
		Pearson Correlation:  -0.04539183929711445
		Spearman Correlation:  -0.039027616132749444
		Coefficient of Determination:  -0.060229416319445894
		RMSE:  0.773242005078679
		NRMSE:  0.1918429030612512
		MAPE:  379.1313698002579

Protein:  CCNE1
x_train_column_count:  3
x_train columns:  ['mRNA_CCNE1', 'DNA_CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.7135069779129597
		RMSE:  0.7967382438332794
		NRMSE:  0.19227700939577658
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.179220592822603
		RMSE:  0.7927883268238614
		NRMSE:  0.2823823069719898
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.48367116033059243
		NRMSE:  0.11672446372338549
		MAPE:  119.9663870203584
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008650225247206267
		RMSE:  0.5393577763958428
		NRMSE:  0.19211318838676503
		MAPE:  85.21064296831354

	Predictor:  LinearRegression
		Pearson Correlation:  0.7228799688694009
		Spearman Correlation:  0.7012303297288327
		Coefficient of Determination:  0.522555449392626
		RMSE:  0.33420401501819114
		NRMSE:  0.08065352583878928
		MAPE:  92.66847666958556
		Pearson Correlation:  0.7574252905876395
		Spearman Correlation:  0.6898839137645107
		Coefficient of Determination:  0.5203118095417595
		RMSE:  0.37195137036806825
		NRMSE:  0.1324849048506031
		MAPE:  53.05461907939909

	Predictor:  ElasticNet
		Pearson Correlation:  0.6299128187435219
		Spearman Correlation:  0.42455618567755726
		Coefficient of Determination:  0.07050947686675524
		RMSE:  0.4663077953981774
		NRMSE:  0.11253415918096807
		MAPE:  118.39957070631839
		Pearson Correlation:  0.5684286150319773
		Spearman Correlation:  0.4360306311579359
		Coefficient of Determination:  0.061891989573958694
		RMSE:  0.5201553527004426
		NRMSE:  0.18527350051663136
		MAPE:  81.62428512978646

	Predictor:  RandomForests
		Pearson Correlation:  0.8583409435301661
		Spearman Correlation:  0.7205259681179281
		Coefficient of Determination:  0.7312774662682309
		RMSE:  0.2507276530885667
		NRMSE:  0.06050815770653443
		MAPE:  54.067381214004286
		Pearson Correlation:  0.8219395862432949
		Spearman Correlation:  0.7051977409418355
		Coefficient of Determination:  0.6753801857024391
		RMSE:  0.30598079049312005
		NRMSE:  0.10898692448552806
		MAPE:  49.012415037783356

Protein:  CCND1
x_train_column_count:  3
x_train columns:  ['mRNA_CCND1', 'DNA_CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.46307157054532877
		RMSE:  0.2889602070536637
		NRMSE:  0.17371452011738692
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5143850316766378
		RMSE:  0.2891269997261264
		NRMSE:  0.20591917819933792
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  LinearRegression
		Pearson Correlation:  0.4047788713220998
		Spearman Correlation:  0.3765251379701422
		Coefficient of Determination:  0.16384593466879294
		RMSE:  0.21844816801096514
		NRMSE:  0.13132472136379578
		MAPE:  343.5497360598718
		Pearson Correlation:  0.4762388818459446
		Spearman Correlation:  0.46304750756023805
		Coefficient of Determination:  0.10601865621769091
		RMSE:  0.22214406935133277
		NRMSE:  0.15821325661738134
		MAPE:  1127.5581988167357

	Predictor:  ElasticNet
		Pearson Correlation:  0.2790804652855324
		Spearman Correlation:  0.21867115766019887
		Coefficient of Determination:  0.022788594431957243
		RMSE:  0.23615629013294498
		NRMSE:  0.14197033228706218
		MAPE:  399.5508053747819
		Pearson Correlation:  0.404323887289031
		Spearman Correlation:  0.2626277336889033
		Coefficient of Determination:  0.034930108776853874
		RMSE:  0.23080747962718678
		NRMSE:  0.1643834251803222
		MAPE:  1350.4118011861035

	Predictor:  RandomForests
		Pearson Correlation:  0.4690056136004898
		Spearman Correlation:  0.4039306298985853
		Coefficient of Determination:  0.21318648384576055
		RMSE:  0.21190497841461634
		NRMSE:  0.1273911449992283
		MAPE:  314.873635695826
		Pearson Correlation:  0.511752113664257
		Spearman Correlation:  0.46486934141170444
		Coefficient of Determination:  0.26107166697014894
		RMSE:  0.201962926432947
		NRMSE:  0.14384004218630492
		MAPE:  1141.4580559848046

Protein:  ERBB2
x_train_column_count:  3
x_train columns:  ['mRNA_ERBB2', 'DNA_ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10512598969709641
		RMSE:  1.0713675802437574
		NRMSE:  0.18252510013182233
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.044647408489899565
		RMSE:  0.9270678870989714
		NRMSE:  0.17190207437399804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  LinearRegression
		Pearson Correlation:  0.8299714239121487
		Spearman Correlation:  0.6256632053976661
		Coefficient of Determination:  0.6888525645107596
		RMSE:  0.5684806897383324
		NRMSE:  0.0968500416952029
		MAPE:  291.2746898372921
		Pearson Correlation:  0.7921851259713263
		Spearman Correlation:  0.5722807530972589
		Coefficient of Determination:  0.6197226252124242
		RMSE:  0.5593413363496378
		NRMSE:  0.10371617584825474
		MAPE:  288.31820667795154

	Predictor:  ElasticNet
		Pearson Correlation:  0.8209572973205845
		Spearman Correlation:  0.6126912637038301
		Coefficient of Determination:  0.4599384884196014
		RMSE:  0.7489524020302397
		NRMSE:  0.12759636813299483
		MAPE:  445.5016368558214
		Pearson Correlation:  0.7860307732380711
		Spearman Correlation:  0.5494634669788313
		Coefficient of Determination:  0.4118093743893736
		RMSE:  0.6956418820485383
		NRMSE:  0.1289897797234449
		MAPE:  400.8373886867916

	Predictor:  RandomForests
		Pearson Correlation:  0.84260378140247
		Spearman Correlation:  0.6511641873981912
		Coefficient of Determination:  0.7085731918046572
		RMSE:  0.550170568575965
		NRMSE:  0.09373061120261088
		MAPE:  409.833532108463
		Pearson Correlation:  0.800573834774456
		Spearman Correlation:  0.6839862179333472
		Coefficient of Determination:  0.6316305147340051
		RMSE:  0.5505141620332454
		NRMSE:  0.10207939218120628
		MAPE:  293.3346995341213

Protein:  ERBB3
x_train_column_count:  3
x_train columns:  ['mRNA_ERBB3', 'DNA_ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20107865915633893
		RMSE:  0.5031866190144979
		NRMSE:  0.13579562619977975
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27170508071542576
		RMSE:  0.5249654097328843
		NRMSE:  0.21064675210776365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  LinearRegression
		Pearson Correlation:  0.4064762248753169
		Spearman Correlation:  0.44252263799339286
		Coefficient of Determination:  0.16522292138888917
		RMSE:  0.4194967651461704
		NRMSE:  0.11321013667528557
		MAPE:  201.6235274916139
		Pearson Correlation:  0.40805545271033933
		Spearman Correlation:  0.45286368752312417
		Coefficient of Determination:  0.1632265636637812
		RMSE:  0.4258350723995506
		NRMSE:  0.17086987689375904
		MAPE:  198.80322557353682

	Predictor:  ElasticNet
		Pearson Correlation:  0.4002107913871715
		Spearman Correlation:  0.4461608353851102
		Coefficient of Determination:  0.04383943877554741
		RMSE:  0.4489611601225439
		NRMSE:  0.12116173120347591
		MAPE:  212.3440091888109
		Pearson Correlation:  0.4241326159508129
		Spearman Correlation:  0.47324952839944506
		Coefficient of Determination:  0.041458769712843124
		RMSE:  0.45576700800318737
		NRMSE:  0.18288031587184905
		MAPE:  243.54596984138192

	Predictor:  RandomForests
		Pearson Correlation:  0.48996065959677
		Spearman Correlation:  0.4663514535695274
		Coefficient of Determination:  0.23831379250766205
		RMSE:  0.4007111288442711
		NRMSE:  0.1081404326156388
		MAPE:  241.91682788049184
		Pearson Correlation:  0.4307955532871659
		Spearman Correlation:  0.47561773636705074
		Coefficient of Determination:  0.17680156289238458
		RMSE:  0.42236678109616
		NRMSE:  0.16947819606131226
		MAPE:  271.2299089364279


Fold:  2

Protein:  RB1
x_train_column_count:  3
x_train columns:  ['mRNA_RB1', 'DNA_RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.012372001566697044
		RMSE:  0.23649063304821735
		NRMSE:  0.08648721220312221
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0009378943328373079
		RMSE:  0.2450188572791325
		NRMSE:  0.14037816530069125
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  LinearRegression
		Pearson Correlation:  0.25982154799993096
		Spearman Correlation:  0.3307634998978648
		Coefficient of Determination:  0.06750723680508053
		RMSE:  0.2269690375258903
		NRMSE:  0.08300506053462928
		MAPE:  209.28102304154197
		Pearson Correlation:  0.05319026263705211
		Spearman Correlation:  0.10110720905277534
		Coefficient of Determination:  -0.05266995676771269
		RMSE:  0.25127082085207364
		NRMSE:  0.1439600903232882
		MAPE:  277.7602628080221

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  RandomForests
		Pearson Correlation:  0.3593880562044696
		Spearman Correlation:  0.41281497651433136
		Coefficient of Determination:  0.11859992967643984
		RMSE:  0.22066345886362956
		NRMSE:  0.08069904142174868
		MAPE:  210.33895035749302
		Pearson Correlation:  0.11225072097267615
		Spearman Correlation:  0.10809789138175945
		Coefficient of Determination:  -0.01837941833127621
		RMSE:  0.24714438680480813
		NRMSE:  0.14159594069324755
		MAPE:  297.3746238915008

Protein:  CDH1
x_train_column_count:  3
x_train columns:  ['mRNA_CDH1', 'DNA_CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0848918633043636
		RMSE:  1.167193365558287
		NRMSE:  0.18724526599154356
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3357437347566168
		RMSE:  1.329821844339591
		NRMSE:  0.2361608674018098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  LinearRegression
		Pearson Correlation:  0.6321421347087326
		Spearman Correlation:  0.5495152531665776
		Coefficient of Determination:  0.3996036784741134
		RMSE:  0.8682975901687989
		NRMSE:  0.13929535416199548
		MAPE:  415.01678370323816
		Pearson Correlation:  0.6470288848328499
		Spearman Correlation:  0.697312457321237
		Coefficient of Determination:  0.39098114955052476
		RMSE:  0.8979398739929576
		NRMSE:  0.15946366080500046
		MAPE:  262.942264291915

	Predictor:  ElasticNet
		Pearson Correlation:  0.5986710591657005
		Spearman Correlation:  0.5222626767721071
		Coefficient of Determination:  0.25848554406392177
		RMSE:  0.9649601871617527
		NRMSE:  0.15480230803910366
		MAPE:  342.2166270854311
		Pearson Correlation:  0.5752497561680046
		Spearman Correlation:  0.6594624914642475
		Coefficient of Determination:  0.22598299659006693
		RMSE:  1.0122951132405344
		NRMSE:  0.17977181908018725
		MAPE:  184.50200642877786

	Predictor:  RandomForests
		Pearson Correlation:  0.7479140980951382
		Spearman Correlation:  0.6004232280083732
		Coefficient of Determination:  0.557923784523705
		RMSE:  0.7450718565027034
		NRMSE:  0.11952704844833614
		MAPE:  197.8066729333628
		Pearson Correlation:  0.6516125561974146
		Spearman Correlation:  0.7058225540220889
		Coefficient of Determination:  0.38812580542004294
		RMSE:  0.9000423780210769
		NRMSE:  0.1598370410266519
		MAPE:  245.9722700826954

Protein:  CDH2
x_train_column_count:  3
x_train columns:  ['mRNA_CDH2', 'DNA_CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0042702958885580955
		RMSE:  0.36888339320753855
		NRMSE:  0.13366308906715652
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005559500410650786
		RMSE:  0.3881548727768219
		NRMSE:  0.20448899349205915
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  LinearRegression
		Pearson Correlation:  0.14938620447186002
		Spearman Correlation:  0.04481920699168721
		Coefficient of Determination:  0.022316238086508178
		RMSE:  0.3639678275852451
		NRMSE:  0.13188195796262234
		MAPE:  343.8512107378154
		Pearson Correlation:  0.13149888837385415
		Spearman Correlation:  0.05064871719832212
		Coefficient of Determination:  0.016700069717749066
		RMSE:  0.3838346346330534
		NRMSE:  0.2022129917937031
		MAPE:  121.20230431889179

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  RandomForests
		Pearson Correlation:  0.23269711502162294
		Spearman Correlation:  0.1783552138486899
		Coefficient of Determination:  0.046284439956497114
		RMSE:  0.35947875554582365
		NRMSE:  0.1302553647169446
		MAPE:  407.5716373044224
		Pearson Correlation:  0.19590961313749478
		Spearman Correlation:  0.1023977451092562
		Coefficient of Determination:  0.037813287597198486
		RMSE:  0.37969146366717804
		NRMSE:  0.20003027319322192
		MAPE:  125.00119717504997

Protein:  CDH3
x_train_column_count:  3
x_train columns:  ['mRNA_CDH3', 'DNA_CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032535082492379797
		RMSE:  0.20804431995898212
		NRMSE:  0.15657381105189322
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10171995354262497
		RMSE:  0.2077503373255318
		NRMSE:  0.17094572313464315
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  LinearRegression
		Pearson Correlation:  0.3353915674508605
		Spearman Correlation:  0.350065975213623
		Coefficient of Determination:  0.11248750351714532
		RMSE:  0.19567608833236516
		NRMSE:  0.14726550038936814
		MAPE:  272.21772308698814
		Pearson Correlation:  0.08053707455148888
		Spearman Correlation:  0.16048190420446787
		Coefficient of Determination:  -0.20288164561325783
		RMSE:  0.21707888346885532
		NRMSE:  0.17862164360146082
		MAPE:  646.4624885962166

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  RandomForests
		Pearson Correlation:  0.42423575986792816
		Spearman Correlation:  0.3900920743897405
		Coefficient of Determination:  0.17872988250879573
		RMSE:  0.18823203180742976
		NRMSE:  0.14166311576274318
		MAPE:  417.9297769450251
		Pearson Correlation:  0.13033387649362008
		Spearman Correlation:  0.22635278212279497
		Coefficient of Determination:  -0.22105868202915246
		RMSE:  0.21871289945196223
		NRMSE:  0.17996618073888115
		MAPE:  756.7517940538664

Protein:  PTEN
x_train_column_count:  3
x_train columns:  ['mRNA_PTEN', 'DNA_PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.03862384422015608
		RMSE:  0.6356813050691055
		NRMSE:  0.09939509109047072
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04557869434051831
		RMSE:  0.5231599683741948
		NRMSE:  0.17546282813730707
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  LinearRegression
		Pearson Correlation:  0.430308333743975
		Spearman Correlation:  0.4633292902892238
		Coefficient of Determination:  0.18516526208951622
		RMSE:  0.5630475366114667
		NRMSE:  0.08803807937009876
		MAPE:  291.94367063050237
		Pearson Correlation:  0.39376710515770297
		Spearman Correlation:  0.34454687347575846
		Coefficient of Determination:  0.09129103759274926
		RMSE:  0.48771773476180363
		NRMSE:  0.1635758434269532
		MAPE:  582.5515737502973

	Predictor:  ElasticNet
		Pearson Correlation:  0.4077673357170652
		Spearman Correlation:  0.4627374797628232
		Coefficient of Determination:  0.03187267942657768
		RMSE:  0.6137288416178032
		NRMSE:  0.09596260520956972
		MAPE:  246.1520593637891
		Pearson Correlation:  0.3799146499312148
		Spearman Correlation:  0.3421080870159009
		Coefficient of Determination:  0.04457702194345203
		RMSE:  0.500096693665667
		NRMSE:  0.16772762733621782
		MAPE:  422.3664052367642

	Predictor:  RandomForests
		Pearson Correlation:  0.4822582186220226
		Spearman Correlation:  0.4976141801724072
		Coefficient of Determination:  0.22618424042930263
		RMSE:  0.5486925710344498
		NRMSE:  0.0857935378054022
		MAPE:  279.1217603166806
		Pearson Correlation:  0.331205192778205
		Spearman Correlation:  0.32553763483158277
		Coefficient of Determination:  0.06697912535133244
		RMSE:  0.4941989547437926
		NRMSE:  0.16574958235302947
		MAPE:  614.5946555477958

Protein:  BRCA2
x_train_column_count:  3
x_train columns:  ['mRNA_BRCA2', 'DNA_BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004232193403179485
		RMSE:  0.1957372843548259
		NRMSE:  0.12609907189874434
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0041831029428383015
		RMSE:  0.19359139518213575
		NRMSE:  0.1310414025181481
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  LinearRegression
		Pearson Correlation:  0.04354041876643128
		Spearman Correlation:  0.06411070678083816
		Coefficient of Determination:  0.0018957680663561627
		RMSE:  0.19513916273414944
		NRMSE:  0.12571374632575258
		MAPE:  115.52000517637633
		Pearson Correlation:  -0.08069036425117294
		Spearman Correlation:  -0.14521997853867918
		Coefficient of Determination:  -0.0272601331885014
		RMSE:  0.19580321210540141
		NRMSE:  0.1325385743912338
		MAPE:  119.78626761553635

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  RandomForests
		Pearson Correlation:  0.3182480749407697
		Spearman Correlation:  0.25277475189632104
		Coefficient of Determination:  0.057482583285449085
		RMSE:  0.1896274395008869
		NRMSE:  0.12216295023410334
		MAPE:  117.74965665255665
		Pearson Correlation:  0.10540044416266692
		Spearman Correlation:  0.06982886661471256
		Coefficient of Determination:  -0.006322419626726639
		RMSE:  0.1937974995053621
		NRMSE:  0.13118091388204536
		MAPE:  109.48560644974674

Protein:  CDKN2A
x_train_column_count:  3
x_train columns:  ['mRNA_CDKN2A', 'DNA_CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07796029040511754
		RMSE:  0.688717064305458
		NRMSE:  0.155695052403178
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04182297654643197
		RMSE:  0.6873705418142212
		NRMSE:  0.18569552134596423
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6633450034781481
		NRMSE:  0.14995930902637006
		MAPE:  291.0442764508337
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00497373418246827
		RMSE:  0.6751049711753466
		NRMSE:  0.1823819351565125
		MAPE:  246.23249271843073

	Predictor:  LinearRegression
		Pearson Correlation:  0.5114269887242209
		Spearman Correlation:  0.421390017782988
		Coefficient of Determination:  0.2615575647955246
		RMSE:  0.5700300951369379
		NRMSE:  0.12886404320943548
		MAPE:  165.434745848509
		Pearson Correlation:  0.5556238442766467
		Spearman Correlation:  0.5176421812506098
		Coefficient of Determination:  0.29610562447046385
		RMSE:  0.5649990242763141
		NRMSE:  0.15263643404914473
		MAPE:  188.81134911787154

	Predictor:  ElasticNet
		Pearson Correlation:  0.5108985010396406
		Spearman Correlation:  0.4272478338510351
		Coefficient of Determination:  0.0392338399683273
		RMSE:  0.6502020152866084
		NRMSE:  0.1469881350257959
		MAPE:  281.5073001071029
		Pearson Correlation:  0.5625411115256918
		Spearman Correlation:  0.5269046922251489
		Coefficient of Determination:  0.03302314879590662
		RMSE:  0.6622195366527049
		NRMSE:  0.17890089060209233
		MAPE:  240.44098014508464

	Predictor:  RandomForests
		Pearson Correlation:  0.6099109413701264
		Spearman Correlation:  0.4890325719324427
		Coefficient of Determination:  0.37084429209229297
		RMSE:  0.5261608528001954
		NRMSE:  0.11894672833733363
		MAPE:  258.92294088634793
		Pearson Correlation:  0.6814150338271348
		Spearman Correlation:  0.5686824725091613
		Coefficient of Determination:  0.44683974780220026
		RMSE:  0.500863556855956
		NRMSE:  0.1353100164404463
		MAPE:  210.33707010811864

Protein:  TP53
x_train_column_count:  3
x_train columns:  ['mRNA_TP53', 'DNA_TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056514421630322165
		RMSE:  0.4680116353271619
		NRMSE:  0.125354663272308
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.038787823290495904
		RMSE:  0.4172475009588805
		NRMSE:  0.13741067049526773
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941389
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  LinearRegression
		Pearson Correlation:  0.5089851407935634
		Spearman Correlation:  0.4318947211131587
		Coefficient of Determination:  0.2590658735486435
		RMSE:  0.39193020494550723
		NRMSE:  0.10497661843993766
		MAPE:  342.2246604368844
		Pearson Correlation:  0.5108069242821148
		Spearman Correlation:  0.4486684225929178
		Coefficient of Determination:  0.25353443402639986
		RMSE:  0.3537001211064033
		NRMSE:  0.11648283257250232
		MAPE:  1890.2813927619218

	Predictor:  ElasticNet
		Pearson Correlation:  0.41407774446365936
		Spearman Correlation:  0.42181987707319435
		Coefficient of Determination:  0.141478704213303
		RMSE:  0.4218853761592253
		NRMSE:  0.11299996682984473
		MAPE:  330.5996468489922
		Pearson Correlation:  0.3681152329639372
		Spearman Correlation:  0.3812554872695347
		Coefficient of Determination:  0.1170684373312817
		RMSE:  0.3846748916837201
		NRMSE:  0.12668364619915037
		MAPE:  1583.0208302206152

	Predictor:  RandomForests
		Pearson Correlation:  0.5650362928773421
		Spearman Correlation:  0.49644063857988907
		Coefficient of Determination:  0.31189271803654317
		RMSE:  0.37770002396838825
		NRMSE:  0.10116513297666754
		MAPE:  417.0528880928532
		Pearson Correlation:  0.5339125318635124
		Spearman Correlation:  0.42117820261233396
		Coefficient of Determination:  0.27747543880771175
		RMSE:  0.3479818771870137
		NRMSE:  0.11459966316055117
		MAPE:  1960.7005380272312

Protein:  CTNNB1
x_train_column_count:  3
x_train columns:  ['mRNA_CTNNB1', 'DNA_CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3748966387166963
		RMSE:  0.8500866572002603
		NRMSE:  0.167208233123576
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8495839638322671
		RMSE:  1.0424819908687044
		NRMSE:  0.25944650229429445
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  LinearRegression
		Pearson Correlation:  0.10148571420360308
		Spearman Correlation:  0.1309787120425295
		Coefficient of Determination:  0.010299350187415346
		RMSE:  0.7212404940853107
		NRMSE:  0.14186477066980935
		MAPE:  590.4196344581454
		Pearson Correlation:  0.06390237276745699
		Spearman Correlation:  0.01468637206126232
		Coefficient of Determination:  -0.13222004207433025
		RMSE:  0.8156370677085635
		NRMSE:  0.2029907338564405
		MAPE:  176.65526040894858

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  RandomForests
		Pearson Correlation:  0.3190111485131608
		Spearman Correlation:  0.2990164726438582
		Coefficient of Determination:  0.07674871349886081
		RMSE:  0.6966074828316737
		NRMSE:  0.13701956782684377
		MAPE:  629.8261580498948
		Pearson Correlation:  0.02154683087540455
		Spearman Correlation:  0.08252414257253307
		Coefficient of Determination:  -0.1575105927140954
		RMSE:  0.8246962552111499
		NRMSE:  0.20524532869046314
		MAPE:  562.1645050760746

Protein:  CCNE1
x_train_column_count:  3
x_train columns:  ['mRNA_CCNE1', 'DNA_CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4791855590206433
		RMSE:  0.8074207285197392
		NRMSE:  0.19485501569122746
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.202859557398884
		RMSE:  0.7485643095226329
		NRMSE:  0.4068306401244751
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5127968844139411
		NRMSE:  0.12375338089483821
		MAPE:  119.54577818111471
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.708057571667368e-05
		RMSE:  0.41828317133084
		NRMSE:  0.22732904598983691
		MAPE:  82.35330275987332

	Predictor:  LinearRegression
		Pearson Correlation:  0.7307115117358941
		Spearman Correlation:  0.6957595752060368
		Coefficient of Determination:  0.5339393133833559
		RMSE:  0.3500794461341022
		NRMSE:  0.08448474699763549
		MAPE:  91.51571756250921
		Pearson Correlation:  0.7731113386348979
		Spearman Correlation:  0.7420446785679446
		Coefficient of Determination:  0.463079226242613
		RMSE:  0.3064892684884464
		NRMSE:  0.16657115989132898
		MAPE:  56.19732894201306

	Predictor:  ElasticNet
		Pearson Correlation:  0.6272268425254546
		Spearman Correlation:  0.3983549418378763
		Coefficient of Determination:  0.0941260202707358
		RMSE:  0.48806680454066403
		NRMSE:  0.11778526547304681
		MAPE:  117.40343003587668
		Pearson Correlation:  0.4691655578836094
		Spearman Correlation:  0.4754365427763146
		Coefficient of Determination:  0.05033467454254548
		RMSE:  0.40761059069933936
		NRMSE:  0.2215286989056133
		MAPE:  80.01124638703861

	Predictor:  RandomForests
		Pearson Correlation:  0.8576015896223816
		Spearman Correlation:  0.7101682702645096
		Coefficient of Determination:  0.7315699874654313
		RMSE:  0.26568125478367666
		NRMSE:  0.06411691357571173
		MAPE:  67.82534859215743
		Pearson Correlation:  0.8352160796597063
		Spearman Correlation:  0.7370836679134409
		Coefficient of Determination:  0.6942453932120536
		RMSE:  0.23128457717338924
		NRMSE:  0.12569882291392304
		MAPE:  40.51900629093152

Protein:  CCND1
x_train_column_count:  3
x_train columns:  ['mRNA_CCND1', 'DNA_CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.45856423758787734
		RMSE:  0.28833360256132
		NRMSE:  0.17333782361719832
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5341468996847767
		RMSE:  0.29160473760802996
		NRMSE:  0.22560247695118987
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  LinearRegression
		Pearson Correlation:  0.43827829198653606
		Spearman Correlation:  0.3720896586378001
		Coefficient of Determination:  0.19208786122663546
		RMSE:  0.21459250255865517
		NRMSE:  0.12900680679482943
		MAPE:  557.5215311736497
		Pearson Correlation:  0.2679300859080714
		Spearman Correlation:  0.3661593990830163
		Coefficient of Determination:  0.05985053919515293
		RMSE:  0.2282756314682824
		NRMSE:  0.17660737719586123
		MAPE:  329.67643302543075

	Predictor:  ElasticNet
		Pearson Correlation:  0.33715494318091815
		Spearman Correlation:  0.22262149005650733
		Coefficient of Determination:  0.0411274725860058
		RMSE:  0.23378299373017872
		NRMSE:  0.14054357512244575
		MAPE:  632.3630112345736
		Pearson Correlation:  0.17901952953212236
		Spearman Correlation:  0.25729544485559425
		Coefficient of Determination:  0.018200466731983833
		RMSE:  0.2332773176031094
		NRMSE:  0.18047697406937352
		MAPE:  403.1780872569071

	Predictor:  RandomForests
		Pearson Correlation:  0.5040707623731179
		Spearman Correlation:  0.41626162506331177
		Coefficient of Determination:  0.24934033281191292
		RMSE:  0.206849282485278
		NRMSE:  0.12435180681083431
		MAPE:  488.9863622367476
		Pearson Correlation:  0.32093332535895036
		Spearman Correlation:  0.3843632172233007
		Coefficient of Determination:  0.09288217954551525
		RMSE:  0.22422960484198548
		NRMSE:  0.17347713440148657
		MAPE:  339.17834391246726

Protein:  ERBB2
x_train_column_count:  3
x_train columns:  ['mRNA_ERBB2', 'DNA_ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10787728881134795
		RMSE:  1.034673205097243
		NRMSE:  0.18568153277771168
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04400358650048397
		RMSE:  1.0802115255265201
		NRMSE:  0.18403181176661842
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  LinearRegression
		Pearson Correlation:  0.8201830410950423
		Spearman Correlation:  0.6324311838599934
		Coefficient of Determination:  0.672700220899912
		RMSE:  0.5623804677776286
		NRMSE:  0.10092429836470193
		MAPE:  231.9199639057867
		Pearson Correlation:  0.8392149687835658
		Spearman Correlation:  0.5356648131889573
		Coefficient of Determination:  0.6959840904398478
		RMSE:  0.5829159880152918
		NRMSE:  0.09930933233645532
		MAPE:  517.3102898577605

	Predictor:  ElasticNet
		Pearson Correlation:  0.8116533979235263
		Spearman Correlation:  0.6140775396985112
		Coefficient of Determination:  0.4356168422811836
		RMSE:  0.7384896195319477
		NRMSE:  0.1325286900439581
		MAPE:  307.9772505354263
		Pearson Correlation:  0.826478812032557
		Spearman Correlation:  0.5251633986928105
		Coefficient of Determination:  0.43153839152563256
		RMSE:  0.7970918731336534
		NRMSE:  0.13579771932699344
		MAPE:  946.7840085679272

	Predictor:  RandomForests
		Pearson Correlation:  0.8393681646532969
		Spearman Correlation:  0.6676315422093884
		Coefficient of Determination:  0.702884506830249
		RMSE:  0.5358213595112853
		NRMSE:  0.09615802442641015
		MAPE:  278.44547541829206
		Pearson Correlation:  0.8260087732684012
		Spearman Correlation:  0.5016052552161129
		Coefficient of Determination:  0.6598165722013368
		RMSE:  0.6166154296199134
		NRMSE:  0.10505058684769468
		MAPE:  1435.1249821672902

Protein:  ERBB3
x_train_column_count:  3
x_train columns:  ['mRNA_ERBB3', 'DNA_ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.22544319167926496
		RMSE:  0.49276112816642853
		NRMSE:  0.13298208544838536
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.18202543932109472
		RMSE:  0.5629306521688778
		NRMSE:  0.2077549194412726
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  LinearRegression
		Pearson Correlation:  0.414178584513212
		Spearman Correlation:  0.45631530527777064
		Coefficient of Determination:  0.1715438998693679
		RMSE:  0.4051581685053786
		NRMSE:  0.10934056098291947
		MAPE:  181.64925990782854
		Pearson Correlation:  0.3774999830564038
		Spearman Correlation:  0.442722661203785
		Coefficient of Determination:  0.13868797504756547
		RMSE:  0.48053136573112826
		NRMSE:  0.17734467787788125
		MAPE:  301.68018345818297

	Predictor:  ElasticNet
		Pearson Correlation:  0.41402025545880744
		Spearman Correlation:  0.4574811032948563
		Coefficient of Determination:  0.04505311002035017
		RMSE:  0.43499018578139437
		NRMSE:  0.11739136621842691
		MAPE:  209.10771780976933
		Pearson Correlation:  0.38212391915057364
		Spearman Correlation:  0.4416544727343674
		Coefficient of Determination:  0.039804617197458425
		RMSE:  0.5073659198963146
		NRMSE:  0.18724822570806457
		MAPE:  282.6400886562516

	Predictor:  RandomForests
		Pearson Correlation:  0.4948025282576432
		Spearman Correlation:  0.47521126721943224
		Coefficient of Determination:  0.24314163899124053
		RMSE:  0.3872551086637604
		NRMSE:  0.10450903897852645
		MAPE:  215.727702415682
		Pearson Correlation:  0.43715709398351393
		Spearman Correlation:  0.44368045103374026
		Coefficient of Determination:  0.18883583916108804
		RMSE:  0.46633269199872135
		NRMSE:  0.1721045220858954
		MAPE:  359.6369033984502


Fold:  3

Protein:  RB1
x_train_column_count:  3
x_train columns:  ['mRNA_RB1', 'DNA_RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01272330861584492
		RMSE:  0.2421068018038906
		NRMSE:  0.08854110656959135
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028050639565306845
		RMSE:  0.22197574606877257
		NRMSE:  0.15575715092466183
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  LinearRegression
		Pearson Correlation:  0.20906181056089143
		Spearman Correlation:  0.2900890900991774
		Coefficient of Determination:  0.04370684063499808
		RMSE:  0.2352648861406256
		NRMSE:  0.08603894314680574
		MAPE:  185.933933485453
		Pearson Correlation:  0.23642252835836453
		Spearman Correlation:  0.27571665482113245
		Coefficient of Determination:  0.03360085360225584
		RMSE:  0.21790918378871962
		NRMSE:  0.15290370334754452
		MAPE:  235.6961917274888

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  RandomForests
		Pearson Correlation:  0.3321500435568105
		Spearman Correlation:  0.3700495558888307
		Coefficient of Determination:  0.09724425788234992
		RMSE:  0.22858446817082875
		NRMSE:  0.08359584119764071
		MAPE:  259.44880092513915
		Pearson Correlation:  0.2471121837236988
		Spearman Correlation:  0.2760265866342014
		Coefficient of Determination:  0.03325030514547089
		RMSE:  0.21794870203668099
		NRMSE:  0.15293143272708715
		MAPE:  208.57317062402575

Protein:  CDH1
x_train_column_count:  3
x_train columns:  ['mRNA_CDH1', 'DNA_CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.13712289650471754
		RMSE:  1.2526616491661007
		NRMSE:  0.19946206317730336
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.061578293423971475
		RMSE:  0.970096042376724
		NRMSE:  0.19071600723011914
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1747084136438477
		NRMSE:  0.18704952288841878
		MAPE:  547.6986763085636
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.045733924340672916
		RMSE:  0.9628293412733254
		NRMSE:  0.18928741030812832
		MAPE:  293.35791980552335

	Predictor:  LinearRegression
		Pearson Correlation:  0.6328183131710179
		Spearman Correlation:  0.6075465134823047
		Coefficient of Determination:  0.4004590174846122
		RMSE:  0.9095770982875896
		NRMSE:  0.14483250506155687
		MAPE:  508.3264784302217
		Pearson Correlation:  0.6721696534233547
		Spearman Correlation:  0.4740682552151524
		Coefficient of Determination:  0.43660925129188133
		RMSE:  0.7067138028288735
		NRMSE:  0.13893638242222184
		MAPE:  238.4838938410049

	Predictor:  ElasticNet
		Pearson Correlation:  0.5899068177212581
		Spearman Correlation:  0.581855995762249
		Coefficient of Determination:  0.2645692182342195
		RMSE:  1.007397760512825
		NRMSE:  0.16040854758014472
		MAPE:  433.96927280174583
		Pearson Correlation:  0.6541561339464592
		Spearman Correlation:  0.4665270140525444
		Coefficient of Determination:  0.2801797057823976
		RMSE:  0.7988233689761074
		NRMSE:  0.15704466027918598
		MAPE:  215.63817297054828

	Predictor:  RandomForests
		Pearson Correlation:  0.7276193835823498
		Spearman Correlation:  0.6282039002441692
		Coefficient of Determination:  0.52828658097083
		RMSE:  0.8068061403091166
		NRMSE:  0.12846822399113347
		MAPE:  278.7769631566057
		Pearson Correlation:  0.7454686209002703
		Spearman Correlation:  0.4734637054013533
		Coefficient of Determination:  0.5527506644339515
		RMSE:  0.6296708231298473
		NRMSE:  0.12379011975186714
		MAPE:  177.4955738279887

Protein:  CDH2
x_train_column_count:  3
x_train columns:  ['mRNA_CDH2', 'DNA_CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032532184952558385
		RMSE:  0.38185758840977485
		NRMSE:  0.13836422509231644
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01322006783790175
		RMSE:  0.3341656221976159
		NRMSE:  0.1760731037776972
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  LinearRegression
		Pearson Correlation:  0.14931543567140948
		Spearman Correlation:  0.032234905130690474
		Coefficient of Determination:  0.022295099329742607
		RMSE:  0.3769641419583058
		NRMSE:  0.1365911087608906
		MAPE:  217.61934702434127
		Pearson Correlation:  0.12832620363829544
		Spearman Correlation:  0.09770944774872506
		Coefficient of Determination:  0.012369155985872848
		RMSE:  0.3299189033662857
		NRMSE:  0.17383549189953304
		MAPE:  391.30515551810146

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  RandomForests
		Pearson Correlation:  0.2998198410354794
		Spearman Correlation:  0.258562062688629
		Coefficient of Determination:  0.06758489183196303
		RMSE:  0.36812964803246534
		NRMSE:  0.13338997319822646
		MAPE:  341.91459703673723
		Pearson Correlation:  0.04221775449210925
		Spearman Correlation:  -0.08782037960224189
		Coefficient of Determination:  -0.014558251305437198
		RMSE:  0.33438621956538456
		NRMSE:  0.176189337347664
		MAPE:  273.39915855543035

Protein:  CDH3
x_train_column_count:  3
x_train columns:  ['mRNA_CDH3', 'DNA_CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.2263418226753373e-05
		RMSE:  0.21251306884336046
		NRMSE:  0.14909431220418734
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004123239054339534
		RMSE:  0.18871613277479948
		NRMSE:  0.16414808838605816
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  LinearRegression
		Pearson Correlation:  0.3037049619355422
		Spearman Correlation:  0.33579287082700443
		Coefficient of Determination:  0.09223670390426897
		RMSE:  0.20247300005295085
		NRMSE:  0.14205042940236212
		MAPE:  364.23473729610356
		Pearson Correlation:  0.2243437722100556
		Spearman Correlation:  0.2938714946570406
		Coefficient of Determination:  0.02269108262028885
		RMSE:  0.1861793243256984
		NRMSE:  0.16194153481059642
		MAPE:  148.2139016978786

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  RandomForests
		Pearson Correlation:  0.38911185760892086
		Spearman Correlation:  0.369296183735944
		Coefficient of Determination:  0.14910523717296142
		RMSE:  0.19602828201646763
		NRMSE:  0.13752896251927066
		MAPE:  478.86177452504074
		Pearson Correlation:  0.265388563260742
		Spearman Correlation:  0.30083105858774284
		Coefficient of Determination:  0.053494817443916265
		RMSE:  0.18322174593174018
		NRMSE:  0.1593689893027914
		MAPE:  189.0779148619557

Protein:  PTEN
x_train_column_count:  3
x_train columns:  ['mRNA_PTEN', 'DNA_PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023393971457565055
		RMSE:  0.6366126117528933
		NRMSE:  0.09954071014821253
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20813248536085016
		RMSE:  0.517654316968625
		NRMSE:  0.12376376344107133
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6292943186382643
		NRMSE:  0.09839642227163854
		MAPE:  299.798968451812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06342466003107061
		RMSE:  0.4856640113421529
		NRMSE:  0.11611533767086332
		MAPE:  95.15154235140719

	Predictor:  LinearRegression
		Pearson Correlation:  0.4173920584080784
		Spearman Correlation:  0.43230689448688175
		Coefficient of Determination:  0.1742161304221327
		RMSE:  0.5718564298008542
		NRMSE:  0.08941543738579534
		MAPE:  346.9712456051448
		Pearson Correlation:  0.3733634355630606
		Spearman Correlation:  0.38894001172084447
		Coefficient of Determination:  0.12725347431953982
		RMSE:  0.43997360539608404
		NRMSE:  0.1051914133304844
		MAPE:  130.97878252566596

	Predictor:  ElasticNet
		Pearson Correlation:  0.3863626764308424
		Spearman Correlation:  0.4288943921736001
		Coefficient of Determination:  0.03810146341605569
		RMSE:  0.617189377668818
		NRMSE:  0.0965036944208925
		MAPE:  276.5043445584624
		Pearson Correlation:  0.31802628254150217
		Spearman Correlation:  0.4125063903539945
		Coefficient of Determination:  -0.022426187242061246
		RMSE:  0.47621003324760197
		NRMSE:  0.11385502635862908
		MAPE:  91.74680021655425

	Predictor:  RandomForests
		Pearson Correlation:  0.4633203795379582
		Spearman Correlation:  0.4620914068616879
		Coefficient of Determination:  0.20670767363397735
		RMSE:  0.56049331553177
		NRMSE:  0.08763870151384097
		MAPE:  457.7437175681701
		Pearson Correlation:  0.3834518426201456
		Spearman Correlation:  0.4069254029650803
		Coefficient of Determination:  0.14346586379011672
		RMSE:  0.4358679110110523
		NRMSE:  0.10420980036605278
		MAPE:  125.56909459965324

Protein:  BRCA2
x_train_column_count:  3
x_train columns:  ['mRNA_BRCA2', 'DNA_BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00289910117318648
		RMSE:  0.19032543678137456
		NRMSE:  0.12827584502559417
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001649424828515933
		RMSE:  0.21414907824527551
		NRMSE:  0.14729386559180924
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  LinearRegression
		Pearson Correlation:  0.05158877962698897
		Spearman Correlation:  0.04564328942333082
		Coefficient of Determination:  0.0026614021834020507
		RMSE:  0.1897970804221519
		NRMSE:  0.12791974255395352
		MAPE:  115.63062783871668
		Pearson Correlation:  -0.08034642559386025
		Spearman Correlation:  -0.05363408521303259
		Coefficient of Determination:  -0.013463242593510838
		RMSE:  0.21556805164586199
		NRMSE:  0.1482698496075095
		MAPE:  108.67907953219245

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  RandomForests
		Pearson Correlation:  0.31999070879490765
		Spearman Correlation:  0.2477267386041007
		Coefficient of Determination:  0.061794670002502494
		RMSE:  0.18408447447531423
		NRMSE:  0.12406955117900563
		MAPE:  126.72504056736243
		Pearson Correlation:  -0.011238750060220877
		Spearman Correlation:  -0.08083916728760582
		Coefficient of Determination:  -0.015255120277996692
		RMSE:  0.21575853758389332
		NRMSE:  0.14840086772994748
		MAPE:  122.90841325769719

Protein:  CDKN2A
x_train_column_count:  3
x_train columns:  ['mRNA_CDKN2A', 'DNA_CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07669790023289091
		RMSE:  0.6927164423772558
		NRMSE:  0.16172871740223568
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04462654135164201
		RMSE:  0.6710309035955896
		NRMSE:  0.2071658496482324
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6675880639420501
		NRMSE:  0.15586198728568595
		MAPE:  307.97311558867955
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004949645588538276
		RMSE:  0.658164031136248
		NRMSE:  0.20319348928290204
		MAPE:  176.07940307985857

	Predictor:  LinearRegression
		Pearson Correlation:  0.5125835327926108
		Spearman Correlation:  0.4336429518634918
		Coefficient of Determination:  0.2627418780901536
		RMSE:  0.5732160550929118
		NRMSE:  0.13382892582483
		MAPE:  188.7587520263012
		Pearson Correlation:  0.5522357778133558
		Spearman Correlation:  0.532722353146548
		Coefficient of Determination:  0.29619350676231526
		RMSE:  0.5507932739906384
		NRMSE:  0.17004515883752844
		MAPE:  119.4419089690516

	Predictor:  ElasticNet
		Pearson Correlation:  0.5120880068475342
		Spearman Correlation:  0.42302661172740513
		Coefficient of Determination:  0.039485681106013915
		RMSE:  0.6542752392234964
		NRMSE:  0.15275383807048384
		MAPE:  298.46029172744716
		Pearson Correlation:  0.5553592089266944
		Spearman Correlation:  0.5192159503235703
		Coefficient of Determination:  0.034730548309517606
		RMSE:  0.6450394472694176
		NRMSE:  0.19914156625896626
		MAPE:  171.08307685507293

	Predictor:  RandomForests
		Pearson Correlation:  0.6267342324625859
		Spearman Correlation:  0.4979066303432582
		Coefficient of Determination:  0.3920174432495791
		RMSE:  0.5205400181119146
		NRMSE:  0.12153063553229236
		MAPE:  264.0374073954278
		Pearson Correlation:  0.6271026913419488
		Spearman Correlation:  0.5728813153345717
		Coefficient of Determination:  0.39022470913901564
		RMSE:  0.5126806244426771
		NRMSE:  0.15827872694349576
		MAPE:  124.13607839156002

Protein:  TP53
x_train_column_count:  3
x_train columns:  ['mRNA_TP53', 'DNA_TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.043501333030021794
		RMSE:  0.4597988418920562
		NRMSE:  0.11050200478059512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10290984727382035
		RMSE:  0.4520547550562478
		NRMSE:  0.16857084713604026
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45011280589110314
		NRMSE:  0.10817419031269002
		MAPE:  382.8265287953516
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010546813555600831
		RMSE:  0.4327123127899972
		NRMSE:  0.16135806629028604
		MAPE:  261.16646791413905

	Predictor:  LinearRegression
		Pearson Correlation:  0.5191360566570266
		Spearman Correlation:  0.43024227009428323
		Coefficient of Determination:  0.2695022453214073
		RMSE:  0.3847076404534634
		NRMSE:  0.0924555732885036
		MAPE:  706.0433011042354
		Pearson Correlation:  0.4779190135996074
		Spearman Correlation:  0.4491402635943092
		Coefficient of Determination:  0.20146229916852443
		RMSE:  0.38465266630641193
		NRMSE:  0.1434366635615645
		MAPE:  423.470038699242

	Predictor:  ElasticNet
		Pearson Correlation:  0.42981494555150085
		Spearman Correlation:  0.4149155626650531
		Coefficient of Determination:  0.14923851401684607
		RMSE:  0.41516934563435764
		NRMSE:  0.09977633877297709
		MAPE:  592.0417878959264
		Pearson Correlation:  0.3568296991592001
		Spearman Correlation:  0.4284168131772217
		Coefficient of Determination:  0.10052329042227959
		RMSE:  0.40824041418264795
		NRMSE:  0.15223251538494306
		MAPE:  321.0219558000427

	Predictor:  RandomForests
		Pearson Correlation:  0.5661433482472996
		Spearman Correlation:  0.49654762723769663
		Coefficient of Determination:  0.31248196726049127
		RMSE:  0.3732187171812704
		NRMSE:  0.08969447661169681
		MAPE:  671.5692031281067
		Pearson Correlation:  0.47378867648689216
		Spearman Correlation:  0.4489145730466492
		Coefficient of Determination:  0.21270148958171364
		RMSE:  0.3819361355432893
		NRMSE:  0.14242367146959167
		MAPE:  386.88985379521375

Protein:  CTNNB1
x_train_column_count:  3
x_train columns:  ['mRNA_CTNNB1', 'DNA_CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.43619721536848943
		RMSE:  0.9218173342266688
		NRMSE:  0.18131733560713392
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5414936126562622
		RMSE:  0.7610450185362576
		NRMSE:  0.2487969592128731
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  LinearRegression
		Pearson Correlation:  0.06338009029752081
		Spearman Correlation:  0.08633119498695128
		Coefficient of Determination:  0.004017035846122119
		RMSE:  0.7676509388043595
		NRMSE:  0.15099349701108566
		MAPE:  432.3318344203724
		Pearson Correlation:  0.19702690249754237
		Spearman Correlation:  0.24086335241087797
		Coefficient of Determination:  0.012306409738177093
		RMSE:  0.6091869629375852
		NRMSE:  0.19915229753754132
		MAPE:  1289.8785304708385

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  RandomForests
		Pearson Correlation:  0.3508430461268562
		Spearman Correlation:  0.309013951041836
		Coefficient of Determination:  0.06480099241539428
		RMSE:  0.7438576760962169
		NRMSE:  0.14631346894103403
		MAPE:  464.8922382972854
		Pearson Correlation:  0.25688610390689304
		Spearman Correlation:  0.22785221110455883
		Coefficient of Determination:  0.02988076350776636
		RMSE:  0.6037429062448255
		NRMSE:  0.19737255426618244
		MAPE:  1391.500422533768

Protein:  CCNE1
x_train_column_count:  3
x_train columns:  ['mRNA_CCNE1', 'DNA_CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.3882525061775621
		RMSE:  0.8073510115699897
		NRMSE:  0.1948381908849554
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.2068608862157744
		RMSE:  0.7484097025916991
		NRMSE:  0.3260050104942715
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5224229806426052
		NRMSE:  0.12607644873967835
		MAPE:  105.82433067667067
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010783677474574871
		RMSE:  0.36685077747270034
		NRMSE:  0.1597990928573857
		MAPE:  133.3645349232411

	Predictor:  LinearRegression
		Pearson Correlation:  0.7314003230267211
		Spearman Correlation:  0.7217623240217748
		Coefficient of Determination:  0.5349464325235923
		RMSE:  0.3562654955534039
		NRMSE:  0.08597762761623765
		MAPE:  77.52738674237077
		Pearson Correlation:  0.6703705524680659
		Spearman Correlation:  0.6748238756094217
		Coefficient of Determination:  0.4380789486264728
		RMSE:  0.27352560353568034
		NRMSE:  0.1191469284033978
		MAPE:  98.41879547639402

	Predictor:  ElasticNet
		Pearson Correlation:  0.611569934274914
		Spearman Correlation:  0.42420661178789815
		Coefficient of Determination:  0.0813009886739875
		RMSE:  0.5007360938765039
		NRMSE:  0.12084274775599195
		MAPE:  103.44133317103402
		Pearson Correlation:  0.6172125718713096
		Spearman Correlation:  0.4205064901058617
		Coefficient of Determination:  0.0871414636430291
		RMSE:  0.3486278473442282
		NRMSE:  0.151861239423369
		MAPE:  132.1728839398527

	Predictor:  RandomForests
		Pearson Correlation:  0.8620691956243819
		Spearman Correlation:  0.7258461435512167
		Coefficient of Determination:  0.7409446961842998
		RMSE:  0.26590010990733026
		NRMSE:  0.06416972992912862
		MAPE:  55.84380489692009
		Pearson Correlation:  0.7701643879178106
		Spearman Correlation:  0.6683266662561321
		Coefficient of Determination:  0.5244794807311457
		RMSE:  0.251619888021991
		NRMSE:  0.10960486475671515
		MAPE:  78.04060369885696

Protein:  CCND1
x_train_column_count:  3
x_train columns:  ['mRNA_CCND1', 'DNA_CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.44064885869713843
		RMSE:  0.2936537728092399
		NRMSE:  0.17653615611766113
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6507167710215811
		RMSE:  0.2694738938084911
		NRMSE:  0.2553456206196082
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  LinearRegression
		Pearson Correlation:  0.4157243312970458
		Spearman Correlation:  0.39279449001428085
		Coefficient of Determination:  0.17282671963237584
		RMSE:  0.22251267964118898
		NRMSE:  0.1337681882153569
		MAPE:  550.0812067345653
		Pearson Correlation:  0.3771844108494548
		Spearman Correlation:  0.3178967318794499
		Coefficient of Determination:  0.12537428261043815
		RMSE:  0.1961514566227935
		NRMSE:  0.18586741267925055
		MAPE:  335.21570950955544

	Predictor:  ElasticNet
		Pearson Correlation:  0.30988464507133273
		Spearman Correlation:  0.25161611066271383
		Coefficient of Determination:  0.03349419911030438
		RMSE:  0.24052418274828996
		NRMSE:  0.14459618301348426
		MAPE:  624.5711713380749
		Pearson Correlation:  0.28126831409085906
		Spearman Correlation:  0.13167436442969763
		Coefficient of Determination:  0.032891048627212593
		RMSE:  0.20626147423750793
		NRMSE:  0.195447371189588
		MAPE:  448.7195235481159

	Predictor:  RandomForests
		Pearson Correlation:  0.48860514451656034
		Spearman Correlation:  0.43504145506937325
		Coefficient of Determination:  0.23412216603759417
		RMSE:  0.21410966174526241
		NRMSE:  0.1287165368609626
		MAPE:  533.2034154025292
		Pearson Correlation:  0.36968779167919275
		Spearman Correlation:  0.34354700584606596
		Coefficient of Determination:  0.12687567696399638
		RMSE:  0.1959830261855674
		NRMSE:  0.18570781289792518
		MAPE:  242.45342663339522

Protein:  ERBB2
x_train_column_count:  3
x_train columns:  ['mRNA_ERBB2', 'DNA_ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08695701084953744
		RMSE:  1.023008454816054
		NRMSE:  0.1742863272085548
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1111491455026472
		RMSE:  1.1242523174677488
		NRMSE:  0.20280184671833265
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865388
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792788993

	Predictor:  LinearRegression
		Pearson Correlation:  0.8072174404386134
		Spearman Correlation:  0.5979146922937387
		Coefficient of Determination:  0.6515999961482668
		RMSE:  0.5791780769065523
		NRMSE:  0.0986725176595997
		MAPE:  315.81082913823883
		Pearson Correlation:  0.8785285562416989
		Spearman Correlation:  0.6958923376759953
		Coefficient of Determination:  0.7693825066587203
		RMSE:  0.5121813220759595
		NRMSE:  0.09239146440507243
		MAPE:  115.00149160867268

	Predictor:  ElasticNet
		Pearson Correlation:  0.7976276444634737
		Spearman Correlation:  0.5816187851851947
		Coefficient of Determination:  0.4085487246150672
		RMSE:  0.7546273221782602
		NRMSE:  0.1285631841794743
		MAPE:  459.39433453371737
		Pearson Correlation:  0.8713315235718576
		Spearman Correlation:  0.676121492938708
		Coefficient of Determination:  0.48965686117102714
		RMSE:  0.7619189116338501
		NRMSE:  0.13744117750809043
		MAPE:  194.06836422439073

	Predictor:  RandomForests
		Pearson Correlation:  0.8242163453946054
		Spearman Correlation:  0.6402041160595304
		Coefficient of Determination:  0.6769950273006478
		RMSE:  0.5576704636110034
		NRMSE:  0.09500834175698986
		MAPE:  500.4934645193762
		Pearson Correlation:  0.8707861704837472
		Spearman Correlation:  0.7083132070906469
		Coefficient of Determination:  0.7562631320029732
		RMSE:  0.5265483136924883
		NRMSE:  0.09498310009605461
		MAPE:  184.73867419549478

Protein:  ERBB3
x_train_column_count:  3
x_train columns:  ['mRNA_ERBB3', 'DNA_ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19951943522205973
		RMSE:  0.4939516163098853
		NRMSE:  0.17910620018705933
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27774471248359456
		RMSE:  0.5592204608326292
		NRMSE:  0.15547938022732444
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  LinearRegression
		Pearson Correlation:  0.4155179506876611
		Spearman Correlation:  0.44882116730356786
		Coefficient of Determination:  0.1726551673436737
		RMSE:  0.41022681554070656
		NRMSE:  0.1487476986009879
		MAPE:  207.46441821654068
		Pearson Correlation:  0.39300851730124586
		Spearman Correlation:  0.4283669372436066
		Coefficient of Determination:  0.12955574654445756
		RMSE:  0.4615635320487284
		NRMSE:  0.12832794385173515
		MAPE:  147.52332011894035

	Predictor:  ElasticNet
		Pearson Correlation:  0.41183478053528383
		Spearman Correlation:  0.4548855783210745
		Coefficient of Determination:  0.04755145498089686
		RMSE:  0.4401508325951001
		NRMSE:  0.15959810745071382
		MAPE:  228.9864985313079
		Pearson Correlation:  0.3951794335303434
		Spearman Correlation:  0.4259180289031036
		Coefficient of Determination:  0.025392691162460124
		RMSE:  0.48840020639274356
		NRMSE:  0.1357893115709303
		MAPE:  155.3064269485719

	Predictor:  RandomForests
		Pearson Correlation:  0.5060684091191713
		Spearman Correlation:  0.4922400329959107
		Coefficient of Determination:  0.254755900166885
		RMSE:  0.3893409099380018
		NRMSE:  0.14117449696251158
		MAPE:  238.344304367678
		Pearson Correlation:  0.40555691012348677
		Spearman Correlation:  0.4000413709929832
		Coefficient of Determination:  0.13753372841618894
		RMSE:  0.45944345260561215
		NRMSE:  0.12773850075918874
		MAPE:  164.7583665614893


Fold:  4

Protein:  RB1
x_train_column_count:  3
x_train columns:  ['mRNA_RB1', 'DNA_RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0017653619110491459
		RMSE:  0.25173274438657
		NRMSE:  0.09206141909982812
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11040193949010524
		RMSE:  0.1737457828578019
		NRMSE:  0.1664678101960314
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  LinearRegression
		Pearson Correlation:  0.2046934487238742
		Spearman Correlation:  0.2638035826457963
		Coefficient of Determination:  0.04189940795047331
		RMSE:  0.24618538056260422
		NRMSE:  0.09003268744975286
		MAPE:  265.65680235894604
		Pearson Correlation:  0.3114279587480756
		Spearman Correlation:  0.3860122944176362
		Coefficient of Determination:  0.017855139745728055
		RMSE:  0.16340372044825452
		NRMSE:  0.15655896260324084
		MAPE:  110.72740490569541

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  RandomForests
		Pearson Correlation:  0.3462170390140414
		Spearman Correlation:  0.37509748290870165
		Coefficient of Determination:  0.10412397390728556
		RMSE:  0.23805683892960428
		NRMSE:  0.08705999083148196
		MAPE:  306.9852759388363
		Pearson Correlation:  0.2419010168517363
		Spearman Correlation:  0.33507815097347543
		Coefficient of Determination:  -0.0304798077326236
		RMSE:  0.1673762793132277
		NRMSE:  0.1603651164232052
		MAPE:  110.36165825622047

Protein:  CDH1
x_train_column_count:  3
x_train columns:  ['mRNA_CDH1', 'DNA_CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1648542010437435
		RMSE:  1.2077311247232185
		NRMSE:  0.19230774891296748
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01787767410405383
		RMSE:  1.1768276141426715
		NRMSE:  0.21349508619837296
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.119011303751291
		NRMSE:  0.17818083878718685
		MAPE:  552.7314487209006
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06543533401046742
		RMSE:  1.204005869039757
		NRMSE:  0.21842565020132743
		MAPE:  371.74257556440244

	Predictor:  LinearRegression
		Pearson Correlation:  0.6286147487551992
		Spearman Correlation:  0.6067670391716472
		Coefficient of Determination:  0.3951565023525623
		RMSE:  0.8702739454574308
		NRMSE:  0.13857424054288567
		MAPE:  525.0028882819698
		Pearson Correlation:  0.6640199683798835
		Spearman Correlation:  0.43704534969263964
		Coefficient of Determination:  0.4148442907794493
		RMSE:  0.8922792210772201
		NRMSE:  0.1618735207498313
		MAPE:  268.4821812560575

	Predictor:  ElasticNet
		Pearson Correlation:  0.5821807592816665
		Spearman Correlation:  0.5866679299570472
		Coefficient of Determination:  0.25645005815893407
		RMSE:  0.9649160839134916
		NRMSE:  0.15364416482173998
		MAPE:  448.2152586342245
		Pearson Correlation:  0.6666161108276168
		Spearman Correlation:  0.4002169603112259
		Coefficient of Determination:  0.22217488173458255
		RMSE:  1.0287409744072569
		NRMSE:  0.1866298346227018
		MAPE:  276.723747074598

	Predictor:  RandomForests
		Pearson Correlation:  0.7210350753965069
		Spearman Correlation:  0.6197542197054043
		Coefficient of Determination:  0.5187108406172025
		RMSE:  0.7763141701129105
		NRMSE:  0.12361296935016566
		MAPE:  346.1931662651616
		Pearson Correlation:  0.7573263588368068
		Spearman Correlation:  0.4502703262535351
		Coefficient of Determination:  0.5218686736792134
		RMSE:  0.8065636687849284
		NRMSE:  0.14632336794472775
		MAPE:  166.38047571425295

Protein:  CDH2
x_train_column_count:  3
x_train columns:  ['mRNA_CDH2', 'DNA_CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011628294333081435
		RMSE:  0.38156283556505555
		NRMSE:  0.1382574228440668
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.013534078125908788
		RMSE:  0.33551468363995024
		NRMSE:  0.17308132332546644
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  LinearRegression
		Pearson Correlation:  0.13282986793863621
		Spearman Correlation:  0.040213172180825214
		Coefficient of Determination:  0.017643773816595654
		RMSE:  0.376001939188154
		NRMSE:  0.13624245930435322
		MAPE:  584.6956953205171
		Pearson Correlation:  0.199277503184848
		Spearman Correlation:  0.032386937492986205
		Coefficient of Determination:  -0.01617446114668586
		RMSE:  0.33595142823568475
		NRMSE:  0.17330662593149515
		MAPE:  127.24977357056613

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  RandomForests
		Pearson Correlation:  0.2746626462994443
		Spearman Correlation:  0.2302839223567907
		Coefficient of Determination:  0.055355246039988204
		RMSE:  0.36871418191701427
		NRMSE:  0.13360177618559835
		MAPE:  395.9146542498337
		Pearson Correlation:  0.1659420975878766
		Spearman Correlation:  0.01170280292879656
		Coefficient of Determination:  -0.027235437892395353
		RMSE:  0.3377748816795384
		NRMSE:  0.17424728740019932
		MAPE:  158.52821883559227

Protein:  CDH3
x_train_column_count:  3
x_train columns:  ['mRNA_CDH3', 'DNA_CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006306553616452382
		RMSE:  0.206558346691537
		NRMSE:  0.1472115018398285
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056823148221427866
		RMSE:  0.21361844422784051
		NRMSE:  0.19012980777528213
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  LinearRegression
		Pearson Correlation:  0.2601046552149239
		Spearman Correlation:  0.32971494896928316
		Coefficient of Determination:  0.06765443166447438
		RMSE:  0.19882273960705912
		NRMSE:  0.14169843323336168
		MAPE:  171.39305572210006
		Pearson Correlation:  0.3964660458922397
		Spearman Correlation:  0.3050387161934688
		Coefficient of Determination:  0.035114198763392834
		RMSE:  0.2041152940367816
		NRMSE:  0.1816715862690973
		MAPE:  579.5580671701683

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  RandomForests
		Pearson Correlation:  0.36864805089403657
		Spearman Correlation:  0.3616203756772695
		Coefficient of Determination:  0.13347585705457865
		RMSE:  0.1916760857543874
		NRMSE:  0.13660510409110097
		MAPE:  236.82212495859406
		Pearson Correlation:  0.34666151264379064
		Spearman Correlation:  0.28083039109178015
		Coefficient of Determination:  0.03155081912662705
		RMSE:  0.20449185154803998
		NRMSE:  0.18200673901066267
		MAPE:  834.0365079413169

Protein:  PTEN
x_train_column_count:  3
x_train columns:  ['mRNA_PTEN', 'DNA_PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04663541191913323
		RMSE:  0.5747314783713694
		NRMSE:  0.11117523181123673
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02346833201832421
		RMSE:  0.7542692946958974
		NRMSE:  0.11793750210239971
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  LinearRegression
		Pearson Correlation:  0.4023646675334011
		Spearman Correlation:  0.4208824134682371
		Coefficient of Determination:  0.1618973256792644
		RMSE:  0.5142992432276398
		NRMSE:  0.09948530703103524
		MAPE:  236.8337844971261
		Pearson Correlation:  0.470873858729993
		Spearman Correlation:  0.5017693487449969
		Coefficient of Determination:  0.1812106902479409
		RMSE:  0.6746449995895468
		NRMSE:  0.10548745205058976
		MAPE:  509.62682733908133

	Predictor:  ElasticNet
		Pearson Correlation:  0.4012162162255928
		Spearman Correlation:  0.41806890807208247
		Coefficient of Determination:  0.024919689642815324
		RMSE:  0.554737424010683
		NRMSE:  0.10730761064892506
		MAPE:  255.81251236033174
		Pearson Correlation:  0.45003315181105336
		Spearman Correlation:  0.4913652289928802
		Coefficient of Determination:  0.018747328051457846
		RMSE:  0.7385495706802899
		NRMSE:  0.11547956698933468
		MAPE:  370.95853476997087

	Predictor:  RandomForests
		Pearson Correlation:  0.4656404737865962
		Spearman Correlation:  0.4504429893238428
		Coefficient of Determination:  0.20610195518527785
		RMSE:  0.500552503968117
		NRMSE:  0.09682615753019905
		MAPE:  219.70630611894583
		Pearson Correlation:  0.4042714355078431
		Spearman Correlation:  0.48504549399798236
		Coefficient of Determination:  0.14330565070819468
		RMSE:  0.6900843445923847
		NRMSE:  0.10790154711787736
		MAPE:  321.5505281120903

Protein:  BRCA2
x_train_column_count:  3
x_train columns:  ['mRNA_BRCA2', 'DNA_BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015699866052385492
		RMSE:  0.1919477679021074
		NRMSE:  0.12365776640496533
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0014129332580739007
		RMSE:  0.2082543553514594
		NRMSE:  0.20232423210836328
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  LinearRegression
		Pearson Correlation:  0.031381120781656204
		Spearman Correlation:  0.0209114132193999
		Coefficient of Determination:  0.0009847747415129282
		RMSE:  0.19170280556570432
		NRMSE:  0.12349995526861288
		MAPE:  112.5386450235546
		Pearson Correlation:  -0.15360301103548862
		Spearman Correlation:  -0.18366563174104417
		Coefficient of Determination:  -0.009459554875555387
		RMSE:  0.2090893711256086
		NRMSE:  0.2031354704856735
		MAPE:  147.370917754084

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  RandomForests
		Pearson Correlation:  0.3451836526548214
		Spearman Correlation:  0.26118285695664945
		Coefficient of Determination:  0.05353613521347522
		RMSE:  0.18659260767094304
		NRMSE:  0.12020783228922084
		MAPE:  118.00847620847983
		Pearson Correlation:  0.12791025809156378
		Spearman Correlation:  -0.06975152162832544
		Coefficient of Determination:  0.01615838057894281
		RMSE:  0.20641919978567477
		NRMSE:  0.20054133330646237
		MAPE:  117.51014809136255

Protein:  CDKN2A
x_train_column_count:  3
x_train columns:  ['mRNA_CDKN2A', 'DNA_CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06343046233027927
		RMSE:  0.6950010485750925
		NRMSE:  0.15711564339891315
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10006794882547432
		RMSE:  0.6614783461565592
		NRMSE:  0.1993004959796804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6739550183850767
		NRMSE:  0.1523578655781794
		MAPE:  281.71125082022354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0022276354551518107
		RMSE:  0.6313774446715202
		NRMSE:  0.19023122768048215
		MAPE:  197.14658329930893

	Predictor:  LinearRegression
		Pearson Correlation:  0.5188832504970193
		Spearman Correlation:  0.47144283298498774
		Coefficient of Determination:  0.2692398276463528
		RMSE:  0.5761271558719838
		NRMSE:  0.13024237727410054
		MAPE:  176.6235004420534
		Pearson Correlation:  0.5298305090772333
		Spearman Correlation:  0.2798513697178269
		Coefficient of Determination:  0.2678555798424671
		RMSE:  0.539640150355313
		NRMSE:  0.1625911872116038
		MAPE:  128.59754005088334

	Predictor:  ElasticNet
		Pearson Correlation:  0.5188482019980819
		Spearman Correlation:  0.4695929781962768
		Coefficient of Determination:  0.0418876517890846
		RMSE:  0.6596888294373264
		NRMSE:  0.14913277482476012
		MAPE:  272.2626228571072
		Pearson Correlation:  0.5280583143942136
		Spearman Correlation:  0.27084876370029554
		Coefficient of Determination:  0.03726160599494277
		RMSE:  0.6188138454227818
		NRMSE:  0.18644587087158235
		MAPE:  190.52446873382857

	Predictor:  RandomForests
		Pearson Correlation:  0.6324201705536484
		Spearman Correlation:  0.5249378582030331
		Coefficient of Determination:  0.3993594896562267
		RMSE:  0.5223218832526526
		NRMSE:  0.11807887040864758
		MAPE:  286.3003637639724
		Pearson Correlation:  0.6232110935662796
		Spearman Correlation:  0.4715259206137264
		Coefficient of Determination:  0.3611191957059581
		RMSE:  0.5040989536496223
		NRMSE:  0.15188278205773495
		MAPE:  126.65421282515818

Protein:  TP53
x_train_column_count:  3
x_train columns:  ['mRNA_TP53', 'DNA_TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04782361373877353
		RMSE:  0.460756629216985
		NRMSE:  0.11073218678610552
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07696826201632412
		RMSE:  0.4481222561682025
		NRMSE:  0.1422068596624151
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4501191620264231
		NRMSE:  0.10817571786263473
		MAPE:  418.8529054417374
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002447694094247499
		RMSE:  0.4323405014905614
		NRMSE:  0.13719868668778923
		MAPE:  185.65040333639752

	Predictor:  LinearRegression
		Pearson Correlation:  0.5024169899282644
		Spearman Correlation:  0.4476400836830998
		Coefficient of Determination:  0.2524228317685776
		RMSE:  0.38918448287592083
		NRMSE:  0.09353147870125472
		MAPE:  716.9271318540173
		Pearson Correlation:  0.5375616537301072
		Spearman Correlation:  0.34889961221461613
		Coefficient of Determination:  0.2860858442447817
		RMSE:  0.3648531146737402
		NRMSE:  0.11578227807620595
		MAPE:  336.0228452994754

	Predictor:  ElasticNet
		Pearson Correlation:  0.4119426893595013
		Spearman Correlation:  0.4248365487997839
		Coefficient of Determination:  0.13670242839758706
		RMSE:  0.41822285395132747
		NRMSE:  0.100510178791475
		MAPE:  628.3146304155263
		Pearson Correlation:  0.4171869649733271
		Spearman Correlation:  0.3702265614284468
		Coefficient of Determination:  0.1402908645691523
		RMSE:  0.40037857747909156
		NRMSE:  0.12705590806013314
		MAPE:  189.06293953118615

	Predictor:  RandomForests
		Pearson Correlation:  0.5500984751498655
		Spearman Correlation:  0.4997504349151704
		Coefficient of Determination:  0.2941271235364914
		RMSE:  0.3781732002999231
		NRMSE:  0.0908851719057734
		MAPE:  695.2142859591731
		Pearson Correlation:  0.5731182645219236
		Spearman Correlation:  0.4295432697842317
		Coefficient of Determination:  0.30903732874725187
		RMSE:  0.3589404096871789
		NRMSE:  0.11390594366818318
		MAPE:  254.3949997626327

Protein:  CTNNB1
x_train_column_count:  3
x_train columns:  ['mRNA_CTNNB1', 'DNA_CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6170193939500923
		RMSE:  0.9046651382507068
		NRMSE:  0.21849703851094263
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09478783275970826
		RMSE:  0.8396248247596424
		NRMSE:  0.17652527641906535
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  LinearRegression
		Pearson Correlation:  0.11124579514054277
		Spearman Correlation:  0.13475019397756866
		Coefficient of Determination:  0.012375626936451778
		RMSE:  0.7070109499801447
		NRMSE:  0.170759093319521
		MAPE:  563.6781647775335
		Pearson Correlation:  -0.07316120019751479
		Spearman Correlation:  0.07713562513248295
		Coefficient of Determination:  -0.1642191967008928
		RMSE:  0.8658400442507479
		NRMSE:  0.18203684388418717
		MAPE:  979.0041905196625

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  RandomForests
		Pearson Correlation:  0.33046953393513023
		Spearman Correlation:  0.3063937409450337
		Coefficient of Determination:  0.06835642393636576
		RMSE:  0.6866811683253319
		NRMSE:  0.16584899244646217
		MAPE:  574.9023597951262
		Pearson Correlation:  0.053210235766702
		Spearman Correlation:  0.11139604046333891
		Coefficient of Determination:  -0.13973728203284486
		RMSE:  0.8566879672367678
		NRMSE:  0.1801126833817105
		MAPE:  959.2101617909703

Protein:  CCNE1
x_train_column_count:  3
x_train columns:  ['mRNA_CCNE1', 'DNA_CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4688329016852353
		RMSE:  0.7931748470731899
		NRMSE:  0.19141705409976348
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.186170633384966
		RMSE:  0.8069776954058596
		NRMSE:  0.32929800677624244
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5048043460690237
		NRMSE:  0.12182453992060809
		MAPE:  103.07374645056161
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01570191691728584
		RMSE:  0.4556277343037054
		NRMSE:  0.18592497115143453
		MAPE:  142.6844229696492

	Predictor:  LinearRegression
		Pearson Correlation:  0.7286400817572336
		Spearman Correlation:  0.7091225350184517
		Coefficient of Determination:  0.5309163687431881
		RMSE:  0.34573888294640764
		NRMSE:  0.08343723796278872
		MAPE:  76.35374741204208
		Pearson Correlation:  0.8207755405473406
		Spearman Correlation:  0.7186348956969539
		Coefficient of Determination:  0.47913550279402695
		RMSE:  0.3262792039777662
		NRMSE:  0.13314257895118187
		MAPE:  111.37102798468858

	Predictor:  ElasticNet
		Pearson Correlation:  0.6325809761846419
		Spearman Correlation:  0.44514483253034887
		Coefficient of Determination:  0.0874388021374275
		RMSE:  0.4822298443384556
		NRMSE:  0.11637663062925782
		MAPE:  100.95378922078152
		Pearson Correlation:  0.4845916875973196
		Spearman Correlation:  0.31561241411987684
		Coefficient of Determination:  0.04745621353820817
		RMSE:  0.44123452809983493
		NRMSE:  0.18005163147793804
		MAPE:  140.43266784479985

	Predictor:  RandomForests
		Pearson Correlation:  0.8558321664550124
		Spearman Correlation:  0.7158803290459447
		Coefficient of Determination:  0.7289157895599063
		RMSE:  0.2628301582132483
		NRMSE:  0.06342885783556924
		MAPE:  55.54281814763038
		Pearson Correlation:  0.8454418160475344
		Spearman Correlation:  0.7088136995510649
		Coefficient of Determination:  0.7021847735901194
		RMSE:  0.24671778934110478
		NRMSE:  0.10067648304133878
		MAPE:  69.85591672927826

Protein:  CCND1
x_train_column_count:  3
x_train columns:  ['mRNA_CCND1', 'DNA_CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47371951525638445
		RMSE:  0.2917253166285864
		NRMSE:  0.18637975276867558
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47112550847095647
		RMSE:  0.27775626016480953
		NRMSE:  0.17517423067911803
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  LinearRegression
		Pearson Correlation:  0.37468157352694054
		Spearman Correlation:  0.35395103891826996
		Coefficient of Determination:  0.14038628154062427
		RMSE:  0.22280163394164668
		NRMSE:  0.14234525110952242
		MAPE:  552.1562719009497
		Pearson Correlation:  0.5968130666515657
		Spearman Correlation:  0.49525056422149905
		Coefficient of Determination:  0.2756634557384122
		RMSE:  0.19489881178488838
		NRMSE:  0.1229180195414281
		MAPE:  457.1019648423456

	Predictor:  ElasticNet
		Pearson Correlation:  0.2768091350939819
		Spearman Correlation:  0.20450568011624246
		Coefficient of Determination:  0.022504817545871636
		RMSE:  0.2375877339868813
		NRMSE:  0.15179191039399018
		MAPE:  630.5615613605629
		Pearson Correlation:  0.4227334859097649
		Spearman Correlation:  0.33724425479833103
		Coefficient of Determination:  0.036129633637327685
		RMSE:  0.22482691806145397
		NRMSE:  0.14179296043229944
		MAPE:  477.88415017465763

	Predictor:  RandomForests
		Pearson Correlation:  0.46197344313750055
		Spearman Correlation:  0.42009485046560946
		Coefficient of Determination:  0.20718233025160238
		RMSE:  0.2139702346841979
		NRMSE:  0.1367029776543859
		MAPE:  501.3862819496525
		Pearson Correlation:  0.5239063128183332
		Spearman Correlation:  0.4903835937185394
		Coefficient of Determination:  0.2548449058810903
		RMSE:  0.19767981702468962
		NRMSE:  0.12467193303777095
		MAPE:  429.79472373158495

Protein:  ERBB2
x_train_column_count:  3
x_train columns:  ['mRNA_ERBB2', 'DNA_ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06177154229692228
		RMSE:  1.0106646016782141
		NRMSE:  0.1721833486682819
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.26989975035857605
		RMSE:  1.1682171872252598
		NRMSE:  0.21036071365744585
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9808249714864398
		NRMSE:  0.1670996765569688
		MAPE:  529.9728174248761
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556425
		RMSE:  1.07776630779691
		NRMSE:  0.19407323581894154
		MAPE:  193.8969179437583

	Predictor:  LinearRegression
		Pearson Correlation:  0.8338351332293068
		Spearman Correlation:  0.5917403153684603
		Coefficient of Determination:  0.6952810294075358
		RMSE:  0.5414286843969051
		NRMSE:  0.09224128735657786
		MAPE:  229.55056699637515
		Pearson Correlation:  0.7958879450413265
		Spearman Correlation:  0.6696725266810611
		Coefficient of Determination:  0.5896100986948779
		RMSE:  0.664105696020204
		NRMSE:  0.11958542442831491
		MAPE:  216.70937790962924

	Predictor:  ElasticNet
		Pearson Correlation:  0.8269154360506702
		Spearman Correlation:  0.5726286294490728
		Coefficient of Determination:  0.4479735351698513
		RMSE:  0.7287380794652334
		NRMSE:  0.1241525255916373
		MAPE:  378.3196692376208
		Pearson Correlation:  0.7772612547441716
		Spearman Correlation:  0.6602908518700527
		Coefficient of Determination:  0.3671647687672507
		RMSE:  0.8246775976989834
		NRMSE:  0.1484995854249619
		MAPE:  127.06327314054302

	Predictor:  RandomForests
		Pearson Correlation:  0.843913337833023
		Spearman Correlation:  0.6435110242292863
		Coefficient of Determination:  0.711152149460804
		RMSE:  0.527140136086152
		NRMSE:  0.08980699798731655
		MAPE:  395.6809024358961
		Pearson Correlation:  0.7806416834657331
		Spearman Correlation:  0.6801675696846675
		Coefficient of Determination:  0.5587921881259992
		RMSE:  0.6885896159593243
		NRMSE:  0.12399424063804594
		MAPE:  220.33738001385248

Protein:  ERBB3
x_train_column_count:  3
x_train columns:  ['mRNA_ERBB3', 'DNA_ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20254353309139272
		RMSE:  0.523865801474932
		NRMSE:  0.14324270860276114
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.287905849531515
		RMSE:  0.4364451552160674
		NRMSE:  0.21482088883335748
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  LinearRegression
		Pearson Correlation:  0.4273839429487756
		Spearman Correlation:  0.47243121817648176
		Coefficient of Determination:  0.18265703469044214
		RMSE:  0.43188866805855225
		NRMSE:  0.11809303537922619
		MAPE:  214.34116729631762
		Pearson Correlation:  0.32019154370309544
		Spearman Correlation:  0.31849524308283145
		Coefficient of Determination:  0.0527945787755727
		RMSE:  0.3742912776548627
		NRMSE:  0.18422838239225006
		MAPE:  195.6197823104818

	Predictor:  ElasticNet
		Pearson Correlation:  0.4247436800277297
		Spearman Correlation:  0.47559620013365334
		Coefficient of Determination:  0.052293998830256094
		RMSE:  0.4650572936414082
		NRMSE:  0.12716246452642826
		MAPE:  228.96221396898238
		Pearson Correlation:  0.32037558123944104
		Spearman Correlation:  0.3203655905933989
		Coefficient of Determination:  0.04457551775447022
		RMSE:  0.3759116643926464
		NRMSE:  0.18502594633609118
		MAPE:  211.72148713759594

	Predictor:  RandomForests
		Pearson Correlation:  0.5042835414168672
		Spearman Correlation:  0.49668404335424643
		Coefficient of Determination:  0.2524446888646191
		RMSE:  0.41303923745978793
		NRMSE:  0.11293896063912127
		MAPE:  238.2738801946076
		Pearson Correlation:  0.4100968718338418
		Spearman Correlation:  0.31876016630496046
		Coefficient of Determination:  0.14491976147444363
		RMSE:  0.35562399297314473
		NRMSE:  0.17504023437524044
		MAPE:  237.49412170542584


Fold:  5

Protein:  RB1
x_train_column_count:  3
x_train columns:  ['mRNA_RB1', 'DNA_RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00018503513771928048
		RMSE:  0.23392670305630597
		NRMSE:  0.11556330212293363
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12340187398900859
		RMSE:  0.2547692202160761
		NRMSE:  0.12845593258580365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  LinearRegression
		Pearson Correlation:  0.2190586623358844
		Spearman Correlation:  0.2755894037576364
		Coefficient of Determination:  0.047986697544387114
		RMSE:  0.22822390508529145
		NRMSE:  0.11274603433665711
		MAPE:  185.85319064617295
		Pearson Correlation:  0.18067146500968403
		Spearman Correlation:  0.28927293357772543
		Coefficient of Determination:  -0.07080953626950381
		RMSE:  0.24873419869260022
		NRMSE:  0.12541304413438084
		MAPE:  436.7325323189492

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  RandomForests
		Pearson Correlation:  0.33826488303120156
		Spearman Correlation:  0.37607108694056635
		Coefficient of Determination:  0.10250391596303887
		RMSE:  0.22159293255612864
		NRMSE:  0.10947023438844826
		MAPE:  204.5001054054449
		Pearson Correlation:  0.15641005862700927
		Spearman Correlation:  0.252204036253669
		Coefficient of Determination:  -0.08589886703298832
		RMSE:  0.25048058898527914
		NRMSE:  0.12629358297464813
		MAPE:  581.5404947673852

Protein:  CDH1
x_train_column_count:  3
x_train columns:  ['mRNA_CDH1', 'DNA_CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10476316856458312
		RMSE:  1.1835893765747125
		NRMSE:  0.18846364392451076
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19786466090973764
		RMSE:  1.2714981376898562
		NRMSE:  0.2500438806886504
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1260727912856485
		NRMSE:  0.17930524366829853
		MAPE:  266.31463004312263
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01718399286470018
		RMSE:  1.1716869980595492
		NRMSE:  0.23041572398960675
		MAPE:  1066.779337530299

	Predictor:  LinearRegression
		Pearson Correlation:  0.6735195578640034
		Spearman Correlation:  0.5938956565556813
		Coefficient of Determination:  0.4536285948253226
		RMSE:  0.8323585519880814
		NRMSE:  0.13253694977677166
		MAPE:  248.22327816558683
		Pearson Correlation:  0.4913255568640509
		Spearman Correlation:  0.5288021047643986
		Coefficient of Determination:  0.22622289721992173
		RMSE:  1.0219268011867955
		NRMSE:  0.20096493700945814
		MAPE:  1041.2465023464458

	Predictor:  ElasticNet
		Pearson Correlation:  0.6346939283185986
		Spearman Correlation:  0.5685694072554455
		Coefficient of Determination:  0.3034901253059128
		RMSE:  0.9397884515350512
		NRMSE:  0.14964307689803685
		MAPE:  200.448774911031
		Pearson Correlation:  0.4474013149832537
		Spearman Correlation:  0.5279093255526878
		Coefficient of Determination:  0.16347502541895498
		RMSE:  1.0625547272806763
		NRMSE:  0.20895453919896884
		MAPE:  838.4268368936833

	Predictor:  RandomForests
		Pearson Correlation:  0.7548483580674016
		Spearman Correlation:  0.613866595045728
		Coefficient of Determination:  0.5687638225439651
		RMSE:  0.7394759582462089
		NRMSE:  0.11774719885452833
		MAPE:  166.31570951091769
		Pearson Correlation:  0.625082550254143
		Spearman Correlation:  0.5457639444172435
		Coefficient of Determination:  0.3788042778798629
		RMSE:  0.9156427904638805
		NRMSE:  0.18006387100821628
		MAPE:  646.6200881021399

Protein:  CDH2
x_train_column_count:  3
x_train columns:  ['mRNA_CDH2', 'DNA_CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0016678089051440637
		RMSE:  0.3594357673583712
		NRMSE:  0.1765314902796381
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02548752338232485
		RMSE:  0.4223734458481898
		NRMSE:  0.15794680397441796
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  LinearRegression
		Pearson Correlation:  0.13912072317391377
		Spearman Correlation:  0.08279227359449186
		Coefficient of Determination:  0.019354575616432612
		RMSE:  0.3556439590286937
		NRMSE:  0.17466920044629128
		MAPE:  197.87389695193923
		Pearson Correlation:  0.15929976903227122
		Spearman Correlation:  -0.11654773319842625
		Coefficient of Determination:  0.007222907307674942
		RMSE:  0.4155825371916907
		NRMSE:  0.15540733960013114
		MAPE:  239.39614145628764

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  RandomForests
		Pearson Correlation:  0.24027895966315904
		Spearman Correlation:  0.27727028262882947
		Coefficient of Determination:  0.05132125820094857
		RMSE:  0.3497993655853751
		NRMSE:  0.17179871596943916
		MAPE:  655.7086891621036
		Pearson Correlation:  0.07942734585840486
		Spearman Correlation:  0.02240025938513883
		Coefficient of Determination:  -0.010870154878050986
		RMSE:  0.41935237173052403
		NRMSE:  0.15681707149207189
		MAPE:  214.59612447119008

Protein:  CDH3
x_train_column_count:  3
x_train columns:  ['mRNA_CDH3', 'DNA_CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011481892643820935
		RMSE:  0.2038847376288621
		NRMSE:  0.14304087222095618
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026977014897064944
		RMSE:  0.22369326249691865
		NRMSE:  0.20181818899206835
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  LinearRegression
		Pearson Correlation:  0.29263580539856854
		Spearman Correlation:  0.335571981284833
		Coefficient of Determination:  0.08563571460126862
		RMSE:  0.19484764483185588
		NRMSE:  0.13670065445351062
		MAPE:  335.2606359694758
		Pearson Correlation:  0.26293066078536864
		Spearman Correlation:  0.2790932555268769
		Coefficient of Determination:  0.06488826484608512
		RMSE:  0.2160228281451538
		NRMSE:  0.19489785016569422
		MAPE:  120.89078538044362

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  RandomForests
		Pearson Correlation:  0.3776676205171769
		Spearman Correlation:  0.3815086642738644
		Coefficient of Determination:  0.14022652747525033
		RMSE:  0.1889415849609979
		NRMSE:  0.13255709782861727
		MAPE:  416.2007694080388
		Pearson Correlation:  0.32426200504019925
		Spearman Correlation:  0.2745339663733968
		Coefficient of Determination:  0.10164275864888395
		RMSE:  0.2117348913223653
		NRMSE:  0.19102923278120995
		MAPE:  149.5106794723666

Protein:  PTEN
x_train_column_count:  3
x_train columns:  ['mRNA_PTEN', 'DNA_PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05240378988513572
		RMSE:  0.5837468026637292
		NRMSE:  0.09127461538014686
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011774083334460839
		RMSE:  0.7259408088203396
		NRMSE:  0.14042494754339593
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5690275755039937
		NRMSE:  0.08897311789601967
		MAPE:  304.4741530818047
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005181468299075398
		RMSE:  0.7235718660416283
		NRMSE:  0.13996670265429206
		MAPE:  391.1377632658283

	Predictor:  LinearRegression
		Pearson Correlation:  0.41588962419341324
		Spearman Correlation:  0.43246741302263064
		Coefficient of Determination:  0.17296417951173837
		RMSE:  0.5174822683472707
		NRMSE:  0.08091349673165049
		MAPE:  288.9492532969558
		Pearson Correlation:  0.4225473497784461
		Spearman Correlation:  0.44997319168568184
		Coefficient of Determination:  0.17124904565837962
		RMSE:  0.6570092082021319
		NRMSE:  0.12709091771164732
		MAPE:  265.62288329831637

	Predictor:  ElasticNet
		Pearson Correlation:  0.34969281603269364
		Spearman Correlation:  0.43317676161675833
		Coefficient of Determination:  0.03483595725258082
		RMSE:  0.559028410831596
		NRMSE:  0.0874096491019617
		MAPE:  288.23708504184754
		Pearson Correlation:  0.3304061055596864
		Spearman Correlation:  0.44860160351126577
		Coefficient of Determination:  0.016605948812327354
		RMSE:  0.7156871572464426
		NRMSE:  0.13844149590808624
		MAPE:  391.9706084501819

	Predictor:  RandomForests
		Pearson Correlation:  0.4672345651100567
		Spearman Correlation:  0.4591334522927066
		Coefficient of Determination:  0.2103267758920705
		RMSE:  0.5056581592201916
		NRMSE:  0.07906467973109087
		MAPE:  344.4200544482602
		Pearson Correlation:  0.4180885945666071
		Spearman Correlation:  0.4547197211225426
		Coefficient of Determination:  0.16339310478244984
		RMSE:  0.6601158420369176
		NRMSE:  0.127691860499249
		MAPE:  357.9294599645899

Protein:  BRCA2
x_train_column_count:  3
x_train columns:  ['mRNA_BRCA2', 'DNA_BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00015423459462815536
		RMSE:  0.20048365981157823
		NRMSE:  0.1291568109593031
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08467605477038265
		RMSE:  0.17297650483593724
		NRMSE:  0.22621657599677922
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  LinearRegression
		Pearson Correlation:  0.04260725917967255
		Spearman Correlation:  0.04294992568599749
		Coefficient of Determination:  0.0018153785348038465
		RMSE:  0.20028615534952582
		NRMSE:  0.12902957342536694
		MAPE:  117.56895811139239
		Pearson Correlation:  -0.050604514440765934
		Spearman Correlation:  -0.031663736455566784
		Coefficient of Determination:  -0.10789089161261689
		RMSE:  0.17481777443957053
		NRMSE:  0.2286245660623429
		MAPE:  113.54419564266125

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  RandomForests
		Pearson Correlation:  0.31990554275026484
		Spearman Correlation:  0.2408185921237684
		Coefficient of Determination:  0.05427994866603414
		RMSE:  0.19495159434131487
		NRMSE:  0.12559290986717017
		MAPE:  135.6366360940708
		Pearson Correlation:  0.02156709813552516
		Spearman Correlation:  -0.028856908811311335
		Coefficient of Determination:  -0.1111945786263715
		RMSE:  0.17507823027666236
		NRMSE:  0.22896518704853508
		MAPE:  120.2039013213722

Protein:  CDKN2A
x_train_column_count:  3
x_train columns:  ['mRNA_CDKN2A', 'DNA_CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06876053865938014
		RMSE:  0.7026668514343448
		NRMSE:  0.1789276696377339
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07452018232747903
		RMSE:  0.6281215662347416
		NRMSE:  0.15805378984795088
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6796874655065666
		NRMSE:  0.1730761797526334
		MAPE:  274.2442116656758
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00044725008449963966
		RMSE:  0.6060849693149379
		NRMSE:  0.15250873639690443
		MAPE:  274.3248072759207

	Predictor:  LinearRegression
		Pearson Correlation:  0.5663381500090141
		Spearman Correlation:  0.4953005174006369
		Coefficient of Determination:  0.32073890015563267
		RMSE:  0.5601800434543106
		NRMSE:  0.14264471071638377
		MAPE:  145.6507074634257
		Pearson Correlation:  0.31482309890468774
		Spearman Correlation:  0.3271038292248033
		Coefficient of Determination:  -0.015529015772245192
		RMSE:  0.6106362533402362
		NRMSE:  0.1536539728089973
		MAPE:  285.0993645306472

	Predictor:  ElasticNet
		Pearson Correlation:  0.5615667540641955
		Spearman Correlation:  0.45191057707338333
		Coefficient of Determination:  0.04955800715070069
		RMSE:  0.6626314872516976
		NRMSE:  0.16873303130852224
		MAPE:  264.1582888541679
		Pearson Correlation:  0.3189810642972856
		Spearman Correlation:  0.3210937792241799
		Coefficient of Determination:  0.02844315968901734
		RMSE:  0.597269755164641
		NRMSE:  0.15029057023342166
		MAPE:  271.44843819903843

	Predictor:  RandomForests
		Pearson Correlation:  0.6814633627661284
		Spearman Correlation:  0.5582440271028338
		Coefficient of Determination:  0.4638574879258852
		RMSE:  0.49767907755264007
		NRMSE:  0.1267294129389728
		MAPE:  263.893146083864
		Pearson Correlation:  0.37613355440235063
		Spearman Correlation:  0.3125182383039447
		Coefficient of Determination:  -0.05482359828038019
		RMSE:  0.6223380216816197
		NRMSE:  0.1565984805821745
		MAPE:  486.48465458979456

Protein:  TP53
x_train_column_count:  3
x_train columns:  ['mRNA_TP53', 'DNA_TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0629013951002304
		RMSE:  0.43691826486349494
		NRMSE:  0.11112140819031384
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02793228386718627
		RMSE:  0.5354711484549424
		NRMSE:  0.14342336907859712
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4237929343776606
		NRMSE:  0.10778324331179852
		MAPE:  459.9790072255086
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011640203076264122
		RMSE:  0.5284530873849588
		NRMSE:  0.1415436152095778
		MAPE:  140.42972129387252

	Predictor:  LinearRegression
		Pearson Correlation:  0.5104700586699071
		Spearman Correlation:  0.4320690064792694
		Coefficient of Determination:  0.2605796807984586
		RMSE:  0.3644176491006784
		NRMSE:  0.09268232892511978
		MAPE:  770.8957367155473
		Pearson Correlation:  0.5225931726361469
		Spearman Correlation:  0.4473197920173569
		Coefficient of Determination:  0.2509176250319346
		RMSE:  0.4571077789802278
		NRMSE:  0.12243411784658573
		MAPE:  195.96963234825682

	Predictor:  ElasticNet
		Pearson Correlation:  0.4130677360219776
		Spearman Correlation:  0.42206730689390887
		Coefficient of Determination:  0.13566044112480802
		RMSE:  0.3939997141985829
		NRMSE:  0.10020593458597189
		MAPE:  639.6139187601407
		Pearson Correlation:  0.43444699491224426
		Spearman Correlation:  0.4026459182782828
		Coefficient of Determination:  0.1211659925926244
		RMSE:  0.49511632911090997
		NRMSE:  0.13261452500627025
		MAPE:  164.29007359790015

	Predictor:  RandomForests
		Pearson Correlation:  0.5602481481612476
		Spearman Correlation:  0.49450872224317843
		Coefficient of Determination:  0.3035120007232104
		RMSE:  0.3536800233902058
		NRMSE:  0.08995142892499958
		MAPE:  742.620220819138
		Pearson Correlation:  0.548057323604883
		Spearman Correlation:  0.43321619764195557
		Coefficient of Determination:  0.2707383016775887
		RMSE:  0.45101971373300986
		NRMSE:  0.12080345888121331
		MAPE:  191.29685249447965

Protein:  CTNNB1
x_train_column_count:  3
x_train columns:  ['mRNA_CTNNB1', 'DNA_CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.4291206958720877
		RMSE:  0.9037435622191023
		NRMSE:  0.1777623057079273
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5497170498826627
		RMSE:  0.8436000623678614
		NRMSE:  0.27017767234966206
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  LinearRegression
		Pearson Correlation:  0.060176286960694145
		Spearman Correlation:  0.09588678934493636
		Coefficient of Determination:  0.0036211855123756687
		RMSE:  0.7546107795334123
		NRMSE:  0.14842855616314168
		MAPE:  672.4011431137344
		Pearson Correlation:  0.18479039626231866
		Spearman Correlation:  0.19979550867217796
		Coefficient of Determination:  0.019970024413197285
		RMSE:  0.670857187774057
		NRMSE:  0.21485374593630424
		MAPE:  275.9727827085837

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  RandomForests
		Pearson Correlation:  0.3570069427734524
		Spearman Correlation:  0.31803771508088474
		Coefficient of Determination:  0.06477007630297538
		RMSE:  0.7310885116211374
		NRMSE:  0.1438018315541183
		MAPE:  713.117856559522
		Pearson Correlation:  0.21057720981222589
		Spearman Correlation:  0.21865706367907853
		Coefficient of Determination:  0.03144013921473243
		RMSE:  0.6669198304573508
		NRMSE:  0.21359273840146514
		MAPE:  269.1259603565269

Protein:  CCNE1
x_train_column_count:  3
x_train columns:  ['mRNA_CCNE1', 'DNA_CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9790551557409413
		RMSE:  0.7746141645114569
		NRMSE:  0.27590887426944144
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8285524646781477
		RMSE:  0.8763813407881366
		NRMSE:  0.2114972948785232
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4487930906545114
		NRMSE:  0.15985506345663808
		MAPE:  112.14421009479175
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0040862214035515265
		RMSE:  0.6494188844018614
		NRMSE:  0.15672439713344627
		MAPE:  115.49088793396595

	Predictor:  LinearRegression
		Pearson Correlation:  0.7402320361625657
		Spearman Correlation:  0.6962274058400395
		Coefficient of Determination:  0.5479434673613781
		RMSE:  0.30174670538378123
		NRMSE:  0.10747879087579028
		MAPE:  67.51177875578313
		Pearson Correlation:  0.7813352619397866
		Spearman Correlation:  0.7154378483522239
		Coefficient of Determination:  0.20727363047731684
		RMSE:  0.577033546398427
		NRMSE:  0.13925562815802953
		MAPE:  90.85381339003568

	Predictor:  ElasticNet
		Pearson Correlation:  0.49178746850742866
		Spearman Correlation:  0.3371754007607795
		Coefficient of Determination:  0.03866151385181349
		RMSE:  0.4400320672369793
		NRMSE:  0.15673448521352779
		MAPE:  110.89298473458975
		Pearson Correlation:  0.7296327274821778
		Spearman Correlation:  0.3833389443758651
		Coefficient of Determination:  0.0479700581167577
		RMSE:  0.632360469518605
		NRMSE:  0.15260768625108118
		MAPE:  115.13148147709104

	Predictor:  RandomForests
		Pearson Correlation:  0.8555901031193875
		Spearman Correlation:  0.7115030650421984
		Coefficient of Determination:  0.7305818210907354
		RMSE:  0.23294833479894259
		NRMSE:  0.08297358318751294
		MAPE:  56.52821427527183
		Pearson Correlation:  0.7984648767099046
		Spearman Correlation:  0.7309889859775095
		Coefficient of Determination:  0.6102477638034867
		RMSE:  0.40460730300332876
		NRMSE:  0.09764396626283968
		MAPE:  78.44368259757474

Protein:  CCND1
x_train_column_count:  3
x_train columns:  ['mRNA_CCND1', 'DNA_CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5366759284640548
		RMSE:  0.28216244755564185
		NRMSE:  0.17771997351836757
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.30240520386774006
		RMSE:  0.3149325402631455
		NRMSE:  0.20120656537940065
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  LinearRegression
		Pearson Correlation:  0.42649023127035884
		Spearman Correlation:  0.4082172466956049
		Coefficient of Determination:  0.18189391736904414
		RMSE:  0.2058793936818677
		NRMSE:  0.1296731039515946
		MAPE:  597.3773050657829
		Pearson Correlation:  0.35668852865577205
		Spearman Correlation:  0.26432997917679774
		Coefficient of Determination:  0.12597206418327112
		RMSE:  0.25799253018654944
		NRMSE:  0.1648282862387073
		MAPE:  243.54708460171096

	Predictor:  ElasticNet
		Pearson Correlation:  0.32122548546276963
		Spearman Correlation:  0.2439027516652583
		Coefficient of Determination:  0.035300654102211726
		RMSE:  0.22356512755491487
		NRMSE:  0.14081246066897288
		MAPE:  686.8371110763705
		Pearson Correlation:  0.25020170615870674
		Spearman Correlation:  0.16419915591178877
		Coefficient of Determination:  0.01881881925225304
		RMSE:  0.2733500009345617
		NRMSE:  0.17463998730821334
		MAPE:  265.86561183171807

	Predictor:  RandomForests
		Pearson Correlation:  0.49268066932663374
		Spearman Correlation:  0.44978518155098807
		Coefficient of Determination:  0.23905745780751642
		RMSE:  0.19855645127304497
		NRMSE:  0.1250607498192614
		MAPE:  545.558550562691
		Pearson Correlation:  0.3912694969552766
		Spearman Correlation:  0.3008115144081272
		Coefficient of Determination:  0.15006617485900264
		RMSE:  0.25441167161808803
		NRMSE:  0.16254051929957963
		MAPE:  251.77277359936053

Protein:  ERBB2
x_train_column_count:  3
x_train columns:  ['mRNA_ERBB2', 'DNA_ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10085609607150081
		RMSE:  1.0785113826338413
		NRMSE:  0.1837421644434709
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05671362529003088
		RMSE:  0.8919867459254164
		NRMSE:  0.19736403273048267
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959455
		RMSE:  0.875951357919715
		NRMSE:  0.1938159880340115
		MAPE:  565.705361200264

	Predictor:  LinearRegression
		Pearson Correlation:  0.8292610082637566
		Spearman Correlation:  0.6311411442698738
		Coefficient of Determination:  0.6876738198266225
		RMSE:  0.5744651033365087
		NRMSE:  0.0978695850446375
		MAPE:  257.5384239312277
		Pearson Correlation:  0.7904280538861863
		Spearman Correlation:  0.5733662514495194
		Coefficient of Determination:  0.6210022786475173
		RMSE:  0.5341928207154008
		NRMSE:  0.11819732729624975
		MAPE:  299.5227220754971

	Predictor:  ElasticNet
		Pearson Correlation:  0.8172016863676859
		Spearman Correlation:  0.6133823453030491
		Coefficient of Determination:  0.46325637630353667
		RMSE:  0.7530831042310248
		NRMSE:  0.12830010123703509
		MAPE:  410.01319855294946
		Pearson Correlation:  0.806083017782779
		Spearman Correlation:  0.5450117831893166
		Coefficient of Determination:  0.40851137844840946
		RMSE:  0.6673488937093945
		NRMSE:  0.14765989461431453
		MAPE:  448.8550867853168

	Predictor:  RandomForests
		Pearson Correlation:  0.8422875254197999
		Spearman Correlation:  0.6641902978837151
		Coefficient of Determination:  0.707966488581793
		RMSE:  0.5554894337190149
		NRMSE:  0.0946367674189507
		MAPE:  525.5259546001823
		Pearson Correlation:  0.7770231374392905
		Spearman Correlation:  0.6032940377474442
		Coefficient of Determination:  0.5990953212604824
		RMSE:  0.5494147440549729
		NRMSE:  0.12156538202344794
		MAPE:  247.3352776119546

Protein:  ERBB3
x_train_column_count:  3
x_train columns:  ['mRNA_ERBB3', 'DNA_ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.24617901957450639
		RMSE:  0.5234556686317032
		NRMSE:  0.14126566093685908
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10551624527684367
		RMSE:  0.43841640970600765
		NRMSE:  0.21211918179733683
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  LinearRegression
		Pearson Correlation:  0.38154908017461076
		Spearman Correlation:  0.4097841038722461
		Coefficient of Determination:  0.14557970058209146
		RMSE:  0.43343648776968763
		NRMSE:  0.1169720677187206
		MAPE:  211.96323829140366
		Pearson Correlation:  0.5134907213506094
		Spearman Correlation:  0.5530268457212684
		Coefficient of Determination:  0.22428240688006973
		RMSE:  0.3672451402059172
		NRMSE:  0.1776843588308322
		MAPE:  191.81520589969216

	Predictor:  ElasticNet
		Pearson Correlation:  0.3773884363248901
		Spearman Correlation:  0.41142820549776254
		Coefficient of Determination:  0.04050378060667925
		RMSE:  0.4593157350355365
		NRMSE:  0.12395613377939546
		MAPE:  241.4756185728408
		Pearson Correlation:  0.5207896565156246
		Spearman Correlation:  0.5619845633985462
		Coefficient of Determination:  0.008092447027275074
		RMSE:  0.4152788712398118
		NRMSE:  0.2009245375741769
		MAPE:  230.8356588688801

	Predictor:  RandomForests
		Pearson Correlation:  0.46486685418215473
		Spearman Correlation:  0.437387903066299
		Coefficient of Determination:  0.21474829969107045
		RMSE:  0.41552210494535907
		NRMSE:  0.11213748996628203
		MAPE:  251.59688507859425
		Pearson Correlation:  0.5424618846414083
		Spearman Correlation:  0.5501866300948342
		Coefficient of Determination:  0.26533840065127934
		RMSE:  0.35739453453943376
		NRMSE:  0.17291833646505475
		MAPE:  217.8774055862619

TMM

In [83]:
scenario = Scenario.selfmRNA_CNA_Mutations
normalizeTechnique = NormalizeTechnique.TMM
X, Y, Z = get_mRNA_DNA_data(normalizeTechnique)
In [84]:
X.head()
Out[84]:
mRNA_RB1 DNA_RB1 mRNA_CDH1 DNA_CDH1 mRNA_PTEN DNA_PTEN mRNA_BRCA2 DNA_BRCA2 mRNA_CDKN2A DNA_CDKN2A ... mRNA_CCND1 DNA_CCND1 mRNA_CDH2 DNA_CDH2 mRNA_CDH3 DNA_CDH3 mRNA_ERBB2 DNA_ERBB2 mRNA_ERBB3 DNA_ERBB3
TCGA-A1-A0SF-01 16.447411 14.862449 16.447411 14.862449 16.447411 16.447411 16.447411 14.862449 16.447411 14.862449 ... 16.447411 14.862449 16.447411 14.862449 16.447411 14.862449 16.447411 14.862449 16.447411 16.447411
TCGA-A1-A0SH-01 16.447411 14.862449 16.447411 14.862449 16.447411 14.862449 16.447411 14.862449 16.447411 14.862449 ... 16.447411 14.862449 16.447411 14.862449 16.447411 14.862449 16.447411 16.447411 16.447411 14.862449
TCGA-A1-A0SJ-01 16.447411 14.862449 16.447411 16.447411 16.447411 14.862449 16.447411 16.447411 16.447411 14.862449 ... 16.447411 16.447411 16.447411 16.447411 16.447411 16.447411 16.447411 16.447411 16.447411 14.862449
TCGA-A1-A0SK-01 16.447411 14.862449 16.447411 14.862449 16.447411 14.862449 16.447411 16.447411 16.447411 16.447411 ... 16.447411 16.447411 16.447411 16.447411 16.447411 14.862449 16.447411 14.862449 16.447411 16.447411
TCGA-A1-A0SQ-01 16.447411 14.862449 16.447411 14.862449 16.447411 14.862449 16.447411 14.862449 16.447411 14.862449 ... 16.447411 16.447411 16.447411 14.862449 16.447411 14.862449 16.447411 14.862449 16.447411 14.862449

5 rows × 26 columns

In [85]:
Y.head()
Out[85]:
RB1 CDH1 PTEN BRCA2 CDKN2A TP53 CTNNB1 CCNE1 CCND1 CDH2 CDH3 ERBB2 ERBB3
TCGA-A1-A0SF-01 0.017184 0.705680 0.197730 0.108550 0.17550 -0.472550 0.06978 -0.75401 -0.202360 -0.222000 -0.114060 0.25604 0.461410
TCGA-A1-A0SH-01 -0.081896 0.018364 0.699160 -0.282430 0.68156 -0.035545 -0.11192 -0.77956 -0.014111 0.072251 -0.031553 0.68354 0.033670
TCGA-A1-A0SJ-01 -0.106090 0.114310 -0.110550 0.108220 -0.00989 -0.431850 -0.85672 -0.29589 0.290760 -0.225320 0.128230 0.36458 0.430620
TCGA-A1-A0SK-01 -0.060244 -0.963820 -0.081596 0.309150 1.23630 0.898470 -0.85965 0.92670 0.045974 0.389790 -0.224090 -1.04130 -0.056604
TCGA-A1-A0SQ-01 0.376500 0.425490 0.657440 0.003187 -0.34580 -0.020122 0.39368 -1.02750 0.362490 0.292880 -0.144850 0.31196 0.649260
In [86]:
perform_kFoldCV(num_folds, scenario, normalizeTechnique, X, Y, Z)

Fold:  1

Protein:  RB1
x_train_column_count:  3
x_train columns:  ['mRNA_RB1', 'DNA_RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017832262764705176
		RMSE:  0.22609122586734381
		NRMSE:  0.08562439911658541
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0064622508272080825
		RMSE:  0.2813710133086082
		NRMSE:  0.13900150344012696
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  LinearRegression
		Pearson Correlation:  0.05565908773883884
		Spearman Correlation:  0.0290520270154677
		Coefficient of Determination:  0.0030979340479198036
		RMSE:  0.22375453703839973
		NRMSE:  0.08473945731429643
		MAPE:  227.32397228735536
		Pearson Correlation:  -0.01705285334223853
		Spearman Correlation:  -0.10491522872955537
		Coefficient of Determination:  -0.03225916155604436
		RMSE:  0.28495414741256736
		NRMSE:  0.14077162546378985
		MAPE:  140.23193662850912

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  RandomForests
		Pearson Correlation:  0.05574453203547191
		Spearman Correlation:  0.0290520270154677
		Coefficient of Determination:  0.0031017220138325197
		RMSE:  0.22375411193377148
		NRMSE:  0.08473929632030731
		MAPE:  226.82066038562655
		Pearson Correlation:  -0.017052853342238525
		Spearman Correlation:  -0.10491522872955537
		Coefficient of Determination:  -0.03239635654870665
		RMSE:  0.28497308305621416
		NRMSE:  0.14078097995594085
		MAPE:  142.81588160931915

Protein:  CDH1
x_train_column_count:  3
x_train columns:  ['mRNA_CDH1', 'DNA_CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12177449909053428
		RMSE:  1.1951653206606205
		NRMSE:  0.20089175544360185
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11829904064371455
		RMSE:  1.227018913081223
		NRMSE:  0.19873326310796913
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  LinearRegression
		Pearson Correlation:  0.5421539823792003
		Spearman Correlation:  0.3824266873647208
		Coefficient of Determination:  0.29393094060962666
		RMSE:  0.9481974691714785
		NRMSE:  0.15937966973786472
		MAPE:  309.92611155945104
		Pearson Correlation:  0.6037076833990531
		Spearman Correlation:  0.44538605108593016
		Coefficient of Determination:  0.36211880658217066
		RMSE:  0.9267064372486582
		NRMSE:  0.15009336225724113
		MAPE:  171.5008771217634

	Predictor:  ElasticNet
		Pearson Correlation:  0.5372560728262117
		Spearman Correlation:  0.3824266873647208
		Coefficient of Determination:  0.22899219893830214
		RMSE:  0.9908424114090906
		NRMSE:  0.16654773022189007
		MAPE:  371.9338647049103
		Pearson Correlation:  0.6014002450807441
		Spearman Correlation:  0.44538605108593016
		Coefficient of Determination:  0.2721537316456951
		RMSE:  0.98990179240941
		NRMSE:  0.160328753912962
		MAPE:  185.10094867913082

	Predictor:  RandomForests
		Pearson Correlation:  0.5430917921478581
		Spearman Correlation:  0.3824266873647208
		Coefficient of Determination:  0.2949362850449885
		RMSE:  0.9475221778471531
		NRMSE:  0.1592661620437956
		MAPE:  307.53112390472194
		Pearson Correlation:  0.603563383804422
		Spearman Correlation:  0.44538605108593016
		Coefficient of Determination:  0.3624188055973012
		RMSE:  0.9264884940669392
		NRMSE:  0.15005806324170567
		MAPE:  169.9305228573047

Protein:  CDH2
x_train_column_count:  3
x_train columns:  ['mRNA_CDH2', 'DNA_CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004084060130477685
		RMSE:  0.37195168053170635
		NRMSE:  0.13741024893390016
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006474841096328898
		RMSE:  0.3763274359057868
		NRMSE:  0.1942134674644098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  LinearRegression
		Pearson Correlation:  0.008767173186598738
		Spearman Correlation:  0.019962378842654085
		Coefficient of Determination:  7.686332568390686e-05
		RMSE:  0.37118019672750757
		NRMSE:  0.13712523938257382
		MAPE:  483.4208925009799
		Pearson Correlation:  -0.03575771332209221
		Spearman Correlation:  -0.055788518235503425
		Coefficient of Determination:  -0.0009217133361154595
		RMSE:  0.3752878247873199
		NRMSE:  0.19367694936642407
		MAPE:  105.02093571876571

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  RandomForests
		Pearson Correlation:  0.008767173186598736
		Spearman Correlation:  0.019962378842654085
		Coefficient of Determination:  3.0146686855192506e-05
		RMSE:  0.37118886743829727
		NRMSE:  0.13712844260651502
		MAPE:  450.31491690678695
		Pearson Correlation:  -0.035757713322092204
		Spearman Correlation:  -0.055788518235503425
		Coefficient of Determination:  -0.0005413459990653013
		RMSE:  0.37521651012164076
		NRMSE:  0.19364014559614015
		MAPE:  104.86475989199135

Protein:  CDH3
x_train_column_count:  3
x_train columns:  ['mRNA_CDH3', 'DNA_CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003025178489952651
		RMSE:  0.20883135309817671
		NRMSE:  0.14651130458142275
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.766266116724594e-05
		RMSE:  0.2045852237570374
		NRMSE:  0.1565890990172577
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  LinearRegression
		Pearson Correlation:  0.02448976895920517
		Spearman Correlation:  0.018135251556805343
		Coefficient of Determination:  0.0005997487836750803
		RMSE:  0.20873714956157927
		NRMSE:  0.14644521353312795
		MAPE:  113.75237697631371
		Pearson Correlation:  0.10713101921352154
		Spearman Correlation:  0.09807273868457626
		Coefficient of Determination:  0.001081417533861928
		RMSE:  0.20446867779084282
		NRMSE:  0.15649989498040032
		MAPE:  108.28156815658994

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  RandomForests
		Pearson Correlation:  0.0244847848620888
		Spearman Correlation:  0.018135251556805343
		Coefficient of Determination:  0.0005785290270081678
		RMSE:  0.20873936555462327
		NRMSE:  0.14644676822320205
		MAPE:  117.97896797249447
		Pearson Correlation:  0.10713101921352161
		Spearman Correlation:  0.09807273868457626
		Coefficient of Determination:  0.001197132652762778
		RMSE:  0.2044568345820887
		NRMSE:  0.15649083021338425
		MAPE:  111.42357479054921

Protein:  PTEN
x_train_column_count:  3
x_train columns:  ['mRNA_PTEN', 'DNA_PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.042477457330321045
		RMSE:  0.639641264822803
		NRMSE:  0.10001427016227082
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.028094267476815427
		RMSE:  0.5035947533045023
		NRMSE:  0.16597282753427667
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.458230587102
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389449
		RMSE:  0.49877990548911916
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809618

	Predictor:  LinearRegression
		Pearson Correlation:  0.22018841468420156
		Spearman Correlation:  0.19532003549885615
		Coefficient of Determination:  0.048482937961142
		RMSE:  0.6110987948204901
		NRMSE:  0.09555137124861075
		MAPE:  395.73203953233195
		Pearson Correlation:  -0.009555372271907748
		Spearman Correlation:  0.08341883349362084
		Coefficient of Determination:  -0.09319677158171324
		RMSE:  0.5192947096453858
		NRMSE:  0.17114715893658486
		MAPE:  169.6484722942428

	Predictor:  ElasticNet
		Pearson Correlation:  0.19754747847059254
		Spearman Correlation:  0.19532003549885615
		Coefficient of Determination:  0.025070716576042207
		RMSE:  0.6185711984204071
		NRMSE:  0.09671975583150763
		MAPE:  354.59670270489505
		Pearson Correlation:  -0.007914129280822838
		Spearman Correlation:  0.08341883349362084
		Coefficient of Determination:  -0.021831296998176875
		RMSE:  0.5020585045078452
		NRMSE:  0.16546651654730907
		MAPE:  155.77914251354926

	Predictor:  RandomForests
		Pearson Correlation:  0.2219849636292646
		Spearman Correlation:  0.19532003549885615
		Coefficient of Determination:  0.04924237721216085
		RMSE:  0.6108548764144782
		NRMSE:  0.09551323218113958
		MAPE:  403.9634816202716
		Pearson Correlation:  -0.009689557229617403
		Spearman Correlation:  0.08341883349362084
		Coefficient of Determination:  -0.09531243858207006
		RMSE:  0.5197969630665069
		NRMSE:  0.17131268969300206
		MAPE:  174.00380021683623

Protein:  BRCA2
x_train_column_count:  3
x_train columns:  ['mRNA_BRCA2', 'DNA_BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026562361008646285
		RMSE:  0.19787350383771835
		NRMSE:  0.12800221484333532
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00017758204834872338
		RMSE:  0.18475106890837595
		NRMSE:  0.18489898809885505
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  LinearRegression
		Pearson Correlation:  0.050852864010493576
		Spearman Correlation:  0.05012855621706846
		Coefficient of Determination:  0.0025860137780697734
		RMSE:  0.19735554877082873
		NRMSE:  0.12766715535095594
		MAPE:  116.16648705038044
		Pearson Correlation:  0.07488741540841586
		Spearman Correlation:  0.04723406854257298
		Coefficient of Determination:  0.0009393532223824774
		RMSE:  0.1846478809185009
		NRMSE:  0.18479571749249493
		MAPE:  102.6445671094623

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  RandomForests
		Pearson Correlation:  0.0507360210488839
		Spearman Correlation:  0.05012855621706846
		Coefficient of Determination:  0.002557829073076001
		RMSE:  0.19735833716597007
		NRMSE:  0.12766895913340798
		MAPE:  114.81264531294377
		Pearson Correlation:  0.08117641572016795
		Spearman Correlation:  0.04723406854257298
		Coefficient of Determination:  0.0021091230046307308
		RMSE:  0.18453974995826342
		NRMSE:  0.18468749995823003
		MAPE:  102.46819066709611

Protein:  CDKN2A
x_train_column_count:  3
x_train columns:  ['mRNA_CDKN2A', 'DNA_CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.062199248812668806
		RMSE:  0.6624014175436462
		NRMSE:  0.14974599695798488
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10057809021042674
		RMSE:  0.783524323220729
		NRMSE:  0.21159176970584093
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6427147371513342
		NRMSE:  0.145295521001771
		MAPE:  207.86247046219444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010510594090658465
		RMSE:  0.7507796405829533
		NRMSE:  0.20274902527219912
		MAPE:  439.74244050751946

	Predictor:  LinearRegression
		Pearson Correlation:  0.22575738643632215
		Spearman Correlation:  0.19982681795280655
		Coefficient of Determination:  0.05096639753055887
		RMSE:  0.6261221286887284
		NRMSE:  0.1415445074463046
		MAPE:  215.21247790157116
		Pearson Correlation:  0.29497770984372373
		Spearman Correlation:  0.26663875002652054
		Coefficient of Determination:  0.07644056370086783
		RMSE:  0.7177521078032126
		NRMSE:  0.193829896787257
		MAPE:  322.4039959886185

	Predictor:  ElasticNet
		Pearson Correlation:  0.22511728287931887
		Spearman Correlation:  0.20173569668455615
		Coefficient of Determination:  0.04620077892494312
		RMSE:  0.6276922115261697
		NRMSE:  0.1418994487456018
		MAPE:  217.7609197308502
		Pearson Correlation:  0.2949777098437238
		Spearman Correlation:  0.26663875002652054
		Coefficient of Determination:  0.06055582504081081
		RMSE:  0.7238982729594668
		NRMSE:  0.1954896767376362
		MAPE:  356.09990138436825

	Predictor:  RandomForests
		Pearson Correlation:  0.22702932003117926
		Spearman Correlation:  0.20275939625788061
		Coefficient of Determination:  0.05153838108822606
		RMSE:  0.6259334180152575
		NRMSE:  0.14150184650508815
		MAPE:  211.21831184293777
		Pearson Correlation:  0.29497770984372373
		Spearman Correlation:  0.26663875002652054
		Coefficient of Determination:  0.0770273473096007
		RMSE:  0.7175240596270298
		NRMSE:  0.193768312078593
		MAPE:  319.4976473020822

Protein:  TP53
x_train_column_count:  3
x_train columns:  ['mRNA_TP53', 'DNA_TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05546789854165435
		RMSE:  0.4652085657713222
		NRMSE:  0.11180210665016156
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04275496084346875
		RMSE:  0.4295356456720749
		NRMSE:  0.1544592202783541
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  LinearRegression
		Pearson Correlation:  0.33988644616041025
		Spearman Correlation:  0.352687528156573
		Coefficient of Determination:  0.11552279628355322
		RMSE:  0.4258616281720061
		NRMSE:  0.10234598129584382
		MAPE:  670.454883158564
		Pearson Correlation:  0.45833409920482265
		Spearman Correlation:  0.43869172117558014
		Coefficient of Determination:  0.20066393268855887
		RMSE:  0.37607354390314146
		NRMSE:  0.1352344722583126
		MAPE:  799.1418312054203

	Predictor:  ElasticNet
		Pearson Correlation:  0.33988642205961633
		Spearman Correlation:  0.35768121059759544
		Coefficient of Determination:  0.09893660318689301
		RMSE:  0.4298360753283805
		NRMSE:  0.10330114763960119
		MAPE:  524.1362203914554
		Pearson Correlation:  0.4583599002736805
		Spearman Correlation:  0.4892664465658411
		Coefficient of Determination:  0.15581916725222322
		RMSE:  0.3864789294961421
		NRMSE:  0.13897620536378227
		MAPE:  643.5332568414525

	Predictor:  RandomForests
		Pearson Correlation:  0.34911321012189017
		Spearman Correlation:  0.3618913610246525
		Coefficient of Determination:  0.12187638845794568
		RMSE:  0.4243292948451062
		NRMSE:  0.1019777204626547
		MAPE:  645.9292318061747
		Pearson Correlation:  0.4423350714963895
		Spearman Correlation:  0.4399129417601711
		Coefficient of Determination:  0.18886609943816723
		RMSE:  0.37883871451050655
		NRMSE:  0.13622881603455952
		MAPE:  780.6131053200935

Protein:  CTNNB1
x_train_column_count:  3
x_train columns:  ['mRNA_CTNNB1', 'DNA_CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.41897644861846284
		RMSE:  0.8782004120680554
		NRMSE:  0.17699587078381512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5843844136424388
		RMSE:  0.9452480588674593
		NRMSE:  0.23451795238114906
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  LinearRegression
		Pearson Correlation:  0.023008730595921165
		Spearman Correlation:  0.01723287661106173
		Coefficient of Determination:  0.0005294016836354665
		RMSE:  0.7370399934968188
		NRMSE:  0.14854585998686315
		MAPE:  671.4614446269538
		Pearson Correlation:  0.1390198403170291
		Spearman Correlation:  0.1578603975618046
		Coefficient of Determination:  -0.010714657909208114
		RMSE:  0.7549701755611307
		NRMSE:  0.18730962525706613
		MAPE:  321.8883515026002

	Predictor:  ElasticNet
		Pearson Correlation:  0.023008730595921185
		Spearman Correlation:  0.01723287661106173
		Coefficient of Determination:  6.322530947222571e-05
		RMSE:  0.7372118597713406
		NRMSE:  0.14858049857333994
		MAPE:  664.770778748126
		Pearson Correlation:  0.13901984031702916
		Spearman Correlation:  0.1578603975618046
		Coefficient of Determination:  -0.016250201258388497
		RMSE:  0.7570347857529087
		NRMSE:  0.18782185921523067
		MAPE:  326.1001719709614

	Predictor:  RandomForests
		Pearson Correlation:  0.023008730595921192
		Spearman Correlation:  0.01723287661106173
		Coefficient of Determination:  0.0005091404429777846
		RMSE:  0.737047464086262
		NRMSE:  0.1485473656380398
		MAPE:  668.1331212623272
		Pearson Correlation:  0.1390198403170292
		Spearman Correlation:  0.1578603975618046
		Coefficient of Determination:  -0.011296637397899545
		RMSE:  0.7551875039248228
		NRMSE:  0.18736354486300374
		MAPE:  319.7227803208633

Protein:  CCNE1
x_train_column_count:  3
x_train columns:  ['mRNA_CCNE1', 'DNA_CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.7135069779129597
		RMSE:  0.7967382438332794
		NRMSE:  0.19227700939577658
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.179220592822603
		RMSE:  0.7927883268238614
		NRMSE:  0.2823823069719898
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.48367116033059243
		NRMSE:  0.11672446372338549
		MAPE:  119.9663870203584
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008650225247206267
		RMSE:  0.5393577763958428
		NRMSE:  0.19211318838676503
		MAPE:  85.21064296831354

	Predictor:  LinearRegression
		Pearson Correlation:  0.2937844352239085
		Spearman Correlation:  0.28243119573015973
		Coefficient of Determination:  0.0863092943798307
		RMSE:  0.4623275739522736
		NRMSE:  0.1115736114951067
		MAPE:  115.05553483119793
		Pearson Correlation:  0.42754059762419894
		Spearman Correlation:  0.33988616453265663
		Coefficient of Determination:  0.1508127251106901
		RMSE:  0.49488966986085575
		NRMSE:  0.17627414776878209
		MAPE:  75.87845759058824

	Predictor:  ElasticNet
		Pearson Correlation:  0.29376121035375635
		Spearman Correlation:  0.28170681293654287
		Coefficient of Determination:  0.08241807360608056
		RMSE:  0.4633110070244447
		NRMSE:  0.11181094360702867
		MAPE:  115.64493063564339
		Pearson Correlation:  0.427540597624199
		Spearman Correlation:  0.33988616453265663
		Coefficient of Determination:  0.12898596295783327
		RMSE:  0.50120942237324
		NRMSE:  0.1785251727064078
		MAPE:  77.33569648786853

	Predictor:  RandomForests
		Pearson Correlation:  0.29378134517001847
		Spearman Correlation:  0.28243119573015973
		Coefficient of Determination:  0.0863018110557272
		RMSE:  0.46232946722971013
		NRMSE:  0.11157406840015208
		MAPE:  114.95364678746098
		Pearson Correlation:  0.427540597624199
		Spearman Correlation:  0.33988616453265663
		Coefficient of Determination:  0.15156325169222618
		RMSE:  0.494670925440137
		NRMSE:  0.1761962334604228
		MAPE:  75.79679029655577

Protein:  CCND1
x_train_column_count:  3
x_train columns:  ['mRNA_CCND1', 'DNA_CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.46307157054532877
		RMSE:  0.2889602070536637
		NRMSE:  0.17371452011738692
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5143850316766378
		RMSE:  0.2891269997261264
		NRMSE:  0.20591917819933792
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  LinearRegression
		Pearson Correlation:  0.12344463626324008
		Spearman Correlation:  0.13874125040194865
		Coefficient of Determination:  0.015238578222163568
		RMSE:  0.23706681633954815
		NRMSE:  0.14251771431120713
		MAPE:  386.0005864379153
		Pearson Correlation:  0.17152056560275897
		Spearman Correlation:  0.1596416727279327
		Coefficient of Determination:  0.026301657440094384
		RMSE:  0.23183697993126046
		NRMSE:  0.1651166457262125
		MAPE:  1464.2678588761635

	Predictor:  ElasticNet
		Pearson Correlation:  0.11634825741497637
		Spearman Correlation:  0.13320522048256464
		Coefficient of Determination:  0.009800651314684106
		RMSE:  0.23772046563429272
		NRMSE:  0.14291066936449767
		MAPE:  397.85026564980006
		Pearson Correlation:  0.1715205656027589
		Spearman Correlation:  0.1596416727279327
		Coefficient of Determination:  0.015622319481023328
		RMSE:  0.23310488479580369
		NRMSE:  0.16601966041522112
		MAPE:  1388.461175219547

	Predictor:  RandomForests
		Pearson Correlation:  0.12223862904092271
		Spearman Correlation:  0.13874125040194865
		Coefficient of Determination:  0.014856742371822551
		RMSE:  0.23711277256528265
		NRMSE:  0.14254534186512285
		MAPE:  383.14752094925495
		Pearson Correlation:  0.17152056560275894
		Spearman Correlation:  0.1596416727279327
		Coefficient of Determination:  0.025638954095136723
		RMSE:  0.2319158611424095
		NRMSE:  0.16517282572389713
		MAPE:  1448.483073575677

Protein:  ERBB2
x_train_column_count:  3
x_train columns:  ['mRNA_ERBB2', 'DNA_ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10512598969709641
		RMSE:  1.0713675802437574
		NRMSE:  0.18252510013182233
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.044647408489899565
		RMSE:  0.9270678870989714
		NRMSE:  0.17190207437399804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  LinearRegression
		Pearson Correlation:  0.49303620483526583
		Spearman Correlation:  0.4729449113363833
		Coefficient of Determination:  0.24308469927836207
		RMSE:  0.8866582234625696
		NRMSE:  0.15105682121106184
		MAPE:  1204.258514249366
		Pearson Correlation:  0.4043906523377864
		Spearman Correlation:  0.33846911258112966
		Coefficient of Determination:  0.12836417938082223
		RMSE:  0.8468260453984381
		NRMSE:  0.15702318661198555
		MAPE:  1099.473095840766

	Predictor:  ElasticNet
		Pearson Correlation:  0.49129354234286826
		Spearman Correlation:  0.4750965163068455
		Coefficient of Determination:  0.23580270578534068
		RMSE:  0.8909131146276428
		NRMSE:  0.15178171194910178
		MAPE:  1064.9024065945814
		Pearson Correlation:  0.4116548657620299
		Spearman Correlation:  0.3583358290653686
		Coefficient of Determination:  0.15051155648890435
		RMSE:  0.8359983295315341
		NRMSE:  0.1550154514243527
		MAPE:  979.1772757751746

	Predictor:  RandomForests
		Pearson Correlation:  0.49308846439425774
		Spearman Correlation:  0.4729449113363833
		Coefficient of Determination:  0.2431275393357789
		RMSE:  0.8866331314696844
		NRMSE:  0.1510525463771035
		MAPE:  1208.0864035302893
		Pearson Correlation:  0.4053812840357547
		Spearman Correlation:  0.33846911258112966
		Coefficient of Determination:  0.12820403813246262
		RMSE:  0.8469038333625172
		NRMSE:  0.15703761048813594
		MAPE:  1102.9249263176673

Protein:  ERBB3
x_train_column_count:  3
x_train columns:  ['mRNA_ERBB3', 'DNA_ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20107865915633893
		RMSE:  0.5031866190144979
		NRMSE:  0.13579562619977975
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27170508071542576
		RMSE:  0.5249654097328843
		NRMSE:  0.21064675210776365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  LinearRegression
		Pearson Correlation:  0.09200172269990915
		Spearman Correlation:  0.08359948366563259
		Coefficient of Determination:  0.008464316979750919
		RMSE:  0.4571908524892114
		NRMSE:  0.12338268896771837
		MAPE:  213.65110160940608
		Pearson Correlation:  0.16925042802623355
		Spearman Correlation:  0.1777241679068565
		Coefficient of Determination:  0.015685133518155592
		RMSE:  0.46185378538756594
		NRMSE:  0.18532268609863167
		MAPE:  247.2117710663289

	Predictor:  ElasticNet
		Pearson Correlation:  0.08560689249509452
		Spearman Correlation:  0.09292830377635566
		Coefficient of Determination:  0.005799732690677684
		RMSE:  0.4578047518369455
		NRMSE:  0.12354836278176466
		MAPE:  214.45443035979275
		Pearson Correlation:  0.1909567320896863
		Spearman Correlation:  0.2192151816111248
		Coefficient of Determination:  0.008892897079896489
		RMSE:  0.46344455023285364
		NRMSE:  0.18596099376960293
		MAPE:  249.42641680282117

	Predictor:  RandomForests
		Pearson Correlation:  0.11543866882563378
		Spearman Correlation:  0.10511209559056207
		Coefficient of Determination:  0.01332041818641816
		RMSE:  0.4560699195207517
		NRMSE:  0.12308018133212567
		MAPE:  215.2039357415657
		Pearson Correlation:  0.16495698442557763
		Spearman Correlation:  0.21658037382537737
		Coefficient of Determination:  0.01618852348931965
		RMSE:  0.46173567160910245
		NRMSE:  0.1852752919592251
		MAPE:  249.25610265732328


Fold:  2

Protein:  RB1
x_train_column_count:  3
x_train columns:  ['mRNA_RB1', 'DNA_RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.012372001566697044
		RMSE:  0.23649063304821735
		NRMSE:  0.08648721220312221
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0009378943328373079
		RMSE:  0.2450188572791325
		NRMSE:  0.14037816530069125
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  LinearRegression
		Pearson Correlation:  0.07754413515463285
		Spearman Correlation:  0.08800283820494499
		Coefficient of Determination:  0.006013092896880012
		RMSE:  0.23433341028198143
		NRMSE:  0.08569829223302422
		MAPE:  184.46279351929357
		Pearson Correlation:  -0.0364558578744204
		Spearman Correlation:  -0.013189651705656323
		Coefficient of Determination:  -0.03376688996320887
		RMSE:  0.24900453310914622
		NRMSE:  0.14266167060601243
		MAPE:  232.61514909709427

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  RandomForests
		Pearson Correlation:  0.07723226493097127
		Spearman Correlation:  0.08800283820494499
		Coefficient of Determination:  0.005959247251073774
		RMSE:  0.2343397572785282
		NRMSE:  0.08570061339911067
		MAPE:  182.36042955483782
		Pearson Correlation:  -0.028790087388615916
		Spearman Correlation:  -0.013189651705656323
		Coefficient of Determination:  -0.03255894151513061
		RMSE:  0.24885901067089308
		NRMSE:  0.1425782967256552
		MAPE:  228.3846245329626

Protein:  CDH1
x_train_column_count:  3
x_train columns:  ['mRNA_CDH1', 'DNA_CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0848918633043636
		RMSE:  1.167193365558287
		NRMSE:  0.18724526599154356
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3357437347566168
		RMSE:  1.329821844339591
		NRMSE:  0.2361608674018098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  LinearRegression
		Pearson Correlation:  0.5588203030914405
		Spearman Correlation:  0.37603767393504994
		Coefficient of Determination:  0.31228013114720876
		RMSE:  0.929298786766722
		NRMSE:  0.1490813807277969
		MAPE:  267.0048671992245
		Pearson Correlation:  0.5333191007361088
		Spearman Correlation:  0.46445665224657906
		Coefficient of Determination:  0.2351375719391784
		RMSE:  1.0062909191990208
		NRMSE:  0.1787055441660488
		MAPE:  215.79480866975894

	Predictor:  ElasticNet
		Pearson Correlation:  0.5523185437323851
		Spearman Correlation:  0.37603767393504994
		Coefficient of Determination:  0.23614117293683234
		RMSE:  0.979391059405565
		NRMSE:  0.1571173593335309
		MAPE:  316.28529829321093
		Pearson Correlation:  0.5355344520041184
		Spearman Correlation:  0.46445665224657906
		Coefficient of Determination:  0.1998169499391813
		RMSE:  1.029263479976255
		NRMSE:  0.18278520333444415
		MAPE:  202.83203118234212

	Predictor:  RandomForests
		Pearson Correlation:  0.5599079690039871
		Spearman Correlation:  0.37603767393504994
		Coefficient of Determination:  0.3134693578911174
		RMSE:  0.9284949528238626
		NRMSE:  0.14895242685872506
		MAPE:  262.28334129985853
		Pearson Correlation:  0.5329764748526497
		Spearman Correlation:  0.46445665224657906
		Coefficient of Determination:  0.23242981916692473
		RMSE:  1.008070572391892
		NRMSE:  0.17902158984050645
		MAPE:  215.79131482336226

Protein:  CDH2
x_train_column_count:  3
x_train columns:  ['mRNA_CDH2', 'DNA_CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0042702958885580955
		RMSE:  0.36888339320753855
		NRMSE:  0.13366308906715652
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005559500410650786
		RMSE:  0.3881548727768219
		NRMSE:  0.20448899349205915
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  LinearRegression
		Pearson Correlation:  0.01329108122736428
		Spearman Correlation:  0.016005329532153372
		Coefficient of Determination:  0.00017665284019252603
		RMSE:  0.3680657719356009
		NRMSE:  0.13336682800768207
		MAPE:  417.60958254401004
		Pearson Correlation:  -0.051401849271377406
		Spearman Correlation:  -0.08101032092498056
		Coefficient of Determination:  -0.0016440562046584617
		RMSE:  0.38739843763738124
		NRMSE:  0.20409048590873383
		MAPE:  133.5103209218184

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  RandomForests
		Pearson Correlation:  0.013281603733243856
		Spearman Correlation:  0.016005329532153372
		Coefficient of Determination:  0.0001656336137423331
		RMSE:  0.36806780018835483
		NRMSE:  0.13336756293512386
		MAPE:  397.8396810374305
		Pearson Correlation:  -0.05140184927137742
		Spearman Correlation:  -0.08101032092498056
		Coefficient of Determination:  -0.0018217800505750947
		RMSE:  0.3874328045794279
		NRMSE:  0.20410859121123395
		MAPE:  131.0459130507187

Protein:  CDH3
x_train_column_count:  3
x_train columns:  ['mRNA_CDH3', 'DNA_CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032535082492379797
		RMSE:  0.20804431995898212
		NRMSE:  0.15657381105189322
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10171995354262497
		RMSE:  0.2077503373255318
		NRMSE:  0.17094572313464315
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  LinearRegression
		Pearson Correlation:  0.08376429388035413
		Spearman Correlation:  0.08833833163888308
		Coefficient of Determination:  0.007016456929274439
		RMSE:  0.20697674132443963
		NRMSE:  0.15577035313753704
		MAPE:  158.18807459510137
		Pearson Correlation:  -0.2144992063261693
		Spearman Correlation:  -0.21494832592732932
		Coefficient of Determination:  -0.18866009074481527
		RMSE:  0.2157918164817336
		NRMSE:  0.17756259070331082
		MAPE:  356.4273821653952

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  RandomForests
		Pearson Correlation:  0.08375836055679031
		Spearman Correlation:  0.08833833163888308
		Coefficient of Determination:  0.0070039566983934876
		RMSE:  0.20697804408969148
		NRMSE:  0.15577133359651055
		MAPE:  157.1826004778751
		Pearson Correlation:  -0.21571730224516358
		Spearman Correlation:  -0.21494832592732932
		Coefficient of Determination:  -0.18700290622160254
		RMSE:  0.2156413396596745
		NRMSE:  0.17743877203955774
		MAPE:  349.3049734597033

Protein:  PTEN
x_train_column_count:  3
x_train columns:  ['mRNA_PTEN', 'DNA_PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.03862384422015608
		RMSE:  0.6356813050691055
		NRMSE:  0.09939509109047072
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04557869434051831
		RMSE:  0.5231599683741948
		NRMSE:  0.17546282813730707
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  LinearRegression
		Pearson Correlation:  0.17455768103525973
		Spearman Correlation:  0.1650353234332369
		Coefficient of Determination:  0.030470384008407625
		RMSE:  0.6141731621646535
		NRMSE:  0.09603207914387514
		MAPE:  287.2605995742736
		Pearson Correlation:  0.21537189355547487
		Spearman Correlation:  0.18853517257800473
		Coefficient of Determination:  0.04473078702482003
		RMSE:  0.5000564494467389
		NRMSE:  0.16771412981175843
		MAPE:  474.929196799959

	Predictor:  ElasticNet
		Pearson Correlation:  0.14552126498735546
		Spearman Correlation:  0.14972232703837604
		Coefficient of Determination:  0.013244575599775099
		RMSE:  0.6196052033234354
		NRMSE:  0.0968814327767079
		MAPE:  262.7773190579957
		Pearson Correlation:  0.18603868090347514
		Spearman Correlation:  0.1669591118610607
		Coefficient of Determination:  0.02028392722703687
		RMSE:  0.5064146476026862
		NRMSE:  0.1698466083990764
		MAPE:  444.51337491723484

	Predictor:  RandomForests
		Pearson Correlation:  0.17587005978681197
		Spearman Correlation:  0.1650353234332369
		Coefficient of Determination:  0.030889851074135555
		RMSE:  0.6140402867571487
		NRMSE:  0.09601130275305272
		MAPE:  292.87910088719593
		Pearson Correlation:  0.21454532634317733
		Spearman Correlation:  0.18853517257800473
		Coefficient of Determination:  0.043041882369845075
		RMSE:  0.5004983011759724
		NRMSE:  0.1678623226375008
		MAPE:  487.48603315576435

Protein:  BRCA2
x_train_column_count:  3
x_train columns:  ['mRNA_BRCA2', 'DNA_BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004232193403179485
		RMSE:  0.1957372843548259
		NRMSE:  0.12609907189874434
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0041831029428383015
		RMSE:  0.19359139518213575
		NRMSE:  0.1310414025181481
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  LinearRegression
		Pearson Correlation:  0.05143028175634783
		Spearman Correlation:  0.04753596744992079
		Coefficient of Determination:  0.00264507388153723
		RMSE:  0.19506590066505494
		NRMSE:  0.1256665489869898
		MAPE:  120.22828285757244
		Pearson Correlation:  0.06789773639747414
		Spearman Correlation:  0.07739948370183301
		Coefficient of Determination:  -0.012686573784358224
		RMSE:  0.19440933786345033
		NRMSE:  0.13159506532964899
		MAPE:  116.05484511484767

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  RandomForests
		Pearson Correlation:  0.051543176828798554
		Spearman Correlation:  0.04753596744992079
		Coefficient of Determination:  0.002655923982284758
		RMSE:  0.19506483961327917
		NRMSE:  0.1256658654297176
		MAPE:  120.24209959992235
		Pearson Correlation:  0.06910618876150251
		Spearman Correlation:  0.07739948370183301
		Coefficient of Determination:  -0.012619912359355778
		RMSE:  0.1944029391330292
		NRMSE:  0.1315907340492843
		MAPE:  116.28683492346157

Protein:  CDKN2A
x_train_column_count:  3
x_train columns:  ['mRNA_CDKN2A', 'DNA_CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07796029040511754
		RMSE:  0.688717064305458
		NRMSE:  0.155695052403178
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04182297654643197
		RMSE:  0.6873705418142212
		NRMSE:  0.18569552134596423
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6633450034781481
		NRMSE:  0.14995930902637006
		MAPE:  291.0442764508337
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00497373418246827
		RMSE:  0.6751049711753466
		NRMSE:  0.1823819351565125
		MAPE:  246.23249271843073

	Predictor:  LinearRegression
		Pearson Correlation:  0.2379623039969145
		Spearman Correlation:  0.21771898461275296
		Coefficient of Determination:  0.05662605812351973
		RMSE:  0.6442900140248208
		NRMSE:  0.14565163649255583
		MAPE:  253.52268885325805
		Pearson Correlation:  0.2641640805295543
		Spearman Correlation:  0.21251319168457883
		Coefficient of Determination:  0.06526920872615449
		RMSE:  0.6510843027646263
		NRMSE:  0.17589266878231744
		MAPE:  208.2421984686929

	Predictor:  ElasticNet
		Pearson Correlation:  0.2355745715780068
		Spearman Correlation:  0.21623433883291823
		Coefficient of Determination:  0.05116369278505828
		RMSE:  0.6461526198857365
		NRMSE:  0.1460727071065302
		MAPE:  280.71251641610087
		Pearson Correlation:  0.280328601661407
		Spearman Correlation:  0.22223332419069416
		Coefficient of Determination:  0.060753570004371316
		RMSE:  0.6526550861623368
		NRMSE:  0.1763170213319475
		MAPE:  216.49640712490847

	Predictor:  RandomForests
		Pearson Correlation:  0.23740381737211105
		Spearman Correlation:  0.21678474502225517
		Coefficient of Determination:  0.056330535089676115
		RMSE:  0.6443909218525878
		NRMSE:  0.14567444825423032
		MAPE:  264.1155112333008
		Pearson Correlation:  0.28032860166140705
		Spearman Correlation:  0.22223332419069416
		Coefficient of Determination:  0.07213617660159288
		RMSE:  0.648688309821386
		NRMSE:  0.1752453830293349
		MAPE:  204.84637922181741

Protein:  TP53
x_train_column_count:  3
x_train columns:  ['mRNA_TP53', 'DNA_TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056514421630322165
		RMSE:  0.4680116353271619
		NRMSE:  0.125354663272308
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.038787823290495904
		RMSE:  0.4172475009588805
		NRMSE:  0.13741067049526773
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941389
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  LinearRegression
		Pearson Correlation:  0.3764948288782511
		Spearman Correlation:  0.38356299006688943
		Coefficient of Determination:  0.14174835617206338
		RMSE:  0.42181911621152457
		NRMSE:  0.11298221942186275
		MAPE:  450.5777908154689
		Pearson Correlation:  0.30386310409880835
		Spearman Correlation:  0.3233897776158394
		Coefficient of Determination:  0.07181646911501138
		RMSE:  0.3944093921022129
		NRMSE:  0.1298894754165035
		MAPE:  1937.5132283416729

	Predictor:  ElasticNet
		Pearson Correlation:  0.3764676643561125
		Spearman Correlation:  0.398422249440095
		Coefficient of Determination:  0.12268964463905574
		RMSE:  0.42647694965493976
		NRMSE:  0.11422979768446224
		MAPE:  344.1589960199698
		Pearson Correlation:  0.30494792667970105
		Spearman Correlation:  0.33789773193637773
		Coefficient of Determination:  0.0835431841074672
		RMSE:  0.3919099790486638
		NRMSE:  0.12906635239541045
		MAPE:  1553.0343530002715

	Predictor:  RandomForests
		Pearson Correlation:  0.3795512355095633
		Spearman Correlation:  0.38901673234621026
		Coefficient of Determination:  0.14404567210967656
		RMSE:  0.42125418800570985
		NRMSE:  0.11283090612179185
		MAPE:  440.87212704692956
		Pearson Correlation:  0.3172330083791664
		Spearman Correlation:  0.34058260936282136
		Coefficient of Determination:  0.08109824974784985
		RMSE:  0.3924324018937147
		NRMSE:  0.12923840009672805
		MAPE:  1893.9259491922617

Protein:  CTNNB1
x_train_column_count:  3
x_train columns:  ['mRNA_CTNNB1', 'DNA_CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3748966387166963
		RMSE:  0.8500866572002603
		NRMSE:  0.167208233123576
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8495839638322671
		RMSE:  1.0424819908687044
		NRMSE:  0.25944650229429445
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  LinearRegression
		Pearson Correlation:  0.01994008816970446
		Spearman Correlation:  0.019335471562701715
		Coefficient of Determination:  0.00039760711621561473
		RMSE:  0.7248394431596586
		NRMSE:  0.14257266781267874
		MAPE:  632.349219995056
		Pearson Correlation:  0.1647206734164693
		Spearman Correlation:  0.181427411809161
		Coefficient of Determination:  -0.11223248600360747
		RMSE:  0.8084056187369651
		NRMSE:  0.20119101533982858
		MAPE:  279.46100713449437

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  RandomForests
		Pearson Correlation:  0.01858087118510807
		Spearman Correlation:  0.019335471562701715
		Coefficient of Determination:  0.00032460164259895397
		RMSE:  0.7248659118241295
		NRMSE:  0.14257787408027725
		MAPE:  632.0610014394165
		Pearson Correlation:  0.16472067341646923
		Spearman Correlation:  0.181427411809161
		Coefficient of Determination:  -0.11243150411782188
		RMSE:  0.8084779418201811
		NRMSE:  0.2012090146636921
		MAPE:  279.272702425613

Protein:  CCNE1
x_train_column_count:  3
x_train columns:  ['mRNA_CCNE1', 'DNA_CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4791855590206433
		RMSE:  0.8074207285197392
		NRMSE:  0.19485501569122746
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.202859557398884
		RMSE:  0.7485643095226329
		NRMSE:  0.4068306401244751
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5127968844139411
		NRMSE:  0.12375338089483821
		MAPE:  119.54577818111471
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.708057571667368e-05
		RMSE:  0.41828317133084
		NRMSE:  0.22732904598983691
		MAPE:  82.35330275987332

	Predictor:  LinearRegression
		Pearson Correlation:  0.33354816522662983
		Spearman Correlation:  0.290964145505619
		Coefficient of Determination:  0.11125437852605102
		RMSE:  0.48343057574554604
		NRMSE:  0.11666640339444122
		MAPE:  113.64535080143338
		Pearson Correlation:  0.27995583263625373
		Spearman Correlation:  0.30778983239407537
		Coefficient of Determination:  0.06145706050577038
		RMSE:  0.40521661317232804
		NRMSE:  0.22022761709157554
		MAPE:  74.85703197725846

	Predictor:  ElasticNet
		Pearson Correlation:  0.33354816522662956
		Spearman Correlation:  0.290964145505619
		Coefficient of Determination:  0.10689390478266736
		RMSE:  0.48461505811548355
		NRMSE:  0.1169522547760416
		MAPE:  114.20018918544241
		Pearson Correlation:  0.27995583263625373
		Spearman Correlation:  0.30778983239407537
		Coefficient of Determination:  0.07597545656562044
		RMSE:  0.4020702336928653
		NRMSE:  0.2185176189505733
		MAPE:  75.63261158801879

	Predictor:  RandomForests
		Pearson Correlation:  0.33354816522662917
		Spearman Correlation:  0.290964145505619
		Coefficient of Determination:  0.11121602405793163
		RMSE:  0.48344100703326
		NRMSE:  0.116668920779318
		MAPE:  113.33512788382372
		Pearson Correlation:  0.2799558326362537
		Spearman Correlation:  0.30778983239407537
		Coefficient of Determination:  0.060149355377868585
		RMSE:  0.40549881623715217
		NRMSE:  0.22038098915600204
		MAPE:  74.70113441764093

Protein:  CCND1
x_train_column_count:  3
x_train columns:  ['mRNA_CCND1', 'DNA_CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.45856423758787734
		RMSE:  0.28833360256132
		NRMSE:  0.17333782361719832
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5341468996847767
		RMSE:  0.29160473760802996
		NRMSE:  0.22560247695118987
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  LinearRegression
		Pearson Correlation:  0.15146461416552193
		Spearman Correlation:  0.15277095649846625
		Coefficient of Determination:  0.022941529344310374
		RMSE:  0.23598954064201091
		NRMSE:  0.14187008731529677
		MAPE:  648.535329707009
		Pearson Correlation:  0.06194510532500064
		Spearman Correlation:  0.1168315941591683
		Coefficient of Determination:  -0.008416877728599115
		RMSE:  0.2364183353377134
		NRMSE:  0.18290704906365152
		MAPE:  395.8764991606236

	Predictor:  ElasticNet
		Pearson Correlation:  0.1452847715143495
		Spearman Correlation:  0.14712204193579073
		Coefficient of Determination:  0.016938952780757965
		RMSE:  0.2367133337121901
		NRMSE:  0.14230521077790945
		MAPE:  640.6685235246349
		Pearson Correlation:  0.06194510532500062
		Spearman Correlation:  0.1168315941591683
		Coefficient of Determination:  2.9050882493275587e-05
		RMSE:  0.23542620054390803
		NRMSE:  0.1821394755708888
		MAPE:  407.2493996486243

	Predictor:  RandomForests
		Pearson Correlation:  0.1503690965955172
		Spearman Correlation:  0.15277095649846625
		Coefficient of Determination:  0.022538033384983835
		RMSE:  0.23603826392733218
		NRMSE:  0.1418993783454162
		MAPE:  642.9112490722935
		Pearson Correlation:  0.061945105325000645
		Spearman Correlation:  0.1168315941591683
		Coefficient of Determination:  -0.008838891507405577
		RMSE:  0.23646779968180195
		NRMSE:  0.18294531757272542
		MAPE:  392.9439543189934

Protein:  ERBB2
x_train_column_count:  3
x_train columns:  ['mRNA_ERBB2', 'DNA_ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10787728881134795
		RMSE:  1.034673205097243
		NRMSE:  0.18568153277771168
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04400358650048397
		RMSE:  1.0802115255265201
		NRMSE:  0.18403181176661842
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  LinearRegression
		Pearson Correlation:  0.46585346831228575
		Spearman Correlation:  0.43794412137198274
		Coefficient of Determination:  0.21701945393858524
		RMSE:  0.8698269480881352
		NRMSE:  0.15609837016817743
		MAPE:  557.6451998438465
		Pearson Correlation:  0.5176160662206035
		Spearman Correlation:  0.475211776269609
		Coefficient of Determination:  0.2570522817813645
		RMSE:  0.9112487342038533
		NRMSE:  0.1552462194326547
		MAPE:  3207.132254030441

	Predictor:  ElasticNet
		Pearson Correlation:  0.4656006910163949
		Spearman Correlation:  0.4453392552834091
		Coefficient of Determination:  0.21170199142246615
		RMSE:  0.8727755819051691
		NRMSE:  0.15662752936941104
		MAPE:  493.1213982166442
		Pearson Correlation:  0.5166502690855924
		Spearman Correlation:  0.4732350007172889
		Coefficient of Determination:  0.23838143619614882
		RMSE:  0.9226278757249922
		NRMSE:  0.15718484347155598
		MAPE:  2885.969933171282

	Predictor:  RandomForests
		Pearson Correlation:  0.4660197700215122
		Spearman Correlation:  0.43794412137198274
		Coefficient of Determination:  0.21715291539681192
		RMSE:  0.8697528125806773
		NRMSE:  0.15608506587597173
		MAPE:  551.5168397815121
		Pearson Correlation:  0.5183607729210366
		Spearman Correlation:  0.475211776269609
		Coefficient of Determination:  0.25709077558930304
		RMSE:  0.9112251269652344
		NRMSE:  0.1552421975510221
		MAPE:  3171.98005676935

Protein:  ERBB3
x_train_column_count:  3
x_train columns:  ['mRNA_ERBB3', 'DNA_ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.22544319167926496
		RMSE:  0.49276112816642853
		NRMSE:  0.13298208544838536
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.18202543932109472
		RMSE:  0.5629306521688778
		NRMSE:  0.2077549194412726
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  LinearRegression
		Pearson Correlation:  0.07659882403055081
		Spearman Correlation:  0.08198776538857021
		Coefficient of Determination:  0.0058673798428632296
		RMSE:  0.44382525513930293
		NRMSE:  0.11977569785730365
		MAPE:  212.18413794051355
		Pearson Correlation:  0.16907423212620276
		Spearman Correlation:  0.21960265667537585
		Coefficient of Determination:  0.01837722115634488
		RMSE:  0.5129957879365529
		NRMSE:  0.18932598213624677
		MAPE:  271.66892133572105

	Predictor:  ElasticNet
		Pearson Correlation:  0.07483168339803803
		Spearman Correlation:  0.08608554980918413
		Coefficient of Determination:  0.004095979470543631
		RMSE:  0.4442204953204241
		NRMSE:  0.1198823618381539
		MAPE:  214.55675284155907
		Pearson Correlation:  0.209067638221885
		Spearman Correlation:  0.24101315694720662
		Coefficient of Determination:  0.012315402557997679
		RMSE:  0.5145773024579613
		NRMSE:  0.18990965513526448
		MAPE:  276.7195897009112

	Predictor:  RandomForests
		Pearson Correlation:  0.10801483367491736
		Spearman Correlation:  0.09557752770094716
		Coefficient of Determination:  0.011663926674400305
		RMSE:  0.44252944463682975
		NRMSE:  0.11942599579454961
		MAPE:  212.74565057948647
		Pearson Correlation:  0.163823091585933
		Spearman Correlation:  0.23888678190588786
		Coefficient of Determination:  0.023823321955285914
		RMSE:  0.5115707432571888
		NRMSE:  0.18880005582290635
		MAPE:  277.7060953702978


Fold:  3

Protein:  RB1
x_train_column_count:  3
x_train columns:  ['mRNA_RB1', 'DNA_RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01272330861584492
		RMSE:  0.2421068018038906
		NRMSE:  0.08854110656959135
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028050639565306845
		RMSE:  0.22197574606877257
		NRMSE:  0.15575715092466183
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  LinearRegression
		Pearson Correlation:  0.03839642959292492
		Spearman Correlation:  -0.00981574523694931
		Coefficient of Determination:  0.0014742858054844765
		RMSE:  0.24040373714066013
		NRMSE:  0.08791827718719285
		MAPE:  207.49334117804264
		Pearson Correlation:  0.11643523737544946
		Spearman Correlation:  0.06582219880063195
		Coefficient of Determination:  -0.0227576884730607
		RMSE:  0.22417317436999484
		NRMSE:  0.15729905438763547
		MAPE:  175.4817210491003

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  RandomForests
		Pearson Correlation:  0.03973075382813627
		Spearman Correlation:  -0.00981574523694931
		Coefficient of Determination:  0.0015579033698874811
		RMSE:  0.24039367110252768
		NRMSE:  0.08791459592690451
		MAPE:  202.7994560996377
		Pearson Correlation:  0.11455374921181537
		Spearman Correlation:  0.06582219880063195
		Coefficient of Determination:  -0.021932675032009685
		RMSE:  0.2240827408313221
		NRMSE:  0.15723559848949722
		MAPE:  171.56463526765117

Protein:  CDH1
x_train_column_count:  3
x_train columns:  ['mRNA_CDH1', 'DNA_CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.13712289650471754
		RMSE:  1.2526616491661007
		NRMSE:  0.19946206317730336
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.061578293423971475
		RMSE:  0.970096042376724
		NRMSE:  0.19071600723011914
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1747084136438477
		NRMSE:  0.18704952288841878
		MAPE:  547.6986763085636
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.045733924340672916
		RMSE:  0.9628293412733254
		NRMSE:  0.18928741030812832
		MAPE:  293.35791980552335

	Predictor:  LinearRegression
		Pearson Correlation:  0.5439310084765431
		Spearman Correlation:  0.404210717694807
		Coefficient of Determination:  0.2958609419823086
		RMSE:  0.9857330019276791
		NRMSE:  0.15695885512048643
		MAPE:  340.76670398698695
		Pearson Correlation:  0.6131545035601816
		Spearman Correlation:  0.36152361208452555
		Coefficient of Determination:  0.35640177768919634
		RMSE:  0.7553463516580775
		NRMSE:  0.14849729714506302
		MAPE:  177.9305482179967

	Predictor:  ElasticNet
		Pearson Correlation:  0.5388213895317996
		Spearman Correlation:  0.404210717694807
		Coefficient of Determination:  0.2377158396790785
		RMSE:  1.0256248316279708
		NRMSE:  0.16331085500907147
		MAPE:  396.6054134230249
		Pearson Correlation:  0.5956951714273043
		Spearman Correlation:  0.36152361208452555
		Coefficient of Determination:  0.2492589191274437
		RMSE:  0.8158002021865992
		NRMSE:  0.16038222038033248
		MAPE:  210.20730345694906

	Predictor:  RandomForests
		Pearson Correlation:  0.5448473405630035
		Spearman Correlation:  0.404210717694807
		Coefficient of Determination:  0.29676203811145485
		RMSE:  0.9851020721862681
		NRMSE:  0.15685839180062228
		MAPE:  345.47096363620125
		Pearson Correlation:  0.613231373758474
		Spearman Correlation:  0.36152361208452555
		Coefficient of Determination:  0.3555494485673165
		RMSE:  0.7558463458011846
		NRMSE:  0.1485955934811435
		MAPE:  180.0549828053735

Protein:  CDH2
x_train_column_count:  3
x_train columns:  ['mRNA_CDH2', 'DNA_CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032532184952558385
		RMSE:  0.38185758840977485
		NRMSE:  0.13836422509231644
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01322006783790175
		RMSE:  0.3341656221976159
		NRMSE:  0.1760731037776972
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  LinearRegression
		Pearson Correlation:  0.009389588029374311
		Spearman Correlation:  0.01541311711397809
		Coefficient of Determination:  8.816436336112066e-05
		RMSE:  0.38122116056775873
		NRMSE:  0.13813361858386794
		MAPE:  315.6533718112611
		Pearson Correlation:  -0.03758591038055206
		Spearman Correlation:  -0.022611461595587353
		Coefficient of Determination:  -0.00346083080972992
		RMSE:  0.3325524028390163
		NRMSE:  0.17522309252377197
		MAPE:  658.4645417816371

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  RandomForests
		Pearson Correlation:  0.009359672195730057
		Spearman Correlation:  0.013319405939719444
		Coefficient of Determination:  -1.7113433426141356e-05
		RMSE:  0.3812412288708317
		NRMSE:  0.138140890235101
		MAPE:  329.0495516519559
		Pearson Correlation:  -0.03758591038055206
		Spearman Correlation:  -0.022611461595587353
		Coefficient of Determination:  -0.004964782861611061
		RMSE:  0.33280151849674455
		NRMSE:  0.175354352486324
		MAPE:  700.4409558296086

Protein:  CDH3
x_train_column_count:  3
x_train columns:  ['mRNA_CDH3', 'DNA_CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.2263418226753373e-05
		RMSE:  0.21251306884336046
		NRMSE:  0.14909431220418734
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004123239054339534
		RMSE:  0.18871613277479948
		NRMSE:  0.16414808838605816
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  LinearRegression
		Pearson Correlation:  0.027243903960860023
		Spearman Correlation:  0.019138881160663323
		Coefficient of Determination:  0.0007422303030285571
		RMSE:  0.21243182266775368
		NRMSE:  0.1490373117442286
		MAPE:  105.12457042227174
		Pearson Correlation:  0.09327500196584818
		Spearman Correlation:  0.12050699990653753
		Coefficient of Determination:  -0.001515853509941989
		RMSE:  0.18847095591776392
		NRMSE:  0.16393482992316397
		MAPE:  99.68406263079969

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  RandomForests
		Pearson Correlation:  0.027139602227820515
		Spearman Correlation:  0.019138881160663323
		Coefficient of Determination:  0.0007180872973392427
		RMSE:  0.2124343889283725
		NRMSE:  0.14903911217402796
		MAPE:  103.94125785660347
		Pearson Correlation:  0.09327500196584822
		Spearman Correlation:  0.12050699990653753
		Coefficient of Determination:  -0.0013108578980416397
		RMSE:  0.18845166630989496
		NRMSE:  0.16391805153643652
		MAPE:  99.60715991669043

Protein:  PTEN
x_train_column_count:  3
x_train columns:  ['mRNA_PTEN', 'DNA_PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023393971457565055
		RMSE:  0.6366126117528933
		NRMSE:  0.09954071014821253
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20813248536085016
		RMSE:  0.517654316968625
		NRMSE:  0.12376376344107133
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6292943186382643
		NRMSE:  0.09839642227163854
		MAPE:  299.798968451812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06342466003107061
		RMSE:  0.4856640113421529
		NRMSE:  0.11611533767086332
		MAPE:  95.15154235140719

	Predictor:  LinearRegression
		Pearson Correlation:  0.18914393920824057
		Spearman Correlation:  0.1697950536206044
		Coefficient of Determination:  0.03577542973921055
		RMSE:  0.6179351613391518
		NRMSE:  0.09662030511127384
		MAPE:  333.38987414071244
		Pearson Correlation:  0.11327759290149697
		Spearman Correlation:  0.15397367037110896
		Coefficient of Determination:  -0.049797301028956964
		RMSE:  0.4825421834371145
		NRMSE:  0.11536895314806928
		MAPE:  112.19636729663964

	Predictor:  ElasticNet
		Pearson Correlation:  0.1693903145438874
		Spearman Correlation:  0.1596831840789038
		Coefficient of Determination:  0.01740294216980931
		RMSE:  0.6237944990387503
		NRMSE:  0.09753647080584009
		MAPE:  297.45234188327595
		Pearson Correlation:  0.08973077346160512
		Spearman Correlation:  0.1025660695111154
		Coefficient of Determination:  -0.047229987377911176
		RMSE:  0.48195178590739024
		NRMSE:  0.11522779752005696
		MAPE:  94.78915710812915

	Predictor:  RandomForests
		Pearson Correlation:  0.1915288431860515
		Spearman Correlation:  0.1697950536206044
		Coefficient of Determination:  0.036651750364116054
		RMSE:  0.6176542970908315
		NRMSE:  0.09657638919409452
		MAPE:  338.0970252692286
		Pearson Correlation:  0.09649125795305669
		Spearman Correlation:  0.15397367037110896
		Coefficient of Determination:  -0.056514455905929184
		RMSE:  0.48408350107877324
		NRMSE:  0.11573746021105849
		MAPE:  113.65088940562404

Protein:  BRCA2
x_train_column_count:  3
x_train columns:  ['mRNA_BRCA2', 'DNA_BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00289910117318648
		RMSE:  0.19032543678137456
		NRMSE:  0.12827584502559417
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001649424828515933
		RMSE:  0.21414907824527551
		NRMSE:  0.14729386559180924
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  LinearRegression
		Pearson Correlation:  0.06917256780773243
		Spearman Correlation:  0.07998911354273022
		Coefficient of Determination:  0.004784844137115218
		RMSE:  0.18959492348529483
		NRMSE:  0.12778349249541346
		MAPE:  116.60091814521103
		Pearson Correlation:  0.009181468406042186
		Spearman Correlation:  -0.022522792991643534
		Coefficient of Determination:  -0.006432559339045962
		RMSE:  0.214819021831397
		NRMSE:  0.14775465945250124
		MAPE:  116.11688596308257

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  RandomForests
		Pearson Correlation:  0.06942147148844663
		Spearman Correlation:  0.07998911354273022
		Coefficient of Determination:  0.004813356104459876
		RMSE:  0.18959220760875645
		NRMSE:  0.1277816620445613
		MAPE:  115.1839683252552
		Pearson Correlation:  0.011521182436648233
		Spearman Correlation:  -0.022522792991643534
		Coefficient of Determination:  -0.005846975465553461
		RMSE:  0.2147565174652705
		NRMSE:  0.14771166832791374
		MAPE:  114.9006263220048

Protein:  CDKN2A
x_train_column_count:  3
x_train columns:  ['mRNA_CDKN2A', 'DNA_CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07669790023289091
		RMSE:  0.6927164423772558
		NRMSE:  0.16172871740223568
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04462654135164201
		RMSE:  0.6710309035955896
		NRMSE:  0.2071658496482324
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6675880639420501
		NRMSE:  0.15586198728568595
		MAPE:  307.97311558867955
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004949645588538276
		RMSE:  0.658164031136248
		NRMSE:  0.20319348928290204
		MAPE:  176.07940307985857

	Predictor:  LinearRegression
		Pearson Correlation:  0.2389049854710146
		Spearman Correlation:  0.20181029756227176
		Coefficient of Determination:  0.05707559208290569
		RMSE:  0.6482566820230923
		NRMSE:  0.15134868369982543
		MAPE:  282.38403923884
		Pearson Correlation:  0.2693582797380933
		Spearman Correlation:  0.27612178414269084
		Coefficient of Determination:  0.06803634172173478
		RMSE:  0.6338134957107924
		NRMSE:  0.19567580368336648
		MAPE:  134.8533656924529

	Predictor:  ElasticNet
		Pearson Correlation:  0.23819216171272906
		Spearman Correlation:  0.2034746776897801
		Coefficient of Determination:  0.05252178804136476
		RMSE:  0.6498201574624413
		NRMSE:  0.15171370878372276
		MAPE:  294.8495839642898
		Pearson Correlation:  0.26935827973809334
		Spearman Correlation:  0.27612178414269084
		Coefficient of Determination:  0.057956808850773145
		RMSE:  0.6372317422661008
		NRMSE:  0.1967311111932638
		MAPE:  145.31185509186773

	Predictor:  RandomForests
		Pearson Correlation:  0.24031237976786116
		Spearman Correlation:  0.20452195856965733
		Coefficient of Determination:  0.05774930493514907
		RMSE:  0.6480250532232883
		NRMSE:  0.15129460525384952
		MAPE:  274.55827298394445
		Pearson Correlation:  0.26935827973809334
		Spearman Correlation:  0.27612178414269084
		Coefficient of Determination:  0.06839184128377818
		RMSE:  0.6336925994132379
		NRMSE:  0.1956384796434929
		MAPE:  134.10394716380705

Protein:  TP53
x_train_column_count:  3
x_train columns:  ['mRNA_TP53', 'DNA_TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.043501333030021794
		RMSE:  0.4597988418920562
		NRMSE:  0.11050200478059512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10290984727382035
		RMSE:  0.4520547550562478
		NRMSE:  0.16857084713604026
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45011280589110314
		NRMSE:  0.10817419031269002
		MAPE:  382.8265287953516
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010546813555600831
		RMSE:  0.4327123127899972
		NRMSE:  0.16135806629028604
		MAPE:  261.16646791413905

	Predictor:  LinearRegression
		Pearson Correlation:  0.37849352798066227
		Spearman Correlation:  0.37172013314870056
		Coefficient of Determination:  0.14325735072324808
		RMSE:  0.416626185491185
		NRMSE:  0.10012645649872268
		MAPE:  779.2426688622805
		Pearson Correlation:  0.3060657906254886
		Spearman Correlation:  0.33894945399230964
		Coefficient of Determination:  0.06517534171950312
		RMSE:  0.41618470383501355
		NRMSE:  0.15519493447602575
		MAPE:  451.8463113329108

	Predictor:  ElasticNet
		Pearson Correlation:  0.3775114190336964
		Spearman Correlation:  0.3935213563070349
		Coefficient of Determination:  0.12284669622590849
		RMSE:  0.42155973293263826
		NRMSE:  0.10131212038756028
		MAPE:  601.0444854661916
		Pearson Correlation:  0.31118407941499016
		Spearman Correlation:  0.37148201997374525
		Coefficient of Determination:  0.07778456656840549
		RMSE:  0.4133683560172633
		NRMSE:  0.15414472068630725
		MAPE:  316.05499218464274

	Predictor:  RandomForests
		Pearson Correlation:  0.3823590008380219
		Spearman Correlation:  0.3819693899774347
		Coefficient of Determination:  0.14616875231914617
		RMSE:  0.41591768896717
		NRMSE:  0.09995618576476088
		MAPE:  755.8886692273919
		Pearson Correlation:  0.313286468906228
		Spearman Correlation:  0.3747023763488925
		Coefficient of Determination:  0.0730172717404246
		RMSE:  0.41443541071553114
		NRMSE:  0.154542624507505
		MAPE:  433.43163062502896

Protein:  CTNNB1
x_train_column_count:  3
x_train columns:  ['mRNA_CTNNB1', 'DNA_CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.43619721536848943
		RMSE:  0.9218173342266688
		NRMSE:  0.18131733560713392
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5414936126562622
		RMSE:  0.7610450185362576
		NRMSE:  0.2487969592128731
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  LinearRegression
		Pearson Correlation:  0.03649667635347285
		Spearman Correlation:  0.02972133472741124
		Coefficient of Determination:  0.0013320073848502867
		RMSE:  0.7686849812582893
		NRMSE:  0.15119688852444715
		MAPE:  446.9042862818979
		Pearson Correlation:  0.10823889760112794
		Spearman Correlation:  0.12981224501749486
		Coefficient of Determination:  -0.0014904992525361926
		RMSE:  0.6134270171338964
		NRMSE:  0.2005384344482972
		MAPE:  1414.734621259794

	Predictor:  ElasticNet
		Pearson Correlation:  0.03625719175716142
		Spearman Correlation:  0.02923190463664803
		Coefficient of Determination:  0.0007619158917525626
		RMSE:  0.7689043525858902
		NRMSE:  0.15124003788078094
		MAPE:  445.57064204780204
		Pearson Correlation:  0.10823889760112794
		Spearman Correlation:  0.12981224501749486
		Coefficient of Determination:  -0.005667674658580646
		RMSE:  0.6147049752877761
		NRMSE:  0.20095621801555333
		MAPE:  1394.5858990080012

	Predictor:  RandomForests
		Pearson Correlation:  0.035540160171564
		Spearman Correlation:  0.028306572326890513
		Coefficient of Determination:  0.0012292309038610671
		RMSE:  0.7687245342956543
		NRMSE:  0.15120466842951502
		MAPE:  450.0867059202033
		Pearson Correlation:  0.10823889760112794
		Spearman Correlation:  0.12981224501749486
		Coefficient of Determination:  -0.0026287891123575324
		RMSE:  0.6137755274080023
		NRMSE:  0.20065236765111716
		MAPE:  1425.4383929297464

Protein:  CCNE1
x_train_column_count:  3
x_train columns:  ['mRNA_CCNE1', 'DNA_CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.3882525061775621
		RMSE:  0.8073510115699897
		NRMSE:  0.1948381908849554
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.2068608862157744
		RMSE:  0.7484097025916991
		NRMSE:  0.3260050104942715
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5224229806426052
		NRMSE:  0.12607644873967835
		MAPE:  105.82433067667067
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010783677474574871
		RMSE:  0.36685077747270034
		NRMSE:  0.1597990928573857
		MAPE:  133.3645349232411

	Predictor:  LinearRegression
		Pearson Correlation:  0.3407690680103139
		Spearman Correlation:  0.3040131516273411
		Coefficient of Determination:  0.11612355771261806
		RMSE:  0.49115441484115224
		NRMSE:  0.1185303991218361
		MAPE:  96.27451758243541
		Pearson Correlation:  0.24027453073723642
		Spearman Correlation:  0.25849269768858923
		Coefficient of Determination:  -0.01124376929833093
		RMSE:  0.36693426014280706
		NRMSE:  0.15983545765683976
		MAPE:  140.20540556211614

	Predictor:  ElasticNet
		Pearson Correlation:  0.3407402279804913
		Spearman Correlation:  0.30325739171689065
		Coefficient of Determination:  0.11169019921525192
		RMSE:  0.4923846433456808
		NRMSE:  0.11882729042780144
		MAPE:  97.5271348562642
		Pearson Correlation:  0.24027453073723654
		Spearman Correlation:  0.25849269768858923
		Coefficient of Determination:  0.02588291140503929
		RMSE:  0.3601354843762335
		NRMSE:  0.15687393142668182
		MAPE:  138.0538740225019

	Predictor:  RandomForests
		Pearson Correlation:  0.3407658025059528
		Spearman Correlation:  0.3040131516273411
		Coefficient of Determination:  0.11611796693056586
		RMSE:  0.4911559681877592
		NRMSE:  0.11853077399130227
		MAPE:  96.27268841245778
		Pearson Correlation:  0.2402745307372365
		Spearman Correlation:  0.25849269768858923
		Coefficient of Determination:  -0.012320474095645517
		RMSE:  0.36712955171466677
		NRMSE:  0.15992052607686838
		MAPE:  140.29853856782722

Protein:  CCND1
x_train_column_count:  3
x_train columns:  ['mRNA_CCND1', 'DNA_CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.44064885869713843
		RMSE:  0.2936537728092399
		NRMSE:  0.17653615611766113
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6507167710215811
		RMSE:  0.2694738938084911
		NRMSE:  0.2553456206196082
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  LinearRegression
		Pearson Correlation:  0.13408455777124595
		Spearman Correlation:  0.14836326797950053
		Coefficient of Determination:  0.01797866863271036
		RMSE:  0.24244709009833962
		NRMSE:  0.14575217930428852
		MAPE:  654.4861486262495
		Pearson Correlation:  0.09526960112894245
		Spearman Correlation:  0.09617412824180921
		Coefficient of Determination:  0.0051654508469400895
		RMSE:  0.20919718949938823
		NRMSE:  0.1982291695482818
		MAPE:  427.12042055854624

	Predictor:  ElasticNet
		Pearson Correlation:  0.1340845577712461
		Spearman Correlation:  0.14836326797950053
		Coefficient of Determination:  0.014073447473207823
		RMSE:  0.24292868354477365
		NRMSE:  0.14604169935721203
		MAPE:  638.4807950562473
		Pearson Correlation:  0.09526960112894244
		Spearman Correlation:  0.09617412824180921
		Coefficient of Determination:  0.008654282010082004
		RMSE:  0.20883004569217883
		NRMSE:  0.19788127475972334
		MAPE:  445.75780503030444

	Predictor:  RandomForests
		Pearson Correlation:  0.13408455777124592
		Spearman Correlation:  0.14836326797950053
		Coefficient of Determination:  0.017971603389333457
		RMSE:  0.24244796225078777
		NRMSE:  0.1457527036171188
		MAPE:  656.7106122405884
		Pearson Correlation:  0.09526960112894242
		Spearman Correlation:  0.09617412824180921
		Coefficient of Determination:  0.005223699526106462
		RMSE:  0.2091910650446448
		NRMSE:  0.19822336619317632
		MAPE:  428.92509733903415

Protein:  ERBB2
x_train_column_count:  3
x_train columns:  ['mRNA_ERBB2', 'DNA_ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08695701084953744
		RMSE:  1.023008454816054
		NRMSE:  0.1742863272085548
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1111491455026472
		RMSE:  1.1242523174677488
		NRMSE:  0.20280184671833265
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865388
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792788993

	Predictor:  LinearRegression
		Pearson Correlation:  0.47096438446589306
		Spearman Correlation:  0.44407733310780617
		Coefficient of Determination:  0.2218074514353371
		RMSE:  0.8655986550699498
		NRMSE:  0.14746897713170176
		MAPE:  1305.3497990098904
		Pearson Correlation:  0.5023763788531023
		Spearman Correlation:  0.4567049370190203
		Coefficient of Determination:  0.24437872008572725
		RMSE:  0.9271066649100332
		NRMSE:  0.16723909822318228
		MAPE:  213.26209376372668

	Predictor:  ElasticNet
		Pearson Correlation:  0.47034752059976753
		Spearman Correlation:  0.44966370584262244
		Coefficient of Determination:  0.21595301654987653
		RMSE:  0.8688485548756962
		NRMSE:  0.14802265105127965
		MAPE:  1156.2409555895952
		Pearson Correlation:  0.502281952522862
		Spearman Correlation:  0.4609822444508052
		Coefficient of Determination:  0.2305204676048781
		RMSE:  0.9355697029138097
		NRMSE:  0.16876573037625545
		MAPE:  180.57335255077075

	Predictor:  RandomForests
		Pearson Correlation:  0.47105475694520504
		Spearman Correlation:  0.44407733310780617
		Coefficient of Determination:  0.22185054818074046
		RMSE:  0.8655746860654739
		NRMSE:  0.1474648936173014
		MAPE:  1288.7116223143255
		Pearson Correlation:  0.5027134900887094
		Spearman Correlation:  0.4567049370190203
		Coefficient of Determination:  0.2436372575589778
		RMSE:  0.9275614206969263
		NRMSE:  0.16732113079892602
		MAPE:  211.12781607181543

Protein:  ERBB3
x_train_column_count:  3
x_train columns:  ['mRNA_ERBB3', 'DNA_ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19951943522205973
		RMSE:  0.4939516163098853
		NRMSE:  0.17910620018705933
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27774471248359456
		RMSE:  0.5592204608326292
		NRMSE:  0.15547938022732444
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  LinearRegression
		Pearson Correlation:  0.12429172393888782
		Spearman Correlation:  0.1339314208913922
		Coefficient of Determination:  0.015448432639700749
		RMSE:  0.44750717236271076
		NRMSE:  0.16226550648243418
		MAPE:  228.48664676156892
		Pearson Correlation:  0.06205606952881687
		Spearman Correlation:  0.08555235150149026
		Coefficient of Determination:  -0.0161699356283882
		RMSE:  0.49870552275287533
		NRMSE:  0.13865448606460704
		MAPE:  153.51606596493917

	Predictor:  ElasticNet
		Pearson Correlation:  0.12085420095112119
		Spearman Correlation:  0.13199475909163733
		Coefficient of Determination:  0.0126204329975943
		RMSE:  0.4481494153314655
		NRMSE:  0.1624983829301111
		MAPE:  230.30768448742575
		Pearson Correlation:  0.06290349200267298
		Spearman Correlation:  0.06968568349795715
		Coefficient of Determination:  -0.012070666522441709
		RMSE:  0.49769860748972344
		NRMSE:  0.13837453464647903
		MAPE:  156.1525938798953

	Predictor:  RandomForests
		Pearson Correlation:  0.13292836668008337
		Spearman Correlation:  0.13742017446434546
		Coefficient of Determination:  0.017668145831318927
		RMSE:  0.4470024257759304
		NRMSE:  0.1620824860402885
		MAPE:  229.07131429614753
		Pearson Correlation:  0.10698297130504764
		Spearman Correlation:  0.09480794855547801
		Coefficient of Determination:  -0.006816679204470377
		RMSE:  0.49640506900590314
		NRMSE:  0.1380148937251416
		MAPE:  153.39651246478215


Fold:  4

Protein:  RB1
x_train_column_count:  3
x_train columns:  ['mRNA_RB1', 'DNA_RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0017653619110491459
		RMSE:  0.25173274438657
		NRMSE:  0.09206141909982812
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11040193949010524
		RMSE:  0.1737457828578019
		NRMSE:  0.1664678101960314
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  LinearRegression
		Pearson Correlation:  0.028262703741687448
		Spearman Correlation:  0.06014404344413468
		Coefficient of Determination:  0.0007987804227903572
		RMSE:  0.25141036741772654
		NRMSE:  0.09194352231485026
		MAPE:  142.27851725145428
		Pearson Correlation:  0.17604283312829436
		Spearman Correlation:  0.07851406254007466
		Coefficient of Determination:  -0.05492577421775047
		RMSE:  0.1693499676509782
		NRMSE:  0.16225612966214906
		MAPE:  99.41127739179844

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  RandomForests
		Pearson Correlation:  0.028383048041087364
		Spearman Correlation:  -0.019127173685724475
		Coefficient of Determination:  0.0007791603059924546
		RMSE:  0.25141283572764356
		NRMSE:  0.09194442500279533
		MAPE:  135.58104786915203
		Pearson Correlation:  0.158296546136676
		Spearman Correlation:  0.1101051206614058
		Coefficient of Determination:  -0.05769595340281697
		RMSE:  0.1695721738919623
		NRMSE:  0.16246902798831325
		MAPE:  98.66008265200095

Protein:  CDH1
x_train_column_count:  3
x_train columns:  ['mRNA_CDH1', 'DNA_CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1648542010437435
		RMSE:  1.2077311247232185
		NRMSE:  0.19230774891296748
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01787767410405383
		RMSE:  1.1768276141426715
		NRMSE:  0.21349508619837296
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.119011303751291
		NRMSE:  0.17818083878718685
		MAPE:  552.7314487209006
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06543533401046742
		RMSE:  1.204005869039757
		NRMSE:  0.21842565020132743
		MAPE:  371.74257556440244

	Predictor:  LinearRegression
		Pearson Correlation:  0.5403668719781174
		Spearman Correlation:  0.4080047575262007
		Coefficient of Determination:  0.29199635633141485
		RMSE:  0.9415691485395413
		NRMSE:  0.14992661834647641
		MAPE:  347.30143794234516
		Pearson Correlation:  0.6122095731902552
		Spearman Correlation:  0.3143654519148087
		Coefficient of Determination:  0.3207464739597782
		RMSE:  0.961348840676547
		NRMSE:  0.17440383888040112
		MAPE:  202.28098296964774

	Predictor:  ElasticNet
		Pearson Correlation:  0.5364650601103851
		Spearman Correlation:  0.4080047575262007
		Coefficient of Determination:  0.23263658559004208
		RMSE:  0.9802458635728508
		NRMSE:  0.15608513480030106
		MAPE:  415.75814846311374
		Pearson Correlation:  0.5900316983240467
		Spearman Correlation:  0.3143654519148087
		Coefficient of Determination:  0.20034425988612603
		RMSE:  1.0430775197829543
		NRMSE:  0.189230710021943
		MAPE:  240.24858508221416

	Predictor:  RandomForests
		Pearson Correlation:  0.5413158703340534
		Spearman Correlation:  0.4080047575262007
		Coefficient of Determination:  0.2928985799606407
		RMSE:  0.9409690268097551
		NRMSE:  0.1498310606047188
		MAPE:  349.7090460374542
		Pearson Correlation:  0.6131070784510475
		Spearman Correlation:  0.3143654519148087
		Coefficient of Determination:  0.32133915891200204
		RMSE:  0.9609293350616906
		NRMSE:  0.17432773394682535
		MAPE:  202.0160875971328

Protein:  CDH2
x_train_column_count:  3
x_train columns:  ['mRNA_CDH2', 'DNA_CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011628294333081435
		RMSE:  0.38156283556505555
		NRMSE:  0.1382574228440668
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.013534078125908788
		RMSE:  0.33551468363995024
		NRMSE:  0.17308132332546644
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  LinearRegression
		Pearson Correlation:  0.00960748972119575
		Spearman Correlation:  -0.004611572799852624
		Coefficient of Determination:  9.230385874281488e-05
		RMSE:  0.37934602642756354
		NRMSE:  0.13745417292106804
		MAPE:  682.533514364653
		Pearson Correlation:  -0.0702322738717098
		Spearman Correlation:  -0.036313749968782214
		Coefficient of Determination:  -0.05818282380596451
		RMSE:  0.34282517609294816
		NRMSE:  0.17685257319804595
		MAPE:  154.44137901248612

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  RandomForests
		Pearson Correlation:  0.00875645695825928
		Spearman Correlation:  -0.004611572799852624
		Coefficient of Determination:  1.876048981719336e-05
		RMSE:  0.37935997665112714
		NRMSE:  0.13745922771618493
		MAPE:  700.0980773629162
		Pearson Correlation:  -0.07023227387170977
		Spearman Correlation:  -0.036313749968782214
		Coefficient of Determination:  -0.05657126279663971
		RMSE:  0.34256402358406546
		NRMSE:  0.17671785294873582
		MAPE:  155.26237207904765

Protein:  CDH3
x_train_column_count:  3
x_train columns:  ['mRNA_CDH3', 'DNA_CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006306553616452382
		RMSE:  0.206558346691537
		NRMSE:  0.1472115018398285
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056823148221427866
		RMSE:  0.21361844422784051
		NRMSE:  0.19012980777528213
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  LinearRegression
		Pearson Correlation:  0.04617839343294013
		Spearman Correlation:  0.03303051259494273
		Coefficient of Determination:  0.0021324440200473083
		RMSE:  0.20569041268567753
		NRMSE:  0.14659293633256662
		MAPE:  170.2422148710759
		Pearson Correlation:  0.0179533415226667
		Spearman Correlation:  0.07993861815995854
		Coefficient of Determination:  -0.10693351367847814
		RMSE:  0.2186242624432193
		NRMSE:  0.19458520608364568
		MAPE:  205.8562509054005

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  RandomForests
		Pearson Correlation:  0.04617537484853737
		Spearman Correlation:  0.03303051259494273
		Coefficient of Determination:  0.0020882657562331097
		RMSE:  0.20569496586745326
		NRMSE:  0.14659618132720417
		MAPE:  176.0385979293155
		Pearson Correlation:  0.01893420725727981
		Spearman Correlation:  0.07993861815995854
		Coefficient of Determination:  -0.10915533583482406
		RMSE:  0.21884356230346116
		NRMSE:  0.19478039260147492
		MAPE:  213.0089851876375

Protein:  PTEN
x_train_column_count:  3
x_train columns:  ['mRNA_PTEN', 'DNA_PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04663541191913323
		RMSE:  0.5747314783713694
		NRMSE:  0.11117523181123673
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02346833201832421
		RMSE:  0.7542692946958974
		NRMSE:  0.11793750210239971
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  LinearRegression
		Pearson Correlation:  0.09771648720906136
		Spearman Correlation:  0.11903007098956325
		Coefficient of Determination:  0.009548511872478516
		RMSE:  0.5590927704151368
		NRMSE:  0.10815010260274234
		MAPE:  285.2137191626578
		Pearson Correlation:  0.4007774223630548
		Spearman Correlation:  0.363266311565091
		Coefficient of Determination:  0.060552508014122264
		RMSE:  0.7226457943545705
		NRMSE:  0.11299285346799633
		MAPE:  420.8115393553382

	Predictor:  ElasticNet
		Pearson Correlation:  0.05244895174608728
		Spearman Correlation:  0.0637727402650611
		Coefficient of Determination:  0.0014986574135971154
		RMSE:  0.5613601746322159
		NRMSE:  0.10858870601830237
		MAPE:  271.90794509254516
		Pearson Correlation:  0.2143020279941333
		Spearman Correlation:  0.24425890692005897
		Coefficient of Determination:  0.005330934985404934
		RMSE:  0.7435814200622344
		NRMSE:  0.11626634665971923
		MAPE:  419.75627134469124

	Predictor:  RandomForests
		Pearson Correlation:  0.09776358752616915
		Spearman Correlation:  0.11903007098956325
		Coefficient of Determination:  0.009545536378595454
		RMSE:  0.559093610221977
		NRMSE:  0.10815026505377147
		MAPE:  287.0381711428442
		Pearson Correlation:  0.39991062880435724
		Spearman Correlation:  0.363266311565091
		Coefficient of Determination:  0.061912553669285164
		RMSE:  0.7221225148460754
		NRMSE:  0.1129110335151396
		MAPE:  423.05838152654644

Protein:  BRCA2
x_train_column_count:  3
x_train columns:  ['mRNA_BRCA2', 'DNA_BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015699866052385492
		RMSE:  0.1919477679021074
		NRMSE:  0.12365776640496533
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0014129332580739007
		RMSE:  0.2082543553514594
		NRMSE:  0.20232423210836328
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  LinearRegression
		Pearson Correlation:  0.05381906587810235
		Spearman Correlation:  0.055613507534915285
		Coefficient of Determination:  0.0028964918519913674
		RMSE:  0.19151929633725695
		NRMSE:  0.12338173382976773
		MAPE:  107.0950352856325
		Pearson Correlation:  0.06012117487185469
		Spearman Correlation:  0.057925414579002084
		Coefficient of Determination:  0.0035698829266691545
		RMSE:  0.20773559471132616
		NRMSE:  0.20182024337791934
		MAPE:  128.5568049762226

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  RandomForests
		Pearson Correlation:  0.05362229631725822
		Spearman Correlation:  0.055613507534915285
		Coefficient of Determination:  0.0028202589299607395
		RMSE:  0.19152661744104232
		NRMSE:  0.12338645027607817
		MAPE:  104.95504697314988
		Pearson Correlation:  0.06729925912259345
		Spearman Correlation:  0.06708785159967783
		Coefficient of Determination:  0.004340945745504476
		RMSE:  0.20765520362831333
		NRMSE:  0.20174214146206035
		MAPE:  120.39506537898296

Protein:  CDKN2A
x_train_column_count:  3
x_train columns:  ['mRNA_CDKN2A', 'DNA_CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06343046233027927
		RMSE:  0.6950010485750925
		NRMSE:  0.15711564339891315
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10006794882547432
		RMSE:  0.6614783461565592
		NRMSE:  0.1993004959796804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6739550183850767
		NRMSE:  0.1523578655781794
		MAPE:  281.71125082022354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0022276354551518107
		RMSE:  0.6313774446715202
		NRMSE:  0.19023122768048215
		MAPE:  197.14658329930893

	Predictor:  LinearRegression
		Pearson Correlation:  0.24344154645371927
		Spearman Correlation:  0.21826061517279477
		Coefficient of Determination:  0.05926378653977815
		RMSE:  0.6536794659960842
		NRMSE:  0.14777426607801156
		MAPE:  256.5613965610823
		Pearson Correlation:  0.2524167076420997
		Spearman Correlation:  0.20081933450401612
		Coefficient of Determination:  0.06191598127931064
		RMSE:  0.6108389822215795
		NRMSE:  0.18404307991008723
		MAPE:  175.72034861996272

	Predictor:  ElasticNet
		Pearson Correlation:  0.2427879852310681
		Spearman Correlation:  0.2201975731593358
		Coefficient of Determination:  0.05441270048323621
		RMSE:  0.6553627103349011
		NRMSE:  0.1481547892697866
		MAPE:  268.9332253039508
		Pearson Correlation:  0.25241670764209967
		Spearman Correlation:  0.20081933450401612
		Coefficient of Determination:  0.058046281209057304
		RMSE:  0.6120975746950623
		NRMSE:  0.18442228824798504
		MAPE:  179.904644520075

	Predictor:  RandomForests
		Pearson Correlation:  0.2448895264330814
		Spearman Correlation:  0.22129983903120407
		Coefficient of Determination:  0.059949106159552734
		RMSE:  0.6534413222030347
		NRMSE:  0.14772043002216223
		MAPE:  248.58861724044723
		Pearson Correlation:  0.2524167076420996
		Spearman Correlation:  0.20081933450401612
		Coefficient of Determination:  0.06169157351235399
		RMSE:  0.6109120400779922
		NRMSE:  0.18406509191864784
		MAPE:  175.36294234897574

Protein:  TP53
x_train_column_count:  3
x_train columns:  ['mRNA_TP53', 'DNA_TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04782361373877353
		RMSE:  0.460756629216985
		NRMSE:  0.11073218678610552
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07696826201632412
		RMSE:  0.4481222561682025
		NRMSE:  0.1422068596624151
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4501191620264231
		NRMSE:  0.10817571786263473
		MAPE:  418.8529054417374
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002447694094247499
		RMSE:  0.4323405014905614
		NRMSE:  0.13719868668778923
		MAPE:  185.65040333639752

	Predictor:  LinearRegression
		Pearson Correlation:  0.36196529422370355
		Spearman Correlation:  0.3665405720051997
		Coefficient of Determination:  0.13101887422245218
		RMSE:  0.41959728896384907
		NRMSE:  0.10084049242101636
		MAPE:  812.6610055719276
		Pearson Correlation:  0.366885691754072
		Spearman Correlation:  0.35076098427312324
		Coefficient of Determination:  0.1306040109505867
		RMSE:  0.4026279107411192
		NRMSE:  0.12776971018695074
		MAPE:  259.4342573487691

	Predictor:  ElasticNet
		Pearson Correlation:  0.3619318721690354
		Spearman Correlation:  0.3949467797603821
		Coefficient of Determination:  0.11269982630851239
		RMSE:  0.4239970011803055
		NRMSE:  0.10189786137474298
		MAPE:  634.5327742898687
		Pearson Correlation:  0.36646210981627575
		Spearman Correlation:  0.35542745932181025
		Coefficient of Determination:  0.11462298586919584
		RMSE:  0.4063115638626941
		NRMSE:  0.12893867855505653
		MAPE:  182.94782263363578

	Predictor:  RandomForests
		Pearson Correlation:  0.3674370760058357
		Spearman Correlation:  0.38469174066227757
		Coefficient of Determination:  0.13499537286211727
		RMSE:  0.41863613963911744
		NRMSE:  0.10060950243670211
		MAPE:  792.7574451538532
		Pearson Correlation:  0.3693766958083233
		Spearman Correlation:  0.3572663042126617
		Coefficient of Determination:  0.1329191111988135
		RMSE:  0.40209147777511517
		NRMSE:  0.12759947885729728
		MAPE:  249.18538482218827

Protein:  CTNNB1
x_train_column_count:  3
x_train columns:  ['mRNA_CTNNB1', 'DNA_CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6170193939500923
		RMSE:  0.9046651382507068
		NRMSE:  0.21849703851094263
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09478783275970826
		RMSE:  0.8396248247596424
		NRMSE:  0.17652527641906535
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  LinearRegression
		Pearson Correlation:  0.08093369717524786
		Spearman Correlation:  0.09005676349040073
		Coefficient of Determination:  0.006550263338454876
		RMSE:  0.7090929867185783
		NRMSE:  0.17126195215886833
		MAPE:  642.8541022423885
		Pearson Correlation:  -0.08344278909401986
		Spearman Correlation:  -0.1435934892139199
		Coefficient of Determination:  -0.16557259128868318
		RMSE:  0.8663431637974591
		NRMSE:  0.18214262126765182
		MAPE:  960.433276708362

	Predictor:  ElasticNet
		Pearson Correlation:  0.08030724619718217
		Spearman Correlation:  0.08924812234715077
		Coefficient of Determination:  0.005315696794297886
		RMSE:  0.709533447187458
		NRMSE:  0.17136833329810117
		MAPE:  637.9702015836276
		Pearson Correlation:  -0.08344278909401985
		Spearman Correlation:  -0.1435934892139199
		Coefficient of Determination:  -0.1577786309994169
		RMSE:  0.8634417701372101
		NRMSE:  0.1815326234415125
		MAPE:  947.3386819188308

	Predictor:  RandomForests
		Pearson Correlation:  0.08031527176218628
		Spearman Correlation:  0.09005676349040073
		Coefficient of Determination:  0.006401015803068955
		RMSE:  0.7091462488023323
		NRMSE:  0.17127481615359202
		MAPE:  647.8980635587087
		Pearson Correlation:  -0.08344278909401988
		Spearman Correlation:  -0.1435934892139199
		Coefficient of Determination:  -0.17013746803503937
		RMSE:  0.8680379896868025
		NRMSE:  0.1824989466165172
		MAPE:  967.9614264675542

Protein:  CCNE1
x_train_column_count:  3
x_train columns:  ['mRNA_CCNE1', 'DNA_CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4688329016852353
		RMSE:  0.7931748470731899
		NRMSE:  0.19141705409976348
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.186170633384966
		RMSE:  0.8069776954058596
		NRMSE:  0.32929800677624244
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5048043460690237
		NRMSE:  0.12182453992060809
		MAPE:  103.07374645056161
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01570191691728584
		RMSE:  0.4556277343037054
		NRMSE:  0.18592497115143453
		MAPE:  142.6844229696492

	Predictor:  LinearRegression
		Pearson Correlation:  0.326089135220181
		Spearman Correlation:  0.30626347418463923
		Coefficient of Determination:  0.10633412410864551
		RMSE:  0.4772112493174491
		NRMSE:  0.1151654920282475
		MAPE:  99.56282918330152
		Pearson Correlation:  0.31499757982157206
		Spearman Correlation:  0.2501321513926121
		Coefficient of Determination:  0.08123039915920582
		RMSE:  0.43334154219060883
		NRMSE:  0.1768307933528968
		MAPE:  125.73343370800396

	Predictor:  ElasticNet
		Pearson Correlation:  0.326072221724597
		Spearman Correlation:  0.30552318110724047
		Coefficient of Determination:  0.10205350190356732
		RMSE:  0.4783527949338937
		NRMSE:  0.11544098147401928
		MAPE:  99.6873528092774
		Pearson Correlation:  0.31499757982157206
		Spearman Correlation:  0.2501321513926121
		Coefficient of Determination:  0.08301540058014278
		RMSE:  0.4329203858240101
		NRMSE:  0.17665893488288997
		MAPE:  128.68272047108675

	Predictor:  RandomForests
		Pearson Correlation:  0.3260872715335617
		Spearman Correlation:  0.30626347418463923
		Coefficient of Determination:  0.10631203503118625
		RMSE:  0.4772171469864764
		NRMSE:  0.1151669153139649
		MAPE:  99.50178840219898
		Pearson Correlation:  0.3149975798215721
		Spearman Correlation:  0.2501321513926121
		Coefficient of Determination:  0.08032500430125111
		RMSE:  0.4335550062586619
		NRMSE:  0.1769179002116469
		MAPE:  125.44100498381027

Protein:  CCND1
x_train_column_count:  3
x_train columns:  ['mRNA_CCND1', 'DNA_CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47371951525638445
		RMSE:  0.2917253166285864
		NRMSE:  0.18637975276867558
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47112550847095647
		RMSE:  0.27775626016480953
		NRMSE:  0.17517423067911803
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  LinearRegression
		Pearson Correlation:  0.11290620533455312
		Spearman Correlation:  0.12330311696764923
		Coefficient of Determination:  0.012747811203048354
		RMSE:  0.23877054748692597
		NRMSE:  0.15254759553732125
		MAPE:  648.8042688921419
		Pearson Correlation:  0.223419569822438
		Spearman Correlation:  0.23749319650736103
		Coefficient of Determination:  0.035480790076046764
		RMSE:  0.22490257810954692
		NRMSE:  0.14184067741520368
		MAPE:  466.6026205476993

	Predictor:  ElasticNet
		Pearson Correlation:  0.10558276319009964
		Spearman Correlation:  0.11789104622114042
		Coefficient of Determination:  0.007595537576513989
		RMSE:  0.23939278480685278
		NRMSE:  0.15294513538470808
		MAPE:  638.2264132634712
		Pearson Correlation:  0.2234195698224379
		Spearman Correlation:  0.23749319650736103
		Coefficient of Determination:  0.017611619814988932
		RMSE:  0.2269763466709267
		NRMSE:  0.14314855365219897
		MAPE:  477.0444647165697

	Predictor:  RandomForests
		Pearson Correlation:  0.11198623706832093
		Spearman Correlation:  0.12330311696764923
		Coefficient of Determination:  0.012519273027129962
		RMSE:  0.23879818228398417
		NRMSE:  0.15256525107268254
		MAPE:  651.2630251354358
		Pearson Correlation:  0.22341956982243796
		Spearman Correlation:  0.23749319650736103
		Coefficient of Determination:  0.034921225064696526
		RMSE:  0.22496780717138087
		NRMSE:  0.14188181582453385
		MAPE:  468.76226171014287

Protein:  ERBB2
x_train_column_count:  3
x_train columns:  ['mRNA_ERBB2', 'DNA_ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06177154229692228
		RMSE:  1.0106646016782141
		NRMSE:  0.1721833486682819
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.26989975035857605
		RMSE:  1.1682171872252598
		NRMSE:  0.21036071365744585
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9808249714864398
		NRMSE:  0.1670996765569688
		MAPE:  529.9728174248761
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556425
		RMSE:  1.07776630779691
		NRMSE:  0.19407323581894154
		MAPE:  193.8969179437583

	Predictor:  LinearRegression
		Pearson Correlation:  0.4640469714584972
		Spearman Correlation:  0.4102552615504692
		Coefficient of Determination:  0.21533959171980332
		RMSE:  0.8688251505125065
		NRMSE:  0.1480186637328154
		MAPE:  1280.5988210259354
		Pearson Correlation:  0.5008481157421638
		Spearman Correlation:  0.5460922858494153
		Coefficient of Determination:  0.21350913724984089
		RMSE:  0.9193602306517072
		NRMSE:  0.1655490745582359
		MAPE:  180.02799917081788

	Predictor:  ElasticNet
		Pearson Correlation:  0.46400138177624506
		Spearman Correlation:  0.41656187286452095
		Coefficient of Determination:  0.20998183788730973
		RMSE:  0.8717863246109658
		NRMSE:  0.14852314847623657
		MAPE:  1127.6093685882506
		Pearson Correlation:  0.4995995495027022
		Spearman Correlation:  0.5466136711612569
		Coefficient of Determination:  0.1948088652362836
		RMSE:  0.9302257662786234
		NRMSE:  0.1675056301146367
		MAPE:  147.8156264660273

	Predictor:  RandomForests
		Pearson Correlation:  0.4646093245948106
		Spearman Correlation:  0.42078951116877533
		Coefficient of Determination:  0.21584876961257382
		RMSE:  0.8685432079385177
		NRMSE:  0.14797063017505455
		MAPE:  1266.1061631883533
		Pearson Correlation:  0.5007580252584878
		Spearman Correlation:  0.5484580061289808
		Coefficient of Determination:  0.2111074026175056
		RMSE:  0.9207629018536433
		NRMSE:  0.16580165337516536
		MAPE:  178.99915233578358

Protein:  ERBB3
x_train_column_count:  3
x_train columns:  ['mRNA_ERBB3', 'DNA_ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20254353309139272
		RMSE:  0.523865801474932
		NRMSE:  0.14324270860276114
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.287905849531515
		RMSE:  0.4364451552160674
		NRMSE:  0.21482088883335748
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  LinearRegression
		Pearson Correlation:  0.12053194378595317
		Spearman Correlation:  0.13479735741980176
		Coefficient of Determination:  0.014527949472819879
		RMSE:  0.4742330314745649
		NRMSE:  0.12967142299813927
		MAPE:  227.497663285388
		Pearson Correlation:  0.05536679228740382
		Spearman Correlation:  0.06705038762892108
		Coefficient of Determination:  -0.00793841583573407
		RMSE:  0.38610428194890656
		NRMSE:  0.1900428130301213
		MAPE:  219.7894834364833

	Predictor:  ElasticNet
		Pearson Correlation:  0.11801806003201727
		Spearman Correlation:  0.130353610005927
		Coefficient of Determination:  0.012030324658404479
		RMSE:  0.4748336099746473
		NRMSE:  0.12983564156487556
		MAPE:  229.42299283118697
		Pearson Correlation:  0.0564396759790701
		Spearman Correlation:  0.06761406430646916
		Coefficient of Determination:  0.0006292270663905697
		RMSE:  0.3844598048464108
		NRMSE:  0.18923339166617156
		MAPE:  218.29947967235643

	Predictor:  RandomForests
		Pearson Correlation:  0.13965217892492987
		Spearman Correlation:  0.14024591387751537
		Coefficient of Determination:  0.019491380988203688
		RMSE:  0.47303726215853276
		NRMSE:  0.12934445904055647
		MAPE:  229.02088696704794
		Pearson Correlation:  0.056176391636211694
		Spearman Correlation:  0.06796123727710182
		Coefficient of Determination:  -0.009137095655328054
		RMSE:  0.3863337988945699
		NRMSE:  0.1901557826293492
		MAPE:  220.4416189155432


Fold:  5

Protein:  RB1
x_train_column_count:  3
x_train columns:  ['mRNA_RB1', 'DNA_RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00018503513771928048
		RMSE:  0.23392670305630597
		NRMSE:  0.11556330212293363
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12340187398900859
		RMSE:  0.2547692202160761
		NRMSE:  0.12845593258580365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  LinearRegression
		Pearson Correlation:  0.07809386539667038
		Spearman Correlation:  0.02607078328157438
		Coefficient of Determination:  0.006098651812593281
		RMSE:  0.23319072016016446
		NRMSE:  0.11519971552647892
		MAPE:  110.35057160160224
		Pearson Correlation:  -0.05331335650940414
		Spearman Correlation:  -0.07191636227827158
		Coefficient of Determination:  -0.1281209424883092
		RMSE:  0.2553037633206137
		NRMSE:  0.12872545192939805
		MAPE:  113.66264624042168

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  RandomForests
		Pearson Correlation:  0.07795529071798957
		Spearman Correlation:  0.02607078328157438
		Coefficient of Determination:  0.006055968146755464
		RMSE:  0.23319572736129776
		NRMSE:  0.11520218915898774
		MAPE:  113.23442478621459
		Pearson Correlation:  -0.05862607030899615
		Spearman Correlation:  -0.07191636227827158
		Coefficient of Determination:  -0.13091938176986617
		RMSE:  0.25562022298854187
		NRMSE:  0.1288850124985085
		MAPE:  123.65853916404335

Protein:  CDH1
x_train_column_count:  3
x_train columns:  ['mRNA_CDH1', 'DNA_CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10476316856458312
		RMSE:  1.1835893765747125
		NRMSE:  0.18846364392451076
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19786466090973764
		RMSE:  1.2714981376898562
		NRMSE:  0.2500438806886504
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1260727912856485
		NRMSE:  0.17930524366829853
		MAPE:  266.31463004312263
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01718399286470018
		RMSE:  1.1716869980595492
		NRMSE:  0.23041572398960675
		MAPE:  1066.779337530299

	Predictor:  LinearRegression
		Pearson Correlation:  0.5915068417579409
		Spearman Correlation:  0.408654151461635
		Coefficient of Determination:  0.3498803438464536
		RMSE:  0.907952467978761
		NRMSE:  0.14457381420635662
		MAPE:  180.34003595595001
		Pearson Correlation:  0.410196305328357
		Spearman Correlation:  0.3229962804610871
		Coefficient of Determination:  0.13571520944786297
		RMSE:  1.0800411120226492
		NRMSE:  0.21239328863201298
		MAPE:  585.1765308484638

	Predictor:  ElasticNet
		Pearson Correlation:  0.5845493985055014
		Spearman Correlation:  0.408654151461635
		Coefficient of Determination:  0.2762607567017292
		RMSE:  0.957982390408158
		NRMSE:  0.15254010866025888
		MAPE:  192.90167545458178
		Pearson Correlation:  0.40793775606939464
		Spearman Correlation:  0.3229962804610871
		Coefficient of Determination:  0.1408654329771667
		RMSE:  1.0768183522474553
		NRMSE:  0.211759523361872
		MAPE:  791.8462051150209

	Predictor:  RandomForests
		Pearson Correlation:  0.5915068407362488
		Spearman Correlation:  0.408654151461635
		Coefficient of Determination:  0.34980742124426567
		RMSE:  0.9080033881435629
		NRMSE:  0.14458192225463565
		MAPE:  182.08347894241322
		Pearson Correlation:  0.40708264198142347
		Spearman Correlation:  0.3222032849982008
		Coefficient of Determination:  0.13133029087552617
		RMSE:  1.0827774211226149
		NRMSE:  0.21293139193380956
		MAPE:  598.7416130091988

Protein:  CDH2
x_train_column_count:  3
x_train columns:  ['mRNA_CDH2', 'DNA_CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0016678089051440637
		RMSE:  0.3594357673583712
		NRMSE:  0.1765314902796381
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02548752338232485
		RMSE:  0.4223734458481898
		NRMSE:  0.15794680397441796
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  LinearRegression
		Pearson Correlation:  0.008769488982535701
		Spearman Correlation:  0.01141726915925398
		Coefficient of Determination:  7.690393701498266e-05
		RMSE:  0.35912259690955406
		NRMSE:  0.17637768130718237
		MAPE:  205.6458474562674
		Pearson Correlation:  -0.015177966815383729
		Spearman Correlation:  0.00021576536633355944
		Coefficient of Determination:  -0.016031740633386082
		RMSE:  0.420421632303473
		NRMSE:  0.15721692212608604
		MAPE:  647.3144736879303

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  RandomForests
		Pearson Correlation:  0.008678059379396237
		Spearman Correlation:  0.01141726915925398
		Coefficient of Determination:  4.677597831692637e-05
		RMSE:  0.35912800710025344
		NRMSE:  0.1763803384412619
		MAPE:  206.49010318442808
		Pearson Correlation:  -0.015177966815383716
		Spearman Correlation:  0.00021576536633355944
		Coefficient of Determination:  -0.016882917135072617
		RMSE:  0.4205976987016993
		NRMSE:  0.15728276226154078
		MAPE:  647.2294033142571

Protein:  CDH3
x_train_column_count:  3
x_train columns:  ['mRNA_CDH3', 'DNA_CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011481892643820935
		RMSE:  0.2038847376288621
		NRMSE:  0.14304087222095618
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026977014897064944
		RMSE:  0.22369326249691865
		NRMSE:  0.20181818899206835
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  LinearRegression
		Pearson Correlation:  0.020241862221664925
		Spearman Correlation:  0.013091590709869979
		Coefficient of Determination:  0.0004097329862007282
		RMSE:  0.2037260397256243
		NRMSE:  0.142929533399018
		MAPE:  134.37317238858878
		Pearson Correlation:  0.059378247498230965
		Spearman Correlation:  0.11203594182474445
		Coefficient of Determination:  -0.004439073056292653
		RMSE:  0.22388742077057153
		NRMSE:  0.2019933604332153
		MAPE:  106.33802590752587

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  RandomForests
		Pearson Correlation:  0.020059571192176294
		Spearman Correlation:  0.013091590709869979
		Coefficient of Determination:  0.00039622914201742354
		RMSE:  0.20372741582716114
		NRMSE:  0.14293049884040604
		MAPE:  137.57524592104338
		Pearson Correlation:  0.0533799470781948
		Spearman Correlation:  0.11203594182474445
		Coefficient of Determination:  -0.00503913445992521
		RMSE:  0.22395428701693482
		NRMSE:  0.20205368779665533
		MAPE:  106.83291203322203

Protein:  PTEN
x_train_column_count:  3
x_train columns:  ['mRNA_PTEN', 'DNA_PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05240378988513572
		RMSE:  0.5837468026637292
		NRMSE:  0.09127461538014686
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011774083334460839
		RMSE:  0.7259408088203396
		NRMSE:  0.14042494754339593
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5690275755039937
		NRMSE:  0.08897311789601967
		MAPE:  304.4741530818047
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005181468299075398
		RMSE:  0.7235718660416283
		NRMSE:  0.13996670265429206
		MAPE:  391.1377632658283

	Predictor:  LinearRegression
		Pearson Correlation:  0.21426805299556856
		Spearman Correlation:  0.20577930245342738
		Coefficient of Determination:  0.045910798534511854
		RMSE:  0.5558118520519795
		NRMSE:  0.08690670816229841
		MAPE:  315.42758025555804
		Pearson Correlation:  0.05807430938237243
		Spearman Correlation:  0.028573555771428134
		Coefficient of Determination:  -0.0061747034544386015
		RMSE:  0.7239292639797964
		NRMSE:  0.14003583719819646
		MAPE:  491.36181358313735

	Predictor:  ElasticNet
		Pearson Correlation:  0.19454040117022817
		Spearman Correlation:  0.20577930245342738
		Coefficient of Determination:  0.023233248395452155
		RMSE:  0.5623785494235488
		NRMSE:  0.08793347657314499
		MAPE:  290.9477936566609
		Pearson Correlation:  0.06278711309382222
		Spearman Correlation:  0.028573555771428134
		Coefficient of Determination:  -0.001374008005504912
		RMSE:  0.7222001809119761
		NRMSE:  0.13970136585267257
		MAPE:  426.2209526153078

	Predictor:  RandomForests
		Pearson Correlation:  0.21427606651712958
		Spearman Correlation:  0.20577930245342738
		Coefficient of Determination:  0.045903436703680245
		RMSE:  0.5558139963928491
		NRMSE:  0.08690704345130937
		MAPE:  318.0197788912623
		Pearson Correlation:  0.05948140019094961
		Spearman Correlation:  0.028573555771428134
		Coefficient of Determination:  -0.005808596475454175
		RMSE:  0.7237975474556744
		NRMSE:  0.1400103581429268
		MAPE:  491.11579726174955

Protein:  BRCA2
x_train_column_count:  3
x_train columns:  ['mRNA_BRCA2', 'DNA_BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00015423459462815536
		RMSE:  0.20048365981157823
		NRMSE:  0.1291568109593031
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08467605477038265
		RMSE:  0.17297650483593724
		NRMSE:  0.22621657599677922
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  LinearRegression
		Pearson Correlation:  0.07696248155109735
		Spearman Correlation:  0.0711068658154676
		Coefficient of Determination:  0.005923223566502989
		RMSE:  0.1998736100748087
		NRMSE:  0.1287638009823216
		MAPE:  121.68877009247122
		Pearson Correlation:  -0.029292368594449503
		Spearman Correlation:  -0.03173479302773576
		Coefficient of Determination:  -0.1083155909437945
		RMSE:  0.17485127858629282
		NRMSE:  0.22866838237924908
		MAPE:  116.99011422279997

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  RandomForests
		Pearson Correlation:  0.07695053720152845
		Spearman Correlation:  0.0711068658154676
		Coefficient of Determination:  0.005874855506411092
		RMSE:  0.19987847256703206
		NRMSE:  0.12876693352683657
		MAPE:  122.91557853427264
		Pearson Correlation:  -0.0297780408187081
		Spearman Correlation:  -0.03173479302773576
		Coefficient of Determination:  -0.11185700335107218
		RMSE:  0.1751304078481879
		NRMSE:  0.22903342424401738
		MAPE:  118.59555909795571

Protein:  CDKN2A
x_train_column_count:  3
x_train columns:  ['mRNA_CDKN2A', 'DNA_CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06876053865938014
		RMSE:  0.7026668514343448
		NRMSE:  0.1789276696377339
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07452018232747903
		RMSE:  0.6281215662347416
		NRMSE:  0.15805378984795088
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6796874655065666
		NRMSE:  0.1730761797526334
		MAPE:  274.2442116656758
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00044725008449963966
		RMSE:  0.6060849693149379
		NRMSE:  0.15250873639690443
		MAPE:  274.3248072759207

	Predictor:  LinearRegression
		Pearson Correlation:  0.27846624676936393
		Spearman Correlation:  0.2442486716106145
		Coefficient of Determination:  0.07754345058981627
		RMSE:  0.6528031182859665
		NRMSE:  0.16623032728628415
		MAPE:  200.9813645751116
		Pearson Correlation:  0.07895502166415613
		Spearman Correlation:  0.1074393742759553
		Coefficient of Determination:  -0.040972137465276726
		RMSE:  0.6182383895202997
		NRMSE:  0.15556689301232976
		MAPE:  474.1912853922063

	Predictor:  ElasticNet
		Pearson Correlation:  0.2783441735883459
		Spearman Correlation:  0.24382111513609742
		Coefficient of Determination:  0.07220788277392398
		RMSE:  0.654688330777705
		NRMSE:  0.16671037935823002
		MAPE:  219.1338062438932
		Pearson Correlation:  0.08157401431183228
		Spearman Correlation:  0.1085281403927035
		Coefficient of Determination:  -0.011348345049791542
		RMSE:  0.6093780411845462
		NRMSE:  0.1533373697653673
		MAPE:  402.0914591070995

	Predictor:  RandomForests
		Pearson Correlation:  0.27843743891870076
		Spearman Correlation:  0.2442486716106145
		Coefficient of Determination:  0.07751562628713182
		RMSE:  0.6528129635489225
		NRMSE:  0.1662328342922061
		MAPE:  202.16962899578053
		Pearson Correlation:  0.08157401431183227
		Spearman Correlation:  0.1085281403927035
		Coefficient of Determination:  -0.03874094908754655
		RMSE:  0.6175754773263101
		NRMSE:  0.1554000848811832
		MAPE:  452.15495171100645

Protein:  TP53
x_train_column_count:  3
x_train columns:  ['mRNA_TP53', 'DNA_TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0629013951002304
		RMSE:  0.43691826486349494
		NRMSE:  0.11112140819031384
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02793228386718627
		RMSE:  0.5354711484549424
		NRMSE:  0.14342336907859712
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4237929343776606
		NRMSE:  0.10778324331179852
		MAPE:  459.9790072255086
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011640203076264122
		RMSE:  0.5284530873849588
		NRMSE:  0.1415436152095778
		MAPE:  140.42972129387252

	Predictor:  LinearRegression
		Pearson Correlation:  0.35889894816600737
		Spearman Correlation:  0.37797287155939757
		Coefficient of Determination:  0.1288084549946661
		RMSE:  0.39555833272647595
		NRMSE:  0.10060233798582771
		MAPE:  828.4194024578607
		Pearson Correlation:  0.3830737172108415
		Spearman Correlation:  0.31518176618081395
		Coefficient of Determination:  0.1333914739200378
		RMSE:  0.49166048075269475
		NRMSE:  0.1316888926617637
		MAPE:  202.54038965711513

	Predictor:  ElasticNet
		Pearson Correlation:  0.3574585550891103
		Spearman Correlation:  0.3936113463685194
		Coefficient of Determination:  0.10954970368504546
		RMSE:  0.39990658285986413
		NRMSE:  0.10170822830180426
		MAPE:  642.7097509738543
		Pearson Correlation:  0.39052078543055013
		Spearman Correlation:  0.3722018462120896
		Coefficient of Determination:  0.10316370197252211
		RMSE:  0.5001616757239217
		NRMSE:  0.13396589680565735
		MAPE:  165.60123262688344

	Predictor:  RandomForests
		Pearson Correlation:  0.36287547874427195
		Spearman Correlation:  0.38202096882617836
		Coefficient of Determination:  0.13164053070389814
		RMSE:  0.3949148674259533
		NRMSE:  0.10043868547672964
		MAPE:  809.3470014283408
		Pearson Correlation:  0.3898178879575874
		Spearman Correlation:  0.37715733837861753
		Coefficient of Determination:  0.13821091994521117
		RMSE:  0.4902914457889264
		NRMSE:  0.13132220323796073
		MAPE:  200.7630631372462

Protein:  CTNNB1
x_train_column_count:  3
x_train columns:  ['mRNA_CTNNB1', 'DNA_CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.4291206958720877
		RMSE:  0.9037435622191023
		NRMSE:  0.1777623057079273
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5497170498826627
		RMSE:  0.8436000623678614
		NRMSE:  0.27017767234966206
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  LinearRegression
		Pearson Correlation:  0.0769616942265186
		Spearman Correlation:  0.07135712243935283
		Coefficient of Determination:  0.0059231023782161385
		RMSE:  0.7537385933298257
		NRMSE:  0.14825700104835282
		MAPE:  723.2721982919269
		Pearson Correlation:  -0.08291891324761771
		Spearman Correlation:  -0.06036259100771083
		Coefficient of Determination:  -0.022336988830007787
		RMSE:  0.685184349684662
		NRMSE:  0.21944227008306522
		MAPE:  268.7642200235463

	Predictor:  ElasticNet
		Pearson Correlation:  0.07683690942388394
		Spearman Correlation:  0.07118061553695532
		Coefficient of Determination:  0.004901132404781849
		RMSE:  0.7541259377775694
		NRMSE:  0.14833318996411674
		MAPE:  714.998250633927
		Pearson Correlation:  -0.0829189132476177
		Spearman Correlation:  -0.06036259100771083
		Coefficient of Determination:  -0.011301269240112655
		RMSE:  0.681476169716499
		NRMSE:  0.2182546606018143
		MAPE:  269.06244059158826

	Predictor:  RandomForests
		Pearson Correlation:  0.07648908523902667
		Spearman Correlation:  0.06990458156437408
		Coefficient of Determination:  0.005788942929814911
		RMSE:  0.7537894534507046
		NRMSE:  0.14826700500603945
		MAPE:  730.5746322036941
		Pearson Correlation:  -0.0829189132476177
		Spearman Correlation:  -0.06036259100771083
		Coefficient of Determination:  -0.023341817937146958
		RMSE:  0.685520992148598
		NRMSE:  0.21955008571914397
		MAPE:  271.056650140029

Protein:  CCNE1
x_train_column_count:  3
x_train columns:  ['mRNA_CCNE1', 'DNA_CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9790551557409413
		RMSE:  0.7746141645114569
		NRMSE:  0.27590887426944144
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8285524646781477
		RMSE:  0.8763813407881366
		NRMSE:  0.2114972948785232
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4487930906545114
		NRMSE:  0.15985506345663808
		MAPE:  112.14421009479175
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0040862214035515265
		RMSE:  0.6494188844018614
		NRMSE:  0.15672439713344627
		MAPE:  115.49088793396595

	Predictor:  LinearRegression
		Pearson Correlation:  0.3233320868322436
		Spearman Correlation:  0.2872640887403306
		Coefficient of Determination:  0.10454363837529357
		RMSE:  0.4246864212469759
		NRMSE:  0.15126853828921671
		MAPE:  105.59066600920461
		Pearson Correlation:  0.34378838233808323
		Spearman Correlation:  0.32386978998800287
		Coefficient of Determination:  0.0979837333096204
		RMSE:  0.6155262720237893
		NRMSE:  0.1485450857986315
		MAPE:  113.74991159010179

	Predictor:  ElasticNet
		Pearson Correlation:  0.32330439783418063
		Spearman Correlation:  0.28643810370235706
		Coefficient of Determination:  0.09995661908997533
		RMSE:  0.42577277035248795
		NRMSE:  0.15165548365182116
		MAPE:  106.49330340293288
		Pearson Correlation:  0.34378838233808323
		Spearman Correlation:  0.32386978998800287
		Coefficient of Determination:  0.08477369300030546
		RMSE:  0.6200170850309265
		NRMSE:  0.14962885465427672
		MAPE:  113.597416822848

	Predictor:  RandomForests
		Pearson Correlation:  0.3233292363879225
		Spearman Correlation:  0.2872640887403306
		Coefficient of Determination:  0.10453313993614399
		RMSE:  0.4246889107772725
		NRMSE:  0.15126942503197596
		MAPE:  105.55768223277482
		Pearson Correlation:  0.34378838233808334
		Spearman Correlation:  0.32386978998800287
		Coefficient of Determination:  0.09846636944205378
		RMSE:  0.6153615771177845
		NRMSE:  0.14850533994202875
		MAPE:  113.75395639749955

Protein:  CCND1
x_train_column_count:  3
x_train columns:  ['mRNA_CCND1', 'DNA_CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5366759284640548
		RMSE:  0.28216244755564185
		NRMSE:  0.17771997351836757
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.30240520386774006
		RMSE:  0.3149325402631455
		NRMSE:  0.20120656537940065
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  LinearRegression
		Pearson Correlation:  0.14328864433236924
		Spearman Correlation:  0.15835165483620153
		Coefficient of Determination:  0.020531635594608244
		RMSE:  0.22526995715242346
		NRMSE:  0.14188624732466457
		MAPE:  703.4888866263318
		Pearson Correlation:  0.0929810460146837
		Spearman Correlation:  0.08116021359749367
		Coefficient of Determination:  0.0070892373828752575
		RMSE:  0.27497903526369266
		NRMSE:  0.17568075750609669
		MAPE:  255.81443616203546

	Predictor:  ElasticNet
		Pearson Correlation:  0.13660876541934233
		Spearman Correlation:  0.15280467109694407
		Coefficient of Determination:  0.014337501038257261
		RMSE:  0.22598113547165777
		NRMSE:  0.1423341828779463
		MAPE:  696.9890233320709
		Pearson Correlation:  0.09298104601468377
		Spearman Correlation:  0.08116021359749367
		Coefficient of Determination:  0.0053184929634355615
		RMSE:  0.27522412309695204
		NRMSE:  0.17583734113859523
		MAPE:  261.9554146128614

	Predictor:  RandomForests
		Pearson Correlation:  0.1423853177709438
		Spearman Correlation:  0.15835165483620153
		Coefficient of Determination:  0.020269610089870826
		RMSE:  0.22530008703166995
		NRMSE:  0.1419052246244016
		MAPE:  702.8049090813615
		Pearson Correlation:  0.09298104601468375
		Spearman Correlation:  0.08116021359749367
		Coefficient of Determination:  0.007115535159197939
		RMSE:  0.27497539375565533
		NRMSE:  0.17567843099095035
		MAPE:  255.38903954517943

Protein:  ERBB2
x_train_column_count:  3
x_train columns:  ['mRNA_ERBB2', 'DNA_ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10085609607150081
		RMSE:  1.0785113826338413
		NRMSE:  0.1837421644434709
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05671362529003088
		RMSE:  0.8919867459254164
		NRMSE:  0.19736403273048267
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959455
		RMSE:  0.875951357919715
		NRMSE:  0.1938159880340115
		MAPE:  565.705361200264

	Predictor:  LinearRegression
		Pearson Correlation:  0.4908473337717801
		Spearman Correlation:  0.464142965476225
		Coefficient of Determination:  0.2409311050708649
		RMSE:  0.8955710676849596
		NRMSE:  0.15257527091417955
		MAPE:  1249.3075932851316
		Pearson Correlation:  0.41747417652275187
		Spearman Correlation:  0.3709026234819203
		Coefficient of Determination:  0.13473031129736568
		RMSE:  0.8071523075275975
		NRMSE:  0.17859327525779345
		MAPE:  921.4811640681135

	Predictor:  ElasticNet
		Pearson Correlation:  0.4904424909834806
		Spearman Correlation:  0.4696076945233392
		Coefficient of Determination:  0.23497895473660724
		RMSE:  0.8990754693723202
		NRMSE:  0.15317230341794644
		MAPE:  1112.8323565016433
		Pearson Correlation:  0.41733530898255633
		Spearman Correlation:  0.37729601735810475
		Coefficient of Determination:  0.1534014730446457
		RMSE:  0.798396274621261
		NRMSE:  0.1766558855230138
		MAPE:  805.3861442381359

	Predictor:  RandomForests
		Pearson Correlation:  0.4912064989743391
		Spearman Correlation:  0.4738396367578983
		Coefficient of Determination:  0.24121145762674678
		RMSE:  0.8954056684526458
		NRMSE:  0.15254709243277267
		MAPE:  1226.3206657871654
		Pearson Correlation:  0.41716188399054777
		Spearman Correlation:  0.3786919454421262
		Coefficient of Determination:  0.13701482138591892
		RMSE:  0.8060860698366354
		NRMSE:  0.17835735586605497
		MAPE:  904.9566695548265

Protein:  ERBB3
x_train_column_count:  3
x_train columns:  ['mRNA_ERBB3', 'DNA_ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.24617901957450639
		RMSE:  0.5234556686317032
		NRMSE:  0.14126566093685908
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10551624527684367
		RMSE:  0.43841640970600765
		NRMSE:  0.21211918179733683
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  LinearRegression
		Pearson Correlation:  0.13442265243251555
		Spearman Correlation:  0.15307521835015292
		Coefficient of Determination:  0.01806944948699285
		RMSE:  0.4646544232689645
		NRMSE:  0.12539689250458497
		MAPE:  238.33520646362692
		Pearson Correlation:  -0.024207745942915502
		Spearman Correlation:  -0.03104064098890073
		Coefficient of Determination:  -0.0774902829279005
		RMSE:  0.43282358504510704
		NRMSE:  0.20941320326929372
		MAPE:  238.650665616243

	Predictor:  ElasticNet
		Pearson Correlation:  0.1312422420124189
		Spearman Correlation:  0.1495997944055374
		Coefficient of Determination:  0.015180430728168215
		RMSE:  0.46533747025298616
		NRMSE:  0.12558122728101595
		MAPE:  240.61500925885775
		Pearson Correlation:  -0.022142596280975542
		Spearman Correlation:  -0.03962995070838392
		Coefficient of Determination:  -0.06366799482989394
		RMSE:  0.43003844488270676
		NRMSE:  0.20806566782271813
		MAPE:  237.80144879016228

	Predictor:  RandomForests
		Pearson Correlation:  0.14549499118997272
		Spearman Correlation:  0.15634391583606003
		Coefficient of Determination:  0.02114458172454403
		RMSE:  0.46392626878840615
		NRMSE:  0.12520038450949708
		MAPE:  238.1640514065522
		Pearson Correlation:  0.012881563123625293
		Spearman Correlation:  -0.02032627256589225
		Coefficient of Determination:  -0.06825300475252516
		RMSE:  0.4309643025260905
		NRMSE:  0.20851362588593725
		MAPE:  236.6485853888578

Unnormalized

In [87]:
scenario = Scenario.selfmRNA_CNA_Mutations
normalizeTechnique = NormalizeTechnique.UN
X, Y, Z = get_mRNA_DNA_data(normalizeTechnique)
In [88]:
X.head()
Out[88]:
mRNA_RB1 DNA_RB1 mRNA_CDH1 DNA_CDH1 mRNA_PTEN DNA_PTEN mRNA_BRCA2 DNA_BRCA2 mRNA_CDKN2A DNA_CDKN2A ... mRNA_CCND1 DNA_CCND1 mRNA_CDH2 DNA_CDH2 mRNA_CDH3 DNA_CDH3 mRNA_ERBB2 DNA_ERBB2 mRNA_ERBB3 DNA_ERBB3
TCGA-A1-A0SF-01 1115.5629 0.023 16181.6603 -0.371 2284.2479 0.347 98.5328 0.023 130.6631 -0.362 ... 3800.3297 -0.007 33.4155 0.000 1255.6509 -0.371 7976.8748 -0.018 12728.7274 0.394
TCGA-A1-A0SH-01 1206.9721 -0.028 9711.7551 -0.458 2747.6491 0.013 94.9831 -0.028 304.4517 -0.012 ... 5316.8889 0.021 445.6623 0.006 1028.5627 -0.458 17990.8177 0.465 7003.4716 -0.001
TCGA-A1-A0SJ-01 1848.0110 -0.200 60487.2428 0.436 1976.0402 -0.505 236.3054 0.355 138.6374 -0.512 ... 25027.0690 0.887 159.8537 0.420 958.3905 0.436 9313.9460 0.308 7384.3621 -0.357
TCGA-A1-A0SK-01 88.8749 -1.293 2826.9776 -0.757 1075.9534 0.001 893.7914 1.015 864.1664 0.141 ... 279.2405 0.116 1720.7690 0.162 798.2981 -0.757 303.4983 -0.274 2589.6628 0.069
TCGA-A1-A0SQ-01 1166.3137 -0.707 30943.4191 -0.031 2453.6561 -0.007 86.3338 -0.707 137.9728 -0.009 ... 84739.9576 3.657 6263.6409 0.004 289.2587 -0.031 5585.0731 -0.059 14427.0298 -0.007

5 rows × 26 columns

In [89]:
Y.head()
Out[89]:
RB1 CDH1 PTEN BRCA2 CDKN2A TP53 CTNNB1 CCNE1 CCND1 CDH2 CDH3 ERBB2 ERBB3
TCGA-A1-A0SF-01 0.017184 0.705680 0.197730 0.108550 0.17550 -0.472550 0.06978 -0.75401 -0.202360 -0.222000 -0.114060 0.25604 0.461410
TCGA-A1-A0SH-01 -0.081896 0.018364 0.699160 -0.282430 0.68156 -0.035545 -0.11192 -0.77956 -0.014111 0.072251 -0.031553 0.68354 0.033670
TCGA-A1-A0SJ-01 -0.106090 0.114310 -0.110550 0.108220 -0.00989 -0.431850 -0.85672 -0.29589 0.290760 -0.225320 0.128230 0.36458 0.430620
TCGA-A1-A0SK-01 -0.060244 -0.963820 -0.081596 0.309150 1.23630 0.898470 -0.85965 0.92670 0.045974 0.389790 -0.224090 -1.04130 -0.056604
TCGA-A1-A0SQ-01 0.376500 0.425490 0.657440 0.003187 -0.34580 -0.020122 0.39368 -1.02750 0.362490 0.292880 -0.144850 0.31196 0.649260
In [90]:
perform_kFoldCV(num_folds, scenario, normalizeTechnique, X, Y, Z)

Fold:  1

Protein:  RB1
x_train_column_count:  3
x_train columns:  ['mRNA_RB1', 'DNA_RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017832262764705176
		RMSE:  0.22609122586734381
		NRMSE:  0.08562439911658541
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0064622508272080825
		RMSE:  0.2813710133086082
		NRMSE:  0.13900150344012696
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  LinearRegression
		Pearson Correlation:  0.20326920373261578
		Spearman Correlation:  0.27022625031888176
		Coefficient of Determination:  0.041318369186091775
		RMSE:  0.21942333176816547
		NRMSE:  0.08309915991977483
		MAPE:  175.04108593233795
		Pearson Correlation:  0.28574808792465595
		Spearman Correlation:  0.3606135986733002
		Coefficient of Determination:  0.025424795321117077
		RMSE:  0.2768778973741515
		NRMSE:  0.13678183673503086
		MAPE:  108.76525992318042

	Predictor:  ElasticNet
		Pearson Correlation:  0.19391279737668243
		Spearman Correlation:  0.25847504910702246
		Coefficient of Determination:  0.037602166880939536
		RMSE:  0.21984820316169457
		NRMSE:  0.08326006557913067
		MAPE:  189.5233272234876
		Pearson Correlation:  0.2796279815287011
		Spearman Correlation:  0.34967808018729885
		Coefficient of Determination:  0.021248651856464407
		RMSE:  0.2774704867247404
		NRMSE:  0.137074584767907
		MAPE:  131.60775066232006

	Predictor:  RandomForests
		Pearson Correlation:  0.3348986575549158
		Spearman Correlation:  0.38614644335891535
		Coefficient of Determination:  0.09768274559867507
		RMSE:  0.21287528052354343
		NRMSE:  0.08061930714771574
		MAPE:  146.763266226592
		Pearson Correlation:  0.2869222160124117
		Spearman Correlation:  0.28979434635880885
		Coefficient of Determination:  0.03053291756937415
		RMSE:  0.27615133247182777
		NRMSE:  0.13642290276886904
		MAPE:  107.41717975855947

Protein:  CDH1
x_train_column_count:  3
x_train columns:  ['mRNA_CDH1', 'DNA_CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12177449909053428
		RMSE:  1.1951653206606205
		NRMSE:  0.20089175544360185
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11829904064371455
		RMSE:  1.227018913081223
		NRMSE:  0.19873326310796913
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  LinearRegression
		Pearson Correlation:  0.6326631043068565
		Spearman Correlation:  0.5680069879672683
		Coefficient of Determination:  0.40026260355118837
		RMSE:  0.873887981234962
		NRMSE:  0.14688921070293345
		MAPE:  487.7812518158747
		Pearson Correlation:  0.6607881864892997
		Spearman Correlation:  0.6431567651936396
		Coefficient of Determination:  0.4336632177510208
		RMSE:  0.8731918333158549
		NRMSE:  0.1414259067273258
		MAPE:  291.6497472424512

	Predictor:  ElasticNet
		Pearson Correlation:  0.6018194521027365
		Spearman Correlation:  0.5718909140617032
		Coefficient of Determination:  0.3573483901954706
		RMSE:  0.9046133681078262
		NRMSE:  0.15205374886252604
		MAPE:  594.3537229476527
		Pearson Correlation:  0.6200554377041049
		Spearman Correlation:  0.6519949273241635
		Coefficient of Determination:  0.38328692075446924
		RMSE:  0.9112003130594419
		NRMSE:  0.147581923659655
		MAPE:  333.62176588831176

	Predictor:  RandomForests
		Pearson Correlation:  0.7213244570400039
		Spearman Correlation:  0.5942373412705858
		Coefficient of Determination:  0.5194569362550763
		RMSE:  0.7822424099770637
		NRMSE:  0.13148478139899883
		MAPE:  300.2007646708796
		Pearson Correlation:  0.7465998349399987
		Spearman Correlation:  0.6562231643594731
		Coefficient of Determination:  0.5540542904091961
		RMSE:  0.7748422182042797
		NRMSE:  0.12549677985881244
		MAPE:  150.95901062986337

Protein:  CDH2
x_train_column_count:  3
x_train columns:  ['mRNA_CDH2', 'DNA_CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004084060130477685
		RMSE:  0.37195168053170635
		NRMSE:  0.13741024893390016
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006474841096328898
		RMSE:  0.3763274359057868
		NRMSE:  0.1942134674644098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  LinearRegression
		Pearson Correlation:  0.16137180773813012
		Spearman Correlation:  0.027332008895292137
		Coefficient of Determination:  0.026040860332672167
		RMSE:  0.3663294699731344
		NRMSE:  0.13533323357720706
		MAPE:  299.1399131770609
		Pearson Correlation:  0.04697464071038721
		Spearman Correlation:  0.09022534386889086
		Coefficient of Determination:  -0.0002842825448872155
		RMSE:  0.3751683058926436
		NRMSE:  0.193615268562029
		MAPE:  106.76505249316418

	Predictor:  ElasticNet
		Pearson Correlation:  0.15002477351668805
		Spearman Correlation:  0.021027718948557195
		Coefficient of Determination:  0.022507432249068038
		RMSE:  0.36699337204107935
		NRMSE:  0.13557849916733325
		MAPE:  373.6898428330703
		Pearson Correlation:  0.10564670001853971
		Spearman Correlation:  0.11871524729294705
		Coefficient of Determination:  0.008639812591772711
		RMSE:  0.3734910134274733
		NRMSE:  0.19274965857845555
		MAPE:  104.1873778445509

	Predictor:  RandomForests
		Pearson Correlation:  0.26964138016702527
		Spearman Correlation:  0.2051651401310723
		Coefficient of Determination:  0.06625247938190704
		RMSE:  0.358687481531217
		NRMSE:  0.13251005091903822
		MAPE:  443.56812591659616
		Pearson Correlation:  -0.05647083983751969
		Spearman Correlation:  -0.05307111869844098
		Coefficient of Determination:  -0.08421939044811344
		RMSE:  0.39059169499782953
		NRMSE:  0.2015749058150537
		MAPE:  103.7231118172311

Protein:  CDH3
x_train_column_count:  3
x_train columns:  ['mRNA_CDH3', 'DNA_CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003025178489952651
		RMSE:  0.20883135309817671
		NRMSE:  0.14651130458142275
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.766266116724594e-05
		RMSE:  0.2045852237570374
		NRMSE:  0.1565890990172577
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  LinearRegression
		Pearson Correlation:  0.2486019609306757
		Spearman Correlation:  0.3066728575457907
		Coefficient of Determination:  0.06180293497857714
		RMSE:  0.20224465673949088
		NRMSE:  0.14189022895232845
		MAPE:  291.81531176067864
		Pearson Correlation:  0.4203322928136429
		Spearman Correlation:  0.4547702663154814
		Coefficient of Determination:  0.16065258119904446
		RMSE:  0.1874272020959975
		NRMSE:  0.14345638540539107
		MAPE:  198.92792755838983

	Predictor:  ElasticNet
		Pearson Correlation:  0.24821600086503437
		Spearman Correlation:  0.3061115403229242
		Coefficient of Determination:  0.06161118266330978
		RMSE:  0.20226532345295767
		NRMSE:  0.14190472824616776
		MAPE:  292.6085090187212
		Pearson Correlation:  0.42292751331407674
		Spearman Correlation:  0.4640717978733782
		Coefficient of Determination:  0.16216875583511714
		RMSE:  0.1872578438481901
		NRMSE:  0.14332675895951053
		MAPE:  198.4467027602953

	Predictor:  RandomForests
		Pearson Correlation:  0.3548257336896427
		Spearman Correlation:  0.3370143915831307
		Coefficient of Determination:  0.12258981740292196
		RMSE:  0.1955831140241697
		NRMSE:  0.13721664283000062
		MAPE:  380.73704270156037
		Pearson Correlation:  0.43990580328478923
		Spearman Correlation:  0.42447989187064034
		Coefficient of Determination:  0.17332189507293716
		RMSE:  0.1860072877259621
		NRMSE:  0.1423695859396117
		MAPE:  336.93805668472237

Protein:  PTEN
x_train_column_count:  3
x_train columns:  ['mRNA_PTEN', 'DNA_PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.042477457330321045
		RMSE:  0.639641264822803
		NRMSE:  0.10001427016227082
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.028094267476815427
		RMSE:  0.5035947533045023
		NRMSE:  0.16597282753427667
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.458230587102
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389449
		RMSE:  0.49877990548911916
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809618

	Predictor:  LinearRegression
		Pearson Correlation:  0.42885144279730697
		Spearman Correlation:  0.4454106128203037
		Coefficient of Determination:  0.1839135599893319
		RMSE:  0.5659410783727593
		NRMSE:  0.08849051338796955
		MAPE:  339.9310458756512
		Pearson Correlation:  0.34678748200463677
		Spearman Correlation:  0.39748804994634673
		Coefficient of Determination:  0.09877971822917597
		RMSE:  0.47149838163444774
		NRMSE:  0.15539462844718466
		MAPE:  168.93293793562782

	Predictor:  ElasticNet
		Pearson Correlation:  0.40944501177935366
		Spearman Correlation:  0.43682645421725247
		Coefficient of Determination:  0.1676021426166654
		RMSE:  0.5715689314066392
		NRMSE:  0.08937048415395812
		MAPE:  416.5781177242633
		Pearson Correlation:  0.38018229778744417
		Spearman Correlation:  0.40467759243000684
		Coefficient of Determination:  0.13733496655092126
		RMSE:  0.4613025183328284
		NRMSE:  0.15203431492084515
		MAPE:  164.83341142081525

	Predictor:  RandomForests
		Pearson Correlation:  0.46759723416089666
		Spearman Correlation:  0.4757615738607167
		Coefficient of Determination:  0.21166443514138855
		RMSE:  0.5562354924047878
		NRMSE:  0.08697294854269216
		MAPE:  403.3882700763433
		Pearson Correlation:  0.38448427659488543
		Spearman Correlation:  0.3978438785411829
		Coefficient of Determination:  0.13860303021093945
		RMSE:  0.4609633507189638
		NRMSE:  0.15192253335935793
		MAPE:  189.95741758230454

Protein:  BRCA2
x_train_column_count:  3
x_train columns:  ['mRNA_BRCA2', 'DNA_BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026562361008646285
		RMSE:  0.19787350383771835
		NRMSE:  0.12800221484333532
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00017758204834872338
		RMSE:  0.18475106890837595
		NRMSE:  0.18489898809885505
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  LinearRegression
		Pearson Correlation:  0.032629391273553465
		Spearman Correlation:  0.0006863514914322238
		Coefficient of Determination:  0.0010646771748825667
		RMSE:  0.19750600275601585
		NRMSE:  0.12776448239557
		MAPE:  120.4199457443768
		Pearson Correlation:  -0.07897401064425708
		Spearman Correlation:  -0.04044488396852578
		Coefficient of Determination:  -0.012446345698319261
		RMSE:  0.18588074751809686
		NRMSE:  0.1860295711750369
		MAPE:  104.18226869116702

	Predictor:  ElasticNet
		Pearson Correlation:  0.001680113662234027
		Spearman Correlation:  -0.003365850045682841
		Coefficient of Determination:  2.7358727012760653e-06
		RMSE:  0.19761095653249758
		NRMSE:  0.12783237585065763
		MAPE:  122.61315173587421
		Pearson Correlation:  -0.08404684070019271
		Spearman Correlation:  -0.06737887447433855
		Coefficient of Determination:  -0.004996483180788047
		RMSE:  0.18519560363587143
		NRMSE:  0.18534387873886254
		MAPE:  104.29990341904134

	Predictor:  RandomForests
		Pearson Correlation:  0.3526298068096239
		Spearman Correlation:  0.30056414048310715
		Coefficient of Determination:  0.061867523999622365
		RMSE:  0.19140077841881065
		NRMSE:  0.12381507925608441
		MAPE:  109.76619135322115
		Pearson Correlation:  0.014952071204442526
		Spearman Correlation:  0.04350164265855809
		Coefficient of Determination:  -0.006703565908442455
		RMSE:  0.18535282313120657
		NRMSE:  0.185501224110495
		MAPE:  109.7197777560378

Protein:  CDKN2A
x_train_column_count:  3
x_train columns:  ['mRNA_CDKN2A', 'DNA_CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.062199248812668806
		RMSE:  0.6624014175436462
		NRMSE:  0.14974599695798488
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10057809021042674
		RMSE:  0.783524323220729
		NRMSE:  0.21159176970584093
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6427147371513342
		NRMSE:  0.145295521001771
		MAPE:  207.86247046219444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010510594090658465
		RMSE:  0.7507796405829533
		NRMSE:  0.20274902527219912
		MAPE:  439.74244050751946

	Predictor:  LinearRegression
		Pearson Correlation:  0.48942788112969776
		Spearman Correlation:  0.42242544253713993
		Coefficient of Determination:  0.2395396508271055
		RMSE:  0.5604753869810942
		NRMSE:  0.12670405492960193
		MAPE:  162.73729111704765
		Pearson Correlation:  0.5966058458325868
		Spearman Correlation:  0.5205931128670374
		Coefficient of Determination:  0.3539384198584187
		RMSE:  0.6003147429436974
		NRMSE:  0.16211578259349105
		MAPE:  197.61558547102786

	Predictor:  ElasticNet
		Pearson Correlation:  0.48586456790755905
		Spearman Correlation:  0.46567371986341716
		Coefficient of Determination:  0.23604565791967136
		RMSE:  0.5617614848003774
		NRMSE:  0.12699479706123595
		MAPE:  157.60310907304762
		Pearson Correlation:  0.5981316130490857
		Spearman Correlation:  0.5277046141839821
		Coefficient of Determination:  0.3539966077520408
		RMSE:  0.6002877084952544
		NRMSE:  0.16210848190528068
		MAPE:  164.35532129341973

	Predictor:  RandomForests
		Pearson Correlation:  0.6041616553068031
		Spearman Correlation:  0.5147207277671445
		Coefficient of Determination:  0.36449417393181927
		RMSE:  0.5123633143972541
		NRMSE:  0.11582758322533154
		MAPE:  223.198255146617
		Pearson Correlation:  0.6756320582291276
		Spearman Correlation:  0.5195553010106929
		Coefficient of Determination:  0.4427695893058061
		RMSE:  0.5575187226724603
		NRMSE:  0.15055866126720505
		MAPE:  518.4283627487548

Protein:  TP53
x_train_column_count:  3
x_train columns:  ['mRNA_TP53', 'DNA_TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05546789854165435
		RMSE:  0.4652085657713222
		NRMSE:  0.11180210665016156
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04275496084346875
		RMSE:  0.4295356456720749
		NRMSE:  0.1544592202783541
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  LinearRegression
		Pearson Correlation:  0.5092263411661888
		Spearman Correlation:  0.41848196334947646
		Coefficient of Determination:  0.2593114665375037
		RMSE:  0.38971130016880456
		NRMSE:  0.09365808703888599
		MAPE:  696.503448133638
		Pearson Correlation:  0.5069920231554165
		Spearman Correlation:  0.4382743147010049
		Coefficient of Determination:  0.25050832377948373
		RMSE:  0.36415936653942377
		NRMSE:  0.13095018394743566
		MAPE:  506.33935148156775

	Predictor:  ElasticNet
		Pearson Correlation:  0.48827417549762475
		Spearman Correlation:  0.3860968616857523
		Coefficient of Determination:  0.23297442599806029
		RMSE:  0.39657936253537995
		NRMSE:  0.09530866679533286
		MAPE:  661.6901488411332
		Pearson Correlation:  0.4648562802125833
		Spearman Correlation:  0.40597014925373137
		Coefficient of Determination:  0.21485871540455392
		RMSE:  0.3727193885928684
		NRMSE:  0.13402833204821044
		MAPE:  624.0515648419995

	Predictor:  RandomForests
		Pearson Correlation:  0.5575018974670611
		Spearman Correlation:  0.4600966741532721
		Coefficient of Determination:  0.2999583480114416
		RMSE:  0.37886730497131715
		NRMSE:  0.09105198389120817
		MAPE:  660.8947648925017
		Pearson Correlation:  0.5115748976089421
		Spearman Correlation:  0.4910781963197371
		Coefficient of Determination:  0.25968208191413633
		RMSE:  0.3619238543568273
		NRMSE:  0.13014630312374673
		MAPE:  341.63644096631134

Protein:  CTNNB1
x_train_column_count:  3
x_train columns:  ['mRNA_CTNNB1', 'DNA_CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.41897644861846284
		RMSE:  0.8782004120680554
		NRMSE:  0.17699587078381512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5843844136424388
		RMSE:  0.9452480588674593
		NRMSE:  0.23451795238114906
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  LinearRegression
		Pearson Correlation:  0.09332202022972683
		Spearman Correlation:  0.15755303042235122
		Coefficient of Determination:  0.008708999459757338
		RMSE:  0.7340178555617521
		NRMSE:  0.1479367667456219
		MAPE:  627.6931224228314
		Pearson Correlation:  0.021845495544680037
		Spearman Correlation:  -0.017788508438201154
		Coefficient of Determination:  -0.018418053434899218
		RMSE:  0.7578418041543133
		NRMSE:  0.18802208211043353
		MAPE:  283.27296609436735

	Predictor:  ElasticNet
		Pearson Correlation:  0.08898105342822928
		Spearman Correlation:  0.14590811000321963
		Coefficient of Determination:  0.007917627859243881
		RMSE:  0.7343107892201228
		NRMSE:  0.14799580571580767
		MAPE:  635.7839649126599
		Pearson Correlation:  -0.0024019468238157377
		Spearman Correlation:  -0.034040581406692035
		Coefficient of Determination:  -0.022319025688373184
		RMSE:  0.7592918443713178
		NRMSE:  0.1883818400167017
		MAPE:  284.0572113694304

	Predictor:  RandomForests
		Pearson Correlation:  0.3432577291833069
		Spearman Correlation:  0.32369182703566096
		Coefficient of Determination:  0.08676744814662607
		RMSE:  0.7045255287599905
		NRMSE:  0.14199277037305572
		MAPE:  604.0103210011451
		Pearson Correlation:  -0.045339634803406755
		Spearman Correlation:  -0.039027616132749444
		Coefficient of Determination:  -0.060222504170715396
		RMSE:  0.7732394845051255
		NRMSE:  0.19184227770186213
		MAPE:  379.12560157773413

Protein:  CCNE1
x_train_column_count:  3
x_train columns:  ['mRNA_CCNE1', 'DNA_CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.7135069779129597
		RMSE:  0.7967382438332794
		NRMSE:  0.19227700939577658
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.179220592822603
		RMSE:  0.7927883268238614
		NRMSE:  0.2823823069719898
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.48367116033059243
		NRMSE:  0.11672446372338549
		MAPE:  119.9663870203584
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008650225247206267
		RMSE:  0.5393577763958428
		NRMSE:  0.19211318838676503
		MAPE:  85.21064296831354

	Predictor:  LinearRegression
		Pearson Correlation:  0.7228799688694011
		Spearman Correlation:  0.7012303297288327
		Coefficient of Determination:  0.5225554493926261
		RMSE:  0.3342040150181911
		NRMSE:  0.08065352583878926
		MAPE:  92.66847666958512
		Pearson Correlation:  0.7574252905876397
		Spearman Correlation:  0.6898839137645107
		Coefficient of Determination:  0.5203118095417643
		RMSE:  0.3719513703680664
		NRMSE:  0.13248490485060246
		MAPE:  53.054619079398535

	Predictor:  ElasticNet
		Pearson Correlation:  0.7219395993512734
		Spearman Correlation:  0.7131090453751777
		Coefficient of Determination:  0.5211967831854369
		RMSE:  0.33467920016928354
		NRMSE:  0.08076820237210308
		MAPE:  91.95910751284202
		Pearson Correlation:  0.7713064884061223
		Spearman Correlation:  0.7106623744024974
		Coefficient of Determination:  0.5218168547808681
		RMSE:  0.371367404113164
		NRMSE:  0.13227690262267638
		MAPE:  54.38379352439229

	Predictor:  RandomForests
		Pearson Correlation:  0.8583409435301661
		Spearman Correlation:  0.7205259681179281
		Coefficient of Determination:  0.7312774662682309
		RMSE:  0.2507276530885667
		NRMSE:  0.06050815770653443
		MAPE:  54.067381214004286
		Pearson Correlation:  0.8219395862432949
		Spearman Correlation:  0.7051977409418355
		Coefficient of Determination:  0.6753801857024391
		RMSE:  0.30598079049312005
		NRMSE:  0.10898692448552806
		MAPE:  49.012415037783356

Protein:  CCND1
x_train_column_count:  3
x_train columns:  ['mRNA_CCND1', 'DNA_CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.46307157054532877
		RMSE:  0.2889602070536637
		NRMSE:  0.17371452011738692
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5143850316766378
		RMSE:  0.2891269997261264
		NRMSE:  0.20591917819933792
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  LinearRegression
		Pearson Correlation:  0.4047788713220998
		Spearman Correlation:  0.3765251379701422
		Coefficient of Determination:  0.16384593466879294
		RMSE:  0.21844816801096514
		NRMSE:  0.13132472136379578
		MAPE:  343.5497360598718
		Pearson Correlation:  0.47623888184594454
		Spearman Correlation:  0.46304750756023805
		Coefficient of Determination:  0.10601865621769091
		RMSE:  0.22214406935133277
		NRMSE:  0.15821325661738134
		MAPE:  1127.5581988167357

	Predictor:  ElasticNet
		Pearson Correlation:  0.4014769912379663
		Spearman Correlation:  0.3731637827526827
		Coefficient of Determination:  0.16118377448506616
		RMSE:  0.2187956409782004
		NRMSE:  0.1315336120632194
		MAPE:  347.3103752911429
		Pearson Correlation:  0.4722252539569458
		Spearman Correlation:  0.4734221051604722
		Coefficient of Determination:  0.0852166238226677
		RMSE:  0.22471373966489103
		NRMSE:  0.16004340184668325
		MAPE:  1097.9036461892458

	Predictor:  RandomForests
		Pearson Correlation:  0.4690056136004898
		Spearman Correlation:  0.4039306298985853
		Coefficient of Determination:  0.21318648384576055
		RMSE:  0.21190497841461634
		NRMSE:  0.1273911449992283
		MAPE:  314.873635695826
		Pearson Correlation:  0.511752113664257
		Spearman Correlation:  0.46486934141170444
		Coefficient of Determination:  0.26107166697014894
		RMSE:  0.201962926432947
		NRMSE:  0.14384004218630492
		MAPE:  1141.4580559848046

Protein:  ERBB2
x_train_column_count:  3
x_train columns:  ['mRNA_ERBB2', 'DNA_ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10512598969709641
		RMSE:  1.0713675802437574
		NRMSE:  0.18252510013182233
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.044647408489899565
		RMSE:  0.9270678870989714
		NRMSE:  0.17190207437399804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  LinearRegression
		Pearson Correlation:  0.8299714239121486
		Spearman Correlation:  0.6256632053976661
		Coefficient of Determination:  0.6888525645107597
		RMSE:  0.5684806897383323
		NRMSE:  0.09685004169520288
		MAPE:  291.2746898096902
		Pearson Correlation:  0.7921851259735397
		Spearman Correlation:  0.5722807530972589
		Coefficient of Determination:  0.6197226252175041
		RMSE:  0.5593413363459019
		NRMSE:  0.10371617584756201
		MAPE:  288.3182066562812

	Predictor:  ElasticNet
		Pearson Correlation:  0.8276022162080371
		Spearman Correlation:  0.6296819299207818
		Coefficient of Determination:  0.6845559617064145
		RMSE:  0.5723922779262873
		NRMSE:  0.09751644512092396
		MAPE:  288.5168509853102
		Pearson Correlation:  0.7962533435519986
		Spearman Correlation:  0.5935469710272169
		Coefficient of Determination:  0.6252878529078858
		RMSE:  0.5552333678982618
		NRMSE:  0.10295445353203446
		MAPE:  275.44010560736115

	Predictor:  RandomForests
		Pearson Correlation:  0.84260378140247
		Spearman Correlation:  0.6511641873981912
		Coefficient of Determination:  0.7085731918046572
		RMSE:  0.550170568575965
		NRMSE:  0.09373061120261088
		MAPE:  409.833532108463
		Pearson Correlation:  0.800573834774456
		Spearman Correlation:  0.6839862179333472
		Coefficient of Determination:  0.6316305147340051
		RMSE:  0.5505141620332454
		NRMSE:  0.10207939218120628
		MAPE:  293.3346995341213

Protein:  ERBB3
x_train_column_count:  3
x_train columns:  ['mRNA_ERBB3', 'DNA_ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20107865915633893
		RMSE:  0.5031866190144979
		NRMSE:  0.13579562619977975
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27170508071542576
		RMSE:  0.5249654097328843
		NRMSE:  0.21064675210776365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  LinearRegression
		Pearson Correlation:  0.406476224875317
		Spearman Correlation:  0.44252263799339286
		Coefficient of Determination:  0.16522292138888917
		RMSE:  0.4194967651461704
		NRMSE:  0.11321013667528557
		MAPE:  201.6235274916139
		Pearson Correlation:  0.4080554527103394
		Spearman Correlation:  0.45286368752312417
		Coefficient of Determination:  0.1632265636637812
		RMSE:  0.4258350723995506
		NRMSE:  0.17086987689375904
		MAPE:  198.80322557353688

	Predictor:  ElasticNet
		Pearson Correlation:  0.40021079138717147
		Spearman Correlation:  0.4461608353851102
		Coefficient of Determination:  0.16016867751350838
		RMSE:  0.42076479189714844
		NRMSE:  0.1135523407009498
		MAPE:  200.2441254891731
		Pearson Correlation:  0.4241326159508129
		Spearman Correlation:  0.47324952839944506
		Coefficient of Determination:  0.1757020601130055
		RMSE:  0.42264875350148234
		NRMSE:  0.1695913398423385
		MAPE:  193.8899861081272

	Predictor:  RandomForests
		Pearson Correlation:  0.48996065959677
		Spearman Correlation:  0.4663514535695274
		Coefficient of Determination:  0.23831379250766205
		RMSE:  0.4007111288442711
		NRMSE:  0.1081404326156388
		MAPE:  241.91682788049184
		Pearson Correlation:  0.4307955532871659
		Spearman Correlation:  0.47561773636705074
		Coefficient of Determination:  0.17680156289238458
		RMSE:  0.42236678109616
		NRMSE:  0.16947819606131226
		MAPE:  271.2299089364279


Fold:  2

Protein:  RB1
x_train_column_count:  3
x_train columns:  ['mRNA_RB1', 'DNA_RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.012372001566697044
		RMSE:  0.23649063304821735
		NRMSE:  0.08648721220312221
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0009378943328373079
		RMSE:  0.2450188572791325
		NRMSE:  0.14037816530069125
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  LinearRegression
		Pearson Correlation:  0.25982154799993096
		Spearman Correlation:  0.3307634998978648
		Coefficient of Determination:  0.06750723680508053
		RMSE:  0.2269690375258903
		NRMSE:  0.08300506053462928
		MAPE:  209.28102304154487
		Pearson Correlation:  0.053190262637052135
		Spearman Correlation:  0.10110720905277534
		Coefficient of Determination:  -0.05266995676771424
		RMSE:  0.2512708208520738
		NRMSE:  0.14396009032328827
		MAPE:  277.7602628080281

	Predictor:  ElasticNet
		Pearson Correlation:  0.24789230471088966
		Spearman Correlation:  0.3159366197816136
		Coefficient of Determination:  0.0614505891752305
		RMSE:  0.22770493950541615
		NRMSE:  0.08327418794083388
		MAPE:  202.68623360781214
		Pearson Correlation:  0.05322314385144897
		Spearman Correlation:  0.10746268656716418
		Coefficient of Determination:  -0.04575272809607256
		RMSE:  0.25044389383155213
		NRMSE:  0.14348632067442343
		MAPE:  328.60979867665503

	Predictor:  RandomForests
		Pearson Correlation:  0.3593880562044696
		Spearman Correlation:  0.41281497651433136
		Coefficient of Determination:  0.11859992967643984
		RMSE:  0.22066345886362956
		NRMSE:  0.08069904142174868
		MAPE:  210.33895035749302
		Pearson Correlation:  0.11225072097267615
		Spearman Correlation:  0.10809789138175945
		Coefficient of Determination:  -0.01837941833127621
		RMSE:  0.24714438680480813
		NRMSE:  0.14159594069324755
		MAPE:  297.3746238915008

Protein:  CDH1
x_train_column_count:  3
x_train columns:  ['mRNA_CDH1', 'DNA_CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0848918633043636
		RMSE:  1.167193365558287
		NRMSE:  0.18724526599154356
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3357437347566168
		RMSE:  1.329821844339591
		NRMSE:  0.2361608674018098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  LinearRegression
		Pearson Correlation:  0.6321421347087325
		Spearman Correlation:  0.5495152531665776
		Coefficient of Determination:  0.3996036784741134
		RMSE:  0.8682975901687989
		NRMSE:  0.13929535416199548
		MAPE:  415.0167837032383
		Pearson Correlation:  0.6470288848328499
		Spearman Correlation:  0.697312457321237
		Coefficient of Determination:  0.39098114955052476
		RMSE:  0.8979398739929576
		NRMSE:  0.15946366080500046
		MAPE:  262.94226429191514

	Predictor:  ElasticNet
		Pearson Correlation:  0.5952777787913885
		Spearman Correlation:  0.5477853872007742
		Coefficient of Determination:  0.3481370097375044
		RMSE:  0.9047482392339897
		NRMSE:  0.1451428955216154
		MAPE:  545.2285125116503
		Pearson Correlation:  0.6576350535063045
		Spearman Correlation:  0.6881767632426106
		Coefficient of Determination:  0.3820427415970804
		RMSE:  0.9045052845916907
		NRMSE:  0.1606296012416428
		MAPE:  250.1130327984529

	Predictor:  RandomForests
		Pearson Correlation:  0.7478990504872847
		Spearman Correlation:  0.6003377168530657
		Coefficient of Determination:  0.557901737723171
		RMSE:  0.7450904350251761
		NRMSE:  0.1195300288802721
		MAPE:  197.808680347168
		Pearson Correlation:  0.6516125561974146
		Spearman Correlation:  0.7058225540220889
		Coefficient of Determination:  0.38812580542004294
		RMSE:  0.9000423780210769
		NRMSE:  0.1598370410266519
		MAPE:  245.9722700826954

Protein:  CDH2
x_train_column_count:  3
x_train columns:  ['mRNA_CDH2', 'DNA_CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0042702958885580955
		RMSE:  0.36888339320753855
		NRMSE:  0.13366308906715652
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005559500410650786
		RMSE:  0.3881548727768219
		NRMSE:  0.20448899349205915
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  LinearRegression
		Pearson Correlation:  0.14938620447186002
		Spearman Correlation:  0.04481920699168721
		Coefficient of Determination:  0.022316238086508178
		RMSE:  0.3639678275852451
		NRMSE:  0.13188195796262234
		MAPE:  343.8512107378153
		Pearson Correlation:  0.13149888837385415
		Spearman Correlation:  0.05064871719832212
		Coefficient of Determination:  0.016700069717749066
		RMSE:  0.3838346346330534
		NRMSE:  0.2022129917937031
		MAPE:  121.20230431889176

	Predictor:  ElasticNet
		Pearson Correlation:  0.1470313787581837
		Spearman Correlation:  0.03346468965108404
		Coefficient of Determination:  0.021618225886850806
		RMSE:  0.36409773086526487
		NRMSE:  0.1319290277792829
		MAPE:  381.9573351533159
		Pearson Correlation:  0.11717867760285976
		Spearman Correlation:  0.063681592039801
		Coefficient of Determination:  0.012876554839764243
		RMSE:  0.3845801719240886
		NRMSE:  0.2026057581376213
		MAPE:  121.674712278187

	Predictor:  RandomForests
		Pearson Correlation:  0.23269711502162294
		Spearman Correlation:  0.1783552138486899
		Coefficient of Determination:  0.046284439956497114
		RMSE:  0.35947875554582365
		NRMSE:  0.1302553647169446
		MAPE:  407.5716373044224
		Pearson Correlation:  0.19590961313749478
		Spearman Correlation:  0.1023977451092562
		Coefficient of Determination:  0.037813287597198486
		RMSE:  0.37969146366717804
		NRMSE:  0.20003027319322192
		MAPE:  125.00119717504997

Protein:  CDH3
x_train_column_count:  3
x_train columns:  ['mRNA_CDH3', 'DNA_CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032535082492379797
		RMSE:  0.20804431995898212
		NRMSE:  0.15657381105189322
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10171995354262497
		RMSE:  0.2077503373255318
		NRMSE:  0.17094572313464315
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  LinearRegression
		Pearson Correlation:  0.3353915674508605
		Spearman Correlation:  0.350065975213623
		Coefficient of Determination:  0.11248750351714532
		RMSE:  0.19567608833236516
		NRMSE:  0.14726550038936814
		MAPE:  272.2177230869883
		Pearson Correlation:  0.08053707455148887
		Spearman Correlation:  0.16048190420446787
		Coefficient of Determination:  -0.20288164561325783
		RMSE:  0.21707888346885532
		NRMSE:  0.17862164360146082
		MAPE:  646.4624885962169

	Predictor:  ElasticNet
		Pearson Correlation:  0.33037645723903114
		Spearman Correlation:  0.3550272027884919
		Coefficient of Determination:  0.1091486031387211
		RMSE:  0.19604381816019675
		NRMSE:  0.1475422532494914
		MAPE:  270.98648892029274
		Pearson Correlation:  0.10770672491069783
		Spearman Correlation:  0.25419471271095506
		Coefficient of Determination:  -0.181127467183138
		RMSE:  0.21510698575542458
		NRMSE:  0.17699908315265747
		MAPE:  624.4458908770081

	Predictor:  RandomForests
		Pearson Correlation:  0.42423575986792816
		Spearman Correlation:  0.3900920743897405
		Coefficient of Determination:  0.17872988250879573
		RMSE:  0.18823203180742976
		NRMSE:  0.14166311576274318
		MAPE:  417.9297769450251
		Pearson Correlation:  0.13033387649362008
		Spearman Correlation:  0.22635278212279497
		Coefficient of Determination:  -0.22105868202915246
		RMSE:  0.21871289945196223
		NRMSE:  0.17996618073888115
		MAPE:  756.7517940538664

Protein:  PTEN
x_train_column_count:  3
x_train columns:  ['mRNA_PTEN', 'DNA_PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.03862384422015608
		RMSE:  0.6356813050691055
		NRMSE:  0.09939509109047072
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04557869434051831
		RMSE:  0.5231599683741948
		NRMSE:  0.17546282813730707
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  LinearRegression
		Pearson Correlation:  0.430308333743975
		Spearman Correlation:  0.4633292902892238
		Coefficient of Determination:  0.18516526208951634
		RMSE:  0.5630475366114667
		NRMSE:  0.08803807937009876
		MAPE:  291.9436706305026
		Pearson Correlation:  0.39376710515770297
		Spearman Correlation:  0.34454687347575846
		Coefficient of Determination:  0.09129103759274892
		RMSE:  0.48771773476180375
		NRMSE:  0.16357584342695325
		MAPE:  582.5515737502983

	Predictor:  ElasticNet
		Pearson Correlation:  0.4151746368356307
		Spearman Correlation:  0.45374578789299946
		Coefficient of Determination:  0.1723647813852327
		RMSE:  0.5674528433819718
		NRMSE:  0.08872689287498581
		MAPE:  335.60138644356726
		Pearson Correlation:  0.36674435243085834
		Spearman Correlation:  0.325480440932592
		Coefficient of Determination:  0.08565880402805925
		RMSE:  0.4892268521049171
		NRMSE:  0.16408198688788475
		MAPE:  688.128824538588

	Predictor:  RandomForests
		Pearson Correlation:  0.4822582186220226
		Spearman Correlation:  0.4976141801724072
		Coefficient of Determination:  0.22618424042930263
		RMSE:  0.5486925710344498
		NRMSE:  0.0857935378054022
		MAPE:  279.1217603166806
		Pearson Correlation:  0.331205192778205
		Spearman Correlation:  0.32553763483158277
		Coefficient of Determination:  0.06697912535133244
		RMSE:  0.4941989547437926
		NRMSE:  0.16574958235302947
		MAPE:  614.5946555477958

Protein:  BRCA2
x_train_column_count:  3
x_train columns:  ['mRNA_BRCA2', 'DNA_BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004232193403179485
		RMSE:  0.1957372843548259
		NRMSE:  0.12609907189874434
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0041831029428383015
		RMSE:  0.19359139518213575
		NRMSE:  0.1310414025181481
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  LinearRegression
		Pearson Correlation:  0.04354041876643128
		Spearman Correlation:  0.06411070678083816
		Coefficient of Determination:  0.0018957680663561627
		RMSE:  0.19513916273414944
		NRMSE:  0.12571374632575258
		MAPE:  115.5200051763763
		Pearson Correlation:  -0.0806903642511729
		Spearman Correlation:  -0.14521997853867918
		Coefficient of Determination:  -0.02726013318850118
		RMSE:  0.19580321210540141
		NRMSE:  0.1325385743912338
		MAPE:  119.78626761553632

	Predictor:  ElasticNet
		Pearson Correlation:  0.040011582892672495
		Spearman Correlation:  0.057472501576392276
		Coefficient of Determination:  0.0016008465227753677
		RMSE:  0.19516799063136472
		NRMSE:  0.12573231801022047
		MAPE:  118.03800547130696
		Pearson Correlation:  -0.07561513606008484
		Spearman Correlation:  -0.13059701492537315
		Coefficient of Determination:  -0.024457586349982297
		RMSE:  0.1955359368375128
		NRMSE:  0.13235765660855245
		MAPE:  118.73387411095851

	Predictor:  RandomForests
		Pearson Correlation:  0.31837116622984524
		Spearman Correlation:  0.25297712500825525
		Coefficient of Determination:  0.05748979162848611
		RMSE:  0.18962671436720638
		NRMSE:  0.12216248308404341
		MAPE:  117.7479947447335
		Pearson Correlation:  0.10607787603541902
		Spearman Correlation:  0.06965814781536116
		Coefficient of Determination:  -0.0061726239368167235
		RMSE:  0.19378307514694146
		NRMSE:  0.13117115007949576
		MAPE:  109.48070301629664

Protein:  CDKN2A
x_train_column_count:  3
x_train columns:  ['mRNA_CDKN2A', 'DNA_CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07796029040511754
		RMSE:  0.688717064305458
		NRMSE:  0.155695052403178
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04182297654643197
		RMSE:  0.6873705418142212
		NRMSE:  0.18569552134596423
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6633450034781481
		NRMSE:  0.14995930902637006
		MAPE:  291.0442764508337
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00497373418246827
		RMSE:  0.6751049711753466
		NRMSE:  0.1823819351565125
		MAPE:  246.23249271843073

	Predictor:  LinearRegression
		Pearson Correlation:  0.5114269887242209
		Spearman Correlation:  0.421390017782988
		Coefficient of Determination:  0.2615575647955245
		RMSE:  0.570030095136938
		NRMSE:  0.1288640432094355
		MAPE:  165.43474584850844
		Pearson Correlation:  0.5556238442766468
		Spearman Correlation:  0.5176421812506098
		Coefficient of Determination:  0.2961056244704645
		RMSE:  0.5649990242763138
		NRMSE:  0.15263643404914462
		MAPE:  188.81134911787126

	Predictor:  ElasticNet
		Pearson Correlation:  0.5079592237508412
		Spearman Correlation:  0.4605769102608491
		Coefficient of Determination:  0.2580110529438223
		RMSE:  0.571397295138184
		NRMSE:  0.12917311973283235
		MAPE:  169.699839426674
		Pearson Correlation:  0.5649745098036628
		Spearman Correlation:  0.5502292459272268
		Coefficient of Determination:  0.297490086525957
		RMSE:  0.5644431136555621
		NRMSE:  0.15248625287863685
		MAPE:  178.1806753259505

	Predictor:  RandomForests
		Pearson Correlation:  0.6099109413701264
		Spearman Correlation:  0.4890325719324427
		Coefficient of Determination:  0.37084429209229297
		RMSE:  0.5261608528001954
		NRMSE:  0.11894672833733363
		MAPE:  258.92294088634793
		Pearson Correlation:  0.6814150338271348
		Spearman Correlation:  0.5686824725091613
		Coefficient of Determination:  0.44683974780220026
		RMSE:  0.500863556855956
		NRMSE:  0.1353100164404463
		MAPE:  210.33707010811864

Protein:  TP53
x_train_column_count:  3
x_train columns:  ['mRNA_TP53', 'DNA_TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056514421630322165
		RMSE:  0.4680116353271619
		NRMSE:  0.125354663272308
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.038787823290495904
		RMSE:  0.4172475009588805
		NRMSE:  0.13741067049526773
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941389
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  LinearRegression
		Pearson Correlation:  0.5089851407935634
		Spearman Correlation:  0.4318947211131587
		Coefficient of Determination:  0.2590658735486435
		RMSE:  0.39193020494550723
		NRMSE:  0.10497661843993766
		MAPE:  342.22466043688473
		Pearson Correlation:  0.5108069242821148
		Spearman Correlation:  0.4486684225929178
		Coefficient of Determination:  0.25353443402639964
		RMSE:  0.35370012110640336
		NRMSE:  0.11648283257250233
		MAPE:  1890.2813927619231

	Predictor:  ElasticNet
		Pearson Correlation:  0.48808735716447543
		Spearman Correlation:  0.4097229814069628
		Coefficient of Determination:  0.2305886921085285
		RMSE:  0.39939094825340093
		NRMSE:  0.10697494261507993
		MAPE:  359.24105898732586
		Pearson Correlation:  0.5197094728321634
		Spearman Correlation:  0.39179592234903915
		Coefficient of Determination:  0.2650082921630701
		RMSE:  0.3509712470758498
		NRMSE:  0.11558414196471259
		MAPE:  1769.3417049942798

	Predictor:  RandomForests
		Pearson Correlation:  0.5650362928773421
		Spearman Correlation:  0.49644063857988907
		Coefficient of Determination:  0.31189271803654317
		RMSE:  0.37770002396838825
		NRMSE:  0.10116513297666754
		MAPE:  417.0528880928532
		Pearson Correlation:  0.5339125318635124
		Spearman Correlation:  0.42117820261233396
		Coefficient of Determination:  0.27747543880771175
		RMSE:  0.3479818771870137
		NRMSE:  0.11459966316055117
		MAPE:  1960.7005380272312

Protein:  CTNNB1
x_train_column_count:  3
x_train columns:  ['mRNA_CTNNB1', 'DNA_CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3748966387166963
		RMSE:  0.8500866572002603
		NRMSE:  0.167208233123576
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8495839638322671
		RMSE:  1.0424819908687044
		NRMSE:  0.25944650229429445
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  LinearRegression
		Pearson Correlation:  0.10148571420360308
		Spearman Correlation:  0.1309787120425295
		Coefficient of Determination:  0.010299350187415568
		RMSE:  0.7212404940853105
		NRMSE:  0.14186477066980932
		MAPE:  590.4196344581454
		Pearson Correlation:  0.06390237276745706
		Spearman Correlation:  0.01468637206126232
		Coefficient of Determination:  -0.13222004207433025
		RMSE:  0.8156370677085635
		NRMSE:  0.2029907338564405
		MAPE:  176.65526040894872

	Predictor:  ElasticNet
		Pearson Correlation:  0.07553563609961043
		Spearman Correlation:  0.13031289610192956
		Coefficient of Determination:  0.005631842596171999
		RMSE:  0.7229392076134069
		NRMSE:  0.1421989000026371
		MAPE:  605.1796269038845
		Pearson Correlation:  0.1322671857591852
		Spearman Correlation:  0.13610379475173157
		Coefficient of Determination:  -0.1124252630552971
		RMSE:  0.8084756739194415
		NRMSE:  0.20120845024251302
		MAPE:  212.52463576364224

	Predictor:  RandomForests
		Pearson Correlation:  0.3190111485131608
		Spearman Correlation:  0.2990164726438582
		Coefficient of Determination:  0.07674871349886081
		RMSE:  0.6966074828316737
		NRMSE:  0.13701956782684377
		MAPE:  629.8261580498948
		Pearson Correlation:  0.02184443404140938
		Spearman Correlation:  0.08434478568208267
		Coefficient of Determination:  -0.15739411147330018
		RMSE:  0.8246547592367274
		NRMSE:  0.20523500142772141
		MAPE:  562.1596295599475

Protein:  CCNE1
x_train_column_count:  3
x_train columns:  ['mRNA_CCNE1', 'DNA_CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4791855590206433
		RMSE:  0.8074207285197392
		NRMSE:  0.19485501569122746
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.202859557398884
		RMSE:  0.7485643095226329
		NRMSE:  0.4068306401244751
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5127968844139411
		NRMSE:  0.12375338089483821
		MAPE:  119.54577818111471
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.708057571667368e-05
		RMSE:  0.41828317133084
		NRMSE:  0.22732904598983691
		MAPE:  82.35330275987332

	Predictor:  LinearRegression
		Pearson Correlation:  0.7307115117358941
		Spearman Correlation:  0.6957595752060368
		Coefficient of Determination:  0.533939313383356
		RMSE:  0.3500794461341022
		NRMSE:  0.08448474699763549
		MAPE:  91.5157175625092
		Pearson Correlation:  0.7731113386348979
		Spearman Correlation:  0.7420446785679446
		Coefficient of Determination:  0.46307922624261333
		RMSE:  0.30648926848844626
		NRMSE:  0.16657115989132892
		MAPE:  56.197328942013044

	Predictor:  ElasticNet
		Pearson Correlation:  0.7299247116090841
		Spearman Correlation:  0.7061567494715154
		Coefficient of Determination:  0.5327900830485114
		RMSE:  0.35051080005511764
		NRMSE:  0.08458884573089694
		MAPE:  90.83745445923547
		Pearson Correlation:  0.77702707025648
		Spearman Correlation:  0.7531411569602966
		Coefficient of Determination:  0.46746331306349276
		RMSE:  0.30523542458603403
		NRMSE:  0.16588971928436244
		MAPE:  56.09733643316592

	Predictor:  RandomForests
		Pearson Correlation:  0.8576015896223816
		Spearman Correlation:  0.7101682702645096
		Coefficient of Determination:  0.7315699874654313
		RMSE:  0.26568125478367666
		NRMSE:  0.06411691357571173
		MAPE:  67.82534859215743
		Pearson Correlation:  0.8352160796597063
		Spearman Correlation:  0.7370836679134409
		Coefficient of Determination:  0.6942453932120536
		RMSE:  0.23128457717338924
		NRMSE:  0.12569882291392304
		MAPE:  40.51900629093152

Protein:  CCND1
x_train_column_count:  3
x_train columns:  ['mRNA_CCND1', 'DNA_CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.45856423758787734
		RMSE:  0.28833360256132
		NRMSE:  0.17333782361719832
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5341468996847767
		RMSE:  0.29160473760802996
		NRMSE:  0.22560247695118987
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  LinearRegression
		Pearson Correlation:  0.43827829198653606
		Spearman Correlation:  0.3720896586378001
		Coefficient of Determination:  0.19208786122663546
		RMSE:  0.21459250255865517
		NRMSE:  0.12900680679482943
		MAPE:  557.5215311736496
		Pearson Correlation:  0.26793008590807127
		Spearman Correlation:  0.3661593990830163
		Coefficient of Determination:  0.05985053919515282
		RMSE:  0.2282756314682824
		NRMSE:  0.17660737719586123
		MAPE:  329.67643302543075

	Predictor:  ElasticNet
		Pearson Correlation:  0.43264797699106744
		Spearman Correlation:  0.38342174166772586
		Coefficient of Determination:  0.18713818508732305
		RMSE:  0.21524884962060964
		NRMSE:  0.12940138366775056
		MAPE:  547.1756552544041
		Pearson Correlation:  0.28314917185542177
		Spearman Correlation:  0.3785679445907717
		Coefficient of Determination:  0.07485180568157412
		RMSE:  0.22644709566018398
		NRMSE:  0.17519271496888655
		MAPE:  340.0622648598379

	Predictor:  RandomForests
		Pearson Correlation:  0.5040707623731179
		Spearman Correlation:  0.41626162506331177
		Coefficient of Determination:  0.24934033281191292
		RMSE:  0.206849282485278
		NRMSE:  0.12435180681083431
		MAPE:  488.9863622367476
		Pearson Correlation:  0.32093332535895036
		Spearman Correlation:  0.3843632172233007
		Coefficient of Determination:  0.09288217954551525
		RMSE:  0.22422960484198548
		NRMSE:  0.17347713440148657
		MAPE:  339.17834391246726

Protein:  ERBB2
x_train_column_count:  3
x_train columns:  ['mRNA_ERBB2', 'DNA_ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10787728881134795
		RMSE:  1.034673205097243
		NRMSE:  0.18568153277771168
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04400358650048397
		RMSE:  1.0802115255265201
		NRMSE:  0.18403181176661842
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  LinearRegression
		Pearson Correlation:  0.8201830410950421
		Spearman Correlation:  0.6324311838599934
		Coefficient of Determination:  0.6727002208999119
		RMSE:  0.5623804677776287
		NRMSE:  0.10092429836470196
		MAPE:  231.91996389554666
		Pearson Correlation:  0.8392149687865019
		Spearman Correlation:  0.5356648131889573
		Coefficient of Determination:  0.6959840904505592
		RMSE:  0.5829159880050229
		NRMSE:  0.09930933233470585
		MAPE:  517.3102897766526

	Predictor:  ElasticNet
		Pearson Correlation:  0.817998497124707
		Spearman Correlation:  0.6397363672646008
		Coefficient of Determination:  0.6686945841282023
		RMSE:  0.5658113307441028
		NRMSE:  0.1015399979800267
		MAPE:  221.63912439152332
		Pearson Correlation:  0.8410332316468278
		Spearman Correlation:  0.5461467173934251
		Coefficient of Determination:  0.6955091778826406
		RMSE:  0.5833711057992633
		NRMSE:  0.09938686914139791
		MAPE:  571.6292391805121

	Predictor:  RandomForests
		Pearson Correlation:  0.8393681646532969
		Spearman Correlation:  0.6676315422093884
		Coefficient of Determination:  0.702884506830249
		RMSE:  0.5358213595112853
		NRMSE:  0.09615802442641015
		MAPE:  278.44547541829206
		Pearson Correlation:  0.8260087732684012
		Spearman Correlation:  0.5016052552161129
		Coefficient of Determination:  0.6598165722013368
		RMSE:  0.6166154296199134
		NRMSE:  0.10505058684769468
		MAPE:  1435.1249821672902

Protein:  ERBB3
x_train_column_count:  3
x_train columns:  ['mRNA_ERBB3', 'DNA_ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.22544319167926496
		RMSE:  0.49276112816642853
		NRMSE:  0.13298208544838536
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.18202543932109472
		RMSE:  0.5629306521688778
		NRMSE:  0.2077549194412726
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  LinearRegression
		Pearson Correlation:  0.414178584513212
		Spearman Correlation:  0.45631530527777064
		Coefficient of Determination:  0.1715438998693679
		RMSE:  0.4051581685053786
		NRMSE:  0.10934056098291947
		MAPE:  181.64925990782854
		Pearson Correlation:  0.3774999830564038
		Spearman Correlation:  0.442722661203785
		Coefficient of Determination:  0.13868797504756547
		RMSE:  0.48053136573112826
		NRMSE:  0.17734467787788125
		MAPE:  301.680183458183

	Predictor:  ElasticNet
		Pearson Correlation:  0.41402025545880733
		Spearman Correlation:  0.4574811032948563
		Coefficient of Determination:  0.1714127718976779
		RMSE:  0.4051902314395225
		NRMSE:  0.10934921384858667
		MAPE:  181.8364397390754
		Pearson Correlation:  0.3821239191505737
		Spearman Correlation:  0.4416544727343674
		Coefficient of Determination:  0.1427835180208894
		RMSE:  0.4793875398664385
		NRMSE:  0.17692253804687738
		MAPE:  302.11866059431134

	Predictor:  RandomForests
		Pearson Correlation:  0.4948025282576432
		Spearman Correlation:  0.47521126721943224
		Coefficient of Determination:  0.24314163899124053
		RMSE:  0.3872551086637604
		NRMSE:  0.10450903897852645
		MAPE:  215.727702415682
		Pearson Correlation:  0.43715709398351393
		Spearman Correlation:  0.44368045103374026
		Coefficient of Determination:  0.18883583916108804
		RMSE:  0.46633269199872135
		NRMSE:  0.1721045220858954
		MAPE:  359.6369033984502


Fold:  3

Protein:  RB1
x_train_column_count:  3
x_train columns:  ['mRNA_RB1', 'DNA_RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01272330861584492
		RMSE:  0.2421068018038906
		NRMSE:  0.08854110656959135
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028050639565306845
		RMSE:  0.22197574606877257
		NRMSE:  0.15575715092466183
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  LinearRegression
		Pearson Correlation:  0.20906181056089132
		Spearman Correlation:  0.2900890900991774
		Coefficient of Determination:  0.04370684063499808
		RMSE:  0.2352648861406256
		NRMSE:  0.08603894314680574
		MAPE:  185.9339334854555
		Pearson Correlation:  0.23642252835836428
		Spearman Correlation:  0.27571665482113245
		Coefficient of Determination:  0.03360085360225573
		RMSE:  0.21790918378871962
		NRMSE:  0.15290370334754452
		MAPE:  235.6961917274902

	Predictor:  ElasticNet
		Pearson Correlation:  0.20536425783313839
		Spearman Correlation:  0.28181864803860485
		Coefficient of Determination:  0.042174472765042936
		RMSE:  0.23545330537322096
		NRMSE:  0.08610785012186255
		MAPE:  195.91589312380776
		Pearson Correlation:  0.2109008845607475
		Spearman Correlation:  0.26769161710245765
		Coefficient of Determination:  0.022121589206348546
		RMSE:  0.2191995681381372
		NRMSE:  0.1538091472684348
		MAPE:  232.66458705877477

	Predictor:  RandomForests
		Pearson Correlation:  0.3321065040765646
		Spearman Correlation:  0.37000241697336483
		Coefficient of Determination:  0.09722693205103905
		RMSE:  0.22858666167497887
		NRMSE:  0.08359664338610989
		MAPE:  259.4458534331437
		Pearson Correlation:  0.2471487436785542
		Spearman Correlation:  0.2760265866342014
		Coefficient of Determination:  0.03325788540187469
		RMSE:  0.2179478475702707
		NRMSE:  0.15293083316044084
		MAPE:  208.52805085302873

Protein:  CDH1
x_train_column_count:  3
x_train columns:  ['mRNA_CDH1', 'DNA_CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.13712289650471754
		RMSE:  1.2526616491661007
		NRMSE:  0.19946206317730336
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.061578293423971475
		RMSE:  0.970096042376724
		NRMSE:  0.19071600723011914
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1747084136438477
		NRMSE:  0.18704952288841878
		MAPE:  547.6986763085636
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.045733924340672916
		RMSE:  0.9628293412733254
		NRMSE:  0.18928741030812832
		MAPE:  293.35791980552335

	Predictor:  LinearRegression
		Pearson Correlation:  0.6328183131710179
		Spearman Correlation:  0.6075465134823047
		Coefficient of Determination:  0.4004590174846122
		RMSE:  0.9095770982875896
		NRMSE:  0.14483250506155687
		MAPE:  508.3264784302216
		Pearson Correlation:  0.6721696534233547
		Spearman Correlation:  0.4740682552151524
		Coefficient of Determination:  0.4366092512918812
		RMSE:  0.7067138028288735
		NRMSE:  0.13893638242222184
		MAPE:  238.4838938410048

	Predictor:  ElasticNet
		Pearson Correlation:  0.6055447645843435
		Spearman Correlation:  0.6074412478462831
		Coefficient of Determination:  0.3622391599083423
		RMSE:  0.9381213154655974
		NRMSE:  0.14937761782516437
		MAPE:  617.9843169977449
		Pearson Correlation:  0.6253616097400395
		Spearman Correlation:  0.47403832965498327
		Coefficient of Determination:  0.3587715002241385
		RMSE:  0.7539544802198712
		NRMSE:  0.1482236622144205
		MAPE:  297.0774706921071

	Predictor:  RandomForests
		Pearson Correlation:  0.7276193835823498
		Spearman Correlation:  0.6282039002441692
		Coefficient of Determination:  0.52828658097083
		RMSE:  0.8068061403091166
		NRMSE:  0.12846822399113347
		MAPE:  278.7769631566057
		Pearson Correlation:  0.7454686209002703
		Spearman Correlation:  0.4734637054013533
		Coefficient of Determination:  0.5527506644339515
		RMSE:  0.6296708231298473
		NRMSE:  0.12379011975186714
		MAPE:  177.4955738279887

Protein:  CDH2
x_train_column_count:  3
x_train columns:  ['mRNA_CDH2', 'DNA_CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032532184952558385
		RMSE:  0.38185758840977485
		NRMSE:  0.13836422509231644
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01322006783790175
		RMSE:  0.3341656221976159
		NRMSE:  0.1760731037776972
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  LinearRegression
		Pearson Correlation:  0.14931543567140945
		Spearman Correlation:  0.032234905130690474
		Coefficient of Determination:  0.022295099329742607
		RMSE:  0.3769641419583058
		NRMSE:  0.1365911087608906
		MAPE:  217.61934702434132
		Pearson Correlation:  0.12832620363829544
		Spearman Correlation:  0.09770944774872506
		Coefficient of Determination:  0.012369155985872848
		RMSE:  0.3299189033662857
		NRMSE:  0.17383549189953304
		MAPE:  391.30515551810157

	Predictor:  ElasticNet
		Pearson Correlation:  0.1426127701108289
		Spearman Correlation:  -0.004338932550925531
		Coefficient of Determination:  0.020338401793236205
		RMSE:  0.3773411658082241
		NRMSE:  0.13672772150453805
		MAPE:  205.28883418090302
		Pearson Correlation:  0.1451886540719864
		Spearman Correlation:  0.23133206149702618
		Coefficient of Determination:  0.013955124643386663
		RMSE:  0.3296538998624512
		NRMSE:  0.17369586057203365
		MAPE:  675.7746684015143

	Predictor:  RandomForests
		Pearson Correlation:  0.2998198410354794
		Spearman Correlation:  0.258562062688629
		Coefficient of Determination:  0.06758489183196303
		RMSE:  0.36812964803246534
		NRMSE:  0.13338997319822646
		MAPE:  341.91459703673723
		Pearson Correlation:  0.04176693579977203
		Spearman Correlation:  -0.08903516048931652
		Coefficient of Determination:  -0.014694324799197522
		RMSE:  0.3344086429085208
		NRMSE:  0.17620115229019792
		MAPE:  273.40185165838665

Protein:  CDH3
x_train_column_count:  3
x_train columns:  ['mRNA_CDH3', 'DNA_CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.2263418226753373e-05
		RMSE:  0.21251306884336046
		NRMSE:  0.14909431220418734
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004123239054339534
		RMSE:  0.18871613277479948
		NRMSE:  0.16414808838605816
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  LinearRegression
		Pearson Correlation:  0.3037049619355422
		Spearman Correlation:  0.33579287082700443
		Coefficient of Determination:  0.09223670390426908
		RMSE:  0.20247300005295082
		NRMSE:  0.1420504294023621
		MAPE:  364.23473729610333
		Pearson Correlation:  0.2243437722100556
		Spearman Correlation:  0.2938714946570406
		Coefficient of Determination:  0.02269108262028885
		RMSE:  0.1861793243256984
		NRMSE:  0.16194153481059642
		MAPE:  148.21390169787853

	Predictor:  ElasticNet
		Pearson Correlation:  0.3026146976584992
		Spearman Correlation:  0.3386347347546788
		Coefficient of Determination:  0.09157565485560071
		RMSE:  0.20254670881960854
		NRMSE:  0.14210214178846645
		MAPE:  362.2772318015171
		Pearson Correlation:  0.22440362464908511
		Spearman Correlation:  0.31279442387062184
		Coefficient of Determination:  0.023804995816902097
		RMSE:  0.18607319271768477
		NRMSE:  0.16184921996545512
		MAPE:  145.37234733699452

	Predictor:  RandomForests
		Pearson Correlation:  0.3891258123259422
		Spearman Correlation:  0.36938342863271795
		Coefficient of Determination:  0.14911008437180973
		RMSE:  0.196027723669268
		NRMSE:  0.13752857079563618
		MAPE:  478.856233370938
		Pearson Correlation:  0.26538641887841413
		Spearman Correlation:  0.30083105858774284
		Coefficient of Determination:  0.05348373735736711
		RMSE:  0.1832228183542154
		NRMSE:  0.1593699221117498
		MAPE:  189.1102156264556

Protein:  PTEN
x_train_column_count:  3
x_train columns:  ['mRNA_PTEN', 'DNA_PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023393971457565055
		RMSE:  0.6366126117528933
		NRMSE:  0.09954071014821253
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20813248536085016
		RMSE:  0.517654316968625
		NRMSE:  0.12376376344107133
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6292943186382643
		NRMSE:  0.09839642227163854
		MAPE:  299.798968451812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06342466003107061
		RMSE:  0.4856640113421529
		NRMSE:  0.11611533767086332
		MAPE:  95.15154235140719

	Predictor:  LinearRegression
		Pearson Correlation:  0.41739205840807847
		Spearman Correlation:  0.43230689448688175
		Coefficient of Determination:  0.1742161304221327
		RMSE:  0.5718564298008542
		NRMSE:  0.08941543738579534
		MAPE:  346.9712456051454
		Pearson Correlation:  0.3733634355630607
		Spearman Correlation:  0.38894001172084447
		Coefficient of Determination:  0.12725347431954004
		RMSE:  0.43997360539608393
		NRMSE:  0.10519141333048437
		MAPE:  130.978782525666

	Predictor:  ElasticNet
		Pearson Correlation:  0.4001556472176304
		Spearman Correlation:  0.42433352345622366
		Coefficient of Determination:  0.16009185919982016
		RMSE:  0.5767262330346786
		NRMSE:  0.09017687953008813
		MAPE:  417.5383098893134
		Pearson Correlation:  0.3972947063376551
		Spearman Correlation:  0.39194753051783693
		Coefficient of Determination:  0.146370112515941
		RMSE:  0.43512833529570843
		NRMSE:  0.10403297836171484
		MAPE:  117.06103792345874

	Predictor:  RandomForests
		Pearson Correlation:  0.4633203795379582
		Spearman Correlation:  0.4620914068616879
		Coefficient of Determination:  0.20670767363397735
		RMSE:  0.56049331553177
		NRMSE:  0.08763870151384097
		MAPE:  457.7437175681701
		Pearson Correlation:  0.3834518426201456
		Spearman Correlation:  0.4069254029650803
		Coefficient of Determination:  0.14346586379011672
		RMSE:  0.4358679110110523
		NRMSE:  0.10420980036605278
		MAPE:  125.56909459965324

Protein:  BRCA2
x_train_column_count:  3
x_train columns:  ['mRNA_BRCA2', 'DNA_BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00289910117318648
		RMSE:  0.19032543678137456
		NRMSE:  0.12827584502559417
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001649424828515933
		RMSE:  0.21414907824527551
		NRMSE:  0.14729386559180924
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  LinearRegression
		Pearson Correlation:  0.05158877962698899
		Spearman Correlation:  0.04564328942333082
		Coefficient of Determination:  0.0026614021834020507
		RMSE:  0.1897970804221519
		NRMSE:  0.12791974255395352
		MAPE:  115.63062783871668
		Pearson Correlation:  -0.0803464255938603
		Spearman Correlation:  -0.05363408521303259
		Coefficient of Determination:  -0.013463242593510838
		RMSE:  0.21556805164586199
		NRMSE:  0.1482698496075095
		MAPE:  108.67907953219245

	Predictor:  ElasticNet
		Pearson Correlation:  0.029598716808603837
		Spearman Correlation:  0.007235394469500479
		Coefficient of Determination:  0.0008759935925667373
		RMSE:  0.18996688926006597
		NRMSE:  0.12803419058856522
		MAPE:  114.87279644470485
		Pearson Correlation:  -0.01605456565446289
		Spearman Correlation:  0.05298569807603587
		Coefficient of Determination:  -0.0058323765362682245
		RMSE:  0.21475495896449218
		NRMSE:  0.14771059637558012
		MAPE:  112.85176623124009

	Predictor:  RandomForests
		Pearson Correlation:  0.31998440911558795
		Spearman Correlation:  0.24802003027707106
		Coefficient of Determination:  0.06180264413915071
		RMSE:  0.18408369217434747
		NRMSE:  0.1240690239225376
		MAPE:  126.72705637821693
		Pearson Correlation:  -0.010689377720268511
		Spearman Correlation:  -0.07912332391456106
		Coefficient of Determination:  -0.015145056210811303
		RMSE:  0.21574684204779176
		NRMSE:  0.14839282342391225
		MAPE:  122.88950905863621

Protein:  CDKN2A
x_train_column_count:  3
x_train columns:  ['mRNA_CDKN2A', 'DNA_CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07669790023289091
		RMSE:  0.6927164423772558
		NRMSE:  0.16172871740223568
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04462654135164201
		RMSE:  0.6710309035955896
		NRMSE:  0.2071658496482324
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6675880639420501
		NRMSE:  0.15586198728568595
		MAPE:  307.97311558867955
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004949645588538276
		RMSE:  0.658164031136248
		NRMSE:  0.20319348928290204
		MAPE:  176.07940307985857

	Predictor:  LinearRegression
		Pearson Correlation:  0.5125835327926108
		Spearman Correlation:  0.4336429518634918
		Coefficient of Determination:  0.2627418780901536
		RMSE:  0.5732160550929118
		NRMSE:  0.13382892582483
		MAPE:  188.75875202630027
		Pearson Correlation:  0.5522357778133558
		Spearman Correlation:  0.532722353146548
		Coefficient of Determination:  0.29619350676231593
		RMSE:  0.550793273990638
		NRMSE:  0.17004515883752833
		MAPE:  119.44190896905127

	Predictor:  ElasticNet
		Pearson Correlation:  0.510337443051013
		Spearman Correlation:  0.46622659696247376
		Coefficient of Determination:  0.2604395695131335
		RMSE:  0.5741103765669088
		NRMSE:  0.13403772332996564
		MAPE:  180.15595869213928
		Pearson Correlation:  0.5427380780663628
		Spearman Correlation:  0.5693711891669472
		Coefficient of Determination:  0.28702076175908553
		RMSE:  0.5543709128961778
		NRMSE:  0.17114967518637206
		MAPE:  119.65126615039156

	Predictor:  RandomForests
		Pearson Correlation:  0.6267342324625859
		Spearman Correlation:  0.4979066303432582
		Coefficient of Determination:  0.3920174432495791
		RMSE:  0.5205400181119146
		NRMSE:  0.12153063553229236
		MAPE:  264.0374073954278
		Pearson Correlation:  0.6271026913419488
		Spearman Correlation:  0.5728813153345717
		Coefficient of Determination:  0.39022470913901564
		RMSE:  0.5126806244426771
		NRMSE:  0.15827872694349576
		MAPE:  124.13607839156002

Protein:  TP53
x_train_column_count:  3
x_train columns:  ['mRNA_TP53', 'DNA_TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.043501333030021794
		RMSE:  0.4597988418920562
		NRMSE:  0.11050200478059512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10290984727382035
		RMSE:  0.4520547550562478
		NRMSE:  0.16857084713604026
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45011280589110314
		NRMSE:  0.10817419031269002
		MAPE:  382.8265287953516
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010546813555600831
		RMSE:  0.4327123127899972
		NRMSE:  0.16135806629028604
		MAPE:  261.16646791413905

	Predictor:  LinearRegression
		Pearson Correlation:  0.5191360566570263
		Spearman Correlation:  0.43024227009428323
		Coefficient of Determination:  0.2695022453214073
		RMSE:  0.3847076404534634
		NRMSE:  0.0924555732885036
		MAPE:  706.0433011042358
		Pearson Correlation:  0.4779190135996075
		Spearman Correlation:  0.4491402635943092
		Coefficient of Determination:  0.20146229916852443
		RMSE:  0.38465266630641193
		NRMSE:  0.1434366635615645
		MAPE:  423.4700386992422

	Predictor:  ElasticNet
		Pearson Correlation:  0.49893117529437814
		Spearman Correlation:  0.4016450028934564
		Coefficient of Determination:  0.2426459765709328
		RMSE:  0.39171557280479447
		NRMSE:  0.09413976755702824
		MAPE:  672.580231116217
		Pearson Correlation:  0.45181254442768465
		Spearman Correlation:  0.4229853240065338
		Coefficient of Determination:  0.18217200160079183
		RMSE:  0.3892709742034724
		NRMSE:  0.1451588267858971
		MAPE:  431.82504052891255

	Predictor:  RandomForests
		Pearson Correlation:  0.5661439386931005
		Spearman Correlation:  0.4969297339041271
		Coefficient of Determination:  0.3124832946569067
		RMSE:  0.37321835689295585
		NRMSE:  0.08969439002474307
		MAPE:  671.5681223250726
		Pearson Correlation:  0.47378867648689216
		Spearman Correlation:  0.4489145730466492
		Coefficient of Determination:  0.21270148958171364
		RMSE:  0.3819361355432893
		NRMSE:  0.14242367146959167
		MAPE:  386.88985379521375

Protein:  CTNNB1
x_train_column_count:  3
x_train columns:  ['mRNA_CTNNB1', 'DNA_CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.43619721536848943
		RMSE:  0.9218173342266688
		NRMSE:  0.18131733560713392
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5414936126562622
		RMSE:  0.7610450185362576
		NRMSE:  0.2487969592128731
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  LinearRegression
		Pearson Correlation:  0.06338009029752081
		Spearman Correlation:  0.08633119498695128
		Coefficient of Determination:  0.004017035846122119
		RMSE:  0.7676509388043595
		NRMSE:  0.15099349701108566
		MAPE:  432.3318344203724
		Pearson Correlation:  0.1970269024975425
		Spearman Correlation:  0.24086335241087797
		Coefficient of Determination:  0.012306409738177093
		RMSE:  0.6091869629375852
		NRMSE:  0.19915229753754132
		MAPE:  1289.8785304708385

	Predictor:  ElasticNet
		Pearson Correlation:  0.051747475666367275
		Spearman Correlation:  0.07873234122650967
		Coefficient of Determination:  0.002677801229203358
		RMSE:  0.7681668709974171
		NRMSE:  0.1510949785596808
		MAPE:  433.42687505377376
		Pearson Correlation:  0.21972783891735959
		Spearman Correlation:  0.26859935909425303
		Coefficient of Determination:  0.00957424818110808
		RMSE:  0.6100289486462351
		NRMSE:  0.1994275552146965
		MAPE:  1336.3305423296326

	Predictor:  RandomForests
		Pearson Correlation:  0.3508430461268562
		Spearman Correlation:  0.309013951041836
		Coefficient of Determination:  0.06480099241539428
		RMSE:  0.7438576760962169
		NRMSE:  0.14631346894103403
		MAPE:  464.8922382972854
		Pearson Correlation:  0.2558846976594461
		Spearman Correlation:  0.22785221110455883
		Coefficient of Determination:  0.029845022900138907
		RMSE:  0.6037540275270192
		NRMSE:  0.1973761899790837
		MAPE:  1391.5187469220227

Protein:  CCNE1
x_train_column_count:  3
x_train columns:  ['mRNA_CCNE1', 'DNA_CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.3882525061775621
		RMSE:  0.8073510115699897
		NRMSE:  0.1948381908849554
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.2068608862157744
		RMSE:  0.7484097025916991
		NRMSE:  0.3260050104942715
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5224229806426052
		NRMSE:  0.12607644873967835
		MAPE:  105.82433067667067
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010783677474574871
		RMSE:  0.36685077747270034
		NRMSE:  0.1597990928573857
		MAPE:  133.3645349232411

	Predictor:  LinearRegression
		Pearson Correlation:  0.7314003230267213
		Spearman Correlation:  0.7217623240217748
		Coefficient of Determination:  0.5349464325235922
		RMSE:  0.3562654955534039
		NRMSE:  0.08597762761623765
		MAPE:  77.52738674237038
		Pearson Correlation:  0.6703705524680661
		Spearman Correlation:  0.6748238756094217
		Coefficient of Determination:  0.43807894862647034
		RMSE:  0.2735256035356809
		NRMSE:  0.11914692840339804
		MAPE:  98.41879547639356

	Predictor:  ElasticNet
		Pearson Correlation:  0.7311550781020142
		Spearman Correlation:  0.724580992574438
		Coefficient of Determination:  0.5345877466043218
		RMSE:  0.3564028590694382
		NRMSE:  0.08601077758270101
		MAPE:  77.48483952107688
		Pearson Correlation:  0.6686208249928275
		Spearman Correlation:  0.6712078704223245
		Coefficient of Determination:  0.4364873185214214
		RMSE:  0.2739127075057997
		NRMSE:  0.11931554972592225
		MAPE:  97.2839269864578

	Predictor:  RandomForests
		Pearson Correlation:  0.8620691956243819
		Spearman Correlation:  0.7258461435512167
		Coefficient of Determination:  0.7409446961842998
		RMSE:  0.26590010990733026
		NRMSE:  0.06416972992912862
		MAPE:  55.84380489692009
		Pearson Correlation:  0.7701643879178106
		Spearman Correlation:  0.6683266662561321
		Coefficient of Determination:  0.5244794807311457
		RMSE:  0.251619888021991
		NRMSE:  0.10960486475671515
		MAPE:  78.04060369885696

Protein:  CCND1
x_train_column_count:  3
x_train columns:  ['mRNA_CCND1', 'DNA_CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.44064885869713843
		RMSE:  0.2936537728092399
		NRMSE:  0.17653615611766113
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6507167710215811
		RMSE:  0.2694738938084911
		NRMSE:  0.2553456206196082
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  LinearRegression
		Pearson Correlation:  0.41572433129704583
		Spearman Correlation:  0.39279449001428085
		Coefficient of Determination:  0.17282671963237595
		RMSE:  0.22251267964118898
		NRMSE:  0.1337681882153569
		MAPE:  550.0812067345653
		Pearson Correlation:  0.3771844108494548
		Spearman Correlation:  0.3178967318794499
		Coefficient of Determination:  0.12537428261043815
		RMSE:  0.1961514566227935
		NRMSE:  0.18586741267925055
		MAPE:  335.2157095095554

	Predictor:  ElasticNet
		Pearson Correlation:  0.41282794320073424
		Spearman Correlation:  0.4054878999711348
		Coefficient of Determination:  0.17042270810168159
		RMSE:  0.22283578905651164
		NRMSE:  0.13396243225193374
		MAPE:  536.6732152521363
		Pearson Correlation:  0.3764601601585726
		Spearman Correlation:  0.345642713749548
		Coefficient of Determination:  0.11703663952837218
		RMSE:  0.19708417657527336
		NRMSE:  0.18675123096592852
		MAPE:  342.9930885035453

	Predictor:  RandomForests
		Pearson Correlation:  0.48860514451656034
		Spearman Correlation:  0.43504145506937325
		Coefficient of Determination:  0.23412216603759417
		RMSE:  0.21410966174526241
		NRMSE:  0.1287165368609626
		MAPE:  533.2034154025292
		Pearson Correlation:  0.36968779167919275
		Spearman Correlation:  0.34354700584606596
		Coefficient of Determination:  0.12687567696399638
		RMSE:  0.1959830261855674
		NRMSE:  0.18570781289792518
		MAPE:  242.45342663339522

Protein:  ERBB2
x_train_column_count:  3
x_train columns:  ['mRNA_ERBB2', 'DNA_ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08695701084953744
		RMSE:  1.023008454816054
		NRMSE:  0.1742863272085548
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1111491455026472
		RMSE:  1.1242523174677488
		NRMSE:  0.20280184671833265
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865388
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792788993

	Predictor:  LinearRegression
		Pearson Correlation:  0.8072174404386138
		Spearman Correlation:  0.5979146922937387
		Coefficient of Determination:  0.6515999961482668
		RMSE:  0.5791780769065523
		NRMSE:  0.0986725176595997
		MAPE:  315.8108291161233
		Pearson Correlation:  0.8785285562393
		Spearman Correlation:  0.6958923376759953
		Coefficient of Determination:  0.7693825066503897
		RMSE:  0.5121813220852103
		NRMSE:  0.09239146440674116
		MAPE:  115.00149159731232

	Predictor:  ElasticNet
		Pearson Correlation:  0.8047450577738716
		Spearman Correlation:  0.6071433525364784
		Coefficient of Determination:  0.6473003723381527
		RMSE:  0.5827409526192487
		NRMSE:  0.09927951217596279
		MAPE:  313.29704431648173
		Pearson Correlation:  0.8709925759360215
		Spearman Correlation:  0.7119598897247268
		Coefficient of Determination:  0.7570358054081336
		RMSE:  0.5257130423730787
		NRMSE:  0.09483242701007986
		MAPE:  117.53488912659284

	Predictor:  RandomForests
		Pearson Correlation:  0.8242163453946054
		Spearman Correlation:  0.6402041160595304
		Coefficient of Determination:  0.6769950273006478
		RMSE:  0.5576704636110034
		NRMSE:  0.09500834175698986
		MAPE:  500.4934645193762
		Pearson Correlation:  0.8707861704837472
		Spearman Correlation:  0.7083132070906469
		Coefficient of Determination:  0.7562631320029732
		RMSE:  0.5265483136924883
		NRMSE:  0.09498310009605461
		MAPE:  184.73867419549478

Protein:  ERBB3
x_train_column_count:  3
x_train columns:  ['mRNA_ERBB3', 'DNA_ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19951943522205973
		RMSE:  0.4939516163098853
		NRMSE:  0.17910620018705933
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27774471248359456
		RMSE:  0.5592204608326292
		NRMSE:  0.15547938022732444
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  LinearRegression
		Pearson Correlation:  0.41551795068766123
		Spearman Correlation:  0.44882116730356786
		Coefficient of Determination:  0.1726551673436737
		RMSE:  0.41022681554070656
		NRMSE:  0.1487476986009879
		MAPE:  207.46441821654068
		Pearson Correlation:  0.3930085173012459
		Spearman Correlation:  0.4283669372436066
		Coefficient of Determination:  0.12955574654445745
		RMSE:  0.4615635320487284
		NRMSE:  0.12832794385173515
		MAPE:  147.52332011894035

	Predictor:  ElasticNet
		Pearson Correlation:  0.4118347805352838
		Spearman Correlation:  0.4548855783210745
		Coefficient of Determination:  0.16960788642884905
		RMSE:  0.41098159597773126
		NRMSE:  0.14902138098522819
		MAPE:  205.93491786104846
		Pearson Correlation:  0.39517943353034346
		Spearman Correlation:  0.4259180289031036
		Coefficient of Determination:  0.13282001253745668
		RMSE:  0.46069726098489505
		NRMSE:  0.12808709556819212
		MAPE:  147.06531071346663

	Predictor:  RandomForests
		Pearson Correlation:  0.5060684091191713
		Spearman Correlation:  0.4922400329959107
		Coefficient of Determination:  0.254755900166885
		RMSE:  0.3893409099380018
		NRMSE:  0.14117449696251158
		MAPE:  238.344304367678
		Pearson Correlation:  0.40530142451487444
		Spearman Correlation:  0.3999364807568691
		Coefficient of Determination:  0.137274337870261
		RMSE:  0.45951253723688645
		NRMSE:  0.12775770827466085
		MAPE:  164.7657924578323


Fold:  4

Protein:  RB1
x_train_column_count:  3
x_train columns:  ['mRNA_RB1', 'DNA_RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0017653619110491459
		RMSE:  0.25173274438657
		NRMSE:  0.09206141909982812
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11040193949010524
		RMSE:  0.1737457828578019
		NRMSE:  0.1664678101960314
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  LinearRegression
		Pearson Correlation:  0.2046934487238742
		Spearman Correlation:  0.2638035826457963
		Coefficient of Determination:  0.04189940795047331
		RMSE:  0.24618538056260422
		NRMSE:  0.09003268744975286
		MAPE:  265.6568023589488
		Pearson Correlation:  0.3114279587480756
		Spearman Correlation:  0.3860122944176362
		Coefficient of Determination:  0.017855139745727944
		RMSE:  0.16340372044825455
		NRMSE:  0.15655896260324087
		MAPE:  110.7274049056959

	Predictor:  ElasticNet
		Pearson Correlation:  0.20060321424304423
		Spearman Correlation:  0.2604333098848863
		Coefficient of Determination:  0.04024164460534618
		RMSE:  0.2463982708993572
		NRMSE:  0.09011054377536469
		MAPE:  268.3497274814239
		Pearson Correlation:  0.30291776516862734
		Spearman Correlation:  0.3658524420503997
		Coefficient of Determination:  0.0009300459157621788
		RMSE:  0.16480565723624552
		NRMSE:  0.15790217418105001
		MAPE:  110.47272546768954

	Predictor:  RandomForests
		Pearson Correlation:  0.3462170390140414
		Spearman Correlation:  0.37509748290870165
		Coefficient of Determination:  0.10412397390728556
		RMSE:  0.23805683892960428
		NRMSE:  0.08705999083148196
		MAPE:  306.9852759388363
		Pearson Correlation:  0.2419010168517363
		Spearman Correlation:  0.33507815097347543
		Coefficient of Determination:  -0.0304798077326236
		RMSE:  0.1673762793132277
		NRMSE:  0.1603651164232052
		MAPE:  110.36165825622047

Protein:  CDH1
x_train_column_count:  3
x_train columns:  ['mRNA_CDH1', 'DNA_CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1648542010437435
		RMSE:  1.2077311247232185
		NRMSE:  0.19230774891296748
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01787767410405383
		RMSE:  1.1768276141426715
		NRMSE:  0.21349508619837296
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.119011303751291
		NRMSE:  0.17818083878718685
		MAPE:  552.7314487209006
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06543533401046742
		RMSE:  1.204005869039757
		NRMSE:  0.21842565020132743
		MAPE:  371.74257556440244

	Predictor:  LinearRegression
		Pearson Correlation:  0.6286147487551993
		Spearman Correlation:  0.6067670391716472
		Coefficient of Determination:  0.3951565023525623
		RMSE:  0.8702739454574308
		NRMSE:  0.13857424054288567
		MAPE:  525.00288828197
		Pearson Correlation:  0.6640199683798835
		Spearman Correlation:  0.43704534969263964
		Coefficient of Determination:  0.4148442907794492
		RMSE:  0.8922792210772202
		NRMSE:  0.16187352074983133
		MAPE:  268.48218125605763

	Predictor:  ElasticNet
		Pearson Correlation:  0.602058253037068
		Spearman Correlation:  0.6048526071103854
		Coefficient of Determination:  0.35867610909024106
		RMSE:  0.896134470226411
		NRMSE:  0.14269202736002212
		MAPE:  634.1236044648291
		Pearson Correlation:  0.5833730633620747
		Spearman Correlation:  0.4375939849624061
		Coefficient of Determination:  0.31723602849283805
		RMSE:  0.9638298094971988
		NRMSE:  0.1748539257460177
		MAPE:  320.6034833122145

	Predictor:  RandomForests
		Pearson Correlation:  0.7210350753965069
		Spearman Correlation:  0.6197542197054043
		Coefficient of Determination:  0.5187108406172025
		RMSE:  0.7763141701129105
		NRMSE:  0.12361296935016566
		MAPE:  346.1931662651616
		Pearson Correlation:  0.7573263588368068
		Spearman Correlation:  0.4502703262535351
		Coefficient of Determination:  0.5218686736792134
		RMSE:  0.8065636687849284
		NRMSE:  0.14632336794472775
		MAPE:  166.38047571425295

Protein:  CDH2
x_train_column_count:  3
x_train columns:  ['mRNA_CDH2', 'DNA_CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011628294333081435
		RMSE:  0.38156283556505555
		NRMSE:  0.1382574228440668
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.013534078125908788
		RMSE:  0.33551468363995024
		NRMSE:  0.17308132332546644
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  LinearRegression
		Pearson Correlation:  0.1328298679386362
		Spearman Correlation:  0.040213172180825214
		Coefficient of Determination:  0.017643773816595654
		RMSE:  0.376001939188154
		NRMSE:  0.13624245930435322
		MAPE:  584.6956953205171
		Pearson Correlation:  0.199277503184848
		Spearman Correlation:  0.032386937492986205
		Coefficient of Determination:  -0.01617446114668586
		RMSE:  0.33595142823568475
		NRMSE:  0.17330662593149515
		MAPE:  127.2497735705661

	Predictor:  ElasticNet
		Pearson Correlation:  0.12726575412288096
		Spearman Correlation:  0.07146547137499795
		Coefficient of Determination:  0.016196571640589186
		RMSE:  0.37627879932682323
		NRMSE:  0.1363427782182851
		MAPE:  647.0576024219794
		Pearson Correlation:  0.20599048693772695
		Spearman Correlation:  -0.07145475629371938
		Coefficient of Determination:  -0.018663364567124807
		RMSE:  0.3363625974411198
		NRMSE:  0.1735187350094506
		MAPE:  149.979760948571

	Predictor:  RandomForests
		Pearson Correlation:  0.2746635883531955
		Spearman Correlation:  0.23027068428685687
		Coefficient of Determination:  0.05535536594528101
		RMSE:  0.36871415851626854
		NRMSE:  0.13360176770645285
		MAPE:  395.90996355029006
		Pearson Correlation:  0.1659420975878766
		Spearman Correlation:  0.01170280292879656
		Coefficient of Determination:  -0.027235437892395353
		RMSE:  0.3377748816795384
		NRMSE:  0.17424728740019932
		MAPE:  158.52821883559227

Protein:  CDH3
x_train_column_count:  3
x_train columns:  ['mRNA_CDH3', 'DNA_CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006306553616452382
		RMSE:  0.206558346691537
		NRMSE:  0.1472115018398285
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056823148221427866
		RMSE:  0.21361844422784051
		NRMSE:  0.19012980777528213
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  LinearRegression
		Pearson Correlation:  0.2601046552149239
		Spearman Correlation:  0.32971494896928316
		Coefficient of Determination:  0.06765443166447438
		RMSE:  0.19882273960705912
		NRMSE:  0.14169843323336168
		MAPE:  171.39305572210006
		Pearson Correlation:  0.3964660458922398
		Spearman Correlation:  0.3050387161934688
		Coefficient of Determination:  0.035114198763392945
		RMSE:  0.2041152940367816
		NRMSE:  0.1816715862690973
		MAPE:  579.5580671701686

	Predictor:  ElasticNet
		Pearson Correlation:  0.25854027328459467
		Spearman Correlation:  0.3309265441567785
		Coefficient of Determination:  0.06684307254477051
		RMSE:  0.19890923198065136
		NRMSE:  0.14176007524598497
		MAPE:  172.40226966614551
		Pearson Correlation:  0.4135532481751863
		Spearman Correlation:  0.3220264591827829
		Coefficient of Determination:  0.04253292702053457
		RMSE:  0.20332908812048964
		NRMSE:  0.18097182843556045
		MAPE:  586.7738689126844

	Predictor:  RandomForests
		Pearson Correlation:  0.36864805089403657
		Spearman Correlation:  0.3616203756772695
		Coefficient of Determination:  0.13347585705457865
		RMSE:  0.1916760857543874
		NRMSE:  0.13660510409110097
		MAPE:  236.82212495859406
		Pearson Correlation:  0.34666151264379064
		Spearman Correlation:  0.28083039109178015
		Coefficient of Determination:  0.03155081912662705
		RMSE:  0.20449185154803998
		NRMSE:  0.18200673901066267
		MAPE:  834.0365079413169

Protein:  PTEN
x_train_column_count:  3
x_train columns:  ['mRNA_PTEN', 'DNA_PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04663541191913323
		RMSE:  0.5747314783713694
		NRMSE:  0.11117523181123673
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02346833201832421
		RMSE:  0.7542692946958974
		NRMSE:  0.11793750210239971
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  LinearRegression
		Pearson Correlation:  0.4023646675334011
		Spearman Correlation:  0.4208824134682371
		Coefficient of Determination:  0.1618973256792643
		RMSE:  0.5142992432276399
		NRMSE:  0.09948530703103525
		MAPE:  236.8337844971261
		Pearson Correlation:  0.470873858729993
		Spearman Correlation:  0.5017693487449969
		Coefficient of Determination:  0.1812106902479409
		RMSE:  0.6746449995895468
		NRMSE:  0.10548745205058976
		MAPE:  509.6268273390813

	Predictor:  ElasticNet
		Pearson Correlation:  0.39770673577924787
		Spearman Correlation:  0.4125541754874478
		Coefficient of Determination:  0.15817064722837793
		RMSE:  0.5154414075987979
		NRMSE:  0.09970624566674363
		MAPE:  259.1569919992023
		Pearson Correlation:  0.4352330047258671
		Spearman Correlation:  0.4688213069988404
		Coefficient of Determination:  0.158047575125432
		RMSE:  0.6841211228923064
		NRMSE:  0.10696913812716854
		MAPE:  602.3329805555614

	Predictor:  RandomForests
		Pearson Correlation:  0.4656404737865962
		Spearman Correlation:  0.4504429893238428
		Coefficient of Determination:  0.20610195518527785
		RMSE:  0.500552503968117
		NRMSE:  0.09682615753019905
		MAPE:  219.70630611894583
		Pearson Correlation:  0.4042714355078431
		Spearman Correlation:  0.48504549399798236
		Coefficient of Determination:  0.14330565070819468
		RMSE:  0.6900843445923847
		NRMSE:  0.10790154711787736
		MAPE:  321.5505281120903

Protein:  BRCA2
x_train_column_count:  3
x_train columns:  ['mRNA_BRCA2', 'DNA_BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015699866052385492
		RMSE:  0.1919477679021074
		NRMSE:  0.12365776640496533
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0014129332580739007
		RMSE:  0.2082543553514594
		NRMSE:  0.20232423210836328
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  LinearRegression
		Pearson Correlation:  0.031381120781656204
		Spearman Correlation:  0.0209114132193999
		Coefficient of Determination:  0.0009847747415129282
		RMSE:  0.19170280556570432
		NRMSE:  0.12349995526861288
		MAPE:  112.53864502355458
		Pearson Correlation:  -0.1536030110354886
		Spearman Correlation:  -0.18366563174104417
		Coefficient of Determination:  -0.009459554875555387
		RMSE:  0.2090893711256086
		NRMSE:  0.2031354704856735
		MAPE:  147.370917754084

	Predictor:  ElasticNet
		Pearson Correlation:  0.02188802695411087
		Spearman Correlation:  0.01572029885733223
		Coefficient of Determination:  0.000479004062040711
		RMSE:  0.19175132604227565
		NRMSE:  0.12353121342713845
		MAPE:  111.88965071418625
		Pearson Correlation:  -0.17899779266858884
		Spearman Correlation:  -0.15346076634372002
		Coefficient of Determination:  -0.006782440963589265
		RMSE:  0.20881193173908402
		NRMSE:  0.20286593129288943
		MAPE:  141.75386815240824

	Predictor:  RandomForests
		Pearson Correlation:  0.3453470098579431
		Spearman Correlation:  0.26155997334169223
		Coefficient of Determination:  0.05356232623998569
		RMSE:  0.1865900259106003
		NRMSE:  0.12020616905176378
		MAPE:  118.00429655991509
		Pearson Correlation:  0.12791025809156378
		Spearman Correlation:  -0.06975152162832544
		Coefficient of Determination:  0.01615838057894281
		RMSE:  0.20641919978567477
		NRMSE:  0.20054133330646237
		MAPE:  117.51014809136255

Protein:  CDKN2A
x_train_column_count:  3
x_train columns:  ['mRNA_CDKN2A', 'DNA_CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06343046233027927
		RMSE:  0.6950010485750925
		NRMSE:  0.15711564339891315
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10006794882547432
		RMSE:  0.6614783461565592
		NRMSE:  0.1993004959796804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6739550183850767
		NRMSE:  0.1523578655781794
		MAPE:  281.71125082022354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0022276354551518107
		RMSE:  0.6313774446715202
		NRMSE:  0.19023122768048215
		MAPE:  197.14658329930893

	Predictor:  LinearRegression
		Pearson Correlation:  0.5188832504970194
		Spearman Correlation:  0.47144283298498774
		Coefficient of Determination:  0.2692398276463528
		RMSE:  0.5761271558719838
		NRMSE:  0.13024237727410054
		MAPE:  176.6235004420524
		Pearson Correlation:  0.5298305090772336
		Spearman Correlation:  0.2798513697178269
		Coefficient of Determination:  0.2678555798424678
		RMSE:  0.5396401503553127
		NRMSE:  0.1625911872116037
		MAPE:  128.59754005088274

	Predictor:  ElasticNet
		Pearson Correlation:  0.5150730298771482
		Spearman Correlation:  0.49322950642841884
		Coefficient of Determination:  0.26527774296199247
		RMSE:  0.5776868870602535
		NRMSE:  0.13059497842438192
		MAPE:  160.50390919005665
		Pearson Correlation:  0.5441695179815295
		Spearman Correlation:  0.40950884674372506
		Coefficient of Determination:  0.27835950995930137
		RMSE:  0.5357551106851096
		NRMSE:  0.16142064196598663
		MAPE:  118.29273584033126

	Predictor:  RandomForests
		Pearson Correlation:  0.6324201705536484
		Spearman Correlation:  0.5249378582030331
		Coefficient of Determination:  0.3993594896562267
		RMSE:  0.5223218832526526
		NRMSE:  0.11807887040864758
		MAPE:  286.3003637639724
		Pearson Correlation:  0.6232110935662796
		Spearman Correlation:  0.4715259206137264
		Coefficient of Determination:  0.3611191957059581
		RMSE:  0.5040989536496223
		NRMSE:  0.15188278205773495
		MAPE:  126.65421282515818

Protein:  TP53
x_train_column_count:  3
x_train columns:  ['mRNA_TP53', 'DNA_TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04782361373877353
		RMSE:  0.460756629216985
		NRMSE:  0.11073218678610552
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07696826201632412
		RMSE:  0.4481222561682025
		NRMSE:  0.1422068596624151
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4501191620264231
		NRMSE:  0.10817571786263473
		MAPE:  418.8529054417374
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002447694094247499
		RMSE:  0.4323405014905614
		NRMSE:  0.13719868668778923
		MAPE:  185.65040333639752

	Predictor:  LinearRegression
		Pearson Correlation:  0.5024169899282646
		Spearman Correlation:  0.4476400836830998
		Coefficient of Determination:  0.2524228317685776
		RMSE:  0.38918448287592083
		NRMSE:  0.09353147870125472
		MAPE:  716.9271318540168
		Pearson Correlation:  0.5375616537301072
		Spearman Correlation:  0.34889961221461613
		Coefficient of Determination:  0.28608584424478145
		RMSE:  0.36485311467374026
		NRMSE:  0.11578227807620596
		MAPE:  336.0228452994754

	Predictor:  ElasticNet
		Pearson Correlation:  0.48188531183680017
		Spearman Correlation:  0.41379159411111194
		Coefficient of Determination:  0.22568158723709364
		RMSE:  0.3960839961365983
		NRMSE:  0.0951896169518381
		MAPE:  712.1340840601069
		Pearson Correlation:  0.5319571799917323
		Spearman Correlation:  0.3585107046222522
		Coefficient of Determination:  0.2601806950164487
		RMSE:  0.37141367614402115
		NRMSE:  0.11786420288906484
		MAPE:  255.79367535568616

	Predictor:  RandomForests
		Pearson Correlation:  0.5500984751498655
		Spearman Correlation:  0.4997504349151704
		Coefficient of Determination:  0.2941271235364914
		RMSE:  0.3781732002999231
		NRMSE:  0.0908851719057734
		MAPE:  695.2142859591731
		Pearson Correlation:  0.5731182645219236
		Spearman Correlation:  0.4295432697842317
		Coefficient of Determination:  0.30903732874725187
		RMSE:  0.3589404096871789
		NRMSE:  0.11390594366818318
		MAPE:  254.3949997626327

Protein:  CTNNB1
x_train_column_count:  3
x_train columns:  ['mRNA_CTNNB1', 'DNA_CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6170193939500923
		RMSE:  0.9046651382507068
		NRMSE:  0.21849703851094263
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09478783275970826
		RMSE:  0.8396248247596424
		NRMSE:  0.17652527641906535
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  LinearRegression
		Pearson Correlation:  0.11124579514054277
		Spearman Correlation:  0.13475019397756866
		Coefficient of Determination:  0.012375626936451556
		RMSE:  0.7070109499801447
		NRMSE:  0.170759093319521
		MAPE:  563.6781647775337
		Pearson Correlation:  -0.07316120019751478
		Spearman Correlation:  0.07713562513248295
		Coefficient of Determination:  -0.1642191967008928
		RMSE:  0.8658400442507479
		NRMSE:  0.18203684388418717
		MAPE:  979.0041905196625

	Predictor:  ElasticNet
		Pearson Correlation:  0.10830589448220491
		Spearman Correlation:  0.13480386712524542
		Coefficient of Determination:  0.011730166768875172
		RMSE:  0.7072419451245493
		NRMSE:  0.17081488385773097
		MAPE:  573.4573290631525
		Pearson Correlation:  -0.09138017300424374
		Spearman Correlation:  0.03373358770059477
		Coefficient of Determination:  -0.16796966211836417
		RMSE:  0.8672335499178745
		NRMSE:  0.18232981875323237
		MAPE:  970.1367588323346

	Predictor:  RandomForests
		Pearson Correlation:  0.33046953393513023
		Spearman Correlation:  0.3063937409450337
		Coefficient of Determination:  0.06835642393636576
		RMSE:  0.6866811683253319
		NRMSE:  0.16584899244646217
		MAPE:  574.9023597951262
		Pearson Correlation:  0.052582234375097514
		Spearman Correlation:  0.11042818181408402
		Coefficient of Determination:  -0.13994052849493954
		RMSE:  0.8567643493290955
		NRMSE:  0.180128742185076
		MAPE:  959.2237604240988

Protein:  CCNE1
x_train_column_count:  3
x_train columns:  ['mRNA_CCNE1', 'DNA_CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4688329016852353
		RMSE:  0.7931748470731899
		NRMSE:  0.19141705409976348
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.186170633384966
		RMSE:  0.8069776954058596
		NRMSE:  0.32929800677624244
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5048043460690237
		NRMSE:  0.12182453992060809
		MAPE:  103.07374645056161
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01570191691728584
		RMSE:  0.4556277343037054
		NRMSE:  0.18592497115143453
		MAPE:  142.6844229696492

	Predictor:  LinearRegression
		Pearson Correlation:  0.7286400817572335
		Spearman Correlation:  0.7091225350184517
		Coefficient of Determination:  0.5309163687431881
		RMSE:  0.34573888294640764
		NRMSE:  0.08343723796278872
		MAPE:  76.35374741204191
		Pearson Correlation:  0.8207755405473406
		Spearman Correlation:  0.7186348956969539
		Coefficient of Determination:  0.47913550279402983
		RMSE:  0.32627920397776533
		NRMSE:  0.1331425789511815
		MAPE:  111.3710279846883

	Predictor:  ElasticNet
		Pearson Correlation:  0.7284659471489122
		Spearman Correlation:  0.7105645817584747
		Coefficient of Determination:  0.5306626345345026
		RMSE:  0.3458323779185179
		NRMSE:  0.08345980112424112
		MAPE:  76.12616468363554
		Pearson Correlation:  0.8235508887291156
		Spearman Correlation:  0.7249192633324606
		Coefficient of Determination:  0.47726996160433044
		RMSE:  0.32686298656335566
		NRMSE:  0.13338079921788776
		MAPE:  111.11379686950973

	Predictor:  RandomForests
		Pearson Correlation:  0.8558321664550124
		Spearman Correlation:  0.7158803290459447
		Coefficient of Determination:  0.7289157895599063
		RMSE:  0.2628301582132483
		NRMSE:  0.06342885783556924
		MAPE:  55.54281814763038
		Pearson Correlation:  0.8454418160475344
		Spearman Correlation:  0.7088136995510649
		Coefficient of Determination:  0.7021847735901194
		RMSE:  0.24671778934110478
		NRMSE:  0.10067648304133878
		MAPE:  69.85591672927826

Protein:  CCND1
x_train_column_count:  3
x_train columns:  ['mRNA_CCND1', 'DNA_CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47371951525638445
		RMSE:  0.2917253166285864
		NRMSE:  0.18637975276867558
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47112550847095647
		RMSE:  0.27775626016480953
		NRMSE:  0.17517423067911803
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  LinearRegression
		Pearson Correlation:  0.3746815735269406
		Spearman Correlation:  0.35395103891826996
		Coefficient of Determination:  0.14038628154062427
		RMSE:  0.22280163394164668
		NRMSE:  0.14234525110952242
		MAPE:  552.1562719009495
		Pearson Correlation:  0.5968130666515656
		Spearman Correlation:  0.49525056422149905
		Coefficient of Determination:  0.27566345573841233
		RMSE:  0.19489881178488835
		NRMSE:  0.12291801954142809
		MAPE:  457.1019648423456

	Predictor:  ElasticNet
		Pearson Correlation:  0.3688709853040716
		Spearman Correlation:  0.3682176150482697
		Coefficient of Determination:  0.13606002018127716
		RMSE:  0.2233615879916108
		NRMSE:  0.14270299893408644
		MAPE:  541.964248446204
		Pearson Correlation:  0.6030456441886552
		Spearman Correlation:  0.4990959987032258
		Coefficient of Determination:  0.26756309702542236
		RMSE:  0.19598557246438608
		NRMSE:  0.12360341351184793
		MAPE:  465.134481886321

	Predictor:  RandomForests
		Pearson Correlation:  0.46197344313750055
		Spearman Correlation:  0.42009485046560946
		Coefficient of Determination:  0.20718233025160238
		RMSE:  0.2139702346841979
		NRMSE:  0.1367029776543859
		MAPE:  501.3862819496525
		Pearson Correlation:  0.5238770054209727
		Spearman Correlation:  0.4903835937185394
		Coefficient of Determination:  0.25482245899881895
		RMSE:  0.19768279443315043
		NRMSE:  0.12467381081808177
		MAPE:  429.8019969812378

Protein:  ERBB2
x_train_column_count:  3
x_train columns:  ['mRNA_ERBB2', 'DNA_ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06177154229692228
		RMSE:  1.0106646016782141
		NRMSE:  0.1721833486682819
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.26989975035857605
		RMSE:  1.1682171872252598
		NRMSE:  0.21036071365744585
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9808249714864398
		NRMSE:  0.1670996765569688
		MAPE:  529.9728174248761
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556425
		RMSE:  1.07776630779691
		NRMSE:  0.19407323581894154
		MAPE:  193.8969179437583

	Predictor:  LinearRegression
		Pearson Correlation:  0.833835133229307
		Spearman Correlation:  0.5917403153684603
		Coefficient of Determination:  0.6952810294075359
		RMSE:  0.5414286843969051
		NRMSE:  0.09224128735657786
		MAPE:  229.5505669767502
		Pearson Correlation:  0.7958879450467451
		Spearman Correlation:  0.6696725266810611
		Coefficient of Determination:  0.5896100986887256
		RMSE:  0.6641056960251818
		NRMSE:  0.11958542442921126
		MAPE:  216.70937793367017

	Predictor:  ElasticNet
		Pearson Correlation:  0.8313178726275442
		Spearman Correlation:  0.601465057278842
		Coefficient of Determination:  0.6906220029336596
		RMSE:  0.5455520927185012
		NRMSE:  0.09294377782825379
		MAPE:  228.88402000656592
		Pearson Correlation:  0.8000953366802495
		Spearman Correlation:  0.6748546426452492
		Coefficient of Determination:  0.5971146664086233
		RMSE:  0.6580056177990026
		NRMSE:  0.11848698415367209
		MAPE:  196.35652765774512

	Predictor:  RandomForests
		Pearson Correlation:  0.843913337833023
		Spearman Correlation:  0.6435110242292863
		Coefficient of Determination:  0.711152149460804
		RMSE:  0.527140136086152
		NRMSE:  0.08980699798731655
		MAPE:  395.6809024358961
		Pearson Correlation:  0.7806416834657331
		Spearman Correlation:  0.6801675696846675
		Coefficient of Determination:  0.5587921881259992
		RMSE:  0.6885896159593243
		NRMSE:  0.12399424063804594
		MAPE:  220.33738001385248

Protein:  ERBB3
x_train_column_count:  3
x_train columns:  ['mRNA_ERBB3', 'DNA_ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20254353309139272
		RMSE:  0.523865801474932
		NRMSE:  0.14324270860276114
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.287905849531515
		RMSE:  0.4364451552160674
		NRMSE:  0.21482088883335748
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  LinearRegression
		Pearson Correlation:  0.4273839429487755
		Spearman Correlation:  0.47243121817648176
		Coefficient of Determination:  0.18265703469044214
		RMSE:  0.43188866805855225
		NRMSE:  0.11809303537922619
		MAPE:  214.34116729631762
		Pearson Correlation:  0.3201915437030955
		Spearman Correlation:  0.31849524308283145
		Coefficient of Determination:  0.0527945787755727
		RMSE:  0.3742912776548627
		NRMSE:  0.18422838239225006
		MAPE:  195.61978231048172

	Predictor:  ElasticNet
		Pearson Correlation:  0.4247436800277296
		Spearman Correlation:  0.47559620013365334
		Coefficient of Determination:  0.18040719369690272
		RMSE:  0.4324826739539047
		NRMSE:  0.11825545677252336
		MAPE:  212.58759016688913
		Pearson Correlation:  0.3203755812394411
		Spearman Correlation:  0.3203655905933989
		Coefficient of Determination:  0.05473825693353351
		RMSE:  0.3739070550992104
		NRMSE:  0.18403926577604157
		MAPE:  193.7204812200924

	Predictor:  RandomForests
		Pearson Correlation:  0.5042835414168672
		Spearman Correlation:  0.49668404335424643
		Coefficient of Determination:  0.2524446888646191
		RMSE:  0.41303923745978793
		NRMSE:  0.11293896063912127
		MAPE:  238.2738801946076
		Pearson Correlation:  0.4100968718338418
		Spearman Correlation:  0.31876016630496046
		Coefficient of Determination:  0.14491976147444363
		RMSE:  0.35562399297314473
		NRMSE:  0.17504023437524044
		MAPE:  237.49412170542584


Fold:  5

Protein:  RB1
x_train_column_count:  3
x_train columns:  ['mRNA_RB1', 'DNA_RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00018503513771928048
		RMSE:  0.23392670305630597
		NRMSE:  0.11556330212293363
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12340187398900859
		RMSE:  0.2547692202160761
		NRMSE:  0.12845593258580365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  LinearRegression
		Pearson Correlation:  0.21905866233588442
		Spearman Correlation:  0.2755894037576364
		Coefficient of Determination:  0.047986697544387114
		RMSE:  0.22822390508529145
		NRMSE:  0.11274603433665711
		MAPE:  185.85319064617588
		Pearson Correlation:  0.18067146500968545
		Spearman Correlation:  0.28927293357772543
		Coefficient of Determination:  -0.07080953626950293
		RMSE:  0.2487341986926001
		NRMSE:  0.12541304413438079
		MAPE:  436.7325323189583

	Predictor:  ElasticNet
		Pearson Correlation:  0.19578397808916828
		Spearman Correlation:  0.27154453701595577
		Coefficient of Determination:  0.03833136053280506
		RMSE:  0.22937831105947948
		NRMSE:  0.11331632821343397
		MAPE:  190.61928493039167
		Pearson Correlation:  0.22446261577437424
		Spearman Correlation:  0.28244990585917534
		Coefficient of Determination:  -0.044185956830937734
		RMSE:  0.24562259189312707
		NRMSE:  0.1238441562093495
		MAPE:  394.21266644354876

	Predictor:  RandomForests
		Pearson Correlation:  0.338529583782999
		Spearman Correlation:  0.37622171753660594
		Coefficient of Determination:  0.10262128846975915
		RMSE:  0.22157844237125168
		NRMSE:  0.1094630760196478
		MAPE:  198.84431772336924
		Pearson Correlation:  0.15641005862700927
		Spearman Correlation:  0.252204036253669
		Coefficient of Determination:  -0.08589886703298832
		RMSE:  0.25048058898527914
		NRMSE:  0.12629358297464813
		MAPE:  581.5404947673852

Protein:  CDH1
x_train_column_count:  3
x_train columns:  ['mRNA_CDH1', 'DNA_CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10476316856458312
		RMSE:  1.1835893765747125
		NRMSE:  0.18846364392451076
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19786466090973764
		RMSE:  1.2714981376898562
		NRMSE:  0.2500438806886504
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1260727912856485
		NRMSE:  0.17930524366829853
		MAPE:  266.31463004312263
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01718399286470018
		RMSE:  1.1716869980595492
		NRMSE:  0.23041572398960675
		MAPE:  1066.779337530299

	Predictor:  LinearRegression
		Pearson Correlation:  0.6735195578640033
		Spearman Correlation:  0.5938956565556813
		Coefficient of Determination:  0.4536285948253226
		RMSE:  0.8323585519880814
		NRMSE:  0.13253694977677166
		MAPE:  248.2232781655867
		Pearson Correlation:  0.4913255568640509
		Spearman Correlation:  0.5288021047643986
		Coefficient of Determination:  0.22622289721992161
		RMSE:  1.0219268011867957
		NRMSE:  0.20096493700945817
		MAPE:  1041.2465023464447

	Predictor:  ElasticNet
		Pearson Correlation:  0.6396365511309364
		Spearman Correlation:  0.5927811200302202
		Coefficient of Determination:  0.40243714339503045
		RMSE:  0.8704789277295413
		NRMSE:  0.13860687999260232
		MAPE:  286.15366553352834
		Pearson Correlation:  0.5030638684605231
		Spearman Correlation:  0.5415454058030649
		Coefficient of Determination:  0.2483842489052709
		RMSE:  1.0071862505990476
		NRMSE:  0.1980661640083868
		MAPE:  1427.028314998621

	Predictor:  RandomForests
		Pearson Correlation:  0.7548483580674016
		Spearman Correlation:  0.613866595045728
		Coefficient of Determination:  0.5687638225439651
		RMSE:  0.7394759582462089
		NRMSE:  0.11774719885452833
		MAPE:  166.31570951091769
		Pearson Correlation:  0.625082550254143
		Spearman Correlation:  0.5457639444172435
		Coefficient of Determination:  0.3788042778798629
		RMSE:  0.9156427904638805
		NRMSE:  0.18006387100821628
		MAPE:  646.6200881021399

Protein:  CDH2
x_train_column_count:  3
x_train columns:  ['mRNA_CDH2', 'DNA_CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0016678089051440637
		RMSE:  0.3594357673583712
		NRMSE:  0.1765314902796381
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02548752338232485
		RMSE:  0.4223734458481898
		NRMSE:  0.15794680397441796
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  LinearRegression
		Pearson Correlation:  0.1391207231739138
		Spearman Correlation:  0.08279227359449186
		Coefficient of Determination:  0.019354575616432723
		RMSE:  0.3556439590286937
		NRMSE:  0.17466920044629128
		MAPE:  197.8738969519393
		Pearson Correlation:  0.1592997690322712
		Spearman Correlation:  -0.11654773319842625
		Coefficient of Determination:  0.007222907307674942
		RMSE:  0.4155825371916907
		NRMSE:  0.15540733960013114
		MAPE:  239.39614145628744

	Predictor:  ElasticNet
		Pearson Correlation:  0.13776475523400486
		Spearman Correlation:  0.07886292148061753
		Coefficient of Determination:  0.01897912689749548
		RMSE:  0.3557120332212275
		NRMSE:  0.17470263406572736
		MAPE:  224.04087181335765
		Pearson Correlation:  0.15378835582174144
		Spearman Correlation:  -0.1015076266632875
		Coefficient of Determination:  0.0039722515057042385
		RMSE:  0.4162623533228833
		NRMSE:  0.1556615572510455
		MAPE:  221.09098232805096

	Predictor:  RandomForests
		Pearson Correlation:  0.24027895966315904
		Spearman Correlation:  0.27727028262882947
		Coefficient of Determination:  0.05132125820094857
		RMSE:  0.3497993655853751
		NRMSE:  0.17179871596943916
		MAPE:  655.7086891621036
		Pearson Correlation:  0.07942734585840486
		Spearman Correlation:  0.02240025938513883
		Coefficient of Determination:  -0.010870154878050986
		RMSE:  0.41935237173052403
		NRMSE:  0.15681707149207189
		MAPE:  214.59612447119008

Protein:  CDH3
x_train_column_count:  3
x_train columns:  ['mRNA_CDH3', 'DNA_CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011481892643820935
		RMSE:  0.2038847376288621
		NRMSE:  0.14304087222095618
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026977014897064944
		RMSE:  0.22369326249691865
		NRMSE:  0.20181818899206835
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  LinearRegression
		Pearson Correlation:  0.2926358053985686
		Spearman Correlation:  0.335571981284833
		Coefficient of Determination:  0.08563571460126884
		RMSE:  0.19484764483185588
		NRMSE:  0.13670065445351062
		MAPE:  335.2606359694757
		Pearson Correlation:  0.26293066078536864
		Spearman Correlation:  0.2790932555268769
		Coefficient of Determination:  0.06488826484608523
		RMSE:  0.21602282814515378
		NRMSE:  0.1948978501656942
		MAPE:  120.89078538044362

	Predictor:  ElasticNet
		Pearson Correlation:  0.29131399778415085
		Spearman Correlation:  0.34098087037844793
		Coefficient of Determination:  0.08486384490706
		RMSE:  0.19492986877041393
		NRMSE:  0.1367583408896096
		MAPE:  331.7803947121274
		Pearson Correlation:  0.2652922331797278
		Spearman Correlation:  0.2942804773126847
		Coefficient of Determination:  0.06608112336033933
		RMSE:  0.21588500135382024
		NRMSE:  0.19477350152366968
		MAPE:  122.65180027927234

	Predictor:  RandomForests
		Pearson Correlation:  0.37768760415009034
		Spearman Correlation:  0.38159268503126065
		Coefficient of Determination:  0.140238740123804
		RMSE:  0.18894024304627136
		NRMSE:  0.132556156371914
		MAPE:  416.20339791964795
		Pearson Correlation:  0.3242708249109008
		Spearman Correlation:  0.2757464799041295
		Coefficient of Determination:  0.10164070471403974
		RMSE:  0.21173513336940541
		NRMSE:  0.19102945115835168
		MAPE:  149.5102335369333

Protein:  PTEN
x_train_column_count:  3
x_train columns:  ['mRNA_PTEN', 'DNA_PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05240378988513572
		RMSE:  0.5837468026637292
		NRMSE:  0.09127461538014686
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011774083334460839
		RMSE:  0.7259408088203396
		NRMSE:  0.14042494754339593
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5690275755039937
		NRMSE:  0.08897311789601967
		MAPE:  304.4741530818047
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005181468299075398
		RMSE:  0.7235718660416283
		NRMSE:  0.13996670265429206
		MAPE:  391.1377632658283

	Predictor:  LinearRegression
		Pearson Correlation:  0.41588962419341324
		Spearman Correlation:  0.43246741302263064
		Coefficient of Determination:  0.1729641795117386
		RMSE:  0.5174822683472706
		NRMSE:  0.08091349673165048
		MAPE:  288.94925329695667
		Pearson Correlation:  0.4225473497784461
		Spearman Correlation:  0.44997319168568184
		Coefficient of Determination:  0.17124904565837984
		RMSE:  0.6570092082021319
		NRMSE:  0.12709091771164732
		MAPE:  265.6228832983163

	Predictor:  ElasticNet
		Pearson Correlation:  0.3968923446360356
		Spearman Correlation:  0.42542817818513023
		Coefficient of Determination:  0.1574994244301341
		RMSE:  0.5222980642639491
		NRMSE:  0.08166649429504325
		MAPE:  366.56330815609806
		Pearson Correlation:  0.41817292536060574
		Spearman Correlation:  0.42867616803202035
		Coefficient of Determination:  0.17058285615837554
		RMSE:  0.6572732228071256
		NRMSE:  0.1271419883176891
		MAPE:  262.63041772096926

	Predictor:  RandomForests
		Pearson Correlation:  0.4672345651100567
		Spearman Correlation:  0.4591334522927066
		Coefficient of Determination:  0.2103267758920705
		RMSE:  0.5056581592201916
		NRMSE:  0.07906467973109087
		MAPE:  344.4200544482602
		Pearson Correlation:  0.4180885945666071
		Spearman Correlation:  0.4547197211225426
		Coefficient of Determination:  0.16339310478244984
		RMSE:  0.6601158420369176
		NRMSE:  0.127691860499249
		MAPE:  357.9294599645899

Protein:  BRCA2
x_train_column_count:  3
x_train columns:  ['mRNA_BRCA2', 'DNA_BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00015423459462815536
		RMSE:  0.20048365981157823
		NRMSE:  0.1291568109593031
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08467605477038265
		RMSE:  0.17297650483593724
		NRMSE:  0.22621657599677922
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  LinearRegression
		Pearson Correlation:  0.042607259179672535
		Spearman Correlation:  0.04294992568599749
		Coefficient of Determination:  0.0018153785348037355
		RMSE:  0.20028615534952582
		NRMSE:  0.12902957342536694
		MAPE:  117.56895811139239
		Pearson Correlation:  -0.05060451444076583
		Spearman Correlation:  -0.031663736455566784
		Coefficient of Determination:  -0.10789089161261689
		RMSE:  0.17481777443957053
		NRMSE:  0.2286245660623429
		MAPE:  113.54419564266126

	Predictor:  ElasticNet
		Pearson Correlation:  0.04257688357170663
		Spearman Correlation:  0.04263289576165543
		Coefficient of Determination:  0.0018127199234500013
		RMSE:  0.20028642207507968
		NRMSE:  0.1290297452569365
		MAPE:  117.35171000745437
		Pearson Correlation:  -0.055947461482781444
		Spearman Correlation:  -0.039903240688786645
		Coefficient of Determination:  -0.10791142819447708
		RMSE:  0.17481939469970864
		NRMSE:  0.22862668501890882
		MAPE:  113.18000815772851

	Predictor:  RandomForests
		Pearson Correlation:  0.31981520230128313
		Spearman Correlation:  0.2409755684953207
		Coefficient of Determination:  0.054257617152051796
		RMSE:  0.19495389604706206
		NRMSE:  0.1255943926861408
		MAPE:  135.63637223880983
		Pearson Correlation:  0.021603241579339506
		Spearman Correlation:  -0.028303263166500073
		Coefficient of Determination:  -0.11115739917127021
		RMSE:  0.17507530128124757
		NRMSE:  0.2289613565438404
		MAPE:  120.19229771148918

Protein:  CDKN2A
x_train_column_count:  3
x_train columns:  ['mRNA_CDKN2A', 'DNA_CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06876053865938014
		RMSE:  0.7026668514343448
		NRMSE:  0.1789276696377339
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07452018232747903
		RMSE:  0.6281215662347416
		NRMSE:  0.15805378984795088
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6796874655065666
		NRMSE:  0.1730761797526334
		MAPE:  274.2442116656758
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00044725008449963966
		RMSE:  0.6060849693149379
		NRMSE:  0.15250873639690443
		MAPE:  274.3248072759207

	Predictor:  LinearRegression
		Pearson Correlation:  0.5663381500090141
		Spearman Correlation:  0.4953005174006369
		Coefficient of Determination:  0.32073890015563256
		RMSE:  0.5601800434543106
		NRMSE:  0.14264471071638377
		MAPE:  145.65070746342462
		Pearson Correlation:  0.31482309890468774
		Spearman Correlation:  0.3271038292248033
		Coefficient of Determination:  -0.015529015772249188
		RMSE:  0.6106362533402373
		NRMSE:  0.1536539728089976
		MAPE:  285.0993645306471

	Predictor:  ElasticNet
		Pearson Correlation:  0.5643010023218192
		Spearman Correlation:  0.5343610038750622
		Coefficient of Determination:  0.31843276833188805
		RMSE:  0.5611301599903739
		NRMSE:  0.14288664917887853
		MAPE:  136.85278900717307
		Pearson Correlation:  0.3140860383438703
		Spearman Correlation:  0.320181049639023
		Coefficient of Determination:  -0.02633706933628588
		RMSE:  0.6138770874422833
		NRMSE:  0.15446946162459005
		MAPE:  234.196987092556

	Predictor:  RandomForests
		Pearson Correlation:  0.6814633627661284
		Spearman Correlation:  0.5582440271028338
		Coefficient of Determination:  0.4638574879258852
		RMSE:  0.49767907755264007
		NRMSE:  0.1267294129389728
		MAPE:  263.893146083864
		Pearson Correlation:  0.37613355440235063
		Spearman Correlation:  0.3125182383039447
		Coefficient of Determination:  -0.05482359828038019
		RMSE:  0.6223380216816197
		NRMSE:  0.1565984805821745
		MAPE:  486.48465458979456

Protein:  TP53
x_train_column_count:  3
x_train columns:  ['mRNA_TP53', 'DNA_TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0629013951002304
		RMSE:  0.43691826486349494
		NRMSE:  0.11112140819031384
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02793228386718627
		RMSE:  0.5354711484549424
		NRMSE:  0.14342336907859712
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4237929343776606
		NRMSE:  0.10778324331179852
		MAPE:  459.9790072255086
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011640203076264122
		RMSE:  0.5284530873849588
		NRMSE:  0.1415436152095778
		MAPE:  140.42972129387252

	Predictor:  LinearRegression
		Pearson Correlation:  0.5104700586699072
		Spearman Correlation:  0.4320690064792694
		Coefficient of Determination:  0.2605796807984585
		RMSE:  0.3644176491006785
		NRMSE:  0.0926823289251198
		MAPE:  770.8957367155461
		Pearson Correlation:  0.5225931726361469
		Spearman Correlation:  0.4473197920173569
		Coefficient of Determination:  0.2509176250319346
		RMSE:  0.45710777898022775
		NRMSE:  0.12243411784658571
		MAPE:  195.96963234825674

	Predictor:  ElasticNet
		Pearson Correlation:  0.4899402945333089
		Spearman Correlation:  0.40374939087916417
		Coefficient of Determination:  0.23381960681210356
		RMSE:  0.37095329131700755
		NRMSE:  0.09434453859889813
		MAPE:  749.4088483294638
		Pearson Correlation:  0.4935730416502535
		Spearman Correlation:  0.40976321400516225
		Coefficient of Determination:  0.20851548690484023
		RMSE:  0.4698670963108974
		NRMSE:  0.12585163956365272
		MAPE:  180.01651909798673

	Predictor:  RandomForests
		Pearson Correlation:  0.5602481481612476
		Spearman Correlation:  0.49450872224317843
		Coefficient of Determination:  0.3035120007232104
		RMSE:  0.3536800233902058
		NRMSE:  0.08995142892499958
		MAPE:  742.620220819138
		Pearson Correlation:  0.548057323604883
		Spearman Correlation:  0.43321619764195557
		Coefficient of Determination:  0.2707383016775887
		RMSE:  0.45101971373300986
		NRMSE:  0.12080345888121331
		MAPE:  191.29685249447965

Protein:  CTNNB1
x_train_column_count:  3
x_train columns:  ['mRNA_CTNNB1', 'DNA_CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.4291206958720877
		RMSE:  0.9037435622191023
		NRMSE:  0.1777623057079273
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5497170498826627
		RMSE:  0.8436000623678614
		NRMSE:  0.27017767234966206
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  LinearRegression
		Pearson Correlation:  0.060176286960694096
		Spearman Correlation:  0.09588678934493636
		Coefficient of Determination:  0.0036211855123756687
		RMSE:  0.7546107795334123
		NRMSE:  0.14842855616314168
		MAPE:  672.4011431137344
		Pearson Correlation:  0.18479039626231863
		Spearman Correlation:  0.19979550867217796
		Coefficient of Determination:  0.019970024413197285
		RMSE:  0.670857187774057
		NRMSE:  0.21485374593630424
		MAPE:  275.9727827085837

	Predictor:  ElasticNet
		Pearson Correlation:  0.0518271737217569
		Spearman Correlation:  0.07808903558350536
		Coefficient of Determination:  0.0026860559261494554
		RMSE:  0.7549648082237248
		NRMSE:  0.14849819201882866
		MAPE:  681.5642415402232
		Pearson Correlation:  0.16859534211479751
		Spearman Correlation:  0.23237945610294397
		Coefficient of Determination:  0.015684830383019266
		RMSE:  0.6723222539787178
		NRMSE:  0.21532295900855364
		MAPE:  272.72565163939026

	Predictor:  RandomForests
		Pearson Correlation:  0.3566949385868193
		Spearman Correlation:  0.31791919163939997
		Coefficient of Determination:  0.06471093296984132
		RMSE:  0.7311116280370676
		NRMSE:  0.14380637844946256
		MAPE:  713.1200568376053
		Pearson Correlation:  0.21668235898946392
		Spearman Correlation:  0.22350020404274024
		Coefficient of Determination:  0.03264593176782249
		RMSE:  0.6665045657756609
		NRMSE:  0.21345974262525208
		MAPE:  269.14281560637244

Protein:  CCNE1
x_train_column_count:  3
x_train columns:  ['mRNA_CCNE1', 'DNA_CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9790551557409413
		RMSE:  0.7746141645114569
		NRMSE:  0.27590887426944144
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8285524646781477
		RMSE:  0.8763813407881366
		NRMSE:  0.2114972948785232
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4487930906545114
		NRMSE:  0.15985506345663808
		MAPE:  112.14421009479175
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0040862214035515265
		RMSE:  0.6494188844018614
		NRMSE:  0.15672439713344627
		MAPE:  115.49088793396595

	Predictor:  LinearRegression
		Pearson Correlation:  0.7402320361625656
		Spearman Correlation:  0.6962274058400395
		Coefficient of Determination:  0.5479434673613781
		RMSE:  0.30174670538378123
		NRMSE:  0.10747879087579028
		MAPE:  67.51177875578747
		Pearson Correlation:  0.7813352619397866
		Spearman Correlation:  0.7154378483522239
		Coefficient of Determination:  0.2072736304776851
		RMSE:  0.577033546398293
		NRMSE:  0.1392556281579972
		MAPE:  90.85381339003634

	Predictor:  ElasticNet
		Pearson Correlation:  0.7385943192541282
		Spearman Correlation:  0.7126097756485593
		Coefficient of Determination:  0.5455215629505619
		RMSE:  0.3025539334793307
		NRMSE:  0.10776631646636889
		MAPE:  69.04154671607486
		Pearson Correlation:  0.7813741840172372
		Spearman Correlation:  0.719053853539321
		Coefficient of Determination:  0.25148739015219623
		RMSE:  0.5607108630665741
		NRMSE:  0.1353164715270348
		MAPE:  91.41185328625822

	Predictor:  RandomForests
		Pearson Correlation:  0.8555901031193875
		Spearman Correlation:  0.7115030650421984
		Coefficient of Determination:  0.7305818210907354
		RMSE:  0.23294833479894259
		NRMSE:  0.08297358318751294
		MAPE:  56.52821427527183
		Pearson Correlation:  0.7984648767099046
		Spearman Correlation:  0.7309889859775095
		Coefficient of Determination:  0.6102477638034867
		RMSE:  0.40460730300332876
		NRMSE:  0.09764396626283968
		MAPE:  78.44368259757474

Protein:  CCND1
x_train_column_count:  3
x_train columns:  ['mRNA_CCND1', 'DNA_CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5366759284640548
		RMSE:  0.28216244755564185
		NRMSE:  0.17771997351836757
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.30240520386774006
		RMSE:  0.3149325402631455
		NRMSE:  0.20120656537940065
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  LinearRegression
		Pearson Correlation:  0.4264902312703588
		Spearman Correlation:  0.4082172466956049
		Coefficient of Determination:  0.18189391736904414
		RMSE:  0.2058793936818677
		NRMSE:  0.1296731039515946
		MAPE:  597.3773050657828
		Pearson Correlation:  0.35668852865577205
		Spearman Correlation:  0.26432997917679774
		Coefficient of Determination:  0.12597206418327112
		RMSE:  0.25799253018654944
		NRMSE:  0.1648282862387073
		MAPE:  243.54708460171094

	Predictor:  ElasticNet
		Pearson Correlation:  0.42062428294537874
		Spearman Correlation:  0.4200312722165109
		Coefficient of Determination:  0.1769040216303327
		RMSE:  0.20650630197971911
		NRMSE:  0.1300679620450715
		MAPE:  590.6703680032789
		Pearson Correlation:  0.3596578734450679
		Spearman Correlation:  0.27994613399169566
		Coefficient of Determination:  0.12718462380997775
		RMSE:  0.25781350850533435
		NRMSE:  0.16471391146633338
		MAPE:  243.99563231907155

	Predictor:  RandomForests
		Pearson Correlation:  0.49268066932663374
		Spearman Correlation:  0.44978518155098807
		Coefficient of Determination:  0.23905745780751642
		RMSE:  0.19855645127304497
		NRMSE:  0.1250607498192614
		MAPE:  545.558550562691
		Pearson Correlation:  0.3912694969552766
		Spearman Correlation:  0.3008115144081272
		Coefficient of Determination:  0.15006617485900264
		RMSE:  0.25441167161808803
		NRMSE:  0.16254051929957963
		MAPE:  251.77277359936053

Protein:  ERBB2
x_train_column_count:  3
x_train columns:  ['mRNA_ERBB2', 'DNA_ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10085609607150081
		RMSE:  1.0785113826338413
		NRMSE:  0.1837421644434709
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05671362529003088
		RMSE:  0.8919867459254164
		NRMSE:  0.19736403273048267
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959455
		RMSE:  0.875951357919715
		NRMSE:  0.1938159880340115
		MAPE:  565.705361200264

	Predictor:  LinearRegression
		Pearson Correlation:  0.8292610082637569
		Spearman Correlation:  0.6311411442698738
		Coefficient of Determination:  0.6876738198266225
		RMSE:  0.5744651033365087
		NRMSE:  0.0978695850446375
		MAPE:  257.5384239058391
		Pearson Correlation:  0.7904280538782545
		Spearman Correlation:  0.5733662514495194
		Coefficient of Determination:  0.621002278646612
		RMSE:  0.5341928207160388
		NRMSE:  0.11819732729639093
		MAPE:  299.5227220475491

	Predictor:  ElasticNet
		Pearson Correlation:  0.8273791509892983
		Spearman Correlation:  0.6380593161863881
		Coefficient of Determination:  0.6843054870201384
		RMSE:  0.5775545026039753
		NRMSE:  0.09839591505596118
		MAPE:  259.85978657116164
		Pearson Correlation:  0.7792639028187881
		Spearman Correlation:  0.5816805695831619
		Coefficient of Determination:  0.6035453979459267
		RMSE:  0.5463569593153955
		NRMSE:  0.12088880613240303
		MAPE:  277.29613762845867

	Predictor:  RandomForests
		Pearson Correlation:  0.8422875254197999
		Spearman Correlation:  0.6641902978837151
		Coefficient of Determination:  0.707966488581793
		RMSE:  0.5554894337190149
		NRMSE:  0.0946367674189507
		MAPE:  525.5259546001823
		Pearson Correlation:  0.7770231374392905
		Spearman Correlation:  0.6032940377474442
		Coefficient of Determination:  0.5990953212604824
		RMSE:  0.5494147440549729
		NRMSE:  0.12156538202344794
		MAPE:  247.3352776119546

Protein:  ERBB3
x_train_column_count:  3
x_train columns:  ['mRNA_ERBB3', 'DNA_ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.24617901957450639
		RMSE:  0.5234556686317032
		NRMSE:  0.14126566093685908
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10551624527684367
		RMSE:  0.43841640970600765
		NRMSE:  0.21211918179733683
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  LinearRegression
		Pearson Correlation:  0.3815490801746107
		Spearman Correlation:  0.4097841038722461
		Coefficient of Determination:  0.14557970058209158
		RMSE:  0.43343648776968763
		NRMSE:  0.1169720677187206
		MAPE:  211.9632382914037
		Pearson Correlation:  0.5134907213506094
		Spearman Correlation:  0.5530268457212684
		Coefficient of Determination:  0.22428240688006973
		RMSE:  0.3672451402059172
		NRMSE:  0.1776843588308322
		MAPE:  191.81520589969224

	Predictor:  ElasticNet
		Pearson Correlation:  0.3773884363248901
		Spearman Correlation:  0.41142820549776254
		Coefficient of Determination:  0.1424220318453311
		RMSE:  0.43423667162244534
		NRMSE:  0.11718801437400528
		MAPE:  211.5703984107923
		Pearson Correlation:  0.5207896565156245
		Spearman Correlation:  0.5619845633985462
		Coefficient of Determination:  0.2314532053506414
		RMSE:  0.3655437767566056
		NRMSE:  0.1768611874923098
		MAPE:  189.6681080447603

	Predictor:  RandomForests
		Pearson Correlation:  0.46486685418215473
		Spearman Correlation:  0.437387903066299
		Coefficient of Determination:  0.21474829969107045
		RMSE:  0.41552210494535907
		NRMSE:  0.11213748996628203
		MAPE:  251.59688507859425
		Pearson Correlation:  0.5424618846414083
		Spearman Correlation:  0.5501866300948342
		Coefficient of Determination:  0.26533840065127934
		RMSE:  0.35739453453943376
		NRMSE:  0.17291833646505475
		MAPE:  217.8774055862619

All Interaction Partners

ZScore

In [91]:
scenario = Scenario.AllInteractionPartners_Mutations 
normalizeTechnique = NormalizeTechnique.ZScore
X, Y, Z = get_data(normalizeTechnique)
In [92]:
X.head()
Out[92]:
UBE2Q2P2 HMGB1P1 LOC155060 RNU12-2P SSX9 CXORF67 EFCAB8 SRP14P1 LOC391343 TRIM75P ... ZXDA ZXDB ZXDC ZYG11A ZYG11B ZYX ZZEF1 ZZZ3 TPTEP1 AKR1C6P
TCGA-A1-A0SF-01 0.648331 0.348611 0.770359 -0.860535 -0.0703 -0.190586 0.719543 0.931178 -0.283665 -0.568745 ... 0.238689 -0.239582 -0.271725 -0.222943 -0.211122 0.792968 -0.619672 -0.946953 -0.457066 0.454464
TCGA-A1-A0SH-01 -0.757220 -0.562180 -0.708360 -0.860535 -0.0703 -0.190586 -0.527186 -0.611509 -0.283665 -0.568745 ... 0.739490 -0.107967 -1.200905 -0.903627 1.252346 0.854083 0.108510 -0.031025 0.991113 -0.083768
TCGA-A1-A0SJ-01 -0.405237 0.254851 -0.925065 -0.223237 -0.0703 -0.190586 -0.525012 -0.390046 -0.283665 1.475888 ... 0.592975 5.821247 -1.079296 -0.618408 0.444358 -0.369825 -0.573411 -0.555512 -0.488416 -0.083768
TCGA-A1-A0SK-01 3.940101 14.857648 -0.228301 -0.311392 -0.0703 -0.004913 -0.697917 -0.754652 -0.283665 -0.568745 ... 0.051750 -0.027856 2.390553 0.357970 1.337526 -1.597758 1.043918 0.590450 -0.467061 -0.083768
TCGA-A1-A0SQ-01 -1.114818 -1.129592 -0.842620 -0.860535 -0.0703 -0.190586 -0.507239 -0.137487 -0.283665 -0.568745 ... 1.412610 -0.008283 -0.929428 -0.853107 0.062384 -0.434733 -1.040418 -0.606257 -0.580936 -0.083768

5 rows × 20133 columns

In [93]:
Y.head()
Out[93]:
RB1 CDH1 PTEN BRCA2 CDKN2A TP53 CTNNB1 CCNE1 CCND1 CDH2 CDH3 ERBB2 ERBB3
TCGA-A1-A0SF-01 0.017184 0.705680 0.197730 0.108550 0.17550 -0.472550 0.06978 -0.75401 -0.202360 -0.222000 -0.114060 0.25604 0.461410
TCGA-A1-A0SH-01 -0.081896 0.018364 0.699160 -0.282430 0.68156 -0.035545 -0.11192 -0.77956 -0.014111 0.072251 -0.031553 0.68354 0.033670
TCGA-A1-A0SJ-01 -0.106090 0.114310 -0.110550 0.108220 -0.00989 -0.431850 -0.85672 -0.29589 0.290760 -0.225320 0.128230 0.36458 0.430620
TCGA-A1-A0SK-01 -0.060244 -0.963820 -0.081596 0.309150 1.23630 0.898470 -0.85965 0.92670 0.045974 0.389790 -0.224090 -1.04130 -0.056604
TCGA-A1-A0SQ-01 0.376500 0.425490 0.657440 0.003187 -0.34580 -0.020122 0.39368 -1.02750 0.362490 0.292880 -0.144850 0.31196 0.649260
In [94]:
perform_kFoldCV(num_folds, scenario, normalizeTechnique, X, Y, Z)

Fold:  1

Protein:  RB1
Protein Interaction Partners Count:  369
x_train_column_count:  366
x_train columns:  ['AATF', 'ABCC1', 'ABL1', 'ACTL6A', 'ACTL6B', 'AFAP1', 'AHR', 'AKT1', 'ANXA5', 'ARID1A', 'ARID1B', 'ARID4A', 'ARMCX1', 'ARMCX2', 'ARMCX3', 'ARNT', 'AR', 'ASF1A', 'ATF2', 'ATM', 'AURKB', 'BCR', 'BDP1', 'BGLAP', 'BRCA1', 'BRF1', 'FAM208A', 'C4BPA', 'CABIN1', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CBFB', 'CBX1', 'CBX4', 'CBX5', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCNC', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNT2', 'CDC25A', 'CDC27', 'CDC6', 'CDH1', 'CDK14', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK6', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CEBPA', 'CEBPB', 'CEBPD', 'CEBPE', 'CHEK1', 'CHEK2', 'CLNK', 'COL1A1', 'CREBBP', 'CTBP1', 'CTNNB1', 'CUX1', 'DCAF10', 'DGKZ', 'DNAJA3', 'DNMT1', 'DNMT3A', 'DUSP1', 'DUT', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EED', 'EGFR', 'EGF', 'EID1', 'EIF2AK1', 'EIF2AK4', 'AGO2', 'ELF1', 'ENC1', 'EP300', 'ERBB2', 'ESD', 'ESR1', 'ESR2', 'EZH2', 'FBXW7', 'FMO5', 'FOS', 'FOXM1', 'FRK', 'FZR1', 'G6PD', 'GAPDH', 'GATA1', 'GJA1', 'GNB2L1', 'GRB2', 'GSC', 'GTF2H1', 'H1F0', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HARS2', 'HARS', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC8', 'HDC', 'HES1', 'HIF1A', 'HIRA', 'HIST1H1A', 'HIST1H1B', 'HIST1H1C', 'HIST1H1D', 'HIST1H1E', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST1H4A', 'HIST2H2AC', 'HIST2H2BE', 'HIST3H3', 'HIST4H4', 'HMGA1', 'HMGA2', 'HRAS', 'HSP90AA1', 'HSPA1A', 'HSPA8', 'ID2', 'IFI16', 'INS', 'JUN', 'KAT2B', 'KAT5', 'KDM1A', 'KDM2A', 'KDM4A', 'KDM5A', 'KDM5B', 'PPP1R26', 'KIF11', 'KRAS', 'KRT10', 'KRT14', 'KRT5', 'L3MBTL2', 'L3MBTL1', 'LIMD1', 'LIN52', 'LIN54', 'LIN9', 'LMNA', 'LOR', 'LPAR6', 'MAF', 'MAP2K7', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MAPK9', 'MCM2', 'MCM3', 'MCM4', 'MCM5', 'MCM7', 'MDM2', 'MDM4', 'MEF2C', 'MORF4L1', 'MRFAP1', 'MRPL11', 'MRPS18B', 'MSH6', 'MTL5', 'MYBL2', 'MYC', 'MYOD1', 'NACC2', 'NCAPD3', 'NCAPG2', 'NCAPH2', 'NCR1', 'NDC80', 'NEO1', 'NFYA', 'NFYB', 'NFYC', 'NGF', 'NOTCH1', 'NPM1', 'NRAS', 'ORC1', 'PA2G4', 'PAX2', 'PAX3', 'PAX5', 'PAX6', 'PAX8', 'PCNA', 'PELP1', 'PGR', 'PHB', 'PHF21B', 'PIAS4', 'PIK3CA', 'PIK3R1', 'PIK3R3', 'PLK1', 'PML', 'POLA1', 'POLA2', 'PPARA', 'PPARG', 'PPIA', 'PPP1CA', 'PPP1CB', 'PPP1CC', 'PPP1R3A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R3B', 'PPRC1', 'PRB1', 'PRB3', 'PRB4', 'PRDM2', 'PRH1', 'PRH2', 'PRIM1', 'PRIM2', 'PRKCB', 'PRMT2', 'PSMA7', 'PSMC1', 'PSMD10', 'PTEN', 'PTGDR', 'RAF1', 'RB1CC1', 'RBAK', 'RBBP4', 'RBBP5', 'RBBP6', 'RBBP7', 'RBBP8', 'RBBP9', 'RBL1', 'RBL2', 'RBFOX2', 'RFC1', 'RPS6KB1', 'RUNX2', 'S100A6', 'SETD1B', 'SETD7', 'SIRT1', 'SKP2', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'SMARCC1', 'SMARCC2', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'SMARCE1', 'SMC1A', 'SMC2', 'SMC4', 'SMC5', 'SMYD2', 'SNW1', 'SP100', 'SP1', 'SP3', 'SPI1', 'STAM', 'STAT3', 'SUV39H1', 'SUV420H2', 'SUZ12', 'TAF1', 'TBP', 'TERT', 'TFAP2A', 'TFDP1', 'TFDP3', 'TGM2', 'THAP1', 'TMPO', 'TNS1', 'TOP2A', 'TP53BP1', 'TP53', 'TP73', 'TRDMT1', 'TRIM27', 'TTK', 'UBE2I', 'UBE3A', 'UBL4A', 'UBN1', 'UBR4', 'UBTF', 'UHRF1', 'USP4', 'USP7', 'VEGFA', 'VPS39', 'WDR59', 'WDR73', 'WEE1', 'WWTR1', 'YAP1', 'YY1', 'ZBTB16', 'ZBTB7A', 'ZNF521', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017832262764705176
		RMSE:  0.22609122586734381
		NRMSE:  0.08562439911658541
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0064622508272080825
		RMSE:  0.2813710133086082
		NRMSE:  0.13900150344012696
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  LinearRegression
		Pearson Correlation:  0.8238688799604209
		Spearman Correlation:  0.730651042724117
		Coefficient of Determination:  0.6787599313672386
		RMSE:  0.12701659236896778
		NRMSE:  0.04810323513310652
		MAPE:  315.9840971415523
		Pearson Correlation:  -0.05427703259829596
		Spearman Correlation:  -0.06392059311286705
		Coefficient of Determination:  -115.53290510965053
		RMSE:  3.0276446128979213
		NRMSE:  1.4957018781946325
		MAPE:  575.8675751606362

	Predictor:  ElasticNet
		Pearson Correlation:  0.4762804285438447
		Spearman Correlation:  0.44239173594758036
		Coefficient of Determination:  0.1778476847284105
		RMSE:  0.20319908325458183
		NRMSE:  0.07695477494966173
		MAPE:  228.34577511841673
		Pearson Correlation:  0.28225007056064544
		Spearman Correlation:  0.3741147205150718
		Coefficient of Determination:  0.04023938092467416
		RMSE:  0.27476541854039094
		NRMSE:  0.1357382404866991
		MAPE:  129.14617543177496

	Predictor:  RandomForests
		Pearson Correlation:  0.5790069642120295
		Spearman Correlation:  0.41688376525416515
		Coefficient of Determination:  0.18390469711120883
		RMSE:  0.20244918898417993
		NRMSE:  0.07667077787698538
		MAPE:  220.53623517082016
		Pearson Correlation:  0.2712057000736925
		Spearman Correlation:  0.34967362900429494
		Coefficient of Determination:  0.0075019447596392785
		RMSE:  0.2794122493756406
		NRMSE:  0.1380338446597672
		MAPE:  117.03651684548917

Protein:  CDH1
Protein Interaction Partners Count:  834
x_train_column_count:  826
x_train columns:  ['ABCB1', 'ABCG2', 'ACAN', 'ACTA1', 'ACTA2', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTN1', 'ACTR3', 'ACVR1B', 'ADAM10', 'ADAM15', 'ADAM17', 'ADAM9', 'AFP', 'AIMP1', 'AJAP1', 'AKAP9', 'AKT1', 'AKT2', 'AKTIP', 'ALB', 'ALCAM', 'ALDH1A1', 'ALDH3A1', 'ALK', 'AMOTL2', 'ANAPC4', 'ANAPC7', 'ANO1', 'ANXA2', 'ANXA5', 'AP1M1', 'AP1M2', 'APC2', 'APC', 'AQP1', 'AQP5', 'AREG', 'ARF6', 'ARHGAP31', 'ARID1A', 'ARL2BP', 'ARMC7', 'ARPC1A', 'ARPC2', 'ARRB2', 'ARVCF', 'AR', 'CLMP', 'ASF1A', 'ATF2', 'ATF3', 'ATM', 'ATXN1', 'AXIN1', 'AXIN2', 'AXL', 'BAG3', 'BANP', 'BCAR1', 'BCL2L11', 'BCL2L1', 'BCL6B', 'BCL9L', 'BCORL1', 'BMI1', 'BMP2', 'BMP4', 'BMP6', 'BMP7', 'BNIP3', 'BRCA1', 'BRCA2', 'BSG', 'BTBD7', 'BTC', 'BTF3', 'ANAPC15', 'CA2', 'CA9', 'CALCA', 'CALR', 'CAPN1', 'CAPNS1', 'CASP3', 'CASP8', 'CASP9', 'CASS4', 'CAV1', 'CBLL1', 'CBL', 'CBX7', 'CCL2', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCNE1', 'CCR7', 'CD1A', 'CD1B', 'CD1C', 'CD1E', 'CD207', 'CD24', 'CD274', 'CD276', 'CD2AP', 'CD34', 'CD44', 'CD46', 'CD68', 'CD82', 'CDC16', 'CDC23', 'CDC27', 'CDC42', 'CDC6', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH24', 'CDH2', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDK14', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CDKN3', 'CDX2', 'CEACAM5', 'CFL1', 'CGN', 'CHGA', 'CHL1', 'CLCA2', 'CLDN1', 'CLDN2', 'CLDN3', 'CLDN4', 'CLDN5', 'CLDN7', 'CNTN1', 'COL1A1', 'CORO1C', 'CRB3', 'CREB1', 'CREBBP', 'CRYAB', 'YBX3', 'CSDC2', 'CSE1L', 'CSF2', 'CSNK2A1', 'CSNK2A2', 'CST5', 'CTBP1', 'CTBP2', 'CTCF', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNB1', 'CTNND1', 'CTNND2', 'CTSL', 'CTTN', 'CXCL12', 'CXCL1', 'CXCR4', 'CYP1B1', 'DAAM1', 'DAB2IP', 'DACH1', 'DAPK1', 'DAP', 'DDR1', 'DDR2', 'DDX3X', 'DICER1', 'DKK1', 'DLC1', 'DLG1', 'DLG5', 'DNM2', 'DNMT1', 'DNMT3A', 'DNMT3B', 'DNTT', 'DOT1L', 'DPAGT1', 'DPEP1', 'DSP', 'DUOX1', 'DUSP4', 'DVL1', 'DVL2', 'E2F1', 'ECT2', 'EDN1', 'EFEMP1', 'EFNA1', 'EGFR', 'EGF', 'EGR1', 'EHD1', 'EHMT2', 'EIF2AK3', 'AGO1', 'AGO2', 'ELAVL1', 'ELF3', 'ENAH', 'ENG', 'EP300', 'EPB41L3', 'EPCAM', 'EPHA10', 'EPHA1', 'EPHA2', 'EPPK1', 'ERBB2IP', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ESRP1', 'ESRP2', 'ETS1', 'ETS2', 'EXOC3', 'EXOC4', 'EYA2', 'EZH2', 'EZR', 'F11R', 'F2RL2', 'SUPT20H', 'FBXL5', 'FER', 'FGF10', 'FGF13', 'FGF17', 'FGF19', 'FGF2', 'FGF4', 'FGF5', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FHIT', 'FHL2', 'FLG', 'FLOT1', 'FLOT2', 'FLT1', 'FMN1', 'FN1', 'FOSL1', 'FOS', 'FOXA1', 'FOXA2', 'FOXC1', 'FOXC2', 'FOXJ2', 'FOXK2', 'FOXL1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXQ1', 'FRMPD2', 'FSCN1', 'FUT4', 'FXYD5', 'FYN', 'FZD1', 'FZD4', 'FZD7', 'FZR1', 'G6PD', 'GAB2', 'GABPA', 'GADD45A', 'GAPDH', 'GAS6', 'GATA1', 'GATA3', 'GATA4', 'GATA6', 'GDNF', 'GFRA1', 'GGT1', 'GJA1', 'GJB1', 'GJB2', 'GKN2', 'GLI1', 'GLI2', 'GMNN', 'GNA12', 'GNA13', 'GNB2L1', 'GNL3', 'GPA33', 'GRB2', 'GRHL2', 'GRHL3', 'GSK3B', 'GSN', 'GSTP1', 'H2AFZ', 'HAVCR2', 'HBEGF', 'HDAC1', 'HDAC2', 'HEPACAM', 'HES1', 'HGF', 'HGS', 'HIF1A', 'HMGA2', 'HNF4A', 'HOXB4', 'HOXD10', 'HPGDS', 'HPGD', 'HRAS', 'HSP90AA1', 'HSPA5', 'ICAM1', 'ID1', 'ID2', 'IDO1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP3', 'IL10', 'IL15', 'IL17A', 'IL1B', 'IL24', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ILK', 'INADL', 'INS', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'IQSEC1', 'IRS1', 'IRS2', 'ITGA5', 'ITGA6', 'ITGAE', 'ITGAM', 'ITGB1', 'ITGB4', 'ITGB7', 'ITPKB', 'IVL', 'JAG1', 'JAK2', 'AJUBA', 'JUN', 'JUP', 'KDM1A', 'KDM6A', 'KDR', 'KEAP1', 'KIFC3', 'KIT', 'KLF4', 'KLF5', 'KLF8', 'KLK3', 'KLK7', 'KLRG1', 'KRAS', 'KRT10', 'KRT14', 'KRT17', 'KRT18', 'KRT19', 'KRT20', 'KRT4', 'KRT5', 'KRT7', 'KRT8', 'KRT9', 'LAMA1', 'LAMB1', 'LAMC2', 'LASP1', 'LATS1', 'LATS2', 'LCN2', 'LEF1', 'LEP', 'LGALS3', 'LGALS4', 'LGALS9', 'LGR5', 'LIF', 'LIMA1', 'LIN28A', 'LIPG', 'LLGL2', 'LMNA', 'LOR', 'LOXL2', 'LOXL3', 'LOX', 'LRP5', 'LRP6', 'LY6K', 'MACC1', 'MACROD1', 'MAD2L2', 'MAGI1', 'MAP2K1', 'MAP2K7', 'MAP4K5', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MARK2', 'MARVELD2', 'MCAM', 'MCL1', 'MDM2', 'MED1', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MGAT5', 'MGMT', 'MKI67', 'MLH1', 'MLLT4', 'MME', 'MMP11', 'MMP13', 'MMP14', 'MMP15', 'MMP17', 'MMP1', 'MMP25', 'MMP27', 'MMP2', 'MMP3', 'MMP7', 'MMP8', 'MMP9', 'MPP5', 'MRAP', 'MSH2', 'MSN', 'MT1G', 'MTA1', 'MTA3', 'MTBP', 'MTDH', 'MTOR', 'MUC1', 'MUC4', 'MYCN', 'MYC', 'MYH6', 'MYO6', 'MYO7A', 'NANOG', 'NCAM1', 'NCOA1', 'NCSTN', 'NDRG1', 'NDRG2', 'NEDD9', 'NEK2', 'NES', 'NEUROG3', 'NF2', 'NFE2L2', 'NFIC', 'NKD2', 'NKX2-1', 'NKX6-1', 'NKX6-2', 'NME1', 'NOG', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NR2F1', 'NRP2', 'NUDT21', 'NUMBL', 'NUMB', 'NUP98', 'NUTF2', 'OTUB1', 'OVOL1', 'OVOL2', 'PARD3', 'PARD6A', 'PAX2', 'PAX5', 'PAX6', 'PAX8', 'PCSK9', 'PDCD4', 'PDGFRB', 'PDPN', 'PEBP1', 'PECAM1', 'PGR', 'PHLPP1', 'PI3', 'PIK3CA', 'PIK3R1', 'PIP5K1A', 'PIP5K1C', 'PIP', 'PIR', 'PITX1', 'PKD1', 'PKM', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PLAUR', 'PLAU', 'PLCD1', 'PLEKHA7', 'PLG', 'PODXL', 'POLR2C', 'POSTN', 'POTEF', 'POU5F1', 'PPARA', 'PPARGC1A', 'PPARG', 'PPL', 'PPP6C', 'PRAME', 'PRDM10', 'PRKAR1A', 'PRKCA', 'PRKCI', 'PRKCZ', 'PRKD1', 'PRKG1', 'PRMT5', 'PROC', 'PROM1', 'PRSS8', 'PSEN1', 'PTCH1', 'PTEN', 'PTF1A', 'PTGS2', 'PTK2', 'PTPN11', 'PTPN14', 'PTPRC', 'PTPRF', 'PTPRJ', 'PTPRM', 'PTPRS', 'PTPRT', 'PTPRU', 'PTRH2', 'PVRL1', 'PVRL2', 'PVR', 'PXN', 'RAB11A', 'RAB25', 'RAB5A', 'RAB7A', 'RAB8B', 'RAC1', 'RAC2', 'RACGAP1', 'RAF1', 'RALA', 'RALBP1', 'RALGDS', 'RAP1A', 'RAP1B', 'RAPGEF1', 'RARB', 'RASSF1', 'RB1', 'RBM4', 'RCOR1', 'RDX', 'REM1', 'RET', 'RHOA', 'RHOB', 'RHOC', 'RHOD', 'RICTOR', 'RND3', 'ROCK1', 'ROCK2', 'RPS6KB1', 'RPTOR', 'RRM2', 'RUNX2', 'RUNX3', 'S100A14', 'S100A4', 'S100A8', 'SATB1', 'SCRIB', 'SDC1', 'SDC4', 'SDHC', 'SELE', 'SELL', 'SELP', 'SEMA3C', 'SEMA3F', 'SENP1', 'SERPINB4', 'SERPINB5', 'SERPINE1', 'SFN', 'SFRP1', 'SFRP2', 'SFTPC', 'SHH', 'SIK1', 'SIN3A', 'SIRT1', 'SIRT2', 'SIRT4', 'SIRT7', 'SIX1', 'SIX2', 'SKIL', 'SKP2', 'SLC2A1', 'SLC39A6', 'SLC6A3', 'SLC9A3R1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMO', 'SNAI1', 'SNAI2', 'SNAI3', 'SNX16', 'SNX1', 'SOX10', 'SOX17', 'SOX2', 'SOX4', 'SOX9', 'SP1', 'SPARC', 'SPDEF', 'SPINT1', 'SPP1', 'SPRY1', 'SRCIN1', 'SRC', 'SRXN1', 'ST14', 'ST7L', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STX4', 'STYK1', 'SUCLG2', 'SUMO1', 'SUZ12', 'SYNJ2', 'SYP', 'TACC3', 'TACSTD2', 'TATDN1', 'TBX1', 'TBX3', 'TCF15', 'TCF4', 'TDGF1', 'TERT', 'TET2', 'TFF1', 'TFF3', 'TGFB1', 'TGFB2', 'TGFB3', 'TGFBI', 'TGFBR1', 'TGFBR2', 'THBS1', 'THEM4', 'THUMPD1', 'THY1', 'TIAM1', 'TIMP1', 'TIMP2', 'TIMP3', 'TJP1', 'TJP2', 'TJP3', 'TLE1', 'TLN1', 'TLR4', 'TMPRSS2', 'TMPRSS4', 'TNFRSF6B', 'TNF', 'TNK2', 'TNS1', 'TP53BP1', 'TP53BP2', 'TP53', 'TRIM21', 'TRIM29', 'TRIM44', 'TRIP10', 'TRPS1', 'TSPYL2', 'TWIST1', 'TWIST2', 'TYRP1', 'T', 'UBE2I', 'UBE2S', 'USP48', 'USP9X', 'VANGL1', 'VANGL2', 'VASP', 'VAV1', 'VCAM1', 'VCL', 'VDR', 'VEGFA', 'VEGFC', 'VEZT', 'VHL', 'VIM', 'VIPAS39', 'VPS33B', 'VTN', 'WASL', 'WDFY2', 'WDTC1', 'WIF1', 'WISP1', 'WISP3', 'WNT10A', 'WNT10B', 'WNT11', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8A', 'WNT9A', 'WNT9B', 'WT1', 'XIAP', 'YAP1', 'YBX1', 'YES1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'ZYX', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12177449909053428
		RMSE:  1.1951653206606205
		NRMSE:  0.20089175544360185
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11829904064371455
		RMSE:  1.227018913081223
		NRMSE:  0.19873326310796913
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  4.768125341370121e-15
		NRMSE:  8.014598929907923e-16
		MAPE:  3.4958588468854277e-12
		Pearson Correlation:  0.332196892388519
		Spearman Correlation:  0.38814749780509217
		Coefficient of Determination:  -2.7055079077392836
		RMSE:  2.2335524376657685
		NRMSE:  0.361755763931484
		MAPE:  1163.6785899984443

	Predictor:  ElasticNet
		Pearson Correlation:  0.8917974591223857
		Spearman Correlation:  0.8515977566839639
		Coefficient of Determination:  0.7735312158081944
		RMSE:  0.5370062938061637
		NRMSE:  0.09026377789087182
		MAPE:  379.8571823969822
		Pearson Correlation:  0.5713493773416223
		Spearman Correlation:  0.55924787825578
		Coefficient of Determination:  0.25914303065384825
		RMSE:  0.9987101555977408
		NRMSE:  0.16175539431792635
		MAPE:  409.19891475302245

	Predictor:  RandomForests
		Pearson Correlation:  0.7559597974811081
		Spearman Correlation:  0.7072839403758547
		Coefficient of Determination:  0.5645761922122592
		RMSE:  0.7446141538285428
		NRMSE:  0.12515996063882184
		MAPE:  192.1172879405309
		Pearson Correlation:  0.7645302684149959
		Spearman Correlation:  0.6921577067580342
		Coefficient of Determination:  0.5782555357320693
		RMSE:  0.7535238037316196
		NRMSE:  0.12204395771624173
		MAPE:  126.28616103041732

Protein:  CDH2
Protein Interaction Partners Count:  472
x_train_column_count:  467
x_train columns:  ['ABCG2', 'ABL1', 'ACAN', 'ACTA1', 'ACTA2', 'ACTB', 'ACTR3', 'ADAM10', 'ADH1A', 'AFP', 'AHSG', 'AKT1', 'AKT3', 'ALB', 'ALCAM', 'ALDH1A1', 'AMBN', 'AMELX', 'AMOTL1', 'AMTN', 'ANGPT1', 'ANO8', 'ANXA5', 'APC2', 'APC', 'APLP2', 'APOA1', 'APOA2', 'APOA5', 'APOB', 'APOE', 'APOL1', 'APPL1', 'APP', 'ARHGAP32', 'ARMC7', 'ARPC5', 'ARVCF', 'AR', 'ATXN1', 'AXIN1', 'AXIN2', 'AXL', 'BCL2L1', 'BDNF', 'BMI1', 'BMP15', 'BMP2', 'BMP4', 'BMP7', 'BNIP2', 'BOC', 'BPIFB2', 'RGCC', 'GSKIP', 'C3', 'C4A', 'CABLES1', 'CADM1', 'CALU', 'CASP3', 'CAV1', 'CBLL1', 'CCNA2', 'CCNB1', 'CCND1', 'CD24', 'CD34', 'CD44', 'CD80', 'CDC42', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDK4', 'CDK5', 'CDK6', 'CDKN2A', 'CDON', 'CDX2', 'CEBPZ', 'CFL1', 'CHGB', 'CHL1', 'CHRDL1', 'CKAP4', 'CLDN11', 'CLDN3', 'CLDN4', 'CLDN7', 'CORT', 'CP', 'CREBBP', 'CRP', 'CSF1', 'CSK', 'CST3', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNB1', 'CTNND1', 'CTNND2', 'CTTN', 'CXCL12', 'CXCR4', 'CYLD', 'CYR61', 'DBN1', 'DDR1', 'DDR2', 'DKK1', 'DLG4', 'DLG5', 'DMP1', 'DNAJC3', 'DSP', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EFNB1', 'EFNB2', 'EFNB3', 'EGFR', 'EGF', 'EHMT2', 'EIF2AK3', 'ENAM', 'ENG', 'EPCAM', 'EPHA1', 'EPHA2', 'EPHA4', 'EPHB2', 'EPS8', 'ERBB2', 'ERBB4', 'ESR1', 'ESRP1', 'EXOC4', 'EZH2', 'EZR', 'F11R', 'F5', 'EVA1A', 'FAM20A', 'FAM20C', 'FBN1', 'FER', 'FGA', 'FGF13', 'FGF23', 'FGF2', 'FGFR1', 'FGFR4', 'FGG', 'FN1', 'FOXC2', 'FOXD3', 'FOXO1', 'FOXP4', 'FSTL1', 'FSTL3', 'FUCA2', 'GAA', 'GAPDH', 'GAS6', 'GATA4', 'GFAP', 'GJA10', 'GJA1', 'GJA3', 'GJB6', 'GJC1', 'GJC3', 'GJD3', 'GJD4', 'GLI1', 'GOLM1', 'GPC3', 'GRIA1', 'GRIA2', 'HGF', 'HMGA2', 'HNF4A', 'HRAS', 'HRC', 'HSP90B1', 'HSPA5', 'IARS2', 'IGF1R', 'IGF1', 'IGFBP1', 'IGFBP3', 'IGFBP4', 'IGFBP5', 'IGFBP7', 'IL1B', 'IL6', 'CXCL8', 'ILK', 'INADL', 'INS', 'INVS', 'IQGAP1', 'ISL1', 'ITGA6', 'ITGB1', 'ITIH2', 'ITPKB', 'JAG1', 'JAM3', 'JUN', 'JUP', 'KCNA5', 'KDR', 'KIAA2022', 'KIF5B', 'KIT', 'KLF4', 'KNG1', 'KRAS', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT8', 'KTN1', 'L1CAM', 'LAMB1', 'LAMB2', 'LAMC1', 'LEF1', 'LGALS1', 'LRP5', 'LRP6', 'LRRC7', 'LTBP1', 'LTBP3', 'MAP1B', 'MAP2K6', 'MAP2K7', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MATN3', 'MBTPS1', 'MCAM', 'MEF2A', 'MEF2C', 'MEF2D', 'MEN1', 'MEPE', 'MET', 'MFGE8', 'MFI2', 'MGAT4A', 'MIA3', 'MKI67', 'MLLT4', 'MMP14', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MPDZ', 'MPP5', 'MRAP', 'MRPL49', 'MSLN', 'MSN', 'MTHFD1', 'MUC1', 'MUC4', 'MXRA8', 'MYC', 'MYO10', 'MZF1', 'NANOG', 'NCAM1', 'NCSTN', 'NDRG1', 'NENF', 'NES', 'NFASC', 'NGF', 'NKX2-5', 'NLGN1', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTUM', 'NRCAM', 'NT5C', 'NT5E', 'NTRK2', 'NUCB1', 'NUMBL', 'NUMB', 'OLFM3', 'P4HB', 'PARD3', 'PAX6', 'PCSK9', 'PC', 'PDGFRB', 'PDIA4', 'PDIA6', 'PECAM1', 'PENK', 'PIK3CA', 'PIK3R1', 'PIP5K1C', 'PITX2', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PNPLA2', 'POU5F1', 'PPT2', 'PRKCDBP', 'PRKCSH', 'PROC', 'PROM1', 'PRPH', 'PRSS23', 'PSEN1', 'PTEN', 'PTK2', 'PTPN11', 'PTPN1', 'PTPN2', 'PTPRC', 'PTPRS', 'PVRL1', 'PVRL2', 'PVRL3', 'PXN', 'QSOX1', 'RAB11FIP1', 'RAB3D', 'RAB5A', 'RAC1', 'RCN1', 'RELN', 'REM1', 'RHOA', 'RHOB', 'RHOC', 'ROBO1', 'PTBP3', 'RPS6KB1', 'RUNX2', 'S100A14', 'S100A4', 'SARS2', 'SCARB2', 'SCG2', 'SCG3', 'SDC2', 'SEMA3A', 'SENP3', 'SERPINA10', 'SERPINA1', 'SERPINC1', 'SERPIND1', 'SERPINE1', 'SHH', 'SHISA5', 'SIRT7', 'SKP1', 'SLC2A1', 'SLC9A3R1', 'SLIT1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SNAI1', 'SNAI2', 'SNAI3', 'SOX10', 'SOX18', 'SOX1', 'SOX2', 'SOX4', 'SOX9', 'SP7', 'SPAG9', 'SPARCL1', 'SPARC', 'SPP1', 'SPP2', 'SRC', 'ST6GALNAC5', 'STAT3', 'STC2', 'SYP', 'TBX1', 'TCF3', 'TEK', 'TF', 'TGFB1', 'TGFBR1', 'TGM2', 'TGOLN2', 'THY1', 'TIMP1', 'TJP1', 'TJP3', 'TMEM132A', 'TNC', 'TNF', 'TNNT1', 'TP53', 'TRPS1', 'TSC2', 'TWIST1', 'TWIST2', 'USP9X', 'VANGL2', 'VCAM1', 'VCAN', 'VCL', 'VEGFA', 'VGF', 'VIM', 'VTN', 'VWA1', 'WFS1', 'WNT11', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT7A', 'XIRP1', 'ZBTB16', 'ZEB1', 'ZEB2', 'ZSCAN1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004084060130477685
		RMSE:  0.37195168053170635
		NRMSE:  0.13741024893390016
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006474841096328898
		RMSE:  0.3763274359057868
		NRMSE:  0.1942134674644098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  LinearRegression
		Pearson Correlation:  0.9457695633859379
		Spearman Correlation:  0.924852939002695
		Coefficient of Determination:  0.8944800670272276
		RMSE:  0.12057818496431942
		NRMSE:  0.04454524412488203
		MAPE:  2735.574371349798
		Pearson Correlation:  -0.041539442406826096
		Spearman Correlation:  -0.00762364647351478
		Coefficient of Determination:  -4035.1547689499876
		RMSE:  23.831332462090778
		NRMSE:  12.298773010316756
		MAPE:  2254.2602750898354

	Predictor:  ElasticNet
		Pearson Correlation:  0.6421335059763729
		Spearman Correlation:  0.6244463375443264
		Coefficient of Determination:  0.3639506640261706
		RMSE:  0.2960376109028938
		NRMSE:  0.10936528570004982
		MAPE:  911.1792775488213
		Pearson Correlation:  0.15645974249732747
		Spearman Correlation:  0.21579845868695738
		Coefficient of Determination:  -0.017402103244953837
		RMSE:  0.3783648078203302
		NRMSE:  0.1952649057234506
		MAPE:  120.54825363929413

	Predictor:  RandomForests
		Pearson Correlation:  0.5713874422244214
		Spearman Correlation:  0.49981627485692354
		Coefficient of Determination:  0.1934604792708685
		RMSE:  0.33336063546965655
		NRMSE:  0.12315354467324126
		MAPE:  881.891873830838
		Pearson Correlation:  0.1583024608594388
		Spearman Correlation:  0.1951077943615257
		Coefficient of Determination:  0.024041650405892456
		RMSE:  0.37057836575772324
		NRMSE:  0.19124651171890553
		MAPE:  105.64700580687712

Protein:  CDH3
Protein Interaction Partners Count:  73
x_train_column_count:  74
x_train columns:  ['AIMP1', 'CLMP', 'BRCA1', 'CCND1', 'CD24', 'CD2AP', 'CD44', 'CDCP1', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH2', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CLDN1', 'CLDN7', 'CTNNA1', 'CTNNA3', 'CTNNB1', 'CTNND1', 'DPYD', 'DSP', 'ECM1', 'EGFR', 'EPCAM', 'ERBB2', 'ESR1', 'ESRP1', 'F11R', 'FN1', 'GALNT6', 'GATA3', 'HOXA9', 'IGF1R', 'ITGA9', 'JUP', 'KIRREL', 'KRT14', 'KRT15', 'KRT17', 'KRT4', 'KRT5', 'KRT8', 'LEF1', 'MKI67', 'NPHS1', 'NPHS2', 'PGR', 'PKP1', 'PKP2', 'PKP3', 'POU5F1', 'S100A4', 'SNAI1', 'SNAI2', 'SYNPO', 'TECR', 'TJP1', 'TP53', 'UMPS', 'VCL', 'ZEB1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003025178489952651
		RMSE:  0.20883135309817671
		NRMSE:  0.14651130458142275
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.766266116724594e-05
		RMSE:  0.2045852237570374
		NRMSE:  0.1565890990172577
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  LinearRegression
		Pearson Correlation:  0.5729780199091095
		Spearman Correlation:  0.5407177293306035
		Coefficient of Determination:  0.3283038112989639
		RMSE:  0.1711261830213943
		NRMSE:  0.12005821899126838
		MAPE:  542.8036872086952
		Pearson Correlation:  0.03383032500829817
		Spearman Correlation:  0.3885523363574286
		Coefficient of Determination:  -2.4388972684261234
		RMSE:  0.37937730193698593
		NRMSE:  0.2903745872109558
		MAPE:  346.69398891044625

	Predictor:  ElasticNet
		Pearson Correlation:  0.4716026109339677
		Spearman Correlation:  0.4777443068118792
		Coefficient of Determination:  0.2009968420789089
		RMSE:  0.1866398038504274
		NRMSE:  0.13094222080767484
		MAPE:  511.6524435985694
		Pearson Correlation:  0.5086120074436036
		Spearman Correlation:  0.555053165544825
		Coefficient of Determination:  0.22426298367642428
		RMSE:  0.18018515190124973
		NRMSE:  0.1379133354518907
		MAPE:  252.5972478233991

	Predictor:  RandomForests
		Pearson Correlation:  0.5488348194628491
		Spearman Correlation:  0.5498808348759677
		Coefficient of Determination:  0.26165640371302934
		RMSE:  0.17941521825494025
		NRMSE:  0.12587361666872948
		MAPE:  552.0017208748178
		Pearson Correlation:  0.4711648997100896
		Spearman Correlation:  0.5027704614183982
		Coefficient of Determination:  0.20767549842787159
		RMSE:  0.1821014003704093
		NRMSE:  0.1393800279909142
		MAPE:  358.2338803004399

Protein:  PTEN
Protein Interaction Partners Count:  884
x_train_column_count:  876
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ABTB1', 'ACTB', 'ACTG1', 'ADM', 'AEBP1', 'AFP', 'AKT1S1', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDH1A1', 'ALK', 'AMHR2', 'ANXA2', 'ANXA5', 'APAF1', 'APC', 'ARAF', 'AREG', 'ARHGAP21', 'ARID1A', 'ARID2', 'ARL2BP', 'AR', 'ATF3', 'ATG12', 'ATG5', 'ATG7', 'ATM', 'ATRX', 'AURKA', 'AURKB', 'AXIN1', 'AXIN2', 'AXL', 'BAD', 'BAG5', 'BARD1', 'BAX', 'BBC3', 'BCAR1', 'BCL2L11', 'BCL2L1', 'BCL2L2', 'BCL6', 'BCR', 'BDNF', 'BECN1', 'BIRC3', 'BIRC5', 'BMI1', 'BMP2', 'BMP4', 'BMP7', 'BMPR1A', 'BNIP3', 'BRAF', 'BRCA1', 'BRCA2', 'BRD4', 'BTG2', 'BTK', 'SPRTN', 'CLHC1', 'CA9', 'CASP3', 'CASP6', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBL', 'CBX7', 'CCL2', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CD24', 'CD274', 'CD34', 'CD44', 'CD79A', 'CD79B', 'CDC14A', 'CDC20', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC27', 'CDC42', 'CDC7', 'CDH17', 'CDH1', 'CDH2', 'CDIPT', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CDX2', 'CENPC', 'CFL1', 'CFLAR', 'CFTR', 'CHD1', 'CHD8', 'CHEK1', 'CHEK2', 'CHKA', 'CHORDC1', 'CHUK', 'CLTCL1', 'CLTC', 'CNOT6L', 'CREB1', 'CREBBP', 'CRP', 'CSF1R', 'CSF1', 'CSK', 'CSN2', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTGF', 'CTLA4', 'CTNNB1', 'CUL1', 'CUL3', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP19A1', 'DAPK1', 'DAXX', 'DBN1', 'DCAF13', 'DDIT4', 'DDR2', 'DECR1', 'DEPTOR', 'DGCR8', 'DICER1', 'DLC1', 'DLG1', 'DLG4', 'DNM1L', 'DNMT1', 'DNMT3A', 'DNMT3B', 'DNTT', 'DOLPP1', 'DUSP1', 'DUSP6', 'DUT', 'DVL1', 'DYRK1A', 'E2F1', 'E2F2', 'E2F3', 'ECSCR', 'EGFR', 'EGF', 'EGR1', 'EIF2AK2', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF4A1', 'EIF4A2', 'EIF4EBP1', 'EIF4EBP2', 'EIF4E', 'EIF4G1', 'EML4', 'ENDOG', 'EP300', 'EPCAM', 'EPHA1', 'EPHA2', 'EPHA3', 'EPHA4', 'EPHA5', 'EPHA7', 'EPHB1', 'EPHB2', 'EPHB3', 'EPHB4', 'ERBB2', 'ERBB3', 'ERBB4', 'ERCC1', 'EREG', 'ESR1', 'ETS1', 'ETS2', 'ETV1', 'ETV6', 'EYA2', 'EZH2', 'EZR', 'FABP4', 'FASLG', 'FASN', 'FBXW7', 'FCGR1B', 'FGF2', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FIG4', 'FKBP1A', 'FLCN', 'FLT1', 'FLT3', 'FLT4', 'FMR1', 'FN1', 'FOS', 'FOXA1', 'FOXG1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FOXP1', 'FOXP3', 'FRK', 'FYN', 'FZR1', 'GADD45A', 'GAPDH', 'GATA3', 'GCK', 'GDF10', 'GDF2', 'GFAP', 'GJA1', 'GLI1', 'GNA11', 'GNAQ', 'GNAS', 'GNRHR', 'GRASP', 'GRB2', 'GRPR', 'GSK3A', 'GSK3B', 'GSTP1', 'H1F0', 'H2AFX', 'HAVCR2', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HES1', 'HGF', 'HIF1A', 'HIST1H2BA', 'HK1', 'HK2', 'HMGA2', 'HNF4A', 'HOXA9', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPA1A', 'HSPA1B', 'HSPA2', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPA9', 'ID1', 'ID4', 'IDH1', 'IDH2', 'IDO1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IKBKB', 'IKZF1', 'IL10', 'IL17A', 'IL21', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ILK', 'INPP4A', 'INPP4B', 'INPP5A', 'INPP5B', 'INPP5D', 'INPP5E', 'INPP5F', 'INPP5J', 'INPP5K', 'INPPL1', 'INSRR', 'INSR', 'INS', 'IPMK', 'IPO11', 'IQGAP1', 'IRAK1', 'IRS1', 'IRS2', 'ITGB1', 'ITPKA', 'ITPKB', 'ITPKC', 'ITPR3', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JARID2', 'JUN', 'KAT2B', 'KDM5B', 'KDM5C', 'KDM6A', 'KDR', 'KEAP1', 'ATG13', 'KIF11', 'KLLN', 'KITLG', 'KIT', 'KLF17', 'KLF2', 'KLF4', 'KLK3', 'KPNA1', 'KPNA2', 'KPNA5', 'KPNA6', 'KPNA7', 'KRAS', 'KRT14', 'KRT5', 'KRT8', 'LASP1', 'LATS1', 'LATS2', 'LCK', 'LDHA', 'LEF1', 'LEP', 'LGALS3', 'LIG4', 'LOX', 'LRIG1', 'LRP1B', 'LRRK2', 'LYN', 'LYPD1', 'MAGI1', 'MAGI2', 'MAGI3', 'MAN2C1', 'MAP1LC3B', 'MAP2K1', 'MAP2K2', 'MAP2K3', 'MAP2K4', 'MAP2K7', 'MAP3K1', 'MAP3K5', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK4', 'MAPK6', 'MAPK7', 'MAPK8', 'MAPK9', 'MAPKAP1', 'MAPT', 'MARCH2', 'MARCH3', 'MAST1', 'MAST2', 'MAST3', 'MAST4', 'MATK', 'MCL1', 'MCM2', 'MCM7', 'MCRS1', 'MDK', 'MDM2', 'MDM4', 'MECOM', 'MECP2', 'MED12', 'MEN1', 'MET', 'MGMT', 'MINPP1', 'MITF', 'MKI67', 'MKRN1', 'MLH1', 'MLH3', 'KMT2D', 'KMT2C', 'KMT2B', 'MLLT1', 'MLST8', 'MME', 'MMP2', 'MMP9', 'MOV10', 'MRAP', 'MRE11A', 'MSH2', 'MSH6', 'MTDH', 'MTMR2', 'MTOR', 'MTSS1', 'MUTYH', 'MVP', 'MYCN', 'MYC', 'MYLK', 'MYOCD', 'NANOG', 'NCKAP1', 'NCOA3', 'NCOR2', 'NDFIP1', 'NDFIP2', 'NDRG1', 'NDRG2', 'NEDD4L', 'NEDD4', 'NES', 'NF1', 'NF2', 'NFATC1', 'NFATC4', 'NFE2L2', 'NFKBIA', 'NGFR', 'NKX3-1', 'NLGN3', 'NLGN4X', 'NOS3', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NPM1', 'NR1H4', 'NR3C2', 'NRAS', 'NRP2', 'NTRK1', 'NTRK2', 'NUMB', 'OCRL', 'OLIG2', 'OTUD3', 'PALB2', 'PARD3', 'PARD6A', 'PARD6B', 'PARD6G', 'PARK2', 'PARK7', 'PARP1', 'PAX8', 'PBK', 'PBRM1', 'PCGF2', 'PCSK9', 'PDCD1', 'PDCD4', 'PDGFB', 'PDGFRA', 'PDGFRB', 'PDK1', 'PDK2', 'PDPK1', 'PDZK1', 'PECAM1', 'PGM3', 'PGR', 'PHF6', 'PHLPP1', 'PHLPP2', 'PI3', 'PI4K2A', 'PI4K2B', 'PI4KA', 'PI4KB', 'PIK3C2A', 'PIK3C2B', 'PIK3C2G', 'PIK3C3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3CG', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIK3R5', 'PIKFYVE', 'PINK1', 'PIP4K2A', 'PIP4K2B', 'PIP4K2C', 'PIP5K1A', 'PIP5K1B', 'PIP5K1C', 'PIP5KL1', 'PKM', 'PLCB1', 'PLCB2', 'PLCB3', 'PLCB4', 'PLCD1', 'PLCD3', 'PLCD4', 'PLCE1', 'PLCG1', 'PLCG2', 'PLCH1', 'PLCH2', 'PLCZ1', 'PLEKHA1', 'PLEK', 'PLK1', 'PLK2', 'PLK3', 'BPIFA1', 'PMAIP1', 'PML', 'PMPCA', 'PMS1', 'PMS2', 'POLE', 'POLI', 'POTEF', 'POU5F1', 'PPARG', 'PPM1D', 'PPP2R1A', 'PPP2R4', 'PPP2R5A', 'PPP2R5E', 'PPP3CA', 'PPP6C', 'PRDX1', 'PREX2', 'PRKAA1', 'PRKAA2', 'PRKCI', 'PRKCZ', 'PRKDC', 'PRMT5', 'PROM1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTER', 'PTGS2', 'PTK2B', 'PTK2', 'PTK6', 'PTPMT1', 'PTPN11', 'PTPN12', 'PTPN13', 'PTPN1', 'PTPRC', 'PTPRD', 'PTS', 'PXN', 'RAB7A', 'RAC1', 'RAC2', 'RAD51C', 'RAD51D', 'RAD51', 'RAD52', 'RAF1', 'RASA1', 'RASSF1', 'RB1CC1', 'RB1', 'RBL1', 'RBL2', 'RBM38', 'RBFOX2', 'RCN1', 'RECK', 'RELA', 'REL', 'REM1', 'RETN', 'RET', 'RHEB', 'RHOA', 'RHOB', 'RHOC', 'RICTOR', 'DROSHA', 'RNF146', 'ROCK1', 'ROCK2', 'ROS1', 'RPS27A', 'RPS6KA1', 'RPS6KA2', 'RPS6KA3', 'RPS6KB1', 'RPS6KB2', 'RPS6', 'RPTOR', 'RRAS2', 'RRAS', 'RRM1', 'RSL1D1', 'RUNX3', 'RWDD3', 'SACM1L', 'SALL4', 'SCAI', 'SCGB1D4', 'SCRIB', 'SDHB', 'SDHC', 'SERPINA1', 'SERPINA4', 'SERPINB5', 'SESN1', 'SESN2', 'SETD2', 'SGK1', 'SGK2', 'SGK3', 'SHANK2', 'SHARPIN', 'SHC1', 'SHFM1', 'SHH', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT5', 'SIRT6', 'SIRT7', 'SKP2', 'SLC25A16', 'SLC2A1', 'SLC2A4', 'SLC34A2', 'SLC9A3R1', 'SLC9A3R2', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMUG1', 'SMYD2', 'SNAI1', 'SNAI2', 'SNCA', 'SNX27', 'SOCS1', 'SOCS3', 'SOD2', 'SOS1', 'SOX2', 'SOX4', 'SOX9', 'SP1', 'SPOP', 'SPRY1', 'SPRY2', 'SRBD1', 'SRC', 'SREBF1', 'SRF', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STMN1', 'STUB1', 'STX16', 'SUCLG2', 'SUMO1', 'SYK', 'SYNJ1', 'SYNJ2', 'TACSTD2', 'TBX1', 'TBX2', 'TBX3', 'TCF7L2', 'TCHP', 'TEP1', 'TERT', 'TET1', 'TGFB1', 'TGFBR1', 'TGFBR2', 'TGM2', 'THBS1', 'TIMP1', 'TIMP3', 'TJP1', 'TLR4', 'TMEM55A', 'TMEM55B', 'TMPRSS2', 'TNFRSF10B', 'TNFSF10', 'TNF', 'TNKS2', 'TNKS', 'TNPO2', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TOP1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TPM1', 'TRAF6', 'TRIM27', 'TRIM29', 'TSC1', 'TSC2', 'TTN', 'TUT1', 'TWIST1', 'TWSG1', 'TXN', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2E1', 'UBE2I', 'UBE2L3', 'UBE3A', 'ULK1', 'ULK2', 'USP10', 'USP13', 'USP18', 'USP28', 'USP7', 'USP8', 'UTF1', 'UVRAG', 'VCL', 'VDR', 'VEGFA', 'VHL', 'WDR18', 'WDTC1', 'WEE1', 'WIPI1', 'WIPI2', 'WNT1', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT9A', 'WNT9B', 'WT1', 'WWP1', 'WWP2', 'XIAP', 'XPO1', 'XPO5', 'YAP1', 'YES1', 'YWHAB', 'YWHAZ', 'YY1', 'ZEB1', 'ZEB2', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.042477457330321045
		RMSE:  0.639641264822803
		NRMSE:  0.10001427016227082
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.028094267476815427
		RMSE:  0.5035947533045023
		NRMSE:  0.16597282753427667
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.458230587102
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389449
		RMSE:  0.49877990548911916
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809618

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  2.4173968487608084e-15
		NRMSE:  3.779840276383095e-16
		MAPE:  3.277758560859937e-12
		Pearson Correlation:  0.11413054354390394
		Spearman Correlation:  0.11100380450687738
		Coefficient of Determination:  -4.919051398776279
		RMSE:  1.20834453879658
		NRMSE:  0.39824155915779447
		MAPE:  860.613940009091

	Predictor:  ElasticNet
		Pearson Correlation:  0.8369329238409207
		Spearman Correlation:  0.802705388552244
		Coefficient of Determination:  0.6624138250948004
		RMSE:  0.36399503811300354
		NRMSE:  0.05691424253193707
		MAPE:  384.0559796896736
		Pearson Correlation:  0.2435484609981248
		Spearman Correlation:  0.2632231001853478
		Coefficient of Determination:  -0.2501826174410249
		RMSE:  0.5553304098565921
		NRMSE:  0.18302366681714852
		MAPE:  303.69406900271736

	Predictor:  RandomForests
		Pearson Correlation:  0.5983317064201549
		Spearman Correlation:  0.5566130776311595
		Coefficient of Determination:  0.31039299635334594
		RMSE:  0.5202402729896276
		NRMSE:  0.08134473817365766
		MAPE:  343.05542700563353
		Pearson Correlation:  0.3129213352792975
		Spearman Correlation:  0.32680873480407685
		Coefficient of Determination:  0.0853305514619388
		RMSE:  0.4750035053447232
		NRMSE:  0.15654983367764919
		MAPE:  188.1204497344643

Protein:  BRCA2
Protein Interaction Partners Count:  361
x_train_column_count:  351
x_train columns:  ['ABL1', 'ACHE', 'ADRB1', 'ADRB2', 'AKT1', 'ALK', 'APEX1', 'ARID1A', 'ARPC1A', 'AR', 'ATAD5', 'ATM', 'ATRIP', 'ATRX', 'ATR', 'AURKA', 'AURKB', 'B3GALTL', 'BACH1', 'BARD1', 'BCCIP', 'BCHE', 'BDNF', 'BECN1', 'BIRC5', 'BLM', 'BMI1', 'BRCA1', 'BRCC3', 'BRE', 'BRIP1', 'SLX4', 'BUB1B', 'BUB1', 'BUB3', 'SFR1', 'RHNO1', 'RMI2', 'BABAM1', 'MMS22L', 'CASC1', 'CASC5', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCNE1', 'CDC25A', 'CDC25C', 'CDC45', 'CDC6', 'CDH1', 'CDK12', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CENPE', 'CENPF', 'CEP55', 'CHEK1', 'CHEK2', 'CHRNA1', 'CLSPN', 'CNTROB', 'CREM', 'CSMD3', 'CTNNB1', 'CYP19A1', 'DMC1', 'DNA2', 'DSN1', 'DYNC1LI2', 'EGFR', 'EGF', 'ELAC2', 'EME1', 'EME2', 'ENAM', 'EPCAM', 'ERBB2', 'ERBB3', 'ERCC1', 'ERCC2', 'ERCC4', 'ERCC5', 'ERCC6', 'ERCC8', 'ESPL1', 'ESR1', 'EXO1', 'EZH2', 'FAM175A', 'FANCA', 'FANCB', 'FANCC', 'FANCD2', 'FANCE', 'FANCF', 'FANCG', 'FANCI', 'FANCL', 'FANCM', 'FBN1', 'FBXO18', 'FBXW7', 'FEN1', 'FGFR2', 'FHIT', 'FLNA', 'FOXM1', 'GAPDH', 'GEN1', 'SLX1B', 'H2AFX', 'HELQ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2BE', 'HIST3H3', 'HMG20A', 'HMG20B', 'HMMR', 'HNRNPC', 'HOXB13', 'HRAS', 'HUS1', 'ITPKB', 'KAT2B', 'KAT5', 'KEAP1', 'SPIDR', 'KIF23', 'KIF4A', 'KIT', 'KLK3', 'KRAS', 'KRT5', 'LIG1', 'LIG3', 'LIG4', 'LIMD1', 'LSP1', 'MAD2L2', 'MAGED1', 'MAMSTR', 'MAP2K2', 'MAP3K1', 'MCM10', 'MCPH1', 'MDC1', 'MDM2', 'MDM4', 'MEN1', 'MGMT', 'MKI67', 'MLH1', 'MLH3', 'KMT2C', 'MND1', 'MORF4L1', 'MRE11A', 'MRPL36', 'MSH2', 'MSH3', 'MSH4', 'MSH5', 'MSH6', 'MTA2', 'FAN1', 'MUC1', 'MUS81', 'MUTYH', 'MYC', 'NBN', 'NCAPG', 'NEDD4', 'NF1', 'NHEJ1', 'NNT', 'NOTCH1', 'NSL1', 'NSMCE4A', 'OBFC1', 'OGG1', 'PALB2', 'PARG', 'PARP1', 'PARP2', 'PARP3', 'PAXIP1', 'PCNA', 'PDLIM7', 'PDS5A', 'PDS5B', 'PGR', 'PIK3CA', 'PLCB4', 'PLEC', 'PLEKHH1', 'PLK1', 'PMS1', 'PMS2', 'PNOC', 'POLD1', 'POLD2', 'POLD3', 'POLD4', 'POLE2', 'POLE3', 'POLE4', 'POLE', 'POLH', 'POLK', 'POLN', 'POLQ', 'PRDM9', 'PRKDC', 'PRSS1', 'PSMC3IP', 'PSMD3', 'PSMD6', 'PTEN', 'RAD17', 'RAD18', 'RAD1', 'RAD21', 'RAD23B', 'RAD50', 'RAD51AP1', 'RAD51C', 'RAD51B', 'RAD51D', 'RAD51', 'RAD52', 'RAD54B', 'RAD54L', 'RAD9A', 'RAD9B', 'RAG2', 'RASSF1', 'RBBP8', 'RBMX', 'RECQL4', 'RECQL5', 'RECQL', 'RET', 'REV1', 'REV3L', 'RFC1', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RMI1', 'RNF168', 'RNF8', 'RPA1', 'RPA2', 'RPA3', 'RPS27A', 'RTEL1', 'SHFM1', 'SKP2', 'SMAD2', 'SMAD3', 'SMAD4', 'SMARCA4', 'SMARCAL1', 'SMARCB1', 'SMC1A', 'SMC2', 'SMC3', 'SMC4', 'SMC5', 'SMC6', 'SMUG1', 'SNAI2', 'SP1', 'SPO11', 'STAT5A', 'STK11', 'STRA13', 'SUV39H1', 'SYCP3', 'TBCE', 'TDP1', 'TERT', 'TEX15', 'TMPRSS2', 'TNS1', 'TOP1', 'TOP2A', 'TOP3A', 'TOP3B', 'TOPBP1', 'TOX3', 'TP53BP1', 'TP53', 'TPX2', 'TRIP12', 'PRSS58', 'TTK', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2D1', 'UBE2E2', 'UBE2E3', 'UBE2N', 'UBE2T', 'UIMC1', 'USF1', 'USP11', 'USP15', 'USP1', 'USP21', 'USP4', 'UVRAG', 'VEGFA', 'VWF', 'WDR48', 'WDTC1', 'WEE1', 'WRN', 'WT1', 'WTIP', 'XPA', 'XPO1', 'XRCC1', 'XRCC2', 'XRCC3', 'XRCC4', 'XRCC5', 'XRCC6', 'ZFYVE26', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026562361008646285
		RMSE:  0.19787350383771835
		NRMSE:  0.12800221484333532
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00017758204834872338
		RMSE:  0.18475106890837595
		NRMSE:  0.18489898809885505
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  LinearRegression
		Pearson Correlation:  0.845401047935339
		Spearman Correlation:  0.8120135223720151
		Coefficient of Determination:  0.7147029318501694
		RMSE:  0.10555049364409864
		NRMSE:  0.06827946492185492
		MAPE:  270.5374396675488
		Pearson Correlation:  0.020965348263200363
		Spearman Correlation:  0.04804902942281085
		Coefficient of Determination:  -4.0071293858705195
		RMSE:  0.4133736681390253
		NRMSE:  0.41370463184450096
		MAPE:  640.1565431607893

	Predictor:  ElasticNet
		Pearson Correlation:  0.5227163800020961
		Spearman Correlation:  0.49567956769697824
		Coefficient of Determination:  0.2224635205226897
		RMSE:  0.17424968488124618
		NRMSE:  0.11272022361743378
		MAPE:  170.9102711313709
		Pearson Correlation:  0.33429504241531327
		Spearman Correlation:  0.317384056902071
		Coefficient of Determination:  0.10004820226165057
		RMSE:  0.1752499998031831
		NRMSE:  0.17539031205282538
		MAPE:  157.47461380031353

	Predictor:  RandomForests
		Pearson Correlation:  0.60386639891161
		Spearman Correlation:  0.5287781457532937
		Coefficient of Determination:  0.19635272742338494
		RMSE:  0.1771513033962627
		NRMSE:  0.11459724903695205
		MAPE:  155.59914979554776
		Pearson Correlation:  0.3217142094796893
		Spearman Correlation:  0.32712945947914707
		Coefficient of Determination:  0.07344564996461644
		RMSE:  0.17782132885814864
		NRMSE:  0.17796369981800306
		MAPE:  126.72724445348126

Protein:  CDKN2A
Protein Interaction Partners Count:  612
x_train_column_count:  605
x_train columns:  ['ABCC1', 'ABL1', 'ACAP1', 'ACAP2', 'ACP5', 'ACTA1', 'ACTB', 'ACTG1', 'ADAMTS9', 'ADAP1', 'AFP', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALK', 'ANKRD12', 'ANXA5', 'AP3D1', 'AP3S1', 'AP3S2', 'APAF1', 'APBA1', 'APBA2', 'ARAP1', 'ARAP2', 'ARF1', 'ARF3', 'ARF4', 'ARF5', 'ARF6', 'ARFGAP1', 'ARFGAP3', 'ARFIP2', 'ARFRP1', 'ARID1A', 'ARID2', 'ARID5B', 'ARL10', 'ARL1', 'ARL2', 'ARL3', 'ARL4A', 'ARL5A', 'AR', 'ASAP1', 'ATM', 'ATRX', 'ATR', 'AURKA', 'AURKB', 'AXIN1', 'BAP1', 'BCL2L11', 'BCL2L1', 'BCL6', 'BECN1', 'BIRC5', 'BMI1', 'BRAF', 'BRCA1', 'BRCA2', 'BUB1B', 'RGCC', 'C1QBP', 'RABL6', 'CACNA1G', 'CADM1', 'CAMK1D', 'CASP3', 'CASP8', 'CASP9', 'CAV1', 'CBX7', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNL1', 'CD274', 'CD34', 'CD44', 'CDC123', 'CDC20', 'CDC25A', 'CDC25C', 'CDC42', 'CDC45', 'CDC5L', 'CDC6', 'CDC7', 'CDH13', 'CDH17', 'CDH1', 'CDH2', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK5RAP3', 'CDK6', 'CDK7', 'CDKAL1', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2AIP', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDX2', 'CEACAM5', 'CEBPB', 'CEBPE', 'CHEK1', 'CHEK2', 'CHFR', 'CHKA', 'COMMD1', 'CRABP1', 'CREBBP', 'CSF1R', 'CSF1', 'CSF2', 'CTBP1', 'CTBP2', 'CTCF', 'CTLA4', 'CTNNB1', 'CTSK', 'CUL1', 'CUL3', 'CXCR4', 'CYCS', 'CYLD', 'CYTH1', 'CYTH2', 'CYTH3', 'DAB2IP', 'DAP', 'DAXX', 'DICER1', 'DIRAS3', 'DLEC1', 'DMTF1', 'DNAH3', 'DNMT1', 'DNMT3A', 'DNMT3B', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EBF1', 'EGFR', 'EGF', 'EGR1', 'EHF', 'EHMT2', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EP300', 'EPCAM', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ETS1', 'ETV6', 'EWSR1', 'EZH1', 'EZH2', 'FAT1', 'FBXW7', 'FGF2', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FKBP2', 'FLT3', 'FMN2', 'FN1', 'FOS', 'FOXA1', 'FOXM1', 'FOXN2', 'FOXO1', 'FOXO3', 'FTO', 'FZR1', 'GADD45A', 'GAPDH', 'GATA3', 'GATA4', 'GATA5', 'GBF1', 'GDF15', 'GGA1', 'GGA2', 'GGA3', 'GIT1', 'GIT2', 'GLI1', 'GLTSCR2', 'GMNN', 'GNA11', 'GNAQ', 'GNAS', 'GNL3', 'GOLPH3', 'GP5', 'GSPT1', 'GSTP1', 'H2AFX', 'H2AFZ', 'H3F3A', 'H3F3B', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HDAC9', 'HELLS', 'HGF', 'HHEX', 'HIC1', 'HIF1A', 'HIST1H2BA', 'HIST1H4A', 'HIST1H4B', 'HIST1H4C', 'HIST1H4D', 'HIST1H4E', 'HIST1H4F', 'HIST1H4H', 'HIST1H4I', 'HIST1H4J', 'HIST1H4K', 'HIST1H4L', 'HIST2H2AA3', 'HIST2H2AC', 'HIST2H4A', 'HIST4H4', 'HLTF', 'HMGA2', 'HNF4A', 'HNRNPD', 'HOPX', 'HOXA9', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPA4', 'HSPA9', 'HUWE1', 'ID1', 'IDH1', 'IDH2', 'IGF1R', 'IGF1', 'IGF2BP2', 'IGF2R', 'IGF2', 'IGFBP3', 'IKBKB', 'IKZF1', 'IL10', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ING1', 'ING4', 'INS', 'IQSEC1', 'IRS1', 'ISOC2', 'ITGAM', 'JAK1', 'JAK2', 'JAK3', 'JAZF1', 'JUNB', 'JUN', 'KAT2B', 'KAT5', 'KCNJ11', 'KCNQ1', 'KDM1A', 'KDM2B', 'KDM6A', 'KDM6B', 'KDR', 'KEAP1', 'KIAA1549', 'KIT', 'KLF4', 'KRAS', 'KRT19', 'KRT20', 'KRT5', 'KRT7', 'LATS2', 'LOX', 'LRRK2', 'MACROD2', 'MAF', 'MAP2K1', 'MAP2K4', 'MAP2K6', 'MAP2K7', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MAPK9', 'MAX', 'MC1R', 'MCL1', 'MCM10', 'MCM2', 'MCM5', 'MCM7', 'MDM2', 'MDM4', 'MEN1', 'MEOX1', 'MEOX2', 'MET', 'MGMT', 'MITF', 'MKRN1', 'MLANA', 'MLH1', 'KMT2D', 'KMT2C', 'KMT2B', 'MLLT3', 'MME', 'MMP2', 'MMP7', 'MMP9', 'MOV10', 'MRAS', 'MSH2', 'MSH6', 'MTA1', 'MTAP', 'MTHFR', 'MTNR1B', 'MTOR', 'MUC1', 'MYBL2', 'MYCL', 'MYCN', 'MYC', 'MYOD1', 'KAT6A', 'NANOG', 'NCAM1', 'NCL', 'NCOR1', 'NES', 'NEUROG1', 'NF1', 'NF2', 'NFATC1', 'NFE2L2', 'NKX2-1', 'NME1', 'NOTCH1', 'NOTCH2', 'NPM1', 'NRAS', 'NSUN2', 'ORC4', 'ORC5', 'OSBP2', 'P2RY8', 'PA2G4', 'PALB2', 'PARP1', 'PAX3', 'PAX5', 'PAX8', 'PBRM1', 'PCGF2', 'PDGFB', 'PDGFRA', 'PDGFRB', 'PEX19', 'PGR', 'PHLDB1', 'PI3', 'PIAS2', 'PIGF', 'PIK3CA', 'PIK3R1', 'PIP4K2A', 'PLEKHA3', 'PLEKHA8', 'PLEK', 'PLK1', 'PMAIP1', 'PML', 'PMS2', 'POTEF', 'POU5F1', 'PPARA', 'PPARG', 'PPM1D', 'PPP1R9B', 'PPP3CA', 'PRDM2', 'PRMT6', 'PROM1', 'PRSS1', 'PSMC3', 'PSMD10', 'PSME3', 'PTCH1', 'PTEN', 'PTER', 'PTF1A', 'PTGS2', 'PTPN11', 'PTPRC', 'PTPRD', 'PXN', 'RAB11A', 'RAB5A', 'RABEP1', 'RABGEF1', 'RAC2', 'RAD51', 'RAF1', 'RAP2B', 'RARB', 'RASSF1', 'RASSF2', 'RB1', 'RBL1', 'RBL2', 'RCC1', 'RELA', 'RELB', 'REL', 'RET', 'RHOA', 'DROSHA', 'RNF2', 'RNF43', 'ROS1', 'RPL11', 'RPRM', 'RPS27A', 'RPS6KB1', 'RRAS2', 'RRAS', 'RTEL1', 'RUNX2', 'RUNX3', 'SDHC', 'SENP1', 'SENP3', 'SERPINE1', 'SERTAD1', 'SETD2', 'SFN', 'SFRP1', 'SFRP2', 'SHH', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT4', 'SIRT5', 'SIRT6', 'SIRT7', 'SIVA1', 'SIX2', 'SKP2', 'SLC30A8', 'SMAD2', 'SMAD3', 'SMAD4', 'SMARCA4', 'SMARCB1', 'SMUG1', 'SNAI1', 'SNAI2', 'SNCA', 'SOCS1', 'SOX2', 'SP1', 'SPEN', 'SRC', 'STAT1', 'STAT3', 'STK11', 'STK25', 'STK33', 'STMN1', 'SUB1', 'SUMO1', 'SUMO2', 'SUMO3', 'SUV39H1', 'SUZ12', 'SYNE1', 'SYP', 'TBL1XR1', 'TBRG1', 'TBX2', 'TBX3', 'TCF7L2', 'TCHP', 'TERT', 'TET2', 'TFDP1', 'TFPI2', 'TGFBR2', 'THADA', 'THBS1', 'TIMP3', 'TMCO1', 'TMEM115', 'TNFRSF10B', 'TNFSF11', 'TNF', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOP1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TP73', 'TRADD', 'TRIM28', 'TRIP12', 'PRSS58', 'TSC2', 'TSPAN8', 'TTF1', 'TWIST1', 'TWSG1', 'TYR', 'UBA52', 'UBB', 'UBC', 'UBE2A', 'UBE2I', 'UBE3A', 'UCHL1', 'USP7', 'UTF1', 'VEGFA', 'VHL', 'WDTC1', 'WEE1', 'WFS1', 'WHSC1', 'WIF1', 'WRN', 'WT1', 'WWOX', 'XRCC1', 'YY1', 'ZBTB17', 'ZBTB7A', 'ZEB1', 'ZFP91', 'ZNF148', 'ZNF217', 'ZNF227', 'ZNF410', 'ZNF420', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.062199248812668806
		RMSE:  0.6624014175436462
		NRMSE:  0.14974599695798488
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10057809021042674
		RMSE:  0.783524323220729
		NRMSE:  0.21159176970584093
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6427147371513342
		NRMSE:  0.145295521001771
		MAPE:  207.86247046219444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010510594090658465
		RMSE:  0.7507796405829533
		NRMSE:  0.20274902527219912
		MAPE:  439.74244050751946

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  4.4247939155458436e-15
		NRMSE:  1.0002925094485912e-15
		MAPE:  3.010263510127274e-12
		Pearson Correlation:  0.18184146750799118
		Spearman Correlation:  0.11175982830943322
		Coefficient of Determination:  -7.5700150263531985
		RMSE:  2.1864162337437247
		NRMSE:  0.5904445675786456
		MAPE:  1344.8063631282057

	Predictor:  ElasticNet
		Pearson Correlation:  0.8280627732813028
		Spearman Correlation:  0.7970371734239098
		Coefficient of Determination:  0.6595264180153961
		RMSE:  0.3750247827056076
		NRMSE:  0.08478010234104386
		MAPE:  139.028048067234
		Pearson Correlation:  0.6367530947915302
		Spearman Correlation:  0.5468734757584627
		Coefficient of Determination:  0.40504394508314334
		RMSE:  0.5760822523668955
		NRMSE:  0.155571766774749
		MAPE:  440.7104354190826

	Predictor:  RandomForests
		Pearson Correlation:  0.6607511781830171
		Spearman Correlation:  0.6039855415911017
		Coefficient of Determination:  0.42435018378000744
		RMSE:  0.4876378899475922
		NRMSE:  0.1102380219164897
		MAPE:  179.7477011975791
		Pearson Correlation:  0.7092247029117462
		Spearman Correlation:  0.5793828864710735
		Coefficient of Determination:  0.4563914662849009
		RMSE:  0.5506620972013854
		NRMSE:  0.14870702057828392
		MAPE:  286.0885966516016

Protein:  TP53
Protein Interaction Partners Count:  1000
x_train_column_count:  991
x_train columns:  ['ABCB1', 'ABCC1', 'ABL1', 'ACTB', 'ACTL6A', 'ADAM17', 'AFP', 'AGT', 'AICDA', 'AIFM2', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALK', 'ANKRD2', 'ANXA1', 'ANXA2', 'ANXA5', 'APAF1', 'APBB1', 'APC', 'APEX1', 'APOBEC3B', 'APP', 'ARID1A', 'ARID3A', 'AR', 'ASF1A', 'ASXL1', 'ATF2', 'ATF3', 'ATG7', 'ATM', 'ATN1', 'ATRIP', 'ATRX', 'ATR', 'ATXN3', 'AURKA', 'AURKB', 'AXIN1', 'AXL', 'BACE1', 'BAG1', 'BAG2', 'BAIAP2L1', 'BAK1', 'BANP', 'BARD1', 'BAX', 'BBC3', 'BCL2A1', 'BCL2L11', 'BCL2L12', 'BCL2L14', 'BCL2L1', 'BCL2L2', 'BCL2', 'BCL6', 'BCR', 'BDNF', 'BECN1', 'BID', 'BIRC3', 'BIRC5', 'BIRC6', 'BLM', 'BMF', 'BMI1', 'BMX', 'BNIP3L', 'BNIP3', 'BRCA1', 'BRCA2', 'BRCC3', 'BRD1', 'BRD4', 'BRD7', 'BRE', 'BRIP1', 'BRPF1', 'BRPF3', 'BTG2', 'BTK', 'BUB1B', 'BUB1', 'RHNO1', 'RGCC', 'RMI2', 'CNOT11', 'SETD9', 'CA9', 'CABIN1', 'CABLES1', 'CAPN1', 'CARM1', 'CASP10', 'CASP1', 'CASP2', 'CASP3', 'CASP6', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBX2', 'CBX4', 'CBX6', 'CBX8', 'CCDC106', 'CCL2', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNG2', 'CCNH', 'CCNK', 'CCT2', 'CCT3', 'CCT4', 'CCT5', 'CCT6A', 'CCT6B', 'CCT7', 'CCT8', 'CD24', 'CD274', 'CD34', 'CD40LG', 'CD40', 'CD44', 'CD82', 'CDC20', 'CDC25A', 'CDC25C', 'CDH17', 'CDH1', 'CDK12', 'CDK13', 'CDK1', 'CDK2', 'CDK4', 'CDK5R1', 'CDK5', 'CDK6', 'CDK7', 'CDK8', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CEACAM5', 'CEBPB', 'CENPJ', 'CFL1', 'CFLAR', 'CHD3', 'CHD4', 'CHD8', 'CHEK1', 'CHEK2', 'CHUK', 'CISH', 'CITED2', 'CLSPN', 'CLU', 'CNOT10', 'CNOT1', 'CNOT2', 'CNOT3', 'CNOT4', 'CNOT6L', 'CNOT6', 'CNOT7', 'CNOT8', 'COPS5', 'CREB1', 'CREBBP', 'CRYAB', 'CSNK1A1', 'CSNK1D', 'CSNK1E', 'CSNK1G1', 'CSNK1G2', 'CSNK1G3', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTBP1', 'CTCF', 'CTGF', 'CTNNB1', 'CUL4A', 'CUL7', 'CUL9', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP1A1', 'DACH1', 'DAPK1', 'DAP', 'DAXX', 'DDB1', 'DDB2', 'DDIT4', 'DDX17', 'DDX3X', 'DDX5', 'DECR1', 'DGCR8', 'DHCR24', 'DHFR', 'DIABLO', 'DICER1', 'DKK1', 'DMTF1', 'DNA2', 'DNAJA3', 'DNAJB1', 'DNMT1', 'DNMT3A', 'DNTT', 'DPYD', 'DRAM1', 'DTL', 'DUSP1', 'DUSP2', 'DYRK1A', 'DYRK2', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F7', 'E2F8', 'E4F1', 'EED', 'EEF1A1', 'EEF1A2', 'EGFR', 'EGF', 'EGR1', 'EHMT1', 'EHMT2', 'EI24', 'EIF2AK2', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF4EBP1', 'ELANE', 'ELAVL1', 'ELL3', 'ELL', 'EP300', 'EP400', 'EPCAM', 'EPHA2', 'EPHA3', 'EPHB2', 'ERBB2', 'ERBB4', 'ERCC1', 'ERCC2', 'ERCC3', 'ERCC6', 'ESR1', 'ETS1', 'ETS2', 'EWSR1', 'EXO1', 'EZH2', 'F2', 'FADD', 'AMER1', 'FAM175B', 'FANCC', 'FANCD2', 'FASLG', 'FAS', 'FBL', 'FBXO11', 'FBXO4', 'FBXW7', 'FGF1', 'FGF2', 'FGFR3', 'FHIT', 'FHL2', 'FLT3', 'FN1', 'FOSL1', 'FOS', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FSCN1', 'FUT4', 'FZR1', 'G3BP1', 'G6PD', 'GADD45A', 'GADD45B', 'GADD45G', 'GAPDH', 'GATAD2A', 'GATAD2B', 'GDF15', 'GFI1', 'GLS2', 'GLTSCR2', 'GNL3', 'GRAMD4', 'GRB10', 'GRB14', 'GSK3B', 'GSTP1', 'GTF2H1', 'GTSE1', 'H1F0', 'H2AFX', 'HAMP', 'HCK', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC5', 'HDAC7', 'HDAC8', 'HDAC9', 'HERC5', 'HIC1', 'HIF1A', 'HIPK1', 'HIPK2', 'HIPK3', 'HIPK4', 'HIRA', 'HIST1H1A', 'HIST1H1B', 'HIST1H1C', 'HIST1H1D', 'HIST1H1E', 'HK2', 'HMGA1', 'HMGA2', 'HMGB1', 'HMGB2', 'HMMR', 'HMOX1', 'HNF4A', 'HNRNPK', 'HNRNPL', 'HOXA5', 'HPGDS', 'HRAS', 'HSF1', 'HSP90AA1', 'HSP90AB1', 'HSP90B1', 'HSPA1A', 'HSPA1B', 'HSPA1L', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPA9', 'HSPB1', 'HSPB2', 'HTT', 'HUS1', 'HUWE1', 'ICAM1', 'ID2', 'ID4', 'IDH1', 'IDH2', 'IFI16', 'IFNAR1', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IGFBP7', 'IKBKB', 'IL17A', 'IL4', 'IL6', 'CXCL8', 'ING1', 'ING2', 'ING3', 'ING4', 'ING5', 'INSIG1', 'INS', 'IRF1', 'ISG15', 'ITPKB', 'JAG1', 'JAK2', 'JMY', 'JUN', 'KAT2A', 'KAT2B', 'KAT5', 'KDM1A', 'KDM6A', 'KDM6B', 'KDR', 'KHDRBS1', 'CCAR2', 'KIT', 'KLF2', 'KLF4', 'KLF5', 'KLF6', 'KLK3', 'KPNA2', 'KRAS', 'KRT14', 'KRT17', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'L3MBTL1', 'LAMA4', 'LEP', 'LGALS7B', 'LGALS7', 'LIF', 'LIG4', 'LIN28A', 'PIDD1', 'LRRK2', 'LYN', 'MAF1', 'MAF', 'MAGEA2', 'MAP1LC3B', 'MAP2K1', 'MAP2K3', 'MAP2K7', 'MAP3K1', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MAPK9', 'MAPKAPK5', 'MBD3', 'MCL1', 'MCM7', 'MDC1', 'MDH1', 'MDM2', 'MDM4', 'MEAF6', 'MECOM', 'MELK', 'MET', 'MGMT', 'MIF', 'MKI67', 'MKRN1', 'MLH1', 'KMT2D', 'KMT2C', 'MMP13', 'MMP1', 'MMP2', 'MMP9', 'MOV10', 'MRE11A', 'MSH2', 'MSH6', 'MSX1', 'MT1A', 'MT2A', 'MTA1', 'MTA2', 'MTA3', 'MTOR', 'MUC1', 'MUTYH', 'MYBBP1A', 'MYB', 'MYCN', 'MYC', 'MYOCD', 'KAT8', 'KAT6A', 'NANOG', 'NBN', 'NCL', 'NCOA3', 'NCOR1', 'NCOR2', 'NDN', 'NDRG1', 'NEDD8', 'NES', 'NEUROD1', 'NF1', 'NF2', 'NFE2L2', 'NFKB1', 'NFKB2', 'NFKBIA', 'NFKBIB', 'NFYA', 'NFYB', 'NFYC', 'NGFR', 'NKX2-1', 'NLK', 'NLRC4', 'NME1', 'NOC2L', 'NOS3', 'NOTCH1', 'NOTCH3', 'NOTCH4', 'NOX4', 'NPM1', 'NQO1', 'NR1I2', 'NR2E1', 'NR3C1', 'NR4A1', 'NR4A2', 'NRAS', 'NUAK1', 'NUMB', 'NUPR1', 'OGG1', 'OLIG2', 'OPN1SW', 'OSGIN1', 'OTUB1', 'OTUB2', 'OTUD5', 'PADI4', 'PALB2', 'PARK2', 'PARK7', 'PARP1', 'PATZ1', 'PAX2', 'PAX3', 'PAX8', 'PBK', 'PBRM1', 'PCBP4', 'PCNA', 'PDCD4', 'PDCD5', 'PDGFRA', 'PDGFRB', 'PDLIM7', 'PER2', 'PERP', 'PGR', 'PHB', 'PHC1', 'PHC2', 'PHC3', 'PHF20', 'PHGDH', 'PI3', 'PIAS1', 'PIAS2', 'PIAS4', 'PIK3CA', 'PIN1', 'PKM', 'PLAGL1', 'PLAU', 'PLK1', 'PLK2', 'PLK3', 'PLK4', 'PMAIP1', 'PML', 'PMS2', 'POLI', 'POLK', 'POU4F1', 'POU4F2', 'POU5F1', 'PPARGC1A', 'PPARG', 'PPIF', 'PPM1D', 'PPP1R13B', 'PPP1R13L', 'PPP1R15A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R4', 'PPP2R5C', 'PRDM1', 'PRDM2', 'PRDX1', 'PRELID1', 'PRIMA1', 'PRKAA1', 'PRKAA2', 'PRKAB1', 'PRKAB2', 'PRKAG1', 'PRKAG2', 'PRKAG3', 'PRKCA', 'PRKCD', 'PRKCZ', 'PRKD1', 'PRKDC', 'PRKG1', 'PRMT1', 'PRMT5', 'PROM1', 'PSEN1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTBP1', 'PTCH1', 'PTEN', 'PTGS2', 'PTK2', 'PTTG1', 'RABGGTA', 'RABGGTB', 'RAD17', 'RAD1', 'RAD50', 'RAD51', 'RAD9A', 'RAD9B', 'RASSF1', 'RB1CC1', 'RB1', 'RBBP4', 'RBBP6', 'RBBP7', 'RBBP8', 'RBL1', 'RBL2', 'RBM38', 'RBPJ', 'RCHY1', 'RCOR1', 'RECQL4', 'RELA', 'REM1', 'REST', 'RET', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RFFL', 'RFWD2', 'RING1', 'RMI1', 'DROSHA', 'RNF20', 'RNF2', 'RNF34', 'RNF43', 'ROCK1', 'RPA1', 'RPA2', 'RPA3', 'RPL11', 'RPL22', 'RPL26', 'RPL5', 'RPRM', 'RPS14', 'RPS19', 'RPS27A', 'RPS27L', 'RPS3', 'RPS6KB1', 'RQCD1', 'RRAD', 'RRM2B', 'RRM2', 'RUNX2', 'RUNX3', 'S100A2', 'S100A4', 'S100A6', 'S100B', 'SALL4', 'SCO2', 'SDHC', 'SENP1', 'SENP3', 'SERPINB5', 'SERPINE1', 'SESN1', 'SESN2', 'SESN3', 'SETD2', 'SETD7', 'SETD8', 'SETDB1', 'SFN', 'SRSF1', 'SGK1', 'SHFM1', 'SHH', 'SHISA5', 'SIK1', 'SIN3A', 'SIN3B', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT4', 'SIRT5', 'SIRT6', 'SIRT7', 'SIVA1', 'SKP2', 'SLC2A14', 'SLC2A1', 'SLC2A2', 'SLC2A3', 'SLC6A6', 'SLMO1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMARCD1', 'SMG1', 'SMG7', 'SMYD2', 'SNAI1', 'SNAI2', 'SOCS1', 'SOCS3', 'SOD2', 'SORT1', 'SOX2', 'SOX4', 'SP100', 'SP1', 'SP3', 'SP7', 'SPATA18', 'SPP1', 'SQSTM1', 'SRC', 'SREBF1', 'SREBF2', 'SSRP1', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'STEAP3', 'STK11', 'STMN1', 'STUB1', 'SUB1', 'SUMO1', 'SUMO2', 'SUMO3', 'SUMO4', 'SUPT16H', 'SUV39H1', 'SUZ12', 'SYK', 'SYP', 'TADA3', 'TAF10', 'TAF11', 'TAF12', 'TAF13', 'TAF15', 'TAF1L', 'TAF1', 'TAF2', 'TAF3', 'TAF4B', 'TAF4', 'TAF5', 'TAF6', 'TAF7L', 'TAF7', 'TAF9B', 'TBPL1', 'TBPL2', 'TBP', 'TCHP', 'TCP1', 'TDG', 'TERT', 'TET2', 'TFAM', 'TFAP2A', 'TFAP2C', 'TFDP1', 'TFF1', 'TGFB1', 'TGM2', 'THBS1', 'TIMP3', 'TLR3', 'TLR9', 'TMEM219', 'TNFAIP3', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF10C', 'TNFRSF10D', 'TNF', 'TNK2', 'TNKS1BP1', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOE1', 'TOP1', 'TOP2A', 'TOP3A', 'TOPBP1', 'TOPORS', 'TP53AIP1', 'TP53BP1', 'TP53BP2', 'TP53I3', 'TP53INP1', 'TP53RK', 'TP63', 'TP73', 'TPT1', 'TPX2', 'TRAF6', 'TRIAP1', 'TRIM24', 'TRIM28', 'TRIM29', 'TRIM32', 'TRIM59', 'TRIM8', 'TRRAP', 'TSC2', 'TTC5', 'TTK', 'TWIST1', 'TWIST2', 'TXN', 'TYMS', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2A', 'UBE2D1', 'UBE2E1', 'UBE2I', 'UBE2K', 'UBE2N', 'UBE2Q1', 'UBE2S', 'UBE3A', 'UBN1', 'UCHL1', 'UHRF1', 'USF1', 'USP10', 'USP15', 'USP24', 'USP3', 'USP42', 'USP7', 'UTP14A', 'VEGFA', 'VHL', 'VPRBP', 'VRK1', 'WDTC1', 'WEE1', 'WRN', 'WT1', 'WWOX', 'XAF1', 'XIAP', 'XPA', 'XPO1', 'XRCC1', 'XRCC5', 'XRCC6', 'YBX1', 'YWHAB', 'YWHAE', 'YWHAG', 'YWHAH', 'YWHAQ', 'YWHAZ', 'YY1', 'YY2', 'ZBTB33', 'ZBTB7A', 'ZEB1', 'ZEB2', 'ZKSCAN4', 'ZNF148', 'ZNF274', 'ZNF385A', 'ZNF420', 'ZNF668', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05546789854165435
		RMSE:  0.4652085657713222
		NRMSE:  0.11180210665016156
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04275496084346875
		RMSE:  0.4295356456720749
		NRMSE:  0.1544592202783541
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.868276439740994e-15
		NRMSE:  4.489969814325869e-16
		MAPE:  4.7964913101423146e-12
		Pearson Correlation:  0.30320631377237034
		Spearman Correlation:  0.2967271485708711
		Coefficient of Determination:  -1.0979321509995033
		RMSE:  0.6092615867779047
		NRMSE:  0.21908791642198736
		MAPE:  1072.3352377941985

	Predictor:  ElasticNet
		Pearson Correlation:  0.8288246430646417
		Spearman Correlation:  0.7522267239576774
		Coefficient of Determination:  0.6517075721872605
		RMSE:  0.26723737951415844
		NRMSE:  0.06422431615336661
		MAPE:  473.69277306287125
		Pearson Correlation:  0.5241426756124972
		Spearman Correlation:  0.46420349234221053
		Coefficient of Determination:  0.2626996665702944
		RMSE:  0.3611854884323477
		NRMSE:  0.12988078982787865
		MAPE:  478.64731528003676

	Predictor:  RandomForests
		Pearson Correlation:  0.6578300600149463
		Spearman Correlation:  0.5691549846269923
		Coefficient of Determination:  0.37486668057814176
		RMSE:  0.3580234818259469
		NRMSE:  0.08604265364718744
		MAPE:  564.486580249894
		Pearson Correlation:  0.49991780325241103
		Spearman Correlation:  0.5225089443287664
		Coefficient of Determination:  0.24724954793540155
		RMSE:  0.36495018692417036
		NRMSE:  0.13123455964765737
		MAPE:  355.9936133058641

Protein:  CTNNB1
Protein Interaction Partners Count:  992
x_train_column_count:  984
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACAN', 'ACP1', 'ACTA1', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTN1', 'ACTN4', 'ACVR1B', 'ACVR1', 'ADAM10', 'ADCY7', 'ADIPOQ', 'AES', 'AFP', 'AHI1', 'AHR', 'AHSA1', 'AJAP1', 'AK9', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDH1A1', 'ALK', 'ALPL', 'AMHR2', 'AMH', 'ANXA5', 'AP1M1', 'APC2', 'APCS', 'APC', 'APH1A', 'APH1B', 'AQP1', 'ARHGAP10', 'ARHGAP21', 'ARHGAP32', 'ARHGEF4', 'ARID1A', 'ARID2', 'ARMC7', 'ARMC8', 'ARVCF', 'ARX', 'AR', 'ASCL1', 'ASF1A', 'ASH2L', 'ASIP', 'ATF4', 'ATM', 'AURKA', 'AXIN1', 'AXIN2', 'BAG3', 'BCAR1', 'BCL2L1', 'BCL3', 'BCL6', 'BCL9L', 'BCL9', 'BDNF', 'BGLAP', 'BIRC5', 'BMI1', 'BMP2', 'BMP4', 'BMP7', 'BMPR1A', 'BMPR1B', 'BNIP2', 'BRAF', 'BRCA1', 'BRCA2', 'BRMS1L', 'BTRC', 'HILPDA', 'AK8', 'CA2', 'CA9', 'CABLES1', 'CACYBP', 'CALM1', 'CALM3', 'CARM1', 'CASP3', 'CASP8', 'CASP9', 'CAV1', 'CBLL1', 'CBL', 'CBY1', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCNE1', 'CD24', 'CD34', 'CD40', 'CD44', 'CDC27', 'CDC42', 'CDC73', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH16', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH26', 'CDH2', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDHR5', 'CDK12', 'CDK1', 'CDK2', 'CDK4', 'CDK5R1', 'CDK5', 'CDK6', 'CDK8', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDON', 'CDX1', 'CDX2', 'CEBPA', 'CHD8', 'CHRD', 'CHUK', 'CITED1', 'CKAP5', 'CLCA1', 'CLDN3', 'CLDN5', 'COL1A1', 'COPS3', 'COPS5', 'COPS6', 'CREB1', 'CREBBP', 'CRKL', 'CRK', 'CRP', 'CRYAB', 'CSNK1A1L', 'CSNK1A1', 'CSNK1D', 'CSNK1E', 'CSNK2A3', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTBP1', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNAL1', 'CTNNBIP1', 'CTNND1', 'CTNND2', 'CTTN', 'CUL1', 'CUL4A', 'CUL4B', 'CXCR4', 'CXXC4', 'DAB2', 'DACT1', 'DACT2', 'DACT3', 'DCT', 'DCX', 'DDB1', 'DDX39A', 'DDX3X', 'DDX5', 'DHODH', 'DHX9', 'DKK1', 'DKK2', 'DKK3', 'DKK4', 'DLG1', 'DLG2', 'DLG4', 'DLG5', 'DLGAP1', 'DLL4', 'DLX1', 'DNM2', 'DNMT1', 'DPYD', 'DSC1', 'DSC2', 'DSC3', 'DSG1', 'DSG2', 'DSG3', 'DSG4', 'DSP', 'DUSP6', 'DVL1', 'DVL2', 'DVL3', 'E2F3', 'ECM1', 'EFNA1', 'EGFR', 'EGF', 'EGR1', 'ELAVL1', 'EMD', 'ENAH', 'EP300', 'EP400', 'EPCAM', 'EPHA2', 'EPHB2', 'EPHB3', 'ERBB2IP', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ETS1', 'ETV4', 'EXOC3', 'EXOC4', 'EYA4', 'EZH2', 'EZR', 'F2RL2', 'FAF1', 'AMER1', 'FANCA', 'FASLG', 'FAS', 'FAT1', 'FAT4', 'FBXW11', 'FBXW7', 'FERMT2', 'FER', 'FGF10', 'FGF13', 'FGF2', 'FGF3', 'FGF4', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FHL2', 'FLG', 'FLOT1', 'FLOT2', 'FLT1', 'FLT3', 'FMN1', 'FMR1', 'FN1', 'FOS', 'FOXA1', 'FOXA2', 'FOXC2', 'FOXG1', 'FOXL1', 'FOXL2', 'FOXM1', 'FOXN3', 'FOXO1', 'FOXO3', 'FOXO4', 'FOXP1', 'FRAT1', 'FRAT2', 'FRZB', 'FSCN1', 'FSTL1', 'FSTL3', 'FURIN', 'FUS', 'FXR1', 'FYN', 'FZD10', 'FZD1', 'FZD2', 'FZD3', 'FZD4', 'FZD5', 'FZD6', 'FZD7', 'FZD8', 'FZD9', 'GAPDH', 'GATA2', 'GATA4', 'GCG', 'GDF2', 'GDNF', 'GFRA1', 'GJA1', 'GLI1', 'GLI2', 'GLI3', 'GLIS2', 'GLUL', 'GNA11', 'GNA12', 'GNA13', 'GNAQ', 'GNAS', 'GPC3', 'GRIA2', 'GRIP1', 'GSK3A', 'GSK3B', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HAS2', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HDAC7', 'HERC5', 'HES7', 'HGF', 'HGS', 'HHEX', 'HIC1', 'HIF1A', 'HINT1', 'HIPK2', 'HIST1H1C', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2AC', 'HIST2H2BE', 'HIST3H3', 'HMGB1', 'HNF1A', 'HNF4A', 'HNRNPA1', 'HNRNPA2B1', 'HNRNPK', 'HNRNPM', 'HOXA10', 'HOXB4', 'HPGD', 'HRAS', 'HSP90AB1', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB3', 'HSPD1', 'HTRA1', 'HTT', 'HUWE1', 'IBSP', 'IDH1', 'IDH2', 'IFNB1', 'IFRD1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP4', 'IHH', 'IKBKB', 'IL6', 'CXCL8', 'ILK', 'INS', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'IRF3', 'ISG15', 'ISL1', 'ITGAE', 'ITGB1', 'ITGB7', 'ITK', 'ITPKB', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'AJUBA', 'JUN', 'JUP', 'KANK1', 'KAT2A', 'KAT2B', 'KAT5', 'KCNN1', 'KCTD1', 'KDM1A', 'KDR', 'KIF18B', 'KIF3A', 'KIF5B', 'KIFC3', 'KIT', 'KLF2', 'KLF4', 'KLF5', 'KRAS', 'KREMEN1', 'KRIT1', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'LATS2', 'LDB1', 'LDHB', 'LDLR', 'LEF1', 'LEO1', 'LGR4', 'LGR5', 'LGR6', 'LHCGR', 'LHX8', 'LIF', 'LIMA1', 'LMNA', 'LMNB1', 'LOX', 'LRP4', 'LRP5L', 'LRP5', 'LRP6', 'LRRFIP1', 'LRRK2', 'LZTFL1', 'MACF1', 'MAGI1', 'MAGI2', 'MAGI3', 'MAP1LC3B', 'MAP2K1', 'MAP2K2', 'MAP2K6', 'MAP2K7', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8IP1', 'MAPK8', 'MAPK9', 'MDFIC', 'MDFI', 'MDK', 'MDM2', 'MED12', 'MED1', 'MEF2A', 'MEF2C', 'MEF2D', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MGMT', 'MITF', 'MKI67', 'MLH1', 'KMT2D', 'MLLT10', 'MLLT11', 'MLLT4', 'MLLT6', 'KMT2A', 'MME', 'MMP13', 'MMP14', 'MMP15', 'MMP17', 'MMP25', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MRAP', 'MSH2', 'MSH6', 'MSN', 'MSX1', 'MSX2', 'MTDH', 'MTOR', 'MUC13', 'MUC1', 'MUTYH', 'MYCN', 'MYC', 'MYF5', 'MYO1D', 'MYO6', 'MYO7A', 'MYOD1', 'MYOG', 'NANOG', 'NCAM1', 'NCCRP1', 'NCOA2', 'NCSTN', 'NDP', 'NDRG2', 'NEDD9', 'NEK2', 'NES', 'NEURL2', 'NF1', 'NF2', 'NFAT5', 'NFKB1', 'NIT1', 'NKD1', 'NKX2-5', 'NLK', 'NME1', 'NOG', 'NONO', 'NOS3', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NPM1', 'NR0B1', 'NR4A1', 'NR4A2', 'NR5A1', 'NR5A2', 'NRAS', 'NRIP1', 'NTRK1', 'NTRK2', 'NTRK3', 'NUDT5', 'NUMB', 'NUP153', 'NUTF2', 'OTX2', 'PAK1', 'PAK2', 'PAK3', 'PANK4', 'PARD3', 'PARD6A', 'PARK2', 'PARP1', 'PAX3', 'PAX6', 'PAX7', 'PAX8', 'PDGFRA', 'PDGFRB', 'PECAM1', 'PGK1', 'PGR', 'PHB', 'JADE1', 'PI3', 'PICK1', 'PIK3CA', 'PIK3R1', 'PIK3R2', 'PIN1', 'PIP5K1A', 'PIP5K1C', 'PITX2', 'PKD1', 'PKM', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PLAG1', 'PLEKHA7', 'PLK1', 'PML', 'PMS2', 'POLE', 'PORCN', 'POTEF', 'POU5F1', 'PPARD', 'PPARG', 'PPM1A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R2B', 'PPP2R5A', 'PPP2R5B', 'PPP2R5C', 'PPP2R5D', 'PPP2R5E', 'PRKACA', 'PRKACB', 'PRKACG', 'PRKAR1A', 'PRKCA', 'PRKCG', 'PRKCI', 'PRKCZ', 'PRKD1', 'PRL', 'PRMT1', 'PROC', 'PROM1', 'PROP1', 'PSEN1', 'PSEN2', 'PSENEN', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTEN', 'PTGES3', 'PTGS2', 'PTH1R', 'PTH', 'PTK2', 'PTK7', 'PTMA', 'PTN', 'PTPN11', 'PTPN13', 'PTPN1', 'PTPN6', 'PTPRB', 'PTPRC', 'PTPRF', 'PTPRG', 'PTPRJ', 'PTPRK', 'PTPRM', 'PTPRU', 'PTPRZ1', 'PVRL1', 'PVRL2', 'PXN', 'PYGO1', 'PYGO2', 'RAB5A', 'RAB7A', 'RAB8B', 'RAC1', 'RAC2', 'RALGDS', 'RANBP3', 'RAP1A', 'RAP1B', 'RAPGEF1', 'RAPGEF2', 'RAPGEF6', 'RAPSN', 'RARA', 'RARB', 'RARG', 'RARS', 'RASSF1', 'RB1CC1', 'RB1', 'RBBP5', 'RBMX', 'RBPJ', 'RBX1', 'RELA', 'REM1', 'RET', 'RHOA', 'RIPK2', 'RNF220', 'RNF43', 'ROBO1', 'ROCK1', 'ROCK2', 'ROR2', 'RPRD1A', 'RPS27A', 'RPSA', 'RSPO1', 'RSPO2', 'RSPO3', 'RSPO4', 'RUNX2', 'RUNX3', 'RUVBL1', 'RUVBL2', 'RXRA', 'RYK', 'S100A4', 'S100A6', 'SALL1', 'SALL4', 'SATB1', 'SCRIB', 'SDHC', 'SERPINE1', 'SETD2', 'SETD7', 'SFN', 'SFRP1', 'SFRP2', 'SFRP4', 'SFRP5', 'SHFM1', 'SHH', 'SIAH1', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT6', 'SKP1', 'SLC6A3', 'SLC9A3R1', 'SLCO1B3', 'SLCO2A1', 'SLIT1', 'SLK', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD5', 'SMAD7', 'SMAD9', 'SMARCA2', 'SMARCA4', 'SMARCA5', 'SMARCB1', 'SMO', 'SMURF1', 'SMYD2', 'SNAI1', 'SNAI2', 'SNX1', 'SOST', 'SOX10', 'SOX13', 'SOX17', 'SOX1', 'SOX2', 'SOX3', 'SOX4', 'SOX6', 'SOX7', 'SOX8', 'SOX9', 'SP1', 'SP7', 'SPAG9', 'SPATA13', 'SPEN', 'SPN', 'SPP1', 'SRC', 'STAT3', 'STK11', 'STRAP', 'STX4', 'SUFU', 'SUV39H1', 'SYP', 'TADA3', 'TAX1BP3', 'TAZ', 'TBL1XR1', 'TBL1X', 'TBX5', 'TBX6', 'TCF12', 'TCF3', 'TCF4', 'TCF7L1', 'TCF7L2', 'TCF7', 'TERT', 'TFAP2A', 'TFCP2', 'TFF1', 'TFF2', 'TFF3', 'TGFB1', 'TGFB2', 'TGFB3', 'TGFBR1', 'TGFBR2', 'TGM2', 'TJP1', 'TJP2', 'TLE1', 'TLE2', 'TLE3', 'TLE4', 'TNFRSF11B', 'TNFSF11', 'TNF', 'TNIK', 'TNKS2', 'TNKS', 'TNS1', 'TOB1', 'TOP2A', 'TP53', 'TRAF4', 'TRIM33', 'TRIM37', 'TRIP10', 'TRRAP', 'TSC2', 'TUBA1A', 'TWIST1', 'TYMS', 'T', 'UBA52', 'UBB', 'UBC', 'UBE2B', 'UBE2R2', 'UBE3A', 'UBR5', 'UCHL1', 'UMPS', 'UPRT', 'USP4', 'USP7', 'USP9X', 'VANGL1', 'VANGL2', 'VASP', 'VAV1', 'VAV2', 'VAV3', 'VCAM1', 'VCL', 'VDR', 'VEGFA', 'VHL', 'VIM', 'WDR64', 'WDTC1', 'WHSC1', 'WIF1', 'WISP1', 'WLS', 'WNT10A', 'WNT10B', 'WNT11', 'WNT16', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8A', 'WNT8B', 'WNT9A', 'WNT9B', 'WT1', 'WWTR1', 'XPO1', 'YAP1', 'YARS', 'YEATS4', 'YES1', 'YWHAB', 'YWHAE', 'YWHAG', 'YWHAH', 'YWHAQ', 'YWHAZ', 'ZAP70', 'ZAR1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZIC3', 'ZNRF3', 'ZYX', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.41897644861846284
		RMSE:  0.8782004120680554
		NRMSE:  0.17699587078381512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5843844136424388
		RMSE:  0.9452480588674593
		NRMSE:  0.23451795238114906
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  3.739280388249011e-15
		NRMSE:  7.536288748310077e-16
		MAPE:  4.830855527380663e-12
		Pearson Correlation:  0.24354476794010854
		Spearman Correlation:  0.23229441030143402
		Coefficient of Determination:  -1.8335217834275377
		RMSE:  1.2640923158688082
		NRMSE:  0.313623856465243
		MAPE:  949.6806191493512

	Predictor:  ElasticNet
		Pearson Correlation:  0.8846656734469865
		Spearman Correlation:  0.8667778645887971
		Coefficient of Determination:  0.7539533267807912
		RMSE:  0.3656914374171425
		NRMSE:  0.07370285132457474
		MAPE:  352.16269156647127
		Pearson Correlation:  0.4788997784206707
		Spearman Correlation:  0.4628719149351283
		Coefficient of Determination:  0.1747338105198648
		RMSE:  0.6822012956134189
		NRMSE:  0.16925551918161538
		MAPE:  288.78081459485

	Predictor:  RandomForests
		Pearson Correlation:  0.6841986264785491
		Spearman Correlation:  0.6820702465624745
		Coefficient of Determination:  0.45392154713139776
		RMSE:  0.544795564573407
		NRMSE:  0.1098001823111851
		MAPE:  366.845194298559
		Pearson Correlation:  0.5488929367708912
		Spearman Correlation:  0.48712320749195204
		Coefficient of Determination:  0.29198761781243854
		RMSE:  0.6318819358306932
		NRMSE:  0.156771184397036
		MAPE:  224.60700344906942

Protein:  CCNE1
Protein Interaction Partners Count:  350
x_train_column_count:  347
x_train columns:  ['ABL1', 'AKT1', 'AKT2', 'AKT3', 'ALDH18A1', 'ANAPC10', 'ANAPC13', 'ANAPC1', 'ANAPC2', 'ANAPC4', 'ANAPC5', 'ANAPC7', 'ANXA5', 'ARID1A', 'AR', 'ATM', 'AURKA', 'AURKB', 'BARD1', 'BCL2L1', 'BIRC5', 'BRCA1', 'BRCA2', 'BTG2', 'BTRC', 'BUB1B', 'BUB1', 'BUB3', 'RGCC', 'MLIP', 'CABLES1', 'CALM1', 'CAPRIN1', 'CASP3', 'CASP9', 'CBX7', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCNC', 'CCND1', 'CCND2', 'CCND3', 'CCNE2', 'CCNF', 'CCNG1', 'CCNH', 'CCNK', 'CCNL2', 'CCNT1', 'CCNT2', 'CCNY', 'CCT2', 'CCT3', 'CCT4', 'CCT5', 'CCT6A', 'CCT6B', 'CCT7', 'CCT8', 'CDC16', 'CDC20', 'CDC23', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC26', 'CDC27', 'CDC45', 'CDC6', 'CDC7', 'CDCA2', 'CDCA5', 'CDCA8', 'CDH1', 'CDK12', 'CDK13', 'CDK14', 'CDK15', 'CDK16', 'CDK17', 'CDK18', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK5', 'CDK6', 'CDK7', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDT1', 'CENPA', 'CENPE', 'CHAF1A', 'CHD1L', 'CHEK1', 'CHEK2', 'CINP', 'CKS1B', 'CKS2', 'COPS5', 'CREBBP', 'CSK', 'CTNNB1', 'CUL1', 'CUL3', 'CUL4B', 'DBF4B', 'DBF4', 'DGCR8', 'DICER1', 'DTL', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'EBNA1BP2', 'ECT2', 'EGFR', 'EGF', 'ELAVL1', 'ELSPBP1', 'EP400', 'ERBB2', 'ERBB3', 'ERBB4', 'ESPL1', 'ESR1', 'EXO1', 'EZH2', 'FAM58A', 'FAM83H', 'FBXO5', 'FBXW7', 'FEN1', 'FGFR1', 'FGFR2', 'FGFR3', 'FOXM1', 'FZR1', 'GAPDH', 'GLI1', 'GMNN', 'GSK3B', 'H1F0', 'HDAC1', 'HEATR3', 'HERC5', 'HIST1H1A', 'HIST1H1B', 'HIST1H4A', 'HRAS', 'IFNAR1', 'IGF1R', 'IGF1', 'ITPKB', 'JUN', 'KIF11', 'KIF20A', 'KIF23', 'KIF2C', 'KPNA2', 'KRAS', 'LATS2', 'LIN37', 'LIN52', 'LIN54', 'LIN9', 'GMNC', 'MAD2L1', 'MAPK3', 'MATK', 'MAX', 'MCL1', 'MCM10', 'MCM2', 'MCM3', 'MCM4', 'MCM5', 'MCM6', 'MCM7', 'MCM8', 'MDM2', 'MEGF11', 'MELK', 'MKI67', 'KMT2D', 'KMT2B', 'MNAT1', 'MRE11A', 'MTOR', 'MYBL2', 'MYC', 'NBN', 'NF1', 'NFYB', 'NMI', 'NOTCH1', 'NOTCH3', 'NPAT', 'NRAS', 'ORC1', 'ORC2', 'ORC3', 'ORC4', 'ORC5', 'ORC6', 'PARK2', 'PARP1', 'PCBP4', 'PCNA', 'PIK3CA', 'PIK3R1', 'PKMYT1', 'PLK1', 'PLK4', 'POLA1', 'POLD1', 'PPP1R1C', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R4', 'PRC1', 'PRKAR1A', 'PRKAR2A', 'PRMT5', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMB10', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSMF1', 'PTEN', 'PTGDR', 'PTK6', 'PTTG1', 'RAD51', 'RAD54L', 'RB1', 'RBBP4', 'RBL1', 'RBL2', 'RBX1', 'REL', 'REM1', 'RHOA', 'RHOBTB3', 'RINT1', 'RNASE1', 'RPRD1A', 'RPS27A', 'RRM1', 'RRM2', 'RRN3', 'RSF1', 'SHFM1', 'SKP1', 'SKP2', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'ST8SIA1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STK3', 'STK4', 'TARBP1', 'TCP1', 'TERF1', 'TERT', 'TFDP1', 'TK1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TP73', 'TPX2', 'TTK', 'TUBG1', 'TYMS', 'UBA52', 'UBB', 'UBC', 'UBE2C', 'UBE2QL1', 'UBE2S', 'UHRF2', 'WEE1', 'WEE2', 'XIAP', 'YAP1', 'ZNF217', 'ZNF33A', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.7135069779129597
		RMSE:  0.7967382438332794
		NRMSE:  0.19227700939577658
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.179220592822603
		RMSE:  0.7927883268238614
		NRMSE:  0.2823823069719898
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.48367116033059243
		NRMSE:  0.11672446372338549
		MAPE:  119.9663870203584
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008650225247206267
		RMSE:  0.5393577763958428
		NRMSE:  0.19211318838676503
		MAPE:  85.21064296831354

	Predictor:  LinearRegression
		Pearson Correlation:  0.9600859906029507
		Spearman Correlation:  0.8662267544166397
		Coefficient of Determination:  0.9217651093520491
		RMSE:  0.13528524503270575
		NRMSE:  0.032648416881701316
		MAPE:  30.40559507270768
		Pearson Correlation:  0.42559319189843353
		Spearman Correlation:  0.324212271973466
		Coefficient of Determination:  -1.0744584893827307
		RMSE:  0.7734976956786644
		NRMSE:  0.27551120059792145
		MAPE:  96.35319060126297

	Predictor:  ElasticNet
		Pearson Correlation:  0.8785038349918233
		Spearman Correlation:  0.7339374522815456
		Coefficient of Determination:  0.7640898386697024
		RMSE:  0.23492190637575952
		NRMSE:  0.056693753499471373
		MAPE:  58.78422811846398
		Pearson Correlation:  0.8435777759471468
		Spearman Correlation:  0.6218954248366013
		Coefficient of Determination:  0.6992864386682187
		RMSE:  0.294498547267107
		NRMSE:  0.10489707827857774
		MAPE:  45.0229875819649

	Predictor:  RandomForests
		Pearson Correlation:  0.8596874273082401
		Spearman Correlation:  0.7210960464713698
		Coefficient of Determination:  0.7320514696254783
		RMSE:  0.2503663064140619
		NRMSE:  0.060420953836923974
		MAPE:  54.40166636566519
		Pearson Correlation:  0.845046857639206
		Spearman Correlation:  0.7078185738575904
		Coefficient of Determination:  0.7100918169730611
		RMSE:  0.28915911496185553
		NRMSE:  0.10299523239959235
		MAPE:  44.09579052171135

Protein:  CCND1
Protein Interaction Partners Count:  857
x_train_column_count:  849
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTL6B', 'AFP', 'AHR', 'AKAP12', 'AKAP8', 'AKR1B10', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDOA', 'ALK', 'ANO1', 'ANXA5', 'APAF1', 'APC', 'APEX1', 'AREG', 'ARHGEF2', 'ARID1A', 'ARID1B', 'ARID2', 'ARID4A', 'AR', 'ASIP', 'ATF2', 'ATF3', 'ATF4', 'ATM', 'ATXN1', 'AURKA', 'AURKB', 'AXIN1', 'AXIN2', 'B2M', 'BANP', 'BARX2', 'BAX', 'BCAR1', 'BCAR3', 'BCCIP', 'BCL2A1', 'BCL2L11', 'BCL2L1', 'BCL2L2', 'BCL2', 'BCL3', 'BCL6', 'BCL9', 'BECN1', 'BGLAP', 'BHLHE40', 'BIRC2', 'BIRC3', 'BIRC5', 'BMI1', 'BMP4', 'BMP6', 'BRAF', 'BRCA1', 'BRCA2', 'BRD2', 'BRD4', 'BTC', 'BTG2', 'BTRC', 'RGCC', 'COPRS', 'CA9', 'CARD11', 'CARM1', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBFB', 'CCDC62', 'CCL2', 'CCL5', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNC', 'CCND2', 'CCND3', 'CCNDBP1', 'CCNE1', 'CCNE2', 'CCNG2', 'CCNH', 'CCNK', 'CCNL1', 'CCNL2', 'CCNT1', 'CCNT2', 'CCNY', 'CD19', 'CD22', 'CD24', 'CD34', 'CD38', 'CD44', 'CD5', 'CD79A', 'CDC20', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC27', 'CDC42', 'CDC6', 'CDC73', 'CDCA7L', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDK12', 'CDK13', 'CDK14', 'CDK16', 'CDK17', 'CDK18', 'CDK1', 'CDK20', 'CDK2', 'CDK3', 'CDK4', 'CDK5', 'CDK6', 'CDK7', 'CDK8', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDT1', 'CDX2', 'CENPE', 'CEP57', 'CFLAR', 'CHEK1', 'CHEK2', 'CHKA', 'CHUK', 'CKS1B', 'CKS2', 'CLCN3', 'COL1A1', 'CR2', 'CREB1', 'CREBBP', 'CRKL', 'CRYAB', 'CSF2', 'CTBP1', 'CTGF', 'CTNNB1', 'CTNND1', 'CTTN', 'CUL1', 'CUL3', 'CUL7', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP19A1', 'CYR61', 'DACH1', 'DAXX', 'DDIT3', 'DDX53', 'DECR1', 'DHFR', 'DICER1', 'DKK1', 'DKK3', 'DLL1', 'DMTF1', 'DND1', 'DNMT1', 'DNMT3A', 'DNTT', 'DVL1', 'DVL2', 'DYRK1A', 'DYRK1B', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EDN1', 'EEF1A1', 'EGFR', 'EGF', 'EGLN2', 'EGR1', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF3I', 'EIF4A1', 'EIF4A2', 'EIF4EBP1', 'EIF4E', 'EIF4G1', 'ELAVL1', 'ELSPBP1', 'EP300', 'EPCAM', 'EPHA2', 'EPHA7', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ETS1', 'ETV4', 'EWSR1', 'EYA1', 'EZH2', 'FABP4', 'FADD', 'FAM58A', 'FAM83H', 'FASLG', 'FAT1', 'FBXO31', 'FBXO4', 'FBXW7', 'FBXW8', 'FGF13', 'FGF19', 'FGF2', 'FGF3', 'FGF4', 'FGF7', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FGFR4', 'FHIT', 'FHL2', 'FIGF', 'FLCN', 'FLNA', 'FLT1', 'FLT3', 'FN1', 'FOSL1', 'FOS', 'FOXA1', 'FOXC1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FRZB', 'FSTL3', 'FZD1', 'FZD2', 'FZD7', 'FZD9', 'FZR1', 'GADD45A', 'GAL', 'GAPDH', 'GAST', 'GATA3', 'GATA4', 'GDF15', 'GDF2', 'GGNBP2', 'GGT1', 'GIT1', 'GJA1', 'GJB1', 'GLI1', 'GLI2', 'GLI3', 'GLTSCR2', 'GNB2L1', 'GPER1', 'GRB2', 'GREB1', 'GRM4', 'GRP', 'GSK3B', 'H1F0', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HBEGF', 'HBZ', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC4', 'HEXIM1', 'HEY1', 'HGF', 'HIF1A', 'HIST1H2AA', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AH', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST1H4A', 'HIST1H4B', 'HIST1H4C', 'HIST1H4D', 'HIST1H4E', 'HIST1H4F', 'HIST1H4H', 'HIST1H4I', 'HIST1H4J', 'HIST1H4K', 'HIST1H4L', 'HIST2H2AC', 'HIST2H2BE', 'HIST2H4A', 'HIST4H4', 'HMGA2', 'HMOX1', 'HNF1A', 'HNF4A', 'HNRNPD', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB8', 'ICAM1', 'ID1', 'ID2', 'IFNAR1', 'IFNB1', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP3', 'IGFBP5', 'IHH', 'IKBKB', 'IL10', 'IL17A', 'IL2', 'IL4', 'IL6', 'IL7', 'CXCL8', 'ILK', 'INSM1', 'INS', 'IRF1', 'IRS1', 'ISG15', 'ITGB1', 'ITPKB', 'ITPKC', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JARID2', 'JUNB', 'JUND', 'JUN', 'KAT2A', 'KAT2B', 'KDM1A', 'KDM5B', 'KDR', 'KHDRBS1', 'KIF18B', 'KIN', 'KITLG', 'KIT', 'KLF13', 'KLF4', 'KLF5', 'KLF6', 'KLK3', 'KRAS', 'KRT10', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'LDB3', 'LEF1', 'LEP', 'LGALS3', 'LGR5', 'LIMK2', 'LIMS1', 'LIN28B', 'LMNA', 'LMNB1', 'LOX', 'LRP5', 'LRP6', 'LYN', 'MAFB', 'MAF', 'MAML1', 'MAML2', 'MAML3', 'MAMLD1', 'MAP2K1', 'MAP2K2', 'MAP2K4', 'MAP2K7', 'MAP3K5', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MAPK9', 'MCL1', 'MCM10', 'MCM2', 'MCM3', 'MCM5', 'MCM6', 'MCM7', 'MCM8', 'MDK', 'MDM2', 'MDM4', 'MEN1', 'MET', 'MGMT', 'MITF', 'MKI67', 'MLH1', 'MLXIPL', 'MME', 'MMP11', 'MMP14', 'MMP15', 'MMP1', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MNAT1', 'MOV10', 'MSH2', 'MST1', 'MTOR', 'MUC1', 'MYBL2', 'MYB', 'MYCN', 'MYC', 'MYEOV', 'MYF5', 'MYOD1', 'MYOG', 'NACA2', 'NADSYN1', 'NANOG', 'NCAM1', 'NCOA1', 'NCOA3', 'NCOR1', 'NES', 'NEUROD1', 'NF1', 'NF2', 'NFKB1', 'NFKB2', 'NFKBIA', 'NGF', 'NKX2-1', 'NME1-NME2', 'NME1', 'NME2', 'NMI', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTCH4', 'NPM1', 'NQO1', 'NR0B2', 'NR1H3', 'NR2E1', 'NR3C1', 'NR4A3', 'NRAS', 'NRF1', 'NUDT21', 'ODC1', 'ORAI1', 'ORAOV1', 'ORC4', 'PAK1', 'PAK4', 'PARK2', 'PARP1', 'PAX2', 'PAX5', 'PAX6', 'PBRM1', 'PBX3', 'PCNA', 'PDCD4', 'PDGFRA', 'PDGFRB', 'PDZK1', 'PECAM1', 'PELP1', 'PGR', 'PI3', 'PI4K2A', 'PIK3CA', 'PIK3R1', 'PKLR', 'PKM', 'PLAUR', 'PLAU', 'PLK1', 'PMAIP1', 'POLR2A', 'POTEF', 'POU2F1', 'POU5F1', 'PPARG', 'PPP2R4', 'PRDM5', 'PRKACA', 'PRL', 'PRMT5', 'PRNP', 'PROM1', 'PSAT1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTCHD3', 'PTEN', 'PTF1A', 'PTGS2', 'PTHLH', 'PTH', 'PTK2', 'PTK6', 'PTPN11', 'PTPRCAP', 'PTPRC', 'PXN', 'RAD51', 'RAF1', 'RALA', 'RASSF1', 'RB1', 'RBL1', 'RBL2', 'RBPJ', 'RBX1', 'RCC1', 'RELA', 'RELB', 'REL', 'REM1', 'RET', 'RHEB', 'RHOA', 'RHOC', 'RICTOR', 'RNASE1', 'DROSHA', 'RND3', 'RNMT', 'ROCK1', 'RPRD1B', 'RPS27A', 'RPS6KA1', 'RPS6KA2', 'RPS6KA3', 'RPS6KA6', 'RPS6KB1', 'RPS6', 'RPTOR', 'RREB1', 'RSF1', 'RUNX1', 'RUNX2', 'RUNX3', 'SDC1', 'SDHC', 'SENP1', 'SERPINE1', 'SFRP1', 'SFRP2', 'SFRP4', 'SFRP5', 'SHC1', 'SHFM1', 'SHH', 'SIRT1', 'SIX1', 'SIX3', 'SKP1', 'SKP2', 'SLC25A16', 'SLC25A6', 'SLC2A1', 'SLC35B2', 'SLC39A4', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'SMARCC1', 'SMARCC2', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'SMARCE1', 'SMO', 'SNAI1', 'SNAI2', 'SNCA', 'SNIP1', 'SNW1', 'SNX33', 'SOCS3', 'SOX11', 'SOX17', 'SOX2', 'SOX4', 'SOX6', 'SOX9', 'SP1', 'SPN', 'SPP1', 'SPRY1', 'SRC', 'SREBF1', 'STAT1', 'STAT3', 'STAT4', 'STAT5A', 'STAT5B', 'STAT6', 'STC2', 'STIM1', 'STK11', 'STK24', 'STMN1', 'SUFU', 'SULF2', 'SUV39H1', 'TAF1', 'TBP', 'TBX2', 'TCEAL7', 'TCF4', 'TCF7L2', 'TCF7', 'TERT', 'TET3', 'TFDP1', 'TFF1', 'TGFA', 'TGFB1', 'TGFBR2', 'THBS1', 'THRA', 'THRB', 'TIMP1', 'TIMP2', 'TIMP3', 'TJP1', 'TJP2', 'TJP3', 'TLE1', 'TLR9', 'TM4SF1', 'TMPRSS4', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF13C', 'TNFRSF8', 'TNFSF11', 'TNF', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOP2A', 'TP53', 'TP63', 'TP73', 'TRPV2', 'TSC22D3', 'TSC2', 'TWIST1', 'TXN', 'TYMS', 'UBA52', 'UBA7', 'UBB', 'UBC', 'UBE2C', 'UBTF', 'URGCP', 'USP18', 'USP2', 'USP9X', 'VCL', 'VDR', 'VEGFA', 'VEGFC', 'VIP', 'VRK1', 'WDR77', 'WDTC1', 'WEE1', 'WHSC1', 'WIF1', 'WISP1', 'WNT10A', 'WNT10B', 'WNT11', 'WNT16', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8B', 'WNT9A', 'WNT9B', 'WT1', 'XBP1', 'XIAP', 'XPO1', 'YAP1', 'YBX1', 'YY1', 'ZBTB17', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.46307157054532877
		RMSE:  0.2889602070536637
		NRMSE:  0.17371452011738692
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5143850316766378
		RMSE:  0.2891269997261264
		NRMSE:  0.20591917819933792
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  8.817808079129527e-16
		NRMSE:  5.301011217329073e-16
		MAPE:  1.4952870186246699e-12
		Pearson Correlation:  0.12738969684922852
		Spearman Correlation:  0.14571749097649012
		Coefficient of Determination:  -2.4312535166419424
		RMSE:  0.4352080289085658
		NRMSE:  0.3099595670535623
		MAPE:  1487.2582921803216

	Predictor:  ElasticNet
		Pearson Correlation:  0.6668139596055919
		Spearman Correlation:  0.6297048942603619
		Coefficient of Determination:  0.3896159590191841
		RMSE:  0.18664090822499194
		NRMSE:  0.11220311660614393
		MAPE:  323.4686233192635
		Pearson Correlation:  0.45002104149129185
		Spearman Correlation:  0.3854306896888109
		Coefficient of Determination:  0.1664137846191256
		RMSE:  0.21450911816321602
		NRMSE:  0.15277556703550796
		MAPE:  1132.9936824481572

	Predictor:  RandomForests
		Pearson Correlation:  0.5704725542385461
		Spearman Correlation:  0.5547056754820439
		Coefficient of Determination:  0.26297215871093493
		RMSE:  0.20509128252867684
		NRMSE:  0.12329494807605827
		MAPE:  325.7250287173021
		Pearson Correlation:  0.49912157464398055
		Spearman Correlation:  0.46262315871622284
		Coefficient of Determination:  0.22531475351959973
		RMSE:  0.20679171639625385
		NRMSE:  0.1472791553161172
		MAPE:  1074.6486839065683

Protein:  ERBB2
Protein Interaction Partners Count:  663
x_train_column_count:  657
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACPP', 'ACTA2', 'ACTB', 'ACTG1', 'ADAM10', 'ADAM17', 'ADRB2', 'AFP', 'AGRN', 'AKT1S1', 'AKT1', 'AKT2', 'ALB', 'ALDH1A1', 'ALK', 'ANGPT1', 'ANGPT2', 'ANGPT4', 'ANO1', 'ANXA2', 'ANXA5', 'AP2B1', 'APP', 'AREG', 'ARHGEF11', 'ARHGEF12', 'ARID1A', 'ARL6IP5', 'AR', 'ATM', 'ATP2B2', 'AURKB', 'AXIN1', 'BAG1', 'BARD1', 'BCAR1', 'BCAR3', 'BCAS1', 'BCL2L11', 'BCL2L1', 'BDNF', 'BECN1', 'BEST1', 'BIRC5', 'BLNK', 'BMI1', 'BMP2', 'BMP4', 'BRCA1', 'BRCA2', 'BSG', 'BTC', 'MIEN1', 'CA9', 'CALU', 'CARTPT', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CAV1', 'CBLB', 'CBLC', 'CBL', 'CCL27', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CD19', 'CD22', 'CD247', 'CD24', 'CD274', 'CD28', 'CD33', 'CD34', 'CD44', 'CD46', 'CD52', 'CD68', 'CD6', 'CD80', 'CD82', 'CDC37', 'CDC42', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDK4', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CDX2', 'CEACAM5', 'CEP70', 'CHEK2', 'CHGA', 'CHKA', 'CHKB', 'CISH', 'CLDN3', 'CLDN4', 'CLDN7', 'CLTC', 'CNN1', 'COPS5', 'CPNE3', 'CREB1', 'CRKL', 'CRK', 'YBX3', 'CSF1', 'CSF2', 'CSF3', 'CSK', 'CSPG4', 'CTAG1B', 'CTLA4', 'CTNNB1', 'CTNND1', 'CTSB', 'CTSD', 'CTTN', 'CUL5', 'CXCL12', 'CXCR1', 'CXCR4', 'CYCS', 'CYP19A1', 'CYTIP', 'DCN', 'DDX41', 'DDX53', 'DHH', 'DIAPH1', 'DICER1', 'DLG4', 'DMTF1', 'DNAJA3', 'DNM2', 'DNMT1', 'DOCK1', 'DOCK7', 'DUSP6', 'E2F1', 'E2F3', 'EEA1', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EFNB1', 'EGFR', 'EGF', 'EIF3A', 'EIF4EBP1', 'EIF4E', 'ELAVL1', 'ELF3', 'EML4', 'ENO2', 'EP300', 'EPCAM', 'EPGN', 'EPHA2', 'EPS15', 'EPX', 'ERAL1', 'ERBB2IP', 'ERBB3', 'ERBB4', 'ERCC1', 'EREG', 'ERRFI1', 'ESCO1', 'ESR1', 'ESR2', 'ESRRB', 'ETS1', 'ETS2', 'ETV4', 'ETV6', 'EZH2', 'EZR', 'FASLG', 'FASN', 'FBXW7', 'FCGR1A', 'FCGR1B', 'FCGRT', 'FGF10', 'FGF13', 'FGF16', 'FGF17', 'FGF18', 'FGF19', 'FGF1', 'FGF20', 'FGF21', 'FGF22', 'FGF23', 'FGF2', 'FGF3', 'FGF4', 'FGF5', 'FGF6', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FGFR4', 'FHIT', 'FIGF', 'FLT1', 'FLT3LG', 'FN1', 'FOLH1', 'FOLR1', 'FOS', 'FOXA1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXP3', 'FREM2', 'FSIP1', 'FYN', 'GAB1', 'GABPB1', 'GAPDH', 'GATA3', 'GATA4', 'GDF2', 'GLI1', 'GLI2', 'GLS', 'GNA11', 'GNAQ', 'GNAS', 'GNRH1', 'GPER1', 'GRAP2', 'GRB2', 'GRB7', 'GSTP1', 'GZMB', 'H2AFX', 'H2AFY', 'HBEGF', 'HDAC1', 'HDAC6', 'HEATR6', 'HGF', 'HIF1A', 'HK1', 'HLA-A', 'HMGA2', 'HNF4A', 'HOXB7', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSP90B1', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB3', 'HSPG2', 'ICAM1', 'ID1', 'IDH1', 'IDH2', 'IFNG', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IHH', 'IL10', 'IL2', 'IL4', 'IL6R', 'IL6ST', 'IL6', 'CXCL8', 'ILK', 'INPP4B', 'INS', 'IQGAP1', 'IQSEC1', 'IRS1', 'ITGA5', 'ITGA6', 'ITGAV', 'ITGB1', 'ITGB3', 'ITGB4', 'ITPKB', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JUN', 'JUP', 'KDR', 'KITLG', 'KLK3', 'KLRK1', 'KRAS', 'KRT14', 'KRT17', 'KRT18', 'KRT19', 'KRT20', 'KRT4', 'KRT5', 'KRT7', 'KRT8', 'L1CAM', 'LAMP1', 'LCN2', 'LDHA', 'LEP', 'LIN28A', 'LIN7A', 'LIN7B', 'LIN7C', 'LINGO1', 'LOX', 'LRIG1', 'LRPPRC', 'MAGEA1', 'MAGEA3', 'MAGED4B', 'MAGED4', 'MAP2K1', 'MAPK1', 'MAPK3', 'MAPK8', 'MATK', 'MCL1', 'MDK', 'MDM2', 'MEMO1', 'MET', 'MGMT', 'MKI67', 'MLANA', 'MLH1', 'KMT2C', 'MME', 'MMP11', 'MMP14', 'MMP16', 'MMP1', 'MMP2', 'MMP7', 'MMP9', 'MPP1', 'MRAP', 'MRAS', 'MSH2', 'MSH6', 'MSLN', 'MTA1', 'MTOR', 'MUC13', 'MUC16', 'MUC1', 'MUC4', 'MUC6', 'MUCL1', 'MYBL2', 'MYCN', 'MYC', 'NANOG', 'NCAM1', 'NCL', 'NCOA1', 'NCOA3', 'NCOR1', 'NDRG1', 'NF1', 'NF2', 'NFE2L2', 'NGF', 'NISCH', 'NKX2-1', 'NME1', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTCH4', 'NPM1', 'NR1H4', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'NRP1', 'NTF3', 'NTF4', 'OPCML', 'OSMR', 'PA2G4', 'PADI2', 'PAK1', 'PALB2', 'PAQR3', 'PARP1', 'PAX2', 'PCSK9', 'PDCD1LG2', 'PDCD1', 'PDCD4', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PDGFRA', 'PDPN', 'PECAM1', 'PELP1', 'PEPD', 'PFKFB3', 'PGAP3', 'PGF', 'PGR', 'PI3', 'PIK3C2A', 'PIK3C2B', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3CG', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIN1', 'PIP', 'PLAUR', 'PLAU', 'PLCG1', 'PLCG2', 'PLEK', 'PLG', 'PLXNB1', 'POLI', 'POTEF', 'POU5F1', 'PPARG', 'PPP3CA', 'PRDM10', 'PRF1', 'PRKACA', 'PRL', 'PROM1', 'PSCA', 'PTCH1', 'PTEN', 'PTGS2', 'PTK2B', 'PTK2', 'PTK6', 'PTPN11', 'PTPN12', 'PTPN18', 'PTPN1', 'PTPRC', 'PTPRO', 'PTPRU', 'PTS', 'PXN', 'RAB25', 'RAD51', 'RAF1', 'RANBP2', 'RARA', 'RASA1', 'RASA2', 'RASSF1', 'RB1', 'RBPJ', 'RDX', 'RECK', 'REM1', 'REN', 'RET', 'RHEB', 'RHOA', 'RHOB', 'RHOC', 'RICTOR', 'RND1', 'RNF41', 'ROCK1', 'ROCK2', 'ROS1', 'RPS27A', 'RPS6', 'RPTOR', 'RRAS2', 'RRAS', 'S100A14', 'SCGB2A2', 'SCUBE2', 'SDC1', 'SDHC', 'SEMA3D', 'SEMA4D', 'SERPINB5', 'SERPINE1', 'SFRP1', 'PEAK1', 'SH3BGRL3', 'SH3BGRL', 'SH3TC2', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SHH', 'SIAH2', 'PMEL', 'SKP2', 'SLC25A16', 'SLC2A1', 'SLC4A7', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMO', 'SMUG1', 'SMYD3', 'SNAI1', 'SNAI2', 'SOCS1', 'SOS1', 'SOX10', 'SOX2', 'SOX9', 'SP3', 'SPP1', 'SPRY2', 'SRCIN1', 'SRC', 'STARD3', 'STAT1', 'STAT2', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'STOM', 'STUB1', 'SYP', 'TAGLN', 'TBX1', 'TERT', 'TFAP2A', 'TFAP2B', 'TFAP2C', 'TFF1', 'TFF2', 'TFF3', 'TFRC', 'TGFA', 'TGFB1', 'THBS1', 'THRA', 'TIMP1', 'TJP1', 'TMPRSS2', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF13C', 'TNFRSF4', 'TNFRSF8', 'TNFRSF9', 'TNFSF11', 'TNF', 'TNS1', 'TNS3', 'TNS4', 'TOB1', 'TOP1', 'TOP2A', 'TP53', 'TP63', 'TSC2', 'TWIST1', 'TYMS', 'TYR', 'UBA52', 'UBB', 'UBC', 'USP2', 'USP9X', 'VAV1', 'VAV2', 'VAV3', 'VCL', 'VEGFA', 'VEGFB', 'VEGFC', 'VIM', 'WASL', 'WDFY2', 'WDTC1', 'WNT10A', 'WNT1', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT7B', 'WNT9A', 'WNT9B', 'WT1', 'WWOX', 'XIAP', 'XPO1', 'YAP1', 'YBX1', 'YES1', 'YY1', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10512598969709641
		RMSE:  1.0713675802437574
		NRMSE:  0.18252510013182233
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.044647408489899565
		RMSE:  0.9270678870989714
		NRMSE:  0.17190207437399804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  3.9870817084757075e-15
		NRMSE:  6.792649894331409e-16
		MAPE:  8.45350265817373e-12
		Pearson Correlation:  0.3888149737434841
		Spearman Correlation:  0.3902741195980881
		Coefficient of Determination:  -5.786950622187613
		RMSE:  2.3630016064071833
		NRMSE:  0.43816087639665924
		MAPE:  3821.538752515044

	Predictor:  ElasticNet
		Pearson Correlation:  0.9321220814806886
		Spearman Correlation:  0.8648205359887966
		Coefficient of Determination:  0.8634477905461616
		RMSE:  0.376601434490767
		NRMSE:  0.06416025256670137
		MAPE:  350.0854476716961
		Pearson Correlation:  0.7807396239159669
		Spearman Correlation:  0.6762364647351479
		Coefficient of Determination:  0.5999070223864114
		RMSE:  0.5737294412026684
		NRMSE:  0.10638409812769672
		MAPE:  300.4174813729314

	Predictor:  RandomForests
		Pearson Correlation:  0.8592275065106486
		Spearman Correlation:  0.7016416755316447
		Coefficient of Determination:  0.7329230976900414
		RMSE:  0.5266847811685238
		NRMSE:  0.08972942078275274
		MAPE:  493.83700180961495
		Pearson Correlation:  0.808275898810776
		Spearman Correlation:  0.690173843290221
		Coefficient of Determination:  0.6477535983426582
		RMSE:  0.5383317006035483
		NRMSE:  0.09982045255025929
		MAPE:  358.447817975373

Protein:  ERBB3
Protein Interaction Partners Count:  245
x_train_column_count:  247
x_train columns:  ['ADAM17', 'AGRN', 'AGTR2', 'AKT1', 'AKT2', 'AKT3', 'ALAS2', 'ALB', 'ANGPT1', 'ANGPT2', 'ANGPT4', 'APIP', 'AREG', 'AR', 'BAMBI', 'BDNF', 'BMP2', 'BMP4', 'BRCA1', 'BRCA2', 'BTC', 'CADM4', 'CASK', 'CASP3', 'CBLB', 'CBLC', 'CBL', 'CCND1', 'CCNE1', 'CD44', 'CD82', 'CDC42', 'CDH1', 'CDK4', 'CDK5', 'CDKN1B', 'CDKN2A', 'CLEC16A', 'COMMD5', 'COQ7', 'CRKL', 'CRK', 'CRYZL1', 'CSF1', 'CSK', 'CSPG5', 'CTNNB1', 'DCN', 'DHH', 'DOCK7', 'DUSP6', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EGFR', 'EGF', 'EGR1', 'EHF', 'EIF4EBP1', 'EIF4E', 'EML4', 'EPCAM', 'EPGN', 'EPN1', 'ERBB2IP', 'ERBB2', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'ESR2', 'FBXO9', 'FGF10', 'FGF16', 'FGF17', 'FGF18', 'FGF19', 'FGF1', 'FGF20', 'FGF21', 'FGF22', 'FGF23', 'FGF2', 'FGF3', 'FGF4', 'FGF5', 'FGF6', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FIGF', 'FKBP14', 'FLNA', 'FLT3LG', 'FN1', 'FOXA1', 'FOXO3', 'FREM2', 'FTSJ1', 'GAB1', 'GAPDH', 'GLE1', 'GRB2', 'GRB7', 'GRHL2', 'HBEGF', 'HGF', 'HGS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPG2', 'IGF1', 'IGF2', 'IL6ST', 'ILK', 'INS', 'IRS1', 'ITGA6', 'ITGB4', 'ITPKB', 'JAK1', 'JAK2', 'JUN', 'KDR', 'KITLG', 'KRAS', 'L1CAM', 'LAMA1', 'LAMB1', 'LAMC2', 'LIN7A', 'LIN7B', 'LIN7C', 'LRIG1', 'MAP2K1', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MARCH7', 'MDM2', 'MET', 'MITF', 'MMP9', 'MRPL49', 'MTOR', 'MUC1', 'MUC4', 'MYC', 'N4BP1', 'NDRG1', 'NEDD4L', 'NEDD4', 'NF1', 'NGF', 'NICN1', 'NOTCH1', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'NTF3', 'NTF4', 'OAT', 'PA2G4', 'PARK7', 'PCSK9', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PGF', 'PGR', 'PI3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIP5K1C', 'PLCG1', 'PLCG2', 'PPP1R9A', 'PRKACA', 'PTEN', 'PTK2B', 'PTK2', 'PTK6', 'PTPN11', 'PTPN22', 'PTPN2', 'RASA1', 'RASA2', 'REM1', 'RGS4', 'RHOA', 'RHOC', 'RNF41', 'ROR1', 'RRAS2', 'SH2B3', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SHH', 'SLC25A16', 'SMAD4', 'SNAI2', 'SOS1', 'SOX10', 'SOX2', 'SPARC', 'SPRY2', 'SRC', 'STAT3', 'STAT5A', 'STAT5B', 'SYN3', 'TCF7L2', 'TGFA', 'TMEFF2', 'TNFRSF13C', 'TNS1', 'TP53', 'USP8', 'VAV1', 'VAV2', 'VAV3', 'VEGFA', 'VEGFB', 'VEGFC', 'WNT1', 'WNT5A', 'ZEB1', 'ZNF217', 'KRBOX4', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20107865915633893
		RMSE:  0.5031866190144979
		NRMSE:  0.13579562619977975
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27170508071542576
		RMSE:  0.5249654097328843
		NRMSE:  0.21064675210776365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  LinearRegression
		Pearson Correlation:  0.753591858080306
		Spearman Correlation:  0.7441165627330231
		Coefficient of Determination:  0.5679006885649278
		RMSE:  0.3018110564316248
		NRMSE:  0.08145014166397915
		MAPE:  167.64854393991953
		Pearson Correlation:  0.205415221213176
		Spearman Correlation:  0.26358680078402286
		Coefficient of Determination:  -2.9381873210742624
		RMSE:  0.923816404894778
		NRMSE:  0.3706890427961198
		MAPE:  341.68887902145053

	Predictor:  ElasticNet
		Pearson Correlation:  0.632050110091276
		Spearman Correlation:  0.6201578639335568
		Coefficient of Determination:  0.37789579281946906
		RMSE:  0.3621386911245626
		NRMSE:  0.0977308387666241
		MAPE:  182.42273101138173
		Pearson Correlation:  0.4325504039603851
		Spearman Correlation:  0.4400478490490164
		Coefficient of Determination:  0.18332690330452017
		RMSE:  0.4206894391559825
		NRMSE:  0.16880514860842902
		MAPE:  207.0740034507034

	Predictor:  RandomForests
		Pearson Correlation:  0.5720995884106573
		Spearman Correlation:  0.5663929332364112
		Coefficient of Determination:  0.30118296599150474
		RMSE:  0.38381778930159044
		NRMSE:  0.10358140513931847
		MAPE:  235.7950036897269
		Pearson Correlation:  0.39661158095516746
		Spearman Correlation:  0.40844845435653027
		Coefficient of Determination:  0.1484584351866245
		RMSE:  0.42957639677532594
		NRMSE:  0.17237111452528164
		MAPE:  269.5480647617531


Fold:  2

Protein:  RB1
Protein Interaction Partners Count:  369
x_train_column_count:  366
x_train columns:  ['AATF', 'ABCC1', 'ABL1', 'ACTL6A', 'ACTL6B', 'AFAP1', 'AHR', 'AKT1', 'ANXA5', 'ARID1A', 'ARID1B', 'ARID4A', 'ARMCX1', 'ARMCX2', 'ARMCX3', 'ARNT', 'AR', 'ASF1A', 'ATF2', 'ATM', 'AURKB', 'BCR', 'BDP1', 'BGLAP', 'BRCA1', 'BRF1', 'FAM208A', 'C4BPA', 'CABIN1', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CBFB', 'CBX1', 'CBX4', 'CBX5', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCNC', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNT2', 'CDC25A', 'CDC27', 'CDC6', 'CDH1', 'CDK14', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK6', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CEBPA', 'CEBPB', 'CEBPD', 'CEBPE', 'CHEK1', 'CHEK2', 'CLNK', 'COL1A1', 'CREBBP', 'CTBP1', 'CTNNB1', 'CUX1', 'DCAF10', 'DGKZ', 'DNAJA3', 'DNMT1', 'DNMT3A', 'DUSP1', 'DUT', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EED', 'EGFR', 'EGF', 'EID1', 'EIF2AK1', 'EIF2AK4', 'AGO2', 'ELF1', 'ENC1', 'EP300', 'ERBB2', 'ESD', 'ESR1', 'ESR2', 'EZH2', 'FBXW7', 'FMO5', 'FOS', 'FOXM1', 'FRK', 'FZR1', 'G6PD', 'GAPDH', 'GATA1', 'GJA1', 'GNB2L1', 'GRB2', 'GSC', 'GTF2H1', 'H1F0', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HARS2', 'HARS', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC8', 'HDC', 'HES1', 'HIF1A', 'HIRA', 'HIST1H1A', 'HIST1H1B', 'HIST1H1C', 'HIST1H1D', 'HIST1H1E', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST1H4A', 'HIST2H2AC', 'HIST2H2BE', 'HIST3H3', 'HIST4H4', 'HMGA1', 'HMGA2', 'HRAS', 'HSP90AA1', 'HSPA1A', 'HSPA8', 'ID2', 'IFI16', 'INS', 'JUN', 'KAT2B', 'KAT5', 'KDM1A', 'KDM2A', 'KDM4A', 'KDM5A', 'KDM5B', 'PPP1R26', 'KIF11', 'KRAS', 'KRT10', 'KRT14', 'KRT5', 'L3MBTL2', 'L3MBTL1', 'LIMD1', 'LIN52', 'LIN54', 'LIN9', 'LMNA', 'LOR', 'LPAR6', 'MAF', 'MAP2K7', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MAPK9', 'MCM2', 'MCM3', 'MCM4', 'MCM5', 'MCM7', 'MDM2', 'MDM4', 'MEF2C', 'MORF4L1', 'MRFAP1', 'MRPL11', 'MRPS18B', 'MSH6', 'MTL5', 'MYBL2', 'MYC', 'MYOD1', 'NACC2', 'NCAPD3', 'NCAPG2', 'NCAPH2', 'NCR1', 'NDC80', 'NEO1', 'NFYA', 'NFYB', 'NFYC', 'NGF', 'NOTCH1', 'NPM1', 'NRAS', 'ORC1', 'PA2G4', 'PAX2', 'PAX3', 'PAX5', 'PAX6', 'PAX8', 'PCNA', 'PELP1', 'PGR', 'PHB', 'PHF21B', 'PIAS4', 'PIK3CA', 'PIK3R1', 'PIK3R3', 'PLK1', 'PML', 'POLA1', 'POLA2', 'PPARA', 'PPARG', 'PPIA', 'PPP1CA', 'PPP1CB', 'PPP1CC', 'PPP1R3A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R3B', 'PPRC1', 'PRB1', 'PRB3', 'PRB4', 'PRDM2', 'PRH1', 'PRH2', 'PRIM1', 'PRIM2', 'PRKCB', 'PRMT2', 'PSMA7', 'PSMC1', 'PSMD10', 'PTEN', 'PTGDR', 'RAF1', 'RB1CC1', 'RBAK', 'RBBP4', 'RBBP5', 'RBBP6', 'RBBP7', 'RBBP8', 'RBBP9', 'RBL1', 'RBL2', 'RBFOX2', 'RFC1', 'RPS6KB1', 'RUNX2', 'S100A6', 'SETD1B', 'SETD7', 'SIRT1', 'SKP2', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'SMARCC1', 'SMARCC2', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'SMARCE1', 'SMC1A', 'SMC2', 'SMC4', 'SMC5', 'SMYD2', 'SNW1', 'SP100', 'SP1', 'SP3', 'SPI1', 'STAM', 'STAT3', 'SUV39H1', 'SUV420H2', 'SUZ12', 'TAF1', 'TBP', 'TERT', 'TFAP2A', 'TFDP1', 'TFDP3', 'TGM2', 'THAP1', 'TMPO', 'TNS1', 'TOP2A', 'TP53BP1', 'TP53', 'TP73', 'TRDMT1', 'TRIM27', 'TTK', 'UBE2I', 'UBE3A', 'UBL4A', 'UBN1', 'UBR4', 'UBTF', 'UHRF1', 'USP4', 'USP7', 'VEGFA', 'VPS39', 'WDR59', 'WDR73', 'WEE1', 'WWTR1', 'YAP1', 'YY1', 'ZBTB16', 'ZBTB7A', 'ZNF521', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.012372001566697044
		RMSE:  0.23649063304821735
		NRMSE:  0.08648721220312221
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0009378943328373079
		RMSE:  0.2450188572791325
		NRMSE:  0.14037816530069125
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  LinearRegression
		Pearson Correlation:  0.8222120971652733
		Spearman Correlation:  0.7728642513585217
		Coefficient of Determination:  0.6760327327249172
		RMSE:  0.13378100287003275
		NRMSE:  0.048925176590854574
		MAPE:  419.3633586117949
		Pearson Correlation:  0.1909095928668004
		Spearman Correlation:  0.12357330992098334
		Coefficient of Determination:  -8.534536192569421
		RMSE:  0.756215770595914
		NRMSE:  0.4332571934525295
		MAPE:  1799.9685952625398

	Predictor:  ElasticNet
		Pearson Correlation:  0.4754945593717363
		Spearman Correlation:  0.5035217259634415
		Coefficient of Determination:  0.18825261638572155
		RMSE:  0.21176507175367487
		NRMSE:  0.07744480388885126
		MAPE:  186.76289577810056
		Pearson Correlation:  0.13262302183573568
		Spearman Correlation:  0.16980782362696326
		Coefficient of Determination:  -0.0280420209435841
		RMSE:  0.24831409824440706
		NRMSE:  0.14226610113577653
		MAPE:  267.7572243103132

	Predictor:  RandomForests
		Pearson Correlation:  0.5919612974425094
		Spearman Correlation:  0.47126444887150715
		Coefficient of Determination:  0.2043066486092442
		RMSE:  0.20966056199598465
		NRMSE:  0.07667516164276794
		MAPE:  149.7410241705184
		Pearson Correlation:  0.07542296428162835
		Spearman Correlation:  0.12394888303580141
		Coefficient of Determination:  -0.025932392806574223
		RMSE:  0.2480591867621438
		NRMSE:  0.1421200552085709
		MAPE:  194.5870804018028

Protein:  CDH1
Protein Interaction Partners Count:  834
x_train_column_count:  826
x_train columns:  ['ABCB1', 'ABCG2', 'ACAN', 'ACTA1', 'ACTA2', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTN1', 'ACTR3', 'ACVR1B', 'ADAM10', 'ADAM15', 'ADAM17', 'ADAM9', 'AFP', 'AIMP1', 'AJAP1', 'AKAP9', 'AKT1', 'AKT2', 'AKTIP', 'ALB', 'ALCAM', 'ALDH1A1', 'ALDH3A1', 'ALK', 'AMOTL2', 'ANAPC4', 'ANAPC7', 'ANO1', 'ANXA2', 'ANXA5', 'AP1M1', 'AP1M2', 'APC2', 'APC', 'AQP1', 'AQP5', 'AREG', 'ARF6', 'ARHGAP31', 'ARID1A', 'ARL2BP', 'ARMC7', 'ARPC1A', 'ARPC2', 'ARRB2', 'ARVCF', 'AR', 'CLMP', 'ASF1A', 'ATF2', 'ATF3', 'ATM', 'ATXN1', 'AXIN1', 'AXIN2', 'AXL', 'BAG3', 'BANP', 'BCAR1', 'BCL2L11', 'BCL2L1', 'BCL6B', 'BCL9L', 'BCORL1', 'BMI1', 'BMP2', 'BMP4', 'BMP6', 'BMP7', 'BNIP3', 'BRCA1', 'BRCA2', 'BSG', 'BTBD7', 'BTC', 'BTF3', 'ANAPC15', 'CA2', 'CA9', 'CALCA', 'CALR', 'CAPN1', 'CAPNS1', 'CASP3', 'CASP8', 'CASP9', 'CASS4', 'CAV1', 'CBLL1', 'CBL', 'CBX7', 'CCL2', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCNE1', 'CCR7', 'CD1A', 'CD1B', 'CD1C', 'CD1E', 'CD207', 'CD24', 'CD274', 'CD276', 'CD2AP', 'CD34', 'CD44', 'CD46', 'CD68', 'CD82', 'CDC16', 'CDC23', 'CDC27', 'CDC42', 'CDC6', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH24', 'CDH2', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDK14', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CDKN3', 'CDX2', 'CEACAM5', 'CFL1', 'CGN', 'CHGA', 'CHL1', 'CLCA2', 'CLDN1', 'CLDN2', 'CLDN3', 'CLDN4', 'CLDN5', 'CLDN7', 'CNTN1', 'COL1A1', 'CORO1C', 'CRB3', 'CREB1', 'CREBBP', 'CRYAB', 'YBX3', 'CSDC2', 'CSE1L', 'CSF2', 'CSNK2A1', 'CSNK2A2', 'CST5', 'CTBP1', 'CTBP2', 'CTCF', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNB1', 'CTNND1', 'CTNND2', 'CTSL', 'CTTN', 'CXCL12', 'CXCL1', 'CXCR4', 'CYP1B1', 'DAAM1', 'DAB2IP', 'DACH1', 'DAPK1', 'DAP', 'DDR1', 'DDR2', 'DDX3X', 'DICER1', 'DKK1', 'DLC1', 'DLG1', 'DLG5', 'DNM2', 'DNMT1', 'DNMT3A', 'DNMT3B', 'DNTT', 'DOT1L', 'DPAGT1', 'DPEP1', 'DSP', 'DUOX1', 'DUSP4', 'DVL1', 'DVL2', 'E2F1', 'ECT2', 'EDN1', 'EFEMP1', 'EFNA1', 'EGFR', 'EGF', 'EGR1', 'EHD1', 'EHMT2', 'EIF2AK3', 'AGO1', 'AGO2', 'ELAVL1', 'ELF3', 'ENAH', 'ENG', 'EP300', 'EPB41L3', 'EPCAM', 'EPHA10', 'EPHA1', 'EPHA2', 'EPPK1', 'ERBB2IP', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ESRP1', 'ESRP2', 'ETS1', 'ETS2', 'EXOC3', 'EXOC4', 'EYA2', 'EZH2', 'EZR', 'F11R', 'F2RL2', 'SUPT20H', 'FBXL5', 'FER', 'FGF10', 'FGF13', 'FGF17', 'FGF19', 'FGF2', 'FGF4', 'FGF5', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FHIT', 'FHL2', 'FLG', 'FLOT1', 'FLOT2', 'FLT1', 'FMN1', 'FN1', 'FOSL1', 'FOS', 'FOXA1', 'FOXA2', 'FOXC1', 'FOXC2', 'FOXJ2', 'FOXK2', 'FOXL1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXQ1', 'FRMPD2', 'FSCN1', 'FUT4', 'FXYD5', 'FYN', 'FZD1', 'FZD4', 'FZD7', 'FZR1', 'G6PD', 'GAB2', 'GABPA', 'GADD45A', 'GAPDH', 'GAS6', 'GATA1', 'GATA3', 'GATA4', 'GATA6', 'GDNF', 'GFRA1', 'GGT1', 'GJA1', 'GJB1', 'GJB2', 'GKN2', 'GLI1', 'GLI2', 'GMNN', 'GNA12', 'GNA13', 'GNB2L1', 'GNL3', 'GPA33', 'GRB2', 'GRHL2', 'GRHL3', 'GSK3B', 'GSN', 'GSTP1', 'H2AFZ', 'HAVCR2', 'HBEGF', 'HDAC1', 'HDAC2', 'HEPACAM', 'HES1', 'HGF', 'HGS', 'HIF1A', 'HMGA2', 'HNF4A', 'HOXB4', 'HOXD10', 'HPGDS', 'HPGD', 'HRAS', 'HSP90AA1', 'HSPA5', 'ICAM1', 'ID1', 'ID2', 'IDO1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP3', 'IL10', 'IL15', 'IL17A', 'IL1B', 'IL24', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ILK', 'INADL', 'INS', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'IQSEC1', 'IRS1', 'IRS2', 'ITGA5', 'ITGA6', 'ITGAE', 'ITGAM', 'ITGB1', 'ITGB4', 'ITGB7', 'ITPKB', 'IVL', 'JAG1', 'JAK2', 'AJUBA', 'JUN', 'JUP', 'KDM1A', 'KDM6A', 'KDR', 'KEAP1', 'KIFC3', 'KIT', 'KLF4', 'KLF5', 'KLF8', 'KLK3', 'KLK7', 'KLRG1', 'KRAS', 'KRT10', 'KRT14', 'KRT17', 'KRT18', 'KRT19', 'KRT20', 'KRT4', 'KRT5', 'KRT7', 'KRT8', 'KRT9', 'LAMA1', 'LAMB1', 'LAMC2', 'LASP1', 'LATS1', 'LATS2', 'LCN2', 'LEF1', 'LEP', 'LGALS3', 'LGALS4', 'LGALS9', 'LGR5', 'LIF', 'LIMA1', 'LIN28A', 'LIPG', 'LLGL2', 'LMNA', 'LOR', 'LOXL2', 'LOXL3', 'LOX', 'LRP5', 'LRP6', 'LY6K', 'MACC1', 'MACROD1', 'MAD2L2', 'MAGI1', 'MAP2K1', 'MAP2K7', 'MAP4K5', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MARK2', 'MARVELD2', 'MCAM', 'MCL1', 'MDM2', 'MED1', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MGAT5', 'MGMT', 'MKI67', 'MLH1', 'MLLT4', 'MME', 'MMP11', 'MMP13', 'MMP14', 'MMP15', 'MMP17', 'MMP1', 'MMP25', 'MMP27', 'MMP2', 'MMP3', 'MMP7', 'MMP8', 'MMP9', 'MPP5', 'MRAP', 'MSH2', 'MSN', 'MT1G', 'MTA1', 'MTA3', 'MTBP', 'MTDH', 'MTOR', 'MUC1', 'MUC4', 'MYCN', 'MYC', 'MYH6', 'MYO6', 'MYO7A', 'NANOG', 'NCAM1', 'NCOA1', 'NCSTN', 'NDRG1', 'NDRG2', 'NEDD9', 'NEK2', 'NES', 'NEUROG3', 'NF2', 'NFE2L2', 'NFIC', 'NKD2', 'NKX2-1', 'NKX6-1', 'NKX6-2', 'NME1', 'NOG', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NR2F1', 'NRP2', 'NUDT21', 'NUMBL', 'NUMB', 'NUP98', 'NUTF2', 'OTUB1', 'OVOL1', 'OVOL2', 'PARD3', 'PARD6A', 'PAX2', 'PAX5', 'PAX6', 'PAX8', 'PCSK9', 'PDCD4', 'PDGFRB', 'PDPN', 'PEBP1', 'PECAM1', 'PGR', 'PHLPP1', 'PI3', 'PIK3CA', 'PIK3R1', 'PIP5K1A', 'PIP5K1C', 'PIP', 'PIR', 'PITX1', 'PKD1', 'PKM', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PLAUR', 'PLAU', 'PLCD1', 'PLEKHA7', 'PLG', 'PODXL', 'POLR2C', 'POSTN', 'POTEF', 'POU5F1', 'PPARA', 'PPARGC1A', 'PPARG', 'PPL', 'PPP6C', 'PRAME', 'PRDM10', 'PRKAR1A', 'PRKCA', 'PRKCI', 'PRKCZ', 'PRKD1', 'PRKG1', 'PRMT5', 'PROC', 'PROM1', 'PRSS8', 'PSEN1', 'PTCH1', 'PTEN', 'PTF1A', 'PTGS2', 'PTK2', 'PTPN11', 'PTPN14', 'PTPRC', 'PTPRF', 'PTPRJ', 'PTPRM', 'PTPRS', 'PTPRT', 'PTPRU', 'PTRH2', 'PVRL1', 'PVRL2', 'PVR', 'PXN', 'RAB11A', 'RAB25', 'RAB5A', 'RAB7A', 'RAB8B', 'RAC1', 'RAC2', 'RACGAP1', 'RAF1', 'RALA', 'RALBP1', 'RALGDS', 'RAP1A', 'RAP1B', 'RAPGEF1', 'RARB', 'RASSF1', 'RB1', 'RBM4', 'RCOR1', 'RDX', 'REM1', 'RET', 'RHOA', 'RHOB', 'RHOC', 'RHOD', 'RICTOR', 'RND3', 'ROCK1', 'ROCK2', 'RPS6KB1', 'RPTOR', 'RRM2', 'RUNX2', 'RUNX3', 'S100A14', 'S100A4', 'S100A8', 'SATB1', 'SCRIB', 'SDC1', 'SDC4', 'SDHC', 'SELE', 'SELL', 'SELP', 'SEMA3C', 'SEMA3F', 'SENP1', 'SERPINB4', 'SERPINB5', 'SERPINE1', 'SFN', 'SFRP1', 'SFRP2', 'SFTPC', 'SHH', 'SIK1', 'SIN3A', 'SIRT1', 'SIRT2', 'SIRT4', 'SIRT7', 'SIX1', 'SIX2', 'SKIL', 'SKP2', 'SLC2A1', 'SLC39A6', 'SLC6A3', 'SLC9A3R1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMO', 'SNAI1', 'SNAI2', 'SNAI3', 'SNX16', 'SNX1', 'SOX10', 'SOX17', 'SOX2', 'SOX4', 'SOX9', 'SP1', 'SPARC', 'SPDEF', 'SPINT1', 'SPP1', 'SPRY1', 'SRCIN1', 'SRC', 'SRXN1', 'ST14', 'ST7L', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STX4', 'STYK1', 'SUCLG2', 'SUMO1', 'SUZ12', 'SYNJ2', 'SYP', 'TACC3', 'TACSTD2', 'TATDN1', 'TBX1', 'TBX3', 'TCF15', 'TCF4', 'TDGF1', 'TERT', 'TET2', 'TFF1', 'TFF3', 'TGFB1', 'TGFB2', 'TGFB3', 'TGFBI', 'TGFBR1', 'TGFBR2', 'THBS1', 'THEM4', 'THUMPD1', 'THY1', 'TIAM1', 'TIMP1', 'TIMP2', 'TIMP3', 'TJP1', 'TJP2', 'TJP3', 'TLE1', 'TLN1', 'TLR4', 'TMPRSS2', 'TMPRSS4', 'TNFRSF6B', 'TNF', 'TNK2', 'TNS1', 'TP53BP1', 'TP53BP2', 'TP53', 'TRIM21', 'TRIM29', 'TRIM44', 'TRIP10', 'TRPS1', 'TSPYL2', 'TWIST1', 'TWIST2', 'TYRP1', 'T', 'UBE2I', 'UBE2S', 'USP48', 'USP9X', 'VANGL1', 'VANGL2', 'VASP', 'VAV1', 'VCAM1', 'VCL', 'VDR', 'VEGFA', 'VEGFC', 'VEZT', 'VHL', 'VIM', 'VIPAS39', 'VPS33B', 'VTN', 'WASL', 'WDFY2', 'WDTC1', 'WIF1', 'WISP1', 'WISP3', 'WNT10A', 'WNT10B', 'WNT11', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8A', 'WNT9A', 'WNT9B', 'WT1', 'XIAP', 'YAP1', 'YBX1', 'YES1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'ZYX', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0848918633043636
		RMSE:  1.167193365558287
		NRMSE:  0.18724526599154356
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3357437347566168
		RMSE:  1.329821844339591
		NRMSE:  0.2361608674018098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  4.3036751578541215e-15
		NRMSE:  6.904107095298182e-16
		MAPE:  2.4438550276280296e-12
		Pearson Correlation:  0.39203219428612546
		Spearman Correlation:  0.426319383474783
		Coefficient of Determination:  -2.01837644350428
		RMSE:  1.999026682992449
		NRMSE:  0.3550038506468565
		MAPE:  852.6852605747722

	Predictor:  ElasticNet
		Pearson Correlation:  0.8897840757019548
		Spearman Correlation:  0.8376045413108079
		Coefficient of Determination:  0.7675463752061457
		RMSE:  0.5402785749856271
		NRMSE:  0.08667338974663144
		MAPE:  353.83000166091927
		Pearson Correlation:  0.6151617204423869
		Spearman Correlation:  0.6049556140864307
		Coefficient of Determination:  0.3205598241891575
		RMSE:  0.9484348451833751
		NRMSE:  0.16843097943231664
		MAPE:  300.50986852460426

	Predictor:  RandomForests
		Pearson Correlation:  0.7806867396346588
		Spearman Correlation:  0.6867325687217668
		Coefficient of Determination:  0.6038524604986277
		RMSE:  0.705306791485822
		NRMSE:  0.11314779682133985
		MAPE:  183.36488246446947
		Pearson Correlation:  0.6614671656077069
		Spearman Correlation:  0.6570131133887294
		Coefficient of Determination:  0.3963484324584017
		RMSE:  0.8939743457162135
		NRMSE:  0.15875942918064526
		MAPE:  217.42057197521228

Protein:  CDH2
Protein Interaction Partners Count:  472
x_train_column_count:  467
x_train columns:  ['ABCG2', 'ABL1', 'ACAN', 'ACTA1', 'ACTA2', 'ACTB', 'ACTR3', 'ADAM10', 'ADH1A', 'AFP', 'AHSG', 'AKT1', 'AKT3', 'ALB', 'ALCAM', 'ALDH1A1', 'AMBN', 'AMELX', 'AMOTL1', 'AMTN', 'ANGPT1', 'ANO8', 'ANXA5', 'APC2', 'APC', 'APLP2', 'APOA1', 'APOA2', 'APOA5', 'APOB', 'APOE', 'APOL1', 'APPL1', 'APP', 'ARHGAP32', 'ARMC7', 'ARPC5', 'ARVCF', 'AR', 'ATXN1', 'AXIN1', 'AXIN2', 'AXL', 'BCL2L1', 'BDNF', 'BMI1', 'BMP15', 'BMP2', 'BMP4', 'BMP7', 'BNIP2', 'BOC', 'BPIFB2', 'RGCC', 'GSKIP', 'C3', 'C4A', 'CABLES1', 'CADM1', 'CALU', 'CASP3', 'CAV1', 'CBLL1', 'CCNA2', 'CCNB1', 'CCND1', 'CD24', 'CD34', 'CD44', 'CD80', 'CDC42', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDK4', 'CDK5', 'CDK6', 'CDKN2A', 'CDON', 'CDX2', 'CEBPZ', 'CFL1', 'CHGB', 'CHL1', 'CHRDL1', 'CKAP4', 'CLDN11', 'CLDN3', 'CLDN4', 'CLDN7', 'CORT', 'CP', 'CREBBP', 'CRP', 'CSF1', 'CSK', 'CST3', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNB1', 'CTNND1', 'CTNND2', 'CTTN', 'CXCL12', 'CXCR4', 'CYLD', 'CYR61', 'DBN1', 'DDR1', 'DDR2', 'DKK1', 'DLG4', 'DLG5', 'DMP1', 'DNAJC3', 'DSP', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EFNB1', 'EFNB2', 'EFNB3', 'EGFR', 'EGF', 'EHMT2', 'EIF2AK3', 'ENAM', 'ENG', 'EPCAM', 'EPHA1', 'EPHA2', 'EPHA4', 'EPHB2', 'EPS8', 'ERBB2', 'ERBB4', 'ESR1', 'ESRP1', 'EXOC4', 'EZH2', 'EZR', 'F11R', 'F5', 'EVA1A', 'FAM20A', 'FAM20C', 'FBN1', 'FER', 'FGA', 'FGF13', 'FGF23', 'FGF2', 'FGFR1', 'FGFR4', 'FGG', 'FN1', 'FOXC2', 'FOXD3', 'FOXO1', 'FOXP4', 'FSTL1', 'FSTL3', 'FUCA2', 'GAA', 'GAPDH', 'GAS6', 'GATA4', 'GFAP', 'GJA10', 'GJA1', 'GJA3', 'GJB6', 'GJC1', 'GJC3', 'GJD3', 'GJD4', 'GLI1', 'GOLM1', 'GPC3', 'GRIA1', 'GRIA2', 'HGF', 'HMGA2', 'HNF4A', 'HRAS', 'HRC', 'HSP90B1', 'HSPA5', 'IARS2', 'IGF1R', 'IGF1', 'IGFBP1', 'IGFBP3', 'IGFBP4', 'IGFBP5', 'IGFBP7', 'IL1B', 'IL6', 'CXCL8', 'ILK', 'INADL', 'INS', 'INVS', 'IQGAP1', 'ISL1', 'ITGA6', 'ITGB1', 'ITIH2', 'ITPKB', 'JAG1', 'JAM3', 'JUN', 'JUP', 'KCNA5', 'KDR', 'KIAA2022', 'KIF5B', 'KIT', 'KLF4', 'KNG1', 'KRAS', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT8', 'KTN1', 'L1CAM', 'LAMB1', 'LAMB2', 'LAMC1', 'LEF1', 'LGALS1', 'LRP5', 'LRP6', 'LRRC7', 'LTBP1', 'LTBP3', 'MAP1B', 'MAP2K6', 'MAP2K7', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MATN3', 'MBTPS1', 'MCAM', 'MEF2A', 'MEF2C', 'MEF2D', 'MEN1', 'MEPE', 'MET', 'MFGE8', 'MFI2', 'MGAT4A', 'MIA3', 'MKI67', 'MLLT4', 'MMP14', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MPDZ', 'MPP5', 'MRAP', 'MRPL49', 'MSLN', 'MSN', 'MTHFD1', 'MUC1', 'MUC4', 'MXRA8', 'MYC', 'MYO10', 'MZF1', 'NANOG', 'NCAM1', 'NCSTN', 'NDRG1', 'NENF', 'NES', 'NFASC', 'NGF', 'NKX2-5', 'NLGN1', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTUM', 'NRCAM', 'NT5C', 'NT5E', 'NTRK2', 'NUCB1', 'NUMBL', 'NUMB', 'OLFM3', 'P4HB', 'PARD3', 'PAX6', 'PCSK9', 'PC', 'PDGFRB', 'PDIA4', 'PDIA6', 'PECAM1', 'PENK', 'PIK3CA', 'PIK3R1', 'PIP5K1C', 'PITX2', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PNPLA2', 'POU5F1', 'PPT2', 'PRKCDBP', 'PRKCSH', 'PROC', 'PROM1', 'PRPH', 'PRSS23', 'PSEN1', 'PTEN', 'PTK2', 'PTPN11', 'PTPN1', 'PTPN2', 'PTPRC', 'PTPRS', 'PVRL1', 'PVRL2', 'PVRL3', 'PXN', 'QSOX1', 'RAB11FIP1', 'RAB3D', 'RAB5A', 'RAC1', 'RCN1', 'RELN', 'REM1', 'RHOA', 'RHOB', 'RHOC', 'ROBO1', 'PTBP3', 'RPS6KB1', 'RUNX2', 'S100A14', 'S100A4', 'SARS2', 'SCARB2', 'SCG2', 'SCG3', 'SDC2', 'SEMA3A', 'SENP3', 'SERPINA10', 'SERPINA1', 'SERPINC1', 'SERPIND1', 'SERPINE1', 'SHH', 'SHISA5', 'SIRT7', 'SKP1', 'SLC2A1', 'SLC9A3R1', 'SLIT1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SNAI1', 'SNAI2', 'SNAI3', 'SOX10', 'SOX18', 'SOX1', 'SOX2', 'SOX4', 'SOX9', 'SP7', 'SPAG9', 'SPARCL1', 'SPARC', 'SPP1', 'SPP2', 'SRC', 'ST6GALNAC5', 'STAT3', 'STC2', 'SYP', 'TBX1', 'TCF3', 'TEK', 'TF', 'TGFB1', 'TGFBR1', 'TGM2', 'TGOLN2', 'THY1', 'TIMP1', 'TJP1', 'TJP3', 'TMEM132A', 'TNC', 'TNF', 'TNNT1', 'TP53', 'TRPS1', 'TSC2', 'TWIST1', 'TWIST2', 'USP9X', 'VANGL2', 'VCAM1', 'VCAN', 'VCL', 'VEGFA', 'VGF', 'VIM', 'VTN', 'VWA1', 'WFS1', 'WNT11', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT7A', 'XIRP1', 'ZBTB16', 'ZEB1', 'ZEB2', 'ZSCAN1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0042702958885580955
		RMSE:  0.36888339320753855
		NRMSE:  0.13366308906715652
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005559500410650786
		RMSE:  0.3881548727768219
		NRMSE:  0.20448899349205915
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  LinearRegression
		Pearson Correlation:  0.9445075352242435
		Spearman Correlation:  0.9175540951224843
		Coefficient of Determination:  0.892094484095375
		RMSE:  0.12091651402897433
		NRMSE:  0.04381350606166184
		MAPE:  472.83839110422423
		Pearson Correlation:  -0.0880078383171512
		Spearman Correlation:  -0.08461613501121844
		Coefficient of Determination:  -32.74175805826209
		RMSE:  2.2484591892073076
		NRMSE:  1.1845404727749926
		MAPE:  2373.512113566102

	Predictor:  ElasticNet
		Pearson Correlation:  0.6192258655541377
		Spearman Correlation:  0.5978889868954302
		Coefficient of Determination:  0.33557304510645436
		RMSE:  0.3000457066688405
		NRMSE:  0.10872009082862545
		MAPE:  974.246248874667
		Pearson Correlation:  0.2621565742983969
		Spearman Correlation:  0.24006926153545996
		Coefficient of Determination:  0.06670844640752993
		RMSE:  0.3739468020016788
		NRMSE:  0.19700385213214772
		MAPE:  338.5773881401074

	Predictor:  RandomForests
		Pearson Correlation:  0.5482233699794163
		Spearman Correlation:  0.47495578566105146
		Coefficient of Determination:  0.1763585814493952
		RMSE:  0.33406646720396765
		NRMSE:  0.1210473466207579
		MAPE:  450.2023217682974
		Pearson Correlation:  0.23214368046879805
		Spearman Correlation:  0.33307969954150823
		Coefficient of Determination:  0.04108356361491117
		RMSE:  0.3790456676193911
		NRMSE:  0.199690052850583
		MAPE:  110.18428875041191

Protein:  CDH3
Protein Interaction Partners Count:  73
x_train_column_count:  74
x_train columns:  ['AIMP1', 'CLMP', 'BRCA1', 'CCND1', 'CD24', 'CD2AP', 'CD44', 'CDCP1', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH2', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CLDN1', 'CLDN7', 'CTNNA1', 'CTNNA3', 'CTNNB1', 'CTNND1', 'DPYD', 'DSP', 'ECM1', 'EGFR', 'EPCAM', 'ERBB2', 'ESR1', 'ESRP1', 'F11R', 'FN1', 'GALNT6', 'GATA3', 'HOXA9', 'IGF1R', 'ITGA9', 'JUP', 'KIRREL', 'KRT14', 'KRT15', 'KRT17', 'KRT4', 'KRT5', 'KRT8', 'LEF1', 'MKI67', 'NPHS1', 'NPHS2', 'PGR', 'PKP1', 'PKP2', 'PKP3', 'POU5F1', 'S100A4', 'SNAI1', 'SNAI2', 'SYNPO', 'TECR', 'TJP1', 'TP53', 'UMPS', 'VCL', 'ZEB1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032535082492379797
		RMSE:  0.20804431995898212
		NRMSE:  0.15657381105189322
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10171995354262497
		RMSE:  0.2077503373255318
		NRMSE:  0.17094572313464315
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  LinearRegression
		Pearson Correlation:  0.5750222934418497
		Spearman Correlation:  0.5464477708979472
		Coefficient of Determination:  0.33065063795512506
		RMSE:  0.16993269557651747
		NRMSE:  0.12789106558632488
		MAPE:  280.5599204068399
		Pearson Correlation:  0.15129344217314186
		Spearman Correlation:  0.33341137450004876
		Coefficient of Determination:  -0.454023866366031
		RMSE:  0.23866673811947609
		NRMSE:  0.19638503918330957
		MAPE:  1617.359666454866

	Predictor:  ElasticNet
		Pearson Correlation:  0.508310698807099
		Spearman Correlation:  0.5129329823179457
		Coefficient of Determination:  0.2426565430808516
		RMSE:  0.18075776318495312
		NRMSE:  0.13603799356148585
		MAPE:  237.0882024645646
		Pearson Correlation:  0.2675737940154392
		Spearman Correlation:  0.342054433713784
		Coefficient of Determination:  -0.07560325265547219
		RMSE:  0.2052731673488429
		NRMSE:  0.16890740339738577
		MAPE:  1506.8127446414048

	Predictor:  RandomForests
		Pearson Correlation:  0.5643420869215559
		Spearman Correlation:  0.5595064484259596
		Coefficient of Determination:  0.2915569262179636
		RMSE:  0.17482478344760996
		NRMSE:  0.1315728428255627
		MAPE:  361.8509709984862
		Pearson Correlation:  0.26611478629025903
		Spearman Correlation:  0.37114427860696525
		Coefficient of Determination:  -0.07708413457356866
		RMSE:  0.20541442796788412
		NRMSE:  0.1690236385813249
		MAPE:  1459.15447534378

Protein:  PTEN
Protein Interaction Partners Count:  884
x_train_column_count:  876
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ABTB1', 'ACTB', 'ACTG1', 'ADM', 'AEBP1', 'AFP', 'AKT1S1', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDH1A1', 'ALK', 'AMHR2', 'ANXA2', 'ANXA5', 'APAF1', 'APC', 'ARAF', 'AREG', 'ARHGAP21', 'ARID1A', 'ARID2', 'ARL2BP', 'AR', 'ATF3', 'ATG12', 'ATG5', 'ATG7', 'ATM', 'ATRX', 'AURKA', 'AURKB', 'AXIN1', 'AXIN2', 'AXL', 'BAD', 'BAG5', 'BARD1', 'BAX', 'BBC3', 'BCAR1', 'BCL2L11', 'BCL2L1', 'BCL2L2', 'BCL6', 'BCR', 'BDNF', 'BECN1', 'BIRC3', 'BIRC5', 'BMI1', 'BMP2', 'BMP4', 'BMP7', 'BMPR1A', 'BNIP3', 'BRAF', 'BRCA1', 'BRCA2', 'BRD4', 'BTG2', 'BTK', 'SPRTN', 'CLHC1', 'CA9', 'CASP3', 'CASP6', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBL', 'CBX7', 'CCL2', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CD24', 'CD274', 'CD34', 'CD44', 'CD79A', 'CD79B', 'CDC14A', 'CDC20', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC27', 'CDC42', 'CDC7', 'CDH17', 'CDH1', 'CDH2', 'CDIPT', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CDX2', 'CENPC', 'CFL1', 'CFLAR', 'CFTR', 'CHD1', 'CHD8', 'CHEK1', 'CHEK2', 'CHKA', 'CHORDC1', 'CHUK', 'CLTCL1', 'CLTC', 'CNOT6L', 'CREB1', 'CREBBP', 'CRP', 'CSF1R', 'CSF1', 'CSK', 'CSN2', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTGF', 'CTLA4', 'CTNNB1', 'CUL1', 'CUL3', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP19A1', 'DAPK1', 'DAXX', 'DBN1', 'DCAF13', 'DDIT4', 'DDR2', 'DECR1', 'DEPTOR', 'DGCR8', 'DICER1', 'DLC1', 'DLG1', 'DLG4', 'DNM1L', 'DNMT1', 'DNMT3A', 'DNMT3B', 'DNTT', 'DOLPP1', 'DUSP1', 'DUSP6', 'DUT', 'DVL1', 'DYRK1A', 'E2F1', 'E2F2', 'E2F3', 'ECSCR', 'EGFR', 'EGF', 'EGR1', 'EIF2AK2', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF4A1', 'EIF4A2', 'EIF4EBP1', 'EIF4EBP2', 'EIF4E', 'EIF4G1', 'EML4', 'ENDOG', 'EP300', 'EPCAM', 'EPHA1', 'EPHA2', 'EPHA3', 'EPHA4', 'EPHA5', 'EPHA7', 'EPHB1', 'EPHB2', 'EPHB3', 'EPHB4', 'ERBB2', 'ERBB3', 'ERBB4', 'ERCC1', 'EREG', 'ESR1', 'ETS1', 'ETS2', 'ETV1', 'ETV6', 'EYA2', 'EZH2', 'EZR', 'FABP4', 'FASLG', 'FASN', 'FBXW7', 'FCGR1B', 'FGF2', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FIG4', 'FKBP1A', 'FLCN', 'FLT1', 'FLT3', 'FLT4', 'FMR1', 'FN1', 'FOS', 'FOXA1', 'FOXG1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FOXP1', 'FOXP3', 'FRK', 'FYN', 'FZR1', 'GADD45A', 'GAPDH', 'GATA3', 'GCK', 'GDF10', 'GDF2', 'GFAP', 'GJA1', 'GLI1', 'GNA11', 'GNAQ', 'GNAS', 'GNRHR', 'GRASP', 'GRB2', 'GRPR', 'GSK3A', 'GSK3B', 'GSTP1', 'H1F0', 'H2AFX', 'HAVCR2', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HES1', 'HGF', 'HIF1A', 'HIST1H2BA', 'HK1', 'HK2', 'HMGA2', 'HNF4A', 'HOXA9', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPA1A', 'HSPA1B', 'HSPA2', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPA9', 'ID1', 'ID4', 'IDH1', 'IDH2', 'IDO1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IKBKB', 'IKZF1', 'IL10', 'IL17A', 'IL21', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ILK', 'INPP4A', 'INPP4B', 'INPP5A', 'INPP5B', 'INPP5D', 'INPP5E', 'INPP5F', 'INPP5J', 'INPP5K', 'INPPL1', 'INSRR', 'INSR', 'INS', 'IPMK', 'IPO11', 'IQGAP1', 'IRAK1', 'IRS1', 'IRS2', 'ITGB1', 'ITPKA', 'ITPKB', 'ITPKC', 'ITPR3', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JARID2', 'JUN', 'KAT2B', 'KDM5B', 'KDM5C', 'KDM6A', 'KDR', 'KEAP1', 'ATG13', 'KIF11', 'KLLN', 'KITLG', 'KIT', 'KLF17', 'KLF2', 'KLF4', 'KLK3', 'KPNA1', 'KPNA2', 'KPNA5', 'KPNA6', 'KPNA7', 'KRAS', 'KRT14', 'KRT5', 'KRT8', 'LASP1', 'LATS1', 'LATS2', 'LCK', 'LDHA', 'LEF1', 'LEP', 'LGALS3', 'LIG4', 'LOX', 'LRIG1', 'LRP1B', 'LRRK2', 'LYN', 'LYPD1', 'MAGI1', 'MAGI2', 'MAGI3', 'MAN2C1', 'MAP1LC3B', 'MAP2K1', 'MAP2K2', 'MAP2K3', 'MAP2K4', 'MAP2K7', 'MAP3K1', 'MAP3K5', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK4', 'MAPK6', 'MAPK7', 'MAPK8', 'MAPK9', 'MAPKAP1', 'MAPT', 'MARCH2', 'MARCH3', 'MAST1', 'MAST2', 'MAST3', 'MAST4', 'MATK', 'MCL1', 'MCM2', 'MCM7', 'MCRS1', 'MDK', 'MDM2', 'MDM4', 'MECOM', 'MECP2', 'MED12', 'MEN1', 'MET', 'MGMT', 'MINPP1', 'MITF', 'MKI67', 'MKRN1', 'MLH1', 'MLH3', 'KMT2D', 'KMT2C', 'KMT2B', 'MLLT1', 'MLST8', 'MME', 'MMP2', 'MMP9', 'MOV10', 'MRAP', 'MRE11A', 'MSH2', 'MSH6', 'MTDH', 'MTMR2', 'MTOR', 'MTSS1', 'MUTYH', 'MVP', 'MYCN', 'MYC', 'MYLK', 'MYOCD', 'NANOG', 'NCKAP1', 'NCOA3', 'NCOR2', 'NDFIP1', 'NDFIP2', 'NDRG1', 'NDRG2', 'NEDD4L', 'NEDD4', 'NES', 'NF1', 'NF2', 'NFATC1', 'NFATC4', 'NFE2L2', 'NFKBIA', 'NGFR', 'NKX3-1', 'NLGN3', 'NLGN4X', 'NOS3', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NPM1', 'NR1H4', 'NR3C2', 'NRAS', 'NRP2', 'NTRK1', 'NTRK2', 'NUMB', 'OCRL', 'OLIG2', 'OTUD3', 'PALB2', 'PARD3', 'PARD6A', 'PARD6B', 'PARD6G', 'PARK2', 'PARK7', 'PARP1', 'PAX8', 'PBK', 'PBRM1', 'PCGF2', 'PCSK9', 'PDCD1', 'PDCD4', 'PDGFB', 'PDGFRA', 'PDGFRB', 'PDK1', 'PDK2', 'PDPK1', 'PDZK1', 'PECAM1', 'PGM3', 'PGR', 'PHF6', 'PHLPP1', 'PHLPP2', 'PI3', 'PI4K2A', 'PI4K2B', 'PI4KA', 'PI4KB', 'PIK3C2A', 'PIK3C2B', 'PIK3C2G', 'PIK3C3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3CG', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIK3R5', 'PIKFYVE', 'PINK1', 'PIP4K2A', 'PIP4K2B', 'PIP4K2C', 'PIP5K1A', 'PIP5K1B', 'PIP5K1C', 'PIP5KL1', 'PKM', 'PLCB1', 'PLCB2', 'PLCB3', 'PLCB4', 'PLCD1', 'PLCD3', 'PLCD4', 'PLCE1', 'PLCG1', 'PLCG2', 'PLCH1', 'PLCH2', 'PLCZ1', 'PLEKHA1', 'PLEK', 'PLK1', 'PLK2', 'PLK3', 'BPIFA1', 'PMAIP1', 'PML', 'PMPCA', 'PMS1', 'PMS2', 'POLE', 'POLI', 'POTEF', 'POU5F1', 'PPARG', 'PPM1D', 'PPP2R1A', 'PPP2R4', 'PPP2R5A', 'PPP2R5E', 'PPP3CA', 'PPP6C', 'PRDX1', 'PREX2', 'PRKAA1', 'PRKAA2', 'PRKCI', 'PRKCZ', 'PRKDC', 'PRMT5', 'PROM1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTER', 'PTGS2', 'PTK2B', 'PTK2', 'PTK6', 'PTPMT1', 'PTPN11', 'PTPN12', 'PTPN13', 'PTPN1', 'PTPRC', 'PTPRD', 'PTS', 'PXN', 'RAB7A', 'RAC1', 'RAC2', 'RAD51C', 'RAD51D', 'RAD51', 'RAD52', 'RAF1', 'RASA1', 'RASSF1', 'RB1CC1', 'RB1', 'RBL1', 'RBL2', 'RBM38', 'RBFOX2', 'RCN1', 'RECK', 'RELA', 'REL', 'REM1', 'RETN', 'RET', 'RHEB', 'RHOA', 'RHOB', 'RHOC', 'RICTOR', 'DROSHA', 'RNF146', 'ROCK1', 'ROCK2', 'ROS1', 'RPS27A', 'RPS6KA1', 'RPS6KA2', 'RPS6KA3', 'RPS6KB1', 'RPS6KB2', 'RPS6', 'RPTOR', 'RRAS2', 'RRAS', 'RRM1', 'RSL1D1', 'RUNX3', 'RWDD3', 'SACM1L', 'SALL4', 'SCAI', 'SCGB1D4', 'SCRIB', 'SDHB', 'SDHC', 'SERPINA1', 'SERPINA4', 'SERPINB5', 'SESN1', 'SESN2', 'SETD2', 'SGK1', 'SGK2', 'SGK3', 'SHANK2', 'SHARPIN', 'SHC1', 'SHFM1', 'SHH', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT5', 'SIRT6', 'SIRT7', 'SKP2', 'SLC25A16', 'SLC2A1', 'SLC2A4', 'SLC34A2', 'SLC9A3R1', 'SLC9A3R2', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMUG1', 'SMYD2', 'SNAI1', 'SNAI2', 'SNCA', 'SNX27', 'SOCS1', 'SOCS3', 'SOD2', 'SOS1', 'SOX2', 'SOX4', 'SOX9', 'SP1', 'SPOP', 'SPRY1', 'SPRY2', 'SRBD1', 'SRC', 'SREBF1', 'SRF', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STMN1', 'STUB1', 'STX16', 'SUCLG2', 'SUMO1', 'SYK', 'SYNJ1', 'SYNJ2', 'TACSTD2', 'TBX1', 'TBX2', 'TBX3', 'TCF7L2', 'TCHP', 'TEP1', 'TERT', 'TET1', 'TGFB1', 'TGFBR1', 'TGFBR2', 'TGM2', 'THBS1', 'TIMP1', 'TIMP3', 'TJP1', 'TLR4', 'TMEM55A', 'TMEM55B', 'TMPRSS2', 'TNFRSF10B', 'TNFSF10', 'TNF', 'TNKS2', 'TNKS', 'TNPO2', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TOP1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TPM1', 'TRAF6', 'TRIM27', 'TRIM29', 'TSC1', 'TSC2', 'TTN', 'TUT1', 'TWIST1', 'TWSG1', 'TXN', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2E1', 'UBE2I', 'UBE2L3', 'UBE3A', 'ULK1', 'ULK2', 'USP10', 'USP13', 'USP18', 'USP28', 'USP7', 'USP8', 'UTF1', 'UVRAG', 'VCL', 'VDR', 'VEGFA', 'VHL', 'WDR18', 'WDTC1', 'WEE1', 'WIPI1', 'WIPI2', 'WNT1', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT9A', 'WNT9B', 'WT1', 'WWP1', 'WWP2', 'XIAP', 'XPO1', 'XPO5', 'YAP1', 'YES1', 'YWHAB', 'YWHAZ', 'YY1', 'ZEB1', 'ZEB2', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.03862384422015608
		RMSE:  0.6356813050691055
		NRMSE:  0.09939509109047072
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04557869434051831
		RMSE:  0.5231599683741948
		NRMSE:  0.17546282813730707
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  2.97727547903179e-15
		NRMSE:  4.655266170012962e-16
		MAPE:  5.633052071312205e-12
		Pearson Correlation:  0.06116703501168145
		Spearman Correlation:  0.04180567749487855
		Coefficient of Determination:  -3.800809743864744
		RMSE:  1.1210200749863422
		NRMSE:  0.3759793651014027
		MAPE:  2202.4235618987864

	Predictor:  ElasticNet
		Pearson Correlation:  0.831638530882456
		Spearman Correlation:  0.7989063942814224
		Coefficient of Determination:  0.6520978795607286
		RMSE:  0.3679076623118051
		NRMSE:  0.05752602021918616
		MAPE:  254.01338888461947
		Pearson Correlation:  0.32024701273475237
		Spearman Correlation:  0.28293824992683647
		Coefficient of Determination:  -0.005882147831303142
		RMSE:  0.5131327012529696
		NRMSE:  0.17209977906257368
		MAPE:  597.155254120342

	Predictor:  RandomForests
		Pearson Correlation:  0.5923384886626772
		Spearman Correlation:  0.5372839462573086
		Coefficient of Determination:  0.30702419690994753
		RMSE:  0.5192414215132102
		NRMSE:  0.08118855781615357
		MAPE:  252.1519350856801
		Pearson Correlation:  0.31672049556530973
		Spearman Correlation:  0.34155614845859655
		Coefficient of Determination:  0.0874892282862324
		RMSE:  0.4887369139265927
		NRMSE:  0.16391766632901553
		MAPE:  493.99105733534475

Protein:  BRCA2
Protein Interaction Partners Count:  361
x_train_column_count:  351
x_train columns:  ['ABL1', 'ACHE', 'ADRB1', 'ADRB2', 'AKT1', 'ALK', 'APEX1', 'ARID1A', 'ARPC1A', 'AR', 'ATAD5', 'ATM', 'ATRIP', 'ATRX', 'ATR', 'AURKA', 'AURKB', 'B3GALTL', 'BACH1', 'BARD1', 'BCCIP', 'BCHE', 'BDNF', 'BECN1', 'BIRC5', 'BLM', 'BMI1', 'BRCA1', 'BRCC3', 'BRE', 'BRIP1', 'SLX4', 'BUB1B', 'BUB1', 'BUB3', 'SFR1', 'RHNO1', 'RMI2', 'BABAM1', 'MMS22L', 'CASC1', 'CASC5', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCNE1', 'CDC25A', 'CDC25C', 'CDC45', 'CDC6', 'CDH1', 'CDK12', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CENPE', 'CENPF', 'CEP55', 'CHEK1', 'CHEK2', 'CHRNA1', 'CLSPN', 'CNTROB', 'CREM', 'CSMD3', 'CTNNB1', 'CYP19A1', 'DMC1', 'DNA2', 'DSN1', 'DYNC1LI2', 'EGFR', 'EGF', 'ELAC2', 'EME1', 'EME2', 'ENAM', 'EPCAM', 'ERBB2', 'ERBB3', 'ERCC1', 'ERCC2', 'ERCC4', 'ERCC5', 'ERCC6', 'ERCC8', 'ESPL1', 'ESR1', 'EXO1', 'EZH2', 'FAM175A', 'FANCA', 'FANCB', 'FANCC', 'FANCD2', 'FANCE', 'FANCF', 'FANCG', 'FANCI', 'FANCL', 'FANCM', 'FBN1', 'FBXO18', 'FBXW7', 'FEN1', 'FGFR2', 'FHIT', 'FLNA', 'FOXM1', 'GAPDH', 'GEN1', 'SLX1B', 'H2AFX', 'HELQ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2BE', 'HIST3H3', 'HMG20A', 'HMG20B', 'HMMR', 'HNRNPC', 'HOXB13', 'HRAS', 'HUS1', 'ITPKB', 'KAT2B', 'KAT5', 'KEAP1', 'SPIDR', 'KIF23', 'KIF4A', 'KIT', 'KLK3', 'KRAS', 'KRT5', 'LIG1', 'LIG3', 'LIG4', 'LIMD1', 'LSP1', 'MAD2L2', 'MAGED1', 'MAMSTR', 'MAP2K2', 'MAP3K1', 'MCM10', 'MCPH1', 'MDC1', 'MDM2', 'MDM4', 'MEN1', 'MGMT', 'MKI67', 'MLH1', 'MLH3', 'KMT2C', 'MND1', 'MORF4L1', 'MRE11A', 'MRPL36', 'MSH2', 'MSH3', 'MSH4', 'MSH5', 'MSH6', 'MTA2', 'FAN1', 'MUC1', 'MUS81', 'MUTYH', 'MYC', 'NBN', 'NCAPG', 'NEDD4', 'NF1', 'NHEJ1', 'NNT', 'NOTCH1', 'NSL1', 'NSMCE4A', 'OBFC1', 'OGG1', 'PALB2', 'PARG', 'PARP1', 'PARP2', 'PARP3', 'PAXIP1', 'PCNA', 'PDLIM7', 'PDS5A', 'PDS5B', 'PGR', 'PIK3CA', 'PLCB4', 'PLEC', 'PLEKHH1', 'PLK1', 'PMS1', 'PMS2', 'PNOC', 'POLD1', 'POLD2', 'POLD3', 'POLD4', 'POLE2', 'POLE3', 'POLE4', 'POLE', 'POLH', 'POLK', 'POLN', 'POLQ', 'PRDM9', 'PRKDC', 'PRSS1', 'PSMC3IP', 'PSMD3', 'PSMD6', 'PTEN', 'RAD17', 'RAD18', 'RAD1', 'RAD21', 'RAD23B', 'RAD50', 'RAD51AP1', 'RAD51C', 'RAD51B', 'RAD51D', 'RAD51', 'RAD52', 'RAD54B', 'RAD54L', 'RAD9A', 'RAD9B', 'RAG2', 'RASSF1', 'RBBP8', 'RBMX', 'RECQL4', 'RECQL5', 'RECQL', 'RET', 'REV1', 'REV3L', 'RFC1', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RMI1', 'RNF168', 'RNF8', 'RPA1', 'RPA2', 'RPA3', 'RPS27A', 'RTEL1', 'SHFM1', 'SKP2', 'SMAD2', 'SMAD3', 'SMAD4', 'SMARCA4', 'SMARCAL1', 'SMARCB1', 'SMC1A', 'SMC2', 'SMC3', 'SMC4', 'SMC5', 'SMC6', 'SMUG1', 'SNAI2', 'SP1', 'SPO11', 'STAT5A', 'STK11', 'STRA13', 'SUV39H1', 'SYCP3', 'TBCE', 'TDP1', 'TERT', 'TEX15', 'TMPRSS2', 'TNS1', 'TOP1', 'TOP2A', 'TOP3A', 'TOP3B', 'TOPBP1', 'TOX3', 'TP53BP1', 'TP53', 'TPX2', 'TRIP12', 'PRSS58', 'TTK', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2D1', 'UBE2E2', 'UBE2E3', 'UBE2N', 'UBE2T', 'UIMC1', 'USF1', 'USP11', 'USP15', 'USP1', 'USP21', 'USP4', 'UVRAG', 'VEGFA', 'VWF', 'WDR48', 'WDTC1', 'WEE1', 'WRN', 'WT1', 'WTIP', 'XPA', 'XPO1', 'XRCC1', 'XRCC2', 'XRCC3', 'XRCC4', 'XRCC5', 'XRCC6', 'ZFYVE26', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004232193403179485
		RMSE:  0.1957372843548259
		NRMSE:  0.12609907189874434
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0041831029428383015
		RMSE:  0.19359139518213575
		NRMSE:  0.1310414025181481
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  LinearRegression
		Pearson Correlation:  0.8345098307368034
		Spearman Correlation:  0.8116168222988233
		Coefficient of Determination:  0.6964066575963686
		RMSE:  0.10762238460599496
		NRMSE:  0.06933315162248026
		MAPE:  286.85544453645565
		Pearson Correlation:  -0.03689063032778444
		Spearman Correlation:  -0.04530777485123403
		Coefficient of Determination:  -2.744486588498342
		RMSE:  0.3738313634864556
		NRMSE:  0.2530452664512706
		MAPE:  899.6639137226032

	Predictor:  ElasticNet
		Pearson Correlation:  0.49761844747640877
		Spearman Correlation:  0.46887151557673923
		Coefficient of Determination:  0.20934267371400728
		RMSE:  0.1736803311584746
		NRMSE:  0.11188940644772079
		MAPE:  185.31249959807076
		Pearson Correlation:  0.3170542511667001
		Spearman Correlation:  0.3203638669398108
		Coefficient of Determination:  0.08423205855827853
		RMSE:  0.18487249952422607
		NRMSE:  0.1251396096499943
		MAPE:  170.70292306276858

	Predictor:  RandomForests
		Pearson Correlation:  0.5785687737545514
		Spearman Correlation:  0.5134262809924671
		Coefficient of Determination:  0.196163172604347
		RMSE:  0.17512189109946347
		NRMSE:  0.11281809702010853
		MAPE:  181.78134862320357
		Pearson Correlation:  0.31303320234229776
		Spearman Correlation:  0.31835430689688815
		Coefficient of Determination:  0.06397658885597002
		RMSE:  0.18690587408250395
		NRMSE:  0.12651599445114087
		MAPE:  128.41740179579563

Protein:  CDKN2A
Protein Interaction Partners Count:  612
x_train_column_count:  605
x_train columns:  ['ABCC1', 'ABL1', 'ACAP1', 'ACAP2', 'ACP5', 'ACTA1', 'ACTB', 'ACTG1', 'ADAMTS9', 'ADAP1', 'AFP', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALK', 'ANKRD12', 'ANXA5', 'AP3D1', 'AP3S1', 'AP3S2', 'APAF1', 'APBA1', 'APBA2', 'ARAP1', 'ARAP2', 'ARF1', 'ARF3', 'ARF4', 'ARF5', 'ARF6', 'ARFGAP1', 'ARFGAP3', 'ARFIP2', 'ARFRP1', 'ARID1A', 'ARID2', 'ARID5B', 'ARL10', 'ARL1', 'ARL2', 'ARL3', 'ARL4A', 'ARL5A', 'AR', 'ASAP1', 'ATM', 'ATRX', 'ATR', 'AURKA', 'AURKB', 'AXIN1', 'BAP1', 'BCL2L11', 'BCL2L1', 'BCL6', 'BECN1', 'BIRC5', 'BMI1', 'BRAF', 'BRCA1', 'BRCA2', 'BUB1B', 'RGCC', 'C1QBP', 'RABL6', 'CACNA1G', 'CADM1', 'CAMK1D', 'CASP3', 'CASP8', 'CASP9', 'CAV1', 'CBX7', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNL1', 'CD274', 'CD34', 'CD44', 'CDC123', 'CDC20', 'CDC25A', 'CDC25C', 'CDC42', 'CDC45', 'CDC5L', 'CDC6', 'CDC7', 'CDH13', 'CDH17', 'CDH1', 'CDH2', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK5RAP3', 'CDK6', 'CDK7', 'CDKAL1', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2AIP', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDX2', 'CEACAM5', 'CEBPB', 'CEBPE', 'CHEK1', 'CHEK2', 'CHFR', 'CHKA', 'COMMD1', 'CRABP1', 'CREBBP', 'CSF1R', 'CSF1', 'CSF2', 'CTBP1', 'CTBP2', 'CTCF', 'CTLA4', 'CTNNB1', 'CTSK', 'CUL1', 'CUL3', 'CXCR4', 'CYCS', 'CYLD', 'CYTH1', 'CYTH2', 'CYTH3', 'DAB2IP', 'DAP', 'DAXX', 'DICER1', 'DIRAS3', 'DLEC1', 'DMTF1', 'DNAH3', 'DNMT1', 'DNMT3A', 'DNMT3B', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EBF1', 'EGFR', 'EGF', 'EGR1', 'EHF', 'EHMT2', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EP300', 'EPCAM', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ETS1', 'ETV6', 'EWSR1', 'EZH1', 'EZH2', 'FAT1', 'FBXW7', 'FGF2', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FKBP2', 'FLT3', 'FMN2', 'FN1', 'FOS', 'FOXA1', 'FOXM1', 'FOXN2', 'FOXO1', 'FOXO3', 'FTO', 'FZR1', 'GADD45A', 'GAPDH', 'GATA3', 'GATA4', 'GATA5', 'GBF1', 'GDF15', 'GGA1', 'GGA2', 'GGA3', 'GIT1', 'GIT2', 'GLI1', 'GLTSCR2', 'GMNN', 'GNA11', 'GNAQ', 'GNAS', 'GNL3', 'GOLPH3', 'GP5', 'GSPT1', 'GSTP1', 'H2AFX', 'H2AFZ', 'H3F3A', 'H3F3B', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HDAC9', 'HELLS', 'HGF', 'HHEX', 'HIC1', 'HIF1A', 'HIST1H2BA', 'HIST1H4A', 'HIST1H4B', 'HIST1H4C', 'HIST1H4D', 'HIST1H4E', 'HIST1H4F', 'HIST1H4H', 'HIST1H4I', 'HIST1H4J', 'HIST1H4K', 'HIST1H4L', 'HIST2H2AA3', 'HIST2H2AC', 'HIST2H4A', 'HIST4H4', 'HLTF', 'HMGA2', 'HNF4A', 'HNRNPD', 'HOPX', 'HOXA9', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPA4', 'HSPA9', 'HUWE1', 'ID1', 'IDH1', 'IDH2', 'IGF1R', 'IGF1', 'IGF2BP2', 'IGF2R', 'IGF2', 'IGFBP3', 'IKBKB', 'IKZF1', 'IL10', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ING1', 'ING4', 'INS', 'IQSEC1', 'IRS1', 'ISOC2', 'ITGAM', 'JAK1', 'JAK2', 'JAK3', 'JAZF1', 'JUNB', 'JUN', 'KAT2B', 'KAT5', 'KCNJ11', 'KCNQ1', 'KDM1A', 'KDM2B', 'KDM6A', 'KDM6B', 'KDR', 'KEAP1', 'KIAA1549', 'KIT', 'KLF4', 'KRAS', 'KRT19', 'KRT20', 'KRT5', 'KRT7', 'LATS2', 'LOX', 'LRRK2', 'MACROD2', 'MAF', 'MAP2K1', 'MAP2K4', 'MAP2K6', 'MAP2K7', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MAPK9', 'MAX', 'MC1R', 'MCL1', 'MCM10', 'MCM2', 'MCM5', 'MCM7', 'MDM2', 'MDM4', 'MEN1', 'MEOX1', 'MEOX2', 'MET', 'MGMT', 'MITF', 'MKRN1', 'MLANA', 'MLH1', 'KMT2D', 'KMT2C', 'KMT2B', 'MLLT3', 'MME', 'MMP2', 'MMP7', 'MMP9', 'MOV10', 'MRAS', 'MSH2', 'MSH6', 'MTA1', 'MTAP', 'MTHFR', 'MTNR1B', 'MTOR', 'MUC1', 'MYBL2', 'MYCL', 'MYCN', 'MYC', 'MYOD1', 'KAT6A', 'NANOG', 'NCAM1', 'NCL', 'NCOR1', 'NES', 'NEUROG1', 'NF1', 'NF2', 'NFATC1', 'NFE2L2', 'NKX2-1', 'NME1', 'NOTCH1', 'NOTCH2', 'NPM1', 'NRAS', 'NSUN2', 'ORC4', 'ORC5', 'OSBP2', 'P2RY8', 'PA2G4', 'PALB2', 'PARP1', 'PAX3', 'PAX5', 'PAX8', 'PBRM1', 'PCGF2', 'PDGFB', 'PDGFRA', 'PDGFRB', 'PEX19', 'PGR', 'PHLDB1', 'PI3', 'PIAS2', 'PIGF', 'PIK3CA', 'PIK3R1', 'PIP4K2A', 'PLEKHA3', 'PLEKHA8', 'PLEK', 'PLK1', 'PMAIP1', 'PML', 'PMS2', 'POTEF', 'POU5F1', 'PPARA', 'PPARG', 'PPM1D', 'PPP1R9B', 'PPP3CA', 'PRDM2', 'PRMT6', 'PROM1', 'PRSS1', 'PSMC3', 'PSMD10', 'PSME3', 'PTCH1', 'PTEN', 'PTER', 'PTF1A', 'PTGS2', 'PTPN11', 'PTPRC', 'PTPRD', 'PXN', 'RAB11A', 'RAB5A', 'RABEP1', 'RABGEF1', 'RAC2', 'RAD51', 'RAF1', 'RAP2B', 'RARB', 'RASSF1', 'RASSF2', 'RB1', 'RBL1', 'RBL2', 'RCC1', 'RELA', 'RELB', 'REL', 'RET', 'RHOA', 'DROSHA', 'RNF2', 'RNF43', 'ROS1', 'RPL11', 'RPRM', 'RPS27A', 'RPS6KB1', 'RRAS2', 'RRAS', 'RTEL1', 'RUNX2', 'RUNX3', 'SDHC', 'SENP1', 'SENP3', 'SERPINE1', 'SERTAD1', 'SETD2', 'SFN', 'SFRP1', 'SFRP2', 'SHH', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT4', 'SIRT5', 'SIRT6', 'SIRT7', 'SIVA1', 'SIX2', 'SKP2', 'SLC30A8', 'SMAD2', 'SMAD3', 'SMAD4', 'SMARCA4', 'SMARCB1', 'SMUG1', 'SNAI1', 'SNAI2', 'SNCA', 'SOCS1', 'SOX2', 'SP1', 'SPEN', 'SRC', 'STAT1', 'STAT3', 'STK11', 'STK25', 'STK33', 'STMN1', 'SUB1', 'SUMO1', 'SUMO2', 'SUMO3', 'SUV39H1', 'SUZ12', 'SYNE1', 'SYP', 'TBL1XR1', 'TBRG1', 'TBX2', 'TBX3', 'TCF7L2', 'TCHP', 'TERT', 'TET2', 'TFDP1', 'TFPI2', 'TGFBR2', 'THADA', 'THBS1', 'TIMP3', 'TMCO1', 'TMEM115', 'TNFRSF10B', 'TNFSF11', 'TNF', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOP1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TP73', 'TRADD', 'TRIM28', 'TRIP12', 'PRSS58', 'TSC2', 'TSPAN8', 'TTF1', 'TWIST1', 'TWSG1', 'TYR', 'UBA52', 'UBB', 'UBC', 'UBE2A', 'UBE2I', 'UBE3A', 'UCHL1', 'USP7', 'UTF1', 'VEGFA', 'VHL', 'WDTC1', 'WEE1', 'WFS1', 'WHSC1', 'WIF1', 'WRN', 'WT1', 'WWOX', 'XRCC1', 'YY1', 'ZBTB17', 'ZBTB7A', 'ZEB1', 'ZFP91', 'ZNF148', 'ZNF217', 'ZNF227', 'ZNF410', 'ZNF420', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07796029040511754
		RMSE:  0.688717064305458
		NRMSE:  0.155695052403178
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04182297654643197
		RMSE:  0.6873705418142212
		NRMSE:  0.18569552134596423
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6633450034781481
		NRMSE:  0.14995930902637006
		MAPE:  291.0442764508337
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00497373418246827
		RMSE:  0.6751049711753466
		NRMSE:  0.1823819351565125
		MAPE:  246.23249271843073

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  3.761324021495167e-15
		NRMSE:  8.503049669933687e-16
		MAPE:  2.7764907156542493e-12
		Pearson Correlation:  0.1876604329693777
		Spearman Correlation:  0.22666569115208277
		Coefficient of Determination:  -8.257555576892694
		RMSE:  2.049000735586254
		NRMSE:  0.553544611947875
		MAPE:  3102.4164932942685

	Predictor:  ElasticNet
		Pearson Correlation:  0.8379828944670129
		Spearman Correlation:  0.8127374952613311
		Coefficient of Determination:  0.6775996828732127
		RMSE:  0.37664932408484464
		NRMSE:  0.08514735482872038
		MAPE:  202.67406272501623
		Pearson Correlation:  0.642254526745567
		Spearman Correlation:  0.5295922349039118
		Coefficient of Determination:  0.40489794176407845
		RMSE:  0.5195049338352552
		NRMSE:  0.14034604869117548
		MAPE:  267.7065430560214

	Predictor:  RandomForests
		Pearson Correlation:  0.6662250351297693
		Spearman Correlation:  0.6056399506504265
		Coefficient of Determination:  0.4270984004578826
		RMSE:  0.5020875813412392
		NRMSE:  0.11350459621142514
		MAPE:  162.86817303453486
		Pearson Correlation:  0.7130276466122182
		Spearman Correlation:  0.6239098624524437
		Coefficient of Determination:  0.4680405453297999
		RMSE:  0.4911715647647899
		NRMSE:  0.13269169136718983
		MAPE:  142.80948292933763

Protein:  TP53
Protein Interaction Partners Count:  1000
x_train_column_count:  991
x_train columns:  ['ABCB1', 'ABCC1', 'ABL1', 'ACTB', 'ACTL6A', 'ADAM17', 'AFP', 'AGT', 'AICDA', 'AIFM2', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALK', 'ANKRD2', 'ANXA1', 'ANXA2', 'ANXA5', 'APAF1', 'APBB1', 'APC', 'APEX1', 'APOBEC3B', 'APP', 'ARID1A', 'ARID3A', 'AR', 'ASF1A', 'ASXL1', 'ATF2', 'ATF3', 'ATG7', 'ATM', 'ATN1', 'ATRIP', 'ATRX', 'ATR', 'ATXN3', 'AURKA', 'AURKB', 'AXIN1', 'AXL', 'BACE1', 'BAG1', 'BAG2', 'BAIAP2L1', 'BAK1', 'BANP', 'BARD1', 'BAX', 'BBC3', 'BCL2A1', 'BCL2L11', 'BCL2L12', 'BCL2L14', 'BCL2L1', 'BCL2L2', 'BCL2', 'BCL6', 'BCR', 'BDNF', 'BECN1', 'BID', 'BIRC3', 'BIRC5', 'BIRC6', 'BLM', 'BMF', 'BMI1', 'BMX', 'BNIP3L', 'BNIP3', 'BRCA1', 'BRCA2', 'BRCC3', 'BRD1', 'BRD4', 'BRD7', 'BRE', 'BRIP1', 'BRPF1', 'BRPF3', 'BTG2', 'BTK', 'BUB1B', 'BUB1', 'RHNO1', 'RGCC', 'RMI2', 'CNOT11', 'SETD9', 'CA9', 'CABIN1', 'CABLES1', 'CAPN1', 'CARM1', 'CASP10', 'CASP1', 'CASP2', 'CASP3', 'CASP6', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBX2', 'CBX4', 'CBX6', 'CBX8', 'CCDC106', 'CCL2', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNG2', 'CCNH', 'CCNK', 'CCT2', 'CCT3', 'CCT4', 'CCT5', 'CCT6A', 'CCT6B', 'CCT7', 'CCT8', 'CD24', 'CD274', 'CD34', 'CD40LG', 'CD40', 'CD44', 'CD82', 'CDC20', 'CDC25A', 'CDC25C', 'CDH17', 'CDH1', 'CDK12', 'CDK13', 'CDK1', 'CDK2', 'CDK4', 'CDK5R1', 'CDK5', 'CDK6', 'CDK7', 'CDK8', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CEACAM5', 'CEBPB', 'CENPJ', 'CFL1', 'CFLAR', 'CHD3', 'CHD4', 'CHD8', 'CHEK1', 'CHEK2', 'CHUK', 'CISH', 'CITED2', 'CLSPN', 'CLU', 'CNOT10', 'CNOT1', 'CNOT2', 'CNOT3', 'CNOT4', 'CNOT6L', 'CNOT6', 'CNOT7', 'CNOT8', 'COPS5', 'CREB1', 'CREBBP', 'CRYAB', 'CSNK1A1', 'CSNK1D', 'CSNK1E', 'CSNK1G1', 'CSNK1G2', 'CSNK1G3', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTBP1', 'CTCF', 'CTGF', 'CTNNB1', 'CUL4A', 'CUL7', 'CUL9', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP1A1', 'DACH1', 'DAPK1', 'DAP', 'DAXX', 'DDB1', 'DDB2', 'DDIT4', 'DDX17', 'DDX3X', 'DDX5', 'DECR1', 'DGCR8', 'DHCR24', 'DHFR', 'DIABLO', 'DICER1', 'DKK1', 'DMTF1', 'DNA2', 'DNAJA3', 'DNAJB1', 'DNMT1', 'DNMT3A', 'DNTT', 'DPYD', 'DRAM1', 'DTL', 'DUSP1', 'DUSP2', 'DYRK1A', 'DYRK2', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F7', 'E2F8', 'E4F1', 'EED', 'EEF1A1', 'EEF1A2', 'EGFR', 'EGF', 'EGR1', 'EHMT1', 'EHMT2', 'EI24', 'EIF2AK2', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF4EBP1', 'ELANE', 'ELAVL1', 'ELL3', 'ELL', 'EP300', 'EP400', 'EPCAM', 'EPHA2', 'EPHA3', 'EPHB2', 'ERBB2', 'ERBB4', 'ERCC1', 'ERCC2', 'ERCC3', 'ERCC6', 'ESR1', 'ETS1', 'ETS2', 'EWSR1', 'EXO1', 'EZH2', 'F2', 'FADD', 'AMER1', 'FAM175B', 'FANCC', 'FANCD2', 'FASLG', 'FAS', 'FBL', 'FBXO11', 'FBXO4', 'FBXW7', 'FGF1', 'FGF2', 'FGFR3', 'FHIT', 'FHL2', 'FLT3', 'FN1', 'FOSL1', 'FOS', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FSCN1', 'FUT4', 'FZR1', 'G3BP1', 'G6PD', 'GADD45A', 'GADD45B', 'GADD45G', 'GAPDH', 'GATAD2A', 'GATAD2B', 'GDF15', 'GFI1', 'GLS2', 'GLTSCR2', 'GNL3', 'GRAMD4', 'GRB10', 'GRB14', 'GSK3B', 'GSTP1', 'GTF2H1', 'GTSE1', 'H1F0', 'H2AFX', 'HAMP', 'HCK', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC5', 'HDAC7', 'HDAC8', 'HDAC9', 'HERC5', 'HIC1', 'HIF1A', 'HIPK1', 'HIPK2', 'HIPK3', 'HIPK4', 'HIRA', 'HIST1H1A', 'HIST1H1B', 'HIST1H1C', 'HIST1H1D', 'HIST1H1E', 'HK2', 'HMGA1', 'HMGA2', 'HMGB1', 'HMGB2', 'HMMR', 'HMOX1', 'HNF4A', 'HNRNPK', 'HNRNPL', 'HOXA5', 'HPGDS', 'HRAS', 'HSF1', 'HSP90AA1', 'HSP90AB1', 'HSP90B1', 'HSPA1A', 'HSPA1B', 'HSPA1L', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPA9', 'HSPB1', 'HSPB2', 'HTT', 'HUS1', 'HUWE1', 'ICAM1', 'ID2', 'ID4', 'IDH1', 'IDH2', 'IFI16', 'IFNAR1', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IGFBP7', 'IKBKB', 'IL17A', 'IL4', 'IL6', 'CXCL8', 'ING1', 'ING2', 'ING3', 'ING4', 'ING5', 'INSIG1', 'INS', 'IRF1', 'ISG15', 'ITPKB', 'JAG1', 'JAK2', 'JMY', 'JUN', 'KAT2A', 'KAT2B', 'KAT5', 'KDM1A', 'KDM6A', 'KDM6B', 'KDR', 'KHDRBS1', 'CCAR2', 'KIT', 'KLF2', 'KLF4', 'KLF5', 'KLF6', 'KLK3', 'KPNA2', 'KRAS', 'KRT14', 'KRT17', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'L3MBTL1', 'LAMA4', 'LEP', 'LGALS7B', 'LGALS7', 'LIF', 'LIG4', 'LIN28A', 'PIDD1', 'LRRK2', 'LYN', 'MAF1', 'MAF', 'MAGEA2', 'MAP1LC3B', 'MAP2K1', 'MAP2K3', 'MAP2K7', 'MAP3K1', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MAPK9', 'MAPKAPK5', 'MBD3', 'MCL1', 'MCM7', 'MDC1', 'MDH1', 'MDM2', 'MDM4', 'MEAF6', 'MECOM', 'MELK', 'MET', 'MGMT', 'MIF', 'MKI67', 'MKRN1', 'MLH1', 'KMT2D', 'KMT2C', 'MMP13', 'MMP1', 'MMP2', 'MMP9', 'MOV10', 'MRE11A', 'MSH2', 'MSH6', 'MSX1', 'MT1A', 'MT2A', 'MTA1', 'MTA2', 'MTA3', 'MTOR', 'MUC1', 'MUTYH', 'MYBBP1A', 'MYB', 'MYCN', 'MYC', 'MYOCD', 'KAT8', 'KAT6A', 'NANOG', 'NBN', 'NCL', 'NCOA3', 'NCOR1', 'NCOR2', 'NDN', 'NDRG1', 'NEDD8', 'NES', 'NEUROD1', 'NF1', 'NF2', 'NFE2L2', 'NFKB1', 'NFKB2', 'NFKBIA', 'NFKBIB', 'NFYA', 'NFYB', 'NFYC', 'NGFR', 'NKX2-1', 'NLK', 'NLRC4', 'NME1', 'NOC2L', 'NOS3', 'NOTCH1', 'NOTCH3', 'NOTCH4', 'NOX4', 'NPM1', 'NQO1', 'NR1I2', 'NR2E1', 'NR3C1', 'NR4A1', 'NR4A2', 'NRAS', 'NUAK1', 'NUMB', 'NUPR1', 'OGG1', 'OLIG2', 'OPN1SW', 'OSGIN1', 'OTUB1', 'OTUB2', 'OTUD5', 'PADI4', 'PALB2', 'PARK2', 'PARK7', 'PARP1', 'PATZ1', 'PAX2', 'PAX3', 'PAX8', 'PBK', 'PBRM1', 'PCBP4', 'PCNA', 'PDCD4', 'PDCD5', 'PDGFRA', 'PDGFRB', 'PDLIM7', 'PER2', 'PERP', 'PGR', 'PHB', 'PHC1', 'PHC2', 'PHC3', 'PHF20', 'PHGDH', 'PI3', 'PIAS1', 'PIAS2', 'PIAS4', 'PIK3CA', 'PIN1', 'PKM', 'PLAGL1', 'PLAU', 'PLK1', 'PLK2', 'PLK3', 'PLK4', 'PMAIP1', 'PML', 'PMS2', 'POLI', 'POLK', 'POU4F1', 'POU4F2', 'POU5F1', 'PPARGC1A', 'PPARG', 'PPIF', 'PPM1D', 'PPP1R13B', 'PPP1R13L', 'PPP1R15A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R4', 'PPP2R5C', 'PRDM1', 'PRDM2', 'PRDX1', 'PRELID1', 'PRIMA1', 'PRKAA1', 'PRKAA2', 'PRKAB1', 'PRKAB2', 'PRKAG1', 'PRKAG2', 'PRKAG3', 'PRKCA', 'PRKCD', 'PRKCZ', 'PRKD1', 'PRKDC', 'PRKG1', 'PRMT1', 'PRMT5', 'PROM1', 'PSEN1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTBP1', 'PTCH1', 'PTEN', 'PTGS2', 'PTK2', 'PTTG1', 'RABGGTA', 'RABGGTB', 'RAD17', 'RAD1', 'RAD50', 'RAD51', 'RAD9A', 'RAD9B', 'RASSF1', 'RB1CC1', 'RB1', 'RBBP4', 'RBBP6', 'RBBP7', 'RBBP8', 'RBL1', 'RBL2', 'RBM38', 'RBPJ', 'RCHY1', 'RCOR1', 'RECQL4', 'RELA', 'REM1', 'REST', 'RET', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RFFL', 'RFWD2', 'RING1', 'RMI1', 'DROSHA', 'RNF20', 'RNF2', 'RNF34', 'RNF43', 'ROCK1', 'RPA1', 'RPA2', 'RPA3', 'RPL11', 'RPL22', 'RPL26', 'RPL5', 'RPRM', 'RPS14', 'RPS19', 'RPS27A', 'RPS27L', 'RPS3', 'RPS6KB1', 'RQCD1', 'RRAD', 'RRM2B', 'RRM2', 'RUNX2', 'RUNX3', 'S100A2', 'S100A4', 'S100A6', 'S100B', 'SALL4', 'SCO2', 'SDHC', 'SENP1', 'SENP3', 'SERPINB5', 'SERPINE1', 'SESN1', 'SESN2', 'SESN3', 'SETD2', 'SETD7', 'SETD8', 'SETDB1', 'SFN', 'SRSF1', 'SGK1', 'SHFM1', 'SHH', 'SHISA5', 'SIK1', 'SIN3A', 'SIN3B', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT4', 'SIRT5', 'SIRT6', 'SIRT7', 'SIVA1', 'SKP2', 'SLC2A14', 'SLC2A1', 'SLC2A2', 'SLC2A3', 'SLC6A6', 'SLMO1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMARCD1', 'SMG1', 'SMG7', 'SMYD2', 'SNAI1', 'SNAI2', 'SOCS1', 'SOCS3', 'SOD2', 'SORT1', 'SOX2', 'SOX4', 'SP100', 'SP1', 'SP3', 'SP7', 'SPATA18', 'SPP1', 'SQSTM1', 'SRC', 'SREBF1', 'SREBF2', 'SSRP1', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'STEAP3', 'STK11', 'STMN1', 'STUB1', 'SUB1', 'SUMO1', 'SUMO2', 'SUMO3', 'SUMO4', 'SUPT16H', 'SUV39H1', 'SUZ12', 'SYK', 'SYP', 'TADA3', 'TAF10', 'TAF11', 'TAF12', 'TAF13', 'TAF15', 'TAF1L', 'TAF1', 'TAF2', 'TAF3', 'TAF4B', 'TAF4', 'TAF5', 'TAF6', 'TAF7L', 'TAF7', 'TAF9B', 'TBPL1', 'TBPL2', 'TBP', 'TCHP', 'TCP1', 'TDG', 'TERT', 'TET2', 'TFAM', 'TFAP2A', 'TFAP2C', 'TFDP1', 'TFF1', 'TGFB1', 'TGM2', 'THBS1', 'TIMP3', 'TLR3', 'TLR9', 'TMEM219', 'TNFAIP3', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF10C', 'TNFRSF10D', 'TNF', 'TNK2', 'TNKS1BP1', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOE1', 'TOP1', 'TOP2A', 'TOP3A', 'TOPBP1', 'TOPORS', 'TP53AIP1', 'TP53BP1', 'TP53BP2', 'TP53I3', 'TP53INP1', 'TP53RK', 'TP63', 'TP73', 'TPT1', 'TPX2', 'TRAF6', 'TRIAP1', 'TRIM24', 'TRIM28', 'TRIM29', 'TRIM32', 'TRIM59', 'TRIM8', 'TRRAP', 'TSC2', 'TTC5', 'TTK', 'TWIST1', 'TWIST2', 'TXN', 'TYMS', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2A', 'UBE2D1', 'UBE2E1', 'UBE2I', 'UBE2K', 'UBE2N', 'UBE2Q1', 'UBE2S', 'UBE3A', 'UBN1', 'UCHL1', 'UHRF1', 'USF1', 'USP10', 'USP15', 'USP24', 'USP3', 'USP42', 'USP7', 'UTP14A', 'VEGFA', 'VHL', 'VPRBP', 'VRK1', 'WDTC1', 'WEE1', 'WRN', 'WT1', 'WWOX', 'XAF1', 'XIAP', 'XPA', 'XPO1', 'XRCC1', 'XRCC5', 'XRCC6', 'YBX1', 'YWHAB', 'YWHAE', 'YWHAG', 'YWHAH', 'YWHAQ', 'YWHAZ', 'YY1', 'YY2', 'ZBTB33', 'ZBTB7A', 'ZEB1', 'ZEB2', 'ZKSCAN4', 'ZNF148', 'ZNF274', 'ZNF385A', 'ZNF420', 'ZNF668', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056514421630322165
		RMSE:  0.4680116353271619
		NRMSE:  0.125354663272308
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.038787823290495904
		RMSE:  0.4172475009588805
		NRMSE:  0.13741067049526773
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941389
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.8295510261524155e-15
		NRMSE:  4.900364339500243e-16
		MAPE:  2.714117300731331e-12
		Pearson Correlation:  0.16388994588205827
		Spearman Correlation:  0.09820017559262512
		Coefficient of Determination:  -1.3520182423972722
		RMSE:  0.627842429694164
		NRMSE:  0.20676516703249267
		MAPE:  5665.032087178826

	Predictor:  ElasticNet
		Pearson Correlation:  0.8133622251742578
		Spearman Correlation:  0.7378396137260291
		Coefficient of Determination:  0.6264234691976223
		RMSE:  0.2782971301514253
		NRMSE:  0.07454054644473693
		MAPE:  247.6077577265776
		Pearson Correlation:  0.47787288003204564
		Spearman Correlation:  0.4201785191688617
		Coefficient of Determination:  0.20789143599043447
		RMSE:  0.36435327161500924
		NRMSE:  0.11999119763379194
		MAPE:  1629.2559674292243

	Predictor:  RandomForests
		Pearson Correlation:  0.6760856663874204
		Spearman Correlation:  0.5828389256744891
		Coefficient of Determination:  0.3816544637315291
		RMSE:  0.35804247493664515
		NRMSE:  0.09589995311012325
		MAPE:  342.13075090349093
		Pearson Correlation:  0.6064388444662423
		Spearman Correlation:  0.4688340241252622
		Coefficient of Determination:  0.29913669860842074
		RMSE:  0.3427259422941701
		NRMSE:  0.11286874437482959
		MAPE:  1906.2089208927212

Protein:  CTNNB1
Protein Interaction Partners Count:  992
x_train_column_count:  984
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACAN', 'ACP1', 'ACTA1', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTN1', 'ACTN4', 'ACVR1B', 'ACVR1', 'ADAM10', 'ADCY7', 'ADIPOQ', 'AES', 'AFP', 'AHI1', 'AHR', 'AHSA1', 'AJAP1', 'AK9', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDH1A1', 'ALK', 'ALPL', 'AMHR2', 'AMH', 'ANXA5', 'AP1M1', 'APC2', 'APCS', 'APC', 'APH1A', 'APH1B', 'AQP1', 'ARHGAP10', 'ARHGAP21', 'ARHGAP32', 'ARHGEF4', 'ARID1A', 'ARID2', 'ARMC7', 'ARMC8', 'ARVCF', 'ARX', 'AR', 'ASCL1', 'ASF1A', 'ASH2L', 'ASIP', 'ATF4', 'ATM', 'AURKA', 'AXIN1', 'AXIN2', 'BAG3', 'BCAR1', 'BCL2L1', 'BCL3', 'BCL6', 'BCL9L', 'BCL9', 'BDNF', 'BGLAP', 'BIRC5', 'BMI1', 'BMP2', 'BMP4', 'BMP7', 'BMPR1A', 'BMPR1B', 'BNIP2', 'BRAF', 'BRCA1', 'BRCA2', 'BRMS1L', 'BTRC', 'HILPDA', 'AK8', 'CA2', 'CA9', 'CABLES1', 'CACYBP', 'CALM1', 'CALM3', 'CARM1', 'CASP3', 'CASP8', 'CASP9', 'CAV1', 'CBLL1', 'CBL', 'CBY1', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCNE1', 'CD24', 'CD34', 'CD40', 'CD44', 'CDC27', 'CDC42', 'CDC73', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH16', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH26', 'CDH2', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDHR5', 'CDK12', 'CDK1', 'CDK2', 'CDK4', 'CDK5R1', 'CDK5', 'CDK6', 'CDK8', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDON', 'CDX1', 'CDX2', 'CEBPA', 'CHD8', 'CHRD', 'CHUK', 'CITED1', 'CKAP5', 'CLCA1', 'CLDN3', 'CLDN5', 'COL1A1', 'COPS3', 'COPS5', 'COPS6', 'CREB1', 'CREBBP', 'CRKL', 'CRK', 'CRP', 'CRYAB', 'CSNK1A1L', 'CSNK1A1', 'CSNK1D', 'CSNK1E', 'CSNK2A3', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTBP1', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNAL1', 'CTNNBIP1', 'CTNND1', 'CTNND2', 'CTTN', 'CUL1', 'CUL4A', 'CUL4B', 'CXCR4', 'CXXC4', 'DAB2', 'DACT1', 'DACT2', 'DACT3', 'DCT', 'DCX', 'DDB1', 'DDX39A', 'DDX3X', 'DDX5', 'DHODH', 'DHX9', 'DKK1', 'DKK2', 'DKK3', 'DKK4', 'DLG1', 'DLG2', 'DLG4', 'DLG5', 'DLGAP1', 'DLL4', 'DLX1', 'DNM2', 'DNMT1', 'DPYD', 'DSC1', 'DSC2', 'DSC3', 'DSG1', 'DSG2', 'DSG3', 'DSG4', 'DSP', 'DUSP6', 'DVL1', 'DVL2', 'DVL3', 'E2F3', 'ECM1', 'EFNA1', 'EGFR', 'EGF', 'EGR1', 'ELAVL1', 'EMD', 'ENAH', 'EP300', 'EP400', 'EPCAM', 'EPHA2', 'EPHB2', 'EPHB3', 'ERBB2IP', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ETS1', 'ETV4', 'EXOC3', 'EXOC4', 'EYA4', 'EZH2', 'EZR', 'F2RL2', 'FAF1', 'AMER1', 'FANCA', 'FASLG', 'FAS', 'FAT1', 'FAT4', 'FBXW11', 'FBXW7', 'FERMT2', 'FER', 'FGF10', 'FGF13', 'FGF2', 'FGF3', 'FGF4', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FHL2', 'FLG', 'FLOT1', 'FLOT2', 'FLT1', 'FLT3', 'FMN1', 'FMR1', 'FN1', 'FOS', 'FOXA1', 'FOXA2', 'FOXC2', 'FOXG1', 'FOXL1', 'FOXL2', 'FOXM1', 'FOXN3', 'FOXO1', 'FOXO3', 'FOXO4', 'FOXP1', 'FRAT1', 'FRAT2', 'FRZB', 'FSCN1', 'FSTL1', 'FSTL3', 'FURIN', 'FUS', 'FXR1', 'FYN', 'FZD10', 'FZD1', 'FZD2', 'FZD3', 'FZD4', 'FZD5', 'FZD6', 'FZD7', 'FZD8', 'FZD9', 'GAPDH', 'GATA2', 'GATA4', 'GCG', 'GDF2', 'GDNF', 'GFRA1', 'GJA1', 'GLI1', 'GLI2', 'GLI3', 'GLIS2', 'GLUL', 'GNA11', 'GNA12', 'GNA13', 'GNAQ', 'GNAS', 'GPC3', 'GRIA2', 'GRIP1', 'GSK3A', 'GSK3B', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HAS2', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HDAC7', 'HERC5', 'HES7', 'HGF', 'HGS', 'HHEX', 'HIC1', 'HIF1A', 'HINT1', 'HIPK2', 'HIST1H1C', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2AC', 'HIST2H2BE', 'HIST3H3', 'HMGB1', 'HNF1A', 'HNF4A', 'HNRNPA1', 'HNRNPA2B1', 'HNRNPK', 'HNRNPM', 'HOXA10', 'HOXB4', 'HPGD', 'HRAS', 'HSP90AB1', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB3', 'HSPD1', 'HTRA1', 'HTT', 'HUWE1', 'IBSP', 'IDH1', 'IDH2', 'IFNB1', 'IFRD1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP4', 'IHH', 'IKBKB', 'IL6', 'CXCL8', 'ILK', 'INS', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'IRF3', 'ISG15', 'ISL1', 'ITGAE', 'ITGB1', 'ITGB7', 'ITK', 'ITPKB', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'AJUBA', 'JUN', 'JUP', 'KANK1', 'KAT2A', 'KAT2B', 'KAT5', 'KCNN1', 'KCTD1', 'KDM1A', 'KDR', 'KIF18B', 'KIF3A', 'KIF5B', 'KIFC3', 'KIT', 'KLF2', 'KLF4', 'KLF5', 'KRAS', 'KREMEN1', 'KRIT1', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'LATS2', 'LDB1', 'LDHB', 'LDLR', 'LEF1', 'LEO1', 'LGR4', 'LGR5', 'LGR6', 'LHCGR', 'LHX8', 'LIF', 'LIMA1', 'LMNA', 'LMNB1', 'LOX', 'LRP4', 'LRP5L', 'LRP5', 'LRP6', 'LRRFIP1', 'LRRK2', 'LZTFL1', 'MACF1', 'MAGI1', 'MAGI2', 'MAGI3', 'MAP1LC3B', 'MAP2K1', 'MAP2K2', 'MAP2K6', 'MAP2K7', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8IP1', 'MAPK8', 'MAPK9', 'MDFIC', 'MDFI', 'MDK', 'MDM2', 'MED12', 'MED1', 'MEF2A', 'MEF2C', 'MEF2D', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MGMT', 'MITF', 'MKI67', 'MLH1', 'KMT2D', 'MLLT10', 'MLLT11', 'MLLT4', 'MLLT6', 'KMT2A', 'MME', 'MMP13', 'MMP14', 'MMP15', 'MMP17', 'MMP25', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MRAP', 'MSH2', 'MSH6', 'MSN', 'MSX1', 'MSX2', 'MTDH', 'MTOR', 'MUC13', 'MUC1', 'MUTYH', 'MYCN', 'MYC', 'MYF5', 'MYO1D', 'MYO6', 'MYO7A', 'MYOD1', 'MYOG', 'NANOG', 'NCAM1', 'NCCRP1', 'NCOA2', 'NCSTN', 'NDP', 'NDRG2', 'NEDD9', 'NEK2', 'NES', 'NEURL2', 'NF1', 'NF2', 'NFAT5', 'NFKB1', 'NIT1', 'NKD1', 'NKX2-5', 'NLK', 'NME1', 'NOG', 'NONO', 'NOS3', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NPM1', 'NR0B1', 'NR4A1', 'NR4A2', 'NR5A1', 'NR5A2', 'NRAS', 'NRIP1', 'NTRK1', 'NTRK2', 'NTRK3', 'NUDT5', 'NUMB', 'NUP153', 'NUTF2', 'OTX2', 'PAK1', 'PAK2', 'PAK3', 'PANK4', 'PARD3', 'PARD6A', 'PARK2', 'PARP1', 'PAX3', 'PAX6', 'PAX7', 'PAX8', 'PDGFRA', 'PDGFRB', 'PECAM1', 'PGK1', 'PGR', 'PHB', 'JADE1', 'PI3', 'PICK1', 'PIK3CA', 'PIK3R1', 'PIK3R2', 'PIN1', 'PIP5K1A', 'PIP5K1C', 'PITX2', 'PKD1', 'PKM', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PLAG1', 'PLEKHA7', 'PLK1', 'PML', 'PMS2', 'POLE', 'PORCN', 'POTEF', 'POU5F1', 'PPARD', 'PPARG', 'PPM1A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R2B', 'PPP2R5A', 'PPP2R5B', 'PPP2R5C', 'PPP2R5D', 'PPP2R5E', 'PRKACA', 'PRKACB', 'PRKACG', 'PRKAR1A', 'PRKCA', 'PRKCG', 'PRKCI', 'PRKCZ', 'PRKD1', 'PRL', 'PRMT1', 'PROC', 'PROM1', 'PROP1', 'PSEN1', 'PSEN2', 'PSENEN', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTEN', 'PTGES3', 'PTGS2', 'PTH1R', 'PTH', 'PTK2', 'PTK7', 'PTMA', 'PTN', 'PTPN11', 'PTPN13', 'PTPN1', 'PTPN6', 'PTPRB', 'PTPRC', 'PTPRF', 'PTPRG', 'PTPRJ', 'PTPRK', 'PTPRM', 'PTPRU', 'PTPRZ1', 'PVRL1', 'PVRL2', 'PXN', 'PYGO1', 'PYGO2', 'RAB5A', 'RAB7A', 'RAB8B', 'RAC1', 'RAC2', 'RALGDS', 'RANBP3', 'RAP1A', 'RAP1B', 'RAPGEF1', 'RAPGEF2', 'RAPGEF6', 'RAPSN', 'RARA', 'RARB', 'RARG', 'RARS', 'RASSF1', 'RB1CC1', 'RB1', 'RBBP5', 'RBMX', 'RBPJ', 'RBX1', 'RELA', 'REM1', 'RET', 'RHOA', 'RIPK2', 'RNF220', 'RNF43', 'ROBO1', 'ROCK1', 'ROCK2', 'ROR2', 'RPRD1A', 'RPS27A', 'RPSA', 'RSPO1', 'RSPO2', 'RSPO3', 'RSPO4', 'RUNX2', 'RUNX3', 'RUVBL1', 'RUVBL2', 'RXRA', 'RYK', 'S100A4', 'S100A6', 'SALL1', 'SALL4', 'SATB1', 'SCRIB', 'SDHC', 'SERPINE1', 'SETD2', 'SETD7', 'SFN', 'SFRP1', 'SFRP2', 'SFRP4', 'SFRP5', 'SHFM1', 'SHH', 'SIAH1', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT6', 'SKP1', 'SLC6A3', 'SLC9A3R1', 'SLCO1B3', 'SLCO2A1', 'SLIT1', 'SLK', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD5', 'SMAD7', 'SMAD9', 'SMARCA2', 'SMARCA4', 'SMARCA5', 'SMARCB1', 'SMO', 'SMURF1', 'SMYD2', 'SNAI1', 'SNAI2', 'SNX1', 'SOST', 'SOX10', 'SOX13', 'SOX17', 'SOX1', 'SOX2', 'SOX3', 'SOX4', 'SOX6', 'SOX7', 'SOX8', 'SOX9', 'SP1', 'SP7', 'SPAG9', 'SPATA13', 'SPEN', 'SPN', 'SPP1', 'SRC', 'STAT3', 'STK11', 'STRAP', 'STX4', 'SUFU', 'SUV39H1', 'SYP', 'TADA3', 'TAX1BP3', 'TAZ', 'TBL1XR1', 'TBL1X', 'TBX5', 'TBX6', 'TCF12', 'TCF3', 'TCF4', 'TCF7L1', 'TCF7L2', 'TCF7', 'TERT', 'TFAP2A', 'TFCP2', 'TFF1', 'TFF2', 'TFF3', 'TGFB1', 'TGFB2', 'TGFB3', 'TGFBR1', 'TGFBR2', 'TGM2', 'TJP1', 'TJP2', 'TLE1', 'TLE2', 'TLE3', 'TLE4', 'TNFRSF11B', 'TNFSF11', 'TNF', 'TNIK', 'TNKS2', 'TNKS', 'TNS1', 'TOB1', 'TOP2A', 'TP53', 'TRAF4', 'TRIM33', 'TRIM37', 'TRIP10', 'TRRAP', 'TSC2', 'TUBA1A', 'TWIST1', 'TYMS', 'T', 'UBA52', 'UBB', 'UBC', 'UBE2B', 'UBE2R2', 'UBE3A', 'UBR5', 'UCHL1', 'UMPS', 'UPRT', 'USP4', 'USP7', 'USP9X', 'VANGL1', 'VANGL2', 'VASP', 'VAV1', 'VAV2', 'VAV3', 'VCAM1', 'VCL', 'VDR', 'VEGFA', 'VHL', 'VIM', 'WDR64', 'WDTC1', 'WHSC1', 'WIF1', 'WISP1', 'WLS', 'WNT10A', 'WNT10B', 'WNT11', 'WNT16', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8A', 'WNT8B', 'WNT9A', 'WNT9B', 'WT1', 'WWTR1', 'XPO1', 'YAP1', 'YARS', 'YEATS4', 'YES1', 'YWHAB', 'YWHAE', 'YWHAG', 'YWHAH', 'YWHAQ', 'YWHAZ', 'ZAP70', 'ZAR1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZIC3', 'ZNRF3', 'ZYX', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3748966387166963
		RMSE:  0.8500866572002603
		NRMSE:  0.167208233123576
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8495839638322671
		RMSE:  1.0424819908687044
		NRMSE:  0.25944650229429445
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999418805934
		Coefficient of Determination:  1.0
		RMSE:  2.781854385332733e-15
		NRMSE:  5.471782819301206e-16
		MAPE:  2.881282836698056e-12
		Pearson Correlation:  0.29218453498022434
		Spearman Correlation:  0.37351477904594677
		Coefficient of Determination:  -1.8342143388305687
		RMSE:  1.2904699052876454
		NRMSE:  0.32116420827944686
		MAPE:  312.72578982996583

	Predictor:  ElasticNet
		Pearson Correlation:  0.8739886732721954
		Spearman Correlation:  0.8525379457257345
		Coefficient of Determination:  0.7343149105471595
		RMSE:  0.3736902489239382
		NRMSE:  0.07350319609046779
		MAPE:  335.61697141315506
		Pearson Correlation:  0.5173706788070638
		Spearman Correlation:  0.5275436542776316
		Coefficient of Determination:  0.19887981559807233
		RMSE:  0.6860888674853364
		NRMSE:  0.17074957504425883
		MAPE:  206.92188080090767

	Predictor:  RandomForests
		Pearson Correlation:  0.6752394208716751
		Spearman Correlation:  0.6306516450727567
		Coefficient of Determination:  0.4446434237391931
		RMSE:  0.5402740818718719
		NRMSE:  0.10626948895984892
		MAPE:  418.6490648898317
		Pearson Correlation:  0.5555587642331372
		Spearman Correlation:  0.5261633011413521
		Coefficient of Determination:  0.26095443840487087
		RMSE:  0.6589722737741187
		NRMSE:  0.16400096408106288
		MAPE:  185.54982769552925

Protein:  CCNE1
Protein Interaction Partners Count:  350
x_train_column_count:  347
x_train columns:  ['ABL1', 'AKT1', 'AKT2', 'AKT3', 'ALDH18A1', 'ANAPC10', 'ANAPC13', 'ANAPC1', 'ANAPC2', 'ANAPC4', 'ANAPC5', 'ANAPC7', 'ANXA5', 'ARID1A', 'AR', 'ATM', 'AURKA', 'AURKB', 'BARD1', 'BCL2L1', 'BIRC5', 'BRCA1', 'BRCA2', 'BTG2', 'BTRC', 'BUB1B', 'BUB1', 'BUB3', 'RGCC', 'MLIP', 'CABLES1', 'CALM1', 'CAPRIN1', 'CASP3', 'CASP9', 'CBX7', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCNC', 'CCND1', 'CCND2', 'CCND3', 'CCNE2', 'CCNF', 'CCNG1', 'CCNH', 'CCNK', 'CCNL2', 'CCNT1', 'CCNT2', 'CCNY', 'CCT2', 'CCT3', 'CCT4', 'CCT5', 'CCT6A', 'CCT6B', 'CCT7', 'CCT8', 'CDC16', 'CDC20', 'CDC23', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC26', 'CDC27', 'CDC45', 'CDC6', 'CDC7', 'CDCA2', 'CDCA5', 'CDCA8', 'CDH1', 'CDK12', 'CDK13', 'CDK14', 'CDK15', 'CDK16', 'CDK17', 'CDK18', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK5', 'CDK6', 'CDK7', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDT1', 'CENPA', 'CENPE', 'CHAF1A', 'CHD1L', 'CHEK1', 'CHEK2', 'CINP', 'CKS1B', 'CKS2', 'COPS5', 'CREBBP', 'CSK', 'CTNNB1', 'CUL1', 'CUL3', 'CUL4B', 'DBF4B', 'DBF4', 'DGCR8', 'DICER1', 'DTL', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'EBNA1BP2', 'ECT2', 'EGFR', 'EGF', 'ELAVL1', 'ELSPBP1', 'EP400', 'ERBB2', 'ERBB3', 'ERBB4', 'ESPL1', 'ESR1', 'EXO1', 'EZH2', 'FAM58A', 'FAM83H', 'FBXO5', 'FBXW7', 'FEN1', 'FGFR1', 'FGFR2', 'FGFR3', 'FOXM1', 'FZR1', 'GAPDH', 'GLI1', 'GMNN', 'GSK3B', 'H1F0', 'HDAC1', 'HEATR3', 'HERC5', 'HIST1H1A', 'HIST1H1B', 'HIST1H4A', 'HRAS', 'IFNAR1', 'IGF1R', 'IGF1', 'ITPKB', 'JUN', 'KIF11', 'KIF20A', 'KIF23', 'KIF2C', 'KPNA2', 'KRAS', 'LATS2', 'LIN37', 'LIN52', 'LIN54', 'LIN9', 'GMNC', 'MAD2L1', 'MAPK3', 'MATK', 'MAX', 'MCL1', 'MCM10', 'MCM2', 'MCM3', 'MCM4', 'MCM5', 'MCM6', 'MCM7', 'MCM8', 'MDM2', 'MEGF11', 'MELK', 'MKI67', 'KMT2D', 'KMT2B', 'MNAT1', 'MRE11A', 'MTOR', 'MYBL2', 'MYC', 'NBN', 'NF1', 'NFYB', 'NMI', 'NOTCH1', 'NOTCH3', 'NPAT', 'NRAS', 'ORC1', 'ORC2', 'ORC3', 'ORC4', 'ORC5', 'ORC6', 'PARK2', 'PARP1', 'PCBP4', 'PCNA', 'PIK3CA', 'PIK3R1', 'PKMYT1', 'PLK1', 'PLK4', 'POLA1', 'POLD1', 'PPP1R1C', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R4', 'PRC1', 'PRKAR1A', 'PRKAR2A', 'PRMT5', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMB10', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSMF1', 'PTEN', 'PTGDR', 'PTK6', 'PTTG1', 'RAD51', 'RAD54L', 'RB1', 'RBBP4', 'RBL1', 'RBL2', 'RBX1', 'REL', 'REM1', 'RHOA', 'RHOBTB3', 'RINT1', 'RNASE1', 'RPRD1A', 'RPS27A', 'RRM1', 'RRM2', 'RRN3', 'RSF1', 'SHFM1', 'SKP1', 'SKP2', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'ST8SIA1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STK3', 'STK4', 'TARBP1', 'TCP1', 'TERF1', 'TERT', 'TFDP1', 'TK1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TP73', 'TPX2', 'TTK', 'TUBG1', 'TYMS', 'UBA52', 'UBB', 'UBC', 'UBE2C', 'UBE2QL1', 'UBE2S', 'UHRF2', 'WEE1', 'WEE2', 'XIAP', 'YAP1', 'ZNF217', 'ZNF33A', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4791855590206433
		RMSE:  0.8074207285197392
		NRMSE:  0.19485501569122746
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.202859557398884
		RMSE:  0.7485643095226329
		NRMSE:  0.4068306401244751
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5127968844139411
		NRMSE:  0.12375338089483821
		MAPE:  119.54577818111471
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.708057571667368e-05
		RMSE:  0.41828317133084
		NRMSE:  0.22732904598983691
		MAPE:  82.35330275987332

	Predictor:  LinearRegression
		Pearson Correlation:  0.9601705041265893
		Spearman Correlation:  0.8730487935079695
		Coefficient of Determination:  0.9219273969947087
		RMSE:  0.14328301370685326
		NRMSE:  0.03457852009239406
		MAPE:  34.50111316465704
		Pearson Correlation:  0.5651131566021921
		Spearman Correlation:  0.41849575651155985
		Coefficient of Determination:  -1.5978149933863226
		RMSE:  0.6741620141325243
		NRMSE:  0.3663943902589277
		MAPE:  80.27247289098814

	Predictor:  ElasticNet
		Pearson Correlation:  0.8929064439023274
		Spearman Correlation:  0.7418576019921473
		Coefficient of Determination:  0.7895050882676893
		RMSE:  0.23526979765315387
		NRMSE:  0.05677771017524287
		MAPE:  63.183649695031086
		Pearson Correlation:  0.8172582343327132
		Spearman Correlation:  0.6983172373426983
		Coefficient of Determination:  0.6598583730461413
		RMSE:  0.24394395534102703
		NRMSE:  0.1325789571361948
		MAPE:  39.73264662516376

	Predictor:  RandomForests
		Pearson Correlation:  0.8617928485205313
		Spearman Correlation:  0.7113946304957038
		Coefficient of Determination:  0.7370044408538277
		RMSE:  0.26297810132597776
		NRMSE:  0.06346456097834731
		MAPE:  68.09589031787966
		Pearson Correlation:  0.834994290849563
		Spearman Correlation:  0.7370695400035787
		Coefficient of Determination:  0.694368986127278
		RMSE:  0.23123782722461025
		NRMSE:  0.12567341519497946
		MAPE:  40.89069492026417

Protein:  CCND1
Protein Interaction Partners Count:  857
x_train_column_count:  849
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTL6B', 'AFP', 'AHR', 'AKAP12', 'AKAP8', 'AKR1B10', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDOA', 'ALK', 'ANO1', 'ANXA5', 'APAF1', 'APC', 'APEX1', 'AREG', 'ARHGEF2', 'ARID1A', 'ARID1B', 'ARID2', 'ARID4A', 'AR', 'ASIP', 'ATF2', 'ATF3', 'ATF4', 'ATM', 'ATXN1', 'AURKA', 'AURKB', 'AXIN1', 'AXIN2', 'B2M', 'BANP', 'BARX2', 'BAX', 'BCAR1', 'BCAR3', 'BCCIP', 'BCL2A1', 'BCL2L11', 'BCL2L1', 'BCL2L2', 'BCL2', 'BCL3', 'BCL6', 'BCL9', 'BECN1', 'BGLAP', 'BHLHE40', 'BIRC2', 'BIRC3', 'BIRC5', 'BMI1', 'BMP4', 'BMP6', 'BRAF', 'BRCA1', 'BRCA2', 'BRD2', 'BRD4', 'BTC', 'BTG2', 'BTRC', 'RGCC', 'COPRS', 'CA9', 'CARD11', 'CARM1', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBFB', 'CCDC62', 'CCL2', 'CCL5', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNC', 'CCND2', 'CCND3', 'CCNDBP1', 'CCNE1', 'CCNE2', 'CCNG2', 'CCNH', 'CCNK', 'CCNL1', 'CCNL2', 'CCNT1', 'CCNT2', 'CCNY', 'CD19', 'CD22', 'CD24', 'CD34', 'CD38', 'CD44', 'CD5', 'CD79A', 'CDC20', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC27', 'CDC42', 'CDC6', 'CDC73', 'CDCA7L', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDK12', 'CDK13', 'CDK14', 'CDK16', 'CDK17', 'CDK18', 'CDK1', 'CDK20', 'CDK2', 'CDK3', 'CDK4', 'CDK5', 'CDK6', 'CDK7', 'CDK8', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDT1', 'CDX2', 'CENPE', 'CEP57', 'CFLAR', 'CHEK1', 'CHEK2', 'CHKA', 'CHUK', 'CKS1B', 'CKS2', 'CLCN3', 'COL1A1', 'CR2', 'CREB1', 'CREBBP', 'CRKL', 'CRYAB', 'CSF2', 'CTBP1', 'CTGF', 'CTNNB1', 'CTNND1', 'CTTN', 'CUL1', 'CUL3', 'CUL7', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP19A1', 'CYR61', 'DACH1', 'DAXX', 'DDIT3', 'DDX53', 'DECR1', 'DHFR', 'DICER1', 'DKK1', 'DKK3', 'DLL1', 'DMTF1', 'DND1', 'DNMT1', 'DNMT3A', 'DNTT', 'DVL1', 'DVL2', 'DYRK1A', 'DYRK1B', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EDN1', 'EEF1A1', 'EGFR', 'EGF', 'EGLN2', 'EGR1', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF3I', 'EIF4A1', 'EIF4A2', 'EIF4EBP1', 'EIF4E', 'EIF4G1', 'ELAVL1', 'ELSPBP1', 'EP300', 'EPCAM', 'EPHA2', 'EPHA7', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ETS1', 'ETV4', 'EWSR1', 'EYA1', 'EZH2', 'FABP4', 'FADD', 'FAM58A', 'FAM83H', 'FASLG', 'FAT1', 'FBXO31', 'FBXO4', 'FBXW7', 'FBXW8', 'FGF13', 'FGF19', 'FGF2', 'FGF3', 'FGF4', 'FGF7', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FGFR4', 'FHIT', 'FHL2', 'FIGF', 'FLCN', 'FLNA', 'FLT1', 'FLT3', 'FN1', 'FOSL1', 'FOS', 'FOXA1', 'FOXC1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FRZB', 'FSTL3', 'FZD1', 'FZD2', 'FZD7', 'FZD9', 'FZR1', 'GADD45A', 'GAL', 'GAPDH', 'GAST', 'GATA3', 'GATA4', 'GDF15', 'GDF2', 'GGNBP2', 'GGT1', 'GIT1', 'GJA1', 'GJB1', 'GLI1', 'GLI2', 'GLI3', 'GLTSCR2', 'GNB2L1', 'GPER1', 'GRB2', 'GREB1', 'GRM4', 'GRP', 'GSK3B', 'H1F0', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HBEGF', 'HBZ', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC4', 'HEXIM1', 'HEY1', 'HGF', 'HIF1A', 'HIST1H2AA', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AH', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST1H4A', 'HIST1H4B', 'HIST1H4C', 'HIST1H4D', 'HIST1H4E', 'HIST1H4F', 'HIST1H4H', 'HIST1H4I', 'HIST1H4J', 'HIST1H4K', 'HIST1H4L', 'HIST2H2AC', 'HIST2H2BE', 'HIST2H4A', 'HIST4H4', 'HMGA2', 'HMOX1', 'HNF1A', 'HNF4A', 'HNRNPD', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB8', 'ICAM1', 'ID1', 'ID2', 'IFNAR1', 'IFNB1', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP3', 'IGFBP5', 'IHH', 'IKBKB', 'IL10', 'IL17A', 'IL2', 'IL4', 'IL6', 'IL7', 'CXCL8', 'ILK', 'INSM1', 'INS', 'IRF1', 'IRS1', 'ISG15', 'ITGB1', 'ITPKB', 'ITPKC', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JARID2', 'JUNB', 'JUND', 'JUN', 'KAT2A', 'KAT2B', 'KDM1A', 'KDM5B', 'KDR', 'KHDRBS1', 'KIF18B', 'KIN', 'KITLG', 'KIT', 'KLF13', 'KLF4', 'KLF5', 'KLF6', 'KLK3', 'KRAS', 'KRT10', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'LDB3', 'LEF1', 'LEP', 'LGALS3', 'LGR5', 'LIMK2', 'LIMS1', 'LIN28B', 'LMNA', 'LMNB1', 'LOX', 'LRP5', 'LRP6', 'LYN', 'MAFB', 'MAF', 'MAML1', 'MAML2', 'MAML3', 'MAMLD1', 'MAP2K1', 'MAP2K2', 'MAP2K4', 'MAP2K7', 'MAP3K5', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MAPK9', 'MCL1', 'MCM10', 'MCM2', 'MCM3', 'MCM5', 'MCM6', 'MCM7', 'MCM8', 'MDK', 'MDM2', 'MDM4', 'MEN1', 'MET', 'MGMT', 'MITF', 'MKI67', 'MLH1', 'MLXIPL', 'MME', 'MMP11', 'MMP14', 'MMP15', 'MMP1', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MNAT1', 'MOV10', 'MSH2', 'MST1', 'MTOR', 'MUC1', 'MYBL2', 'MYB', 'MYCN', 'MYC', 'MYEOV', 'MYF5', 'MYOD1', 'MYOG', 'NACA2', 'NADSYN1', 'NANOG', 'NCAM1', 'NCOA1', 'NCOA3', 'NCOR1', 'NES', 'NEUROD1', 'NF1', 'NF2', 'NFKB1', 'NFKB2', 'NFKBIA', 'NGF', 'NKX2-1', 'NME1-NME2', 'NME1', 'NME2', 'NMI', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTCH4', 'NPM1', 'NQO1', 'NR0B2', 'NR1H3', 'NR2E1', 'NR3C1', 'NR4A3', 'NRAS', 'NRF1', 'NUDT21', 'ODC1', 'ORAI1', 'ORAOV1', 'ORC4', 'PAK1', 'PAK4', 'PARK2', 'PARP1', 'PAX2', 'PAX5', 'PAX6', 'PBRM1', 'PBX3', 'PCNA', 'PDCD4', 'PDGFRA', 'PDGFRB', 'PDZK1', 'PECAM1', 'PELP1', 'PGR', 'PI3', 'PI4K2A', 'PIK3CA', 'PIK3R1', 'PKLR', 'PKM', 'PLAUR', 'PLAU', 'PLK1', 'PMAIP1', 'POLR2A', 'POTEF', 'POU2F1', 'POU5F1', 'PPARG', 'PPP2R4', 'PRDM5', 'PRKACA', 'PRL', 'PRMT5', 'PRNP', 'PROM1', 'PSAT1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTCHD3', 'PTEN', 'PTF1A', 'PTGS2', 'PTHLH', 'PTH', 'PTK2', 'PTK6', 'PTPN11', 'PTPRCAP', 'PTPRC', 'PXN', 'RAD51', 'RAF1', 'RALA', 'RASSF1', 'RB1', 'RBL1', 'RBL2', 'RBPJ', 'RBX1', 'RCC1', 'RELA', 'RELB', 'REL', 'REM1', 'RET', 'RHEB', 'RHOA', 'RHOC', 'RICTOR', 'RNASE1', 'DROSHA', 'RND3', 'RNMT', 'ROCK1', 'RPRD1B', 'RPS27A', 'RPS6KA1', 'RPS6KA2', 'RPS6KA3', 'RPS6KA6', 'RPS6KB1', 'RPS6', 'RPTOR', 'RREB1', 'RSF1', 'RUNX1', 'RUNX2', 'RUNX3', 'SDC1', 'SDHC', 'SENP1', 'SERPINE1', 'SFRP1', 'SFRP2', 'SFRP4', 'SFRP5', 'SHC1', 'SHFM1', 'SHH', 'SIRT1', 'SIX1', 'SIX3', 'SKP1', 'SKP2', 'SLC25A16', 'SLC25A6', 'SLC2A1', 'SLC35B2', 'SLC39A4', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'SMARCC1', 'SMARCC2', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'SMARCE1', 'SMO', 'SNAI1', 'SNAI2', 'SNCA', 'SNIP1', 'SNW1', 'SNX33', 'SOCS3', 'SOX11', 'SOX17', 'SOX2', 'SOX4', 'SOX6', 'SOX9', 'SP1', 'SPN', 'SPP1', 'SPRY1', 'SRC', 'SREBF1', 'STAT1', 'STAT3', 'STAT4', 'STAT5A', 'STAT5B', 'STAT6', 'STC2', 'STIM1', 'STK11', 'STK24', 'STMN1', 'SUFU', 'SULF2', 'SUV39H1', 'TAF1', 'TBP', 'TBX2', 'TCEAL7', 'TCF4', 'TCF7L2', 'TCF7', 'TERT', 'TET3', 'TFDP1', 'TFF1', 'TGFA', 'TGFB1', 'TGFBR2', 'THBS1', 'THRA', 'THRB', 'TIMP1', 'TIMP2', 'TIMP3', 'TJP1', 'TJP2', 'TJP3', 'TLE1', 'TLR9', 'TM4SF1', 'TMPRSS4', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF13C', 'TNFRSF8', 'TNFSF11', 'TNF', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOP2A', 'TP53', 'TP63', 'TP73', 'TRPV2', 'TSC22D3', 'TSC2', 'TWIST1', 'TXN', 'TYMS', 'UBA52', 'UBA7', 'UBB', 'UBC', 'UBE2C', 'UBTF', 'URGCP', 'USP18', 'USP2', 'USP9X', 'VCL', 'VDR', 'VEGFA', 'VEGFC', 'VIP', 'VRK1', 'WDR77', 'WDTC1', 'WEE1', 'WHSC1', 'WIF1', 'WISP1', 'WNT10A', 'WNT10B', 'WNT11', 'WNT16', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8B', 'WNT9A', 'WNT9B', 'WT1', 'XBP1', 'XIAP', 'XPO1', 'YAP1', 'YBX1', 'YY1', 'ZBTB17', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.45856423758787734
		RMSE:  0.28833360256132
		NRMSE:  0.17333782361719832
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5341468996847767
		RMSE:  0.29160473760802996
		NRMSE:  0.22560247695118987
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  7.934146226259125e-16
		NRMSE:  4.769779265765186e-16
		MAPE:  2.557785159579415e-12
		Pearson Correlation:  -0.015544452115651336
		Spearman Correlation:  0.056653009462491466
		Coefficient of Determination:  -2.9938173135982034
		RMSE:  0.4704952029726948
		NRMSE:  0.3640026017923306
		MAPE:  943.2345382893864

	Predictor:  ElasticNet
		Pearson Correlation:  0.6869017327375361
		Spearman Correlation:  0.6589176062685732
		Coefficient of Determination:  0.4279975551116195
		RMSE:  0.18056410532207107
		NRMSE:  0.10854991843435277
		MAPE:  447.61557662370654
		Pearson Correlation:  0.2150324086733396
		Spearman Correlation:  0.2661837869476149
		Coefficient of Determination:  -0.006786409356128509
		RMSE:  0.23622713040708807
		NRMSE:  0.18275912174838158
		MAPE:  381.53282193963867

	Predictor:  RandomForests
		Pearson Correlation:  0.5897287080039353
		Spearman Correlation:  0.5843404797931906
		Coefficient of Determination:  0.3083193710793459
		RMSE:  0.1985570374413439
		NRMSE:  0.11936674889164728
		MAPE:  495.1329249851251
		Pearson Correlation:  0.2704944937479533
		Spearman Correlation:  0.42988001170617507
		Coefficient of Determination:  0.057348461081726754
		RMSE:  0.22857919168491403
		NRMSE:  0.1768422291304961
		MAPE:  299.0876241555505

Protein:  ERBB2
Protein Interaction Partners Count:  663
x_train_column_count:  657
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACPP', 'ACTA2', 'ACTB', 'ACTG1', 'ADAM10', 'ADAM17', 'ADRB2', 'AFP', 'AGRN', 'AKT1S1', 'AKT1', 'AKT2', 'ALB', 'ALDH1A1', 'ALK', 'ANGPT1', 'ANGPT2', 'ANGPT4', 'ANO1', 'ANXA2', 'ANXA5', 'AP2B1', 'APP', 'AREG', 'ARHGEF11', 'ARHGEF12', 'ARID1A', 'ARL6IP5', 'AR', 'ATM', 'ATP2B2', 'AURKB', 'AXIN1', 'BAG1', 'BARD1', 'BCAR1', 'BCAR3', 'BCAS1', 'BCL2L11', 'BCL2L1', 'BDNF', 'BECN1', 'BEST1', 'BIRC5', 'BLNK', 'BMI1', 'BMP2', 'BMP4', 'BRCA1', 'BRCA2', 'BSG', 'BTC', 'MIEN1', 'CA9', 'CALU', 'CARTPT', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CAV1', 'CBLB', 'CBLC', 'CBL', 'CCL27', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CD19', 'CD22', 'CD247', 'CD24', 'CD274', 'CD28', 'CD33', 'CD34', 'CD44', 'CD46', 'CD52', 'CD68', 'CD6', 'CD80', 'CD82', 'CDC37', 'CDC42', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDK4', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CDX2', 'CEACAM5', 'CEP70', 'CHEK2', 'CHGA', 'CHKA', 'CHKB', 'CISH', 'CLDN3', 'CLDN4', 'CLDN7', 'CLTC', 'CNN1', 'COPS5', 'CPNE3', 'CREB1', 'CRKL', 'CRK', 'YBX3', 'CSF1', 'CSF2', 'CSF3', 'CSK', 'CSPG4', 'CTAG1B', 'CTLA4', 'CTNNB1', 'CTNND1', 'CTSB', 'CTSD', 'CTTN', 'CUL5', 'CXCL12', 'CXCR1', 'CXCR4', 'CYCS', 'CYP19A1', 'CYTIP', 'DCN', 'DDX41', 'DDX53', 'DHH', 'DIAPH1', 'DICER1', 'DLG4', 'DMTF1', 'DNAJA3', 'DNM2', 'DNMT1', 'DOCK1', 'DOCK7', 'DUSP6', 'E2F1', 'E2F3', 'EEA1', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EFNB1', 'EGFR', 'EGF', 'EIF3A', 'EIF4EBP1', 'EIF4E', 'ELAVL1', 'ELF3', 'EML4', 'ENO2', 'EP300', 'EPCAM', 'EPGN', 'EPHA2', 'EPS15', 'EPX', 'ERAL1', 'ERBB2IP', 'ERBB3', 'ERBB4', 'ERCC1', 'EREG', 'ERRFI1', 'ESCO1', 'ESR1', 'ESR2', 'ESRRB', 'ETS1', 'ETS2', 'ETV4', 'ETV6', 'EZH2', 'EZR', 'FASLG', 'FASN', 'FBXW7', 'FCGR1A', 'FCGR1B', 'FCGRT', 'FGF10', 'FGF13', 'FGF16', 'FGF17', 'FGF18', 'FGF19', 'FGF1', 'FGF20', 'FGF21', 'FGF22', 'FGF23', 'FGF2', 'FGF3', 'FGF4', 'FGF5', 'FGF6', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FGFR4', 'FHIT', 'FIGF', 'FLT1', 'FLT3LG', 'FN1', 'FOLH1', 'FOLR1', 'FOS', 'FOXA1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXP3', 'FREM2', 'FSIP1', 'FYN', 'GAB1', 'GABPB1', 'GAPDH', 'GATA3', 'GATA4', 'GDF2', 'GLI1', 'GLI2', 'GLS', 'GNA11', 'GNAQ', 'GNAS', 'GNRH1', 'GPER1', 'GRAP2', 'GRB2', 'GRB7', 'GSTP1', 'GZMB', 'H2AFX', 'H2AFY', 'HBEGF', 'HDAC1', 'HDAC6', 'HEATR6', 'HGF', 'HIF1A', 'HK1', 'HLA-A', 'HMGA2', 'HNF4A', 'HOXB7', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSP90B1', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB3', 'HSPG2', 'ICAM1', 'ID1', 'IDH1', 'IDH2', 'IFNG', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IHH', 'IL10', 'IL2', 'IL4', 'IL6R', 'IL6ST', 'IL6', 'CXCL8', 'ILK', 'INPP4B', 'INS', 'IQGAP1', 'IQSEC1', 'IRS1', 'ITGA5', 'ITGA6', 'ITGAV', 'ITGB1', 'ITGB3', 'ITGB4', 'ITPKB', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JUN', 'JUP', 'KDR', 'KITLG', 'KLK3', 'KLRK1', 'KRAS', 'KRT14', 'KRT17', 'KRT18', 'KRT19', 'KRT20', 'KRT4', 'KRT5', 'KRT7', 'KRT8', 'L1CAM', 'LAMP1', 'LCN2', 'LDHA', 'LEP', 'LIN28A', 'LIN7A', 'LIN7B', 'LIN7C', 'LINGO1', 'LOX', 'LRIG1', 'LRPPRC', 'MAGEA1', 'MAGEA3', 'MAGED4B', 'MAGED4', 'MAP2K1', 'MAPK1', 'MAPK3', 'MAPK8', 'MATK', 'MCL1', 'MDK', 'MDM2', 'MEMO1', 'MET', 'MGMT', 'MKI67', 'MLANA', 'MLH1', 'KMT2C', 'MME', 'MMP11', 'MMP14', 'MMP16', 'MMP1', 'MMP2', 'MMP7', 'MMP9', 'MPP1', 'MRAP', 'MRAS', 'MSH2', 'MSH6', 'MSLN', 'MTA1', 'MTOR', 'MUC13', 'MUC16', 'MUC1', 'MUC4', 'MUC6', 'MUCL1', 'MYBL2', 'MYCN', 'MYC', 'NANOG', 'NCAM1', 'NCL', 'NCOA1', 'NCOA3', 'NCOR1', 'NDRG1', 'NF1', 'NF2', 'NFE2L2', 'NGF', 'NISCH', 'NKX2-1', 'NME1', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTCH4', 'NPM1', 'NR1H4', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'NRP1', 'NTF3', 'NTF4', 'OPCML', 'OSMR', 'PA2G4', 'PADI2', 'PAK1', 'PALB2', 'PAQR3', 'PARP1', 'PAX2', 'PCSK9', 'PDCD1LG2', 'PDCD1', 'PDCD4', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PDGFRA', 'PDPN', 'PECAM1', 'PELP1', 'PEPD', 'PFKFB3', 'PGAP3', 'PGF', 'PGR', 'PI3', 'PIK3C2A', 'PIK3C2B', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3CG', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIN1', 'PIP', 'PLAUR', 'PLAU', 'PLCG1', 'PLCG2', 'PLEK', 'PLG', 'PLXNB1', 'POLI', 'POTEF', 'POU5F1', 'PPARG', 'PPP3CA', 'PRDM10', 'PRF1', 'PRKACA', 'PRL', 'PROM1', 'PSCA', 'PTCH1', 'PTEN', 'PTGS2', 'PTK2B', 'PTK2', 'PTK6', 'PTPN11', 'PTPN12', 'PTPN18', 'PTPN1', 'PTPRC', 'PTPRO', 'PTPRU', 'PTS', 'PXN', 'RAB25', 'RAD51', 'RAF1', 'RANBP2', 'RARA', 'RASA1', 'RASA2', 'RASSF1', 'RB1', 'RBPJ', 'RDX', 'RECK', 'REM1', 'REN', 'RET', 'RHEB', 'RHOA', 'RHOB', 'RHOC', 'RICTOR', 'RND1', 'RNF41', 'ROCK1', 'ROCK2', 'ROS1', 'RPS27A', 'RPS6', 'RPTOR', 'RRAS2', 'RRAS', 'S100A14', 'SCGB2A2', 'SCUBE2', 'SDC1', 'SDHC', 'SEMA3D', 'SEMA4D', 'SERPINB5', 'SERPINE1', 'SFRP1', 'PEAK1', 'SH3BGRL3', 'SH3BGRL', 'SH3TC2', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SHH', 'SIAH2', 'PMEL', 'SKP2', 'SLC25A16', 'SLC2A1', 'SLC4A7', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMO', 'SMUG1', 'SMYD3', 'SNAI1', 'SNAI2', 'SOCS1', 'SOS1', 'SOX10', 'SOX2', 'SOX9', 'SP3', 'SPP1', 'SPRY2', 'SRCIN1', 'SRC', 'STARD3', 'STAT1', 'STAT2', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'STOM', 'STUB1', 'SYP', 'TAGLN', 'TBX1', 'TERT', 'TFAP2A', 'TFAP2B', 'TFAP2C', 'TFF1', 'TFF2', 'TFF3', 'TFRC', 'TGFA', 'TGFB1', 'THBS1', 'THRA', 'TIMP1', 'TJP1', 'TMPRSS2', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF13C', 'TNFRSF4', 'TNFRSF8', 'TNFRSF9', 'TNFSF11', 'TNF', 'TNS1', 'TNS3', 'TNS4', 'TOB1', 'TOP1', 'TOP2A', 'TP53', 'TP63', 'TSC2', 'TWIST1', 'TYMS', 'TYR', 'UBA52', 'UBB', 'UBC', 'USP2', 'USP9X', 'VAV1', 'VAV2', 'VAV3', 'VCL', 'VEGFA', 'VEGFB', 'VEGFC', 'VIM', 'WASL', 'WDFY2', 'WDTC1', 'WNT10A', 'WNT1', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT7B', 'WNT9A', 'WNT9B', 'WT1', 'WWOX', 'XIAP', 'XPO1', 'YAP1', 'YBX1', 'YES1', 'YY1', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10787728881134795
		RMSE:  1.034673205097243
		NRMSE:  0.18568153277771168
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04400358650048397
		RMSE:  1.0802115255265201
		NRMSE:  0.18403181176661842
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.9999999418805934
		Coefficient of Determination:  1.0
		RMSE:  4.484709860687348e-15
		NRMSE:  8.048220412912708e-16
		MAPE:  4.9938968907612555e-12
		Pearson Correlation:  0.4400914141473065
		Spearman Correlation:  0.2766071602770462
		Coefficient of Determination:  -1.5154084556972172
		RMSE:  1.6767258878853997
		NRMSE:  0.2856578509779716
		MAPE:  3419.3821441618134

	Predictor:  ElasticNet
		Pearson Correlation:  0.9317186050740152
		Spearman Correlation:  0.8733996748296616
		Coefficient of Determination:  0.8624998298690992
		RMSE:  0.364509616451386
		NRMSE:  0.06541457144292052
		MAPE:  172.57843021245154
		Pearson Correlation:  0.828239756320518
		Spearman Correlation:  0.5761437908496733
		Coefficient of Determination:  0.6744918681663395
		RMSE:  0.6031686110664249
		NRMSE:  0.1027596999959836
		MAPE:  613.097940384344

	Predictor:  RandomForests
		Pearson Correlation:  0.8552179643752656
		Spearman Correlation:  0.7070736262574453
		Coefficient of Determination:  0.7277264428403839
		RMSE:  0.5129323675501023
		NRMSE:  0.0920503862947261
		MAPE:  255.91937889126447
		Pearson Correlation:  0.7819357159654733
		Spearman Correlation:  0.49868559632159526
		Coefficient of Determination:  0.5924330275425123
		RMSE:  0.6749277785461717
		NRMSE:  0.11498505520659859
		MAPE:  1549.7371408655852

Protein:  ERBB3
Protein Interaction Partners Count:  245
x_train_column_count:  247
x_train columns:  ['ADAM17', 'AGRN', 'AGTR2', 'AKT1', 'AKT2', 'AKT3', 'ALAS2', 'ALB', 'ANGPT1', 'ANGPT2', 'ANGPT4', 'APIP', 'AREG', 'AR', 'BAMBI', 'BDNF', 'BMP2', 'BMP4', 'BRCA1', 'BRCA2', 'BTC', 'CADM4', 'CASK', 'CASP3', 'CBLB', 'CBLC', 'CBL', 'CCND1', 'CCNE1', 'CD44', 'CD82', 'CDC42', 'CDH1', 'CDK4', 'CDK5', 'CDKN1B', 'CDKN2A', 'CLEC16A', 'COMMD5', 'COQ7', 'CRKL', 'CRK', 'CRYZL1', 'CSF1', 'CSK', 'CSPG5', 'CTNNB1', 'DCN', 'DHH', 'DOCK7', 'DUSP6', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EGFR', 'EGF', 'EGR1', 'EHF', 'EIF4EBP1', 'EIF4E', 'EML4', 'EPCAM', 'EPGN', 'EPN1', 'ERBB2IP', 'ERBB2', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'ESR2', 'FBXO9', 'FGF10', 'FGF16', 'FGF17', 'FGF18', 'FGF19', 'FGF1', 'FGF20', 'FGF21', 'FGF22', 'FGF23', 'FGF2', 'FGF3', 'FGF4', 'FGF5', 'FGF6', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FIGF', 'FKBP14', 'FLNA', 'FLT3LG', 'FN1', 'FOXA1', 'FOXO3', 'FREM2', 'FTSJ1', 'GAB1', 'GAPDH', 'GLE1', 'GRB2', 'GRB7', 'GRHL2', 'HBEGF', 'HGF', 'HGS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPG2', 'IGF1', 'IGF2', 'IL6ST', 'ILK', 'INS', 'IRS1', 'ITGA6', 'ITGB4', 'ITPKB', 'JAK1', 'JAK2', 'JUN', 'KDR', 'KITLG', 'KRAS', 'L1CAM', 'LAMA1', 'LAMB1', 'LAMC2', 'LIN7A', 'LIN7B', 'LIN7C', 'LRIG1', 'MAP2K1', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MARCH7', 'MDM2', 'MET', 'MITF', 'MMP9', 'MRPL49', 'MTOR', 'MUC1', 'MUC4', 'MYC', 'N4BP1', 'NDRG1', 'NEDD4L', 'NEDD4', 'NF1', 'NGF', 'NICN1', 'NOTCH1', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'NTF3', 'NTF4', 'OAT', 'PA2G4', 'PARK7', 'PCSK9', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PGF', 'PGR', 'PI3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIP5K1C', 'PLCG1', 'PLCG2', 'PPP1R9A', 'PRKACA', 'PTEN', 'PTK2B', 'PTK2', 'PTK6', 'PTPN11', 'PTPN22', 'PTPN2', 'RASA1', 'RASA2', 'REM1', 'RGS4', 'RHOA', 'RHOC', 'RNF41', 'ROR1', 'RRAS2', 'SH2B3', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SHH', 'SLC25A16', 'SMAD4', 'SNAI2', 'SOS1', 'SOX10', 'SOX2', 'SPARC', 'SPRY2', 'SRC', 'STAT3', 'STAT5A', 'STAT5B', 'SYN3', 'TCF7L2', 'TGFA', 'TMEFF2', 'TNFRSF13C', 'TNS1', 'TP53', 'USP8', 'VAV1', 'VAV2', 'VAV3', 'VEGFA', 'VEGFB', 'VEGFC', 'WNT1', 'WNT5A', 'ZEB1', 'ZNF217', 'KRBOX4', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.22544319167926496
		RMSE:  0.49276112816642853
		NRMSE:  0.13298208544838536
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.18202543932109472
		RMSE:  0.5629306521688778
		NRMSE:  0.2077549194412726
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  LinearRegression
		Pearson Correlation:  0.7840835049604225
		Spearman Correlation:  0.7768913942404723
		Coefficient of Determination:  0.6147869427510211
		RMSE:  0.27627421209242764
		NRMSE:  0.07455848032568814
		MAPE:  169.7089034866076
		Pearson Correlation:  0.023749088782691063
		Spearman Correlation:  0.1874646375963321
		Coefficient of Determination:  -3.082232561710672
		RMSE:  1.0461413215332385
		NRMSE:  0.38608841984700215
		MAPE:  504.9456369949798

	Predictor:  ElasticNet
		Pearson Correlation:  0.6472969587637768
		Spearman Correlation:  0.644294811053886
		Coefficient of Determination:  0.3949984753525726
		RMSE:  0.3462327010168699
		NRMSE:  0.09343826856427657
		MAPE:  173.0389462421782
		Pearson Correlation:  0.369547315447735
		Spearman Correlation:  0.4156618866452054
		Coefficient of Determination:  0.1297542124399923
		RMSE:  0.4830170378589614
		NRMSE:  0.17826203885420355
		MAPE:  345.01124698779574

	Predictor:  RandomForests
		Pearson Correlation:  0.5789425519444418
		Spearman Correlation:  0.5770328254616109
		Coefficient of Determination:  0.3094405582295372
		RMSE:  0.3699051544179982
		NRMSE:  0.09982678429942712
		MAPE:  197.14907470637513
		Pearson Correlation:  0.41826035781454896
		Spearman Correlation:  0.4207737097294926
		Coefficient of Determination:  0.16510252573364903
		RMSE:  0.4731055676495301
		NRMSE:  0.1746041163606044
		MAPE:  362.5667723983798


Fold:  3

Protein:  RB1
Protein Interaction Partners Count:  369
x_train_column_count:  366
x_train columns:  ['AATF', 'ABCC1', 'ABL1', 'ACTL6A', 'ACTL6B', 'AFAP1', 'AHR', 'AKT1', 'ANXA5', 'ARID1A', 'ARID1B', 'ARID4A', 'ARMCX1', 'ARMCX2', 'ARMCX3', 'ARNT', 'AR', 'ASF1A', 'ATF2', 'ATM', 'AURKB', 'BCR', 'BDP1', 'BGLAP', 'BRCA1', 'BRF1', 'FAM208A', 'C4BPA', 'CABIN1', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CBFB', 'CBX1', 'CBX4', 'CBX5', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCNC', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNT2', 'CDC25A', 'CDC27', 'CDC6', 'CDH1', 'CDK14', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK6', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CEBPA', 'CEBPB', 'CEBPD', 'CEBPE', 'CHEK1', 'CHEK2', 'CLNK', 'COL1A1', 'CREBBP', 'CTBP1', 'CTNNB1', 'CUX1', 'DCAF10', 'DGKZ', 'DNAJA3', 'DNMT1', 'DNMT3A', 'DUSP1', 'DUT', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EED', 'EGFR', 'EGF', 'EID1', 'EIF2AK1', 'EIF2AK4', 'AGO2', 'ELF1', 'ENC1', 'EP300', 'ERBB2', 'ESD', 'ESR1', 'ESR2', 'EZH2', 'FBXW7', 'FMO5', 'FOS', 'FOXM1', 'FRK', 'FZR1', 'G6PD', 'GAPDH', 'GATA1', 'GJA1', 'GNB2L1', 'GRB2', 'GSC', 'GTF2H1', 'H1F0', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HARS2', 'HARS', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC8', 'HDC', 'HES1', 'HIF1A', 'HIRA', 'HIST1H1A', 'HIST1H1B', 'HIST1H1C', 'HIST1H1D', 'HIST1H1E', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST1H4A', 'HIST2H2AC', 'HIST2H2BE', 'HIST3H3', 'HIST4H4', 'HMGA1', 'HMGA2', 'HRAS', 'HSP90AA1', 'HSPA1A', 'HSPA8', 'ID2', 'IFI16', 'INS', 'JUN', 'KAT2B', 'KAT5', 'KDM1A', 'KDM2A', 'KDM4A', 'KDM5A', 'KDM5B', 'PPP1R26', 'KIF11', 'KRAS', 'KRT10', 'KRT14', 'KRT5', 'L3MBTL2', 'L3MBTL1', 'LIMD1', 'LIN52', 'LIN54', 'LIN9', 'LMNA', 'LOR', 'LPAR6', 'MAF', 'MAP2K7', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MAPK9', 'MCM2', 'MCM3', 'MCM4', 'MCM5', 'MCM7', 'MDM2', 'MDM4', 'MEF2C', 'MORF4L1', 'MRFAP1', 'MRPL11', 'MRPS18B', 'MSH6', 'MTL5', 'MYBL2', 'MYC', 'MYOD1', 'NACC2', 'NCAPD3', 'NCAPG2', 'NCAPH2', 'NCR1', 'NDC80', 'NEO1', 'NFYA', 'NFYB', 'NFYC', 'NGF', 'NOTCH1', 'NPM1', 'NRAS', 'ORC1', 'PA2G4', 'PAX2', 'PAX3', 'PAX5', 'PAX6', 'PAX8', 'PCNA', 'PELP1', 'PGR', 'PHB', 'PHF21B', 'PIAS4', 'PIK3CA', 'PIK3R1', 'PIK3R3', 'PLK1', 'PML', 'POLA1', 'POLA2', 'PPARA', 'PPARG', 'PPIA', 'PPP1CA', 'PPP1CB', 'PPP1CC', 'PPP1R3A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R3B', 'PPRC1', 'PRB1', 'PRB3', 'PRB4', 'PRDM2', 'PRH1', 'PRH2', 'PRIM1', 'PRIM2', 'PRKCB', 'PRMT2', 'PSMA7', 'PSMC1', 'PSMD10', 'PTEN', 'PTGDR', 'RAF1', 'RB1CC1', 'RBAK', 'RBBP4', 'RBBP5', 'RBBP6', 'RBBP7', 'RBBP8', 'RBBP9', 'RBL1', 'RBL2', 'RBFOX2', 'RFC1', 'RPS6KB1', 'RUNX2', 'S100A6', 'SETD1B', 'SETD7', 'SIRT1', 'SKP2', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'SMARCC1', 'SMARCC2', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'SMARCE1', 'SMC1A', 'SMC2', 'SMC4', 'SMC5', 'SMYD2', 'SNW1', 'SP100', 'SP1', 'SP3', 'SPI1', 'STAM', 'STAT3', 'SUV39H1', 'SUV420H2', 'SUZ12', 'TAF1', 'TBP', 'TERT', 'TFAP2A', 'TFDP1', 'TFDP3', 'TGM2', 'THAP1', 'TMPO', 'TNS1', 'TOP2A', 'TP53BP1', 'TP53', 'TP73', 'TRDMT1', 'TRIM27', 'TTK', 'UBE2I', 'UBE3A', 'UBL4A', 'UBN1', 'UBR4', 'UBTF', 'UHRF1', 'USP4', 'USP7', 'VEGFA', 'VPS39', 'WDR59', 'WDR73', 'WEE1', 'WWTR1', 'YAP1', 'YY1', 'ZBTB16', 'ZBTB7A', 'ZNF521', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01272330861584492
		RMSE:  0.2421068018038906
		NRMSE:  0.08854110656959135
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028050639565306845
		RMSE:  0.22197574606877257
		NRMSE:  0.15575715092466183
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  LinearRegression
		Pearson Correlation:  0.816709781184388
		Spearman Correlation:  0.7621012808770368
		Coefficient of Determination:  0.6670148666822511
		RMSE:  0.13882702274981798
		NRMSE:  0.05077056127480178
		MAPE:  290.71593769754304
		Pearson Correlation:  -0.0028448413857497584
		Spearman Correlation:  0.060541902018728416
		Coefficient of Determination:  -3.802611352523824
		RMSE:  0.48577592421217874
		NRMSE:  0.3408618972256611
		MAPE:  1264.838348371169

	Predictor:  ElasticNet
		Pearson Correlation:  0.5010497505421361
		Spearman Correlation:  0.4933877036251411
		Coefficient of Determination:  0.20599816978802854
		RMSE:  0.2143741126190142
		NRMSE:  0.07839895868161725
		MAPE:  243.0014369452664
		Pearson Correlation:  0.2086770016453385
		Spearman Correlation:  0.2626092594670757
		Coefficient of Determination:  0.006392694585068304
		RMSE:  0.22095541691015977
		NRMSE:  0.15504120080143688
		MAPE:  294.7953705073042

	Predictor:  RandomForests
		Pearson Correlation:  0.603978591035249
		Spearman Correlation:  0.4517173845774052
		Coefficient of Determination:  0.1786302313719249
		RMSE:  0.21803737508853988
		NRMSE:  0.07973865385040224
		MAPE:  207.6690163505581
		Pearson Correlation:  0.05449791794910446
		Spearman Correlation:  0.1794411401638425
		Coefficient of Determination:  -0.046015379501774145
		RMSE:  0.22670771524017264
		NRMSE:  0.15907750483473387
		MAPE:  208.21191034649345

Protein:  CDH1
Protein Interaction Partners Count:  834
x_train_column_count:  826
x_train columns:  ['ABCB1', 'ABCG2', 'ACAN', 'ACTA1', 'ACTA2', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTN1', 'ACTR3', 'ACVR1B', 'ADAM10', 'ADAM15', 'ADAM17', 'ADAM9', 'AFP', 'AIMP1', 'AJAP1', 'AKAP9', 'AKT1', 'AKT2', 'AKTIP', 'ALB', 'ALCAM', 'ALDH1A1', 'ALDH3A1', 'ALK', 'AMOTL2', 'ANAPC4', 'ANAPC7', 'ANO1', 'ANXA2', 'ANXA5', 'AP1M1', 'AP1M2', 'APC2', 'APC', 'AQP1', 'AQP5', 'AREG', 'ARF6', 'ARHGAP31', 'ARID1A', 'ARL2BP', 'ARMC7', 'ARPC1A', 'ARPC2', 'ARRB2', 'ARVCF', 'AR', 'CLMP', 'ASF1A', 'ATF2', 'ATF3', 'ATM', 'ATXN1', 'AXIN1', 'AXIN2', 'AXL', 'BAG3', 'BANP', 'BCAR1', 'BCL2L11', 'BCL2L1', 'BCL6B', 'BCL9L', 'BCORL1', 'BMI1', 'BMP2', 'BMP4', 'BMP6', 'BMP7', 'BNIP3', 'BRCA1', 'BRCA2', 'BSG', 'BTBD7', 'BTC', 'BTF3', 'ANAPC15', 'CA2', 'CA9', 'CALCA', 'CALR', 'CAPN1', 'CAPNS1', 'CASP3', 'CASP8', 'CASP9', 'CASS4', 'CAV1', 'CBLL1', 'CBL', 'CBX7', 'CCL2', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCNE1', 'CCR7', 'CD1A', 'CD1B', 'CD1C', 'CD1E', 'CD207', 'CD24', 'CD274', 'CD276', 'CD2AP', 'CD34', 'CD44', 'CD46', 'CD68', 'CD82', 'CDC16', 'CDC23', 'CDC27', 'CDC42', 'CDC6', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH24', 'CDH2', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDK14', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CDKN3', 'CDX2', 'CEACAM5', 'CFL1', 'CGN', 'CHGA', 'CHL1', 'CLCA2', 'CLDN1', 'CLDN2', 'CLDN3', 'CLDN4', 'CLDN5', 'CLDN7', 'CNTN1', 'COL1A1', 'CORO1C', 'CRB3', 'CREB1', 'CREBBP', 'CRYAB', 'YBX3', 'CSDC2', 'CSE1L', 'CSF2', 'CSNK2A1', 'CSNK2A2', 'CST5', 'CTBP1', 'CTBP2', 'CTCF', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNB1', 'CTNND1', 'CTNND2', 'CTSL', 'CTTN', 'CXCL12', 'CXCL1', 'CXCR4', 'CYP1B1', 'DAAM1', 'DAB2IP', 'DACH1', 'DAPK1', 'DAP', 'DDR1', 'DDR2', 'DDX3X', 'DICER1', 'DKK1', 'DLC1', 'DLG1', 'DLG5', 'DNM2', 'DNMT1', 'DNMT3A', 'DNMT3B', 'DNTT', 'DOT1L', 'DPAGT1', 'DPEP1', 'DSP', 'DUOX1', 'DUSP4', 'DVL1', 'DVL2', 'E2F1', 'ECT2', 'EDN1', 'EFEMP1', 'EFNA1', 'EGFR', 'EGF', 'EGR1', 'EHD1', 'EHMT2', 'EIF2AK3', 'AGO1', 'AGO2', 'ELAVL1', 'ELF3', 'ENAH', 'ENG', 'EP300', 'EPB41L3', 'EPCAM', 'EPHA10', 'EPHA1', 'EPHA2', 'EPPK1', 'ERBB2IP', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ESRP1', 'ESRP2', 'ETS1', 'ETS2', 'EXOC3', 'EXOC4', 'EYA2', 'EZH2', 'EZR', 'F11R', 'F2RL2', 'SUPT20H', 'FBXL5', 'FER', 'FGF10', 'FGF13', 'FGF17', 'FGF19', 'FGF2', 'FGF4', 'FGF5', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FHIT', 'FHL2', 'FLG', 'FLOT1', 'FLOT2', 'FLT1', 'FMN1', 'FN1', 'FOSL1', 'FOS', 'FOXA1', 'FOXA2', 'FOXC1', 'FOXC2', 'FOXJ2', 'FOXK2', 'FOXL1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXQ1', 'FRMPD2', 'FSCN1', 'FUT4', 'FXYD5', 'FYN', 'FZD1', 'FZD4', 'FZD7', 'FZR1', 'G6PD', 'GAB2', 'GABPA', 'GADD45A', 'GAPDH', 'GAS6', 'GATA1', 'GATA3', 'GATA4', 'GATA6', 'GDNF', 'GFRA1', 'GGT1', 'GJA1', 'GJB1', 'GJB2', 'GKN2', 'GLI1', 'GLI2', 'GMNN', 'GNA12', 'GNA13', 'GNB2L1', 'GNL3', 'GPA33', 'GRB2', 'GRHL2', 'GRHL3', 'GSK3B', 'GSN', 'GSTP1', 'H2AFZ', 'HAVCR2', 'HBEGF', 'HDAC1', 'HDAC2', 'HEPACAM', 'HES1', 'HGF', 'HGS', 'HIF1A', 'HMGA2', 'HNF4A', 'HOXB4', 'HOXD10', 'HPGDS', 'HPGD', 'HRAS', 'HSP90AA1', 'HSPA5', 'ICAM1', 'ID1', 'ID2', 'IDO1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP3', 'IL10', 'IL15', 'IL17A', 'IL1B', 'IL24', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ILK', 'INADL', 'INS', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'IQSEC1', 'IRS1', 'IRS2', 'ITGA5', 'ITGA6', 'ITGAE', 'ITGAM', 'ITGB1', 'ITGB4', 'ITGB7', 'ITPKB', 'IVL', 'JAG1', 'JAK2', 'AJUBA', 'JUN', 'JUP', 'KDM1A', 'KDM6A', 'KDR', 'KEAP1', 'KIFC3', 'KIT', 'KLF4', 'KLF5', 'KLF8', 'KLK3', 'KLK7', 'KLRG1', 'KRAS', 'KRT10', 'KRT14', 'KRT17', 'KRT18', 'KRT19', 'KRT20', 'KRT4', 'KRT5', 'KRT7', 'KRT8', 'KRT9', 'LAMA1', 'LAMB1', 'LAMC2', 'LASP1', 'LATS1', 'LATS2', 'LCN2', 'LEF1', 'LEP', 'LGALS3', 'LGALS4', 'LGALS9', 'LGR5', 'LIF', 'LIMA1', 'LIN28A', 'LIPG', 'LLGL2', 'LMNA', 'LOR', 'LOXL2', 'LOXL3', 'LOX', 'LRP5', 'LRP6', 'LY6K', 'MACC1', 'MACROD1', 'MAD2L2', 'MAGI1', 'MAP2K1', 'MAP2K7', 'MAP4K5', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MARK2', 'MARVELD2', 'MCAM', 'MCL1', 'MDM2', 'MED1', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MGAT5', 'MGMT', 'MKI67', 'MLH1', 'MLLT4', 'MME', 'MMP11', 'MMP13', 'MMP14', 'MMP15', 'MMP17', 'MMP1', 'MMP25', 'MMP27', 'MMP2', 'MMP3', 'MMP7', 'MMP8', 'MMP9', 'MPP5', 'MRAP', 'MSH2', 'MSN', 'MT1G', 'MTA1', 'MTA3', 'MTBP', 'MTDH', 'MTOR', 'MUC1', 'MUC4', 'MYCN', 'MYC', 'MYH6', 'MYO6', 'MYO7A', 'NANOG', 'NCAM1', 'NCOA1', 'NCSTN', 'NDRG1', 'NDRG2', 'NEDD9', 'NEK2', 'NES', 'NEUROG3', 'NF2', 'NFE2L2', 'NFIC', 'NKD2', 'NKX2-1', 'NKX6-1', 'NKX6-2', 'NME1', 'NOG', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NR2F1', 'NRP2', 'NUDT21', 'NUMBL', 'NUMB', 'NUP98', 'NUTF2', 'OTUB1', 'OVOL1', 'OVOL2', 'PARD3', 'PARD6A', 'PAX2', 'PAX5', 'PAX6', 'PAX8', 'PCSK9', 'PDCD4', 'PDGFRB', 'PDPN', 'PEBP1', 'PECAM1', 'PGR', 'PHLPP1', 'PI3', 'PIK3CA', 'PIK3R1', 'PIP5K1A', 'PIP5K1C', 'PIP', 'PIR', 'PITX1', 'PKD1', 'PKM', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PLAUR', 'PLAU', 'PLCD1', 'PLEKHA7', 'PLG', 'PODXL', 'POLR2C', 'POSTN', 'POTEF', 'POU5F1', 'PPARA', 'PPARGC1A', 'PPARG', 'PPL', 'PPP6C', 'PRAME', 'PRDM10', 'PRKAR1A', 'PRKCA', 'PRKCI', 'PRKCZ', 'PRKD1', 'PRKG1', 'PRMT5', 'PROC', 'PROM1', 'PRSS8', 'PSEN1', 'PTCH1', 'PTEN', 'PTF1A', 'PTGS2', 'PTK2', 'PTPN11', 'PTPN14', 'PTPRC', 'PTPRF', 'PTPRJ', 'PTPRM', 'PTPRS', 'PTPRT', 'PTPRU', 'PTRH2', 'PVRL1', 'PVRL2', 'PVR', 'PXN', 'RAB11A', 'RAB25', 'RAB5A', 'RAB7A', 'RAB8B', 'RAC1', 'RAC2', 'RACGAP1', 'RAF1', 'RALA', 'RALBP1', 'RALGDS', 'RAP1A', 'RAP1B', 'RAPGEF1', 'RARB', 'RASSF1', 'RB1', 'RBM4', 'RCOR1', 'RDX', 'REM1', 'RET', 'RHOA', 'RHOB', 'RHOC', 'RHOD', 'RICTOR', 'RND3', 'ROCK1', 'ROCK2', 'RPS6KB1', 'RPTOR', 'RRM2', 'RUNX2', 'RUNX3', 'S100A14', 'S100A4', 'S100A8', 'SATB1', 'SCRIB', 'SDC1', 'SDC4', 'SDHC', 'SELE', 'SELL', 'SELP', 'SEMA3C', 'SEMA3F', 'SENP1', 'SERPINB4', 'SERPINB5', 'SERPINE1', 'SFN', 'SFRP1', 'SFRP2', 'SFTPC', 'SHH', 'SIK1', 'SIN3A', 'SIRT1', 'SIRT2', 'SIRT4', 'SIRT7', 'SIX1', 'SIX2', 'SKIL', 'SKP2', 'SLC2A1', 'SLC39A6', 'SLC6A3', 'SLC9A3R1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMO', 'SNAI1', 'SNAI2', 'SNAI3', 'SNX16', 'SNX1', 'SOX10', 'SOX17', 'SOX2', 'SOX4', 'SOX9', 'SP1', 'SPARC', 'SPDEF', 'SPINT1', 'SPP1', 'SPRY1', 'SRCIN1', 'SRC', 'SRXN1', 'ST14', 'ST7L', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STX4', 'STYK1', 'SUCLG2', 'SUMO1', 'SUZ12', 'SYNJ2', 'SYP', 'TACC3', 'TACSTD2', 'TATDN1', 'TBX1', 'TBX3', 'TCF15', 'TCF4', 'TDGF1', 'TERT', 'TET2', 'TFF1', 'TFF3', 'TGFB1', 'TGFB2', 'TGFB3', 'TGFBI', 'TGFBR1', 'TGFBR2', 'THBS1', 'THEM4', 'THUMPD1', 'THY1', 'TIAM1', 'TIMP1', 'TIMP2', 'TIMP3', 'TJP1', 'TJP2', 'TJP3', 'TLE1', 'TLN1', 'TLR4', 'TMPRSS2', 'TMPRSS4', 'TNFRSF6B', 'TNF', 'TNK2', 'TNS1', 'TP53BP1', 'TP53BP2', 'TP53', 'TRIM21', 'TRIM29', 'TRIM44', 'TRIP10', 'TRPS1', 'TSPYL2', 'TWIST1', 'TWIST2', 'TYRP1', 'T', 'UBE2I', 'UBE2S', 'USP48', 'USP9X', 'VANGL1', 'VANGL2', 'VASP', 'VAV1', 'VCAM1', 'VCL', 'VDR', 'VEGFA', 'VEGFC', 'VEZT', 'VHL', 'VIM', 'VIPAS39', 'VPS33B', 'VTN', 'WASL', 'WDFY2', 'WDTC1', 'WIF1', 'WISP1', 'WISP3', 'WNT10A', 'WNT10B', 'WNT11', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8A', 'WNT9A', 'WNT9B', 'WT1', 'XIAP', 'YAP1', 'YBX1', 'YES1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'ZYX', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.13712289650471754
		RMSE:  1.2526616491661007
		NRMSE:  0.19946206317730336
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.061578293423971475
		RMSE:  0.970096042376724
		NRMSE:  0.19071600723011914
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1747084136438477
		NRMSE:  0.18704952288841878
		MAPE:  547.6986763085636
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.045733924340672916
		RMSE:  0.9628293412733254
		NRMSE:  0.18928741030812832
		MAPE:  293.35791980552335

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  4.416020362607707e-15
		NRMSE:  7.03165562021545e-16
		MAPE:  5.35085952251677e-12
		Pearson Correlation:  0.3162390988937354
		Spearman Correlation:  0.27710320577563313
		Coefficient of Determination:  -3.1563547145658797
		RMSE:  1.9195305132168634
		NRMSE:  0.3773700533198725
		MAPE:  814.3613133516176

	Predictor:  ElasticNet
		Pearson Correlation:  0.8976845961859835
		Spearman Correlation:  0.8655434941463712
		Coefficient of Determination:  0.7881979901400128
		RMSE:  0.5406237464416848
		NRMSE:  0.08608384230465346
		MAPE:  329.7557043487172
		Pearson Correlation:  0.5007775405844688
		Spearman Correlation:  0.4769061958378533
		Coefficient of Determination:  0.01049049895458587
		RMSE:  0.9365882440125393
		NRMSE:  0.18412854244732027
		MAPE:  447.7291429674419

	Predictor:  RandomForests
		Pearson Correlation:  0.7633671154176777
		Spearman Correlation:  0.723551063217177
		Coefficient of Determination:  0.5780737897783512
		RMSE:  0.7630418037263422
		NRMSE:  0.12149960251685331
		MAPE:  220.65995332046512
		Pearson Correlation:  0.7452569666029282
		Spearman Correlation:  0.525151186423771
		Coefficient of Determination:  0.5414466304273828
		RMSE:  0.6375784983506092
		NRMSE:  0.12534472896445745
		MAPE:  148.159970259313

Protein:  CDH2
Protein Interaction Partners Count:  472
x_train_column_count:  467
x_train columns:  ['ABCG2', 'ABL1', 'ACAN', 'ACTA1', 'ACTA2', 'ACTB', 'ACTR3', 'ADAM10', 'ADH1A', 'AFP', 'AHSG', 'AKT1', 'AKT3', 'ALB', 'ALCAM', 'ALDH1A1', 'AMBN', 'AMELX', 'AMOTL1', 'AMTN', 'ANGPT1', 'ANO8', 'ANXA5', 'APC2', 'APC', 'APLP2', 'APOA1', 'APOA2', 'APOA5', 'APOB', 'APOE', 'APOL1', 'APPL1', 'APP', 'ARHGAP32', 'ARMC7', 'ARPC5', 'ARVCF', 'AR', 'ATXN1', 'AXIN1', 'AXIN2', 'AXL', 'BCL2L1', 'BDNF', 'BMI1', 'BMP15', 'BMP2', 'BMP4', 'BMP7', 'BNIP2', 'BOC', 'BPIFB2', 'RGCC', 'GSKIP', 'C3', 'C4A', 'CABLES1', 'CADM1', 'CALU', 'CASP3', 'CAV1', 'CBLL1', 'CCNA2', 'CCNB1', 'CCND1', 'CD24', 'CD34', 'CD44', 'CD80', 'CDC42', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDK4', 'CDK5', 'CDK6', 'CDKN2A', 'CDON', 'CDX2', 'CEBPZ', 'CFL1', 'CHGB', 'CHL1', 'CHRDL1', 'CKAP4', 'CLDN11', 'CLDN3', 'CLDN4', 'CLDN7', 'CORT', 'CP', 'CREBBP', 'CRP', 'CSF1', 'CSK', 'CST3', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNB1', 'CTNND1', 'CTNND2', 'CTTN', 'CXCL12', 'CXCR4', 'CYLD', 'CYR61', 'DBN1', 'DDR1', 'DDR2', 'DKK1', 'DLG4', 'DLG5', 'DMP1', 'DNAJC3', 'DSP', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EFNB1', 'EFNB2', 'EFNB3', 'EGFR', 'EGF', 'EHMT2', 'EIF2AK3', 'ENAM', 'ENG', 'EPCAM', 'EPHA1', 'EPHA2', 'EPHA4', 'EPHB2', 'EPS8', 'ERBB2', 'ERBB4', 'ESR1', 'ESRP1', 'EXOC4', 'EZH2', 'EZR', 'F11R', 'F5', 'EVA1A', 'FAM20A', 'FAM20C', 'FBN1', 'FER', 'FGA', 'FGF13', 'FGF23', 'FGF2', 'FGFR1', 'FGFR4', 'FGG', 'FN1', 'FOXC2', 'FOXD3', 'FOXO1', 'FOXP4', 'FSTL1', 'FSTL3', 'FUCA2', 'GAA', 'GAPDH', 'GAS6', 'GATA4', 'GFAP', 'GJA10', 'GJA1', 'GJA3', 'GJB6', 'GJC1', 'GJC3', 'GJD3', 'GJD4', 'GLI1', 'GOLM1', 'GPC3', 'GRIA1', 'GRIA2', 'HGF', 'HMGA2', 'HNF4A', 'HRAS', 'HRC', 'HSP90B1', 'HSPA5', 'IARS2', 'IGF1R', 'IGF1', 'IGFBP1', 'IGFBP3', 'IGFBP4', 'IGFBP5', 'IGFBP7', 'IL1B', 'IL6', 'CXCL8', 'ILK', 'INADL', 'INS', 'INVS', 'IQGAP1', 'ISL1', 'ITGA6', 'ITGB1', 'ITIH2', 'ITPKB', 'JAG1', 'JAM3', 'JUN', 'JUP', 'KCNA5', 'KDR', 'KIAA2022', 'KIF5B', 'KIT', 'KLF4', 'KNG1', 'KRAS', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT8', 'KTN1', 'L1CAM', 'LAMB1', 'LAMB2', 'LAMC1', 'LEF1', 'LGALS1', 'LRP5', 'LRP6', 'LRRC7', 'LTBP1', 'LTBP3', 'MAP1B', 'MAP2K6', 'MAP2K7', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MATN3', 'MBTPS1', 'MCAM', 'MEF2A', 'MEF2C', 'MEF2D', 'MEN1', 'MEPE', 'MET', 'MFGE8', 'MFI2', 'MGAT4A', 'MIA3', 'MKI67', 'MLLT4', 'MMP14', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MPDZ', 'MPP5', 'MRAP', 'MRPL49', 'MSLN', 'MSN', 'MTHFD1', 'MUC1', 'MUC4', 'MXRA8', 'MYC', 'MYO10', 'MZF1', 'NANOG', 'NCAM1', 'NCSTN', 'NDRG1', 'NENF', 'NES', 'NFASC', 'NGF', 'NKX2-5', 'NLGN1', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTUM', 'NRCAM', 'NT5C', 'NT5E', 'NTRK2', 'NUCB1', 'NUMBL', 'NUMB', 'OLFM3', 'P4HB', 'PARD3', 'PAX6', 'PCSK9', 'PC', 'PDGFRB', 'PDIA4', 'PDIA6', 'PECAM1', 'PENK', 'PIK3CA', 'PIK3R1', 'PIP5K1C', 'PITX2', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PNPLA2', 'POU5F1', 'PPT2', 'PRKCDBP', 'PRKCSH', 'PROC', 'PROM1', 'PRPH', 'PRSS23', 'PSEN1', 'PTEN', 'PTK2', 'PTPN11', 'PTPN1', 'PTPN2', 'PTPRC', 'PTPRS', 'PVRL1', 'PVRL2', 'PVRL3', 'PXN', 'QSOX1', 'RAB11FIP1', 'RAB3D', 'RAB5A', 'RAC1', 'RCN1', 'RELN', 'REM1', 'RHOA', 'RHOB', 'RHOC', 'ROBO1', 'PTBP3', 'RPS6KB1', 'RUNX2', 'S100A14', 'S100A4', 'SARS2', 'SCARB2', 'SCG2', 'SCG3', 'SDC2', 'SEMA3A', 'SENP3', 'SERPINA10', 'SERPINA1', 'SERPINC1', 'SERPIND1', 'SERPINE1', 'SHH', 'SHISA5', 'SIRT7', 'SKP1', 'SLC2A1', 'SLC9A3R1', 'SLIT1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SNAI1', 'SNAI2', 'SNAI3', 'SOX10', 'SOX18', 'SOX1', 'SOX2', 'SOX4', 'SOX9', 'SP7', 'SPAG9', 'SPARCL1', 'SPARC', 'SPP1', 'SPP2', 'SRC', 'ST6GALNAC5', 'STAT3', 'STC2', 'SYP', 'TBX1', 'TCF3', 'TEK', 'TF', 'TGFB1', 'TGFBR1', 'TGM2', 'TGOLN2', 'THY1', 'TIMP1', 'TJP1', 'TJP3', 'TMEM132A', 'TNC', 'TNF', 'TNNT1', 'TP53', 'TRPS1', 'TSC2', 'TWIST1', 'TWIST2', 'USP9X', 'VANGL2', 'VCAM1', 'VCAN', 'VCL', 'VEGFA', 'VGF', 'VIM', 'VTN', 'VWA1', 'WFS1', 'WNT11', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT7A', 'XIRP1', 'ZBTB16', 'ZEB1', 'ZEB2', 'ZSCAN1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032532184952558385
		RMSE:  0.38185758840977485
		NRMSE:  0.13836422509231644
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01322006783790175
		RMSE:  0.3341656221976159
		NRMSE:  0.1760731037776972
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  LinearRegression
		Pearson Correlation:  0.9320716417306635
		Spearman Correlation:  0.9042049538965786
		Coefficient of Determination:  0.8687575453184944
		RMSE:  0.13811260505970954
		NRMSE:  0.05004442534231088
		MAPE:  1280.7725154582956
		Pearson Correlation:  -0.012778444132941397
		Spearman Correlation:  -0.045369643013005154
		Coefficient of Determination:  -17.33958180889693
		RMSE:  1.4216889631293348
		NRMSE:  0.7490931792997108
		MAPE:  26039.657828232583

	Predictor:  ElasticNet
		Pearson Correlation:  0.6655108849076002
		Spearman Correlation:  0.6311711210883145
		Coefficient of Determination:  0.3984014955683406
		RMSE:  0.2956987704072927
		NRMSE:  0.10714499978523542
		MAPE:  344.42335958749794
		Pearson Correlation:  -0.08145979702822685
		Spearman Correlation:  -0.06240227434257285
		Coefficient of Determination:  -0.23835145217208353
		RMSE:  0.3694297249638596
		NRMSE:  0.19465389011099735
		MAPE:  535.3830978473856

	Predictor:  RandomForests
		Pearson Correlation:  0.5579621011437972
		Spearman Correlation:  0.5029575426329222
		Coefficient of Determination:  0.20818808047373372
		RMSE:  0.3392400841050704
		NRMSE:  0.12292198134106472
		MAPE:  367.54582968003314
		Pearson Correlation:  0.045047914510734866
		Spearman Correlation:  0.027703587326525274
		Coefficient of Determination:  -0.019269445275922337
		RMSE:  0.33516169684487046
		NRMSE:  0.17659793919787894
		MAPE:  1881.682439110728

Protein:  CDH3
Protein Interaction Partners Count:  73
x_train_column_count:  74
x_train columns:  ['AIMP1', 'CLMP', 'BRCA1', 'CCND1', 'CD24', 'CD2AP', 'CD44', 'CDCP1', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH2', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CLDN1', 'CLDN7', 'CTNNA1', 'CTNNA3', 'CTNNB1', 'CTNND1', 'DPYD', 'DSP', 'ECM1', 'EGFR', 'EPCAM', 'ERBB2', 'ESR1', 'ESRP1', 'F11R', 'FN1', 'GALNT6', 'GATA3', 'HOXA9', 'IGF1R', 'ITGA9', 'JUP', 'KIRREL', 'KRT14', 'KRT15', 'KRT17', 'KRT4', 'KRT5', 'KRT8', 'LEF1', 'MKI67', 'NPHS1', 'NPHS2', 'PGR', 'PKP1', 'PKP2', 'PKP3', 'POU5F1', 'S100A4', 'SNAI1', 'SNAI2', 'SYNPO', 'TECR', 'TJP1', 'TP53', 'UMPS', 'VCL', 'ZEB1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.2263418226753373e-05
		RMSE:  0.21251306884336046
		NRMSE:  0.14909431220418734
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004123239054339534
		RMSE:  0.18871613277479948
		NRMSE:  0.16414808838605816
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  LinearRegression
		Pearson Correlation:  0.5727097811799441
		Spearman Correlation:  0.5792644266997269
		Coefficient of Determination:  0.32799649345917925
		RMSE:  0.1742073915858315
		NRMSE:  0.12221992450035887
		MAPE:  860.7578539003557
		Pearson Correlation:  0.3078638378825443
		Spearman Correlation:  0.3008441501764361
		Coefficient of Determination:  -0.03313055115945196
		RMSE:  0.1914225605909612
		NRMSE:  0.16650217940014195
		MAPE:  244.5250349075852

	Predictor:  ElasticNet
		Pearson Correlation:  0.5103593066391751
		Spearman Correlation:  0.531313386471416
		Coefficient of Determination:  0.2406953114285656
		RMSE:  0.18517776976972827
		NRMSE:  0.12991649111082693
		MAPE:  637.9292923620376
		Pearson Correlation:  0.32624549225714594
		Spearman Correlation:  0.3443409518821931
		Coefficient of Determination:  0.09881825970951352
		RMSE:  0.17878114354723315
		NRMSE:  0.1555064875548924
		MAPE:  169.64645122676743

	Predictor:  RandomForests
		Pearson Correlation:  0.5653902264193225
		Spearman Correlation:  0.5647909017496053
		Coefficient of Determination:  0.2839064224243535
		RMSE:  0.17983147143600559
		NRMSE:  0.1261656503872745
		MAPE:  669.4133299085007
		Pearson Correlation:  0.36166175579365273
		Spearman Correlation:  0.3745059165326251
		Coefficient of Determination:  0.12762128326974997
		RMSE:  0.17590089529614486
		NRMSE:  0.15300120495111194
		MAPE:  201.7567420267845

Protein:  PTEN
Protein Interaction Partners Count:  884
x_train_column_count:  876
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ABTB1', 'ACTB', 'ACTG1', 'ADM', 'AEBP1', 'AFP', 'AKT1S1', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDH1A1', 'ALK', 'AMHR2', 'ANXA2', 'ANXA5', 'APAF1', 'APC', 'ARAF', 'AREG', 'ARHGAP21', 'ARID1A', 'ARID2', 'ARL2BP', 'AR', 'ATF3', 'ATG12', 'ATG5', 'ATG7', 'ATM', 'ATRX', 'AURKA', 'AURKB', 'AXIN1', 'AXIN2', 'AXL', 'BAD', 'BAG5', 'BARD1', 'BAX', 'BBC3', 'BCAR1', 'BCL2L11', 'BCL2L1', 'BCL2L2', 'BCL6', 'BCR', 'BDNF', 'BECN1', 'BIRC3', 'BIRC5', 'BMI1', 'BMP2', 'BMP4', 'BMP7', 'BMPR1A', 'BNIP3', 'BRAF', 'BRCA1', 'BRCA2', 'BRD4', 'BTG2', 'BTK', 'SPRTN', 'CLHC1', 'CA9', 'CASP3', 'CASP6', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBL', 'CBX7', 'CCL2', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CD24', 'CD274', 'CD34', 'CD44', 'CD79A', 'CD79B', 'CDC14A', 'CDC20', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC27', 'CDC42', 'CDC7', 'CDH17', 'CDH1', 'CDH2', 'CDIPT', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CDX2', 'CENPC', 'CFL1', 'CFLAR', 'CFTR', 'CHD1', 'CHD8', 'CHEK1', 'CHEK2', 'CHKA', 'CHORDC1', 'CHUK', 'CLTCL1', 'CLTC', 'CNOT6L', 'CREB1', 'CREBBP', 'CRP', 'CSF1R', 'CSF1', 'CSK', 'CSN2', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTGF', 'CTLA4', 'CTNNB1', 'CUL1', 'CUL3', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP19A1', 'DAPK1', 'DAXX', 'DBN1', 'DCAF13', 'DDIT4', 'DDR2', 'DECR1', 'DEPTOR', 'DGCR8', 'DICER1', 'DLC1', 'DLG1', 'DLG4', 'DNM1L', 'DNMT1', 'DNMT3A', 'DNMT3B', 'DNTT', 'DOLPP1', 'DUSP1', 'DUSP6', 'DUT', 'DVL1', 'DYRK1A', 'E2F1', 'E2F2', 'E2F3', 'ECSCR', 'EGFR', 'EGF', 'EGR1', 'EIF2AK2', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF4A1', 'EIF4A2', 'EIF4EBP1', 'EIF4EBP2', 'EIF4E', 'EIF4G1', 'EML4', 'ENDOG', 'EP300', 'EPCAM', 'EPHA1', 'EPHA2', 'EPHA3', 'EPHA4', 'EPHA5', 'EPHA7', 'EPHB1', 'EPHB2', 'EPHB3', 'EPHB4', 'ERBB2', 'ERBB3', 'ERBB4', 'ERCC1', 'EREG', 'ESR1', 'ETS1', 'ETS2', 'ETV1', 'ETV6', 'EYA2', 'EZH2', 'EZR', 'FABP4', 'FASLG', 'FASN', 'FBXW7', 'FCGR1B', 'FGF2', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FIG4', 'FKBP1A', 'FLCN', 'FLT1', 'FLT3', 'FLT4', 'FMR1', 'FN1', 'FOS', 'FOXA1', 'FOXG1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FOXP1', 'FOXP3', 'FRK', 'FYN', 'FZR1', 'GADD45A', 'GAPDH', 'GATA3', 'GCK', 'GDF10', 'GDF2', 'GFAP', 'GJA1', 'GLI1', 'GNA11', 'GNAQ', 'GNAS', 'GNRHR', 'GRASP', 'GRB2', 'GRPR', 'GSK3A', 'GSK3B', 'GSTP1', 'H1F0', 'H2AFX', 'HAVCR2', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HES1', 'HGF', 'HIF1A', 'HIST1H2BA', 'HK1', 'HK2', 'HMGA2', 'HNF4A', 'HOXA9', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPA1A', 'HSPA1B', 'HSPA2', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPA9', 'ID1', 'ID4', 'IDH1', 'IDH2', 'IDO1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IKBKB', 'IKZF1', 'IL10', 'IL17A', 'IL21', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ILK', 'INPP4A', 'INPP4B', 'INPP5A', 'INPP5B', 'INPP5D', 'INPP5E', 'INPP5F', 'INPP5J', 'INPP5K', 'INPPL1', 'INSRR', 'INSR', 'INS', 'IPMK', 'IPO11', 'IQGAP1', 'IRAK1', 'IRS1', 'IRS2', 'ITGB1', 'ITPKA', 'ITPKB', 'ITPKC', 'ITPR3', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JARID2', 'JUN', 'KAT2B', 'KDM5B', 'KDM5C', 'KDM6A', 'KDR', 'KEAP1', 'ATG13', 'KIF11', 'KLLN', 'KITLG', 'KIT', 'KLF17', 'KLF2', 'KLF4', 'KLK3', 'KPNA1', 'KPNA2', 'KPNA5', 'KPNA6', 'KPNA7', 'KRAS', 'KRT14', 'KRT5', 'KRT8', 'LASP1', 'LATS1', 'LATS2', 'LCK', 'LDHA', 'LEF1', 'LEP', 'LGALS3', 'LIG4', 'LOX', 'LRIG1', 'LRP1B', 'LRRK2', 'LYN', 'LYPD1', 'MAGI1', 'MAGI2', 'MAGI3', 'MAN2C1', 'MAP1LC3B', 'MAP2K1', 'MAP2K2', 'MAP2K3', 'MAP2K4', 'MAP2K7', 'MAP3K1', 'MAP3K5', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK4', 'MAPK6', 'MAPK7', 'MAPK8', 'MAPK9', 'MAPKAP1', 'MAPT', 'MARCH2', 'MARCH3', 'MAST1', 'MAST2', 'MAST3', 'MAST4', 'MATK', 'MCL1', 'MCM2', 'MCM7', 'MCRS1', 'MDK', 'MDM2', 'MDM4', 'MECOM', 'MECP2', 'MED12', 'MEN1', 'MET', 'MGMT', 'MINPP1', 'MITF', 'MKI67', 'MKRN1', 'MLH1', 'MLH3', 'KMT2D', 'KMT2C', 'KMT2B', 'MLLT1', 'MLST8', 'MME', 'MMP2', 'MMP9', 'MOV10', 'MRAP', 'MRE11A', 'MSH2', 'MSH6', 'MTDH', 'MTMR2', 'MTOR', 'MTSS1', 'MUTYH', 'MVP', 'MYCN', 'MYC', 'MYLK', 'MYOCD', 'NANOG', 'NCKAP1', 'NCOA3', 'NCOR2', 'NDFIP1', 'NDFIP2', 'NDRG1', 'NDRG2', 'NEDD4L', 'NEDD4', 'NES', 'NF1', 'NF2', 'NFATC1', 'NFATC4', 'NFE2L2', 'NFKBIA', 'NGFR', 'NKX3-1', 'NLGN3', 'NLGN4X', 'NOS3', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NPM1', 'NR1H4', 'NR3C2', 'NRAS', 'NRP2', 'NTRK1', 'NTRK2', 'NUMB', 'OCRL', 'OLIG2', 'OTUD3', 'PALB2', 'PARD3', 'PARD6A', 'PARD6B', 'PARD6G', 'PARK2', 'PARK7', 'PARP1', 'PAX8', 'PBK', 'PBRM1', 'PCGF2', 'PCSK9', 'PDCD1', 'PDCD4', 'PDGFB', 'PDGFRA', 'PDGFRB', 'PDK1', 'PDK2', 'PDPK1', 'PDZK1', 'PECAM1', 'PGM3', 'PGR', 'PHF6', 'PHLPP1', 'PHLPP2', 'PI3', 'PI4K2A', 'PI4K2B', 'PI4KA', 'PI4KB', 'PIK3C2A', 'PIK3C2B', 'PIK3C2G', 'PIK3C3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3CG', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIK3R5', 'PIKFYVE', 'PINK1', 'PIP4K2A', 'PIP4K2B', 'PIP4K2C', 'PIP5K1A', 'PIP5K1B', 'PIP5K1C', 'PIP5KL1', 'PKM', 'PLCB1', 'PLCB2', 'PLCB3', 'PLCB4', 'PLCD1', 'PLCD3', 'PLCD4', 'PLCE1', 'PLCG1', 'PLCG2', 'PLCH1', 'PLCH2', 'PLCZ1', 'PLEKHA1', 'PLEK', 'PLK1', 'PLK2', 'PLK3', 'BPIFA1', 'PMAIP1', 'PML', 'PMPCA', 'PMS1', 'PMS2', 'POLE', 'POLI', 'POTEF', 'POU5F1', 'PPARG', 'PPM1D', 'PPP2R1A', 'PPP2R4', 'PPP2R5A', 'PPP2R5E', 'PPP3CA', 'PPP6C', 'PRDX1', 'PREX2', 'PRKAA1', 'PRKAA2', 'PRKCI', 'PRKCZ', 'PRKDC', 'PRMT5', 'PROM1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTER', 'PTGS2', 'PTK2B', 'PTK2', 'PTK6', 'PTPMT1', 'PTPN11', 'PTPN12', 'PTPN13', 'PTPN1', 'PTPRC', 'PTPRD', 'PTS', 'PXN', 'RAB7A', 'RAC1', 'RAC2', 'RAD51C', 'RAD51D', 'RAD51', 'RAD52', 'RAF1', 'RASA1', 'RASSF1', 'RB1CC1', 'RB1', 'RBL1', 'RBL2', 'RBM38', 'RBFOX2', 'RCN1', 'RECK', 'RELA', 'REL', 'REM1', 'RETN', 'RET', 'RHEB', 'RHOA', 'RHOB', 'RHOC', 'RICTOR', 'DROSHA', 'RNF146', 'ROCK1', 'ROCK2', 'ROS1', 'RPS27A', 'RPS6KA1', 'RPS6KA2', 'RPS6KA3', 'RPS6KB1', 'RPS6KB2', 'RPS6', 'RPTOR', 'RRAS2', 'RRAS', 'RRM1', 'RSL1D1', 'RUNX3', 'RWDD3', 'SACM1L', 'SALL4', 'SCAI', 'SCGB1D4', 'SCRIB', 'SDHB', 'SDHC', 'SERPINA1', 'SERPINA4', 'SERPINB5', 'SESN1', 'SESN2', 'SETD2', 'SGK1', 'SGK2', 'SGK3', 'SHANK2', 'SHARPIN', 'SHC1', 'SHFM1', 'SHH', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT5', 'SIRT6', 'SIRT7', 'SKP2', 'SLC25A16', 'SLC2A1', 'SLC2A4', 'SLC34A2', 'SLC9A3R1', 'SLC9A3R2', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMUG1', 'SMYD2', 'SNAI1', 'SNAI2', 'SNCA', 'SNX27', 'SOCS1', 'SOCS3', 'SOD2', 'SOS1', 'SOX2', 'SOX4', 'SOX9', 'SP1', 'SPOP', 'SPRY1', 'SPRY2', 'SRBD1', 'SRC', 'SREBF1', 'SRF', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STMN1', 'STUB1', 'STX16', 'SUCLG2', 'SUMO1', 'SYK', 'SYNJ1', 'SYNJ2', 'TACSTD2', 'TBX1', 'TBX2', 'TBX3', 'TCF7L2', 'TCHP', 'TEP1', 'TERT', 'TET1', 'TGFB1', 'TGFBR1', 'TGFBR2', 'TGM2', 'THBS1', 'TIMP1', 'TIMP3', 'TJP1', 'TLR4', 'TMEM55A', 'TMEM55B', 'TMPRSS2', 'TNFRSF10B', 'TNFSF10', 'TNF', 'TNKS2', 'TNKS', 'TNPO2', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TOP1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TPM1', 'TRAF6', 'TRIM27', 'TRIM29', 'TSC1', 'TSC2', 'TTN', 'TUT1', 'TWIST1', 'TWSG1', 'TXN', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2E1', 'UBE2I', 'UBE2L3', 'UBE3A', 'ULK1', 'ULK2', 'USP10', 'USP13', 'USP18', 'USP28', 'USP7', 'USP8', 'UTF1', 'UVRAG', 'VCL', 'VDR', 'VEGFA', 'VHL', 'WDR18', 'WDTC1', 'WEE1', 'WIPI1', 'WIPI2', 'WNT1', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT9A', 'WNT9B', 'WT1', 'WWP1', 'WWP2', 'XIAP', 'XPO1', 'XPO5', 'YAP1', 'YES1', 'YWHAB', 'YWHAZ', 'YY1', 'ZEB1', 'ZEB2', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023393971457565055
		RMSE:  0.6366126117528933
		NRMSE:  0.09954071014821253
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20813248536085016
		RMSE:  0.517654316968625
		NRMSE:  0.12376376344107133
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6292943186382643
		NRMSE:  0.09839642227163854
		MAPE:  299.798968451812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06342466003107061
		RMSE:  0.4856640113421529
		NRMSE:  0.11611533767086332
		MAPE:  95.15154235140719

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.8755081528767016e-15
		NRMSE:  4.496142839303732e-16
		MAPE:  3.5449033059389575e-12
		Pearson Correlation:  -0.03684501755059179
		Spearman Correlation:  0.07771418596241848
		Coefficient of Determination:  -3.8508150694338132
		RMSE:  1.0372654637510152
		NRMSE:  0.2479953769786772
		MAPE:  378.6790185373574

	Predictor:  ElasticNet
		Pearson Correlation:  0.8139325042954766
		Spearman Correlation:  0.787782551249858
		Coefficient of Determination:  0.6277658007152509
		RMSE:  0.3839387501352844
		NRMSE:  0.0600326401587498
		MAPE:  448.20688780540837
		Pearson Correlation:  0.27270924292761844
		Spearman Correlation:  0.29767702839187526
		Coefficient of Determination:  -0.1678243566781894
		RMSE:  0.5089455524048413
		NRMSE:  0.12168162205442579
		MAPE:  178.8612939292096

	Predictor:  RandomForests
		Pearson Correlation:  0.616328020472098
		Spearman Correlation:  0.5349771004536952
		Coefficient of Determination:  0.3047122631985977
		RMSE:  0.5247302430469055
		NRMSE:  0.08204678962503409
		MAPE:  280.01313012289415
		Pearson Correlation:  0.3753084805599388
		Spearman Correlation:  0.37778276537113936
		Coefficient of Determination:  0.1298675749156296
		RMSE:  0.43931419412355455
		NRMSE:  0.10503375750096938
		MAPE:  106.72854284999677

Protein:  BRCA2
Protein Interaction Partners Count:  361
x_train_column_count:  351
x_train columns:  ['ABL1', 'ACHE', 'ADRB1', 'ADRB2', 'AKT1', 'ALK', 'APEX1', 'ARID1A', 'ARPC1A', 'AR', 'ATAD5', 'ATM', 'ATRIP', 'ATRX', 'ATR', 'AURKA', 'AURKB', 'B3GALTL', 'BACH1', 'BARD1', 'BCCIP', 'BCHE', 'BDNF', 'BECN1', 'BIRC5', 'BLM', 'BMI1', 'BRCA1', 'BRCC3', 'BRE', 'BRIP1', 'SLX4', 'BUB1B', 'BUB1', 'BUB3', 'SFR1', 'RHNO1', 'RMI2', 'BABAM1', 'MMS22L', 'CASC1', 'CASC5', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCNE1', 'CDC25A', 'CDC25C', 'CDC45', 'CDC6', 'CDH1', 'CDK12', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CENPE', 'CENPF', 'CEP55', 'CHEK1', 'CHEK2', 'CHRNA1', 'CLSPN', 'CNTROB', 'CREM', 'CSMD3', 'CTNNB1', 'CYP19A1', 'DMC1', 'DNA2', 'DSN1', 'DYNC1LI2', 'EGFR', 'EGF', 'ELAC2', 'EME1', 'EME2', 'ENAM', 'EPCAM', 'ERBB2', 'ERBB3', 'ERCC1', 'ERCC2', 'ERCC4', 'ERCC5', 'ERCC6', 'ERCC8', 'ESPL1', 'ESR1', 'EXO1', 'EZH2', 'FAM175A', 'FANCA', 'FANCB', 'FANCC', 'FANCD2', 'FANCE', 'FANCF', 'FANCG', 'FANCI', 'FANCL', 'FANCM', 'FBN1', 'FBXO18', 'FBXW7', 'FEN1', 'FGFR2', 'FHIT', 'FLNA', 'FOXM1', 'GAPDH', 'GEN1', 'SLX1B', 'H2AFX', 'HELQ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2BE', 'HIST3H3', 'HMG20A', 'HMG20B', 'HMMR', 'HNRNPC', 'HOXB13', 'HRAS', 'HUS1', 'ITPKB', 'KAT2B', 'KAT5', 'KEAP1', 'SPIDR', 'KIF23', 'KIF4A', 'KIT', 'KLK3', 'KRAS', 'KRT5', 'LIG1', 'LIG3', 'LIG4', 'LIMD1', 'LSP1', 'MAD2L2', 'MAGED1', 'MAMSTR', 'MAP2K2', 'MAP3K1', 'MCM10', 'MCPH1', 'MDC1', 'MDM2', 'MDM4', 'MEN1', 'MGMT', 'MKI67', 'MLH1', 'MLH3', 'KMT2C', 'MND1', 'MORF4L1', 'MRE11A', 'MRPL36', 'MSH2', 'MSH3', 'MSH4', 'MSH5', 'MSH6', 'MTA2', 'FAN1', 'MUC1', 'MUS81', 'MUTYH', 'MYC', 'NBN', 'NCAPG', 'NEDD4', 'NF1', 'NHEJ1', 'NNT', 'NOTCH1', 'NSL1', 'NSMCE4A', 'OBFC1', 'OGG1', 'PALB2', 'PARG', 'PARP1', 'PARP2', 'PARP3', 'PAXIP1', 'PCNA', 'PDLIM7', 'PDS5A', 'PDS5B', 'PGR', 'PIK3CA', 'PLCB4', 'PLEC', 'PLEKHH1', 'PLK1', 'PMS1', 'PMS2', 'PNOC', 'POLD1', 'POLD2', 'POLD3', 'POLD4', 'POLE2', 'POLE3', 'POLE4', 'POLE', 'POLH', 'POLK', 'POLN', 'POLQ', 'PRDM9', 'PRKDC', 'PRSS1', 'PSMC3IP', 'PSMD3', 'PSMD6', 'PTEN', 'RAD17', 'RAD18', 'RAD1', 'RAD21', 'RAD23B', 'RAD50', 'RAD51AP1', 'RAD51C', 'RAD51B', 'RAD51D', 'RAD51', 'RAD52', 'RAD54B', 'RAD54L', 'RAD9A', 'RAD9B', 'RAG2', 'RASSF1', 'RBBP8', 'RBMX', 'RECQL4', 'RECQL5', 'RECQL', 'RET', 'REV1', 'REV3L', 'RFC1', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RMI1', 'RNF168', 'RNF8', 'RPA1', 'RPA2', 'RPA3', 'RPS27A', 'RTEL1', 'SHFM1', 'SKP2', 'SMAD2', 'SMAD3', 'SMAD4', 'SMARCA4', 'SMARCAL1', 'SMARCB1', 'SMC1A', 'SMC2', 'SMC3', 'SMC4', 'SMC5', 'SMC6', 'SMUG1', 'SNAI2', 'SP1', 'SPO11', 'STAT5A', 'STK11', 'STRA13', 'SUV39H1', 'SYCP3', 'TBCE', 'TDP1', 'TERT', 'TEX15', 'TMPRSS2', 'TNS1', 'TOP1', 'TOP2A', 'TOP3A', 'TOP3B', 'TOPBP1', 'TOX3', 'TP53BP1', 'TP53', 'TPX2', 'TRIP12', 'PRSS58', 'TTK', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2D1', 'UBE2E2', 'UBE2E3', 'UBE2N', 'UBE2T', 'UIMC1', 'USF1', 'USP11', 'USP15', 'USP1', 'USP21', 'USP4', 'UVRAG', 'VEGFA', 'VWF', 'WDR48', 'WDTC1', 'WEE1', 'WRN', 'WT1', 'WTIP', 'XPA', 'XPO1', 'XRCC1', 'XRCC2', 'XRCC3', 'XRCC4', 'XRCC5', 'XRCC6', 'ZFYVE26', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00289910117318648
		RMSE:  0.19032543678137456
		NRMSE:  0.12827584502559417
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001649424828515933
		RMSE:  0.21414907824527551
		NRMSE:  0.14729386559180924
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  LinearRegression
		Pearson Correlation:  0.8370864232511477
		Spearman Correlation:  0.8194457309388669
		Coefficient of Determination:  0.7007136799913993
		RMSE:  0.10397086262058042
		NRMSE:  0.07007444977528134
		MAPE:  335.0665956607195
		Pearson Correlation:  0.017075659230189846
		Spearman Correlation:  -0.040845895834112654
		Coefficient of Determination:  -1.9457209116499432
		RMSE:  0.36751595210626686
		NRMSE:  0.2527811265682183
		MAPE:  959.7491478062447

	Predictor:  ElasticNet
		Pearson Correlation:  0.5078005352140759
		Spearman Correlation:  0.48603319150470875
		Coefficient of Determination:  0.2253774593950414
		RMSE:  0.16726815987628704
		NRMSE:  0.1127356643276946
		MAPE:  192.1364822592316
		Pearson Correlation:  0.18452537581385897
		Spearman Correlation:  0.21328196112170975
		Coefficient of Determination:  0.032002149996230966
		RMSE:  0.21067722628099878
		NRMSE:  0.14490589128544717
		MAPE:  191.49818499619434

	Predictor:  RandomForests
		Pearson Correlation:  0.5952029688956896
		Spearman Correlation:  0.5418972659754484
		Coefficient of Determination:  0.22467742167893257
		RMSE:  0.16734372414890591
		NRMSE:  0.1127865932580985
		MAPE:  173.18457571961864
		Pearson Correlation:  0.13445482322785277
		Spearman Correlation:  0.17930148754972008
		Coefficient of Determination:  0.016841652050054723
		RMSE:  0.21232059918593638
		NRMSE:  0.14603621951174875
		MAPE:  163.7509145227982

Protein:  CDKN2A
Protein Interaction Partners Count:  612
x_train_column_count:  605
x_train columns:  ['ABCC1', 'ABL1', 'ACAP1', 'ACAP2', 'ACP5', 'ACTA1', 'ACTB', 'ACTG1', 'ADAMTS9', 'ADAP1', 'AFP', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALK', 'ANKRD12', 'ANXA5', 'AP3D1', 'AP3S1', 'AP3S2', 'APAF1', 'APBA1', 'APBA2', 'ARAP1', 'ARAP2', 'ARF1', 'ARF3', 'ARF4', 'ARF5', 'ARF6', 'ARFGAP1', 'ARFGAP3', 'ARFIP2', 'ARFRP1', 'ARID1A', 'ARID2', 'ARID5B', 'ARL10', 'ARL1', 'ARL2', 'ARL3', 'ARL4A', 'ARL5A', 'AR', 'ASAP1', 'ATM', 'ATRX', 'ATR', 'AURKA', 'AURKB', 'AXIN1', 'BAP1', 'BCL2L11', 'BCL2L1', 'BCL6', 'BECN1', 'BIRC5', 'BMI1', 'BRAF', 'BRCA1', 'BRCA2', 'BUB1B', 'RGCC', 'C1QBP', 'RABL6', 'CACNA1G', 'CADM1', 'CAMK1D', 'CASP3', 'CASP8', 'CASP9', 'CAV1', 'CBX7', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNL1', 'CD274', 'CD34', 'CD44', 'CDC123', 'CDC20', 'CDC25A', 'CDC25C', 'CDC42', 'CDC45', 'CDC5L', 'CDC6', 'CDC7', 'CDH13', 'CDH17', 'CDH1', 'CDH2', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK5RAP3', 'CDK6', 'CDK7', 'CDKAL1', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2AIP', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDX2', 'CEACAM5', 'CEBPB', 'CEBPE', 'CHEK1', 'CHEK2', 'CHFR', 'CHKA', 'COMMD1', 'CRABP1', 'CREBBP', 'CSF1R', 'CSF1', 'CSF2', 'CTBP1', 'CTBP2', 'CTCF', 'CTLA4', 'CTNNB1', 'CTSK', 'CUL1', 'CUL3', 'CXCR4', 'CYCS', 'CYLD', 'CYTH1', 'CYTH2', 'CYTH3', 'DAB2IP', 'DAP', 'DAXX', 'DICER1', 'DIRAS3', 'DLEC1', 'DMTF1', 'DNAH3', 'DNMT1', 'DNMT3A', 'DNMT3B', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EBF1', 'EGFR', 'EGF', 'EGR1', 'EHF', 'EHMT2', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EP300', 'EPCAM', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ETS1', 'ETV6', 'EWSR1', 'EZH1', 'EZH2', 'FAT1', 'FBXW7', 'FGF2', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FKBP2', 'FLT3', 'FMN2', 'FN1', 'FOS', 'FOXA1', 'FOXM1', 'FOXN2', 'FOXO1', 'FOXO3', 'FTO', 'FZR1', 'GADD45A', 'GAPDH', 'GATA3', 'GATA4', 'GATA5', 'GBF1', 'GDF15', 'GGA1', 'GGA2', 'GGA3', 'GIT1', 'GIT2', 'GLI1', 'GLTSCR2', 'GMNN', 'GNA11', 'GNAQ', 'GNAS', 'GNL3', 'GOLPH3', 'GP5', 'GSPT1', 'GSTP1', 'H2AFX', 'H2AFZ', 'H3F3A', 'H3F3B', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HDAC9', 'HELLS', 'HGF', 'HHEX', 'HIC1', 'HIF1A', 'HIST1H2BA', 'HIST1H4A', 'HIST1H4B', 'HIST1H4C', 'HIST1H4D', 'HIST1H4E', 'HIST1H4F', 'HIST1H4H', 'HIST1H4I', 'HIST1H4J', 'HIST1H4K', 'HIST1H4L', 'HIST2H2AA3', 'HIST2H2AC', 'HIST2H4A', 'HIST4H4', 'HLTF', 'HMGA2', 'HNF4A', 'HNRNPD', 'HOPX', 'HOXA9', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPA4', 'HSPA9', 'HUWE1', 'ID1', 'IDH1', 'IDH2', 'IGF1R', 'IGF1', 'IGF2BP2', 'IGF2R', 'IGF2', 'IGFBP3', 'IKBKB', 'IKZF1', 'IL10', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ING1', 'ING4', 'INS', 'IQSEC1', 'IRS1', 'ISOC2', 'ITGAM', 'JAK1', 'JAK2', 'JAK3', 'JAZF1', 'JUNB', 'JUN', 'KAT2B', 'KAT5', 'KCNJ11', 'KCNQ1', 'KDM1A', 'KDM2B', 'KDM6A', 'KDM6B', 'KDR', 'KEAP1', 'KIAA1549', 'KIT', 'KLF4', 'KRAS', 'KRT19', 'KRT20', 'KRT5', 'KRT7', 'LATS2', 'LOX', 'LRRK2', 'MACROD2', 'MAF', 'MAP2K1', 'MAP2K4', 'MAP2K6', 'MAP2K7', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MAPK9', 'MAX', 'MC1R', 'MCL1', 'MCM10', 'MCM2', 'MCM5', 'MCM7', 'MDM2', 'MDM4', 'MEN1', 'MEOX1', 'MEOX2', 'MET', 'MGMT', 'MITF', 'MKRN1', 'MLANA', 'MLH1', 'KMT2D', 'KMT2C', 'KMT2B', 'MLLT3', 'MME', 'MMP2', 'MMP7', 'MMP9', 'MOV10', 'MRAS', 'MSH2', 'MSH6', 'MTA1', 'MTAP', 'MTHFR', 'MTNR1B', 'MTOR', 'MUC1', 'MYBL2', 'MYCL', 'MYCN', 'MYC', 'MYOD1', 'KAT6A', 'NANOG', 'NCAM1', 'NCL', 'NCOR1', 'NES', 'NEUROG1', 'NF1', 'NF2', 'NFATC1', 'NFE2L2', 'NKX2-1', 'NME1', 'NOTCH1', 'NOTCH2', 'NPM1', 'NRAS', 'NSUN2', 'ORC4', 'ORC5', 'OSBP2', 'P2RY8', 'PA2G4', 'PALB2', 'PARP1', 'PAX3', 'PAX5', 'PAX8', 'PBRM1', 'PCGF2', 'PDGFB', 'PDGFRA', 'PDGFRB', 'PEX19', 'PGR', 'PHLDB1', 'PI3', 'PIAS2', 'PIGF', 'PIK3CA', 'PIK3R1', 'PIP4K2A', 'PLEKHA3', 'PLEKHA8', 'PLEK', 'PLK1', 'PMAIP1', 'PML', 'PMS2', 'POTEF', 'POU5F1', 'PPARA', 'PPARG', 'PPM1D', 'PPP1R9B', 'PPP3CA', 'PRDM2', 'PRMT6', 'PROM1', 'PRSS1', 'PSMC3', 'PSMD10', 'PSME3', 'PTCH1', 'PTEN', 'PTER', 'PTF1A', 'PTGS2', 'PTPN11', 'PTPRC', 'PTPRD', 'PXN', 'RAB11A', 'RAB5A', 'RABEP1', 'RABGEF1', 'RAC2', 'RAD51', 'RAF1', 'RAP2B', 'RARB', 'RASSF1', 'RASSF2', 'RB1', 'RBL1', 'RBL2', 'RCC1', 'RELA', 'RELB', 'REL', 'RET', 'RHOA', 'DROSHA', 'RNF2', 'RNF43', 'ROS1', 'RPL11', 'RPRM', 'RPS27A', 'RPS6KB1', 'RRAS2', 'RRAS', 'RTEL1', 'RUNX2', 'RUNX3', 'SDHC', 'SENP1', 'SENP3', 'SERPINE1', 'SERTAD1', 'SETD2', 'SFN', 'SFRP1', 'SFRP2', 'SHH', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT4', 'SIRT5', 'SIRT6', 'SIRT7', 'SIVA1', 'SIX2', 'SKP2', 'SLC30A8', 'SMAD2', 'SMAD3', 'SMAD4', 'SMARCA4', 'SMARCB1', 'SMUG1', 'SNAI1', 'SNAI2', 'SNCA', 'SOCS1', 'SOX2', 'SP1', 'SPEN', 'SRC', 'STAT1', 'STAT3', 'STK11', 'STK25', 'STK33', 'STMN1', 'SUB1', 'SUMO1', 'SUMO2', 'SUMO3', 'SUV39H1', 'SUZ12', 'SYNE1', 'SYP', 'TBL1XR1', 'TBRG1', 'TBX2', 'TBX3', 'TCF7L2', 'TCHP', 'TERT', 'TET2', 'TFDP1', 'TFPI2', 'TGFBR2', 'THADA', 'THBS1', 'TIMP3', 'TMCO1', 'TMEM115', 'TNFRSF10B', 'TNFSF11', 'TNF', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOP1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TP73', 'TRADD', 'TRIM28', 'TRIP12', 'PRSS58', 'TSC2', 'TSPAN8', 'TTF1', 'TWIST1', 'TWSG1', 'TYR', 'UBA52', 'UBB', 'UBC', 'UBE2A', 'UBE2I', 'UBE3A', 'UCHL1', 'USP7', 'UTF1', 'VEGFA', 'VHL', 'WDTC1', 'WEE1', 'WFS1', 'WHSC1', 'WIF1', 'WRN', 'WT1', 'WWOX', 'XRCC1', 'YY1', 'ZBTB17', 'ZBTB7A', 'ZEB1', 'ZFP91', 'ZNF148', 'ZNF217', 'ZNF227', 'ZNF410', 'ZNF420', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07669790023289091
		RMSE:  0.6927164423772558
		NRMSE:  0.16172871740223568
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04462654135164201
		RMSE:  0.6710309035955896
		NRMSE:  0.2071658496482324
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6675880639420501
		NRMSE:  0.15586198728568595
		MAPE:  307.97311558867955
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004949645588538276
		RMSE:  0.658164031136248
		NRMSE:  0.20319348928290204
		MAPE:  176.07940307985857

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  3.949212296991975e-15
		NRMSE:  9.220237899215482e-16
		MAPE:  2.7608142603069344e-12
		Pearson Correlation:  0.21818286765097644
		Spearman Correlation:  0.1817553834835846
		Coefficient of Determination:  -5.0043784010826124
		RMSE:  1.6087776368170994
		NRMSE:  0.4966742727353584
		MAPE:  654.7783856934441

	Predictor:  ElasticNet
		Pearson Correlation:  0.8563486404124122
		Spearman Correlation:  0.8167400954214515
		Coefficient of Determination:  0.7110298837061859
		RMSE:  0.35886824392175853
		NRMSE:  0.0837850774938734
		MAPE:  167.5678826400764
		Pearson Correlation:  0.5175440094482064
		Spearman Correlation:  0.4146610306861683
		Coefficient of Determination:  0.2492857516179463
		RMSE:  0.5688520440547524
		NRMSE:  0.17562040198041198
		MAPE:  148.13657017244785

	Predictor:  RandomForests
		Pearson Correlation:  0.6768243977972589
		Spearman Correlation:  0.62893616829792
		Coefficient of Determination:  0.4463543207772377
		RMSE:  0.49673472448774103
		NRMSE:  0.11597280642691003
		MAPE:  163.63957323645567
		Pearson Correlation:  0.6157401758886617
		Spearman Correlation:  0.5990972456015662
		Coefficient of Determination:  0.3702552962414162
		RMSE:  0.5210078363349826
		NRMSE:  0.16084956819331994
		MAPE:  105.49758831538445

Protein:  TP53
Protein Interaction Partners Count:  1000
x_train_column_count:  991
x_train columns:  ['ABCB1', 'ABCC1', 'ABL1', 'ACTB', 'ACTL6A', 'ADAM17', 'AFP', 'AGT', 'AICDA', 'AIFM2', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALK', 'ANKRD2', 'ANXA1', 'ANXA2', 'ANXA5', 'APAF1', 'APBB1', 'APC', 'APEX1', 'APOBEC3B', 'APP', 'ARID1A', 'ARID3A', 'AR', 'ASF1A', 'ASXL1', 'ATF2', 'ATF3', 'ATG7', 'ATM', 'ATN1', 'ATRIP', 'ATRX', 'ATR', 'ATXN3', 'AURKA', 'AURKB', 'AXIN1', 'AXL', 'BACE1', 'BAG1', 'BAG2', 'BAIAP2L1', 'BAK1', 'BANP', 'BARD1', 'BAX', 'BBC3', 'BCL2A1', 'BCL2L11', 'BCL2L12', 'BCL2L14', 'BCL2L1', 'BCL2L2', 'BCL2', 'BCL6', 'BCR', 'BDNF', 'BECN1', 'BID', 'BIRC3', 'BIRC5', 'BIRC6', 'BLM', 'BMF', 'BMI1', 'BMX', 'BNIP3L', 'BNIP3', 'BRCA1', 'BRCA2', 'BRCC3', 'BRD1', 'BRD4', 'BRD7', 'BRE', 'BRIP1', 'BRPF1', 'BRPF3', 'BTG2', 'BTK', 'BUB1B', 'BUB1', 'RHNO1', 'RGCC', 'RMI2', 'CNOT11', 'SETD9', 'CA9', 'CABIN1', 'CABLES1', 'CAPN1', 'CARM1', 'CASP10', 'CASP1', 'CASP2', 'CASP3', 'CASP6', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBX2', 'CBX4', 'CBX6', 'CBX8', 'CCDC106', 'CCL2', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNG2', 'CCNH', 'CCNK', 'CCT2', 'CCT3', 'CCT4', 'CCT5', 'CCT6A', 'CCT6B', 'CCT7', 'CCT8', 'CD24', 'CD274', 'CD34', 'CD40LG', 'CD40', 'CD44', 'CD82', 'CDC20', 'CDC25A', 'CDC25C', 'CDH17', 'CDH1', 'CDK12', 'CDK13', 'CDK1', 'CDK2', 'CDK4', 'CDK5R1', 'CDK5', 'CDK6', 'CDK7', 'CDK8', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CEACAM5', 'CEBPB', 'CENPJ', 'CFL1', 'CFLAR', 'CHD3', 'CHD4', 'CHD8', 'CHEK1', 'CHEK2', 'CHUK', 'CISH', 'CITED2', 'CLSPN', 'CLU', 'CNOT10', 'CNOT1', 'CNOT2', 'CNOT3', 'CNOT4', 'CNOT6L', 'CNOT6', 'CNOT7', 'CNOT8', 'COPS5', 'CREB1', 'CREBBP', 'CRYAB', 'CSNK1A1', 'CSNK1D', 'CSNK1E', 'CSNK1G1', 'CSNK1G2', 'CSNK1G3', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTBP1', 'CTCF', 'CTGF', 'CTNNB1', 'CUL4A', 'CUL7', 'CUL9', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP1A1', 'DACH1', 'DAPK1', 'DAP', 'DAXX', 'DDB1', 'DDB2', 'DDIT4', 'DDX17', 'DDX3X', 'DDX5', 'DECR1', 'DGCR8', 'DHCR24', 'DHFR', 'DIABLO', 'DICER1', 'DKK1', 'DMTF1', 'DNA2', 'DNAJA3', 'DNAJB1', 'DNMT1', 'DNMT3A', 'DNTT', 'DPYD', 'DRAM1', 'DTL', 'DUSP1', 'DUSP2', 'DYRK1A', 'DYRK2', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F7', 'E2F8', 'E4F1', 'EED', 'EEF1A1', 'EEF1A2', 'EGFR', 'EGF', 'EGR1', 'EHMT1', 'EHMT2', 'EI24', 'EIF2AK2', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF4EBP1', 'ELANE', 'ELAVL1', 'ELL3', 'ELL', 'EP300', 'EP400', 'EPCAM', 'EPHA2', 'EPHA3', 'EPHB2', 'ERBB2', 'ERBB4', 'ERCC1', 'ERCC2', 'ERCC3', 'ERCC6', 'ESR1', 'ETS1', 'ETS2', 'EWSR1', 'EXO1', 'EZH2', 'F2', 'FADD', 'AMER1', 'FAM175B', 'FANCC', 'FANCD2', 'FASLG', 'FAS', 'FBL', 'FBXO11', 'FBXO4', 'FBXW7', 'FGF1', 'FGF2', 'FGFR3', 'FHIT', 'FHL2', 'FLT3', 'FN1', 'FOSL1', 'FOS', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FSCN1', 'FUT4', 'FZR1', 'G3BP1', 'G6PD', 'GADD45A', 'GADD45B', 'GADD45G', 'GAPDH', 'GATAD2A', 'GATAD2B', 'GDF15', 'GFI1', 'GLS2', 'GLTSCR2', 'GNL3', 'GRAMD4', 'GRB10', 'GRB14', 'GSK3B', 'GSTP1', 'GTF2H1', 'GTSE1', 'H1F0', 'H2AFX', 'HAMP', 'HCK', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC5', 'HDAC7', 'HDAC8', 'HDAC9', 'HERC5', 'HIC1', 'HIF1A', 'HIPK1', 'HIPK2', 'HIPK3', 'HIPK4', 'HIRA', 'HIST1H1A', 'HIST1H1B', 'HIST1H1C', 'HIST1H1D', 'HIST1H1E', 'HK2', 'HMGA1', 'HMGA2', 'HMGB1', 'HMGB2', 'HMMR', 'HMOX1', 'HNF4A', 'HNRNPK', 'HNRNPL', 'HOXA5', 'HPGDS', 'HRAS', 'HSF1', 'HSP90AA1', 'HSP90AB1', 'HSP90B1', 'HSPA1A', 'HSPA1B', 'HSPA1L', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPA9', 'HSPB1', 'HSPB2', 'HTT', 'HUS1', 'HUWE1', 'ICAM1', 'ID2', 'ID4', 'IDH1', 'IDH2', 'IFI16', 'IFNAR1', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IGFBP7', 'IKBKB', 'IL17A', 'IL4', 'IL6', 'CXCL8', 'ING1', 'ING2', 'ING3', 'ING4', 'ING5', 'INSIG1', 'INS', 'IRF1', 'ISG15', 'ITPKB', 'JAG1', 'JAK2', 'JMY', 'JUN', 'KAT2A', 'KAT2B', 'KAT5', 'KDM1A', 'KDM6A', 'KDM6B', 'KDR', 'KHDRBS1', 'CCAR2', 'KIT', 'KLF2', 'KLF4', 'KLF5', 'KLF6', 'KLK3', 'KPNA2', 'KRAS', 'KRT14', 'KRT17', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'L3MBTL1', 'LAMA4', 'LEP', 'LGALS7B', 'LGALS7', 'LIF', 'LIG4', 'LIN28A', 'PIDD1', 'LRRK2', 'LYN', 'MAF1', 'MAF', 'MAGEA2', 'MAP1LC3B', 'MAP2K1', 'MAP2K3', 'MAP2K7', 'MAP3K1', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MAPK9', 'MAPKAPK5', 'MBD3', 'MCL1', 'MCM7', 'MDC1', 'MDH1', 'MDM2', 'MDM4', 'MEAF6', 'MECOM', 'MELK', 'MET', 'MGMT', 'MIF', 'MKI67', 'MKRN1', 'MLH1', 'KMT2D', 'KMT2C', 'MMP13', 'MMP1', 'MMP2', 'MMP9', 'MOV10', 'MRE11A', 'MSH2', 'MSH6', 'MSX1', 'MT1A', 'MT2A', 'MTA1', 'MTA2', 'MTA3', 'MTOR', 'MUC1', 'MUTYH', 'MYBBP1A', 'MYB', 'MYCN', 'MYC', 'MYOCD', 'KAT8', 'KAT6A', 'NANOG', 'NBN', 'NCL', 'NCOA3', 'NCOR1', 'NCOR2', 'NDN', 'NDRG1', 'NEDD8', 'NES', 'NEUROD1', 'NF1', 'NF2', 'NFE2L2', 'NFKB1', 'NFKB2', 'NFKBIA', 'NFKBIB', 'NFYA', 'NFYB', 'NFYC', 'NGFR', 'NKX2-1', 'NLK', 'NLRC4', 'NME1', 'NOC2L', 'NOS3', 'NOTCH1', 'NOTCH3', 'NOTCH4', 'NOX4', 'NPM1', 'NQO1', 'NR1I2', 'NR2E1', 'NR3C1', 'NR4A1', 'NR4A2', 'NRAS', 'NUAK1', 'NUMB', 'NUPR1', 'OGG1', 'OLIG2', 'OPN1SW', 'OSGIN1', 'OTUB1', 'OTUB2', 'OTUD5', 'PADI4', 'PALB2', 'PARK2', 'PARK7', 'PARP1', 'PATZ1', 'PAX2', 'PAX3', 'PAX8', 'PBK', 'PBRM1', 'PCBP4', 'PCNA', 'PDCD4', 'PDCD5', 'PDGFRA', 'PDGFRB', 'PDLIM7', 'PER2', 'PERP', 'PGR', 'PHB', 'PHC1', 'PHC2', 'PHC3', 'PHF20', 'PHGDH', 'PI3', 'PIAS1', 'PIAS2', 'PIAS4', 'PIK3CA', 'PIN1', 'PKM', 'PLAGL1', 'PLAU', 'PLK1', 'PLK2', 'PLK3', 'PLK4', 'PMAIP1', 'PML', 'PMS2', 'POLI', 'POLK', 'POU4F1', 'POU4F2', 'POU5F1', 'PPARGC1A', 'PPARG', 'PPIF', 'PPM1D', 'PPP1R13B', 'PPP1R13L', 'PPP1R15A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R4', 'PPP2R5C', 'PRDM1', 'PRDM2', 'PRDX1', 'PRELID1', 'PRIMA1', 'PRKAA1', 'PRKAA2', 'PRKAB1', 'PRKAB2', 'PRKAG1', 'PRKAG2', 'PRKAG3', 'PRKCA', 'PRKCD', 'PRKCZ', 'PRKD1', 'PRKDC', 'PRKG1', 'PRMT1', 'PRMT5', 'PROM1', 'PSEN1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTBP1', 'PTCH1', 'PTEN', 'PTGS2', 'PTK2', 'PTTG1', 'RABGGTA', 'RABGGTB', 'RAD17', 'RAD1', 'RAD50', 'RAD51', 'RAD9A', 'RAD9B', 'RASSF1', 'RB1CC1', 'RB1', 'RBBP4', 'RBBP6', 'RBBP7', 'RBBP8', 'RBL1', 'RBL2', 'RBM38', 'RBPJ', 'RCHY1', 'RCOR1', 'RECQL4', 'RELA', 'REM1', 'REST', 'RET', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RFFL', 'RFWD2', 'RING1', 'RMI1', 'DROSHA', 'RNF20', 'RNF2', 'RNF34', 'RNF43', 'ROCK1', 'RPA1', 'RPA2', 'RPA3', 'RPL11', 'RPL22', 'RPL26', 'RPL5', 'RPRM', 'RPS14', 'RPS19', 'RPS27A', 'RPS27L', 'RPS3', 'RPS6KB1', 'RQCD1', 'RRAD', 'RRM2B', 'RRM2', 'RUNX2', 'RUNX3', 'S100A2', 'S100A4', 'S100A6', 'S100B', 'SALL4', 'SCO2', 'SDHC', 'SENP1', 'SENP3', 'SERPINB5', 'SERPINE1', 'SESN1', 'SESN2', 'SESN3', 'SETD2', 'SETD7', 'SETD8', 'SETDB1', 'SFN', 'SRSF1', 'SGK1', 'SHFM1', 'SHH', 'SHISA5', 'SIK1', 'SIN3A', 'SIN3B', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT4', 'SIRT5', 'SIRT6', 'SIRT7', 'SIVA1', 'SKP2', 'SLC2A14', 'SLC2A1', 'SLC2A2', 'SLC2A3', 'SLC6A6', 'SLMO1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMARCD1', 'SMG1', 'SMG7', 'SMYD2', 'SNAI1', 'SNAI2', 'SOCS1', 'SOCS3', 'SOD2', 'SORT1', 'SOX2', 'SOX4', 'SP100', 'SP1', 'SP3', 'SP7', 'SPATA18', 'SPP1', 'SQSTM1', 'SRC', 'SREBF1', 'SREBF2', 'SSRP1', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'STEAP3', 'STK11', 'STMN1', 'STUB1', 'SUB1', 'SUMO1', 'SUMO2', 'SUMO3', 'SUMO4', 'SUPT16H', 'SUV39H1', 'SUZ12', 'SYK', 'SYP', 'TADA3', 'TAF10', 'TAF11', 'TAF12', 'TAF13', 'TAF15', 'TAF1L', 'TAF1', 'TAF2', 'TAF3', 'TAF4B', 'TAF4', 'TAF5', 'TAF6', 'TAF7L', 'TAF7', 'TAF9B', 'TBPL1', 'TBPL2', 'TBP', 'TCHP', 'TCP1', 'TDG', 'TERT', 'TET2', 'TFAM', 'TFAP2A', 'TFAP2C', 'TFDP1', 'TFF1', 'TGFB1', 'TGM2', 'THBS1', 'TIMP3', 'TLR3', 'TLR9', 'TMEM219', 'TNFAIP3', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF10C', 'TNFRSF10D', 'TNF', 'TNK2', 'TNKS1BP1', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOE1', 'TOP1', 'TOP2A', 'TOP3A', 'TOPBP1', 'TOPORS', 'TP53AIP1', 'TP53BP1', 'TP53BP2', 'TP53I3', 'TP53INP1', 'TP53RK', 'TP63', 'TP73', 'TPT1', 'TPX2', 'TRAF6', 'TRIAP1', 'TRIM24', 'TRIM28', 'TRIM29', 'TRIM32', 'TRIM59', 'TRIM8', 'TRRAP', 'TSC2', 'TTC5', 'TTK', 'TWIST1', 'TWIST2', 'TXN', 'TYMS', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2A', 'UBE2D1', 'UBE2E1', 'UBE2I', 'UBE2K', 'UBE2N', 'UBE2Q1', 'UBE2S', 'UBE3A', 'UBN1', 'UCHL1', 'UHRF1', 'USF1', 'USP10', 'USP15', 'USP24', 'USP3', 'USP42', 'USP7', 'UTP14A', 'VEGFA', 'VHL', 'VPRBP', 'VRK1', 'WDTC1', 'WEE1', 'WRN', 'WT1', 'WWOX', 'XAF1', 'XIAP', 'XPA', 'XPO1', 'XRCC1', 'XRCC5', 'XRCC6', 'YBX1', 'YWHAB', 'YWHAE', 'YWHAG', 'YWHAH', 'YWHAQ', 'YWHAZ', 'YY1', 'YY2', 'ZBTB33', 'ZBTB7A', 'ZEB1', 'ZEB2', 'ZKSCAN4', 'ZNF148', 'ZNF274', 'ZNF385A', 'ZNF420', 'ZNF668', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.043501333030021794
		RMSE:  0.4597988418920562
		NRMSE:  0.11050200478059512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10290984727382035
		RMSE:  0.4520547550562478
		NRMSE:  0.16857084713604026
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45011280589110314
		NRMSE:  0.10817419031269002
		MAPE:  382.8265287953516
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010546813555600831
		RMSE:  0.4327123127899972
		NRMSE:  0.16135806629028604
		MAPE:  261.16646791413905

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.7589447196366502e-15
		NRMSE:  4.2272163413521995e-16
		MAPE:  3.763291593804053e-12
		Pearson Correlation:  0.36406412174818814
		Spearman Correlation:  0.21511240788538513
		Coefficient of Determination:  -1.668267759949127
		RMSE:  0.7031301796651764
		NRMSE:  0.26219666690228044
		MAPE:  1051.3121667351127

	Predictor:  ElasticNet
		Pearson Correlation:  0.8185758022920058
		Spearman Correlation:  0.7523402435034591
		Coefficient of Determination:  0.6374182070467735
		RMSE:  0.2710343685088104
		NRMSE:  0.06513683453708494
		MAPE:  445.89373285843755
		Pearson Correlation:  0.5100670972292513
		Spearman Correlation:  0.47888128280901265
		Coefficient of Determination:  0.2488472357662549
		RMSE:  0.37306556954225606
		NRMSE:  0.13911584468833313
		MAPE:  578.0778509715002

	Predictor:  RandomForests
		Pearson Correlation:  0.6795584244288518
		Spearman Correlation:  0.5702024849768648
		Coefficient of Determination:  0.3851315961900421
		RMSE:  0.35294940755893545
		NRMSE:  0.08482321738979463
		MAPE:  572.04274768233
		Pearson Correlation:  0.501519972170205
		Spearman Correlation:  0.44336268951354246
		Coefficient of Determination:  0.23124377899961557
		RMSE:  0.37741169727490764
		NRMSE:  0.1407365121527498
		MAPE:  398.6003610153303

Protein:  CTNNB1
Protein Interaction Partners Count:  992
x_train_column_count:  984
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACAN', 'ACP1', 'ACTA1', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTN1', 'ACTN4', 'ACVR1B', 'ACVR1', 'ADAM10', 'ADCY7', 'ADIPOQ', 'AES', 'AFP', 'AHI1', 'AHR', 'AHSA1', 'AJAP1', 'AK9', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDH1A1', 'ALK', 'ALPL', 'AMHR2', 'AMH', 'ANXA5', 'AP1M1', 'APC2', 'APCS', 'APC', 'APH1A', 'APH1B', 'AQP1', 'ARHGAP10', 'ARHGAP21', 'ARHGAP32', 'ARHGEF4', 'ARID1A', 'ARID2', 'ARMC7', 'ARMC8', 'ARVCF', 'ARX', 'AR', 'ASCL1', 'ASF1A', 'ASH2L', 'ASIP', 'ATF4', 'ATM', 'AURKA', 'AXIN1', 'AXIN2', 'BAG3', 'BCAR1', 'BCL2L1', 'BCL3', 'BCL6', 'BCL9L', 'BCL9', 'BDNF', 'BGLAP', 'BIRC5', 'BMI1', 'BMP2', 'BMP4', 'BMP7', 'BMPR1A', 'BMPR1B', 'BNIP2', 'BRAF', 'BRCA1', 'BRCA2', 'BRMS1L', 'BTRC', 'HILPDA', 'AK8', 'CA2', 'CA9', 'CABLES1', 'CACYBP', 'CALM1', 'CALM3', 'CARM1', 'CASP3', 'CASP8', 'CASP9', 'CAV1', 'CBLL1', 'CBL', 'CBY1', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCNE1', 'CD24', 'CD34', 'CD40', 'CD44', 'CDC27', 'CDC42', 'CDC73', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH16', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH26', 'CDH2', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDHR5', 'CDK12', 'CDK1', 'CDK2', 'CDK4', 'CDK5R1', 'CDK5', 'CDK6', 'CDK8', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDON', 'CDX1', 'CDX2', 'CEBPA', 'CHD8', 'CHRD', 'CHUK', 'CITED1', 'CKAP5', 'CLCA1', 'CLDN3', 'CLDN5', 'COL1A1', 'COPS3', 'COPS5', 'COPS6', 'CREB1', 'CREBBP', 'CRKL', 'CRK', 'CRP', 'CRYAB', 'CSNK1A1L', 'CSNK1A1', 'CSNK1D', 'CSNK1E', 'CSNK2A3', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTBP1', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNAL1', 'CTNNBIP1', 'CTNND1', 'CTNND2', 'CTTN', 'CUL1', 'CUL4A', 'CUL4B', 'CXCR4', 'CXXC4', 'DAB2', 'DACT1', 'DACT2', 'DACT3', 'DCT', 'DCX', 'DDB1', 'DDX39A', 'DDX3X', 'DDX5', 'DHODH', 'DHX9', 'DKK1', 'DKK2', 'DKK3', 'DKK4', 'DLG1', 'DLG2', 'DLG4', 'DLG5', 'DLGAP1', 'DLL4', 'DLX1', 'DNM2', 'DNMT1', 'DPYD', 'DSC1', 'DSC2', 'DSC3', 'DSG1', 'DSG2', 'DSG3', 'DSG4', 'DSP', 'DUSP6', 'DVL1', 'DVL2', 'DVL3', 'E2F3', 'ECM1', 'EFNA1', 'EGFR', 'EGF', 'EGR1', 'ELAVL1', 'EMD', 'ENAH', 'EP300', 'EP400', 'EPCAM', 'EPHA2', 'EPHB2', 'EPHB3', 'ERBB2IP', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ETS1', 'ETV4', 'EXOC3', 'EXOC4', 'EYA4', 'EZH2', 'EZR', 'F2RL2', 'FAF1', 'AMER1', 'FANCA', 'FASLG', 'FAS', 'FAT1', 'FAT4', 'FBXW11', 'FBXW7', 'FERMT2', 'FER', 'FGF10', 'FGF13', 'FGF2', 'FGF3', 'FGF4', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FHL2', 'FLG', 'FLOT1', 'FLOT2', 'FLT1', 'FLT3', 'FMN1', 'FMR1', 'FN1', 'FOS', 'FOXA1', 'FOXA2', 'FOXC2', 'FOXG1', 'FOXL1', 'FOXL2', 'FOXM1', 'FOXN3', 'FOXO1', 'FOXO3', 'FOXO4', 'FOXP1', 'FRAT1', 'FRAT2', 'FRZB', 'FSCN1', 'FSTL1', 'FSTL3', 'FURIN', 'FUS', 'FXR1', 'FYN', 'FZD10', 'FZD1', 'FZD2', 'FZD3', 'FZD4', 'FZD5', 'FZD6', 'FZD7', 'FZD8', 'FZD9', 'GAPDH', 'GATA2', 'GATA4', 'GCG', 'GDF2', 'GDNF', 'GFRA1', 'GJA1', 'GLI1', 'GLI2', 'GLI3', 'GLIS2', 'GLUL', 'GNA11', 'GNA12', 'GNA13', 'GNAQ', 'GNAS', 'GPC3', 'GRIA2', 'GRIP1', 'GSK3A', 'GSK3B', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HAS2', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HDAC7', 'HERC5', 'HES7', 'HGF', 'HGS', 'HHEX', 'HIC1', 'HIF1A', 'HINT1', 'HIPK2', 'HIST1H1C', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2AC', 'HIST2H2BE', 'HIST3H3', 'HMGB1', 'HNF1A', 'HNF4A', 'HNRNPA1', 'HNRNPA2B1', 'HNRNPK', 'HNRNPM', 'HOXA10', 'HOXB4', 'HPGD', 'HRAS', 'HSP90AB1', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB3', 'HSPD1', 'HTRA1', 'HTT', 'HUWE1', 'IBSP', 'IDH1', 'IDH2', 'IFNB1', 'IFRD1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP4', 'IHH', 'IKBKB', 'IL6', 'CXCL8', 'ILK', 'INS', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'IRF3', 'ISG15', 'ISL1', 'ITGAE', 'ITGB1', 'ITGB7', 'ITK', 'ITPKB', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'AJUBA', 'JUN', 'JUP', 'KANK1', 'KAT2A', 'KAT2B', 'KAT5', 'KCNN1', 'KCTD1', 'KDM1A', 'KDR', 'KIF18B', 'KIF3A', 'KIF5B', 'KIFC3', 'KIT', 'KLF2', 'KLF4', 'KLF5', 'KRAS', 'KREMEN1', 'KRIT1', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'LATS2', 'LDB1', 'LDHB', 'LDLR', 'LEF1', 'LEO1', 'LGR4', 'LGR5', 'LGR6', 'LHCGR', 'LHX8', 'LIF', 'LIMA1', 'LMNA', 'LMNB1', 'LOX', 'LRP4', 'LRP5L', 'LRP5', 'LRP6', 'LRRFIP1', 'LRRK2', 'LZTFL1', 'MACF1', 'MAGI1', 'MAGI2', 'MAGI3', 'MAP1LC3B', 'MAP2K1', 'MAP2K2', 'MAP2K6', 'MAP2K7', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8IP1', 'MAPK8', 'MAPK9', 'MDFIC', 'MDFI', 'MDK', 'MDM2', 'MED12', 'MED1', 'MEF2A', 'MEF2C', 'MEF2D', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MGMT', 'MITF', 'MKI67', 'MLH1', 'KMT2D', 'MLLT10', 'MLLT11', 'MLLT4', 'MLLT6', 'KMT2A', 'MME', 'MMP13', 'MMP14', 'MMP15', 'MMP17', 'MMP25', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MRAP', 'MSH2', 'MSH6', 'MSN', 'MSX1', 'MSX2', 'MTDH', 'MTOR', 'MUC13', 'MUC1', 'MUTYH', 'MYCN', 'MYC', 'MYF5', 'MYO1D', 'MYO6', 'MYO7A', 'MYOD1', 'MYOG', 'NANOG', 'NCAM1', 'NCCRP1', 'NCOA2', 'NCSTN', 'NDP', 'NDRG2', 'NEDD9', 'NEK2', 'NES', 'NEURL2', 'NF1', 'NF2', 'NFAT5', 'NFKB1', 'NIT1', 'NKD1', 'NKX2-5', 'NLK', 'NME1', 'NOG', 'NONO', 'NOS3', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NPM1', 'NR0B1', 'NR4A1', 'NR4A2', 'NR5A1', 'NR5A2', 'NRAS', 'NRIP1', 'NTRK1', 'NTRK2', 'NTRK3', 'NUDT5', 'NUMB', 'NUP153', 'NUTF2', 'OTX2', 'PAK1', 'PAK2', 'PAK3', 'PANK4', 'PARD3', 'PARD6A', 'PARK2', 'PARP1', 'PAX3', 'PAX6', 'PAX7', 'PAX8', 'PDGFRA', 'PDGFRB', 'PECAM1', 'PGK1', 'PGR', 'PHB', 'JADE1', 'PI3', 'PICK1', 'PIK3CA', 'PIK3R1', 'PIK3R2', 'PIN1', 'PIP5K1A', 'PIP5K1C', 'PITX2', 'PKD1', 'PKM', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PLAG1', 'PLEKHA7', 'PLK1', 'PML', 'PMS2', 'POLE', 'PORCN', 'POTEF', 'POU5F1', 'PPARD', 'PPARG', 'PPM1A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R2B', 'PPP2R5A', 'PPP2R5B', 'PPP2R5C', 'PPP2R5D', 'PPP2R5E', 'PRKACA', 'PRKACB', 'PRKACG', 'PRKAR1A', 'PRKCA', 'PRKCG', 'PRKCI', 'PRKCZ', 'PRKD1', 'PRL', 'PRMT1', 'PROC', 'PROM1', 'PROP1', 'PSEN1', 'PSEN2', 'PSENEN', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTEN', 'PTGES3', 'PTGS2', 'PTH1R', 'PTH', 'PTK2', 'PTK7', 'PTMA', 'PTN', 'PTPN11', 'PTPN13', 'PTPN1', 'PTPN6', 'PTPRB', 'PTPRC', 'PTPRF', 'PTPRG', 'PTPRJ', 'PTPRK', 'PTPRM', 'PTPRU', 'PTPRZ1', 'PVRL1', 'PVRL2', 'PXN', 'PYGO1', 'PYGO2', 'RAB5A', 'RAB7A', 'RAB8B', 'RAC1', 'RAC2', 'RALGDS', 'RANBP3', 'RAP1A', 'RAP1B', 'RAPGEF1', 'RAPGEF2', 'RAPGEF6', 'RAPSN', 'RARA', 'RARB', 'RARG', 'RARS', 'RASSF1', 'RB1CC1', 'RB1', 'RBBP5', 'RBMX', 'RBPJ', 'RBX1', 'RELA', 'REM1', 'RET', 'RHOA', 'RIPK2', 'RNF220', 'RNF43', 'ROBO1', 'ROCK1', 'ROCK2', 'ROR2', 'RPRD1A', 'RPS27A', 'RPSA', 'RSPO1', 'RSPO2', 'RSPO3', 'RSPO4', 'RUNX2', 'RUNX3', 'RUVBL1', 'RUVBL2', 'RXRA', 'RYK', 'S100A4', 'S100A6', 'SALL1', 'SALL4', 'SATB1', 'SCRIB', 'SDHC', 'SERPINE1', 'SETD2', 'SETD7', 'SFN', 'SFRP1', 'SFRP2', 'SFRP4', 'SFRP5', 'SHFM1', 'SHH', 'SIAH1', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT6', 'SKP1', 'SLC6A3', 'SLC9A3R1', 'SLCO1B3', 'SLCO2A1', 'SLIT1', 'SLK', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD5', 'SMAD7', 'SMAD9', 'SMARCA2', 'SMARCA4', 'SMARCA5', 'SMARCB1', 'SMO', 'SMURF1', 'SMYD2', 'SNAI1', 'SNAI2', 'SNX1', 'SOST', 'SOX10', 'SOX13', 'SOX17', 'SOX1', 'SOX2', 'SOX3', 'SOX4', 'SOX6', 'SOX7', 'SOX8', 'SOX9', 'SP1', 'SP7', 'SPAG9', 'SPATA13', 'SPEN', 'SPN', 'SPP1', 'SRC', 'STAT3', 'STK11', 'STRAP', 'STX4', 'SUFU', 'SUV39H1', 'SYP', 'TADA3', 'TAX1BP3', 'TAZ', 'TBL1XR1', 'TBL1X', 'TBX5', 'TBX6', 'TCF12', 'TCF3', 'TCF4', 'TCF7L1', 'TCF7L2', 'TCF7', 'TERT', 'TFAP2A', 'TFCP2', 'TFF1', 'TFF2', 'TFF3', 'TGFB1', 'TGFB2', 'TGFB3', 'TGFBR1', 'TGFBR2', 'TGM2', 'TJP1', 'TJP2', 'TLE1', 'TLE2', 'TLE3', 'TLE4', 'TNFRSF11B', 'TNFSF11', 'TNF', 'TNIK', 'TNKS2', 'TNKS', 'TNS1', 'TOB1', 'TOP2A', 'TP53', 'TRAF4', 'TRIM33', 'TRIM37', 'TRIP10', 'TRRAP', 'TSC2', 'TUBA1A', 'TWIST1', 'TYMS', 'T', 'UBA52', 'UBB', 'UBC', 'UBE2B', 'UBE2R2', 'UBE3A', 'UBR5', 'UCHL1', 'UMPS', 'UPRT', 'USP4', 'USP7', 'USP9X', 'VANGL1', 'VANGL2', 'VASP', 'VAV1', 'VAV2', 'VAV3', 'VCAM1', 'VCL', 'VDR', 'VEGFA', 'VHL', 'VIM', 'WDR64', 'WDTC1', 'WHSC1', 'WIF1', 'WISP1', 'WLS', 'WNT10A', 'WNT10B', 'WNT11', 'WNT16', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8A', 'WNT8B', 'WNT9A', 'WNT9B', 'WT1', 'WWTR1', 'XPO1', 'YAP1', 'YARS', 'YEATS4', 'YES1', 'YWHAB', 'YWHAE', 'YWHAG', 'YWHAH', 'YWHAQ', 'YWHAZ', 'ZAP70', 'ZAR1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZIC3', 'ZNRF3', 'ZYX', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.43619721536848943
		RMSE:  0.9218173342266688
		NRMSE:  0.18131733560713392
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5414936126562622
		RMSE:  0.7610450185362576
		NRMSE:  0.2487969592128731
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999994
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  2.8221581320257743e-15
		NRMSE:  5.551058481561319e-16
		MAPE:  1.8372971921140444e-12
		Pearson Correlation:  0.19625690175047453
		Spearman Correlation:  0.1322036434369506
		Coefficient of Determination:  -2.585815463484567
		RMSE:  1.1607359906598664
		NRMSE:  0.379461895014504
		MAPE:  959.7506505865116

	Predictor:  ElasticNet
		Pearson Correlation:  0.8900242685304752
		Spearman Correlation:  0.8753788522716193
		Coefficient of Determination:  0.7666386461515257
		RMSE:  0.37157997244403207
		NRMSE:  0.07308811417073802
		MAPE:  169.48947273570144
		Pearson Correlation:  0.3811138123100104
		Spearman Correlation:  0.2961558124166137
		Coefficient of Determination:  -0.01686707977234736
		RMSE:  0.6181182646528177
		NRMSE:  0.2020720731808224
		MAPE:  1468.7056949416026

	Predictor:  RandomForests
		Pearson Correlation:  0.6759799490124614
		Spearman Correlation:  0.6672207497533661
		Coefficient of Determination:  0.4499730499716307
		RMSE:  0.5704660652230691
		NRMSE:  0.1122081166843173
		MAPE:  245.27036742599236
		Pearson Correlation:  0.44935709301694193
		Spearman Correlation:  0.3349692639559097
		Coefficient of Determination:  0.18377873651508103
		RMSE:  0.5537878651614647
		NRMSE:  0.18104150680357797
		MAPE:  1039.8099966064203

Protein:  CCNE1
Protein Interaction Partners Count:  350
x_train_column_count:  347
x_train columns:  ['ABL1', 'AKT1', 'AKT2', 'AKT3', 'ALDH18A1', 'ANAPC10', 'ANAPC13', 'ANAPC1', 'ANAPC2', 'ANAPC4', 'ANAPC5', 'ANAPC7', 'ANXA5', 'ARID1A', 'AR', 'ATM', 'AURKA', 'AURKB', 'BARD1', 'BCL2L1', 'BIRC5', 'BRCA1', 'BRCA2', 'BTG2', 'BTRC', 'BUB1B', 'BUB1', 'BUB3', 'RGCC', 'MLIP', 'CABLES1', 'CALM1', 'CAPRIN1', 'CASP3', 'CASP9', 'CBX7', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCNC', 'CCND1', 'CCND2', 'CCND3', 'CCNE2', 'CCNF', 'CCNG1', 'CCNH', 'CCNK', 'CCNL2', 'CCNT1', 'CCNT2', 'CCNY', 'CCT2', 'CCT3', 'CCT4', 'CCT5', 'CCT6A', 'CCT6B', 'CCT7', 'CCT8', 'CDC16', 'CDC20', 'CDC23', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC26', 'CDC27', 'CDC45', 'CDC6', 'CDC7', 'CDCA2', 'CDCA5', 'CDCA8', 'CDH1', 'CDK12', 'CDK13', 'CDK14', 'CDK15', 'CDK16', 'CDK17', 'CDK18', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK5', 'CDK6', 'CDK7', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDT1', 'CENPA', 'CENPE', 'CHAF1A', 'CHD1L', 'CHEK1', 'CHEK2', 'CINP', 'CKS1B', 'CKS2', 'COPS5', 'CREBBP', 'CSK', 'CTNNB1', 'CUL1', 'CUL3', 'CUL4B', 'DBF4B', 'DBF4', 'DGCR8', 'DICER1', 'DTL', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'EBNA1BP2', 'ECT2', 'EGFR', 'EGF', 'ELAVL1', 'ELSPBP1', 'EP400', 'ERBB2', 'ERBB3', 'ERBB4', 'ESPL1', 'ESR1', 'EXO1', 'EZH2', 'FAM58A', 'FAM83H', 'FBXO5', 'FBXW7', 'FEN1', 'FGFR1', 'FGFR2', 'FGFR3', 'FOXM1', 'FZR1', 'GAPDH', 'GLI1', 'GMNN', 'GSK3B', 'H1F0', 'HDAC1', 'HEATR3', 'HERC5', 'HIST1H1A', 'HIST1H1B', 'HIST1H4A', 'HRAS', 'IFNAR1', 'IGF1R', 'IGF1', 'ITPKB', 'JUN', 'KIF11', 'KIF20A', 'KIF23', 'KIF2C', 'KPNA2', 'KRAS', 'LATS2', 'LIN37', 'LIN52', 'LIN54', 'LIN9', 'GMNC', 'MAD2L1', 'MAPK3', 'MATK', 'MAX', 'MCL1', 'MCM10', 'MCM2', 'MCM3', 'MCM4', 'MCM5', 'MCM6', 'MCM7', 'MCM8', 'MDM2', 'MEGF11', 'MELK', 'MKI67', 'KMT2D', 'KMT2B', 'MNAT1', 'MRE11A', 'MTOR', 'MYBL2', 'MYC', 'NBN', 'NF1', 'NFYB', 'NMI', 'NOTCH1', 'NOTCH3', 'NPAT', 'NRAS', 'ORC1', 'ORC2', 'ORC3', 'ORC4', 'ORC5', 'ORC6', 'PARK2', 'PARP1', 'PCBP4', 'PCNA', 'PIK3CA', 'PIK3R1', 'PKMYT1', 'PLK1', 'PLK4', 'POLA1', 'POLD1', 'PPP1R1C', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R4', 'PRC1', 'PRKAR1A', 'PRKAR2A', 'PRMT5', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMB10', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSMF1', 'PTEN', 'PTGDR', 'PTK6', 'PTTG1', 'RAD51', 'RAD54L', 'RB1', 'RBBP4', 'RBL1', 'RBL2', 'RBX1', 'REL', 'REM1', 'RHOA', 'RHOBTB3', 'RINT1', 'RNASE1', 'RPRD1A', 'RPS27A', 'RRM1', 'RRM2', 'RRN3', 'RSF1', 'SHFM1', 'SKP1', 'SKP2', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'ST8SIA1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STK3', 'STK4', 'TARBP1', 'TCP1', 'TERF1', 'TERT', 'TFDP1', 'TK1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TP73', 'TPX2', 'TTK', 'TUBG1', 'TYMS', 'UBA52', 'UBB', 'UBC', 'UBE2C', 'UBE2QL1', 'UBE2S', 'UHRF2', 'WEE1', 'WEE2', 'XIAP', 'YAP1', 'ZNF217', 'ZNF33A', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.3882525061775621
		RMSE:  0.8073510115699897
		NRMSE:  0.1948381908849554
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.2068608862157744
		RMSE:  0.7484097025916991
		NRMSE:  0.3260050104942715
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5224229806426052
		NRMSE:  0.12607644873967835
		MAPE:  105.82433067667067
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010783677474574871
		RMSE:  0.36685077747270034
		NRMSE:  0.1597990928573857
		MAPE:  133.3645349232411

	Predictor:  LinearRegression
		Pearson Correlation:  0.9634512426452686
		Spearman Correlation:  0.877580012336347
		Coefficient of Determination:  0.9282382969547128
		RMSE:  0.13994862668361904
		NRMSE:  0.03377383176475591
		MAPE:  23.608953704564787
		Pearson Correlation:  0.46929199860390214
		Spearman Correlation:  0.29576179254105417
		Coefficient of Determination:  -0.7862742529956537
		RMSE:  0.48767939097050816
		NRMSE:  0.2124316726795784
		MAPE:  116.86575662802576

	Predictor:  ElasticNet
		Pearson Correlation:  0.8971646628539846
		Spearman Correlation:  0.7408496967553968
		Coefficient of Determination:  0.7982856604647721
		RMSE:  0.2346338457674005
		NRMSE:  0.05662423577175001
		MAPE:  50.96797115104646
		Pearson Correlation:  0.7385854660062195
		Spearman Correlation:  0.5724734722378084
		Coefficient of Determination:  0.4966097804567249
		RMSE:  0.25888847686317273
		NRMSE:  0.11277104014600023
		MAPE:  105.1636117298808

	Predictor:  RandomForests
		Pearson Correlation:  0.8640709868805985
		Spearman Correlation:  0.7271815999793318
		Coefficient of Determination:  0.7426045372181613
		RMSE:  0.2650468921819653
		NRMSE:  0.06396382271447386
		MAPE:  55.659360733982865
		Pearson Correlation:  0.7733595740913468
		Spearman Correlation:  0.6680465876852942
		Coefficient of Determination:  0.544739912409206
		RMSE:  0.24620117572034597
		NRMSE:  0.10724449001191182
		MAPE:  78.93821153688324

Protein:  CCND1
Protein Interaction Partners Count:  857
x_train_column_count:  849
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTL6B', 'AFP', 'AHR', 'AKAP12', 'AKAP8', 'AKR1B10', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDOA', 'ALK', 'ANO1', 'ANXA5', 'APAF1', 'APC', 'APEX1', 'AREG', 'ARHGEF2', 'ARID1A', 'ARID1B', 'ARID2', 'ARID4A', 'AR', 'ASIP', 'ATF2', 'ATF3', 'ATF4', 'ATM', 'ATXN1', 'AURKA', 'AURKB', 'AXIN1', 'AXIN2', 'B2M', 'BANP', 'BARX2', 'BAX', 'BCAR1', 'BCAR3', 'BCCIP', 'BCL2A1', 'BCL2L11', 'BCL2L1', 'BCL2L2', 'BCL2', 'BCL3', 'BCL6', 'BCL9', 'BECN1', 'BGLAP', 'BHLHE40', 'BIRC2', 'BIRC3', 'BIRC5', 'BMI1', 'BMP4', 'BMP6', 'BRAF', 'BRCA1', 'BRCA2', 'BRD2', 'BRD4', 'BTC', 'BTG2', 'BTRC', 'RGCC', 'COPRS', 'CA9', 'CARD11', 'CARM1', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBFB', 'CCDC62', 'CCL2', 'CCL5', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNC', 'CCND2', 'CCND3', 'CCNDBP1', 'CCNE1', 'CCNE2', 'CCNG2', 'CCNH', 'CCNK', 'CCNL1', 'CCNL2', 'CCNT1', 'CCNT2', 'CCNY', 'CD19', 'CD22', 'CD24', 'CD34', 'CD38', 'CD44', 'CD5', 'CD79A', 'CDC20', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC27', 'CDC42', 'CDC6', 'CDC73', 'CDCA7L', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDK12', 'CDK13', 'CDK14', 'CDK16', 'CDK17', 'CDK18', 'CDK1', 'CDK20', 'CDK2', 'CDK3', 'CDK4', 'CDK5', 'CDK6', 'CDK7', 'CDK8', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDT1', 'CDX2', 'CENPE', 'CEP57', 'CFLAR', 'CHEK1', 'CHEK2', 'CHKA', 'CHUK', 'CKS1B', 'CKS2', 'CLCN3', 'COL1A1', 'CR2', 'CREB1', 'CREBBP', 'CRKL', 'CRYAB', 'CSF2', 'CTBP1', 'CTGF', 'CTNNB1', 'CTNND1', 'CTTN', 'CUL1', 'CUL3', 'CUL7', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP19A1', 'CYR61', 'DACH1', 'DAXX', 'DDIT3', 'DDX53', 'DECR1', 'DHFR', 'DICER1', 'DKK1', 'DKK3', 'DLL1', 'DMTF1', 'DND1', 'DNMT1', 'DNMT3A', 'DNTT', 'DVL1', 'DVL2', 'DYRK1A', 'DYRK1B', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EDN1', 'EEF1A1', 'EGFR', 'EGF', 'EGLN2', 'EGR1', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF3I', 'EIF4A1', 'EIF4A2', 'EIF4EBP1', 'EIF4E', 'EIF4G1', 'ELAVL1', 'ELSPBP1', 'EP300', 'EPCAM', 'EPHA2', 'EPHA7', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ETS1', 'ETV4', 'EWSR1', 'EYA1', 'EZH2', 'FABP4', 'FADD', 'FAM58A', 'FAM83H', 'FASLG', 'FAT1', 'FBXO31', 'FBXO4', 'FBXW7', 'FBXW8', 'FGF13', 'FGF19', 'FGF2', 'FGF3', 'FGF4', 'FGF7', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FGFR4', 'FHIT', 'FHL2', 'FIGF', 'FLCN', 'FLNA', 'FLT1', 'FLT3', 'FN1', 'FOSL1', 'FOS', 'FOXA1', 'FOXC1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FRZB', 'FSTL3', 'FZD1', 'FZD2', 'FZD7', 'FZD9', 'FZR1', 'GADD45A', 'GAL', 'GAPDH', 'GAST', 'GATA3', 'GATA4', 'GDF15', 'GDF2', 'GGNBP2', 'GGT1', 'GIT1', 'GJA1', 'GJB1', 'GLI1', 'GLI2', 'GLI3', 'GLTSCR2', 'GNB2L1', 'GPER1', 'GRB2', 'GREB1', 'GRM4', 'GRP', 'GSK3B', 'H1F0', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HBEGF', 'HBZ', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC4', 'HEXIM1', 'HEY1', 'HGF', 'HIF1A', 'HIST1H2AA', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AH', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST1H4A', 'HIST1H4B', 'HIST1H4C', 'HIST1H4D', 'HIST1H4E', 'HIST1H4F', 'HIST1H4H', 'HIST1H4I', 'HIST1H4J', 'HIST1H4K', 'HIST1H4L', 'HIST2H2AC', 'HIST2H2BE', 'HIST2H4A', 'HIST4H4', 'HMGA2', 'HMOX1', 'HNF1A', 'HNF4A', 'HNRNPD', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB8', 'ICAM1', 'ID1', 'ID2', 'IFNAR1', 'IFNB1', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP3', 'IGFBP5', 'IHH', 'IKBKB', 'IL10', 'IL17A', 'IL2', 'IL4', 'IL6', 'IL7', 'CXCL8', 'ILK', 'INSM1', 'INS', 'IRF1', 'IRS1', 'ISG15', 'ITGB1', 'ITPKB', 'ITPKC', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JARID2', 'JUNB', 'JUND', 'JUN', 'KAT2A', 'KAT2B', 'KDM1A', 'KDM5B', 'KDR', 'KHDRBS1', 'KIF18B', 'KIN', 'KITLG', 'KIT', 'KLF13', 'KLF4', 'KLF5', 'KLF6', 'KLK3', 'KRAS', 'KRT10', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'LDB3', 'LEF1', 'LEP', 'LGALS3', 'LGR5', 'LIMK2', 'LIMS1', 'LIN28B', 'LMNA', 'LMNB1', 'LOX', 'LRP5', 'LRP6', 'LYN', 'MAFB', 'MAF', 'MAML1', 'MAML2', 'MAML3', 'MAMLD1', 'MAP2K1', 'MAP2K2', 'MAP2K4', 'MAP2K7', 'MAP3K5', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MAPK9', 'MCL1', 'MCM10', 'MCM2', 'MCM3', 'MCM5', 'MCM6', 'MCM7', 'MCM8', 'MDK', 'MDM2', 'MDM4', 'MEN1', 'MET', 'MGMT', 'MITF', 'MKI67', 'MLH1', 'MLXIPL', 'MME', 'MMP11', 'MMP14', 'MMP15', 'MMP1', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MNAT1', 'MOV10', 'MSH2', 'MST1', 'MTOR', 'MUC1', 'MYBL2', 'MYB', 'MYCN', 'MYC', 'MYEOV', 'MYF5', 'MYOD1', 'MYOG', 'NACA2', 'NADSYN1', 'NANOG', 'NCAM1', 'NCOA1', 'NCOA3', 'NCOR1', 'NES', 'NEUROD1', 'NF1', 'NF2', 'NFKB1', 'NFKB2', 'NFKBIA', 'NGF', 'NKX2-1', 'NME1-NME2', 'NME1', 'NME2', 'NMI', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTCH4', 'NPM1', 'NQO1', 'NR0B2', 'NR1H3', 'NR2E1', 'NR3C1', 'NR4A3', 'NRAS', 'NRF1', 'NUDT21', 'ODC1', 'ORAI1', 'ORAOV1', 'ORC4', 'PAK1', 'PAK4', 'PARK2', 'PARP1', 'PAX2', 'PAX5', 'PAX6', 'PBRM1', 'PBX3', 'PCNA', 'PDCD4', 'PDGFRA', 'PDGFRB', 'PDZK1', 'PECAM1', 'PELP1', 'PGR', 'PI3', 'PI4K2A', 'PIK3CA', 'PIK3R1', 'PKLR', 'PKM', 'PLAUR', 'PLAU', 'PLK1', 'PMAIP1', 'POLR2A', 'POTEF', 'POU2F1', 'POU5F1', 'PPARG', 'PPP2R4', 'PRDM5', 'PRKACA', 'PRL', 'PRMT5', 'PRNP', 'PROM1', 'PSAT1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTCHD3', 'PTEN', 'PTF1A', 'PTGS2', 'PTHLH', 'PTH', 'PTK2', 'PTK6', 'PTPN11', 'PTPRCAP', 'PTPRC', 'PXN', 'RAD51', 'RAF1', 'RALA', 'RASSF1', 'RB1', 'RBL1', 'RBL2', 'RBPJ', 'RBX1', 'RCC1', 'RELA', 'RELB', 'REL', 'REM1', 'RET', 'RHEB', 'RHOA', 'RHOC', 'RICTOR', 'RNASE1', 'DROSHA', 'RND3', 'RNMT', 'ROCK1', 'RPRD1B', 'RPS27A', 'RPS6KA1', 'RPS6KA2', 'RPS6KA3', 'RPS6KA6', 'RPS6KB1', 'RPS6', 'RPTOR', 'RREB1', 'RSF1', 'RUNX1', 'RUNX2', 'RUNX3', 'SDC1', 'SDHC', 'SENP1', 'SERPINE1', 'SFRP1', 'SFRP2', 'SFRP4', 'SFRP5', 'SHC1', 'SHFM1', 'SHH', 'SIRT1', 'SIX1', 'SIX3', 'SKP1', 'SKP2', 'SLC25A16', 'SLC25A6', 'SLC2A1', 'SLC35B2', 'SLC39A4', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'SMARCC1', 'SMARCC2', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'SMARCE1', 'SMO', 'SNAI1', 'SNAI2', 'SNCA', 'SNIP1', 'SNW1', 'SNX33', 'SOCS3', 'SOX11', 'SOX17', 'SOX2', 'SOX4', 'SOX6', 'SOX9', 'SP1', 'SPN', 'SPP1', 'SPRY1', 'SRC', 'SREBF1', 'STAT1', 'STAT3', 'STAT4', 'STAT5A', 'STAT5B', 'STAT6', 'STC2', 'STIM1', 'STK11', 'STK24', 'STMN1', 'SUFU', 'SULF2', 'SUV39H1', 'TAF1', 'TBP', 'TBX2', 'TCEAL7', 'TCF4', 'TCF7L2', 'TCF7', 'TERT', 'TET3', 'TFDP1', 'TFF1', 'TGFA', 'TGFB1', 'TGFBR2', 'THBS1', 'THRA', 'THRB', 'TIMP1', 'TIMP2', 'TIMP3', 'TJP1', 'TJP2', 'TJP3', 'TLE1', 'TLR9', 'TM4SF1', 'TMPRSS4', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF13C', 'TNFRSF8', 'TNFSF11', 'TNF', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOP2A', 'TP53', 'TP63', 'TP73', 'TRPV2', 'TSC22D3', 'TSC2', 'TWIST1', 'TXN', 'TYMS', 'UBA52', 'UBA7', 'UBB', 'UBC', 'UBE2C', 'UBTF', 'URGCP', 'USP18', 'USP2', 'USP9X', 'VCL', 'VDR', 'VEGFA', 'VEGFC', 'VIP', 'VRK1', 'WDR77', 'WDTC1', 'WEE1', 'WHSC1', 'WIF1', 'WISP1', 'WNT10A', 'WNT10B', 'WNT11', 'WNT16', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8B', 'WNT9A', 'WNT9B', 'WT1', 'XBP1', 'XIAP', 'XPO1', 'YAP1', 'YBX1', 'YY1', 'ZBTB17', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.44064885869713843
		RMSE:  0.2936537728092399
		NRMSE:  0.17653615611766113
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6507167710215811
		RMSE:  0.2694738938084911
		NRMSE:  0.2553456206196082
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  9.391823691280716e-16
		NRMSE:  5.646092803549745e-16
		MAPE:  2.5879086759576717e-12
		Pearson Correlation:  0.05675439643902213
		Spearman Correlation:  0.06804823002780584
		Coefficient of Determination:  -2.956844621045597
		RMSE:  0.4172101968264351
		NRMSE:  0.39533624252739435
		MAPE:  882.6008237321923

	Predictor:  ElasticNet
		Pearson Correlation:  0.679603672359493
		Spearman Correlation:  0.6516823419801234
		Coefficient of Determination:  0.41655645201791713
		RMSE:  0.18687703543887135
		NRMSE:  0.11234506945862822
		MAPE:  491.08242286861594
		Pearson Correlation:  0.2923034289995094
		Spearman Correlation:  0.2710682178082021
		Coefficient of Determination:  0.0683481558463026
		RMSE:  0.20244508621960974
		NRMSE:  0.19183107295311394
		MAPE:  300.6890032789436

	Predictor:  RandomForests
		Pearson Correlation:  0.5772177113737843
		Spearman Correlation:  0.550204785406144
		Coefficient of Determination:  0.2845960696954034
		RMSE:  0.2069341540942244
		NRMSE:  0.12440282916775343
		MAPE:  487.8931361371988
		Pearson Correlation:  0.39246457786917033
		Spearman Correlation:  0.3719772066983379
		Coefficient of Determination:  0.14342072936184758
		RMSE:  0.1941172794591912
		NRMSE:  0.18393988558952287
		MAPE:  348.3674372115515

Protein:  ERBB2
Protein Interaction Partners Count:  663
x_train_column_count:  657
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACPP', 'ACTA2', 'ACTB', 'ACTG1', 'ADAM10', 'ADAM17', 'ADRB2', 'AFP', 'AGRN', 'AKT1S1', 'AKT1', 'AKT2', 'ALB', 'ALDH1A1', 'ALK', 'ANGPT1', 'ANGPT2', 'ANGPT4', 'ANO1', 'ANXA2', 'ANXA5', 'AP2B1', 'APP', 'AREG', 'ARHGEF11', 'ARHGEF12', 'ARID1A', 'ARL6IP5', 'AR', 'ATM', 'ATP2B2', 'AURKB', 'AXIN1', 'BAG1', 'BARD1', 'BCAR1', 'BCAR3', 'BCAS1', 'BCL2L11', 'BCL2L1', 'BDNF', 'BECN1', 'BEST1', 'BIRC5', 'BLNK', 'BMI1', 'BMP2', 'BMP4', 'BRCA1', 'BRCA2', 'BSG', 'BTC', 'MIEN1', 'CA9', 'CALU', 'CARTPT', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CAV1', 'CBLB', 'CBLC', 'CBL', 'CCL27', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CD19', 'CD22', 'CD247', 'CD24', 'CD274', 'CD28', 'CD33', 'CD34', 'CD44', 'CD46', 'CD52', 'CD68', 'CD6', 'CD80', 'CD82', 'CDC37', 'CDC42', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDK4', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CDX2', 'CEACAM5', 'CEP70', 'CHEK2', 'CHGA', 'CHKA', 'CHKB', 'CISH', 'CLDN3', 'CLDN4', 'CLDN7', 'CLTC', 'CNN1', 'COPS5', 'CPNE3', 'CREB1', 'CRKL', 'CRK', 'YBX3', 'CSF1', 'CSF2', 'CSF3', 'CSK', 'CSPG4', 'CTAG1B', 'CTLA4', 'CTNNB1', 'CTNND1', 'CTSB', 'CTSD', 'CTTN', 'CUL5', 'CXCL12', 'CXCR1', 'CXCR4', 'CYCS', 'CYP19A1', 'CYTIP', 'DCN', 'DDX41', 'DDX53', 'DHH', 'DIAPH1', 'DICER1', 'DLG4', 'DMTF1', 'DNAJA3', 'DNM2', 'DNMT1', 'DOCK1', 'DOCK7', 'DUSP6', 'E2F1', 'E2F3', 'EEA1', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EFNB1', 'EGFR', 'EGF', 'EIF3A', 'EIF4EBP1', 'EIF4E', 'ELAVL1', 'ELF3', 'EML4', 'ENO2', 'EP300', 'EPCAM', 'EPGN', 'EPHA2', 'EPS15', 'EPX', 'ERAL1', 'ERBB2IP', 'ERBB3', 'ERBB4', 'ERCC1', 'EREG', 'ERRFI1', 'ESCO1', 'ESR1', 'ESR2', 'ESRRB', 'ETS1', 'ETS2', 'ETV4', 'ETV6', 'EZH2', 'EZR', 'FASLG', 'FASN', 'FBXW7', 'FCGR1A', 'FCGR1B', 'FCGRT', 'FGF10', 'FGF13', 'FGF16', 'FGF17', 'FGF18', 'FGF19', 'FGF1', 'FGF20', 'FGF21', 'FGF22', 'FGF23', 'FGF2', 'FGF3', 'FGF4', 'FGF5', 'FGF6', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FGFR4', 'FHIT', 'FIGF', 'FLT1', 'FLT3LG', 'FN1', 'FOLH1', 'FOLR1', 'FOS', 'FOXA1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXP3', 'FREM2', 'FSIP1', 'FYN', 'GAB1', 'GABPB1', 'GAPDH', 'GATA3', 'GATA4', 'GDF2', 'GLI1', 'GLI2', 'GLS', 'GNA11', 'GNAQ', 'GNAS', 'GNRH1', 'GPER1', 'GRAP2', 'GRB2', 'GRB7', 'GSTP1', 'GZMB', 'H2AFX', 'H2AFY', 'HBEGF', 'HDAC1', 'HDAC6', 'HEATR6', 'HGF', 'HIF1A', 'HK1', 'HLA-A', 'HMGA2', 'HNF4A', 'HOXB7', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSP90B1', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB3', 'HSPG2', 'ICAM1', 'ID1', 'IDH1', 'IDH2', 'IFNG', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IHH', 'IL10', 'IL2', 'IL4', 'IL6R', 'IL6ST', 'IL6', 'CXCL8', 'ILK', 'INPP4B', 'INS', 'IQGAP1', 'IQSEC1', 'IRS1', 'ITGA5', 'ITGA6', 'ITGAV', 'ITGB1', 'ITGB3', 'ITGB4', 'ITPKB', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JUN', 'JUP', 'KDR', 'KITLG', 'KLK3', 'KLRK1', 'KRAS', 'KRT14', 'KRT17', 'KRT18', 'KRT19', 'KRT20', 'KRT4', 'KRT5', 'KRT7', 'KRT8', 'L1CAM', 'LAMP1', 'LCN2', 'LDHA', 'LEP', 'LIN28A', 'LIN7A', 'LIN7B', 'LIN7C', 'LINGO1', 'LOX', 'LRIG1', 'LRPPRC', 'MAGEA1', 'MAGEA3', 'MAGED4B', 'MAGED4', 'MAP2K1', 'MAPK1', 'MAPK3', 'MAPK8', 'MATK', 'MCL1', 'MDK', 'MDM2', 'MEMO1', 'MET', 'MGMT', 'MKI67', 'MLANA', 'MLH1', 'KMT2C', 'MME', 'MMP11', 'MMP14', 'MMP16', 'MMP1', 'MMP2', 'MMP7', 'MMP9', 'MPP1', 'MRAP', 'MRAS', 'MSH2', 'MSH6', 'MSLN', 'MTA1', 'MTOR', 'MUC13', 'MUC16', 'MUC1', 'MUC4', 'MUC6', 'MUCL1', 'MYBL2', 'MYCN', 'MYC', 'NANOG', 'NCAM1', 'NCL', 'NCOA1', 'NCOA3', 'NCOR1', 'NDRG1', 'NF1', 'NF2', 'NFE2L2', 'NGF', 'NISCH', 'NKX2-1', 'NME1', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTCH4', 'NPM1', 'NR1H4', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'NRP1', 'NTF3', 'NTF4', 'OPCML', 'OSMR', 'PA2G4', 'PADI2', 'PAK1', 'PALB2', 'PAQR3', 'PARP1', 'PAX2', 'PCSK9', 'PDCD1LG2', 'PDCD1', 'PDCD4', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PDGFRA', 'PDPN', 'PECAM1', 'PELP1', 'PEPD', 'PFKFB3', 'PGAP3', 'PGF', 'PGR', 'PI3', 'PIK3C2A', 'PIK3C2B', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3CG', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIN1', 'PIP', 'PLAUR', 'PLAU', 'PLCG1', 'PLCG2', 'PLEK', 'PLG', 'PLXNB1', 'POLI', 'POTEF', 'POU5F1', 'PPARG', 'PPP3CA', 'PRDM10', 'PRF1', 'PRKACA', 'PRL', 'PROM1', 'PSCA', 'PTCH1', 'PTEN', 'PTGS2', 'PTK2B', 'PTK2', 'PTK6', 'PTPN11', 'PTPN12', 'PTPN18', 'PTPN1', 'PTPRC', 'PTPRO', 'PTPRU', 'PTS', 'PXN', 'RAB25', 'RAD51', 'RAF1', 'RANBP2', 'RARA', 'RASA1', 'RASA2', 'RASSF1', 'RB1', 'RBPJ', 'RDX', 'RECK', 'REM1', 'REN', 'RET', 'RHEB', 'RHOA', 'RHOB', 'RHOC', 'RICTOR', 'RND1', 'RNF41', 'ROCK1', 'ROCK2', 'ROS1', 'RPS27A', 'RPS6', 'RPTOR', 'RRAS2', 'RRAS', 'S100A14', 'SCGB2A2', 'SCUBE2', 'SDC1', 'SDHC', 'SEMA3D', 'SEMA4D', 'SERPINB5', 'SERPINE1', 'SFRP1', 'PEAK1', 'SH3BGRL3', 'SH3BGRL', 'SH3TC2', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SHH', 'SIAH2', 'PMEL', 'SKP2', 'SLC25A16', 'SLC2A1', 'SLC4A7', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMO', 'SMUG1', 'SMYD3', 'SNAI1', 'SNAI2', 'SOCS1', 'SOS1', 'SOX10', 'SOX2', 'SOX9', 'SP3', 'SPP1', 'SPRY2', 'SRCIN1', 'SRC', 'STARD3', 'STAT1', 'STAT2', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'STOM', 'STUB1', 'SYP', 'TAGLN', 'TBX1', 'TERT', 'TFAP2A', 'TFAP2B', 'TFAP2C', 'TFF1', 'TFF2', 'TFF3', 'TFRC', 'TGFA', 'TGFB1', 'THBS1', 'THRA', 'TIMP1', 'TJP1', 'TMPRSS2', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF13C', 'TNFRSF4', 'TNFRSF8', 'TNFRSF9', 'TNFSF11', 'TNF', 'TNS1', 'TNS3', 'TNS4', 'TOB1', 'TOP1', 'TOP2A', 'TP53', 'TP63', 'TSC2', 'TWIST1', 'TYMS', 'TYR', 'UBA52', 'UBB', 'UBC', 'USP2', 'USP9X', 'VAV1', 'VAV2', 'VAV3', 'VCL', 'VEGFA', 'VEGFB', 'VEGFC', 'VIM', 'WASL', 'WDFY2', 'WDTC1', 'WNT10A', 'WNT1', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT7B', 'WNT9A', 'WNT9B', 'WT1', 'WWOX', 'XIAP', 'XPO1', 'YAP1', 'YBX1', 'YES1', 'YY1', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08695701084953744
		RMSE:  1.023008454816054
		NRMSE:  0.1742863272085548
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1111491455026472
		RMSE:  1.1242523174677488
		NRMSE:  0.20280184671833265
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865388
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792788993

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  3.978561197078068e-15
		NRMSE:  6.778133800838319e-16
		MAPE:  9.605183540139501e-12
		Pearson Correlation:  0.5788065028325967
		Spearman Correlation:  0.514465909133817
		Coefficient of Determination:  -0.5876747063818508
		RMSE:  1.343873456793647
		NRMSE:  0.24241890771225325
		MAPE:  556.5919878789863

	Predictor:  ElasticNet
		Pearson Correlation:  0.9352996884680241
		Spearman Correlation:  0.8656764581179156
		Coefficient of Determination:  0.8684432909833957
		RMSE:  0.3559012713280782
		NRMSE:  0.06063363908344178
		MAPE:  304.7511325422307
		Pearson Correlation:  0.8361183838745928
		Spearman Correlation:  0.7398355837804025
		Coefficient of Determination:  0.6895968089709279
		RMSE:  0.5942110200041879
		NRMSE:  0.10718865358326501
		MAPE:  197.981481411887

	Predictor:  RandomForests
		Pearson Correlation:  0.846909847073551
		Spearman Correlation:  0.6820627790893955
		Coefficient of Determination:  0.7100735211474967
		RMSE:  0.5283442429324748
		NRMSE:  0.0900121374060812
		MAPE:  551.3013161115801
		Pearson Correlation:  0.8508230084019966
		Spearman Correlation:  0.7038602771063124
		Coefficient of Determination:  0.7193829313808946
		RMSE:  0.5649820563125258
		NRMSE:  0.10191609356961648
		MAPE:  198.11534034275425

Protein:  ERBB3
Protein Interaction Partners Count:  245
x_train_column_count:  247
x_train columns:  ['ADAM17', 'AGRN', 'AGTR2', 'AKT1', 'AKT2', 'AKT3', 'ALAS2', 'ALB', 'ANGPT1', 'ANGPT2', 'ANGPT4', 'APIP', 'AREG', 'AR', 'BAMBI', 'BDNF', 'BMP2', 'BMP4', 'BRCA1', 'BRCA2', 'BTC', 'CADM4', 'CASK', 'CASP3', 'CBLB', 'CBLC', 'CBL', 'CCND1', 'CCNE1', 'CD44', 'CD82', 'CDC42', 'CDH1', 'CDK4', 'CDK5', 'CDKN1B', 'CDKN2A', 'CLEC16A', 'COMMD5', 'COQ7', 'CRKL', 'CRK', 'CRYZL1', 'CSF1', 'CSK', 'CSPG5', 'CTNNB1', 'DCN', 'DHH', 'DOCK7', 'DUSP6', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EGFR', 'EGF', 'EGR1', 'EHF', 'EIF4EBP1', 'EIF4E', 'EML4', 'EPCAM', 'EPGN', 'EPN1', 'ERBB2IP', 'ERBB2', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'ESR2', 'FBXO9', 'FGF10', 'FGF16', 'FGF17', 'FGF18', 'FGF19', 'FGF1', 'FGF20', 'FGF21', 'FGF22', 'FGF23', 'FGF2', 'FGF3', 'FGF4', 'FGF5', 'FGF6', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FIGF', 'FKBP14', 'FLNA', 'FLT3LG', 'FN1', 'FOXA1', 'FOXO3', 'FREM2', 'FTSJ1', 'GAB1', 'GAPDH', 'GLE1', 'GRB2', 'GRB7', 'GRHL2', 'HBEGF', 'HGF', 'HGS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPG2', 'IGF1', 'IGF2', 'IL6ST', 'ILK', 'INS', 'IRS1', 'ITGA6', 'ITGB4', 'ITPKB', 'JAK1', 'JAK2', 'JUN', 'KDR', 'KITLG', 'KRAS', 'L1CAM', 'LAMA1', 'LAMB1', 'LAMC2', 'LIN7A', 'LIN7B', 'LIN7C', 'LRIG1', 'MAP2K1', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MARCH7', 'MDM2', 'MET', 'MITF', 'MMP9', 'MRPL49', 'MTOR', 'MUC1', 'MUC4', 'MYC', 'N4BP1', 'NDRG1', 'NEDD4L', 'NEDD4', 'NF1', 'NGF', 'NICN1', 'NOTCH1', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'NTF3', 'NTF4', 'OAT', 'PA2G4', 'PARK7', 'PCSK9', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PGF', 'PGR', 'PI3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIP5K1C', 'PLCG1', 'PLCG2', 'PPP1R9A', 'PRKACA', 'PTEN', 'PTK2B', 'PTK2', 'PTK6', 'PTPN11', 'PTPN22', 'PTPN2', 'RASA1', 'RASA2', 'REM1', 'RGS4', 'RHOA', 'RHOC', 'RNF41', 'ROR1', 'RRAS2', 'SH2B3', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SHH', 'SLC25A16', 'SMAD4', 'SNAI2', 'SOS1', 'SOX10', 'SOX2', 'SPARC', 'SPRY2', 'SRC', 'STAT3', 'STAT5A', 'STAT5B', 'SYN3', 'TCF7L2', 'TGFA', 'TMEFF2', 'TNFRSF13C', 'TNS1', 'TP53', 'USP8', 'VAV1', 'VAV2', 'VAV3', 'VEGFA', 'VEGFB', 'VEGFC', 'WNT1', 'WNT5A', 'ZEB1', 'ZNF217', 'KRBOX4', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19951943522205973
		RMSE:  0.4939516163098853
		NRMSE:  0.17910620018705933
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27774471248359456
		RMSE:  0.5592204608326292
		NRMSE:  0.15547938022732444
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  LinearRegression
		Pearson Correlation:  0.7761325970082845
		Spearman Correlation:  0.7743758752711548
		Coefficient of Determination:  0.6023818081388239
		RMSE:  0.28438971721116135
		NRMSE:  0.10311933383776659
		MAPE:  179.54949420662936
		Pearson Correlation:  0.15343451130470845
		Spearman Correlation:  0.22196037357074283
		Coefficient of Determination:  -0.43664162260426176
		RMSE:  0.5929734235721918
		NRMSE:  0.1648636751434467
		MAPE:  216.14371404470285

	Predictor:  ElasticNet
		Pearson Correlation:  0.6677276178474405
		Spearman Correlation:  0.6607009967793842
		Coefficient of Determination:  0.4248863417351273
		RMSE:  0.34202480755600884
		NRMSE:  0.12401774106684102
		MAPE:  198.62129432521147
		Pearson Correlation:  0.2770941899952012
		Spearman Correlation:  0.3015474008404095
		Coefficient of Determination:  0.024021037652082855
		RMSE:  0.4887437705692261
		NRMSE:  0.13588483229838771
		MAPE:  161.4277060974986

	Predictor:  RandomForests
		Pearson Correlation:  0.5700111679315052
		Spearman Correlation:  0.598007350486268
		Coefficient of Determination:  0.30672257699633665
		RMSE:  0.3755210573064074
		NRMSE:  0.13616343674879794
		MAPE:  234.93540337334667
		Pearson Correlation:  0.36952256040669623
		Spearman Correlation:  0.3672639309717079
		Coefficient of Determination:  0.11045540866504089
		RMSE:  0.4666001440422716
		NRMSE:  0.12972826691937767
		MAPE:  157.5268378840568


Fold:  4

Protein:  RB1
Protein Interaction Partners Count:  369
x_train_column_count:  366
x_train columns:  ['AATF', 'ABCC1', 'ABL1', 'ACTL6A', 'ACTL6B', 'AFAP1', 'AHR', 'AKT1', 'ANXA5', 'ARID1A', 'ARID1B', 'ARID4A', 'ARMCX1', 'ARMCX2', 'ARMCX3', 'ARNT', 'AR', 'ASF1A', 'ATF2', 'ATM', 'AURKB', 'BCR', 'BDP1', 'BGLAP', 'BRCA1', 'BRF1', 'FAM208A', 'C4BPA', 'CABIN1', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CBFB', 'CBX1', 'CBX4', 'CBX5', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCNC', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNT2', 'CDC25A', 'CDC27', 'CDC6', 'CDH1', 'CDK14', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK6', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CEBPA', 'CEBPB', 'CEBPD', 'CEBPE', 'CHEK1', 'CHEK2', 'CLNK', 'COL1A1', 'CREBBP', 'CTBP1', 'CTNNB1', 'CUX1', 'DCAF10', 'DGKZ', 'DNAJA3', 'DNMT1', 'DNMT3A', 'DUSP1', 'DUT', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EED', 'EGFR', 'EGF', 'EID1', 'EIF2AK1', 'EIF2AK4', 'AGO2', 'ELF1', 'ENC1', 'EP300', 'ERBB2', 'ESD', 'ESR1', 'ESR2', 'EZH2', 'FBXW7', 'FMO5', 'FOS', 'FOXM1', 'FRK', 'FZR1', 'G6PD', 'GAPDH', 'GATA1', 'GJA1', 'GNB2L1', 'GRB2', 'GSC', 'GTF2H1', 'H1F0', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HARS2', 'HARS', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC8', 'HDC', 'HES1', 'HIF1A', 'HIRA', 'HIST1H1A', 'HIST1H1B', 'HIST1H1C', 'HIST1H1D', 'HIST1H1E', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST1H4A', 'HIST2H2AC', 'HIST2H2BE', 'HIST3H3', 'HIST4H4', 'HMGA1', 'HMGA2', 'HRAS', 'HSP90AA1', 'HSPA1A', 'HSPA8', 'ID2', 'IFI16', 'INS', 'JUN', 'KAT2B', 'KAT5', 'KDM1A', 'KDM2A', 'KDM4A', 'KDM5A', 'KDM5B', 'PPP1R26', 'KIF11', 'KRAS', 'KRT10', 'KRT14', 'KRT5', 'L3MBTL2', 'L3MBTL1', 'LIMD1', 'LIN52', 'LIN54', 'LIN9', 'LMNA', 'LOR', 'LPAR6', 'MAF', 'MAP2K7', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MAPK9', 'MCM2', 'MCM3', 'MCM4', 'MCM5', 'MCM7', 'MDM2', 'MDM4', 'MEF2C', 'MORF4L1', 'MRFAP1', 'MRPL11', 'MRPS18B', 'MSH6', 'MTL5', 'MYBL2', 'MYC', 'MYOD1', 'NACC2', 'NCAPD3', 'NCAPG2', 'NCAPH2', 'NCR1', 'NDC80', 'NEO1', 'NFYA', 'NFYB', 'NFYC', 'NGF', 'NOTCH1', 'NPM1', 'NRAS', 'ORC1', 'PA2G4', 'PAX2', 'PAX3', 'PAX5', 'PAX6', 'PAX8', 'PCNA', 'PELP1', 'PGR', 'PHB', 'PHF21B', 'PIAS4', 'PIK3CA', 'PIK3R1', 'PIK3R3', 'PLK1', 'PML', 'POLA1', 'POLA2', 'PPARA', 'PPARG', 'PPIA', 'PPP1CA', 'PPP1CB', 'PPP1CC', 'PPP1R3A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R3B', 'PPRC1', 'PRB1', 'PRB3', 'PRB4', 'PRDM2', 'PRH1', 'PRH2', 'PRIM1', 'PRIM2', 'PRKCB', 'PRMT2', 'PSMA7', 'PSMC1', 'PSMD10', 'PTEN', 'PTGDR', 'RAF1', 'RB1CC1', 'RBAK', 'RBBP4', 'RBBP5', 'RBBP6', 'RBBP7', 'RBBP8', 'RBBP9', 'RBL1', 'RBL2', 'RBFOX2', 'RFC1', 'RPS6KB1', 'RUNX2', 'S100A6', 'SETD1B', 'SETD7', 'SIRT1', 'SKP2', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'SMARCC1', 'SMARCC2', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'SMARCE1', 'SMC1A', 'SMC2', 'SMC4', 'SMC5', 'SMYD2', 'SNW1', 'SP100', 'SP1', 'SP3', 'SPI1', 'STAM', 'STAT3', 'SUV39H1', 'SUV420H2', 'SUZ12', 'TAF1', 'TBP', 'TERT', 'TFAP2A', 'TFDP1', 'TFDP3', 'TGM2', 'THAP1', 'TMPO', 'TNS1', 'TOP2A', 'TP53BP1', 'TP53', 'TP73', 'TRDMT1', 'TRIM27', 'TTK', 'UBE2I', 'UBE3A', 'UBL4A', 'UBN1', 'UBR4', 'UBTF', 'UHRF1', 'USP4', 'USP7', 'VEGFA', 'VPS39', 'WDR59', 'WDR73', 'WEE1', 'WWTR1', 'YAP1', 'YY1', 'ZBTB16', 'ZBTB7A', 'ZNF521', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0017653619110491459
		RMSE:  0.25173274438657
		NRMSE:  0.09206141909982812
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11040193949010524
		RMSE:  0.1737457828578019
		NRMSE:  0.1664678101960314
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  LinearRegression
		Pearson Correlation:  0.8268703350763363
		Spearman Correlation:  0.7578241515973115
		Coefficient of Determination:  0.6837145510292525
		RMSE:  0.14144783714612358
		NRMSE:  0.05172902177666895
		MAPE:  333.9895480876382
		Pearson Correlation:  -0.06973641674376374
		Spearman Correlation:  -0.039344630232297166
		Coefficient of Determination:  -12.60072635317127
		RMSE:  0.6080722966938907
		NRMSE:  0.5826009817708684
		MAPE:  953.2028453788067

	Predictor:  ElasticNet
		Pearson Correlation:  0.5136311087295942
		Spearman Correlation:  0.4907078994577548
		Coefficient of Determination:  0.2242427076122402
		RMSE:  0.2215234152787752
		NRMSE:  0.08101353689247191
		MAPE:  212.24271703851406
		Pearson Correlation:  0.003386370723155847
		Spearman Correlation:  0.10622825721018966
		Coefficient of Determination:  -0.258958165821392
		RMSE:  0.18500344514664344
		NRMSE:  0.17725390444433703
		MAPE:  141.18205214003075

	Predictor:  RandomForests
		Pearson Correlation:  0.5793800457140716
		Spearman Correlation:  0.4352192694372206
		Coefficient of Determination:  0.1884714823993323
		RMSE:  0.2265732310234822
		NRMSE:  0.08286030976575563
		MAPE:  177.20290416760355
		Pearson Correlation:  0.0526387952800828
		Spearman Correlation:  0.13829848252471977
		Coefficient of Determination:  -0.12007331950836031
		RMSE:  0.17450078803985147
		NRMSE:  0.16719118924601567
		MAPE:  121.55710028496003

Protein:  CDH1
Protein Interaction Partners Count:  834
x_train_column_count:  826
x_train columns:  ['ABCB1', 'ABCG2', 'ACAN', 'ACTA1', 'ACTA2', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTN1', 'ACTR3', 'ACVR1B', 'ADAM10', 'ADAM15', 'ADAM17', 'ADAM9', 'AFP', 'AIMP1', 'AJAP1', 'AKAP9', 'AKT1', 'AKT2', 'AKTIP', 'ALB', 'ALCAM', 'ALDH1A1', 'ALDH3A1', 'ALK', 'AMOTL2', 'ANAPC4', 'ANAPC7', 'ANO1', 'ANXA2', 'ANXA5', 'AP1M1', 'AP1M2', 'APC2', 'APC', 'AQP1', 'AQP5', 'AREG', 'ARF6', 'ARHGAP31', 'ARID1A', 'ARL2BP', 'ARMC7', 'ARPC1A', 'ARPC2', 'ARRB2', 'ARVCF', 'AR', 'CLMP', 'ASF1A', 'ATF2', 'ATF3', 'ATM', 'ATXN1', 'AXIN1', 'AXIN2', 'AXL', 'BAG3', 'BANP', 'BCAR1', 'BCL2L11', 'BCL2L1', 'BCL6B', 'BCL9L', 'BCORL1', 'BMI1', 'BMP2', 'BMP4', 'BMP6', 'BMP7', 'BNIP3', 'BRCA1', 'BRCA2', 'BSG', 'BTBD7', 'BTC', 'BTF3', 'ANAPC15', 'CA2', 'CA9', 'CALCA', 'CALR', 'CAPN1', 'CAPNS1', 'CASP3', 'CASP8', 'CASP9', 'CASS4', 'CAV1', 'CBLL1', 'CBL', 'CBX7', 'CCL2', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCNE1', 'CCR7', 'CD1A', 'CD1B', 'CD1C', 'CD1E', 'CD207', 'CD24', 'CD274', 'CD276', 'CD2AP', 'CD34', 'CD44', 'CD46', 'CD68', 'CD82', 'CDC16', 'CDC23', 'CDC27', 'CDC42', 'CDC6', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH24', 'CDH2', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDK14', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CDKN3', 'CDX2', 'CEACAM5', 'CFL1', 'CGN', 'CHGA', 'CHL1', 'CLCA2', 'CLDN1', 'CLDN2', 'CLDN3', 'CLDN4', 'CLDN5', 'CLDN7', 'CNTN1', 'COL1A1', 'CORO1C', 'CRB3', 'CREB1', 'CREBBP', 'CRYAB', 'YBX3', 'CSDC2', 'CSE1L', 'CSF2', 'CSNK2A1', 'CSNK2A2', 'CST5', 'CTBP1', 'CTBP2', 'CTCF', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNB1', 'CTNND1', 'CTNND2', 'CTSL', 'CTTN', 'CXCL12', 'CXCL1', 'CXCR4', 'CYP1B1', 'DAAM1', 'DAB2IP', 'DACH1', 'DAPK1', 'DAP', 'DDR1', 'DDR2', 'DDX3X', 'DICER1', 'DKK1', 'DLC1', 'DLG1', 'DLG5', 'DNM2', 'DNMT1', 'DNMT3A', 'DNMT3B', 'DNTT', 'DOT1L', 'DPAGT1', 'DPEP1', 'DSP', 'DUOX1', 'DUSP4', 'DVL1', 'DVL2', 'E2F1', 'ECT2', 'EDN1', 'EFEMP1', 'EFNA1', 'EGFR', 'EGF', 'EGR1', 'EHD1', 'EHMT2', 'EIF2AK3', 'AGO1', 'AGO2', 'ELAVL1', 'ELF3', 'ENAH', 'ENG', 'EP300', 'EPB41L3', 'EPCAM', 'EPHA10', 'EPHA1', 'EPHA2', 'EPPK1', 'ERBB2IP', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ESRP1', 'ESRP2', 'ETS1', 'ETS2', 'EXOC3', 'EXOC4', 'EYA2', 'EZH2', 'EZR', 'F11R', 'F2RL2', 'SUPT20H', 'FBXL5', 'FER', 'FGF10', 'FGF13', 'FGF17', 'FGF19', 'FGF2', 'FGF4', 'FGF5', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FHIT', 'FHL2', 'FLG', 'FLOT1', 'FLOT2', 'FLT1', 'FMN1', 'FN1', 'FOSL1', 'FOS', 'FOXA1', 'FOXA2', 'FOXC1', 'FOXC2', 'FOXJ2', 'FOXK2', 'FOXL1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXQ1', 'FRMPD2', 'FSCN1', 'FUT4', 'FXYD5', 'FYN', 'FZD1', 'FZD4', 'FZD7', 'FZR1', 'G6PD', 'GAB2', 'GABPA', 'GADD45A', 'GAPDH', 'GAS6', 'GATA1', 'GATA3', 'GATA4', 'GATA6', 'GDNF', 'GFRA1', 'GGT1', 'GJA1', 'GJB1', 'GJB2', 'GKN2', 'GLI1', 'GLI2', 'GMNN', 'GNA12', 'GNA13', 'GNB2L1', 'GNL3', 'GPA33', 'GRB2', 'GRHL2', 'GRHL3', 'GSK3B', 'GSN', 'GSTP1', 'H2AFZ', 'HAVCR2', 'HBEGF', 'HDAC1', 'HDAC2', 'HEPACAM', 'HES1', 'HGF', 'HGS', 'HIF1A', 'HMGA2', 'HNF4A', 'HOXB4', 'HOXD10', 'HPGDS', 'HPGD', 'HRAS', 'HSP90AA1', 'HSPA5', 'ICAM1', 'ID1', 'ID2', 'IDO1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP3', 'IL10', 'IL15', 'IL17A', 'IL1B', 'IL24', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ILK', 'INADL', 'INS', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'IQSEC1', 'IRS1', 'IRS2', 'ITGA5', 'ITGA6', 'ITGAE', 'ITGAM', 'ITGB1', 'ITGB4', 'ITGB7', 'ITPKB', 'IVL', 'JAG1', 'JAK2', 'AJUBA', 'JUN', 'JUP', 'KDM1A', 'KDM6A', 'KDR', 'KEAP1', 'KIFC3', 'KIT', 'KLF4', 'KLF5', 'KLF8', 'KLK3', 'KLK7', 'KLRG1', 'KRAS', 'KRT10', 'KRT14', 'KRT17', 'KRT18', 'KRT19', 'KRT20', 'KRT4', 'KRT5', 'KRT7', 'KRT8', 'KRT9', 'LAMA1', 'LAMB1', 'LAMC2', 'LASP1', 'LATS1', 'LATS2', 'LCN2', 'LEF1', 'LEP', 'LGALS3', 'LGALS4', 'LGALS9', 'LGR5', 'LIF', 'LIMA1', 'LIN28A', 'LIPG', 'LLGL2', 'LMNA', 'LOR', 'LOXL2', 'LOXL3', 'LOX', 'LRP5', 'LRP6', 'LY6K', 'MACC1', 'MACROD1', 'MAD2L2', 'MAGI1', 'MAP2K1', 'MAP2K7', 'MAP4K5', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MARK2', 'MARVELD2', 'MCAM', 'MCL1', 'MDM2', 'MED1', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MGAT5', 'MGMT', 'MKI67', 'MLH1', 'MLLT4', 'MME', 'MMP11', 'MMP13', 'MMP14', 'MMP15', 'MMP17', 'MMP1', 'MMP25', 'MMP27', 'MMP2', 'MMP3', 'MMP7', 'MMP8', 'MMP9', 'MPP5', 'MRAP', 'MSH2', 'MSN', 'MT1G', 'MTA1', 'MTA3', 'MTBP', 'MTDH', 'MTOR', 'MUC1', 'MUC4', 'MYCN', 'MYC', 'MYH6', 'MYO6', 'MYO7A', 'NANOG', 'NCAM1', 'NCOA1', 'NCSTN', 'NDRG1', 'NDRG2', 'NEDD9', 'NEK2', 'NES', 'NEUROG3', 'NF2', 'NFE2L2', 'NFIC', 'NKD2', 'NKX2-1', 'NKX6-1', 'NKX6-2', 'NME1', 'NOG', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NR2F1', 'NRP2', 'NUDT21', 'NUMBL', 'NUMB', 'NUP98', 'NUTF2', 'OTUB1', 'OVOL1', 'OVOL2', 'PARD3', 'PARD6A', 'PAX2', 'PAX5', 'PAX6', 'PAX8', 'PCSK9', 'PDCD4', 'PDGFRB', 'PDPN', 'PEBP1', 'PECAM1', 'PGR', 'PHLPP1', 'PI3', 'PIK3CA', 'PIK3R1', 'PIP5K1A', 'PIP5K1C', 'PIP', 'PIR', 'PITX1', 'PKD1', 'PKM', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PLAUR', 'PLAU', 'PLCD1', 'PLEKHA7', 'PLG', 'PODXL', 'POLR2C', 'POSTN', 'POTEF', 'POU5F1', 'PPARA', 'PPARGC1A', 'PPARG', 'PPL', 'PPP6C', 'PRAME', 'PRDM10', 'PRKAR1A', 'PRKCA', 'PRKCI', 'PRKCZ', 'PRKD1', 'PRKG1', 'PRMT5', 'PROC', 'PROM1', 'PRSS8', 'PSEN1', 'PTCH1', 'PTEN', 'PTF1A', 'PTGS2', 'PTK2', 'PTPN11', 'PTPN14', 'PTPRC', 'PTPRF', 'PTPRJ', 'PTPRM', 'PTPRS', 'PTPRT', 'PTPRU', 'PTRH2', 'PVRL1', 'PVRL2', 'PVR', 'PXN', 'RAB11A', 'RAB25', 'RAB5A', 'RAB7A', 'RAB8B', 'RAC1', 'RAC2', 'RACGAP1', 'RAF1', 'RALA', 'RALBP1', 'RALGDS', 'RAP1A', 'RAP1B', 'RAPGEF1', 'RARB', 'RASSF1', 'RB1', 'RBM4', 'RCOR1', 'RDX', 'REM1', 'RET', 'RHOA', 'RHOB', 'RHOC', 'RHOD', 'RICTOR', 'RND3', 'ROCK1', 'ROCK2', 'RPS6KB1', 'RPTOR', 'RRM2', 'RUNX2', 'RUNX3', 'S100A14', 'S100A4', 'S100A8', 'SATB1', 'SCRIB', 'SDC1', 'SDC4', 'SDHC', 'SELE', 'SELL', 'SELP', 'SEMA3C', 'SEMA3F', 'SENP1', 'SERPINB4', 'SERPINB5', 'SERPINE1', 'SFN', 'SFRP1', 'SFRP2', 'SFTPC', 'SHH', 'SIK1', 'SIN3A', 'SIRT1', 'SIRT2', 'SIRT4', 'SIRT7', 'SIX1', 'SIX2', 'SKIL', 'SKP2', 'SLC2A1', 'SLC39A6', 'SLC6A3', 'SLC9A3R1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMO', 'SNAI1', 'SNAI2', 'SNAI3', 'SNX16', 'SNX1', 'SOX10', 'SOX17', 'SOX2', 'SOX4', 'SOX9', 'SP1', 'SPARC', 'SPDEF', 'SPINT1', 'SPP1', 'SPRY1', 'SRCIN1', 'SRC', 'SRXN1', 'ST14', 'ST7L', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STX4', 'STYK1', 'SUCLG2', 'SUMO1', 'SUZ12', 'SYNJ2', 'SYP', 'TACC3', 'TACSTD2', 'TATDN1', 'TBX1', 'TBX3', 'TCF15', 'TCF4', 'TDGF1', 'TERT', 'TET2', 'TFF1', 'TFF3', 'TGFB1', 'TGFB2', 'TGFB3', 'TGFBI', 'TGFBR1', 'TGFBR2', 'THBS1', 'THEM4', 'THUMPD1', 'THY1', 'TIAM1', 'TIMP1', 'TIMP2', 'TIMP3', 'TJP1', 'TJP2', 'TJP3', 'TLE1', 'TLN1', 'TLR4', 'TMPRSS2', 'TMPRSS4', 'TNFRSF6B', 'TNF', 'TNK2', 'TNS1', 'TP53BP1', 'TP53BP2', 'TP53', 'TRIM21', 'TRIM29', 'TRIM44', 'TRIP10', 'TRPS1', 'TSPYL2', 'TWIST1', 'TWIST2', 'TYRP1', 'T', 'UBE2I', 'UBE2S', 'USP48', 'USP9X', 'VANGL1', 'VANGL2', 'VASP', 'VAV1', 'VCAM1', 'VCL', 'VDR', 'VEGFA', 'VEGFC', 'VEZT', 'VHL', 'VIM', 'VIPAS39', 'VPS33B', 'VTN', 'WASL', 'WDFY2', 'WDTC1', 'WIF1', 'WISP1', 'WISP3', 'WNT10A', 'WNT10B', 'WNT11', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8A', 'WNT9A', 'WNT9B', 'WT1', 'XIAP', 'YAP1', 'YBX1', 'YES1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'ZYX', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1648542010437435
		RMSE:  1.2077311247232185
		NRMSE:  0.19230774891296748
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01787767410405383
		RMSE:  1.1768276141426715
		NRMSE:  0.21349508619837296
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.119011303751291
		NRMSE:  0.17818083878718685
		MAPE:  552.7314487209006
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06543533401046742
		RMSE:  1.204005869039757
		NRMSE:  0.21842565020132743
		MAPE:  371.74257556440244

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  4.006093404834025e-15
		NRMSE:  6.378926475007204e-16
		MAPE:  3.080229146179914e-12
		Pearson Correlation:  0.1817469326691653
		Spearman Correlation:  0.15179491016097457
		Coefficient of Determination:  -1.9995487559499154
		RMSE:  2.020193730178947
		NRMSE:  0.3664949983997219
		MAPE:  1011.5270882416661

	Predictor:  ElasticNet
		Pearson Correlation:  0.8930100760884667
		Spearman Correlation:  0.8615750721418307
		Coefficient of Determination:  0.7783151727107709
		RMSE:  0.5268687722659561
		NRMSE:  0.08389362954459349
		MAPE:  251.57699470729673
		Pearson Correlation:  0.5033513101805546
		Spearman Correlation:  0.4869013329343259
		Coefficient of Determination:  0.20020936312097626
		RMSE:  1.0431654962974326
		NRMSE:  0.189246670348941
		MAPE:  501.7113727952967

	Predictor:  RandomForests
		Pearson Correlation:  0.753766769231701
		Spearman Correlation:  0.7342746966759073
		Coefficient of Determination:  0.5625251504145368
		RMSE:  0.7401351311327643
		NRMSE:  0.11785215934727623
		MAPE:  216.7168265193337
		Pearson Correlation:  0.7698116589512704
		Spearman Correlation:  0.5021041435734319
		Coefficient of Determination:  0.5286020434695378
		RMSE:  0.8008642433908563
		NRMSE:  0.14528940230594975
		MAPE:  166.4565667458046

Protein:  CDH2
Protein Interaction Partners Count:  472
x_train_column_count:  467
x_train columns:  ['ABCG2', 'ABL1', 'ACAN', 'ACTA1', 'ACTA2', 'ACTB', 'ACTR3', 'ADAM10', 'ADH1A', 'AFP', 'AHSG', 'AKT1', 'AKT3', 'ALB', 'ALCAM', 'ALDH1A1', 'AMBN', 'AMELX', 'AMOTL1', 'AMTN', 'ANGPT1', 'ANO8', 'ANXA5', 'APC2', 'APC', 'APLP2', 'APOA1', 'APOA2', 'APOA5', 'APOB', 'APOE', 'APOL1', 'APPL1', 'APP', 'ARHGAP32', 'ARMC7', 'ARPC5', 'ARVCF', 'AR', 'ATXN1', 'AXIN1', 'AXIN2', 'AXL', 'BCL2L1', 'BDNF', 'BMI1', 'BMP15', 'BMP2', 'BMP4', 'BMP7', 'BNIP2', 'BOC', 'BPIFB2', 'RGCC', 'GSKIP', 'C3', 'C4A', 'CABLES1', 'CADM1', 'CALU', 'CASP3', 'CAV1', 'CBLL1', 'CCNA2', 'CCNB1', 'CCND1', 'CD24', 'CD34', 'CD44', 'CD80', 'CDC42', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDK4', 'CDK5', 'CDK6', 'CDKN2A', 'CDON', 'CDX2', 'CEBPZ', 'CFL1', 'CHGB', 'CHL1', 'CHRDL1', 'CKAP4', 'CLDN11', 'CLDN3', 'CLDN4', 'CLDN7', 'CORT', 'CP', 'CREBBP', 'CRP', 'CSF1', 'CSK', 'CST3', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNB1', 'CTNND1', 'CTNND2', 'CTTN', 'CXCL12', 'CXCR4', 'CYLD', 'CYR61', 'DBN1', 'DDR1', 'DDR2', 'DKK1', 'DLG4', 'DLG5', 'DMP1', 'DNAJC3', 'DSP', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EFNB1', 'EFNB2', 'EFNB3', 'EGFR', 'EGF', 'EHMT2', 'EIF2AK3', 'ENAM', 'ENG', 'EPCAM', 'EPHA1', 'EPHA2', 'EPHA4', 'EPHB2', 'EPS8', 'ERBB2', 'ERBB4', 'ESR1', 'ESRP1', 'EXOC4', 'EZH2', 'EZR', 'F11R', 'F5', 'EVA1A', 'FAM20A', 'FAM20C', 'FBN1', 'FER', 'FGA', 'FGF13', 'FGF23', 'FGF2', 'FGFR1', 'FGFR4', 'FGG', 'FN1', 'FOXC2', 'FOXD3', 'FOXO1', 'FOXP4', 'FSTL1', 'FSTL3', 'FUCA2', 'GAA', 'GAPDH', 'GAS6', 'GATA4', 'GFAP', 'GJA10', 'GJA1', 'GJA3', 'GJB6', 'GJC1', 'GJC3', 'GJD3', 'GJD4', 'GLI1', 'GOLM1', 'GPC3', 'GRIA1', 'GRIA2', 'HGF', 'HMGA2', 'HNF4A', 'HRAS', 'HRC', 'HSP90B1', 'HSPA5', 'IARS2', 'IGF1R', 'IGF1', 'IGFBP1', 'IGFBP3', 'IGFBP4', 'IGFBP5', 'IGFBP7', 'IL1B', 'IL6', 'CXCL8', 'ILK', 'INADL', 'INS', 'INVS', 'IQGAP1', 'ISL1', 'ITGA6', 'ITGB1', 'ITIH2', 'ITPKB', 'JAG1', 'JAM3', 'JUN', 'JUP', 'KCNA5', 'KDR', 'KIAA2022', 'KIF5B', 'KIT', 'KLF4', 'KNG1', 'KRAS', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT8', 'KTN1', 'L1CAM', 'LAMB1', 'LAMB2', 'LAMC1', 'LEF1', 'LGALS1', 'LRP5', 'LRP6', 'LRRC7', 'LTBP1', 'LTBP3', 'MAP1B', 'MAP2K6', 'MAP2K7', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MATN3', 'MBTPS1', 'MCAM', 'MEF2A', 'MEF2C', 'MEF2D', 'MEN1', 'MEPE', 'MET', 'MFGE8', 'MFI2', 'MGAT4A', 'MIA3', 'MKI67', 'MLLT4', 'MMP14', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MPDZ', 'MPP5', 'MRAP', 'MRPL49', 'MSLN', 'MSN', 'MTHFD1', 'MUC1', 'MUC4', 'MXRA8', 'MYC', 'MYO10', 'MZF1', 'NANOG', 'NCAM1', 'NCSTN', 'NDRG1', 'NENF', 'NES', 'NFASC', 'NGF', 'NKX2-5', 'NLGN1', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTUM', 'NRCAM', 'NT5C', 'NT5E', 'NTRK2', 'NUCB1', 'NUMBL', 'NUMB', 'OLFM3', 'P4HB', 'PARD3', 'PAX6', 'PCSK9', 'PC', 'PDGFRB', 'PDIA4', 'PDIA6', 'PECAM1', 'PENK', 'PIK3CA', 'PIK3R1', 'PIP5K1C', 'PITX2', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PNPLA2', 'POU5F1', 'PPT2', 'PRKCDBP', 'PRKCSH', 'PROC', 'PROM1', 'PRPH', 'PRSS23', 'PSEN1', 'PTEN', 'PTK2', 'PTPN11', 'PTPN1', 'PTPN2', 'PTPRC', 'PTPRS', 'PVRL1', 'PVRL2', 'PVRL3', 'PXN', 'QSOX1', 'RAB11FIP1', 'RAB3D', 'RAB5A', 'RAC1', 'RCN1', 'RELN', 'REM1', 'RHOA', 'RHOB', 'RHOC', 'ROBO1', 'PTBP3', 'RPS6KB1', 'RUNX2', 'S100A14', 'S100A4', 'SARS2', 'SCARB2', 'SCG2', 'SCG3', 'SDC2', 'SEMA3A', 'SENP3', 'SERPINA10', 'SERPINA1', 'SERPINC1', 'SERPIND1', 'SERPINE1', 'SHH', 'SHISA5', 'SIRT7', 'SKP1', 'SLC2A1', 'SLC9A3R1', 'SLIT1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SNAI1', 'SNAI2', 'SNAI3', 'SOX10', 'SOX18', 'SOX1', 'SOX2', 'SOX4', 'SOX9', 'SP7', 'SPAG9', 'SPARCL1', 'SPARC', 'SPP1', 'SPP2', 'SRC', 'ST6GALNAC5', 'STAT3', 'STC2', 'SYP', 'TBX1', 'TCF3', 'TEK', 'TF', 'TGFB1', 'TGFBR1', 'TGM2', 'TGOLN2', 'THY1', 'TIMP1', 'TJP1', 'TJP3', 'TMEM132A', 'TNC', 'TNF', 'TNNT1', 'TP53', 'TRPS1', 'TSC2', 'TWIST1', 'TWIST2', 'USP9X', 'VANGL2', 'VCAM1', 'VCAN', 'VCL', 'VEGFA', 'VGF', 'VIM', 'VTN', 'VWA1', 'WFS1', 'WNT11', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT7A', 'XIRP1', 'ZBTB16', 'ZEB1', 'ZEB2', 'ZSCAN1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011628294333081435
		RMSE:  0.38156283556505555
		NRMSE:  0.1382574228440668
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.013534078125908788
		RMSE:  0.33551468363995024
		NRMSE:  0.17308132332546644
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  LinearRegression
		Pearson Correlation:  0.9408644504639472
		Spearman Correlation:  0.9237686573195413
		Coefficient of Determination:  0.8852259141468249
		RMSE:  0.12852200879255657
		NRMSE:  0.04656931980308594
		MAPE:  2932.324276167465
		Pearson Correlation:  0.061827886839771154
		Spearman Correlation:  0.05557425903066123
		Coefficient of Determination:  -64.84877951610844
		RMSE:  2.7043706797587306
		NRMSE:  1.3950985719526279
		MAPE:  1927.0099157749812

	Predictor:  ElasticNet
		Pearson Correlation:  0.6735655592686786
		Spearman Correlation:  0.6508016593518567
		Coefficient of Determination:  0.3978543841520591
		RMSE:  0.2943786762559476
		NRMSE:  0.1066666701412956
		MAPE:  2215.6910155840337
		Pearson Correlation:  0.04514233112123924
		Spearman Correlation:  0.13316126136236114
		Coefficient of Determination:  -0.13718205327861832
		RMSE:  0.35539175854186017
		NRMSE:  0.18333527224519217
		MAPE:  164.24934382745576

	Predictor:  RandomForests
		Pearson Correlation:  0.550213109049189
		Spearman Correlation:  0.4891234906858902
		Coefficient of Determination:  0.1892807304488393
		RMSE:  0.34157873950022544
		NRMSE:  0.12376938165817286
		MAPE:  1003.40915529767
		Pearson Correlation:  0.17163326065502296
		Spearman Correlation:  0.1920048878414943
		Coefficient of Determination:  -0.004505765583519228
		RMSE:  0.33401699974633664
		NRMSE:  0.1723087159766088
		MAPE:  181.21785458783677

Protein:  CDH3
Protein Interaction Partners Count:  73
x_train_column_count:  74
x_train columns:  ['AIMP1', 'CLMP', 'BRCA1', 'CCND1', 'CD24', 'CD2AP', 'CD44', 'CDCP1', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH2', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CLDN1', 'CLDN7', 'CTNNA1', 'CTNNA3', 'CTNNB1', 'CTNND1', 'DPYD', 'DSP', 'ECM1', 'EGFR', 'EPCAM', 'ERBB2', 'ESR1', 'ESRP1', 'F11R', 'FN1', 'GALNT6', 'GATA3', 'HOXA9', 'IGF1R', 'ITGA9', 'JUP', 'KIRREL', 'KRT14', 'KRT15', 'KRT17', 'KRT4', 'KRT5', 'KRT8', 'LEF1', 'MKI67', 'NPHS1', 'NPHS2', 'PGR', 'PKP1', 'PKP2', 'PKP3', 'POU5F1', 'S100A4', 'SNAI1', 'SNAI2', 'SYNPO', 'TECR', 'TJP1', 'TP53', 'UMPS', 'VCL', 'ZEB1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006306553616452382
		RMSE:  0.206558346691537
		NRMSE:  0.1472115018398285
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056823148221427866
		RMSE:  0.21361844422784051
		NRMSE:  0.19012980777528213
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  LinearRegression
		Pearson Correlation:  0.5168390583924105
		Spearman Correlation:  0.5403178575375212
		Coefficient of Determination:  0.2671226122799537
		RMSE:  0.1762760293337962
		NRMSE:  0.12562968009877576
		MAPE:  434.55039857005505
		Pearson Correlation:  0.40637234139747164
		Spearman Correlation:  0.40395266773899924
		Coefficient of Determination:  -0.32513630193522625
		RMSE:  0.23920368452191235
		NRMSE:  0.21290179657325267
		MAPE:  926.9153647230173

	Predictor:  ElasticNet
		Pearson Correlation:  0.4502411301921341
		Spearman Correlation:  0.4784511370923908
		Coefficient of Determination:  0.1857680114143465
		RMSE:  0.18580255360695666
		NRMSE:  0.13241911256678354
		MAPE:  354.601296657717
		Pearson Correlation:  0.4883564579220066
		Spearman Correlation:  0.4209204603548673
		Coefficient of Determination:  0.1440457340763096
		RMSE:  0.19224845996101944
		NRMSE:  0.1711095821786669
		MAPE:  304.9277412813807

	Predictor:  RandomForests
		Pearson Correlation:  0.5492470972367409
		Spearman Correlation:  0.5433468367086957
		Coefficient of Determination:  0.2574319733918553
		RMSE:  0.17743762712931946
		NRMSE:  0.12645753604723653
		MAPE:  435.61382629898475
		Pearson Correlation:  0.450451981096876
		Spearman Correlation:  0.3980673075724137
		Coefficient of Determination:  0.12512572123777044
		RMSE:  0.194361576653241
		NRMSE:  0.1729903489446223
		MAPE:  635.6356775073434

Protein:  PTEN
Protein Interaction Partners Count:  884
x_train_column_count:  876
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ABTB1', 'ACTB', 'ACTG1', 'ADM', 'AEBP1', 'AFP', 'AKT1S1', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDH1A1', 'ALK', 'AMHR2', 'ANXA2', 'ANXA5', 'APAF1', 'APC', 'ARAF', 'AREG', 'ARHGAP21', 'ARID1A', 'ARID2', 'ARL2BP', 'AR', 'ATF3', 'ATG12', 'ATG5', 'ATG7', 'ATM', 'ATRX', 'AURKA', 'AURKB', 'AXIN1', 'AXIN2', 'AXL', 'BAD', 'BAG5', 'BARD1', 'BAX', 'BBC3', 'BCAR1', 'BCL2L11', 'BCL2L1', 'BCL2L2', 'BCL6', 'BCR', 'BDNF', 'BECN1', 'BIRC3', 'BIRC5', 'BMI1', 'BMP2', 'BMP4', 'BMP7', 'BMPR1A', 'BNIP3', 'BRAF', 'BRCA1', 'BRCA2', 'BRD4', 'BTG2', 'BTK', 'SPRTN', 'CLHC1', 'CA9', 'CASP3', 'CASP6', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBL', 'CBX7', 'CCL2', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CD24', 'CD274', 'CD34', 'CD44', 'CD79A', 'CD79B', 'CDC14A', 'CDC20', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC27', 'CDC42', 'CDC7', 'CDH17', 'CDH1', 'CDH2', 'CDIPT', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CDX2', 'CENPC', 'CFL1', 'CFLAR', 'CFTR', 'CHD1', 'CHD8', 'CHEK1', 'CHEK2', 'CHKA', 'CHORDC1', 'CHUK', 'CLTCL1', 'CLTC', 'CNOT6L', 'CREB1', 'CREBBP', 'CRP', 'CSF1R', 'CSF1', 'CSK', 'CSN2', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTGF', 'CTLA4', 'CTNNB1', 'CUL1', 'CUL3', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP19A1', 'DAPK1', 'DAXX', 'DBN1', 'DCAF13', 'DDIT4', 'DDR2', 'DECR1', 'DEPTOR', 'DGCR8', 'DICER1', 'DLC1', 'DLG1', 'DLG4', 'DNM1L', 'DNMT1', 'DNMT3A', 'DNMT3B', 'DNTT', 'DOLPP1', 'DUSP1', 'DUSP6', 'DUT', 'DVL1', 'DYRK1A', 'E2F1', 'E2F2', 'E2F3', 'ECSCR', 'EGFR', 'EGF', 'EGR1', 'EIF2AK2', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF4A1', 'EIF4A2', 'EIF4EBP1', 'EIF4EBP2', 'EIF4E', 'EIF4G1', 'EML4', 'ENDOG', 'EP300', 'EPCAM', 'EPHA1', 'EPHA2', 'EPHA3', 'EPHA4', 'EPHA5', 'EPHA7', 'EPHB1', 'EPHB2', 'EPHB3', 'EPHB4', 'ERBB2', 'ERBB3', 'ERBB4', 'ERCC1', 'EREG', 'ESR1', 'ETS1', 'ETS2', 'ETV1', 'ETV6', 'EYA2', 'EZH2', 'EZR', 'FABP4', 'FASLG', 'FASN', 'FBXW7', 'FCGR1B', 'FGF2', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FIG4', 'FKBP1A', 'FLCN', 'FLT1', 'FLT3', 'FLT4', 'FMR1', 'FN1', 'FOS', 'FOXA1', 'FOXG1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FOXP1', 'FOXP3', 'FRK', 'FYN', 'FZR1', 'GADD45A', 'GAPDH', 'GATA3', 'GCK', 'GDF10', 'GDF2', 'GFAP', 'GJA1', 'GLI1', 'GNA11', 'GNAQ', 'GNAS', 'GNRHR', 'GRASP', 'GRB2', 'GRPR', 'GSK3A', 'GSK3B', 'GSTP1', 'H1F0', 'H2AFX', 'HAVCR2', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HES1', 'HGF', 'HIF1A', 'HIST1H2BA', 'HK1', 'HK2', 'HMGA2', 'HNF4A', 'HOXA9', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPA1A', 'HSPA1B', 'HSPA2', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPA9', 'ID1', 'ID4', 'IDH1', 'IDH2', 'IDO1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IKBKB', 'IKZF1', 'IL10', 'IL17A', 'IL21', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ILK', 'INPP4A', 'INPP4B', 'INPP5A', 'INPP5B', 'INPP5D', 'INPP5E', 'INPP5F', 'INPP5J', 'INPP5K', 'INPPL1', 'INSRR', 'INSR', 'INS', 'IPMK', 'IPO11', 'IQGAP1', 'IRAK1', 'IRS1', 'IRS2', 'ITGB1', 'ITPKA', 'ITPKB', 'ITPKC', 'ITPR3', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JARID2', 'JUN', 'KAT2B', 'KDM5B', 'KDM5C', 'KDM6A', 'KDR', 'KEAP1', 'ATG13', 'KIF11', 'KLLN', 'KITLG', 'KIT', 'KLF17', 'KLF2', 'KLF4', 'KLK3', 'KPNA1', 'KPNA2', 'KPNA5', 'KPNA6', 'KPNA7', 'KRAS', 'KRT14', 'KRT5', 'KRT8', 'LASP1', 'LATS1', 'LATS2', 'LCK', 'LDHA', 'LEF1', 'LEP', 'LGALS3', 'LIG4', 'LOX', 'LRIG1', 'LRP1B', 'LRRK2', 'LYN', 'LYPD1', 'MAGI1', 'MAGI2', 'MAGI3', 'MAN2C1', 'MAP1LC3B', 'MAP2K1', 'MAP2K2', 'MAP2K3', 'MAP2K4', 'MAP2K7', 'MAP3K1', 'MAP3K5', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK4', 'MAPK6', 'MAPK7', 'MAPK8', 'MAPK9', 'MAPKAP1', 'MAPT', 'MARCH2', 'MARCH3', 'MAST1', 'MAST2', 'MAST3', 'MAST4', 'MATK', 'MCL1', 'MCM2', 'MCM7', 'MCRS1', 'MDK', 'MDM2', 'MDM4', 'MECOM', 'MECP2', 'MED12', 'MEN1', 'MET', 'MGMT', 'MINPP1', 'MITF', 'MKI67', 'MKRN1', 'MLH1', 'MLH3', 'KMT2D', 'KMT2C', 'KMT2B', 'MLLT1', 'MLST8', 'MME', 'MMP2', 'MMP9', 'MOV10', 'MRAP', 'MRE11A', 'MSH2', 'MSH6', 'MTDH', 'MTMR2', 'MTOR', 'MTSS1', 'MUTYH', 'MVP', 'MYCN', 'MYC', 'MYLK', 'MYOCD', 'NANOG', 'NCKAP1', 'NCOA3', 'NCOR2', 'NDFIP1', 'NDFIP2', 'NDRG1', 'NDRG2', 'NEDD4L', 'NEDD4', 'NES', 'NF1', 'NF2', 'NFATC1', 'NFATC4', 'NFE2L2', 'NFKBIA', 'NGFR', 'NKX3-1', 'NLGN3', 'NLGN4X', 'NOS3', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NPM1', 'NR1H4', 'NR3C2', 'NRAS', 'NRP2', 'NTRK1', 'NTRK2', 'NUMB', 'OCRL', 'OLIG2', 'OTUD3', 'PALB2', 'PARD3', 'PARD6A', 'PARD6B', 'PARD6G', 'PARK2', 'PARK7', 'PARP1', 'PAX8', 'PBK', 'PBRM1', 'PCGF2', 'PCSK9', 'PDCD1', 'PDCD4', 'PDGFB', 'PDGFRA', 'PDGFRB', 'PDK1', 'PDK2', 'PDPK1', 'PDZK1', 'PECAM1', 'PGM3', 'PGR', 'PHF6', 'PHLPP1', 'PHLPP2', 'PI3', 'PI4K2A', 'PI4K2B', 'PI4KA', 'PI4KB', 'PIK3C2A', 'PIK3C2B', 'PIK3C2G', 'PIK3C3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3CG', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIK3R5', 'PIKFYVE', 'PINK1', 'PIP4K2A', 'PIP4K2B', 'PIP4K2C', 'PIP5K1A', 'PIP5K1B', 'PIP5K1C', 'PIP5KL1', 'PKM', 'PLCB1', 'PLCB2', 'PLCB3', 'PLCB4', 'PLCD1', 'PLCD3', 'PLCD4', 'PLCE1', 'PLCG1', 'PLCG2', 'PLCH1', 'PLCH2', 'PLCZ1', 'PLEKHA1', 'PLEK', 'PLK1', 'PLK2', 'PLK3', 'BPIFA1', 'PMAIP1', 'PML', 'PMPCA', 'PMS1', 'PMS2', 'POLE', 'POLI', 'POTEF', 'POU5F1', 'PPARG', 'PPM1D', 'PPP2R1A', 'PPP2R4', 'PPP2R5A', 'PPP2R5E', 'PPP3CA', 'PPP6C', 'PRDX1', 'PREX2', 'PRKAA1', 'PRKAA2', 'PRKCI', 'PRKCZ', 'PRKDC', 'PRMT5', 'PROM1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTER', 'PTGS2', 'PTK2B', 'PTK2', 'PTK6', 'PTPMT1', 'PTPN11', 'PTPN12', 'PTPN13', 'PTPN1', 'PTPRC', 'PTPRD', 'PTS', 'PXN', 'RAB7A', 'RAC1', 'RAC2', 'RAD51C', 'RAD51D', 'RAD51', 'RAD52', 'RAF1', 'RASA1', 'RASSF1', 'RB1CC1', 'RB1', 'RBL1', 'RBL2', 'RBM38', 'RBFOX2', 'RCN1', 'RECK', 'RELA', 'REL', 'REM1', 'RETN', 'RET', 'RHEB', 'RHOA', 'RHOB', 'RHOC', 'RICTOR', 'DROSHA', 'RNF146', 'ROCK1', 'ROCK2', 'ROS1', 'RPS27A', 'RPS6KA1', 'RPS6KA2', 'RPS6KA3', 'RPS6KB1', 'RPS6KB2', 'RPS6', 'RPTOR', 'RRAS2', 'RRAS', 'RRM1', 'RSL1D1', 'RUNX3', 'RWDD3', 'SACM1L', 'SALL4', 'SCAI', 'SCGB1D4', 'SCRIB', 'SDHB', 'SDHC', 'SERPINA1', 'SERPINA4', 'SERPINB5', 'SESN1', 'SESN2', 'SETD2', 'SGK1', 'SGK2', 'SGK3', 'SHANK2', 'SHARPIN', 'SHC1', 'SHFM1', 'SHH', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT5', 'SIRT6', 'SIRT7', 'SKP2', 'SLC25A16', 'SLC2A1', 'SLC2A4', 'SLC34A2', 'SLC9A3R1', 'SLC9A3R2', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMUG1', 'SMYD2', 'SNAI1', 'SNAI2', 'SNCA', 'SNX27', 'SOCS1', 'SOCS3', 'SOD2', 'SOS1', 'SOX2', 'SOX4', 'SOX9', 'SP1', 'SPOP', 'SPRY1', 'SPRY2', 'SRBD1', 'SRC', 'SREBF1', 'SRF', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STMN1', 'STUB1', 'STX16', 'SUCLG2', 'SUMO1', 'SYK', 'SYNJ1', 'SYNJ2', 'TACSTD2', 'TBX1', 'TBX2', 'TBX3', 'TCF7L2', 'TCHP', 'TEP1', 'TERT', 'TET1', 'TGFB1', 'TGFBR1', 'TGFBR2', 'TGM2', 'THBS1', 'TIMP1', 'TIMP3', 'TJP1', 'TLR4', 'TMEM55A', 'TMEM55B', 'TMPRSS2', 'TNFRSF10B', 'TNFSF10', 'TNF', 'TNKS2', 'TNKS', 'TNPO2', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TOP1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TPM1', 'TRAF6', 'TRIM27', 'TRIM29', 'TSC1', 'TSC2', 'TTN', 'TUT1', 'TWIST1', 'TWSG1', 'TXN', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2E1', 'UBE2I', 'UBE2L3', 'UBE3A', 'ULK1', 'ULK2', 'USP10', 'USP13', 'USP18', 'USP28', 'USP7', 'USP8', 'UTF1', 'UVRAG', 'VCL', 'VDR', 'VEGFA', 'VHL', 'WDR18', 'WDTC1', 'WEE1', 'WIPI1', 'WIPI2', 'WNT1', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT9A', 'WNT9B', 'WT1', 'WWP1', 'WWP2', 'XIAP', 'XPO1', 'XPO5', 'YAP1', 'YES1', 'YWHAB', 'YWHAZ', 'YY1', 'ZEB1', 'ZEB2', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04663541191913323
		RMSE:  0.5747314783713694
		NRMSE:  0.11117523181123673
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02346833201832421
		RMSE:  0.7542692946958974
		NRMSE:  0.11793750210239971
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.584418458505877e-15
		NRMSE:  4.99926195161304e-16
		MAPE:  2.857037743898305e-12
		Pearson Correlation:  0.03848991693534187
		Spearman Correlation:  -0.01892043541690046
		Coefficient of Determination:  -1.5683531064355782
		RMSE:  1.1948588091764238
		NRMSE:  0.18682805240816572
		MAPE:  2280.6983454168767

	Predictor:  ElasticNet
		Pearson Correlation:  0.8099401524662414
		Spearman Correlation:  0.7769945959658677
		Coefficient of Determination:  0.6173704313459174
		RMSE:  0.3475013820243925
		NRMSE:  0.06722016829626906
		MAPE:  350.1489805210508
		Pearson Correlation:  0.28869817661676633
		Spearman Correlation:  0.414980236661305
		Coefficient of Determination:  0.04204918000130076
		RMSE:  0.7297276974804469
		NRMSE:  0.11410017941997448
		MAPE:  172.01027436514659

	Predictor:  RandomForests
		Pearson Correlation:  0.608299597331999
		Spearman Correlation:  0.56824097230616
		Coefficient of Determination:  0.2836381712611429
		RMSE:  0.4754813534787179
		NRMSE:  0.0919764301839055
		MAPE:  168.30918216911732
		Pearson Correlation:  0.43538911669612135
		Spearman Correlation:  0.4725719772066984
		Coefficient of Determination:  0.14202527403410892
		RMSE:  0.6905998365003235
		NRMSE:  0.10798214940197381
		MAPE:  148.10205154417665

Protein:  BRCA2
Protein Interaction Partners Count:  361
x_train_column_count:  351
x_train columns:  ['ABL1', 'ACHE', 'ADRB1', 'ADRB2', 'AKT1', 'ALK', 'APEX1', 'ARID1A', 'ARPC1A', 'AR', 'ATAD5', 'ATM', 'ATRIP', 'ATRX', 'ATR', 'AURKA', 'AURKB', 'B3GALTL', 'BACH1', 'BARD1', 'BCCIP', 'BCHE', 'BDNF', 'BECN1', 'BIRC5', 'BLM', 'BMI1', 'BRCA1', 'BRCC3', 'BRE', 'BRIP1', 'SLX4', 'BUB1B', 'BUB1', 'BUB3', 'SFR1', 'RHNO1', 'RMI2', 'BABAM1', 'MMS22L', 'CASC1', 'CASC5', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCNE1', 'CDC25A', 'CDC25C', 'CDC45', 'CDC6', 'CDH1', 'CDK12', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CENPE', 'CENPF', 'CEP55', 'CHEK1', 'CHEK2', 'CHRNA1', 'CLSPN', 'CNTROB', 'CREM', 'CSMD3', 'CTNNB1', 'CYP19A1', 'DMC1', 'DNA2', 'DSN1', 'DYNC1LI2', 'EGFR', 'EGF', 'ELAC2', 'EME1', 'EME2', 'ENAM', 'EPCAM', 'ERBB2', 'ERBB3', 'ERCC1', 'ERCC2', 'ERCC4', 'ERCC5', 'ERCC6', 'ERCC8', 'ESPL1', 'ESR1', 'EXO1', 'EZH2', 'FAM175A', 'FANCA', 'FANCB', 'FANCC', 'FANCD2', 'FANCE', 'FANCF', 'FANCG', 'FANCI', 'FANCL', 'FANCM', 'FBN1', 'FBXO18', 'FBXW7', 'FEN1', 'FGFR2', 'FHIT', 'FLNA', 'FOXM1', 'GAPDH', 'GEN1', 'SLX1B', 'H2AFX', 'HELQ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2BE', 'HIST3H3', 'HMG20A', 'HMG20B', 'HMMR', 'HNRNPC', 'HOXB13', 'HRAS', 'HUS1', 'ITPKB', 'KAT2B', 'KAT5', 'KEAP1', 'SPIDR', 'KIF23', 'KIF4A', 'KIT', 'KLK3', 'KRAS', 'KRT5', 'LIG1', 'LIG3', 'LIG4', 'LIMD1', 'LSP1', 'MAD2L2', 'MAGED1', 'MAMSTR', 'MAP2K2', 'MAP3K1', 'MCM10', 'MCPH1', 'MDC1', 'MDM2', 'MDM4', 'MEN1', 'MGMT', 'MKI67', 'MLH1', 'MLH3', 'KMT2C', 'MND1', 'MORF4L1', 'MRE11A', 'MRPL36', 'MSH2', 'MSH3', 'MSH4', 'MSH5', 'MSH6', 'MTA2', 'FAN1', 'MUC1', 'MUS81', 'MUTYH', 'MYC', 'NBN', 'NCAPG', 'NEDD4', 'NF1', 'NHEJ1', 'NNT', 'NOTCH1', 'NSL1', 'NSMCE4A', 'OBFC1', 'OGG1', 'PALB2', 'PARG', 'PARP1', 'PARP2', 'PARP3', 'PAXIP1', 'PCNA', 'PDLIM7', 'PDS5A', 'PDS5B', 'PGR', 'PIK3CA', 'PLCB4', 'PLEC', 'PLEKHH1', 'PLK1', 'PMS1', 'PMS2', 'PNOC', 'POLD1', 'POLD2', 'POLD3', 'POLD4', 'POLE2', 'POLE3', 'POLE4', 'POLE', 'POLH', 'POLK', 'POLN', 'POLQ', 'PRDM9', 'PRKDC', 'PRSS1', 'PSMC3IP', 'PSMD3', 'PSMD6', 'PTEN', 'RAD17', 'RAD18', 'RAD1', 'RAD21', 'RAD23B', 'RAD50', 'RAD51AP1', 'RAD51C', 'RAD51B', 'RAD51D', 'RAD51', 'RAD52', 'RAD54B', 'RAD54L', 'RAD9A', 'RAD9B', 'RAG2', 'RASSF1', 'RBBP8', 'RBMX', 'RECQL4', 'RECQL5', 'RECQL', 'RET', 'REV1', 'REV3L', 'RFC1', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RMI1', 'RNF168', 'RNF8', 'RPA1', 'RPA2', 'RPA3', 'RPS27A', 'RTEL1', 'SHFM1', 'SKP2', 'SMAD2', 'SMAD3', 'SMAD4', 'SMARCA4', 'SMARCAL1', 'SMARCB1', 'SMC1A', 'SMC2', 'SMC3', 'SMC4', 'SMC5', 'SMC6', 'SMUG1', 'SNAI2', 'SP1', 'SPO11', 'STAT5A', 'STK11', 'STRA13', 'SUV39H1', 'SYCP3', 'TBCE', 'TDP1', 'TERT', 'TEX15', 'TMPRSS2', 'TNS1', 'TOP1', 'TOP2A', 'TOP3A', 'TOP3B', 'TOPBP1', 'TOX3', 'TP53BP1', 'TP53', 'TPX2', 'TRIP12', 'PRSS58', 'TTK', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2D1', 'UBE2E2', 'UBE2E3', 'UBE2N', 'UBE2T', 'UIMC1', 'USF1', 'USP11', 'USP15', 'USP1', 'USP21', 'USP4', 'UVRAG', 'VEGFA', 'VWF', 'WDR48', 'WDTC1', 'WEE1', 'WRN', 'WT1', 'WTIP', 'XPA', 'XPO1', 'XRCC1', 'XRCC2', 'XRCC3', 'XRCC4', 'XRCC5', 'XRCC6', 'ZFYVE26', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015699866052385492
		RMSE:  0.1919477679021074
		NRMSE:  0.12365776640496533
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0014129332580739007
		RMSE:  0.2082543553514594
		NRMSE:  0.20232423210836328
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  LinearRegression
		Pearson Correlation:  0.8392616558044157
		Spearman Correlation:  0.803151973960087
		Coefficient of Determination:  0.7043601269035695
		RMSE:  0.10428549787886417
		NRMSE:  0.0671834420221383
		MAPE:  206.30477906555714
		Pearson Correlation:  0.103092186463637
		Spearman Correlation:  0.03354405915285727
		Coefficient of Determination:  -2.498809284898428
		RMSE:  0.3892670375776391
		NRMSE:  0.3781825082605232
		MAPE:  1722.8920106760836

	Predictor:  ElasticNet
		Pearson Correlation:  0.4649938693483507
		Spearman Correlation:  0.4323474620094877
		Coefficient of Determination:  0.17762695576300813
		RMSE:  0.17393094179956112
		NRMSE:  0.11205085636950306
		MAPE:  172.36139416083697
		Pearson Correlation:  0.39380278549286674
		Spearman Correlation:  0.421364356164042
		Coefficient of Determination:  0.12441058568815899
		RMSE:  0.194732189097043
		NRMSE:  0.18918711476332983
		MAPE:  226.7912369761335

	Predictor:  RandomForests
		Pearson Correlation:  0.5689664804559879
		Spearman Correlation:  0.4743332344252423
		Coefficient of Determination:  0.18695680708568396
		RMSE:  0.17294150113636997
		NRMSE:  0.11141343284675148
		MAPE:  143.06895102424457
		Pearson Correlation:  0.202703572915966
		Spearman Correlation:  0.2607339243631467
		Coefficient of Determination:  0.03292509222128148
		RMSE:  0.20465273469918463
		NRMSE:  0.1988251689959144
		MAPE:  206.63029933075143

Protein:  CDKN2A
Protein Interaction Partners Count:  612
x_train_column_count:  605
x_train columns:  ['ABCC1', 'ABL1', 'ACAP1', 'ACAP2', 'ACP5', 'ACTA1', 'ACTB', 'ACTG1', 'ADAMTS9', 'ADAP1', 'AFP', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALK', 'ANKRD12', 'ANXA5', 'AP3D1', 'AP3S1', 'AP3S2', 'APAF1', 'APBA1', 'APBA2', 'ARAP1', 'ARAP2', 'ARF1', 'ARF3', 'ARF4', 'ARF5', 'ARF6', 'ARFGAP1', 'ARFGAP3', 'ARFIP2', 'ARFRP1', 'ARID1A', 'ARID2', 'ARID5B', 'ARL10', 'ARL1', 'ARL2', 'ARL3', 'ARL4A', 'ARL5A', 'AR', 'ASAP1', 'ATM', 'ATRX', 'ATR', 'AURKA', 'AURKB', 'AXIN1', 'BAP1', 'BCL2L11', 'BCL2L1', 'BCL6', 'BECN1', 'BIRC5', 'BMI1', 'BRAF', 'BRCA1', 'BRCA2', 'BUB1B', 'RGCC', 'C1QBP', 'RABL6', 'CACNA1G', 'CADM1', 'CAMK1D', 'CASP3', 'CASP8', 'CASP9', 'CAV1', 'CBX7', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNL1', 'CD274', 'CD34', 'CD44', 'CDC123', 'CDC20', 'CDC25A', 'CDC25C', 'CDC42', 'CDC45', 'CDC5L', 'CDC6', 'CDC7', 'CDH13', 'CDH17', 'CDH1', 'CDH2', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK5RAP3', 'CDK6', 'CDK7', 'CDKAL1', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2AIP', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDX2', 'CEACAM5', 'CEBPB', 'CEBPE', 'CHEK1', 'CHEK2', 'CHFR', 'CHKA', 'COMMD1', 'CRABP1', 'CREBBP', 'CSF1R', 'CSF1', 'CSF2', 'CTBP1', 'CTBP2', 'CTCF', 'CTLA4', 'CTNNB1', 'CTSK', 'CUL1', 'CUL3', 'CXCR4', 'CYCS', 'CYLD', 'CYTH1', 'CYTH2', 'CYTH3', 'DAB2IP', 'DAP', 'DAXX', 'DICER1', 'DIRAS3', 'DLEC1', 'DMTF1', 'DNAH3', 'DNMT1', 'DNMT3A', 'DNMT3B', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EBF1', 'EGFR', 'EGF', 'EGR1', 'EHF', 'EHMT2', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EP300', 'EPCAM', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ETS1', 'ETV6', 'EWSR1', 'EZH1', 'EZH2', 'FAT1', 'FBXW7', 'FGF2', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FKBP2', 'FLT3', 'FMN2', 'FN1', 'FOS', 'FOXA1', 'FOXM1', 'FOXN2', 'FOXO1', 'FOXO3', 'FTO', 'FZR1', 'GADD45A', 'GAPDH', 'GATA3', 'GATA4', 'GATA5', 'GBF1', 'GDF15', 'GGA1', 'GGA2', 'GGA3', 'GIT1', 'GIT2', 'GLI1', 'GLTSCR2', 'GMNN', 'GNA11', 'GNAQ', 'GNAS', 'GNL3', 'GOLPH3', 'GP5', 'GSPT1', 'GSTP1', 'H2AFX', 'H2AFZ', 'H3F3A', 'H3F3B', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HDAC9', 'HELLS', 'HGF', 'HHEX', 'HIC1', 'HIF1A', 'HIST1H2BA', 'HIST1H4A', 'HIST1H4B', 'HIST1H4C', 'HIST1H4D', 'HIST1H4E', 'HIST1H4F', 'HIST1H4H', 'HIST1H4I', 'HIST1H4J', 'HIST1H4K', 'HIST1H4L', 'HIST2H2AA3', 'HIST2H2AC', 'HIST2H4A', 'HIST4H4', 'HLTF', 'HMGA2', 'HNF4A', 'HNRNPD', 'HOPX', 'HOXA9', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPA4', 'HSPA9', 'HUWE1', 'ID1', 'IDH1', 'IDH2', 'IGF1R', 'IGF1', 'IGF2BP2', 'IGF2R', 'IGF2', 'IGFBP3', 'IKBKB', 'IKZF1', 'IL10', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ING1', 'ING4', 'INS', 'IQSEC1', 'IRS1', 'ISOC2', 'ITGAM', 'JAK1', 'JAK2', 'JAK3', 'JAZF1', 'JUNB', 'JUN', 'KAT2B', 'KAT5', 'KCNJ11', 'KCNQ1', 'KDM1A', 'KDM2B', 'KDM6A', 'KDM6B', 'KDR', 'KEAP1', 'KIAA1549', 'KIT', 'KLF4', 'KRAS', 'KRT19', 'KRT20', 'KRT5', 'KRT7', 'LATS2', 'LOX', 'LRRK2', 'MACROD2', 'MAF', 'MAP2K1', 'MAP2K4', 'MAP2K6', 'MAP2K7', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MAPK9', 'MAX', 'MC1R', 'MCL1', 'MCM10', 'MCM2', 'MCM5', 'MCM7', 'MDM2', 'MDM4', 'MEN1', 'MEOX1', 'MEOX2', 'MET', 'MGMT', 'MITF', 'MKRN1', 'MLANA', 'MLH1', 'KMT2D', 'KMT2C', 'KMT2B', 'MLLT3', 'MME', 'MMP2', 'MMP7', 'MMP9', 'MOV10', 'MRAS', 'MSH2', 'MSH6', 'MTA1', 'MTAP', 'MTHFR', 'MTNR1B', 'MTOR', 'MUC1', 'MYBL2', 'MYCL', 'MYCN', 'MYC', 'MYOD1', 'KAT6A', 'NANOG', 'NCAM1', 'NCL', 'NCOR1', 'NES', 'NEUROG1', 'NF1', 'NF2', 'NFATC1', 'NFE2L2', 'NKX2-1', 'NME1', 'NOTCH1', 'NOTCH2', 'NPM1', 'NRAS', 'NSUN2', 'ORC4', 'ORC5', 'OSBP2', 'P2RY8', 'PA2G4', 'PALB2', 'PARP1', 'PAX3', 'PAX5', 'PAX8', 'PBRM1', 'PCGF2', 'PDGFB', 'PDGFRA', 'PDGFRB', 'PEX19', 'PGR', 'PHLDB1', 'PI3', 'PIAS2', 'PIGF', 'PIK3CA', 'PIK3R1', 'PIP4K2A', 'PLEKHA3', 'PLEKHA8', 'PLEK', 'PLK1', 'PMAIP1', 'PML', 'PMS2', 'POTEF', 'POU5F1', 'PPARA', 'PPARG', 'PPM1D', 'PPP1R9B', 'PPP3CA', 'PRDM2', 'PRMT6', 'PROM1', 'PRSS1', 'PSMC3', 'PSMD10', 'PSME3', 'PTCH1', 'PTEN', 'PTER', 'PTF1A', 'PTGS2', 'PTPN11', 'PTPRC', 'PTPRD', 'PXN', 'RAB11A', 'RAB5A', 'RABEP1', 'RABGEF1', 'RAC2', 'RAD51', 'RAF1', 'RAP2B', 'RARB', 'RASSF1', 'RASSF2', 'RB1', 'RBL1', 'RBL2', 'RCC1', 'RELA', 'RELB', 'REL', 'RET', 'RHOA', 'DROSHA', 'RNF2', 'RNF43', 'ROS1', 'RPL11', 'RPRM', 'RPS27A', 'RPS6KB1', 'RRAS2', 'RRAS', 'RTEL1', 'RUNX2', 'RUNX3', 'SDHC', 'SENP1', 'SENP3', 'SERPINE1', 'SERTAD1', 'SETD2', 'SFN', 'SFRP1', 'SFRP2', 'SHH', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT4', 'SIRT5', 'SIRT6', 'SIRT7', 'SIVA1', 'SIX2', 'SKP2', 'SLC30A8', 'SMAD2', 'SMAD3', 'SMAD4', 'SMARCA4', 'SMARCB1', 'SMUG1', 'SNAI1', 'SNAI2', 'SNCA', 'SOCS1', 'SOX2', 'SP1', 'SPEN', 'SRC', 'STAT1', 'STAT3', 'STK11', 'STK25', 'STK33', 'STMN1', 'SUB1', 'SUMO1', 'SUMO2', 'SUMO3', 'SUV39H1', 'SUZ12', 'SYNE1', 'SYP', 'TBL1XR1', 'TBRG1', 'TBX2', 'TBX3', 'TCF7L2', 'TCHP', 'TERT', 'TET2', 'TFDP1', 'TFPI2', 'TGFBR2', 'THADA', 'THBS1', 'TIMP3', 'TMCO1', 'TMEM115', 'TNFRSF10B', 'TNFSF11', 'TNF', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOP1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TP73', 'TRADD', 'TRIM28', 'TRIP12', 'PRSS58', 'TSC2', 'TSPAN8', 'TTF1', 'TWIST1', 'TWSG1', 'TYR', 'UBA52', 'UBB', 'UBC', 'UBE2A', 'UBE2I', 'UBE3A', 'UCHL1', 'USP7', 'UTF1', 'VEGFA', 'VHL', 'WDTC1', 'WEE1', 'WFS1', 'WHSC1', 'WIF1', 'WRN', 'WT1', 'WWOX', 'XRCC1', 'YY1', 'ZBTB17', 'ZBTB7A', 'ZEB1', 'ZFP91', 'ZNF148', 'ZNF217', 'ZNF227', 'ZNF410', 'ZNF420', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06343046233027927
		RMSE:  0.6950010485750925
		NRMSE:  0.15711564339891315
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10006794882547432
		RMSE:  0.6614783461565592
		NRMSE:  0.1993004959796804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6739550183850767
		NRMSE:  0.1523578655781794
		MAPE:  281.71125082022354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0022276354551518107
		RMSE:  0.6313774446715202
		NRMSE:  0.19023122768048215
		MAPE:  197.14658329930893

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  4.591214112245347e-15
		NRMSE:  1.0379143466136197e-15
		MAPE:  4.190926816089006e-12
		Pearson Correlation:  0.13079372530802538
		Spearman Correlation:  0.1374505916532625
		Coefficient of Determination:  -8.683389504891839
		RMSE:  1.9625447884086378
		NRMSE:  0.5913060525485501
		MAPE:  599.3471405579271

	Predictor:  ElasticNet
		Pearson Correlation:  0.8390393777384134
		Spearman Correlation:  0.8121996863723595
		Coefficient of Determination:  0.6818961518263118
		RMSE:  0.3801153194502273
		NRMSE:  0.08593089622476031
		MAPE:  147.18443579593094
		Pearson Correlation:  0.5798226780659412
		Spearman Correlation:  0.45204803052407144
		Coefficient of Determination:  0.3328748003951688
		RMSE:  0.5151213485811871
		NRMSE:  0.15520378083193345
		MAPE:  235.3969270735874

	Predictor:  RandomForests
		Pearson Correlation:  0.6873680498249779
		Spearman Correlation:  0.6297196272054022
		Coefficient of Determination:  0.4621442326374321
		RMSE:  0.4942695162171567
		NRMSE:  0.11173720271666251
		MAPE:  178.0013051338801
		Pearson Correlation:  0.6006430571555817
		Spearman Correlation:  0.5016203464141189
		Coefficient of Determination:  0.34018642908131047
		RMSE:  0.5122907309142629
		NRMSE:  0.15435092826582192
		MAPE:  134.0557593536924

Protein:  TP53
Protein Interaction Partners Count:  1000
x_train_column_count:  991
x_train columns:  ['ABCB1', 'ABCC1', 'ABL1', 'ACTB', 'ACTL6A', 'ADAM17', 'AFP', 'AGT', 'AICDA', 'AIFM2', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALK', 'ANKRD2', 'ANXA1', 'ANXA2', 'ANXA5', 'APAF1', 'APBB1', 'APC', 'APEX1', 'APOBEC3B', 'APP', 'ARID1A', 'ARID3A', 'AR', 'ASF1A', 'ASXL1', 'ATF2', 'ATF3', 'ATG7', 'ATM', 'ATN1', 'ATRIP', 'ATRX', 'ATR', 'ATXN3', 'AURKA', 'AURKB', 'AXIN1', 'AXL', 'BACE1', 'BAG1', 'BAG2', 'BAIAP2L1', 'BAK1', 'BANP', 'BARD1', 'BAX', 'BBC3', 'BCL2A1', 'BCL2L11', 'BCL2L12', 'BCL2L14', 'BCL2L1', 'BCL2L2', 'BCL2', 'BCL6', 'BCR', 'BDNF', 'BECN1', 'BID', 'BIRC3', 'BIRC5', 'BIRC6', 'BLM', 'BMF', 'BMI1', 'BMX', 'BNIP3L', 'BNIP3', 'BRCA1', 'BRCA2', 'BRCC3', 'BRD1', 'BRD4', 'BRD7', 'BRE', 'BRIP1', 'BRPF1', 'BRPF3', 'BTG2', 'BTK', 'BUB1B', 'BUB1', 'RHNO1', 'RGCC', 'RMI2', 'CNOT11', 'SETD9', 'CA9', 'CABIN1', 'CABLES1', 'CAPN1', 'CARM1', 'CASP10', 'CASP1', 'CASP2', 'CASP3', 'CASP6', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBX2', 'CBX4', 'CBX6', 'CBX8', 'CCDC106', 'CCL2', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNG2', 'CCNH', 'CCNK', 'CCT2', 'CCT3', 'CCT4', 'CCT5', 'CCT6A', 'CCT6B', 'CCT7', 'CCT8', 'CD24', 'CD274', 'CD34', 'CD40LG', 'CD40', 'CD44', 'CD82', 'CDC20', 'CDC25A', 'CDC25C', 'CDH17', 'CDH1', 'CDK12', 'CDK13', 'CDK1', 'CDK2', 'CDK4', 'CDK5R1', 'CDK5', 'CDK6', 'CDK7', 'CDK8', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CEACAM5', 'CEBPB', 'CENPJ', 'CFL1', 'CFLAR', 'CHD3', 'CHD4', 'CHD8', 'CHEK1', 'CHEK2', 'CHUK', 'CISH', 'CITED2', 'CLSPN', 'CLU', 'CNOT10', 'CNOT1', 'CNOT2', 'CNOT3', 'CNOT4', 'CNOT6L', 'CNOT6', 'CNOT7', 'CNOT8', 'COPS5', 'CREB1', 'CREBBP', 'CRYAB', 'CSNK1A1', 'CSNK1D', 'CSNK1E', 'CSNK1G1', 'CSNK1G2', 'CSNK1G3', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTBP1', 'CTCF', 'CTGF', 'CTNNB1', 'CUL4A', 'CUL7', 'CUL9', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP1A1', 'DACH1', 'DAPK1', 'DAP', 'DAXX', 'DDB1', 'DDB2', 'DDIT4', 'DDX17', 'DDX3X', 'DDX5', 'DECR1', 'DGCR8', 'DHCR24', 'DHFR', 'DIABLO', 'DICER1', 'DKK1', 'DMTF1', 'DNA2', 'DNAJA3', 'DNAJB1', 'DNMT1', 'DNMT3A', 'DNTT', 'DPYD', 'DRAM1', 'DTL', 'DUSP1', 'DUSP2', 'DYRK1A', 'DYRK2', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F7', 'E2F8', 'E4F1', 'EED', 'EEF1A1', 'EEF1A2', 'EGFR', 'EGF', 'EGR1', 'EHMT1', 'EHMT2', 'EI24', 'EIF2AK2', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF4EBP1', 'ELANE', 'ELAVL1', 'ELL3', 'ELL', 'EP300', 'EP400', 'EPCAM', 'EPHA2', 'EPHA3', 'EPHB2', 'ERBB2', 'ERBB4', 'ERCC1', 'ERCC2', 'ERCC3', 'ERCC6', 'ESR1', 'ETS1', 'ETS2', 'EWSR1', 'EXO1', 'EZH2', 'F2', 'FADD', 'AMER1', 'FAM175B', 'FANCC', 'FANCD2', 'FASLG', 'FAS', 'FBL', 'FBXO11', 'FBXO4', 'FBXW7', 'FGF1', 'FGF2', 'FGFR3', 'FHIT', 'FHL2', 'FLT3', 'FN1', 'FOSL1', 'FOS', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FSCN1', 'FUT4', 'FZR1', 'G3BP1', 'G6PD', 'GADD45A', 'GADD45B', 'GADD45G', 'GAPDH', 'GATAD2A', 'GATAD2B', 'GDF15', 'GFI1', 'GLS2', 'GLTSCR2', 'GNL3', 'GRAMD4', 'GRB10', 'GRB14', 'GSK3B', 'GSTP1', 'GTF2H1', 'GTSE1', 'H1F0', 'H2AFX', 'HAMP', 'HCK', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC5', 'HDAC7', 'HDAC8', 'HDAC9', 'HERC5', 'HIC1', 'HIF1A', 'HIPK1', 'HIPK2', 'HIPK3', 'HIPK4', 'HIRA', 'HIST1H1A', 'HIST1H1B', 'HIST1H1C', 'HIST1H1D', 'HIST1H1E', 'HK2', 'HMGA1', 'HMGA2', 'HMGB1', 'HMGB2', 'HMMR', 'HMOX1', 'HNF4A', 'HNRNPK', 'HNRNPL', 'HOXA5', 'HPGDS', 'HRAS', 'HSF1', 'HSP90AA1', 'HSP90AB1', 'HSP90B1', 'HSPA1A', 'HSPA1B', 'HSPA1L', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPA9', 'HSPB1', 'HSPB2', 'HTT', 'HUS1', 'HUWE1', 'ICAM1', 'ID2', 'ID4', 'IDH1', 'IDH2', 'IFI16', 'IFNAR1', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IGFBP7', 'IKBKB', 'IL17A', 'IL4', 'IL6', 'CXCL8', 'ING1', 'ING2', 'ING3', 'ING4', 'ING5', 'INSIG1', 'INS', 'IRF1', 'ISG15', 'ITPKB', 'JAG1', 'JAK2', 'JMY', 'JUN', 'KAT2A', 'KAT2B', 'KAT5', 'KDM1A', 'KDM6A', 'KDM6B', 'KDR', 'KHDRBS1', 'CCAR2', 'KIT', 'KLF2', 'KLF4', 'KLF5', 'KLF6', 'KLK3', 'KPNA2', 'KRAS', 'KRT14', 'KRT17', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'L3MBTL1', 'LAMA4', 'LEP', 'LGALS7B', 'LGALS7', 'LIF', 'LIG4', 'LIN28A', 'PIDD1', 'LRRK2', 'LYN', 'MAF1', 'MAF', 'MAGEA2', 'MAP1LC3B', 'MAP2K1', 'MAP2K3', 'MAP2K7', 'MAP3K1', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MAPK9', 'MAPKAPK5', 'MBD3', 'MCL1', 'MCM7', 'MDC1', 'MDH1', 'MDM2', 'MDM4', 'MEAF6', 'MECOM', 'MELK', 'MET', 'MGMT', 'MIF', 'MKI67', 'MKRN1', 'MLH1', 'KMT2D', 'KMT2C', 'MMP13', 'MMP1', 'MMP2', 'MMP9', 'MOV10', 'MRE11A', 'MSH2', 'MSH6', 'MSX1', 'MT1A', 'MT2A', 'MTA1', 'MTA2', 'MTA3', 'MTOR', 'MUC1', 'MUTYH', 'MYBBP1A', 'MYB', 'MYCN', 'MYC', 'MYOCD', 'KAT8', 'KAT6A', 'NANOG', 'NBN', 'NCL', 'NCOA3', 'NCOR1', 'NCOR2', 'NDN', 'NDRG1', 'NEDD8', 'NES', 'NEUROD1', 'NF1', 'NF2', 'NFE2L2', 'NFKB1', 'NFKB2', 'NFKBIA', 'NFKBIB', 'NFYA', 'NFYB', 'NFYC', 'NGFR', 'NKX2-1', 'NLK', 'NLRC4', 'NME1', 'NOC2L', 'NOS3', 'NOTCH1', 'NOTCH3', 'NOTCH4', 'NOX4', 'NPM1', 'NQO1', 'NR1I2', 'NR2E1', 'NR3C1', 'NR4A1', 'NR4A2', 'NRAS', 'NUAK1', 'NUMB', 'NUPR1', 'OGG1', 'OLIG2', 'OPN1SW', 'OSGIN1', 'OTUB1', 'OTUB2', 'OTUD5', 'PADI4', 'PALB2', 'PARK2', 'PARK7', 'PARP1', 'PATZ1', 'PAX2', 'PAX3', 'PAX8', 'PBK', 'PBRM1', 'PCBP4', 'PCNA', 'PDCD4', 'PDCD5', 'PDGFRA', 'PDGFRB', 'PDLIM7', 'PER2', 'PERP', 'PGR', 'PHB', 'PHC1', 'PHC2', 'PHC3', 'PHF20', 'PHGDH', 'PI3', 'PIAS1', 'PIAS2', 'PIAS4', 'PIK3CA', 'PIN1', 'PKM', 'PLAGL1', 'PLAU', 'PLK1', 'PLK2', 'PLK3', 'PLK4', 'PMAIP1', 'PML', 'PMS2', 'POLI', 'POLK', 'POU4F1', 'POU4F2', 'POU5F1', 'PPARGC1A', 'PPARG', 'PPIF', 'PPM1D', 'PPP1R13B', 'PPP1R13L', 'PPP1R15A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R4', 'PPP2R5C', 'PRDM1', 'PRDM2', 'PRDX1', 'PRELID1', 'PRIMA1', 'PRKAA1', 'PRKAA2', 'PRKAB1', 'PRKAB2', 'PRKAG1', 'PRKAG2', 'PRKAG3', 'PRKCA', 'PRKCD', 'PRKCZ', 'PRKD1', 'PRKDC', 'PRKG1', 'PRMT1', 'PRMT5', 'PROM1', 'PSEN1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTBP1', 'PTCH1', 'PTEN', 'PTGS2', 'PTK2', 'PTTG1', 'RABGGTA', 'RABGGTB', 'RAD17', 'RAD1', 'RAD50', 'RAD51', 'RAD9A', 'RAD9B', 'RASSF1', 'RB1CC1', 'RB1', 'RBBP4', 'RBBP6', 'RBBP7', 'RBBP8', 'RBL1', 'RBL2', 'RBM38', 'RBPJ', 'RCHY1', 'RCOR1', 'RECQL4', 'RELA', 'REM1', 'REST', 'RET', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RFFL', 'RFWD2', 'RING1', 'RMI1', 'DROSHA', 'RNF20', 'RNF2', 'RNF34', 'RNF43', 'ROCK1', 'RPA1', 'RPA2', 'RPA3', 'RPL11', 'RPL22', 'RPL26', 'RPL5', 'RPRM', 'RPS14', 'RPS19', 'RPS27A', 'RPS27L', 'RPS3', 'RPS6KB1', 'RQCD1', 'RRAD', 'RRM2B', 'RRM2', 'RUNX2', 'RUNX3', 'S100A2', 'S100A4', 'S100A6', 'S100B', 'SALL4', 'SCO2', 'SDHC', 'SENP1', 'SENP3', 'SERPINB5', 'SERPINE1', 'SESN1', 'SESN2', 'SESN3', 'SETD2', 'SETD7', 'SETD8', 'SETDB1', 'SFN', 'SRSF1', 'SGK1', 'SHFM1', 'SHH', 'SHISA5', 'SIK1', 'SIN3A', 'SIN3B', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT4', 'SIRT5', 'SIRT6', 'SIRT7', 'SIVA1', 'SKP2', 'SLC2A14', 'SLC2A1', 'SLC2A2', 'SLC2A3', 'SLC6A6', 'SLMO1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMARCD1', 'SMG1', 'SMG7', 'SMYD2', 'SNAI1', 'SNAI2', 'SOCS1', 'SOCS3', 'SOD2', 'SORT1', 'SOX2', 'SOX4', 'SP100', 'SP1', 'SP3', 'SP7', 'SPATA18', 'SPP1', 'SQSTM1', 'SRC', 'SREBF1', 'SREBF2', 'SSRP1', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'STEAP3', 'STK11', 'STMN1', 'STUB1', 'SUB1', 'SUMO1', 'SUMO2', 'SUMO3', 'SUMO4', 'SUPT16H', 'SUV39H1', 'SUZ12', 'SYK', 'SYP', 'TADA3', 'TAF10', 'TAF11', 'TAF12', 'TAF13', 'TAF15', 'TAF1L', 'TAF1', 'TAF2', 'TAF3', 'TAF4B', 'TAF4', 'TAF5', 'TAF6', 'TAF7L', 'TAF7', 'TAF9B', 'TBPL1', 'TBPL2', 'TBP', 'TCHP', 'TCP1', 'TDG', 'TERT', 'TET2', 'TFAM', 'TFAP2A', 'TFAP2C', 'TFDP1', 'TFF1', 'TGFB1', 'TGM2', 'THBS1', 'TIMP3', 'TLR3', 'TLR9', 'TMEM219', 'TNFAIP3', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF10C', 'TNFRSF10D', 'TNF', 'TNK2', 'TNKS1BP1', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOE1', 'TOP1', 'TOP2A', 'TOP3A', 'TOPBP1', 'TOPORS', 'TP53AIP1', 'TP53BP1', 'TP53BP2', 'TP53I3', 'TP53INP1', 'TP53RK', 'TP63', 'TP73', 'TPT1', 'TPX2', 'TRAF6', 'TRIAP1', 'TRIM24', 'TRIM28', 'TRIM29', 'TRIM32', 'TRIM59', 'TRIM8', 'TRRAP', 'TSC2', 'TTC5', 'TTK', 'TWIST1', 'TWIST2', 'TXN', 'TYMS', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2A', 'UBE2D1', 'UBE2E1', 'UBE2I', 'UBE2K', 'UBE2N', 'UBE2Q1', 'UBE2S', 'UBE3A', 'UBN1', 'UCHL1', 'UHRF1', 'USF1', 'USP10', 'USP15', 'USP24', 'USP3', 'USP42', 'USP7', 'UTP14A', 'VEGFA', 'VHL', 'VPRBP', 'VRK1', 'WDTC1', 'WEE1', 'WRN', 'WT1', 'WWOX', 'XAF1', 'XIAP', 'XPA', 'XPO1', 'XRCC1', 'XRCC5', 'XRCC6', 'YBX1', 'YWHAB', 'YWHAE', 'YWHAG', 'YWHAH', 'YWHAQ', 'YWHAZ', 'YY1', 'YY2', 'ZBTB33', 'ZBTB7A', 'ZEB1', 'ZEB2', 'ZKSCAN4', 'ZNF148', 'ZNF274', 'ZNF385A', 'ZNF420', 'ZNF668', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04782361373877353
		RMSE:  0.460756629216985
		NRMSE:  0.11073218678610552
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07696826201632412
		RMSE:  0.4481222561682025
		NRMSE:  0.1422068596624151
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4501191620264231
		NRMSE:  0.10817571786263473
		MAPE:  418.8529054417374
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002447694094247499
		RMSE:  0.4323405014905614
		NRMSE:  0.13719868668778923
		MAPE:  185.65040333639752

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  2.1508418442224842e-15
		NRMSE:  5.169050334589003e-16
		MAPE:  9.457136606917288e-12
		Pearson Correlation:  0.38410669445818924
		Spearman Correlation:  0.3568897367797603
		Coefficient of Determination:  -1.043875920666903
		RMSE:  0.6173370253761402
		NRMSE:  0.1959053774359419
		MAPE:  640.2030600036445

	Predictor:  ElasticNet
		Pearson Correlation:  0.8033717929488494
		Spearman Correlation:  0.7333784180050325
		Coefficient of Determination:  0.6132837191751443
		RMSE:  0.27991342601660224
		NRMSE:  0.06727071041014233
		MAPE:  531.6242957011169
		Pearson Correlation:  0.5983969951592447
		Spearman Correlation:  0.5175351313607401
		Coefficient of Determination:  0.3527824999054473
		RMSE:  0.34739229934972016
		NRMSE:  0.11024127295941867
		MAPE:  274.84374508245276

	Predictor:  RandomForests
		Pearson Correlation:  0.662956796174116
		Spearman Correlation:  0.5906003485941796
		Coefficient of Determination:  0.36976787832351343
		RMSE:  0.35733682059310323
		NRMSE:  0.08587763051985178
		MAPE:  704.1431686987754
		Pearson Correlation:  0.5662325870207273
		Spearman Correlation:  0.4523373109390392
		Coefficient of Determination:  0.2646481304992504
		RMSE:  0.3702905781747266
		NRMSE:  0.11750779962386601
		MAPE:  215.6468964503368

Protein:  CTNNB1
Protein Interaction Partners Count:  992
x_train_column_count:  984
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACAN', 'ACP1', 'ACTA1', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTN1', 'ACTN4', 'ACVR1B', 'ACVR1', 'ADAM10', 'ADCY7', 'ADIPOQ', 'AES', 'AFP', 'AHI1', 'AHR', 'AHSA1', 'AJAP1', 'AK9', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDH1A1', 'ALK', 'ALPL', 'AMHR2', 'AMH', 'ANXA5', 'AP1M1', 'APC2', 'APCS', 'APC', 'APH1A', 'APH1B', 'AQP1', 'ARHGAP10', 'ARHGAP21', 'ARHGAP32', 'ARHGEF4', 'ARID1A', 'ARID2', 'ARMC7', 'ARMC8', 'ARVCF', 'ARX', 'AR', 'ASCL1', 'ASF1A', 'ASH2L', 'ASIP', 'ATF4', 'ATM', 'AURKA', 'AXIN1', 'AXIN2', 'BAG3', 'BCAR1', 'BCL2L1', 'BCL3', 'BCL6', 'BCL9L', 'BCL9', 'BDNF', 'BGLAP', 'BIRC5', 'BMI1', 'BMP2', 'BMP4', 'BMP7', 'BMPR1A', 'BMPR1B', 'BNIP2', 'BRAF', 'BRCA1', 'BRCA2', 'BRMS1L', 'BTRC', 'HILPDA', 'AK8', 'CA2', 'CA9', 'CABLES1', 'CACYBP', 'CALM1', 'CALM3', 'CARM1', 'CASP3', 'CASP8', 'CASP9', 'CAV1', 'CBLL1', 'CBL', 'CBY1', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCNE1', 'CD24', 'CD34', 'CD40', 'CD44', 'CDC27', 'CDC42', 'CDC73', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH16', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH26', 'CDH2', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDHR5', 'CDK12', 'CDK1', 'CDK2', 'CDK4', 'CDK5R1', 'CDK5', 'CDK6', 'CDK8', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDON', 'CDX1', 'CDX2', 'CEBPA', 'CHD8', 'CHRD', 'CHUK', 'CITED1', 'CKAP5', 'CLCA1', 'CLDN3', 'CLDN5', 'COL1A1', 'COPS3', 'COPS5', 'COPS6', 'CREB1', 'CREBBP', 'CRKL', 'CRK', 'CRP', 'CRYAB', 'CSNK1A1L', 'CSNK1A1', 'CSNK1D', 'CSNK1E', 'CSNK2A3', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTBP1', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNAL1', 'CTNNBIP1', 'CTNND1', 'CTNND2', 'CTTN', 'CUL1', 'CUL4A', 'CUL4B', 'CXCR4', 'CXXC4', 'DAB2', 'DACT1', 'DACT2', 'DACT3', 'DCT', 'DCX', 'DDB1', 'DDX39A', 'DDX3X', 'DDX5', 'DHODH', 'DHX9', 'DKK1', 'DKK2', 'DKK3', 'DKK4', 'DLG1', 'DLG2', 'DLG4', 'DLG5', 'DLGAP1', 'DLL4', 'DLX1', 'DNM2', 'DNMT1', 'DPYD', 'DSC1', 'DSC2', 'DSC3', 'DSG1', 'DSG2', 'DSG3', 'DSG4', 'DSP', 'DUSP6', 'DVL1', 'DVL2', 'DVL3', 'E2F3', 'ECM1', 'EFNA1', 'EGFR', 'EGF', 'EGR1', 'ELAVL1', 'EMD', 'ENAH', 'EP300', 'EP400', 'EPCAM', 'EPHA2', 'EPHB2', 'EPHB3', 'ERBB2IP', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ETS1', 'ETV4', 'EXOC3', 'EXOC4', 'EYA4', 'EZH2', 'EZR', 'F2RL2', 'FAF1', 'AMER1', 'FANCA', 'FASLG', 'FAS', 'FAT1', 'FAT4', 'FBXW11', 'FBXW7', 'FERMT2', 'FER', 'FGF10', 'FGF13', 'FGF2', 'FGF3', 'FGF4', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FHL2', 'FLG', 'FLOT1', 'FLOT2', 'FLT1', 'FLT3', 'FMN1', 'FMR1', 'FN1', 'FOS', 'FOXA1', 'FOXA2', 'FOXC2', 'FOXG1', 'FOXL1', 'FOXL2', 'FOXM1', 'FOXN3', 'FOXO1', 'FOXO3', 'FOXO4', 'FOXP1', 'FRAT1', 'FRAT2', 'FRZB', 'FSCN1', 'FSTL1', 'FSTL3', 'FURIN', 'FUS', 'FXR1', 'FYN', 'FZD10', 'FZD1', 'FZD2', 'FZD3', 'FZD4', 'FZD5', 'FZD6', 'FZD7', 'FZD8', 'FZD9', 'GAPDH', 'GATA2', 'GATA4', 'GCG', 'GDF2', 'GDNF', 'GFRA1', 'GJA1', 'GLI1', 'GLI2', 'GLI3', 'GLIS2', 'GLUL', 'GNA11', 'GNA12', 'GNA13', 'GNAQ', 'GNAS', 'GPC3', 'GRIA2', 'GRIP1', 'GSK3A', 'GSK3B', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HAS2', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HDAC7', 'HERC5', 'HES7', 'HGF', 'HGS', 'HHEX', 'HIC1', 'HIF1A', 'HINT1', 'HIPK2', 'HIST1H1C', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2AC', 'HIST2H2BE', 'HIST3H3', 'HMGB1', 'HNF1A', 'HNF4A', 'HNRNPA1', 'HNRNPA2B1', 'HNRNPK', 'HNRNPM', 'HOXA10', 'HOXB4', 'HPGD', 'HRAS', 'HSP90AB1', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB3', 'HSPD1', 'HTRA1', 'HTT', 'HUWE1', 'IBSP', 'IDH1', 'IDH2', 'IFNB1', 'IFRD1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP4', 'IHH', 'IKBKB', 'IL6', 'CXCL8', 'ILK', 'INS', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'IRF3', 'ISG15', 'ISL1', 'ITGAE', 'ITGB1', 'ITGB7', 'ITK', 'ITPKB', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'AJUBA', 'JUN', 'JUP', 'KANK1', 'KAT2A', 'KAT2B', 'KAT5', 'KCNN1', 'KCTD1', 'KDM1A', 'KDR', 'KIF18B', 'KIF3A', 'KIF5B', 'KIFC3', 'KIT', 'KLF2', 'KLF4', 'KLF5', 'KRAS', 'KREMEN1', 'KRIT1', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'LATS2', 'LDB1', 'LDHB', 'LDLR', 'LEF1', 'LEO1', 'LGR4', 'LGR5', 'LGR6', 'LHCGR', 'LHX8', 'LIF', 'LIMA1', 'LMNA', 'LMNB1', 'LOX', 'LRP4', 'LRP5L', 'LRP5', 'LRP6', 'LRRFIP1', 'LRRK2', 'LZTFL1', 'MACF1', 'MAGI1', 'MAGI2', 'MAGI3', 'MAP1LC3B', 'MAP2K1', 'MAP2K2', 'MAP2K6', 'MAP2K7', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8IP1', 'MAPK8', 'MAPK9', 'MDFIC', 'MDFI', 'MDK', 'MDM2', 'MED12', 'MED1', 'MEF2A', 'MEF2C', 'MEF2D', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MGMT', 'MITF', 'MKI67', 'MLH1', 'KMT2D', 'MLLT10', 'MLLT11', 'MLLT4', 'MLLT6', 'KMT2A', 'MME', 'MMP13', 'MMP14', 'MMP15', 'MMP17', 'MMP25', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MRAP', 'MSH2', 'MSH6', 'MSN', 'MSX1', 'MSX2', 'MTDH', 'MTOR', 'MUC13', 'MUC1', 'MUTYH', 'MYCN', 'MYC', 'MYF5', 'MYO1D', 'MYO6', 'MYO7A', 'MYOD1', 'MYOG', 'NANOG', 'NCAM1', 'NCCRP1', 'NCOA2', 'NCSTN', 'NDP', 'NDRG2', 'NEDD9', 'NEK2', 'NES', 'NEURL2', 'NF1', 'NF2', 'NFAT5', 'NFKB1', 'NIT1', 'NKD1', 'NKX2-5', 'NLK', 'NME1', 'NOG', 'NONO', 'NOS3', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NPM1', 'NR0B1', 'NR4A1', 'NR4A2', 'NR5A1', 'NR5A2', 'NRAS', 'NRIP1', 'NTRK1', 'NTRK2', 'NTRK3', 'NUDT5', 'NUMB', 'NUP153', 'NUTF2', 'OTX2', 'PAK1', 'PAK2', 'PAK3', 'PANK4', 'PARD3', 'PARD6A', 'PARK2', 'PARP1', 'PAX3', 'PAX6', 'PAX7', 'PAX8', 'PDGFRA', 'PDGFRB', 'PECAM1', 'PGK1', 'PGR', 'PHB', 'JADE1', 'PI3', 'PICK1', 'PIK3CA', 'PIK3R1', 'PIK3R2', 'PIN1', 'PIP5K1A', 'PIP5K1C', 'PITX2', 'PKD1', 'PKM', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PLAG1', 'PLEKHA7', 'PLK1', 'PML', 'PMS2', 'POLE', 'PORCN', 'POTEF', 'POU5F1', 'PPARD', 'PPARG', 'PPM1A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R2B', 'PPP2R5A', 'PPP2R5B', 'PPP2R5C', 'PPP2R5D', 'PPP2R5E', 'PRKACA', 'PRKACB', 'PRKACG', 'PRKAR1A', 'PRKCA', 'PRKCG', 'PRKCI', 'PRKCZ', 'PRKD1', 'PRL', 'PRMT1', 'PROC', 'PROM1', 'PROP1', 'PSEN1', 'PSEN2', 'PSENEN', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTEN', 'PTGES3', 'PTGS2', 'PTH1R', 'PTH', 'PTK2', 'PTK7', 'PTMA', 'PTN', 'PTPN11', 'PTPN13', 'PTPN1', 'PTPN6', 'PTPRB', 'PTPRC', 'PTPRF', 'PTPRG', 'PTPRJ', 'PTPRK', 'PTPRM', 'PTPRU', 'PTPRZ1', 'PVRL1', 'PVRL2', 'PXN', 'PYGO1', 'PYGO2', 'RAB5A', 'RAB7A', 'RAB8B', 'RAC1', 'RAC2', 'RALGDS', 'RANBP3', 'RAP1A', 'RAP1B', 'RAPGEF1', 'RAPGEF2', 'RAPGEF6', 'RAPSN', 'RARA', 'RARB', 'RARG', 'RARS', 'RASSF1', 'RB1CC1', 'RB1', 'RBBP5', 'RBMX', 'RBPJ', 'RBX1', 'RELA', 'REM1', 'RET', 'RHOA', 'RIPK2', 'RNF220', 'RNF43', 'ROBO1', 'ROCK1', 'ROCK2', 'ROR2', 'RPRD1A', 'RPS27A', 'RPSA', 'RSPO1', 'RSPO2', 'RSPO3', 'RSPO4', 'RUNX2', 'RUNX3', 'RUVBL1', 'RUVBL2', 'RXRA', 'RYK', 'S100A4', 'S100A6', 'SALL1', 'SALL4', 'SATB1', 'SCRIB', 'SDHC', 'SERPINE1', 'SETD2', 'SETD7', 'SFN', 'SFRP1', 'SFRP2', 'SFRP4', 'SFRP5', 'SHFM1', 'SHH', 'SIAH1', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT6', 'SKP1', 'SLC6A3', 'SLC9A3R1', 'SLCO1B3', 'SLCO2A1', 'SLIT1', 'SLK', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD5', 'SMAD7', 'SMAD9', 'SMARCA2', 'SMARCA4', 'SMARCA5', 'SMARCB1', 'SMO', 'SMURF1', 'SMYD2', 'SNAI1', 'SNAI2', 'SNX1', 'SOST', 'SOX10', 'SOX13', 'SOX17', 'SOX1', 'SOX2', 'SOX3', 'SOX4', 'SOX6', 'SOX7', 'SOX8', 'SOX9', 'SP1', 'SP7', 'SPAG9', 'SPATA13', 'SPEN', 'SPN', 'SPP1', 'SRC', 'STAT3', 'STK11', 'STRAP', 'STX4', 'SUFU', 'SUV39H1', 'SYP', 'TADA3', 'TAX1BP3', 'TAZ', 'TBL1XR1', 'TBL1X', 'TBX5', 'TBX6', 'TCF12', 'TCF3', 'TCF4', 'TCF7L1', 'TCF7L2', 'TCF7', 'TERT', 'TFAP2A', 'TFCP2', 'TFF1', 'TFF2', 'TFF3', 'TGFB1', 'TGFB2', 'TGFB3', 'TGFBR1', 'TGFBR2', 'TGM2', 'TJP1', 'TJP2', 'TLE1', 'TLE2', 'TLE3', 'TLE4', 'TNFRSF11B', 'TNFSF11', 'TNF', 'TNIK', 'TNKS2', 'TNKS', 'TNS1', 'TOB1', 'TOP2A', 'TP53', 'TRAF4', 'TRIM33', 'TRIM37', 'TRIP10', 'TRRAP', 'TSC2', 'TUBA1A', 'TWIST1', 'TYMS', 'T', 'UBA52', 'UBB', 'UBC', 'UBE2B', 'UBE2R2', 'UBE3A', 'UBR5', 'UCHL1', 'UMPS', 'UPRT', 'USP4', 'USP7', 'USP9X', 'VANGL1', 'VANGL2', 'VASP', 'VAV1', 'VAV2', 'VAV3', 'VCAM1', 'VCL', 'VDR', 'VEGFA', 'VHL', 'VIM', 'WDR64', 'WDTC1', 'WHSC1', 'WIF1', 'WISP1', 'WLS', 'WNT10A', 'WNT10B', 'WNT11', 'WNT16', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8A', 'WNT8B', 'WNT9A', 'WNT9B', 'WT1', 'WWTR1', 'XPO1', 'YAP1', 'YARS', 'YEATS4', 'YES1', 'YWHAB', 'YWHAE', 'YWHAG', 'YWHAH', 'YWHAQ', 'YWHAZ', 'ZAP70', 'ZAR1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZIC3', 'ZNRF3', 'ZYX', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6170193939500923
		RMSE:  0.9046651382507068
		NRMSE:  0.21849703851094263
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09478783275970826
		RMSE:  0.8396248247596424
		NRMSE:  0.17652527641906535
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999422040781
		Coefficient of Determination:  1.0
		RMSE:  2.7539636310149725e-15
		NRMSE:  6.651443413716001e-16
		MAPE:  1.9275468534347504e-12
		Pearson Correlation:  0.1604943617661519
		Spearman Correlation:  0.20213967755208917
		Coefficient of Determination:  -1.2056791604011647
		RMSE:  1.1917672851761858
		NRMSE:  0.2505607781465364
		MAPE:  1062.1293373701872

	Predictor:  ElasticNet
		Pearson Correlation:  0.8736077100160897
		Spearman Correlation:  0.856983505525051
		Coefficient of Determination:  0.7337636270159422
		RMSE:  0.36708271451759816
		NRMSE:  0.08865875628383688
		MAPE:  410.05628711851017
		Pearson Correlation:  0.44311416894055233
		Spearman Correlation:  0.44041696280502257
		Coefficient of Determination:  0.14886393727635427
		RMSE:  0.7403205172899573
		NRMSE:  0.15564723683667422
		MAPE:  646.157339385253

	Predictor:  RandomForests
		Pearson Correlation:  0.6461410084604152
		Spearman Correlation:  0.6459070131018553
		Coefficient of Determination:  0.40205662224684124
		RMSE:  0.5501235928851312
		NRMSE:  0.13286725748360817
		MAPE:  467.12340250751686
		Pearson Correlation:  0.6714416404568353
		Spearman Correlation:  0.47027768426040223
		Coefficient of Determination:  0.29630819114905715
		RMSE:  0.6731495154156094
		NRMSE:  0.14152500113859418
		MAPE:  610.5293619376868

Protein:  CCNE1
Protein Interaction Partners Count:  350
x_train_column_count:  347
x_train columns:  ['ABL1', 'AKT1', 'AKT2', 'AKT3', 'ALDH18A1', 'ANAPC10', 'ANAPC13', 'ANAPC1', 'ANAPC2', 'ANAPC4', 'ANAPC5', 'ANAPC7', 'ANXA5', 'ARID1A', 'AR', 'ATM', 'AURKA', 'AURKB', 'BARD1', 'BCL2L1', 'BIRC5', 'BRCA1', 'BRCA2', 'BTG2', 'BTRC', 'BUB1B', 'BUB1', 'BUB3', 'RGCC', 'MLIP', 'CABLES1', 'CALM1', 'CAPRIN1', 'CASP3', 'CASP9', 'CBX7', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCNC', 'CCND1', 'CCND2', 'CCND3', 'CCNE2', 'CCNF', 'CCNG1', 'CCNH', 'CCNK', 'CCNL2', 'CCNT1', 'CCNT2', 'CCNY', 'CCT2', 'CCT3', 'CCT4', 'CCT5', 'CCT6A', 'CCT6B', 'CCT7', 'CCT8', 'CDC16', 'CDC20', 'CDC23', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC26', 'CDC27', 'CDC45', 'CDC6', 'CDC7', 'CDCA2', 'CDCA5', 'CDCA8', 'CDH1', 'CDK12', 'CDK13', 'CDK14', 'CDK15', 'CDK16', 'CDK17', 'CDK18', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK5', 'CDK6', 'CDK7', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDT1', 'CENPA', 'CENPE', 'CHAF1A', 'CHD1L', 'CHEK1', 'CHEK2', 'CINP', 'CKS1B', 'CKS2', 'COPS5', 'CREBBP', 'CSK', 'CTNNB1', 'CUL1', 'CUL3', 'CUL4B', 'DBF4B', 'DBF4', 'DGCR8', 'DICER1', 'DTL', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'EBNA1BP2', 'ECT2', 'EGFR', 'EGF', 'ELAVL1', 'ELSPBP1', 'EP400', 'ERBB2', 'ERBB3', 'ERBB4', 'ESPL1', 'ESR1', 'EXO1', 'EZH2', 'FAM58A', 'FAM83H', 'FBXO5', 'FBXW7', 'FEN1', 'FGFR1', 'FGFR2', 'FGFR3', 'FOXM1', 'FZR1', 'GAPDH', 'GLI1', 'GMNN', 'GSK3B', 'H1F0', 'HDAC1', 'HEATR3', 'HERC5', 'HIST1H1A', 'HIST1H1B', 'HIST1H4A', 'HRAS', 'IFNAR1', 'IGF1R', 'IGF1', 'ITPKB', 'JUN', 'KIF11', 'KIF20A', 'KIF23', 'KIF2C', 'KPNA2', 'KRAS', 'LATS2', 'LIN37', 'LIN52', 'LIN54', 'LIN9', 'GMNC', 'MAD2L1', 'MAPK3', 'MATK', 'MAX', 'MCL1', 'MCM10', 'MCM2', 'MCM3', 'MCM4', 'MCM5', 'MCM6', 'MCM7', 'MCM8', 'MDM2', 'MEGF11', 'MELK', 'MKI67', 'KMT2D', 'KMT2B', 'MNAT1', 'MRE11A', 'MTOR', 'MYBL2', 'MYC', 'NBN', 'NF1', 'NFYB', 'NMI', 'NOTCH1', 'NOTCH3', 'NPAT', 'NRAS', 'ORC1', 'ORC2', 'ORC3', 'ORC4', 'ORC5', 'ORC6', 'PARK2', 'PARP1', 'PCBP4', 'PCNA', 'PIK3CA', 'PIK3R1', 'PKMYT1', 'PLK1', 'PLK4', 'POLA1', 'POLD1', 'PPP1R1C', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R4', 'PRC1', 'PRKAR1A', 'PRKAR2A', 'PRMT5', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMB10', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSMF1', 'PTEN', 'PTGDR', 'PTK6', 'PTTG1', 'RAD51', 'RAD54L', 'RB1', 'RBBP4', 'RBL1', 'RBL2', 'RBX1', 'REL', 'REM1', 'RHOA', 'RHOBTB3', 'RINT1', 'RNASE1', 'RPRD1A', 'RPS27A', 'RRM1', 'RRM2', 'RRN3', 'RSF1', 'SHFM1', 'SKP1', 'SKP2', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'ST8SIA1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STK3', 'STK4', 'TARBP1', 'TCP1', 'TERF1', 'TERT', 'TFDP1', 'TK1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TP73', 'TPX2', 'TTK', 'TUBG1', 'TYMS', 'UBA52', 'UBB', 'UBC', 'UBE2C', 'UBE2QL1', 'UBE2S', 'UHRF2', 'WEE1', 'WEE2', 'XIAP', 'YAP1', 'ZNF217', 'ZNF33A', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4688329016852353
		RMSE:  0.7931748470731899
		NRMSE:  0.19141705409976348
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.186170633384966
		RMSE:  0.8069776954058596
		NRMSE:  0.32929800677624244
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5048043460690237
		NRMSE:  0.12182453992060809
		MAPE:  103.07374645056161
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01570191691728584
		RMSE:  0.4556277343037054
		NRMSE:  0.18592497115143453
		MAPE:  142.6844229696492

	Predictor:  LinearRegression
		Pearson Correlation:  0.9588172046682858
		Spearman Correlation:  0.851582619903705
		Coefficient of Determination:  0.9193304319679054
		RMSE:  0.14337649222999063
		NRMSE:  0.03460107928421233
		MAPE:  25.568557509551553
		Pearson Correlation:  0.46156162806310436
		Spearman Correlation:  0.38212197159565586
		Coefficient of Determination:  -0.6204238359108807
		RMSE:  0.5754946986563761
		NRMSE:  0.2348382839534711
		MAPE:  168.54761910186951

	Predictor:  ElasticNet
		Pearson Correlation:  0.8889865696516766
		Spearman Correlation:  0.7200227685101163
		Coefficient of Determination:  0.7829799322668024
		RMSE:  0.2351651879926972
		NRMSE:  0.05675246470369409
		MAPE:  52.9110031102862
		Pearson Correlation:  0.8199797017706691
		Spearman Correlation:  0.6676267783887581
		Coefficient of Determination:  0.6590367702324401
		RMSE:  0.2639859352826865
		NRMSE:  0.10772298020186344
		MAPE:  67.21152514330984

	Predictor:  RandomForests
		Pearson Correlation:  0.8598922666936342
		Spearman Correlation:  0.7165518489905631
		Coefficient of Determination:  0.7342954557399095
		RMSE:  0.26020915735475864
		NRMSE:  0.06279633114239898
		MAPE:  55.39230221712956
		Pearson Correlation:  0.8385204632334841
		Spearman Correlation:  0.7085048252867513
		Coefficient of Determination:  0.6938477614257615
		RMSE:  0.2501472515840754
		NRMSE:  0.10207592082921547
		MAPE:  71.80999227462355

Protein:  CCND1
Protein Interaction Partners Count:  857
x_train_column_count:  849
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTL6B', 'AFP', 'AHR', 'AKAP12', 'AKAP8', 'AKR1B10', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDOA', 'ALK', 'ANO1', 'ANXA5', 'APAF1', 'APC', 'APEX1', 'AREG', 'ARHGEF2', 'ARID1A', 'ARID1B', 'ARID2', 'ARID4A', 'AR', 'ASIP', 'ATF2', 'ATF3', 'ATF4', 'ATM', 'ATXN1', 'AURKA', 'AURKB', 'AXIN1', 'AXIN2', 'B2M', 'BANP', 'BARX2', 'BAX', 'BCAR1', 'BCAR3', 'BCCIP', 'BCL2A1', 'BCL2L11', 'BCL2L1', 'BCL2L2', 'BCL2', 'BCL3', 'BCL6', 'BCL9', 'BECN1', 'BGLAP', 'BHLHE40', 'BIRC2', 'BIRC3', 'BIRC5', 'BMI1', 'BMP4', 'BMP6', 'BRAF', 'BRCA1', 'BRCA2', 'BRD2', 'BRD4', 'BTC', 'BTG2', 'BTRC', 'RGCC', 'COPRS', 'CA9', 'CARD11', 'CARM1', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBFB', 'CCDC62', 'CCL2', 'CCL5', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNC', 'CCND2', 'CCND3', 'CCNDBP1', 'CCNE1', 'CCNE2', 'CCNG2', 'CCNH', 'CCNK', 'CCNL1', 'CCNL2', 'CCNT1', 'CCNT2', 'CCNY', 'CD19', 'CD22', 'CD24', 'CD34', 'CD38', 'CD44', 'CD5', 'CD79A', 'CDC20', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC27', 'CDC42', 'CDC6', 'CDC73', 'CDCA7L', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDK12', 'CDK13', 'CDK14', 'CDK16', 'CDK17', 'CDK18', 'CDK1', 'CDK20', 'CDK2', 'CDK3', 'CDK4', 'CDK5', 'CDK6', 'CDK7', 'CDK8', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDT1', 'CDX2', 'CENPE', 'CEP57', 'CFLAR', 'CHEK1', 'CHEK2', 'CHKA', 'CHUK', 'CKS1B', 'CKS2', 'CLCN3', 'COL1A1', 'CR2', 'CREB1', 'CREBBP', 'CRKL', 'CRYAB', 'CSF2', 'CTBP1', 'CTGF', 'CTNNB1', 'CTNND1', 'CTTN', 'CUL1', 'CUL3', 'CUL7', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP19A1', 'CYR61', 'DACH1', 'DAXX', 'DDIT3', 'DDX53', 'DECR1', 'DHFR', 'DICER1', 'DKK1', 'DKK3', 'DLL1', 'DMTF1', 'DND1', 'DNMT1', 'DNMT3A', 'DNTT', 'DVL1', 'DVL2', 'DYRK1A', 'DYRK1B', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EDN1', 'EEF1A1', 'EGFR', 'EGF', 'EGLN2', 'EGR1', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF3I', 'EIF4A1', 'EIF4A2', 'EIF4EBP1', 'EIF4E', 'EIF4G1', 'ELAVL1', 'ELSPBP1', 'EP300', 'EPCAM', 'EPHA2', 'EPHA7', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ETS1', 'ETV4', 'EWSR1', 'EYA1', 'EZH2', 'FABP4', 'FADD', 'FAM58A', 'FAM83H', 'FASLG', 'FAT1', 'FBXO31', 'FBXO4', 'FBXW7', 'FBXW8', 'FGF13', 'FGF19', 'FGF2', 'FGF3', 'FGF4', 'FGF7', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FGFR4', 'FHIT', 'FHL2', 'FIGF', 'FLCN', 'FLNA', 'FLT1', 'FLT3', 'FN1', 'FOSL1', 'FOS', 'FOXA1', 'FOXC1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FRZB', 'FSTL3', 'FZD1', 'FZD2', 'FZD7', 'FZD9', 'FZR1', 'GADD45A', 'GAL', 'GAPDH', 'GAST', 'GATA3', 'GATA4', 'GDF15', 'GDF2', 'GGNBP2', 'GGT1', 'GIT1', 'GJA1', 'GJB1', 'GLI1', 'GLI2', 'GLI3', 'GLTSCR2', 'GNB2L1', 'GPER1', 'GRB2', 'GREB1', 'GRM4', 'GRP', 'GSK3B', 'H1F0', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HBEGF', 'HBZ', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC4', 'HEXIM1', 'HEY1', 'HGF', 'HIF1A', 'HIST1H2AA', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AH', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST1H4A', 'HIST1H4B', 'HIST1H4C', 'HIST1H4D', 'HIST1H4E', 'HIST1H4F', 'HIST1H4H', 'HIST1H4I', 'HIST1H4J', 'HIST1H4K', 'HIST1H4L', 'HIST2H2AC', 'HIST2H2BE', 'HIST2H4A', 'HIST4H4', 'HMGA2', 'HMOX1', 'HNF1A', 'HNF4A', 'HNRNPD', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB8', 'ICAM1', 'ID1', 'ID2', 'IFNAR1', 'IFNB1', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP3', 'IGFBP5', 'IHH', 'IKBKB', 'IL10', 'IL17A', 'IL2', 'IL4', 'IL6', 'IL7', 'CXCL8', 'ILK', 'INSM1', 'INS', 'IRF1', 'IRS1', 'ISG15', 'ITGB1', 'ITPKB', 'ITPKC', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JARID2', 'JUNB', 'JUND', 'JUN', 'KAT2A', 'KAT2B', 'KDM1A', 'KDM5B', 'KDR', 'KHDRBS1', 'KIF18B', 'KIN', 'KITLG', 'KIT', 'KLF13', 'KLF4', 'KLF5', 'KLF6', 'KLK3', 'KRAS', 'KRT10', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'LDB3', 'LEF1', 'LEP', 'LGALS3', 'LGR5', 'LIMK2', 'LIMS1', 'LIN28B', 'LMNA', 'LMNB1', 'LOX', 'LRP5', 'LRP6', 'LYN', 'MAFB', 'MAF', 'MAML1', 'MAML2', 'MAML3', 'MAMLD1', 'MAP2K1', 'MAP2K2', 'MAP2K4', 'MAP2K7', 'MAP3K5', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MAPK9', 'MCL1', 'MCM10', 'MCM2', 'MCM3', 'MCM5', 'MCM6', 'MCM7', 'MCM8', 'MDK', 'MDM2', 'MDM4', 'MEN1', 'MET', 'MGMT', 'MITF', 'MKI67', 'MLH1', 'MLXIPL', 'MME', 'MMP11', 'MMP14', 'MMP15', 'MMP1', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MNAT1', 'MOV10', 'MSH2', 'MST1', 'MTOR', 'MUC1', 'MYBL2', 'MYB', 'MYCN', 'MYC', 'MYEOV', 'MYF5', 'MYOD1', 'MYOG', 'NACA2', 'NADSYN1', 'NANOG', 'NCAM1', 'NCOA1', 'NCOA3', 'NCOR1', 'NES', 'NEUROD1', 'NF1', 'NF2', 'NFKB1', 'NFKB2', 'NFKBIA', 'NGF', 'NKX2-1', 'NME1-NME2', 'NME1', 'NME2', 'NMI', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTCH4', 'NPM1', 'NQO1', 'NR0B2', 'NR1H3', 'NR2E1', 'NR3C1', 'NR4A3', 'NRAS', 'NRF1', 'NUDT21', 'ODC1', 'ORAI1', 'ORAOV1', 'ORC4', 'PAK1', 'PAK4', 'PARK2', 'PARP1', 'PAX2', 'PAX5', 'PAX6', 'PBRM1', 'PBX3', 'PCNA', 'PDCD4', 'PDGFRA', 'PDGFRB', 'PDZK1', 'PECAM1', 'PELP1', 'PGR', 'PI3', 'PI4K2A', 'PIK3CA', 'PIK3R1', 'PKLR', 'PKM', 'PLAUR', 'PLAU', 'PLK1', 'PMAIP1', 'POLR2A', 'POTEF', 'POU2F1', 'POU5F1', 'PPARG', 'PPP2R4', 'PRDM5', 'PRKACA', 'PRL', 'PRMT5', 'PRNP', 'PROM1', 'PSAT1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTCHD3', 'PTEN', 'PTF1A', 'PTGS2', 'PTHLH', 'PTH', 'PTK2', 'PTK6', 'PTPN11', 'PTPRCAP', 'PTPRC', 'PXN', 'RAD51', 'RAF1', 'RALA', 'RASSF1', 'RB1', 'RBL1', 'RBL2', 'RBPJ', 'RBX1', 'RCC1', 'RELA', 'RELB', 'REL', 'REM1', 'RET', 'RHEB', 'RHOA', 'RHOC', 'RICTOR', 'RNASE1', 'DROSHA', 'RND3', 'RNMT', 'ROCK1', 'RPRD1B', 'RPS27A', 'RPS6KA1', 'RPS6KA2', 'RPS6KA3', 'RPS6KA6', 'RPS6KB1', 'RPS6', 'RPTOR', 'RREB1', 'RSF1', 'RUNX1', 'RUNX2', 'RUNX3', 'SDC1', 'SDHC', 'SENP1', 'SERPINE1', 'SFRP1', 'SFRP2', 'SFRP4', 'SFRP5', 'SHC1', 'SHFM1', 'SHH', 'SIRT1', 'SIX1', 'SIX3', 'SKP1', 'SKP2', 'SLC25A16', 'SLC25A6', 'SLC2A1', 'SLC35B2', 'SLC39A4', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'SMARCC1', 'SMARCC2', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'SMARCE1', 'SMO', 'SNAI1', 'SNAI2', 'SNCA', 'SNIP1', 'SNW1', 'SNX33', 'SOCS3', 'SOX11', 'SOX17', 'SOX2', 'SOX4', 'SOX6', 'SOX9', 'SP1', 'SPN', 'SPP1', 'SPRY1', 'SRC', 'SREBF1', 'STAT1', 'STAT3', 'STAT4', 'STAT5A', 'STAT5B', 'STAT6', 'STC2', 'STIM1', 'STK11', 'STK24', 'STMN1', 'SUFU', 'SULF2', 'SUV39H1', 'TAF1', 'TBP', 'TBX2', 'TCEAL7', 'TCF4', 'TCF7L2', 'TCF7', 'TERT', 'TET3', 'TFDP1', 'TFF1', 'TGFA', 'TGFB1', 'TGFBR2', 'THBS1', 'THRA', 'THRB', 'TIMP1', 'TIMP2', 'TIMP3', 'TJP1', 'TJP2', 'TJP3', 'TLE1', 'TLR9', 'TM4SF1', 'TMPRSS4', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF13C', 'TNFRSF8', 'TNFSF11', 'TNF', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOP2A', 'TP53', 'TP63', 'TP73', 'TRPV2', 'TSC22D3', 'TSC2', 'TWIST1', 'TXN', 'TYMS', 'UBA52', 'UBA7', 'UBB', 'UBC', 'UBE2C', 'UBTF', 'URGCP', 'USP18', 'USP2', 'USP9X', 'VCL', 'VDR', 'VEGFA', 'VEGFC', 'VIP', 'VRK1', 'WDR77', 'WDTC1', 'WEE1', 'WHSC1', 'WIF1', 'WISP1', 'WNT10A', 'WNT10B', 'WNT11', 'WNT16', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8B', 'WNT9A', 'WNT9B', 'WT1', 'XBP1', 'XIAP', 'XPO1', 'YAP1', 'YBX1', 'YY1', 'ZBTB17', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47371951525638445
		RMSE:  0.2917253166285864
		NRMSE:  0.18637975276867558
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47112550847095647
		RMSE:  0.27775626016480953
		NRMSE:  0.17517423067911803
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.017560913887507e-15
		NRMSE:  6.501072781382215e-16
		MAPE:  3.499812373081341e-12
		Pearson Correlation:  0.22104097220100646
		Spearman Correlation:  0.16769535779747877
		Coefficient of Determination:  -3.541678609163795
		RMSE:  0.48803075572666965
		NRMSE:  0.3077893262655586
		MAPE:  1734.6953668491008

	Predictor:  ElasticNet
		Pearson Correlation:  0.6673519699044503
		Spearman Correlation:  0.6398727734555205
		Coefficient of Determination:  0.3972692880807176
		RMSE:  0.18656422280750612
		NRMSE:  0.11919361035988942
		MAPE:  409.1205431696557
		Pearson Correlation:  0.3990119358109959
		Spearman Correlation:  0.33644559159091764
		Coefficient of Determination:  0.1520044428685816
		RMSE:  0.2108801886651522
		NRMSE:  0.13299709174139268
		MAPE:  504.84337354328187

	Predictor:  RandomForests
		Pearson Correlation:  0.5853438572361938
		Spearman Correlation:  0.5430399474997273
		Coefficient of Determination:  0.2722733673298181
		RMSE:  0.20499857263689927
		NRMSE:  0.13097109201064341
		MAPE:  492.47389786485513
		Pearson Correlation:  0.4825186092040556
		Spearman Correlation:  0.44855671517101214
		Coefficient of Determination:  0.19624330619944086
		RMSE:  0.20530583584564846
		NRMSE:  0.1294814807301012
		MAPE:  480.5397909847869

Protein:  ERBB2
Protein Interaction Partners Count:  663
x_train_column_count:  657
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACPP', 'ACTA2', 'ACTB', 'ACTG1', 'ADAM10', 'ADAM17', 'ADRB2', 'AFP', 'AGRN', 'AKT1S1', 'AKT1', 'AKT2', 'ALB', 'ALDH1A1', 'ALK', 'ANGPT1', 'ANGPT2', 'ANGPT4', 'ANO1', 'ANXA2', 'ANXA5', 'AP2B1', 'APP', 'AREG', 'ARHGEF11', 'ARHGEF12', 'ARID1A', 'ARL6IP5', 'AR', 'ATM', 'ATP2B2', 'AURKB', 'AXIN1', 'BAG1', 'BARD1', 'BCAR1', 'BCAR3', 'BCAS1', 'BCL2L11', 'BCL2L1', 'BDNF', 'BECN1', 'BEST1', 'BIRC5', 'BLNK', 'BMI1', 'BMP2', 'BMP4', 'BRCA1', 'BRCA2', 'BSG', 'BTC', 'MIEN1', 'CA9', 'CALU', 'CARTPT', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CAV1', 'CBLB', 'CBLC', 'CBL', 'CCL27', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CD19', 'CD22', 'CD247', 'CD24', 'CD274', 'CD28', 'CD33', 'CD34', 'CD44', 'CD46', 'CD52', 'CD68', 'CD6', 'CD80', 'CD82', 'CDC37', 'CDC42', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDK4', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CDX2', 'CEACAM5', 'CEP70', 'CHEK2', 'CHGA', 'CHKA', 'CHKB', 'CISH', 'CLDN3', 'CLDN4', 'CLDN7', 'CLTC', 'CNN1', 'COPS5', 'CPNE3', 'CREB1', 'CRKL', 'CRK', 'YBX3', 'CSF1', 'CSF2', 'CSF3', 'CSK', 'CSPG4', 'CTAG1B', 'CTLA4', 'CTNNB1', 'CTNND1', 'CTSB', 'CTSD', 'CTTN', 'CUL5', 'CXCL12', 'CXCR1', 'CXCR4', 'CYCS', 'CYP19A1', 'CYTIP', 'DCN', 'DDX41', 'DDX53', 'DHH', 'DIAPH1', 'DICER1', 'DLG4', 'DMTF1', 'DNAJA3', 'DNM2', 'DNMT1', 'DOCK1', 'DOCK7', 'DUSP6', 'E2F1', 'E2F3', 'EEA1', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EFNB1', 'EGFR', 'EGF', 'EIF3A', 'EIF4EBP1', 'EIF4E', 'ELAVL1', 'ELF3', 'EML4', 'ENO2', 'EP300', 'EPCAM', 'EPGN', 'EPHA2', 'EPS15', 'EPX', 'ERAL1', 'ERBB2IP', 'ERBB3', 'ERBB4', 'ERCC1', 'EREG', 'ERRFI1', 'ESCO1', 'ESR1', 'ESR2', 'ESRRB', 'ETS1', 'ETS2', 'ETV4', 'ETV6', 'EZH2', 'EZR', 'FASLG', 'FASN', 'FBXW7', 'FCGR1A', 'FCGR1B', 'FCGRT', 'FGF10', 'FGF13', 'FGF16', 'FGF17', 'FGF18', 'FGF19', 'FGF1', 'FGF20', 'FGF21', 'FGF22', 'FGF23', 'FGF2', 'FGF3', 'FGF4', 'FGF5', 'FGF6', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FGFR4', 'FHIT', 'FIGF', 'FLT1', 'FLT3LG', 'FN1', 'FOLH1', 'FOLR1', 'FOS', 'FOXA1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXP3', 'FREM2', 'FSIP1', 'FYN', 'GAB1', 'GABPB1', 'GAPDH', 'GATA3', 'GATA4', 'GDF2', 'GLI1', 'GLI2', 'GLS', 'GNA11', 'GNAQ', 'GNAS', 'GNRH1', 'GPER1', 'GRAP2', 'GRB2', 'GRB7', 'GSTP1', 'GZMB', 'H2AFX', 'H2AFY', 'HBEGF', 'HDAC1', 'HDAC6', 'HEATR6', 'HGF', 'HIF1A', 'HK1', 'HLA-A', 'HMGA2', 'HNF4A', 'HOXB7', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSP90B1', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB3', 'HSPG2', 'ICAM1', 'ID1', 'IDH1', 'IDH2', 'IFNG', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IHH', 'IL10', 'IL2', 'IL4', 'IL6R', 'IL6ST', 'IL6', 'CXCL8', 'ILK', 'INPP4B', 'INS', 'IQGAP1', 'IQSEC1', 'IRS1', 'ITGA5', 'ITGA6', 'ITGAV', 'ITGB1', 'ITGB3', 'ITGB4', 'ITPKB', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JUN', 'JUP', 'KDR', 'KITLG', 'KLK3', 'KLRK1', 'KRAS', 'KRT14', 'KRT17', 'KRT18', 'KRT19', 'KRT20', 'KRT4', 'KRT5', 'KRT7', 'KRT8', 'L1CAM', 'LAMP1', 'LCN2', 'LDHA', 'LEP', 'LIN28A', 'LIN7A', 'LIN7B', 'LIN7C', 'LINGO1', 'LOX', 'LRIG1', 'LRPPRC', 'MAGEA1', 'MAGEA3', 'MAGED4B', 'MAGED4', 'MAP2K1', 'MAPK1', 'MAPK3', 'MAPK8', 'MATK', 'MCL1', 'MDK', 'MDM2', 'MEMO1', 'MET', 'MGMT', 'MKI67', 'MLANA', 'MLH1', 'KMT2C', 'MME', 'MMP11', 'MMP14', 'MMP16', 'MMP1', 'MMP2', 'MMP7', 'MMP9', 'MPP1', 'MRAP', 'MRAS', 'MSH2', 'MSH6', 'MSLN', 'MTA1', 'MTOR', 'MUC13', 'MUC16', 'MUC1', 'MUC4', 'MUC6', 'MUCL1', 'MYBL2', 'MYCN', 'MYC', 'NANOG', 'NCAM1', 'NCL', 'NCOA1', 'NCOA3', 'NCOR1', 'NDRG1', 'NF1', 'NF2', 'NFE2L2', 'NGF', 'NISCH', 'NKX2-1', 'NME1', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTCH4', 'NPM1', 'NR1H4', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'NRP1', 'NTF3', 'NTF4', 'OPCML', 'OSMR', 'PA2G4', 'PADI2', 'PAK1', 'PALB2', 'PAQR3', 'PARP1', 'PAX2', 'PCSK9', 'PDCD1LG2', 'PDCD1', 'PDCD4', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PDGFRA', 'PDPN', 'PECAM1', 'PELP1', 'PEPD', 'PFKFB3', 'PGAP3', 'PGF', 'PGR', 'PI3', 'PIK3C2A', 'PIK3C2B', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3CG', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIN1', 'PIP', 'PLAUR', 'PLAU', 'PLCG1', 'PLCG2', 'PLEK', 'PLG', 'PLXNB1', 'POLI', 'POTEF', 'POU5F1', 'PPARG', 'PPP3CA', 'PRDM10', 'PRF1', 'PRKACA', 'PRL', 'PROM1', 'PSCA', 'PTCH1', 'PTEN', 'PTGS2', 'PTK2B', 'PTK2', 'PTK6', 'PTPN11', 'PTPN12', 'PTPN18', 'PTPN1', 'PTPRC', 'PTPRO', 'PTPRU', 'PTS', 'PXN', 'RAB25', 'RAD51', 'RAF1', 'RANBP2', 'RARA', 'RASA1', 'RASA2', 'RASSF1', 'RB1', 'RBPJ', 'RDX', 'RECK', 'REM1', 'REN', 'RET', 'RHEB', 'RHOA', 'RHOB', 'RHOC', 'RICTOR', 'RND1', 'RNF41', 'ROCK1', 'ROCK2', 'ROS1', 'RPS27A', 'RPS6', 'RPTOR', 'RRAS2', 'RRAS', 'S100A14', 'SCGB2A2', 'SCUBE2', 'SDC1', 'SDHC', 'SEMA3D', 'SEMA4D', 'SERPINB5', 'SERPINE1', 'SFRP1', 'PEAK1', 'SH3BGRL3', 'SH3BGRL', 'SH3TC2', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SHH', 'SIAH2', 'PMEL', 'SKP2', 'SLC25A16', 'SLC2A1', 'SLC4A7', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMO', 'SMUG1', 'SMYD3', 'SNAI1', 'SNAI2', 'SOCS1', 'SOS1', 'SOX10', 'SOX2', 'SOX9', 'SP3', 'SPP1', 'SPRY2', 'SRCIN1', 'SRC', 'STARD3', 'STAT1', 'STAT2', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'STOM', 'STUB1', 'SYP', 'TAGLN', 'TBX1', 'TERT', 'TFAP2A', 'TFAP2B', 'TFAP2C', 'TFF1', 'TFF2', 'TFF3', 'TFRC', 'TGFA', 'TGFB1', 'THBS1', 'THRA', 'TIMP1', 'TJP1', 'TMPRSS2', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF13C', 'TNFRSF4', 'TNFRSF8', 'TNFRSF9', 'TNFSF11', 'TNF', 'TNS1', 'TNS3', 'TNS4', 'TOB1', 'TOP1', 'TOP2A', 'TP53', 'TP63', 'TSC2', 'TWIST1', 'TYMS', 'TYR', 'UBA52', 'UBB', 'UBC', 'USP2', 'USP9X', 'VAV1', 'VAV2', 'VAV3', 'VCL', 'VEGFA', 'VEGFB', 'VEGFC', 'VIM', 'WASL', 'WDFY2', 'WDTC1', 'WNT10A', 'WNT1', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT7B', 'WNT9A', 'WNT9B', 'WT1', 'WWOX', 'XIAP', 'XPO1', 'YAP1', 'YBX1', 'YES1', 'YY1', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06177154229692228
		RMSE:  1.0106646016782141
		NRMSE:  0.1721833486682819
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.26989975035857605
		RMSE:  1.1682171872252598
		NRMSE:  0.21036071365744585
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9808249714864398
		NRMSE:  0.1670996765569688
		MAPE:  529.9728174248761
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556425
		RMSE:  1.07776630779691
		NRMSE:  0.19407323581894154
		MAPE:  193.8969179437583

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  3.296673970952901e-15
		NRMSE:  5.616426684418115e-16
		MAPE:  8.554423061473843e-12
		Pearson Correlation:  0.5304989486028361
		Spearman Correlation:  0.26028037791062253
		Coefficient of Determination:  -1.0531905297703839
		RMSE:  1.4854344737912486
		NRMSE:  0.26748198829388276
		MAPE:  815.0945571227933

	Predictor:  ElasticNet
		Pearson Correlation:  0.9310245322365368
		Spearman Correlation:  0.8583692811127401
		Coefficient of Determination:  0.8612982286663045
		RMSE:  0.36528557129857736
		NRMSE:  0.06223240903258725
		MAPE:  267.29239464317556
		Pearson Correlation:  0.8150922307761688
		Spearman Correlation:  0.668959299941043
		Coefficient of Determination:  0.6479907064838687
		RMSE:  0.6150578097025129
		NRMSE:  0.11075337805713849
		MAPE:  258.4367543003108

	Predictor:  RandomForests
		Pearson Correlation:  0.8618630119517803
		Spearman Correlation:  0.6834204814768784
		Coefficient of Determination:  0.7353579549372533
		RMSE:  0.5045694318770525
		NRMSE:  0.08596170705096555
		MAPE:  418.16678975069743
		Pearson Correlation:  0.7929419166701542
		Spearman Correlation:  0.6877087999164878
		Coefficient of Determination:  0.5851963572608272
		RMSE:  0.6676673719782903
		NRMSE:  0.12022677494477083
		MAPE:  204.04317470851737

Protein:  ERBB3
Protein Interaction Partners Count:  245
x_train_column_count:  247
x_train columns:  ['ADAM17', 'AGRN', 'AGTR2', 'AKT1', 'AKT2', 'AKT3', 'ALAS2', 'ALB', 'ANGPT1', 'ANGPT2', 'ANGPT4', 'APIP', 'AREG', 'AR', 'BAMBI', 'BDNF', 'BMP2', 'BMP4', 'BRCA1', 'BRCA2', 'BTC', 'CADM4', 'CASK', 'CASP3', 'CBLB', 'CBLC', 'CBL', 'CCND1', 'CCNE1', 'CD44', 'CD82', 'CDC42', 'CDH1', 'CDK4', 'CDK5', 'CDKN1B', 'CDKN2A', 'CLEC16A', 'COMMD5', 'COQ7', 'CRKL', 'CRK', 'CRYZL1', 'CSF1', 'CSK', 'CSPG5', 'CTNNB1', 'DCN', 'DHH', 'DOCK7', 'DUSP6', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EGFR', 'EGF', 'EGR1', 'EHF', 'EIF4EBP1', 'EIF4E', 'EML4', 'EPCAM', 'EPGN', 'EPN1', 'ERBB2IP', 'ERBB2', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'ESR2', 'FBXO9', 'FGF10', 'FGF16', 'FGF17', 'FGF18', 'FGF19', 'FGF1', 'FGF20', 'FGF21', 'FGF22', 'FGF23', 'FGF2', 'FGF3', 'FGF4', 'FGF5', 'FGF6', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FIGF', 'FKBP14', 'FLNA', 'FLT3LG', 'FN1', 'FOXA1', 'FOXO3', 'FREM2', 'FTSJ1', 'GAB1', 'GAPDH', 'GLE1', 'GRB2', 'GRB7', 'GRHL2', 'HBEGF', 'HGF', 'HGS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPG2', 'IGF1', 'IGF2', 'IL6ST', 'ILK', 'INS', 'IRS1', 'ITGA6', 'ITGB4', 'ITPKB', 'JAK1', 'JAK2', 'JUN', 'KDR', 'KITLG', 'KRAS', 'L1CAM', 'LAMA1', 'LAMB1', 'LAMC2', 'LIN7A', 'LIN7B', 'LIN7C', 'LRIG1', 'MAP2K1', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MARCH7', 'MDM2', 'MET', 'MITF', 'MMP9', 'MRPL49', 'MTOR', 'MUC1', 'MUC4', 'MYC', 'N4BP1', 'NDRG1', 'NEDD4L', 'NEDD4', 'NF1', 'NGF', 'NICN1', 'NOTCH1', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'NTF3', 'NTF4', 'OAT', 'PA2G4', 'PARK7', 'PCSK9', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PGF', 'PGR', 'PI3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIP5K1C', 'PLCG1', 'PLCG2', 'PPP1R9A', 'PRKACA', 'PTEN', 'PTK2B', 'PTK2', 'PTK6', 'PTPN11', 'PTPN22', 'PTPN2', 'RASA1', 'RASA2', 'REM1', 'RGS4', 'RHOA', 'RHOC', 'RNF41', 'ROR1', 'RRAS2', 'SH2B3', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SHH', 'SLC25A16', 'SMAD4', 'SNAI2', 'SOS1', 'SOX10', 'SOX2', 'SPARC', 'SPRY2', 'SRC', 'STAT3', 'STAT5A', 'STAT5B', 'SYN3', 'TCF7L2', 'TGFA', 'TMEFF2', 'TNFRSF13C', 'TNS1', 'TP53', 'USP8', 'VAV1', 'VAV2', 'VAV3', 'VEGFA', 'VEGFB', 'VEGFC', 'WNT1', 'WNT5A', 'ZEB1', 'ZNF217', 'KRBOX4', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20254353309139272
		RMSE:  0.523865801474932
		NRMSE:  0.14324270860276114
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.287905849531515
		RMSE:  0.4364451552160674
		NRMSE:  0.21482088883335748
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  LinearRegression
		Pearson Correlation:  0.7525779749217283
		Spearman Correlation:  0.7414768781715668
		Coefficient of Determination:  0.5663736083372897
		RMSE:  0.3145773849828222
		NRMSE:  0.08601614490437254
		MAPE:  195.56057281263236
		Pearson Correlation:  0.19103946349683862
		Spearman Correlation:  0.24006034987967434
		Coefficient of Determination:  -1.5365174079219255
		RMSE:  0.6125006341478839
		NRMSE:  0.301476437683228
		MAPE:  423.5878774811688

	Predictor:  ElasticNet
		Pearson Correlation:  0.6318844159067284
		Spearman Correlation:  0.6391066923000618
		Coefficient of Determination:  0.3813577166314277
		RMSE:  0.37574174212545786
		NRMSE:  0.10274055822242155
		MAPE:  191.44006415733404
		Pearson Correlation:  0.36829722868820325
		Spearman Correlation:  0.36931881943665135
		Coefficient of Determination:  0.08544261049995838
		RMSE:  0.3677842276305716
		NRMSE:  0.1810255738533185
		MAPE:  184.48609285338213

	Predictor:  RandomForests
		Pearson Correlation:  0.5779349321581143
		Spearman Correlation:  0.5952826445215312
		Coefficient of Determination:  0.3099301228298601
		RMSE:  0.3968406749485059
		NRMSE:  0.10850972329808019
		MAPE:  233.0343291393106
		Pearson Correlation:  0.42093925854669745
		Spearman Correlation:  0.3463788156698109
		Coefficient of Determination:  0.16506208829735813
		RMSE:  0.3514104804695851
		NRMSE:  0.17296631858007702
		MAPE:  236.1590586353873


Fold:  5

Protein:  RB1
Protein Interaction Partners Count:  369
x_train_column_count:  366
x_train columns:  ['AATF', 'ABCC1', 'ABL1', 'ACTL6A', 'ACTL6B', 'AFAP1', 'AHR', 'AKT1', 'ANXA5', 'ARID1A', 'ARID1B', 'ARID4A', 'ARMCX1', 'ARMCX2', 'ARMCX3', 'ARNT', 'AR', 'ASF1A', 'ATF2', 'ATM', 'AURKB', 'BCR', 'BDP1', 'BGLAP', 'BRCA1', 'BRF1', 'FAM208A', 'C4BPA', 'CABIN1', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CBFB', 'CBX1', 'CBX4', 'CBX5', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCNC', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNT2', 'CDC25A', 'CDC27', 'CDC6', 'CDH1', 'CDK14', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK6', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CEBPA', 'CEBPB', 'CEBPD', 'CEBPE', 'CHEK1', 'CHEK2', 'CLNK', 'COL1A1', 'CREBBP', 'CTBP1', 'CTNNB1', 'CUX1', 'DCAF10', 'DGKZ', 'DNAJA3', 'DNMT1', 'DNMT3A', 'DUSP1', 'DUT', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EED', 'EGFR', 'EGF', 'EID1', 'EIF2AK1', 'EIF2AK4', 'AGO2', 'ELF1', 'ENC1', 'EP300', 'ERBB2', 'ESD', 'ESR1', 'ESR2', 'EZH2', 'FBXW7', 'FMO5', 'FOS', 'FOXM1', 'FRK', 'FZR1', 'G6PD', 'GAPDH', 'GATA1', 'GJA1', 'GNB2L1', 'GRB2', 'GSC', 'GTF2H1', 'H1F0', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HARS2', 'HARS', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC8', 'HDC', 'HES1', 'HIF1A', 'HIRA', 'HIST1H1A', 'HIST1H1B', 'HIST1H1C', 'HIST1H1D', 'HIST1H1E', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST1H4A', 'HIST2H2AC', 'HIST2H2BE', 'HIST3H3', 'HIST4H4', 'HMGA1', 'HMGA2', 'HRAS', 'HSP90AA1', 'HSPA1A', 'HSPA8', 'ID2', 'IFI16', 'INS', 'JUN', 'KAT2B', 'KAT5', 'KDM1A', 'KDM2A', 'KDM4A', 'KDM5A', 'KDM5B', 'PPP1R26', 'KIF11', 'KRAS', 'KRT10', 'KRT14', 'KRT5', 'L3MBTL2', 'L3MBTL1', 'LIMD1', 'LIN52', 'LIN54', 'LIN9', 'LMNA', 'LOR', 'LPAR6', 'MAF', 'MAP2K7', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MAPK9', 'MCM2', 'MCM3', 'MCM4', 'MCM5', 'MCM7', 'MDM2', 'MDM4', 'MEF2C', 'MORF4L1', 'MRFAP1', 'MRPL11', 'MRPS18B', 'MSH6', 'MTL5', 'MYBL2', 'MYC', 'MYOD1', 'NACC2', 'NCAPD3', 'NCAPG2', 'NCAPH2', 'NCR1', 'NDC80', 'NEO1', 'NFYA', 'NFYB', 'NFYC', 'NGF', 'NOTCH1', 'NPM1', 'NRAS', 'ORC1', 'PA2G4', 'PAX2', 'PAX3', 'PAX5', 'PAX6', 'PAX8', 'PCNA', 'PELP1', 'PGR', 'PHB', 'PHF21B', 'PIAS4', 'PIK3CA', 'PIK3R1', 'PIK3R3', 'PLK1', 'PML', 'POLA1', 'POLA2', 'PPARA', 'PPARG', 'PPIA', 'PPP1CA', 'PPP1CB', 'PPP1CC', 'PPP1R3A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R3B', 'PPRC1', 'PRB1', 'PRB3', 'PRB4', 'PRDM2', 'PRH1', 'PRH2', 'PRIM1', 'PRIM2', 'PRKCB', 'PRMT2', 'PSMA7', 'PSMC1', 'PSMD10', 'PTEN', 'PTGDR', 'RAF1', 'RB1CC1', 'RBAK', 'RBBP4', 'RBBP5', 'RBBP6', 'RBBP7', 'RBBP8', 'RBBP9', 'RBL1', 'RBL2', 'RBFOX2', 'RFC1', 'RPS6KB1', 'RUNX2', 'S100A6', 'SETD1B', 'SETD7', 'SIRT1', 'SKP2', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'SMARCC1', 'SMARCC2', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'SMARCE1', 'SMC1A', 'SMC2', 'SMC4', 'SMC5', 'SMYD2', 'SNW1', 'SP100', 'SP1', 'SP3', 'SPI1', 'STAM', 'STAT3', 'SUV39H1', 'SUV420H2', 'SUZ12', 'TAF1', 'TBP', 'TERT', 'TFAP2A', 'TFDP1', 'TFDP3', 'TGM2', 'THAP1', 'TMPO', 'TNS1', 'TOP2A', 'TP53BP1', 'TP53', 'TP73', 'TRDMT1', 'TRIM27', 'TTK', 'UBE2I', 'UBE3A', 'UBL4A', 'UBN1', 'UBR4', 'UBTF', 'UHRF1', 'USP4', 'USP7', 'VEGFA', 'VPS39', 'WDR59', 'WDR73', 'WEE1', 'WWTR1', 'YAP1', 'YY1', 'ZBTB16', 'ZBTB7A', 'ZNF521', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00018503513771928048
		RMSE:  0.23392670305630597
		NRMSE:  0.11556330212293363
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12340187398900859
		RMSE:  0.2547692202160761
		NRMSE:  0.12845593258580365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  LinearRegression
		Pearson Correlation:  0.8043073491957687
		Spearman Correlation:  0.752739189475409
		Coefficient of Determination:  0.6469103119703244
		RMSE:  0.13898954746172476
		NRMSE:  0.06866292242567532
		MAPE:  279.37974895088445
		Pearson Correlation:  0.12511584270477508
		Spearman Correlation:  0.12261250140276066
		Coefficient of Determination:  -8.482605621556894
		RMSE:  0.7401900285290977
		NRMSE:  0.3732075653596483
		MAPE:  1835.153701674719

	Predictor:  ElasticNet
		Pearson Correlation:  0.5023809477999853
		Spearman Correlation:  0.4790663369627758
		Coefficient of Determination:  0.2094981585509521
		RMSE:  0.20796539091934405
		NRMSE:  0.10273802429533405
		MAPE:  161.0014125769746
		Pearson Correlation:  0.04651623124947577
		Spearman Correlation:  0.1497250589159466
		Coefficient of Determination:  -0.11458935636698353
		RMSE:  0.2537679851810119
		NRMSE:  0.1279511048045761
		MAPE:  288.97920173395175

	Predictor:  RandomForests
		Pearson Correlation:  0.6340763493930155
		Spearman Correlation:  0.5201141554191631
		Coefficient of Determination:  0.19381013396512958
		RMSE:  0.21001885728233907
		NRMSE:  0.10375246749743806
		MAPE:  132.01027999309287
		Pearson Correlation:  0.0005679193949936507
		Spearman Correlation:  0.12012369231536554
		Coefficient of Determination:  -0.12763289130124789
		RMSE:  0.2552485321927606
		NRMSE:  0.12869760411469688
		MAPE:  406.3067706836569

Protein:  CDH1
Protein Interaction Partners Count:  834
x_train_column_count:  826
x_train columns:  ['ABCB1', 'ABCG2', 'ACAN', 'ACTA1', 'ACTA2', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTN1', 'ACTR3', 'ACVR1B', 'ADAM10', 'ADAM15', 'ADAM17', 'ADAM9', 'AFP', 'AIMP1', 'AJAP1', 'AKAP9', 'AKT1', 'AKT2', 'AKTIP', 'ALB', 'ALCAM', 'ALDH1A1', 'ALDH3A1', 'ALK', 'AMOTL2', 'ANAPC4', 'ANAPC7', 'ANO1', 'ANXA2', 'ANXA5', 'AP1M1', 'AP1M2', 'APC2', 'APC', 'AQP1', 'AQP5', 'AREG', 'ARF6', 'ARHGAP31', 'ARID1A', 'ARL2BP', 'ARMC7', 'ARPC1A', 'ARPC2', 'ARRB2', 'ARVCF', 'AR', 'CLMP', 'ASF1A', 'ATF2', 'ATF3', 'ATM', 'ATXN1', 'AXIN1', 'AXIN2', 'AXL', 'BAG3', 'BANP', 'BCAR1', 'BCL2L11', 'BCL2L1', 'BCL6B', 'BCL9L', 'BCORL1', 'BMI1', 'BMP2', 'BMP4', 'BMP6', 'BMP7', 'BNIP3', 'BRCA1', 'BRCA2', 'BSG', 'BTBD7', 'BTC', 'BTF3', 'ANAPC15', 'CA2', 'CA9', 'CALCA', 'CALR', 'CAPN1', 'CAPNS1', 'CASP3', 'CASP8', 'CASP9', 'CASS4', 'CAV1', 'CBLL1', 'CBL', 'CBX7', 'CCL2', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCNE1', 'CCR7', 'CD1A', 'CD1B', 'CD1C', 'CD1E', 'CD207', 'CD24', 'CD274', 'CD276', 'CD2AP', 'CD34', 'CD44', 'CD46', 'CD68', 'CD82', 'CDC16', 'CDC23', 'CDC27', 'CDC42', 'CDC6', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH24', 'CDH2', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDK14', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CDKN3', 'CDX2', 'CEACAM5', 'CFL1', 'CGN', 'CHGA', 'CHL1', 'CLCA2', 'CLDN1', 'CLDN2', 'CLDN3', 'CLDN4', 'CLDN5', 'CLDN7', 'CNTN1', 'COL1A1', 'CORO1C', 'CRB3', 'CREB1', 'CREBBP', 'CRYAB', 'YBX3', 'CSDC2', 'CSE1L', 'CSF2', 'CSNK2A1', 'CSNK2A2', 'CST5', 'CTBP1', 'CTBP2', 'CTCF', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNB1', 'CTNND1', 'CTNND2', 'CTSL', 'CTTN', 'CXCL12', 'CXCL1', 'CXCR4', 'CYP1B1', 'DAAM1', 'DAB2IP', 'DACH1', 'DAPK1', 'DAP', 'DDR1', 'DDR2', 'DDX3X', 'DICER1', 'DKK1', 'DLC1', 'DLG1', 'DLG5', 'DNM2', 'DNMT1', 'DNMT3A', 'DNMT3B', 'DNTT', 'DOT1L', 'DPAGT1', 'DPEP1', 'DSP', 'DUOX1', 'DUSP4', 'DVL1', 'DVL2', 'E2F1', 'ECT2', 'EDN1', 'EFEMP1', 'EFNA1', 'EGFR', 'EGF', 'EGR1', 'EHD1', 'EHMT2', 'EIF2AK3', 'AGO1', 'AGO2', 'ELAVL1', 'ELF3', 'ENAH', 'ENG', 'EP300', 'EPB41L3', 'EPCAM', 'EPHA10', 'EPHA1', 'EPHA2', 'EPPK1', 'ERBB2IP', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ESRP1', 'ESRP2', 'ETS1', 'ETS2', 'EXOC3', 'EXOC4', 'EYA2', 'EZH2', 'EZR', 'F11R', 'F2RL2', 'SUPT20H', 'FBXL5', 'FER', 'FGF10', 'FGF13', 'FGF17', 'FGF19', 'FGF2', 'FGF4', 'FGF5', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FHIT', 'FHL2', 'FLG', 'FLOT1', 'FLOT2', 'FLT1', 'FMN1', 'FN1', 'FOSL1', 'FOS', 'FOXA1', 'FOXA2', 'FOXC1', 'FOXC2', 'FOXJ2', 'FOXK2', 'FOXL1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXQ1', 'FRMPD2', 'FSCN1', 'FUT4', 'FXYD5', 'FYN', 'FZD1', 'FZD4', 'FZD7', 'FZR1', 'G6PD', 'GAB2', 'GABPA', 'GADD45A', 'GAPDH', 'GAS6', 'GATA1', 'GATA3', 'GATA4', 'GATA6', 'GDNF', 'GFRA1', 'GGT1', 'GJA1', 'GJB1', 'GJB2', 'GKN2', 'GLI1', 'GLI2', 'GMNN', 'GNA12', 'GNA13', 'GNB2L1', 'GNL3', 'GPA33', 'GRB2', 'GRHL2', 'GRHL3', 'GSK3B', 'GSN', 'GSTP1', 'H2AFZ', 'HAVCR2', 'HBEGF', 'HDAC1', 'HDAC2', 'HEPACAM', 'HES1', 'HGF', 'HGS', 'HIF1A', 'HMGA2', 'HNF4A', 'HOXB4', 'HOXD10', 'HPGDS', 'HPGD', 'HRAS', 'HSP90AA1', 'HSPA5', 'ICAM1', 'ID1', 'ID2', 'IDO1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP3', 'IL10', 'IL15', 'IL17A', 'IL1B', 'IL24', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ILK', 'INADL', 'INS', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'IQSEC1', 'IRS1', 'IRS2', 'ITGA5', 'ITGA6', 'ITGAE', 'ITGAM', 'ITGB1', 'ITGB4', 'ITGB7', 'ITPKB', 'IVL', 'JAG1', 'JAK2', 'AJUBA', 'JUN', 'JUP', 'KDM1A', 'KDM6A', 'KDR', 'KEAP1', 'KIFC3', 'KIT', 'KLF4', 'KLF5', 'KLF8', 'KLK3', 'KLK7', 'KLRG1', 'KRAS', 'KRT10', 'KRT14', 'KRT17', 'KRT18', 'KRT19', 'KRT20', 'KRT4', 'KRT5', 'KRT7', 'KRT8', 'KRT9', 'LAMA1', 'LAMB1', 'LAMC2', 'LASP1', 'LATS1', 'LATS2', 'LCN2', 'LEF1', 'LEP', 'LGALS3', 'LGALS4', 'LGALS9', 'LGR5', 'LIF', 'LIMA1', 'LIN28A', 'LIPG', 'LLGL2', 'LMNA', 'LOR', 'LOXL2', 'LOXL3', 'LOX', 'LRP5', 'LRP6', 'LY6K', 'MACC1', 'MACROD1', 'MAD2L2', 'MAGI1', 'MAP2K1', 'MAP2K7', 'MAP4K5', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MARK2', 'MARVELD2', 'MCAM', 'MCL1', 'MDM2', 'MED1', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MGAT5', 'MGMT', 'MKI67', 'MLH1', 'MLLT4', 'MME', 'MMP11', 'MMP13', 'MMP14', 'MMP15', 'MMP17', 'MMP1', 'MMP25', 'MMP27', 'MMP2', 'MMP3', 'MMP7', 'MMP8', 'MMP9', 'MPP5', 'MRAP', 'MSH2', 'MSN', 'MT1G', 'MTA1', 'MTA3', 'MTBP', 'MTDH', 'MTOR', 'MUC1', 'MUC4', 'MYCN', 'MYC', 'MYH6', 'MYO6', 'MYO7A', 'NANOG', 'NCAM1', 'NCOA1', 'NCSTN', 'NDRG1', 'NDRG2', 'NEDD9', 'NEK2', 'NES', 'NEUROG3', 'NF2', 'NFE2L2', 'NFIC', 'NKD2', 'NKX2-1', 'NKX6-1', 'NKX6-2', 'NME1', 'NOG', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NR2F1', 'NRP2', 'NUDT21', 'NUMBL', 'NUMB', 'NUP98', 'NUTF2', 'OTUB1', 'OVOL1', 'OVOL2', 'PARD3', 'PARD6A', 'PAX2', 'PAX5', 'PAX6', 'PAX8', 'PCSK9', 'PDCD4', 'PDGFRB', 'PDPN', 'PEBP1', 'PECAM1', 'PGR', 'PHLPP1', 'PI3', 'PIK3CA', 'PIK3R1', 'PIP5K1A', 'PIP5K1C', 'PIP', 'PIR', 'PITX1', 'PKD1', 'PKM', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PLAUR', 'PLAU', 'PLCD1', 'PLEKHA7', 'PLG', 'PODXL', 'POLR2C', 'POSTN', 'POTEF', 'POU5F1', 'PPARA', 'PPARGC1A', 'PPARG', 'PPL', 'PPP6C', 'PRAME', 'PRDM10', 'PRKAR1A', 'PRKCA', 'PRKCI', 'PRKCZ', 'PRKD1', 'PRKG1', 'PRMT5', 'PROC', 'PROM1', 'PRSS8', 'PSEN1', 'PTCH1', 'PTEN', 'PTF1A', 'PTGS2', 'PTK2', 'PTPN11', 'PTPN14', 'PTPRC', 'PTPRF', 'PTPRJ', 'PTPRM', 'PTPRS', 'PTPRT', 'PTPRU', 'PTRH2', 'PVRL1', 'PVRL2', 'PVR', 'PXN', 'RAB11A', 'RAB25', 'RAB5A', 'RAB7A', 'RAB8B', 'RAC1', 'RAC2', 'RACGAP1', 'RAF1', 'RALA', 'RALBP1', 'RALGDS', 'RAP1A', 'RAP1B', 'RAPGEF1', 'RARB', 'RASSF1', 'RB1', 'RBM4', 'RCOR1', 'RDX', 'REM1', 'RET', 'RHOA', 'RHOB', 'RHOC', 'RHOD', 'RICTOR', 'RND3', 'ROCK1', 'ROCK2', 'RPS6KB1', 'RPTOR', 'RRM2', 'RUNX2', 'RUNX3', 'S100A14', 'S100A4', 'S100A8', 'SATB1', 'SCRIB', 'SDC1', 'SDC4', 'SDHC', 'SELE', 'SELL', 'SELP', 'SEMA3C', 'SEMA3F', 'SENP1', 'SERPINB4', 'SERPINB5', 'SERPINE1', 'SFN', 'SFRP1', 'SFRP2', 'SFTPC', 'SHH', 'SIK1', 'SIN3A', 'SIRT1', 'SIRT2', 'SIRT4', 'SIRT7', 'SIX1', 'SIX2', 'SKIL', 'SKP2', 'SLC2A1', 'SLC39A6', 'SLC6A3', 'SLC9A3R1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMO', 'SNAI1', 'SNAI2', 'SNAI3', 'SNX16', 'SNX1', 'SOX10', 'SOX17', 'SOX2', 'SOX4', 'SOX9', 'SP1', 'SPARC', 'SPDEF', 'SPINT1', 'SPP1', 'SPRY1', 'SRCIN1', 'SRC', 'SRXN1', 'ST14', 'ST7L', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STX4', 'STYK1', 'SUCLG2', 'SUMO1', 'SUZ12', 'SYNJ2', 'SYP', 'TACC3', 'TACSTD2', 'TATDN1', 'TBX1', 'TBX3', 'TCF15', 'TCF4', 'TDGF1', 'TERT', 'TET2', 'TFF1', 'TFF3', 'TGFB1', 'TGFB2', 'TGFB3', 'TGFBI', 'TGFBR1', 'TGFBR2', 'THBS1', 'THEM4', 'THUMPD1', 'THY1', 'TIAM1', 'TIMP1', 'TIMP2', 'TIMP3', 'TJP1', 'TJP2', 'TJP3', 'TLE1', 'TLN1', 'TLR4', 'TMPRSS2', 'TMPRSS4', 'TNFRSF6B', 'TNF', 'TNK2', 'TNS1', 'TP53BP1', 'TP53BP2', 'TP53', 'TRIM21', 'TRIM29', 'TRIM44', 'TRIP10', 'TRPS1', 'TSPYL2', 'TWIST1', 'TWIST2', 'TYRP1', 'T', 'UBE2I', 'UBE2S', 'USP48', 'USP9X', 'VANGL1', 'VANGL2', 'VASP', 'VAV1', 'VCAM1', 'VCL', 'VDR', 'VEGFA', 'VEGFC', 'VEZT', 'VHL', 'VIM', 'VIPAS39', 'VPS33B', 'VTN', 'WASL', 'WDFY2', 'WDTC1', 'WIF1', 'WISP1', 'WISP3', 'WNT10A', 'WNT10B', 'WNT11', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8A', 'WNT9A', 'WNT9B', 'WT1', 'XIAP', 'YAP1', 'YBX1', 'YES1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'ZYX', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10476316856458312
		RMSE:  1.1835893765747125
		NRMSE:  0.18846364392451076
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19786466090973764
		RMSE:  1.2714981376898562
		NRMSE:  0.2500438806886504
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1260727912856485
		NRMSE:  0.17930524366829853
		MAPE:  266.31463004312263
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01718399286470018
		RMSE:  1.1716869980595492
		NRMSE:  0.23041572398960675
		MAPE:  1066.779337530299

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  4.087583738761086e-15
		NRMSE:  6.508684020829091e-16
		MAPE:  2.371432746386891e-12
		Pearson Correlation:  0.23632121487605298
		Spearman Correlation:  0.23772116859312464
		Coefficient of Determination:  -1.6629308198615411
		RMSE:  1.8957968360479733
		NRMSE:  0.3728140717091057
		MAPE:  3656.273063656458

	Predictor:  ElasticNet
		Pearson Correlation:  0.8961491487637296
		Spearman Correlation:  0.8451426131670126
		Coefficient of Determination:  0.7827599003181815
		RMSE:  0.5248515228809552
		NRMSE:  0.08357242171920562
		MAPE:  177.5212596343804
		Pearson Correlation:  0.5208141533741616
		Spearman Correlation:  0.5290415092457512
		Coefficient of Determination:  0.24987947658904464
		RMSE:  1.0061839282784273
		NRMSE:  0.19786905435063762
		MAPE:  712.4282897251985

	Predictor:  RandomForests
		Pearson Correlation:  0.788576550081762
		Spearman Correlation:  0.7253160999707672
		Coefficient of Determination:  0.6162045281612716
		RMSE:  0.6976159285262893
		NRMSE:  0.11108180130032311
		MAPE:  131.10301937609051
		Pearson Correlation:  0.6418639317155875
		Spearman Correlation:  0.6048379655606679
		Coefficient of Determination:  0.40310484279219416
		RMSE:  0.8975546056304294
		NRMSE:  0.17650677580193694
		MAPE:  314.70180366790146

Protein:  CDH2
Protein Interaction Partners Count:  472
x_train_column_count:  467
x_train columns:  ['ABCG2', 'ABL1', 'ACAN', 'ACTA1', 'ACTA2', 'ACTB', 'ACTR3', 'ADAM10', 'ADH1A', 'AFP', 'AHSG', 'AKT1', 'AKT3', 'ALB', 'ALCAM', 'ALDH1A1', 'AMBN', 'AMELX', 'AMOTL1', 'AMTN', 'ANGPT1', 'ANO8', 'ANXA5', 'APC2', 'APC', 'APLP2', 'APOA1', 'APOA2', 'APOA5', 'APOB', 'APOE', 'APOL1', 'APPL1', 'APP', 'ARHGAP32', 'ARMC7', 'ARPC5', 'ARVCF', 'AR', 'ATXN1', 'AXIN1', 'AXIN2', 'AXL', 'BCL2L1', 'BDNF', 'BMI1', 'BMP15', 'BMP2', 'BMP4', 'BMP7', 'BNIP2', 'BOC', 'BPIFB2', 'RGCC', 'GSKIP', 'C3', 'C4A', 'CABLES1', 'CADM1', 'CALU', 'CASP3', 'CAV1', 'CBLL1', 'CCNA2', 'CCNB1', 'CCND1', 'CD24', 'CD34', 'CD44', 'CD80', 'CDC42', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDK4', 'CDK5', 'CDK6', 'CDKN2A', 'CDON', 'CDX2', 'CEBPZ', 'CFL1', 'CHGB', 'CHL1', 'CHRDL1', 'CKAP4', 'CLDN11', 'CLDN3', 'CLDN4', 'CLDN7', 'CORT', 'CP', 'CREBBP', 'CRP', 'CSF1', 'CSK', 'CST3', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNB1', 'CTNND1', 'CTNND2', 'CTTN', 'CXCL12', 'CXCR4', 'CYLD', 'CYR61', 'DBN1', 'DDR1', 'DDR2', 'DKK1', 'DLG4', 'DLG5', 'DMP1', 'DNAJC3', 'DSP', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EFNB1', 'EFNB2', 'EFNB3', 'EGFR', 'EGF', 'EHMT2', 'EIF2AK3', 'ENAM', 'ENG', 'EPCAM', 'EPHA1', 'EPHA2', 'EPHA4', 'EPHB2', 'EPS8', 'ERBB2', 'ERBB4', 'ESR1', 'ESRP1', 'EXOC4', 'EZH2', 'EZR', 'F11R', 'F5', 'EVA1A', 'FAM20A', 'FAM20C', 'FBN1', 'FER', 'FGA', 'FGF13', 'FGF23', 'FGF2', 'FGFR1', 'FGFR4', 'FGG', 'FN1', 'FOXC2', 'FOXD3', 'FOXO1', 'FOXP4', 'FSTL1', 'FSTL3', 'FUCA2', 'GAA', 'GAPDH', 'GAS6', 'GATA4', 'GFAP', 'GJA10', 'GJA1', 'GJA3', 'GJB6', 'GJC1', 'GJC3', 'GJD3', 'GJD4', 'GLI1', 'GOLM1', 'GPC3', 'GRIA1', 'GRIA2', 'HGF', 'HMGA2', 'HNF4A', 'HRAS', 'HRC', 'HSP90B1', 'HSPA5', 'IARS2', 'IGF1R', 'IGF1', 'IGFBP1', 'IGFBP3', 'IGFBP4', 'IGFBP5', 'IGFBP7', 'IL1B', 'IL6', 'CXCL8', 'ILK', 'INADL', 'INS', 'INVS', 'IQGAP1', 'ISL1', 'ITGA6', 'ITGB1', 'ITIH2', 'ITPKB', 'JAG1', 'JAM3', 'JUN', 'JUP', 'KCNA5', 'KDR', 'KIAA2022', 'KIF5B', 'KIT', 'KLF4', 'KNG1', 'KRAS', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT8', 'KTN1', 'L1CAM', 'LAMB1', 'LAMB2', 'LAMC1', 'LEF1', 'LGALS1', 'LRP5', 'LRP6', 'LRRC7', 'LTBP1', 'LTBP3', 'MAP1B', 'MAP2K6', 'MAP2K7', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MATN3', 'MBTPS1', 'MCAM', 'MEF2A', 'MEF2C', 'MEF2D', 'MEN1', 'MEPE', 'MET', 'MFGE8', 'MFI2', 'MGAT4A', 'MIA3', 'MKI67', 'MLLT4', 'MMP14', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MPDZ', 'MPP5', 'MRAP', 'MRPL49', 'MSLN', 'MSN', 'MTHFD1', 'MUC1', 'MUC4', 'MXRA8', 'MYC', 'MYO10', 'MZF1', 'NANOG', 'NCAM1', 'NCSTN', 'NDRG1', 'NENF', 'NES', 'NFASC', 'NGF', 'NKX2-5', 'NLGN1', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTUM', 'NRCAM', 'NT5C', 'NT5E', 'NTRK2', 'NUCB1', 'NUMBL', 'NUMB', 'OLFM3', 'P4HB', 'PARD3', 'PAX6', 'PCSK9', 'PC', 'PDGFRB', 'PDIA4', 'PDIA6', 'PECAM1', 'PENK', 'PIK3CA', 'PIK3R1', 'PIP5K1C', 'PITX2', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PNPLA2', 'POU5F1', 'PPT2', 'PRKCDBP', 'PRKCSH', 'PROC', 'PROM1', 'PRPH', 'PRSS23', 'PSEN1', 'PTEN', 'PTK2', 'PTPN11', 'PTPN1', 'PTPN2', 'PTPRC', 'PTPRS', 'PVRL1', 'PVRL2', 'PVRL3', 'PXN', 'QSOX1', 'RAB11FIP1', 'RAB3D', 'RAB5A', 'RAC1', 'RCN1', 'RELN', 'REM1', 'RHOA', 'RHOB', 'RHOC', 'ROBO1', 'PTBP3', 'RPS6KB1', 'RUNX2', 'S100A14', 'S100A4', 'SARS2', 'SCARB2', 'SCG2', 'SCG3', 'SDC2', 'SEMA3A', 'SENP3', 'SERPINA10', 'SERPINA1', 'SERPINC1', 'SERPIND1', 'SERPINE1', 'SHH', 'SHISA5', 'SIRT7', 'SKP1', 'SLC2A1', 'SLC9A3R1', 'SLIT1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SNAI1', 'SNAI2', 'SNAI3', 'SOX10', 'SOX18', 'SOX1', 'SOX2', 'SOX4', 'SOX9', 'SP7', 'SPAG9', 'SPARCL1', 'SPARC', 'SPP1', 'SPP2', 'SRC', 'ST6GALNAC5', 'STAT3', 'STC2', 'SYP', 'TBX1', 'TCF3', 'TEK', 'TF', 'TGFB1', 'TGFBR1', 'TGM2', 'TGOLN2', 'THY1', 'TIMP1', 'TJP1', 'TJP3', 'TMEM132A', 'TNC', 'TNF', 'TNNT1', 'TP53', 'TRPS1', 'TSC2', 'TWIST1', 'TWIST2', 'USP9X', 'VANGL2', 'VCAM1', 'VCAN', 'VCL', 'VEGFA', 'VGF', 'VIM', 'VTN', 'VWA1', 'WFS1', 'WNT11', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT7A', 'XIRP1', 'ZBTB16', 'ZEB1', 'ZEB2', 'ZSCAN1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0016678089051440637
		RMSE:  0.3594357673583712
		NRMSE:  0.1765314902796381
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02548752338232485
		RMSE:  0.4223734458481898
		NRMSE:  0.15794680397441796
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  LinearRegression
		Pearson Correlation:  0.9576202102829539
		Spearman Correlation:  0.9455075383606956
		Coefficient of Determination:  0.9170364671423684
		RMSE:  0.10344346315653843
		NRMSE:  0.05080470662371123
		MAPE:  960.3187939186266
		Pearson Correlation:  0.18861470900534186
		Spearman Correlation:  0.1565383066352501
		Coefficient of Determination:  -24.23309541655275
		RMSE:  2.0951575260530033
		NRMSE:  0.7834854163203273
		MAPE:  43812.40700386535

	Predictor:  ElasticNet
		Pearson Correlation:  0.6502074656392534
		Spearman Correlation:  0.6432038468349494
		Coefficient of Determination:  0.36661017532254214
		RMSE:  0.28582155267793075
		NRMSE:  0.14037697199446525
		MAPE:  479.28211779722886
		Pearson Correlation:  0.0906114544271775
		Spearman Correlation:  0.0806669418159729
		Coefficient of Determination:  -0.0739323514640915
		RMSE:  0.43223494853420713
		NRMSE:  0.16163451883185578
		MAPE:  2404.90337909171

	Predictor:  RandomForests
		Pearson Correlation:  0.6021582315836356
		Spearman Correlation:  0.5617286652517202
		Coefficient of Determination:  0.20085054070881014
		RMSE:  0.32105056459340875
		NRMSE:  0.15767917322008188
		MAPE:  536.6719195525947
		Pearson Correlation:  0.10266061103142113
		Spearman Correlation:  0.14329622974889847
		Coefficient of Determination:  -0.007535790577082979
		RMSE:  0.4186601816746719
		NRMSE:  0.15655822660459282
		MAPE:  1426.542024985386

Protein:  CDH3
Protein Interaction Partners Count:  73
x_train_column_count:  74
x_train columns:  ['AIMP1', 'CLMP', 'BRCA1', 'CCND1', 'CD24', 'CD2AP', 'CD44', 'CDCP1', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH2', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CLDN1', 'CLDN7', 'CTNNA1', 'CTNNA3', 'CTNNB1', 'CTNND1', 'DPYD', 'DSP', 'ECM1', 'EGFR', 'EPCAM', 'ERBB2', 'ESR1', 'ESRP1', 'F11R', 'FN1', 'GALNT6', 'GATA3', 'HOXA9', 'IGF1R', 'ITGA9', 'JUP', 'KIRREL', 'KRT14', 'KRT15', 'KRT17', 'KRT4', 'KRT5', 'KRT8', 'LEF1', 'MKI67', 'NPHS1', 'NPHS2', 'PGR', 'PKP1', 'PKP2', 'PKP3', 'POU5F1', 'S100A4', 'SNAI1', 'SNAI2', 'SYNPO', 'TECR', 'TJP1', 'TP53', 'UMPS', 'VCL', 'ZEB1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011481892643820935
		RMSE:  0.2038847376288621
		NRMSE:  0.14304087222095618
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026977014897064944
		RMSE:  0.22369326249691865
		NRMSE:  0.20181818899206835
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  LinearRegression
		Pearson Correlation:  0.5673091310268193
		Spearman Correlation:  0.5626739259885083
		Coefficient of Determination:  0.3218396501464048
		RMSE:  0.16780377651762476
		NRMSE:  0.11772729452041925
		MAPE:  709.9636165398706
		Pearson Correlation:  0.331186113594164
		Spearman Correlation:  0.42593299168318816
		Coefficient of Determination:  -0.15607735928306354
		RMSE:  0.2401935505272332
		NRMSE:  0.21670490578878662
		MAPE:  496.54759058394626

	Predictor:  ElasticNet
		Pearson Correlation:  0.4923049629334327
		Spearman Correlation:  0.5091713554089479
		Coefficient of Determination:  0.2217221338812324
		RMSE:  0.1797640621326156
		NRMSE:  0.1261183575606272
		MAPE:  555.3355400238473
		Pearson Correlation:  0.4047295719345903
		Spearman Correlation:  0.44003790570954754
		Coefficient of Determination:  0.14881029149837532
		RMSE:  0.20610146363178342
		NRMSE:  0.1859467007387142
		MAPE:  199.38122280190262

	Predictor:  RandomForests
		Pearson Correlation:  0.5532215556161209
		Spearman Correlation:  0.5652630676722618
		Coefficient of Determination:  0.26825766681949326
		RMSE:  0.17430691798156686
		NRMSE:  0.1222897499449731
		MAPE:  575.6799278137305
		Pearson Correlation:  0.4392656012482198
		Spearman Correlation:  0.4789660718961583
		Coefficient of Determination:  0.17143896120733582
		RMSE:  0.20334343131470894
		NRMSE:  0.18345837775034865
		MAPE:  212.27010258558812

Protein:  PTEN
Protein Interaction Partners Count:  884
x_train_column_count:  876
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ABTB1', 'ACTB', 'ACTG1', 'ADM', 'AEBP1', 'AFP', 'AKT1S1', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDH1A1', 'ALK', 'AMHR2', 'ANXA2', 'ANXA5', 'APAF1', 'APC', 'ARAF', 'AREG', 'ARHGAP21', 'ARID1A', 'ARID2', 'ARL2BP', 'AR', 'ATF3', 'ATG12', 'ATG5', 'ATG7', 'ATM', 'ATRX', 'AURKA', 'AURKB', 'AXIN1', 'AXIN2', 'AXL', 'BAD', 'BAG5', 'BARD1', 'BAX', 'BBC3', 'BCAR1', 'BCL2L11', 'BCL2L1', 'BCL2L2', 'BCL6', 'BCR', 'BDNF', 'BECN1', 'BIRC3', 'BIRC5', 'BMI1', 'BMP2', 'BMP4', 'BMP7', 'BMPR1A', 'BNIP3', 'BRAF', 'BRCA1', 'BRCA2', 'BRD4', 'BTG2', 'BTK', 'SPRTN', 'CLHC1', 'CA9', 'CASP3', 'CASP6', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBL', 'CBX7', 'CCL2', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CD24', 'CD274', 'CD34', 'CD44', 'CD79A', 'CD79B', 'CDC14A', 'CDC20', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC27', 'CDC42', 'CDC7', 'CDH17', 'CDH1', 'CDH2', 'CDIPT', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CDX2', 'CENPC', 'CFL1', 'CFLAR', 'CFTR', 'CHD1', 'CHD8', 'CHEK1', 'CHEK2', 'CHKA', 'CHORDC1', 'CHUK', 'CLTCL1', 'CLTC', 'CNOT6L', 'CREB1', 'CREBBP', 'CRP', 'CSF1R', 'CSF1', 'CSK', 'CSN2', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTGF', 'CTLA4', 'CTNNB1', 'CUL1', 'CUL3', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP19A1', 'DAPK1', 'DAXX', 'DBN1', 'DCAF13', 'DDIT4', 'DDR2', 'DECR1', 'DEPTOR', 'DGCR8', 'DICER1', 'DLC1', 'DLG1', 'DLG4', 'DNM1L', 'DNMT1', 'DNMT3A', 'DNMT3B', 'DNTT', 'DOLPP1', 'DUSP1', 'DUSP6', 'DUT', 'DVL1', 'DYRK1A', 'E2F1', 'E2F2', 'E2F3', 'ECSCR', 'EGFR', 'EGF', 'EGR1', 'EIF2AK2', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF4A1', 'EIF4A2', 'EIF4EBP1', 'EIF4EBP2', 'EIF4E', 'EIF4G1', 'EML4', 'ENDOG', 'EP300', 'EPCAM', 'EPHA1', 'EPHA2', 'EPHA3', 'EPHA4', 'EPHA5', 'EPHA7', 'EPHB1', 'EPHB2', 'EPHB3', 'EPHB4', 'ERBB2', 'ERBB3', 'ERBB4', 'ERCC1', 'EREG', 'ESR1', 'ETS1', 'ETS2', 'ETV1', 'ETV6', 'EYA2', 'EZH2', 'EZR', 'FABP4', 'FASLG', 'FASN', 'FBXW7', 'FCGR1B', 'FGF2', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FIG4', 'FKBP1A', 'FLCN', 'FLT1', 'FLT3', 'FLT4', 'FMR1', 'FN1', 'FOS', 'FOXA1', 'FOXG1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FOXP1', 'FOXP3', 'FRK', 'FYN', 'FZR1', 'GADD45A', 'GAPDH', 'GATA3', 'GCK', 'GDF10', 'GDF2', 'GFAP', 'GJA1', 'GLI1', 'GNA11', 'GNAQ', 'GNAS', 'GNRHR', 'GRASP', 'GRB2', 'GRPR', 'GSK3A', 'GSK3B', 'GSTP1', 'H1F0', 'H2AFX', 'HAVCR2', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HES1', 'HGF', 'HIF1A', 'HIST1H2BA', 'HK1', 'HK2', 'HMGA2', 'HNF4A', 'HOXA9', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPA1A', 'HSPA1B', 'HSPA2', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPA9', 'ID1', 'ID4', 'IDH1', 'IDH2', 'IDO1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IKBKB', 'IKZF1', 'IL10', 'IL17A', 'IL21', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ILK', 'INPP4A', 'INPP4B', 'INPP5A', 'INPP5B', 'INPP5D', 'INPP5E', 'INPP5F', 'INPP5J', 'INPP5K', 'INPPL1', 'INSRR', 'INSR', 'INS', 'IPMK', 'IPO11', 'IQGAP1', 'IRAK1', 'IRS1', 'IRS2', 'ITGB1', 'ITPKA', 'ITPKB', 'ITPKC', 'ITPR3', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JARID2', 'JUN', 'KAT2B', 'KDM5B', 'KDM5C', 'KDM6A', 'KDR', 'KEAP1', 'ATG13', 'KIF11', 'KLLN', 'KITLG', 'KIT', 'KLF17', 'KLF2', 'KLF4', 'KLK3', 'KPNA1', 'KPNA2', 'KPNA5', 'KPNA6', 'KPNA7', 'KRAS', 'KRT14', 'KRT5', 'KRT8', 'LASP1', 'LATS1', 'LATS2', 'LCK', 'LDHA', 'LEF1', 'LEP', 'LGALS3', 'LIG4', 'LOX', 'LRIG1', 'LRP1B', 'LRRK2', 'LYN', 'LYPD1', 'MAGI1', 'MAGI2', 'MAGI3', 'MAN2C1', 'MAP1LC3B', 'MAP2K1', 'MAP2K2', 'MAP2K3', 'MAP2K4', 'MAP2K7', 'MAP3K1', 'MAP3K5', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK4', 'MAPK6', 'MAPK7', 'MAPK8', 'MAPK9', 'MAPKAP1', 'MAPT', 'MARCH2', 'MARCH3', 'MAST1', 'MAST2', 'MAST3', 'MAST4', 'MATK', 'MCL1', 'MCM2', 'MCM7', 'MCRS1', 'MDK', 'MDM2', 'MDM4', 'MECOM', 'MECP2', 'MED12', 'MEN1', 'MET', 'MGMT', 'MINPP1', 'MITF', 'MKI67', 'MKRN1', 'MLH1', 'MLH3', 'KMT2D', 'KMT2C', 'KMT2B', 'MLLT1', 'MLST8', 'MME', 'MMP2', 'MMP9', 'MOV10', 'MRAP', 'MRE11A', 'MSH2', 'MSH6', 'MTDH', 'MTMR2', 'MTOR', 'MTSS1', 'MUTYH', 'MVP', 'MYCN', 'MYC', 'MYLK', 'MYOCD', 'NANOG', 'NCKAP1', 'NCOA3', 'NCOR2', 'NDFIP1', 'NDFIP2', 'NDRG1', 'NDRG2', 'NEDD4L', 'NEDD4', 'NES', 'NF1', 'NF2', 'NFATC1', 'NFATC4', 'NFE2L2', 'NFKBIA', 'NGFR', 'NKX3-1', 'NLGN3', 'NLGN4X', 'NOS3', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NPM1', 'NR1H4', 'NR3C2', 'NRAS', 'NRP2', 'NTRK1', 'NTRK2', 'NUMB', 'OCRL', 'OLIG2', 'OTUD3', 'PALB2', 'PARD3', 'PARD6A', 'PARD6B', 'PARD6G', 'PARK2', 'PARK7', 'PARP1', 'PAX8', 'PBK', 'PBRM1', 'PCGF2', 'PCSK9', 'PDCD1', 'PDCD4', 'PDGFB', 'PDGFRA', 'PDGFRB', 'PDK1', 'PDK2', 'PDPK1', 'PDZK1', 'PECAM1', 'PGM3', 'PGR', 'PHF6', 'PHLPP1', 'PHLPP2', 'PI3', 'PI4K2A', 'PI4K2B', 'PI4KA', 'PI4KB', 'PIK3C2A', 'PIK3C2B', 'PIK3C2G', 'PIK3C3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3CG', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIK3R5', 'PIKFYVE', 'PINK1', 'PIP4K2A', 'PIP4K2B', 'PIP4K2C', 'PIP5K1A', 'PIP5K1B', 'PIP5K1C', 'PIP5KL1', 'PKM', 'PLCB1', 'PLCB2', 'PLCB3', 'PLCB4', 'PLCD1', 'PLCD3', 'PLCD4', 'PLCE1', 'PLCG1', 'PLCG2', 'PLCH1', 'PLCH2', 'PLCZ1', 'PLEKHA1', 'PLEK', 'PLK1', 'PLK2', 'PLK3', 'BPIFA1', 'PMAIP1', 'PML', 'PMPCA', 'PMS1', 'PMS2', 'POLE', 'POLI', 'POTEF', 'POU5F1', 'PPARG', 'PPM1D', 'PPP2R1A', 'PPP2R4', 'PPP2R5A', 'PPP2R5E', 'PPP3CA', 'PPP6C', 'PRDX1', 'PREX2', 'PRKAA1', 'PRKAA2', 'PRKCI', 'PRKCZ', 'PRKDC', 'PRMT5', 'PROM1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTER', 'PTGS2', 'PTK2B', 'PTK2', 'PTK6', 'PTPMT1', 'PTPN11', 'PTPN12', 'PTPN13', 'PTPN1', 'PTPRC', 'PTPRD', 'PTS', 'PXN', 'RAB7A', 'RAC1', 'RAC2', 'RAD51C', 'RAD51D', 'RAD51', 'RAD52', 'RAF1', 'RASA1', 'RASSF1', 'RB1CC1', 'RB1', 'RBL1', 'RBL2', 'RBM38', 'RBFOX2', 'RCN1', 'RECK', 'RELA', 'REL', 'REM1', 'RETN', 'RET', 'RHEB', 'RHOA', 'RHOB', 'RHOC', 'RICTOR', 'DROSHA', 'RNF146', 'ROCK1', 'ROCK2', 'ROS1', 'RPS27A', 'RPS6KA1', 'RPS6KA2', 'RPS6KA3', 'RPS6KB1', 'RPS6KB2', 'RPS6', 'RPTOR', 'RRAS2', 'RRAS', 'RRM1', 'RSL1D1', 'RUNX3', 'RWDD3', 'SACM1L', 'SALL4', 'SCAI', 'SCGB1D4', 'SCRIB', 'SDHB', 'SDHC', 'SERPINA1', 'SERPINA4', 'SERPINB5', 'SESN1', 'SESN2', 'SETD2', 'SGK1', 'SGK2', 'SGK3', 'SHANK2', 'SHARPIN', 'SHC1', 'SHFM1', 'SHH', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT5', 'SIRT6', 'SIRT7', 'SKP2', 'SLC25A16', 'SLC2A1', 'SLC2A4', 'SLC34A2', 'SLC9A3R1', 'SLC9A3R2', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMUG1', 'SMYD2', 'SNAI1', 'SNAI2', 'SNCA', 'SNX27', 'SOCS1', 'SOCS3', 'SOD2', 'SOS1', 'SOX2', 'SOX4', 'SOX9', 'SP1', 'SPOP', 'SPRY1', 'SPRY2', 'SRBD1', 'SRC', 'SREBF1', 'SRF', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STMN1', 'STUB1', 'STX16', 'SUCLG2', 'SUMO1', 'SYK', 'SYNJ1', 'SYNJ2', 'TACSTD2', 'TBX1', 'TBX2', 'TBX3', 'TCF7L2', 'TCHP', 'TEP1', 'TERT', 'TET1', 'TGFB1', 'TGFBR1', 'TGFBR2', 'TGM2', 'THBS1', 'TIMP1', 'TIMP3', 'TJP1', 'TLR4', 'TMEM55A', 'TMEM55B', 'TMPRSS2', 'TNFRSF10B', 'TNFSF10', 'TNF', 'TNKS2', 'TNKS', 'TNPO2', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TOP1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TPM1', 'TRAF6', 'TRIM27', 'TRIM29', 'TSC1', 'TSC2', 'TTN', 'TUT1', 'TWIST1', 'TWSG1', 'TXN', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2E1', 'UBE2I', 'UBE2L3', 'UBE3A', 'ULK1', 'ULK2', 'USP10', 'USP13', 'USP18', 'USP28', 'USP7', 'USP8', 'UTF1', 'UVRAG', 'VCL', 'VDR', 'VEGFA', 'VHL', 'WDR18', 'WDTC1', 'WEE1', 'WIPI1', 'WIPI2', 'WNT1', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT9A', 'WNT9B', 'WT1', 'WWP1', 'WWP2', 'XIAP', 'XPO1', 'XPO5', 'YAP1', 'YES1', 'YWHAB', 'YWHAZ', 'YY1', 'ZEB1', 'ZEB2', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05240378988513572
		RMSE:  0.5837468026637292
		NRMSE:  0.09127461538014686
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011774083334460839
		RMSE:  0.7259408088203396
		NRMSE:  0.14042494754339593
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5690275755039937
		NRMSE:  0.08897311789601967
		MAPE:  304.4741530818047
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005181468299075398
		RMSE:  0.7235718660416283
		NRMSE:  0.13996670265429206
		MAPE:  391.1377632658283

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.6801039819306065e-15
		NRMSE:  4.1906089937152786e-16
		MAPE:  5.503130733275266e-12
		Pearson Correlation:  0.25940994002342793
		Spearman Correlation:  0.29515330615094953
		Coefficient of Determination:  -1.1869071056816702
		RMSE:  1.0672707409258408
		NRMSE:  0.2064513194300992
		MAPE:  2453.0907523033625

	Predictor:  ElasticNet
		Pearson Correlation:  0.8212964069697251
		Spearman Correlation:  0.7806544648176774
		Coefficient of Determination:  0.6324933107309616
		RMSE:  0.34495777452205145
		NRMSE:  0.053937577127988655
		MAPE:  283.763930536479
		Pearson Correlation:  0.4081387934614546
		Spearman Correlation:  0.4487063429718576
		Coefficient of Determination:  0.14358415200107333
		RMSE:  0.6678851438110088
		NRMSE:  0.12919474307702894
		MAPE:  787.4149573484663

	Predictor:  RandomForests
		Pearson Correlation:  0.583943117832684
		Spearman Correlation:  0.5486244683326287
		Coefficient of Determination:  0.2918667854306157
		RMSE:  0.4788404119275386
		NRMSE:  0.07487145835783576
		MAPE:  265.0430365616203
		Pearson Correlation:  0.36465827677182217
		Spearman Correlation:  0.42090313410669816
		Coefficient of Determination:  0.12179672007937525
		RMSE:  0.6763273699304017
		NRMSE:  0.13082779517378554
		MAPE:  389.50128558337383

Protein:  BRCA2
Protein Interaction Partners Count:  361
x_train_column_count:  351
x_train columns:  ['ABL1', 'ACHE', 'ADRB1', 'ADRB2', 'AKT1', 'ALK', 'APEX1', 'ARID1A', 'ARPC1A', 'AR', 'ATAD5', 'ATM', 'ATRIP', 'ATRX', 'ATR', 'AURKA', 'AURKB', 'B3GALTL', 'BACH1', 'BARD1', 'BCCIP', 'BCHE', 'BDNF', 'BECN1', 'BIRC5', 'BLM', 'BMI1', 'BRCA1', 'BRCC3', 'BRE', 'BRIP1', 'SLX4', 'BUB1B', 'BUB1', 'BUB3', 'SFR1', 'RHNO1', 'RMI2', 'BABAM1', 'MMS22L', 'CASC1', 'CASC5', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCNE1', 'CDC25A', 'CDC25C', 'CDC45', 'CDC6', 'CDH1', 'CDK12', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CENPE', 'CENPF', 'CEP55', 'CHEK1', 'CHEK2', 'CHRNA1', 'CLSPN', 'CNTROB', 'CREM', 'CSMD3', 'CTNNB1', 'CYP19A1', 'DMC1', 'DNA2', 'DSN1', 'DYNC1LI2', 'EGFR', 'EGF', 'ELAC2', 'EME1', 'EME2', 'ENAM', 'EPCAM', 'ERBB2', 'ERBB3', 'ERCC1', 'ERCC2', 'ERCC4', 'ERCC5', 'ERCC6', 'ERCC8', 'ESPL1', 'ESR1', 'EXO1', 'EZH2', 'FAM175A', 'FANCA', 'FANCB', 'FANCC', 'FANCD2', 'FANCE', 'FANCF', 'FANCG', 'FANCI', 'FANCL', 'FANCM', 'FBN1', 'FBXO18', 'FBXW7', 'FEN1', 'FGFR2', 'FHIT', 'FLNA', 'FOXM1', 'GAPDH', 'GEN1', 'SLX1B', 'H2AFX', 'HELQ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2BE', 'HIST3H3', 'HMG20A', 'HMG20B', 'HMMR', 'HNRNPC', 'HOXB13', 'HRAS', 'HUS1', 'ITPKB', 'KAT2B', 'KAT5', 'KEAP1', 'SPIDR', 'KIF23', 'KIF4A', 'KIT', 'KLK3', 'KRAS', 'KRT5', 'LIG1', 'LIG3', 'LIG4', 'LIMD1', 'LSP1', 'MAD2L2', 'MAGED1', 'MAMSTR', 'MAP2K2', 'MAP3K1', 'MCM10', 'MCPH1', 'MDC1', 'MDM2', 'MDM4', 'MEN1', 'MGMT', 'MKI67', 'MLH1', 'MLH3', 'KMT2C', 'MND1', 'MORF4L1', 'MRE11A', 'MRPL36', 'MSH2', 'MSH3', 'MSH4', 'MSH5', 'MSH6', 'MTA2', 'FAN1', 'MUC1', 'MUS81', 'MUTYH', 'MYC', 'NBN', 'NCAPG', 'NEDD4', 'NF1', 'NHEJ1', 'NNT', 'NOTCH1', 'NSL1', 'NSMCE4A', 'OBFC1', 'OGG1', 'PALB2', 'PARG', 'PARP1', 'PARP2', 'PARP3', 'PAXIP1', 'PCNA', 'PDLIM7', 'PDS5A', 'PDS5B', 'PGR', 'PIK3CA', 'PLCB4', 'PLEC', 'PLEKHH1', 'PLK1', 'PMS1', 'PMS2', 'PNOC', 'POLD1', 'POLD2', 'POLD3', 'POLD4', 'POLE2', 'POLE3', 'POLE4', 'POLE', 'POLH', 'POLK', 'POLN', 'POLQ', 'PRDM9', 'PRKDC', 'PRSS1', 'PSMC3IP', 'PSMD3', 'PSMD6', 'PTEN', 'RAD17', 'RAD18', 'RAD1', 'RAD21', 'RAD23B', 'RAD50', 'RAD51AP1', 'RAD51C', 'RAD51B', 'RAD51D', 'RAD51', 'RAD52', 'RAD54B', 'RAD54L', 'RAD9A', 'RAD9B', 'RAG2', 'RASSF1', 'RBBP8', 'RBMX', 'RECQL4', 'RECQL5', 'RECQL', 'RET', 'REV1', 'REV3L', 'RFC1', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RMI1', 'RNF168', 'RNF8', 'RPA1', 'RPA2', 'RPA3', 'RPS27A', 'RTEL1', 'SHFM1', 'SKP2', 'SMAD2', 'SMAD3', 'SMAD4', 'SMARCA4', 'SMARCAL1', 'SMARCB1', 'SMC1A', 'SMC2', 'SMC3', 'SMC4', 'SMC5', 'SMC6', 'SMUG1', 'SNAI2', 'SP1', 'SPO11', 'STAT5A', 'STK11', 'STRA13', 'SUV39H1', 'SYCP3', 'TBCE', 'TDP1', 'TERT', 'TEX15', 'TMPRSS2', 'TNS1', 'TOP1', 'TOP2A', 'TOP3A', 'TOP3B', 'TOPBP1', 'TOX3', 'TP53BP1', 'TP53', 'TPX2', 'TRIP12', 'PRSS58', 'TTK', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2D1', 'UBE2E2', 'UBE2E3', 'UBE2N', 'UBE2T', 'UIMC1', 'USF1', 'USP11', 'USP15', 'USP1', 'USP21', 'USP4', 'UVRAG', 'VEGFA', 'VWF', 'WDR48', 'WDTC1', 'WEE1', 'WRN', 'WT1', 'WTIP', 'XPA', 'XPO1', 'XRCC1', 'XRCC2', 'XRCC3', 'XRCC4', 'XRCC5', 'XRCC6', 'ZFYVE26', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00015423459462815536
		RMSE:  0.20048365981157823
		NRMSE:  0.1291568109593031
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08467605477038265
		RMSE:  0.17297650483593724
		NRMSE:  0.22621657599677922
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  LinearRegression
		Pearson Correlation:  0.8240679147120225
		Spearman Correlation:  0.7947389600724982
		Coefficient of Determination:  0.6790879280578208
		RMSE:  0.11356343490033394
		NRMSE:  0.0731605314223443
		MAPE:  297.74445718179885
		Pearson Correlation:  -0.14048628212506686
		Spearman Correlation:  -0.05916532625095077
		Coefficient of Determination:  -9.140957032063362
		RMSE:  0.5289036478890223
		NRMSE:  0.6916937787079347
		MAPE:  589.8526398955961

	Predictor:  ElasticNet
		Pearson Correlation:  0.5046446876088871
		Spearman Correlation:  0.47510925934674114
		Coefficient of Determination:  0.21784080693622987
		RMSE:  0.17729360456117743
		NRMSE:  0.11421717156461746
		MAPE:  177.53100214819105
		Pearson Correlation:  0.2364695446687363
		Spearman Correlation:  0.20561104253170243
		Coefficient of Determination:  -0.05169580293318665
		RMSE:  0.17032647614898616
		NRMSE:  0.22275090060679545
		MAPE:  220.65315010131422

	Predictor:  RandomForests
		Pearson Correlation:  0.5967051634387273
		Spearman Correlation:  0.5202651014399465
		Coefficient of Determination:  0.20324158471494347
		RMSE:  0.1789405724108568
		NRMSE:  0.11527819127773027
		MAPE:  157.09843984941992
		Pearson Correlation:  0.27878727461735503
		Spearman Correlation:  0.2302846668911084
		Coefficient of Determination:  -0.0012394713016894432
		RMSE:  0.1661904532246455
		NRMSE:  0.21734185996814948
		MAPE:  162.93063913830878

Protein:  CDKN2A
Protein Interaction Partners Count:  612
x_train_column_count:  605
x_train columns:  ['ABCC1', 'ABL1', 'ACAP1', 'ACAP2', 'ACP5', 'ACTA1', 'ACTB', 'ACTG1', 'ADAMTS9', 'ADAP1', 'AFP', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALK', 'ANKRD12', 'ANXA5', 'AP3D1', 'AP3S1', 'AP3S2', 'APAF1', 'APBA1', 'APBA2', 'ARAP1', 'ARAP2', 'ARF1', 'ARF3', 'ARF4', 'ARF5', 'ARF6', 'ARFGAP1', 'ARFGAP3', 'ARFIP2', 'ARFRP1', 'ARID1A', 'ARID2', 'ARID5B', 'ARL10', 'ARL1', 'ARL2', 'ARL3', 'ARL4A', 'ARL5A', 'AR', 'ASAP1', 'ATM', 'ATRX', 'ATR', 'AURKA', 'AURKB', 'AXIN1', 'BAP1', 'BCL2L11', 'BCL2L1', 'BCL6', 'BECN1', 'BIRC5', 'BMI1', 'BRAF', 'BRCA1', 'BRCA2', 'BUB1B', 'RGCC', 'C1QBP', 'RABL6', 'CACNA1G', 'CADM1', 'CAMK1D', 'CASP3', 'CASP8', 'CASP9', 'CAV1', 'CBX7', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNL1', 'CD274', 'CD34', 'CD44', 'CDC123', 'CDC20', 'CDC25A', 'CDC25C', 'CDC42', 'CDC45', 'CDC5L', 'CDC6', 'CDC7', 'CDH13', 'CDH17', 'CDH1', 'CDH2', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK5RAP3', 'CDK6', 'CDK7', 'CDKAL1', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2AIP', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDX2', 'CEACAM5', 'CEBPB', 'CEBPE', 'CHEK1', 'CHEK2', 'CHFR', 'CHKA', 'COMMD1', 'CRABP1', 'CREBBP', 'CSF1R', 'CSF1', 'CSF2', 'CTBP1', 'CTBP2', 'CTCF', 'CTLA4', 'CTNNB1', 'CTSK', 'CUL1', 'CUL3', 'CXCR4', 'CYCS', 'CYLD', 'CYTH1', 'CYTH2', 'CYTH3', 'DAB2IP', 'DAP', 'DAXX', 'DICER1', 'DIRAS3', 'DLEC1', 'DMTF1', 'DNAH3', 'DNMT1', 'DNMT3A', 'DNMT3B', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EBF1', 'EGFR', 'EGF', 'EGR1', 'EHF', 'EHMT2', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EP300', 'EPCAM', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ETS1', 'ETV6', 'EWSR1', 'EZH1', 'EZH2', 'FAT1', 'FBXW7', 'FGF2', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FKBP2', 'FLT3', 'FMN2', 'FN1', 'FOS', 'FOXA1', 'FOXM1', 'FOXN2', 'FOXO1', 'FOXO3', 'FTO', 'FZR1', 'GADD45A', 'GAPDH', 'GATA3', 'GATA4', 'GATA5', 'GBF1', 'GDF15', 'GGA1', 'GGA2', 'GGA3', 'GIT1', 'GIT2', 'GLI1', 'GLTSCR2', 'GMNN', 'GNA11', 'GNAQ', 'GNAS', 'GNL3', 'GOLPH3', 'GP5', 'GSPT1', 'GSTP1', 'H2AFX', 'H2AFZ', 'H3F3A', 'H3F3B', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HDAC9', 'HELLS', 'HGF', 'HHEX', 'HIC1', 'HIF1A', 'HIST1H2BA', 'HIST1H4A', 'HIST1H4B', 'HIST1H4C', 'HIST1H4D', 'HIST1H4E', 'HIST1H4F', 'HIST1H4H', 'HIST1H4I', 'HIST1H4J', 'HIST1H4K', 'HIST1H4L', 'HIST2H2AA3', 'HIST2H2AC', 'HIST2H4A', 'HIST4H4', 'HLTF', 'HMGA2', 'HNF4A', 'HNRNPD', 'HOPX', 'HOXA9', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPA4', 'HSPA9', 'HUWE1', 'ID1', 'IDH1', 'IDH2', 'IGF1R', 'IGF1', 'IGF2BP2', 'IGF2R', 'IGF2', 'IGFBP3', 'IKBKB', 'IKZF1', 'IL10', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ING1', 'ING4', 'INS', 'IQSEC1', 'IRS1', 'ISOC2', 'ITGAM', 'JAK1', 'JAK2', 'JAK3', 'JAZF1', 'JUNB', 'JUN', 'KAT2B', 'KAT5', 'KCNJ11', 'KCNQ1', 'KDM1A', 'KDM2B', 'KDM6A', 'KDM6B', 'KDR', 'KEAP1', 'KIAA1549', 'KIT', 'KLF4', 'KRAS', 'KRT19', 'KRT20', 'KRT5', 'KRT7', 'LATS2', 'LOX', 'LRRK2', 'MACROD2', 'MAF', 'MAP2K1', 'MAP2K4', 'MAP2K6', 'MAP2K7', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MAPK9', 'MAX', 'MC1R', 'MCL1', 'MCM10', 'MCM2', 'MCM5', 'MCM7', 'MDM2', 'MDM4', 'MEN1', 'MEOX1', 'MEOX2', 'MET', 'MGMT', 'MITF', 'MKRN1', 'MLANA', 'MLH1', 'KMT2D', 'KMT2C', 'KMT2B', 'MLLT3', 'MME', 'MMP2', 'MMP7', 'MMP9', 'MOV10', 'MRAS', 'MSH2', 'MSH6', 'MTA1', 'MTAP', 'MTHFR', 'MTNR1B', 'MTOR', 'MUC1', 'MYBL2', 'MYCL', 'MYCN', 'MYC', 'MYOD1', 'KAT6A', 'NANOG', 'NCAM1', 'NCL', 'NCOR1', 'NES', 'NEUROG1', 'NF1', 'NF2', 'NFATC1', 'NFE2L2', 'NKX2-1', 'NME1', 'NOTCH1', 'NOTCH2', 'NPM1', 'NRAS', 'NSUN2', 'ORC4', 'ORC5', 'OSBP2', 'P2RY8', 'PA2G4', 'PALB2', 'PARP1', 'PAX3', 'PAX5', 'PAX8', 'PBRM1', 'PCGF2', 'PDGFB', 'PDGFRA', 'PDGFRB', 'PEX19', 'PGR', 'PHLDB1', 'PI3', 'PIAS2', 'PIGF', 'PIK3CA', 'PIK3R1', 'PIP4K2A', 'PLEKHA3', 'PLEKHA8', 'PLEK', 'PLK1', 'PMAIP1', 'PML', 'PMS2', 'POTEF', 'POU5F1', 'PPARA', 'PPARG', 'PPM1D', 'PPP1R9B', 'PPP3CA', 'PRDM2', 'PRMT6', 'PROM1', 'PRSS1', 'PSMC3', 'PSMD10', 'PSME3', 'PTCH1', 'PTEN', 'PTER', 'PTF1A', 'PTGS2', 'PTPN11', 'PTPRC', 'PTPRD', 'PXN', 'RAB11A', 'RAB5A', 'RABEP1', 'RABGEF1', 'RAC2', 'RAD51', 'RAF1', 'RAP2B', 'RARB', 'RASSF1', 'RASSF2', 'RB1', 'RBL1', 'RBL2', 'RCC1', 'RELA', 'RELB', 'REL', 'RET', 'RHOA', 'DROSHA', 'RNF2', 'RNF43', 'ROS1', 'RPL11', 'RPRM', 'RPS27A', 'RPS6KB1', 'RRAS2', 'RRAS', 'RTEL1', 'RUNX2', 'RUNX3', 'SDHC', 'SENP1', 'SENP3', 'SERPINE1', 'SERTAD1', 'SETD2', 'SFN', 'SFRP1', 'SFRP2', 'SHH', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT4', 'SIRT5', 'SIRT6', 'SIRT7', 'SIVA1', 'SIX2', 'SKP2', 'SLC30A8', 'SMAD2', 'SMAD3', 'SMAD4', 'SMARCA4', 'SMARCB1', 'SMUG1', 'SNAI1', 'SNAI2', 'SNCA', 'SOCS1', 'SOX2', 'SP1', 'SPEN', 'SRC', 'STAT1', 'STAT3', 'STK11', 'STK25', 'STK33', 'STMN1', 'SUB1', 'SUMO1', 'SUMO2', 'SUMO3', 'SUV39H1', 'SUZ12', 'SYNE1', 'SYP', 'TBL1XR1', 'TBRG1', 'TBX2', 'TBX3', 'TCF7L2', 'TCHP', 'TERT', 'TET2', 'TFDP1', 'TFPI2', 'TGFBR2', 'THADA', 'THBS1', 'TIMP3', 'TMCO1', 'TMEM115', 'TNFRSF10B', 'TNFSF11', 'TNF', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOP1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TP73', 'TRADD', 'TRIM28', 'TRIP12', 'PRSS58', 'TSC2', 'TSPAN8', 'TTF1', 'TWIST1', 'TWSG1', 'TYR', 'UBA52', 'UBB', 'UBC', 'UBE2A', 'UBE2I', 'UBE3A', 'UCHL1', 'USP7', 'UTF1', 'VEGFA', 'VHL', 'WDTC1', 'WEE1', 'WFS1', 'WHSC1', 'WIF1', 'WRN', 'WT1', 'WWOX', 'XRCC1', 'YY1', 'ZBTB17', 'ZBTB7A', 'ZEB1', 'ZFP91', 'ZNF148', 'ZNF217', 'ZNF227', 'ZNF410', 'ZNF420', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06876053865938014
		RMSE:  0.7026668514343448
		NRMSE:  0.1789276696377339
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07452018232747903
		RMSE:  0.6281215662347416
		NRMSE:  0.15805378984795088
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6796874655065666
		NRMSE:  0.1730761797526334
		MAPE:  274.2442116656758
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00044725008449963966
		RMSE:  0.6060849693149379
		NRMSE:  0.15250873639690443
		MAPE:  274.3248072759207

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  4.4215953095337e-15
		NRMSE:  1.1259186956109345e-15
		MAPE:  2.7328132789926964e-12
		Pearson Correlation:  0.12617568825183523
		Spearman Correlation:  0.15242833451788676
		Coefficient of Determination:  -10.825255664697892
		RMSE:  2.083731158684516
		NRMSE:  0.5243278122554833
		MAPE:  1594.4105670708402

	Predictor:  ElasticNet
		Pearson Correlation:  0.844657298069175
		Spearman Correlation:  0.8058099464389795
		Coefficient of Determination:  0.6961899475656208
		RMSE:  0.3746367098894852
		NRMSE:  0.09539780242150321
		MAPE:  155.92401049252197
		Pearson Correlation:  0.44544041847428256
		Spearman Correlation:  0.4616042594047308
		Coefficient of Determination:  0.1100067638998602
		RMSE:  0.5716494229242983
		NRMSE:  0.1438437439733017
		MAPE:  272.94688252188456

	Predictor:  RandomForests
		Pearson Correlation:  0.7129606556304533
		Spearman Correlation:  0.634889099049554
		Coefficient of Determination:  0.5031252242250144
		RMSE:  0.4791072424451144
		NRMSE:  0.12200026544908824
		MAPE:  183.28052453077407
		Pearson Correlation:  0.37242994363311455
		Spearman Correlation:  0.36588353809698415
		Coefficient of Determination:  -0.05028040350463403
		RMSE:  0.6209963500124829
		NRMSE:  0.15626087667962127
		MAPE:  454.1511108229819

Protein:  TP53
Protein Interaction Partners Count:  1000
x_train_column_count:  991
x_train columns:  ['ABCB1', 'ABCC1', 'ABL1', 'ACTB', 'ACTL6A', 'ADAM17', 'AFP', 'AGT', 'AICDA', 'AIFM2', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALK', 'ANKRD2', 'ANXA1', 'ANXA2', 'ANXA5', 'APAF1', 'APBB1', 'APC', 'APEX1', 'APOBEC3B', 'APP', 'ARID1A', 'ARID3A', 'AR', 'ASF1A', 'ASXL1', 'ATF2', 'ATF3', 'ATG7', 'ATM', 'ATN1', 'ATRIP', 'ATRX', 'ATR', 'ATXN3', 'AURKA', 'AURKB', 'AXIN1', 'AXL', 'BACE1', 'BAG1', 'BAG2', 'BAIAP2L1', 'BAK1', 'BANP', 'BARD1', 'BAX', 'BBC3', 'BCL2A1', 'BCL2L11', 'BCL2L12', 'BCL2L14', 'BCL2L1', 'BCL2L2', 'BCL2', 'BCL6', 'BCR', 'BDNF', 'BECN1', 'BID', 'BIRC3', 'BIRC5', 'BIRC6', 'BLM', 'BMF', 'BMI1', 'BMX', 'BNIP3L', 'BNIP3', 'BRCA1', 'BRCA2', 'BRCC3', 'BRD1', 'BRD4', 'BRD7', 'BRE', 'BRIP1', 'BRPF1', 'BRPF3', 'BTG2', 'BTK', 'BUB1B', 'BUB1', 'RHNO1', 'RGCC', 'RMI2', 'CNOT11', 'SETD9', 'CA9', 'CABIN1', 'CABLES1', 'CAPN1', 'CARM1', 'CASP10', 'CASP1', 'CASP2', 'CASP3', 'CASP6', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBX2', 'CBX4', 'CBX6', 'CBX8', 'CCDC106', 'CCL2', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNG2', 'CCNH', 'CCNK', 'CCT2', 'CCT3', 'CCT4', 'CCT5', 'CCT6A', 'CCT6B', 'CCT7', 'CCT8', 'CD24', 'CD274', 'CD34', 'CD40LG', 'CD40', 'CD44', 'CD82', 'CDC20', 'CDC25A', 'CDC25C', 'CDH17', 'CDH1', 'CDK12', 'CDK13', 'CDK1', 'CDK2', 'CDK4', 'CDK5R1', 'CDK5', 'CDK6', 'CDK7', 'CDK8', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CEACAM5', 'CEBPB', 'CENPJ', 'CFL1', 'CFLAR', 'CHD3', 'CHD4', 'CHD8', 'CHEK1', 'CHEK2', 'CHUK', 'CISH', 'CITED2', 'CLSPN', 'CLU', 'CNOT10', 'CNOT1', 'CNOT2', 'CNOT3', 'CNOT4', 'CNOT6L', 'CNOT6', 'CNOT7', 'CNOT8', 'COPS5', 'CREB1', 'CREBBP', 'CRYAB', 'CSNK1A1', 'CSNK1D', 'CSNK1E', 'CSNK1G1', 'CSNK1G2', 'CSNK1G3', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTBP1', 'CTCF', 'CTGF', 'CTNNB1', 'CUL4A', 'CUL7', 'CUL9', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP1A1', 'DACH1', 'DAPK1', 'DAP', 'DAXX', 'DDB1', 'DDB2', 'DDIT4', 'DDX17', 'DDX3X', 'DDX5', 'DECR1', 'DGCR8', 'DHCR24', 'DHFR', 'DIABLO', 'DICER1', 'DKK1', 'DMTF1', 'DNA2', 'DNAJA3', 'DNAJB1', 'DNMT1', 'DNMT3A', 'DNTT', 'DPYD', 'DRAM1', 'DTL', 'DUSP1', 'DUSP2', 'DYRK1A', 'DYRK2', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F7', 'E2F8', 'E4F1', 'EED', 'EEF1A1', 'EEF1A2', 'EGFR', 'EGF', 'EGR1', 'EHMT1', 'EHMT2', 'EI24', 'EIF2AK2', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF4EBP1', 'ELANE', 'ELAVL1', 'ELL3', 'ELL', 'EP300', 'EP400', 'EPCAM', 'EPHA2', 'EPHA3', 'EPHB2', 'ERBB2', 'ERBB4', 'ERCC1', 'ERCC2', 'ERCC3', 'ERCC6', 'ESR1', 'ETS1', 'ETS2', 'EWSR1', 'EXO1', 'EZH2', 'F2', 'FADD', 'AMER1', 'FAM175B', 'FANCC', 'FANCD2', 'FASLG', 'FAS', 'FBL', 'FBXO11', 'FBXO4', 'FBXW7', 'FGF1', 'FGF2', 'FGFR3', 'FHIT', 'FHL2', 'FLT3', 'FN1', 'FOSL1', 'FOS', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FSCN1', 'FUT4', 'FZR1', 'G3BP1', 'G6PD', 'GADD45A', 'GADD45B', 'GADD45G', 'GAPDH', 'GATAD2A', 'GATAD2B', 'GDF15', 'GFI1', 'GLS2', 'GLTSCR2', 'GNL3', 'GRAMD4', 'GRB10', 'GRB14', 'GSK3B', 'GSTP1', 'GTF2H1', 'GTSE1', 'H1F0', 'H2AFX', 'HAMP', 'HCK', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC5', 'HDAC7', 'HDAC8', 'HDAC9', 'HERC5', 'HIC1', 'HIF1A', 'HIPK1', 'HIPK2', 'HIPK3', 'HIPK4', 'HIRA', 'HIST1H1A', 'HIST1H1B', 'HIST1H1C', 'HIST1H1D', 'HIST1H1E', 'HK2', 'HMGA1', 'HMGA2', 'HMGB1', 'HMGB2', 'HMMR', 'HMOX1', 'HNF4A', 'HNRNPK', 'HNRNPL', 'HOXA5', 'HPGDS', 'HRAS', 'HSF1', 'HSP90AA1', 'HSP90AB1', 'HSP90B1', 'HSPA1A', 'HSPA1B', 'HSPA1L', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPA9', 'HSPB1', 'HSPB2', 'HTT', 'HUS1', 'HUWE1', 'ICAM1', 'ID2', 'ID4', 'IDH1', 'IDH2', 'IFI16', 'IFNAR1', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IGFBP7', 'IKBKB', 'IL17A', 'IL4', 'IL6', 'CXCL8', 'ING1', 'ING2', 'ING3', 'ING4', 'ING5', 'INSIG1', 'INS', 'IRF1', 'ISG15', 'ITPKB', 'JAG1', 'JAK2', 'JMY', 'JUN', 'KAT2A', 'KAT2B', 'KAT5', 'KDM1A', 'KDM6A', 'KDM6B', 'KDR', 'KHDRBS1', 'CCAR2', 'KIT', 'KLF2', 'KLF4', 'KLF5', 'KLF6', 'KLK3', 'KPNA2', 'KRAS', 'KRT14', 'KRT17', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'L3MBTL1', 'LAMA4', 'LEP', 'LGALS7B', 'LGALS7', 'LIF', 'LIG4', 'LIN28A', 'PIDD1', 'LRRK2', 'LYN', 'MAF1', 'MAF', 'MAGEA2', 'MAP1LC3B', 'MAP2K1', 'MAP2K3', 'MAP2K7', 'MAP3K1', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MAPK9', 'MAPKAPK5', 'MBD3', 'MCL1', 'MCM7', 'MDC1', 'MDH1', 'MDM2', 'MDM4', 'MEAF6', 'MECOM', 'MELK', 'MET', 'MGMT', 'MIF', 'MKI67', 'MKRN1', 'MLH1', 'KMT2D', 'KMT2C', 'MMP13', 'MMP1', 'MMP2', 'MMP9', 'MOV10', 'MRE11A', 'MSH2', 'MSH6', 'MSX1', 'MT1A', 'MT2A', 'MTA1', 'MTA2', 'MTA3', 'MTOR', 'MUC1', 'MUTYH', 'MYBBP1A', 'MYB', 'MYCN', 'MYC', 'MYOCD', 'KAT8', 'KAT6A', 'NANOG', 'NBN', 'NCL', 'NCOA3', 'NCOR1', 'NCOR2', 'NDN', 'NDRG1', 'NEDD8', 'NES', 'NEUROD1', 'NF1', 'NF2', 'NFE2L2', 'NFKB1', 'NFKB2', 'NFKBIA', 'NFKBIB', 'NFYA', 'NFYB', 'NFYC', 'NGFR', 'NKX2-1', 'NLK', 'NLRC4', 'NME1', 'NOC2L', 'NOS3', 'NOTCH1', 'NOTCH3', 'NOTCH4', 'NOX4', 'NPM1', 'NQO1', 'NR1I2', 'NR2E1', 'NR3C1', 'NR4A1', 'NR4A2', 'NRAS', 'NUAK1', 'NUMB', 'NUPR1', 'OGG1', 'OLIG2', 'OPN1SW', 'OSGIN1', 'OTUB1', 'OTUB2', 'OTUD5', 'PADI4', 'PALB2', 'PARK2', 'PARK7', 'PARP1', 'PATZ1', 'PAX2', 'PAX3', 'PAX8', 'PBK', 'PBRM1', 'PCBP4', 'PCNA', 'PDCD4', 'PDCD5', 'PDGFRA', 'PDGFRB', 'PDLIM7', 'PER2', 'PERP', 'PGR', 'PHB', 'PHC1', 'PHC2', 'PHC3', 'PHF20', 'PHGDH', 'PI3', 'PIAS1', 'PIAS2', 'PIAS4', 'PIK3CA', 'PIN1', 'PKM', 'PLAGL1', 'PLAU', 'PLK1', 'PLK2', 'PLK3', 'PLK4', 'PMAIP1', 'PML', 'PMS2', 'POLI', 'POLK', 'POU4F1', 'POU4F2', 'POU5F1', 'PPARGC1A', 'PPARG', 'PPIF', 'PPM1D', 'PPP1R13B', 'PPP1R13L', 'PPP1R15A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R4', 'PPP2R5C', 'PRDM1', 'PRDM2', 'PRDX1', 'PRELID1', 'PRIMA1', 'PRKAA1', 'PRKAA2', 'PRKAB1', 'PRKAB2', 'PRKAG1', 'PRKAG2', 'PRKAG3', 'PRKCA', 'PRKCD', 'PRKCZ', 'PRKD1', 'PRKDC', 'PRKG1', 'PRMT1', 'PRMT5', 'PROM1', 'PSEN1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTBP1', 'PTCH1', 'PTEN', 'PTGS2', 'PTK2', 'PTTG1', 'RABGGTA', 'RABGGTB', 'RAD17', 'RAD1', 'RAD50', 'RAD51', 'RAD9A', 'RAD9B', 'RASSF1', 'RB1CC1', 'RB1', 'RBBP4', 'RBBP6', 'RBBP7', 'RBBP8', 'RBL1', 'RBL2', 'RBM38', 'RBPJ', 'RCHY1', 'RCOR1', 'RECQL4', 'RELA', 'REM1', 'REST', 'RET', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RFFL', 'RFWD2', 'RING1', 'RMI1', 'DROSHA', 'RNF20', 'RNF2', 'RNF34', 'RNF43', 'ROCK1', 'RPA1', 'RPA2', 'RPA3', 'RPL11', 'RPL22', 'RPL26', 'RPL5', 'RPRM', 'RPS14', 'RPS19', 'RPS27A', 'RPS27L', 'RPS3', 'RPS6KB1', 'RQCD1', 'RRAD', 'RRM2B', 'RRM2', 'RUNX2', 'RUNX3', 'S100A2', 'S100A4', 'S100A6', 'S100B', 'SALL4', 'SCO2', 'SDHC', 'SENP1', 'SENP3', 'SERPINB5', 'SERPINE1', 'SESN1', 'SESN2', 'SESN3', 'SETD2', 'SETD7', 'SETD8', 'SETDB1', 'SFN', 'SRSF1', 'SGK1', 'SHFM1', 'SHH', 'SHISA5', 'SIK1', 'SIN3A', 'SIN3B', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT4', 'SIRT5', 'SIRT6', 'SIRT7', 'SIVA1', 'SKP2', 'SLC2A14', 'SLC2A1', 'SLC2A2', 'SLC2A3', 'SLC6A6', 'SLMO1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMARCD1', 'SMG1', 'SMG7', 'SMYD2', 'SNAI1', 'SNAI2', 'SOCS1', 'SOCS3', 'SOD2', 'SORT1', 'SOX2', 'SOX4', 'SP100', 'SP1', 'SP3', 'SP7', 'SPATA18', 'SPP1', 'SQSTM1', 'SRC', 'SREBF1', 'SREBF2', 'SSRP1', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'STEAP3', 'STK11', 'STMN1', 'STUB1', 'SUB1', 'SUMO1', 'SUMO2', 'SUMO3', 'SUMO4', 'SUPT16H', 'SUV39H1', 'SUZ12', 'SYK', 'SYP', 'TADA3', 'TAF10', 'TAF11', 'TAF12', 'TAF13', 'TAF15', 'TAF1L', 'TAF1', 'TAF2', 'TAF3', 'TAF4B', 'TAF4', 'TAF5', 'TAF6', 'TAF7L', 'TAF7', 'TAF9B', 'TBPL1', 'TBPL2', 'TBP', 'TCHP', 'TCP1', 'TDG', 'TERT', 'TET2', 'TFAM', 'TFAP2A', 'TFAP2C', 'TFDP1', 'TFF1', 'TGFB1', 'TGM2', 'THBS1', 'TIMP3', 'TLR3', 'TLR9', 'TMEM219', 'TNFAIP3', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF10C', 'TNFRSF10D', 'TNF', 'TNK2', 'TNKS1BP1', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOE1', 'TOP1', 'TOP2A', 'TOP3A', 'TOPBP1', 'TOPORS', 'TP53AIP1', 'TP53BP1', 'TP53BP2', 'TP53I3', 'TP53INP1', 'TP53RK', 'TP63', 'TP73', 'TPT1', 'TPX2', 'TRAF6', 'TRIAP1', 'TRIM24', 'TRIM28', 'TRIM29', 'TRIM32', 'TRIM59', 'TRIM8', 'TRRAP', 'TSC2', 'TTC5', 'TTK', 'TWIST1', 'TWIST2', 'TXN', 'TYMS', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2A', 'UBE2D1', 'UBE2E1', 'UBE2I', 'UBE2K', 'UBE2N', 'UBE2Q1', 'UBE2S', 'UBE3A', 'UBN1', 'UCHL1', 'UHRF1', 'USF1', 'USP10', 'USP15', 'USP24', 'USP3', 'USP42', 'USP7', 'UTP14A', 'VEGFA', 'VHL', 'VPRBP', 'VRK1', 'WDTC1', 'WEE1', 'WRN', 'WT1', 'WWOX', 'XAF1', 'XIAP', 'XPA', 'XPO1', 'XRCC1', 'XRCC5', 'XRCC6', 'YBX1', 'YWHAB', 'YWHAE', 'YWHAG', 'YWHAH', 'YWHAQ', 'YWHAZ', 'YY1', 'YY2', 'ZBTB33', 'ZBTB7A', 'ZEB1', 'ZEB2', 'ZKSCAN4', 'ZNF148', 'ZNF274', 'ZNF385A', 'ZNF420', 'ZNF668', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0629013951002304
		RMSE:  0.43691826486349494
		NRMSE:  0.11112140819031384
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02793228386718627
		RMSE:  0.5354711484549424
		NRMSE:  0.14342336907859712
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4237929343776606
		NRMSE:  0.10778324331179852
		MAPE:  459.9790072255086
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011640203076264122
		RMSE:  0.5284530873849588
		NRMSE:  0.1415436152095778
		MAPE:  140.42972129387252

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.90481734829142e-15
		NRMSE:  4.844521346655358e-16
		MAPE:  5.5766875101550224e-12
		Pearson Correlation:  0.29125161757924295
		Spearman Correlation:  0.2647589122058879
		Coefficient of Determination:  -0.91460538018527
		RMSE:  0.7307914543665126
		NRMSE:  0.19573897264403714
		MAPE:  666.3673772503494

	Predictor:  ElasticNet
		Pearson Correlation:  0.8059411013598181
		Spearman Correlation:  0.7310229504131425
		Coefficient of Determination:  0.617157291258752
		RMSE:  0.26221884607983814
		NRMSE:  0.06669011065384119
		MAPE:  555.6428487699768
		Pearson Correlation:  0.554282690707815
		Spearman Correlation:  0.501265601815484
		Coefficient of Determination:  0.2981080283672427
		RMSE:  0.4424752264326671
		NRMSE:  0.11851485909539765
		MAPE:  183.53729923998944

	Predictor:  RandomForests
		Pearson Correlation:  0.6473419135768366
		Spearman Correlation:  0.5829555053484536
		Coefficient of Determination:  0.3686496893514176
		RMSE:  0.3367355055168576
		NRMSE:  0.08564193024157726
		MAPE:  809.5838682394865
		Pearson Correlation:  0.5088654518041784
		Spearman Correlation:  0.44548435766032
		Coefficient of Determination:  0.2238460603250575
		RMSE:  0.4652943252108043
		NRMSE:  0.12462684484017794
		MAPE:  142.51385308320772

Protein:  CTNNB1
Protein Interaction Partners Count:  992
x_train_column_count:  984
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACAN', 'ACP1', 'ACTA1', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTN1', 'ACTN4', 'ACVR1B', 'ACVR1', 'ADAM10', 'ADCY7', 'ADIPOQ', 'AES', 'AFP', 'AHI1', 'AHR', 'AHSA1', 'AJAP1', 'AK9', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDH1A1', 'ALK', 'ALPL', 'AMHR2', 'AMH', 'ANXA5', 'AP1M1', 'APC2', 'APCS', 'APC', 'APH1A', 'APH1B', 'AQP1', 'ARHGAP10', 'ARHGAP21', 'ARHGAP32', 'ARHGEF4', 'ARID1A', 'ARID2', 'ARMC7', 'ARMC8', 'ARVCF', 'ARX', 'AR', 'ASCL1', 'ASF1A', 'ASH2L', 'ASIP', 'ATF4', 'ATM', 'AURKA', 'AXIN1', 'AXIN2', 'BAG3', 'BCAR1', 'BCL2L1', 'BCL3', 'BCL6', 'BCL9L', 'BCL9', 'BDNF', 'BGLAP', 'BIRC5', 'BMI1', 'BMP2', 'BMP4', 'BMP7', 'BMPR1A', 'BMPR1B', 'BNIP2', 'BRAF', 'BRCA1', 'BRCA2', 'BRMS1L', 'BTRC', 'HILPDA', 'AK8', 'CA2', 'CA9', 'CABLES1', 'CACYBP', 'CALM1', 'CALM3', 'CARM1', 'CASP3', 'CASP8', 'CASP9', 'CAV1', 'CBLL1', 'CBL', 'CBY1', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCNE1', 'CD24', 'CD34', 'CD40', 'CD44', 'CDC27', 'CDC42', 'CDC73', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH16', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH26', 'CDH2', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDHR5', 'CDK12', 'CDK1', 'CDK2', 'CDK4', 'CDK5R1', 'CDK5', 'CDK6', 'CDK8', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDON', 'CDX1', 'CDX2', 'CEBPA', 'CHD8', 'CHRD', 'CHUK', 'CITED1', 'CKAP5', 'CLCA1', 'CLDN3', 'CLDN5', 'COL1A1', 'COPS3', 'COPS5', 'COPS6', 'CREB1', 'CREBBP', 'CRKL', 'CRK', 'CRP', 'CRYAB', 'CSNK1A1L', 'CSNK1A1', 'CSNK1D', 'CSNK1E', 'CSNK2A3', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTBP1', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNAL1', 'CTNNBIP1', 'CTNND1', 'CTNND2', 'CTTN', 'CUL1', 'CUL4A', 'CUL4B', 'CXCR4', 'CXXC4', 'DAB2', 'DACT1', 'DACT2', 'DACT3', 'DCT', 'DCX', 'DDB1', 'DDX39A', 'DDX3X', 'DDX5', 'DHODH', 'DHX9', 'DKK1', 'DKK2', 'DKK3', 'DKK4', 'DLG1', 'DLG2', 'DLG4', 'DLG5', 'DLGAP1', 'DLL4', 'DLX1', 'DNM2', 'DNMT1', 'DPYD', 'DSC1', 'DSC2', 'DSC3', 'DSG1', 'DSG2', 'DSG3', 'DSG4', 'DSP', 'DUSP6', 'DVL1', 'DVL2', 'DVL3', 'E2F3', 'ECM1', 'EFNA1', 'EGFR', 'EGF', 'EGR1', 'ELAVL1', 'EMD', 'ENAH', 'EP300', 'EP400', 'EPCAM', 'EPHA2', 'EPHB2', 'EPHB3', 'ERBB2IP', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ETS1', 'ETV4', 'EXOC3', 'EXOC4', 'EYA4', 'EZH2', 'EZR', 'F2RL2', 'FAF1', 'AMER1', 'FANCA', 'FASLG', 'FAS', 'FAT1', 'FAT4', 'FBXW11', 'FBXW7', 'FERMT2', 'FER', 'FGF10', 'FGF13', 'FGF2', 'FGF3', 'FGF4', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FHL2', 'FLG', 'FLOT1', 'FLOT2', 'FLT1', 'FLT3', 'FMN1', 'FMR1', 'FN1', 'FOS', 'FOXA1', 'FOXA2', 'FOXC2', 'FOXG1', 'FOXL1', 'FOXL2', 'FOXM1', 'FOXN3', 'FOXO1', 'FOXO3', 'FOXO4', 'FOXP1', 'FRAT1', 'FRAT2', 'FRZB', 'FSCN1', 'FSTL1', 'FSTL3', 'FURIN', 'FUS', 'FXR1', 'FYN', 'FZD10', 'FZD1', 'FZD2', 'FZD3', 'FZD4', 'FZD5', 'FZD6', 'FZD7', 'FZD8', 'FZD9', 'GAPDH', 'GATA2', 'GATA4', 'GCG', 'GDF2', 'GDNF', 'GFRA1', 'GJA1', 'GLI1', 'GLI2', 'GLI3', 'GLIS2', 'GLUL', 'GNA11', 'GNA12', 'GNA13', 'GNAQ', 'GNAS', 'GPC3', 'GRIA2', 'GRIP1', 'GSK3A', 'GSK3B', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HAS2', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HDAC7', 'HERC5', 'HES7', 'HGF', 'HGS', 'HHEX', 'HIC1', 'HIF1A', 'HINT1', 'HIPK2', 'HIST1H1C', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2AC', 'HIST2H2BE', 'HIST3H3', 'HMGB1', 'HNF1A', 'HNF4A', 'HNRNPA1', 'HNRNPA2B1', 'HNRNPK', 'HNRNPM', 'HOXA10', 'HOXB4', 'HPGD', 'HRAS', 'HSP90AB1', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB3', 'HSPD1', 'HTRA1', 'HTT', 'HUWE1', 'IBSP', 'IDH1', 'IDH2', 'IFNB1', 'IFRD1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP4', 'IHH', 'IKBKB', 'IL6', 'CXCL8', 'ILK', 'INS', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'IRF3', 'ISG15', 'ISL1', 'ITGAE', 'ITGB1', 'ITGB7', 'ITK', 'ITPKB', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'AJUBA', 'JUN', 'JUP', 'KANK1', 'KAT2A', 'KAT2B', 'KAT5', 'KCNN1', 'KCTD1', 'KDM1A', 'KDR', 'KIF18B', 'KIF3A', 'KIF5B', 'KIFC3', 'KIT', 'KLF2', 'KLF4', 'KLF5', 'KRAS', 'KREMEN1', 'KRIT1', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'LATS2', 'LDB1', 'LDHB', 'LDLR', 'LEF1', 'LEO1', 'LGR4', 'LGR5', 'LGR6', 'LHCGR', 'LHX8', 'LIF', 'LIMA1', 'LMNA', 'LMNB1', 'LOX', 'LRP4', 'LRP5L', 'LRP5', 'LRP6', 'LRRFIP1', 'LRRK2', 'LZTFL1', 'MACF1', 'MAGI1', 'MAGI2', 'MAGI3', 'MAP1LC3B', 'MAP2K1', 'MAP2K2', 'MAP2K6', 'MAP2K7', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8IP1', 'MAPK8', 'MAPK9', 'MDFIC', 'MDFI', 'MDK', 'MDM2', 'MED12', 'MED1', 'MEF2A', 'MEF2C', 'MEF2D', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MGMT', 'MITF', 'MKI67', 'MLH1', 'KMT2D', 'MLLT10', 'MLLT11', 'MLLT4', 'MLLT6', 'KMT2A', 'MME', 'MMP13', 'MMP14', 'MMP15', 'MMP17', 'MMP25', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MRAP', 'MSH2', 'MSH6', 'MSN', 'MSX1', 'MSX2', 'MTDH', 'MTOR', 'MUC13', 'MUC1', 'MUTYH', 'MYCN', 'MYC', 'MYF5', 'MYO1D', 'MYO6', 'MYO7A', 'MYOD1', 'MYOG', 'NANOG', 'NCAM1', 'NCCRP1', 'NCOA2', 'NCSTN', 'NDP', 'NDRG2', 'NEDD9', 'NEK2', 'NES', 'NEURL2', 'NF1', 'NF2', 'NFAT5', 'NFKB1', 'NIT1', 'NKD1', 'NKX2-5', 'NLK', 'NME1', 'NOG', 'NONO', 'NOS3', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NPM1', 'NR0B1', 'NR4A1', 'NR4A2', 'NR5A1', 'NR5A2', 'NRAS', 'NRIP1', 'NTRK1', 'NTRK2', 'NTRK3', 'NUDT5', 'NUMB', 'NUP153', 'NUTF2', 'OTX2', 'PAK1', 'PAK2', 'PAK3', 'PANK4', 'PARD3', 'PARD6A', 'PARK2', 'PARP1', 'PAX3', 'PAX6', 'PAX7', 'PAX8', 'PDGFRA', 'PDGFRB', 'PECAM1', 'PGK1', 'PGR', 'PHB', 'JADE1', 'PI3', 'PICK1', 'PIK3CA', 'PIK3R1', 'PIK3R2', 'PIN1', 'PIP5K1A', 'PIP5K1C', 'PITX2', 'PKD1', 'PKM', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PLAG1', 'PLEKHA7', 'PLK1', 'PML', 'PMS2', 'POLE', 'PORCN', 'POTEF', 'POU5F1', 'PPARD', 'PPARG', 'PPM1A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R2B', 'PPP2R5A', 'PPP2R5B', 'PPP2R5C', 'PPP2R5D', 'PPP2R5E', 'PRKACA', 'PRKACB', 'PRKACG', 'PRKAR1A', 'PRKCA', 'PRKCG', 'PRKCI', 'PRKCZ', 'PRKD1', 'PRL', 'PRMT1', 'PROC', 'PROM1', 'PROP1', 'PSEN1', 'PSEN2', 'PSENEN', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTEN', 'PTGES3', 'PTGS2', 'PTH1R', 'PTH', 'PTK2', 'PTK7', 'PTMA', 'PTN', 'PTPN11', 'PTPN13', 'PTPN1', 'PTPN6', 'PTPRB', 'PTPRC', 'PTPRF', 'PTPRG', 'PTPRJ', 'PTPRK', 'PTPRM', 'PTPRU', 'PTPRZ1', 'PVRL1', 'PVRL2', 'PXN', 'PYGO1', 'PYGO2', 'RAB5A', 'RAB7A', 'RAB8B', 'RAC1', 'RAC2', 'RALGDS', 'RANBP3', 'RAP1A', 'RAP1B', 'RAPGEF1', 'RAPGEF2', 'RAPGEF6', 'RAPSN', 'RARA', 'RARB', 'RARG', 'RARS', 'RASSF1', 'RB1CC1', 'RB1', 'RBBP5', 'RBMX', 'RBPJ', 'RBX1', 'RELA', 'REM1', 'RET', 'RHOA', 'RIPK2', 'RNF220', 'RNF43', 'ROBO1', 'ROCK1', 'ROCK2', 'ROR2', 'RPRD1A', 'RPS27A', 'RPSA', 'RSPO1', 'RSPO2', 'RSPO3', 'RSPO4', 'RUNX2', 'RUNX3', 'RUVBL1', 'RUVBL2', 'RXRA', 'RYK', 'S100A4', 'S100A6', 'SALL1', 'SALL4', 'SATB1', 'SCRIB', 'SDHC', 'SERPINE1', 'SETD2', 'SETD7', 'SFN', 'SFRP1', 'SFRP2', 'SFRP4', 'SFRP5', 'SHFM1', 'SHH', 'SIAH1', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT6', 'SKP1', 'SLC6A3', 'SLC9A3R1', 'SLCO1B3', 'SLCO2A1', 'SLIT1', 'SLK', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD5', 'SMAD7', 'SMAD9', 'SMARCA2', 'SMARCA4', 'SMARCA5', 'SMARCB1', 'SMO', 'SMURF1', 'SMYD2', 'SNAI1', 'SNAI2', 'SNX1', 'SOST', 'SOX10', 'SOX13', 'SOX17', 'SOX1', 'SOX2', 'SOX3', 'SOX4', 'SOX6', 'SOX7', 'SOX8', 'SOX9', 'SP1', 'SP7', 'SPAG9', 'SPATA13', 'SPEN', 'SPN', 'SPP1', 'SRC', 'STAT3', 'STK11', 'STRAP', 'STX4', 'SUFU', 'SUV39H1', 'SYP', 'TADA3', 'TAX1BP3', 'TAZ', 'TBL1XR1', 'TBL1X', 'TBX5', 'TBX6', 'TCF12', 'TCF3', 'TCF4', 'TCF7L1', 'TCF7L2', 'TCF7', 'TERT', 'TFAP2A', 'TFCP2', 'TFF1', 'TFF2', 'TFF3', 'TGFB1', 'TGFB2', 'TGFB3', 'TGFBR1', 'TGFBR2', 'TGM2', 'TJP1', 'TJP2', 'TLE1', 'TLE2', 'TLE3', 'TLE4', 'TNFRSF11B', 'TNFSF11', 'TNF', 'TNIK', 'TNKS2', 'TNKS', 'TNS1', 'TOB1', 'TOP2A', 'TP53', 'TRAF4', 'TRIM33', 'TRIM37', 'TRIP10', 'TRRAP', 'TSC2', 'TUBA1A', 'TWIST1', 'TYMS', 'T', 'UBA52', 'UBB', 'UBC', 'UBE2B', 'UBE2R2', 'UBE3A', 'UBR5', 'UCHL1', 'UMPS', 'UPRT', 'USP4', 'USP7', 'USP9X', 'VANGL1', 'VANGL2', 'VASP', 'VAV1', 'VAV2', 'VAV3', 'VCAM1', 'VCL', 'VDR', 'VEGFA', 'VHL', 'VIM', 'WDR64', 'WDTC1', 'WHSC1', 'WIF1', 'WISP1', 'WLS', 'WNT10A', 'WNT10B', 'WNT11', 'WNT16', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8A', 'WNT8B', 'WNT9A', 'WNT9B', 'WT1', 'WWTR1', 'XPO1', 'YAP1', 'YARS', 'YEATS4', 'YES1', 'YWHAB', 'YWHAE', 'YWHAG', 'YWHAH', 'YWHAQ', 'YWHAZ', 'ZAP70', 'ZAR1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZIC3', 'ZNRF3', 'ZYX', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.4291206958720877
		RMSE:  0.9037435622191023
		NRMSE:  0.1777623057079273
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5497170498826627
		RMSE:  0.8436000623678614
		NRMSE:  0.27017767234966206
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693844
		Coefficient of Determination:  1.0
		RMSE:  4.099570218375329e-15
		NRMSE:  8.063670767850765e-16
		MAPE:  4.731893591835726e-12
		Pearson Correlation:  0.045180098359455384
		Spearman Correlation:  0.06978890011097395
		Coefficient of Determination:  -5.26288048900353
		RMSE:  1.6958891427641238
		NRMSE:  0.5431381546713011
		MAPE:  776.6728390918815

	Predictor:  ElasticNet
		Pearson Correlation:  0.8777842496588542
		Spearman Correlation:  0.8618580907790954
		Coefficient of Determination:  0.7424954358849862
		RMSE:  0.3836217550693889
		NRMSE:  0.07545667880987193
		MAPE:  302.48974847831505
		Pearson Correlation:  0.47775829176459456
		Spearman Correlation:  0.4603074851307374
		Coefficient of Determination:  0.16722958910044827
		RMSE:  0.618405068658323
		NRMSE:  0.1980550375380151
		MAPE:  239.42311812521032

	Predictor:  RandomForests
		Pearson Correlation:  0.6583337231151551
		Spearman Correlation:  0.6503205024777605
		Coefficient of Determination:  0.41987365167168433
		RMSE:  0.5758005266694284
		NRMSE:  0.1132573813275823
		MAPE:  477.1880977198457
		Pearson Correlation:  0.6475541674127557
		Spearman Correlation:  0.5680644397062308
		Coefficient of Determination:  0.41490985198943364
		RMSE:  0.518348433359178
		NRMSE:  0.16601015035251138
		MAPE:  188.74191841909266

Protein:  CCNE1
Protein Interaction Partners Count:  350
x_train_column_count:  347
x_train columns:  ['ABL1', 'AKT1', 'AKT2', 'AKT3', 'ALDH18A1', 'ANAPC10', 'ANAPC13', 'ANAPC1', 'ANAPC2', 'ANAPC4', 'ANAPC5', 'ANAPC7', 'ANXA5', 'ARID1A', 'AR', 'ATM', 'AURKA', 'AURKB', 'BARD1', 'BCL2L1', 'BIRC5', 'BRCA1', 'BRCA2', 'BTG2', 'BTRC', 'BUB1B', 'BUB1', 'BUB3', 'RGCC', 'MLIP', 'CABLES1', 'CALM1', 'CAPRIN1', 'CASP3', 'CASP9', 'CBX7', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCNC', 'CCND1', 'CCND2', 'CCND3', 'CCNE2', 'CCNF', 'CCNG1', 'CCNH', 'CCNK', 'CCNL2', 'CCNT1', 'CCNT2', 'CCNY', 'CCT2', 'CCT3', 'CCT4', 'CCT5', 'CCT6A', 'CCT6B', 'CCT7', 'CCT8', 'CDC16', 'CDC20', 'CDC23', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC26', 'CDC27', 'CDC45', 'CDC6', 'CDC7', 'CDCA2', 'CDCA5', 'CDCA8', 'CDH1', 'CDK12', 'CDK13', 'CDK14', 'CDK15', 'CDK16', 'CDK17', 'CDK18', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK5', 'CDK6', 'CDK7', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDT1', 'CENPA', 'CENPE', 'CHAF1A', 'CHD1L', 'CHEK1', 'CHEK2', 'CINP', 'CKS1B', 'CKS2', 'COPS5', 'CREBBP', 'CSK', 'CTNNB1', 'CUL1', 'CUL3', 'CUL4B', 'DBF4B', 'DBF4', 'DGCR8', 'DICER1', 'DTL', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'EBNA1BP2', 'ECT2', 'EGFR', 'EGF', 'ELAVL1', 'ELSPBP1', 'EP400', 'ERBB2', 'ERBB3', 'ERBB4', 'ESPL1', 'ESR1', 'EXO1', 'EZH2', 'FAM58A', 'FAM83H', 'FBXO5', 'FBXW7', 'FEN1', 'FGFR1', 'FGFR2', 'FGFR3', 'FOXM1', 'FZR1', 'GAPDH', 'GLI1', 'GMNN', 'GSK3B', 'H1F0', 'HDAC1', 'HEATR3', 'HERC5', 'HIST1H1A', 'HIST1H1B', 'HIST1H4A', 'HRAS', 'IFNAR1', 'IGF1R', 'IGF1', 'ITPKB', 'JUN', 'KIF11', 'KIF20A', 'KIF23', 'KIF2C', 'KPNA2', 'KRAS', 'LATS2', 'LIN37', 'LIN52', 'LIN54', 'LIN9', 'GMNC', 'MAD2L1', 'MAPK3', 'MATK', 'MAX', 'MCL1', 'MCM10', 'MCM2', 'MCM3', 'MCM4', 'MCM5', 'MCM6', 'MCM7', 'MCM8', 'MDM2', 'MEGF11', 'MELK', 'MKI67', 'KMT2D', 'KMT2B', 'MNAT1', 'MRE11A', 'MTOR', 'MYBL2', 'MYC', 'NBN', 'NF1', 'NFYB', 'NMI', 'NOTCH1', 'NOTCH3', 'NPAT', 'NRAS', 'ORC1', 'ORC2', 'ORC3', 'ORC4', 'ORC5', 'ORC6', 'PARK2', 'PARP1', 'PCBP4', 'PCNA', 'PIK3CA', 'PIK3R1', 'PKMYT1', 'PLK1', 'PLK4', 'POLA1', 'POLD1', 'PPP1R1C', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R4', 'PRC1', 'PRKAR1A', 'PRKAR2A', 'PRMT5', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMB10', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSMF1', 'PTEN', 'PTGDR', 'PTK6', 'PTTG1', 'RAD51', 'RAD54L', 'RB1', 'RBBP4', 'RBL1', 'RBL2', 'RBX1', 'REL', 'REM1', 'RHOA', 'RHOBTB3', 'RINT1', 'RNASE1', 'RPRD1A', 'RPS27A', 'RRM1', 'RRM2', 'RRN3', 'RSF1', 'SHFM1', 'SKP1', 'SKP2', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'ST8SIA1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STK3', 'STK4', 'TARBP1', 'TCP1', 'TERF1', 'TERT', 'TFDP1', 'TK1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TP73', 'TPX2', 'TTK', 'TUBG1', 'TYMS', 'UBA52', 'UBB', 'UBC', 'UBE2C', 'UBE2QL1', 'UBE2S', 'UHRF2', 'WEE1', 'WEE2', 'XIAP', 'YAP1', 'ZNF217', 'ZNF33A', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9790551557409413
		RMSE:  0.7746141645114569
		NRMSE:  0.27590887426944144
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8285524646781477
		RMSE:  0.8763813407881366
		NRMSE:  0.2114972948785232
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4487930906545114
		NRMSE:  0.15985506345663808
		MAPE:  112.14421009479175
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0040862214035515265
		RMSE:  0.6494188844018614
		NRMSE:  0.15672439713344627
		MAPE:  115.49088793396595

	Predictor:  LinearRegression
		Pearson Correlation:  0.9598341887810986
		Spearman Correlation:  0.8788919966826688
		Coefficient of Determination:  0.9212816699530698
		RMSE:  0.12591692181205155
		NRMSE:  0.04485019476831756
		MAPE:  24.72837237396705
		Pearson Correlation:  0.6943581334274758
		Spearman Correlation:  0.41095026122520234
		Coefficient of Determination:  0.13542917823406542
		RMSE:  0.6026146657078156
		NRMSE:  0.1454291251074681
		MAPE:  102.47606323835883

	Predictor:  ElasticNet
		Pearson Correlation:  0.8798134225214097
		Spearman Correlation:  0.7382878489698538
		Coefficient of Determination:  0.763151897941908
		RMSE:  0.21841432393000865
		NRMSE:  0.0777967315868241
		MAPE:  50.926826513925725
		Pearson Correlation:  0.8544289507862951
		Spearman Correlation:  0.6923153655282486
		Coefficient of Determination:  0.7166263822242412
		RMSE:  0.3450000173543647
		NRMSE:  0.083258927372726
		MAPE:  85.4834923909935

	Predictor:  RandomForests
		Pearson Correlation:  0.8628866187424806
		Spearman Correlation:  0.7123646669252789
		Coefficient of Determination:  0.7415758280964511
		RMSE:  0.22814593168750602
		NRMSE:  0.08126302108192555
		MAPE:  54.405867253368335
		Pearson Correlation:  0.7819079210289549
		Spearman Correlation:  0.7309018274919328
		Coefficient of Determination:  0.5784153717310645
		RMSE:  0.4208058737411625
		NRMSE:  0.10155317077519187
		MAPE:  76.84316764285622

Protein:  CCND1
Protein Interaction Partners Count:  857
x_train_column_count:  849
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTL6B', 'AFP', 'AHR', 'AKAP12', 'AKAP8', 'AKR1B10', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDOA', 'ALK', 'ANO1', 'ANXA5', 'APAF1', 'APC', 'APEX1', 'AREG', 'ARHGEF2', 'ARID1A', 'ARID1B', 'ARID2', 'ARID4A', 'AR', 'ASIP', 'ATF2', 'ATF3', 'ATF4', 'ATM', 'ATXN1', 'AURKA', 'AURKB', 'AXIN1', 'AXIN2', 'B2M', 'BANP', 'BARX2', 'BAX', 'BCAR1', 'BCAR3', 'BCCIP', 'BCL2A1', 'BCL2L11', 'BCL2L1', 'BCL2L2', 'BCL2', 'BCL3', 'BCL6', 'BCL9', 'BECN1', 'BGLAP', 'BHLHE40', 'BIRC2', 'BIRC3', 'BIRC5', 'BMI1', 'BMP4', 'BMP6', 'BRAF', 'BRCA1', 'BRCA2', 'BRD2', 'BRD4', 'BTC', 'BTG2', 'BTRC', 'RGCC', 'COPRS', 'CA9', 'CARD11', 'CARM1', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBFB', 'CCDC62', 'CCL2', 'CCL5', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNC', 'CCND2', 'CCND3', 'CCNDBP1', 'CCNE1', 'CCNE2', 'CCNG2', 'CCNH', 'CCNK', 'CCNL1', 'CCNL2', 'CCNT1', 'CCNT2', 'CCNY', 'CD19', 'CD22', 'CD24', 'CD34', 'CD38', 'CD44', 'CD5', 'CD79A', 'CDC20', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC27', 'CDC42', 'CDC6', 'CDC73', 'CDCA7L', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDK12', 'CDK13', 'CDK14', 'CDK16', 'CDK17', 'CDK18', 'CDK1', 'CDK20', 'CDK2', 'CDK3', 'CDK4', 'CDK5', 'CDK6', 'CDK7', 'CDK8', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDT1', 'CDX2', 'CENPE', 'CEP57', 'CFLAR', 'CHEK1', 'CHEK2', 'CHKA', 'CHUK', 'CKS1B', 'CKS2', 'CLCN3', 'COL1A1', 'CR2', 'CREB1', 'CREBBP', 'CRKL', 'CRYAB', 'CSF2', 'CTBP1', 'CTGF', 'CTNNB1', 'CTNND1', 'CTTN', 'CUL1', 'CUL3', 'CUL7', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP19A1', 'CYR61', 'DACH1', 'DAXX', 'DDIT3', 'DDX53', 'DECR1', 'DHFR', 'DICER1', 'DKK1', 'DKK3', 'DLL1', 'DMTF1', 'DND1', 'DNMT1', 'DNMT3A', 'DNTT', 'DVL1', 'DVL2', 'DYRK1A', 'DYRK1B', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EDN1', 'EEF1A1', 'EGFR', 'EGF', 'EGLN2', 'EGR1', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF3I', 'EIF4A1', 'EIF4A2', 'EIF4EBP1', 'EIF4E', 'EIF4G1', 'ELAVL1', 'ELSPBP1', 'EP300', 'EPCAM', 'EPHA2', 'EPHA7', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ETS1', 'ETV4', 'EWSR1', 'EYA1', 'EZH2', 'FABP4', 'FADD', 'FAM58A', 'FAM83H', 'FASLG', 'FAT1', 'FBXO31', 'FBXO4', 'FBXW7', 'FBXW8', 'FGF13', 'FGF19', 'FGF2', 'FGF3', 'FGF4', 'FGF7', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FGFR4', 'FHIT', 'FHL2', 'FIGF', 'FLCN', 'FLNA', 'FLT1', 'FLT3', 'FN1', 'FOSL1', 'FOS', 'FOXA1', 'FOXC1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FRZB', 'FSTL3', 'FZD1', 'FZD2', 'FZD7', 'FZD9', 'FZR1', 'GADD45A', 'GAL', 'GAPDH', 'GAST', 'GATA3', 'GATA4', 'GDF15', 'GDF2', 'GGNBP2', 'GGT1', 'GIT1', 'GJA1', 'GJB1', 'GLI1', 'GLI2', 'GLI3', 'GLTSCR2', 'GNB2L1', 'GPER1', 'GRB2', 'GREB1', 'GRM4', 'GRP', 'GSK3B', 'H1F0', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HBEGF', 'HBZ', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC4', 'HEXIM1', 'HEY1', 'HGF', 'HIF1A', 'HIST1H2AA', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AH', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST1H4A', 'HIST1H4B', 'HIST1H4C', 'HIST1H4D', 'HIST1H4E', 'HIST1H4F', 'HIST1H4H', 'HIST1H4I', 'HIST1H4J', 'HIST1H4K', 'HIST1H4L', 'HIST2H2AC', 'HIST2H2BE', 'HIST2H4A', 'HIST4H4', 'HMGA2', 'HMOX1', 'HNF1A', 'HNF4A', 'HNRNPD', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB8', 'ICAM1', 'ID1', 'ID2', 'IFNAR1', 'IFNB1', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP3', 'IGFBP5', 'IHH', 'IKBKB', 'IL10', 'IL17A', 'IL2', 'IL4', 'IL6', 'IL7', 'CXCL8', 'ILK', 'INSM1', 'INS', 'IRF1', 'IRS1', 'ISG15', 'ITGB1', 'ITPKB', 'ITPKC', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JARID2', 'JUNB', 'JUND', 'JUN', 'KAT2A', 'KAT2B', 'KDM1A', 'KDM5B', 'KDR', 'KHDRBS1', 'KIF18B', 'KIN', 'KITLG', 'KIT', 'KLF13', 'KLF4', 'KLF5', 'KLF6', 'KLK3', 'KRAS', 'KRT10', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'LDB3', 'LEF1', 'LEP', 'LGALS3', 'LGR5', 'LIMK2', 'LIMS1', 'LIN28B', 'LMNA', 'LMNB1', 'LOX', 'LRP5', 'LRP6', 'LYN', 'MAFB', 'MAF', 'MAML1', 'MAML2', 'MAML3', 'MAMLD1', 'MAP2K1', 'MAP2K2', 'MAP2K4', 'MAP2K7', 'MAP3K5', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MAPK9', 'MCL1', 'MCM10', 'MCM2', 'MCM3', 'MCM5', 'MCM6', 'MCM7', 'MCM8', 'MDK', 'MDM2', 'MDM4', 'MEN1', 'MET', 'MGMT', 'MITF', 'MKI67', 'MLH1', 'MLXIPL', 'MME', 'MMP11', 'MMP14', 'MMP15', 'MMP1', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MNAT1', 'MOV10', 'MSH2', 'MST1', 'MTOR', 'MUC1', 'MYBL2', 'MYB', 'MYCN', 'MYC', 'MYEOV', 'MYF5', 'MYOD1', 'MYOG', 'NACA2', 'NADSYN1', 'NANOG', 'NCAM1', 'NCOA1', 'NCOA3', 'NCOR1', 'NES', 'NEUROD1', 'NF1', 'NF2', 'NFKB1', 'NFKB2', 'NFKBIA', 'NGF', 'NKX2-1', 'NME1-NME2', 'NME1', 'NME2', 'NMI', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTCH4', 'NPM1', 'NQO1', 'NR0B2', 'NR1H3', 'NR2E1', 'NR3C1', 'NR4A3', 'NRAS', 'NRF1', 'NUDT21', 'ODC1', 'ORAI1', 'ORAOV1', 'ORC4', 'PAK1', 'PAK4', 'PARK2', 'PARP1', 'PAX2', 'PAX5', 'PAX6', 'PBRM1', 'PBX3', 'PCNA', 'PDCD4', 'PDGFRA', 'PDGFRB', 'PDZK1', 'PECAM1', 'PELP1', 'PGR', 'PI3', 'PI4K2A', 'PIK3CA', 'PIK3R1', 'PKLR', 'PKM', 'PLAUR', 'PLAU', 'PLK1', 'PMAIP1', 'POLR2A', 'POTEF', 'POU2F1', 'POU5F1', 'PPARG', 'PPP2R4', 'PRDM5', 'PRKACA', 'PRL', 'PRMT5', 'PRNP', 'PROM1', 'PSAT1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTCHD3', 'PTEN', 'PTF1A', 'PTGS2', 'PTHLH', 'PTH', 'PTK2', 'PTK6', 'PTPN11', 'PTPRCAP', 'PTPRC', 'PXN', 'RAD51', 'RAF1', 'RALA', 'RASSF1', 'RB1', 'RBL1', 'RBL2', 'RBPJ', 'RBX1', 'RCC1', 'RELA', 'RELB', 'REL', 'REM1', 'RET', 'RHEB', 'RHOA', 'RHOC', 'RICTOR', 'RNASE1', 'DROSHA', 'RND3', 'RNMT', 'ROCK1', 'RPRD1B', 'RPS27A', 'RPS6KA1', 'RPS6KA2', 'RPS6KA3', 'RPS6KA6', 'RPS6KB1', 'RPS6', 'RPTOR', 'RREB1', 'RSF1', 'RUNX1', 'RUNX2', 'RUNX3', 'SDC1', 'SDHC', 'SENP1', 'SERPINE1', 'SFRP1', 'SFRP2', 'SFRP4', 'SFRP5', 'SHC1', 'SHFM1', 'SHH', 'SIRT1', 'SIX1', 'SIX3', 'SKP1', 'SKP2', 'SLC25A16', 'SLC25A6', 'SLC2A1', 'SLC35B2', 'SLC39A4', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'SMARCC1', 'SMARCC2', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'SMARCE1', 'SMO', 'SNAI1', 'SNAI2', 'SNCA', 'SNIP1', 'SNW1', 'SNX33', 'SOCS3', 'SOX11', 'SOX17', 'SOX2', 'SOX4', 'SOX6', 'SOX9', 'SP1', 'SPN', 'SPP1', 'SPRY1', 'SRC', 'SREBF1', 'STAT1', 'STAT3', 'STAT4', 'STAT5A', 'STAT5B', 'STAT6', 'STC2', 'STIM1', 'STK11', 'STK24', 'STMN1', 'SUFU', 'SULF2', 'SUV39H1', 'TAF1', 'TBP', 'TBX2', 'TCEAL7', 'TCF4', 'TCF7L2', 'TCF7', 'TERT', 'TET3', 'TFDP1', 'TFF1', 'TGFA', 'TGFB1', 'TGFBR2', 'THBS1', 'THRA', 'THRB', 'TIMP1', 'TIMP2', 'TIMP3', 'TJP1', 'TJP2', 'TJP3', 'TLE1', 'TLR9', 'TM4SF1', 'TMPRSS4', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF13C', 'TNFRSF8', 'TNFSF11', 'TNF', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOP2A', 'TP53', 'TP63', 'TP73', 'TRPV2', 'TSC22D3', 'TSC2', 'TWIST1', 'TXN', 'TYMS', 'UBA52', 'UBA7', 'UBB', 'UBC', 'UBE2C', 'UBTF', 'URGCP', 'USP18', 'USP2', 'USP9X', 'VCL', 'VDR', 'VEGFA', 'VEGFC', 'VIP', 'VRK1', 'WDR77', 'WDTC1', 'WEE1', 'WHSC1', 'WIF1', 'WISP1', 'WNT10A', 'WNT10B', 'WNT11', 'WNT16', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8B', 'WNT9A', 'WNT9B', 'WT1', 'XBP1', 'XIAP', 'XPO1', 'YAP1', 'YBX1', 'YY1', 'ZBTB17', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5366759284640548
		RMSE:  0.28216244755564185
		NRMSE:  0.17771997351836757
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.30240520386774006
		RMSE:  0.3149325402631455
		NRMSE:  0.20120656537940065
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  9.542516104619646e-16
		NRMSE:  6.01035227792732e-16
		MAPE:  4.613184896432928e-12
		Pearson Correlation:  0.07420190123742484
		Spearman Correlation:  0.053185201810496394
		Coefficient of Determination:  -2.028930117165778
		RMSE:  0.4802740278352252
		NRMSE:  0.30684122860379065
		MAPE:  495.07043818483123

	Predictor:  ElasticNet
		Pearson Correlation:  0.6654495164110072
		Spearman Correlation:  0.6420217798916356
		Coefficient of Determination:  0.3994766068206629
		RMSE:  0.1763896240839024
		NRMSE:  0.11109897717669959
		MAPE:  477.8285789711846
		Pearson Correlation:  0.24227135056977744
		Spearman Correlation:  0.21030935547824786
		Coefficient of Determination:  0.05375292680450883
		RMSE:  0.2684397028723959
		NRMSE:  0.17150285766371237
		MAPE:  250.25169283928017

	Predictor:  RandomForests
		Pearson Correlation:  0.5728440991861032
		Spearman Correlation:  0.5777329889364351
		Coefficient of Determination:  0.2922815971261987
		RMSE:  0.19148656744162806
		NRMSE:  0.12060778459237886
		MAPE:  522.6804404874892
		Pearson Correlation:  0.3191268678861373
		Spearman Correlation:  0.29400117208443993
		Coefficient of Determination:  0.10068807409810243
		RMSE:  0.2616975466040141
		NRMSE:  0.1671953761158266
		MAPE:  243.61201052041503

Protein:  ERBB2
Protein Interaction Partners Count:  663
x_train_column_count:  657
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACPP', 'ACTA2', 'ACTB', 'ACTG1', 'ADAM10', 'ADAM17', 'ADRB2', 'AFP', 'AGRN', 'AKT1S1', 'AKT1', 'AKT2', 'ALB', 'ALDH1A1', 'ALK', 'ANGPT1', 'ANGPT2', 'ANGPT4', 'ANO1', 'ANXA2', 'ANXA5', 'AP2B1', 'APP', 'AREG', 'ARHGEF11', 'ARHGEF12', 'ARID1A', 'ARL6IP5', 'AR', 'ATM', 'ATP2B2', 'AURKB', 'AXIN1', 'BAG1', 'BARD1', 'BCAR1', 'BCAR3', 'BCAS1', 'BCL2L11', 'BCL2L1', 'BDNF', 'BECN1', 'BEST1', 'BIRC5', 'BLNK', 'BMI1', 'BMP2', 'BMP4', 'BRCA1', 'BRCA2', 'BSG', 'BTC', 'MIEN1', 'CA9', 'CALU', 'CARTPT', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CAV1', 'CBLB', 'CBLC', 'CBL', 'CCL27', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CD19', 'CD22', 'CD247', 'CD24', 'CD274', 'CD28', 'CD33', 'CD34', 'CD44', 'CD46', 'CD52', 'CD68', 'CD6', 'CD80', 'CD82', 'CDC37', 'CDC42', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDK4', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CDX2', 'CEACAM5', 'CEP70', 'CHEK2', 'CHGA', 'CHKA', 'CHKB', 'CISH', 'CLDN3', 'CLDN4', 'CLDN7', 'CLTC', 'CNN1', 'COPS5', 'CPNE3', 'CREB1', 'CRKL', 'CRK', 'YBX3', 'CSF1', 'CSF2', 'CSF3', 'CSK', 'CSPG4', 'CTAG1B', 'CTLA4', 'CTNNB1', 'CTNND1', 'CTSB', 'CTSD', 'CTTN', 'CUL5', 'CXCL12', 'CXCR1', 'CXCR4', 'CYCS', 'CYP19A1', 'CYTIP', 'DCN', 'DDX41', 'DDX53', 'DHH', 'DIAPH1', 'DICER1', 'DLG4', 'DMTF1', 'DNAJA3', 'DNM2', 'DNMT1', 'DOCK1', 'DOCK7', 'DUSP6', 'E2F1', 'E2F3', 'EEA1', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EFNB1', 'EGFR', 'EGF', 'EIF3A', 'EIF4EBP1', 'EIF4E', 'ELAVL1', 'ELF3', 'EML4', 'ENO2', 'EP300', 'EPCAM', 'EPGN', 'EPHA2', 'EPS15', 'EPX', 'ERAL1', 'ERBB2IP', 'ERBB3', 'ERBB4', 'ERCC1', 'EREG', 'ERRFI1', 'ESCO1', 'ESR1', 'ESR2', 'ESRRB', 'ETS1', 'ETS2', 'ETV4', 'ETV6', 'EZH2', 'EZR', 'FASLG', 'FASN', 'FBXW7', 'FCGR1A', 'FCGR1B', 'FCGRT', 'FGF10', 'FGF13', 'FGF16', 'FGF17', 'FGF18', 'FGF19', 'FGF1', 'FGF20', 'FGF21', 'FGF22', 'FGF23', 'FGF2', 'FGF3', 'FGF4', 'FGF5', 'FGF6', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FGFR4', 'FHIT', 'FIGF', 'FLT1', 'FLT3LG', 'FN1', 'FOLH1', 'FOLR1', 'FOS', 'FOXA1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXP3', 'FREM2', 'FSIP1', 'FYN', 'GAB1', 'GABPB1', 'GAPDH', 'GATA3', 'GATA4', 'GDF2', 'GLI1', 'GLI2', 'GLS', 'GNA11', 'GNAQ', 'GNAS', 'GNRH1', 'GPER1', 'GRAP2', 'GRB2', 'GRB7', 'GSTP1', 'GZMB', 'H2AFX', 'H2AFY', 'HBEGF', 'HDAC1', 'HDAC6', 'HEATR6', 'HGF', 'HIF1A', 'HK1', 'HLA-A', 'HMGA2', 'HNF4A', 'HOXB7', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSP90B1', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB3', 'HSPG2', 'ICAM1', 'ID1', 'IDH1', 'IDH2', 'IFNG', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IHH', 'IL10', 'IL2', 'IL4', 'IL6R', 'IL6ST', 'IL6', 'CXCL8', 'ILK', 'INPP4B', 'INS', 'IQGAP1', 'IQSEC1', 'IRS1', 'ITGA5', 'ITGA6', 'ITGAV', 'ITGB1', 'ITGB3', 'ITGB4', 'ITPKB', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JUN', 'JUP', 'KDR', 'KITLG', 'KLK3', 'KLRK1', 'KRAS', 'KRT14', 'KRT17', 'KRT18', 'KRT19', 'KRT20', 'KRT4', 'KRT5', 'KRT7', 'KRT8', 'L1CAM', 'LAMP1', 'LCN2', 'LDHA', 'LEP', 'LIN28A', 'LIN7A', 'LIN7B', 'LIN7C', 'LINGO1', 'LOX', 'LRIG1', 'LRPPRC', 'MAGEA1', 'MAGEA3', 'MAGED4B', 'MAGED4', 'MAP2K1', 'MAPK1', 'MAPK3', 'MAPK8', 'MATK', 'MCL1', 'MDK', 'MDM2', 'MEMO1', 'MET', 'MGMT', 'MKI67', 'MLANA', 'MLH1', 'KMT2C', 'MME', 'MMP11', 'MMP14', 'MMP16', 'MMP1', 'MMP2', 'MMP7', 'MMP9', 'MPP1', 'MRAP', 'MRAS', 'MSH2', 'MSH6', 'MSLN', 'MTA1', 'MTOR', 'MUC13', 'MUC16', 'MUC1', 'MUC4', 'MUC6', 'MUCL1', 'MYBL2', 'MYCN', 'MYC', 'NANOG', 'NCAM1', 'NCL', 'NCOA1', 'NCOA3', 'NCOR1', 'NDRG1', 'NF1', 'NF2', 'NFE2L2', 'NGF', 'NISCH', 'NKX2-1', 'NME1', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTCH4', 'NPM1', 'NR1H4', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'NRP1', 'NTF3', 'NTF4', 'OPCML', 'OSMR', 'PA2G4', 'PADI2', 'PAK1', 'PALB2', 'PAQR3', 'PARP1', 'PAX2', 'PCSK9', 'PDCD1LG2', 'PDCD1', 'PDCD4', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PDGFRA', 'PDPN', 'PECAM1', 'PELP1', 'PEPD', 'PFKFB3', 'PGAP3', 'PGF', 'PGR', 'PI3', 'PIK3C2A', 'PIK3C2B', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3CG', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIN1', 'PIP', 'PLAUR', 'PLAU', 'PLCG1', 'PLCG2', 'PLEK', 'PLG', 'PLXNB1', 'POLI', 'POTEF', 'POU5F1', 'PPARG', 'PPP3CA', 'PRDM10', 'PRF1', 'PRKACA', 'PRL', 'PROM1', 'PSCA', 'PTCH1', 'PTEN', 'PTGS2', 'PTK2B', 'PTK2', 'PTK6', 'PTPN11', 'PTPN12', 'PTPN18', 'PTPN1', 'PTPRC', 'PTPRO', 'PTPRU', 'PTS', 'PXN', 'RAB25', 'RAD51', 'RAF1', 'RANBP2', 'RARA', 'RASA1', 'RASA2', 'RASSF1', 'RB1', 'RBPJ', 'RDX', 'RECK', 'REM1', 'REN', 'RET', 'RHEB', 'RHOA', 'RHOB', 'RHOC', 'RICTOR', 'RND1', 'RNF41', 'ROCK1', 'ROCK2', 'ROS1', 'RPS27A', 'RPS6', 'RPTOR', 'RRAS2', 'RRAS', 'S100A14', 'SCGB2A2', 'SCUBE2', 'SDC1', 'SDHC', 'SEMA3D', 'SEMA4D', 'SERPINB5', 'SERPINE1', 'SFRP1', 'PEAK1', 'SH3BGRL3', 'SH3BGRL', 'SH3TC2', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SHH', 'SIAH2', 'PMEL', 'SKP2', 'SLC25A16', 'SLC2A1', 'SLC4A7', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMO', 'SMUG1', 'SMYD3', 'SNAI1', 'SNAI2', 'SOCS1', 'SOS1', 'SOX10', 'SOX2', 'SOX9', 'SP3', 'SPP1', 'SPRY2', 'SRCIN1', 'SRC', 'STARD3', 'STAT1', 'STAT2', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'STOM', 'STUB1', 'SYP', 'TAGLN', 'TBX1', 'TERT', 'TFAP2A', 'TFAP2B', 'TFAP2C', 'TFF1', 'TFF2', 'TFF3', 'TFRC', 'TGFA', 'TGFB1', 'THBS1', 'THRA', 'TIMP1', 'TJP1', 'TMPRSS2', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF13C', 'TNFRSF4', 'TNFRSF8', 'TNFRSF9', 'TNFSF11', 'TNF', 'TNS1', 'TNS3', 'TNS4', 'TOB1', 'TOP1', 'TOP2A', 'TP53', 'TP63', 'TSC2', 'TWIST1', 'TYMS', 'TYR', 'UBA52', 'UBB', 'UBC', 'USP2', 'USP9X', 'VAV1', 'VAV2', 'VAV3', 'VCL', 'VEGFA', 'VEGFB', 'VEGFC', 'VIM', 'WASL', 'WDFY2', 'WDTC1', 'WNT10A', 'WNT1', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT7B', 'WNT9A', 'WNT9B', 'WT1', 'WWOX', 'XIAP', 'XPO1', 'YAP1', 'YBX1', 'YES1', 'YY1', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10085609607150081
		RMSE:  1.0785113826338413
		NRMSE:  0.1837421644434709
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05671362529003088
		RMSE:  0.8919867459254164
		NRMSE:  0.19736403273048267
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959455
		RMSE:  0.875951357919715
		NRMSE:  0.1938159880340115
		MAPE:  565.705361200264

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  6.415226658511559e-15
		NRMSE:  1.0929394446924985e-15
		MAPE:  4.49968344151228e-12
		Pearson Correlation:  0.2626154207732397
		Spearman Correlation:  0.21721218469058218
		Coefficient of Determination:  -3.2226212866028963
		RMSE:  1.783079939171504
		NRMSE:  0.39453035494446376
		MAPE:  2142.402277191211

	Predictor:  ElasticNet
		Pearson Correlation:  0.9356785239776543
		Spearman Correlation:  0.8647395476844878
		Coefficient of Determination:  0.8704055341974075
		RMSE:  0.370043419116447
		NRMSE:  0.06304298671421828
		MAPE:  228.4470646687793
		Pearson Correlation:  0.7824972914720076
		Spearman Correlation:  0.6402349156473273
		Coefficient of Determination:  0.6047000137659461
		RMSE:  0.5455607869957219
		NRMSE:  0.12071264232674453
		MAPE:  679.7787229784437

	Predictor:  RandomForests
		Pearson Correlation:  0.8566837515184769
		Spearman Correlation:  0.6907002191586037
		Coefficient of Determination:  0.7274982219685785
		RMSE:  0.536591918208216
		NRMSE:  0.09141726463161932
		MAPE:  545.7807910694142
		Pearson Correlation:  0.7987754299331115
		Spearman Correlation:  0.6345402564362305
		Coefficient of Determination:  0.6239960700040706
		RMSE:  0.5320787808011717
		NRMSE:  0.11772956760729543
		MAPE:  236.99238278934894

Protein:  ERBB3
Protein Interaction Partners Count:  245
x_train_column_count:  247
x_train columns:  ['ADAM17', 'AGRN', 'AGTR2', 'AKT1', 'AKT2', 'AKT3', 'ALAS2', 'ALB', 'ANGPT1', 'ANGPT2', 'ANGPT4', 'APIP', 'AREG', 'AR', 'BAMBI', 'BDNF', 'BMP2', 'BMP4', 'BRCA1', 'BRCA2', 'BTC', 'CADM4', 'CASK', 'CASP3', 'CBLB', 'CBLC', 'CBL', 'CCND1', 'CCNE1', 'CD44', 'CD82', 'CDC42', 'CDH1', 'CDK4', 'CDK5', 'CDKN1B', 'CDKN2A', 'CLEC16A', 'COMMD5', 'COQ7', 'CRKL', 'CRK', 'CRYZL1', 'CSF1', 'CSK', 'CSPG5', 'CTNNB1', 'DCN', 'DHH', 'DOCK7', 'DUSP6', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EGFR', 'EGF', 'EGR1', 'EHF', 'EIF4EBP1', 'EIF4E', 'EML4', 'EPCAM', 'EPGN', 'EPN1', 'ERBB2IP', 'ERBB2', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'ESR2', 'FBXO9', 'FGF10', 'FGF16', 'FGF17', 'FGF18', 'FGF19', 'FGF1', 'FGF20', 'FGF21', 'FGF22', 'FGF23', 'FGF2', 'FGF3', 'FGF4', 'FGF5', 'FGF6', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FIGF', 'FKBP14', 'FLNA', 'FLT3LG', 'FN1', 'FOXA1', 'FOXO3', 'FREM2', 'FTSJ1', 'GAB1', 'GAPDH', 'GLE1', 'GRB2', 'GRB7', 'GRHL2', 'HBEGF', 'HGF', 'HGS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPG2', 'IGF1', 'IGF2', 'IL6ST', 'ILK', 'INS', 'IRS1', 'ITGA6', 'ITGB4', 'ITPKB', 'JAK1', 'JAK2', 'JUN', 'KDR', 'KITLG', 'KRAS', 'L1CAM', 'LAMA1', 'LAMB1', 'LAMC2', 'LIN7A', 'LIN7B', 'LIN7C', 'LRIG1', 'MAP2K1', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MARCH7', 'MDM2', 'MET', 'MITF', 'MMP9', 'MRPL49', 'MTOR', 'MUC1', 'MUC4', 'MYC', 'N4BP1', 'NDRG1', 'NEDD4L', 'NEDD4', 'NF1', 'NGF', 'NICN1', 'NOTCH1', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'NTF3', 'NTF4', 'OAT', 'PA2G4', 'PARK7', 'PCSK9', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PGF', 'PGR', 'PI3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIP5K1C', 'PLCG1', 'PLCG2', 'PPP1R9A', 'PRKACA', 'PTEN', 'PTK2B', 'PTK2', 'PTK6', 'PTPN11', 'PTPN22', 'PTPN2', 'RASA1', 'RASA2', 'REM1', 'RGS4', 'RHOA', 'RHOC', 'RNF41', 'ROR1', 'RRAS2', 'SH2B3', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SHH', 'SLC25A16', 'SMAD4', 'SNAI2', 'SOS1', 'SOX10', 'SOX2', 'SPARC', 'SPRY2', 'SRC', 'STAT3', 'STAT5A', 'STAT5B', 'SYN3', 'TCF7L2', 'TGFA', 'TMEFF2', 'TNFRSF13C', 'TNS1', 'TP53', 'USP8', 'VAV1', 'VAV2', 'VAV3', 'VEGFA', 'VEGFB', 'VEGFC', 'WNT1', 'WNT5A', 'ZEB1', 'ZNF217', 'KRBOX4', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.24617901957450639
		RMSE:  0.5234556686317032
		NRMSE:  0.14126566093685908
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10551624527684367
		RMSE:  0.43841640970600765
		NRMSE:  0.21211918179733683
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  LinearRegression
		Pearson Correlation:  0.7466876386492645
		Spearman Correlation:  0.7360795558698706
		Coefficient of Determination:  0.5575424297116145
		RMSE:  0.3119072751471754
		NRMSE:  0.08417482131745108
		MAPE:  190.37028687763956
		Pearson Correlation:  0.1338431738246005
		Spearman Correlation:  0.1755408421551391
		Coefficient of Determination:  -1.1329661899487853
		RMSE:  0.6089704546260404
		NRMSE:  0.2946384115974339
		MAPE:  380.74737583047323

	Predictor:  ElasticNet
		Pearson Correlation:  0.6263425823629537
		Spearman Correlation:  0.6105630890091982
		Coefficient of Determination:  0.36895129174028163
		RMSE:  0.3724955858622706
		NRMSE:  0.1005258673966516
		MAPE:  197.26970976388046
		Pearson Correlation:  0.491961081731852
		Spearman Correlation:  0.4622376837616429
		Coefficient of Determination:  0.2285540004965817
		RMSE:  0.3662326018981801
		NRMSE:  0.1771944620281106
		MAPE:  202.1750596700287

	Predictor:  RandomForests
		Pearson Correlation:  0.543783700878312
		Spearman Correlation:  0.5318965825486458
		Coefficient of Determination:  0.27033054769490783
		RMSE:  0.4005463439783744
		NRMSE:  0.10809596190992625
		MAPE:  251.16263272132832
		Pearson Correlation:  0.5443611277287489
		Spearman Correlation:  0.5831419344380854
		Coefficient of Determination:  0.24615476712952655
		RMSE:  0.36203064429982834
		NRMSE:  0.17516142725117975
		MAPE:  228.10624964382416

Min-Max

In [95]:
scenario = Scenario.AllInteractionPartners_Mutations 
normalizeTechnique = NormalizeTechnique.MinMax
X, Y, Z = get_data(normalizeTechnique)
In [96]:
X.head()
Out[96]:
UBE2Q2P2 HMGB1P1 LOC155060 RNU12-2P SSX9 CXORF67 EFCAB8 SRP14P1 LOC391343 TRIM75P ... ZXDA ZXDB ZXDC ZYG11A ZYG11B ZYX ZZEF1 ZZZ3 TPTEP1 AKR1C6P
TCGA-A1-A0SF-01 0.266811 0.102965 0.232299 0.000000 0.0 0.00000 0.165596 0.256402 0.0 0.00000 ... 0.362558 0.154626 0.343226 0.136973 0.283236 0.203583 0.106969 0.050188 0.019658 0.021305
TCGA-A1-A0SH-01 0.074647 0.046655 0.060467 0.000000 0.0 0.00000 0.019946 0.108076 0.0 0.00000 ... 0.437102 0.171136 0.196632 0.028737 0.498917 0.208787 0.168174 0.119445 0.172767 0.000000
TCGA-A1-A0SJ-01 0.122769 0.097168 0.035285 0.088368 0.0 0.00000 0.020200 0.129369 0.0 0.29443 ... 0.415293 0.914898 0.215818 0.074090 0.379839 0.104565 0.110857 0.079787 0.016343 0.000000
TCGA-A1-A0SK-01 0.716855 1.000000 0.116251 0.076144 0.0 0.01449 0.000000 0.094313 0.0 0.00000 ... 0.334733 0.181185 0.763246 0.229344 0.511470 0.000000 0.246798 0.166438 0.018601 0.000000
TCGA-A1-A0SQ-01 0.025757 0.011574 0.044865 0.000000 0.0 0.00000 0.022276 0.153652 0.0 0.00000 ... 0.537294 0.183640 0.239462 0.036770 0.323545 0.099038 0.071604 0.075950 0.006561 0.000000

5 rows × 20440 columns

In [97]:
Y.head()
Out[97]:
RB1 CDH1 PTEN BRCA2 CDKN2A TP53 CTNNB1 CCNE1 CCND1 CDH2 CDH3 ERBB2 ERBB3
TCGA-A1-A0SF-01 0.017184 0.705680 0.197730 0.108550 0.17550 -0.472550 0.06978 -0.75401 -0.202360 -0.222000 -0.114060 0.25604 0.461410
TCGA-A1-A0SH-01 -0.081896 0.018364 0.699160 -0.282430 0.68156 -0.035545 -0.11192 -0.77956 -0.014111 0.072251 -0.031553 0.68354 0.033670
TCGA-A1-A0SJ-01 -0.106090 0.114310 -0.110550 0.108220 -0.00989 -0.431850 -0.85672 -0.29589 0.290760 -0.225320 0.128230 0.36458 0.430620
TCGA-A1-A0SK-01 -0.060244 -0.963820 -0.081596 0.309150 1.23630 0.898470 -0.85965 0.92670 0.045974 0.389790 -0.224090 -1.04130 -0.056604
TCGA-A1-A0SQ-01 0.376500 0.425490 0.657440 0.003187 -0.34580 -0.020122 0.39368 -1.02750 0.362490 0.292880 -0.144850 0.31196 0.649260
In [98]:
perform_kFoldCV(num_folds, scenario, normalizeTechnique, X, Y, Z)

Fold:  1

Protein:  RB1
Protein Interaction Partners Count:  369
x_train_column_count:  366
x_train columns:  ['AATF', 'ABCC1', 'ABL1', 'ACTL6A', 'ACTL6B', 'AFAP1', 'AHR', 'AKT1', 'ANXA5', 'ARID1A', 'ARID1B', 'ARID4A', 'ARMCX1', 'ARMCX2', 'ARMCX3', 'ARNT', 'AR', 'ASF1A', 'ATF2', 'ATM', 'AURKB', 'BCR', 'BDP1', 'BGLAP', 'BRCA1', 'BRF1', 'FAM208A', 'C4BPA', 'CABIN1', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CBFB', 'CBX1', 'CBX4', 'CBX5', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCNC', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNT2', 'CDC25A', 'CDC27', 'CDC6', 'CDH1', 'CDK14', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK6', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CEBPA', 'CEBPB', 'CEBPD', 'CEBPE', 'CHEK1', 'CHEK2', 'CLNK', 'COL1A1', 'CREBBP', 'CTBP1', 'CTNNB1', 'CUX1', 'DCAF10', 'DGKZ', 'DNAJA3', 'DNMT1', 'DNMT3A', 'DUSP1', 'DUT', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EED', 'EGFR', 'EGF', 'EID1', 'EIF2AK1', 'EIF2AK4', 'AGO2', 'ELF1', 'ENC1', 'EP300', 'ERBB2', 'ESD', 'ESR1', 'ESR2', 'EZH2', 'FBXW7', 'FMO5', 'FOS', 'FOXM1', 'FRK', 'FZR1', 'G6PD', 'GAPDH', 'GATA1', 'GJA1', 'GNB2L1', 'GRB2', 'GSC', 'GTF2H1', 'H1F0', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HARS2', 'HARS', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC8', 'HDC', 'HES1', 'HIF1A', 'HIRA', 'HIST1H1A', 'HIST1H1B', 'HIST1H1C', 'HIST1H1D', 'HIST1H1E', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST1H4A', 'HIST2H2AC', 'HIST2H2BE', 'HIST3H3', 'HIST4H4', 'HMGA1', 'HMGA2', 'HRAS', 'HSP90AA1', 'HSPA1A', 'HSPA8', 'ID2', 'IFI16', 'INS', 'JUN', 'KAT2B', 'KAT5', 'KDM1A', 'KDM2A', 'KDM4A', 'KDM5A', 'KDM5B', 'PPP1R26', 'KIF11', 'KRAS', 'KRT10', 'KRT14', 'KRT5', 'L3MBTL2', 'L3MBTL1', 'LIMD1', 'LIN52', 'LIN54', 'LIN9', 'LMNA', 'LOR', 'LPAR6', 'MAF', 'MAP2K7', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MAPK9', 'MCM2', 'MCM3', 'MCM4', 'MCM5', 'MCM7', 'MDM2', 'MDM4', 'MEF2C', 'MORF4L1', 'MRFAP1', 'MRPL11', 'MRPS18B', 'MSH6', 'MTL5', 'MYBL2', 'MYC', 'MYOD1', 'NACC2', 'NCAPD3', 'NCAPG2', 'NCAPH2', 'NCR1', 'NDC80', 'NEO1', 'NFYA', 'NFYB', 'NFYC', 'NGF', 'NOTCH1', 'NPM1', 'NRAS', 'ORC1', 'PA2G4', 'PAX2', 'PAX3', 'PAX5', 'PAX6', 'PAX8', 'PCNA', 'PELP1', 'PGR', 'PHB', 'PHF21B', 'PIAS4', 'PIK3CA', 'PIK3R1', 'PIK3R3', 'PLK1', 'PML', 'POLA1', 'POLA2', 'PPARA', 'PPARG', 'PPIA', 'PPP1CA', 'PPP1CB', 'PPP1CC', 'PPP1R3A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R3B', 'PPRC1', 'PRB1', 'PRB3', 'PRB4', 'PRDM2', 'PRH1', 'PRH2', 'PRIM1', 'PRIM2', 'PRKCB', 'PRMT2', 'PSMA7', 'PSMC1', 'PSMD10', 'PTEN', 'PTGDR', 'RAF1', 'RB1CC1', 'RBAK', 'RBBP4', 'RBBP5', 'RBBP6', 'RBBP7', 'RBBP8', 'RBBP9', 'RBL1', 'RBL2', 'RBFOX2', 'RFC1', 'RPS6KB1', 'RUNX2', 'S100A6', 'SETD1B', 'SETD7', 'SIRT1', 'SKP2', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'SMARCC1', 'SMARCC2', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'SMARCE1', 'SMC1A', 'SMC2', 'SMC4', 'SMC5', 'SMYD2', 'SNW1', 'SP100', 'SP1', 'SP3', 'SPI1', 'STAM', 'STAT3', 'SUV39H1', 'SUV420H2', 'SUZ12', 'TAF1', 'TBP', 'TERT', 'TFAP2A', 'TFDP1', 'TFDP3', 'TGM2', 'THAP1', 'TMPO', 'TNS1', 'TOP2A', 'TP53BP1', 'TP53', 'TP73', 'TRDMT1', 'TRIM27', 'TTK', 'UBE2I', 'UBE3A', 'UBL4A', 'UBN1', 'UBR4', 'UBTF', 'UHRF1', 'USP4', 'USP7', 'VEGFA', 'VPS39', 'WDR59', 'WDR73', 'WEE1', 'WWTR1', 'YAP1', 'YY1', 'ZBTB16', 'ZBTB7A', 'ZNF521', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017832262764705176
		RMSE:  0.22609122586734381
		NRMSE:  0.08562439911658541
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0064622508272080825
		RMSE:  0.2813710133086082
		NRMSE:  0.13900150344012696
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  LinearRegression
		Pearson Correlation:  0.823868879960421
		Spearman Correlation:  0.730651042724117
		Coefficient of Determination:  0.6787599313672386
		RMSE:  0.12701659236896776
		NRMSE:  0.04810323513310651
		MAPE:  315.98409714155065
		Pearson Correlation:  -0.05427703259829559
		Spearman Correlation:  -0.06392059311286705
		Coefficient of Determination:  -115.53290510968438
		RMSE:  3.027644612898361
		NRMSE:  1.4957018781948497
		MAPE:  575.8675751606619

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  RandomForests
		Pearson Correlation:  0.5790069642120295
		Spearman Correlation:  0.41688376525416515
		Coefficient of Determination:  0.18390469711120883
		RMSE:  0.20244918898417993
		NRMSE:  0.07667077787698538
		MAPE:  220.53623517082016
		Pearson Correlation:  0.2712057000736925
		Spearman Correlation:  0.34967362900429494
		Coefficient of Determination:  0.0075019447596392785
		RMSE:  0.2794122493756406
		NRMSE:  0.1380338446597672
		MAPE:  117.03651684548917

Protein:  CDH1
Protein Interaction Partners Count:  834
x_train_column_count:  826
x_train columns:  ['ABCB1', 'ABCG2', 'ACAN', 'ACTA1', 'ACTA2', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTN1', 'ACTR3', 'ACVR1B', 'ADAM10', 'ADAM15', 'ADAM17', 'ADAM9', 'AFP', 'AIMP1', 'AJAP1', 'AKAP9', 'AKT1', 'AKT2', 'AKTIP', 'ALB', 'ALCAM', 'ALDH1A1', 'ALDH3A1', 'ALK', 'AMOTL2', 'ANAPC4', 'ANAPC7', 'ANO1', 'ANXA2', 'ANXA5', 'AP1M1', 'AP1M2', 'APC2', 'APC', 'AQP1', 'AQP5', 'AREG', 'ARF6', 'ARHGAP31', 'ARID1A', 'ARL2BP', 'ARMC7', 'ARPC1A', 'ARPC2', 'ARRB2', 'ARVCF', 'AR', 'CLMP', 'ASF1A', 'ATF2', 'ATF3', 'ATM', 'ATXN1', 'AXIN1', 'AXIN2', 'AXL', 'BAG3', 'BANP', 'BCAR1', 'BCL2L11', 'BCL2L1', 'BCL6B', 'BCL9L', 'BCORL1', 'BMI1', 'BMP2', 'BMP4', 'BMP6', 'BMP7', 'BNIP3', 'BRCA1', 'BRCA2', 'BSG', 'BTBD7', 'BTC', 'BTF3', 'ANAPC15', 'CA2', 'CA9', 'CALCA', 'CALR', 'CAPN1', 'CAPNS1', 'CASP3', 'CASP8', 'CASP9', 'CASS4', 'CAV1', 'CBLL1', 'CBL', 'CBX7', 'CCL2', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCNE1', 'CCR7', 'CD1A', 'CD1B', 'CD1C', 'CD1E', 'CD207', 'CD24', 'CD274', 'CD276', 'CD2AP', 'CD34', 'CD44', 'CD46', 'CD68', 'CD82', 'CDC16', 'CDC23', 'CDC27', 'CDC42', 'CDC6', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH24', 'CDH2', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDK14', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CDKN3', 'CDX2', 'CEACAM5', 'CFL1', 'CGN', 'CHGA', 'CHL1', 'CLCA2', 'CLDN1', 'CLDN2', 'CLDN3', 'CLDN4', 'CLDN5', 'CLDN7', 'CNTN1', 'COL1A1', 'CORO1C', 'CRB3', 'CREB1', 'CREBBP', 'CRYAB', 'YBX3', 'CSDC2', 'CSE1L', 'CSF2', 'CSNK2A1', 'CSNK2A2', 'CST5', 'CTBP1', 'CTBP2', 'CTCF', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNB1', 'CTNND1', 'CTNND2', 'CTSL', 'CTTN', 'CXCL12', 'CXCL1', 'CXCR4', 'CYP1B1', 'DAAM1', 'DAB2IP', 'DACH1', 'DAPK1', 'DAP', 'DDR1', 'DDR2', 'DDX3X', 'DICER1', 'DKK1', 'DLC1', 'DLG1', 'DLG5', 'DNM2', 'DNMT1', 'DNMT3A', 'DNMT3B', 'DNTT', 'DOT1L', 'DPAGT1', 'DPEP1', 'DSP', 'DUOX1', 'DUSP4', 'DVL1', 'DVL2', 'E2F1', 'ECT2', 'EDN1', 'EFEMP1', 'EFNA1', 'EGFR', 'EGF', 'EGR1', 'EHD1', 'EHMT2', 'EIF2AK3', 'AGO1', 'AGO2', 'ELAVL1', 'ELF3', 'ENAH', 'ENG', 'EP300', 'EPB41L3', 'EPCAM', 'EPHA10', 'EPHA1', 'EPHA2', 'EPPK1', 'ERBB2IP', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ESRP1', 'ESRP2', 'ETS1', 'ETS2', 'EXOC3', 'EXOC4', 'EYA2', 'EZH2', 'EZR', 'F11R', 'F2RL2', 'SUPT20H', 'FBXL5', 'FER', 'FGF10', 'FGF13', 'FGF17', 'FGF19', 'FGF2', 'FGF4', 'FGF5', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FHIT', 'FHL2', 'FLG', 'FLOT1', 'FLOT2', 'FLT1', 'FMN1', 'FN1', 'FOSL1', 'FOS', 'FOXA1', 'FOXA2', 'FOXC1', 'FOXC2', 'FOXJ2', 'FOXK2', 'FOXL1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXQ1', 'FRMPD2', 'FSCN1', 'FUT4', 'FXYD5', 'FYN', 'FZD1', 'FZD4', 'FZD7', 'FZR1', 'G6PD', 'GAB2', 'GABPA', 'GADD45A', 'GAPDH', 'GAS6', 'GATA1', 'GATA3', 'GATA4', 'GATA6', 'GDNF', 'GFRA1', 'GGT1', 'GJA1', 'GJB1', 'GJB2', 'GKN2', 'GLI1', 'GLI2', 'GMNN', 'GNA12', 'GNA13', 'GNB2L1', 'GNL3', 'GPA33', 'GRB2', 'GRHL2', 'GRHL3', 'GSK3B', 'GSN', 'GSTP1', 'H2AFZ', 'HAVCR2', 'HBEGF', 'HDAC1', 'HDAC2', 'HEPACAM', 'HES1', 'HGF', 'HGS', 'HIF1A', 'HMGA2', 'HNF4A', 'HOXB4', 'HOXD10', 'HPGDS', 'HPGD', 'HRAS', 'HSP90AA1', 'HSPA5', 'ICAM1', 'ID1', 'ID2', 'IDO1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP3', 'IL10', 'IL15', 'IL17A', 'IL1B', 'IL24', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ILK', 'INADL', 'INS', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'IQSEC1', 'IRS1', 'IRS2', 'ITGA5', 'ITGA6', 'ITGAE', 'ITGAM', 'ITGB1', 'ITGB4', 'ITGB7', 'ITPKB', 'IVL', 'JAG1', 'JAK2', 'AJUBA', 'JUN', 'JUP', 'KDM1A', 'KDM6A', 'KDR', 'KEAP1', 'KIFC3', 'KIT', 'KLF4', 'KLF5', 'KLF8', 'KLK3', 'KLK7', 'KLRG1', 'KRAS', 'KRT10', 'KRT14', 'KRT17', 'KRT18', 'KRT19', 'KRT20', 'KRT4', 'KRT5', 'KRT7', 'KRT8', 'KRT9', 'LAMA1', 'LAMB1', 'LAMC2', 'LASP1', 'LATS1', 'LATS2', 'LCN2', 'LEF1', 'LEP', 'LGALS3', 'LGALS4', 'LGALS9', 'LGR5', 'LIF', 'LIMA1', 'LIN28A', 'LIPG', 'LLGL2', 'LMNA', 'LOR', 'LOXL2', 'LOXL3', 'LOX', 'LRP5', 'LRP6', 'LY6K', 'MACC1', 'MACROD1', 'MAD2L2', 'MAGI1', 'MAP2K1', 'MAP2K7', 'MAP4K5', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MARK2', 'MARVELD2', 'MCAM', 'MCL1', 'MDM2', 'MED1', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MGAT5', 'MGMT', 'MKI67', 'MLH1', 'MLLT4', 'MME', 'MMP11', 'MMP13', 'MMP14', 'MMP15', 'MMP17', 'MMP1', 'MMP25', 'MMP27', 'MMP2', 'MMP3', 'MMP7', 'MMP8', 'MMP9', 'MPP5', 'MRAP', 'MSH2', 'MSN', 'MT1G', 'MTA1', 'MTA3', 'MTBP', 'MTDH', 'MTOR', 'MUC1', 'MUC4', 'MYCN', 'MYC', 'MYH6', 'MYO6', 'MYO7A', 'NANOG', 'NCAM1', 'NCOA1', 'NCSTN', 'NDRG1', 'NDRG2', 'NEDD9', 'NEK2', 'NES', 'NEUROG3', 'NF2', 'NFE2L2', 'NFIC', 'NKD2', 'NKX2-1', 'NKX6-1', 'NKX6-2', 'NME1', 'NOG', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NR2F1', 'NRP2', 'NUDT21', 'NUMBL', 'NUMB', 'NUP98', 'NUTF2', 'OTUB1', 'OVOL1', 'OVOL2', 'PARD3', 'PARD6A', 'PAX2', 'PAX5', 'PAX6', 'PAX8', 'PCSK9', 'PDCD4', 'PDGFRB', 'PDPN', 'PEBP1', 'PECAM1', 'PGR', 'PHLPP1', 'PI3', 'PIK3CA', 'PIK3R1', 'PIP5K1A', 'PIP5K1C', 'PIP', 'PIR', 'PITX1', 'PKD1', 'PKM', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PLAUR', 'PLAU', 'PLCD1', 'PLEKHA7', 'PLG', 'PODXL', 'POLR2C', 'POSTN', 'POTEF', 'POU5F1', 'PPARA', 'PPARGC1A', 'PPARG', 'PPL', 'PPP6C', 'PRAME', 'PRDM10', 'PRKAR1A', 'PRKCA', 'PRKCI', 'PRKCZ', 'PRKD1', 'PRKG1', 'PRMT5', 'PROC', 'PROM1', 'PRSS8', 'PSEN1', 'PTCH1', 'PTEN', 'PTF1A', 'PTGS2', 'PTK2', 'PTPN11', 'PTPN14', 'PTPRC', 'PTPRF', 'PTPRJ', 'PTPRM', 'PTPRS', 'PTPRT', 'PTPRU', 'PTRH2', 'PVRL1', 'PVRL2', 'PVR', 'PXN', 'RAB11A', 'RAB25', 'RAB5A', 'RAB7A', 'RAB8B', 'RAC1', 'RAC2', 'RACGAP1', 'RAF1', 'RALA', 'RALBP1', 'RALGDS', 'RAP1A', 'RAP1B', 'RAPGEF1', 'RARB', 'RASSF1', 'RB1', 'RBM4', 'RCOR1', 'RDX', 'REM1', 'RET', 'RHOA', 'RHOB', 'RHOC', 'RHOD', 'RICTOR', 'RND3', 'ROCK1', 'ROCK2', 'RPS6KB1', 'RPTOR', 'RRM2', 'RUNX2', 'RUNX3', 'S100A14', 'S100A4', 'S100A8', 'SATB1', 'SCRIB', 'SDC1', 'SDC4', 'SDHC', 'SELE', 'SELL', 'SELP', 'SEMA3C', 'SEMA3F', 'SENP1', 'SERPINB4', 'SERPINB5', 'SERPINE1', 'SFN', 'SFRP1', 'SFRP2', 'SFTPC', 'SHH', 'SIK1', 'SIN3A', 'SIRT1', 'SIRT2', 'SIRT4', 'SIRT7', 'SIX1', 'SIX2', 'SKIL', 'SKP2', 'SLC2A1', 'SLC39A6', 'SLC6A3', 'SLC9A3R1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMO', 'SNAI1', 'SNAI2', 'SNAI3', 'SNX16', 'SNX1', 'SOX10', 'SOX17', 'SOX2', 'SOX4', 'SOX9', 'SP1', 'SPARC', 'SPDEF', 'SPINT1', 'SPP1', 'SPRY1', 'SRCIN1', 'SRC', 'SRXN1', 'ST14', 'ST7L', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STX4', 'STYK1', 'SUCLG2', 'SUMO1', 'SUZ12', 'SYNJ2', 'SYP', 'TACC3', 'TACSTD2', 'TATDN1', 'TBX1', 'TBX3', 'TCF15', 'TCF4', 'TDGF1', 'TERT', 'TET2', 'TFF1', 'TFF3', 'TGFB1', 'TGFB2', 'TGFB3', 'TGFBI', 'TGFBR1', 'TGFBR2', 'THBS1', 'THEM4', 'THUMPD1', 'THY1', 'TIAM1', 'TIMP1', 'TIMP2', 'TIMP3', 'TJP1', 'TJP2', 'TJP3', 'TLE1', 'TLN1', 'TLR4', 'TMPRSS2', 'TMPRSS4', 'TNFRSF6B', 'TNF', 'TNK2', 'TNS1', 'TP53BP1', 'TP53BP2', 'TP53', 'TRIM21', 'TRIM29', 'TRIM44', 'TRIP10', 'TRPS1', 'TSPYL2', 'TWIST1', 'TWIST2', 'TYRP1', 'T', 'UBE2I', 'UBE2S', 'USP48', 'USP9X', 'VANGL1', 'VANGL2', 'VASP', 'VAV1', 'VCAM1', 'VCL', 'VDR', 'VEGFA', 'VEGFC', 'VEZT', 'VHL', 'VIM', 'VIPAS39', 'VPS33B', 'VTN', 'WASL', 'WDFY2', 'WDTC1', 'WIF1', 'WISP1', 'WISP3', 'WNT10A', 'WNT10B', 'WNT11', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8A', 'WNT9A', 'WNT9B', 'WT1', 'XIAP', 'YAP1', 'YBX1', 'YES1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'ZYX', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12177449909053428
		RMSE:  1.1951653206606205
		NRMSE:  0.20089175544360185
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11829904064371455
		RMSE:  1.227018913081223
		NRMSE:  0.19873326310796913
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  4.946095131471465e-15
		NRMSE:  8.313743014256241e-16
		MAPE:  4.715796482517128e-12
		Pearson Correlation:  0.3268171462040945
		Spearman Correlation:  0.3687737781679837
		Coefficient of Determination:  -2.4188653264548847
		RMSE:  2.1454247065458727
		NRMSE:  0.3474822173797209
		MAPE:  1117.9447006724438

	Predictor:  ElasticNet
		Pearson Correlation:  0.6695218322267752
		Spearman Correlation:  0.658740135587147
		Coefficient of Determination:  0.34910687408951036
		RMSE:  0.9103953774969551
		NRMSE:  0.15302562948531004
		MAPE:  387.3797699142089
		Pearson Correlation:  0.6825836091688697
		Spearman Correlation:  0.6164666861769584
		Coefficient of Determination:  0.3757075492704296
		RMSE:  0.9167825162802531
		NRMSE:  0.14848604131389542
		MAPE:  242.2543107597491

	Predictor:  RandomForests
		Pearson Correlation:  0.7559597974811081
		Spearman Correlation:  0.7072839403758547
		Coefficient of Determination:  0.5645761922122592
		RMSE:  0.7446141538285428
		NRMSE:  0.12515996063882184
		MAPE:  192.1172879405309
		Pearson Correlation:  0.7645302684149959
		Spearman Correlation:  0.6921577067580342
		Coefficient of Determination:  0.5782555357320693
		RMSE:  0.7535238037316196
		NRMSE:  0.12204395771624173
		MAPE:  126.28616103041732

Protein:  CDH2
Protein Interaction Partners Count:  472
x_train_column_count:  467
x_train columns:  ['ABCG2', 'ABL1', 'ACAN', 'ACTA1', 'ACTA2', 'ACTB', 'ACTR3', 'ADAM10', 'ADH1A', 'AFP', 'AHSG', 'AKT1', 'AKT3', 'ALB', 'ALCAM', 'ALDH1A1', 'AMBN', 'AMELX', 'AMOTL1', 'AMTN', 'ANGPT1', 'ANO8', 'ANXA5', 'APC2', 'APC', 'APLP2', 'APOA1', 'APOA2', 'APOA5', 'APOB', 'APOE', 'APOL1', 'APPL1', 'APP', 'ARHGAP32', 'ARMC7', 'ARPC5', 'ARVCF', 'AR', 'ATXN1', 'AXIN1', 'AXIN2', 'AXL', 'BCL2L1', 'BDNF', 'BMI1', 'BMP15', 'BMP2', 'BMP4', 'BMP7', 'BNIP2', 'BOC', 'BPIFB2', 'RGCC', 'GSKIP', 'C3', 'C4A', 'CABLES1', 'CADM1', 'CALU', 'CASP3', 'CAV1', 'CBLL1', 'CCNA2', 'CCNB1', 'CCND1', 'CD24', 'CD34', 'CD44', 'CD80', 'CDC42', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDK4', 'CDK5', 'CDK6', 'CDKN2A', 'CDON', 'CDX2', 'CEBPZ', 'CFL1', 'CHGB', 'CHL1', 'CHRDL1', 'CKAP4', 'CLDN11', 'CLDN3', 'CLDN4', 'CLDN7', 'CORT', 'CP', 'CREBBP', 'CRP', 'CSF1', 'CSK', 'CST3', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNB1', 'CTNND1', 'CTNND2', 'CTTN', 'CXCL12', 'CXCR4', 'CYLD', 'CYR61', 'DBN1', 'DDR1', 'DDR2', 'DKK1', 'DLG4', 'DLG5', 'DMP1', 'DNAJC3', 'DSP', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EFNB1', 'EFNB2', 'EFNB3', 'EGFR', 'EGF', 'EHMT2', 'EIF2AK3', 'ENAM', 'ENG', 'EPCAM', 'EPHA1', 'EPHA2', 'EPHA4', 'EPHB2', 'EPS8', 'ERBB2', 'ERBB4', 'ESR1', 'ESRP1', 'EXOC4', 'EZH2', 'EZR', 'F11R', 'F5', 'EVA1A', 'FAM20A', 'FAM20C', 'FBN1', 'FER', 'FGA', 'FGF13', 'FGF23', 'FGF2', 'FGFR1', 'FGFR4', 'FGG', 'FN1', 'FOXC2', 'FOXD3', 'FOXO1', 'FOXP4', 'FSTL1', 'FSTL3', 'FUCA2', 'GAA', 'GAPDH', 'GAS6', 'GATA4', 'GFAP', 'GJA10', 'GJA1', 'GJA3', 'GJB6', 'GJC1', 'GJC3', 'GJD3', 'GJD4', 'GLI1', 'GOLM1', 'GPC3', 'GRIA1', 'GRIA2', 'HGF', 'HMGA2', 'HNF4A', 'HRAS', 'HRC', 'HSP90B1', 'HSPA5', 'IARS2', 'IGF1R', 'IGF1', 'IGFBP1', 'IGFBP3', 'IGFBP4', 'IGFBP5', 'IGFBP7', 'IL1B', 'IL6', 'CXCL8', 'ILK', 'INADL', 'INS', 'INVS', 'IQGAP1', 'ISL1', 'ITGA6', 'ITGB1', 'ITIH2', 'ITPKB', 'JAG1', 'JAM3', 'JUN', 'JUP', 'KCNA5', 'KDR', 'KIAA2022', 'KIF5B', 'KIT', 'KLF4', 'KNG1', 'KRAS', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT8', 'KTN1', 'L1CAM', 'LAMB1', 'LAMB2', 'LAMC1', 'LEF1', 'LGALS1', 'LRP5', 'LRP6', 'LRRC7', 'LTBP1', 'LTBP3', 'MAP1B', 'MAP2K6', 'MAP2K7', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MATN3', 'MBTPS1', 'MCAM', 'MEF2A', 'MEF2C', 'MEF2D', 'MEN1', 'MEPE', 'MET', 'MFGE8', 'MFI2', 'MGAT4A', 'MIA3', 'MKI67', 'MLLT4', 'MMP14', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MPDZ', 'MPP5', 'MRAP', 'MRPL49', 'MSLN', 'MSN', 'MTHFD1', 'MUC1', 'MUC4', 'MXRA8', 'MYC', 'MYO10', 'MZF1', 'NANOG', 'NCAM1', 'NCSTN', 'NDRG1', 'NENF', 'NES', 'NFASC', 'NGF', 'NKX2-5', 'NLGN1', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTUM', 'NRCAM', 'NT5C', 'NT5E', 'NTRK2', 'NUCB1', 'NUMBL', 'NUMB', 'OLFM3', 'P4HB', 'PARD3', 'PAX6', 'PCSK9', 'PC', 'PDGFRB', 'PDIA4', 'PDIA6', 'PECAM1', 'PENK', 'PIK3CA', 'PIK3R1', 'PIP5K1C', 'PITX2', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PNPLA2', 'POU5F1', 'PPT2', 'PRKCDBP', 'PRKCSH', 'PROC', 'PROM1', 'PRPH', 'PRSS23', 'PSEN1', 'PTEN', 'PTK2', 'PTPN11', 'PTPN1', 'PTPN2', 'PTPRC', 'PTPRS', 'PVRL1', 'PVRL2', 'PVRL3', 'PXN', 'QSOX1', 'RAB11FIP1', 'RAB3D', 'RAB5A', 'RAC1', 'RCN1', 'RELN', 'REM1', 'RHOA', 'RHOB', 'RHOC', 'ROBO1', 'PTBP3', 'RPS6KB1', 'RUNX2', 'S100A14', 'S100A4', 'SARS2', 'SCARB2', 'SCG2', 'SCG3', 'SDC2', 'SEMA3A', 'SENP3', 'SERPINA10', 'SERPINA1', 'SERPINC1', 'SERPIND1', 'SERPINE1', 'SHH', 'SHISA5', 'SIRT7', 'SKP1', 'SLC2A1', 'SLC9A3R1', 'SLIT1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SNAI1', 'SNAI2', 'SNAI3', 'SOX10', 'SOX18', 'SOX1', 'SOX2', 'SOX4', 'SOX9', 'SP7', 'SPAG9', 'SPARCL1', 'SPARC', 'SPP1', 'SPP2', 'SRC', 'ST6GALNAC5', 'STAT3', 'STC2', 'SYP', 'TBX1', 'TCF3', 'TEK', 'TF', 'TGFB1', 'TGFBR1', 'TGM2', 'TGOLN2', 'THY1', 'TIMP1', 'TJP1', 'TJP3', 'TMEM132A', 'TNC', 'TNF', 'TNNT1', 'TP53', 'TRPS1', 'TSC2', 'TWIST1', 'TWIST2', 'USP9X', 'VANGL2', 'VCAM1', 'VCAN', 'VCL', 'VEGFA', 'VGF', 'VIM', 'VTN', 'VWA1', 'WFS1', 'WNT11', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT7A', 'XIRP1', 'ZBTB16', 'ZEB1', 'ZEB2', 'ZSCAN1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004084060130477685
		RMSE:  0.37195168053170635
		NRMSE:  0.13741024893390016
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006474841096328898
		RMSE:  0.3763274359057868
		NRMSE:  0.1942134674644098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  LinearRegression
		Pearson Correlation:  0.945769563385938
		Spearman Correlation:  0.924852939002695
		Coefficient of Determination:  0.8944800670272276
		RMSE:  0.12057818496431941
		NRMSE:  0.044545244124882026
		MAPE:  2735.574371349777
		Pearson Correlation:  -0.04153944240682664
		Spearman Correlation:  -0.00762364647351478
		Coefficient of Determination:  -4035.154768944649
		RMSE:  23.831332462075018
		NRMSE:  12.298773010308622
		MAPE:  2254.260275089032

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  RandomForests
		Pearson Correlation:  0.5713874422244214
		Spearman Correlation:  0.49981627485692354
		Coefficient of Determination:  0.1934604792708685
		RMSE:  0.33336063546965655
		NRMSE:  0.12315354467324126
		MAPE:  881.891873830838
		Pearson Correlation:  0.15830246085943883
		Spearman Correlation:  0.1951077943615257
		Coefficient of Determination:  0.024041650405892456
		RMSE:  0.37057836575772324
		NRMSE:  0.19124651171890553
		MAPE:  105.64700580687712

Protein:  CDH3
Protein Interaction Partners Count:  73
x_train_column_count:  74
x_train columns:  ['AIMP1', 'CLMP', 'BRCA1', 'CCND1', 'CD24', 'CD2AP', 'CD44', 'CDCP1', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH2', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CLDN1', 'CLDN7', 'CTNNA1', 'CTNNA3', 'CTNNB1', 'CTNND1', 'DPYD', 'DSP', 'ECM1', 'EGFR', 'EPCAM', 'ERBB2', 'ESR1', 'ESRP1', 'F11R', 'FN1', 'GALNT6', 'GATA3', 'HOXA9', 'IGF1R', 'ITGA9', 'JUP', 'KIRREL', 'KRT14', 'KRT15', 'KRT17', 'KRT4', 'KRT5', 'KRT8', 'LEF1', 'MKI67', 'NPHS1', 'NPHS2', 'PGR', 'PKP1', 'PKP2', 'PKP3', 'POU5F1', 'S100A4', 'SNAI1', 'SNAI2', 'SYNPO', 'TECR', 'TJP1', 'TP53', 'UMPS', 'VCL', 'ZEB1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003025178489952651
		RMSE:  0.20883135309817671
		NRMSE:  0.14651130458142275
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.766266116724594e-05
		RMSE:  0.2045852237570374
		NRMSE:  0.1565890990172577
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  LinearRegression
		Pearson Correlation:  0.5729780199091093
		Spearman Correlation:  0.5407177293306035
		Coefficient of Determination:  0.3283038112989639
		RMSE:  0.1711261830213943
		NRMSE:  0.12005821899126838
		MAPE:  542.8036872086927
		Pearson Correlation:  0.033830325008297635
		Spearman Correlation:  0.3885523363574286
		Coefficient of Determination:  -2.4388972684261456
		RMSE:  0.37937730193698715
		NRMSE:  0.29037458721095677
		MAPE:  346.6939889104461

	Predictor:  ElasticNet
		Pearson Correlation:  0.28483826861421474
		Spearman Correlation:  0.3297863641063383
		Coefficient of Determination:  0.00012478237763180466
		RMSE:  0.2087867449849011
		NRMSE:  0.14648000854864815
		MAPE:  116.97048735641668
		Pearson Correlation:  0.3793141473615411
		Spearman Correlation:  0.4487074431762756
		Coefficient of Determination:  7.74287154358122e-05
		RMSE:  0.20457140523738854
		NRMSE:  0.15657852235144662
		MAPE:  108.72092392108104

	Predictor:  RandomForests
		Pearson Correlation:  0.5488348194628491
		Spearman Correlation:  0.5498808348759677
		Coefficient of Determination:  0.26165640371302934
		RMSE:  0.17941521825494025
		NRMSE:  0.12587361666872948
		MAPE:  552.0017208748178
		Pearson Correlation:  0.4711648997100896
		Spearman Correlation:  0.5027704614183982
		Coefficient of Determination:  0.20767549842787159
		RMSE:  0.1821014003704093
		NRMSE:  0.1393800279909142
		MAPE:  358.2338803004399

Protein:  PTEN
Protein Interaction Partners Count:  884
x_train_column_count:  876
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ABTB1', 'ACTB', 'ACTG1', 'ADM', 'AEBP1', 'AFP', 'AKT1S1', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDH1A1', 'ALK', 'AMHR2', 'ANXA2', 'ANXA5', 'APAF1', 'APC', 'ARAF', 'AREG', 'ARHGAP21', 'ARID1A', 'ARID2', 'ARL2BP', 'AR', 'ATF3', 'ATG12', 'ATG5', 'ATG7', 'ATM', 'ATRX', 'AURKA', 'AURKB', 'AXIN1', 'AXIN2', 'AXL', 'BAD', 'BAG5', 'BARD1', 'BAX', 'BBC3', 'BCAR1', 'BCL2L11', 'BCL2L1', 'BCL2L2', 'BCL6', 'BCR', 'BDNF', 'BECN1', 'BIRC3', 'BIRC5', 'BMI1', 'BMP2', 'BMP4', 'BMP7', 'BMPR1A', 'BNIP3', 'BRAF', 'BRCA1', 'BRCA2', 'BRD4', 'BTG2', 'BTK', 'SPRTN', 'CLHC1', 'CA9', 'CASP3', 'CASP6', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBL', 'CBX7', 'CCL2', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CD24', 'CD274', 'CD34', 'CD44', 'CD79A', 'CD79B', 'CDC14A', 'CDC20', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC27', 'CDC42', 'CDC7', 'CDH17', 'CDH1', 'CDH2', 'CDIPT', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CDX2', 'CENPC', 'CFL1', 'CFLAR', 'CFTR', 'CHD1', 'CHD8', 'CHEK1', 'CHEK2', 'CHKA', 'CHORDC1', 'CHUK', 'CLTCL1', 'CLTC', 'CNOT6L', 'CREB1', 'CREBBP', 'CRP', 'CSF1R', 'CSF1', 'CSK', 'CSN2', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTGF', 'CTLA4', 'CTNNB1', 'CUL1', 'CUL3', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP19A1', 'DAPK1', 'DAXX', 'DBN1', 'DCAF13', 'DDIT4', 'DDR2', 'DECR1', 'DEPTOR', 'DGCR8', 'DICER1', 'DLC1', 'DLG1', 'DLG4', 'DNM1L', 'DNMT1', 'DNMT3A', 'DNMT3B', 'DNTT', 'DOLPP1', 'DUSP1', 'DUSP6', 'DUT', 'DVL1', 'DYRK1A', 'E2F1', 'E2F2', 'E2F3', 'ECSCR', 'EGFR', 'EGF', 'EGR1', 'EIF2AK2', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF4A1', 'EIF4A2', 'EIF4EBP1', 'EIF4EBP2', 'EIF4E', 'EIF4G1', 'EML4', 'ENDOG', 'EP300', 'EPCAM', 'EPHA1', 'EPHA2', 'EPHA3', 'EPHA4', 'EPHA5', 'EPHA7', 'EPHB1', 'EPHB2', 'EPHB3', 'EPHB4', 'ERBB2', 'ERBB3', 'ERBB4', 'ERCC1', 'EREG', 'ESR1', 'ETS1', 'ETS2', 'ETV1', 'ETV6', 'EYA2', 'EZH2', 'EZR', 'FABP4', 'FASLG', 'FASN', 'FBXW7', 'FCGR1B', 'FGF2', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FIG4', 'FKBP1A', 'FLCN', 'FLT1', 'FLT3', 'FLT4', 'FMR1', 'FN1', 'FOS', 'FOXA1', 'FOXG1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FOXP1', 'FOXP3', 'FRK', 'FYN', 'FZR1', 'GADD45A', 'GAPDH', 'GATA3', 'GCK', 'GDF10', 'GDF2', 'GFAP', 'GJA1', 'GLI1', 'GNA11', 'GNAQ', 'GNAS', 'GNRHR', 'GRASP', 'GRB2', 'GRPR', 'GSK3A', 'GSK3B', 'GSTP1', 'H1F0', 'H2AFX', 'HAVCR2', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HES1', 'HGF', 'HIF1A', 'HIST1H2BA', 'HK1', 'HK2', 'HMGA2', 'HNF4A', 'HOXA9', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPA1A', 'HSPA1B', 'HSPA2', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPA9', 'ID1', 'ID4', 'IDH1', 'IDH2', 'IDO1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IKBKB', 'IKZF1', 'IL10', 'IL17A', 'IL21', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ILK', 'INPP4A', 'INPP4B', 'INPP5A', 'INPP5B', 'INPP5D', 'INPP5E', 'INPP5F', 'INPP5J', 'INPP5K', 'INPPL1', 'INSRR', 'INSR', 'INS', 'IPMK', 'IPO11', 'IQGAP1', 'IRAK1', 'IRS1', 'IRS2', 'ITGB1', 'ITPKA', 'ITPKB', 'ITPKC', 'ITPR3', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JARID2', 'JUN', 'KAT2B', 'KDM5B', 'KDM5C', 'KDM6A', 'KDR', 'KEAP1', 'ATG13', 'KIF11', 'KLLN', 'KITLG', 'KIT', 'KLF17', 'KLF2', 'KLF4', 'KLK3', 'KPNA1', 'KPNA2', 'KPNA5', 'KPNA6', 'KPNA7', 'KRAS', 'KRT14', 'KRT5', 'KRT8', 'LASP1', 'LATS1', 'LATS2', 'LCK', 'LDHA', 'LEF1', 'LEP', 'LGALS3', 'LIG4', 'LOX', 'LRIG1', 'LRP1B', 'LRRK2', 'LYN', 'LYPD1', 'MAGI1', 'MAGI2', 'MAGI3', 'MAN2C1', 'MAP1LC3B', 'MAP2K1', 'MAP2K2', 'MAP2K3', 'MAP2K4', 'MAP2K7', 'MAP3K1', 'MAP3K5', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK4', 'MAPK6', 'MAPK7', 'MAPK8', 'MAPK9', 'MAPKAP1', 'MAPT', 'MARCH2', 'MARCH3', 'MAST1', 'MAST2', 'MAST3', 'MAST4', 'MATK', 'MCL1', 'MCM2', 'MCM7', 'MCRS1', 'MDK', 'MDM2', 'MDM4', 'MECOM', 'MECP2', 'MED12', 'MEN1', 'MET', 'MGMT', 'MINPP1', 'MITF', 'MKI67', 'MKRN1', 'MLH1', 'MLH3', 'KMT2D', 'KMT2C', 'KMT2B', 'MLLT1', 'MLST8', 'MME', 'MMP2', 'MMP9', 'MOV10', 'MRAP', 'MRE11A', 'MSH2', 'MSH6', 'MTDH', 'MTMR2', 'MTOR', 'MTSS1', 'MUTYH', 'MVP', 'MYCN', 'MYC', 'MYLK', 'MYOCD', 'NANOG', 'NCKAP1', 'NCOA3', 'NCOR2', 'NDFIP1', 'NDFIP2', 'NDRG1', 'NDRG2', 'NEDD4L', 'NEDD4', 'NES', 'NF1', 'NF2', 'NFATC1', 'NFATC4', 'NFE2L2', 'NFKBIA', 'NGFR', 'NKX3-1', 'NLGN3', 'NLGN4X', 'NOS3', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NPM1', 'NR1H4', 'NR3C2', 'NRAS', 'NRP2', 'NTRK1', 'NTRK2', 'NUMB', 'OCRL', 'OLIG2', 'OTUD3', 'PALB2', 'PARD3', 'PARD6A', 'PARD6B', 'PARD6G', 'PARK2', 'PARK7', 'PARP1', 'PAX8', 'PBK', 'PBRM1', 'PCGF2', 'PCSK9', 'PDCD1', 'PDCD4', 'PDGFB', 'PDGFRA', 'PDGFRB', 'PDK1', 'PDK2', 'PDPK1', 'PDZK1', 'PECAM1', 'PGM3', 'PGR', 'PHF6', 'PHLPP1', 'PHLPP2', 'PI3', 'PI4K2A', 'PI4K2B', 'PI4KA', 'PI4KB', 'PIK3C2A', 'PIK3C2B', 'PIK3C2G', 'PIK3C3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3CG', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIK3R5', 'PIKFYVE', 'PINK1', 'PIP4K2A', 'PIP4K2B', 'PIP4K2C', 'PIP5K1A', 'PIP5K1B', 'PIP5K1C', 'PIP5KL1', 'PKM', 'PLCB1', 'PLCB2', 'PLCB3', 'PLCB4', 'PLCD1', 'PLCD3', 'PLCD4', 'PLCE1', 'PLCG1', 'PLCG2', 'PLCH1', 'PLCH2', 'PLCZ1', 'PLEKHA1', 'PLEK', 'PLK1', 'PLK2', 'PLK3', 'BPIFA1', 'PMAIP1', 'PML', 'PMPCA', 'PMS1', 'PMS2', 'POLE', 'POLI', 'POTEF', 'POU5F1', 'PPARG', 'PPM1D', 'PPP2R1A', 'PPP2R4', 'PPP2R5A', 'PPP2R5E', 'PPP3CA', 'PPP6C', 'PRDX1', 'PREX2', 'PRKAA1', 'PRKAA2', 'PRKCI', 'PRKCZ', 'PRKDC', 'PRMT5', 'PROM1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTER', 'PTGS2', 'PTK2B', 'PTK2', 'PTK6', 'PTPMT1', 'PTPN11', 'PTPN12', 'PTPN13', 'PTPN1', 'PTPRC', 'PTPRD', 'PTS', 'PXN', 'RAB7A', 'RAC1', 'RAC2', 'RAD51C', 'RAD51D', 'RAD51', 'RAD52', 'RAF1', 'RASA1', 'RASSF1', 'RB1CC1', 'RB1', 'RBL1', 'RBL2', 'RBM38', 'RBFOX2', 'RCN1', 'RECK', 'RELA', 'REL', 'REM1', 'RETN', 'RET', 'RHEB', 'RHOA', 'RHOB', 'RHOC', 'RICTOR', 'DROSHA', 'RNF146', 'ROCK1', 'ROCK2', 'ROS1', 'RPS27A', 'RPS6KA1', 'RPS6KA2', 'RPS6KA3', 'RPS6KB1', 'RPS6KB2', 'RPS6', 'RPTOR', 'RRAS2', 'RRAS', 'RRM1', 'RSL1D1', 'RUNX3', 'RWDD3', 'SACM1L', 'SALL4', 'SCAI', 'SCGB1D4', 'SCRIB', 'SDHB', 'SDHC', 'SERPINA1', 'SERPINA4', 'SERPINB5', 'SESN1', 'SESN2', 'SETD2', 'SGK1', 'SGK2', 'SGK3', 'SHANK2', 'SHARPIN', 'SHC1', 'SHFM1', 'SHH', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT5', 'SIRT6', 'SIRT7', 'SKP2', 'SLC25A16', 'SLC2A1', 'SLC2A4', 'SLC34A2', 'SLC9A3R1', 'SLC9A3R2', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMUG1', 'SMYD2', 'SNAI1', 'SNAI2', 'SNCA', 'SNX27', 'SOCS1', 'SOCS3', 'SOD2', 'SOS1', 'SOX2', 'SOX4', 'SOX9', 'SP1', 'SPOP', 'SPRY1', 'SPRY2', 'SRBD1', 'SRC', 'SREBF1', 'SRF', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STMN1', 'STUB1', 'STX16', 'SUCLG2', 'SUMO1', 'SYK', 'SYNJ1', 'SYNJ2', 'TACSTD2', 'TBX1', 'TBX2', 'TBX3', 'TCF7L2', 'TCHP', 'TEP1', 'TERT', 'TET1', 'TGFB1', 'TGFBR1', 'TGFBR2', 'TGM2', 'THBS1', 'TIMP1', 'TIMP3', 'TJP1', 'TLR4', 'TMEM55A', 'TMEM55B', 'TMPRSS2', 'TNFRSF10B', 'TNFSF10', 'TNF', 'TNKS2', 'TNKS', 'TNPO2', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TOP1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TPM1', 'TRAF6', 'TRIM27', 'TRIM29', 'TSC1', 'TSC2', 'TTN', 'TUT1', 'TWIST1', 'TWSG1', 'TXN', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2E1', 'UBE2I', 'UBE2L3', 'UBE3A', 'ULK1', 'ULK2', 'USP10', 'USP13', 'USP18', 'USP28', 'USP7', 'USP8', 'UTF1', 'UVRAG', 'VCL', 'VDR', 'VEGFA', 'VHL', 'WDR18', 'WDTC1', 'WEE1', 'WIPI1', 'WIPI2', 'WNT1', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT9A', 'WNT9B', 'WT1', 'WWP1', 'WWP2', 'XIAP', 'XPO1', 'XPO5', 'YAP1', 'YES1', 'YWHAB', 'YWHAZ', 'YY1', 'ZEB1', 'ZEB2', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.042477457330321045
		RMSE:  0.639641264822803
		NRMSE:  0.10001427016227082
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.028094267476815427
		RMSE:  0.5035947533045023
		NRMSE:  0.16597282753427667
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.458230587102
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389449
		RMSE:  0.49877990548911916
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809618

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  3.0065312765206518e-15
		NRMSE:  4.701010517583695e-16
		MAPE:  6.2927472669612935e-12
		Pearson Correlation:  0.12915136630183408
		Spearman Correlation:  0.14246414983904013
		Coefficient of Determination:  -4.083453595741952
		RMSE:  1.1198095313415286
		NRMSE:  0.3690625309279311
		MAPE:  792.1647878594616

	Predictor:  ElasticNet
		Pearson Correlation:  0.44407960655750217
		Spearman Correlation:  0.43897880951000845
		Coefficient of Determination:  0.08177657934816362
		RMSE:  0.600312408121817
		NRMSE:  0.09386481246529856
		MAPE:  375.0239737771879
		Pearson Correlation:  0.24436951818258051
		Spearman Correlation:  0.2931567651936397
		Coefficient of Determination:  0.04192952775983416
		RMSE:  0.4861423496087321
		NRMSE:  0.16022093125328984
		MAPE:  155.30647787846638

	Predictor:  RandomForests
		Pearson Correlation:  0.5983317064201549
		Spearman Correlation:  0.5566130776311595
		Coefficient of Determination:  0.31039299635334594
		RMSE:  0.5202402729896276
		NRMSE:  0.08134473817365766
		MAPE:  343.05542700563353
		Pearson Correlation:  0.3129213352792975
		Spearman Correlation:  0.32680873480407685
		Coefficient of Determination:  0.0853305514619388
		RMSE:  0.4750035053447232
		NRMSE:  0.15654983367764919
		MAPE:  188.1204497344643

Protein:  BRCA2
Protein Interaction Partners Count:  361
x_train_column_count:  351
x_train columns:  ['ABL1', 'ACHE', 'ADRB1', 'ADRB2', 'AKT1', 'ALK', 'APEX1', 'ARID1A', 'ARPC1A', 'AR', 'ATAD5', 'ATM', 'ATRIP', 'ATRX', 'ATR', 'AURKA', 'AURKB', 'B3GALTL', 'BACH1', 'BARD1', 'BCCIP', 'BCHE', 'BDNF', 'BECN1', 'BIRC5', 'BLM', 'BMI1', 'BRCA1', 'BRCC3', 'BRE', 'BRIP1', 'SLX4', 'BUB1B', 'BUB1', 'BUB3', 'SFR1', 'RHNO1', 'RMI2', 'BABAM1', 'MMS22L', 'CASC1', 'CASC5', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCNE1', 'CDC25A', 'CDC25C', 'CDC45', 'CDC6', 'CDH1', 'CDK12', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CENPE', 'CENPF', 'CEP55', 'CHEK1', 'CHEK2', 'CHRNA1', 'CLSPN', 'CNTROB', 'CREM', 'CSMD3', 'CTNNB1', 'CYP19A1', 'DMC1', 'DNA2', 'DSN1', 'DYNC1LI2', 'EGFR', 'EGF', 'ELAC2', 'EME1', 'EME2', 'ENAM', 'EPCAM', 'ERBB2', 'ERBB3', 'ERCC1', 'ERCC2', 'ERCC4', 'ERCC5', 'ERCC6', 'ERCC8', 'ESPL1', 'ESR1', 'EXO1', 'EZH2', 'FAM175A', 'FANCA', 'FANCB', 'FANCC', 'FANCD2', 'FANCE', 'FANCF', 'FANCG', 'FANCI', 'FANCL', 'FANCM', 'FBN1', 'FBXO18', 'FBXW7', 'FEN1', 'FGFR2', 'FHIT', 'FLNA', 'FOXM1', 'GAPDH', 'GEN1', 'SLX1B', 'H2AFX', 'HELQ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2BE', 'HIST3H3', 'HMG20A', 'HMG20B', 'HMMR', 'HNRNPC', 'HOXB13', 'HRAS', 'HUS1', 'ITPKB', 'KAT2B', 'KAT5', 'KEAP1', 'SPIDR', 'KIF23', 'KIF4A', 'KIT', 'KLK3', 'KRAS', 'KRT5', 'LIG1', 'LIG3', 'LIG4', 'LIMD1', 'LSP1', 'MAD2L2', 'MAGED1', 'MAMSTR', 'MAP2K2', 'MAP3K1', 'MCM10', 'MCPH1', 'MDC1', 'MDM2', 'MDM4', 'MEN1', 'MGMT', 'MKI67', 'MLH1', 'MLH3', 'KMT2C', 'MND1', 'MORF4L1', 'MRE11A', 'MRPL36', 'MSH2', 'MSH3', 'MSH4', 'MSH5', 'MSH6', 'MTA2', 'FAN1', 'MUC1', 'MUS81', 'MUTYH', 'MYC', 'NBN', 'NCAPG', 'NEDD4', 'NF1', 'NHEJ1', 'NNT', 'NOTCH1', 'NSL1', 'NSMCE4A', 'OBFC1', 'OGG1', 'PALB2', 'PARG', 'PARP1', 'PARP2', 'PARP3', 'PAXIP1', 'PCNA', 'PDLIM7', 'PDS5A', 'PDS5B', 'PGR', 'PIK3CA', 'PLCB4', 'PLEC', 'PLEKHH1', 'PLK1', 'PMS1', 'PMS2', 'PNOC', 'POLD1', 'POLD2', 'POLD3', 'POLD4', 'POLE2', 'POLE3', 'POLE4', 'POLE', 'POLH', 'POLK', 'POLN', 'POLQ', 'PRDM9', 'PRKDC', 'PRSS1', 'PSMC3IP', 'PSMD3', 'PSMD6', 'PTEN', 'RAD17', 'RAD18', 'RAD1', 'RAD21', 'RAD23B', 'RAD50', 'RAD51AP1', 'RAD51C', 'RAD51B', 'RAD51D', 'RAD51', 'RAD52', 'RAD54B', 'RAD54L', 'RAD9A', 'RAD9B', 'RAG2', 'RASSF1', 'RBBP8', 'RBMX', 'RECQL4', 'RECQL5', 'RECQL', 'RET', 'REV1', 'REV3L', 'RFC1', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RMI1', 'RNF168', 'RNF8', 'RPA1', 'RPA2', 'RPA3', 'RPS27A', 'RTEL1', 'SHFM1', 'SKP2', 'SMAD2', 'SMAD3', 'SMAD4', 'SMARCA4', 'SMARCAL1', 'SMARCB1', 'SMC1A', 'SMC2', 'SMC3', 'SMC4', 'SMC5', 'SMC6', 'SMUG1', 'SNAI2', 'SP1', 'SPO11', 'STAT5A', 'STK11', 'STRA13', 'SUV39H1', 'SYCP3', 'TBCE', 'TDP1', 'TERT', 'TEX15', 'TMPRSS2', 'TNS1', 'TOP1', 'TOP2A', 'TOP3A', 'TOP3B', 'TOPBP1', 'TOX3', 'TP53BP1', 'TP53', 'TPX2', 'TRIP12', 'PRSS58', 'TTK', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2D1', 'UBE2E2', 'UBE2E3', 'UBE2N', 'UBE2T', 'UIMC1', 'USF1', 'USP11', 'USP15', 'USP1', 'USP21', 'USP4', 'UVRAG', 'VEGFA', 'VWF', 'WDR48', 'WDTC1', 'WEE1', 'WRN', 'WT1', 'WTIP', 'XPA', 'XPO1', 'XRCC1', 'XRCC2', 'XRCC3', 'XRCC4', 'XRCC5', 'XRCC6', 'ZFYVE26', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026562361008646285
		RMSE:  0.19787350383771835
		NRMSE:  0.12800221484333532
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00017758204834872338
		RMSE:  0.18475106890837595
		NRMSE:  0.18489898809885505
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  LinearRegression
		Pearson Correlation:  0.845401047935339
		Spearman Correlation:  0.8120135223720151
		Coefficient of Determination:  0.7147029318501693
		RMSE:  0.10555049364409866
		NRMSE:  0.06827946492185492
		MAPE:  270.53743966754746
		Pearson Correlation:  0.02096534826319999
		Spearman Correlation:  0.04804902942281085
		Coefficient of Determination:  -4.00712938587051
		RMSE:  0.41337366813902493
		NRMSE:  0.41370463184450057
		MAPE:  640.1565431607848

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  RandomForests
		Pearson Correlation:  0.6038379109924537
		Spearman Correlation:  0.5287903895757671
		Coefficient of Determination:  0.19632982286801204
		RMSE:  0.1771538278513725
		NRMSE:  0.11459888207947193
		MAPE:  155.57895599225836
		Pearson Correlation:  0.3217212603847228
		Spearman Correlation:  0.3267977841161635
		Coefficient of Determination:  0.07343552924222985
		RMSE:  0.1778223000237307
		NRMSE:  0.17796467176113964
		MAPE:  126.72210717188743

Protein:  CDKN2A
Protein Interaction Partners Count:  612
x_train_column_count:  605
x_train columns:  ['ABCC1', 'ABL1', 'ACAP1', 'ACAP2', 'ACP5', 'ACTA1', 'ACTB', 'ACTG1', 'ADAMTS9', 'ADAP1', 'AFP', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALK', 'ANKRD12', 'ANXA5', 'AP3D1', 'AP3S1', 'AP3S2', 'APAF1', 'APBA1', 'APBA2', 'ARAP1', 'ARAP2', 'ARF1', 'ARF3', 'ARF4', 'ARF5', 'ARF6', 'ARFGAP1', 'ARFGAP3', 'ARFIP2', 'ARFRP1', 'ARID1A', 'ARID2', 'ARID5B', 'ARL10', 'ARL1', 'ARL2', 'ARL3', 'ARL4A', 'ARL5A', 'AR', 'ASAP1', 'ATM', 'ATRX', 'ATR', 'AURKA', 'AURKB', 'AXIN1', 'BAP1', 'BCL2L11', 'BCL2L1', 'BCL6', 'BECN1', 'BIRC5', 'BMI1', 'BRAF', 'BRCA1', 'BRCA2', 'BUB1B', 'RGCC', 'C1QBP', 'RABL6', 'CACNA1G', 'CADM1', 'CAMK1D', 'CASP3', 'CASP8', 'CASP9', 'CAV1', 'CBX7', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNL1', 'CD274', 'CD34', 'CD44', 'CDC123', 'CDC20', 'CDC25A', 'CDC25C', 'CDC42', 'CDC45', 'CDC5L', 'CDC6', 'CDC7', 'CDH13', 'CDH17', 'CDH1', 'CDH2', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK5RAP3', 'CDK6', 'CDK7', 'CDKAL1', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2AIP', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDX2', 'CEACAM5', 'CEBPB', 'CEBPE', 'CHEK1', 'CHEK2', 'CHFR', 'CHKA', 'COMMD1', 'CRABP1', 'CREBBP', 'CSF1R', 'CSF1', 'CSF2', 'CTBP1', 'CTBP2', 'CTCF', 'CTLA4', 'CTNNB1', 'CTSK', 'CUL1', 'CUL3', 'CXCR4', 'CYCS', 'CYLD', 'CYTH1', 'CYTH2', 'CYTH3', 'DAB2IP', 'DAP', 'DAXX', 'DICER1', 'DIRAS3', 'DLEC1', 'DMTF1', 'DNAH3', 'DNMT1', 'DNMT3A', 'DNMT3B', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EBF1', 'EGFR', 'EGF', 'EGR1', 'EHF', 'EHMT2', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EP300', 'EPCAM', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ETS1', 'ETV6', 'EWSR1', 'EZH1', 'EZH2', 'FAT1', 'FBXW7', 'FGF2', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FKBP2', 'FLT3', 'FMN2', 'FN1', 'FOS', 'FOXA1', 'FOXM1', 'FOXN2', 'FOXO1', 'FOXO3', 'FTO', 'FZR1', 'GADD45A', 'GAPDH', 'GATA3', 'GATA4', 'GATA5', 'GBF1', 'GDF15', 'GGA1', 'GGA2', 'GGA3', 'GIT1', 'GIT2', 'GLI1', 'GLTSCR2', 'GMNN', 'GNA11', 'GNAQ', 'GNAS', 'GNL3', 'GOLPH3', 'GP5', 'GSPT1', 'GSTP1', 'H2AFX', 'H2AFZ', 'H3F3A', 'H3F3B', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HDAC9', 'HELLS', 'HGF', 'HHEX', 'HIC1', 'HIF1A', 'HIST1H2BA', 'HIST1H4A', 'HIST1H4B', 'HIST1H4C', 'HIST1H4D', 'HIST1H4E', 'HIST1H4F', 'HIST1H4H', 'HIST1H4I', 'HIST1H4J', 'HIST1H4K', 'HIST1H4L', 'HIST2H2AA3', 'HIST2H2AC', 'HIST2H4A', 'HIST4H4', 'HLTF', 'HMGA2', 'HNF4A', 'HNRNPD', 'HOPX', 'HOXA9', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPA4', 'HSPA9', 'HUWE1', 'ID1', 'IDH1', 'IDH2', 'IGF1R', 'IGF1', 'IGF2BP2', 'IGF2R', 'IGF2', 'IGFBP3', 'IKBKB', 'IKZF1', 'IL10', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ING1', 'ING4', 'INS', 'IQSEC1', 'IRS1', 'ISOC2', 'ITGAM', 'JAK1', 'JAK2', 'JAK3', 'JAZF1', 'JUNB', 'JUN', 'KAT2B', 'KAT5', 'KCNJ11', 'KCNQ1', 'KDM1A', 'KDM2B', 'KDM6A', 'KDM6B', 'KDR', 'KEAP1', 'KIAA1549', 'KIT', 'KLF4', 'KRAS', 'KRT19', 'KRT20', 'KRT5', 'KRT7', 'LATS2', 'LOX', 'LRRK2', 'MACROD2', 'MAF', 'MAP2K1', 'MAP2K4', 'MAP2K6', 'MAP2K7', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MAPK9', 'MAX', 'MC1R', 'MCL1', 'MCM10', 'MCM2', 'MCM5', 'MCM7', 'MDM2', 'MDM4', 'MEN1', 'MEOX1', 'MEOX2', 'MET', 'MGMT', 'MITF', 'MKRN1', 'MLANA', 'MLH1', 'KMT2D', 'KMT2C', 'KMT2B', 'MLLT3', 'MME', 'MMP2', 'MMP7', 'MMP9', 'MOV10', 'MRAS', 'MSH2', 'MSH6', 'MTA1', 'MTAP', 'MTHFR', 'MTNR1B', 'MTOR', 'MUC1', 'MYBL2', 'MYCL', 'MYCN', 'MYC', 'MYOD1', 'KAT6A', 'NANOG', 'NCAM1', 'NCL', 'NCOR1', 'NES', 'NEUROG1', 'NF1', 'NF2', 'NFATC1', 'NFE2L2', 'NKX2-1', 'NME1', 'NOTCH1', 'NOTCH2', 'NPM1', 'NRAS', 'NSUN2', 'ORC4', 'ORC5', 'OSBP2', 'P2RY8', 'PA2G4', 'PALB2', 'PARP1', 'PAX3', 'PAX5', 'PAX8', 'PBRM1', 'PCGF2', 'PDGFB', 'PDGFRA', 'PDGFRB', 'PEX19', 'PGR', 'PHLDB1', 'PI3', 'PIAS2', 'PIGF', 'PIK3CA', 'PIK3R1', 'PIP4K2A', 'PLEKHA3', 'PLEKHA8', 'PLEK', 'PLK1', 'PMAIP1', 'PML', 'PMS2', 'POTEF', 'POU5F1', 'PPARA', 'PPARG', 'PPM1D', 'PPP1R9B', 'PPP3CA', 'PRDM2', 'PRMT6', 'PROM1', 'PRSS1', 'PSMC3', 'PSMD10', 'PSME3', 'PTCH1', 'PTEN', 'PTER', 'PTF1A', 'PTGS2', 'PTPN11', 'PTPRC', 'PTPRD', 'PXN', 'RAB11A', 'RAB5A', 'RABEP1', 'RABGEF1', 'RAC2', 'RAD51', 'RAF1', 'RAP2B', 'RARB', 'RASSF1', 'RASSF2', 'RB1', 'RBL1', 'RBL2', 'RCC1', 'RELA', 'RELB', 'REL', 'RET', 'RHOA', 'DROSHA', 'RNF2', 'RNF43', 'ROS1', 'RPL11', 'RPRM', 'RPS27A', 'RPS6KB1', 'RRAS2', 'RRAS', 'RTEL1', 'RUNX2', 'RUNX3', 'SDHC', 'SENP1', 'SENP3', 'SERPINE1', 'SERTAD1', 'SETD2', 'SFN', 'SFRP1', 'SFRP2', 'SHH', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT4', 'SIRT5', 'SIRT6', 'SIRT7', 'SIVA1', 'SIX2', 'SKP2', 'SLC30A8', 'SMAD2', 'SMAD3', 'SMAD4', 'SMARCA4', 'SMARCB1', 'SMUG1', 'SNAI1', 'SNAI2', 'SNCA', 'SOCS1', 'SOX2', 'SP1', 'SPEN', 'SRC', 'STAT1', 'STAT3', 'STK11', 'STK25', 'STK33', 'STMN1', 'SUB1', 'SUMO1', 'SUMO2', 'SUMO3', 'SUV39H1', 'SUZ12', 'SYNE1', 'SYP', 'TBL1XR1', 'TBRG1', 'TBX2', 'TBX3', 'TCF7L2', 'TCHP', 'TERT', 'TET2', 'TFDP1', 'TFPI2', 'TGFBR2', 'THADA', 'THBS1', 'TIMP3', 'TMCO1', 'TMEM115', 'TNFRSF10B', 'TNFSF11', 'TNF', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOP1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TP73', 'TRADD', 'TRIM28', 'TRIP12', 'PRSS58', 'TSC2', 'TSPAN8', 'TTF1', 'TWIST1', 'TWSG1', 'TYR', 'UBA52', 'UBB', 'UBC', 'UBE2A', 'UBE2I', 'UBE3A', 'UCHL1', 'USP7', 'UTF1', 'VEGFA', 'VHL', 'WDTC1', 'WEE1', 'WFS1', 'WHSC1', 'WIF1', 'WRN', 'WT1', 'WWOX', 'XRCC1', 'YY1', 'ZBTB17', 'ZBTB7A', 'ZEB1', 'ZFP91', 'ZNF148', 'ZNF217', 'ZNF227', 'ZNF410', 'ZNF420', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.062199248812668806
		RMSE:  0.6624014175436462
		NRMSE:  0.14974599695798488
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10057809021042674
		RMSE:  0.783524323220729
		NRMSE:  0.21159176970584093
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6427147371513342
		NRMSE:  0.145295521001771
		MAPE:  207.86247046219444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010510594090658465
		RMSE:  0.7507796405829533
		NRMSE:  0.20274902527219912
		MAPE:  439.74244050751946

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  4.96106910269884e-15
		NRMSE:  1.1215257381482625e-15
		MAPE:  4.1653914872217114e-12
		Pearson Correlation:  0.07503339549299931
		Spearman Correlation:  0.0035606282313920597
		Coefficient of Determination:  -8.775909714472913
		RMSE:  2.3351815062530545
		NRMSE:  0.6306188242649351
		MAPE:  1318.7414522214128

	Predictor:  ElasticNet
		Pearson Correlation:  0.4695592459072097
		Spearman Correlation:  0.34748426567225144
		Coefficient of Determination:  0.12330668701023006
		RMSE:  0.6017860348114995
		NRMSE:  0.13604296028292062
		MAPE:  175.8927700297641
		Pearson Correlation:  0.575553615386346
		Spearman Correlation:  0.36956394498097755
		Coefficient of Determination:  0.14018049391406617
		RMSE:  0.6925413325474532
		NRMSE:  0.1870216939096552
		MAPE:  440.58608438779225

	Predictor:  RandomForests
		Pearson Correlation:  0.6607511781830171
		Spearman Correlation:  0.6039855415911017
		Coefficient of Determination:  0.42435018378000744
		RMSE:  0.4876378899475922
		NRMSE:  0.1102380219164897
		MAPE:  179.7477011975791
		Pearson Correlation:  0.7092247029117462
		Spearman Correlation:  0.5793828864710735
		Coefficient of Determination:  0.4563914662849009
		RMSE:  0.5506620972013854
		NRMSE:  0.14870702057828392
		MAPE:  286.0885966516016

Protein:  TP53
Protein Interaction Partners Count:  1000
x_train_column_count:  991
x_train columns:  ['ABCB1', 'ABCC1', 'ABL1', 'ACTB', 'ACTL6A', 'ADAM17', 'AFP', 'AGT', 'AICDA', 'AIFM2', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALK', 'ANKRD2', 'ANXA1', 'ANXA2', 'ANXA5', 'APAF1', 'APBB1', 'APC', 'APEX1', 'APOBEC3B', 'APP', 'ARID1A', 'ARID3A', 'AR', 'ASF1A', 'ASXL1', 'ATF2', 'ATF3', 'ATG7', 'ATM', 'ATN1', 'ATRIP', 'ATRX', 'ATR', 'ATXN3', 'AURKA', 'AURKB', 'AXIN1', 'AXL', 'BACE1', 'BAG1', 'BAG2', 'BAIAP2L1', 'BAK1', 'BANP', 'BARD1', 'BAX', 'BBC3', 'BCL2A1', 'BCL2L11', 'BCL2L12', 'BCL2L14', 'BCL2L1', 'BCL2L2', 'BCL2', 'BCL6', 'BCR', 'BDNF', 'BECN1', 'BID', 'BIRC3', 'BIRC5', 'BIRC6', 'BLM', 'BMF', 'BMI1', 'BMX', 'BNIP3L', 'BNIP3', 'BRCA1', 'BRCA2', 'BRCC3', 'BRD1', 'BRD4', 'BRD7', 'BRE', 'BRIP1', 'BRPF1', 'BRPF3', 'BTG2', 'BTK', 'BUB1B', 'BUB1', 'RHNO1', 'RGCC', 'RMI2', 'CNOT11', 'SETD9', 'CA9', 'CABIN1', 'CABLES1', 'CAPN1', 'CARM1', 'CASP10', 'CASP1', 'CASP2', 'CASP3', 'CASP6', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBX2', 'CBX4', 'CBX6', 'CBX8', 'CCDC106', 'CCL2', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNG2', 'CCNH', 'CCNK', 'CCT2', 'CCT3', 'CCT4', 'CCT5', 'CCT6A', 'CCT6B', 'CCT7', 'CCT8', 'CD24', 'CD274', 'CD34', 'CD40LG', 'CD40', 'CD44', 'CD82', 'CDC20', 'CDC25A', 'CDC25C', 'CDH17', 'CDH1', 'CDK12', 'CDK13', 'CDK1', 'CDK2', 'CDK4', 'CDK5R1', 'CDK5', 'CDK6', 'CDK7', 'CDK8', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CEACAM5', 'CEBPB', 'CENPJ', 'CFL1', 'CFLAR', 'CHD3', 'CHD4', 'CHD8', 'CHEK1', 'CHEK2', 'CHUK', 'CISH', 'CITED2', 'CLSPN', 'CLU', 'CNOT10', 'CNOT1', 'CNOT2', 'CNOT3', 'CNOT4', 'CNOT6L', 'CNOT6', 'CNOT7', 'CNOT8', 'COPS5', 'CREB1', 'CREBBP', 'CRYAB', 'CSNK1A1', 'CSNK1D', 'CSNK1E', 'CSNK1G1', 'CSNK1G2', 'CSNK1G3', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTBP1', 'CTCF', 'CTGF', 'CTNNB1', 'CUL4A', 'CUL7', 'CUL9', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP1A1', 'DACH1', 'DAPK1', 'DAP', 'DAXX', 'DDB1', 'DDB2', 'DDIT4', 'DDX17', 'DDX3X', 'DDX5', 'DECR1', 'DGCR8', 'DHCR24', 'DHFR', 'DIABLO', 'DICER1', 'DKK1', 'DMTF1', 'DNA2', 'DNAJA3', 'DNAJB1', 'DNMT1', 'DNMT3A', 'DNTT', 'DPYD', 'DRAM1', 'DTL', 'DUSP1', 'DUSP2', 'DYRK1A', 'DYRK2', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F7', 'E2F8', 'E4F1', 'EED', 'EEF1A1', 'EEF1A2', 'EGFR', 'EGF', 'EGR1', 'EHMT1', 'EHMT2', 'EI24', 'EIF2AK2', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF4EBP1', 'ELANE', 'ELAVL1', 'ELL3', 'ELL', 'EP300', 'EP400', 'EPCAM', 'EPHA2', 'EPHA3', 'EPHB2', 'ERBB2', 'ERBB4', 'ERCC1', 'ERCC2', 'ERCC3', 'ERCC6', 'ESR1', 'ETS1', 'ETS2', 'EWSR1', 'EXO1', 'EZH2', 'F2', 'FADD', 'AMER1', 'FAM175B', 'FANCC', 'FANCD2', 'FASLG', 'FAS', 'FBL', 'FBXO11', 'FBXO4', 'FBXW7', 'FGF1', 'FGF2', 'FGFR3', 'FHIT', 'FHL2', 'FLT3', 'FN1', 'FOSL1', 'FOS', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FSCN1', 'FUT4', 'FZR1', 'G3BP1', 'G6PD', 'GADD45A', 'GADD45B', 'GADD45G', 'GAPDH', 'GATAD2A', 'GATAD2B', 'GDF15', 'GFI1', 'GLS2', 'GLTSCR2', 'GNL3', 'GRAMD4', 'GRB10', 'GRB14', 'GSK3B', 'GSTP1', 'GTF2H1', 'GTSE1', 'H1F0', 'H2AFX', 'HAMP', 'HCK', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC5', 'HDAC7', 'HDAC8', 'HDAC9', 'HERC5', 'HIC1', 'HIF1A', 'HIPK1', 'HIPK2', 'HIPK3', 'HIPK4', 'HIRA', 'HIST1H1A', 'HIST1H1B', 'HIST1H1C', 'HIST1H1D', 'HIST1H1E', 'HK2', 'HMGA1', 'HMGA2', 'HMGB1', 'HMGB2', 'HMMR', 'HMOX1', 'HNF4A', 'HNRNPK', 'HNRNPL', 'HOXA5', 'HPGDS', 'HRAS', 'HSF1', 'HSP90AA1', 'HSP90AB1', 'HSP90B1', 'HSPA1A', 'HSPA1B', 'HSPA1L', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPA9', 'HSPB1', 'HSPB2', 'HTT', 'HUS1', 'HUWE1', 'ICAM1', 'ID2', 'ID4', 'IDH1', 'IDH2', 'IFI16', 'IFNAR1', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IGFBP7', 'IKBKB', 'IL17A', 'IL4', 'IL6', 'CXCL8', 'ING1', 'ING2', 'ING3', 'ING4', 'ING5', 'INSIG1', 'INS', 'IRF1', 'ISG15', 'ITPKB', 'JAG1', 'JAK2', 'JMY', 'JUN', 'KAT2A', 'KAT2B', 'KAT5', 'KDM1A', 'KDM6A', 'KDM6B', 'KDR', 'KHDRBS1', 'CCAR2', 'KIT', 'KLF2', 'KLF4', 'KLF5', 'KLF6', 'KLK3', 'KPNA2', 'KRAS', 'KRT14', 'KRT17', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'L3MBTL1', 'LAMA4', 'LEP', 'LGALS7B', 'LGALS7', 'LIF', 'LIG4', 'LIN28A', 'PIDD1', 'LRRK2', 'LYN', 'MAF1', 'MAF', 'MAGEA2', 'MAP1LC3B', 'MAP2K1', 'MAP2K3', 'MAP2K7', 'MAP3K1', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MAPK9', 'MAPKAPK5', 'MBD3', 'MCL1', 'MCM7', 'MDC1', 'MDH1', 'MDM2', 'MDM4', 'MEAF6', 'MECOM', 'MELK', 'MET', 'MGMT', 'MIF', 'MKI67', 'MKRN1', 'MLH1', 'KMT2D', 'KMT2C', 'MMP13', 'MMP1', 'MMP2', 'MMP9', 'MOV10', 'MRE11A', 'MSH2', 'MSH6', 'MSX1', 'MT1A', 'MT2A', 'MTA1', 'MTA2', 'MTA3', 'MTOR', 'MUC1', 'MUTYH', 'MYBBP1A', 'MYB', 'MYCN', 'MYC', 'MYOCD', 'KAT8', 'KAT6A', 'NANOG', 'NBN', 'NCL', 'NCOA3', 'NCOR1', 'NCOR2', 'NDN', 'NDRG1', 'NEDD8', 'NES', 'NEUROD1', 'NF1', 'NF2', 'NFE2L2', 'NFKB1', 'NFKB2', 'NFKBIA', 'NFKBIB', 'NFYA', 'NFYB', 'NFYC', 'NGFR', 'NKX2-1', 'NLK', 'NLRC4', 'NME1', 'NOC2L', 'NOS3', 'NOTCH1', 'NOTCH3', 'NOTCH4', 'NOX4', 'NPM1', 'NQO1', 'NR1I2', 'NR2E1', 'NR3C1', 'NR4A1', 'NR4A2', 'NRAS', 'NUAK1', 'NUMB', 'NUPR1', 'OGG1', 'OLIG2', 'OPN1SW', 'OSGIN1', 'OTUB1', 'OTUB2', 'OTUD5', 'PADI4', 'PALB2', 'PARK2', 'PARK7', 'PARP1', 'PATZ1', 'PAX2', 'PAX3', 'PAX8', 'PBK', 'PBRM1', 'PCBP4', 'PCNA', 'PDCD4', 'PDCD5', 'PDGFRA', 'PDGFRB', 'PDLIM7', 'PER2', 'PERP', 'PGR', 'PHB', 'PHC1', 'PHC2', 'PHC3', 'PHF20', 'PHGDH', 'PI3', 'PIAS1', 'PIAS2', 'PIAS4', 'PIK3CA', 'PIN1', 'PKM', 'PLAGL1', 'PLAU', 'PLK1', 'PLK2', 'PLK3', 'PLK4', 'PMAIP1', 'PML', 'PMS2', 'POLI', 'POLK', 'POU4F1', 'POU4F2', 'POU5F1', 'PPARGC1A', 'PPARG', 'PPIF', 'PPM1D', 'PPP1R13B', 'PPP1R13L', 'PPP1R15A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R4', 'PPP2R5C', 'PRDM1', 'PRDM2', 'PRDX1', 'PRELID1', 'PRIMA1', 'PRKAA1', 'PRKAA2', 'PRKAB1', 'PRKAB2', 'PRKAG1', 'PRKAG2', 'PRKAG3', 'PRKCA', 'PRKCD', 'PRKCZ', 'PRKD1', 'PRKDC', 'PRKG1', 'PRMT1', 'PRMT5', 'PROM1', 'PSEN1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTBP1', 'PTCH1', 'PTEN', 'PTGS2', 'PTK2', 'PTTG1', 'RABGGTA', 'RABGGTB', 'RAD17', 'RAD1', 'RAD50', 'RAD51', 'RAD9A', 'RAD9B', 'RASSF1', 'RB1CC1', 'RB1', 'RBBP4', 'RBBP6', 'RBBP7', 'RBBP8', 'RBL1', 'RBL2', 'RBM38', 'RBPJ', 'RCHY1', 'RCOR1', 'RECQL4', 'RELA', 'REM1', 'REST', 'RET', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RFFL', 'RFWD2', 'RING1', 'RMI1', 'DROSHA', 'RNF20', 'RNF2', 'RNF34', 'RNF43', 'ROCK1', 'RPA1', 'RPA2', 'RPA3', 'RPL11', 'RPL22', 'RPL26', 'RPL5', 'RPRM', 'RPS14', 'RPS19', 'RPS27A', 'RPS27L', 'RPS3', 'RPS6KB1', 'RQCD1', 'RRAD', 'RRM2B', 'RRM2', 'RUNX2', 'RUNX3', 'S100A2', 'S100A4', 'S100A6', 'S100B', 'SALL4', 'SCO2', 'SDHC', 'SENP1', 'SENP3', 'SERPINB5', 'SERPINE1', 'SESN1', 'SESN2', 'SESN3', 'SETD2', 'SETD7', 'SETD8', 'SETDB1', 'SFN', 'SRSF1', 'SGK1', 'SHFM1', 'SHH', 'SHISA5', 'SIK1', 'SIN3A', 'SIN3B', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT4', 'SIRT5', 'SIRT6', 'SIRT7', 'SIVA1', 'SKP2', 'SLC2A14', 'SLC2A1', 'SLC2A2', 'SLC2A3', 'SLC6A6', 'SLMO1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMARCD1', 'SMG1', 'SMG7', 'SMYD2', 'SNAI1', 'SNAI2', 'SOCS1', 'SOCS3', 'SOD2', 'SORT1', 'SOX2', 'SOX4', 'SP100', 'SP1', 'SP3', 'SP7', 'SPATA18', 'SPP1', 'SQSTM1', 'SRC', 'SREBF1', 'SREBF2', 'SSRP1', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'STEAP3', 'STK11', 'STMN1', 'STUB1', 'SUB1', 'SUMO1', 'SUMO2', 'SUMO3', 'SUMO4', 'SUPT16H', 'SUV39H1', 'SUZ12', 'SYK', 'SYP', 'TADA3', 'TAF10', 'TAF11', 'TAF12', 'TAF13', 'TAF15', 'TAF1L', 'TAF1', 'TAF2', 'TAF3', 'TAF4B', 'TAF4', 'TAF5', 'TAF6', 'TAF7L', 'TAF7', 'TAF9B', 'TBPL1', 'TBPL2', 'TBP', 'TCHP', 'TCP1', 'TDG', 'TERT', 'TET2', 'TFAM', 'TFAP2A', 'TFAP2C', 'TFDP1', 'TFF1', 'TGFB1', 'TGM2', 'THBS1', 'TIMP3', 'TLR3', 'TLR9', 'TMEM219', 'TNFAIP3', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF10C', 'TNFRSF10D', 'TNF', 'TNK2', 'TNKS1BP1', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOE1', 'TOP1', 'TOP2A', 'TOP3A', 'TOPBP1', 'TOPORS', 'TP53AIP1', 'TP53BP1', 'TP53BP2', 'TP53I3', 'TP53INP1', 'TP53RK', 'TP63', 'TP73', 'TPT1', 'TPX2', 'TRAF6', 'TRIAP1', 'TRIM24', 'TRIM28', 'TRIM29', 'TRIM32', 'TRIM59', 'TRIM8', 'TRRAP', 'TSC2', 'TTC5', 'TTK', 'TWIST1', 'TWIST2', 'TXN', 'TYMS', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2A', 'UBE2D1', 'UBE2E1', 'UBE2I', 'UBE2K', 'UBE2N', 'UBE2Q1', 'UBE2S', 'UBE3A', 'UBN1', 'UCHL1', 'UHRF1', 'USF1', 'USP10', 'USP15', 'USP24', 'USP3', 'USP42', 'USP7', 'UTP14A', 'VEGFA', 'VHL', 'VPRBP', 'VRK1', 'WDTC1', 'WEE1', 'WRN', 'WT1', 'WWOX', 'XAF1', 'XIAP', 'XPA', 'XPO1', 'XRCC1', 'XRCC5', 'XRCC6', 'YBX1', 'YWHAB', 'YWHAE', 'YWHAG', 'YWHAH', 'YWHAQ', 'YWHAZ', 'YY1', 'YY2', 'ZBTB33', 'ZBTB7A', 'ZEB1', 'ZEB2', 'ZKSCAN4', 'ZNF148', 'ZNF274', 'ZNF385A', 'ZNF420', 'ZNF668', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05546789854165435
		RMSE:  0.4652085657713222
		NRMSE:  0.11180210665016156
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04275496084346875
		RMSE:  0.4295356456720749
		NRMSE:  0.1544592202783541
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  2.2660305689523657e-15
		NRMSE:  5.445879761961947e-16
		MAPE:  6.578524001355412e-12
		Pearson Correlation:  0.36581100757556306
		Spearman Correlation:  0.35705297044190815
		Coefficient of Determination:  -0.9398769890947947
		RMSE:  0.5858617892954945
		NRMSE:  0.2106734471917345
		MAPE:  966.1527483152187

	Predictor:  ElasticNet
		Pearson Correlation:  0.44027133179599404
		Spearman Correlation:  0.4102592685389911
		Coefficient of Determination:  0.1504842486927036
		RMSE:  0.4173600791292189
		NRMSE:  0.10030283084095624
		MAPE:  558.4932458731847
		Pearson Correlation:  0.5129287044334645
		Spearman Correlation:  0.4664813188957175
		Coefficient of Determination:  0.19779249568213664
		RMSE:  0.3767484186358647
		NRMSE:  0.1354771543873799
		MAPE:  565.9239895055072

	Predictor:  RandomForests
		Pearson Correlation:  0.6578300600149463
		Spearman Correlation:  0.5691549846269923
		Coefficient of Determination:  0.37486668057814176
		RMSE:  0.3580234818259469
		NRMSE:  0.08604265364718744
		MAPE:  564.486580249894
		Pearson Correlation:  0.49991780325241103
		Spearman Correlation:  0.5225089443287664
		Coefficient of Determination:  0.24724954793540155
		RMSE:  0.36495018692417036
		NRMSE:  0.13123455964765737
		MAPE:  355.9936133058641

Protein:  CTNNB1
Protein Interaction Partners Count:  992
x_train_column_count:  984
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACAN', 'ACP1', 'ACTA1', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTN1', 'ACTN4', 'ACVR1B', 'ACVR1', 'ADAM10', 'ADCY7', 'ADIPOQ', 'AES', 'AFP', 'AHI1', 'AHR', 'AHSA1', 'AJAP1', 'AK9', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDH1A1', 'ALK', 'ALPL', 'AMHR2', 'AMH', 'ANXA5', 'AP1M1', 'APC2', 'APCS', 'APC', 'APH1A', 'APH1B', 'AQP1', 'ARHGAP10', 'ARHGAP21', 'ARHGAP32', 'ARHGEF4', 'ARID1A', 'ARID2', 'ARMC7', 'ARMC8', 'ARVCF', 'ARX', 'AR', 'ASCL1', 'ASF1A', 'ASH2L', 'ASIP', 'ATF4', 'ATM', 'AURKA', 'AXIN1', 'AXIN2', 'BAG3', 'BCAR1', 'BCL2L1', 'BCL3', 'BCL6', 'BCL9L', 'BCL9', 'BDNF', 'BGLAP', 'BIRC5', 'BMI1', 'BMP2', 'BMP4', 'BMP7', 'BMPR1A', 'BMPR1B', 'BNIP2', 'BRAF', 'BRCA1', 'BRCA2', 'BRMS1L', 'BTRC', 'HILPDA', 'AK8', 'CA2', 'CA9', 'CABLES1', 'CACYBP', 'CALM1', 'CALM3', 'CARM1', 'CASP3', 'CASP8', 'CASP9', 'CAV1', 'CBLL1', 'CBL', 'CBY1', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCNE1', 'CD24', 'CD34', 'CD40', 'CD44', 'CDC27', 'CDC42', 'CDC73', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH16', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH26', 'CDH2', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDHR5', 'CDK12', 'CDK1', 'CDK2', 'CDK4', 'CDK5R1', 'CDK5', 'CDK6', 'CDK8', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDON', 'CDX1', 'CDX2', 'CEBPA', 'CHD8', 'CHRD', 'CHUK', 'CITED1', 'CKAP5', 'CLCA1', 'CLDN3', 'CLDN5', 'COL1A1', 'COPS3', 'COPS5', 'COPS6', 'CREB1', 'CREBBP', 'CRKL', 'CRK', 'CRP', 'CRYAB', 'CSNK1A1L', 'CSNK1A1', 'CSNK1D', 'CSNK1E', 'CSNK2A3', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTBP1', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNAL1', 'CTNNBIP1', 'CTNND1', 'CTNND2', 'CTTN', 'CUL1', 'CUL4A', 'CUL4B', 'CXCR4', 'CXXC4', 'DAB2', 'DACT1', 'DACT2', 'DACT3', 'DCT', 'DCX', 'DDB1', 'DDX39A', 'DDX3X', 'DDX5', 'DHODH', 'DHX9', 'DKK1', 'DKK2', 'DKK3', 'DKK4', 'DLG1', 'DLG2', 'DLG4', 'DLG5', 'DLGAP1', 'DLL4', 'DLX1', 'DNM2', 'DNMT1', 'DPYD', 'DSC1', 'DSC2', 'DSC3', 'DSG1', 'DSG2', 'DSG3', 'DSG4', 'DSP', 'DUSP6', 'DVL1', 'DVL2', 'DVL3', 'E2F3', 'ECM1', 'EFNA1', 'EGFR', 'EGF', 'EGR1', 'ELAVL1', 'EMD', 'ENAH', 'EP300', 'EP400', 'EPCAM', 'EPHA2', 'EPHB2', 'EPHB3', 'ERBB2IP', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ETS1', 'ETV4', 'EXOC3', 'EXOC4', 'EYA4', 'EZH2', 'EZR', 'F2RL2', 'FAF1', 'AMER1', 'FANCA', 'FASLG', 'FAS', 'FAT1', 'FAT4', 'FBXW11', 'FBXW7', 'FERMT2', 'FER', 'FGF10', 'FGF13', 'FGF2', 'FGF3', 'FGF4', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FHL2', 'FLG', 'FLOT1', 'FLOT2', 'FLT1', 'FLT3', 'FMN1', 'FMR1', 'FN1', 'FOS', 'FOXA1', 'FOXA2', 'FOXC2', 'FOXG1', 'FOXL1', 'FOXL2', 'FOXM1', 'FOXN3', 'FOXO1', 'FOXO3', 'FOXO4', 'FOXP1', 'FRAT1', 'FRAT2', 'FRZB', 'FSCN1', 'FSTL1', 'FSTL3', 'FURIN', 'FUS', 'FXR1', 'FYN', 'FZD10', 'FZD1', 'FZD2', 'FZD3', 'FZD4', 'FZD5', 'FZD6', 'FZD7', 'FZD8', 'FZD9', 'GAPDH', 'GATA2', 'GATA4', 'GCG', 'GDF2', 'GDNF', 'GFRA1', 'GJA1', 'GLI1', 'GLI2', 'GLI3', 'GLIS2', 'GLUL', 'GNA11', 'GNA12', 'GNA13', 'GNAQ', 'GNAS', 'GPC3', 'GRIA2', 'GRIP1', 'GSK3A', 'GSK3B', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HAS2', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HDAC7', 'HERC5', 'HES7', 'HGF', 'HGS', 'HHEX', 'HIC1', 'HIF1A', 'HINT1', 'HIPK2', 'HIST1H1C', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2AC', 'HIST2H2BE', 'HIST3H3', 'HMGB1', 'HNF1A', 'HNF4A', 'HNRNPA1', 'HNRNPA2B1', 'HNRNPK', 'HNRNPM', 'HOXA10', 'HOXB4', 'HPGD', 'HRAS', 'HSP90AB1', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB3', 'HSPD1', 'HTRA1', 'HTT', 'HUWE1', 'IBSP', 'IDH1', 'IDH2', 'IFNB1', 'IFRD1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP4', 'IHH', 'IKBKB', 'IL6', 'CXCL8', 'ILK', 'INS', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'IRF3', 'ISG15', 'ISL1', 'ITGAE', 'ITGB1', 'ITGB7', 'ITK', 'ITPKB', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'AJUBA', 'JUN', 'JUP', 'KANK1', 'KAT2A', 'KAT2B', 'KAT5', 'KCNN1', 'KCTD1', 'KDM1A', 'KDR', 'KIF18B', 'KIF3A', 'KIF5B', 'KIFC3', 'KIT', 'KLF2', 'KLF4', 'KLF5', 'KRAS', 'KREMEN1', 'KRIT1', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'LATS2', 'LDB1', 'LDHB', 'LDLR', 'LEF1', 'LEO1', 'LGR4', 'LGR5', 'LGR6', 'LHCGR', 'LHX8', 'LIF', 'LIMA1', 'LMNA', 'LMNB1', 'LOX', 'LRP4', 'LRP5L', 'LRP5', 'LRP6', 'LRRFIP1', 'LRRK2', 'LZTFL1', 'MACF1', 'MAGI1', 'MAGI2', 'MAGI3', 'MAP1LC3B', 'MAP2K1', 'MAP2K2', 'MAP2K6', 'MAP2K7', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8IP1', 'MAPK8', 'MAPK9', 'MDFIC', 'MDFI', 'MDK', 'MDM2', 'MED12', 'MED1', 'MEF2A', 'MEF2C', 'MEF2D', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MGMT', 'MITF', 'MKI67', 'MLH1', 'KMT2D', 'MLLT10', 'MLLT11', 'MLLT4', 'MLLT6', 'KMT2A', 'MME', 'MMP13', 'MMP14', 'MMP15', 'MMP17', 'MMP25', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MRAP', 'MSH2', 'MSH6', 'MSN', 'MSX1', 'MSX2', 'MTDH', 'MTOR', 'MUC13', 'MUC1', 'MUTYH', 'MYCN', 'MYC', 'MYF5', 'MYO1D', 'MYO6', 'MYO7A', 'MYOD1', 'MYOG', 'NANOG', 'NCAM1', 'NCCRP1', 'NCOA2', 'NCSTN', 'NDP', 'NDRG2', 'NEDD9', 'NEK2', 'NES', 'NEURL2', 'NF1', 'NF2', 'NFAT5', 'NFKB1', 'NIT1', 'NKD1', 'NKX2-5', 'NLK', 'NME1', 'NOG', 'NONO', 'NOS3', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NPM1', 'NR0B1', 'NR4A1', 'NR4A2', 'NR5A1', 'NR5A2', 'NRAS', 'NRIP1', 'NTRK1', 'NTRK2', 'NTRK3', 'NUDT5', 'NUMB', 'NUP153', 'NUTF2', 'OTX2', 'PAK1', 'PAK2', 'PAK3', 'PANK4', 'PARD3', 'PARD6A', 'PARK2', 'PARP1', 'PAX3', 'PAX6', 'PAX7', 'PAX8', 'PDGFRA', 'PDGFRB', 'PECAM1', 'PGK1', 'PGR', 'PHB', 'JADE1', 'PI3', 'PICK1', 'PIK3CA', 'PIK3R1', 'PIK3R2', 'PIN1', 'PIP5K1A', 'PIP5K1C', 'PITX2', 'PKD1', 'PKM', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PLAG1', 'PLEKHA7', 'PLK1', 'PML', 'PMS2', 'POLE', 'PORCN', 'POTEF', 'POU5F1', 'PPARD', 'PPARG', 'PPM1A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R2B', 'PPP2R5A', 'PPP2R5B', 'PPP2R5C', 'PPP2R5D', 'PPP2R5E', 'PRKACA', 'PRKACB', 'PRKACG', 'PRKAR1A', 'PRKCA', 'PRKCG', 'PRKCI', 'PRKCZ', 'PRKD1', 'PRL', 'PRMT1', 'PROC', 'PROM1', 'PROP1', 'PSEN1', 'PSEN2', 'PSENEN', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTEN', 'PTGES3', 'PTGS2', 'PTH1R', 'PTH', 'PTK2', 'PTK7', 'PTMA', 'PTN', 'PTPN11', 'PTPN13', 'PTPN1', 'PTPN6', 'PTPRB', 'PTPRC', 'PTPRF', 'PTPRG', 'PTPRJ', 'PTPRK', 'PTPRM', 'PTPRU', 'PTPRZ1', 'PVRL1', 'PVRL2', 'PXN', 'PYGO1', 'PYGO2', 'RAB5A', 'RAB7A', 'RAB8B', 'RAC1', 'RAC2', 'RALGDS', 'RANBP3', 'RAP1A', 'RAP1B', 'RAPGEF1', 'RAPGEF2', 'RAPGEF6', 'RAPSN', 'RARA', 'RARB', 'RARG', 'RARS', 'RASSF1', 'RB1CC1', 'RB1', 'RBBP5', 'RBMX', 'RBPJ', 'RBX1', 'RELA', 'REM1', 'RET', 'RHOA', 'RIPK2', 'RNF220', 'RNF43', 'ROBO1', 'ROCK1', 'ROCK2', 'ROR2', 'RPRD1A', 'RPS27A', 'RPSA', 'RSPO1', 'RSPO2', 'RSPO3', 'RSPO4', 'RUNX2', 'RUNX3', 'RUVBL1', 'RUVBL2', 'RXRA', 'RYK', 'S100A4', 'S100A6', 'SALL1', 'SALL4', 'SATB1', 'SCRIB', 'SDHC', 'SERPINE1', 'SETD2', 'SETD7', 'SFN', 'SFRP1', 'SFRP2', 'SFRP4', 'SFRP5', 'SHFM1', 'SHH', 'SIAH1', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT6', 'SKP1', 'SLC6A3', 'SLC9A3R1', 'SLCO1B3', 'SLCO2A1', 'SLIT1', 'SLK', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD5', 'SMAD7', 'SMAD9', 'SMARCA2', 'SMARCA4', 'SMARCA5', 'SMARCB1', 'SMO', 'SMURF1', 'SMYD2', 'SNAI1', 'SNAI2', 'SNX1', 'SOST', 'SOX10', 'SOX13', 'SOX17', 'SOX1', 'SOX2', 'SOX3', 'SOX4', 'SOX6', 'SOX7', 'SOX8', 'SOX9', 'SP1', 'SP7', 'SPAG9', 'SPATA13', 'SPEN', 'SPN', 'SPP1', 'SRC', 'STAT3', 'STK11', 'STRAP', 'STX4', 'SUFU', 'SUV39H1', 'SYP', 'TADA3', 'TAX1BP3', 'TAZ', 'TBL1XR1', 'TBL1X', 'TBX5', 'TBX6', 'TCF12', 'TCF3', 'TCF4', 'TCF7L1', 'TCF7L2', 'TCF7', 'TERT', 'TFAP2A', 'TFCP2', 'TFF1', 'TFF2', 'TFF3', 'TGFB1', 'TGFB2', 'TGFB3', 'TGFBR1', 'TGFBR2', 'TGM2', 'TJP1', 'TJP2', 'TLE1', 'TLE2', 'TLE3', 'TLE4', 'TNFRSF11B', 'TNFSF11', 'TNF', 'TNIK', 'TNKS2', 'TNKS', 'TNS1', 'TOB1', 'TOP2A', 'TP53', 'TRAF4', 'TRIM33', 'TRIM37', 'TRIP10', 'TRRAP', 'TSC2', 'TUBA1A', 'TWIST1', 'TYMS', 'T', 'UBA52', 'UBB', 'UBC', 'UBE2B', 'UBE2R2', 'UBE3A', 'UBR5', 'UCHL1', 'UMPS', 'UPRT', 'USP4', 'USP7', 'USP9X', 'VANGL1', 'VANGL2', 'VASP', 'VAV1', 'VAV2', 'VAV3', 'VCAM1', 'VCL', 'VDR', 'VEGFA', 'VHL', 'VIM', 'WDR64', 'WDTC1', 'WHSC1', 'WIF1', 'WISP1', 'WLS', 'WNT10A', 'WNT10B', 'WNT11', 'WNT16', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8A', 'WNT8B', 'WNT9A', 'WNT9B', 'WT1', 'WWTR1', 'XPO1', 'YAP1', 'YARS', 'YEATS4', 'YES1', 'YWHAB', 'YWHAE', 'YWHAG', 'YWHAH', 'YWHAQ', 'YWHAZ', 'ZAP70', 'ZAR1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZIC3', 'ZNRF3', 'ZYX', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.41897644861846284
		RMSE:  0.8782004120680554
		NRMSE:  0.17699587078381512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5843844136424388
		RMSE:  0.9452480588674593
		NRMSE:  0.23451795238114906
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  3.1301046805268207e-15
		NRMSE:  6.308532721701878e-16
		MAPE:  5.050551125217453e-12
		Pearson Correlation:  0.27006838310468323
		Spearman Correlation:  0.3127987513413326
		Coefficient of Determination:  -1.7060924753746218
		RMSE:  1.2353409282382286
		NRMSE:  0.3064905791292187
		MAPE:  757.9503537441678

	Predictor:  ElasticNet
		Pearson Correlation:  0.5410205877759615
		Spearman Correlation:  0.5240265333686468
		Coefficient of Determination:  0.15024133595335754
		RMSE:  0.6796007406836034
		NRMSE:  0.1369693332292568
		MAPE:  680.1914540686062
		Pearson Correlation:  0.48350051208617106
		Spearman Correlation:  0.4458930836015999
		Coefficient of Determination:  0.12281253316255836
		RMSE:  0.7033341784741801
		NRMSE:  0.1744986300982931
		MAPE:  306.83419027378693

	Predictor:  RandomForests
		Pearson Correlation:  0.6841986264785491
		Spearman Correlation:  0.6820702465624745
		Coefficient of Determination:  0.45392154713139776
		RMSE:  0.544795564573407
		NRMSE:  0.1098001823111851
		MAPE:  366.845194298559
		Pearson Correlation:  0.5488929367708912
		Spearman Correlation:  0.48712320749195204
		Coefficient of Determination:  0.29198761781243854
		RMSE:  0.6318819358306932
		NRMSE:  0.156771184397036
		MAPE:  224.60700344906942

Protein:  CCNE1
Protein Interaction Partners Count:  350
x_train_column_count:  347
x_train columns:  ['ABL1', 'AKT1', 'AKT2', 'AKT3', 'ALDH18A1', 'ANAPC10', 'ANAPC13', 'ANAPC1', 'ANAPC2', 'ANAPC4', 'ANAPC5', 'ANAPC7', 'ANXA5', 'ARID1A', 'AR', 'ATM', 'AURKA', 'AURKB', 'BARD1', 'BCL2L1', 'BIRC5', 'BRCA1', 'BRCA2', 'BTG2', 'BTRC', 'BUB1B', 'BUB1', 'BUB3', 'RGCC', 'MLIP', 'CABLES1', 'CALM1', 'CAPRIN1', 'CASP3', 'CASP9', 'CBX7', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCNC', 'CCND1', 'CCND2', 'CCND3', 'CCNE2', 'CCNF', 'CCNG1', 'CCNH', 'CCNK', 'CCNL2', 'CCNT1', 'CCNT2', 'CCNY', 'CCT2', 'CCT3', 'CCT4', 'CCT5', 'CCT6A', 'CCT6B', 'CCT7', 'CCT8', 'CDC16', 'CDC20', 'CDC23', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC26', 'CDC27', 'CDC45', 'CDC6', 'CDC7', 'CDCA2', 'CDCA5', 'CDCA8', 'CDH1', 'CDK12', 'CDK13', 'CDK14', 'CDK15', 'CDK16', 'CDK17', 'CDK18', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK5', 'CDK6', 'CDK7', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDT1', 'CENPA', 'CENPE', 'CHAF1A', 'CHD1L', 'CHEK1', 'CHEK2', 'CINP', 'CKS1B', 'CKS2', 'COPS5', 'CREBBP', 'CSK', 'CTNNB1', 'CUL1', 'CUL3', 'CUL4B', 'DBF4B', 'DBF4', 'DGCR8', 'DICER1', 'DTL', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'EBNA1BP2', 'ECT2', 'EGFR', 'EGF', 'ELAVL1', 'ELSPBP1', 'EP400', 'ERBB2', 'ERBB3', 'ERBB4', 'ESPL1', 'ESR1', 'EXO1', 'EZH2', 'FAM58A', 'FAM83H', 'FBXO5', 'FBXW7', 'FEN1', 'FGFR1', 'FGFR2', 'FGFR3', 'FOXM1', 'FZR1', 'GAPDH', 'GLI1', 'GMNN', 'GSK3B', 'H1F0', 'HDAC1', 'HEATR3', 'HERC5', 'HIST1H1A', 'HIST1H1B', 'HIST1H4A', 'HRAS', 'IFNAR1', 'IGF1R', 'IGF1', 'ITPKB', 'JUN', 'KIF11', 'KIF20A', 'KIF23', 'KIF2C', 'KPNA2', 'KRAS', 'LATS2', 'LIN37', 'LIN52', 'LIN54', 'LIN9', 'GMNC', 'MAD2L1', 'MAPK3', 'MATK', 'MAX', 'MCL1', 'MCM10', 'MCM2', 'MCM3', 'MCM4', 'MCM5', 'MCM6', 'MCM7', 'MCM8', 'MDM2', 'MEGF11', 'MELK', 'MKI67', 'KMT2D', 'KMT2B', 'MNAT1', 'MRE11A', 'MTOR', 'MYBL2', 'MYC', 'NBN', 'NF1', 'NFYB', 'NMI', 'NOTCH1', 'NOTCH3', 'NPAT', 'NRAS', 'ORC1', 'ORC2', 'ORC3', 'ORC4', 'ORC5', 'ORC6', 'PARK2', 'PARP1', 'PCBP4', 'PCNA', 'PIK3CA', 'PIK3R1', 'PKMYT1', 'PLK1', 'PLK4', 'POLA1', 'POLD1', 'PPP1R1C', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R4', 'PRC1', 'PRKAR1A', 'PRKAR2A', 'PRMT5', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMB10', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSMF1', 'PTEN', 'PTGDR', 'PTK6', 'PTTG1', 'RAD51', 'RAD54L', 'RB1', 'RBBP4', 'RBL1', 'RBL2', 'RBX1', 'REL', 'REM1', 'RHOA', 'RHOBTB3', 'RINT1', 'RNASE1', 'RPRD1A', 'RPS27A', 'RRM1', 'RRM2', 'RRN3', 'RSF1', 'SHFM1', 'SKP1', 'SKP2', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'ST8SIA1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STK3', 'STK4', 'TARBP1', 'TCP1', 'TERF1', 'TERT', 'TFDP1', 'TK1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TP73', 'TPX2', 'TTK', 'TUBG1', 'TYMS', 'UBA52', 'UBB', 'UBC', 'UBE2C', 'UBE2QL1', 'UBE2S', 'UHRF2', 'WEE1', 'WEE2', 'XIAP', 'YAP1', 'ZNF217', 'ZNF33A', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.7135069779129597
		RMSE:  0.7967382438332794
		NRMSE:  0.19227700939577658
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.179220592822603
		RMSE:  0.7927883268238614
		NRMSE:  0.2823823069719898
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.48367116033059243
		NRMSE:  0.11672446372338549
		MAPE:  119.9663870203584
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008650225247206267
		RMSE:  0.5393577763958428
		NRMSE:  0.19211318838676503
		MAPE:  85.21064296831354

	Predictor:  LinearRegression
		Pearson Correlation:  0.9600859906029509
		Spearman Correlation:  0.8662267544166397
		Coefficient of Determination:  0.9217651093520491
		RMSE:  0.13528524503270578
		NRMSE:  0.03264841688170132
		MAPE:  30.40559507270769
		Pearson Correlation:  0.4255931918984427
		Spearman Correlation:  0.324212271973466
		Coefficient of Determination:  -1.0744584893826357
		RMSE:  0.7734976956786467
		NRMSE:  0.2755112005979151
		MAPE:  96.35319060126271

	Predictor:  ElasticNet
		Pearson Correlation:  0.6515032788007329
		Spearman Correlation:  0.5961934500590594
		Coefficient of Determination:  0.3396660402060936
		RMSE:  0.3930357084261414
		NRMSE:  0.09485139088885329
		MAPE:  84.53223065620593
		Pearson Correlation:  0.7215858978618659
		Spearman Correlation:  0.566491074041557
		Coefficient of Determination:  0.36581630296943346
		RMSE:  0.42767531754003474
		NRMSE:  0.15233314961354755
		MAPE:  63.59809459232877

	Predictor:  RandomForests
		Pearson Correlation:  0.8596874273082401
		Spearman Correlation:  0.7210960464713698
		Coefficient of Determination:  0.7320514696254783
		RMSE:  0.2503663064140619
		NRMSE:  0.060420953836923974
		MAPE:  54.40166636566519
		Pearson Correlation:  0.845046857639206
		Spearman Correlation:  0.7078185738575904
		Coefficient of Determination:  0.7100918169730611
		RMSE:  0.28915911496185553
		NRMSE:  0.10299523239959235
		MAPE:  44.09579052171135

Protein:  CCND1
Protein Interaction Partners Count:  857
x_train_column_count:  849
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTL6B', 'AFP', 'AHR', 'AKAP12', 'AKAP8', 'AKR1B10', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDOA', 'ALK', 'ANO1', 'ANXA5', 'APAF1', 'APC', 'APEX1', 'AREG', 'ARHGEF2', 'ARID1A', 'ARID1B', 'ARID2', 'ARID4A', 'AR', 'ASIP', 'ATF2', 'ATF3', 'ATF4', 'ATM', 'ATXN1', 'AURKA', 'AURKB', 'AXIN1', 'AXIN2', 'B2M', 'BANP', 'BARX2', 'BAX', 'BCAR1', 'BCAR3', 'BCCIP', 'BCL2A1', 'BCL2L11', 'BCL2L1', 'BCL2L2', 'BCL2', 'BCL3', 'BCL6', 'BCL9', 'BECN1', 'BGLAP', 'BHLHE40', 'BIRC2', 'BIRC3', 'BIRC5', 'BMI1', 'BMP4', 'BMP6', 'BRAF', 'BRCA1', 'BRCA2', 'BRD2', 'BRD4', 'BTC', 'BTG2', 'BTRC', 'RGCC', 'COPRS', 'CA9', 'CARD11', 'CARM1', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBFB', 'CCDC62', 'CCL2', 'CCL5', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNC', 'CCND2', 'CCND3', 'CCNDBP1', 'CCNE1', 'CCNE2', 'CCNG2', 'CCNH', 'CCNK', 'CCNL1', 'CCNL2', 'CCNT1', 'CCNT2', 'CCNY', 'CD19', 'CD22', 'CD24', 'CD34', 'CD38', 'CD44', 'CD5', 'CD79A', 'CDC20', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC27', 'CDC42', 'CDC6', 'CDC73', 'CDCA7L', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDK12', 'CDK13', 'CDK14', 'CDK16', 'CDK17', 'CDK18', 'CDK1', 'CDK20', 'CDK2', 'CDK3', 'CDK4', 'CDK5', 'CDK6', 'CDK7', 'CDK8', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDT1', 'CDX2', 'CENPE', 'CEP57', 'CFLAR', 'CHEK1', 'CHEK2', 'CHKA', 'CHUK', 'CKS1B', 'CKS2', 'CLCN3', 'COL1A1', 'CR2', 'CREB1', 'CREBBP', 'CRKL', 'CRYAB', 'CSF2', 'CTBP1', 'CTGF', 'CTNNB1', 'CTNND1', 'CTTN', 'CUL1', 'CUL3', 'CUL7', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP19A1', 'CYR61', 'DACH1', 'DAXX', 'DDIT3', 'DDX53', 'DECR1', 'DHFR', 'DICER1', 'DKK1', 'DKK3', 'DLL1', 'DMTF1', 'DND1', 'DNMT1', 'DNMT3A', 'DNTT', 'DVL1', 'DVL2', 'DYRK1A', 'DYRK1B', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EDN1', 'EEF1A1', 'EGFR', 'EGF', 'EGLN2', 'EGR1', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF3I', 'EIF4A1', 'EIF4A2', 'EIF4EBP1', 'EIF4E', 'EIF4G1', 'ELAVL1', 'ELSPBP1', 'EP300', 'EPCAM', 'EPHA2', 'EPHA7', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ETS1', 'ETV4', 'EWSR1', 'EYA1', 'EZH2', 'FABP4', 'FADD', 'FAM58A', 'FAM83H', 'FASLG', 'FAT1', 'FBXO31', 'FBXO4', 'FBXW7', 'FBXW8', 'FGF13', 'FGF19', 'FGF2', 'FGF3', 'FGF4', 'FGF7', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FGFR4', 'FHIT', 'FHL2', 'FIGF', 'FLCN', 'FLNA', 'FLT1', 'FLT3', 'FN1', 'FOSL1', 'FOS', 'FOXA1', 'FOXC1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FRZB', 'FSTL3', 'FZD1', 'FZD2', 'FZD7', 'FZD9', 'FZR1', 'GADD45A', 'GAL', 'GAPDH', 'GAST', 'GATA3', 'GATA4', 'GDF15', 'GDF2', 'GGNBP2', 'GGT1', 'GIT1', 'GJA1', 'GJB1', 'GLI1', 'GLI2', 'GLI3', 'GLTSCR2', 'GNB2L1', 'GPER1', 'GRB2', 'GREB1', 'GRM4', 'GRP', 'GSK3B', 'H1F0', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HBEGF', 'HBZ', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC4', 'HEXIM1', 'HEY1', 'HGF', 'HIF1A', 'HIST1H2AA', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AH', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST1H4A', 'HIST1H4B', 'HIST1H4C', 'HIST1H4D', 'HIST1H4E', 'HIST1H4F', 'HIST1H4H', 'HIST1H4I', 'HIST1H4J', 'HIST1H4K', 'HIST1H4L', 'HIST2H2AC', 'HIST2H2BE', 'HIST2H4A', 'HIST4H4', 'HMGA2', 'HMOX1', 'HNF1A', 'HNF4A', 'HNRNPD', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB8', 'ICAM1', 'ID1', 'ID2', 'IFNAR1', 'IFNB1', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP3', 'IGFBP5', 'IHH', 'IKBKB', 'IL10', 'IL17A', 'IL2', 'IL4', 'IL6', 'IL7', 'CXCL8', 'ILK', 'INSM1', 'INS', 'IRF1', 'IRS1', 'ISG15', 'ITGB1', 'ITPKB', 'ITPKC', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JARID2', 'JUNB', 'JUND', 'JUN', 'KAT2A', 'KAT2B', 'KDM1A', 'KDM5B', 'KDR', 'KHDRBS1', 'KIF18B', 'KIN', 'KITLG', 'KIT', 'KLF13', 'KLF4', 'KLF5', 'KLF6', 'KLK3', 'KRAS', 'KRT10', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'LDB3', 'LEF1', 'LEP', 'LGALS3', 'LGR5', 'LIMK2', 'LIMS1', 'LIN28B', 'LMNA', 'LMNB1', 'LOX', 'LRP5', 'LRP6', 'LYN', 'MAFB', 'MAF', 'MAML1', 'MAML2', 'MAML3', 'MAMLD1', 'MAP2K1', 'MAP2K2', 'MAP2K4', 'MAP2K7', 'MAP3K5', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MAPK9', 'MCL1', 'MCM10', 'MCM2', 'MCM3', 'MCM5', 'MCM6', 'MCM7', 'MCM8', 'MDK', 'MDM2', 'MDM4', 'MEN1', 'MET', 'MGMT', 'MITF', 'MKI67', 'MLH1', 'MLXIPL', 'MME', 'MMP11', 'MMP14', 'MMP15', 'MMP1', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MNAT1', 'MOV10', 'MSH2', 'MST1', 'MTOR', 'MUC1', 'MYBL2', 'MYB', 'MYCN', 'MYC', 'MYEOV', 'MYF5', 'MYOD1', 'MYOG', 'NACA2', 'NADSYN1', 'NANOG', 'NCAM1', 'NCOA1', 'NCOA3', 'NCOR1', 'NES', 'NEUROD1', 'NF1', 'NF2', 'NFKB1', 'NFKB2', 'NFKBIA', 'NGF', 'NKX2-1', 'NME1-NME2', 'NME1', 'NME2', 'NMI', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTCH4', 'NPM1', 'NQO1', 'NR0B2', 'NR1H3', 'NR2E1', 'NR3C1', 'NR4A3', 'NRAS', 'NRF1', 'NUDT21', 'ODC1', 'ORAI1', 'ORAOV1', 'ORC4', 'PAK1', 'PAK4', 'PARK2', 'PARP1', 'PAX2', 'PAX5', 'PAX6', 'PBRM1', 'PBX3', 'PCNA', 'PDCD4', 'PDGFRA', 'PDGFRB', 'PDZK1', 'PECAM1', 'PELP1', 'PGR', 'PI3', 'PI4K2A', 'PIK3CA', 'PIK3R1', 'PKLR', 'PKM', 'PLAUR', 'PLAU', 'PLK1', 'PMAIP1', 'POLR2A', 'POTEF', 'POU2F1', 'POU5F1', 'PPARG', 'PPP2R4', 'PRDM5', 'PRKACA', 'PRL', 'PRMT5', 'PRNP', 'PROM1', 'PSAT1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTCHD3', 'PTEN', 'PTF1A', 'PTGS2', 'PTHLH', 'PTH', 'PTK2', 'PTK6', 'PTPN11', 'PTPRCAP', 'PTPRC', 'PXN', 'RAD51', 'RAF1', 'RALA', 'RASSF1', 'RB1', 'RBL1', 'RBL2', 'RBPJ', 'RBX1', 'RCC1', 'RELA', 'RELB', 'REL', 'REM1', 'RET', 'RHEB', 'RHOA', 'RHOC', 'RICTOR', 'RNASE1', 'DROSHA', 'RND3', 'RNMT', 'ROCK1', 'RPRD1B', 'RPS27A', 'RPS6KA1', 'RPS6KA2', 'RPS6KA3', 'RPS6KA6', 'RPS6KB1', 'RPS6', 'RPTOR', 'RREB1', 'RSF1', 'RUNX1', 'RUNX2', 'RUNX3', 'SDC1', 'SDHC', 'SENP1', 'SERPINE1', 'SFRP1', 'SFRP2', 'SFRP4', 'SFRP5', 'SHC1', 'SHFM1', 'SHH', 'SIRT1', 'SIX1', 'SIX3', 'SKP1', 'SKP2', 'SLC25A16', 'SLC25A6', 'SLC2A1', 'SLC35B2', 'SLC39A4', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'SMARCC1', 'SMARCC2', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'SMARCE1', 'SMO', 'SNAI1', 'SNAI2', 'SNCA', 'SNIP1', 'SNW1', 'SNX33', 'SOCS3', 'SOX11', 'SOX17', 'SOX2', 'SOX4', 'SOX6', 'SOX9', 'SP1', 'SPN', 'SPP1', 'SPRY1', 'SRC', 'SREBF1', 'STAT1', 'STAT3', 'STAT4', 'STAT5A', 'STAT5B', 'STAT6', 'STC2', 'STIM1', 'STK11', 'STK24', 'STMN1', 'SUFU', 'SULF2', 'SUV39H1', 'TAF1', 'TBP', 'TBX2', 'TCEAL7', 'TCF4', 'TCF7L2', 'TCF7', 'TERT', 'TET3', 'TFDP1', 'TFF1', 'TGFA', 'TGFB1', 'TGFBR2', 'THBS1', 'THRA', 'THRB', 'TIMP1', 'TIMP2', 'TIMP3', 'TJP1', 'TJP2', 'TJP3', 'TLE1', 'TLR9', 'TM4SF1', 'TMPRSS4', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF13C', 'TNFRSF8', 'TNFSF11', 'TNF', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOP2A', 'TP53', 'TP63', 'TP73', 'TRPV2', 'TSC22D3', 'TSC2', 'TWIST1', 'TXN', 'TYMS', 'UBA52', 'UBA7', 'UBB', 'UBC', 'UBE2C', 'UBTF', 'URGCP', 'USP18', 'USP2', 'USP9X', 'VCL', 'VDR', 'VEGFA', 'VEGFC', 'VIP', 'VRK1', 'WDR77', 'WDTC1', 'WEE1', 'WHSC1', 'WIF1', 'WISP1', 'WNT10A', 'WNT10B', 'WNT11', 'WNT16', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8B', 'WNT9A', 'WNT9B', 'WT1', 'XBP1', 'XIAP', 'XPO1', 'YAP1', 'YBX1', 'YY1', 'ZBTB17', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.46307157054532877
		RMSE:  0.2889602070536637
		NRMSE:  0.17371452011738692
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5143850316766378
		RMSE:  0.2891269997261264
		NRMSE:  0.20591917819933792
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.079240857533481e-15
		NRMSE:  6.48808393270179e-16
		MAPE:  2.7446031913308467e-12
		Pearson Correlation:  0.09103142808364666
		Spearman Correlation:  0.12131011608623551
		Coefficient of Determination:  -2.294251128768497
		RMSE:  0.4264310768504004
		NRMSE:  0.3037085328830269
		MAPE:  1737.3974095397457

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  RandomForests
		Pearson Correlation:  0.5704725542385461
		Spearman Correlation:  0.5547056754820439
		Coefficient of Determination:  0.26297215871093493
		RMSE:  0.20509128252867684
		NRMSE:  0.12329494807605827
		MAPE:  325.7250287173021
		Pearson Correlation:  0.49912157464398055
		Spearman Correlation:  0.46262315871622284
		Coefficient of Determination:  0.22531475351959973
		RMSE:  0.20679171639625385
		NRMSE:  0.1472791553161172
		MAPE:  1074.6486839065683

Protein:  ERBB2
Protein Interaction Partners Count:  663
x_train_column_count:  657
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACPP', 'ACTA2', 'ACTB', 'ACTG1', 'ADAM10', 'ADAM17', 'ADRB2', 'AFP', 'AGRN', 'AKT1S1', 'AKT1', 'AKT2', 'ALB', 'ALDH1A1', 'ALK', 'ANGPT1', 'ANGPT2', 'ANGPT4', 'ANO1', 'ANXA2', 'ANXA5', 'AP2B1', 'APP', 'AREG', 'ARHGEF11', 'ARHGEF12', 'ARID1A', 'ARL6IP5', 'AR', 'ATM', 'ATP2B2', 'AURKB', 'AXIN1', 'BAG1', 'BARD1', 'BCAR1', 'BCAR3', 'BCAS1', 'BCL2L11', 'BCL2L1', 'BDNF', 'BECN1', 'BEST1', 'BIRC5', 'BLNK', 'BMI1', 'BMP2', 'BMP4', 'BRCA1', 'BRCA2', 'BSG', 'BTC', 'MIEN1', 'CA9', 'CALU', 'CARTPT', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CAV1', 'CBLB', 'CBLC', 'CBL', 'CCL27', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CD19', 'CD22', 'CD247', 'CD24', 'CD274', 'CD28', 'CD33', 'CD34', 'CD44', 'CD46', 'CD52', 'CD68', 'CD6', 'CD80', 'CD82', 'CDC37', 'CDC42', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDK4', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CDX2', 'CEACAM5', 'CEP70', 'CHEK2', 'CHGA', 'CHKA', 'CHKB', 'CISH', 'CLDN3', 'CLDN4', 'CLDN7', 'CLTC', 'CNN1', 'COPS5', 'CPNE3', 'CREB1', 'CRKL', 'CRK', 'YBX3', 'CSF1', 'CSF2', 'CSF3', 'CSK', 'CSPG4', 'CTAG1B', 'CTLA4', 'CTNNB1', 'CTNND1', 'CTSB', 'CTSD', 'CTTN', 'CUL5', 'CXCL12', 'CXCR1', 'CXCR4', 'CYCS', 'CYP19A1', 'CYTIP', 'DCN', 'DDX41', 'DDX53', 'DHH', 'DIAPH1', 'DICER1', 'DLG4', 'DMTF1', 'DNAJA3', 'DNM2', 'DNMT1', 'DOCK1', 'DOCK7', 'DUSP6', 'E2F1', 'E2F3', 'EEA1', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EFNB1', 'EGFR', 'EGF', 'EIF3A', 'EIF4EBP1', 'EIF4E', 'ELAVL1', 'ELF3', 'EML4', 'ENO2', 'EP300', 'EPCAM', 'EPGN', 'EPHA2', 'EPS15', 'EPX', 'ERAL1', 'ERBB2IP', 'ERBB3', 'ERBB4', 'ERCC1', 'EREG', 'ERRFI1', 'ESCO1', 'ESR1', 'ESR2', 'ESRRB', 'ETS1', 'ETS2', 'ETV4', 'ETV6', 'EZH2', 'EZR', 'FASLG', 'FASN', 'FBXW7', 'FCGR1A', 'FCGR1B', 'FCGRT', 'FGF10', 'FGF13', 'FGF16', 'FGF17', 'FGF18', 'FGF19', 'FGF1', 'FGF20', 'FGF21', 'FGF22', 'FGF23', 'FGF2', 'FGF3', 'FGF4', 'FGF5', 'FGF6', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FGFR4', 'FHIT', 'FIGF', 'FLT1', 'FLT3LG', 'FN1', 'FOLH1', 'FOLR1', 'FOS', 'FOXA1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXP3', 'FREM2', 'FSIP1', 'FYN', 'GAB1', 'GABPB1', 'GAPDH', 'GATA3', 'GATA4', 'GDF2', 'GLI1', 'GLI2', 'GLS', 'GNA11', 'GNAQ', 'GNAS', 'GNRH1', 'GPER1', 'GRAP2', 'GRB2', 'GRB7', 'GSTP1', 'GZMB', 'H2AFX', 'H2AFY', 'HBEGF', 'HDAC1', 'HDAC6', 'HEATR6', 'HGF', 'HIF1A', 'HK1', 'HLA-A', 'HMGA2', 'HNF4A', 'HOXB7', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSP90B1', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB3', 'HSPG2', 'ICAM1', 'ID1', 'IDH1', 'IDH2', 'IFNG', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IHH', 'IL10', 'IL2', 'IL4', 'IL6R', 'IL6ST', 'IL6', 'CXCL8', 'ILK', 'INPP4B', 'INS', 'IQGAP1', 'IQSEC1', 'IRS1', 'ITGA5', 'ITGA6', 'ITGAV', 'ITGB1', 'ITGB3', 'ITGB4', 'ITPKB', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JUN', 'JUP', 'KDR', 'KITLG', 'KLK3', 'KLRK1', 'KRAS', 'KRT14', 'KRT17', 'KRT18', 'KRT19', 'KRT20', 'KRT4', 'KRT5', 'KRT7', 'KRT8', 'L1CAM', 'LAMP1', 'LCN2', 'LDHA', 'LEP', 'LIN28A', 'LIN7A', 'LIN7B', 'LIN7C', 'LINGO1', 'LOX', 'LRIG1', 'LRPPRC', 'MAGEA1', 'MAGEA3', 'MAGED4B', 'MAGED4', 'MAP2K1', 'MAPK1', 'MAPK3', 'MAPK8', 'MATK', 'MCL1', 'MDK', 'MDM2', 'MEMO1', 'MET', 'MGMT', 'MKI67', 'MLANA', 'MLH1', 'KMT2C', 'MME', 'MMP11', 'MMP14', 'MMP16', 'MMP1', 'MMP2', 'MMP7', 'MMP9', 'MPP1', 'MRAP', 'MRAS', 'MSH2', 'MSH6', 'MSLN', 'MTA1', 'MTOR', 'MUC13', 'MUC16', 'MUC1', 'MUC4', 'MUC6', 'MUCL1', 'MYBL2', 'MYCN', 'MYC', 'NANOG', 'NCAM1', 'NCL', 'NCOA1', 'NCOA3', 'NCOR1', 'NDRG1', 'NF1', 'NF2', 'NFE2L2', 'NGF', 'NISCH', 'NKX2-1', 'NME1', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTCH4', 'NPM1', 'NR1H4', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'NRP1', 'NTF3', 'NTF4', 'OPCML', 'OSMR', 'PA2G4', 'PADI2', 'PAK1', 'PALB2', 'PAQR3', 'PARP1', 'PAX2', 'PCSK9', 'PDCD1LG2', 'PDCD1', 'PDCD4', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PDGFRA', 'PDPN', 'PECAM1', 'PELP1', 'PEPD', 'PFKFB3', 'PGAP3', 'PGF', 'PGR', 'PI3', 'PIK3C2A', 'PIK3C2B', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3CG', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIN1', 'PIP', 'PLAUR', 'PLAU', 'PLCG1', 'PLCG2', 'PLEK', 'PLG', 'PLXNB1', 'POLI', 'POTEF', 'POU5F1', 'PPARG', 'PPP3CA', 'PRDM10', 'PRF1', 'PRKACA', 'PRL', 'PROM1', 'PSCA', 'PTCH1', 'PTEN', 'PTGS2', 'PTK2B', 'PTK2', 'PTK6', 'PTPN11', 'PTPN12', 'PTPN18', 'PTPN1', 'PTPRC', 'PTPRO', 'PTPRU', 'PTS', 'PXN', 'RAB25', 'RAD51', 'RAF1', 'RANBP2', 'RARA', 'RASA1', 'RASA2', 'RASSF1', 'RB1', 'RBPJ', 'RDX', 'RECK', 'REM1', 'REN', 'RET', 'RHEB', 'RHOA', 'RHOB', 'RHOC', 'RICTOR', 'RND1', 'RNF41', 'ROCK1', 'ROCK2', 'ROS1', 'RPS27A', 'RPS6', 'RPTOR', 'RRAS2', 'RRAS', 'S100A14', 'SCGB2A2', 'SCUBE2', 'SDC1', 'SDHC', 'SEMA3D', 'SEMA4D', 'SERPINB5', 'SERPINE1', 'SFRP1', 'PEAK1', 'SH3BGRL3', 'SH3BGRL', 'SH3TC2', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SHH', 'SIAH2', 'PMEL', 'SKP2', 'SLC25A16', 'SLC2A1', 'SLC4A7', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMO', 'SMUG1', 'SMYD3', 'SNAI1', 'SNAI2', 'SOCS1', 'SOS1', 'SOX10', 'SOX2', 'SOX9', 'SP3', 'SPP1', 'SPRY2', 'SRCIN1', 'SRC', 'STARD3', 'STAT1', 'STAT2', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'STOM', 'STUB1', 'SYP', 'TAGLN', 'TBX1', 'TERT', 'TFAP2A', 'TFAP2B', 'TFAP2C', 'TFF1', 'TFF2', 'TFF3', 'TFRC', 'TGFA', 'TGFB1', 'THBS1', 'THRA', 'TIMP1', 'TJP1', 'TMPRSS2', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF13C', 'TNFRSF4', 'TNFRSF8', 'TNFRSF9', 'TNFSF11', 'TNF', 'TNS1', 'TNS3', 'TNS4', 'TOB1', 'TOP1', 'TOP2A', 'TP53', 'TP63', 'TSC2', 'TWIST1', 'TYMS', 'TYR', 'UBA52', 'UBB', 'UBC', 'USP2', 'USP9X', 'VAV1', 'VAV2', 'VAV3', 'VCL', 'VEGFA', 'VEGFB', 'VEGFC', 'VIM', 'WASL', 'WDFY2', 'WDTC1', 'WNT10A', 'WNT1', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT7B', 'WNT9A', 'WNT9B', 'WT1', 'WWOX', 'XIAP', 'XPO1', 'YAP1', 'YBX1', 'YES1', 'YY1', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10512598969709641
		RMSE:  1.0713675802437574
		NRMSE:  0.18252510013182233
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.044647408489899565
		RMSE:  0.9270678870989714
		NRMSE:  0.17190207437399804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  4.8946320039121656e-15
		NRMSE:  8.338811189519337e-16
		MAPE:  1.0611793238369922e-11
		Pearson Correlation:  0.4218162748385488
		Spearman Correlation:  0.3600721880792119
		Coefficient of Determination:  -4.034403548368591
		RMSE:  2.0351699641568386
		NRMSE:  0.3773725132870088
		MAPE:  3661.542163990143

	Predictor:  ElasticNet
		Pearson Correlation:  0.8345600345282359
		Spearman Correlation:  0.6594273262341127
		Coefficient of Determination:  0.4329010599541865
		RMSE:  0.7674710846850369
		NRMSE:  0.1307513305083798
		MAPE:  660.3209954801406
		Pearson Correlation:  0.7748505434219849
		Spearman Correlation:  0.6203346015022926
		Coefficient of Determination:  0.3650028302001739
		RMSE:  0.7227907182667475
		NRMSE:  0.13402386765561794
		MAPE:  430.7413838402179

	Predictor:  RandomForests
		Pearson Correlation:  0.8592275065106486
		Spearman Correlation:  0.7016416755316447
		Coefficient of Determination:  0.7329230976900414
		RMSE:  0.5266847811685238
		NRMSE:  0.08972942078275274
		MAPE:  493.83700180961495
		Pearson Correlation:  0.808275898810776
		Spearman Correlation:  0.690173843290221
		Coefficient of Determination:  0.6477535983426582
		RMSE:  0.5383317006035483
		NRMSE:  0.09982045255025929
		MAPE:  358.447817975373

Protein:  ERBB3
Protein Interaction Partners Count:  245
x_train_column_count:  247
x_train columns:  ['ADAM17', 'AGRN', 'AGTR2', 'AKT1', 'AKT2', 'AKT3', 'ALAS2', 'ALB', 'ANGPT1', 'ANGPT2', 'ANGPT4', 'APIP', 'AREG', 'AR', 'BAMBI', 'BDNF', 'BMP2', 'BMP4', 'BRCA1', 'BRCA2', 'BTC', 'CADM4', 'CASK', 'CASP3', 'CBLB', 'CBLC', 'CBL', 'CCND1', 'CCNE1', 'CD44', 'CD82', 'CDC42', 'CDH1', 'CDK4', 'CDK5', 'CDKN1B', 'CDKN2A', 'CLEC16A', 'COMMD5', 'COQ7', 'CRKL', 'CRK', 'CRYZL1', 'CSF1', 'CSK', 'CSPG5', 'CTNNB1', 'DCN', 'DHH', 'DOCK7', 'DUSP6', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EGFR', 'EGF', 'EGR1', 'EHF', 'EIF4EBP1', 'EIF4E', 'EML4', 'EPCAM', 'EPGN', 'EPN1', 'ERBB2IP', 'ERBB2', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'ESR2', 'FBXO9', 'FGF10', 'FGF16', 'FGF17', 'FGF18', 'FGF19', 'FGF1', 'FGF20', 'FGF21', 'FGF22', 'FGF23', 'FGF2', 'FGF3', 'FGF4', 'FGF5', 'FGF6', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FIGF', 'FKBP14', 'FLNA', 'FLT3LG', 'FN1', 'FOXA1', 'FOXO3', 'FREM2', 'FTSJ1', 'GAB1', 'GAPDH', 'GLE1', 'GRB2', 'GRB7', 'GRHL2', 'HBEGF', 'HGF', 'HGS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPG2', 'IGF1', 'IGF2', 'IL6ST', 'ILK', 'INS', 'IRS1', 'ITGA6', 'ITGB4', 'ITPKB', 'JAK1', 'JAK2', 'JUN', 'KDR', 'KITLG', 'KRAS', 'L1CAM', 'LAMA1', 'LAMB1', 'LAMC2', 'LIN7A', 'LIN7B', 'LIN7C', 'LRIG1', 'MAP2K1', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MARCH7', 'MDM2', 'MET', 'MITF', 'MMP9', 'MRPL49', 'MTOR', 'MUC1', 'MUC4', 'MYC', 'N4BP1', 'NDRG1', 'NEDD4L', 'NEDD4', 'NF1', 'NGF', 'NICN1', 'NOTCH1', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'NTF3', 'NTF4', 'OAT', 'PA2G4', 'PARK7', 'PCSK9', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PGF', 'PGR', 'PI3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIP5K1C', 'PLCG1', 'PLCG2', 'PPP1R9A', 'PRKACA', 'PTEN', 'PTK2B', 'PTK2', 'PTK6', 'PTPN11', 'PTPN22', 'PTPN2', 'RASA1', 'RASA2', 'REM1', 'RGS4', 'RHOA', 'RHOC', 'RNF41', 'ROR1', 'RRAS2', 'SH2B3', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SHH', 'SLC25A16', 'SMAD4', 'SNAI2', 'SOS1', 'SOX10', 'SOX2', 'SPARC', 'SPRY2', 'SRC', 'STAT3', 'STAT5A', 'STAT5B', 'SYN3', 'TCF7L2', 'TGFA', 'TMEFF2', 'TNFRSF13C', 'TNS1', 'TP53', 'USP8', 'VAV1', 'VAV2', 'VAV3', 'VEGFA', 'VEGFB', 'VEGFC', 'WNT1', 'WNT5A', 'ZEB1', 'ZNF217', 'KRBOX4', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20107865915633893
		RMSE:  0.5031866190144979
		NRMSE:  0.13579562619977975
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27170508071542576
		RMSE:  0.5249654097328843
		NRMSE:  0.21064675210776365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  LinearRegression
		Pearson Correlation:  0.7535918580803058
		Spearman Correlation:  0.7441165627330231
		Coefficient of Determination:  0.5679006885649278
		RMSE:  0.3018110564316248
		NRMSE:  0.08145014166397915
		MAPE:  167.6485439399196
		Pearson Correlation:  0.20541522121317646
		Spearman Correlation:  0.26358680078402286
		Coefficient of Determination:  -2.93818732107426
		RMSE:  0.9238164048947778
		NRMSE:  0.37068904279611975
		MAPE:  341.6888790214507

	Predictor:  ElasticNet
		Pearson Correlation:  0.42109454148610476
		Spearman Correlation:  0.4404387472788012
		Coefficient of Determination:  0.07791463475075855
		RMSE:  0.44088865433973184
		NRMSE:  0.1189831935867061
		MAPE:  209.76839072822497
		Pearson Correlation:  0.3861326239412175
		Spearman Correlation:  0.38716026138973936
		Coefficient of Determination:  0.06795801890557884
		RMSE:  0.44942292547262563
		NRMSE:  0.18033469980764702
		MAPE:  245.89387179576144

	Predictor:  RandomForests
		Pearson Correlation:  0.5720995884106573
		Spearman Correlation:  0.5663929332364112
		Coefficient of Determination:  0.30118296599150474
		RMSE:  0.38381778930159044
		NRMSE:  0.10358140513931847
		MAPE:  235.7950036897269
		Pearson Correlation:  0.39661158095516746
		Spearman Correlation:  0.40844845435653027
		Coefficient of Determination:  0.1484584351866245
		RMSE:  0.42957639677532594
		NRMSE:  0.17237111452528164
		MAPE:  269.5480647617531


Fold:  2

Protein:  RB1
Protein Interaction Partners Count:  369
x_train_column_count:  366
x_train columns:  ['AATF', 'ABCC1', 'ABL1', 'ACTL6A', 'ACTL6B', 'AFAP1', 'AHR', 'AKT1', 'ANXA5', 'ARID1A', 'ARID1B', 'ARID4A', 'ARMCX1', 'ARMCX2', 'ARMCX3', 'ARNT', 'AR', 'ASF1A', 'ATF2', 'ATM', 'AURKB', 'BCR', 'BDP1', 'BGLAP', 'BRCA1', 'BRF1', 'FAM208A', 'C4BPA', 'CABIN1', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CBFB', 'CBX1', 'CBX4', 'CBX5', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCNC', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNT2', 'CDC25A', 'CDC27', 'CDC6', 'CDH1', 'CDK14', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK6', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CEBPA', 'CEBPB', 'CEBPD', 'CEBPE', 'CHEK1', 'CHEK2', 'CLNK', 'COL1A1', 'CREBBP', 'CTBP1', 'CTNNB1', 'CUX1', 'DCAF10', 'DGKZ', 'DNAJA3', 'DNMT1', 'DNMT3A', 'DUSP1', 'DUT', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EED', 'EGFR', 'EGF', 'EID1', 'EIF2AK1', 'EIF2AK4', 'AGO2', 'ELF1', 'ENC1', 'EP300', 'ERBB2', 'ESD', 'ESR1', 'ESR2', 'EZH2', 'FBXW7', 'FMO5', 'FOS', 'FOXM1', 'FRK', 'FZR1', 'G6PD', 'GAPDH', 'GATA1', 'GJA1', 'GNB2L1', 'GRB2', 'GSC', 'GTF2H1', 'H1F0', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HARS2', 'HARS', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC8', 'HDC', 'HES1', 'HIF1A', 'HIRA', 'HIST1H1A', 'HIST1H1B', 'HIST1H1C', 'HIST1H1D', 'HIST1H1E', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST1H4A', 'HIST2H2AC', 'HIST2H2BE', 'HIST3H3', 'HIST4H4', 'HMGA1', 'HMGA2', 'HRAS', 'HSP90AA1', 'HSPA1A', 'HSPA8', 'ID2', 'IFI16', 'INS', 'JUN', 'KAT2B', 'KAT5', 'KDM1A', 'KDM2A', 'KDM4A', 'KDM5A', 'KDM5B', 'PPP1R26', 'KIF11', 'KRAS', 'KRT10', 'KRT14', 'KRT5', 'L3MBTL2', 'L3MBTL1', 'LIMD1', 'LIN52', 'LIN54', 'LIN9', 'LMNA', 'LOR', 'LPAR6', 'MAF', 'MAP2K7', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MAPK9', 'MCM2', 'MCM3', 'MCM4', 'MCM5', 'MCM7', 'MDM2', 'MDM4', 'MEF2C', 'MORF4L1', 'MRFAP1', 'MRPL11', 'MRPS18B', 'MSH6', 'MTL5', 'MYBL2', 'MYC', 'MYOD1', 'NACC2', 'NCAPD3', 'NCAPG2', 'NCAPH2', 'NCR1', 'NDC80', 'NEO1', 'NFYA', 'NFYB', 'NFYC', 'NGF', 'NOTCH1', 'NPM1', 'NRAS', 'ORC1', 'PA2G4', 'PAX2', 'PAX3', 'PAX5', 'PAX6', 'PAX8', 'PCNA', 'PELP1', 'PGR', 'PHB', 'PHF21B', 'PIAS4', 'PIK3CA', 'PIK3R1', 'PIK3R3', 'PLK1', 'PML', 'POLA1', 'POLA2', 'PPARA', 'PPARG', 'PPIA', 'PPP1CA', 'PPP1CB', 'PPP1CC', 'PPP1R3A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R3B', 'PPRC1', 'PRB1', 'PRB3', 'PRB4', 'PRDM2', 'PRH1', 'PRH2', 'PRIM1', 'PRIM2', 'PRKCB', 'PRMT2', 'PSMA7', 'PSMC1', 'PSMD10', 'PTEN', 'PTGDR', 'RAF1', 'RB1CC1', 'RBAK', 'RBBP4', 'RBBP5', 'RBBP6', 'RBBP7', 'RBBP8', 'RBBP9', 'RBL1', 'RBL2', 'RBFOX2', 'RFC1', 'RPS6KB1', 'RUNX2', 'S100A6', 'SETD1B', 'SETD7', 'SIRT1', 'SKP2', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'SMARCC1', 'SMARCC2', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'SMARCE1', 'SMC1A', 'SMC2', 'SMC4', 'SMC5', 'SMYD2', 'SNW1', 'SP100', 'SP1', 'SP3', 'SPI1', 'STAM', 'STAT3', 'SUV39H1', 'SUV420H2', 'SUZ12', 'TAF1', 'TBP', 'TERT', 'TFAP2A', 'TFDP1', 'TFDP3', 'TGM2', 'THAP1', 'TMPO', 'TNS1', 'TOP2A', 'TP53BP1', 'TP53', 'TP73', 'TRDMT1', 'TRIM27', 'TTK', 'UBE2I', 'UBE3A', 'UBL4A', 'UBN1', 'UBR4', 'UBTF', 'UHRF1', 'USP4', 'USP7', 'VEGFA', 'VPS39', 'WDR59', 'WDR73', 'WEE1', 'WWTR1', 'YAP1', 'YY1', 'ZBTB16', 'ZBTB7A', 'ZNF521', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.012372001566697044
		RMSE:  0.23649063304821735
		NRMSE:  0.08648721220312221
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0009378943328373079
		RMSE:  0.2450188572791325
		NRMSE:  0.14037816530069125
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  LinearRegression
		Pearson Correlation:  0.8222120971652734
		Spearman Correlation:  0.7728642513585217
		Coefficient of Determination:  0.6760327327249172
		RMSE:  0.13378100287003275
		NRMSE:  0.048925176590854574
		MAPE:  419.3633586117943
		Pearson Correlation:  0.1909095928668006
		Spearman Correlation:  0.12357330992098334
		Coefficient of Determination:  -8.534536192569476
		RMSE:  0.7562157705959163
		NRMSE:  0.4332571934525308
		MAPE:  1799.9685952625207

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  RandomForests
		Pearson Correlation:  0.5919612974425094
		Spearman Correlation:  0.47126444887150715
		Coefficient of Determination:  0.2043066486092442
		RMSE:  0.20966056199598465
		NRMSE:  0.07667516164276794
		MAPE:  149.7410241705184
		Pearson Correlation:  0.07542296428162835
		Spearman Correlation:  0.12394888303580141
		Coefficient of Determination:  -0.025932392806574223
		RMSE:  0.2480591867621438
		NRMSE:  0.1421200552085709
		MAPE:  194.5870804018028

Protein:  CDH1
Protein Interaction Partners Count:  834
x_train_column_count:  826
x_train columns:  ['ABCB1', 'ABCG2', 'ACAN', 'ACTA1', 'ACTA2', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTN1', 'ACTR3', 'ACVR1B', 'ADAM10', 'ADAM15', 'ADAM17', 'ADAM9', 'AFP', 'AIMP1', 'AJAP1', 'AKAP9', 'AKT1', 'AKT2', 'AKTIP', 'ALB', 'ALCAM', 'ALDH1A1', 'ALDH3A1', 'ALK', 'AMOTL2', 'ANAPC4', 'ANAPC7', 'ANO1', 'ANXA2', 'ANXA5', 'AP1M1', 'AP1M2', 'APC2', 'APC', 'AQP1', 'AQP5', 'AREG', 'ARF6', 'ARHGAP31', 'ARID1A', 'ARL2BP', 'ARMC7', 'ARPC1A', 'ARPC2', 'ARRB2', 'ARVCF', 'AR', 'CLMP', 'ASF1A', 'ATF2', 'ATF3', 'ATM', 'ATXN1', 'AXIN1', 'AXIN2', 'AXL', 'BAG3', 'BANP', 'BCAR1', 'BCL2L11', 'BCL2L1', 'BCL6B', 'BCL9L', 'BCORL1', 'BMI1', 'BMP2', 'BMP4', 'BMP6', 'BMP7', 'BNIP3', 'BRCA1', 'BRCA2', 'BSG', 'BTBD7', 'BTC', 'BTF3', 'ANAPC15', 'CA2', 'CA9', 'CALCA', 'CALR', 'CAPN1', 'CAPNS1', 'CASP3', 'CASP8', 'CASP9', 'CASS4', 'CAV1', 'CBLL1', 'CBL', 'CBX7', 'CCL2', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCNE1', 'CCR7', 'CD1A', 'CD1B', 'CD1C', 'CD1E', 'CD207', 'CD24', 'CD274', 'CD276', 'CD2AP', 'CD34', 'CD44', 'CD46', 'CD68', 'CD82', 'CDC16', 'CDC23', 'CDC27', 'CDC42', 'CDC6', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH24', 'CDH2', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDK14', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CDKN3', 'CDX2', 'CEACAM5', 'CFL1', 'CGN', 'CHGA', 'CHL1', 'CLCA2', 'CLDN1', 'CLDN2', 'CLDN3', 'CLDN4', 'CLDN5', 'CLDN7', 'CNTN1', 'COL1A1', 'CORO1C', 'CRB3', 'CREB1', 'CREBBP', 'CRYAB', 'YBX3', 'CSDC2', 'CSE1L', 'CSF2', 'CSNK2A1', 'CSNK2A2', 'CST5', 'CTBP1', 'CTBP2', 'CTCF', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNB1', 'CTNND1', 'CTNND2', 'CTSL', 'CTTN', 'CXCL12', 'CXCL1', 'CXCR4', 'CYP1B1', 'DAAM1', 'DAB2IP', 'DACH1', 'DAPK1', 'DAP', 'DDR1', 'DDR2', 'DDX3X', 'DICER1', 'DKK1', 'DLC1', 'DLG1', 'DLG5', 'DNM2', 'DNMT1', 'DNMT3A', 'DNMT3B', 'DNTT', 'DOT1L', 'DPAGT1', 'DPEP1', 'DSP', 'DUOX1', 'DUSP4', 'DVL1', 'DVL2', 'E2F1', 'ECT2', 'EDN1', 'EFEMP1', 'EFNA1', 'EGFR', 'EGF', 'EGR1', 'EHD1', 'EHMT2', 'EIF2AK3', 'AGO1', 'AGO2', 'ELAVL1', 'ELF3', 'ENAH', 'ENG', 'EP300', 'EPB41L3', 'EPCAM', 'EPHA10', 'EPHA1', 'EPHA2', 'EPPK1', 'ERBB2IP', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ESRP1', 'ESRP2', 'ETS1', 'ETS2', 'EXOC3', 'EXOC4', 'EYA2', 'EZH2', 'EZR', 'F11R', 'F2RL2', 'SUPT20H', 'FBXL5', 'FER', 'FGF10', 'FGF13', 'FGF17', 'FGF19', 'FGF2', 'FGF4', 'FGF5', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FHIT', 'FHL2', 'FLG', 'FLOT1', 'FLOT2', 'FLT1', 'FMN1', 'FN1', 'FOSL1', 'FOS', 'FOXA1', 'FOXA2', 'FOXC1', 'FOXC2', 'FOXJ2', 'FOXK2', 'FOXL1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXQ1', 'FRMPD2', 'FSCN1', 'FUT4', 'FXYD5', 'FYN', 'FZD1', 'FZD4', 'FZD7', 'FZR1', 'G6PD', 'GAB2', 'GABPA', 'GADD45A', 'GAPDH', 'GAS6', 'GATA1', 'GATA3', 'GATA4', 'GATA6', 'GDNF', 'GFRA1', 'GGT1', 'GJA1', 'GJB1', 'GJB2', 'GKN2', 'GLI1', 'GLI2', 'GMNN', 'GNA12', 'GNA13', 'GNB2L1', 'GNL3', 'GPA33', 'GRB2', 'GRHL2', 'GRHL3', 'GSK3B', 'GSN', 'GSTP1', 'H2AFZ', 'HAVCR2', 'HBEGF', 'HDAC1', 'HDAC2', 'HEPACAM', 'HES1', 'HGF', 'HGS', 'HIF1A', 'HMGA2', 'HNF4A', 'HOXB4', 'HOXD10', 'HPGDS', 'HPGD', 'HRAS', 'HSP90AA1', 'HSPA5', 'ICAM1', 'ID1', 'ID2', 'IDO1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP3', 'IL10', 'IL15', 'IL17A', 'IL1B', 'IL24', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ILK', 'INADL', 'INS', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'IQSEC1', 'IRS1', 'IRS2', 'ITGA5', 'ITGA6', 'ITGAE', 'ITGAM', 'ITGB1', 'ITGB4', 'ITGB7', 'ITPKB', 'IVL', 'JAG1', 'JAK2', 'AJUBA', 'JUN', 'JUP', 'KDM1A', 'KDM6A', 'KDR', 'KEAP1', 'KIFC3', 'KIT', 'KLF4', 'KLF5', 'KLF8', 'KLK3', 'KLK7', 'KLRG1', 'KRAS', 'KRT10', 'KRT14', 'KRT17', 'KRT18', 'KRT19', 'KRT20', 'KRT4', 'KRT5', 'KRT7', 'KRT8', 'KRT9', 'LAMA1', 'LAMB1', 'LAMC2', 'LASP1', 'LATS1', 'LATS2', 'LCN2', 'LEF1', 'LEP', 'LGALS3', 'LGALS4', 'LGALS9', 'LGR5', 'LIF', 'LIMA1', 'LIN28A', 'LIPG', 'LLGL2', 'LMNA', 'LOR', 'LOXL2', 'LOXL3', 'LOX', 'LRP5', 'LRP6', 'LY6K', 'MACC1', 'MACROD1', 'MAD2L2', 'MAGI1', 'MAP2K1', 'MAP2K7', 'MAP4K5', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MARK2', 'MARVELD2', 'MCAM', 'MCL1', 'MDM2', 'MED1', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MGAT5', 'MGMT', 'MKI67', 'MLH1', 'MLLT4', 'MME', 'MMP11', 'MMP13', 'MMP14', 'MMP15', 'MMP17', 'MMP1', 'MMP25', 'MMP27', 'MMP2', 'MMP3', 'MMP7', 'MMP8', 'MMP9', 'MPP5', 'MRAP', 'MSH2', 'MSN', 'MT1G', 'MTA1', 'MTA3', 'MTBP', 'MTDH', 'MTOR', 'MUC1', 'MUC4', 'MYCN', 'MYC', 'MYH6', 'MYO6', 'MYO7A', 'NANOG', 'NCAM1', 'NCOA1', 'NCSTN', 'NDRG1', 'NDRG2', 'NEDD9', 'NEK2', 'NES', 'NEUROG3', 'NF2', 'NFE2L2', 'NFIC', 'NKD2', 'NKX2-1', 'NKX6-1', 'NKX6-2', 'NME1', 'NOG', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NR2F1', 'NRP2', 'NUDT21', 'NUMBL', 'NUMB', 'NUP98', 'NUTF2', 'OTUB1', 'OVOL1', 'OVOL2', 'PARD3', 'PARD6A', 'PAX2', 'PAX5', 'PAX6', 'PAX8', 'PCSK9', 'PDCD4', 'PDGFRB', 'PDPN', 'PEBP1', 'PECAM1', 'PGR', 'PHLPP1', 'PI3', 'PIK3CA', 'PIK3R1', 'PIP5K1A', 'PIP5K1C', 'PIP', 'PIR', 'PITX1', 'PKD1', 'PKM', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PLAUR', 'PLAU', 'PLCD1', 'PLEKHA7', 'PLG', 'PODXL', 'POLR2C', 'POSTN', 'POTEF', 'POU5F1', 'PPARA', 'PPARGC1A', 'PPARG', 'PPL', 'PPP6C', 'PRAME', 'PRDM10', 'PRKAR1A', 'PRKCA', 'PRKCI', 'PRKCZ', 'PRKD1', 'PRKG1', 'PRMT5', 'PROC', 'PROM1', 'PRSS8', 'PSEN1', 'PTCH1', 'PTEN', 'PTF1A', 'PTGS2', 'PTK2', 'PTPN11', 'PTPN14', 'PTPRC', 'PTPRF', 'PTPRJ', 'PTPRM', 'PTPRS', 'PTPRT', 'PTPRU', 'PTRH2', 'PVRL1', 'PVRL2', 'PVR', 'PXN', 'RAB11A', 'RAB25', 'RAB5A', 'RAB7A', 'RAB8B', 'RAC1', 'RAC2', 'RACGAP1', 'RAF1', 'RALA', 'RALBP1', 'RALGDS', 'RAP1A', 'RAP1B', 'RAPGEF1', 'RARB', 'RASSF1', 'RB1', 'RBM4', 'RCOR1', 'RDX', 'REM1', 'RET', 'RHOA', 'RHOB', 'RHOC', 'RHOD', 'RICTOR', 'RND3', 'ROCK1', 'ROCK2', 'RPS6KB1', 'RPTOR', 'RRM2', 'RUNX2', 'RUNX3', 'S100A14', 'S100A4', 'S100A8', 'SATB1', 'SCRIB', 'SDC1', 'SDC4', 'SDHC', 'SELE', 'SELL', 'SELP', 'SEMA3C', 'SEMA3F', 'SENP1', 'SERPINB4', 'SERPINB5', 'SERPINE1', 'SFN', 'SFRP1', 'SFRP2', 'SFTPC', 'SHH', 'SIK1', 'SIN3A', 'SIRT1', 'SIRT2', 'SIRT4', 'SIRT7', 'SIX1', 'SIX2', 'SKIL', 'SKP2', 'SLC2A1', 'SLC39A6', 'SLC6A3', 'SLC9A3R1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMO', 'SNAI1', 'SNAI2', 'SNAI3', 'SNX16', 'SNX1', 'SOX10', 'SOX17', 'SOX2', 'SOX4', 'SOX9', 'SP1', 'SPARC', 'SPDEF', 'SPINT1', 'SPP1', 'SPRY1', 'SRCIN1', 'SRC', 'SRXN1', 'ST14', 'ST7L', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STX4', 'STYK1', 'SUCLG2', 'SUMO1', 'SUZ12', 'SYNJ2', 'SYP', 'TACC3', 'TACSTD2', 'TATDN1', 'TBX1', 'TBX3', 'TCF15', 'TCF4', 'TDGF1', 'TERT', 'TET2', 'TFF1', 'TFF3', 'TGFB1', 'TGFB2', 'TGFB3', 'TGFBI', 'TGFBR1', 'TGFBR2', 'THBS1', 'THEM4', 'THUMPD1', 'THY1', 'TIAM1', 'TIMP1', 'TIMP2', 'TIMP3', 'TJP1', 'TJP2', 'TJP3', 'TLE1', 'TLN1', 'TLR4', 'TMPRSS2', 'TMPRSS4', 'TNFRSF6B', 'TNF', 'TNK2', 'TNS1', 'TP53BP1', 'TP53BP2', 'TP53', 'TRIM21', 'TRIM29', 'TRIM44', 'TRIP10', 'TRPS1', 'TSPYL2', 'TWIST1', 'TWIST2', 'TYRP1', 'T', 'UBE2I', 'UBE2S', 'USP48', 'USP9X', 'VANGL1', 'VANGL2', 'VASP', 'VAV1', 'VCAM1', 'VCL', 'VDR', 'VEGFA', 'VEGFC', 'VEZT', 'VHL', 'VIM', 'VIPAS39', 'VPS33B', 'VTN', 'WASL', 'WDFY2', 'WDTC1', 'WIF1', 'WISP1', 'WISP3', 'WNT10A', 'WNT10B', 'WNT11', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8A', 'WNT9A', 'WNT9B', 'WT1', 'XIAP', 'YAP1', 'YBX1', 'YES1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'ZYX', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0848918633043636
		RMSE:  1.167193365558287
		NRMSE:  0.18724526599154356
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3357437347566168
		RMSE:  1.329821844339591
		NRMSE:  0.2361608674018098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  6.502547266514589e-15
		NRMSE:  1.0431615090261633e-15
		MAPE:  9.615261973913003e-12
		Pearson Correlation:  0.38362826274144385
		Spearman Correlation:  0.39787337820700425
		Coefficient of Determination:  -2.335019219249907
		RMSE:  2.1012661299119393
		NRMSE:  0.37316038535108137
		MAPE:  945.5655373656482

	Predictor:  ElasticNet
		Pearson Correlation:  0.6691003776555712
		Spearman Correlation:  0.6312935178730343
		Coefficient of Determination:  0.3422011525046511
		RMSE:  0.908858217849084
		NRMSE:  0.14580223275031426
		MAPE:  336.5899992183781
		Pearson Correlation:  0.6617385999938815
		Spearman Correlation:  0.7086625695054142
		Coefficient of Determination:  0.329544741642966
		RMSE:  0.9421429232678822
		NRMSE:  0.16731360739973045
		MAPE:  168.83579352611605

	Predictor:  RandomForests
		Pearson Correlation:  0.7806867396346588
		Spearman Correlation:  0.6867325687217668
		Coefficient of Determination:  0.6038524604986277
		RMSE:  0.705306791485822
		NRMSE:  0.11314779682133985
		MAPE:  183.36488246446947
		Pearson Correlation:  0.6614671656077069
		Spearman Correlation:  0.6570131133887294
		Coefficient of Determination:  0.3963484324584017
		RMSE:  0.8939743457162135
		NRMSE:  0.15875942918064526
		MAPE:  217.42057197521228

Protein:  CDH2
Protein Interaction Partners Count:  472
x_train_column_count:  467
x_train columns:  ['ABCG2', 'ABL1', 'ACAN', 'ACTA1', 'ACTA2', 'ACTB', 'ACTR3', 'ADAM10', 'ADH1A', 'AFP', 'AHSG', 'AKT1', 'AKT3', 'ALB', 'ALCAM', 'ALDH1A1', 'AMBN', 'AMELX', 'AMOTL1', 'AMTN', 'ANGPT1', 'ANO8', 'ANXA5', 'APC2', 'APC', 'APLP2', 'APOA1', 'APOA2', 'APOA5', 'APOB', 'APOE', 'APOL1', 'APPL1', 'APP', 'ARHGAP32', 'ARMC7', 'ARPC5', 'ARVCF', 'AR', 'ATXN1', 'AXIN1', 'AXIN2', 'AXL', 'BCL2L1', 'BDNF', 'BMI1', 'BMP15', 'BMP2', 'BMP4', 'BMP7', 'BNIP2', 'BOC', 'BPIFB2', 'RGCC', 'GSKIP', 'C3', 'C4A', 'CABLES1', 'CADM1', 'CALU', 'CASP3', 'CAV1', 'CBLL1', 'CCNA2', 'CCNB1', 'CCND1', 'CD24', 'CD34', 'CD44', 'CD80', 'CDC42', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDK4', 'CDK5', 'CDK6', 'CDKN2A', 'CDON', 'CDX2', 'CEBPZ', 'CFL1', 'CHGB', 'CHL1', 'CHRDL1', 'CKAP4', 'CLDN11', 'CLDN3', 'CLDN4', 'CLDN7', 'CORT', 'CP', 'CREBBP', 'CRP', 'CSF1', 'CSK', 'CST3', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNB1', 'CTNND1', 'CTNND2', 'CTTN', 'CXCL12', 'CXCR4', 'CYLD', 'CYR61', 'DBN1', 'DDR1', 'DDR2', 'DKK1', 'DLG4', 'DLG5', 'DMP1', 'DNAJC3', 'DSP', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EFNB1', 'EFNB2', 'EFNB3', 'EGFR', 'EGF', 'EHMT2', 'EIF2AK3', 'ENAM', 'ENG', 'EPCAM', 'EPHA1', 'EPHA2', 'EPHA4', 'EPHB2', 'EPS8', 'ERBB2', 'ERBB4', 'ESR1', 'ESRP1', 'EXOC4', 'EZH2', 'EZR', 'F11R', 'F5', 'EVA1A', 'FAM20A', 'FAM20C', 'FBN1', 'FER', 'FGA', 'FGF13', 'FGF23', 'FGF2', 'FGFR1', 'FGFR4', 'FGG', 'FN1', 'FOXC2', 'FOXD3', 'FOXO1', 'FOXP4', 'FSTL1', 'FSTL3', 'FUCA2', 'GAA', 'GAPDH', 'GAS6', 'GATA4', 'GFAP', 'GJA10', 'GJA1', 'GJA3', 'GJB6', 'GJC1', 'GJC3', 'GJD3', 'GJD4', 'GLI1', 'GOLM1', 'GPC3', 'GRIA1', 'GRIA2', 'HGF', 'HMGA2', 'HNF4A', 'HRAS', 'HRC', 'HSP90B1', 'HSPA5', 'IARS2', 'IGF1R', 'IGF1', 'IGFBP1', 'IGFBP3', 'IGFBP4', 'IGFBP5', 'IGFBP7', 'IL1B', 'IL6', 'CXCL8', 'ILK', 'INADL', 'INS', 'INVS', 'IQGAP1', 'ISL1', 'ITGA6', 'ITGB1', 'ITIH2', 'ITPKB', 'JAG1', 'JAM3', 'JUN', 'JUP', 'KCNA5', 'KDR', 'KIAA2022', 'KIF5B', 'KIT', 'KLF4', 'KNG1', 'KRAS', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT8', 'KTN1', 'L1CAM', 'LAMB1', 'LAMB2', 'LAMC1', 'LEF1', 'LGALS1', 'LRP5', 'LRP6', 'LRRC7', 'LTBP1', 'LTBP3', 'MAP1B', 'MAP2K6', 'MAP2K7', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MATN3', 'MBTPS1', 'MCAM', 'MEF2A', 'MEF2C', 'MEF2D', 'MEN1', 'MEPE', 'MET', 'MFGE8', 'MFI2', 'MGAT4A', 'MIA3', 'MKI67', 'MLLT4', 'MMP14', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MPDZ', 'MPP5', 'MRAP', 'MRPL49', 'MSLN', 'MSN', 'MTHFD1', 'MUC1', 'MUC4', 'MXRA8', 'MYC', 'MYO10', 'MZF1', 'NANOG', 'NCAM1', 'NCSTN', 'NDRG1', 'NENF', 'NES', 'NFASC', 'NGF', 'NKX2-5', 'NLGN1', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTUM', 'NRCAM', 'NT5C', 'NT5E', 'NTRK2', 'NUCB1', 'NUMBL', 'NUMB', 'OLFM3', 'P4HB', 'PARD3', 'PAX6', 'PCSK9', 'PC', 'PDGFRB', 'PDIA4', 'PDIA6', 'PECAM1', 'PENK', 'PIK3CA', 'PIK3R1', 'PIP5K1C', 'PITX2', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PNPLA2', 'POU5F1', 'PPT2', 'PRKCDBP', 'PRKCSH', 'PROC', 'PROM1', 'PRPH', 'PRSS23', 'PSEN1', 'PTEN', 'PTK2', 'PTPN11', 'PTPN1', 'PTPN2', 'PTPRC', 'PTPRS', 'PVRL1', 'PVRL2', 'PVRL3', 'PXN', 'QSOX1', 'RAB11FIP1', 'RAB3D', 'RAB5A', 'RAC1', 'RCN1', 'RELN', 'REM1', 'RHOA', 'RHOB', 'RHOC', 'ROBO1', 'PTBP3', 'RPS6KB1', 'RUNX2', 'S100A14', 'S100A4', 'SARS2', 'SCARB2', 'SCG2', 'SCG3', 'SDC2', 'SEMA3A', 'SENP3', 'SERPINA10', 'SERPINA1', 'SERPINC1', 'SERPIND1', 'SERPINE1', 'SHH', 'SHISA5', 'SIRT7', 'SKP1', 'SLC2A1', 'SLC9A3R1', 'SLIT1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SNAI1', 'SNAI2', 'SNAI3', 'SOX10', 'SOX18', 'SOX1', 'SOX2', 'SOX4', 'SOX9', 'SP7', 'SPAG9', 'SPARCL1', 'SPARC', 'SPP1', 'SPP2', 'SRC', 'ST6GALNAC5', 'STAT3', 'STC2', 'SYP', 'TBX1', 'TCF3', 'TEK', 'TF', 'TGFB1', 'TGFBR1', 'TGM2', 'TGOLN2', 'THY1', 'TIMP1', 'TJP1', 'TJP3', 'TMEM132A', 'TNC', 'TNF', 'TNNT1', 'TP53', 'TRPS1', 'TSC2', 'TWIST1', 'TWIST2', 'USP9X', 'VANGL2', 'VCAM1', 'VCAN', 'VCL', 'VEGFA', 'VGF', 'VIM', 'VTN', 'VWA1', 'WFS1', 'WNT11', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT7A', 'XIRP1', 'ZBTB16', 'ZEB1', 'ZEB2', 'ZSCAN1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0042702958885580955
		RMSE:  0.36888339320753855
		NRMSE:  0.13366308906715652
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005559500410650786
		RMSE:  0.3881548727768219
		NRMSE:  0.20448899349205915
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  LinearRegression
		Pearson Correlation:  0.9445075352242429
		Spearman Correlation:  0.9175540951224843
		Coefficient of Determination:  0.892094484095375
		RMSE:  0.1209165140289743
		NRMSE:  0.043813506061661824
		MAPE:  472.83839110432905
		Pearson Correlation:  -0.08800783831715063
		Spearman Correlation:  -0.08461613501121844
		Coefficient of Determination:  -32.74175805826257
		RMSE:  2.2484591892073236
		NRMSE:  1.184540472775001
		MAPE:  2373.5121135660875

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  RandomForests
		Pearson Correlation:  0.5482233699794163
		Spearman Correlation:  0.47495578566105146
		Coefficient of Determination:  0.1763585814493952
		RMSE:  0.33406646720396765
		NRMSE:  0.1210473466207579
		MAPE:  450.2023217682974
		Pearson Correlation:  0.23214368046879802
		Spearman Correlation:  0.33307969954150823
		Coefficient of Determination:  0.04108356361491117
		RMSE:  0.3790456676193911
		NRMSE:  0.199690052850583
		MAPE:  110.18428875041191

Protein:  CDH3
Protein Interaction Partners Count:  73
x_train_column_count:  74
x_train columns:  ['AIMP1', 'CLMP', 'BRCA1', 'CCND1', 'CD24', 'CD2AP', 'CD44', 'CDCP1', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH2', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CLDN1', 'CLDN7', 'CTNNA1', 'CTNNA3', 'CTNNB1', 'CTNND1', 'DPYD', 'DSP', 'ECM1', 'EGFR', 'EPCAM', 'ERBB2', 'ESR1', 'ESRP1', 'F11R', 'FN1', 'GALNT6', 'GATA3', 'HOXA9', 'IGF1R', 'ITGA9', 'JUP', 'KIRREL', 'KRT14', 'KRT15', 'KRT17', 'KRT4', 'KRT5', 'KRT8', 'LEF1', 'MKI67', 'NPHS1', 'NPHS2', 'PGR', 'PKP1', 'PKP2', 'PKP3', 'POU5F1', 'S100A4', 'SNAI1', 'SNAI2', 'SYNPO', 'TECR', 'TJP1', 'TP53', 'UMPS', 'VCL', 'ZEB1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032535082492379797
		RMSE:  0.20804431995898212
		NRMSE:  0.15657381105189322
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10171995354262497
		RMSE:  0.2077503373255318
		NRMSE:  0.17094572313464315
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  LinearRegression
		Pearson Correlation:  0.5750222934418499
		Spearman Correlation:  0.5464477708979472
		Coefficient of Determination:  0.33065063795512495
		RMSE:  0.16993269557651747
		NRMSE:  0.12789106558632488
		MAPE:  280.55992040683975
		Pearson Correlation:  0.15129344217314186
		Spearman Correlation:  0.33341137450004876
		Coefficient of Determination:  -0.454023866366031
		RMSE:  0.23866673811947609
		NRMSE:  0.19638503918330957
		MAPE:  1617.3596664548618

	Predictor:  ElasticNet
		Pearson Correlation:  0.3814299259959926
		Spearman Correlation:  0.4154524392424565
		Coefficient of Determination:  0.014565408672729374
		RMSE:  0.20618849143367712
		NRMSE:  0.15517711757368097
		MAPE:  119.40599335492294
		Pearson Correlation:  0.18947905463115441
		Spearman Correlation:  0.2469076187689006
		Coefficient of Determination:  -0.1359977624859552
		RMSE:  0.21095745042217207
		NRMSE:  0.1735846707991213
		MAPE:  297.60223372027184

	Predictor:  RandomForests
		Pearson Correlation:  0.5643420869215559
		Spearman Correlation:  0.5595064484259596
		Coefficient of Determination:  0.2915569262179636
		RMSE:  0.17482478344760996
		NRMSE:  0.1315728428255627
		MAPE:  361.8509709984862
		Pearson Correlation:  0.26611478629025903
		Spearman Correlation:  0.37114427860696525
		Coefficient of Determination:  -0.07708413457356866
		RMSE:  0.20541442796788412
		NRMSE:  0.1690236385813249
		MAPE:  1459.15447534378

Protein:  PTEN
Protein Interaction Partners Count:  884
x_train_column_count:  876
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ABTB1', 'ACTB', 'ACTG1', 'ADM', 'AEBP1', 'AFP', 'AKT1S1', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDH1A1', 'ALK', 'AMHR2', 'ANXA2', 'ANXA5', 'APAF1', 'APC', 'ARAF', 'AREG', 'ARHGAP21', 'ARID1A', 'ARID2', 'ARL2BP', 'AR', 'ATF3', 'ATG12', 'ATG5', 'ATG7', 'ATM', 'ATRX', 'AURKA', 'AURKB', 'AXIN1', 'AXIN2', 'AXL', 'BAD', 'BAG5', 'BARD1', 'BAX', 'BBC3', 'BCAR1', 'BCL2L11', 'BCL2L1', 'BCL2L2', 'BCL6', 'BCR', 'BDNF', 'BECN1', 'BIRC3', 'BIRC5', 'BMI1', 'BMP2', 'BMP4', 'BMP7', 'BMPR1A', 'BNIP3', 'BRAF', 'BRCA1', 'BRCA2', 'BRD4', 'BTG2', 'BTK', 'SPRTN', 'CLHC1', 'CA9', 'CASP3', 'CASP6', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBL', 'CBX7', 'CCL2', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CD24', 'CD274', 'CD34', 'CD44', 'CD79A', 'CD79B', 'CDC14A', 'CDC20', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC27', 'CDC42', 'CDC7', 'CDH17', 'CDH1', 'CDH2', 'CDIPT', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CDX2', 'CENPC', 'CFL1', 'CFLAR', 'CFTR', 'CHD1', 'CHD8', 'CHEK1', 'CHEK2', 'CHKA', 'CHORDC1', 'CHUK', 'CLTCL1', 'CLTC', 'CNOT6L', 'CREB1', 'CREBBP', 'CRP', 'CSF1R', 'CSF1', 'CSK', 'CSN2', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTGF', 'CTLA4', 'CTNNB1', 'CUL1', 'CUL3', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP19A1', 'DAPK1', 'DAXX', 'DBN1', 'DCAF13', 'DDIT4', 'DDR2', 'DECR1', 'DEPTOR', 'DGCR8', 'DICER1', 'DLC1', 'DLG1', 'DLG4', 'DNM1L', 'DNMT1', 'DNMT3A', 'DNMT3B', 'DNTT', 'DOLPP1', 'DUSP1', 'DUSP6', 'DUT', 'DVL1', 'DYRK1A', 'E2F1', 'E2F2', 'E2F3', 'ECSCR', 'EGFR', 'EGF', 'EGR1', 'EIF2AK2', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF4A1', 'EIF4A2', 'EIF4EBP1', 'EIF4EBP2', 'EIF4E', 'EIF4G1', 'EML4', 'ENDOG', 'EP300', 'EPCAM', 'EPHA1', 'EPHA2', 'EPHA3', 'EPHA4', 'EPHA5', 'EPHA7', 'EPHB1', 'EPHB2', 'EPHB3', 'EPHB4', 'ERBB2', 'ERBB3', 'ERBB4', 'ERCC1', 'EREG', 'ESR1', 'ETS1', 'ETS2', 'ETV1', 'ETV6', 'EYA2', 'EZH2', 'EZR', 'FABP4', 'FASLG', 'FASN', 'FBXW7', 'FCGR1B', 'FGF2', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FIG4', 'FKBP1A', 'FLCN', 'FLT1', 'FLT3', 'FLT4', 'FMR1', 'FN1', 'FOS', 'FOXA1', 'FOXG1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FOXP1', 'FOXP3', 'FRK', 'FYN', 'FZR1', 'GADD45A', 'GAPDH', 'GATA3', 'GCK', 'GDF10', 'GDF2', 'GFAP', 'GJA1', 'GLI1', 'GNA11', 'GNAQ', 'GNAS', 'GNRHR', 'GRASP', 'GRB2', 'GRPR', 'GSK3A', 'GSK3B', 'GSTP1', 'H1F0', 'H2AFX', 'HAVCR2', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HES1', 'HGF', 'HIF1A', 'HIST1H2BA', 'HK1', 'HK2', 'HMGA2', 'HNF4A', 'HOXA9', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPA1A', 'HSPA1B', 'HSPA2', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPA9', 'ID1', 'ID4', 'IDH1', 'IDH2', 'IDO1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IKBKB', 'IKZF1', 'IL10', 'IL17A', 'IL21', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ILK', 'INPP4A', 'INPP4B', 'INPP5A', 'INPP5B', 'INPP5D', 'INPP5E', 'INPP5F', 'INPP5J', 'INPP5K', 'INPPL1', 'INSRR', 'INSR', 'INS', 'IPMK', 'IPO11', 'IQGAP1', 'IRAK1', 'IRS1', 'IRS2', 'ITGB1', 'ITPKA', 'ITPKB', 'ITPKC', 'ITPR3', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JARID2', 'JUN', 'KAT2B', 'KDM5B', 'KDM5C', 'KDM6A', 'KDR', 'KEAP1', 'ATG13', 'KIF11', 'KLLN', 'KITLG', 'KIT', 'KLF17', 'KLF2', 'KLF4', 'KLK3', 'KPNA1', 'KPNA2', 'KPNA5', 'KPNA6', 'KPNA7', 'KRAS', 'KRT14', 'KRT5', 'KRT8', 'LASP1', 'LATS1', 'LATS2', 'LCK', 'LDHA', 'LEF1', 'LEP', 'LGALS3', 'LIG4', 'LOX', 'LRIG1', 'LRP1B', 'LRRK2', 'LYN', 'LYPD1', 'MAGI1', 'MAGI2', 'MAGI3', 'MAN2C1', 'MAP1LC3B', 'MAP2K1', 'MAP2K2', 'MAP2K3', 'MAP2K4', 'MAP2K7', 'MAP3K1', 'MAP3K5', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK4', 'MAPK6', 'MAPK7', 'MAPK8', 'MAPK9', 'MAPKAP1', 'MAPT', 'MARCH2', 'MARCH3', 'MAST1', 'MAST2', 'MAST3', 'MAST4', 'MATK', 'MCL1', 'MCM2', 'MCM7', 'MCRS1', 'MDK', 'MDM2', 'MDM4', 'MECOM', 'MECP2', 'MED12', 'MEN1', 'MET', 'MGMT', 'MINPP1', 'MITF', 'MKI67', 'MKRN1', 'MLH1', 'MLH3', 'KMT2D', 'KMT2C', 'KMT2B', 'MLLT1', 'MLST8', 'MME', 'MMP2', 'MMP9', 'MOV10', 'MRAP', 'MRE11A', 'MSH2', 'MSH6', 'MTDH', 'MTMR2', 'MTOR', 'MTSS1', 'MUTYH', 'MVP', 'MYCN', 'MYC', 'MYLK', 'MYOCD', 'NANOG', 'NCKAP1', 'NCOA3', 'NCOR2', 'NDFIP1', 'NDFIP2', 'NDRG1', 'NDRG2', 'NEDD4L', 'NEDD4', 'NES', 'NF1', 'NF2', 'NFATC1', 'NFATC4', 'NFE2L2', 'NFKBIA', 'NGFR', 'NKX3-1', 'NLGN3', 'NLGN4X', 'NOS3', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NPM1', 'NR1H4', 'NR3C2', 'NRAS', 'NRP2', 'NTRK1', 'NTRK2', 'NUMB', 'OCRL', 'OLIG2', 'OTUD3', 'PALB2', 'PARD3', 'PARD6A', 'PARD6B', 'PARD6G', 'PARK2', 'PARK7', 'PARP1', 'PAX8', 'PBK', 'PBRM1', 'PCGF2', 'PCSK9', 'PDCD1', 'PDCD4', 'PDGFB', 'PDGFRA', 'PDGFRB', 'PDK1', 'PDK2', 'PDPK1', 'PDZK1', 'PECAM1', 'PGM3', 'PGR', 'PHF6', 'PHLPP1', 'PHLPP2', 'PI3', 'PI4K2A', 'PI4K2B', 'PI4KA', 'PI4KB', 'PIK3C2A', 'PIK3C2B', 'PIK3C2G', 'PIK3C3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3CG', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIK3R5', 'PIKFYVE', 'PINK1', 'PIP4K2A', 'PIP4K2B', 'PIP4K2C', 'PIP5K1A', 'PIP5K1B', 'PIP5K1C', 'PIP5KL1', 'PKM', 'PLCB1', 'PLCB2', 'PLCB3', 'PLCB4', 'PLCD1', 'PLCD3', 'PLCD4', 'PLCE1', 'PLCG1', 'PLCG2', 'PLCH1', 'PLCH2', 'PLCZ1', 'PLEKHA1', 'PLEK', 'PLK1', 'PLK2', 'PLK3', 'BPIFA1', 'PMAIP1', 'PML', 'PMPCA', 'PMS1', 'PMS2', 'POLE', 'POLI', 'POTEF', 'POU5F1', 'PPARG', 'PPM1D', 'PPP2R1A', 'PPP2R4', 'PPP2R5A', 'PPP2R5E', 'PPP3CA', 'PPP6C', 'PRDX1', 'PREX2', 'PRKAA1', 'PRKAA2', 'PRKCI', 'PRKCZ', 'PRKDC', 'PRMT5', 'PROM1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTER', 'PTGS2', 'PTK2B', 'PTK2', 'PTK6', 'PTPMT1', 'PTPN11', 'PTPN12', 'PTPN13', 'PTPN1', 'PTPRC', 'PTPRD', 'PTS', 'PXN', 'RAB7A', 'RAC1', 'RAC2', 'RAD51C', 'RAD51D', 'RAD51', 'RAD52', 'RAF1', 'RASA1', 'RASSF1', 'RB1CC1', 'RB1', 'RBL1', 'RBL2', 'RBM38', 'RBFOX2', 'RCN1', 'RECK', 'RELA', 'REL', 'REM1', 'RETN', 'RET', 'RHEB', 'RHOA', 'RHOB', 'RHOC', 'RICTOR', 'DROSHA', 'RNF146', 'ROCK1', 'ROCK2', 'ROS1', 'RPS27A', 'RPS6KA1', 'RPS6KA2', 'RPS6KA3', 'RPS6KB1', 'RPS6KB2', 'RPS6', 'RPTOR', 'RRAS2', 'RRAS', 'RRM1', 'RSL1D1', 'RUNX3', 'RWDD3', 'SACM1L', 'SALL4', 'SCAI', 'SCGB1D4', 'SCRIB', 'SDHB', 'SDHC', 'SERPINA1', 'SERPINA4', 'SERPINB5', 'SESN1', 'SESN2', 'SETD2', 'SGK1', 'SGK2', 'SGK3', 'SHANK2', 'SHARPIN', 'SHC1', 'SHFM1', 'SHH', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT5', 'SIRT6', 'SIRT7', 'SKP2', 'SLC25A16', 'SLC2A1', 'SLC2A4', 'SLC34A2', 'SLC9A3R1', 'SLC9A3R2', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMUG1', 'SMYD2', 'SNAI1', 'SNAI2', 'SNCA', 'SNX27', 'SOCS1', 'SOCS3', 'SOD2', 'SOS1', 'SOX2', 'SOX4', 'SOX9', 'SP1', 'SPOP', 'SPRY1', 'SPRY2', 'SRBD1', 'SRC', 'SREBF1', 'SRF', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STMN1', 'STUB1', 'STX16', 'SUCLG2', 'SUMO1', 'SYK', 'SYNJ1', 'SYNJ2', 'TACSTD2', 'TBX1', 'TBX2', 'TBX3', 'TCF7L2', 'TCHP', 'TEP1', 'TERT', 'TET1', 'TGFB1', 'TGFBR1', 'TGFBR2', 'TGM2', 'THBS1', 'TIMP1', 'TIMP3', 'TJP1', 'TLR4', 'TMEM55A', 'TMEM55B', 'TMPRSS2', 'TNFRSF10B', 'TNFSF10', 'TNF', 'TNKS2', 'TNKS', 'TNPO2', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TOP1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TPM1', 'TRAF6', 'TRIM27', 'TRIM29', 'TSC1', 'TSC2', 'TTN', 'TUT1', 'TWIST1', 'TWSG1', 'TXN', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2E1', 'UBE2I', 'UBE2L3', 'UBE3A', 'ULK1', 'ULK2', 'USP10', 'USP13', 'USP18', 'USP28', 'USP7', 'USP8', 'UTF1', 'UVRAG', 'VCL', 'VDR', 'VEGFA', 'VHL', 'WDR18', 'WDTC1', 'WEE1', 'WIPI1', 'WIPI2', 'WNT1', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT9A', 'WNT9B', 'WT1', 'WWP1', 'WWP2', 'XIAP', 'XPO1', 'XPO5', 'YAP1', 'YES1', 'YWHAB', 'YWHAZ', 'YY1', 'ZEB1', 'ZEB2', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.03862384422015608
		RMSE:  0.6356813050691055
		NRMSE:  0.09939509109047072
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04557869434051831
		RMSE:  0.5231599683741948
		NRMSE:  0.17546282813730707
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  2.7886239687887538e-15
		NRMSE:  4.3602907806875986e-16
		MAPE:  2.576833627805444e-12
		Pearson Correlation:  0.09188364436324517
		Spearman Correlation:  0.09646863720612625
		Coefficient of Determination:  -3.2554493575871293
		RMSE:  1.055428592846005
		NRMSE:  0.3539806120358214
		MAPE:  1030.9790368480517

	Predictor:  ElasticNet
		Pearson Correlation:  0.41751956409611385
		Spearman Correlation:  0.4257911290880026
		Coefficient of Determination:  0.07556993678704249
		RMSE:  0.5997183332253249
		NRMSE:  0.09377192294978107
		MAPE:  284.153158878423
		Pearson Correlation:  0.28628561737956837
		Spearman Correlation:  0.2703004584918545
		Coefficient of Determination:  0.054503925745020165
		RMSE:  0.49749189220654805
		NRMSE:  0.16685400194746045
		MAPE:  489.5015895571665

	Predictor:  RandomForests
		Pearson Correlation:  0.5923384886626772
		Spearman Correlation:  0.5372839462573086
		Coefficient of Determination:  0.30702419690994753
		RMSE:  0.5192414215132102
		NRMSE:  0.08118855781615357
		MAPE:  252.1519350856801
		Pearson Correlation:  0.31672049556530973
		Spearman Correlation:  0.34155614845859655
		Coefficient of Determination:  0.0874892282862324
		RMSE:  0.4887369139265927
		NRMSE:  0.16391766632901553
		MAPE:  493.99105733534475

Protein:  BRCA2
Protein Interaction Partners Count:  361
x_train_column_count:  351
x_train columns:  ['ABL1', 'ACHE', 'ADRB1', 'ADRB2', 'AKT1', 'ALK', 'APEX1', 'ARID1A', 'ARPC1A', 'AR', 'ATAD5', 'ATM', 'ATRIP', 'ATRX', 'ATR', 'AURKA', 'AURKB', 'B3GALTL', 'BACH1', 'BARD1', 'BCCIP', 'BCHE', 'BDNF', 'BECN1', 'BIRC5', 'BLM', 'BMI1', 'BRCA1', 'BRCC3', 'BRE', 'BRIP1', 'SLX4', 'BUB1B', 'BUB1', 'BUB3', 'SFR1', 'RHNO1', 'RMI2', 'BABAM1', 'MMS22L', 'CASC1', 'CASC5', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCNE1', 'CDC25A', 'CDC25C', 'CDC45', 'CDC6', 'CDH1', 'CDK12', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CENPE', 'CENPF', 'CEP55', 'CHEK1', 'CHEK2', 'CHRNA1', 'CLSPN', 'CNTROB', 'CREM', 'CSMD3', 'CTNNB1', 'CYP19A1', 'DMC1', 'DNA2', 'DSN1', 'DYNC1LI2', 'EGFR', 'EGF', 'ELAC2', 'EME1', 'EME2', 'ENAM', 'EPCAM', 'ERBB2', 'ERBB3', 'ERCC1', 'ERCC2', 'ERCC4', 'ERCC5', 'ERCC6', 'ERCC8', 'ESPL1', 'ESR1', 'EXO1', 'EZH2', 'FAM175A', 'FANCA', 'FANCB', 'FANCC', 'FANCD2', 'FANCE', 'FANCF', 'FANCG', 'FANCI', 'FANCL', 'FANCM', 'FBN1', 'FBXO18', 'FBXW7', 'FEN1', 'FGFR2', 'FHIT', 'FLNA', 'FOXM1', 'GAPDH', 'GEN1', 'SLX1B', 'H2AFX', 'HELQ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2BE', 'HIST3H3', 'HMG20A', 'HMG20B', 'HMMR', 'HNRNPC', 'HOXB13', 'HRAS', 'HUS1', 'ITPKB', 'KAT2B', 'KAT5', 'KEAP1', 'SPIDR', 'KIF23', 'KIF4A', 'KIT', 'KLK3', 'KRAS', 'KRT5', 'LIG1', 'LIG3', 'LIG4', 'LIMD1', 'LSP1', 'MAD2L2', 'MAGED1', 'MAMSTR', 'MAP2K2', 'MAP3K1', 'MCM10', 'MCPH1', 'MDC1', 'MDM2', 'MDM4', 'MEN1', 'MGMT', 'MKI67', 'MLH1', 'MLH3', 'KMT2C', 'MND1', 'MORF4L1', 'MRE11A', 'MRPL36', 'MSH2', 'MSH3', 'MSH4', 'MSH5', 'MSH6', 'MTA2', 'FAN1', 'MUC1', 'MUS81', 'MUTYH', 'MYC', 'NBN', 'NCAPG', 'NEDD4', 'NF1', 'NHEJ1', 'NNT', 'NOTCH1', 'NSL1', 'NSMCE4A', 'OBFC1', 'OGG1', 'PALB2', 'PARG', 'PARP1', 'PARP2', 'PARP3', 'PAXIP1', 'PCNA', 'PDLIM7', 'PDS5A', 'PDS5B', 'PGR', 'PIK3CA', 'PLCB4', 'PLEC', 'PLEKHH1', 'PLK1', 'PMS1', 'PMS2', 'PNOC', 'POLD1', 'POLD2', 'POLD3', 'POLD4', 'POLE2', 'POLE3', 'POLE4', 'POLE', 'POLH', 'POLK', 'POLN', 'POLQ', 'PRDM9', 'PRKDC', 'PRSS1', 'PSMC3IP', 'PSMD3', 'PSMD6', 'PTEN', 'RAD17', 'RAD18', 'RAD1', 'RAD21', 'RAD23B', 'RAD50', 'RAD51AP1', 'RAD51C', 'RAD51B', 'RAD51D', 'RAD51', 'RAD52', 'RAD54B', 'RAD54L', 'RAD9A', 'RAD9B', 'RAG2', 'RASSF1', 'RBBP8', 'RBMX', 'RECQL4', 'RECQL5', 'RECQL', 'RET', 'REV1', 'REV3L', 'RFC1', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RMI1', 'RNF168', 'RNF8', 'RPA1', 'RPA2', 'RPA3', 'RPS27A', 'RTEL1', 'SHFM1', 'SKP2', 'SMAD2', 'SMAD3', 'SMAD4', 'SMARCA4', 'SMARCAL1', 'SMARCB1', 'SMC1A', 'SMC2', 'SMC3', 'SMC4', 'SMC5', 'SMC6', 'SMUG1', 'SNAI2', 'SP1', 'SPO11', 'STAT5A', 'STK11', 'STRA13', 'SUV39H1', 'SYCP3', 'TBCE', 'TDP1', 'TERT', 'TEX15', 'TMPRSS2', 'TNS1', 'TOP1', 'TOP2A', 'TOP3A', 'TOP3B', 'TOPBP1', 'TOX3', 'TP53BP1', 'TP53', 'TPX2', 'TRIP12', 'PRSS58', 'TTK', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2D1', 'UBE2E2', 'UBE2E3', 'UBE2N', 'UBE2T', 'UIMC1', 'USF1', 'USP11', 'USP15', 'USP1', 'USP21', 'USP4', 'UVRAG', 'VEGFA', 'VWF', 'WDR48', 'WDTC1', 'WEE1', 'WRN', 'WT1', 'WTIP', 'XPA', 'XPO1', 'XRCC1', 'XRCC2', 'XRCC3', 'XRCC4', 'XRCC5', 'XRCC6', 'ZFYVE26', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004232193403179485
		RMSE:  0.1957372843548259
		NRMSE:  0.12609907189874434
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0041831029428383015
		RMSE:  0.19359139518213575
		NRMSE:  0.1310414025181481
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  LinearRegression
		Pearson Correlation:  0.8345098307368036
		Spearman Correlation:  0.8116168222988233
		Coefficient of Determination:  0.6964066575963686
		RMSE:  0.10762238460599496
		NRMSE:  0.06933315162248026
		MAPE:  286.855444536456
		Pearson Correlation:  -0.03689063032778463
		Spearman Correlation:  -0.04530777485123403
		Coefficient of Determination:  -2.744486588498332
		RMSE:  0.3738313634864551
		NRMSE:  0.2530452664512703
		MAPE:  899.6639137226019

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  RandomForests
		Pearson Correlation:  0.5785687737545514
		Spearman Correlation:  0.5134262809924671
		Coefficient of Determination:  0.196163172604347
		RMSE:  0.17512189109946347
		NRMSE:  0.11281809702010853
		MAPE:  181.78134862320357
		Pearson Correlation:  0.31303320234229776
		Spearman Correlation:  0.31835430689688815
		Coefficient of Determination:  0.06397658885597002
		RMSE:  0.18690587408250395
		NRMSE:  0.12651599445114087
		MAPE:  128.41740179579563

Protein:  CDKN2A
Protein Interaction Partners Count:  612
x_train_column_count:  605
x_train columns:  ['ABCC1', 'ABL1', 'ACAP1', 'ACAP2', 'ACP5', 'ACTA1', 'ACTB', 'ACTG1', 'ADAMTS9', 'ADAP1', 'AFP', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALK', 'ANKRD12', 'ANXA5', 'AP3D1', 'AP3S1', 'AP3S2', 'APAF1', 'APBA1', 'APBA2', 'ARAP1', 'ARAP2', 'ARF1', 'ARF3', 'ARF4', 'ARF5', 'ARF6', 'ARFGAP1', 'ARFGAP3', 'ARFIP2', 'ARFRP1', 'ARID1A', 'ARID2', 'ARID5B', 'ARL10', 'ARL1', 'ARL2', 'ARL3', 'ARL4A', 'ARL5A', 'AR', 'ASAP1', 'ATM', 'ATRX', 'ATR', 'AURKA', 'AURKB', 'AXIN1', 'BAP1', 'BCL2L11', 'BCL2L1', 'BCL6', 'BECN1', 'BIRC5', 'BMI1', 'BRAF', 'BRCA1', 'BRCA2', 'BUB1B', 'RGCC', 'C1QBP', 'RABL6', 'CACNA1G', 'CADM1', 'CAMK1D', 'CASP3', 'CASP8', 'CASP9', 'CAV1', 'CBX7', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNL1', 'CD274', 'CD34', 'CD44', 'CDC123', 'CDC20', 'CDC25A', 'CDC25C', 'CDC42', 'CDC45', 'CDC5L', 'CDC6', 'CDC7', 'CDH13', 'CDH17', 'CDH1', 'CDH2', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK5RAP3', 'CDK6', 'CDK7', 'CDKAL1', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2AIP', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDX2', 'CEACAM5', 'CEBPB', 'CEBPE', 'CHEK1', 'CHEK2', 'CHFR', 'CHKA', 'COMMD1', 'CRABP1', 'CREBBP', 'CSF1R', 'CSF1', 'CSF2', 'CTBP1', 'CTBP2', 'CTCF', 'CTLA4', 'CTNNB1', 'CTSK', 'CUL1', 'CUL3', 'CXCR4', 'CYCS', 'CYLD', 'CYTH1', 'CYTH2', 'CYTH3', 'DAB2IP', 'DAP', 'DAXX', 'DICER1', 'DIRAS3', 'DLEC1', 'DMTF1', 'DNAH3', 'DNMT1', 'DNMT3A', 'DNMT3B', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EBF1', 'EGFR', 'EGF', 'EGR1', 'EHF', 'EHMT2', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EP300', 'EPCAM', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ETS1', 'ETV6', 'EWSR1', 'EZH1', 'EZH2', 'FAT1', 'FBXW7', 'FGF2', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FKBP2', 'FLT3', 'FMN2', 'FN1', 'FOS', 'FOXA1', 'FOXM1', 'FOXN2', 'FOXO1', 'FOXO3', 'FTO', 'FZR1', 'GADD45A', 'GAPDH', 'GATA3', 'GATA4', 'GATA5', 'GBF1', 'GDF15', 'GGA1', 'GGA2', 'GGA3', 'GIT1', 'GIT2', 'GLI1', 'GLTSCR2', 'GMNN', 'GNA11', 'GNAQ', 'GNAS', 'GNL3', 'GOLPH3', 'GP5', 'GSPT1', 'GSTP1', 'H2AFX', 'H2AFZ', 'H3F3A', 'H3F3B', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HDAC9', 'HELLS', 'HGF', 'HHEX', 'HIC1', 'HIF1A', 'HIST1H2BA', 'HIST1H4A', 'HIST1H4B', 'HIST1H4C', 'HIST1H4D', 'HIST1H4E', 'HIST1H4F', 'HIST1H4H', 'HIST1H4I', 'HIST1H4J', 'HIST1H4K', 'HIST1H4L', 'HIST2H2AA3', 'HIST2H2AC', 'HIST2H4A', 'HIST4H4', 'HLTF', 'HMGA2', 'HNF4A', 'HNRNPD', 'HOPX', 'HOXA9', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPA4', 'HSPA9', 'HUWE1', 'ID1', 'IDH1', 'IDH2', 'IGF1R', 'IGF1', 'IGF2BP2', 'IGF2R', 'IGF2', 'IGFBP3', 'IKBKB', 'IKZF1', 'IL10', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ING1', 'ING4', 'INS', 'IQSEC1', 'IRS1', 'ISOC2', 'ITGAM', 'JAK1', 'JAK2', 'JAK3', 'JAZF1', 'JUNB', 'JUN', 'KAT2B', 'KAT5', 'KCNJ11', 'KCNQ1', 'KDM1A', 'KDM2B', 'KDM6A', 'KDM6B', 'KDR', 'KEAP1', 'KIAA1549', 'KIT', 'KLF4', 'KRAS', 'KRT19', 'KRT20', 'KRT5', 'KRT7', 'LATS2', 'LOX', 'LRRK2', 'MACROD2', 'MAF', 'MAP2K1', 'MAP2K4', 'MAP2K6', 'MAP2K7', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MAPK9', 'MAX', 'MC1R', 'MCL1', 'MCM10', 'MCM2', 'MCM5', 'MCM7', 'MDM2', 'MDM4', 'MEN1', 'MEOX1', 'MEOX2', 'MET', 'MGMT', 'MITF', 'MKRN1', 'MLANA', 'MLH1', 'KMT2D', 'KMT2C', 'KMT2B', 'MLLT3', 'MME', 'MMP2', 'MMP7', 'MMP9', 'MOV10', 'MRAS', 'MSH2', 'MSH6', 'MTA1', 'MTAP', 'MTHFR', 'MTNR1B', 'MTOR', 'MUC1', 'MYBL2', 'MYCL', 'MYCN', 'MYC', 'MYOD1', 'KAT6A', 'NANOG', 'NCAM1', 'NCL', 'NCOR1', 'NES', 'NEUROG1', 'NF1', 'NF2', 'NFATC1', 'NFE2L2', 'NKX2-1', 'NME1', 'NOTCH1', 'NOTCH2', 'NPM1', 'NRAS', 'NSUN2', 'ORC4', 'ORC5', 'OSBP2', 'P2RY8', 'PA2G4', 'PALB2', 'PARP1', 'PAX3', 'PAX5', 'PAX8', 'PBRM1', 'PCGF2', 'PDGFB', 'PDGFRA', 'PDGFRB', 'PEX19', 'PGR', 'PHLDB1', 'PI3', 'PIAS2', 'PIGF', 'PIK3CA', 'PIK3R1', 'PIP4K2A', 'PLEKHA3', 'PLEKHA8', 'PLEK', 'PLK1', 'PMAIP1', 'PML', 'PMS2', 'POTEF', 'POU5F1', 'PPARA', 'PPARG', 'PPM1D', 'PPP1R9B', 'PPP3CA', 'PRDM2', 'PRMT6', 'PROM1', 'PRSS1', 'PSMC3', 'PSMD10', 'PSME3', 'PTCH1', 'PTEN', 'PTER', 'PTF1A', 'PTGS2', 'PTPN11', 'PTPRC', 'PTPRD', 'PXN', 'RAB11A', 'RAB5A', 'RABEP1', 'RABGEF1', 'RAC2', 'RAD51', 'RAF1', 'RAP2B', 'RARB', 'RASSF1', 'RASSF2', 'RB1', 'RBL1', 'RBL2', 'RCC1', 'RELA', 'RELB', 'REL', 'RET', 'RHOA', 'DROSHA', 'RNF2', 'RNF43', 'ROS1', 'RPL11', 'RPRM', 'RPS27A', 'RPS6KB1', 'RRAS2', 'RRAS', 'RTEL1', 'RUNX2', 'RUNX3', 'SDHC', 'SENP1', 'SENP3', 'SERPINE1', 'SERTAD1', 'SETD2', 'SFN', 'SFRP1', 'SFRP2', 'SHH', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT4', 'SIRT5', 'SIRT6', 'SIRT7', 'SIVA1', 'SIX2', 'SKP2', 'SLC30A8', 'SMAD2', 'SMAD3', 'SMAD4', 'SMARCA4', 'SMARCB1', 'SMUG1', 'SNAI1', 'SNAI2', 'SNCA', 'SOCS1', 'SOX2', 'SP1', 'SPEN', 'SRC', 'STAT1', 'STAT3', 'STK11', 'STK25', 'STK33', 'STMN1', 'SUB1', 'SUMO1', 'SUMO2', 'SUMO3', 'SUV39H1', 'SUZ12', 'SYNE1', 'SYP', 'TBL1XR1', 'TBRG1', 'TBX2', 'TBX3', 'TCF7L2', 'TCHP', 'TERT', 'TET2', 'TFDP1', 'TFPI2', 'TGFBR2', 'THADA', 'THBS1', 'TIMP3', 'TMCO1', 'TMEM115', 'TNFRSF10B', 'TNFSF11', 'TNF', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOP1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TP73', 'TRADD', 'TRIM28', 'TRIP12', 'PRSS58', 'TSC2', 'TSPAN8', 'TTF1', 'TWIST1', 'TWSG1', 'TYR', 'UBA52', 'UBB', 'UBC', 'UBE2A', 'UBE2I', 'UBE3A', 'UCHL1', 'USP7', 'UTF1', 'VEGFA', 'VHL', 'WDTC1', 'WEE1', 'WFS1', 'WHSC1', 'WIF1', 'WRN', 'WT1', 'WWOX', 'XRCC1', 'YY1', 'ZBTB17', 'ZBTB7A', 'ZEB1', 'ZFP91', 'ZNF148', 'ZNF217', 'ZNF227', 'ZNF410', 'ZNF420', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07796029040511754
		RMSE:  0.688717064305458
		NRMSE:  0.155695052403178
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04182297654643197
		RMSE:  0.6873705418142212
		NRMSE:  0.18569552134596423
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6633450034781481
		NRMSE:  0.14995930902637006
		MAPE:  291.0442764508337
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00497373418246827
		RMSE:  0.6751049711753466
		NRMSE:  0.1823819351565125
		MAPE:  246.23249271843073

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  4.844077453727196e-15
		NRMSE:  1.095077982079167e-15
		MAPE:  3.8038830129664275e-12
		Pearson Correlation:  0.1889757190247814
		Spearman Correlation:  0.19850258511364746
		Coefficient of Determination:  -8.817156427273972
		RMSE:  2.1100211372515014
		NRMSE:  0.5700294838047064
		MAPE:  3322.7747007530925

	Predictor:  ElasticNet
		Pearson Correlation:  0.49266622696407675
		Spearman Correlation:  0.3279419190314548
		Coefficient of Determination:  0.14612076615832736
		RMSE:  0.6129678381830425
		NRMSE:  0.13857077838432064
		MAPE:  250.3591974944626
		Pearson Correlation:  0.48364140700116254
		Spearman Correlation:  0.35729197151497416
		Coefficient of Determination:  0.14014427029391474
		RMSE:  0.6244630488493667
		NRMSE:  0.16870084526944204
		MAPE:  216.6483519393682

	Predictor:  RandomForests
		Pearson Correlation:  0.6662250351297693
		Spearman Correlation:  0.6056399506504265
		Coefficient of Determination:  0.4270984004578826
		RMSE:  0.5020875813412392
		NRMSE:  0.11350459621142514
		MAPE:  162.86817303453486
		Pearson Correlation:  0.7130276466122182
		Spearman Correlation:  0.6239098624524437
		Coefficient of Determination:  0.4680405453297999
		RMSE:  0.4911715647647899
		NRMSE:  0.13269169136718983
		MAPE:  142.80948292933763

Protein:  TP53
Protein Interaction Partners Count:  1000
x_train_column_count:  991
x_train columns:  ['ABCB1', 'ABCC1', 'ABL1', 'ACTB', 'ACTL6A', 'ADAM17', 'AFP', 'AGT', 'AICDA', 'AIFM2', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALK', 'ANKRD2', 'ANXA1', 'ANXA2', 'ANXA5', 'APAF1', 'APBB1', 'APC', 'APEX1', 'APOBEC3B', 'APP', 'ARID1A', 'ARID3A', 'AR', 'ASF1A', 'ASXL1', 'ATF2', 'ATF3', 'ATG7', 'ATM', 'ATN1', 'ATRIP', 'ATRX', 'ATR', 'ATXN3', 'AURKA', 'AURKB', 'AXIN1', 'AXL', 'BACE1', 'BAG1', 'BAG2', 'BAIAP2L1', 'BAK1', 'BANP', 'BARD1', 'BAX', 'BBC3', 'BCL2A1', 'BCL2L11', 'BCL2L12', 'BCL2L14', 'BCL2L1', 'BCL2L2', 'BCL2', 'BCL6', 'BCR', 'BDNF', 'BECN1', 'BID', 'BIRC3', 'BIRC5', 'BIRC6', 'BLM', 'BMF', 'BMI1', 'BMX', 'BNIP3L', 'BNIP3', 'BRCA1', 'BRCA2', 'BRCC3', 'BRD1', 'BRD4', 'BRD7', 'BRE', 'BRIP1', 'BRPF1', 'BRPF3', 'BTG2', 'BTK', 'BUB1B', 'BUB1', 'RHNO1', 'RGCC', 'RMI2', 'CNOT11', 'SETD9', 'CA9', 'CABIN1', 'CABLES1', 'CAPN1', 'CARM1', 'CASP10', 'CASP1', 'CASP2', 'CASP3', 'CASP6', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBX2', 'CBX4', 'CBX6', 'CBX8', 'CCDC106', 'CCL2', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNG2', 'CCNH', 'CCNK', 'CCT2', 'CCT3', 'CCT4', 'CCT5', 'CCT6A', 'CCT6B', 'CCT7', 'CCT8', 'CD24', 'CD274', 'CD34', 'CD40LG', 'CD40', 'CD44', 'CD82', 'CDC20', 'CDC25A', 'CDC25C', 'CDH17', 'CDH1', 'CDK12', 'CDK13', 'CDK1', 'CDK2', 'CDK4', 'CDK5R1', 'CDK5', 'CDK6', 'CDK7', 'CDK8', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CEACAM5', 'CEBPB', 'CENPJ', 'CFL1', 'CFLAR', 'CHD3', 'CHD4', 'CHD8', 'CHEK1', 'CHEK2', 'CHUK', 'CISH', 'CITED2', 'CLSPN', 'CLU', 'CNOT10', 'CNOT1', 'CNOT2', 'CNOT3', 'CNOT4', 'CNOT6L', 'CNOT6', 'CNOT7', 'CNOT8', 'COPS5', 'CREB1', 'CREBBP', 'CRYAB', 'CSNK1A1', 'CSNK1D', 'CSNK1E', 'CSNK1G1', 'CSNK1G2', 'CSNK1G3', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTBP1', 'CTCF', 'CTGF', 'CTNNB1', 'CUL4A', 'CUL7', 'CUL9', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP1A1', 'DACH1', 'DAPK1', 'DAP', 'DAXX', 'DDB1', 'DDB2', 'DDIT4', 'DDX17', 'DDX3X', 'DDX5', 'DECR1', 'DGCR8', 'DHCR24', 'DHFR', 'DIABLO', 'DICER1', 'DKK1', 'DMTF1', 'DNA2', 'DNAJA3', 'DNAJB1', 'DNMT1', 'DNMT3A', 'DNTT', 'DPYD', 'DRAM1', 'DTL', 'DUSP1', 'DUSP2', 'DYRK1A', 'DYRK2', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F7', 'E2F8', 'E4F1', 'EED', 'EEF1A1', 'EEF1A2', 'EGFR', 'EGF', 'EGR1', 'EHMT1', 'EHMT2', 'EI24', 'EIF2AK2', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF4EBP1', 'ELANE', 'ELAVL1', 'ELL3', 'ELL', 'EP300', 'EP400', 'EPCAM', 'EPHA2', 'EPHA3', 'EPHB2', 'ERBB2', 'ERBB4', 'ERCC1', 'ERCC2', 'ERCC3', 'ERCC6', 'ESR1', 'ETS1', 'ETS2', 'EWSR1', 'EXO1', 'EZH2', 'F2', 'FADD', 'AMER1', 'FAM175B', 'FANCC', 'FANCD2', 'FASLG', 'FAS', 'FBL', 'FBXO11', 'FBXO4', 'FBXW7', 'FGF1', 'FGF2', 'FGFR3', 'FHIT', 'FHL2', 'FLT3', 'FN1', 'FOSL1', 'FOS', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FSCN1', 'FUT4', 'FZR1', 'G3BP1', 'G6PD', 'GADD45A', 'GADD45B', 'GADD45G', 'GAPDH', 'GATAD2A', 'GATAD2B', 'GDF15', 'GFI1', 'GLS2', 'GLTSCR2', 'GNL3', 'GRAMD4', 'GRB10', 'GRB14', 'GSK3B', 'GSTP1', 'GTF2H1', 'GTSE1', 'H1F0', 'H2AFX', 'HAMP', 'HCK', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC5', 'HDAC7', 'HDAC8', 'HDAC9', 'HERC5', 'HIC1', 'HIF1A', 'HIPK1', 'HIPK2', 'HIPK3', 'HIPK4', 'HIRA', 'HIST1H1A', 'HIST1H1B', 'HIST1H1C', 'HIST1H1D', 'HIST1H1E', 'HK2', 'HMGA1', 'HMGA2', 'HMGB1', 'HMGB2', 'HMMR', 'HMOX1', 'HNF4A', 'HNRNPK', 'HNRNPL', 'HOXA5', 'HPGDS', 'HRAS', 'HSF1', 'HSP90AA1', 'HSP90AB1', 'HSP90B1', 'HSPA1A', 'HSPA1B', 'HSPA1L', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPA9', 'HSPB1', 'HSPB2', 'HTT', 'HUS1', 'HUWE1', 'ICAM1', 'ID2', 'ID4', 'IDH1', 'IDH2', 'IFI16', 'IFNAR1', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IGFBP7', 'IKBKB', 'IL17A', 'IL4', 'IL6', 'CXCL8', 'ING1', 'ING2', 'ING3', 'ING4', 'ING5', 'INSIG1', 'INS', 'IRF1', 'ISG15', 'ITPKB', 'JAG1', 'JAK2', 'JMY', 'JUN', 'KAT2A', 'KAT2B', 'KAT5', 'KDM1A', 'KDM6A', 'KDM6B', 'KDR', 'KHDRBS1', 'CCAR2', 'KIT', 'KLF2', 'KLF4', 'KLF5', 'KLF6', 'KLK3', 'KPNA2', 'KRAS', 'KRT14', 'KRT17', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'L3MBTL1', 'LAMA4', 'LEP', 'LGALS7B', 'LGALS7', 'LIF', 'LIG4', 'LIN28A', 'PIDD1', 'LRRK2', 'LYN', 'MAF1', 'MAF', 'MAGEA2', 'MAP1LC3B', 'MAP2K1', 'MAP2K3', 'MAP2K7', 'MAP3K1', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MAPK9', 'MAPKAPK5', 'MBD3', 'MCL1', 'MCM7', 'MDC1', 'MDH1', 'MDM2', 'MDM4', 'MEAF6', 'MECOM', 'MELK', 'MET', 'MGMT', 'MIF', 'MKI67', 'MKRN1', 'MLH1', 'KMT2D', 'KMT2C', 'MMP13', 'MMP1', 'MMP2', 'MMP9', 'MOV10', 'MRE11A', 'MSH2', 'MSH6', 'MSX1', 'MT1A', 'MT2A', 'MTA1', 'MTA2', 'MTA3', 'MTOR', 'MUC1', 'MUTYH', 'MYBBP1A', 'MYB', 'MYCN', 'MYC', 'MYOCD', 'KAT8', 'KAT6A', 'NANOG', 'NBN', 'NCL', 'NCOA3', 'NCOR1', 'NCOR2', 'NDN', 'NDRG1', 'NEDD8', 'NES', 'NEUROD1', 'NF1', 'NF2', 'NFE2L2', 'NFKB1', 'NFKB2', 'NFKBIA', 'NFKBIB', 'NFYA', 'NFYB', 'NFYC', 'NGFR', 'NKX2-1', 'NLK', 'NLRC4', 'NME1', 'NOC2L', 'NOS3', 'NOTCH1', 'NOTCH3', 'NOTCH4', 'NOX4', 'NPM1', 'NQO1', 'NR1I2', 'NR2E1', 'NR3C1', 'NR4A1', 'NR4A2', 'NRAS', 'NUAK1', 'NUMB', 'NUPR1', 'OGG1', 'OLIG2', 'OPN1SW', 'OSGIN1', 'OTUB1', 'OTUB2', 'OTUD5', 'PADI4', 'PALB2', 'PARK2', 'PARK7', 'PARP1', 'PATZ1', 'PAX2', 'PAX3', 'PAX8', 'PBK', 'PBRM1', 'PCBP4', 'PCNA', 'PDCD4', 'PDCD5', 'PDGFRA', 'PDGFRB', 'PDLIM7', 'PER2', 'PERP', 'PGR', 'PHB', 'PHC1', 'PHC2', 'PHC3', 'PHF20', 'PHGDH', 'PI3', 'PIAS1', 'PIAS2', 'PIAS4', 'PIK3CA', 'PIN1', 'PKM', 'PLAGL1', 'PLAU', 'PLK1', 'PLK2', 'PLK3', 'PLK4', 'PMAIP1', 'PML', 'PMS2', 'POLI', 'POLK', 'POU4F1', 'POU4F2', 'POU5F1', 'PPARGC1A', 'PPARG', 'PPIF', 'PPM1D', 'PPP1R13B', 'PPP1R13L', 'PPP1R15A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R4', 'PPP2R5C', 'PRDM1', 'PRDM2', 'PRDX1', 'PRELID1', 'PRIMA1', 'PRKAA1', 'PRKAA2', 'PRKAB1', 'PRKAB2', 'PRKAG1', 'PRKAG2', 'PRKAG3', 'PRKCA', 'PRKCD', 'PRKCZ', 'PRKD1', 'PRKDC', 'PRKG1', 'PRMT1', 'PRMT5', 'PROM1', 'PSEN1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTBP1', 'PTCH1', 'PTEN', 'PTGS2', 'PTK2', 'PTTG1', 'RABGGTA', 'RABGGTB', 'RAD17', 'RAD1', 'RAD50', 'RAD51', 'RAD9A', 'RAD9B', 'RASSF1', 'RB1CC1', 'RB1', 'RBBP4', 'RBBP6', 'RBBP7', 'RBBP8', 'RBL1', 'RBL2', 'RBM38', 'RBPJ', 'RCHY1', 'RCOR1', 'RECQL4', 'RELA', 'REM1', 'REST', 'RET', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RFFL', 'RFWD2', 'RING1', 'RMI1', 'DROSHA', 'RNF20', 'RNF2', 'RNF34', 'RNF43', 'ROCK1', 'RPA1', 'RPA2', 'RPA3', 'RPL11', 'RPL22', 'RPL26', 'RPL5', 'RPRM', 'RPS14', 'RPS19', 'RPS27A', 'RPS27L', 'RPS3', 'RPS6KB1', 'RQCD1', 'RRAD', 'RRM2B', 'RRM2', 'RUNX2', 'RUNX3', 'S100A2', 'S100A4', 'S100A6', 'S100B', 'SALL4', 'SCO2', 'SDHC', 'SENP1', 'SENP3', 'SERPINB5', 'SERPINE1', 'SESN1', 'SESN2', 'SESN3', 'SETD2', 'SETD7', 'SETD8', 'SETDB1', 'SFN', 'SRSF1', 'SGK1', 'SHFM1', 'SHH', 'SHISA5', 'SIK1', 'SIN3A', 'SIN3B', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT4', 'SIRT5', 'SIRT6', 'SIRT7', 'SIVA1', 'SKP2', 'SLC2A14', 'SLC2A1', 'SLC2A2', 'SLC2A3', 'SLC6A6', 'SLMO1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMARCD1', 'SMG1', 'SMG7', 'SMYD2', 'SNAI1', 'SNAI2', 'SOCS1', 'SOCS3', 'SOD2', 'SORT1', 'SOX2', 'SOX4', 'SP100', 'SP1', 'SP3', 'SP7', 'SPATA18', 'SPP1', 'SQSTM1', 'SRC', 'SREBF1', 'SREBF2', 'SSRP1', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'STEAP3', 'STK11', 'STMN1', 'STUB1', 'SUB1', 'SUMO1', 'SUMO2', 'SUMO3', 'SUMO4', 'SUPT16H', 'SUV39H1', 'SUZ12', 'SYK', 'SYP', 'TADA3', 'TAF10', 'TAF11', 'TAF12', 'TAF13', 'TAF15', 'TAF1L', 'TAF1', 'TAF2', 'TAF3', 'TAF4B', 'TAF4', 'TAF5', 'TAF6', 'TAF7L', 'TAF7', 'TAF9B', 'TBPL1', 'TBPL2', 'TBP', 'TCHP', 'TCP1', 'TDG', 'TERT', 'TET2', 'TFAM', 'TFAP2A', 'TFAP2C', 'TFDP1', 'TFF1', 'TGFB1', 'TGM2', 'THBS1', 'TIMP3', 'TLR3', 'TLR9', 'TMEM219', 'TNFAIP3', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF10C', 'TNFRSF10D', 'TNF', 'TNK2', 'TNKS1BP1', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOE1', 'TOP1', 'TOP2A', 'TOP3A', 'TOPBP1', 'TOPORS', 'TP53AIP1', 'TP53BP1', 'TP53BP2', 'TP53I3', 'TP53INP1', 'TP53RK', 'TP63', 'TP73', 'TPT1', 'TPX2', 'TRAF6', 'TRIAP1', 'TRIM24', 'TRIM28', 'TRIM29', 'TRIM32', 'TRIM59', 'TRIM8', 'TRRAP', 'TSC2', 'TTC5', 'TTK', 'TWIST1', 'TWIST2', 'TXN', 'TYMS', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2A', 'UBE2D1', 'UBE2E1', 'UBE2I', 'UBE2K', 'UBE2N', 'UBE2Q1', 'UBE2S', 'UBE3A', 'UBN1', 'UCHL1', 'UHRF1', 'USF1', 'USP10', 'USP15', 'USP24', 'USP3', 'USP42', 'USP7', 'UTP14A', 'VEGFA', 'VHL', 'VPRBP', 'VRK1', 'WDTC1', 'WEE1', 'WRN', 'WT1', 'WWOX', 'XAF1', 'XIAP', 'XPA', 'XPO1', 'XRCC1', 'XRCC5', 'XRCC6', 'YBX1', 'YWHAB', 'YWHAE', 'YWHAG', 'YWHAH', 'YWHAQ', 'YWHAZ', 'YY1', 'YY2', 'ZBTB33', 'ZBTB7A', 'ZEB1', 'ZEB2', 'ZKSCAN4', 'ZNF148', 'ZNF274', 'ZNF385A', 'ZNF420', 'ZNF668', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056514421630322165
		RMSE:  0.4680116353271619
		NRMSE:  0.125354663272308
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.038787823290495904
		RMSE:  0.4172475009588805
		NRMSE:  0.13741067049526773
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941389
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.962619298676044e-15
		NRMSE:  5.256781300859901e-16
		MAPE:  2.2485250540154516e-12
		Pearson Correlation:  0.25722870987524554
		Spearman Correlation:  0.156301824212272
		Coefficient of Determination:  -1.1183208335609653
		RMSE:  0.5958352432743499
		NRMSE:  0.19622435148175527
		MAPE:  5684.564676891127

	Predictor:  ElasticNet
		Pearson Correlation:  0.44858804137550845
		Spearman Correlation:  0.4480592777644782
		Coefficient of Determination:  0.16414356236441108
		RMSE:  0.41627926713420504
		NRMSE:  0.11149839751820144
		MAPE:  323.5050896068551
		Pearson Correlation:  0.4016841723838468
		Spearman Correlation:  0.3832357818749391
		Coefficient of Determination:  0.13897616577640637
		RMSE:  0.3798725445332356
		NRMSE:  0.12510210588942386
		MAPE:  1665.3439421925789

	Predictor:  RandomForests
		Pearson Correlation:  0.6760856663874204
		Spearman Correlation:  0.5828389256744891
		Coefficient of Determination:  0.3816544637315291
		RMSE:  0.35804247493664515
		NRMSE:  0.09589995311012325
		MAPE:  342.13075090349093
		Pearson Correlation:  0.6064388444662423
		Spearman Correlation:  0.4688340241252622
		Coefficient of Determination:  0.29913669860842074
		RMSE:  0.3427259422941701
		NRMSE:  0.11286874437482959
		MAPE:  1906.2089208927212

Protein:  CTNNB1
Protein Interaction Partners Count:  992
x_train_column_count:  984
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACAN', 'ACP1', 'ACTA1', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTN1', 'ACTN4', 'ACVR1B', 'ACVR1', 'ADAM10', 'ADCY7', 'ADIPOQ', 'AES', 'AFP', 'AHI1', 'AHR', 'AHSA1', 'AJAP1', 'AK9', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDH1A1', 'ALK', 'ALPL', 'AMHR2', 'AMH', 'ANXA5', 'AP1M1', 'APC2', 'APCS', 'APC', 'APH1A', 'APH1B', 'AQP1', 'ARHGAP10', 'ARHGAP21', 'ARHGAP32', 'ARHGEF4', 'ARID1A', 'ARID2', 'ARMC7', 'ARMC8', 'ARVCF', 'ARX', 'AR', 'ASCL1', 'ASF1A', 'ASH2L', 'ASIP', 'ATF4', 'ATM', 'AURKA', 'AXIN1', 'AXIN2', 'BAG3', 'BCAR1', 'BCL2L1', 'BCL3', 'BCL6', 'BCL9L', 'BCL9', 'BDNF', 'BGLAP', 'BIRC5', 'BMI1', 'BMP2', 'BMP4', 'BMP7', 'BMPR1A', 'BMPR1B', 'BNIP2', 'BRAF', 'BRCA1', 'BRCA2', 'BRMS1L', 'BTRC', 'HILPDA', 'AK8', 'CA2', 'CA9', 'CABLES1', 'CACYBP', 'CALM1', 'CALM3', 'CARM1', 'CASP3', 'CASP8', 'CASP9', 'CAV1', 'CBLL1', 'CBL', 'CBY1', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCNE1', 'CD24', 'CD34', 'CD40', 'CD44', 'CDC27', 'CDC42', 'CDC73', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH16', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH26', 'CDH2', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDHR5', 'CDK12', 'CDK1', 'CDK2', 'CDK4', 'CDK5R1', 'CDK5', 'CDK6', 'CDK8', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDON', 'CDX1', 'CDX2', 'CEBPA', 'CHD8', 'CHRD', 'CHUK', 'CITED1', 'CKAP5', 'CLCA1', 'CLDN3', 'CLDN5', 'COL1A1', 'COPS3', 'COPS5', 'COPS6', 'CREB1', 'CREBBP', 'CRKL', 'CRK', 'CRP', 'CRYAB', 'CSNK1A1L', 'CSNK1A1', 'CSNK1D', 'CSNK1E', 'CSNK2A3', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTBP1', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNAL1', 'CTNNBIP1', 'CTNND1', 'CTNND2', 'CTTN', 'CUL1', 'CUL4A', 'CUL4B', 'CXCR4', 'CXXC4', 'DAB2', 'DACT1', 'DACT2', 'DACT3', 'DCT', 'DCX', 'DDB1', 'DDX39A', 'DDX3X', 'DDX5', 'DHODH', 'DHX9', 'DKK1', 'DKK2', 'DKK3', 'DKK4', 'DLG1', 'DLG2', 'DLG4', 'DLG5', 'DLGAP1', 'DLL4', 'DLX1', 'DNM2', 'DNMT1', 'DPYD', 'DSC1', 'DSC2', 'DSC3', 'DSG1', 'DSG2', 'DSG3', 'DSG4', 'DSP', 'DUSP6', 'DVL1', 'DVL2', 'DVL3', 'E2F3', 'ECM1', 'EFNA1', 'EGFR', 'EGF', 'EGR1', 'ELAVL1', 'EMD', 'ENAH', 'EP300', 'EP400', 'EPCAM', 'EPHA2', 'EPHB2', 'EPHB3', 'ERBB2IP', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ETS1', 'ETV4', 'EXOC3', 'EXOC4', 'EYA4', 'EZH2', 'EZR', 'F2RL2', 'FAF1', 'AMER1', 'FANCA', 'FASLG', 'FAS', 'FAT1', 'FAT4', 'FBXW11', 'FBXW7', 'FERMT2', 'FER', 'FGF10', 'FGF13', 'FGF2', 'FGF3', 'FGF4', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FHL2', 'FLG', 'FLOT1', 'FLOT2', 'FLT1', 'FLT3', 'FMN1', 'FMR1', 'FN1', 'FOS', 'FOXA1', 'FOXA2', 'FOXC2', 'FOXG1', 'FOXL1', 'FOXL2', 'FOXM1', 'FOXN3', 'FOXO1', 'FOXO3', 'FOXO4', 'FOXP1', 'FRAT1', 'FRAT2', 'FRZB', 'FSCN1', 'FSTL1', 'FSTL3', 'FURIN', 'FUS', 'FXR1', 'FYN', 'FZD10', 'FZD1', 'FZD2', 'FZD3', 'FZD4', 'FZD5', 'FZD6', 'FZD7', 'FZD8', 'FZD9', 'GAPDH', 'GATA2', 'GATA4', 'GCG', 'GDF2', 'GDNF', 'GFRA1', 'GJA1', 'GLI1', 'GLI2', 'GLI3', 'GLIS2', 'GLUL', 'GNA11', 'GNA12', 'GNA13', 'GNAQ', 'GNAS', 'GPC3', 'GRIA2', 'GRIP1', 'GSK3A', 'GSK3B', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HAS2', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HDAC7', 'HERC5', 'HES7', 'HGF', 'HGS', 'HHEX', 'HIC1', 'HIF1A', 'HINT1', 'HIPK2', 'HIST1H1C', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2AC', 'HIST2H2BE', 'HIST3H3', 'HMGB1', 'HNF1A', 'HNF4A', 'HNRNPA1', 'HNRNPA2B1', 'HNRNPK', 'HNRNPM', 'HOXA10', 'HOXB4', 'HPGD', 'HRAS', 'HSP90AB1', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB3', 'HSPD1', 'HTRA1', 'HTT', 'HUWE1', 'IBSP', 'IDH1', 'IDH2', 'IFNB1', 'IFRD1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP4', 'IHH', 'IKBKB', 'IL6', 'CXCL8', 'ILK', 'INS', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'IRF3', 'ISG15', 'ISL1', 'ITGAE', 'ITGB1', 'ITGB7', 'ITK', 'ITPKB', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'AJUBA', 'JUN', 'JUP', 'KANK1', 'KAT2A', 'KAT2B', 'KAT5', 'KCNN1', 'KCTD1', 'KDM1A', 'KDR', 'KIF18B', 'KIF3A', 'KIF5B', 'KIFC3', 'KIT', 'KLF2', 'KLF4', 'KLF5', 'KRAS', 'KREMEN1', 'KRIT1', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'LATS2', 'LDB1', 'LDHB', 'LDLR', 'LEF1', 'LEO1', 'LGR4', 'LGR5', 'LGR6', 'LHCGR', 'LHX8', 'LIF', 'LIMA1', 'LMNA', 'LMNB1', 'LOX', 'LRP4', 'LRP5L', 'LRP5', 'LRP6', 'LRRFIP1', 'LRRK2', 'LZTFL1', 'MACF1', 'MAGI1', 'MAGI2', 'MAGI3', 'MAP1LC3B', 'MAP2K1', 'MAP2K2', 'MAP2K6', 'MAP2K7', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8IP1', 'MAPK8', 'MAPK9', 'MDFIC', 'MDFI', 'MDK', 'MDM2', 'MED12', 'MED1', 'MEF2A', 'MEF2C', 'MEF2D', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MGMT', 'MITF', 'MKI67', 'MLH1', 'KMT2D', 'MLLT10', 'MLLT11', 'MLLT4', 'MLLT6', 'KMT2A', 'MME', 'MMP13', 'MMP14', 'MMP15', 'MMP17', 'MMP25', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MRAP', 'MSH2', 'MSH6', 'MSN', 'MSX1', 'MSX2', 'MTDH', 'MTOR', 'MUC13', 'MUC1', 'MUTYH', 'MYCN', 'MYC', 'MYF5', 'MYO1D', 'MYO6', 'MYO7A', 'MYOD1', 'MYOG', 'NANOG', 'NCAM1', 'NCCRP1', 'NCOA2', 'NCSTN', 'NDP', 'NDRG2', 'NEDD9', 'NEK2', 'NES', 'NEURL2', 'NF1', 'NF2', 'NFAT5', 'NFKB1', 'NIT1', 'NKD1', 'NKX2-5', 'NLK', 'NME1', 'NOG', 'NONO', 'NOS3', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NPM1', 'NR0B1', 'NR4A1', 'NR4A2', 'NR5A1', 'NR5A2', 'NRAS', 'NRIP1', 'NTRK1', 'NTRK2', 'NTRK3', 'NUDT5', 'NUMB', 'NUP153', 'NUTF2', 'OTX2', 'PAK1', 'PAK2', 'PAK3', 'PANK4', 'PARD3', 'PARD6A', 'PARK2', 'PARP1', 'PAX3', 'PAX6', 'PAX7', 'PAX8', 'PDGFRA', 'PDGFRB', 'PECAM1', 'PGK1', 'PGR', 'PHB', 'JADE1', 'PI3', 'PICK1', 'PIK3CA', 'PIK3R1', 'PIK3R2', 'PIN1', 'PIP5K1A', 'PIP5K1C', 'PITX2', 'PKD1', 'PKM', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PLAG1', 'PLEKHA7', 'PLK1', 'PML', 'PMS2', 'POLE', 'PORCN', 'POTEF', 'POU5F1', 'PPARD', 'PPARG', 'PPM1A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R2B', 'PPP2R5A', 'PPP2R5B', 'PPP2R5C', 'PPP2R5D', 'PPP2R5E', 'PRKACA', 'PRKACB', 'PRKACG', 'PRKAR1A', 'PRKCA', 'PRKCG', 'PRKCI', 'PRKCZ', 'PRKD1', 'PRL', 'PRMT1', 'PROC', 'PROM1', 'PROP1', 'PSEN1', 'PSEN2', 'PSENEN', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTEN', 'PTGES3', 'PTGS2', 'PTH1R', 'PTH', 'PTK2', 'PTK7', 'PTMA', 'PTN', 'PTPN11', 'PTPN13', 'PTPN1', 'PTPN6', 'PTPRB', 'PTPRC', 'PTPRF', 'PTPRG', 'PTPRJ', 'PTPRK', 'PTPRM', 'PTPRU', 'PTPRZ1', 'PVRL1', 'PVRL2', 'PXN', 'PYGO1', 'PYGO2', 'RAB5A', 'RAB7A', 'RAB8B', 'RAC1', 'RAC2', 'RALGDS', 'RANBP3', 'RAP1A', 'RAP1B', 'RAPGEF1', 'RAPGEF2', 'RAPGEF6', 'RAPSN', 'RARA', 'RARB', 'RARG', 'RARS', 'RASSF1', 'RB1CC1', 'RB1', 'RBBP5', 'RBMX', 'RBPJ', 'RBX1', 'RELA', 'REM1', 'RET', 'RHOA', 'RIPK2', 'RNF220', 'RNF43', 'ROBO1', 'ROCK1', 'ROCK2', 'ROR2', 'RPRD1A', 'RPS27A', 'RPSA', 'RSPO1', 'RSPO2', 'RSPO3', 'RSPO4', 'RUNX2', 'RUNX3', 'RUVBL1', 'RUVBL2', 'RXRA', 'RYK', 'S100A4', 'S100A6', 'SALL1', 'SALL4', 'SATB1', 'SCRIB', 'SDHC', 'SERPINE1', 'SETD2', 'SETD7', 'SFN', 'SFRP1', 'SFRP2', 'SFRP4', 'SFRP5', 'SHFM1', 'SHH', 'SIAH1', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT6', 'SKP1', 'SLC6A3', 'SLC9A3R1', 'SLCO1B3', 'SLCO2A1', 'SLIT1', 'SLK', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD5', 'SMAD7', 'SMAD9', 'SMARCA2', 'SMARCA4', 'SMARCA5', 'SMARCB1', 'SMO', 'SMURF1', 'SMYD2', 'SNAI1', 'SNAI2', 'SNX1', 'SOST', 'SOX10', 'SOX13', 'SOX17', 'SOX1', 'SOX2', 'SOX3', 'SOX4', 'SOX6', 'SOX7', 'SOX8', 'SOX9', 'SP1', 'SP7', 'SPAG9', 'SPATA13', 'SPEN', 'SPN', 'SPP1', 'SRC', 'STAT3', 'STK11', 'STRAP', 'STX4', 'SUFU', 'SUV39H1', 'SYP', 'TADA3', 'TAX1BP3', 'TAZ', 'TBL1XR1', 'TBL1X', 'TBX5', 'TBX6', 'TCF12', 'TCF3', 'TCF4', 'TCF7L1', 'TCF7L2', 'TCF7', 'TERT', 'TFAP2A', 'TFCP2', 'TFF1', 'TFF2', 'TFF3', 'TGFB1', 'TGFB2', 'TGFB3', 'TGFBR1', 'TGFBR2', 'TGM2', 'TJP1', 'TJP2', 'TLE1', 'TLE2', 'TLE3', 'TLE4', 'TNFRSF11B', 'TNFSF11', 'TNF', 'TNIK', 'TNKS2', 'TNKS', 'TNS1', 'TOB1', 'TOP2A', 'TP53', 'TRAF4', 'TRIM33', 'TRIM37', 'TRIP10', 'TRRAP', 'TSC2', 'TUBA1A', 'TWIST1', 'TYMS', 'T', 'UBA52', 'UBB', 'UBC', 'UBE2B', 'UBE2R2', 'UBE3A', 'UBR5', 'UCHL1', 'UMPS', 'UPRT', 'USP4', 'USP7', 'USP9X', 'VANGL1', 'VANGL2', 'VASP', 'VAV1', 'VAV2', 'VAV3', 'VCAM1', 'VCL', 'VDR', 'VEGFA', 'VHL', 'VIM', 'WDR64', 'WDTC1', 'WHSC1', 'WIF1', 'WISP1', 'WLS', 'WNT10A', 'WNT10B', 'WNT11', 'WNT16', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8A', 'WNT8B', 'WNT9A', 'WNT9B', 'WT1', 'WWTR1', 'XPO1', 'YAP1', 'YARS', 'YEATS4', 'YES1', 'YWHAB', 'YWHAE', 'YWHAG', 'YWHAH', 'YWHAQ', 'YWHAZ', 'ZAP70', 'ZAR1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZIC3', 'ZNRF3', 'ZYX', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3748966387166963
		RMSE:  0.8500866572002603
		NRMSE:  0.167208233123576
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8495839638322671
		RMSE:  1.0424819908687044
		NRMSE:  0.25944650229429445
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999418805934
		Coefficient of Determination:  1.0
		RMSE:  3.035276377164293e-15
		NRMSE:  5.970252512124888e-16
		MAPE:  6.110152691638068e-12
		Pearson Correlation:  0.3113400726849949
		Spearman Correlation:  0.332962637791435
		Coefficient of Determination:  -1.647591283441233
		RMSE:  1.2472600349749365
		NRMSE:  0.3104104016761496
		MAPE:  637.2264104499475

	Predictor:  ElasticNet
		Pearson Correlation:  0.5089438785959789
		Spearman Correlation:  0.477230123545008
		Coefficient of Determination:  0.1424418765711516
		RMSE:  0.6713669486351996
		NRMSE:  0.13205486794555463
		MAPE:  658.3898385321957
		Pearson Correlation:  0.4682804353751667
		Spearman Correlation:  0.49780509218612823
		Coefficient of Determination:  0.021507835938939235
		RMSE:  0.7582461459545281
		NRMSE:  0.18870763444277847
		MAPE:  260.6779495193148

	Predictor:  RandomForests
		Pearson Correlation:  0.6752394208716751
		Spearman Correlation:  0.6306516450727567
		Coefficient of Determination:  0.4446434237391931
		RMSE:  0.5402740818718719
		NRMSE:  0.10626948895984892
		MAPE:  418.6490648898317
		Pearson Correlation:  0.5555587642331372
		Spearman Correlation:  0.5261633011413521
		Coefficient of Determination:  0.26095443840487087
		RMSE:  0.6589722737741187
		NRMSE:  0.16400096408106288
		MAPE:  185.54982769552925

Protein:  CCNE1
Protein Interaction Partners Count:  350
x_train_column_count:  347
x_train columns:  ['ABL1', 'AKT1', 'AKT2', 'AKT3', 'ALDH18A1', 'ANAPC10', 'ANAPC13', 'ANAPC1', 'ANAPC2', 'ANAPC4', 'ANAPC5', 'ANAPC7', 'ANXA5', 'ARID1A', 'AR', 'ATM', 'AURKA', 'AURKB', 'BARD1', 'BCL2L1', 'BIRC5', 'BRCA1', 'BRCA2', 'BTG2', 'BTRC', 'BUB1B', 'BUB1', 'BUB3', 'RGCC', 'MLIP', 'CABLES1', 'CALM1', 'CAPRIN1', 'CASP3', 'CASP9', 'CBX7', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCNC', 'CCND1', 'CCND2', 'CCND3', 'CCNE2', 'CCNF', 'CCNG1', 'CCNH', 'CCNK', 'CCNL2', 'CCNT1', 'CCNT2', 'CCNY', 'CCT2', 'CCT3', 'CCT4', 'CCT5', 'CCT6A', 'CCT6B', 'CCT7', 'CCT8', 'CDC16', 'CDC20', 'CDC23', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC26', 'CDC27', 'CDC45', 'CDC6', 'CDC7', 'CDCA2', 'CDCA5', 'CDCA8', 'CDH1', 'CDK12', 'CDK13', 'CDK14', 'CDK15', 'CDK16', 'CDK17', 'CDK18', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK5', 'CDK6', 'CDK7', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDT1', 'CENPA', 'CENPE', 'CHAF1A', 'CHD1L', 'CHEK1', 'CHEK2', 'CINP', 'CKS1B', 'CKS2', 'COPS5', 'CREBBP', 'CSK', 'CTNNB1', 'CUL1', 'CUL3', 'CUL4B', 'DBF4B', 'DBF4', 'DGCR8', 'DICER1', 'DTL', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'EBNA1BP2', 'ECT2', 'EGFR', 'EGF', 'ELAVL1', 'ELSPBP1', 'EP400', 'ERBB2', 'ERBB3', 'ERBB4', 'ESPL1', 'ESR1', 'EXO1', 'EZH2', 'FAM58A', 'FAM83H', 'FBXO5', 'FBXW7', 'FEN1', 'FGFR1', 'FGFR2', 'FGFR3', 'FOXM1', 'FZR1', 'GAPDH', 'GLI1', 'GMNN', 'GSK3B', 'H1F0', 'HDAC1', 'HEATR3', 'HERC5', 'HIST1H1A', 'HIST1H1B', 'HIST1H4A', 'HRAS', 'IFNAR1', 'IGF1R', 'IGF1', 'ITPKB', 'JUN', 'KIF11', 'KIF20A', 'KIF23', 'KIF2C', 'KPNA2', 'KRAS', 'LATS2', 'LIN37', 'LIN52', 'LIN54', 'LIN9', 'GMNC', 'MAD2L1', 'MAPK3', 'MATK', 'MAX', 'MCL1', 'MCM10', 'MCM2', 'MCM3', 'MCM4', 'MCM5', 'MCM6', 'MCM7', 'MCM8', 'MDM2', 'MEGF11', 'MELK', 'MKI67', 'KMT2D', 'KMT2B', 'MNAT1', 'MRE11A', 'MTOR', 'MYBL2', 'MYC', 'NBN', 'NF1', 'NFYB', 'NMI', 'NOTCH1', 'NOTCH3', 'NPAT', 'NRAS', 'ORC1', 'ORC2', 'ORC3', 'ORC4', 'ORC5', 'ORC6', 'PARK2', 'PARP1', 'PCBP4', 'PCNA', 'PIK3CA', 'PIK3R1', 'PKMYT1', 'PLK1', 'PLK4', 'POLA1', 'POLD1', 'PPP1R1C', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R4', 'PRC1', 'PRKAR1A', 'PRKAR2A', 'PRMT5', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMB10', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSMF1', 'PTEN', 'PTGDR', 'PTK6', 'PTTG1', 'RAD51', 'RAD54L', 'RB1', 'RBBP4', 'RBL1', 'RBL2', 'RBX1', 'REL', 'REM1', 'RHOA', 'RHOBTB3', 'RINT1', 'RNASE1', 'RPRD1A', 'RPS27A', 'RRM1', 'RRM2', 'RRN3', 'RSF1', 'SHFM1', 'SKP1', 'SKP2', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'ST8SIA1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STK3', 'STK4', 'TARBP1', 'TCP1', 'TERF1', 'TERT', 'TFDP1', 'TK1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TP73', 'TPX2', 'TTK', 'TUBG1', 'TYMS', 'UBA52', 'UBB', 'UBC', 'UBE2C', 'UBE2QL1', 'UBE2S', 'UHRF2', 'WEE1', 'WEE2', 'XIAP', 'YAP1', 'ZNF217', 'ZNF33A', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4791855590206433
		RMSE:  0.8074207285197392
		NRMSE:  0.19485501569122746
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.202859557398884
		RMSE:  0.7485643095226329
		NRMSE:  0.4068306401244751
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5127968844139411
		NRMSE:  0.12375338089483821
		MAPE:  119.54577818111471
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.708057571667368e-05
		RMSE:  0.41828317133084
		NRMSE:  0.22732904598983691
		MAPE:  82.35330275987332

	Predictor:  LinearRegression
		Pearson Correlation:  0.9601705041265894
		Spearman Correlation:  0.8730487935079695
		Coefficient of Determination:  0.9219273969947087
		RMSE:  0.14328301370685326
		NRMSE:  0.03457852009239406
		MAPE:  34.501113164657106
		Pearson Correlation:  0.565113156602193
		Spearman Correlation:  0.41849575651155985
		Coefficient of Determination:  -1.5978149933863177
		RMSE:  0.6741620141325236
		NRMSE:  0.36639439025892734
		MAPE:  80.27247289098786

	Predictor:  ElasticNet
		Pearson Correlation:  0.6702550719488771
		Spearman Correlation:  0.582105449486671
		Coefficient of Determination:  0.3659231055144212
		RMSE:  0.4083347510816142
		NRMSE:  0.0985435120982731
		MAPE:  82.16150683351083
		Pearson Correlation:  0.7186193183380466
		Spearman Correlation:  0.6266998341625208
		Coefficient of Determination:  0.4534773877002276
		RMSE:  0.30921762251203105
		NRMSE:  0.16805396904984868
		MAPE:  53.656744305306646

	Predictor:  RandomForests
		Pearson Correlation:  0.8617928485205313
		Spearman Correlation:  0.7113946304957038
		Coefficient of Determination:  0.7370044408538277
		RMSE:  0.26297810132597776
		NRMSE:  0.06346456097834731
		MAPE:  68.09589031787966
		Pearson Correlation:  0.834994290849563
		Spearman Correlation:  0.7370695400035787
		Coefficient of Determination:  0.694368986127278
		RMSE:  0.23123782722461025
		NRMSE:  0.12567341519497946
		MAPE:  40.89069492026417

Protein:  CCND1
Protein Interaction Partners Count:  857
x_train_column_count:  849
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTL6B', 'AFP', 'AHR', 'AKAP12', 'AKAP8', 'AKR1B10', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDOA', 'ALK', 'ANO1', 'ANXA5', 'APAF1', 'APC', 'APEX1', 'AREG', 'ARHGEF2', 'ARID1A', 'ARID1B', 'ARID2', 'ARID4A', 'AR', 'ASIP', 'ATF2', 'ATF3', 'ATF4', 'ATM', 'ATXN1', 'AURKA', 'AURKB', 'AXIN1', 'AXIN2', 'B2M', 'BANP', 'BARX2', 'BAX', 'BCAR1', 'BCAR3', 'BCCIP', 'BCL2A1', 'BCL2L11', 'BCL2L1', 'BCL2L2', 'BCL2', 'BCL3', 'BCL6', 'BCL9', 'BECN1', 'BGLAP', 'BHLHE40', 'BIRC2', 'BIRC3', 'BIRC5', 'BMI1', 'BMP4', 'BMP6', 'BRAF', 'BRCA1', 'BRCA2', 'BRD2', 'BRD4', 'BTC', 'BTG2', 'BTRC', 'RGCC', 'COPRS', 'CA9', 'CARD11', 'CARM1', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBFB', 'CCDC62', 'CCL2', 'CCL5', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNC', 'CCND2', 'CCND3', 'CCNDBP1', 'CCNE1', 'CCNE2', 'CCNG2', 'CCNH', 'CCNK', 'CCNL1', 'CCNL2', 'CCNT1', 'CCNT2', 'CCNY', 'CD19', 'CD22', 'CD24', 'CD34', 'CD38', 'CD44', 'CD5', 'CD79A', 'CDC20', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC27', 'CDC42', 'CDC6', 'CDC73', 'CDCA7L', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDK12', 'CDK13', 'CDK14', 'CDK16', 'CDK17', 'CDK18', 'CDK1', 'CDK20', 'CDK2', 'CDK3', 'CDK4', 'CDK5', 'CDK6', 'CDK7', 'CDK8', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDT1', 'CDX2', 'CENPE', 'CEP57', 'CFLAR', 'CHEK1', 'CHEK2', 'CHKA', 'CHUK', 'CKS1B', 'CKS2', 'CLCN3', 'COL1A1', 'CR2', 'CREB1', 'CREBBP', 'CRKL', 'CRYAB', 'CSF2', 'CTBP1', 'CTGF', 'CTNNB1', 'CTNND1', 'CTTN', 'CUL1', 'CUL3', 'CUL7', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP19A1', 'CYR61', 'DACH1', 'DAXX', 'DDIT3', 'DDX53', 'DECR1', 'DHFR', 'DICER1', 'DKK1', 'DKK3', 'DLL1', 'DMTF1', 'DND1', 'DNMT1', 'DNMT3A', 'DNTT', 'DVL1', 'DVL2', 'DYRK1A', 'DYRK1B', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EDN1', 'EEF1A1', 'EGFR', 'EGF', 'EGLN2', 'EGR1', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF3I', 'EIF4A1', 'EIF4A2', 'EIF4EBP1', 'EIF4E', 'EIF4G1', 'ELAVL1', 'ELSPBP1', 'EP300', 'EPCAM', 'EPHA2', 'EPHA7', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ETS1', 'ETV4', 'EWSR1', 'EYA1', 'EZH2', 'FABP4', 'FADD', 'FAM58A', 'FAM83H', 'FASLG', 'FAT1', 'FBXO31', 'FBXO4', 'FBXW7', 'FBXW8', 'FGF13', 'FGF19', 'FGF2', 'FGF3', 'FGF4', 'FGF7', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FGFR4', 'FHIT', 'FHL2', 'FIGF', 'FLCN', 'FLNA', 'FLT1', 'FLT3', 'FN1', 'FOSL1', 'FOS', 'FOXA1', 'FOXC1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FRZB', 'FSTL3', 'FZD1', 'FZD2', 'FZD7', 'FZD9', 'FZR1', 'GADD45A', 'GAL', 'GAPDH', 'GAST', 'GATA3', 'GATA4', 'GDF15', 'GDF2', 'GGNBP2', 'GGT1', 'GIT1', 'GJA1', 'GJB1', 'GLI1', 'GLI2', 'GLI3', 'GLTSCR2', 'GNB2L1', 'GPER1', 'GRB2', 'GREB1', 'GRM4', 'GRP', 'GSK3B', 'H1F0', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HBEGF', 'HBZ', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC4', 'HEXIM1', 'HEY1', 'HGF', 'HIF1A', 'HIST1H2AA', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AH', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST1H4A', 'HIST1H4B', 'HIST1H4C', 'HIST1H4D', 'HIST1H4E', 'HIST1H4F', 'HIST1H4H', 'HIST1H4I', 'HIST1H4J', 'HIST1H4K', 'HIST1H4L', 'HIST2H2AC', 'HIST2H2BE', 'HIST2H4A', 'HIST4H4', 'HMGA2', 'HMOX1', 'HNF1A', 'HNF4A', 'HNRNPD', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB8', 'ICAM1', 'ID1', 'ID2', 'IFNAR1', 'IFNB1', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP3', 'IGFBP5', 'IHH', 'IKBKB', 'IL10', 'IL17A', 'IL2', 'IL4', 'IL6', 'IL7', 'CXCL8', 'ILK', 'INSM1', 'INS', 'IRF1', 'IRS1', 'ISG15', 'ITGB1', 'ITPKB', 'ITPKC', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JARID2', 'JUNB', 'JUND', 'JUN', 'KAT2A', 'KAT2B', 'KDM1A', 'KDM5B', 'KDR', 'KHDRBS1', 'KIF18B', 'KIN', 'KITLG', 'KIT', 'KLF13', 'KLF4', 'KLF5', 'KLF6', 'KLK3', 'KRAS', 'KRT10', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'LDB3', 'LEF1', 'LEP', 'LGALS3', 'LGR5', 'LIMK2', 'LIMS1', 'LIN28B', 'LMNA', 'LMNB1', 'LOX', 'LRP5', 'LRP6', 'LYN', 'MAFB', 'MAF', 'MAML1', 'MAML2', 'MAML3', 'MAMLD1', 'MAP2K1', 'MAP2K2', 'MAP2K4', 'MAP2K7', 'MAP3K5', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MAPK9', 'MCL1', 'MCM10', 'MCM2', 'MCM3', 'MCM5', 'MCM6', 'MCM7', 'MCM8', 'MDK', 'MDM2', 'MDM4', 'MEN1', 'MET', 'MGMT', 'MITF', 'MKI67', 'MLH1', 'MLXIPL', 'MME', 'MMP11', 'MMP14', 'MMP15', 'MMP1', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MNAT1', 'MOV10', 'MSH2', 'MST1', 'MTOR', 'MUC1', 'MYBL2', 'MYB', 'MYCN', 'MYC', 'MYEOV', 'MYF5', 'MYOD1', 'MYOG', 'NACA2', 'NADSYN1', 'NANOG', 'NCAM1', 'NCOA1', 'NCOA3', 'NCOR1', 'NES', 'NEUROD1', 'NF1', 'NF2', 'NFKB1', 'NFKB2', 'NFKBIA', 'NGF', 'NKX2-1', 'NME1-NME2', 'NME1', 'NME2', 'NMI', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTCH4', 'NPM1', 'NQO1', 'NR0B2', 'NR1H3', 'NR2E1', 'NR3C1', 'NR4A3', 'NRAS', 'NRF1', 'NUDT21', 'ODC1', 'ORAI1', 'ORAOV1', 'ORC4', 'PAK1', 'PAK4', 'PARK2', 'PARP1', 'PAX2', 'PAX5', 'PAX6', 'PBRM1', 'PBX3', 'PCNA', 'PDCD4', 'PDGFRA', 'PDGFRB', 'PDZK1', 'PECAM1', 'PELP1', 'PGR', 'PI3', 'PI4K2A', 'PIK3CA', 'PIK3R1', 'PKLR', 'PKM', 'PLAUR', 'PLAU', 'PLK1', 'PMAIP1', 'POLR2A', 'POTEF', 'POU2F1', 'POU5F1', 'PPARG', 'PPP2R4', 'PRDM5', 'PRKACA', 'PRL', 'PRMT5', 'PRNP', 'PROM1', 'PSAT1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTCHD3', 'PTEN', 'PTF1A', 'PTGS2', 'PTHLH', 'PTH', 'PTK2', 'PTK6', 'PTPN11', 'PTPRCAP', 'PTPRC', 'PXN', 'RAD51', 'RAF1', 'RALA', 'RASSF1', 'RB1', 'RBL1', 'RBL2', 'RBPJ', 'RBX1', 'RCC1', 'RELA', 'RELB', 'REL', 'REM1', 'RET', 'RHEB', 'RHOA', 'RHOC', 'RICTOR', 'RNASE1', 'DROSHA', 'RND3', 'RNMT', 'ROCK1', 'RPRD1B', 'RPS27A', 'RPS6KA1', 'RPS6KA2', 'RPS6KA3', 'RPS6KA6', 'RPS6KB1', 'RPS6', 'RPTOR', 'RREB1', 'RSF1', 'RUNX1', 'RUNX2', 'RUNX3', 'SDC1', 'SDHC', 'SENP1', 'SERPINE1', 'SFRP1', 'SFRP2', 'SFRP4', 'SFRP5', 'SHC1', 'SHFM1', 'SHH', 'SIRT1', 'SIX1', 'SIX3', 'SKP1', 'SKP2', 'SLC25A16', 'SLC25A6', 'SLC2A1', 'SLC35B2', 'SLC39A4', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'SMARCC1', 'SMARCC2', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'SMARCE1', 'SMO', 'SNAI1', 'SNAI2', 'SNCA', 'SNIP1', 'SNW1', 'SNX33', 'SOCS3', 'SOX11', 'SOX17', 'SOX2', 'SOX4', 'SOX6', 'SOX9', 'SP1', 'SPN', 'SPP1', 'SPRY1', 'SRC', 'SREBF1', 'STAT1', 'STAT3', 'STAT4', 'STAT5A', 'STAT5B', 'STAT6', 'STC2', 'STIM1', 'STK11', 'STK24', 'STMN1', 'SUFU', 'SULF2', 'SUV39H1', 'TAF1', 'TBP', 'TBX2', 'TCEAL7', 'TCF4', 'TCF7L2', 'TCF7', 'TERT', 'TET3', 'TFDP1', 'TFF1', 'TGFA', 'TGFB1', 'TGFBR2', 'THBS1', 'THRA', 'THRB', 'TIMP1', 'TIMP2', 'TIMP3', 'TJP1', 'TJP2', 'TJP3', 'TLE1', 'TLR9', 'TM4SF1', 'TMPRSS4', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF13C', 'TNFRSF8', 'TNFSF11', 'TNF', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOP2A', 'TP53', 'TP63', 'TP73', 'TRPV2', 'TSC22D3', 'TSC2', 'TWIST1', 'TXN', 'TYMS', 'UBA52', 'UBA7', 'UBB', 'UBC', 'UBE2C', 'UBTF', 'URGCP', 'USP18', 'USP2', 'USP9X', 'VCL', 'VDR', 'VEGFA', 'VEGFC', 'VIP', 'VRK1', 'WDR77', 'WDTC1', 'WEE1', 'WHSC1', 'WIF1', 'WISP1', 'WNT10A', 'WNT10B', 'WNT11', 'WNT16', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8B', 'WNT9A', 'WNT9B', 'WT1', 'XBP1', 'XIAP', 'XPO1', 'YAP1', 'YBX1', 'YY1', 'ZBTB17', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.45856423758787734
		RMSE:  0.28833360256132
		NRMSE:  0.17333782361719832
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5341468996847767
		RMSE:  0.29160473760802996
		NRMSE:  0.22560247695118987
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.1985567748074125e-15
		NRMSE:  7.205376722700296e-16
		MAPE:  2.848892944682803e-12
		Pearson Correlation:  -0.03689514584071177
		Spearman Correlation:  0.021002828992293436
		Coefficient of Determination:  -2.8113705766369708
		RMSE:  0.45962293390511627
		NRMSE:  0.3555911786726468
		MAPE:  861.3927030801524

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  RandomForests
		Pearson Correlation:  0.5897287080039353
		Spearman Correlation:  0.5843404797931906
		Coefficient of Determination:  0.3083193710793459
		RMSE:  0.1985570374413439
		NRMSE:  0.11936674889164728
		MAPE:  495.1329249851251
		Pearson Correlation:  0.2704944937479533
		Spearman Correlation:  0.42988001170617507
		Coefficient of Determination:  0.057348461081726754
		RMSE:  0.22857919168491403
		NRMSE:  0.1768422291304961
		MAPE:  299.0876241555505

Protein:  ERBB2
Protein Interaction Partners Count:  663
x_train_column_count:  657
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACPP', 'ACTA2', 'ACTB', 'ACTG1', 'ADAM10', 'ADAM17', 'ADRB2', 'AFP', 'AGRN', 'AKT1S1', 'AKT1', 'AKT2', 'ALB', 'ALDH1A1', 'ALK', 'ANGPT1', 'ANGPT2', 'ANGPT4', 'ANO1', 'ANXA2', 'ANXA5', 'AP2B1', 'APP', 'AREG', 'ARHGEF11', 'ARHGEF12', 'ARID1A', 'ARL6IP5', 'AR', 'ATM', 'ATP2B2', 'AURKB', 'AXIN1', 'BAG1', 'BARD1', 'BCAR1', 'BCAR3', 'BCAS1', 'BCL2L11', 'BCL2L1', 'BDNF', 'BECN1', 'BEST1', 'BIRC5', 'BLNK', 'BMI1', 'BMP2', 'BMP4', 'BRCA1', 'BRCA2', 'BSG', 'BTC', 'MIEN1', 'CA9', 'CALU', 'CARTPT', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CAV1', 'CBLB', 'CBLC', 'CBL', 'CCL27', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CD19', 'CD22', 'CD247', 'CD24', 'CD274', 'CD28', 'CD33', 'CD34', 'CD44', 'CD46', 'CD52', 'CD68', 'CD6', 'CD80', 'CD82', 'CDC37', 'CDC42', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDK4', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CDX2', 'CEACAM5', 'CEP70', 'CHEK2', 'CHGA', 'CHKA', 'CHKB', 'CISH', 'CLDN3', 'CLDN4', 'CLDN7', 'CLTC', 'CNN1', 'COPS5', 'CPNE3', 'CREB1', 'CRKL', 'CRK', 'YBX3', 'CSF1', 'CSF2', 'CSF3', 'CSK', 'CSPG4', 'CTAG1B', 'CTLA4', 'CTNNB1', 'CTNND1', 'CTSB', 'CTSD', 'CTTN', 'CUL5', 'CXCL12', 'CXCR1', 'CXCR4', 'CYCS', 'CYP19A1', 'CYTIP', 'DCN', 'DDX41', 'DDX53', 'DHH', 'DIAPH1', 'DICER1', 'DLG4', 'DMTF1', 'DNAJA3', 'DNM2', 'DNMT1', 'DOCK1', 'DOCK7', 'DUSP6', 'E2F1', 'E2F3', 'EEA1', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EFNB1', 'EGFR', 'EGF', 'EIF3A', 'EIF4EBP1', 'EIF4E', 'ELAVL1', 'ELF3', 'EML4', 'ENO2', 'EP300', 'EPCAM', 'EPGN', 'EPHA2', 'EPS15', 'EPX', 'ERAL1', 'ERBB2IP', 'ERBB3', 'ERBB4', 'ERCC1', 'EREG', 'ERRFI1', 'ESCO1', 'ESR1', 'ESR2', 'ESRRB', 'ETS1', 'ETS2', 'ETV4', 'ETV6', 'EZH2', 'EZR', 'FASLG', 'FASN', 'FBXW7', 'FCGR1A', 'FCGR1B', 'FCGRT', 'FGF10', 'FGF13', 'FGF16', 'FGF17', 'FGF18', 'FGF19', 'FGF1', 'FGF20', 'FGF21', 'FGF22', 'FGF23', 'FGF2', 'FGF3', 'FGF4', 'FGF5', 'FGF6', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FGFR4', 'FHIT', 'FIGF', 'FLT1', 'FLT3LG', 'FN1', 'FOLH1', 'FOLR1', 'FOS', 'FOXA1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXP3', 'FREM2', 'FSIP1', 'FYN', 'GAB1', 'GABPB1', 'GAPDH', 'GATA3', 'GATA4', 'GDF2', 'GLI1', 'GLI2', 'GLS', 'GNA11', 'GNAQ', 'GNAS', 'GNRH1', 'GPER1', 'GRAP2', 'GRB2', 'GRB7', 'GSTP1', 'GZMB', 'H2AFX', 'H2AFY', 'HBEGF', 'HDAC1', 'HDAC6', 'HEATR6', 'HGF', 'HIF1A', 'HK1', 'HLA-A', 'HMGA2', 'HNF4A', 'HOXB7', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSP90B1', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB3', 'HSPG2', 'ICAM1', 'ID1', 'IDH1', 'IDH2', 'IFNG', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IHH', 'IL10', 'IL2', 'IL4', 'IL6R', 'IL6ST', 'IL6', 'CXCL8', 'ILK', 'INPP4B', 'INS', 'IQGAP1', 'IQSEC1', 'IRS1', 'ITGA5', 'ITGA6', 'ITGAV', 'ITGB1', 'ITGB3', 'ITGB4', 'ITPKB', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JUN', 'JUP', 'KDR', 'KITLG', 'KLK3', 'KLRK1', 'KRAS', 'KRT14', 'KRT17', 'KRT18', 'KRT19', 'KRT20', 'KRT4', 'KRT5', 'KRT7', 'KRT8', 'L1CAM', 'LAMP1', 'LCN2', 'LDHA', 'LEP', 'LIN28A', 'LIN7A', 'LIN7B', 'LIN7C', 'LINGO1', 'LOX', 'LRIG1', 'LRPPRC', 'MAGEA1', 'MAGEA3', 'MAGED4B', 'MAGED4', 'MAP2K1', 'MAPK1', 'MAPK3', 'MAPK8', 'MATK', 'MCL1', 'MDK', 'MDM2', 'MEMO1', 'MET', 'MGMT', 'MKI67', 'MLANA', 'MLH1', 'KMT2C', 'MME', 'MMP11', 'MMP14', 'MMP16', 'MMP1', 'MMP2', 'MMP7', 'MMP9', 'MPP1', 'MRAP', 'MRAS', 'MSH2', 'MSH6', 'MSLN', 'MTA1', 'MTOR', 'MUC13', 'MUC16', 'MUC1', 'MUC4', 'MUC6', 'MUCL1', 'MYBL2', 'MYCN', 'MYC', 'NANOG', 'NCAM1', 'NCL', 'NCOA1', 'NCOA3', 'NCOR1', 'NDRG1', 'NF1', 'NF2', 'NFE2L2', 'NGF', 'NISCH', 'NKX2-1', 'NME1', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTCH4', 'NPM1', 'NR1H4', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'NRP1', 'NTF3', 'NTF4', 'OPCML', 'OSMR', 'PA2G4', 'PADI2', 'PAK1', 'PALB2', 'PAQR3', 'PARP1', 'PAX2', 'PCSK9', 'PDCD1LG2', 'PDCD1', 'PDCD4', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PDGFRA', 'PDPN', 'PECAM1', 'PELP1', 'PEPD', 'PFKFB3', 'PGAP3', 'PGF', 'PGR', 'PI3', 'PIK3C2A', 'PIK3C2B', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3CG', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIN1', 'PIP', 'PLAUR', 'PLAU', 'PLCG1', 'PLCG2', 'PLEK', 'PLG', 'PLXNB1', 'POLI', 'POTEF', 'POU5F1', 'PPARG', 'PPP3CA', 'PRDM10', 'PRF1', 'PRKACA', 'PRL', 'PROM1', 'PSCA', 'PTCH1', 'PTEN', 'PTGS2', 'PTK2B', 'PTK2', 'PTK6', 'PTPN11', 'PTPN12', 'PTPN18', 'PTPN1', 'PTPRC', 'PTPRO', 'PTPRU', 'PTS', 'PXN', 'RAB25', 'RAD51', 'RAF1', 'RANBP2', 'RARA', 'RASA1', 'RASA2', 'RASSF1', 'RB1', 'RBPJ', 'RDX', 'RECK', 'REM1', 'REN', 'RET', 'RHEB', 'RHOA', 'RHOB', 'RHOC', 'RICTOR', 'RND1', 'RNF41', 'ROCK1', 'ROCK2', 'ROS1', 'RPS27A', 'RPS6', 'RPTOR', 'RRAS2', 'RRAS', 'S100A14', 'SCGB2A2', 'SCUBE2', 'SDC1', 'SDHC', 'SEMA3D', 'SEMA4D', 'SERPINB5', 'SERPINE1', 'SFRP1', 'PEAK1', 'SH3BGRL3', 'SH3BGRL', 'SH3TC2', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SHH', 'SIAH2', 'PMEL', 'SKP2', 'SLC25A16', 'SLC2A1', 'SLC4A7', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMO', 'SMUG1', 'SMYD3', 'SNAI1', 'SNAI2', 'SOCS1', 'SOS1', 'SOX10', 'SOX2', 'SOX9', 'SP3', 'SPP1', 'SPRY2', 'SRCIN1', 'SRC', 'STARD3', 'STAT1', 'STAT2', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'STOM', 'STUB1', 'SYP', 'TAGLN', 'TBX1', 'TERT', 'TFAP2A', 'TFAP2B', 'TFAP2C', 'TFF1', 'TFF2', 'TFF3', 'TFRC', 'TGFA', 'TGFB1', 'THBS1', 'THRA', 'TIMP1', 'TJP1', 'TMPRSS2', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF13C', 'TNFRSF4', 'TNFRSF8', 'TNFRSF9', 'TNFSF11', 'TNF', 'TNS1', 'TNS3', 'TNS4', 'TOB1', 'TOP1', 'TOP2A', 'TP53', 'TP63', 'TSC2', 'TWIST1', 'TYMS', 'TYR', 'UBA52', 'UBB', 'UBC', 'USP2', 'USP9X', 'VAV1', 'VAV2', 'VAV3', 'VCL', 'VEGFA', 'VEGFB', 'VEGFC', 'VIM', 'WASL', 'WDFY2', 'WDTC1', 'WNT10A', 'WNT1', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT7B', 'WNT9A', 'WNT9B', 'WT1', 'WWOX', 'XIAP', 'XPO1', 'YAP1', 'YBX1', 'YES1', 'YY1', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10787728881134795
		RMSE:  1.034673205097243
		NRMSE:  0.18568153277771168
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04400358650048397
		RMSE:  1.0802115255265201
		NRMSE:  0.18403181176661842
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.9999999418805934
		Coefficient of Determination:  1.0
		RMSE:  5.4157256600510615e-15
		NRMSE:  9.71901308266077e-16
		MAPE:  5.838663401609014e-12
		Pearson Correlation:  0.4875609706674709
		Spearman Correlation:  0.2860257535850161
		Coefficient of Determination:  -0.9176472249617562
		RMSE:  1.4640036841095245
		NRMSE:  0.24941712252917944
		MAPE:  4342.635884419169

	Predictor:  ElasticNet
		Pearson Correlation:  0.8285531033640078
		Spearman Correlation:  0.6780120659378646
		Coefficient of Determination:  0.41952696326585703
		RMSE:  0.7489423657770795
		NRMSE:  0.13440453058469204
		MAPE:  315.9035417079207
		Pearson Correlation:  0.8027578749491756
		Spearman Correlation:  0.5459369817578773
		Coefficient of Determination:  0.3541002550382478
		RMSE:  0.8496505991133039
		NRMSE:  0.1447519633223681
		MAPE:  1537.5167468177474

	Predictor:  RandomForests
		Pearson Correlation:  0.8552179643752656
		Spearman Correlation:  0.7070736262574453
		Coefficient of Determination:  0.7277264428403839
		RMSE:  0.5129323675501023
		NRMSE:  0.0920503862947261
		MAPE:  255.91937889126447
		Pearson Correlation:  0.7819357159654733
		Spearman Correlation:  0.49868559632159526
		Coefficient of Determination:  0.5924330275425123
		RMSE:  0.6749277785461717
		NRMSE:  0.11498505520659859
		MAPE:  1549.7371408655852

Protein:  ERBB3
Protein Interaction Partners Count:  245
x_train_column_count:  247
x_train columns:  ['ADAM17', 'AGRN', 'AGTR2', 'AKT1', 'AKT2', 'AKT3', 'ALAS2', 'ALB', 'ANGPT1', 'ANGPT2', 'ANGPT4', 'APIP', 'AREG', 'AR', 'BAMBI', 'BDNF', 'BMP2', 'BMP4', 'BRCA1', 'BRCA2', 'BTC', 'CADM4', 'CASK', 'CASP3', 'CBLB', 'CBLC', 'CBL', 'CCND1', 'CCNE1', 'CD44', 'CD82', 'CDC42', 'CDH1', 'CDK4', 'CDK5', 'CDKN1B', 'CDKN2A', 'CLEC16A', 'COMMD5', 'COQ7', 'CRKL', 'CRK', 'CRYZL1', 'CSF1', 'CSK', 'CSPG5', 'CTNNB1', 'DCN', 'DHH', 'DOCK7', 'DUSP6', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EGFR', 'EGF', 'EGR1', 'EHF', 'EIF4EBP1', 'EIF4E', 'EML4', 'EPCAM', 'EPGN', 'EPN1', 'ERBB2IP', 'ERBB2', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'ESR2', 'FBXO9', 'FGF10', 'FGF16', 'FGF17', 'FGF18', 'FGF19', 'FGF1', 'FGF20', 'FGF21', 'FGF22', 'FGF23', 'FGF2', 'FGF3', 'FGF4', 'FGF5', 'FGF6', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FIGF', 'FKBP14', 'FLNA', 'FLT3LG', 'FN1', 'FOXA1', 'FOXO3', 'FREM2', 'FTSJ1', 'GAB1', 'GAPDH', 'GLE1', 'GRB2', 'GRB7', 'GRHL2', 'HBEGF', 'HGF', 'HGS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPG2', 'IGF1', 'IGF2', 'IL6ST', 'ILK', 'INS', 'IRS1', 'ITGA6', 'ITGB4', 'ITPKB', 'JAK1', 'JAK2', 'JUN', 'KDR', 'KITLG', 'KRAS', 'L1CAM', 'LAMA1', 'LAMB1', 'LAMC2', 'LIN7A', 'LIN7B', 'LIN7C', 'LRIG1', 'MAP2K1', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MARCH7', 'MDM2', 'MET', 'MITF', 'MMP9', 'MRPL49', 'MTOR', 'MUC1', 'MUC4', 'MYC', 'N4BP1', 'NDRG1', 'NEDD4L', 'NEDD4', 'NF1', 'NGF', 'NICN1', 'NOTCH1', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'NTF3', 'NTF4', 'OAT', 'PA2G4', 'PARK7', 'PCSK9', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PGF', 'PGR', 'PI3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIP5K1C', 'PLCG1', 'PLCG2', 'PPP1R9A', 'PRKACA', 'PTEN', 'PTK2B', 'PTK2', 'PTK6', 'PTPN11', 'PTPN22', 'PTPN2', 'RASA1', 'RASA2', 'REM1', 'RGS4', 'RHOA', 'RHOC', 'RNF41', 'ROR1', 'RRAS2', 'SH2B3', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SHH', 'SLC25A16', 'SMAD4', 'SNAI2', 'SOS1', 'SOX10', 'SOX2', 'SPARC', 'SPRY2', 'SRC', 'STAT3', 'STAT5A', 'STAT5B', 'SYN3', 'TCF7L2', 'TGFA', 'TMEFF2', 'TNFRSF13C', 'TNS1', 'TP53', 'USP8', 'VAV1', 'VAV2', 'VAV3', 'VEGFA', 'VEGFB', 'VEGFC', 'WNT1', 'WNT5A', 'ZEB1', 'ZNF217', 'KRBOX4', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.22544319167926496
		RMSE:  0.49276112816642853
		NRMSE:  0.13298208544838536
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.18202543932109472
		RMSE:  0.5629306521688778
		NRMSE:  0.2077549194412726
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  LinearRegression
		Pearson Correlation:  0.7840835049604225
		Spearman Correlation:  0.7768913942404723
		Coefficient of Determination:  0.6147869427510211
		RMSE:  0.27627421209242764
		NRMSE:  0.07455848032568814
		MAPE:  169.7089034866077
		Pearson Correlation:  0.0237490887826914
		Spearman Correlation:  0.1874646375963321
		Coefficient of Determination:  -3.082232561710664
		RMSE:  1.0461413215332376
		NRMSE:  0.3860884198470018
		MAPE:  504.94563699497894

	Predictor:  ElasticNet
		Pearson Correlation:  0.4239181861408421
		Spearman Correlation:  0.4429238941148785
		Coefficient of Determination:  0.07711574110637431
		RMSE:  0.42762537542772744
		NRMSE:  0.11540381528597653
		MAPE:  206.26099455545713
		Pearson Correlation:  0.3990771289351761
		Spearman Correlation:  0.4107452931421325
		Coefficient of Determination:  0.06468415067353461
		RMSE:  0.5007496244213628
		NRMSE:  0.1848064188387774
		MAPE:  283.9793566905946

	Predictor:  RandomForests
		Pearson Correlation:  0.5789425519444418
		Spearman Correlation:  0.5770328254616109
		Coefficient of Determination:  0.3094405582295372
		RMSE:  0.3699051544179982
		NRMSE:  0.09982678429942712
		MAPE:  197.14907470637513
		Pearson Correlation:  0.41826035781454896
		Spearman Correlation:  0.4207737097294926
		Coefficient of Determination:  0.16510252573364903
		RMSE:  0.4731055676495301
		NRMSE:  0.1746041163606044
		MAPE:  362.5667723983798


Fold:  3

Protein:  RB1
Protein Interaction Partners Count:  369
x_train_column_count:  366
x_train columns:  ['AATF', 'ABCC1', 'ABL1', 'ACTL6A', 'ACTL6B', 'AFAP1', 'AHR', 'AKT1', 'ANXA5', 'ARID1A', 'ARID1B', 'ARID4A', 'ARMCX1', 'ARMCX2', 'ARMCX3', 'ARNT', 'AR', 'ASF1A', 'ATF2', 'ATM', 'AURKB', 'BCR', 'BDP1', 'BGLAP', 'BRCA1', 'BRF1', 'FAM208A', 'C4BPA', 'CABIN1', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CBFB', 'CBX1', 'CBX4', 'CBX5', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCNC', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNT2', 'CDC25A', 'CDC27', 'CDC6', 'CDH1', 'CDK14', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK6', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CEBPA', 'CEBPB', 'CEBPD', 'CEBPE', 'CHEK1', 'CHEK2', 'CLNK', 'COL1A1', 'CREBBP', 'CTBP1', 'CTNNB1', 'CUX1', 'DCAF10', 'DGKZ', 'DNAJA3', 'DNMT1', 'DNMT3A', 'DUSP1', 'DUT', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EED', 'EGFR', 'EGF', 'EID1', 'EIF2AK1', 'EIF2AK4', 'AGO2', 'ELF1', 'ENC1', 'EP300', 'ERBB2', 'ESD', 'ESR1', 'ESR2', 'EZH2', 'FBXW7', 'FMO5', 'FOS', 'FOXM1', 'FRK', 'FZR1', 'G6PD', 'GAPDH', 'GATA1', 'GJA1', 'GNB2L1', 'GRB2', 'GSC', 'GTF2H1', 'H1F0', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HARS2', 'HARS', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC8', 'HDC', 'HES1', 'HIF1A', 'HIRA', 'HIST1H1A', 'HIST1H1B', 'HIST1H1C', 'HIST1H1D', 'HIST1H1E', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST1H4A', 'HIST2H2AC', 'HIST2H2BE', 'HIST3H3', 'HIST4H4', 'HMGA1', 'HMGA2', 'HRAS', 'HSP90AA1', 'HSPA1A', 'HSPA8', 'ID2', 'IFI16', 'INS', 'JUN', 'KAT2B', 'KAT5', 'KDM1A', 'KDM2A', 'KDM4A', 'KDM5A', 'KDM5B', 'PPP1R26', 'KIF11', 'KRAS', 'KRT10', 'KRT14', 'KRT5', 'L3MBTL2', 'L3MBTL1', 'LIMD1', 'LIN52', 'LIN54', 'LIN9', 'LMNA', 'LOR', 'LPAR6', 'MAF', 'MAP2K7', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MAPK9', 'MCM2', 'MCM3', 'MCM4', 'MCM5', 'MCM7', 'MDM2', 'MDM4', 'MEF2C', 'MORF4L1', 'MRFAP1', 'MRPL11', 'MRPS18B', 'MSH6', 'MTL5', 'MYBL2', 'MYC', 'MYOD1', 'NACC2', 'NCAPD3', 'NCAPG2', 'NCAPH2', 'NCR1', 'NDC80', 'NEO1', 'NFYA', 'NFYB', 'NFYC', 'NGF', 'NOTCH1', 'NPM1', 'NRAS', 'ORC1', 'PA2G4', 'PAX2', 'PAX3', 'PAX5', 'PAX6', 'PAX8', 'PCNA', 'PELP1', 'PGR', 'PHB', 'PHF21B', 'PIAS4', 'PIK3CA', 'PIK3R1', 'PIK3R3', 'PLK1', 'PML', 'POLA1', 'POLA2', 'PPARA', 'PPARG', 'PPIA', 'PPP1CA', 'PPP1CB', 'PPP1CC', 'PPP1R3A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R3B', 'PPRC1', 'PRB1', 'PRB3', 'PRB4', 'PRDM2', 'PRH1', 'PRH2', 'PRIM1', 'PRIM2', 'PRKCB', 'PRMT2', 'PSMA7', 'PSMC1', 'PSMD10', 'PTEN', 'PTGDR', 'RAF1', 'RB1CC1', 'RBAK', 'RBBP4', 'RBBP5', 'RBBP6', 'RBBP7', 'RBBP8', 'RBBP9', 'RBL1', 'RBL2', 'RBFOX2', 'RFC1', 'RPS6KB1', 'RUNX2', 'S100A6', 'SETD1B', 'SETD7', 'SIRT1', 'SKP2', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'SMARCC1', 'SMARCC2', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'SMARCE1', 'SMC1A', 'SMC2', 'SMC4', 'SMC5', 'SMYD2', 'SNW1', 'SP100', 'SP1', 'SP3', 'SPI1', 'STAM', 'STAT3', 'SUV39H1', 'SUV420H2', 'SUZ12', 'TAF1', 'TBP', 'TERT', 'TFAP2A', 'TFDP1', 'TFDP3', 'TGM2', 'THAP1', 'TMPO', 'TNS1', 'TOP2A', 'TP53BP1', 'TP53', 'TP73', 'TRDMT1', 'TRIM27', 'TTK', 'UBE2I', 'UBE3A', 'UBL4A', 'UBN1', 'UBR4', 'UBTF', 'UHRF1', 'USP4', 'USP7', 'VEGFA', 'VPS39', 'WDR59', 'WDR73', 'WEE1', 'WWTR1', 'YAP1', 'YY1', 'ZBTB16', 'ZBTB7A', 'ZNF521', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01272330861584492
		RMSE:  0.2421068018038906
		NRMSE:  0.08854110656959135
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028050639565306845
		RMSE:  0.22197574606877257
		NRMSE:  0.15575715092466183
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  LinearRegression
		Pearson Correlation:  0.8167097811843879
		Spearman Correlation:  0.7621012808770368
		Coefficient of Determination:  0.6670148666822512
		RMSE:  0.13882702274981795
		NRMSE:  0.05077056127480177
		MAPE:  290.71593769754014
		Pearson Correlation:  -0.0028448413857497324
		Spearman Correlation:  0.060541902018728416
		Coefficient of Determination:  -3.8026113525237797
		RMSE:  0.4857759242121765
		NRMSE:  0.34086189722565957
		MAPE:  1264.8383483711634

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  RandomForests
		Pearson Correlation:  0.603978591035249
		Spearman Correlation:  0.4517173845774052
		Coefficient of Determination:  0.1786302313719249
		RMSE:  0.21803737508853988
		NRMSE:  0.07973865385040224
		MAPE:  207.6690163505581
		Pearson Correlation:  0.05449791794910446
		Spearman Correlation:  0.1794411401638425
		Coefficient of Determination:  -0.046015379501774145
		RMSE:  0.22670771524017264
		NRMSE:  0.15907750483473387
		MAPE:  208.21191034649345

Protein:  CDH1
Protein Interaction Partners Count:  834
x_train_column_count:  826
x_train columns:  ['ABCB1', 'ABCG2', 'ACAN', 'ACTA1', 'ACTA2', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTN1', 'ACTR3', 'ACVR1B', 'ADAM10', 'ADAM15', 'ADAM17', 'ADAM9', 'AFP', 'AIMP1', 'AJAP1', 'AKAP9', 'AKT1', 'AKT2', 'AKTIP', 'ALB', 'ALCAM', 'ALDH1A1', 'ALDH3A1', 'ALK', 'AMOTL2', 'ANAPC4', 'ANAPC7', 'ANO1', 'ANXA2', 'ANXA5', 'AP1M1', 'AP1M2', 'APC2', 'APC', 'AQP1', 'AQP5', 'AREG', 'ARF6', 'ARHGAP31', 'ARID1A', 'ARL2BP', 'ARMC7', 'ARPC1A', 'ARPC2', 'ARRB2', 'ARVCF', 'AR', 'CLMP', 'ASF1A', 'ATF2', 'ATF3', 'ATM', 'ATXN1', 'AXIN1', 'AXIN2', 'AXL', 'BAG3', 'BANP', 'BCAR1', 'BCL2L11', 'BCL2L1', 'BCL6B', 'BCL9L', 'BCORL1', 'BMI1', 'BMP2', 'BMP4', 'BMP6', 'BMP7', 'BNIP3', 'BRCA1', 'BRCA2', 'BSG', 'BTBD7', 'BTC', 'BTF3', 'ANAPC15', 'CA2', 'CA9', 'CALCA', 'CALR', 'CAPN1', 'CAPNS1', 'CASP3', 'CASP8', 'CASP9', 'CASS4', 'CAV1', 'CBLL1', 'CBL', 'CBX7', 'CCL2', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCNE1', 'CCR7', 'CD1A', 'CD1B', 'CD1C', 'CD1E', 'CD207', 'CD24', 'CD274', 'CD276', 'CD2AP', 'CD34', 'CD44', 'CD46', 'CD68', 'CD82', 'CDC16', 'CDC23', 'CDC27', 'CDC42', 'CDC6', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH24', 'CDH2', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDK14', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CDKN3', 'CDX2', 'CEACAM5', 'CFL1', 'CGN', 'CHGA', 'CHL1', 'CLCA2', 'CLDN1', 'CLDN2', 'CLDN3', 'CLDN4', 'CLDN5', 'CLDN7', 'CNTN1', 'COL1A1', 'CORO1C', 'CRB3', 'CREB1', 'CREBBP', 'CRYAB', 'YBX3', 'CSDC2', 'CSE1L', 'CSF2', 'CSNK2A1', 'CSNK2A2', 'CST5', 'CTBP1', 'CTBP2', 'CTCF', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNB1', 'CTNND1', 'CTNND2', 'CTSL', 'CTTN', 'CXCL12', 'CXCL1', 'CXCR4', 'CYP1B1', 'DAAM1', 'DAB2IP', 'DACH1', 'DAPK1', 'DAP', 'DDR1', 'DDR2', 'DDX3X', 'DICER1', 'DKK1', 'DLC1', 'DLG1', 'DLG5', 'DNM2', 'DNMT1', 'DNMT3A', 'DNMT3B', 'DNTT', 'DOT1L', 'DPAGT1', 'DPEP1', 'DSP', 'DUOX1', 'DUSP4', 'DVL1', 'DVL2', 'E2F1', 'ECT2', 'EDN1', 'EFEMP1', 'EFNA1', 'EGFR', 'EGF', 'EGR1', 'EHD1', 'EHMT2', 'EIF2AK3', 'AGO1', 'AGO2', 'ELAVL1', 'ELF3', 'ENAH', 'ENG', 'EP300', 'EPB41L3', 'EPCAM', 'EPHA10', 'EPHA1', 'EPHA2', 'EPPK1', 'ERBB2IP', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ESRP1', 'ESRP2', 'ETS1', 'ETS2', 'EXOC3', 'EXOC4', 'EYA2', 'EZH2', 'EZR', 'F11R', 'F2RL2', 'SUPT20H', 'FBXL5', 'FER', 'FGF10', 'FGF13', 'FGF17', 'FGF19', 'FGF2', 'FGF4', 'FGF5', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FHIT', 'FHL2', 'FLG', 'FLOT1', 'FLOT2', 'FLT1', 'FMN1', 'FN1', 'FOSL1', 'FOS', 'FOXA1', 'FOXA2', 'FOXC1', 'FOXC2', 'FOXJ2', 'FOXK2', 'FOXL1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXQ1', 'FRMPD2', 'FSCN1', 'FUT4', 'FXYD5', 'FYN', 'FZD1', 'FZD4', 'FZD7', 'FZR1', 'G6PD', 'GAB2', 'GABPA', 'GADD45A', 'GAPDH', 'GAS6', 'GATA1', 'GATA3', 'GATA4', 'GATA6', 'GDNF', 'GFRA1', 'GGT1', 'GJA1', 'GJB1', 'GJB2', 'GKN2', 'GLI1', 'GLI2', 'GMNN', 'GNA12', 'GNA13', 'GNB2L1', 'GNL3', 'GPA33', 'GRB2', 'GRHL2', 'GRHL3', 'GSK3B', 'GSN', 'GSTP1', 'H2AFZ', 'HAVCR2', 'HBEGF', 'HDAC1', 'HDAC2', 'HEPACAM', 'HES1', 'HGF', 'HGS', 'HIF1A', 'HMGA2', 'HNF4A', 'HOXB4', 'HOXD10', 'HPGDS', 'HPGD', 'HRAS', 'HSP90AA1', 'HSPA5', 'ICAM1', 'ID1', 'ID2', 'IDO1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP3', 'IL10', 'IL15', 'IL17A', 'IL1B', 'IL24', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ILK', 'INADL', 'INS', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'IQSEC1', 'IRS1', 'IRS2', 'ITGA5', 'ITGA6', 'ITGAE', 'ITGAM', 'ITGB1', 'ITGB4', 'ITGB7', 'ITPKB', 'IVL', 'JAG1', 'JAK2', 'AJUBA', 'JUN', 'JUP', 'KDM1A', 'KDM6A', 'KDR', 'KEAP1', 'KIFC3', 'KIT', 'KLF4', 'KLF5', 'KLF8', 'KLK3', 'KLK7', 'KLRG1', 'KRAS', 'KRT10', 'KRT14', 'KRT17', 'KRT18', 'KRT19', 'KRT20', 'KRT4', 'KRT5', 'KRT7', 'KRT8', 'KRT9', 'LAMA1', 'LAMB1', 'LAMC2', 'LASP1', 'LATS1', 'LATS2', 'LCN2', 'LEF1', 'LEP', 'LGALS3', 'LGALS4', 'LGALS9', 'LGR5', 'LIF', 'LIMA1', 'LIN28A', 'LIPG', 'LLGL2', 'LMNA', 'LOR', 'LOXL2', 'LOXL3', 'LOX', 'LRP5', 'LRP6', 'LY6K', 'MACC1', 'MACROD1', 'MAD2L2', 'MAGI1', 'MAP2K1', 'MAP2K7', 'MAP4K5', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MARK2', 'MARVELD2', 'MCAM', 'MCL1', 'MDM2', 'MED1', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MGAT5', 'MGMT', 'MKI67', 'MLH1', 'MLLT4', 'MME', 'MMP11', 'MMP13', 'MMP14', 'MMP15', 'MMP17', 'MMP1', 'MMP25', 'MMP27', 'MMP2', 'MMP3', 'MMP7', 'MMP8', 'MMP9', 'MPP5', 'MRAP', 'MSH2', 'MSN', 'MT1G', 'MTA1', 'MTA3', 'MTBP', 'MTDH', 'MTOR', 'MUC1', 'MUC4', 'MYCN', 'MYC', 'MYH6', 'MYO6', 'MYO7A', 'NANOG', 'NCAM1', 'NCOA1', 'NCSTN', 'NDRG1', 'NDRG2', 'NEDD9', 'NEK2', 'NES', 'NEUROG3', 'NF2', 'NFE2L2', 'NFIC', 'NKD2', 'NKX2-1', 'NKX6-1', 'NKX6-2', 'NME1', 'NOG', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NR2F1', 'NRP2', 'NUDT21', 'NUMBL', 'NUMB', 'NUP98', 'NUTF2', 'OTUB1', 'OVOL1', 'OVOL2', 'PARD3', 'PARD6A', 'PAX2', 'PAX5', 'PAX6', 'PAX8', 'PCSK9', 'PDCD4', 'PDGFRB', 'PDPN', 'PEBP1', 'PECAM1', 'PGR', 'PHLPP1', 'PI3', 'PIK3CA', 'PIK3R1', 'PIP5K1A', 'PIP5K1C', 'PIP', 'PIR', 'PITX1', 'PKD1', 'PKM', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PLAUR', 'PLAU', 'PLCD1', 'PLEKHA7', 'PLG', 'PODXL', 'POLR2C', 'POSTN', 'POTEF', 'POU5F1', 'PPARA', 'PPARGC1A', 'PPARG', 'PPL', 'PPP6C', 'PRAME', 'PRDM10', 'PRKAR1A', 'PRKCA', 'PRKCI', 'PRKCZ', 'PRKD1', 'PRKG1', 'PRMT5', 'PROC', 'PROM1', 'PRSS8', 'PSEN1', 'PTCH1', 'PTEN', 'PTF1A', 'PTGS2', 'PTK2', 'PTPN11', 'PTPN14', 'PTPRC', 'PTPRF', 'PTPRJ', 'PTPRM', 'PTPRS', 'PTPRT', 'PTPRU', 'PTRH2', 'PVRL1', 'PVRL2', 'PVR', 'PXN', 'RAB11A', 'RAB25', 'RAB5A', 'RAB7A', 'RAB8B', 'RAC1', 'RAC2', 'RACGAP1', 'RAF1', 'RALA', 'RALBP1', 'RALGDS', 'RAP1A', 'RAP1B', 'RAPGEF1', 'RARB', 'RASSF1', 'RB1', 'RBM4', 'RCOR1', 'RDX', 'REM1', 'RET', 'RHOA', 'RHOB', 'RHOC', 'RHOD', 'RICTOR', 'RND3', 'ROCK1', 'ROCK2', 'RPS6KB1', 'RPTOR', 'RRM2', 'RUNX2', 'RUNX3', 'S100A14', 'S100A4', 'S100A8', 'SATB1', 'SCRIB', 'SDC1', 'SDC4', 'SDHC', 'SELE', 'SELL', 'SELP', 'SEMA3C', 'SEMA3F', 'SENP1', 'SERPINB4', 'SERPINB5', 'SERPINE1', 'SFN', 'SFRP1', 'SFRP2', 'SFTPC', 'SHH', 'SIK1', 'SIN3A', 'SIRT1', 'SIRT2', 'SIRT4', 'SIRT7', 'SIX1', 'SIX2', 'SKIL', 'SKP2', 'SLC2A1', 'SLC39A6', 'SLC6A3', 'SLC9A3R1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMO', 'SNAI1', 'SNAI2', 'SNAI3', 'SNX16', 'SNX1', 'SOX10', 'SOX17', 'SOX2', 'SOX4', 'SOX9', 'SP1', 'SPARC', 'SPDEF', 'SPINT1', 'SPP1', 'SPRY1', 'SRCIN1', 'SRC', 'SRXN1', 'ST14', 'ST7L', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STX4', 'STYK1', 'SUCLG2', 'SUMO1', 'SUZ12', 'SYNJ2', 'SYP', 'TACC3', 'TACSTD2', 'TATDN1', 'TBX1', 'TBX3', 'TCF15', 'TCF4', 'TDGF1', 'TERT', 'TET2', 'TFF1', 'TFF3', 'TGFB1', 'TGFB2', 'TGFB3', 'TGFBI', 'TGFBR1', 'TGFBR2', 'THBS1', 'THEM4', 'THUMPD1', 'THY1', 'TIAM1', 'TIMP1', 'TIMP2', 'TIMP3', 'TJP1', 'TJP2', 'TJP3', 'TLE1', 'TLN1', 'TLR4', 'TMPRSS2', 'TMPRSS4', 'TNFRSF6B', 'TNF', 'TNK2', 'TNS1', 'TP53BP1', 'TP53BP2', 'TP53', 'TRIM21', 'TRIM29', 'TRIM44', 'TRIP10', 'TRPS1', 'TSPYL2', 'TWIST1', 'TWIST2', 'TYRP1', 'T', 'UBE2I', 'UBE2S', 'USP48', 'USP9X', 'VANGL1', 'VANGL2', 'VASP', 'VAV1', 'VCAM1', 'VCL', 'VDR', 'VEGFA', 'VEGFC', 'VEZT', 'VHL', 'VIM', 'VIPAS39', 'VPS33B', 'VTN', 'WASL', 'WDFY2', 'WDTC1', 'WIF1', 'WISP1', 'WISP3', 'WNT10A', 'WNT10B', 'WNT11', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8A', 'WNT9A', 'WNT9B', 'WT1', 'XIAP', 'YAP1', 'YBX1', 'YES1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'ZYX', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.13712289650471754
		RMSE:  1.2526616491661007
		NRMSE:  0.19946206317730336
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.061578293423971475
		RMSE:  0.970096042376724
		NRMSE:  0.19071600723011914
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1747084136438477
		NRMSE:  0.18704952288841878
		MAPE:  547.6986763085636
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.045733924340672916
		RMSE:  0.9628293412733254
		NRMSE:  0.18928741030812832
		MAPE:  293.35791980552335

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  5.404249438319938e-15
		NRMSE:  8.605218684627778e-16
		MAPE:  5.523129387180576e-12
		Pearson Correlation:  0.30632360726072155
		Spearman Correlation:  0.25360166585618277
		Coefficient of Determination:  -2.9946506160838102
		RMSE:  1.8818201662982028
		NRMSE:  0.3699563886089338
		MAPE:  848.1113473114631

	Predictor:  ElasticNet
		Pearson Correlation:  0.6720467995217269
		Spearman Correlation:  0.6616708515408142
		Coefficient of Determination:  0.3756433881024124
		RMSE:  0.9282104146110594
		NRMSE:  0.1477994991578388
		MAPE:  409.50239697319734
		Pearson Correlation:  0.5811371199457144
		Spearman Correlation:  0.5079739148867193
		Coefficient of Determination:  0.25941526022746564
		RMSE:  0.8102631674563817
		NRMSE:  0.15929366717579163
		MAPE:  211.0572976416361

	Predictor:  RandomForests
		Pearson Correlation:  0.7633671154176777
		Spearman Correlation:  0.723551063217177
		Coefficient of Determination:  0.5780737897783512
		RMSE:  0.7630418037263422
		NRMSE:  0.12149960251685331
		MAPE:  220.65995332046512
		Pearson Correlation:  0.7452569666029282
		Spearman Correlation:  0.525151186423771
		Coefficient of Determination:  0.5414466304273828
		RMSE:  0.6375784983506092
		NRMSE:  0.12534472896445745
		MAPE:  148.159970259313

Protein:  CDH2
Protein Interaction Partners Count:  472
x_train_column_count:  467
x_train columns:  ['ABCG2', 'ABL1', 'ACAN', 'ACTA1', 'ACTA2', 'ACTB', 'ACTR3', 'ADAM10', 'ADH1A', 'AFP', 'AHSG', 'AKT1', 'AKT3', 'ALB', 'ALCAM', 'ALDH1A1', 'AMBN', 'AMELX', 'AMOTL1', 'AMTN', 'ANGPT1', 'ANO8', 'ANXA5', 'APC2', 'APC', 'APLP2', 'APOA1', 'APOA2', 'APOA5', 'APOB', 'APOE', 'APOL1', 'APPL1', 'APP', 'ARHGAP32', 'ARMC7', 'ARPC5', 'ARVCF', 'AR', 'ATXN1', 'AXIN1', 'AXIN2', 'AXL', 'BCL2L1', 'BDNF', 'BMI1', 'BMP15', 'BMP2', 'BMP4', 'BMP7', 'BNIP2', 'BOC', 'BPIFB2', 'RGCC', 'GSKIP', 'C3', 'C4A', 'CABLES1', 'CADM1', 'CALU', 'CASP3', 'CAV1', 'CBLL1', 'CCNA2', 'CCNB1', 'CCND1', 'CD24', 'CD34', 'CD44', 'CD80', 'CDC42', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDK4', 'CDK5', 'CDK6', 'CDKN2A', 'CDON', 'CDX2', 'CEBPZ', 'CFL1', 'CHGB', 'CHL1', 'CHRDL1', 'CKAP4', 'CLDN11', 'CLDN3', 'CLDN4', 'CLDN7', 'CORT', 'CP', 'CREBBP', 'CRP', 'CSF1', 'CSK', 'CST3', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNB1', 'CTNND1', 'CTNND2', 'CTTN', 'CXCL12', 'CXCR4', 'CYLD', 'CYR61', 'DBN1', 'DDR1', 'DDR2', 'DKK1', 'DLG4', 'DLG5', 'DMP1', 'DNAJC3', 'DSP', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EFNB1', 'EFNB2', 'EFNB3', 'EGFR', 'EGF', 'EHMT2', 'EIF2AK3', 'ENAM', 'ENG', 'EPCAM', 'EPHA1', 'EPHA2', 'EPHA4', 'EPHB2', 'EPS8', 'ERBB2', 'ERBB4', 'ESR1', 'ESRP1', 'EXOC4', 'EZH2', 'EZR', 'F11R', 'F5', 'EVA1A', 'FAM20A', 'FAM20C', 'FBN1', 'FER', 'FGA', 'FGF13', 'FGF23', 'FGF2', 'FGFR1', 'FGFR4', 'FGG', 'FN1', 'FOXC2', 'FOXD3', 'FOXO1', 'FOXP4', 'FSTL1', 'FSTL3', 'FUCA2', 'GAA', 'GAPDH', 'GAS6', 'GATA4', 'GFAP', 'GJA10', 'GJA1', 'GJA3', 'GJB6', 'GJC1', 'GJC3', 'GJD3', 'GJD4', 'GLI1', 'GOLM1', 'GPC3', 'GRIA1', 'GRIA2', 'HGF', 'HMGA2', 'HNF4A', 'HRAS', 'HRC', 'HSP90B1', 'HSPA5', 'IARS2', 'IGF1R', 'IGF1', 'IGFBP1', 'IGFBP3', 'IGFBP4', 'IGFBP5', 'IGFBP7', 'IL1B', 'IL6', 'CXCL8', 'ILK', 'INADL', 'INS', 'INVS', 'IQGAP1', 'ISL1', 'ITGA6', 'ITGB1', 'ITIH2', 'ITPKB', 'JAG1', 'JAM3', 'JUN', 'JUP', 'KCNA5', 'KDR', 'KIAA2022', 'KIF5B', 'KIT', 'KLF4', 'KNG1', 'KRAS', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT8', 'KTN1', 'L1CAM', 'LAMB1', 'LAMB2', 'LAMC1', 'LEF1', 'LGALS1', 'LRP5', 'LRP6', 'LRRC7', 'LTBP1', 'LTBP3', 'MAP1B', 'MAP2K6', 'MAP2K7', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MATN3', 'MBTPS1', 'MCAM', 'MEF2A', 'MEF2C', 'MEF2D', 'MEN1', 'MEPE', 'MET', 'MFGE8', 'MFI2', 'MGAT4A', 'MIA3', 'MKI67', 'MLLT4', 'MMP14', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MPDZ', 'MPP5', 'MRAP', 'MRPL49', 'MSLN', 'MSN', 'MTHFD1', 'MUC1', 'MUC4', 'MXRA8', 'MYC', 'MYO10', 'MZF1', 'NANOG', 'NCAM1', 'NCSTN', 'NDRG1', 'NENF', 'NES', 'NFASC', 'NGF', 'NKX2-5', 'NLGN1', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTUM', 'NRCAM', 'NT5C', 'NT5E', 'NTRK2', 'NUCB1', 'NUMBL', 'NUMB', 'OLFM3', 'P4HB', 'PARD3', 'PAX6', 'PCSK9', 'PC', 'PDGFRB', 'PDIA4', 'PDIA6', 'PECAM1', 'PENK', 'PIK3CA', 'PIK3R1', 'PIP5K1C', 'PITX2', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PNPLA2', 'POU5F1', 'PPT2', 'PRKCDBP', 'PRKCSH', 'PROC', 'PROM1', 'PRPH', 'PRSS23', 'PSEN1', 'PTEN', 'PTK2', 'PTPN11', 'PTPN1', 'PTPN2', 'PTPRC', 'PTPRS', 'PVRL1', 'PVRL2', 'PVRL3', 'PXN', 'QSOX1', 'RAB11FIP1', 'RAB3D', 'RAB5A', 'RAC1', 'RCN1', 'RELN', 'REM1', 'RHOA', 'RHOB', 'RHOC', 'ROBO1', 'PTBP3', 'RPS6KB1', 'RUNX2', 'S100A14', 'S100A4', 'SARS2', 'SCARB2', 'SCG2', 'SCG3', 'SDC2', 'SEMA3A', 'SENP3', 'SERPINA10', 'SERPINA1', 'SERPINC1', 'SERPIND1', 'SERPINE1', 'SHH', 'SHISA5', 'SIRT7', 'SKP1', 'SLC2A1', 'SLC9A3R1', 'SLIT1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SNAI1', 'SNAI2', 'SNAI3', 'SOX10', 'SOX18', 'SOX1', 'SOX2', 'SOX4', 'SOX9', 'SP7', 'SPAG9', 'SPARCL1', 'SPARC', 'SPP1', 'SPP2', 'SRC', 'ST6GALNAC5', 'STAT3', 'STC2', 'SYP', 'TBX1', 'TCF3', 'TEK', 'TF', 'TGFB1', 'TGFBR1', 'TGM2', 'TGOLN2', 'THY1', 'TIMP1', 'TJP1', 'TJP3', 'TMEM132A', 'TNC', 'TNF', 'TNNT1', 'TP53', 'TRPS1', 'TSC2', 'TWIST1', 'TWIST2', 'USP9X', 'VANGL2', 'VCAM1', 'VCAN', 'VCL', 'VEGFA', 'VGF', 'VIM', 'VTN', 'VWA1', 'WFS1', 'WNT11', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT7A', 'XIRP1', 'ZBTB16', 'ZEB1', 'ZEB2', 'ZSCAN1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032532184952558385
		RMSE:  0.38185758840977485
		NRMSE:  0.13836422509231644
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01322006783790175
		RMSE:  0.3341656221976159
		NRMSE:  0.1760731037776972
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  LinearRegression
		Pearson Correlation:  0.9320716417306636
		Spearman Correlation:  0.9042049538965786
		Coefficient of Determination:  0.8687575453184944
		RMSE:  0.1381126050597096
		NRMSE:  0.05004442534231089
		MAPE:  1280.7725154583063
		Pearson Correlation:  -0.012778444132940717
		Spearman Correlation:  -0.045369643013005154
		Coefficient of Determination:  -17.339581808896877
		RMSE:  1.4216889631293326
		NRMSE:  0.7490931792997095
		MAPE:  26039.65782823251

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  RandomForests
		Pearson Correlation:  0.5579621011437973
		Spearman Correlation:  0.5029575426329222
		Coefficient of Determination:  0.20818808047373372
		RMSE:  0.3392400841050704
		NRMSE:  0.12292198134106472
		MAPE:  367.54582968003314
		Pearson Correlation:  0.045047914510734845
		Spearman Correlation:  0.027703587326525274
		Coefficient of Determination:  -0.019269445275922337
		RMSE:  0.33516169684487046
		NRMSE:  0.17659793919787894
		MAPE:  1881.682439110728

Protein:  CDH3
Protein Interaction Partners Count:  73
x_train_column_count:  74
x_train columns:  ['AIMP1', 'CLMP', 'BRCA1', 'CCND1', 'CD24', 'CD2AP', 'CD44', 'CDCP1', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH2', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CLDN1', 'CLDN7', 'CTNNA1', 'CTNNA3', 'CTNNB1', 'CTNND1', 'DPYD', 'DSP', 'ECM1', 'EGFR', 'EPCAM', 'ERBB2', 'ESR1', 'ESRP1', 'F11R', 'FN1', 'GALNT6', 'GATA3', 'HOXA9', 'IGF1R', 'ITGA9', 'JUP', 'KIRREL', 'KRT14', 'KRT15', 'KRT17', 'KRT4', 'KRT5', 'KRT8', 'LEF1', 'MKI67', 'NPHS1', 'NPHS2', 'PGR', 'PKP1', 'PKP2', 'PKP3', 'POU5F1', 'S100A4', 'SNAI1', 'SNAI2', 'SYNPO', 'TECR', 'TJP1', 'TP53', 'UMPS', 'VCL', 'ZEB1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.2263418226753373e-05
		RMSE:  0.21251306884336046
		NRMSE:  0.14909431220418734
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004123239054339534
		RMSE:  0.18871613277479948
		NRMSE:  0.16414808838605816
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  LinearRegression
		Pearson Correlation:  0.5727097811799439
		Spearman Correlation:  0.5792644266997269
		Coefficient of Determination:  0.3279964934591795
		RMSE:  0.1742073915858315
		NRMSE:  0.12221992450035887
		MAPE:  860.7578539003549
		Pearson Correlation:  0.3078638378825443
		Spearman Correlation:  0.3008441501764361
		Coefficient of Determination:  -0.033130551159451516
		RMSE:  0.19142256059096116
		NRMSE:  0.16650217940014192
		MAPE:  244.52503490758494

	Predictor:  ElasticNet
		Pearson Correlation:  0.3537296502574104
		Spearman Correlation:  0.3924945986822761
		Coefficient of Determination:  0.008160638904660567
		RMSE:  0.21164181539152277
		NRMSE:  0.1484830606945072
		MAPE:  112.44605711030167
		Pearson Correlation:  0.3033541792228888
		Spearman Correlation:  0.39626678636890733
		Coefficient of Determination:  0.004094863769265267
		RMSE:  0.1879422860835381
		NRMSE:  0.16347498506835711
		MAPE:  99.86167415143201

	Predictor:  RandomForests
		Pearson Correlation:  0.5653902264193225
		Spearman Correlation:  0.5647909017496053
		Coefficient of Determination:  0.2839064224243535
		RMSE:  0.17983147143600559
		NRMSE:  0.1261656503872745
		MAPE:  669.4133299085007
		Pearson Correlation:  0.36166175579365273
		Spearman Correlation:  0.3745059165326251
		Coefficient of Determination:  0.12762128326974997
		RMSE:  0.17590089529614486
		NRMSE:  0.15300120495111194
		MAPE:  201.7567420267845

Protein:  PTEN
Protein Interaction Partners Count:  884
x_train_column_count:  876
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ABTB1', 'ACTB', 'ACTG1', 'ADM', 'AEBP1', 'AFP', 'AKT1S1', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDH1A1', 'ALK', 'AMHR2', 'ANXA2', 'ANXA5', 'APAF1', 'APC', 'ARAF', 'AREG', 'ARHGAP21', 'ARID1A', 'ARID2', 'ARL2BP', 'AR', 'ATF3', 'ATG12', 'ATG5', 'ATG7', 'ATM', 'ATRX', 'AURKA', 'AURKB', 'AXIN1', 'AXIN2', 'AXL', 'BAD', 'BAG5', 'BARD1', 'BAX', 'BBC3', 'BCAR1', 'BCL2L11', 'BCL2L1', 'BCL2L2', 'BCL6', 'BCR', 'BDNF', 'BECN1', 'BIRC3', 'BIRC5', 'BMI1', 'BMP2', 'BMP4', 'BMP7', 'BMPR1A', 'BNIP3', 'BRAF', 'BRCA1', 'BRCA2', 'BRD4', 'BTG2', 'BTK', 'SPRTN', 'CLHC1', 'CA9', 'CASP3', 'CASP6', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBL', 'CBX7', 'CCL2', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CD24', 'CD274', 'CD34', 'CD44', 'CD79A', 'CD79B', 'CDC14A', 'CDC20', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC27', 'CDC42', 'CDC7', 'CDH17', 'CDH1', 'CDH2', 'CDIPT', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CDX2', 'CENPC', 'CFL1', 'CFLAR', 'CFTR', 'CHD1', 'CHD8', 'CHEK1', 'CHEK2', 'CHKA', 'CHORDC1', 'CHUK', 'CLTCL1', 'CLTC', 'CNOT6L', 'CREB1', 'CREBBP', 'CRP', 'CSF1R', 'CSF1', 'CSK', 'CSN2', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTGF', 'CTLA4', 'CTNNB1', 'CUL1', 'CUL3', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP19A1', 'DAPK1', 'DAXX', 'DBN1', 'DCAF13', 'DDIT4', 'DDR2', 'DECR1', 'DEPTOR', 'DGCR8', 'DICER1', 'DLC1', 'DLG1', 'DLG4', 'DNM1L', 'DNMT1', 'DNMT3A', 'DNMT3B', 'DNTT', 'DOLPP1', 'DUSP1', 'DUSP6', 'DUT', 'DVL1', 'DYRK1A', 'E2F1', 'E2F2', 'E2F3', 'ECSCR', 'EGFR', 'EGF', 'EGR1', 'EIF2AK2', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF4A1', 'EIF4A2', 'EIF4EBP1', 'EIF4EBP2', 'EIF4E', 'EIF4G1', 'EML4', 'ENDOG', 'EP300', 'EPCAM', 'EPHA1', 'EPHA2', 'EPHA3', 'EPHA4', 'EPHA5', 'EPHA7', 'EPHB1', 'EPHB2', 'EPHB3', 'EPHB4', 'ERBB2', 'ERBB3', 'ERBB4', 'ERCC1', 'EREG', 'ESR1', 'ETS1', 'ETS2', 'ETV1', 'ETV6', 'EYA2', 'EZH2', 'EZR', 'FABP4', 'FASLG', 'FASN', 'FBXW7', 'FCGR1B', 'FGF2', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FIG4', 'FKBP1A', 'FLCN', 'FLT1', 'FLT3', 'FLT4', 'FMR1', 'FN1', 'FOS', 'FOXA1', 'FOXG1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FOXP1', 'FOXP3', 'FRK', 'FYN', 'FZR1', 'GADD45A', 'GAPDH', 'GATA3', 'GCK', 'GDF10', 'GDF2', 'GFAP', 'GJA1', 'GLI1', 'GNA11', 'GNAQ', 'GNAS', 'GNRHR', 'GRASP', 'GRB2', 'GRPR', 'GSK3A', 'GSK3B', 'GSTP1', 'H1F0', 'H2AFX', 'HAVCR2', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HES1', 'HGF', 'HIF1A', 'HIST1H2BA', 'HK1', 'HK2', 'HMGA2', 'HNF4A', 'HOXA9', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPA1A', 'HSPA1B', 'HSPA2', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPA9', 'ID1', 'ID4', 'IDH1', 'IDH2', 'IDO1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IKBKB', 'IKZF1', 'IL10', 'IL17A', 'IL21', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ILK', 'INPP4A', 'INPP4B', 'INPP5A', 'INPP5B', 'INPP5D', 'INPP5E', 'INPP5F', 'INPP5J', 'INPP5K', 'INPPL1', 'INSRR', 'INSR', 'INS', 'IPMK', 'IPO11', 'IQGAP1', 'IRAK1', 'IRS1', 'IRS2', 'ITGB1', 'ITPKA', 'ITPKB', 'ITPKC', 'ITPR3', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JARID2', 'JUN', 'KAT2B', 'KDM5B', 'KDM5C', 'KDM6A', 'KDR', 'KEAP1', 'ATG13', 'KIF11', 'KLLN', 'KITLG', 'KIT', 'KLF17', 'KLF2', 'KLF4', 'KLK3', 'KPNA1', 'KPNA2', 'KPNA5', 'KPNA6', 'KPNA7', 'KRAS', 'KRT14', 'KRT5', 'KRT8', 'LASP1', 'LATS1', 'LATS2', 'LCK', 'LDHA', 'LEF1', 'LEP', 'LGALS3', 'LIG4', 'LOX', 'LRIG1', 'LRP1B', 'LRRK2', 'LYN', 'LYPD1', 'MAGI1', 'MAGI2', 'MAGI3', 'MAN2C1', 'MAP1LC3B', 'MAP2K1', 'MAP2K2', 'MAP2K3', 'MAP2K4', 'MAP2K7', 'MAP3K1', 'MAP3K5', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK4', 'MAPK6', 'MAPK7', 'MAPK8', 'MAPK9', 'MAPKAP1', 'MAPT', 'MARCH2', 'MARCH3', 'MAST1', 'MAST2', 'MAST3', 'MAST4', 'MATK', 'MCL1', 'MCM2', 'MCM7', 'MCRS1', 'MDK', 'MDM2', 'MDM4', 'MECOM', 'MECP2', 'MED12', 'MEN1', 'MET', 'MGMT', 'MINPP1', 'MITF', 'MKI67', 'MKRN1', 'MLH1', 'MLH3', 'KMT2D', 'KMT2C', 'KMT2B', 'MLLT1', 'MLST8', 'MME', 'MMP2', 'MMP9', 'MOV10', 'MRAP', 'MRE11A', 'MSH2', 'MSH6', 'MTDH', 'MTMR2', 'MTOR', 'MTSS1', 'MUTYH', 'MVP', 'MYCN', 'MYC', 'MYLK', 'MYOCD', 'NANOG', 'NCKAP1', 'NCOA3', 'NCOR2', 'NDFIP1', 'NDFIP2', 'NDRG1', 'NDRG2', 'NEDD4L', 'NEDD4', 'NES', 'NF1', 'NF2', 'NFATC1', 'NFATC4', 'NFE2L2', 'NFKBIA', 'NGFR', 'NKX3-1', 'NLGN3', 'NLGN4X', 'NOS3', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NPM1', 'NR1H4', 'NR3C2', 'NRAS', 'NRP2', 'NTRK1', 'NTRK2', 'NUMB', 'OCRL', 'OLIG2', 'OTUD3', 'PALB2', 'PARD3', 'PARD6A', 'PARD6B', 'PARD6G', 'PARK2', 'PARK7', 'PARP1', 'PAX8', 'PBK', 'PBRM1', 'PCGF2', 'PCSK9', 'PDCD1', 'PDCD4', 'PDGFB', 'PDGFRA', 'PDGFRB', 'PDK1', 'PDK2', 'PDPK1', 'PDZK1', 'PECAM1', 'PGM3', 'PGR', 'PHF6', 'PHLPP1', 'PHLPP2', 'PI3', 'PI4K2A', 'PI4K2B', 'PI4KA', 'PI4KB', 'PIK3C2A', 'PIK3C2B', 'PIK3C2G', 'PIK3C3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3CG', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIK3R5', 'PIKFYVE', 'PINK1', 'PIP4K2A', 'PIP4K2B', 'PIP4K2C', 'PIP5K1A', 'PIP5K1B', 'PIP5K1C', 'PIP5KL1', 'PKM', 'PLCB1', 'PLCB2', 'PLCB3', 'PLCB4', 'PLCD1', 'PLCD3', 'PLCD4', 'PLCE1', 'PLCG1', 'PLCG2', 'PLCH1', 'PLCH2', 'PLCZ1', 'PLEKHA1', 'PLEK', 'PLK1', 'PLK2', 'PLK3', 'BPIFA1', 'PMAIP1', 'PML', 'PMPCA', 'PMS1', 'PMS2', 'POLE', 'POLI', 'POTEF', 'POU5F1', 'PPARG', 'PPM1D', 'PPP2R1A', 'PPP2R4', 'PPP2R5A', 'PPP2R5E', 'PPP3CA', 'PPP6C', 'PRDX1', 'PREX2', 'PRKAA1', 'PRKAA2', 'PRKCI', 'PRKCZ', 'PRKDC', 'PRMT5', 'PROM1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTER', 'PTGS2', 'PTK2B', 'PTK2', 'PTK6', 'PTPMT1', 'PTPN11', 'PTPN12', 'PTPN13', 'PTPN1', 'PTPRC', 'PTPRD', 'PTS', 'PXN', 'RAB7A', 'RAC1', 'RAC2', 'RAD51C', 'RAD51D', 'RAD51', 'RAD52', 'RAF1', 'RASA1', 'RASSF1', 'RB1CC1', 'RB1', 'RBL1', 'RBL2', 'RBM38', 'RBFOX2', 'RCN1', 'RECK', 'RELA', 'REL', 'REM1', 'RETN', 'RET', 'RHEB', 'RHOA', 'RHOB', 'RHOC', 'RICTOR', 'DROSHA', 'RNF146', 'ROCK1', 'ROCK2', 'ROS1', 'RPS27A', 'RPS6KA1', 'RPS6KA2', 'RPS6KA3', 'RPS6KB1', 'RPS6KB2', 'RPS6', 'RPTOR', 'RRAS2', 'RRAS', 'RRM1', 'RSL1D1', 'RUNX3', 'RWDD3', 'SACM1L', 'SALL4', 'SCAI', 'SCGB1D4', 'SCRIB', 'SDHB', 'SDHC', 'SERPINA1', 'SERPINA4', 'SERPINB5', 'SESN1', 'SESN2', 'SETD2', 'SGK1', 'SGK2', 'SGK3', 'SHANK2', 'SHARPIN', 'SHC1', 'SHFM1', 'SHH', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT5', 'SIRT6', 'SIRT7', 'SKP2', 'SLC25A16', 'SLC2A1', 'SLC2A4', 'SLC34A2', 'SLC9A3R1', 'SLC9A3R2', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMUG1', 'SMYD2', 'SNAI1', 'SNAI2', 'SNCA', 'SNX27', 'SOCS1', 'SOCS3', 'SOD2', 'SOS1', 'SOX2', 'SOX4', 'SOX9', 'SP1', 'SPOP', 'SPRY1', 'SPRY2', 'SRBD1', 'SRC', 'SREBF1', 'SRF', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STMN1', 'STUB1', 'STX16', 'SUCLG2', 'SUMO1', 'SYK', 'SYNJ1', 'SYNJ2', 'TACSTD2', 'TBX1', 'TBX2', 'TBX3', 'TCF7L2', 'TCHP', 'TEP1', 'TERT', 'TET1', 'TGFB1', 'TGFBR1', 'TGFBR2', 'TGM2', 'THBS1', 'TIMP1', 'TIMP3', 'TJP1', 'TLR4', 'TMEM55A', 'TMEM55B', 'TMPRSS2', 'TNFRSF10B', 'TNFSF10', 'TNF', 'TNKS2', 'TNKS', 'TNPO2', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TOP1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TPM1', 'TRAF6', 'TRIM27', 'TRIM29', 'TSC1', 'TSC2', 'TTN', 'TUT1', 'TWIST1', 'TWSG1', 'TXN', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2E1', 'UBE2I', 'UBE2L3', 'UBE3A', 'ULK1', 'ULK2', 'USP10', 'USP13', 'USP18', 'USP28', 'USP7', 'USP8', 'UTF1', 'UVRAG', 'VCL', 'VDR', 'VEGFA', 'VHL', 'WDR18', 'WDTC1', 'WEE1', 'WIPI1', 'WIPI2', 'WNT1', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT9A', 'WNT9B', 'WT1', 'WWP1', 'WWP2', 'XIAP', 'XPO1', 'XPO5', 'YAP1', 'YES1', 'YWHAB', 'YWHAZ', 'YY1', 'ZEB1', 'ZEB2', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023393971457565055
		RMSE:  0.6366126117528933
		NRMSE:  0.09954071014821253
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20813248536085016
		RMSE:  0.517654316968625
		NRMSE:  0.12376376344107133
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6292943186382643
		NRMSE:  0.09839642227163854
		MAPE:  299.798968451812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06342466003107061
		RMSE:  0.4856640113421529
		NRMSE:  0.11611533767086332
		MAPE:  95.15154235140719

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  3.07154881283728e-15
		NRMSE:  4.80267189873705e-16
		MAPE:  4.410916740176861e-12
		Pearson Correlation:  -0.022616714122748034
		Spearman Correlation:  0.11035299692016112
		Coefficient of Determination:  -3.8726278536984866
		RMSE:  1.0395949969488159
		NRMSE:  0.24855233513814753
		MAPE:  405.7274816825371

	Predictor:  ElasticNet
		Pearson Correlation:  0.42702392227674857
		Spearman Correlation:  0.4246716681201056
		Coefficient of Determination:  0.07687871627673382
		RMSE:  0.6046209523832956
		NRMSE:  0.09453849619002355
		MAPE:  330.0232268391777
		Pearson Correlation:  0.29930389867436175
		Spearman Correlation:  0.3268544495567277
		Coefficient of Determination:  0.007958422471266657
		RMSE:  0.46908062615562174
		NRMSE:  0.11215048681576573
		MAPE:  93.25886169933536

	Predictor:  RandomForests
		Pearson Correlation:  0.616328020472098
		Spearman Correlation:  0.5349771004536952
		Coefficient of Determination:  0.3047122631985977
		RMSE:  0.5247302430469055
		NRMSE:  0.08204678962503409
		MAPE:  280.01313012289415
		Pearson Correlation:  0.3753084805599388
		Spearman Correlation:  0.37778276537113936
		Coefficient of Determination:  0.1298675749156296
		RMSE:  0.43931419412355455
		NRMSE:  0.10503375750096938
		MAPE:  106.72854284999677

Protein:  BRCA2
Protein Interaction Partners Count:  361
x_train_column_count:  351
x_train columns:  ['ABL1', 'ACHE', 'ADRB1', 'ADRB2', 'AKT1', 'ALK', 'APEX1', 'ARID1A', 'ARPC1A', 'AR', 'ATAD5', 'ATM', 'ATRIP', 'ATRX', 'ATR', 'AURKA', 'AURKB', 'B3GALTL', 'BACH1', 'BARD1', 'BCCIP', 'BCHE', 'BDNF', 'BECN1', 'BIRC5', 'BLM', 'BMI1', 'BRCA1', 'BRCC3', 'BRE', 'BRIP1', 'SLX4', 'BUB1B', 'BUB1', 'BUB3', 'SFR1', 'RHNO1', 'RMI2', 'BABAM1', 'MMS22L', 'CASC1', 'CASC5', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCNE1', 'CDC25A', 'CDC25C', 'CDC45', 'CDC6', 'CDH1', 'CDK12', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CENPE', 'CENPF', 'CEP55', 'CHEK1', 'CHEK2', 'CHRNA1', 'CLSPN', 'CNTROB', 'CREM', 'CSMD3', 'CTNNB1', 'CYP19A1', 'DMC1', 'DNA2', 'DSN1', 'DYNC1LI2', 'EGFR', 'EGF', 'ELAC2', 'EME1', 'EME2', 'ENAM', 'EPCAM', 'ERBB2', 'ERBB3', 'ERCC1', 'ERCC2', 'ERCC4', 'ERCC5', 'ERCC6', 'ERCC8', 'ESPL1', 'ESR1', 'EXO1', 'EZH2', 'FAM175A', 'FANCA', 'FANCB', 'FANCC', 'FANCD2', 'FANCE', 'FANCF', 'FANCG', 'FANCI', 'FANCL', 'FANCM', 'FBN1', 'FBXO18', 'FBXW7', 'FEN1', 'FGFR2', 'FHIT', 'FLNA', 'FOXM1', 'GAPDH', 'GEN1', 'SLX1B', 'H2AFX', 'HELQ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2BE', 'HIST3H3', 'HMG20A', 'HMG20B', 'HMMR', 'HNRNPC', 'HOXB13', 'HRAS', 'HUS1', 'ITPKB', 'KAT2B', 'KAT5', 'KEAP1', 'SPIDR', 'KIF23', 'KIF4A', 'KIT', 'KLK3', 'KRAS', 'KRT5', 'LIG1', 'LIG3', 'LIG4', 'LIMD1', 'LSP1', 'MAD2L2', 'MAGED1', 'MAMSTR', 'MAP2K2', 'MAP3K1', 'MCM10', 'MCPH1', 'MDC1', 'MDM2', 'MDM4', 'MEN1', 'MGMT', 'MKI67', 'MLH1', 'MLH3', 'KMT2C', 'MND1', 'MORF4L1', 'MRE11A', 'MRPL36', 'MSH2', 'MSH3', 'MSH4', 'MSH5', 'MSH6', 'MTA2', 'FAN1', 'MUC1', 'MUS81', 'MUTYH', 'MYC', 'NBN', 'NCAPG', 'NEDD4', 'NF1', 'NHEJ1', 'NNT', 'NOTCH1', 'NSL1', 'NSMCE4A', 'OBFC1', 'OGG1', 'PALB2', 'PARG', 'PARP1', 'PARP2', 'PARP3', 'PAXIP1', 'PCNA', 'PDLIM7', 'PDS5A', 'PDS5B', 'PGR', 'PIK3CA', 'PLCB4', 'PLEC', 'PLEKHH1', 'PLK1', 'PMS1', 'PMS2', 'PNOC', 'POLD1', 'POLD2', 'POLD3', 'POLD4', 'POLE2', 'POLE3', 'POLE4', 'POLE', 'POLH', 'POLK', 'POLN', 'POLQ', 'PRDM9', 'PRKDC', 'PRSS1', 'PSMC3IP', 'PSMD3', 'PSMD6', 'PTEN', 'RAD17', 'RAD18', 'RAD1', 'RAD21', 'RAD23B', 'RAD50', 'RAD51AP1', 'RAD51C', 'RAD51B', 'RAD51D', 'RAD51', 'RAD52', 'RAD54B', 'RAD54L', 'RAD9A', 'RAD9B', 'RAG2', 'RASSF1', 'RBBP8', 'RBMX', 'RECQL4', 'RECQL5', 'RECQL', 'RET', 'REV1', 'REV3L', 'RFC1', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RMI1', 'RNF168', 'RNF8', 'RPA1', 'RPA2', 'RPA3', 'RPS27A', 'RTEL1', 'SHFM1', 'SKP2', 'SMAD2', 'SMAD3', 'SMAD4', 'SMARCA4', 'SMARCAL1', 'SMARCB1', 'SMC1A', 'SMC2', 'SMC3', 'SMC4', 'SMC5', 'SMC6', 'SMUG1', 'SNAI2', 'SP1', 'SPO11', 'STAT5A', 'STK11', 'STRA13', 'SUV39H1', 'SYCP3', 'TBCE', 'TDP1', 'TERT', 'TEX15', 'TMPRSS2', 'TNS1', 'TOP1', 'TOP2A', 'TOP3A', 'TOP3B', 'TOPBP1', 'TOX3', 'TP53BP1', 'TP53', 'TPX2', 'TRIP12', 'PRSS58', 'TTK', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2D1', 'UBE2E2', 'UBE2E3', 'UBE2N', 'UBE2T', 'UIMC1', 'USF1', 'USP11', 'USP15', 'USP1', 'USP21', 'USP4', 'UVRAG', 'VEGFA', 'VWF', 'WDR48', 'WDTC1', 'WEE1', 'WRN', 'WT1', 'WTIP', 'XPA', 'XPO1', 'XRCC1', 'XRCC2', 'XRCC3', 'XRCC4', 'XRCC5', 'XRCC6', 'ZFYVE26', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00289910117318648
		RMSE:  0.19032543678137456
		NRMSE:  0.12827584502559417
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001649424828515933
		RMSE:  0.21414907824527551
		NRMSE:  0.14729386559180924
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  LinearRegression
		Pearson Correlation:  0.8370864232511477
		Spearman Correlation:  0.8194457309388669
		Coefficient of Determination:  0.7007136799913993
		RMSE:  0.10397086262058042
		NRMSE:  0.07007444977528134
		MAPE:  335.0665956607187
		Pearson Correlation:  0.01707565923018896
		Spearman Correlation:  -0.040845895834112654
		Coefficient of Determination:  -1.9457209116499472
		RMSE:  0.36751595210626714
		NRMSE:  0.2527811265682185
		MAPE:  959.7491478062452

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  RandomForests
		Pearson Correlation:  0.5952029688956896
		Spearman Correlation:  0.5418972659754484
		Coefficient of Determination:  0.22467742167893257
		RMSE:  0.16734372414890591
		NRMSE:  0.1127865932580985
		MAPE:  173.18457571961864
		Pearson Correlation:  0.13445482322785277
		Spearman Correlation:  0.17930148754972008
		Coefficient of Determination:  0.016841652050054723
		RMSE:  0.21232059918593638
		NRMSE:  0.14603621951174875
		MAPE:  163.7509145227982

Protein:  CDKN2A
Protein Interaction Partners Count:  612
x_train_column_count:  605
x_train columns:  ['ABCC1', 'ABL1', 'ACAP1', 'ACAP2', 'ACP5', 'ACTA1', 'ACTB', 'ACTG1', 'ADAMTS9', 'ADAP1', 'AFP', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALK', 'ANKRD12', 'ANXA5', 'AP3D1', 'AP3S1', 'AP3S2', 'APAF1', 'APBA1', 'APBA2', 'ARAP1', 'ARAP2', 'ARF1', 'ARF3', 'ARF4', 'ARF5', 'ARF6', 'ARFGAP1', 'ARFGAP3', 'ARFIP2', 'ARFRP1', 'ARID1A', 'ARID2', 'ARID5B', 'ARL10', 'ARL1', 'ARL2', 'ARL3', 'ARL4A', 'ARL5A', 'AR', 'ASAP1', 'ATM', 'ATRX', 'ATR', 'AURKA', 'AURKB', 'AXIN1', 'BAP1', 'BCL2L11', 'BCL2L1', 'BCL6', 'BECN1', 'BIRC5', 'BMI1', 'BRAF', 'BRCA1', 'BRCA2', 'BUB1B', 'RGCC', 'C1QBP', 'RABL6', 'CACNA1G', 'CADM1', 'CAMK1D', 'CASP3', 'CASP8', 'CASP9', 'CAV1', 'CBX7', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNL1', 'CD274', 'CD34', 'CD44', 'CDC123', 'CDC20', 'CDC25A', 'CDC25C', 'CDC42', 'CDC45', 'CDC5L', 'CDC6', 'CDC7', 'CDH13', 'CDH17', 'CDH1', 'CDH2', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK5RAP3', 'CDK6', 'CDK7', 'CDKAL1', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2AIP', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDX2', 'CEACAM5', 'CEBPB', 'CEBPE', 'CHEK1', 'CHEK2', 'CHFR', 'CHKA', 'COMMD1', 'CRABP1', 'CREBBP', 'CSF1R', 'CSF1', 'CSF2', 'CTBP1', 'CTBP2', 'CTCF', 'CTLA4', 'CTNNB1', 'CTSK', 'CUL1', 'CUL3', 'CXCR4', 'CYCS', 'CYLD', 'CYTH1', 'CYTH2', 'CYTH3', 'DAB2IP', 'DAP', 'DAXX', 'DICER1', 'DIRAS3', 'DLEC1', 'DMTF1', 'DNAH3', 'DNMT1', 'DNMT3A', 'DNMT3B', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EBF1', 'EGFR', 'EGF', 'EGR1', 'EHF', 'EHMT2', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EP300', 'EPCAM', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ETS1', 'ETV6', 'EWSR1', 'EZH1', 'EZH2', 'FAT1', 'FBXW7', 'FGF2', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FKBP2', 'FLT3', 'FMN2', 'FN1', 'FOS', 'FOXA1', 'FOXM1', 'FOXN2', 'FOXO1', 'FOXO3', 'FTO', 'FZR1', 'GADD45A', 'GAPDH', 'GATA3', 'GATA4', 'GATA5', 'GBF1', 'GDF15', 'GGA1', 'GGA2', 'GGA3', 'GIT1', 'GIT2', 'GLI1', 'GLTSCR2', 'GMNN', 'GNA11', 'GNAQ', 'GNAS', 'GNL3', 'GOLPH3', 'GP5', 'GSPT1', 'GSTP1', 'H2AFX', 'H2AFZ', 'H3F3A', 'H3F3B', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HDAC9', 'HELLS', 'HGF', 'HHEX', 'HIC1', 'HIF1A', 'HIST1H2BA', 'HIST1H4A', 'HIST1H4B', 'HIST1H4C', 'HIST1H4D', 'HIST1H4E', 'HIST1H4F', 'HIST1H4H', 'HIST1H4I', 'HIST1H4J', 'HIST1H4K', 'HIST1H4L', 'HIST2H2AA3', 'HIST2H2AC', 'HIST2H4A', 'HIST4H4', 'HLTF', 'HMGA2', 'HNF4A', 'HNRNPD', 'HOPX', 'HOXA9', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPA4', 'HSPA9', 'HUWE1', 'ID1', 'IDH1', 'IDH2', 'IGF1R', 'IGF1', 'IGF2BP2', 'IGF2R', 'IGF2', 'IGFBP3', 'IKBKB', 'IKZF1', 'IL10', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ING1', 'ING4', 'INS', 'IQSEC1', 'IRS1', 'ISOC2', 'ITGAM', 'JAK1', 'JAK2', 'JAK3', 'JAZF1', 'JUNB', 'JUN', 'KAT2B', 'KAT5', 'KCNJ11', 'KCNQ1', 'KDM1A', 'KDM2B', 'KDM6A', 'KDM6B', 'KDR', 'KEAP1', 'KIAA1549', 'KIT', 'KLF4', 'KRAS', 'KRT19', 'KRT20', 'KRT5', 'KRT7', 'LATS2', 'LOX', 'LRRK2', 'MACROD2', 'MAF', 'MAP2K1', 'MAP2K4', 'MAP2K6', 'MAP2K7', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MAPK9', 'MAX', 'MC1R', 'MCL1', 'MCM10', 'MCM2', 'MCM5', 'MCM7', 'MDM2', 'MDM4', 'MEN1', 'MEOX1', 'MEOX2', 'MET', 'MGMT', 'MITF', 'MKRN1', 'MLANA', 'MLH1', 'KMT2D', 'KMT2C', 'KMT2B', 'MLLT3', 'MME', 'MMP2', 'MMP7', 'MMP9', 'MOV10', 'MRAS', 'MSH2', 'MSH6', 'MTA1', 'MTAP', 'MTHFR', 'MTNR1B', 'MTOR', 'MUC1', 'MYBL2', 'MYCL', 'MYCN', 'MYC', 'MYOD1', 'KAT6A', 'NANOG', 'NCAM1', 'NCL', 'NCOR1', 'NES', 'NEUROG1', 'NF1', 'NF2', 'NFATC1', 'NFE2L2', 'NKX2-1', 'NME1', 'NOTCH1', 'NOTCH2', 'NPM1', 'NRAS', 'NSUN2', 'ORC4', 'ORC5', 'OSBP2', 'P2RY8', 'PA2G4', 'PALB2', 'PARP1', 'PAX3', 'PAX5', 'PAX8', 'PBRM1', 'PCGF2', 'PDGFB', 'PDGFRA', 'PDGFRB', 'PEX19', 'PGR', 'PHLDB1', 'PI3', 'PIAS2', 'PIGF', 'PIK3CA', 'PIK3R1', 'PIP4K2A', 'PLEKHA3', 'PLEKHA8', 'PLEK', 'PLK1', 'PMAIP1', 'PML', 'PMS2', 'POTEF', 'POU5F1', 'PPARA', 'PPARG', 'PPM1D', 'PPP1R9B', 'PPP3CA', 'PRDM2', 'PRMT6', 'PROM1', 'PRSS1', 'PSMC3', 'PSMD10', 'PSME3', 'PTCH1', 'PTEN', 'PTER', 'PTF1A', 'PTGS2', 'PTPN11', 'PTPRC', 'PTPRD', 'PXN', 'RAB11A', 'RAB5A', 'RABEP1', 'RABGEF1', 'RAC2', 'RAD51', 'RAF1', 'RAP2B', 'RARB', 'RASSF1', 'RASSF2', 'RB1', 'RBL1', 'RBL2', 'RCC1', 'RELA', 'RELB', 'REL', 'RET', 'RHOA', 'DROSHA', 'RNF2', 'RNF43', 'ROS1', 'RPL11', 'RPRM', 'RPS27A', 'RPS6KB1', 'RRAS2', 'RRAS', 'RTEL1', 'RUNX2', 'RUNX3', 'SDHC', 'SENP1', 'SENP3', 'SERPINE1', 'SERTAD1', 'SETD2', 'SFN', 'SFRP1', 'SFRP2', 'SHH', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT4', 'SIRT5', 'SIRT6', 'SIRT7', 'SIVA1', 'SIX2', 'SKP2', 'SLC30A8', 'SMAD2', 'SMAD3', 'SMAD4', 'SMARCA4', 'SMARCB1', 'SMUG1', 'SNAI1', 'SNAI2', 'SNCA', 'SOCS1', 'SOX2', 'SP1', 'SPEN', 'SRC', 'STAT1', 'STAT3', 'STK11', 'STK25', 'STK33', 'STMN1', 'SUB1', 'SUMO1', 'SUMO2', 'SUMO3', 'SUV39H1', 'SUZ12', 'SYNE1', 'SYP', 'TBL1XR1', 'TBRG1', 'TBX2', 'TBX3', 'TCF7L2', 'TCHP', 'TERT', 'TET2', 'TFDP1', 'TFPI2', 'TGFBR2', 'THADA', 'THBS1', 'TIMP3', 'TMCO1', 'TMEM115', 'TNFRSF10B', 'TNFSF11', 'TNF', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOP1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TP73', 'TRADD', 'TRIM28', 'TRIP12', 'PRSS58', 'TSC2', 'TSPAN8', 'TTF1', 'TWIST1', 'TWSG1', 'TYR', 'UBA52', 'UBB', 'UBC', 'UBE2A', 'UBE2I', 'UBE3A', 'UCHL1', 'USP7', 'UTF1', 'VEGFA', 'VHL', 'WDTC1', 'WEE1', 'WFS1', 'WHSC1', 'WIF1', 'WRN', 'WT1', 'WWOX', 'XRCC1', 'YY1', 'ZBTB17', 'ZBTB7A', 'ZEB1', 'ZFP91', 'ZNF148', 'ZNF217', 'ZNF227', 'ZNF410', 'ZNF420', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07669790023289091
		RMSE:  0.6927164423772558
		NRMSE:  0.16172871740223568
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04462654135164201
		RMSE:  0.6710309035955896
		NRMSE:  0.2071658496482324
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6675880639420501
		NRMSE:  0.15586198728568595
		MAPE:  307.97311558867955
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004949645588538276
		RMSE:  0.658164031136248
		NRMSE:  0.20319348928290204
		MAPE:  176.07940307985857

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  4.438997035466594e-15
		NRMSE:  1.036373981011065e-15
		MAPE:  5.766252666776095e-12
		Pearson Correlation:  0.24134781384366713
		Spearman Correlation:  0.20389032282198036
		Coefficient of Determination:  -5.2754459436279415
		RMSE:  1.6446909021590972
		NRMSE:  0.507761693729461
		MAPE:  639.5960581128038

	Predictor:  ElasticNet
		Pearson Correlation:  0.506447464426483
		Spearman Correlation:  0.36153209820752313
		Coefficient of Determination:  0.17063200305014303
		RMSE:  0.6079700699641991
		NRMSE:  0.1419429561926128
		MAPE:  249.92124943953885
		Pearson Correlation:  0.38529570791746676
		Spearman Correlation:  0.2952081696779262
		Coefficient of Determination:  0.10304481816071576
		RMSE:  0.6217952000674807
		NRMSE:  0.19196542251473578
		MAPE:  143.02142126829108

	Predictor:  RandomForests
		Pearson Correlation:  0.6768243977972589
		Spearman Correlation:  0.62893616829792
		Coefficient of Determination:  0.4463543207772377
		RMSE:  0.49673472448774103
		NRMSE:  0.11597280642691003
		MAPE:  163.63957323645567
		Pearson Correlation:  0.6157401758886617
		Spearman Correlation:  0.5990972456015662
		Coefficient of Determination:  0.3702552962414162
		RMSE:  0.5210078363349826
		NRMSE:  0.16084956819331994
		MAPE:  105.49758831538445

Protein:  TP53
Protein Interaction Partners Count:  1000
x_train_column_count:  991
x_train columns:  ['ABCB1', 'ABCC1', 'ABL1', 'ACTB', 'ACTL6A', 'ADAM17', 'AFP', 'AGT', 'AICDA', 'AIFM2', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALK', 'ANKRD2', 'ANXA1', 'ANXA2', 'ANXA5', 'APAF1', 'APBB1', 'APC', 'APEX1', 'APOBEC3B', 'APP', 'ARID1A', 'ARID3A', 'AR', 'ASF1A', 'ASXL1', 'ATF2', 'ATF3', 'ATG7', 'ATM', 'ATN1', 'ATRIP', 'ATRX', 'ATR', 'ATXN3', 'AURKA', 'AURKB', 'AXIN1', 'AXL', 'BACE1', 'BAG1', 'BAG2', 'BAIAP2L1', 'BAK1', 'BANP', 'BARD1', 'BAX', 'BBC3', 'BCL2A1', 'BCL2L11', 'BCL2L12', 'BCL2L14', 'BCL2L1', 'BCL2L2', 'BCL2', 'BCL6', 'BCR', 'BDNF', 'BECN1', 'BID', 'BIRC3', 'BIRC5', 'BIRC6', 'BLM', 'BMF', 'BMI1', 'BMX', 'BNIP3L', 'BNIP3', 'BRCA1', 'BRCA2', 'BRCC3', 'BRD1', 'BRD4', 'BRD7', 'BRE', 'BRIP1', 'BRPF1', 'BRPF3', 'BTG2', 'BTK', 'BUB1B', 'BUB1', 'RHNO1', 'RGCC', 'RMI2', 'CNOT11', 'SETD9', 'CA9', 'CABIN1', 'CABLES1', 'CAPN1', 'CARM1', 'CASP10', 'CASP1', 'CASP2', 'CASP3', 'CASP6', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBX2', 'CBX4', 'CBX6', 'CBX8', 'CCDC106', 'CCL2', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNG2', 'CCNH', 'CCNK', 'CCT2', 'CCT3', 'CCT4', 'CCT5', 'CCT6A', 'CCT6B', 'CCT7', 'CCT8', 'CD24', 'CD274', 'CD34', 'CD40LG', 'CD40', 'CD44', 'CD82', 'CDC20', 'CDC25A', 'CDC25C', 'CDH17', 'CDH1', 'CDK12', 'CDK13', 'CDK1', 'CDK2', 'CDK4', 'CDK5R1', 'CDK5', 'CDK6', 'CDK7', 'CDK8', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CEACAM5', 'CEBPB', 'CENPJ', 'CFL1', 'CFLAR', 'CHD3', 'CHD4', 'CHD8', 'CHEK1', 'CHEK2', 'CHUK', 'CISH', 'CITED2', 'CLSPN', 'CLU', 'CNOT10', 'CNOT1', 'CNOT2', 'CNOT3', 'CNOT4', 'CNOT6L', 'CNOT6', 'CNOT7', 'CNOT8', 'COPS5', 'CREB1', 'CREBBP', 'CRYAB', 'CSNK1A1', 'CSNK1D', 'CSNK1E', 'CSNK1G1', 'CSNK1G2', 'CSNK1G3', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTBP1', 'CTCF', 'CTGF', 'CTNNB1', 'CUL4A', 'CUL7', 'CUL9', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP1A1', 'DACH1', 'DAPK1', 'DAP', 'DAXX', 'DDB1', 'DDB2', 'DDIT4', 'DDX17', 'DDX3X', 'DDX5', 'DECR1', 'DGCR8', 'DHCR24', 'DHFR', 'DIABLO', 'DICER1', 'DKK1', 'DMTF1', 'DNA2', 'DNAJA3', 'DNAJB1', 'DNMT1', 'DNMT3A', 'DNTT', 'DPYD', 'DRAM1', 'DTL', 'DUSP1', 'DUSP2', 'DYRK1A', 'DYRK2', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F7', 'E2F8', 'E4F1', 'EED', 'EEF1A1', 'EEF1A2', 'EGFR', 'EGF', 'EGR1', 'EHMT1', 'EHMT2', 'EI24', 'EIF2AK2', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF4EBP1', 'ELANE', 'ELAVL1', 'ELL3', 'ELL', 'EP300', 'EP400', 'EPCAM', 'EPHA2', 'EPHA3', 'EPHB2', 'ERBB2', 'ERBB4', 'ERCC1', 'ERCC2', 'ERCC3', 'ERCC6', 'ESR1', 'ETS1', 'ETS2', 'EWSR1', 'EXO1', 'EZH2', 'F2', 'FADD', 'AMER1', 'FAM175B', 'FANCC', 'FANCD2', 'FASLG', 'FAS', 'FBL', 'FBXO11', 'FBXO4', 'FBXW7', 'FGF1', 'FGF2', 'FGFR3', 'FHIT', 'FHL2', 'FLT3', 'FN1', 'FOSL1', 'FOS', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FSCN1', 'FUT4', 'FZR1', 'G3BP1', 'G6PD', 'GADD45A', 'GADD45B', 'GADD45G', 'GAPDH', 'GATAD2A', 'GATAD2B', 'GDF15', 'GFI1', 'GLS2', 'GLTSCR2', 'GNL3', 'GRAMD4', 'GRB10', 'GRB14', 'GSK3B', 'GSTP1', 'GTF2H1', 'GTSE1', 'H1F0', 'H2AFX', 'HAMP', 'HCK', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC5', 'HDAC7', 'HDAC8', 'HDAC9', 'HERC5', 'HIC1', 'HIF1A', 'HIPK1', 'HIPK2', 'HIPK3', 'HIPK4', 'HIRA', 'HIST1H1A', 'HIST1H1B', 'HIST1H1C', 'HIST1H1D', 'HIST1H1E', 'HK2', 'HMGA1', 'HMGA2', 'HMGB1', 'HMGB2', 'HMMR', 'HMOX1', 'HNF4A', 'HNRNPK', 'HNRNPL', 'HOXA5', 'HPGDS', 'HRAS', 'HSF1', 'HSP90AA1', 'HSP90AB1', 'HSP90B1', 'HSPA1A', 'HSPA1B', 'HSPA1L', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPA9', 'HSPB1', 'HSPB2', 'HTT', 'HUS1', 'HUWE1', 'ICAM1', 'ID2', 'ID4', 'IDH1', 'IDH2', 'IFI16', 'IFNAR1', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IGFBP7', 'IKBKB', 'IL17A', 'IL4', 'IL6', 'CXCL8', 'ING1', 'ING2', 'ING3', 'ING4', 'ING5', 'INSIG1', 'INS', 'IRF1', 'ISG15', 'ITPKB', 'JAG1', 'JAK2', 'JMY', 'JUN', 'KAT2A', 'KAT2B', 'KAT5', 'KDM1A', 'KDM6A', 'KDM6B', 'KDR', 'KHDRBS1', 'CCAR2', 'KIT', 'KLF2', 'KLF4', 'KLF5', 'KLF6', 'KLK3', 'KPNA2', 'KRAS', 'KRT14', 'KRT17', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'L3MBTL1', 'LAMA4', 'LEP', 'LGALS7B', 'LGALS7', 'LIF', 'LIG4', 'LIN28A', 'PIDD1', 'LRRK2', 'LYN', 'MAF1', 'MAF', 'MAGEA2', 'MAP1LC3B', 'MAP2K1', 'MAP2K3', 'MAP2K7', 'MAP3K1', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MAPK9', 'MAPKAPK5', 'MBD3', 'MCL1', 'MCM7', 'MDC1', 'MDH1', 'MDM2', 'MDM4', 'MEAF6', 'MECOM', 'MELK', 'MET', 'MGMT', 'MIF', 'MKI67', 'MKRN1', 'MLH1', 'KMT2D', 'KMT2C', 'MMP13', 'MMP1', 'MMP2', 'MMP9', 'MOV10', 'MRE11A', 'MSH2', 'MSH6', 'MSX1', 'MT1A', 'MT2A', 'MTA1', 'MTA2', 'MTA3', 'MTOR', 'MUC1', 'MUTYH', 'MYBBP1A', 'MYB', 'MYCN', 'MYC', 'MYOCD', 'KAT8', 'KAT6A', 'NANOG', 'NBN', 'NCL', 'NCOA3', 'NCOR1', 'NCOR2', 'NDN', 'NDRG1', 'NEDD8', 'NES', 'NEUROD1', 'NF1', 'NF2', 'NFE2L2', 'NFKB1', 'NFKB2', 'NFKBIA', 'NFKBIB', 'NFYA', 'NFYB', 'NFYC', 'NGFR', 'NKX2-1', 'NLK', 'NLRC4', 'NME1', 'NOC2L', 'NOS3', 'NOTCH1', 'NOTCH3', 'NOTCH4', 'NOX4', 'NPM1', 'NQO1', 'NR1I2', 'NR2E1', 'NR3C1', 'NR4A1', 'NR4A2', 'NRAS', 'NUAK1', 'NUMB', 'NUPR1', 'OGG1', 'OLIG2', 'OPN1SW', 'OSGIN1', 'OTUB1', 'OTUB2', 'OTUD5', 'PADI4', 'PALB2', 'PARK2', 'PARK7', 'PARP1', 'PATZ1', 'PAX2', 'PAX3', 'PAX8', 'PBK', 'PBRM1', 'PCBP4', 'PCNA', 'PDCD4', 'PDCD5', 'PDGFRA', 'PDGFRB', 'PDLIM7', 'PER2', 'PERP', 'PGR', 'PHB', 'PHC1', 'PHC2', 'PHC3', 'PHF20', 'PHGDH', 'PI3', 'PIAS1', 'PIAS2', 'PIAS4', 'PIK3CA', 'PIN1', 'PKM', 'PLAGL1', 'PLAU', 'PLK1', 'PLK2', 'PLK3', 'PLK4', 'PMAIP1', 'PML', 'PMS2', 'POLI', 'POLK', 'POU4F1', 'POU4F2', 'POU5F1', 'PPARGC1A', 'PPARG', 'PPIF', 'PPM1D', 'PPP1R13B', 'PPP1R13L', 'PPP1R15A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R4', 'PPP2R5C', 'PRDM1', 'PRDM2', 'PRDX1', 'PRELID1', 'PRIMA1', 'PRKAA1', 'PRKAA2', 'PRKAB1', 'PRKAB2', 'PRKAG1', 'PRKAG2', 'PRKAG3', 'PRKCA', 'PRKCD', 'PRKCZ', 'PRKD1', 'PRKDC', 'PRKG1', 'PRMT1', 'PRMT5', 'PROM1', 'PSEN1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTBP1', 'PTCH1', 'PTEN', 'PTGS2', 'PTK2', 'PTTG1', 'RABGGTA', 'RABGGTB', 'RAD17', 'RAD1', 'RAD50', 'RAD51', 'RAD9A', 'RAD9B', 'RASSF1', 'RB1CC1', 'RB1', 'RBBP4', 'RBBP6', 'RBBP7', 'RBBP8', 'RBL1', 'RBL2', 'RBM38', 'RBPJ', 'RCHY1', 'RCOR1', 'RECQL4', 'RELA', 'REM1', 'REST', 'RET', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RFFL', 'RFWD2', 'RING1', 'RMI1', 'DROSHA', 'RNF20', 'RNF2', 'RNF34', 'RNF43', 'ROCK1', 'RPA1', 'RPA2', 'RPA3', 'RPL11', 'RPL22', 'RPL26', 'RPL5', 'RPRM', 'RPS14', 'RPS19', 'RPS27A', 'RPS27L', 'RPS3', 'RPS6KB1', 'RQCD1', 'RRAD', 'RRM2B', 'RRM2', 'RUNX2', 'RUNX3', 'S100A2', 'S100A4', 'S100A6', 'S100B', 'SALL4', 'SCO2', 'SDHC', 'SENP1', 'SENP3', 'SERPINB5', 'SERPINE1', 'SESN1', 'SESN2', 'SESN3', 'SETD2', 'SETD7', 'SETD8', 'SETDB1', 'SFN', 'SRSF1', 'SGK1', 'SHFM1', 'SHH', 'SHISA5', 'SIK1', 'SIN3A', 'SIN3B', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT4', 'SIRT5', 'SIRT6', 'SIRT7', 'SIVA1', 'SKP2', 'SLC2A14', 'SLC2A1', 'SLC2A2', 'SLC2A3', 'SLC6A6', 'SLMO1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMARCD1', 'SMG1', 'SMG7', 'SMYD2', 'SNAI1', 'SNAI2', 'SOCS1', 'SOCS3', 'SOD2', 'SORT1', 'SOX2', 'SOX4', 'SP100', 'SP1', 'SP3', 'SP7', 'SPATA18', 'SPP1', 'SQSTM1', 'SRC', 'SREBF1', 'SREBF2', 'SSRP1', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'STEAP3', 'STK11', 'STMN1', 'STUB1', 'SUB1', 'SUMO1', 'SUMO2', 'SUMO3', 'SUMO4', 'SUPT16H', 'SUV39H1', 'SUZ12', 'SYK', 'SYP', 'TADA3', 'TAF10', 'TAF11', 'TAF12', 'TAF13', 'TAF15', 'TAF1L', 'TAF1', 'TAF2', 'TAF3', 'TAF4B', 'TAF4', 'TAF5', 'TAF6', 'TAF7L', 'TAF7', 'TAF9B', 'TBPL1', 'TBPL2', 'TBP', 'TCHP', 'TCP1', 'TDG', 'TERT', 'TET2', 'TFAM', 'TFAP2A', 'TFAP2C', 'TFDP1', 'TFF1', 'TGFB1', 'TGM2', 'THBS1', 'TIMP3', 'TLR3', 'TLR9', 'TMEM219', 'TNFAIP3', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF10C', 'TNFRSF10D', 'TNF', 'TNK2', 'TNKS1BP1', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOE1', 'TOP1', 'TOP2A', 'TOP3A', 'TOPBP1', 'TOPORS', 'TP53AIP1', 'TP53BP1', 'TP53BP2', 'TP53I3', 'TP53INP1', 'TP53RK', 'TP63', 'TP73', 'TPT1', 'TPX2', 'TRAF6', 'TRIAP1', 'TRIM24', 'TRIM28', 'TRIM29', 'TRIM32', 'TRIM59', 'TRIM8', 'TRRAP', 'TSC2', 'TTC5', 'TTK', 'TWIST1', 'TWIST2', 'TXN', 'TYMS', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2A', 'UBE2D1', 'UBE2E1', 'UBE2I', 'UBE2K', 'UBE2N', 'UBE2Q1', 'UBE2S', 'UBE3A', 'UBN1', 'UCHL1', 'UHRF1', 'USF1', 'USP10', 'USP15', 'USP24', 'USP3', 'USP42', 'USP7', 'UTP14A', 'VEGFA', 'VHL', 'VPRBP', 'VRK1', 'WDTC1', 'WEE1', 'WRN', 'WT1', 'WWOX', 'XAF1', 'XIAP', 'XPA', 'XPO1', 'XRCC1', 'XRCC5', 'XRCC6', 'YBX1', 'YWHAB', 'YWHAE', 'YWHAG', 'YWHAH', 'YWHAQ', 'YWHAZ', 'YY1', 'YY2', 'ZBTB33', 'ZBTB7A', 'ZEB1', 'ZEB2', 'ZKSCAN4', 'ZNF148', 'ZNF274', 'ZNF385A', 'ZNF420', 'ZNF668', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.043501333030021794
		RMSE:  0.4597988418920562
		NRMSE:  0.11050200478059512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10290984727382035
		RMSE:  0.4520547550562478
		NRMSE:  0.16857084713604026
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45011280589110314
		NRMSE:  0.10817419031269002
		MAPE:  382.8265287953516
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010546813555600831
		RMSE:  0.4327123127899972
		NRMSE:  0.16135806629028604
		MAPE:  261.16646791413905

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.049288233308574e-15
		NRMSE:  4.924989745995131e-16
		MAPE:  8.115173408207329e-12
		Pearson Correlation:  0.3235404636648551
		Spearman Correlation:  0.18011446526764677
		Coefficient of Determination:  -1.479154885192973
		RMSE:  0.6777552100286949
		NRMSE:  0.2527343615513705
		MAPE:  876.4695823156533

	Predictor:  ElasticNet
		Pearson Correlation:  0.4636837276755177
		Spearman Correlation:  0.42764692503164037
		Coefficient of Determination:  0.17264053751983166
		RMSE:  0.4094194665618723
		NRMSE:  0.09839448847918104
		MAPE:  610.0286851880932
		Pearson Correlation:  0.39125305422362705
		Spearman Correlation:  0.4363271362485816
		Coefficient of Determination:  0.12118992798074935
		RMSE:  0.40352323587963707
		NRMSE:  0.15047348346737954
		MAPE:  301.18492380424783

	Predictor:  RandomForests
		Pearson Correlation:  0.6795584244288518
		Spearman Correlation:  0.5702024849768648
		Coefficient of Determination:  0.3851315961900421
		RMSE:  0.35294940755893545
		NRMSE:  0.08482321738979463
		MAPE:  572.04274768233
		Pearson Correlation:  0.501519972170205
		Spearman Correlation:  0.44336268951354246
		Coefficient of Determination:  0.23124377899961557
		RMSE:  0.37741169727490764
		NRMSE:  0.1407365121527498
		MAPE:  398.6003610153303

Protein:  CTNNB1
Protein Interaction Partners Count:  992
x_train_column_count:  984
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACAN', 'ACP1', 'ACTA1', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTN1', 'ACTN4', 'ACVR1B', 'ACVR1', 'ADAM10', 'ADCY7', 'ADIPOQ', 'AES', 'AFP', 'AHI1', 'AHR', 'AHSA1', 'AJAP1', 'AK9', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDH1A1', 'ALK', 'ALPL', 'AMHR2', 'AMH', 'ANXA5', 'AP1M1', 'APC2', 'APCS', 'APC', 'APH1A', 'APH1B', 'AQP1', 'ARHGAP10', 'ARHGAP21', 'ARHGAP32', 'ARHGEF4', 'ARID1A', 'ARID2', 'ARMC7', 'ARMC8', 'ARVCF', 'ARX', 'AR', 'ASCL1', 'ASF1A', 'ASH2L', 'ASIP', 'ATF4', 'ATM', 'AURKA', 'AXIN1', 'AXIN2', 'BAG3', 'BCAR1', 'BCL2L1', 'BCL3', 'BCL6', 'BCL9L', 'BCL9', 'BDNF', 'BGLAP', 'BIRC5', 'BMI1', 'BMP2', 'BMP4', 'BMP7', 'BMPR1A', 'BMPR1B', 'BNIP2', 'BRAF', 'BRCA1', 'BRCA2', 'BRMS1L', 'BTRC', 'HILPDA', 'AK8', 'CA2', 'CA9', 'CABLES1', 'CACYBP', 'CALM1', 'CALM3', 'CARM1', 'CASP3', 'CASP8', 'CASP9', 'CAV1', 'CBLL1', 'CBL', 'CBY1', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCNE1', 'CD24', 'CD34', 'CD40', 'CD44', 'CDC27', 'CDC42', 'CDC73', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH16', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH26', 'CDH2', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDHR5', 'CDK12', 'CDK1', 'CDK2', 'CDK4', 'CDK5R1', 'CDK5', 'CDK6', 'CDK8', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDON', 'CDX1', 'CDX2', 'CEBPA', 'CHD8', 'CHRD', 'CHUK', 'CITED1', 'CKAP5', 'CLCA1', 'CLDN3', 'CLDN5', 'COL1A1', 'COPS3', 'COPS5', 'COPS6', 'CREB1', 'CREBBP', 'CRKL', 'CRK', 'CRP', 'CRYAB', 'CSNK1A1L', 'CSNK1A1', 'CSNK1D', 'CSNK1E', 'CSNK2A3', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTBP1', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNAL1', 'CTNNBIP1', 'CTNND1', 'CTNND2', 'CTTN', 'CUL1', 'CUL4A', 'CUL4B', 'CXCR4', 'CXXC4', 'DAB2', 'DACT1', 'DACT2', 'DACT3', 'DCT', 'DCX', 'DDB1', 'DDX39A', 'DDX3X', 'DDX5', 'DHODH', 'DHX9', 'DKK1', 'DKK2', 'DKK3', 'DKK4', 'DLG1', 'DLG2', 'DLG4', 'DLG5', 'DLGAP1', 'DLL4', 'DLX1', 'DNM2', 'DNMT1', 'DPYD', 'DSC1', 'DSC2', 'DSC3', 'DSG1', 'DSG2', 'DSG3', 'DSG4', 'DSP', 'DUSP6', 'DVL1', 'DVL2', 'DVL3', 'E2F3', 'ECM1', 'EFNA1', 'EGFR', 'EGF', 'EGR1', 'ELAVL1', 'EMD', 'ENAH', 'EP300', 'EP400', 'EPCAM', 'EPHA2', 'EPHB2', 'EPHB3', 'ERBB2IP', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ETS1', 'ETV4', 'EXOC3', 'EXOC4', 'EYA4', 'EZH2', 'EZR', 'F2RL2', 'FAF1', 'AMER1', 'FANCA', 'FASLG', 'FAS', 'FAT1', 'FAT4', 'FBXW11', 'FBXW7', 'FERMT2', 'FER', 'FGF10', 'FGF13', 'FGF2', 'FGF3', 'FGF4', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FHL2', 'FLG', 'FLOT1', 'FLOT2', 'FLT1', 'FLT3', 'FMN1', 'FMR1', 'FN1', 'FOS', 'FOXA1', 'FOXA2', 'FOXC2', 'FOXG1', 'FOXL1', 'FOXL2', 'FOXM1', 'FOXN3', 'FOXO1', 'FOXO3', 'FOXO4', 'FOXP1', 'FRAT1', 'FRAT2', 'FRZB', 'FSCN1', 'FSTL1', 'FSTL3', 'FURIN', 'FUS', 'FXR1', 'FYN', 'FZD10', 'FZD1', 'FZD2', 'FZD3', 'FZD4', 'FZD5', 'FZD6', 'FZD7', 'FZD8', 'FZD9', 'GAPDH', 'GATA2', 'GATA4', 'GCG', 'GDF2', 'GDNF', 'GFRA1', 'GJA1', 'GLI1', 'GLI2', 'GLI3', 'GLIS2', 'GLUL', 'GNA11', 'GNA12', 'GNA13', 'GNAQ', 'GNAS', 'GPC3', 'GRIA2', 'GRIP1', 'GSK3A', 'GSK3B', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HAS2', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HDAC7', 'HERC5', 'HES7', 'HGF', 'HGS', 'HHEX', 'HIC1', 'HIF1A', 'HINT1', 'HIPK2', 'HIST1H1C', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2AC', 'HIST2H2BE', 'HIST3H3', 'HMGB1', 'HNF1A', 'HNF4A', 'HNRNPA1', 'HNRNPA2B1', 'HNRNPK', 'HNRNPM', 'HOXA10', 'HOXB4', 'HPGD', 'HRAS', 'HSP90AB1', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB3', 'HSPD1', 'HTRA1', 'HTT', 'HUWE1', 'IBSP', 'IDH1', 'IDH2', 'IFNB1', 'IFRD1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP4', 'IHH', 'IKBKB', 'IL6', 'CXCL8', 'ILK', 'INS', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'IRF3', 'ISG15', 'ISL1', 'ITGAE', 'ITGB1', 'ITGB7', 'ITK', 'ITPKB', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'AJUBA', 'JUN', 'JUP', 'KANK1', 'KAT2A', 'KAT2B', 'KAT5', 'KCNN1', 'KCTD1', 'KDM1A', 'KDR', 'KIF18B', 'KIF3A', 'KIF5B', 'KIFC3', 'KIT', 'KLF2', 'KLF4', 'KLF5', 'KRAS', 'KREMEN1', 'KRIT1', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'LATS2', 'LDB1', 'LDHB', 'LDLR', 'LEF1', 'LEO1', 'LGR4', 'LGR5', 'LGR6', 'LHCGR', 'LHX8', 'LIF', 'LIMA1', 'LMNA', 'LMNB1', 'LOX', 'LRP4', 'LRP5L', 'LRP5', 'LRP6', 'LRRFIP1', 'LRRK2', 'LZTFL1', 'MACF1', 'MAGI1', 'MAGI2', 'MAGI3', 'MAP1LC3B', 'MAP2K1', 'MAP2K2', 'MAP2K6', 'MAP2K7', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8IP1', 'MAPK8', 'MAPK9', 'MDFIC', 'MDFI', 'MDK', 'MDM2', 'MED12', 'MED1', 'MEF2A', 'MEF2C', 'MEF2D', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MGMT', 'MITF', 'MKI67', 'MLH1', 'KMT2D', 'MLLT10', 'MLLT11', 'MLLT4', 'MLLT6', 'KMT2A', 'MME', 'MMP13', 'MMP14', 'MMP15', 'MMP17', 'MMP25', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MRAP', 'MSH2', 'MSH6', 'MSN', 'MSX1', 'MSX2', 'MTDH', 'MTOR', 'MUC13', 'MUC1', 'MUTYH', 'MYCN', 'MYC', 'MYF5', 'MYO1D', 'MYO6', 'MYO7A', 'MYOD1', 'MYOG', 'NANOG', 'NCAM1', 'NCCRP1', 'NCOA2', 'NCSTN', 'NDP', 'NDRG2', 'NEDD9', 'NEK2', 'NES', 'NEURL2', 'NF1', 'NF2', 'NFAT5', 'NFKB1', 'NIT1', 'NKD1', 'NKX2-5', 'NLK', 'NME1', 'NOG', 'NONO', 'NOS3', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NPM1', 'NR0B1', 'NR4A1', 'NR4A2', 'NR5A1', 'NR5A2', 'NRAS', 'NRIP1', 'NTRK1', 'NTRK2', 'NTRK3', 'NUDT5', 'NUMB', 'NUP153', 'NUTF2', 'OTX2', 'PAK1', 'PAK2', 'PAK3', 'PANK4', 'PARD3', 'PARD6A', 'PARK2', 'PARP1', 'PAX3', 'PAX6', 'PAX7', 'PAX8', 'PDGFRA', 'PDGFRB', 'PECAM1', 'PGK1', 'PGR', 'PHB', 'JADE1', 'PI3', 'PICK1', 'PIK3CA', 'PIK3R1', 'PIK3R2', 'PIN1', 'PIP5K1A', 'PIP5K1C', 'PITX2', 'PKD1', 'PKM', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PLAG1', 'PLEKHA7', 'PLK1', 'PML', 'PMS2', 'POLE', 'PORCN', 'POTEF', 'POU5F1', 'PPARD', 'PPARG', 'PPM1A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R2B', 'PPP2R5A', 'PPP2R5B', 'PPP2R5C', 'PPP2R5D', 'PPP2R5E', 'PRKACA', 'PRKACB', 'PRKACG', 'PRKAR1A', 'PRKCA', 'PRKCG', 'PRKCI', 'PRKCZ', 'PRKD1', 'PRL', 'PRMT1', 'PROC', 'PROM1', 'PROP1', 'PSEN1', 'PSEN2', 'PSENEN', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTEN', 'PTGES3', 'PTGS2', 'PTH1R', 'PTH', 'PTK2', 'PTK7', 'PTMA', 'PTN', 'PTPN11', 'PTPN13', 'PTPN1', 'PTPN6', 'PTPRB', 'PTPRC', 'PTPRF', 'PTPRG', 'PTPRJ', 'PTPRK', 'PTPRM', 'PTPRU', 'PTPRZ1', 'PVRL1', 'PVRL2', 'PXN', 'PYGO1', 'PYGO2', 'RAB5A', 'RAB7A', 'RAB8B', 'RAC1', 'RAC2', 'RALGDS', 'RANBP3', 'RAP1A', 'RAP1B', 'RAPGEF1', 'RAPGEF2', 'RAPGEF6', 'RAPSN', 'RARA', 'RARB', 'RARG', 'RARS', 'RASSF1', 'RB1CC1', 'RB1', 'RBBP5', 'RBMX', 'RBPJ', 'RBX1', 'RELA', 'REM1', 'RET', 'RHOA', 'RIPK2', 'RNF220', 'RNF43', 'ROBO1', 'ROCK1', 'ROCK2', 'ROR2', 'RPRD1A', 'RPS27A', 'RPSA', 'RSPO1', 'RSPO2', 'RSPO3', 'RSPO4', 'RUNX2', 'RUNX3', 'RUVBL1', 'RUVBL2', 'RXRA', 'RYK', 'S100A4', 'S100A6', 'SALL1', 'SALL4', 'SATB1', 'SCRIB', 'SDHC', 'SERPINE1', 'SETD2', 'SETD7', 'SFN', 'SFRP1', 'SFRP2', 'SFRP4', 'SFRP5', 'SHFM1', 'SHH', 'SIAH1', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT6', 'SKP1', 'SLC6A3', 'SLC9A3R1', 'SLCO1B3', 'SLCO2A1', 'SLIT1', 'SLK', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD5', 'SMAD7', 'SMAD9', 'SMARCA2', 'SMARCA4', 'SMARCA5', 'SMARCB1', 'SMO', 'SMURF1', 'SMYD2', 'SNAI1', 'SNAI2', 'SNX1', 'SOST', 'SOX10', 'SOX13', 'SOX17', 'SOX1', 'SOX2', 'SOX3', 'SOX4', 'SOX6', 'SOX7', 'SOX8', 'SOX9', 'SP1', 'SP7', 'SPAG9', 'SPATA13', 'SPEN', 'SPN', 'SPP1', 'SRC', 'STAT3', 'STK11', 'STRAP', 'STX4', 'SUFU', 'SUV39H1', 'SYP', 'TADA3', 'TAX1BP3', 'TAZ', 'TBL1XR1', 'TBL1X', 'TBX5', 'TBX6', 'TCF12', 'TCF3', 'TCF4', 'TCF7L1', 'TCF7L2', 'TCF7', 'TERT', 'TFAP2A', 'TFCP2', 'TFF1', 'TFF2', 'TFF3', 'TGFB1', 'TGFB2', 'TGFB3', 'TGFBR1', 'TGFBR2', 'TGM2', 'TJP1', 'TJP2', 'TLE1', 'TLE2', 'TLE3', 'TLE4', 'TNFRSF11B', 'TNFSF11', 'TNF', 'TNIK', 'TNKS2', 'TNKS', 'TNS1', 'TOB1', 'TOP2A', 'TP53', 'TRAF4', 'TRIM33', 'TRIM37', 'TRIP10', 'TRRAP', 'TSC2', 'TUBA1A', 'TWIST1', 'TYMS', 'T', 'UBA52', 'UBB', 'UBC', 'UBE2B', 'UBE2R2', 'UBE3A', 'UBR5', 'UCHL1', 'UMPS', 'UPRT', 'USP4', 'USP7', 'USP9X', 'VANGL1', 'VANGL2', 'VASP', 'VAV1', 'VAV2', 'VAV3', 'VCAM1', 'VCL', 'VDR', 'VEGFA', 'VHL', 'VIM', 'WDR64', 'WDTC1', 'WHSC1', 'WIF1', 'WISP1', 'WLS', 'WNT10A', 'WNT10B', 'WNT11', 'WNT16', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8A', 'WNT8B', 'WNT9A', 'WNT9B', 'WT1', 'WWTR1', 'XPO1', 'YAP1', 'YARS', 'YEATS4', 'YES1', 'YWHAB', 'YWHAE', 'YWHAG', 'YWHAH', 'YWHAQ', 'YWHAZ', 'ZAP70', 'ZAR1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZIC3', 'ZNRF3', 'ZYX', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.43619721536848943
		RMSE:  0.9218173342266688
		NRMSE:  0.18131733560713392
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5414936126562622
		RMSE:  0.7610450185362576
		NRMSE:  0.2487969592128731
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999994
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  3.4421764449533118e-15
		NRMSE:  6.770606697390465e-16
		MAPE:  1.85418915368843e-12
		Pearson Correlation:  0.20043982539854474
		Spearman Correlation:  0.16643349667701596
		Coefficient of Determination:  -2.4748301812069093
		RMSE:  1.1426317179641927
		NRMSE:  0.3735433384432942
		MAPE:  1066.6348634439719

	Predictor:  ElasticNet
		Pearson Correlation:  0.5438091550813281
		Spearman Correlation:  0.5227450458491204
		Coefficient of Determination:  0.1829580536665738
		RMSE:  0.6952804325115367
		NRMSE:  0.13675854298023932
		MAPE:  369.6127184743844
		Pearson Correlation:  0.28762301379149907
		Spearman Correlation:  0.27531764735221137
		Coefficient of Determination:  0.0718848290197609
		RMSE:  0.590527896800833
		NRMSE:  0.19305237072177348
		MAPE:  2034.9602733902889

	Predictor:  RandomForests
		Pearson Correlation:  0.6759799490124614
		Spearman Correlation:  0.6672207497533661
		Coefficient of Determination:  0.4499730499716307
		RMSE:  0.5704660652230691
		NRMSE:  0.1122081166843173
		MAPE:  245.27036742599236
		Pearson Correlation:  0.44935709301694193
		Spearman Correlation:  0.3349692639559097
		Coefficient of Determination:  0.18377873651508103
		RMSE:  0.5537878651614647
		NRMSE:  0.18104150680357797
		MAPE:  1039.8099966064203

Protein:  CCNE1
Protein Interaction Partners Count:  350
x_train_column_count:  347
x_train columns:  ['ABL1', 'AKT1', 'AKT2', 'AKT3', 'ALDH18A1', 'ANAPC10', 'ANAPC13', 'ANAPC1', 'ANAPC2', 'ANAPC4', 'ANAPC5', 'ANAPC7', 'ANXA5', 'ARID1A', 'AR', 'ATM', 'AURKA', 'AURKB', 'BARD1', 'BCL2L1', 'BIRC5', 'BRCA1', 'BRCA2', 'BTG2', 'BTRC', 'BUB1B', 'BUB1', 'BUB3', 'RGCC', 'MLIP', 'CABLES1', 'CALM1', 'CAPRIN1', 'CASP3', 'CASP9', 'CBX7', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCNC', 'CCND1', 'CCND2', 'CCND3', 'CCNE2', 'CCNF', 'CCNG1', 'CCNH', 'CCNK', 'CCNL2', 'CCNT1', 'CCNT2', 'CCNY', 'CCT2', 'CCT3', 'CCT4', 'CCT5', 'CCT6A', 'CCT6B', 'CCT7', 'CCT8', 'CDC16', 'CDC20', 'CDC23', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC26', 'CDC27', 'CDC45', 'CDC6', 'CDC7', 'CDCA2', 'CDCA5', 'CDCA8', 'CDH1', 'CDK12', 'CDK13', 'CDK14', 'CDK15', 'CDK16', 'CDK17', 'CDK18', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK5', 'CDK6', 'CDK7', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDT1', 'CENPA', 'CENPE', 'CHAF1A', 'CHD1L', 'CHEK1', 'CHEK2', 'CINP', 'CKS1B', 'CKS2', 'COPS5', 'CREBBP', 'CSK', 'CTNNB1', 'CUL1', 'CUL3', 'CUL4B', 'DBF4B', 'DBF4', 'DGCR8', 'DICER1', 'DTL', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'EBNA1BP2', 'ECT2', 'EGFR', 'EGF', 'ELAVL1', 'ELSPBP1', 'EP400', 'ERBB2', 'ERBB3', 'ERBB4', 'ESPL1', 'ESR1', 'EXO1', 'EZH2', 'FAM58A', 'FAM83H', 'FBXO5', 'FBXW7', 'FEN1', 'FGFR1', 'FGFR2', 'FGFR3', 'FOXM1', 'FZR1', 'GAPDH', 'GLI1', 'GMNN', 'GSK3B', 'H1F0', 'HDAC1', 'HEATR3', 'HERC5', 'HIST1H1A', 'HIST1H1B', 'HIST1H4A', 'HRAS', 'IFNAR1', 'IGF1R', 'IGF1', 'ITPKB', 'JUN', 'KIF11', 'KIF20A', 'KIF23', 'KIF2C', 'KPNA2', 'KRAS', 'LATS2', 'LIN37', 'LIN52', 'LIN54', 'LIN9', 'GMNC', 'MAD2L1', 'MAPK3', 'MATK', 'MAX', 'MCL1', 'MCM10', 'MCM2', 'MCM3', 'MCM4', 'MCM5', 'MCM6', 'MCM7', 'MCM8', 'MDM2', 'MEGF11', 'MELK', 'MKI67', 'KMT2D', 'KMT2B', 'MNAT1', 'MRE11A', 'MTOR', 'MYBL2', 'MYC', 'NBN', 'NF1', 'NFYB', 'NMI', 'NOTCH1', 'NOTCH3', 'NPAT', 'NRAS', 'ORC1', 'ORC2', 'ORC3', 'ORC4', 'ORC5', 'ORC6', 'PARK2', 'PARP1', 'PCBP4', 'PCNA', 'PIK3CA', 'PIK3R1', 'PKMYT1', 'PLK1', 'PLK4', 'POLA1', 'POLD1', 'PPP1R1C', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R4', 'PRC1', 'PRKAR1A', 'PRKAR2A', 'PRMT5', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMB10', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSMF1', 'PTEN', 'PTGDR', 'PTK6', 'PTTG1', 'RAD51', 'RAD54L', 'RB1', 'RBBP4', 'RBL1', 'RBL2', 'RBX1', 'REL', 'REM1', 'RHOA', 'RHOBTB3', 'RINT1', 'RNASE1', 'RPRD1A', 'RPS27A', 'RRM1', 'RRM2', 'RRN3', 'RSF1', 'SHFM1', 'SKP1', 'SKP2', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'ST8SIA1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STK3', 'STK4', 'TARBP1', 'TCP1', 'TERF1', 'TERT', 'TFDP1', 'TK1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TP73', 'TPX2', 'TTK', 'TUBG1', 'TYMS', 'UBA52', 'UBB', 'UBC', 'UBE2C', 'UBE2QL1', 'UBE2S', 'UHRF2', 'WEE1', 'WEE2', 'XIAP', 'YAP1', 'ZNF217', 'ZNF33A', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.3882525061775621
		RMSE:  0.8073510115699897
		NRMSE:  0.1948381908849554
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.2068608862157744
		RMSE:  0.7484097025916991
		NRMSE:  0.3260050104942715
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5224229806426052
		NRMSE:  0.12607644873967835
		MAPE:  105.82433067667067
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010783677474574871
		RMSE:  0.36685077747270034
		NRMSE:  0.1597990928573857
		MAPE:  133.3645349232411

	Predictor:  LinearRegression
		Pearson Correlation:  0.9634512426452686
		Spearman Correlation:  0.877580012336347
		Coefficient of Determination:  0.9282382969547128
		RMSE:  0.13994862668361904
		NRMSE:  0.03377383176475591
		MAPE:  23.608953704564858
		Pearson Correlation:  0.46929199860390514
		Spearman Correlation:  0.29576179254105417
		Coefficient of Determination:  -0.7862742529956417
		RMSE:  0.48767939097050655
		NRMSE:  0.21243167267957772
		MAPE:  116.86575662802576

	Predictor:  ElasticNet
		Pearson Correlation:  0.6977791076677385
		Spearman Correlation:  0.6138306757131154
		Coefficient of Determination:  0.4076310647895319
		RMSE:  0.40208549859840864
		NRMSE:  0.09703537867085181
		MAPE:  74.448157478955
		Pearson Correlation:  0.5528122119176146
		Spearman Correlation:  0.5015598698238134
		Coefficient of Determination:  0.2985789165957835
		RMSE:  0.3055974609938828
		NRMSE:  0.13311733283699212
		MAPE:  72.34435286176331

	Predictor:  RandomForests
		Pearson Correlation:  0.8640709868805985
		Spearman Correlation:  0.7271815999793318
		Coefficient of Determination:  0.7426045372181613
		RMSE:  0.2650468921819653
		NRMSE:  0.06396382271447386
		MAPE:  55.659360733982865
		Pearson Correlation:  0.7733595740913468
		Spearman Correlation:  0.6680465876852942
		Coefficient of Determination:  0.544739912409206
		RMSE:  0.24620117572034597
		NRMSE:  0.10724449001191182
		MAPE:  78.93821153688324

Protein:  CCND1
Protein Interaction Partners Count:  857
x_train_column_count:  849
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTL6B', 'AFP', 'AHR', 'AKAP12', 'AKAP8', 'AKR1B10', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDOA', 'ALK', 'ANO1', 'ANXA5', 'APAF1', 'APC', 'APEX1', 'AREG', 'ARHGEF2', 'ARID1A', 'ARID1B', 'ARID2', 'ARID4A', 'AR', 'ASIP', 'ATF2', 'ATF3', 'ATF4', 'ATM', 'ATXN1', 'AURKA', 'AURKB', 'AXIN1', 'AXIN2', 'B2M', 'BANP', 'BARX2', 'BAX', 'BCAR1', 'BCAR3', 'BCCIP', 'BCL2A1', 'BCL2L11', 'BCL2L1', 'BCL2L2', 'BCL2', 'BCL3', 'BCL6', 'BCL9', 'BECN1', 'BGLAP', 'BHLHE40', 'BIRC2', 'BIRC3', 'BIRC5', 'BMI1', 'BMP4', 'BMP6', 'BRAF', 'BRCA1', 'BRCA2', 'BRD2', 'BRD4', 'BTC', 'BTG2', 'BTRC', 'RGCC', 'COPRS', 'CA9', 'CARD11', 'CARM1', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBFB', 'CCDC62', 'CCL2', 'CCL5', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNC', 'CCND2', 'CCND3', 'CCNDBP1', 'CCNE1', 'CCNE2', 'CCNG2', 'CCNH', 'CCNK', 'CCNL1', 'CCNL2', 'CCNT1', 'CCNT2', 'CCNY', 'CD19', 'CD22', 'CD24', 'CD34', 'CD38', 'CD44', 'CD5', 'CD79A', 'CDC20', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC27', 'CDC42', 'CDC6', 'CDC73', 'CDCA7L', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDK12', 'CDK13', 'CDK14', 'CDK16', 'CDK17', 'CDK18', 'CDK1', 'CDK20', 'CDK2', 'CDK3', 'CDK4', 'CDK5', 'CDK6', 'CDK7', 'CDK8', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDT1', 'CDX2', 'CENPE', 'CEP57', 'CFLAR', 'CHEK1', 'CHEK2', 'CHKA', 'CHUK', 'CKS1B', 'CKS2', 'CLCN3', 'COL1A1', 'CR2', 'CREB1', 'CREBBP', 'CRKL', 'CRYAB', 'CSF2', 'CTBP1', 'CTGF', 'CTNNB1', 'CTNND1', 'CTTN', 'CUL1', 'CUL3', 'CUL7', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP19A1', 'CYR61', 'DACH1', 'DAXX', 'DDIT3', 'DDX53', 'DECR1', 'DHFR', 'DICER1', 'DKK1', 'DKK3', 'DLL1', 'DMTF1', 'DND1', 'DNMT1', 'DNMT3A', 'DNTT', 'DVL1', 'DVL2', 'DYRK1A', 'DYRK1B', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EDN1', 'EEF1A1', 'EGFR', 'EGF', 'EGLN2', 'EGR1', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF3I', 'EIF4A1', 'EIF4A2', 'EIF4EBP1', 'EIF4E', 'EIF4G1', 'ELAVL1', 'ELSPBP1', 'EP300', 'EPCAM', 'EPHA2', 'EPHA7', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ETS1', 'ETV4', 'EWSR1', 'EYA1', 'EZH2', 'FABP4', 'FADD', 'FAM58A', 'FAM83H', 'FASLG', 'FAT1', 'FBXO31', 'FBXO4', 'FBXW7', 'FBXW8', 'FGF13', 'FGF19', 'FGF2', 'FGF3', 'FGF4', 'FGF7', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FGFR4', 'FHIT', 'FHL2', 'FIGF', 'FLCN', 'FLNA', 'FLT1', 'FLT3', 'FN1', 'FOSL1', 'FOS', 'FOXA1', 'FOXC1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FRZB', 'FSTL3', 'FZD1', 'FZD2', 'FZD7', 'FZD9', 'FZR1', 'GADD45A', 'GAL', 'GAPDH', 'GAST', 'GATA3', 'GATA4', 'GDF15', 'GDF2', 'GGNBP2', 'GGT1', 'GIT1', 'GJA1', 'GJB1', 'GLI1', 'GLI2', 'GLI3', 'GLTSCR2', 'GNB2L1', 'GPER1', 'GRB2', 'GREB1', 'GRM4', 'GRP', 'GSK3B', 'H1F0', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HBEGF', 'HBZ', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC4', 'HEXIM1', 'HEY1', 'HGF', 'HIF1A', 'HIST1H2AA', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AH', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST1H4A', 'HIST1H4B', 'HIST1H4C', 'HIST1H4D', 'HIST1H4E', 'HIST1H4F', 'HIST1H4H', 'HIST1H4I', 'HIST1H4J', 'HIST1H4K', 'HIST1H4L', 'HIST2H2AC', 'HIST2H2BE', 'HIST2H4A', 'HIST4H4', 'HMGA2', 'HMOX1', 'HNF1A', 'HNF4A', 'HNRNPD', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB8', 'ICAM1', 'ID1', 'ID2', 'IFNAR1', 'IFNB1', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP3', 'IGFBP5', 'IHH', 'IKBKB', 'IL10', 'IL17A', 'IL2', 'IL4', 'IL6', 'IL7', 'CXCL8', 'ILK', 'INSM1', 'INS', 'IRF1', 'IRS1', 'ISG15', 'ITGB1', 'ITPKB', 'ITPKC', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JARID2', 'JUNB', 'JUND', 'JUN', 'KAT2A', 'KAT2B', 'KDM1A', 'KDM5B', 'KDR', 'KHDRBS1', 'KIF18B', 'KIN', 'KITLG', 'KIT', 'KLF13', 'KLF4', 'KLF5', 'KLF6', 'KLK3', 'KRAS', 'KRT10', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'LDB3', 'LEF1', 'LEP', 'LGALS3', 'LGR5', 'LIMK2', 'LIMS1', 'LIN28B', 'LMNA', 'LMNB1', 'LOX', 'LRP5', 'LRP6', 'LYN', 'MAFB', 'MAF', 'MAML1', 'MAML2', 'MAML3', 'MAMLD1', 'MAP2K1', 'MAP2K2', 'MAP2K4', 'MAP2K7', 'MAP3K5', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MAPK9', 'MCL1', 'MCM10', 'MCM2', 'MCM3', 'MCM5', 'MCM6', 'MCM7', 'MCM8', 'MDK', 'MDM2', 'MDM4', 'MEN1', 'MET', 'MGMT', 'MITF', 'MKI67', 'MLH1', 'MLXIPL', 'MME', 'MMP11', 'MMP14', 'MMP15', 'MMP1', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MNAT1', 'MOV10', 'MSH2', 'MST1', 'MTOR', 'MUC1', 'MYBL2', 'MYB', 'MYCN', 'MYC', 'MYEOV', 'MYF5', 'MYOD1', 'MYOG', 'NACA2', 'NADSYN1', 'NANOG', 'NCAM1', 'NCOA1', 'NCOA3', 'NCOR1', 'NES', 'NEUROD1', 'NF1', 'NF2', 'NFKB1', 'NFKB2', 'NFKBIA', 'NGF', 'NKX2-1', 'NME1-NME2', 'NME1', 'NME2', 'NMI', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTCH4', 'NPM1', 'NQO1', 'NR0B2', 'NR1H3', 'NR2E1', 'NR3C1', 'NR4A3', 'NRAS', 'NRF1', 'NUDT21', 'ODC1', 'ORAI1', 'ORAOV1', 'ORC4', 'PAK1', 'PAK4', 'PARK2', 'PARP1', 'PAX2', 'PAX5', 'PAX6', 'PBRM1', 'PBX3', 'PCNA', 'PDCD4', 'PDGFRA', 'PDGFRB', 'PDZK1', 'PECAM1', 'PELP1', 'PGR', 'PI3', 'PI4K2A', 'PIK3CA', 'PIK3R1', 'PKLR', 'PKM', 'PLAUR', 'PLAU', 'PLK1', 'PMAIP1', 'POLR2A', 'POTEF', 'POU2F1', 'POU5F1', 'PPARG', 'PPP2R4', 'PRDM5', 'PRKACA', 'PRL', 'PRMT5', 'PRNP', 'PROM1', 'PSAT1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTCHD3', 'PTEN', 'PTF1A', 'PTGS2', 'PTHLH', 'PTH', 'PTK2', 'PTK6', 'PTPN11', 'PTPRCAP', 'PTPRC', 'PXN', 'RAD51', 'RAF1', 'RALA', 'RASSF1', 'RB1', 'RBL1', 'RBL2', 'RBPJ', 'RBX1', 'RCC1', 'RELA', 'RELB', 'REL', 'REM1', 'RET', 'RHEB', 'RHOA', 'RHOC', 'RICTOR', 'RNASE1', 'DROSHA', 'RND3', 'RNMT', 'ROCK1', 'RPRD1B', 'RPS27A', 'RPS6KA1', 'RPS6KA2', 'RPS6KA3', 'RPS6KA6', 'RPS6KB1', 'RPS6', 'RPTOR', 'RREB1', 'RSF1', 'RUNX1', 'RUNX2', 'RUNX3', 'SDC1', 'SDHC', 'SENP1', 'SERPINE1', 'SFRP1', 'SFRP2', 'SFRP4', 'SFRP5', 'SHC1', 'SHFM1', 'SHH', 'SIRT1', 'SIX1', 'SIX3', 'SKP1', 'SKP2', 'SLC25A16', 'SLC25A6', 'SLC2A1', 'SLC35B2', 'SLC39A4', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'SMARCC1', 'SMARCC2', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'SMARCE1', 'SMO', 'SNAI1', 'SNAI2', 'SNCA', 'SNIP1', 'SNW1', 'SNX33', 'SOCS3', 'SOX11', 'SOX17', 'SOX2', 'SOX4', 'SOX6', 'SOX9', 'SP1', 'SPN', 'SPP1', 'SPRY1', 'SRC', 'SREBF1', 'STAT1', 'STAT3', 'STAT4', 'STAT5A', 'STAT5B', 'STAT6', 'STC2', 'STIM1', 'STK11', 'STK24', 'STMN1', 'SUFU', 'SULF2', 'SUV39H1', 'TAF1', 'TBP', 'TBX2', 'TCEAL7', 'TCF4', 'TCF7L2', 'TCF7', 'TERT', 'TET3', 'TFDP1', 'TFF1', 'TGFA', 'TGFB1', 'TGFBR2', 'THBS1', 'THRA', 'THRB', 'TIMP1', 'TIMP2', 'TIMP3', 'TJP1', 'TJP2', 'TJP3', 'TLE1', 'TLR9', 'TM4SF1', 'TMPRSS4', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF13C', 'TNFRSF8', 'TNFSF11', 'TNF', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOP2A', 'TP53', 'TP63', 'TP73', 'TRPV2', 'TSC22D3', 'TSC2', 'TWIST1', 'TXN', 'TYMS', 'UBA52', 'UBA7', 'UBB', 'UBC', 'UBE2C', 'UBTF', 'URGCP', 'USP18', 'USP2', 'USP9X', 'VCL', 'VDR', 'VEGFA', 'VEGFC', 'VIP', 'VRK1', 'WDR77', 'WDTC1', 'WEE1', 'WHSC1', 'WIF1', 'WISP1', 'WNT10A', 'WNT10B', 'WNT11', 'WNT16', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8B', 'WNT9A', 'WNT9B', 'WT1', 'XBP1', 'XIAP', 'XPO1', 'YAP1', 'YBX1', 'YY1', 'ZBTB17', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.44064885869713843
		RMSE:  0.2936537728092399
		NRMSE:  0.17653615611766113
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6507167710215811
		RMSE:  0.2694738938084911
		NRMSE:  0.2553456206196082
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999997
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  1.0183941617655648e-15
		NRMSE:  6.122291193838987e-16
		MAPE:  2.414484491396771e-12
		Pearson Correlation:  0.06753448204877988
		Spearman Correlation:  0.05700569832541553
		Coefficient of Determination:  -3.038586049097689
		RMSE:  0.4214975808204716
		NRMSE:  0.3993988428458128
		MAPE:  847.0563162306878

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  RandomForests
		Pearson Correlation:  0.5772177113737843
		Spearman Correlation:  0.550204785406144
		Coefficient of Determination:  0.2845960696954034
		RMSE:  0.2069341540942244
		NRMSE:  0.12440282916775343
		MAPE:  487.8931361371988
		Pearson Correlation:  0.39246457786917033
		Spearman Correlation:  0.3719772066983379
		Coefficient of Determination:  0.14342072936184758
		RMSE:  0.1941172794591912
		NRMSE:  0.18393988558952287
		MAPE:  348.3674372115515

Protein:  ERBB2
Protein Interaction Partners Count:  663
x_train_column_count:  657
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACPP', 'ACTA2', 'ACTB', 'ACTG1', 'ADAM10', 'ADAM17', 'ADRB2', 'AFP', 'AGRN', 'AKT1S1', 'AKT1', 'AKT2', 'ALB', 'ALDH1A1', 'ALK', 'ANGPT1', 'ANGPT2', 'ANGPT4', 'ANO1', 'ANXA2', 'ANXA5', 'AP2B1', 'APP', 'AREG', 'ARHGEF11', 'ARHGEF12', 'ARID1A', 'ARL6IP5', 'AR', 'ATM', 'ATP2B2', 'AURKB', 'AXIN1', 'BAG1', 'BARD1', 'BCAR1', 'BCAR3', 'BCAS1', 'BCL2L11', 'BCL2L1', 'BDNF', 'BECN1', 'BEST1', 'BIRC5', 'BLNK', 'BMI1', 'BMP2', 'BMP4', 'BRCA1', 'BRCA2', 'BSG', 'BTC', 'MIEN1', 'CA9', 'CALU', 'CARTPT', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CAV1', 'CBLB', 'CBLC', 'CBL', 'CCL27', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CD19', 'CD22', 'CD247', 'CD24', 'CD274', 'CD28', 'CD33', 'CD34', 'CD44', 'CD46', 'CD52', 'CD68', 'CD6', 'CD80', 'CD82', 'CDC37', 'CDC42', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDK4', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CDX2', 'CEACAM5', 'CEP70', 'CHEK2', 'CHGA', 'CHKA', 'CHKB', 'CISH', 'CLDN3', 'CLDN4', 'CLDN7', 'CLTC', 'CNN1', 'COPS5', 'CPNE3', 'CREB1', 'CRKL', 'CRK', 'YBX3', 'CSF1', 'CSF2', 'CSF3', 'CSK', 'CSPG4', 'CTAG1B', 'CTLA4', 'CTNNB1', 'CTNND1', 'CTSB', 'CTSD', 'CTTN', 'CUL5', 'CXCL12', 'CXCR1', 'CXCR4', 'CYCS', 'CYP19A1', 'CYTIP', 'DCN', 'DDX41', 'DDX53', 'DHH', 'DIAPH1', 'DICER1', 'DLG4', 'DMTF1', 'DNAJA3', 'DNM2', 'DNMT1', 'DOCK1', 'DOCK7', 'DUSP6', 'E2F1', 'E2F3', 'EEA1', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EFNB1', 'EGFR', 'EGF', 'EIF3A', 'EIF4EBP1', 'EIF4E', 'ELAVL1', 'ELF3', 'EML4', 'ENO2', 'EP300', 'EPCAM', 'EPGN', 'EPHA2', 'EPS15', 'EPX', 'ERAL1', 'ERBB2IP', 'ERBB3', 'ERBB4', 'ERCC1', 'EREG', 'ERRFI1', 'ESCO1', 'ESR1', 'ESR2', 'ESRRB', 'ETS1', 'ETS2', 'ETV4', 'ETV6', 'EZH2', 'EZR', 'FASLG', 'FASN', 'FBXW7', 'FCGR1A', 'FCGR1B', 'FCGRT', 'FGF10', 'FGF13', 'FGF16', 'FGF17', 'FGF18', 'FGF19', 'FGF1', 'FGF20', 'FGF21', 'FGF22', 'FGF23', 'FGF2', 'FGF3', 'FGF4', 'FGF5', 'FGF6', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FGFR4', 'FHIT', 'FIGF', 'FLT1', 'FLT3LG', 'FN1', 'FOLH1', 'FOLR1', 'FOS', 'FOXA1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXP3', 'FREM2', 'FSIP1', 'FYN', 'GAB1', 'GABPB1', 'GAPDH', 'GATA3', 'GATA4', 'GDF2', 'GLI1', 'GLI2', 'GLS', 'GNA11', 'GNAQ', 'GNAS', 'GNRH1', 'GPER1', 'GRAP2', 'GRB2', 'GRB7', 'GSTP1', 'GZMB', 'H2AFX', 'H2AFY', 'HBEGF', 'HDAC1', 'HDAC6', 'HEATR6', 'HGF', 'HIF1A', 'HK1', 'HLA-A', 'HMGA2', 'HNF4A', 'HOXB7', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSP90B1', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB3', 'HSPG2', 'ICAM1', 'ID1', 'IDH1', 'IDH2', 'IFNG', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IHH', 'IL10', 'IL2', 'IL4', 'IL6R', 'IL6ST', 'IL6', 'CXCL8', 'ILK', 'INPP4B', 'INS', 'IQGAP1', 'IQSEC1', 'IRS1', 'ITGA5', 'ITGA6', 'ITGAV', 'ITGB1', 'ITGB3', 'ITGB4', 'ITPKB', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JUN', 'JUP', 'KDR', 'KITLG', 'KLK3', 'KLRK1', 'KRAS', 'KRT14', 'KRT17', 'KRT18', 'KRT19', 'KRT20', 'KRT4', 'KRT5', 'KRT7', 'KRT8', 'L1CAM', 'LAMP1', 'LCN2', 'LDHA', 'LEP', 'LIN28A', 'LIN7A', 'LIN7B', 'LIN7C', 'LINGO1', 'LOX', 'LRIG1', 'LRPPRC', 'MAGEA1', 'MAGEA3', 'MAGED4B', 'MAGED4', 'MAP2K1', 'MAPK1', 'MAPK3', 'MAPK8', 'MATK', 'MCL1', 'MDK', 'MDM2', 'MEMO1', 'MET', 'MGMT', 'MKI67', 'MLANA', 'MLH1', 'KMT2C', 'MME', 'MMP11', 'MMP14', 'MMP16', 'MMP1', 'MMP2', 'MMP7', 'MMP9', 'MPP1', 'MRAP', 'MRAS', 'MSH2', 'MSH6', 'MSLN', 'MTA1', 'MTOR', 'MUC13', 'MUC16', 'MUC1', 'MUC4', 'MUC6', 'MUCL1', 'MYBL2', 'MYCN', 'MYC', 'NANOG', 'NCAM1', 'NCL', 'NCOA1', 'NCOA3', 'NCOR1', 'NDRG1', 'NF1', 'NF2', 'NFE2L2', 'NGF', 'NISCH', 'NKX2-1', 'NME1', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTCH4', 'NPM1', 'NR1H4', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'NRP1', 'NTF3', 'NTF4', 'OPCML', 'OSMR', 'PA2G4', 'PADI2', 'PAK1', 'PALB2', 'PAQR3', 'PARP1', 'PAX2', 'PCSK9', 'PDCD1LG2', 'PDCD1', 'PDCD4', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PDGFRA', 'PDPN', 'PECAM1', 'PELP1', 'PEPD', 'PFKFB3', 'PGAP3', 'PGF', 'PGR', 'PI3', 'PIK3C2A', 'PIK3C2B', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3CG', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIN1', 'PIP', 'PLAUR', 'PLAU', 'PLCG1', 'PLCG2', 'PLEK', 'PLG', 'PLXNB1', 'POLI', 'POTEF', 'POU5F1', 'PPARG', 'PPP3CA', 'PRDM10', 'PRF1', 'PRKACA', 'PRL', 'PROM1', 'PSCA', 'PTCH1', 'PTEN', 'PTGS2', 'PTK2B', 'PTK2', 'PTK6', 'PTPN11', 'PTPN12', 'PTPN18', 'PTPN1', 'PTPRC', 'PTPRO', 'PTPRU', 'PTS', 'PXN', 'RAB25', 'RAD51', 'RAF1', 'RANBP2', 'RARA', 'RASA1', 'RASA2', 'RASSF1', 'RB1', 'RBPJ', 'RDX', 'RECK', 'REM1', 'REN', 'RET', 'RHEB', 'RHOA', 'RHOB', 'RHOC', 'RICTOR', 'RND1', 'RNF41', 'ROCK1', 'ROCK2', 'ROS1', 'RPS27A', 'RPS6', 'RPTOR', 'RRAS2', 'RRAS', 'S100A14', 'SCGB2A2', 'SCUBE2', 'SDC1', 'SDHC', 'SEMA3D', 'SEMA4D', 'SERPINB5', 'SERPINE1', 'SFRP1', 'PEAK1', 'SH3BGRL3', 'SH3BGRL', 'SH3TC2', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SHH', 'SIAH2', 'PMEL', 'SKP2', 'SLC25A16', 'SLC2A1', 'SLC4A7', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMO', 'SMUG1', 'SMYD3', 'SNAI1', 'SNAI2', 'SOCS1', 'SOS1', 'SOX10', 'SOX2', 'SOX9', 'SP3', 'SPP1', 'SPRY2', 'SRCIN1', 'SRC', 'STARD3', 'STAT1', 'STAT2', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'STOM', 'STUB1', 'SYP', 'TAGLN', 'TBX1', 'TERT', 'TFAP2A', 'TFAP2B', 'TFAP2C', 'TFF1', 'TFF2', 'TFF3', 'TFRC', 'TGFA', 'TGFB1', 'THBS1', 'THRA', 'TIMP1', 'TJP1', 'TMPRSS2', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF13C', 'TNFRSF4', 'TNFRSF8', 'TNFRSF9', 'TNFSF11', 'TNF', 'TNS1', 'TNS3', 'TNS4', 'TOB1', 'TOP1', 'TOP2A', 'TP53', 'TP63', 'TSC2', 'TWIST1', 'TYMS', 'TYR', 'UBA52', 'UBB', 'UBC', 'USP2', 'USP9X', 'VAV1', 'VAV2', 'VAV3', 'VCL', 'VEGFA', 'VEGFB', 'VEGFC', 'VIM', 'WASL', 'WDFY2', 'WDTC1', 'WNT10A', 'WNT1', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT7B', 'WNT9A', 'WNT9B', 'WT1', 'WWOX', 'XIAP', 'XPO1', 'YAP1', 'YBX1', 'YES1', 'YY1', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08695701084953744
		RMSE:  1.023008454816054
		NRMSE:  0.1742863272085548
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1111491455026472
		RMSE:  1.1242523174677488
		NRMSE:  0.20280184671833265
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865388
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792788993

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  3.9531715892479655e-15
		NRMSE:  6.734878425214177e-16
		MAPE:  5.308676903711331e-12
		Pearson Correlation:  0.5446859416572307
		Spearman Correlation:  0.499213829616505
		Coefficient of Determination:  -0.7238759949351001
		RMSE:  1.4003307454666474
		NRMSE:  0.25260313613295465
		MAPE:  560.4689107512821

	Predictor:  ElasticNet
		Pearson Correlation:  0.8236277635278766
		Spearman Correlation:  0.6660565086916596
		Coefficient of Determination:  0.4000600131872637
		RMSE:  0.7600233646823326
		NRMSE:  0.12948248882946872
		MAPE:  643.6344649445595
		Pearson Correlation:  0.8337051493630487
		Spearman Correlation:  0.650988978652333
		Coefficient of Determination:  0.39549051118968637
		RMSE:  0.8292379594669886
		NRMSE:  0.1495847390625205
		MAPE:  191.31397810448792

	Predictor:  RandomForests
		Pearson Correlation:  0.846909847073551
		Spearman Correlation:  0.6820627790893955
		Coefficient of Determination:  0.7100735211474967
		RMSE:  0.5283442429324748
		NRMSE:  0.0900121374060812
		MAPE:  551.3013161115801
		Pearson Correlation:  0.8508230084019966
		Spearman Correlation:  0.7038602771063124
		Coefficient of Determination:  0.7193829313808946
		RMSE:  0.5649820563125258
		NRMSE:  0.10191609356961648
		MAPE:  198.11534034275425

Protein:  ERBB3
Protein Interaction Partners Count:  245
x_train_column_count:  247
x_train columns:  ['ADAM17', 'AGRN', 'AGTR2', 'AKT1', 'AKT2', 'AKT3', 'ALAS2', 'ALB', 'ANGPT1', 'ANGPT2', 'ANGPT4', 'APIP', 'AREG', 'AR', 'BAMBI', 'BDNF', 'BMP2', 'BMP4', 'BRCA1', 'BRCA2', 'BTC', 'CADM4', 'CASK', 'CASP3', 'CBLB', 'CBLC', 'CBL', 'CCND1', 'CCNE1', 'CD44', 'CD82', 'CDC42', 'CDH1', 'CDK4', 'CDK5', 'CDKN1B', 'CDKN2A', 'CLEC16A', 'COMMD5', 'COQ7', 'CRKL', 'CRK', 'CRYZL1', 'CSF1', 'CSK', 'CSPG5', 'CTNNB1', 'DCN', 'DHH', 'DOCK7', 'DUSP6', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EGFR', 'EGF', 'EGR1', 'EHF', 'EIF4EBP1', 'EIF4E', 'EML4', 'EPCAM', 'EPGN', 'EPN1', 'ERBB2IP', 'ERBB2', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'ESR2', 'FBXO9', 'FGF10', 'FGF16', 'FGF17', 'FGF18', 'FGF19', 'FGF1', 'FGF20', 'FGF21', 'FGF22', 'FGF23', 'FGF2', 'FGF3', 'FGF4', 'FGF5', 'FGF6', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FIGF', 'FKBP14', 'FLNA', 'FLT3LG', 'FN1', 'FOXA1', 'FOXO3', 'FREM2', 'FTSJ1', 'GAB1', 'GAPDH', 'GLE1', 'GRB2', 'GRB7', 'GRHL2', 'HBEGF', 'HGF', 'HGS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPG2', 'IGF1', 'IGF2', 'IL6ST', 'ILK', 'INS', 'IRS1', 'ITGA6', 'ITGB4', 'ITPKB', 'JAK1', 'JAK2', 'JUN', 'KDR', 'KITLG', 'KRAS', 'L1CAM', 'LAMA1', 'LAMB1', 'LAMC2', 'LIN7A', 'LIN7B', 'LIN7C', 'LRIG1', 'MAP2K1', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MARCH7', 'MDM2', 'MET', 'MITF', 'MMP9', 'MRPL49', 'MTOR', 'MUC1', 'MUC4', 'MYC', 'N4BP1', 'NDRG1', 'NEDD4L', 'NEDD4', 'NF1', 'NGF', 'NICN1', 'NOTCH1', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'NTF3', 'NTF4', 'OAT', 'PA2G4', 'PARK7', 'PCSK9', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PGF', 'PGR', 'PI3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIP5K1C', 'PLCG1', 'PLCG2', 'PPP1R9A', 'PRKACA', 'PTEN', 'PTK2B', 'PTK2', 'PTK6', 'PTPN11', 'PTPN22', 'PTPN2', 'RASA1', 'RASA2', 'REM1', 'RGS4', 'RHOA', 'RHOC', 'RNF41', 'ROR1', 'RRAS2', 'SH2B3', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SHH', 'SLC25A16', 'SMAD4', 'SNAI2', 'SOS1', 'SOX10', 'SOX2', 'SPARC', 'SPRY2', 'SRC', 'STAT3', 'STAT5A', 'STAT5B', 'SYN3', 'TCF7L2', 'TGFA', 'TMEFF2', 'TNFRSF13C', 'TNS1', 'TP53', 'USP8', 'VAV1', 'VAV2', 'VAV3', 'VEGFA', 'VEGFB', 'VEGFC', 'WNT1', 'WNT5A', 'ZEB1', 'ZNF217', 'KRBOX4', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19951943522205973
		RMSE:  0.4939516163098853
		NRMSE:  0.17910620018705933
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27774471248359456
		RMSE:  0.5592204608326292
		NRMSE:  0.15547938022732444
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  LinearRegression
		Pearson Correlation:  0.7761325970082842
		Spearman Correlation:  0.7743758752711548
		Coefficient of Determination:  0.6023818081388239
		RMSE:  0.28438971721116135
		NRMSE:  0.10311933383776659
		MAPE:  179.54949420662913
		Pearson Correlation:  0.1534345113047084
		Spearman Correlation:  0.22196037357074283
		Coefficient of Determination:  -0.4366416226042613
		RMSE:  0.5929734235721917
		NRMSE:  0.16486367514344666
		MAPE:  216.1437140447033

	Predictor:  ElasticNet
		Pearson Correlation:  0.43488751555739624
		Spearman Correlation:  0.43870391323891517
		Coefficient of Determination:  0.0888948936176106
		RMSE:  0.4304919221914941
		NRMSE:  0.1560957993638185
		MAPE:  228.09110609020783
		Pearson Correlation:  0.36977118224974737
		Spearman Correlation:  0.4279230414344319
		Coefficient of Determination:  0.04704514433265228
		RMSE:  0.48294443994305714
		NRMSE:  0.13427245150290043
		MAPE:  150.1820246142878

	Predictor:  RandomForests
		Pearson Correlation:  0.5700111679315052
		Spearman Correlation:  0.598007350486268
		Coefficient of Determination:  0.30672257699633665
		RMSE:  0.3755210573064074
		NRMSE:  0.13616343674879794
		MAPE:  234.93540337334667
		Pearson Correlation:  0.36952256040669623
		Spearman Correlation:  0.3672639309717079
		Coefficient of Determination:  0.11045540866504089
		RMSE:  0.4666001440422716
		NRMSE:  0.12972826691937767
		MAPE:  157.5268378840568


Fold:  4

Protein:  RB1
Protein Interaction Partners Count:  369
x_train_column_count:  366
x_train columns:  ['AATF', 'ABCC1', 'ABL1', 'ACTL6A', 'ACTL6B', 'AFAP1', 'AHR', 'AKT1', 'ANXA5', 'ARID1A', 'ARID1B', 'ARID4A', 'ARMCX1', 'ARMCX2', 'ARMCX3', 'ARNT', 'AR', 'ASF1A', 'ATF2', 'ATM', 'AURKB', 'BCR', 'BDP1', 'BGLAP', 'BRCA1', 'BRF1', 'FAM208A', 'C4BPA', 'CABIN1', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CBFB', 'CBX1', 'CBX4', 'CBX5', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCNC', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNT2', 'CDC25A', 'CDC27', 'CDC6', 'CDH1', 'CDK14', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK6', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CEBPA', 'CEBPB', 'CEBPD', 'CEBPE', 'CHEK1', 'CHEK2', 'CLNK', 'COL1A1', 'CREBBP', 'CTBP1', 'CTNNB1', 'CUX1', 'DCAF10', 'DGKZ', 'DNAJA3', 'DNMT1', 'DNMT3A', 'DUSP1', 'DUT', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EED', 'EGFR', 'EGF', 'EID1', 'EIF2AK1', 'EIF2AK4', 'AGO2', 'ELF1', 'ENC1', 'EP300', 'ERBB2', 'ESD', 'ESR1', 'ESR2', 'EZH2', 'FBXW7', 'FMO5', 'FOS', 'FOXM1', 'FRK', 'FZR1', 'G6PD', 'GAPDH', 'GATA1', 'GJA1', 'GNB2L1', 'GRB2', 'GSC', 'GTF2H1', 'H1F0', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HARS2', 'HARS', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC8', 'HDC', 'HES1', 'HIF1A', 'HIRA', 'HIST1H1A', 'HIST1H1B', 'HIST1H1C', 'HIST1H1D', 'HIST1H1E', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST1H4A', 'HIST2H2AC', 'HIST2H2BE', 'HIST3H3', 'HIST4H4', 'HMGA1', 'HMGA2', 'HRAS', 'HSP90AA1', 'HSPA1A', 'HSPA8', 'ID2', 'IFI16', 'INS', 'JUN', 'KAT2B', 'KAT5', 'KDM1A', 'KDM2A', 'KDM4A', 'KDM5A', 'KDM5B', 'PPP1R26', 'KIF11', 'KRAS', 'KRT10', 'KRT14', 'KRT5', 'L3MBTL2', 'L3MBTL1', 'LIMD1', 'LIN52', 'LIN54', 'LIN9', 'LMNA', 'LOR', 'LPAR6', 'MAF', 'MAP2K7', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MAPK9', 'MCM2', 'MCM3', 'MCM4', 'MCM5', 'MCM7', 'MDM2', 'MDM4', 'MEF2C', 'MORF4L1', 'MRFAP1', 'MRPL11', 'MRPS18B', 'MSH6', 'MTL5', 'MYBL2', 'MYC', 'MYOD1', 'NACC2', 'NCAPD3', 'NCAPG2', 'NCAPH2', 'NCR1', 'NDC80', 'NEO1', 'NFYA', 'NFYB', 'NFYC', 'NGF', 'NOTCH1', 'NPM1', 'NRAS', 'ORC1', 'PA2G4', 'PAX2', 'PAX3', 'PAX5', 'PAX6', 'PAX8', 'PCNA', 'PELP1', 'PGR', 'PHB', 'PHF21B', 'PIAS4', 'PIK3CA', 'PIK3R1', 'PIK3R3', 'PLK1', 'PML', 'POLA1', 'POLA2', 'PPARA', 'PPARG', 'PPIA', 'PPP1CA', 'PPP1CB', 'PPP1CC', 'PPP1R3A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R3B', 'PPRC1', 'PRB1', 'PRB3', 'PRB4', 'PRDM2', 'PRH1', 'PRH2', 'PRIM1', 'PRIM2', 'PRKCB', 'PRMT2', 'PSMA7', 'PSMC1', 'PSMD10', 'PTEN', 'PTGDR', 'RAF1', 'RB1CC1', 'RBAK', 'RBBP4', 'RBBP5', 'RBBP6', 'RBBP7', 'RBBP8', 'RBBP9', 'RBL1', 'RBL2', 'RBFOX2', 'RFC1', 'RPS6KB1', 'RUNX2', 'S100A6', 'SETD1B', 'SETD7', 'SIRT1', 'SKP2', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'SMARCC1', 'SMARCC2', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'SMARCE1', 'SMC1A', 'SMC2', 'SMC4', 'SMC5', 'SMYD2', 'SNW1', 'SP100', 'SP1', 'SP3', 'SPI1', 'STAM', 'STAT3', 'SUV39H1', 'SUV420H2', 'SUZ12', 'TAF1', 'TBP', 'TERT', 'TFAP2A', 'TFDP1', 'TFDP3', 'TGM2', 'THAP1', 'TMPO', 'TNS1', 'TOP2A', 'TP53BP1', 'TP53', 'TP73', 'TRDMT1', 'TRIM27', 'TTK', 'UBE2I', 'UBE3A', 'UBL4A', 'UBN1', 'UBR4', 'UBTF', 'UHRF1', 'USP4', 'USP7', 'VEGFA', 'VPS39', 'WDR59', 'WDR73', 'WEE1', 'WWTR1', 'YAP1', 'YY1', 'ZBTB16', 'ZBTB7A', 'ZNF521', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0017653619110491459
		RMSE:  0.25173274438657
		NRMSE:  0.09206141909982812
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11040193949010524
		RMSE:  0.1737457828578019
		NRMSE:  0.1664678101960314
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  LinearRegression
		Pearson Correlation:  0.8268703350763363
		Spearman Correlation:  0.7578241515973115
		Coefficient of Determination:  0.6837145510292525
		RMSE:  0.14144783714612358
		NRMSE:  0.05172902177666895
		MAPE:  333.98954808763506
		Pearson Correlation:  -0.06973641674376135
		Spearman Correlation:  -0.039344630232297166
		Coefficient of Determination:  -12.600726353170778
		RMSE:  0.6080722966938796
		NRMSE:  0.5826009817708577
		MAPE:  953.2028453788062

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  RandomForests
		Pearson Correlation:  0.5793800457140716
		Spearman Correlation:  0.4352192694372206
		Coefficient of Determination:  0.1884714823993323
		RMSE:  0.2265732310234822
		NRMSE:  0.08286030976575563
		MAPE:  177.20290416760355
		Pearson Correlation:  0.0526387952800828
		Spearman Correlation:  0.13829848252471977
		Coefficient of Determination:  -0.12007331950836031
		RMSE:  0.17450078803985147
		NRMSE:  0.16719118924601567
		MAPE:  121.55710028496003

Protein:  CDH1
Protein Interaction Partners Count:  834
x_train_column_count:  826
x_train columns:  ['ABCB1', 'ABCG2', 'ACAN', 'ACTA1', 'ACTA2', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTN1', 'ACTR3', 'ACVR1B', 'ADAM10', 'ADAM15', 'ADAM17', 'ADAM9', 'AFP', 'AIMP1', 'AJAP1', 'AKAP9', 'AKT1', 'AKT2', 'AKTIP', 'ALB', 'ALCAM', 'ALDH1A1', 'ALDH3A1', 'ALK', 'AMOTL2', 'ANAPC4', 'ANAPC7', 'ANO1', 'ANXA2', 'ANXA5', 'AP1M1', 'AP1M2', 'APC2', 'APC', 'AQP1', 'AQP5', 'AREG', 'ARF6', 'ARHGAP31', 'ARID1A', 'ARL2BP', 'ARMC7', 'ARPC1A', 'ARPC2', 'ARRB2', 'ARVCF', 'AR', 'CLMP', 'ASF1A', 'ATF2', 'ATF3', 'ATM', 'ATXN1', 'AXIN1', 'AXIN2', 'AXL', 'BAG3', 'BANP', 'BCAR1', 'BCL2L11', 'BCL2L1', 'BCL6B', 'BCL9L', 'BCORL1', 'BMI1', 'BMP2', 'BMP4', 'BMP6', 'BMP7', 'BNIP3', 'BRCA1', 'BRCA2', 'BSG', 'BTBD7', 'BTC', 'BTF3', 'ANAPC15', 'CA2', 'CA9', 'CALCA', 'CALR', 'CAPN1', 'CAPNS1', 'CASP3', 'CASP8', 'CASP9', 'CASS4', 'CAV1', 'CBLL1', 'CBL', 'CBX7', 'CCL2', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCNE1', 'CCR7', 'CD1A', 'CD1B', 'CD1C', 'CD1E', 'CD207', 'CD24', 'CD274', 'CD276', 'CD2AP', 'CD34', 'CD44', 'CD46', 'CD68', 'CD82', 'CDC16', 'CDC23', 'CDC27', 'CDC42', 'CDC6', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH24', 'CDH2', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDK14', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CDKN3', 'CDX2', 'CEACAM5', 'CFL1', 'CGN', 'CHGA', 'CHL1', 'CLCA2', 'CLDN1', 'CLDN2', 'CLDN3', 'CLDN4', 'CLDN5', 'CLDN7', 'CNTN1', 'COL1A1', 'CORO1C', 'CRB3', 'CREB1', 'CREBBP', 'CRYAB', 'YBX3', 'CSDC2', 'CSE1L', 'CSF2', 'CSNK2A1', 'CSNK2A2', 'CST5', 'CTBP1', 'CTBP2', 'CTCF', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNB1', 'CTNND1', 'CTNND2', 'CTSL', 'CTTN', 'CXCL12', 'CXCL1', 'CXCR4', 'CYP1B1', 'DAAM1', 'DAB2IP', 'DACH1', 'DAPK1', 'DAP', 'DDR1', 'DDR2', 'DDX3X', 'DICER1', 'DKK1', 'DLC1', 'DLG1', 'DLG5', 'DNM2', 'DNMT1', 'DNMT3A', 'DNMT3B', 'DNTT', 'DOT1L', 'DPAGT1', 'DPEP1', 'DSP', 'DUOX1', 'DUSP4', 'DVL1', 'DVL2', 'E2F1', 'ECT2', 'EDN1', 'EFEMP1', 'EFNA1', 'EGFR', 'EGF', 'EGR1', 'EHD1', 'EHMT2', 'EIF2AK3', 'AGO1', 'AGO2', 'ELAVL1', 'ELF3', 'ENAH', 'ENG', 'EP300', 'EPB41L3', 'EPCAM', 'EPHA10', 'EPHA1', 'EPHA2', 'EPPK1', 'ERBB2IP', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ESRP1', 'ESRP2', 'ETS1', 'ETS2', 'EXOC3', 'EXOC4', 'EYA2', 'EZH2', 'EZR', 'F11R', 'F2RL2', 'SUPT20H', 'FBXL5', 'FER', 'FGF10', 'FGF13', 'FGF17', 'FGF19', 'FGF2', 'FGF4', 'FGF5', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FHIT', 'FHL2', 'FLG', 'FLOT1', 'FLOT2', 'FLT1', 'FMN1', 'FN1', 'FOSL1', 'FOS', 'FOXA1', 'FOXA2', 'FOXC1', 'FOXC2', 'FOXJ2', 'FOXK2', 'FOXL1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXQ1', 'FRMPD2', 'FSCN1', 'FUT4', 'FXYD5', 'FYN', 'FZD1', 'FZD4', 'FZD7', 'FZR1', 'G6PD', 'GAB2', 'GABPA', 'GADD45A', 'GAPDH', 'GAS6', 'GATA1', 'GATA3', 'GATA4', 'GATA6', 'GDNF', 'GFRA1', 'GGT1', 'GJA1', 'GJB1', 'GJB2', 'GKN2', 'GLI1', 'GLI2', 'GMNN', 'GNA12', 'GNA13', 'GNB2L1', 'GNL3', 'GPA33', 'GRB2', 'GRHL2', 'GRHL3', 'GSK3B', 'GSN', 'GSTP1', 'H2AFZ', 'HAVCR2', 'HBEGF', 'HDAC1', 'HDAC2', 'HEPACAM', 'HES1', 'HGF', 'HGS', 'HIF1A', 'HMGA2', 'HNF4A', 'HOXB4', 'HOXD10', 'HPGDS', 'HPGD', 'HRAS', 'HSP90AA1', 'HSPA5', 'ICAM1', 'ID1', 'ID2', 'IDO1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP3', 'IL10', 'IL15', 'IL17A', 'IL1B', 'IL24', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ILK', 'INADL', 'INS', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'IQSEC1', 'IRS1', 'IRS2', 'ITGA5', 'ITGA6', 'ITGAE', 'ITGAM', 'ITGB1', 'ITGB4', 'ITGB7', 'ITPKB', 'IVL', 'JAG1', 'JAK2', 'AJUBA', 'JUN', 'JUP', 'KDM1A', 'KDM6A', 'KDR', 'KEAP1', 'KIFC3', 'KIT', 'KLF4', 'KLF5', 'KLF8', 'KLK3', 'KLK7', 'KLRG1', 'KRAS', 'KRT10', 'KRT14', 'KRT17', 'KRT18', 'KRT19', 'KRT20', 'KRT4', 'KRT5', 'KRT7', 'KRT8', 'KRT9', 'LAMA1', 'LAMB1', 'LAMC2', 'LASP1', 'LATS1', 'LATS2', 'LCN2', 'LEF1', 'LEP', 'LGALS3', 'LGALS4', 'LGALS9', 'LGR5', 'LIF', 'LIMA1', 'LIN28A', 'LIPG', 'LLGL2', 'LMNA', 'LOR', 'LOXL2', 'LOXL3', 'LOX', 'LRP5', 'LRP6', 'LY6K', 'MACC1', 'MACROD1', 'MAD2L2', 'MAGI1', 'MAP2K1', 'MAP2K7', 'MAP4K5', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MARK2', 'MARVELD2', 'MCAM', 'MCL1', 'MDM2', 'MED1', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MGAT5', 'MGMT', 'MKI67', 'MLH1', 'MLLT4', 'MME', 'MMP11', 'MMP13', 'MMP14', 'MMP15', 'MMP17', 'MMP1', 'MMP25', 'MMP27', 'MMP2', 'MMP3', 'MMP7', 'MMP8', 'MMP9', 'MPP5', 'MRAP', 'MSH2', 'MSN', 'MT1G', 'MTA1', 'MTA3', 'MTBP', 'MTDH', 'MTOR', 'MUC1', 'MUC4', 'MYCN', 'MYC', 'MYH6', 'MYO6', 'MYO7A', 'NANOG', 'NCAM1', 'NCOA1', 'NCSTN', 'NDRG1', 'NDRG2', 'NEDD9', 'NEK2', 'NES', 'NEUROG3', 'NF2', 'NFE2L2', 'NFIC', 'NKD2', 'NKX2-1', 'NKX6-1', 'NKX6-2', 'NME1', 'NOG', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NR2F1', 'NRP2', 'NUDT21', 'NUMBL', 'NUMB', 'NUP98', 'NUTF2', 'OTUB1', 'OVOL1', 'OVOL2', 'PARD3', 'PARD6A', 'PAX2', 'PAX5', 'PAX6', 'PAX8', 'PCSK9', 'PDCD4', 'PDGFRB', 'PDPN', 'PEBP1', 'PECAM1', 'PGR', 'PHLPP1', 'PI3', 'PIK3CA', 'PIK3R1', 'PIP5K1A', 'PIP5K1C', 'PIP', 'PIR', 'PITX1', 'PKD1', 'PKM', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PLAUR', 'PLAU', 'PLCD1', 'PLEKHA7', 'PLG', 'PODXL', 'POLR2C', 'POSTN', 'POTEF', 'POU5F1', 'PPARA', 'PPARGC1A', 'PPARG', 'PPL', 'PPP6C', 'PRAME', 'PRDM10', 'PRKAR1A', 'PRKCA', 'PRKCI', 'PRKCZ', 'PRKD1', 'PRKG1', 'PRMT5', 'PROC', 'PROM1', 'PRSS8', 'PSEN1', 'PTCH1', 'PTEN', 'PTF1A', 'PTGS2', 'PTK2', 'PTPN11', 'PTPN14', 'PTPRC', 'PTPRF', 'PTPRJ', 'PTPRM', 'PTPRS', 'PTPRT', 'PTPRU', 'PTRH2', 'PVRL1', 'PVRL2', 'PVR', 'PXN', 'RAB11A', 'RAB25', 'RAB5A', 'RAB7A', 'RAB8B', 'RAC1', 'RAC2', 'RACGAP1', 'RAF1', 'RALA', 'RALBP1', 'RALGDS', 'RAP1A', 'RAP1B', 'RAPGEF1', 'RARB', 'RASSF1', 'RB1', 'RBM4', 'RCOR1', 'RDX', 'REM1', 'RET', 'RHOA', 'RHOB', 'RHOC', 'RHOD', 'RICTOR', 'RND3', 'ROCK1', 'ROCK2', 'RPS6KB1', 'RPTOR', 'RRM2', 'RUNX2', 'RUNX3', 'S100A14', 'S100A4', 'S100A8', 'SATB1', 'SCRIB', 'SDC1', 'SDC4', 'SDHC', 'SELE', 'SELL', 'SELP', 'SEMA3C', 'SEMA3F', 'SENP1', 'SERPINB4', 'SERPINB5', 'SERPINE1', 'SFN', 'SFRP1', 'SFRP2', 'SFTPC', 'SHH', 'SIK1', 'SIN3A', 'SIRT1', 'SIRT2', 'SIRT4', 'SIRT7', 'SIX1', 'SIX2', 'SKIL', 'SKP2', 'SLC2A1', 'SLC39A6', 'SLC6A3', 'SLC9A3R1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMO', 'SNAI1', 'SNAI2', 'SNAI3', 'SNX16', 'SNX1', 'SOX10', 'SOX17', 'SOX2', 'SOX4', 'SOX9', 'SP1', 'SPARC', 'SPDEF', 'SPINT1', 'SPP1', 'SPRY1', 'SRCIN1', 'SRC', 'SRXN1', 'ST14', 'ST7L', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STX4', 'STYK1', 'SUCLG2', 'SUMO1', 'SUZ12', 'SYNJ2', 'SYP', 'TACC3', 'TACSTD2', 'TATDN1', 'TBX1', 'TBX3', 'TCF15', 'TCF4', 'TDGF1', 'TERT', 'TET2', 'TFF1', 'TFF3', 'TGFB1', 'TGFB2', 'TGFB3', 'TGFBI', 'TGFBR1', 'TGFBR2', 'THBS1', 'THEM4', 'THUMPD1', 'THY1', 'TIAM1', 'TIMP1', 'TIMP2', 'TIMP3', 'TJP1', 'TJP2', 'TJP3', 'TLE1', 'TLN1', 'TLR4', 'TMPRSS2', 'TMPRSS4', 'TNFRSF6B', 'TNF', 'TNK2', 'TNS1', 'TP53BP1', 'TP53BP2', 'TP53', 'TRIM21', 'TRIM29', 'TRIM44', 'TRIP10', 'TRPS1', 'TSPYL2', 'TWIST1', 'TWIST2', 'TYRP1', 'T', 'UBE2I', 'UBE2S', 'USP48', 'USP9X', 'VANGL1', 'VANGL2', 'VASP', 'VAV1', 'VCAM1', 'VCL', 'VDR', 'VEGFA', 'VEGFC', 'VEZT', 'VHL', 'VIM', 'VIPAS39', 'VPS33B', 'VTN', 'WASL', 'WDFY2', 'WDTC1', 'WIF1', 'WISP1', 'WISP3', 'WNT10A', 'WNT10B', 'WNT11', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8A', 'WNT9A', 'WNT9B', 'WT1', 'XIAP', 'YAP1', 'YBX1', 'YES1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'ZYX', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1648542010437435
		RMSE:  1.2077311247232185
		NRMSE:  0.19230774891296748
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01787767410405383
		RMSE:  1.1768276141426715
		NRMSE:  0.21349508619837296
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.119011303751291
		NRMSE:  0.17818083878718685
		MAPE:  552.7314487209006
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06543533401046742
		RMSE:  1.204005869039757
		NRMSE:  0.21842565020132743
		MAPE:  371.74257556440244

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  6.415803044039107e-15
		NRMSE:  1.021592153759292e-15
		MAPE:  4.789774795158486e-12
		Pearson Correlation:  0.2313246283062348
		Spearman Correlation:  0.20901258120425445
		Coefficient of Determination:  -1.621878901892904
		RMSE:  1.8887364885783442
		NRMSE:  0.3426465818690077
		MAPE:  872.9919011562534

	Predictor:  ElasticNet
		Pearson Correlation:  0.6638780643323363
		Spearman Correlation:  0.6620471415120391
		Coefficient of Determination:  0.35532865700265304
		RMSE:  0.8984701566357128
		NRMSE:  0.1430639401031357
		MAPE:  392.5961836912991
		Pearson Correlation:  0.6772807142645669
		Spearman Correlation:  0.5225925510293146
		Coefficient of Determination:  0.28721562569153725
		RMSE:  0.9847911597898744
		NRMSE:  0.17865664522148586
		MAPE:  258.4103559652835

	Predictor:  RandomForests
		Pearson Correlation:  0.753766769231701
		Spearman Correlation:  0.7342746966759073
		Coefficient of Determination:  0.5625251504145368
		RMSE:  0.7401351311327643
		NRMSE:  0.11785215934727623
		MAPE:  216.7168265193337
		Pearson Correlation:  0.7698116589512704
		Spearman Correlation:  0.5021041435734319
		Coefficient of Determination:  0.5286020434695378
		RMSE:  0.8008642433908563
		NRMSE:  0.14528940230594975
		MAPE:  166.4565667458046

Protein:  CDH2
Protein Interaction Partners Count:  472
x_train_column_count:  467
x_train columns:  ['ABCG2', 'ABL1', 'ACAN', 'ACTA1', 'ACTA2', 'ACTB', 'ACTR3', 'ADAM10', 'ADH1A', 'AFP', 'AHSG', 'AKT1', 'AKT3', 'ALB', 'ALCAM', 'ALDH1A1', 'AMBN', 'AMELX', 'AMOTL1', 'AMTN', 'ANGPT1', 'ANO8', 'ANXA5', 'APC2', 'APC', 'APLP2', 'APOA1', 'APOA2', 'APOA5', 'APOB', 'APOE', 'APOL1', 'APPL1', 'APP', 'ARHGAP32', 'ARMC7', 'ARPC5', 'ARVCF', 'AR', 'ATXN1', 'AXIN1', 'AXIN2', 'AXL', 'BCL2L1', 'BDNF', 'BMI1', 'BMP15', 'BMP2', 'BMP4', 'BMP7', 'BNIP2', 'BOC', 'BPIFB2', 'RGCC', 'GSKIP', 'C3', 'C4A', 'CABLES1', 'CADM1', 'CALU', 'CASP3', 'CAV1', 'CBLL1', 'CCNA2', 'CCNB1', 'CCND1', 'CD24', 'CD34', 'CD44', 'CD80', 'CDC42', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDK4', 'CDK5', 'CDK6', 'CDKN2A', 'CDON', 'CDX2', 'CEBPZ', 'CFL1', 'CHGB', 'CHL1', 'CHRDL1', 'CKAP4', 'CLDN11', 'CLDN3', 'CLDN4', 'CLDN7', 'CORT', 'CP', 'CREBBP', 'CRP', 'CSF1', 'CSK', 'CST3', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNB1', 'CTNND1', 'CTNND2', 'CTTN', 'CXCL12', 'CXCR4', 'CYLD', 'CYR61', 'DBN1', 'DDR1', 'DDR2', 'DKK1', 'DLG4', 'DLG5', 'DMP1', 'DNAJC3', 'DSP', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EFNB1', 'EFNB2', 'EFNB3', 'EGFR', 'EGF', 'EHMT2', 'EIF2AK3', 'ENAM', 'ENG', 'EPCAM', 'EPHA1', 'EPHA2', 'EPHA4', 'EPHB2', 'EPS8', 'ERBB2', 'ERBB4', 'ESR1', 'ESRP1', 'EXOC4', 'EZH2', 'EZR', 'F11R', 'F5', 'EVA1A', 'FAM20A', 'FAM20C', 'FBN1', 'FER', 'FGA', 'FGF13', 'FGF23', 'FGF2', 'FGFR1', 'FGFR4', 'FGG', 'FN1', 'FOXC2', 'FOXD3', 'FOXO1', 'FOXP4', 'FSTL1', 'FSTL3', 'FUCA2', 'GAA', 'GAPDH', 'GAS6', 'GATA4', 'GFAP', 'GJA10', 'GJA1', 'GJA3', 'GJB6', 'GJC1', 'GJC3', 'GJD3', 'GJD4', 'GLI1', 'GOLM1', 'GPC3', 'GRIA1', 'GRIA2', 'HGF', 'HMGA2', 'HNF4A', 'HRAS', 'HRC', 'HSP90B1', 'HSPA5', 'IARS2', 'IGF1R', 'IGF1', 'IGFBP1', 'IGFBP3', 'IGFBP4', 'IGFBP5', 'IGFBP7', 'IL1B', 'IL6', 'CXCL8', 'ILK', 'INADL', 'INS', 'INVS', 'IQGAP1', 'ISL1', 'ITGA6', 'ITGB1', 'ITIH2', 'ITPKB', 'JAG1', 'JAM3', 'JUN', 'JUP', 'KCNA5', 'KDR', 'KIAA2022', 'KIF5B', 'KIT', 'KLF4', 'KNG1', 'KRAS', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT8', 'KTN1', 'L1CAM', 'LAMB1', 'LAMB2', 'LAMC1', 'LEF1', 'LGALS1', 'LRP5', 'LRP6', 'LRRC7', 'LTBP1', 'LTBP3', 'MAP1B', 'MAP2K6', 'MAP2K7', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MATN3', 'MBTPS1', 'MCAM', 'MEF2A', 'MEF2C', 'MEF2D', 'MEN1', 'MEPE', 'MET', 'MFGE8', 'MFI2', 'MGAT4A', 'MIA3', 'MKI67', 'MLLT4', 'MMP14', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MPDZ', 'MPP5', 'MRAP', 'MRPL49', 'MSLN', 'MSN', 'MTHFD1', 'MUC1', 'MUC4', 'MXRA8', 'MYC', 'MYO10', 'MZF1', 'NANOG', 'NCAM1', 'NCSTN', 'NDRG1', 'NENF', 'NES', 'NFASC', 'NGF', 'NKX2-5', 'NLGN1', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTUM', 'NRCAM', 'NT5C', 'NT5E', 'NTRK2', 'NUCB1', 'NUMBL', 'NUMB', 'OLFM3', 'P4HB', 'PARD3', 'PAX6', 'PCSK9', 'PC', 'PDGFRB', 'PDIA4', 'PDIA6', 'PECAM1', 'PENK', 'PIK3CA', 'PIK3R1', 'PIP5K1C', 'PITX2', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PNPLA2', 'POU5F1', 'PPT2', 'PRKCDBP', 'PRKCSH', 'PROC', 'PROM1', 'PRPH', 'PRSS23', 'PSEN1', 'PTEN', 'PTK2', 'PTPN11', 'PTPN1', 'PTPN2', 'PTPRC', 'PTPRS', 'PVRL1', 'PVRL2', 'PVRL3', 'PXN', 'QSOX1', 'RAB11FIP1', 'RAB3D', 'RAB5A', 'RAC1', 'RCN1', 'RELN', 'REM1', 'RHOA', 'RHOB', 'RHOC', 'ROBO1', 'PTBP3', 'RPS6KB1', 'RUNX2', 'S100A14', 'S100A4', 'SARS2', 'SCARB2', 'SCG2', 'SCG3', 'SDC2', 'SEMA3A', 'SENP3', 'SERPINA10', 'SERPINA1', 'SERPINC1', 'SERPIND1', 'SERPINE1', 'SHH', 'SHISA5', 'SIRT7', 'SKP1', 'SLC2A1', 'SLC9A3R1', 'SLIT1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SNAI1', 'SNAI2', 'SNAI3', 'SOX10', 'SOX18', 'SOX1', 'SOX2', 'SOX4', 'SOX9', 'SP7', 'SPAG9', 'SPARCL1', 'SPARC', 'SPP1', 'SPP2', 'SRC', 'ST6GALNAC5', 'STAT3', 'STC2', 'SYP', 'TBX1', 'TCF3', 'TEK', 'TF', 'TGFB1', 'TGFBR1', 'TGM2', 'TGOLN2', 'THY1', 'TIMP1', 'TJP1', 'TJP3', 'TMEM132A', 'TNC', 'TNF', 'TNNT1', 'TP53', 'TRPS1', 'TSC2', 'TWIST1', 'TWIST2', 'USP9X', 'VANGL2', 'VCAM1', 'VCAN', 'VCL', 'VEGFA', 'VGF', 'VIM', 'VTN', 'VWA1', 'WFS1', 'WNT11', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT7A', 'XIRP1', 'ZBTB16', 'ZEB1', 'ZEB2', 'ZSCAN1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011628294333081435
		RMSE:  0.38156283556505555
		NRMSE:  0.1382574228440668
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.013534078125908788
		RMSE:  0.33551468363995024
		NRMSE:  0.17308132332546644
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  LinearRegression
		Pearson Correlation:  0.9408644504639467
		Spearman Correlation:  0.9237686573195413
		Coefficient of Determination:  0.8852259141468249
		RMSE:  0.1285220087925566
		NRMSE:  0.04656931980308595
		MAPE:  2932.3242761674956
		Pearson Correlation:  0.061827886839767546
		Spearman Correlation:  0.05557425903066123
		Coefficient of Determination:  -64.84877951610562
		RMSE:  2.704370679758673
		NRMSE:  1.3950985719525981
		MAPE:  1927.0099157750128

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  RandomForests
		Pearson Correlation:  0.550213109049189
		Spearman Correlation:  0.4891234906858902
		Coefficient of Determination:  0.1892807304488393
		RMSE:  0.34157873950022544
		NRMSE:  0.12376938165817286
		MAPE:  1003.40915529767
		Pearson Correlation:  0.17163326065502296
		Spearman Correlation:  0.1920048878414943
		Coefficient of Determination:  -0.004505765583519228
		RMSE:  0.33401699974633664
		NRMSE:  0.1723087159766088
		MAPE:  181.21785458783677

Protein:  CDH3
Protein Interaction Partners Count:  73
x_train_column_count:  74
x_train columns:  ['AIMP1', 'CLMP', 'BRCA1', 'CCND1', 'CD24', 'CD2AP', 'CD44', 'CDCP1', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH2', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CLDN1', 'CLDN7', 'CTNNA1', 'CTNNA3', 'CTNNB1', 'CTNND1', 'DPYD', 'DSP', 'ECM1', 'EGFR', 'EPCAM', 'ERBB2', 'ESR1', 'ESRP1', 'F11R', 'FN1', 'GALNT6', 'GATA3', 'HOXA9', 'IGF1R', 'ITGA9', 'JUP', 'KIRREL', 'KRT14', 'KRT15', 'KRT17', 'KRT4', 'KRT5', 'KRT8', 'LEF1', 'MKI67', 'NPHS1', 'NPHS2', 'PGR', 'PKP1', 'PKP2', 'PKP3', 'POU5F1', 'S100A4', 'SNAI1', 'SNAI2', 'SYNPO', 'TECR', 'TJP1', 'TP53', 'UMPS', 'VCL', 'ZEB1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006306553616452382
		RMSE:  0.206558346691537
		NRMSE:  0.1472115018398285
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056823148221427866
		RMSE:  0.21361844422784051
		NRMSE:  0.19012980777528213
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  LinearRegression
		Pearson Correlation:  0.5168390583924104
		Spearman Correlation:  0.5403178575375212
		Coefficient of Determination:  0.2671226122799537
		RMSE:  0.1762760293337962
		NRMSE:  0.12562968009877576
		MAPE:  434.5503985700555
		Pearson Correlation:  0.4063723413974719
		Spearman Correlation:  0.40395266773899924
		Coefficient of Determination:  -0.3251363019352269
		RMSE:  0.2392036845219124
		NRMSE:  0.21290179657325273
		MAPE:  926.9153647230152

	Predictor:  ElasticNet
		Pearson Correlation:  0.2934400197619197
		Spearman Correlation:  0.34742358107542676
		Coefficient of Determination:  0.001241745743384426
		RMSE:  0.20578219201564923
		NRMSE:  0.1466583462916382
		MAPE:  175.4825468457067
		Pearson Correlation:  0.3454805850435642
		Spearman Correlation:  0.347897105948952
		Coefficient of Determination:  -0.09899485657343421
		RMSE:  0.21783889185129154
		NRMSE:  0.19388619172552068
		MAPE:  210.66662908756922

	Predictor:  RandomForests
		Pearson Correlation:  0.5492470972367409
		Spearman Correlation:  0.5433468367086957
		Coefficient of Determination:  0.2574319733918553
		RMSE:  0.17743762712931946
		NRMSE:  0.12645753604723653
		MAPE:  435.61382629898475
		Pearson Correlation:  0.450451981096876
		Spearman Correlation:  0.3980673075724137
		Coefficient of Determination:  0.12512572123777044
		RMSE:  0.194361576653241
		NRMSE:  0.1729903489446223
		MAPE:  635.6356775073434

Protein:  PTEN
Protein Interaction Partners Count:  884
x_train_column_count:  876
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ABTB1', 'ACTB', 'ACTG1', 'ADM', 'AEBP1', 'AFP', 'AKT1S1', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDH1A1', 'ALK', 'AMHR2', 'ANXA2', 'ANXA5', 'APAF1', 'APC', 'ARAF', 'AREG', 'ARHGAP21', 'ARID1A', 'ARID2', 'ARL2BP', 'AR', 'ATF3', 'ATG12', 'ATG5', 'ATG7', 'ATM', 'ATRX', 'AURKA', 'AURKB', 'AXIN1', 'AXIN2', 'AXL', 'BAD', 'BAG5', 'BARD1', 'BAX', 'BBC3', 'BCAR1', 'BCL2L11', 'BCL2L1', 'BCL2L2', 'BCL6', 'BCR', 'BDNF', 'BECN1', 'BIRC3', 'BIRC5', 'BMI1', 'BMP2', 'BMP4', 'BMP7', 'BMPR1A', 'BNIP3', 'BRAF', 'BRCA1', 'BRCA2', 'BRD4', 'BTG2', 'BTK', 'SPRTN', 'CLHC1', 'CA9', 'CASP3', 'CASP6', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBL', 'CBX7', 'CCL2', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CD24', 'CD274', 'CD34', 'CD44', 'CD79A', 'CD79B', 'CDC14A', 'CDC20', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC27', 'CDC42', 'CDC7', 'CDH17', 'CDH1', 'CDH2', 'CDIPT', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CDX2', 'CENPC', 'CFL1', 'CFLAR', 'CFTR', 'CHD1', 'CHD8', 'CHEK1', 'CHEK2', 'CHKA', 'CHORDC1', 'CHUK', 'CLTCL1', 'CLTC', 'CNOT6L', 'CREB1', 'CREBBP', 'CRP', 'CSF1R', 'CSF1', 'CSK', 'CSN2', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTGF', 'CTLA4', 'CTNNB1', 'CUL1', 'CUL3', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP19A1', 'DAPK1', 'DAXX', 'DBN1', 'DCAF13', 'DDIT4', 'DDR2', 'DECR1', 'DEPTOR', 'DGCR8', 'DICER1', 'DLC1', 'DLG1', 'DLG4', 'DNM1L', 'DNMT1', 'DNMT3A', 'DNMT3B', 'DNTT', 'DOLPP1', 'DUSP1', 'DUSP6', 'DUT', 'DVL1', 'DYRK1A', 'E2F1', 'E2F2', 'E2F3', 'ECSCR', 'EGFR', 'EGF', 'EGR1', 'EIF2AK2', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF4A1', 'EIF4A2', 'EIF4EBP1', 'EIF4EBP2', 'EIF4E', 'EIF4G1', 'EML4', 'ENDOG', 'EP300', 'EPCAM', 'EPHA1', 'EPHA2', 'EPHA3', 'EPHA4', 'EPHA5', 'EPHA7', 'EPHB1', 'EPHB2', 'EPHB3', 'EPHB4', 'ERBB2', 'ERBB3', 'ERBB4', 'ERCC1', 'EREG', 'ESR1', 'ETS1', 'ETS2', 'ETV1', 'ETV6', 'EYA2', 'EZH2', 'EZR', 'FABP4', 'FASLG', 'FASN', 'FBXW7', 'FCGR1B', 'FGF2', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FIG4', 'FKBP1A', 'FLCN', 'FLT1', 'FLT3', 'FLT4', 'FMR1', 'FN1', 'FOS', 'FOXA1', 'FOXG1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FOXP1', 'FOXP3', 'FRK', 'FYN', 'FZR1', 'GADD45A', 'GAPDH', 'GATA3', 'GCK', 'GDF10', 'GDF2', 'GFAP', 'GJA1', 'GLI1', 'GNA11', 'GNAQ', 'GNAS', 'GNRHR', 'GRASP', 'GRB2', 'GRPR', 'GSK3A', 'GSK3B', 'GSTP1', 'H1F0', 'H2AFX', 'HAVCR2', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HES1', 'HGF', 'HIF1A', 'HIST1H2BA', 'HK1', 'HK2', 'HMGA2', 'HNF4A', 'HOXA9', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPA1A', 'HSPA1B', 'HSPA2', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPA9', 'ID1', 'ID4', 'IDH1', 'IDH2', 'IDO1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IKBKB', 'IKZF1', 'IL10', 'IL17A', 'IL21', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ILK', 'INPP4A', 'INPP4B', 'INPP5A', 'INPP5B', 'INPP5D', 'INPP5E', 'INPP5F', 'INPP5J', 'INPP5K', 'INPPL1', 'INSRR', 'INSR', 'INS', 'IPMK', 'IPO11', 'IQGAP1', 'IRAK1', 'IRS1', 'IRS2', 'ITGB1', 'ITPKA', 'ITPKB', 'ITPKC', 'ITPR3', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JARID2', 'JUN', 'KAT2B', 'KDM5B', 'KDM5C', 'KDM6A', 'KDR', 'KEAP1', 'ATG13', 'KIF11', 'KLLN', 'KITLG', 'KIT', 'KLF17', 'KLF2', 'KLF4', 'KLK3', 'KPNA1', 'KPNA2', 'KPNA5', 'KPNA6', 'KPNA7', 'KRAS', 'KRT14', 'KRT5', 'KRT8', 'LASP1', 'LATS1', 'LATS2', 'LCK', 'LDHA', 'LEF1', 'LEP', 'LGALS3', 'LIG4', 'LOX', 'LRIG1', 'LRP1B', 'LRRK2', 'LYN', 'LYPD1', 'MAGI1', 'MAGI2', 'MAGI3', 'MAN2C1', 'MAP1LC3B', 'MAP2K1', 'MAP2K2', 'MAP2K3', 'MAP2K4', 'MAP2K7', 'MAP3K1', 'MAP3K5', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK4', 'MAPK6', 'MAPK7', 'MAPK8', 'MAPK9', 'MAPKAP1', 'MAPT', 'MARCH2', 'MARCH3', 'MAST1', 'MAST2', 'MAST3', 'MAST4', 'MATK', 'MCL1', 'MCM2', 'MCM7', 'MCRS1', 'MDK', 'MDM2', 'MDM4', 'MECOM', 'MECP2', 'MED12', 'MEN1', 'MET', 'MGMT', 'MINPP1', 'MITF', 'MKI67', 'MKRN1', 'MLH1', 'MLH3', 'KMT2D', 'KMT2C', 'KMT2B', 'MLLT1', 'MLST8', 'MME', 'MMP2', 'MMP9', 'MOV10', 'MRAP', 'MRE11A', 'MSH2', 'MSH6', 'MTDH', 'MTMR2', 'MTOR', 'MTSS1', 'MUTYH', 'MVP', 'MYCN', 'MYC', 'MYLK', 'MYOCD', 'NANOG', 'NCKAP1', 'NCOA3', 'NCOR2', 'NDFIP1', 'NDFIP2', 'NDRG1', 'NDRG2', 'NEDD4L', 'NEDD4', 'NES', 'NF1', 'NF2', 'NFATC1', 'NFATC4', 'NFE2L2', 'NFKBIA', 'NGFR', 'NKX3-1', 'NLGN3', 'NLGN4X', 'NOS3', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NPM1', 'NR1H4', 'NR3C2', 'NRAS', 'NRP2', 'NTRK1', 'NTRK2', 'NUMB', 'OCRL', 'OLIG2', 'OTUD3', 'PALB2', 'PARD3', 'PARD6A', 'PARD6B', 'PARD6G', 'PARK2', 'PARK7', 'PARP1', 'PAX8', 'PBK', 'PBRM1', 'PCGF2', 'PCSK9', 'PDCD1', 'PDCD4', 'PDGFB', 'PDGFRA', 'PDGFRB', 'PDK1', 'PDK2', 'PDPK1', 'PDZK1', 'PECAM1', 'PGM3', 'PGR', 'PHF6', 'PHLPP1', 'PHLPP2', 'PI3', 'PI4K2A', 'PI4K2B', 'PI4KA', 'PI4KB', 'PIK3C2A', 'PIK3C2B', 'PIK3C2G', 'PIK3C3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3CG', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIK3R5', 'PIKFYVE', 'PINK1', 'PIP4K2A', 'PIP4K2B', 'PIP4K2C', 'PIP5K1A', 'PIP5K1B', 'PIP5K1C', 'PIP5KL1', 'PKM', 'PLCB1', 'PLCB2', 'PLCB3', 'PLCB4', 'PLCD1', 'PLCD3', 'PLCD4', 'PLCE1', 'PLCG1', 'PLCG2', 'PLCH1', 'PLCH2', 'PLCZ1', 'PLEKHA1', 'PLEK', 'PLK1', 'PLK2', 'PLK3', 'BPIFA1', 'PMAIP1', 'PML', 'PMPCA', 'PMS1', 'PMS2', 'POLE', 'POLI', 'POTEF', 'POU5F1', 'PPARG', 'PPM1D', 'PPP2R1A', 'PPP2R4', 'PPP2R5A', 'PPP2R5E', 'PPP3CA', 'PPP6C', 'PRDX1', 'PREX2', 'PRKAA1', 'PRKAA2', 'PRKCI', 'PRKCZ', 'PRKDC', 'PRMT5', 'PROM1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTER', 'PTGS2', 'PTK2B', 'PTK2', 'PTK6', 'PTPMT1', 'PTPN11', 'PTPN12', 'PTPN13', 'PTPN1', 'PTPRC', 'PTPRD', 'PTS', 'PXN', 'RAB7A', 'RAC1', 'RAC2', 'RAD51C', 'RAD51D', 'RAD51', 'RAD52', 'RAF1', 'RASA1', 'RASSF1', 'RB1CC1', 'RB1', 'RBL1', 'RBL2', 'RBM38', 'RBFOX2', 'RCN1', 'RECK', 'RELA', 'REL', 'REM1', 'RETN', 'RET', 'RHEB', 'RHOA', 'RHOB', 'RHOC', 'RICTOR', 'DROSHA', 'RNF146', 'ROCK1', 'ROCK2', 'ROS1', 'RPS27A', 'RPS6KA1', 'RPS6KA2', 'RPS6KA3', 'RPS6KB1', 'RPS6KB2', 'RPS6', 'RPTOR', 'RRAS2', 'RRAS', 'RRM1', 'RSL1D1', 'RUNX3', 'RWDD3', 'SACM1L', 'SALL4', 'SCAI', 'SCGB1D4', 'SCRIB', 'SDHB', 'SDHC', 'SERPINA1', 'SERPINA4', 'SERPINB5', 'SESN1', 'SESN2', 'SETD2', 'SGK1', 'SGK2', 'SGK3', 'SHANK2', 'SHARPIN', 'SHC1', 'SHFM1', 'SHH', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT5', 'SIRT6', 'SIRT7', 'SKP2', 'SLC25A16', 'SLC2A1', 'SLC2A4', 'SLC34A2', 'SLC9A3R1', 'SLC9A3R2', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMUG1', 'SMYD2', 'SNAI1', 'SNAI2', 'SNCA', 'SNX27', 'SOCS1', 'SOCS3', 'SOD2', 'SOS1', 'SOX2', 'SOX4', 'SOX9', 'SP1', 'SPOP', 'SPRY1', 'SPRY2', 'SRBD1', 'SRC', 'SREBF1', 'SRF', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STMN1', 'STUB1', 'STX16', 'SUCLG2', 'SUMO1', 'SYK', 'SYNJ1', 'SYNJ2', 'TACSTD2', 'TBX1', 'TBX2', 'TBX3', 'TCF7L2', 'TCHP', 'TEP1', 'TERT', 'TET1', 'TGFB1', 'TGFBR1', 'TGFBR2', 'TGM2', 'THBS1', 'TIMP1', 'TIMP3', 'TJP1', 'TLR4', 'TMEM55A', 'TMEM55B', 'TMPRSS2', 'TNFRSF10B', 'TNFSF10', 'TNF', 'TNKS2', 'TNKS', 'TNPO2', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TOP1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TPM1', 'TRAF6', 'TRIM27', 'TRIM29', 'TSC1', 'TSC2', 'TTN', 'TUT1', 'TWIST1', 'TWSG1', 'TXN', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2E1', 'UBE2I', 'UBE2L3', 'UBE3A', 'ULK1', 'ULK2', 'USP10', 'USP13', 'USP18', 'USP28', 'USP7', 'USP8', 'UTF1', 'UVRAG', 'VCL', 'VDR', 'VEGFA', 'VHL', 'WDR18', 'WDTC1', 'WEE1', 'WIPI1', 'WIPI2', 'WNT1', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT9A', 'WNT9B', 'WT1', 'WWP1', 'WWP2', 'XIAP', 'XPO1', 'XPO5', 'YAP1', 'YES1', 'YWHAB', 'YWHAZ', 'YY1', 'ZEB1', 'ZEB2', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04663541191913323
		RMSE:  0.5747314783713694
		NRMSE:  0.11117523181123673
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02346833201832421
		RMSE:  0.7542692946958974
		NRMSE:  0.11793750210239971
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  3.0217037306276026e-15
		NRMSE:  5.845140302204431e-16
		MAPE:  7.346373326027425e-12
		Pearson Correlation:  0.028252889019364808
		Spearman Correlation:  -0.024057656579259092
		Coefficient of Determination:  -1.4676778075176404
		RMSE:  1.1712064394832409
		NRMSE:  0.1831297692882872
		MAPE:  2536.893471707011

	Predictor:  ElasticNet
		Pearson Correlation:  0.41669880078867544
		Spearman Correlation:  0.41339044392237173
		Coefficient of Determination:  0.06579776727724407
		RMSE:  0.5429848626704361
		NRMSE:  0.10503421206097882
		MAPE:  264.6232974203807
		Pearson Correlation:  0.270665992900973
		Spearman Correlation:  0.2917118667315054
		Coefficient of Determination:  0.02612283734294185
		RMSE:  0.7357687101275242
		NRMSE:  0.115044751798534
		MAPE:  561.4788525459916

	Predictor:  RandomForests
		Pearson Correlation:  0.608299597331999
		Spearman Correlation:  0.56824097230616
		Coefficient of Determination:  0.2836381712611429
		RMSE:  0.4754813534787179
		NRMSE:  0.0919764301839055
		MAPE:  168.30918216911732
		Pearson Correlation:  0.43538911669612135
		Spearman Correlation:  0.4725719772066984
		Coefficient of Determination:  0.14202527403410892
		RMSE:  0.6905998365003235
		NRMSE:  0.10798214940197381
		MAPE:  148.10205154417665

Protein:  BRCA2
Protein Interaction Partners Count:  361
x_train_column_count:  351
x_train columns:  ['ABL1', 'ACHE', 'ADRB1', 'ADRB2', 'AKT1', 'ALK', 'APEX1', 'ARID1A', 'ARPC1A', 'AR', 'ATAD5', 'ATM', 'ATRIP', 'ATRX', 'ATR', 'AURKA', 'AURKB', 'B3GALTL', 'BACH1', 'BARD1', 'BCCIP', 'BCHE', 'BDNF', 'BECN1', 'BIRC5', 'BLM', 'BMI1', 'BRCA1', 'BRCC3', 'BRE', 'BRIP1', 'SLX4', 'BUB1B', 'BUB1', 'BUB3', 'SFR1', 'RHNO1', 'RMI2', 'BABAM1', 'MMS22L', 'CASC1', 'CASC5', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCNE1', 'CDC25A', 'CDC25C', 'CDC45', 'CDC6', 'CDH1', 'CDK12', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CENPE', 'CENPF', 'CEP55', 'CHEK1', 'CHEK2', 'CHRNA1', 'CLSPN', 'CNTROB', 'CREM', 'CSMD3', 'CTNNB1', 'CYP19A1', 'DMC1', 'DNA2', 'DSN1', 'DYNC1LI2', 'EGFR', 'EGF', 'ELAC2', 'EME1', 'EME2', 'ENAM', 'EPCAM', 'ERBB2', 'ERBB3', 'ERCC1', 'ERCC2', 'ERCC4', 'ERCC5', 'ERCC6', 'ERCC8', 'ESPL1', 'ESR1', 'EXO1', 'EZH2', 'FAM175A', 'FANCA', 'FANCB', 'FANCC', 'FANCD2', 'FANCE', 'FANCF', 'FANCG', 'FANCI', 'FANCL', 'FANCM', 'FBN1', 'FBXO18', 'FBXW7', 'FEN1', 'FGFR2', 'FHIT', 'FLNA', 'FOXM1', 'GAPDH', 'GEN1', 'SLX1B', 'H2AFX', 'HELQ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2BE', 'HIST3H3', 'HMG20A', 'HMG20B', 'HMMR', 'HNRNPC', 'HOXB13', 'HRAS', 'HUS1', 'ITPKB', 'KAT2B', 'KAT5', 'KEAP1', 'SPIDR', 'KIF23', 'KIF4A', 'KIT', 'KLK3', 'KRAS', 'KRT5', 'LIG1', 'LIG3', 'LIG4', 'LIMD1', 'LSP1', 'MAD2L2', 'MAGED1', 'MAMSTR', 'MAP2K2', 'MAP3K1', 'MCM10', 'MCPH1', 'MDC1', 'MDM2', 'MDM4', 'MEN1', 'MGMT', 'MKI67', 'MLH1', 'MLH3', 'KMT2C', 'MND1', 'MORF4L1', 'MRE11A', 'MRPL36', 'MSH2', 'MSH3', 'MSH4', 'MSH5', 'MSH6', 'MTA2', 'FAN1', 'MUC1', 'MUS81', 'MUTYH', 'MYC', 'NBN', 'NCAPG', 'NEDD4', 'NF1', 'NHEJ1', 'NNT', 'NOTCH1', 'NSL1', 'NSMCE4A', 'OBFC1', 'OGG1', 'PALB2', 'PARG', 'PARP1', 'PARP2', 'PARP3', 'PAXIP1', 'PCNA', 'PDLIM7', 'PDS5A', 'PDS5B', 'PGR', 'PIK3CA', 'PLCB4', 'PLEC', 'PLEKHH1', 'PLK1', 'PMS1', 'PMS2', 'PNOC', 'POLD1', 'POLD2', 'POLD3', 'POLD4', 'POLE2', 'POLE3', 'POLE4', 'POLE', 'POLH', 'POLK', 'POLN', 'POLQ', 'PRDM9', 'PRKDC', 'PRSS1', 'PSMC3IP', 'PSMD3', 'PSMD6', 'PTEN', 'RAD17', 'RAD18', 'RAD1', 'RAD21', 'RAD23B', 'RAD50', 'RAD51AP1', 'RAD51C', 'RAD51B', 'RAD51D', 'RAD51', 'RAD52', 'RAD54B', 'RAD54L', 'RAD9A', 'RAD9B', 'RAG2', 'RASSF1', 'RBBP8', 'RBMX', 'RECQL4', 'RECQL5', 'RECQL', 'RET', 'REV1', 'REV3L', 'RFC1', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RMI1', 'RNF168', 'RNF8', 'RPA1', 'RPA2', 'RPA3', 'RPS27A', 'RTEL1', 'SHFM1', 'SKP2', 'SMAD2', 'SMAD3', 'SMAD4', 'SMARCA4', 'SMARCAL1', 'SMARCB1', 'SMC1A', 'SMC2', 'SMC3', 'SMC4', 'SMC5', 'SMC6', 'SMUG1', 'SNAI2', 'SP1', 'SPO11', 'STAT5A', 'STK11', 'STRA13', 'SUV39H1', 'SYCP3', 'TBCE', 'TDP1', 'TERT', 'TEX15', 'TMPRSS2', 'TNS1', 'TOP1', 'TOP2A', 'TOP3A', 'TOP3B', 'TOPBP1', 'TOX3', 'TP53BP1', 'TP53', 'TPX2', 'TRIP12', 'PRSS58', 'TTK', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2D1', 'UBE2E2', 'UBE2E3', 'UBE2N', 'UBE2T', 'UIMC1', 'USF1', 'USP11', 'USP15', 'USP1', 'USP21', 'USP4', 'UVRAG', 'VEGFA', 'VWF', 'WDR48', 'WDTC1', 'WEE1', 'WRN', 'WT1', 'WTIP', 'XPA', 'XPO1', 'XRCC1', 'XRCC2', 'XRCC3', 'XRCC4', 'XRCC5', 'XRCC6', 'ZFYVE26', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015699866052385492
		RMSE:  0.1919477679021074
		NRMSE:  0.12365776640496533
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0014129332580739007
		RMSE:  0.2082543553514594
		NRMSE:  0.20232423210836328
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  LinearRegression
		Pearson Correlation:  0.8392616558044157
		Spearman Correlation:  0.803151973960087
		Coefficient of Determination:  0.7043601269035694
		RMSE:  0.10428549787886418
		NRMSE:  0.0671834420221383
		MAPE:  206.3047790655566
		Pearson Correlation:  0.10309218646363646
		Spearman Correlation:  0.03354405915285727
		Coefficient of Determination:  -2.4988092848984143
		RMSE:  0.38926703757763836
		NRMSE:  0.37818250826052247
		MAPE:  1722.8920106760736

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  RandomForests
		Pearson Correlation:  0.5690810501848717
		Spearman Correlation:  0.47472690173348225
		Coefficient of Determination:  0.18704544026109882
		RMSE:  0.1729320743480303
		NRMSE:  0.11140735986344358
		MAPE:  143.3631381411542
		Pearson Correlation:  0.2043417826563727
		Spearman Correlation:  0.2613823115001434
		Coefficient of Determination:  0.03344580474033321
		RMSE:  0.20459763059670585
		NRMSE:  0.19877163400404724
		MAPE:  206.95344395878564

Protein:  CDKN2A
Protein Interaction Partners Count:  612
x_train_column_count:  605
x_train columns:  ['ABCC1', 'ABL1', 'ACAP1', 'ACAP2', 'ACP5', 'ACTA1', 'ACTB', 'ACTG1', 'ADAMTS9', 'ADAP1', 'AFP', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALK', 'ANKRD12', 'ANXA5', 'AP3D1', 'AP3S1', 'AP3S2', 'APAF1', 'APBA1', 'APBA2', 'ARAP1', 'ARAP2', 'ARF1', 'ARF3', 'ARF4', 'ARF5', 'ARF6', 'ARFGAP1', 'ARFGAP3', 'ARFIP2', 'ARFRP1', 'ARID1A', 'ARID2', 'ARID5B', 'ARL10', 'ARL1', 'ARL2', 'ARL3', 'ARL4A', 'ARL5A', 'AR', 'ASAP1', 'ATM', 'ATRX', 'ATR', 'AURKA', 'AURKB', 'AXIN1', 'BAP1', 'BCL2L11', 'BCL2L1', 'BCL6', 'BECN1', 'BIRC5', 'BMI1', 'BRAF', 'BRCA1', 'BRCA2', 'BUB1B', 'RGCC', 'C1QBP', 'RABL6', 'CACNA1G', 'CADM1', 'CAMK1D', 'CASP3', 'CASP8', 'CASP9', 'CAV1', 'CBX7', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNL1', 'CD274', 'CD34', 'CD44', 'CDC123', 'CDC20', 'CDC25A', 'CDC25C', 'CDC42', 'CDC45', 'CDC5L', 'CDC6', 'CDC7', 'CDH13', 'CDH17', 'CDH1', 'CDH2', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK5RAP3', 'CDK6', 'CDK7', 'CDKAL1', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2AIP', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDX2', 'CEACAM5', 'CEBPB', 'CEBPE', 'CHEK1', 'CHEK2', 'CHFR', 'CHKA', 'COMMD1', 'CRABP1', 'CREBBP', 'CSF1R', 'CSF1', 'CSF2', 'CTBP1', 'CTBP2', 'CTCF', 'CTLA4', 'CTNNB1', 'CTSK', 'CUL1', 'CUL3', 'CXCR4', 'CYCS', 'CYLD', 'CYTH1', 'CYTH2', 'CYTH3', 'DAB2IP', 'DAP', 'DAXX', 'DICER1', 'DIRAS3', 'DLEC1', 'DMTF1', 'DNAH3', 'DNMT1', 'DNMT3A', 'DNMT3B', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EBF1', 'EGFR', 'EGF', 'EGR1', 'EHF', 'EHMT2', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EP300', 'EPCAM', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ETS1', 'ETV6', 'EWSR1', 'EZH1', 'EZH2', 'FAT1', 'FBXW7', 'FGF2', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FKBP2', 'FLT3', 'FMN2', 'FN1', 'FOS', 'FOXA1', 'FOXM1', 'FOXN2', 'FOXO1', 'FOXO3', 'FTO', 'FZR1', 'GADD45A', 'GAPDH', 'GATA3', 'GATA4', 'GATA5', 'GBF1', 'GDF15', 'GGA1', 'GGA2', 'GGA3', 'GIT1', 'GIT2', 'GLI1', 'GLTSCR2', 'GMNN', 'GNA11', 'GNAQ', 'GNAS', 'GNL3', 'GOLPH3', 'GP5', 'GSPT1', 'GSTP1', 'H2AFX', 'H2AFZ', 'H3F3A', 'H3F3B', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HDAC9', 'HELLS', 'HGF', 'HHEX', 'HIC1', 'HIF1A', 'HIST1H2BA', 'HIST1H4A', 'HIST1H4B', 'HIST1H4C', 'HIST1H4D', 'HIST1H4E', 'HIST1H4F', 'HIST1H4H', 'HIST1H4I', 'HIST1H4J', 'HIST1H4K', 'HIST1H4L', 'HIST2H2AA3', 'HIST2H2AC', 'HIST2H4A', 'HIST4H4', 'HLTF', 'HMGA2', 'HNF4A', 'HNRNPD', 'HOPX', 'HOXA9', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPA4', 'HSPA9', 'HUWE1', 'ID1', 'IDH1', 'IDH2', 'IGF1R', 'IGF1', 'IGF2BP2', 'IGF2R', 'IGF2', 'IGFBP3', 'IKBKB', 'IKZF1', 'IL10', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ING1', 'ING4', 'INS', 'IQSEC1', 'IRS1', 'ISOC2', 'ITGAM', 'JAK1', 'JAK2', 'JAK3', 'JAZF1', 'JUNB', 'JUN', 'KAT2B', 'KAT5', 'KCNJ11', 'KCNQ1', 'KDM1A', 'KDM2B', 'KDM6A', 'KDM6B', 'KDR', 'KEAP1', 'KIAA1549', 'KIT', 'KLF4', 'KRAS', 'KRT19', 'KRT20', 'KRT5', 'KRT7', 'LATS2', 'LOX', 'LRRK2', 'MACROD2', 'MAF', 'MAP2K1', 'MAP2K4', 'MAP2K6', 'MAP2K7', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MAPK9', 'MAX', 'MC1R', 'MCL1', 'MCM10', 'MCM2', 'MCM5', 'MCM7', 'MDM2', 'MDM4', 'MEN1', 'MEOX1', 'MEOX2', 'MET', 'MGMT', 'MITF', 'MKRN1', 'MLANA', 'MLH1', 'KMT2D', 'KMT2C', 'KMT2B', 'MLLT3', 'MME', 'MMP2', 'MMP7', 'MMP9', 'MOV10', 'MRAS', 'MSH2', 'MSH6', 'MTA1', 'MTAP', 'MTHFR', 'MTNR1B', 'MTOR', 'MUC1', 'MYBL2', 'MYCL', 'MYCN', 'MYC', 'MYOD1', 'KAT6A', 'NANOG', 'NCAM1', 'NCL', 'NCOR1', 'NES', 'NEUROG1', 'NF1', 'NF2', 'NFATC1', 'NFE2L2', 'NKX2-1', 'NME1', 'NOTCH1', 'NOTCH2', 'NPM1', 'NRAS', 'NSUN2', 'ORC4', 'ORC5', 'OSBP2', 'P2RY8', 'PA2G4', 'PALB2', 'PARP1', 'PAX3', 'PAX5', 'PAX8', 'PBRM1', 'PCGF2', 'PDGFB', 'PDGFRA', 'PDGFRB', 'PEX19', 'PGR', 'PHLDB1', 'PI3', 'PIAS2', 'PIGF', 'PIK3CA', 'PIK3R1', 'PIP4K2A', 'PLEKHA3', 'PLEKHA8', 'PLEK', 'PLK1', 'PMAIP1', 'PML', 'PMS2', 'POTEF', 'POU5F1', 'PPARA', 'PPARG', 'PPM1D', 'PPP1R9B', 'PPP3CA', 'PRDM2', 'PRMT6', 'PROM1', 'PRSS1', 'PSMC3', 'PSMD10', 'PSME3', 'PTCH1', 'PTEN', 'PTER', 'PTF1A', 'PTGS2', 'PTPN11', 'PTPRC', 'PTPRD', 'PXN', 'RAB11A', 'RAB5A', 'RABEP1', 'RABGEF1', 'RAC2', 'RAD51', 'RAF1', 'RAP2B', 'RARB', 'RASSF1', 'RASSF2', 'RB1', 'RBL1', 'RBL2', 'RCC1', 'RELA', 'RELB', 'REL', 'RET', 'RHOA', 'DROSHA', 'RNF2', 'RNF43', 'ROS1', 'RPL11', 'RPRM', 'RPS27A', 'RPS6KB1', 'RRAS2', 'RRAS', 'RTEL1', 'RUNX2', 'RUNX3', 'SDHC', 'SENP1', 'SENP3', 'SERPINE1', 'SERTAD1', 'SETD2', 'SFN', 'SFRP1', 'SFRP2', 'SHH', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT4', 'SIRT5', 'SIRT6', 'SIRT7', 'SIVA1', 'SIX2', 'SKP2', 'SLC30A8', 'SMAD2', 'SMAD3', 'SMAD4', 'SMARCA4', 'SMARCB1', 'SMUG1', 'SNAI1', 'SNAI2', 'SNCA', 'SOCS1', 'SOX2', 'SP1', 'SPEN', 'SRC', 'STAT1', 'STAT3', 'STK11', 'STK25', 'STK33', 'STMN1', 'SUB1', 'SUMO1', 'SUMO2', 'SUMO3', 'SUV39H1', 'SUZ12', 'SYNE1', 'SYP', 'TBL1XR1', 'TBRG1', 'TBX2', 'TBX3', 'TCF7L2', 'TCHP', 'TERT', 'TET2', 'TFDP1', 'TFPI2', 'TGFBR2', 'THADA', 'THBS1', 'TIMP3', 'TMCO1', 'TMEM115', 'TNFRSF10B', 'TNFSF11', 'TNF', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOP1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TP73', 'TRADD', 'TRIM28', 'TRIP12', 'PRSS58', 'TSC2', 'TSPAN8', 'TTF1', 'TWIST1', 'TWSG1', 'TYR', 'UBA52', 'UBB', 'UBC', 'UBE2A', 'UBE2I', 'UBE3A', 'UCHL1', 'USP7', 'UTF1', 'VEGFA', 'VHL', 'WDTC1', 'WEE1', 'WFS1', 'WHSC1', 'WIF1', 'WRN', 'WT1', 'WWOX', 'XRCC1', 'YY1', 'ZBTB17', 'ZBTB7A', 'ZEB1', 'ZFP91', 'ZNF148', 'ZNF217', 'ZNF227', 'ZNF410', 'ZNF420', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06343046233027927
		RMSE:  0.6950010485750925
		NRMSE:  0.15711564339891315
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10006794882547432
		RMSE:  0.6614783461565592
		NRMSE:  0.1993004959796804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6739550183850767
		NRMSE:  0.1523578655781794
		MAPE:  281.71125082022354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0022276354551518107
		RMSE:  0.6313774446715202
		NRMSE:  0.19023122768048215
		MAPE:  197.14658329930893

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  5.991530439532569e-15
		NRMSE:  1.3544773232807885e-15
		MAPE:  8.698535217560253e-12
		Pearson Correlation:  0.13008060916260422
		Spearman Correlation:  0.14508659708973928
		Coefficient of Determination:  -7.230603833922434
		RMSE:  1.809346419247516
		NRMSE:  0.5451480624427586
		MAPE:  646.8277902561076

	Predictor:  ElasticNet
		Pearson Correlation:  0.4922571242451761
		Spearman Correlation:  0.35441668821009636
		Coefficient of Determination:  0.15403477001243515
		RMSE:  0.6198793489416201
		NRMSE:  0.1401332313646705
		MAPE:  235.63277635528362
		Pearson Correlation:  0.4767637572931126
		Spearman Correlation:  0.2938515442835946
		Coefficient of Determination:  0.14490690834553022
		RMSE:  0.5831933659437735
		NRMSE:  0.17571357816925987
		MAPE:  134.00764357609737

	Predictor:  RandomForests
		Pearson Correlation:  0.6873680498249779
		Spearman Correlation:  0.6297196272054022
		Coefficient of Determination:  0.4621442326374321
		RMSE:  0.4942695162171567
		NRMSE:  0.11173720271666251
		MAPE:  178.0013051338801
		Pearson Correlation:  0.6006430571555817
		Spearman Correlation:  0.5016203464141189
		Coefficient of Determination:  0.34018642908131047
		RMSE:  0.5122907309142629
		NRMSE:  0.15435092826582192
		MAPE:  134.0557593536924

Protein:  TP53
Protein Interaction Partners Count:  1000
x_train_column_count:  991
x_train columns:  ['ABCB1', 'ABCC1', 'ABL1', 'ACTB', 'ACTL6A', 'ADAM17', 'AFP', 'AGT', 'AICDA', 'AIFM2', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALK', 'ANKRD2', 'ANXA1', 'ANXA2', 'ANXA5', 'APAF1', 'APBB1', 'APC', 'APEX1', 'APOBEC3B', 'APP', 'ARID1A', 'ARID3A', 'AR', 'ASF1A', 'ASXL1', 'ATF2', 'ATF3', 'ATG7', 'ATM', 'ATN1', 'ATRIP', 'ATRX', 'ATR', 'ATXN3', 'AURKA', 'AURKB', 'AXIN1', 'AXL', 'BACE1', 'BAG1', 'BAG2', 'BAIAP2L1', 'BAK1', 'BANP', 'BARD1', 'BAX', 'BBC3', 'BCL2A1', 'BCL2L11', 'BCL2L12', 'BCL2L14', 'BCL2L1', 'BCL2L2', 'BCL2', 'BCL6', 'BCR', 'BDNF', 'BECN1', 'BID', 'BIRC3', 'BIRC5', 'BIRC6', 'BLM', 'BMF', 'BMI1', 'BMX', 'BNIP3L', 'BNIP3', 'BRCA1', 'BRCA2', 'BRCC3', 'BRD1', 'BRD4', 'BRD7', 'BRE', 'BRIP1', 'BRPF1', 'BRPF3', 'BTG2', 'BTK', 'BUB1B', 'BUB1', 'RHNO1', 'RGCC', 'RMI2', 'CNOT11', 'SETD9', 'CA9', 'CABIN1', 'CABLES1', 'CAPN1', 'CARM1', 'CASP10', 'CASP1', 'CASP2', 'CASP3', 'CASP6', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBX2', 'CBX4', 'CBX6', 'CBX8', 'CCDC106', 'CCL2', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNG2', 'CCNH', 'CCNK', 'CCT2', 'CCT3', 'CCT4', 'CCT5', 'CCT6A', 'CCT6B', 'CCT7', 'CCT8', 'CD24', 'CD274', 'CD34', 'CD40LG', 'CD40', 'CD44', 'CD82', 'CDC20', 'CDC25A', 'CDC25C', 'CDH17', 'CDH1', 'CDK12', 'CDK13', 'CDK1', 'CDK2', 'CDK4', 'CDK5R1', 'CDK5', 'CDK6', 'CDK7', 'CDK8', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CEACAM5', 'CEBPB', 'CENPJ', 'CFL1', 'CFLAR', 'CHD3', 'CHD4', 'CHD8', 'CHEK1', 'CHEK2', 'CHUK', 'CISH', 'CITED2', 'CLSPN', 'CLU', 'CNOT10', 'CNOT1', 'CNOT2', 'CNOT3', 'CNOT4', 'CNOT6L', 'CNOT6', 'CNOT7', 'CNOT8', 'COPS5', 'CREB1', 'CREBBP', 'CRYAB', 'CSNK1A1', 'CSNK1D', 'CSNK1E', 'CSNK1G1', 'CSNK1G2', 'CSNK1G3', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTBP1', 'CTCF', 'CTGF', 'CTNNB1', 'CUL4A', 'CUL7', 'CUL9', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP1A1', 'DACH1', 'DAPK1', 'DAP', 'DAXX', 'DDB1', 'DDB2', 'DDIT4', 'DDX17', 'DDX3X', 'DDX5', 'DECR1', 'DGCR8', 'DHCR24', 'DHFR', 'DIABLO', 'DICER1', 'DKK1', 'DMTF1', 'DNA2', 'DNAJA3', 'DNAJB1', 'DNMT1', 'DNMT3A', 'DNTT', 'DPYD', 'DRAM1', 'DTL', 'DUSP1', 'DUSP2', 'DYRK1A', 'DYRK2', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F7', 'E2F8', 'E4F1', 'EED', 'EEF1A1', 'EEF1A2', 'EGFR', 'EGF', 'EGR1', 'EHMT1', 'EHMT2', 'EI24', 'EIF2AK2', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF4EBP1', 'ELANE', 'ELAVL1', 'ELL3', 'ELL', 'EP300', 'EP400', 'EPCAM', 'EPHA2', 'EPHA3', 'EPHB2', 'ERBB2', 'ERBB4', 'ERCC1', 'ERCC2', 'ERCC3', 'ERCC6', 'ESR1', 'ETS1', 'ETS2', 'EWSR1', 'EXO1', 'EZH2', 'F2', 'FADD', 'AMER1', 'FAM175B', 'FANCC', 'FANCD2', 'FASLG', 'FAS', 'FBL', 'FBXO11', 'FBXO4', 'FBXW7', 'FGF1', 'FGF2', 'FGFR3', 'FHIT', 'FHL2', 'FLT3', 'FN1', 'FOSL1', 'FOS', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FSCN1', 'FUT4', 'FZR1', 'G3BP1', 'G6PD', 'GADD45A', 'GADD45B', 'GADD45G', 'GAPDH', 'GATAD2A', 'GATAD2B', 'GDF15', 'GFI1', 'GLS2', 'GLTSCR2', 'GNL3', 'GRAMD4', 'GRB10', 'GRB14', 'GSK3B', 'GSTP1', 'GTF2H1', 'GTSE1', 'H1F0', 'H2AFX', 'HAMP', 'HCK', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC5', 'HDAC7', 'HDAC8', 'HDAC9', 'HERC5', 'HIC1', 'HIF1A', 'HIPK1', 'HIPK2', 'HIPK3', 'HIPK4', 'HIRA', 'HIST1H1A', 'HIST1H1B', 'HIST1H1C', 'HIST1H1D', 'HIST1H1E', 'HK2', 'HMGA1', 'HMGA2', 'HMGB1', 'HMGB2', 'HMMR', 'HMOX1', 'HNF4A', 'HNRNPK', 'HNRNPL', 'HOXA5', 'HPGDS', 'HRAS', 'HSF1', 'HSP90AA1', 'HSP90AB1', 'HSP90B1', 'HSPA1A', 'HSPA1B', 'HSPA1L', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPA9', 'HSPB1', 'HSPB2', 'HTT', 'HUS1', 'HUWE1', 'ICAM1', 'ID2', 'ID4', 'IDH1', 'IDH2', 'IFI16', 'IFNAR1', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IGFBP7', 'IKBKB', 'IL17A', 'IL4', 'IL6', 'CXCL8', 'ING1', 'ING2', 'ING3', 'ING4', 'ING5', 'INSIG1', 'INS', 'IRF1', 'ISG15', 'ITPKB', 'JAG1', 'JAK2', 'JMY', 'JUN', 'KAT2A', 'KAT2B', 'KAT5', 'KDM1A', 'KDM6A', 'KDM6B', 'KDR', 'KHDRBS1', 'CCAR2', 'KIT', 'KLF2', 'KLF4', 'KLF5', 'KLF6', 'KLK3', 'KPNA2', 'KRAS', 'KRT14', 'KRT17', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'L3MBTL1', 'LAMA4', 'LEP', 'LGALS7B', 'LGALS7', 'LIF', 'LIG4', 'LIN28A', 'PIDD1', 'LRRK2', 'LYN', 'MAF1', 'MAF', 'MAGEA2', 'MAP1LC3B', 'MAP2K1', 'MAP2K3', 'MAP2K7', 'MAP3K1', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MAPK9', 'MAPKAPK5', 'MBD3', 'MCL1', 'MCM7', 'MDC1', 'MDH1', 'MDM2', 'MDM4', 'MEAF6', 'MECOM', 'MELK', 'MET', 'MGMT', 'MIF', 'MKI67', 'MKRN1', 'MLH1', 'KMT2D', 'KMT2C', 'MMP13', 'MMP1', 'MMP2', 'MMP9', 'MOV10', 'MRE11A', 'MSH2', 'MSH6', 'MSX1', 'MT1A', 'MT2A', 'MTA1', 'MTA2', 'MTA3', 'MTOR', 'MUC1', 'MUTYH', 'MYBBP1A', 'MYB', 'MYCN', 'MYC', 'MYOCD', 'KAT8', 'KAT6A', 'NANOG', 'NBN', 'NCL', 'NCOA3', 'NCOR1', 'NCOR2', 'NDN', 'NDRG1', 'NEDD8', 'NES', 'NEUROD1', 'NF1', 'NF2', 'NFE2L2', 'NFKB1', 'NFKB2', 'NFKBIA', 'NFKBIB', 'NFYA', 'NFYB', 'NFYC', 'NGFR', 'NKX2-1', 'NLK', 'NLRC4', 'NME1', 'NOC2L', 'NOS3', 'NOTCH1', 'NOTCH3', 'NOTCH4', 'NOX4', 'NPM1', 'NQO1', 'NR1I2', 'NR2E1', 'NR3C1', 'NR4A1', 'NR4A2', 'NRAS', 'NUAK1', 'NUMB', 'NUPR1', 'OGG1', 'OLIG2', 'OPN1SW', 'OSGIN1', 'OTUB1', 'OTUB2', 'OTUD5', 'PADI4', 'PALB2', 'PARK2', 'PARK7', 'PARP1', 'PATZ1', 'PAX2', 'PAX3', 'PAX8', 'PBK', 'PBRM1', 'PCBP4', 'PCNA', 'PDCD4', 'PDCD5', 'PDGFRA', 'PDGFRB', 'PDLIM7', 'PER2', 'PERP', 'PGR', 'PHB', 'PHC1', 'PHC2', 'PHC3', 'PHF20', 'PHGDH', 'PI3', 'PIAS1', 'PIAS2', 'PIAS4', 'PIK3CA', 'PIN1', 'PKM', 'PLAGL1', 'PLAU', 'PLK1', 'PLK2', 'PLK3', 'PLK4', 'PMAIP1', 'PML', 'PMS2', 'POLI', 'POLK', 'POU4F1', 'POU4F2', 'POU5F1', 'PPARGC1A', 'PPARG', 'PPIF', 'PPM1D', 'PPP1R13B', 'PPP1R13L', 'PPP1R15A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R4', 'PPP2R5C', 'PRDM1', 'PRDM2', 'PRDX1', 'PRELID1', 'PRIMA1', 'PRKAA1', 'PRKAA2', 'PRKAB1', 'PRKAB2', 'PRKAG1', 'PRKAG2', 'PRKAG3', 'PRKCA', 'PRKCD', 'PRKCZ', 'PRKD1', 'PRKDC', 'PRKG1', 'PRMT1', 'PRMT5', 'PROM1', 'PSEN1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTBP1', 'PTCH1', 'PTEN', 'PTGS2', 'PTK2', 'PTTG1', 'RABGGTA', 'RABGGTB', 'RAD17', 'RAD1', 'RAD50', 'RAD51', 'RAD9A', 'RAD9B', 'RASSF1', 'RB1CC1', 'RB1', 'RBBP4', 'RBBP6', 'RBBP7', 'RBBP8', 'RBL1', 'RBL2', 'RBM38', 'RBPJ', 'RCHY1', 'RCOR1', 'RECQL4', 'RELA', 'REM1', 'REST', 'RET', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RFFL', 'RFWD2', 'RING1', 'RMI1', 'DROSHA', 'RNF20', 'RNF2', 'RNF34', 'RNF43', 'ROCK1', 'RPA1', 'RPA2', 'RPA3', 'RPL11', 'RPL22', 'RPL26', 'RPL5', 'RPRM', 'RPS14', 'RPS19', 'RPS27A', 'RPS27L', 'RPS3', 'RPS6KB1', 'RQCD1', 'RRAD', 'RRM2B', 'RRM2', 'RUNX2', 'RUNX3', 'S100A2', 'S100A4', 'S100A6', 'S100B', 'SALL4', 'SCO2', 'SDHC', 'SENP1', 'SENP3', 'SERPINB5', 'SERPINE1', 'SESN1', 'SESN2', 'SESN3', 'SETD2', 'SETD7', 'SETD8', 'SETDB1', 'SFN', 'SRSF1', 'SGK1', 'SHFM1', 'SHH', 'SHISA5', 'SIK1', 'SIN3A', 'SIN3B', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT4', 'SIRT5', 'SIRT6', 'SIRT7', 'SIVA1', 'SKP2', 'SLC2A14', 'SLC2A1', 'SLC2A2', 'SLC2A3', 'SLC6A6', 'SLMO1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMARCD1', 'SMG1', 'SMG7', 'SMYD2', 'SNAI1', 'SNAI2', 'SOCS1', 'SOCS3', 'SOD2', 'SORT1', 'SOX2', 'SOX4', 'SP100', 'SP1', 'SP3', 'SP7', 'SPATA18', 'SPP1', 'SQSTM1', 'SRC', 'SREBF1', 'SREBF2', 'SSRP1', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'STEAP3', 'STK11', 'STMN1', 'STUB1', 'SUB1', 'SUMO1', 'SUMO2', 'SUMO3', 'SUMO4', 'SUPT16H', 'SUV39H1', 'SUZ12', 'SYK', 'SYP', 'TADA3', 'TAF10', 'TAF11', 'TAF12', 'TAF13', 'TAF15', 'TAF1L', 'TAF1', 'TAF2', 'TAF3', 'TAF4B', 'TAF4', 'TAF5', 'TAF6', 'TAF7L', 'TAF7', 'TAF9B', 'TBPL1', 'TBPL2', 'TBP', 'TCHP', 'TCP1', 'TDG', 'TERT', 'TET2', 'TFAM', 'TFAP2A', 'TFAP2C', 'TFDP1', 'TFF1', 'TGFB1', 'TGM2', 'THBS1', 'TIMP3', 'TLR3', 'TLR9', 'TMEM219', 'TNFAIP3', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF10C', 'TNFRSF10D', 'TNF', 'TNK2', 'TNKS1BP1', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOE1', 'TOP1', 'TOP2A', 'TOP3A', 'TOPBP1', 'TOPORS', 'TP53AIP1', 'TP53BP1', 'TP53BP2', 'TP53I3', 'TP53INP1', 'TP53RK', 'TP63', 'TP73', 'TPT1', 'TPX2', 'TRAF6', 'TRIAP1', 'TRIM24', 'TRIM28', 'TRIM29', 'TRIM32', 'TRIM59', 'TRIM8', 'TRRAP', 'TSC2', 'TTC5', 'TTK', 'TWIST1', 'TWIST2', 'TXN', 'TYMS', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2A', 'UBE2D1', 'UBE2E1', 'UBE2I', 'UBE2K', 'UBE2N', 'UBE2Q1', 'UBE2S', 'UBE3A', 'UBN1', 'UCHL1', 'UHRF1', 'USF1', 'USP10', 'USP15', 'USP24', 'USP3', 'USP42', 'USP7', 'UTP14A', 'VEGFA', 'VHL', 'VPRBP', 'VRK1', 'WDTC1', 'WEE1', 'WRN', 'WT1', 'WWOX', 'XAF1', 'XIAP', 'XPA', 'XPO1', 'XRCC1', 'XRCC5', 'XRCC6', 'YBX1', 'YWHAB', 'YWHAE', 'YWHAG', 'YWHAH', 'YWHAQ', 'YWHAZ', 'YY1', 'YY2', 'ZBTB33', 'ZBTB7A', 'ZEB1', 'ZEB2', 'ZKSCAN4', 'ZNF148', 'ZNF274', 'ZNF385A', 'ZNF420', 'ZNF668', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04782361373877353
		RMSE:  0.460756629216985
		NRMSE:  0.11073218678610552
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07696826201632412
		RMSE:  0.4481222561682025
		NRMSE:  0.1422068596624151
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4501191620264231
		NRMSE:  0.10817571786263473
		MAPE:  418.8529054417374
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002447694094247499
		RMSE:  0.4323405014905614
		NRMSE:  0.13719868668778923
		MAPE:  185.65040333639752

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  2.276580678481329e-15
		NRMSE:  5.471234507285098e-16
		MAPE:  4.55727906265053e-12
		Pearson Correlation:  0.35156662428335905
		Spearman Correlation:  0.32935323383084586
		Coefficient of Determination:  -1.0546272360489084
		RMSE:  0.6189585718565752
		NRMSE:  0.19641995806568138
		MAPE:  556.0574754348067

	Predictor:  ElasticNet
		Pearson Correlation:  0.4543522999912945
		Spearman Correlation:  0.4628063499299909
		Coefficient of Determination:  0.16368812118870302
		RMSE:  0.4116343745254434
		NRMSE:  0.0989267903209429
		MAPE:  637.9902185241398
		Pearson Correlation:  0.43976449689515823
		Spearman Correlation:  0.38676043342186317
		Coefficient of Determination:  0.1564048927410594
		RMSE:  0.39660856379234655
		NRMSE:  0.12585953407982564
		MAPE:  190.42561388568348

	Predictor:  RandomForests
		Pearson Correlation:  0.662956796174116
		Spearman Correlation:  0.5906003485941796
		Coefficient of Determination:  0.36976787832351343
		RMSE:  0.35733682059310323
		NRMSE:  0.08587763051985178
		MAPE:  704.1431686987754
		Pearson Correlation:  0.5662325870207273
		Spearman Correlation:  0.4523373109390392
		Coefficient of Determination:  0.2646481304992504
		RMSE:  0.3702905781747266
		NRMSE:  0.11750779962386601
		MAPE:  215.6468964503368

Protein:  CTNNB1
Protein Interaction Partners Count:  992
x_train_column_count:  984
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACAN', 'ACP1', 'ACTA1', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTN1', 'ACTN4', 'ACVR1B', 'ACVR1', 'ADAM10', 'ADCY7', 'ADIPOQ', 'AES', 'AFP', 'AHI1', 'AHR', 'AHSA1', 'AJAP1', 'AK9', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDH1A1', 'ALK', 'ALPL', 'AMHR2', 'AMH', 'ANXA5', 'AP1M1', 'APC2', 'APCS', 'APC', 'APH1A', 'APH1B', 'AQP1', 'ARHGAP10', 'ARHGAP21', 'ARHGAP32', 'ARHGEF4', 'ARID1A', 'ARID2', 'ARMC7', 'ARMC8', 'ARVCF', 'ARX', 'AR', 'ASCL1', 'ASF1A', 'ASH2L', 'ASIP', 'ATF4', 'ATM', 'AURKA', 'AXIN1', 'AXIN2', 'BAG3', 'BCAR1', 'BCL2L1', 'BCL3', 'BCL6', 'BCL9L', 'BCL9', 'BDNF', 'BGLAP', 'BIRC5', 'BMI1', 'BMP2', 'BMP4', 'BMP7', 'BMPR1A', 'BMPR1B', 'BNIP2', 'BRAF', 'BRCA1', 'BRCA2', 'BRMS1L', 'BTRC', 'HILPDA', 'AK8', 'CA2', 'CA9', 'CABLES1', 'CACYBP', 'CALM1', 'CALM3', 'CARM1', 'CASP3', 'CASP8', 'CASP9', 'CAV1', 'CBLL1', 'CBL', 'CBY1', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCNE1', 'CD24', 'CD34', 'CD40', 'CD44', 'CDC27', 'CDC42', 'CDC73', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH16', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH26', 'CDH2', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDHR5', 'CDK12', 'CDK1', 'CDK2', 'CDK4', 'CDK5R1', 'CDK5', 'CDK6', 'CDK8', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDON', 'CDX1', 'CDX2', 'CEBPA', 'CHD8', 'CHRD', 'CHUK', 'CITED1', 'CKAP5', 'CLCA1', 'CLDN3', 'CLDN5', 'COL1A1', 'COPS3', 'COPS5', 'COPS6', 'CREB1', 'CREBBP', 'CRKL', 'CRK', 'CRP', 'CRYAB', 'CSNK1A1L', 'CSNK1A1', 'CSNK1D', 'CSNK1E', 'CSNK2A3', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTBP1', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNAL1', 'CTNNBIP1', 'CTNND1', 'CTNND2', 'CTTN', 'CUL1', 'CUL4A', 'CUL4B', 'CXCR4', 'CXXC4', 'DAB2', 'DACT1', 'DACT2', 'DACT3', 'DCT', 'DCX', 'DDB1', 'DDX39A', 'DDX3X', 'DDX5', 'DHODH', 'DHX9', 'DKK1', 'DKK2', 'DKK3', 'DKK4', 'DLG1', 'DLG2', 'DLG4', 'DLG5', 'DLGAP1', 'DLL4', 'DLX1', 'DNM2', 'DNMT1', 'DPYD', 'DSC1', 'DSC2', 'DSC3', 'DSG1', 'DSG2', 'DSG3', 'DSG4', 'DSP', 'DUSP6', 'DVL1', 'DVL2', 'DVL3', 'E2F3', 'ECM1', 'EFNA1', 'EGFR', 'EGF', 'EGR1', 'ELAVL1', 'EMD', 'ENAH', 'EP300', 'EP400', 'EPCAM', 'EPHA2', 'EPHB2', 'EPHB3', 'ERBB2IP', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ETS1', 'ETV4', 'EXOC3', 'EXOC4', 'EYA4', 'EZH2', 'EZR', 'F2RL2', 'FAF1', 'AMER1', 'FANCA', 'FASLG', 'FAS', 'FAT1', 'FAT4', 'FBXW11', 'FBXW7', 'FERMT2', 'FER', 'FGF10', 'FGF13', 'FGF2', 'FGF3', 'FGF4', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FHL2', 'FLG', 'FLOT1', 'FLOT2', 'FLT1', 'FLT3', 'FMN1', 'FMR1', 'FN1', 'FOS', 'FOXA1', 'FOXA2', 'FOXC2', 'FOXG1', 'FOXL1', 'FOXL2', 'FOXM1', 'FOXN3', 'FOXO1', 'FOXO3', 'FOXO4', 'FOXP1', 'FRAT1', 'FRAT2', 'FRZB', 'FSCN1', 'FSTL1', 'FSTL3', 'FURIN', 'FUS', 'FXR1', 'FYN', 'FZD10', 'FZD1', 'FZD2', 'FZD3', 'FZD4', 'FZD5', 'FZD6', 'FZD7', 'FZD8', 'FZD9', 'GAPDH', 'GATA2', 'GATA4', 'GCG', 'GDF2', 'GDNF', 'GFRA1', 'GJA1', 'GLI1', 'GLI2', 'GLI3', 'GLIS2', 'GLUL', 'GNA11', 'GNA12', 'GNA13', 'GNAQ', 'GNAS', 'GPC3', 'GRIA2', 'GRIP1', 'GSK3A', 'GSK3B', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HAS2', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HDAC7', 'HERC5', 'HES7', 'HGF', 'HGS', 'HHEX', 'HIC1', 'HIF1A', 'HINT1', 'HIPK2', 'HIST1H1C', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2AC', 'HIST2H2BE', 'HIST3H3', 'HMGB1', 'HNF1A', 'HNF4A', 'HNRNPA1', 'HNRNPA2B1', 'HNRNPK', 'HNRNPM', 'HOXA10', 'HOXB4', 'HPGD', 'HRAS', 'HSP90AB1', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB3', 'HSPD1', 'HTRA1', 'HTT', 'HUWE1', 'IBSP', 'IDH1', 'IDH2', 'IFNB1', 'IFRD1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP4', 'IHH', 'IKBKB', 'IL6', 'CXCL8', 'ILK', 'INS', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'IRF3', 'ISG15', 'ISL1', 'ITGAE', 'ITGB1', 'ITGB7', 'ITK', 'ITPKB', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'AJUBA', 'JUN', 'JUP', 'KANK1', 'KAT2A', 'KAT2B', 'KAT5', 'KCNN1', 'KCTD1', 'KDM1A', 'KDR', 'KIF18B', 'KIF3A', 'KIF5B', 'KIFC3', 'KIT', 'KLF2', 'KLF4', 'KLF5', 'KRAS', 'KREMEN1', 'KRIT1', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'LATS2', 'LDB1', 'LDHB', 'LDLR', 'LEF1', 'LEO1', 'LGR4', 'LGR5', 'LGR6', 'LHCGR', 'LHX8', 'LIF', 'LIMA1', 'LMNA', 'LMNB1', 'LOX', 'LRP4', 'LRP5L', 'LRP5', 'LRP6', 'LRRFIP1', 'LRRK2', 'LZTFL1', 'MACF1', 'MAGI1', 'MAGI2', 'MAGI3', 'MAP1LC3B', 'MAP2K1', 'MAP2K2', 'MAP2K6', 'MAP2K7', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8IP1', 'MAPK8', 'MAPK9', 'MDFIC', 'MDFI', 'MDK', 'MDM2', 'MED12', 'MED1', 'MEF2A', 'MEF2C', 'MEF2D', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MGMT', 'MITF', 'MKI67', 'MLH1', 'KMT2D', 'MLLT10', 'MLLT11', 'MLLT4', 'MLLT6', 'KMT2A', 'MME', 'MMP13', 'MMP14', 'MMP15', 'MMP17', 'MMP25', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MRAP', 'MSH2', 'MSH6', 'MSN', 'MSX1', 'MSX2', 'MTDH', 'MTOR', 'MUC13', 'MUC1', 'MUTYH', 'MYCN', 'MYC', 'MYF5', 'MYO1D', 'MYO6', 'MYO7A', 'MYOD1', 'MYOG', 'NANOG', 'NCAM1', 'NCCRP1', 'NCOA2', 'NCSTN', 'NDP', 'NDRG2', 'NEDD9', 'NEK2', 'NES', 'NEURL2', 'NF1', 'NF2', 'NFAT5', 'NFKB1', 'NIT1', 'NKD1', 'NKX2-5', 'NLK', 'NME1', 'NOG', 'NONO', 'NOS3', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NPM1', 'NR0B1', 'NR4A1', 'NR4A2', 'NR5A1', 'NR5A2', 'NRAS', 'NRIP1', 'NTRK1', 'NTRK2', 'NTRK3', 'NUDT5', 'NUMB', 'NUP153', 'NUTF2', 'OTX2', 'PAK1', 'PAK2', 'PAK3', 'PANK4', 'PARD3', 'PARD6A', 'PARK2', 'PARP1', 'PAX3', 'PAX6', 'PAX7', 'PAX8', 'PDGFRA', 'PDGFRB', 'PECAM1', 'PGK1', 'PGR', 'PHB', 'JADE1', 'PI3', 'PICK1', 'PIK3CA', 'PIK3R1', 'PIK3R2', 'PIN1', 'PIP5K1A', 'PIP5K1C', 'PITX2', 'PKD1', 'PKM', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PLAG1', 'PLEKHA7', 'PLK1', 'PML', 'PMS2', 'POLE', 'PORCN', 'POTEF', 'POU5F1', 'PPARD', 'PPARG', 'PPM1A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R2B', 'PPP2R5A', 'PPP2R5B', 'PPP2R5C', 'PPP2R5D', 'PPP2R5E', 'PRKACA', 'PRKACB', 'PRKACG', 'PRKAR1A', 'PRKCA', 'PRKCG', 'PRKCI', 'PRKCZ', 'PRKD1', 'PRL', 'PRMT1', 'PROC', 'PROM1', 'PROP1', 'PSEN1', 'PSEN2', 'PSENEN', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTEN', 'PTGES3', 'PTGS2', 'PTH1R', 'PTH', 'PTK2', 'PTK7', 'PTMA', 'PTN', 'PTPN11', 'PTPN13', 'PTPN1', 'PTPN6', 'PTPRB', 'PTPRC', 'PTPRF', 'PTPRG', 'PTPRJ', 'PTPRK', 'PTPRM', 'PTPRU', 'PTPRZ1', 'PVRL1', 'PVRL2', 'PXN', 'PYGO1', 'PYGO2', 'RAB5A', 'RAB7A', 'RAB8B', 'RAC1', 'RAC2', 'RALGDS', 'RANBP3', 'RAP1A', 'RAP1B', 'RAPGEF1', 'RAPGEF2', 'RAPGEF6', 'RAPSN', 'RARA', 'RARB', 'RARG', 'RARS', 'RASSF1', 'RB1CC1', 'RB1', 'RBBP5', 'RBMX', 'RBPJ', 'RBX1', 'RELA', 'REM1', 'RET', 'RHOA', 'RIPK2', 'RNF220', 'RNF43', 'ROBO1', 'ROCK1', 'ROCK2', 'ROR2', 'RPRD1A', 'RPS27A', 'RPSA', 'RSPO1', 'RSPO2', 'RSPO3', 'RSPO4', 'RUNX2', 'RUNX3', 'RUVBL1', 'RUVBL2', 'RXRA', 'RYK', 'S100A4', 'S100A6', 'SALL1', 'SALL4', 'SATB1', 'SCRIB', 'SDHC', 'SERPINE1', 'SETD2', 'SETD7', 'SFN', 'SFRP1', 'SFRP2', 'SFRP4', 'SFRP5', 'SHFM1', 'SHH', 'SIAH1', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT6', 'SKP1', 'SLC6A3', 'SLC9A3R1', 'SLCO1B3', 'SLCO2A1', 'SLIT1', 'SLK', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD5', 'SMAD7', 'SMAD9', 'SMARCA2', 'SMARCA4', 'SMARCA5', 'SMARCB1', 'SMO', 'SMURF1', 'SMYD2', 'SNAI1', 'SNAI2', 'SNX1', 'SOST', 'SOX10', 'SOX13', 'SOX17', 'SOX1', 'SOX2', 'SOX3', 'SOX4', 'SOX6', 'SOX7', 'SOX8', 'SOX9', 'SP1', 'SP7', 'SPAG9', 'SPATA13', 'SPEN', 'SPN', 'SPP1', 'SRC', 'STAT3', 'STK11', 'STRAP', 'STX4', 'SUFU', 'SUV39H1', 'SYP', 'TADA3', 'TAX1BP3', 'TAZ', 'TBL1XR1', 'TBL1X', 'TBX5', 'TBX6', 'TCF12', 'TCF3', 'TCF4', 'TCF7L1', 'TCF7L2', 'TCF7', 'TERT', 'TFAP2A', 'TFCP2', 'TFF1', 'TFF2', 'TFF3', 'TGFB1', 'TGFB2', 'TGFB3', 'TGFBR1', 'TGFBR2', 'TGM2', 'TJP1', 'TJP2', 'TLE1', 'TLE2', 'TLE3', 'TLE4', 'TNFRSF11B', 'TNFSF11', 'TNF', 'TNIK', 'TNKS2', 'TNKS', 'TNS1', 'TOB1', 'TOP2A', 'TP53', 'TRAF4', 'TRIM33', 'TRIM37', 'TRIP10', 'TRRAP', 'TSC2', 'TUBA1A', 'TWIST1', 'TYMS', 'T', 'UBA52', 'UBB', 'UBC', 'UBE2B', 'UBE2R2', 'UBE3A', 'UBR5', 'UCHL1', 'UMPS', 'UPRT', 'USP4', 'USP7', 'USP9X', 'VANGL1', 'VANGL2', 'VASP', 'VAV1', 'VAV2', 'VAV3', 'VCAM1', 'VCL', 'VDR', 'VEGFA', 'VHL', 'VIM', 'WDR64', 'WDTC1', 'WHSC1', 'WIF1', 'WISP1', 'WLS', 'WNT10A', 'WNT10B', 'WNT11', 'WNT16', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8A', 'WNT8B', 'WNT9A', 'WNT9B', 'WT1', 'WWTR1', 'XPO1', 'YAP1', 'YARS', 'YEATS4', 'YES1', 'YWHAB', 'YWHAE', 'YWHAG', 'YWHAH', 'YWHAQ', 'YWHAZ', 'ZAP70', 'ZAR1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZIC3', 'ZNRF3', 'ZYX', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6170193939500923
		RMSE:  0.9046651382507068
		NRMSE:  0.21849703851094263
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09478783275970826
		RMSE:  0.8396248247596424
		NRMSE:  0.17652527641906535
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999422040781
		Coefficient of Determination:  1.0
		RMSE:  3.310734079023135e-15
		NRMSE:  7.996169643085536e-16
		MAPE:  3.1316376034906e-12
		Pearson Correlation:  0.08305848615522472
		Spearman Correlation:  0.1447175151809873
		Coefficient of Determination:  -1.1876422143210044
		RMSE:  1.1868844425511635
		NRMSE:  0.24953419446454536
		MAPE:  821.3229983292933

	Predictor:  ElasticNet
		Pearson Correlation:  0.5178318205037364
		Spearman Correlation:  0.5014583549064654
		Coefficient of Determination:  0.14943544461488223
		RMSE:  0.6561209136251587
		NRMSE:  0.15846800155182078
		MAPE:  695.2246413009758
		Pearson Correlation:  0.3977677154658463
		Spearman Correlation:  0.30962730208606093
		Coefficient of Determination:  -0.01711698444866383
		RMSE:  0.8092929233883787
		NRMSE:  0.17014820523681326
		MAPE:  744.7478224938495

	Predictor:  RandomForests
		Pearson Correlation:  0.6461410084604152
		Spearman Correlation:  0.6459070131018553
		Coefficient of Determination:  0.40205662224684124
		RMSE:  0.5501235928851312
		NRMSE:  0.13286725748360817
		MAPE:  467.12340250751686
		Pearson Correlation:  0.6714416404568353
		Spearman Correlation:  0.47027768426040223
		Coefficient of Determination:  0.29630819114905715
		RMSE:  0.6731495154156094
		NRMSE:  0.14152500113859418
		MAPE:  610.5293619376868

Protein:  CCNE1
Protein Interaction Partners Count:  350
x_train_column_count:  347
x_train columns:  ['ABL1', 'AKT1', 'AKT2', 'AKT3', 'ALDH18A1', 'ANAPC10', 'ANAPC13', 'ANAPC1', 'ANAPC2', 'ANAPC4', 'ANAPC5', 'ANAPC7', 'ANXA5', 'ARID1A', 'AR', 'ATM', 'AURKA', 'AURKB', 'BARD1', 'BCL2L1', 'BIRC5', 'BRCA1', 'BRCA2', 'BTG2', 'BTRC', 'BUB1B', 'BUB1', 'BUB3', 'RGCC', 'MLIP', 'CABLES1', 'CALM1', 'CAPRIN1', 'CASP3', 'CASP9', 'CBX7', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCNC', 'CCND1', 'CCND2', 'CCND3', 'CCNE2', 'CCNF', 'CCNG1', 'CCNH', 'CCNK', 'CCNL2', 'CCNT1', 'CCNT2', 'CCNY', 'CCT2', 'CCT3', 'CCT4', 'CCT5', 'CCT6A', 'CCT6B', 'CCT7', 'CCT8', 'CDC16', 'CDC20', 'CDC23', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC26', 'CDC27', 'CDC45', 'CDC6', 'CDC7', 'CDCA2', 'CDCA5', 'CDCA8', 'CDH1', 'CDK12', 'CDK13', 'CDK14', 'CDK15', 'CDK16', 'CDK17', 'CDK18', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK5', 'CDK6', 'CDK7', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDT1', 'CENPA', 'CENPE', 'CHAF1A', 'CHD1L', 'CHEK1', 'CHEK2', 'CINP', 'CKS1B', 'CKS2', 'COPS5', 'CREBBP', 'CSK', 'CTNNB1', 'CUL1', 'CUL3', 'CUL4B', 'DBF4B', 'DBF4', 'DGCR8', 'DICER1', 'DTL', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'EBNA1BP2', 'ECT2', 'EGFR', 'EGF', 'ELAVL1', 'ELSPBP1', 'EP400', 'ERBB2', 'ERBB3', 'ERBB4', 'ESPL1', 'ESR1', 'EXO1', 'EZH2', 'FAM58A', 'FAM83H', 'FBXO5', 'FBXW7', 'FEN1', 'FGFR1', 'FGFR2', 'FGFR3', 'FOXM1', 'FZR1', 'GAPDH', 'GLI1', 'GMNN', 'GSK3B', 'H1F0', 'HDAC1', 'HEATR3', 'HERC5', 'HIST1H1A', 'HIST1H1B', 'HIST1H4A', 'HRAS', 'IFNAR1', 'IGF1R', 'IGF1', 'ITPKB', 'JUN', 'KIF11', 'KIF20A', 'KIF23', 'KIF2C', 'KPNA2', 'KRAS', 'LATS2', 'LIN37', 'LIN52', 'LIN54', 'LIN9', 'GMNC', 'MAD2L1', 'MAPK3', 'MATK', 'MAX', 'MCL1', 'MCM10', 'MCM2', 'MCM3', 'MCM4', 'MCM5', 'MCM6', 'MCM7', 'MCM8', 'MDM2', 'MEGF11', 'MELK', 'MKI67', 'KMT2D', 'KMT2B', 'MNAT1', 'MRE11A', 'MTOR', 'MYBL2', 'MYC', 'NBN', 'NF1', 'NFYB', 'NMI', 'NOTCH1', 'NOTCH3', 'NPAT', 'NRAS', 'ORC1', 'ORC2', 'ORC3', 'ORC4', 'ORC5', 'ORC6', 'PARK2', 'PARP1', 'PCBP4', 'PCNA', 'PIK3CA', 'PIK3R1', 'PKMYT1', 'PLK1', 'PLK4', 'POLA1', 'POLD1', 'PPP1R1C', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R4', 'PRC1', 'PRKAR1A', 'PRKAR2A', 'PRMT5', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMB10', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSMF1', 'PTEN', 'PTGDR', 'PTK6', 'PTTG1', 'RAD51', 'RAD54L', 'RB1', 'RBBP4', 'RBL1', 'RBL2', 'RBX1', 'REL', 'REM1', 'RHOA', 'RHOBTB3', 'RINT1', 'RNASE1', 'RPRD1A', 'RPS27A', 'RRM1', 'RRM2', 'RRN3', 'RSF1', 'SHFM1', 'SKP1', 'SKP2', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'ST8SIA1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STK3', 'STK4', 'TARBP1', 'TCP1', 'TERF1', 'TERT', 'TFDP1', 'TK1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TP73', 'TPX2', 'TTK', 'TUBG1', 'TYMS', 'UBA52', 'UBB', 'UBC', 'UBE2C', 'UBE2QL1', 'UBE2S', 'UHRF2', 'WEE1', 'WEE2', 'XIAP', 'YAP1', 'ZNF217', 'ZNF33A', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4688329016852353
		RMSE:  0.7931748470731899
		NRMSE:  0.19141705409976348
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.186170633384966
		RMSE:  0.8069776954058596
		NRMSE:  0.32929800677624244
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5048043460690237
		NRMSE:  0.12182453992060809
		MAPE:  103.07374645056161
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01570191691728584
		RMSE:  0.4556277343037054
		NRMSE:  0.18592497115143453
		MAPE:  142.6844229696492

	Predictor:  LinearRegression
		Pearson Correlation:  0.9588172046682857
		Spearman Correlation:  0.851582619903705
		Coefficient of Determination:  0.9193304319679054
		RMSE:  0.1433764922299906
		NRMSE:  0.03460107928421233
		MAPE:  25.56855750955154
		Pearson Correlation:  0.4615616280631038
		Spearman Correlation:  0.38212197159565586
		Coefficient of Determination:  -0.6204238359108647
		RMSE:  0.5754946986563733
		NRMSE:  0.2348382839534699
		MAPE:  168.54761910186951

	Predictor:  ElasticNet
		Pearson Correlation:  0.6791797428515427
		Spearman Correlation:  0.6059828641261454
		Coefficient of Determination:  0.37683749724808424
		RMSE:  0.39849579380969824
		NRMSE:  0.09616907445271092
		MAPE:  69.93474941115207
		Pearson Correlation:  0.6667615542930899
		Spearman Correlation:  0.5556353570493399
		Coefficient of Determination:  0.3714486637416503
		RMSE:  0.3584242563982437
		NRMSE:  0.14625979613084297
		MAPE:  97.44325868583304

	Predictor:  RandomForests
		Pearson Correlation:  0.8598922666936342
		Spearman Correlation:  0.7165518489905631
		Coefficient of Determination:  0.7342954557399095
		RMSE:  0.26020915735475864
		NRMSE:  0.06279633114239898
		MAPE:  55.39230221712956
		Pearson Correlation:  0.8385204632334841
		Spearman Correlation:  0.7085048252867513
		Coefficient of Determination:  0.6938477614257615
		RMSE:  0.2501472515840754
		NRMSE:  0.10207592082921547
		MAPE:  71.80999227462355

Protein:  CCND1
Protein Interaction Partners Count:  857
x_train_column_count:  849
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTL6B', 'AFP', 'AHR', 'AKAP12', 'AKAP8', 'AKR1B10', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDOA', 'ALK', 'ANO1', 'ANXA5', 'APAF1', 'APC', 'APEX1', 'AREG', 'ARHGEF2', 'ARID1A', 'ARID1B', 'ARID2', 'ARID4A', 'AR', 'ASIP', 'ATF2', 'ATF3', 'ATF4', 'ATM', 'ATXN1', 'AURKA', 'AURKB', 'AXIN1', 'AXIN2', 'B2M', 'BANP', 'BARX2', 'BAX', 'BCAR1', 'BCAR3', 'BCCIP', 'BCL2A1', 'BCL2L11', 'BCL2L1', 'BCL2L2', 'BCL2', 'BCL3', 'BCL6', 'BCL9', 'BECN1', 'BGLAP', 'BHLHE40', 'BIRC2', 'BIRC3', 'BIRC5', 'BMI1', 'BMP4', 'BMP6', 'BRAF', 'BRCA1', 'BRCA2', 'BRD2', 'BRD4', 'BTC', 'BTG2', 'BTRC', 'RGCC', 'COPRS', 'CA9', 'CARD11', 'CARM1', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBFB', 'CCDC62', 'CCL2', 'CCL5', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNC', 'CCND2', 'CCND3', 'CCNDBP1', 'CCNE1', 'CCNE2', 'CCNG2', 'CCNH', 'CCNK', 'CCNL1', 'CCNL2', 'CCNT1', 'CCNT2', 'CCNY', 'CD19', 'CD22', 'CD24', 'CD34', 'CD38', 'CD44', 'CD5', 'CD79A', 'CDC20', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC27', 'CDC42', 'CDC6', 'CDC73', 'CDCA7L', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDK12', 'CDK13', 'CDK14', 'CDK16', 'CDK17', 'CDK18', 'CDK1', 'CDK20', 'CDK2', 'CDK3', 'CDK4', 'CDK5', 'CDK6', 'CDK7', 'CDK8', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDT1', 'CDX2', 'CENPE', 'CEP57', 'CFLAR', 'CHEK1', 'CHEK2', 'CHKA', 'CHUK', 'CKS1B', 'CKS2', 'CLCN3', 'COL1A1', 'CR2', 'CREB1', 'CREBBP', 'CRKL', 'CRYAB', 'CSF2', 'CTBP1', 'CTGF', 'CTNNB1', 'CTNND1', 'CTTN', 'CUL1', 'CUL3', 'CUL7', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP19A1', 'CYR61', 'DACH1', 'DAXX', 'DDIT3', 'DDX53', 'DECR1', 'DHFR', 'DICER1', 'DKK1', 'DKK3', 'DLL1', 'DMTF1', 'DND1', 'DNMT1', 'DNMT3A', 'DNTT', 'DVL1', 'DVL2', 'DYRK1A', 'DYRK1B', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EDN1', 'EEF1A1', 'EGFR', 'EGF', 'EGLN2', 'EGR1', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF3I', 'EIF4A1', 'EIF4A2', 'EIF4EBP1', 'EIF4E', 'EIF4G1', 'ELAVL1', 'ELSPBP1', 'EP300', 'EPCAM', 'EPHA2', 'EPHA7', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ETS1', 'ETV4', 'EWSR1', 'EYA1', 'EZH2', 'FABP4', 'FADD', 'FAM58A', 'FAM83H', 'FASLG', 'FAT1', 'FBXO31', 'FBXO4', 'FBXW7', 'FBXW8', 'FGF13', 'FGF19', 'FGF2', 'FGF3', 'FGF4', 'FGF7', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FGFR4', 'FHIT', 'FHL2', 'FIGF', 'FLCN', 'FLNA', 'FLT1', 'FLT3', 'FN1', 'FOSL1', 'FOS', 'FOXA1', 'FOXC1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FRZB', 'FSTL3', 'FZD1', 'FZD2', 'FZD7', 'FZD9', 'FZR1', 'GADD45A', 'GAL', 'GAPDH', 'GAST', 'GATA3', 'GATA4', 'GDF15', 'GDF2', 'GGNBP2', 'GGT1', 'GIT1', 'GJA1', 'GJB1', 'GLI1', 'GLI2', 'GLI3', 'GLTSCR2', 'GNB2L1', 'GPER1', 'GRB2', 'GREB1', 'GRM4', 'GRP', 'GSK3B', 'H1F0', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HBEGF', 'HBZ', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC4', 'HEXIM1', 'HEY1', 'HGF', 'HIF1A', 'HIST1H2AA', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AH', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST1H4A', 'HIST1H4B', 'HIST1H4C', 'HIST1H4D', 'HIST1H4E', 'HIST1H4F', 'HIST1H4H', 'HIST1H4I', 'HIST1H4J', 'HIST1H4K', 'HIST1H4L', 'HIST2H2AC', 'HIST2H2BE', 'HIST2H4A', 'HIST4H4', 'HMGA2', 'HMOX1', 'HNF1A', 'HNF4A', 'HNRNPD', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB8', 'ICAM1', 'ID1', 'ID2', 'IFNAR1', 'IFNB1', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP3', 'IGFBP5', 'IHH', 'IKBKB', 'IL10', 'IL17A', 'IL2', 'IL4', 'IL6', 'IL7', 'CXCL8', 'ILK', 'INSM1', 'INS', 'IRF1', 'IRS1', 'ISG15', 'ITGB1', 'ITPKB', 'ITPKC', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JARID2', 'JUNB', 'JUND', 'JUN', 'KAT2A', 'KAT2B', 'KDM1A', 'KDM5B', 'KDR', 'KHDRBS1', 'KIF18B', 'KIN', 'KITLG', 'KIT', 'KLF13', 'KLF4', 'KLF5', 'KLF6', 'KLK3', 'KRAS', 'KRT10', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'LDB3', 'LEF1', 'LEP', 'LGALS3', 'LGR5', 'LIMK2', 'LIMS1', 'LIN28B', 'LMNA', 'LMNB1', 'LOX', 'LRP5', 'LRP6', 'LYN', 'MAFB', 'MAF', 'MAML1', 'MAML2', 'MAML3', 'MAMLD1', 'MAP2K1', 'MAP2K2', 'MAP2K4', 'MAP2K7', 'MAP3K5', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MAPK9', 'MCL1', 'MCM10', 'MCM2', 'MCM3', 'MCM5', 'MCM6', 'MCM7', 'MCM8', 'MDK', 'MDM2', 'MDM4', 'MEN1', 'MET', 'MGMT', 'MITF', 'MKI67', 'MLH1', 'MLXIPL', 'MME', 'MMP11', 'MMP14', 'MMP15', 'MMP1', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MNAT1', 'MOV10', 'MSH2', 'MST1', 'MTOR', 'MUC1', 'MYBL2', 'MYB', 'MYCN', 'MYC', 'MYEOV', 'MYF5', 'MYOD1', 'MYOG', 'NACA2', 'NADSYN1', 'NANOG', 'NCAM1', 'NCOA1', 'NCOA3', 'NCOR1', 'NES', 'NEUROD1', 'NF1', 'NF2', 'NFKB1', 'NFKB2', 'NFKBIA', 'NGF', 'NKX2-1', 'NME1-NME2', 'NME1', 'NME2', 'NMI', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTCH4', 'NPM1', 'NQO1', 'NR0B2', 'NR1H3', 'NR2E1', 'NR3C1', 'NR4A3', 'NRAS', 'NRF1', 'NUDT21', 'ODC1', 'ORAI1', 'ORAOV1', 'ORC4', 'PAK1', 'PAK4', 'PARK2', 'PARP1', 'PAX2', 'PAX5', 'PAX6', 'PBRM1', 'PBX3', 'PCNA', 'PDCD4', 'PDGFRA', 'PDGFRB', 'PDZK1', 'PECAM1', 'PELP1', 'PGR', 'PI3', 'PI4K2A', 'PIK3CA', 'PIK3R1', 'PKLR', 'PKM', 'PLAUR', 'PLAU', 'PLK1', 'PMAIP1', 'POLR2A', 'POTEF', 'POU2F1', 'POU5F1', 'PPARG', 'PPP2R4', 'PRDM5', 'PRKACA', 'PRL', 'PRMT5', 'PRNP', 'PROM1', 'PSAT1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTCHD3', 'PTEN', 'PTF1A', 'PTGS2', 'PTHLH', 'PTH', 'PTK2', 'PTK6', 'PTPN11', 'PTPRCAP', 'PTPRC', 'PXN', 'RAD51', 'RAF1', 'RALA', 'RASSF1', 'RB1', 'RBL1', 'RBL2', 'RBPJ', 'RBX1', 'RCC1', 'RELA', 'RELB', 'REL', 'REM1', 'RET', 'RHEB', 'RHOA', 'RHOC', 'RICTOR', 'RNASE1', 'DROSHA', 'RND3', 'RNMT', 'ROCK1', 'RPRD1B', 'RPS27A', 'RPS6KA1', 'RPS6KA2', 'RPS6KA3', 'RPS6KA6', 'RPS6KB1', 'RPS6', 'RPTOR', 'RREB1', 'RSF1', 'RUNX1', 'RUNX2', 'RUNX3', 'SDC1', 'SDHC', 'SENP1', 'SERPINE1', 'SFRP1', 'SFRP2', 'SFRP4', 'SFRP5', 'SHC1', 'SHFM1', 'SHH', 'SIRT1', 'SIX1', 'SIX3', 'SKP1', 'SKP2', 'SLC25A16', 'SLC25A6', 'SLC2A1', 'SLC35B2', 'SLC39A4', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'SMARCC1', 'SMARCC2', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'SMARCE1', 'SMO', 'SNAI1', 'SNAI2', 'SNCA', 'SNIP1', 'SNW1', 'SNX33', 'SOCS3', 'SOX11', 'SOX17', 'SOX2', 'SOX4', 'SOX6', 'SOX9', 'SP1', 'SPN', 'SPP1', 'SPRY1', 'SRC', 'SREBF1', 'STAT1', 'STAT3', 'STAT4', 'STAT5A', 'STAT5B', 'STAT6', 'STC2', 'STIM1', 'STK11', 'STK24', 'STMN1', 'SUFU', 'SULF2', 'SUV39H1', 'TAF1', 'TBP', 'TBX2', 'TCEAL7', 'TCF4', 'TCF7L2', 'TCF7', 'TERT', 'TET3', 'TFDP1', 'TFF1', 'TGFA', 'TGFB1', 'TGFBR2', 'THBS1', 'THRA', 'THRB', 'TIMP1', 'TIMP2', 'TIMP3', 'TJP1', 'TJP2', 'TJP3', 'TLE1', 'TLR9', 'TM4SF1', 'TMPRSS4', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF13C', 'TNFRSF8', 'TNFSF11', 'TNF', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOP2A', 'TP53', 'TP63', 'TP73', 'TRPV2', 'TSC22D3', 'TSC2', 'TWIST1', 'TXN', 'TYMS', 'UBA52', 'UBA7', 'UBB', 'UBC', 'UBE2C', 'UBTF', 'URGCP', 'USP18', 'USP2', 'USP9X', 'VCL', 'VDR', 'VEGFA', 'VEGFC', 'VIP', 'VRK1', 'WDR77', 'WDTC1', 'WEE1', 'WHSC1', 'WIF1', 'WISP1', 'WNT10A', 'WNT10B', 'WNT11', 'WNT16', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8B', 'WNT9A', 'WNT9B', 'WT1', 'XBP1', 'XIAP', 'XPO1', 'YAP1', 'YBX1', 'YY1', 'ZBTB17', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47371951525638445
		RMSE:  0.2917253166285864
		NRMSE:  0.18637975276867558
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47112550847095647
		RMSE:  0.27775626016480953
		NRMSE:  0.17517423067911803
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.0355371612000538e-15
		NRMSE:  6.615920836687838e-16
		MAPE:  2.4185667459906968e-12
		Pearson Correlation:  0.22936007412743942
		Spearman Correlation:  0.17428895622139928
		Coefficient of Determination:  -3.121701886253657
		RMSE:  0.464918985564413
		NRMSE:  0.29321328554768733
		MAPE:  1113.8821100374137

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  RandomForests
		Pearson Correlation:  0.5853438572361938
		Spearman Correlation:  0.5430399474997273
		Coefficient of Determination:  0.2722733673298181
		RMSE:  0.20499857263689927
		NRMSE:  0.13097109201064341
		MAPE:  492.47389786485513
		Pearson Correlation:  0.4825186092040556
		Spearman Correlation:  0.44855671517101214
		Coefficient of Determination:  0.19624330619944086
		RMSE:  0.20530583584564846
		NRMSE:  0.1294814807301012
		MAPE:  480.5397909847869

Protein:  ERBB2
Protein Interaction Partners Count:  663
x_train_column_count:  657
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACPP', 'ACTA2', 'ACTB', 'ACTG1', 'ADAM10', 'ADAM17', 'ADRB2', 'AFP', 'AGRN', 'AKT1S1', 'AKT1', 'AKT2', 'ALB', 'ALDH1A1', 'ALK', 'ANGPT1', 'ANGPT2', 'ANGPT4', 'ANO1', 'ANXA2', 'ANXA5', 'AP2B1', 'APP', 'AREG', 'ARHGEF11', 'ARHGEF12', 'ARID1A', 'ARL6IP5', 'AR', 'ATM', 'ATP2B2', 'AURKB', 'AXIN1', 'BAG1', 'BARD1', 'BCAR1', 'BCAR3', 'BCAS1', 'BCL2L11', 'BCL2L1', 'BDNF', 'BECN1', 'BEST1', 'BIRC5', 'BLNK', 'BMI1', 'BMP2', 'BMP4', 'BRCA1', 'BRCA2', 'BSG', 'BTC', 'MIEN1', 'CA9', 'CALU', 'CARTPT', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CAV1', 'CBLB', 'CBLC', 'CBL', 'CCL27', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CD19', 'CD22', 'CD247', 'CD24', 'CD274', 'CD28', 'CD33', 'CD34', 'CD44', 'CD46', 'CD52', 'CD68', 'CD6', 'CD80', 'CD82', 'CDC37', 'CDC42', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDK4', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CDX2', 'CEACAM5', 'CEP70', 'CHEK2', 'CHGA', 'CHKA', 'CHKB', 'CISH', 'CLDN3', 'CLDN4', 'CLDN7', 'CLTC', 'CNN1', 'COPS5', 'CPNE3', 'CREB1', 'CRKL', 'CRK', 'YBX3', 'CSF1', 'CSF2', 'CSF3', 'CSK', 'CSPG4', 'CTAG1B', 'CTLA4', 'CTNNB1', 'CTNND1', 'CTSB', 'CTSD', 'CTTN', 'CUL5', 'CXCL12', 'CXCR1', 'CXCR4', 'CYCS', 'CYP19A1', 'CYTIP', 'DCN', 'DDX41', 'DDX53', 'DHH', 'DIAPH1', 'DICER1', 'DLG4', 'DMTF1', 'DNAJA3', 'DNM2', 'DNMT1', 'DOCK1', 'DOCK7', 'DUSP6', 'E2F1', 'E2F3', 'EEA1', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EFNB1', 'EGFR', 'EGF', 'EIF3A', 'EIF4EBP1', 'EIF4E', 'ELAVL1', 'ELF3', 'EML4', 'ENO2', 'EP300', 'EPCAM', 'EPGN', 'EPHA2', 'EPS15', 'EPX', 'ERAL1', 'ERBB2IP', 'ERBB3', 'ERBB4', 'ERCC1', 'EREG', 'ERRFI1', 'ESCO1', 'ESR1', 'ESR2', 'ESRRB', 'ETS1', 'ETS2', 'ETV4', 'ETV6', 'EZH2', 'EZR', 'FASLG', 'FASN', 'FBXW7', 'FCGR1A', 'FCGR1B', 'FCGRT', 'FGF10', 'FGF13', 'FGF16', 'FGF17', 'FGF18', 'FGF19', 'FGF1', 'FGF20', 'FGF21', 'FGF22', 'FGF23', 'FGF2', 'FGF3', 'FGF4', 'FGF5', 'FGF6', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FGFR4', 'FHIT', 'FIGF', 'FLT1', 'FLT3LG', 'FN1', 'FOLH1', 'FOLR1', 'FOS', 'FOXA1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXP3', 'FREM2', 'FSIP1', 'FYN', 'GAB1', 'GABPB1', 'GAPDH', 'GATA3', 'GATA4', 'GDF2', 'GLI1', 'GLI2', 'GLS', 'GNA11', 'GNAQ', 'GNAS', 'GNRH1', 'GPER1', 'GRAP2', 'GRB2', 'GRB7', 'GSTP1', 'GZMB', 'H2AFX', 'H2AFY', 'HBEGF', 'HDAC1', 'HDAC6', 'HEATR6', 'HGF', 'HIF1A', 'HK1', 'HLA-A', 'HMGA2', 'HNF4A', 'HOXB7', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSP90B1', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB3', 'HSPG2', 'ICAM1', 'ID1', 'IDH1', 'IDH2', 'IFNG', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IHH', 'IL10', 'IL2', 'IL4', 'IL6R', 'IL6ST', 'IL6', 'CXCL8', 'ILK', 'INPP4B', 'INS', 'IQGAP1', 'IQSEC1', 'IRS1', 'ITGA5', 'ITGA6', 'ITGAV', 'ITGB1', 'ITGB3', 'ITGB4', 'ITPKB', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JUN', 'JUP', 'KDR', 'KITLG', 'KLK3', 'KLRK1', 'KRAS', 'KRT14', 'KRT17', 'KRT18', 'KRT19', 'KRT20', 'KRT4', 'KRT5', 'KRT7', 'KRT8', 'L1CAM', 'LAMP1', 'LCN2', 'LDHA', 'LEP', 'LIN28A', 'LIN7A', 'LIN7B', 'LIN7C', 'LINGO1', 'LOX', 'LRIG1', 'LRPPRC', 'MAGEA1', 'MAGEA3', 'MAGED4B', 'MAGED4', 'MAP2K1', 'MAPK1', 'MAPK3', 'MAPK8', 'MATK', 'MCL1', 'MDK', 'MDM2', 'MEMO1', 'MET', 'MGMT', 'MKI67', 'MLANA', 'MLH1', 'KMT2C', 'MME', 'MMP11', 'MMP14', 'MMP16', 'MMP1', 'MMP2', 'MMP7', 'MMP9', 'MPP1', 'MRAP', 'MRAS', 'MSH2', 'MSH6', 'MSLN', 'MTA1', 'MTOR', 'MUC13', 'MUC16', 'MUC1', 'MUC4', 'MUC6', 'MUCL1', 'MYBL2', 'MYCN', 'MYC', 'NANOG', 'NCAM1', 'NCL', 'NCOA1', 'NCOA3', 'NCOR1', 'NDRG1', 'NF1', 'NF2', 'NFE2L2', 'NGF', 'NISCH', 'NKX2-1', 'NME1', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTCH4', 'NPM1', 'NR1H4', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'NRP1', 'NTF3', 'NTF4', 'OPCML', 'OSMR', 'PA2G4', 'PADI2', 'PAK1', 'PALB2', 'PAQR3', 'PARP1', 'PAX2', 'PCSK9', 'PDCD1LG2', 'PDCD1', 'PDCD4', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PDGFRA', 'PDPN', 'PECAM1', 'PELP1', 'PEPD', 'PFKFB3', 'PGAP3', 'PGF', 'PGR', 'PI3', 'PIK3C2A', 'PIK3C2B', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3CG', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIN1', 'PIP', 'PLAUR', 'PLAU', 'PLCG1', 'PLCG2', 'PLEK', 'PLG', 'PLXNB1', 'POLI', 'POTEF', 'POU5F1', 'PPARG', 'PPP3CA', 'PRDM10', 'PRF1', 'PRKACA', 'PRL', 'PROM1', 'PSCA', 'PTCH1', 'PTEN', 'PTGS2', 'PTK2B', 'PTK2', 'PTK6', 'PTPN11', 'PTPN12', 'PTPN18', 'PTPN1', 'PTPRC', 'PTPRO', 'PTPRU', 'PTS', 'PXN', 'RAB25', 'RAD51', 'RAF1', 'RANBP2', 'RARA', 'RASA1', 'RASA2', 'RASSF1', 'RB1', 'RBPJ', 'RDX', 'RECK', 'REM1', 'REN', 'RET', 'RHEB', 'RHOA', 'RHOB', 'RHOC', 'RICTOR', 'RND1', 'RNF41', 'ROCK1', 'ROCK2', 'ROS1', 'RPS27A', 'RPS6', 'RPTOR', 'RRAS2', 'RRAS', 'S100A14', 'SCGB2A2', 'SCUBE2', 'SDC1', 'SDHC', 'SEMA3D', 'SEMA4D', 'SERPINB5', 'SERPINE1', 'SFRP1', 'PEAK1', 'SH3BGRL3', 'SH3BGRL', 'SH3TC2', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SHH', 'SIAH2', 'PMEL', 'SKP2', 'SLC25A16', 'SLC2A1', 'SLC4A7', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMO', 'SMUG1', 'SMYD3', 'SNAI1', 'SNAI2', 'SOCS1', 'SOS1', 'SOX10', 'SOX2', 'SOX9', 'SP3', 'SPP1', 'SPRY2', 'SRCIN1', 'SRC', 'STARD3', 'STAT1', 'STAT2', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'STOM', 'STUB1', 'SYP', 'TAGLN', 'TBX1', 'TERT', 'TFAP2A', 'TFAP2B', 'TFAP2C', 'TFF1', 'TFF2', 'TFF3', 'TFRC', 'TGFA', 'TGFB1', 'THBS1', 'THRA', 'TIMP1', 'TJP1', 'TMPRSS2', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF13C', 'TNFRSF4', 'TNFRSF8', 'TNFRSF9', 'TNFSF11', 'TNF', 'TNS1', 'TNS3', 'TNS4', 'TOB1', 'TOP1', 'TOP2A', 'TP53', 'TP63', 'TSC2', 'TWIST1', 'TYMS', 'TYR', 'UBA52', 'UBB', 'UBC', 'USP2', 'USP9X', 'VAV1', 'VAV2', 'VAV3', 'VCL', 'VEGFA', 'VEGFB', 'VEGFC', 'VIM', 'WASL', 'WDFY2', 'WDTC1', 'WNT10A', 'WNT1', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT7B', 'WNT9A', 'WNT9B', 'WT1', 'WWOX', 'XIAP', 'XPO1', 'YAP1', 'YBX1', 'YES1', 'YY1', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06177154229692228
		RMSE:  1.0106646016782141
		NRMSE:  0.1721833486682819
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.26989975035857605
		RMSE:  1.1682171872252598
		NRMSE:  0.21036071365744585
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9808249714864398
		NRMSE:  0.1670996765569688
		MAPE:  529.9728174248761
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556425
		RMSE:  1.07776630779691
		NRMSE:  0.19407323581894154
		MAPE:  193.8969179437583

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  5.0383670017798094e-15
		NRMSE:  8.583687414654598e-16
		MAPE:  5.116939939012157e-12
		Pearson Correlation:  0.5499115342918743
		Spearman Correlation:  0.25287379253351067
		Coefficient of Determination:  -1.001465486977494
		RMSE:  1.4666042032172377
		NRMSE:  0.2640912239740047
		MAPE:  786.7038115559039

	Predictor:  ElasticNet
		Pearson Correlation:  0.8300384567480056
		Spearman Correlation:  0.6576288228727599
		Coefficient of Determination:  0.4024880333290972
		RMSE:  0.758166896468986
		NRMSE:  0.12916620891510402
		MAPE:  545.3879574698827
		Pearson Correlation:  0.8149523163519906
		Spearman Correlation:  0.6087739358025852
		Coefficient of Determination:  0.3397101260977635
		RMSE:  0.8423763998071802
		NRMSE:  0.15168660636856343
		MAPE:  200.25921169476447

	Predictor:  RandomForests
		Pearson Correlation:  0.8618630119517803
		Spearman Correlation:  0.6834204814768784
		Coefficient of Determination:  0.7353579549372533
		RMSE:  0.5045694318770525
		NRMSE:  0.08596170705096555
		MAPE:  418.16678975069743
		Pearson Correlation:  0.7929419166701542
		Spearman Correlation:  0.6877087999164878
		Coefficient of Determination:  0.5851963572608272
		RMSE:  0.6676673719782903
		NRMSE:  0.12022677494477083
		MAPE:  204.04317470851737

Protein:  ERBB3
Protein Interaction Partners Count:  245
x_train_column_count:  247
x_train columns:  ['ADAM17', 'AGRN', 'AGTR2', 'AKT1', 'AKT2', 'AKT3', 'ALAS2', 'ALB', 'ANGPT1', 'ANGPT2', 'ANGPT4', 'APIP', 'AREG', 'AR', 'BAMBI', 'BDNF', 'BMP2', 'BMP4', 'BRCA1', 'BRCA2', 'BTC', 'CADM4', 'CASK', 'CASP3', 'CBLB', 'CBLC', 'CBL', 'CCND1', 'CCNE1', 'CD44', 'CD82', 'CDC42', 'CDH1', 'CDK4', 'CDK5', 'CDKN1B', 'CDKN2A', 'CLEC16A', 'COMMD5', 'COQ7', 'CRKL', 'CRK', 'CRYZL1', 'CSF1', 'CSK', 'CSPG5', 'CTNNB1', 'DCN', 'DHH', 'DOCK7', 'DUSP6', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EGFR', 'EGF', 'EGR1', 'EHF', 'EIF4EBP1', 'EIF4E', 'EML4', 'EPCAM', 'EPGN', 'EPN1', 'ERBB2IP', 'ERBB2', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'ESR2', 'FBXO9', 'FGF10', 'FGF16', 'FGF17', 'FGF18', 'FGF19', 'FGF1', 'FGF20', 'FGF21', 'FGF22', 'FGF23', 'FGF2', 'FGF3', 'FGF4', 'FGF5', 'FGF6', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FIGF', 'FKBP14', 'FLNA', 'FLT3LG', 'FN1', 'FOXA1', 'FOXO3', 'FREM2', 'FTSJ1', 'GAB1', 'GAPDH', 'GLE1', 'GRB2', 'GRB7', 'GRHL2', 'HBEGF', 'HGF', 'HGS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPG2', 'IGF1', 'IGF2', 'IL6ST', 'ILK', 'INS', 'IRS1', 'ITGA6', 'ITGB4', 'ITPKB', 'JAK1', 'JAK2', 'JUN', 'KDR', 'KITLG', 'KRAS', 'L1CAM', 'LAMA1', 'LAMB1', 'LAMC2', 'LIN7A', 'LIN7B', 'LIN7C', 'LRIG1', 'MAP2K1', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MARCH7', 'MDM2', 'MET', 'MITF', 'MMP9', 'MRPL49', 'MTOR', 'MUC1', 'MUC4', 'MYC', 'N4BP1', 'NDRG1', 'NEDD4L', 'NEDD4', 'NF1', 'NGF', 'NICN1', 'NOTCH1', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'NTF3', 'NTF4', 'OAT', 'PA2G4', 'PARK7', 'PCSK9', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PGF', 'PGR', 'PI3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIP5K1C', 'PLCG1', 'PLCG2', 'PPP1R9A', 'PRKACA', 'PTEN', 'PTK2B', 'PTK2', 'PTK6', 'PTPN11', 'PTPN22', 'PTPN2', 'RASA1', 'RASA2', 'REM1', 'RGS4', 'RHOA', 'RHOC', 'RNF41', 'ROR1', 'RRAS2', 'SH2B3', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SHH', 'SLC25A16', 'SMAD4', 'SNAI2', 'SOS1', 'SOX10', 'SOX2', 'SPARC', 'SPRY2', 'SRC', 'STAT3', 'STAT5A', 'STAT5B', 'SYN3', 'TCF7L2', 'TGFA', 'TMEFF2', 'TNFRSF13C', 'TNS1', 'TP53', 'USP8', 'VAV1', 'VAV2', 'VAV3', 'VEGFA', 'VEGFB', 'VEGFC', 'WNT1', 'WNT5A', 'ZEB1', 'ZNF217', 'KRBOX4', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20254353309139272
		RMSE:  0.523865801474932
		NRMSE:  0.14324270860276114
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.287905849531515
		RMSE:  0.4364451552160674
		NRMSE:  0.21482088883335748
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  LinearRegression
		Pearson Correlation:  0.7525779749217284
		Spearman Correlation:  0.7414768781715668
		Coefficient of Determination:  0.5663736083372897
		RMSE:  0.3145773849828222
		NRMSE:  0.08601614490437254
		MAPE:  195.56057281263227
		Pearson Correlation:  0.19103946349683806
		Spearman Correlation:  0.24006034987967434
		Coefficient of Determination:  -1.5365174079219295
		RMSE:  0.6125006341478844
		NRMSE:  0.30147643768322824
		MAPE:  423.5878774811695

	Predictor:  ElasticNet
		Pearson Correlation:  0.44254057437570393
		Spearman Correlation:  0.4605667934702878
		Coefficient of Determination:  0.09002471065872875
		RMSE:  0.4557056824967473
		NRMSE:  0.12460541631600965
		MAPE:  228.92490292303074
		Pearson Correlation:  0.3773428006126257
		Spearman Correlation:  0.36020648636516667
		Coefficient of Determination:  0.08159643748901646
		RMSE:  0.3685567749140211
		NRMSE:  0.18140582619914705
		MAPE:  207.51731341371533

	Predictor:  RandomForests
		Pearson Correlation:  0.5779349321581143
		Spearman Correlation:  0.5952826445215312
		Coefficient of Determination:  0.3099301228298601
		RMSE:  0.3968406749485059
		NRMSE:  0.10850972329808019
		MAPE:  233.0343291393106
		Pearson Correlation:  0.42093925854669745
		Spearman Correlation:  0.3463788156698109
		Coefficient of Determination:  0.16506208829735813
		RMSE:  0.3514104804695851
		NRMSE:  0.17296631858007702
		MAPE:  236.1590586353873


Fold:  5

Protein:  RB1
Protein Interaction Partners Count:  369
x_train_column_count:  366
x_train columns:  ['AATF', 'ABCC1', 'ABL1', 'ACTL6A', 'ACTL6B', 'AFAP1', 'AHR', 'AKT1', 'ANXA5', 'ARID1A', 'ARID1B', 'ARID4A', 'ARMCX1', 'ARMCX2', 'ARMCX3', 'ARNT', 'AR', 'ASF1A', 'ATF2', 'ATM', 'AURKB', 'BCR', 'BDP1', 'BGLAP', 'BRCA1', 'BRF1', 'FAM208A', 'C4BPA', 'CABIN1', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CBFB', 'CBX1', 'CBX4', 'CBX5', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCNC', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNT2', 'CDC25A', 'CDC27', 'CDC6', 'CDH1', 'CDK14', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK6', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CEBPA', 'CEBPB', 'CEBPD', 'CEBPE', 'CHEK1', 'CHEK2', 'CLNK', 'COL1A1', 'CREBBP', 'CTBP1', 'CTNNB1', 'CUX1', 'DCAF10', 'DGKZ', 'DNAJA3', 'DNMT1', 'DNMT3A', 'DUSP1', 'DUT', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EED', 'EGFR', 'EGF', 'EID1', 'EIF2AK1', 'EIF2AK4', 'AGO2', 'ELF1', 'ENC1', 'EP300', 'ERBB2', 'ESD', 'ESR1', 'ESR2', 'EZH2', 'FBXW7', 'FMO5', 'FOS', 'FOXM1', 'FRK', 'FZR1', 'G6PD', 'GAPDH', 'GATA1', 'GJA1', 'GNB2L1', 'GRB2', 'GSC', 'GTF2H1', 'H1F0', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HARS2', 'HARS', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC8', 'HDC', 'HES1', 'HIF1A', 'HIRA', 'HIST1H1A', 'HIST1H1B', 'HIST1H1C', 'HIST1H1D', 'HIST1H1E', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST1H4A', 'HIST2H2AC', 'HIST2H2BE', 'HIST3H3', 'HIST4H4', 'HMGA1', 'HMGA2', 'HRAS', 'HSP90AA1', 'HSPA1A', 'HSPA8', 'ID2', 'IFI16', 'INS', 'JUN', 'KAT2B', 'KAT5', 'KDM1A', 'KDM2A', 'KDM4A', 'KDM5A', 'KDM5B', 'PPP1R26', 'KIF11', 'KRAS', 'KRT10', 'KRT14', 'KRT5', 'L3MBTL2', 'L3MBTL1', 'LIMD1', 'LIN52', 'LIN54', 'LIN9', 'LMNA', 'LOR', 'LPAR6', 'MAF', 'MAP2K7', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MAPK9', 'MCM2', 'MCM3', 'MCM4', 'MCM5', 'MCM7', 'MDM2', 'MDM4', 'MEF2C', 'MORF4L1', 'MRFAP1', 'MRPL11', 'MRPS18B', 'MSH6', 'MTL5', 'MYBL2', 'MYC', 'MYOD1', 'NACC2', 'NCAPD3', 'NCAPG2', 'NCAPH2', 'NCR1', 'NDC80', 'NEO1', 'NFYA', 'NFYB', 'NFYC', 'NGF', 'NOTCH1', 'NPM1', 'NRAS', 'ORC1', 'PA2G4', 'PAX2', 'PAX3', 'PAX5', 'PAX6', 'PAX8', 'PCNA', 'PELP1', 'PGR', 'PHB', 'PHF21B', 'PIAS4', 'PIK3CA', 'PIK3R1', 'PIK3R3', 'PLK1', 'PML', 'POLA1', 'POLA2', 'PPARA', 'PPARG', 'PPIA', 'PPP1CA', 'PPP1CB', 'PPP1CC', 'PPP1R3A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R3B', 'PPRC1', 'PRB1', 'PRB3', 'PRB4', 'PRDM2', 'PRH1', 'PRH2', 'PRIM1', 'PRIM2', 'PRKCB', 'PRMT2', 'PSMA7', 'PSMC1', 'PSMD10', 'PTEN', 'PTGDR', 'RAF1', 'RB1CC1', 'RBAK', 'RBBP4', 'RBBP5', 'RBBP6', 'RBBP7', 'RBBP8', 'RBBP9', 'RBL1', 'RBL2', 'RBFOX2', 'RFC1', 'RPS6KB1', 'RUNX2', 'S100A6', 'SETD1B', 'SETD7', 'SIRT1', 'SKP2', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'SMARCC1', 'SMARCC2', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'SMARCE1', 'SMC1A', 'SMC2', 'SMC4', 'SMC5', 'SMYD2', 'SNW1', 'SP100', 'SP1', 'SP3', 'SPI1', 'STAM', 'STAT3', 'SUV39H1', 'SUV420H2', 'SUZ12', 'TAF1', 'TBP', 'TERT', 'TFAP2A', 'TFDP1', 'TFDP3', 'TGM2', 'THAP1', 'TMPO', 'TNS1', 'TOP2A', 'TP53BP1', 'TP53', 'TP73', 'TRDMT1', 'TRIM27', 'TTK', 'UBE2I', 'UBE3A', 'UBL4A', 'UBN1', 'UBR4', 'UBTF', 'UHRF1', 'USP4', 'USP7', 'VEGFA', 'VPS39', 'WDR59', 'WDR73', 'WEE1', 'WWTR1', 'YAP1', 'YY1', 'ZBTB16', 'ZBTB7A', 'ZNF521', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00018503513771928048
		RMSE:  0.23392670305630597
		NRMSE:  0.11556330212293363
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12340187398900859
		RMSE:  0.2547692202160761
		NRMSE:  0.12845593258580365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  LinearRegression
		Pearson Correlation:  0.8043073491957689
		Spearman Correlation:  0.752739189475409
		Coefficient of Determination:  0.6469103119703244
		RMSE:  0.13898954746172476
		NRMSE:  0.06866292242567532
		MAPE:  279.37974895088496
		Pearson Correlation:  0.12511584270477738
		Spearman Correlation:  0.12261250140276066
		Coefficient of Determination:  -8.482605621557381
		RMSE:  0.7401900285291166
		NRMSE:  0.3732075653596579
		MAPE:  1835.1537016746931

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  RandomForests
		Pearson Correlation:  0.6340763493930155
		Spearman Correlation:  0.5201141554191631
		Coefficient of Determination:  0.19381013396512958
		RMSE:  0.21001885728233907
		NRMSE:  0.10375246749743806
		MAPE:  132.01027999309287
		Pearson Correlation:  0.0005679193949936507
		Spearman Correlation:  0.12012369231536554
		Coefficient of Determination:  -0.12763289130124789
		RMSE:  0.2552485321927606
		NRMSE:  0.12869760411469688
		MAPE:  406.3067706836569

Protein:  CDH1
Protein Interaction Partners Count:  834
x_train_column_count:  826
x_train columns:  ['ABCB1', 'ABCG2', 'ACAN', 'ACTA1', 'ACTA2', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTN1', 'ACTR3', 'ACVR1B', 'ADAM10', 'ADAM15', 'ADAM17', 'ADAM9', 'AFP', 'AIMP1', 'AJAP1', 'AKAP9', 'AKT1', 'AKT2', 'AKTIP', 'ALB', 'ALCAM', 'ALDH1A1', 'ALDH3A1', 'ALK', 'AMOTL2', 'ANAPC4', 'ANAPC7', 'ANO1', 'ANXA2', 'ANXA5', 'AP1M1', 'AP1M2', 'APC2', 'APC', 'AQP1', 'AQP5', 'AREG', 'ARF6', 'ARHGAP31', 'ARID1A', 'ARL2BP', 'ARMC7', 'ARPC1A', 'ARPC2', 'ARRB2', 'ARVCF', 'AR', 'CLMP', 'ASF1A', 'ATF2', 'ATF3', 'ATM', 'ATXN1', 'AXIN1', 'AXIN2', 'AXL', 'BAG3', 'BANP', 'BCAR1', 'BCL2L11', 'BCL2L1', 'BCL6B', 'BCL9L', 'BCORL1', 'BMI1', 'BMP2', 'BMP4', 'BMP6', 'BMP7', 'BNIP3', 'BRCA1', 'BRCA2', 'BSG', 'BTBD7', 'BTC', 'BTF3', 'ANAPC15', 'CA2', 'CA9', 'CALCA', 'CALR', 'CAPN1', 'CAPNS1', 'CASP3', 'CASP8', 'CASP9', 'CASS4', 'CAV1', 'CBLL1', 'CBL', 'CBX7', 'CCL2', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCNE1', 'CCR7', 'CD1A', 'CD1B', 'CD1C', 'CD1E', 'CD207', 'CD24', 'CD274', 'CD276', 'CD2AP', 'CD34', 'CD44', 'CD46', 'CD68', 'CD82', 'CDC16', 'CDC23', 'CDC27', 'CDC42', 'CDC6', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH24', 'CDH2', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDK14', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CDKN3', 'CDX2', 'CEACAM5', 'CFL1', 'CGN', 'CHGA', 'CHL1', 'CLCA2', 'CLDN1', 'CLDN2', 'CLDN3', 'CLDN4', 'CLDN5', 'CLDN7', 'CNTN1', 'COL1A1', 'CORO1C', 'CRB3', 'CREB1', 'CREBBP', 'CRYAB', 'YBX3', 'CSDC2', 'CSE1L', 'CSF2', 'CSNK2A1', 'CSNK2A2', 'CST5', 'CTBP1', 'CTBP2', 'CTCF', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNB1', 'CTNND1', 'CTNND2', 'CTSL', 'CTTN', 'CXCL12', 'CXCL1', 'CXCR4', 'CYP1B1', 'DAAM1', 'DAB2IP', 'DACH1', 'DAPK1', 'DAP', 'DDR1', 'DDR2', 'DDX3X', 'DICER1', 'DKK1', 'DLC1', 'DLG1', 'DLG5', 'DNM2', 'DNMT1', 'DNMT3A', 'DNMT3B', 'DNTT', 'DOT1L', 'DPAGT1', 'DPEP1', 'DSP', 'DUOX1', 'DUSP4', 'DVL1', 'DVL2', 'E2F1', 'ECT2', 'EDN1', 'EFEMP1', 'EFNA1', 'EGFR', 'EGF', 'EGR1', 'EHD1', 'EHMT2', 'EIF2AK3', 'AGO1', 'AGO2', 'ELAVL1', 'ELF3', 'ENAH', 'ENG', 'EP300', 'EPB41L3', 'EPCAM', 'EPHA10', 'EPHA1', 'EPHA2', 'EPPK1', 'ERBB2IP', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ESRP1', 'ESRP2', 'ETS1', 'ETS2', 'EXOC3', 'EXOC4', 'EYA2', 'EZH2', 'EZR', 'F11R', 'F2RL2', 'SUPT20H', 'FBXL5', 'FER', 'FGF10', 'FGF13', 'FGF17', 'FGF19', 'FGF2', 'FGF4', 'FGF5', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FHIT', 'FHL2', 'FLG', 'FLOT1', 'FLOT2', 'FLT1', 'FMN1', 'FN1', 'FOSL1', 'FOS', 'FOXA1', 'FOXA2', 'FOXC1', 'FOXC2', 'FOXJ2', 'FOXK2', 'FOXL1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXQ1', 'FRMPD2', 'FSCN1', 'FUT4', 'FXYD5', 'FYN', 'FZD1', 'FZD4', 'FZD7', 'FZR1', 'G6PD', 'GAB2', 'GABPA', 'GADD45A', 'GAPDH', 'GAS6', 'GATA1', 'GATA3', 'GATA4', 'GATA6', 'GDNF', 'GFRA1', 'GGT1', 'GJA1', 'GJB1', 'GJB2', 'GKN2', 'GLI1', 'GLI2', 'GMNN', 'GNA12', 'GNA13', 'GNB2L1', 'GNL3', 'GPA33', 'GRB2', 'GRHL2', 'GRHL3', 'GSK3B', 'GSN', 'GSTP1', 'H2AFZ', 'HAVCR2', 'HBEGF', 'HDAC1', 'HDAC2', 'HEPACAM', 'HES1', 'HGF', 'HGS', 'HIF1A', 'HMGA2', 'HNF4A', 'HOXB4', 'HOXD10', 'HPGDS', 'HPGD', 'HRAS', 'HSP90AA1', 'HSPA5', 'ICAM1', 'ID1', 'ID2', 'IDO1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP3', 'IL10', 'IL15', 'IL17A', 'IL1B', 'IL24', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ILK', 'INADL', 'INS', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'IQSEC1', 'IRS1', 'IRS2', 'ITGA5', 'ITGA6', 'ITGAE', 'ITGAM', 'ITGB1', 'ITGB4', 'ITGB7', 'ITPKB', 'IVL', 'JAG1', 'JAK2', 'AJUBA', 'JUN', 'JUP', 'KDM1A', 'KDM6A', 'KDR', 'KEAP1', 'KIFC3', 'KIT', 'KLF4', 'KLF5', 'KLF8', 'KLK3', 'KLK7', 'KLRG1', 'KRAS', 'KRT10', 'KRT14', 'KRT17', 'KRT18', 'KRT19', 'KRT20', 'KRT4', 'KRT5', 'KRT7', 'KRT8', 'KRT9', 'LAMA1', 'LAMB1', 'LAMC2', 'LASP1', 'LATS1', 'LATS2', 'LCN2', 'LEF1', 'LEP', 'LGALS3', 'LGALS4', 'LGALS9', 'LGR5', 'LIF', 'LIMA1', 'LIN28A', 'LIPG', 'LLGL2', 'LMNA', 'LOR', 'LOXL2', 'LOXL3', 'LOX', 'LRP5', 'LRP6', 'LY6K', 'MACC1', 'MACROD1', 'MAD2L2', 'MAGI1', 'MAP2K1', 'MAP2K7', 'MAP4K5', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MARK2', 'MARVELD2', 'MCAM', 'MCL1', 'MDM2', 'MED1', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MGAT5', 'MGMT', 'MKI67', 'MLH1', 'MLLT4', 'MME', 'MMP11', 'MMP13', 'MMP14', 'MMP15', 'MMP17', 'MMP1', 'MMP25', 'MMP27', 'MMP2', 'MMP3', 'MMP7', 'MMP8', 'MMP9', 'MPP5', 'MRAP', 'MSH2', 'MSN', 'MT1G', 'MTA1', 'MTA3', 'MTBP', 'MTDH', 'MTOR', 'MUC1', 'MUC4', 'MYCN', 'MYC', 'MYH6', 'MYO6', 'MYO7A', 'NANOG', 'NCAM1', 'NCOA1', 'NCSTN', 'NDRG1', 'NDRG2', 'NEDD9', 'NEK2', 'NES', 'NEUROG3', 'NF2', 'NFE2L2', 'NFIC', 'NKD2', 'NKX2-1', 'NKX6-1', 'NKX6-2', 'NME1', 'NOG', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NR2F1', 'NRP2', 'NUDT21', 'NUMBL', 'NUMB', 'NUP98', 'NUTF2', 'OTUB1', 'OVOL1', 'OVOL2', 'PARD3', 'PARD6A', 'PAX2', 'PAX5', 'PAX6', 'PAX8', 'PCSK9', 'PDCD4', 'PDGFRB', 'PDPN', 'PEBP1', 'PECAM1', 'PGR', 'PHLPP1', 'PI3', 'PIK3CA', 'PIK3R1', 'PIP5K1A', 'PIP5K1C', 'PIP', 'PIR', 'PITX1', 'PKD1', 'PKM', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PLAUR', 'PLAU', 'PLCD1', 'PLEKHA7', 'PLG', 'PODXL', 'POLR2C', 'POSTN', 'POTEF', 'POU5F1', 'PPARA', 'PPARGC1A', 'PPARG', 'PPL', 'PPP6C', 'PRAME', 'PRDM10', 'PRKAR1A', 'PRKCA', 'PRKCI', 'PRKCZ', 'PRKD1', 'PRKG1', 'PRMT5', 'PROC', 'PROM1', 'PRSS8', 'PSEN1', 'PTCH1', 'PTEN', 'PTF1A', 'PTGS2', 'PTK2', 'PTPN11', 'PTPN14', 'PTPRC', 'PTPRF', 'PTPRJ', 'PTPRM', 'PTPRS', 'PTPRT', 'PTPRU', 'PTRH2', 'PVRL1', 'PVRL2', 'PVR', 'PXN', 'RAB11A', 'RAB25', 'RAB5A', 'RAB7A', 'RAB8B', 'RAC1', 'RAC2', 'RACGAP1', 'RAF1', 'RALA', 'RALBP1', 'RALGDS', 'RAP1A', 'RAP1B', 'RAPGEF1', 'RARB', 'RASSF1', 'RB1', 'RBM4', 'RCOR1', 'RDX', 'REM1', 'RET', 'RHOA', 'RHOB', 'RHOC', 'RHOD', 'RICTOR', 'RND3', 'ROCK1', 'ROCK2', 'RPS6KB1', 'RPTOR', 'RRM2', 'RUNX2', 'RUNX3', 'S100A14', 'S100A4', 'S100A8', 'SATB1', 'SCRIB', 'SDC1', 'SDC4', 'SDHC', 'SELE', 'SELL', 'SELP', 'SEMA3C', 'SEMA3F', 'SENP1', 'SERPINB4', 'SERPINB5', 'SERPINE1', 'SFN', 'SFRP1', 'SFRP2', 'SFTPC', 'SHH', 'SIK1', 'SIN3A', 'SIRT1', 'SIRT2', 'SIRT4', 'SIRT7', 'SIX1', 'SIX2', 'SKIL', 'SKP2', 'SLC2A1', 'SLC39A6', 'SLC6A3', 'SLC9A3R1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMO', 'SNAI1', 'SNAI2', 'SNAI3', 'SNX16', 'SNX1', 'SOX10', 'SOX17', 'SOX2', 'SOX4', 'SOX9', 'SP1', 'SPARC', 'SPDEF', 'SPINT1', 'SPP1', 'SPRY1', 'SRCIN1', 'SRC', 'SRXN1', 'ST14', 'ST7L', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STX4', 'STYK1', 'SUCLG2', 'SUMO1', 'SUZ12', 'SYNJ2', 'SYP', 'TACC3', 'TACSTD2', 'TATDN1', 'TBX1', 'TBX3', 'TCF15', 'TCF4', 'TDGF1', 'TERT', 'TET2', 'TFF1', 'TFF3', 'TGFB1', 'TGFB2', 'TGFB3', 'TGFBI', 'TGFBR1', 'TGFBR2', 'THBS1', 'THEM4', 'THUMPD1', 'THY1', 'TIAM1', 'TIMP1', 'TIMP2', 'TIMP3', 'TJP1', 'TJP2', 'TJP3', 'TLE1', 'TLN1', 'TLR4', 'TMPRSS2', 'TMPRSS4', 'TNFRSF6B', 'TNF', 'TNK2', 'TNS1', 'TP53BP1', 'TP53BP2', 'TP53', 'TRIM21', 'TRIM29', 'TRIM44', 'TRIP10', 'TRPS1', 'TSPYL2', 'TWIST1', 'TWIST2', 'TYRP1', 'T', 'UBE2I', 'UBE2S', 'USP48', 'USP9X', 'VANGL1', 'VANGL2', 'VASP', 'VAV1', 'VCAM1', 'VCL', 'VDR', 'VEGFA', 'VEGFC', 'VEZT', 'VHL', 'VIM', 'VIPAS39', 'VPS33B', 'VTN', 'WASL', 'WDFY2', 'WDTC1', 'WIF1', 'WISP1', 'WISP3', 'WNT10A', 'WNT10B', 'WNT11', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8A', 'WNT9A', 'WNT9B', 'WT1', 'XIAP', 'YAP1', 'YBX1', 'YES1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'ZYX', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10476316856458312
		RMSE:  1.1835893765747125
		NRMSE:  0.18846364392451076
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19786466090973764
		RMSE:  1.2714981376898562
		NRMSE:  0.2500438806886504
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1260727912856485
		NRMSE:  0.17930524366829853
		MAPE:  266.31463004312263
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01718399286470018
		RMSE:  1.1716869980595492
		NRMSE:  0.23041572398960675
		MAPE:  1066.779337530299

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  5.039726412032665e-15
		NRMSE:  8.024786490928099e-16
		MAPE:  2.867055090873331e-12
		Pearson Correlation:  0.25935986111995585
		Spearman Correlation:  0.2582850160226437
		Coefficient of Determination:  -1.6409294815923188
		RMSE:  1.8879489832498397
		NRMSE:  0.37127076817561894
		MAPE:  3342.2611702606596

	Predictor:  ElasticNet
		Pearson Correlation:  0.6970345019845451
		Spearman Correlation:  0.6559063635196158
		Coefficient of Determination:  0.3904147017269156
		RMSE:  0.8791919584071229
		NRMSE:  0.13999426107562224
		MAPE:  185.52322337764733
		Pearson Correlation:  0.5249112670739349
		Spearman Correlation:  0.5605581116971534
		Coefficient of Determination:  0.23327985190182787
		RMSE:  1.0172560701613997
		NRMSE:  0.20004642389754376
		MAPE:  823.1471739699132

	Predictor:  RandomForests
		Pearson Correlation:  0.7885670056090667
		Spearman Correlation:  0.7251947284938849
		Coefficient of Determination:  0.616190367243626
		RMSE:  0.6976287983896842
		NRMSE:  0.11108385057636447
		MAPE:  131.10984239377112
		Pearson Correlation:  0.6418643616930466
		Spearman Correlation:  0.6048379655606679
		Coefficient of Determination:  0.40309934912659806
		RMSE:  0.8975587360488559
		NRMSE:  0.17650758806097344
		MAPE:  314.617302586031

Protein:  CDH2
Protein Interaction Partners Count:  472
x_train_column_count:  467
x_train columns:  ['ABCG2', 'ABL1', 'ACAN', 'ACTA1', 'ACTA2', 'ACTB', 'ACTR3', 'ADAM10', 'ADH1A', 'AFP', 'AHSG', 'AKT1', 'AKT3', 'ALB', 'ALCAM', 'ALDH1A1', 'AMBN', 'AMELX', 'AMOTL1', 'AMTN', 'ANGPT1', 'ANO8', 'ANXA5', 'APC2', 'APC', 'APLP2', 'APOA1', 'APOA2', 'APOA5', 'APOB', 'APOE', 'APOL1', 'APPL1', 'APP', 'ARHGAP32', 'ARMC7', 'ARPC5', 'ARVCF', 'AR', 'ATXN1', 'AXIN1', 'AXIN2', 'AXL', 'BCL2L1', 'BDNF', 'BMI1', 'BMP15', 'BMP2', 'BMP4', 'BMP7', 'BNIP2', 'BOC', 'BPIFB2', 'RGCC', 'GSKIP', 'C3', 'C4A', 'CABLES1', 'CADM1', 'CALU', 'CASP3', 'CAV1', 'CBLL1', 'CCNA2', 'CCNB1', 'CCND1', 'CD24', 'CD34', 'CD44', 'CD80', 'CDC42', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDK4', 'CDK5', 'CDK6', 'CDKN2A', 'CDON', 'CDX2', 'CEBPZ', 'CFL1', 'CHGB', 'CHL1', 'CHRDL1', 'CKAP4', 'CLDN11', 'CLDN3', 'CLDN4', 'CLDN7', 'CORT', 'CP', 'CREBBP', 'CRP', 'CSF1', 'CSK', 'CST3', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNB1', 'CTNND1', 'CTNND2', 'CTTN', 'CXCL12', 'CXCR4', 'CYLD', 'CYR61', 'DBN1', 'DDR1', 'DDR2', 'DKK1', 'DLG4', 'DLG5', 'DMP1', 'DNAJC3', 'DSP', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EFNB1', 'EFNB2', 'EFNB3', 'EGFR', 'EGF', 'EHMT2', 'EIF2AK3', 'ENAM', 'ENG', 'EPCAM', 'EPHA1', 'EPHA2', 'EPHA4', 'EPHB2', 'EPS8', 'ERBB2', 'ERBB4', 'ESR1', 'ESRP1', 'EXOC4', 'EZH2', 'EZR', 'F11R', 'F5', 'EVA1A', 'FAM20A', 'FAM20C', 'FBN1', 'FER', 'FGA', 'FGF13', 'FGF23', 'FGF2', 'FGFR1', 'FGFR4', 'FGG', 'FN1', 'FOXC2', 'FOXD3', 'FOXO1', 'FOXP4', 'FSTL1', 'FSTL3', 'FUCA2', 'GAA', 'GAPDH', 'GAS6', 'GATA4', 'GFAP', 'GJA10', 'GJA1', 'GJA3', 'GJB6', 'GJC1', 'GJC3', 'GJD3', 'GJD4', 'GLI1', 'GOLM1', 'GPC3', 'GRIA1', 'GRIA2', 'HGF', 'HMGA2', 'HNF4A', 'HRAS', 'HRC', 'HSP90B1', 'HSPA5', 'IARS2', 'IGF1R', 'IGF1', 'IGFBP1', 'IGFBP3', 'IGFBP4', 'IGFBP5', 'IGFBP7', 'IL1B', 'IL6', 'CXCL8', 'ILK', 'INADL', 'INS', 'INVS', 'IQGAP1', 'ISL1', 'ITGA6', 'ITGB1', 'ITIH2', 'ITPKB', 'JAG1', 'JAM3', 'JUN', 'JUP', 'KCNA5', 'KDR', 'KIAA2022', 'KIF5B', 'KIT', 'KLF4', 'KNG1', 'KRAS', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT8', 'KTN1', 'L1CAM', 'LAMB1', 'LAMB2', 'LAMC1', 'LEF1', 'LGALS1', 'LRP5', 'LRP6', 'LRRC7', 'LTBP1', 'LTBP3', 'MAP1B', 'MAP2K6', 'MAP2K7', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MATN3', 'MBTPS1', 'MCAM', 'MEF2A', 'MEF2C', 'MEF2D', 'MEN1', 'MEPE', 'MET', 'MFGE8', 'MFI2', 'MGAT4A', 'MIA3', 'MKI67', 'MLLT4', 'MMP14', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MPDZ', 'MPP5', 'MRAP', 'MRPL49', 'MSLN', 'MSN', 'MTHFD1', 'MUC1', 'MUC4', 'MXRA8', 'MYC', 'MYO10', 'MZF1', 'NANOG', 'NCAM1', 'NCSTN', 'NDRG1', 'NENF', 'NES', 'NFASC', 'NGF', 'NKX2-5', 'NLGN1', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTUM', 'NRCAM', 'NT5C', 'NT5E', 'NTRK2', 'NUCB1', 'NUMBL', 'NUMB', 'OLFM3', 'P4HB', 'PARD3', 'PAX6', 'PCSK9', 'PC', 'PDGFRB', 'PDIA4', 'PDIA6', 'PECAM1', 'PENK', 'PIK3CA', 'PIK3R1', 'PIP5K1C', 'PITX2', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PNPLA2', 'POU5F1', 'PPT2', 'PRKCDBP', 'PRKCSH', 'PROC', 'PROM1', 'PRPH', 'PRSS23', 'PSEN1', 'PTEN', 'PTK2', 'PTPN11', 'PTPN1', 'PTPN2', 'PTPRC', 'PTPRS', 'PVRL1', 'PVRL2', 'PVRL3', 'PXN', 'QSOX1', 'RAB11FIP1', 'RAB3D', 'RAB5A', 'RAC1', 'RCN1', 'RELN', 'REM1', 'RHOA', 'RHOB', 'RHOC', 'ROBO1', 'PTBP3', 'RPS6KB1', 'RUNX2', 'S100A14', 'S100A4', 'SARS2', 'SCARB2', 'SCG2', 'SCG3', 'SDC2', 'SEMA3A', 'SENP3', 'SERPINA10', 'SERPINA1', 'SERPINC1', 'SERPIND1', 'SERPINE1', 'SHH', 'SHISA5', 'SIRT7', 'SKP1', 'SLC2A1', 'SLC9A3R1', 'SLIT1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SNAI1', 'SNAI2', 'SNAI3', 'SOX10', 'SOX18', 'SOX1', 'SOX2', 'SOX4', 'SOX9', 'SP7', 'SPAG9', 'SPARCL1', 'SPARC', 'SPP1', 'SPP2', 'SRC', 'ST6GALNAC5', 'STAT3', 'STC2', 'SYP', 'TBX1', 'TCF3', 'TEK', 'TF', 'TGFB1', 'TGFBR1', 'TGM2', 'TGOLN2', 'THY1', 'TIMP1', 'TJP1', 'TJP3', 'TMEM132A', 'TNC', 'TNF', 'TNNT1', 'TP53', 'TRPS1', 'TSC2', 'TWIST1', 'TWIST2', 'USP9X', 'VANGL2', 'VCAM1', 'VCAN', 'VCL', 'VEGFA', 'VGF', 'VIM', 'VTN', 'VWA1', 'WFS1', 'WNT11', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT7A', 'XIRP1', 'ZBTB16', 'ZEB1', 'ZEB2', 'ZSCAN1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0016678089051440637
		RMSE:  0.3594357673583712
		NRMSE:  0.1765314902796381
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02548752338232485
		RMSE:  0.4223734458481898
		NRMSE:  0.15794680397441796
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  LinearRegression
		Pearson Correlation:  0.957620210282954
		Spearman Correlation:  0.9455075383606956
		Coefficient of Determination:  0.9170364671423684
		RMSE:  0.10344346315653845
		NRMSE:  0.050804706623711234
		MAPE:  960.3187939186316
		Pearson Correlation:  0.18861470900534333
		Spearman Correlation:  0.1565383066352501
		Coefficient of Determination:  -24.23309541655265
		RMSE:  2.0951575260529993
		NRMSE:  0.7834854163203259
		MAPE:  43812.40700386539

	Predictor:  ElasticNet
		Pearson Correlation:  0.17449404408831024
		Spearman Correlation:  0.17373365666170454
		Coefficient of Determination:  0.000378320400970078
		RMSE:  0.3590684659357265
		NRMSE:  0.17635109569064705
		MAPE:  196.58522501894112
		Pearson Correlation:  -0.006867263096900187
		Spearman Correlation:  -0.05665913123501111
		Coefficient of Determination:  -0.015500864996650598
		RMSE:  0.4203117829972017
		NRMSE:  0.15717584391197265
		MAPE:  598.241230985296

	Predictor:  RandomForests
		Pearson Correlation:  0.6021582315836356
		Spearman Correlation:  0.5617286652517202
		Coefficient of Determination:  0.20085054070881014
		RMSE:  0.32105056459340875
		NRMSE:  0.15767917322008188
		MAPE:  536.6719195525947
		Pearson Correlation:  0.10266061103142113
		Spearman Correlation:  0.14329622974889847
		Coefficient of Determination:  -0.007535790577082979
		RMSE:  0.4186601816746719
		NRMSE:  0.15655822660459282
		MAPE:  1426.542024985386

Protein:  CDH3
Protein Interaction Partners Count:  73
x_train_column_count:  74
x_train columns:  ['AIMP1', 'CLMP', 'BRCA1', 'CCND1', 'CD24', 'CD2AP', 'CD44', 'CDCP1', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH2', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CLDN1', 'CLDN7', 'CTNNA1', 'CTNNA3', 'CTNNB1', 'CTNND1', 'DPYD', 'DSP', 'ECM1', 'EGFR', 'EPCAM', 'ERBB2', 'ESR1', 'ESRP1', 'F11R', 'FN1', 'GALNT6', 'GATA3', 'HOXA9', 'IGF1R', 'ITGA9', 'JUP', 'KIRREL', 'KRT14', 'KRT15', 'KRT17', 'KRT4', 'KRT5', 'KRT8', 'LEF1', 'MKI67', 'NPHS1', 'NPHS2', 'PGR', 'PKP1', 'PKP2', 'PKP3', 'POU5F1', 'S100A4', 'SNAI1', 'SNAI2', 'SYNPO', 'TECR', 'TJP1', 'TP53', 'UMPS', 'VCL', 'ZEB1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011481892643820935
		RMSE:  0.2038847376288621
		NRMSE:  0.14304087222095618
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026977014897064944
		RMSE:  0.22369326249691865
		NRMSE:  0.20181818899206835
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  LinearRegression
		Pearson Correlation:  0.5673091310268191
		Spearman Correlation:  0.5626739259885083
		Coefficient of Determination:  0.3218396501464047
		RMSE:  0.1678037765176248
		NRMSE:  0.11772729452041926
		MAPE:  709.9636165398703
		Pearson Correlation:  0.3311861135941639
		Spearman Correlation:  0.42593299168318816
		Coefficient of Determination:  -0.15607735928306377
		RMSE:  0.24019355052723323
		NRMSE:  0.21670490578878665
		MAPE:  496.547590583947

	Predictor:  ElasticNet
		Pearson Correlation:  0.3318604773889917
		Spearman Correlation:  0.38172853614085894
		Coefficient of Determination:  0.0035206132399563383
		RMSE:  0.20340877914422772
		NRMSE:  0.14270695062596658
		MAPE:  136.92678760887392
		Pearson Correlation:  0.36115887394931395
		Spearman Correlation:  0.37482013491440047
		Coefficient of Determination:  -0.003681989712543521
		RMSE:  0.2238030286986052
		NRMSE:  0.20191722110322646
		MAPE:  107.69315780126504

	Predictor:  RandomForests
		Pearson Correlation:  0.5532215556161209
		Spearman Correlation:  0.5652630676722618
		Coefficient of Determination:  0.26825766681949326
		RMSE:  0.17430691798156686
		NRMSE:  0.1222897499449731
		MAPE:  575.6799278137305
		Pearson Correlation:  0.4392656012482198
		Spearman Correlation:  0.4789660718961583
		Coefficient of Determination:  0.17143896120733582
		RMSE:  0.20334343131470894
		NRMSE:  0.18345837775034865
		MAPE:  212.27010258558812

Protein:  PTEN
Protein Interaction Partners Count:  884
x_train_column_count:  876
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ABTB1', 'ACTB', 'ACTG1', 'ADM', 'AEBP1', 'AFP', 'AKT1S1', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDH1A1', 'ALK', 'AMHR2', 'ANXA2', 'ANXA5', 'APAF1', 'APC', 'ARAF', 'AREG', 'ARHGAP21', 'ARID1A', 'ARID2', 'ARL2BP', 'AR', 'ATF3', 'ATG12', 'ATG5', 'ATG7', 'ATM', 'ATRX', 'AURKA', 'AURKB', 'AXIN1', 'AXIN2', 'AXL', 'BAD', 'BAG5', 'BARD1', 'BAX', 'BBC3', 'BCAR1', 'BCL2L11', 'BCL2L1', 'BCL2L2', 'BCL6', 'BCR', 'BDNF', 'BECN1', 'BIRC3', 'BIRC5', 'BMI1', 'BMP2', 'BMP4', 'BMP7', 'BMPR1A', 'BNIP3', 'BRAF', 'BRCA1', 'BRCA2', 'BRD4', 'BTG2', 'BTK', 'SPRTN', 'CLHC1', 'CA9', 'CASP3', 'CASP6', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBL', 'CBX7', 'CCL2', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CD24', 'CD274', 'CD34', 'CD44', 'CD79A', 'CD79B', 'CDC14A', 'CDC20', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC27', 'CDC42', 'CDC7', 'CDH17', 'CDH1', 'CDH2', 'CDIPT', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CDX2', 'CENPC', 'CFL1', 'CFLAR', 'CFTR', 'CHD1', 'CHD8', 'CHEK1', 'CHEK2', 'CHKA', 'CHORDC1', 'CHUK', 'CLTCL1', 'CLTC', 'CNOT6L', 'CREB1', 'CREBBP', 'CRP', 'CSF1R', 'CSF1', 'CSK', 'CSN2', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTGF', 'CTLA4', 'CTNNB1', 'CUL1', 'CUL3', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP19A1', 'DAPK1', 'DAXX', 'DBN1', 'DCAF13', 'DDIT4', 'DDR2', 'DECR1', 'DEPTOR', 'DGCR8', 'DICER1', 'DLC1', 'DLG1', 'DLG4', 'DNM1L', 'DNMT1', 'DNMT3A', 'DNMT3B', 'DNTT', 'DOLPP1', 'DUSP1', 'DUSP6', 'DUT', 'DVL1', 'DYRK1A', 'E2F1', 'E2F2', 'E2F3', 'ECSCR', 'EGFR', 'EGF', 'EGR1', 'EIF2AK2', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF4A1', 'EIF4A2', 'EIF4EBP1', 'EIF4EBP2', 'EIF4E', 'EIF4G1', 'EML4', 'ENDOG', 'EP300', 'EPCAM', 'EPHA1', 'EPHA2', 'EPHA3', 'EPHA4', 'EPHA5', 'EPHA7', 'EPHB1', 'EPHB2', 'EPHB3', 'EPHB4', 'ERBB2', 'ERBB3', 'ERBB4', 'ERCC1', 'EREG', 'ESR1', 'ETS1', 'ETS2', 'ETV1', 'ETV6', 'EYA2', 'EZH2', 'EZR', 'FABP4', 'FASLG', 'FASN', 'FBXW7', 'FCGR1B', 'FGF2', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FIG4', 'FKBP1A', 'FLCN', 'FLT1', 'FLT3', 'FLT4', 'FMR1', 'FN1', 'FOS', 'FOXA1', 'FOXG1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FOXP1', 'FOXP3', 'FRK', 'FYN', 'FZR1', 'GADD45A', 'GAPDH', 'GATA3', 'GCK', 'GDF10', 'GDF2', 'GFAP', 'GJA1', 'GLI1', 'GNA11', 'GNAQ', 'GNAS', 'GNRHR', 'GRASP', 'GRB2', 'GRPR', 'GSK3A', 'GSK3B', 'GSTP1', 'H1F0', 'H2AFX', 'HAVCR2', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HES1', 'HGF', 'HIF1A', 'HIST1H2BA', 'HK1', 'HK2', 'HMGA2', 'HNF4A', 'HOXA9', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPA1A', 'HSPA1B', 'HSPA2', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPA9', 'ID1', 'ID4', 'IDH1', 'IDH2', 'IDO1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IKBKB', 'IKZF1', 'IL10', 'IL17A', 'IL21', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ILK', 'INPP4A', 'INPP4B', 'INPP5A', 'INPP5B', 'INPP5D', 'INPP5E', 'INPP5F', 'INPP5J', 'INPP5K', 'INPPL1', 'INSRR', 'INSR', 'INS', 'IPMK', 'IPO11', 'IQGAP1', 'IRAK1', 'IRS1', 'IRS2', 'ITGB1', 'ITPKA', 'ITPKB', 'ITPKC', 'ITPR3', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JARID2', 'JUN', 'KAT2B', 'KDM5B', 'KDM5C', 'KDM6A', 'KDR', 'KEAP1', 'ATG13', 'KIF11', 'KLLN', 'KITLG', 'KIT', 'KLF17', 'KLF2', 'KLF4', 'KLK3', 'KPNA1', 'KPNA2', 'KPNA5', 'KPNA6', 'KPNA7', 'KRAS', 'KRT14', 'KRT5', 'KRT8', 'LASP1', 'LATS1', 'LATS2', 'LCK', 'LDHA', 'LEF1', 'LEP', 'LGALS3', 'LIG4', 'LOX', 'LRIG1', 'LRP1B', 'LRRK2', 'LYN', 'LYPD1', 'MAGI1', 'MAGI2', 'MAGI3', 'MAN2C1', 'MAP1LC3B', 'MAP2K1', 'MAP2K2', 'MAP2K3', 'MAP2K4', 'MAP2K7', 'MAP3K1', 'MAP3K5', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK4', 'MAPK6', 'MAPK7', 'MAPK8', 'MAPK9', 'MAPKAP1', 'MAPT', 'MARCH2', 'MARCH3', 'MAST1', 'MAST2', 'MAST3', 'MAST4', 'MATK', 'MCL1', 'MCM2', 'MCM7', 'MCRS1', 'MDK', 'MDM2', 'MDM4', 'MECOM', 'MECP2', 'MED12', 'MEN1', 'MET', 'MGMT', 'MINPP1', 'MITF', 'MKI67', 'MKRN1', 'MLH1', 'MLH3', 'KMT2D', 'KMT2C', 'KMT2B', 'MLLT1', 'MLST8', 'MME', 'MMP2', 'MMP9', 'MOV10', 'MRAP', 'MRE11A', 'MSH2', 'MSH6', 'MTDH', 'MTMR2', 'MTOR', 'MTSS1', 'MUTYH', 'MVP', 'MYCN', 'MYC', 'MYLK', 'MYOCD', 'NANOG', 'NCKAP1', 'NCOA3', 'NCOR2', 'NDFIP1', 'NDFIP2', 'NDRG1', 'NDRG2', 'NEDD4L', 'NEDD4', 'NES', 'NF1', 'NF2', 'NFATC1', 'NFATC4', 'NFE2L2', 'NFKBIA', 'NGFR', 'NKX3-1', 'NLGN3', 'NLGN4X', 'NOS3', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NPM1', 'NR1H4', 'NR3C2', 'NRAS', 'NRP2', 'NTRK1', 'NTRK2', 'NUMB', 'OCRL', 'OLIG2', 'OTUD3', 'PALB2', 'PARD3', 'PARD6A', 'PARD6B', 'PARD6G', 'PARK2', 'PARK7', 'PARP1', 'PAX8', 'PBK', 'PBRM1', 'PCGF2', 'PCSK9', 'PDCD1', 'PDCD4', 'PDGFB', 'PDGFRA', 'PDGFRB', 'PDK1', 'PDK2', 'PDPK1', 'PDZK1', 'PECAM1', 'PGM3', 'PGR', 'PHF6', 'PHLPP1', 'PHLPP2', 'PI3', 'PI4K2A', 'PI4K2B', 'PI4KA', 'PI4KB', 'PIK3C2A', 'PIK3C2B', 'PIK3C2G', 'PIK3C3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3CG', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIK3R5', 'PIKFYVE', 'PINK1', 'PIP4K2A', 'PIP4K2B', 'PIP4K2C', 'PIP5K1A', 'PIP5K1B', 'PIP5K1C', 'PIP5KL1', 'PKM', 'PLCB1', 'PLCB2', 'PLCB3', 'PLCB4', 'PLCD1', 'PLCD3', 'PLCD4', 'PLCE1', 'PLCG1', 'PLCG2', 'PLCH1', 'PLCH2', 'PLCZ1', 'PLEKHA1', 'PLEK', 'PLK1', 'PLK2', 'PLK3', 'BPIFA1', 'PMAIP1', 'PML', 'PMPCA', 'PMS1', 'PMS2', 'POLE', 'POLI', 'POTEF', 'POU5F1', 'PPARG', 'PPM1D', 'PPP2R1A', 'PPP2R4', 'PPP2R5A', 'PPP2R5E', 'PPP3CA', 'PPP6C', 'PRDX1', 'PREX2', 'PRKAA1', 'PRKAA2', 'PRKCI', 'PRKCZ', 'PRKDC', 'PRMT5', 'PROM1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTER', 'PTGS2', 'PTK2B', 'PTK2', 'PTK6', 'PTPMT1', 'PTPN11', 'PTPN12', 'PTPN13', 'PTPN1', 'PTPRC', 'PTPRD', 'PTS', 'PXN', 'RAB7A', 'RAC1', 'RAC2', 'RAD51C', 'RAD51D', 'RAD51', 'RAD52', 'RAF1', 'RASA1', 'RASSF1', 'RB1CC1', 'RB1', 'RBL1', 'RBL2', 'RBM38', 'RBFOX2', 'RCN1', 'RECK', 'RELA', 'REL', 'REM1', 'RETN', 'RET', 'RHEB', 'RHOA', 'RHOB', 'RHOC', 'RICTOR', 'DROSHA', 'RNF146', 'ROCK1', 'ROCK2', 'ROS1', 'RPS27A', 'RPS6KA1', 'RPS6KA2', 'RPS6KA3', 'RPS6KB1', 'RPS6KB2', 'RPS6', 'RPTOR', 'RRAS2', 'RRAS', 'RRM1', 'RSL1D1', 'RUNX3', 'RWDD3', 'SACM1L', 'SALL4', 'SCAI', 'SCGB1D4', 'SCRIB', 'SDHB', 'SDHC', 'SERPINA1', 'SERPINA4', 'SERPINB5', 'SESN1', 'SESN2', 'SETD2', 'SGK1', 'SGK2', 'SGK3', 'SHANK2', 'SHARPIN', 'SHC1', 'SHFM1', 'SHH', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT5', 'SIRT6', 'SIRT7', 'SKP2', 'SLC25A16', 'SLC2A1', 'SLC2A4', 'SLC34A2', 'SLC9A3R1', 'SLC9A3R2', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMUG1', 'SMYD2', 'SNAI1', 'SNAI2', 'SNCA', 'SNX27', 'SOCS1', 'SOCS3', 'SOD2', 'SOS1', 'SOX2', 'SOX4', 'SOX9', 'SP1', 'SPOP', 'SPRY1', 'SPRY2', 'SRBD1', 'SRC', 'SREBF1', 'SRF', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STMN1', 'STUB1', 'STX16', 'SUCLG2', 'SUMO1', 'SYK', 'SYNJ1', 'SYNJ2', 'TACSTD2', 'TBX1', 'TBX2', 'TBX3', 'TCF7L2', 'TCHP', 'TEP1', 'TERT', 'TET1', 'TGFB1', 'TGFBR1', 'TGFBR2', 'TGM2', 'THBS1', 'TIMP1', 'TIMP3', 'TJP1', 'TLR4', 'TMEM55A', 'TMEM55B', 'TMPRSS2', 'TNFRSF10B', 'TNFSF10', 'TNF', 'TNKS2', 'TNKS', 'TNPO2', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TOP1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TPM1', 'TRAF6', 'TRIM27', 'TRIM29', 'TSC1', 'TSC2', 'TTN', 'TUT1', 'TWIST1', 'TWSG1', 'TXN', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2E1', 'UBE2I', 'UBE2L3', 'UBE3A', 'ULK1', 'ULK2', 'USP10', 'USP13', 'USP18', 'USP28', 'USP7', 'USP8', 'UTF1', 'UVRAG', 'VCL', 'VDR', 'VEGFA', 'VHL', 'WDR18', 'WDTC1', 'WEE1', 'WIPI1', 'WIPI2', 'WNT1', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT9A', 'WNT9B', 'WT1', 'WWP1', 'WWP2', 'XIAP', 'XPO1', 'XPO5', 'YAP1', 'YES1', 'YWHAB', 'YWHAZ', 'YY1', 'ZEB1', 'ZEB2', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05240378988513572
		RMSE:  0.5837468026637292
		NRMSE:  0.09127461538014686
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011774083334460839
		RMSE:  0.7259408088203396
		NRMSE:  0.14042494754339593
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5690275755039937
		NRMSE:  0.08897311789601967
		MAPE:  304.4741530818047
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005181468299075398
		RMSE:  0.7235718660416283
		NRMSE:  0.13996670265429206
		MAPE:  391.1377632658283

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.9623206180321536e-15
		NRMSE:  4.631882758239627e-16
		MAPE:  3.559702660285906e-12
		Pearson Correlation:  0.2683048510176021
		Spearman Correlation:  0.2781555879749124
		Coefficient of Determination:  -1.142103595308523
		RMSE:  1.0562814931467859
		NRMSE:  0.20432557512124455
		MAPE:  2914.9472422281156

	Predictor:  ElasticNet
		Pearson Correlation:  0.3818416092741808
		Spearman Correlation:  0.3903909042476109
		Coefficient of Determination:  0.04820098316290744
		RMSE:  0.555144369102423
		NRMSE:  0.08680234056796544
		MAPE:  319.49179294889234
		Pearson Correlation:  0.36586860470196736
		Spearman Correlation:  0.43124477861319976
		Coefficient of Determination:  0.03188185403702404
		RMSE:  0.7101067090046902
		NRMSE:  0.13736202201421585
		MAPE:  374.337129941963

	Predictor:  RandomForests
		Pearson Correlation:  0.583943117832684
		Spearman Correlation:  0.5486244683326287
		Coefficient of Determination:  0.2918667854306157
		RMSE:  0.4788404119275386
		NRMSE:  0.07487145835783576
		MAPE:  265.0430365616203
		Pearson Correlation:  0.36465827677182217
		Spearman Correlation:  0.42090313410669816
		Coefficient of Determination:  0.12179672007937525
		RMSE:  0.6763273699304017
		NRMSE:  0.13082779517378554
		MAPE:  389.50128558337383

Protein:  BRCA2
Protein Interaction Partners Count:  361
x_train_column_count:  351
x_train columns:  ['ABL1', 'ACHE', 'ADRB1', 'ADRB2', 'AKT1', 'ALK', 'APEX1', 'ARID1A', 'ARPC1A', 'AR', 'ATAD5', 'ATM', 'ATRIP', 'ATRX', 'ATR', 'AURKA', 'AURKB', 'B3GALTL', 'BACH1', 'BARD1', 'BCCIP', 'BCHE', 'BDNF', 'BECN1', 'BIRC5', 'BLM', 'BMI1', 'BRCA1', 'BRCC3', 'BRE', 'BRIP1', 'SLX4', 'BUB1B', 'BUB1', 'BUB3', 'SFR1', 'RHNO1', 'RMI2', 'BABAM1', 'MMS22L', 'CASC1', 'CASC5', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCNE1', 'CDC25A', 'CDC25C', 'CDC45', 'CDC6', 'CDH1', 'CDK12', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CENPE', 'CENPF', 'CEP55', 'CHEK1', 'CHEK2', 'CHRNA1', 'CLSPN', 'CNTROB', 'CREM', 'CSMD3', 'CTNNB1', 'CYP19A1', 'DMC1', 'DNA2', 'DSN1', 'DYNC1LI2', 'EGFR', 'EGF', 'ELAC2', 'EME1', 'EME2', 'ENAM', 'EPCAM', 'ERBB2', 'ERBB3', 'ERCC1', 'ERCC2', 'ERCC4', 'ERCC5', 'ERCC6', 'ERCC8', 'ESPL1', 'ESR1', 'EXO1', 'EZH2', 'FAM175A', 'FANCA', 'FANCB', 'FANCC', 'FANCD2', 'FANCE', 'FANCF', 'FANCG', 'FANCI', 'FANCL', 'FANCM', 'FBN1', 'FBXO18', 'FBXW7', 'FEN1', 'FGFR2', 'FHIT', 'FLNA', 'FOXM1', 'GAPDH', 'GEN1', 'SLX1B', 'H2AFX', 'HELQ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2BE', 'HIST3H3', 'HMG20A', 'HMG20B', 'HMMR', 'HNRNPC', 'HOXB13', 'HRAS', 'HUS1', 'ITPKB', 'KAT2B', 'KAT5', 'KEAP1', 'SPIDR', 'KIF23', 'KIF4A', 'KIT', 'KLK3', 'KRAS', 'KRT5', 'LIG1', 'LIG3', 'LIG4', 'LIMD1', 'LSP1', 'MAD2L2', 'MAGED1', 'MAMSTR', 'MAP2K2', 'MAP3K1', 'MCM10', 'MCPH1', 'MDC1', 'MDM2', 'MDM4', 'MEN1', 'MGMT', 'MKI67', 'MLH1', 'MLH3', 'KMT2C', 'MND1', 'MORF4L1', 'MRE11A', 'MRPL36', 'MSH2', 'MSH3', 'MSH4', 'MSH5', 'MSH6', 'MTA2', 'FAN1', 'MUC1', 'MUS81', 'MUTYH', 'MYC', 'NBN', 'NCAPG', 'NEDD4', 'NF1', 'NHEJ1', 'NNT', 'NOTCH1', 'NSL1', 'NSMCE4A', 'OBFC1', 'OGG1', 'PALB2', 'PARG', 'PARP1', 'PARP2', 'PARP3', 'PAXIP1', 'PCNA', 'PDLIM7', 'PDS5A', 'PDS5B', 'PGR', 'PIK3CA', 'PLCB4', 'PLEC', 'PLEKHH1', 'PLK1', 'PMS1', 'PMS2', 'PNOC', 'POLD1', 'POLD2', 'POLD3', 'POLD4', 'POLE2', 'POLE3', 'POLE4', 'POLE', 'POLH', 'POLK', 'POLN', 'POLQ', 'PRDM9', 'PRKDC', 'PRSS1', 'PSMC3IP', 'PSMD3', 'PSMD6', 'PTEN', 'RAD17', 'RAD18', 'RAD1', 'RAD21', 'RAD23B', 'RAD50', 'RAD51AP1', 'RAD51C', 'RAD51B', 'RAD51D', 'RAD51', 'RAD52', 'RAD54B', 'RAD54L', 'RAD9A', 'RAD9B', 'RAG2', 'RASSF1', 'RBBP8', 'RBMX', 'RECQL4', 'RECQL5', 'RECQL', 'RET', 'REV1', 'REV3L', 'RFC1', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RMI1', 'RNF168', 'RNF8', 'RPA1', 'RPA2', 'RPA3', 'RPS27A', 'RTEL1', 'SHFM1', 'SKP2', 'SMAD2', 'SMAD3', 'SMAD4', 'SMARCA4', 'SMARCAL1', 'SMARCB1', 'SMC1A', 'SMC2', 'SMC3', 'SMC4', 'SMC5', 'SMC6', 'SMUG1', 'SNAI2', 'SP1', 'SPO11', 'STAT5A', 'STK11', 'STRA13', 'SUV39H1', 'SYCP3', 'TBCE', 'TDP1', 'TERT', 'TEX15', 'TMPRSS2', 'TNS1', 'TOP1', 'TOP2A', 'TOP3A', 'TOP3B', 'TOPBP1', 'TOX3', 'TP53BP1', 'TP53', 'TPX2', 'TRIP12', 'PRSS58', 'TTK', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2D1', 'UBE2E2', 'UBE2E3', 'UBE2N', 'UBE2T', 'UIMC1', 'USF1', 'USP11', 'USP15', 'USP1', 'USP21', 'USP4', 'UVRAG', 'VEGFA', 'VWF', 'WDR48', 'WDTC1', 'WEE1', 'WRN', 'WT1', 'WTIP', 'XPA', 'XPO1', 'XRCC1', 'XRCC2', 'XRCC3', 'XRCC4', 'XRCC5', 'XRCC6', 'ZFYVE26', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00015423459462815536
		RMSE:  0.20048365981157823
		NRMSE:  0.1291568109593031
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08467605477038265
		RMSE:  0.17297650483593724
		NRMSE:  0.22621657599677922
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  LinearRegression
		Pearson Correlation:  0.8240679147120222
		Spearman Correlation:  0.7947389600724982
		Coefficient of Determination:  0.6790879280578208
		RMSE:  0.11356343490033394
		NRMSE:  0.0731605314223443
		MAPE:  297.7444571817979
		Pearson Correlation:  -0.14048628212506567
		Spearman Correlation:  -0.05916532625095077
		Coefficient of Determination:  -9.14095703206284
		RMSE:  0.5289036478890087
		NRMSE:  0.6916937787079169
		MAPE:  589.8526398955951

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  RandomForests
		Pearson Correlation:  0.5967051634387273
		Spearman Correlation:  0.5202651014399465
		Coefficient of Determination:  0.20324158471494347
		RMSE:  0.1789405724108568
		NRMSE:  0.11527819127773027
		MAPE:  157.09843984941992
		Pearson Correlation:  0.27878727461735503
		Spearman Correlation:  0.2302846668911084
		Coefficient of Determination:  -0.0012394713016894432
		RMSE:  0.1661904532246455
		NRMSE:  0.21734185996814948
		MAPE:  162.93063913830878

Protein:  CDKN2A
Protein Interaction Partners Count:  612
x_train_column_count:  605
x_train columns:  ['ABCC1', 'ABL1', 'ACAP1', 'ACAP2', 'ACP5', 'ACTA1', 'ACTB', 'ACTG1', 'ADAMTS9', 'ADAP1', 'AFP', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALK', 'ANKRD12', 'ANXA5', 'AP3D1', 'AP3S1', 'AP3S2', 'APAF1', 'APBA1', 'APBA2', 'ARAP1', 'ARAP2', 'ARF1', 'ARF3', 'ARF4', 'ARF5', 'ARF6', 'ARFGAP1', 'ARFGAP3', 'ARFIP2', 'ARFRP1', 'ARID1A', 'ARID2', 'ARID5B', 'ARL10', 'ARL1', 'ARL2', 'ARL3', 'ARL4A', 'ARL5A', 'AR', 'ASAP1', 'ATM', 'ATRX', 'ATR', 'AURKA', 'AURKB', 'AXIN1', 'BAP1', 'BCL2L11', 'BCL2L1', 'BCL6', 'BECN1', 'BIRC5', 'BMI1', 'BRAF', 'BRCA1', 'BRCA2', 'BUB1B', 'RGCC', 'C1QBP', 'RABL6', 'CACNA1G', 'CADM1', 'CAMK1D', 'CASP3', 'CASP8', 'CASP9', 'CAV1', 'CBX7', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNL1', 'CD274', 'CD34', 'CD44', 'CDC123', 'CDC20', 'CDC25A', 'CDC25C', 'CDC42', 'CDC45', 'CDC5L', 'CDC6', 'CDC7', 'CDH13', 'CDH17', 'CDH1', 'CDH2', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK5RAP3', 'CDK6', 'CDK7', 'CDKAL1', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2AIP', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDX2', 'CEACAM5', 'CEBPB', 'CEBPE', 'CHEK1', 'CHEK2', 'CHFR', 'CHKA', 'COMMD1', 'CRABP1', 'CREBBP', 'CSF1R', 'CSF1', 'CSF2', 'CTBP1', 'CTBP2', 'CTCF', 'CTLA4', 'CTNNB1', 'CTSK', 'CUL1', 'CUL3', 'CXCR4', 'CYCS', 'CYLD', 'CYTH1', 'CYTH2', 'CYTH3', 'DAB2IP', 'DAP', 'DAXX', 'DICER1', 'DIRAS3', 'DLEC1', 'DMTF1', 'DNAH3', 'DNMT1', 'DNMT3A', 'DNMT3B', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EBF1', 'EGFR', 'EGF', 'EGR1', 'EHF', 'EHMT2', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EP300', 'EPCAM', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ETS1', 'ETV6', 'EWSR1', 'EZH1', 'EZH2', 'FAT1', 'FBXW7', 'FGF2', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FKBP2', 'FLT3', 'FMN2', 'FN1', 'FOS', 'FOXA1', 'FOXM1', 'FOXN2', 'FOXO1', 'FOXO3', 'FTO', 'FZR1', 'GADD45A', 'GAPDH', 'GATA3', 'GATA4', 'GATA5', 'GBF1', 'GDF15', 'GGA1', 'GGA2', 'GGA3', 'GIT1', 'GIT2', 'GLI1', 'GLTSCR2', 'GMNN', 'GNA11', 'GNAQ', 'GNAS', 'GNL3', 'GOLPH3', 'GP5', 'GSPT1', 'GSTP1', 'H2AFX', 'H2AFZ', 'H3F3A', 'H3F3B', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HDAC9', 'HELLS', 'HGF', 'HHEX', 'HIC1', 'HIF1A', 'HIST1H2BA', 'HIST1H4A', 'HIST1H4B', 'HIST1H4C', 'HIST1H4D', 'HIST1H4E', 'HIST1H4F', 'HIST1H4H', 'HIST1H4I', 'HIST1H4J', 'HIST1H4K', 'HIST1H4L', 'HIST2H2AA3', 'HIST2H2AC', 'HIST2H4A', 'HIST4H4', 'HLTF', 'HMGA2', 'HNF4A', 'HNRNPD', 'HOPX', 'HOXA9', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPA4', 'HSPA9', 'HUWE1', 'ID1', 'IDH1', 'IDH2', 'IGF1R', 'IGF1', 'IGF2BP2', 'IGF2R', 'IGF2', 'IGFBP3', 'IKBKB', 'IKZF1', 'IL10', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ING1', 'ING4', 'INS', 'IQSEC1', 'IRS1', 'ISOC2', 'ITGAM', 'JAK1', 'JAK2', 'JAK3', 'JAZF1', 'JUNB', 'JUN', 'KAT2B', 'KAT5', 'KCNJ11', 'KCNQ1', 'KDM1A', 'KDM2B', 'KDM6A', 'KDM6B', 'KDR', 'KEAP1', 'KIAA1549', 'KIT', 'KLF4', 'KRAS', 'KRT19', 'KRT20', 'KRT5', 'KRT7', 'LATS2', 'LOX', 'LRRK2', 'MACROD2', 'MAF', 'MAP2K1', 'MAP2K4', 'MAP2K6', 'MAP2K7', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MAPK9', 'MAX', 'MC1R', 'MCL1', 'MCM10', 'MCM2', 'MCM5', 'MCM7', 'MDM2', 'MDM4', 'MEN1', 'MEOX1', 'MEOX2', 'MET', 'MGMT', 'MITF', 'MKRN1', 'MLANA', 'MLH1', 'KMT2D', 'KMT2C', 'KMT2B', 'MLLT3', 'MME', 'MMP2', 'MMP7', 'MMP9', 'MOV10', 'MRAS', 'MSH2', 'MSH6', 'MTA1', 'MTAP', 'MTHFR', 'MTNR1B', 'MTOR', 'MUC1', 'MYBL2', 'MYCL', 'MYCN', 'MYC', 'MYOD1', 'KAT6A', 'NANOG', 'NCAM1', 'NCL', 'NCOR1', 'NES', 'NEUROG1', 'NF1', 'NF2', 'NFATC1', 'NFE2L2', 'NKX2-1', 'NME1', 'NOTCH1', 'NOTCH2', 'NPM1', 'NRAS', 'NSUN2', 'ORC4', 'ORC5', 'OSBP2', 'P2RY8', 'PA2G4', 'PALB2', 'PARP1', 'PAX3', 'PAX5', 'PAX8', 'PBRM1', 'PCGF2', 'PDGFB', 'PDGFRA', 'PDGFRB', 'PEX19', 'PGR', 'PHLDB1', 'PI3', 'PIAS2', 'PIGF', 'PIK3CA', 'PIK3R1', 'PIP4K2A', 'PLEKHA3', 'PLEKHA8', 'PLEK', 'PLK1', 'PMAIP1', 'PML', 'PMS2', 'POTEF', 'POU5F1', 'PPARA', 'PPARG', 'PPM1D', 'PPP1R9B', 'PPP3CA', 'PRDM2', 'PRMT6', 'PROM1', 'PRSS1', 'PSMC3', 'PSMD10', 'PSME3', 'PTCH1', 'PTEN', 'PTER', 'PTF1A', 'PTGS2', 'PTPN11', 'PTPRC', 'PTPRD', 'PXN', 'RAB11A', 'RAB5A', 'RABEP1', 'RABGEF1', 'RAC2', 'RAD51', 'RAF1', 'RAP2B', 'RARB', 'RASSF1', 'RASSF2', 'RB1', 'RBL1', 'RBL2', 'RCC1', 'RELA', 'RELB', 'REL', 'RET', 'RHOA', 'DROSHA', 'RNF2', 'RNF43', 'ROS1', 'RPL11', 'RPRM', 'RPS27A', 'RPS6KB1', 'RRAS2', 'RRAS', 'RTEL1', 'RUNX2', 'RUNX3', 'SDHC', 'SENP1', 'SENP3', 'SERPINE1', 'SERTAD1', 'SETD2', 'SFN', 'SFRP1', 'SFRP2', 'SHH', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT4', 'SIRT5', 'SIRT6', 'SIRT7', 'SIVA1', 'SIX2', 'SKP2', 'SLC30A8', 'SMAD2', 'SMAD3', 'SMAD4', 'SMARCA4', 'SMARCB1', 'SMUG1', 'SNAI1', 'SNAI2', 'SNCA', 'SOCS1', 'SOX2', 'SP1', 'SPEN', 'SRC', 'STAT1', 'STAT3', 'STK11', 'STK25', 'STK33', 'STMN1', 'SUB1', 'SUMO1', 'SUMO2', 'SUMO3', 'SUV39H1', 'SUZ12', 'SYNE1', 'SYP', 'TBL1XR1', 'TBRG1', 'TBX2', 'TBX3', 'TCF7L2', 'TCHP', 'TERT', 'TET2', 'TFDP1', 'TFPI2', 'TGFBR2', 'THADA', 'THBS1', 'TIMP3', 'TMCO1', 'TMEM115', 'TNFRSF10B', 'TNFSF11', 'TNF', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOP1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TP73', 'TRADD', 'TRIM28', 'TRIP12', 'PRSS58', 'TSC2', 'TSPAN8', 'TTF1', 'TWIST1', 'TWSG1', 'TYR', 'UBA52', 'UBB', 'UBC', 'UBE2A', 'UBE2I', 'UBE3A', 'UCHL1', 'USP7', 'UTF1', 'VEGFA', 'VHL', 'WDTC1', 'WEE1', 'WFS1', 'WHSC1', 'WIF1', 'WRN', 'WT1', 'WWOX', 'XRCC1', 'YY1', 'ZBTB17', 'ZBTB7A', 'ZEB1', 'ZFP91', 'ZNF148', 'ZNF217', 'ZNF227', 'ZNF410', 'ZNF420', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06876053865938014
		RMSE:  0.7026668514343448
		NRMSE:  0.1789276696377339
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07452018232747903
		RMSE:  0.6281215662347416
		NRMSE:  0.15805378984795088
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6796874655065666
		NRMSE:  0.1730761797526334
		MAPE:  274.2442116656758
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00044725008449963966
		RMSE:  0.6060849693149379
		NRMSE:  0.15250873639690443
		MAPE:  274.3248072759207

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  5.538962509431192e-15
		NRMSE:  1.4104460058137536e-15
		MAPE:  7.437233019257467e-12
		Pearson Correlation:  0.15524716999912996
		Spearman Correlation:  0.19135650070449756
		Coefficient of Determination:  -10.631710747587457
		RMSE:  2.0666085093792166
		NRMSE:  0.520019252001514
		MAPE:  1522.9255105474804

	Predictor:  ElasticNet
		Pearson Correlation:  0.530779699302998
		Spearman Correlation:  0.3594062031744678
		Coefficient of Determination:  0.18399510843963607
		RMSE:  0.613982003974471
		NRMSE:  0.15634488655100992
		MAPE:  217.04975350074963
		Pearson Correlation:  0.3177000908597789
		Spearman Correlation:  0.26692851531814615
		Coefficient of Determination:  0.0940419439130834
		RMSE:  0.5767537965663467
		NRMSE:  0.14512815393833742
		MAPE:  243.3147393594794

	Predictor:  RandomForests
		Pearson Correlation:  0.7129606556304533
		Spearman Correlation:  0.634889099049554
		Coefficient of Determination:  0.5031252242250144
		RMSE:  0.4791072424451144
		NRMSE:  0.12200026544908824
		MAPE:  183.28052453077407
		Pearson Correlation:  0.37242994363311455
		Spearman Correlation:  0.36588353809698415
		Coefficient of Determination:  -0.05028040350463403
		RMSE:  0.6209963500124829
		NRMSE:  0.15626087667962127
		MAPE:  454.1511108229819

Protein:  TP53
Protein Interaction Partners Count:  1000
x_train_column_count:  991
x_train columns:  ['ABCB1', 'ABCC1', 'ABL1', 'ACTB', 'ACTL6A', 'ADAM17', 'AFP', 'AGT', 'AICDA', 'AIFM2', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALK', 'ANKRD2', 'ANXA1', 'ANXA2', 'ANXA5', 'APAF1', 'APBB1', 'APC', 'APEX1', 'APOBEC3B', 'APP', 'ARID1A', 'ARID3A', 'AR', 'ASF1A', 'ASXL1', 'ATF2', 'ATF3', 'ATG7', 'ATM', 'ATN1', 'ATRIP', 'ATRX', 'ATR', 'ATXN3', 'AURKA', 'AURKB', 'AXIN1', 'AXL', 'BACE1', 'BAG1', 'BAG2', 'BAIAP2L1', 'BAK1', 'BANP', 'BARD1', 'BAX', 'BBC3', 'BCL2A1', 'BCL2L11', 'BCL2L12', 'BCL2L14', 'BCL2L1', 'BCL2L2', 'BCL2', 'BCL6', 'BCR', 'BDNF', 'BECN1', 'BID', 'BIRC3', 'BIRC5', 'BIRC6', 'BLM', 'BMF', 'BMI1', 'BMX', 'BNIP3L', 'BNIP3', 'BRCA1', 'BRCA2', 'BRCC3', 'BRD1', 'BRD4', 'BRD7', 'BRE', 'BRIP1', 'BRPF1', 'BRPF3', 'BTG2', 'BTK', 'BUB1B', 'BUB1', 'RHNO1', 'RGCC', 'RMI2', 'CNOT11', 'SETD9', 'CA9', 'CABIN1', 'CABLES1', 'CAPN1', 'CARM1', 'CASP10', 'CASP1', 'CASP2', 'CASP3', 'CASP6', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBX2', 'CBX4', 'CBX6', 'CBX8', 'CCDC106', 'CCL2', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNG2', 'CCNH', 'CCNK', 'CCT2', 'CCT3', 'CCT4', 'CCT5', 'CCT6A', 'CCT6B', 'CCT7', 'CCT8', 'CD24', 'CD274', 'CD34', 'CD40LG', 'CD40', 'CD44', 'CD82', 'CDC20', 'CDC25A', 'CDC25C', 'CDH17', 'CDH1', 'CDK12', 'CDK13', 'CDK1', 'CDK2', 'CDK4', 'CDK5R1', 'CDK5', 'CDK6', 'CDK7', 'CDK8', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CEACAM5', 'CEBPB', 'CENPJ', 'CFL1', 'CFLAR', 'CHD3', 'CHD4', 'CHD8', 'CHEK1', 'CHEK2', 'CHUK', 'CISH', 'CITED2', 'CLSPN', 'CLU', 'CNOT10', 'CNOT1', 'CNOT2', 'CNOT3', 'CNOT4', 'CNOT6L', 'CNOT6', 'CNOT7', 'CNOT8', 'COPS5', 'CREB1', 'CREBBP', 'CRYAB', 'CSNK1A1', 'CSNK1D', 'CSNK1E', 'CSNK1G1', 'CSNK1G2', 'CSNK1G3', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTBP1', 'CTCF', 'CTGF', 'CTNNB1', 'CUL4A', 'CUL7', 'CUL9', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP1A1', 'DACH1', 'DAPK1', 'DAP', 'DAXX', 'DDB1', 'DDB2', 'DDIT4', 'DDX17', 'DDX3X', 'DDX5', 'DECR1', 'DGCR8', 'DHCR24', 'DHFR', 'DIABLO', 'DICER1', 'DKK1', 'DMTF1', 'DNA2', 'DNAJA3', 'DNAJB1', 'DNMT1', 'DNMT3A', 'DNTT', 'DPYD', 'DRAM1', 'DTL', 'DUSP1', 'DUSP2', 'DYRK1A', 'DYRK2', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F7', 'E2F8', 'E4F1', 'EED', 'EEF1A1', 'EEF1A2', 'EGFR', 'EGF', 'EGR1', 'EHMT1', 'EHMT2', 'EI24', 'EIF2AK2', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF4EBP1', 'ELANE', 'ELAVL1', 'ELL3', 'ELL', 'EP300', 'EP400', 'EPCAM', 'EPHA2', 'EPHA3', 'EPHB2', 'ERBB2', 'ERBB4', 'ERCC1', 'ERCC2', 'ERCC3', 'ERCC6', 'ESR1', 'ETS1', 'ETS2', 'EWSR1', 'EXO1', 'EZH2', 'F2', 'FADD', 'AMER1', 'FAM175B', 'FANCC', 'FANCD2', 'FASLG', 'FAS', 'FBL', 'FBXO11', 'FBXO4', 'FBXW7', 'FGF1', 'FGF2', 'FGFR3', 'FHIT', 'FHL2', 'FLT3', 'FN1', 'FOSL1', 'FOS', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FSCN1', 'FUT4', 'FZR1', 'G3BP1', 'G6PD', 'GADD45A', 'GADD45B', 'GADD45G', 'GAPDH', 'GATAD2A', 'GATAD2B', 'GDF15', 'GFI1', 'GLS2', 'GLTSCR2', 'GNL3', 'GRAMD4', 'GRB10', 'GRB14', 'GSK3B', 'GSTP1', 'GTF2H1', 'GTSE1', 'H1F0', 'H2AFX', 'HAMP', 'HCK', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC5', 'HDAC7', 'HDAC8', 'HDAC9', 'HERC5', 'HIC1', 'HIF1A', 'HIPK1', 'HIPK2', 'HIPK3', 'HIPK4', 'HIRA', 'HIST1H1A', 'HIST1H1B', 'HIST1H1C', 'HIST1H1D', 'HIST1H1E', 'HK2', 'HMGA1', 'HMGA2', 'HMGB1', 'HMGB2', 'HMMR', 'HMOX1', 'HNF4A', 'HNRNPK', 'HNRNPL', 'HOXA5', 'HPGDS', 'HRAS', 'HSF1', 'HSP90AA1', 'HSP90AB1', 'HSP90B1', 'HSPA1A', 'HSPA1B', 'HSPA1L', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPA9', 'HSPB1', 'HSPB2', 'HTT', 'HUS1', 'HUWE1', 'ICAM1', 'ID2', 'ID4', 'IDH1', 'IDH2', 'IFI16', 'IFNAR1', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IGFBP7', 'IKBKB', 'IL17A', 'IL4', 'IL6', 'CXCL8', 'ING1', 'ING2', 'ING3', 'ING4', 'ING5', 'INSIG1', 'INS', 'IRF1', 'ISG15', 'ITPKB', 'JAG1', 'JAK2', 'JMY', 'JUN', 'KAT2A', 'KAT2B', 'KAT5', 'KDM1A', 'KDM6A', 'KDM6B', 'KDR', 'KHDRBS1', 'CCAR2', 'KIT', 'KLF2', 'KLF4', 'KLF5', 'KLF6', 'KLK3', 'KPNA2', 'KRAS', 'KRT14', 'KRT17', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'L3MBTL1', 'LAMA4', 'LEP', 'LGALS7B', 'LGALS7', 'LIF', 'LIG4', 'LIN28A', 'PIDD1', 'LRRK2', 'LYN', 'MAF1', 'MAF', 'MAGEA2', 'MAP1LC3B', 'MAP2K1', 'MAP2K3', 'MAP2K7', 'MAP3K1', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MAPK9', 'MAPKAPK5', 'MBD3', 'MCL1', 'MCM7', 'MDC1', 'MDH1', 'MDM2', 'MDM4', 'MEAF6', 'MECOM', 'MELK', 'MET', 'MGMT', 'MIF', 'MKI67', 'MKRN1', 'MLH1', 'KMT2D', 'KMT2C', 'MMP13', 'MMP1', 'MMP2', 'MMP9', 'MOV10', 'MRE11A', 'MSH2', 'MSH6', 'MSX1', 'MT1A', 'MT2A', 'MTA1', 'MTA2', 'MTA3', 'MTOR', 'MUC1', 'MUTYH', 'MYBBP1A', 'MYB', 'MYCN', 'MYC', 'MYOCD', 'KAT8', 'KAT6A', 'NANOG', 'NBN', 'NCL', 'NCOA3', 'NCOR1', 'NCOR2', 'NDN', 'NDRG1', 'NEDD8', 'NES', 'NEUROD1', 'NF1', 'NF2', 'NFE2L2', 'NFKB1', 'NFKB2', 'NFKBIA', 'NFKBIB', 'NFYA', 'NFYB', 'NFYC', 'NGFR', 'NKX2-1', 'NLK', 'NLRC4', 'NME1', 'NOC2L', 'NOS3', 'NOTCH1', 'NOTCH3', 'NOTCH4', 'NOX4', 'NPM1', 'NQO1', 'NR1I2', 'NR2E1', 'NR3C1', 'NR4A1', 'NR4A2', 'NRAS', 'NUAK1', 'NUMB', 'NUPR1', 'OGG1', 'OLIG2', 'OPN1SW', 'OSGIN1', 'OTUB1', 'OTUB2', 'OTUD5', 'PADI4', 'PALB2', 'PARK2', 'PARK7', 'PARP1', 'PATZ1', 'PAX2', 'PAX3', 'PAX8', 'PBK', 'PBRM1', 'PCBP4', 'PCNA', 'PDCD4', 'PDCD5', 'PDGFRA', 'PDGFRB', 'PDLIM7', 'PER2', 'PERP', 'PGR', 'PHB', 'PHC1', 'PHC2', 'PHC3', 'PHF20', 'PHGDH', 'PI3', 'PIAS1', 'PIAS2', 'PIAS4', 'PIK3CA', 'PIN1', 'PKM', 'PLAGL1', 'PLAU', 'PLK1', 'PLK2', 'PLK3', 'PLK4', 'PMAIP1', 'PML', 'PMS2', 'POLI', 'POLK', 'POU4F1', 'POU4F2', 'POU5F1', 'PPARGC1A', 'PPARG', 'PPIF', 'PPM1D', 'PPP1R13B', 'PPP1R13L', 'PPP1R15A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R4', 'PPP2R5C', 'PRDM1', 'PRDM2', 'PRDX1', 'PRELID1', 'PRIMA1', 'PRKAA1', 'PRKAA2', 'PRKAB1', 'PRKAB2', 'PRKAG1', 'PRKAG2', 'PRKAG3', 'PRKCA', 'PRKCD', 'PRKCZ', 'PRKD1', 'PRKDC', 'PRKG1', 'PRMT1', 'PRMT5', 'PROM1', 'PSEN1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTBP1', 'PTCH1', 'PTEN', 'PTGS2', 'PTK2', 'PTTG1', 'RABGGTA', 'RABGGTB', 'RAD17', 'RAD1', 'RAD50', 'RAD51', 'RAD9A', 'RAD9B', 'RASSF1', 'RB1CC1', 'RB1', 'RBBP4', 'RBBP6', 'RBBP7', 'RBBP8', 'RBL1', 'RBL2', 'RBM38', 'RBPJ', 'RCHY1', 'RCOR1', 'RECQL4', 'RELA', 'REM1', 'REST', 'RET', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RFFL', 'RFWD2', 'RING1', 'RMI1', 'DROSHA', 'RNF20', 'RNF2', 'RNF34', 'RNF43', 'ROCK1', 'RPA1', 'RPA2', 'RPA3', 'RPL11', 'RPL22', 'RPL26', 'RPL5', 'RPRM', 'RPS14', 'RPS19', 'RPS27A', 'RPS27L', 'RPS3', 'RPS6KB1', 'RQCD1', 'RRAD', 'RRM2B', 'RRM2', 'RUNX2', 'RUNX3', 'S100A2', 'S100A4', 'S100A6', 'S100B', 'SALL4', 'SCO2', 'SDHC', 'SENP1', 'SENP3', 'SERPINB5', 'SERPINE1', 'SESN1', 'SESN2', 'SESN3', 'SETD2', 'SETD7', 'SETD8', 'SETDB1', 'SFN', 'SRSF1', 'SGK1', 'SHFM1', 'SHH', 'SHISA5', 'SIK1', 'SIN3A', 'SIN3B', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT4', 'SIRT5', 'SIRT6', 'SIRT7', 'SIVA1', 'SKP2', 'SLC2A14', 'SLC2A1', 'SLC2A2', 'SLC2A3', 'SLC6A6', 'SLMO1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMARCD1', 'SMG1', 'SMG7', 'SMYD2', 'SNAI1', 'SNAI2', 'SOCS1', 'SOCS3', 'SOD2', 'SORT1', 'SOX2', 'SOX4', 'SP100', 'SP1', 'SP3', 'SP7', 'SPATA18', 'SPP1', 'SQSTM1', 'SRC', 'SREBF1', 'SREBF2', 'SSRP1', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'STEAP3', 'STK11', 'STMN1', 'STUB1', 'SUB1', 'SUMO1', 'SUMO2', 'SUMO3', 'SUMO4', 'SUPT16H', 'SUV39H1', 'SUZ12', 'SYK', 'SYP', 'TADA3', 'TAF10', 'TAF11', 'TAF12', 'TAF13', 'TAF15', 'TAF1L', 'TAF1', 'TAF2', 'TAF3', 'TAF4B', 'TAF4', 'TAF5', 'TAF6', 'TAF7L', 'TAF7', 'TAF9B', 'TBPL1', 'TBPL2', 'TBP', 'TCHP', 'TCP1', 'TDG', 'TERT', 'TET2', 'TFAM', 'TFAP2A', 'TFAP2C', 'TFDP1', 'TFF1', 'TGFB1', 'TGM2', 'THBS1', 'TIMP3', 'TLR3', 'TLR9', 'TMEM219', 'TNFAIP3', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF10C', 'TNFRSF10D', 'TNF', 'TNK2', 'TNKS1BP1', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOE1', 'TOP1', 'TOP2A', 'TOP3A', 'TOPBP1', 'TOPORS', 'TP53AIP1', 'TP53BP1', 'TP53BP2', 'TP53I3', 'TP53INP1', 'TP53RK', 'TP63', 'TP73', 'TPT1', 'TPX2', 'TRAF6', 'TRIAP1', 'TRIM24', 'TRIM28', 'TRIM29', 'TRIM32', 'TRIM59', 'TRIM8', 'TRRAP', 'TSC2', 'TTC5', 'TTK', 'TWIST1', 'TWIST2', 'TXN', 'TYMS', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2A', 'UBE2D1', 'UBE2E1', 'UBE2I', 'UBE2K', 'UBE2N', 'UBE2Q1', 'UBE2S', 'UBE3A', 'UBN1', 'UCHL1', 'UHRF1', 'USF1', 'USP10', 'USP15', 'USP24', 'USP3', 'USP42', 'USP7', 'UTP14A', 'VEGFA', 'VHL', 'VPRBP', 'VRK1', 'WDTC1', 'WEE1', 'WRN', 'WT1', 'WWOX', 'XAF1', 'XIAP', 'XPA', 'XPO1', 'XRCC1', 'XRCC5', 'XRCC6', 'YBX1', 'YWHAB', 'YWHAE', 'YWHAG', 'YWHAH', 'YWHAQ', 'YWHAZ', 'YY1', 'YY2', 'ZBTB33', 'ZBTB7A', 'ZEB1', 'ZEB2', 'ZKSCAN4', 'ZNF148', 'ZNF274', 'ZNF385A', 'ZNF420', 'ZNF668', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0629013951002304
		RMSE:  0.43691826486349494
		NRMSE:  0.11112140819031384
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02793228386718627
		RMSE:  0.5354711484549424
		NRMSE:  0.14342336907859712
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4237929343776606
		NRMSE:  0.10778324331179852
		MAPE:  459.9790072255086
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011640203076264122
		RMSE:  0.5284530873849588
		NRMSE:  0.1415436152095778
		MAPE:  140.42972129387252

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.819584532990298e-15
		NRMSE:  4.627748755030132e-16
		MAPE:  6.633778788920633e-12
		Pearson Correlation:  0.3097835846818702
		Spearman Correlation:  0.3122856893477475
		Coefficient of Determination:  -0.9775746696773848
		RMSE:  0.742711704460337
		NRMSE:  0.19893175424141876
		MAPE:  705.265531266202

	Predictor:  ElasticNet
		Pearson Correlation:  0.4505650864948438
		Spearman Correlation:  0.4359486539503569
		Coefficient of Determination:  0.15942022686825552
		RMSE:  0.3885466594219426
		NRMSE:  0.09881905934076213
		MAPE:  659.3948788005476
		Pearson Correlation:  0.44907197422939815
		Spearman Correlation:  0.4052943303532463
		Coefficient of Determination:  0.13286469949703505
		RMSE:  0.4918098877873273
		NRMSE:  0.1317289106166673
		MAPE:  162.21573455895532

	Predictor:  RandomForests
		Pearson Correlation:  0.6473419135768366
		Spearman Correlation:  0.5829555053484536
		Coefficient of Determination:  0.3686496893514176
		RMSE:  0.3367355055168576
		NRMSE:  0.08564193024157726
		MAPE:  809.5838682394865
		Pearson Correlation:  0.5088654518041784
		Spearman Correlation:  0.44548435766032
		Coefficient of Determination:  0.2238460603250575
		RMSE:  0.4652943252108043
		NRMSE:  0.12462684484017794
		MAPE:  142.51385308320772

Protein:  CTNNB1
Protein Interaction Partners Count:  992
x_train_column_count:  984
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACAN', 'ACP1', 'ACTA1', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTN1', 'ACTN4', 'ACVR1B', 'ACVR1', 'ADAM10', 'ADCY7', 'ADIPOQ', 'AES', 'AFP', 'AHI1', 'AHR', 'AHSA1', 'AJAP1', 'AK9', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDH1A1', 'ALK', 'ALPL', 'AMHR2', 'AMH', 'ANXA5', 'AP1M1', 'APC2', 'APCS', 'APC', 'APH1A', 'APH1B', 'AQP1', 'ARHGAP10', 'ARHGAP21', 'ARHGAP32', 'ARHGEF4', 'ARID1A', 'ARID2', 'ARMC7', 'ARMC8', 'ARVCF', 'ARX', 'AR', 'ASCL1', 'ASF1A', 'ASH2L', 'ASIP', 'ATF4', 'ATM', 'AURKA', 'AXIN1', 'AXIN2', 'BAG3', 'BCAR1', 'BCL2L1', 'BCL3', 'BCL6', 'BCL9L', 'BCL9', 'BDNF', 'BGLAP', 'BIRC5', 'BMI1', 'BMP2', 'BMP4', 'BMP7', 'BMPR1A', 'BMPR1B', 'BNIP2', 'BRAF', 'BRCA1', 'BRCA2', 'BRMS1L', 'BTRC', 'HILPDA', 'AK8', 'CA2', 'CA9', 'CABLES1', 'CACYBP', 'CALM1', 'CALM3', 'CARM1', 'CASP3', 'CASP8', 'CASP9', 'CAV1', 'CBLL1', 'CBL', 'CBY1', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCNE1', 'CD24', 'CD34', 'CD40', 'CD44', 'CDC27', 'CDC42', 'CDC73', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH16', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH26', 'CDH2', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDHR5', 'CDK12', 'CDK1', 'CDK2', 'CDK4', 'CDK5R1', 'CDK5', 'CDK6', 'CDK8', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDON', 'CDX1', 'CDX2', 'CEBPA', 'CHD8', 'CHRD', 'CHUK', 'CITED1', 'CKAP5', 'CLCA1', 'CLDN3', 'CLDN5', 'COL1A1', 'COPS3', 'COPS5', 'COPS6', 'CREB1', 'CREBBP', 'CRKL', 'CRK', 'CRP', 'CRYAB', 'CSNK1A1L', 'CSNK1A1', 'CSNK1D', 'CSNK1E', 'CSNK2A3', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTBP1', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNAL1', 'CTNNBIP1', 'CTNND1', 'CTNND2', 'CTTN', 'CUL1', 'CUL4A', 'CUL4B', 'CXCR4', 'CXXC4', 'DAB2', 'DACT1', 'DACT2', 'DACT3', 'DCT', 'DCX', 'DDB1', 'DDX39A', 'DDX3X', 'DDX5', 'DHODH', 'DHX9', 'DKK1', 'DKK2', 'DKK3', 'DKK4', 'DLG1', 'DLG2', 'DLG4', 'DLG5', 'DLGAP1', 'DLL4', 'DLX1', 'DNM2', 'DNMT1', 'DPYD', 'DSC1', 'DSC2', 'DSC3', 'DSG1', 'DSG2', 'DSG3', 'DSG4', 'DSP', 'DUSP6', 'DVL1', 'DVL2', 'DVL3', 'E2F3', 'ECM1', 'EFNA1', 'EGFR', 'EGF', 'EGR1', 'ELAVL1', 'EMD', 'ENAH', 'EP300', 'EP400', 'EPCAM', 'EPHA2', 'EPHB2', 'EPHB3', 'ERBB2IP', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ETS1', 'ETV4', 'EXOC3', 'EXOC4', 'EYA4', 'EZH2', 'EZR', 'F2RL2', 'FAF1', 'AMER1', 'FANCA', 'FASLG', 'FAS', 'FAT1', 'FAT4', 'FBXW11', 'FBXW7', 'FERMT2', 'FER', 'FGF10', 'FGF13', 'FGF2', 'FGF3', 'FGF4', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FHL2', 'FLG', 'FLOT1', 'FLOT2', 'FLT1', 'FLT3', 'FMN1', 'FMR1', 'FN1', 'FOS', 'FOXA1', 'FOXA2', 'FOXC2', 'FOXG1', 'FOXL1', 'FOXL2', 'FOXM1', 'FOXN3', 'FOXO1', 'FOXO3', 'FOXO4', 'FOXP1', 'FRAT1', 'FRAT2', 'FRZB', 'FSCN1', 'FSTL1', 'FSTL3', 'FURIN', 'FUS', 'FXR1', 'FYN', 'FZD10', 'FZD1', 'FZD2', 'FZD3', 'FZD4', 'FZD5', 'FZD6', 'FZD7', 'FZD8', 'FZD9', 'GAPDH', 'GATA2', 'GATA4', 'GCG', 'GDF2', 'GDNF', 'GFRA1', 'GJA1', 'GLI1', 'GLI2', 'GLI3', 'GLIS2', 'GLUL', 'GNA11', 'GNA12', 'GNA13', 'GNAQ', 'GNAS', 'GPC3', 'GRIA2', 'GRIP1', 'GSK3A', 'GSK3B', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HAS2', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HDAC7', 'HERC5', 'HES7', 'HGF', 'HGS', 'HHEX', 'HIC1', 'HIF1A', 'HINT1', 'HIPK2', 'HIST1H1C', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2AC', 'HIST2H2BE', 'HIST3H3', 'HMGB1', 'HNF1A', 'HNF4A', 'HNRNPA1', 'HNRNPA2B1', 'HNRNPK', 'HNRNPM', 'HOXA10', 'HOXB4', 'HPGD', 'HRAS', 'HSP90AB1', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB3', 'HSPD1', 'HTRA1', 'HTT', 'HUWE1', 'IBSP', 'IDH1', 'IDH2', 'IFNB1', 'IFRD1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP4', 'IHH', 'IKBKB', 'IL6', 'CXCL8', 'ILK', 'INS', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'IRF3', 'ISG15', 'ISL1', 'ITGAE', 'ITGB1', 'ITGB7', 'ITK', 'ITPKB', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'AJUBA', 'JUN', 'JUP', 'KANK1', 'KAT2A', 'KAT2B', 'KAT5', 'KCNN1', 'KCTD1', 'KDM1A', 'KDR', 'KIF18B', 'KIF3A', 'KIF5B', 'KIFC3', 'KIT', 'KLF2', 'KLF4', 'KLF5', 'KRAS', 'KREMEN1', 'KRIT1', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'LATS2', 'LDB1', 'LDHB', 'LDLR', 'LEF1', 'LEO1', 'LGR4', 'LGR5', 'LGR6', 'LHCGR', 'LHX8', 'LIF', 'LIMA1', 'LMNA', 'LMNB1', 'LOX', 'LRP4', 'LRP5L', 'LRP5', 'LRP6', 'LRRFIP1', 'LRRK2', 'LZTFL1', 'MACF1', 'MAGI1', 'MAGI2', 'MAGI3', 'MAP1LC3B', 'MAP2K1', 'MAP2K2', 'MAP2K6', 'MAP2K7', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8IP1', 'MAPK8', 'MAPK9', 'MDFIC', 'MDFI', 'MDK', 'MDM2', 'MED12', 'MED1', 'MEF2A', 'MEF2C', 'MEF2D', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MGMT', 'MITF', 'MKI67', 'MLH1', 'KMT2D', 'MLLT10', 'MLLT11', 'MLLT4', 'MLLT6', 'KMT2A', 'MME', 'MMP13', 'MMP14', 'MMP15', 'MMP17', 'MMP25', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MRAP', 'MSH2', 'MSH6', 'MSN', 'MSX1', 'MSX2', 'MTDH', 'MTOR', 'MUC13', 'MUC1', 'MUTYH', 'MYCN', 'MYC', 'MYF5', 'MYO1D', 'MYO6', 'MYO7A', 'MYOD1', 'MYOG', 'NANOG', 'NCAM1', 'NCCRP1', 'NCOA2', 'NCSTN', 'NDP', 'NDRG2', 'NEDD9', 'NEK2', 'NES', 'NEURL2', 'NF1', 'NF2', 'NFAT5', 'NFKB1', 'NIT1', 'NKD1', 'NKX2-5', 'NLK', 'NME1', 'NOG', 'NONO', 'NOS3', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NPM1', 'NR0B1', 'NR4A1', 'NR4A2', 'NR5A1', 'NR5A2', 'NRAS', 'NRIP1', 'NTRK1', 'NTRK2', 'NTRK3', 'NUDT5', 'NUMB', 'NUP153', 'NUTF2', 'OTX2', 'PAK1', 'PAK2', 'PAK3', 'PANK4', 'PARD3', 'PARD6A', 'PARK2', 'PARP1', 'PAX3', 'PAX6', 'PAX7', 'PAX8', 'PDGFRA', 'PDGFRB', 'PECAM1', 'PGK1', 'PGR', 'PHB', 'JADE1', 'PI3', 'PICK1', 'PIK3CA', 'PIK3R1', 'PIK3R2', 'PIN1', 'PIP5K1A', 'PIP5K1C', 'PITX2', 'PKD1', 'PKM', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PLAG1', 'PLEKHA7', 'PLK1', 'PML', 'PMS2', 'POLE', 'PORCN', 'POTEF', 'POU5F1', 'PPARD', 'PPARG', 'PPM1A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R2B', 'PPP2R5A', 'PPP2R5B', 'PPP2R5C', 'PPP2R5D', 'PPP2R5E', 'PRKACA', 'PRKACB', 'PRKACG', 'PRKAR1A', 'PRKCA', 'PRKCG', 'PRKCI', 'PRKCZ', 'PRKD1', 'PRL', 'PRMT1', 'PROC', 'PROM1', 'PROP1', 'PSEN1', 'PSEN2', 'PSENEN', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTEN', 'PTGES3', 'PTGS2', 'PTH1R', 'PTH', 'PTK2', 'PTK7', 'PTMA', 'PTN', 'PTPN11', 'PTPN13', 'PTPN1', 'PTPN6', 'PTPRB', 'PTPRC', 'PTPRF', 'PTPRG', 'PTPRJ', 'PTPRK', 'PTPRM', 'PTPRU', 'PTPRZ1', 'PVRL1', 'PVRL2', 'PXN', 'PYGO1', 'PYGO2', 'RAB5A', 'RAB7A', 'RAB8B', 'RAC1', 'RAC2', 'RALGDS', 'RANBP3', 'RAP1A', 'RAP1B', 'RAPGEF1', 'RAPGEF2', 'RAPGEF6', 'RAPSN', 'RARA', 'RARB', 'RARG', 'RARS', 'RASSF1', 'RB1CC1', 'RB1', 'RBBP5', 'RBMX', 'RBPJ', 'RBX1', 'RELA', 'REM1', 'RET', 'RHOA', 'RIPK2', 'RNF220', 'RNF43', 'ROBO1', 'ROCK1', 'ROCK2', 'ROR2', 'RPRD1A', 'RPS27A', 'RPSA', 'RSPO1', 'RSPO2', 'RSPO3', 'RSPO4', 'RUNX2', 'RUNX3', 'RUVBL1', 'RUVBL2', 'RXRA', 'RYK', 'S100A4', 'S100A6', 'SALL1', 'SALL4', 'SATB1', 'SCRIB', 'SDHC', 'SERPINE1', 'SETD2', 'SETD7', 'SFN', 'SFRP1', 'SFRP2', 'SFRP4', 'SFRP5', 'SHFM1', 'SHH', 'SIAH1', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT6', 'SKP1', 'SLC6A3', 'SLC9A3R1', 'SLCO1B3', 'SLCO2A1', 'SLIT1', 'SLK', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD5', 'SMAD7', 'SMAD9', 'SMARCA2', 'SMARCA4', 'SMARCA5', 'SMARCB1', 'SMO', 'SMURF1', 'SMYD2', 'SNAI1', 'SNAI2', 'SNX1', 'SOST', 'SOX10', 'SOX13', 'SOX17', 'SOX1', 'SOX2', 'SOX3', 'SOX4', 'SOX6', 'SOX7', 'SOX8', 'SOX9', 'SP1', 'SP7', 'SPAG9', 'SPATA13', 'SPEN', 'SPN', 'SPP1', 'SRC', 'STAT3', 'STK11', 'STRAP', 'STX4', 'SUFU', 'SUV39H1', 'SYP', 'TADA3', 'TAX1BP3', 'TAZ', 'TBL1XR1', 'TBL1X', 'TBX5', 'TBX6', 'TCF12', 'TCF3', 'TCF4', 'TCF7L1', 'TCF7L2', 'TCF7', 'TERT', 'TFAP2A', 'TFCP2', 'TFF1', 'TFF2', 'TFF3', 'TGFB1', 'TGFB2', 'TGFB3', 'TGFBR1', 'TGFBR2', 'TGM2', 'TJP1', 'TJP2', 'TLE1', 'TLE2', 'TLE3', 'TLE4', 'TNFRSF11B', 'TNFSF11', 'TNF', 'TNIK', 'TNKS2', 'TNKS', 'TNS1', 'TOB1', 'TOP2A', 'TP53', 'TRAF4', 'TRIM33', 'TRIM37', 'TRIP10', 'TRRAP', 'TSC2', 'TUBA1A', 'TWIST1', 'TYMS', 'T', 'UBA52', 'UBB', 'UBC', 'UBE2B', 'UBE2R2', 'UBE3A', 'UBR5', 'UCHL1', 'UMPS', 'UPRT', 'USP4', 'USP7', 'USP9X', 'VANGL1', 'VANGL2', 'VASP', 'VAV1', 'VAV2', 'VAV3', 'VCAM1', 'VCL', 'VDR', 'VEGFA', 'VHL', 'VIM', 'WDR64', 'WDTC1', 'WHSC1', 'WIF1', 'WISP1', 'WLS', 'WNT10A', 'WNT10B', 'WNT11', 'WNT16', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8A', 'WNT8B', 'WNT9A', 'WNT9B', 'WT1', 'WWTR1', 'XPO1', 'YAP1', 'YARS', 'YEATS4', 'YES1', 'YWHAB', 'YWHAE', 'YWHAG', 'YWHAH', 'YWHAQ', 'YWHAZ', 'ZAP70', 'ZAR1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZIC3', 'ZNRF3', 'ZYX', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.4291206958720877
		RMSE:  0.9037435622191023
		NRMSE:  0.1777623057079273
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5497170498826627
		RMSE:  0.8436000623678614
		NRMSE:  0.27017767234966206
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999422040781
		Coefficient of Determination:  1.0
		RMSE:  4.630421184531007e-15
		NRMSE:  9.107830811429991e-16
		MAPE:  4.101841325617028e-12
		Pearson Correlation:  0.16457673488063956
		Spearman Correlation:  0.18002468858713952
		Coefficient of Determination:  -2.3700735853163457
		RMSE:  1.2440278112987575
		NRMSE:  0.398421661387193
		MAPE:  550.6777115394266

	Predictor:  ElasticNet
		Pearson Correlation:  0.5131405824492989
		Spearman Correlation:  0.48482969708674906
		Coefficient of Determination:  0.14518383358813458
		RMSE:  0.6989516362026208
		NRMSE:  0.13748065228218348
		MAPE:  768.2508712134631
		Pearson Correlation:  0.5372447533985205
		Spearman Correlation:  0.5125924263394805
		Coefficient of Determination:  0.15587603308249198
		RMSE:  0.6226063033317653
		NRMSE:  0.19940055641087923
		MAPE:  254.39994024616385

	Predictor:  RandomForests
		Pearson Correlation:  0.6583337231151551
		Spearman Correlation:  0.6503205024777605
		Coefficient of Determination:  0.41987365167168433
		RMSE:  0.5758005266694284
		NRMSE:  0.1132573813275823
		MAPE:  477.1880977198457
		Pearson Correlation:  0.6475541674127557
		Spearman Correlation:  0.5680644397062308
		Coefficient of Determination:  0.41490985198943364
		RMSE:  0.518348433359178
		NRMSE:  0.16601015035251138
		MAPE:  188.74191841909266

Protein:  CCNE1
Protein Interaction Partners Count:  350
x_train_column_count:  347
x_train columns:  ['ABL1', 'AKT1', 'AKT2', 'AKT3', 'ALDH18A1', 'ANAPC10', 'ANAPC13', 'ANAPC1', 'ANAPC2', 'ANAPC4', 'ANAPC5', 'ANAPC7', 'ANXA5', 'ARID1A', 'AR', 'ATM', 'AURKA', 'AURKB', 'BARD1', 'BCL2L1', 'BIRC5', 'BRCA1', 'BRCA2', 'BTG2', 'BTRC', 'BUB1B', 'BUB1', 'BUB3', 'RGCC', 'MLIP', 'CABLES1', 'CALM1', 'CAPRIN1', 'CASP3', 'CASP9', 'CBX7', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCNC', 'CCND1', 'CCND2', 'CCND3', 'CCNE2', 'CCNF', 'CCNG1', 'CCNH', 'CCNK', 'CCNL2', 'CCNT1', 'CCNT2', 'CCNY', 'CCT2', 'CCT3', 'CCT4', 'CCT5', 'CCT6A', 'CCT6B', 'CCT7', 'CCT8', 'CDC16', 'CDC20', 'CDC23', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC26', 'CDC27', 'CDC45', 'CDC6', 'CDC7', 'CDCA2', 'CDCA5', 'CDCA8', 'CDH1', 'CDK12', 'CDK13', 'CDK14', 'CDK15', 'CDK16', 'CDK17', 'CDK18', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK5', 'CDK6', 'CDK7', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDT1', 'CENPA', 'CENPE', 'CHAF1A', 'CHD1L', 'CHEK1', 'CHEK2', 'CINP', 'CKS1B', 'CKS2', 'COPS5', 'CREBBP', 'CSK', 'CTNNB1', 'CUL1', 'CUL3', 'CUL4B', 'DBF4B', 'DBF4', 'DGCR8', 'DICER1', 'DTL', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'EBNA1BP2', 'ECT2', 'EGFR', 'EGF', 'ELAVL1', 'ELSPBP1', 'EP400', 'ERBB2', 'ERBB3', 'ERBB4', 'ESPL1', 'ESR1', 'EXO1', 'EZH2', 'FAM58A', 'FAM83H', 'FBXO5', 'FBXW7', 'FEN1', 'FGFR1', 'FGFR2', 'FGFR3', 'FOXM1', 'FZR1', 'GAPDH', 'GLI1', 'GMNN', 'GSK3B', 'H1F0', 'HDAC1', 'HEATR3', 'HERC5', 'HIST1H1A', 'HIST1H1B', 'HIST1H4A', 'HRAS', 'IFNAR1', 'IGF1R', 'IGF1', 'ITPKB', 'JUN', 'KIF11', 'KIF20A', 'KIF23', 'KIF2C', 'KPNA2', 'KRAS', 'LATS2', 'LIN37', 'LIN52', 'LIN54', 'LIN9', 'GMNC', 'MAD2L1', 'MAPK3', 'MATK', 'MAX', 'MCL1', 'MCM10', 'MCM2', 'MCM3', 'MCM4', 'MCM5', 'MCM6', 'MCM7', 'MCM8', 'MDM2', 'MEGF11', 'MELK', 'MKI67', 'KMT2D', 'KMT2B', 'MNAT1', 'MRE11A', 'MTOR', 'MYBL2', 'MYC', 'NBN', 'NF1', 'NFYB', 'NMI', 'NOTCH1', 'NOTCH3', 'NPAT', 'NRAS', 'ORC1', 'ORC2', 'ORC3', 'ORC4', 'ORC5', 'ORC6', 'PARK2', 'PARP1', 'PCBP4', 'PCNA', 'PIK3CA', 'PIK3R1', 'PKMYT1', 'PLK1', 'PLK4', 'POLA1', 'POLD1', 'PPP1R1C', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R4', 'PRC1', 'PRKAR1A', 'PRKAR2A', 'PRMT5', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMB10', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSMF1', 'PTEN', 'PTGDR', 'PTK6', 'PTTG1', 'RAD51', 'RAD54L', 'RB1', 'RBBP4', 'RBL1', 'RBL2', 'RBX1', 'REL', 'REM1', 'RHOA', 'RHOBTB3', 'RINT1', 'RNASE1', 'RPRD1A', 'RPS27A', 'RRM1', 'RRM2', 'RRN3', 'RSF1', 'SHFM1', 'SKP1', 'SKP2', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'ST8SIA1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STK3', 'STK4', 'TARBP1', 'TCP1', 'TERF1', 'TERT', 'TFDP1', 'TK1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TP73', 'TPX2', 'TTK', 'TUBG1', 'TYMS', 'UBA52', 'UBB', 'UBC', 'UBE2C', 'UBE2QL1', 'UBE2S', 'UHRF2', 'WEE1', 'WEE2', 'XIAP', 'YAP1', 'ZNF217', 'ZNF33A', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9790551557409413
		RMSE:  0.7746141645114569
		NRMSE:  0.27590887426944144
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8285524646781477
		RMSE:  0.8763813407881366
		NRMSE:  0.2114972948785232
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4487930906545114
		NRMSE:  0.15985506345663808
		MAPE:  112.14421009479175
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0040862214035515265
		RMSE:  0.6494188844018614
		NRMSE:  0.15672439713344627
		MAPE:  115.49088793396595

	Predictor:  LinearRegression
		Pearson Correlation:  0.9598341887810986
		Spearman Correlation:  0.8788919966826688
		Coefficient of Determination:  0.9212816699530698
		RMSE:  0.12591692181205155
		NRMSE:  0.04485019476831756
		MAPE:  24.72837237396705
		Pearson Correlation:  0.6943581334274757
		Spearman Correlation:  0.41095026122520234
		Coefficient of Determination:  0.1354291782340633
		RMSE:  0.6026146657078164
		NRMSE:  0.1454291251074683
		MAPE:  102.47606323835896

	Predictor:  ElasticNet
		Pearson Correlation:  0.6896420138179974
		Spearman Correlation:  0.5756764396232202
		Coefficient of Determination:  0.3834565414255422
		RMSE:  0.3523935975316258
		NRMSE:  0.1255186456034286
		MAPE:  75.55507547144049
		Pearson Correlation:  0.6253064834008984
		Spearman Correlation:  0.659696504943952
		Coefficient of Determination:  0.2482877601939335
		RMSE:  0.5619080066323289
		NRMSE:  0.13560537843770756
		MAPE:  100.00363021211795

	Predictor:  RandomForests
		Pearson Correlation:  0.8628866187424806
		Spearman Correlation:  0.7123646669252789
		Coefficient of Determination:  0.7415758280964511
		RMSE:  0.22814593168750602
		NRMSE:  0.08126302108192555
		MAPE:  54.405867253368335
		Pearson Correlation:  0.7819079210289549
		Spearman Correlation:  0.7309018274919328
		Coefficient of Determination:  0.5784153717310645
		RMSE:  0.4208058737411625
		NRMSE:  0.10155317077519187
		MAPE:  76.84316764285622

Protein:  CCND1
Protein Interaction Partners Count:  857
x_train_column_count:  849
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTL6B', 'AFP', 'AHR', 'AKAP12', 'AKAP8', 'AKR1B10', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDOA', 'ALK', 'ANO1', 'ANXA5', 'APAF1', 'APC', 'APEX1', 'AREG', 'ARHGEF2', 'ARID1A', 'ARID1B', 'ARID2', 'ARID4A', 'AR', 'ASIP', 'ATF2', 'ATF3', 'ATF4', 'ATM', 'ATXN1', 'AURKA', 'AURKB', 'AXIN1', 'AXIN2', 'B2M', 'BANP', 'BARX2', 'BAX', 'BCAR1', 'BCAR3', 'BCCIP', 'BCL2A1', 'BCL2L11', 'BCL2L1', 'BCL2L2', 'BCL2', 'BCL3', 'BCL6', 'BCL9', 'BECN1', 'BGLAP', 'BHLHE40', 'BIRC2', 'BIRC3', 'BIRC5', 'BMI1', 'BMP4', 'BMP6', 'BRAF', 'BRCA1', 'BRCA2', 'BRD2', 'BRD4', 'BTC', 'BTG2', 'BTRC', 'RGCC', 'COPRS', 'CA9', 'CARD11', 'CARM1', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBFB', 'CCDC62', 'CCL2', 'CCL5', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNC', 'CCND2', 'CCND3', 'CCNDBP1', 'CCNE1', 'CCNE2', 'CCNG2', 'CCNH', 'CCNK', 'CCNL1', 'CCNL2', 'CCNT1', 'CCNT2', 'CCNY', 'CD19', 'CD22', 'CD24', 'CD34', 'CD38', 'CD44', 'CD5', 'CD79A', 'CDC20', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC27', 'CDC42', 'CDC6', 'CDC73', 'CDCA7L', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDK12', 'CDK13', 'CDK14', 'CDK16', 'CDK17', 'CDK18', 'CDK1', 'CDK20', 'CDK2', 'CDK3', 'CDK4', 'CDK5', 'CDK6', 'CDK7', 'CDK8', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDT1', 'CDX2', 'CENPE', 'CEP57', 'CFLAR', 'CHEK1', 'CHEK2', 'CHKA', 'CHUK', 'CKS1B', 'CKS2', 'CLCN3', 'COL1A1', 'CR2', 'CREB1', 'CREBBP', 'CRKL', 'CRYAB', 'CSF2', 'CTBP1', 'CTGF', 'CTNNB1', 'CTNND1', 'CTTN', 'CUL1', 'CUL3', 'CUL7', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP19A1', 'CYR61', 'DACH1', 'DAXX', 'DDIT3', 'DDX53', 'DECR1', 'DHFR', 'DICER1', 'DKK1', 'DKK3', 'DLL1', 'DMTF1', 'DND1', 'DNMT1', 'DNMT3A', 'DNTT', 'DVL1', 'DVL2', 'DYRK1A', 'DYRK1B', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EDN1', 'EEF1A1', 'EGFR', 'EGF', 'EGLN2', 'EGR1', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF3I', 'EIF4A1', 'EIF4A2', 'EIF4EBP1', 'EIF4E', 'EIF4G1', 'ELAVL1', 'ELSPBP1', 'EP300', 'EPCAM', 'EPHA2', 'EPHA7', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ETS1', 'ETV4', 'EWSR1', 'EYA1', 'EZH2', 'FABP4', 'FADD', 'FAM58A', 'FAM83H', 'FASLG', 'FAT1', 'FBXO31', 'FBXO4', 'FBXW7', 'FBXW8', 'FGF13', 'FGF19', 'FGF2', 'FGF3', 'FGF4', 'FGF7', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FGFR4', 'FHIT', 'FHL2', 'FIGF', 'FLCN', 'FLNA', 'FLT1', 'FLT3', 'FN1', 'FOSL1', 'FOS', 'FOXA1', 'FOXC1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FRZB', 'FSTL3', 'FZD1', 'FZD2', 'FZD7', 'FZD9', 'FZR1', 'GADD45A', 'GAL', 'GAPDH', 'GAST', 'GATA3', 'GATA4', 'GDF15', 'GDF2', 'GGNBP2', 'GGT1', 'GIT1', 'GJA1', 'GJB1', 'GLI1', 'GLI2', 'GLI3', 'GLTSCR2', 'GNB2L1', 'GPER1', 'GRB2', 'GREB1', 'GRM4', 'GRP', 'GSK3B', 'H1F0', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HBEGF', 'HBZ', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC4', 'HEXIM1', 'HEY1', 'HGF', 'HIF1A', 'HIST1H2AA', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AH', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST1H4A', 'HIST1H4B', 'HIST1H4C', 'HIST1H4D', 'HIST1H4E', 'HIST1H4F', 'HIST1H4H', 'HIST1H4I', 'HIST1H4J', 'HIST1H4K', 'HIST1H4L', 'HIST2H2AC', 'HIST2H2BE', 'HIST2H4A', 'HIST4H4', 'HMGA2', 'HMOX1', 'HNF1A', 'HNF4A', 'HNRNPD', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB8', 'ICAM1', 'ID1', 'ID2', 'IFNAR1', 'IFNB1', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP3', 'IGFBP5', 'IHH', 'IKBKB', 'IL10', 'IL17A', 'IL2', 'IL4', 'IL6', 'IL7', 'CXCL8', 'ILK', 'INSM1', 'INS', 'IRF1', 'IRS1', 'ISG15', 'ITGB1', 'ITPKB', 'ITPKC', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JARID2', 'JUNB', 'JUND', 'JUN', 'KAT2A', 'KAT2B', 'KDM1A', 'KDM5B', 'KDR', 'KHDRBS1', 'KIF18B', 'KIN', 'KITLG', 'KIT', 'KLF13', 'KLF4', 'KLF5', 'KLF6', 'KLK3', 'KRAS', 'KRT10', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'LDB3', 'LEF1', 'LEP', 'LGALS3', 'LGR5', 'LIMK2', 'LIMS1', 'LIN28B', 'LMNA', 'LMNB1', 'LOX', 'LRP5', 'LRP6', 'LYN', 'MAFB', 'MAF', 'MAML1', 'MAML2', 'MAML3', 'MAMLD1', 'MAP2K1', 'MAP2K2', 'MAP2K4', 'MAP2K7', 'MAP3K5', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MAPK9', 'MCL1', 'MCM10', 'MCM2', 'MCM3', 'MCM5', 'MCM6', 'MCM7', 'MCM8', 'MDK', 'MDM2', 'MDM4', 'MEN1', 'MET', 'MGMT', 'MITF', 'MKI67', 'MLH1', 'MLXIPL', 'MME', 'MMP11', 'MMP14', 'MMP15', 'MMP1', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MNAT1', 'MOV10', 'MSH2', 'MST1', 'MTOR', 'MUC1', 'MYBL2', 'MYB', 'MYCN', 'MYC', 'MYEOV', 'MYF5', 'MYOD1', 'MYOG', 'NACA2', 'NADSYN1', 'NANOG', 'NCAM1', 'NCOA1', 'NCOA3', 'NCOR1', 'NES', 'NEUROD1', 'NF1', 'NF2', 'NFKB1', 'NFKB2', 'NFKBIA', 'NGF', 'NKX2-1', 'NME1-NME2', 'NME1', 'NME2', 'NMI', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTCH4', 'NPM1', 'NQO1', 'NR0B2', 'NR1H3', 'NR2E1', 'NR3C1', 'NR4A3', 'NRAS', 'NRF1', 'NUDT21', 'ODC1', 'ORAI1', 'ORAOV1', 'ORC4', 'PAK1', 'PAK4', 'PARK2', 'PARP1', 'PAX2', 'PAX5', 'PAX6', 'PBRM1', 'PBX3', 'PCNA', 'PDCD4', 'PDGFRA', 'PDGFRB', 'PDZK1', 'PECAM1', 'PELP1', 'PGR', 'PI3', 'PI4K2A', 'PIK3CA', 'PIK3R1', 'PKLR', 'PKM', 'PLAUR', 'PLAU', 'PLK1', 'PMAIP1', 'POLR2A', 'POTEF', 'POU2F1', 'POU5F1', 'PPARG', 'PPP2R4', 'PRDM5', 'PRKACA', 'PRL', 'PRMT5', 'PRNP', 'PROM1', 'PSAT1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTCHD3', 'PTEN', 'PTF1A', 'PTGS2', 'PTHLH', 'PTH', 'PTK2', 'PTK6', 'PTPN11', 'PTPRCAP', 'PTPRC', 'PXN', 'RAD51', 'RAF1', 'RALA', 'RASSF1', 'RB1', 'RBL1', 'RBL2', 'RBPJ', 'RBX1', 'RCC1', 'RELA', 'RELB', 'REL', 'REM1', 'RET', 'RHEB', 'RHOA', 'RHOC', 'RICTOR', 'RNASE1', 'DROSHA', 'RND3', 'RNMT', 'ROCK1', 'RPRD1B', 'RPS27A', 'RPS6KA1', 'RPS6KA2', 'RPS6KA3', 'RPS6KA6', 'RPS6KB1', 'RPS6', 'RPTOR', 'RREB1', 'RSF1', 'RUNX1', 'RUNX2', 'RUNX3', 'SDC1', 'SDHC', 'SENP1', 'SERPINE1', 'SFRP1', 'SFRP2', 'SFRP4', 'SFRP5', 'SHC1', 'SHFM1', 'SHH', 'SIRT1', 'SIX1', 'SIX3', 'SKP1', 'SKP2', 'SLC25A16', 'SLC25A6', 'SLC2A1', 'SLC35B2', 'SLC39A4', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'SMARCC1', 'SMARCC2', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'SMARCE1', 'SMO', 'SNAI1', 'SNAI2', 'SNCA', 'SNIP1', 'SNW1', 'SNX33', 'SOCS3', 'SOX11', 'SOX17', 'SOX2', 'SOX4', 'SOX6', 'SOX9', 'SP1', 'SPN', 'SPP1', 'SPRY1', 'SRC', 'SREBF1', 'STAT1', 'STAT3', 'STAT4', 'STAT5A', 'STAT5B', 'STAT6', 'STC2', 'STIM1', 'STK11', 'STK24', 'STMN1', 'SUFU', 'SULF2', 'SUV39H1', 'TAF1', 'TBP', 'TBX2', 'TCEAL7', 'TCF4', 'TCF7L2', 'TCF7', 'TERT', 'TET3', 'TFDP1', 'TFF1', 'TGFA', 'TGFB1', 'TGFBR2', 'THBS1', 'THRA', 'THRB', 'TIMP1', 'TIMP2', 'TIMP3', 'TJP1', 'TJP2', 'TJP3', 'TLE1', 'TLR9', 'TM4SF1', 'TMPRSS4', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF13C', 'TNFRSF8', 'TNFSF11', 'TNF', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOP2A', 'TP53', 'TP63', 'TP73', 'TRPV2', 'TSC22D3', 'TSC2', 'TWIST1', 'TXN', 'TYMS', 'UBA52', 'UBA7', 'UBB', 'UBC', 'UBE2C', 'UBTF', 'URGCP', 'USP18', 'USP2', 'USP9X', 'VCL', 'VDR', 'VEGFA', 'VEGFC', 'VIP', 'VRK1', 'WDR77', 'WDTC1', 'WEE1', 'WHSC1', 'WIF1', 'WISP1', 'WNT10A', 'WNT10B', 'WNT11', 'WNT16', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8B', 'WNT9A', 'WNT9B', 'WT1', 'XBP1', 'XIAP', 'XPO1', 'YAP1', 'YBX1', 'YY1', 'ZBTB17', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5366759284640548
		RMSE:  0.28216244755564185
		NRMSE:  0.17771997351836757
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.30240520386774006
		RMSE:  0.3149325402631455
		NRMSE:  0.20120656537940065
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.0409666976219262e-15
		NRMSE:  6.556527118952977e-16
		MAPE:  4.027908300359966e-12
		Pearson Correlation:  -0.02107133090249835
		Spearman Correlation:  -0.023713512637314683
		Coefficient of Determination:  -2.401607510715201
		RMSE:  0.508963426658769
		NRMSE:  0.32517053619220876
		MAPE:  487.8908411609749

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  RandomForests
		Pearson Correlation:  0.5725660808552688
		Spearman Correlation:  0.5777514836309044
		Coefficient of Determination:  0.2921330782375494
		RMSE:  0.19150665868143912
		NRMSE:  0.12062043905663555
		MAPE:  522.6303552645559
		Pearson Correlation:  0.3195302604994874
		Spearman Correlation:  0.2940959363583087
		Coefficient of Determination:  0.1009206436638419
		RMSE:  0.26166370583173204
		NRMSE:  0.16717375565845827
		MAPE:  243.712224989962

Protein:  ERBB2
Protein Interaction Partners Count:  663
x_train_column_count:  657
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACPP', 'ACTA2', 'ACTB', 'ACTG1', 'ADAM10', 'ADAM17', 'ADRB2', 'AFP', 'AGRN', 'AKT1S1', 'AKT1', 'AKT2', 'ALB', 'ALDH1A1', 'ALK', 'ANGPT1', 'ANGPT2', 'ANGPT4', 'ANO1', 'ANXA2', 'ANXA5', 'AP2B1', 'APP', 'AREG', 'ARHGEF11', 'ARHGEF12', 'ARID1A', 'ARL6IP5', 'AR', 'ATM', 'ATP2B2', 'AURKB', 'AXIN1', 'BAG1', 'BARD1', 'BCAR1', 'BCAR3', 'BCAS1', 'BCL2L11', 'BCL2L1', 'BDNF', 'BECN1', 'BEST1', 'BIRC5', 'BLNK', 'BMI1', 'BMP2', 'BMP4', 'BRCA1', 'BRCA2', 'BSG', 'BTC', 'MIEN1', 'CA9', 'CALU', 'CARTPT', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CAV1', 'CBLB', 'CBLC', 'CBL', 'CCL27', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CD19', 'CD22', 'CD247', 'CD24', 'CD274', 'CD28', 'CD33', 'CD34', 'CD44', 'CD46', 'CD52', 'CD68', 'CD6', 'CD80', 'CD82', 'CDC37', 'CDC42', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDK4', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CDX2', 'CEACAM5', 'CEP70', 'CHEK2', 'CHGA', 'CHKA', 'CHKB', 'CISH', 'CLDN3', 'CLDN4', 'CLDN7', 'CLTC', 'CNN1', 'COPS5', 'CPNE3', 'CREB1', 'CRKL', 'CRK', 'YBX3', 'CSF1', 'CSF2', 'CSF3', 'CSK', 'CSPG4', 'CTAG1B', 'CTLA4', 'CTNNB1', 'CTNND1', 'CTSB', 'CTSD', 'CTTN', 'CUL5', 'CXCL12', 'CXCR1', 'CXCR4', 'CYCS', 'CYP19A1', 'CYTIP', 'DCN', 'DDX41', 'DDX53', 'DHH', 'DIAPH1', 'DICER1', 'DLG4', 'DMTF1', 'DNAJA3', 'DNM2', 'DNMT1', 'DOCK1', 'DOCK7', 'DUSP6', 'E2F1', 'E2F3', 'EEA1', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EFNB1', 'EGFR', 'EGF', 'EIF3A', 'EIF4EBP1', 'EIF4E', 'ELAVL1', 'ELF3', 'EML4', 'ENO2', 'EP300', 'EPCAM', 'EPGN', 'EPHA2', 'EPS15', 'EPX', 'ERAL1', 'ERBB2IP', 'ERBB3', 'ERBB4', 'ERCC1', 'EREG', 'ERRFI1', 'ESCO1', 'ESR1', 'ESR2', 'ESRRB', 'ETS1', 'ETS2', 'ETV4', 'ETV6', 'EZH2', 'EZR', 'FASLG', 'FASN', 'FBXW7', 'FCGR1A', 'FCGR1B', 'FCGRT', 'FGF10', 'FGF13', 'FGF16', 'FGF17', 'FGF18', 'FGF19', 'FGF1', 'FGF20', 'FGF21', 'FGF22', 'FGF23', 'FGF2', 'FGF3', 'FGF4', 'FGF5', 'FGF6', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FGFR4', 'FHIT', 'FIGF', 'FLT1', 'FLT3LG', 'FN1', 'FOLH1', 'FOLR1', 'FOS', 'FOXA1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXP3', 'FREM2', 'FSIP1', 'FYN', 'GAB1', 'GABPB1', 'GAPDH', 'GATA3', 'GATA4', 'GDF2', 'GLI1', 'GLI2', 'GLS', 'GNA11', 'GNAQ', 'GNAS', 'GNRH1', 'GPER1', 'GRAP2', 'GRB2', 'GRB7', 'GSTP1', 'GZMB', 'H2AFX', 'H2AFY', 'HBEGF', 'HDAC1', 'HDAC6', 'HEATR6', 'HGF', 'HIF1A', 'HK1', 'HLA-A', 'HMGA2', 'HNF4A', 'HOXB7', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSP90B1', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB3', 'HSPG2', 'ICAM1', 'ID1', 'IDH1', 'IDH2', 'IFNG', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IHH', 'IL10', 'IL2', 'IL4', 'IL6R', 'IL6ST', 'IL6', 'CXCL8', 'ILK', 'INPP4B', 'INS', 'IQGAP1', 'IQSEC1', 'IRS1', 'ITGA5', 'ITGA6', 'ITGAV', 'ITGB1', 'ITGB3', 'ITGB4', 'ITPKB', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JUN', 'JUP', 'KDR', 'KITLG', 'KLK3', 'KLRK1', 'KRAS', 'KRT14', 'KRT17', 'KRT18', 'KRT19', 'KRT20', 'KRT4', 'KRT5', 'KRT7', 'KRT8', 'L1CAM', 'LAMP1', 'LCN2', 'LDHA', 'LEP', 'LIN28A', 'LIN7A', 'LIN7B', 'LIN7C', 'LINGO1', 'LOX', 'LRIG1', 'LRPPRC', 'MAGEA1', 'MAGEA3', 'MAGED4B', 'MAGED4', 'MAP2K1', 'MAPK1', 'MAPK3', 'MAPK8', 'MATK', 'MCL1', 'MDK', 'MDM2', 'MEMO1', 'MET', 'MGMT', 'MKI67', 'MLANA', 'MLH1', 'KMT2C', 'MME', 'MMP11', 'MMP14', 'MMP16', 'MMP1', 'MMP2', 'MMP7', 'MMP9', 'MPP1', 'MRAP', 'MRAS', 'MSH2', 'MSH6', 'MSLN', 'MTA1', 'MTOR', 'MUC13', 'MUC16', 'MUC1', 'MUC4', 'MUC6', 'MUCL1', 'MYBL2', 'MYCN', 'MYC', 'NANOG', 'NCAM1', 'NCL', 'NCOA1', 'NCOA3', 'NCOR1', 'NDRG1', 'NF1', 'NF2', 'NFE2L2', 'NGF', 'NISCH', 'NKX2-1', 'NME1', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTCH4', 'NPM1', 'NR1H4', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'NRP1', 'NTF3', 'NTF4', 'OPCML', 'OSMR', 'PA2G4', 'PADI2', 'PAK1', 'PALB2', 'PAQR3', 'PARP1', 'PAX2', 'PCSK9', 'PDCD1LG2', 'PDCD1', 'PDCD4', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PDGFRA', 'PDPN', 'PECAM1', 'PELP1', 'PEPD', 'PFKFB3', 'PGAP3', 'PGF', 'PGR', 'PI3', 'PIK3C2A', 'PIK3C2B', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3CG', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIN1', 'PIP', 'PLAUR', 'PLAU', 'PLCG1', 'PLCG2', 'PLEK', 'PLG', 'PLXNB1', 'POLI', 'POTEF', 'POU5F1', 'PPARG', 'PPP3CA', 'PRDM10', 'PRF1', 'PRKACA', 'PRL', 'PROM1', 'PSCA', 'PTCH1', 'PTEN', 'PTGS2', 'PTK2B', 'PTK2', 'PTK6', 'PTPN11', 'PTPN12', 'PTPN18', 'PTPN1', 'PTPRC', 'PTPRO', 'PTPRU', 'PTS', 'PXN', 'RAB25', 'RAD51', 'RAF1', 'RANBP2', 'RARA', 'RASA1', 'RASA2', 'RASSF1', 'RB1', 'RBPJ', 'RDX', 'RECK', 'REM1', 'REN', 'RET', 'RHEB', 'RHOA', 'RHOB', 'RHOC', 'RICTOR', 'RND1', 'RNF41', 'ROCK1', 'ROCK2', 'ROS1', 'RPS27A', 'RPS6', 'RPTOR', 'RRAS2', 'RRAS', 'S100A14', 'SCGB2A2', 'SCUBE2', 'SDC1', 'SDHC', 'SEMA3D', 'SEMA4D', 'SERPINB5', 'SERPINE1', 'SFRP1', 'PEAK1', 'SH3BGRL3', 'SH3BGRL', 'SH3TC2', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SHH', 'SIAH2', 'PMEL', 'SKP2', 'SLC25A16', 'SLC2A1', 'SLC4A7', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMO', 'SMUG1', 'SMYD3', 'SNAI1', 'SNAI2', 'SOCS1', 'SOS1', 'SOX10', 'SOX2', 'SOX9', 'SP3', 'SPP1', 'SPRY2', 'SRCIN1', 'SRC', 'STARD3', 'STAT1', 'STAT2', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'STOM', 'STUB1', 'SYP', 'TAGLN', 'TBX1', 'TERT', 'TFAP2A', 'TFAP2B', 'TFAP2C', 'TFF1', 'TFF2', 'TFF3', 'TFRC', 'TGFA', 'TGFB1', 'THBS1', 'THRA', 'TIMP1', 'TJP1', 'TMPRSS2', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF13C', 'TNFRSF4', 'TNFRSF8', 'TNFRSF9', 'TNFSF11', 'TNF', 'TNS1', 'TNS3', 'TNS4', 'TOB1', 'TOP1', 'TOP2A', 'TP53', 'TP63', 'TSC2', 'TWIST1', 'TYMS', 'TYR', 'UBA52', 'UBB', 'UBC', 'USP2', 'USP9X', 'VAV1', 'VAV2', 'VAV3', 'VCL', 'VEGFA', 'VEGFB', 'VEGFC', 'VIM', 'WASL', 'WDFY2', 'WDTC1', 'WNT10A', 'WNT1', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT7B', 'WNT9A', 'WNT9B', 'WT1', 'WWOX', 'XIAP', 'XPO1', 'YAP1', 'YBX1', 'YES1', 'YY1', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10085609607150081
		RMSE:  1.0785113826338413
		NRMSE:  0.1837421644434709
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05671362529003088
		RMSE:  0.8919867459254164
		NRMSE:  0.19736403273048267
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959455
		RMSE:  0.875951357919715
		NRMSE:  0.1938159880340115
		MAPE:  565.705361200264

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  4.022396044240401e-15
		NRMSE:  6.852813677428831e-16
		MAPE:  5.2124883112939395e-12
		Pearson Correlation:  0.35827757169925506
		Spearman Correlation:  0.2704796817915435
		Coefficient of Determination:  -2.509776476747492
		RMSE:  1.6256216592772896
		NRMSE:  0.3596905983576258
		MAPE:  1807.8954505779013

	Predictor:  ElasticNet
		Pearson Correlation:  0.838680926814167
		Spearman Correlation:  0.651705511434577
		Coefficient of Determination:  0.43225814136889984
		RMSE:  0.7745240625511022
		NRMSE:  0.13195292136754896
		MAPE:  589.2074999333701
		Pearson Correlation:  0.7867059076875195
		Spearman Correlation:  0.6578261574333846
		Coefficient of Determination:  0.40427657295599373
		RMSE:  0.6697335992482986
		NRMSE:  0.14818754270346246
		MAPE:  432.04775698299943

	Predictor:  RandomForests
		Pearson Correlation:  0.8566837515184769
		Spearman Correlation:  0.6907002191586037
		Coefficient of Determination:  0.7274982219685785
		RMSE:  0.536591918208216
		NRMSE:  0.09141726463161932
		MAPE:  545.7807910694142
		Pearson Correlation:  0.7987754299331115
		Spearman Correlation:  0.6345402564362305
		Coefficient of Determination:  0.6239960700040706
		RMSE:  0.5320787808011717
		NRMSE:  0.11772956760729543
		MAPE:  236.99238278934894

Protein:  ERBB3
Protein Interaction Partners Count:  245
x_train_column_count:  247
x_train columns:  ['ADAM17', 'AGRN', 'AGTR2', 'AKT1', 'AKT2', 'AKT3', 'ALAS2', 'ALB', 'ANGPT1', 'ANGPT2', 'ANGPT4', 'APIP', 'AREG', 'AR', 'BAMBI', 'BDNF', 'BMP2', 'BMP4', 'BRCA1', 'BRCA2', 'BTC', 'CADM4', 'CASK', 'CASP3', 'CBLB', 'CBLC', 'CBL', 'CCND1', 'CCNE1', 'CD44', 'CD82', 'CDC42', 'CDH1', 'CDK4', 'CDK5', 'CDKN1B', 'CDKN2A', 'CLEC16A', 'COMMD5', 'COQ7', 'CRKL', 'CRK', 'CRYZL1', 'CSF1', 'CSK', 'CSPG5', 'CTNNB1', 'DCN', 'DHH', 'DOCK7', 'DUSP6', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EGFR', 'EGF', 'EGR1', 'EHF', 'EIF4EBP1', 'EIF4E', 'EML4', 'EPCAM', 'EPGN', 'EPN1', 'ERBB2IP', 'ERBB2', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'ESR2', 'FBXO9', 'FGF10', 'FGF16', 'FGF17', 'FGF18', 'FGF19', 'FGF1', 'FGF20', 'FGF21', 'FGF22', 'FGF23', 'FGF2', 'FGF3', 'FGF4', 'FGF5', 'FGF6', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FIGF', 'FKBP14', 'FLNA', 'FLT3LG', 'FN1', 'FOXA1', 'FOXO3', 'FREM2', 'FTSJ1', 'GAB1', 'GAPDH', 'GLE1', 'GRB2', 'GRB7', 'GRHL2', 'HBEGF', 'HGF', 'HGS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPG2', 'IGF1', 'IGF2', 'IL6ST', 'ILK', 'INS', 'IRS1', 'ITGA6', 'ITGB4', 'ITPKB', 'JAK1', 'JAK2', 'JUN', 'KDR', 'KITLG', 'KRAS', 'L1CAM', 'LAMA1', 'LAMB1', 'LAMC2', 'LIN7A', 'LIN7B', 'LIN7C', 'LRIG1', 'MAP2K1', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MARCH7', 'MDM2', 'MET', 'MITF', 'MMP9', 'MRPL49', 'MTOR', 'MUC1', 'MUC4', 'MYC', 'N4BP1', 'NDRG1', 'NEDD4L', 'NEDD4', 'NF1', 'NGF', 'NICN1', 'NOTCH1', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'NTF3', 'NTF4', 'OAT', 'PA2G4', 'PARK7', 'PCSK9', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PGF', 'PGR', 'PI3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIP5K1C', 'PLCG1', 'PLCG2', 'PPP1R9A', 'PRKACA', 'PTEN', 'PTK2B', 'PTK2', 'PTK6', 'PTPN11', 'PTPN22', 'PTPN2', 'RASA1', 'RASA2', 'REM1', 'RGS4', 'RHOA', 'RHOC', 'RNF41', 'ROR1', 'RRAS2', 'SH2B3', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SHH', 'SLC25A16', 'SMAD4', 'SNAI2', 'SOS1', 'SOX10', 'SOX2', 'SPARC', 'SPRY2', 'SRC', 'STAT3', 'STAT5A', 'STAT5B', 'SYN3', 'TCF7L2', 'TGFA', 'TMEFF2', 'TNFRSF13C', 'TNS1', 'TP53', 'USP8', 'VAV1', 'VAV2', 'VAV3', 'VEGFA', 'VEGFB', 'VEGFC', 'WNT1', 'WNT5A', 'ZEB1', 'ZNF217', 'KRBOX4', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.24617901957450639
		RMSE:  0.5234556686317032
		NRMSE:  0.14126566093685908
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10551624527684367
		RMSE:  0.43841640970600765
		NRMSE:  0.21211918179733683
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  LinearRegression
		Pearson Correlation:  0.7466876386492644
		Spearman Correlation:  0.7360795558698706
		Coefficient of Determination:  0.5575424297116145
		RMSE:  0.3119072751471754
		NRMSE:  0.08417482131745108
		MAPE:  190.37028687763916
		Pearson Correlation:  0.13384317382460076
		Spearman Correlation:  0.1755408421551391
		Coefficient of Determination:  -1.132966189948784
		RMSE:  0.6089704546260403
		NRMSE:  0.29463841159743387
		MAPE:  380.7473758304729

	Predictor:  ElasticNet
		Pearson Correlation:  0.39202313256316007
		Spearman Correlation:  0.40348596551968785
		Coefficient of Determination:  0.06536484843515367
		RMSE:  0.45332612187275645
		NRMSE:  0.12233970909837523
		MAPE:  239.53312792560672
		Pearson Correlation:  0.5324055883268957
		Spearman Correlation:  0.5288669434780983
		Coefficient of Determination:  0.05099194175873234
		RMSE:  0.4061993151665841
		NRMSE:  0.19653157243259473
		MAPE:  228.8449442320137

	Predictor:  RandomForests
		Pearson Correlation:  0.543783700878312
		Spearman Correlation:  0.5318965825486458
		Coefficient of Determination:  0.27033054769490783
		RMSE:  0.4005463439783744
		NRMSE:  0.10809596190992625
		MAPE:  251.16263272132832
		Pearson Correlation:  0.5443611277287489
		Spearman Correlation:  0.5831419344380854
		Coefficient of Determination:  0.24615476712952655
		RMSE:  0.36203064429982834
		NRMSE:  0.17516142725117975
		MAPE:  228.10624964382416

TMM

In [99]:
scenario = Scenario.AllInteractionPartners_Mutations 
normalizeTechnique = NormalizeTechnique.TMM
X, Y, Z = get_data(normalizeTechnique)
In [100]:
X.head()
Out[100]:
UBE2Q2P2 HMGB1P1 LOC155060 RNU12.2P SSX9 CXORF67 EFCAB8 SRP14P1 LOC391343 TRIM75P ... ZXDA ZXDB ZXDC ZYG11A ZYG11B ZYX ZZEF1 ZZZ3 TPTEP1 AKR1C6P
TCGA-A1-A0SF-01 6.676054 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092
TCGA-A1-A0SH-01 5.091092 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092
TCGA-A1-A0SJ-01 5.091092 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092
TCGA-A1-A0SK-01 6.676054 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092
TCGA-A1-A0SQ-01 5.091092 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092

5 rows × 20440 columns

In [101]:
Y.head()
Out[101]:
RB1 CDH1 PTEN BRCA2 CDKN2A TP53 CTNNB1 CCNE1 CCND1 CDH2 CDH3 ERBB2 ERBB3
TCGA-A1-A0SF-01 0.017184 0.705680 0.197730 0.108550 0.17550 -0.472550 0.06978 -0.75401 -0.202360 -0.222000 -0.114060 0.25604 0.461410
TCGA-A1-A0SH-01 -0.081896 0.018364 0.699160 -0.282430 0.68156 -0.035545 -0.11192 -0.77956 -0.014111 0.072251 -0.031553 0.68354 0.033670
TCGA-A1-A0SJ-01 -0.106090 0.114310 -0.110550 0.108220 -0.00989 -0.431850 -0.85672 -0.29589 0.290760 -0.225320 0.128230 0.36458 0.430620
TCGA-A1-A0SK-01 -0.060244 -0.963820 -0.081596 0.309150 1.23630 0.898470 -0.85965 0.92670 0.045974 0.389790 -0.224090 -1.04130 -0.056604
TCGA-A1-A0SQ-01 0.376500 0.425490 0.657440 0.003187 -0.34580 -0.020122 0.39368 -1.02750 0.362490 0.292880 -0.144850 0.31196 0.649260
In [102]:
perform_kFoldCV(num_folds, scenario, normalizeTechnique, X, Y, Z)

Fold:  1

Protein:  RB1
Protein Interaction Partners Count:  369
x_train_column_count:  366
x_train columns:  ['AATF', 'ABCC1', 'ABL1', 'ACTL6A', 'ACTL6B', 'AFAP1', 'AHR', 'AKT1', 'ANXA5', 'ARID1A', 'ARID1B', 'ARID4A', 'ARMCX1', 'ARMCX2', 'ARMCX3', 'ARNT', 'AR', 'ASF1A', 'ATF2', 'ATM', 'AURKB', 'BCR', 'BDP1', 'BGLAP', 'BRCA1', 'BRF1', 'FAM208A', 'C4BPA', 'CABIN1', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CBFB', 'CBX1', 'CBX4', 'CBX5', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCNC', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNT2', 'CDC25A', 'CDC27', 'CDC6', 'CDH1', 'CDK14', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK6', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CEBPA', 'CEBPB', 'CEBPD', 'CEBPE', 'CHEK1', 'CHEK2', 'CLNK', 'COL1A1', 'CREBBP', 'CTBP1', 'CTNNB1', 'CUX1', 'DCAF10', 'DGKZ', 'DNAJA3', 'DNMT1', 'DNMT3A', 'DUSP1', 'DUT', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EED', 'EGFR', 'EGF', 'EID1', 'EIF2AK1', 'EIF2AK4', 'AGO2', 'ELF1', 'ENC1', 'EP300', 'ERBB2', 'ESD', 'ESR1', 'ESR2', 'EZH2', 'FBXW7', 'FMO5', 'FOS', 'FOXM1', 'FRK', 'FZR1', 'G6PD', 'GAPDH', 'GATA1', 'GJA1', 'GNB2L1', 'GRB2', 'GSC', 'GTF2H1', 'H1F0', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HARS2', 'HARS', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC8', 'HDC', 'HES1', 'HIF1A', 'HIRA', 'HIST1H1A', 'HIST1H1B', 'HIST1H1C', 'HIST1H1D', 'HIST1H1E', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST1H4A', 'HIST2H2AC', 'HIST2H2BE', 'HIST3H3', 'HIST4H4', 'HMGA1', 'HMGA2', 'HRAS', 'HSP90AA1', 'HSPA1A', 'HSPA8', 'ID2', 'IFI16', 'INS', 'JUN', 'KAT2B', 'KAT5', 'KDM1A', 'KDM2A', 'KDM4A', 'KDM5A', 'KDM5B', 'PPP1R26', 'KIF11', 'KRAS', 'KRT10', 'KRT14', 'KRT5', 'L3MBTL2', 'L3MBTL1', 'LIMD1', 'LIN52', 'LIN54', 'LIN9', 'LMNA', 'LOR', 'LPAR6', 'MAF', 'MAP2K7', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MAPK9', 'MCM2', 'MCM3', 'MCM4', 'MCM5', 'MCM7', 'MDM2', 'MDM4', 'MEF2C', 'MORF4L1', 'MRFAP1', 'MRPL11', 'MRPS18B', 'MSH6', 'MTL5', 'MYBL2', 'MYC', 'MYOD1', 'NACC2', 'NCAPD3', 'NCAPG2', 'NCAPH2', 'NCR1', 'NDC80', 'NEO1', 'NFYA', 'NFYB', 'NFYC', 'NGF', 'NOTCH1', 'NPM1', 'NRAS', 'ORC1', 'PA2G4', 'PAX2', 'PAX3', 'PAX5', 'PAX6', 'PAX8', 'PCNA', 'PELP1', 'PGR', 'PHB', 'PHF21B', 'PIAS4', 'PIK3CA', 'PIK3R1', 'PIK3R3', 'PLK1', 'PML', 'POLA1', 'POLA2', 'PPARA', 'PPARG', 'PPIA', 'PPP1CA', 'PPP1CB', 'PPP1CC', 'PPP1R3A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R3B', 'PPRC1', 'PRB1', 'PRB3', 'PRB4', 'PRDM2', 'PRH1', 'PRH2', 'PRIM1', 'PRIM2', 'PRKCB', 'PRMT2', 'PSMA7', 'PSMC1', 'PSMD10', 'PTEN', 'PTGDR', 'RAF1', 'RB1CC1', 'RBAK', 'RBBP4', 'RBBP5', 'RBBP6', 'RBBP7', 'RBBP8', 'RBBP9', 'RBL1', 'RBL2', 'RBFOX2', 'RFC1', 'RPS6KB1', 'RUNX2', 'S100A6', 'SETD1B', 'SETD7', 'SIRT1', 'SKP2', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'SMARCC1', 'SMARCC2', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'SMARCE1', 'SMC1A', 'SMC2', 'SMC4', 'SMC5', 'SMYD2', 'SNW1', 'SP100', 'SP1', 'SP3', 'SPI1', 'STAM', 'STAT3', 'SUV39H1', 'SUV420H2', 'SUZ12', 'TAF1', 'TBP', 'TERT', 'TFAP2A', 'TFDP1', 'TFDP3', 'TGM2', 'THAP1', 'TMPO', 'TNS1', 'TOP2A', 'TP53BP1', 'TP53', 'TP73', 'TRDMT1', 'TRIM27', 'TTK', 'UBE2I', 'UBE3A', 'UBL4A', 'UBN1', 'UBR4', 'UBTF', 'UHRF1', 'USP4', 'USP7', 'VEGFA', 'VPS39', 'WDR59', 'WDR73', 'WEE1', 'WWTR1', 'YAP1', 'YY1', 'ZBTB16', 'ZBTB7A', 'ZNF521', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017832262764705176
		RMSE:  0.22609122586734381
		NRMSE:  0.08562439911658541
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0064622508272080825
		RMSE:  0.2813710133086082
		NRMSE:  0.13900150344012696
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  LinearRegression
		Pearson Correlation:  0.33046056645948435
		Spearman Correlation:  0.2771064667534188
		Coefficient of Determination:  0.009365095502181231
		RMSE:  0.22305009637182285
		NRMSE:  0.0844726742555663
		MAPE:  747.345961153187
		Pearson Correlation:  0.014870457391667827
		Spearman Correlation:  0.13955384853252986
		Coefficient of Determination:  -2.015407815723006e+25
		RMSE:  1259105376917.19
		NRMSE:  622016953072.1261
		MAPE:  166633091038899.38

	Predictor:  ElasticNet
		Pearson Correlation:  0.19955788537082556
		Spearman Correlation:  0.19074908558074266
		Coefficient of Determination:  0.022389776542377615
		RMSE:  0.2215789344151379
		NRMSE:  0.08391552146000299
		MAPE:  236.5806606768442
		Pearson Correlation:  0.17639005510090486
		Spearman Correlation:  0.24637437385062355
		Coefficient of Determination:  -0.01835367004262145
		RMSE:  0.28302834105129954
		NRMSE:  0.13982024821848282
		MAPE:  140.24950562517913

	Predictor:  RandomForests
		Pearson Correlation:  0.34640391294771294
		Spearman Correlation:  0.2975793748927845
		Coefficient of Determination:  0.060180625637315854
		RMSE:  0.21725400890828722
		NRMSE:  0.08227760231330702
		MAPE:  255.51886800674325
		Pearson Correlation:  0.17938316700021897
		Spearman Correlation:  0.2588771827138816
		Coefficient of Determination:  -0.006884013298748881
		RMSE:  0.2814299620193127
		NRMSE:  0.1390306249879276
		MAPE:  134.567353650117

Protein:  CDH1
Protein Interaction Partners Count:  834
x_train_column_count:  823
x_train columns:  ['ABCB1', 'ABCG2', 'ACAN', 'ACTA1', 'ACTA2', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTN1', 'ACTR3', 'ACVR1B', 'ADAM10', 'ADAM15', 'ADAM17', 'ADAM9', 'AFP', 'AIMP1', 'AJAP1', 'AKAP9', 'AKT1', 'AKT2', 'AKTIP', 'ALB', 'ALCAM', 'ALDH1A1', 'ALDH3A1', 'ALK', 'AMOTL2', 'ANAPC4', 'ANAPC7', 'ANO1', 'ANXA2', 'ANXA5', 'AP1M1', 'AP1M2', 'APC2', 'APC', 'AQP1', 'AQP5', 'AREG', 'ARF6', 'ARHGAP31', 'ARID1A', 'ARL2BP', 'ARMC7', 'ARPC1A', 'ARPC2', 'ARRB2', 'ARVCF', 'AR', 'CLMP', 'ASF1A', 'ATF2', 'ATF3', 'ATM', 'ATXN1', 'AXIN1', 'AXIN2', 'AXL', 'BAG3', 'BANP', 'BCAR1', 'BCL2L11', 'BCL2L1', 'BCL6B', 'BCL9L', 'BCORL1', 'BMI1', 'BMP2', 'BMP4', 'BMP6', 'BMP7', 'BNIP3', 'BRCA1', 'BRCA2', 'BSG', 'BTBD7', 'BTC', 'BTF3', 'ANAPC15', 'CA2', 'CA9', 'CALCA', 'CALR', 'CAPN1', 'CAPNS1', 'CASP3', 'CASP8', 'CASP9', 'CASS4', 'CAV1', 'CBLL1', 'CBL', 'CBX7', 'CCL2', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCNE1', 'CCR7', 'CD1A', 'CD1B', 'CD1C', 'CD1E', 'CD207', 'CD24', 'CD274', 'CD276', 'CD2AP', 'CD34', 'CD44', 'CD46', 'CD68', 'CD82', 'CDC16', 'CDC23', 'CDC27', 'CDC42', 'CDC6', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH24', 'CDH2', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDK14', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CDKN3', 'CDX2', 'CEACAM5', 'CFL1', 'CGN', 'CHGA', 'CHL1', 'CLCA2', 'CLDN1', 'CLDN2', 'CLDN3', 'CLDN4', 'CLDN5', 'CLDN7', 'CNTN1', 'COL1A1', 'CORO1C', 'CRB3', 'CREB1', 'CREBBP', 'CRYAB', 'YBX3', 'CSDC2', 'CSE1L', 'CSF2', 'CSNK2A1', 'CSNK2A2', 'CST5', 'CTBP1', 'CTBP2', 'CTCF', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNB1', 'CTNND1', 'CTNND2', 'CTSL', 'CTTN', 'CXCL12', 'CXCL1', 'CXCR4', 'CYP1B1', 'DAAM1', 'DAB2IP', 'DACH1', 'DAPK1', 'DAP', 'DDR1', 'DDR2', 'DDX3X', 'DICER1', 'DKK1', 'DLC1', 'DLG1', 'DLG5', 'DNM2', 'DNMT1', 'DNMT3A', 'DNMT3B', 'DNTT', 'DOT1L', 'DPAGT1', 'DPEP1', 'DSP', 'DUOX1', 'DUSP4', 'DVL1', 'DVL2', 'E2F1', 'ECT2', 'EDN1', 'EFEMP1', 'EFNA1', 'EGFR', 'EGF', 'EGR1', 'EHD1', 'EHMT2', 'EIF2AK3', 'AGO1', 'AGO2', 'ELAVL1', 'ELF3', 'ENAH', 'ENG', 'EP300', 'EPB41L3', 'EPCAM', 'EPHA10', 'EPHA1', 'EPHA2', 'EPPK1', 'ERBB2IP', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ESRP1', 'ESRP2', 'ETS1', 'ETS2', 'EXOC3', 'EXOC4', 'EYA2', 'EZH2', 'EZR', 'F11R', 'F2RL2', 'SUPT20H', 'FBXL5', 'FER', 'FGF10', 'FGF13', 'FGF17', 'FGF19', 'FGF2', 'FGF4', 'FGF5', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FHIT', 'FHL2', 'FLG', 'FLOT1', 'FLOT2', 'FLT1', 'FMN1', 'FN1', 'FOSL1', 'FOS', 'FOXA1', 'FOXA2', 'FOXC1', 'FOXC2', 'FOXJ2', 'FOXK2', 'FOXL1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXQ1', 'FRMPD2', 'FSCN1', 'FUT4', 'FXYD5', 'FYN', 'FZD1', 'FZD4', 'FZD7', 'FZR1', 'G6PD', 'GAB2', 'GABPA', 'GADD45A', 'GAPDH', 'GAS6', 'GATA1', 'GATA3', 'GATA4', 'GATA6', 'GDNF', 'GFRA1', 'GGT1', 'GJA1', 'GJB1', 'GJB2', 'GKN2', 'GLI1', 'GLI2', 'GMNN', 'GNA12', 'GNA13', 'GNB2L1', 'GNL3', 'GPA33', 'GRB2', 'GRHL2', 'GRHL3', 'GSK3B', 'GSN', 'GSTP1', 'H2AFZ', 'HAVCR2', 'HBEGF', 'HDAC1', 'HDAC2', 'HEPACAM', 'HES1', 'HGF', 'HGS', 'HIF1A', 'HMGA2', 'HNF4A', 'HOXB4', 'HOXD10', 'HPGDS', 'HPGD', 'HRAS', 'HSP90AA1', 'HSPA5', 'ICAM1', 'ID1', 'ID2', 'IDO1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP3', 'IL10', 'IL15', 'IL17A', 'IL1B', 'IL24', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ILK', 'INADL', 'INS', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'IQSEC1', 'IRS1', 'IRS2', 'ITGA5', 'ITGA6', 'ITGAE', 'ITGAM', 'ITGB1', 'ITGB4', 'ITGB7', 'ITPKB', 'IVL', 'JAG1', 'JAK2', 'AJUBA', 'JUN', 'JUP', 'KDM1A', 'KDM6A', 'KDR', 'KEAP1', 'KIFC3', 'KIT', 'KLF4', 'KLF5', 'KLF8', 'KLK3', 'KLK7', 'KLRG1', 'KRAS', 'KRT10', 'KRT14', 'KRT17', 'KRT18', 'KRT19', 'KRT20', 'KRT4', 'KRT5', 'KRT7', 'KRT8', 'KRT9', 'LAMA1', 'LAMB1', 'LAMC2', 'LASP1', 'LATS1', 'LATS2', 'LCN2', 'LEF1', 'LEP', 'LGALS3', 'LGALS4', 'LGALS9', 'LGR5', 'LIF', 'LIMA1', 'LIN28A', 'LIPG', 'LLGL2', 'LMNA', 'LOR', 'LOXL2', 'LOXL3', 'LOX', 'LRP5', 'LRP6', 'LY6K', 'MACC1', 'MACROD1', 'MAD2L2', 'MAGI1', 'MAP2K1', 'MAP2K7', 'MAP4K5', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MARK2', 'MARVELD2', 'MCAM', 'MCL1', 'MDM2', 'MED1', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MGAT5', 'MGMT', 'MKI67', 'MLH1', 'MLLT4', 'MME', 'MMP11', 'MMP13', 'MMP14', 'MMP15', 'MMP17', 'MMP1', 'MMP25', 'MMP27', 'MMP2', 'MMP3', 'MMP7', 'MMP8', 'MMP9', 'MPP5', 'MRAP', 'MSH2', 'MSN', 'MT1G', 'MTA1', 'MTA3', 'MTBP', 'MTDH', 'MTOR', 'MUC1', 'MUC4', 'MYCN', 'MYC', 'MYH6', 'MYO6', 'MYO7A', 'NANOG', 'NCAM1', 'NCOA1', 'NCSTN', 'NDRG1', 'NDRG2', 'NEDD9', 'NEK2', 'NES', 'NEUROG3', 'NF2', 'NFE2L2', 'NFIC', 'NKD2', 'NME1', 'NOG', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NR2F1', 'NRP2', 'NUDT21', 'NUMBL', 'NUMB', 'NUP98', 'NUTF2', 'OTUB1', 'OVOL1', 'OVOL2', 'PARD3', 'PARD6A', 'PAX2', 'PAX5', 'PAX6', 'PAX8', 'PCSK9', 'PDCD4', 'PDGFRB', 'PDPN', 'PEBP1', 'PECAM1', 'PGR', 'PHLPP1', 'PI3', 'PIK3CA', 'PIK3R1', 'PIP5K1A', 'PIP5K1C', 'PIP', 'PIR', 'PITX1', 'PKD1', 'PKM', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PLAUR', 'PLAU', 'PLCD1', 'PLEKHA7', 'PLG', 'PODXL', 'POLR2C', 'POSTN', 'POTEF', 'POU5F1', 'PPARA', 'PPARGC1A', 'PPARG', 'PPL', 'PPP6C', 'PRAME', 'PRDM10', 'PRKAR1A', 'PRKCA', 'PRKCI', 'PRKCZ', 'PRKD1', 'PRKG1', 'PRMT5', 'PROC', 'PROM1', 'PRSS8', 'PSEN1', 'PTCH1', 'PTEN', 'PTF1A', 'PTGS2', 'PTK2', 'PTPN11', 'PTPN14', 'PTPRC', 'PTPRF', 'PTPRJ', 'PTPRM', 'PTPRS', 'PTPRT', 'PTPRU', 'PTRH2', 'PVRL1', 'PVRL2', 'PVR', 'PXN', 'RAB11A', 'RAB25', 'RAB5A', 'RAB7A', 'RAB8B', 'RAC1', 'RAC2', 'RACGAP1', 'RAF1', 'RALA', 'RALBP1', 'RALGDS', 'RAP1A', 'RAP1B', 'RAPGEF1', 'RARB', 'RASSF1', 'RB1', 'RBM4', 'RCOR1', 'RDX', 'REM1', 'RET', 'RHOA', 'RHOB', 'RHOC', 'RHOD', 'RICTOR', 'RND3', 'ROCK1', 'ROCK2', 'RPS6KB1', 'RPTOR', 'RRM2', 'RUNX2', 'RUNX3', 'S100A14', 'S100A4', 'S100A8', 'SATB1', 'SCRIB', 'SDC1', 'SDC4', 'SDHC', 'SELE', 'SELL', 'SELP', 'SEMA3C', 'SEMA3F', 'SENP1', 'SERPINB4', 'SERPINB5', 'SERPINE1', 'SFN', 'SFRP1', 'SFRP2', 'SFTPC', 'SHH', 'SIK1', 'SIN3A', 'SIRT1', 'SIRT2', 'SIRT4', 'SIRT7', 'SIX1', 'SIX2', 'SKIL', 'SKP2', 'SLC2A1', 'SLC39A6', 'SLC6A3', 'SLC9A3R1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMO', 'SNAI1', 'SNAI2', 'SNAI3', 'SNX16', 'SNX1', 'SOX10', 'SOX17', 'SOX2', 'SOX4', 'SOX9', 'SP1', 'SPARC', 'SPDEF', 'SPINT1', 'SPP1', 'SPRY1', 'SRCIN1', 'SRC', 'SRXN1', 'ST14', 'ST7L', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STX4', 'STYK1', 'SUCLG2', 'SUMO1', 'SUZ12', 'SYNJ2', 'SYP', 'TACC3', 'TACSTD2', 'TATDN1', 'TBX1', 'TBX3', 'TCF15', 'TCF4', 'TDGF1', 'TERT', 'TET2', 'TFF1', 'TFF3', 'TGFB1', 'TGFB2', 'TGFB3', 'TGFBI', 'TGFBR1', 'TGFBR2', 'THBS1', 'THEM4', 'THUMPD1', 'THY1', 'TIAM1', 'TIMP1', 'TIMP2', 'TIMP3', 'TJP1', 'TJP2', 'TJP3', 'TLE1', 'TLN1', 'TLR4', 'TMPRSS2', 'TMPRSS4', 'TNFRSF6B', 'TNF', 'TNK2', 'TNS1', 'TP53BP1', 'TP53BP2', 'TP53', 'TRIM21', 'TRIM29', 'TRIM44', 'TRIP10', 'TRPS1', 'TSPYL2', 'TWIST1', 'TWIST2', 'TYRP1', 'T', 'UBE2I', 'UBE2S', 'USP48', 'USP9X', 'VANGL1', 'VANGL2', 'VASP', 'VAV1', 'VCAM1', 'VCL', 'VDR', 'VEGFA', 'VEGFC', 'VEZT', 'VHL', 'VIM', 'VIPAS39', 'VPS33B', 'VTN', 'WASL', 'WDFY2', 'WDTC1', 'WIF1', 'WISP1', 'WISP3', 'WNT10A', 'WNT10B', 'WNT11', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8A', 'WNT9A', 'WNT9B', 'WT1', 'XIAP', 'YAP1', 'YBX1', 'YES1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'ZYX', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12177449909053428
		RMSE:  1.1951653206606205
		NRMSE:  0.20089175544360185
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11829904064371455
		RMSE:  1.227018913081223
		NRMSE:  0.19873326310796913
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  LinearRegression
		Pearson Correlation:  0.8262899690285619
		Spearman Correlation:  0.7644246264399195
		Coefficient of Determination:  0.6673783384158654
		RMSE:  0.6508043780094707
		NRMSE:  0.10939175667884804
		MAPE:  536.0104091967695
		Pearson Correlation:  -0.012463867412319137
		Spearman Correlation:  0.29449361149413583
		Coefficient of Determination:  -4.218854983132422e+23
		RMSE:  753649784789.1265
		NRMSE:  122064362150.42053
		MAPE:  145409824744692.47

	Predictor:  ElasticNet
		Pearson Correlation:  0.7014305633514655
		Spearman Correlation:  0.6450457314474335
		Coefficient of Determination:  0.4465560227593387
		RMSE:  0.8394832482546208
		NRMSE:  0.14110622228743228
		MAPE:  471.5413408216152
		Pearson Correlation:  0.5334643032923599
		Spearman Correlation:  0.441986147692908
		Coefficient of Determination:  0.2795835544580809
		RMSE:  0.9848363953538122
		NRMSE:  0.1595083404090914
		MAPE:  261.31317753565855

	Predictor:  RandomForests
		Pearson Correlation:  0.6179503314591506
		Spearman Correlation:  0.5357059780354199
		Coefficient of Determination:  0.37894539925557424
		RMSE:  0.8892832107849575
		NRMSE:  0.1494769486805099
		MAPE:  315.94200203979136
		Pearson Correlation:  0.6164759773274996
		Spearman Correlation:  0.617463643037705
		Coefficient of Determination:  0.36986518304397664
		RMSE:  0.921062326334673
		NRMSE:  0.14917921776662127
		MAPE:  194.22167313572487

Protein:  CDH2
Protein Interaction Partners Count:  472
x_train_column_count:  466
x_train columns:  ['ABCG2', 'ABL1', 'ACAN', 'ACTA1', 'ACTA2', 'ACTB', 'ACTR3', 'ADAM10', 'ADH1A', 'AFP', 'AHSG', 'AKT1', 'AKT3', 'ALB', 'ALCAM', 'ALDH1A1', 'AMBN', 'AMELX', 'AMOTL1', 'AMTN', 'ANGPT1', 'ANO8', 'ANXA5', 'APC2', 'APC', 'APLP2', 'APOA1', 'APOA2', 'APOA5', 'APOB', 'APOE', 'APOL1', 'APPL1', 'APP', 'ARHGAP32', 'ARMC7', 'ARPC5', 'ARVCF', 'AR', 'ATXN1', 'AXIN1', 'AXIN2', 'AXL', 'BCL2L1', 'BDNF', 'BMI1', 'BMP15', 'BMP2', 'BMP4', 'BMP7', 'BNIP2', 'BOC', 'BPIFB2', 'RGCC', 'GSKIP', 'C3', 'C4A', 'CABLES1', 'CADM1', 'CALU', 'CASP3', 'CAV1', 'CBLL1', 'CCNA2', 'CCNB1', 'CCND1', 'CD24', 'CD34', 'CD44', 'CD80', 'CDC42', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDK4', 'CDK5', 'CDK6', 'CDKN2A', 'CDON', 'CDX2', 'CEBPZ', 'CFL1', 'CHGB', 'CHL1', 'CHRDL1', 'CKAP4', 'CLDN11', 'CLDN3', 'CLDN4', 'CLDN7', 'CORT', 'CP', 'CREBBP', 'CRP', 'CSF1', 'CSK', 'CST3', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNB1', 'CTNND1', 'CTNND2', 'CTTN', 'CXCL12', 'CXCR4', 'CYLD', 'CYR61', 'DBN1', 'DDR1', 'DDR2', 'DKK1', 'DLG4', 'DLG5', 'DMP1', 'DNAJC3', 'DSP', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EFNB1', 'EFNB2', 'EFNB3', 'EGFR', 'EGF', 'EHMT2', 'EIF2AK3', 'ENAM', 'ENG', 'EPCAM', 'EPHA1', 'EPHA2', 'EPHA4', 'EPHB2', 'EPS8', 'ERBB2', 'ERBB4', 'ESR1', 'ESRP1', 'EXOC4', 'EZH2', 'EZR', 'F11R', 'F5', 'EVA1A', 'FAM20A', 'FAM20C', 'FBN1', 'FER', 'FGA', 'FGF13', 'FGF23', 'FGF2', 'FGFR1', 'FGFR4', 'FGG', 'FN1', 'FOXC2', 'FOXD3', 'FOXO1', 'FOXP4', 'FSTL1', 'FSTL3', 'FUCA2', 'GAA', 'GAPDH', 'GAS6', 'GATA4', 'GFAP', 'GJA10', 'GJA1', 'GJA3', 'GJB6', 'GJC1', 'GJC3', 'GJD3', 'GJD4', 'GLI1', 'GOLM1', 'GPC3', 'GRIA1', 'GRIA2', 'HGF', 'HMGA2', 'HNF4A', 'HRAS', 'HRC', 'HSP90B1', 'HSPA5', 'IARS2', 'IGF1R', 'IGF1', 'IGFBP1', 'IGFBP3', 'IGFBP4', 'IGFBP5', 'IGFBP7', 'IL1B', 'IL6', 'CXCL8', 'ILK', 'INADL', 'INS', 'INVS', 'IQGAP1', 'ISL1', 'ITGA6', 'ITGB1', 'ITIH2', 'ITPKB', 'JAG1', 'JAM3', 'JUN', 'JUP', 'KCNA5', 'KDR', 'KIAA2022', 'KIF5B', 'KIT', 'KLF4', 'KNG1', 'KRAS', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT8', 'KTN1', 'L1CAM', 'LAMB1', 'LAMB2', 'LAMC1', 'LEF1', 'LGALS1', 'LRP5', 'LRP6', 'LRRC7', 'LTBP1', 'LTBP3', 'MAP1B', 'MAP2K6', 'MAP2K7', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MATN3', 'MBTPS1', 'MCAM', 'MEF2A', 'MEF2C', 'MEF2D', 'MEN1', 'MEPE', 'MET', 'MFGE8', 'MFI2', 'MGAT4A', 'MIA3', 'MKI67', 'MLLT4', 'MMP14', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MPDZ', 'MPP5', 'MRAP', 'MRPL49', 'MSLN', 'MSN', 'MTHFD1', 'MUC1', 'MUC4', 'MXRA8', 'MYC', 'MYO10', 'MZF1', 'NANOG', 'NCAM1', 'NCSTN', 'NDRG1', 'NENF', 'NES', 'NFASC', 'NGF', 'NLGN1', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTUM', 'NRCAM', 'NT5C', 'NT5E', 'NTRK2', 'NUCB1', 'NUMBL', 'NUMB', 'OLFM3', 'P4HB', 'PARD3', 'PAX6', 'PCSK9', 'PC', 'PDGFRB', 'PDIA4', 'PDIA6', 'PECAM1', 'PENK', 'PIK3CA', 'PIK3R1', 'PIP5K1C', 'PITX2', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PNPLA2', 'POU5F1', 'PPT2', 'PRKCDBP', 'PRKCSH', 'PROC', 'PROM1', 'PRPH', 'PRSS23', 'PSEN1', 'PTEN', 'PTK2', 'PTPN11', 'PTPN1', 'PTPN2', 'PTPRC', 'PTPRS', 'PVRL1', 'PVRL2', 'PVRL3', 'PXN', 'QSOX1', 'RAB11FIP1', 'RAB3D', 'RAB5A', 'RAC1', 'RCN1', 'RELN', 'REM1', 'RHOA', 'RHOB', 'RHOC', 'ROBO1', 'PTBP3', 'RPS6KB1', 'RUNX2', 'S100A14', 'S100A4', 'SARS2', 'SCARB2', 'SCG2', 'SCG3', 'SDC2', 'SEMA3A', 'SENP3', 'SERPINA10', 'SERPINA1', 'SERPINC1', 'SERPIND1', 'SERPINE1', 'SHH', 'SHISA5', 'SIRT7', 'SKP1', 'SLC2A1', 'SLC9A3R1', 'SLIT1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SNAI1', 'SNAI2', 'SNAI3', 'SOX10', 'SOX18', 'SOX1', 'SOX2', 'SOX4', 'SOX9', 'SP7', 'SPAG9', 'SPARCL1', 'SPARC', 'SPP1', 'SPP2', 'SRC', 'ST6GALNAC5', 'STAT3', 'STC2', 'SYP', 'TBX1', 'TCF3', 'TEK', 'TF', 'TGFB1', 'TGFBR1', 'TGM2', 'TGOLN2', 'THY1', 'TIMP1', 'TJP1', 'TJP3', 'TMEM132A', 'TNC', 'TNF', 'TNNT1', 'TP53', 'TRPS1', 'TSC2', 'TWIST1', 'TWIST2', 'USP9X', 'VANGL2', 'VCAM1', 'VCAN', 'VCL', 'VEGFA', 'VGF', 'VIM', 'VTN', 'VWA1', 'WFS1', 'WNT11', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT7A', 'XIRP1', 'ZBTB16', 'ZEB1', 'ZEB2', 'ZSCAN1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004084060130477685
		RMSE:  0.37195168053170635
		NRMSE:  0.13741024893390016
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006474841096328898
		RMSE:  0.3763274359057868
		NRMSE:  0.1942134674644098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  LinearRegression
		Pearson Correlation:  0.5841730852836984
		Spearman Correlation:  0.534025536862028
		Coefficient of Determination:  0.2971014071716157
		RMSE:  0.3112059027776273
		NRMSE:  0.11496891346005804
		MAPE:  682.0199114839742
		Pearson Correlation:  0.05103450854590949
		Spearman Correlation:  0.2995468066460225
		Coefficient of Determination:  -4.351593493441888e+24
		RMSE:  782507626819.4453
		NRMSE:  403833218155.259
		MAPE:  46582164831352.805

	Predictor:  ElasticNet
		Pearson Correlation:  0.36275709156232283
		Spearman Correlation:  0.3782293046478719
		Coefficient of Determination:  0.10742438831421941
		RMSE:  0.35069049657221013
		NRMSE:  0.12955572176432933
		MAPE:  847.9086461612543
		Pearson Correlation:  0.300769775001303
		Spearman Correlation:  0.3221295483367477
		Coefficient of Determination:  0.07730784253753809
		RMSE:  0.360323704980519
		NRMSE:  0.1859543298655721
		MAPE:  125.3031154400098

	Predictor:  RandomForests
		Pearson Correlation:  0.3930896273647824
		Spearman Correlation:  0.38319172534308454
		Coefficient of Determination:  0.120151901245661
		RMSE:  0.3481812169379879
		NRMSE:  0.12862871764731515
		MAPE:  848.6427361013506
		Pearson Correlation:  0.21415192131705016
		Spearman Correlation:  0.33831821285728225
		Coefficient of Determination:  0.030384821456788336
		RMSE:  0.3693721288918787
		NRMSE:  0.19062400211171943
		MAPE:  122.12364369998684

Protein:  CDH3
Protein Interaction Partners Count:  73
x_train_column_count:  74
x_train columns:  ['AIMP1', 'CLMP', 'BRCA1', 'CCND1', 'CD24', 'CD2AP', 'CD44', 'CDCP1', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH2', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CLDN1', 'CLDN7', 'CTNNA1', 'CTNNA3', 'CTNNB1', 'CTNND1', 'DPYD', 'DSP', 'ECM1', 'EGFR', 'EPCAM', 'ERBB2', 'ESR1', 'ESRP1', 'F11R', 'FN1', 'GALNT6', 'GATA3', 'HOXA9', 'IGF1R', 'ITGA9', 'JUP', 'KIRREL', 'KRT14', 'KRT15', 'KRT17', 'KRT4', 'KRT5', 'KRT8', 'LEF1', 'MKI67', 'NPHS1', 'NPHS2', 'PGR', 'PKP1', 'PKP2', 'PKP3', 'POU5F1', 'S100A4', 'SNAI1', 'SNAI2', 'SYNPO', 'TECR', 'TJP1', 'TP53', 'UMPS', 'VCL', 'ZEB1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003025178489952651
		RMSE:  0.20883135309817671
		NRMSE:  0.14651130458142275
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.766266116724594e-05
		RMSE:  0.2045852237570374
		NRMSE:  0.1565890990172577
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  LinearRegression
		Pearson Correlation:  0.3634134091854665
		Spearman Correlation:  0.34540202187490804
		Coefficient of Determination:  0.13206930597580324
		RMSE:  0.1945237105266872
		NRMSE:  0.1364733895483858
		MAPE:  462.0611521290291
		Pearson Correlation:  0.3464992978966692
		Spearman Correlation:  0.3814140552658201
		Coefficient of Determination:  0.10156265161099176
		RMSE:  0.19391242664589556
		NRMSE:  0.14842016260564064
		MAPE:  259.1301632877285

	Predictor:  ElasticNet
		Pearson Correlation:  0.2781616656582001
		Spearman Correlation:  0.27514400799473704
		Coefficient of Determination:  0.048078994950823906
		RMSE:  0.2037185031573505
		NRMSE:  0.1429242459149622
		MAPE:  159.83259207046328
		Pearson Correlation:  0.30995638542042636
		Spearman Correlation:  0.3125018428696387
		Coefficient of Determination:  0.059123337832618694
		RMSE:  0.19843948471565462
		NRMSE:  0.1518851633096223
		MAPE:  164.77057939081445

	Predictor:  RandomForests
		Pearson Correlation:  0.32509813127473014
		Spearman Correlation:  0.32484248783073005
		Coefficient of Determination:  0.09454479850987119
		RMSE:  0.19868427934120866
		NRMSE:  0.13939234954061336
		MAPE:  226.97021867144983
		Pearson Correlation:  0.36521737800947096
		Spearman Correlation:  0.3515918465632082
		Coefficient of Determination:  0.11242472294899775
		RMSE:  0.1927366654007862
		NRMSE:  0.14752023742702788
		MAPE:  214.45523394455424

Protein:  PTEN
Protein Interaction Partners Count:  884
x_train_column_count:  875
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ABTB1', 'ACTB', 'ACTG1', 'ADM', 'AEBP1', 'AFP', 'AKT1S1', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDH1A1', 'ALK', 'AMHR2', 'ANXA2', 'ANXA5', 'APAF1', 'APC', 'ARAF', 'AREG', 'ARHGAP21', 'ARID1A', 'ARID2', 'ARL2BP', 'AR', 'ATF3', 'ATG12', 'ATG5', 'ATG7', 'ATM', 'ATRX', 'AURKA', 'AURKB', 'AXIN1', 'AXIN2', 'AXL', 'BAD', 'BAG5', 'BARD1', 'BAX', 'BBC3', 'BCAR1', 'BCL2L11', 'BCL2L1', 'BCL2L2', 'BCL6', 'BCR', 'BDNF', 'BECN1', 'BIRC3', 'BIRC5', 'BMI1', 'BMP2', 'BMP4', 'BMP7', 'BMPR1A', 'BNIP3', 'BRAF', 'BRCA1', 'BRCA2', 'BRD4', 'BTG2', 'BTK', 'SPRTN', 'CLHC1', 'CA9', 'CASP3', 'CASP6', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBL', 'CBX7', 'CCL2', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CD24', 'CD274', 'CD34', 'CD44', 'CD79A', 'CD79B', 'CDC14A', 'CDC20', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC27', 'CDC42', 'CDC7', 'CDH17', 'CDH1', 'CDH2', 'CDIPT', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CDX2', 'CENPC', 'CFL1', 'CFLAR', 'CFTR', 'CHD1', 'CHD8', 'CHEK1', 'CHEK2', 'CHKA', 'CHORDC1', 'CHUK', 'CLTCL1', 'CLTC', 'CNOT6L', 'CREB1', 'CREBBP', 'CRP', 'CSF1R', 'CSF1', 'CSK', 'CSN2', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTGF', 'CTLA4', 'CTNNB1', 'CUL1', 'CUL3', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP19A1', 'DAPK1', 'DAXX', 'DBN1', 'DCAF13', 'DDIT4', 'DDR2', 'DECR1', 'DEPTOR', 'DGCR8', 'DICER1', 'DLC1', 'DLG1', 'DLG4', 'DNM1L', 'DNMT1', 'DNMT3A', 'DNMT3B', 'DNTT', 'DOLPP1', 'DUSP1', 'DUSP6', 'DUT', 'DVL1', 'DYRK1A', 'E2F1', 'E2F2', 'E2F3', 'ECSCR', 'EGFR', 'EGF', 'EGR1', 'EIF2AK2', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF4A1', 'EIF4A2', 'EIF4EBP1', 'EIF4EBP2', 'EIF4E', 'EIF4G1', 'EML4', 'ENDOG', 'EP300', 'EPCAM', 'EPHA1', 'EPHA2', 'EPHA3', 'EPHA4', 'EPHA5', 'EPHA7', 'EPHB1', 'EPHB2', 'EPHB3', 'EPHB4', 'ERBB2', 'ERBB3', 'ERBB4', 'ERCC1', 'EREG', 'ESR1', 'ETS1', 'ETS2', 'ETV1', 'ETV6', 'EYA2', 'EZH2', 'EZR', 'FABP4', 'FASLG', 'FASN', 'FBXW7', 'FCGR1B', 'FGF2', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FIG4', 'FKBP1A', 'FLCN', 'FLT1', 'FLT3', 'FLT4', 'FMR1', 'FN1', 'FOS', 'FOXA1', 'FOXG1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FOXP1', 'FOXP3', 'FRK', 'FYN', 'FZR1', 'GADD45A', 'GAPDH', 'GATA3', 'GCK', 'GDF10', 'GDF2', 'GFAP', 'GJA1', 'GLI1', 'GNA11', 'GNAQ', 'GNAS', 'GNRHR', 'GRASP', 'GRB2', 'GRPR', 'GSK3A', 'GSK3B', 'GSTP1', 'H1F0', 'H2AFX', 'HAVCR2', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HES1', 'HGF', 'HIF1A', 'HIST1H2BA', 'HK1', 'HK2', 'HMGA2', 'HNF4A', 'HOXA9', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPA1A', 'HSPA1B', 'HSPA2', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPA9', 'ID1', 'ID4', 'IDH1', 'IDH2', 'IDO1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IKBKB', 'IKZF1', 'IL10', 'IL17A', 'IL21', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ILK', 'INPP4A', 'INPP4B', 'INPP5A', 'INPP5B', 'INPP5D', 'INPP5E', 'INPP5F', 'INPP5J', 'INPP5K', 'INPPL1', 'INSRR', 'INSR', 'INS', 'IPMK', 'IPO11', 'IQGAP1', 'IRAK1', 'IRS1', 'IRS2', 'ITGB1', 'ITPKA', 'ITPKB', 'ITPKC', 'ITPR3', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JARID2', 'JUN', 'KAT2B', 'KDM5B', 'KDM5C', 'KDM6A', 'KDR', 'KEAP1', 'ATG13', 'KIF11', 'KLLN', 'KITLG', 'KIT', 'KLF17', 'KLF2', 'KLF4', 'KLK3', 'KPNA1', 'KPNA2', 'KPNA5', 'KPNA6', 'KPNA7', 'KRAS', 'KRT14', 'KRT5', 'KRT8', 'LASP1', 'LATS1', 'LATS2', 'LCK', 'LDHA', 'LEF1', 'LEP', 'LGALS3', 'LIG4', 'LOX', 'LRIG1', 'LRP1B', 'LRRK2', 'LYN', 'LYPD1', 'MAGI1', 'MAGI2', 'MAGI3', 'MAN2C1', 'MAP1LC3B', 'MAP2K1', 'MAP2K2', 'MAP2K3', 'MAP2K4', 'MAP2K7', 'MAP3K1', 'MAP3K5', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK4', 'MAPK6', 'MAPK7', 'MAPK8', 'MAPK9', 'MAPKAP1', 'MAPT', 'MARCH2', 'MARCH3', 'MAST1', 'MAST2', 'MAST3', 'MAST4', 'MATK', 'MCL1', 'MCM2', 'MCM7', 'MCRS1', 'MDK', 'MDM2', 'MDM4', 'MECOM', 'MECP2', 'MED12', 'MEN1', 'MET', 'MGMT', 'MINPP1', 'MITF', 'MKI67', 'MKRN1', 'MLH1', 'MLH3', 'KMT2D', 'KMT2C', 'KMT2B', 'MLLT1', 'MLST8', 'MME', 'MMP2', 'MMP9', 'MOV10', 'MRAP', 'MRE11A', 'MSH2', 'MSH6', 'MTDH', 'MTMR2', 'MTOR', 'MTSS1', 'MUTYH', 'MVP', 'MYCN', 'MYC', 'MYLK', 'MYOCD', 'NANOG', 'NCKAP1', 'NCOA3', 'NCOR2', 'NDFIP1', 'NDFIP2', 'NDRG1', 'NDRG2', 'NEDD4L', 'NEDD4', 'NES', 'NF1', 'NF2', 'NFATC1', 'NFATC4', 'NFE2L2', 'NFKBIA', 'NGFR', 'NLGN3', 'NLGN4X', 'NOS3', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NPM1', 'NR1H4', 'NR3C2', 'NRAS', 'NRP2', 'NTRK1', 'NTRK2', 'NUMB', 'OCRL', 'OLIG2', 'OTUD3', 'PALB2', 'PARD3', 'PARD6A', 'PARD6B', 'PARD6G', 'PARK2', 'PARK7', 'PARP1', 'PAX8', 'PBK', 'PBRM1', 'PCGF2', 'PCSK9', 'PDCD1', 'PDCD4', 'PDGFB', 'PDGFRA', 'PDGFRB', 'PDK1', 'PDK2', 'PDPK1', 'PDZK1', 'PECAM1', 'PGM3', 'PGR', 'PHF6', 'PHLPP1', 'PHLPP2', 'PI3', 'PI4K2A', 'PI4K2B', 'PI4KA', 'PI4KB', 'PIK3C2A', 'PIK3C2B', 'PIK3C2G', 'PIK3C3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3CG', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIK3R5', 'PIKFYVE', 'PINK1', 'PIP4K2A', 'PIP4K2B', 'PIP4K2C', 'PIP5K1A', 'PIP5K1B', 'PIP5K1C', 'PIP5KL1', 'PKM', 'PLCB1', 'PLCB2', 'PLCB3', 'PLCB4', 'PLCD1', 'PLCD3', 'PLCD4', 'PLCE1', 'PLCG1', 'PLCG2', 'PLCH1', 'PLCH2', 'PLCZ1', 'PLEKHA1', 'PLEK', 'PLK1', 'PLK2', 'PLK3', 'BPIFA1', 'PMAIP1', 'PML', 'PMPCA', 'PMS1', 'PMS2', 'POLE', 'POLI', 'POTEF', 'POU5F1', 'PPARG', 'PPM1D', 'PPP2R1A', 'PPP2R4', 'PPP2R5A', 'PPP2R5E', 'PPP3CA', 'PPP6C', 'PRDX1', 'PREX2', 'PRKAA1', 'PRKAA2', 'PRKCI', 'PRKCZ', 'PRKDC', 'PRMT5', 'PROM1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTER', 'PTGS2', 'PTK2B', 'PTK2', 'PTK6', 'PTPMT1', 'PTPN11', 'PTPN12', 'PTPN13', 'PTPN1', 'PTPRC', 'PTPRD', 'PTS', 'PXN', 'RAB7A', 'RAC1', 'RAC2', 'RAD51C', 'RAD51D', 'RAD51', 'RAD52', 'RAF1', 'RASA1', 'RASSF1', 'RB1CC1', 'RB1', 'RBL1', 'RBL2', 'RBM38', 'RBFOX2', 'RCN1', 'RECK', 'RELA', 'REL', 'REM1', 'RETN', 'RET', 'RHEB', 'RHOA', 'RHOB', 'RHOC', 'RICTOR', 'DROSHA', 'RNF146', 'ROCK1', 'ROCK2', 'ROS1', 'RPS27A', 'RPS6KA1', 'RPS6KA2', 'RPS6KA3', 'RPS6KB1', 'RPS6KB2', 'RPS6', 'RPTOR', 'RRAS2', 'RRAS', 'RRM1', 'RSL1D1', 'RUNX3', 'RWDD3', 'SACM1L', 'SALL4', 'SCAI', 'SCGB1D4', 'SCRIB', 'SDHB', 'SDHC', 'SERPINA1', 'SERPINA4', 'SERPINB5', 'SESN1', 'SESN2', 'SETD2', 'SGK1', 'SGK2', 'SGK3', 'SHANK2', 'SHARPIN', 'SHC1', 'SHFM1', 'SHH', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT5', 'SIRT6', 'SIRT7', 'SKP2', 'SLC25A16', 'SLC2A1', 'SLC2A4', 'SLC34A2', 'SLC9A3R1', 'SLC9A3R2', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMUG1', 'SMYD2', 'SNAI1', 'SNAI2', 'SNCA', 'SNX27', 'SOCS1', 'SOCS3', 'SOD2', 'SOS1', 'SOX2', 'SOX4', 'SOX9', 'SP1', 'SPOP', 'SPRY1', 'SPRY2', 'SRBD1', 'SRC', 'SREBF1', 'SRF', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STMN1', 'STUB1', 'STX16', 'SUCLG2', 'SUMO1', 'SYK', 'SYNJ1', 'SYNJ2', 'TACSTD2', 'TBX1', 'TBX2', 'TBX3', 'TCF7L2', 'TCHP', 'TEP1', 'TERT', 'TET1', 'TGFB1', 'TGFBR1', 'TGFBR2', 'TGM2', 'THBS1', 'TIMP1', 'TIMP3', 'TJP1', 'TLR4', 'TMEM55A', 'TMEM55B', 'TMPRSS2', 'TNFRSF10B', 'TNFSF10', 'TNF', 'TNKS2', 'TNKS', 'TNPO2', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TOP1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TPM1', 'TRAF6', 'TRIM27', 'TRIM29', 'TSC1', 'TSC2', 'TTN', 'TUT1', 'TWIST1', 'TWSG1', 'TXN', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2E1', 'UBE2I', 'UBE2L3', 'UBE3A', 'ULK1', 'ULK2', 'USP10', 'USP13', 'USP18', 'USP28', 'USP7', 'USP8', 'UTF1', 'UVRAG', 'VCL', 'VDR', 'VEGFA', 'VHL', 'WDR18', 'WDTC1', 'WEE1', 'WIPI1', 'WIPI2', 'WNT1', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT9A', 'WNT9B', 'WT1', 'WWP1', 'WWP2', 'XIAP', 'XPO1', 'XPO5', 'YAP1', 'YES1', 'YWHAB', 'YWHAZ', 'YY1', 'ZEB1', 'ZEB2', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.042477457330321045
		RMSE:  0.639641264822803
		NRMSE:  0.10001427016227082
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.028094267476815427
		RMSE:  0.5035947533045023
		NRMSE:  0.16597282753427667
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.458230587102
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389449
		RMSE:  0.49877990548911916
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809618

	Predictor:  LinearRegression
		Pearson Correlation:  0.685866280694916
		Spearman Correlation:  0.6062660884339484
		Coefficient of Determination:  0.4693653510876904
		RMSE:  0.45635303113814735
		NRMSE:  0.07135533283373424
		MAPE:  507.1955858989301
		Pearson Correlation:  -0.09078844650488463
		Spearman Correlation:  0.13227129338895052
		Coefficient of Determination:  -8.726648203346778e+23
		RMSE:  463968463779.31946
		NRMSE:  152912946997.33682
		MAPE:  12503158469152.506

	Predictor:  ElasticNet
		Pearson Correlation:  0.5012703133210736
		Spearman Correlation:  0.4599393791359706
		Coefficient of Determination:  0.2076777900295671
		RMSE:  0.5576401715527873
		NRMSE:  0.08719258409081188
		MAPE:  405.7776249046234
		Pearson Correlation:  0.15885330598175437
		Spearman Correlation:  0.20229733684518586
		Coefficient of Determination:  -0.008609063002039674
		RMSE:  0.4987996741586812
		NRMSE:  0.16439248373827736
		MAPE:  195.04820828574415

	Predictor:  RandomForests
		Pearson Correlation:  0.46786178671241885
		Spearman Correlation:  0.3970032719484643
		Coefficient of Determination:  0.15716428037447594
		RMSE:  0.575141364658391
		NRMSE:  0.08992906960493957
		MAPE:  383.19431127270224
		Pearson Correlation:  0.07980443817265014
		Spearman Correlation:  0.24538756640236817
		Coefficient of Determination:  -0.10481858741624372
		RMSE:  0.5220477328725458
		NRMSE:  0.17205448977409063
		MAPE:  196.7943649339047

Protein:  BRCA2
Protein Interaction Partners Count:  361
x_train_column_count:  351
x_train columns:  ['ABL1', 'ACHE', 'ADRB1', 'ADRB2', 'AKT1', 'ALK', 'APEX1', 'ARID1A', 'ARPC1A', 'AR', 'ATAD5', 'ATM', 'ATRIP', 'ATRX', 'ATR', 'AURKA', 'AURKB', 'B3GALTL', 'BACH1', 'BARD1', 'BCCIP', 'BCHE', 'BDNF', 'BECN1', 'BIRC5', 'BLM', 'BMI1', 'BRCA1', 'BRCC3', 'BRE', 'BRIP1', 'SLX4', 'BUB1B', 'BUB1', 'BUB3', 'SFR1', 'RHNO1', 'RMI2', 'BABAM1', 'MMS22L', 'CASC1', 'CASC5', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCNE1', 'CDC25A', 'CDC25C', 'CDC45', 'CDC6', 'CDH1', 'CDK12', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CENPE', 'CENPF', 'CEP55', 'CHEK1', 'CHEK2', 'CHRNA1', 'CLSPN', 'CNTROB', 'CREM', 'CSMD3', 'CTNNB1', 'CYP19A1', 'DMC1', 'DNA2', 'DSN1', 'DYNC1LI2', 'EGFR', 'EGF', 'ELAC2', 'EME1', 'EME2', 'ENAM', 'EPCAM', 'ERBB2', 'ERBB3', 'ERCC1', 'ERCC2', 'ERCC4', 'ERCC5', 'ERCC6', 'ERCC8', 'ESPL1', 'ESR1', 'EXO1', 'EZH2', 'FAM175A', 'FANCA', 'FANCB', 'FANCC', 'FANCD2', 'FANCE', 'FANCF', 'FANCG', 'FANCI', 'FANCL', 'FANCM', 'FBN1', 'FBXO18', 'FBXW7', 'FEN1', 'FGFR2', 'FHIT', 'FLNA', 'FOXM1', 'GAPDH', 'GEN1', 'SLX1B', 'H2AFX', 'HELQ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2BE', 'HIST3H3', 'HMG20A', 'HMG20B', 'HMMR', 'HNRNPC', 'HOXB13', 'HRAS', 'HUS1', 'ITPKB', 'KAT2B', 'KAT5', 'KEAP1', 'SPIDR', 'KIF23', 'KIF4A', 'KIT', 'KLK3', 'KRAS', 'KRT5', 'LIG1', 'LIG3', 'LIG4', 'LIMD1', 'LSP1', 'MAD2L2', 'MAGED1', 'MAMSTR', 'MAP2K2', 'MAP3K1', 'MCM10', 'MCPH1', 'MDC1', 'MDM2', 'MDM4', 'MEN1', 'MGMT', 'MKI67', 'MLH1', 'MLH3', 'KMT2C', 'MND1', 'MORF4L1', 'MRE11A', 'MRPL36', 'MSH2', 'MSH3', 'MSH4', 'MSH5', 'MSH6', 'MTA2', 'FAN1', 'MUC1', 'MUS81', 'MUTYH', 'MYC', 'NBN', 'NCAPG', 'NEDD4', 'NF1', 'NHEJ1', 'NNT', 'NOTCH1', 'NSL1', 'NSMCE4A', 'OBFC1', 'OGG1', 'PALB2', 'PARG', 'PARP1', 'PARP2', 'PARP3', 'PAXIP1', 'PCNA', 'PDLIM7', 'PDS5A', 'PDS5B', 'PGR', 'PIK3CA', 'PLCB4', 'PLEC', 'PLEKHH1', 'PLK1', 'PMS1', 'PMS2', 'PNOC', 'POLD1', 'POLD2', 'POLD3', 'POLD4', 'POLE2', 'POLE3', 'POLE4', 'POLE', 'POLH', 'POLK', 'POLN', 'POLQ', 'PRDM9', 'PRKDC', 'PRSS1', 'PSMC3IP', 'PSMD3', 'PSMD6', 'PTEN', 'RAD17', 'RAD18', 'RAD1', 'RAD21', 'RAD23B', 'RAD50', 'RAD51AP1', 'RAD51C', 'RAD51B', 'RAD51D', 'RAD51', 'RAD52', 'RAD54B', 'RAD54L', 'RAD9A', 'RAD9B', 'RAG2', 'RASSF1', 'RBBP8', 'RBMX', 'RECQL4', 'RECQL5', 'RECQL', 'RET', 'REV1', 'REV3L', 'RFC1', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RMI1', 'RNF168', 'RNF8', 'RPA1', 'RPA2', 'RPA3', 'RPS27A', 'RTEL1', 'SHFM1', 'SKP2', 'SMAD2', 'SMAD3', 'SMAD4', 'SMARCA4', 'SMARCAL1', 'SMARCB1', 'SMC1A', 'SMC2', 'SMC3', 'SMC4', 'SMC5', 'SMC6', 'SMUG1', 'SNAI2', 'SP1', 'SPO11', 'STAT5A', 'STK11', 'STRA13', 'SUV39H1', 'SYCP3', 'TBCE', 'TDP1', 'TERT', 'TEX15', 'TMPRSS2', 'TNS1', 'TOP1', 'TOP2A', 'TOP3A', 'TOP3B', 'TOPBP1', 'TOX3', 'TP53BP1', 'TP53', 'TPX2', 'TRIP12', 'PRSS58', 'TTK', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2D1', 'UBE2E2', 'UBE2E3', 'UBE2N', 'UBE2T', 'UIMC1', 'USF1', 'USP11', 'USP15', 'USP1', 'USP21', 'USP4', 'UVRAG', 'VEGFA', 'VWF', 'WDR48', 'WDTC1', 'WEE1', 'WRN', 'WT1', 'WTIP', 'XPA', 'XPO1', 'XRCC1', 'XRCC2', 'XRCC3', 'XRCC4', 'XRCC5', 'XRCC6', 'ZFYVE26', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026562361008646285
		RMSE:  0.19787350383771835
		NRMSE:  0.12800221484333532
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00017758204834872338
		RMSE:  0.18475106890837595
		NRMSE:  0.18489898809885505
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  LinearRegression
		Pearson Correlation:  0.2930512194475207
		Spearman Correlation:  0.2745335350954453
		Coefficient of Determination:  -0.49186040754675076
		RMSE:  0.24136578626322397
		NRMSE:  0.15613689872512646
		MAPE:  504.33228142128763
		Pearson Correlation:  0.08157662994211856
		Spearman Correlation:  0.2507648385089601
		Coefficient of Determination:  -4.1084172958093615e+24
		RMSE:  374442965558.2792
		NRMSE:  374742759766.0921
		MAPE:  18216561713706.55

	Predictor:  ElasticNet
		Pearson Correlation:  0.23002930250656076
		Spearman Correlation:  0.23742575175619524
		Coefficient of Determination:  0.034864823935199185
		RMSE:  0.1941358254825259
		NRMSE:  0.12558435141767424
		MAPE:  157.1196233428345
		Pearson Correlation:  0.22524323410771632
		Spearman Correlation:  0.1893143742003078
		Coefficient of Determination:  0.031246649641360147
		RMSE:  0.18182559209378837
		NRMSE:  0.18197116902901161
		MAPE:  125.83599254676142

	Predictor:  RandomForests
		Pearson Correlation:  0.3084446858799865
		Spearman Correlation:  0.2990494718950437
		Coefficient of Determination:  0.08031821392346616
		RMSE:  0.18950924754063983
		NRMSE:  0.12259146852925869
		MAPE:  169.0447742532589
		Pearson Correlation:  0.27759433418850976
		Spearman Correlation:  0.23880145652069415
		Coefficient of Determination:  0.06470018389992449
		RMSE:  0.17865855875858774
		NRMSE:  0.17880160003861867
		MAPE:  142.88633908888042

Protein:  CDKN2A
Protein Interaction Partners Count:  612
x_train_column_count:  604
x_train columns:  ['ABCC1', 'ABL1', 'ACAP1', 'ACAP2', 'ACP5', 'ACTA1', 'ACTB', 'ACTG1', 'ADAMTS9', 'ADAP1', 'AFP', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALK', 'ANKRD12', 'ANXA5', 'AP3D1', 'AP3S1', 'AP3S2', 'APAF1', 'APBA1', 'APBA2', 'ARAP1', 'ARAP2', 'ARF1', 'ARF3', 'ARF4', 'ARF5', 'ARF6', 'ARFGAP1', 'ARFGAP3', 'ARFIP2', 'ARFRP1', 'ARID1A', 'ARID2', 'ARID5B', 'ARL10', 'ARL1', 'ARL2', 'ARL3', 'ARL4A', 'ARL5A', 'AR', 'ASAP1', 'ATM', 'ATRX', 'ATR', 'AURKA', 'AURKB', 'AXIN1', 'BAP1', 'BCL2L11', 'BCL2L1', 'BCL6', 'BECN1', 'BIRC5', 'BMI1', 'BRAF', 'BRCA1', 'BRCA2', 'BUB1B', 'RGCC', 'C1QBP', 'RABL6', 'CACNA1G', 'CADM1', 'CAMK1D', 'CASP3', 'CASP8', 'CASP9', 'CAV1', 'CBX7', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNL1', 'CD274', 'CD34', 'CD44', 'CDC123', 'CDC20', 'CDC25A', 'CDC25C', 'CDC42', 'CDC45', 'CDC5L', 'CDC6', 'CDC7', 'CDH13', 'CDH17', 'CDH1', 'CDH2', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK5RAP3', 'CDK6', 'CDK7', 'CDKAL1', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2AIP', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDX2', 'CEACAM5', 'CEBPB', 'CEBPE', 'CHEK1', 'CHEK2', 'CHFR', 'CHKA', 'COMMD1', 'CRABP1', 'CREBBP', 'CSF1R', 'CSF1', 'CSF2', 'CTBP1', 'CTBP2', 'CTCF', 'CTLA4', 'CTNNB1', 'CTSK', 'CUL1', 'CUL3', 'CXCR4', 'CYCS', 'CYLD', 'CYTH1', 'CYTH2', 'CYTH3', 'DAB2IP', 'DAP', 'DAXX', 'DICER1', 'DIRAS3', 'DLEC1', 'DMTF1', 'DNAH3', 'DNMT1', 'DNMT3A', 'DNMT3B', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EBF1', 'EGFR', 'EGF', 'EGR1', 'EHF', 'EHMT2', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EP300', 'EPCAM', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ETS1', 'ETV6', 'EWSR1', 'EZH1', 'EZH2', 'FAT1', 'FBXW7', 'FGF2', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FKBP2', 'FLT3', 'FMN2', 'FN1', 'FOS', 'FOXA1', 'FOXM1', 'FOXN2', 'FOXO1', 'FOXO3', 'FTO', 'FZR1', 'GADD45A', 'GAPDH', 'GATA3', 'GATA4', 'GATA5', 'GBF1', 'GDF15', 'GGA1', 'GGA2', 'GGA3', 'GIT1', 'GIT2', 'GLI1', 'GLTSCR2', 'GMNN', 'GNA11', 'GNAQ', 'GNAS', 'GNL3', 'GOLPH3', 'GP5', 'GSPT1', 'GSTP1', 'H2AFX', 'H2AFZ', 'H3F3A', 'H3F3B', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HDAC9', 'HELLS', 'HGF', 'HHEX', 'HIC1', 'HIF1A', 'HIST1H2BA', 'HIST1H4A', 'HIST1H4B', 'HIST1H4C', 'HIST1H4D', 'HIST1H4E', 'HIST1H4F', 'HIST1H4H', 'HIST1H4I', 'HIST1H4J', 'HIST1H4K', 'HIST1H4L', 'HIST2H2AA3', 'HIST2H2AC', 'HIST2H4A', 'HIST4H4', 'HLTF', 'HMGA2', 'HNF4A', 'HNRNPD', 'HOPX', 'HOXA9', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPA4', 'HSPA9', 'HUWE1', 'ID1', 'IDH1', 'IDH2', 'IGF1R', 'IGF1', 'IGF2BP2', 'IGF2R', 'IGF2', 'IGFBP3', 'IKBKB', 'IKZF1', 'IL10', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ING1', 'ING4', 'INS', 'IQSEC1', 'IRS1', 'ISOC2', 'ITGAM', 'JAK1', 'JAK2', 'JAK3', 'JAZF1', 'JUNB', 'JUN', 'KAT2B', 'KAT5', 'KCNJ11', 'KCNQ1', 'KDM1A', 'KDM2B', 'KDM6A', 'KDM6B', 'KDR', 'KEAP1', 'KIAA1549', 'KIT', 'KLF4', 'KRAS', 'KRT19', 'KRT20', 'KRT5', 'KRT7', 'LATS2', 'LOX', 'LRRK2', 'MACROD2', 'MAF', 'MAP2K1', 'MAP2K4', 'MAP2K6', 'MAP2K7', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MAPK9', 'MAX', 'MC1R', 'MCL1', 'MCM10', 'MCM2', 'MCM5', 'MCM7', 'MDM2', 'MDM4', 'MEN1', 'MEOX1', 'MEOX2', 'MET', 'MGMT', 'MITF', 'MKRN1', 'MLANA', 'MLH1', 'KMT2D', 'KMT2C', 'KMT2B', 'MLLT3', 'MME', 'MMP2', 'MMP7', 'MMP9', 'MOV10', 'MRAS', 'MSH2', 'MSH6', 'MTA1', 'MTAP', 'MTHFR', 'MTNR1B', 'MTOR', 'MUC1', 'MYBL2', 'MYCL', 'MYCN', 'MYC', 'MYOD1', 'KAT6A', 'NANOG', 'NCAM1', 'NCL', 'NCOR1', 'NES', 'NEUROG1', 'NF1', 'NF2', 'NFATC1', 'NFE2L2', 'NME1', 'NOTCH1', 'NOTCH2', 'NPM1', 'NRAS', 'NSUN2', 'ORC4', 'ORC5', 'OSBP2', 'P2RY8', 'PA2G4', 'PALB2', 'PARP1', 'PAX3', 'PAX5', 'PAX8', 'PBRM1', 'PCGF2', 'PDGFB', 'PDGFRA', 'PDGFRB', 'PEX19', 'PGR', 'PHLDB1', 'PI3', 'PIAS2', 'PIGF', 'PIK3CA', 'PIK3R1', 'PIP4K2A', 'PLEKHA3', 'PLEKHA8', 'PLEK', 'PLK1', 'PMAIP1', 'PML', 'PMS2', 'POTEF', 'POU5F1', 'PPARA', 'PPARG', 'PPM1D', 'PPP1R9B', 'PPP3CA', 'PRDM2', 'PRMT6', 'PROM1', 'PRSS1', 'PSMC3', 'PSMD10', 'PSME3', 'PTCH1', 'PTEN', 'PTER', 'PTF1A', 'PTGS2', 'PTPN11', 'PTPRC', 'PTPRD', 'PXN', 'RAB11A', 'RAB5A', 'RABEP1', 'RABGEF1', 'RAC2', 'RAD51', 'RAF1', 'RAP2B', 'RARB', 'RASSF1', 'RASSF2', 'RB1', 'RBL1', 'RBL2', 'RCC1', 'RELA', 'RELB', 'REL', 'RET', 'RHOA', 'DROSHA', 'RNF2', 'RNF43', 'ROS1', 'RPL11', 'RPRM', 'RPS27A', 'RPS6KB1', 'RRAS2', 'RRAS', 'RTEL1', 'RUNX2', 'RUNX3', 'SDHC', 'SENP1', 'SENP3', 'SERPINE1', 'SERTAD1', 'SETD2', 'SFN', 'SFRP1', 'SFRP2', 'SHH', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT4', 'SIRT5', 'SIRT6', 'SIRT7', 'SIVA1', 'SIX2', 'SKP2', 'SLC30A8', 'SMAD2', 'SMAD3', 'SMAD4', 'SMARCA4', 'SMARCB1', 'SMUG1', 'SNAI1', 'SNAI2', 'SNCA', 'SOCS1', 'SOX2', 'SP1', 'SPEN', 'SRC', 'STAT1', 'STAT3', 'STK11', 'STK25', 'STK33', 'STMN1', 'SUB1', 'SUMO1', 'SUMO2', 'SUMO3', 'SUV39H1', 'SUZ12', 'SYNE1', 'SYP', 'TBL1XR1', 'TBRG1', 'TBX2', 'TBX3', 'TCF7L2', 'TCHP', 'TERT', 'TET2', 'TFDP1', 'TFPI2', 'TGFBR2', 'THADA', 'THBS1', 'TIMP3', 'TMCO1', 'TMEM115', 'TNFRSF10B', 'TNFSF11', 'TNF', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOP1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TP73', 'TRADD', 'TRIM28', 'TRIP12', 'PRSS58', 'TSC2', 'TSPAN8', 'TTF1', 'TWIST1', 'TWSG1', 'TYR', 'UBA52', 'UBB', 'UBC', 'UBE2A', 'UBE2I', 'UBE3A', 'UCHL1', 'USP7', 'UTF1', 'VEGFA', 'VHL', 'WDTC1', 'WEE1', 'WFS1', 'WHSC1', 'WIF1', 'WRN', 'WT1', 'WWOX', 'XRCC1', 'YY1', 'ZBTB17', 'ZBTB7A', 'ZEB1', 'ZFP91', 'ZNF148', 'ZNF217', 'ZNF227', 'ZNF410', 'ZNF420', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.062199248812668806
		RMSE:  0.6624014175436462
		NRMSE:  0.14974599695798488
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10057809021042674
		RMSE:  0.783524323220729
		NRMSE:  0.21159176970584093
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6427147371513342
		NRMSE:  0.145295521001771
		MAPE:  207.86247046219444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010510594090658465
		RMSE:  0.7507796405829533
		NRMSE:  0.20274902527219912
		MAPE:  439.74244050751946

	Predictor:  LinearRegression
		Pearson Correlation:  0.6521867459066492
		Spearman Correlation:  0.5842031602240574
		Coefficient of Determination:  0.39976998998006263
		RMSE:  0.4979401099164779
		NRMSE:  0.1125669967031712
		MAPE:  218.94934383938636
		Pearson Correlation:  -0.07782575197930411
		Spearman Correlation:  0.18167670503453118
		Coefficient of Determination:  -1.0261877285980332e+25
		RMSE:  2392519356168.0015
		NRMSE:  646102985732.6497
		MAPE:  33330603675648.918

	Predictor:  ElasticNet
		Pearson Correlation:  0.48167347229149476
		Spearman Correlation:  0.40133182558675895
		Coefficient of Determination:  0.20626132184930102
		RMSE:  0.5726074972159944
		NRMSE:  0.1294467044684061
		MAPE:  172.85037668070632
		Pearson Correlation:  0.49486306450755546
		Spearman Correlation:  0.42432445615061953
		Coefficient of Determination:  0.2009152175732699
		RMSE:  0.6676340555438605
		NRMSE:  0.18029545113255752
		MAPE:  463.80139925153696

	Predictor:  RandomForests
		Pearson Correlation:  0.4517310253904703
		Spearman Correlation:  0.36845208302158833
		Coefficient of Determination:  0.17422162499370308
		RMSE:  0.5840499768007706
		NRMSE:  0.1320334524247249
		MAPE:  215.6875338914127
		Pearson Correlation:  0.4872235485791677
		Spearman Correlation:  0.3979020692503308
		Coefficient of Determination:  0.16437735441810664
		RMSE:  0.6827271158167552
		NRMSE:  0.1843713518273711
		MAPE:  365.41219514877343

Protein:  TP53
Protein Interaction Partners Count:  1000
x_train_column_count:  990
x_train columns:  ['ABCB1', 'ABCC1', 'ABL1', 'ACTB', 'ACTL6A', 'ADAM17', 'AFP', 'AGT', 'AICDA', 'AIFM2', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALK', 'ANKRD2', 'ANXA1', 'ANXA2', 'ANXA5', 'APAF1', 'APBB1', 'APC', 'APEX1', 'APOBEC3B', 'APP', 'ARID1A', 'ARID3A', 'AR', 'ASF1A', 'ASXL1', 'ATF2', 'ATF3', 'ATG7', 'ATM', 'ATN1', 'ATRIP', 'ATRX', 'ATR', 'ATXN3', 'AURKA', 'AURKB', 'AXIN1', 'AXL', 'BACE1', 'BAG1', 'BAG2', 'BAIAP2L1', 'BAK1', 'BANP', 'BARD1', 'BAX', 'BBC3', 'BCL2A1', 'BCL2L11', 'BCL2L12', 'BCL2L14', 'BCL2L1', 'BCL2L2', 'BCL2', 'BCL6', 'BCR', 'BDNF', 'BECN1', 'BID', 'BIRC3', 'BIRC5', 'BIRC6', 'BLM', 'BMF', 'BMI1', 'BMX', 'BNIP3L', 'BNIP3', 'BRCA1', 'BRCA2', 'BRCC3', 'BRD1', 'BRD4', 'BRD7', 'BRE', 'BRIP1', 'BRPF1', 'BRPF3', 'BTG2', 'BTK', 'BUB1B', 'BUB1', 'RHNO1', 'RGCC', 'RMI2', 'CNOT11', 'SETD9', 'CA9', 'CABIN1', 'CABLES1', 'CAPN1', 'CARM1', 'CASP10', 'CASP1', 'CASP2', 'CASP3', 'CASP6', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBX2', 'CBX4', 'CBX6', 'CBX8', 'CCDC106', 'CCL2', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNG2', 'CCNH', 'CCNK', 'CCT2', 'CCT3', 'CCT4', 'CCT5', 'CCT6A', 'CCT6B', 'CCT7', 'CCT8', 'CD24', 'CD274', 'CD34', 'CD40LG', 'CD40', 'CD44', 'CD82', 'CDC20', 'CDC25A', 'CDC25C', 'CDH17', 'CDH1', 'CDK12', 'CDK13', 'CDK1', 'CDK2', 'CDK4', 'CDK5R1', 'CDK5', 'CDK6', 'CDK7', 'CDK8', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CEACAM5', 'CEBPB', 'CENPJ', 'CFL1', 'CFLAR', 'CHD3', 'CHD4', 'CHD8', 'CHEK1', 'CHEK2', 'CHUK', 'CISH', 'CITED2', 'CLSPN', 'CLU', 'CNOT10', 'CNOT1', 'CNOT2', 'CNOT3', 'CNOT4', 'CNOT6L', 'CNOT6', 'CNOT7', 'CNOT8', 'COPS5', 'CREB1', 'CREBBP', 'CRYAB', 'CSNK1A1', 'CSNK1D', 'CSNK1E', 'CSNK1G1', 'CSNK1G2', 'CSNK1G3', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTBP1', 'CTCF', 'CTGF', 'CTNNB1', 'CUL4A', 'CUL7', 'CUL9', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP1A1', 'DACH1', 'DAPK1', 'DAP', 'DAXX', 'DDB1', 'DDB2', 'DDIT4', 'DDX17', 'DDX3X', 'DDX5', 'DECR1', 'DGCR8', 'DHCR24', 'DHFR', 'DIABLO', 'DICER1', 'DKK1', 'DMTF1', 'DNA2', 'DNAJA3', 'DNAJB1', 'DNMT1', 'DNMT3A', 'DNTT', 'DPYD', 'DRAM1', 'DTL', 'DUSP1', 'DUSP2', 'DYRK1A', 'DYRK2', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F7', 'E2F8', 'E4F1', 'EED', 'EEF1A1', 'EEF1A2', 'EGFR', 'EGF', 'EGR1', 'EHMT1', 'EHMT2', 'EI24', 'EIF2AK2', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF4EBP1', 'ELANE', 'ELAVL1', 'ELL3', 'ELL', 'EP300', 'EP400', 'EPCAM', 'EPHA2', 'EPHA3', 'EPHB2', 'ERBB2', 'ERBB4', 'ERCC1', 'ERCC2', 'ERCC3', 'ERCC6', 'ESR1', 'ETS1', 'ETS2', 'EWSR1', 'EXO1', 'EZH2', 'F2', 'FADD', 'AMER1', 'FAM175B', 'FANCC', 'FANCD2', 'FASLG', 'FAS', 'FBL', 'FBXO11', 'FBXO4', 'FBXW7', 'FGF1', 'FGF2', 'FGFR3', 'FHIT', 'FHL2', 'FLT3', 'FN1', 'FOSL1', 'FOS', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FSCN1', 'FUT4', 'FZR1', 'G3BP1', 'G6PD', 'GADD45A', 'GADD45B', 'GADD45G', 'GAPDH', 'GATAD2A', 'GATAD2B', 'GDF15', 'GFI1', 'GLS2', 'GLTSCR2', 'GNL3', 'GRAMD4', 'GRB10', 'GRB14', 'GSK3B', 'GSTP1', 'GTF2H1', 'GTSE1', 'H1F0', 'H2AFX', 'HAMP', 'HCK', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC5', 'HDAC7', 'HDAC8', 'HDAC9', 'HERC5', 'HIC1', 'HIF1A', 'HIPK1', 'HIPK2', 'HIPK3', 'HIPK4', 'HIRA', 'HIST1H1A', 'HIST1H1B', 'HIST1H1C', 'HIST1H1D', 'HIST1H1E', 'HK2', 'HMGA1', 'HMGA2', 'HMGB1', 'HMGB2', 'HMMR', 'HMOX1', 'HNF4A', 'HNRNPK', 'HNRNPL', 'HOXA5', 'HPGDS', 'HRAS', 'HSF1', 'HSP90AA1', 'HSP90AB1', 'HSP90B1', 'HSPA1A', 'HSPA1B', 'HSPA1L', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPA9', 'HSPB1', 'HSPB2', 'HTT', 'HUS1', 'HUWE1', 'ICAM1', 'ID2', 'ID4', 'IDH1', 'IDH2', 'IFI16', 'IFNAR1', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IGFBP7', 'IKBKB', 'IL17A', 'IL4', 'IL6', 'CXCL8', 'ING1', 'ING2', 'ING3', 'ING4', 'ING5', 'INSIG1', 'INS', 'IRF1', 'ISG15', 'ITPKB', 'JAG1', 'JAK2', 'JMY', 'JUN', 'KAT2A', 'KAT2B', 'KAT5', 'KDM1A', 'KDM6A', 'KDM6B', 'KDR', 'KHDRBS1', 'CCAR2', 'KIT', 'KLF2', 'KLF4', 'KLF5', 'KLF6', 'KLK3', 'KPNA2', 'KRAS', 'KRT14', 'KRT17', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'L3MBTL1', 'LAMA4', 'LEP', 'LGALS7B', 'LGALS7', 'LIF', 'LIG4', 'LIN28A', 'PIDD1', 'LRRK2', 'LYN', 'MAF1', 'MAF', 'MAGEA2', 'MAP1LC3B', 'MAP2K1', 'MAP2K3', 'MAP2K7', 'MAP3K1', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MAPK9', 'MAPKAPK5', 'MBD3', 'MCL1', 'MCM7', 'MDC1', 'MDH1', 'MDM2', 'MDM4', 'MEAF6', 'MECOM', 'MELK', 'MET', 'MGMT', 'MIF', 'MKI67', 'MKRN1', 'MLH1', 'KMT2D', 'KMT2C', 'MMP13', 'MMP1', 'MMP2', 'MMP9', 'MOV10', 'MRE11A', 'MSH2', 'MSH6', 'MSX1', 'MT1A', 'MT2A', 'MTA1', 'MTA2', 'MTA3', 'MTOR', 'MUC1', 'MUTYH', 'MYBBP1A', 'MYB', 'MYCN', 'MYC', 'MYOCD', 'KAT8', 'KAT6A', 'NANOG', 'NBN', 'NCL', 'NCOA3', 'NCOR1', 'NCOR2', 'NDN', 'NDRG1', 'NEDD8', 'NES', 'NEUROD1', 'NF1', 'NF2', 'NFE2L2', 'NFKB1', 'NFKB2', 'NFKBIA', 'NFKBIB', 'NFYA', 'NFYB', 'NFYC', 'NGFR', 'NLK', 'NLRC4', 'NME1', 'NOC2L', 'NOS3', 'NOTCH1', 'NOTCH3', 'NOTCH4', 'NOX4', 'NPM1', 'NQO1', 'NR1I2', 'NR2E1', 'NR3C1', 'NR4A1', 'NR4A2', 'NRAS', 'NUAK1', 'NUMB', 'NUPR1', 'OGG1', 'OLIG2', 'OPN1SW', 'OSGIN1', 'OTUB1', 'OTUB2', 'OTUD5', 'PADI4', 'PALB2', 'PARK2', 'PARK7', 'PARP1', 'PATZ1', 'PAX2', 'PAX3', 'PAX8', 'PBK', 'PBRM1', 'PCBP4', 'PCNA', 'PDCD4', 'PDCD5', 'PDGFRA', 'PDGFRB', 'PDLIM7', 'PER2', 'PERP', 'PGR', 'PHB', 'PHC1', 'PHC2', 'PHC3', 'PHF20', 'PHGDH', 'PI3', 'PIAS1', 'PIAS2', 'PIAS4', 'PIK3CA', 'PIN1', 'PKM', 'PLAGL1', 'PLAU', 'PLK1', 'PLK2', 'PLK3', 'PLK4', 'PMAIP1', 'PML', 'PMS2', 'POLI', 'POLK', 'POU4F1', 'POU4F2', 'POU5F1', 'PPARGC1A', 'PPARG', 'PPIF', 'PPM1D', 'PPP1R13B', 'PPP1R13L', 'PPP1R15A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R4', 'PPP2R5C', 'PRDM1', 'PRDM2', 'PRDX1', 'PRELID1', 'PRIMA1', 'PRKAA1', 'PRKAA2', 'PRKAB1', 'PRKAB2', 'PRKAG1', 'PRKAG2', 'PRKAG3', 'PRKCA', 'PRKCD', 'PRKCZ', 'PRKD1', 'PRKDC', 'PRKG1', 'PRMT1', 'PRMT5', 'PROM1', 'PSEN1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTBP1', 'PTCH1', 'PTEN', 'PTGS2', 'PTK2', 'PTTG1', 'RABGGTA', 'RABGGTB', 'RAD17', 'RAD1', 'RAD50', 'RAD51', 'RAD9A', 'RAD9B', 'RASSF1', 'RB1CC1', 'RB1', 'RBBP4', 'RBBP6', 'RBBP7', 'RBBP8', 'RBL1', 'RBL2', 'RBM38', 'RBPJ', 'RCHY1', 'RCOR1', 'RECQL4', 'RELA', 'REM1', 'REST', 'RET', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RFFL', 'RFWD2', 'RING1', 'RMI1', 'DROSHA', 'RNF20', 'RNF2', 'RNF34', 'RNF43', 'ROCK1', 'RPA1', 'RPA2', 'RPA3', 'RPL11', 'RPL22', 'RPL26', 'RPL5', 'RPRM', 'RPS14', 'RPS19', 'RPS27A', 'RPS27L', 'RPS3', 'RPS6KB1', 'RQCD1', 'RRAD', 'RRM2B', 'RRM2', 'RUNX2', 'RUNX3', 'S100A2', 'S100A4', 'S100A6', 'S100B', 'SALL4', 'SCO2', 'SDHC', 'SENP1', 'SENP3', 'SERPINB5', 'SERPINE1', 'SESN1', 'SESN2', 'SESN3', 'SETD2', 'SETD7', 'SETD8', 'SETDB1', 'SFN', 'SRSF1', 'SGK1', 'SHFM1', 'SHH', 'SHISA5', 'SIK1', 'SIN3A', 'SIN3B', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT4', 'SIRT5', 'SIRT6', 'SIRT7', 'SIVA1', 'SKP2', 'SLC2A14', 'SLC2A1', 'SLC2A2', 'SLC2A3', 'SLC6A6', 'SLMO1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMARCD1', 'SMG1', 'SMG7', 'SMYD2', 'SNAI1', 'SNAI2', 'SOCS1', 'SOCS3', 'SOD2', 'SORT1', 'SOX2', 'SOX4', 'SP100', 'SP1', 'SP3', 'SP7', 'SPATA18', 'SPP1', 'SQSTM1', 'SRC', 'SREBF1', 'SREBF2', 'SSRP1', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'STEAP3', 'STK11', 'STMN1', 'STUB1', 'SUB1', 'SUMO1', 'SUMO2', 'SUMO3', 'SUMO4', 'SUPT16H', 'SUV39H1', 'SUZ12', 'SYK', 'SYP', 'TADA3', 'TAF10', 'TAF11', 'TAF12', 'TAF13', 'TAF15', 'TAF1L', 'TAF1', 'TAF2', 'TAF3', 'TAF4B', 'TAF4', 'TAF5', 'TAF6', 'TAF7L', 'TAF7', 'TAF9B', 'TBPL1', 'TBPL2', 'TBP', 'TCHP', 'TCP1', 'TDG', 'TERT', 'TET2', 'TFAM', 'TFAP2A', 'TFAP2C', 'TFDP1', 'TFF1', 'TGFB1', 'TGM2', 'THBS1', 'TIMP3', 'TLR3', 'TLR9', 'TMEM219', 'TNFAIP3', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF10C', 'TNFRSF10D', 'TNF', 'TNK2', 'TNKS1BP1', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOE1', 'TOP1', 'TOP2A', 'TOP3A', 'TOPBP1', 'TOPORS', 'TP53AIP1', 'TP53BP1', 'TP53BP2', 'TP53I3', 'TP53INP1', 'TP53RK', 'TP63', 'TP73', 'TPT1', 'TPX2', 'TRAF6', 'TRIAP1', 'TRIM24', 'TRIM28', 'TRIM29', 'TRIM32', 'TRIM59', 'TRIM8', 'TRRAP', 'TSC2', 'TTC5', 'TTK', 'TWIST1', 'TWIST2', 'TXN', 'TYMS', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2A', 'UBE2D1', 'UBE2E1', 'UBE2I', 'UBE2K', 'UBE2N', 'UBE2Q1', 'UBE2S', 'UBE3A', 'UBN1', 'UCHL1', 'UHRF1', 'USF1', 'USP10', 'USP15', 'USP24', 'USP3', 'USP42', 'USP7', 'UTP14A', 'VEGFA', 'VHL', 'VPRBP', 'VRK1', 'WDTC1', 'WEE1', 'WRN', 'WT1', 'WWOX', 'XAF1', 'XIAP', 'XPA', 'XPO1', 'XRCC1', 'XRCC5', 'XRCC6', 'YBX1', 'YWHAB', 'YWHAE', 'YWHAG', 'YWHAH', 'YWHAQ', 'YWHAZ', 'YY1', 'YY2', 'ZBTB33', 'ZBTB7A', 'ZEB1', 'ZEB2', 'ZKSCAN4', 'ZNF148', 'ZNF274', 'ZNF385A', 'ZNF420', 'ZNF668', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05546789854165435
		RMSE:  0.4652085657713222
		NRMSE:  0.11180210665016156
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04275496084346875
		RMSE:  0.4295356456720749
		NRMSE:  0.1544592202783541
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  LinearRegression
		Pearson Correlation:  0.6352811785715624
		Spearman Correlation:  0.5467602990593808
		Coefficient of Determination:  0.38755809093483695
		RMSE:  0.35437056332987327
		NRMSE:  0.08516475927177922
		MAPE:  1198.7601072160573
		Pearson Correlation:  0.07866416342210118
		Spearman Correlation:  0.35218621175952963
		Coefficient of Determination:  -2.465378169488914e+24
		RMSE:  660465065316.7404
		NRMSE:  237500472982.39432
		MAPE:  59555290442299.586

	Predictor:  ElasticNet
		Pearson Correlation:  0.49176636633622245
		Spearman Correlation:  0.4581643317775158
		Coefficient of Determination:  0.22165305108154076
		RMSE:  0.3994954173512051
		NRMSE:  0.096009473047634
		MAPE:  752.5057839075049
		Pearson Correlation:  0.5329484365043519
		Spearman Correlation:  0.5422934347868501
		Coefficient of Determination:  0.2656040526156229
		RMSE:  0.3604733924478584
		NRMSE:  0.12962472309247308
		MAPE:  377.95384349424904

	Predictor:  RandomForests
		Pearson Correlation:  0.4640705518245935
		Spearman Correlation:  0.4476783840101457
		Coefficient of Determination:  0.20602745452825877
		RMSE:  0.4034854987850098
		NRMSE:  0.09696839672795238
		MAPE:  672.3064308283045
		Pearson Correlation:  0.49805860374656846
		Spearman Correlation:  0.5244757012211014
		Coefficient of Determination:  0.23490878633324708
		RMSE:  0.3679295634820395
		NRMSE:  0.13230593098710472
		MAPE:  830.3357024280638

Protein:  CTNNB1
Protein Interaction Partners Count:  992
x_train_column_count:  983
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACAN', 'ACP1', 'ACTA1', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTN1', 'ACTN4', 'ACVR1B', 'ACVR1', 'ADAM10', 'ADCY7', 'ADIPOQ', 'AES', 'AFP', 'AHI1', 'AHR', 'AHSA1', 'AJAP1', 'AK9', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDH1A1', 'ALK', 'ALPL', 'AMHR2', 'AMH', 'ANXA5', 'AP1M1', 'APC2', 'APCS', 'APC', 'APH1A', 'APH1B', 'AQP1', 'ARHGAP10', 'ARHGAP21', 'ARHGAP32', 'ARHGEF4', 'ARID1A', 'ARID2', 'ARMC7', 'ARMC8', 'ARVCF', 'ARX', 'AR', 'ASCL1', 'ASF1A', 'ASH2L', 'ASIP', 'ATF4', 'ATM', 'AURKA', 'AXIN1', 'AXIN2', 'BAG3', 'BCAR1', 'BCL2L1', 'BCL3', 'BCL6', 'BCL9L', 'BCL9', 'BDNF', 'BGLAP', 'BIRC5', 'BMI1', 'BMP2', 'BMP4', 'BMP7', 'BMPR1A', 'BMPR1B', 'BNIP2', 'BRAF', 'BRCA1', 'BRCA2', 'BRMS1L', 'BTRC', 'HILPDA', 'AK8', 'CA2', 'CA9', 'CABLES1', 'CACYBP', 'CALM1', 'CALM3', 'CARM1', 'CASP3', 'CASP8', 'CASP9', 'CAV1', 'CBLL1', 'CBL', 'CBY1', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCNE1', 'CD24', 'CD34', 'CD40', 'CD44', 'CDC27', 'CDC42', 'CDC73', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH16', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH26', 'CDH2', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDHR5', 'CDK12', 'CDK1', 'CDK2', 'CDK4', 'CDK5R1', 'CDK5', 'CDK6', 'CDK8', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDON', 'CDX1', 'CDX2', 'CEBPA', 'CHD8', 'CHRD', 'CHUK', 'CITED1', 'CKAP5', 'CLCA1', 'CLDN3', 'CLDN5', 'COL1A1', 'COPS3', 'COPS5', 'COPS6', 'CREB1', 'CREBBP', 'CRKL', 'CRK', 'CRP', 'CRYAB', 'CSNK1A1L', 'CSNK1A1', 'CSNK1D', 'CSNK1E', 'CSNK2A3', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTBP1', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNAL1', 'CTNNBIP1', 'CTNND1', 'CTNND2', 'CTTN', 'CUL1', 'CUL4A', 'CUL4B', 'CXCR4', 'CXXC4', 'DAB2', 'DACT1', 'DACT2', 'DACT3', 'DCT', 'DCX', 'DDB1', 'DDX39A', 'DDX3X', 'DDX5', 'DHODH', 'DHX9', 'DKK1', 'DKK2', 'DKK3', 'DKK4', 'DLG1', 'DLG2', 'DLG4', 'DLG5', 'DLGAP1', 'DLL4', 'DLX1', 'DNM2', 'DNMT1', 'DPYD', 'DSC1', 'DSC2', 'DSC3', 'DSG1', 'DSG2', 'DSG3', 'DSG4', 'DSP', 'DUSP6', 'DVL1', 'DVL2', 'DVL3', 'E2F3', 'ECM1', 'EFNA1', 'EGFR', 'EGF', 'EGR1', 'ELAVL1', 'EMD', 'ENAH', 'EP300', 'EP400', 'EPCAM', 'EPHA2', 'EPHB2', 'EPHB3', 'ERBB2IP', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ETS1', 'ETV4', 'EXOC3', 'EXOC4', 'EYA4', 'EZH2', 'EZR', 'F2RL2', 'FAF1', 'AMER1', 'FANCA', 'FASLG', 'FAS', 'FAT1', 'FAT4', 'FBXW11', 'FBXW7', 'FERMT2', 'FER', 'FGF10', 'FGF13', 'FGF2', 'FGF3', 'FGF4', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FHL2', 'FLG', 'FLOT1', 'FLOT2', 'FLT1', 'FLT3', 'FMN1', 'FMR1', 'FN1', 'FOS', 'FOXA1', 'FOXA2', 'FOXC2', 'FOXG1', 'FOXL1', 'FOXL2', 'FOXM1', 'FOXN3', 'FOXO1', 'FOXO3', 'FOXO4', 'FOXP1', 'FRAT1', 'FRAT2', 'FRZB', 'FSCN1', 'FSTL1', 'FSTL3', 'FURIN', 'FUS', 'FXR1', 'FYN', 'FZD10', 'FZD1', 'FZD2', 'FZD3', 'FZD4', 'FZD5', 'FZD6', 'FZD7', 'FZD8', 'FZD9', 'GAPDH', 'GATA2', 'GATA4', 'GCG', 'GDF2', 'GDNF', 'GFRA1', 'GJA1', 'GLI1', 'GLI2', 'GLI3', 'GLIS2', 'GLUL', 'GNA11', 'GNA12', 'GNA13', 'GNAQ', 'GNAS', 'GPC3', 'GRIA2', 'GRIP1', 'GSK3A', 'GSK3B', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HAS2', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HDAC7', 'HERC5', 'HES7', 'HGF', 'HGS', 'HHEX', 'HIC1', 'HIF1A', 'HINT1', 'HIPK2', 'HIST1H1C', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2AC', 'HIST2H2BE', 'HIST3H3', 'HMGB1', 'HNF1A', 'HNF4A', 'HNRNPA1', 'HNRNPA2B1', 'HNRNPK', 'HNRNPM', 'HOXA10', 'HOXB4', 'HPGD', 'HRAS', 'HSP90AB1', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB3', 'HSPD1', 'HTRA1', 'HTT', 'HUWE1', 'IBSP', 'IDH1', 'IDH2', 'IFNB1', 'IFRD1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP4', 'IHH', 'IKBKB', 'IL6', 'CXCL8', 'ILK', 'INS', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'IRF3', 'ISG15', 'ISL1', 'ITGAE', 'ITGB1', 'ITGB7', 'ITK', 'ITPKB', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'AJUBA', 'JUN', 'JUP', 'KANK1', 'KAT2A', 'KAT2B', 'KAT5', 'KCNN1', 'KCTD1', 'KDM1A', 'KDR', 'KIF18B', 'KIF3A', 'KIF5B', 'KIFC3', 'KIT', 'KLF2', 'KLF4', 'KLF5', 'KRAS', 'KREMEN1', 'KRIT1', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'LATS2', 'LDB1', 'LDHB', 'LDLR', 'LEF1', 'LEO1', 'LGR4', 'LGR5', 'LGR6', 'LHCGR', 'LHX8', 'LIF', 'LIMA1', 'LMNA', 'LMNB1', 'LOX', 'LRP4', 'LRP5L', 'LRP5', 'LRP6', 'LRRFIP1', 'LRRK2', 'LZTFL1', 'MACF1', 'MAGI1', 'MAGI2', 'MAGI3', 'MAP1LC3B', 'MAP2K1', 'MAP2K2', 'MAP2K6', 'MAP2K7', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8IP1', 'MAPK8', 'MAPK9', 'MDFIC', 'MDFI', 'MDK', 'MDM2', 'MED12', 'MED1', 'MEF2A', 'MEF2C', 'MEF2D', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MGMT', 'MITF', 'MKI67', 'MLH1', 'KMT2D', 'MLLT10', 'MLLT11', 'MLLT4', 'MLLT6', 'KMT2A', 'MME', 'MMP13', 'MMP14', 'MMP15', 'MMP17', 'MMP25', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MRAP', 'MSH2', 'MSH6', 'MSN', 'MSX1', 'MSX2', 'MTDH', 'MTOR', 'MUC13', 'MUC1', 'MUTYH', 'MYCN', 'MYC', 'MYF5', 'MYO1D', 'MYO6', 'MYO7A', 'MYOD1', 'MYOG', 'NANOG', 'NCAM1', 'NCCRP1', 'NCOA2', 'NCSTN', 'NDP', 'NDRG2', 'NEDD9', 'NEK2', 'NES', 'NEURL2', 'NF1', 'NF2', 'NFAT5', 'NFKB1', 'NIT1', 'NKD1', 'NLK', 'NME1', 'NOG', 'NONO', 'NOS3', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NPM1', 'NR0B1', 'NR4A1', 'NR4A2', 'NR5A1', 'NR5A2', 'NRAS', 'NRIP1', 'NTRK1', 'NTRK2', 'NTRK3', 'NUDT5', 'NUMB', 'NUP153', 'NUTF2', 'OTX2', 'PAK1', 'PAK2', 'PAK3', 'PANK4', 'PARD3', 'PARD6A', 'PARK2', 'PARP1', 'PAX3', 'PAX6', 'PAX7', 'PAX8', 'PDGFRA', 'PDGFRB', 'PECAM1', 'PGK1', 'PGR', 'PHB', 'JADE1', 'PI3', 'PICK1', 'PIK3CA', 'PIK3R1', 'PIK3R2', 'PIN1', 'PIP5K1A', 'PIP5K1C', 'PITX2', 'PKD1', 'PKM', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PLAG1', 'PLEKHA7', 'PLK1', 'PML', 'PMS2', 'POLE', 'PORCN', 'POTEF', 'POU5F1', 'PPARD', 'PPARG', 'PPM1A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R2B', 'PPP2R5A', 'PPP2R5B', 'PPP2R5C', 'PPP2R5D', 'PPP2R5E', 'PRKACA', 'PRKACB', 'PRKACG', 'PRKAR1A', 'PRKCA', 'PRKCG', 'PRKCI', 'PRKCZ', 'PRKD1', 'PRL', 'PRMT1', 'PROC', 'PROM1', 'PROP1', 'PSEN1', 'PSEN2', 'PSENEN', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTEN', 'PTGES3', 'PTGS2', 'PTH1R', 'PTH', 'PTK2', 'PTK7', 'PTMA', 'PTN', 'PTPN11', 'PTPN13', 'PTPN1', 'PTPN6', 'PTPRB', 'PTPRC', 'PTPRF', 'PTPRG', 'PTPRJ', 'PTPRK', 'PTPRM', 'PTPRU', 'PTPRZ1', 'PVRL1', 'PVRL2', 'PXN', 'PYGO1', 'PYGO2', 'RAB5A', 'RAB7A', 'RAB8B', 'RAC1', 'RAC2', 'RALGDS', 'RANBP3', 'RAP1A', 'RAP1B', 'RAPGEF1', 'RAPGEF2', 'RAPGEF6', 'RAPSN', 'RARA', 'RARB', 'RARG', 'RARS', 'RASSF1', 'RB1CC1', 'RB1', 'RBBP5', 'RBMX', 'RBPJ', 'RBX1', 'RELA', 'REM1', 'RET', 'RHOA', 'RIPK2', 'RNF220', 'RNF43', 'ROBO1', 'ROCK1', 'ROCK2', 'ROR2', 'RPRD1A', 'RPS27A', 'RPSA', 'RSPO1', 'RSPO2', 'RSPO3', 'RSPO4', 'RUNX2', 'RUNX3', 'RUVBL1', 'RUVBL2', 'RXRA', 'RYK', 'S100A4', 'S100A6', 'SALL1', 'SALL4', 'SATB1', 'SCRIB', 'SDHC', 'SERPINE1', 'SETD2', 'SETD7', 'SFN', 'SFRP1', 'SFRP2', 'SFRP4', 'SFRP5', 'SHFM1', 'SHH', 'SIAH1', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT6', 'SKP1', 'SLC6A3', 'SLC9A3R1', 'SLCO1B3', 'SLCO2A1', 'SLIT1', 'SLK', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD5', 'SMAD7', 'SMAD9', 'SMARCA2', 'SMARCA4', 'SMARCA5', 'SMARCB1', 'SMO', 'SMURF1', 'SMYD2', 'SNAI1', 'SNAI2', 'SNX1', 'SOST', 'SOX10', 'SOX13', 'SOX17', 'SOX1', 'SOX2', 'SOX3', 'SOX4', 'SOX6', 'SOX7', 'SOX8', 'SOX9', 'SP1', 'SP7', 'SPAG9', 'SPATA13', 'SPEN', 'SPN', 'SPP1', 'SRC', 'STAT3', 'STK11', 'STRAP', 'STX4', 'SUFU', 'SUV39H1', 'SYP', 'TADA3', 'TAX1BP3', 'TAZ', 'TBL1XR1', 'TBL1X', 'TBX5', 'TBX6', 'TCF12', 'TCF3', 'TCF4', 'TCF7L1', 'TCF7L2', 'TCF7', 'TERT', 'TFAP2A', 'TFCP2', 'TFF1', 'TFF2', 'TFF3', 'TGFB1', 'TGFB2', 'TGFB3', 'TGFBR1', 'TGFBR2', 'TGM2', 'TJP1', 'TJP2', 'TLE1', 'TLE2', 'TLE3', 'TLE4', 'TNFRSF11B', 'TNFSF11', 'TNF', 'TNIK', 'TNKS2', 'TNKS', 'TNS1', 'TOB1', 'TOP2A', 'TP53', 'TRAF4', 'TRIM33', 'TRIM37', 'TRIP10', 'TRRAP', 'TSC2', 'TUBA1A', 'TWIST1', 'TYMS', 'T', 'UBA52', 'UBB', 'UBC', 'UBE2B', 'UBE2R2', 'UBE3A', 'UBR5', 'UCHL1', 'UMPS', 'UPRT', 'USP4', 'USP7', 'USP9X', 'VANGL1', 'VANGL2', 'VASP', 'VAV1', 'VAV2', 'VAV3', 'VCAM1', 'VCL', 'VDR', 'VEGFA', 'VHL', 'VIM', 'WDR64', 'WDTC1', 'WHSC1', 'WIF1', 'WISP1', 'WLS', 'WNT10A', 'WNT10B', 'WNT11', 'WNT16', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8A', 'WNT8B', 'WNT9A', 'WNT9B', 'WT1', 'WWTR1', 'XPO1', 'YAP1', 'YARS', 'YEATS4', 'YES1', 'YWHAB', 'YWHAE', 'YWHAG', 'YWHAH', 'YWHAQ', 'YWHAZ', 'ZAP70', 'ZAR1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZIC3', 'ZNRF3', 'ZYX', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.41897644861846284
		RMSE:  0.8782004120680554
		NRMSE:  0.17699587078381512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5843844136424388
		RMSE:  0.9452480588674593
		NRMSE:  0.23451795238114906
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  LinearRegression
		Pearson Correlation:  0.8457237349089901
		Spearman Correlation:  0.8222161657476509
		Coefficient of Determination:  0.7152479133794671
		RMSE:  0.3934046604668098
		NRMSE:  0.0792882803206179
		MAPE:  485.7931715494529
		Pearson Correlation:  -0.05994051058143535
		Spearman Correlation:  0.03626475465808214
		Coefficient of Determination:  -6.694629048635328e+19
		RMSE:  6144389980.661753
		NRMSE:  1524435563.1076646
		MAPE:  624931837101.3053

	Predictor:  ElasticNet
		Pearson Correlation:  0.6147618287785473
		Spearman Correlation:  0.5875591420653518
		Coefficient of Determination:  0.33725906769148983
		RMSE:  0.6001750538005775
		NRMSE:  0.1209615764356123
		MAPE:  471.93249210054756
		Pearson Correlation:  0.33501271262517546
		Spearman Correlation:  0.30139986342795827
		Coefficient of Determination:  0.10292522896111056
		RMSE:  0.7112623739329288
		NRMSE:  0.17646563140299926
		MAPE:  262.52830324175386

	Predictor:  RandomForests
		Pearson Correlation:  0.48964781659508405
		Spearman Correlation:  0.42591540487819424
		Coefficient of Determination:  0.1524610316084437
		RMSE:  0.6787125513218671
		NRMSE:  0.13679032414734207
		MAPE:  640.6729987489709
		Pearson Correlation:  0.33791524409775414
		Spearman Correlation:  0.3253828894741977
		Coefficient of Determination:  0.06691277163069864
		RMSE:  0.725398471305571
		NRMSE:  0.17997282570971346
		MAPE:  300.0913099496041

Protein:  CCNE1
Protein Interaction Partners Count:  350
x_train_column_count:  347
x_train columns:  ['ABL1', 'AKT1', 'AKT2', 'AKT3', 'ALDH18A1', 'ANAPC10', 'ANAPC13', 'ANAPC1', 'ANAPC2', 'ANAPC4', 'ANAPC5', 'ANAPC7', 'ANXA5', 'ARID1A', 'AR', 'ATM', 'AURKA', 'AURKB', 'BARD1', 'BCL2L1', 'BIRC5', 'BRCA1', 'BRCA2', 'BTG2', 'BTRC', 'BUB1B', 'BUB1', 'BUB3', 'RGCC', 'MLIP', 'CABLES1', 'CALM1', 'CAPRIN1', 'CASP3', 'CASP9', 'CBX7', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCNC', 'CCND1', 'CCND2', 'CCND3', 'CCNE2', 'CCNF', 'CCNG1', 'CCNH', 'CCNK', 'CCNL2', 'CCNT1', 'CCNT2', 'CCNY', 'CCT2', 'CCT3', 'CCT4', 'CCT5', 'CCT6A', 'CCT6B', 'CCT7', 'CCT8', 'CDC16', 'CDC20', 'CDC23', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC26', 'CDC27', 'CDC45', 'CDC6', 'CDC7', 'CDCA2', 'CDCA5', 'CDCA8', 'CDH1', 'CDK12', 'CDK13', 'CDK14', 'CDK15', 'CDK16', 'CDK17', 'CDK18', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK5', 'CDK6', 'CDK7', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDT1', 'CENPA', 'CENPE', 'CHAF1A', 'CHD1L', 'CHEK1', 'CHEK2', 'CINP', 'CKS1B', 'CKS2', 'COPS5', 'CREBBP', 'CSK', 'CTNNB1', 'CUL1', 'CUL3', 'CUL4B', 'DBF4B', 'DBF4', 'DGCR8', 'DICER1', 'DTL', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'EBNA1BP2', 'ECT2', 'EGFR', 'EGF', 'ELAVL1', 'ELSPBP1', 'EP400', 'ERBB2', 'ERBB3', 'ERBB4', 'ESPL1', 'ESR1', 'EXO1', 'EZH2', 'FAM58A', 'FAM83H', 'FBXO5', 'FBXW7', 'FEN1', 'FGFR1', 'FGFR2', 'FGFR3', 'FOXM1', 'FZR1', 'GAPDH', 'GLI1', 'GMNN', 'GSK3B', 'H1F0', 'HDAC1', 'HEATR3', 'HERC5', 'HIST1H1A', 'HIST1H1B', 'HIST1H4A', 'HRAS', 'IFNAR1', 'IGF1R', 'IGF1', 'ITPKB', 'JUN', 'KIF11', 'KIF20A', 'KIF23', 'KIF2C', 'KPNA2', 'KRAS', 'LATS2', 'LIN37', 'LIN52', 'LIN54', 'LIN9', 'GMNC', 'MAD2L1', 'MAPK3', 'MATK', 'MAX', 'MCL1', 'MCM10', 'MCM2', 'MCM3', 'MCM4', 'MCM5', 'MCM6', 'MCM7', 'MCM8', 'MDM2', 'MEGF11', 'MELK', 'MKI67', 'KMT2D', 'KMT2B', 'MNAT1', 'MRE11A', 'MTOR', 'MYBL2', 'MYC', 'NBN', 'NF1', 'NFYB', 'NMI', 'NOTCH1', 'NOTCH3', 'NPAT', 'NRAS', 'ORC1', 'ORC2', 'ORC3', 'ORC4', 'ORC5', 'ORC6', 'PARK2', 'PARP1', 'PCBP4', 'PCNA', 'PIK3CA', 'PIK3R1', 'PKMYT1', 'PLK1', 'PLK4', 'POLA1', 'POLD1', 'PPP1R1C', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R4', 'PRC1', 'PRKAR1A', 'PRKAR2A', 'PRMT5', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMB10', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSMF1', 'PTEN', 'PTGDR', 'PTK6', 'PTTG1', 'RAD51', 'RAD54L', 'RB1', 'RBBP4', 'RBL1', 'RBL2', 'RBX1', 'REL', 'REM1', 'RHOA', 'RHOBTB3', 'RINT1', 'RNASE1', 'RPRD1A', 'RPS27A', 'RRM1', 'RRM2', 'RRN3', 'RSF1', 'SHFM1', 'SKP1', 'SKP2', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'ST8SIA1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STK3', 'STK4', 'TARBP1', 'TCP1', 'TERF1', 'TERT', 'TFDP1', 'TK1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TP73', 'TPX2', 'TTK', 'TUBG1', 'TYMS', 'UBA52', 'UBB', 'UBC', 'UBE2C', 'UBE2QL1', 'UBE2S', 'UHRF2', 'WEE1', 'WEE2', 'XIAP', 'YAP1', 'ZNF217', 'ZNF33A', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.7135069779129597
		RMSE:  0.7967382438332794
		NRMSE:  0.19227700939577658
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.179220592822603
		RMSE:  0.7927883268238614
		NRMSE:  0.2823823069719898
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.48367116033059243
		NRMSE:  0.11672446372338549
		MAPE:  119.9663870203584
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008650225247206267
		RMSE:  0.5393577763958428
		NRMSE:  0.19211318838676503
		MAPE:  85.21064296831354

	Predictor:  LinearRegression
		Pearson Correlation:  0.36076158694477584
		Spearman Correlation:  0.3150471647698684
		Coefficient of Determination:  -0.17098883786255858
		RMSE:  0.5233913854928639
		NRMSE:  0.12631015408761828
		MAPE:  103.17492837918361
		Pearson Correlation:  0.04322828490707103
		Spearman Correlation:  0.22832621960975036
		Coefficient of Determination:  -2.5957662305258604e+25
		RMSE:  2736147079848.456
		NRMSE:  974584890417.9718
		MAPE:  28033477604644.03

	Predictor:  ElasticNet
		Pearson Correlation:  0.5102617030320519
		Spearman Correlation:  0.41181944642231444
		Coefficient of Determination:  0.23269404995009646
		RMSE:  0.4236765974576527
		NRMSE:  0.10224596313865693
		MAPE:  102.74947002623638
		Pearson Correlation:  0.6334811860063235
		Spearman Correlation:  0.39450067692997787
		Coefficient of Determination:  0.3454844012477988
		RMSE:  0.43447685935317437
		NRMSE:  0.15475578249445213
		MAPE:  60.37668412167827

	Predictor:  RandomForests
		Pearson Correlation:  0.5292470055653217
		Spearman Correlation:  0.44838084840927317
		Coefficient of Determination:  0.26567771390939565
		RMSE:  0.4144704256475988
		NRMSE:  0.10002423574283824
		MAPE:  106.07045271979926
		Pearson Correlation:  0.6039799393510952
		Spearman Correlation:  0.4723554728682901
		Coefficient of Determination:  0.35114216540649545
		RMSE:  0.43259493101137286
		NRMSE:  0.15408546073423787
		MAPE:  61.38094293398202

Protein:  CCND1
Protein Interaction Partners Count:  857
x_train_column_count:  847
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTL6B', 'AFP', 'AHR', 'AKAP12', 'AKAP8', 'AKR1B10', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDOA', 'ALK', 'ANO1', 'ANXA5', 'APAF1', 'APC', 'APEX1', 'AREG', 'ARHGEF2', 'ARID1A', 'ARID1B', 'ARID2', 'ARID4A', 'AR', 'ASIP', 'ATF2', 'ATF3', 'ATF4', 'ATM', 'ATXN1', 'AURKA', 'AURKB', 'AXIN1', 'AXIN2', 'B2M', 'BANP', 'BARX2', 'BAX', 'BCAR1', 'BCAR3', 'BCCIP', 'BCL2A1', 'BCL2L11', 'BCL2L1', 'BCL2L2', 'BCL2', 'BCL3', 'BCL6', 'BCL9', 'BECN1', 'BGLAP', 'BHLHE40', 'BIRC2', 'BIRC3', 'BIRC5', 'BMI1', 'BMP4', 'BMP6', 'BRAF', 'BRCA1', 'BRCA2', 'BRD2', 'BRD4', 'BTC', 'BTG2', 'BTRC', 'RGCC', 'COPRS', 'CA9', 'CARD11', 'CARM1', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBFB', 'CCDC62', 'CCL2', 'CCL5', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNC', 'CCND2', 'CCND3', 'CCNDBP1', 'CCNE1', 'CCNE2', 'CCNG2', 'CCNH', 'CCNK', 'CCNL1', 'CCNL2', 'CCNT1', 'CCNT2', 'CCNY', 'CD19', 'CD22', 'CD24', 'CD34', 'CD38', 'CD44', 'CD5', 'CD79A', 'CDC20', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC27', 'CDC42', 'CDC6', 'CDC73', 'CDCA7L', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDK12', 'CDK13', 'CDK14', 'CDK16', 'CDK17', 'CDK18', 'CDK1', 'CDK20', 'CDK2', 'CDK3', 'CDK4', 'CDK5', 'CDK6', 'CDK7', 'CDK8', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDT1', 'CDX2', 'CENPE', 'CEP57', 'CFLAR', 'CHEK1', 'CHEK2', 'CHKA', 'CHUK', 'CKS1B', 'CKS2', 'CLCN3', 'COL1A1', 'CR2', 'CREB1', 'CREBBP', 'CRKL', 'CRYAB', 'CSF2', 'CTBP1', 'CTGF', 'CTNNB1', 'CTNND1', 'CTTN', 'CUL1', 'CUL3', 'CUL7', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP19A1', 'CYR61', 'DACH1', 'DAXX', 'DDIT3', 'DDX53', 'DECR1', 'DHFR', 'DICER1', 'DKK1', 'DKK3', 'DLL1', 'DMTF1', 'DND1', 'DNMT1', 'DNMT3A', 'DNTT', 'DVL1', 'DVL2', 'DYRK1A', 'DYRK1B', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EDN1', 'EEF1A1', 'EGFR', 'EGF', 'EGLN2', 'EGR1', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF3I', 'EIF4A1', 'EIF4A2', 'EIF4EBP1', 'EIF4E', 'EIF4G1', 'ELAVL1', 'ELSPBP1', 'EP300', 'EPCAM', 'EPHA2', 'EPHA7', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ETS1', 'ETV4', 'EWSR1', 'EYA1', 'EZH2', 'FABP4', 'FADD', 'FAM58A', 'FAM83H', 'FASLG', 'FAT1', 'FBXO31', 'FBXO4', 'FBXW7', 'FBXW8', 'FGF13', 'FGF19', 'FGF2', 'FGF3', 'FGF4', 'FGF7', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FGFR4', 'FHIT', 'FHL2', 'FIGF', 'FLCN', 'FLNA', 'FLT1', 'FLT3', 'FN1', 'FOSL1', 'FOS', 'FOXA1', 'FOXC1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FRZB', 'FSTL3', 'FZD1', 'FZD2', 'FZD7', 'FZD9', 'FZR1', 'GADD45A', 'GAL', 'GAPDH', 'GAST', 'GATA3', 'GATA4', 'GDF15', 'GDF2', 'GGNBP2', 'GGT1', 'GIT1', 'GJA1', 'GJB1', 'GLI1', 'GLI2', 'GLI3', 'GLTSCR2', 'GNB2L1', 'GPER1', 'GRB2', 'GREB1', 'GRM4', 'GRP', 'GSK3B', 'H1F0', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HBEGF', 'HBZ', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC4', 'HEXIM1', 'HEY1', 'HGF', 'HIF1A', 'HIST1H2AA', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AH', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST1H4A', 'HIST1H4B', 'HIST1H4C', 'HIST1H4D', 'HIST1H4E', 'HIST1H4F', 'HIST1H4H', 'HIST1H4I', 'HIST1H4J', 'HIST1H4K', 'HIST1H4L', 'HIST2H2AC', 'HIST2H2BE', 'HIST2H4A', 'HIST4H4', 'HMGA2', 'HMOX1', 'HNF1A', 'HNF4A', 'HNRNPD', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB8', 'ICAM1', 'ID1', 'ID2', 'IFNAR1', 'IFNB1', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP3', 'IGFBP5', 'IHH', 'IKBKB', 'IL10', 'IL17A', 'IL2', 'IL4', 'IL6', 'IL7', 'CXCL8', 'ILK', 'INSM1', 'INS', 'IRF1', 'IRS1', 'ISG15', 'ITGB1', 'ITPKB', 'ITPKC', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JARID2', 'JUNB', 'JUND', 'JUN', 'KAT2A', 'KAT2B', 'KDM1A', 'KDM5B', 'KDR', 'KHDRBS1', 'KIF18B', 'KIN', 'KITLG', 'KIT', 'KLF13', 'KLF4', 'KLF5', 'KLF6', 'KLK3', 'KRAS', 'KRT10', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'LDB3', 'LEF1', 'LEP', 'LGALS3', 'LGR5', 'LIMK2', 'LIMS1', 'LIN28B', 'LMNA', 'LMNB1', 'LOX', 'LRP5', 'LRP6', 'LYN', 'MAFB', 'MAF', 'MAML1', 'MAML2', 'MAML3', 'MAMLD1', 'MAP2K1', 'MAP2K2', 'MAP2K4', 'MAP2K7', 'MAP3K5', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MAPK9', 'MCL1', 'MCM10', 'MCM2', 'MCM3', 'MCM5', 'MCM6', 'MCM7', 'MCM8', 'MDK', 'MDM2', 'MDM4', 'MEN1', 'MET', 'MGMT', 'MITF', 'MKI67', 'MLH1', 'MLXIPL', 'MME', 'MMP11', 'MMP14', 'MMP15', 'MMP1', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MNAT1', 'MOV10', 'MSH2', 'MST1', 'MTOR', 'MUC1', 'MYBL2', 'MYB', 'MYCN', 'MYC', 'MYEOV', 'MYF5', 'MYOD1', 'MYOG', 'NACA2', 'NADSYN1', 'NANOG', 'NCAM1', 'NCOA1', 'NCOA3', 'NCOR1', 'NES', 'NEUROD1', 'NF1', 'NF2', 'NFKB1', 'NFKB2', 'NFKBIA', 'NGF', 'NME1', 'NME2', 'NMI', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTCH4', 'NPM1', 'NQO1', 'NR0B2', 'NR1H3', 'NR2E1', 'NR3C1', 'NR4A3', 'NRAS', 'NRF1', 'NUDT21', 'ODC1', 'ORAI1', 'ORAOV1', 'ORC4', 'PAK1', 'PAK4', 'PARK2', 'PARP1', 'PAX2', 'PAX5', 'PAX6', 'PBRM1', 'PBX3', 'PCNA', 'PDCD4', 'PDGFRA', 'PDGFRB', 'PDZK1', 'PECAM1', 'PELP1', 'PGR', 'PI3', 'PI4K2A', 'PIK3CA', 'PIK3R1', 'PKLR', 'PKM', 'PLAUR', 'PLAU', 'PLK1', 'PMAIP1', 'POLR2A', 'POTEF', 'POU2F1', 'POU5F1', 'PPARG', 'PPP2R4', 'PRDM5', 'PRKACA', 'PRL', 'PRMT5', 'PRNP', 'PROM1', 'PSAT1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTCHD3', 'PTEN', 'PTF1A', 'PTGS2', 'PTHLH', 'PTH', 'PTK2', 'PTK6', 'PTPN11', 'PTPRCAP', 'PTPRC', 'PXN', 'RAD51', 'RAF1', 'RALA', 'RASSF1', 'RB1', 'RBL1', 'RBL2', 'RBPJ', 'RBX1', 'RCC1', 'RELA', 'RELB', 'REL', 'REM1', 'RET', 'RHEB', 'RHOA', 'RHOC', 'RICTOR', 'RNASE1', 'DROSHA', 'RND3', 'RNMT', 'ROCK1', 'RPRD1B', 'RPS27A', 'RPS6KA1', 'RPS6KA2', 'RPS6KA3', 'RPS6KA6', 'RPS6KB1', 'RPS6', 'RPTOR', 'RREB1', 'RSF1', 'RUNX1', 'RUNX2', 'RUNX3', 'SDC1', 'SDHC', 'SENP1', 'SERPINE1', 'SFRP1', 'SFRP2', 'SFRP4', 'SFRP5', 'SHC1', 'SHFM1', 'SHH', 'SIRT1', 'SIX1', 'SIX3', 'SKP1', 'SKP2', 'SLC25A16', 'SLC25A6', 'SLC2A1', 'SLC35B2', 'SLC39A4', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'SMARCC1', 'SMARCC2', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'SMARCE1', 'SMO', 'SNAI1', 'SNAI2', 'SNCA', 'SNIP1', 'SNW1', 'SNX33', 'SOCS3', 'SOX11', 'SOX17', 'SOX2', 'SOX4', 'SOX6', 'SOX9', 'SP1', 'SPN', 'SPP1', 'SPRY1', 'SRC', 'SREBF1', 'STAT1', 'STAT3', 'STAT4', 'STAT5A', 'STAT5B', 'STAT6', 'STC2', 'STIM1', 'STK11', 'STK24', 'STMN1', 'SUFU', 'SULF2', 'SUV39H1', 'TAF1', 'TBP', 'TBX2', 'TCEAL7', 'TCF4', 'TCF7L2', 'TCF7', 'TERT', 'TET3', 'TFDP1', 'TFF1', 'TGFA', 'TGFB1', 'TGFBR2', 'THBS1', 'THRA', 'THRB', 'TIMP1', 'TIMP2', 'TIMP3', 'TJP1', 'TJP2', 'TJP3', 'TLE1', 'TLR9', 'TM4SF1', 'TMPRSS4', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF13C', 'TNFRSF8', 'TNFSF11', 'TNF', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOP2A', 'TP53', 'TP63', 'TP73', 'TRPV2', 'TSC22D3', 'TSC2', 'TWIST1', 'TXN', 'TYMS', 'UBA52', 'UBA7', 'UBB', 'UBC', 'UBE2C', 'UBTF', 'URGCP', 'USP18', 'USP2', 'USP9X', 'VCL', 'VDR', 'VEGFA', 'VEGFC', 'VIP', 'VRK1', 'WDR77', 'WDTC1', 'WEE1', 'WHSC1', 'WIF1', 'WISP1', 'WNT10A', 'WNT10B', 'WNT11', 'WNT16', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8B', 'WNT9A', 'WNT9B', 'WT1', 'XBP1', 'XIAP', 'XPO1', 'YAP1', 'YBX1', 'YY1', 'ZBTB17', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.46307157054532877
		RMSE:  0.2889602070536637
		NRMSE:  0.17371452011738692
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5143850316766378
		RMSE:  0.2891269997261264
		NRMSE:  0.20591917819933792
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  LinearRegression
		Pearson Correlation:  0.7142218484556891
		Spearman Correlation:  0.6728498997929219
		Coefficient of Determination:  0.41073853652766945
		RMSE:  0.18338308484948476
		NRMSE:  0.11024460740491564
		MAPE:  278.0625502293819
		Pearson Correlation:  0.03918868717921086
		Spearman Correlation:  0.07277628188776925
		Coefficient of Determination:  -5.65134362552651e+24
		RMSE:  558529804263.7294
		NRMSE:  397790584769.9058
		MAPE:  133827626340589.25

	Predictor:  ElasticNet
		Pearson Correlation:  0.3587868299363726
		Spearman Correlation:  0.350756522108242
		Coefficient of Determination:  0.08971229794821933
		RMSE:  0.22792637940989469
		NRMSE:  0.13702274795896088
		MAPE:  399.85345317153025
		Pearson Correlation:  0.16893375206972622
		Spearman Correlation:  0.22401012585389526
		Coefficient of Determination:  0.026949515958054615
		RMSE:  0.23175983973917857
		NRMSE:  0.16506170569994486
		MAPE:  1462.4386035494808

	Predictor:  RandomForests
		Pearson Correlation:  0.4162268487325448
		Spearman Correlation:  0.3668455364708414
		Coefficient of Determination:  0.1155791349711307
		RMSE:  0.224664650274852
		NRMSE:  0.13506189072804944
		MAPE:  399.6464467711317
		Pearson Correlation:  0.1844377172615085
		Spearman Correlation:  0.21345137279274468
		Coefficient of Determination:  0.029177722990154975
		RMSE:  0.23149433199534325
		NRMSE:  0.16487260839506526
		MAPE:  1359.0387188628677

Protein:  ERBB2
Protein Interaction Partners Count:  663
x_train_column_count:  655
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACPP', 'ACTA2', 'ACTB', 'ACTG1', 'ADAM10', 'ADAM17', 'ADRB2', 'AFP', 'AGRN', 'AKT1S1', 'AKT1', 'AKT2', 'ALB', 'ALDH1A1', 'ALK', 'ANGPT1', 'ANGPT2', 'ANGPT4', 'ANO1', 'ANXA2', 'ANXA5', 'AP2B1', 'APP', 'AREG', 'ARHGEF11', 'ARHGEF12', 'ARID1A', 'ARL6IP5', 'AR', 'ATM', 'ATP2B2', 'AURKB', 'AXIN1', 'BAG1', 'BARD1', 'BCAR1', 'BCAR3', 'BCAS1', 'BCL2L11', 'BCL2L1', 'BDNF', 'BECN1', 'BEST1', 'BIRC5', 'BLNK', 'BMI1', 'BMP2', 'BMP4', 'BRCA1', 'BRCA2', 'BSG', 'BTC', 'MIEN1', 'CA9', 'CALU', 'CARTPT', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CAV1', 'CBLB', 'CBLC', 'CBL', 'CCL27', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CD19', 'CD22', 'CD247', 'CD24', 'CD274', 'CD28', 'CD33', 'CD34', 'CD44', 'CD46', 'CD52', 'CD68', 'CD6', 'CD80', 'CD82', 'CDC37', 'CDC42', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDK4', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CDX2', 'CEACAM5', 'CEP70', 'CHEK2', 'CHGA', 'CHKA', 'CHKB', 'CISH', 'CLDN3', 'CLDN4', 'CLDN7', 'CLTC', 'CNN1', 'COPS5', 'CPNE3', 'CREB1', 'CRKL', 'CRK', 'YBX3', 'CSF1', 'CSF2', 'CSF3', 'CSK', 'CSPG4', 'CTAG1B', 'CTLA4', 'CTNNB1', 'CTNND1', 'CTSB', 'CTSD', 'CTTN', 'CUL5', 'CXCL12', 'CXCR1', 'CXCR4', 'CYCS', 'CYP19A1', 'CYTIP', 'DCN', 'DDX41', 'DDX53', 'DHH', 'DIAPH1', 'DICER1', 'DLG4', 'DMTF1', 'DNAJA3', 'DNM2', 'DNMT1', 'DOCK1', 'DOCK7', 'DUSP6', 'E2F1', 'E2F3', 'EEA1', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EFNB1', 'EGFR', 'EGF', 'EIF3A', 'EIF4EBP1', 'EIF4E', 'ELAVL1', 'ELF3', 'EML4', 'ENO2', 'EP300', 'EPCAM', 'EPGN', 'EPHA2', 'EPS15', 'EPX', 'ERAL1', 'ERBB2IP', 'ERBB3', 'ERBB4', 'ERCC1', 'EREG', 'ERRFI1', 'ESCO1', 'ESR1', 'ESR2', 'ESRRB', 'ETS1', 'ETS2', 'ETV4', 'ETV6', 'EZH2', 'EZR', 'FASLG', 'FASN', 'FBXW7', 'FCGR1A', 'FCGR1B', 'FCGRT', 'FGF10', 'FGF13', 'FGF16', 'FGF17', 'FGF18', 'FGF19', 'FGF1', 'FGF20', 'FGF21', 'FGF22', 'FGF23', 'FGF2', 'FGF3', 'FGF4', 'FGF5', 'FGF6', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FGFR4', 'FHIT', 'FIGF', 'FLT1', 'FLT3LG', 'FN1', 'FOLH1', 'FOLR1', 'FOS', 'FOXA1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXP3', 'FREM2', 'FSIP1', 'FYN', 'GAB1', 'GABPB1', 'GAPDH', 'GATA3', 'GATA4', 'GDF2', 'GLI1', 'GLI2', 'GLS', 'GNA11', 'GNAQ', 'GNAS', 'GNRH1', 'GPER1', 'GRAP2', 'GRB2', 'GRB7', 'GSTP1', 'GZMB', 'H2AFX', 'H2AFY', 'HBEGF', 'HDAC1', 'HDAC6', 'HEATR6', 'HGF', 'HIF1A', 'HK1', 'HMGA2', 'HNF4A', 'HOXB7', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSP90B1', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB3', 'HSPG2', 'ICAM1', 'ID1', 'IDH1', 'IDH2', 'IFNG', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IHH', 'IL10', 'IL2', 'IL4', 'IL6R', 'IL6ST', 'IL6', 'CXCL8', 'ILK', 'INPP4B', 'INS', 'IQGAP1', 'IQSEC1', 'IRS1', 'ITGA5', 'ITGA6', 'ITGAV', 'ITGB1', 'ITGB3', 'ITGB4', 'ITPKB', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JUN', 'JUP', 'KDR', 'KITLG', 'KLK3', 'KLRK1', 'KRAS', 'KRT14', 'KRT17', 'KRT18', 'KRT19', 'KRT20', 'KRT4', 'KRT5', 'KRT7', 'KRT8', 'L1CAM', 'LAMP1', 'LCN2', 'LDHA', 'LEP', 'LIN28A', 'LIN7A', 'LIN7B', 'LIN7C', 'LINGO1', 'LOX', 'LRIG1', 'LRPPRC', 'MAGEA1', 'MAGEA3', 'MAGED4B', 'MAGED4', 'MAP2K1', 'MAPK1', 'MAPK3', 'MAPK8', 'MATK', 'MCL1', 'MDK', 'MDM2', 'MEMO1', 'MET', 'MGMT', 'MKI67', 'MLANA', 'MLH1', 'KMT2C', 'MME', 'MMP11', 'MMP14', 'MMP16', 'MMP1', 'MMP2', 'MMP7', 'MMP9', 'MPP1', 'MRAP', 'MRAS', 'MSH2', 'MSH6', 'MSLN', 'MTA1', 'MTOR', 'MUC13', 'MUC16', 'MUC1', 'MUC4', 'MUC6', 'MUCL1', 'MYBL2', 'MYCN', 'MYC', 'NANOG', 'NCAM1', 'NCL', 'NCOA1', 'NCOA3', 'NCOR1', 'NDRG1', 'NF1', 'NF2', 'NFE2L2', 'NGF', 'NISCH', 'NME1', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTCH4', 'NPM1', 'NR1H4', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'NRP1', 'NTF3', 'NTF4', 'OPCML', 'OSMR', 'PA2G4', 'PADI2', 'PAK1', 'PALB2', 'PAQR3', 'PARP1', 'PAX2', 'PCSK9', 'PDCD1LG2', 'PDCD1', 'PDCD4', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PDGFRA', 'PDPN', 'PECAM1', 'PELP1', 'PEPD', 'PFKFB3', 'PGAP3', 'PGF', 'PGR', 'PI3', 'PIK3C2A', 'PIK3C2B', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3CG', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIN1', 'PIP', 'PLAUR', 'PLAU', 'PLCG1', 'PLCG2', 'PLEK', 'PLG', 'PLXNB1', 'POLI', 'POTEF', 'POU5F1', 'PPARG', 'PPP3CA', 'PRDM10', 'PRF1', 'PRKACA', 'PRL', 'PROM1', 'PSCA', 'PTCH1', 'PTEN', 'PTGS2', 'PTK2B', 'PTK2', 'PTK6', 'PTPN11', 'PTPN12', 'PTPN18', 'PTPN1', 'PTPRC', 'PTPRO', 'PTPRU', 'PTS', 'PXN', 'RAB25', 'RAD51', 'RAF1', 'RANBP2', 'RARA', 'RASA1', 'RASA2', 'RASSF1', 'RB1', 'RBPJ', 'RDX', 'RECK', 'REM1', 'REN', 'RET', 'RHEB', 'RHOA', 'RHOB', 'RHOC', 'RICTOR', 'RND1', 'RNF41', 'ROCK1', 'ROCK2', 'ROS1', 'RPS27A', 'RPS6', 'RPTOR', 'RRAS2', 'RRAS', 'S100A14', 'SCGB2A2', 'SCUBE2', 'SDC1', 'SDHC', 'SEMA3D', 'SEMA4D', 'SERPINB5', 'SERPINE1', 'SFRP1', 'PEAK1', 'SH3BGRL3', 'SH3BGRL', 'SH3TC2', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SHH', 'SIAH2', 'PMEL', 'SKP2', 'SLC25A16', 'SLC2A1', 'SLC4A7', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMO', 'SMUG1', 'SMYD3', 'SNAI1', 'SNAI2', 'SOCS1', 'SOS1', 'SOX10', 'SOX2', 'SOX9', 'SP3', 'SPP1', 'SPRY2', 'SRCIN1', 'SRC', 'STARD3', 'STAT1', 'STAT2', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'STOM', 'STUB1', 'SYP', 'TAGLN', 'TBX1', 'TERT', 'TFAP2A', 'TFAP2B', 'TFAP2C', 'TFF1', 'TFF2', 'TFF3', 'TFRC', 'TGFA', 'TGFB1', 'THBS1', 'THRA', 'TIMP1', 'TJP1', 'TMPRSS2', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF13C', 'TNFRSF4', 'TNFRSF8', 'TNFRSF9', 'TNFSF11', 'TNF', 'TNS1', 'TNS3', 'TNS4', 'TOB1', 'TOP1', 'TOP2A', 'TP53', 'TP63', 'TSC2', 'TWIST1', 'TYMS', 'TYR', 'UBA52', 'UBB', 'UBC', 'USP2', 'USP9X', 'VAV1', 'VAV2', 'VAV3', 'VCL', 'VEGFA', 'VEGFB', 'VEGFC', 'VIM', 'WASL', 'WDFY2', 'WDTC1', 'WNT10A', 'WNT1', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT7B', 'WNT9A', 'WNT9B', 'WT1', 'WWOX', 'XIAP', 'XPO1', 'YAP1', 'YBX1', 'YES1', 'YY1', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10512598969709641
		RMSE:  1.0713675802437574
		NRMSE:  0.18252510013182233
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.044647408489899565
		RMSE:  0.9270678870989714
		NRMSE:  0.17190207437399804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  LinearRegression
		Pearson Correlation:  0.7820173527980064
		Spearman Correlation:  0.693373498202623
		Coefficient of Determination:  0.6056920409053114
		RMSE:  0.6399563840651518
		NRMSE:  0.10902710258874419
		MAPE:  849.50905070144
		Pearson Correlation:  -0.01653199153729738
		Spearman Correlation:  0.19359034503286865
		Coefficient of Determination:  -1.7463651508835767e+24
		RMSE:  1198654997128.4539
		NRMSE:  222261264069.80417
		MAPE:  314104162509477.6

	Predictor:  ElasticNet
		Pearson Correlation:  0.6529698043267042
		Spearman Correlation:  0.5595287445994966
		Coefficient of Determination:  0.40438284712899
		RMSE:  0.786531648185524
		NRMSE:  0.1339986112042394
		MAPE:  870.7727783821557
		Pearson Correlation:  0.37883704376015737
		Spearman Correlation:  0.401404741000878
		Coefficient of Determination:  0.11282053799618164
		RMSE:  0.854343288010086
		NRMSE:  0.15841707547006972
		MAPE:  693.0025918621835

	Predictor:  RandomForests
		Pearson Correlation:  0.6149113929114465
		Spearman Correlation:  0.4964835790922571
		Coefficient of Determination:  0.25538015662688174
		RMSE:  0.8794272264286959
		NRMSE:  0.14982490185677222
		MAPE:  755.2601825842303
		Pearson Correlation:  0.3368158016514111
		Spearman Correlation:  0.3750986221495254
		Coefficient of Determination:  0.09731002203084704
		RMSE:  0.8617791499826027
		NRMSE:  0.1597958742782501
		MAPE:  557.0141632415371

Protein:  ERBB3
Protein Interaction Partners Count:  245
x_train_column_count:  247
x_train columns:  ['ADAM17', 'AGRN', 'AGTR2', 'AKT1', 'AKT2', 'AKT3', 'ALAS2', 'ALB', 'ANGPT1', 'ANGPT2', 'ANGPT4', 'APIP', 'AREG', 'AR', 'BAMBI', 'BDNF', 'BMP2', 'BMP4', 'BRCA1', 'BRCA2', 'BTC', 'CADM4', 'CASK', 'CASP3', 'CBLB', 'CBLC', 'CBL', 'CCND1', 'CCNE1', 'CD44', 'CD82', 'CDC42', 'CDH1', 'CDK4', 'CDK5', 'CDKN1B', 'CDKN2A', 'CLEC16A', 'COMMD5', 'COQ7', 'CRKL', 'CRK', 'CRYZL1', 'CSF1', 'CSK', 'CSPG5', 'CTNNB1', 'DCN', 'DHH', 'DOCK7', 'DUSP6', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EGFR', 'EGF', 'EGR1', 'EHF', 'EIF4EBP1', 'EIF4E', 'EML4', 'EPCAM', 'EPGN', 'EPN1', 'ERBB2IP', 'ERBB2', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'ESR2', 'FBXO9', 'FGF10', 'FGF16', 'FGF17', 'FGF18', 'FGF19', 'FGF1', 'FGF20', 'FGF21', 'FGF22', 'FGF23', 'FGF2', 'FGF3', 'FGF4', 'FGF5', 'FGF6', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FIGF', 'FKBP14', 'FLNA', 'FLT3LG', 'FN1', 'FOXA1', 'FOXO3', 'FREM2', 'FTSJ1', 'GAB1', 'GAPDH', 'GLE1', 'GRB2', 'GRB7', 'GRHL2', 'HBEGF', 'HGF', 'HGS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPG2', 'IGF1', 'IGF2', 'IL6ST', 'ILK', 'INS', 'IRS1', 'ITGA6', 'ITGB4', 'ITPKB', 'JAK1', 'JAK2', 'JUN', 'KDR', 'KITLG', 'KRAS', 'L1CAM', 'LAMA1', 'LAMB1', 'LAMC2', 'LIN7A', 'LIN7B', 'LIN7C', 'LRIG1', 'MAP2K1', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MARCH7', 'MDM2', 'MET', 'MITF', 'MMP9', 'MRPL49', 'MTOR', 'MUC1', 'MUC4', 'MYC', 'N4BP1', 'NDRG1', 'NEDD4L', 'NEDD4', 'NF1', 'NGF', 'NICN1', 'NOTCH1', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'NTF3', 'NTF4', 'OAT', 'PA2G4', 'PARK7', 'PCSK9', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PGF', 'PGR', 'PI3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIP5K1C', 'PLCG1', 'PLCG2', 'PPP1R9A', 'PRKACA', 'PTEN', 'PTK2B', 'PTK2', 'PTK6', 'PTPN11', 'PTPN22', 'PTPN2', 'RASA1', 'RASA2', 'REM1', 'RGS4', 'RHOA', 'RHOC', 'RNF41', 'ROR1', 'RRAS2', 'SH2B3', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SHH', 'SLC25A16', 'SMAD4', 'SNAI2', 'SOS1', 'SOX10', 'SOX2', 'SPARC', 'SPRY2', 'SRC', 'STAT3', 'STAT5A', 'STAT5B', 'SYN3', 'TCF7L2', 'TGFA', 'TMEFF2', 'TNFRSF13C', 'TNS1', 'TP53', 'USP8', 'VAV1', 'VAV2', 'VAV3', 'VEGFA', 'VEGFB', 'VEGFC', 'WNT1', 'WNT5A', 'ZEB1', 'ZNF217', 'KRBOX4', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20107865915633893
		RMSE:  0.5031866190144979
		NRMSE:  0.13579562619977975
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27170508071542576
		RMSE:  0.5249654097328843
		NRMSE:  0.21064675210776365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  LinearRegression
		Pearson Correlation:  0.5051721802977225
		Spearman Correlation:  0.4548644603394962
		Coefficient of Determination:  0.25156063601015666
		RMSE:  0.3972113676388744
		NRMSE:  0.10719594751512612
		MAPE:  223.95580831430445
		Pearson Correlation:  -0.04989613632002816
		Spearman Correlation:  0.21853835577596933
		Coefficient of Determination:  -5.29222383391219e+23
		RMSE:  338654294590.7766
		NRMSE:  135887862172.08229
		MAPE:  71065210319759.67

	Predictor:  ElasticNet
		Pearson Correlation:  0.3824473594823769
		Spearman Correlation:  0.3790630624198488
		Coefficient of Determination:  0.13478881364826367
		RMSE:  0.42707526721728917
		NRMSE:  0.11525535686897725
		MAPE:  215.96599873422977
		Pearson Correlation:  0.33516350090289065
		Spearman Correlation:  0.34794420991690295
		Coefficient of Determination:  0.09242011497824976
		RMSE:  0.4434860016976849
		NRMSE:  0.17795245959235556
		MAPE:  239.6295165325725

	Predictor:  RandomForests
		Pearson Correlation:  0.4357474450415512
		Spearman Correlation:  0.3850333643157318
		Coefficient of Determination:  0.1529150883468432
		RMSE:  0.4225779495173189
		NRMSE:  0.11404165990206881
		MAPE:  212.12206139020475
		Pearson Correlation:  0.23856513632587031
		Spearman Correlation:  0.3406452436484165
		Coefficient of Determination:  0.04447579238552668
		RMSE:  0.45504917601837935
		NRMSE:  0.1825922797967945
		MAPE:  274.1854725168441


Fold:  2

Protein:  RB1
Protein Interaction Partners Count:  369
x_train_column_count:  366
x_train columns:  ['AATF', 'ABCC1', 'ABL1', 'ACTL6A', 'ACTL6B', 'AFAP1', 'AHR', 'AKT1', 'ANXA5', 'ARID1A', 'ARID1B', 'ARID4A', 'ARMCX1', 'ARMCX2', 'ARMCX3', 'ARNT', 'AR', 'ASF1A', 'ATF2', 'ATM', 'AURKB', 'BCR', 'BDP1', 'BGLAP', 'BRCA1', 'BRF1', 'FAM208A', 'C4BPA', 'CABIN1', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CBFB', 'CBX1', 'CBX4', 'CBX5', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCNC', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNT2', 'CDC25A', 'CDC27', 'CDC6', 'CDH1', 'CDK14', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK6', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CEBPA', 'CEBPB', 'CEBPD', 'CEBPE', 'CHEK1', 'CHEK2', 'CLNK', 'COL1A1', 'CREBBP', 'CTBP1', 'CTNNB1', 'CUX1', 'DCAF10', 'DGKZ', 'DNAJA3', 'DNMT1', 'DNMT3A', 'DUSP1', 'DUT', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EED', 'EGFR', 'EGF', 'EID1', 'EIF2AK1', 'EIF2AK4', 'AGO2', 'ELF1', 'ENC1', 'EP300', 'ERBB2', 'ESD', 'ESR1', 'ESR2', 'EZH2', 'FBXW7', 'FMO5', 'FOS', 'FOXM1', 'FRK', 'FZR1', 'G6PD', 'GAPDH', 'GATA1', 'GJA1', 'GNB2L1', 'GRB2', 'GSC', 'GTF2H1', 'H1F0', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HARS2', 'HARS', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC8', 'HDC', 'HES1', 'HIF1A', 'HIRA', 'HIST1H1A', 'HIST1H1B', 'HIST1H1C', 'HIST1H1D', 'HIST1H1E', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST1H4A', 'HIST2H2AC', 'HIST2H2BE', 'HIST3H3', 'HIST4H4', 'HMGA1', 'HMGA2', 'HRAS', 'HSP90AA1', 'HSPA1A', 'HSPA8', 'ID2', 'IFI16', 'INS', 'JUN', 'KAT2B', 'KAT5', 'KDM1A', 'KDM2A', 'KDM4A', 'KDM5A', 'KDM5B', 'PPP1R26', 'KIF11', 'KRAS', 'KRT10', 'KRT14', 'KRT5', 'L3MBTL2', 'L3MBTL1', 'LIMD1', 'LIN52', 'LIN54', 'LIN9', 'LMNA', 'LOR', 'LPAR6', 'MAF', 'MAP2K7', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MAPK9', 'MCM2', 'MCM3', 'MCM4', 'MCM5', 'MCM7', 'MDM2', 'MDM4', 'MEF2C', 'MORF4L1', 'MRFAP1', 'MRPL11', 'MRPS18B', 'MSH6', 'MTL5', 'MYBL2', 'MYC', 'MYOD1', 'NACC2', 'NCAPD3', 'NCAPG2', 'NCAPH2', 'NCR1', 'NDC80', 'NEO1', 'NFYA', 'NFYB', 'NFYC', 'NGF', 'NOTCH1', 'NPM1', 'NRAS', 'ORC1', 'PA2G4', 'PAX2', 'PAX3', 'PAX5', 'PAX6', 'PAX8', 'PCNA', 'PELP1', 'PGR', 'PHB', 'PHF21B', 'PIAS4', 'PIK3CA', 'PIK3R1', 'PIK3R3', 'PLK1', 'PML', 'POLA1', 'POLA2', 'PPARA', 'PPARG', 'PPIA', 'PPP1CA', 'PPP1CB', 'PPP1CC', 'PPP1R3A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R3B', 'PPRC1', 'PRB1', 'PRB3', 'PRB4', 'PRDM2', 'PRH1', 'PRH2', 'PRIM1', 'PRIM2', 'PRKCB', 'PRMT2', 'PSMA7', 'PSMC1', 'PSMD10', 'PTEN', 'PTGDR', 'RAF1', 'RB1CC1', 'RBAK', 'RBBP4', 'RBBP5', 'RBBP6', 'RBBP7', 'RBBP8', 'RBBP9', 'RBL1', 'RBL2', 'RBFOX2', 'RFC1', 'RPS6KB1', 'RUNX2', 'S100A6', 'SETD1B', 'SETD7', 'SIRT1', 'SKP2', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'SMARCC1', 'SMARCC2', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'SMARCE1', 'SMC1A', 'SMC2', 'SMC4', 'SMC5', 'SMYD2', 'SNW1', 'SP100', 'SP1', 'SP3', 'SPI1', 'STAM', 'STAT3', 'SUV39H1', 'SUV420H2', 'SUZ12', 'TAF1', 'TBP', 'TERT', 'TFAP2A', 'TFDP1', 'TFDP3', 'TGM2', 'THAP1', 'TMPO', 'TNS1', 'TOP2A', 'TP53BP1', 'TP53', 'TP73', 'TRDMT1', 'TRIM27', 'TTK', 'UBE2I', 'UBE3A', 'UBL4A', 'UBN1', 'UBR4', 'UBTF', 'UHRF1', 'USP4', 'USP7', 'VEGFA', 'VPS39', 'WDR59', 'WDR73', 'WEE1', 'WWTR1', 'YAP1', 'YY1', 'ZBTB16', 'ZBTB7A', 'ZNF521', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.012372001566697044
		RMSE:  0.23649063304821735
		NRMSE:  0.08648721220312221
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0009378943328373079
		RMSE:  0.2450188572791325
		NRMSE:  0.14037816530069125
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  LinearRegression
		Pearson Correlation:  0.18083619317311717
		Spearman Correlation:  0.18814467460915066
		Coefficient of Determination:  -0.35247205602704623
		RMSE:  0.27334304705339224
		NRMSE:  0.09996454324655948
		MAPE:  861.4199781569883
		Pearson Correlation:  -0.04248073085797144
		Spearman Correlation:  0.021827073400503133
		Coefficient of Determination:  -5.46254737219535e+23
		RMSE:  181006242296.9217
		NRMSE:  103703545448.61505
		MAPE:  21348641198433.54

	Predictor:  ElasticNet
		Pearson Correlation:  0.21987798575164602
		Spearman Correlation:  0.17998807549626114
		Coefficient of Determination:  0.03228017950869411
		RMSE:  0.2312164341102911
		NRMSE:  0.0845583799408613
		MAPE:  210.3149024104213
		Pearson Correlation:  0.10928530507687238
		Spearman Correlation:  0.1873429445145529
		Coefficient of Determination:  -0.005444032116810549
		RMSE:  0.24556976503152267
		NRMSE:  0.1406937957806847
		MAPE:  274.45625825059665

	Predictor:  RandomForests
		Pearson Correlation:  0.33430237522012646
		Spearman Correlation:  0.2525623988697978
		Coefficient of Determination:  0.06471762227256583
		RMSE:  0.22730828053410973
		NRMSE:  0.08312912541475634
		MAPE:  221.4953440154659
		Pearson Correlation:  0.1410807783961517
		Spearman Correlation:  0.19919300457653644
		Coefficient of Determination:  0.002446030739954752
		RMSE:  0.24460433235526868
		NRMSE:  0.14014067236267985
		MAPE:  250.38017130552345

Protein:  CDH1
Protein Interaction Partners Count:  834
x_train_column_count:  823
x_train columns:  ['ABCB1', 'ABCG2', 'ACAN', 'ACTA1', 'ACTA2', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTN1', 'ACTR3', 'ACVR1B', 'ADAM10', 'ADAM15', 'ADAM17', 'ADAM9', 'AFP', 'AIMP1', 'AJAP1', 'AKAP9', 'AKT1', 'AKT2', 'AKTIP', 'ALB', 'ALCAM', 'ALDH1A1', 'ALDH3A1', 'ALK', 'AMOTL2', 'ANAPC4', 'ANAPC7', 'ANO1', 'ANXA2', 'ANXA5', 'AP1M1', 'AP1M2', 'APC2', 'APC', 'AQP1', 'AQP5', 'AREG', 'ARF6', 'ARHGAP31', 'ARID1A', 'ARL2BP', 'ARMC7', 'ARPC1A', 'ARPC2', 'ARRB2', 'ARVCF', 'AR', 'CLMP', 'ASF1A', 'ATF2', 'ATF3', 'ATM', 'ATXN1', 'AXIN1', 'AXIN2', 'AXL', 'BAG3', 'BANP', 'BCAR1', 'BCL2L11', 'BCL2L1', 'BCL6B', 'BCL9L', 'BCORL1', 'BMI1', 'BMP2', 'BMP4', 'BMP6', 'BMP7', 'BNIP3', 'BRCA1', 'BRCA2', 'BSG', 'BTBD7', 'BTC', 'BTF3', 'ANAPC15', 'CA2', 'CA9', 'CALCA', 'CALR', 'CAPN1', 'CAPNS1', 'CASP3', 'CASP8', 'CASP9', 'CASS4', 'CAV1', 'CBLL1', 'CBL', 'CBX7', 'CCL2', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCNE1', 'CCR7', 'CD1A', 'CD1B', 'CD1C', 'CD1E', 'CD207', 'CD24', 'CD274', 'CD276', 'CD2AP', 'CD34', 'CD44', 'CD46', 'CD68', 'CD82', 'CDC16', 'CDC23', 'CDC27', 'CDC42', 'CDC6', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH24', 'CDH2', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDK14', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CDKN3', 'CDX2', 'CEACAM5', 'CFL1', 'CGN', 'CHGA', 'CHL1', 'CLCA2', 'CLDN1', 'CLDN2', 'CLDN3', 'CLDN4', 'CLDN5', 'CLDN7', 'CNTN1', 'COL1A1', 'CORO1C', 'CRB3', 'CREB1', 'CREBBP', 'CRYAB', 'YBX3', 'CSDC2', 'CSE1L', 'CSF2', 'CSNK2A1', 'CSNK2A2', 'CST5', 'CTBP1', 'CTBP2', 'CTCF', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNB1', 'CTNND1', 'CTNND2', 'CTSL', 'CTTN', 'CXCL12', 'CXCL1', 'CXCR4', 'CYP1B1', 'DAAM1', 'DAB2IP', 'DACH1', 'DAPK1', 'DAP', 'DDR1', 'DDR2', 'DDX3X', 'DICER1', 'DKK1', 'DLC1', 'DLG1', 'DLG5', 'DNM2', 'DNMT1', 'DNMT3A', 'DNMT3B', 'DNTT', 'DOT1L', 'DPAGT1', 'DPEP1', 'DSP', 'DUOX1', 'DUSP4', 'DVL1', 'DVL2', 'E2F1', 'ECT2', 'EDN1', 'EFEMP1', 'EFNA1', 'EGFR', 'EGF', 'EGR1', 'EHD1', 'EHMT2', 'EIF2AK3', 'AGO1', 'AGO2', 'ELAVL1', 'ELF3', 'ENAH', 'ENG', 'EP300', 'EPB41L3', 'EPCAM', 'EPHA10', 'EPHA1', 'EPHA2', 'EPPK1', 'ERBB2IP', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ESRP1', 'ESRP2', 'ETS1', 'ETS2', 'EXOC3', 'EXOC4', 'EYA2', 'EZH2', 'EZR', 'F11R', 'F2RL2', 'SUPT20H', 'FBXL5', 'FER', 'FGF10', 'FGF13', 'FGF17', 'FGF19', 'FGF2', 'FGF4', 'FGF5', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FHIT', 'FHL2', 'FLG', 'FLOT1', 'FLOT2', 'FLT1', 'FMN1', 'FN1', 'FOSL1', 'FOS', 'FOXA1', 'FOXA2', 'FOXC1', 'FOXC2', 'FOXJ2', 'FOXK2', 'FOXL1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXQ1', 'FRMPD2', 'FSCN1', 'FUT4', 'FXYD5', 'FYN', 'FZD1', 'FZD4', 'FZD7', 'FZR1', 'G6PD', 'GAB2', 'GABPA', 'GADD45A', 'GAPDH', 'GAS6', 'GATA1', 'GATA3', 'GATA4', 'GATA6', 'GDNF', 'GFRA1', 'GGT1', 'GJA1', 'GJB1', 'GJB2', 'GKN2', 'GLI1', 'GLI2', 'GMNN', 'GNA12', 'GNA13', 'GNB2L1', 'GNL3', 'GPA33', 'GRB2', 'GRHL2', 'GRHL3', 'GSK3B', 'GSN', 'GSTP1', 'H2AFZ', 'HAVCR2', 'HBEGF', 'HDAC1', 'HDAC2', 'HEPACAM', 'HES1', 'HGF', 'HGS', 'HIF1A', 'HMGA2', 'HNF4A', 'HOXB4', 'HOXD10', 'HPGDS', 'HPGD', 'HRAS', 'HSP90AA1', 'HSPA5', 'ICAM1', 'ID1', 'ID2', 'IDO1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP3', 'IL10', 'IL15', 'IL17A', 'IL1B', 'IL24', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ILK', 'INADL', 'INS', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'IQSEC1', 'IRS1', 'IRS2', 'ITGA5', 'ITGA6', 'ITGAE', 'ITGAM', 'ITGB1', 'ITGB4', 'ITGB7', 'ITPKB', 'IVL', 'JAG1', 'JAK2', 'AJUBA', 'JUN', 'JUP', 'KDM1A', 'KDM6A', 'KDR', 'KEAP1', 'KIFC3', 'KIT', 'KLF4', 'KLF5', 'KLF8', 'KLK3', 'KLK7', 'KLRG1', 'KRAS', 'KRT10', 'KRT14', 'KRT17', 'KRT18', 'KRT19', 'KRT20', 'KRT4', 'KRT5', 'KRT7', 'KRT8', 'KRT9', 'LAMA1', 'LAMB1', 'LAMC2', 'LASP1', 'LATS1', 'LATS2', 'LCN2', 'LEF1', 'LEP', 'LGALS3', 'LGALS4', 'LGALS9', 'LGR5', 'LIF', 'LIMA1', 'LIN28A', 'LIPG', 'LLGL2', 'LMNA', 'LOR', 'LOXL2', 'LOXL3', 'LOX', 'LRP5', 'LRP6', 'LY6K', 'MACC1', 'MACROD1', 'MAD2L2', 'MAGI1', 'MAP2K1', 'MAP2K7', 'MAP4K5', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MARK2', 'MARVELD2', 'MCAM', 'MCL1', 'MDM2', 'MED1', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MGAT5', 'MGMT', 'MKI67', 'MLH1', 'MLLT4', 'MME', 'MMP11', 'MMP13', 'MMP14', 'MMP15', 'MMP17', 'MMP1', 'MMP25', 'MMP27', 'MMP2', 'MMP3', 'MMP7', 'MMP8', 'MMP9', 'MPP5', 'MRAP', 'MSH2', 'MSN', 'MT1G', 'MTA1', 'MTA3', 'MTBP', 'MTDH', 'MTOR', 'MUC1', 'MUC4', 'MYCN', 'MYC', 'MYH6', 'MYO6', 'MYO7A', 'NANOG', 'NCAM1', 'NCOA1', 'NCSTN', 'NDRG1', 'NDRG2', 'NEDD9', 'NEK2', 'NES', 'NEUROG3', 'NF2', 'NFE2L2', 'NFIC', 'NKD2', 'NME1', 'NOG', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NR2F1', 'NRP2', 'NUDT21', 'NUMBL', 'NUMB', 'NUP98', 'NUTF2', 'OTUB1', 'OVOL1', 'OVOL2', 'PARD3', 'PARD6A', 'PAX2', 'PAX5', 'PAX6', 'PAX8', 'PCSK9', 'PDCD4', 'PDGFRB', 'PDPN', 'PEBP1', 'PECAM1', 'PGR', 'PHLPP1', 'PI3', 'PIK3CA', 'PIK3R1', 'PIP5K1A', 'PIP5K1C', 'PIP', 'PIR', 'PITX1', 'PKD1', 'PKM', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PLAUR', 'PLAU', 'PLCD1', 'PLEKHA7', 'PLG', 'PODXL', 'POLR2C', 'POSTN', 'POTEF', 'POU5F1', 'PPARA', 'PPARGC1A', 'PPARG', 'PPL', 'PPP6C', 'PRAME', 'PRDM10', 'PRKAR1A', 'PRKCA', 'PRKCI', 'PRKCZ', 'PRKD1', 'PRKG1', 'PRMT5', 'PROC', 'PROM1', 'PRSS8', 'PSEN1', 'PTCH1', 'PTEN', 'PTF1A', 'PTGS2', 'PTK2', 'PTPN11', 'PTPN14', 'PTPRC', 'PTPRF', 'PTPRJ', 'PTPRM', 'PTPRS', 'PTPRT', 'PTPRU', 'PTRH2', 'PVRL1', 'PVRL2', 'PVR', 'PXN', 'RAB11A', 'RAB25', 'RAB5A', 'RAB7A', 'RAB8B', 'RAC1', 'RAC2', 'RACGAP1', 'RAF1', 'RALA', 'RALBP1', 'RALGDS', 'RAP1A', 'RAP1B', 'RAPGEF1', 'RARB', 'RASSF1', 'RB1', 'RBM4', 'RCOR1', 'RDX', 'REM1', 'RET', 'RHOA', 'RHOB', 'RHOC', 'RHOD', 'RICTOR', 'RND3', 'ROCK1', 'ROCK2', 'RPS6KB1', 'RPTOR', 'RRM2', 'RUNX2', 'RUNX3', 'S100A14', 'S100A4', 'S100A8', 'SATB1', 'SCRIB', 'SDC1', 'SDC4', 'SDHC', 'SELE', 'SELL', 'SELP', 'SEMA3C', 'SEMA3F', 'SENP1', 'SERPINB4', 'SERPINB5', 'SERPINE1', 'SFN', 'SFRP1', 'SFRP2', 'SFTPC', 'SHH', 'SIK1', 'SIN3A', 'SIRT1', 'SIRT2', 'SIRT4', 'SIRT7', 'SIX1', 'SIX2', 'SKIL', 'SKP2', 'SLC2A1', 'SLC39A6', 'SLC6A3', 'SLC9A3R1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMO', 'SNAI1', 'SNAI2', 'SNAI3', 'SNX16', 'SNX1', 'SOX10', 'SOX17', 'SOX2', 'SOX4', 'SOX9', 'SP1', 'SPARC', 'SPDEF', 'SPINT1', 'SPP1', 'SPRY1', 'SRCIN1', 'SRC', 'SRXN1', 'ST14', 'ST7L', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STX4', 'STYK1', 'SUCLG2', 'SUMO1', 'SUZ12', 'SYNJ2', 'SYP', 'TACC3', 'TACSTD2', 'TATDN1', 'TBX1', 'TBX3', 'TCF15', 'TCF4', 'TDGF1', 'TERT', 'TET2', 'TFF1', 'TFF3', 'TGFB1', 'TGFB2', 'TGFB3', 'TGFBI', 'TGFBR1', 'TGFBR2', 'THBS1', 'THEM4', 'THUMPD1', 'THY1', 'TIAM1', 'TIMP1', 'TIMP2', 'TIMP3', 'TJP1', 'TJP2', 'TJP3', 'TLE1', 'TLN1', 'TLR4', 'TMPRSS2', 'TMPRSS4', 'TNFRSF6B', 'TNF', 'TNK2', 'TNS1', 'TP53BP1', 'TP53BP2', 'TP53', 'TRIM21', 'TRIM29', 'TRIM44', 'TRIP10', 'TRPS1', 'TSPYL2', 'TWIST1', 'TWIST2', 'TYRP1', 'T', 'UBE2I', 'UBE2S', 'USP48', 'USP9X', 'VANGL1', 'VANGL2', 'VASP', 'VAV1', 'VCAM1', 'VCL', 'VDR', 'VEGFA', 'VEGFC', 'VEZT', 'VHL', 'VIM', 'VIPAS39', 'VPS33B', 'VTN', 'WASL', 'WDFY2', 'WDTC1', 'WIF1', 'WISP1', 'WISP3', 'WNT10A', 'WNT10B', 'WNT11', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8A', 'WNT9A', 'WNT9B', 'WT1', 'XIAP', 'YAP1', 'YBX1', 'YES1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'ZYX', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0848918633043636
		RMSE:  1.167193365558287
		NRMSE:  0.18724526599154356
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3357437347566168
		RMSE:  1.329821844339591
		NRMSE:  0.2361608674018098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  LinearRegression
		Pearson Correlation:  0.8153569753930732
		Spearman Correlation:  0.7398356396697308
		Coefficient of Determination:  0.6648059002046217
		RMSE:  0.6487804685627887
		NRMSE:  0.10407964523346253
		MAPE:  361.82202604989703
		Pearson Correlation:  -0.07891496310855438
		Spearman Correlation:  0.24569400190634316
		Coefficient of Determination:  -9.074063022316293e+20
		RMSE:  34660337345.07082
		NRMSE:  6155272126.633071
		MAPE:  5167077668870.771

	Predictor:  ElasticNet
		Pearson Correlation:  0.6796774641676743
		Spearman Correlation:  0.6111912556178216
		Coefficient of Determination:  0.4198534089270308
		RMSE:  0.8535293441626872
		NRMSE:  0.13692618018170966
		MAPE:  357.8282675943408
		Pearson Correlation:  0.5479434780348542
		Spearman Correlation:  0.5296458882060286
		Coefficient of Determination:  0.24092992214970466
		RMSE:  1.0024733262349135
		NRMSE:  0.1780275841298017
		MAPE:  227.74382969571315

	Predictor:  RandomForests
		Pearson Correlation:  0.6231905793996314
		Spearman Correlation:  0.517943009334698
		Coefficient of Determination:  0.38568492015147104
		RMSE:  0.8783046306051617
		NRMSE:  0.1409007187944432
		MAPE:  215.07319990596793
		Pearson Correlation:  0.5834004553417115
		Spearman Correlation:  0.6291935616433715
		Coefficient of Determination:  0.2963104300780819
		RMSE:  0.9652114089415834
		NRMSE:  0.1714103017122329
		MAPE:  172.927927550685

Protein:  CDH2
Protein Interaction Partners Count:  472
x_train_column_count:  466
x_train columns:  ['ABCG2', 'ABL1', 'ACAN', 'ACTA1', 'ACTA2', 'ACTB', 'ACTR3', 'ADAM10', 'ADH1A', 'AFP', 'AHSG', 'AKT1', 'AKT3', 'ALB', 'ALCAM', 'ALDH1A1', 'AMBN', 'AMELX', 'AMOTL1', 'AMTN', 'ANGPT1', 'ANO8', 'ANXA5', 'APC2', 'APC', 'APLP2', 'APOA1', 'APOA2', 'APOA5', 'APOB', 'APOE', 'APOL1', 'APPL1', 'APP', 'ARHGAP32', 'ARMC7', 'ARPC5', 'ARVCF', 'AR', 'ATXN1', 'AXIN1', 'AXIN2', 'AXL', 'BCL2L1', 'BDNF', 'BMI1', 'BMP15', 'BMP2', 'BMP4', 'BMP7', 'BNIP2', 'BOC', 'BPIFB2', 'RGCC', 'GSKIP', 'C3', 'C4A', 'CABLES1', 'CADM1', 'CALU', 'CASP3', 'CAV1', 'CBLL1', 'CCNA2', 'CCNB1', 'CCND1', 'CD24', 'CD34', 'CD44', 'CD80', 'CDC42', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDK4', 'CDK5', 'CDK6', 'CDKN2A', 'CDON', 'CDX2', 'CEBPZ', 'CFL1', 'CHGB', 'CHL1', 'CHRDL1', 'CKAP4', 'CLDN11', 'CLDN3', 'CLDN4', 'CLDN7', 'CORT', 'CP', 'CREBBP', 'CRP', 'CSF1', 'CSK', 'CST3', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNB1', 'CTNND1', 'CTNND2', 'CTTN', 'CXCL12', 'CXCR4', 'CYLD', 'CYR61', 'DBN1', 'DDR1', 'DDR2', 'DKK1', 'DLG4', 'DLG5', 'DMP1', 'DNAJC3', 'DSP', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EFNB1', 'EFNB2', 'EFNB3', 'EGFR', 'EGF', 'EHMT2', 'EIF2AK3', 'ENAM', 'ENG', 'EPCAM', 'EPHA1', 'EPHA2', 'EPHA4', 'EPHB2', 'EPS8', 'ERBB2', 'ERBB4', 'ESR1', 'ESRP1', 'EXOC4', 'EZH2', 'EZR', 'F11R', 'F5', 'EVA1A', 'FAM20A', 'FAM20C', 'FBN1', 'FER', 'FGA', 'FGF13', 'FGF23', 'FGF2', 'FGFR1', 'FGFR4', 'FGG', 'FN1', 'FOXC2', 'FOXD3', 'FOXO1', 'FOXP4', 'FSTL1', 'FSTL3', 'FUCA2', 'GAA', 'GAPDH', 'GAS6', 'GATA4', 'GFAP', 'GJA10', 'GJA1', 'GJA3', 'GJB6', 'GJC1', 'GJC3', 'GJD3', 'GJD4', 'GLI1', 'GOLM1', 'GPC3', 'GRIA1', 'GRIA2', 'HGF', 'HMGA2', 'HNF4A', 'HRAS', 'HRC', 'HSP90B1', 'HSPA5', 'IARS2', 'IGF1R', 'IGF1', 'IGFBP1', 'IGFBP3', 'IGFBP4', 'IGFBP5', 'IGFBP7', 'IL1B', 'IL6', 'CXCL8', 'ILK', 'INADL', 'INS', 'INVS', 'IQGAP1', 'ISL1', 'ITGA6', 'ITGB1', 'ITIH2', 'ITPKB', 'JAG1', 'JAM3', 'JUN', 'JUP', 'KCNA5', 'KDR', 'KIAA2022', 'KIF5B', 'KIT', 'KLF4', 'KNG1', 'KRAS', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT8', 'KTN1', 'L1CAM', 'LAMB1', 'LAMB2', 'LAMC1', 'LEF1', 'LGALS1', 'LRP5', 'LRP6', 'LRRC7', 'LTBP1', 'LTBP3', 'MAP1B', 'MAP2K6', 'MAP2K7', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MATN3', 'MBTPS1', 'MCAM', 'MEF2A', 'MEF2C', 'MEF2D', 'MEN1', 'MEPE', 'MET', 'MFGE8', 'MFI2', 'MGAT4A', 'MIA3', 'MKI67', 'MLLT4', 'MMP14', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MPDZ', 'MPP5', 'MRAP', 'MRPL49', 'MSLN', 'MSN', 'MTHFD1', 'MUC1', 'MUC4', 'MXRA8', 'MYC', 'MYO10', 'MZF1', 'NANOG', 'NCAM1', 'NCSTN', 'NDRG1', 'NENF', 'NES', 'NFASC', 'NGF', 'NLGN1', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTUM', 'NRCAM', 'NT5C', 'NT5E', 'NTRK2', 'NUCB1', 'NUMBL', 'NUMB', 'OLFM3', 'P4HB', 'PARD3', 'PAX6', 'PCSK9', 'PC', 'PDGFRB', 'PDIA4', 'PDIA6', 'PECAM1', 'PENK', 'PIK3CA', 'PIK3R1', 'PIP5K1C', 'PITX2', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PNPLA2', 'POU5F1', 'PPT2', 'PRKCDBP', 'PRKCSH', 'PROC', 'PROM1', 'PRPH', 'PRSS23', 'PSEN1', 'PTEN', 'PTK2', 'PTPN11', 'PTPN1', 'PTPN2', 'PTPRC', 'PTPRS', 'PVRL1', 'PVRL2', 'PVRL3', 'PXN', 'QSOX1', 'RAB11FIP1', 'RAB3D', 'RAB5A', 'RAC1', 'RCN1', 'RELN', 'REM1', 'RHOA', 'RHOB', 'RHOC', 'ROBO1', 'PTBP3', 'RPS6KB1', 'RUNX2', 'S100A14', 'S100A4', 'SARS2', 'SCARB2', 'SCG2', 'SCG3', 'SDC2', 'SEMA3A', 'SENP3', 'SERPINA10', 'SERPINA1', 'SERPINC1', 'SERPIND1', 'SERPINE1', 'SHH', 'SHISA5', 'SIRT7', 'SKP1', 'SLC2A1', 'SLC9A3R1', 'SLIT1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SNAI1', 'SNAI2', 'SNAI3', 'SOX10', 'SOX18', 'SOX1', 'SOX2', 'SOX4', 'SOX9', 'SP7', 'SPAG9', 'SPARCL1', 'SPARC', 'SPP1', 'SPP2', 'SRC', 'ST6GALNAC5', 'STAT3', 'STC2', 'SYP', 'TBX1', 'TCF3', 'TEK', 'TF', 'TGFB1', 'TGFBR1', 'TGM2', 'TGOLN2', 'THY1', 'TIMP1', 'TJP1', 'TJP3', 'TMEM132A', 'TNC', 'TNF', 'TNNT1', 'TP53', 'TRPS1', 'TSC2', 'TWIST1', 'TWIST2', 'USP9X', 'VANGL2', 'VCAM1', 'VCAN', 'VCL', 'VEGFA', 'VGF', 'VIM', 'VTN', 'VWA1', 'WFS1', 'WNT11', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT7A', 'XIRP1', 'ZBTB16', 'ZEB1', 'ZEB2', 'ZSCAN1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0042702958885580955
		RMSE:  0.36888339320753855
		NRMSE:  0.13366308906715652
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005559500410650786
		RMSE:  0.3881548727768219
		NRMSE:  0.20448899349205915
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  LinearRegression
		Pearson Correlation:  0.4763103175239093
		Spearman Correlation:  0.44166118362398765
		Coefficient of Determination:  -0.5435252729135427
		RMSE:  0.45732049808189407
		NRMSE:  0.165707840452893
		MAPE:  7413.6952210224745
		Pearson Correlation:  -0.11754745520931313
		Spearman Correlation:  0.04893086921581573
		Coefficient of Determination:  -3.524205559193531e+24
		RMSE:  726660865409.2147
		NRMSE:  382821804901.1494
		MAPE:  30758883768318.48

	Predictor:  ElasticNet
		Pearson Correlation:  0.3531107191359314
		Spearman Correlation:  0.35085501922836565
		Coefficient of Determination:  0.10183891684380908
		RMSE:  0.3488517549613913
		NRMSE:  0.12640472315435589
		MAPE:  1248.9088646196587
		Pearson Correlation:  0.3567211454343816
		Spearman Correlation:  0.40350211871615455
		Coefficient of Determination:  0.09405238787972126
		RMSE:  0.36842805899772957
		NRMSE:  0.1940964502640594
		MAPE:  238.0810574225873

	Predictor:  RandomForests
		Pearson Correlation:  0.40352416477049935
		Spearman Correlation:  0.34633496188441887
		Coefficient of Determination:  0.12736611640065787
		RMSE:  0.3438585532130024
		NRMSE:  0.12459546098014437
		MAPE:  782.1677638958333
		Pearson Correlation:  0.3235572860665259
		Spearman Correlation:  0.38058087157676246
		Coefficient of Determination:  0.06733967526579365
		RMSE:  0.3738203217299347
		NRMSE:  0.1969372193902204
		MAPE:  156.79749687962033

Protein:  CDH3
Protein Interaction Partners Count:  73
x_train_column_count:  74
x_train columns:  ['AIMP1', 'CLMP', 'BRCA1', 'CCND1', 'CD24', 'CD2AP', 'CD44', 'CDCP1', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH2', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CLDN1', 'CLDN7', 'CTNNA1', 'CTNNA3', 'CTNNB1', 'CTNND1', 'DPYD', 'DSP', 'ECM1', 'EGFR', 'EPCAM', 'ERBB2', 'ESR1', 'ESRP1', 'F11R', 'FN1', 'GALNT6', 'GATA3', 'HOXA9', 'IGF1R', 'ITGA9', 'JUP', 'KIRREL', 'KRT14', 'KRT15', 'KRT17', 'KRT4', 'KRT5', 'KRT8', 'LEF1', 'MKI67', 'NPHS1', 'NPHS2', 'PGR', 'PKP1', 'PKP2', 'PKP3', 'POU5F1', 'S100A4', 'SNAI1', 'SNAI2', 'SYNPO', 'TECR', 'TJP1', 'TP53', 'UMPS', 'VCL', 'ZEB1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032535082492379797
		RMSE:  0.20804431995898212
		NRMSE:  0.15657381105189322
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10171995354262497
		RMSE:  0.2077503373255318
		NRMSE:  0.17094572313464315
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  LinearRegression
		Pearson Correlation:  0.40187188866702045
		Spearman Correlation:  0.3866505912605725
		Coefficient of Determination:  0.16150101490079805
		RMSE:  0.19019618007080322
		NRMSE:  0.14314133049664204
		MAPE:  369.58755002517563
		Pearson Correlation:  0.22344863254766822
		Spearman Correlation:  0.24502448049703468
		Coefficient of Determination:  -0.12054453667407006
		RMSE:  0.2095176871535696
		NRMSE:  0.17239997297257437
		MAPE:  612.9646188853607

	Predictor:  ElasticNet
		Pearson Correlation:  0.3238825331251571
		Spearman Correlation:  0.3321232880033837
		Coefficient of Determination:  0.07574273736865245
		RMSE:  0.19968569562597344
		NRMSE:  0.1502831242058006
		MAPE:  183.82615171606366
		Pearson Correlation:  0.10534231497993729
		Spearman Correlation:  0.18904392375588666
		Coefficient of Determination:  -0.13855400665094075
		RMSE:  0.21119466731982592
		NRMSE:  0.1737798628485361
		MAPE:  382.52604089929514

	Predictor:  RandomForests
		Pearson Correlation:  0.3457378127819289
		Spearman Correlation:  0.3386322421000003
		Coefficient of Determination:  0.11697025963020946
		RMSE:  0.19518129044630167
		NRMSE:  0.14689311631881694
		MAPE:  237.74834203687894
		Pearson Correlation:  0.11036253238110202
		Spearman Correlation:  0.2299232120127502
		Coefficient of Determination:  -0.17045763300288796
		RMSE:  0.2141331862042303
		NRMSE:  0.176197799888283
		MAPE:  537.1691567278485

Protein:  PTEN
Protein Interaction Partners Count:  884
x_train_column_count:  875
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ABTB1', 'ACTB', 'ACTG1', 'ADM', 'AEBP1', 'AFP', 'AKT1S1', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDH1A1', 'ALK', 'AMHR2', 'ANXA2', 'ANXA5', 'APAF1', 'APC', 'ARAF', 'AREG', 'ARHGAP21', 'ARID1A', 'ARID2', 'ARL2BP', 'AR', 'ATF3', 'ATG12', 'ATG5', 'ATG7', 'ATM', 'ATRX', 'AURKA', 'AURKB', 'AXIN1', 'AXIN2', 'AXL', 'BAD', 'BAG5', 'BARD1', 'BAX', 'BBC3', 'BCAR1', 'BCL2L11', 'BCL2L1', 'BCL2L2', 'BCL6', 'BCR', 'BDNF', 'BECN1', 'BIRC3', 'BIRC5', 'BMI1', 'BMP2', 'BMP4', 'BMP7', 'BMPR1A', 'BNIP3', 'BRAF', 'BRCA1', 'BRCA2', 'BRD4', 'BTG2', 'BTK', 'SPRTN', 'CLHC1', 'CA9', 'CASP3', 'CASP6', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBL', 'CBX7', 'CCL2', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CD24', 'CD274', 'CD34', 'CD44', 'CD79A', 'CD79B', 'CDC14A', 'CDC20', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC27', 'CDC42', 'CDC7', 'CDH17', 'CDH1', 'CDH2', 'CDIPT', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CDX2', 'CENPC', 'CFL1', 'CFLAR', 'CFTR', 'CHD1', 'CHD8', 'CHEK1', 'CHEK2', 'CHKA', 'CHORDC1', 'CHUK', 'CLTCL1', 'CLTC', 'CNOT6L', 'CREB1', 'CREBBP', 'CRP', 'CSF1R', 'CSF1', 'CSK', 'CSN2', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTGF', 'CTLA4', 'CTNNB1', 'CUL1', 'CUL3', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP19A1', 'DAPK1', 'DAXX', 'DBN1', 'DCAF13', 'DDIT4', 'DDR2', 'DECR1', 'DEPTOR', 'DGCR8', 'DICER1', 'DLC1', 'DLG1', 'DLG4', 'DNM1L', 'DNMT1', 'DNMT3A', 'DNMT3B', 'DNTT', 'DOLPP1', 'DUSP1', 'DUSP6', 'DUT', 'DVL1', 'DYRK1A', 'E2F1', 'E2F2', 'E2F3', 'ECSCR', 'EGFR', 'EGF', 'EGR1', 'EIF2AK2', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF4A1', 'EIF4A2', 'EIF4EBP1', 'EIF4EBP2', 'EIF4E', 'EIF4G1', 'EML4', 'ENDOG', 'EP300', 'EPCAM', 'EPHA1', 'EPHA2', 'EPHA3', 'EPHA4', 'EPHA5', 'EPHA7', 'EPHB1', 'EPHB2', 'EPHB3', 'EPHB4', 'ERBB2', 'ERBB3', 'ERBB4', 'ERCC1', 'EREG', 'ESR1', 'ETS1', 'ETS2', 'ETV1', 'ETV6', 'EYA2', 'EZH2', 'EZR', 'FABP4', 'FASLG', 'FASN', 'FBXW7', 'FCGR1B', 'FGF2', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FIG4', 'FKBP1A', 'FLCN', 'FLT1', 'FLT3', 'FLT4', 'FMR1', 'FN1', 'FOS', 'FOXA1', 'FOXG1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FOXP1', 'FOXP3', 'FRK', 'FYN', 'FZR1', 'GADD45A', 'GAPDH', 'GATA3', 'GCK', 'GDF10', 'GDF2', 'GFAP', 'GJA1', 'GLI1', 'GNA11', 'GNAQ', 'GNAS', 'GNRHR', 'GRASP', 'GRB2', 'GRPR', 'GSK3A', 'GSK3B', 'GSTP1', 'H1F0', 'H2AFX', 'HAVCR2', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HES1', 'HGF', 'HIF1A', 'HIST1H2BA', 'HK1', 'HK2', 'HMGA2', 'HNF4A', 'HOXA9', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPA1A', 'HSPA1B', 'HSPA2', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPA9', 'ID1', 'ID4', 'IDH1', 'IDH2', 'IDO1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IKBKB', 'IKZF1', 'IL10', 'IL17A', 'IL21', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ILK', 'INPP4A', 'INPP4B', 'INPP5A', 'INPP5B', 'INPP5D', 'INPP5E', 'INPP5F', 'INPP5J', 'INPP5K', 'INPPL1', 'INSRR', 'INSR', 'INS', 'IPMK', 'IPO11', 'IQGAP1', 'IRAK1', 'IRS1', 'IRS2', 'ITGB1', 'ITPKA', 'ITPKB', 'ITPKC', 'ITPR3', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JARID2', 'JUN', 'KAT2B', 'KDM5B', 'KDM5C', 'KDM6A', 'KDR', 'KEAP1', 'ATG13', 'KIF11', 'KLLN', 'KITLG', 'KIT', 'KLF17', 'KLF2', 'KLF4', 'KLK3', 'KPNA1', 'KPNA2', 'KPNA5', 'KPNA6', 'KPNA7', 'KRAS', 'KRT14', 'KRT5', 'KRT8', 'LASP1', 'LATS1', 'LATS2', 'LCK', 'LDHA', 'LEF1', 'LEP', 'LGALS3', 'LIG4', 'LOX', 'LRIG1', 'LRP1B', 'LRRK2', 'LYN', 'LYPD1', 'MAGI1', 'MAGI2', 'MAGI3', 'MAN2C1', 'MAP1LC3B', 'MAP2K1', 'MAP2K2', 'MAP2K3', 'MAP2K4', 'MAP2K7', 'MAP3K1', 'MAP3K5', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK4', 'MAPK6', 'MAPK7', 'MAPK8', 'MAPK9', 'MAPKAP1', 'MAPT', 'MARCH2', 'MARCH3', 'MAST1', 'MAST2', 'MAST3', 'MAST4', 'MATK', 'MCL1', 'MCM2', 'MCM7', 'MCRS1', 'MDK', 'MDM2', 'MDM4', 'MECOM', 'MECP2', 'MED12', 'MEN1', 'MET', 'MGMT', 'MINPP1', 'MITF', 'MKI67', 'MKRN1', 'MLH1', 'MLH3', 'KMT2D', 'KMT2C', 'KMT2B', 'MLLT1', 'MLST8', 'MME', 'MMP2', 'MMP9', 'MOV10', 'MRAP', 'MRE11A', 'MSH2', 'MSH6', 'MTDH', 'MTMR2', 'MTOR', 'MTSS1', 'MUTYH', 'MVP', 'MYCN', 'MYC', 'MYLK', 'MYOCD', 'NANOG', 'NCKAP1', 'NCOA3', 'NCOR2', 'NDFIP1', 'NDFIP2', 'NDRG1', 'NDRG2', 'NEDD4L', 'NEDD4', 'NES', 'NF1', 'NF2', 'NFATC1', 'NFATC4', 'NFE2L2', 'NFKBIA', 'NGFR', 'NLGN3', 'NLGN4X', 'NOS3', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NPM1', 'NR1H4', 'NR3C2', 'NRAS', 'NRP2', 'NTRK1', 'NTRK2', 'NUMB', 'OCRL', 'OLIG2', 'OTUD3', 'PALB2', 'PARD3', 'PARD6A', 'PARD6B', 'PARD6G', 'PARK2', 'PARK7', 'PARP1', 'PAX8', 'PBK', 'PBRM1', 'PCGF2', 'PCSK9', 'PDCD1', 'PDCD4', 'PDGFB', 'PDGFRA', 'PDGFRB', 'PDK1', 'PDK2', 'PDPK1', 'PDZK1', 'PECAM1', 'PGM3', 'PGR', 'PHF6', 'PHLPP1', 'PHLPP2', 'PI3', 'PI4K2A', 'PI4K2B', 'PI4KA', 'PI4KB', 'PIK3C2A', 'PIK3C2B', 'PIK3C2G', 'PIK3C3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3CG', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIK3R5', 'PIKFYVE', 'PINK1', 'PIP4K2A', 'PIP4K2B', 'PIP4K2C', 'PIP5K1A', 'PIP5K1B', 'PIP5K1C', 'PIP5KL1', 'PKM', 'PLCB1', 'PLCB2', 'PLCB3', 'PLCB4', 'PLCD1', 'PLCD3', 'PLCD4', 'PLCE1', 'PLCG1', 'PLCG2', 'PLCH1', 'PLCH2', 'PLCZ1', 'PLEKHA1', 'PLEK', 'PLK1', 'PLK2', 'PLK3', 'BPIFA1', 'PMAIP1', 'PML', 'PMPCA', 'PMS1', 'PMS2', 'POLE', 'POLI', 'POTEF', 'POU5F1', 'PPARG', 'PPM1D', 'PPP2R1A', 'PPP2R4', 'PPP2R5A', 'PPP2R5E', 'PPP3CA', 'PPP6C', 'PRDX1', 'PREX2', 'PRKAA1', 'PRKAA2', 'PRKCI', 'PRKCZ', 'PRKDC', 'PRMT5', 'PROM1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTER', 'PTGS2', 'PTK2B', 'PTK2', 'PTK6', 'PTPMT1', 'PTPN11', 'PTPN12', 'PTPN13', 'PTPN1', 'PTPRC', 'PTPRD', 'PTS', 'PXN', 'RAB7A', 'RAC1', 'RAC2', 'RAD51C', 'RAD51D', 'RAD51', 'RAD52', 'RAF1', 'RASA1', 'RASSF1', 'RB1CC1', 'RB1', 'RBL1', 'RBL2', 'RBM38', 'RBFOX2', 'RCN1', 'RECK', 'RELA', 'REL', 'REM1', 'RETN', 'RET', 'RHEB', 'RHOA', 'RHOB', 'RHOC', 'RICTOR', 'DROSHA', 'RNF146', 'ROCK1', 'ROCK2', 'ROS1', 'RPS27A', 'RPS6KA1', 'RPS6KA2', 'RPS6KA3', 'RPS6KB1', 'RPS6KB2', 'RPS6', 'RPTOR', 'RRAS2', 'RRAS', 'RRM1', 'RSL1D1', 'RUNX3', 'RWDD3', 'SACM1L', 'SALL4', 'SCAI', 'SCGB1D4', 'SCRIB', 'SDHB', 'SDHC', 'SERPINA1', 'SERPINA4', 'SERPINB5', 'SESN1', 'SESN2', 'SETD2', 'SGK1', 'SGK2', 'SGK3', 'SHANK2', 'SHARPIN', 'SHC1', 'SHFM1', 'SHH', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT5', 'SIRT6', 'SIRT7', 'SKP2', 'SLC25A16', 'SLC2A1', 'SLC2A4', 'SLC34A2', 'SLC9A3R1', 'SLC9A3R2', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMUG1', 'SMYD2', 'SNAI1', 'SNAI2', 'SNCA', 'SNX27', 'SOCS1', 'SOCS3', 'SOD2', 'SOS1', 'SOX2', 'SOX4', 'SOX9', 'SP1', 'SPOP', 'SPRY1', 'SPRY2', 'SRBD1', 'SRC', 'SREBF1', 'SRF', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STMN1', 'STUB1', 'STX16', 'SUCLG2', 'SUMO1', 'SYK', 'SYNJ1', 'SYNJ2', 'TACSTD2', 'TBX1', 'TBX2', 'TBX3', 'TCF7L2', 'TCHP', 'TEP1', 'TERT', 'TET1', 'TGFB1', 'TGFBR1', 'TGFBR2', 'TGM2', 'THBS1', 'TIMP1', 'TIMP3', 'TJP1', 'TLR4', 'TMEM55A', 'TMEM55B', 'TMPRSS2', 'TNFRSF10B', 'TNFSF10', 'TNF', 'TNKS2', 'TNKS', 'TNPO2', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TOP1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TPM1', 'TRAF6', 'TRIM27', 'TRIM29', 'TSC1', 'TSC2', 'TTN', 'TUT1', 'TWIST1', 'TWSG1', 'TXN', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2E1', 'UBE2I', 'UBE2L3', 'UBE3A', 'ULK1', 'ULK2', 'USP10', 'USP13', 'USP18', 'USP28', 'USP7', 'USP8', 'UTF1', 'UVRAG', 'VCL', 'VDR', 'VEGFA', 'VHL', 'WDR18', 'WDTC1', 'WEE1', 'WIPI1', 'WIPI2', 'WNT1', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT9A', 'WNT9B', 'WT1', 'WWP1', 'WWP2', 'XIAP', 'XPO1', 'XPO5', 'YAP1', 'YES1', 'YWHAB', 'YWHAZ', 'YY1', 'ZEB1', 'ZEB2', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.03862384422015608
		RMSE:  0.6356813050691055
		NRMSE:  0.09939509109047072
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04557869434051831
		RMSE:  0.5231599683741948
		NRMSE:  0.17546282813730707
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  LinearRegression
		Pearson Correlation:  0.6975304030975735
		Spearman Correlation:  0.6241597824590449
		Coefficient of Determination:  0.48654352413709046
		RMSE:  0.44695326362888854
		NRMSE:  0.06988558574449043
		MAPE:  592.0738834412443
		Pearson Correlation:  0.0076509619285115085
		Spearman Correlation:  0.22010884479277923
		Coefficient of Determination:  -1.0286848431831482e+23
		RMSE:  164095742285.2808
		NRMSE:  55036135727.55595
		MAPE:  7179642723311.772

	Predictor:  ElasticNet
		Pearson Correlation:  0.48530774347057426
		Spearman Correlation:  0.4451828622458516
		Coefficient of Determination:  0.1957308170776222
		RMSE:  0.5593852480437611
		NRMSE:  0.08746544414725371
		MAPE:  281.7108759932185
		Pearson Correlation:  0.20286647785963732
		Spearman Correlation:  0.27032972392937277
		Coefficient of Determination:  0.02902266799624742
		RMSE:  0.5041510637745265
		NRMSE:  0.16908742412614922
		MAPE:  353.78317412457375

	Predictor:  RandomForests
		Pearson Correlation:  0.49549983561677974
		Spearman Correlation:  0.4216736700999412
		Coefficient of Determination:  0.145647907257189
		RMSE:  0.5765390640947667
		NRMSE:  0.09014761380576448
		MAPE:  324.5725632680684
		Pearson Correlation:  0.1272042253363224
		Spearman Correlation:  0.2819393788650908
		Coefficient of Determination:  0.003972958416338601
		RMSE:  0.5106128112458499
		NRMSE:  0.17125463215919304
		MAPE:  263.5434083204782

Protein:  BRCA2
Protein Interaction Partners Count:  361
x_train_column_count:  351
x_train columns:  ['ABL1', 'ACHE', 'ADRB1', 'ADRB2', 'AKT1', 'ALK', 'APEX1', 'ARID1A', 'ARPC1A', 'AR', 'ATAD5', 'ATM', 'ATRIP', 'ATRX', 'ATR', 'AURKA', 'AURKB', 'B3GALTL', 'BACH1', 'BARD1', 'BCCIP', 'BCHE', 'BDNF', 'BECN1', 'BIRC5', 'BLM', 'BMI1', 'BRCA1', 'BRCC3', 'BRE', 'BRIP1', 'SLX4', 'BUB1B', 'BUB1', 'BUB3', 'SFR1', 'RHNO1', 'RMI2', 'BABAM1', 'MMS22L', 'CASC1', 'CASC5', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCNE1', 'CDC25A', 'CDC25C', 'CDC45', 'CDC6', 'CDH1', 'CDK12', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CENPE', 'CENPF', 'CEP55', 'CHEK1', 'CHEK2', 'CHRNA1', 'CLSPN', 'CNTROB', 'CREM', 'CSMD3', 'CTNNB1', 'CYP19A1', 'DMC1', 'DNA2', 'DSN1', 'DYNC1LI2', 'EGFR', 'EGF', 'ELAC2', 'EME1', 'EME2', 'ENAM', 'EPCAM', 'ERBB2', 'ERBB3', 'ERCC1', 'ERCC2', 'ERCC4', 'ERCC5', 'ERCC6', 'ERCC8', 'ESPL1', 'ESR1', 'EXO1', 'EZH2', 'FAM175A', 'FANCA', 'FANCB', 'FANCC', 'FANCD2', 'FANCE', 'FANCF', 'FANCG', 'FANCI', 'FANCL', 'FANCM', 'FBN1', 'FBXO18', 'FBXW7', 'FEN1', 'FGFR2', 'FHIT', 'FLNA', 'FOXM1', 'GAPDH', 'GEN1', 'SLX1B', 'H2AFX', 'HELQ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2BE', 'HIST3H3', 'HMG20A', 'HMG20B', 'HMMR', 'HNRNPC', 'HOXB13', 'HRAS', 'HUS1', 'ITPKB', 'KAT2B', 'KAT5', 'KEAP1', 'SPIDR', 'KIF23', 'KIF4A', 'KIT', 'KLK3', 'KRAS', 'KRT5', 'LIG1', 'LIG3', 'LIG4', 'LIMD1', 'LSP1', 'MAD2L2', 'MAGED1', 'MAMSTR', 'MAP2K2', 'MAP3K1', 'MCM10', 'MCPH1', 'MDC1', 'MDM2', 'MDM4', 'MEN1', 'MGMT', 'MKI67', 'MLH1', 'MLH3', 'KMT2C', 'MND1', 'MORF4L1', 'MRE11A', 'MRPL36', 'MSH2', 'MSH3', 'MSH4', 'MSH5', 'MSH6', 'MTA2', 'FAN1', 'MUC1', 'MUS81', 'MUTYH', 'MYC', 'NBN', 'NCAPG', 'NEDD4', 'NF1', 'NHEJ1', 'NNT', 'NOTCH1', 'NSL1', 'NSMCE4A', 'OBFC1', 'OGG1', 'PALB2', 'PARG', 'PARP1', 'PARP2', 'PARP3', 'PAXIP1', 'PCNA', 'PDLIM7', 'PDS5A', 'PDS5B', 'PGR', 'PIK3CA', 'PLCB4', 'PLEC', 'PLEKHH1', 'PLK1', 'PMS1', 'PMS2', 'PNOC', 'POLD1', 'POLD2', 'POLD3', 'POLD4', 'POLE2', 'POLE3', 'POLE4', 'POLE', 'POLH', 'POLK', 'POLN', 'POLQ', 'PRDM9', 'PRKDC', 'PRSS1', 'PSMC3IP', 'PSMD3', 'PSMD6', 'PTEN', 'RAD17', 'RAD18', 'RAD1', 'RAD21', 'RAD23B', 'RAD50', 'RAD51AP1', 'RAD51C', 'RAD51B', 'RAD51D', 'RAD51', 'RAD52', 'RAD54B', 'RAD54L', 'RAD9A', 'RAD9B', 'RAG2', 'RASSF1', 'RBBP8', 'RBMX', 'RECQL4', 'RECQL5', 'RECQL', 'RET', 'REV1', 'REV3L', 'RFC1', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RMI1', 'RNF168', 'RNF8', 'RPA1', 'RPA2', 'RPA3', 'RPS27A', 'RTEL1', 'SHFM1', 'SKP2', 'SMAD2', 'SMAD3', 'SMAD4', 'SMARCA4', 'SMARCAL1', 'SMARCB1', 'SMC1A', 'SMC2', 'SMC3', 'SMC4', 'SMC5', 'SMC6', 'SMUG1', 'SNAI2', 'SP1', 'SPO11', 'STAT5A', 'STK11', 'STRA13', 'SUV39H1', 'SYCP3', 'TBCE', 'TDP1', 'TERT', 'TEX15', 'TMPRSS2', 'TNS1', 'TOP1', 'TOP2A', 'TOP3A', 'TOP3B', 'TOPBP1', 'TOX3', 'TP53BP1', 'TP53', 'TPX2', 'TRIP12', 'PRSS58', 'TTK', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2D1', 'UBE2E2', 'UBE2E3', 'UBE2N', 'UBE2T', 'UIMC1', 'USF1', 'USP11', 'USP15', 'USP1', 'USP21', 'USP4', 'UVRAG', 'VEGFA', 'VWF', 'WDR48', 'WDTC1', 'WEE1', 'WRN', 'WT1', 'WTIP', 'XPA', 'XPO1', 'XRCC1', 'XRCC2', 'XRCC3', 'XRCC4', 'XRCC5', 'XRCC6', 'ZFYVE26', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004232193403179485
		RMSE:  0.1957372843548259
		NRMSE:  0.12609907189874434
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0041831029428383015
		RMSE:  0.19359139518213575
		NRMSE:  0.1310414025181481
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  LinearRegression
		Pearson Correlation:  0.3520400735256617
		Spearman Correlation:  0.32555536898642534
		Coefficient of Determination:  -0.5389491047439274
		RMSE:  0.24230848231937818
		NRMSE:  0.15610145422411223
		MAPE:  594.858866806565
		Pearson Correlation:  -0.10098564985072603
		Spearman Correlation:  0.05546814745125354
		Coefficient of Determination:  -1.2168760480814867e+22
		RMSE:  21310947858.94264
		NRMSE:  14425313138.528723
		MAPE:  769586019441.2651

	Predictor:  ElasticNet
		Pearson Correlation:  0.24700390504505965
		Spearman Correlation:  0.23043731999779093
		Coefficient of Determination:  0.041820906712917605
		RMSE:  0.19119645429838922
		NRMSE:  0.12317375055460733
		MAPE:  158.15084492682104
		Pearson Correlation:  0.17862252344213947
		Spearman Correlation:  0.16518610384128674
		Coefficient of Determination:  0.0115402479229747
		RMSE:  0.19206980271344234
		NRMSE:  0.1300114413932177
		MAPE:  132.41577019461207

	Predictor:  RandomForests
		Pearson Correlation:  0.36565073405277315
		Spearman Correlation:  0.3110199180983854
		Coefficient of Determination:  0.0966168991283044
		RMSE:  0.18564893828410808
		NRMSE:  0.11959989581839787
		MAPE:  164.51560646441754
		Pearson Correlation:  0.16533478333709928
		Spearman Correlation:  0.20093994744396074
		Coefficient of Determination:  0.014596843059850984
		RMSE:  0.19177260589762485
		NRMSE:  0.12981026980947036
		MAPE:  142.573094303078

Protein:  CDKN2A
Protein Interaction Partners Count:  612
x_train_column_count:  604
x_train columns:  ['ABCC1', 'ABL1', 'ACAP1', 'ACAP2', 'ACP5', 'ACTA1', 'ACTB', 'ACTG1', 'ADAMTS9', 'ADAP1', 'AFP', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALK', 'ANKRD12', 'ANXA5', 'AP3D1', 'AP3S1', 'AP3S2', 'APAF1', 'APBA1', 'APBA2', 'ARAP1', 'ARAP2', 'ARF1', 'ARF3', 'ARF4', 'ARF5', 'ARF6', 'ARFGAP1', 'ARFGAP3', 'ARFIP2', 'ARFRP1', 'ARID1A', 'ARID2', 'ARID5B', 'ARL10', 'ARL1', 'ARL2', 'ARL3', 'ARL4A', 'ARL5A', 'AR', 'ASAP1', 'ATM', 'ATRX', 'ATR', 'AURKA', 'AURKB', 'AXIN1', 'BAP1', 'BCL2L11', 'BCL2L1', 'BCL6', 'BECN1', 'BIRC5', 'BMI1', 'BRAF', 'BRCA1', 'BRCA2', 'BUB1B', 'RGCC', 'C1QBP', 'RABL6', 'CACNA1G', 'CADM1', 'CAMK1D', 'CASP3', 'CASP8', 'CASP9', 'CAV1', 'CBX7', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNL1', 'CD274', 'CD34', 'CD44', 'CDC123', 'CDC20', 'CDC25A', 'CDC25C', 'CDC42', 'CDC45', 'CDC5L', 'CDC6', 'CDC7', 'CDH13', 'CDH17', 'CDH1', 'CDH2', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK5RAP3', 'CDK6', 'CDK7', 'CDKAL1', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2AIP', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDX2', 'CEACAM5', 'CEBPB', 'CEBPE', 'CHEK1', 'CHEK2', 'CHFR', 'CHKA', 'COMMD1', 'CRABP1', 'CREBBP', 'CSF1R', 'CSF1', 'CSF2', 'CTBP1', 'CTBP2', 'CTCF', 'CTLA4', 'CTNNB1', 'CTSK', 'CUL1', 'CUL3', 'CXCR4', 'CYCS', 'CYLD', 'CYTH1', 'CYTH2', 'CYTH3', 'DAB2IP', 'DAP', 'DAXX', 'DICER1', 'DIRAS3', 'DLEC1', 'DMTF1', 'DNAH3', 'DNMT1', 'DNMT3A', 'DNMT3B', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EBF1', 'EGFR', 'EGF', 'EGR1', 'EHF', 'EHMT2', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EP300', 'EPCAM', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ETS1', 'ETV6', 'EWSR1', 'EZH1', 'EZH2', 'FAT1', 'FBXW7', 'FGF2', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FKBP2', 'FLT3', 'FMN2', 'FN1', 'FOS', 'FOXA1', 'FOXM1', 'FOXN2', 'FOXO1', 'FOXO3', 'FTO', 'FZR1', 'GADD45A', 'GAPDH', 'GATA3', 'GATA4', 'GATA5', 'GBF1', 'GDF15', 'GGA1', 'GGA2', 'GGA3', 'GIT1', 'GIT2', 'GLI1', 'GLTSCR2', 'GMNN', 'GNA11', 'GNAQ', 'GNAS', 'GNL3', 'GOLPH3', 'GP5', 'GSPT1', 'GSTP1', 'H2AFX', 'H2AFZ', 'H3F3A', 'H3F3B', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HDAC9', 'HELLS', 'HGF', 'HHEX', 'HIC1', 'HIF1A', 'HIST1H2BA', 'HIST1H4A', 'HIST1H4B', 'HIST1H4C', 'HIST1H4D', 'HIST1H4E', 'HIST1H4F', 'HIST1H4H', 'HIST1H4I', 'HIST1H4J', 'HIST1H4K', 'HIST1H4L', 'HIST2H2AA3', 'HIST2H2AC', 'HIST2H4A', 'HIST4H4', 'HLTF', 'HMGA2', 'HNF4A', 'HNRNPD', 'HOPX', 'HOXA9', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPA4', 'HSPA9', 'HUWE1', 'ID1', 'IDH1', 'IDH2', 'IGF1R', 'IGF1', 'IGF2BP2', 'IGF2R', 'IGF2', 'IGFBP3', 'IKBKB', 'IKZF1', 'IL10', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ING1', 'ING4', 'INS', 'IQSEC1', 'IRS1', 'ISOC2', 'ITGAM', 'JAK1', 'JAK2', 'JAK3', 'JAZF1', 'JUNB', 'JUN', 'KAT2B', 'KAT5', 'KCNJ11', 'KCNQ1', 'KDM1A', 'KDM2B', 'KDM6A', 'KDM6B', 'KDR', 'KEAP1', 'KIAA1549', 'KIT', 'KLF4', 'KRAS', 'KRT19', 'KRT20', 'KRT5', 'KRT7', 'LATS2', 'LOX', 'LRRK2', 'MACROD2', 'MAF', 'MAP2K1', 'MAP2K4', 'MAP2K6', 'MAP2K7', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MAPK9', 'MAX', 'MC1R', 'MCL1', 'MCM10', 'MCM2', 'MCM5', 'MCM7', 'MDM2', 'MDM4', 'MEN1', 'MEOX1', 'MEOX2', 'MET', 'MGMT', 'MITF', 'MKRN1', 'MLANA', 'MLH1', 'KMT2D', 'KMT2C', 'KMT2B', 'MLLT3', 'MME', 'MMP2', 'MMP7', 'MMP9', 'MOV10', 'MRAS', 'MSH2', 'MSH6', 'MTA1', 'MTAP', 'MTHFR', 'MTNR1B', 'MTOR', 'MUC1', 'MYBL2', 'MYCL', 'MYCN', 'MYC', 'MYOD1', 'KAT6A', 'NANOG', 'NCAM1', 'NCL', 'NCOR1', 'NES', 'NEUROG1', 'NF1', 'NF2', 'NFATC1', 'NFE2L2', 'NME1', 'NOTCH1', 'NOTCH2', 'NPM1', 'NRAS', 'NSUN2', 'ORC4', 'ORC5', 'OSBP2', 'P2RY8', 'PA2G4', 'PALB2', 'PARP1', 'PAX3', 'PAX5', 'PAX8', 'PBRM1', 'PCGF2', 'PDGFB', 'PDGFRA', 'PDGFRB', 'PEX19', 'PGR', 'PHLDB1', 'PI3', 'PIAS2', 'PIGF', 'PIK3CA', 'PIK3R1', 'PIP4K2A', 'PLEKHA3', 'PLEKHA8', 'PLEK', 'PLK1', 'PMAIP1', 'PML', 'PMS2', 'POTEF', 'POU5F1', 'PPARA', 'PPARG', 'PPM1D', 'PPP1R9B', 'PPP3CA', 'PRDM2', 'PRMT6', 'PROM1', 'PRSS1', 'PSMC3', 'PSMD10', 'PSME3', 'PTCH1', 'PTEN', 'PTER', 'PTF1A', 'PTGS2', 'PTPN11', 'PTPRC', 'PTPRD', 'PXN', 'RAB11A', 'RAB5A', 'RABEP1', 'RABGEF1', 'RAC2', 'RAD51', 'RAF1', 'RAP2B', 'RARB', 'RASSF1', 'RASSF2', 'RB1', 'RBL1', 'RBL2', 'RCC1', 'RELA', 'RELB', 'REL', 'RET', 'RHOA', 'DROSHA', 'RNF2', 'RNF43', 'ROS1', 'RPL11', 'RPRM', 'RPS27A', 'RPS6KB1', 'RRAS2', 'RRAS', 'RTEL1', 'RUNX2', 'RUNX3', 'SDHC', 'SENP1', 'SENP3', 'SERPINE1', 'SERTAD1', 'SETD2', 'SFN', 'SFRP1', 'SFRP2', 'SHH', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT4', 'SIRT5', 'SIRT6', 'SIRT7', 'SIVA1', 'SIX2', 'SKP2', 'SLC30A8', 'SMAD2', 'SMAD3', 'SMAD4', 'SMARCA4', 'SMARCB1', 'SMUG1', 'SNAI1', 'SNAI2', 'SNCA', 'SOCS1', 'SOX2', 'SP1', 'SPEN', 'SRC', 'STAT1', 'STAT3', 'STK11', 'STK25', 'STK33', 'STMN1', 'SUB1', 'SUMO1', 'SUMO2', 'SUMO3', 'SUV39H1', 'SUZ12', 'SYNE1', 'SYP', 'TBL1XR1', 'TBRG1', 'TBX2', 'TBX3', 'TCF7L2', 'TCHP', 'TERT', 'TET2', 'TFDP1', 'TFPI2', 'TGFBR2', 'THADA', 'THBS1', 'TIMP3', 'TMCO1', 'TMEM115', 'TNFRSF10B', 'TNFSF11', 'TNF', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOP1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TP73', 'TRADD', 'TRIM28', 'TRIP12', 'PRSS58', 'TSC2', 'TSPAN8', 'TTF1', 'TWIST1', 'TWSG1', 'TYR', 'UBA52', 'UBB', 'UBC', 'UBE2A', 'UBE2I', 'UBE3A', 'UCHL1', 'USP7', 'UTF1', 'VEGFA', 'VHL', 'WDTC1', 'WEE1', 'WFS1', 'WHSC1', 'WIF1', 'WRN', 'WT1', 'WWOX', 'XRCC1', 'YY1', 'ZBTB17', 'ZBTB7A', 'ZEB1', 'ZFP91', 'ZNF148', 'ZNF217', 'ZNF227', 'ZNF410', 'ZNF420', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07796029040511754
		RMSE:  0.688717064305458
		NRMSE:  0.155695052403178
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04182297654643197
		RMSE:  0.6873705418142212
		NRMSE:  0.18569552134596423
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6633450034781481
		NRMSE:  0.14995930902637006
		MAPE:  291.0442764508337
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00497373418246827
		RMSE:  0.6751049711753466
		NRMSE:  0.1823819351565125
		MAPE:  246.23249271843073

	Predictor:  LinearRegression
		Pearson Correlation:  0.634236233410181
		Spearman Correlation:  0.5705162314059501
		Coefficient of Determination:  0.36537979278376453
		RMSE:  0.5284408841451479
		NRMSE:  0.11946216438230989
		MAPE:  507.99746645978274
		Pearson Correlation:  -0.08312143417189312
		Spearman Correlation:  0.13973735831430995
		Coefficient of Determination:  -3.454782182829202e+24
		RMSE:  1251711625694.0325
		NRMSE:  338154210528.96924
		MAPE:  365855452112947.0

	Predictor:  ElasticNet
		Pearson Correlation:  0.5277873959569095
		Spearman Correlation:  0.4371814475420451
		Coefficient of Determination:  0.2571124141686426
		RMSE:  0.5717432062127084
		NRMSE:  0.129251318235042
		MAPE:  252.98684073116274
		Pearson Correlation:  0.3363744628490139
		Spearman Correlation:  0.30669690761876894
		Coefficient of Determination:  0.10046123244624205
		RMSE:  0.6387102603471859
		NRMSE:  0.1725497785679668
		MAPE:  170.2035513460707

	Predictor:  RandomForests
		Pearson Correlation:  0.4985564834118414
		Spearman Correlation:  0.36350514863356104
		Coefficient of Determination:  0.21197639501693744
		RMSE:  0.5888559608326609
		NRMSE:  0.1331199188047159
		MAPE:  196.48617630243763
		Pearson Correlation:  0.2940233999617019
		Spearman Correlation:  0.2811578093844585
		Coefficient of Determination:  0.07957202922449202
		RMSE:  0.6460838039727979
		NRMSE:  0.17454176679619565
		MAPE:  227.52686453315647

Protein:  TP53
Protein Interaction Partners Count:  1000
x_train_column_count:  990
x_train columns:  ['ABCB1', 'ABCC1', 'ABL1', 'ACTB', 'ACTL6A', 'ADAM17', 'AFP', 'AGT', 'AICDA', 'AIFM2', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALK', 'ANKRD2', 'ANXA1', 'ANXA2', 'ANXA5', 'APAF1', 'APBB1', 'APC', 'APEX1', 'APOBEC3B', 'APP', 'ARID1A', 'ARID3A', 'AR', 'ASF1A', 'ASXL1', 'ATF2', 'ATF3', 'ATG7', 'ATM', 'ATN1', 'ATRIP', 'ATRX', 'ATR', 'ATXN3', 'AURKA', 'AURKB', 'AXIN1', 'AXL', 'BACE1', 'BAG1', 'BAG2', 'BAIAP2L1', 'BAK1', 'BANP', 'BARD1', 'BAX', 'BBC3', 'BCL2A1', 'BCL2L11', 'BCL2L12', 'BCL2L14', 'BCL2L1', 'BCL2L2', 'BCL2', 'BCL6', 'BCR', 'BDNF', 'BECN1', 'BID', 'BIRC3', 'BIRC5', 'BIRC6', 'BLM', 'BMF', 'BMI1', 'BMX', 'BNIP3L', 'BNIP3', 'BRCA1', 'BRCA2', 'BRCC3', 'BRD1', 'BRD4', 'BRD7', 'BRE', 'BRIP1', 'BRPF1', 'BRPF3', 'BTG2', 'BTK', 'BUB1B', 'BUB1', 'RHNO1', 'RGCC', 'RMI2', 'CNOT11', 'SETD9', 'CA9', 'CABIN1', 'CABLES1', 'CAPN1', 'CARM1', 'CASP10', 'CASP1', 'CASP2', 'CASP3', 'CASP6', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBX2', 'CBX4', 'CBX6', 'CBX8', 'CCDC106', 'CCL2', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNG2', 'CCNH', 'CCNK', 'CCT2', 'CCT3', 'CCT4', 'CCT5', 'CCT6A', 'CCT6B', 'CCT7', 'CCT8', 'CD24', 'CD274', 'CD34', 'CD40LG', 'CD40', 'CD44', 'CD82', 'CDC20', 'CDC25A', 'CDC25C', 'CDH17', 'CDH1', 'CDK12', 'CDK13', 'CDK1', 'CDK2', 'CDK4', 'CDK5R1', 'CDK5', 'CDK6', 'CDK7', 'CDK8', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CEACAM5', 'CEBPB', 'CENPJ', 'CFL1', 'CFLAR', 'CHD3', 'CHD4', 'CHD8', 'CHEK1', 'CHEK2', 'CHUK', 'CISH', 'CITED2', 'CLSPN', 'CLU', 'CNOT10', 'CNOT1', 'CNOT2', 'CNOT3', 'CNOT4', 'CNOT6L', 'CNOT6', 'CNOT7', 'CNOT8', 'COPS5', 'CREB1', 'CREBBP', 'CRYAB', 'CSNK1A1', 'CSNK1D', 'CSNK1E', 'CSNK1G1', 'CSNK1G2', 'CSNK1G3', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTBP1', 'CTCF', 'CTGF', 'CTNNB1', 'CUL4A', 'CUL7', 'CUL9', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP1A1', 'DACH1', 'DAPK1', 'DAP', 'DAXX', 'DDB1', 'DDB2', 'DDIT4', 'DDX17', 'DDX3X', 'DDX5', 'DECR1', 'DGCR8', 'DHCR24', 'DHFR', 'DIABLO', 'DICER1', 'DKK1', 'DMTF1', 'DNA2', 'DNAJA3', 'DNAJB1', 'DNMT1', 'DNMT3A', 'DNTT', 'DPYD', 'DRAM1', 'DTL', 'DUSP1', 'DUSP2', 'DYRK1A', 'DYRK2', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F7', 'E2F8', 'E4F1', 'EED', 'EEF1A1', 'EEF1A2', 'EGFR', 'EGF', 'EGR1', 'EHMT1', 'EHMT2', 'EI24', 'EIF2AK2', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF4EBP1', 'ELANE', 'ELAVL1', 'ELL3', 'ELL', 'EP300', 'EP400', 'EPCAM', 'EPHA2', 'EPHA3', 'EPHB2', 'ERBB2', 'ERBB4', 'ERCC1', 'ERCC2', 'ERCC3', 'ERCC6', 'ESR1', 'ETS1', 'ETS2', 'EWSR1', 'EXO1', 'EZH2', 'F2', 'FADD', 'AMER1', 'FAM175B', 'FANCC', 'FANCD2', 'FASLG', 'FAS', 'FBL', 'FBXO11', 'FBXO4', 'FBXW7', 'FGF1', 'FGF2', 'FGFR3', 'FHIT', 'FHL2', 'FLT3', 'FN1', 'FOSL1', 'FOS', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FSCN1', 'FUT4', 'FZR1', 'G3BP1', 'G6PD', 'GADD45A', 'GADD45B', 'GADD45G', 'GAPDH', 'GATAD2A', 'GATAD2B', 'GDF15', 'GFI1', 'GLS2', 'GLTSCR2', 'GNL3', 'GRAMD4', 'GRB10', 'GRB14', 'GSK3B', 'GSTP1', 'GTF2H1', 'GTSE1', 'H1F0', 'H2AFX', 'HAMP', 'HCK', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC5', 'HDAC7', 'HDAC8', 'HDAC9', 'HERC5', 'HIC1', 'HIF1A', 'HIPK1', 'HIPK2', 'HIPK3', 'HIPK4', 'HIRA', 'HIST1H1A', 'HIST1H1B', 'HIST1H1C', 'HIST1H1D', 'HIST1H1E', 'HK2', 'HMGA1', 'HMGA2', 'HMGB1', 'HMGB2', 'HMMR', 'HMOX1', 'HNF4A', 'HNRNPK', 'HNRNPL', 'HOXA5', 'HPGDS', 'HRAS', 'HSF1', 'HSP90AA1', 'HSP90AB1', 'HSP90B1', 'HSPA1A', 'HSPA1B', 'HSPA1L', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPA9', 'HSPB1', 'HSPB2', 'HTT', 'HUS1', 'HUWE1', 'ICAM1', 'ID2', 'ID4', 'IDH1', 'IDH2', 'IFI16', 'IFNAR1', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IGFBP7', 'IKBKB', 'IL17A', 'IL4', 'IL6', 'CXCL8', 'ING1', 'ING2', 'ING3', 'ING4', 'ING5', 'INSIG1', 'INS', 'IRF1', 'ISG15', 'ITPKB', 'JAG1', 'JAK2', 'JMY', 'JUN', 'KAT2A', 'KAT2B', 'KAT5', 'KDM1A', 'KDM6A', 'KDM6B', 'KDR', 'KHDRBS1', 'CCAR2', 'KIT', 'KLF2', 'KLF4', 'KLF5', 'KLF6', 'KLK3', 'KPNA2', 'KRAS', 'KRT14', 'KRT17', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'L3MBTL1', 'LAMA4', 'LEP', 'LGALS7B', 'LGALS7', 'LIF', 'LIG4', 'LIN28A', 'PIDD1', 'LRRK2', 'LYN', 'MAF1', 'MAF', 'MAGEA2', 'MAP1LC3B', 'MAP2K1', 'MAP2K3', 'MAP2K7', 'MAP3K1', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MAPK9', 'MAPKAPK5', 'MBD3', 'MCL1', 'MCM7', 'MDC1', 'MDH1', 'MDM2', 'MDM4', 'MEAF6', 'MECOM', 'MELK', 'MET', 'MGMT', 'MIF', 'MKI67', 'MKRN1', 'MLH1', 'KMT2D', 'KMT2C', 'MMP13', 'MMP1', 'MMP2', 'MMP9', 'MOV10', 'MRE11A', 'MSH2', 'MSH6', 'MSX1', 'MT1A', 'MT2A', 'MTA1', 'MTA2', 'MTA3', 'MTOR', 'MUC1', 'MUTYH', 'MYBBP1A', 'MYB', 'MYCN', 'MYC', 'MYOCD', 'KAT8', 'KAT6A', 'NANOG', 'NBN', 'NCL', 'NCOA3', 'NCOR1', 'NCOR2', 'NDN', 'NDRG1', 'NEDD8', 'NES', 'NEUROD1', 'NF1', 'NF2', 'NFE2L2', 'NFKB1', 'NFKB2', 'NFKBIA', 'NFKBIB', 'NFYA', 'NFYB', 'NFYC', 'NGFR', 'NLK', 'NLRC4', 'NME1', 'NOC2L', 'NOS3', 'NOTCH1', 'NOTCH3', 'NOTCH4', 'NOX4', 'NPM1', 'NQO1', 'NR1I2', 'NR2E1', 'NR3C1', 'NR4A1', 'NR4A2', 'NRAS', 'NUAK1', 'NUMB', 'NUPR1', 'OGG1', 'OLIG2', 'OPN1SW', 'OSGIN1', 'OTUB1', 'OTUB2', 'OTUD5', 'PADI4', 'PALB2', 'PARK2', 'PARK7', 'PARP1', 'PATZ1', 'PAX2', 'PAX3', 'PAX8', 'PBK', 'PBRM1', 'PCBP4', 'PCNA', 'PDCD4', 'PDCD5', 'PDGFRA', 'PDGFRB', 'PDLIM7', 'PER2', 'PERP', 'PGR', 'PHB', 'PHC1', 'PHC2', 'PHC3', 'PHF20', 'PHGDH', 'PI3', 'PIAS1', 'PIAS2', 'PIAS4', 'PIK3CA', 'PIN1', 'PKM', 'PLAGL1', 'PLAU', 'PLK1', 'PLK2', 'PLK3', 'PLK4', 'PMAIP1', 'PML', 'PMS2', 'POLI', 'POLK', 'POU4F1', 'POU4F2', 'POU5F1', 'PPARGC1A', 'PPARG', 'PPIF', 'PPM1D', 'PPP1R13B', 'PPP1R13L', 'PPP1R15A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R4', 'PPP2R5C', 'PRDM1', 'PRDM2', 'PRDX1', 'PRELID1', 'PRIMA1', 'PRKAA1', 'PRKAA2', 'PRKAB1', 'PRKAB2', 'PRKAG1', 'PRKAG2', 'PRKAG3', 'PRKCA', 'PRKCD', 'PRKCZ', 'PRKD1', 'PRKDC', 'PRKG1', 'PRMT1', 'PRMT5', 'PROM1', 'PSEN1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTBP1', 'PTCH1', 'PTEN', 'PTGS2', 'PTK2', 'PTTG1', 'RABGGTA', 'RABGGTB', 'RAD17', 'RAD1', 'RAD50', 'RAD51', 'RAD9A', 'RAD9B', 'RASSF1', 'RB1CC1', 'RB1', 'RBBP4', 'RBBP6', 'RBBP7', 'RBBP8', 'RBL1', 'RBL2', 'RBM38', 'RBPJ', 'RCHY1', 'RCOR1', 'RECQL4', 'RELA', 'REM1', 'REST', 'RET', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RFFL', 'RFWD2', 'RING1', 'RMI1', 'DROSHA', 'RNF20', 'RNF2', 'RNF34', 'RNF43', 'ROCK1', 'RPA1', 'RPA2', 'RPA3', 'RPL11', 'RPL22', 'RPL26', 'RPL5', 'RPRM', 'RPS14', 'RPS19', 'RPS27A', 'RPS27L', 'RPS3', 'RPS6KB1', 'RQCD1', 'RRAD', 'RRM2B', 'RRM2', 'RUNX2', 'RUNX3', 'S100A2', 'S100A4', 'S100A6', 'S100B', 'SALL4', 'SCO2', 'SDHC', 'SENP1', 'SENP3', 'SERPINB5', 'SERPINE1', 'SESN1', 'SESN2', 'SESN3', 'SETD2', 'SETD7', 'SETD8', 'SETDB1', 'SFN', 'SRSF1', 'SGK1', 'SHFM1', 'SHH', 'SHISA5', 'SIK1', 'SIN3A', 'SIN3B', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT4', 'SIRT5', 'SIRT6', 'SIRT7', 'SIVA1', 'SKP2', 'SLC2A14', 'SLC2A1', 'SLC2A2', 'SLC2A3', 'SLC6A6', 'SLMO1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMARCD1', 'SMG1', 'SMG7', 'SMYD2', 'SNAI1', 'SNAI2', 'SOCS1', 'SOCS3', 'SOD2', 'SORT1', 'SOX2', 'SOX4', 'SP100', 'SP1', 'SP3', 'SP7', 'SPATA18', 'SPP1', 'SQSTM1', 'SRC', 'SREBF1', 'SREBF2', 'SSRP1', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'STEAP3', 'STK11', 'STMN1', 'STUB1', 'SUB1', 'SUMO1', 'SUMO2', 'SUMO3', 'SUMO4', 'SUPT16H', 'SUV39H1', 'SUZ12', 'SYK', 'SYP', 'TADA3', 'TAF10', 'TAF11', 'TAF12', 'TAF13', 'TAF15', 'TAF1L', 'TAF1', 'TAF2', 'TAF3', 'TAF4B', 'TAF4', 'TAF5', 'TAF6', 'TAF7L', 'TAF7', 'TAF9B', 'TBPL1', 'TBPL2', 'TBP', 'TCHP', 'TCP1', 'TDG', 'TERT', 'TET2', 'TFAM', 'TFAP2A', 'TFAP2C', 'TFDP1', 'TFF1', 'TGFB1', 'TGM2', 'THBS1', 'TIMP3', 'TLR3', 'TLR9', 'TMEM219', 'TNFAIP3', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF10C', 'TNFRSF10D', 'TNF', 'TNK2', 'TNKS1BP1', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOE1', 'TOP1', 'TOP2A', 'TOP3A', 'TOPBP1', 'TOPORS', 'TP53AIP1', 'TP53BP1', 'TP53BP2', 'TP53I3', 'TP53INP1', 'TP53RK', 'TP63', 'TP73', 'TPT1', 'TPX2', 'TRAF6', 'TRIAP1', 'TRIM24', 'TRIM28', 'TRIM29', 'TRIM32', 'TRIM59', 'TRIM8', 'TRRAP', 'TSC2', 'TTC5', 'TTK', 'TWIST1', 'TWIST2', 'TXN', 'TYMS', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2A', 'UBE2D1', 'UBE2E1', 'UBE2I', 'UBE2K', 'UBE2N', 'UBE2Q1', 'UBE2S', 'UBE3A', 'UBN1', 'UCHL1', 'UHRF1', 'USF1', 'USP10', 'USP15', 'USP24', 'USP3', 'USP42', 'USP7', 'UTP14A', 'VEGFA', 'VHL', 'VPRBP', 'VRK1', 'WDTC1', 'WEE1', 'WRN', 'WT1', 'WWOX', 'XAF1', 'XIAP', 'XPA', 'XPO1', 'XRCC1', 'XRCC5', 'XRCC6', 'YBX1', 'YWHAB', 'YWHAE', 'YWHAG', 'YWHAH', 'YWHAQ', 'YWHAZ', 'YY1', 'YY2', 'ZBTB33', 'ZBTB7A', 'ZEB1', 'ZEB2', 'ZKSCAN4', 'ZNF148', 'ZNF274', 'ZNF385A', 'ZNF420', 'ZNF668', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056514421630322165
		RMSE:  0.4680116353271619
		NRMSE:  0.125354663272308
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.038787823290495904
		RMSE:  0.4172475009588805
		NRMSE:  0.13741067049526773
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941389
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  LinearRegression
		Pearson Correlation:  0.7148404898757935
		Spearman Correlation:  0.6299638984836736
		Coefficient of Determination:  0.5091553155164922
		RMSE:  0.31900021927966665
		NRMSE:  0.08544267290201331
		MAPE:  432.8948118388706
		Pearson Correlation:  -0.08786500913195416
		Spearman Correlation:  0.12459392239591863
		Coefficient of Determination:  -4.626405822404908e+22
		RMSE:  88054627064.92873
		NRMSE:  28998724539.742702
		MAPE:  36269887984203.375

	Predictor:  ElasticNet
		Pearson Correlation:  0.513831314887253
		Spearman Correlation:  0.49737317675033327
		Coefficient of Determination:  0.24421461891531482
		RMSE:  0.3958386338604377
		NRMSE:  0.10602347230760352
		MAPE:  274.37440087327457
		Pearson Correlation:  0.3892895159212058
		Spearman Correlation:  0.37203687445127304
		Coefficient of Determination:  0.14527005095943146
		RMSE:  0.3784816077723403
		NRMSE:  0.1246440335163314
		MAPE:  2395.6865362646317

	Predictor:  RandomForests
		Pearson Correlation:  0.4729742275505716
		Spearman Correlation:  0.48631788802155684
		Coefficient of Determination:  0.21718966309658194
		RMSE:  0.40285356514095844
		NRMSE:  0.10790238787758362
		MAPE:  382.01931242401946
		Pearson Correlation:  0.34594373091317066
		Spearman Correlation:  0.32437021165444524
		Coefficient of Determination:  0.10656743727238971
		RMSE:  0.3869556637349517
		NRMSE:  0.12743476493823536
		MAPE:  2233.8571859785043

Protein:  CTNNB1
Protein Interaction Partners Count:  992
x_train_column_count:  983
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACAN', 'ACP1', 'ACTA1', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTN1', 'ACTN4', 'ACVR1B', 'ACVR1', 'ADAM10', 'ADCY7', 'ADIPOQ', 'AES', 'AFP', 'AHI1', 'AHR', 'AHSA1', 'AJAP1', 'AK9', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDH1A1', 'ALK', 'ALPL', 'AMHR2', 'AMH', 'ANXA5', 'AP1M1', 'APC2', 'APCS', 'APC', 'APH1A', 'APH1B', 'AQP1', 'ARHGAP10', 'ARHGAP21', 'ARHGAP32', 'ARHGEF4', 'ARID1A', 'ARID2', 'ARMC7', 'ARMC8', 'ARVCF', 'ARX', 'AR', 'ASCL1', 'ASF1A', 'ASH2L', 'ASIP', 'ATF4', 'ATM', 'AURKA', 'AXIN1', 'AXIN2', 'BAG3', 'BCAR1', 'BCL2L1', 'BCL3', 'BCL6', 'BCL9L', 'BCL9', 'BDNF', 'BGLAP', 'BIRC5', 'BMI1', 'BMP2', 'BMP4', 'BMP7', 'BMPR1A', 'BMPR1B', 'BNIP2', 'BRAF', 'BRCA1', 'BRCA2', 'BRMS1L', 'BTRC', 'HILPDA', 'AK8', 'CA2', 'CA9', 'CABLES1', 'CACYBP', 'CALM1', 'CALM3', 'CARM1', 'CASP3', 'CASP8', 'CASP9', 'CAV1', 'CBLL1', 'CBL', 'CBY1', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCNE1', 'CD24', 'CD34', 'CD40', 'CD44', 'CDC27', 'CDC42', 'CDC73', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH16', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH26', 'CDH2', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDHR5', 'CDK12', 'CDK1', 'CDK2', 'CDK4', 'CDK5R1', 'CDK5', 'CDK6', 'CDK8', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDON', 'CDX1', 'CDX2', 'CEBPA', 'CHD8', 'CHRD', 'CHUK', 'CITED1', 'CKAP5', 'CLCA1', 'CLDN3', 'CLDN5', 'COL1A1', 'COPS3', 'COPS5', 'COPS6', 'CREB1', 'CREBBP', 'CRKL', 'CRK', 'CRP', 'CRYAB', 'CSNK1A1L', 'CSNK1A1', 'CSNK1D', 'CSNK1E', 'CSNK2A3', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTBP1', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNAL1', 'CTNNBIP1', 'CTNND1', 'CTNND2', 'CTTN', 'CUL1', 'CUL4A', 'CUL4B', 'CXCR4', 'CXXC4', 'DAB2', 'DACT1', 'DACT2', 'DACT3', 'DCT', 'DCX', 'DDB1', 'DDX39A', 'DDX3X', 'DDX5', 'DHODH', 'DHX9', 'DKK1', 'DKK2', 'DKK3', 'DKK4', 'DLG1', 'DLG2', 'DLG4', 'DLG5', 'DLGAP1', 'DLL4', 'DLX1', 'DNM2', 'DNMT1', 'DPYD', 'DSC1', 'DSC2', 'DSC3', 'DSG1', 'DSG2', 'DSG3', 'DSG4', 'DSP', 'DUSP6', 'DVL1', 'DVL2', 'DVL3', 'E2F3', 'ECM1', 'EFNA1', 'EGFR', 'EGF', 'EGR1', 'ELAVL1', 'EMD', 'ENAH', 'EP300', 'EP400', 'EPCAM', 'EPHA2', 'EPHB2', 'EPHB3', 'ERBB2IP', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ETS1', 'ETV4', 'EXOC3', 'EXOC4', 'EYA4', 'EZH2', 'EZR', 'F2RL2', 'FAF1', 'AMER1', 'FANCA', 'FASLG', 'FAS', 'FAT1', 'FAT4', 'FBXW11', 'FBXW7', 'FERMT2', 'FER', 'FGF10', 'FGF13', 'FGF2', 'FGF3', 'FGF4', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FHL2', 'FLG', 'FLOT1', 'FLOT2', 'FLT1', 'FLT3', 'FMN1', 'FMR1', 'FN1', 'FOS', 'FOXA1', 'FOXA2', 'FOXC2', 'FOXG1', 'FOXL1', 'FOXL2', 'FOXM1', 'FOXN3', 'FOXO1', 'FOXO3', 'FOXO4', 'FOXP1', 'FRAT1', 'FRAT2', 'FRZB', 'FSCN1', 'FSTL1', 'FSTL3', 'FURIN', 'FUS', 'FXR1', 'FYN', 'FZD10', 'FZD1', 'FZD2', 'FZD3', 'FZD4', 'FZD5', 'FZD6', 'FZD7', 'FZD8', 'FZD9', 'GAPDH', 'GATA2', 'GATA4', 'GCG', 'GDF2', 'GDNF', 'GFRA1', 'GJA1', 'GLI1', 'GLI2', 'GLI3', 'GLIS2', 'GLUL', 'GNA11', 'GNA12', 'GNA13', 'GNAQ', 'GNAS', 'GPC3', 'GRIA2', 'GRIP1', 'GSK3A', 'GSK3B', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HAS2', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HDAC7', 'HERC5', 'HES7', 'HGF', 'HGS', 'HHEX', 'HIC1', 'HIF1A', 'HINT1', 'HIPK2', 'HIST1H1C', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2AC', 'HIST2H2BE', 'HIST3H3', 'HMGB1', 'HNF1A', 'HNF4A', 'HNRNPA1', 'HNRNPA2B1', 'HNRNPK', 'HNRNPM', 'HOXA10', 'HOXB4', 'HPGD', 'HRAS', 'HSP90AB1', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB3', 'HSPD1', 'HTRA1', 'HTT', 'HUWE1', 'IBSP', 'IDH1', 'IDH2', 'IFNB1', 'IFRD1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP4', 'IHH', 'IKBKB', 'IL6', 'CXCL8', 'ILK', 'INS', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'IRF3', 'ISG15', 'ISL1', 'ITGAE', 'ITGB1', 'ITGB7', 'ITK', 'ITPKB', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'AJUBA', 'JUN', 'JUP', 'KANK1', 'KAT2A', 'KAT2B', 'KAT5', 'KCNN1', 'KCTD1', 'KDM1A', 'KDR', 'KIF18B', 'KIF3A', 'KIF5B', 'KIFC3', 'KIT', 'KLF2', 'KLF4', 'KLF5', 'KRAS', 'KREMEN1', 'KRIT1', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'LATS2', 'LDB1', 'LDHB', 'LDLR', 'LEF1', 'LEO1', 'LGR4', 'LGR5', 'LGR6', 'LHCGR', 'LHX8', 'LIF', 'LIMA1', 'LMNA', 'LMNB1', 'LOX', 'LRP4', 'LRP5L', 'LRP5', 'LRP6', 'LRRFIP1', 'LRRK2', 'LZTFL1', 'MACF1', 'MAGI1', 'MAGI2', 'MAGI3', 'MAP1LC3B', 'MAP2K1', 'MAP2K2', 'MAP2K6', 'MAP2K7', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8IP1', 'MAPK8', 'MAPK9', 'MDFIC', 'MDFI', 'MDK', 'MDM2', 'MED12', 'MED1', 'MEF2A', 'MEF2C', 'MEF2D', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MGMT', 'MITF', 'MKI67', 'MLH1', 'KMT2D', 'MLLT10', 'MLLT11', 'MLLT4', 'MLLT6', 'KMT2A', 'MME', 'MMP13', 'MMP14', 'MMP15', 'MMP17', 'MMP25', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MRAP', 'MSH2', 'MSH6', 'MSN', 'MSX1', 'MSX2', 'MTDH', 'MTOR', 'MUC13', 'MUC1', 'MUTYH', 'MYCN', 'MYC', 'MYF5', 'MYO1D', 'MYO6', 'MYO7A', 'MYOD1', 'MYOG', 'NANOG', 'NCAM1', 'NCCRP1', 'NCOA2', 'NCSTN', 'NDP', 'NDRG2', 'NEDD9', 'NEK2', 'NES', 'NEURL2', 'NF1', 'NF2', 'NFAT5', 'NFKB1', 'NIT1', 'NKD1', 'NLK', 'NME1', 'NOG', 'NONO', 'NOS3', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NPM1', 'NR0B1', 'NR4A1', 'NR4A2', 'NR5A1', 'NR5A2', 'NRAS', 'NRIP1', 'NTRK1', 'NTRK2', 'NTRK3', 'NUDT5', 'NUMB', 'NUP153', 'NUTF2', 'OTX2', 'PAK1', 'PAK2', 'PAK3', 'PANK4', 'PARD3', 'PARD6A', 'PARK2', 'PARP1', 'PAX3', 'PAX6', 'PAX7', 'PAX8', 'PDGFRA', 'PDGFRB', 'PECAM1', 'PGK1', 'PGR', 'PHB', 'JADE1', 'PI3', 'PICK1', 'PIK3CA', 'PIK3R1', 'PIK3R2', 'PIN1', 'PIP5K1A', 'PIP5K1C', 'PITX2', 'PKD1', 'PKM', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PLAG1', 'PLEKHA7', 'PLK1', 'PML', 'PMS2', 'POLE', 'PORCN', 'POTEF', 'POU5F1', 'PPARD', 'PPARG', 'PPM1A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R2B', 'PPP2R5A', 'PPP2R5B', 'PPP2R5C', 'PPP2R5D', 'PPP2R5E', 'PRKACA', 'PRKACB', 'PRKACG', 'PRKAR1A', 'PRKCA', 'PRKCG', 'PRKCI', 'PRKCZ', 'PRKD1', 'PRL', 'PRMT1', 'PROC', 'PROM1', 'PROP1', 'PSEN1', 'PSEN2', 'PSENEN', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTEN', 'PTGES3', 'PTGS2', 'PTH1R', 'PTH', 'PTK2', 'PTK7', 'PTMA', 'PTN', 'PTPN11', 'PTPN13', 'PTPN1', 'PTPN6', 'PTPRB', 'PTPRC', 'PTPRF', 'PTPRG', 'PTPRJ', 'PTPRK', 'PTPRM', 'PTPRU', 'PTPRZ1', 'PVRL1', 'PVRL2', 'PXN', 'PYGO1', 'PYGO2', 'RAB5A', 'RAB7A', 'RAB8B', 'RAC1', 'RAC2', 'RALGDS', 'RANBP3', 'RAP1A', 'RAP1B', 'RAPGEF1', 'RAPGEF2', 'RAPGEF6', 'RAPSN', 'RARA', 'RARB', 'RARG', 'RARS', 'RASSF1', 'RB1CC1', 'RB1', 'RBBP5', 'RBMX', 'RBPJ', 'RBX1', 'RELA', 'REM1', 'RET', 'RHOA', 'RIPK2', 'RNF220', 'RNF43', 'ROBO1', 'ROCK1', 'ROCK2', 'ROR2', 'RPRD1A', 'RPS27A', 'RPSA', 'RSPO1', 'RSPO2', 'RSPO3', 'RSPO4', 'RUNX2', 'RUNX3', 'RUVBL1', 'RUVBL2', 'RXRA', 'RYK', 'S100A4', 'S100A6', 'SALL1', 'SALL4', 'SATB1', 'SCRIB', 'SDHC', 'SERPINE1', 'SETD2', 'SETD7', 'SFN', 'SFRP1', 'SFRP2', 'SFRP4', 'SFRP5', 'SHFM1', 'SHH', 'SIAH1', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT6', 'SKP1', 'SLC6A3', 'SLC9A3R1', 'SLCO1B3', 'SLCO2A1', 'SLIT1', 'SLK', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD5', 'SMAD7', 'SMAD9', 'SMARCA2', 'SMARCA4', 'SMARCA5', 'SMARCB1', 'SMO', 'SMURF1', 'SMYD2', 'SNAI1', 'SNAI2', 'SNX1', 'SOST', 'SOX10', 'SOX13', 'SOX17', 'SOX1', 'SOX2', 'SOX3', 'SOX4', 'SOX6', 'SOX7', 'SOX8', 'SOX9', 'SP1', 'SP7', 'SPAG9', 'SPATA13', 'SPEN', 'SPN', 'SPP1', 'SRC', 'STAT3', 'STK11', 'STRAP', 'STX4', 'SUFU', 'SUV39H1', 'SYP', 'TADA3', 'TAX1BP3', 'TAZ', 'TBL1XR1', 'TBL1X', 'TBX5', 'TBX6', 'TCF12', 'TCF3', 'TCF4', 'TCF7L1', 'TCF7L2', 'TCF7', 'TERT', 'TFAP2A', 'TFCP2', 'TFF1', 'TFF2', 'TFF3', 'TGFB1', 'TGFB2', 'TGFB3', 'TGFBR1', 'TGFBR2', 'TGM2', 'TJP1', 'TJP2', 'TLE1', 'TLE2', 'TLE3', 'TLE4', 'TNFRSF11B', 'TNFSF11', 'TNF', 'TNIK', 'TNKS2', 'TNKS', 'TNS1', 'TOB1', 'TOP2A', 'TP53', 'TRAF4', 'TRIM33', 'TRIM37', 'TRIP10', 'TRRAP', 'TSC2', 'TUBA1A', 'TWIST1', 'TYMS', 'T', 'UBA52', 'UBB', 'UBC', 'UBE2B', 'UBE2R2', 'UBE3A', 'UBR5', 'UCHL1', 'UMPS', 'UPRT', 'USP4', 'USP7', 'USP9X', 'VANGL1', 'VANGL2', 'VASP', 'VAV1', 'VAV2', 'VAV3', 'VCAM1', 'VCL', 'VDR', 'VEGFA', 'VHL', 'VIM', 'WDR64', 'WDTC1', 'WHSC1', 'WIF1', 'WISP1', 'WLS', 'WNT10A', 'WNT10B', 'WNT11', 'WNT16', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8A', 'WNT8B', 'WNT9A', 'WNT9B', 'WT1', 'WWTR1', 'XPO1', 'YAP1', 'YARS', 'YEATS4', 'YES1', 'YWHAB', 'YWHAE', 'YWHAG', 'YWHAH', 'YWHAQ', 'YWHAZ', 'ZAP70', 'ZAR1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZIC3', 'ZNRF3', 'ZYX', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3748966387166963
		RMSE:  0.8500866572002603
		NRMSE:  0.167208233123576
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8495839638322671
		RMSE:  1.0424819908687044
		NRMSE:  0.25944650229429445
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  LinearRegression
		Pearson Correlation:  0.8387209263542886
		Spearman Correlation:  0.8127666292430894
		Coefficient of Determination:  0.7034442600867612
		RMSE:  0.39480381596778863
		NRMSE:  0.0776561400408711
		MAPE:  558.477862916726
		Pearson Correlation:  -0.006789011469470147
		Spearman Correlation:  0.30245208681826175
		Coefficient of Determination:  -1.5970144947156455e+21
		RMSE:  30632748438.426872
		NRMSE:  7623689912.751518
		MAPE:  2343588350526.2114

	Predictor:  ElasticNet
		Pearson Correlation:  0.5903393003120941
		Spearman Correlation:  0.5419064471646445
		Coefficient of Determination:  0.31565233548071603
		RMSE:  0.5997449078293456
		NRMSE:  0.1179671337193835
		MAPE:  404.85849297067534
		Pearson Correlation:  0.38410997839884814
		Spearman Correlation:  0.4115696029655644
		Coefficient of Determination:  0.0374025173064495
		RMSE:  0.7520624346252504
		NRMSE:  0.18716867042265012
		MAPE:  198.03954948688644

	Predictor:  RandomForests
		Pearson Correlation:  0.4599288766856552
		Spearman Correlation:  0.41017117193161046
		Coefficient of Determination:  0.14781184593840602
		RMSE:  0.6692616210199389
		NRMSE:  0.13164075944530665
		MAPE:  612.0329924292948
		Pearson Correlation:  0.30809101773688763
		Spearman Correlation:  0.33235294117647063
		Coefficient of Determination:  -0.02838945424285022
		RMSE:  0.7773387948943024
		NRMSE:  0.19345929541183704
		MAPE:  291.2004797111466

Protein:  CCNE1
Protein Interaction Partners Count:  350
x_train_column_count:  347
x_train columns:  ['ABL1', 'AKT1', 'AKT2', 'AKT3', 'ALDH18A1', 'ANAPC10', 'ANAPC13', 'ANAPC1', 'ANAPC2', 'ANAPC4', 'ANAPC5', 'ANAPC7', 'ANXA5', 'ARID1A', 'AR', 'ATM', 'AURKA', 'AURKB', 'BARD1', 'BCL2L1', 'BIRC5', 'BRCA1', 'BRCA2', 'BTG2', 'BTRC', 'BUB1B', 'BUB1', 'BUB3', 'RGCC', 'MLIP', 'CABLES1', 'CALM1', 'CAPRIN1', 'CASP3', 'CASP9', 'CBX7', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCNC', 'CCND1', 'CCND2', 'CCND3', 'CCNE2', 'CCNF', 'CCNG1', 'CCNH', 'CCNK', 'CCNL2', 'CCNT1', 'CCNT2', 'CCNY', 'CCT2', 'CCT3', 'CCT4', 'CCT5', 'CCT6A', 'CCT6B', 'CCT7', 'CCT8', 'CDC16', 'CDC20', 'CDC23', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC26', 'CDC27', 'CDC45', 'CDC6', 'CDC7', 'CDCA2', 'CDCA5', 'CDCA8', 'CDH1', 'CDK12', 'CDK13', 'CDK14', 'CDK15', 'CDK16', 'CDK17', 'CDK18', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK5', 'CDK6', 'CDK7', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDT1', 'CENPA', 'CENPE', 'CHAF1A', 'CHD1L', 'CHEK1', 'CHEK2', 'CINP', 'CKS1B', 'CKS2', 'COPS5', 'CREBBP', 'CSK', 'CTNNB1', 'CUL1', 'CUL3', 'CUL4B', 'DBF4B', 'DBF4', 'DGCR8', 'DICER1', 'DTL', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'EBNA1BP2', 'ECT2', 'EGFR', 'EGF', 'ELAVL1', 'ELSPBP1', 'EP400', 'ERBB2', 'ERBB3', 'ERBB4', 'ESPL1', 'ESR1', 'EXO1', 'EZH2', 'FAM58A', 'FAM83H', 'FBXO5', 'FBXW7', 'FEN1', 'FGFR1', 'FGFR2', 'FGFR3', 'FOXM1', 'FZR1', 'GAPDH', 'GLI1', 'GMNN', 'GSK3B', 'H1F0', 'HDAC1', 'HEATR3', 'HERC5', 'HIST1H1A', 'HIST1H1B', 'HIST1H4A', 'HRAS', 'IFNAR1', 'IGF1R', 'IGF1', 'ITPKB', 'JUN', 'KIF11', 'KIF20A', 'KIF23', 'KIF2C', 'KPNA2', 'KRAS', 'LATS2', 'LIN37', 'LIN52', 'LIN54', 'LIN9', 'GMNC', 'MAD2L1', 'MAPK3', 'MATK', 'MAX', 'MCL1', 'MCM10', 'MCM2', 'MCM3', 'MCM4', 'MCM5', 'MCM6', 'MCM7', 'MCM8', 'MDM2', 'MEGF11', 'MELK', 'MKI67', 'KMT2D', 'KMT2B', 'MNAT1', 'MRE11A', 'MTOR', 'MYBL2', 'MYC', 'NBN', 'NF1', 'NFYB', 'NMI', 'NOTCH1', 'NOTCH3', 'NPAT', 'NRAS', 'ORC1', 'ORC2', 'ORC3', 'ORC4', 'ORC5', 'ORC6', 'PARK2', 'PARP1', 'PCBP4', 'PCNA', 'PIK3CA', 'PIK3R1', 'PKMYT1', 'PLK1', 'PLK4', 'POLA1', 'POLD1', 'PPP1R1C', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R4', 'PRC1', 'PRKAR1A', 'PRKAR2A', 'PRMT5', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMB10', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSMF1', 'PTEN', 'PTGDR', 'PTK6', 'PTTG1', 'RAD51', 'RAD54L', 'RB1', 'RBBP4', 'RBL1', 'RBL2', 'RBX1', 'REL', 'REM1', 'RHOA', 'RHOBTB3', 'RINT1', 'RNASE1', 'RPRD1A', 'RPS27A', 'RRM1', 'RRM2', 'RRN3', 'RSF1', 'SHFM1', 'SKP1', 'SKP2', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'ST8SIA1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STK3', 'STK4', 'TARBP1', 'TCP1', 'TERF1', 'TERT', 'TFDP1', 'TK1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TP73', 'TPX2', 'TTK', 'TUBG1', 'TYMS', 'UBA52', 'UBB', 'UBC', 'UBE2C', 'UBE2QL1', 'UBE2S', 'UHRF2', 'WEE1', 'WEE2', 'XIAP', 'YAP1', 'ZNF217', 'ZNF33A', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4791855590206433
		RMSE:  0.8074207285197392
		NRMSE:  0.19485501569122746
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.202859557398884
		RMSE:  0.7485643095226329
		NRMSE:  0.4068306401244751
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5127968844139411
		NRMSE:  0.12375338089483821
		MAPE:  119.54577818111471
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.708057571667368e-05
		RMSE:  0.41828317133084
		NRMSE:  0.22732904598983691
		MAPE:  82.35330275987332

	Predictor:  LinearRegression
		Pearson Correlation:  0.5653217830531887
		Spearman Correlation:  0.39568679011873564
		Coefficient of Determination:  0.24149153096981246
		RMSE:  0.4466070711484212
		NRMSE:  0.10777977921867442
		MAPE:  98.32911735234117
		Pearson Correlation:  0.5569728811141722
		Spearman Correlation:  0.47252480518008
		Coefficient of Determination:  0.0053116933678326594
		RMSE:  0.4171609762678263
		NRMSE:  0.22671915405400372
		MAPE:  74.69211821323128

	Predictor:  ElasticNet
		Pearson Correlation:  0.5416307839061609
		Spearman Correlation:  0.3811238162480437
		Coefficient of Determination:  0.26895441888994653
		RMSE:  0.43844750801885013
		NRMSE:  0.10581063011773298
		MAPE:  99.10078563912793
		Pearson Correlation:  0.5616787726254835
		Spearman Correlation:  0.4103577607448172
		Coefficient of Determination:  0.30688503584695526
		RMSE:  0.3482272927818237
		NRMSE:  0.18925499202812174
		MAPE:  71.34935739545517

	Predictor:  RandomForests
		Pearson Correlation:  0.5498820862330104
		Spearman Correlation:  0.4076710344671485
		Coefficient of Determination:  0.29507661738840596
		RMSE:  0.4305428052246686
		NRMSE:  0.10390298651559442
		MAPE:  101.41776393568355
		Pearson Correlation:  0.5626255949686083
		Spearman Correlation:  0.5027697709076299
		Coefficient of Determination:  0.31613063720748347
		RMSE:  0.34589695817810334
		NRMSE:  0.18798849894733308
		MAPE:  74.09524188530085

Protein:  CCND1
Protein Interaction Partners Count:  857
x_train_column_count:  847
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTL6B', 'AFP', 'AHR', 'AKAP12', 'AKAP8', 'AKR1B10', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDOA', 'ALK', 'ANO1', 'ANXA5', 'APAF1', 'APC', 'APEX1', 'AREG', 'ARHGEF2', 'ARID1A', 'ARID1B', 'ARID2', 'ARID4A', 'AR', 'ASIP', 'ATF2', 'ATF3', 'ATF4', 'ATM', 'ATXN1', 'AURKA', 'AURKB', 'AXIN1', 'AXIN2', 'B2M', 'BANP', 'BARX2', 'BAX', 'BCAR1', 'BCAR3', 'BCCIP', 'BCL2A1', 'BCL2L11', 'BCL2L1', 'BCL2L2', 'BCL2', 'BCL3', 'BCL6', 'BCL9', 'BECN1', 'BGLAP', 'BHLHE40', 'BIRC2', 'BIRC3', 'BIRC5', 'BMI1', 'BMP4', 'BMP6', 'BRAF', 'BRCA1', 'BRCA2', 'BRD2', 'BRD4', 'BTC', 'BTG2', 'BTRC', 'RGCC', 'COPRS', 'CA9', 'CARD11', 'CARM1', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBFB', 'CCDC62', 'CCL2', 'CCL5', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNC', 'CCND2', 'CCND3', 'CCNDBP1', 'CCNE1', 'CCNE2', 'CCNG2', 'CCNH', 'CCNK', 'CCNL1', 'CCNL2', 'CCNT1', 'CCNT2', 'CCNY', 'CD19', 'CD22', 'CD24', 'CD34', 'CD38', 'CD44', 'CD5', 'CD79A', 'CDC20', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC27', 'CDC42', 'CDC6', 'CDC73', 'CDCA7L', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDK12', 'CDK13', 'CDK14', 'CDK16', 'CDK17', 'CDK18', 'CDK1', 'CDK20', 'CDK2', 'CDK3', 'CDK4', 'CDK5', 'CDK6', 'CDK7', 'CDK8', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDT1', 'CDX2', 'CENPE', 'CEP57', 'CFLAR', 'CHEK1', 'CHEK2', 'CHKA', 'CHUK', 'CKS1B', 'CKS2', 'CLCN3', 'COL1A1', 'CR2', 'CREB1', 'CREBBP', 'CRKL', 'CRYAB', 'CSF2', 'CTBP1', 'CTGF', 'CTNNB1', 'CTNND1', 'CTTN', 'CUL1', 'CUL3', 'CUL7', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP19A1', 'CYR61', 'DACH1', 'DAXX', 'DDIT3', 'DDX53', 'DECR1', 'DHFR', 'DICER1', 'DKK1', 'DKK3', 'DLL1', 'DMTF1', 'DND1', 'DNMT1', 'DNMT3A', 'DNTT', 'DVL1', 'DVL2', 'DYRK1A', 'DYRK1B', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EDN1', 'EEF1A1', 'EGFR', 'EGF', 'EGLN2', 'EGR1', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF3I', 'EIF4A1', 'EIF4A2', 'EIF4EBP1', 'EIF4E', 'EIF4G1', 'ELAVL1', 'ELSPBP1', 'EP300', 'EPCAM', 'EPHA2', 'EPHA7', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ETS1', 'ETV4', 'EWSR1', 'EYA1', 'EZH2', 'FABP4', 'FADD', 'FAM58A', 'FAM83H', 'FASLG', 'FAT1', 'FBXO31', 'FBXO4', 'FBXW7', 'FBXW8', 'FGF13', 'FGF19', 'FGF2', 'FGF3', 'FGF4', 'FGF7', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FGFR4', 'FHIT', 'FHL2', 'FIGF', 'FLCN', 'FLNA', 'FLT1', 'FLT3', 'FN1', 'FOSL1', 'FOS', 'FOXA1', 'FOXC1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FRZB', 'FSTL3', 'FZD1', 'FZD2', 'FZD7', 'FZD9', 'FZR1', 'GADD45A', 'GAL', 'GAPDH', 'GAST', 'GATA3', 'GATA4', 'GDF15', 'GDF2', 'GGNBP2', 'GGT1', 'GIT1', 'GJA1', 'GJB1', 'GLI1', 'GLI2', 'GLI3', 'GLTSCR2', 'GNB2L1', 'GPER1', 'GRB2', 'GREB1', 'GRM4', 'GRP', 'GSK3B', 'H1F0', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HBEGF', 'HBZ', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC4', 'HEXIM1', 'HEY1', 'HGF', 'HIF1A', 'HIST1H2AA', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AH', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST1H4A', 'HIST1H4B', 'HIST1H4C', 'HIST1H4D', 'HIST1H4E', 'HIST1H4F', 'HIST1H4H', 'HIST1H4I', 'HIST1H4J', 'HIST1H4K', 'HIST1H4L', 'HIST2H2AC', 'HIST2H2BE', 'HIST2H4A', 'HIST4H4', 'HMGA2', 'HMOX1', 'HNF1A', 'HNF4A', 'HNRNPD', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB8', 'ICAM1', 'ID1', 'ID2', 'IFNAR1', 'IFNB1', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP3', 'IGFBP5', 'IHH', 'IKBKB', 'IL10', 'IL17A', 'IL2', 'IL4', 'IL6', 'IL7', 'CXCL8', 'ILK', 'INSM1', 'INS', 'IRF1', 'IRS1', 'ISG15', 'ITGB1', 'ITPKB', 'ITPKC', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JARID2', 'JUNB', 'JUND', 'JUN', 'KAT2A', 'KAT2B', 'KDM1A', 'KDM5B', 'KDR', 'KHDRBS1', 'KIF18B', 'KIN', 'KITLG', 'KIT', 'KLF13', 'KLF4', 'KLF5', 'KLF6', 'KLK3', 'KRAS', 'KRT10', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'LDB3', 'LEF1', 'LEP', 'LGALS3', 'LGR5', 'LIMK2', 'LIMS1', 'LIN28B', 'LMNA', 'LMNB1', 'LOX', 'LRP5', 'LRP6', 'LYN', 'MAFB', 'MAF', 'MAML1', 'MAML2', 'MAML3', 'MAMLD1', 'MAP2K1', 'MAP2K2', 'MAP2K4', 'MAP2K7', 'MAP3K5', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MAPK9', 'MCL1', 'MCM10', 'MCM2', 'MCM3', 'MCM5', 'MCM6', 'MCM7', 'MCM8', 'MDK', 'MDM2', 'MDM4', 'MEN1', 'MET', 'MGMT', 'MITF', 'MKI67', 'MLH1', 'MLXIPL', 'MME', 'MMP11', 'MMP14', 'MMP15', 'MMP1', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MNAT1', 'MOV10', 'MSH2', 'MST1', 'MTOR', 'MUC1', 'MYBL2', 'MYB', 'MYCN', 'MYC', 'MYEOV', 'MYF5', 'MYOD1', 'MYOG', 'NACA2', 'NADSYN1', 'NANOG', 'NCAM1', 'NCOA1', 'NCOA3', 'NCOR1', 'NES', 'NEUROD1', 'NF1', 'NF2', 'NFKB1', 'NFKB2', 'NFKBIA', 'NGF', 'NME1', 'NME2', 'NMI', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTCH4', 'NPM1', 'NQO1', 'NR0B2', 'NR1H3', 'NR2E1', 'NR3C1', 'NR4A3', 'NRAS', 'NRF1', 'NUDT21', 'ODC1', 'ORAI1', 'ORAOV1', 'ORC4', 'PAK1', 'PAK4', 'PARK2', 'PARP1', 'PAX2', 'PAX5', 'PAX6', 'PBRM1', 'PBX3', 'PCNA', 'PDCD4', 'PDGFRA', 'PDGFRB', 'PDZK1', 'PECAM1', 'PELP1', 'PGR', 'PI3', 'PI4K2A', 'PIK3CA', 'PIK3R1', 'PKLR', 'PKM', 'PLAUR', 'PLAU', 'PLK1', 'PMAIP1', 'POLR2A', 'POTEF', 'POU2F1', 'POU5F1', 'PPARG', 'PPP2R4', 'PRDM5', 'PRKACA', 'PRL', 'PRMT5', 'PRNP', 'PROM1', 'PSAT1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTCHD3', 'PTEN', 'PTF1A', 'PTGS2', 'PTHLH', 'PTH', 'PTK2', 'PTK6', 'PTPN11', 'PTPRCAP', 'PTPRC', 'PXN', 'RAD51', 'RAF1', 'RALA', 'RASSF1', 'RB1', 'RBL1', 'RBL2', 'RBPJ', 'RBX1', 'RCC1', 'RELA', 'RELB', 'REL', 'REM1', 'RET', 'RHEB', 'RHOA', 'RHOC', 'RICTOR', 'RNASE1', 'DROSHA', 'RND3', 'RNMT', 'ROCK1', 'RPRD1B', 'RPS27A', 'RPS6KA1', 'RPS6KA2', 'RPS6KA3', 'RPS6KA6', 'RPS6KB1', 'RPS6', 'RPTOR', 'RREB1', 'RSF1', 'RUNX1', 'RUNX2', 'RUNX3', 'SDC1', 'SDHC', 'SENP1', 'SERPINE1', 'SFRP1', 'SFRP2', 'SFRP4', 'SFRP5', 'SHC1', 'SHFM1', 'SHH', 'SIRT1', 'SIX1', 'SIX3', 'SKP1', 'SKP2', 'SLC25A16', 'SLC25A6', 'SLC2A1', 'SLC35B2', 'SLC39A4', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'SMARCC1', 'SMARCC2', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'SMARCE1', 'SMO', 'SNAI1', 'SNAI2', 'SNCA', 'SNIP1', 'SNW1', 'SNX33', 'SOCS3', 'SOX11', 'SOX17', 'SOX2', 'SOX4', 'SOX6', 'SOX9', 'SP1', 'SPN', 'SPP1', 'SPRY1', 'SRC', 'SREBF1', 'STAT1', 'STAT3', 'STAT4', 'STAT5A', 'STAT5B', 'STAT6', 'STC2', 'STIM1', 'STK11', 'STK24', 'STMN1', 'SUFU', 'SULF2', 'SUV39H1', 'TAF1', 'TBP', 'TBX2', 'TCEAL7', 'TCF4', 'TCF7L2', 'TCF7', 'TERT', 'TET3', 'TFDP1', 'TFF1', 'TGFA', 'TGFB1', 'TGFBR2', 'THBS1', 'THRA', 'THRB', 'TIMP1', 'TIMP2', 'TIMP3', 'TJP1', 'TJP2', 'TJP3', 'TLE1', 'TLR9', 'TM4SF1', 'TMPRSS4', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF13C', 'TNFRSF8', 'TNFSF11', 'TNF', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOP2A', 'TP53', 'TP63', 'TP73', 'TRPV2', 'TSC22D3', 'TSC2', 'TWIST1', 'TXN', 'TYMS', 'UBA52', 'UBA7', 'UBB', 'UBC', 'UBE2C', 'UBTF', 'URGCP', 'USP18', 'USP2', 'USP9X', 'VCL', 'VDR', 'VEGFA', 'VEGFC', 'VIP', 'VRK1', 'WDR77', 'WDTC1', 'WEE1', 'WHSC1', 'WIF1', 'WISP1', 'WNT10A', 'WNT10B', 'WNT11', 'WNT16', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8B', 'WNT9A', 'WNT9B', 'WT1', 'XBP1', 'XIAP', 'XPO1', 'YAP1', 'YBX1', 'YY1', 'ZBTB17', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.45856423758787734
		RMSE:  0.28833360256132
		NRMSE:  0.17333782361719832
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5341468996847767
		RMSE:  0.29160473760802996
		NRMSE:  0.22560247695118987
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  LinearRegression
		Pearson Correlation:  0.7381778399425848
		Spearman Correlation:  0.6989084022968776
		Coefficient of Determination:  0.5449060577545135
		RMSE:  0.1610582608389361
		NRMSE:  0.0968235688154141
		MAPE:  597.2529191480522
		Pearson Correlation:  -0.06311342351731476
		Spearman Correlation:  0.023005184885576974
		Coefficient of Determination:  -1.2105767796778651e+23
		RMSE:  81913837426.99376
		NRMSE:  63373334643.64808
		MAPE:  12666445987181.16

	Predictor:  ElasticNet
		Pearson Correlation:  0.34926637535865057
		Spearman Correlation:  0.33250846998783634
		Coefficient of Determination:  0.08915860709664569
		RMSE:  0.22785253103553432
		NRMSE:  0.1369783524518969
		MAPE:  642.479757157599
		Pearson Correlation:  0.2311030786763777
		Spearman Correlation:  0.25483185745821924
		Coefficient of Determination:  0.040070864030393616
		RMSE:  0.23066446210112104
		NRMSE:  0.1784555162631685
		MAPE:  391.1965915310095

	Predictor:  RandomForests
		Pearson Correlation:  0.44507896845787553
		Spearman Correlation:  0.365563389280699
		Coefficient of Determination:  0.12425736720829539
		RMSE:  0.22341931916979413
		NRMSE:  0.13431323368108725
		MAPE:  613.5119568789014
		Pearson Correlation:  0.2408116646751657
		Spearman Correlation:  0.27701511319737343
		Coefficient of Determination:  0.03546167017314972
		RMSE:  0.2312175779507289
		NRMSE:  0.17888343902853943
		MAPE:  401.7196506975818

Protein:  ERBB2
Protein Interaction Partners Count:  663
x_train_column_count:  655
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACPP', 'ACTA2', 'ACTB', 'ACTG1', 'ADAM10', 'ADAM17', 'ADRB2', 'AFP', 'AGRN', 'AKT1S1', 'AKT1', 'AKT2', 'ALB', 'ALDH1A1', 'ALK', 'ANGPT1', 'ANGPT2', 'ANGPT4', 'ANO1', 'ANXA2', 'ANXA5', 'AP2B1', 'APP', 'AREG', 'ARHGEF11', 'ARHGEF12', 'ARID1A', 'ARL6IP5', 'AR', 'ATM', 'ATP2B2', 'AURKB', 'AXIN1', 'BAG1', 'BARD1', 'BCAR1', 'BCAR3', 'BCAS1', 'BCL2L11', 'BCL2L1', 'BDNF', 'BECN1', 'BEST1', 'BIRC5', 'BLNK', 'BMI1', 'BMP2', 'BMP4', 'BRCA1', 'BRCA2', 'BSG', 'BTC', 'MIEN1', 'CA9', 'CALU', 'CARTPT', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CAV1', 'CBLB', 'CBLC', 'CBL', 'CCL27', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CD19', 'CD22', 'CD247', 'CD24', 'CD274', 'CD28', 'CD33', 'CD34', 'CD44', 'CD46', 'CD52', 'CD68', 'CD6', 'CD80', 'CD82', 'CDC37', 'CDC42', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDK4', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CDX2', 'CEACAM5', 'CEP70', 'CHEK2', 'CHGA', 'CHKA', 'CHKB', 'CISH', 'CLDN3', 'CLDN4', 'CLDN7', 'CLTC', 'CNN1', 'COPS5', 'CPNE3', 'CREB1', 'CRKL', 'CRK', 'YBX3', 'CSF1', 'CSF2', 'CSF3', 'CSK', 'CSPG4', 'CTAG1B', 'CTLA4', 'CTNNB1', 'CTNND1', 'CTSB', 'CTSD', 'CTTN', 'CUL5', 'CXCL12', 'CXCR1', 'CXCR4', 'CYCS', 'CYP19A1', 'CYTIP', 'DCN', 'DDX41', 'DDX53', 'DHH', 'DIAPH1', 'DICER1', 'DLG4', 'DMTF1', 'DNAJA3', 'DNM2', 'DNMT1', 'DOCK1', 'DOCK7', 'DUSP6', 'E2F1', 'E2F3', 'EEA1', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EFNB1', 'EGFR', 'EGF', 'EIF3A', 'EIF4EBP1', 'EIF4E', 'ELAVL1', 'ELF3', 'EML4', 'ENO2', 'EP300', 'EPCAM', 'EPGN', 'EPHA2', 'EPS15', 'EPX', 'ERAL1', 'ERBB2IP', 'ERBB3', 'ERBB4', 'ERCC1', 'EREG', 'ERRFI1', 'ESCO1', 'ESR1', 'ESR2', 'ESRRB', 'ETS1', 'ETS2', 'ETV4', 'ETV6', 'EZH2', 'EZR', 'FASLG', 'FASN', 'FBXW7', 'FCGR1A', 'FCGR1B', 'FCGRT', 'FGF10', 'FGF13', 'FGF16', 'FGF17', 'FGF18', 'FGF19', 'FGF1', 'FGF20', 'FGF21', 'FGF22', 'FGF23', 'FGF2', 'FGF3', 'FGF4', 'FGF5', 'FGF6', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FGFR4', 'FHIT', 'FIGF', 'FLT1', 'FLT3LG', 'FN1', 'FOLH1', 'FOLR1', 'FOS', 'FOXA1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXP3', 'FREM2', 'FSIP1', 'FYN', 'GAB1', 'GABPB1', 'GAPDH', 'GATA3', 'GATA4', 'GDF2', 'GLI1', 'GLI2', 'GLS', 'GNA11', 'GNAQ', 'GNAS', 'GNRH1', 'GPER1', 'GRAP2', 'GRB2', 'GRB7', 'GSTP1', 'GZMB', 'H2AFX', 'H2AFY', 'HBEGF', 'HDAC1', 'HDAC6', 'HEATR6', 'HGF', 'HIF1A', 'HK1', 'HMGA2', 'HNF4A', 'HOXB7', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSP90B1', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB3', 'HSPG2', 'ICAM1', 'ID1', 'IDH1', 'IDH2', 'IFNG', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IHH', 'IL10', 'IL2', 'IL4', 'IL6R', 'IL6ST', 'IL6', 'CXCL8', 'ILK', 'INPP4B', 'INS', 'IQGAP1', 'IQSEC1', 'IRS1', 'ITGA5', 'ITGA6', 'ITGAV', 'ITGB1', 'ITGB3', 'ITGB4', 'ITPKB', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JUN', 'JUP', 'KDR', 'KITLG', 'KLK3', 'KLRK1', 'KRAS', 'KRT14', 'KRT17', 'KRT18', 'KRT19', 'KRT20', 'KRT4', 'KRT5', 'KRT7', 'KRT8', 'L1CAM', 'LAMP1', 'LCN2', 'LDHA', 'LEP', 'LIN28A', 'LIN7A', 'LIN7B', 'LIN7C', 'LINGO1', 'LOX', 'LRIG1', 'LRPPRC', 'MAGEA1', 'MAGEA3', 'MAGED4B', 'MAGED4', 'MAP2K1', 'MAPK1', 'MAPK3', 'MAPK8', 'MATK', 'MCL1', 'MDK', 'MDM2', 'MEMO1', 'MET', 'MGMT', 'MKI67', 'MLANA', 'MLH1', 'KMT2C', 'MME', 'MMP11', 'MMP14', 'MMP16', 'MMP1', 'MMP2', 'MMP7', 'MMP9', 'MPP1', 'MRAP', 'MRAS', 'MSH2', 'MSH6', 'MSLN', 'MTA1', 'MTOR', 'MUC13', 'MUC16', 'MUC1', 'MUC4', 'MUC6', 'MUCL1', 'MYBL2', 'MYCN', 'MYC', 'NANOG', 'NCAM1', 'NCL', 'NCOA1', 'NCOA3', 'NCOR1', 'NDRG1', 'NF1', 'NF2', 'NFE2L2', 'NGF', 'NISCH', 'NME1', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTCH4', 'NPM1', 'NR1H4', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'NRP1', 'NTF3', 'NTF4', 'OPCML', 'OSMR', 'PA2G4', 'PADI2', 'PAK1', 'PALB2', 'PAQR3', 'PARP1', 'PAX2', 'PCSK9', 'PDCD1LG2', 'PDCD1', 'PDCD4', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PDGFRA', 'PDPN', 'PECAM1', 'PELP1', 'PEPD', 'PFKFB3', 'PGAP3', 'PGF', 'PGR', 'PI3', 'PIK3C2A', 'PIK3C2B', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3CG', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIN1', 'PIP', 'PLAUR', 'PLAU', 'PLCG1', 'PLCG2', 'PLEK', 'PLG', 'PLXNB1', 'POLI', 'POTEF', 'POU5F1', 'PPARG', 'PPP3CA', 'PRDM10', 'PRF1', 'PRKACA', 'PRL', 'PROM1', 'PSCA', 'PTCH1', 'PTEN', 'PTGS2', 'PTK2B', 'PTK2', 'PTK6', 'PTPN11', 'PTPN12', 'PTPN18', 'PTPN1', 'PTPRC', 'PTPRO', 'PTPRU', 'PTS', 'PXN', 'RAB25', 'RAD51', 'RAF1', 'RANBP2', 'RARA', 'RASA1', 'RASA2', 'RASSF1', 'RB1', 'RBPJ', 'RDX', 'RECK', 'REM1', 'REN', 'RET', 'RHEB', 'RHOA', 'RHOB', 'RHOC', 'RICTOR', 'RND1', 'RNF41', 'ROCK1', 'ROCK2', 'ROS1', 'RPS27A', 'RPS6', 'RPTOR', 'RRAS2', 'RRAS', 'S100A14', 'SCGB2A2', 'SCUBE2', 'SDC1', 'SDHC', 'SEMA3D', 'SEMA4D', 'SERPINB5', 'SERPINE1', 'SFRP1', 'PEAK1', 'SH3BGRL3', 'SH3BGRL', 'SH3TC2', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SHH', 'SIAH2', 'PMEL', 'SKP2', 'SLC25A16', 'SLC2A1', 'SLC4A7', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMO', 'SMUG1', 'SMYD3', 'SNAI1', 'SNAI2', 'SOCS1', 'SOS1', 'SOX10', 'SOX2', 'SOX9', 'SP3', 'SPP1', 'SPRY2', 'SRCIN1', 'SRC', 'STARD3', 'STAT1', 'STAT2', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'STOM', 'STUB1', 'SYP', 'TAGLN', 'TBX1', 'TERT', 'TFAP2A', 'TFAP2B', 'TFAP2C', 'TFF1', 'TFF2', 'TFF3', 'TFRC', 'TGFA', 'TGFB1', 'THBS1', 'THRA', 'TIMP1', 'TJP1', 'TMPRSS2', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF13C', 'TNFRSF4', 'TNFRSF8', 'TNFRSF9', 'TNFSF11', 'TNF', 'TNS1', 'TNS3', 'TNS4', 'TOB1', 'TOP1', 'TOP2A', 'TP53', 'TP63', 'TSC2', 'TWIST1', 'TYMS', 'TYR', 'UBA52', 'UBB', 'UBC', 'USP2', 'USP9X', 'VAV1', 'VAV2', 'VAV3', 'VCL', 'VEGFA', 'VEGFB', 'VEGFC', 'VIM', 'WASL', 'WDFY2', 'WDTC1', 'WNT10A', 'WNT1', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT7B', 'WNT9A', 'WNT9B', 'WT1', 'WWOX', 'XIAP', 'XPO1', 'YAP1', 'YBX1', 'YES1', 'YY1', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10787728881134795
		RMSE:  1.034673205097243
		NRMSE:  0.18568153277771168
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04400358650048397
		RMSE:  1.0802115255265201
		NRMSE:  0.18403181176661842
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  LinearRegression
		Pearson Correlation:  0.7731923163745658
		Spearman Correlation:  0.6873693637045336
		Coefficient of Determination:  0.5925025353492742
		RMSE:  0.627508810751368
		NRMSE:  0.11261217284628752
		MAPE:  393.0558220494797
		Pearson Correlation:  0.03911658635614802
		Spearman Correlation:  0.1794066881666103
		Coefficient of Determination:  -1.0598716045165819e+24
		RMSE:  1088389741973.2659
		NRMSE:  185425105537.46628
		MAPE:  63413561430179.58

	Predictor:  ElasticNet
		Pearson Correlation:  0.653433329668849
		Spearman Correlation:  0.567323381753711
		Coefficient of Determination:  0.4032592782971235
		RMSE:  0.7593643600683259
		NRMSE:  0.13627485240714352
		MAPE:  387.8711494203285
		Pearson Correlation:  0.41673569837453533
		Spearman Correlation:  0.37647546580821384
		Coefficient of Determination:  0.16511460715387083
		RMSE:  0.965986913187581
		NRMSE:  0.16457176911726001
		MAPE:  3041.2422327920685

	Predictor:  RandomForests
		Pearson Correlation:  0.6170409263297942
		Spearman Correlation:  0.5027290060680367
		Coefficient of Determination:  0.25471461405535123
		RMSE:  0.8486305759561094
		NRMSE:  0.15229448808501145
		MAPE:  360.0529307312247
		Pearson Correlation:  0.40846973082165244
		Spearman Correlation:  0.36745772963168893
		Coefficient of Determination:  0.12406275670180755
		RMSE:  0.9894510359286447
		NRMSE:  0.16856926860463817
		MAPE:  1644.0943949385821

Protein:  ERBB3
Protein Interaction Partners Count:  245
x_train_column_count:  247
x_train columns:  ['ADAM17', 'AGRN', 'AGTR2', 'AKT1', 'AKT2', 'AKT3', 'ALAS2', 'ALB', 'ANGPT1', 'ANGPT2', 'ANGPT4', 'APIP', 'AREG', 'AR', 'BAMBI', 'BDNF', 'BMP2', 'BMP4', 'BRCA1', 'BRCA2', 'BTC', 'CADM4', 'CASK', 'CASP3', 'CBLB', 'CBLC', 'CBL', 'CCND1', 'CCNE1', 'CD44', 'CD82', 'CDC42', 'CDH1', 'CDK4', 'CDK5', 'CDKN1B', 'CDKN2A', 'CLEC16A', 'COMMD5', 'COQ7', 'CRKL', 'CRK', 'CRYZL1', 'CSF1', 'CSK', 'CSPG5', 'CTNNB1', 'DCN', 'DHH', 'DOCK7', 'DUSP6', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EGFR', 'EGF', 'EGR1', 'EHF', 'EIF4EBP1', 'EIF4E', 'EML4', 'EPCAM', 'EPGN', 'EPN1', 'ERBB2IP', 'ERBB2', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'ESR2', 'FBXO9', 'FGF10', 'FGF16', 'FGF17', 'FGF18', 'FGF19', 'FGF1', 'FGF20', 'FGF21', 'FGF22', 'FGF23', 'FGF2', 'FGF3', 'FGF4', 'FGF5', 'FGF6', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FIGF', 'FKBP14', 'FLNA', 'FLT3LG', 'FN1', 'FOXA1', 'FOXO3', 'FREM2', 'FTSJ1', 'GAB1', 'GAPDH', 'GLE1', 'GRB2', 'GRB7', 'GRHL2', 'HBEGF', 'HGF', 'HGS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPG2', 'IGF1', 'IGF2', 'IL6ST', 'ILK', 'INS', 'IRS1', 'ITGA6', 'ITGB4', 'ITPKB', 'JAK1', 'JAK2', 'JUN', 'KDR', 'KITLG', 'KRAS', 'L1CAM', 'LAMA1', 'LAMB1', 'LAMC2', 'LIN7A', 'LIN7B', 'LIN7C', 'LRIG1', 'MAP2K1', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MARCH7', 'MDM2', 'MET', 'MITF', 'MMP9', 'MRPL49', 'MTOR', 'MUC1', 'MUC4', 'MYC', 'N4BP1', 'NDRG1', 'NEDD4L', 'NEDD4', 'NF1', 'NGF', 'NICN1', 'NOTCH1', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'NTF3', 'NTF4', 'OAT', 'PA2G4', 'PARK7', 'PCSK9', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PGF', 'PGR', 'PI3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIP5K1C', 'PLCG1', 'PLCG2', 'PPP1R9A', 'PRKACA', 'PTEN', 'PTK2B', 'PTK2', 'PTK6', 'PTPN11', 'PTPN22', 'PTPN2', 'RASA1', 'RASA2', 'REM1', 'RGS4', 'RHOA', 'RHOC', 'RNF41', 'ROR1', 'RRAS2', 'SH2B3', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SHH', 'SLC25A16', 'SMAD4', 'SNAI2', 'SOS1', 'SOX10', 'SOX2', 'SPARC', 'SPRY2', 'SRC', 'STAT3', 'STAT5A', 'STAT5B', 'SYN3', 'TCF7L2', 'TGFA', 'TMEFF2', 'TNFRSF13C', 'TNS1', 'TP53', 'USP8', 'VAV1', 'VAV2', 'VAV3', 'VEGFA', 'VEGFB', 'VEGFC', 'WNT1', 'WNT5A', 'ZEB1', 'ZNF217', 'KRBOX4', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.22544319167926496
		RMSE:  0.49276112816642853
		NRMSE:  0.13298208544838536
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.18202543932109472
		RMSE:  0.5629306521688778
		NRMSE:  0.2077549194412726
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  LinearRegression
		Pearson Correlation:  0.49827526712496417
		Spearman Correlation:  0.47063394751012966
		Coefficient of Determination:  0.21064601723475473
		RMSE:  0.395481116443641
		NRMSE:  0.10672900237854874
		MAPE:  188.52575491807758
		Pearson Correlation:  0.01778883700583857
		Spearman Correlation:  0.3032022586211218
		Coefficient of Determination:  -3.697041862118242e+24
		RMSE:  995562820593.8698
		NRMSE:  367421942284.209
		MAPE:  77663414494605.22

	Predictor:  ElasticNet
		Pearson Correlation:  0.3840208704646029
		Spearman Correlation:  0.3872041314727448
		Coefficient of Determination:  0.1330205472531153
		RMSE:  0.41447109804117355
		NRMSE:  0.11185385336844544
		MAPE:  204.99297619669798
		Pearson Correlation:  0.3544904018579029
		Spearman Correlation:  0.3251007830972089
		Coefficient of Determination:  0.11086131764987373
		RMSE:  0.4882319965999042
		NRMSE:  0.18018666905321623
		MAPE:  294.58262300679655

	Predictor:  RandomForests
		Pearson Correlation:  0.420413879357678
		Spearman Correlation:  0.3755351964448737
		Coefficient of Determination:  0.14151502816399308
		RMSE:  0.41243565006361727
		NRMSE:  0.11130454437996186
		MAPE:  212.4537755639188
		Pearson Correlation:  0.2946852275575814
		Spearman Correlation:  0.3010261256648336
		Coefficient of Determination:  0.07558318609661485
		RMSE:  0.4978235109957497
		NRMSE:  0.18372650880603697
		MAPE:  318.10354383085723


Fold:  3

Protein:  RB1
Protein Interaction Partners Count:  369
x_train_column_count:  366
x_train columns:  ['AATF', 'ABCC1', 'ABL1', 'ACTL6A', 'ACTL6B', 'AFAP1', 'AHR', 'AKT1', 'ANXA5', 'ARID1A', 'ARID1B', 'ARID4A', 'ARMCX1', 'ARMCX2', 'ARMCX3', 'ARNT', 'AR', 'ASF1A', 'ATF2', 'ATM', 'AURKB', 'BCR', 'BDP1', 'BGLAP', 'BRCA1', 'BRF1', 'FAM208A', 'C4BPA', 'CABIN1', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CBFB', 'CBX1', 'CBX4', 'CBX5', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCNC', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNT2', 'CDC25A', 'CDC27', 'CDC6', 'CDH1', 'CDK14', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK6', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CEBPA', 'CEBPB', 'CEBPD', 'CEBPE', 'CHEK1', 'CHEK2', 'CLNK', 'COL1A1', 'CREBBP', 'CTBP1', 'CTNNB1', 'CUX1', 'DCAF10', 'DGKZ', 'DNAJA3', 'DNMT1', 'DNMT3A', 'DUSP1', 'DUT', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EED', 'EGFR', 'EGF', 'EID1', 'EIF2AK1', 'EIF2AK4', 'AGO2', 'ELF1', 'ENC1', 'EP300', 'ERBB2', 'ESD', 'ESR1', 'ESR2', 'EZH2', 'FBXW7', 'FMO5', 'FOS', 'FOXM1', 'FRK', 'FZR1', 'G6PD', 'GAPDH', 'GATA1', 'GJA1', 'GNB2L1', 'GRB2', 'GSC', 'GTF2H1', 'H1F0', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HARS2', 'HARS', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC8', 'HDC', 'HES1', 'HIF1A', 'HIRA', 'HIST1H1A', 'HIST1H1B', 'HIST1H1C', 'HIST1H1D', 'HIST1H1E', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST1H4A', 'HIST2H2AC', 'HIST2H2BE', 'HIST3H3', 'HIST4H4', 'HMGA1', 'HMGA2', 'HRAS', 'HSP90AA1', 'HSPA1A', 'HSPA8', 'ID2', 'IFI16', 'INS', 'JUN', 'KAT2B', 'KAT5', 'KDM1A', 'KDM2A', 'KDM4A', 'KDM5A', 'KDM5B', 'PPP1R26', 'KIF11', 'KRAS', 'KRT10', 'KRT14', 'KRT5', 'L3MBTL2', 'L3MBTL1', 'LIMD1', 'LIN52', 'LIN54', 'LIN9', 'LMNA', 'LOR', 'LPAR6', 'MAF', 'MAP2K7', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MAPK9', 'MCM2', 'MCM3', 'MCM4', 'MCM5', 'MCM7', 'MDM2', 'MDM4', 'MEF2C', 'MORF4L1', 'MRFAP1', 'MRPL11', 'MRPS18B', 'MSH6', 'MTL5', 'MYBL2', 'MYC', 'MYOD1', 'NACC2', 'NCAPD3', 'NCAPG2', 'NCAPH2', 'NCR1', 'NDC80', 'NEO1', 'NFYA', 'NFYB', 'NFYC', 'NGF', 'NOTCH1', 'NPM1', 'NRAS', 'ORC1', 'PA2G4', 'PAX2', 'PAX3', 'PAX5', 'PAX6', 'PAX8', 'PCNA', 'PELP1', 'PGR', 'PHB', 'PHF21B', 'PIAS4', 'PIK3CA', 'PIK3R1', 'PIK3R3', 'PLK1', 'PML', 'POLA1', 'POLA2', 'PPARA', 'PPARG', 'PPIA', 'PPP1CA', 'PPP1CB', 'PPP1CC', 'PPP1R3A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R3B', 'PPRC1', 'PRB1', 'PRB3', 'PRB4', 'PRDM2', 'PRH1', 'PRH2', 'PRIM1', 'PRIM2', 'PRKCB', 'PRMT2', 'PSMA7', 'PSMC1', 'PSMD10', 'PTEN', 'PTGDR', 'RAF1', 'RB1CC1', 'RBAK', 'RBBP4', 'RBBP5', 'RBBP6', 'RBBP7', 'RBBP8', 'RBBP9', 'RBL1', 'RBL2', 'RBFOX2', 'RFC1', 'RPS6KB1', 'RUNX2', 'S100A6', 'SETD1B', 'SETD7', 'SIRT1', 'SKP2', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'SMARCC1', 'SMARCC2', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'SMARCE1', 'SMC1A', 'SMC2', 'SMC4', 'SMC5', 'SMYD2', 'SNW1', 'SP100', 'SP1', 'SP3', 'SPI1', 'STAM', 'STAT3', 'SUV39H1', 'SUV420H2', 'SUZ12', 'TAF1', 'TBP', 'TERT', 'TFAP2A', 'TFDP1', 'TFDP3', 'TGM2', 'THAP1', 'TMPO', 'TNS1', 'TOP2A', 'TP53BP1', 'TP53', 'TP73', 'TRDMT1', 'TRIM27', 'TTK', 'UBE2I', 'UBE3A', 'UBL4A', 'UBN1', 'UBR4', 'UBTF', 'UHRF1', 'USP4', 'USP7', 'VEGFA', 'VPS39', 'WDR59', 'WDR73', 'WEE1', 'WWTR1', 'YAP1', 'YY1', 'ZBTB16', 'ZBTB7A', 'ZNF521', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01272330861584492
		RMSE:  0.2421068018038906
		NRMSE:  0.08854110656959135
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028050639565306845
		RMSE:  0.22197574606877257
		NRMSE:  0.15575715092466183
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  LinearRegression
		Pearson Correlation:  0.22357609902868286
		Spearman Correlation:  0.24668332577483
		Coefficient of Determination:  -0.5889986087110237
		RMSE:  0.3032657369705298
		NRMSE:  0.11090759836546583
		MAPE:  1355.5328667096294
		Pearson Correlation:  0.022773506182813954
		Spearman Correlation:  0.11259038289061914
		Coefficient of Determination:  -1.2815547634775677
		RMSE:  0.33482101906236866
		NRMSE:  0.23493903691031665
		MAPE:  818.7939463300028

	Predictor:  ElasticNet
		Pearson Correlation:  0.20462587027769896
		Spearman Correlation:  0.22065663170601577
		Coefficient of Determination:  0.02444925971704981
		RMSE:  0.23762193020041372
		NRMSE:  0.08690093995041462
		MAPE:  225.37302103431975
		Pearson Correlation:  0.2488578583773893
		Spearman Correlation:  0.20887194567609033
		Coefficient of Determination:  0.004068498297904566
		RMSE:  0.2212136898685011
		NRMSE:  0.1552224271780324
		MAPE:  182.50798369423927

	Predictor:  RandomForests
		Pearson Correlation:  0.36538758638120844
		Spearman Correlation:  0.3234319009587391
		Coefficient of Determination:  0.06894657012710337
		RMSE:  0.23213941736056323
		NRMSE:  0.08489592501483442
		MAPE:  234.33179566606498
		Pearson Correlation:  0.10473781517604147
		Spearman Correlation:  0.15527893774116205
		Coefficient of Determination:  -0.015827537433055205
		RMSE:  0.22341239074128033
		NRMSE:  0.1567652235859497
		MAPE:  179.60033699464702

Protein:  CDH1
Protein Interaction Partners Count:  834
x_train_column_count:  823
x_train columns:  ['ABCB1', 'ABCG2', 'ACAN', 'ACTA1', 'ACTA2', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTN1', 'ACTR3', 'ACVR1B', 'ADAM10', 'ADAM15', 'ADAM17', 'ADAM9', 'AFP', 'AIMP1', 'AJAP1', 'AKAP9', 'AKT1', 'AKT2', 'AKTIP', 'ALB', 'ALCAM', 'ALDH1A1', 'ALDH3A1', 'ALK', 'AMOTL2', 'ANAPC4', 'ANAPC7', 'ANO1', 'ANXA2', 'ANXA5', 'AP1M1', 'AP1M2', 'APC2', 'APC', 'AQP1', 'AQP5', 'AREG', 'ARF6', 'ARHGAP31', 'ARID1A', 'ARL2BP', 'ARMC7', 'ARPC1A', 'ARPC2', 'ARRB2', 'ARVCF', 'AR', 'CLMP', 'ASF1A', 'ATF2', 'ATF3', 'ATM', 'ATXN1', 'AXIN1', 'AXIN2', 'AXL', 'BAG3', 'BANP', 'BCAR1', 'BCL2L11', 'BCL2L1', 'BCL6B', 'BCL9L', 'BCORL1', 'BMI1', 'BMP2', 'BMP4', 'BMP6', 'BMP7', 'BNIP3', 'BRCA1', 'BRCA2', 'BSG', 'BTBD7', 'BTC', 'BTF3', 'ANAPC15', 'CA2', 'CA9', 'CALCA', 'CALR', 'CAPN1', 'CAPNS1', 'CASP3', 'CASP8', 'CASP9', 'CASS4', 'CAV1', 'CBLL1', 'CBL', 'CBX7', 'CCL2', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCNE1', 'CCR7', 'CD1A', 'CD1B', 'CD1C', 'CD1E', 'CD207', 'CD24', 'CD274', 'CD276', 'CD2AP', 'CD34', 'CD44', 'CD46', 'CD68', 'CD82', 'CDC16', 'CDC23', 'CDC27', 'CDC42', 'CDC6', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH24', 'CDH2', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDK14', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CDKN3', 'CDX2', 'CEACAM5', 'CFL1', 'CGN', 'CHGA', 'CHL1', 'CLCA2', 'CLDN1', 'CLDN2', 'CLDN3', 'CLDN4', 'CLDN5', 'CLDN7', 'CNTN1', 'COL1A1', 'CORO1C', 'CRB3', 'CREB1', 'CREBBP', 'CRYAB', 'YBX3', 'CSDC2', 'CSE1L', 'CSF2', 'CSNK2A1', 'CSNK2A2', 'CST5', 'CTBP1', 'CTBP2', 'CTCF', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNB1', 'CTNND1', 'CTNND2', 'CTSL', 'CTTN', 'CXCL12', 'CXCL1', 'CXCR4', 'CYP1B1', 'DAAM1', 'DAB2IP', 'DACH1', 'DAPK1', 'DAP', 'DDR1', 'DDR2', 'DDX3X', 'DICER1', 'DKK1', 'DLC1', 'DLG1', 'DLG5', 'DNM2', 'DNMT1', 'DNMT3A', 'DNMT3B', 'DNTT', 'DOT1L', 'DPAGT1', 'DPEP1', 'DSP', 'DUOX1', 'DUSP4', 'DVL1', 'DVL2', 'E2F1', 'ECT2', 'EDN1', 'EFEMP1', 'EFNA1', 'EGFR', 'EGF', 'EGR1', 'EHD1', 'EHMT2', 'EIF2AK3', 'AGO1', 'AGO2', 'ELAVL1', 'ELF3', 'ENAH', 'ENG', 'EP300', 'EPB41L3', 'EPCAM', 'EPHA10', 'EPHA1', 'EPHA2', 'EPPK1', 'ERBB2IP', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ESRP1', 'ESRP2', 'ETS1', 'ETS2', 'EXOC3', 'EXOC4', 'EYA2', 'EZH2', 'EZR', 'F11R', 'F2RL2', 'SUPT20H', 'FBXL5', 'FER', 'FGF10', 'FGF13', 'FGF17', 'FGF19', 'FGF2', 'FGF4', 'FGF5', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FHIT', 'FHL2', 'FLG', 'FLOT1', 'FLOT2', 'FLT1', 'FMN1', 'FN1', 'FOSL1', 'FOS', 'FOXA1', 'FOXA2', 'FOXC1', 'FOXC2', 'FOXJ2', 'FOXK2', 'FOXL1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXQ1', 'FRMPD2', 'FSCN1', 'FUT4', 'FXYD5', 'FYN', 'FZD1', 'FZD4', 'FZD7', 'FZR1', 'G6PD', 'GAB2', 'GABPA', 'GADD45A', 'GAPDH', 'GAS6', 'GATA1', 'GATA3', 'GATA4', 'GATA6', 'GDNF', 'GFRA1', 'GGT1', 'GJA1', 'GJB1', 'GJB2', 'GKN2', 'GLI1', 'GLI2', 'GMNN', 'GNA12', 'GNA13', 'GNB2L1', 'GNL3', 'GPA33', 'GRB2', 'GRHL2', 'GRHL3', 'GSK3B', 'GSN', 'GSTP1', 'H2AFZ', 'HAVCR2', 'HBEGF', 'HDAC1', 'HDAC2', 'HEPACAM', 'HES1', 'HGF', 'HGS', 'HIF1A', 'HMGA2', 'HNF4A', 'HOXB4', 'HOXD10', 'HPGDS', 'HPGD', 'HRAS', 'HSP90AA1', 'HSPA5', 'ICAM1', 'ID1', 'ID2', 'IDO1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP3', 'IL10', 'IL15', 'IL17A', 'IL1B', 'IL24', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ILK', 'INADL', 'INS', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'IQSEC1', 'IRS1', 'IRS2', 'ITGA5', 'ITGA6', 'ITGAE', 'ITGAM', 'ITGB1', 'ITGB4', 'ITGB7', 'ITPKB', 'IVL', 'JAG1', 'JAK2', 'AJUBA', 'JUN', 'JUP', 'KDM1A', 'KDM6A', 'KDR', 'KEAP1', 'KIFC3', 'KIT', 'KLF4', 'KLF5', 'KLF8', 'KLK3', 'KLK7', 'KLRG1', 'KRAS', 'KRT10', 'KRT14', 'KRT17', 'KRT18', 'KRT19', 'KRT20', 'KRT4', 'KRT5', 'KRT7', 'KRT8', 'KRT9', 'LAMA1', 'LAMB1', 'LAMC2', 'LASP1', 'LATS1', 'LATS2', 'LCN2', 'LEF1', 'LEP', 'LGALS3', 'LGALS4', 'LGALS9', 'LGR5', 'LIF', 'LIMA1', 'LIN28A', 'LIPG', 'LLGL2', 'LMNA', 'LOR', 'LOXL2', 'LOXL3', 'LOX', 'LRP5', 'LRP6', 'LY6K', 'MACC1', 'MACROD1', 'MAD2L2', 'MAGI1', 'MAP2K1', 'MAP2K7', 'MAP4K5', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MARK2', 'MARVELD2', 'MCAM', 'MCL1', 'MDM2', 'MED1', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MGAT5', 'MGMT', 'MKI67', 'MLH1', 'MLLT4', 'MME', 'MMP11', 'MMP13', 'MMP14', 'MMP15', 'MMP17', 'MMP1', 'MMP25', 'MMP27', 'MMP2', 'MMP3', 'MMP7', 'MMP8', 'MMP9', 'MPP5', 'MRAP', 'MSH2', 'MSN', 'MT1G', 'MTA1', 'MTA3', 'MTBP', 'MTDH', 'MTOR', 'MUC1', 'MUC4', 'MYCN', 'MYC', 'MYH6', 'MYO6', 'MYO7A', 'NANOG', 'NCAM1', 'NCOA1', 'NCSTN', 'NDRG1', 'NDRG2', 'NEDD9', 'NEK2', 'NES', 'NEUROG3', 'NF2', 'NFE2L2', 'NFIC', 'NKD2', 'NME1', 'NOG', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NR2F1', 'NRP2', 'NUDT21', 'NUMBL', 'NUMB', 'NUP98', 'NUTF2', 'OTUB1', 'OVOL1', 'OVOL2', 'PARD3', 'PARD6A', 'PAX2', 'PAX5', 'PAX6', 'PAX8', 'PCSK9', 'PDCD4', 'PDGFRB', 'PDPN', 'PEBP1', 'PECAM1', 'PGR', 'PHLPP1', 'PI3', 'PIK3CA', 'PIK3R1', 'PIP5K1A', 'PIP5K1C', 'PIP', 'PIR', 'PITX1', 'PKD1', 'PKM', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PLAUR', 'PLAU', 'PLCD1', 'PLEKHA7', 'PLG', 'PODXL', 'POLR2C', 'POSTN', 'POTEF', 'POU5F1', 'PPARA', 'PPARGC1A', 'PPARG', 'PPL', 'PPP6C', 'PRAME', 'PRDM10', 'PRKAR1A', 'PRKCA', 'PRKCI', 'PRKCZ', 'PRKD1', 'PRKG1', 'PRMT5', 'PROC', 'PROM1', 'PRSS8', 'PSEN1', 'PTCH1', 'PTEN', 'PTF1A', 'PTGS2', 'PTK2', 'PTPN11', 'PTPN14', 'PTPRC', 'PTPRF', 'PTPRJ', 'PTPRM', 'PTPRS', 'PTPRT', 'PTPRU', 'PTRH2', 'PVRL1', 'PVRL2', 'PVR', 'PXN', 'RAB11A', 'RAB25', 'RAB5A', 'RAB7A', 'RAB8B', 'RAC1', 'RAC2', 'RACGAP1', 'RAF1', 'RALA', 'RALBP1', 'RALGDS', 'RAP1A', 'RAP1B', 'RAPGEF1', 'RARB', 'RASSF1', 'RB1', 'RBM4', 'RCOR1', 'RDX', 'REM1', 'RET', 'RHOA', 'RHOB', 'RHOC', 'RHOD', 'RICTOR', 'RND3', 'ROCK1', 'ROCK2', 'RPS6KB1', 'RPTOR', 'RRM2', 'RUNX2', 'RUNX3', 'S100A14', 'S100A4', 'S100A8', 'SATB1', 'SCRIB', 'SDC1', 'SDC4', 'SDHC', 'SELE', 'SELL', 'SELP', 'SEMA3C', 'SEMA3F', 'SENP1', 'SERPINB4', 'SERPINB5', 'SERPINE1', 'SFN', 'SFRP1', 'SFRP2', 'SFTPC', 'SHH', 'SIK1', 'SIN3A', 'SIRT1', 'SIRT2', 'SIRT4', 'SIRT7', 'SIX1', 'SIX2', 'SKIL', 'SKP2', 'SLC2A1', 'SLC39A6', 'SLC6A3', 'SLC9A3R1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMO', 'SNAI1', 'SNAI2', 'SNAI3', 'SNX16', 'SNX1', 'SOX10', 'SOX17', 'SOX2', 'SOX4', 'SOX9', 'SP1', 'SPARC', 'SPDEF', 'SPINT1', 'SPP1', 'SPRY1', 'SRCIN1', 'SRC', 'SRXN1', 'ST14', 'ST7L', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STX4', 'STYK1', 'SUCLG2', 'SUMO1', 'SUZ12', 'SYNJ2', 'SYP', 'TACC3', 'TACSTD2', 'TATDN1', 'TBX1', 'TBX3', 'TCF15', 'TCF4', 'TDGF1', 'TERT', 'TET2', 'TFF1', 'TFF3', 'TGFB1', 'TGFB2', 'TGFB3', 'TGFBI', 'TGFBR1', 'TGFBR2', 'THBS1', 'THEM4', 'THUMPD1', 'THY1', 'TIAM1', 'TIMP1', 'TIMP2', 'TIMP3', 'TJP1', 'TJP2', 'TJP3', 'TLE1', 'TLN1', 'TLR4', 'TMPRSS2', 'TMPRSS4', 'TNFRSF6B', 'TNF', 'TNK2', 'TNS1', 'TP53BP1', 'TP53BP2', 'TP53', 'TRIM21', 'TRIM29', 'TRIM44', 'TRIP10', 'TRPS1', 'TSPYL2', 'TWIST1', 'TWIST2', 'TYRP1', 'T', 'UBE2I', 'UBE2S', 'USP48', 'USP9X', 'VANGL1', 'VANGL2', 'VASP', 'VAV1', 'VCAM1', 'VCL', 'VDR', 'VEGFA', 'VEGFC', 'VEZT', 'VHL', 'VIM', 'VIPAS39', 'VPS33B', 'VTN', 'WASL', 'WDFY2', 'WDTC1', 'WIF1', 'WISP1', 'WISP3', 'WNT10A', 'WNT10B', 'WNT11', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8A', 'WNT9A', 'WNT9B', 'WT1', 'XIAP', 'YAP1', 'YBX1', 'YES1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'ZYX', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.13712289650471754
		RMSE:  1.2526616491661007
		NRMSE:  0.19946206317730336
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.061578293423971475
		RMSE:  0.970096042376724
		NRMSE:  0.19071600723011914
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1747084136438477
		NRMSE:  0.18704952288841878
		MAPE:  547.6986763085636
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.045733924340672916
		RMSE:  0.9628293412733254
		NRMSE:  0.18928741030812832
		MAPE:  293.35791980552335

	Predictor:  LinearRegression
		Pearson Correlation:  0.8295023929689933
		Spearman Correlation:  0.7789245668103527
		Coefficient of Determination:  0.6880733818127163
		RMSE:  0.6560792428682445
		NRMSE:  0.10446789001436967
		MAPE:  534.6248051056751
		Pearson Correlation:  0.02376343178292245
		Spearman Correlation:  0.259706480130675
		Coefficient of Determination:  -1.4227310212661975e+18
		RMSE:  1123052653.8675108
		NRMSE:  220786508.44719672
		MAPE:  22172812422.926514

	Predictor:  ElasticNet
		Pearson Correlation:  0.7005389516114232
		Spearman Correlation:  0.6571252409463749
		Coefficient of Determination:  0.458578873948549
		RMSE:  0.8643660054089287
		NRMSE:  0.1376335157174817
		MAPE:  498.93669036705336
		Pearson Correlation:  0.44387436936005004
		Spearman Correlation:  0.40272571977206706
		Coefficient of Determination:  0.111277524939701
		RMSE:  0.8876092093705089
		NRMSE:  0.1744995103547574
		MAPE:  280.70766598400263

	Predictor:  RandomForests
		Pearson Correlation:  0.6217523452895986
		Spearman Correlation:  0.5762204557504592
		Coefficient of Determination:  0.3839080774856036
		RMSE:  0.9220465278423516
		NRMSE:  0.1468180197831839
		MAPE:  386.84014841819123
		Pearson Correlation:  0.6050089009216816
		Spearman Correlation:  0.3545634639708373
		Coefficient of Determination:  0.34532018982518164
		RMSE:  0.761821441748586
		NRMSE:  0.14977026731973933
		MAPE:  191.27846359469623

Protein:  CDH2
Protein Interaction Partners Count:  472
x_train_column_count:  466
x_train columns:  ['ABCG2', 'ABL1', 'ACAN', 'ACTA1', 'ACTA2', 'ACTB', 'ACTR3', 'ADAM10', 'ADH1A', 'AFP', 'AHSG', 'AKT1', 'AKT3', 'ALB', 'ALCAM', 'ALDH1A1', 'AMBN', 'AMELX', 'AMOTL1', 'AMTN', 'ANGPT1', 'ANO8', 'ANXA5', 'APC2', 'APC', 'APLP2', 'APOA1', 'APOA2', 'APOA5', 'APOB', 'APOE', 'APOL1', 'APPL1', 'APP', 'ARHGAP32', 'ARMC7', 'ARPC5', 'ARVCF', 'AR', 'ATXN1', 'AXIN1', 'AXIN2', 'AXL', 'BCL2L1', 'BDNF', 'BMI1', 'BMP15', 'BMP2', 'BMP4', 'BMP7', 'BNIP2', 'BOC', 'BPIFB2', 'RGCC', 'GSKIP', 'C3', 'C4A', 'CABLES1', 'CADM1', 'CALU', 'CASP3', 'CAV1', 'CBLL1', 'CCNA2', 'CCNB1', 'CCND1', 'CD24', 'CD34', 'CD44', 'CD80', 'CDC42', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDK4', 'CDK5', 'CDK6', 'CDKN2A', 'CDON', 'CDX2', 'CEBPZ', 'CFL1', 'CHGB', 'CHL1', 'CHRDL1', 'CKAP4', 'CLDN11', 'CLDN3', 'CLDN4', 'CLDN7', 'CORT', 'CP', 'CREBBP', 'CRP', 'CSF1', 'CSK', 'CST3', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNB1', 'CTNND1', 'CTNND2', 'CTTN', 'CXCL12', 'CXCR4', 'CYLD', 'CYR61', 'DBN1', 'DDR1', 'DDR2', 'DKK1', 'DLG4', 'DLG5', 'DMP1', 'DNAJC3', 'DSP', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EFNB1', 'EFNB2', 'EFNB3', 'EGFR', 'EGF', 'EHMT2', 'EIF2AK3', 'ENAM', 'ENG', 'EPCAM', 'EPHA1', 'EPHA2', 'EPHA4', 'EPHB2', 'EPS8', 'ERBB2', 'ERBB4', 'ESR1', 'ESRP1', 'EXOC4', 'EZH2', 'EZR', 'F11R', 'F5', 'EVA1A', 'FAM20A', 'FAM20C', 'FBN1', 'FER', 'FGA', 'FGF13', 'FGF23', 'FGF2', 'FGFR1', 'FGFR4', 'FGG', 'FN1', 'FOXC2', 'FOXD3', 'FOXO1', 'FOXP4', 'FSTL1', 'FSTL3', 'FUCA2', 'GAA', 'GAPDH', 'GAS6', 'GATA4', 'GFAP', 'GJA10', 'GJA1', 'GJA3', 'GJB6', 'GJC1', 'GJC3', 'GJD3', 'GJD4', 'GLI1', 'GOLM1', 'GPC3', 'GRIA1', 'GRIA2', 'HGF', 'HMGA2', 'HNF4A', 'HRAS', 'HRC', 'HSP90B1', 'HSPA5', 'IARS2', 'IGF1R', 'IGF1', 'IGFBP1', 'IGFBP3', 'IGFBP4', 'IGFBP5', 'IGFBP7', 'IL1B', 'IL6', 'CXCL8', 'ILK', 'INADL', 'INS', 'INVS', 'IQGAP1', 'ISL1', 'ITGA6', 'ITGB1', 'ITIH2', 'ITPKB', 'JAG1', 'JAM3', 'JUN', 'JUP', 'KCNA5', 'KDR', 'KIAA2022', 'KIF5B', 'KIT', 'KLF4', 'KNG1', 'KRAS', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT8', 'KTN1', 'L1CAM', 'LAMB1', 'LAMB2', 'LAMC1', 'LEF1', 'LGALS1', 'LRP5', 'LRP6', 'LRRC7', 'LTBP1', 'LTBP3', 'MAP1B', 'MAP2K6', 'MAP2K7', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MATN3', 'MBTPS1', 'MCAM', 'MEF2A', 'MEF2C', 'MEF2D', 'MEN1', 'MEPE', 'MET', 'MFGE8', 'MFI2', 'MGAT4A', 'MIA3', 'MKI67', 'MLLT4', 'MMP14', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MPDZ', 'MPP5', 'MRAP', 'MRPL49', 'MSLN', 'MSN', 'MTHFD1', 'MUC1', 'MUC4', 'MXRA8', 'MYC', 'MYO10', 'MZF1', 'NANOG', 'NCAM1', 'NCSTN', 'NDRG1', 'NENF', 'NES', 'NFASC', 'NGF', 'NLGN1', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTUM', 'NRCAM', 'NT5C', 'NT5E', 'NTRK2', 'NUCB1', 'NUMBL', 'NUMB', 'OLFM3', 'P4HB', 'PARD3', 'PAX6', 'PCSK9', 'PC', 'PDGFRB', 'PDIA4', 'PDIA6', 'PECAM1', 'PENK', 'PIK3CA', 'PIK3R1', 'PIP5K1C', 'PITX2', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PNPLA2', 'POU5F1', 'PPT2', 'PRKCDBP', 'PRKCSH', 'PROC', 'PROM1', 'PRPH', 'PRSS23', 'PSEN1', 'PTEN', 'PTK2', 'PTPN11', 'PTPN1', 'PTPN2', 'PTPRC', 'PTPRS', 'PVRL1', 'PVRL2', 'PVRL3', 'PXN', 'QSOX1', 'RAB11FIP1', 'RAB3D', 'RAB5A', 'RAC1', 'RCN1', 'RELN', 'REM1', 'RHOA', 'RHOB', 'RHOC', 'ROBO1', 'PTBP3', 'RPS6KB1', 'RUNX2', 'S100A14', 'S100A4', 'SARS2', 'SCARB2', 'SCG2', 'SCG3', 'SDC2', 'SEMA3A', 'SENP3', 'SERPINA10', 'SERPINA1', 'SERPINC1', 'SERPIND1', 'SERPINE1', 'SHH', 'SHISA5', 'SIRT7', 'SKP1', 'SLC2A1', 'SLC9A3R1', 'SLIT1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SNAI1', 'SNAI2', 'SNAI3', 'SOX10', 'SOX18', 'SOX1', 'SOX2', 'SOX4', 'SOX9', 'SP7', 'SPAG9', 'SPARCL1', 'SPARC', 'SPP1', 'SPP2', 'SRC', 'ST6GALNAC5', 'STAT3', 'STC2', 'SYP', 'TBX1', 'TCF3', 'TEK', 'TF', 'TGFB1', 'TGFBR1', 'TGM2', 'TGOLN2', 'THY1', 'TIMP1', 'TJP1', 'TJP3', 'TMEM132A', 'TNC', 'TNF', 'TNNT1', 'TP53', 'TRPS1', 'TSC2', 'TWIST1', 'TWIST2', 'USP9X', 'VANGL2', 'VCAM1', 'VCAN', 'VCL', 'VEGFA', 'VGF', 'VIM', 'VTN', 'VWA1', 'WFS1', 'WNT11', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT7A', 'XIRP1', 'ZBTB16', 'ZEB1', 'ZEB2', 'ZSCAN1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032532184952558385
		RMSE:  0.38185758840977485
		NRMSE:  0.13836422509231644
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01322006783790175
		RMSE:  0.3341656221976159
		NRMSE:  0.1760731037776972
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  LinearRegression
		Pearson Correlation:  0.6344246550544949
		Spearman Correlation:  0.5945007775571826
		Coefficient of Determination:  0.4024629496226506
		RMSE:  0.2946989334766728
		NRMSE:  0.10678271377515502
		MAPE:  360.1865664133143
		Pearson Correlation:  -0.008023011842983405
		Spearman Correlation:  0.059908121606407586
		Coefficient of Determination:  -3.4635192947455086e+20
		RMSE:  6178295602.326054
		NRMSE:  3255366831.58369
		MAPE:  774781097637.2103

	Predictor:  ElasticNet
		Pearson Correlation:  0.40862780600881726
		Spearman Correlation:  0.4269177489519714
		Coefficient of Determination:  0.14404902392691066
		RMSE:  0.3527122882183905
		NRMSE:  0.12780356845365262
		MAPE:  1448.2039344608584
		Pearson Correlation:  0.0783303346088169
		Spearman Correlation:  0.09231298683654957
		Coefficient of Determination:  -0.0432667807783822
		RMSE:  0.33908421046117176
		NRMSE:  0.17866472614768678
		MAPE:  1882.07298994059

	Predictor:  RandomForests
		Pearson Correlation:  0.3967615486319079
		Spearman Correlation:  0.41543740973213583
		Coefficient of Determination:  0.14204585967450223
		RMSE:  0.35312476964214695
		NRMSE:  0.12795302907534856
		MAPE:  870.7836319509568
		Pearson Correlation:  0.08263629540679271
		Spearman Correlation:  0.1030456061778174
		Coefficient of Determination:  -0.02959641639755861
		RMSE:  0.33685530313688006
		NRMSE:  0.1774903066246971
		MAPE:  1810.0241556609592

Protein:  CDH3
Protein Interaction Partners Count:  73
x_train_column_count:  74
x_train columns:  ['AIMP1', 'CLMP', 'BRCA1', 'CCND1', 'CD24', 'CD2AP', 'CD44', 'CDCP1', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH2', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CLDN1', 'CLDN7', 'CTNNA1', 'CTNNA3', 'CTNNB1', 'CTNND1', 'DPYD', 'DSP', 'ECM1', 'EGFR', 'EPCAM', 'ERBB2', 'ESR1', 'ESRP1', 'F11R', 'FN1', 'GALNT6', 'GATA3', 'HOXA9', 'IGF1R', 'ITGA9', 'JUP', 'KIRREL', 'KRT14', 'KRT15', 'KRT17', 'KRT4', 'KRT5', 'KRT8', 'LEF1', 'MKI67', 'NPHS1', 'NPHS2', 'PGR', 'PKP1', 'PKP2', 'PKP3', 'POU5F1', 'S100A4', 'SNAI1', 'SNAI2', 'SYNPO', 'TECR', 'TJP1', 'TP53', 'UMPS', 'VCL', 'ZEB1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.2263418226753373e-05
		RMSE:  0.21251306884336046
		NRMSE:  0.14909431220418734
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004123239054339534
		RMSE:  0.18871613277479948
		NRMSE:  0.16414808838605816
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  LinearRegression
		Pearson Correlation:  0.3925836158430096
		Spearman Correlation:  0.38189784455617487
		Coefficient of Determination:  0.15409219008905617
		RMSE:  0.19545299325434787
		NRMSE:  0.1371253530717488
		MAPE:  476.6654588626865
		Pearson Correlation:  0.26640368218459504
		Spearman Correlation:  0.31514108017453535
		Coefficient of Determination:  0.0523664189197427
		RMSE:  0.18333092946744273
		NRMSE:  0.1594639587598552
		MAPE:  147.86419027878517

	Predictor:  ElasticNet
		Pearson Correlation:  0.29283839991444177
		Spearman Correlation:  0.303397902104558
		Coefficient of Determination:  0.05681688913605831
		RMSE:  0.20638532623625663
		NRMSE:  0.1447952280380091
		MAPE:  193.0711576645526
		Pearson Correlation:  0.2790227734000401
		Spearman Correlation:  0.3222321853148386
		Coefficient of Determination:  0.04974725586683204
		RMSE:  0.18358410869011216
		NRMSE:  0.1596841777989442
		MAPE:  106.09793057357864

	Predictor:  RandomForests
		Pearson Correlation:  0.322824037581475
		Spearman Correlation:  0.32256981954304026
		Coefficient of Determination:  0.09960215539600381
		RMSE:  0.20164990968535823
		NRMSE:  0.1414729680118414
		MAPE:  307.7470613347643
		Pearson Correlation:  0.25833465266500605
		Spearman Correlation:  0.3005132266174528
		Coefficient of Determination:  0.058860643862032824
		RMSE:  0.18270165716779274
		NRMSE:  0.15891660839005345
		MAPE:  122.19313182390943

Protein:  PTEN
Protein Interaction Partners Count:  884
x_train_column_count:  875
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ABTB1', 'ACTB', 'ACTG1', 'ADM', 'AEBP1', 'AFP', 'AKT1S1', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDH1A1', 'ALK', 'AMHR2', 'ANXA2', 'ANXA5', 'APAF1', 'APC', 'ARAF', 'AREG', 'ARHGAP21', 'ARID1A', 'ARID2', 'ARL2BP', 'AR', 'ATF3', 'ATG12', 'ATG5', 'ATG7', 'ATM', 'ATRX', 'AURKA', 'AURKB', 'AXIN1', 'AXIN2', 'AXL', 'BAD', 'BAG5', 'BARD1', 'BAX', 'BBC3', 'BCAR1', 'BCL2L11', 'BCL2L1', 'BCL2L2', 'BCL6', 'BCR', 'BDNF', 'BECN1', 'BIRC3', 'BIRC5', 'BMI1', 'BMP2', 'BMP4', 'BMP7', 'BMPR1A', 'BNIP3', 'BRAF', 'BRCA1', 'BRCA2', 'BRD4', 'BTG2', 'BTK', 'SPRTN', 'CLHC1', 'CA9', 'CASP3', 'CASP6', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBL', 'CBX7', 'CCL2', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CD24', 'CD274', 'CD34', 'CD44', 'CD79A', 'CD79B', 'CDC14A', 'CDC20', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC27', 'CDC42', 'CDC7', 'CDH17', 'CDH1', 'CDH2', 'CDIPT', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CDX2', 'CENPC', 'CFL1', 'CFLAR', 'CFTR', 'CHD1', 'CHD8', 'CHEK1', 'CHEK2', 'CHKA', 'CHORDC1', 'CHUK', 'CLTCL1', 'CLTC', 'CNOT6L', 'CREB1', 'CREBBP', 'CRP', 'CSF1R', 'CSF1', 'CSK', 'CSN2', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTGF', 'CTLA4', 'CTNNB1', 'CUL1', 'CUL3', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP19A1', 'DAPK1', 'DAXX', 'DBN1', 'DCAF13', 'DDIT4', 'DDR2', 'DECR1', 'DEPTOR', 'DGCR8', 'DICER1', 'DLC1', 'DLG1', 'DLG4', 'DNM1L', 'DNMT1', 'DNMT3A', 'DNMT3B', 'DNTT', 'DOLPP1', 'DUSP1', 'DUSP6', 'DUT', 'DVL1', 'DYRK1A', 'E2F1', 'E2F2', 'E2F3', 'ECSCR', 'EGFR', 'EGF', 'EGR1', 'EIF2AK2', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF4A1', 'EIF4A2', 'EIF4EBP1', 'EIF4EBP2', 'EIF4E', 'EIF4G1', 'EML4', 'ENDOG', 'EP300', 'EPCAM', 'EPHA1', 'EPHA2', 'EPHA3', 'EPHA4', 'EPHA5', 'EPHA7', 'EPHB1', 'EPHB2', 'EPHB3', 'EPHB4', 'ERBB2', 'ERBB3', 'ERBB4', 'ERCC1', 'EREG', 'ESR1', 'ETS1', 'ETS2', 'ETV1', 'ETV6', 'EYA2', 'EZH2', 'EZR', 'FABP4', 'FASLG', 'FASN', 'FBXW7', 'FCGR1B', 'FGF2', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FIG4', 'FKBP1A', 'FLCN', 'FLT1', 'FLT3', 'FLT4', 'FMR1', 'FN1', 'FOS', 'FOXA1', 'FOXG1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FOXP1', 'FOXP3', 'FRK', 'FYN', 'FZR1', 'GADD45A', 'GAPDH', 'GATA3', 'GCK', 'GDF10', 'GDF2', 'GFAP', 'GJA1', 'GLI1', 'GNA11', 'GNAQ', 'GNAS', 'GNRHR', 'GRASP', 'GRB2', 'GRPR', 'GSK3A', 'GSK3B', 'GSTP1', 'H1F0', 'H2AFX', 'HAVCR2', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HES1', 'HGF', 'HIF1A', 'HIST1H2BA', 'HK1', 'HK2', 'HMGA2', 'HNF4A', 'HOXA9', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPA1A', 'HSPA1B', 'HSPA2', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPA9', 'ID1', 'ID4', 'IDH1', 'IDH2', 'IDO1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IKBKB', 'IKZF1', 'IL10', 'IL17A', 'IL21', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ILK', 'INPP4A', 'INPP4B', 'INPP5A', 'INPP5B', 'INPP5D', 'INPP5E', 'INPP5F', 'INPP5J', 'INPP5K', 'INPPL1', 'INSRR', 'INSR', 'INS', 'IPMK', 'IPO11', 'IQGAP1', 'IRAK1', 'IRS1', 'IRS2', 'ITGB1', 'ITPKA', 'ITPKB', 'ITPKC', 'ITPR3', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JARID2', 'JUN', 'KAT2B', 'KDM5B', 'KDM5C', 'KDM6A', 'KDR', 'KEAP1', 'ATG13', 'KIF11', 'KLLN', 'KITLG', 'KIT', 'KLF17', 'KLF2', 'KLF4', 'KLK3', 'KPNA1', 'KPNA2', 'KPNA5', 'KPNA6', 'KPNA7', 'KRAS', 'KRT14', 'KRT5', 'KRT8', 'LASP1', 'LATS1', 'LATS2', 'LCK', 'LDHA', 'LEF1', 'LEP', 'LGALS3', 'LIG4', 'LOX', 'LRIG1', 'LRP1B', 'LRRK2', 'LYN', 'LYPD1', 'MAGI1', 'MAGI2', 'MAGI3', 'MAN2C1', 'MAP1LC3B', 'MAP2K1', 'MAP2K2', 'MAP2K3', 'MAP2K4', 'MAP2K7', 'MAP3K1', 'MAP3K5', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK4', 'MAPK6', 'MAPK7', 'MAPK8', 'MAPK9', 'MAPKAP1', 'MAPT', 'MARCH2', 'MARCH3', 'MAST1', 'MAST2', 'MAST3', 'MAST4', 'MATK', 'MCL1', 'MCM2', 'MCM7', 'MCRS1', 'MDK', 'MDM2', 'MDM4', 'MECOM', 'MECP2', 'MED12', 'MEN1', 'MET', 'MGMT', 'MINPP1', 'MITF', 'MKI67', 'MKRN1', 'MLH1', 'MLH3', 'KMT2D', 'KMT2C', 'KMT2B', 'MLLT1', 'MLST8', 'MME', 'MMP2', 'MMP9', 'MOV10', 'MRAP', 'MRE11A', 'MSH2', 'MSH6', 'MTDH', 'MTMR2', 'MTOR', 'MTSS1', 'MUTYH', 'MVP', 'MYCN', 'MYC', 'MYLK', 'MYOCD', 'NANOG', 'NCKAP1', 'NCOA3', 'NCOR2', 'NDFIP1', 'NDFIP2', 'NDRG1', 'NDRG2', 'NEDD4L', 'NEDD4', 'NES', 'NF1', 'NF2', 'NFATC1', 'NFATC4', 'NFE2L2', 'NFKBIA', 'NGFR', 'NLGN3', 'NLGN4X', 'NOS3', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NPM1', 'NR1H4', 'NR3C2', 'NRAS', 'NRP2', 'NTRK1', 'NTRK2', 'NUMB', 'OCRL', 'OLIG2', 'OTUD3', 'PALB2', 'PARD3', 'PARD6A', 'PARD6B', 'PARD6G', 'PARK2', 'PARK7', 'PARP1', 'PAX8', 'PBK', 'PBRM1', 'PCGF2', 'PCSK9', 'PDCD1', 'PDCD4', 'PDGFB', 'PDGFRA', 'PDGFRB', 'PDK1', 'PDK2', 'PDPK1', 'PDZK1', 'PECAM1', 'PGM3', 'PGR', 'PHF6', 'PHLPP1', 'PHLPP2', 'PI3', 'PI4K2A', 'PI4K2B', 'PI4KA', 'PI4KB', 'PIK3C2A', 'PIK3C2B', 'PIK3C2G', 'PIK3C3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3CG', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIK3R5', 'PIKFYVE', 'PINK1', 'PIP4K2A', 'PIP4K2B', 'PIP4K2C', 'PIP5K1A', 'PIP5K1B', 'PIP5K1C', 'PIP5KL1', 'PKM', 'PLCB1', 'PLCB2', 'PLCB3', 'PLCB4', 'PLCD1', 'PLCD3', 'PLCD4', 'PLCE1', 'PLCG1', 'PLCG2', 'PLCH1', 'PLCH2', 'PLCZ1', 'PLEKHA1', 'PLEK', 'PLK1', 'PLK2', 'PLK3', 'BPIFA1', 'PMAIP1', 'PML', 'PMPCA', 'PMS1', 'PMS2', 'POLE', 'POLI', 'POTEF', 'POU5F1', 'PPARG', 'PPM1D', 'PPP2R1A', 'PPP2R4', 'PPP2R5A', 'PPP2R5E', 'PPP3CA', 'PPP6C', 'PRDX1', 'PREX2', 'PRKAA1', 'PRKAA2', 'PRKCI', 'PRKCZ', 'PRKDC', 'PRMT5', 'PROM1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTER', 'PTGS2', 'PTK2B', 'PTK2', 'PTK6', 'PTPMT1', 'PTPN11', 'PTPN12', 'PTPN13', 'PTPN1', 'PTPRC', 'PTPRD', 'PTS', 'PXN', 'RAB7A', 'RAC1', 'RAC2', 'RAD51C', 'RAD51D', 'RAD51', 'RAD52', 'RAF1', 'RASA1', 'RASSF1', 'RB1CC1', 'RB1', 'RBL1', 'RBL2', 'RBM38', 'RBFOX2', 'RCN1', 'RECK', 'RELA', 'REL', 'REM1', 'RETN', 'RET', 'RHEB', 'RHOA', 'RHOB', 'RHOC', 'RICTOR', 'DROSHA', 'RNF146', 'ROCK1', 'ROCK2', 'ROS1', 'RPS27A', 'RPS6KA1', 'RPS6KA2', 'RPS6KA3', 'RPS6KB1', 'RPS6KB2', 'RPS6', 'RPTOR', 'RRAS2', 'RRAS', 'RRM1', 'RSL1D1', 'RUNX3', 'RWDD3', 'SACM1L', 'SALL4', 'SCAI', 'SCGB1D4', 'SCRIB', 'SDHB', 'SDHC', 'SERPINA1', 'SERPINA4', 'SERPINB5', 'SESN1', 'SESN2', 'SETD2', 'SGK1', 'SGK2', 'SGK3', 'SHANK2', 'SHARPIN', 'SHC1', 'SHFM1', 'SHH', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT5', 'SIRT6', 'SIRT7', 'SKP2', 'SLC25A16', 'SLC2A1', 'SLC2A4', 'SLC34A2', 'SLC9A3R1', 'SLC9A3R2', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMUG1', 'SMYD2', 'SNAI1', 'SNAI2', 'SNCA', 'SNX27', 'SOCS1', 'SOCS3', 'SOD2', 'SOS1', 'SOX2', 'SOX4', 'SOX9', 'SP1', 'SPOP', 'SPRY1', 'SPRY2', 'SRBD1', 'SRC', 'SREBF1', 'SRF', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STMN1', 'STUB1', 'STX16', 'SUCLG2', 'SUMO1', 'SYK', 'SYNJ1', 'SYNJ2', 'TACSTD2', 'TBX1', 'TBX2', 'TBX3', 'TCF7L2', 'TCHP', 'TEP1', 'TERT', 'TET1', 'TGFB1', 'TGFBR1', 'TGFBR2', 'TGM2', 'THBS1', 'TIMP1', 'TIMP3', 'TJP1', 'TLR4', 'TMEM55A', 'TMEM55B', 'TMPRSS2', 'TNFRSF10B', 'TNFSF10', 'TNF', 'TNKS2', 'TNKS', 'TNPO2', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TOP1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TPM1', 'TRAF6', 'TRIM27', 'TRIM29', 'TSC1', 'TSC2', 'TTN', 'TUT1', 'TWIST1', 'TWSG1', 'TXN', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2E1', 'UBE2I', 'UBE2L3', 'UBE3A', 'ULK1', 'ULK2', 'USP10', 'USP13', 'USP18', 'USP28', 'USP7', 'USP8', 'UTF1', 'UVRAG', 'VCL', 'VDR', 'VEGFA', 'VHL', 'WDR18', 'WDTC1', 'WEE1', 'WIPI1', 'WIPI2', 'WNT1', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT9A', 'WNT9B', 'WT1', 'WWP1', 'WWP2', 'XIAP', 'XPO1', 'XPO5', 'YAP1', 'YES1', 'YWHAB', 'YWHAZ', 'YY1', 'ZEB1', 'ZEB2', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023393971457565055
		RMSE:  0.6366126117528933
		NRMSE:  0.09954071014821253
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20813248536085016
		RMSE:  0.517654316968625
		NRMSE:  0.12376376344107133
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6292943186382643
		NRMSE:  0.09839642227163854
		MAPE:  299.798968451812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06342466003107061
		RMSE:  0.4856640113421529
		NRMSE:  0.11611533767086332
		MAPE:  95.15154235140719

	Predictor:  LinearRegression
		Pearson Correlation:  0.7113364274317967
		Spearman Correlation:  0.6483417199412224
		Coefficient of Determination:  0.5058788159402041
		RMSE:  0.4423545997954792
		NRMSE:  0.06916653894073632
		MAPE:  539.0306865715952
		Pearson Correlation:  -0.08396109798877952
		Spearman Correlation:  0.06738745793276717
		Coefficient of Determination:  -5.858771798924808e+19
		RMSE:  3604838811.790353
		NRMSE:  861865541.0008973
		MAPE:  129965823317.51917

	Predictor:  ElasticNet
		Pearson Correlation:  0.4995116530062116
		Spearman Correlation:  0.47088143286412415
		Coefficient of Determination:  0.20682640020053245
		RMSE:  0.5604513713866209
		NRMSE:  0.08763214312979765
		MAPE:  413.00027492447146
		Pearson Correlation:  0.1632229747077417
		Spearman Correlation:  0.20668836269778929
		Coefficient of Determination:  -0.04614922627864626
		RMSE:  0.48170303004395076
		NRMSE:  0.11516832354132615
		MAPE:  117.8087021549799

	Predictor:  RandomForests
		Pearson Correlation:  0.5125111971552319
		Spearman Correlation:  0.47461489068240337
		Coefficient of Determination:  0.15009907769068032
		RMSE:  0.5801468802474421
		NRMSE:  0.09071173172503198
		MAPE:  328.216844770382
		Pearson Correlation:  0.10373210073099749
		Spearman Correlation:  0.19340245531334002
		Coefficient of Determination:  -0.044185092676858995
		RMSE:  0.48125062154059284
		NRMSE:  0.11506015912126258
		MAPE:  106.7700309505359

Protein:  BRCA2
Protein Interaction Partners Count:  361
x_train_column_count:  351
x_train columns:  ['ABL1', 'ACHE', 'ADRB1', 'ADRB2', 'AKT1', 'ALK', 'APEX1', 'ARID1A', 'ARPC1A', 'AR', 'ATAD5', 'ATM', 'ATRIP', 'ATRX', 'ATR', 'AURKA', 'AURKB', 'B3GALTL', 'BACH1', 'BARD1', 'BCCIP', 'BCHE', 'BDNF', 'BECN1', 'BIRC5', 'BLM', 'BMI1', 'BRCA1', 'BRCC3', 'BRE', 'BRIP1', 'SLX4', 'BUB1B', 'BUB1', 'BUB3', 'SFR1', 'RHNO1', 'RMI2', 'BABAM1', 'MMS22L', 'CASC1', 'CASC5', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCNE1', 'CDC25A', 'CDC25C', 'CDC45', 'CDC6', 'CDH1', 'CDK12', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CENPE', 'CENPF', 'CEP55', 'CHEK1', 'CHEK2', 'CHRNA1', 'CLSPN', 'CNTROB', 'CREM', 'CSMD3', 'CTNNB1', 'CYP19A1', 'DMC1', 'DNA2', 'DSN1', 'DYNC1LI2', 'EGFR', 'EGF', 'ELAC2', 'EME1', 'EME2', 'ENAM', 'EPCAM', 'ERBB2', 'ERBB3', 'ERCC1', 'ERCC2', 'ERCC4', 'ERCC5', 'ERCC6', 'ERCC8', 'ESPL1', 'ESR1', 'EXO1', 'EZH2', 'FAM175A', 'FANCA', 'FANCB', 'FANCC', 'FANCD2', 'FANCE', 'FANCF', 'FANCG', 'FANCI', 'FANCL', 'FANCM', 'FBN1', 'FBXO18', 'FBXW7', 'FEN1', 'FGFR2', 'FHIT', 'FLNA', 'FOXM1', 'GAPDH', 'GEN1', 'SLX1B', 'H2AFX', 'HELQ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2BE', 'HIST3H3', 'HMG20A', 'HMG20B', 'HMMR', 'HNRNPC', 'HOXB13', 'HRAS', 'HUS1', 'ITPKB', 'KAT2B', 'KAT5', 'KEAP1', 'SPIDR', 'KIF23', 'KIF4A', 'KIT', 'KLK3', 'KRAS', 'KRT5', 'LIG1', 'LIG3', 'LIG4', 'LIMD1', 'LSP1', 'MAD2L2', 'MAGED1', 'MAMSTR', 'MAP2K2', 'MAP3K1', 'MCM10', 'MCPH1', 'MDC1', 'MDM2', 'MDM4', 'MEN1', 'MGMT', 'MKI67', 'MLH1', 'MLH3', 'KMT2C', 'MND1', 'MORF4L1', 'MRE11A', 'MRPL36', 'MSH2', 'MSH3', 'MSH4', 'MSH5', 'MSH6', 'MTA2', 'FAN1', 'MUC1', 'MUS81', 'MUTYH', 'MYC', 'NBN', 'NCAPG', 'NEDD4', 'NF1', 'NHEJ1', 'NNT', 'NOTCH1', 'NSL1', 'NSMCE4A', 'OBFC1', 'OGG1', 'PALB2', 'PARG', 'PARP1', 'PARP2', 'PARP3', 'PAXIP1', 'PCNA', 'PDLIM7', 'PDS5A', 'PDS5B', 'PGR', 'PIK3CA', 'PLCB4', 'PLEC', 'PLEKHH1', 'PLK1', 'PMS1', 'PMS2', 'PNOC', 'POLD1', 'POLD2', 'POLD3', 'POLD4', 'POLE2', 'POLE3', 'POLE4', 'POLE', 'POLH', 'POLK', 'POLN', 'POLQ', 'PRDM9', 'PRKDC', 'PRSS1', 'PSMC3IP', 'PSMD3', 'PSMD6', 'PTEN', 'RAD17', 'RAD18', 'RAD1', 'RAD21', 'RAD23B', 'RAD50', 'RAD51AP1', 'RAD51C', 'RAD51B', 'RAD51D', 'RAD51', 'RAD52', 'RAD54B', 'RAD54L', 'RAD9A', 'RAD9B', 'RAG2', 'RASSF1', 'RBBP8', 'RBMX', 'RECQL4', 'RECQL5', 'RECQL', 'RET', 'REV1', 'REV3L', 'RFC1', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RMI1', 'RNF168', 'RNF8', 'RPA1', 'RPA2', 'RPA3', 'RPS27A', 'RTEL1', 'SHFM1', 'SKP2', 'SMAD2', 'SMAD3', 'SMAD4', 'SMARCA4', 'SMARCAL1', 'SMARCB1', 'SMC1A', 'SMC2', 'SMC3', 'SMC4', 'SMC5', 'SMC6', 'SMUG1', 'SNAI2', 'SP1', 'SPO11', 'STAT5A', 'STK11', 'STRA13', 'SUV39H1', 'SYCP3', 'TBCE', 'TDP1', 'TERT', 'TEX15', 'TMPRSS2', 'TNS1', 'TOP1', 'TOP2A', 'TOP3A', 'TOP3B', 'TOPBP1', 'TOX3', 'TP53BP1', 'TP53', 'TPX2', 'TRIP12', 'PRSS58', 'TTK', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2D1', 'UBE2E2', 'UBE2E3', 'UBE2N', 'UBE2T', 'UIMC1', 'USF1', 'USP11', 'USP15', 'USP1', 'USP21', 'USP4', 'UVRAG', 'VEGFA', 'VWF', 'WDR48', 'WDTC1', 'WEE1', 'WRN', 'WT1', 'WTIP', 'XPA', 'XPO1', 'XRCC1', 'XRCC2', 'XRCC3', 'XRCC4', 'XRCC5', 'XRCC6', 'ZFYVE26', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00289910117318648
		RMSE:  0.19032543678137456
		NRMSE:  0.12827584502559417
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001649424828515933
		RMSE:  0.21414907824527551
		NRMSE:  0.14729386559180924
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  LinearRegression
		Pearson Correlation:  0.24050065921503944
		Spearman Correlation:  0.22612564022581563
		Coefficient of Determination:  -0.6005831827150703
		RMSE:  0.24044034299195852
		NRMSE:  0.16205237038791587
		MAPE:  537.47302103637
		Pearson Correlation:  0.0658720925150896
		Spearman Correlation:  0.03214822346782949
		Coefficient of Determination:  -0.5129231726965511
		RMSE:  0.26338366279244224
		NRMSE:  0.1811579024495954
		MAPE:  509.16258597915515

	Predictor:  ElasticNet
		Pearson Correlation:  0.24102446323727933
		Spearman Correlation:  0.22215520746198697
		Coefficient of Determination:  0.03507714293894104
		RMSE:  0.1866871867089938
		NRMSE:  0.12582373137047004
		MAPE:  140.99168833314792
		Pearson Correlation:  0.24967389169589002
		Spearman Correlation:  0.19882697470510724
		Coefficient of Determination:  0.028958667670824112
		RMSE:  0.2110081615263528
		NRMSE:  0.1451335118381396
		MAPE:  136.11612061563568

	Predictor:  RandomForests
		Pearson Correlation:  0.33335584688415576
		Spearman Correlation:  0.3110626053117607
		Coefficient of Determination:  0.08320817424854865
		RMSE:  0.18197158601795835
		NRMSE:  0.12264550320677645
		MAPE:  143.40265037487393
		Pearson Correlation:  0.2678778281189573
		Spearman Correlation:  0.24640171712942768
		Coefficient of Determination:  0.048467421991942095
		RMSE:  0.20887777206564415
		NRMSE:  0.14366820878171263
		MAPE:  136.70855170868003

Protein:  CDKN2A
Protein Interaction Partners Count:  612
x_train_column_count:  604
x_train columns:  ['ABCC1', 'ABL1', 'ACAP1', 'ACAP2', 'ACP5', 'ACTA1', 'ACTB', 'ACTG1', 'ADAMTS9', 'ADAP1', 'AFP', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALK', 'ANKRD12', 'ANXA5', 'AP3D1', 'AP3S1', 'AP3S2', 'APAF1', 'APBA1', 'APBA2', 'ARAP1', 'ARAP2', 'ARF1', 'ARF3', 'ARF4', 'ARF5', 'ARF6', 'ARFGAP1', 'ARFGAP3', 'ARFIP2', 'ARFRP1', 'ARID1A', 'ARID2', 'ARID5B', 'ARL10', 'ARL1', 'ARL2', 'ARL3', 'ARL4A', 'ARL5A', 'AR', 'ASAP1', 'ATM', 'ATRX', 'ATR', 'AURKA', 'AURKB', 'AXIN1', 'BAP1', 'BCL2L11', 'BCL2L1', 'BCL6', 'BECN1', 'BIRC5', 'BMI1', 'BRAF', 'BRCA1', 'BRCA2', 'BUB1B', 'RGCC', 'C1QBP', 'RABL6', 'CACNA1G', 'CADM1', 'CAMK1D', 'CASP3', 'CASP8', 'CASP9', 'CAV1', 'CBX7', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNL1', 'CD274', 'CD34', 'CD44', 'CDC123', 'CDC20', 'CDC25A', 'CDC25C', 'CDC42', 'CDC45', 'CDC5L', 'CDC6', 'CDC7', 'CDH13', 'CDH17', 'CDH1', 'CDH2', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK5RAP3', 'CDK6', 'CDK7', 'CDKAL1', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2AIP', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDX2', 'CEACAM5', 'CEBPB', 'CEBPE', 'CHEK1', 'CHEK2', 'CHFR', 'CHKA', 'COMMD1', 'CRABP1', 'CREBBP', 'CSF1R', 'CSF1', 'CSF2', 'CTBP1', 'CTBP2', 'CTCF', 'CTLA4', 'CTNNB1', 'CTSK', 'CUL1', 'CUL3', 'CXCR4', 'CYCS', 'CYLD', 'CYTH1', 'CYTH2', 'CYTH3', 'DAB2IP', 'DAP', 'DAXX', 'DICER1', 'DIRAS3', 'DLEC1', 'DMTF1', 'DNAH3', 'DNMT1', 'DNMT3A', 'DNMT3B', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EBF1', 'EGFR', 'EGF', 'EGR1', 'EHF', 'EHMT2', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EP300', 'EPCAM', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ETS1', 'ETV6', 'EWSR1', 'EZH1', 'EZH2', 'FAT1', 'FBXW7', 'FGF2', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FKBP2', 'FLT3', 'FMN2', 'FN1', 'FOS', 'FOXA1', 'FOXM1', 'FOXN2', 'FOXO1', 'FOXO3', 'FTO', 'FZR1', 'GADD45A', 'GAPDH', 'GATA3', 'GATA4', 'GATA5', 'GBF1', 'GDF15', 'GGA1', 'GGA2', 'GGA3', 'GIT1', 'GIT2', 'GLI1', 'GLTSCR2', 'GMNN', 'GNA11', 'GNAQ', 'GNAS', 'GNL3', 'GOLPH3', 'GP5', 'GSPT1', 'GSTP1', 'H2AFX', 'H2AFZ', 'H3F3A', 'H3F3B', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HDAC9', 'HELLS', 'HGF', 'HHEX', 'HIC1', 'HIF1A', 'HIST1H2BA', 'HIST1H4A', 'HIST1H4B', 'HIST1H4C', 'HIST1H4D', 'HIST1H4E', 'HIST1H4F', 'HIST1H4H', 'HIST1H4I', 'HIST1H4J', 'HIST1H4K', 'HIST1H4L', 'HIST2H2AA3', 'HIST2H2AC', 'HIST2H4A', 'HIST4H4', 'HLTF', 'HMGA2', 'HNF4A', 'HNRNPD', 'HOPX', 'HOXA9', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPA4', 'HSPA9', 'HUWE1', 'ID1', 'IDH1', 'IDH2', 'IGF1R', 'IGF1', 'IGF2BP2', 'IGF2R', 'IGF2', 'IGFBP3', 'IKBKB', 'IKZF1', 'IL10', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ING1', 'ING4', 'INS', 'IQSEC1', 'IRS1', 'ISOC2', 'ITGAM', 'JAK1', 'JAK2', 'JAK3', 'JAZF1', 'JUNB', 'JUN', 'KAT2B', 'KAT5', 'KCNJ11', 'KCNQ1', 'KDM1A', 'KDM2B', 'KDM6A', 'KDM6B', 'KDR', 'KEAP1', 'KIAA1549', 'KIT', 'KLF4', 'KRAS', 'KRT19', 'KRT20', 'KRT5', 'KRT7', 'LATS2', 'LOX', 'LRRK2', 'MACROD2', 'MAF', 'MAP2K1', 'MAP2K4', 'MAP2K6', 'MAP2K7', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MAPK9', 'MAX', 'MC1R', 'MCL1', 'MCM10', 'MCM2', 'MCM5', 'MCM7', 'MDM2', 'MDM4', 'MEN1', 'MEOX1', 'MEOX2', 'MET', 'MGMT', 'MITF', 'MKRN1', 'MLANA', 'MLH1', 'KMT2D', 'KMT2C', 'KMT2B', 'MLLT3', 'MME', 'MMP2', 'MMP7', 'MMP9', 'MOV10', 'MRAS', 'MSH2', 'MSH6', 'MTA1', 'MTAP', 'MTHFR', 'MTNR1B', 'MTOR', 'MUC1', 'MYBL2', 'MYCL', 'MYCN', 'MYC', 'MYOD1', 'KAT6A', 'NANOG', 'NCAM1', 'NCL', 'NCOR1', 'NES', 'NEUROG1', 'NF1', 'NF2', 'NFATC1', 'NFE2L2', 'NME1', 'NOTCH1', 'NOTCH2', 'NPM1', 'NRAS', 'NSUN2', 'ORC4', 'ORC5', 'OSBP2', 'P2RY8', 'PA2G4', 'PALB2', 'PARP1', 'PAX3', 'PAX5', 'PAX8', 'PBRM1', 'PCGF2', 'PDGFB', 'PDGFRA', 'PDGFRB', 'PEX19', 'PGR', 'PHLDB1', 'PI3', 'PIAS2', 'PIGF', 'PIK3CA', 'PIK3R1', 'PIP4K2A', 'PLEKHA3', 'PLEKHA8', 'PLEK', 'PLK1', 'PMAIP1', 'PML', 'PMS2', 'POTEF', 'POU5F1', 'PPARA', 'PPARG', 'PPM1D', 'PPP1R9B', 'PPP3CA', 'PRDM2', 'PRMT6', 'PROM1', 'PRSS1', 'PSMC3', 'PSMD10', 'PSME3', 'PTCH1', 'PTEN', 'PTER', 'PTF1A', 'PTGS2', 'PTPN11', 'PTPRC', 'PTPRD', 'PXN', 'RAB11A', 'RAB5A', 'RABEP1', 'RABGEF1', 'RAC2', 'RAD51', 'RAF1', 'RAP2B', 'RARB', 'RASSF1', 'RASSF2', 'RB1', 'RBL1', 'RBL2', 'RCC1', 'RELA', 'RELB', 'REL', 'RET', 'RHOA', 'DROSHA', 'RNF2', 'RNF43', 'ROS1', 'RPL11', 'RPRM', 'RPS27A', 'RPS6KB1', 'RRAS2', 'RRAS', 'RTEL1', 'RUNX2', 'RUNX3', 'SDHC', 'SENP1', 'SENP3', 'SERPINE1', 'SERTAD1', 'SETD2', 'SFN', 'SFRP1', 'SFRP2', 'SHH', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT4', 'SIRT5', 'SIRT6', 'SIRT7', 'SIVA1', 'SIX2', 'SKP2', 'SLC30A8', 'SMAD2', 'SMAD3', 'SMAD4', 'SMARCA4', 'SMARCB1', 'SMUG1', 'SNAI1', 'SNAI2', 'SNCA', 'SOCS1', 'SOX2', 'SP1', 'SPEN', 'SRC', 'STAT1', 'STAT3', 'STK11', 'STK25', 'STK33', 'STMN1', 'SUB1', 'SUMO1', 'SUMO2', 'SUMO3', 'SUV39H1', 'SUZ12', 'SYNE1', 'SYP', 'TBL1XR1', 'TBRG1', 'TBX2', 'TBX3', 'TCF7L2', 'TCHP', 'TERT', 'TET2', 'TFDP1', 'TFPI2', 'TGFBR2', 'THADA', 'THBS1', 'TIMP3', 'TMCO1', 'TMEM115', 'TNFRSF10B', 'TNFSF11', 'TNF', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOP1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TP73', 'TRADD', 'TRIM28', 'TRIP12', 'PRSS58', 'TSC2', 'TSPAN8', 'TTF1', 'TWIST1', 'TWSG1', 'TYR', 'UBA52', 'UBB', 'UBC', 'UBE2A', 'UBE2I', 'UBE3A', 'UCHL1', 'USP7', 'UTF1', 'VEGFA', 'VHL', 'WDTC1', 'WEE1', 'WFS1', 'WHSC1', 'WIF1', 'WRN', 'WT1', 'WWOX', 'XRCC1', 'YY1', 'ZBTB17', 'ZBTB7A', 'ZEB1', 'ZFP91', 'ZNF148', 'ZNF217', 'ZNF227', 'ZNF410', 'ZNF420', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07669790023289091
		RMSE:  0.6927164423772558
		NRMSE:  0.16172871740223568
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04462654135164201
		RMSE:  0.6710309035955896
		NRMSE:  0.2071658496482324
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6675880639420501
		NRMSE:  0.15586198728568595
		MAPE:  307.97311558867955
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004949645588538276
		RMSE:  0.658164031136248
		NRMSE:  0.20319348928290204
		MAPE:  176.07940307985857

	Predictor:  LinearRegression
		Pearson Correlation:  0.5748848928289685
		Spearman Correlation:  0.5470996116685573
		Coefficient of Determination:  -1.805272481445034
		RMSE:  1.1181397549917593
		NRMSE:  0.26105242692187136
		MAPE:  1212.5247540205728
		Pearson Correlation:  -0.06990351396262899
		Spearman Correlation:  0.16817964186311984
		Coefficient of Determination:  -4.641990021772984e+22
		RMSE:  141453629359.93967
		NRMSE:  43670658318.65014
		MAPE:  6154402672427.349

	Predictor:  ElasticNet
		Pearson Correlation:  0.5351811944437903
		Spearman Correlation:  0.44943607267313096
		Coefficient of Determination:  0.2654828786065182
		RMSE:  0.5721495028722683
		NRMSE:  0.13357991755516163
		MAPE:  219.22710783472508
		Pearson Correlation:  0.2959817225920685
		Spearman Correlation:  0.2135213656030624
		Coefficient of Determination:  0.07854115344984425
		RMSE:  0.6302312959804787
		NRMSE:  0.1945698792814296
		MAPE:  154.3309770671137

	Predictor:  RandomForests
		Pearson Correlation:  0.5057985952868698
		Spearman Correlation:  0.37927473170424425
		Coefficient of Determination:  0.21686894407075175
		RMSE:  0.5907800027915145
		NRMSE:  0.13792958600847838
		MAPE:  237.21655221795368
		Pearson Correlation:  0.2976444488823217
		Spearman Correlation:  0.19802412569497607
		Coefficient of Determination:  0.08239092227987854
		RMSE:  0.6289133943337597
		NRMSE:  0.19416300649370494
		MAPE:  131.28501742472568

Protein:  TP53
Protein Interaction Partners Count:  1000
x_train_column_count:  990
x_train columns:  ['ABCB1', 'ABCC1', 'ABL1', 'ACTB', 'ACTL6A', 'ADAM17', 'AFP', 'AGT', 'AICDA', 'AIFM2', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALK', 'ANKRD2', 'ANXA1', 'ANXA2', 'ANXA5', 'APAF1', 'APBB1', 'APC', 'APEX1', 'APOBEC3B', 'APP', 'ARID1A', 'ARID3A', 'AR', 'ASF1A', 'ASXL1', 'ATF2', 'ATF3', 'ATG7', 'ATM', 'ATN1', 'ATRIP', 'ATRX', 'ATR', 'ATXN3', 'AURKA', 'AURKB', 'AXIN1', 'AXL', 'BACE1', 'BAG1', 'BAG2', 'BAIAP2L1', 'BAK1', 'BANP', 'BARD1', 'BAX', 'BBC3', 'BCL2A1', 'BCL2L11', 'BCL2L12', 'BCL2L14', 'BCL2L1', 'BCL2L2', 'BCL2', 'BCL6', 'BCR', 'BDNF', 'BECN1', 'BID', 'BIRC3', 'BIRC5', 'BIRC6', 'BLM', 'BMF', 'BMI1', 'BMX', 'BNIP3L', 'BNIP3', 'BRCA1', 'BRCA2', 'BRCC3', 'BRD1', 'BRD4', 'BRD7', 'BRE', 'BRIP1', 'BRPF1', 'BRPF3', 'BTG2', 'BTK', 'BUB1B', 'BUB1', 'RHNO1', 'RGCC', 'RMI2', 'CNOT11', 'SETD9', 'CA9', 'CABIN1', 'CABLES1', 'CAPN1', 'CARM1', 'CASP10', 'CASP1', 'CASP2', 'CASP3', 'CASP6', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBX2', 'CBX4', 'CBX6', 'CBX8', 'CCDC106', 'CCL2', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNG2', 'CCNH', 'CCNK', 'CCT2', 'CCT3', 'CCT4', 'CCT5', 'CCT6A', 'CCT6B', 'CCT7', 'CCT8', 'CD24', 'CD274', 'CD34', 'CD40LG', 'CD40', 'CD44', 'CD82', 'CDC20', 'CDC25A', 'CDC25C', 'CDH17', 'CDH1', 'CDK12', 'CDK13', 'CDK1', 'CDK2', 'CDK4', 'CDK5R1', 'CDK5', 'CDK6', 'CDK7', 'CDK8', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CEACAM5', 'CEBPB', 'CENPJ', 'CFL1', 'CFLAR', 'CHD3', 'CHD4', 'CHD8', 'CHEK1', 'CHEK2', 'CHUK', 'CISH', 'CITED2', 'CLSPN', 'CLU', 'CNOT10', 'CNOT1', 'CNOT2', 'CNOT3', 'CNOT4', 'CNOT6L', 'CNOT6', 'CNOT7', 'CNOT8', 'COPS5', 'CREB1', 'CREBBP', 'CRYAB', 'CSNK1A1', 'CSNK1D', 'CSNK1E', 'CSNK1G1', 'CSNK1G2', 'CSNK1G3', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTBP1', 'CTCF', 'CTGF', 'CTNNB1', 'CUL4A', 'CUL7', 'CUL9', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP1A1', 'DACH1', 'DAPK1', 'DAP', 'DAXX', 'DDB1', 'DDB2', 'DDIT4', 'DDX17', 'DDX3X', 'DDX5', 'DECR1', 'DGCR8', 'DHCR24', 'DHFR', 'DIABLO', 'DICER1', 'DKK1', 'DMTF1', 'DNA2', 'DNAJA3', 'DNAJB1', 'DNMT1', 'DNMT3A', 'DNTT', 'DPYD', 'DRAM1', 'DTL', 'DUSP1', 'DUSP2', 'DYRK1A', 'DYRK2', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F7', 'E2F8', 'E4F1', 'EED', 'EEF1A1', 'EEF1A2', 'EGFR', 'EGF', 'EGR1', 'EHMT1', 'EHMT2', 'EI24', 'EIF2AK2', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF4EBP1', 'ELANE', 'ELAVL1', 'ELL3', 'ELL', 'EP300', 'EP400', 'EPCAM', 'EPHA2', 'EPHA3', 'EPHB2', 'ERBB2', 'ERBB4', 'ERCC1', 'ERCC2', 'ERCC3', 'ERCC6', 'ESR1', 'ETS1', 'ETS2', 'EWSR1', 'EXO1', 'EZH2', 'F2', 'FADD', 'AMER1', 'FAM175B', 'FANCC', 'FANCD2', 'FASLG', 'FAS', 'FBL', 'FBXO11', 'FBXO4', 'FBXW7', 'FGF1', 'FGF2', 'FGFR3', 'FHIT', 'FHL2', 'FLT3', 'FN1', 'FOSL1', 'FOS', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FSCN1', 'FUT4', 'FZR1', 'G3BP1', 'G6PD', 'GADD45A', 'GADD45B', 'GADD45G', 'GAPDH', 'GATAD2A', 'GATAD2B', 'GDF15', 'GFI1', 'GLS2', 'GLTSCR2', 'GNL3', 'GRAMD4', 'GRB10', 'GRB14', 'GSK3B', 'GSTP1', 'GTF2H1', 'GTSE1', 'H1F0', 'H2AFX', 'HAMP', 'HCK', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC5', 'HDAC7', 'HDAC8', 'HDAC9', 'HERC5', 'HIC1', 'HIF1A', 'HIPK1', 'HIPK2', 'HIPK3', 'HIPK4', 'HIRA', 'HIST1H1A', 'HIST1H1B', 'HIST1H1C', 'HIST1H1D', 'HIST1H1E', 'HK2', 'HMGA1', 'HMGA2', 'HMGB1', 'HMGB2', 'HMMR', 'HMOX1', 'HNF4A', 'HNRNPK', 'HNRNPL', 'HOXA5', 'HPGDS', 'HRAS', 'HSF1', 'HSP90AA1', 'HSP90AB1', 'HSP90B1', 'HSPA1A', 'HSPA1B', 'HSPA1L', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPA9', 'HSPB1', 'HSPB2', 'HTT', 'HUS1', 'HUWE1', 'ICAM1', 'ID2', 'ID4', 'IDH1', 'IDH2', 'IFI16', 'IFNAR1', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IGFBP7', 'IKBKB', 'IL17A', 'IL4', 'IL6', 'CXCL8', 'ING1', 'ING2', 'ING3', 'ING4', 'ING5', 'INSIG1', 'INS', 'IRF1', 'ISG15', 'ITPKB', 'JAG1', 'JAK2', 'JMY', 'JUN', 'KAT2A', 'KAT2B', 'KAT5', 'KDM1A', 'KDM6A', 'KDM6B', 'KDR', 'KHDRBS1', 'CCAR2', 'KIT', 'KLF2', 'KLF4', 'KLF5', 'KLF6', 'KLK3', 'KPNA2', 'KRAS', 'KRT14', 'KRT17', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'L3MBTL1', 'LAMA4', 'LEP', 'LGALS7B', 'LGALS7', 'LIF', 'LIG4', 'LIN28A', 'PIDD1', 'LRRK2', 'LYN', 'MAF1', 'MAF', 'MAGEA2', 'MAP1LC3B', 'MAP2K1', 'MAP2K3', 'MAP2K7', 'MAP3K1', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MAPK9', 'MAPKAPK5', 'MBD3', 'MCL1', 'MCM7', 'MDC1', 'MDH1', 'MDM2', 'MDM4', 'MEAF6', 'MECOM', 'MELK', 'MET', 'MGMT', 'MIF', 'MKI67', 'MKRN1', 'MLH1', 'KMT2D', 'KMT2C', 'MMP13', 'MMP1', 'MMP2', 'MMP9', 'MOV10', 'MRE11A', 'MSH2', 'MSH6', 'MSX1', 'MT1A', 'MT2A', 'MTA1', 'MTA2', 'MTA3', 'MTOR', 'MUC1', 'MUTYH', 'MYBBP1A', 'MYB', 'MYCN', 'MYC', 'MYOCD', 'KAT8', 'KAT6A', 'NANOG', 'NBN', 'NCL', 'NCOA3', 'NCOR1', 'NCOR2', 'NDN', 'NDRG1', 'NEDD8', 'NES', 'NEUROD1', 'NF1', 'NF2', 'NFE2L2', 'NFKB1', 'NFKB2', 'NFKBIA', 'NFKBIB', 'NFYA', 'NFYB', 'NFYC', 'NGFR', 'NLK', 'NLRC4', 'NME1', 'NOC2L', 'NOS3', 'NOTCH1', 'NOTCH3', 'NOTCH4', 'NOX4', 'NPM1', 'NQO1', 'NR1I2', 'NR2E1', 'NR3C1', 'NR4A1', 'NR4A2', 'NRAS', 'NUAK1', 'NUMB', 'NUPR1', 'OGG1', 'OLIG2', 'OPN1SW', 'OSGIN1', 'OTUB1', 'OTUB2', 'OTUD5', 'PADI4', 'PALB2', 'PARK2', 'PARK7', 'PARP1', 'PATZ1', 'PAX2', 'PAX3', 'PAX8', 'PBK', 'PBRM1', 'PCBP4', 'PCNA', 'PDCD4', 'PDCD5', 'PDGFRA', 'PDGFRB', 'PDLIM7', 'PER2', 'PERP', 'PGR', 'PHB', 'PHC1', 'PHC2', 'PHC3', 'PHF20', 'PHGDH', 'PI3', 'PIAS1', 'PIAS2', 'PIAS4', 'PIK3CA', 'PIN1', 'PKM', 'PLAGL1', 'PLAU', 'PLK1', 'PLK2', 'PLK3', 'PLK4', 'PMAIP1', 'PML', 'PMS2', 'POLI', 'POLK', 'POU4F1', 'POU4F2', 'POU5F1', 'PPARGC1A', 'PPARG', 'PPIF', 'PPM1D', 'PPP1R13B', 'PPP1R13L', 'PPP1R15A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R4', 'PPP2R5C', 'PRDM1', 'PRDM2', 'PRDX1', 'PRELID1', 'PRIMA1', 'PRKAA1', 'PRKAA2', 'PRKAB1', 'PRKAB2', 'PRKAG1', 'PRKAG2', 'PRKAG3', 'PRKCA', 'PRKCD', 'PRKCZ', 'PRKD1', 'PRKDC', 'PRKG1', 'PRMT1', 'PRMT5', 'PROM1', 'PSEN1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTBP1', 'PTCH1', 'PTEN', 'PTGS2', 'PTK2', 'PTTG1', 'RABGGTA', 'RABGGTB', 'RAD17', 'RAD1', 'RAD50', 'RAD51', 'RAD9A', 'RAD9B', 'RASSF1', 'RB1CC1', 'RB1', 'RBBP4', 'RBBP6', 'RBBP7', 'RBBP8', 'RBL1', 'RBL2', 'RBM38', 'RBPJ', 'RCHY1', 'RCOR1', 'RECQL4', 'RELA', 'REM1', 'REST', 'RET', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RFFL', 'RFWD2', 'RING1', 'RMI1', 'DROSHA', 'RNF20', 'RNF2', 'RNF34', 'RNF43', 'ROCK1', 'RPA1', 'RPA2', 'RPA3', 'RPL11', 'RPL22', 'RPL26', 'RPL5', 'RPRM', 'RPS14', 'RPS19', 'RPS27A', 'RPS27L', 'RPS3', 'RPS6KB1', 'RQCD1', 'RRAD', 'RRM2B', 'RRM2', 'RUNX2', 'RUNX3', 'S100A2', 'S100A4', 'S100A6', 'S100B', 'SALL4', 'SCO2', 'SDHC', 'SENP1', 'SENP3', 'SERPINB5', 'SERPINE1', 'SESN1', 'SESN2', 'SESN3', 'SETD2', 'SETD7', 'SETD8', 'SETDB1', 'SFN', 'SRSF1', 'SGK1', 'SHFM1', 'SHH', 'SHISA5', 'SIK1', 'SIN3A', 'SIN3B', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT4', 'SIRT5', 'SIRT6', 'SIRT7', 'SIVA1', 'SKP2', 'SLC2A14', 'SLC2A1', 'SLC2A2', 'SLC2A3', 'SLC6A6', 'SLMO1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMARCD1', 'SMG1', 'SMG7', 'SMYD2', 'SNAI1', 'SNAI2', 'SOCS1', 'SOCS3', 'SOD2', 'SORT1', 'SOX2', 'SOX4', 'SP100', 'SP1', 'SP3', 'SP7', 'SPATA18', 'SPP1', 'SQSTM1', 'SRC', 'SREBF1', 'SREBF2', 'SSRP1', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'STEAP3', 'STK11', 'STMN1', 'STUB1', 'SUB1', 'SUMO1', 'SUMO2', 'SUMO3', 'SUMO4', 'SUPT16H', 'SUV39H1', 'SUZ12', 'SYK', 'SYP', 'TADA3', 'TAF10', 'TAF11', 'TAF12', 'TAF13', 'TAF15', 'TAF1L', 'TAF1', 'TAF2', 'TAF3', 'TAF4B', 'TAF4', 'TAF5', 'TAF6', 'TAF7L', 'TAF7', 'TAF9B', 'TBPL1', 'TBPL2', 'TBP', 'TCHP', 'TCP1', 'TDG', 'TERT', 'TET2', 'TFAM', 'TFAP2A', 'TFAP2C', 'TFDP1', 'TFF1', 'TGFB1', 'TGM2', 'THBS1', 'TIMP3', 'TLR3', 'TLR9', 'TMEM219', 'TNFAIP3', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF10C', 'TNFRSF10D', 'TNF', 'TNK2', 'TNKS1BP1', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOE1', 'TOP1', 'TOP2A', 'TOP3A', 'TOPBP1', 'TOPORS', 'TP53AIP1', 'TP53BP1', 'TP53BP2', 'TP53I3', 'TP53INP1', 'TP53RK', 'TP63', 'TP73', 'TPT1', 'TPX2', 'TRAF6', 'TRIAP1', 'TRIM24', 'TRIM28', 'TRIM29', 'TRIM32', 'TRIM59', 'TRIM8', 'TRRAP', 'TSC2', 'TTC5', 'TTK', 'TWIST1', 'TWIST2', 'TXN', 'TYMS', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2A', 'UBE2D1', 'UBE2E1', 'UBE2I', 'UBE2K', 'UBE2N', 'UBE2Q1', 'UBE2S', 'UBE3A', 'UBN1', 'UCHL1', 'UHRF1', 'USF1', 'USP10', 'USP15', 'USP24', 'USP3', 'USP42', 'USP7', 'UTP14A', 'VEGFA', 'VHL', 'VPRBP', 'VRK1', 'WDTC1', 'WEE1', 'WRN', 'WT1', 'WWOX', 'XAF1', 'XIAP', 'XPA', 'XPO1', 'XRCC1', 'XRCC5', 'XRCC6', 'YBX1', 'YWHAB', 'YWHAE', 'YWHAG', 'YWHAH', 'YWHAQ', 'YWHAZ', 'YY1', 'YY2', 'ZBTB33', 'ZBTB7A', 'ZEB1', 'ZEB2', 'ZKSCAN4', 'ZNF148', 'ZNF274', 'ZNF385A', 'ZNF420', 'ZNF668', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.043501333030021794
		RMSE:  0.4597988418920562
		NRMSE:  0.11050200478059512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10290984727382035
		RMSE:  0.4520547550562478
		NRMSE:  0.16857084713604026
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45011280589110314
		NRMSE:  0.10817419031269002
		MAPE:  382.8265287953516
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010546813555600831
		RMSE:  0.4327123127899972
		NRMSE:  0.16135806629028604
		MAPE:  261.16646791413905

	Predictor:  LinearRegression
		Pearson Correlation:  0.7172154742419186
		Spearman Correlation:  0.6588368170426435
		Coefficient of Determination:  0.5143864970898813
		RMSE:  0.3136654947174581
		NRMSE:  0.0753822385766542
		MAPE:  802.7007189651979
		Pearson Correlation:  -0.006211422819771593
		Spearman Correlation:  0.17663855319585894
		Coefficient of Determination:  -1.1714422001857297e+21
		RMSE:  14732670206.974108
		NRMSE:  5493800628.325461
		MAPE:  1485627675404.8809

	Predictor:  ElasticNet
		Pearson Correlation:  0.5214464967544726
		Spearman Correlation:  0.4914671641328681
		Coefficient of Determination:  0.2512168306794149
		RMSE:  0.38949277496919416
		NRMSE:  0.09360556956721802
		MAPE:  649.595282308095
		Pearson Correlation:  0.3950908203820921
		Spearman Correlation:  0.42256137857080517
		Coefficient of Determination:  0.15224636768063482
		RMSE:  0.396329011700612
		NRMSE:  0.14779076317568846
		MAPE:  374.4661894733151

	Predictor:  RandomForests
		Pearson Correlation:  0.49162837831620126
		Spearman Correlation:  0.4870839228871597
		Coefficient of Determination:  0.23327378360643658
		RMSE:  0.39413184429462494
		NRMSE:  0.09472046245965512
		MAPE:  780.0930110388247
		Pearson Correlation:  0.333064164666118
		Spearman Correlation:  0.4279440486052376
		Coefficient of Determination:  0.08888771164248177
		RMSE:  0.4108724168876451
		NRMSE:  0.15321398703341738
		MAPE:  410.65369760531894

Protein:  CTNNB1
Protein Interaction Partners Count:  992
x_train_column_count:  983
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACAN', 'ACP1', 'ACTA1', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTN1', 'ACTN4', 'ACVR1B', 'ACVR1', 'ADAM10', 'ADCY7', 'ADIPOQ', 'AES', 'AFP', 'AHI1', 'AHR', 'AHSA1', 'AJAP1', 'AK9', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDH1A1', 'ALK', 'ALPL', 'AMHR2', 'AMH', 'ANXA5', 'AP1M1', 'APC2', 'APCS', 'APC', 'APH1A', 'APH1B', 'AQP1', 'ARHGAP10', 'ARHGAP21', 'ARHGAP32', 'ARHGEF4', 'ARID1A', 'ARID2', 'ARMC7', 'ARMC8', 'ARVCF', 'ARX', 'AR', 'ASCL1', 'ASF1A', 'ASH2L', 'ASIP', 'ATF4', 'ATM', 'AURKA', 'AXIN1', 'AXIN2', 'BAG3', 'BCAR1', 'BCL2L1', 'BCL3', 'BCL6', 'BCL9L', 'BCL9', 'BDNF', 'BGLAP', 'BIRC5', 'BMI1', 'BMP2', 'BMP4', 'BMP7', 'BMPR1A', 'BMPR1B', 'BNIP2', 'BRAF', 'BRCA1', 'BRCA2', 'BRMS1L', 'BTRC', 'HILPDA', 'AK8', 'CA2', 'CA9', 'CABLES1', 'CACYBP', 'CALM1', 'CALM3', 'CARM1', 'CASP3', 'CASP8', 'CASP9', 'CAV1', 'CBLL1', 'CBL', 'CBY1', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCNE1', 'CD24', 'CD34', 'CD40', 'CD44', 'CDC27', 'CDC42', 'CDC73', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH16', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH26', 'CDH2', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDHR5', 'CDK12', 'CDK1', 'CDK2', 'CDK4', 'CDK5R1', 'CDK5', 'CDK6', 'CDK8', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDON', 'CDX1', 'CDX2', 'CEBPA', 'CHD8', 'CHRD', 'CHUK', 'CITED1', 'CKAP5', 'CLCA1', 'CLDN3', 'CLDN5', 'COL1A1', 'COPS3', 'COPS5', 'COPS6', 'CREB1', 'CREBBP', 'CRKL', 'CRK', 'CRP', 'CRYAB', 'CSNK1A1L', 'CSNK1A1', 'CSNK1D', 'CSNK1E', 'CSNK2A3', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTBP1', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNAL1', 'CTNNBIP1', 'CTNND1', 'CTNND2', 'CTTN', 'CUL1', 'CUL4A', 'CUL4B', 'CXCR4', 'CXXC4', 'DAB2', 'DACT1', 'DACT2', 'DACT3', 'DCT', 'DCX', 'DDB1', 'DDX39A', 'DDX3X', 'DDX5', 'DHODH', 'DHX9', 'DKK1', 'DKK2', 'DKK3', 'DKK4', 'DLG1', 'DLG2', 'DLG4', 'DLG5', 'DLGAP1', 'DLL4', 'DLX1', 'DNM2', 'DNMT1', 'DPYD', 'DSC1', 'DSC2', 'DSC3', 'DSG1', 'DSG2', 'DSG3', 'DSG4', 'DSP', 'DUSP6', 'DVL1', 'DVL2', 'DVL3', 'E2F3', 'ECM1', 'EFNA1', 'EGFR', 'EGF', 'EGR1', 'ELAVL1', 'EMD', 'ENAH', 'EP300', 'EP400', 'EPCAM', 'EPHA2', 'EPHB2', 'EPHB3', 'ERBB2IP', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ETS1', 'ETV4', 'EXOC3', 'EXOC4', 'EYA4', 'EZH2', 'EZR', 'F2RL2', 'FAF1', 'AMER1', 'FANCA', 'FASLG', 'FAS', 'FAT1', 'FAT4', 'FBXW11', 'FBXW7', 'FERMT2', 'FER', 'FGF10', 'FGF13', 'FGF2', 'FGF3', 'FGF4', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FHL2', 'FLG', 'FLOT1', 'FLOT2', 'FLT1', 'FLT3', 'FMN1', 'FMR1', 'FN1', 'FOS', 'FOXA1', 'FOXA2', 'FOXC2', 'FOXG1', 'FOXL1', 'FOXL2', 'FOXM1', 'FOXN3', 'FOXO1', 'FOXO3', 'FOXO4', 'FOXP1', 'FRAT1', 'FRAT2', 'FRZB', 'FSCN1', 'FSTL1', 'FSTL3', 'FURIN', 'FUS', 'FXR1', 'FYN', 'FZD10', 'FZD1', 'FZD2', 'FZD3', 'FZD4', 'FZD5', 'FZD6', 'FZD7', 'FZD8', 'FZD9', 'GAPDH', 'GATA2', 'GATA4', 'GCG', 'GDF2', 'GDNF', 'GFRA1', 'GJA1', 'GLI1', 'GLI2', 'GLI3', 'GLIS2', 'GLUL', 'GNA11', 'GNA12', 'GNA13', 'GNAQ', 'GNAS', 'GPC3', 'GRIA2', 'GRIP1', 'GSK3A', 'GSK3B', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HAS2', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HDAC7', 'HERC5', 'HES7', 'HGF', 'HGS', 'HHEX', 'HIC1', 'HIF1A', 'HINT1', 'HIPK2', 'HIST1H1C', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2AC', 'HIST2H2BE', 'HIST3H3', 'HMGB1', 'HNF1A', 'HNF4A', 'HNRNPA1', 'HNRNPA2B1', 'HNRNPK', 'HNRNPM', 'HOXA10', 'HOXB4', 'HPGD', 'HRAS', 'HSP90AB1', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB3', 'HSPD1', 'HTRA1', 'HTT', 'HUWE1', 'IBSP', 'IDH1', 'IDH2', 'IFNB1', 'IFRD1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP4', 'IHH', 'IKBKB', 'IL6', 'CXCL8', 'ILK', 'INS', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'IRF3', 'ISG15', 'ISL1', 'ITGAE', 'ITGB1', 'ITGB7', 'ITK', 'ITPKB', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'AJUBA', 'JUN', 'JUP', 'KANK1', 'KAT2A', 'KAT2B', 'KAT5', 'KCNN1', 'KCTD1', 'KDM1A', 'KDR', 'KIF18B', 'KIF3A', 'KIF5B', 'KIFC3', 'KIT', 'KLF2', 'KLF4', 'KLF5', 'KRAS', 'KREMEN1', 'KRIT1', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'LATS2', 'LDB1', 'LDHB', 'LDLR', 'LEF1', 'LEO1', 'LGR4', 'LGR5', 'LGR6', 'LHCGR', 'LHX8', 'LIF', 'LIMA1', 'LMNA', 'LMNB1', 'LOX', 'LRP4', 'LRP5L', 'LRP5', 'LRP6', 'LRRFIP1', 'LRRK2', 'LZTFL1', 'MACF1', 'MAGI1', 'MAGI2', 'MAGI3', 'MAP1LC3B', 'MAP2K1', 'MAP2K2', 'MAP2K6', 'MAP2K7', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8IP1', 'MAPK8', 'MAPK9', 'MDFIC', 'MDFI', 'MDK', 'MDM2', 'MED12', 'MED1', 'MEF2A', 'MEF2C', 'MEF2D', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MGMT', 'MITF', 'MKI67', 'MLH1', 'KMT2D', 'MLLT10', 'MLLT11', 'MLLT4', 'MLLT6', 'KMT2A', 'MME', 'MMP13', 'MMP14', 'MMP15', 'MMP17', 'MMP25', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MRAP', 'MSH2', 'MSH6', 'MSN', 'MSX1', 'MSX2', 'MTDH', 'MTOR', 'MUC13', 'MUC1', 'MUTYH', 'MYCN', 'MYC', 'MYF5', 'MYO1D', 'MYO6', 'MYO7A', 'MYOD1', 'MYOG', 'NANOG', 'NCAM1', 'NCCRP1', 'NCOA2', 'NCSTN', 'NDP', 'NDRG2', 'NEDD9', 'NEK2', 'NES', 'NEURL2', 'NF1', 'NF2', 'NFAT5', 'NFKB1', 'NIT1', 'NKD1', 'NLK', 'NME1', 'NOG', 'NONO', 'NOS3', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NPM1', 'NR0B1', 'NR4A1', 'NR4A2', 'NR5A1', 'NR5A2', 'NRAS', 'NRIP1', 'NTRK1', 'NTRK2', 'NTRK3', 'NUDT5', 'NUMB', 'NUP153', 'NUTF2', 'OTX2', 'PAK1', 'PAK2', 'PAK3', 'PANK4', 'PARD3', 'PARD6A', 'PARK2', 'PARP1', 'PAX3', 'PAX6', 'PAX7', 'PAX8', 'PDGFRA', 'PDGFRB', 'PECAM1', 'PGK1', 'PGR', 'PHB', 'JADE1', 'PI3', 'PICK1', 'PIK3CA', 'PIK3R1', 'PIK3R2', 'PIN1', 'PIP5K1A', 'PIP5K1C', 'PITX2', 'PKD1', 'PKM', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PLAG1', 'PLEKHA7', 'PLK1', 'PML', 'PMS2', 'POLE', 'PORCN', 'POTEF', 'POU5F1', 'PPARD', 'PPARG', 'PPM1A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R2B', 'PPP2R5A', 'PPP2R5B', 'PPP2R5C', 'PPP2R5D', 'PPP2R5E', 'PRKACA', 'PRKACB', 'PRKACG', 'PRKAR1A', 'PRKCA', 'PRKCG', 'PRKCI', 'PRKCZ', 'PRKD1', 'PRL', 'PRMT1', 'PROC', 'PROM1', 'PROP1', 'PSEN1', 'PSEN2', 'PSENEN', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTEN', 'PTGES3', 'PTGS2', 'PTH1R', 'PTH', 'PTK2', 'PTK7', 'PTMA', 'PTN', 'PTPN11', 'PTPN13', 'PTPN1', 'PTPN6', 'PTPRB', 'PTPRC', 'PTPRF', 'PTPRG', 'PTPRJ', 'PTPRK', 'PTPRM', 'PTPRU', 'PTPRZ1', 'PVRL1', 'PVRL2', 'PXN', 'PYGO1', 'PYGO2', 'RAB5A', 'RAB7A', 'RAB8B', 'RAC1', 'RAC2', 'RALGDS', 'RANBP3', 'RAP1A', 'RAP1B', 'RAPGEF1', 'RAPGEF2', 'RAPGEF6', 'RAPSN', 'RARA', 'RARB', 'RARG', 'RARS', 'RASSF1', 'RB1CC1', 'RB1', 'RBBP5', 'RBMX', 'RBPJ', 'RBX1', 'RELA', 'REM1', 'RET', 'RHOA', 'RIPK2', 'RNF220', 'RNF43', 'ROBO1', 'ROCK1', 'ROCK2', 'ROR2', 'RPRD1A', 'RPS27A', 'RPSA', 'RSPO1', 'RSPO2', 'RSPO3', 'RSPO4', 'RUNX2', 'RUNX3', 'RUVBL1', 'RUVBL2', 'RXRA', 'RYK', 'S100A4', 'S100A6', 'SALL1', 'SALL4', 'SATB1', 'SCRIB', 'SDHC', 'SERPINE1', 'SETD2', 'SETD7', 'SFN', 'SFRP1', 'SFRP2', 'SFRP4', 'SFRP5', 'SHFM1', 'SHH', 'SIAH1', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT6', 'SKP1', 'SLC6A3', 'SLC9A3R1', 'SLCO1B3', 'SLCO2A1', 'SLIT1', 'SLK', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD5', 'SMAD7', 'SMAD9', 'SMARCA2', 'SMARCA4', 'SMARCA5', 'SMARCB1', 'SMO', 'SMURF1', 'SMYD2', 'SNAI1', 'SNAI2', 'SNX1', 'SOST', 'SOX10', 'SOX13', 'SOX17', 'SOX1', 'SOX2', 'SOX3', 'SOX4', 'SOX6', 'SOX7', 'SOX8', 'SOX9', 'SP1', 'SP7', 'SPAG9', 'SPATA13', 'SPEN', 'SPN', 'SPP1', 'SRC', 'STAT3', 'STK11', 'STRAP', 'STX4', 'SUFU', 'SUV39H1', 'SYP', 'TADA3', 'TAX1BP3', 'TAZ', 'TBL1XR1', 'TBL1X', 'TBX5', 'TBX6', 'TCF12', 'TCF3', 'TCF4', 'TCF7L1', 'TCF7L2', 'TCF7', 'TERT', 'TFAP2A', 'TFCP2', 'TFF1', 'TFF2', 'TFF3', 'TGFB1', 'TGFB2', 'TGFB3', 'TGFBR1', 'TGFBR2', 'TGM2', 'TJP1', 'TJP2', 'TLE1', 'TLE2', 'TLE3', 'TLE4', 'TNFRSF11B', 'TNFSF11', 'TNF', 'TNIK', 'TNKS2', 'TNKS', 'TNS1', 'TOB1', 'TOP2A', 'TP53', 'TRAF4', 'TRIM33', 'TRIM37', 'TRIP10', 'TRRAP', 'TSC2', 'TUBA1A', 'TWIST1', 'TYMS', 'T', 'UBA52', 'UBB', 'UBC', 'UBE2B', 'UBE2R2', 'UBE3A', 'UBR5', 'UCHL1', 'UMPS', 'UPRT', 'USP4', 'USP7', 'USP9X', 'VANGL1', 'VANGL2', 'VASP', 'VAV1', 'VAV2', 'VAV3', 'VCAM1', 'VCL', 'VDR', 'VEGFA', 'VHL', 'VIM', 'WDR64', 'WDTC1', 'WHSC1', 'WIF1', 'WISP1', 'WLS', 'WNT10A', 'WNT10B', 'WNT11', 'WNT16', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8A', 'WNT8B', 'WNT9A', 'WNT9B', 'WT1', 'WWTR1', 'XPO1', 'YAP1', 'YARS', 'YEATS4', 'YES1', 'YWHAB', 'YWHAE', 'YWHAG', 'YWHAH', 'YWHAQ', 'YWHAZ', 'ZAP70', 'ZAR1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZIC3', 'ZNRF3', 'ZYX', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.43619721536848943
		RMSE:  0.9218173342266688
		NRMSE:  0.18131733560713392
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5414936126562622
		RMSE:  0.7610450185362576
		NRMSE:  0.2487969592128731
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  LinearRegression
		Pearson Correlation:  0.8495358600526542
		Spearman Correlation:  0.8230639567670064
		Coefficient of Determination:  0.7171751325665323
		RMSE:  0.4090690540175242
		NRMSE:  0.08046204839054372
		MAPE:  225.65075793661666
		Pearson Correlation:  0.007949216361325527
		Spearman Correlation:  0.14268809843650915
		Coefficient of Determination:  -7.473844334171906e+21
		RMSE:  52992145948.818794
		NRMSE:  17323922308.286896
		MAPE:  1356260285306.1426

	Predictor:  ElasticNet
		Pearson Correlation:  0.6290716629030187
		Spearman Correlation:  0.5887592787500426
		Coefficient of Determination:  0.3639184010060973
		RMSE:  0.6134712950262389
		NRMSE:  0.12066705252286368
		MAPE:  324.26447133518786
		Pearson Correlation:  0.24883738103568054
		Spearman Correlation:  0.2052718861831195
		Coefficient of Determination:  -0.06235903736935677
		RMSE:  0.6317934821326617
		NRMSE:  0.20654270559111498
		MAPE:  1131.1407289455033

	Predictor:  RandomForests
		Pearson Correlation:  0.4897724753717775
		Spearman Correlation:  0.461712394675593
		Coefficient of Determination:  0.18055152922555362
		RMSE:  0.6963036229979547
		NRMSE:  0.1369597999602586
		MAPE:  372.1593850839952
		Pearson Correlation:  0.10519699133062345
		Spearman Correlation:  0.10313096173268993
		Coefficient of Determination:  -0.04897246807705402
		RMSE:  0.6278003126485584
		NRMSE:  0.20523727897236207
		MAPE:  1212.7088950138432

Protein:  CCNE1
Protein Interaction Partners Count:  350
x_train_column_count:  347
x_train columns:  ['ABL1', 'AKT1', 'AKT2', 'AKT3', 'ALDH18A1', 'ANAPC10', 'ANAPC13', 'ANAPC1', 'ANAPC2', 'ANAPC4', 'ANAPC5', 'ANAPC7', 'ANXA5', 'ARID1A', 'AR', 'ATM', 'AURKA', 'AURKB', 'BARD1', 'BCL2L1', 'BIRC5', 'BRCA1', 'BRCA2', 'BTG2', 'BTRC', 'BUB1B', 'BUB1', 'BUB3', 'RGCC', 'MLIP', 'CABLES1', 'CALM1', 'CAPRIN1', 'CASP3', 'CASP9', 'CBX7', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCNC', 'CCND1', 'CCND2', 'CCND3', 'CCNE2', 'CCNF', 'CCNG1', 'CCNH', 'CCNK', 'CCNL2', 'CCNT1', 'CCNT2', 'CCNY', 'CCT2', 'CCT3', 'CCT4', 'CCT5', 'CCT6A', 'CCT6B', 'CCT7', 'CCT8', 'CDC16', 'CDC20', 'CDC23', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC26', 'CDC27', 'CDC45', 'CDC6', 'CDC7', 'CDCA2', 'CDCA5', 'CDCA8', 'CDH1', 'CDK12', 'CDK13', 'CDK14', 'CDK15', 'CDK16', 'CDK17', 'CDK18', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK5', 'CDK6', 'CDK7', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDT1', 'CENPA', 'CENPE', 'CHAF1A', 'CHD1L', 'CHEK1', 'CHEK2', 'CINP', 'CKS1B', 'CKS2', 'COPS5', 'CREBBP', 'CSK', 'CTNNB1', 'CUL1', 'CUL3', 'CUL4B', 'DBF4B', 'DBF4', 'DGCR8', 'DICER1', 'DTL', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'EBNA1BP2', 'ECT2', 'EGFR', 'EGF', 'ELAVL1', 'ELSPBP1', 'EP400', 'ERBB2', 'ERBB3', 'ERBB4', 'ESPL1', 'ESR1', 'EXO1', 'EZH2', 'FAM58A', 'FAM83H', 'FBXO5', 'FBXW7', 'FEN1', 'FGFR1', 'FGFR2', 'FGFR3', 'FOXM1', 'FZR1', 'GAPDH', 'GLI1', 'GMNN', 'GSK3B', 'H1F0', 'HDAC1', 'HEATR3', 'HERC5', 'HIST1H1A', 'HIST1H1B', 'HIST1H4A', 'HRAS', 'IFNAR1', 'IGF1R', 'IGF1', 'ITPKB', 'JUN', 'KIF11', 'KIF20A', 'KIF23', 'KIF2C', 'KPNA2', 'KRAS', 'LATS2', 'LIN37', 'LIN52', 'LIN54', 'LIN9', 'GMNC', 'MAD2L1', 'MAPK3', 'MATK', 'MAX', 'MCL1', 'MCM10', 'MCM2', 'MCM3', 'MCM4', 'MCM5', 'MCM6', 'MCM7', 'MCM8', 'MDM2', 'MEGF11', 'MELK', 'MKI67', 'KMT2D', 'KMT2B', 'MNAT1', 'MRE11A', 'MTOR', 'MYBL2', 'MYC', 'NBN', 'NF1', 'NFYB', 'NMI', 'NOTCH1', 'NOTCH3', 'NPAT', 'NRAS', 'ORC1', 'ORC2', 'ORC3', 'ORC4', 'ORC5', 'ORC6', 'PARK2', 'PARP1', 'PCBP4', 'PCNA', 'PIK3CA', 'PIK3R1', 'PKMYT1', 'PLK1', 'PLK4', 'POLA1', 'POLD1', 'PPP1R1C', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R4', 'PRC1', 'PRKAR1A', 'PRKAR2A', 'PRMT5', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMB10', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSMF1', 'PTEN', 'PTGDR', 'PTK6', 'PTTG1', 'RAD51', 'RAD54L', 'RB1', 'RBBP4', 'RBL1', 'RBL2', 'RBX1', 'REL', 'REM1', 'RHOA', 'RHOBTB3', 'RINT1', 'RNASE1', 'RPRD1A', 'RPS27A', 'RRM1', 'RRM2', 'RRN3', 'RSF1', 'SHFM1', 'SKP1', 'SKP2', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'ST8SIA1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STK3', 'STK4', 'TARBP1', 'TCP1', 'TERF1', 'TERT', 'TFDP1', 'TK1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TP73', 'TPX2', 'TTK', 'TUBG1', 'TYMS', 'UBA52', 'UBB', 'UBC', 'UBE2C', 'UBE2QL1', 'UBE2S', 'UHRF2', 'WEE1', 'WEE2', 'XIAP', 'YAP1', 'ZNF217', 'ZNF33A', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.3882525061775621
		RMSE:  0.8073510115699897
		NRMSE:  0.1948381908849554
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.2068608862157744
		RMSE:  0.7484097025916991
		NRMSE:  0.3260050104942715
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5224229806426052
		NRMSE:  0.12607644873967835
		MAPE:  105.82433067667067
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010783677474574871
		RMSE:  0.36685077747270034
		NRMSE:  0.1597990928573857
		MAPE:  133.3645349232411

	Predictor:  LinearRegression
		Pearson Correlation:  0.5850897690356701
		Spearman Correlation:  0.42441140015696893
		Coefficient of Determination:  -0.737851035988895
		RMSE:  0.6886975630602679
		NRMSE:  0.16620352898623642
		MAPE:  175.17166813086345
		Pearson Correlation:  0.0460179087357103
		Spearman Correlation:  0.1802134220312155
		Coefficient of Determination:  -5.1048994236740295e+25
		RMSE:  2607077423440.8433
		NRMSE:  1135635067056.1672
		MAPE:  26587475435365.73

	Predictor:  ElasticNet
		Pearson Correlation:  0.5778567364469434
		Spearman Correlation:  0.4166709173464358
		Coefficient of Determination:  0.30990031569602206
		RMSE:  0.43398846551597176
		NRMSE:  0.10473452844461997
		MAPE:  84.3975207449707
		Pearson Correlation:  0.31701157229976645
		Spearman Correlation:  0.2455307338042523
		Coefficient of Determination:  0.07635312504055136
		RMSE:  0.3506818720920202
		NRMSE:  0.1527559664119964
		MAPE:  123.60419588964591

	Predictor:  RandomForests
		Pearson Correlation:  0.5762342053505657
		Spearman Correlation:  0.4509128395622881
		Coefficient of Determination:  0.3243720905655787
		RMSE:  0.42941386550877286
		NRMSE:  0.10363053925447616
		MAPE:  88.64522872484797
		Pearson Correlation:  0.3288349863583669
		Spearman Correlation:  0.2782413895009337
		Coefficient of Determination:  0.06360244963620132
		RMSE:  0.3530941060030592
		NRMSE:  0.1538067282323732
		MAPE:  126.45482653620658

Protein:  CCND1
Protein Interaction Partners Count:  857
x_train_column_count:  847
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTL6B', 'AFP', 'AHR', 'AKAP12', 'AKAP8', 'AKR1B10', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDOA', 'ALK', 'ANO1', 'ANXA5', 'APAF1', 'APC', 'APEX1', 'AREG', 'ARHGEF2', 'ARID1A', 'ARID1B', 'ARID2', 'ARID4A', 'AR', 'ASIP', 'ATF2', 'ATF3', 'ATF4', 'ATM', 'ATXN1', 'AURKA', 'AURKB', 'AXIN1', 'AXIN2', 'B2M', 'BANP', 'BARX2', 'BAX', 'BCAR1', 'BCAR3', 'BCCIP', 'BCL2A1', 'BCL2L11', 'BCL2L1', 'BCL2L2', 'BCL2', 'BCL3', 'BCL6', 'BCL9', 'BECN1', 'BGLAP', 'BHLHE40', 'BIRC2', 'BIRC3', 'BIRC5', 'BMI1', 'BMP4', 'BMP6', 'BRAF', 'BRCA1', 'BRCA2', 'BRD2', 'BRD4', 'BTC', 'BTG2', 'BTRC', 'RGCC', 'COPRS', 'CA9', 'CARD11', 'CARM1', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBFB', 'CCDC62', 'CCL2', 'CCL5', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNC', 'CCND2', 'CCND3', 'CCNDBP1', 'CCNE1', 'CCNE2', 'CCNG2', 'CCNH', 'CCNK', 'CCNL1', 'CCNL2', 'CCNT1', 'CCNT2', 'CCNY', 'CD19', 'CD22', 'CD24', 'CD34', 'CD38', 'CD44', 'CD5', 'CD79A', 'CDC20', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC27', 'CDC42', 'CDC6', 'CDC73', 'CDCA7L', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDK12', 'CDK13', 'CDK14', 'CDK16', 'CDK17', 'CDK18', 'CDK1', 'CDK20', 'CDK2', 'CDK3', 'CDK4', 'CDK5', 'CDK6', 'CDK7', 'CDK8', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDT1', 'CDX2', 'CENPE', 'CEP57', 'CFLAR', 'CHEK1', 'CHEK2', 'CHKA', 'CHUK', 'CKS1B', 'CKS2', 'CLCN3', 'COL1A1', 'CR2', 'CREB1', 'CREBBP', 'CRKL', 'CRYAB', 'CSF2', 'CTBP1', 'CTGF', 'CTNNB1', 'CTNND1', 'CTTN', 'CUL1', 'CUL3', 'CUL7', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP19A1', 'CYR61', 'DACH1', 'DAXX', 'DDIT3', 'DDX53', 'DECR1', 'DHFR', 'DICER1', 'DKK1', 'DKK3', 'DLL1', 'DMTF1', 'DND1', 'DNMT1', 'DNMT3A', 'DNTT', 'DVL1', 'DVL2', 'DYRK1A', 'DYRK1B', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EDN1', 'EEF1A1', 'EGFR', 'EGF', 'EGLN2', 'EGR1', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF3I', 'EIF4A1', 'EIF4A2', 'EIF4EBP1', 'EIF4E', 'EIF4G1', 'ELAVL1', 'ELSPBP1', 'EP300', 'EPCAM', 'EPHA2', 'EPHA7', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ETS1', 'ETV4', 'EWSR1', 'EYA1', 'EZH2', 'FABP4', 'FADD', 'FAM58A', 'FAM83H', 'FASLG', 'FAT1', 'FBXO31', 'FBXO4', 'FBXW7', 'FBXW8', 'FGF13', 'FGF19', 'FGF2', 'FGF3', 'FGF4', 'FGF7', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FGFR4', 'FHIT', 'FHL2', 'FIGF', 'FLCN', 'FLNA', 'FLT1', 'FLT3', 'FN1', 'FOSL1', 'FOS', 'FOXA1', 'FOXC1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FRZB', 'FSTL3', 'FZD1', 'FZD2', 'FZD7', 'FZD9', 'FZR1', 'GADD45A', 'GAL', 'GAPDH', 'GAST', 'GATA3', 'GATA4', 'GDF15', 'GDF2', 'GGNBP2', 'GGT1', 'GIT1', 'GJA1', 'GJB1', 'GLI1', 'GLI2', 'GLI3', 'GLTSCR2', 'GNB2L1', 'GPER1', 'GRB2', 'GREB1', 'GRM4', 'GRP', 'GSK3B', 'H1F0', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HBEGF', 'HBZ', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC4', 'HEXIM1', 'HEY1', 'HGF', 'HIF1A', 'HIST1H2AA', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AH', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST1H4A', 'HIST1H4B', 'HIST1H4C', 'HIST1H4D', 'HIST1H4E', 'HIST1H4F', 'HIST1H4H', 'HIST1H4I', 'HIST1H4J', 'HIST1H4K', 'HIST1H4L', 'HIST2H2AC', 'HIST2H2BE', 'HIST2H4A', 'HIST4H4', 'HMGA2', 'HMOX1', 'HNF1A', 'HNF4A', 'HNRNPD', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB8', 'ICAM1', 'ID1', 'ID2', 'IFNAR1', 'IFNB1', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP3', 'IGFBP5', 'IHH', 'IKBKB', 'IL10', 'IL17A', 'IL2', 'IL4', 'IL6', 'IL7', 'CXCL8', 'ILK', 'INSM1', 'INS', 'IRF1', 'IRS1', 'ISG15', 'ITGB1', 'ITPKB', 'ITPKC', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JARID2', 'JUNB', 'JUND', 'JUN', 'KAT2A', 'KAT2B', 'KDM1A', 'KDM5B', 'KDR', 'KHDRBS1', 'KIF18B', 'KIN', 'KITLG', 'KIT', 'KLF13', 'KLF4', 'KLF5', 'KLF6', 'KLK3', 'KRAS', 'KRT10', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'LDB3', 'LEF1', 'LEP', 'LGALS3', 'LGR5', 'LIMK2', 'LIMS1', 'LIN28B', 'LMNA', 'LMNB1', 'LOX', 'LRP5', 'LRP6', 'LYN', 'MAFB', 'MAF', 'MAML1', 'MAML2', 'MAML3', 'MAMLD1', 'MAP2K1', 'MAP2K2', 'MAP2K4', 'MAP2K7', 'MAP3K5', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MAPK9', 'MCL1', 'MCM10', 'MCM2', 'MCM3', 'MCM5', 'MCM6', 'MCM7', 'MCM8', 'MDK', 'MDM2', 'MDM4', 'MEN1', 'MET', 'MGMT', 'MITF', 'MKI67', 'MLH1', 'MLXIPL', 'MME', 'MMP11', 'MMP14', 'MMP15', 'MMP1', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MNAT1', 'MOV10', 'MSH2', 'MST1', 'MTOR', 'MUC1', 'MYBL2', 'MYB', 'MYCN', 'MYC', 'MYEOV', 'MYF5', 'MYOD1', 'MYOG', 'NACA2', 'NADSYN1', 'NANOG', 'NCAM1', 'NCOA1', 'NCOA3', 'NCOR1', 'NES', 'NEUROD1', 'NF1', 'NF2', 'NFKB1', 'NFKB2', 'NFKBIA', 'NGF', 'NME1', 'NME2', 'NMI', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTCH4', 'NPM1', 'NQO1', 'NR0B2', 'NR1H3', 'NR2E1', 'NR3C1', 'NR4A3', 'NRAS', 'NRF1', 'NUDT21', 'ODC1', 'ORAI1', 'ORAOV1', 'ORC4', 'PAK1', 'PAK4', 'PARK2', 'PARP1', 'PAX2', 'PAX5', 'PAX6', 'PBRM1', 'PBX3', 'PCNA', 'PDCD4', 'PDGFRA', 'PDGFRB', 'PDZK1', 'PECAM1', 'PELP1', 'PGR', 'PI3', 'PI4K2A', 'PIK3CA', 'PIK3R1', 'PKLR', 'PKM', 'PLAUR', 'PLAU', 'PLK1', 'PMAIP1', 'POLR2A', 'POTEF', 'POU2F1', 'POU5F1', 'PPARG', 'PPP2R4', 'PRDM5', 'PRKACA', 'PRL', 'PRMT5', 'PRNP', 'PROM1', 'PSAT1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTCHD3', 'PTEN', 'PTF1A', 'PTGS2', 'PTHLH', 'PTH', 'PTK2', 'PTK6', 'PTPN11', 'PTPRCAP', 'PTPRC', 'PXN', 'RAD51', 'RAF1', 'RALA', 'RASSF1', 'RB1', 'RBL1', 'RBL2', 'RBPJ', 'RBX1', 'RCC1', 'RELA', 'RELB', 'REL', 'REM1', 'RET', 'RHEB', 'RHOA', 'RHOC', 'RICTOR', 'RNASE1', 'DROSHA', 'RND3', 'RNMT', 'ROCK1', 'RPRD1B', 'RPS27A', 'RPS6KA1', 'RPS6KA2', 'RPS6KA3', 'RPS6KA6', 'RPS6KB1', 'RPS6', 'RPTOR', 'RREB1', 'RSF1', 'RUNX1', 'RUNX2', 'RUNX3', 'SDC1', 'SDHC', 'SENP1', 'SERPINE1', 'SFRP1', 'SFRP2', 'SFRP4', 'SFRP5', 'SHC1', 'SHFM1', 'SHH', 'SIRT1', 'SIX1', 'SIX3', 'SKP1', 'SKP2', 'SLC25A16', 'SLC25A6', 'SLC2A1', 'SLC35B2', 'SLC39A4', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'SMARCC1', 'SMARCC2', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'SMARCE1', 'SMO', 'SNAI1', 'SNAI2', 'SNCA', 'SNIP1', 'SNW1', 'SNX33', 'SOCS3', 'SOX11', 'SOX17', 'SOX2', 'SOX4', 'SOX6', 'SOX9', 'SP1', 'SPN', 'SPP1', 'SPRY1', 'SRC', 'SREBF1', 'STAT1', 'STAT3', 'STAT4', 'STAT5A', 'STAT5B', 'STAT6', 'STC2', 'STIM1', 'STK11', 'STK24', 'STMN1', 'SUFU', 'SULF2', 'SUV39H1', 'TAF1', 'TBP', 'TBX2', 'TCEAL7', 'TCF4', 'TCF7L2', 'TCF7', 'TERT', 'TET3', 'TFDP1', 'TFF1', 'TGFA', 'TGFB1', 'TGFBR2', 'THBS1', 'THRA', 'THRB', 'TIMP1', 'TIMP2', 'TIMP3', 'TJP1', 'TJP2', 'TJP3', 'TLE1', 'TLR9', 'TM4SF1', 'TMPRSS4', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF13C', 'TNFRSF8', 'TNFSF11', 'TNF', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOP2A', 'TP53', 'TP63', 'TP73', 'TRPV2', 'TSC22D3', 'TSC2', 'TWIST1', 'TXN', 'TYMS', 'UBA52', 'UBA7', 'UBB', 'UBC', 'UBE2C', 'UBTF', 'URGCP', 'USP18', 'USP2', 'USP9X', 'VCL', 'VDR', 'VEGFA', 'VEGFC', 'VIP', 'VRK1', 'WDR77', 'WDTC1', 'WEE1', 'WHSC1', 'WIF1', 'WISP1', 'WNT10A', 'WNT10B', 'WNT11', 'WNT16', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8B', 'WNT9A', 'WNT9B', 'WT1', 'XBP1', 'XIAP', 'XPO1', 'YAP1', 'YBX1', 'YY1', 'ZBTB17', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.44064885869713843
		RMSE:  0.2936537728092399
		NRMSE:  0.17653615611766113
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6507167710215811
		RMSE:  0.2694738938084911
		NRMSE:  0.2553456206196082
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  LinearRegression
		Pearson Correlation:  0.6991493803045011
		Spearman Correlation:  0.665613753557415
		Coefficient of Determination:  -0.2768636426598501
		RMSE:  0.27645775420765684
		NRMSE:  0.16619840702147193
		MAPE:  1414.897135213174
		Pearson Correlation:  0.04208771378561394
		Spearman Correlation:  0.0968164306327394
		Coefficient of Determination:  -2.5264670340682992e+22
		RMSE:  33337822803.16928
		NRMSE:  31589950824.073303
		MAPE:  70851049916752.22

	Predictor:  ElasticNet
		Pearson Correlation:  0.3587777372990329
		Spearman Correlation:  0.3646231788301651
		Coefficient of Determination:  0.09800730822202441
		RMSE:  0.23235821128465833
		NRMSE:  0.13968703711910302
		MAPE:  622.7882155842242
		Pearson Correlation:  0.15685477721000762
		Spearman Correlation:  0.12051672112460873
		Coefficient of Determination:  0.022162639680876395
		RMSE:  0.20740237686626342
		NRMSE:  0.19652845732260374
		MAPE:  424.05679849305676

	Predictor:  RandomForests
		Pearson Correlation:  0.44409035664075525
		Spearman Correlation:  0.40161183257524674
		Coefficient of Determination:  0.12538030664727207
		RMSE:  0.22880533213496487
		NRMSE:  0.13755114891907327
		MAPE:  613.7457000640808
		Pearson Correlation:  0.2244788390956983
		Spearman Correlation:  0.13255940103577354
		Coefficient of Determination:  0.039087775928271284
		RMSE:  0.2055996045923471
		NRMSE:  0.19482020277292134
		MAPE:  444.57440354120115

Protein:  ERBB2
Protein Interaction Partners Count:  663
x_train_column_count:  655
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACPP', 'ACTA2', 'ACTB', 'ACTG1', 'ADAM10', 'ADAM17', 'ADRB2', 'AFP', 'AGRN', 'AKT1S1', 'AKT1', 'AKT2', 'ALB', 'ALDH1A1', 'ALK', 'ANGPT1', 'ANGPT2', 'ANGPT4', 'ANO1', 'ANXA2', 'ANXA5', 'AP2B1', 'APP', 'AREG', 'ARHGEF11', 'ARHGEF12', 'ARID1A', 'ARL6IP5', 'AR', 'ATM', 'ATP2B2', 'AURKB', 'AXIN1', 'BAG1', 'BARD1', 'BCAR1', 'BCAR3', 'BCAS1', 'BCL2L11', 'BCL2L1', 'BDNF', 'BECN1', 'BEST1', 'BIRC5', 'BLNK', 'BMI1', 'BMP2', 'BMP4', 'BRCA1', 'BRCA2', 'BSG', 'BTC', 'MIEN1', 'CA9', 'CALU', 'CARTPT', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CAV1', 'CBLB', 'CBLC', 'CBL', 'CCL27', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CD19', 'CD22', 'CD247', 'CD24', 'CD274', 'CD28', 'CD33', 'CD34', 'CD44', 'CD46', 'CD52', 'CD68', 'CD6', 'CD80', 'CD82', 'CDC37', 'CDC42', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDK4', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CDX2', 'CEACAM5', 'CEP70', 'CHEK2', 'CHGA', 'CHKA', 'CHKB', 'CISH', 'CLDN3', 'CLDN4', 'CLDN7', 'CLTC', 'CNN1', 'COPS5', 'CPNE3', 'CREB1', 'CRKL', 'CRK', 'YBX3', 'CSF1', 'CSF2', 'CSF3', 'CSK', 'CSPG4', 'CTAG1B', 'CTLA4', 'CTNNB1', 'CTNND1', 'CTSB', 'CTSD', 'CTTN', 'CUL5', 'CXCL12', 'CXCR1', 'CXCR4', 'CYCS', 'CYP19A1', 'CYTIP', 'DCN', 'DDX41', 'DDX53', 'DHH', 'DIAPH1', 'DICER1', 'DLG4', 'DMTF1', 'DNAJA3', 'DNM2', 'DNMT1', 'DOCK1', 'DOCK7', 'DUSP6', 'E2F1', 'E2F3', 'EEA1', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EFNB1', 'EGFR', 'EGF', 'EIF3A', 'EIF4EBP1', 'EIF4E', 'ELAVL1', 'ELF3', 'EML4', 'ENO2', 'EP300', 'EPCAM', 'EPGN', 'EPHA2', 'EPS15', 'EPX', 'ERAL1', 'ERBB2IP', 'ERBB3', 'ERBB4', 'ERCC1', 'EREG', 'ERRFI1', 'ESCO1', 'ESR1', 'ESR2', 'ESRRB', 'ETS1', 'ETS2', 'ETV4', 'ETV6', 'EZH2', 'EZR', 'FASLG', 'FASN', 'FBXW7', 'FCGR1A', 'FCGR1B', 'FCGRT', 'FGF10', 'FGF13', 'FGF16', 'FGF17', 'FGF18', 'FGF19', 'FGF1', 'FGF20', 'FGF21', 'FGF22', 'FGF23', 'FGF2', 'FGF3', 'FGF4', 'FGF5', 'FGF6', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FGFR4', 'FHIT', 'FIGF', 'FLT1', 'FLT3LG', 'FN1', 'FOLH1', 'FOLR1', 'FOS', 'FOXA1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXP3', 'FREM2', 'FSIP1', 'FYN', 'GAB1', 'GABPB1', 'GAPDH', 'GATA3', 'GATA4', 'GDF2', 'GLI1', 'GLI2', 'GLS', 'GNA11', 'GNAQ', 'GNAS', 'GNRH1', 'GPER1', 'GRAP2', 'GRB2', 'GRB7', 'GSTP1', 'GZMB', 'H2AFX', 'H2AFY', 'HBEGF', 'HDAC1', 'HDAC6', 'HEATR6', 'HGF', 'HIF1A', 'HK1', 'HMGA2', 'HNF4A', 'HOXB7', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSP90B1', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB3', 'HSPG2', 'ICAM1', 'ID1', 'IDH1', 'IDH2', 'IFNG', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IHH', 'IL10', 'IL2', 'IL4', 'IL6R', 'IL6ST', 'IL6', 'CXCL8', 'ILK', 'INPP4B', 'INS', 'IQGAP1', 'IQSEC1', 'IRS1', 'ITGA5', 'ITGA6', 'ITGAV', 'ITGB1', 'ITGB3', 'ITGB4', 'ITPKB', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JUN', 'JUP', 'KDR', 'KITLG', 'KLK3', 'KLRK1', 'KRAS', 'KRT14', 'KRT17', 'KRT18', 'KRT19', 'KRT20', 'KRT4', 'KRT5', 'KRT7', 'KRT8', 'L1CAM', 'LAMP1', 'LCN2', 'LDHA', 'LEP', 'LIN28A', 'LIN7A', 'LIN7B', 'LIN7C', 'LINGO1', 'LOX', 'LRIG1', 'LRPPRC', 'MAGEA1', 'MAGEA3', 'MAGED4B', 'MAGED4', 'MAP2K1', 'MAPK1', 'MAPK3', 'MAPK8', 'MATK', 'MCL1', 'MDK', 'MDM2', 'MEMO1', 'MET', 'MGMT', 'MKI67', 'MLANA', 'MLH1', 'KMT2C', 'MME', 'MMP11', 'MMP14', 'MMP16', 'MMP1', 'MMP2', 'MMP7', 'MMP9', 'MPP1', 'MRAP', 'MRAS', 'MSH2', 'MSH6', 'MSLN', 'MTA1', 'MTOR', 'MUC13', 'MUC16', 'MUC1', 'MUC4', 'MUC6', 'MUCL1', 'MYBL2', 'MYCN', 'MYC', 'NANOG', 'NCAM1', 'NCL', 'NCOA1', 'NCOA3', 'NCOR1', 'NDRG1', 'NF1', 'NF2', 'NFE2L2', 'NGF', 'NISCH', 'NME1', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTCH4', 'NPM1', 'NR1H4', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'NRP1', 'NTF3', 'NTF4', 'OPCML', 'OSMR', 'PA2G4', 'PADI2', 'PAK1', 'PALB2', 'PAQR3', 'PARP1', 'PAX2', 'PCSK9', 'PDCD1LG2', 'PDCD1', 'PDCD4', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PDGFRA', 'PDPN', 'PECAM1', 'PELP1', 'PEPD', 'PFKFB3', 'PGAP3', 'PGF', 'PGR', 'PI3', 'PIK3C2A', 'PIK3C2B', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3CG', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIN1', 'PIP', 'PLAUR', 'PLAU', 'PLCG1', 'PLCG2', 'PLEK', 'PLG', 'PLXNB1', 'POLI', 'POTEF', 'POU5F1', 'PPARG', 'PPP3CA', 'PRDM10', 'PRF1', 'PRKACA', 'PRL', 'PROM1', 'PSCA', 'PTCH1', 'PTEN', 'PTGS2', 'PTK2B', 'PTK2', 'PTK6', 'PTPN11', 'PTPN12', 'PTPN18', 'PTPN1', 'PTPRC', 'PTPRO', 'PTPRU', 'PTS', 'PXN', 'RAB25', 'RAD51', 'RAF1', 'RANBP2', 'RARA', 'RASA1', 'RASA2', 'RASSF1', 'RB1', 'RBPJ', 'RDX', 'RECK', 'REM1', 'REN', 'RET', 'RHEB', 'RHOA', 'RHOB', 'RHOC', 'RICTOR', 'RND1', 'RNF41', 'ROCK1', 'ROCK2', 'ROS1', 'RPS27A', 'RPS6', 'RPTOR', 'RRAS2', 'RRAS', 'S100A14', 'SCGB2A2', 'SCUBE2', 'SDC1', 'SDHC', 'SEMA3D', 'SEMA4D', 'SERPINB5', 'SERPINE1', 'SFRP1', 'PEAK1', 'SH3BGRL3', 'SH3BGRL', 'SH3TC2', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SHH', 'SIAH2', 'PMEL', 'SKP2', 'SLC25A16', 'SLC2A1', 'SLC4A7', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMO', 'SMUG1', 'SMYD3', 'SNAI1', 'SNAI2', 'SOCS1', 'SOS1', 'SOX10', 'SOX2', 'SOX9', 'SP3', 'SPP1', 'SPRY2', 'SRCIN1', 'SRC', 'STARD3', 'STAT1', 'STAT2', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'STOM', 'STUB1', 'SYP', 'TAGLN', 'TBX1', 'TERT', 'TFAP2A', 'TFAP2B', 'TFAP2C', 'TFF1', 'TFF2', 'TFF3', 'TFRC', 'TGFA', 'TGFB1', 'THBS1', 'THRA', 'TIMP1', 'TJP1', 'TMPRSS2', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF13C', 'TNFRSF4', 'TNFRSF8', 'TNFRSF9', 'TNFSF11', 'TNF', 'TNS1', 'TNS3', 'TNS4', 'TOB1', 'TOP1', 'TOP2A', 'TP53', 'TP63', 'TSC2', 'TWIST1', 'TYMS', 'TYR', 'UBA52', 'UBB', 'UBC', 'USP2', 'USP9X', 'VAV1', 'VAV2', 'VAV3', 'VCL', 'VEGFA', 'VEGFB', 'VEGFC', 'VIM', 'WASL', 'WDFY2', 'WDTC1', 'WNT10A', 'WNT1', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT7B', 'WNT9A', 'WNT9B', 'WT1', 'WWOX', 'XIAP', 'XPO1', 'YAP1', 'YBX1', 'YES1', 'YY1', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08695701084953744
		RMSE:  1.023008454816054
		NRMSE:  0.1742863272085548
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1111491455026472
		RMSE:  1.1242523174677488
		NRMSE:  0.20280184671833265
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865388
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792788993

	Predictor:  LinearRegression
		Pearson Correlation:  0.7802464988327787
		Spearman Correlation:  0.6974561710202927
		Coefficient of Determination:  0.6084243669271048
		RMSE:  0.6140176686539852
		NRMSE:  0.10460801551254498
		MAPE:  1255.1074570934572
		Pearson Correlation:  0.31952288709069915
		Spearman Correlation:  0.22846026091990185
		Coefficient of Determination:  -0.3148854739106981
		RMSE:  1.2229862574363808
		NRMSE:  0.22061228397365987
		MAPE:  496.3154127119228

	Predictor:  ElasticNet
		Pearson Correlation:  0.6292166538559578
		Spearman Correlation:  0.5577525755018964
		Coefficient of Determination:  0.3727927062701992
		RMSE:  0.7771030062010823
		NRMSE:  0.1323922868632268
		MAPE:  1006.8415894986833
		Pearson Correlation:  0.5066179564881444
		Spearman Correlation:  0.4115916801854596
		Coefficient of Determination:  0.2542288579020727
		RMSE:  0.9210440476843924
		NRMSE:  0.16614547364246923
		MAPE:  257.82315200534345

	Predictor:  RandomForests
		Pearson Correlation:  0.5206059146087654
		Spearman Correlation:  0.4651354798860188
		Coefficient of Determination:  0.21153178472207634
		RMSE:  0.8712948245539195
		NRMSE:  0.14843941335228708
		MAPE:  763.8775921906944
		Pearson Correlation:  0.4444533970839132
		Spearman Correlation:  0.3774744759273206
		Coefficient of Determination:  0.15439539923527168
		RMSE:  0.9807566956877486
		NRMSE:  0.17691693045814066
		MAPE:  170.25008412235331

Protein:  ERBB3
Protein Interaction Partners Count:  245
x_train_column_count:  247
x_train columns:  ['ADAM17', 'AGRN', 'AGTR2', 'AKT1', 'AKT2', 'AKT3', 'ALAS2', 'ALB', 'ANGPT1', 'ANGPT2', 'ANGPT4', 'APIP', 'AREG', 'AR', 'BAMBI', 'BDNF', 'BMP2', 'BMP4', 'BRCA1', 'BRCA2', 'BTC', 'CADM4', 'CASK', 'CASP3', 'CBLB', 'CBLC', 'CBL', 'CCND1', 'CCNE1', 'CD44', 'CD82', 'CDC42', 'CDH1', 'CDK4', 'CDK5', 'CDKN1B', 'CDKN2A', 'CLEC16A', 'COMMD5', 'COQ7', 'CRKL', 'CRK', 'CRYZL1', 'CSF1', 'CSK', 'CSPG5', 'CTNNB1', 'DCN', 'DHH', 'DOCK7', 'DUSP6', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EGFR', 'EGF', 'EGR1', 'EHF', 'EIF4EBP1', 'EIF4E', 'EML4', 'EPCAM', 'EPGN', 'EPN1', 'ERBB2IP', 'ERBB2', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'ESR2', 'FBXO9', 'FGF10', 'FGF16', 'FGF17', 'FGF18', 'FGF19', 'FGF1', 'FGF20', 'FGF21', 'FGF22', 'FGF23', 'FGF2', 'FGF3', 'FGF4', 'FGF5', 'FGF6', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FIGF', 'FKBP14', 'FLNA', 'FLT3LG', 'FN1', 'FOXA1', 'FOXO3', 'FREM2', 'FTSJ1', 'GAB1', 'GAPDH', 'GLE1', 'GRB2', 'GRB7', 'GRHL2', 'HBEGF', 'HGF', 'HGS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPG2', 'IGF1', 'IGF2', 'IL6ST', 'ILK', 'INS', 'IRS1', 'ITGA6', 'ITGB4', 'ITPKB', 'JAK1', 'JAK2', 'JUN', 'KDR', 'KITLG', 'KRAS', 'L1CAM', 'LAMA1', 'LAMB1', 'LAMC2', 'LIN7A', 'LIN7B', 'LIN7C', 'LRIG1', 'MAP2K1', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MARCH7', 'MDM2', 'MET', 'MITF', 'MMP9', 'MRPL49', 'MTOR', 'MUC1', 'MUC4', 'MYC', 'N4BP1', 'NDRG1', 'NEDD4L', 'NEDD4', 'NF1', 'NGF', 'NICN1', 'NOTCH1', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'NTF3', 'NTF4', 'OAT', 'PA2G4', 'PARK7', 'PCSK9', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PGF', 'PGR', 'PI3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIP5K1C', 'PLCG1', 'PLCG2', 'PPP1R9A', 'PRKACA', 'PTEN', 'PTK2B', 'PTK2', 'PTK6', 'PTPN11', 'PTPN22', 'PTPN2', 'RASA1', 'RASA2', 'REM1', 'RGS4', 'RHOA', 'RHOC', 'RNF41', 'ROR1', 'RRAS2', 'SH2B3', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SHH', 'SLC25A16', 'SMAD4', 'SNAI2', 'SOS1', 'SOX10', 'SOX2', 'SPARC', 'SPRY2', 'SRC', 'STAT3', 'STAT5A', 'STAT5B', 'SYN3', 'TCF7L2', 'TGFA', 'TMEFF2', 'TNFRSF13C', 'TNS1', 'TP53', 'USP8', 'VAV1', 'VAV2', 'VAV3', 'VEGFA', 'VEGFB', 'VEGFC', 'WNT1', 'WNT5A', 'ZEB1', 'ZNF217', 'KRBOX4', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19951943522205973
		RMSE:  0.4939516163098853
		NRMSE:  0.17910620018705933
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27774471248359456
		RMSE:  0.5592204608326292
		NRMSE:  0.15547938022732444
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  LinearRegression
		Pearson Correlation:  0.46406997202250544
		Spearman Correlation:  0.44509120119317414
		Coefficient of Determination:  0.1493485129419332
		RMSE:  0.4159648172950053
		NRMSE:  0.1508282904179694
		MAPE:  300.9398058076469
		Pearson Correlation:  0.21607718895774183
		Spearman Correlation:  0.24130828048573388
		Coefficient of Determination:  -0.19762699701362774
		RMSE:  0.5414044181230071
		NRMSE:  0.15052600767999086
		MAPE:  215.33370529797517

	Predictor:  ElasticNet
		Pearson Correlation:  0.4217945423886948
		Spearman Correlation:  0.4222128207370473
		Coefficient of Determination:  0.16660762996222667
		RMSE:  0.4117233771238505
		NRMSE:  0.14929034984384706
		MAPE:  226.05984305705357
		Pearson Correlation:  0.14908737402559216
		Spearman Correlation:  0.18012511424874805
		Coefficient of Determination:  -0.006639309315713771
		RMSE:  0.4963613414873639
		NRMSE:  0.13800273621668557
		MAPE:  153.74139356683983

	Predictor:  RandomForests
		Pearson Correlation:  0.42275738905512117
		Spearman Correlation:  0.4316541041475106
		Coefficient of Determination:  0.14799325860117918
		RMSE:  0.416296042112221
		NRMSE:  0.15094839209687946
		MAPE:  236.54657650661633
		Pearson Correlation:  0.0970344198435602
		Spearman Correlation:  0.13741626893178113
		Coefficient of Determination:  -0.01532487720068798
		RMSE:  0.49849811504270414
		NRMSE:  0.13859682075281965
		MAPE:  152.29569179010474


Fold:  4

Protein:  RB1
Protein Interaction Partners Count:  369
x_train_column_count:  366
x_train columns:  ['AATF', 'ABCC1', 'ABL1', 'ACTL6A', 'ACTL6B', 'AFAP1', 'AHR', 'AKT1', 'ANXA5', 'ARID1A', 'ARID1B', 'ARID4A', 'ARMCX1', 'ARMCX2', 'ARMCX3', 'ARNT', 'AR', 'ASF1A', 'ATF2', 'ATM', 'AURKB', 'BCR', 'BDP1', 'BGLAP', 'BRCA1', 'BRF1', 'FAM208A', 'C4BPA', 'CABIN1', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CBFB', 'CBX1', 'CBX4', 'CBX5', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCNC', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNT2', 'CDC25A', 'CDC27', 'CDC6', 'CDH1', 'CDK14', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK6', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CEBPA', 'CEBPB', 'CEBPD', 'CEBPE', 'CHEK1', 'CHEK2', 'CLNK', 'COL1A1', 'CREBBP', 'CTBP1', 'CTNNB1', 'CUX1', 'DCAF10', 'DGKZ', 'DNAJA3', 'DNMT1', 'DNMT3A', 'DUSP1', 'DUT', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EED', 'EGFR', 'EGF', 'EID1', 'EIF2AK1', 'EIF2AK4', 'AGO2', 'ELF1', 'ENC1', 'EP300', 'ERBB2', 'ESD', 'ESR1', 'ESR2', 'EZH2', 'FBXW7', 'FMO5', 'FOS', 'FOXM1', 'FRK', 'FZR1', 'G6PD', 'GAPDH', 'GATA1', 'GJA1', 'GNB2L1', 'GRB2', 'GSC', 'GTF2H1', 'H1F0', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HARS2', 'HARS', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC8', 'HDC', 'HES1', 'HIF1A', 'HIRA', 'HIST1H1A', 'HIST1H1B', 'HIST1H1C', 'HIST1H1D', 'HIST1H1E', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST1H4A', 'HIST2H2AC', 'HIST2H2BE', 'HIST3H3', 'HIST4H4', 'HMGA1', 'HMGA2', 'HRAS', 'HSP90AA1', 'HSPA1A', 'HSPA8', 'ID2', 'IFI16', 'INS', 'JUN', 'KAT2B', 'KAT5', 'KDM1A', 'KDM2A', 'KDM4A', 'KDM5A', 'KDM5B', 'PPP1R26', 'KIF11', 'KRAS', 'KRT10', 'KRT14', 'KRT5', 'L3MBTL2', 'L3MBTL1', 'LIMD1', 'LIN52', 'LIN54', 'LIN9', 'LMNA', 'LOR', 'LPAR6', 'MAF', 'MAP2K7', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MAPK9', 'MCM2', 'MCM3', 'MCM4', 'MCM5', 'MCM7', 'MDM2', 'MDM4', 'MEF2C', 'MORF4L1', 'MRFAP1', 'MRPL11', 'MRPS18B', 'MSH6', 'MTL5', 'MYBL2', 'MYC', 'MYOD1', 'NACC2', 'NCAPD3', 'NCAPG2', 'NCAPH2', 'NCR1', 'NDC80', 'NEO1', 'NFYA', 'NFYB', 'NFYC', 'NGF', 'NOTCH1', 'NPM1', 'NRAS', 'ORC1', 'PA2G4', 'PAX2', 'PAX3', 'PAX5', 'PAX6', 'PAX8', 'PCNA', 'PELP1', 'PGR', 'PHB', 'PHF21B', 'PIAS4', 'PIK3CA', 'PIK3R1', 'PIK3R3', 'PLK1', 'PML', 'POLA1', 'POLA2', 'PPARA', 'PPARG', 'PPIA', 'PPP1CA', 'PPP1CB', 'PPP1CC', 'PPP1R3A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R3B', 'PPRC1', 'PRB1', 'PRB3', 'PRB4', 'PRDM2', 'PRH1', 'PRH2', 'PRIM1', 'PRIM2', 'PRKCB', 'PRMT2', 'PSMA7', 'PSMC1', 'PSMD10', 'PTEN', 'PTGDR', 'RAF1', 'RB1CC1', 'RBAK', 'RBBP4', 'RBBP5', 'RBBP6', 'RBBP7', 'RBBP8', 'RBBP9', 'RBL1', 'RBL2', 'RBFOX2', 'RFC1', 'RPS6KB1', 'RUNX2', 'S100A6', 'SETD1B', 'SETD7', 'SIRT1', 'SKP2', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'SMARCC1', 'SMARCC2', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'SMARCE1', 'SMC1A', 'SMC2', 'SMC4', 'SMC5', 'SMYD2', 'SNW1', 'SP100', 'SP1', 'SP3', 'SPI1', 'STAM', 'STAT3', 'SUV39H1', 'SUV420H2', 'SUZ12', 'TAF1', 'TBP', 'TERT', 'TFAP2A', 'TFDP1', 'TFDP3', 'TGM2', 'THAP1', 'TMPO', 'TNS1', 'TOP2A', 'TP53BP1', 'TP53', 'TP73', 'TRDMT1', 'TRIM27', 'TTK', 'UBE2I', 'UBE3A', 'UBL4A', 'UBN1', 'UBR4', 'UBTF', 'UHRF1', 'USP4', 'USP7', 'VEGFA', 'VPS39', 'WDR59', 'WDR73', 'WEE1', 'WWTR1', 'YAP1', 'YY1', 'ZBTB16', 'ZBTB7A', 'ZNF521', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0017653619110491459
		RMSE:  0.25173274438657
		NRMSE:  0.09206141909982812
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11040193949010524
		RMSE:  0.1737457828578019
		NRMSE:  0.1664678101960314
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  LinearRegression
		Pearson Correlation:  0.1386641218534559
		Spearman Correlation:  0.11693640603593031
		Coefficient of Determination:  -5.685849514024443
		RMSE:  0.6503318193291611
		NRMSE:  0.2378334623058664
		MAPE:  3203.032939532197
		Pearson Correlation:  -0.14380875857842457
		Spearman Correlation:  -0.18260892310843385
		Coefficient of Determination:  -3.7306709151892923e+25
		RMSE:  1007088500705.6377
		NRMSE:  964902943994.2108
		MAPE:  40969666071280.336

	Predictor:  ElasticNet
		Pearson Correlation:  0.2616195066425441
		Spearman Correlation:  0.25506163698347695
		Coefficient of Determination:  0.04743821794623593
		RMSE:  0.24547274637195252
		NRMSE:  0.08977206932853735
		MAPE:  193.32376223173108
		Pearson Correlation:  0.025288241886710278
		Spearman Correlation:  0.03540544687209975
		Coefficient of Determination:  -0.09286445432879131
		RMSE:  0.17236826759475612
		NRMSE:  0.16514799715896614
		MAPE:  105.4710897751892

	Predictor:  RandomForests
		Pearson Correlation:  0.3912826734930435
		Spearman Correlation:  0.33352790032049706
		Coefficient of Determination:  0.07882438203197994
		RMSE:  0.2413948064916824
		NRMSE:  0.08828072209321329
		MAPE:  204.76248804867456
		Pearson Correlation:  -0.0914566923654047
		Spearman Correlation:  -0.04143708065122316
		Coefficient of Determination:  -0.13225827888924258
		RMSE:  0.17544739278758328
		NRMSE:  0.16809814201853301
		MAPE:  106.07212844967025

Protein:  CDH1
Protein Interaction Partners Count:  834
x_train_column_count:  823
x_train columns:  ['ABCB1', 'ABCG2', 'ACAN', 'ACTA1', 'ACTA2', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTN1', 'ACTR3', 'ACVR1B', 'ADAM10', 'ADAM15', 'ADAM17', 'ADAM9', 'AFP', 'AIMP1', 'AJAP1', 'AKAP9', 'AKT1', 'AKT2', 'AKTIP', 'ALB', 'ALCAM', 'ALDH1A1', 'ALDH3A1', 'ALK', 'AMOTL2', 'ANAPC4', 'ANAPC7', 'ANO1', 'ANXA2', 'ANXA5', 'AP1M1', 'AP1M2', 'APC2', 'APC', 'AQP1', 'AQP5', 'AREG', 'ARF6', 'ARHGAP31', 'ARID1A', 'ARL2BP', 'ARMC7', 'ARPC1A', 'ARPC2', 'ARRB2', 'ARVCF', 'AR', 'CLMP', 'ASF1A', 'ATF2', 'ATF3', 'ATM', 'ATXN1', 'AXIN1', 'AXIN2', 'AXL', 'BAG3', 'BANP', 'BCAR1', 'BCL2L11', 'BCL2L1', 'BCL6B', 'BCL9L', 'BCORL1', 'BMI1', 'BMP2', 'BMP4', 'BMP6', 'BMP7', 'BNIP3', 'BRCA1', 'BRCA2', 'BSG', 'BTBD7', 'BTC', 'BTF3', 'ANAPC15', 'CA2', 'CA9', 'CALCA', 'CALR', 'CAPN1', 'CAPNS1', 'CASP3', 'CASP8', 'CASP9', 'CASS4', 'CAV1', 'CBLL1', 'CBL', 'CBX7', 'CCL2', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCNE1', 'CCR7', 'CD1A', 'CD1B', 'CD1C', 'CD1E', 'CD207', 'CD24', 'CD274', 'CD276', 'CD2AP', 'CD34', 'CD44', 'CD46', 'CD68', 'CD82', 'CDC16', 'CDC23', 'CDC27', 'CDC42', 'CDC6', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH24', 'CDH2', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDK14', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CDKN3', 'CDX2', 'CEACAM5', 'CFL1', 'CGN', 'CHGA', 'CHL1', 'CLCA2', 'CLDN1', 'CLDN2', 'CLDN3', 'CLDN4', 'CLDN5', 'CLDN7', 'CNTN1', 'COL1A1', 'CORO1C', 'CRB3', 'CREB1', 'CREBBP', 'CRYAB', 'YBX3', 'CSDC2', 'CSE1L', 'CSF2', 'CSNK2A1', 'CSNK2A2', 'CST5', 'CTBP1', 'CTBP2', 'CTCF', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNB1', 'CTNND1', 'CTNND2', 'CTSL', 'CTTN', 'CXCL12', 'CXCL1', 'CXCR4', 'CYP1B1', 'DAAM1', 'DAB2IP', 'DACH1', 'DAPK1', 'DAP', 'DDR1', 'DDR2', 'DDX3X', 'DICER1', 'DKK1', 'DLC1', 'DLG1', 'DLG5', 'DNM2', 'DNMT1', 'DNMT3A', 'DNMT3B', 'DNTT', 'DOT1L', 'DPAGT1', 'DPEP1', 'DSP', 'DUOX1', 'DUSP4', 'DVL1', 'DVL2', 'E2F1', 'ECT2', 'EDN1', 'EFEMP1', 'EFNA1', 'EGFR', 'EGF', 'EGR1', 'EHD1', 'EHMT2', 'EIF2AK3', 'AGO1', 'AGO2', 'ELAVL1', 'ELF3', 'ENAH', 'ENG', 'EP300', 'EPB41L3', 'EPCAM', 'EPHA10', 'EPHA1', 'EPHA2', 'EPPK1', 'ERBB2IP', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ESRP1', 'ESRP2', 'ETS1', 'ETS2', 'EXOC3', 'EXOC4', 'EYA2', 'EZH2', 'EZR', 'F11R', 'F2RL2', 'SUPT20H', 'FBXL5', 'FER', 'FGF10', 'FGF13', 'FGF17', 'FGF19', 'FGF2', 'FGF4', 'FGF5', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FHIT', 'FHL2', 'FLG', 'FLOT1', 'FLOT2', 'FLT1', 'FMN1', 'FN1', 'FOSL1', 'FOS', 'FOXA1', 'FOXA2', 'FOXC1', 'FOXC2', 'FOXJ2', 'FOXK2', 'FOXL1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXQ1', 'FRMPD2', 'FSCN1', 'FUT4', 'FXYD5', 'FYN', 'FZD1', 'FZD4', 'FZD7', 'FZR1', 'G6PD', 'GAB2', 'GABPA', 'GADD45A', 'GAPDH', 'GAS6', 'GATA1', 'GATA3', 'GATA4', 'GATA6', 'GDNF', 'GFRA1', 'GGT1', 'GJA1', 'GJB1', 'GJB2', 'GKN2', 'GLI1', 'GLI2', 'GMNN', 'GNA12', 'GNA13', 'GNB2L1', 'GNL3', 'GPA33', 'GRB2', 'GRHL2', 'GRHL3', 'GSK3B', 'GSN', 'GSTP1', 'H2AFZ', 'HAVCR2', 'HBEGF', 'HDAC1', 'HDAC2', 'HEPACAM', 'HES1', 'HGF', 'HGS', 'HIF1A', 'HMGA2', 'HNF4A', 'HOXB4', 'HOXD10', 'HPGDS', 'HPGD', 'HRAS', 'HSP90AA1', 'HSPA5', 'ICAM1', 'ID1', 'ID2', 'IDO1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP3', 'IL10', 'IL15', 'IL17A', 'IL1B', 'IL24', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ILK', 'INADL', 'INS', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'IQSEC1', 'IRS1', 'IRS2', 'ITGA5', 'ITGA6', 'ITGAE', 'ITGAM', 'ITGB1', 'ITGB4', 'ITGB7', 'ITPKB', 'IVL', 'JAG1', 'JAK2', 'AJUBA', 'JUN', 'JUP', 'KDM1A', 'KDM6A', 'KDR', 'KEAP1', 'KIFC3', 'KIT', 'KLF4', 'KLF5', 'KLF8', 'KLK3', 'KLK7', 'KLRG1', 'KRAS', 'KRT10', 'KRT14', 'KRT17', 'KRT18', 'KRT19', 'KRT20', 'KRT4', 'KRT5', 'KRT7', 'KRT8', 'KRT9', 'LAMA1', 'LAMB1', 'LAMC2', 'LASP1', 'LATS1', 'LATS2', 'LCN2', 'LEF1', 'LEP', 'LGALS3', 'LGALS4', 'LGALS9', 'LGR5', 'LIF', 'LIMA1', 'LIN28A', 'LIPG', 'LLGL2', 'LMNA', 'LOR', 'LOXL2', 'LOXL3', 'LOX', 'LRP5', 'LRP6', 'LY6K', 'MACC1', 'MACROD1', 'MAD2L2', 'MAGI1', 'MAP2K1', 'MAP2K7', 'MAP4K5', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MARK2', 'MARVELD2', 'MCAM', 'MCL1', 'MDM2', 'MED1', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MGAT5', 'MGMT', 'MKI67', 'MLH1', 'MLLT4', 'MME', 'MMP11', 'MMP13', 'MMP14', 'MMP15', 'MMP17', 'MMP1', 'MMP25', 'MMP27', 'MMP2', 'MMP3', 'MMP7', 'MMP8', 'MMP9', 'MPP5', 'MRAP', 'MSH2', 'MSN', 'MT1G', 'MTA1', 'MTA3', 'MTBP', 'MTDH', 'MTOR', 'MUC1', 'MUC4', 'MYCN', 'MYC', 'MYH6', 'MYO6', 'MYO7A', 'NANOG', 'NCAM1', 'NCOA1', 'NCSTN', 'NDRG1', 'NDRG2', 'NEDD9', 'NEK2', 'NES', 'NEUROG3', 'NF2', 'NFE2L2', 'NFIC', 'NKD2', 'NME1', 'NOG', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NR2F1', 'NRP2', 'NUDT21', 'NUMBL', 'NUMB', 'NUP98', 'NUTF2', 'OTUB1', 'OVOL1', 'OVOL2', 'PARD3', 'PARD6A', 'PAX2', 'PAX5', 'PAX6', 'PAX8', 'PCSK9', 'PDCD4', 'PDGFRB', 'PDPN', 'PEBP1', 'PECAM1', 'PGR', 'PHLPP1', 'PI3', 'PIK3CA', 'PIK3R1', 'PIP5K1A', 'PIP5K1C', 'PIP', 'PIR', 'PITX1', 'PKD1', 'PKM', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PLAUR', 'PLAU', 'PLCD1', 'PLEKHA7', 'PLG', 'PODXL', 'POLR2C', 'POSTN', 'POTEF', 'POU5F1', 'PPARA', 'PPARGC1A', 'PPARG', 'PPL', 'PPP6C', 'PRAME', 'PRDM10', 'PRKAR1A', 'PRKCA', 'PRKCI', 'PRKCZ', 'PRKD1', 'PRKG1', 'PRMT5', 'PROC', 'PROM1', 'PRSS8', 'PSEN1', 'PTCH1', 'PTEN', 'PTF1A', 'PTGS2', 'PTK2', 'PTPN11', 'PTPN14', 'PTPRC', 'PTPRF', 'PTPRJ', 'PTPRM', 'PTPRS', 'PTPRT', 'PTPRU', 'PTRH2', 'PVRL1', 'PVRL2', 'PVR', 'PXN', 'RAB11A', 'RAB25', 'RAB5A', 'RAB7A', 'RAB8B', 'RAC1', 'RAC2', 'RACGAP1', 'RAF1', 'RALA', 'RALBP1', 'RALGDS', 'RAP1A', 'RAP1B', 'RAPGEF1', 'RARB', 'RASSF1', 'RB1', 'RBM4', 'RCOR1', 'RDX', 'REM1', 'RET', 'RHOA', 'RHOB', 'RHOC', 'RHOD', 'RICTOR', 'RND3', 'ROCK1', 'ROCK2', 'RPS6KB1', 'RPTOR', 'RRM2', 'RUNX2', 'RUNX3', 'S100A14', 'S100A4', 'S100A8', 'SATB1', 'SCRIB', 'SDC1', 'SDC4', 'SDHC', 'SELE', 'SELL', 'SELP', 'SEMA3C', 'SEMA3F', 'SENP1', 'SERPINB4', 'SERPINB5', 'SERPINE1', 'SFN', 'SFRP1', 'SFRP2', 'SFTPC', 'SHH', 'SIK1', 'SIN3A', 'SIRT1', 'SIRT2', 'SIRT4', 'SIRT7', 'SIX1', 'SIX2', 'SKIL', 'SKP2', 'SLC2A1', 'SLC39A6', 'SLC6A3', 'SLC9A3R1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMO', 'SNAI1', 'SNAI2', 'SNAI3', 'SNX16', 'SNX1', 'SOX10', 'SOX17', 'SOX2', 'SOX4', 'SOX9', 'SP1', 'SPARC', 'SPDEF', 'SPINT1', 'SPP1', 'SPRY1', 'SRCIN1', 'SRC', 'SRXN1', 'ST14', 'ST7L', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STX4', 'STYK1', 'SUCLG2', 'SUMO1', 'SUZ12', 'SYNJ2', 'SYP', 'TACC3', 'TACSTD2', 'TATDN1', 'TBX1', 'TBX3', 'TCF15', 'TCF4', 'TDGF1', 'TERT', 'TET2', 'TFF1', 'TFF3', 'TGFB1', 'TGFB2', 'TGFB3', 'TGFBI', 'TGFBR1', 'TGFBR2', 'THBS1', 'THEM4', 'THUMPD1', 'THY1', 'TIAM1', 'TIMP1', 'TIMP2', 'TIMP3', 'TJP1', 'TJP2', 'TJP3', 'TLE1', 'TLN1', 'TLR4', 'TMPRSS2', 'TMPRSS4', 'TNFRSF6B', 'TNF', 'TNK2', 'TNS1', 'TP53BP1', 'TP53BP2', 'TP53', 'TRIM21', 'TRIM29', 'TRIM44', 'TRIP10', 'TRPS1', 'TSPYL2', 'TWIST1', 'TWIST2', 'TYRP1', 'T', 'UBE2I', 'UBE2S', 'USP48', 'USP9X', 'VANGL1', 'VANGL2', 'VASP', 'VAV1', 'VCAM1', 'VCL', 'VDR', 'VEGFA', 'VEGFC', 'VEZT', 'VHL', 'VIM', 'VIPAS39', 'VPS33B', 'VTN', 'WASL', 'WDFY2', 'WDTC1', 'WIF1', 'WISP1', 'WISP3', 'WNT10A', 'WNT10B', 'WNT11', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8A', 'WNT9A', 'WNT9B', 'WT1', 'XIAP', 'YAP1', 'YBX1', 'YES1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'ZYX', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1648542010437435
		RMSE:  1.2077311247232185
		NRMSE:  0.19230774891296748
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01787767410405383
		RMSE:  1.1768276141426715
		NRMSE:  0.21349508619837296
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.119011303751291
		NRMSE:  0.17818083878718685
		MAPE:  552.7314487209006
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06543533401046742
		RMSE:  1.204005869039757
		NRMSE:  0.21842565020132743
		MAPE:  371.74257556440244

	Predictor:  LinearRegression
		Pearson Correlation:  0.8192488475438632
		Spearman Correlation:  0.7557053022239044
		Coefficient of Determination:  0.6707342026776542
		RMSE:  0.642107560913113
		NRMSE:  0.10224317074505795
		MAPE:  476.0063269272392
		Pearson Correlation:  0.11957987510793716
		Spearman Correlation:  0.3011591195887608
		Coefficient of Determination:  -2.2557401168746742e+20
		RMSE:  17519011098.955765
		NRMSE:  3178224864.655812
		MAPE:  642732624408.3527

	Predictor:  ElasticNet
		Pearson Correlation:  0.6862894762567048
		Spearman Correlation:  0.6387317278679866
		Coefficient of Determination:  0.43876135288446727
		RMSE:  0.8383169709501318
		NRMSE:  0.1334857123897538
		MAPE:  517.9063782187618
		Pearson Correlation:  0.4511172565312287
		Spearman Correlation:  0.4343021733438074
		Coefficient of Determination:  0.1792067161898645
		RMSE:  1.0567735948462456
		NRMSE:  0.19171539400715604
		MAPE:  338.1851526668231

	Predictor:  RandomForests
		Pearson Correlation:  0.6140011694270628
		Spearman Correlation:  0.5811434138849094
		Coefficient of Determination:  0.3739781899122391
		RMSE:  0.8853789769318852
		NRMSE:  0.14097942373362077
		MAPE:  364.20924160311137
		Pearson Correlation:  0.656690347420941
		Spearman Correlation:  0.4201659518123137
		Coefficient of Determination:  0.3672129182973659
		RMSE:  0.9278843682745416
		NRMSE:  0.1683328558968364
		MAPE:  230.49579658071266

Protein:  CDH2
Protein Interaction Partners Count:  472
x_train_column_count:  466
x_train columns:  ['ABCG2', 'ABL1', 'ACAN', 'ACTA1', 'ACTA2', 'ACTB', 'ACTR3', 'ADAM10', 'ADH1A', 'AFP', 'AHSG', 'AKT1', 'AKT3', 'ALB', 'ALCAM', 'ALDH1A1', 'AMBN', 'AMELX', 'AMOTL1', 'AMTN', 'ANGPT1', 'ANO8', 'ANXA5', 'APC2', 'APC', 'APLP2', 'APOA1', 'APOA2', 'APOA5', 'APOB', 'APOE', 'APOL1', 'APPL1', 'APP', 'ARHGAP32', 'ARMC7', 'ARPC5', 'ARVCF', 'AR', 'ATXN1', 'AXIN1', 'AXIN2', 'AXL', 'BCL2L1', 'BDNF', 'BMI1', 'BMP15', 'BMP2', 'BMP4', 'BMP7', 'BNIP2', 'BOC', 'BPIFB2', 'RGCC', 'GSKIP', 'C3', 'C4A', 'CABLES1', 'CADM1', 'CALU', 'CASP3', 'CAV1', 'CBLL1', 'CCNA2', 'CCNB1', 'CCND1', 'CD24', 'CD34', 'CD44', 'CD80', 'CDC42', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDK4', 'CDK5', 'CDK6', 'CDKN2A', 'CDON', 'CDX2', 'CEBPZ', 'CFL1', 'CHGB', 'CHL1', 'CHRDL1', 'CKAP4', 'CLDN11', 'CLDN3', 'CLDN4', 'CLDN7', 'CORT', 'CP', 'CREBBP', 'CRP', 'CSF1', 'CSK', 'CST3', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNB1', 'CTNND1', 'CTNND2', 'CTTN', 'CXCL12', 'CXCR4', 'CYLD', 'CYR61', 'DBN1', 'DDR1', 'DDR2', 'DKK1', 'DLG4', 'DLG5', 'DMP1', 'DNAJC3', 'DSP', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EFNB1', 'EFNB2', 'EFNB3', 'EGFR', 'EGF', 'EHMT2', 'EIF2AK3', 'ENAM', 'ENG', 'EPCAM', 'EPHA1', 'EPHA2', 'EPHA4', 'EPHB2', 'EPS8', 'ERBB2', 'ERBB4', 'ESR1', 'ESRP1', 'EXOC4', 'EZH2', 'EZR', 'F11R', 'F5', 'EVA1A', 'FAM20A', 'FAM20C', 'FBN1', 'FER', 'FGA', 'FGF13', 'FGF23', 'FGF2', 'FGFR1', 'FGFR4', 'FGG', 'FN1', 'FOXC2', 'FOXD3', 'FOXO1', 'FOXP4', 'FSTL1', 'FSTL3', 'FUCA2', 'GAA', 'GAPDH', 'GAS6', 'GATA4', 'GFAP', 'GJA10', 'GJA1', 'GJA3', 'GJB6', 'GJC1', 'GJC3', 'GJD3', 'GJD4', 'GLI1', 'GOLM1', 'GPC3', 'GRIA1', 'GRIA2', 'HGF', 'HMGA2', 'HNF4A', 'HRAS', 'HRC', 'HSP90B1', 'HSPA5', 'IARS2', 'IGF1R', 'IGF1', 'IGFBP1', 'IGFBP3', 'IGFBP4', 'IGFBP5', 'IGFBP7', 'IL1B', 'IL6', 'CXCL8', 'ILK', 'INADL', 'INS', 'INVS', 'IQGAP1', 'ISL1', 'ITGA6', 'ITGB1', 'ITIH2', 'ITPKB', 'JAG1', 'JAM3', 'JUN', 'JUP', 'KCNA5', 'KDR', 'KIAA2022', 'KIF5B', 'KIT', 'KLF4', 'KNG1', 'KRAS', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT8', 'KTN1', 'L1CAM', 'LAMB1', 'LAMB2', 'LAMC1', 'LEF1', 'LGALS1', 'LRP5', 'LRP6', 'LRRC7', 'LTBP1', 'LTBP3', 'MAP1B', 'MAP2K6', 'MAP2K7', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MATN3', 'MBTPS1', 'MCAM', 'MEF2A', 'MEF2C', 'MEF2D', 'MEN1', 'MEPE', 'MET', 'MFGE8', 'MFI2', 'MGAT4A', 'MIA3', 'MKI67', 'MLLT4', 'MMP14', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MPDZ', 'MPP5', 'MRAP', 'MRPL49', 'MSLN', 'MSN', 'MTHFD1', 'MUC1', 'MUC4', 'MXRA8', 'MYC', 'MYO10', 'MZF1', 'NANOG', 'NCAM1', 'NCSTN', 'NDRG1', 'NENF', 'NES', 'NFASC', 'NGF', 'NLGN1', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTUM', 'NRCAM', 'NT5C', 'NT5E', 'NTRK2', 'NUCB1', 'NUMBL', 'NUMB', 'OLFM3', 'P4HB', 'PARD3', 'PAX6', 'PCSK9', 'PC', 'PDGFRB', 'PDIA4', 'PDIA6', 'PECAM1', 'PENK', 'PIK3CA', 'PIK3R1', 'PIP5K1C', 'PITX2', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PNPLA2', 'POU5F1', 'PPT2', 'PRKCDBP', 'PRKCSH', 'PROC', 'PROM1', 'PRPH', 'PRSS23', 'PSEN1', 'PTEN', 'PTK2', 'PTPN11', 'PTPN1', 'PTPN2', 'PTPRC', 'PTPRS', 'PVRL1', 'PVRL2', 'PVRL3', 'PXN', 'QSOX1', 'RAB11FIP1', 'RAB3D', 'RAB5A', 'RAC1', 'RCN1', 'RELN', 'REM1', 'RHOA', 'RHOB', 'RHOC', 'ROBO1', 'PTBP3', 'RPS6KB1', 'RUNX2', 'S100A14', 'S100A4', 'SARS2', 'SCARB2', 'SCG2', 'SCG3', 'SDC2', 'SEMA3A', 'SENP3', 'SERPINA10', 'SERPINA1', 'SERPINC1', 'SERPIND1', 'SERPINE1', 'SHH', 'SHISA5', 'SIRT7', 'SKP1', 'SLC2A1', 'SLC9A3R1', 'SLIT1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SNAI1', 'SNAI2', 'SNAI3', 'SOX10', 'SOX18', 'SOX1', 'SOX2', 'SOX4', 'SOX9', 'SP7', 'SPAG9', 'SPARCL1', 'SPARC', 'SPP1', 'SPP2', 'SRC', 'ST6GALNAC5', 'STAT3', 'STC2', 'SYP', 'TBX1', 'TCF3', 'TEK', 'TF', 'TGFB1', 'TGFBR1', 'TGM2', 'TGOLN2', 'THY1', 'TIMP1', 'TJP1', 'TJP3', 'TMEM132A', 'TNC', 'TNF', 'TNNT1', 'TP53', 'TRPS1', 'TSC2', 'TWIST1', 'TWIST2', 'USP9X', 'VANGL2', 'VCAM1', 'VCAN', 'VCL', 'VEGFA', 'VGF', 'VIM', 'VTN', 'VWA1', 'WFS1', 'WNT11', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT7A', 'XIRP1', 'ZBTB16', 'ZEB1', 'ZEB2', 'ZSCAN1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011628294333081435
		RMSE:  0.38156283556505555
		NRMSE:  0.1382574228440668
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.013534078125908788
		RMSE:  0.33551468363995024
		NRMSE:  0.17308132332546644
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  LinearRegression
		Pearson Correlation:  0.6150955385203761
		Spearman Correlation:  0.5884907139343203
		Coefficient of Determination:  0.2711791647519344
		RMSE:  0.3238664594356913
		NRMSE:  0.11735142381175859
		MAPE:  3276.9209403576588
		Pearson Correlation:  -0.09696393808195869
		Spearman Correlation:  -0.0030301481088211104
		Coefficient of Determination:  -1.6694995261732879e+22
		RMSE:  43061138090.143105
		NRMSE:  22213867612.842587
		MAPE:  149312877954565.56

	Predictor:  ElasticNet
		Pearson Correlation:  0.3706166982341064
		Spearman Correlation:  0.3956559423751471
		Coefficient of Determination:  0.11583104656386334
		RMSE:  0.3567165132138157
		NRMSE:  0.1292544797499151
		MAPE:  1366.9461047389989
		Pearson Correlation:  0.18872014429450062
		Spearman Correlation:  0.18285764161647902
		Coefficient of Determination:  0.0016765150906111748
		RMSE:  0.3329875512382435
		NRMSE:  0.17177765632776373
		MAPE:  183.2768490091821

	Predictor:  RandomForests
		Pearson Correlation:  0.3961198454064427
		Spearman Correlation:  0.37983966432108296
		Coefficient of Determination:  0.1309181102776089
		RMSE:  0.3536599927900748
		NRMSE:  0.12814696455905314
		MAPE:  1111.043726158635
		Pearson Correlation:  0.18455697343118993
		Spearman Correlation:  0.22541705684260077
		Coefficient of Determination:  -0.02982724092809841
		RMSE:  0.338200730720901
		NRMSE:  0.17446696933726474
		MAPE:  172.87237275983907

Protein:  CDH3
Protein Interaction Partners Count:  73
x_train_column_count:  74
x_train columns:  ['AIMP1', 'CLMP', 'BRCA1', 'CCND1', 'CD24', 'CD2AP', 'CD44', 'CDCP1', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH2', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CLDN1', 'CLDN7', 'CTNNA1', 'CTNNA3', 'CTNNB1', 'CTNND1', 'DPYD', 'DSP', 'ECM1', 'EGFR', 'EPCAM', 'ERBB2', 'ESR1', 'ESRP1', 'F11R', 'FN1', 'GALNT6', 'GATA3', 'HOXA9', 'IGF1R', 'ITGA9', 'JUP', 'KIRREL', 'KRT14', 'KRT15', 'KRT17', 'KRT4', 'KRT5', 'KRT8', 'LEF1', 'MKI67', 'NPHS1', 'NPHS2', 'PGR', 'PKP1', 'PKP2', 'PKP3', 'POU5F1', 'S100A4', 'SNAI1', 'SNAI2', 'SYNPO', 'TECR', 'TJP1', 'TP53', 'UMPS', 'VCL', 'ZEB1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006306553616452382
		RMSE:  0.206558346691537
		NRMSE:  0.1472115018398285
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056823148221427866
		RMSE:  0.21361844422784051
		NRMSE:  0.19012980777528213
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  LinearRegression
		Pearson Correlation:  0.40162383115089545
		Spearman Correlation:  0.3862197220614044
		Coefficient of Determination:  0.16106262501463042
		RMSE:  0.18860029586078106
		NRMSE:  0.13441302782386721
		MAPE:  378.1537845626586
		Pearson Correlation:  0.20990469369845347
		Spearman Correlation:  0.16926121113548007
		Coefficient of Determination:  -0.06864543438998805
		RMSE:  0.21480995615360537
		NRMSE:  0.19119030577781418
		MAPE:  618.8474203264233

	Predictor:  ElasticNet
		Pearson Correlation:  0.2967195523686797
		Spearman Correlation:  0.31940040179779977
		Coefficient of Determination:  0.055470703732111826
		RMSE:  0.20011761334104144
		NRMSE:  0.14262127324503715
		MAPE:  140.32924088677132
		Pearson Correlation:  0.24677542017830048
		Spearman Correlation:  0.20281830738292306
		Coefficient of Determination:  -0.049817157550336555
		RMSE:  0.21290919715539997
		NRMSE:  0.18949854669651275
		MAPE:  219.2407458187418

	Predictor:  RandomForests
		Pearson Correlation:  0.33302890450616124
		Spearman Correlation:  0.3378769699810783
		Coefficient of Determination:  0.10454953363537889
		RMSE:  0.1948490899615274
		NRMSE:  0.13886646376094144
		MAPE:  219.9639349028977
		Pearson Correlation:  0.2371807284359152
		Spearman Correlation:  0.17721400745014462
		Coefficient of Determination:  -0.03196862961188662
		RMSE:  0.2110915442050975
		NRMSE:  0.18788075565186593
		MAPE:  337.3705822341323

Protein:  PTEN
Protein Interaction Partners Count:  884
x_train_column_count:  875
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ABTB1', 'ACTB', 'ACTG1', 'ADM', 'AEBP1', 'AFP', 'AKT1S1', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDH1A1', 'ALK', 'AMHR2', 'ANXA2', 'ANXA5', 'APAF1', 'APC', 'ARAF', 'AREG', 'ARHGAP21', 'ARID1A', 'ARID2', 'ARL2BP', 'AR', 'ATF3', 'ATG12', 'ATG5', 'ATG7', 'ATM', 'ATRX', 'AURKA', 'AURKB', 'AXIN1', 'AXIN2', 'AXL', 'BAD', 'BAG5', 'BARD1', 'BAX', 'BBC3', 'BCAR1', 'BCL2L11', 'BCL2L1', 'BCL2L2', 'BCL6', 'BCR', 'BDNF', 'BECN1', 'BIRC3', 'BIRC5', 'BMI1', 'BMP2', 'BMP4', 'BMP7', 'BMPR1A', 'BNIP3', 'BRAF', 'BRCA1', 'BRCA2', 'BRD4', 'BTG2', 'BTK', 'SPRTN', 'CLHC1', 'CA9', 'CASP3', 'CASP6', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBL', 'CBX7', 'CCL2', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CD24', 'CD274', 'CD34', 'CD44', 'CD79A', 'CD79B', 'CDC14A', 'CDC20', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC27', 'CDC42', 'CDC7', 'CDH17', 'CDH1', 'CDH2', 'CDIPT', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CDX2', 'CENPC', 'CFL1', 'CFLAR', 'CFTR', 'CHD1', 'CHD8', 'CHEK1', 'CHEK2', 'CHKA', 'CHORDC1', 'CHUK', 'CLTCL1', 'CLTC', 'CNOT6L', 'CREB1', 'CREBBP', 'CRP', 'CSF1R', 'CSF1', 'CSK', 'CSN2', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTGF', 'CTLA4', 'CTNNB1', 'CUL1', 'CUL3', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP19A1', 'DAPK1', 'DAXX', 'DBN1', 'DCAF13', 'DDIT4', 'DDR2', 'DECR1', 'DEPTOR', 'DGCR8', 'DICER1', 'DLC1', 'DLG1', 'DLG4', 'DNM1L', 'DNMT1', 'DNMT3A', 'DNMT3B', 'DNTT', 'DOLPP1', 'DUSP1', 'DUSP6', 'DUT', 'DVL1', 'DYRK1A', 'E2F1', 'E2F2', 'E2F3', 'ECSCR', 'EGFR', 'EGF', 'EGR1', 'EIF2AK2', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF4A1', 'EIF4A2', 'EIF4EBP1', 'EIF4EBP2', 'EIF4E', 'EIF4G1', 'EML4', 'ENDOG', 'EP300', 'EPCAM', 'EPHA1', 'EPHA2', 'EPHA3', 'EPHA4', 'EPHA5', 'EPHA7', 'EPHB1', 'EPHB2', 'EPHB3', 'EPHB4', 'ERBB2', 'ERBB3', 'ERBB4', 'ERCC1', 'EREG', 'ESR1', 'ETS1', 'ETS2', 'ETV1', 'ETV6', 'EYA2', 'EZH2', 'EZR', 'FABP4', 'FASLG', 'FASN', 'FBXW7', 'FCGR1B', 'FGF2', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FIG4', 'FKBP1A', 'FLCN', 'FLT1', 'FLT3', 'FLT4', 'FMR1', 'FN1', 'FOS', 'FOXA1', 'FOXG1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FOXP1', 'FOXP3', 'FRK', 'FYN', 'FZR1', 'GADD45A', 'GAPDH', 'GATA3', 'GCK', 'GDF10', 'GDF2', 'GFAP', 'GJA1', 'GLI1', 'GNA11', 'GNAQ', 'GNAS', 'GNRHR', 'GRASP', 'GRB2', 'GRPR', 'GSK3A', 'GSK3B', 'GSTP1', 'H1F0', 'H2AFX', 'HAVCR2', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HES1', 'HGF', 'HIF1A', 'HIST1H2BA', 'HK1', 'HK2', 'HMGA2', 'HNF4A', 'HOXA9', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPA1A', 'HSPA1B', 'HSPA2', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPA9', 'ID1', 'ID4', 'IDH1', 'IDH2', 'IDO1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IKBKB', 'IKZF1', 'IL10', 'IL17A', 'IL21', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ILK', 'INPP4A', 'INPP4B', 'INPP5A', 'INPP5B', 'INPP5D', 'INPP5E', 'INPP5F', 'INPP5J', 'INPP5K', 'INPPL1', 'INSRR', 'INSR', 'INS', 'IPMK', 'IPO11', 'IQGAP1', 'IRAK1', 'IRS1', 'IRS2', 'ITGB1', 'ITPKA', 'ITPKB', 'ITPKC', 'ITPR3', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JARID2', 'JUN', 'KAT2B', 'KDM5B', 'KDM5C', 'KDM6A', 'KDR', 'KEAP1', 'ATG13', 'KIF11', 'KLLN', 'KITLG', 'KIT', 'KLF17', 'KLF2', 'KLF4', 'KLK3', 'KPNA1', 'KPNA2', 'KPNA5', 'KPNA6', 'KPNA7', 'KRAS', 'KRT14', 'KRT5', 'KRT8', 'LASP1', 'LATS1', 'LATS2', 'LCK', 'LDHA', 'LEF1', 'LEP', 'LGALS3', 'LIG4', 'LOX', 'LRIG1', 'LRP1B', 'LRRK2', 'LYN', 'LYPD1', 'MAGI1', 'MAGI2', 'MAGI3', 'MAN2C1', 'MAP1LC3B', 'MAP2K1', 'MAP2K2', 'MAP2K3', 'MAP2K4', 'MAP2K7', 'MAP3K1', 'MAP3K5', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK4', 'MAPK6', 'MAPK7', 'MAPK8', 'MAPK9', 'MAPKAP1', 'MAPT', 'MARCH2', 'MARCH3', 'MAST1', 'MAST2', 'MAST3', 'MAST4', 'MATK', 'MCL1', 'MCM2', 'MCM7', 'MCRS1', 'MDK', 'MDM2', 'MDM4', 'MECOM', 'MECP2', 'MED12', 'MEN1', 'MET', 'MGMT', 'MINPP1', 'MITF', 'MKI67', 'MKRN1', 'MLH1', 'MLH3', 'KMT2D', 'KMT2C', 'KMT2B', 'MLLT1', 'MLST8', 'MME', 'MMP2', 'MMP9', 'MOV10', 'MRAP', 'MRE11A', 'MSH2', 'MSH6', 'MTDH', 'MTMR2', 'MTOR', 'MTSS1', 'MUTYH', 'MVP', 'MYCN', 'MYC', 'MYLK', 'MYOCD', 'NANOG', 'NCKAP1', 'NCOA3', 'NCOR2', 'NDFIP1', 'NDFIP2', 'NDRG1', 'NDRG2', 'NEDD4L', 'NEDD4', 'NES', 'NF1', 'NF2', 'NFATC1', 'NFATC4', 'NFE2L2', 'NFKBIA', 'NGFR', 'NLGN3', 'NLGN4X', 'NOS3', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NPM1', 'NR1H4', 'NR3C2', 'NRAS', 'NRP2', 'NTRK1', 'NTRK2', 'NUMB', 'OCRL', 'OLIG2', 'OTUD3', 'PALB2', 'PARD3', 'PARD6A', 'PARD6B', 'PARD6G', 'PARK2', 'PARK7', 'PARP1', 'PAX8', 'PBK', 'PBRM1', 'PCGF2', 'PCSK9', 'PDCD1', 'PDCD4', 'PDGFB', 'PDGFRA', 'PDGFRB', 'PDK1', 'PDK2', 'PDPK1', 'PDZK1', 'PECAM1', 'PGM3', 'PGR', 'PHF6', 'PHLPP1', 'PHLPP2', 'PI3', 'PI4K2A', 'PI4K2B', 'PI4KA', 'PI4KB', 'PIK3C2A', 'PIK3C2B', 'PIK3C2G', 'PIK3C3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3CG', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIK3R5', 'PIKFYVE', 'PINK1', 'PIP4K2A', 'PIP4K2B', 'PIP4K2C', 'PIP5K1A', 'PIP5K1B', 'PIP5K1C', 'PIP5KL1', 'PKM', 'PLCB1', 'PLCB2', 'PLCB3', 'PLCB4', 'PLCD1', 'PLCD3', 'PLCD4', 'PLCE1', 'PLCG1', 'PLCG2', 'PLCH1', 'PLCH2', 'PLCZ1', 'PLEKHA1', 'PLEK', 'PLK1', 'PLK2', 'PLK3', 'BPIFA1', 'PMAIP1', 'PML', 'PMPCA', 'PMS1', 'PMS2', 'POLE', 'POLI', 'POTEF', 'POU5F1', 'PPARG', 'PPM1D', 'PPP2R1A', 'PPP2R4', 'PPP2R5A', 'PPP2R5E', 'PPP3CA', 'PPP6C', 'PRDX1', 'PREX2', 'PRKAA1', 'PRKAA2', 'PRKCI', 'PRKCZ', 'PRKDC', 'PRMT5', 'PROM1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTER', 'PTGS2', 'PTK2B', 'PTK2', 'PTK6', 'PTPMT1', 'PTPN11', 'PTPN12', 'PTPN13', 'PTPN1', 'PTPRC', 'PTPRD', 'PTS', 'PXN', 'RAB7A', 'RAC1', 'RAC2', 'RAD51C', 'RAD51D', 'RAD51', 'RAD52', 'RAF1', 'RASA1', 'RASSF1', 'RB1CC1', 'RB1', 'RBL1', 'RBL2', 'RBM38', 'RBFOX2', 'RCN1', 'RECK', 'RELA', 'REL', 'REM1', 'RETN', 'RET', 'RHEB', 'RHOA', 'RHOB', 'RHOC', 'RICTOR', 'DROSHA', 'RNF146', 'ROCK1', 'ROCK2', 'ROS1', 'RPS27A', 'RPS6KA1', 'RPS6KA2', 'RPS6KA3', 'RPS6KB1', 'RPS6KB2', 'RPS6', 'RPTOR', 'RRAS2', 'RRAS', 'RRM1', 'RSL1D1', 'RUNX3', 'RWDD3', 'SACM1L', 'SALL4', 'SCAI', 'SCGB1D4', 'SCRIB', 'SDHB', 'SDHC', 'SERPINA1', 'SERPINA4', 'SERPINB5', 'SESN1', 'SESN2', 'SETD2', 'SGK1', 'SGK2', 'SGK3', 'SHANK2', 'SHARPIN', 'SHC1', 'SHFM1', 'SHH', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT5', 'SIRT6', 'SIRT7', 'SKP2', 'SLC25A16', 'SLC2A1', 'SLC2A4', 'SLC34A2', 'SLC9A3R1', 'SLC9A3R2', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMUG1', 'SMYD2', 'SNAI1', 'SNAI2', 'SNCA', 'SNX27', 'SOCS1', 'SOCS3', 'SOD2', 'SOS1', 'SOX2', 'SOX4', 'SOX9', 'SP1', 'SPOP', 'SPRY1', 'SPRY2', 'SRBD1', 'SRC', 'SREBF1', 'SRF', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STMN1', 'STUB1', 'STX16', 'SUCLG2', 'SUMO1', 'SYK', 'SYNJ1', 'SYNJ2', 'TACSTD2', 'TBX1', 'TBX2', 'TBX3', 'TCF7L2', 'TCHP', 'TEP1', 'TERT', 'TET1', 'TGFB1', 'TGFBR1', 'TGFBR2', 'TGM2', 'THBS1', 'TIMP1', 'TIMP3', 'TJP1', 'TLR4', 'TMEM55A', 'TMEM55B', 'TMPRSS2', 'TNFRSF10B', 'TNFSF10', 'TNF', 'TNKS2', 'TNKS', 'TNPO2', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TOP1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TPM1', 'TRAF6', 'TRIM27', 'TRIM29', 'TSC1', 'TSC2', 'TTN', 'TUT1', 'TWIST1', 'TWSG1', 'TXN', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2E1', 'UBE2I', 'UBE2L3', 'UBE3A', 'ULK1', 'ULK2', 'USP10', 'USP13', 'USP18', 'USP28', 'USP7', 'USP8', 'UTF1', 'UVRAG', 'VCL', 'VDR', 'VEGFA', 'VHL', 'WDR18', 'WDTC1', 'WEE1', 'WIPI1', 'WIPI2', 'WNT1', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT9A', 'WNT9B', 'WT1', 'WWP1', 'WWP2', 'XIAP', 'XPO1', 'XPO5', 'YAP1', 'YES1', 'YWHAB', 'YWHAZ', 'YY1', 'ZEB1', 'ZEB2', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04663541191913323
		RMSE:  0.5747314783713694
		NRMSE:  0.11117523181123673
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02346833201832421
		RMSE:  0.7542692946958974
		NRMSE:  0.11793750210239971
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  LinearRegression
		Pearson Correlation:  0.6958797782705887
		Spearman Correlation:  0.6436917214816044
		Coefficient of Determination:  0.4841375874092222
		RMSE:  0.4034913367150698
		NRMSE:  0.07805078472513731
		MAPE:  496.0628323655938
		Pearson Correlation:  -0.08722813115743087
		Spearman Correlation:  0.06881631940547889
		Coefficient of Determination:  -4.683855348434462e+19
		RMSE:  5102593376.811086
		NRMSE:  797841197.2185264
		MAPE:  330616316429.2598

	Predictor:  ElasticNet
		Pearson Correlation:  0.5000446406276393
		Spearman Correlation:  0.4751938561857952
		Coefficient of Determination:  0.2035747680832225
		RMSE:  0.5013485663467415
		NRMSE:  0.09698014669350463
		MAPE:  224.32606973717148
		Pearson Correlation:  0.15781965523609875
		Spearman Correlation:  0.16226386862679085
		Coefficient of Determination:  0.013865090259408741
		RMSE:  0.7403846233149501
		NRMSE:  0.11576649571025723
		MAPE:  705.6797700207825

	Predictor:  RandomForests
		Pearson Correlation:  0.4821413007728855
		Spearman Correlation:  0.4153546509397109
		Coefficient of Determination:  0.13129408683297594
		RMSE:  0.523604850310263
		NRMSE:  0.10128537030142817
		MAPE:  284.0523170034129
		Pearson Correlation:  0.11666981666042087
		Spearman Correlation:  0.211988209300549
		Coefficient of Determination:  0.013101766942274384
		RMSE:  0.7406711173424958
		NRMSE:  0.11581129189938172
		MAPE:  478.677697399663

Protein:  BRCA2
Protein Interaction Partners Count:  361
x_train_column_count:  351
x_train columns:  ['ABL1', 'ACHE', 'ADRB1', 'ADRB2', 'AKT1', 'ALK', 'APEX1', 'ARID1A', 'ARPC1A', 'AR', 'ATAD5', 'ATM', 'ATRIP', 'ATRX', 'ATR', 'AURKA', 'AURKB', 'B3GALTL', 'BACH1', 'BARD1', 'BCCIP', 'BCHE', 'BDNF', 'BECN1', 'BIRC5', 'BLM', 'BMI1', 'BRCA1', 'BRCC3', 'BRE', 'BRIP1', 'SLX4', 'BUB1B', 'BUB1', 'BUB3', 'SFR1', 'RHNO1', 'RMI2', 'BABAM1', 'MMS22L', 'CASC1', 'CASC5', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCNE1', 'CDC25A', 'CDC25C', 'CDC45', 'CDC6', 'CDH1', 'CDK12', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CENPE', 'CENPF', 'CEP55', 'CHEK1', 'CHEK2', 'CHRNA1', 'CLSPN', 'CNTROB', 'CREM', 'CSMD3', 'CTNNB1', 'CYP19A1', 'DMC1', 'DNA2', 'DSN1', 'DYNC1LI2', 'EGFR', 'EGF', 'ELAC2', 'EME1', 'EME2', 'ENAM', 'EPCAM', 'ERBB2', 'ERBB3', 'ERCC1', 'ERCC2', 'ERCC4', 'ERCC5', 'ERCC6', 'ERCC8', 'ESPL1', 'ESR1', 'EXO1', 'EZH2', 'FAM175A', 'FANCA', 'FANCB', 'FANCC', 'FANCD2', 'FANCE', 'FANCF', 'FANCG', 'FANCI', 'FANCL', 'FANCM', 'FBN1', 'FBXO18', 'FBXW7', 'FEN1', 'FGFR2', 'FHIT', 'FLNA', 'FOXM1', 'GAPDH', 'GEN1', 'SLX1B', 'H2AFX', 'HELQ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2BE', 'HIST3H3', 'HMG20A', 'HMG20B', 'HMMR', 'HNRNPC', 'HOXB13', 'HRAS', 'HUS1', 'ITPKB', 'KAT2B', 'KAT5', 'KEAP1', 'SPIDR', 'KIF23', 'KIF4A', 'KIT', 'KLK3', 'KRAS', 'KRT5', 'LIG1', 'LIG3', 'LIG4', 'LIMD1', 'LSP1', 'MAD2L2', 'MAGED1', 'MAMSTR', 'MAP2K2', 'MAP3K1', 'MCM10', 'MCPH1', 'MDC1', 'MDM2', 'MDM4', 'MEN1', 'MGMT', 'MKI67', 'MLH1', 'MLH3', 'KMT2C', 'MND1', 'MORF4L1', 'MRE11A', 'MRPL36', 'MSH2', 'MSH3', 'MSH4', 'MSH5', 'MSH6', 'MTA2', 'FAN1', 'MUC1', 'MUS81', 'MUTYH', 'MYC', 'NBN', 'NCAPG', 'NEDD4', 'NF1', 'NHEJ1', 'NNT', 'NOTCH1', 'NSL1', 'NSMCE4A', 'OBFC1', 'OGG1', 'PALB2', 'PARG', 'PARP1', 'PARP2', 'PARP3', 'PAXIP1', 'PCNA', 'PDLIM7', 'PDS5A', 'PDS5B', 'PGR', 'PIK3CA', 'PLCB4', 'PLEC', 'PLEKHH1', 'PLK1', 'PMS1', 'PMS2', 'PNOC', 'POLD1', 'POLD2', 'POLD3', 'POLD4', 'POLE2', 'POLE3', 'POLE4', 'POLE', 'POLH', 'POLK', 'POLN', 'POLQ', 'PRDM9', 'PRKDC', 'PRSS1', 'PSMC3IP', 'PSMD3', 'PSMD6', 'PTEN', 'RAD17', 'RAD18', 'RAD1', 'RAD21', 'RAD23B', 'RAD50', 'RAD51AP1', 'RAD51C', 'RAD51B', 'RAD51D', 'RAD51', 'RAD52', 'RAD54B', 'RAD54L', 'RAD9A', 'RAD9B', 'RAG2', 'RASSF1', 'RBBP8', 'RBMX', 'RECQL4', 'RECQL5', 'RECQL', 'RET', 'REV1', 'REV3L', 'RFC1', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RMI1', 'RNF168', 'RNF8', 'RPA1', 'RPA2', 'RPA3', 'RPS27A', 'RTEL1', 'SHFM1', 'SKP2', 'SMAD2', 'SMAD3', 'SMAD4', 'SMARCA4', 'SMARCAL1', 'SMARCB1', 'SMC1A', 'SMC2', 'SMC3', 'SMC4', 'SMC5', 'SMC6', 'SMUG1', 'SNAI2', 'SP1', 'SPO11', 'STAT5A', 'STK11', 'STRA13', 'SUV39H1', 'SYCP3', 'TBCE', 'TDP1', 'TERT', 'TEX15', 'TMPRSS2', 'TNS1', 'TOP1', 'TOP2A', 'TOP3A', 'TOP3B', 'TOPBP1', 'TOX3', 'TP53BP1', 'TP53', 'TPX2', 'TRIP12', 'PRSS58', 'TTK', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2D1', 'UBE2E2', 'UBE2E3', 'UBE2N', 'UBE2T', 'UIMC1', 'USF1', 'USP11', 'USP15', 'USP1', 'USP21', 'USP4', 'UVRAG', 'VEGFA', 'VWF', 'WDR48', 'WDTC1', 'WEE1', 'WRN', 'WT1', 'WTIP', 'XPA', 'XPO1', 'XRCC1', 'XRCC2', 'XRCC3', 'XRCC4', 'XRCC5', 'XRCC6', 'ZFYVE26', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015699866052385492
		RMSE:  0.1919477679021074
		NRMSE:  0.12365776640496533
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0014129332580739007
		RMSE:  0.2082543553514594
		NRMSE:  0.20232423210836328
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  LinearRegression
		Pearson Correlation:  0.24379476995206853
		Spearman Correlation:  0.2638070907586737
		Coefficient of Determination:  -4.272038547595456
		RMSE:  0.44038417438996025
		NRMSE:  0.28370698946043504
		MAPE:  1130.553548701386
		Pearson Correlation:  -0.043307250065754185
		Spearman Correlation:  0.09979814199439786
		Coefficient of Determination:  -1.2878918903102543e+24
		RMSE:  236171342918.5512
		NRMSE:  229446272666.69052
		MAPE:  119585107937985.34

	Predictor:  ElasticNet
		Pearson Correlation:  0.2567883717156003
		Spearman Correlation:  0.2508962923101712
		Coefficient of Determination:  0.046869669414013604
		RMSE:  0.18724859178855793
		NRMSE:  0.12063043439430372
		MAPE:  129.48838670657085
		Pearson Correlation:  0.1354474226076742
		Spearman Correlation:  0.1285402914403628
		Coefficient of Determination:  0.017811330368851852
		RMSE:  0.2062457247063279
		NRMSE:  0.20037279799703483
		MAPE:  208.1119435209004

	Predictor:  RandomForests
		Pearson Correlation:  0.3465164359592406
		Spearman Correlation:  0.3191979394267758
		Coefficient of Determination:  0.09506143282028778
		RMSE:  0.1824534013829151
		NRMSE:  0.11754124746845876
		MAPE:  149.6391456968571
		Pearson Correlation:  0.15773734983581247
		Spearman Correlation:  0.1661323370847607
		Coefficient of Determination:  0.024250059800084767
		RMSE:  0.20556859210438275
		NRMSE:  0.1997149470075903
		MAPE:  227.89396630660747

Protein:  CDKN2A
Protein Interaction Partners Count:  612
x_train_column_count:  604
x_train columns:  ['ABCC1', 'ABL1', 'ACAP1', 'ACAP2', 'ACP5', 'ACTA1', 'ACTB', 'ACTG1', 'ADAMTS9', 'ADAP1', 'AFP', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALK', 'ANKRD12', 'ANXA5', 'AP3D1', 'AP3S1', 'AP3S2', 'APAF1', 'APBA1', 'APBA2', 'ARAP1', 'ARAP2', 'ARF1', 'ARF3', 'ARF4', 'ARF5', 'ARF6', 'ARFGAP1', 'ARFGAP3', 'ARFIP2', 'ARFRP1', 'ARID1A', 'ARID2', 'ARID5B', 'ARL10', 'ARL1', 'ARL2', 'ARL3', 'ARL4A', 'ARL5A', 'AR', 'ASAP1', 'ATM', 'ATRX', 'ATR', 'AURKA', 'AURKB', 'AXIN1', 'BAP1', 'BCL2L11', 'BCL2L1', 'BCL6', 'BECN1', 'BIRC5', 'BMI1', 'BRAF', 'BRCA1', 'BRCA2', 'BUB1B', 'RGCC', 'C1QBP', 'RABL6', 'CACNA1G', 'CADM1', 'CAMK1D', 'CASP3', 'CASP8', 'CASP9', 'CAV1', 'CBX7', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNL1', 'CD274', 'CD34', 'CD44', 'CDC123', 'CDC20', 'CDC25A', 'CDC25C', 'CDC42', 'CDC45', 'CDC5L', 'CDC6', 'CDC7', 'CDH13', 'CDH17', 'CDH1', 'CDH2', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK5RAP3', 'CDK6', 'CDK7', 'CDKAL1', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2AIP', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDX2', 'CEACAM5', 'CEBPB', 'CEBPE', 'CHEK1', 'CHEK2', 'CHFR', 'CHKA', 'COMMD1', 'CRABP1', 'CREBBP', 'CSF1R', 'CSF1', 'CSF2', 'CTBP1', 'CTBP2', 'CTCF', 'CTLA4', 'CTNNB1', 'CTSK', 'CUL1', 'CUL3', 'CXCR4', 'CYCS', 'CYLD', 'CYTH1', 'CYTH2', 'CYTH3', 'DAB2IP', 'DAP', 'DAXX', 'DICER1', 'DIRAS3', 'DLEC1', 'DMTF1', 'DNAH3', 'DNMT1', 'DNMT3A', 'DNMT3B', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EBF1', 'EGFR', 'EGF', 'EGR1', 'EHF', 'EHMT2', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EP300', 'EPCAM', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ETS1', 'ETV6', 'EWSR1', 'EZH1', 'EZH2', 'FAT1', 'FBXW7', 'FGF2', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FKBP2', 'FLT3', 'FMN2', 'FN1', 'FOS', 'FOXA1', 'FOXM1', 'FOXN2', 'FOXO1', 'FOXO3', 'FTO', 'FZR1', 'GADD45A', 'GAPDH', 'GATA3', 'GATA4', 'GATA5', 'GBF1', 'GDF15', 'GGA1', 'GGA2', 'GGA3', 'GIT1', 'GIT2', 'GLI1', 'GLTSCR2', 'GMNN', 'GNA11', 'GNAQ', 'GNAS', 'GNL3', 'GOLPH3', 'GP5', 'GSPT1', 'GSTP1', 'H2AFX', 'H2AFZ', 'H3F3A', 'H3F3B', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HDAC9', 'HELLS', 'HGF', 'HHEX', 'HIC1', 'HIF1A', 'HIST1H2BA', 'HIST1H4A', 'HIST1H4B', 'HIST1H4C', 'HIST1H4D', 'HIST1H4E', 'HIST1H4F', 'HIST1H4H', 'HIST1H4I', 'HIST1H4J', 'HIST1H4K', 'HIST1H4L', 'HIST2H2AA3', 'HIST2H2AC', 'HIST2H4A', 'HIST4H4', 'HLTF', 'HMGA2', 'HNF4A', 'HNRNPD', 'HOPX', 'HOXA9', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPA4', 'HSPA9', 'HUWE1', 'ID1', 'IDH1', 'IDH2', 'IGF1R', 'IGF1', 'IGF2BP2', 'IGF2R', 'IGF2', 'IGFBP3', 'IKBKB', 'IKZF1', 'IL10', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ING1', 'ING4', 'INS', 'IQSEC1', 'IRS1', 'ISOC2', 'ITGAM', 'JAK1', 'JAK2', 'JAK3', 'JAZF1', 'JUNB', 'JUN', 'KAT2B', 'KAT5', 'KCNJ11', 'KCNQ1', 'KDM1A', 'KDM2B', 'KDM6A', 'KDM6B', 'KDR', 'KEAP1', 'KIAA1549', 'KIT', 'KLF4', 'KRAS', 'KRT19', 'KRT20', 'KRT5', 'KRT7', 'LATS2', 'LOX', 'LRRK2', 'MACROD2', 'MAF', 'MAP2K1', 'MAP2K4', 'MAP2K6', 'MAP2K7', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MAPK9', 'MAX', 'MC1R', 'MCL1', 'MCM10', 'MCM2', 'MCM5', 'MCM7', 'MDM2', 'MDM4', 'MEN1', 'MEOX1', 'MEOX2', 'MET', 'MGMT', 'MITF', 'MKRN1', 'MLANA', 'MLH1', 'KMT2D', 'KMT2C', 'KMT2B', 'MLLT3', 'MME', 'MMP2', 'MMP7', 'MMP9', 'MOV10', 'MRAS', 'MSH2', 'MSH6', 'MTA1', 'MTAP', 'MTHFR', 'MTNR1B', 'MTOR', 'MUC1', 'MYBL2', 'MYCL', 'MYCN', 'MYC', 'MYOD1', 'KAT6A', 'NANOG', 'NCAM1', 'NCL', 'NCOR1', 'NES', 'NEUROG1', 'NF1', 'NF2', 'NFATC1', 'NFE2L2', 'NME1', 'NOTCH1', 'NOTCH2', 'NPM1', 'NRAS', 'NSUN2', 'ORC4', 'ORC5', 'OSBP2', 'P2RY8', 'PA2G4', 'PALB2', 'PARP1', 'PAX3', 'PAX5', 'PAX8', 'PBRM1', 'PCGF2', 'PDGFB', 'PDGFRA', 'PDGFRB', 'PEX19', 'PGR', 'PHLDB1', 'PI3', 'PIAS2', 'PIGF', 'PIK3CA', 'PIK3R1', 'PIP4K2A', 'PLEKHA3', 'PLEKHA8', 'PLEK', 'PLK1', 'PMAIP1', 'PML', 'PMS2', 'POTEF', 'POU5F1', 'PPARA', 'PPARG', 'PPM1D', 'PPP1R9B', 'PPP3CA', 'PRDM2', 'PRMT6', 'PROM1', 'PRSS1', 'PSMC3', 'PSMD10', 'PSME3', 'PTCH1', 'PTEN', 'PTER', 'PTF1A', 'PTGS2', 'PTPN11', 'PTPRC', 'PTPRD', 'PXN', 'RAB11A', 'RAB5A', 'RABEP1', 'RABGEF1', 'RAC2', 'RAD51', 'RAF1', 'RAP2B', 'RARB', 'RASSF1', 'RASSF2', 'RB1', 'RBL1', 'RBL2', 'RCC1', 'RELA', 'RELB', 'REL', 'RET', 'RHOA', 'DROSHA', 'RNF2', 'RNF43', 'ROS1', 'RPL11', 'RPRM', 'RPS27A', 'RPS6KB1', 'RRAS2', 'RRAS', 'RTEL1', 'RUNX2', 'RUNX3', 'SDHC', 'SENP1', 'SENP3', 'SERPINE1', 'SERTAD1', 'SETD2', 'SFN', 'SFRP1', 'SFRP2', 'SHH', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT4', 'SIRT5', 'SIRT6', 'SIRT7', 'SIVA1', 'SIX2', 'SKP2', 'SLC30A8', 'SMAD2', 'SMAD3', 'SMAD4', 'SMARCA4', 'SMARCB1', 'SMUG1', 'SNAI1', 'SNAI2', 'SNCA', 'SOCS1', 'SOX2', 'SP1', 'SPEN', 'SRC', 'STAT1', 'STAT3', 'STK11', 'STK25', 'STK33', 'STMN1', 'SUB1', 'SUMO1', 'SUMO2', 'SUMO3', 'SUV39H1', 'SUZ12', 'SYNE1', 'SYP', 'TBL1XR1', 'TBRG1', 'TBX2', 'TBX3', 'TCF7L2', 'TCHP', 'TERT', 'TET2', 'TFDP1', 'TFPI2', 'TGFBR2', 'THADA', 'THBS1', 'TIMP3', 'TMCO1', 'TMEM115', 'TNFRSF10B', 'TNFSF11', 'TNF', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOP1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TP73', 'TRADD', 'TRIM28', 'TRIP12', 'PRSS58', 'TSC2', 'TSPAN8', 'TTF1', 'TWIST1', 'TWSG1', 'TYR', 'UBA52', 'UBB', 'UBC', 'UBE2A', 'UBE2I', 'UBE3A', 'UCHL1', 'USP7', 'UTF1', 'VEGFA', 'VHL', 'WDTC1', 'WEE1', 'WFS1', 'WHSC1', 'WIF1', 'WRN', 'WT1', 'WWOX', 'XRCC1', 'YY1', 'ZBTB17', 'ZBTB7A', 'ZEB1', 'ZFP91', 'ZNF148', 'ZNF217', 'ZNF227', 'ZNF410', 'ZNF420', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06343046233027927
		RMSE:  0.6950010485750925
		NRMSE:  0.15711564339891315
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10006794882547432
		RMSE:  0.6614783461565592
		NRMSE:  0.1993004959796804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6739550183850767
		NRMSE:  0.1523578655781794
		MAPE:  281.71125082022354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0022276354551518107
		RMSE:  0.6313774446715202
		NRMSE:  0.19023122768048215
		MAPE:  197.14658329930893

	Predictor:  LinearRegression
		Pearson Correlation:  0.6509993545366299
		Spearman Correlation:  0.5712800939643662
		Coefficient of Determination:  -4.7696929067415885
		RMSE:  1.6188524268740752
		NRMSE:  0.36596641276683056
		MAPE:  1858.4493429589095
		Pearson Correlation:  -0.23972274762260662
		Spearman Correlation:  0.09103628938742891
		Coefficient of Determination:  -3.016218925711359e+24
		RMSE:  1095310640080.926
		NRMSE:  330012244676.3863
		MAPE:  77193527878742.03

	Predictor:  ElasticNet
		Pearson Correlation:  0.5138941269812501
		Spearman Correlation:  0.4219396408272331
		Coefficient of Determination:  0.23928786670510727
		RMSE:  0.5878155668733526
		NRMSE:  0.13288472179797728
		MAPE:  181.2566260878997
		Pearson Correlation:  0.4660993702768803
		Spearman Correlation:  0.34385509028205424
		Coefficient of Determination:  0.1988394959274331
		RMSE:  0.5645022038172837
		NRMSE:  0.17008201380454466
		MAPE:  170.02594114897636

	Predictor:  RandomForests
		Pearson Correlation:  0.504798182828652
		Spearman Correlation:  0.3817903539800669
		Coefficient of Determination:  0.2046573259019704
		RMSE:  0.6010464744528851
		NRMSE:  0.1358757713242647
		MAPE:  197.7359633258174
		Pearson Correlation:  0.46237068038783047
		Spearman Correlation:  0.3686243552780115
		Coefficient of Determination:  0.1652105748226076
		RMSE:  0.5762279840962697
		NRMSE:  0.17361493946859588
		MAPE:  137.6253675618226

Protein:  TP53
Protein Interaction Partners Count:  1000
x_train_column_count:  990
x_train columns:  ['ABCB1', 'ABCC1', 'ABL1', 'ACTB', 'ACTL6A', 'ADAM17', 'AFP', 'AGT', 'AICDA', 'AIFM2', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALK', 'ANKRD2', 'ANXA1', 'ANXA2', 'ANXA5', 'APAF1', 'APBB1', 'APC', 'APEX1', 'APOBEC3B', 'APP', 'ARID1A', 'ARID3A', 'AR', 'ASF1A', 'ASXL1', 'ATF2', 'ATF3', 'ATG7', 'ATM', 'ATN1', 'ATRIP', 'ATRX', 'ATR', 'ATXN3', 'AURKA', 'AURKB', 'AXIN1', 'AXL', 'BACE1', 'BAG1', 'BAG2', 'BAIAP2L1', 'BAK1', 'BANP', 'BARD1', 'BAX', 'BBC3', 'BCL2A1', 'BCL2L11', 'BCL2L12', 'BCL2L14', 'BCL2L1', 'BCL2L2', 'BCL2', 'BCL6', 'BCR', 'BDNF', 'BECN1', 'BID', 'BIRC3', 'BIRC5', 'BIRC6', 'BLM', 'BMF', 'BMI1', 'BMX', 'BNIP3L', 'BNIP3', 'BRCA1', 'BRCA2', 'BRCC3', 'BRD1', 'BRD4', 'BRD7', 'BRE', 'BRIP1', 'BRPF1', 'BRPF3', 'BTG2', 'BTK', 'BUB1B', 'BUB1', 'RHNO1', 'RGCC', 'RMI2', 'CNOT11', 'SETD9', 'CA9', 'CABIN1', 'CABLES1', 'CAPN1', 'CARM1', 'CASP10', 'CASP1', 'CASP2', 'CASP3', 'CASP6', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBX2', 'CBX4', 'CBX6', 'CBX8', 'CCDC106', 'CCL2', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNG2', 'CCNH', 'CCNK', 'CCT2', 'CCT3', 'CCT4', 'CCT5', 'CCT6A', 'CCT6B', 'CCT7', 'CCT8', 'CD24', 'CD274', 'CD34', 'CD40LG', 'CD40', 'CD44', 'CD82', 'CDC20', 'CDC25A', 'CDC25C', 'CDH17', 'CDH1', 'CDK12', 'CDK13', 'CDK1', 'CDK2', 'CDK4', 'CDK5R1', 'CDK5', 'CDK6', 'CDK7', 'CDK8', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CEACAM5', 'CEBPB', 'CENPJ', 'CFL1', 'CFLAR', 'CHD3', 'CHD4', 'CHD8', 'CHEK1', 'CHEK2', 'CHUK', 'CISH', 'CITED2', 'CLSPN', 'CLU', 'CNOT10', 'CNOT1', 'CNOT2', 'CNOT3', 'CNOT4', 'CNOT6L', 'CNOT6', 'CNOT7', 'CNOT8', 'COPS5', 'CREB1', 'CREBBP', 'CRYAB', 'CSNK1A1', 'CSNK1D', 'CSNK1E', 'CSNK1G1', 'CSNK1G2', 'CSNK1G3', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTBP1', 'CTCF', 'CTGF', 'CTNNB1', 'CUL4A', 'CUL7', 'CUL9', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP1A1', 'DACH1', 'DAPK1', 'DAP', 'DAXX', 'DDB1', 'DDB2', 'DDIT4', 'DDX17', 'DDX3X', 'DDX5', 'DECR1', 'DGCR8', 'DHCR24', 'DHFR', 'DIABLO', 'DICER1', 'DKK1', 'DMTF1', 'DNA2', 'DNAJA3', 'DNAJB1', 'DNMT1', 'DNMT3A', 'DNTT', 'DPYD', 'DRAM1', 'DTL', 'DUSP1', 'DUSP2', 'DYRK1A', 'DYRK2', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F7', 'E2F8', 'E4F1', 'EED', 'EEF1A1', 'EEF1A2', 'EGFR', 'EGF', 'EGR1', 'EHMT1', 'EHMT2', 'EI24', 'EIF2AK2', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF4EBP1', 'ELANE', 'ELAVL1', 'ELL3', 'ELL', 'EP300', 'EP400', 'EPCAM', 'EPHA2', 'EPHA3', 'EPHB2', 'ERBB2', 'ERBB4', 'ERCC1', 'ERCC2', 'ERCC3', 'ERCC6', 'ESR1', 'ETS1', 'ETS2', 'EWSR1', 'EXO1', 'EZH2', 'F2', 'FADD', 'AMER1', 'FAM175B', 'FANCC', 'FANCD2', 'FASLG', 'FAS', 'FBL', 'FBXO11', 'FBXO4', 'FBXW7', 'FGF1', 'FGF2', 'FGFR3', 'FHIT', 'FHL2', 'FLT3', 'FN1', 'FOSL1', 'FOS', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FSCN1', 'FUT4', 'FZR1', 'G3BP1', 'G6PD', 'GADD45A', 'GADD45B', 'GADD45G', 'GAPDH', 'GATAD2A', 'GATAD2B', 'GDF15', 'GFI1', 'GLS2', 'GLTSCR2', 'GNL3', 'GRAMD4', 'GRB10', 'GRB14', 'GSK3B', 'GSTP1', 'GTF2H1', 'GTSE1', 'H1F0', 'H2AFX', 'HAMP', 'HCK', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC5', 'HDAC7', 'HDAC8', 'HDAC9', 'HERC5', 'HIC1', 'HIF1A', 'HIPK1', 'HIPK2', 'HIPK3', 'HIPK4', 'HIRA', 'HIST1H1A', 'HIST1H1B', 'HIST1H1C', 'HIST1H1D', 'HIST1H1E', 'HK2', 'HMGA1', 'HMGA2', 'HMGB1', 'HMGB2', 'HMMR', 'HMOX1', 'HNF4A', 'HNRNPK', 'HNRNPL', 'HOXA5', 'HPGDS', 'HRAS', 'HSF1', 'HSP90AA1', 'HSP90AB1', 'HSP90B1', 'HSPA1A', 'HSPA1B', 'HSPA1L', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPA9', 'HSPB1', 'HSPB2', 'HTT', 'HUS1', 'HUWE1', 'ICAM1', 'ID2', 'ID4', 'IDH1', 'IDH2', 'IFI16', 'IFNAR1', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IGFBP7', 'IKBKB', 'IL17A', 'IL4', 'IL6', 'CXCL8', 'ING1', 'ING2', 'ING3', 'ING4', 'ING5', 'INSIG1', 'INS', 'IRF1', 'ISG15', 'ITPKB', 'JAG1', 'JAK2', 'JMY', 'JUN', 'KAT2A', 'KAT2B', 'KAT5', 'KDM1A', 'KDM6A', 'KDM6B', 'KDR', 'KHDRBS1', 'CCAR2', 'KIT', 'KLF2', 'KLF4', 'KLF5', 'KLF6', 'KLK3', 'KPNA2', 'KRAS', 'KRT14', 'KRT17', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'L3MBTL1', 'LAMA4', 'LEP', 'LGALS7B', 'LGALS7', 'LIF', 'LIG4', 'LIN28A', 'PIDD1', 'LRRK2', 'LYN', 'MAF1', 'MAF', 'MAGEA2', 'MAP1LC3B', 'MAP2K1', 'MAP2K3', 'MAP2K7', 'MAP3K1', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MAPK9', 'MAPKAPK5', 'MBD3', 'MCL1', 'MCM7', 'MDC1', 'MDH1', 'MDM2', 'MDM4', 'MEAF6', 'MECOM', 'MELK', 'MET', 'MGMT', 'MIF', 'MKI67', 'MKRN1', 'MLH1', 'KMT2D', 'KMT2C', 'MMP13', 'MMP1', 'MMP2', 'MMP9', 'MOV10', 'MRE11A', 'MSH2', 'MSH6', 'MSX1', 'MT1A', 'MT2A', 'MTA1', 'MTA2', 'MTA3', 'MTOR', 'MUC1', 'MUTYH', 'MYBBP1A', 'MYB', 'MYCN', 'MYC', 'MYOCD', 'KAT8', 'KAT6A', 'NANOG', 'NBN', 'NCL', 'NCOA3', 'NCOR1', 'NCOR2', 'NDN', 'NDRG1', 'NEDD8', 'NES', 'NEUROD1', 'NF1', 'NF2', 'NFE2L2', 'NFKB1', 'NFKB2', 'NFKBIA', 'NFKBIB', 'NFYA', 'NFYB', 'NFYC', 'NGFR', 'NLK', 'NLRC4', 'NME1', 'NOC2L', 'NOS3', 'NOTCH1', 'NOTCH3', 'NOTCH4', 'NOX4', 'NPM1', 'NQO1', 'NR1I2', 'NR2E1', 'NR3C1', 'NR4A1', 'NR4A2', 'NRAS', 'NUAK1', 'NUMB', 'NUPR1', 'OGG1', 'OLIG2', 'OPN1SW', 'OSGIN1', 'OTUB1', 'OTUB2', 'OTUD5', 'PADI4', 'PALB2', 'PARK2', 'PARK7', 'PARP1', 'PATZ1', 'PAX2', 'PAX3', 'PAX8', 'PBK', 'PBRM1', 'PCBP4', 'PCNA', 'PDCD4', 'PDCD5', 'PDGFRA', 'PDGFRB', 'PDLIM7', 'PER2', 'PERP', 'PGR', 'PHB', 'PHC1', 'PHC2', 'PHC3', 'PHF20', 'PHGDH', 'PI3', 'PIAS1', 'PIAS2', 'PIAS4', 'PIK3CA', 'PIN1', 'PKM', 'PLAGL1', 'PLAU', 'PLK1', 'PLK2', 'PLK3', 'PLK4', 'PMAIP1', 'PML', 'PMS2', 'POLI', 'POLK', 'POU4F1', 'POU4F2', 'POU5F1', 'PPARGC1A', 'PPARG', 'PPIF', 'PPM1D', 'PPP1R13B', 'PPP1R13L', 'PPP1R15A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R4', 'PPP2R5C', 'PRDM1', 'PRDM2', 'PRDX1', 'PRELID1', 'PRIMA1', 'PRKAA1', 'PRKAA2', 'PRKAB1', 'PRKAB2', 'PRKAG1', 'PRKAG2', 'PRKAG3', 'PRKCA', 'PRKCD', 'PRKCZ', 'PRKD1', 'PRKDC', 'PRKG1', 'PRMT1', 'PRMT5', 'PROM1', 'PSEN1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTBP1', 'PTCH1', 'PTEN', 'PTGS2', 'PTK2', 'PTTG1', 'RABGGTA', 'RABGGTB', 'RAD17', 'RAD1', 'RAD50', 'RAD51', 'RAD9A', 'RAD9B', 'RASSF1', 'RB1CC1', 'RB1', 'RBBP4', 'RBBP6', 'RBBP7', 'RBBP8', 'RBL1', 'RBL2', 'RBM38', 'RBPJ', 'RCHY1', 'RCOR1', 'RECQL4', 'RELA', 'REM1', 'REST', 'RET', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RFFL', 'RFWD2', 'RING1', 'RMI1', 'DROSHA', 'RNF20', 'RNF2', 'RNF34', 'RNF43', 'ROCK1', 'RPA1', 'RPA2', 'RPA3', 'RPL11', 'RPL22', 'RPL26', 'RPL5', 'RPRM', 'RPS14', 'RPS19', 'RPS27A', 'RPS27L', 'RPS3', 'RPS6KB1', 'RQCD1', 'RRAD', 'RRM2B', 'RRM2', 'RUNX2', 'RUNX3', 'S100A2', 'S100A4', 'S100A6', 'S100B', 'SALL4', 'SCO2', 'SDHC', 'SENP1', 'SENP3', 'SERPINB5', 'SERPINE1', 'SESN1', 'SESN2', 'SESN3', 'SETD2', 'SETD7', 'SETD8', 'SETDB1', 'SFN', 'SRSF1', 'SGK1', 'SHFM1', 'SHH', 'SHISA5', 'SIK1', 'SIN3A', 'SIN3B', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT4', 'SIRT5', 'SIRT6', 'SIRT7', 'SIVA1', 'SKP2', 'SLC2A14', 'SLC2A1', 'SLC2A2', 'SLC2A3', 'SLC6A6', 'SLMO1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMARCD1', 'SMG1', 'SMG7', 'SMYD2', 'SNAI1', 'SNAI2', 'SOCS1', 'SOCS3', 'SOD2', 'SORT1', 'SOX2', 'SOX4', 'SP100', 'SP1', 'SP3', 'SP7', 'SPATA18', 'SPP1', 'SQSTM1', 'SRC', 'SREBF1', 'SREBF2', 'SSRP1', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'STEAP3', 'STK11', 'STMN1', 'STUB1', 'SUB1', 'SUMO1', 'SUMO2', 'SUMO3', 'SUMO4', 'SUPT16H', 'SUV39H1', 'SUZ12', 'SYK', 'SYP', 'TADA3', 'TAF10', 'TAF11', 'TAF12', 'TAF13', 'TAF15', 'TAF1L', 'TAF1', 'TAF2', 'TAF3', 'TAF4B', 'TAF4', 'TAF5', 'TAF6', 'TAF7L', 'TAF7', 'TAF9B', 'TBPL1', 'TBPL2', 'TBP', 'TCHP', 'TCP1', 'TDG', 'TERT', 'TET2', 'TFAM', 'TFAP2A', 'TFAP2C', 'TFDP1', 'TFF1', 'TGFB1', 'TGM2', 'THBS1', 'TIMP3', 'TLR3', 'TLR9', 'TMEM219', 'TNFAIP3', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF10C', 'TNFRSF10D', 'TNF', 'TNK2', 'TNKS1BP1', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOE1', 'TOP1', 'TOP2A', 'TOP3A', 'TOPBP1', 'TOPORS', 'TP53AIP1', 'TP53BP1', 'TP53BP2', 'TP53I3', 'TP53INP1', 'TP53RK', 'TP63', 'TP73', 'TPT1', 'TPX2', 'TRAF6', 'TRIAP1', 'TRIM24', 'TRIM28', 'TRIM29', 'TRIM32', 'TRIM59', 'TRIM8', 'TRRAP', 'TSC2', 'TTC5', 'TTK', 'TWIST1', 'TWIST2', 'TXN', 'TYMS', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2A', 'UBE2D1', 'UBE2E1', 'UBE2I', 'UBE2K', 'UBE2N', 'UBE2Q1', 'UBE2S', 'UBE3A', 'UBN1', 'UCHL1', 'UHRF1', 'USF1', 'USP10', 'USP15', 'USP24', 'USP3', 'USP42', 'USP7', 'UTP14A', 'VEGFA', 'VHL', 'VPRBP', 'VRK1', 'WDTC1', 'WEE1', 'WRN', 'WT1', 'WWOX', 'XAF1', 'XIAP', 'XPA', 'XPO1', 'XRCC1', 'XRCC5', 'XRCC6', 'YBX1', 'YWHAB', 'YWHAE', 'YWHAG', 'YWHAH', 'YWHAQ', 'YWHAZ', 'YY1', 'YY2', 'ZBTB33', 'ZBTB7A', 'ZEB1', 'ZEB2', 'ZKSCAN4', 'ZNF148', 'ZNF274', 'ZNF385A', 'ZNF420', 'ZNF668', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04782361373877353
		RMSE:  0.460756629216985
		NRMSE:  0.11073218678610552
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07696826201632412
		RMSE:  0.4481222561682025
		NRMSE:  0.1422068596624151
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4501191620264231
		NRMSE:  0.10817571786263473
		MAPE:  418.8529054417374
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002447694094247499
		RMSE:  0.4323405014905614
		NRMSE:  0.13719868668778923
		MAPE:  185.65040333639752

	Predictor:  LinearRegression
		Pearson Correlation:  0.6975245724065803
		Spearman Correlation:  0.6486627696021807
		Coefficient of Determination:  0.4861968303033848
		RMSE:  0.3226457072448872
		NRMSE:  0.07754042471638722
		MAPE:  1201.2489724858074
		Pearson Correlation:  -0.004711505766351003
		Spearman Correlation:  0.18315689721816983
		Coefficient of Determination:  -1.4081844502450728e+20
		RMSE:  5124185386.29971
		NRMSE:  1626106050.4886107
		MAPE:  1500533058391.9028

	Predictor:  ElasticNet
		Pearson Correlation:  0.5276871128040544
		Spearman Correlation:  0.5102764248392486
		Coefficient of Determination:  0.25681528177783
		RMSE:  0.38803945604826534
		NRMSE:  0.09325629801688666
		MAPE:  746.1206542062722
		Pearson Correlation:  0.38868543624679436
		Spearman Correlation:  0.337138867068168
		Coefficient of Determination:  0.1421308259864148
		RMSE:  0.3999499000981952
		NRMSE:  0.12691987182603298
		MAPE:  189.35330123521044

	Predictor:  RandomForests
		Pearson Correlation:  0.49317922833724936
		Spearman Correlation:  0.4891545617897889
		Coefficient of Determination:  0.23194438457597055
		RMSE:  0.3944789522732807
		NRMSE:  0.09480388182486921
		MAPE:  819.5672573714376
		Pearson Correlation:  0.3722068906888985
		Spearman Correlation:  0.2941738861973972
		Coefficient of Determination:  0.13259807196171824
		RMSE:  0.40216590865949
		NRMSE:  0.12762309871144006
		MAPE:  239.55290041145494

Protein:  CTNNB1
Protein Interaction Partners Count:  992
x_train_column_count:  983
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACAN', 'ACP1', 'ACTA1', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTN1', 'ACTN4', 'ACVR1B', 'ACVR1', 'ADAM10', 'ADCY7', 'ADIPOQ', 'AES', 'AFP', 'AHI1', 'AHR', 'AHSA1', 'AJAP1', 'AK9', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDH1A1', 'ALK', 'ALPL', 'AMHR2', 'AMH', 'ANXA5', 'AP1M1', 'APC2', 'APCS', 'APC', 'APH1A', 'APH1B', 'AQP1', 'ARHGAP10', 'ARHGAP21', 'ARHGAP32', 'ARHGEF4', 'ARID1A', 'ARID2', 'ARMC7', 'ARMC8', 'ARVCF', 'ARX', 'AR', 'ASCL1', 'ASF1A', 'ASH2L', 'ASIP', 'ATF4', 'ATM', 'AURKA', 'AXIN1', 'AXIN2', 'BAG3', 'BCAR1', 'BCL2L1', 'BCL3', 'BCL6', 'BCL9L', 'BCL9', 'BDNF', 'BGLAP', 'BIRC5', 'BMI1', 'BMP2', 'BMP4', 'BMP7', 'BMPR1A', 'BMPR1B', 'BNIP2', 'BRAF', 'BRCA1', 'BRCA2', 'BRMS1L', 'BTRC', 'HILPDA', 'AK8', 'CA2', 'CA9', 'CABLES1', 'CACYBP', 'CALM1', 'CALM3', 'CARM1', 'CASP3', 'CASP8', 'CASP9', 'CAV1', 'CBLL1', 'CBL', 'CBY1', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCNE1', 'CD24', 'CD34', 'CD40', 'CD44', 'CDC27', 'CDC42', 'CDC73', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH16', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH26', 'CDH2', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDHR5', 'CDK12', 'CDK1', 'CDK2', 'CDK4', 'CDK5R1', 'CDK5', 'CDK6', 'CDK8', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDON', 'CDX1', 'CDX2', 'CEBPA', 'CHD8', 'CHRD', 'CHUK', 'CITED1', 'CKAP5', 'CLCA1', 'CLDN3', 'CLDN5', 'COL1A1', 'COPS3', 'COPS5', 'COPS6', 'CREB1', 'CREBBP', 'CRKL', 'CRK', 'CRP', 'CRYAB', 'CSNK1A1L', 'CSNK1A1', 'CSNK1D', 'CSNK1E', 'CSNK2A3', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTBP1', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNAL1', 'CTNNBIP1', 'CTNND1', 'CTNND2', 'CTTN', 'CUL1', 'CUL4A', 'CUL4B', 'CXCR4', 'CXXC4', 'DAB2', 'DACT1', 'DACT2', 'DACT3', 'DCT', 'DCX', 'DDB1', 'DDX39A', 'DDX3X', 'DDX5', 'DHODH', 'DHX9', 'DKK1', 'DKK2', 'DKK3', 'DKK4', 'DLG1', 'DLG2', 'DLG4', 'DLG5', 'DLGAP1', 'DLL4', 'DLX1', 'DNM2', 'DNMT1', 'DPYD', 'DSC1', 'DSC2', 'DSC3', 'DSG1', 'DSG2', 'DSG3', 'DSG4', 'DSP', 'DUSP6', 'DVL1', 'DVL2', 'DVL3', 'E2F3', 'ECM1', 'EFNA1', 'EGFR', 'EGF', 'EGR1', 'ELAVL1', 'EMD', 'ENAH', 'EP300', 'EP400', 'EPCAM', 'EPHA2', 'EPHB2', 'EPHB3', 'ERBB2IP', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ETS1', 'ETV4', 'EXOC3', 'EXOC4', 'EYA4', 'EZH2', 'EZR', 'F2RL2', 'FAF1', 'AMER1', 'FANCA', 'FASLG', 'FAS', 'FAT1', 'FAT4', 'FBXW11', 'FBXW7', 'FERMT2', 'FER', 'FGF10', 'FGF13', 'FGF2', 'FGF3', 'FGF4', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FHL2', 'FLG', 'FLOT1', 'FLOT2', 'FLT1', 'FLT3', 'FMN1', 'FMR1', 'FN1', 'FOS', 'FOXA1', 'FOXA2', 'FOXC2', 'FOXG1', 'FOXL1', 'FOXL2', 'FOXM1', 'FOXN3', 'FOXO1', 'FOXO3', 'FOXO4', 'FOXP1', 'FRAT1', 'FRAT2', 'FRZB', 'FSCN1', 'FSTL1', 'FSTL3', 'FURIN', 'FUS', 'FXR1', 'FYN', 'FZD10', 'FZD1', 'FZD2', 'FZD3', 'FZD4', 'FZD5', 'FZD6', 'FZD7', 'FZD8', 'FZD9', 'GAPDH', 'GATA2', 'GATA4', 'GCG', 'GDF2', 'GDNF', 'GFRA1', 'GJA1', 'GLI1', 'GLI2', 'GLI3', 'GLIS2', 'GLUL', 'GNA11', 'GNA12', 'GNA13', 'GNAQ', 'GNAS', 'GPC3', 'GRIA2', 'GRIP1', 'GSK3A', 'GSK3B', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HAS2', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HDAC7', 'HERC5', 'HES7', 'HGF', 'HGS', 'HHEX', 'HIC1', 'HIF1A', 'HINT1', 'HIPK2', 'HIST1H1C', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2AC', 'HIST2H2BE', 'HIST3H3', 'HMGB1', 'HNF1A', 'HNF4A', 'HNRNPA1', 'HNRNPA2B1', 'HNRNPK', 'HNRNPM', 'HOXA10', 'HOXB4', 'HPGD', 'HRAS', 'HSP90AB1', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB3', 'HSPD1', 'HTRA1', 'HTT', 'HUWE1', 'IBSP', 'IDH1', 'IDH2', 'IFNB1', 'IFRD1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP4', 'IHH', 'IKBKB', 'IL6', 'CXCL8', 'ILK', 'INS', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'IRF3', 'ISG15', 'ISL1', 'ITGAE', 'ITGB1', 'ITGB7', 'ITK', 'ITPKB', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'AJUBA', 'JUN', 'JUP', 'KANK1', 'KAT2A', 'KAT2B', 'KAT5', 'KCNN1', 'KCTD1', 'KDM1A', 'KDR', 'KIF18B', 'KIF3A', 'KIF5B', 'KIFC3', 'KIT', 'KLF2', 'KLF4', 'KLF5', 'KRAS', 'KREMEN1', 'KRIT1', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'LATS2', 'LDB1', 'LDHB', 'LDLR', 'LEF1', 'LEO1', 'LGR4', 'LGR5', 'LGR6', 'LHCGR', 'LHX8', 'LIF', 'LIMA1', 'LMNA', 'LMNB1', 'LOX', 'LRP4', 'LRP5L', 'LRP5', 'LRP6', 'LRRFIP1', 'LRRK2', 'LZTFL1', 'MACF1', 'MAGI1', 'MAGI2', 'MAGI3', 'MAP1LC3B', 'MAP2K1', 'MAP2K2', 'MAP2K6', 'MAP2K7', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8IP1', 'MAPK8', 'MAPK9', 'MDFIC', 'MDFI', 'MDK', 'MDM2', 'MED12', 'MED1', 'MEF2A', 'MEF2C', 'MEF2D', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MGMT', 'MITF', 'MKI67', 'MLH1', 'KMT2D', 'MLLT10', 'MLLT11', 'MLLT4', 'MLLT6', 'KMT2A', 'MME', 'MMP13', 'MMP14', 'MMP15', 'MMP17', 'MMP25', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MRAP', 'MSH2', 'MSH6', 'MSN', 'MSX1', 'MSX2', 'MTDH', 'MTOR', 'MUC13', 'MUC1', 'MUTYH', 'MYCN', 'MYC', 'MYF5', 'MYO1D', 'MYO6', 'MYO7A', 'MYOD1', 'MYOG', 'NANOG', 'NCAM1', 'NCCRP1', 'NCOA2', 'NCSTN', 'NDP', 'NDRG2', 'NEDD9', 'NEK2', 'NES', 'NEURL2', 'NF1', 'NF2', 'NFAT5', 'NFKB1', 'NIT1', 'NKD1', 'NLK', 'NME1', 'NOG', 'NONO', 'NOS3', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NPM1', 'NR0B1', 'NR4A1', 'NR4A2', 'NR5A1', 'NR5A2', 'NRAS', 'NRIP1', 'NTRK1', 'NTRK2', 'NTRK3', 'NUDT5', 'NUMB', 'NUP153', 'NUTF2', 'OTX2', 'PAK1', 'PAK2', 'PAK3', 'PANK4', 'PARD3', 'PARD6A', 'PARK2', 'PARP1', 'PAX3', 'PAX6', 'PAX7', 'PAX8', 'PDGFRA', 'PDGFRB', 'PECAM1', 'PGK1', 'PGR', 'PHB', 'JADE1', 'PI3', 'PICK1', 'PIK3CA', 'PIK3R1', 'PIK3R2', 'PIN1', 'PIP5K1A', 'PIP5K1C', 'PITX2', 'PKD1', 'PKM', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PLAG1', 'PLEKHA7', 'PLK1', 'PML', 'PMS2', 'POLE', 'PORCN', 'POTEF', 'POU5F1', 'PPARD', 'PPARG', 'PPM1A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R2B', 'PPP2R5A', 'PPP2R5B', 'PPP2R5C', 'PPP2R5D', 'PPP2R5E', 'PRKACA', 'PRKACB', 'PRKACG', 'PRKAR1A', 'PRKCA', 'PRKCG', 'PRKCI', 'PRKCZ', 'PRKD1', 'PRL', 'PRMT1', 'PROC', 'PROM1', 'PROP1', 'PSEN1', 'PSEN2', 'PSENEN', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTEN', 'PTGES3', 'PTGS2', 'PTH1R', 'PTH', 'PTK2', 'PTK7', 'PTMA', 'PTN', 'PTPN11', 'PTPN13', 'PTPN1', 'PTPN6', 'PTPRB', 'PTPRC', 'PTPRF', 'PTPRG', 'PTPRJ', 'PTPRK', 'PTPRM', 'PTPRU', 'PTPRZ1', 'PVRL1', 'PVRL2', 'PXN', 'PYGO1', 'PYGO2', 'RAB5A', 'RAB7A', 'RAB8B', 'RAC1', 'RAC2', 'RALGDS', 'RANBP3', 'RAP1A', 'RAP1B', 'RAPGEF1', 'RAPGEF2', 'RAPGEF6', 'RAPSN', 'RARA', 'RARB', 'RARG', 'RARS', 'RASSF1', 'RB1CC1', 'RB1', 'RBBP5', 'RBMX', 'RBPJ', 'RBX1', 'RELA', 'REM1', 'RET', 'RHOA', 'RIPK2', 'RNF220', 'RNF43', 'ROBO1', 'ROCK1', 'ROCK2', 'ROR2', 'RPRD1A', 'RPS27A', 'RPSA', 'RSPO1', 'RSPO2', 'RSPO3', 'RSPO4', 'RUNX2', 'RUNX3', 'RUVBL1', 'RUVBL2', 'RXRA', 'RYK', 'S100A4', 'S100A6', 'SALL1', 'SALL4', 'SATB1', 'SCRIB', 'SDHC', 'SERPINE1', 'SETD2', 'SETD7', 'SFN', 'SFRP1', 'SFRP2', 'SFRP4', 'SFRP5', 'SHFM1', 'SHH', 'SIAH1', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT6', 'SKP1', 'SLC6A3', 'SLC9A3R1', 'SLCO1B3', 'SLCO2A1', 'SLIT1', 'SLK', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD5', 'SMAD7', 'SMAD9', 'SMARCA2', 'SMARCA4', 'SMARCA5', 'SMARCB1', 'SMO', 'SMURF1', 'SMYD2', 'SNAI1', 'SNAI2', 'SNX1', 'SOST', 'SOX10', 'SOX13', 'SOX17', 'SOX1', 'SOX2', 'SOX3', 'SOX4', 'SOX6', 'SOX7', 'SOX8', 'SOX9', 'SP1', 'SP7', 'SPAG9', 'SPATA13', 'SPEN', 'SPN', 'SPP1', 'SRC', 'STAT3', 'STK11', 'STRAP', 'STX4', 'SUFU', 'SUV39H1', 'SYP', 'TADA3', 'TAX1BP3', 'TAZ', 'TBL1XR1', 'TBL1X', 'TBX5', 'TBX6', 'TCF12', 'TCF3', 'TCF4', 'TCF7L1', 'TCF7L2', 'TCF7', 'TERT', 'TFAP2A', 'TFCP2', 'TFF1', 'TFF2', 'TFF3', 'TGFB1', 'TGFB2', 'TGFB3', 'TGFBR1', 'TGFBR2', 'TGM2', 'TJP1', 'TJP2', 'TLE1', 'TLE2', 'TLE3', 'TLE4', 'TNFRSF11B', 'TNFSF11', 'TNF', 'TNIK', 'TNKS2', 'TNKS', 'TNS1', 'TOB1', 'TOP2A', 'TP53', 'TRAF4', 'TRIM33', 'TRIM37', 'TRIP10', 'TRRAP', 'TSC2', 'TUBA1A', 'TWIST1', 'TYMS', 'T', 'UBA52', 'UBB', 'UBC', 'UBE2B', 'UBE2R2', 'UBE3A', 'UBR5', 'UCHL1', 'UMPS', 'UPRT', 'USP4', 'USP7', 'USP9X', 'VANGL1', 'VANGL2', 'VASP', 'VAV1', 'VAV2', 'VAV3', 'VCAM1', 'VCL', 'VDR', 'VEGFA', 'VHL', 'VIM', 'WDR64', 'WDTC1', 'WHSC1', 'WIF1', 'WISP1', 'WLS', 'WNT10A', 'WNT10B', 'WNT11', 'WNT16', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8A', 'WNT8B', 'WNT9A', 'WNT9B', 'WT1', 'WWTR1', 'XPO1', 'YAP1', 'YARS', 'YEATS4', 'YES1', 'YWHAB', 'YWHAE', 'YWHAG', 'YWHAH', 'YWHAQ', 'YWHAZ', 'ZAP70', 'ZAR1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZIC3', 'ZNRF3', 'ZYX', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6170193939500923
		RMSE:  0.9046651382507068
		NRMSE:  0.21849703851094263
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09478783275970826
		RMSE:  0.8396248247596424
		NRMSE:  0.17652527641906535
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  LinearRegression
		Pearson Correlation:  0.798410787099475
		Spearman Correlation:  0.754734253029814
		Coefficient of Determination:  0.6374596795041507
		RMSE:  0.4283594947923244
		NRMSE:  0.1034584810144731
		MAPE:  508.90405900926277
		Pearson Correlation:  -0.040742453026228656
		Spearman Correlation:  0.21470841282310255
		Coefficient of Determination:  -1.1503194162829056e+20
		RMSE:  8606558296.128344
		NRMSE:  1809468988.3374703
		MAPE:  541719296459.8445

	Predictor:  ElasticNet
		Pearson Correlation:  0.5796664787858163
		Spearman Correlation:  0.5411855003513519
		Coefficient of Determination:  0.3052816460262081
		RMSE:  0.5929726012326072
		NRMSE:  0.14321625959632095
		MAPE:  447.26685623909043
		Pearson Correlation:  0.33484159842757827
		Spearman Correlation:  0.300435167520792
		Coefficient of Determination:  0.03802097777495683
		RMSE:  0.7870513902133786
		NRMSE:  0.16547207766659208
		MAPE:  617.2405066775293

	Predictor:  RandomForests
		Pearson Correlation:  0.45181852252060817
		Spearman Correlation:  0.4322784651126818
		Coefficient of Determination:  0.15699975789687814
		RMSE:  0.6531968627541221
		NRMSE:  0.1577617773051208
		MAPE:  565.824857853081
		Pearson Correlation:  0.24313540396064232
		Spearman Correlation:  0.22451956887205285
		Coefficient of Determination:  -0.05599387229231856
		RMSE:  0.8246145408191293
		NRMSE:  0.1733694686778087
		MAPE:  763.414044892582

Protein:  CCNE1
Protein Interaction Partners Count:  350
x_train_column_count:  347
x_train columns:  ['ABL1', 'AKT1', 'AKT2', 'AKT3', 'ALDH18A1', 'ANAPC10', 'ANAPC13', 'ANAPC1', 'ANAPC2', 'ANAPC4', 'ANAPC5', 'ANAPC7', 'ANXA5', 'ARID1A', 'AR', 'ATM', 'AURKA', 'AURKB', 'BARD1', 'BCL2L1', 'BIRC5', 'BRCA1', 'BRCA2', 'BTG2', 'BTRC', 'BUB1B', 'BUB1', 'BUB3', 'RGCC', 'MLIP', 'CABLES1', 'CALM1', 'CAPRIN1', 'CASP3', 'CASP9', 'CBX7', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCNC', 'CCND1', 'CCND2', 'CCND3', 'CCNE2', 'CCNF', 'CCNG1', 'CCNH', 'CCNK', 'CCNL2', 'CCNT1', 'CCNT2', 'CCNY', 'CCT2', 'CCT3', 'CCT4', 'CCT5', 'CCT6A', 'CCT6B', 'CCT7', 'CCT8', 'CDC16', 'CDC20', 'CDC23', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC26', 'CDC27', 'CDC45', 'CDC6', 'CDC7', 'CDCA2', 'CDCA5', 'CDCA8', 'CDH1', 'CDK12', 'CDK13', 'CDK14', 'CDK15', 'CDK16', 'CDK17', 'CDK18', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK5', 'CDK6', 'CDK7', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDT1', 'CENPA', 'CENPE', 'CHAF1A', 'CHD1L', 'CHEK1', 'CHEK2', 'CINP', 'CKS1B', 'CKS2', 'COPS5', 'CREBBP', 'CSK', 'CTNNB1', 'CUL1', 'CUL3', 'CUL4B', 'DBF4B', 'DBF4', 'DGCR8', 'DICER1', 'DTL', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'EBNA1BP2', 'ECT2', 'EGFR', 'EGF', 'ELAVL1', 'ELSPBP1', 'EP400', 'ERBB2', 'ERBB3', 'ERBB4', 'ESPL1', 'ESR1', 'EXO1', 'EZH2', 'FAM58A', 'FAM83H', 'FBXO5', 'FBXW7', 'FEN1', 'FGFR1', 'FGFR2', 'FGFR3', 'FOXM1', 'FZR1', 'GAPDH', 'GLI1', 'GMNN', 'GSK3B', 'H1F0', 'HDAC1', 'HEATR3', 'HERC5', 'HIST1H1A', 'HIST1H1B', 'HIST1H4A', 'HRAS', 'IFNAR1', 'IGF1R', 'IGF1', 'ITPKB', 'JUN', 'KIF11', 'KIF20A', 'KIF23', 'KIF2C', 'KPNA2', 'KRAS', 'LATS2', 'LIN37', 'LIN52', 'LIN54', 'LIN9', 'GMNC', 'MAD2L1', 'MAPK3', 'MATK', 'MAX', 'MCL1', 'MCM10', 'MCM2', 'MCM3', 'MCM4', 'MCM5', 'MCM6', 'MCM7', 'MCM8', 'MDM2', 'MEGF11', 'MELK', 'MKI67', 'KMT2D', 'KMT2B', 'MNAT1', 'MRE11A', 'MTOR', 'MYBL2', 'MYC', 'NBN', 'NF1', 'NFYB', 'NMI', 'NOTCH1', 'NOTCH3', 'NPAT', 'NRAS', 'ORC1', 'ORC2', 'ORC3', 'ORC4', 'ORC5', 'ORC6', 'PARK2', 'PARP1', 'PCBP4', 'PCNA', 'PIK3CA', 'PIK3R1', 'PKMYT1', 'PLK1', 'PLK4', 'POLA1', 'POLD1', 'PPP1R1C', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R4', 'PRC1', 'PRKAR1A', 'PRKAR2A', 'PRMT5', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMB10', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSMF1', 'PTEN', 'PTGDR', 'PTK6', 'PTTG1', 'RAD51', 'RAD54L', 'RB1', 'RBBP4', 'RBL1', 'RBL2', 'RBX1', 'REL', 'REM1', 'RHOA', 'RHOBTB3', 'RINT1', 'RNASE1', 'RPRD1A', 'RPS27A', 'RRM1', 'RRM2', 'RRN3', 'RSF1', 'SHFM1', 'SKP1', 'SKP2', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'ST8SIA1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STK3', 'STK4', 'TARBP1', 'TCP1', 'TERF1', 'TERT', 'TFDP1', 'TK1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TP73', 'TPX2', 'TTK', 'TUBG1', 'TYMS', 'UBA52', 'UBB', 'UBC', 'UBE2C', 'UBE2QL1', 'UBE2S', 'UHRF2', 'WEE1', 'WEE2', 'XIAP', 'YAP1', 'ZNF217', 'ZNF33A', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4688329016852353
		RMSE:  0.7931748470731899
		NRMSE:  0.19141705409976348
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.186170633384966
		RMSE:  0.8069776954058596
		NRMSE:  0.32929800677624244
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5048043460690237
		NRMSE:  0.12182453992060809
		MAPE:  103.07374645056161
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01570191691728584
		RMSE:  0.4556277343037054
		NRMSE:  0.18592497115143453
		MAPE:  142.6844229696492

	Predictor:  LinearRegression
		Pearson Correlation:  0.3259441537611361
		Spearman Correlation:  0.3305215662948958
		Coefficient of Determination:  -8.568493209986224
		RMSE:  1.5615103306478348
		NRMSE:  0.3768396193372674
		MAPE:  402.342102880252
		Pearson Correlation:  -0.025573758941439824
		Spearman Correlation:  0.05657647194186629
		Coefficient of Determination:  -9.957301711705538e+23
		RMSE:  451125991160.09406
		NRMSE:  184087974847.01465
		MAPE:  5501427481682.821

	Predictor:  ElasticNet
		Pearson Correlation:  0.5599504182943039
		Spearman Correlation:  0.4487299227813127
		Coefficient of Determination:  0.28868775480226994
		RMSE:  0.42574859930904974
		NRMSE:  0.10274599978498679
		MAPE:  86.86506507939055
		Pearson Correlation:  0.4928517979309558
		Spearman Correlation:  0.2467386880059246
		Coefficient of Determination:  0.21806748457340774
		RMSE:  0.39977133676088883
		NRMSE:  0.16313202348848807
		MAPE:  119.7596843162247

	Predictor:  RandomForests
		Pearson Correlation:  0.562701886772392
		Spearman Correlation:  0.46714638237563894
		Coefficient of Determination:  0.30953448244616977
		RMSE:  0.41946340940523463
		NRMSE:  0.10122919357222643
		MAPE:  88.82706986381208
		Pearson Correlation:  0.4268170042517937
		Spearman Correlation:  0.40834894293297885
		Coefficient of Determination:  0.17969517887856845
		RMSE:  0.40946298478972176
		NRMSE:  0.1670868296701713
		MAPE:  132.9888626238666

Protein:  CCND1
Protein Interaction Partners Count:  857
x_train_column_count:  847
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTL6B', 'AFP', 'AHR', 'AKAP12', 'AKAP8', 'AKR1B10', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDOA', 'ALK', 'ANO1', 'ANXA5', 'APAF1', 'APC', 'APEX1', 'AREG', 'ARHGEF2', 'ARID1A', 'ARID1B', 'ARID2', 'ARID4A', 'AR', 'ASIP', 'ATF2', 'ATF3', 'ATF4', 'ATM', 'ATXN1', 'AURKA', 'AURKB', 'AXIN1', 'AXIN2', 'B2M', 'BANP', 'BARX2', 'BAX', 'BCAR1', 'BCAR3', 'BCCIP', 'BCL2A1', 'BCL2L11', 'BCL2L1', 'BCL2L2', 'BCL2', 'BCL3', 'BCL6', 'BCL9', 'BECN1', 'BGLAP', 'BHLHE40', 'BIRC2', 'BIRC3', 'BIRC5', 'BMI1', 'BMP4', 'BMP6', 'BRAF', 'BRCA1', 'BRCA2', 'BRD2', 'BRD4', 'BTC', 'BTG2', 'BTRC', 'RGCC', 'COPRS', 'CA9', 'CARD11', 'CARM1', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBFB', 'CCDC62', 'CCL2', 'CCL5', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNC', 'CCND2', 'CCND3', 'CCNDBP1', 'CCNE1', 'CCNE2', 'CCNG2', 'CCNH', 'CCNK', 'CCNL1', 'CCNL2', 'CCNT1', 'CCNT2', 'CCNY', 'CD19', 'CD22', 'CD24', 'CD34', 'CD38', 'CD44', 'CD5', 'CD79A', 'CDC20', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC27', 'CDC42', 'CDC6', 'CDC73', 'CDCA7L', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDK12', 'CDK13', 'CDK14', 'CDK16', 'CDK17', 'CDK18', 'CDK1', 'CDK20', 'CDK2', 'CDK3', 'CDK4', 'CDK5', 'CDK6', 'CDK7', 'CDK8', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDT1', 'CDX2', 'CENPE', 'CEP57', 'CFLAR', 'CHEK1', 'CHEK2', 'CHKA', 'CHUK', 'CKS1B', 'CKS2', 'CLCN3', 'COL1A1', 'CR2', 'CREB1', 'CREBBP', 'CRKL', 'CRYAB', 'CSF2', 'CTBP1', 'CTGF', 'CTNNB1', 'CTNND1', 'CTTN', 'CUL1', 'CUL3', 'CUL7', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP19A1', 'CYR61', 'DACH1', 'DAXX', 'DDIT3', 'DDX53', 'DECR1', 'DHFR', 'DICER1', 'DKK1', 'DKK3', 'DLL1', 'DMTF1', 'DND1', 'DNMT1', 'DNMT3A', 'DNTT', 'DVL1', 'DVL2', 'DYRK1A', 'DYRK1B', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EDN1', 'EEF1A1', 'EGFR', 'EGF', 'EGLN2', 'EGR1', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF3I', 'EIF4A1', 'EIF4A2', 'EIF4EBP1', 'EIF4E', 'EIF4G1', 'ELAVL1', 'ELSPBP1', 'EP300', 'EPCAM', 'EPHA2', 'EPHA7', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ETS1', 'ETV4', 'EWSR1', 'EYA1', 'EZH2', 'FABP4', 'FADD', 'FAM58A', 'FAM83H', 'FASLG', 'FAT1', 'FBXO31', 'FBXO4', 'FBXW7', 'FBXW8', 'FGF13', 'FGF19', 'FGF2', 'FGF3', 'FGF4', 'FGF7', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FGFR4', 'FHIT', 'FHL2', 'FIGF', 'FLCN', 'FLNA', 'FLT1', 'FLT3', 'FN1', 'FOSL1', 'FOS', 'FOXA1', 'FOXC1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FRZB', 'FSTL3', 'FZD1', 'FZD2', 'FZD7', 'FZD9', 'FZR1', 'GADD45A', 'GAL', 'GAPDH', 'GAST', 'GATA3', 'GATA4', 'GDF15', 'GDF2', 'GGNBP2', 'GGT1', 'GIT1', 'GJA1', 'GJB1', 'GLI1', 'GLI2', 'GLI3', 'GLTSCR2', 'GNB2L1', 'GPER1', 'GRB2', 'GREB1', 'GRM4', 'GRP', 'GSK3B', 'H1F0', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HBEGF', 'HBZ', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC4', 'HEXIM1', 'HEY1', 'HGF', 'HIF1A', 'HIST1H2AA', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AH', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST1H4A', 'HIST1H4B', 'HIST1H4C', 'HIST1H4D', 'HIST1H4E', 'HIST1H4F', 'HIST1H4H', 'HIST1H4I', 'HIST1H4J', 'HIST1H4K', 'HIST1H4L', 'HIST2H2AC', 'HIST2H2BE', 'HIST2H4A', 'HIST4H4', 'HMGA2', 'HMOX1', 'HNF1A', 'HNF4A', 'HNRNPD', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB8', 'ICAM1', 'ID1', 'ID2', 'IFNAR1', 'IFNB1', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP3', 'IGFBP5', 'IHH', 'IKBKB', 'IL10', 'IL17A', 'IL2', 'IL4', 'IL6', 'IL7', 'CXCL8', 'ILK', 'INSM1', 'INS', 'IRF1', 'IRS1', 'ISG15', 'ITGB1', 'ITPKB', 'ITPKC', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JARID2', 'JUNB', 'JUND', 'JUN', 'KAT2A', 'KAT2B', 'KDM1A', 'KDM5B', 'KDR', 'KHDRBS1', 'KIF18B', 'KIN', 'KITLG', 'KIT', 'KLF13', 'KLF4', 'KLF5', 'KLF6', 'KLK3', 'KRAS', 'KRT10', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'LDB3', 'LEF1', 'LEP', 'LGALS3', 'LGR5', 'LIMK2', 'LIMS1', 'LIN28B', 'LMNA', 'LMNB1', 'LOX', 'LRP5', 'LRP6', 'LYN', 'MAFB', 'MAF', 'MAML1', 'MAML2', 'MAML3', 'MAMLD1', 'MAP2K1', 'MAP2K2', 'MAP2K4', 'MAP2K7', 'MAP3K5', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MAPK9', 'MCL1', 'MCM10', 'MCM2', 'MCM3', 'MCM5', 'MCM6', 'MCM7', 'MCM8', 'MDK', 'MDM2', 'MDM4', 'MEN1', 'MET', 'MGMT', 'MITF', 'MKI67', 'MLH1', 'MLXIPL', 'MME', 'MMP11', 'MMP14', 'MMP15', 'MMP1', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MNAT1', 'MOV10', 'MSH2', 'MST1', 'MTOR', 'MUC1', 'MYBL2', 'MYB', 'MYCN', 'MYC', 'MYEOV', 'MYF5', 'MYOD1', 'MYOG', 'NACA2', 'NADSYN1', 'NANOG', 'NCAM1', 'NCOA1', 'NCOA3', 'NCOR1', 'NES', 'NEUROD1', 'NF1', 'NF2', 'NFKB1', 'NFKB2', 'NFKBIA', 'NGF', 'NME1', 'NME2', 'NMI', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTCH4', 'NPM1', 'NQO1', 'NR0B2', 'NR1H3', 'NR2E1', 'NR3C1', 'NR4A3', 'NRAS', 'NRF1', 'NUDT21', 'ODC1', 'ORAI1', 'ORAOV1', 'ORC4', 'PAK1', 'PAK4', 'PARK2', 'PARP1', 'PAX2', 'PAX5', 'PAX6', 'PBRM1', 'PBX3', 'PCNA', 'PDCD4', 'PDGFRA', 'PDGFRB', 'PDZK1', 'PECAM1', 'PELP1', 'PGR', 'PI3', 'PI4K2A', 'PIK3CA', 'PIK3R1', 'PKLR', 'PKM', 'PLAUR', 'PLAU', 'PLK1', 'PMAIP1', 'POLR2A', 'POTEF', 'POU2F1', 'POU5F1', 'PPARG', 'PPP2R4', 'PRDM5', 'PRKACA', 'PRL', 'PRMT5', 'PRNP', 'PROM1', 'PSAT1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTCHD3', 'PTEN', 'PTF1A', 'PTGS2', 'PTHLH', 'PTH', 'PTK2', 'PTK6', 'PTPN11', 'PTPRCAP', 'PTPRC', 'PXN', 'RAD51', 'RAF1', 'RALA', 'RASSF1', 'RB1', 'RBL1', 'RBL2', 'RBPJ', 'RBX1', 'RCC1', 'RELA', 'RELB', 'REL', 'REM1', 'RET', 'RHEB', 'RHOA', 'RHOC', 'RICTOR', 'RNASE1', 'DROSHA', 'RND3', 'RNMT', 'ROCK1', 'RPRD1B', 'RPS27A', 'RPS6KA1', 'RPS6KA2', 'RPS6KA3', 'RPS6KA6', 'RPS6KB1', 'RPS6', 'RPTOR', 'RREB1', 'RSF1', 'RUNX1', 'RUNX2', 'RUNX3', 'SDC1', 'SDHC', 'SENP1', 'SERPINE1', 'SFRP1', 'SFRP2', 'SFRP4', 'SFRP5', 'SHC1', 'SHFM1', 'SHH', 'SIRT1', 'SIX1', 'SIX3', 'SKP1', 'SKP2', 'SLC25A16', 'SLC25A6', 'SLC2A1', 'SLC35B2', 'SLC39A4', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'SMARCC1', 'SMARCC2', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'SMARCE1', 'SMO', 'SNAI1', 'SNAI2', 'SNCA', 'SNIP1', 'SNW1', 'SNX33', 'SOCS3', 'SOX11', 'SOX17', 'SOX2', 'SOX4', 'SOX6', 'SOX9', 'SP1', 'SPN', 'SPP1', 'SPRY1', 'SRC', 'SREBF1', 'STAT1', 'STAT3', 'STAT4', 'STAT5A', 'STAT5B', 'STAT6', 'STC2', 'STIM1', 'STK11', 'STK24', 'STMN1', 'SUFU', 'SULF2', 'SUV39H1', 'TAF1', 'TBP', 'TBX2', 'TCEAL7', 'TCF4', 'TCF7L2', 'TCF7', 'TERT', 'TET3', 'TFDP1', 'TFF1', 'TGFA', 'TGFB1', 'TGFBR2', 'THBS1', 'THRA', 'THRB', 'TIMP1', 'TIMP2', 'TIMP3', 'TJP1', 'TJP2', 'TJP3', 'TLE1', 'TLR9', 'TM4SF1', 'TMPRSS4', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF13C', 'TNFRSF8', 'TNFSF11', 'TNF', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOP2A', 'TP53', 'TP63', 'TP73', 'TRPV2', 'TSC22D3', 'TSC2', 'TWIST1', 'TXN', 'TYMS', 'UBA52', 'UBA7', 'UBB', 'UBC', 'UBE2C', 'UBTF', 'URGCP', 'USP18', 'USP2', 'USP9X', 'VCL', 'VDR', 'VEGFA', 'VEGFC', 'VIP', 'VRK1', 'WDR77', 'WDTC1', 'WEE1', 'WHSC1', 'WIF1', 'WISP1', 'WNT10A', 'WNT10B', 'WNT11', 'WNT16', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8B', 'WNT9A', 'WNT9B', 'WT1', 'XBP1', 'XIAP', 'XPO1', 'YAP1', 'YBX1', 'YY1', 'ZBTB17', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47371951525638445
		RMSE:  0.2917253166285864
		NRMSE:  0.18637975276867558
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47112550847095647
		RMSE:  0.27775626016480953
		NRMSE:  0.17517423067911803
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  LinearRegression
		Pearson Correlation:  0.6752820565617033
		Spearman Correlation:  0.6197101635678924
		Coefficient of Determination:  0.39156279309178454
		RMSE:  0.18744531260159278
		NRMSE:  0.11975652790124888
		MAPE:  445.92752368501414
		Pearson Correlation:  0.11414685939261479
		Spearman Correlation:  0.0448765987113451
		Coefficient of Determination:  -7.533993358483345e+22
		RMSE:  62856704757.090485
		NRMSE:  39642220457.29723
		MAPE:  27449826319111.98

	Predictor:  ElasticNet
		Pearson Correlation:  0.34654624393404393
		Spearman Correlation:  0.3402833592504201
		Coefficient of Determination:  0.0909418315790137
		RMSE:  0.22911975666085
		NRMSE:  0.14638182278583842
		MAPE:  589.6284624281461
		Pearson Correlation:  0.11717713147724257
		Spearman Correlation:  0.12012753420101778
		Coefficient of Determination:  0.006682299968105543
		RMSE:  0.22823543913342195
		NRMSE:  0.14394263315679992
		MAPE:  568.7962806091023

	Predictor:  RandomForests
		Pearson Correlation:  0.43090013983009295
		Spearman Correlation:  0.4007757992525716
		Coefficient of Determination:  0.11167008322240801
		RMSE:  0.2264925110916463
		NRMSE:  0.14470330758081695
		MAPE:  596.9734719070668
		Pearson Correlation:  0.2819347628337036
		Spearman Correlation:  0.16034404504855418
		Coefficient of Determination:  0.05671955563941389
		RMSE:  0.2224126109923925
		NRMSE:  0.14027031470256845
		MAPE:  540.8114573563761

Protein:  ERBB2
Protein Interaction Partners Count:  663
x_train_column_count:  655
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACPP', 'ACTA2', 'ACTB', 'ACTG1', 'ADAM10', 'ADAM17', 'ADRB2', 'AFP', 'AGRN', 'AKT1S1', 'AKT1', 'AKT2', 'ALB', 'ALDH1A1', 'ALK', 'ANGPT1', 'ANGPT2', 'ANGPT4', 'ANO1', 'ANXA2', 'ANXA5', 'AP2B1', 'APP', 'AREG', 'ARHGEF11', 'ARHGEF12', 'ARID1A', 'ARL6IP5', 'AR', 'ATM', 'ATP2B2', 'AURKB', 'AXIN1', 'BAG1', 'BARD1', 'BCAR1', 'BCAR3', 'BCAS1', 'BCL2L11', 'BCL2L1', 'BDNF', 'BECN1', 'BEST1', 'BIRC5', 'BLNK', 'BMI1', 'BMP2', 'BMP4', 'BRCA1', 'BRCA2', 'BSG', 'BTC', 'MIEN1', 'CA9', 'CALU', 'CARTPT', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CAV1', 'CBLB', 'CBLC', 'CBL', 'CCL27', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CD19', 'CD22', 'CD247', 'CD24', 'CD274', 'CD28', 'CD33', 'CD34', 'CD44', 'CD46', 'CD52', 'CD68', 'CD6', 'CD80', 'CD82', 'CDC37', 'CDC42', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDK4', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CDX2', 'CEACAM5', 'CEP70', 'CHEK2', 'CHGA', 'CHKA', 'CHKB', 'CISH', 'CLDN3', 'CLDN4', 'CLDN7', 'CLTC', 'CNN1', 'COPS5', 'CPNE3', 'CREB1', 'CRKL', 'CRK', 'YBX3', 'CSF1', 'CSF2', 'CSF3', 'CSK', 'CSPG4', 'CTAG1B', 'CTLA4', 'CTNNB1', 'CTNND1', 'CTSB', 'CTSD', 'CTTN', 'CUL5', 'CXCL12', 'CXCR1', 'CXCR4', 'CYCS', 'CYP19A1', 'CYTIP', 'DCN', 'DDX41', 'DDX53', 'DHH', 'DIAPH1', 'DICER1', 'DLG4', 'DMTF1', 'DNAJA3', 'DNM2', 'DNMT1', 'DOCK1', 'DOCK7', 'DUSP6', 'E2F1', 'E2F3', 'EEA1', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EFNB1', 'EGFR', 'EGF', 'EIF3A', 'EIF4EBP1', 'EIF4E', 'ELAVL1', 'ELF3', 'EML4', 'ENO2', 'EP300', 'EPCAM', 'EPGN', 'EPHA2', 'EPS15', 'EPX', 'ERAL1', 'ERBB2IP', 'ERBB3', 'ERBB4', 'ERCC1', 'EREG', 'ERRFI1', 'ESCO1', 'ESR1', 'ESR2', 'ESRRB', 'ETS1', 'ETS2', 'ETV4', 'ETV6', 'EZH2', 'EZR', 'FASLG', 'FASN', 'FBXW7', 'FCGR1A', 'FCGR1B', 'FCGRT', 'FGF10', 'FGF13', 'FGF16', 'FGF17', 'FGF18', 'FGF19', 'FGF1', 'FGF20', 'FGF21', 'FGF22', 'FGF23', 'FGF2', 'FGF3', 'FGF4', 'FGF5', 'FGF6', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FGFR4', 'FHIT', 'FIGF', 'FLT1', 'FLT3LG', 'FN1', 'FOLH1', 'FOLR1', 'FOS', 'FOXA1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXP3', 'FREM2', 'FSIP1', 'FYN', 'GAB1', 'GABPB1', 'GAPDH', 'GATA3', 'GATA4', 'GDF2', 'GLI1', 'GLI2', 'GLS', 'GNA11', 'GNAQ', 'GNAS', 'GNRH1', 'GPER1', 'GRAP2', 'GRB2', 'GRB7', 'GSTP1', 'GZMB', 'H2AFX', 'H2AFY', 'HBEGF', 'HDAC1', 'HDAC6', 'HEATR6', 'HGF', 'HIF1A', 'HK1', 'HMGA2', 'HNF4A', 'HOXB7', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSP90B1', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB3', 'HSPG2', 'ICAM1', 'ID1', 'IDH1', 'IDH2', 'IFNG', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IHH', 'IL10', 'IL2', 'IL4', 'IL6R', 'IL6ST', 'IL6', 'CXCL8', 'ILK', 'INPP4B', 'INS', 'IQGAP1', 'IQSEC1', 'IRS1', 'ITGA5', 'ITGA6', 'ITGAV', 'ITGB1', 'ITGB3', 'ITGB4', 'ITPKB', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JUN', 'JUP', 'KDR', 'KITLG', 'KLK3', 'KLRK1', 'KRAS', 'KRT14', 'KRT17', 'KRT18', 'KRT19', 'KRT20', 'KRT4', 'KRT5', 'KRT7', 'KRT8', 'L1CAM', 'LAMP1', 'LCN2', 'LDHA', 'LEP', 'LIN28A', 'LIN7A', 'LIN7B', 'LIN7C', 'LINGO1', 'LOX', 'LRIG1', 'LRPPRC', 'MAGEA1', 'MAGEA3', 'MAGED4B', 'MAGED4', 'MAP2K1', 'MAPK1', 'MAPK3', 'MAPK8', 'MATK', 'MCL1', 'MDK', 'MDM2', 'MEMO1', 'MET', 'MGMT', 'MKI67', 'MLANA', 'MLH1', 'KMT2C', 'MME', 'MMP11', 'MMP14', 'MMP16', 'MMP1', 'MMP2', 'MMP7', 'MMP9', 'MPP1', 'MRAP', 'MRAS', 'MSH2', 'MSH6', 'MSLN', 'MTA1', 'MTOR', 'MUC13', 'MUC16', 'MUC1', 'MUC4', 'MUC6', 'MUCL1', 'MYBL2', 'MYCN', 'MYC', 'NANOG', 'NCAM1', 'NCL', 'NCOA1', 'NCOA3', 'NCOR1', 'NDRG1', 'NF1', 'NF2', 'NFE2L2', 'NGF', 'NISCH', 'NME1', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTCH4', 'NPM1', 'NR1H4', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'NRP1', 'NTF3', 'NTF4', 'OPCML', 'OSMR', 'PA2G4', 'PADI2', 'PAK1', 'PALB2', 'PAQR3', 'PARP1', 'PAX2', 'PCSK9', 'PDCD1LG2', 'PDCD1', 'PDCD4', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PDGFRA', 'PDPN', 'PECAM1', 'PELP1', 'PEPD', 'PFKFB3', 'PGAP3', 'PGF', 'PGR', 'PI3', 'PIK3C2A', 'PIK3C2B', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3CG', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIN1', 'PIP', 'PLAUR', 'PLAU', 'PLCG1', 'PLCG2', 'PLEK', 'PLG', 'PLXNB1', 'POLI', 'POTEF', 'POU5F1', 'PPARG', 'PPP3CA', 'PRDM10', 'PRF1', 'PRKACA', 'PRL', 'PROM1', 'PSCA', 'PTCH1', 'PTEN', 'PTGS2', 'PTK2B', 'PTK2', 'PTK6', 'PTPN11', 'PTPN12', 'PTPN18', 'PTPN1', 'PTPRC', 'PTPRO', 'PTPRU', 'PTS', 'PXN', 'RAB25', 'RAD51', 'RAF1', 'RANBP2', 'RARA', 'RASA1', 'RASA2', 'RASSF1', 'RB1', 'RBPJ', 'RDX', 'RECK', 'REM1', 'REN', 'RET', 'RHEB', 'RHOA', 'RHOB', 'RHOC', 'RICTOR', 'RND1', 'RNF41', 'ROCK1', 'ROCK2', 'ROS1', 'RPS27A', 'RPS6', 'RPTOR', 'RRAS2', 'RRAS', 'S100A14', 'SCGB2A2', 'SCUBE2', 'SDC1', 'SDHC', 'SEMA3D', 'SEMA4D', 'SERPINB5', 'SERPINE1', 'SFRP1', 'PEAK1', 'SH3BGRL3', 'SH3BGRL', 'SH3TC2', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SHH', 'SIAH2', 'PMEL', 'SKP2', 'SLC25A16', 'SLC2A1', 'SLC4A7', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMO', 'SMUG1', 'SMYD3', 'SNAI1', 'SNAI2', 'SOCS1', 'SOS1', 'SOX10', 'SOX2', 'SOX9', 'SP3', 'SPP1', 'SPRY2', 'SRCIN1', 'SRC', 'STARD3', 'STAT1', 'STAT2', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'STOM', 'STUB1', 'SYP', 'TAGLN', 'TBX1', 'TERT', 'TFAP2A', 'TFAP2B', 'TFAP2C', 'TFF1', 'TFF2', 'TFF3', 'TFRC', 'TGFA', 'TGFB1', 'THBS1', 'THRA', 'TIMP1', 'TJP1', 'TMPRSS2', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF13C', 'TNFRSF4', 'TNFRSF8', 'TNFRSF9', 'TNFSF11', 'TNF', 'TNS1', 'TNS3', 'TNS4', 'TOB1', 'TOP1', 'TOP2A', 'TP53', 'TP63', 'TSC2', 'TWIST1', 'TYMS', 'TYR', 'UBA52', 'UBB', 'UBC', 'USP2', 'USP9X', 'VAV1', 'VAV2', 'VAV3', 'VCL', 'VEGFA', 'VEGFB', 'VEGFC', 'VIM', 'WASL', 'WDFY2', 'WDTC1', 'WNT10A', 'WNT1', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT7B', 'WNT9A', 'WNT9B', 'WT1', 'WWOX', 'XIAP', 'XPO1', 'YAP1', 'YBX1', 'YES1', 'YY1', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06177154229692228
		RMSE:  1.0106646016782141
		NRMSE:  0.1721833486682819
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.26989975035857605
		RMSE:  1.1682171872252598
		NRMSE:  0.21036071365744585
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9808249714864398
		NRMSE:  0.1670996765569688
		MAPE:  529.9728174248761
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556425
		RMSE:  1.07776630779691
		NRMSE:  0.19407323581894154
		MAPE:  193.8969179437583

	Predictor:  LinearRegression
		Pearson Correlation:  0.7472139357259805
		Spearman Correlation:  0.6800360682269324
		Coefficient of Determination:  0.5505883883371038
		RMSE:  0.6575271029856201
		NRMSE:  0.1120205637401605
		MAPE:  615.12753103298
		Pearson Correlation:  0.05365453921587964
		Spearman Correlation:  0.24007712389729777
		Coefficient of Determination:  -5.3911838406220235e+19
		RMSE:  7611687385.209283
		NRMSE:  1370635535.92561
		MAPE:  555916093843.713

	Predictor:  ElasticNet
		Pearson Correlation:  0.6068706041901631
		Spearman Correlation:  0.5455459996205508
		Coefficient of Determination:  0.34639858902509624
		RMSE:  0.7929540193989866
		NRMSE:  0.1350927678414547
		MAPE:  777.94467103389
		Pearson Correlation:  0.5778073213206978
		Spearman Correlation:  0.47073463601158305
		Coefficient of Determination:  0.27149759406092944
		RMSE:  0.8848188531710753
		NRMSE:  0.15932921330555613
		MAPE:  323.1729388747517

	Predictor:  RandomForests
		Pearson Correlation:  0.5657007725563314
		Spearman Correlation:  0.4648207747425002
		Coefficient of Determination:  0.2197795983656573
		RMSE:  0.8663635365803557
		NRMSE:  0.14759928728561184
		MAPE:  639.085618277225
		Pearson Correlation:  0.5639033295940726
		Spearman Correlation:  0.43473088844671115
		Coefficient of Determination:  0.12759293423425477
		RMSE:  0.9682744221186623
		NRMSE:  0.1743570465154072
		MAPE:  216.49199529603115

Protein:  ERBB3
Protein Interaction Partners Count:  245
x_train_column_count:  247
x_train columns:  ['ADAM17', 'AGRN', 'AGTR2', 'AKT1', 'AKT2', 'AKT3', 'ALAS2', 'ALB', 'ANGPT1', 'ANGPT2', 'ANGPT4', 'APIP', 'AREG', 'AR', 'BAMBI', 'BDNF', 'BMP2', 'BMP4', 'BRCA1', 'BRCA2', 'BTC', 'CADM4', 'CASK', 'CASP3', 'CBLB', 'CBLC', 'CBL', 'CCND1', 'CCNE1', 'CD44', 'CD82', 'CDC42', 'CDH1', 'CDK4', 'CDK5', 'CDKN1B', 'CDKN2A', 'CLEC16A', 'COMMD5', 'COQ7', 'CRKL', 'CRK', 'CRYZL1', 'CSF1', 'CSK', 'CSPG5', 'CTNNB1', 'DCN', 'DHH', 'DOCK7', 'DUSP6', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EGFR', 'EGF', 'EGR1', 'EHF', 'EIF4EBP1', 'EIF4E', 'EML4', 'EPCAM', 'EPGN', 'EPN1', 'ERBB2IP', 'ERBB2', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'ESR2', 'FBXO9', 'FGF10', 'FGF16', 'FGF17', 'FGF18', 'FGF19', 'FGF1', 'FGF20', 'FGF21', 'FGF22', 'FGF23', 'FGF2', 'FGF3', 'FGF4', 'FGF5', 'FGF6', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FIGF', 'FKBP14', 'FLNA', 'FLT3LG', 'FN1', 'FOXA1', 'FOXO3', 'FREM2', 'FTSJ1', 'GAB1', 'GAPDH', 'GLE1', 'GRB2', 'GRB7', 'GRHL2', 'HBEGF', 'HGF', 'HGS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPG2', 'IGF1', 'IGF2', 'IL6ST', 'ILK', 'INS', 'IRS1', 'ITGA6', 'ITGB4', 'ITPKB', 'JAK1', 'JAK2', 'JUN', 'KDR', 'KITLG', 'KRAS', 'L1CAM', 'LAMA1', 'LAMB1', 'LAMC2', 'LIN7A', 'LIN7B', 'LIN7C', 'LRIG1', 'MAP2K1', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MARCH7', 'MDM2', 'MET', 'MITF', 'MMP9', 'MRPL49', 'MTOR', 'MUC1', 'MUC4', 'MYC', 'N4BP1', 'NDRG1', 'NEDD4L', 'NEDD4', 'NF1', 'NGF', 'NICN1', 'NOTCH1', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'NTF3', 'NTF4', 'OAT', 'PA2G4', 'PARK7', 'PCSK9', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PGF', 'PGR', 'PI3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIP5K1C', 'PLCG1', 'PLCG2', 'PPP1R9A', 'PRKACA', 'PTEN', 'PTK2B', 'PTK2', 'PTK6', 'PTPN11', 'PTPN22', 'PTPN2', 'RASA1', 'RASA2', 'REM1', 'RGS4', 'RHOA', 'RHOC', 'RNF41', 'ROR1', 'RRAS2', 'SH2B3', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SHH', 'SLC25A16', 'SMAD4', 'SNAI2', 'SOS1', 'SOX10', 'SOX2', 'SPARC', 'SPRY2', 'SRC', 'STAT3', 'STAT5A', 'STAT5B', 'SYN3', 'TCF7L2', 'TGFA', 'TMEFF2', 'TNFRSF13C', 'TNS1', 'TP53', 'USP8', 'VAV1', 'VAV2', 'VAV3', 'VEGFA', 'VEGFB', 'VEGFC', 'WNT1', 'WNT5A', 'ZEB1', 'ZNF217', 'KRBOX4', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20254353309139272
		RMSE:  0.523865801474932
		NRMSE:  0.14324270860276114
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.287905849531515
		RMSE:  0.4364451552160674
		NRMSE:  0.21482088883335748
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  LinearRegression
		Pearson Correlation:  0.5049449138625985
		Spearman Correlation:  0.48719588134681335
		Coefficient of Determination:  -0.06722221104148973
		RMSE:  0.49351126700353437
		NRMSE:  0.13494274757492347
		MAPE:  423.9667874097006
		Pearson Correlation:  -0.11051849735419322
		Spearman Correlation:  0.040918328306119724
		Coefficient of Determination:  -4.96676552678073e+22
		RMSE:  85708609261.52441
		NRMSE:  42186284810.78345
		MAPE:  17591877099809.684

	Predictor:  ElasticNet
		Pearson Correlation:  0.4024674485671841
		Spearman Correlation:  0.4030399666879736
		Coefficient of Determination:  0.14953090899500154
		RMSE:  0.44055375963785964
		NRMSE:  0.12046236581579291
		MAPE:  230.47461626362514
		Pearson Correlation:  0.2637454053693348
		Spearman Correlation:  0.2556565543211263
		Coefficient of Determination:  0.05140194456406755
		RMSE:  0.37456632854369887
		NRMSE:  0.18436376406783525
		MAPE:  203.1654876671737

	Predictor:  RandomForests
		Pearson Correlation:  0.4498728403959231
		Spearman Correlation:  0.4024412614101389
		Coefficient of Determination:  0.1420580439166913
		RMSE:  0.4424850458550239
		NRMSE:  0.12099044508352695
		MAPE:  234.32548615375418
		Pearson Correlation:  0.26738743442888824
		Spearman Correlation:  0.27914806648267165
		Coefficient of Determination:  0.06737626562927479
		RMSE:  0.37139910334182036
		NRMSE:  0.18280483707581466
		MAPE:  207.06615711933134


Fold:  5

Protein:  RB1
Protein Interaction Partners Count:  369
x_train_column_count:  366
x_train columns:  ['AATF', 'ABCC1', 'ABL1', 'ACTL6A', 'ACTL6B', 'AFAP1', 'AHR', 'AKT1', 'ANXA5', 'ARID1A', 'ARID1B', 'ARID4A', 'ARMCX1', 'ARMCX2', 'ARMCX3', 'ARNT', 'AR', 'ASF1A', 'ATF2', 'ATM', 'AURKB', 'BCR', 'BDP1', 'BGLAP', 'BRCA1', 'BRF1', 'FAM208A', 'C4BPA', 'CABIN1', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CBFB', 'CBX1', 'CBX4', 'CBX5', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCNC', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNT2', 'CDC25A', 'CDC27', 'CDC6', 'CDH1', 'CDK14', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK6', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CEBPA', 'CEBPB', 'CEBPD', 'CEBPE', 'CHEK1', 'CHEK2', 'CLNK', 'COL1A1', 'CREBBP', 'CTBP1', 'CTNNB1', 'CUX1', 'DCAF10', 'DGKZ', 'DNAJA3', 'DNMT1', 'DNMT3A', 'DUSP1', 'DUT', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EED', 'EGFR', 'EGF', 'EID1', 'EIF2AK1', 'EIF2AK4', 'AGO2', 'ELF1', 'ENC1', 'EP300', 'ERBB2', 'ESD', 'ESR1', 'ESR2', 'EZH2', 'FBXW7', 'FMO5', 'FOS', 'FOXM1', 'FRK', 'FZR1', 'G6PD', 'GAPDH', 'GATA1', 'GJA1', 'GNB2L1', 'GRB2', 'GSC', 'GTF2H1', 'H1F0', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HARS2', 'HARS', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC8', 'HDC', 'HES1', 'HIF1A', 'HIRA', 'HIST1H1A', 'HIST1H1B', 'HIST1H1C', 'HIST1H1D', 'HIST1H1E', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST1H4A', 'HIST2H2AC', 'HIST2H2BE', 'HIST3H3', 'HIST4H4', 'HMGA1', 'HMGA2', 'HRAS', 'HSP90AA1', 'HSPA1A', 'HSPA8', 'ID2', 'IFI16', 'INS', 'JUN', 'KAT2B', 'KAT5', 'KDM1A', 'KDM2A', 'KDM4A', 'KDM5A', 'KDM5B', 'PPP1R26', 'KIF11', 'KRAS', 'KRT10', 'KRT14', 'KRT5', 'L3MBTL2', 'L3MBTL1', 'LIMD1', 'LIN52', 'LIN54', 'LIN9', 'LMNA', 'LOR', 'LPAR6', 'MAF', 'MAP2K7', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MAPK9', 'MCM2', 'MCM3', 'MCM4', 'MCM5', 'MCM7', 'MDM2', 'MDM4', 'MEF2C', 'MORF4L1', 'MRFAP1', 'MRPL11', 'MRPS18B', 'MSH6', 'MTL5', 'MYBL2', 'MYC', 'MYOD1', 'NACC2', 'NCAPD3', 'NCAPG2', 'NCAPH2', 'NCR1', 'NDC80', 'NEO1', 'NFYA', 'NFYB', 'NFYC', 'NGF', 'NOTCH1', 'NPM1', 'NRAS', 'ORC1', 'PA2G4', 'PAX2', 'PAX3', 'PAX5', 'PAX6', 'PAX8', 'PCNA', 'PELP1', 'PGR', 'PHB', 'PHF21B', 'PIAS4', 'PIK3CA', 'PIK3R1', 'PIK3R3', 'PLK1', 'PML', 'POLA1', 'POLA2', 'PPARA', 'PPARG', 'PPIA', 'PPP1CA', 'PPP1CB', 'PPP1CC', 'PPP1R3A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R3B', 'PPRC1', 'PRB1', 'PRB3', 'PRB4', 'PRDM2', 'PRH1', 'PRH2', 'PRIM1', 'PRIM2', 'PRKCB', 'PRMT2', 'PSMA7', 'PSMC1', 'PSMD10', 'PTEN', 'PTGDR', 'RAF1', 'RB1CC1', 'RBAK', 'RBBP4', 'RBBP5', 'RBBP6', 'RBBP7', 'RBBP8', 'RBBP9', 'RBL1', 'RBL2', 'RBFOX2', 'RFC1', 'RPS6KB1', 'RUNX2', 'S100A6', 'SETD1B', 'SETD7', 'SIRT1', 'SKP2', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'SMARCC1', 'SMARCC2', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'SMARCE1', 'SMC1A', 'SMC2', 'SMC4', 'SMC5', 'SMYD2', 'SNW1', 'SP100', 'SP1', 'SP3', 'SPI1', 'STAM', 'STAT3', 'SUV39H1', 'SUV420H2', 'SUZ12', 'TAF1', 'TBP', 'TERT', 'TFAP2A', 'TFDP1', 'TFDP3', 'TGM2', 'THAP1', 'TMPO', 'TNS1', 'TOP2A', 'TP53BP1', 'TP53', 'TP73', 'TRDMT1', 'TRIM27', 'TTK', 'UBE2I', 'UBE3A', 'UBL4A', 'UBN1', 'UBR4', 'UBTF', 'UHRF1', 'USP4', 'USP7', 'VEGFA', 'VPS39', 'WDR59', 'WDR73', 'WEE1', 'WWTR1', 'YAP1', 'YY1', 'ZBTB16', 'ZBTB7A', 'ZNF521', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00018503513771928048
		RMSE:  0.23392670305630597
		NRMSE:  0.11556330212293363
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12340187398900859
		RMSE:  0.2547692202160761
		NRMSE:  0.12845593258580365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  LinearRegression
		Pearson Correlation:  0.2794800058174776
		Spearman Correlation:  0.2672143999653435
		Coefficient of Determination:  -0.6210853980580808
		RMSE:  0.2978122589139334
		NRMSE:  0.14712372552226446
		MAPE:  816.8173651562063
		Pearson Correlation:  -0.0014450264522803068
		Spearman Correlation:  0.023400055333875104
		Coefficient of Determination:  -6.8739503909548805e+25
		RMSE:  1992886579650.65
		NRMSE:  1004823517965.1543
		MAPE:  386152155039229.75

	Predictor:  ElasticNet
		Pearson Correlation:  0.2544815496930259
		Spearman Correlation:  0.257669383634886
		Coefficient of Determination:  0.04489107665978864
		RMSE:  0.22859465688957215
		NRMSE:  0.11292919129228009
		MAPE:  145.12705785729167
		Pearson Correlation:  -0.01037808272030332
		Spearman Correlation:  -0.038162103785095845
		Coefficient of Determination:  -0.12165377802458321
		RMSE:  0.254570923219871
		NRMSE:  0.12835595023489452
		MAPE:  313.5540445378717

	Predictor:  RandomForests
		Pearson Correlation:  0.3444522944395483
		Spearman Correlation:  0.29870867031530557
		Coefficient of Determination:  0.07453488746402737
		RMSE:  0.22501923799217347
		NRMSE:  0.11116288069644924
		MAPE:  152.53756640733621
		Pearson Correlation:  0.023807699945309423
		Spearman Correlation:  0.05166162087229341
		Coefficient of Determination:  -0.11921901317938954
		RMSE:  0.2542944755887337
		NRMSE:  0.1282165639376065
		MAPE:  338.88012136481944

Protein:  CDH1
Protein Interaction Partners Count:  834
x_train_column_count:  823
x_train columns:  ['ABCB1', 'ABCG2', 'ACAN', 'ACTA1', 'ACTA2', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTN1', 'ACTR3', 'ACVR1B', 'ADAM10', 'ADAM15', 'ADAM17', 'ADAM9', 'AFP', 'AIMP1', 'AJAP1', 'AKAP9', 'AKT1', 'AKT2', 'AKTIP', 'ALB', 'ALCAM', 'ALDH1A1', 'ALDH3A1', 'ALK', 'AMOTL2', 'ANAPC4', 'ANAPC7', 'ANO1', 'ANXA2', 'ANXA5', 'AP1M1', 'AP1M2', 'APC2', 'APC', 'AQP1', 'AQP5', 'AREG', 'ARF6', 'ARHGAP31', 'ARID1A', 'ARL2BP', 'ARMC7', 'ARPC1A', 'ARPC2', 'ARRB2', 'ARVCF', 'AR', 'CLMP', 'ASF1A', 'ATF2', 'ATF3', 'ATM', 'ATXN1', 'AXIN1', 'AXIN2', 'AXL', 'BAG3', 'BANP', 'BCAR1', 'BCL2L11', 'BCL2L1', 'BCL6B', 'BCL9L', 'BCORL1', 'BMI1', 'BMP2', 'BMP4', 'BMP6', 'BMP7', 'BNIP3', 'BRCA1', 'BRCA2', 'BSG', 'BTBD7', 'BTC', 'BTF3', 'ANAPC15', 'CA2', 'CA9', 'CALCA', 'CALR', 'CAPN1', 'CAPNS1', 'CASP3', 'CASP8', 'CASP9', 'CASS4', 'CAV1', 'CBLL1', 'CBL', 'CBX7', 'CCL2', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCNE1', 'CCR7', 'CD1A', 'CD1B', 'CD1C', 'CD1E', 'CD207', 'CD24', 'CD274', 'CD276', 'CD2AP', 'CD34', 'CD44', 'CD46', 'CD68', 'CD82', 'CDC16', 'CDC23', 'CDC27', 'CDC42', 'CDC6', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH24', 'CDH2', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDK14', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CDKN3', 'CDX2', 'CEACAM5', 'CFL1', 'CGN', 'CHGA', 'CHL1', 'CLCA2', 'CLDN1', 'CLDN2', 'CLDN3', 'CLDN4', 'CLDN5', 'CLDN7', 'CNTN1', 'COL1A1', 'CORO1C', 'CRB3', 'CREB1', 'CREBBP', 'CRYAB', 'YBX3', 'CSDC2', 'CSE1L', 'CSF2', 'CSNK2A1', 'CSNK2A2', 'CST5', 'CTBP1', 'CTBP2', 'CTCF', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNB1', 'CTNND1', 'CTNND2', 'CTSL', 'CTTN', 'CXCL12', 'CXCL1', 'CXCR4', 'CYP1B1', 'DAAM1', 'DAB2IP', 'DACH1', 'DAPK1', 'DAP', 'DDR1', 'DDR2', 'DDX3X', 'DICER1', 'DKK1', 'DLC1', 'DLG1', 'DLG5', 'DNM2', 'DNMT1', 'DNMT3A', 'DNMT3B', 'DNTT', 'DOT1L', 'DPAGT1', 'DPEP1', 'DSP', 'DUOX1', 'DUSP4', 'DVL1', 'DVL2', 'E2F1', 'ECT2', 'EDN1', 'EFEMP1', 'EFNA1', 'EGFR', 'EGF', 'EGR1', 'EHD1', 'EHMT2', 'EIF2AK3', 'AGO1', 'AGO2', 'ELAVL1', 'ELF3', 'ENAH', 'ENG', 'EP300', 'EPB41L3', 'EPCAM', 'EPHA10', 'EPHA1', 'EPHA2', 'EPPK1', 'ERBB2IP', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ESRP1', 'ESRP2', 'ETS1', 'ETS2', 'EXOC3', 'EXOC4', 'EYA2', 'EZH2', 'EZR', 'F11R', 'F2RL2', 'SUPT20H', 'FBXL5', 'FER', 'FGF10', 'FGF13', 'FGF17', 'FGF19', 'FGF2', 'FGF4', 'FGF5', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FHIT', 'FHL2', 'FLG', 'FLOT1', 'FLOT2', 'FLT1', 'FMN1', 'FN1', 'FOSL1', 'FOS', 'FOXA1', 'FOXA2', 'FOXC1', 'FOXC2', 'FOXJ2', 'FOXK2', 'FOXL1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXQ1', 'FRMPD2', 'FSCN1', 'FUT4', 'FXYD5', 'FYN', 'FZD1', 'FZD4', 'FZD7', 'FZR1', 'G6PD', 'GAB2', 'GABPA', 'GADD45A', 'GAPDH', 'GAS6', 'GATA1', 'GATA3', 'GATA4', 'GATA6', 'GDNF', 'GFRA1', 'GGT1', 'GJA1', 'GJB1', 'GJB2', 'GKN2', 'GLI1', 'GLI2', 'GMNN', 'GNA12', 'GNA13', 'GNB2L1', 'GNL3', 'GPA33', 'GRB2', 'GRHL2', 'GRHL3', 'GSK3B', 'GSN', 'GSTP1', 'H2AFZ', 'HAVCR2', 'HBEGF', 'HDAC1', 'HDAC2', 'HEPACAM', 'HES1', 'HGF', 'HGS', 'HIF1A', 'HMGA2', 'HNF4A', 'HOXB4', 'HOXD10', 'HPGDS', 'HPGD', 'HRAS', 'HSP90AA1', 'HSPA5', 'ICAM1', 'ID1', 'ID2', 'IDO1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP3', 'IL10', 'IL15', 'IL17A', 'IL1B', 'IL24', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ILK', 'INADL', 'INS', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'IQSEC1', 'IRS1', 'IRS2', 'ITGA5', 'ITGA6', 'ITGAE', 'ITGAM', 'ITGB1', 'ITGB4', 'ITGB7', 'ITPKB', 'IVL', 'JAG1', 'JAK2', 'AJUBA', 'JUN', 'JUP', 'KDM1A', 'KDM6A', 'KDR', 'KEAP1', 'KIFC3', 'KIT', 'KLF4', 'KLF5', 'KLF8', 'KLK3', 'KLK7', 'KLRG1', 'KRAS', 'KRT10', 'KRT14', 'KRT17', 'KRT18', 'KRT19', 'KRT20', 'KRT4', 'KRT5', 'KRT7', 'KRT8', 'KRT9', 'LAMA1', 'LAMB1', 'LAMC2', 'LASP1', 'LATS1', 'LATS2', 'LCN2', 'LEF1', 'LEP', 'LGALS3', 'LGALS4', 'LGALS9', 'LGR5', 'LIF', 'LIMA1', 'LIN28A', 'LIPG', 'LLGL2', 'LMNA', 'LOR', 'LOXL2', 'LOXL3', 'LOX', 'LRP5', 'LRP6', 'LY6K', 'MACC1', 'MACROD1', 'MAD2L2', 'MAGI1', 'MAP2K1', 'MAP2K7', 'MAP4K5', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MARK2', 'MARVELD2', 'MCAM', 'MCL1', 'MDM2', 'MED1', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MGAT5', 'MGMT', 'MKI67', 'MLH1', 'MLLT4', 'MME', 'MMP11', 'MMP13', 'MMP14', 'MMP15', 'MMP17', 'MMP1', 'MMP25', 'MMP27', 'MMP2', 'MMP3', 'MMP7', 'MMP8', 'MMP9', 'MPP5', 'MRAP', 'MSH2', 'MSN', 'MT1G', 'MTA1', 'MTA3', 'MTBP', 'MTDH', 'MTOR', 'MUC1', 'MUC4', 'MYCN', 'MYC', 'MYH6', 'MYO6', 'MYO7A', 'NANOG', 'NCAM1', 'NCOA1', 'NCSTN', 'NDRG1', 'NDRG2', 'NEDD9', 'NEK2', 'NES', 'NEUROG3', 'NF2', 'NFE2L2', 'NFIC', 'NKD2', 'NME1', 'NOG', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NR2F1', 'NRP2', 'NUDT21', 'NUMBL', 'NUMB', 'NUP98', 'NUTF2', 'OTUB1', 'OVOL1', 'OVOL2', 'PARD3', 'PARD6A', 'PAX2', 'PAX5', 'PAX6', 'PAX8', 'PCSK9', 'PDCD4', 'PDGFRB', 'PDPN', 'PEBP1', 'PECAM1', 'PGR', 'PHLPP1', 'PI3', 'PIK3CA', 'PIK3R1', 'PIP5K1A', 'PIP5K1C', 'PIP', 'PIR', 'PITX1', 'PKD1', 'PKM', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PLAUR', 'PLAU', 'PLCD1', 'PLEKHA7', 'PLG', 'PODXL', 'POLR2C', 'POSTN', 'POTEF', 'POU5F1', 'PPARA', 'PPARGC1A', 'PPARG', 'PPL', 'PPP6C', 'PRAME', 'PRDM10', 'PRKAR1A', 'PRKCA', 'PRKCI', 'PRKCZ', 'PRKD1', 'PRKG1', 'PRMT5', 'PROC', 'PROM1', 'PRSS8', 'PSEN1', 'PTCH1', 'PTEN', 'PTF1A', 'PTGS2', 'PTK2', 'PTPN11', 'PTPN14', 'PTPRC', 'PTPRF', 'PTPRJ', 'PTPRM', 'PTPRS', 'PTPRT', 'PTPRU', 'PTRH2', 'PVRL1', 'PVRL2', 'PVR', 'PXN', 'RAB11A', 'RAB25', 'RAB5A', 'RAB7A', 'RAB8B', 'RAC1', 'RAC2', 'RACGAP1', 'RAF1', 'RALA', 'RALBP1', 'RALGDS', 'RAP1A', 'RAP1B', 'RAPGEF1', 'RARB', 'RASSF1', 'RB1', 'RBM4', 'RCOR1', 'RDX', 'REM1', 'RET', 'RHOA', 'RHOB', 'RHOC', 'RHOD', 'RICTOR', 'RND3', 'ROCK1', 'ROCK2', 'RPS6KB1', 'RPTOR', 'RRM2', 'RUNX2', 'RUNX3', 'S100A14', 'S100A4', 'S100A8', 'SATB1', 'SCRIB', 'SDC1', 'SDC4', 'SDHC', 'SELE', 'SELL', 'SELP', 'SEMA3C', 'SEMA3F', 'SENP1', 'SERPINB4', 'SERPINB5', 'SERPINE1', 'SFN', 'SFRP1', 'SFRP2', 'SFTPC', 'SHH', 'SIK1', 'SIN3A', 'SIRT1', 'SIRT2', 'SIRT4', 'SIRT7', 'SIX1', 'SIX2', 'SKIL', 'SKP2', 'SLC2A1', 'SLC39A6', 'SLC6A3', 'SLC9A3R1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMO', 'SNAI1', 'SNAI2', 'SNAI3', 'SNX16', 'SNX1', 'SOX10', 'SOX17', 'SOX2', 'SOX4', 'SOX9', 'SP1', 'SPARC', 'SPDEF', 'SPINT1', 'SPP1', 'SPRY1', 'SRCIN1', 'SRC', 'SRXN1', 'ST14', 'ST7L', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STX4', 'STYK1', 'SUCLG2', 'SUMO1', 'SUZ12', 'SYNJ2', 'SYP', 'TACC3', 'TACSTD2', 'TATDN1', 'TBX1', 'TBX3', 'TCF15', 'TCF4', 'TDGF1', 'TERT', 'TET2', 'TFF1', 'TFF3', 'TGFB1', 'TGFB2', 'TGFB3', 'TGFBI', 'TGFBR1', 'TGFBR2', 'THBS1', 'THEM4', 'THUMPD1', 'THY1', 'TIAM1', 'TIMP1', 'TIMP2', 'TIMP3', 'TJP1', 'TJP2', 'TJP3', 'TLE1', 'TLN1', 'TLR4', 'TMPRSS2', 'TMPRSS4', 'TNFRSF6B', 'TNF', 'TNK2', 'TNS1', 'TP53BP1', 'TP53BP2', 'TP53', 'TRIM21', 'TRIM29', 'TRIM44', 'TRIP10', 'TRPS1', 'TSPYL2', 'TWIST1', 'TWIST2', 'TYRP1', 'T', 'UBE2I', 'UBE2S', 'USP48', 'USP9X', 'VANGL1', 'VANGL2', 'VASP', 'VAV1', 'VCAM1', 'VCL', 'VDR', 'VEGFA', 'VEGFC', 'VEZT', 'VHL', 'VIM', 'VIPAS39', 'VPS33B', 'VTN', 'WASL', 'WDFY2', 'WDTC1', 'WIF1', 'WISP1', 'WISP3', 'WNT10A', 'WNT10B', 'WNT11', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8A', 'WNT9A', 'WNT9B', 'WT1', 'XIAP', 'YAP1', 'YBX1', 'YES1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'ZYX', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10476316856458312
		RMSE:  1.1835893765747125
		NRMSE:  0.18846364392451076
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19786466090973764
		RMSE:  1.2714981376898562
		NRMSE:  0.2500438806886504
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1260727912856485
		NRMSE:  0.17930524366829853
		MAPE:  266.31463004312263
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01718399286470018
		RMSE:  1.1716869980595492
		NRMSE:  0.23041572398960675
		MAPE:  1066.779337530299

	Predictor:  LinearRegression
		Pearson Correlation:  0.832277278647903
		Spearman Correlation:  0.7583598319718478
		Coefficient of Determination:  0.6872226966165963
		RMSE:  0.62977306252833
		NRMSE:  0.10027914119428201
		MAPE:  237.68368104838112
		Pearson Correlation:  0.07406768769844997
		Spearman Correlation:  0.30396426883684124
		Coefficient of Determination:  -5.6976741363394e+21
		RMSE:  87692137413.00311
		NRMSE:  17244918961.869602
		MAPE:  16914358254968.781

	Predictor:  ElasticNet
		Pearson Correlation:  0.7138540360782922
		Spearman Correlation:  0.6454460725726416
		Coefficient of Determination:  0.4660363087007575
		RMSE:  0.8228531353879764
		NRMSE:  0.13102339660965834
		MAPE:  208.4664649447226
		Pearson Correlation:  0.4741250230583756
		Spearman Correlation:  0.43897056073018365
		Coefficient of Determination:  0.19785909382185962
		RMSE:  1.0404882597052956
		NRMSE:  0.20461510288987347
		MAPE:  1013.5052739067536

	Predictor:  RandomForests
		Pearson Correlation:  0.6571734286160561
		Spearman Correlation:  0.5598770441961903
		Coefficient of Determination:  0.4293470423452177
		RMSE:  0.8506531239029163
		NRMSE:  0.13545000539838162
		MAPE:  173.8788404658064
		Pearson Correlation:  0.4513709663297486
		Spearman Correlation:  0.5027158056659704
		Coefficient of Determination:  0.17099076853205408
		RMSE:  1.0577707059320032
		NRMSE:  0.2080137472089051
		MAPE:  624.7821519584255

Protein:  CDH2
Protein Interaction Partners Count:  472
x_train_column_count:  466
x_train columns:  ['ABCG2', 'ABL1', 'ACAN', 'ACTA1', 'ACTA2', 'ACTB', 'ACTR3', 'ADAM10', 'ADH1A', 'AFP', 'AHSG', 'AKT1', 'AKT3', 'ALB', 'ALCAM', 'ALDH1A1', 'AMBN', 'AMELX', 'AMOTL1', 'AMTN', 'ANGPT1', 'ANO8', 'ANXA5', 'APC2', 'APC', 'APLP2', 'APOA1', 'APOA2', 'APOA5', 'APOB', 'APOE', 'APOL1', 'APPL1', 'APP', 'ARHGAP32', 'ARMC7', 'ARPC5', 'ARVCF', 'AR', 'ATXN1', 'AXIN1', 'AXIN2', 'AXL', 'BCL2L1', 'BDNF', 'BMI1', 'BMP15', 'BMP2', 'BMP4', 'BMP7', 'BNIP2', 'BOC', 'BPIFB2', 'RGCC', 'GSKIP', 'C3', 'C4A', 'CABLES1', 'CADM1', 'CALU', 'CASP3', 'CAV1', 'CBLL1', 'CCNA2', 'CCNB1', 'CCND1', 'CD24', 'CD34', 'CD44', 'CD80', 'CDC42', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDK4', 'CDK5', 'CDK6', 'CDKN2A', 'CDON', 'CDX2', 'CEBPZ', 'CFL1', 'CHGB', 'CHL1', 'CHRDL1', 'CKAP4', 'CLDN11', 'CLDN3', 'CLDN4', 'CLDN7', 'CORT', 'CP', 'CREBBP', 'CRP', 'CSF1', 'CSK', 'CST3', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNB1', 'CTNND1', 'CTNND2', 'CTTN', 'CXCL12', 'CXCR4', 'CYLD', 'CYR61', 'DBN1', 'DDR1', 'DDR2', 'DKK1', 'DLG4', 'DLG5', 'DMP1', 'DNAJC3', 'DSP', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EFNB1', 'EFNB2', 'EFNB3', 'EGFR', 'EGF', 'EHMT2', 'EIF2AK3', 'ENAM', 'ENG', 'EPCAM', 'EPHA1', 'EPHA2', 'EPHA4', 'EPHB2', 'EPS8', 'ERBB2', 'ERBB4', 'ESR1', 'ESRP1', 'EXOC4', 'EZH2', 'EZR', 'F11R', 'F5', 'EVA1A', 'FAM20A', 'FAM20C', 'FBN1', 'FER', 'FGA', 'FGF13', 'FGF23', 'FGF2', 'FGFR1', 'FGFR4', 'FGG', 'FN1', 'FOXC2', 'FOXD3', 'FOXO1', 'FOXP4', 'FSTL1', 'FSTL3', 'FUCA2', 'GAA', 'GAPDH', 'GAS6', 'GATA4', 'GFAP', 'GJA10', 'GJA1', 'GJA3', 'GJB6', 'GJC1', 'GJC3', 'GJD3', 'GJD4', 'GLI1', 'GOLM1', 'GPC3', 'GRIA1', 'GRIA2', 'HGF', 'HMGA2', 'HNF4A', 'HRAS', 'HRC', 'HSP90B1', 'HSPA5', 'IARS2', 'IGF1R', 'IGF1', 'IGFBP1', 'IGFBP3', 'IGFBP4', 'IGFBP5', 'IGFBP7', 'IL1B', 'IL6', 'CXCL8', 'ILK', 'INADL', 'INS', 'INVS', 'IQGAP1', 'ISL1', 'ITGA6', 'ITGB1', 'ITIH2', 'ITPKB', 'JAG1', 'JAM3', 'JUN', 'JUP', 'KCNA5', 'KDR', 'KIAA2022', 'KIF5B', 'KIT', 'KLF4', 'KNG1', 'KRAS', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT8', 'KTN1', 'L1CAM', 'LAMB1', 'LAMB2', 'LAMC1', 'LEF1', 'LGALS1', 'LRP5', 'LRP6', 'LRRC7', 'LTBP1', 'LTBP3', 'MAP1B', 'MAP2K6', 'MAP2K7', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MATN3', 'MBTPS1', 'MCAM', 'MEF2A', 'MEF2C', 'MEF2D', 'MEN1', 'MEPE', 'MET', 'MFGE8', 'MFI2', 'MGAT4A', 'MIA3', 'MKI67', 'MLLT4', 'MMP14', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MPDZ', 'MPP5', 'MRAP', 'MRPL49', 'MSLN', 'MSN', 'MTHFD1', 'MUC1', 'MUC4', 'MXRA8', 'MYC', 'MYO10', 'MZF1', 'NANOG', 'NCAM1', 'NCSTN', 'NDRG1', 'NENF', 'NES', 'NFASC', 'NGF', 'NLGN1', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTUM', 'NRCAM', 'NT5C', 'NT5E', 'NTRK2', 'NUCB1', 'NUMBL', 'NUMB', 'OLFM3', 'P4HB', 'PARD3', 'PAX6', 'PCSK9', 'PC', 'PDGFRB', 'PDIA4', 'PDIA6', 'PECAM1', 'PENK', 'PIK3CA', 'PIK3R1', 'PIP5K1C', 'PITX2', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PNPLA2', 'POU5F1', 'PPT2', 'PRKCDBP', 'PRKCSH', 'PROC', 'PROM1', 'PRPH', 'PRSS23', 'PSEN1', 'PTEN', 'PTK2', 'PTPN11', 'PTPN1', 'PTPN2', 'PTPRC', 'PTPRS', 'PVRL1', 'PVRL2', 'PVRL3', 'PXN', 'QSOX1', 'RAB11FIP1', 'RAB3D', 'RAB5A', 'RAC1', 'RCN1', 'RELN', 'REM1', 'RHOA', 'RHOB', 'RHOC', 'ROBO1', 'PTBP3', 'RPS6KB1', 'RUNX2', 'S100A14', 'S100A4', 'SARS2', 'SCARB2', 'SCG2', 'SCG3', 'SDC2', 'SEMA3A', 'SENP3', 'SERPINA10', 'SERPINA1', 'SERPINC1', 'SERPIND1', 'SERPINE1', 'SHH', 'SHISA5', 'SIRT7', 'SKP1', 'SLC2A1', 'SLC9A3R1', 'SLIT1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SNAI1', 'SNAI2', 'SNAI3', 'SOX10', 'SOX18', 'SOX1', 'SOX2', 'SOX4', 'SOX9', 'SP7', 'SPAG9', 'SPARCL1', 'SPARC', 'SPP1', 'SPP2', 'SRC', 'ST6GALNAC5', 'STAT3', 'STC2', 'SYP', 'TBX1', 'TCF3', 'TEK', 'TF', 'TGFB1', 'TGFBR1', 'TGM2', 'TGOLN2', 'THY1', 'TIMP1', 'TJP1', 'TJP3', 'TMEM132A', 'TNC', 'TNF', 'TNNT1', 'TP53', 'TRPS1', 'TSC2', 'TWIST1', 'TWIST2', 'USP9X', 'VANGL2', 'VCAM1', 'VCAN', 'VCL', 'VEGFA', 'VGF', 'VIM', 'VTN', 'VWA1', 'WFS1', 'WNT11', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT7A', 'XIRP1', 'ZBTB16', 'ZEB1', 'ZEB2', 'ZSCAN1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0016678089051440637
		RMSE:  0.3594357673583712
		NRMSE:  0.1765314902796381
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02548752338232485
		RMSE:  0.4223734458481898
		NRMSE:  0.15794680397441796
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  LinearRegression
		Pearson Correlation:  0.5701420925632306
		Spearman Correlation:  0.5861193892804575
		Coefficient of Determination:  0.3181797163723642
		RMSE:  0.2965475849424076
		NRMSE:  0.14564490199027927
		MAPE:  2069.6500157311116
		Pearson Correlation:  -0.08174216107318669
		Spearman Correlation:  0.16327238040725964
		Coefficient of Determination:  -1.7763742389967113e+24
		RMSE:  555902528648.6097
		NRMSE:  207880084755.38385
		MAPE:  6.64075309926035e+16

	Predictor:  ElasticNet
		Pearson Correlation:  0.3556439809177363
		Spearman Correlation:  0.3695014776879629
		Coefficient of Determination:  0.10999923141823431
		RMSE:  0.33880875473570854
		NRMSE:  0.1664008421667445
		MAPE:  788.3151883031967
		Pearson Correlation:  0.15712716299902874
		Spearman Correlation:  0.2211108160109052
		Coefficient of Determination:  0.011983115785977438
		RMSE:  0.414585013883669
		NRMSE:  0.15503431515945962
		MAPE:  3061.251958202329

	Predictor:  RandomForests
		Pearson Correlation:  0.34960126657790397
		Spearman Correlation:  0.41657786644271677
		Coefficient of Determination:  0.1047075220371605
		RMSE:  0.33981449564541877
		NRMSE:  0.16689479674152485
		MAPE:  546.7648491328747
		Pearson Correlation:  0.12227410229705299
		Spearman Correlation:  0.21363634663334935
		Coefficient of Determination:  0.000490670837750451
		RMSE:  0.4169892340353998
		NRMSE:  0.1559333747304376
		MAPE:  3432.3185868959927

Protein:  CDH3
Protein Interaction Partners Count:  73
x_train_column_count:  74
x_train columns:  ['AIMP1', 'CLMP', 'BRCA1', 'CCND1', 'CD24', 'CD2AP', 'CD44', 'CDCP1', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH2', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CLDN1', 'CLDN7', 'CTNNA1', 'CTNNA3', 'CTNNB1', 'CTNND1', 'DPYD', 'DSP', 'ECM1', 'EGFR', 'EPCAM', 'ERBB2', 'ESR1', 'ESRP1', 'F11R', 'FN1', 'GALNT6', 'GATA3', 'HOXA9', 'IGF1R', 'ITGA9', 'JUP', 'KIRREL', 'KRT14', 'KRT15', 'KRT17', 'KRT4', 'KRT5', 'KRT8', 'LEF1', 'MKI67', 'NPHS1', 'NPHS2', 'PGR', 'PKP1', 'PKP2', 'PKP3', 'POU5F1', 'S100A4', 'SNAI1', 'SNAI2', 'SYNPO', 'TECR', 'TJP1', 'TP53', 'UMPS', 'VCL', 'ZEB1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011481892643820935
		RMSE:  0.2038847376288621
		NRMSE:  0.14304087222095618
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026977014897064944
		RMSE:  0.22369326249691865
		NRMSE:  0.20181818899206835
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  LinearRegression
		Pearson Correlation:  0.41066420314559965
		Spearman Correlation:  0.4103804957082043
		Coefficient of Determination:  0.16864422535192314
		RMSE:  0.1857928481674568
		NRMSE:  0.1303480160573166
		MAPE:  266.0010345308971
		Pearson Correlation:  -0.038197322380458816
		Spearman Correlation:  0.13986891605854024
		Coefficient of Determination:  -1.6655334267591667e+18
		RMSE:  288299952.31157917
		NRMSE:  260106959.02306876
		MAPE:  22639144473.61914

	Predictor:  ElasticNet
		Pearson Correlation:  0.30084543077940135
		Spearman Correlation:  0.33775019195765477
		Coefficient of Determination:  0.05657900452969522
		RMSE:  0.19791937100390228
		NRMSE:  0.13885570733281577
		MAPE:  141.24788015224422
		Pearson Correlation:  0.26653887035365104
		Spearman Correlation:  0.12992811460741777
		Coefficient of Determination:  0.03889136163469298
		RMSE:  0.21900505250666139
		NRMSE:  0.1975884413488586
		MAPE:  100.53179897749783

	Predictor:  RandomForests
		Pearson Correlation:  0.3329486346614659
		Spearman Correlation:  0.38008094362495276
		Coefficient of Determination:  0.09813774693669353
		RMSE:  0.1935109917094385
		NRMSE:  0.1357628891714644
		MAPE:  175.58034368764967
		Pearson Correlation:  0.3233911411918786
		Spearman Correlation:  0.196920138313472
		Coefficient of Determination:  0.07998779978500714
		RMSE:  0.21427163681049025
		NRMSE:  0.1933179086878177
		MAPE:  135.71342421556133

Protein:  PTEN
Protein Interaction Partners Count:  884
x_train_column_count:  875
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ABTB1', 'ACTB', 'ACTG1', 'ADM', 'AEBP1', 'AFP', 'AKT1S1', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDH1A1', 'ALK', 'AMHR2', 'ANXA2', 'ANXA5', 'APAF1', 'APC', 'ARAF', 'AREG', 'ARHGAP21', 'ARID1A', 'ARID2', 'ARL2BP', 'AR', 'ATF3', 'ATG12', 'ATG5', 'ATG7', 'ATM', 'ATRX', 'AURKA', 'AURKB', 'AXIN1', 'AXIN2', 'AXL', 'BAD', 'BAG5', 'BARD1', 'BAX', 'BBC3', 'BCAR1', 'BCL2L11', 'BCL2L1', 'BCL2L2', 'BCL6', 'BCR', 'BDNF', 'BECN1', 'BIRC3', 'BIRC5', 'BMI1', 'BMP2', 'BMP4', 'BMP7', 'BMPR1A', 'BNIP3', 'BRAF', 'BRCA1', 'BRCA2', 'BRD4', 'BTG2', 'BTK', 'SPRTN', 'CLHC1', 'CA9', 'CASP3', 'CASP6', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBL', 'CBX7', 'CCL2', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CD24', 'CD274', 'CD34', 'CD44', 'CD79A', 'CD79B', 'CDC14A', 'CDC20', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC27', 'CDC42', 'CDC7', 'CDH17', 'CDH1', 'CDH2', 'CDIPT', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CDX2', 'CENPC', 'CFL1', 'CFLAR', 'CFTR', 'CHD1', 'CHD8', 'CHEK1', 'CHEK2', 'CHKA', 'CHORDC1', 'CHUK', 'CLTCL1', 'CLTC', 'CNOT6L', 'CREB1', 'CREBBP', 'CRP', 'CSF1R', 'CSF1', 'CSK', 'CSN2', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTGF', 'CTLA4', 'CTNNB1', 'CUL1', 'CUL3', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP19A1', 'DAPK1', 'DAXX', 'DBN1', 'DCAF13', 'DDIT4', 'DDR2', 'DECR1', 'DEPTOR', 'DGCR8', 'DICER1', 'DLC1', 'DLG1', 'DLG4', 'DNM1L', 'DNMT1', 'DNMT3A', 'DNMT3B', 'DNTT', 'DOLPP1', 'DUSP1', 'DUSP6', 'DUT', 'DVL1', 'DYRK1A', 'E2F1', 'E2F2', 'E2F3', 'ECSCR', 'EGFR', 'EGF', 'EGR1', 'EIF2AK2', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF4A1', 'EIF4A2', 'EIF4EBP1', 'EIF4EBP2', 'EIF4E', 'EIF4G1', 'EML4', 'ENDOG', 'EP300', 'EPCAM', 'EPHA1', 'EPHA2', 'EPHA3', 'EPHA4', 'EPHA5', 'EPHA7', 'EPHB1', 'EPHB2', 'EPHB3', 'EPHB4', 'ERBB2', 'ERBB3', 'ERBB4', 'ERCC1', 'EREG', 'ESR1', 'ETS1', 'ETS2', 'ETV1', 'ETV6', 'EYA2', 'EZH2', 'EZR', 'FABP4', 'FASLG', 'FASN', 'FBXW7', 'FCGR1B', 'FGF2', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FIG4', 'FKBP1A', 'FLCN', 'FLT1', 'FLT3', 'FLT4', 'FMR1', 'FN1', 'FOS', 'FOXA1', 'FOXG1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FOXP1', 'FOXP3', 'FRK', 'FYN', 'FZR1', 'GADD45A', 'GAPDH', 'GATA3', 'GCK', 'GDF10', 'GDF2', 'GFAP', 'GJA1', 'GLI1', 'GNA11', 'GNAQ', 'GNAS', 'GNRHR', 'GRASP', 'GRB2', 'GRPR', 'GSK3A', 'GSK3B', 'GSTP1', 'H1F0', 'H2AFX', 'HAVCR2', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HES1', 'HGF', 'HIF1A', 'HIST1H2BA', 'HK1', 'HK2', 'HMGA2', 'HNF4A', 'HOXA9', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPA1A', 'HSPA1B', 'HSPA2', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPA9', 'ID1', 'ID4', 'IDH1', 'IDH2', 'IDO1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IKBKB', 'IKZF1', 'IL10', 'IL17A', 'IL21', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ILK', 'INPP4A', 'INPP4B', 'INPP5A', 'INPP5B', 'INPP5D', 'INPP5E', 'INPP5F', 'INPP5J', 'INPP5K', 'INPPL1', 'INSRR', 'INSR', 'INS', 'IPMK', 'IPO11', 'IQGAP1', 'IRAK1', 'IRS1', 'IRS2', 'ITGB1', 'ITPKA', 'ITPKB', 'ITPKC', 'ITPR3', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JARID2', 'JUN', 'KAT2B', 'KDM5B', 'KDM5C', 'KDM6A', 'KDR', 'KEAP1', 'ATG13', 'KIF11', 'KLLN', 'KITLG', 'KIT', 'KLF17', 'KLF2', 'KLF4', 'KLK3', 'KPNA1', 'KPNA2', 'KPNA5', 'KPNA6', 'KPNA7', 'KRAS', 'KRT14', 'KRT5', 'KRT8', 'LASP1', 'LATS1', 'LATS2', 'LCK', 'LDHA', 'LEF1', 'LEP', 'LGALS3', 'LIG4', 'LOX', 'LRIG1', 'LRP1B', 'LRRK2', 'LYN', 'LYPD1', 'MAGI1', 'MAGI2', 'MAGI3', 'MAN2C1', 'MAP1LC3B', 'MAP2K1', 'MAP2K2', 'MAP2K3', 'MAP2K4', 'MAP2K7', 'MAP3K1', 'MAP3K5', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK4', 'MAPK6', 'MAPK7', 'MAPK8', 'MAPK9', 'MAPKAP1', 'MAPT', 'MARCH2', 'MARCH3', 'MAST1', 'MAST2', 'MAST3', 'MAST4', 'MATK', 'MCL1', 'MCM2', 'MCM7', 'MCRS1', 'MDK', 'MDM2', 'MDM4', 'MECOM', 'MECP2', 'MED12', 'MEN1', 'MET', 'MGMT', 'MINPP1', 'MITF', 'MKI67', 'MKRN1', 'MLH1', 'MLH3', 'KMT2D', 'KMT2C', 'KMT2B', 'MLLT1', 'MLST8', 'MME', 'MMP2', 'MMP9', 'MOV10', 'MRAP', 'MRE11A', 'MSH2', 'MSH6', 'MTDH', 'MTMR2', 'MTOR', 'MTSS1', 'MUTYH', 'MVP', 'MYCN', 'MYC', 'MYLK', 'MYOCD', 'NANOG', 'NCKAP1', 'NCOA3', 'NCOR2', 'NDFIP1', 'NDFIP2', 'NDRG1', 'NDRG2', 'NEDD4L', 'NEDD4', 'NES', 'NF1', 'NF2', 'NFATC1', 'NFATC4', 'NFE2L2', 'NFKBIA', 'NGFR', 'NLGN3', 'NLGN4X', 'NOS3', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NPM1', 'NR1H4', 'NR3C2', 'NRAS', 'NRP2', 'NTRK1', 'NTRK2', 'NUMB', 'OCRL', 'OLIG2', 'OTUD3', 'PALB2', 'PARD3', 'PARD6A', 'PARD6B', 'PARD6G', 'PARK2', 'PARK7', 'PARP1', 'PAX8', 'PBK', 'PBRM1', 'PCGF2', 'PCSK9', 'PDCD1', 'PDCD4', 'PDGFB', 'PDGFRA', 'PDGFRB', 'PDK1', 'PDK2', 'PDPK1', 'PDZK1', 'PECAM1', 'PGM3', 'PGR', 'PHF6', 'PHLPP1', 'PHLPP2', 'PI3', 'PI4K2A', 'PI4K2B', 'PI4KA', 'PI4KB', 'PIK3C2A', 'PIK3C2B', 'PIK3C2G', 'PIK3C3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3CG', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIK3R5', 'PIKFYVE', 'PINK1', 'PIP4K2A', 'PIP4K2B', 'PIP4K2C', 'PIP5K1A', 'PIP5K1B', 'PIP5K1C', 'PIP5KL1', 'PKM', 'PLCB1', 'PLCB2', 'PLCB3', 'PLCB4', 'PLCD1', 'PLCD3', 'PLCD4', 'PLCE1', 'PLCG1', 'PLCG2', 'PLCH1', 'PLCH2', 'PLCZ1', 'PLEKHA1', 'PLEK', 'PLK1', 'PLK2', 'PLK3', 'BPIFA1', 'PMAIP1', 'PML', 'PMPCA', 'PMS1', 'PMS2', 'POLE', 'POLI', 'POTEF', 'POU5F1', 'PPARG', 'PPM1D', 'PPP2R1A', 'PPP2R4', 'PPP2R5A', 'PPP2R5E', 'PPP3CA', 'PPP6C', 'PRDX1', 'PREX2', 'PRKAA1', 'PRKAA2', 'PRKCI', 'PRKCZ', 'PRKDC', 'PRMT5', 'PROM1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTER', 'PTGS2', 'PTK2B', 'PTK2', 'PTK6', 'PTPMT1', 'PTPN11', 'PTPN12', 'PTPN13', 'PTPN1', 'PTPRC', 'PTPRD', 'PTS', 'PXN', 'RAB7A', 'RAC1', 'RAC2', 'RAD51C', 'RAD51D', 'RAD51', 'RAD52', 'RAF1', 'RASA1', 'RASSF1', 'RB1CC1', 'RB1', 'RBL1', 'RBL2', 'RBM38', 'RBFOX2', 'RCN1', 'RECK', 'RELA', 'REL', 'REM1', 'RETN', 'RET', 'RHEB', 'RHOA', 'RHOB', 'RHOC', 'RICTOR', 'DROSHA', 'RNF146', 'ROCK1', 'ROCK2', 'ROS1', 'RPS27A', 'RPS6KA1', 'RPS6KA2', 'RPS6KA3', 'RPS6KB1', 'RPS6KB2', 'RPS6', 'RPTOR', 'RRAS2', 'RRAS', 'RRM1', 'RSL1D1', 'RUNX3', 'RWDD3', 'SACM1L', 'SALL4', 'SCAI', 'SCGB1D4', 'SCRIB', 'SDHB', 'SDHC', 'SERPINA1', 'SERPINA4', 'SERPINB5', 'SESN1', 'SESN2', 'SETD2', 'SGK1', 'SGK2', 'SGK3', 'SHANK2', 'SHARPIN', 'SHC1', 'SHFM1', 'SHH', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT5', 'SIRT6', 'SIRT7', 'SKP2', 'SLC25A16', 'SLC2A1', 'SLC2A4', 'SLC34A2', 'SLC9A3R1', 'SLC9A3R2', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMUG1', 'SMYD2', 'SNAI1', 'SNAI2', 'SNCA', 'SNX27', 'SOCS1', 'SOCS3', 'SOD2', 'SOS1', 'SOX2', 'SOX4', 'SOX9', 'SP1', 'SPOP', 'SPRY1', 'SPRY2', 'SRBD1', 'SRC', 'SREBF1', 'SRF', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STMN1', 'STUB1', 'STX16', 'SUCLG2', 'SUMO1', 'SYK', 'SYNJ1', 'SYNJ2', 'TACSTD2', 'TBX1', 'TBX2', 'TBX3', 'TCF7L2', 'TCHP', 'TEP1', 'TERT', 'TET1', 'TGFB1', 'TGFBR1', 'TGFBR2', 'TGM2', 'THBS1', 'TIMP1', 'TIMP3', 'TJP1', 'TLR4', 'TMEM55A', 'TMEM55B', 'TMPRSS2', 'TNFRSF10B', 'TNFSF10', 'TNF', 'TNKS2', 'TNKS', 'TNPO2', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TOP1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TPM1', 'TRAF6', 'TRIM27', 'TRIM29', 'TSC1', 'TSC2', 'TTN', 'TUT1', 'TWIST1', 'TWSG1', 'TXN', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2E1', 'UBE2I', 'UBE2L3', 'UBE3A', 'ULK1', 'ULK2', 'USP10', 'USP13', 'USP18', 'USP28', 'USP7', 'USP8', 'UTF1', 'UVRAG', 'VCL', 'VDR', 'VEGFA', 'VHL', 'WDR18', 'WDTC1', 'WEE1', 'WIPI1', 'WIPI2', 'WNT1', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT9A', 'WNT9B', 'WT1', 'WWP1', 'WWP2', 'XIAP', 'XPO1', 'XPO5', 'YAP1', 'YES1', 'YWHAB', 'YWHAZ', 'YY1', 'ZEB1', 'ZEB2', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05240378988513572
		RMSE:  0.5837468026637292
		NRMSE:  0.09127461538014686
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011774083334460839
		RMSE:  0.7259408088203396
		NRMSE:  0.14042494754339593
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5690275755039937
		NRMSE:  0.08897311789601967
		MAPE:  304.4741530818047
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005181468299075398
		RMSE:  0.7235718660416283
		NRMSE:  0.13996670265429206
		MAPE:  391.1377632658283

	Predictor:  LinearRegression
		Pearson Correlation:  0.6835766416573263
		Spearman Correlation:  0.6118329192450837
		Coefficient of Determination:  0.46536018205858243
		RMSE:  0.4160676627597088
		NRMSE:  0.06505631502770835
		MAPE:  441.9292586935474
		Pearson Correlation:  0.13742071594355929
		Spearman Correlation:  0.21563913674585877
		Coefficient of Determination:  -2.615153223206417e+21
		RMSE:  36906937159.29142
		NRMSE:  7139224922.487508
		MAPE:  1625273587843.5378

	Predictor:  ElasticNet
		Pearson Correlation:  0.44759760570646717
		Spearman Correlation:  0.4156356227697277
		Coefficient of Determination:  0.15756583052528095
		RMSE:  0.5222774800296892
		NRMSE:  0.08166327574539742
		MAPE:  381.72867446853337
		Pearson Correlation:  0.268682718105754
		Spearman Correlation:  0.2845197571042033
		Coefficient of Determination:  0.05934962043230341
		RMSE:  0.699960532968304
		NRMSE:  0.1353993602925379
		MAPE:  575.2466412589852

	Predictor:  RandomForests
		Pearson Correlation:  0.4842810565467853
		Spearman Correlation:  0.37739764149565747
		Coefficient of Determination:  0.14696750028804018
		RMSE:  0.5255524947477195
		NRMSE:  0.08217535685211781
		MAPE:  351.0743340669228
		Pearson Correlation:  0.18356912532417738
		Spearman Correlation:  0.3073232108562696
		Coefficient of Determination:  0.021568323343055473
		RMSE:  0.7138791335779253
		NRMSE:  0.13809175440612917
		MAPE:  454.04148074701334

Protein:  BRCA2
Protein Interaction Partners Count:  361
x_train_column_count:  351
x_train columns:  ['ABL1', 'ACHE', 'ADRB1', 'ADRB2', 'AKT1', 'ALK', 'APEX1', 'ARID1A', 'ARPC1A', 'AR', 'ATAD5', 'ATM', 'ATRIP', 'ATRX', 'ATR', 'AURKA', 'AURKB', 'B3GALTL', 'BACH1', 'BARD1', 'BCCIP', 'BCHE', 'BDNF', 'BECN1', 'BIRC5', 'BLM', 'BMI1', 'BRCA1', 'BRCC3', 'BRE', 'BRIP1', 'SLX4', 'BUB1B', 'BUB1', 'BUB3', 'SFR1', 'RHNO1', 'RMI2', 'BABAM1', 'MMS22L', 'CASC1', 'CASC5', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCNE1', 'CDC25A', 'CDC25C', 'CDC45', 'CDC6', 'CDH1', 'CDK12', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CENPE', 'CENPF', 'CEP55', 'CHEK1', 'CHEK2', 'CHRNA1', 'CLSPN', 'CNTROB', 'CREM', 'CSMD3', 'CTNNB1', 'CYP19A1', 'DMC1', 'DNA2', 'DSN1', 'DYNC1LI2', 'EGFR', 'EGF', 'ELAC2', 'EME1', 'EME2', 'ENAM', 'EPCAM', 'ERBB2', 'ERBB3', 'ERCC1', 'ERCC2', 'ERCC4', 'ERCC5', 'ERCC6', 'ERCC8', 'ESPL1', 'ESR1', 'EXO1', 'EZH2', 'FAM175A', 'FANCA', 'FANCB', 'FANCC', 'FANCD2', 'FANCE', 'FANCF', 'FANCG', 'FANCI', 'FANCL', 'FANCM', 'FBN1', 'FBXO18', 'FBXW7', 'FEN1', 'FGFR2', 'FHIT', 'FLNA', 'FOXM1', 'GAPDH', 'GEN1', 'SLX1B', 'H2AFX', 'HELQ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2BE', 'HIST3H3', 'HMG20A', 'HMG20B', 'HMMR', 'HNRNPC', 'HOXB13', 'HRAS', 'HUS1', 'ITPKB', 'KAT2B', 'KAT5', 'KEAP1', 'SPIDR', 'KIF23', 'KIF4A', 'KIT', 'KLK3', 'KRAS', 'KRT5', 'LIG1', 'LIG3', 'LIG4', 'LIMD1', 'LSP1', 'MAD2L2', 'MAGED1', 'MAMSTR', 'MAP2K2', 'MAP3K1', 'MCM10', 'MCPH1', 'MDC1', 'MDM2', 'MDM4', 'MEN1', 'MGMT', 'MKI67', 'MLH1', 'MLH3', 'KMT2C', 'MND1', 'MORF4L1', 'MRE11A', 'MRPL36', 'MSH2', 'MSH3', 'MSH4', 'MSH5', 'MSH6', 'MTA2', 'FAN1', 'MUC1', 'MUS81', 'MUTYH', 'MYC', 'NBN', 'NCAPG', 'NEDD4', 'NF1', 'NHEJ1', 'NNT', 'NOTCH1', 'NSL1', 'NSMCE4A', 'OBFC1', 'OGG1', 'PALB2', 'PARG', 'PARP1', 'PARP2', 'PARP3', 'PAXIP1', 'PCNA', 'PDLIM7', 'PDS5A', 'PDS5B', 'PGR', 'PIK3CA', 'PLCB4', 'PLEC', 'PLEKHH1', 'PLK1', 'PMS1', 'PMS2', 'PNOC', 'POLD1', 'POLD2', 'POLD3', 'POLD4', 'POLE2', 'POLE3', 'POLE4', 'POLE', 'POLH', 'POLK', 'POLN', 'POLQ', 'PRDM9', 'PRKDC', 'PRSS1', 'PSMC3IP', 'PSMD3', 'PSMD6', 'PTEN', 'RAD17', 'RAD18', 'RAD1', 'RAD21', 'RAD23B', 'RAD50', 'RAD51AP1', 'RAD51C', 'RAD51B', 'RAD51D', 'RAD51', 'RAD52', 'RAD54B', 'RAD54L', 'RAD9A', 'RAD9B', 'RAG2', 'RASSF1', 'RBBP8', 'RBMX', 'RECQL4', 'RECQL5', 'RECQL', 'RET', 'REV1', 'REV3L', 'RFC1', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RMI1', 'RNF168', 'RNF8', 'RPA1', 'RPA2', 'RPA3', 'RPS27A', 'RTEL1', 'SHFM1', 'SKP2', 'SMAD2', 'SMAD3', 'SMAD4', 'SMARCA4', 'SMARCAL1', 'SMARCB1', 'SMC1A', 'SMC2', 'SMC3', 'SMC4', 'SMC5', 'SMC6', 'SMUG1', 'SNAI2', 'SP1', 'SPO11', 'STAT5A', 'STK11', 'STRA13', 'SUV39H1', 'SYCP3', 'TBCE', 'TDP1', 'TERT', 'TEX15', 'TMPRSS2', 'TNS1', 'TOP1', 'TOP2A', 'TOP3A', 'TOP3B', 'TOPBP1', 'TOX3', 'TP53BP1', 'TP53', 'TPX2', 'TRIP12', 'PRSS58', 'TTK', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2D1', 'UBE2E2', 'UBE2E3', 'UBE2N', 'UBE2T', 'UIMC1', 'USF1', 'USP11', 'USP15', 'USP1', 'USP21', 'USP4', 'UVRAG', 'VEGFA', 'VWF', 'WDR48', 'WDTC1', 'WEE1', 'WRN', 'WT1', 'WTIP', 'XPA', 'XPO1', 'XRCC1', 'XRCC2', 'XRCC3', 'XRCC4', 'XRCC5', 'XRCC6', 'ZFYVE26', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00015423459462815536
		RMSE:  0.20048365981157823
		NRMSE:  0.1291568109593031
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08467605477038265
		RMSE:  0.17297650483593724
		NRMSE:  0.22621657599677922
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  LinearRegression
		Pearson Correlation:  0.2608300114281889
		Spearman Correlation:  0.3052247508909598
		Coefficient of Determination:  -0.33063338727296343
		RMSE:  0.2312462511059889
		NRMSE:  0.14897487589369554
		MAPE:  362.34951912030874
		Pearson Correlation:  -0.015885399344330232
		Spearman Correlation:  0.1543886424227027
		Coefficient of Determination:  -9.63389904204118e+25
		RMSE:  1630189668853.7253
		NRMSE:  2131942285821.9124
		MAPE:  429276416564471.56

	Predictor:  ElasticNet
		Pearson Correlation:  0.27868900008637637
		Spearman Correlation:  0.2518090747602963
		Coefficient of Determination:  0.051332188846922144
		RMSE:  0.19525518490585841
		NRMSE:  0.12578849083965754
		MAPE:  144.46315378072967
		Pearson Correlation:  0.14143994343411057
		Spearman Correlation:  0.14961413831828171
		Coefficient of Determination:  -0.06910360091006207
		RMSE:  0.17173032319486167
		NRMSE:  0.2245868347542819
		MAPE:  133.62489266077822

	Predictor:  RandomForests
		Pearson Correlation:  0.348511327382263
		Spearman Correlation:  0.3104692213003777
		Coefficient of Determination:  0.08929808941363948
		RMSE:  0.19130821367815967
		NRMSE:  0.12324574886658701
		MAPE:  140.09468485155796
		Pearson Correlation:  0.1667006876178724
		Spearman Correlation:  0.12855883479316568
		Coefficient of Determination:  -0.056144668004230125
		RMSE:  0.170686351995956
		NRMSE:  0.22322154187661805
		MAPE:  149.26092733840832

Protein:  CDKN2A
Protein Interaction Partners Count:  612
x_train_column_count:  604
x_train columns:  ['ABCC1', 'ABL1', 'ACAP1', 'ACAP2', 'ACP5', 'ACTA1', 'ACTB', 'ACTG1', 'ADAMTS9', 'ADAP1', 'AFP', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALK', 'ANKRD12', 'ANXA5', 'AP3D1', 'AP3S1', 'AP3S2', 'APAF1', 'APBA1', 'APBA2', 'ARAP1', 'ARAP2', 'ARF1', 'ARF3', 'ARF4', 'ARF5', 'ARF6', 'ARFGAP1', 'ARFGAP3', 'ARFIP2', 'ARFRP1', 'ARID1A', 'ARID2', 'ARID5B', 'ARL10', 'ARL1', 'ARL2', 'ARL3', 'ARL4A', 'ARL5A', 'AR', 'ASAP1', 'ATM', 'ATRX', 'ATR', 'AURKA', 'AURKB', 'AXIN1', 'BAP1', 'BCL2L11', 'BCL2L1', 'BCL6', 'BECN1', 'BIRC5', 'BMI1', 'BRAF', 'BRCA1', 'BRCA2', 'BUB1B', 'RGCC', 'C1QBP', 'RABL6', 'CACNA1G', 'CADM1', 'CAMK1D', 'CASP3', 'CASP8', 'CASP9', 'CAV1', 'CBX7', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNL1', 'CD274', 'CD34', 'CD44', 'CDC123', 'CDC20', 'CDC25A', 'CDC25C', 'CDC42', 'CDC45', 'CDC5L', 'CDC6', 'CDC7', 'CDH13', 'CDH17', 'CDH1', 'CDH2', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK5RAP3', 'CDK6', 'CDK7', 'CDKAL1', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2AIP', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDX2', 'CEACAM5', 'CEBPB', 'CEBPE', 'CHEK1', 'CHEK2', 'CHFR', 'CHKA', 'COMMD1', 'CRABP1', 'CREBBP', 'CSF1R', 'CSF1', 'CSF2', 'CTBP1', 'CTBP2', 'CTCF', 'CTLA4', 'CTNNB1', 'CTSK', 'CUL1', 'CUL3', 'CXCR4', 'CYCS', 'CYLD', 'CYTH1', 'CYTH2', 'CYTH3', 'DAB2IP', 'DAP', 'DAXX', 'DICER1', 'DIRAS3', 'DLEC1', 'DMTF1', 'DNAH3', 'DNMT1', 'DNMT3A', 'DNMT3B', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EBF1', 'EGFR', 'EGF', 'EGR1', 'EHF', 'EHMT2', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EP300', 'EPCAM', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ETS1', 'ETV6', 'EWSR1', 'EZH1', 'EZH2', 'FAT1', 'FBXW7', 'FGF2', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FKBP2', 'FLT3', 'FMN2', 'FN1', 'FOS', 'FOXA1', 'FOXM1', 'FOXN2', 'FOXO1', 'FOXO3', 'FTO', 'FZR1', 'GADD45A', 'GAPDH', 'GATA3', 'GATA4', 'GATA5', 'GBF1', 'GDF15', 'GGA1', 'GGA2', 'GGA3', 'GIT1', 'GIT2', 'GLI1', 'GLTSCR2', 'GMNN', 'GNA11', 'GNAQ', 'GNAS', 'GNL3', 'GOLPH3', 'GP5', 'GSPT1', 'GSTP1', 'H2AFX', 'H2AFZ', 'H3F3A', 'H3F3B', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HDAC9', 'HELLS', 'HGF', 'HHEX', 'HIC1', 'HIF1A', 'HIST1H2BA', 'HIST1H4A', 'HIST1H4B', 'HIST1H4C', 'HIST1H4D', 'HIST1H4E', 'HIST1H4F', 'HIST1H4H', 'HIST1H4I', 'HIST1H4J', 'HIST1H4K', 'HIST1H4L', 'HIST2H2AA3', 'HIST2H2AC', 'HIST2H4A', 'HIST4H4', 'HLTF', 'HMGA2', 'HNF4A', 'HNRNPD', 'HOPX', 'HOXA9', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPA4', 'HSPA9', 'HUWE1', 'ID1', 'IDH1', 'IDH2', 'IGF1R', 'IGF1', 'IGF2BP2', 'IGF2R', 'IGF2', 'IGFBP3', 'IKBKB', 'IKZF1', 'IL10', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ING1', 'ING4', 'INS', 'IQSEC1', 'IRS1', 'ISOC2', 'ITGAM', 'JAK1', 'JAK2', 'JAK3', 'JAZF1', 'JUNB', 'JUN', 'KAT2B', 'KAT5', 'KCNJ11', 'KCNQ1', 'KDM1A', 'KDM2B', 'KDM6A', 'KDM6B', 'KDR', 'KEAP1', 'KIAA1549', 'KIT', 'KLF4', 'KRAS', 'KRT19', 'KRT20', 'KRT5', 'KRT7', 'LATS2', 'LOX', 'LRRK2', 'MACROD2', 'MAF', 'MAP2K1', 'MAP2K4', 'MAP2K6', 'MAP2K7', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MAPK9', 'MAX', 'MC1R', 'MCL1', 'MCM10', 'MCM2', 'MCM5', 'MCM7', 'MDM2', 'MDM4', 'MEN1', 'MEOX1', 'MEOX2', 'MET', 'MGMT', 'MITF', 'MKRN1', 'MLANA', 'MLH1', 'KMT2D', 'KMT2C', 'KMT2B', 'MLLT3', 'MME', 'MMP2', 'MMP7', 'MMP9', 'MOV10', 'MRAS', 'MSH2', 'MSH6', 'MTA1', 'MTAP', 'MTHFR', 'MTNR1B', 'MTOR', 'MUC1', 'MYBL2', 'MYCL', 'MYCN', 'MYC', 'MYOD1', 'KAT6A', 'NANOG', 'NCAM1', 'NCL', 'NCOR1', 'NES', 'NEUROG1', 'NF1', 'NF2', 'NFATC1', 'NFE2L2', 'NME1', 'NOTCH1', 'NOTCH2', 'NPM1', 'NRAS', 'NSUN2', 'ORC4', 'ORC5', 'OSBP2', 'P2RY8', 'PA2G4', 'PALB2', 'PARP1', 'PAX3', 'PAX5', 'PAX8', 'PBRM1', 'PCGF2', 'PDGFB', 'PDGFRA', 'PDGFRB', 'PEX19', 'PGR', 'PHLDB1', 'PI3', 'PIAS2', 'PIGF', 'PIK3CA', 'PIK3R1', 'PIP4K2A', 'PLEKHA3', 'PLEKHA8', 'PLEK', 'PLK1', 'PMAIP1', 'PML', 'PMS2', 'POTEF', 'POU5F1', 'PPARA', 'PPARG', 'PPM1D', 'PPP1R9B', 'PPP3CA', 'PRDM2', 'PRMT6', 'PROM1', 'PRSS1', 'PSMC3', 'PSMD10', 'PSME3', 'PTCH1', 'PTEN', 'PTER', 'PTF1A', 'PTGS2', 'PTPN11', 'PTPRC', 'PTPRD', 'PXN', 'RAB11A', 'RAB5A', 'RABEP1', 'RABGEF1', 'RAC2', 'RAD51', 'RAF1', 'RAP2B', 'RARB', 'RASSF1', 'RASSF2', 'RB1', 'RBL1', 'RBL2', 'RCC1', 'RELA', 'RELB', 'REL', 'RET', 'RHOA', 'DROSHA', 'RNF2', 'RNF43', 'ROS1', 'RPL11', 'RPRM', 'RPS27A', 'RPS6KB1', 'RRAS2', 'RRAS', 'RTEL1', 'RUNX2', 'RUNX3', 'SDHC', 'SENP1', 'SENP3', 'SERPINE1', 'SERTAD1', 'SETD2', 'SFN', 'SFRP1', 'SFRP2', 'SHH', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT4', 'SIRT5', 'SIRT6', 'SIRT7', 'SIVA1', 'SIX2', 'SKP2', 'SLC30A8', 'SMAD2', 'SMAD3', 'SMAD4', 'SMARCA4', 'SMARCB1', 'SMUG1', 'SNAI1', 'SNAI2', 'SNCA', 'SOCS1', 'SOX2', 'SP1', 'SPEN', 'SRC', 'STAT1', 'STAT3', 'STK11', 'STK25', 'STK33', 'STMN1', 'SUB1', 'SUMO1', 'SUMO2', 'SUMO3', 'SUV39H1', 'SUZ12', 'SYNE1', 'SYP', 'TBL1XR1', 'TBRG1', 'TBX2', 'TBX3', 'TCF7L2', 'TCHP', 'TERT', 'TET2', 'TFDP1', 'TFPI2', 'TGFBR2', 'THADA', 'THBS1', 'TIMP3', 'TMCO1', 'TMEM115', 'TNFRSF10B', 'TNFSF11', 'TNF', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOP1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TP73', 'TRADD', 'TRIM28', 'TRIP12', 'PRSS58', 'TSC2', 'TSPAN8', 'TTF1', 'TWIST1', 'TWSG1', 'TYR', 'UBA52', 'UBB', 'UBC', 'UBE2A', 'UBE2I', 'UBE3A', 'UCHL1', 'USP7', 'UTF1', 'VEGFA', 'VHL', 'WDTC1', 'WEE1', 'WFS1', 'WHSC1', 'WIF1', 'WRN', 'WT1', 'WWOX', 'XRCC1', 'YY1', 'ZBTB17', 'ZBTB7A', 'ZEB1', 'ZFP91', 'ZNF148', 'ZNF217', 'ZNF227', 'ZNF410', 'ZNF420', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06876053865938014
		RMSE:  0.7026668514343448
		NRMSE:  0.1789276696377339
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07452018232747903
		RMSE:  0.6281215662347416
		NRMSE:  0.15805378984795088
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6796874655065666
		NRMSE:  0.1730761797526334
		MAPE:  274.2442116656758
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00044725008449963966
		RMSE:  0.6060849693149379
		NRMSE:  0.15250873639690443
		MAPE:  274.3248072759207

	Predictor:  LinearRegression
		Pearson Correlation:  0.5469022247404457
		Spearman Correlation:  0.4979496038768838
		Coefficient of Determination:  -0.8963286581203764
		RMSE:  0.9359789143488143
		NRMSE:  0.2383384467797648
		MAPE:  856.422065595246
		Pearson Correlation:  0.04575096893470609
		Spearman Correlation:  0.06244271578084919
		Coefficient of Determination:  -4.584629110093967e+24
		RMSE:  1297443695886.2874
		NRMSE:  326474848616.3628
		MAPE:  453560808687383.2

	Predictor:  ElasticNet
		Pearson Correlation:  0.5482091618366074
		Spearman Correlation:  0.44648878032845724
		Coefficient of Determination:  0.2749647412488666
		RMSE:  0.5787470954304923
		NRMSE:  0.14737264022573715
		MAPE:  169.045912872757
		Pearson Correlation:  0.30343481154881774
		Spearman Correlation:  0.23091809124802057
		Coefficient of Determination:  0.07486576405903111
		RMSE:  0.58282583273379
		NRMSE:  0.1466560561469993
		MAPE:  265.19085441478023

	Predictor:  RandomForests
		Pearson Correlation:  0.5100950001151073
		Spearman Correlation:  0.39526747631224096
		Coefficient of Determination:  0.22583273749439314
		RMSE:  0.5980350829156897
		NRMSE:  0.15228414935084153
		MAPE:  213.70217834909118
		Pearson Correlation:  0.2671302445260068
		Spearman Correlation:  0.23604959077382506
		Coefficient of Determination:  0.057314460734866124
		RMSE:  0.5883284347046965
		NRMSE:  0.14804067202755253
		MAPE:  197.62331830005536

Protein:  TP53
Protein Interaction Partners Count:  1000
x_train_column_count:  990
x_train columns:  ['ABCB1', 'ABCC1', 'ABL1', 'ACTB', 'ACTL6A', 'ADAM17', 'AFP', 'AGT', 'AICDA', 'AIFM2', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALK', 'ANKRD2', 'ANXA1', 'ANXA2', 'ANXA5', 'APAF1', 'APBB1', 'APC', 'APEX1', 'APOBEC3B', 'APP', 'ARID1A', 'ARID3A', 'AR', 'ASF1A', 'ASXL1', 'ATF2', 'ATF3', 'ATG7', 'ATM', 'ATN1', 'ATRIP', 'ATRX', 'ATR', 'ATXN3', 'AURKA', 'AURKB', 'AXIN1', 'AXL', 'BACE1', 'BAG1', 'BAG2', 'BAIAP2L1', 'BAK1', 'BANP', 'BARD1', 'BAX', 'BBC3', 'BCL2A1', 'BCL2L11', 'BCL2L12', 'BCL2L14', 'BCL2L1', 'BCL2L2', 'BCL2', 'BCL6', 'BCR', 'BDNF', 'BECN1', 'BID', 'BIRC3', 'BIRC5', 'BIRC6', 'BLM', 'BMF', 'BMI1', 'BMX', 'BNIP3L', 'BNIP3', 'BRCA1', 'BRCA2', 'BRCC3', 'BRD1', 'BRD4', 'BRD7', 'BRE', 'BRIP1', 'BRPF1', 'BRPF3', 'BTG2', 'BTK', 'BUB1B', 'BUB1', 'RHNO1', 'RGCC', 'RMI2', 'CNOT11', 'SETD9', 'CA9', 'CABIN1', 'CABLES1', 'CAPN1', 'CARM1', 'CASP10', 'CASP1', 'CASP2', 'CASP3', 'CASP6', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBX2', 'CBX4', 'CBX6', 'CBX8', 'CCDC106', 'CCL2', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNG2', 'CCNH', 'CCNK', 'CCT2', 'CCT3', 'CCT4', 'CCT5', 'CCT6A', 'CCT6B', 'CCT7', 'CCT8', 'CD24', 'CD274', 'CD34', 'CD40LG', 'CD40', 'CD44', 'CD82', 'CDC20', 'CDC25A', 'CDC25C', 'CDH17', 'CDH1', 'CDK12', 'CDK13', 'CDK1', 'CDK2', 'CDK4', 'CDK5R1', 'CDK5', 'CDK6', 'CDK7', 'CDK8', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CEACAM5', 'CEBPB', 'CENPJ', 'CFL1', 'CFLAR', 'CHD3', 'CHD4', 'CHD8', 'CHEK1', 'CHEK2', 'CHUK', 'CISH', 'CITED2', 'CLSPN', 'CLU', 'CNOT10', 'CNOT1', 'CNOT2', 'CNOT3', 'CNOT4', 'CNOT6L', 'CNOT6', 'CNOT7', 'CNOT8', 'COPS5', 'CREB1', 'CREBBP', 'CRYAB', 'CSNK1A1', 'CSNK1D', 'CSNK1E', 'CSNK1G1', 'CSNK1G2', 'CSNK1G3', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTBP1', 'CTCF', 'CTGF', 'CTNNB1', 'CUL4A', 'CUL7', 'CUL9', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP1A1', 'DACH1', 'DAPK1', 'DAP', 'DAXX', 'DDB1', 'DDB2', 'DDIT4', 'DDX17', 'DDX3X', 'DDX5', 'DECR1', 'DGCR8', 'DHCR24', 'DHFR', 'DIABLO', 'DICER1', 'DKK1', 'DMTF1', 'DNA2', 'DNAJA3', 'DNAJB1', 'DNMT1', 'DNMT3A', 'DNTT', 'DPYD', 'DRAM1', 'DTL', 'DUSP1', 'DUSP2', 'DYRK1A', 'DYRK2', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F7', 'E2F8', 'E4F1', 'EED', 'EEF1A1', 'EEF1A2', 'EGFR', 'EGF', 'EGR1', 'EHMT1', 'EHMT2', 'EI24', 'EIF2AK2', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF4EBP1', 'ELANE', 'ELAVL1', 'ELL3', 'ELL', 'EP300', 'EP400', 'EPCAM', 'EPHA2', 'EPHA3', 'EPHB2', 'ERBB2', 'ERBB4', 'ERCC1', 'ERCC2', 'ERCC3', 'ERCC6', 'ESR1', 'ETS1', 'ETS2', 'EWSR1', 'EXO1', 'EZH2', 'F2', 'FADD', 'AMER1', 'FAM175B', 'FANCC', 'FANCD2', 'FASLG', 'FAS', 'FBL', 'FBXO11', 'FBXO4', 'FBXW7', 'FGF1', 'FGF2', 'FGFR3', 'FHIT', 'FHL2', 'FLT3', 'FN1', 'FOSL1', 'FOS', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FSCN1', 'FUT4', 'FZR1', 'G3BP1', 'G6PD', 'GADD45A', 'GADD45B', 'GADD45G', 'GAPDH', 'GATAD2A', 'GATAD2B', 'GDF15', 'GFI1', 'GLS2', 'GLTSCR2', 'GNL3', 'GRAMD4', 'GRB10', 'GRB14', 'GSK3B', 'GSTP1', 'GTF2H1', 'GTSE1', 'H1F0', 'H2AFX', 'HAMP', 'HCK', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC5', 'HDAC7', 'HDAC8', 'HDAC9', 'HERC5', 'HIC1', 'HIF1A', 'HIPK1', 'HIPK2', 'HIPK3', 'HIPK4', 'HIRA', 'HIST1H1A', 'HIST1H1B', 'HIST1H1C', 'HIST1H1D', 'HIST1H1E', 'HK2', 'HMGA1', 'HMGA2', 'HMGB1', 'HMGB2', 'HMMR', 'HMOX1', 'HNF4A', 'HNRNPK', 'HNRNPL', 'HOXA5', 'HPGDS', 'HRAS', 'HSF1', 'HSP90AA1', 'HSP90AB1', 'HSP90B1', 'HSPA1A', 'HSPA1B', 'HSPA1L', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPA9', 'HSPB1', 'HSPB2', 'HTT', 'HUS1', 'HUWE1', 'ICAM1', 'ID2', 'ID4', 'IDH1', 'IDH2', 'IFI16', 'IFNAR1', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IGFBP7', 'IKBKB', 'IL17A', 'IL4', 'IL6', 'CXCL8', 'ING1', 'ING2', 'ING3', 'ING4', 'ING5', 'INSIG1', 'INS', 'IRF1', 'ISG15', 'ITPKB', 'JAG1', 'JAK2', 'JMY', 'JUN', 'KAT2A', 'KAT2B', 'KAT5', 'KDM1A', 'KDM6A', 'KDM6B', 'KDR', 'KHDRBS1', 'CCAR2', 'KIT', 'KLF2', 'KLF4', 'KLF5', 'KLF6', 'KLK3', 'KPNA2', 'KRAS', 'KRT14', 'KRT17', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'L3MBTL1', 'LAMA4', 'LEP', 'LGALS7B', 'LGALS7', 'LIF', 'LIG4', 'LIN28A', 'PIDD1', 'LRRK2', 'LYN', 'MAF1', 'MAF', 'MAGEA2', 'MAP1LC3B', 'MAP2K1', 'MAP2K3', 'MAP2K7', 'MAP3K1', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MAPK9', 'MAPKAPK5', 'MBD3', 'MCL1', 'MCM7', 'MDC1', 'MDH1', 'MDM2', 'MDM4', 'MEAF6', 'MECOM', 'MELK', 'MET', 'MGMT', 'MIF', 'MKI67', 'MKRN1', 'MLH1', 'KMT2D', 'KMT2C', 'MMP13', 'MMP1', 'MMP2', 'MMP9', 'MOV10', 'MRE11A', 'MSH2', 'MSH6', 'MSX1', 'MT1A', 'MT2A', 'MTA1', 'MTA2', 'MTA3', 'MTOR', 'MUC1', 'MUTYH', 'MYBBP1A', 'MYB', 'MYCN', 'MYC', 'MYOCD', 'KAT8', 'KAT6A', 'NANOG', 'NBN', 'NCL', 'NCOA3', 'NCOR1', 'NCOR2', 'NDN', 'NDRG1', 'NEDD8', 'NES', 'NEUROD1', 'NF1', 'NF2', 'NFE2L2', 'NFKB1', 'NFKB2', 'NFKBIA', 'NFKBIB', 'NFYA', 'NFYB', 'NFYC', 'NGFR', 'NLK', 'NLRC4', 'NME1', 'NOC2L', 'NOS3', 'NOTCH1', 'NOTCH3', 'NOTCH4', 'NOX4', 'NPM1', 'NQO1', 'NR1I2', 'NR2E1', 'NR3C1', 'NR4A1', 'NR4A2', 'NRAS', 'NUAK1', 'NUMB', 'NUPR1', 'OGG1', 'OLIG2', 'OPN1SW', 'OSGIN1', 'OTUB1', 'OTUB2', 'OTUD5', 'PADI4', 'PALB2', 'PARK2', 'PARK7', 'PARP1', 'PATZ1', 'PAX2', 'PAX3', 'PAX8', 'PBK', 'PBRM1', 'PCBP4', 'PCNA', 'PDCD4', 'PDCD5', 'PDGFRA', 'PDGFRB', 'PDLIM7', 'PER2', 'PERP', 'PGR', 'PHB', 'PHC1', 'PHC2', 'PHC3', 'PHF20', 'PHGDH', 'PI3', 'PIAS1', 'PIAS2', 'PIAS4', 'PIK3CA', 'PIN1', 'PKM', 'PLAGL1', 'PLAU', 'PLK1', 'PLK2', 'PLK3', 'PLK4', 'PMAIP1', 'PML', 'PMS2', 'POLI', 'POLK', 'POU4F1', 'POU4F2', 'POU5F1', 'PPARGC1A', 'PPARG', 'PPIF', 'PPM1D', 'PPP1R13B', 'PPP1R13L', 'PPP1R15A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R4', 'PPP2R5C', 'PRDM1', 'PRDM2', 'PRDX1', 'PRELID1', 'PRIMA1', 'PRKAA1', 'PRKAA2', 'PRKAB1', 'PRKAB2', 'PRKAG1', 'PRKAG2', 'PRKAG3', 'PRKCA', 'PRKCD', 'PRKCZ', 'PRKD1', 'PRKDC', 'PRKG1', 'PRMT1', 'PRMT5', 'PROM1', 'PSEN1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTBP1', 'PTCH1', 'PTEN', 'PTGS2', 'PTK2', 'PTTG1', 'RABGGTA', 'RABGGTB', 'RAD17', 'RAD1', 'RAD50', 'RAD51', 'RAD9A', 'RAD9B', 'RASSF1', 'RB1CC1', 'RB1', 'RBBP4', 'RBBP6', 'RBBP7', 'RBBP8', 'RBL1', 'RBL2', 'RBM38', 'RBPJ', 'RCHY1', 'RCOR1', 'RECQL4', 'RELA', 'REM1', 'REST', 'RET', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RFFL', 'RFWD2', 'RING1', 'RMI1', 'DROSHA', 'RNF20', 'RNF2', 'RNF34', 'RNF43', 'ROCK1', 'RPA1', 'RPA2', 'RPA3', 'RPL11', 'RPL22', 'RPL26', 'RPL5', 'RPRM', 'RPS14', 'RPS19', 'RPS27A', 'RPS27L', 'RPS3', 'RPS6KB1', 'RQCD1', 'RRAD', 'RRM2B', 'RRM2', 'RUNX2', 'RUNX3', 'S100A2', 'S100A4', 'S100A6', 'S100B', 'SALL4', 'SCO2', 'SDHC', 'SENP1', 'SENP3', 'SERPINB5', 'SERPINE1', 'SESN1', 'SESN2', 'SESN3', 'SETD2', 'SETD7', 'SETD8', 'SETDB1', 'SFN', 'SRSF1', 'SGK1', 'SHFM1', 'SHH', 'SHISA5', 'SIK1', 'SIN3A', 'SIN3B', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT4', 'SIRT5', 'SIRT6', 'SIRT7', 'SIVA1', 'SKP2', 'SLC2A14', 'SLC2A1', 'SLC2A2', 'SLC2A3', 'SLC6A6', 'SLMO1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMARCD1', 'SMG1', 'SMG7', 'SMYD2', 'SNAI1', 'SNAI2', 'SOCS1', 'SOCS3', 'SOD2', 'SORT1', 'SOX2', 'SOX4', 'SP100', 'SP1', 'SP3', 'SP7', 'SPATA18', 'SPP1', 'SQSTM1', 'SRC', 'SREBF1', 'SREBF2', 'SSRP1', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'STEAP3', 'STK11', 'STMN1', 'STUB1', 'SUB1', 'SUMO1', 'SUMO2', 'SUMO3', 'SUMO4', 'SUPT16H', 'SUV39H1', 'SUZ12', 'SYK', 'SYP', 'TADA3', 'TAF10', 'TAF11', 'TAF12', 'TAF13', 'TAF15', 'TAF1L', 'TAF1', 'TAF2', 'TAF3', 'TAF4B', 'TAF4', 'TAF5', 'TAF6', 'TAF7L', 'TAF7', 'TAF9B', 'TBPL1', 'TBPL2', 'TBP', 'TCHP', 'TCP1', 'TDG', 'TERT', 'TET2', 'TFAM', 'TFAP2A', 'TFAP2C', 'TFDP1', 'TFF1', 'TGFB1', 'TGM2', 'THBS1', 'TIMP3', 'TLR3', 'TLR9', 'TMEM219', 'TNFAIP3', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF10C', 'TNFRSF10D', 'TNF', 'TNK2', 'TNKS1BP1', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOE1', 'TOP1', 'TOP2A', 'TOP3A', 'TOPBP1', 'TOPORS', 'TP53AIP1', 'TP53BP1', 'TP53BP2', 'TP53I3', 'TP53INP1', 'TP53RK', 'TP63', 'TP73', 'TPT1', 'TPX2', 'TRAF6', 'TRIAP1', 'TRIM24', 'TRIM28', 'TRIM29', 'TRIM32', 'TRIM59', 'TRIM8', 'TRRAP', 'TSC2', 'TTC5', 'TTK', 'TWIST1', 'TWIST2', 'TXN', 'TYMS', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2A', 'UBE2D1', 'UBE2E1', 'UBE2I', 'UBE2K', 'UBE2N', 'UBE2Q1', 'UBE2S', 'UBE3A', 'UBN1', 'UCHL1', 'UHRF1', 'USF1', 'USP10', 'USP15', 'USP24', 'USP3', 'USP42', 'USP7', 'UTP14A', 'VEGFA', 'VHL', 'VPRBP', 'VRK1', 'WDTC1', 'WEE1', 'WRN', 'WT1', 'WWOX', 'XAF1', 'XIAP', 'XPA', 'XPO1', 'XRCC1', 'XRCC5', 'XRCC6', 'YBX1', 'YWHAB', 'YWHAE', 'YWHAG', 'YWHAH', 'YWHAQ', 'YWHAZ', 'YY1', 'YY2', 'ZBTB33', 'ZBTB7A', 'ZEB1', 'ZEB2', 'ZKSCAN4', 'ZNF148', 'ZNF274', 'ZNF385A', 'ZNF420', 'ZNF668', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0629013951002304
		RMSE:  0.43691826486349494
		NRMSE:  0.11112140819031384
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02793228386718627
		RMSE:  0.5354711484549424
		NRMSE:  0.14342336907859712
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4237929343776606
		NRMSE:  0.10778324331179852
		MAPE:  459.9790072255086
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011640203076264122
		RMSE:  0.5284530873849588
		NRMSE:  0.1415436152095778
		MAPE:  140.42972129387252

	Predictor:  LinearRegression
		Pearson Correlation:  0.6799978562931812
		Spearman Correlation:  0.6212497615436273
		Coefficient of Determination:  0.4623968970523793
		RMSE:  0.3107310088665046
		NRMSE:  0.07902820744843578
		MAPE:  634.5774190593237
		Pearson Correlation:  -0.11953889454277104
		Spearman Correlation:  0.20192521103754413
		Coefficient of Determination:  -4.9963734426203245e+17
		RMSE:  373320009.63169026
		NRMSE:  99991967.22423738
		MAPE:  12878362499.774446

	Predictor:  ElasticNet
		Pearson Correlation:  0.5107567958210945
		Spearman Correlation:  0.4932411221064986
		Coefficient of Determination:  0.24070376266830107
		RMSE:  0.3692830172656479
		NRMSE:  0.09391973785336552
		MAPE:  793.7370152181351
		Pearson Correlation:  0.44528652704820776
		Spearman Correlation:  0.4361725208543748
		Coefficient of Determination:  0.16943203956274389
		RMSE:  0.4813283140395641
		NRMSE:  0.1289214715520461
		MAPE:  157.09127554749057

	Predictor:  RandomForests
		Pearson Correlation:  0.48330521158514106
		Spearman Correlation:  0.49668007320802077
		Coefficient of Determination:  0.22433169684721954
		RMSE:  0.3732430538534221
		NRMSE:  0.09492689383082534
		MAPE:  836.6486318530358
		Pearson Correlation:  0.4084089458408023
		Spearman Correlation:  0.40586133022154536
		Coefficient of Determination:  0.15361413114242428
		RMSE:  0.4858900711653161
		NRMSE:  0.13014331623552058
		MAPE:  199.86506541759738

Protein:  CTNNB1
Protein Interaction Partners Count:  992
x_train_column_count:  983
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACAN', 'ACP1', 'ACTA1', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTN1', 'ACTN4', 'ACVR1B', 'ACVR1', 'ADAM10', 'ADCY7', 'ADIPOQ', 'AES', 'AFP', 'AHI1', 'AHR', 'AHSA1', 'AJAP1', 'AK9', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDH1A1', 'ALK', 'ALPL', 'AMHR2', 'AMH', 'ANXA5', 'AP1M1', 'APC2', 'APCS', 'APC', 'APH1A', 'APH1B', 'AQP1', 'ARHGAP10', 'ARHGAP21', 'ARHGAP32', 'ARHGEF4', 'ARID1A', 'ARID2', 'ARMC7', 'ARMC8', 'ARVCF', 'ARX', 'AR', 'ASCL1', 'ASF1A', 'ASH2L', 'ASIP', 'ATF4', 'ATM', 'AURKA', 'AXIN1', 'AXIN2', 'BAG3', 'BCAR1', 'BCL2L1', 'BCL3', 'BCL6', 'BCL9L', 'BCL9', 'BDNF', 'BGLAP', 'BIRC5', 'BMI1', 'BMP2', 'BMP4', 'BMP7', 'BMPR1A', 'BMPR1B', 'BNIP2', 'BRAF', 'BRCA1', 'BRCA2', 'BRMS1L', 'BTRC', 'HILPDA', 'AK8', 'CA2', 'CA9', 'CABLES1', 'CACYBP', 'CALM1', 'CALM3', 'CARM1', 'CASP3', 'CASP8', 'CASP9', 'CAV1', 'CBLL1', 'CBL', 'CBY1', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCNE1', 'CD24', 'CD34', 'CD40', 'CD44', 'CDC27', 'CDC42', 'CDC73', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH16', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH26', 'CDH2', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDHR5', 'CDK12', 'CDK1', 'CDK2', 'CDK4', 'CDK5R1', 'CDK5', 'CDK6', 'CDK8', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDON', 'CDX1', 'CDX2', 'CEBPA', 'CHD8', 'CHRD', 'CHUK', 'CITED1', 'CKAP5', 'CLCA1', 'CLDN3', 'CLDN5', 'COL1A1', 'COPS3', 'COPS5', 'COPS6', 'CREB1', 'CREBBP', 'CRKL', 'CRK', 'CRP', 'CRYAB', 'CSNK1A1L', 'CSNK1A1', 'CSNK1D', 'CSNK1E', 'CSNK2A3', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTBP1', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNAL1', 'CTNNBIP1', 'CTNND1', 'CTNND2', 'CTTN', 'CUL1', 'CUL4A', 'CUL4B', 'CXCR4', 'CXXC4', 'DAB2', 'DACT1', 'DACT2', 'DACT3', 'DCT', 'DCX', 'DDB1', 'DDX39A', 'DDX3X', 'DDX5', 'DHODH', 'DHX9', 'DKK1', 'DKK2', 'DKK3', 'DKK4', 'DLG1', 'DLG2', 'DLG4', 'DLG5', 'DLGAP1', 'DLL4', 'DLX1', 'DNM2', 'DNMT1', 'DPYD', 'DSC1', 'DSC2', 'DSC3', 'DSG1', 'DSG2', 'DSG3', 'DSG4', 'DSP', 'DUSP6', 'DVL1', 'DVL2', 'DVL3', 'E2F3', 'ECM1', 'EFNA1', 'EGFR', 'EGF', 'EGR1', 'ELAVL1', 'EMD', 'ENAH', 'EP300', 'EP400', 'EPCAM', 'EPHA2', 'EPHB2', 'EPHB3', 'ERBB2IP', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ETS1', 'ETV4', 'EXOC3', 'EXOC4', 'EYA4', 'EZH2', 'EZR', 'F2RL2', 'FAF1', 'AMER1', 'FANCA', 'FASLG', 'FAS', 'FAT1', 'FAT4', 'FBXW11', 'FBXW7', 'FERMT2', 'FER', 'FGF10', 'FGF13', 'FGF2', 'FGF3', 'FGF4', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FHL2', 'FLG', 'FLOT1', 'FLOT2', 'FLT1', 'FLT3', 'FMN1', 'FMR1', 'FN1', 'FOS', 'FOXA1', 'FOXA2', 'FOXC2', 'FOXG1', 'FOXL1', 'FOXL2', 'FOXM1', 'FOXN3', 'FOXO1', 'FOXO3', 'FOXO4', 'FOXP1', 'FRAT1', 'FRAT2', 'FRZB', 'FSCN1', 'FSTL1', 'FSTL3', 'FURIN', 'FUS', 'FXR1', 'FYN', 'FZD10', 'FZD1', 'FZD2', 'FZD3', 'FZD4', 'FZD5', 'FZD6', 'FZD7', 'FZD8', 'FZD9', 'GAPDH', 'GATA2', 'GATA4', 'GCG', 'GDF2', 'GDNF', 'GFRA1', 'GJA1', 'GLI1', 'GLI2', 'GLI3', 'GLIS2', 'GLUL', 'GNA11', 'GNA12', 'GNA13', 'GNAQ', 'GNAS', 'GPC3', 'GRIA2', 'GRIP1', 'GSK3A', 'GSK3B', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HAS2', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HDAC7', 'HERC5', 'HES7', 'HGF', 'HGS', 'HHEX', 'HIC1', 'HIF1A', 'HINT1', 'HIPK2', 'HIST1H1C', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2AC', 'HIST2H2BE', 'HIST3H3', 'HMGB1', 'HNF1A', 'HNF4A', 'HNRNPA1', 'HNRNPA2B1', 'HNRNPK', 'HNRNPM', 'HOXA10', 'HOXB4', 'HPGD', 'HRAS', 'HSP90AB1', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB3', 'HSPD1', 'HTRA1', 'HTT', 'HUWE1', 'IBSP', 'IDH1', 'IDH2', 'IFNB1', 'IFRD1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP4', 'IHH', 'IKBKB', 'IL6', 'CXCL8', 'ILK', 'INS', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'IRF3', 'ISG15', 'ISL1', 'ITGAE', 'ITGB1', 'ITGB7', 'ITK', 'ITPKB', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'AJUBA', 'JUN', 'JUP', 'KANK1', 'KAT2A', 'KAT2B', 'KAT5', 'KCNN1', 'KCTD1', 'KDM1A', 'KDR', 'KIF18B', 'KIF3A', 'KIF5B', 'KIFC3', 'KIT', 'KLF2', 'KLF4', 'KLF5', 'KRAS', 'KREMEN1', 'KRIT1', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'LATS2', 'LDB1', 'LDHB', 'LDLR', 'LEF1', 'LEO1', 'LGR4', 'LGR5', 'LGR6', 'LHCGR', 'LHX8', 'LIF', 'LIMA1', 'LMNA', 'LMNB1', 'LOX', 'LRP4', 'LRP5L', 'LRP5', 'LRP6', 'LRRFIP1', 'LRRK2', 'LZTFL1', 'MACF1', 'MAGI1', 'MAGI2', 'MAGI3', 'MAP1LC3B', 'MAP2K1', 'MAP2K2', 'MAP2K6', 'MAP2K7', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8IP1', 'MAPK8', 'MAPK9', 'MDFIC', 'MDFI', 'MDK', 'MDM2', 'MED12', 'MED1', 'MEF2A', 'MEF2C', 'MEF2D', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MGMT', 'MITF', 'MKI67', 'MLH1', 'KMT2D', 'MLLT10', 'MLLT11', 'MLLT4', 'MLLT6', 'KMT2A', 'MME', 'MMP13', 'MMP14', 'MMP15', 'MMP17', 'MMP25', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MRAP', 'MSH2', 'MSH6', 'MSN', 'MSX1', 'MSX2', 'MTDH', 'MTOR', 'MUC13', 'MUC1', 'MUTYH', 'MYCN', 'MYC', 'MYF5', 'MYO1D', 'MYO6', 'MYO7A', 'MYOD1', 'MYOG', 'NANOG', 'NCAM1', 'NCCRP1', 'NCOA2', 'NCSTN', 'NDP', 'NDRG2', 'NEDD9', 'NEK2', 'NES', 'NEURL2', 'NF1', 'NF2', 'NFAT5', 'NFKB1', 'NIT1', 'NKD1', 'NLK', 'NME1', 'NOG', 'NONO', 'NOS3', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NPM1', 'NR0B1', 'NR4A1', 'NR4A2', 'NR5A1', 'NR5A2', 'NRAS', 'NRIP1', 'NTRK1', 'NTRK2', 'NTRK3', 'NUDT5', 'NUMB', 'NUP153', 'NUTF2', 'OTX2', 'PAK1', 'PAK2', 'PAK3', 'PANK4', 'PARD3', 'PARD6A', 'PARK2', 'PARP1', 'PAX3', 'PAX6', 'PAX7', 'PAX8', 'PDGFRA', 'PDGFRB', 'PECAM1', 'PGK1', 'PGR', 'PHB', 'JADE1', 'PI3', 'PICK1', 'PIK3CA', 'PIK3R1', 'PIK3R2', 'PIN1', 'PIP5K1A', 'PIP5K1C', 'PITX2', 'PKD1', 'PKM', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PLAG1', 'PLEKHA7', 'PLK1', 'PML', 'PMS2', 'POLE', 'PORCN', 'POTEF', 'POU5F1', 'PPARD', 'PPARG', 'PPM1A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R2B', 'PPP2R5A', 'PPP2R5B', 'PPP2R5C', 'PPP2R5D', 'PPP2R5E', 'PRKACA', 'PRKACB', 'PRKACG', 'PRKAR1A', 'PRKCA', 'PRKCG', 'PRKCI', 'PRKCZ', 'PRKD1', 'PRL', 'PRMT1', 'PROC', 'PROM1', 'PROP1', 'PSEN1', 'PSEN2', 'PSENEN', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTEN', 'PTGES3', 'PTGS2', 'PTH1R', 'PTH', 'PTK2', 'PTK7', 'PTMA', 'PTN', 'PTPN11', 'PTPN13', 'PTPN1', 'PTPN6', 'PTPRB', 'PTPRC', 'PTPRF', 'PTPRG', 'PTPRJ', 'PTPRK', 'PTPRM', 'PTPRU', 'PTPRZ1', 'PVRL1', 'PVRL2', 'PXN', 'PYGO1', 'PYGO2', 'RAB5A', 'RAB7A', 'RAB8B', 'RAC1', 'RAC2', 'RALGDS', 'RANBP3', 'RAP1A', 'RAP1B', 'RAPGEF1', 'RAPGEF2', 'RAPGEF6', 'RAPSN', 'RARA', 'RARB', 'RARG', 'RARS', 'RASSF1', 'RB1CC1', 'RB1', 'RBBP5', 'RBMX', 'RBPJ', 'RBX1', 'RELA', 'REM1', 'RET', 'RHOA', 'RIPK2', 'RNF220', 'RNF43', 'ROBO1', 'ROCK1', 'ROCK2', 'ROR2', 'RPRD1A', 'RPS27A', 'RPSA', 'RSPO1', 'RSPO2', 'RSPO3', 'RSPO4', 'RUNX2', 'RUNX3', 'RUVBL1', 'RUVBL2', 'RXRA', 'RYK', 'S100A4', 'S100A6', 'SALL1', 'SALL4', 'SATB1', 'SCRIB', 'SDHC', 'SERPINE1', 'SETD2', 'SETD7', 'SFN', 'SFRP1', 'SFRP2', 'SFRP4', 'SFRP5', 'SHFM1', 'SHH', 'SIAH1', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT6', 'SKP1', 'SLC6A3', 'SLC9A3R1', 'SLCO1B3', 'SLCO2A1', 'SLIT1', 'SLK', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD5', 'SMAD7', 'SMAD9', 'SMARCA2', 'SMARCA4', 'SMARCA5', 'SMARCB1', 'SMO', 'SMURF1', 'SMYD2', 'SNAI1', 'SNAI2', 'SNX1', 'SOST', 'SOX10', 'SOX13', 'SOX17', 'SOX1', 'SOX2', 'SOX3', 'SOX4', 'SOX6', 'SOX7', 'SOX8', 'SOX9', 'SP1', 'SP7', 'SPAG9', 'SPATA13', 'SPEN', 'SPN', 'SPP1', 'SRC', 'STAT3', 'STK11', 'STRAP', 'STX4', 'SUFU', 'SUV39H1', 'SYP', 'TADA3', 'TAX1BP3', 'TAZ', 'TBL1XR1', 'TBL1X', 'TBX5', 'TBX6', 'TCF12', 'TCF3', 'TCF4', 'TCF7L1', 'TCF7L2', 'TCF7', 'TERT', 'TFAP2A', 'TFCP2', 'TFF1', 'TFF2', 'TFF3', 'TGFB1', 'TGFB2', 'TGFB3', 'TGFBR1', 'TGFBR2', 'TGM2', 'TJP1', 'TJP2', 'TLE1', 'TLE2', 'TLE3', 'TLE4', 'TNFRSF11B', 'TNFSF11', 'TNF', 'TNIK', 'TNKS2', 'TNKS', 'TNS1', 'TOB1', 'TOP2A', 'TP53', 'TRAF4', 'TRIM33', 'TRIM37', 'TRIP10', 'TRRAP', 'TSC2', 'TUBA1A', 'TWIST1', 'TYMS', 'T', 'UBA52', 'UBB', 'UBC', 'UBE2B', 'UBE2R2', 'UBE3A', 'UBR5', 'UCHL1', 'UMPS', 'UPRT', 'USP4', 'USP7', 'USP9X', 'VANGL1', 'VANGL2', 'VASP', 'VAV1', 'VAV2', 'VAV3', 'VCAM1', 'VCL', 'VDR', 'VEGFA', 'VHL', 'VIM', 'WDR64', 'WDTC1', 'WHSC1', 'WIF1', 'WISP1', 'WLS', 'WNT10A', 'WNT10B', 'WNT11', 'WNT16', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8A', 'WNT8B', 'WNT9A', 'WNT9B', 'WT1', 'WWTR1', 'XPO1', 'YAP1', 'YARS', 'YEATS4', 'YES1', 'YWHAB', 'YWHAE', 'YWHAG', 'YWHAH', 'YWHAQ', 'YWHAZ', 'ZAP70', 'ZAR1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZIC3', 'ZNRF3', 'ZYX', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.4291206958720877
		RMSE:  0.9037435622191023
		NRMSE:  0.1777623057079273
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5497170498826627
		RMSE:  0.8436000623678614
		NRMSE:  0.27017767234966206
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  LinearRegression
		Pearson Correlation:  0.8448996630046981
		Spearman Correlation:  0.8140954866947899
		Coefficient of Determination:  0.7138554060336344
		RMSE:  0.40439291214718404
		NRMSE:  0.07954227225554368
		MAPE:  305.53314457008304
		Pearson Correlation:  0.00240877237939257
		Spearman Correlation:  0.14847816057556829
		Coefficient of Determination:  -1.2572154128177991e+20
		RMSE:  7598279168.048028
		NRMSE:  2433481777.7561507
		MAPE:  1001570472355.5715

	Predictor:  ElasticNet
		Pearson Correlation:  0.6175224129968648
		Spearman Correlation:  0.5731951561236477
		Coefficient of Determination:  0.34434582715546
		RMSE:  0.6121363606231125
		NRMSE:  0.12040447691249263
		MAPE:  384.38529499200183
		Pearson Correlation:  0.31627826190499814
		Spearman Correlation:  0.2716617414182222
		Coefficient of Determination:  0.09242039949909464
		RMSE:  0.6455840031067275
		NRMSE:  0.20675956658416386
		MAPE:  251.41376135416786

	Predictor:  RandomForests
		Pearson Correlation:  0.48444163126925033
		Spearman Correlation:  0.4428129039273123
		Coefficient of Determination:  0.1579013875051818
		RMSE:  0.6937328153949542
		NRMSE:  0.13645413363394066
		MAPE:  640.9949241795553
		Pearson Correlation:  0.3071054684055508
		Spearman Correlation:  0.3384356413421614
		Coefficient of Determination:  0.07803265928793268
		RMSE:  0.6506810609982016
		NRMSE:  0.20839198850822654
		MAPE:  256.67250707109

Protein:  CCNE1
Protein Interaction Partners Count:  350
x_train_column_count:  347
x_train columns:  ['ABL1', 'AKT1', 'AKT2', 'AKT3', 'ALDH18A1', 'ANAPC10', 'ANAPC13', 'ANAPC1', 'ANAPC2', 'ANAPC4', 'ANAPC5', 'ANAPC7', 'ANXA5', 'ARID1A', 'AR', 'ATM', 'AURKA', 'AURKB', 'BARD1', 'BCL2L1', 'BIRC5', 'BRCA1', 'BRCA2', 'BTG2', 'BTRC', 'BUB1B', 'BUB1', 'BUB3', 'RGCC', 'MLIP', 'CABLES1', 'CALM1', 'CAPRIN1', 'CASP3', 'CASP9', 'CBX7', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCNC', 'CCND1', 'CCND2', 'CCND3', 'CCNE2', 'CCNF', 'CCNG1', 'CCNH', 'CCNK', 'CCNL2', 'CCNT1', 'CCNT2', 'CCNY', 'CCT2', 'CCT3', 'CCT4', 'CCT5', 'CCT6A', 'CCT6B', 'CCT7', 'CCT8', 'CDC16', 'CDC20', 'CDC23', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC26', 'CDC27', 'CDC45', 'CDC6', 'CDC7', 'CDCA2', 'CDCA5', 'CDCA8', 'CDH1', 'CDK12', 'CDK13', 'CDK14', 'CDK15', 'CDK16', 'CDK17', 'CDK18', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK5', 'CDK6', 'CDK7', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDT1', 'CENPA', 'CENPE', 'CHAF1A', 'CHD1L', 'CHEK1', 'CHEK2', 'CINP', 'CKS1B', 'CKS2', 'COPS5', 'CREBBP', 'CSK', 'CTNNB1', 'CUL1', 'CUL3', 'CUL4B', 'DBF4B', 'DBF4', 'DGCR8', 'DICER1', 'DTL', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'EBNA1BP2', 'ECT2', 'EGFR', 'EGF', 'ELAVL1', 'ELSPBP1', 'EP400', 'ERBB2', 'ERBB3', 'ERBB4', 'ESPL1', 'ESR1', 'EXO1', 'EZH2', 'FAM58A', 'FAM83H', 'FBXO5', 'FBXW7', 'FEN1', 'FGFR1', 'FGFR2', 'FGFR3', 'FOXM1', 'FZR1', 'GAPDH', 'GLI1', 'GMNN', 'GSK3B', 'H1F0', 'HDAC1', 'HEATR3', 'HERC5', 'HIST1H1A', 'HIST1H1B', 'HIST1H4A', 'HRAS', 'IFNAR1', 'IGF1R', 'IGF1', 'ITPKB', 'JUN', 'KIF11', 'KIF20A', 'KIF23', 'KIF2C', 'KPNA2', 'KRAS', 'LATS2', 'LIN37', 'LIN52', 'LIN54', 'LIN9', 'GMNC', 'MAD2L1', 'MAPK3', 'MATK', 'MAX', 'MCL1', 'MCM10', 'MCM2', 'MCM3', 'MCM4', 'MCM5', 'MCM6', 'MCM7', 'MCM8', 'MDM2', 'MEGF11', 'MELK', 'MKI67', 'KMT2D', 'KMT2B', 'MNAT1', 'MRE11A', 'MTOR', 'MYBL2', 'MYC', 'NBN', 'NF1', 'NFYB', 'NMI', 'NOTCH1', 'NOTCH3', 'NPAT', 'NRAS', 'ORC1', 'ORC2', 'ORC3', 'ORC4', 'ORC5', 'ORC6', 'PARK2', 'PARP1', 'PCBP4', 'PCNA', 'PIK3CA', 'PIK3R1', 'PKMYT1', 'PLK1', 'PLK4', 'POLA1', 'POLD1', 'PPP1R1C', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R4', 'PRC1', 'PRKAR1A', 'PRKAR2A', 'PRMT5', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMB10', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSMF1', 'PTEN', 'PTGDR', 'PTK6', 'PTTG1', 'RAD51', 'RAD54L', 'RB1', 'RBBP4', 'RBL1', 'RBL2', 'RBX1', 'REL', 'REM1', 'RHOA', 'RHOBTB3', 'RINT1', 'RNASE1', 'RPRD1A', 'RPS27A', 'RRM1', 'RRM2', 'RRN3', 'RSF1', 'SHFM1', 'SKP1', 'SKP2', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'ST8SIA1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STK3', 'STK4', 'TARBP1', 'TCP1', 'TERF1', 'TERT', 'TFDP1', 'TK1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TP73', 'TPX2', 'TTK', 'TUBG1', 'TYMS', 'UBA52', 'UBB', 'UBC', 'UBE2C', 'UBE2QL1', 'UBE2S', 'UHRF2', 'WEE1', 'WEE2', 'XIAP', 'YAP1', 'ZNF217', 'ZNF33A', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9790551557409413
		RMSE:  0.7746141645114569
		NRMSE:  0.27590887426944144
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8285524646781477
		RMSE:  0.8763813407881366
		NRMSE:  0.2114972948785232
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4487930906545114
		NRMSE:  0.15985506345663808
		MAPE:  112.14421009479175
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0040862214035515265
		RMSE:  0.6494188844018614
		NRMSE:  0.15672439713344627
		MAPE:  115.49088793396595

	Predictor:  LinearRegression
		Pearson Correlation:  0.3054222535676171
		Spearman Correlation:  0.25099992442388414
		Coefficient of Determination:  -0.07468870532746563
		RMSE:  0.4652512026798488
		NRMSE:  0.16571725830092565
		MAPE:  108.35393915165608
		Pearson Correlation:  -0.06983570513214632
		Spearman Correlation:  0.22203381732003666
		Coefficient of Determination:  -7.698854705519264e+24
		RMSE:  1798259947329.8818
		NRMSE:  433974454552.66595
		MAPE:  14389593695963.715

	Predictor:  ElasticNet
		Pearson Correlation:  0.5648256979914474
		Spearman Correlation:  0.382249902509469
		Coefficient of Determination:  0.29093863695732747
		RMSE:  0.3779097291011317
		NRMSE:  0.13460720537885368
		MAPE:  95.1537931495671
		Pearson Correlation:  0.4979199017903691
		Spearman Correlation:  0.3359398093007634
		Coefficient of Determination:  0.20045132373229657
		RMSE:  0.5795112400391234
		NRMSE:  0.1398535704899301
		MAPE:  101.0632927774325

	Predictor:  RandomForests
		Pearson Correlation:  0.5751882433437747
		Spearman Correlation:  0.3765410835393233
		Coefficient of Determination:  0.3265013067028377
		RMSE:  0.36831087378841676
		NRMSE:  0.13118820081510837
		MAPE:  96.14085210757408
		Pearson Correlation:  0.4544562131088389
		Spearman Correlation:  0.340948376898801
		Coefficient of Determination:  0.19640532815825096
		RMSE:  0.5809756544101062
		NRMSE:  0.14020697792072453
		MAPE:  98.31740697688933

Protein:  CCND1
Protein Interaction Partners Count:  857
x_train_column_count:  847
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTL6B', 'AFP', 'AHR', 'AKAP12', 'AKAP8', 'AKR1B10', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDOA', 'ALK', 'ANO1', 'ANXA5', 'APAF1', 'APC', 'APEX1', 'AREG', 'ARHGEF2', 'ARID1A', 'ARID1B', 'ARID2', 'ARID4A', 'AR', 'ASIP', 'ATF2', 'ATF3', 'ATF4', 'ATM', 'ATXN1', 'AURKA', 'AURKB', 'AXIN1', 'AXIN2', 'B2M', 'BANP', 'BARX2', 'BAX', 'BCAR1', 'BCAR3', 'BCCIP', 'BCL2A1', 'BCL2L11', 'BCL2L1', 'BCL2L2', 'BCL2', 'BCL3', 'BCL6', 'BCL9', 'BECN1', 'BGLAP', 'BHLHE40', 'BIRC2', 'BIRC3', 'BIRC5', 'BMI1', 'BMP4', 'BMP6', 'BRAF', 'BRCA1', 'BRCA2', 'BRD2', 'BRD4', 'BTC', 'BTG2', 'BTRC', 'RGCC', 'COPRS', 'CA9', 'CARD11', 'CARM1', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBFB', 'CCDC62', 'CCL2', 'CCL5', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNC', 'CCND2', 'CCND3', 'CCNDBP1', 'CCNE1', 'CCNE2', 'CCNG2', 'CCNH', 'CCNK', 'CCNL1', 'CCNL2', 'CCNT1', 'CCNT2', 'CCNY', 'CD19', 'CD22', 'CD24', 'CD34', 'CD38', 'CD44', 'CD5', 'CD79A', 'CDC20', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC27', 'CDC42', 'CDC6', 'CDC73', 'CDCA7L', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDK12', 'CDK13', 'CDK14', 'CDK16', 'CDK17', 'CDK18', 'CDK1', 'CDK20', 'CDK2', 'CDK3', 'CDK4', 'CDK5', 'CDK6', 'CDK7', 'CDK8', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDT1', 'CDX2', 'CENPE', 'CEP57', 'CFLAR', 'CHEK1', 'CHEK2', 'CHKA', 'CHUK', 'CKS1B', 'CKS2', 'CLCN3', 'COL1A1', 'CR2', 'CREB1', 'CREBBP', 'CRKL', 'CRYAB', 'CSF2', 'CTBP1', 'CTGF', 'CTNNB1', 'CTNND1', 'CTTN', 'CUL1', 'CUL3', 'CUL7', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP19A1', 'CYR61', 'DACH1', 'DAXX', 'DDIT3', 'DDX53', 'DECR1', 'DHFR', 'DICER1', 'DKK1', 'DKK3', 'DLL1', 'DMTF1', 'DND1', 'DNMT1', 'DNMT3A', 'DNTT', 'DVL1', 'DVL2', 'DYRK1A', 'DYRK1B', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EDN1', 'EEF1A1', 'EGFR', 'EGF', 'EGLN2', 'EGR1', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF3I', 'EIF4A1', 'EIF4A2', 'EIF4EBP1', 'EIF4E', 'EIF4G1', 'ELAVL1', 'ELSPBP1', 'EP300', 'EPCAM', 'EPHA2', 'EPHA7', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ETS1', 'ETV4', 'EWSR1', 'EYA1', 'EZH2', 'FABP4', 'FADD', 'FAM58A', 'FAM83H', 'FASLG', 'FAT1', 'FBXO31', 'FBXO4', 'FBXW7', 'FBXW8', 'FGF13', 'FGF19', 'FGF2', 'FGF3', 'FGF4', 'FGF7', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FGFR4', 'FHIT', 'FHL2', 'FIGF', 'FLCN', 'FLNA', 'FLT1', 'FLT3', 'FN1', 'FOSL1', 'FOS', 'FOXA1', 'FOXC1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FRZB', 'FSTL3', 'FZD1', 'FZD2', 'FZD7', 'FZD9', 'FZR1', 'GADD45A', 'GAL', 'GAPDH', 'GAST', 'GATA3', 'GATA4', 'GDF15', 'GDF2', 'GGNBP2', 'GGT1', 'GIT1', 'GJA1', 'GJB1', 'GLI1', 'GLI2', 'GLI3', 'GLTSCR2', 'GNB2L1', 'GPER1', 'GRB2', 'GREB1', 'GRM4', 'GRP', 'GSK3B', 'H1F0', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HBEGF', 'HBZ', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC4', 'HEXIM1', 'HEY1', 'HGF', 'HIF1A', 'HIST1H2AA', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AH', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST1H4A', 'HIST1H4B', 'HIST1H4C', 'HIST1H4D', 'HIST1H4E', 'HIST1H4F', 'HIST1H4H', 'HIST1H4I', 'HIST1H4J', 'HIST1H4K', 'HIST1H4L', 'HIST2H2AC', 'HIST2H2BE', 'HIST2H4A', 'HIST4H4', 'HMGA2', 'HMOX1', 'HNF1A', 'HNF4A', 'HNRNPD', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB8', 'ICAM1', 'ID1', 'ID2', 'IFNAR1', 'IFNB1', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP3', 'IGFBP5', 'IHH', 'IKBKB', 'IL10', 'IL17A', 'IL2', 'IL4', 'IL6', 'IL7', 'CXCL8', 'ILK', 'INSM1', 'INS', 'IRF1', 'IRS1', 'ISG15', 'ITGB1', 'ITPKB', 'ITPKC', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JARID2', 'JUNB', 'JUND', 'JUN', 'KAT2A', 'KAT2B', 'KDM1A', 'KDM5B', 'KDR', 'KHDRBS1', 'KIF18B', 'KIN', 'KITLG', 'KIT', 'KLF13', 'KLF4', 'KLF5', 'KLF6', 'KLK3', 'KRAS', 'KRT10', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'LDB3', 'LEF1', 'LEP', 'LGALS3', 'LGR5', 'LIMK2', 'LIMS1', 'LIN28B', 'LMNA', 'LMNB1', 'LOX', 'LRP5', 'LRP6', 'LYN', 'MAFB', 'MAF', 'MAML1', 'MAML2', 'MAML3', 'MAMLD1', 'MAP2K1', 'MAP2K2', 'MAP2K4', 'MAP2K7', 'MAP3K5', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MAPK9', 'MCL1', 'MCM10', 'MCM2', 'MCM3', 'MCM5', 'MCM6', 'MCM7', 'MCM8', 'MDK', 'MDM2', 'MDM4', 'MEN1', 'MET', 'MGMT', 'MITF', 'MKI67', 'MLH1', 'MLXIPL', 'MME', 'MMP11', 'MMP14', 'MMP15', 'MMP1', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MNAT1', 'MOV10', 'MSH2', 'MST1', 'MTOR', 'MUC1', 'MYBL2', 'MYB', 'MYCN', 'MYC', 'MYEOV', 'MYF5', 'MYOD1', 'MYOG', 'NACA2', 'NADSYN1', 'NANOG', 'NCAM1', 'NCOA1', 'NCOA3', 'NCOR1', 'NES', 'NEUROD1', 'NF1', 'NF2', 'NFKB1', 'NFKB2', 'NFKBIA', 'NGF', 'NME1', 'NME2', 'NMI', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTCH4', 'NPM1', 'NQO1', 'NR0B2', 'NR1H3', 'NR2E1', 'NR3C1', 'NR4A3', 'NRAS', 'NRF1', 'NUDT21', 'ODC1', 'ORAI1', 'ORAOV1', 'ORC4', 'PAK1', 'PAK4', 'PARK2', 'PARP1', 'PAX2', 'PAX5', 'PAX6', 'PBRM1', 'PBX3', 'PCNA', 'PDCD4', 'PDGFRA', 'PDGFRB', 'PDZK1', 'PECAM1', 'PELP1', 'PGR', 'PI3', 'PI4K2A', 'PIK3CA', 'PIK3R1', 'PKLR', 'PKM', 'PLAUR', 'PLAU', 'PLK1', 'PMAIP1', 'POLR2A', 'POTEF', 'POU2F1', 'POU5F1', 'PPARG', 'PPP2R4', 'PRDM5', 'PRKACA', 'PRL', 'PRMT5', 'PRNP', 'PROM1', 'PSAT1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTCHD3', 'PTEN', 'PTF1A', 'PTGS2', 'PTHLH', 'PTH', 'PTK2', 'PTK6', 'PTPN11', 'PTPRCAP', 'PTPRC', 'PXN', 'RAD51', 'RAF1', 'RALA', 'RASSF1', 'RB1', 'RBL1', 'RBL2', 'RBPJ', 'RBX1', 'RCC1', 'RELA', 'RELB', 'REL', 'REM1', 'RET', 'RHEB', 'RHOA', 'RHOC', 'RICTOR', 'RNASE1', 'DROSHA', 'RND3', 'RNMT', 'ROCK1', 'RPRD1B', 'RPS27A', 'RPS6KA1', 'RPS6KA2', 'RPS6KA3', 'RPS6KA6', 'RPS6KB1', 'RPS6', 'RPTOR', 'RREB1', 'RSF1', 'RUNX1', 'RUNX2', 'RUNX3', 'SDC1', 'SDHC', 'SENP1', 'SERPINE1', 'SFRP1', 'SFRP2', 'SFRP4', 'SFRP5', 'SHC1', 'SHFM1', 'SHH', 'SIRT1', 'SIX1', 'SIX3', 'SKP1', 'SKP2', 'SLC25A16', 'SLC25A6', 'SLC2A1', 'SLC35B2', 'SLC39A4', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'SMARCC1', 'SMARCC2', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'SMARCE1', 'SMO', 'SNAI1', 'SNAI2', 'SNCA', 'SNIP1', 'SNW1', 'SNX33', 'SOCS3', 'SOX11', 'SOX17', 'SOX2', 'SOX4', 'SOX6', 'SOX9', 'SP1', 'SPN', 'SPP1', 'SPRY1', 'SRC', 'SREBF1', 'STAT1', 'STAT3', 'STAT4', 'STAT5A', 'STAT5B', 'STAT6', 'STC2', 'STIM1', 'STK11', 'STK24', 'STMN1', 'SUFU', 'SULF2', 'SUV39H1', 'TAF1', 'TBP', 'TBX2', 'TCEAL7', 'TCF4', 'TCF7L2', 'TCF7', 'TERT', 'TET3', 'TFDP1', 'TFF1', 'TGFA', 'TGFB1', 'TGFBR2', 'THBS1', 'THRA', 'THRB', 'TIMP1', 'TIMP2', 'TIMP3', 'TJP1', 'TJP2', 'TJP3', 'TLE1', 'TLR9', 'TM4SF1', 'TMPRSS4', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF13C', 'TNFRSF8', 'TNFSF11', 'TNF', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOP2A', 'TP53', 'TP63', 'TP73', 'TRPV2', 'TSC22D3', 'TSC2', 'TWIST1', 'TXN', 'TYMS', 'UBA52', 'UBA7', 'UBB', 'UBC', 'UBE2C', 'UBTF', 'URGCP', 'USP18', 'USP2', 'USP9X', 'VCL', 'VDR', 'VEGFA', 'VEGFC', 'VIP', 'VRK1', 'WDR77', 'WDTC1', 'WEE1', 'WHSC1', 'WIF1', 'WISP1', 'WNT10A', 'WNT10B', 'WNT11', 'WNT16', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8B', 'WNT9A', 'WNT9B', 'WT1', 'XBP1', 'XIAP', 'XPO1', 'YAP1', 'YBX1', 'YY1', 'ZBTB17', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5366759284640548
		RMSE:  0.28216244755564185
		NRMSE:  0.17771997351836757
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.30240520386774006
		RMSE:  0.3149325402631455
		NRMSE:  0.20120656537940065
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  LinearRegression
		Pearson Correlation:  0.5746660130351088
		Spearman Correlation:  0.6286743376481072
		Coefficient of Determination:  0.20645079811364286
		RMSE:  0.20276593720154806
		NRMSE:  0.12771209387379576
		MAPE:  719.9695986361348
		Pearson Correlation:  -0.04882693217671918
		Spearman Correlation:  0.08704760394433737
		Coefficient of Determination:  -5.827496552640494e+24
		RMSE:  666170638873.2239
		NRMSE:  425608309932.932
		MAPE:  314026899242742.3

	Predictor:  ElasticNet
		Pearson Correlation:  0.37029089323557873
		Spearman Correlation:  0.35606340536838094
		Coefficient of Determination:  0.1029643602951944
		RMSE:  0.2155822095616926
		NRMSE:  0.13578442101789567
		MAPE:  710.3151784910136
		Pearson Correlation:  0.1301011637993635
		Spearman Correlation:  0.17899225676130626
		Coefficient of Determination:  0.013257657373948684
		RMSE:  0.2741235561864351
		NRMSE:  0.17513420233988516
		MAPE:  272.01868498418395

	Predictor:  RandomForests
		Pearson Correlation:  0.44668059419773876
		Spearman Correlation:  0.3686894674004228
		Coefficient of Determination:  0.13704252146290907
		RMSE:  0.2114476038973078
		NRMSE:  0.1331802402860197
		MAPE:  654.4221005718795
		Pearson Correlation:  0.1324844985863118
		Spearman Correlation:  0.08456956461786114
		Coefficient of Determination:  0.006839827158605205
		RMSE:  0.27501356922139863
		NRMSE:  0.17570282083119218
		MAPE:  289.3699205565947

Protein:  ERBB2
Protein Interaction Partners Count:  663
x_train_column_count:  655
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACPP', 'ACTA2', 'ACTB', 'ACTG1', 'ADAM10', 'ADAM17', 'ADRB2', 'AFP', 'AGRN', 'AKT1S1', 'AKT1', 'AKT2', 'ALB', 'ALDH1A1', 'ALK', 'ANGPT1', 'ANGPT2', 'ANGPT4', 'ANO1', 'ANXA2', 'ANXA5', 'AP2B1', 'APP', 'AREG', 'ARHGEF11', 'ARHGEF12', 'ARID1A', 'ARL6IP5', 'AR', 'ATM', 'ATP2B2', 'AURKB', 'AXIN1', 'BAG1', 'BARD1', 'BCAR1', 'BCAR3', 'BCAS1', 'BCL2L11', 'BCL2L1', 'BDNF', 'BECN1', 'BEST1', 'BIRC5', 'BLNK', 'BMI1', 'BMP2', 'BMP4', 'BRCA1', 'BRCA2', 'BSG', 'BTC', 'MIEN1', 'CA9', 'CALU', 'CARTPT', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CAV1', 'CBLB', 'CBLC', 'CBL', 'CCL27', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CD19', 'CD22', 'CD247', 'CD24', 'CD274', 'CD28', 'CD33', 'CD34', 'CD44', 'CD46', 'CD52', 'CD68', 'CD6', 'CD80', 'CD82', 'CDC37', 'CDC42', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDK4', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CDX2', 'CEACAM5', 'CEP70', 'CHEK2', 'CHGA', 'CHKA', 'CHKB', 'CISH', 'CLDN3', 'CLDN4', 'CLDN7', 'CLTC', 'CNN1', 'COPS5', 'CPNE3', 'CREB1', 'CRKL', 'CRK', 'YBX3', 'CSF1', 'CSF2', 'CSF3', 'CSK', 'CSPG4', 'CTAG1B', 'CTLA4', 'CTNNB1', 'CTNND1', 'CTSB', 'CTSD', 'CTTN', 'CUL5', 'CXCL12', 'CXCR1', 'CXCR4', 'CYCS', 'CYP19A1', 'CYTIP', 'DCN', 'DDX41', 'DDX53', 'DHH', 'DIAPH1', 'DICER1', 'DLG4', 'DMTF1', 'DNAJA3', 'DNM2', 'DNMT1', 'DOCK1', 'DOCK7', 'DUSP6', 'E2F1', 'E2F3', 'EEA1', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EFNB1', 'EGFR', 'EGF', 'EIF3A', 'EIF4EBP1', 'EIF4E', 'ELAVL1', 'ELF3', 'EML4', 'ENO2', 'EP300', 'EPCAM', 'EPGN', 'EPHA2', 'EPS15', 'EPX', 'ERAL1', 'ERBB2IP', 'ERBB3', 'ERBB4', 'ERCC1', 'EREG', 'ERRFI1', 'ESCO1', 'ESR1', 'ESR2', 'ESRRB', 'ETS1', 'ETS2', 'ETV4', 'ETV6', 'EZH2', 'EZR', 'FASLG', 'FASN', 'FBXW7', 'FCGR1A', 'FCGR1B', 'FCGRT', 'FGF10', 'FGF13', 'FGF16', 'FGF17', 'FGF18', 'FGF19', 'FGF1', 'FGF20', 'FGF21', 'FGF22', 'FGF23', 'FGF2', 'FGF3', 'FGF4', 'FGF5', 'FGF6', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FGFR4', 'FHIT', 'FIGF', 'FLT1', 'FLT3LG', 'FN1', 'FOLH1', 'FOLR1', 'FOS', 'FOXA1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXP3', 'FREM2', 'FSIP1', 'FYN', 'GAB1', 'GABPB1', 'GAPDH', 'GATA3', 'GATA4', 'GDF2', 'GLI1', 'GLI2', 'GLS', 'GNA11', 'GNAQ', 'GNAS', 'GNRH1', 'GPER1', 'GRAP2', 'GRB2', 'GRB7', 'GSTP1', 'GZMB', 'H2AFX', 'H2AFY', 'HBEGF', 'HDAC1', 'HDAC6', 'HEATR6', 'HGF', 'HIF1A', 'HK1', 'HMGA2', 'HNF4A', 'HOXB7', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSP90B1', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB3', 'HSPG2', 'ICAM1', 'ID1', 'IDH1', 'IDH2', 'IFNG', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IHH', 'IL10', 'IL2', 'IL4', 'IL6R', 'IL6ST', 'IL6', 'CXCL8', 'ILK', 'INPP4B', 'INS', 'IQGAP1', 'IQSEC1', 'IRS1', 'ITGA5', 'ITGA6', 'ITGAV', 'ITGB1', 'ITGB3', 'ITGB4', 'ITPKB', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JUN', 'JUP', 'KDR', 'KITLG', 'KLK3', 'KLRK1', 'KRAS', 'KRT14', 'KRT17', 'KRT18', 'KRT19', 'KRT20', 'KRT4', 'KRT5', 'KRT7', 'KRT8', 'L1CAM', 'LAMP1', 'LCN2', 'LDHA', 'LEP', 'LIN28A', 'LIN7A', 'LIN7B', 'LIN7C', 'LINGO1', 'LOX', 'LRIG1', 'LRPPRC', 'MAGEA1', 'MAGEA3', 'MAGED4B', 'MAGED4', 'MAP2K1', 'MAPK1', 'MAPK3', 'MAPK8', 'MATK', 'MCL1', 'MDK', 'MDM2', 'MEMO1', 'MET', 'MGMT', 'MKI67', 'MLANA', 'MLH1', 'KMT2C', 'MME', 'MMP11', 'MMP14', 'MMP16', 'MMP1', 'MMP2', 'MMP7', 'MMP9', 'MPP1', 'MRAP', 'MRAS', 'MSH2', 'MSH6', 'MSLN', 'MTA1', 'MTOR', 'MUC13', 'MUC16', 'MUC1', 'MUC4', 'MUC6', 'MUCL1', 'MYBL2', 'MYCN', 'MYC', 'NANOG', 'NCAM1', 'NCL', 'NCOA1', 'NCOA3', 'NCOR1', 'NDRG1', 'NF1', 'NF2', 'NFE2L2', 'NGF', 'NISCH', 'NME1', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTCH4', 'NPM1', 'NR1H4', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'NRP1', 'NTF3', 'NTF4', 'OPCML', 'OSMR', 'PA2G4', 'PADI2', 'PAK1', 'PALB2', 'PAQR3', 'PARP1', 'PAX2', 'PCSK9', 'PDCD1LG2', 'PDCD1', 'PDCD4', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PDGFRA', 'PDPN', 'PECAM1', 'PELP1', 'PEPD', 'PFKFB3', 'PGAP3', 'PGF', 'PGR', 'PI3', 'PIK3C2A', 'PIK3C2B', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3CG', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIN1', 'PIP', 'PLAUR', 'PLAU', 'PLCG1', 'PLCG2', 'PLEK', 'PLG', 'PLXNB1', 'POLI', 'POTEF', 'POU5F1', 'PPARG', 'PPP3CA', 'PRDM10', 'PRF1', 'PRKACA', 'PRL', 'PROM1', 'PSCA', 'PTCH1', 'PTEN', 'PTGS2', 'PTK2B', 'PTK2', 'PTK6', 'PTPN11', 'PTPN12', 'PTPN18', 'PTPN1', 'PTPRC', 'PTPRO', 'PTPRU', 'PTS', 'PXN', 'RAB25', 'RAD51', 'RAF1', 'RANBP2', 'RARA', 'RASA1', 'RASA2', 'RASSF1', 'RB1', 'RBPJ', 'RDX', 'RECK', 'REM1', 'REN', 'RET', 'RHEB', 'RHOA', 'RHOB', 'RHOC', 'RICTOR', 'RND1', 'RNF41', 'ROCK1', 'ROCK2', 'ROS1', 'RPS27A', 'RPS6', 'RPTOR', 'RRAS2', 'RRAS', 'S100A14', 'SCGB2A2', 'SCUBE2', 'SDC1', 'SDHC', 'SEMA3D', 'SEMA4D', 'SERPINB5', 'SERPINE1', 'SFRP1', 'PEAK1', 'SH3BGRL3', 'SH3BGRL', 'SH3TC2', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SHH', 'SIAH2', 'PMEL', 'SKP2', 'SLC25A16', 'SLC2A1', 'SLC4A7', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMO', 'SMUG1', 'SMYD3', 'SNAI1', 'SNAI2', 'SOCS1', 'SOS1', 'SOX10', 'SOX2', 'SOX9', 'SP3', 'SPP1', 'SPRY2', 'SRCIN1', 'SRC', 'STARD3', 'STAT1', 'STAT2', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'STOM', 'STUB1', 'SYP', 'TAGLN', 'TBX1', 'TERT', 'TFAP2A', 'TFAP2B', 'TFAP2C', 'TFF1', 'TFF2', 'TFF3', 'TFRC', 'TGFA', 'TGFB1', 'THBS1', 'THRA', 'TIMP1', 'TJP1', 'TMPRSS2', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF13C', 'TNFRSF4', 'TNFRSF8', 'TNFRSF9', 'TNFSF11', 'TNF', 'TNS1', 'TNS3', 'TNS4', 'TOB1', 'TOP1', 'TOP2A', 'TP53', 'TP63', 'TSC2', 'TWIST1', 'TYMS', 'TYR', 'UBA52', 'UBB', 'UBC', 'USP2', 'USP9X', 'VAV1', 'VAV2', 'VAV3', 'VCL', 'VEGFA', 'VEGFB', 'VEGFC', 'VIM', 'WASL', 'WDFY2', 'WDTC1', 'WNT10A', 'WNT1', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT7B', 'WNT9A', 'WNT9B', 'WT1', 'WWOX', 'XIAP', 'XPO1', 'YAP1', 'YBX1', 'YES1', 'YY1', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10085609607150081
		RMSE:  1.0785113826338413
		NRMSE:  0.1837421644434709
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05671362529003088
		RMSE:  0.8919867459254164
		NRMSE:  0.19736403273048267
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959455
		RMSE:  0.875951357919715
		NRMSE:  0.1938159880340115
		MAPE:  565.705361200264

	Predictor:  LinearRegression
		Pearson Correlation:  0.7790542655477217
		Spearman Correlation:  0.6799191623123229
		Coefficient of Determination:  0.6069125648876854
		RMSE:  0.6444719771482315
		NRMSE:  0.10979640818921435
		MAPE:  839.6185581146542
		Pearson Correlation:  0.09609554744143647
		Spearman Correlation:  0.30985156811975606
		Coefficient of Determination:  -4.004593844823447e+19
		RMSE:  5491095353.407381
		NRMSE:  1214978505.0132496
		MAPE:  383004849698.20605

	Predictor:  ElasticNet
		Pearson Correlation:  0.6585200386870447
		Spearman Correlation:  0.555037284534875
		Coefficient of Determination:  0.4085974374974156
		RMSE:  0.7904985145019982
		NRMSE:  0.13467443216893507
		MAPE:  700.7511221339838
		Pearson Correlation:  0.37609498392232454
		Spearman Correlation:  0.3240414469008342
		Coefficient of Determination:  0.11991772883433705
		RMSE:  0.8140318242728479
		NRMSE:  0.1801154606201677
		MAPE:  392.46923391248913

	Predictor:  RandomForests
		Pearson Correlation:  0.55963215914676
		Spearman Correlation:  0.43865056760878185
		Coefficient of Determination:  0.2404204211403751
		RMSE:  0.8958722767435523
		NRMSE:  0.1526265868346853
		MAPE:  599.6728836732467
		Pearson Correlation:  0.3329844261331862
		Spearman Correlation:  0.3105488915176955
		Coefficient of Determination:  0.09645987492442043
		RMSE:  0.8248091487651358
		NRMSE:  0.18250008823213537
		MAPE:  592.2319544952041

Protein:  ERBB3
Protein Interaction Partners Count:  245
x_train_column_count:  247
x_train columns:  ['ADAM17', 'AGRN', 'AGTR2', 'AKT1', 'AKT2', 'AKT3', 'ALAS2', 'ALB', 'ANGPT1', 'ANGPT2', 'ANGPT4', 'APIP', 'AREG', 'AR', 'BAMBI', 'BDNF', 'BMP2', 'BMP4', 'BRCA1', 'BRCA2', 'BTC', 'CADM4', 'CASK', 'CASP3', 'CBLB', 'CBLC', 'CBL', 'CCND1', 'CCNE1', 'CD44', 'CD82', 'CDC42', 'CDH1', 'CDK4', 'CDK5', 'CDKN1B', 'CDKN2A', 'CLEC16A', 'COMMD5', 'COQ7', 'CRKL', 'CRK', 'CRYZL1', 'CSF1', 'CSK', 'CSPG5', 'CTNNB1', 'DCN', 'DHH', 'DOCK7', 'DUSP6', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EGFR', 'EGF', 'EGR1', 'EHF', 'EIF4EBP1', 'EIF4E', 'EML4', 'EPCAM', 'EPGN', 'EPN1', 'ERBB2IP', 'ERBB2', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'ESR2', 'FBXO9', 'FGF10', 'FGF16', 'FGF17', 'FGF18', 'FGF19', 'FGF1', 'FGF20', 'FGF21', 'FGF22', 'FGF23', 'FGF2', 'FGF3', 'FGF4', 'FGF5', 'FGF6', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FIGF', 'FKBP14', 'FLNA', 'FLT3LG', 'FN1', 'FOXA1', 'FOXO3', 'FREM2', 'FTSJ1', 'GAB1', 'GAPDH', 'GLE1', 'GRB2', 'GRB7', 'GRHL2', 'HBEGF', 'HGF', 'HGS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPG2', 'IGF1', 'IGF2', 'IL6ST', 'ILK', 'INS', 'IRS1', 'ITGA6', 'ITGB4', 'ITPKB', 'JAK1', 'JAK2', 'JUN', 'KDR', 'KITLG', 'KRAS', 'L1CAM', 'LAMA1', 'LAMB1', 'LAMC2', 'LIN7A', 'LIN7B', 'LIN7C', 'LRIG1', 'MAP2K1', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MARCH7', 'MDM2', 'MET', 'MITF', 'MMP9', 'MRPL49', 'MTOR', 'MUC1', 'MUC4', 'MYC', 'N4BP1', 'NDRG1', 'NEDD4L', 'NEDD4', 'NF1', 'NGF', 'NICN1', 'NOTCH1', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'NTF3', 'NTF4', 'OAT', 'PA2G4', 'PARK7', 'PCSK9', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PGF', 'PGR', 'PI3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIP5K1C', 'PLCG1', 'PLCG2', 'PPP1R9A', 'PRKACA', 'PTEN', 'PTK2B', 'PTK2', 'PTK6', 'PTPN11', 'PTPN22', 'PTPN2', 'RASA1', 'RASA2', 'REM1', 'RGS4', 'RHOA', 'RHOC', 'RNF41', 'ROR1', 'RRAS2', 'SH2B3', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SHH', 'SLC25A16', 'SMAD4', 'SNAI2', 'SOS1', 'SOX10', 'SOX2', 'SPARC', 'SPRY2', 'SRC', 'STAT3', 'STAT5A', 'STAT5B', 'SYN3', 'TCF7L2', 'TGFA', 'TMEFF2', 'TNFRSF13C', 'TNS1', 'TP53', 'USP8', 'VAV1', 'VAV2', 'VAV3', 'VEGFA', 'VEGFB', 'VEGFC', 'WNT1', 'WNT5A', 'ZEB1', 'ZNF217', 'KRBOX4', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.24617901957450639
		RMSE:  0.5234556686317032
		NRMSE:  0.14126566093685908
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10551624527684367
		RMSE:  0.43841640970600765
		NRMSE:  0.21211918179733683
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  LinearRegression
		Pearson Correlation:  0.4475136022953163
		Spearman Correlation:  0.4074630823199639
		Coefficient of Determination:  0.09864277895845364
		RMSE:  0.44518257870175104
		NRMSE:  0.1201420005294203
		MAPE:  210.68254827684333
		Pearson Correlation:  0.12291196316446627
		Spearman Correlation:  0.20838623772700787
		Coefficient of Determination:  -9.093477857954034e+24
		RMSE:  1257387804065.5928
		NRMSE:  608362429634.4143
		MAPE:  39193289186069.07

	Predictor:  ElasticNet
		Pearson Correlation:  0.38112735626276456
		Spearman Correlation:  0.37287606449110444
		Coefficient of Determination:  0.1324273472929436
		RMSE:  0.4367597578687102
		NRMSE:  0.11786892293520396
		MAPE:  233.92664270084788
		Pearson Correlation:  0.3634116072042027
		Spearman Correlation:  0.3637930196052898
		Coefficient of Determination:  0.06148201997910374
		RMSE:  0.4039480680654566
		NRMSE:  0.195442350673229
		MAPE:  264.9420333032224

	Predictor:  RandomForests
		Pearson Correlation:  0.4194203270210551
		Spearman Correlation:  0.3666976633801271
		Coefficient of Determination:  0.12757508162297904
		RMSE:  0.43797943635700304
		NRMSE:  0.11819807915244301
		MAPE:  241.82585328964018
		Pearson Correlation:  0.30671938228781115
		Spearman Correlation:  0.40719606838246636
		Coefficient of Determination:  0.034973069406437074
		RMSE:  0.4096132092734752
		NRMSE:  0.19818331814435333
		MAPE:  248.8204481705095

Unnormalized

In [103]:
scenario = Scenario.AllInteractionPartners_Mutations 
normalizeTechnique = NormalizeTechnique.UN
X, Y, Z = get_data(normalizeTechnique)
In [104]:
X.head()
Out[104]:
UBE2Q2P2 HMGB1P1 LOC155060 RNU12-2P SSX9 CXORF67 EFCAB8 SRP14P1 LOC391343 TRIM75P ... ZXDA ZXDB ZXDC ZYG11A ZYG11B ZYX ZZEF1 ZZZ3 TPTEP1 AKR1C6P
TCGA-A1-A0SF-01 10.7401 141.1933 314.4482 0.0000 0.0 0.000 2.9988 9.4249 0.0 0.0000 ... 74.1138 533.3625 1053.4444 94.6772 881.2262 5343.4779 934.3482 508.0867 52.2652 0.8568
TCGA-A1-A0SH-01 3.0048 79.8003 95.7054 0.0000 0.0 0.000 0.3612 3.9727 0.0 0.0000 ... 87.7601 581.0946 801.3977 19.8634 1353.2389 5464.9614 1312.7898 1001.1151 455.7746 0.0000
TCGA-A1-A0SJ-01 4.9419 134.8733 63.6488 0.3658 0.0 0.000 0.3658 4.7554 0.0 0.7316 ... 83.7677 2731.4129 834.3850 51.2117 1092.6383 3032.0988 958.3905 718.7929 43.5299 0.0000
TCGA-A1-A0SK-01 28.8560 1119.1932 166.7192 0.3152 0.0 1.891 0.0000 3.4668 0.0 0.0000 ... 69.0199 610.1481 1775.6067 158.5251 1380.7123 591.2386 1798.9285 1335.6445 49.4800 0.0000
TCGA-A1-A0SQ-01 1.0368 41.5532 75.8447 0.0000 0.0 0.000 0.4034 5.6480 0.0 0.0000 ... 106.1019 617.2466 875.0378 25.4160 969.4402 2903.0761 715.6833 691.4776 17.7509 0.0000

5 rows × 20440 columns

In [105]:
Y.head()
Out[105]:
RB1 CDH1 PTEN BRCA2 CDKN2A TP53 CTNNB1 CCNE1 CCND1 CDH2 CDH3 ERBB2 ERBB3
TCGA-A1-A0SF-01 0.017184 0.705680 0.197730 0.108550 0.17550 -0.472550 0.06978 -0.75401 -0.202360 -0.222000 -0.114060 0.25604 0.461410
TCGA-A1-A0SH-01 -0.081896 0.018364 0.699160 -0.282430 0.68156 -0.035545 -0.11192 -0.77956 -0.014111 0.072251 -0.031553 0.68354 0.033670
TCGA-A1-A0SJ-01 -0.106090 0.114310 -0.110550 0.108220 -0.00989 -0.431850 -0.85672 -0.29589 0.290760 -0.225320 0.128230 0.36458 0.430620
TCGA-A1-A0SK-01 -0.060244 -0.963820 -0.081596 0.309150 1.23630 0.898470 -0.85965 0.92670 0.045974 0.389790 -0.224090 -1.04130 -0.056604
TCGA-A1-A0SQ-01 0.376500 0.425490 0.657440 0.003187 -0.34580 -0.020122 0.39368 -1.02750 0.362490 0.292880 -0.144850 0.31196 0.649260
In [106]:
perform_kFoldCV(num_folds, scenario, normalizeTechnique, X, Y, Z)

Fold:  1

Protein:  RB1
Protein Interaction Partners Count:  369
x_train_column_count:  366
x_train columns:  ['AATF', 'ABCC1', 'ABL1', 'ACTL6A', 'ACTL6B', 'AFAP1', 'AHR', 'AKT1', 'ANXA5', 'ARID1A', 'ARID1B', 'ARID4A', 'ARMCX1', 'ARMCX2', 'ARMCX3', 'ARNT', 'AR', 'ASF1A', 'ATF2', 'ATM', 'AURKB', 'BCR', 'BDP1', 'BGLAP', 'BRCA1', 'BRF1', 'FAM208A', 'C4BPA', 'CABIN1', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CBFB', 'CBX1', 'CBX4', 'CBX5', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCNC', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNT2', 'CDC25A', 'CDC27', 'CDC6', 'CDH1', 'CDK14', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK6', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CEBPA', 'CEBPB', 'CEBPD', 'CEBPE', 'CHEK1', 'CHEK2', 'CLNK', 'COL1A1', 'CREBBP', 'CTBP1', 'CTNNB1', 'CUX1', 'DCAF10', 'DGKZ', 'DNAJA3', 'DNMT1', 'DNMT3A', 'DUSP1', 'DUT', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EED', 'EGFR', 'EGF', 'EID1', 'EIF2AK1', 'EIF2AK4', 'AGO2', 'ELF1', 'ENC1', 'EP300', 'ERBB2', 'ESD', 'ESR1', 'ESR2', 'EZH2', 'FBXW7', 'FMO5', 'FOS', 'FOXM1', 'FRK', 'FZR1', 'G6PD', 'GAPDH', 'GATA1', 'GJA1', 'GNB2L1', 'GRB2', 'GSC', 'GTF2H1', 'H1F0', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HARS2', 'HARS', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC8', 'HDC', 'HES1', 'HIF1A', 'HIRA', 'HIST1H1A', 'HIST1H1B', 'HIST1H1C', 'HIST1H1D', 'HIST1H1E', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST1H4A', 'HIST2H2AC', 'HIST2H2BE', 'HIST3H3', 'HIST4H4', 'HMGA1', 'HMGA2', 'HRAS', 'HSP90AA1', 'HSPA1A', 'HSPA8', 'ID2', 'IFI16', 'INS', 'JUN', 'KAT2B', 'KAT5', 'KDM1A', 'KDM2A', 'KDM4A', 'KDM5A', 'KDM5B', 'PPP1R26', 'KIF11', 'KRAS', 'KRT10', 'KRT14', 'KRT5', 'L3MBTL2', 'L3MBTL1', 'LIMD1', 'LIN52', 'LIN54', 'LIN9', 'LMNA', 'LOR', 'LPAR6', 'MAF', 'MAP2K7', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MAPK9', 'MCM2', 'MCM3', 'MCM4', 'MCM5', 'MCM7', 'MDM2', 'MDM4', 'MEF2C', 'MORF4L1', 'MRFAP1', 'MRPL11', 'MRPS18B', 'MSH6', 'MTL5', 'MYBL2', 'MYC', 'MYOD1', 'NACC2', 'NCAPD3', 'NCAPG2', 'NCAPH2', 'NCR1', 'NDC80', 'NEO1', 'NFYA', 'NFYB', 'NFYC', 'NGF', 'NOTCH1', 'NPM1', 'NRAS', 'ORC1', 'PA2G4', 'PAX2', 'PAX3', 'PAX5', 'PAX6', 'PAX8', 'PCNA', 'PELP1', 'PGR', 'PHB', 'PHF21B', 'PIAS4', 'PIK3CA', 'PIK3R1', 'PIK3R3', 'PLK1', 'PML', 'POLA1', 'POLA2', 'PPARA', 'PPARG', 'PPIA', 'PPP1CA', 'PPP1CB', 'PPP1CC', 'PPP1R3A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R3B', 'PPRC1', 'PRB1', 'PRB3', 'PRB4', 'PRDM2', 'PRH1', 'PRH2', 'PRIM1', 'PRIM2', 'PRKCB', 'PRMT2', 'PSMA7', 'PSMC1', 'PSMD10', 'PTEN', 'PTGDR', 'RAF1', 'RB1CC1', 'RBAK', 'RBBP4', 'RBBP5', 'RBBP6', 'RBBP7', 'RBBP8', 'RBBP9', 'RBL1', 'RBL2', 'RBFOX2', 'RFC1', 'RPS6KB1', 'RUNX2', 'S100A6', 'SETD1B', 'SETD7', 'SIRT1', 'SKP2', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'SMARCC1', 'SMARCC2', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'SMARCE1', 'SMC1A', 'SMC2', 'SMC4', 'SMC5', 'SMYD2', 'SNW1', 'SP100', 'SP1', 'SP3', 'SPI1', 'STAM', 'STAT3', 'SUV39H1', 'SUV420H2', 'SUZ12', 'TAF1', 'TBP', 'TERT', 'TFAP2A', 'TFDP1', 'TFDP3', 'TGM2', 'THAP1', 'TMPO', 'TNS1', 'TOP2A', 'TP53BP1', 'TP53', 'TP73', 'TRDMT1', 'TRIM27', 'TTK', 'UBE2I', 'UBE3A', 'UBL4A', 'UBN1', 'UBR4', 'UBTF', 'UHRF1', 'USP4', 'USP7', 'VEGFA', 'VPS39', 'WDR59', 'WDR73', 'WEE1', 'WWTR1', 'YAP1', 'YY1', 'ZBTB16', 'ZBTB7A', 'ZNF521', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017832262764705176
		RMSE:  0.22609122586734381
		NRMSE:  0.08562439911658541
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0064622508272080825
		RMSE:  0.2813710133086082
		NRMSE:  0.13900150344012696
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  LinearRegression
		Pearson Correlation:  0.8238688799604211
		Spearman Correlation:  0.730651042724117
		Coefficient of Determination:  0.6787599313672386
		RMSE:  0.12701659236896776
		NRMSE:  0.04810323513310651
		MAPE:  315.9840971416851
		Pearson Correlation:  -0.05427703259830031
		Spearman Correlation:  -0.06392059311286705
		Coefficient of Determination:  -115.53290510958927
		RMSE:  3.027644612897125
		NRMSE:  1.4957018781942393
		MAPE:  575.8675751604886

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.852714902766548, tolerance: 0.0026969040165678213
  positive)
		Pearson Correlation:  0.811447523833246
		Spearman Correlation:  0.7205931309992786
		Coefficient of Determination:  0.6582083820502107
		RMSE:  0.13101659434592147
		NRMSE:  0.04961810049078639
		MAPE:  436.1955289961303
		Pearson Correlation:  -0.05071513677685202
		Spearman Correlation:  -0.10840893571358892
		Coefficient of Determination:  -62.5616932758094
		RMSE:  2.236033668138767
		NRMSE:  1.1046341908472688
		MAPE:  603.191918737598

	Predictor:  RandomForests
		Pearson Correlation:  0.5790069642120295
		Spearman Correlation:  0.41688376525416515
		Coefficient of Determination:  0.18390469711120883
		RMSE:  0.20244918898417993
		NRMSE:  0.07667077787698538
		MAPE:  220.53623517082016
		Pearson Correlation:  0.2712057000736925
		Spearman Correlation:  0.34967362900429494
		Coefficient of Determination:  0.0075019447596392785
		RMSE:  0.2794122493756406
		NRMSE:  0.1380338446597672
		MAPE:  117.03651684548917

Protein:  CDH1
Protein Interaction Partners Count:  834
x_train_column_count:  826
x_train columns:  ['ABCB1', 'ABCG2', 'ACAN', 'ACTA1', 'ACTA2', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTN1', 'ACTR3', 'ACVR1B', 'ADAM10', 'ADAM15', 'ADAM17', 'ADAM9', 'AFP', 'AIMP1', 'AJAP1', 'AKAP9', 'AKT1', 'AKT2', 'AKTIP', 'ALB', 'ALCAM', 'ALDH1A1', 'ALDH3A1', 'ALK', 'AMOTL2', 'ANAPC4', 'ANAPC7', 'ANO1', 'ANXA2', 'ANXA5', 'AP1M1', 'AP1M2', 'APC2', 'APC', 'AQP1', 'AQP5', 'AREG', 'ARF6', 'ARHGAP31', 'ARID1A', 'ARL2BP', 'ARMC7', 'ARPC1A', 'ARPC2', 'ARRB2', 'ARVCF', 'AR', 'CLMP', 'ASF1A', 'ATF2', 'ATF3', 'ATM', 'ATXN1', 'AXIN1', 'AXIN2', 'AXL', 'BAG3', 'BANP', 'BCAR1', 'BCL2L11', 'BCL2L1', 'BCL6B', 'BCL9L', 'BCORL1', 'BMI1', 'BMP2', 'BMP4', 'BMP6', 'BMP7', 'BNIP3', 'BRCA1', 'BRCA2', 'BSG', 'BTBD7', 'BTC', 'BTF3', 'ANAPC15', 'CA2', 'CA9', 'CALCA', 'CALR', 'CAPN1', 'CAPNS1', 'CASP3', 'CASP8', 'CASP9', 'CASS4', 'CAV1', 'CBLL1', 'CBL', 'CBX7', 'CCL2', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCNE1', 'CCR7', 'CD1A', 'CD1B', 'CD1C', 'CD1E', 'CD207', 'CD24', 'CD274', 'CD276', 'CD2AP', 'CD34', 'CD44', 'CD46', 'CD68', 'CD82', 'CDC16', 'CDC23', 'CDC27', 'CDC42', 'CDC6', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH24', 'CDH2', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDK14', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CDKN3', 'CDX2', 'CEACAM5', 'CFL1', 'CGN', 'CHGA', 'CHL1', 'CLCA2', 'CLDN1', 'CLDN2', 'CLDN3', 'CLDN4', 'CLDN5', 'CLDN7', 'CNTN1', 'COL1A1', 'CORO1C', 'CRB3', 'CREB1', 'CREBBP', 'CRYAB', 'YBX3', 'CSDC2', 'CSE1L', 'CSF2', 'CSNK2A1', 'CSNK2A2', 'CST5', 'CTBP1', 'CTBP2', 'CTCF', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNB1', 'CTNND1', 'CTNND2', 'CTSL', 'CTTN', 'CXCL12', 'CXCL1', 'CXCR4', 'CYP1B1', 'DAAM1', 'DAB2IP', 'DACH1', 'DAPK1', 'DAP', 'DDR1', 'DDR2', 'DDX3X', 'DICER1', 'DKK1', 'DLC1', 'DLG1', 'DLG5', 'DNM2', 'DNMT1', 'DNMT3A', 'DNMT3B', 'DNTT', 'DOT1L', 'DPAGT1', 'DPEP1', 'DSP', 'DUOX1', 'DUSP4', 'DVL1', 'DVL2', 'E2F1', 'ECT2', 'EDN1', 'EFEMP1', 'EFNA1', 'EGFR', 'EGF', 'EGR1', 'EHD1', 'EHMT2', 'EIF2AK3', 'AGO1', 'AGO2', 'ELAVL1', 'ELF3', 'ENAH', 'ENG', 'EP300', 'EPB41L3', 'EPCAM', 'EPHA10', 'EPHA1', 'EPHA2', 'EPPK1', 'ERBB2IP', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ESRP1', 'ESRP2', 'ETS1', 'ETS2', 'EXOC3', 'EXOC4', 'EYA2', 'EZH2', 'EZR', 'F11R', 'F2RL2', 'SUPT20H', 'FBXL5', 'FER', 'FGF10', 'FGF13', 'FGF17', 'FGF19', 'FGF2', 'FGF4', 'FGF5', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FHIT', 'FHL2', 'FLG', 'FLOT1', 'FLOT2', 'FLT1', 'FMN1', 'FN1', 'FOSL1', 'FOS', 'FOXA1', 'FOXA2', 'FOXC1', 'FOXC2', 'FOXJ2', 'FOXK2', 'FOXL1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXQ1', 'FRMPD2', 'FSCN1', 'FUT4', 'FXYD5', 'FYN', 'FZD1', 'FZD4', 'FZD7', 'FZR1', 'G6PD', 'GAB2', 'GABPA', 'GADD45A', 'GAPDH', 'GAS6', 'GATA1', 'GATA3', 'GATA4', 'GATA6', 'GDNF', 'GFRA1', 'GGT1', 'GJA1', 'GJB1', 'GJB2', 'GKN2', 'GLI1', 'GLI2', 'GMNN', 'GNA12', 'GNA13', 'GNB2L1', 'GNL3', 'GPA33', 'GRB2', 'GRHL2', 'GRHL3', 'GSK3B', 'GSN', 'GSTP1', 'H2AFZ', 'HAVCR2', 'HBEGF', 'HDAC1', 'HDAC2', 'HEPACAM', 'HES1', 'HGF', 'HGS', 'HIF1A', 'HMGA2', 'HNF4A', 'HOXB4', 'HOXD10', 'HPGDS', 'HPGD', 'HRAS', 'HSP90AA1', 'HSPA5', 'ICAM1', 'ID1', 'ID2', 'IDO1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP3', 'IL10', 'IL15', 'IL17A', 'IL1B', 'IL24', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ILK', 'INADL', 'INS', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'IQSEC1', 'IRS1', 'IRS2', 'ITGA5', 'ITGA6', 'ITGAE', 'ITGAM', 'ITGB1', 'ITGB4', 'ITGB7', 'ITPKB', 'IVL', 'JAG1', 'JAK2', 'AJUBA', 'JUN', 'JUP', 'KDM1A', 'KDM6A', 'KDR', 'KEAP1', 'KIFC3', 'KIT', 'KLF4', 'KLF5', 'KLF8', 'KLK3', 'KLK7', 'KLRG1', 'KRAS', 'KRT10', 'KRT14', 'KRT17', 'KRT18', 'KRT19', 'KRT20', 'KRT4', 'KRT5', 'KRT7', 'KRT8', 'KRT9', 'LAMA1', 'LAMB1', 'LAMC2', 'LASP1', 'LATS1', 'LATS2', 'LCN2', 'LEF1', 'LEP', 'LGALS3', 'LGALS4', 'LGALS9', 'LGR5', 'LIF', 'LIMA1', 'LIN28A', 'LIPG', 'LLGL2', 'LMNA', 'LOR', 'LOXL2', 'LOXL3', 'LOX', 'LRP5', 'LRP6', 'LY6K', 'MACC1', 'MACROD1', 'MAD2L2', 'MAGI1', 'MAP2K1', 'MAP2K7', 'MAP4K5', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MARK2', 'MARVELD2', 'MCAM', 'MCL1', 'MDM2', 'MED1', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MGAT5', 'MGMT', 'MKI67', 'MLH1', 'MLLT4', 'MME', 'MMP11', 'MMP13', 'MMP14', 'MMP15', 'MMP17', 'MMP1', 'MMP25', 'MMP27', 'MMP2', 'MMP3', 'MMP7', 'MMP8', 'MMP9', 'MPP5', 'MRAP', 'MSH2', 'MSN', 'MT1G', 'MTA1', 'MTA3', 'MTBP', 'MTDH', 'MTOR', 'MUC1', 'MUC4', 'MYCN', 'MYC', 'MYH6', 'MYO6', 'MYO7A', 'NANOG', 'NCAM1', 'NCOA1', 'NCSTN', 'NDRG1', 'NDRG2', 'NEDD9', 'NEK2', 'NES', 'NEUROG3', 'NF2', 'NFE2L2', 'NFIC', 'NKD2', 'NKX2-1', 'NKX6-1', 'NKX6-2', 'NME1', 'NOG', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NR2F1', 'NRP2', 'NUDT21', 'NUMBL', 'NUMB', 'NUP98', 'NUTF2', 'OTUB1', 'OVOL1', 'OVOL2', 'PARD3', 'PARD6A', 'PAX2', 'PAX5', 'PAX6', 'PAX8', 'PCSK9', 'PDCD4', 'PDGFRB', 'PDPN', 'PEBP1', 'PECAM1', 'PGR', 'PHLPP1', 'PI3', 'PIK3CA', 'PIK3R1', 'PIP5K1A', 'PIP5K1C', 'PIP', 'PIR', 'PITX1', 'PKD1', 'PKM', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PLAUR', 'PLAU', 'PLCD1', 'PLEKHA7', 'PLG', 'PODXL', 'POLR2C', 'POSTN', 'POTEF', 'POU5F1', 'PPARA', 'PPARGC1A', 'PPARG', 'PPL', 'PPP6C', 'PRAME', 'PRDM10', 'PRKAR1A', 'PRKCA', 'PRKCI', 'PRKCZ', 'PRKD1', 'PRKG1', 'PRMT5', 'PROC', 'PROM1', 'PRSS8', 'PSEN1', 'PTCH1', 'PTEN', 'PTF1A', 'PTGS2', 'PTK2', 'PTPN11', 'PTPN14', 'PTPRC', 'PTPRF', 'PTPRJ', 'PTPRM', 'PTPRS', 'PTPRT', 'PTPRU', 'PTRH2', 'PVRL1', 'PVRL2', 'PVR', 'PXN', 'RAB11A', 'RAB25', 'RAB5A', 'RAB7A', 'RAB8B', 'RAC1', 'RAC2', 'RACGAP1', 'RAF1', 'RALA', 'RALBP1', 'RALGDS', 'RAP1A', 'RAP1B', 'RAPGEF1', 'RARB', 'RASSF1', 'RB1', 'RBM4', 'RCOR1', 'RDX', 'REM1', 'RET', 'RHOA', 'RHOB', 'RHOC', 'RHOD', 'RICTOR', 'RND3', 'ROCK1', 'ROCK2', 'RPS6KB1', 'RPTOR', 'RRM2', 'RUNX2', 'RUNX3', 'S100A14', 'S100A4', 'S100A8', 'SATB1', 'SCRIB', 'SDC1', 'SDC4', 'SDHC', 'SELE', 'SELL', 'SELP', 'SEMA3C', 'SEMA3F', 'SENP1', 'SERPINB4', 'SERPINB5', 'SERPINE1', 'SFN', 'SFRP1', 'SFRP2', 'SFTPC', 'SHH', 'SIK1', 'SIN3A', 'SIRT1', 'SIRT2', 'SIRT4', 'SIRT7', 'SIX1', 'SIX2', 'SKIL', 'SKP2', 'SLC2A1', 'SLC39A6', 'SLC6A3', 'SLC9A3R1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMO', 'SNAI1', 'SNAI2', 'SNAI3', 'SNX16', 'SNX1', 'SOX10', 'SOX17', 'SOX2', 'SOX4', 'SOX9', 'SP1', 'SPARC', 'SPDEF', 'SPINT1', 'SPP1', 'SPRY1', 'SRCIN1', 'SRC', 'SRXN1', 'ST14', 'ST7L', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STX4', 'STYK1', 'SUCLG2', 'SUMO1', 'SUZ12', 'SYNJ2', 'SYP', 'TACC3', 'TACSTD2', 'TATDN1', 'TBX1', 'TBX3', 'TCF15', 'TCF4', 'TDGF1', 'TERT', 'TET2', 'TFF1', 'TFF3', 'TGFB1', 'TGFB2', 'TGFB3', 'TGFBI', 'TGFBR1', 'TGFBR2', 'THBS1', 'THEM4', 'THUMPD1', 'THY1', 'TIAM1', 'TIMP1', 'TIMP2', 'TIMP3', 'TJP1', 'TJP2', 'TJP3', 'TLE1', 'TLN1', 'TLR4', 'TMPRSS2', 'TMPRSS4', 'TNFRSF6B', 'TNF', 'TNK2', 'TNS1', 'TP53BP1', 'TP53BP2', 'TP53', 'TRIM21', 'TRIM29', 'TRIM44', 'TRIP10', 'TRPS1', 'TSPYL2', 'TWIST1', 'TWIST2', 'TYRP1', 'T', 'UBE2I', 'UBE2S', 'USP48', 'USP9X', 'VANGL1', 'VANGL2', 'VASP', 'VAV1', 'VCAM1', 'VCL', 'VDR', 'VEGFA', 'VEGFC', 'VEZT', 'VHL', 'VIM', 'VIPAS39', 'VPS33B', 'VTN', 'WASL', 'WDFY2', 'WDTC1', 'WIF1', 'WISP1', 'WISP3', 'WNT10A', 'WNT10B', 'WNT11', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8A', 'WNT9A', 'WNT9B', 'WT1', 'XIAP', 'YAP1', 'YBX1', 'YES1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'ZYX', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12177449909053428
		RMSE:  1.1951653206606205
		NRMSE:  0.20089175544360185
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11829904064371455
		RMSE:  1.227018913081223
		NRMSE:  0.19873326310796913
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  5.982052565720834e-14
		NRMSE:  1.0055052805743254e-14
		MAPE:  6.8224020671708e-11
		Pearson Correlation:  0.09618475664060737
		Spearman Correlation:  0.28390400936494004
		Coefficient of Determination:  -23.821137936602682
		RMSE:  5.780735849883043
		NRMSE:  0.93627285314422
		MAPE:  3745.4132647881456

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.004117592938587, tolerance: 0.06837930598298066
  positive)
		Pearson Correlation:  0.999982911086732
		Spearman Correlation:  0.9999370760576877
		Coefficient of Determination:  0.9999642544020806
		RMSE:  0.006746623650614867
		NRMSE:  0.0011340197419217163
		MAPE:  4.04828917209362
		Pearson Correlation:  0.17201581066449206
		Spearman Correlation:  0.33423568432348066
		Coefficient of Determination:  -24.570674286516862
		RMSE:  5.867368580901072
		NRMSE:  0.9503042630463983
		MAPE:  3035.965827582841

	Predictor:  RandomForests
		Pearson Correlation:  0.7559597974811081
		Spearman Correlation:  0.7072839403758547
		Coefficient of Determination:  0.5645761922122592
		RMSE:  0.7446141538285428
		NRMSE:  0.12515996063882184
		MAPE:  192.1172879405309
		Pearson Correlation:  0.7645302684149959
		Spearman Correlation:  0.6921577067580342
		Coefficient of Determination:  0.5782555357320693
		RMSE:  0.7535238037316196
		NRMSE:  0.12204395771624173
		MAPE:  126.28616103041732

Protein:  CDH2
Protein Interaction Partners Count:  472
x_train_column_count:  467
x_train columns:  ['ABCG2', 'ABL1', 'ACAN', 'ACTA1', 'ACTA2', 'ACTB', 'ACTR3', 'ADAM10', 'ADH1A', 'AFP', 'AHSG', 'AKT1', 'AKT3', 'ALB', 'ALCAM', 'ALDH1A1', 'AMBN', 'AMELX', 'AMOTL1', 'AMTN', 'ANGPT1', 'ANO8', 'ANXA5', 'APC2', 'APC', 'APLP2', 'APOA1', 'APOA2', 'APOA5', 'APOB', 'APOE', 'APOL1', 'APPL1', 'APP', 'ARHGAP32', 'ARMC7', 'ARPC5', 'ARVCF', 'AR', 'ATXN1', 'AXIN1', 'AXIN2', 'AXL', 'BCL2L1', 'BDNF', 'BMI1', 'BMP15', 'BMP2', 'BMP4', 'BMP7', 'BNIP2', 'BOC', 'BPIFB2', 'RGCC', 'GSKIP', 'C3', 'C4A', 'CABLES1', 'CADM1', 'CALU', 'CASP3', 'CAV1', 'CBLL1', 'CCNA2', 'CCNB1', 'CCND1', 'CD24', 'CD34', 'CD44', 'CD80', 'CDC42', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDK4', 'CDK5', 'CDK6', 'CDKN2A', 'CDON', 'CDX2', 'CEBPZ', 'CFL1', 'CHGB', 'CHL1', 'CHRDL1', 'CKAP4', 'CLDN11', 'CLDN3', 'CLDN4', 'CLDN7', 'CORT', 'CP', 'CREBBP', 'CRP', 'CSF1', 'CSK', 'CST3', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNB1', 'CTNND1', 'CTNND2', 'CTTN', 'CXCL12', 'CXCR4', 'CYLD', 'CYR61', 'DBN1', 'DDR1', 'DDR2', 'DKK1', 'DLG4', 'DLG5', 'DMP1', 'DNAJC3', 'DSP', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EFNB1', 'EFNB2', 'EFNB3', 'EGFR', 'EGF', 'EHMT2', 'EIF2AK3', 'ENAM', 'ENG', 'EPCAM', 'EPHA1', 'EPHA2', 'EPHA4', 'EPHB2', 'EPS8', 'ERBB2', 'ERBB4', 'ESR1', 'ESRP1', 'EXOC4', 'EZH2', 'EZR', 'F11R', 'F5', 'EVA1A', 'FAM20A', 'FAM20C', 'FBN1', 'FER', 'FGA', 'FGF13', 'FGF23', 'FGF2', 'FGFR1', 'FGFR4', 'FGG', 'FN1', 'FOXC2', 'FOXD3', 'FOXO1', 'FOXP4', 'FSTL1', 'FSTL3', 'FUCA2', 'GAA', 'GAPDH', 'GAS6', 'GATA4', 'GFAP', 'GJA10', 'GJA1', 'GJA3', 'GJB6', 'GJC1', 'GJC3', 'GJD3', 'GJD4', 'GLI1', 'GOLM1', 'GPC3', 'GRIA1', 'GRIA2', 'HGF', 'HMGA2', 'HNF4A', 'HRAS', 'HRC', 'HSP90B1', 'HSPA5', 'IARS2', 'IGF1R', 'IGF1', 'IGFBP1', 'IGFBP3', 'IGFBP4', 'IGFBP5', 'IGFBP7', 'IL1B', 'IL6', 'CXCL8', 'ILK', 'INADL', 'INS', 'INVS', 'IQGAP1', 'ISL1', 'ITGA6', 'ITGB1', 'ITIH2', 'ITPKB', 'JAG1', 'JAM3', 'JUN', 'JUP', 'KCNA5', 'KDR', 'KIAA2022', 'KIF5B', 'KIT', 'KLF4', 'KNG1', 'KRAS', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT8', 'KTN1', 'L1CAM', 'LAMB1', 'LAMB2', 'LAMC1', 'LEF1', 'LGALS1', 'LRP5', 'LRP6', 'LRRC7', 'LTBP1', 'LTBP3', 'MAP1B', 'MAP2K6', 'MAP2K7', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MATN3', 'MBTPS1', 'MCAM', 'MEF2A', 'MEF2C', 'MEF2D', 'MEN1', 'MEPE', 'MET', 'MFGE8', 'MFI2', 'MGAT4A', 'MIA3', 'MKI67', 'MLLT4', 'MMP14', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MPDZ', 'MPP5', 'MRAP', 'MRPL49', 'MSLN', 'MSN', 'MTHFD1', 'MUC1', 'MUC4', 'MXRA8', 'MYC', 'MYO10', 'MZF1', 'NANOG', 'NCAM1', 'NCSTN', 'NDRG1', 'NENF', 'NES', 'NFASC', 'NGF', 'NKX2-5', 'NLGN1', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTUM', 'NRCAM', 'NT5C', 'NT5E', 'NTRK2', 'NUCB1', 'NUMBL', 'NUMB', 'OLFM3', 'P4HB', 'PARD3', 'PAX6', 'PCSK9', 'PC', 'PDGFRB', 'PDIA4', 'PDIA6', 'PECAM1', 'PENK', 'PIK3CA', 'PIK3R1', 'PIP5K1C', 'PITX2', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PNPLA2', 'POU5F1', 'PPT2', 'PRKCDBP', 'PRKCSH', 'PROC', 'PROM1', 'PRPH', 'PRSS23', 'PSEN1', 'PTEN', 'PTK2', 'PTPN11', 'PTPN1', 'PTPN2', 'PTPRC', 'PTPRS', 'PVRL1', 'PVRL2', 'PVRL3', 'PXN', 'QSOX1', 'RAB11FIP1', 'RAB3D', 'RAB5A', 'RAC1', 'RCN1', 'RELN', 'REM1', 'RHOA', 'RHOB', 'RHOC', 'ROBO1', 'PTBP3', 'RPS6KB1', 'RUNX2', 'S100A14', 'S100A4', 'SARS2', 'SCARB2', 'SCG2', 'SCG3', 'SDC2', 'SEMA3A', 'SENP3', 'SERPINA10', 'SERPINA1', 'SERPINC1', 'SERPIND1', 'SERPINE1', 'SHH', 'SHISA5', 'SIRT7', 'SKP1', 'SLC2A1', 'SLC9A3R1', 'SLIT1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SNAI1', 'SNAI2', 'SNAI3', 'SOX10', 'SOX18', 'SOX1', 'SOX2', 'SOX4', 'SOX9', 'SP7', 'SPAG9', 'SPARCL1', 'SPARC', 'SPP1', 'SPP2', 'SRC', 'ST6GALNAC5', 'STAT3', 'STC2', 'SYP', 'TBX1', 'TCF3', 'TEK', 'TF', 'TGFB1', 'TGFBR1', 'TGM2', 'TGOLN2', 'THY1', 'TIMP1', 'TJP1', 'TJP3', 'TMEM132A', 'TNC', 'TNF', 'TNNT1', 'TP53', 'TRPS1', 'TSC2', 'TWIST1', 'TWIST2', 'USP9X', 'VANGL2', 'VCAM1', 'VCAN', 'VCL', 'VEGFA', 'VGF', 'VIM', 'VTN', 'VWA1', 'WFS1', 'WNT11', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT7A', 'XIRP1', 'ZBTB16', 'ZEB1', 'ZEB2', 'ZSCAN1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004084060130477685
		RMSE:  0.37195168053170635
		NRMSE:  0.13741024893390016
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006474841096328898
		RMSE:  0.3763274359057868
		NRMSE:  0.1942134674644098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  LinearRegression
		Pearson Correlation:  0.945769563385938
		Spearman Correlation:  0.924852939002695
		Coefficient of Determination:  0.8944800670272275
		RMSE:  0.12057818496431943
		NRMSE:  0.04454524412488204
		MAPE:  2735.5743713576016
		Pearson Correlation:  -0.04153944240783934
		Spearman Correlation:  -0.00762364647351478
		Coefficient of Determination:  -4035.1547691073406
		RMSE:  23.83133246255532
		NRMSE:  12.298773010556495
		MAPE:  2254.2602751224495

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.111588980877023, tolerance: 0.007399072171665535
  positive)
		Pearson Correlation:  0.9283685466323881
		Spearman Correlation:  0.9050255021192608
		Coefficient of Determination:  0.8616564910897421
		RMSE:  0.13806413691274408
		NRMSE:  0.05100508591574183
		MAPE:  2556.1787045335523
		Pearson Correlation:  0.09726175114551508
		Spearman Correlation:  0.07278314310798947
		Coefficient of Determination:  -12.662044108960353
		RMSE:  1.3865076220473855
		NRMSE:  0.7155429746851347
		MAPE:  772.6437954641859

	Predictor:  RandomForests
		Pearson Correlation:  0.5713874422244214
		Spearman Correlation:  0.49981627485692354
		Coefficient of Determination:  0.1934604792708685
		RMSE:  0.33336063546965655
		NRMSE:  0.12315354467324126
		MAPE:  881.891873830838
		Pearson Correlation:  0.1583024608594388
		Spearman Correlation:  0.1951077943615257
		Coefficient of Determination:  0.024041650405892456
		RMSE:  0.37057836575772324
		NRMSE:  0.19124651171890553
		MAPE:  105.64700580687712

Protein:  CDH3
Protein Interaction Partners Count:  73
x_train_column_count:  74
x_train columns:  ['AIMP1', 'CLMP', 'BRCA1', 'CCND1', 'CD24', 'CD2AP', 'CD44', 'CDCP1', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH2', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CLDN1', 'CLDN7', 'CTNNA1', 'CTNNA3', 'CTNNB1', 'CTNND1', 'DPYD', 'DSP', 'ECM1', 'EGFR', 'EPCAM', 'ERBB2', 'ESR1', 'ESRP1', 'F11R', 'FN1', 'GALNT6', 'GATA3', 'HOXA9', 'IGF1R', 'ITGA9', 'JUP', 'KIRREL', 'KRT14', 'KRT15', 'KRT17', 'KRT4', 'KRT5', 'KRT8', 'LEF1', 'MKI67', 'NPHS1', 'NPHS2', 'PGR', 'PKP1', 'PKP2', 'PKP3', 'POU5F1', 'S100A4', 'SNAI1', 'SNAI2', 'SYNPO', 'TECR', 'TJP1', 'TP53', 'UMPS', 'VCL', 'ZEB1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003025178489952651
		RMSE:  0.20883135309817671
		NRMSE:  0.14651130458142275
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.766266116724594e-05
		RMSE:  0.2045852237570374
		NRMSE:  0.1565890990172577
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  LinearRegression
		Pearson Correlation:  0.5729780199091096
		Spearman Correlation:  0.5407177293306035
		Coefficient of Determination:  0.3283038112989639
		RMSE:  0.1711261830213943
		NRMSE:  0.12005821899126838
		MAPE:  542.8036872087162
		Pearson Correlation:  0.033830325008307065
		Spearman Correlation:  0.3885523363574286
		Coefficient of Determination:  -2.438897268426167
		RMSE:  0.3793773019369883
		NRMSE:  0.29037458721095766
		MAPE:  346.69398891046353

	Predictor:  ElasticNet
		Pearson Correlation:  0.5726825739305108
		Spearman Correlation:  0.5406775107016716
		Coefficient of Determination:  0.32795488613497126
		RMSE:  0.17117062460085566
		NRMSE:  0.12008939818772497
		MAPE:  547.2323088460702
		Pearson Correlation:  0.03382422226001366
		Spearman Correlation:  0.3878938640132671
		Coefficient of Determination:  -2.390129800273074
		RMSE:  0.3766776964316849
		NRMSE:  0.2883083148477125
		MAPE:  342.9068233400213

	Predictor:  RandomForests
		Pearson Correlation:  0.5488348194628491
		Spearman Correlation:  0.5498808348759677
		Coefficient of Determination:  0.26165640371302934
		RMSE:  0.17941521825494025
		NRMSE:  0.12587361666872948
		MAPE:  552.0017208748178
		Pearson Correlation:  0.4711648997100896
		Spearman Correlation:  0.5027704614183982
		Coefficient of Determination:  0.20767549842787159
		RMSE:  0.1821014003704093
		NRMSE:  0.1393800279909142
		MAPE:  358.2338803004399

Protein:  PTEN
Protein Interaction Partners Count:  884
x_train_column_count:  876
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ABTB1', 'ACTB', 'ACTG1', 'ADM', 'AEBP1', 'AFP', 'AKT1S1', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDH1A1', 'ALK', 'AMHR2', 'ANXA2', 'ANXA5', 'APAF1', 'APC', 'ARAF', 'AREG', 'ARHGAP21', 'ARID1A', 'ARID2', 'ARL2BP', 'AR', 'ATF3', 'ATG12', 'ATG5', 'ATG7', 'ATM', 'ATRX', 'AURKA', 'AURKB', 'AXIN1', 'AXIN2', 'AXL', 'BAD', 'BAG5', 'BARD1', 'BAX', 'BBC3', 'BCAR1', 'BCL2L11', 'BCL2L1', 'BCL2L2', 'BCL6', 'BCR', 'BDNF', 'BECN1', 'BIRC3', 'BIRC5', 'BMI1', 'BMP2', 'BMP4', 'BMP7', 'BMPR1A', 'BNIP3', 'BRAF', 'BRCA1', 'BRCA2', 'BRD4', 'BTG2', 'BTK', 'SPRTN', 'CLHC1', 'CA9', 'CASP3', 'CASP6', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBL', 'CBX7', 'CCL2', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CD24', 'CD274', 'CD34', 'CD44', 'CD79A', 'CD79B', 'CDC14A', 'CDC20', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC27', 'CDC42', 'CDC7', 'CDH17', 'CDH1', 'CDH2', 'CDIPT', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CDX2', 'CENPC', 'CFL1', 'CFLAR', 'CFTR', 'CHD1', 'CHD8', 'CHEK1', 'CHEK2', 'CHKA', 'CHORDC1', 'CHUK', 'CLTCL1', 'CLTC', 'CNOT6L', 'CREB1', 'CREBBP', 'CRP', 'CSF1R', 'CSF1', 'CSK', 'CSN2', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTGF', 'CTLA4', 'CTNNB1', 'CUL1', 'CUL3', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP19A1', 'DAPK1', 'DAXX', 'DBN1', 'DCAF13', 'DDIT4', 'DDR2', 'DECR1', 'DEPTOR', 'DGCR8', 'DICER1', 'DLC1', 'DLG1', 'DLG4', 'DNM1L', 'DNMT1', 'DNMT3A', 'DNMT3B', 'DNTT', 'DOLPP1', 'DUSP1', 'DUSP6', 'DUT', 'DVL1', 'DYRK1A', 'E2F1', 'E2F2', 'E2F3', 'ECSCR', 'EGFR', 'EGF', 'EGR1', 'EIF2AK2', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF4A1', 'EIF4A2', 'EIF4EBP1', 'EIF4EBP2', 'EIF4E', 'EIF4G1', 'EML4', 'ENDOG', 'EP300', 'EPCAM', 'EPHA1', 'EPHA2', 'EPHA3', 'EPHA4', 'EPHA5', 'EPHA7', 'EPHB1', 'EPHB2', 'EPHB3', 'EPHB4', 'ERBB2', 'ERBB3', 'ERBB4', 'ERCC1', 'EREG', 'ESR1', 'ETS1', 'ETS2', 'ETV1', 'ETV6', 'EYA2', 'EZH2', 'EZR', 'FABP4', 'FASLG', 'FASN', 'FBXW7', 'FCGR1B', 'FGF2', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FIG4', 'FKBP1A', 'FLCN', 'FLT1', 'FLT3', 'FLT4', 'FMR1', 'FN1', 'FOS', 'FOXA1', 'FOXG1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FOXP1', 'FOXP3', 'FRK', 'FYN', 'FZR1', 'GADD45A', 'GAPDH', 'GATA3', 'GCK', 'GDF10', 'GDF2', 'GFAP', 'GJA1', 'GLI1', 'GNA11', 'GNAQ', 'GNAS', 'GNRHR', 'GRASP', 'GRB2', 'GRPR', 'GSK3A', 'GSK3B', 'GSTP1', 'H1F0', 'H2AFX', 'HAVCR2', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HES1', 'HGF', 'HIF1A', 'HIST1H2BA', 'HK1', 'HK2', 'HMGA2', 'HNF4A', 'HOXA9', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPA1A', 'HSPA1B', 'HSPA2', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPA9', 'ID1', 'ID4', 'IDH1', 'IDH2', 'IDO1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IKBKB', 'IKZF1', 'IL10', 'IL17A', 'IL21', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ILK', 'INPP4A', 'INPP4B', 'INPP5A', 'INPP5B', 'INPP5D', 'INPP5E', 'INPP5F', 'INPP5J', 'INPP5K', 'INPPL1', 'INSRR', 'INSR', 'INS', 'IPMK', 'IPO11', 'IQGAP1', 'IRAK1', 'IRS1', 'IRS2', 'ITGB1', 'ITPKA', 'ITPKB', 'ITPKC', 'ITPR3', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JARID2', 'JUN', 'KAT2B', 'KDM5B', 'KDM5C', 'KDM6A', 'KDR', 'KEAP1', 'ATG13', 'KIF11', 'KLLN', 'KITLG', 'KIT', 'KLF17', 'KLF2', 'KLF4', 'KLK3', 'KPNA1', 'KPNA2', 'KPNA5', 'KPNA6', 'KPNA7', 'KRAS', 'KRT14', 'KRT5', 'KRT8', 'LASP1', 'LATS1', 'LATS2', 'LCK', 'LDHA', 'LEF1', 'LEP', 'LGALS3', 'LIG4', 'LOX', 'LRIG1', 'LRP1B', 'LRRK2', 'LYN', 'LYPD1', 'MAGI1', 'MAGI2', 'MAGI3', 'MAN2C1', 'MAP1LC3B', 'MAP2K1', 'MAP2K2', 'MAP2K3', 'MAP2K4', 'MAP2K7', 'MAP3K1', 'MAP3K5', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK4', 'MAPK6', 'MAPK7', 'MAPK8', 'MAPK9', 'MAPKAP1', 'MAPT', 'MARCH2', 'MARCH3', 'MAST1', 'MAST2', 'MAST3', 'MAST4', 'MATK', 'MCL1', 'MCM2', 'MCM7', 'MCRS1', 'MDK', 'MDM2', 'MDM4', 'MECOM', 'MECP2', 'MED12', 'MEN1', 'MET', 'MGMT', 'MINPP1', 'MITF', 'MKI67', 'MKRN1', 'MLH1', 'MLH3', 'KMT2D', 'KMT2C', 'KMT2B', 'MLLT1', 'MLST8', 'MME', 'MMP2', 'MMP9', 'MOV10', 'MRAP', 'MRE11A', 'MSH2', 'MSH6', 'MTDH', 'MTMR2', 'MTOR', 'MTSS1', 'MUTYH', 'MVP', 'MYCN', 'MYC', 'MYLK', 'MYOCD', 'NANOG', 'NCKAP1', 'NCOA3', 'NCOR2', 'NDFIP1', 'NDFIP2', 'NDRG1', 'NDRG2', 'NEDD4L', 'NEDD4', 'NES', 'NF1', 'NF2', 'NFATC1', 'NFATC4', 'NFE2L2', 'NFKBIA', 'NGFR', 'NKX3-1', 'NLGN3', 'NLGN4X', 'NOS3', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NPM1', 'NR1H4', 'NR3C2', 'NRAS', 'NRP2', 'NTRK1', 'NTRK2', 'NUMB', 'OCRL', 'OLIG2', 'OTUD3', 'PALB2', 'PARD3', 'PARD6A', 'PARD6B', 'PARD6G', 'PARK2', 'PARK7', 'PARP1', 'PAX8', 'PBK', 'PBRM1', 'PCGF2', 'PCSK9', 'PDCD1', 'PDCD4', 'PDGFB', 'PDGFRA', 'PDGFRB', 'PDK1', 'PDK2', 'PDPK1', 'PDZK1', 'PECAM1', 'PGM3', 'PGR', 'PHF6', 'PHLPP1', 'PHLPP2', 'PI3', 'PI4K2A', 'PI4K2B', 'PI4KA', 'PI4KB', 'PIK3C2A', 'PIK3C2B', 'PIK3C2G', 'PIK3C3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3CG', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIK3R5', 'PIKFYVE', 'PINK1', 'PIP4K2A', 'PIP4K2B', 'PIP4K2C', 'PIP5K1A', 'PIP5K1B', 'PIP5K1C', 'PIP5KL1', 'PKM', 'PLCB1', 'PLCB2', 'PLCB3', 'PLCB4', 'PLCD1', 'PLCD3', 'PLCD4', 'PLCE1', 'PLCG1', 'PLCG2', 'PLCH1', 'PLCH2', 'PLCZ1', 'PLEKHA1', 'PLEK', 'PLK1', 'PLK2', 'PLK3', 'BPIFA1', 'PMAIP1', 'PML', 'PMPCA', 'PMS1', 'PMS2', 'POLE', 'POLI', 'POTEF', 'POU5F1', 'PPARG', 'PPM1D', 'PPP2R1A', 'PPP2R4', 'PPP2R5A', 'PPP2R5E', 'PPP3CA', 'PPP6C', 'PRDX1', 'PREX2', 'PRKAA1', 'PRKAA2', 'PRKCI', 'PRKCZ', 'PRKDC', 'PRMT5', 'PROM1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTER', 'PTGS2', 'PTK2B', 'PTK2', 'PTK6', 'PTPMT1', 'PTPN11', 'PTPN12', 'PTPN13', 'PTPN1', 'PTPRC', 'PTPRD', 'PTS', 'PXN', 'RAB7A', 'RAC1', 'RAC2', 'RAD51C', 'RAD51D', 'RAD51', 'RAD52', 'RAF1', 'RASA1', 'RASSF1', 'RB1CC1', 'RB1', 'RBL1', 'RBL2', 'RBM38', 'RBFOX2', 'RCN1', 'RECK', 'RELA', 'REL', 'REM1', 'RETN', 'RET', 'RHEB', 'RHOA', 'RHOB', 'RHOC', 'RICTOR', 'DROSHA', 'RNF146', 'ROCK1', 'ROCK2', 'ROS1', 'RPS27A', 'RPS6KA1', 'RPS6KA2', 'RPS6KA3', 'RPS6KB1', 'RPS6KB2', 'RPS6', 'RPTOR', 'RRAS2', 'RRAS', 'RRM1', 'RSL1D1', 'RUNX3', 'RWDD3', 'SACM1L', 'SALL4', 'SCAI', 'SCGB1D4', 'SCRIB', 'SDHB', 'SDHC', 'SERPINA1', 'SERPINA4', 'SERPINB5', 'SESN1', 'SESN2', 'SETD2', 'SGK1', 'SGK2', 'SGK3', 'SHANK2', 'SHARPIN', 'SHC1', 'SHFM1', 'SHH', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT5', 'SIRT6', 'SIRT7', 'SKP2', 'SLC25A16', 'SLC2A1', 'SLC2A4', 'SLC34A2', 'SLC9A3R1', 'SLC9A3R2', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMUG1', 'SMYD2', 'SNAI1', 'SNAI2', 'SNCA', 'SNX27', 'SOCS1', 'SOCS3', 'SOD2', 'SOS1', 'SOX2', 'SOX4', 'SOX9', 'SP1', 'SPOP', 'SPRY1', 'SPRY2', 'SRBD1', 'SRC', 'SREBF1', 'SRF', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STMN1', 'STUB1', 'STX16', 'SUCLG2', 'SUMO1', 'SYK', 'SYNJ1', 'SYNJ2', 'TACSTD2', 'TBX1', 'TBX2', 'TBX3', 'TCF7L2', 'TCHP', 'TEP1', 'TERT', 'TET1', 'TGFB1', 'TGFBR1', 'TGFBR2', 'TGM2', 'THBS1', 'TIMP1', 'TIMP3', 'TJP1', 'TLR4', 'TMEM55A', 'TMEM55B', 'TMPRSS2', 'TNFRSF10B', 'TNFSF10', 'TNF', 'TNKS2', 'TNKS', 'TNPO2', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TOP1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TPM1', 'TRAF6', 'TRIM27', 'TRIM29', 'TSC1', 'TSC2', 'TTN', 'TUT1', 'TWIST1', 'TWSG1', 'TXN', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2E1', 'UBE2I', 'UBE2L3', 'UBE3A', 'ULK1', 'ULK2', 'USP10', 'USP13', 'USP18', 'USP28', 'USP7', 'USP8', 'UTF1', 'UVRAG', 'VCL', 'VDR', 'VEGFA', 'VHL', 'WDR18', 'WDTC1', 'WEE1', 'WIPI1', 'WIPI2', 'WNT1', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT9A', 'WNT9B', 'WT1', 'WWP1', 'WWP2', 'XIAP', 'XPO1', 'XPO5', 'YAP1', 'YES1', 'YWHAB', 'YWHAZ', 'YY1', 'ZEB1', 'ZEB2', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.042477457330321045
		RMSE:  0.639641264822803
		NRMSE:  0.10001427016227082
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.028094267476815427
		RMSE:  0.5035947533045023
		NRMSE:  0.16597282753427667
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.458230587102
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389449
		RMSE:  0.49877990548911916
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809618

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  1.4090199016484748e-14
		NRMSE:  2.2031426810233364e-15
		MAPE:  1.99037461266112e-11
		Pearson Correlation:  0.13115593662405228
		Spearman Correlation:  0.1400204858062628
		Coefficient of Determination:  -9.466166959314682
		RMSE:  1.6067879170387978
		NRMSE:  0.5295589997491258
		MAPE:  1058.984211006239

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.42949709366877825, tolerance: 0.021075629727119613
  positive)
		Pearson Correlation:  0.9999810888560023
		Spearman Correlation:  0.9999417256100753
		Coefficient of Determination:  0.9999591391743529
		RMSE:  0.004004577529015699
		NRMSE:  0.000626155504497803
		MAPE:  6.597534541949977
		Pearson Correlation:  0.07685828342695245
		Spearman Correlation:  0.15680421422300264
		Coefficient of Determination:  -7.303498487479409
		RMSE:  1.4311833773429743
		NRMSE:  0.4716839289904997
		MAPE:  1059.8099812153857

	Predictor:  RandomForests
		Pearson Correlation:  0.5983317064201549
		Spearman Correlation:  0.5566130776311595
		Coefficient of Determination:  0.31039299635334594
		RMSE:  0.5202402729896276
		NRMSE:  0.08134473817365766
		MAPE:  343.05542700563353
		Pearson Correlation:  0.3129213352792975
		Spearman Correlation:  0.32680873480407685
		Coefficient of Determination:  0.0853305514619388
		RMSE:  0.4750035053447232
		NRMSE:  0.15654983367764919
		MAPE:  188.1204497344643

Protein:  BRCA2
Protein Interaction Partners Count:  361
x_train_column_count:  351
x_train columns:  ['ABL1', 'ACHE', 'ADRB1', 'ADRB2', 'AKT1', 'ALK', 'APEX1', 'ARID1A', 'ARPC1A', 'AR', 'ATAD5', 'ATM', 'ATRIP', 'ATRX', 'ATR', 'AURKA', 'AURKB', 'B3GALTL', 'BACH1', 'BARD1', 'BCCIP', 'BCHE', 'BDNF', 'BECN1', 'BIRC5', 'BLM', 'BMI1', 'BRCA1', 'BRCC3', 'BRE', 'BRIP1', 'SLX4', 'BUB1B', 'BUB1', 'BUB3', 'SFR1', 'RHNO1', 'RMI2', 'BABAM1', 'MMS22L', 'CASC1', 'CASC5', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCNE1', 'CDC25A', 'CDC25C', 'CDC45', 'CDC6', 'CDH1', 'CDK12', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CENPE', 'CENPF', 'CEP55', 'CHEK1', 'CHEK2', 'CHRNA1', 'CLSPN', 'CNTROB', 'CREM', 'CSMD3', 'CTNNB1', 'CYP19A1', 'DMC1', 'DNA2', 'DSN1', 'DYNC1LI2', 'EGFR', 'EGF', 'ELAC2', 'EME1', 'EME2', 'ENAM', 'EPCAM', 'ERBB2', 'ERBB3', 'ERCC1', 'ERCC2', 'ERCC4', 'ERCC5', 'ERCC6', 'ERCC8', 'ESPL1', 'ESR1', 'EXO1', 'EZH2', 'FAM175A', 'FANCA', 'FANCB', 'FANCC', 'FANCD2', 'FANCE', 'FANCF', 'FANCG', 'FANCI', 'FANCL', 'FANCM', 'FBN1', 'FBXO18', 'FBXW7', 'FEN1', 'FGFR2', 'FHIT', 'FLNA', 'FOXM1', 'GAPDH', 'GEN1', 'SLX1B', 'H2AFX', 'HELQ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2BE', 'HIST3H3', 'HMG20A', 'HMG20B', 'HMMR', 'HNRNPC', 'HOXB13', 'HRAS', 'HUS1', 'ITPKB', 'KAT2B', 'KAT5', 'KEAP1', 'SPIDR', 'KIF23', 'KIF4A', 'KIT', 'KLK3', 'KRAS', 'KRT5', 'LIG1', 'LIG3', 'LIG4', 'LIMD1', 'LSP1', 'MAD2L2', 'MAGED1', 'MAMSTR', 'MAP2K2', 'MAP3K1', 'MCM10', 'MCPH1', 'MDC1', 'MDM2', 'MDM4', 'MEN1', 'MGMT', 'MKI67', 'MLH1', 'MLH3', 'KMT2C', 'MND1', 'MORF4L1', 'MRE11A', 'MRPL36', 'MSH2', 'MSH3', 'MSH4', 'MSH5', 'MSH6', 'MTA2', 'FAN1', 'MUC1', 'MUS81', 'MUTYH', 'MYC', 'NBN', 'NCAPG', 'NEDD4', 'NF1', 'NHEJ1', 'NNT', 'NOTCH1', 'NSL1', 'NSMCE4A', 'OBFC1', 'OGG1', 'PALB2', 'PARG', 'PARP1', 'PARP2', 'PARP3', 'PAXIP1', 'PCNA', 'PDLIM7', 'PDS5A', 'PDS5B', 'PGR', 'PIK3CA', 'PLCB4', 'PLEC', 'PLEKHH1', 'PLK1', 'PMS1', 'PMS2', 'PNOC', 'POLD1', 'POLD2', 'POLD3', 'POLD4', 'POLE2', 'POLE3', 'POLE4', 'POLE', 'POLH', 'POLK', 'POLN', 'POLQ', 'PRDM9', 'PRKDC', 'PRSS1', 'PSMC3IP', 'PSMD3', 'PSMD6', 'PTEN', 'RAD17', 'RAD18', 'RAD1', 'RAD21', 'RAD23B', 'RAD50', 'RAD51AP1', 'RAD51C', 'RAD51B', 'RAD51D', 'RAD51', 'RAD52', 'RAD54B', 'RAD54L', 'RAD9A', 'RAD9B', 'RAG2', 'RASSF1', 'RBBP8', 'RBMX', 'RECQL4', 'RECQL5', 'RECQL', 'RET', 'REV1', 'REV3L', 'RFC1', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RMI1', 'RNF168', 'RNF8', 'RPA1', 'RPA2', 'RPA3', 'RPS27A', 'RTEL1', 'SHFM1', 'SKP2', 'SMAD2', 'SMAD3', 'SMAD4', 'SMARCA4', 'SMARCAL1', 'SMARCB1', 'SMC1A', 'SMC2', 'SMC3', 'SMC4', 'SMC5', 'SMC6', 'SMUG1', 'SNAI2', 'SP1', 'SPO11', 'STAT5A', 'STK11', 'STRA13', 'SUV39H1', 'SYCP3', 'TBCE', 'TDP1', 'TERT', 'TEX15', 'TMPRSS2', 'TNS1', 'TOP1', 'TOP2A', 'TOP3A', 'TOP3B', 'TOPBP1', 'TOX3', 'TP53BP1', 'TP53', 'TPX2', 'TRIP12', 'PRSS58', 'TTK', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2D1', 'UBE2E2', 'UBE2E3', 'UBE2N', 'UBE2T', 'UIMC1', 'USF1', 'USP11', 'USP15', 'USP1', 'USP21', 'USP4', 'UVRAG', 'VEGFA', 'VWF', 'WDR48', 'WDTC1', 'WEE1', 'WRN', 'WT1', 'WTIP', 'XPA', 'XPO1', 'XRCC1', 'XRCC2', 'XRCC3', 'XRCC4', 'XRCC5', 'XRCC6', 'ZFYVE26', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026562361008646285
		RMSE:  0.19787350383771835
		NRMSE:  0.12800221484333532
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00017758204834872338
		RMSE:  0.18475106890837595
		NRMSE:  0.18489898809885505
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  LinearRegression
		Pearson Correlation:  0.8454010479353389
		Spearman Correlation:  0.8120135223720151
		Coefficient of Determination:  0.7147029318501694
		RMSE:  0.10555049364409864
		NRMSE:  0.06827946492185492
		MAPE:  270.53743966755104
		Pearson Correlation:  0.020965348263197316
		Spearman Correlation:  0.04804902942281085
		Coefficient of Determination:  -4.00712938587055
		RMSE:  0.4133736681390266
		NRMSE:  0.41370463184450224
		MAPE:  640.1565431608517

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3.3259762905405097, tolerance: 0.002096995577721637
  positive)
		Pearson Correlation:  0.8364968213679352
		Spearman Correlation:  0.8027855548544885
		Coefficient of Determination:  0.6996258207996335
		RMSE:  0.10830360504108977
		NRMSE:  0.07006042270392518
		MAPE:  258.03460291511124
		Pearson Correlation:  0.03504241342292678
		Spearman Correlation:  0.0750683775588032
		Coefficient of Determination:  -2.0436086761743355
		RMSE:  0.32228701528547
		NRMSE:  0.3225450513265313
		MAPE:  494.2856215942105

	Predictor:  RandomForests
		Pearson Correlation:  0.60386639891161
		Spearman Correlation:  0.5287781457532937
		Coefficient of Determination:  0.19635272742338494
		RMSE:  0.1771513033962627
		NRMSE:  0.11459724903695205
		MAPE:  155.59914979554776
		Pearson Correlation:  0.3217142094796893
		Spearman Correlation:  0.32712945947914707
		Coefficient of Determination:  0.07344564996461644
		RMSE:  0.17782132885814864
		NRMSE:  0.17796369981800306
		MAPE:  126.72724445348126

Protein:  CDKN2A
Protein Interaction Partners Count:  612
x_train_column_count:  605
x_train columns:  ['ABCC1', 'ABL1', 'ACAP1', 'ACAP2', 'ACP5', 'ACTA1', 'ACTB', 'ACTG1', 'ADAMTS9', 'ADAP1', 'AFP', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALK', 'ANKRD12', 'ANXA5', 'AP3D1', 'AP3S1', 'AP3S2', 'APAF1', 'APBA1', 'APBA2', 'ARAP1', 'ARAP2', 'ARF1', 'ARF3', 'ARF4', 'ARF5', 'ARF6', 'ARFGAP1', 'ARFGAP3', 'ARFIP2', 'ARFRP1', 'ARID1A', 'ARID2', 'ARID5B', 'ARL10', 'ARL1', 'ARL2', 'ARL3', 'ARL4A', 'ARL5A', 'AR', 'ASAP1', 'ATM', 'ATRX', 'ATR', 'AURKA', 'AURKB', 'AXIN1', 'BAP1', 'BCL2L11', 'BCL2L1', 'BCL6', 'BECN1', 'BIRC5', 'BMI1', 'BRAF', 'BRCA1', 'BRCA2', 'BUB1B', 'RGCC', 'C1QBP', 'RABL6', 'CACNA1G', 'CADM1', 'CAMK1D', 'CASP3', 'CASP8', 'CASP9', 'CAV1', 'CBX7', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNL1', 'CD274', 'CD34', 'CD44', 'CDC123', 'CDC20', 'CDC25A', 'CDC25C', 'CDC42', 'CDC45', 'CDC5L', 'CDC6', 'CDC7', 'CDH13', 'CDH17', 'CDH1', 'CDH2', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK5RAP3', 'CDK6', 'CDK7', 'CDKAL1', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2AIP', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDX2', 'CEACAM5', 'CEBPB', 'CEBPE', 'CHEK1', 'CHEK2', 'CHFR', 'CHKA', 'COMMD1', 'CRABP1', 'CREBBP', 'CSF1R', 'CSF1', 'CSF2', 'CTBP1', 'CTBP2', 'CTCF', 'CTLA4', 'CTNNB1', 'CTSK', 'CUL1', 'CUL3', 'CXCR4', 'CYCS', 'CYLD', 'CYTH1', 'CYTH2', 'CYTH3', 'DAB2IP', 'DAP', 'DAXX', 'DICER1', 'DIRAS3', 'DLEC1', 'DMTF1', 'DNAH3', 'DNMT1', 'DNMT3A', 'DNMT3B', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EBF1', 'EGFR', 'EGF', 'EGR1', 'EHF', 'EHMT2', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EP300', 'EPCAM', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ETS1', 'ETV6', 'EWSR1', 'EZH1', 'EZH2', 'FAT1', 'FBXW7', 'FGF2', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FKBP2', 'FLT3', 'FMN2', 'FN1', 'FOS', 'FOXA1', 'FOXM1', 'FOXN2', 'FOXO1', 'FOXO3', 'FTO', 'FZR1', 'GADD45A', 'GAPDH', 'GATA3', 'GATA4', 'GATA5', 'GBF1', 'GDF15', 'GGA1', 'GGA2', 'GGA3', 'GIT1', 'GIT2', 'GLI1', 'GLTSCR2', 'GMNN', 'GNA11', 'GNAQ', 'GNAS', 'GNL3', 'GOLPH3', 'GP5', 'GSPT1', 'GSTP1', 'H2AFX', 'H2AFZ', 'H3F3A', 'H3F3B', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HDAC9', 'HELLS', 'HGF', 'HHEX', 'HIC1', 'HIF1A', 'HIST1H2BA', 'HIST1H4A', 'HIST1H4B', 'HIST1H4C', 'HIST1H4D', 'HIST1H4E', 'HIST1H4F', 'HIST1H4H', 'HIST1H4I', 'HIST1H4J', 'HIST1H4K', 'HIST1H4L', 'HIST2H2AA3', 'HIST2H2AC', 'HIST2H4A', 'HIST4H4', 'HLTF', 'HMGA2', 'HNF4A', 'HNRNPD', 'HOPX', 'HOXA9', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPA4', 'HSPA9', 'HUWE1', 'ID1', 'IDH1', 'IDH2', 'IGF1R', 'IGF1', 'IGF2BP2', 'IGF2R', 'IGF2', 'IGFBP3', 'IKBKB', 'IKZF1', 'IL10', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ING1', 'ING4', 'INS', 'IQSEC1', 'IRS1', 'ISOC2', 'ITGAM', 'JAK1', 'JAK2', 'JAK3', 'JAZF1', 'JUNB', 'JUN', 'KAT2B', 'KAT5', 'KCNJ11', 'KCNQ1', 'KDM1A', 'KDM2B', 'KDM6A', 'KDM6B', 'KDR', 'KEAP1', 'KIAA1549', 'KIT', 'KLF4', 'KRAS', 'KRT19', 'KRT20', 'KRT5', 'KRT7', 'LATS2', 'LOX', 'LRRK2', 'MACROD2', 'MAF', 'MAP2K1', 'MAP2K4', 'MAP2K6', 'MAP2K7', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MAPK9', 'MAX', 'MC1R', 'MCL1', 'MCM10', 'MCM2', 'MCM5', 'MCM7', 'MDM2', 'MDM4', 'MEN1', 'MEOX1', 'MEOX2', 'MET', 'MGMT', 'MITF', 'MKRN1', 'MLANA', 'MLH1', 'KMT2D', 'KMT2C', 'KMT2B', 'MLLT3', 'MME', 'MMP2', 'MMP7', 'MMP9', 'MOV10', 'MRAS', 'MSH2', 'MSH6', 'MTA1', 'MTAP', 'MTHFR', 'MTNR1B', 'MTOR', 'MUC1', 'MYBL2', 'MYCL', 'MYCN', 'MYC', 'MYOD1', 'KAT6A', 'NANOG', 'NCAM1', 'NCL', 'NCOR1', 'NES', 'NEUROG1', 'NF1', 'NF2', 'NFATC1', 'NFE2L2', 'NKX2-1', 'NME1', 'NOTCH1', 'NOTCH2', 'NPM1', 'NRAS', 'NSUN2', 'ORC4', 'ORC5', 'OSBP2', 'P2RY8', 'PA2G4', 'PALB2', 'PARP1', 'PAX3', 'PAX5', 'PAX8', 'PBRM1', 'PCGF2', 'PDGFB', 'PDGFRA', 'PDGFRB', 'PEX19', 'PGR', 'PHLDB1', 'PI3', 'PIAS2', 'PIGF', 'PIK3CA', 'PIK3R1', 'PIP4K2A', 'PLEKHA3', 'PLEKHA8', 'PLEK', 'PLK1', 'PMAIP1', 'PML', 'PMS2', 'POTEF', 'POU5F1', 'PPARA', 'PPARG', 'PPM1D', 'PPP1R9B', 'PPP3CA', 'PRDM2', 'PRMT6', 'PROM1', 'PRSS1', 'PSMC3', 'PSMD10', 'PSME3', 'PTCH1', 'PTEN', 'PTER', 'PTF1A', 'PTGS2', 'PTPN11', 'PTPRC', 'PTPRD', 'PXN', 'RAB11A', 'RAB5A', 'RABEP1', 'RABGEF1', 'RAC2', 'RAD51', 'RAF1', 'RAP2B', 'RARB', 'RASSF1', 'RASSF2', 'RB1', 'RBL1', 'RBL2', 'RCC1', 'RELA', 'RELB', 'REL', 'RET', 'RHOA', 'DROSHA', 'RNF2', 'RNF43', 'ROS1', 'RPL11', 'RPRM', 'RPS27A', 'RPS6KB1', 'RRAS2', 'RRAS', 'RTEL1', 'RUNX2', 'RUNX3', 'SDHC', 'SENP1', 'SENP3', 'SERPINE1', 'SERTAD1', 'SETD2', 'SFN', 'SFRP1', 'SFRP2', 'SHH', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT4', 'SIRT5', 'SIRT6', 'SIRT7', 'SIVA1', 'SIX2', 'SKP2', 'SLC30A8', 'SMAD2', 'SMAD3', 'SMAD4', 'SMARCA4', 'SMARCB1', 'SMUG1', 'SNAI1', 'SNAI2', 'SNCA', 'SOCS1', 'SOX2', 'SP1', 'SPEN', 'SRC', 'STAT1', 'STAT3', 'STK11', 'STK25', 'STK33', 'STMN1', 'SUB1', 'SUMO1', 'SUMO2', 'SUMO3', 'SUV39H1', 'SUZ12', 'SYNE1', 'SYP', 'TBL1XR1', 'TBRG1', 'TBX2', 'TBX3', 'TCF7L2', 'TCHP', 'TERT', 'TET2', 'TFDP1', 'TFPI2', 'TGFBR2', 'THADA', 'THBS1', 'TIMP3', 'TMCO1', 'TMEM115', 'TNFRSF10B', 'TNFSF11', 'TNF', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOP1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TP73', 'TRADD', 'TRIM28', 'TRIP12', 'PRSS58', 'TSC2', 'TSPAN8', 'TTF1', 'TWIST1', 'TWSG1', 'TYR', 'UBA52', 'UBB', 'UBC', 'UBE2A', 'UBE2I', 'UBE3A', 'UCHL1', 'USP7', 'UTF1', 'VEGFA', 'VHL', 'WDTC1', 'WEE1', 'WFS1', 'WHSC1', 'WIF1', 'WRN', 'WT1', 'WWOX', 'XRCC1', 'YY1', 'ZBTB17', 'ZBTB7A', 'ZEB1', 'ZFP91', 'ZNF148', 'ZNF217', 'ZNF227', 'ZNF410', 'ZNF420', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.062199248812668806
		RMSE:  0.6624014175436462
		NRMSE:  0.14974599695798488
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10057809021042674
		RMSE:  0.783524323220729
		NRMSE:  0.21159176970584093
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6427147371513342
		NRMSE:  0.145295521001771
		MAPE:  207.86247046219444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010510594090658465
		RMSE:  0.7507796405829533
		NRMSE:  0.20274902527219912
		MAPE:  439.74244050751946

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  7.124542177307346e-14
		NRMSE:  1.6106119989391533e-14
		MAPE:  5.0723893044692024e-11
		Pearson Correlation:  0.1252263688606401
		Spearman Correlation:  0.08535264852209541
		Coefficient of Determination:  -34.08861630312115
		RMSE:  4.424102422449032
		NRMSE:  1.1947346536454313
		MAPE:  7404.804634882831

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.8756560592630063, tolerance: 0.02218251593097602
  positive)
		Pearson Correlation:  0.9971501323066427
		Spearman Correlation:  0.9956929064354475
		Coefficient of Determination:  0.9942674474248107
		RMSE:  0.04866226074242915
		NRMSE:  0.011000850173489125
		MAPE:  36.677362308429444
		Pearson Correlation:  0.16800855063099107
		Spearman Correlation:  0.1420983318700615
		Coefficient of Determination:  -27.62586802256817
		RMSE:  3.995962315410613
		NRMSE:  1.0791148569836926
		MAPE:  4619.5866984988315

	Predictor:  RandomForests
		Pearson Correlation:  0.6607511781830171
		Spearman Correlation:  0.6039855415911017
		Coefficient of Determination:  0.42435018378000744
		RMSE:  0.4876378899475922
		NRMSE:  0.1102380219164897
		MAPE:  179.7477011975791
		Pearson Correlation:  0.7092247029117462
		Spearman Correlation:  0.5793828864710735
		Coefficient of Determination:  0.4563914662849009
		RMSE:  0.5506620972013854
		NRMSE:  0.14870702057828392
		MAPE:  286.0885966516016

Protein:  TP53
Protein Interaction Partners Count:  1000
x_train_column_count:  991
x_train columns:  ['ABCB1', 'ABCC1', 'ABL1', 'ACTB', 'ACTL6A', 'ADAM17', 'AFP', 'AGT', 'AICDA', 'AIFM2', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALK', 'ANKRD2', 'ANXA1', 'ANXA2', 'ANXA5', 'APAF1', 'APBB1', 'APC', 'APEX1', 'APOBEC3B', 'APP', 'ARID1A', 'ARID3A', 'AR', 'ASF1A', 'ASXL1', 'ATF2', 'ATF3', 'ATG7', 'ATM', 'ATN1', 'ATRIP', 'ATRX', 'ATR', 'ATXN3', 'AURKA', 'AURKB', 'AXIN1', 'AXL', 'BACE1', 'BAG1', 'BAG2', 'BAIAP2L1', 'BAK1', 'BANP', 'BARD1', 'BAX', 'BBC3', 'BCL2A1', 'BCL2L11', 'BCL2L12', 'BCL2L14', 'BCL2L1', 'BCL2L2', 'BCL2', 'BCL6', 'BCR', 'BDNF', 'BECN1', 'BID', 'BIRC3', 'BIRC5', 'BIRC6', 'BLM', 'BMF', 'BMI1', 'BMX', 'BNIP3L', 'BNIP3', 'BRCA1', 'BRCA2', 'BRCC3', 'BRD1', 'BRD4', 'BRD7', 'BRE', 'BRIP1', 'BRPF1', 'BRPF3', 'BTG2', 'BTK', 'BUB1B', 'BUB1', 'RHNO1', 'RGCC', 'RMI2', 'CNOT11', 'SETD9', 'CA9', 'CABIN1', 'CABLES1', 'CAPN1', 'CARM1', 'CASP10', 'CASP1', 'CASP2', 'CASP3', 'CASP6', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBX2', 'CBX4', 'CBX6', 'CBX8', 'CCDC106', 'CCL2', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNG2', 'CCNH', 'CCNK', 'CCT2', 'CCT3', 'CCT4', 'CCT5', 'CCT6A', 'CCT6B', 'CCT7', 'CCT8', 'CD24', 'CD274', 'CD34', 'CD40LG', 'CD40', 'CD44', 'CD82', 'CDC20', 'CDC25A', 'CDC25C', 'CDH17', 'CDH1', 'CDK12', 'CDK13', 'CDK1', 'CDK2', 'CDK4', 'CDK5R1', 'CDK5', 'CDK6', 'CDK7', 'CDK8', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CEACAM5', 'CEBPB', 'CENPJ', 'CFL1', 'CFLAR', 'CHD3', 'CHD4', 'CHD8', 'CHEK1', 'CHEK2', 'CHUK', 'CISH', 'CITED2', 'CLSPN', 'CLU', 'CNOT10', 'CNOT1', 'CNOT2', 'CNOT3', 'CNOT4', 'CNOT6L', 'CNOT6', 'CNOT7', 'CNOT8', 'COPS5', 'CREB1', 'CREBBP', 'CRYAB', 'CSNK1A1', 'CSNK1D', 'CSNK1E', 'CSNK1G1', 'CSNK1G2', 'CSNK1G3', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTBP1', 'CTCF', 'CTGF', 'CTNNB1', 'CUL4A', 'CUL7', 'CUL9', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP1A1', 'DACH1', 'DAPK1', 'DAP', 'DAXX', 'DDB1', 'DDB2', 'DDIT4', 'DDX17', 'DDX3X', 'DDX5', 'DECR1', 'DGCR8', 'DHCR24', 'DHFR', 'DIABLO', 'DICER1', 'DKK1', 'DMTF1', 'DNA2', 'DNAJA3', 'DNAJB1', 'DNMT1', 'DNMT3A', 'DNTT', 'DPYD', 'DRAM1', 'DTL', 'DUSP1', 'DUSP2', 'DYRK1A', 'DYRK2', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F7', 'E2F8', 'E4F1', 'EED', 'EEF1A1', 'EEF1A2', 'EGFR', 'EGF', 'EGR1', 'EHMT1', 'EHMT2', 'EI24', 'EIF2AK2', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF4EBP1', 'ELANE', 'ELAVL1', 'ELL3', 'ELL', 'EP300', 'EP400', 'EPCAM', 'EPHA2', 'EPHA3', 'EPHB2', 'ERBB2', 'ERBB4', 'ERCC1', 'ERCC2', 'ERCC3', 'ERCC6', 'ESR1', 'ETS1', 'ETS2', 'EWSR1', 'EXO1', 'EZH2', 'F2', 'FADD', 'AMER1', 'FAM175B', 'FANCC', 'FANCD2', 'FASLG', 'FAS', 'FBL', 'FBXO11', 'FBXO4', 'FBXW7', 'FGF1', 'FGF2', 'FGFR3', 'FHIT', 'FHL2', 'FLT3', 'FN1', 'FOSL1', 'FOS', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FSCN1', 'FUT4', 'FZR1', 'G3BP1', 'G6PD', 'GADD45A', 'GADD45B', 'GADD45G', 'GAPDH', 'GATAD2A', 'GATAD2B', 'GDF15', 'GFI1', 'GLS2', 'GLTSCR2', 'GNL3', 'GRAMD4', 'GRB10', 'GRB14', 'GSK3B', 'GSTP1', 'GTF2H1', 'GTSE1', 'H1F0', 'H2AFX', 'HAMP', 'HCK', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC5', 'HDAC7', 'HDAC8', 'HDAC9', 'HERC5', 'HIC1', 'HIF1A', 'HIPK1', 'HIPK2', 'HIPK3', 'HIPK4', 'HIRA', 'HIST1H1A', 'HIST1H1B', 'HIST1H1C', 'HIST1H1D', 'HIST1H1E', 'HK2', 'HMGA1', 'HMGA2', 'HMGB1', 'HMGB2', 'HMMR', 'HMOX1', 'HNF4A', 'HNRNPK', 'HNRNPL', 'HOXA5', 'HPGDS', 'HRAS', 'HSF1', 'HSP90AA1', 'HSP90AB1', 'HSP90B1', 'HSPA1A', 'HSPA1B', 'HSPA1L', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPA9', 'HSPB1', 'HSPB2', 'HTT', 'HUS1', 'HUWE1', 'ICAM1', 'ID2', 'ID4', 'IDH1', 'IDH2', 'IFI16', 'IFNAR1', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IGFBP7', 'IKBKB', 'IL17A', 'IL4', 'IL6', 'CXCL8', 'ING1', 'ING2', 'ING3', 'ING4', 'ING5', 'INSIG1', 'INS', 'IRF1', 'ISG15', 'ITPKB', 'JAG1', 'JAK2', 'JMY', 'JUN', 'KAT2A', 'KAT2B', 'KAT5', 'KDM1A', 'KDM6A', 'KDM6B', 'KDR', 'KHDRBS1', 'CCAR2', 'KIT', 'KLF2', 'KLF4', 'KLF5', 'KLF6', 'KLK3', 'KPNA2', 'KRAS', 'KRT14', 'KRT17', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'L3MBTL1', 'LAMA4', 'LEP', 'LGALS7B', 'LGALS7', 'LIF', 'LIG4', 'LIN28A', 'PIDD1', 'LRRK2', 'LYN', 'MAF1', 'MAF', 'MAGEA2', 'MAP1LC3B', 'MAP2K1', 'MAP2K3', 'MAP2K7', 'MAP3K1', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MAPK9', 'MAPKAPK5', 'MBD3', 'MCL1', 'MCM7', 'MDC1', 'MDH1', 'MDM2', 'MDM4', 'MEAF6', 'MECOM', 'MELK', 'MET', 'MGMT', 'MIF', 'MKI67', 'MKRN1', 'MLH1', 'KMT2D', 'KMT2C', 'MMP13', 'MMP1', 'MMP2', 'MMP9', 'MOV10', 'MRE11A', 'MSH2', 'MSH6', 'MSX1', 'MT1A', 'MT2A', 'MTA1', 'MTA2', 'MTA3', 'MTOR', 'MUC1', 'MUTYH', 'MYBBP1A', 'MYB', 'MYCN', 'MYC', 'MYOCD', 'KAT8', 'KAT6A', 'NANOG', 'NBN', 'NCL', 'NCOA3', 'NCOR1', 'NCOR2', 'NDN', 'NDRG1', 'NEDD8', 'NES', 'NEUROD1', 'NF1', 'NF2', 'NFE2L2', 'NFKB1', 'NFKB2', 'NFKBIA', 'NFKBIB', 'NFYA', 'NFYB', 'NFYC', 'NGFR', 'NKX2-1', 'NLK', 'NLRC4', 'NME1', 'NOC2L', 'NOS3', 'NOTCH1', 'NOTCH3', 'NOTCH4', 'NOX4', 'NPM1', 'NQO1', 'NR1I2', 'NR2E1', 'NR3C1', 'NR4A1', 'NR4A2', 'NRAS', 'NUAK1', 'NUMB', 'NUPR1', 'OGG1', 'OLIG2', 'OPN1SW', 'OSGIN1', 'OTUB1', 'OTUB2', 'OTUD5', 'PADI4', 'PALB2', 'PARK2', 'PARK7', 'PARP1', 'PATZ1', 'PAX2', 'PAX3', 'PAX8', 'PBK', 'PBRM1', 'PCBP4', 'PCNA', 'PDCD4', 'PDCD5', 'PDGFRA', 'PDGFRB', 'PDLIM7', 'PER2', 'PERP', 'PGR', 'PHB', 'PHC1', 'PHC2', 'PHC3', 'PHF20', 'PHGDH', 'PI3', 'PIAS1', 'PIAS2', 'PIAS4', 'PIK3CA', 'PIN1', 'PKM', 'PLAGL1', 'PLAU', 'PLK1', 'PLK2', 'PLK3', 'PLK4', 'PMAIP1', 'PML', 'PMS2', 'POLI', 'POLK', 'POU4F1', 'POU4F2', 'POU5F1', 'PPARGC1A', 'PPARG', 'PPIF', 'PPM1D', 'PPP1R13B', 'PPP1R13L', 'PPP1R15A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R4', 'PPP2R5C', 'PRDM1', 'PRDM2', 'PRDX1', 'PRELID1', 'PRIMA1', 'PRKAA1', 'PRKAA2', 'PRKAB1', 'PRKAB2', 'PRKAG1', 'PRKAG2', 'PRKAG3', 'PRKCA', 'PRKCD', 'PRKCZ', 'PRKD1', 'PRKDC', 'PRKG1', 'PRMT1', 'PRMT5', 'PROM1', 'PSEN1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTBP1', 'PTCH1', 'PTEN', 'PTGS2', 'PTK2', 'PTTG1', 'RABGGTA', 'RABGGTB', 'RAD17', 'RAD1', 'RAD50', 'RAD51', 'RAD9A', 'RAD9B', 'RASSF1', 'RB1CC1', 'RB1', 'RBBP4', 'RBBP6', 'RBBP7', 'RBBP8', 'RBL1', 'RBL2', 'RBM38', 'RBPJ', 'RCHY1', 'RCOR1', 'RECQL4', 'RELA', 'REM1', 'REST', 'RET', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RFFL', 'RFWD2', 'RING1', 'RMI1', 'DROSHA', 'RNF20', 'RNF2', 'RNF34', 'RNF43', 'ROCK1', 'RPA1', 'RPA2', 'RPA3', 'RPL11', 'RPL22', 'RPL26', 'RPL5', 'RPRM', 'RPS14', 'RPS19', 'RPS27A', 'RPS27L', 'RPS3', 'RPS6KB1', 'RQCD1', 'RRAD', 'RRM2B', 'RRM2', 'RUNX2', 'RUNX3', 'S100A2', 'S100A4', 'S100A6', 'S100B', 'SALL4', 'SCO2', 'SDHC', 'SENP1', 'SENP3', 'SERPINB5', 'SERPINE1', 'SESN1', 'SESN2', 'SESN3', 'SETD2', 'SETD7', 'SETD8', 'SETDB1', 'SFN', 'SRSF1', 'SGK1', 'SHFM1', 'SHH', 'SHISA5', 'SIK1', 'SIN3A', 'SIN3B', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT4', 'SIRT5', 'SIRT6', 'SIRT7', 'SIVA1', 'SKP2', 'SLC2A14', 'SLC2A1', 'SLC2A2', 'SLC2A3', 'SLC6A6', 'SLMO1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMARCD1', 'SMG1', 'SMG7', 'SMYD2', 'SNAI1', 'SNAI2', 'SOCS1', 'SOCS3', 'SOD2', 'SORT1', 'SOX2', 'SOX4', 'SP100', 'SP1', 'SP3', 'SP7', 'SPATA18', 'SPP1', 'SQSTM1', 'SRC', 'SREBF1', 'SREBF2', 'SSRP1', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'STEAP3', 'STK11', 'STMN1', 'STUB1', 'SUB1', 'SUMO1', 'SUMO2', 'SUMO3', 'SUMO4', 'SUPT16H', 'SUV39H1', 'SUZ12', 'SYK', 'SYP', 'TADA3', 'TAF10', 'TAF11', 'TAF12', 'TAF13', 'TAF15', 'TAF1L', 'TAF1', 'TAF2', 'TAF3', 'TAF4B', 'TAF4', 'TAF5', 'TAF6', 'TAF7L', 'TAF7', 'TAF9B', 'TBPL1', 'TBPL2', 'TBP', 'TCHP', 'TCP1', 'TDG', 'TERT', 'TET2', 'TFAM', 'TFAP2A', 'TFAP2C', 'TFDP1', 'TFF1', 'TGFB1', 'TGM2', 'THBS1', 'TIMP3', 'TLR3', 'TLR9', 'TMEM219', 'TNFAIP3', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF10C', 'TNFRSF10D', 'TNF', 'TNK2', 'TNKS1BP1', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOE1', 'TOP1', 'TOP2A', 'TOP3A', 'TOPBP1', 'TOPORS', 'TP53AIP1', 'TP53BP1', 'TP53BP2', 'TP53I3', 'TP53INP1', 'TP53RK', 'TP63', 'TP73', 'TPT1', 'TPX2', 'TRAF6', 'TRIAP1', 'TRIM24', 'TRIM28', 'TRIM29', 'TRIM32', 'TRIM59', 'TRIM8', 'TRRAP', 'TSC2', 'TTC5', 'TTK', 'TWIST1', 'TWIST2', 'TXN', 'TYMS', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2A', 'UBE2D1', 'UBE2E1', 'UBE2I', 'UBE2K', 'UBE2N', 'UBE2Q1', 'UBE2S', 'UBE3A', 'UBN1', 'UCHL1', 'UHRF1', 'USF1', 'USP10', 'USP15', 'USP24', 'USP3', 'USP42', 'USP7', 'UTP14A', 'VEGFA', 'VHL', 'VPRBP', 'VRK1', 'WDTC1', 'WEE1', 'WRN', 'WT1', 'WWOX', 'XAF1', 'XIAP', 'XPA', 'XPO1', 'XRCC1', 'XRCC5', 'XRCC6', 'YBX1', 'YWHAB', 'YWHAE', 'YWHAG', 'YWHAH', 'YWHAQ', 'YWHAZ', 'YY1', 'YY2', 'ZBTB33', 'ZBTB7A', 'ZEB1', 'ZEB2', 'ZKSCAN4', 'ZNF148', 'ZNF274', 'ZNF385A', 'ZNF420', 'ZNF668', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05546789854165435
		RMSE:  0.4652085657713222
		NRMSE:  0.11180210665016156
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04275496084346875
		RMSE:  0.4295356456720749
		NRMSE:  0.1544592202783541
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  6.434063350069321e-15
		NRMSE:  1.5462781422901518e-15
		MAPE:  7.269359457309156e-12
		Pearson Correlation:  0.31666797803807756
		Spearman Correlation:  0.26685201443761586
		Coefficient of Determination:  -4.775742523262116
		RMSE:  1.010908830516154
		NRMSE:  0.3635185840972901
		MAPE:  1484.9298320311882

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.23416389364396895, tolerance: 0.011010946742365387
  positive)
		Pearson Correlation:  0.9999792631720819
		Spearman Correlation:  0.9999273313694013
		Coefficient of Determination:  0.9999550564136399
		RMSE:  0.0030357013977341694
		NRMSE:  0.0007295605377875919
		MAPE:  22.143448490981648
		Pearson Correlation:  0.2479627406958772
		Spearman Correlation:  0.2516973953760609
		Coefficient of Determination:  -4.017020024250988
		RMSE:  0.9421737391269326
		NRMSE:  0.3388017329378736
		MAPE:  1145.7434427544347

	Predictor:  RandomForests
		Pearson Correlation:  0.6578300600149463
		Spearman Correlation:  0.5691549846269923
		Coefficient of Determination:  0.37486668057814176
		RMSE:  0.3580234818259469
		NRMSE:  0.08604265364718744
		MAPE:  564.486580249894
		Pearson Correlation:  0.49991780325241103
		Spearman Correlation:  0.5225089443287664
		Coefficient of Determination:  0.24724954793540155
		RMSE:  0.36495018692417036
		NRMSE:  0.13123455964765737
		MAPE:  355.9936133058641

Protein:  CTNNB1
Protein Interaction Partners Count:  992
x_train_column_count:  984
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACAN', 'ACP1', 'ACTA1', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTN1', 'ACTN4', 'ACVR1B', 'ACVR1', 'ADAM10', 'ADCY7', 'ADIPOQ', 'AES', 'AFP', 'AHI1', 'AHR', 'AHSA1', 'AJAP1', 'AK9', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDH1A1', 'ALK', 'ALPL', 'AMHR2', 'AMH', 'ANXA5', 'AP1M1', 'APC2', 'APCS', 'APC', 'APH1A', 'APH1B', 'AQP1', 'ARHGAP10', 'ARHGAP21', 'ARHGAP32', 'ARHGEF4', 'ARID1A', 'ARID2', 'ARMC7', 'ARMC8', 'ARVCF', 'ARX', 'AR', 'ASCL1', 'ASF1A', 'ASH2L', 'ASIP', 'ATF4', 'ATM', 'AURKA', 'AXIN1', 'AXIN2', 'BAG3', 'BCAR1', 'BCL2L1', 'BCL3', 'BCL6', 'BCL9L', 'BCL9', 'BDNF', 'BGLAP', 'BIRC5', 'BMI1', 'BMP2', 'BMP4', 'BMP7', 'BMPR1A', 'BMPR1B', 'BNIP2', 'BRAF', 'BRCA1', 'BRCA2', 'BRMS1L', 'BTRC', 'HILPDA', 'AK8', 'CA2', 'CA9', 'CABLES1', 'CACYBP', 'CALM1', 'CALM3', 'CARM1', 'CASP3', 'CASP8', 'CASP9', 'CAV1', 'CBLL1', 'CBL', 'CBY1', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCNE1', 'CD24', 'CD34', 'CD40', 'CD44', 'CDC27', 'CDC42', 'CDC73', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH16', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH26', 'CDH2', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDHR5', 'CDK12', 'CDK1', 'CDK2', 'CDK4', 'CDK5R1', 'CDK5', 'CDK6', 'CDK8', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDON', 'CDX1', 'CDX2', 'CEBPA', 'CHD8', 'CHRD', 'CHUK', 'CITED1', 'CKAP5', 'CLCA1', 'CLDN3', 'CLDN5', 'COL1A1', 'COPS3', 'COPS5', 'COPS6', 'CREB1', 'CREBBP', 'CRKL', 'CRK', 'CRP', 'CRYAB', 'CSNK1A1L', 'CSNK1A1', 'CSNK1D', 'CSNK1E', 'CSNK2A3', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTBP1', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNAL1', 'CTNNBIP1', 'CTNND1', 'CTNND2', 'CTTN', 'CUL1', 'CUL4A', 'CUL4B', 'CXCR4', 'CXXC4', 'DAB2', 'DACT1', 'DACT2', 'DACT3', 'DCT', 'DCX', 'DDB1', 'DDX39A', 'DDX3X', 'DDX5', 'DHODH', 'DHX9', 'DKK1', 'DKK2', 'DKK3', 'DKK4', 'DLG1', 'DLG2', 'DLG4', 'DLG5', 'DLGAP1', 'DLL4', 'DLX1', 'DNM2', 'DNMT1', 'DPYD', 'DSC1', 'DSC2', 'DSC3', 'DSG1', 'DSG2', 'DSG3', 'DSG4', 'DSP', 'DUSP6', 'DVL1', 'DVL2', 'DVL3', 'E2F3', 'ECM1', 'EFNA1', 'EGFR', 'EGF', 'EGR1', 'ELAVL1', 'EMD', 'ENAH', 'EP300', 'EP400', 'EPCAM', 'EPHA2', 'EPHB2', 'EPHB3', 'ERBB2IP', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ETS1', 'ETV4', 'EXOC3', 'EXOC4', 'EYA4', 'EZH2', 'EZR', 'F2RL2', 'FAF1', 'AMER1', 'FANCA', 'FASLG', 'FAS', 'FAT1', 'FAT4', 'FBXW11', 'FBXW7', 'FERMT2', 'FER', 'FGF10', 'FGF13', 'FGF2', 'FGF3', 'FGF4', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FHL2', 'FLG', 'FLOT1', 'FLOT2', 'FLT1', 'FLT3', 'FMN1', 'FMR1', 'FN1', 'FOS', 'FOXA1', 'FOXA2', 'FOXC2', 'FOXG1', 'FOXL1', 'FOXL2', 'FOXM1', 'FOXN3', 'FOXO1', 'FOXO3', 'FOXO4', 'FOXP1', 'FRAT1', 'FRAT2', 'FRZB', 'FSCN1', 'FSTL1', 'FSTL3', 'FURIN', 'FUS', 'FXR1', 'FYN', 'FZD10', 'FZD1', 'FZD2', 'FZD3', 'FZD4', 'FZD5', 'FZD6', 'FZD7', 'FZD8', 'FZD9', 'GAPDH', 'GATA2', 'GATA4', 'GCG', 'GDF2', 'GDNF', 'GFRA1', 'GJA1', 'GLI1', 'GLI2', 'GLI3', 'GLIS2', 'GLUL', 'GNA11', 'GNA12', 'GNA13', 'GNAQ', 'GNAS', 'GPC3', 'GRIA2', 'GRIP1', 'GSK3A', 'GSK3B', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HAS2', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HDAC7', 'HERC5', 'HES7', 'HGF', 'HGS', 'HHEX', 'HIC1', 'HIF1A', 'HINT1', 'HIPK2', 'HIST1H1C', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2AC', 'HIST2H2BE', 'HIST3H3', 'HMGB1', 'HNF1A', 'HNF4A', 'HNRNPA1', 'HNRNPA2B1', 'HNRNPK', 'HNRNPM', 'HOXA10', 'HOXB4', 'HPGD', 'HRAS', 'HSP90AB1', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB3', 'HSPD1', 'HTRA1', 'HTT', 'HUWE1', 'IBSP', 'IDH1', 'IDH2', 'IFNB1', 'IFRD1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP4', 'IHH', 'IKBKB', 'IL6', 'CXCL8', 'ILK', 'INS', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'IRF3', 'ISG15', 'ISL1', 'ITGAE', 'ITGB1', 'ITGB7', 'ITK', 'ITPKB', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'AJUBA', 'JUN', 'JUP', 'KANK1', 'KAT2A', 'KAT2B', 'KAT5', 'KCNN1', 'KCTD1', 'KDM1A', 'KDR', 'KIF18B', 'KIF3A', 'KIF5B', 'KIFC3', 'KIT', 'KLF2', 'KLF4', 'KLF5', 'KRAS', 'KREMEN1', 'KRIT1', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'LATS2', 'LDB1', 'LDHB', 'LDLR', 'LEF1', 'LEO1', 'LGR4', 'LGR5', 'LGR6', 'LHCGR', 'LHX8', 'LIF', 'LIMA1', 'LMNA', 'LMNB1', 'LOX', 'LRP4', 'LRP5L', 'LRP5', 'LRP6', 'LRRFIP1', 'LRRK2', 'LZTFL1', 'MACF1', 'MAGI1', 'MAGI2', 'MAGI3', 'MAP1LC3B', 'MAP2K1', 'MAP2K2', 'MAP2K6', 'MAP2K7', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8IP1', 'MAPK8', 'MAPK9', 'MDFIC', 'MDFI', 'MDK', 'MDM2', 'MED12', 'MED1', 'MEF2A', 'MEF2C', 'MEF2D', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MGMT', 'MITF', 'MKI67', 'MLH1', 'KMT2D', 'MLLT10', 'MLLT11', 'MLLT4', 'MLLT6', 'KMT2A', 'MME', 'MMP13', 'MMP14', 'MMP15', 'MMP17', 'MMP25', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MRAP', 'MSH2', 'MSH6', 'MSN', 'MSX1', 'MSX2', 'MTDH', 'MTOR', 'MUC13', 'MUC1', 'MUTYH', 'MYCN', 'MYC', 'MYF5', 'MYO1D', 'MYO6', 'MYO7A', 'MYOD1', 'MYOG', 'NANOG', 'NCAM1', 'NCCRP1', 'NCOA2', 'NCSTN', 'NDP', 'NDRG2', 'NEDD9', 'NEK2', 'NES', 'NEURL2', 'NF1', 'NF2', 'NFAT5', 'NFKB1', 'NIT1', 'NKD1', 'NKX2-5', 'NLK', 'NME1', 'NOG', 'NONO', 'NOS3', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NPM1', 'NR0B1', 'NR4A1', 'NR4A2', 'NR5A1', 'NR5A2', 'NRAS', 'NRIP1', 'NTRK1', 'NTRK2', 'NTRK3', 'NUDT5', 'NUMB', 'NUP153', 'NUTF2', 'OTX2', 'PAK1', 'PAK2', 'PAK3', 'PANK4', 'PARD3', 'PARD6A', 'PARK2', 'PARP1', 'PAX3', 'PAX6', 'PAX7', 'PAX8', 'PDGFRA', 'PDGFRB', 'PECAM1', 'PGK1', 'PGR', 'PHB', 'JADE1', 'PI3', 'PICK1', 'PIK3CA', 'PIK3R1', 'PIK3R2', 'PIN1', 'PIP5K1A', 'PIP5K1C', 'PITX2', 'PKD1', 'PKM', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PLAG1', 'PLEKHA7', 'PLK1', 'PML', 'PMS2', 'POLE', 'PORCN', 'POTEF', 'POU5F1', 'PPARD', 'PPARG', 'PPM1A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R2B', 'PPP2R5A', 'PPP2R5B', 'PPP2R5C', 'PPP2R5D', 'PPP2R5E', 'PRKACA', 'PRKACB', 'PRKACG', 'PRKAR1A', 'PRKCA', 'PRKCG', 'PRKCI', 'PRKCZ', 'PRKD1', 'PRL', 'PRMT1', 'PROC', 'PROM1', 'PROP1', 'PSEN1', 'PSEN2', 'PSENEN', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTEN', 'PTGES3', 'PTGS2', 'PTH1R', 'PTH', 'PTK2', 'PTK7', 'PTMA', 'PTN', 'PTPN11', 'PTPN13', 'PTPN1', 'PTPN6', 'PTPRB', 'PTPRC', 'PTPRF', 'PTPRG', 'PTPRJ', 'PTPRK', 'PTPRM', 'PTPRU', 'PTPRZ1', 'PVRL1', 'PVRL2', 'PXN', 'PYGO1', 'PYGO2', 'RAB5A', 'RAB7A', 'RAB8B', 'RAC1', 'RAC2', 'RALGDS', 'RANBP3', 'RAP1A', 'RAP1B', 'RAPGEF1', 'RAPGEF2', 'RAPGEF6', 'RAPSN', 'RARA', 'RARB', 'RARG', 'RARS', 'RASSF1', 'RB1CC1', 'RB1', 'RBBP5', 'RBMX', 'RBPJ', 'RBX1', 'RELA', 'REM1', 'RET', 'RHOA', 'RIPK2', 'RNF220', 'RNF43', 'ROBO1', 'ROCK1', 'ROCK2', 'ROR2', 'RPRD1A', 'RPS27A', 'RPSA', 'RSPO1', 'RSPO2', 'RSPO3', 'RSPO4', 'RUNX2', 'RUNX3', 'RUVBL1', 'RUVBL2', 'RXRA', 'RYK', 'S100A4', 'S100A6', 'SALL1', 'SALL4', 'SATB1', 'SCRIB', 'SDHC', 'SERPINE1', 'SETD2', 'SETD7', 'SFN', 'SFRP1', 'SFRP2', 'SFRP4', 'SFRP5', 'SHFM1', 'SHH', 'SIAH1', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT6', 'SKP1', 'SLC6A3', 'SLC9A3R1', 'SLCO1B3', 'SLCO2A1', 'SLIT1', 'SLK', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD5', 'SMAD7', 'SMAD9', 'SMARCA2', 'SMARCA4', 'SMARCA5', 'SMARCB1', 'SMO', 'SMURF1', 'SMYD2', 'SNAI1', 'SNAI2', 'SNX1', 'SOST', 'SOX10', 'SOX13', 'SOX17', 'SOX1', 'SOX2', 'SOX3', 'SOX4', 'SOX6', 'SOX7', 'SOX8', 'SOX9', 'SP1', 'SP7', 'SPAG9', 'SPATA13', 'SPEN', 'SPN', 'SPP1', 'SRC', 'STAT3', 'STK11', 'STRAP', 'STX4', 'SUFU', 'SUV39H1', 'SYP', 'TADA3', 'TAX1BP3', 'TAZ', 'TBL1XR1', 'TBL1X', 'TBX5', 'TBX6', 'TCF12', 'TCF3', 'TCF4', 'TCF7L1', 'TCF7L2', 'TCF7', 'TERT', 'TFAP2A', 'TFCP2', 'TFF1', 'TFF2', 'TFF3', 'TGFB1', 'TGFB2', 'TGFB3', 'TGFBR1', 'TGFBR2', 'TGM2', 'TJP1', 'TJP2', 'TLE1', 'TLE2', 'TLE3', 'TLE4', 'TNFRSF11B', 'TNFSF11', 'TNF', 'TNIK', 'TNKS2', 'TNKS', 'TNS1', 'TOB1', 'TOP2A', 'TP53', 'TRAF4', 'TRIM33', 'TRIM37', 'TRIP10', 'TRRAP', 'TSC2', 'TUBA1A', 'TWIST1', 'TYMS', 'T', 'UBA52', 'UBB', 'UBC', 'UBE2B', 'UBE2R2', 'UBE3A', 'UBR5', 'UCHL1', 'UMPS', 'UPRT', 'USP4', 'USP7', 'USP9X', 'VANGL1', 'VANGL2', 'VASP', 'VAV1', 'VAV2', 'VAV3', 'VCAM1', 'VCL', 'VDR', 'VEGFA', 'VHL', 'VIM', 'WDR64', 'WDTC1', 'WHSC1', 'WIF1', 'WISP1', 'WLS', 'WNT10A', 'WNT10B', 'WNT11', 'WNT16', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8A', 'WNT8B', 'WNT9A', 'WNT9B', 'WT1', 'WWTR1', 'XPO1', 'YAP1', 'YARS', 'YEATS4', 'YES1', 'YWHAB', 'YWHAE', 'YWHAG', 'YWHAH', 'YWHAQ', 'YWHAZ', 'ZAP70', 'ZAR1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZIC3', 'ZNRF3', 'ZYX', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.41897644861846284
		RMSE:  0.8782004120680554
		NRMSE:  0.17699587078381512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5843844136424388
		RMSE:  0.9452480588674593
		NRMSE:  0.23451795238114906
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  2.149645473601439e-14
		NRMSE:  4.332477726588547e-15
		MAPE:  1.4859744841814034e-11
		Pearson Correlation:  0.10432846324792117
		Spearman Correlation:  0.13504048385523365
		Coefficient of Determination:  -4.81262979058275
		RMSE:  1.8105138240291803
		NRMSE:  0.44919213616562803
		MAPE:  991.4373387418689

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.4591796999948534, tolerance: 0.02918679256026189
  positive)
		Pearson Correlation:  0.9999849861769243
		Spearman Correlation:  0.9999619317890892
		Coefficient of Determination:  0.9999678164776651
		RMSE:  0.004182373650554965
		NRMSE:  0.0008429315860602142
		MAPE:  4.491934121393988
		Pearson Correlation:  0.1778709088020328
		Spearman Correlation:  0.23150424348844018
		Coefficient of Determination:  -4.114812567598863
		RMSE:  1.6983624346578494
		NRMSE:  0.4213671499672132
		MAPE:  1175.9880543640156

	Predictor:  RandomForests
		Pearson Correlation:  0.6841986264785491
		Spearman Correlation:  0.6820702465624745
		Coefficient of Determination:  0.45392154713139776
		RMSE:  0.544795564573407
		NRMSE:  0.1098001823111851
		MAPE:  366.845194298559
		Pearson Correlation:  0.5488929367708912
		Spearman Correlation:  0.48712320749195204
		Coefficient of Determination:  0.29198761781243854
		RMSE:  0.6318819358306932
		NRMSE:  0.156771184397036
		MAPE:  224.60700344906942

Protein:  CCNE1
Protein Interaction Partners Count:  350
x_train_column_count:  347
x_train columns:  ['ABL1', 'AKT1', 'AKT2', 'AKT3', 'ALDH18A1', 'ANAPC10', 'ANAPC13', 'ANAPC1', 'ANAPC2', 'ANAPC4', 'ANAPC5', 'ANAPC7', 'ANXA5', 'ARID1A', 'AR', 'ATM', 'AURKA', 'AURKB', 'BARD1', 'BCL2L1', 'BIRC5', 'BRCA1', 'BRCA2', 'BTG2', 'BTRC', 'BUB1B', 'BUB1', 'BUB3', 'RGCC', 'MLIP', 'CABLES1', 'CALM1', 'CAPRIN1', 'CASP3', 'CASP9', 'CBX7', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCNC', 'CCND1', 'CCND2', 'CCND3', 'CCNE2', 'CCNF', 'CCNG1', 'CCNH', 'CCNK', 'CCNL2', 'CCNT1', 'CCNT2', 'CCNY', 'CCT2', 'CCT3', 'CCT4', 'CCT5', 'CCT6A', 'CCT6B', 'CCT7', 'CCT8', 'CDC16', 'CDC20', 'CDC23', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC26', 'CDC27', 'CDC45', 'CDC6', 'CDC7', 'CDCA2', 'CDCA5', 'CDCA8', 'CDH1', 'CDK12', 'CDK13', 'CDK14', 'CDK15', 'CDK16', 'CDK17', 'CDK18', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK5', 'CDK6', 'CDK7', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDT1', 'CENPA', 'CENPE', 'CHAF1A', 'CHD1L', 'CHEK1', 'CHEK2', 'CINP', 'CKS1B', 'CKS2', 'COPS5', 'CREBBP', 'CSK', 'CTNNB1', 'CUL1', 'CUL3', 'CUL4B', 'DBF4B', 'DBF4', 'DGCR8', 'DICER1', 'DTL', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'EBNA1BP2', 'ECT2', 'EGFR', 'EGF', 'ELAVL1', 'ELSPBP1', 'EP400', 'ERBB2', 'ERBB3', 'ERBB4', 'ESPL1', 'ESR1', 'EXO1', 'EZH2', 'FAM58A', 'FAM83H', 'FBXO5', 'FBXW7', 'FEN1', 'FGFR1', 'FGFR2', 'FGFR3', 'FOXM1', 'FZR1', 'GAPDH', 'GLI1', 'GMNN', 'GSK3B', 'H1F0', 'HDAC1', 'HEATR3', 'HERC5', 'HIST1H1A', 'HIST1H1B', 'HIST1H4A', 'HRAS', 'IFNAR1', 'IGF1R', 'IGF1', 'ITPKB', 'JUN', 'KIF11', 'KIF20A', 'KIF23', 'KIF2C', 'KPNA2', 'KRAS', 'LATS2', 'LIN37', 'LIN52', 'LIN54', 'LIN9', 'GMNC', 'MAD2L1', 'MAPK3', 'MATK', 'MAX', 'MCL1', 'MCM10', 'MCM2', 'MCM3', 'MCM4', 'MCM5', 'MCM6', 'MCM7', 'MCM8', 'MDM2', 'MEGF11', 'MELK', 'MKI67', 'KMT2D', 'KMT2B', 'MNAT1', 'MRE11A', 'MTOR', 'MYBL2', 'MYC', 'NBN', 'NF1', 'NFYB', 'NMI', 'NOTCH1', 'NOTCH3', 'NPAT', 'NRAS', 'ORC1', 'ORC2', 'ORC3', 'ORC4', 'ORC5', 'ORC6', 'PARK2', 'PARP1', 'PCBP4', 'PCNA', 'PIK3CA', 'PIK3R1', 'PKMYT1', 'PLK1', 'PLK4', 'POLA1', 'POLD1', 'PPP1R1C', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R4', 'PRC1', 'PRKAR1A', 'PRKAR2A', 'PRMT5', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMB10', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSMF1', 'PTEN', 'PTGDR', 'PTK6', 'PTTG1', 'RAD51', 'RAD54L', 'RB1', 'RBBP4', 'RBL1', 'RBL2', 'RBX1', 'REL', 'REM1', 'RHOA', 'RHOBTB3', 'RINT1', 'RNASE1', 'RPRD1A', 'RPS27A', 'RRM1', 'RRM2', 'RRN3', 'RSF1', 'SHFM1', 'SKP1', 'SKP2', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'ST8SIA1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STK3', 'STK4', 'TARBP1', 'TCP1', 'TERF1', 'TERT', 'TFDP1', 'TK1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TP73', 'TPX2', 'TTK', 'TUBG1', 'TYMS', 'UBA52', 'UBB', 'UBC', 'UBE2C', 'UBE2QL1', 'UBE2S', 'UHRF2', 'WEE1', 'WEE2', 'XIAP', 'YAP1', 'ZNF217', 'ZNF33A', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.7135069779129597
		RMSE:  0.7967382438332794
		NRMSE:  0.19227700939577658
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.179220592822603
		RMSE:  0.7927883268238614
		NRMSE:  0.2823823069719898
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.48367116033059243
		NRMSE:  0.11672446372338549
		MAPE:  119.9663870203584
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008650225247206267
		RMSE:  0.5393577763958428
		NRMSE:  0.19211318838676503
		MAPE:  85.21064296831354

	Predictor:  LinearRegression
		Pearson Correlation:  0.9600859906029507
		Spearman Correlation:  0.8662267544166397
		Coefficient of Determination:  0.9217651093520491
		RMSE:  0.13528524503270575
		NRMSE:  0.032648416881701316
		MAPE:  30.405595072708053
		Pearson Correlation:  0.42559319189842915
		Spearman Correlation:  0.324212271973466
		Coefficient of Determination:  -1.074458489383011
		RMSE:  0.7734976956787167
		NRMSE:  0.27551120059794004
		MAPE:  96.35319060126558

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.120999545103573, tolerance: 0.012562459394718587
  positive)
		Pearson Correlation:  0.9594456707831593
		Spearman Correlation:  0.8630468866692879
		Coefficient of Determination:  0.9205354201275713
		RMSE:  0.13634430059508432
		NRMSE:  0.03290399898522681
		MAPE:  30.645398821718604
		Pearson Correlation:  0.5576770653749622
		Spearman Correlation:  0.3489659545410205
		Coefficient of Determination:  -0.12215666523820357
		RMSE:  0.5688966763179973
		NRMSE:  0.20263461311415754
		MAPE:  90.19071382603154

	Predictor:  RandomForests
		Pearson Correlation:  0.8596874273082401
		Spearman Correlation:  0.7210960464713698
		Coefficient of Determination:  0.7320514696254783
		RMSE:  0.2503663064140619
		NRMSE:  0.060420953836923974
		MAPE:  54.40166636566519
		Pearson Correlation:  0.845046857639206
		Spearman Correlation:  0.7078185738575904
		Coefficient of Determination:  0.7100918169730611
		RMSE:  0.28915911496185553
		NRMSE:  0.10299523239959235
		MAPE:  44.09579052171135

Protein:  CCND1
Protein Interaction Partners Count:  857
x_train_column_count:  849
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTL6B', 'AFP', 'AHR', 'AKAP12', 'AKAP8', 'AKR1B10', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDOA', 'ALK', 'ANO1', 'ANXA5', 'APAF1', 'APC', 'APEX1', 'AREG', 'ARHGEF2', 'ARID1A', 'ARID1B', 'ARID2', 'ARID4A', 'AR', 'ASIP', 'ATF2', 'ATF3', 'ATF4', 'ATM', 'ATXN1', 'AURKA', 'AURKB', 'AXIN1', 'AXIN2', 'B2M', 'BANP', 'BARX2', 'BAX', 'BCAR1', 'BCAR3', 'BCCIP', 'BCL2A1', 'BCL2L11', 'BCL2L1', 'BCL2L2', 'BCL2', 'BCL3', 'BCL6', 'BCL9', 'BECN1', 'BGLAP', 'BHLHE40', 'BIRC2', 'BIRC3', 'BIRC5', 'BMI1', 'BMP4', 'BMP6', 'BRAF', 'BRCA1', 'BRCA2', 'BRD2', 'BRD4', 'BTC', 'BTG2', 'BTRC', 'RGCC', 'COPRS', 'CA9', 'CARD11', 'CARM1', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBFB', 'CCDC62', 'CCL2', 'CCL5', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNC', 'CCND2', 'CCND3', 'CCNDBP1', 'CCNE1', 'CCNE2', 'CCNG2', 'CCNH', 'CCNK', 'CCNL1', 'CCNL2', 'CCNT1', 'CCNT2', 'CCNY', 'CD19', 'CD22', 'CD24', 'CD34', 'CD38', 'CD44', 'CD5', 'CD79A', 'CDC20', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC27', 'CDC42', 'CDC6', 'CDC73', 'CDCA7L', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDK12', 'CDK13', 'CDK14', 'CDK16', 'CDK17', 'CDK18', 'CDK1', 'CDK20', 'CDK2', 'CDK3', 'CDK4', 'CDK5', 'CDK6', 'CDK7', 'CDK8', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDT1', 'CDX2', 'CENPE', 'CEP57', 'CFLAR', 'CHEK1', 'CHEK2', 'CHKA', 'CHUK', 'CKS1B', 'CKS2', 'CLCN3', 'COL1A1', 'CR2', 'CREB1', 'CREBBP', 'CRKL', 'CRYAB', 'CSF2', 'CTBP1', 'CTGF', 'CTNNB1', 'CTNND1', 'CTTN', 'CUL1', 'CUL3', 'CUL7', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP19A1', 'CYR61', 'DACH1', 'DAXX', 'DDIT3', 'DDX53', 'DECR1', 'DHFR', 'DICER1', 'DKK1', 'DKK3', 'DLL1', 'DMTF1', 'DND1', 'DNMT1', 'DNMT3A', 'DNTT', 'DVL1', 'DVL2', 'DYRK1A', 'DYRK1B', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EDN1', 'EEF1A1', 'EGFR', 'EGF', 'EGLN2', 'EGR1', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF3I', 'EIF4A1', 'EIF4A2', 'EIF4EBP1', 'EIF4E', 'EIF4G1', 'ELAVL1', 'ELSPBP1', 'EP300', 'EPCAM', 'EPHA2', 'EPHA7', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ETS1', 'ETV4', 'EWSR1', 'EYA1', 'EZH2', 'FABP4', 'FADD', 'FAM58A', 'FAM83H', 'FASLG', 'FAT1', 'FBXO31', 'FBXO4', 'FBXW7', 'FBXW8', 'FGF13', 'FGF19', 'FGF2', 'FGF3', 'FGF4', 'FGF7', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FGFR4', 'FHIT', 'FHL2', 'FIGF', 'FLCN', 'FLNA', 'FLT1', 'FLT3', 'FN1', 'FOSL1', 'FOS', 'FOXA1', 'FOXC1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FRZB', 'FSTL3', 'FZD1', 'FZD2', 'FZD7', 'FZD9', 'FZR1', 'GADD45A', 'GAL', 'GAPDH', 'GAST', 'GATA3', 'GATA4', 'GDF15', 'GDF2', 'GGNBP2', 'GGT1', 'GIT1', 'GJA1', 'GJB1', 'GLI1', 'GLI2', 'GLI3', 'GLTSCR2', 'GNB2L1', 'GPER1', 'GRB2', 'GREB1', 'GRM4', 'GRP', 'GSK3B', 'H1F0', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HBEGF', 'HBZ', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC4', 'HEXIM1', 'HEY1', 'HGF', 'HIF1A', 'HIST1H2AA', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AH', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST1H4A', 'HIST1H4B', 'HIST1H4C', 'HIST1H4D', 'HIST1H4E', 'HIST1H4F', 'HIST1H4H', 'HIST1H4I', 'HIST1H4J', 'HIST1H4K', 'HIST1H4L', 'HIST2H2AC', 'HIST2H2BE', 'HIST2H4A', 'HIST4H4', 'HMGA2', 'HMOX1', 'HNF1A', 'HNF4A', 'HNRNPD', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB8', 'ICAM1', 'ID1', 'ID2', 'IFNAR1', 'IFNB1', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP3', 'IGFBP5', 'IHH', 'IKBKB', 'IL10', 'IL17A', 'IL2', 'IL4', 'IL6', 'IL7', 'CXCL8', 'ILK', 'INSM1', 'INS', 'IRF1', 'IRS1', 'ISG15', 'ITGB1', 'ITPKB', 'ITPKC', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JARID2', 'JUNB', 'JUND', 'JUN', 'KAT2A', 'KAT2B', 'KDM1A', 'KDM5B', 'KDR', 'KHDRBS1', 'KIF18B', 'KIN', 'KITLG', 'KIT', 'KLF13', 'KLF4', 'KLF5', 'KLF6', 'KLK3', 'KRAS', 'KRT10', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'LDB3', 'LEF1', 'LEP', 'LGALS3', 'LGR5', 'LIMK2', 'LIMS1', 'LIN28B', 'LMNA', 'LMNB1', 'LOX', 'LRP5', 'LRP6', 'LYN', 'MAFB', 'MAF', 'MAML1', 'MAML2', 'MAML3', 'MAMLD1', 'MAP2K1', 'MAP2K2', 'MAP2K4', 'MAP2K7', 'MAP3K5', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MAPK9', 'MCL1', 'MCM10', 'MCM2', 'MCM3', 'MCM5', 'MCM6', 'MCM7', 'MCM8', 'MDK', 'MDM2', 'MDM4', 'MEN1', 'MET', 'MGMT', 'MITF', 'MKI67', 'MLH1', 'MLXIPL', 'MME', 'MMP11', 'MMP14', 'MMP15', 'MMP1', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MNAT1', 'MOV10', 'MSH2', 'MST1', 'MTOR', 'MUC1', 'MYBL2', 'MYB', 'MYCN', 'MYC', 'MYEOV', 'MYF5', 'MYOD1', 'MYOG', 'NACA2', 'NADSYN1', 'NANOG', 'NCAM1', 'NCOA1', 'NCOA3', 'NCOR1', 'NES', 'NEUROD1', 'NF1', 'NF2', 'NFKB1', 'NFKB2', 'NFKBIA', 'NGF', 'NKX2-1', 'NME1-NME2', 'NME1', 'NME2', 'NMI', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTCH4', 'NPM1', 'NQO1', 'NR0B2', 'NR1H3', 'NR2E1', 'NR3C1', 'NR4A3', 'NRAS', 'NRF1', 'NUDT21', 'ODC1', 'ORAI1', 'ORAOV1', 'ORC4', 'PAK1', 'PAK4', 'PARK2', 'PARP1', 'PAX2', 'PAX5', 'PAX6', 'PBRM1', 'PBX3', 'PCNA', 'PDCD4', 'PDGFRA', 'PDGFRB', 'PDZK1', 'PECAM1', 'PELP1', 'PGR', 'PI3', 'PI4K2A', 'PIK3CA', 'PIK3R1', 'PKLR', 'PKM', 'PLAUR', 'PLAU', 'PLK1', 'PMAIP1', 'POLR2A', 'POTEF', 'POU2F1', 'POU5F1', 'PPARG', 'PPP2R4', 'PRDM5', 'PRKACA', 'PRL', 'PRMT5', 'PRNP', 'PROM1', 'PSAT1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTCHD3', 'PTEN', 'PTF1A', 'PTGS2', 'PTHLH', 'PTH', 'PTK2', 'PTK6', 'PTPN11', 'PTPRCAP', 'PTPRC', 'PXN', 'RAD51', 'RAF1', 'RALA', 'RASSF1', 'RB1', 'RBL1', 'RBL2', 'RBPJ', 'RBX1', 'RCC1', 'RELA', 'RELB', 'REL', 'REM1', 'RET', 'RHEB', 'RHOA', 'RHOC', 'RICTOR', 'RNASE1', 'DROSHA', 'RND3', 'RNMT', 'ROCK1', 'RPRD1B', 'RPS27A', 'RPS6KA1', 'RPS6KA2', 'RPS6KA3', 'RPS6KA6', 'RPS6KB1', 'RPS6', 'RPTOR', 'RREB1', 'RSF1', 'RUNX1', 'RUNX2', 'RUNX3', 'SDC1', 'SDHC', 'SENP1', 'SERPINE1', 'SFRP1', 'SFRP2', 'SFRP4', 'SFRP5', 'SHC1', 'SHFM1', 'SHH', 'SIRT1', 'SIX1', 'SIX3', 'SKP1', 'SKP2', 'SLC25A16', 'SLC25A6', 'SLC2A1', 'SLC35B2', 'SLC39A4', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'SMARCC1', 'SMARCC2', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'SMARCE1', 'SMO', 'SNAI1', 'SNAI2', 'SNCA', 'SNIP1', 'SNW1', 'SNX33', 'SOCS3', 'SOX11', 'SOX17', 'SOX2', 'SOX4', 'SOX6', 'SOX9', 'SP1', 'SPN', 'SPP1', 'SPRY1', 'SRC', 'SREBF1', 'STAT1', 'STAT3', 'STAT4', 'STAT5A', 'STAT5B', 'STAT6', 'STC2', 'STIM1', 'STK11', 'STK24', 'STMN1', 'SUFU', 'SULF2', 'SUV39H1', 'TAF1', 'TBP', 'TBX2', 'TCEAL7', 'TCF4', 'TCF7L2', 'TCF7', 'TERT', 'TET3', 'TFDP1', 'TFF1', 'TGFA', 'TGFB1', 'TGFBR2', 'THBS1', 'THRA', 'THRB', 'TIMP1', 'TIMP2', 'TIMP3', 'TJP1', 'TJP2', 'TJP3', 'TLE1', 'TLR9', 'TM4SF1', 'TMPRSS4', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF13C', 'TNFRSF8', 'TNFSF11', 'TNF', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOP2A', 'TP53', 'TP63', 'TP73', 'TRPV2', 'TSC22D3', 'TSC2', 'TWIST1', 'TXN', 'TYMS', 'UBA52', 'UBA7', 'UBB', 'UBC', 'UBE2C', 'UBTF', 'URGCP', 'USP18', 'USP2', 'USP9X', 'VCL', 'VDR', 'VEGFA', 'VEGFC', 'VIP', 'VRK1', 'WDR77', 'WDTC1', 'WEE1', 'WHSC1', 'WIF1', 'WISP1', 'WNT10A', 'WNT10B', 'WNT11', 'WNT16', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8B', 'WNT9A', 'WNT9B', 'WT1', 'XBP1', 'XIAP', 'XPO1', 'YAP1', 'YBX1', 'YY1', 'ZBTB17', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.46307157054532877
		RMSE:  0.2889602070536637
		NRMSE:  0.17371452011738692
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5143850316766378
		RMSE:  0.2891269997261264
		NRMSE:  0.20591917819933792
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.5997398468461217e-14
		NRMSE:  9.61717333473279e-15
		MAPE:  2.831439307466787e-11
		Pearson Correlation:  -0.09033219981316973
		Spearman Correlation:  0.008233343088479174
		Coefficient of Determination:  -12.86658037634473
		RMSE:  0.8748934840467112
		NRMSE:  0.6231080024262943
		MAPE:  5878.0124191540945

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.18173924263305802, tolerance: 0.0030646775987981157
  positive)
		Pearson Correlation:  0.9998301354690078
		Spearman Correlation:  0.9997058964326522
		Coefficient of Determination:  0.99962786861435
		RMSE:  0.00460843433992345
		NRMSE:  0.0027704574550765594
		MAPE:  7.358910815580588
		Pearson Correlation:  -0.06689856319884474
		Spearman Correlation:  0.05351673007511463
		Coefficient of Determination:  -10.24162852326377
		RMSE:  0.7877440116442581
		NRMSE:  0.5610392653155505
		MAPE:  6888.28431529481

	Predictor:  RandomForests
		Pearson Correlation:  0.5704725542385461
		Spearman Correlation:  0.5547056754820439
		Coefficient of Determination:  0.26297215871093493
		RMSE:  0.20509128252867684
		NRMSE:  0.12329494807605827
		MAPE:  325.7250287173021
		Pearson Correlation:  0.49912157464398055
		Spearman Correlation:  0.46262315871622284
		Coefficient of Determination:  0.22531475351959973
		RMSE:  0.20679171639625385
		NRMSE:  0.1472791553161172
		MAPE:  1074.6486839065683

Protein:  ERBB2
Protein Interaction Partners Count:  663
x_train_column_count:  657
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACPP', 'ACTA2', 'ACTB', 'ACTG1', 'ADAM10', 'ADAM17', 'ADRB2', 'AFP', 'AGRN', 'AKT1S1', 'AKT1', 'AKT2', 'ALB', 'ALDH1A1', 'ALK', 'ANGPT1', 'ANGPT2', 'ANGPT4', 'ANO1', 'ANXA2', 'ANXA5', 'AP2B1', 'APP', 'AREG', 'ARHGEF11', 'ARHGEF12', 'ARID1A', 'ARL6IP5', 'AR', 'ATM', 'ATP2B2', 'AURKB', 'AXIN1', 'BAG1', 'BARD1', 'BCAR1', 'BCAR3', 'BCAS1', 'BCL2L11', 'BCL2L1', 'BDNF', 'BECN1', 'BEST1', 'BIRC5', 'BLNK', 'BMI1', 'BMP2', 'BMP4', 'BRCA1', 'BRCA2', 'BSG', 'BTC', 'MIEN1', 'CA9', 'CALU', 'CARTPT', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CAV1', 'CBLB', 'CBLC', 'CBL', 'CCL27', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CD19', 'CD22', 'CD247', 'CD24', 'CD274', 'CD28', 'CD33', 'CD34', 'CD44', 'CD46', 'CD52', 'CD68', 'CD6', 'CD80', 'CD82', 'CDC37', 'CDC42', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDK4', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CDX2', 'CEACAM5', 'CEP70', 'CHEK2', 'CHGA', 'CHKA', 'CHKB', 'CISH', 'CLDN3', 'CLDN4', 'CLDN7', 'CLTC', 'CNN1', 'COPS5', 'CPNE3', 'CREB1', 'CRKL', 'CRK', 'YBX3', 'CSF1', 'CSF2', 'CSF3', 'CSK', 'CSPG4', 'CTAG1B', 'CTLA4', 'CTNNB1', 'CTNND1', 'CTSB', 'CTSD', 'CTTN', 'CUL5', 'CXCL12', 'CXCR1', 'CXCR4', 'CYCS', 'CYP19A1', 'CYTIP', 'DCN', 'DDX41', 'DDX53', 'DHH', 'DIAPH1', 'DICER1', 'DLG4', 'DMTF1', 'DNAJA3', 'DNM2', 'DNMT1', 'DOCK1', 'DOCK7', 'DUSP6', 'E2F1', 'E2F3', 'EEA1', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EFNB1', 'EGFR', 'EGF', 'EIF3A', 'EIF4EBP1', 'EIF4E', 'ELAVL1', 'ELF3', 'EML4', 'ENO2', 'EP300', 'EPCAM', 'EPGN', 'EPHA2', 'EPS15', 'EPX', 'ERAL1', 'ERBB2IP', 'ERBB3', 'ERBB4', 'ERCC1', 'EREG', 'ERRFI1', 'ESCO1', 'ESR1', 'ESR2', 'ESRRB', 'ETS1', 'ETS2', 'ETV4', 'ETV6', 'EZH2', 'EZR', 'FASLG', 'FASN', 'FBXW7', 'FCGR1A', 'FCGR1B', 'FCGRT', 'FGF10', 'FGF13', 'FGF16', 'FGF17', 'FGF18', 'FGF19', 'FGF1', 'FGF20', 'FGF21', 'FGF22', 'FGF23', 'FGF2', 'FGF3', 'FGF4', 'FGF5', 'FGF6', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FGFR4', 'FHIT', 'FIGF', 'FLT1', 'FLT3LG', 'FN1', 'FOLH1', 'FOLR1', 'FOS', 'FOXA1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXP3', 'FREM2', 'FSIP1', 'FYN', 'GAB1', 'GABPB1', 'GAPDH', 'GATA3', 'GATA4', 'GDF2', 'GLI1', 'GLI2', 'GLS', 'GNA11', 'GNAQ', 'GNAS', 'GNRH1', 'GPER1', 'GRAP2', 'GRB2', 'GRB7', 'GSTP1', 'GZMB', 'H2AFX', 'H2AFY', 'HBEGF', 'HDAC1', 'HDAC6', 'HEATR6', 'HGF', 'HIF1A', 'HK1', 'HLA-A', 'HMGA2', 'HNF4A', 'HOXB7', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSP90B1', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB3', 'HSPG2', 'ICAM1', 'ID1', 'IDH1', 'IDH2', 'IFNG', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IHH', 'IL10', 'IL2', 'IL4', 'IL6R', 'IL6ST', 'IL6', 'CXCL8', 'ILK', 'INPP4B', 'INS', 'IQGAP1', 'IQSEC1', 'IRS1', 'ITGA5', 'ITGA6', 'ITGAV', 'ITGB1', 'ITGB3', 'ITGB4', 'ITPKB', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JUN', 'JUP', 'KDR', 'KITLG', 'KLK3', 'KLRK1', 'KRAS', 'KRT14', 'KRT17', 'KRT18', 'KRT19', 'KRT20', 'KRT4', 'KRT5', 'KRT7', 'KRT8', 'L1CAM', 'LAMP1', 'LCN2', 'LDHA', 'LEP', 'LIN28A', 'LIN7A', 'LIN7B', 'LIN7C', 'LINGO1', 'LOX', 'LRIG1', 'LRPPRC', 'MAGEA1', 'MAGEA3', 'MAGED4B', 'MAGED4', 'MAP2K1', 'MAPK1', 'MAPK3', 'MAPK8', 'MATK', 'MCL1', 'MDK', 'MDM2', 'MEMO1', 'MET', 'MGMT', 'MKI67', 'MLANA', 'MLH1', 'KMT2C', 'MME', 'MMP11', 'MMP14', 'MMP16', 'MMP1', 'MMP2', 'MMP7', 'MMP9', 'MPP1', 'MRAP', 'MRAS', 'MSH2', 'MSH6', 'MSLN', 'MTA1', 'MTOR', 'MUC13', 'MUC16', 'MUC1', 'MUC4', 'MUC6', 'MUCL1', 'MYBL2', 'MYCN', 'MYC', 'NANOG', 'NCAM1', 'NCL', 'NCOA1', 'NCOA3', 'NCOR1', 'NDRG1', 'NF1', 'NF2', 'NFE2L2', 'NGF', 'NISCH', 'NKX2-1', 'NME1', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTCH4', 'NPM1', 'NR1H4', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'NRP1', 'NTF3', 'NTF4', 'OPCML', 'OSMR', 'PA2G4', 'PADI2', 'PAK1', 'PALB2', 'PAQR3', 'PARP1', 'PAX2', 'PCSK9', 'PDCD1LG2', 'PDCD1', 'PDCD4', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PDGFRA', 'PDPN', 'PECAM1', 'PELP1', 'PEPD', 'PFKFB3', 'PGAP3', 'PGF', 'PGR', 'PI3', 'PIK3C2A', 'PIK3C2B', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3CG', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIN1', 'PIP', 'PLAUR', 'PLAU', 'PLCG1', 'PLCG2', 'PLEK', 'PLG', 'PLXNB1', 'POLI', 'POTEF', 'POU5F1', 'PPARG', 'PPP3CA', 'PRDM10', 'PRF1', 'PRKACA', 'PRL', 'PROM1', 'PSCA', 'PTCH1', 'PTEN', 'PTGS2', 'PTK2B', 'PTK2', 'PTK6', 'PTPN11', 'PTPN12', 'PTPN18', 'PTPN1', 'PTPRC', 'PTPRO', 'PTPRU', 'PTS', 'PXN', 'RAB25', 'RAD51', 'RAF1', 'RANBP2', 'RARA', 'RASA1', 'RASA2', 'RASSF1', 'RB1', 'RBPJ', 'RDX', 'RECK', 'REM1', 'REN', 'RET', 'RHEB', 'RHOA', 'RHOB', 'RHOC', 'RICTOR', 'RND1', 'RNF41', 'ROCK1', 'ROCK2', 'ROS1', 'RPS27A', 'RPS6', 'RPTOR', 'RRAS2', 'RRAS', 'S100A14', 'SCGB2A2', 'SCUBE2', 'SDC1', 'SDHC', 'SEMA3D', 'SEMA4D', 'SERPINB5', 'SERPINE1', 'SFRP1', 'PEAK1', 'SH3BGRL3', 'SH3BGRL', 'SH3TC2', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SHH', 'SIAH2', 'PMEL', 'SKP2', 'SLC25A16', 'SLC2A1', 'SLC4A7', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMO', 'SMUG1', 'SMYD3', 'SNAI1', 'SNAI2', 'SOCS1', 'SOS1', 'SOX10', 'SOX2', 'SOX9', 'SP3', 'SPP1', 'SPRY2', 'SRCIN1', 'SRC', 'STARD3', 'STAT1', 'STAT2', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'STOM', 'STUB1', 'SYP', 'TAGLN', 'TBX1', 'TERT', 'TFAP2A', 'TFAP2B', 'TFAP2C', 'TFF1', 'TFF2', 'TFF3', 'TFRC', 'TGFA', 'TGFB1', 'THBS1', 'THRA', 'TIMP1', 'TJP1', 'TMPRSS2', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF13C', 'TNFRSF4', 'TNFRSF8', 'TNFRSF9', 'TNFSF11', 'TNF', 'TNS1', 'TNS3', 'TNS4', 'TOB1', 'TOP1', 'TOP2A', 'TP53', 'TP63', 'TSC2', 'TWIST1', 'TYMS', 'TYR', 'UBA52', 'UBB', 'UBC', 'USP2', 'USP9X', 'VAV1', 'VAV2', 'VAV3', 'VCL', 'VEGFA', 'VEGFB', 'VEGFC', 'VIM', 'WASL', 'WDFY2', 'WDTC1', 'WNT10A', 'WNT1', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT7B', 'WNT9A', 'WNT9B', 'WT1', 'WWOX', 'XIAP', 'XPO1', 'YAP1', 'YBX1', 'YES1', 'YY1', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10512598969709641
		RMSE:  1.0713675802437574
		NRMSE:  0.18252510013182233
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.044647408489899565
		RMSE:  0.9270678870989714
		NRMSE:  0.17190207437399804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  1.1935158225481716e-13
		NRMSE:  2.0333506355489577e-14
		MAPE:  1.0003774098515527e-10
		Pearson Correlation:  0.19122581098377484
		Spearman Correlation:  0.34589796117451965
		Coefficient of Determination:  -200.30071868103568
		RMSE:  12.869134349937704
		NRMSE:  2.3862663359795486
		MAPE:  3350.2114862766844

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.1760486327488329, tolerance: 0.05577498909165362
  positive)
		Pearson Correlation:  0.9997811965725593
		Spearman Correlation:  0.999236930931091
		Coefficient of Determination:  0.9995598509907659
		RMSE:  0.021381219325086624
		NRMSE:  0.003642642609517799
		MAPE:  32.3116802721195
		Pearson Correlation:  0.28053180748545364
		Spearman Correlation:  0.4675885279484929
		Coefficient of Determination:  -34.52588029291424
		RMSE:  5.406286988371341
		NRMSE:  1.0024637471484037
		MAPE:  4082.3717638134704

	Predictor:  RandomForests
		Pearson Correlation:  0.8592275065106486
		Spearman Correlation:  0.7016416755316447
		Coefficient of Determination:  0.7329230976900414
		RMSE:  0.5266847811685238
		NRMSE:  0.08972942078275274
		MAPE:  493.83700180961495
		Pearson Correlation:  0.808275898810776
		Spearman Correlation:  0.690173843290221
		Coefficient of Determination:  0.6477535983426582
		RMSE:  0.5383317006035483
		NRMSE:  0.09982045255025929
		MAPE:  358.447817975373

Protein:  ERBB3
Protein Interaction Partners Count:  245
x_train_column_count:  247
x_train columns:  ['ADAM17', 'AGRN', 'AGTR2', 'AKT1', 'AKT2', 'AKT3', 'ALAS2', 'ALB', 'ANGPT1', 'ANGPT2', 'ANGPT4', 'APIP', 'AREG', 'AR', 'BAMBI', 'BDNF', 'BMP2', 'BMP4', 'BRCA1', 'BRCA2', 'BTC', 'CADM4', 'CASK', 'CASP3', 'CBLB', 'CBLC', 'CBL', 'CCND1', 'CCNE1', 'CD44', 'CD82', 'CDC42', 'CDH1', 'CDK4', 'CDK5', 'CDKN1B', 'CDKN2A', 'CLEC16A', 'COMMD5', 'COQ7', 'CRKL', 'CRK', 'CRYZL1', 'CSF1', 'CSK', 'CSPG5', 'CTNNB1', 'DCN', 'DHH', 'DOCK7', 'DUSP6', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EGFR', 'EGF', 'EGR1', 'EHF', 'EIF4EBP1', 'EIF4E', 'EML4', 'EPCAM', 'EPGN', 'EPN1', 'ERBB2IP', 'ERBB2', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'ESR2', 'FBXO9', 'FGF10', 'FGF16', 'FGF17', 'FGF18', 'FGF19', 'FGF1', 'FGF20', 'FGF21', 'FGF22', 'FGF23', 'FGF2', 'FGF3', 'FGF4', 'FGF5', 'FGF6', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FIGF', 'FKBP14', 'FLNA', 'FLT3LG', 'FN1', 'FOXA1', 'FOXO3', 'FREM2', 'FTSJ1', 'GAB1', 'GAPDH', 'GLE1', 'GRB2', 'GRB7', 'GRHL2', 'HBEGF', 'HGF', 'HGS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPG2', 'IGF1', 'IGF2', 'IL6ST', 'ILK', 'INS', 'IRS1', 'ITGA6', 'ITGB4', 'ITPKB', 'JAK1', 'JAK2', 'JUN', 'KDR', 'KITLG', 'KRAS', 'L1CAM', 'LAMA1', 'LAMB1', 'LAMC2', 'LIN7A', 'LIN7B', 'LIN7C', 'LRIG1', 'MAP2K1', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MARCH7', 'MDM2', 'MET', 'MITF', 'MMP9', 'MRPL49', 'MTOR', 'MUC1', 'MUC4', 'MYC', 'N4BP1', 'NDRG1', 'NEDD4L', 'NEDD4', 'NF1', 'NGF', 'NICN1', 'NOTCH1', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'NTF3', 'NTF4', 'OAT', 'PA2G4', 'PARK7', 'PCSK9', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PGF', 'PGR', 'PI3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIP5K1C', 'PLCG1', 'PLCG2', 'PPP1R9A', 'PRKACA', 'PTEN', 'PTK2B', 'PTK2', 'PTK6', 'PTPN11', 'PTPN22', 'PTPN2', 'RASA1', 'RASA2', 'REM1', 'RGS4', 'RHOA', 'RHOC', 'RNF41', 'ROR1', 'RRAS2', 'SH2B3', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SHH', 'SLC25A16', 'SMAD4', 'SNAI2', 'SOS1', 'SOX10', 'SOX2', 'SPARC', 'SPRY2', 'SRC', 'STAT3', 'STAT5A', 'STAT5B', 'SYN3', 'TCF7L2', 'TGFA', 'TMEFF2', 'TNFRSF13C', 'TNS1', 'TP53', 'USP8', 'VAV1', 'VAV2', 'VAV3', 'VEGFA', 'VEGFB', 'VEGFC', 'WNT1', 'WNT5A', 'ZEB1', 'ZNF217', 'KRBOX4', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20107865915633893
		RMSE:  0.5031866190144979
		NRMSE:  0.13579562619977975
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27170508071542576
		RMSE:  0.5249654097328843
		NRMSE:  0.21064675210776365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  LinearRegression
		Pearson Correlation:  0.7535918580803058
		Spearman Correlation:  0.7441165627330231
		Coefficient of Determination:  0.567900688564928
		RMSE:  0.30181105643162476
		NRMSE:  0.08145014166397913
		MAPE:  167.6485439399057
		Pearson Correlation:  0.20541522121317546
		Spearman Correlation:  0.26358680078402286
		Coefficient of Determination:  -2.9381873210731695
		RMSE:  0.9238164048946499
		NRMSE:  0.3706890427960684
		MAPE:  341.68887902095645

	Predictor:  ElasticNet
		Pearson Correlation:  0.7502952109171224
		Spearman Correlation:  0.7415045990855498
		Coefficient of Determination:  0.5629256368703114
		RMSE:  0.30354356126518317
		NRMSE:  0.08191769499285736
		MAPE:  169.923275612312
		Pearson Correlation:  0.22081631888644568
		Spearman Correlation:  0.2828532373102743
		Coefficient of Determination:  -2.349568097421647
		RMSE:  0.8519848868757193
		NRMSE:  0.34186604667265313
		MAPE:  294.4471735316988

	Predictor:  RandomForests
		Pearson Correlation:  0.5720995884106573
		Spearman Correlation:  0.5663929332364112
		Coefficient of Determination:  0.30118296599150474
		RMSE:  0.38381778930159044
		NRMSE:  0.10358140513931847
		MAPE:  235.7950036897269
		Pearson Correlation:  0.39661158095516746
		Spearman Correlation:  0.40844845435653027
		Coefficient of Determination:  0.1484584351866245
		RMSE:  0.42957639677532594
		NRMSE:  0.17237111452528164
		MAPE:  269.5480647617531


Fold:  2

Protein:  RB1
Protein Interaction Partners Count:  369
x_train_column_count:  366
x_train columns:  ['AATF', 'ABCC1', 'ABL1', 'ACTL6A', 'ACTL6B', 'AFAP1', 'AHR', 'AKT1', 'ANXA5', 'ARID1A', 'ARID1B', 'ARID4A', 'ARMCX1', 'ARMCX2', 'ARMCX3', 'ARNT', 'AR', 'ASF1A', 'ATF2', 'ATM', 'AURKB', 'BCR', 'BDP1', 'BGLAP', 'BRCA1', 'BRF1', 'FAM208A', 'C4BPA', 'CABIN1', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CBFB', 'CBX1', 'CBX4', 'CBX5', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCNC', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNT2', 'CDC25A', 'CDC27', 'CDC6', 'CDH1', 'CDK14', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK6', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CEBPA', 'CEBPB', 'CEBPD', 'CEBPE', 'CHEK1', 'CHEK2', 'CLNK', 'COL1A1', 'CREBBP', 'CTBP1', 'CTNNB1', 'CUX1', 'DCAF10', 'DGKZ', 'DNAJA3', 'DNMT1', 'DNMT3A', 'DUSP1', 'DUT', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EED', 'EGFR', 'EGF', 'EID1', 'EIF2AK1', 'EIF2AK4', 'AGO2', 'ELF1', 'ENC1', 'EP300', 'ERBB2', 'ESD', 'ESR1', 'ESR2', 'EZH2', 'FBXW7', 'FMO5', 'FOS', 'FOXM1', 'FRK', 'FZR1', 'G6PD', 'GAPDH', 'GATA1', 'GJA1', 'GNB2L1', 'GRB2', 'GSC', 'GTF2H1', 'H1F0', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HARS2', 'HARS', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC8', 'HDC', 'HES1', 'HIF1A', 'HIRA', 'HIST1H1A', 'HIST1H1B', 'HIST1H1C', 'HIST1H1D', 'HIST1H1E', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST1H4A', 'HIST2H2AC', 'HIST2H2BE', 'HIST3H3', 'HIST4H4', 'HMGA1', 'HMGA2', 'HRAS', 'HSP90AA1', 'HSPA1A', 'HSPA8', 'ID2', 'IFI16', 'INS', 'JUN', 'KAT2B', 'KAT5', 'KDM1A', 'KDM2A', 'KDM4A', 'KDM5A', 'KDM5B', 'PPP1R26', 'KIF11', 'KRAS', 'KRT10', 'KRT14', 'KRT5', 'L3MBTL2', 'L3MBTL1', 'LIMD1', 'LIN52', 'LIN54', 'LIN9', 'LMNA', 'LOR', 'LPAR6', 'MAF', 'MAP2K7', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MAPK9', 'MCM2', 'MCM3', 'MCM4', 'MCM5', 'MCM7', 'MDM2', 'MDM4', 'MEF2C', 'MORF4L1', 'MRFAP1', 'MRPL11', 'MRPS18B', 'MSH6', 'MTL5', 'MYBL2', 'MYC', 'MYOD1', 'NACC2', 'NCAPD3', 'NCAPG2', 'NCAPH2', 'NCR1', 'NDC80', 'NEO1', 'NFYA', 'NFYB', 'NFYC', 'NGF', 'NOTCH1', 'NPM1', 'NRAS', 'ORC1', 'PA2G4', 'PAX2', 'PAX3', 'PAX5', 'PAX6', 'PAX8', 'PCNA', 'PELP1', 'PGR', 'PHB', 'PHF21B', 'PIAS4', 'PIK3CA', 'PIK3R1', 'PIK3R3', 'PLK1', 'PML', 'POLA1', 'POLA2', 'PPARA', 'PPARG', 'PPIA', 'PPP1CA', 'PPP1CB', 'PPP1CC', 'PPP1R3A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R3B', 'PPRC1', 'PRB1', 'PRB3', 'PRB4', 'PRDM2', 'PRH1', 'PRH2', 'PRIM1', 'PRIM2', 'PRKCB', 'PRMT2', 'PSMA7', 'PSMC1', 'PSMD10', 'PTEN', 'PTGDR', 'RAF1', 'RB1CC1', 'RBAK', 'RBBP4', 'RBBP5', 'RBBP6', 'RBBP7', 'RBBP8', 'RBBP9', 'RBL1', 'RBL2', 'RBFOX2', 'RFC1', 'RPS6KB1', 'RUNX2', 'S100A6', 'SETD1B', 'SETD7', 'SIRT1', 'SKP2', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'SMARCC1', 'SMARCC2', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'SMARCE1', 'SMC1A', 'SMC2', 'SMC4', 'SMC5', 'SMYD2', 'SNW1', 'SP100', 'SP1', 'SP3', 'SPI1', 'STAM', 'STAT3', 'SUV39H1', 'SUV420H2', 'SUZ12', 'TAF1', 'TBP', 'TERT', 'TFAP2A', 'TFDP1', 'TFDP3', 'TGM2', 'THAP1', 'TMPO', 'TNS1', 'TOP2A', 'TP53BP1', 'TP53', 'TP73', 'TRDMT1', 'TRIM27', 'TTK', 'UBE2I', 'UBE3A', 'UBL4A', 'UBN1', 'UBR4', 'UBTF', 'UHRF1', 'USP4', 'USP7', 'VEGFA', 'VPS39', 'WDR59', 'WDR73', 'WEE1', 'WWTR1', 'YAP1', 'YY1', 'ZBTB16', 'ZBTB7A', 'ZNF521', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.012372001566697044
		RMSE:  0.23649063304821735
		NRMSE:  0.08648721220312221
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0009378943328373079
		RMSE:  0.2450188572791325
		NRMSE:  0.14037816530069125
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  LinearRegression
		Pearson Correlation:  0.8222120971652737
		Spearman Correlation:  0.7728642513585217
		Coefficient of Determination:  0.6760327327249173
		RMSE:  0.13378100287003275
		NRMSE:  0.048925176590854574
		MAPE:  419.3633586119347
		Pearson Correlation:  0.1909095928667813
		Spearman Correlation:  0.12357330992098334
		Coefficient of Determination:  -8.53453619256858
		RMSE:  0.7562157705958807
		NRMSE:  0.4332571934525104
		MAPE:  1799.968595260876

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.415778261841199, tolerance: 0.0029666208701464043
  positive)
		Pearson Correlation:  0.810024786273983
		Spearman Correlation:  0.766399591211354
		Coefficient of Determination:  0.6559223215406835
		RMSE:  0.1378707476282151
		NRMSE:  0.05042084099920096
		MAPE:  385.36659089017445
		Pearson Correlation:  0.1690853409799875
		Spearman Correlation:  0.11572529509316165
		Coefficient of Determination:  -6.146283451591511
		RMSE:  0.654690536721547
		NRMSE:  0.3750905436637296
		MAPE:  2095.8400685517404

	Predictor:  RandomForests
		Pearson Correlation:  0.5919612974425094
		Spearman Correlation:  0.47126444887150715
		Coefficient of Determination:  0.2043066486092442
		RMSE:  0.20966056199598465
		NRMSE:  0.07667516164276794
		MAPE:  149.7410241705184
		Pearson Correlation:  0.07542296428162835
		Spearman Correlation:  0.12394888303580141
		Coefficient of Determination:  -0.025932392806574223
		RMSE:  0.2480591867621438
		NRMSE:  0.1421200552085709
		MAPE:  194.5870804018028

Protein:  CDH1
Protein Interaction Partners Count:  834
x_train_column_count:  826
x_train columns:  ['ABCB1', 'ABCG2', 'ACAN', 'ACTA1', 'ACTA2', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTN1', 'ACTR3', 'ACVR1B', 'ADAM10', 'ADAM15', 'ADAM17', 'ADAM9', 'AFP', 'AIMP1', 'AJAP1', 'AKAP9', 'AKT1', 'AKT2', 'AKTIP', 'ALB', 'ALCAM', 'ALDH1A1', 'ALDH3A1', 'ALK', 'AMOTL2', 'ANAPC4', 'ANAPC7', 'ANO1', 'ANXA2', 'ANXA5', 'AP1M1', 'AP1M2', 'APC2', 'APC', 'AQP1', 'AQP5', 'AREG', 'ARF6', 'ARHGAP31', 'ARID1A', 'ARL2BP', 'ARMC7', 'ARPC1A', 'ARPC2', 'ARRB2', 'ARVCF', 'AR', 'CLMP', 'ASF1A', 'ATF2', 'ATF3', 'ATM', 'ATXN1', 'AXIN1', 'AXIN2', 'AXL', 'BAG3', 'BANP', 'BCAR1', 'BCL2L11', 'BCL2L1', 'BCL6B', 'BCL9L', 'BCORL1', 'BMI1', 'BMP2', 'BMP4', 'BMP6', 'BMP7', 'BNIP3', 'BRCA1', 'BRCA2', 'BSG', 'BTBD7', 'BTC', 'BTF3', 'ANAPC15', 'CA2', 'CA9', 'CALCA', 'CALR', 'CAPN1', 'CAPNS1', 'CASP3', 'CASP8', 'CASP9', 'CASS4', 'CAV1', 'CBLL1', 'CBL', 'CBX7', 'CCL2', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCNE1', 'CCR7', 'CD1A', 'CD1B', 'CD1C', 'CD1E', 'CD207', 'CD24', 'CD274', 'CD276', 'CD2AP', 'CD34', 'CD44', 'CD46', 'CD68', 'CD82', 'CDC16', 'CDC23', 'CDC27', 'CDC42', 'CDC6', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH24', 'CDH2', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDK14', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CDKN3', 'CDX2', 'CEACAM5', 'CFL1', 'CGN', 'CHGA', 'CHL1', 'CLCA2', 'CLDN1', 'CLDN2', 'CLDN3', 'CLDN4', 'CLDN5', 'CLDN7', 'CNTN1', 'COL1A1', 'CORO1C', 'CRB3', 'CREB1', 'CREBBP', 'CRYAB', 'YBX3', 'CSDC2', 'CSE1L', 'CSF2', 'CSNK2A1', 'CSNK2A2', 'CST5', 'CTBP1', 'CTBP2', 'CTCF', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNB1', 'CTNND1', 'CTNND2', 'CTSL', 'CTTN', 'CXCL12', 'CXCL1', 'CXCR4', 'CYP1B1', 'DAAM1', 'DAB2IP', 'DACH1', 'DAPK1', 'DAP', 'DDR1', 'DDR2', 'DDX3X', 'DICER1', 'DKK1', 'DLC1', 'DLG1', 'DLG5', 'DNM2', 'DNMT1', 'DNMT3A', 'DNMT3B', 'DNTT', 'DOT1L', 'DPAGT1', 'DPEP1', 'DSP', 'DUOX1', 'DUSP4', 'DVL1', 'DVL2', 'E2F1', 'ECT2', 'EDN1', 'EFEMP1', 'EFNA1', 'EGFR', 'EGF', 'EGR1', 'EHD1', 'EHMT2', 'EIF2AK3', 'AGO1', 'AGO2', 'ELAVL1', 'ELF3', 'ENAH', 'ENG', 'EP300', 'EPB41L3', 'EPCAM', 'EPHA10', 'EPHA1', 'EPHA2', 'EPPK1', 'ERBB2IP', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ESRP1', 'ESRP2', 'ETS1', 'ETS2', 'EXOC3', 'EXOC4', 'EYA2', 'EZH2', 'EZR', 'F11R', 'F2RL2', 'SUPT20H', 'FBXL5', 'FER', 'FGF10', 'FGF13', 'FGF17', 'FGF19', 'FGF2', 'FGF4', 'FGF5', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FHIT', 'FHL2', 'FLG', 'FLOT1', 'FLOT2', 'FLT1', 'FMN1', 'FN1', 'FOSL1', 'FOS', 'FOXA1', 'FOXA2', 'FOXC1', 'FOXC2', 'FOXJ2', 'FOXK2', 'FOXL1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXQ1', 'FRMPD2', 'FSCN1', 'FUT4', 'FXYD5', 'FYN', 'FZD1', 'FZD4', 'FZD7', 'FZR1', 'G6PD', 'GAB2', 'GABPA', 'GADD45A', 'GAPDH', 'GAS6', 'GATA1', 'GATA3', 'GATA4', 'GATA6', 'GDNF', 'GFRA1', 'GGT1', 'GJA1', 'GJB1', 'GJB2', 'GKN2', 'GLI1', 'GLI2', 'GMNN', 'GNA12', 'GNA13', 'GNB2L1', 'GNL3', 'GPA33', 'GRB2', 'GRHL2', 'GRHL3', 'GSK3B', 'GSN', 'GSTP1', 'H2AFZ', 'HAVCR2', 'HBEGF', 'HDAC1', 'HDAC2', 'HEPACAM', 'HES1', 'HGF', 'HGS', 'HIF1A', 'HMGA2', 'HNF4A', 'HOXB4', 'HOXD10', 'HPGDS', 'HPGD', 'HRAS', 'HSP90AA1', 'HSPA5', 'ICAM1', 'ID1', 'ID2', 'IDO1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP3', 'IL10', 'IL15', 'IL17A', 'IL1B', 'IL24', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ILK', 'INADL', 'INS', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'IQSEC1', 'IRS1', 'IRS2', 'ITGA5', 'ITGA6', 'ITGAE', 'ITGAM', 'ITGB1', 'ITGB4', 'ITGB7', 'ITPKB', 'IVL', 'JAG1', 'JAK2', 'AJUBA', 'JUN', 'JUP', 'KDM1A', 'KDM6A', 'KDR', 'KEAP1', 'KIFC3', 'KIT', 'KLF4', 'KLF5', 'KLF8', 'KLK3', 'KLK7', 'KLRG1', 'KRAS', 'KRT10', 'KRT14', 'KRT17', 'KRT18', 'KRT19', 'KRT20', 'KRT4', 'KRT5', 'KRT7', 'KRT8', 'KRT9', 'LAMA1', 'LAMB1', 'LAMC2', 'LASP1', 'LATS1', 'LATS2', 'LCN2', 'LEF1', 'LEP', 'LGALS3', 'LGALS4', 'LGALS9', 'LGR5', 'LIF', 'LIMA1', 'LIN28A', 'LIPG', 'LLGL2', 'LMNA', 'LOR', 'LOXL2', 'LOXL3', 'LOX', 'LRP5', 'LRP6', 'LY6K', 'MACC1', 'MACROD1', 'MAD2L2', 'MAGI1', 'MAP2K1', 'MAP2K7', 'MAP4K5', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MARK2', 'MARVELD2', 'MCAM', 'MCL1', 'MDM2', 'MED1', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MGAT5', 'MGMT', 'MKI67', 'MLH1', 'MLLT4', 'MME', 'MMP11', 'MMP13', 'MMP14', 'MMP15', 'MMP17', 'MMP1', 'MMP25', 'MMP27', 'MMP2', 'MMP3', 'MMP7', 'MMP8', 'MMP9', 'MPP5', 'MRAP', 'MSH2', 'MSN', 'MT1G', 'MTA1', 'MTA3', 'MTBP', 'MTDH', 'MTOR', 'MUC1', 'MUC4', 'MYCN', 'MYC', 'MYH6', 'MYO6', 'MYO7A', 'NANOG', 'NCAM1', 'NCOA1', 'NCSTN', 'NDRG1', 'NDRG2', 'NEDD9', 'NEK2', 'NES', 'NEUROG3', 'NF2', 'NFE2L2', 'NFIC', 'NKD2', 'NKX2-1', 'NKX6-1', 'NKX6-2', 'NME1', 'NOG', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NR2F1', 'NRP2', 'NUDT21', 'NUMBL', 'NUMB', 'NUP98', 'NUTF2', 'OTUB1', 'OVOL1', 'OVOL2', 'PARD3', 'PARD6A', 'PAX2', 'PAX5', 'PAX6', 'PAX8', 'PCSK9', 'PDCD4', 'PDGFRB', 'PDPN', 'PEBP1', 'PECAM1', 'PGR', 'PHLPP1', 'PI3', 'PIK3CA', 'PIK3R1', 'PIP5K1A', 'PIP5K1C', 'PIP', 'PIR', 'PITX1', 'PKD1', 'PKM', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PLAUR', 'PLAU', 'PLCD1', 'PLEKHA7', 'PLG', 'PODXL', 'POLR2C', 'POSTN', 'POTEF', 'POU5F1', 'PPARA', 'PPARGC1A', 'PPARG', 'PPL', 'PPP6C', 'PRAME', 'PRDM10', 'PRKAR1A', 'PRKCA', 'PRKCI', 'PRKCZ', 'PRKD1', 'PRKG1', 'PRMT5', 'PROC', 'PROM1', 'PRSS8', 'PSEN1', 'PTCH1', 'PTEN', 'PTF1A', 'PTGS2', 'PTK2', 'PTPN11', 'PTPN14', 'PTPRC', 'PTPRF', 'PTPRJ', 'PTPRM', 'PTPRS', 'PTPRT', 'PTPRU', 'PTRH2', 'PVRL1', 'PVRL2', 'PVR', 'PXN', 'RAB11A', 'RAB25', 'RAB5A', 'RAB7A', 'RAB8B', 'RAC1', 'RAC2', 'RACGAP1', 'RAF1', 'RALA', 'RALBP1', 'RALGDS', 'RAP1A', 'RAP1B', 'RAPGEF1', 'RARB', 'RASSF1', 'RB1', 'RBM4', 'RCOR1', 'RDX', 'REM1', 'RET', 'RHOA', 'RHOB', 'RHOC', 'RHOD', 'RICTOR', 'RND3', 'ROCK1', 'ROCK2', 'RPS6KB1', 'RPTOR', 'RRM2', 'RUNX2', 'RUNX3', 'S100A14', 'S100A4', 'S100A8', 'SATB1', 'SCRIB', 'SDC1', 'SDC4', 'SDHC', 'SELE', 'SELL', 'SELP', 'SEMA3C', 'SEMA3F', 'SENP1', 'SERPINB4', 'SERPINB5', 'SERPINE1', 'SFN', 'SFRP1', 'SFRP2', 'SFTPC', 'SHH', 'SIK1', 'SIN3A', 'SIRT1', 'SIRT2', 'SIRT4', 'SIRT7', 'SIX1', 'SIX2', 'SKIL', 'SKP2', 'SLC2A1', 'SLC39A6', 'SLC6A3', 'SLC9A3R1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMO', 'SNAI1', 'SNAI2', 'SNAI3', 'SNX16', 'SNX1', 'SOX10', 'SOX17', 'SOX2', 'SOX4', 'SOX9', 'SP1', 'SPARC', 'SPDEF', 'SPINT1', 'SPP1', 'SPRY1', 'SRCIN1', 'SRC', 'SRXN1', 'ST14', 'ST7L', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STX4', 'STYK1', 'SUCLG2', 'SUMO1', 'SUZ12', 'SYNJ2', 'SYP', 'TACC3', 'TACSTD2', 'TATDN1', 'TBX1', 'TBX3', 'TCF15', 'TCF4', 'TDGF1', 'TERT', 'TET2', 'TFF1', 'TFF3', 'TGFB1', 'TGFB2', 'TGFB3', 'TGFBI', 'TGFBR1', 'TGFBR2', 'THBS1', 'THEM4', 'THUMPD1', 'THY1', 'TIAM1', 'TIMP1', 'TIMP2', 'TIMP3', 'TJP1', 'TJP2', 'TJP3', 'TLE1', 'TLN1', 'TLR4', 'TMPRSS2', 'TMPRSS4', 'TNFRSF6B', 'TNF', 'TNK2', 'TNS1', 'TP53BP1', 'TP53BP2', 'TP53', 'TRIM21', 'TRIM29', 'TRIM44', 'TRIP10', 'TRPS1', 'TSPYL2', 'TWIST1', 'TWIST2', 'TYRP1', 'T', 'UBE2I', 'UBE2S', 'USP48', 'USP9X', 'VANGL1', 'VANGL2', 'VASP', 'VAV1', 'VCAM1', 'VCL', 'VDR', 'VEGFA', 'VEGFC', 'VEZT', 'VHL', 'VIM', 'VIPAS39', 'VPS33B', 'VTN', 'WASL', 'WDFY2', 'WDTC1', 'WIF1', 'WISP1', 'WISP3', 'WNT10A', 'WNT10B', 'WNT11', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8A', 'WNT9A', 'WNT9B', 'WT1', 'XIAP', 'YAP1', 'YBX1', 'YES1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'ZYX', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0848918633043636
		RMSE:  1.167193365558287
		NRMSE:  0.18724526599154356
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3357437347566168
		RMSE:  1.329821844339591
		NRMSE:  0.2361608674018098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  7.295652083214923e-14
		NRMSE:  1.1703941739335723e-14
		MAPE:  3.9686764851872083e-11
		Pearson Correlation:  0.2575294253168524
		Spearman Correlation:  0.2845771144278607
		Coefficient of Determination:  -5.441918716581187
		RMSE:  2.9203809715530387
		NRMSE:  0.5186256387059205
		MAPE:  900.8329561047273

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.960748368647445, tolerance: 0.0674331510902594
  positive)
		Pearson Correlation:  0.9999851170948404
		Spearman Correlation:  0.999939323341342
		Coefficient of Determination:  0.9999688657944291
		RMSE:  0.006252712764472538
		NRMSE:  0.0010030821792688758
		MAPE:  5.370637106117152
		Pearson Correlation:  0.3173188158187183
		Spearman Correlation:  0.3828797190517999
		Coefficient of Determination:  -5.645670778649988
		RMSE:  2.9662059459730994
		NRMSE:  0.5267636203113301
		MAPE:  1200.2308340806703

	Predictor:  RandomForests
		Pearson Correlation:  0.7806867396346588
		Spearman Correlation:  0.6867325687217668
		Coefficient of Determination:  0.6038524604986277
		RMSE:  0.705306791485822
		NRMSE:  0.11314779682133985
		MAPE:  183.36488246446947
		Pearson Correlation:  0.6614671656077069
		Spearman Correlation:  0.6570131133887294
		Coefficient of Determination:  0.3963484324584017
		RMSE:  0.8939743457162135
		NRMSE:  0.15875942918064526
		MAPE:  217.42057197521228

Protein:  CDH2
Protein Interaction Partners Count:  472
x_train_column_count:  467
x_train columns:  ['ABCG2', 'ABL1', 'ACAN', 'ACTA1', 'ACTA2', 'ACTB', 'ACTR3', 'ADAM10', 'ADH1A', 'AFP', 'AHSG', 'AKT1', 'AKT3', 'ALB', 'ALCAM', 'ALDH1A1', 'AMBN', 'AMELX', 'AMOTL1', 'AMTN', 'ANGPT1', 'ANO8', 'ANXA5', 'APC2', 'APC', 'APLP2', 'APOA1', 'APOA2', 'APOA5', 'APOB', 'APOE', 'APOL1', 'APPL1', 'APP', 'ARHGAP32', 'ARMC7', 'ARPC5', 'ARVCF', 'AR', 'ATXN1', 'AXIN1', 'AXIN2', 'AXL', 'BCL2L1', 'BDNF', 'BMI1', 'BMP15', 'BMP2', 'BMP4', 'BMP7', 'BNIP2', 'BOC', 'BPIFB2', 'RGCC', 'GSKIP', 'C3', 'C4A', 'CABLES1', 'CADM1', 'CALU', 'CASP3', 'CAV1', 'CBLL1', 'CCNA2', 'CCNB1', 'CCND1', 'CD24', 'CD34', 'CD44', 'CD80', 'CDC42', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDK4', 'CDK5', 'CDK6', 'CDKN2A', 'CDON', 'CDX2', 'CEBPZ', 'CFL1', 'CHGB', 'CHL1', 'CHRDL1', 'CKAP4', 'CLDN11', 'CLDN3', 'CLDN4', 'CLDN7', 'CORT', 'CP', 'CREBBP', 'CRP', 'CSF1', 'CSK', 'CST3', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNB1', 'CTNND1', 'CTNND2', 'CTTN', 'CXCL12', 'CXCR4', 'CYLD', 'CYR61', 'DBN1', 'DDR1', 'DDR2', 'DKK1', 'DLG4', 'DLG5', 'DMP1', 'DNAJC3', 'DSP', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EFNB1', 'EFNB2', 'EFNB3', 'EGFR', 'EGF', 'EHMT2', 'EIF2AK3', 'ENAM', 'ENG', 'EPCAM', 'EPHA1', 'EPHA2', 'EPHA4', 'EPHB2', 'EPS8', 'ERBB2', 'ERBB4', 'ESR1', 'ESRP1', 'EXOC4', 'EZH2', 'EZR', 'F11R', 'F5', 'EVA1A', 'FAM20A', 'FAM20C', 'FBN1', 'FER', 'FGA', 'FGF13', 'FGF23', 'FGF2', 'FGFR1', 'FGFR4', 'FGG', 'FN1', 'FOXC2', 'FOXD3', 'FOXO1', 'FOXP4', 'FSTL1', 'FSTL3', 'FUCA2', 'GAA', 'GAPDH', 'GAS6', 'GATA4', 'GFAP', 'GJA10', 'GJA1', 'GJA3', 'GJB6', 'GJC1', 'GJC3', 'GJD3', 'GJD4', 'GLI1', 'GOLM1', 'GPC3', 'GRIA1', 'GRIA2', 'HGF', 'HMGA2', 'HNF4A', 'HRAS', 'HRC', 'HSP90B1', 'HSPA5', 'IARS2', 'IGF1R', 'IGF1', 'IGFBP1', 'IGFBP3', 'IGFBP4', 'IGFBP5', 'IGFBP7', 'IL1B', 'IL6', 'CXCL8', 'ILK', 'INADL', 'INS', 'INVS', 'IQGAP1', 'ISL1', 'ITGA6', 'ITGB1', 'ITIH2', 'ITPKB', 'JAG1', 'JAM3', 'JUN', 'JUP', 'KCNA5', 'KDR', 'KIAA2022', 'KIF5B', 'KIT', 'KLF4', 'KNG1', 'KRAS', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT8', 'KTN1', 'L1CAM', 'LAMB1', 'LAMB2', 'LAMC1', 'LEF1', 'LGALS1', 'LRP5', 'LRP6', 'LRRC7', 'LTBP1', 'LTBP3', 'MAP1B', 'MAP2K6', 'MAP2K7', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MATN3', 'MBTPS1', 'MCAM', 'MEF2A', 'MEF2C', 'MEF2D', 'MEN1', 'MEPE', 'MET', 'MFGE8', 'MFI2', 'MGAT4A', 'MIA3', 'MKI67', 'MLLT4', 'MMP14', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MPDZ', 'MPP5', 'MRAP', 'MRPL49', 'MSLN', 'MSN', 'MTHFD1', 'MUC1', 'MUC4', 'MXRA8', 'MYC', 'MYO10', 'MZF1', 'NANOG', 'NCAM1', 'NCSTN', 'NDRG1', 'NENF', 'NES', 'NFASC', 'NGF', 'NKX2-5', 'NLGN1', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTUM', 'NRCAM', 'NT5C', 'NT5E', 'NTRK2', 'NUCB1', 'NUMBL', 'NUMB', 'OLFM3', 'P4HB', 'PARD3', 'PAX6', 'PCSK9', 'PC', 'PDGFRB', 'PDIA4', 'PDIA6', 'PECAM1', 'PENK', 'PIK3CA', 'PIK3R1', 'PIP5K1C', 'PITX2', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PNPLA2', 'POU5F1', 'PPT2', 'PRKCDBP', 'PRKCSH', 'PROC', 'PROM1', 'PRPH', 'PRSS23', 'PSEN1', 'PTEN', 'PTK2', 'PTPN11', 'PTPN1', 'PTPN2', 'PTPRC', 'PTPRS', 'PVRL1', 'PVRL2', 'PVRL3', 'PXN', 'QSOX1', 'RAB11FIP1', 'RAB3D', 'RAB5A', 'RAC1', 'RCN1', 'RELN', 'REM1', 'RHOA', 'RHOB', 'RHOC', 'ROBO1', 'PTBP3', 'RPS6KB1', 'RUNX2', 'S100A14', 'S100A4', 'SARS2', 'SCARB2', 'SCG2', 'SCG3', 'SDC2', 'SEMA3A', 'SENP3', 'SERPINA10', 'SERPINA1', 'SERPINC1', 'SERPIND1', 'SERPINE1', 'SHH', 'SHISA5', 'SIRT7', 'SKP1', 'SLC2A1', 'SLC9A3R1', 'SLIT1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SNAI1', 'SNAI2', 'SNAI3', 'SOX10', 'SOX18', 'SOX1', 'SOX2', 'SOX4', 'SOX9', 'SP7', 'SPAG9', 'SPARCL1', 'SPARC', 'SPP1', 'SPP2', 'SRC', 'ST6GALNAC5', 'STAT3', 'STC2', 'SYP', 'TBX1', 'TCF3', 'TEK', 'TF', 'TGFB1', 'TGFBR1', 'TGM2', 'TGOLN2', 'THY1', 'TIMP1', 'TJP1', 'TJP3', 'TMEM132A', 'TNC', 'TNF', 'TNNT1', 'TP53', 'TRPS1', 'TSC2', 'TWIST1', 'TWIST2', 'USP9X', 'VANGL2', 'VCAM1', 'VCAN', 'VCL', 'VEGFA', 'VGF', 'VIM', 'VTN', 'VWA1', 'WFS1', 'WNT11', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT7A', 'XIRP1', 'ZBTB16', 'ZEB1', 'ZEB2', 'ZSCAN1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0042702958885580955
		RMSE:  0.36888339320753855
		NRMSE:  0.13366308906715652
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005559500410650786
		RMSE:  0.3881548727768219
		NRMSE:  0.20448899349205915
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  LinearRegression
		Pearson Correlation:  0.9445075352242432
		Spearman Correlation:  0.9175540951224843
		Coefficient of Determination:  0.8920944840953747
		RMSE:  0.12091651402897442
		NRMSE:  0.04381350606166187
		MAPE:  472.8383911505983
		Pearson Correlation:  -0.0880078383169503
		Spearman Correlation:  -0.08461613501121844
		Coefficient of Determination:  -32.74175805846555
		RMSE:  2.248459189214087
		NRMSE:  1.1845404727785642
		MAPE:  2373.512113558963

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.128960099032333, tolerance: 0.007276153902921154
  positive)
		Pearson Correlation:  0.9266796657583899
		Spearman Correlation:  0.8972524825220419
		Coefficient of Determination:  0.8585516252731777
		RMSE:  0.13844037794796923
		NRMSE:  0.05016319224145563
		MAPE:  785.0736084887442
		Pearson Correlation:  -0.025497452705843745
		Spearman Correlation:  -0.05741391083796704
		Coefficient of Determination:  -8.99757290023037
		RMSE:  1.223907075752864
		NRMSE:  0.644782646313483
		MAPE:  2132.454894612614

	Predictor:  RandomForests
		Pearson Correlation:  0.5482233699794163
		Spearman Correlation:  0.47495578566105146
		Coefficient of Determination:  0.1763585814493952
		RMSE:  0.33406646720396765
		NRMSE:  0.1210473466207579
		MAPE:  450.2023217682974
		Pearson Correlation:  0.23214368046879805
		Spearman Correlation:  0.33307969954150823
		Coefficient of Determination:  0.04108356361491117
		RMSE:  0.3790456676193911
		NRMSE:  0.199690052850583
		MAPE:  110.18428875041191

Protein:  CDH3
Protein Interaction Partners Count:  73
x_train_column_count:  74
x_train columns:  ['AIMP1', 'CLMP', 'BRCA1', 'CCND1', 'CD24', 'CD2AP', 'CD44', 'CDCP1', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH2', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CLDN1', 'CLDN7', 'CTNNA1', 'CTNNA3', 'CTNNB1', 'CTNND1', 'DPYD', 'DSP', 'ECM1', 'EGFR', 'EPCAM', 'ERBB2', 'ESR1', 'ESRP1', 'F11R', 'FN1', 'GALNT6', 'GATA3', 'HOXA9', 'IGF1R', 'ITGA9', 'JUP', 'KIRREL', 'KRT14', 'KRT15', 'KRT17', 'KRT4', 'KRT5', 'KRT8', 'LEF1', 'MKI67', 'NPHS1', 'NPHS2', 'PGR', 'PKP1', 'PKP2', 'PKP3', 'POU5F1', 'S100A4', 'SNAI1', 'SNAI2', 'SYNPO', 'TECR', 'TJP1', 'TP53', 'UMPS', 'VCL', 'ZEB1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032535082492379797
		RMSE:  0.20804431995898212
		NRMSE:  0.15657381105189322
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10171995354262497
		RMSE:  0.2077503373255318
		NRMSE:  0.17094572313464315
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  LinearRegression
		Pearson Correlation:  0.5750222934418499
		Spearman Correlation:  0.5464477708979472
		Coefficient of Determination:  0.33065063795512506
		RMSE:  0.16993269557651747
		NRMSE:  0.12789106558632488
		MAPE:  280.5599204073236
		Pearson Correlation:  0.15129344217298812
		Spearman Correlation:  0.33341137450004876
		Coefficient of Determination:  -0.4540238663663705
		RMSE:  0.23866673811950395
		NRMSE:  0.1963850391833325
		MAPE:  1617.3596664557049

	Predictor:  ElasticNet
		Pearson Correlation:  0.5723721973092712
		Spearman Correlation:  0.5461052538587899
		Coefficient of Determination:  0.3276002463374865
		RMSE:  0.17031946821429153
		NRMSE:  0.12818215003371
		MAPE:  296.60509095564515
		Pearson Correlation:  0.2923722962984612
		Spearman Correlation:  0.36440347283191893
		Coefficient of Determination:  -0.09046592516092966
		RMSE:  0.20668653268342135
		NRMSE:  0.1700703798925544
		MAPE:  1638.1601138374529

	Predictor:  RandomForests
		Pearson Correlation:  0.5643358015865344
		Spearman Correlation:  0.5594957544546396
		Coefficient of Determination:  0.29155153385693355
		RMSE:  0.1748254487915101
		NRMSE:  0.13157334356228134
		MAPE:  361.8760380238018
		Pearson Correlation:  0.2660954627991169
		Spearman Correlation:  0.37114427860696525
		Coefficient of Determination:  -0.07709174127645158
		RMSE:  0.20541515331686686
		NRMSE:  0.16902423542900263
		MAPE:  1459.1740837012032

Protein:  PTEN
Protein Interaction Partners Count:  884
x_train_column_count:  876
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ABTB1', 'ACTB', 'ACTG1', 'ADM', 'AEBP1', 'AFP', 'AKT1S1', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDH1A1', 'ALK', 'AMHR2', 'ANXA2', 'ANXA5', 'APAF1', 'APC', 'ARAF', 'AREG', 'ARHGAP21', 'ARID1A', 'ARID2', 'ARL2BP', 'AR', 'ATF3', 'ATG12', 'ATG5', 'ATG7', 'ATM', 'ATRX', 'AURKA', 'AURKB', 'AXIN1', 'AXIN2', 'AXL', 'BAD', 'BAG5', 'BARD1', 'BAX', 'BBC3', 'BCAR1', 'BCL2L11', 'BCL2L1', 'BCL2L2', 'BCL6', 'BCR', 'BDNF', 'BECN1', 'BIRC3', 'BIRC5', 'BMI1', 'BMP2', 'BMP4', 'BMP7', 'BMPR1A', 'BNIP3', 'BRAF', 'BRCA1', 'BRCA2', 'BRD4', 'BTG2', 'BTK', 'SPRTN', 'CLHC1', 'CA9', 'CASP3', 'CASP6', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBL', 'CBX7', 'CCL2', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CD24', 'CD274', 'CD34', 'CD44', 'CD79A', 'CD79B', 'CDC14A', 'CDC20', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC27', 'CDC42', 'CDC7', 'CDH17', 'CDH1', 'CDH2', 'CDIPT', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CDX2', 'CENPC', 'CFL1', 'CFLAR', 'CFTR', 'CHD1', 'CHD8', 'CHEK1', 'CHEK2', 'CHKA', 'CHORDC1', 'CHUK', 'CLTCL1', 'CLTC', 'CNOT6L', 'CREB1', 'CREBBP', 'CRP', 'CSF1R', 'CSF1', 'CSK', 'CSN2', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTGF', 'CTLA4', 'CTNNB1', 'CUL1', 'CUL3', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP19A1', 'DAPK1', 'DAXX', 'DBN1', 'DCAF13', 'DDIT4', 'DDR2', 'DECR1', 'DEPTOR', 'DGCR8', 'DICER1', 'DLC1', 'DLG1', 'DLG4', 'DNM1L', 'DNMT1', 'DNMT3A', 'DNMT3B', 'DNTT', 'DOLPP1', 'DUSP1', 'DUSP6', 'DUT', 'DVL1', 'DYRK1A', 'E2F1', 'E2F2', 'E2F3', 'ECSCR', 'EGFR', 'EGF', 'EGR1', 'EIF2AK2', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF4A1', 'EIF4A2', 'EIF4EBP1', 'EIF4EBP2', 'EIF4E', 'EIF4G1', 'EML4', 'ENDOG', 'EP300', 'EPCAM', 'EPHA1', 'EPHA2', 'EPHA3', 'EPHA4', 'EPHA5', 'EPHA7', 'EPHB1', 'EPHB2', 'EPHB3', 'EPHB4', 'ERBB2', 'ERBB3', 'ERBB4', 'ERCC1', 'EREG', 'ESR1', 'ETS1', 'ETS2', 'ETV1', 'ETV6', 'EYA2', 'EZH2', 'EZR', 'FABP4', 'FASLG', 'FASN', 'FBXW7', 'FCGR1B', 'FGF2', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FIG4', 'FKBP1A', 'FLCN', 'FLT1', 'FLT3', 'FLT4', 'FMR1', 'FN1', 'FOS', 'FOXA1', 'FOXG1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FOXP1', 'FOXP3', 'FRK', 'FYN', 'FZR1', 'GADD45A', 'GAPDH', 'GATA3', 'GCK', 'GDF10', 'GDF2', 'GFAP', 'GJA1', 'GLI1', 'GNA11', 'GNAQ', 'GNAS', 'GNRHR', 'GRASP', 'GRB2', 'GRPR', 'GSK3A', 'GSK3B', 'GSTP1', 'H1F0', 'H2AFX', 'HAVCR2', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HES1', 'HGF', 'HIF1A', 'HIST1H2BA', 'HK1', 'HK2', 'HMGA2', 'HNF4A', 'HOXA9', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPA1A', 'HSPA1B', 'HSPA2', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPA9', 'ID1', 'ID4', 'IDH1', 'IDH2', 'IDO1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IKBKB', 'IKZF1', 'IL10', 'IL17A', 'IL21', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ILK', 'INPP4A', 'INPP4B', 'INPP5A', 'INPP5B', 'INPP5D', 'INPP5E', 'INPP5F', 'INPP5J', 'INPP5K', 'INPPL1', 'INSRR', 'INSR', 'INS', 'IPMK', 'IPO11', 'IQGAP1', 'IRAK1', 'IRS1', 'IRS2', 'ITGB1', 'ITPKA', 'ITPKB', 'ITPKC', 'ITPR3', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JARID2', 'JUN', 'KAT2B', 'KDM5B', 'KDM5C', 'KDM6A', 'KDR', 'KEAP1', 'ATG13', 'KIF11', 'KLLN', 'KITLG', 'KIT', 'KLF17', 'KLF2', 'KLF4', 'KLK3', 'KPNA1', 'KPNA2', 'KPNA5', 'KPNA6', 'KPNA7', 'KRAS', 'KRT14', 'KRT5', 'KRT8', 'LASP1', 'LATS1', 'LATS2', 'LCK', 'LDHA', 'LEF1', 'LEP', 'LGALS3', 'LIG4', 'LOX', 'LRIG1', 'LRP1B', 'LRRK2', 'LYN', 'LYPD1', 'MAGI1', 'MAGI2', 'MAGI3', 'MAN2C1', 'MAP1LC3B', 'MAP2K1', 'MAP2K2', 'MAP2K3', 'MAP2K4', 'MAP2K7', 'MAP3K1', 'MAP3K5', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK4', 'MAPK6', 'MAPK7', 'MAPK8', 'MAPK9', 'MAPKAP1', 'MAPT', 'MARCH2', 'MARCH3', 'MAST1', 'MAST2', 'MAST3', 'MAST4', 'MATK', 'MCL1', 'MCM2', 'MCM7', 'MCRS1', 'MDK', 'MDM2', 'MDM4', 'MECOM', 'MECP2', 'MED12', 'MEN1', 'MET', 'MGMT', 'MINPP1', 'MITF', 'MKI67', 'MKRN1', 'MLH1', 'MLH3', 'KMT2D', 'KMT2C', 'KMT2B', 'MLLT1', 'MLST8', 'MME', 'MMP2', 'MMP9', 'MOV10', 'MRAP', 'MRE11A', 'MSH2', 'MSH6', 'MTDH', 'MTMR2', 'MTOR', 'MTSS1', 'MUTYH', 'MVP', 'MYCN', 'MYC', 'MYLK', 'MYOCD', 'NANOG', 'NCKAP1', 'NCOA3', 'NCOR2', 'NDFIP1', 'NDFIP2', 'NDRG1', 'NDRG2', 'NEDD4L', 'NEDD4', 'NES', 'NF1', 'NF2', 'NFATC1', 'NFATC4', 'NFE2L2', 'NFKBIA', 'NGFR', 'NKX3-1', 'NLGN3', 'NLGN4X', 'NOS3', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NPM1', 'NR1H4', 'NR3C2', 'NRAS', 'NRP2', 'NTRK1', 'NTRK2', 'NUMB', 'OCRL', 'OLIG2', 'OTUD3', 'PALB2', 'PARD3', 'PARD6A', 'PARD6B', 'PARD6G', 'PARK2', 'PARK7', 'PARP1', 'PAX8', 'PBK', 'PBRM1', 'PCGF2', 'PCSK9', 'PDCD1', 'PDCD4', 'PDGFB', 'PDGFRA', 'PDGFRB', 'PDK1', 'PDK2', 'PDPK1', 'PDZK1', 'PECAM1', 'PGM3', 'PGR', 'PHF6', 'PHLPP1', 'PHLPP2', 'PI3', 'PI4K2A', 'PI4K2B', 'PI4KA', 'PI4KB', 'PIK3C2A', 'PIK3C2B', 'PIK3C2G', 'PIK3C3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3CG', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIK3R5', 'PIKFYVE', 'PINK1', 'PIP4K2A', 'PIP4K2B', 'PIP4K2C', 'PIP5K1A', 'PIP5K1B', 'PIP5K1C', 'PIP5KL1', 'PKM', 'PLCB1', 'PLCB2', 'PLCB3', 'PLCB4', 'PLCD1', 'PLCD3', 'PLCD4', 'PLCE1', 'PLCG1', 'PLCG2', 'PLCH1', 'PLCH2', 'PLCZ1', 'PLEKHA1', 'PLEK', 'PLK1', 'PLK2', 'PLK3', 'BPIFA1', 'PMAIP1', 'PML', 'PMPCA', 'PMS1', 'PMS2', 'POLE', 'POLI', 'POTEF', 'POU5F1', 'PPARG', 'PPM1D', 'PPP2R1A', 'PPP2R4', 'PPP2R5A', 'PPP2R5E', 'PPP3CA', 'PPP6C', 'PRDX1', 'PREX2', 'PRKAA1', 'PRKAA2', 'PRKCI', 'PRKCZ', 'PRKDC', 'PRMT5', 'PROM1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTER', 'PTGS2', 'PTK2B', 'PTK2', 'PTK6', 'PTPMT1', 'PTPN11', 'PTPN12', 'PTPN13', 'PTPN1', 'PTPRC', 'PTPRD', 'PTS', 'PXN', 'RAB7A', 'RAC1', 'RAC2', 'RAD51C', 'RAD51D', 'RAD51', 'RAD52', 'RAF1', 'RASA1', 'RASSF1', 'RB1CC1', 'RB1', 'RBL1', 'RBL2', 'RBM38', 'RBFOX2', 'RCN1', 'RECK', 'RELA', 'REL', 'REM1', 'RETN', 'RET', 'RHEB', 'RHOA', 'RHOB', 'RHOC', 'RICTOR', 'DROSHA', 'RNF146', 'ROCK1', 'ROCK2', 'ROS1', 'RPS27A', 'RPS6KA1', 'RPS6KA2', 'RPS6KA3', 'RPS6KB1', 'RPS6KB2', 'RPS6', 'RPTOR', 'RRAS2', 'RRAS', 'RRM1', 'RSL1D1', 'RUNX3', 'RWDD3', 'SACM1L', 'SALL4', 'SCAI', 'SCGB1D4', 'SCRIB', 'SDHB', 'SDHC', 'SERPINA1', 'SERPINA4', 'SERPINB5', 'SESN1', 'SESN2', 'SETD2', 'SGK1', 'SGK2', 'SGK3', 'SHANK2', 'SHARPIN', 'SHC1', 'SHFM1', 'SHH', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT5', 'SIRT6', 'SIRT7', 'SKP2', 'SLC25A16', 'SLC2A1', 'SLC2A4', 'SLC34A2', 'SLC9A3R1', 'SLC9A3R2', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMUG1', 'SMYD2', 'SNAI1', 'SNAI2', 'SNCA', 'SNX27', 'SOCS1', 'SOCS3', 'SOD2', 'SOS1', 'SOX2', 'SOX4', 'SOX9', 'SP1', 'SPOP', 'SPRY1', 'SPRY2', 'SRBD1', 'SRC', 'SREBF1', 'SRF', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STMN1', 'STUB1', 'STX16', 'SUCLG2', 'SUMO1', 'SYK', 'SYNJ1', 'SYNJ2', 'TACSTD2', 'TBX1', 'TBX2', 'TBX3', 'TCF7L2', 'TCHP', 'TEP1', 'TERT', 'TET1', 'TGFB1', 'TGFBR1', 'TGFBR2', 'TGM2', 'THBS1', 'TIMP1', 'TIMP3', 'TJP1', 'TLR4', 'TMEM55A', 'TMEM55B', 'TMPRSS2', 'TNFRSF10B', 'TNFSF10', 'TNF', 'TNKS2', 'TNKS', 'TNPO2', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TOP1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TPM1', 'TRAF6', 'TRIM27', 'TRIM29', 'TSC1', 'TSC2', 'TTN', 'TUT1', 'TWIST1', 'TWSG1', 'TXN', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2E1', 'UBE2I', 'UBE2L3', 'UBE3A', 'ULK1', 'ULK2', 'USP10', 'USP13', 'USP18', 'USP28', 'USP7', 'USP8', 'UTF1', 'UVRAG', 'VCL', 'VDR', 'VEGFA', 'VHL', 'WDR18', 'WDTC1', 'WEE1', 'WIPI1', 'WIPI2', 'WNT1', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT9A', 'WNT9B', 'WT1', 'WWP1', 'WWP2', 'XIAP', 'XPO1', 'XPO5', 'YAP1', 'YES1', 'YWHAB', 'YWHAZ', 'YY1', 'ZEB1', 'ZEB2', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.03862384422015608
		RMSE:  0.6356813050691055
		NRMSE:  0.09939509109047072
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04557869434051831
		RMSE:  0.5231599683741948
		NRMSE:  0.17546282813730707
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  1.5309322385393214e-14
		NRMSE:  2.393764738549482e-15
		MAPE:  2.1306261396965448e-11
		Pearson Correlation:  0.12585423889573624
		Spearman Correlation:  0.0328699639059604
		Coefficient of Determination:  -2375.8616172335956
		RMSE:  24.943540128893922
		NRMSE:  8.365823762038477
		MAPE:  6744.825162004024

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.4650385828574227, tolerance: 0.020892714789331884
  positive)
		Pearson Correlation:  0.9999804658742153
		Spearman Correlation:  0.9999371535502276
		Coefficient of Determination:  0.9999566003375915
		RMSE:  0.0041091639619936
		NRMSE:  0.0006425086329440387
		MAPE:  3.496684402796361
		Pearson Correlation:  0.1268066258474309
		Spearman Correlation:  0.01826651058433324
		Coefficient of Determination:  -42403.109775598205
		RMSE:  105.35620468867855
		NRMSE:  35.33545904503573
		MAPE:  4541.886593388574

	Predictor:  RandomForests
		Pearson Correlation:  0.5923384886626772
		Spearman Correlation:  0.5372839462573086
		Coefficient of Determination:  0.30702419690994753
		RMSE:  0.5192414215132102
		NRMSE:  0.08118855781615357
		MAPE:  252.1519350856801
		Pearson Correlation:  0.31672049556530973
		Spearman Correlation:  0.34155614845859655
		Coefficient of Determination:  0.0874892282862324
		RMSE:  0.4887369139265927
		NRMSE:  0.16391766632901553
		MAPE:  493.99105733534475

Protein:  BRCA2
Protein Interaction Partners Count:  361
x_train_column_count:  351
x_train columns:  ['ABL1', 'ACHE', 'ADRB1', 'ADRB2', 'AKT1', 'ALK', 'APEX1', 'ARID1A', 'ARPC1A', 'AR', 'ATAD5', 'ATM', 'ATRIP', 'ATRX', 'ATR', 'AURKA', 'AURKB', 'B3GALTL', 'BACH1', 'BARD1', 'BCCIP', 'BCHE', 'BDNF', 'BECN1', 'BIRC5', 'BLM', 'BMI1', 'BRCA1', 'BRCC3', 'BRE', 'BRIP1', 'SLX4', 'BUB1B', 'BUB1', 'BUB3', 'SFR1', 'RHNO1', 'RMI2', 'BABAM1', 'MMS22L', 'CASC1', 'CASC5', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCNE1', 'CDC25A', 'CDC25C', 'CDC45', 'CDC6', 'CDH1', 'CDK12', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CENPE', 'CENPF', 'CEP55', 'CHEK1', 'CHEK2', 'CHRNA1', 'CLSPN', 'CNTROB', 'CREM', 'CSMD3', 'CTNNB1', 'CYP19A1', 'DMC1', 'DNA2', 'DSN1', 'DYNC1LI2', 'EGFR', 'EGF', 'ELAC2', 'EME1', 'EME2', 'ENAM', 'EPCAM', 'ERBB2', 'ERBB3', 'ERCC1', 'ERCC2', 'ERCC4', 'ERCC5', 'ERCC6', 'ERCC8', 'ESPL1', 'ESR1', 'EXO1', 'EZH2', 'FAM175A', 'FANCA', 'FANCB', 'FANCC', 'FANCD2', 'FANCE', 'FANCF', 'FANCG', 'FANCI', 'FANCL', 'FANCM', 'FBN1', 'FBXO18', 'FBXW7', 'FEN1', 'FGFR2', 'FHIT', 'FLNA', 'FOXM1', 'GAPDH', 'GEN1', 'SLX1B', 'H2AFX', 'HELQ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2BE', 'HIST3H3', 'HMG20A', 'HMG20B', 'HMMR', 'HNRNPC', 'HOXB13', 'HRAS', 'HUS1', 'ITPKB', 'KAT2B', 'KAT5', 'KEAP1', 'SPIDR', 'KIF23', 'KIF4A', 'KIT', 'KLK3', 'KRAS', 'KRT5', 'LIG1', 'LIG3', 'LIG4', 'LIMD1', 'LSP1', 'MAD2L2', 'MAGED1', 'MAMSTR', 'MAP2K2', 'MAP3K1', 'MCM10', 'MCPH1', 'MDC1', 'MDM2', 'MDM4', 'MEN1', 'MGMT', 'MKI67', 'MLH1', 'MLH3', 'KMT2C', 'MND1', 'MORF4L1', 'MRE11A', 'MRPL36', 'MSH2', 'MSH3', 'MSH4', 'MSH5', 'MSH6', 'MTA2', 'FAN1', 'MUC1', 'MUS81', 'MUTYH', 'MYC', 'NBN', 'NCAPG', 'NEDD4', 'NF1', 'NHEJ1', 'NNT', 'NOTCH1', 'NSL1', 'NSMCE4A', 'OBFC1', 'OGG1', 'PALB2', 'PARG', 'PARP1', 'PARP2', 'PARP3', 'PAXIP1', 'PCNA', 'PDLIM7', 'PDS5A', 'PDS5B', 'PGR', 'PIK3CA', 'PLCB4', 'PLEC', 'PLEKHH1', 'PLK1', 'PMS1', 'PMS2', 'PNOC', 'POLD1', 'POLD2', 'POLD3', 'POLD4', 'POLE2', 'POLE3', 'POLE4', 'POLE', 'POLH', 'POLK', 'POLN', 'POLQ', 'PRDM9', 'PRKDC', 'PRSS1', 'PSMC3IP', 'PSMD3', 'PSMD6', 'PTEN', 'RAD17', 'RAD18', 'RAD1', 'RAD21', 'RAD23B', 'RAD50', 'RAD51AP1', 'RAD51C', 'RAD51B', 'RAD51D', 'RAD51', 'RAD52', 'RAD54B', 'RAD54L', 'RAD9A', 'RAD9B', 'RAG2', 'RASSF1', 'RBBP8', 'RBMX', 'RECQL4', 'RECQL5', 'RECQL', 'RET', 'REV1', 'REV3L', 'RFC1', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RMI1', 'RNF168', 'RNF8', 'RPA1', 'RPA2', 'RPA3', 'RPS27A', 'RTEL1', 'SHFM1', 'SKP2', 'SMAD2', 'SMAD3', 'SMAD4', 'SMARCA4', 'SMARCAL1', 'SMARCB1', 'SMC1A', 'SMC2', 'SMC3', 'SMC4', 'SMC5', 'SMC6', 'SMUG1', 'SNAI2', 'SP1', 'SPO11', 'STAT5A', 'STK11', 'STRA13', 'SUV39H1', 'SYCP3', 'TBCE', 'TDP1', 'TERT', 'TEX15', 'TMPRSS2', 'TNS1', 'TOP1', 'TOP2A', 'TOP3A', 'TOP3B', 'TOPBP1', 'TOX3', 'TP53BP1', 'TP53', 'TPX2', 'TRIP12', 'PRSS58', 'TTK', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2D1', 'UBE2E2', 'UBE2E3', 'UBE2N', 'UBE2T', 'UIMC1', 'USF1', 'USP11', 'USP15', 'USP1', 'USP21', 'USP4', 'UVRAG', 'VEGFA', 'VWF', 'WDR48', 'WDTC1', 'WEE1', 'WRN', 'WT1', 'WTIP', 'XPA', 'XPO1', 'XRCC1', 'XRCC2', 'XRCC3', 'XRCC4', 'XRCC5', 'XRCC6', 'ZFYVE26', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004232193403179485
		RMSE:  0.1957372843548259
		NRMSE:  0.12609907189874434
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0041831029428383015
		RMSE:  0.19359139518213575
		NRMSE:  0.1310414025181481
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  LinearRegression
		Pearson Correlation:  0.8345098307368035
		Spearman Correlation:  0.8116168222988233
		Coefficient of Determination:  0.6964066575963686
		RMSE:  0.10762238460599495
		NRMSE:  0.06933315162248024
		MAPE:  286.8554445364379
		Pearson Correlation:  -0.03689063032775666
		Spearman Correlation:  -0.04530777485123403
		Coefficient of Determination:  -2.7444865884982614
		RMSE:  0.3738313634864516
		NRMSE:  0.25304526645126785
		MAPE:  899.6639137226256

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3.4347559077106755, tolerance: 0.0020487419647026942
  positive)
		Pearson Correlation:  0.8256649529182448
		Spearman Correlation:  0.8011581183477032
		Coefficient of Determination:  0.6816089237591968
		RMSE:  0.11021404256456782
		NRMSE:  0.07100276538223084
		MAPE:  283.3962962221013
		Pearson Correlation:  0.003947390944183177
		Spearman Correlation:  0.009589308360159985
		Coefficient of Determination:  -1.8959547264574503
		RMSE:  0.3287573560542734
		NRMSE:  0.22253481351781484
		MAPE:  684.2337460720466

	Predictor:  RandomForests
		Pearson Correlation:  0.5785687737545514
		Spearman Correlation:  0.5134262809924671
		Coefficient of Determination:  0.196163172604347
		RMSE:  0.17512189109946347
		NRMSE:  0.11281809702010853
		MAPE:  181.78134862320357
		Pearson Correlation:  0.31303320234229776
		Spearman Correlation:  0.31835430689688815
		Coefficient of Determination:  0.06397658885597002
		RMSE:  0.18690587408250395
		NRMSE:  0.12651599445114087
		MAPE:  128.41740179579563

Protein:  CDKN2A
Protein Interaction Partners Count:  612
x_train_column_count:  605
x_train columns:  ['ABCC1', 'ABL1', 'ACAP1', 'ACAP2', 'ACP5', 'ACTA1', 'ACTB', 'ACTG1', 'ADAMTS9', 'ADAP1', 'AFP', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALK', 'ANKRD12', 'ANXA5', 'AP3D1', 'AP3S1', 'AP3S2', 'APAF1', 'APBA1', 'APBA2', 'ARAP1', 'ARAP2', 'ARF1', 'ARF3', 'ARF4', 'ARF5', 'ARF6', 'ARFGAP1', 'ARFGAP3', 'ARFIP2', 'ARFRP1', 'ARID1A', 'ARID2', 'ARID5B', 'ARL10', 'ARL1', 'ARL2', 'ARL3', 'ARL4A', 'ARL5A', 'AR', 'ASAP1', 'ATM', 'ATRX', 'ATR', 'AURKA', 'AURKB', 'AXIN1', 'BAP1', 'BCL2L11', 'BCL2L1', 'BCL6', 'BECN1', 'BIRC5', 'BMI1', 'BRAF', 'BRCA1', 'BRCA2', 'BUB1B', 'RGCC', 'C1QBP', 'RABL6', 'CACNA1G', 'CADM1', 'CAMK1D', 'CASP3', 'CASP8', 'CASP9', 'CAV1', 'CBX7', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNL1', 'CD274', 'CD34', 'CD44', 'CDC123', 'CDC20', 'CDC25A', 'CDC25C', 'CDC42', 'CDC45', 'CDC5L', 'CDC6', 'CDC7', 'CDH13', 'CDH17', 'CDH1', 'CDH2', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK5RAP3', 'CDK6', 'CDK7', 'CDKAL1', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2AIP', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDX2', 'CEACAM5', 'CEBPB', 'CEBPE', 'CHEK1', 'CHEK2', 'CHFR', 'CHKA', 'COMMD1', 'CRABP1', 'CREBBP', 'CSF1R', 'CSF1', 'CSF2', 'CTBP1', 'CTBP2', 'CTCF', 'CTLA4', 'CTNNB1', 'CTSK', 'CUL1', 'CUL3', 'CXCR4', 'CYCS', 'CYLD', 'CYTH1', 'CYTH2', 'CYTH3', 'DAB2IP', 'DAP', 'DAXX', 'DICER1', 'DIRAS3', 'DLEC1', 'DMTF1', 'DNAH3', 'DNMT1', 'DNMT3A', 'DNMT3B', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EBF1', 'EGFR', 'EGF', 'EGR1', 'EHF', 'EHMT2', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EP300', 'EPCAM', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ETS1', 'ETV6', 'EWSR1', 'EZH1', 'EZH2', 'FAT1', 'FBXW7', 'FGF2', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FKBP2', 'FLT3', 'FMN2', 'FN1', 'FOS', 'FOXA1', 'FOXM1', 'FOXN2', 'FOXO1', 'FOXO3', 'FTO', 'FZR1', 'GADD45A', 'GAPDH', 'GATA3', 'GATA4', 'GATA5', 'GBF1', 'GDF15', 'GGA1', 'GGA2', 'GGA3', 'GIT1', 'GIT2', 'GLI1', 'GLTSCR2', 'GMNN', 'GNA11', 'GNAQ', 'GNAS', 'GNL3', 'GOLPH3', 'GP5', 'GSPT1', 'GSTP1', 'H2AFX', 'H2AFZ', 'H3F3A', 'H3F3B', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HDAC9', 'HELLS', 'HGF', 'HHEX', 'HIC1', 'HIF1A', 'HIST1H2BA', 'HIST1H4A', 'HIST1H4B', 'HIST1H4C', 'HIST1H4D', 'HIST1H4E', 'HIST1H4F', 'HIST1H4H', 'HIST1H4I', 'HIST1H4J', 'HIST1H4K', 'HIST1H4L', 'HIST2H2AA3', 'HIST2H2AC', 'HIST2H4A', 'HIST4H4', 'HLTF', 'HMGA2', 'HNF4A', 'HNRNPD', 'HOPX', 'HOXA9', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPA4', 'HSPA9', 'HUWE1', 'ID1', 'IDH1', 'IDH2', 'IGF1R', 'IGF1', 'IGF2BP2', 'IGF2R', 'IGF2', 'IGFBP3', 'IKBKB', 'IKZF1', 'IL10', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ING1', 'ING4', 'INS', 'IQSEC1', 'IRS1', 'ISOC2', 'ITGAM', 'JAK1', 'JAK2', 'JAK3', 'JAZF1', 'JUNB', 'JUN', 'KAT2B', 'KAT5', 'KCNJ11', 'KCNQ1', 'KDM1A', 'KDM2B', 'KDM6A', 'KDM6B', 'KDR', 'KEAP1', 'KIAA1549', 'KIT', 'KLF4', 'KRAS', 'KRT19', 'KRT20', 'KRT5', 'KRT7', 'LATS2', 'LOX', 'LRRK2', 'MACROD2', 'MAF', 'MAP2K1', 'MAP2K4', 'MAP2K6', 'MAP2K7', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MAPK9', 'MAX', 'MC1R', 'MCL1', 'MCM10', 'MCM2', 'MCM5', 'MCM7', 'MDM2', 'MDM4', 'MEN1', 'MEOX1', 'MEOX2', 'MET', 'MGMT', 'MITF', 'MKRN1', 'MLANA', 'MLH1', 'KMT2D', 'KMT2C', 'KMT2B', 'MLLT3', 'MME', 'MMP2', 'MMP7', 'MMP9', 'MOV10', 'MRAS', 'MSH2', 'MSH6', 'MTA1', 'MTAP', 'MTHFR', 'MTNR1B', 'MTOR', 'MUC1', 'MYBL2', 'MYCL', 'MYCN', 'MYC', 'MYOD1', 'KAT6A', 'NANOG', 'NCAM1', 'NCL', 'NCOR1', 'NES', 'NEUROG1', 'NF1', 'NF2', 'NFATC1', 'NFE2L2', 'NKX2-1', 'NME1', 'NOTCH1', 'NOTCH2', 'NPM1', 'NRAS', 'NSUN2', 'ORC4', 'ORC5', 'OSBP2', 'P2RY8', 'PA2G4', 'PALB2', 'PARP1', 'PAX3', 'PAX5', 'PAX8', 'PBRM1', 'PCGF2', 'PDGFB', 'PDGFRA', 'PDGFRB', 'PEX19', 'PGR', 'PHLDB1', 'PI3', 'PIAS2', 'PIGF', 'PIK3CA', 'PIK3R1', 'PIP4K2A', 'PLEKHA3', 'PLEKHA8', 'PLEK', 'PLK1', 'PMAIP1', 'PML', 'PMS2', 'POTEF', 'POU5F1', 'PPARA', 'PPARG', 'PPM1D', 'PPP1R9B', 'PPP3CA', 'PRDM2', 'PRMT6', 'PROM1', 'PRSS1', 'PSMC3', 'PSMD10', 'PSME3', 'PTCH1', 'PTEN', 'PTER', 'PTF1A', 'PTGS2', 'PTPN11', 'PTPRC', 'PTPRD', 'PXN', 'RAB11A', 'RAB5A', 'RABEP1', 'RABGEF1', 'RAC2', 'RAD51', 'RAF1', 'RAP2B', 'RARB', 'RASSF1', 'RASSF2', 'RB1', 'RBL1', 'RBL2', 'RCC1', 'RELA', 'RELB', 'REL', 'RET', 'RHOA', 'DROSHA', 'RNF2', 'RNF43', 'ROS1', 'RPL11', 'RPRM', 'RPS27A', 'RPS6KB1', 'RRAS2', 'RRAS', 'RTEL1', 'RUNX2', 'RUNX3', 'SDHC', 'SENP1', 'SENP3', 'SERPINE1', 'SERTAD1', 'SETD2', 'SFN', 'SFRP1', 'SFRP2', 'SHH', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT4', 'SIRT5', 'SIRT6', 'SIRT7', 'SIVA1', 'SIX2', 'SKP2', 'SLC30A8', 'SMAD2', 'SMAD3', 'SMAD4', 'SMARCA4', 'SMARCB1', 'SMUG1', 'SNAI1', 'SNAI2', 'SNCA', 'SOCS1', 'SOX2', 'SP1', 'SPEN', 'SRC', 'STAT1', 'STAT3', 'STK11', 'STK25', 'STK33', 'STMN1', 'SUB1', 'SUMO1', 'SUMO2', 'SUMO3', 'SUV39H1', 'SUZ12', 'SYNE1', 'SYP', 'TBL1XR1', 'TBRG1', 'TBX2', 'TBX3', 'TCF7L2', 'TCHP', 'TERT', 'TET2', 'TFDP1', 'TFPI2', 'TGFBR2', 'THADA', 'THBS1', 'TIMP3', 'TMCO1', 'TMEM115', 'TNFRSF10B', 'TNFSF11', 'TNF', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOP1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TP73', 'TRADD', 'TRIM28', 'TRIP12', 'PRSS58', 'TSC2', 'TSPAN8', 'TTF1', 'TWIST1', 'TWSG1', 'TYR', 'UBA52', 'UBB', 'UBC', 'UBE2A', 'UBE2I', 'UBE3A', 'UCHL1', 'USP7', 'UTF1', 'VEGFA', 'VHL', 'WDTC1', 'WEE1', 'WFS1', 'WHSC1', 'WIF1', 'WRN', 'WT1', 'WWOX', 'XRCC1', 'YY1', 'ZBTB17', 'ZBTB7A', 'ZEB1', 'ZFP91', 'ZNF148', 'ZNF217', 'ZNF227', 'ZNF410', 'ZNF420', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07796029040511754
		RMSE:  0.688717064305458
		NRMSE:  0.155695052403178
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04182297654643197
		RMSE:  0.6873705418142212
		NRMSE:  0.18569552134596423
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6633450034781481
		NRMSE:  0.14995930902637006
		MAPE:  291.0442764508337
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00497373418246827
		RMSE:  0.6751049711753466
		NRMSE:  0.1823819351565125
		MAPE:  246.23249271843073

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999996
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  6.44540912783097e-14
		NRMSE:  1.4570835600386503e-14
		MAPE:  4.651033156962045e-11
		Pearson Correlation:  -0.028330134634649597
		Spearman Correlation:  0.02023705004389816
		Coefficient of Determination:  -28.287602592334245
		RMSE:  3.6444824378580885
		NRMSE:  0.9845694936941022
		MAPE:  2439.3811709920187

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.5653576089777268, tolerance: 0.023629428078437084
  positive)
		Pearson Correlation:  0.998519813696488
		Spearman Correlation:  0.9977807686454024
		Coefficient of Determination:  0.9969962413390763
		RMSE:  0.036355655566654134
		NRMSE:  0.008218753377790015
		MAPE:  27.362803528844104
		Pearson Correlation:  0.16018510634311103
		Spearman Correlation:  0.14579553214320556
		Coefficient of Determination:  -12.701867676301038
		RMSE:  2.4927793299965457
		NRMSE:  0.6734329290027409
		MAPE:  3011.476114593284

	Predictor:  RandomForests
		Pearson Correlation:  0.6662250351297693
		Spearman Correlation:  0.6056399506504265
		Coefficient of Determination:  0.4270984004578826
		RMSE:  0.5020875813412392
		NRMSE:  0.11350459621142514
		MAPE:  162.86817303453486
		Pearson Correlation:  0.7130276466122182
		Spearman Correlation:  0.6239098624524437
		Coefficient of Determination:  0.4680405453297999
		RMSE:  0.4911715647647899
		NRMSE:  0.13269169136718983
		MAPE:  142.80948292933763

Protein:  TP53
Protein Interaction Partners Count:  1000
x_train_column_count:  991
x_train columns:  ['ABCB1', 'ABCC1', 'ABL1', 'ACTB', 'ACTL6A', 'ADAM17', 'AFP', 'AGT', 'AICDA', 'AIFM2', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALK', 'ANKRD2', 'ANXA1', 'ANXA2', 'ANXA5', 'APAF1', 'APBB1', 'APC', 'APEX1', 'APOBEC3B', 'APP', 'ARID1A', 'ARID3A', 'AR', 'ASF1A', 'ASXL1', 'ATF2', 'ATF3', 'ATG7', 'ATM', 'ATN1', 'ATRIP', 'ATRX', 'ATR', 'ATXN3', 'AURKA', 'AURKB', 'AXIN1', 'AXL', 'BACE1', 'BAG1', 'BAG2', 'BAIAP2L1', 'BAK1', 'BANP', 'BARD1', 'BAX', 'BBC3', 'BCL2A1', 'BCL2L11', 'BCL2L12', 'BCL2L14', 'BCL2L1', 'BCL2L2', 'BCL2', 'BCL6', 'BCR', 'BDNF', 'BECN1', 'BID', 'BIRC3', 'BIRC5', 'BIRC6', 'BLM', 'BMF', 'BMI1', 'BMX', 'BNIP3L', 'BNIP3', 'BRCA1', 'BRCA2', 'BRCC3', 'BRD1', 'BRD4', 'BRD7', 'BRE', 'BRIP1', 'BRPF1', 'BRPF3', 'BTG2', 'BTK', 'BUB1B', 'BUB1', 'RHNO1', 'RGCC', 'RMI2', 'CNOT11', 'SETD9', 'CA9', 'CABIN1', 'CABLES1', 'CAPN1', 'CARM1', 'CASP10', 'CASP1', 'CASP2', 'CASP3', 'CASP6', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBX2', 'CBX4', 'CBX6', 'CBX8', 'CCDC106', 'CCL2', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNG2', 'CCNH', 'CCNK', 'CCT2', 'CCT3', 'CCT4', 'CCT5', 'CCT6A', 'CCT6B', 'CCT7', 'CCT8', 'CD24', 'CD274', 'CD34', 'CD40LG', 'CD40', 'CD44', 'CD82', 'CDC20', 'CDC25A', 'CDC25C', 'CDH17', 'CDH1', 'CDK12', 'CDK13', 'CDK1', 'CDK2', 'CDK4', 'CDK5R1', 'CDK5', 'CDK6', 'CDK7', 'CDK8', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CEACAM5', 'CEBPB', 'CENPJ', 'CFL1', 'CFLAR', 'CHD3', 'CHD4', 'CHD8', 'CHEK1', 'CHEK2', 'CHUK', 'CISH', 'CITED2', 'CLSPN', 'CLU', 'CNOT10', 'CNOT1', 'CNOT2', 'CNOT3', 'CNOT4', 'CNOT6L', 'CNOT6', 'CNOT7', 'CNOT8', 'COPS5', 'CREB1', 'CREBBP', 'CRYAB', 'CSNK1A1', 'CSNK1D', 'CSNK1E', 'CSNK1G1', 'CSNK1G2', 'CSNK1G3', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTBP1', 'CTCF', 'CTGF', 'CTNNB1', 'CUL4A', 'CUL7', 'CUL9', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP1A1', 'DACH1', 'DAPK1', 'DAP', 'DAXX', 'DDB1', 'DDB2', 'DDIT4', 'DDX17', 'DDX3X', 'DDX5', 'DECR1', 'DGCR8', 'DHCR24', 'DHFR', 'DIABLO', 'DICER1', 'DKK1', 'DMTF1', 'DNA2', 'DNAJA3', 'DNAJB1', 'DNMT1', 'DNMT3A', 'DNTT', 'DPYD', 'DRAM1', 'DTL', 'DUSP1', 'DUSP2', 'DYRK1A', 'DYRK2', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F7', 'E2F8', 'E4F1', 'EED', 'EEF1A1', 'EEF1A2', 'EGFR', 'EGF', 'EGR1', 'EHMT1', 'EHMT2', 'EI24', 'EIF2AK2', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF4EBP1', 'ELANE', 'ELAVL1', 'ELL3', 'ELL', 'EP300', 'EP400', 'EPCAM', 'EPHA2', 'EPHA3', 'EPHB2', 'ERBB2', 'ERBB4', 'ERCC1', 'ERCC2', 'ERCC3', 'ERCC6', 'ESR1', 'ETS1', 'ETS2', 'EWSR1', 'EXO1', 'EZH2', 'F2', 'FADD', 'AMER1', 'FAM175B', 'FANCC', 'FANCD2', 'FASLG', 'FAS', 'FBL', 'FBXO11', 'FBXO4', 'FBXW7', 'FGF1', 'FGF2', 'FGFR3', 'FHIT', 'FHL2', 'FLT3', 'FN1', 'FOSL1', 'FOS', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FSCN1', 'FUT4', 'FZR1', 'G3BP1', 'G6PD', 'GADD45A', 'GADD45B', 'GADD45G', 'GAPDH', 'GATAD2A', 'GATAD2B', 'GDF15', 'GFI1', 'GLS2', 'GLTSCR2', 'GNL3', 'GRAMD4', 'GRB10', 'GRB14', 'GSK3B', 'GSTP1', 'GTF2H1', 'GTSE1', 'H1F0', 'H2AFX', 'HAMP', 'HCK', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC5', 'HDAC7', 'HDAC8', 'HDAC9', 'HERC5', 'HIC1', 'HIF1A', 'HIPK1', 'HIPK2', 'HIPK3', 'HIPK4', 'HIRA', 'HIST1H1A', 'HIST1H1B', 'HIST1H1C', 'HIST1H1D', 'HIST1H1E', 'HK2', 'HMGA1', 'HMGA2', 'HMGB1', 'HMGB2', 'HMMR', 'HMOX1', 'HNF4A', 'HNRNPK', 'HNRNPL', 'HOXA5', 'HPGDS', 'HRAS', 'HSF1', 'HSP90AA1', 'HSP90AB1', 'HSP90B1', 'HSPA1A', 'HSPA1B', 'HSPA1L', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPA9', 'HSPB1', 'HSPB2', 'HTT', 'HUS1', 'HUWE1', 'ICAM1', 'ID2', 'ID4', 'IDH1', 'IDH2', 'IFI16', 'IFNAR1', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IGFBP7', 'IKBKB', 'IL17A', 'IL4', 'IL6', 'CXCL8', 'ING1', 'ING2', 'ING3', 'ING4', 'ING5', 'INSIG1', 'INS', 'IRF1', 'ISG15', 'ITPKB', 'JAG1', 'JAK2', 'JMY', 'JUN', 'KAT2A', 'KAT2B', 'KAT5', 'KDM1A', 'KDM6A', 'KDM6B', 'KDR', 'KHDRBS1', 'CCAR2', 'KIT', 'KLF2', 'KLF4', 'KLF5', 'KLF6', 'KLK3', 'KPNA2', 'KRAS', 'KRT14', 'KRT17', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'L3MBTL1', 'LAMA4', 'LEP', 'LGALS7B', 'LGALS7', 'LIF', 'LIG4', 'LIN28A', 'PIDD1', 'LRRK2', 'LYN', 'MAF1', 'MAF', 'MAGEA2', 'MAP1LC3B', 'MAP2K1', 'MAP2K3', 'MAP2K7', 'MAP3K1', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MAPK9', 'MAPKAPK5', 'MBD3', 'MCL1', 'MCM7', 'MDC1', 'MDH1', 'MDM2', 'MDM4', 'MEAF6', 'MECOM', 'MELK', 'MET', 'MGMT', 'MIF', 'MKI67', 'MKRN1', 'MLH1', 'KMT2D', 'KMT2C', 'MMP13', 'MMP1', 'MMP2', 'MMP9', 'MOV10', 'MRE11A', 'MSH2', 'MSH6', 'MSX1', 'MT1A', 'MT2A', 'MTA1', 'MTA2', 'MTA3', 'MTOR', 'MUC1', 'MUTYH', 'MYBBP1A', 'MYB', 'MYCN', 'MYC', 'MYOCD', 'KAT8', 'KAT6A', 'NANOG', 'NBN', 'NCL', 'NCOA3', 'NCOR1', 'NCOR2', 'NDN', 'NDRG1', 'NEDD8', 'NES', 'NEUROD1', 'NF1', 'NF2', 'NFE2L2', 'NFKB1', 'NFKB2', 'NFKBIA', 'NFKBIB', 'NFYA', 'NFYB', 'NFYC', 'NGFR', 'NKX2-1', 'NLK', 'NLRC4', 'NME1', 'NOC2L', 'NOS3', 'NOTCH1', 'NOTCH3', 'NOTCH4', 'NOX4', 'NPM1', 'NQO1', 'NR1I2', 'NR2E1', 'NR3C1', 'NR4A1', 'NR4A2', 'NRAS', 'NUAK1', 'NUMB', 'NUPR1', 'OGG1', 'OLIG2', 'OPN1SW', 'OSGIN1', 'OTUB1', 'OTUB2', 'OTUD5', 'PADI4', 'PALB2', 'PARK2', 'PARK7', 'PARP1', 'PATZ1', 'PAX2', 'PAX3', 'PAX8', 'PBK', 'PBRM1', 'PCBP4', 'PCNA', 'PDCD4', 'PDCD5', 'PDGFRA', 'PDGFRB', 'PDLIM7', 'PER2', 'PERP', 'PGR', 'PHB', 'PHC1', 'PHC2', 'PHC3', 'PHF20', 'PHGDH', 'PI3', 'PIAS1', 'PIAS2', 'PIAS4', 'PIK3CA', 'PIN1', 'PKM', 'PLAGL1', 'PLAU', 'PLK1', 'PLK2', 'PLK3', 'PLK4', 'PMAIP1', 'PML', 'PMS2', 'POLI', 'POLK', 'POU4F1', 'POU4F2', 'POU5F1', 'PPARGC1A', 'PPARG', 'PPIF', 'PPM1D', 'PPP1R13B', 'PPP1R13L', 'PPP1R15A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R4', 'PPP2R5C', 'PRDM1', 'PRDM2', 'PRDX1', 'PRELID1', 'PRIMA1', 'PRKAA1', 'PRKAA2', 'PRKAB1', 'PRKAB2', 'PRKAG1', 'PRKAG2', 'PRKAG3', 'PRKCA', 'PRKCD', 'PRKCZ', 'PRKD1', 'PRKDC', 'PRKG1', 'PRMT1', 'PRMT5', 'PROM1', 'PSEN1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTBP1', 'PTCH1', 'PTEN', 'PTGS2', 'PTK2', 'PTTG1', 'RABGGTA', 'RABGGTB', 'RAD17', 'RAD1', 'RAD50', 'RAD51', 'RAD9A', 'RAD9B', 'RASSF1', 'RB1CC1', 'RB1', 'RBBP4', 'RBBP6', 'RBBP7', 'RBBP8', 'RBL1', 'RBL2', 'RBM38', 'RBPJ', 'RCHY1', 'RCOR1', 'RECQL4', 'RELA', 'REM1', 'REST', 'RET', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RFFL', 'RFWD2', 'RING1', 'RMI1', 'DROSHA', 'RNF20', 'RNF2', 'RNF34', 'RNF43', 'ROCK1', 'RPA1', 'RPA2', 'RPA3', 'RPL11', 'RPL22', 'RPL26', 'RPL5', 'RPRM', 'RPS14', 'RPS19', 'RPS27A', 'RPS27L', 'RPS3', 'RPS6KB1', 'RQCD1', 'RRAD', 'RRM2B', 'RRM2', 'RUNX2', 'RUNX3', 'S100A2', 'S100A4', 'S100A6', 'S100B', 'SALL4', 'SCO2', 'SDHC', 'SENP1', 'SENP3', 'SERPINB5', 'SERPINE1', 'SESN1', 'SESN2', 'SESN3', 'SETD2', 'SETD7', 'SETD8', 'SETDB1', 'SFN', 'SRSF1', 'SGK1', 'SHFM1', 'SHH', 'SHISA5', 'SIK1', 'SIN3A', 'SIN3B', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT4', 'SIRT5', 'SIRT6', 'SIRT7', 'SIVA1', 'SKP2', 'SLC2A14', 'SLC2A1', 'SLC2A2', 'SLC2A3', 'SLC6A6', 'SLMO1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMARCD1', 'SMG1', 'SMG7', 'SMYD2', 'SNAI1', 'SNAI2', 'SOCS1', 'SOCS3', 'SOD2', 'SORT1', 'SOX2', 'SOX4', 'SP100', 'SP1', 'SP3', 'SP7', 'SPATA18', 'SPP1', 'SQSTM1', 'SRC', 'SREBF1', 'SREBF2', 'SSRP1', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'STEAP3', 'STK11', 'STMN1', 'STUB1', 'SUB1', 'SUMO1', 'SUMO2', 'SUMO3', 'SUMO4', 'SUPT16H', 'SUV39H1', 'SUZ12', 'SYK', 'SYP', 'TADA3', 'TAF10', 'TAF11', 'TAF12', 'TAF13', 'TAF15', 'TAF1L', 'TAF1', 'TAF2', 'TAF3', 'TAF4B', 'TAF4', 'TAF5', 'TAF6', 'TAF7L', 'TAF7', 'TAF9B', 'TBPL1', 'TBPL2', 'TBP', 'TCHP', 'TCP1', 'TDG', 'TERT', 'TET2', 'TFAM', 'TFAP2A', 'TFAP2C', 'TFDP1', 'TFF1', 'TGFB1', 'TGM2', 'THBS1', 'TIMP3', 'TLR3', 'TLR9', 'TMEM219', 'TNFAIP3', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF10C', 'TNFRSF10D', 'TNF', 'TNK2', 'TNKS1BP1', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOE1', 'TOP1', 'TOP2A', 'TOP3A', 'TOPBP1', 'TOPORS', 'TP53AIP1', 'TP53BP1', 'TP53BP2', 'TP53I3', 'TP53INP1', 'TP53RK', 'TP63', 'TP73', 'TPT1', 'TPX2', 'TRAF6', 'TRIAP1', 'TRIM24', 'TRIM28', 'TRIM29', 'TRIM32', 'TRIM59', 'TRIM8', 'TRRAP', 'TSC2', 'TTC5', 'TTK', 'TWIST1', 'TWIST2', 'TXN', 'TYMS', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2A', 'UBE2D1', 'UBE2E1', 'UBE2I', 'UBE2K', 'UBE2N', 'UBE2Q1', 'UBE2S', 'UBE3A', 'UBN1', 'UCHL1', 'UHRF1', 'USF1', 'USP10', 'USP15', 'USP24', 'USP3', 'USP42', 'USP7', 'UTP14A', 'VEGFA', 'VHL', 'VPRBP', 'VRK1', 'WDTC1', 'WEE1', 'WRN', 'WT1', 'WWOX', 'XAF1', 'XIAP', 'XPA', 'XPO1', 'XRCC1', 'XRCC5', 'XRCC6', 'YBX1', 'YWHAB', 'YWHAE', 'YWHAG', 'YWHAH', 'YWHAQ', 'YWHAZ', 'YY1', 'YY2', 'ZBTB33', 'ZBTB7A', 'ZEB1', 'ZEB2', 'ZKSCAN4', 'ZNF148', 'ZNF274', 'ZNF385A', 'ZNF420', 'ZNF668', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056514421630322165
		RMSE:  0.4680116353271619
		NRMSE:  0.125354663272308
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.038787823290495904
		RMSE:  0.4172475009588805
		NRMSE:  0.13741067049526773
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941389
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  5.746364481417e-15
		NRMSE:  1.5391360603768583e-15
		MAPE:  8.807335941089447e-12
		Pearson Correlation:  -0.12560856626302652
		Spearman Correlation:  -0.0395668715247293
		Coefficient of Determination:  -11.039723240877823
		RMSE:  1.4204912767168938
		NRMSE:  0.46780545915260785
		MAPE:  8088.069533738892

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.2825669208052592, tolerance: 0.011132998655991638
  positive)
		Pearson Correlation:  0.9999772300280176
		Spearman Correlation:  0.9999249291006211
		Coefficient of Determination:  0.9999487063987238
		RMSE:  0.003260997990951485
		NRMSE:  0.0008734426117454091
		MAPE:  5.6354680210345744
		Pearson Correlation:  -0.21607951530580813
		Spearman Correlation:  -0.04084479562969467
		Coefficient of Determination:  -6.383039950953711
		RMSE:  1.1123665696197915
		NRMSE:  0.3663318194038503
		MAPE:  7330.814713147596

	Predictor:  RandomForests
		Pearson Correlation:  0.6760856663874204
		Spearman Correlation:  0.5828389256744891
		Coefficient of Determination:  0.3816544637315291
		RMSE:  0.35804247493664515
		NRMSE:  0.09589995311012325
		MAPE:  342.13075090349093
		Pearson Correlation:  0.6064388444662423
		Spearman Correlation:  0.4688340241252622
		Coefficient of Determination:  0.29913669860842074
		RMSE:  0.3427259422941701
		NRMSE:  0.11286874437482959
		MAPE:  1906.2089208927212

Protein:  CTNNB1
Protein Interaction Partners Count:  992
x_train_column_count:  984
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACAN', 'ACP1', 'ACTA1', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTN1', 'ACTN4', 'ACVR1B', 'ACVR1', 'ADAM10', 'ADCY7', 'ADIPOQ', 'AES', 'AFP', 'AHI1', 'AHR', 'AHSA1', 'AJAP1', 'AK9', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDH1A1', 'ALK', 'ALPL', 'AMHR2', 'AMH', 'ANXA5', 'AP1M1', 'APC2', 'APCS', 'APC', 'APH1A', 'APH1B', 'AQP1', 'ARHGAP10', 'ARHGAP21', 'ARHGAP32', 'ARHGEF4', 'ARID1A', 'ARID2', 'ARMC7', 'ARMC8', 'ARVCF', 'ARX', 'AR', 'ASCL1', 'ASF1A', 'ASH2L', 'ASIP', 'ATF4', 'ATM', 'AURKA', 'AXIN1', 'AXIN2', 'BAG3', 'BCAR1', 'BCL2L1', 'BCL3', 'BCL6', 'BCL9L', 'BCL9', 'BDNF', 'BGLAP', 'BIRC5', 'BMI1', 'BMP2', 'BMP4', 'BMP7', 'BMPR1A', 'BMPR1B', 'BNIP2', 'BRAF', 'BRCA1', 'BRCA2', 'BRMS1L', 'BTRC', 'HILPDA', 'AK8', 'CA2', 'CA9', 'CABLES1', 'CACYBP', 'CALM1', 'CALM3', 'CARM1', 'CASP3', 'CASP8', 'CASP9', 'CAV1', 'CBLL1', 'CBL', 'CBY1', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCNE1', 'CD24', 'CD34', 'CD40', 'CD44', 'CDC27', 'CDC42', 'CDC73', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH16', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH26', 'CDH2', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDHR5', 'CDK12', 'CDK1', 'CDK2', 'CDK4', 'CDK5R1', 'CDK5', 'CDK6', 'CDK8', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDON', 'CDX1', 'CDX2', 'CEBPA', 'CHD8', 'CHRD', 'CHUK', 'CITED1', 'CKAP5', 'CLCA1', 'CLDN3', 'CLDN5', 'COL1A1', 'COPS3', 'COPS5', 'COPS6', 'CREB1', 'CREBBP', 'CRKL', 'CRK', 'CRP', 'CRYAB', 'CSNK1A1L', 'CSNK1A1', 'CSNK1D', 'CSNK1E', 'CSNK2A3', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTBP1', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNAL1', 'CTNNBIP1', 'CTNND1', 'CTNND2', 'CTTN', 'CUL1', 'CUL4A', 'CUL4B', 'CXCR4', 'CXXC4', 'DAB2', 'DACT1', 'DACT2', 'DACT3', 'DCT', 'DCX', 'DDB1', 'DDX39A', 'DDX3X', 'DDX5', 'DHODH', 'DHX9', 'DKK1', 'DKK2', 'DKK3', 'DKK4', 'DLG1', 'DLG2', 'DLG4', 'DLG5', 'DLGAP1', 'DLL4', 'DLX1', 'DNM2', 'DNMT1', 'DPYD', 'DSC1', 'DSC2', 'DSC3', 'DSG1', 'DSG2', 'DSG3', 'DSG4', 'DSP', 'DUSP6', 'DVL1', 'DVL2', 'DVL3', 'E2F3', 'ECM1', 'EFNA1', 'EGFR', 'EGF', 'EGR1', 'ELAVL1', 'EMD', 'ENAH', 'EP300', 'EP400', 'EPCAM', 'EPHA2', 'EPHB2', 'EPHB3', 'ERBB2IP', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ETS1', 'ETV4', 'EXOC3', 'EXOC4', 'EYA4', 'EZH2', 'EZR', 'F2RL2', 'FAF1', 'AMER1', 'FANCA', 'FASLG', 'FAS', 'FAT1', 'FAT4', 'FBXW11', 'FBXW7', 'FERMT2', 'FER', 'FGF10', 'FGF13', 'FGF2', 'FGF3', 'FGF4', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FHL2', 'FLG', 'FLOT1', 'FLOT2', 'FLT1', 'FLT3', 'FMN1', 'FMR1', 'FN1', 'FOS', 'FOXA1', 'FOXA2', 'FOXC2', 'FOXG1', 'FOXL1', 'FOXL2', 'FOXM1', 'FOXN3', 'FOXO1', 'FOXO3', 'FOXO4', 'FOXP1', 'FRAT1', 'FRAT2', 'FRZB', 'FSCN1', 'FSTL1', 'FSTL3', 'FURIN', 'FUS', 'FXR1', 'FYN', 'FZD10', 'FZD1', 'FZD2', 'FZD3', 'FZD4', 'FZD5', 'FZD6', 'FZD7', 'FZD8', 'FZD9', 'GAPDH', 'GATA2', 'GATA4', 'GCG', 'GDF2', 'GDNF', 'GFRA1', 'GJA1', 'GLI1', 'GLI2', 'GLI3', 'GLIS2', 'GLUL', 'GNA11', 'GNA12', 'GNA13', 'GNAQ', 'GNAS', 'GPC3', 'GRIA2', 'GRIP1', 'GSK3A', 'GSK3B', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HAS2', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HDAC7', 'HERC5', 'HES7', 'HGF', 'HGS', 'HHEX', 'HIC1', 'HIF1A', 'HINT1', 'HIPK2', 'HIST1H1C', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2AC', 'HIST2H2BE', 'HIST3H3', 'HMGB1', 'HNF1A', 'HNF4A', 'HNRNPA1', 'HNRNPA2B1', 'HNRNPK', 'HNRNPM', 'HOXA10', 'HOXB4', 'HPGD', 'HRAS', 'HSP90AB1', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB3', 'HSPD1', 'HTRA1', 'HTT', 'HUWE1', 'IBSP', 'IDH1', 'IDH2', 'IFNB1', 'IFRD1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP4', 'IHH', 'IKBKB', 'IL6', 'CXCL8', 'ILK', 'INS', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'IRF3', 'ISG15', 'ISL1', 'ITGAE', 'ITGB1', 'ITGB7', 'ITK', 'ITPKB', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'AJUBA', 'JUN', 'JUP', 'KANK1', 'KAT2A', 'KAT2B', 'KAT5', 'KCNN1', 'KCTD1', 'KDM1A', 'KDR', 'KIF18B', 'KIF3A', 'KIF5B', 'KIFC3', 'KIT', 'KLF2', 'KLF4', 'KLF5', 'KRAS', 'KREMEN1', 'KRIT1', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'LATS2', 'LDB1', 'LDHB', 'LDLR', 'LEF1', 'LEO1', 'LGR4', 'LGR5', 'LGR6', 'LHCGR', 'LHX8', 'LIF', 'LIMA1', 'LMNA', 'LMNB1', 'LOX', 'LRP4', 'LRP5L', 'LRP5', 'LRP6', 'LRRFIP1', 'LRRK2', 'LZTFL1', 'MACF1', 'MAGI1', 'MAGI2', 'MAGI3', 'MAP1LC3B', 'MAP2K1', 'MAP2K2', 'MAP2K6', 'MAP2K7', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8IP1', 'MAPK8', 'MAPK9', 'MDFIC', 'MDFI', 'MDK', 'MDM2', 'MED12', 'MED1', 'MEF2A', 'MEF2C', 'MEF2D', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MGMT', 'MITF', 'MKI67', 'MLH1', 'KMT2D', 'MLLT10', 'MLLT11', 'MLLT4', 'MLLT6', 'KMT2A', 'MME', 'MMP13', 'MMP14', 'MMP15', 'MMP17', 'MMP25', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MRAP', 'MSH2', 'MSH6', 'MSN', 'MSX1', 'MSX2', 'MTDH', 'MTOR', 'MUC13', 'MUC1', 'MUTYH', 'MYCN', 'MYC', 'MYF5', 'MYO1D', 'MYO6', 'MYO7A', 'MYOD1', 'MYOG', 'NANOG', 'NCAM1', 'NCCRP1', 'NCOA2', 'NCSTN', 'NDP', 'NDRG2', 'NEDD9', 'NEK2', 'NES', 'NEURL2', 'NF1', 'NF2', 'NFAT5', 'NFKB1', 'NIT1', 'NKD1', 'NKX2-5', 'NLK', 'NME1', 'NOG', 'NONO', 'NOS3', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NPM1', 'NR0B1', 'NR4A1', 'NR4A2', 'NR5A1', 'NR5A2', 'NRAS', 'NRIP1', 'NTRK1', 'NTRK2', 'NTRK3', 'NUDT5', 'NUMB', 'NUP153', 'NUTF2', 'OTX2', 'PAK1', 'PAK2', 'PAK3', 'PANK4', 'PARD3', 'PARD6A', 'PARK2', 'PARP1', 'PAX3', 'PAX6', 'PAX7', 'PAX8', 'PDGFRA', 'PDGFRB', 'PECAM1', 'PGK1', 'PGR', 'PHB', 'JADE1', 'PI3', 'PICK1', 'PIK3CA', 'PIK3R1', 'PIK3R2', 'PIN1', 'PIP5K1A', 'PIP5K1C', 'PITX2', 'PKD1', 'PKM', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PLAG1', 'PLEKHA7', 'PLK1', 'PML', 'PMS2', 'POLE', 'PORCN', 'POTEF', 'POU5F1', 'PPARD', 'PPARG', 'PPM1A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R2B', 'PPP2R5A', 'PPP2R5B', 'PPP2R5C', 'PPP2R5D', 'PPP2R5E', 'PRKACA', 'PRKACB', 'PRKACG', 'PRKAR1A', 'PRKCA', 'PRKCG', 'PRKCI', 'PRKCZ', 'PRKD1', 'PRL', 'PRMT1', 'PROC', 'PROM1', 'PROP1', 'PSEN1', 'PSEN2', 'PSENEN', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTEN', 'PTGES3', 'PTGS2', 'PTH1R', 'PTH', 'PTK2', 'PTK7', 'PTMA', 'PTN', 'PTPN11', 'PTPN13', 'PTPN1', 'PTPN6', 'PTPRB', 'PTPRC', 'PTPRF', 'PTPRG', 'PTPRJ', 'PTPRK', 'PTPRM', 'PTPRU', 'PTPRZ1', 'PVRL1', 'PVRL2', 'PXN', 'PYGO1', 'PYGO2', 'RAB5A', 'RAB7A', 'RAB8B', 'RAC1', 'RAC2', 'RALGDS', 'RANBP3', 'RAP1A', 'RAP1B', 'RAPGEF1', 'RAPGEF2', 'RAPGEF6', 'RAPSN', 'RARA', 'RARB', 'RARG', 'RARS', 'RASSF1', 'RB1CC1', 'RB1', 'RBBP5', 'RBMX', 'RBPJ', 'RBX1', 'RELA', 'REM1', 'RET', 'RHOA', 'RIPK2', 'RNF220', 'RNF43', 'ROBO1', 'ROCK1', 'ROCK2', 'ROR2', 'RPRD1A', 'RPS27A', 'RPSA', 'RSPO1', 'RSPO2', 'RSPO3', 'RSPO4', 'RUNX2', 'RUNX3', 'RUVBL1', 'RUVBL2', 'RXRA', 'RYK', 'S100A4', 'S100A6', 'SALL1', 'SALL4', 'SATB1', 'SCRIB', 'SDHC', 'SERPINE1', 'SETD2', 'SETD7', 'SFN', 'SFRP1', 'SFRP2', 'SFRP4', 'SFRP5', 'SHFM1', 'SHH', 'SIAH1', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT6', 'SKP1', 'SLC6A3', 'SLC9A3R1', 'SLCO1B3', 'SLCO2A1', 'SLIT1', 'SLK', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD5', 'SMAD7', 'SMAD9', 'SMARCA2', 'SMARCA4', 'SMARCA5', 'SMARCB1', 'SMO', 'SMURF1', 'SMYD2', 'SNAI1', 'SNAI2', 'SNX1', 'SOST', 'SOX10', 'SOX13', 'SOX17', 'SOX1', 'SOX2', 'SOX3', 'SOX4', 'SOX6', 'SOX7', 'SOX8', 'SOX9', 'SP1', 'SP7', 'SPAG9', 'SPATA13', 'SPEN', 'SPN', 'SPP1', 'SRC', 'STAT3', 'STK11', 'STRAP', 'STX4', 'SUFU', 'SUV39H1', 'SYP', 'TADA3', 'TAX1BP3', 'TAZ', 'TBL1XR1', 'TBL1X', 'TBX5', 'TBX6', 'TCF12', 'TCF3', 'TCF4', 'TCF7L1', 'TCF7L2', 'TCF7', 'TERT', 'TFAP2A', 'TFCP2', 'TFF1', 'TFF2', 'TFF3', 'TGFB1', 'TGFB2', 'TGFB3', 'TGFBR1', 'TGFBR2', 'TGM2', 'TJP1', 'TJP2', 'TLE1', 'TLE2', 'TLE3', 'TLE4', 'TNFRSF11B', 'TNFSF11', 'TNF', 'TNIK', 'TNKS2', 'TNKS', 'TNS1', 'TOB1', 'TOP2A', 'TP53', 'TRAF4', 'TRIM33', 'TRIM37', 'TRIP10', 'TRRAP', 'TSC2', 'TUBA1A', 'TWIST1', 'TYMS', 'T', 'UBA52', 'UBB', 'UBC', 'UBE2B', 'UBE2R2', 'UBE3A', 'UBR5', 'UCHL1', 'UMPS', 'UPRT', 'USP4', 'USP7', 'USP9X', 'VANGL1', 'VANGL2', 'VASP', 'VAV1', 'VAV2', 'VAV3', 'VCAM1', 'VCL', 'VDR', 'VEGFA', 'VHL', 'VIM', 'WDR64', 'WDTC1', 'WHSC1', 'WIF1', 'WISP1', 'WLS', 'WNT10A', 'WNT10B', 'WNT11', 'WNT16', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8A', 'WNT8B', 'WNT9A', 'WNT9B', 'WT1', 'WWTR1', 'XPO1', 'YAP1', 'YARS', 'YEATS4', 'YES1', 'YWHAB', 'YWHAE', 'YWHAG', 'YWHAH', 'YWHAQ', 'YWHAZ', 'ZAP70', 'ZAR1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZIC3', 'ZNRF3', 'ZYX', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3748966387166963
		RMSE:  0.8500866572002603
		NRMSE:  0.167208233123576
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8495839638322671
		RMSE:  1.0424819908687044
		NRMSE:  0.25944650229429445
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999418805934
		Coefficient of Determination:  1.0
		RMSE:  2.0119448589752815e-14
		NRMSE:  3.95740530876334e-15
		MAPE:  4.206120985892252e-11
		Pearson Correlation:  0.09722133406779569
		Spearman Correlation:  0.289366891035021
		Coefficient of Determination:  -20.330017434357636
		RMSE:  3.540194644039722
		NRMSE:  0.8810618561110282
		MAPE:  750.6696300734496

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.4157679921559207, tolerance: 0.028224784501103505
  positive)
		Pearson Correlation:  0.9999885274066047
		Spearman Correlation:  0.9999722770422793
		Coefficient of Determination:  0.9999754156196523
		RMSE:  0.003594659906022739
		NRMSE:  0.0007070534826952674
		MAPE:  1.818645589606513
		Pearson Correlation:  0.13673144895751083
		Spearman Correlation:  0.22011511072090528
		Coefficient of Determination:  -6.282887239787224
		RMSE:  2.0686324279782715
		NRMSE:  0.5148285079958865
		MAPE:  1022.999283630635

	Predictor:  RandomForests
		Pearson Correlation:  0.6752394208716751
		Spearman Correlation:  0.6306516450727567
		Coefficient of Determination:  0.4446434237391931
		RMSE:  0.5402740818718719
		NRMSE:  0.10626948895984892
		MAPE:  418.6490648898317
		Pearson Correlation:  0.5555587642331372
		Spearman Correlation:  0.5261633011413521
		Coefficient of Determination:  0.26095443840487087
		RMSE:  0.6589722737741187
		NRMSE:  0.16400096408106288
		MAPE:  185.54982769552925

Protein:  CCNE1
Protein Interaction Partners Count:  350
x_train_column_count:  347
x_train columns:  ['ABL1', 'AKT1', 'AKT2', 'AKT3', 'ALDH18A1', 'ANAPC10', 'ANAPC13', 'ANAPC1', 'ANAPC2', 'ANAPC4', 'ANAPC5', 'ANAPC7', 'ANXA5', 'ARID1A', 'AR', 'ATM', 'AURKA', 'AURKB', 'BARD1', 'BCL2L1', 'BIRC5', 'BRCA1', 'BRCA2', 'BTG2', 'BTRC', 'BUB1B', 'BUB1', 'BUB3', 'RGCC', 'MLIP', 'CABLES1', 'CALM1', 'CAPRIN1', 'CASP3', 'CASP9', 'CBX7', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCNC', 'CCND1', 'CCND2', 'CCND3', 'CCNE2', 'CCNF', 'CCNG1', 'CCNH', 'CCNK', 'CCNL2', 'CCNT1', 'CCNT2', 'CCNY', 'CCT2', 'CCT3', 'CCT4', 'CCT5', 'CCT6A', 'CCT6B', 'CCT7', 'CCT8', 'CDC16', 'CDC20', 'CDC23', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC26', 'CDC27', 'CDC45', 'CDC6', 'CDC7', 'CDCA2', 'CDCA5', 'CDCA8', 'CDH1', 'CDK12', 'CDK13', 'CDK14', 'CDK15', 'CDK16', 'CDK17', 'CDK18', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK5', 'CDK6', 'CDK7', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDT1', 'CENPA', 'CENPE', 'CHAF1A', 'CHD1L', 'CHEK1', 'CHEK2', 'CINP', 'CKS1B', 'CKS2', 'COPS5', 'CREBBP', 'CSK', 'CTNNB1', 'CUL1', 'CUL3', 'CUL4B', 'DBF4B', 'DBF4', 'DGCR8', 'DICER1', 'DTL', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'EBNA1BP2', 'ECT2', 'EGFR', 'EGF', 'ELAVL1', 'ELSPBP1', 'EP400', 'ERBB2', 'ERBB3', 'ERBB4', 'ESPL1', 'ESR1', 'EXO1', 'EZH2', 'FAM58A', 'FAM83H', 'FBXO5', 'FBXW7', 'FEN1', 'FGFR1', 'FGFR2', 'FGFR3', 'FOXM1', 'FZR1', 'GAPDH', 'GLI1', 'GMNN', 'GSK3B', 'H1F0', 'HDAC1', 'HEATR3', 'HERC5', 'HIST1H1A', 'HIST1H1B', 'HIST1H4A', 'HRAS', 'IFNAR1', 'IGF1R', 'IGF1', 'ITPKB', 'JUN', 'KIF11', 'KIF20A', 'KIF23', 'KIF2C', 'KPNA2', 'KRAS', 'LATS2', 'LIN37', 'LIN52', 'LIN54', 'LIN9', 'GMNC', 'MAD2L1', 'MAPK3', 'MATK', 'MAX', 'MCL1', 'MCM10', 'MCM2', 'MCM3', 'MCM4', 'MCM5', 'MCM6', 'MCM7', 'MCM8', 'MDM2', 'MEGF11', 'MELK', 'MKI67', 'KMT2D', 'KMT2B', 'MNAT1', 'MRE11A', 'MTOR', 'MYBL2', 'MYC', 'NBN', 'NF1', 'NFYB', 'NMI', 'NOTCH1', 'NOTCH3', 'NPAT', 'NRAS', 'ORC1', 'ORC2', 'ORC3', 'ORC4', 'ORC5', 'ORC6', 'PARK2', 'PARP1', 'PCBP4', 'PCNA', 'PIK3CA', 'PIK3R1', 'PKMYT1', 'PLK1', 'PLK4', 'POLA1', 'POLD1', 'PPP1R1C', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R4', 'PRC1', 'PRKAR1A', 'PRKAR2A', 'PRMT5', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMB10', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSMF1', 'PTEN', 'PTGDR', 'PTK6', 'PTTG1', 'RAD51', 'RAD54L', 'RB1', 'RBBP4', 'RBL1', 'RBL2', 'RBX1', 'REL', 'REM1', 'RHOA', 'RHOBTB3', 'RINT1', 'RNASE1', 'RPRD1A', 'RPS27A', 'RRM1', 'RRM2', 'RRN3', 'RSF1', 'SHFM1', 'SKP1', 'SKP2', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'ST8SIA1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STK3', 'STK4', 'TARBP1', 'TCP1', 'TERF1', 'TERT', 'TFDP1', 'TK1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TP73', 'TPX2', 'TTK', 'TUBG1', 'TYMS', 'UBA52', 'UBB', 'UBC', 'UBE2C', 'UBE2QL1', 'UBE2S', 'UHRF2', 'WEE1', 'WEE2', 'XIAP', 'YAP1', 'ZNF217', 'ZNF33A', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4791855590206433
		RMSE:  0.8074207285197392
		NRMSE:  0.19485501569122746
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.202859557398884
		RMSE:  0.7485643095226329
		NRMSE:  0.4068306401244751
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5127968844139411
		NRMSE:  0.12375338089483821
		MAPE:  119.54577818111471
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.708057571667368e-05
		RMSE:  0.41828317133084
		NRMSE:  0.22732904598983691
		MAPE:  82.35330275987332

	Predictor:  LinearRegression
		Pearson Correlation:  0.9601705041265896
		Spearman Correlation:  0.8730487935079695
		Coefficient of Determination:  0.9219273969947087
		RMSE:  0.14328301370685323
		NRMSE:  0.03457852009239405
		MAPE:  34.50111316465671
		Pearson Correlation:  0.5651131566021976
		Spearman Correlation:  0.41849575651155985
		Coefficient of Determination:  -1.5978149933861916
		RMSE:  0.6741620141325072
		NRMSE:  0.3663943902589184
		MAPE:  80.27247289098734

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.807041982245542, tolerance: 0.014120986618491432
  positive)
		Pearson Correlation:  0.959269063144268
		Spearman Correlation:  0.8705378414386756
		Coefficient of Determination:  0.9201945537957995
		RMSE:  0.14486439031593026
		NRMSE:  0.034960154044918854
		MAPE:  35.08188202775364
		Pearson Correlation:  0.580247911675648
		Spearman Correlation:  0.4547556335967223
		Coefficient of Determination:  -1.3502393607345748
		RMSE:  0.6412335198434281
		NRMSE:  0.3484983721886685
		MAPE:  77.41288584395932

	Predictor:  RandomForests
		Pearson Correlation:  0.8617928485205313
		Spearman Correlation:  0.7113946304957038
		Coefficient of Determination:  0.7370044408538277
		RMSE:  0.26297810132597776
		NRMSE:  0.06346456097834731
		MAPE:  68.09589031787966
		Pearson Correlation:  0.834994290849563
		Spearman Correlation:  0.7370695400035787
		Coefficient of Determination:  0.694368986127278
		RMSE:  0.23123782722461025
		NRMSE:  0.12567341519497946
		MAPE:  40.89069492026417

Protein:  CCND1
Protein Interaction Partners Count:  857
x_train_column_count:  849
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTL6B', 'AFP', 'AHR', 'AKAP12', 'AKAP8', 'AKR1B10', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDOA', 'ALK', 'ANO1', 'ANXA5', 'APAF1', 'APC', 'APEX1', 'AREG', 'ARHGEF2', 'ARID1A', 'ARID1B', 'ARID2', 'ARID4A', 'AR', 'ASIP', 'ATF2', 'ATF3', 'ATF4', 'ATM', 'ATXN1', 'AURKA', 'AURKB', 'AXIN1', 'AXIN2', 'B2M', 'BANP', 'BARX2', 'BAX', 'BCAR1', 'BCAR3', 'BCCIP', 'BCL2A1', 'BCL2L11', 'BCL2L1', 'BCL2L2', 'BCL2', 'BCL3', 'BCL6', 'BCL9', 'BECN1', 'BGLAP', 'BHLHE40', 'BIRC2', 'BIRC3', 'BIRC5', 'BMI1', 'BMP4', 'BMP6', 'BRAF', 'BRCA1', 'BRCA2', 'BRD2', 'BRD4', 'BTC', 'BTG2', 'BTRC', 'RGCC', 'COPRS', 'CA9', 'CARD11', 'CARM1', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBFB', 'CCDC62', 'CCL2', 'CCL5', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNC', 'CCND2', 'CCND3', 'CCNDBP1', 'CCNE1', 'CCNE2', 'CCNG2', 'CCNH', 'CCNK', 'CCNL1', 'CCNL2', 'CCNT1', 'CCNT2', 'CCNY', 'CD19', 'CD22', 'CD24', 'CD34', 'CD38', 'CD44', 'CD5', 'CD79A', 'CDC20', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC27', 'CDC42', 'CDC6', 'CDC73', 'CDCA7L', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDK12', 'CDK13', 'CDK14', 'CDK16', 'CDK17', 'CDK18', 'CDK1', 'CDK20', 'CDK2', 'CDK3', 'CDK4', 'CDK5', 'CDK6', 'CDK7', 'CDK8', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDT1', 'CDX2', 'CENPE', 'CEP57', 'CFLAR', 'CHEK1', 'CHEK2', 'CHKA', 'CHUK', 'CKS1B', 'CKS2', 'CLCN3', 'COL1A1', 'CR2', 'CREB1', 'CREBBP', 'CRKL', 'CRYAB', 'CSF2', 'CTBP1', 'CTGF', 'CTNNB1', 'CTNND1', 'CTTN', 'CUL1', 'CUL3', 'CUL7', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP19A1', 'CYR61', 'DACH1', 'DAXX', 'DDIT3', 'DDX53', 'DECR1', 'DHFR', 'DICER1', 'DKK1', 'DKK3', 'DLL1', 'DMTF1', 'DND1', 'DNMT1', 'DNMT3A', 'DNTT', 'DVL1', 'DVL2', 'DYRK1A', 'DYRK1B', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EDN1', 'EEF1A1', 'EGFR', 'EGF', 'EGLN2', 'EGR1', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF3I', 'EIF4A1', 'EIF4A2', 'EIF4EBP1', 'EIF4E', 'EIF4G1', 'ELAVL1', 'ELSPBP1', 'EP300', 'EPCAM', 'EPHA2', 'EPHA7', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ETS1', 'ETV4', 'EWSR1', 'EYA1', 'EZH2', 'FABP4', 'FADD', 'FAM58A', 'FAM83H', 'FASLG', 'FAT1', 'FBXO31', 'FBXO4', 'FBXW7', 'FBXW8', 'FGF13', 'FGF19', 'FGF2', 'FGF3', 'FGF4', 'FGF7', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FGFR4', 'FHIT', 'FHL2', 'FIGF', 'FLCN', 'FLNA', 'FLT1', 'FLT3', 'FN1', 'FOSL1', 'FOS', 'FOXA1', 'FOXC1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FRZB', 'FSTL3', 'FZD1', 'FZD2', 'FZD7', 'FZD9', 'FZR1', 'GADD45A', 'GAL', 'GAPDH', 'GAST', 'GATA3', 'GATA4', 'GDF15', 'GDF2', 'GGNBP2', 'GGT1', 'GIT1', 'GJA1', 'GJB1', 'GLI1', 'GLI2', 'GLI3', 'GLTSCR2', 'GNB2L1', 'GPER1', 'GRB2', 'GREB1', 'GRM4', 'GRP', 'GSK3B', 'H1F0', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HBEGF', 'HBZ', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC4', 'HEXIM1', 'HEY1', 'HGF', 'HIF1A', 'HIST1H2AA', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AH', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST1H4A', 'HIST1H4B', 'HIST1H4C', 'HIST1H4D', 'HIST1H4E', 'HIST1H4F', 'HIST1H4H', 'HIST1H4I', 'HIST1H4J', 'HIST1H4K', 'HIST1H4L', 'HIST2H2AC', 'HIST2H2BE', 'HIST2H4A', 'HIST4H4', 'HMGA2', 'HMOX1', 'HNF1A', 'HNF4A', 'HNRNPD', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB8', 'ICAM1', 'ID1', 'ID2', 'IFNAR1', 'IFNB1', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP3', 'IGFBP5', 'IHH', 'IKBKB', 'IL10', 'IL17A', 'IL2', 'IL4', 'IL6', 'IL7', 'CXCL8', 'ILK', 'INSM1', 'INS', 'IRF1', 'IRS1', 'ISG15', 'ITGB1', 'ITPKB', 'ITPKC', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JARID2', 'JUNB', 'JUND', 'JUN', 'KAT2A', 'KAT2B', 'KDM1A', 'KDM5B', 'KDR', 'KHDRBS1', 'KIF18B', 'KIN', 'KITLG', 'KIT', 'KLF13', 'KLF4', 'KLF5', 'KLF6', 'KLK3', 'KRAS', 'KRT10', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'LDB3', 'LEF1', 'LEP', 'LGALS3', 'LGR5', 'LIMK2', 'LIMS1', 'LIN28B', 'LMNA', 'LMNB1', 'LOX', 'LRP5', 'LRP6', 'LYN', 'MAFB', 'MAF', 'MAML1', 'MAML2', 'MAML3', 'MAMLD1', 'MAP2K1', 'MAP2K2', 'MAP2K4', 'MAP2K7', 'MAP3K5', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MAPK9', 'MCL1', 'MCM10', 'MCM2', 'MCM3', 'MCM5', 'MCM6', 'MCM7', 'MCM8', 'MDK', 'MDM2', 'MDM4', 'MEN1', 'MET', 'MGMT', 'MITF', 'MKI67', 'MLH1', 'MLXIPL', 'MME', 'MMP11', 'MMP14', 'MMP15', 'MMP1', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MNAT1', 'MOV10', 'MSH2', 'MST1', 'MTOR', 'MUC1', 'MYBL2', 'MYB', 'MYCN', 'MYC', 'MYEOV', 'MYF5', 'MYOD1', 'MYOG', 'NACA2', 'NADSYN1', 'NANOG', 'NCAM1', 'NCOA1', 'NCOA3', 'NCOR1', 'NES', 'NEUROD1', 'NF1', 'NF2', 'NFKB1', 'NFKB2', 'NFKBIA', 'NGF', 'NKX2-1', 'NME1-NME2', 'NME1', 'NME2', 'NMI', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTCH4', 'NPM1', 'NQO1', 'NR0B2', 'NR1H3', 'NR2E1', 'NR3C1', 'NR4A3', 'NRAS', 'NRF1', 'NUDT21', 'ODC1', 'ORAI1', 'ORAOV1', 'ORC4', 'PAK1', 'PAK4', 'PARK2', 'PARP1', 'PAX2', 'PAX5', 'PAX6', 'PBRM1', 'PBX3', 'PCNA', 'PDCD4', 'PDGFRA', 'PDGFRB', 'PDZK1', 'PECAM1', 'PELP1', 'PGR', 'PI3', 'PI4K2A', 'PIK3CA', 'PIK3R1', 'PKLR', 'PKM', 'PLAUR', 'PLAU', 'PLK1', 'PMAIP1', 'POLR2A', 'POTEF', 'POU2F1', 'POU5F1', 'PPARG', 'PPP2R4', 'PRDM5', 'PRKACA', 'PRL', 'PRMT5', 'PRNP', 'PROM1', 'PSAT1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTCHD3', 'PTEN', 'PTF1A', 'PTGS2', 'PTHLH', 'PTH', 'PTK2', 'PTK6', 'PTPN11', 'PTPRCAP', 'PTPRC', 'PXN', 'RAD51', 'RAF1', 'RALA', 'RASSF1', 'RB1', 'RBL1', 'RBL2', 'RBPJ', 'RBX1', 'RCC1', 'RELA', 'RELB', 'REL', 'REM1', 'RET', 'RHEB', 'RHOA', 'RHOC', 'RICTOR', 'RNASE1', 'DROSHA', 'RND3', 'RNMT', 'ROCK1', 'RPRD1B', 'RPS27A', 'RPS6KA1', 'RPS6KA2', 'RPS6KA3', 'RPS6KA6', 'RPS6KB1', 'RPS6', 'RPTOR', 'RREB1', 'RSF1', 'RUNX1', 'RUNX2', 'RUNX3', 'SDC1', 'SDHC', 'SENP1', 'SERPINE1', 'SFRP1', 'SFRP2', 'SFRP4', 'SFRP5', 'SHC1', 'SHFM1', 'SHH', 'SIRT1', 'SIX1', 'SIX3', 'SKP1', 'SKP2', 'SLC25A16', 'SLC25A6', 'SLC2A1', 'SLC35B2', 'SLC39A4', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'SMARCC1', 'SMARCC2', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'SMARCE1', 'SMO', 'SNAI1', 'SNAI2', 'SNCA', 'SNIP1', 'SNW1', 'SNX33', 'SOCS3', 'SOX11', 'SOX17', 'SOX2', 'SOX4', 'SOX6', 'SOX9', 'SP1', 'SPN', 'SPP1', 'SPRY1', 'SRC', 'SREBF1', 'STAT1', 'STAT3', 'STAT4', 'STAT5A', 'STAT5B', 'STAT6', 'STC2', 'STIM1', 'STK11', 'STK24', 'STMN1', 'SUFU', 'SULF2', 'SUV39H1', 'TAF1', 'TBP', 'TBX2', 'TCEAL7', 'TCF4', 'TCF7L2', 'TCF7', 'TERT', 'TET3', 'TFDP1', 'TFF1', 'TGFA', 'TGFB1', 'TGFBR2', 'THBS1', 'THRA', 'THRB', 'TIMP1', 'TIMP2', 'TIMP3', 'TJP1', 'TJP2', 'TJP3', 'TLE1', 'TLR9', 'TM4SF1', 'TMPRSS4', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF13C', 'TNFRSF8', 'TNFSF11', 'TNF', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOP2A', 'TP53', 'TP63', 'TP73', 'TRPV2', 'TSC22D3', 'TSC2', 'TWIST1', 'TXN', 'TYMS', 'UBA52', 'UBA7', 'UBB', 'UBC', 'UBE2C', 'UBTF', 'URGCP', 'USP18', 'USP2', 'USP9X', 'VCL', 'VDR', 'VEGFA', 'VEGFC', 'VIP', 'VRK1', 'WDR77', 'WDTC1', 'WEE1', 'WHSC1', 'WIF1', 'WISP1', 'WNT10A', 'WNT10B', 'WNT11', 'WNT16', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8B', 'WNT9A', 'WNT9B', 'WT1', 'XBP1', 'XIAP', 'XPO1', 'YAP1', 'YBX1', 'YY1', 'ZBTB17', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.45856423758787734
		RMSE:  0.28833360256132
		NRMSE:  0.17333782361719832
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5341468996847767
		RMSE:  0.29160473760802996
		NRMSE:  0.22560247695118987
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.1655057851276963e-14
		NRMSE:  7.00668373067353e-15
		MAPE:  4.994493491153886e-11
		Pearson Correlation:  0.12002633778136522
		Spearman Correlation:  0.09023997658765
		Coefficient of Determination:  -9.679739691178925
		RMSE:  0.7693809622535935
		NRMSE:  0.5952381028761478
		MAPE:  1382.149531449612

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.15527213265761736, tolerance: 0.003060830225233494
  positive)
		Pearson Correlation:  0.9998324258607604
		Spearman Correlation:  0.9996978759546283
		Coefficient of Determination:  0.9996409748822129
		RMSE:  0.004523711442695647
		NRMSE:  0.002719524499342107
		MAPE:  8.71895252933189
		Pearson Correlation:  0.06751688059729466
		Spearman Correlation:  0.08227490000975515
		Coefficient of Determination:  -5.398133113359001
		RMSE:  0.5955081888378465
		NRMSE:  0.4607199579422592
		MAPE:  1061.7910752045625

	Predictor:  RandomForests
		Pearson Correlation:  0.5897287080039353
		Spearman Correlation:  0.5843404797931906
		Coefficient of Determination:  0.3083193710793459
		RMSE:  0.1985570374413439
		NRMSE:  0.11936674889164728
		MAPE:  495.1329249851251
		Pearson Correlation:  0.2704944937479533
		Spearman Correlation:  0.42988001170617507
		Coefficient of Determination:  0.057348461081726754
		RMSE:  0.22857919168491403
		NRMSE:  0.1768422291304961
		MAPE:  299.0876241555505

Protein:  ERBB2
Protein Interaction Partners Count:  663
x_train_column_count:  657
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACPP', 'ACTA2', 'ACTB', 'ACTG1', 'ADAM10', 'ADAM17', 'ADRB2', 'AFP', 'AGRN', 'AKT1S1', 'AKT1', 'AKT2', 'ALB', 'ALDH1A1', 'ALK', 'ANGPT1', 'ANGPT2', 'ANGPT4', 'ANO1', 'ANXA2', 'ANXA5', 'AP2B1', 'APP', 'AREG', 'ARHGEF11', 'ARHGEF12', 'ARID1A', 'ARL6IP5', 'AR', 'ATM', 'ATP2B2', 'AURKB', 'AXIN1', 'BAG1', 'BARD1', 'BCAR1', 'BCAR3', 'BCAS1', 'BCL2L11', 'BCL2L1', 'BDNF', 'BECN1', 'BEST1', 'BIRC5', 'BLNK', 'BMI1', 'BMP2', 'BMP4', 'BRCA1', 'BRCA2', 'BSG', 'BTC', 'MIEN1', 'CA9', 'CALU', 'CARTPT', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CAV1', 'CBLB', 'CBLC', 'CBL', 'CCL27', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CD19', 'CD22', 'CD247', 'CD24', 'CD274', 'CD28', 'CD33', 'CD34', 'CD44', 'CD46', 'CD52', 'CD68', 'CD6', 'CD80', 'CD82', 'CDC37', 'CDC42', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDK4', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CDX2', 'CEACAM5', 'CEP70', 'CHEK2', 'CHGA', 'CHKA', 'CHKB', 'CISH', 'CLDN3', 'CLDN4', 'CLDN7', 'CLTC', 'CNN1', 'COPS5', 'CPNE3', 'CREB1', 'CRKL', 'CRK', 'YBX3', 'CSF1', 'CSF2', 'CSF3', 'CSK', 'CSPG4', 'CTAG1B', 'CTLA4', 'CTNNB1', 'CTNND1', 'CTSB', 'CTSD', 'CTTN', 'CUL5', 'CXCL12', 'CXCR1', 'CXCR4', 'CYCS', 'CYP19A1', 'CYTIP', 'DCN', 'DDX41', 'DDX53', 'DHH', 'DIAPH1', 'DICER1', 'DLG4', 'DMTF1', 'DNAJA3', 'DNM2', 'DNMT1', 'DOCK1', 'DOCK7', 'DUSP6', 'E2F1', 'E2F3', 'EEA1', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EFNB1', 'EGFR', 'EGF', 'EIF3A', 'EIF4EBP1', 'EIF4E', 'ELAVL1', 'ELF3', 'EML4', 'ENO2', 'EP300', 'EPCAM', 'EPGN', 'EPHA2', 'EPS15', 'EPX', 'ERAL1', 'ERBB2IP', 'ERBB3', 'ERBB4', 'ERCC1', 'EREG', 'ERRFI1', 'ESCO1', 'ESR1', 'ESR2', 'ESRRB', 'ETS1', 'ETS2', 'ETV4', 'ETV6', 'EZH2', 'EZR', 'FASLG', 'FASN', 'FBXW7', 'FCGR1A', 'FCGR1B', 'FCGRT', 'FGF10', 'FGF13', 'FGF16', 'FGF17', 'FGF18', 'FGF19', 'FGF1', 'FGF20', 'FGF21', 'FGF22', 'FGF23', 'FGF2', 'FGF3', 'FGF4', 'FGF5', 'FGF6', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FGFR4', 'FHIT', 'FIGF', 'FLT1', 'FLT3LG', 'FN1', 'FOLH1', 'FOLR1', 'FOS', 'FOXA1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXP3', 'FREM2', 'FSIP1', 'FYN', 'GAB1', 'GABPB1', 'GAPDH', 'GATA3', 'GATA4', 'GDF2', 'GLI1', 'GLI2', 'GLS', 'GNA11', 'GNAQ', 'GNAS', 'GNRH1', 'GPER1', 'GRAP2', 'GRB2', 'GRB7', 'GSTP1', 'GZMB', 'H2AFX', 'H2AFY', 'HBEGF', 'HDAC1', 'HDAC6', 'HEATR6', 'HGF', 'HIF1A', 'HK1', 'HLA-A', 'HMGA2', 'HNF4A', 'HOXB7', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSP90B1', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB3', 'HSPG2', 'ICAM1', 'ID1', 'IDH1', 'IDH2', 'IFNG', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IHH', 'IL10', 'IL2', 'IL4', 'IL6R', 'IL6ST', 'IL6', 'CXCL8', 'ILK', 'INPP4B', 'INS', 'IQGAP1', 'IQSEC1', 'IRS1', 'ITGA5', 'ITGA6', 'ITGAV', 'ITGB1', 'ITGB3', 'ITGB4', 'ITPKB', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JUN', 'JUP', 'KDR', 'KITLG', 'KLK3', 'KLRK1', 'KRAS', 'KRT14', 'KRT17', 'KRT18', 'KRT19', 'KRT20', 'KRT4', 'KRT5', 'KRT7', 'KRT8', 'L1CAM', 'LAMP1', 'LCN2', 'LDHA', 'LEP', 'LIN28A', 'LIN7A', 'LIN7B', 'LIN7C', 'LINGO1', 'LOX', 'LRIG1', 'LRPPRC', 'MAGEA1', 'MAGEA3', 'MAGED4B', 'MAGED4', 'MAP2K1', 'MAPK1', 'MAPK3', 'MAPK8', 'MATK', 'MCL1', 'MDK', 'MDM2', 'MEMO1', 'MET', 'MGMT', 'MKI67', 'MLANA', 'MLH1', 'KMT2C', 'MME', 'MMP11', 'MMP14', 'MMP16', 'MMP1', 'MMP2', 'MMP7', 'MMP9', 'MPP1', 'MRAP', 'MRAS', 'MSH2', 'MSH6', 'MSLN', 'MTA1', 'MTOR', 'MUC13', 'MUC16', 'MUC1', 'MUC4', 'MUC6', 'MUCL1', 'MYBL2', 'MYCN', 'MYC', 'NANOG', 'NCAM1', 'NCL', 'NCOA1', 'NCOA3', 'NCOR1', 'NDRG1', 'NF1', 'NF2', 'NFE2L2', 'NGF', 'NISCH', 'NKX2-1', 'NME1', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTCH4', 'NPM1', 'NR1H4', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'NRP1', 'NTF3', 'NTF4', 'OPCML', 'OSMR', 'PA2G4', 'PADI2', 'PAK1', 'PALB2', 'PAQR3', 'PARP1', 'PAX2', 'PCSK9', 'PDCD1LG2', 'PDCD1', 'PDCD4', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PDGFRA', 'PDPN', 'PECAM1', 'PELP1', 'PEPD', 'PFKFB3', 'PGAP3', 'PGF', 'PGR', 'PI3', 'PIK3C2A', 'PIK3C2B', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3CG', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIN1', 'PIP', 'PLAUR', 'PLAU', 'PLCG1', 'PLCG2', 'PLEK', 'PLG', 'PLXNB1', 'POLI', 'POTEF', 'POU5F1', 'PPARG', 'PPP3CA', 'PRDM10', 'PRF1', 'PRKACA', 'PRL', 'PROM1', 'PSCA', 'PTCH1', 'PTEN', 'PTGS2', 'PTK2B', 'PTK2', 'PTK6', 'PTPN11', 'PTPN12', 'PTPN18', 'PTPN1', 'PTPRC', 'PTPRO', 'PTPRU', 'PTS', 'PXN', 'RAB25', 'RAD51', 'RAF1', 'RANBP2', 'RARA', 'RASA1', 'RASA2', 'RASSF1', 'RB1', 'RBPJ', 'RDX', 'RECK', 'REM1', 'REN', 'RET', 'RHEB', 'RHOA', 'RHOB', 'RHOC', 'RICTOR', 'RND1', 'RNF41', 'ROCK1', 'ROCK2', 'ROS1', 'RPS27A', 'RPS6', 'RPTOR', 'RRAS2', 'RRAS', 'S100A14', 'SCGB2A2', 'SCUBE2', 'SDC1', 'SDHC', 'SEMA3D', 'SEMA4D', 'SERPINB5', 'SERPINE1', 'SFRP1', 'PEAK1', 'SH3BGRL3', 'SH3BGRL', 'SH3TC2', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SHH', 'SIAH2', 'PMEL', 'SKP2', 'SLC25A16', 'SLC2A1', 'SLC4A7', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMO', 'SMUG1', 'SMYD3', 'SNAI1', 'SNAI2', 'SOCS1', 'SOS1', 'SOX10', 'SOX2', 'SOX9', 'SP3', 'SPP1', 'SPRY2', 'SRCIN1', 'SRC', 'STARD3', 'STAT1', 'STAT2', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'STOM', 'STUB1', 'SYP', 'TAGLN', 'TBX1', 'TERT', 'TFAP2A', 'TFAP2B', 'TFAP2C', 'TFF1', 'TFF2', 'TFF3', 'TFRC', 'TGFA', 'TGFB1', 'THBS1', 'THRA', 'TIMP1', 'TJP1', 'TMPRSS2', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF13C', 'TNFRSF4', 'TNFRSF8', 'TNFRSF9', 'TNFSF11', 'TNF', 'TNS1', 'TNS3', 'TNS4', 'TOB1', 'TOP1', 'TOP2A', 'TP53', 'TP63', 'TSC2', 'TWIST1', 'TYMS', 'TYR', 'UBA52', 'UBB', 'UBC', 'USP2', 'USP9X', 'VAV1', 'VAV2', 'VAV3', 'VCL', 'VEGFA', 'VEGFB', 'VEGFC', 'VIM', 'WASL', 'WDFY2', 'WDTC1', 'WNT10A', 'WNT1', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT7B', 'WNT9A', 'WNT9B', 'WT1', 'WWOX', 'XIAP', 'XPO1', 'YAP1', 'YBX1', 'YES1', 'YY1', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10787728881134795
		RMSE:  1.034673205097243
		NRMSE:  0.18568153277771168
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04400358650048397
		RMSE:  1.0802115255265201
		NRMSE:  0.18403181176661842
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.9999999418805934
		Coefficient of Determination:  1.0
		RMSE:  1.160917412745515e-13
		NRMSE:  2.08337205955443e-14
		MAPE:  6.403143597135894e-11
		Pearson Correlation:  0.11236391577673448
		Spearman Correlation:  0.053136279387376854
		Coefficient of Determination:  -25.60523545629214
		RMSE:  5.453073668492433
		NRMSE:  0.9290208474866574
		MAPE:  8737.253615315789

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.0036256470569493, tolerance: 0.0518906404354321
  positive)
		Pearson Correlation:  0.9997880884156966
		Spearman Correlation:  0.9992697683819548
		Coefficient of Determination:  0.9995727442364918
		RMSE:  0.020318953549247315
		NRMSE:  0.0036464213249909937
		MAPE:  15.405375018350936
		Pearson Correlation:  0.2574532735277956
		Spearman Correlation:  0.21750073163593797
		Coefficient of Determination:  -10.718496859368441
		RMSE:  3.619043184872204
		NRMSE:  0.6165635696666276
		MAPE:  6330.853418698576

	Predictor:  RandomForests
		Pearson Correlation:  0.8552179643752656
		Spearman Correlation:  0.7070736262574453
		Coefficient of Determination:  0.7277264428403839
		RMSE:  0.5129323675501023
		NRMSE:  0.0920503862947261
		MAPE:  255.91937889126447
		Pearson Correlation:  0.7819357159654733
		Spearman Correlation:  0.49868559632159526
		Coefficient of Determination:  0.5924330275425123
		RMSE:  0.6749277785461717
		NRMSE:  0.11498505520659859
		MAPE:  1549.7371408655852

Protein:  ERBB3
Protein Interaction Partners Count:  245
x_train_column_count:  247
x_train columns:  ['ADAM17', 'AGRN', 'AGTR2', 'AKT1', 'AKT2', 'AKT3', 'ALAS2', 'ALB', 'ANGPT1', 'ANGPT2', 'ANGPT4', 'APIP', 'AREG', 'AR', 'BAMBI', 'BDNF', 'BMP2', 'BMP4', 'BRCA1', 'BRCA2', 'BTC', 'CADM4', 'CASK', 'CASP3', 'CBLB', 'CBLC', 'CBL', 'CCND1', 'CCNE1', 'CD44', 'CD82', 'CDC42', 'CDH1', 'CDK4', 'CDK5', 'CDKN1B', 'CDKN2A', 'CLEC16A', 'COMMD5', 'COQ7', 'CRKL', 'CRK', 'CRYZL1', 'CSF1', 'CSK', 'CSPG5', 'CTNNB1', 'DCN', 'DHH', 'DOCK7', 'DUSP6', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EGFR', 'EGF', 'EGR1', 'EHF', 'EIF4EBP1', 'EIF4E', 'EML4', 'EPCAM', 'EPGN', 'EPN1', 'ERBB2IP', 'ERBB2', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'ESR2', 'FBXO9', 'FGF10', 'FGF16', 'FGF17', 'FGF18', 'FGF19', 'FGF1', 'FGF20', 'FGF21', 'FGF22', 'FGF23', 'FGF2', 'FGF3', 'FGF4', 'FGF5', 'FGF6', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FIGF', 'FKBP14', 'FLNA', 'FLT3LG', 'FN1', 'FOXA1', 'FOXO3', 'FREM2', 'FTSJ1', 'GAB1', 'GAPDH', 'GLE1', 'GRB2', 'GRB7', 'GRHL2', 'HBEGF', 'HGF', 'HGS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPG2', 'IGF1', 'IGF2', 'IL6ST', 'ILK', 'INS', 'IRS1', 'ITGA6', 'ITGB4', 'ITPKB', 'JAK1', 'JAK2', 'JUN', 'KDR', 'KITLG', 'KRAS', 'L1CAM', 'LAMA1', 'LAMB1', 'LAMC2', 'LIN7A', 'LIN7B', 'LIN7C', 'LRIG1', 'MAP2K1', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MARCH7', 'MDM2', 'MET', 'MITF', 'MMP9', 'MRPL49', 'MTOR', 'MUC1', 'MUC4', 'MYC', 'N4BP1', 'NDRG1', 'NEDD4L', 'NEDD4', 'NF1', 'NGF', 'NICN1', 'NOTCH1', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'NTF3', 'NTF4', 'OAT', 'PA2G4', 'PARK7', 'PCSK9', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PGF', 'PGR', 'PI3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIP5K1C', 'PLCG1', 'PLCG2', 'PPP1R9A', 'PRKACA', 'PTEN', 'PTK2B', 'PTK2', 'PTK6', 'PTPN11', 'PTPN22', 'PTPN2', 'RASA1', 'RASA2', 'REM1', 'RGS4', 'RHOA', 'RHOC', 'RNF41', 'ROR1', 'RRAS2', 'SH2B3', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SHH', 'SLC25A16', 'SMAD4', 'SNAI2', 'SOS1', 'SOX10', 'SOX2', 'SPARC', 'SPRY2', 'SRC', 'STAT3', 'STAT5A', 'STAT5B', 'SYN3', 'TCF7L2', 'TGFA', 'TMEFF2', 'TNFRSF13C', 'TNS1', 'TP53', 'USP8', 'VAV1', 'VAV2', 'VAV3', 'VEGFA', 'VEGFB', 'VEGFC', 'WNT1', 'WNT5A', 'ZEB1', 'ZNF217', 'KRBOX4', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.22544319167926496
		RMSE:  0.49276112816642853
		NRMSE:  0.13298208544838536
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.18202543932109472
		RMSE:  0.5629306521688778
		NRMSE:  0.2077549194412726
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  LinearRegression
		Pearson Correlation:  0.7840835049604227
		Spearman Correlation:  0.7768913942404723
		Coefficient of Determination:  0.6147869427510211
		RMSE:  0.27627421209242764
		NRMSE:  0.07455848032568814
		MAPE:  169.70890348644946
		Pearson Correlation:  0.023749088782500927
		Spearman Correlation:  0.1874646375963321
		Coefficient of Determination:  -3.08223256171544
		RMSE:  1.0461413215338493
		NRMSE:  0.3860884198472276
		MAPE:  504.9456369954628

	Predictor:  ElasticNet
		Pearson Correlation:  0.7785901535984573
		Spearman Correlation:  0.7653311709293977
		Coefficient of Determination:  0.6061697432840049
		RMSE:  0.27934724235654296
		NRMSE:  0.07538780299301923
		MAPE:  174.56578074320169
		Pearson Correlation:  0.023757807745119285
		Spearman Correlation:  0.227294898058726
		Coefficient of Determination:  -3.4124906589718744
		RMSE:  1.087635526377058
		NRMSE:  0.4014022514022631
		MAPE:  482.3138147016743

	Predictor:  RandomForests
		Pearson Correlation:  0.5789425519444418
		Spearman Correlation:  0.5770328254616109
		Coefficient of Determination:  0.3094405582295372
		RMSE:  0.3699051544179982
		NRMSE:  0.09982678429942712
		MAPE:  197.14907470637513
		Pearson Correlation:  0.41826035781454896
		Spearman Correlation:  0.4207737097294926
		Coefficient of Determination:  0.16510252573364903
		RMSE:  0.4731055676495301
		NRMSE:  0.1746041163606044
		MAPE:  362.5667723983798


Fold:  3

Protein:  RB1
Protein Interaction Partners Count:  369
x_train_column_count:  366
x_train columns:  ['AATF', 'ABCC1', 'ABL1', 'ACTL6A', 'ACTL6B', 'AFAP1', 'AHR', 'AKT1', 'ANXA5', 'ARID1A', 'ARID1B', 'ARID4A', 'ARMCX1', 'ARMCX2', 'ARMCX3', 'ARNT', 'AR', 'ASF1A', 'ATF2', 'ATM', 'AURKB', 'BCR', 'BDP1', 'BGLAP', 'BRCA1', 'BRF1', 'FAM208A', 'C4BPA', 'CABIN1', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CBFB', 'CBX1', 'CBX4', 'CBX5', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCNC', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNT2', 'CDC25A', 'CDC27', 'CDC6', 'CDH1', 'CDK14', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK6', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CEBPA', 'CEBPB', 'CEBPD', 'CEBPE', 'CHEK1', 'CHEK2', 'CLNK', 'COL1A1', 'CREBBP', 'CTBP1', 'CTNNB1', 'CUX1', 'DCAF10', 'DGKZ', 'DNAJA3', 'DNMT1', 'DNMT3A', 'DUSP1', 'DUT', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EED', 'EGFR', 'EGF', 'EID1', 'EIF2AK1', 'EIF2AK4', 'AGO2', 'ELF1', 'ENC1', 'EP300', 'ERBB2', 'ESD', 'ESR1', 'ESR2', 'EZH2', 'FBXW7', 'FMO5', 'FOS', 'FOXM1', 'FRK', 'FZR1', 'G6PD', 'GAPDH', 'GATA1', 'GJA1', 'GNB2L1', 'GRB2', 'GSC', 'GTF2H1', 'H1F0', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HARS2', 'HARS', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC8', 'HDC', 'HES1', 'HIF1A', 'HIRA', 'HIST1H1A', 'HIST1H1B', 'HIST1H1C', 'HIST1H1D', 'HIST1H1E', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST1H4A', 'HIST2H2AC', 'HIST2H2BE', 'HIST3H3', 'HIST4H4', 'HMGA1', 'HMGA2', 'HRAS', 'HSP90AA1', 'HSPA1A', 'HSPA8', 'ID2', 'IFI16', 'INS', 'JUN', 'KAT2B', 'KAT5', 'KDM1A', 'KDM2A', 'KDM4A', 'KDM5A', 'KDM5B', 'PPP1R26', 'KIF11', 'KRAS', 'KRT10', 'KRT14', 'KRT5', 'L3MBTL2', 'L3MBTL1', 'LIMD1', 'LIN52', 'LIN54', 'LIN9', 'LMNA', 'LOR', 'LPAR6', 'MAF', 'MAP2K7', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MAPK9', 'MCM2', 'MCM3', 'MCM4', 'MCM5', 'MCM7', 'MDM2', 'MDM4', 'MEF2C', 'MORF4L1', 'MRFAP1', 'MRPL11', 'MRPS18B', 'MSH6', 'MTL5', 'MYBL2', 'MYC', 'MYOD1', 'NACC2', 'NCAPD3', 'NCAPG2', 'NCAPH2', 'NCR1', 'NDC80', 'NEO1', 'NFYA', 'NFYB', 'NFYC', 'NGF', 'NOTCH1', 'NPM1', 'NRAS', 'ORC1', 'PA2G4', 'PAX2', 'PAX3', 'PAX5', 'PAX6', 'PAX8', 'PCNA', 'PELP1', 'PGR', 'PHB', 'PHF21B', 'PIAS4', 'PIK3CA', 'PIK3R1', 'PIK3R3', 'PLK1', 'PML', 'POLA1', 'POLA2', 'PPARA', 'PPARG', 'PPIA', 'PPP1CA', 'PPP1CB', 'PPP1CC', 'PPP1R3A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R3B', 'PPRC1', 'PRB1', 'PRB3', 'PRB4', 'PRDM2', 'PRH1', 'PRH2', 'PRIM1', 'PRIM2', 'PRKCB', 'PRMT2', 'PSMA7', 'PSMC1', 'PSMD10', 'PTEN', 'PTGDR', 'RAF1', 'RB1CC1', 'RBAK', 'RBBP4', 'RBBP5', 'RBBP6', 'RBBP7', 'RBBP8', 'RBBP9', 'RBL1', 'RBL2', 'RBFOX2', 'RFC1', 'RPS6KB1', 'RUNX2', 'S100A6', 'SETD1B', 'SETD7', 'SIRT1', 'SKP2', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'SMARCC1', 'SMARCC2', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'SMARCE1', 'SMC1A', 'SMC2', 'SMC4', 'SMC5', 'SMYD2', 'SNW1', 'SP100', 'SP1', 'SP3', 'SPI1', 'STAM', 'STAT3', 'SUV39H1', 'SUV420H2', 'SUZ12', 'TAF1', 'TBP', 'TERT', 'TFAP2A', 'TFDP1', 'TFDP3', 'TGM2', 'THAP1', 'TMPO', 'TNS1', 'TOP2A', 'TP53BP1', 'TP53', 'TP73', 'TRDMT1', 'TRIM27', 'TTK', 'UBE2I', 'UBE3A', 'UBL4A', 'UBN1', 'UBR4', 'UBTF', 'UHRF1', 'USP4', 'USP7', 'VEGFA', 'VPS39', 'WDR59', 'WDR73', 'WEE1', 'WWTR1', 'YAP1', 'YY1', 'ZBTB16', 'ZBTB7A', 'ZNF521', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01272330861584492
		RMSE:  0.2421068018038906
		NRMSE:  0.08854110656959135
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028050639565306845
		RMSE:  0.22197574606877257
		NRMSE:  0.15575715092466183
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  LinearRegression
		Pearson Correlation:  0.8167097811843881
		Spearman Correlation:  0.7621012808770368
		Coefficient of Determination:  0.6670148666822513
		RMSE:  0.13882702274981792
		NRMSE:  0.050770561274801757
		MAPE:  290.71593769762336
		Pearson Correlation:  -0.0028448413857654915
		Spearman Correlation:  0.060541902018728416
		Coefficient of Determination:  -3.8026113525247753
		RMSE:  0.4857759242122269
		NRMSE:  0.34086189722569493
		MAPE:  1264.838348371254

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.232729901296884, tolerance: 0.003113905664439024
  positive)
		Pearson Correlation:  0.7893622557276637
		Spearman Correlation:  0.7318327868472206
		Coefficient of Determination:  0.6228170865848435
		RMSE:  0.14775343740225966
		NRMSE:  0.054035048786666054
		MAPE:  327.23338139378757
		Pearson Correlation:  0.011408261559881259
		Spearman Correlation:  0.07734510405366651
		Coefficient of Determination:  -2.9496072023652147
		RMSE:  0.4405287108740028
		NRMSE:  0.3091125860434784
		MAPE:  1248.7190543953818

	Predictor:  RandomForests
		Pearson Correlation:  0.603978591035249
		Spearman Correlation:  0.4517173845774052
		Coefficient of Determination:  0.1786302313719249
		RMSE:  0.21803737508853988
		NRMSE:  0.07973865385040224
		MAPE:  207.6690163505581
		Pearson Correlation:  0.05449791794910446
		Spearman Correlation:  0.1794411401638425
		Coefficient of Determination:  -0.046015379501774145
		RMSE:  0.22670771524017264
		NRMSE:  0.15907750483473387
		MAPE:  208.21191034649345

Protein:  CDH1
Protein Interaction Partners Count:  834
x_train_column_count:  826
x_train columns:  ['ABCB1', 'ABCG2', 'ACAN', 'ACTA1', 'ACTA2', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTN1', 'ACTR3', 'ACVR1B', 'ADAM10', 'ADAM15', 'ADAM17', 'ADAM9', 'AFP', 'AIMP1', 'AJAP1', 'AKAP9', 'AKT1', 'AKT2', 'AKTIP', 'ALB', 'ALCAM', 'ALDH1A1', 'ALDH3A1', 'ALK', 'AMOTL2', 'ANAPC4', 'ANAPC7', 'ANO1', 'ANXA2', 'ANXA5', 'AP1M1', 'AP1M2', 'APC2', 'APC', 'AQP1', 'AQP5', 'AREG', 'ARF6', 'ARHGAP31', 'ARID1A', 'ARL2BP', 'ARMC7', 'ARPC1A', 'ARPC2', 'ARRB2', 'ARVCF', 'AR', 'CLMP', 'ASF1A', 'ATF2', 'ATF3', 'ATM', 'ATXN1', 'AXIN1', 'AXIN2', 'AXL', 'BAG3', 'BANP', 'BCAR1', 'BCL2L11', 'BCL2L1', 'BCL6B', 'BCL9L', 'BCORL1', 'BMI1', 'BMP2', 'BMP4', 'BMP6', 'BMP7', 'BNIP3', 'BRCA1', 'BRCA2', 'BSG', 'BTBD7', 'BTC', 'BTF3', 'ANAPC15', 'CA2', 'CA9', 'CALCA', 'CALR', 'CAPN1', 'CAPNS1', 'CASP3', 'CASP8', 'CASP9', 'CASS4', 'CAV1', 'CBLL1', 'CBL', 'CBX7', 'CCL2', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCNE1', 'CCR7', 'CD1A', 'CD1B', 'CD1C', 'CD1E', 'CD207', 'CD24', 'CD274', 'CD276', 'CD2AP', 'CD34', 'CD44', 'CD46', 'CD68', 'CD82', 'CDC16', 'CDC23', 'CDC27', 'CDC42', 'CDC6', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH24', 'CDH2', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDK14', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CDKN3', 'CDX2', 'CEACAM5', 'CFL1', 'CGN', 'CHGA', 'CHL1', 'CLCA2', 'CLDN1', 'CLDN2', 'CLDN3', 'CLDN4', 'CLDN5', 'CLDN7', 'CNTN1', 'COL1A1', 'CORO1C', 'CRB3', 'CREB1', 'CREBBP', 'CRYAB', 'YBX3', 'CSDC2', 'CSE1L', 'CSF2', 'CSNK2A1', 'CSNK2A2', 'CST5', 'CTBP1', 'CTBP2', 'CTCF', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNB1', 'CTNND1', 'CTNND2', 'CTSL', 'CTTN', 'CXCL12', 'CXCL1', 'CXCR4', 'CYP1B1', 'DAAM1', 'DAB2IP', 'DACH1', 'DAPK1', 'DAP', 'DDR1', 'DDR2', 'DDX3X', 'DICER1', 'DKK1', 'DLC1', 'DLG1', 'DLG5', 'DNM2', 'DNMT1', 'DNMT3A', 'DNMT3B', 'DNTT', 'DOT1L', 'DPAGT1', 'DPEP1', 'DSP', 'DUOX1', 'DUSP4', 'DVL1', 'DVL2', 'E2F1', 'ECT2', 'EDN1', 'EFEMP1', 'EFNA1', 'EGFR', 'EGF', 'EGR1', 'EHD1', 'EHMT2', 'EIF2AK3', 'AGO1', 'AGO2', 'ELAVL1', 'ELF3', 'ENAH', 'ENG', 'EP300', 'EPB41L3', 'EPCAM', 'EPHA10', 'EPHA1', 'EPHA2', 'EPPK1', 'ERBB2IP', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ESRP1', 'ESRP2', 'ETS1', 'ETS2', 'EXOC3', 'EXOC4', 'EYA2', 'EZH2', 'EZR', 'F11R', 'F2RL2', 'SUPT20H', 'FBXL5', 'FER', 'FGF10', 'FGF13', 'FGF17', 'FGF19', 'FGF2', 'FGF4', 'FGF5', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FHIT', 'FHL2', 'FLG', 'FLOT1', 'FLOT2', 'FLT1', 'FMN1', 'FN1', 'FOSL1', 'FOS', 'FOXA1', 'FOXA2', 'FOXC1', 'FOXC2', 'FOXJ2', 'FOXK2', 'FOXL1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXQ1', 'FRMPD2', 'FSCN1', 'FUT4', 'FXYD5', 'FYN', 'FZD1', 'FZD4', 'FZD7', 'FZR1', 'G6PD', 'GAB2', 'GABPA', 'GADD45A', 'GAPDH', 'GAS6', 'GATA1', 'GATA3', 'GATA4', 'GATA6', 'GDNF', 'GFRA1', 'GGT1', 'GJA1', 'GJB1', 'GJB2', 'GKN2', 'GLI1', 'GLI2', 'GMNN', 'GNA12', 'GNA13', 'GNB2L1', 'GNL3', 'GPA33', 'GRB2', 'GRHL2', 'GRHL3', 'GSK3B', 'GSN', 'GSTP1', 'H2AFZ', 'HAVCR2', 'HBEGF', 'HDAC1', 'HDAC2', 'HEPACAM', 'HES1', 'HGF', 'HGS', 'HIF1A', 'HMGA2', 'HNF4A', 'HOXB4', 'HOXD10', 'HPGDS', 'HPGD', 'HRAS', 'HSP90AA1', 'HSPA5', 'ICAM1', 'ID1', 'ID2', 'IDO1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP3', 'IL10', 'IL15', 'IL17A', 'IL1B', 'IL24', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ILK', 'INADL', 'INS', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'IQSEC1', 'IRS1', 'IRS2', 'ITGA5', 'ITGA6', 'ITGAE', 'ITGAM', 'ITGB1', 'ITGB4', 'ITGB7', 'ITPKB', 'IVL', 'JAG1', 'JAK2', 'AJUBA', 'JUN', 'JUP', 'KDM1A', 'KDM6A', 'KDR', 'KEAP1', 'KIFC3', 'KIT', 'KLF4', 'KLF5', 'KLF8', 'KLK3', 'KLK7', 'KLRG1', 'KRAS', 'KRT10', 'KRT14', 'KRT17', 'KRT18', 'KRT19', 'KRT20', 'KRT4', 'KRT5', 'KRT7', 'KRT8', 'KRT9', 'LAMA1', 'LAMB1', 'LAMC2', 'LASP1', 'LATS1', 'LATS2', 'LCN2', 'LEF1', 'LEP', 'LGALS3', 'LGALS4', 'LGALS9', 'LGR5', 'LIF', 'LIMA1', 'LIN28A', 'LIPG', 'LLGL2', 'LMNA', 'LOR', 'LOXL2', 'LOXL3', 'LOX', 'LRP5', 'LRP6', 'LY6K', 'MACC1', 'MACROD1', 'MAD2L2', 'MAGI1', 'MAP2K1', 'MAP2K7', 'MAP4K5', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MARK2', 'MARVELD2', 'MCAM', 'MCL1', 'MDM2', 'MED1', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MGAT5', 'MGMT', 'MKI67', 'MLH1', 'MLLT4', 'MME', 'MMP11', 'MMP13', 'MMP14', 'MMP15', 'MMP17', 'MMP1', 'MMP25', 'MMP27', 'MMP2', 'MMP3', 'MMP7', 'MMP8', 'MMP9', 'MPP5', 'MRAP', 'MSH2', 'MSN', 'MT1G', 'MTA1', 'MTA3', 'MTBP', 'MTDH', 'MTOR', 'MUC1', 'MUC4', 'MYCN', 'MYC', 'MYH6', 'MYO6', 'MYO7A', 'NANOG', 'NCAM1', 'NCOA1', 'NCSTN', 'NDRG1', 'NDRG2', 'NEDD9', 'NEK2', 'NES', 'NEUROG3', 'NF2', 'NFE2L2', 'NFIC', 'NKD2', 'NKX2-1', 'NKX6-1', 'NKX6-2', 'NME1', 'NOG', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NR2F1', 'NRP2', 'NUDT21', 'NUMBL', 'NUMB', 'NUP98', 'NUTF2', 'OTUB1', 'OVOL1', 'OVOL2', 'PARD3', 'PARD6A', 'PAX2', 'PAX5', 'PAX6', 'PAX8', 'PCSK9', 'PDCD4', 'PDGFRB', 'PDPN', 'PEBP1', 'PECAM1', 'PGR', 'PHLPP1', 'PI3', 'PIK3CA', 'PIK3R1', 'PIP5K1A', 'PIP5K1C', 'PIP', 'PIR', 'PITX1', 'PKD1', 'PKM', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PLAUR', 'PLAU', 'PLCD1', 'PLEKHA7', 'PLG', 'PODXL', 'POLR2C', 'POSTN', 'POTEF', 'POU5F1', 'PPARA', 'PPARGC1A', 'PPARG', 'PPL', 'PPP6C', 'PRAME', 'PRDM10', 'PRKAR1A', 'PRKCA', 'PRKCI', 'PRKCZ', 'PRKD1', 'PRKG1', 'PRMT5', 'PROC', 'PROM1', 'PRSS8', 'PSEN1', 'PTCH1', 'PTEN', 'PTF1A', 'PTGS2', 'PTK2', 'PTPN11', 'PTPN14', 'PTPRC', 'PTPRF', 'PTPRJ', 'PTPRM', 'PTPRS', 'PTPRT', 'PTPRU', 'PTRH2', 'PVRL1', 'PVRL2', 'PVR', 'PXN', 'RAB11A', 'RAB25', 'RAB5A', 'RAB7A', 'RAB8B', 'RAC1', 'RAC2', 'RACGAP1', 'RAF1', 'RALA', 'RALBP1', 'RALGDS', 'RAP1A', 'RAP1B', 'RAPGEF1', 'RARB', 'RASSF1', 'RB1', 'RBM4', 'RCOR1', 'RDX', 'REM1', 'RET', 'RHOA', 'RHOB', 'RHOC', 'RHOD', 'RICTOR', 'RND3', 'ROCK1', 'ROCK2', 'RPS6KB1', 'RPTOR', 'RRM2', 'RUNX2', 'RUNX3', 'S100A14', 'S100A4', 'S100A8', 'SATB1', 'SCRIB', 'SDC1', 'SDC4', 'SDHC', 'SELE', 'SELL', 'SELP', 'SEMA3C', 'SEMA3F', 'SENP1', 'SERPINB4', 'SERPINB5', 'SERPINE1', 'SFN', 'SFRP1', 'SFRP2', 'SFTPC', 'SHH', 'SIK1', 'SIN3A', 'SIRT1', 'SIRT2', 'SIRT4', 'SIRT7', 'SIX1', 'SIX2', 'SKIL', 'SKP2', 'SLC2A1', 'SLC39A6', 'SLC6A3', 'SLC9A3R1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMO', 'SNAI1', 'SNAI2', 'SNAI3', 'SNX16', 'SNX1', 'SOX10', 'SOX17', 'SOX2', 'SOX4', 'SOX9', 'SP1', 'SPARC', 'SPDEF', 'SPINT1', 'SPP1', 'SPRY1', 'SRCIN1', 'SRC', 'SRXN1', 'ST14', 'ST7L', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STX4', 'STYK1', 'SUCLG2', 'SUMO1', 'SUZ12', 'SYNJ2', 'SYP', 'TACC3', 'TACSTD2', 'TATDN1', 'TBX1', 'TBX3', 'TCF15', 'TCF4', 'TDGF1', 'TERT', 'TET2', 'TFF1', 'TFF3', 'TGFB1', 'TGFB2', 'TGFB3', 'TGFBI', 'TGFBR1', 'TGFBR2', 'THBS1', 'THEM4', 'THUMPD1', 'THY1', 'TIAM1', 'TIMP1', 'TIMP2', 'TIMP3', 'TJP1', 'TJP2', 'TJP3', 'TLE1', 'TLN1', 'TLR4', 'TMPRSS2', 'TMPRSS4', 'TNFRSF6B', 'TNF', 'TNK2', 'TNS1', 'TP53BP1', 'TP53BP2', 'TP53', 'TRIM21', 'TRIM29', 'TRIM44', 'TRIP10', 'TRPS1', 'TSPYL2', 'TWIST1', 'TWIST2', 'TYRP1', 'T', 'UBE2I', 'UBE2S', 'USP48', 'USP9X', 'VANGL1', 'VANGL2', 'VASP', 'VAV1', 'VCAM1', 'VCL', 'VDR', 'VEGFA', 'VEGFC', 'VEZT', 'VHL', 'VIM', 'VIPAS39', 'VPS33B', 'VTN', 'WASL', 'WDFY2', 'WDTC1', 'WIF1', 'WISP1', 'WISP3', 'WNT10A', 'WNT10B', 'WNT11', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8A', 'WNT9A', 'WNT9B', 'WT1', 'XIAP', 'YAP1', 'YBX1', 'YES1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'ZYX', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.13712289650471754
		RMSE:  1.2526616491661007
		NRMSE:  0.19946206317730336
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.061578293423971475
		RMSE:  0.970096042376724
		NRMSE:  0.19071600723011914
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1747084136438477
		NRMSE:  0.18704952288841878
		MAPE:  547.6986763085636
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.045733924340672916
		RMSE:  0.9628293412733254
		NRMSE:  0.18928741030812832
		MAPE:  293.35791980552335

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.1469367814660377e-13
		NRMSE:  1.8262742929620674e-14
		MAPE:  6.917156861901551e-11
		Pearson Correlation:  0.18966060498892773
		Spearman Correlation:  0.17801468846244967
		Coefficient of Determination:  -14.82427795964325
		RMSE:  3.7454212434003264
		NRMSE:  0.7363309958322507
		MAPE:  1669.1909543169131

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.0222578555171815, tolerance: 0.07424076431120771
  positive)
		Pearson Correlation:  0.9999876290961838
		Spearman Correlation:  0.9999589263660325
		Coefficient of Determination:  0.9999737226603734
		RMSE:  0.006021723033220827
		NRMSE:  0.0009588425580747151
		MAPE:  3.965593155732092
		Pearson Correlation:  0.26174596963816127
		Spearman Correlation:  0.28838514195937603
		Coefficient of Determination:  -16.054383010969595
		RMSE:  3.8882727713277947
		NRMSE:  0.764414888398497
		MAPE:  1169.9263375636822

	Predictor:  RandomForests
		Pearson Correlation:  0.7633671154176777
		Spearman Correlation:  0.723551063217177
		Coefficient of Determination:  0.5780737897783512
		RMSE:  0.7630418037263422
		NRMSE:  0.12149960251685331
		MAPE:  220.65995332046512
		Pearson Correlation:  0.7452569666029282
		Spearman Correlation:  0.525151186423771
		Coefficient of Determination:  0.5414466304273828
		RMSE:  0.6375784983506092
		NRMSE:  0.12534472896445745
		MAPE:  148.159970259313

Protein:  CDH2
Protein Interaction Partners Count:  472
x_train_column_count:  467
x_train columns:  ['ABCG2', 'ABL1', 'ACAN', 'ACTA1', 'ACTA2', 'ACTB', 'ACTR3', 'ADAM10', 'ADH1A', 'AFP', 'AHSG', 'AKT1', 'AKT3', 'ALB', 'ALCAM', 'ALDH1A1', 'AMBN', 'AMELX', 'AMOTL1', 'AMTN', 'ANGPT1', 'ANO8', 'ANXA5', 'APC2', 'APC', 'APLP2', 'APOA1', 'APOA2', 'APOA5', 'APOB', 'APOE', 'APOL1', 'APPL1', 'APP', 'ARHGAP32', 'ARMC7', 'ARPC5', 'ARVCF', 'AR', 'ATXN1', 'AXIN1', 'AXIN2', 'AXL', 'BCL2L1', 'BDNF', 'BMI1', 'BMP15', 'BMP2', 'BMP4', 'BMP7', 'BNIP2', 'BOC', 'BPIFB2', 'RGCC', 'GSKIP', 'C3', 'C4A', 'CABLES1', 'CADM1', 'CALU', 'CASP3', 'CAV1', 'CBLL1', 'CCNA2', 'CCNB1', 'CCND1', 'CD24', 'CD34', 'CD44', 'CD80', 'CDC42', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDK4', 'CDK5', 'CDK6', 'CDKN2A', 'CDON', 'CDX2', 'CEBPZ', 'CFL1', 'CHGB', 'CHL1', 'CHRDL1', 'CKAP4', 'CLDN11', 'CLDN3', 'CLDN4', 'CLDN7', 'CORT', 'CP', 'CREBBP', 'CRP', 'CSF1', 'CSK', 'CST3', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNB1', 'CTNND1', 'CTNND2', 'CTTN', 'CXCL12', 'CXCR4', 'CYLD', 'CYR61', 'DBN1', 'DDR1', 'DDR2', 'DKK1', 'DLG4', 'DLG5', 'DMP1', 'DNAJC3', 'DSP', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EFNB1', 'EFNB2', 'EFNB3', 'EGFR', 'EGF', 'EHMT2', 'EIF2AK3', 'ENAM', 'ENG', 'EPCAM', 'EPHA1', 'EPHA2', 'EPHA4', 'EPHB2', 'EPS8', 'ERBB2', 'ERBB4', 'ESR1', 'ESRP1', 'EXOC4', 'EZH2', 'EZR', 'F11R', 'F5', 'EVA1A', 'FAM20A', 'FAM20C', 'FBN1', 'FER', 'FGA', 'FGF13', 'FGF23', 'FGF2', 'FGFR1', 'FGFR4', 'FGG', 'FN1', 'FOXC2', 'FOXD3', 'FOXO1', 'FOXP4', 'FSTL1', 'FSTL3', 'FUCA2', 'GAA', 'GAPDH', 'GAS6', 'GATA4', 'GFAP', 'GJA10', 'GJA1', 'GJA3', 'GJB6', 'GJC1', 'GJC3', 'GJD3', 'GJD4', 'GLI1', 'GOLM1', 'GPC3', 'GRIA1', 'GRIA2', 'HGF', 'HMGA2', 'HNF4A', 'HRAS', 'HRC', 'HSP90B1', 'HSPA5', 'IARS2', 'IGF1R', 'IGF1', 'IGFBP1', 'IGFBP3', 'IGFBP4', 'IGFBP5', 'IGFBP7', 'IL1B', 'IL6', 'CXCL8', 'ILK', 'INADL', 'INS', 'INVS', 'IQGAP1', 'ISL1', 'ITGA6', 'ITGB1', 'ITIH2', 'ITPKB', 'JAG1', 'JAM3', 'JUN', 'JUP', 'KCNA5', 'KDR', 'KIAA2022', 'KIF5B', 'KIT', 'KLF4', 'KNG1', 'KRAS', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT8', 'KTN1', 'L1CAM', 'LAMB1', 'LAMB2', 'LAMC1', 'LEF1', 'LGALS1', 'LRP5', 'LRP6', 'LRRC7', 'LTBP1', 'LTBP3', 'MAP1B', 'MAP2K6', 'MAP2K7', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MATN3', 'MBTPS1', 'MCAM', 'MEF2A', 'MEF2C', 'MEF2D', 'MEN1', 'MEPE', 'MET', 'MFGE8', 'MFI2', 'MGAT4A', 'MIA3', 'MKI67', 'MLLT4', 'MMP14', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MPDZ', 'MPP5', 'MRAP', 'MRPL49', 'MSLN', 'MSN', 'MTHFD1', 'MUC1', 'MUC4', 'MXRA8', 'MYC', 'MYO10', 'MZF1', 'NANOG', 'NCAM1', 'NCSTN', 'NDRG1', 'NENF', 'NES', 'NFASC', 'NGF', 'NKX2-5', 'NLGN1', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTUM', 'NRCAM', 'NT5C', 'NT5E', 'NTRK2', 'NUCB1', 'NUMBL', 'NUMB', 'OLFM3', 'P4HB', 'PARD3', 'PAX6', 'PCSK9', 'PC', 'PDGFRB', 'PDIA4', 'PDIA6', 'PECAM1', 'PENK', 'PIK3CA', 'PIK3R1', 'PIP5K1C', 'PITX2', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PNPLA2', 'POU5F1', 'PPT2', 'PRKCDBP', 'PRKCSH', 'PROC', 'PROM1', 'PRPH', 'PRSS23', 'PSEN1', 'PTEN', 'PTK2', 'PTPN11', 'PTPN1', 'PTPN2', 'PTPRC', 'PTPRS', 'PVRL1', 'PVRL2', 'PVRL3', 'PXN', 'QSOX1', 'RAB11FIP1', 'RAB3D', 'RAB5A', 'RAC1', 'RCN1', 'RELN', 'REM1', 'RHOA', 'RHOB', 'RHOC', 'ROBO1', 'PTBP3', 'RPS6KB1', 'RUNX2', 'S100A14', 'S100A4', 'SARS2', 'SCARB2', 'SCG2', 'SCG3', 'SDC2', 'SEMA3A', 'SENP3', 'SERPINA10', 'SERPINA1', 'SERPINC1', 'SERPIND1', 'SERPINE1', 'SHH', 'SHISA5', 'SIRT7', 'SKP1', 'SLC2A1', 'SLC9A3R1', 'SLIT1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SNAI1', 'SNAI2', 'SNAI3', 'SOX10', 'SOX18', 'SOX1', 'SOX2', 'SOX4', 'SOX9', 'SP7', 'SPAG9', 'SPARCL1', 'SPARC', 'SPP1', 'SPP2', 'SRC', 'ST6GALNAC5', 'STAT3', 'STC2', 'SYP', 'TBX1', 'TCF3', 'TEK', 'TF', 'TGFB1', 'TGFBR1', 'TGM2', 'TGOLN2', 'THY1', 'TIMP1', 'TJP1', 'TJP3', 'TMEM132A', 'TNC', 'TNF', 'TNNT1', 'TP53', 'TRPS1', 'TSC2', 'TWIST1', 'TWIST2', 'USP9X', 'VANGL2', 'VCAM1', 'VCAN', 'VCL', 'VEGFA', 'VGF', 'VIM', 'VTN', 'VWA1', 'WFS1', 'WNT11', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT7A', 'XIRP1', 'ZBTB16', 'ZEB1', 'ZEB2', 'ZSCAN1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032532184952558385
		RMSE:  0.38185758840977485
		NRMSE:  0.13836422509231644
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01322006783790175
		RMSE:  0.3341656221976159
		NRMSE:  0.1760731037776972
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  LinearRegression
		Pearson Correlation:  0.9320716417306634
		Spearman Correlation:  0.9042049538965786
		Coefficient of Determination:  0.8687575453184943
		RMSE:  0.13811260505970965
		NRMSE:  0.05004442534231091
		MAPE:  1280.7725154779953
		Pearson Correlation:  -0.01277844413261702
		Spearman Correlation:  -0.045369643013005154
		Coefficient of Determination:  -17.33958180894783
		RMSE:  1.4216889631313077
		NRMSE:  0.7490931793007503
		MAPE:  26039.657828033593

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.384951942827504, tolerance: 0.007819420435861616
  positive)
		Pearson Correlation:  0.9146307028381769
		Spearman Correlation:  0.8856072663807906
		Coefficient of Determination:  0.8363397031176711
		RMSE:  0.15422962832229212
		NRMSE:  0.05588434970733101
		MAPE:  869.3866324594071
		Pearson Correlation:  0.0967963838705452
		Spearman Correlation:  0.11130063965884862
		Coefficient of Determination:  -6.586608569115277
		RMSE:  0.9143947340936411
		NRMSE:  0.4817979714700831
		MAPE:  15942.199012512821

	Predictor:  RandomForests
		Pearson Correlation:  0.5579621011437972
		Spearman Correlation:  0.5029575426329222
		Coefficient of Determination:  0.20818808047373372
		RMSE:  0.3392400841050704
		NRMSE:  0.12292198134106472
		MAPE:  367.54582968003314
		Pearson Correlation:  0.045047914510734866
		Spearman Correlation:  0.027703587326525274
		Coefficient of Determination:  -0.019269445275922337
		RMSE:  0.33516169684487046
		NRMSE:  0.17659793919787894
		MAPE:  1881.682439110728

Protein:  CDH3
Protein Interaction Partners Count:  73
x_train_column_count:  74
x_train columns:  ['AIMP1', 'CLMP', 'BRCA1', 'CCND1', 'CD24', 'CD2AP', 'CD44', 'CDCP1', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH2', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CLDN1', 'CLDN7', 'CTNNA1', 'CTNNA3', 'CTNNB1', 'CTNND1', 'DPYD', 'DSP', 'ECM1', 'EGFR', 'EPCAM', 'ERBB2', 'ESR1', 'ESRP1', 'F11R', 'FN1', 'GALNT6', 'GATA3', 'HOXA9', 'IGF1R', 'ITGA9', 'JUP', 'KIRREL', 'KRT14', 'KRT15', 'KRT17', 'KRT4', 'KRT5', 'KRT8', 'LEF1', 'MKI67', 'NPHS1', 'NPHS2', 'PGR', 'PKP1', 'PKP2', 'PKP3', 'POU5F1', 'S100A4', 'SNAI1', 'SNAI2', 'SYNPO', 'TECR', 'TJP1', 'TP53', 'UMPS', 'VCL', 'ZEB1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.2263418226753373e-05
		RMSE:  0.21251306884336046
		NRMSE:  0.14909431220418734
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004123239054339534
		RMSE:  0.18871613277479948
		NRMSE:  0.16414808838605816
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  LinearRegression
		Pearson Correlation:  0.5727097811799439
		Spearman Correlation:  0.5792644266997269
		Coefficient of Determination:  0.32799649345917925
		RMSE:  0.1742073915858315
		NRMSE:  0.12221992450035887
		MAPE:  860.7578539003619
		Pearson Correlation:  0.3078638378825277
		Spearman Correlation:  0.3008441501764361
		Coefficient of Determination:  -0.03313055115949193
		RMSE:  0.1914225605909649
		NRMSE:  0.1665021794001452
		MAPE:  244.5250349075947

	Predictor:  ElasticNet
		Pearson Correlation:  0.57193862031258
		Spearman Correlation:  0.5765218946935985
		Coefficient of Determination:  0.32710405568284595
		RMSE:  0.1743230291331934
		NRMSE:  0.12230105316074072
		MAPE:  872.8083401472041
		Pearson Correlation:  0.3124088456127106
		Spearman Correlation:  0.3006546216286986
		Coefficient of Determination:  -0.02192627631636279
		RMSE:  0.190381744564837
		NRMSE:  0.16559686219944594
		MAPE:  245.4639300078506

	Predictor:  RandomForests
		Pearson Correlation:  0.5653902264193225
		Spearman Correlation:  0.5647909017496053
		Coefficient of Determination:  0.2839064224243535
		RMSE:  0.17983147143600559
		NRMSE:  0.1261656503872745
		MAPE:  669.4133299085007
		Pearson Correlation:  0.36166175579365273
		Spearman Correlation:  0.3745059165326251
		Coefficient of Determination:  0.12762128326974997
		RMSE:  0.17590089529614486
		NRMSE:  0.15300120495111194
		MAPE:  201.7567420267845

Protein:  PTEN
Protein Interaction Partners Count:  884
x_train_column_count:  876
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ABTB1', 'ACTB', 'ACTG1', 'ADM', 'AEBP1', 'AFP', 'AKT1S1', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDH1A1', 'ALK', 'AMHR2', 'ANXA2', 'ANXA5', 'APAF1', 'APC', 'ARAF', 'AREG', 'ARHGAP21', 'ARID1A', 'ARID2', 'ARL2BP', 'AR', 'ATF3', 'ATG12', 'ATG5', 'ATG7', 'ATM', 'ATRX', 'AURKA', 'AURKB', 'AXIN1', 'AXIN2', 'AXL', 'BAD', 'BAG5', 'BARD1', 'BAX', 'BBC3', 'BCAR1', 'BCL2L11', 'BCL2L1', 'BCL2L2', 'BCL6', 'BCR', 'BDNF', 'BECN1', 'BIRC3', 'BIRC5', 'BMI1', 'BMP2', 'BMP4', 'BMP7', 'BMPR1A', 'BNIP3', 'BRAF', 'BRCA1', 'BRCA2', 'BRD4', 'BTG2', 'BTK', 'SPRTN', 'CLHC1', 'CA9', 'CASP3', 'CASP6', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBL', 'CBX7', 'CCL2', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CD24', 'CD274', 'CD34', 'CD44', 'CD79A', 'CD79B', 'CDC14A', 'CDC20', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC27', 'CDC42', 'CDC7', 'CDH17', 'CDH1', 'CDH2', 'CDIPT', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CDX2', 'CENPC', 'CFL1', 'CFLAR', 'CFTR', 'CHD1', 'CHD8', 'CHEK1', 'CHEK2', 'CHKA', 'CHORDC1', 'CHUK', 'CLTCL1', 'CLTC', 'CNOT6L', 'CREB1', 'CREBBP', 'CRP', 'CSF1R', 'CSF1', 'CSK', 'CSN2', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTGF', 'CTLA4', 'CTNNB1', 'CUL1', 'CUL3', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP19A1', 'DAPK1', 'DAXX', 'DBN1', 'DCAF13', 'DDIT4', 'DDR2', 'DECR1', 'DEPTOR', 'DGCR8', 'DICER1', 'DLC1', 'DLG1', 'DLG4', 'DNM1L', 'DNMT1', 'DNMT3A', 'DNMT3B', 'DNTT', 'DOLPP1', 'DUSP1', 'DUSP6', 'DUT', 'DVL1', 'DYRK1A', 'E2F1', 'E2F2', 'E2F3', 'ECSCR', 'EGFR', 'EGF', 'EGR1', 'EIF2AK2', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF4A1', 'EIF4A2', 'EIF4EBP1', 'EIF4EBP2', 'EIF4E', 'EIF4G1', 'EML4', 'ENDOG', 'EP300', 'EPCAM', 'EPHA1', 'EPHA2', 'EPHA3', 'EPHA4', 'EPHA5', 'EPHA7', 'EPHB1', 'EPHB2', 'EPHB3', 'EPHB4', 'ERBB2', 'ERBB3', 'ERBB4', 'ERCC1', 'EREG', 'ESR1', 'ETS1', 'ETS2', 'ETV1', 'ETV6', 'EYA2', 'EZH2', 'EZR', 'FABP4', 'FASLG', 'FASN', 'FBXW7', 'FCGR1B', 'FGF2', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FIG4', 'FKBP1A', 'FLCN', 'FLT1', 'FLT3', 'FLT4', 'FMR1', 'FN1', 'FOS', 'FOXA1', 'FOXG1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FOXP1', 'FOXP3', 'FRK', 'FYN', 'FZR1', 'GADD45A', 'GAPDH', 'GATA3', 'GCK', 'GDF10', 'GDF2', 'GFAP', 'GJA1', 'GLI1', 'GNA11', 'GNAQ', 'GNAS', 'GNRHR', 'GRASP', 'GRB2', 'GRPR', 'GSK3A', 'GSK3B', 'GSTP1', 'H1F0', 'H2AFX', 'HAVCR2', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HES1', 'HGF', 'HIF1A', 'HIST1H2BA', 'HK1', 'HK2', 'HMGA2', 'HNF4A', 'HOXA9', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPA1A', 'HSPA1B', 'HSPA2', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPA9', 'ID1', 'ID4', 'IDH1', 'IDH2', 'IDO1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IKBKB', 'IKZF1', 'IL10', 'IL17A', 'IL21', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ILK', 'INPP4A', 'INPP4B', 'INPP5A', 'INPP5B', 'INPP5D', 'INPP5E', 'INPP5F', 'INPP5J', 'INPP5K', 'INPPL1', 'INSRR', 'INSR', 'INS', 'IPMK', 'IPO11', 'IQGAP1', 'IRAK1', 'IRS1', 'IRS2', 'ITGB1', 'ITPKA', 'ITPKB', 'ITPKC', 'ITPR3', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JARID2', 'JUN', 'KAT2B', 'KDM5B', 'KDM5C', 'KDM6A', 'KDR', 'KEAP1', 'ATG13', 'KIF11', 'KLLN', 'KITLG', 'KIT', 'KLF17', 'KLF2', 'KLF4', 'KLK3', 'KPNA1', 'KPNA2', 'KPNA5', 'KPNA6', 'KPNA7', 'KRAS', 'KRT14', 'KRT5', 'KRT8', 'LASP1', 'LATS1', 'LATS2', 'LCK', 'LDHA', 'LEF1', 'LEP', 'LGALS3', 'LIG4', 'LOX', 'LRIG1', 'LRP1B', 'LRRK2', 'LYN', 'LYPD1', 'MAGI1', 'MAGI2', 'MAGI3', 'MAN2C1', 'MAP1LC3B', 'MAP2K1', 'MAP2K2', 'MAP2K3', 'MAP2K4', 'MAP2K7', 'MAP3K1', 'MAP3K5', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK4', 'MAPK6', 'MAPK7', 'MAPK8', 'MAPK9', 'MAPKAP1', 'MAPT', 'MARCH2', 'MARCH3', 'MAST1', 'MAST2', 'MAST3', 'MAST4', 'MATK', 'MCL1', 'MCM2', 'MCM7', 'MCRS1', 'MDK', 'MDM2', 'MDM4', 'MECOM', 'MECP2', 'MED12', 'MEN1', 'MET', 'MGMT', 'MINPP1', 'MITF', 'MKI67', 'MKRN1', 'MLH1', 'MLH3', 'KMT2D', 'KMT2C', 'KMT2B', 'MLLT1', 'MLST8', 'MME', 'MMP2', 'MMP9', 'MOV10', 'MRAP', 'MRE11A', 'MSH2', 'MSH6', 'MTDH', 'MTMR2', 'MTOR', 'MTSS1', 'MUTYH', 'MVP', 'MYCN', 'MYC', 'MYLK', 'MYOCD', 'NANOG', 'NCKAP1', 'NCOA3', 'NCOR2', 'NDFIP1', 'NDFIP2', 'NDRG1', 'NDRG2', 'NEDD4L', 'NEDD4', 'NES', 'NF1', 'NF2', 'NFATC1', 'NFATC4', 'NFE2L2', 'NFKBIA', 'NGFR', 'NKX3-1', 'NLGN3', 'NLGN4X', 'NOS3', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NPM1', 'NR1H4', 'NR3C2', 'NRAS', 'NRP2', 'NTRK1', 'NTRK2', 'NUMB', 'OCRL', 'OLIG2', 'OTUD3', 'PALB2', 'PARD3', 'PARD6A', 'PARD6B', 'PARD6G', 'PARK2', 'PARK7', 'PARP1', 'PAX8', 'PBK', 'PBRM1', 'PCGF2', 'PCSK9', 'PDCD1', 'PDCD4', 'PDGFB', 'PDGFRA', 'PDGFRB', 'PDK1', 'PDK2', 'PDPK1', 'PDZK1', 'PECAM1', 'PGM3', 'PGR', 'PHF6', 'PHLPP1', 'PHLPP2', 'PI3', 'PI4K2A', 'PI4K2B', 'PI4KA', 'PI4KB', 'PIK3C2A', 'PIK3C2B', 'PIK3C2G', 'PIK3C3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3CG', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIK3R5', 'PIKFYVE', 'PINK1', 'PIP4K2A', 'PIP4K2B', 'PIP4K2C', 'PIP5K1A', 'PIP5K1B', 'PIP5K1C', 'PIP5KL1', 'PKM', 'PLCB1', 'PLCB2', 'PLCB3', 'PLCB4', 'PLCD1', 'PLCD3', 'PLCD4', 'PLCE1', 'PLCG1', 'PLCG2', 'PLCH1', 'PLCH2', 'PLCZ1', 'PLEKHA1', 'PLEK', 'PLK1', 'PLK2', 'PLK3', 'BPIFA1', 'PMAIP1', 'PML', 'PMPCA', 'PMS1', 'PMS2', 'POLE', 'POLI', 'POTEF', 'POU5F1', 'PPARG', 'PPM1D', 'PPP2R1A', 'PPP2R4', 'PPP2R5A', 'PPP2R5E', 'PPP3CA', 'PPP6C', 'PRDX1', 'PREX2', 'PRKAA1', 'PRKAA2', 'PRKCI', 'PRKCZ', 'PRKDC', 'PRMT5', 'PROM1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTER', 'PTGS2', 'PTK2B', 'PTK2', 'PTK6', 'PTPMT1', 'PTPN11', 'PTPN12', 'PTPN13', 'PTPN1', 'PTPRC', 'PTPRD', 'PTS', 'PXN', 'RAB7A', 'RAC1', 'RAC2', 'RAD51C', 'RAD51D', 'RAD51', 'RAD52', 'RAF1', 'RASA1', 'RASSF1', 'RB1CC1', 'RB1', 'RBL1', 'RBL2', 'RBM38', 'RBFOX2', 'RCN1', 'RECK', 'RELA', 'REL', 'REM1', 'RETN', 'RET', 'RHEB', 'RHOA', 'RHOB', 'RHOC', 'RICTOR', 'DROSHA', 'RNF146', 'ROCK1', 'ROCK2', 'ROS1', 'RPS27A', 'RPS6KA1', 'RPS6KA2', 'RPS6KA3', 'RPS6KB1', 'RPS6KB2', 'RPS6', 'RPTOR', 'RRAS2', 'RRAS', 'RRM1', 'RSL1D1', 'RUNX3', 'RWDD3', 'SACM1L', 'SALL4', 'SCAI', 'SCGB1D4', 'SCRIB', 'SDHB', 'SDHC', 'SERPINA1', 'SERPINA4', 'SERPINB5', 'SESN1', 'SESN2', 'SETD2', 'SGK1', 'SGK2', 'SGK3', 'SHANK2', 'SHARPIN', 'SHC1', 'SHFM1', 'SHH', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT5', 'SIRT6', 'SIRT7', 'SKP2', 'SLC25A16', 'SLC2A1', 'SLC2A4', 'SLC34A2', 'SLC9A3R1', 'SLC9A3R2', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMUG1', 'SMYD2', 'SNAI1', 'SNAI2', 'SNCA', 'SNX27', 'SOCS1', 'SOCS3', 'SOD2', 'SOS1', 'SOX2', 'SOX4', 'SOX9', 'SP1', 'SPOP', 'SPRY1', 'SPRY2', 'SRBD1', 'SRC', 'SREBF1', 'SRF', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STMN1', 'STUB1', 'STX16', 'SUCLG2', 'SUMO1', 'SYK', 'SYNJ1', 'SYNJ2', 'TACSTD2', 'TBX1', 'TBX2', 'TBX3', 'TCF7L2', 'TCHP', 'TEP1', 'TERT', 'TET1', 'TGFB1', 'TGFBR1', 'TGFBR2', 'TGM2', 'THBS1', 'TIMP1', 'TIMP3', 'TJP1', 'TLR4', 'TMEM55A', 'TMEM55B', 'TMPRSS2', 'TNFRSF10B', 'TNFSF10', 'TNF', 'TNKS2', 'TNKS', 'TNPO2', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TOP1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TPM1', 'TRAF6', 'TRIM27', 'TRIM29', 'TSC1', 'TSC2', 'TTN', 'TUT1', 'TWIST1', 'TWSG1', 'TXN', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2E1', 'UBE2I', 'UBE2L3', 'UBE3A', 'ULK1', 'ULK2', 'USP10', 'USP13', 'USP18', 'USP28', 'USP7', 'USP8', 'UTF1', 'UVRAG', 'VCL', 'VDR', 'VEGFA', 'VHL', 'WDR18', 'WDTC1', 'WEE1', 'WIPI1', 'WIPI2', 'WNT1', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT9A', 'WNT9B', 'WT1', 'WWP1', 'WWP2', 'XIAP', 'XPO1', 'XPO5', 'YAP1', 'YES1', 'YWHAB', 'YWHAZ', 'YY1', 'ZEB1', 'ZEB2', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023393971457565055
		RMSE:  0.6366126117528933
		NRMSE:  0.09954071014821253
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20813248536085016
		RMSE:  0.517654316968625
		NRMSE:  0.12376376344107133
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6292943186382643
		NRMSE:  0.09839642227163854
		MAPE:  299.798968451812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06342466003107061
		RMSE:  0.4856640113421529
		NRMSE:  0.11611533767086332
		MAPE:  95.15154235140719

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.5125258080267916e-14
		NRMSE:  2.3649844547365986e-15
		MAPE:  1.3205598544731143e-11
		Pearson Correlation:  -0.03829265880214012
		Spearman Correlation:  0.09838277285252933
		Coefficient of Determination:  -13.375435251742722
		RMSE:  1.7856365238208265
		NRMSE:  0.42692022278506825
		MAPE:  688.4797368331703

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.506928302164541, tolerance: 0.02130541006350738
  positive)
		Pearson Correlation:  0.9999805327333452
		Spearman Correlation:  0.9999466736309465
		Coefficient of Determination:  0.9999565796550138
		RMSE:  0.004146679271206084
		NRMSE:  0.0006483745244634639
		MAPE:  4.735778377654842
		Pearson Correlation:  -0.046265586482608645
		Spearman Correlation:  0.10609857978279032
		Coefficient of Determination:  -6.017577696066359
		RMSE:  1.2476023206192204
		NRMSE:  0.29828391924143366
		MAPE:  443.29445126638973

	Predictor:  RandomForests
		Pearson Correlation:  0.616328020472098
		Spearman Correlation:  0.5349771004536952
		Coefficient of Determination:  0.3047122631985977
		RMSE:  0.5247302430469055
		NRMSE:  0.08204678962503409
		MAPE:  280.01313012289415
		Pearson Correlation:  0.3753084805599388
		Spearman Correlation:  0.37778276537113936
		Coefficient of Determination:  0.1298675749156296
		RMSE:  0.43931419412355455
		NRMSE:  0.10503375750096938
		MAPE:  106.72854284999677

Protein:  BRCA2
Protein Interaction Partners Count:  361
x_train_column_count:  351
x_train columns:  ['ABL1', 'ACHE', 'ADRB1', 'ADRB2', 'AKT1', 'ALK', 'APEX1', 'ARID1A', 'ARPC1A', 'AR', 'ATAD5', 'ATM', 'ATRIP', 'ATRX', 'ATR', 'AURKA', 'AURKB', 'B3GALTL', 'BACH1', 'BARD1', 'BCCIP', 'BCHE', 'BDNF', 'BECN1', 'BIRC5', 'BLM', 'BMI1', 'BRCA1', 'BRCC3', 'BRE', 'BRIP1', 'SLX4', 'BUB1B', 'BUB1', 'BUB3', 'SFR1', 'RHNO1', 'RMI2', 'BABAM1', 'MMS22L', 'CASC1', 'CASC5', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCNE1', 'CDC25A', 'CDC25C', 'CDC45', 'CDC6', 'CDH1', 'CDK12', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CENPE', 'CENPF', 'CEP55', 'CHEK1', 'CHEK2', 'CHRNA1', 'CLSPN', 'CNTROB', 'CREM', 'CSMD3', 'CTNNB1', 'CYP19A1', 'DMC1', 'DNA2', 'DSN1', 'DYNC1LI2', 'EGFR', 'EGF', 'ELAC2', 'EME1', 'EME2', 'ENAM', 'EPCAM', 'ERBB2', 'ERBB3', 'ERCC1', 'ERCC2', 'ERCC4', 'ERCC5', 'ERCC6', 'ERCC8', 'ESPL1', 'ESR1', 'EXO1', 'EZH2', 'FAM175A', 'FANCA', 'FANCB', 'FANCC', 'FANCD2', 'FANCE', 'FANCF', 'FANCG', 'FANCI', 'FANCL', 'FANCM', 'FBN1', 'FBXO18', 'FBXW7', 'FEN1', 'FGFR2', 'FHIT', 'FLNA', 'FOXM1', 'GAPDH', 'GEN1', 'SLX1B', 'H2AFX', 'HELQ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2BE', 'HIST3H3', 'HMG20A', 'HMG20B', 'HMMR', 'HNRNPC', 'HOXB13', 'HRAS', 'HUS1', 'ITPKB', 'KAT2B', 'KAT5', 'KEAP1', 'SPIDR', 'KIF23', 'KIF4A', 'KIT', 'KLK3', 'KRAS', 'KRT5', 'LIG1', 'LIG3', 'LIG4', 'LIMD1', 'LSP1', 'MAD2L2', 'MAGED1', 'MAMSTR', 'MAP2K2', 'MAP3K1', 'MCM10', 'MCPH1', 'MDC1', 'MDM2', 'MDM4', 'MEN1', 'MGMT', 'MKI67', 'MLH1', 'MLH3', 'KMT2C', 'MND1', 'MORF4L1', 'MRE11A', 'MRPL36', 'MSH2', 'MSH3', 'MSH4', 'MSH5', 'MSH6', 'MTA2', 'FAN1', 'MUC1', 'MUS81', 'MUTYH', 'MYC', 'NBN', 'NCAPG', 'NEDD4', 'NF1', 'NHEJ1', 'NNT', 'NOTCH1', 'NSL1', 'NSMCE4A', 'OBFC1', 'OGG1', 'PALB2', 'PARG', 'PARP1', 'PARP2', 'PARP3', 'PAXIP1', 'PCNA', 'PDLIM7', 'PDS5A', 'PDS5B', 'PGR', 'PIK3CA', 'PLCB4', 'PLEC', 'PLEKHH1', 'PLK1', 'PMS1', 'PMS2', 'PNOC', 'POLD1', 'POLD2', 'POLD3', 'POLD4', 'POLE2', 'POLE3', 'POLE4', 'POLE', 'POLH', 'POLK', 'POLN', 'POLQ', 'PRDM9', 'PRKDC', 'PRSS1', 'PSMC3IP', 'PSMD3', 'PSMD6', 'PTEN', 'RAD17', 'RAD18', 'RAD1', 'RAD21', 'RAD23B', 'RAD50', 'RAD51AP1', 'RAD51C', 'RAD51B', 'RAD51D', 'RAD51', 'RAD52', 'RAD54B', 'RAD54L', 'RAD9A', 'RAD9B', 'RAG2', 'RASSF1', 'RBBP8', 'RBMX', 'RECQL4', 'RECQL5', 'RECQL', 'RET', 'REV1', 'REV3L', 'RFC1', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RMI1', 'RNF168', 'RNF8', 'RPA1', 'RPA2', 'RPA3', 'RPS27A', 'RTEL1', 'SHFM1', 'SKP2', 'SMAD2', 'SMAD3', 'SMAD4', 'SMARCA4', 'SMARCAL1', 'SMARCB1', 'SMC1A', 'SMC2', 'SMC3', 'SMC4', 'SMC5', 'SMC6', 'SMUG1', 'SNAI2', 'SP1', 'SPO11', 'STAT5A', 'STK11', 'STRA13', 'SUV39H1', 'SYCP3', 'TBCE', 'TDP1', 'TERT', 'TEX15', 'TMPRSS2', 'TNS1', 'TOP1', 'TOP2A', 'TOP3A', 'TOP3B', 'TOPBP1', 'TOX3', 'TP53BP1', 'TP53', 'TPX2', 'TRIP12', 'PRSS58', 'TTK', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2D1', 'UBE2E2', 'UBE2E3', 'UBE2N', 'UBE2T', 'UIMC1', 'USF1', 'USP11', 'USP15', 'USP1', 'USP21', 'USP4', 'UVRAG', 'VEGFA', 'VWF', 'WDR48', 'WDTC1', 'WEE1', 'WRN', 'WT1', 'WTIP', 'XPA', 'XPO1', 'XRCC1', 'XRCC2', 'XRCC3', 'XRCC4', 'XRCC5', 'XRCC6', 'ZFYVE26', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00289910117318648
		RMSE:  0.19032543678137456
		NRMSE:  0.12827584502559417
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001649424828515933
		RMSE:  0.21414907824527551
		NRMSE:  0.14729386559180924
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  LinearRegression
		Pearson Correlation:  0.8370864232511477
		Spearman Correlation:  0.8194457309388669
		Coefficient of Determination:  0.7007136799913994
		RMSE:  0.1039708626205804
		NRMSE:  0.07007444977528132
		MAPE:  335.0665956607377
		Pearson Correlation:  0.01707565923020572
		Spearman Correlation:  -0.040845895834112654
		Coefficient of Determination:  -1.9457209116501466
		RMSE:  0.3675159521062796
		NRMSE:  0.25278112656822704
		MAPE:  959.7491478061906

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3.119130988837304, tolerance: 0.0019432053784754488
  positive)
		Pearson Correlation:  0.8308926977365502
		Spearman Correlation:  0.8125810395159205
		Coefficient of Determination:  0.6903036975539585
		RMSE:  0.10576359980986734
		NRMSE:  0.07128272167920319
		MAPE:  317.4104332820546
		Pearson Correlation:  0.032938541281577596
		Spearman Correlation:  -0.01685058417187247
		Coefficient of Determination:  -1.453314680353285
		RMSE:  0.33539534013158273
		NRMSE:  0.23068825023322448
		MAPE:  910.8610828958294

	Predictor:  RandomForests
		Pearson Correlation:  0.5952029688956896
		Spearman Correlation:  0.5418972659754484
		Coefficient of Determination:  0.22467742167893257
		RMSE:  0.16734372414890591
		NRMSE:  0.1127865932580985
		MAPE:  173.18457571961864
		Pearson Correlation:  0.13445482322785277
		Spearman Correlation:  0.17930148754972008
		Coefficient of Determination:  0.016841652050054723
		RMSE:  0.21232059918593638
		NRMSE:  0.14603621951174875
		MAPE:  163.7509145227982

Protein:  CDKN2A
Protein Interaction Partners Count:  612
x_train_column_count:  605
x_train columns:  ['ABCC1', 'ABL1', 'ACAP1', 'ACAP2', 'ACP5', 'ACTA1', 'ACTB', 'ACTG1', 'ADAMTS9', 'ADAP1', 'AFP', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALK', 'ANKRD12', 'ANXA5', 'AP3D1', 'AP3S1', 'AP3S2', 'APAF1', 'APBA1', 'APBA2', 'ARAP1', 'ARAP2', 'ARF1', 'ARF3', 'ARF4', 'ARF5', 'ARF6', 'ARFGAP1', 'ARFGAP3', 'ARFIP2', 'ARFRP1', 'ARID1A', 'ARID2', 'ARID5B', 'ARL10', 'ARL1', 'ARL2', 'ARL3', 'ARL4A', 'ARL5A', 'AR', 'ASAP1', 'ATM', 'ATRX', 'ATR', 'AURKA', 'AURKB', 'AXIN1', 'BAP1', 'BCL2L11', 'BCL2L1', 'BCL6', 'BECN1', 'BIRC5', 'BMI1', 'BRAF', 'BRCA1', 'BRCA2', 'BUB1B', 'RGCC', 'C1QBP', 'RABL6', 'CACNA1G', 'CADM1', 'CAMK1D', 'CASP3', 'CASP8', 'CASP9', 'CAV1', 'CBX7', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNL1', 'CD274', 'CD34', 'CD44', 'CDC123', 'CDC20', 'CDC25A', 'CDC25C', 'CDC42', 'CDC45', 'CDC5L', 'CDC6', 'CDC7', 'CDH13', 'CDH17', 'CDH1', 'CDH2', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK5RAP3', 'CDK6', 'CDK7', 'CDKAL1', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2AIP', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDX2', 'CEACAM5', 'CEBPB', 'CEBPE', 'CHEK1', 'CHEK2', 'CHFR', 'CHKA', 'COMMD1', 'CRABP1', 'CREBBP', 'CSF1R', 'CSF1', 'CSF2', 'CTBP1', 'CTBP2', 'CTCF', 'CTLA4', 'CTNNB1', 'CTSK', 'CUL1', 'CUL3', 'CXCR4', 'CYCS', 'CYLD', 'CYTH1', 'CYTH2', 'CYTH3', 'DAB2IP', 'DAP', 'DAXX', 'DICER1', 'DIRAS3', 'DLEC1', 'DMTF1', 'DNAH3', 'DNMT1', 'DNMT3A', 'DNMT3B', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EBF1', 'EGFR', 'EGF', 'EGR1', 'EHF', 'EHMT2', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EP300', 'EPCAM', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ETS1', 'ETV6', 'EWSR1', 'EZH1', 'EZH2', 'FAT1', 'FBXW7', 'FGF2', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FKBP2', 'FLT3', 'FMN2', 'FN1', 'FOS', 'FOXA1', 'FOXM1', 'FOXN2', 'FOXO1', 'FOXO3', 'FTO', 'FZR1', 'GADD45A', 'GAPDH', 'GATA3', 'GATA4', 'GATA5', 'GBF1', 'GDF15', 'GGA1', 'GGA2', 'GGA3', 'GIT1', 'GIT2', 'GLI1', 'GLTSCR2', 'GMNN', 'GNA11', 'GNAQ', 'GNAS', 'GNL3', 'GOLPH3', 'GP5', 'GSPT1', 'GSTP1', 'H2AFX', 'H2AFZ', 'H3F3A', 'H3F3B', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HDAC9', 'HELLS', 'HGF', 'HHEX', 'HIC1', 'HIF1A', 'HIST1H2BA', 'HIST1H4A', 'HIST1H4B', 'HIST1H4C', 'HIST1H4D', 'HIST1H4E', 'HIST1H4F', 'HIST1H4H', 'HIST1H4I', 'HIST1H4J', 'HIST1H4K', 'HIST1H4L', 'HIST2H2AA3', 'HIST2H2AC', 'HIST2H4A', 'HIST4H4', 'HLTF', 'HMGA2', 'HNF4A', 'HNRNPD', 'HOPX', 'HOXA9', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPA4', 'HSPA9', 'HUWE1', 'ID1', 'IDH1', 'IDH2', 'IGF1R', 'IGF1', 'IGF2BP2', 'IGF2R', 'IGF2', 'IGFBP3', 'IKBKB', 'IKZF1', 'IL10', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ING1', 'ING4', 'INS', 'IQSEC1', 'IRS1', 'ISOC2', 'ITGAM', 'JAK1', 'JAK2', 'JAK3', 'JAZF1', 'JUNB', 'JUN', 'KAT2B', 'KAT5', 'KCNJ11', 'KCNQ1', 'KDM1A', 'KDM2B', 'KDM6A', 'KDM6B', 'KDR', 'KEAP1', 'KIAA1549', 'KIT', 'KLF4', 'KRAS', 'KRT19', 'KRT20', 'KRT5', 'KRT7', 'LATS2', 'LOX', 'LRRK2', 'MACROD2', 'MAF', 'MAP2K1', 'MAP2K4', 'MAP2K6', 'MAP2K7', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MAPK9', 'MAX', 'MC1R', 'MCL1', 'MCM10', 'MCM2', 'MCM5', 'MCM7', 'MDM2', 'MDM4', 'MEN1', 'MEOX1', 'MEOX2', 'MET', 'MGMT', 'MITF', 'MKRN1', 'MLANA', 'MLH1', 'KMT2D', 'KMT2C', 'KMT2B', 'MLLT3', 'MME', 'MMP2', 'MMP7', 'MMP9', 'MOV10', 'MRAS', 'MSH2', 'MSH6', 'MTA1', 'MTAP', 'MTHFR', 'MTNR1B', 'MTOR', 'MUC1', 'MYBL2', 'MYCL', 'MYCN', 'MYC', 'MYOD1', 'KAT6A', 'NANOG', 'NCAM1', 'NCL', 'NCOR1', 'NES', 'NEUROG1', 'NF1', 'NF2', 'NFATC1', 'NFE2L2', 'NKX2-1', 'NME1', 'NOTCH1', 'NOTCH2', 'NPM1', 'NRAS', 'NSUN2', 'ORC4', 'ORC5', 'OSBP2', 'P2RY8', 'PA2G4', 'PALB2', 'PARP1', 'PAX3', 'PAX5', 'PAX8', 'PBRM1', 'PCGF2', 'PDGFB', 'PDGFRA', 'PDGFRB', 'PEX19', 'PGR', 'PHLDB1', 'PI3', 'PIAS2', 'PIGF', 'PIK3CA', 'PIK3R1', 'PIP4K2A', 'PLEKHA3', 'PLEKHA8', 'PLEK', 'PLK1', 'PMAIP1', 'PML', 'PMS2', 'POTEF', 'POU5F1', 'PPARA', 'PPARG', 'PPM1D', 'PPP1R9B', 'PPP3CA', 'PRDM2', 'PRMT6', 'PROM1', 'PRSS1', 'PSMC3', 'PSMD10', 'PSME3', 'PTCH1', 'PTEN', 'PTER', 'PTF1A', 'PTGS2', 'PTPN11', 'PTPRC', 'PTPRD', 'PXN', 'RAB11A', 'RAB5A', 'RABEP1', 'RABGEF1', 'RAC2', 'RAD51', 'RAF1', 'RAP2B', 'RARB', 'RASSF1', 'RASSF2', 'RB1', 'RBL1', 'RBL2', 'RCC1', 'RELA', 'RELB', 'REL', 'RET', 'RHOA', 'DROSHA', 'RNF2', 'RNF43', 'ROS1', 'RPL11', 'RPRM', 'RPS27A', 'RPS6KB1', 'RRAS2', 'RRAS', 'RTEL1', 'RUNX2', 'RUNX3', 'SDHC', 'SENP1', 'SENP3', 'SERPINE1', 'SERTAD1', 'SETD2', 'SFN', 'SFRP1', 'SFRP2', 'SHH', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT4', 'SIRT5', 'SIRT6', 'SIRT7', 'SIVA1', 'SIX2', 'SKP2', 'SLC30A8', 'SMAD2', 'SMAD3', 'SMAD4', 'SMARCA4', 'SMARCB1', 'SMUG1', 'SNAI1', 'SNAI2', 'SNCA', 'SOCS1', 'SOX2', 'SP1', 'SPEN', 'SRC', 'STAT1', 'STAT3', 'STK11', 'STK25', 'STK33', 'STMN1', 'SUB1', 'SUMO1', 'SUMO2', 'SUMO3', 'SUV39H1', 'SUZ12', 'SYNE1', 'SYP', 'TBL1XR1', 'TBRG1', 'TBX2', 'TBX3', 'TCF7L2', 'TCHP', 'TERT', 'TET2', 'TFDP1', 'TFPI2', 'TGFBR2', 'THADA', 'THBS1', 'TIMP3', 'TMCO1', 'TMEM115', 'TNFRSF10B', 'TNFSF11', 'TNF', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOP1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TP73', 'TRADD', 'TRIM28', 'TRIP12', 'PRSS58', 'TSC2', 'TSPAN8', 'TTF1', 'TWIST1', 'TWSG1', 'TYR', 'UBA52', 'UBB', 'UBC', 'UBE2A', 'UBE2I', 'UBE3A', 'UCHL1', 'USP7', 'UTF1', 'VEGFA', 'VHL', 'WDTC1', 'WEE1', 'WFS1', 'WHSC1', 'WIF1', 'WRN', 'WT1', 'WWOX', 'XRCC1', 'YY1', 'ZBTB17', 'ZBTB7A', 'ZEB1', 'ZFP91', 'ZNF148', 'ZNF217', 'ZNF227', 'ZNF410', 'ZNF420', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07669790023289091
		RMSE:  0.6927164423772558
		NRMSE:  0.16172871740223568
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04462654135164201
		RMSE:  0.6710309035955896
		NRMSE:  0.2071658496482324
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6675880639420501
		NRMSE:  0.15586198728568595
		MAPE:  307.97311558867955
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004949645588538276
		RMSE:  0.658164031136248
		NRMSE:  0.20319348928290204
		MAPE:  176.07940307985857

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  8.229764395112905e-14
		NRMSE:  1.9214055834686463e-14
		MAPE:  6.898364359509833e-11
		Pearson Correlation:  0.2514258969140733
		Spearman Correlation:  0.2367785134477986
		Coefficient of Determination:  -16.26650863278029
		RMSE:  2.728124957704482
		NRMSE:  0.8422478335662629
		MAPE:  1139.789187290888

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.8040296482711784, tolerance: 0.02397725168374273
  positive)
		Pearson Correlation:  0.9971656284685858
		Spearman Correlation:  0.9959494884454108
		Coefficient of Determination:  0.9943071233289962
		RMSE:  0.0503702899585158
		NRMSE:  0.011759966837531706
		MAPE:  78.15424021460683
		Pearson Correlation:  0.3154252857083295
		Spearman Correlation:  0.24511278195488723
		Coefficient of Determination:  -4.5154241543522025
		RMSE:  1.5418831129333388
		NRMSE:  0.4760220780257907
		MAPE:  752.7080189530662

	Predictor:  RandomForests
		Pearson Correlation:  0.6768243977972589
		Spearman Correlation:  0.62893616829792
		Coefficient of Determination:  0.4463543207772377
		RMSE:  0.49673472448774103
		NRMSE:  0.11597280642691003
		MAPE:  163.63957323645567
		Pearson Correlation:  0.6157401758886617
		Spearman Correlation:  0.5990972456015662
		Coefficient of Determination:  0.3702552962414162
		RMSE:  0.5210078363349826
		NRMSE:  0.16084956819331994
		MAPE:  105.49758831538445

Protein:  TP53
Protein Interaction Partners Count:  1000
x_train_column_count:  991
x_train columns:  ['ABCB1', 'ABCC1', 'ABL1', 'ACTB', 'ACTL6A', 'ADAM17', 'AFP', 'AGT', 'AICDA', 'AIFM2', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALK', 'ANKRD2', 'ANXA1', 'ANXA2', 'ANXA5', 'APAF1', 'APBB1', 'APC', 'APEX1', 'APOBEC3B', 'APP', 'ARID1A', 'ARID3A', 'AR', 'ASF1A', 'ASXL1', 'ATF2', 'ATF3', 'ATG7', 'ATM', 'ATN1', 'ATRIP', 'ATRX', 'ATR', 'ATXN3', 'AURKA', 'AURKB', 'AXIN1', 'AXL', 'BACE1', 'BAG1', 'BAG2', 'BAIAP2L1', 'BAK1', 'BANP', 'BARD1', 'BAX', 'BBC3', 'BCL2A1', 'BCL2L11', 'BCL2L12', 'BCL2L14', 'BCL2L1', 'BCL2L2', 'BCL2', 'BCL6', 'BCR', 'BDNF', 'BECN1', 'BID', 'BIRC3', 'BIRC5', 'BIRC6', 'BLM', 'BMF', 'BMI1', 'BMX', 'BNIP3L', 'BNIP3', 'BRCA1', 'BRCA2', 'BRCC3', 'BRD1', 'BRD4', 'BRD7', 'BRE', 'BRIP1', 'BRPF1', 'BRPF3', 'BTG2', 'BTK', 'BUB1B', 'BUB1', 'RHNO1', 'RGCC', 'RMI2', 'CNOT11', 'SETD9', 'CA9', 'CABIN1', 'CABLES1', 'CAPN1', 'CARM1', 'CASP10', 'CASP1', 'CASP2', 'CASP3', 'CASP6', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBX2', 'CBX4', 'CBX6', 'CBX8', 'CCDC106', 'CCL2', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNG2', 'CCNH', 'CCNK', 'CCT2', 'CCT3', 'CCT4', 'CCT5', 'CCT6A', 'CCT6B', 'CCT7', 'CCT8', 'CD24', 'CD274', 'CD34', 'CD40LG', 'CD40', 'CD44', 'CD82', 'CDC20', 'CDC25A', 'CDC25C', 'CDH17', 'CDH1', 'CDK12', 'CDK13', 'CDK1', 'CDK2', 'CDK4', 'CDK5R1', 'CDK5', 'CDK6', 'CDK7', 'CDK8', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CEACAM5', 'CEBPB', 'CENPJ', 'CFL1', 'CFLAR', 'CHD3', 'CHD4', 'CHD8', 'CHEK1', 'CHEK2', 'CHUK', 'CISH', 'CITED2', 'CLSPN', 'CLU', 'CNOT10', 'CNOT1', 'CNOT2', 'CNOT3', 'CNOT4', 'CNOT6L', 'CNOT6', 'CNOT7', 'CNOT8', 'COPS5', 'CREB1', 'CREBBP', 'CRYAB', 'CSNK1A1', 'CSNK1D', 'CSNK1E', 'CSNK1G1', 'CSNK1G2', 'CSNK1G3', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTBP1', 'CTCF', 'CTGF', 'CTNNB1', 'CUL4A', 'CUL7', 'CUL9', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP1A1', 'DACH1', 'DAPK1', 'DAP', 'DAXX', 'DDB1', 'DDB2', 'DDIT4', 'DDX17', 'DDX3X', 'DDX5', 'DECR1', 'DGCR8', 'DHCR24', 'DHFR', 'DIABLO', 'DICER1', 'DKK1', 'DMTF1', 'DNA2', 'DNAJA3', 'DNAJB1', 'DNMT1', 'DNMT3A', 'DNTT', 'DPYD', 'DRAM1', 'DTL', 'DUSP1', 'DUSP2', 'DYRK1A', 'DYRK2', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F7', 'E2F8', 'E4F1', 'EED', 'EEF1A1', 'EEF1A2', 'EGFR', 'EGF', 'EGR1', 'EHMT1', 'EHMT2', 'EI24', 'EIF2AK2', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF4EBP1', 'ELANE', 'ELAVL1', 'ELL3', 'ELL', 'EP300', 'EP400', 'EPCAM', 'EPHA2', 'EPHA3', 'EPHB2', 'ERBB2', 'ERBB4', 'ERCC1', 'ERCC2', 'ERCC3', 'ERCC6', 'ESR1', 'ETS1', 'ETS2', 'EWSR1', 'EXO1', 'EZH2', 'F2', 'FADD', 'AMER1', 'FAM175B', 'FANCC', 'FANCD2', 'FASLG', 'FAS', 'FBL', 'FBXO11', 'FBXO4', 'FBXW7', 'FGF1', 'FGF2', 'FGFR3', 'FHIT', 'FHL2', 'FLT3', 'FN1', 'FOSL1', 'FOS', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FSCN1', 'FUT4', 'FZR1', 'G3BP1', 'G6PD', 'GADD45A', 'GADD45B', 'GADD45G', 'GAPDH', 'GATAD2A', 'GATAD2B', 'GDF15', 'GFI1', 'GLS2', 'GLTSCR2', 'GNL3', 'GRAMD4', 'GRB10', 'GRB14', 'GSK3B', 'GSTP1', 'GTF2H1', 'GTSE1', 'H1F0', 'H2AFX', 'HAMP', 'HCK', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC5', 'HDAC7', 'HDAC8', 'HDAC9', 'HERC5', 'HIC1', 'HIF1A', 'HIPK1', 'HIPK2', 'HIPK3', 'HIPK4', 'HIRA', 'HIST1H1A', 'HIST1H1B', 'HIST1H1C', 'HIST1H1D', 'HIST1H1E', 'HK2', 'HMGA1', 'HMGA2', 'HMGB1', 'HMGB2', 'HMMR', 'HMOX1', 'HNF4A', 'HNRNPK', 'HNRNPL', 'HOXA5', 'HPGDS', 'HRAS', 'HSF1', 'HSP90AA1', 'HSP90AB1', 'HSP90B1', 'HSPA1A', 'HSPA1B', 'HSPA1L', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPA9', 'HSPB1', 'HSPB2', 'HTT', 'HUS1', 'HUWE1', 'ICAM1', 'ID2', 'ID4', 'IDH1', 'IDH2', 'IFI16', 'IFNAR1', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IGFBP7', 'IKBKB', 'IL17A', 'IL4', 'IL6', 'CXCL8', 'ING1', 'ING2', 'ING3', 'ING4', 'ING5', 'INSIG1', 'INS', 'IRF1', 'ISG15', 'ITPKB', 'JAG1', 'JAK2', 'JMY', 'JUN', 'KAT2A', 'KAT2B', 'KAT5', 'KDM1A', 'KDM6A', 'KDM6B', 'KDR', 'KHDRBS1', 'CCAR2', 'KIT', 'KLF2', 'KLF4', 'KLF5', 'KLF6', 'KLK3', 'KPNA2', 'KRAS', 'KRT14', 'KRT17', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'L3MBTL1', 'LAMA4', 'LEP', 'LGALS7B', 'LGALS7', 'LIF', 'LIG4', 'LIN28A', 'PIDD1', 'LRRK2', 'LYN', 'MAF1', 'MAF', 'MAGEA2', 'MAP1LC3B', 'MAP2K1', 'MAP2K3', 'MAP2K7', 'MAP3K1', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MAPK9', 'MAPKAPK5', 'MBD3', 'MCL1', 'MCM7', 'MDC1', 'MDH1', 'MDM2', 'MDM4', 'MEAF6', 'MECOM', 'MELK', 'MET', 'MGMT', 'MIF', 'MKI67', 'MKRN1', 'MLH1', 'KMT2D', 'KMT2C', 'MMP13', 'MMP1', 'MMP2', 'MMP9', 'MOV10', 'MRE11A', 'MSH2', 'MSH6', 'MSX1', 'MT1A', 'MT2A', 'MTA1', 'MTA2', 'MTA3', 'MTOR', 'MUC1', 'MUTYH', 'MYBBP1A', 'MYB', 'MYCN', 'MYC', 'MYOCD', 'KAT8', 'KAT6A', 'NANOG', 'NBN', 'NCL', 'NCOA3', 'NCOR1', 'NCOR2', 'NDN', 'NDRG1', 'NEDD8', 'NES', 'NEUROD1', 'NF1', 'NF2', 'NFE2L2', 'NFKB1', 'NFKB2', 'NFKBIA', 'NFKBIB', 'NFYA', 'NFYB', 'NFYC', 'NGFR', 'NKX2-1', 'NLK', 'NLRC4', 'NME1', 'NOC2L', 'NOS3', 'NOTCH1', 'NOTCH3', 'NOTCH4', 'NOX4', 'NPM1', 'NQO1', 'NR1I2', 'NR2E1', 'NR3C1', 'NR4A1', 'NR4A2', 'NRAS', 'NUAK1', 'NUMB', 'NUPR1', 'OGG1', 'OLIG2', 'OPN1SW', 'OSGIN1', 'OTUB1', 'OTUB2', 'OTUD5', 'PADI4', 'PALB2', 'PARK2', 'PARK7', 'PARP1', 'PATZ1', 'PAX2', 'PAX3', 'PAX8', 'PBK', 'PBRM1', 'PCBP4', 'PCNA', 'PDCD4', 'PDCD5', 'PDGFRA', 'PDGFRB', 'PDLIM7', 'PER2', 'PERP', 'PGR', 'PHB', 'PHC1', 'PHC2', 'PHC3', 'PHF20', 'PHGDH', 'PI3', 'PIAS1', 'PIAS2', 'PIAS4', 'PIK3CA', 'PIN1', 'PKM', 'PLAGL1', 'PLAU', 'PLK1', 'PLK2', 'PLK3', 'PLK4', 'PMAIP1', 'PML', 'PMS2', 'POLI', 'POLK', 'POU4F1', 'POU4F2', 'POU5F1', 'PPARGC1A', 'PPARG', 'PPIF', 'PPM1D', 'PPP1R13B', 'PPP1R13L', 'PPP1R15A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R4', 'PPP2R5C', 'PRDM1', 'PRDM2', 'PRDX1', 'PRELID1', 'PRIMA1', 'PRKAA1', 'PRKAA2', 'PRKAB1', 'PRKAB2', 'PRKAG1', 'PRKAG2', 'PRKAG3', 'PRKCA', 'PRKCD', 'PRKCZ', 'PRKD1', 'PRKDC', 'PRKG1', 'PRMT1', 'PRMT5', 'PROM1', 'PSEN1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTBP1', 'PTCH1', 'PTEN', 'PTGS2', 'PTK2', 'PTTG1', 'RABGGTA', 'RABGGTB', 'RAD17', 'RAD1', 'RAD50', 'RAD51', 'RAD9A', 'RAD9B', 'RASSF1', 'RB1CC1', 'RB1', 'RBBP4', 'RBBP6', 'RBBP7', 'RBBP8', 'RBL1', 'RBL2', 'RBM38', 'RBPJ', 'RCHY1', 'RCOR1', 'RECQL4', 'RELA', 'REM1', 'REST', 'RET', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RFFL', 'RFWD2', 'RING1', 'RMI1', 'DROSHA', 'RNF20', 'RNF2', 'RNF34', 'RNF43', 'ROCK1', 'RPA1', 'RPA2', 'RPA3', 'RPL11', 'RPL22', 'RPL26', 'RPL5', 'RPRM', 'RPS14', 'RPS19', 'RPS27A', 'RPS27L', 'RPS3', 'RPS6KB1', 'RQCD1', 'RRAD', 'RRM2B', 'RRM2', 'RUNX2', 'RUNX3', 'S100A2', 'S100A4', 'S100A6', 'S100B', 'SALL4', 'SCO2', 'SDHC', 'SENP1', 'SENP3', 'SERPINB5', 'SERPINE1', 'SESN1', 'SESN2', 'SESN3', 'SETD2', 'SETD7', 'SETD8', 'SETDB1', 'SFN', 'SRSF1', 'SGK1', 'SHFM1', 'SHH', 'SHISA5', 'SIK1', 'SIN3A', 'SIN3B', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT4', 'SIRT5', 'SIRT6', 'SIRT7', 'SIVA1', 'SKP2', 'SLC2A14', 'SLC2A1', 'SLC2A2', 'SLC2A3', 'SLC6A6', 'SLMO1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMARCD1', 'SMG1', 'SMG7', 'SMYD2', 'SNAI1', 'SNAI2', 'SOCS1', 'SOCS3', 'SOD2', 'SORT1', 'SOX2', 'SOX4', 'SP100', 'SP1', 'SP3', 'SP7', 'SPATA18', 'SPP1', 'SQSTM1', 'SRC', 'SREBF1', 'SREBF2', 'SSRP1', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'STEAP3', 'STK11', 'STMN1', 'STUB1', 'SUB1', 'SUMO1', 'SUMO2', 'SUMO3', 'SUMO4', 'SUPT16H', 'SUV39H1', 'SUZ12', 'SYK', 'SYP', 'TADA3', 'TAF10', 'TAF11', 'TAF12', 'TAF13', 'TAF15', 'TAF1L', 'TAF1', 'TAF2', 'TAF3', 'TAF4B', 'TAF4', 'TAF5', 'TAF6', 'TAF7L', 'TAF7', 'TAF9B', 'TBPL1', 'TBPL2', 'TBP', 'TCHP', 'TCP1', 'TDG', 'TERT', 'TET2', 'TFAM', 'TFAP2A', 'TFAP2C', 'TFDP1', 'TFF1', 'TGFB1', 'TGM2', 'THBS1', 'TIMP3', 'TLR3', 'TLR9', 'TMEM219', 'TNFAIP3', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF10C', 'TNFRSF10D', 'TNF', 'TNK2', 'TNKS1BP1', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOE1', 'TOP1', 'TOP2A', 'TOP3A', 'TOPBP1', 'TOPORS', 'TP53AIP1', 'TP53BP1', 'TP53BP2', 'TP53I3', 'TP53INP1', 'TP53RK', 'TP63', 'TP73', 'TPT1', 'TPX2', 'TRAF6', 'TRIAP1', 'TRIM24', 'TRIM28', 'TRIM29', 'TRIM32', 'TRIM59', 'TRIM8', 'TRRAP', 'TSC2', 'TTC5', 'TTK', 'TWIST1', 'TWIST2', 'TXN', 'TYMS', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2A', 'UBE2D1', 'UBE2E1', 'UBE2I', 'UBE2K', 'UBE2N', 'UBE2Q1', 'UBE2S', 'UBE3A', 'UBN1', 'UCHL1', 'UHRF1', 'USF1', 'USP10', 'USP15', 'USP24', 'USP3', 'USP42', 'USP7', 'UTP14A', 'VEGFA', 'VHL', 'VPRBP', 'VRK1', 'WDTC1', 'WEE1', 'WRN', 'WT1', 'WWOX', 'XAF1', 'XIAP', 'XPA', 'XPO1', 'XRCC1', 'XRCC5', 'XRCC6', 'YBX1', 'YWHAB', 'YWHAE', 'YWHAG', 'YWHAH', 'YWHAQ', 'YWHAZ', 'YY1', 'YY2', 'ZBTB33', 'ZBTB7A', 'ZEB1', 'ZEB2', 'ZKSCAN4', 'ZNF148', 'ZNF274', 'ZNF385A', 'ZNF420', 'ZNF668', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.043501333030021794
		RMSE:  0.4597988418920562
		NRMSE:  0.11050200478059512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10290984727382035
		RMSE:  0.4520547550562478
		NRMSE:  0.16857084713604026
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45011280589110314
		NRMSE:  0.10817419031269002
		MAPE:  382.8265287953516
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010546813555600831
		RMSE:  0.4327123127899972
		NRMSE:  0.16135806629028604
		MAPE:  261.16646791413905

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  7.47095655654223e-15
		NRMSE:  1.7954714146941193e-15
		MAPE:  2.736651500766413e-11
		Pearson Correlation:  0.19384276055816865
		Spearman Correlation:  0.14443322235938105
		Coefficient of Determination:  -4.873887337223021
		RMSE:  1.0432390641495801
		NRMSE:  0.3890229907817757
		MAPE:  1576.6636365052807

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.24672950717038133, tolerance: 0.010899962745861313
  positive)
		Pearson Correlation:  0.9999770507604192
		Spearman Correlation:  0.999929951344697
		Coefficient of Determination:  0.9999497912071674
		RMSE:  0.0031894166630238303
		NRMSE:  0.0007665024424474479
		MAPE:  4.0574110052111
		Pearson Correlation:  0.3348584959806835
		Spearman Correlation:  0.21722714747066674
		Coefficient of Determination:  -3.0868990619580483
		RMSE:  0.8701978190827667
		NRMSE:  0.3244960525201521
		MAPE:  1458.8251722853565

	Predictor:  RandomForests
		Pearson Correlation:  0.6795584244288518
		Spearman Correlation:  0.5702024849768648
		Coefficient of Determination:  0.3851315961900421
		RMSE:  0.35294940755893545
		NRMSE:  0.08482321738979463
		MAPE:  572.04274768233
		Pearson Correlation:  0.501519972170205
		Spearman Correlation:  0.44336268951354246
		Coefficient of Determination:  0.23124377899961557
		RMSE:  0.37741169727490764
		NRMSE:  0.1407365121527498
		MAPE:  398.6003610153303

Protein:  CTNNB1
Protein Interaction Partners Count:  992
x_train_column_count:  984
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACAN', 'ACP1', 'ACTA1', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTN1', 'ACTN4', 'ACVR1B', 'ACVR1', 'ADAM10', 'ADCY7', 'ADIPOQ', 'AES', 'AFP', 'AHI1', 'AHR', 'AHSA1', 'AJAP1', 'AK9', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDH1A1', 'ALK', 'ALPL', 'AMHR2', 'AMH', 'ANXA5', 'AP1M1', 'APC2', 'APCS', 'APC', 'APH1A', 'APH1B', 'AQP1', 'ARHGAP10', 'ARHGAP21', 'ARHGAP32', 'ARHGEF4', 'ARID1A', 'ARID2', 'ARMC7', 'ARMC8', 'ARVCF', 'ARX', 'AR', 'ASCL1', 'ASF1A', 'ASH2L', 'ASIP', 'ATF4', 'ATM', 'AURKA', 'AXIN1', 'AXIN2', 'BAG3', 'BCAR1', 'BCL2L1', 'BCL3', 'BCL6', 'BCL9L', 'BCL9', 'BDNF', 'BGLAP', 'BIRC5', 'BMI1', 'BMP2', 'BMP4', 'BMP7', 'BMPR1A', 'BMPR1B', 'BNIP2', 'BRAF', 'BRCA1', 'BRCA2', 'BRMS1L', 'BTRC', 'HILPDA', 'AK8', 'CA2', 'CA9', 'CABLES1', 'CACYBP', 'CALM1', 'CALM3', 'CARM1', 'CASP3', 'CASP8', 'CASP9', 'CAV1', 'CBLL1', 'CBL', 'CBY1', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCNE1', 'CD24', 'CD34', 'CD40', 'CD44', 'CDC27', 'CDC42', 'CDC73', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH16', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH26', 'CDH2', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDHR5', 'CDK12', 'CDK1', 'CDK2', 'CDK4', 'CDK5R1', 'CDK5', 'CDK6', 'CDK8', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDON', 'CDX1', 'CDX2', 'CEBPA', 'CHD8', 'CHRD', 'CHUK', 'CITED1', 'CKAP5', 'CLCA1', 'CLDN3', 'CLDN5', 'COL1A1', 'COPS3', 'COPS5', 'COPS6', 'CREB1', 'CREBBP', 'CRKL', 'CRK', 'CRP', 'CRYAB', 'CSNK1A1L', 'CSNK1A1', 'CSNK1D', 'CSNK1E', 'CSNK2A3', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTBP1', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNAL1', 'CTNNBIP1', 'CTNND1', 'CTNND2', 'CTTN', 'CUL1', 'CUL4A', 'CUL4B', 'CXCR4', 'CXXC4', 'DAB2', 'DACT1', 'DACT2', 'DACT3', 'DCT', 'DCX', 'DDB1', 'DDX39A', 'DDX3X', 'DDX5', 'DHODH', 'DHX9', 'DKK1', 'DKK2', 'DKK3', 'DKK4', 'DLG1', 'DLG2', 'DLG4', 'DLG5', 'DLGAP1', 'DLL4', 'DLX1', 'DNM2', 'DNMT1', 'DPYD', 'DSC1', 'DSC2', 'DSC3', 'DSG1', 'DSG2', 'DSG3', 'DSG4', 'DSP', 'DUSP6', 'DVL1', 'DVL2', 'DVL3', 'E2F3', 'ECM1', 'EFNA1', 'EGFR', 'EGF', 'EGR1', 'ELAVL1', 'EMD', 'ENAH', 'EP300', 'EP400', 'EPCAM', 'EPHA2', 'EPHB2', 'EPHB3', 'ERBB2IP', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ETS1', 'ETV4', 'EXOC3', 'EXOC4', 'EYA4', 'EZH2', 'EZR', 'F2RL2', 'FAF1', 'AMER1', 'FANCA', 'FASLG', 'FAS', 'FAT1', 'FAT4', 'FBXW11', 'FBXW7', 'FERMT2', 'FER', 'FGF10', 'FGF13', 'FGF2', 'FGF3', 'FGF4', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FHL2', 'FLG', 'FLOT1', 'FLOT2', 'FLT1', 'FLT3', 'FMN1', 'FMR1', 'FN1', 'FOS', 'FOXA1', 'FOXA2', 'FOXC2', 'FOXG1', 'FOXL1', 'FOXL2', 'FOXM1', 'FOXN3', 'FOXO1', 'FOXO3', 'FOXO4', 'FOXP1', 'FRAT1', 'FRAT2', 'FRZB', 'FSCN1', 'FSTL1', 'FSTL3', 'FURIN', 'FUS', 'FXR1', 'FYN', 'FZD10', 'FZD1', 'FZD2', 'FZD3', 'FZD4', 'FZD5', 'FZD6', 'FZD7', 'FZD8', 'FZD9', 'GAPDH', 'GATA2', 'GATA4', 'GCG', 'GDF2', 'GDNF', 'GFRA1', 'GJA1', 'GLI1', 'GLI2', 'GLI3', 'GLIS2', 'GLUL', 'GNA11', 'GNA12', 'GNA13', 'GNAQ', 'GNAS', 'GPC3', 'GRIA2', 'GRIP1', 'GSK3A', 'GSK3B', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HAS2', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HDAC7', 'HERC5', 'HES7', 'HGF', 'HGS', 'HHEX', 'HIC1', 'HIF1A', 'HINT1', 'HIPK2', 'HIST1H1C', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2AC', 'HIST2H2BE', 'HIST3H3', 'HMGB1', 'HNF1A', 'HNF4A', 'HNRNPA1', 'HNRNPA2B1', 'HNRNPK', 'HNRNPM', 'HOXA10', 'HOXB4', 'HPGD', 'HRAS', 'HSP90AB1', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB3', 'HSPD1', 'HTRA1', 'HTT', 'HUWE1', 'IBSP', 'IDH1', 'IDH2', 'IFNB1', 'IFRD1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP4', 'IHH', 'IKBKB', 'IL6', 'CXCL8', 'ILK', 'INS', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'IRF3', 'ISG15', 'ISL1', 'ITGAE', 'ITGB1', 'ITGB7', 'ITK', 'ITPKB', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'AJUBA', 'JUN', 'JUP', 'KANK1', 'KAT2A', 'KAT2B', 'KAT5', 'KCNN1', 'KCTD1', 'KDM1A', 'KDR', 'KIF18B', 'KIF3A', 'KIF5B', 'KIFC3', 'KIT', 'KLF2', 'KLF4', 'KLF5', 'KRAS', 'KREMEN1', 'KRIT1', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'LATS2', 'LDB1', 'LDHB', 'LDLR', 'LEF1', 'LEO1', 'LGR4', 'LGR5', 'LGR6', 'LHCGR', 'LHX8', 'LIF', 'LIMA1', 'LMNA', 'LMNB1', 'LOX', 'LRP4', 'LRP5L', 'LRP5', 'LRP6', 'LRRFIP1', 'LRRK2', 'LZTFL1', 'MACF1', 'MAGI1', 'MAGI2', 'MAGI3', 'MAP1LC3B', 'MAP2K1', 'MAP2K2', 'MAP2K6', 'MAP2K7', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8IP1', 'MAPK8', 'MAPK9', 'MDFIC', 'MDFI', 'MDK', 'MDM2', 'MED12', 'MED1', 'MEF2A', 'MEF2C', 'MEF2D', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MGMT', 'MITF', 'MKI67', 'MLH1', 'KMT2D', 'MLLT10', 'MLLT11', 'MLLT4', 'MLLT6', 'KMT2A', 'MME', 'MMP13', 'MMP14', 'MMP15', 'MMP17', 'MMP25', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MRAP', 'MSH2', 'MSH6', 'MSN', 'MSX1', 'MSX2', 'MTDH', 'MTOR', 'MUC13', 'MUC1', 'MUTYH', 'MYCN', 'MYC', 'MYF5', 'MYO1D', 'MYO6', 'MYO7A', 'MYOD1', 'MYOG', 'NANOG', 'NCAM1', 'NCCRP1', 'NCOA2', 'NCSTN', 'NDP', 'NDRG2', 'NEDD9', 'NEK2', 'NES', 'NEURL2', 'NF1', 'NF2', 'NFAT5', 'NFKB1', 'NIT1', 'NKD1', 'NKX2-5', 'NLK', 'NME1', 'NOG', 'NONO', 'NOS3', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NPM1', 'NR0B1', 'NR4A1', 'NR4A2', 'NR5A1', 'NR5A2', 'NRAS', 'NRIP1', 'NTRK1', 'NTRK2', 'NTRK3', 'NUDT5', 'NUMB', 'NUP153', 'NUTF2', 'OTX2', 'PAK1', 'PAK2', 'PAK3', 'PANK4', 'PARD3', 'PARD6A', 'PARK2', 'PARP1', 'PAX3', 'PAX6', 'PAX7', 'PAX8', 'PDGFRA', 'PDGFRB', 'PECAM1', 'PGK1', 'PGR', 'PHB', 'JADE1', 'PI3', 'PICK1', 'PIK3CA', 'PIK3R1', 'PIK3R2', 'PIN1', 'PIP5K1A', 'PIP5K1C', 'PITX2', 'PKD1', 'PKM', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PLAG1', 'PLEKHA7', 'PLK1', 'PML', 'PMS2', 'POLE', 'PORCN', 'POTEF', 'POU5F1', 'PPARD', 'PPARG', 'PPM1A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R2B', 'PPP2R5A', 'PPP2R5B', 'PPP2R5C', 'PPP2R5D', 'PPP2R5E', 'PRKACA', 'PRKACB', 'PRKACG', 'PRKAR1A', 'PRKCA', 'PRKCG', 'PRKCI', 'PRKCZ', 'PRKD1', 'PRL', 'PRMT1', 'PROC', 'PROM1', 'PROP1', 'PSEN1', 'PSEN2', 'PSENEN', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTEN', 'PTGES3', 'PTGS2', 'PTH1R', 'PTH', 'PTK2', 'PTK7', 'PTMA', 'PTN', 'PTPN11', 'PTPN13', 'PTPN1', 'PTPN6', 'PTPRB', 'PTPRC', 'PTPRF', 'PTPRG', 'PTPRJ', 'PTPRK', 'PTPRM', 'PTPRU', 'PTPRZ1', 'PVRL1', 'PVRL2', 'PXN', 'PYGO1', 'PYGO2', 'RAB5A', 'RAB7A', 'RAB8B', 'RAC1', 'RAC2', 'RALGDS', 'RANBP3', 'RAP1A', 'RAP1B', 'RAPGEF1', 'RAPGEF2', 'RAPGEF6', 'RAPSN', 'RARA', 'RARB', 'RARG', 'RARS', 'RASSF1', 'RB1CC1', 'RB1', 'RBBP5', 'RBMX', 'RBPJ', 'RBX1', 'RELA', 'REM1', 'RET', 'RHOA', 'RIPK2', 'RNF220', 'RNF43', 'ROBO1', 'ROCK1', 'ROCK2', 'ROR2', 'RPRD1A', 'RPS27A', 'RPSA', 'RSPO1', 'RSPO2', 'RSPO3', 'RSPO4', 'RUNX2', 'RUNX3', 'RUVBL1', 'RUVBL2', 'RXRA', 'RYK', 'S100A4', 'S100A6', 'SALL1', 'SALL4', 'SATB1', 'SCRIB', 'SDHC', 'SERPINE1', 'SETD2', 'SETD7', 'SFN', 'SFRP1', 'SFRP2', 'SFRP4', 'SFRP5', 'SHFM1', 'SHH', 'SIAH1', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT6', 'SKP1', 'SLC6A3', 'SLC9A3R1', 'SLCO1B3', 'SLCO2A1', 'SLIT1', 'SLK', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD5', 'SMAD7', 'SMAD9', 'SMARCA2', 'SMARCA4', 'SMARCA5', 'SMARCB1', 'SMO', 'SMURF1', 'SMYD2', 'SNAI1', 'SNAI2', 'SNX1', 'SOST', 'SOX10', 'SOX13', 'SOX17', 'SOX1', 'SOX2', 'SOX3', 'SOX4', 'SOX6', 'SOX7', 'SOX8', 'SOX9', 'SP1', 'SP7', 'SPAG9', 'SPATA13', 'SPEN', 'SPN', 'SPP1', 'SRC', 'STAT3', 'STK11', 'STRAP', 'STX4', 'SUFU', 'SUV39H1', 'SYP', 'TADA3', 'TAX1BP3', 'TAZ', 'TBL1XR1', 'TBL1X', 'TBX5', 'TBX6', 'TCF12', 'TCF3', 'TCF4', 'TCF7L1', 'TCF7L2', 'TCF7', 'TERT', 'TFAP2A', 'TFCP2', 'TFF1', 'TFF2', 'TFF3', 'TGFB1', 'TGFB2', 'TGFB3', 'TGFBR1', 'TGFBR2', 'TGM2', 'TJP1', 'TJP2', 'TLE1', 'TLE2', 'TLE3', 'TLE4', 'TNFRSF11B', 'TNFSF11', 'TNF', 'TNIK', 'TNKS2', 'TNKS', 'TNS1', 'TOB1', 'TOP2A', 'TP53', 'TRAF4', 'TRIM33', 'TRIM37', 'TRIP10', 'TRRAP', 'TSC2', 'TUBA1A', 'TWIST1', 'TYMS', 'T', 'UBA52', 'UBB', 'UBC', 'UBE2B', 'UBE2R2', 'UBE3A', 'UBR5', 'UCHL1', 'UMPS', 'UPRT', 'USP4', 'USP7', 'USP9X', 'VANGL1', 'VANGL2', 'VASP', 'VAV1', 'VAV2', 'VAV3', 'VCAM1', 'VCL', 'VDR', 'VEGFA', 'VHL', 'VIM', 'WDR64', 'WDTC1', 'WHSC1', 'WIF1', 'WISP1', 'WLS', 'WNT10A', 'WNT10B', 'WNT11', 'WNT16', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8A', 'WNT8B', 'WNT9A', 'WNT9B', 'WT1', 'WWTR1', 'XPO1', 'YAP1', 'YARS', 'YEATS4', 'YES1', 'YWHAB', 'YWHAE', 'YWHAG', 'YWHAH', 'YWHAQ', 'YWHAZ', 'ZAP70', 'ZAR1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZIC3', 'ZNRF3', 'ZYX', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.43619721536848943
		RMSE:  0.9218173342266688
		NRMSE:  0.18131733560713392
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5414936126562622
		RMSE:  0.7610450185362576
		NRMSE:  0.2487969592128731
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  1.764836364709158e-14
		NRMSE:  3.4713539825121125e-15
		MAPE:  8.479139089638558e-12
		Pearson Correlation:  0.2720182106857889
		Spearman Correlation:  0.20907741991795412
		Coefficient of Determination:  -6.420647744823541
		RMSE:  1.6697843679310465
		NRMSE:  0.5458773964271622
		MAPE:  1389.641093064068

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.4763566345298339, tolerance: 0.03183156097646061
  positive)
		Pearson Correlation:  0.9999905658933059
		Spearman Correlation:  0.999980310855755
		Coefficient of Determination:  0.9999796159284196
		RMSE:  0.00347282819047296
		NRMSE:  0.0006830897306201732
		MAPE:  1.313351061275369
		Pearson Correlation:  0.14708361103380868
		Spearman Correlation:  0.13175476003441441
		Coefficient of Determination:  -3.8258461631910166
		RMSE:  1.3465615816706678
		NRMSE:  0.440211050269923
		MAPE:  1927.5304087179557

	Predictor:  RandomForests
		Pearson Correlation:  0.6759799490124614
		Spearman Correlation:  0.6672207497533661
		Coefficient of Determination:  0.4499730499716307
		RMSE:  0.5704660652230691
		NRMSE:  0.1122081166843173
		MAPE:  245.27036742599236
		Pearson Correlation:  0.44935709301694193
		Spearman Correlation:  0.3349692639559097
		Coefficient of Determination:  0.18377873651508103
		RMSE:  0.5537878651614647
		NRMSE:  0.18104150680357797
		MAPE:  1039.8099966064203

Protein:  CCNE1
Protein Interaction Partners Count:  350
x_train_column_count:  347
x_train columns:  ['ABL1', 'AKT1', 'AKT2', 'AKT3', 'ALDH18A1', 'ANAPC10', 'ANAPC13', 'ANAPC1', 'ANAPC2', 'ANAPC4', 'ANAPC5', 'ANAPC7', 'ANXA5', 'ARID1A', 'AR', 'ATM', 'AURKA', 'AURKB', 'BARD1', 'BCL2L1', 'BIRC5', 'BRCA1', 'BRCA2', 'BTG2', 'BTRC', 'BUB1B', 'BUB1', 'BUB3', 'RGCC', 'MLIP', 'CABLES1', 'CALM1', 'CAPRIN1', 'CASP3', 'CASP9', 'CBX7', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCNC', 'CCND1', 'CCND2', 'CCND3', 'CCNE2', 'CCNF', 'CCNG1', 'CCNH', 'CCNK', 'CCNL2', 'CCNT1', 'CCNT2', 'CCNY', 'CCT2', 'CCT3', 'CCT4', 'CCT5', 'CCT6A', 'CCT6B', 'CCT7', 'CCT8', 'CDC16', 'CDC20', 'CDC23', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC26', 'CDC27', 'CDC45', 'CDC6', 'CDC7', 'CDCA2', 'CDCA5', 'CDCA8', 'CDH1', 'CDK12', 'CDK13', 'CDK14', 'CDK15', 'CDK16', 'CDK17', 'CDK18', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK5', 'CDK6', 'CDK7', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDT1', 'CENPA', 'CENPE', 'CHAF1A', 'CHD1L', 'CHEK1', 'CHEK2', 'CINP', 'CKS1B', 'CKS2', 'COPS5', 'CREBBP', 'CSK', 'CTNNB1', 'CUL1', 'CUL3', 'CUL4B', 'DBF4B', 'DBF4', 'DGCR8', 'DICER1', 'DTL', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'EBNA1BP2', 'ECT2', 'EGFR', 'EGF', 'ELAVL1', 'ELSPBP1', 'EP400', 'ERBB2', 'ERBB3', 'ERBB4', 'ESPL1', 'ESR1', 'EXO1', 'EZH2', 'FAM58A', 'FAM83H', 'FBXO5', 'FBXW7', 'FEN1', 'FGFR1', 'FGFR2', 'FGFR3', 'FOXM1', 'FZR1', 'GAPDH', 'GLI1', 'GMNN', 'GSK3B', 'H1F0', 'HDAC1', 'HEATR3', 'HERC5', 'HIST1H1A', 'HIST1H1B', 'HIST1H4A', 'HRAS', 'IFNAR1', 'IGF1R', 'IGF1', 'ITPKB', 'JUN', 'KIF11', 'KIF20A', 'KIF23', 'KIF2C', 'KPNA2', 'KRAS', 'LATS2', 'LIN37', 'LIN52', 'LIN54', 'LIN9', 'GMNC', 'MAD2L1', 'MAPK3', 'MATK', 'MAX', 'MCL1', 'MCM10', 'MCM2', 'MCM3', 'MCM4', 'MCM5', 'MCM6', 'MCM7', 'MCM8', 'MDM2', 'MEGF11', 'MELK', 'MKI67', 'KMT2D', 'KMT2B', 'MNAT1', 'MRE11A', 'MTOR', 'MYBL2', 'MYC', 'NBN', 'NF1', 'NFYB', 'NMI', 'NOTCH1', 'NOTCH3', 'NPAT', 'NRAS', 'ORC1', 'ORC2', 'ORC3', 'ORC4', 'ORC5', 'ORC6', 'PARK2', 'PARP1', 'PCBP4', 'PCNA', 'PIK3CA', 'PIK3R1', 'PKMYT1', 'PLK1', 'PLK4', 'POLA1', 'POLD1', 'PPP1R1C', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R4', 'PRC1', 'PRKAR1A', 'PRKAR2A', 'PRMT5', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMB10', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSMF1', 'PTEN', 'PTGDR', 'PTK6', 'PTTG1', 'RAD51', 'RAD54L', 'RB1', 'RBBP4', 'RBL1', 'RBL2', 'RBX1', 'REL', 'REM1', 'RHOA', 'RHOBTB3', 'RINT1', 'RNASE1', 'RPRD1A', 'RPS27A', 'RRM1', 'RRM2', 'RRN3', 'RSF1', 'SHFM1', 'SKP1', 'SKP2', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'ST8SIA1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STK3', 'STK4', 'TARBP1', 'TCP1', 'TERF1', 'TERT', 'TFDP1', 'TK1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TP73', 'TPX2', 'TTK', 'TUBG1', 'TYMS', 'UBA52', 'UBB', 'UBC', 'UBE2C', 'UBE2QL1', 'UBE2S', 'UHRF2', 'WEE1', 'WEE2', 'XIAP', 'YAP1', 'ZNF217', 'ZNF33A', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.3882525061775621
		RMSE:  0.8073510115699897
		NRMSE:  0.1948381908849554
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.2068608862157744
		RMSE:  0.7484097025916991
		NRMSE:  0.3260050104942715
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5224229806426052
		NRMSE:  0.12607644873967835
		MAPE:  105.82433067667067
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010783677474574871
		RMSE:  0.36685077747270034
		NRMSE:  0.1597990928573857
		MAPE:  133.3645349232411

	Predictor:  LinearRegression
		Pearson Correlation:  0.9634512426452688
		Spearman Correlation:  0.877580012336347
		Coefficient of Determination:  0.9282382969547128
		RMSE:  0.13994862668361904
		NRMSE:  0.03377383176475591
		MAPE:  23.608953704565085
		Pearson Correlation:  0.46929199860391135
		Spearman Correlation:  0.29576179254105417
		Coefficient of Determination:  -0.7862742529955915
		RMSE:  0.4876793909704997
		NRMSE:  0.21243167267957472
		MAPE:  116.86575662801977

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.6000675309862675, tolerance: 0.014683406463848499
  positive)
		Pearson Correlation:  0.9626389997399364
		Spearman Correlation:  0.8741653907735402
		Coefficient of Determination:  0.9266728471039651
		RMSE:  0.14146685024288896
		NRMSE:  0.03414022497837415
		MAPE:  23.647159937292276
		Pearson Correlation:  0.4967150991638226
		Spearman Correlation:  0.3014975249067944
		Coefficient of Determination:  -0.5555048040791049
		RMSE:  0.4550886582376556
		NRMSE:  0.1982352477404084
		MAPE:  97.96340045006428

	Predictor:  RandomForests
		Pearson Correlation:  0.8640709868805985
		Spearman Correlation:  0.7271815999793318
		Coefficient of Determination:  0.7426045372181613
		RMSE:  0.2650468921819653
		NRMSE:  0.06396382271447386
		MAPE:  55.659360733982865
		Pearson Correlation:  0.7733595740913468
		Spearman Correlation:  0.6680465876852942
		Coefficient of Determination:  0.544739912409206
		RMSE:  0.24620117572034597
		NRMSE:  0.10724449001191182
		MAPE:  78.93821153688324

Protein:  CCND1
Protein Interaction Partners Count:  857
x_train_column_count:  849
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTL6B', 'AFP', 'AHR', 'AKAP12', 'AKAP8', 'AKR1B10', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDOA', 'ALK', 'ANO1', 'ANXA5', 'APAF1', 'APC', 'APEX1', 'AREG', 'ARHGEF2', 'ARID1A', 'ARID1B', 'ARID2', 'ARID4A', 'AR', 'ASIP', 'ATF2', 'ATF3', 'ATF4', 'ATM', 'ATXN1', 'AURKA', 'AURKB', 'AXIN1', 'AXIN2', 'B2M', 'BANP', 'BARX2', 'BAX', 'BCAR1', 'BCAR3', 'BCCIP', 'BCL2A1', 'BCL2L11', 'BCL2L1', 'BCL2L2', 'BCL2', 'BCL3', 'BCL6', 'BCL9', 'BECN1', 'BGLAP', 'BHLHE40', 'BIRC2', 'BIRC3', 'BIRC5', 'BMI1', 'BMP4', 'BMP6', 'BRAF', 'BRCA1', 'BRCA2', 'BRD2', 'BRD4', 'BTC', 'BTG2', 'BTRC', 'RGCC', 'COPRS', 'CA9', 'CARD11', 'CARM1', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBFB', 'CCDC62', 'CCL2', 'CCL5', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNC', 'CCND2', 'CCND3', 'CCNDBP1', 'CCNE1', 'CCNE2', 'CCNG2', 'CCNH', 'CCNK', 'CCNL1', 'CCNL2', 'CCNT1', 'CCNT2', 'CCNY', 'CD19', 'CD22', 'CD24', 'CD34', 'CD38', 'CD44', 'CD5', 'CD79A', 'CDC20', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC27', 'CDC42', 'CDC6', 'CDC73', 'CDCA7L', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDK12', 'CDK13', 'CDK14', 'CDK16', 'CDK17', 'CDK18', 'CDK1', 'CDK20', 'CDK2', 'CDK3', 'CDK4', 'CDK5', 'CDK6', 'CDK7', 'CDK8', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDT1', 'CDX2', 'CENPE', 'CEP57', 'CFLAR', 'CHEK1', 'CHEK2', 'CHKA', 'CHUK', 'CKS1B', 'CKS2', 'CLCN3', 'COL1A1', 'CR2', 'CREB1', 'CREBBP', 'CRKL', 'CRYAB', 'CSF2', 'CTBP1', 'CTGF', 'CTNNB1', 'CTNND1', 'CTTN', 'CUL1', 'CUL3', 'CUL7', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP19A1', 'CYR61', 'DACH1', 'DAXX', 'DDIT3', 'DDX53', 'DECR1', 'DHFR', 'DICER1', 'DKK1', 'DKK3', 'DLL1', 'DMTF1', 'DND1', 'DNMT1', 'DNMT3A', 'DNTT', 'DVL1', 'DVL2', 'DYRK1A', 'DYRK1B', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EDN1', 'EEF1A1', 'EGFR', 'EGF', 'EGLN2', 'EGR1', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF3I', 'EIF4A1', 'EIF4A2', 'EIF4EBP1', 'EIF4E', 'EIF4G1', 'ELAVL1', 'ELSPBP1', 'EP300', 'EPCAM', 'EPHA2', 'EPHA7', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ETS1', 'ETV4', 'EWSR1', 'EYA1', 'EZH2', 'FABP4', 'FADD', 'FAM58A', 'FAM83H', 'FASLG', 'FAT1', 'FBXO31', 'FBXO4', 'FBXW7', 'FBXW8', 'FGF13', 'FGF19', 'FGF2', 'FGF3', 'FGF4', 'FGF7', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FGFR4', 'FHIT', 'FHL2', 'FIGF', 'FLCN', 'FLNA', 'FLT1', 'FLT3', 'FN1', 'FOSL1', 'FOS', 'FOXA1', 'FOXC1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FRZB', 'FSTL3', 'FZD1', 'FZD2', 'FZD7', 'FZD9', 'FZR1', 'GADD45A', 'GAL', 'GAPDH', 'GAST', 'GATA3', 'GATA4', 'GDF15', 'GDF2', 'GGNBP2', 'GGT1', 'GIT1', 'GJA1', 'GJB1', 'GLI1', 'GLI2', 'GLI3', 'GLTSCR2', 'GNB2L1', 'GPER1', 'GRB2', 'GREB1', 'GRM4', 'GRP', 'GSK3B', 'H1F0', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HBEGF', 'HBZ', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC4', 'HEXIM1', 'HEY1', 'HGF', 'HIF1A', 'HIST1H2AA', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AH', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST1H4A', 'HIST1H4B', 'HIST1H4C', 'HIST1H4D', 'HIST1H4E', 'HIST1H4F', 'HIST1H4H', 'HIST1H4I', 'HIST1H4J', 'HIST1H4K', 'HIST1H4L', 'HIST2H2AC', 'HIST2H2BE', 'HIST2H4A', 'HIST4H4', 'HMGA2', 'HMOX1', 'HNF1A', 'HNF4A', 'HNRNPD', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB8', 'ICAM1', 'ID1', 'ID2', 'IFNAR1', 'IFNB1', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP3', 'IGFBP5', 'IHH', 'IKBKB', 'IL10', 'IL17A', 'IL2', 'IL4', 'IL6', 'IL7', 'CXCL8', 'ILK', 'INSM1', 'INS', 'IRF1', 'IRS1', 'ISG15', 'ITGB1', 'ITPKB', 'ITPKC', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JARID2', 'JUNB', 'JUND', 'JUN', 'KAT2A', 'KAT2B', 'KDM1A', 'KDM5B', 'KDR', 'KHDRBS1', 'KIF18B', 'KIN', 'KITLG', 'KIT', 'KLF13', 'KLF4', 'KLF5', 'KLF6', 'KLK3', 'KRAS', 'KRT10', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'LDB3', 'LEF1', 'LEP', 'LGALS3', 'LGR5', 'LIMK2', 'LIMS1', 'LIN28B', 'LMNA', 'LMNB1', 'LOX', 'LRP5', 'LRP6', 'LYN', 'MAFB', 'MAF', 'MAML1', 'MAML2', 'MAML3', 'MAMLD1', 'MAP2K1', 'MAP2K2', 'MAP2K4', 'MAP2K7', 'MAP3K5', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MAPK9', 'MCL1', 'MCM10', 'MCM2', 'MCM3', 'MCM5', 'MCM6', 'MCM7', 'MCM8', 'MDK', 'MDM2', 'MDM4', 'MEN1', 'MET', 'MGMT', 'MITF', 'MKI67', 'MLH1', 'MLXIPL', 'MME', 'MMP11', 'MMP14', 'MMP15', 'MMP1', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MNAT1', 'MOV10', 'MSH2', 'MST1', 'MTOR', 'MUC1', 'MYBL2', 'MYB', 'MYCN', 'MYC', 'MYEOV', 'MYF5', 'MYOD1', 'MYOG', 'NACA2', 'NADSYN1', 'NANOG', 'NCAM1', 'NCOA1', 'NCOA3', 'NCOR1', 'NES', 'NEUROD1', 'NF1', 'NF2', 'NFKB1', 'NFKB2', 'NFKBIA', 'NGF', 'NKX2-1', 'NME1-NME2', 'NME1', 'NME2', 'NMI', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTCH4', 'NPM1', 'NQO1', 'NR0B2', 'NR1H3', 'NR2E1', 'NR3C1', 'NR4A3', 'NRAS', 'NRF1', 'NUDT21', 'ODC1', 'ORAI1', 'ORAOV1', 'ORC4', 'PAK1', 'PAK4', 'PARK2', 'PARP1', 'PAX2', 'PAX5', 'PAX6', 'PBRM1', 'PBX3', 'PCNA', 'PDCD4', 'PDGFRA', 'PDGFRB', 'PDZK1', 'PECAM1', 'PELP1', 'PGR', 'PI3', 'PI4K2A', 'PIK3CA', 'PIK3R1', 'PKLR', 'PKM', 'PLAUR', 'PLAU', 'PLK1', 'PMAIP1', 'POLR2A', 'POTEF', 'POU2F1', 'POU5F1', 'PPARG', 'PPP2R4', 'PRDM5', 'PRKACA', 'PRL', 'PRMT5', 'PRNP', 'PROM1', 'PSAT1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTCHD3', 'PTEN', 'PTF1A', 'PTGS2', 'PTHLH', 'PTH', 'PTK2', 'PTK6', 'PTPN11', 'PTPRCAP', 'PTPRC', 'PXN', 'RAD51', 'RAF1', 'RALA', 'RASSF1', 'RB1', 'RBL1', 'RBL2', 'RBPJ', 'RBX1', 'RCC1', 'RELA', 'RELB', 'REL', 'REM1', 'RET', 'RHEB', 'RHOA', 'RHOC', 'RICTOR', 'RNASE1', 'DROSHA', 'RND3', 'RNMT', 'ROCK1', 'RPRD1B', 'RPS27A', 'RPS6KA1', 'RPS6KA2', 'RPS6KA3', 'RPS6KA6', 'RPS6KB1', 'RPS6', 'RPTOR', 'RREB1', 'RSF1', 'RUNX1', 'RUNX2', 'RUNX3', 'SDC1', 'SDHC', 'SENP1', 'SERPINE1', 'SFRP1', 'SFRP2', 'SFRP4', 'SFRP5', 'SHC1', 'SHFM1', 'SHH', 'SIRT1', 'SIX1', 'SIX3', 'SKP1', 'SKP2', 'SLC25A16', 'SLC25A6', 'SLC2A1', 'SLC35B2', 'SLC39A4', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'SMARCC1', 'SMARCC2', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'SMARCE1', 'SMO', 'SNAI1', 'SNAI2', 'SNCA', 'SNIP1', 'SNW1', 'SNX33', 'SOCS3', 'SOX11', 'SOX17', 'SOX2', 'SOX4', 'SOX6', 'SOX9', 'SP1', 'SPN', 'SPP1', 'SPRY1', 'SRC', 'SREBF1', 'STAT1', 'STAT3', 'STAT4', 'STAT5A', 'STAT5B', 'STAT6', 'STC2', 'STIM1', 'STK11', 'STK24', 'STMN1', 'SUFU', 'SULF2', 'SUV39H1', 'TAF1', 'TBP', 'TBX2', 'TCEAL7', 'TCF4', 'TCF7L2', 'TCF7', 'TERT', 'TET3', 'TFDP1', 'TFF1', 'TGFA', 'TGFB1', 'TGFBR2', 'THBS1', 'THRA', 'THRB', 'TIMP1', 'TIMP2', 'TIMP3', 'TJP1', 'TJP2', 'TJP3', 'TLE1', 'TLR9', 'TM4SF1', 'TMPRSS4', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF13C', 'TNFRSF8', 'TNFSF11', 'TNF', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOP2A', 'TP53', 'TP63', 'TP73', 'TRPV2', 'TSC22D3', 'TSC2', 'TWIST1', 'TXN', 'TYMS', 'UBA52', 'UBA7', 'UBB', 'UBC', 'UBE2C', 'UBTF', 'URGCP', 'USP18', 'USP2', 'USP9X', 'VCL', 'VDR', 'VEGFA', 'VEGFC', 'VIP', 'VRK1', 'WDR77', 'WDTC1', 'WEE1', 'WHSC1', 'WIF1', 'WISP1', 'WNT10A', 'WNT10B', 'WNT11', 'WNT16', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8B', 'WNT9A', 'WNT9B', 'WT1', 'XBP1', 'XIAP', 'XPO1', 'YAP1', 'YBX1', 'YY1', 'ZBTB17', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.44064885869713843
		RMSE:  0.2936537728092399
		NRMSE:  0.17653615611766113
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6507167710215811
		RMSE:  0.2694738938084911
		NRMSE:  0.2553456206196082
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  1.1839117690787912e-14
		NRMSE:  7.11733518341003e-15
		MAPE:  3.404709888697482e-11
		Pearson Correlation:  0.14234528325754725
		Spearman Correlation:  0.12002892804149679
		Coefficient of Determination:  -11.082023320657258
		RMSE:  0.7290381426329557
		NRMSE:  0.6908153304018229
		MAPE:  887.9760636801298

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.17854240124853074, tolerance: 0.0032202923923696524
  positive)
		Pearson Correlation:  0.9998737629855767
		Spearman Correlation:  0.9997797012131963
		Coefficient of Determination:  0.9997205502690062
		RMSE:  0.004089859258013259
		NRMSE:  0.002458705112366846
		MAPE:  9.138528686241749
		Pearson Correlation:  0.11964143193511977
		Spearman Correlation:  0.13792441302260627
		Coefficient of Determination:  -7.72461553377698
		RMSE:  0.6195174804182793
		NRMSE:  0.5870367377202195
		MAPE:  816.0740208717265

	Predictor:  RandomForests
		Pearson Correlation:  0.5772177113737843
		Spearman Correlation:  0.550204785406144
		Coefficient of Determination:  0.2845960696954034
		RMSE:  0.2069341540942244
		NRMSE:  0.12440282916775343
		MAPE:  487.8931361371988
		Pearson Correlation:  0.39246457786917033
		Spearman Correlation:  0.3719772066983379
		Coefficient of Determination:  0.14342072936184758
		RMSE:  0.1941172794591912
		NRMSE:  0.18393988558952287
		MAPE:  348.3674372115515

Protein:  ERBB2
Protein Interaction Partners Count:  663
x_train_column_count:  657
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACPP', 'ACTA2', 'ACTB', 'ACTG1', 'ADAM10', 'ADAM17', 'ADRB2', 'AFP', 'AGRN', 'AKT1S1', 'AKT1', 'AKT2', 'ALB', 'ALDH1A1', 'ALK', 'ANGPT1', 'ANGPT2', 'ANGPT4', 'ANO1', 'ANXA2', 'ANXA5', 'AP2B1', 'APP', 'AREG', 'ARHGEF11', 'ARHGEF12', 'ARID1A', 'ARL6IP5', 'AR', 'ATM', 'ATP2B2', 'AURKB', 'AXIN1', 'BAG1', 'BARD1', 'BCAR1', 'BCAR3', 'BCAS1', 'BCL2L11', 'BCL2L1', 'BDNF', 'BECN1', 'BEST1', 'BIRC5', 'BLNK', 'BMI1', 'BMP2', 'BMP4', 'BRCA1', 'BRCA2', 'BSG', 'BTC', 'MIEN1', 'CA9', 'CALU', 'CARTPT', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CAV1', 'CBLB', 'CBLC', 'CBL', 'CCL27', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CD19', 'CD22', 'CD247', 'CD24', 'CD274', 'CD28', 'CD33', 'CD34', 'CD44', 'CD46', 'CD52', 'CD68', 'CD6', 'CD80', 'CD82', 'CDC37', 'CDC42', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDK4', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CDX2', 'CEACAM5', 'CEP70', 'CHEK2', 'CHGA', 'CHKA', 'CHKB', 'CISH', 'CLDN3', 'CLDN4', 'CLDN7', 'CLTC', 'CNN1', 'COPS5', 'CPNE3', 'CREB1', 'CRKL', 'CRK', 'YBX3', 'CSF1', 'CSF2', 'CSF3', 'CSK', 'CSPG4', 'CTAG1B', 'CTLA4', 'CTNNB1', 'CTNND1', 'CTSB', 'CTSD', 'CTTN', 'CUL5', 'CXCL12', 'CXCR1', 'CXCR4', 'CYCS', 'CYP19A1', 'CYTIP', 'DCN', 'DDX41', 'DDX53', 'DHH', 'DIAPH1', 'DICER1', 'DLG4', 'DMTF1', 'DNAJA3', 'DNM2', 'DNMT1', 'DOCK1', 'DOCK7', 'DUSP6', 'E2F1', 'E2F3', 'EEA1', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EFNB1', 'EGFR', 'EGF', 'EIF3A', 'EIF4EBP1', 'EIF4E', 'ELAVL1', 'ELF3', 'EML4', 'ENO2', 'EP300', 'EPCAM', 'EPGN', 'EPHA2', 'EPS15', 'EPX', 'ERAL1', 'ERBB2IP', 'ERBB3', 'ERBB4', 'ERCC1', 'EREG', 'ERRFI1', 'ESCO1', 'ESR1', 'ESR2', 'ESRRB', 'ETS1', 'ETS2', 'ETV4', 'ETV6', 'EZH2', 'EZR', 'FASLG', 'FASN', 'FBXW7', 'FCGR1A', 'FCGR1B', 'FCGRT', 'FGF10', 'FGF13', 'FGF16', 'FGF17', 'FGF18', 'FGF19', 'FGF1', 'FGF20', 'FGF21', 'FGF22', 'FGF23', 'FGF2', 'FGF3', 'FGF4', 'FGF5', 'FGF6', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FGFR4', 'FHIT', 'FIGF', 'FLT1', 'FLT3LG', 'FN1', 'FOLH1', 'FOLR1', 'FOS', 'FOXA1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXP3', 'FREM2', 'FSIP1', 'FYN', 'GAB1', 'GABPB1', 'GAPDH', 'GATA3', 'GATA4', 'GDF2', 'GLI1', 'GLI2', 'GLS', 'GNA11', 'GNAQ', 'GNAS', 'GNRH1', 'GPER1', 'GRAP2', 'GRB2', 'GRB7', 'GSTP1', 'GZMB', 'H2AFX', 'H2AFY', 'HBEGF', 'HDAC1', 'HDAC6', 'HEATR6', 'HGF', 'HIF1A', 'HK1', 'HLA-A', 'HMGA2', 'HNF4A', 'HOXB7', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSP90B1', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB3', 'HSPG2', 'ICAM1', 'ID1', 'IDH1', 'IDH2', 'IFNG', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IHH', 'IL10', 'IL2', 'IL4', 'IL6R', 'IL6ST', 'IL6', 'CXCL8', 'ILK', 'INPP4B', 'INS', 'IQGAP1', 'IQSEC1', 'IRS1', 'ITGA5', 'ITGA6', 'ITGAV', 'ITGB1', 'ITGB3', 'ITGB4', 'ITPKB', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JUN', 'JUP', 'KDR', 'KITLG', 'KLK3', 'KLRK1', 'KRAS', 'KRT14', 'KRT17', 'KRT18', 'KRT19', 'KRT20', 'KRT4', 'KRT5', 'KRT7', 'KRT8', 'L1CAM', 'LAMP1', 'LCN2', 'LDHA', 'LEP', 'LIN28A', 'LIN7A', 'LIN7B', 'LIN7C', 'LINGO1', 'LOX', 'LRIG1', 'LRPPRC', 'MAGEA1', 'MAGEA3', 'MAGED4B', 'MAGED4', 'MAP2K1', 'MAPK1', 'MAPK3', 'MAPK8', 'MATK', 'MCL1', 'MDK', 'MDM2', 'MEMO1', 'MET', 'MGMT', 'MKI67', 'MLANA', 'MLH1', 'KMT2C', 'MME', 'MMP11', 'MMP14', 'MMP16', 'MMP1', 'MMP2', 'MMP7', 'MMP9', 'MPP1', 'MRAP', 'MRAS', 'MSH2', 'MSH6', 'MSLN', 'MTA1', 'MTOR', 'MUC13', 'MUC16', 'MUC1', 'MUC4', 'MUC6', 'MUCL1', 'MYBL2', 'MYCN', 'MYC', 'NANOG', 'NCAM1', 'NCL', 'NCOA1', 'NCOA3', 'NCOR1', 'NDRG1', 'NF1', 'NF2', 'NFE2L2', 'NGF', 'NISCH', 'NKX2-1', 'NME1', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTCH4', 'NPM1', 'NR1H4', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'NRP1', 'NTF3', 'NTF4', 'OPCML', 'OSMR', 'PA2G4', 'PADI2', 'PAK1', 'PALB2', 'PAQR3', 'PARP1', 'PAX2', 'PCSK9', 'PDCD1LG2', 'PDCD1', 'PDCD4', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PDGFRA', 'PDPN', 'PECAM1', 'PELP1', 'PEPD', 'PFKFB3', 'PGAP3', 'PGF', 'PGR', 'PI3', 'PIK3C2A', 'PIK3C2B', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3CG', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIN1', 'PIP', 'PLAUR', 'PLAU', 'PLCG1', 'PLCG2', 'PLEK', 'PLG', 'PLXNB1', 'POLI', 'POTEF', 'POU5F1', 'PPARG', 'PPP3CA', 'PRDM10', 'PRF1', 'PRKACA', 'PRL', 'PROM1', 'PSCA', 'PTCH1', 'PTEN', 'PTGS2', 'PTK2B', 'PTK2', 'PTK6', 'PTPN11', 'PTPN12', 'PTPN18', 'PTPN1', 'PTPRC', 'PTPRO', 'PTPRU', 'PTS', 'PXN', 'RAB25', 'RAD51', 'RAF1', 'RANBP2', 'RARA', 'RASA1', 'RASA2', 'RASSF1', 'RB1', 'RBPJ', 'RDX', 'RECK', 'REM1', 'REN', 'RET', 'RHEB', 'RHOA', 'RHOB', 'RHOC', 'RICTOR', 'RND1', 'RNF41', 'ROCK1', 'ROCK2', 'ROS1', 'RPS27A', 'RPS6', 'RPTOR', 'RRAS2', 'RRAS', 'S100A14', 'SCGB2A2', 'SCUBE2', 'SDC1', 'SDHC', 'SEMA3D', 'SEMA4D', 'SERPINB5', 'SERPINE1', 'SFRP1', 'PEAK1', 'SH3BGRL3', 'SH3BGRL', 'SH3TC2', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SHH', 'SIAH2', 'PMEL', 'SKP2', 'SLC25A16', 'SLC2A1', 'SLC4A7', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMO', 'SMUG1', 'SMYD3', 'SNAI1', 'SNAI2', 'SOCS1', 'SOS1', 'SOX10', 'SOX2', 'SOX9', 'SP3', 'SPP1', 'SPRY2', 'SRCIN1', 'SRC', 'STARD3', 'STAT1', 'STAT2', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'STOM', 'STUB1', 'SYP', 'TAGLN', 'TBX1', 'TERT', 'TFAP2A', 'TFAP2B', 'TFAP2C', 'TFF1', 'TFF2', 'TFF3', 'TFRC', 'TGFA', 'TGFB1', 'THBS1', 'THRA', 'TIMP1', 'TJP1', 'TMPRSS2', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF13C', 'TNFRSF4', 'TNFRSF8', 'TNFRSF9', 'TNFSF11', 'TNF', 'TNS1', 'TNS3', 'TNS4', 'TOB1', 'TOP1', 'TOP2A', 'TP53', 'TP63', 'TSC2', 'TWIST1', 'TYMS', 'TYR', 'UBA52', 'UBB', 'UBC', 'USP2', 'USP9X', 'VAV1', 'VAV2', 'VAV3', 'VCL', 'VEGFA', 'VEGFB', 'VEGFC', 'VIM', 'WASL', 'WDFY2', 'WDTC1', 'WNT10A', 'WNT1', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT7B', 'WNT9A', 'WNT9B', 'WT1', 'WWOX', 'XIAP', 'XPO1', 'YAP1', 'YBX1', 'YES1', 'YY1', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08695701084953744
		RMSE:  1.023008454816054
		NRMSE:  0.1742863272085548
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1111491455026472
		RMSE:  1.1242523174677488
		NRMSE:  0.20280184671833265
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865388
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792788993

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  9.469037196604839e-14
		NRMSE:  1.6132063302391672e-14
		MAPE:  4.219823442030679e-11
		Pearson Correlation:  0.4712513652378641
		Spearman Correlation:  0.3595560537616154
		Coefficient of Determination:  -3.0247071265452607
		RMSE:  2.139659934546368
		NRMSE:  0.38596939435499816
		MAPE:  872.9991382539355

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.9683636032954734, tolerance: 0.05179983228777935
  positive)
		Pearson Correlation:  0.9998217787783664
		Spearman Correlation:  0.9994806458409213
		Coefficient of Determination:  0.999641265197011
		RMSE:  0.01858488144737621
		NRMSE:  0.003166240429217202
		MAPE:  27.928382742973586
		Pearson Correlation:  0.5131472084446478
		Spearman Correlation:  0.46570464183460164
		Coefficient of Determination:  -1.328302179712677
		RMSE:  1.6274111437953258
		NRMSE:  0.29356575939738183
		MAPE:  608.900604982473

	Predictor:  RandomForests
		Pearson Correlation:  0.846909847073551
		Spearman Correlation:  0.6820627790893955
		Coefficient of Determination:  0.7100735211474967
		RMSE:  0.5283442429324748
		NRMSE:  0.0900121374060812
		MAPE:  551.3013161115801
		Pearson Correlation:  0.8508230084019966
		Spearman Correlation:  0.7038602771063124
		Coefficient of Determination:  0.7193829313808946
		RMSE:  0.5649820563125258
		NRMSE:  0.10191609356961648
		MAPE:  198.11534034275425

Protein:  ERBB3
Protein Interaction Partners Count:  245
x_train_column_count:  247
x_train columns:  ['ADAM17', 'AGRN', 'AGTR2', 'AKT1', 'AKT2', 'AKT3', 'ALAS2', 'ALB', 'ANGPT1', 'ANGPT2', 'ANGPT4', 'APIP', 'AREG', 'AR', 'BAMBI', 'BDNF', 'BMP2', 'BMP4', 'BRCA1', 'BRCA2', 'BTC', 'CADM4', 'CASK', 'CASP3', 'CBLB', 'CBLC', 'CBL', 'CCND1', 'CCNE1', 'CD44', 'CD82', 'CDC42', 'CDH1', 'CDK4', 'CDK5', 'CDKN1B', 'CDKN2A', 'CLEC16A', 'COMMD5', 'COQ7', 'CRKL', 'CRK', 'CRYZL1', 'CSF1', 'CSK', 'CSPG5', 'CTNNB1', 'DCN', 'DHH', 'DOCK7', 'DUSP6', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EGFR', 'EGF', 'EGR1', 'EHF', 'EIF4EBP1', 'EIF4E', 'EML4', 'EPCAM', 'EPGN', 'EPN1', 'ERBB2IP', 'ERBB2', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'ESR2', 'FBXO9', 'FGF10', 'FGF16', 'FGF17', 'FGF18', 'FGF19', 'FGF1', 'FGF20', 'FGF21', 'FGF22', 'FGF23', 'FGF2', 'FGF3', 'FGF4', 'FGF5', 'FGF6', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FIGF', 'FKBP14', 'FLNA', 'FLT3LG', 'FN1', 'FOXA1', 'FOXO3', 'FREM2', 'FTSJ1', 'GAB1', 'GAPDH', 'GLE1', 'GRB2', 'GRB7', 'GRHL2', 'HBEGF', 'HGF', 'HGS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPG2', 'IGF1', 'IGF2', 'IL6ST', 'ILK', 'INS', 'IRS1', 'ITGA6', 'ITGB4', 'ITPKB', 'JAK1', 'JAK2', 'JUN', 'KDR', 'KITLG', 'KRAS', 'L1CAM', 'LAMA1', 'LAMB1', 'LAMC2', 'LIN7A', 'LIN7B', 'LIN7C', 'LRIG1', 'MAP2K1', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MARCH7', 'MDM2', 'MET', 'MITF', 'MMP9', 'MRPL49', 'MTOR', 'MUC1', 'MUC4', 'MYC', 'N4BP1', 'NDRG1', 'NEDD4L', 'NEDD4', 'NF1', 'NGF', 'NICN1', 'NOTCH1', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'NTF3', 'NTF4', 'OAT', 'PA2G4', 'PARK7', 'PCSK9', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PGF', 'PGR', 'PI3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIP5K1C', 'PLCG1', 'PLCG2', 'PPP1R9A', 'PRKACA', 'PTEN', 'PTK2B', 'PTK2', 'PTK6', 'PTPN11', 'PTPN22', 'PTPN2', 'RASA1', 'RASA2', 'REM1', 'RGS4', 'RHOA', 'RHOC', 'RNF41', 'ROR1', 'RRAS2', 'SH2B3', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SHH', 'SLC25A16', 'SMAD4', 'SNAI2', 'SOS1', 'SOX10', 'SOX2', 'SPARC', 'SPRY2', 'SRC', 'STAT3', 'STAT5A', 'STAT5B', 'SYN3', 'TCF7L2', 'TGFA', 'TMEFF2', 'TNFRSF13C', 'TNS1', 'TP53', 'USP8', 'VAV1', 'VAV2', 'VAV3', 'VEGFA', 'VEGFB', 'VEGFC', 'WNT1', 'WNT5A', 'ZEB1', 'ZNF217', 'KRBOX4', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19951943522205973
		RMSE:  0.4939516163098853
		NRMSE:  0.17910620018705933
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27774471248359456
		RMSE:  0.5592204608326292
		NRMSE:  0.15547938022732444
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  LinearRegression
		Pearson Correlation:  0.7761325970082843
		Spearman Correlation:  0.7743758752711548
		Coefficient of Determination:  0.6023818081388239
		RMSE:  0.28438971721116135
		NRMSE:  0.10311933383776659
		MAPE:  179.5494942065767
		Pearson Correlation:  0.1534345113047054
		Spearman Correlation:  0.22196037357074283
		Coefficient of Determination:  -0.43664162260418027
		RMSE:  0.5929734235721751
		NRMSE:  0.16486367514344202
		MAPE:  216.1437140447374

	Predictor:  ElasticNet
		Pearson Correlation:  0.7731058911930369
		Spearman Correlation:  0.7698116153322011
		Coefficient of Determination:  0.5976564240587111
		RMSE:  0.286074601811335
		NRMSE:  0.10373027075653855
		MAPE:  183.3870674820154
		Pearson Correlation:  0.16605047920593258
		Spearman Correlation:  0.22891307871669228
		Coefficient of Determination:  -0.37936050107733865
		RMSE:  0.5810317966691328
		NRMSE:  0.1615435592323995
		MAPE:  218.58203257546384

	Predictor:  RandomForests
		Pearson Correlation:  0.5697944181587821
		Spearman Correlation:  0.598669576242176
		Coefficient of Determination:  0.30652921691519774
		RMSE:  0.3755734214232018
		NRMSE:  0.13618242390801663
		MAPE:  234.9619493968737
		Pearson Correlation:  0.3702335949111575
		Spearman Correlation:  0.367867429768451
		Coefficient of Determination:  0.11116928837173923
		RMSE:  0.4664128778650627
		NRMSE:  0.12967620153334614
		MAPE:  157.4211823737298


Fold:  4

Protein:  RB1
Protein Interaction Partners Count:  369
x_train_column_count:  366
x_train columns:  ['AATF', 'ABCC1', 'ABL1', 'ACTL6A', 'ACTL6B', 'AFAP1', 'AHR', 'AKT1', 'ANXA5', 'ARID1A', 'ARID1B', 'ARID4A', 'ARMCX1', 'ARMCX2', 'ARMCX3', 'ARNT', 'AR', 'ASF1A', 'ATF2', 'ATM', 'AURKB', 'BCR', 'BDP1', 'BGLAP', 'BRCA1', 'BRF1', 'FAM208A', 'C4BPA', 'CABIN1', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CBFB', 'CBX1', 'CBX4', 'CBX5', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCNC', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNT2', 'CDC25A', 'CDC27', 'CDC6', 'CDH1', 'CDK14', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK6', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CEBPA', 'CEBPB', 'CEBPD', 'CEBPE', 'CHEK1', 'CHEK2', 'CLNK', 'COL1A1', 'CREBBP', 'CTBP1', 'CTNNB1', 'CUX1', 'DCAF10', 'DGKZ', 'DNAJA3', 'DNMT1', 'DNMT3A', 'DUSP1', 'DUT', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EED', 'EGFR', 'EGF', 'EID1', 'EIF2AK1', 'EIF2AK4', 'AGO2', 'ELF1', 'ENC1', 'EP300', 'ERBB2', 'ESD', 'ESR1', 'ESR2', 'EZH2', 'FBXW7', 'FMO5', 'FOS', 'FOXM1', 'FRK', 'FZR1', 'G6PD', 'GAPDH', 'GATA1', 'GJA1', 'GNB2L1', 'GRB2', 'GSC', 'GTF2H1', 'H1F0', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HARS2', 'HARS', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC8', 'HDC', 'HES1', 'HIF1A', 'HIRA', 'HIST1H1A', 'HIST1H1B', 'HIST1H1C', 'HIST1H1D', 'HIST1H1E', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST1H4A', 'HIST2H2AC', 'HIST2H2BE', 'HIST3H3', 'HIST4H4', 'HMGA1', 'HMGA2', 'HRAS', 'HSP90AA1', 'HSPA1A', 'HSPA8', 'ID2', 'IFI16', 'INS', 'JUN', 'KAT2B', 'KAT5', 'KDM1A', 'KDM2A', 'KDM4A', 'KDM5A', 'KDM5B', 'PPP1R26', 'KIF11', 'KRAS', 'KRT10', 'KRT14', 'KRT5', 'L3MBTL2', 'L3MBTL1', 'LIMD1', 'LIN52', 'LIN54', 'LIN9', 'LMNA', 'LOR', 'LPAR6', 'MAF', 'MAP2K7', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MAPK9', 'MCM2', 'MCM3', 'MCM4', 'MCM5', 'MCM7', 'MDM2', 'MDM4', 'MEF2C', 'MORF4L1', 'MRFAP1', 'MRPL11', 'MRPS18B', 'MSH6', 'MTL5', 'MYBL2', 'MYC', 'MYOD1', 'NACC2', 'NCAPD3', 'NCAPG2', 'NCAPH2', 'NCR1', 'NDC80', 'NEO1', 'NFYA', 'NFYB', 'NFYC', 'NGF', 'NOTCH1', 'NPM1', 'NRAS', 'ORC1', 'PA2G4', 'PAX2', 'PAX3', 'PAX5', 'PAX6', 'PAX8', 'PCNA', 'PELP1', 'PGR', 'PHB', 'PHF21B', 'PIAS4', 'PIK3CA', 'PIK3R1', 'PIK3R3', 'PLK1', 'PML', 'POLA1', 'POLA2', 'PPARA', 'PPARG', 'PPIA', 'PPP1CA', 'PPP1CB', 'PPP1CC', 'PPP1R3A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R3B', 'PPRC1', 'PRB1', 'PRB3', 'PRB4', 'PRDM2', 'PRH1', 'PRH2', 'PRIM1', 'PRIM2', 'PRKCB', 'PRMT2', 'PSMA7', 'PSMC1', 'PSMD10', 'PTEN', 'PTGDR', 'RAF1', 'RB1CC1', 'RBAK', 'RBBP4', 'RBBP5', 'RBBP6', 'RBBP7', 'RBBP8', 'RBBP9', 'RBL1', 'RBL2', 'RBFOX2', 'RFC1', 'RPS6KB1', 'RUNX2', 'S100A6', 'SETD1B', 'SETD7', 'SIRT1', 'SKP2', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'SMARCC1', 'SMARCC2', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'SMARCE1', 'SMC1A', 'SMC2', 'SMC4', 'SMC5', 'SMYD2', 'SNW1', 'SP100', 'SP1', 'SP3', 'SPI1', 'STAM', 'STAT3', 'SUV39H1', 'SUV420H2', 'SUZ12', 'TAF1', 'TBP', 'TERT', 'TFAP2A', 'TFDP1', 'TFDP3', 'TGM2', 'THAP1', 'TMPO', 'TNS1', 'TOP2A', 'TP53BP1', 'TP53', 'TP73', 'TRDMT1', 'TRIM27', 'TTK', 'UBE2I', 'UBE3A', 'UBL4A', 'UBN1', 'UBR4', 'UBTF', 'UHRF1', 'USP4', 'USP7', 'VEGFA', 'VPS39', 'WDR59', 'WDR73', 'WEE1', 'WWTR1', 'YAP1', 'YY1', 'ZBTB16', 'ZBTB7A', 'ZNF521', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0017653619110491459
		RMSE:  0.25173274438657
		NRMSE:  0.09206141909982812
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11040193949010524
		RMSE:  0.1737457828578019
		NRMSE:  0.1664678101960314
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  LinearRegression
		Pearson Correlation:  0.8268703350763362
		Spearman Correlation:  0.7578241515973115
		Coefficient of Determination:  0.6837145510292526
		RMSE:  0.14144783714612355
		NRMSE:  0.051729021776668944
		MAPE:  333.9895480877845
		Pearson Correlation:  -0.06973641674384799
		Spearman Correlation:  -0.039344630232297166
		Coefficient of Determination:  -12.600726353178217
		RMSE:  0.6080722966940459
		NRMSE:  0.582600981771017
		MAPE:  953.2028453786296

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.382060668279259, tolerance: 0.0034032643600116126
  positive)
		Pearson Correlation:  0.8100141665232313
		Spearman Correlation:  0.7503453595212555
		Coefficient of Determination:  0.6556601486793759
		RMSE:  0.14758776254485284
		NRMSE:  0.05397445967848626
		MAPE:  403.01776366654155
		Pearson Correlation:  -0.07241810940951836
		Spearman Correlation:  -0.06390353994438834
		Coefficient of Determination:  -7.7542798614099055
		RMSE:  0.4878478322250732
		NRMSE:  0.46741255530704906
		MAPE:  749.7219367767401

	Predictor:  RandomForests
		Pearson Correlation:  0.5793800457140716
		Spearman Correlation:  0.4352192694372206
		Coefficient of Determination:  0.1884714823993323
		RMSE:  0.2265732310234822
		NRMSE:  0.08286030976575563
		MAPE:  177.20290416760355
		Pearson Correlation:  0.0526387952800828
		Spearman Correlation:  0.13829848252471977
		Coefficient of Determination:  -0.12007331950836031
		RMSE:  0.17450078803985147
		NRMSE:  0.16719118924601567
		MAPE:  121.55710028496003

Protein:  CDH1
Protein Interaction Partners Count:  834
x_train_column_count:  826
x_train columns:  ['ABCB1', 'ABCG2', 'ACAN', 'ACTA1', 'ACTA2', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTN1', 'ACTR3', 'ACVR1B', 'ADAM10', 'ADAM15', 'ADAM17', 'ADAM9', 'AFP', 'AIMP1', 'AJAP1', 'AKAP9', 'AKT1', 'AKT2', 'AKTIP', 'ALB', 'ALCAM', 'ALDH1A1', 'ALDH3A1', 'ALK', 'AMOTL2', 'ANAPC4', 'ANAPC7', 'ANO1', 'ANXA2', 'ANXA5', 'AP1M1', 'AP1M2', 'APC2', 'APC', 'AQP1', 'AQP5', 'AREG', 'ARF6', 'ARHGAP31', 'ARID1A', 'ARL2BP', 'ARMC7', 'ARPC1A', 'ARPC2', 'ARRB2', 'ARVCF', 'AR', 'CLMP', 'ASF1A', 'ATF2', 'ATF3', 'ATM', 'ATXN1', 'AXIN1', 'AXIN2', 'AXL', 'BAG3', 'BANP', 'BCAR1', 'BCL2L11', 'BCL2L1', 'BCL6B', 'BCL9L', 'BCORL1', 'BMI1', 'BMP2', 'BMP4', 'BMP6', 'BMP7', 'BNIP3', 'BRCA1', 'BRCA2', 'BSG', 'BTBD7', 'BTC', 'BTF3', 'ANAPC15', 'CA2', 'CA9', 'CALCA', 'CALR', 'CAPN1', 'CAPNS1', 'CASP3', 'CASP8', 'CASP9', 'CASS4', 'CAV1', 'CBLL1', 'CBL', 'CBX7', 'CCL2', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCNE1', 'CCR7', 'CD1A', 'CD1B', 'CD1C', 'CD1E', 'CD207', 'CD24', 'CD274', 'CD276', 'CD2AP', 'CD34', 'CD44', 'CD46', 'CD68', 'CD82', 'CDC16', 'CDC23', 'CDC27', 'CDC42', 'CDC6', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH24', 'CDH2', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDK14', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CDKN3', 'CDX2', 'CEACAM5', 'CFL1', 'CGN', 'CHGA', 'CHL1', 'CLCA2', 'CLDN1', 'CLDN2', 'CLDN3', 'CLDN4', 'CLDN5', 'CLDN7', 'CNTN1', 'COL1A1', 'CORO1C', 'CRB3', 'CREB1', 'CREBBP', 'CRYAB', 'YBX3', 'CSDC2', 'CSE1L', 'CSF2', 'CSNK2A1', 'CSNK2A2', 'CST5', 'CTBP1', 'CTBP2', 'CTCF', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNB1', 'CTNND1', 'CTNND2', 'CTSL', 'CTTN', 'CXCL12', 'CXCL1', 'CXCR4', 'CYP1B1', 'DAAM1', 'DAB2IP', 'DACH1', 'DAPK1', 'DAP', 'DDR1', 'DDR2', 'DDX3X', 'DICER1', 'DKK1', 'DLC1', 'DLG1', 'DLG5', 'DNM2', 'DNMT1', 'DNMT3A', 'DNMT3B', 'DNTT', 'DOT1L', 'DPAGT1', 'DPEP1', 'DSP', 'DUOX1', 'DUSP4', 'DVL1', 'DVL2', 'E2F1', 'ECT2', 'EDN1', 'EFEMP1', 'EFNA1', 'EGFR', 'EGF', 'EGR1', 'EHD1', 'EHMT2', 'EIF2AK3', 'AGO1', 'AGO2', 'ELAVL1', 'ELF3', 'ENAH', 'ENG', 'EP300', 'EPB41L3', 'EPCAM', 'EPHA10', 'EPHA1', 'EPHA2', 'EPPK1', 'ERBB2IP', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ESRP1', 'ESRP2', 'ETS1', 'ETS2', 'EXOC3', 'EXOC4', 'EYA2', 'EZH2', 'EZR', 'F11R', 'F2RL2', 'SUPT20H', 'FBXL5', 'FER', 'FGF10', 'FGF13', 'FGF17', 'FGF19', 'FGF2', 'FGF4', 'FGF5', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FHIT', 'FHL2', 'FLG', 'FLOT1', 'FLOT2', 'FLT1', 'FMN1', 'FN1', 'FOSL1', 'FOS', 'FOXA1', 'FOXA2', 'FOXC1', 'FOXC2', 'FOXJ2', 'FOXK2', 'FOXL1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXQ1', 'FRMPD2', 'FSCN1', 'FUT4', 'FXYD5', 'FYN', 'FZD1', 'FZD4', 'FZD7', 'FZR1', 'G6PD', 'GAB2', 'GABPA', 'GADD45A', 'GAPDH', 'GAS6', 'GATA1', 'GATA3', 'GATA4', 'GATA6', 'GDNF', 'GFRA1', 'GGT1', 'GJA1', 'GJB1', 'GJB2', 'GKN2', 'GLI1', 'GLI2', 'GMNN', 'GNA12', 'GNA13', 'GNB2L1', 'GNL3', 'GPA33', 'GRB2', 'GRHL2', 'GRHL3', 'GSK3B', 'GSN', 'GSTP1', 'H2AFZ', 'HAVCR2', 'HBEGF', 'HDAC1', 'HDAC2', 'HEPACAM', 'HES1', 'HGF', 'HGS', 'HIF1A', 'HMGA2', 'HNF4A', 'HOXB4', 'HOXD10', 'HPGDS', 'HPGD', 'HRAS', 'HSP90AA1', 'HSPA5', 'ICAM1', 'ID1', 'ID2', 'IDO1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP3', 'IL10', 'IL15', 'IL17A', 'IL1B', 'IL24', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ILK', 'INADL', 'INS', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'IQSEC1', 'IRS1', 'IRS2', 'ITGA5', 'ITGA6', 'ITGAE', 'ITGAM', 'ITGB1', 'ITGB4', 'ITGB7', 'ITPKB', 'IVL', 'JAG1', 'JAK2', 'AJUBA', 'JUN', 'JUP', 'KDM1A', 'KDM6A', 'KDR', 'KEAP1', 'KIFC3', 'KIT', 'KLF4', 'KLF5', 'KLF8', 'KLK3', 'KLK7', 'KLRG1', 'KRAS', 'KRT10', 'KRT14', 'KRT17', 'KRT18', 'KRT19', 'KRT20', 'KRT4', 'KRT5', 'KRT7', 'KRT8', 'KRT9', 'LAMA1', 'LAMB1', 'LAMC2', 'LASP1', 'LATS1', 'LATS2', 'LCN2', 'LEF1', 'LEP', 'LGALS3', 'LGALS4', 'LGALS9', 'LGR5', 'LIF', 'LIMA1', 'LIN28A', 'LIPG', 'LLGL2', 'LMNA', 'LOR', 'LOXL2', 'LOXL3', 'LOX', 'LRP5', 'LRP6', 'LY6K', 'MACC1', 'MACROD1', 'MAD2L2', 'MAGI1', 'MAP2K1', 'MAP2K7', 'MAP4K5', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MARK2', 'MARVELD2', 'MCAM', 'MCL1', 'MDM2', 'MED1', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MGAT5', 'MGMT', 'MKI67', 'MLH1', 'MLLT4', 'MME', 'MMP11', 'MMP13', 'MMP14', 'MMP15', 'MMP17', 'MMP1', 'MMP25', 'MMP27', 'MMP2', 'MMP3', 'MMP7', 'MMP8', 'MMP9', 'MPP5', 'MRAP', 'MSH2', 'MSN', 'MT1G', 'MTA1', 'MTA3', 'MTBP', 'MTDH', 'MTOR', 'MUC1', 'MUC4', 'MYCN', 'MYC', 'MYH6', 'MYO6', 'MYO7A', 'NANOG', 'NCAM1', 'NCOA1', 'NCSTN', 'NDRG1', 'NDRG2', 'NEDD9', 'NEK2', 'NES', 'NEUROG3', 'NF2', 'NFE2L2', 'NFIC', 'NKD2', 'NKX2-1', 'NKX6-1', 'NKX6-2', 'NME1', 'NOG', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NR2F1', 'NRP2', 'NUDT21', 'NUMBL', 'NUMB', 'NUP98', 'NUTF2', 'OTUB1', 'OVOL1', 'OVOL2', 'PARD3', 'PARD6A', 'PAX2', 'PAX5', 'PAX6', 'PAX8', 'PCSK9', 'PDCD4', 'PDGFRB', 'PDPN', 'PEBP1', 'PECAM1', 'PGR', 'PHLPP1', 'PI3', 'PIK3CA', 'PIK3R1', 'PIP5K1A', 'PIP5K1C', 'PIP', 'PIR', 'PITX1', 'PKD1', 'PKM', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PLAUR', 'PLAU', 'PLCD1', 'PLEKHA7', 'PLG', 'PODXL', 'POLR2C', 'POSTN', 'POTEF', 'POU5F1', 'PPARA', 'PPARGC1A', 'PPARG', 'PPL', 'PPP6C', 'PRAME', 'PRDM10', 'PRKAR1A', 'PRKCA', 'PRKCI', 'PRKCZ', 'PRKD1', 'PRKG1', 'PRMT5', 'PROC', 'PROM1', 'PRSS8', 'PSEN1', 'PTCH1', 'PTEN', 'PTF1A', 'PTGS2', 'PTK2', 'PTPN11', 'PTPN14', 'PTPRC', 'PTPRF', 'PTPRJ', 'PTPRM', 'PTPRS', 'PTPRT', 'PTPRU', 'PTRH2', 'PVRL1', 'PVRL2', 'PVR', 'PXN', 'RAB11A', 'RAB25', 'RAB5A', 'RAB7A', 'RAB8B', 'RAC1', 'RAC2', 'RACGAP1', 'RAF1', 'RALA', 'RALBP1', 'RALGDS', 'RAP1A', 'RAP1B', 'RAPGEF1', 'RARB', 'RASSF1', 'RB1', 'RBM4', 'RCOR1', 'RDX', 'REM1', 'RET', 'RHOA', 'RHOB', 'RHOC', 'RHOD', 'RICTOR', 'RND3', 'ROCK1', 'ROCK2', 'RPS6KB1', 'RPTOR', 'RRM2', 'RUNX2', 'RUNX3', 'S100A14', 'S100A4', 'S100A8', 'SATB1', 'SCRIB', 'SDC1', 'SDC4', 'SDHC', 'SELE', 'SELL', 'SELP', 'SEMA3C', 'SEMA3F', 'SENP1', 'SERPINB4', 'SERPINB5', 'SERPINE1', 'SFN', 'SFRP1', 'SFRP2', 'SFTPC', 'SHH', 'SIK1', 'SIN3A', 'SIRT1', 'SIRT2', 'SIRT4', 'SIRT7', 'SIX1', 'SIX2', 'SKIL', 'SKP2', 'SLC2A1', 'SLC39A6', 'SLC6A3', 'SLC9A3R1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMO', 'SNAI1', 'SNAI2', 'SNAI3', 'SNX16', 'SNX1', 'SOX10', 'SOX17', 'SOX2', 'SOX4', 'SOX9', 'SP1', 'SPARC', 'SPDEF', 'SPINT1', 'SPP1', 'SPRY1', 'SRCIN1', 'SRC', 'SRXN1', 'ST14', 'ST7L', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STX4', 'STYK1', 'SUCLG2', 'SUMO1', 'SUZ12', 'SYNJ2', 'SYP', 'TACC3', 'TACSTD2', 'TATDN1', 'TBX1', 'TBX3', 'TCF15', 'TCF4', 'TDGF1', 'TERT', 'TET2', 'TFF1', 'TFF3', 'TGFB1', 'TGFB2', 'TGFB3', 'TGFBI', 'TGFBR1', 'TGFBR2', 'THBS1', 'THEM4', 'THUMPD1', 'THY1', 'TIAM1', 'TIMP1', 'TIMP2', 'TIMP3', 'TJP1', 'TJP2', 'TJP3', 'TLE1', 'TLN1', 'TLR4', 'TMPRSS2', 'TMPRSS4', 'TNFRSF6B', 'TNF', 'TNK2', 'TNS1', 'TP53BP1', 'TP53BP2', 'TP53', 'TRIM21', 'TRIM29', 'TRIM44', 'TRIP10', 'TRPS1', 'TSPYL2', 'TWIST1', 'TWIST2', 'TYRP1', 'T', 'UBE2I', 'UBE2S', 'USP48', 'USP9X', 'VANGL1', 'VANGL2', 'VASP', 'VAV1', 'VCAM1', 'VCL', 'VDR', 'VEGFA', 'VEGFC', 'VEZT', 'VHL', 'VIM', 'VIPAS39', 'VPS33B', 'VTN', 'WASL', 'WDFY2', 'WDTC1', 'WIF1', 'WISP1', 'WISP3', 'WNT10A', 'WNT10B', 'WNT11', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8A', 'WNT9A', 'WNT9B', 'WT1', 'XIAP', 'YAP1', 'YBX1', 'YES1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'ZYX', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1648542010437435
		RMSE:  1.2077311247232185
		NRMSE:  0.19230774891296748
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01787767410405383
		RMSE:  1.1768276141426715
		NRMSE:  0.21349508619837296
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.119011303751291
		NRMSE:  0.17818083878718685
		MAPE:  552.7314487209006
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06543533401046742
		RMSE:  1.204005869039757
		NRMSE:  0.21842565020132743
		MAPE:  371.74257556440244

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  7.243821406194273e-14
		NRMSE:  1.153438012514613e-14
		MAPE:  8.653877558390523e-11
		Pearson Correlation:  0.005337879553679502
		Spearman Correlation:  0.06602326712303146
		Coefficient of Determination:  -15.457916703546502
		RMSE:  4.732084445189769
		NRMSE:  0.8584747369815625
		MAPE:  2204.9227468902773

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.973397933956029, tolerance: 0.06736762282826622
  positive)
		Pearson Correlation:  0.999982385131223
		Spearman Correlation:  0.9999410481613787
		Coefficient of Determination:  0.9999626695568636
		RMSE:  0.006837007341725737
		NRMSE:  0.001088660765855504
		MAPE:  5.440629556675935
		Pearson Correlation:  0.11194613025724642
		Spearman Correlation:  0.07134004164640458
		Coefficient of Determination:  -3.7370783862823194
		RMSE:  2.5387523694916827
		NRMSE:  0.4605697125452057
		MAPE:  1386.5083753023864

	Predictor:  RandomForests
		Pearson Correlation:  0.753766769231701
		Spearman Correlation:  0.7342746966759073
		Coefficient of Determination:  0.5625251504145368
		RMSE:  0.7401351311327643
		NRMSE:  0.11785215934727623
		MAPE:  216.7168265193337
		Pearson Correlation:  0.7698116589512704
		Spearman Correlation:  0.5021041435734319
		Coefficient of Determination:  0.5286020434695378
		RMSE:  0.8008642433908563
		NRMSE:  0.14528940230594975
		MAPE:  166.4565667458046

Protein:  CDH2
Protein Interaction Partners Count:  472
x_train_column_count:  467
x_train columns:  ['ABCG2', 'ABL1', 'ACAN', 'ACTA1', 'ACTA2', 'ACTB', 'ACTR3', 'ADAM10', 'ADH1A', 'AFP', 'AHSG', 'AKT1', 'AKT3', 'ALB', 'ALCAM', 'ALDH1A1', 'AMBN', 'AMELX', 'AMOTL1', 'AMTN', 'ANGPT1', 'ANO8', 'ANXA5', 'APC2', 'APC', 'APLP2', 'APOA1', 'APOA2', 'APOA5', 'APOB', 'APOE', 'APOL1', 'APPL1', 'APP', 'ARHGAP32', 'ARMC7', 'ARPC5', 'ARVCF', 'AR', 'ATXN1', 'AXIN1', 'AXIN2', 'AXL', 'BCL2L1', 'BDNF', 'BMI1', 'BMP15', 'BMP2', 'BMP4', 'BMP7', 'BNIP2', 'BOC', 'BPIFB2', 'RGCC', 'GSKIP', 'C3', 'C4A', 'CABLES1', 'CADM1', 'CALU', 'CASP3', 'CAV1', 'CBLL1', 'CCNA2', 'CCNB1', 'CCND1', 'CD24', 'CD34', 'CD44', 'CD80', 'CDC42', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDK4', 'CDK5', 'CDK6', 'CDKN2A', 'CDON', 'CDX2', 'CEBPZ', 'CFL1', 'CHGB', 'CHL1', 'CHRDL1', 'CKAP4', 'CLDN11', 'CLDN3', 'CLDN4', 'CLDN7', 'CORT', 'CP', 'CREBBP', 'CRP', 'CSF1', 'CSK', 'CST3', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNB1', 'CTNND1', 'CTNND2', 'CTTN', 'CXCL12', 'CXCR4', 'CYLD', 'CYR61', 'DBN1', 'DDR1', 'DDR2', 'DKK1', 'DLG4', 'DLG5', 'DMP1', 'DNAJC3', 'DSP', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EFNB1', 'EFNB2', 'EFNB3', 'EGFR', 'EGF', 'EHMT2', 'EIF2AK3', 'ENAM', 'ENG', 'EPCAM', 'EPHA1', 'EPHA2', 'EPHA4', 'EPHB2', 'EPS8', 'ERBB2', 'ERBB4', 'ESR1', 'ESRP1', 'EXOC4', 'EZH2', 'EZR', 'F11R', 'F5', 'EVA1A', 'FAM20A', 'FAM20C', 'FBN1', 'FER', 'FGA', 'FGF13', 'FGF23', 'FGF2', 'FGFR1', 'FGFR4', 'FGG', 'FN1', 'FOXC2', 'FOXD3', 'FOXO1', 'FOXP4', 'FSTL1', 'FSTL3', 'FUCA2', 'GAA', 'GAPDH', 'GAS6', 'GATA4', 'GFAP', 'GJA10', 'GJA1', 'GJA3', 'GJB6', 'GJC1', 'GJC3', 'GJD3', 'GJD4', 'GLI1', 'GOLM1', 'GPC3', 'GRIA1', 'GRIA2', 'HGF', 'HMGA2', 'HNF4A', 'HRAS', 'HRC', 'HSP90B1', 'HSPA5', 'IARS2', 'IGF1R', 'IGF1', 'IGFBP1', 'IGFBP3', 'IGFBP4', 'IGFBP5', 'IGFBP7', 'IL1B', 'IL6', 'CXCL8', 'ILK', 'INADL', 'INS', 'INVS', 'IQGAP1', 'ISL1', 'ITGA6', 'ITGB1', 'ITIH2', 'ITPKB', 'JAG1', 'JAM3', 'JUN', 'JUP', 'KCNA5', 'KDR', 'KIAA2022', 'KIF5B', 'KIT', 'KLF4', 'KNG1', 'KRAS', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT8', 'KTN1', 'L1CAM', 'LAMB1', 'LAMB2', 'LAMC1', 'LEF1', 'LGALS1', 'LRP5', 'LRP6', 'LRRC7', 'LTBP1', 'LTBP3', 'MAP1B', 'MAP2K6', 'MAP2K7', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MATN3', 'MBTPS1', 'MCAM', 'MEF2A', 'MEF2C', 'MEF2D', 'MEN1', 'MEPE', 'MET', 'MFGE8', 'MFI2', 'MGAT4A', 'MIA3', 'MKI67', 'MLLT4', 'MMP14', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MPDZ', 'MPP5', 'MRAP', 'MRPL49', 'MSLN', 'MSN', 'MTHFD1', 'MUC1', 'MUC4', 'MXRA8', 'MYC', 'MYO10', 'MZF1', 'NANOG', 'NCAM1', 'NCSTN', 'NDRG1', 'NENF', 'NES', 'NFASC', 'NGF', 'NKX2-5', 'NLGN1', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTUM', 'NRCAM', 'NT5C', 'NT5E', 'NTRK2', 'NUCB1', 'NUMBL', 'NUMB', 'OLFM3', 'P4HB', 'PARD3', 'PAX6', 'PCSK9', 'PC', 'PDGFRB', 'PDIA4', 'PDIA6', 'PECAM1', 'PENK', 'PIK3CA', 'PIK3R1', 'PIP5K1C', 'PITX2', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PNPLA2', 'POU5F1', 'PPT2', 'PRKCDBP', 'PRKCSH', 'PROC', 'PROM1', 'PRPH', 'PRSS23', 'PSEN1', 'PTEN', 'PTK2', 'PTPN11', 'PTPN1', 'PTPN2', 'PTPRC', 'PTPRS', 'PVRL1', 'PVRL2', 'PVRL3', 'PXN', 'QSOX1', 'RAB11FIP1', 'RAB3D', 'RAB5A', 'RAC1', 'RCN1', 'RELN', 'REM1', 'RHOA', 'RHOB', 'RHOC', 'ROBO1', 'PTBP3', 'RPS6KB1', 'RUNX2', 'S100A14', 'S100A4', 'SARS2', 'SCARB2', 'SCG2', 'SCG3', 'SDC2', 'SEMA3A', 'SENP3', 'SERPINA10', 'SERPINA1', 'SERPINC1', 'SERPIND1', 'SERPINE1', 'SHH', 'SHISA5', 'SIRT7', 'SKP1', 'SLC2A1', 'SLC9A3R1', 'SLIT1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SNAI1', 'SNAI2', 'SNAI3', 'SOX10', 'SOX18', 'SOX1', 'SOX2', 'SOX4', 'SOX9', 'SP7', 'SPAG9', 'SPARCL1', 'SPARC', 'SPP1', 'SPP2', 'SRC', 'ST6GALNAC5', 'STAT3', 'STC2', 'SYP', 'TBX1', 'TCF3', 'TEK', 'TF', 'TGFB1', 'TGFBR1', 'TGM2', 'TGOLN2', 'THY1', 'TIMP1', 'TJP1', 'TJP3', 'TMEM132A', 'TNC', 'TNF', 'TNNT1', 'TP53', 'TRPS1', 'TSC2', 'TWIST1', 'TWIST2', 'USP9X', 'VANGL2', 'VCAM1', 'VCAN', 'VCL', 'VEGFA', 'VGF', 'VIM', 'VTN', 'VWA1', 'WFS1', 'WNT11', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT7A', 'XIRP1', 'ZBTB16', 'ZEB1', 'ZEB2', 'ZSCAN1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011628294333081435
		RMSE:  0.38156283556505555
		NRMSE:  0.1382574228440668
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.013534078125908788
		RMSE:  0.33551468363995024
		NRMSE:  0.17308132332546644
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  LinearRegression
		Pearson Correlation:  0.9408644504639473
		Spearman Correlation:  0.9237686573195413
		Coefficient of Determination:  0.8852259141468249
		RMSE:  0.1285220087925566
		NRMSE:  0.04656931980308595
		MAPE:  2932.324276169517
		Pearson Correlation:  0.06182788683947333
		Spearman Correlation:  0.05557425903066123
		Coefficient of Determination:  -64.84877951646172
		RMSE:  2.704370679765985
		NRMSE:  1.3950985719563704
		MAPE:  1927.0099157709365

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.002585392649835, tolerance: 0.007742718020581794
  positive)
		Pearson Correlation:  0.931577334828779
		Spearman Correlation:  0.9154994859726729
		Coefficient of Determination:  0.8677247759456378
		RMSE:  0.13797323166937148
		NRMSE:  0.04999392407760399
		MAPE:  2630.353978164566
		Pearson Correlation:  0.02087487547367158
		Spearman Correlation:  0.07329517824411777
		Coefficient of Determination:  -52.612950042818944
		RMSE:  2.4402100208593733
		NRMSE:  1.258826514000337
		MAPE:  1767.693228021766

	Predictor:  RandomForests
		Pearson Correlation:  0.550213109049189
		Spearman Correlation:  0.4891234906858902
		Coefficient of Determination:  0.1892807304488393
		RMSE:  0.34157873950022544
		NRMSE:  0.12376938165817286
		MAPE:  1003.40915529767
		Pearson Correlation:  0.17163326065502296
		Spearman Correlation:  0.1920048878414943
		Coefficient of Determination:  -0.004505765583519228
		RMSE:  0.33401699974633664
		NRMSE:  0.1723087159766088
		MAPE:  181.21785458783677

Protein:  CDH3
Protein Interaction Partners Count:  73
x_train_column_count:  74
x_train columns:  ['AIMP1', 'CLMP', 'BRCA1', 'CCND1', 'CD24', 'CD2AP', 'CD44', 'CDCP1', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH2', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CLDN1', 'CLDN7', 'CTNNA1', 'CTNNA3', 'CTNNB1', 'CTNND1', 'DPYD', 'DSP', 'ECM1', 'EGFR', 'EPCAM', 'ERBB2', 'ESR1', 'ESRP1', 'F11R', 'FN1', 'GALNT6', 'GATA3', 'HOXA9', 'IGF1R', 'ITGA9', 'JUP', 'KIRREL', 'KRT14', 'KRT15', 'KRT17', 'KRT4', 'KRT5', 'KRT8', 'LEF1', 'MKI67', 'NPHS1', 'NPHS2', 'PGR', 'PKP1', 'PKP2', 'PKP3', 'POU5F1', 'S100A4', 'SNAI1', 'SNAI2', 'SYNPO', 'TECR', 'TJP1', 'TP53', 'UMPS', 'VCL', 'ZEB1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006306553616452382
		RMSE:  0.206558346691537
		NRMSE:  0.1472115018398285
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056823148221427866
		RMSE:  0.21361844422784051
		NRMSE:  0.19012980777528213
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  LinearRegression
		Pearson Correlation:  0.5168390583924106
		Spearman Correlation:  0.5403178575375212
		Coefficient of Determination:  0.2671226122799535
		RMSE:  0.17627602933379624
		NRMSE:  0.12562968009877576
		MAPE:  434.55039857009865
		Pearson Correlation:  0.40637234139747885
		Spearman Correlation:  0.40395266773899924
		Coefficient of Determination:  -0.3251363019352176
		RMSE:  0.23920368452191157
		NRMSE:  0.21290179657325198
		MAPE:  926.9153647229047

	Predictor:  ElasticNet
		Pearson Correlation:  0.5143863073028511
		Spearman Correlation:  0.5380693649707703
		Coefficient of Determination:  0.2645859682308932
		RMSE:  0.17658083017538515
		NRMSE:  0.12584690777497978
		MAPE:  437.076637830486
		Pearson Correlation:  0.4769395563720625
		Spearman Correlation:  0.43205276873776494
		Coefficient of Determination:  -0.04374258463174607
		RMSE:  0.21229232364861633
		NRMSE:  0.18894950215267484
		MAPE:  876.9234503548818

	Predictor:  RandomForests
		Pearson Correlation:  0.5492470972367409
		Spearman Correlation:  0.5433468367086957
		Coefficient of Determination:  0.2574319733918553
		RMSE:  0.17743762712931946
		NRMSE:  0.12645753604723653
		MAPE:  435.61382629898475
		Pearson Correlation:  0.450451981096876
		Spearman Correlation:  0.3980673075724137
		Coefficient of Determination:  0.12512572123777044
		RMSE:  0.194361576653241
		NRMSE:  0.1729903489446223
		MAPE:  635.6356775073434

Protein:  PTEN
Protein Interaction Partners Count:  884
x_train_column_count:  876
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ABTB1', 'ACTB', 'ACTG1', 'ADM', 'AEBP1', 'AFP', 'AKT1S1', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDH1A1', 'ALK', 'AMHR2', 'ANXA2', 'ANXA5', 'APAF1', 'APC', 'ARAF', 'AREG', 'ARHGAP21', 'ARID1A', 'ARID2', 'ARL2BP', 'AR', 'ATF3', 'ATG12', 'ATG5', 'ATG7', 'ATM', 'ATRX', 'AURKA', 'AURKB', 'AXIN1', 'AXIN2', 'AXL', 'BAD', 'BAG5', 'BARD1', 'BAX', 'BBC3', 'BCAR1', 'BCL2L11', 'BCL2L1', 'BCL2L2', 'BCL6', 'BCR', 'BDNF', 'BECN1', 'BIRC3', 'BIRC5', 'BMI1', 'BMP2', 'BMP4', 'BMP7', 'BMPR1A', 'BNIP3', 'BRAF', 'BRCA1', 'BRCA2', 'BRD4', 'BTG2', 'BTK', 'SPRTN', 'CLHC1', 'CA9', 'CASP3', 'CASP6', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBL', 'CBX7', 'CCL2', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CD24', 'CD274', 'CD34', 'CD44', 'CD79A', 'CD79B', 'CDC14A', 'CDC20', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC27', 'CDC42', 'CDC7', 'CDH17', 'CDH1', 'CDH2', 'CDIPT', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CDX2', 'CENPC', 'CFL1', 'CFLAR', 'CFTR', 'CHD1', 'CHD8', 'CHEK1', 'CHEK2', 'CHKA', 'CHORDC1', 'CHUK', 'CLTCL1', 'CLTC', 'CNOT6L', 'CREB1', 'CREBBP', 'CRP', 'CSF1R', 'CSF1', 'CSK', 'CSN2', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTGF', 'CTLA4', 'CTNNB1', 'CUL1', 'CUL3', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP19A1', 'DAPK1', 'DAXX', 'DBN1', 'DCAF13', 'DDIT4', 'DDR2', 'DECR1', 'DEPTOR', 'DGCR8', 'DICER1', 'DLC1', 'DLG1', 'DLG4', 'DNM1L', 'DNMT1', 'DNMT3A', 'DNMT3B', 'DNTT', 'DOLPP1', 'DUSP1', 'DUSP6', 'DUT', 'DVL1', 'DYRK1A', 'E2F1', 'E2F2', 'E2F3', 'ECSCR', 'EGFR', 'EGF', 'EGR1', 'EIF2AK2', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF4A1', 'EIF4A2', 'EIF4EBP1', 'EIF4EBP2', 'EIF4E', 'EIF4G1', 'EML4', 'ENDOG', 'EP300', 'EPCAM', 'EPHA1', 'EPHA2', 'EPHA3', 'EPHA4', 'EPHA5', 'EPHA7', 'EPHB1', 'EPHB2', 'EPHB3', 'EPHB4', 'ERBB2', 'ERBB3', 'ERBB4', 'ERCC1', 'EREG', 'ESR1', 'ETS1', 'ETS2', 'ETV1', 'ETV6', 'EYA2', 'EZH2', 'EZR', 'FABP4', 'FASLG', 'FASN', 'FBXW7', 'FCGR1B', 'FGF2', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FIG4', 'FKBP1A', 'FLCN', 'FLT1', 'FLT3', 'FLT4', 'FMR1', 'FN1', 'FOS', 'FOXA1', 'FOXG1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FOXP1', 'FOXP3', 'FRK', 'FYN', 'FZR1', 'GADD45A', 'GAPDH', 'GATA3', 'GCK', 'GDF10', 'GDF2', 'GFAP', 'GJA1', 'GLI1', 'GNA11', 'GNAQ', 'GNAS', 'GNRHR', 'GRASP', 'GRB2', 'GRPR', 'GSK3A', 'GSK3B', 'GSTP1', 'H1F0', 'H2AFX', 'HAVCR2', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HES1', 'HGF', 'HIF1A', 'HIST1H2BA', 'HK1', 'HK2', 'HMGA2', 'HNF4A', 'HOXA9', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPA1A', 'HSPA1B', 'HSPA2', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPA9', 'ID1', 'ID4', 'IDH1', 'IDH2', 'IDO1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IKBKB', 'IKZF1', 'IL10', 'IL17A', 'IL21', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ILK', 'INPP4A', 'INPP4B', 'INPP5A', 'INPP5B', 'INPP5D', 'INPP5E', 'INPP5F', 'INPP5J', 'INPP5K', 'INPPL1', 'INSRR', 'INSR', 'INS', 'IPMK', 'IPO11', 'IQGAP1', 'IRAK1', 'IRS1', 'IRS2', 'ITGB1', 'ITPKA', 'ITPKB', 'ITPKC', 'ITPR3', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JARID2', 'JUN', 'KAT2B', 'KDM5B', 'KDM5C', 'KDM6A', 'KDR', 'KEAP1', 'ATG13', 'KIF11', 'KLLN', 'KITLG', 'KIT', 'KLF17', 'KLF2', 'KLF4', 'KLK3', 'KPNA1', 'KPNA2', 'KPNA5', 'KPNA6', 'KPNA7', 'KRAS', 'KRT14', 'KRT5', 'KRT8', 'LASP1', 'LATS1', 'LATS2', 'LCK', 'LDHA', 'LEF1', 'LEP', 'LGALS3', 'LIG4', 'LOX', 'LRIG1', 'LRP1B', 'LRRK2', 'LYN', 'LYPD1', 'MAGI1', 'MAGI2', 'MAGI3', 'MAN2C1', 'MAP1LC3B', 'MAP2K1', 'MAP2K2', 'MAP2K3', 'MAP2K4', 'MAP2K7', 'MAP3K1', 'MAP3K5', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK4', 'MAPK6', 'MAPK7', 'MAPK8', 'MAPK9', 'MAPKAP1', 'MAPT', 'MARCH2', 'MARCH3', 'MAST1', 'MAST2', 'MAST3', 'MAST4', 'MATK', 'MCL1', 'MCM2', 'MCM7', 'MCRS1', 'MDK', 'MDM2', 'MDM4', 'MECOM', 'MECP2', 'MED12', 'MEN1', 'MET', 'MGMT', 'MINPP1', 'MITF', 'MKI67', 'MKRN1', 'MLH1', 'MLH3', 'KMT2D', 'KMT2C', 'KMT2B', 'MLLT1', 'MLST8', 'MME', 'MMP2', 'MMP9', 'MOV10', 'MRAP', 'MRE11A', 'MSH2', 'MSH6', 'MTDH', 'MTMR2', 'MTOR', 'MTSS1', 'MUTYH', 'MVP', 'MYCN', 'MYC', 'MYLK', 'MYOCD', 'NANOG', 'NCKAP1', 'NCOA3', 'NCOR2', 'NDFIP1', 'NDFIP2', 'NDRG1', 'NDRG2', 'NEDD4L', 'NEDD4', 'NES', 'NF1', 'NF2', 'NFATC1', 'NFATC4', 'NFE2L2', 'NFKBIA', 'NGFR', 'NKX3-1', 'NLGN3', 'NLGN4X', 'NOS3', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NPM1', 'NR1H4', 'NR3C2', 'NRAS', 'NRP2', 'NTRK1', 'NTRK2', 'NUMB', 'OCRL', 'OLIG2', 'OTUD3', 'PALB2', 'PARD3', 'PARD6A', 'PARD6B', 'PARD6G', 'PARK2', 'PARK7', 'PARP1', 'PAX8', 'PBK', 'PBRM1', 'PCGF2', 'PCSK9', 'PDCD1', 'PDCD4', 'PDGFB', 'PDGFRA', 'PDGFRB', 'PDK1', 'PDK2', 'PDPK1', 'PDZK1', 'PECAM1', 'PGM3', 'PGR', 'PHF6', 'PHLPP1', 'PHLPP2', 'PI3', 'PI4K2A', 'PI4K2B', 'PI4KA', 'PI4KB', 'PIK3C2A', 'PIK3C2B', 'PIK3C2G', 'PIK3C3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3CG', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIK3R5', 'PIKFYVE', 'PINK1', 'PIP4K2A', 'PIP4K2B', 'PIP4K2C', 'PIP5K1A', 'PIP5K1B', 'PIP5K1C', 'PIP5KL1', 'PKM', 'PLCB1', 'PLCB2', 'PLCB3', 'PLCB4', 'PLCD1', 'PLCD3', 'PLCD4', 'PLCE1', 'PLCG1', 'PLCG2', 'PLCH1', 'PLCH2', 'PLCZ1', 'PLEKHA1', 'PLEK', 'PLK1', 'PLK2', 'PLK3', 'BPIFA1', 'PMAIP1', 'PML', 'PMPCA', 'PMS1', 'PMS2', 'POLE', 'POLI', 'POTEF', 'POU5F1', 'PPARG', 'PPM1D', 'PPP2R1A', 'PPP2R4', 'PPP2R5A', 'PPP2R5E', 'PPP3CA', 'PPP6C', 'PRDX1', 'PREX2', 'PRKAA1', 'PRKAA2', 'PRKCI', 'PRKCZ', 'PRKDC', 'PRMT5', 'PROM1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTER', 'PTGS2', 'PTK2B', 'PTK2', 'PTK6', 'PTPMT1', 'PTPN11', 'PTPN12', 'PTPN13', 'PTPN1', 'PTPRC', 'PTPRD', 'PTS', 'PXN', 'RAB7A', 'RAC1', 'RAC2', 'RAD51C', 'RAD51D', 'RAD51', 'RAD52', 'RAF1', 'RASA1', 'RASSF1', 'RB1CC1', 'RB1', 'RBL1', 'RBL2', 'RBM38', 'RBFOX2', 'RCN1', 'RECK', 'RELA', 'REL', 'REM1', 'RETN', 'RET', 'RHEB', 'RHOA', 'RHOB', 'RHOC', 'RICTOR', 'DROSHA', 'RNF146', 'ROCK1', 'ROCK2', 'ROS1', 'RPS27A', 'RPS6KA1', 'RPS6KA2', 'RPS6KA3', 'RPS6KB1', 'RPS6KB2', 'RPS6', 'RPTOR', 'RRAS2', 'RRAS', 'RRM1', 'RSL1D1', 'RUNX3', 'RWDD3', 'SACM1L', 'SALL4', 'SCAI', 'SCGB1D4', 'SCRIB', 'SDHB', 'SDHC', 'SERPINA1', 'SERPINA4', 'SERPINB5', 'SESN1', 'SESN2', 'SETD2', 'SGK1', 'SGK2', 'SGK3', 'SHANK2', 'SHARPIN', 'SHC1', 'SHFM1', 'SHH', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT5', 'SIRT6', 'SIRT7', 'SKP2', 'SLC25A16', 'SLC2A1', 'SLC2A4', 'SLC34A2', 'SLC9A3R1', 'SLC9A3R2', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMUG1', 'SMYD2', 'SNAI1', 'SNAI2', 'SNCA', 'SNX27', 'SOCS1', 'SOCS3', 'SOD2', 'SOS1', 'SOX2', 'SOX4', 'SOX9', 'SP1', 'SPOP', 'SPRY1', 'SPRY2', 'SRBD1', 'SRC', 'SREBF1', 'SRF', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STMN1', 'STUB1', 'STX16', 'SUCLG2', 'SUMO1', 'SYK', 'SYNJ1', 'SYNJ2', 'TACSTD2', 'TBX1', 'TBX2', 'TBX3', 'TCF7L2', 'TCHP', 'TEP1', 'TERT', 'TET1', 'TGFB1', 'TGFBR1', 'TGFBR2', 'TGM2', 'THBS1', 'TIMP1', 'TIMP3', 'TJP1', 'TLR4', 'TMEM55A', 'TMEM55B', 'TMPRSS2', 'TNFRSF10B', 'TNFSF10', 'TNF', 'TNKS2', 'TNKS', 'TNPO2', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TOP1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TPM1', 'TRAF6', 'TRIM27', 'TRIM29', 'TSC1', 'TSC2', 'TTN', 'TUT1', 'TWIST1', 'TWSG1', 'TXN', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2E1', 'UBE2I', 'UBE2L3', 'UBE3A', 'ULK1', 'ULK2', 'USP10', 'USP13', 'USP18', 'USP28', 'USP7', 'USP8', 'UTF1', 'UVRAG', 'VCL', 'VDR', 'VEGFA', 'VHL', 'WDR18', 'WDTC1', 'WEE1', 'WIPI1', 'WIPI2', 'WNT1', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT9A', 'WNT9B', 'WT1', 'WWP1', 'WWP2', 'XIAP', 'XPO1', 'XPO5', 'YAP1', 'YES1', 'YWHAB', 'YWHAZ', 'YY1', 'ZEB1', 'ZEB2', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04663541191913323
		RMSE:  0.5747314783713694
		NRMSE:  0.11117523181123673
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02346833201832421
		RMSE:  0.7542692946958974
		NRMSE:  0.11793750210239971
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  3.521472388843537e-14
		NRMSE:  6.8118856175401135e-15
		MAPE:  3.5936001598253014e-11
		Pearson Correlation:  0.06114067959069788
		Spearman Correlation:  0.03686579633162509
		Coefficient of Determination:  -2.3326552753769865
		RMSE:  1.3610824070975496
		NRMSE:  0.2128187643026424
		MAPE:  3315.4764878460396

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.4564891978452113, tolerance: 0.016979184196949017
  positive)
		Pearson Correlation:  0.9999700930024562
		Spearman Correlation:  0.9999183150994266
		Coefficient of Determination:  0.9999340768904383
		RMSE:  0.004561273504917791
		NRMSE:  0.0008823261964016154
		MAPE:  4.551411761633922
		Pearson Correlation:  0.07712496900509407
		Spearman Correlation:  0.026885622015237098
		Coefficient of Determination:  -2.3952394619722104
		RMSE:  1.3738029000517264
		NRMSE:  0.2148077398251468
		MAPE:  1975.7907436226926

	Predictor:  RandomForests
		Pearson Correlation:  0.608299597331999
		Spearman Correlation:  0.56824097230616
		Coefficient of Determination:  0.2836381712611429
		RMSE:  0.4754813534787179
		NRMSE:  0.0919764301839055
		MAPE:  168.30918216911732
		Pearson Correlation:  0.43538911669612135
		Spearman Correlation:  0.4725719772066984
		Coefficient of Determination:  0.14202527403410892
		RMSE:  0.6905998365003235
		NRMSE:  0.10798214940197381
		MAPE:  148.10205154417665

Protein:  BRCA2
Protein Interaction Partners Count:  361
x_train_column_count:  351
x_train columns:  ['ABL1', 'ACHE', 'ADRB1', 'ADRB2', 'AKT1', 'ALK', 'APEX1', 'ARID1A', 'ARPC1A', 'AR', 'ATAD5', 'ATM', 'ATRIP', 'ATRX', 'ATR', 'AURKA', 'AURKB', 'B3GALTL', 'BACH1', 'BARD1', 'BCCIP', 'BCHE', 'BDNF', 'BECN1', 'BIRC5', 'BLM', 'BMI1', 'BRCA1', 'BRCC3', 'BRE', 'BRIP1', 'SLX4', 'BUB1B', 'BUB1', 'BUB3', 'SFR1', 'RHNO1', 'RMI2', 'BABAM1', 'MMS22L', 'CASC1', 'CASC5', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCNE1', 'CDC25A', 'CDC25C', 'CDC45', 'CDC6', 'CDH1', 'CDK12', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CENPE', 'CENPF', 'CEP55', 'CHEK1', 'CHEK2', 'CHRNA1', 'CLSPN', 'CNTROB', 'CREM', 'CSMD3', 'CTNNB1', 'CYP19A1', 'DMC1', 'DNA2', 'DSN1', 'DYNC1LI2', 'EGFR', 'EGF', 'ELAC2', 'EME1', 'EME2', 'ENAM', 'EPCAM', 'ERBB2', 'ERBB3', 'ERCC1', 'ERCC2', 'ERCC4', 'ERCC5', 'ERCC6', 'ERCC8', 'ESPL1', 'ESR1', 'EXO1', 'EZH2', 'FAM175A', 'FANCA', 'FANCB', 'FANCC', 'FANCD2', 'FANCE', 'FANCF', 'FANCG', 'FANCI', 'FANCL', 'FANCM', 'FBN1', 'FBXO18', 'FBXW7', 'FEN1', 'FGFR2', 'FHIT', 'FLNA', 'FOXM1', 'GAPDH', 'GEN1', 'SLX1B', 'H2AFX', 'HELQ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2BE', 'HIST3H3', 'HMG20A', 'HMG20B', 'HMMR', 'HNRNPC', 'HOXB13', 'HRAS', 'HUS1', 'ITPKB', 'KAT2B', 'KAT5', 'KEAP1', 'SPIDR', 'KIF23', 'KIF4A', 'KIT', 'KLK3', 'KRAS', 'KRT5', 'LIG1', 'LIG3', 'LIG4', 'LIMD1', 'LSP1', 'MAD2L2', 'MAGED1', 'MAMSTR', 'MAP2K2', 'MAP3K1', 'MCM10', 'MCPH1', 'MDC1', 'MDM2', 'MDM4', 'MEN1', 'MGMT', 'MKI67', 'MLH1', 'MLH3', 'KMT2C', 'MND1', 'MORF4L1', 'MRE11A', 'MRPL36', 'MSH2', 'MSH3', 'MSH4', 'MSH5', 'MSH6', 'MTA2', 'FAN1', 'MUC1', 'MUS81', 'MUTYH', 'MYC', 'NBN', 'NCAPG', 'NEDD4', 'NF1', 'NHEJ1', 'NNT', 'NOTCH1', 'NSL1', 'NSMCE4A', 'OBFC1', 'OGG1', 'PALB2', 'PARG', 'PARP1', 'PARP2', 'PARP3', 'PAXIP1', 'PCNA', 'PDLIM7', 'PDS5A', 'PDS5B', 'PGR', 'PIK3CA', 'PLCB4', 'PLEC', 'PLEKHH1', 'PLK1', 'PMS1', 'PMS2', 'PNOC', 'POLD1', 'POLD2', 'POLD3', 'POLD4', 'POLE2', 'POLE3', 'POLE4', 'POLE', 'POLH', 'POLK', 'POLN', 'POLQ', 'PRDM9', 'PRKDC', 'PRSS1', 'PSMC3IP', 'PSMD3', 'PSMD6', 'PTEN', 'RAD17', 'RAD18', 'RAD1', 'RAD21', 'RAD23B', 'RAD50', 'RAD51AP1', 'RAD51C', 'RAD51B', 'RAD51D', 'RAD51', 'RAD52', 'RAD54B', 'RAD54L', 'RAD9A', 'RAD9B', 'RAG2', 'RASSF1', 'RBBP8', 'RBMX', 'RECQL4', 'RECQL5', 'RECQL', 'RET', 'REV1', 'REV3L', 'RFC1', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RMI1', 'RNF168', 'RNF8', 'RPA1', 'RPA2', 'RPA3', 'RPS27A', 'RTEL1', 'SHFM1', 'SKP2', 'SMAD2', 'SMAD3', 'SMAD4', 'SMARCA4', 'SMARCAL1', 'SMARCB1', 'SMC1A', 'SMC2', 'SMC3', 'SMC4', 'SMC5', 'SMC6', 'SMUG1', 'SNAI2', 'SP1', 'SPO11', 'STAT5A', 'STK11', 'STRA13', 'SUV39H1', 'SYCP3', 'TBCE', 'TDP1', 'TERT', 'TEX15', 'TMPRSS2', 'TNS1', 'TOP1', 'TOP2A', 'TOP3A', 'TOP3B', 'TOPBP1', 'TOX3', 'TP53BP1', 'TP53', 'TPX2', 'TRIP12', 'PRSS58', 'TTK', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2D1', 'UBE2E2', 'UBE2E3', 'UBE2N', 'UBE2T', 'UIMC1', 'USF1', 'USP11', 'USP15', 'USP1', 'USP21', 'USP4', 'UVRAG', 'VEGFA', 'VWF', 'WDR48', 'WDTC1', 'WEE1', 'WRN', 'WT1', 'WTIP', 'XPA', 'XPO1', 'XRCC1', 'XRCC2', 'XRCC3', 'XRCC4', 'XRCC5', 'XRCC6', 'ZFYVE26', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015699866052385492
		RMSE:  0.1919477679021074
		NRMSE:  0.12365776640496533
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0014129332580739007
		RMSE:  0.2082543553514594
		NRMSE:  0.20232423210836328
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  LinearRegression
		Pearson Correlation:  0.8392616558044157
		Spearman Correlation:  0.803151973960087
		Coefficient of Determination:  0.7043601269035696
		RMSE:  0.10428549787886415
		NRMSE:  0.06718344202213829
		MAPE:  206.30477906557215
		Pearson Correlation:  0.10309218646365005
		Spearman Correlation:  0.03354405915285727
		Coefficient of Determination:  -2.4988092848982024
		RMSE:  0.38926703757762654
		NRMSE:  0.378182508260511
		MAPE:  1722.892010676053

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3.363380961735279, tolerance: 0.001979097117455079
  positive)
		Pearson Correlation:  0.8255991240555551
		Spearman Correlation:  0.785883553464527
		Coefficient of Determination:  0.6814202702064829
		RMSE:  0.10825587760290711
		NRMSE:  0.06974126436006256
		MAPE:  195.41756907560122
		Pearson Correlation:  0.10813140326968133
		Spearman Correlation:  0.07916058803725733
		Coefficient of Determination:  -1.8285098695292863
		RMSE:  0.3499986297348915
		NRMSE:  0.3400322835053497
		MAPE:  1469.3813178537316

	Predictor:  RandomForests
		Pearson Correlation:  0.5689664804559879
		Spearman Correlation:  0.4743332344252423
		Coefficient of Determination:  0.18695680708568396
		RMSE:  0.17294150113636997
		NRMSE:  0.11141343284675148
		MAPE:  143.06895102424457
		Pearson Correlation:  0.202703572915966
		Spearman Correlation:  0.2607339243631467
		Coefficient of Determination:  0.03292509222128148
		RMSE:  0.20465273469918463
		NRMSE:  0.1988251689959144
		MAPE:  206.63029933075143

Protein:  CDKN2A
Protein Interaction Partners Count:  612
x_train_column_count:  605
x_train columns:  ['ABCC1', 'ABL1', 'ACAP1', 'ACAP2', 'ACP5', 'ACTA1', 'ACTB', 'ACTG1', 'ADAMTS9', 'ADAP1', 'AFP', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALK', 'ANKRD12', 'ANXA5', 'AP3D1', 'AP3S1', 'AP3S2', 'APAF1', 'APBA1', 'APBA2', 'ARAP1', 'ARAP2', 'ARF1', 'ARF3', 'ARF4', 'ARF5', 'ARF6', 'ARFGAP1', 'ARFGAP3', 'ARFIP2', 'ARFRP1', 'ARID1A', 'ARID2', 'ARID5B', 'ARL10', 'ARL1', 'ARL2', 'ARL3', 'ARL4A', 'ARL5A', 'AR', 'ASAP1', 'ATM', 'ATRX', 'ATR', 'AURKA', 'AURKB', 'AXIN1', 'BAP1', 'BCL2L11', 'BCL2L1', 'BCL6', 'BECN1', 'BIRC5', 'BMI1', 'BRAF', 'BRCA1', 'BRCA2', 'BUB1B', 'RGCC', 'C1QBP', 'RABL6', 'CACNA1G', 'CADM1', 'CAMK1D', 'CASP3', 'CASP8', 'CASP9', 'CAV1', 'CBX7', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNL1', 'CD274', 'CD34', 'CD44', 'CDC123', 'CDC20', 'CDC25A', 'CDC25C', 'CDC42', 'CDC45', 'CDC5L', 'CDC6', 'CDC7', 'CDH13', 'CDH17', 'CDH1', 'CDH2', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK5RAP3', 'CDK6', 'CDK7', 'CDKAL1', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2AIP', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDX2', 'CEACAM5', 'CEBPB', 'CEBPE', 'CHEK1', 'CHEK2', 'CHFR', 'CHKA', 'COMMD1', 'CRABP1', 'CREBBP', 'CSF1R', 'CSF1', 'CSF2', 'CTBP1', 'CTBP2', 'CTCF', 'CTLA4', 'CTNNB1', 'CTSK', 'CUL1', 'CUL3', 'CXCR4', 'CYCS', 'CYLD', 'CYTH1', 'CYTH2', 'CYTH3', 'DAB2IP', 'DAP', 'DAXX', 'DICER1', 'DIRAS3', 'DLEC1', 'DMTF1', 'DNAH3', 'DNMT1', 'DNMT3A', 'DNMT3B', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EBF1', 'EGFR', 'EGF', 'EGR1', 'EHF', 'EHMT2', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EP300', 'EPCAM', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ETS1', 'ETV6', 'EWSR1', 'EZH1', 'EZH2', 'FAT1', 'FBXW7', 'FGF2', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FKBP2', 'FLT3', 'FMN2', 'FN1', 'FOS', 'FOXA1', 'FOXM1', 'FOXN2', 'FOXO1', 'FOXO3', 'FTO', 'FZR1', 'GADD45A', 'GAPDH', 'GATA3', 'GATA4', 'GATA5', 'GBF1', 'GDF15', 'GGA1', 'GGA2', 'GGA3', 'GIT1', 'GIT2', 'GLI1', 'GLTSCR2', 'GMNN', 'GNA11', 'GNAQ', 'GNAS', 'GNL3', 'GOLPH3', 'GP5', 'GSPT1', 'GSTP1', 'H2AFX', 'H2AFZ', 'H3F3A', 'H3F3B', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HDAC9', 'HELLS', 'HGF', 'HHEX', 'HIC1', 'HIF1A', 'HIST1H2BA', 'HIST1H4A', 'HIST1H4B', 'HIST1H4C', 'HIST1H4D', 'HIST1H4E', 'HIST1H4F', 'HIST1H4H', 'HIST1H4I', 'HIST1H4J', 'HIST1H4K', 'HIST1H4L', 'HIST2H2AA3', 'HIST2H2AC', 'HIST2H4A', 'HIST4H4', 'HLTF', 'HMGA2', 'HNF4A', 'HNRNPD', 'HOPX', 'HOXA9', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPA4', 'HSPA9', 'HUWE1', 'ID1', 'IDH1', 'IDH2', 'IGF1R', 'IGF1', 'IGF2BP2', 'IGF2R', 'IGF2', 'IGFBP3', 'IKBKB', 'IKZF1', 'IL10', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ING1', 'ING4', 'INS', 'IQSEC1', 'IRS1', 'ISOC2', 'ITGAM', 'JAK1', 'JAK2', 'JAK3', 'JAZF1', 'JUNB', 'JUN', 'KAT2B', 'KAT5', 'KCNJ11', 'KCNQ1', 'KDM1A', 'KDM2B', 'KDM6A', 'KDM6B', 'KDR', 'KEAP1', 'KIAA1549', 'KIT', 'KLF4', 'KRAS', 'KRT19', 'KRT20', 'KRT5', 'KRT7', 'LATS2', 'LOX', 'LRRK2', 'MACROD2', 'MAF', 'MAP2K1', 'MAP2K4', 'MAP2K6', 'MAP2K7', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MAPK9', 'MAX', 'MC1R', 'MCL1', 'MCM10', 'MCM2', 'MCM5', 'MCM7', 'MDM2', 'MDM4', 'MEN1', 'MEOX1', 'MEOX2', 'MET', 'MGMT', 'MITF', 'MKRN1', 'MLANA', 'MLH1', 'KMT2D', 'KMT2C', 'KMT2B', 'MLLT3', 'MME', 'MMP2', 'MMP7', 'MMP9', 'MOV10', 'MRAS', 'MSH2', 'MSH6', 'MTA1', 'MTAP', 'MTHFR', 'MTNR1B', 'MTOR', 'MUC1', 'MYBL2', 'MYCL', 'MYCN', 'MYC', 'MYOD1', 'KAT6A', 'NANOG', 'NCAM1', 'NCL', 'NCOR1', 'NES', 'NEUROG1', 'NF1', 'NF2', 'NFATC1', 'NFE2L2', 'NKX2-1', 'NME1', 'NOTCH1', 'NOTCH2', 'NPM1', 'NRAS', 'NSUN2', 'ORC4', 'ORC5', 'OSBP2', 'P2RY8', 'PA2G4', 'PALB2', 'PARP1', 'PAX3', 'PAX5', 'PAX8', 'PBRM1', 'PCGF2', 'PDGFB', 'PDGFRA', 'PDGFRB', 'PEX19', 'PGR', 'PHLDB1', 'PI3', 'PIAS2', 'PIGF', 'PIK3CA', 'PIK3R1', 'PIP4K2A', 'PLEKHA3', 'PLEKHA8', 'PLEK', 'PLK1', 'PMAIP1', 'PML', 'PMS2', 'POTEF', 'POU5F1', 'PPARA', 'PPARG', 'PPM1D', 'PPP1R9B', 'PPP3CA', 'PRDM2', 'PRMT6', 'PROM1', 'PRSS1', 'PSMC3', 'PSMD10', 'PSME3', 'PTCH1', 'PTEN', 'PTER', 'PTF1A', 'PTGS2', 'PTPN11', 'PTPRC', 'PTPRD', 'PXN', 'RAB11A', 'RAB5A', 'RABEP1', 'RABGEF1', 'RAC2', 'RAD51', 'RAF1', 'RAP2B', 'RARB', 'RASSF1', 'RASSF2', 'RB1', 'RBL1', 'RBL2', 'RCC1', 'RELA', 'RELB', 'REL', 'RET', 'RHOA', 'DROSHA', 'RNF2', 'RNF43', 'ROS1', 'RPL11', 'RPRM', 'RPS27A', 'RPS6KB1', 'RRAS2', 'RRAS', 'RTEL1', 'RUNX2', 'RUNX3', 'SDHC', 'SENP1', 'SENP3', 'SERPINE1', 'SERTAD1', 'SETD2', 'SFN', 'SFRP1', 'SFRP2', 'SHH', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT4', 'SIRT5', 'SIRT6', 'SIRT7', 'SIVA1', 'SIX2', 'SKP2', 'SLC30A8', 'SMAD2', 'SMAD3', 'SMAD4', 'SMARCA4', 'SMARCB1', 'SMUG1', 'SNAI1', 'SNAI2', 'SNCA', 'SOCS1', 'SOX2', 'SP1', 'SPEN', 'SRC', 'STAT1', 'STAT3', 'STK11', 'STK25', 'STK33', 'STMN1', 'SUB1', 'SUMO1', 'SUMO2', 'SUMO3', 'SUV39H1', 'SUZ12', 'SYNE1', 'SYP', 'TBL1XR1', 'TBRG1', 'TBX2', 'TBX3', 'TCF7L2', 'TCHP', 'TERT', 'TET2', 'TFDP1', 'TFPI2', 'TGFBR2', 'THADA', 'THBS1', 'TIMP3', 'TMCO1', 'TMEM115', 'TNFRSF10B', 'TNFSF11', 'TNF', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOP1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TP73', 'TRADD', 'TRIM28', 'TRIP12', 'PRSS58', 'TSC2', 'TSPAN8', 'TTF1', 'TWIST1', 'TWSG1', 'TYR', 'UBA52', 'UBB', 'UBC', 'UBE2A', 'UBE2I', 'UBE3A', 'UCHL1', 'USP7', 'UTF1', 'VEGFA', 'VHL', 'WDTC1', 'WEE1', 'WFS1', 'WHSC1', 'WIF1', 'WRN', 'WT1', 'WWOX', 'XRCC1', 'YY1', 'ZBTB17', 'ZBTB7A', 'ZEB1', 'ZFP91', 'ZNF148', 'ZNF217', 'ZNF227', 'ZNF410', 'ZNF420', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06343046233027927
		RMSE:  0.6950010485750925
		NRMSE:  0.15711564339891315
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10006794882547432
		RMSE:  0.6614783461565592
		NRMSE:  0.1993004959796804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6739550183850767
		NRMSE:  0.1523578655781794
		MAPE:  281.71125082022354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0022276354551518107
		RMSE:  0.6313774446715202
		NRMSE:  0.19023122768048215
		MAPE:  197.14658329930893

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  8.725955902836064e-14
		NRMSE:  1.97263612588133e-14
		MAPE:  6.490722707927105e-11
		Pearson Correlation:  0.3051350798756952
		Spearman Correlation:  0.24306786867666683
		Coefficient of Determination:  -13.363765471162095
		RMSE:  2.3902318488972836
		NRMSE:  0.720166269628588
		MAPE:  915.1079270957451

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.4622331240217268, tolerance: 0.024436786734185888
  positive)
		Pearson Correlation:  0.998366831486105
		Spearman Correlation:  0.9974778437890683
		Coefficient of Determination:  0.9967088098623494
		RMSE:  0.03866405482619053
		NRMSE:  0.00874060242481983
		MAPE:  23.98408547936439
		Pearson Correlation:  0.17214450052651217
		Spearman Correlation:  0.12880709235776008
		Coefficient of Determination:  -6.5154893026709475
		RMSE:  1.7289582515708966
		NRMSE:  0.5209274635645967
		MAPE:  929.6917015373613

	Predictor:  RandomForests
		Pearson Correlation:  0.6873680498249779
		Spearman Correlation:  0.6297196272054022
		Coefficient of Determination:  0.4621442326374321
		RMSE:  0.4942695162171567
		NRMSE:  0.11173720271666251
		MAPE:  178.0013051338801
		Pearson Correlation:  0.6006430571555817
		Spearman Correlation:  0.5016203464141189
		Coefficient of Determination:  0.34018642908131047
		RMSE:  0.5122907309142629
		NRMSE:  0.15435092826582192
		MAPE:  134.0557593536924

Protein:  TP53
Protein Interaction Partners Count:  1000
x_train_column_count:  991
x_train columns:  ['ABCB1', 'ABCC1', 'ABL1', 'ACTB', 'ACTL6A', 'ADAM17', 'AFP', 'AGT', 'AICDA', 'AIFM2', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALK', 'ANKRD2', 'ANXA1', 'ANXA2', 'ANXA5', 'APAF1', 'APBB1', 'APC', 'APEX1', 'APOBEC3B', 'APP', 'ARID1A', 'ARID3A', 'AR', 'ASF1A', 'ASXL1', 'ATF2', 'ATF3', 'ATG7', 'ATM', 'ATN1', 'ATRIP', 'ATRX', 'ATR', 'ATXN3', 'AURKA', 'AURKB', 'AXIN1', 'AXL', 'BACE1', 'BAG1', 'BAG2', 'BAIAP2L1', 'BAK1', 'BANP', 'BARD1', 'BAX', 'BBC3', 'BCL2A1', 'BCL2L11', 'BCL2L12', 'BCL2L14', 'BCL2L1', 'BCL2L2', 'BCL2', 'BCL6', 'BCR', 'BDNF', 'BECN1', 'BID', 'BIRC3', 'BIRC5', 'BIRC6', 'BLM', 'BMF', 'BMI1', 'BMX', 'BNIP3L', 'BNIP3', 'BRCA1', 'BRCA2', 'BRCC3', 'BRD1', 'BRD4', 'BRD7', 'BRE', 'BRIP1', 'BRPF1', 'BRPF3', 'BTG2', 'BTK', 'BUB1B', 'BUB1', 'RHNO1', 'RGCC', 'RMI2', 'CNOT11', 'SETD9', 'CA9', 'CABIN1', 'CABLES1', 'CAPN1', 'CARM1', 'CASP10', 'CASP1', 'CASP2', 'CASP3', 'CASP6', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBX2', 'CBX4', 'CBX6', 'CBX8', 'CCDC106', 'CCL2', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNG2', 'CCNH', 'CCNK', 'CCT2', 'CCT3', 'CCT4', 'CCT5', 'CCT6A', 'CCT6B', 'CCT7', 'CCT8', 'CD24', 'CD274', 'CD34', 'CD40LG', 'CD40', 'CD44', 'CD82', 'CDC20', 'CDC25A', 'CDC25C', 'CDH17', 'CDH1', 'CDK12', 'CDK13', 'CDK1', 'CDK2', 'CDK4', 'CDK5R1', 'CDK5', 'CDK6', 'CDK7', 'CDK8', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CEACAM5', 'CEBPB', 'CENPJ', 'CFL1', 'CFLAR', 'CHD3', 'CHD4', 'CHD8', 'CHEK1', 'CHEK2', 'CHUK', 'CISH', 'CITED2', 'CLSPN', 'CLU', 'CNOT10', 'CNOT1', 'CNOT2', 'CNOT3', 'CNOT4', 'CNOT6L', 'CNOT6', 'CNOT7', 'CNOT8', 'COPS5', 'CREB1', 'CREBBP', 'CRYAB', 'CSNK1A1', 'CSNK1D', 'CSNK1E', 'CSNK1G1', 'CSNK1G2', 'CSNK1G3', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTBP1', 'CTCF', 'CTGF', 'CTNNB1', 'CUL4A', 'CUL7', 'CUL9', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP1A1', 'DACH1', 'DAPK1', 'DAP', 'DAXX', 'DDB1', 'DDB2', 'DDIT4', 'DDX17', 'DDX3X', 'DDX5', 'DECR1', 'DGCR8', 'DHCR24', 'DHFR', 'DIABLO', 'DICER1', 'DKK1', 'DMTF1', 'DNA2', 'DNAJA3', 'DNAJB1', 'DNMT1', 'DNMT3A', 'DNTT', 'DPYD', 'DRAM1', 'DTL', 'DUSP1', 'DUSP2', 'DYRK1A', 'DYRK2', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F7', 'E2F8', 'E4F1', 'EED', 'EEF1A1', 'EEF1A2', 'EGFR', 'EGF', 'EGR1', 'EHMT1', 'EHMT2', 'EI24', 'EIF2AK2', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF4EBP1', 'ELANE', 'ELAVL1', 'ELL3', 'ELL', 'EP300', 'EP400', 'EPCAM', 'EPHA2', 'EPHA3', 'EPHB2', 'ERBB2', 'ERBB4', 'ERCC1', 'ERCC2', 'ERCC3', 'ERCC6', 'ESR1', 'ETS1', 'ETS2', 'EWSR1', 'EXO1', 'EZH2', 'F2', 'FADD', 'AMER1', 'FAM175B', 'FANCC', 'FANCD2', 'FASLG', 'FAS', 'FBL', 'FBXO11', 'FBXO4', 'FBXW7', 'FGF1', 'FGF2', 'FGFR3', 'FHIT', 'FHL2', 'FLT3', 'FN1', 'FOSL1', 'FOS', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FSCN1', 'FUT4', 'FZR1', 'G3BP1', 'G6PD', 'GADD45A', 'GADD45B', 'GADD45G', 'GAPDH', 'GATAD2A', 'GATAD2B', 'GDF15', 'GFI1', 'GLS2', 'GLTSCR2', 'GNL3', 'GRAMD4', 'GRB10', 'GRB14', 'GSK3B', 'GSTP1', 'GTF2H1', 'GTSE1', 'H1F0', 'H2AFX', 'HAMP', 'HCK', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC5', 'HDAC7', 'HDAC8', 'HDAC9', 'HERC5', 'HIC1', 'HIF1A', 'HIPK1', 'HIPK2', 'HIPK3', 'HIPK4', 'HIRA', 'HIST1H1A', 'HIST1H1B', 'HIST1H1C', 'HIST1H1D', 'HIST1H1E', 'HK2', 'HMGA1', 'HMGA2', 'HMGB1', 'HMGB2', 'HMMR', 'HMOX1', 'HNF4A', 'HNRNPK', 'HNRNPL', 'HOXA5', 'HPGDS', 'HRAS', 'HSF1', 'HSP90AA1', 'HSP90AB1', 'HSP90B1', 'HSPA1A', 'HSPA1B', 'HSPA1L', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPA9', 'HSPB1', 'HSPB2', 'HTT', 'HUS1', 'HUWE1', 'ICAM1', 'ID2', 'ID4', 'IDH1', 'IDH2', 'IFI16', 'IFNAR1', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IGFBP7', 'IKBKB', 'IL17A', 'IL4', 'IL6', 'CXCL8', 'ING1', 'ING2', 'ING3', 'ING4', 'ING5', 'INSIG1', 'INS', 'IRF1', 'ISG15', 'ITPKB', 'JAG1', 'JAK2', 'JMY', 'JUN', 'KAT2A', 'KAT2B', 'KAT5', 'KDM1A', 'KDM6A', 'KDM6B', 'KDR', 'KHDRBS1', 'CCAR2', 'KIT', 'KLF2', 'KLF4', 'KLF5', 'KLF6', 'KLK3', 'KPNA2', 'KRAS', 'KRT14', 'KRT17', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'L3MBTL1', 'LAMA4', 'LEP', 'LGALS7B', 'LGALS7', 'LIF', 'LIG4', 'LIN28A', 'PIDD1', 'LRRK2', 'LYN', 'MAF1', 'MAF', 'MAGEA2', 'MAP1LC3B', 'MAP2K1', 'MAP2K3', 'MAP2K7', 'MAP3K1', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MAPK9', 'MAPKAPK5', 'MBD3', 'MCL1', 'MCM7', 'MDC1', 'MDH1', 'MDM2', 'MDM4', 'MEAF6', 'MECOM', 'MELK', 'MET', 'MGMT', 'MIF', 'MKI67', 'MKRN1', 'MLH1', 'KMT2D', 'KMT2C', 'MMP13', 'MMP1', 'MMP2', 'MMP9', 'MOV10', 'MRE11A', 'MSH2', 'MSH6', 'MSX1', 'MT1A', 'MT2A', 'MTA1', 'MTA2', 'MTA3', 'MTOR', 'MUC1', 'MUTYH', 'MYBBP1A', 'MYB', 'MYCN', 'MYC', 'MYOCD', 'KAT8', 'KAT6A', 'NANOG', 'NBN', 'NCL', 'NCOA3', 'NCOR1', 'NCOR2', 'NDN', 'NDRG1', 'NEDD8', 'NES', 'NEUROD1', 'NF1', 'NF2', 'NFE2L2', 'NFKB1', 'NFKB2', 'NFKBIA', 'NFKBIB', 'NFYA', 'NFYB', 'NFYC', 'NGFR', 'NKX2-1', 'NLK', 'NLRC4', 'NME1', 'NOC2L', 'NOS3', 'NOTCH1', 'NOTCH3', 'NOTCH4', 'NOX4', 'NPM1', 'NQO1', 'NR1I2', 'NR2E1', 'NR3C1', 'NR4A1', 'NR4A2', 'NRAS', 'NUAK1', 'NUMB', 'NUPR1', 'OGG1', 'OLIG2', 'OPN1SW', 'OSGIN1', 'OTUB1', 'OTUB2', 'OTUD5', 'PADI4', 'PALB2', 'PARK2', 'PARK7', 'PARP1', 'PATZ1', 'PAX2', 'PAX3', 'PAX8', 'PBK', 'PBRM1', 'PCBP4', 'PCNA', 'PDCD4', 'PDCD5', 'PDGFRA', 'PDGFRB', 'PDLIM7', 'PER2', 'PERP', 'PGR', 'PHB', 'PHC1', 'PHC2', 'PHC3', 'PHF20', 'PHGDH', 'PI3', 'PIAS1', 'PIAS2', 'PIAS4', 'PIK3CA', 'PIN1', 'PKM', 'PLAGL1', 'PLAU', 'PLK1', 'PLK2', 'PLK3', 'PLK4', 'PMAIP1', 'PML', 'PMS2', 'POLI', 'POLK', 'POU4F1', 'POU4F2', 'POU5F1', 'PPARGC1A', 'PPARG', 'PPIF', 'PPM1D', 'PPP1R13B', 'PPP1R13L', 'PPP1R15A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R4', 'PPP2R5C', 'PRDM1', 'PRDM2', 'PRDX1', 'PRELID1', 'PRIMA1', 'PRKAA1', 'PRKAA2', 'PRKAB1', 'PRKAB2', 'PRKAG1', 'PRKAG2', 'PRKAG3', 'PRKCA', 'PRKCD', 'PRKCZ', 'PRKD1', 'PRKDC', 'PRKG1', 'PRMT1', 'PRMT5', 'PROM1', 'PSEN1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTBP1', 'PTCH1', 'PTEN', 'PTGS2', 'PTK2', 'PTTG1', 'RABGGTA', 'RABGGTB', 'RAD17', 'RAD1', 'RAD50', 'RAD51', 'RAD9A', 'RAD9B', 'RASSF1', 'RB1CC1', 'RB1', 'RBBP4', 'RBBP6', 'RBBP7', 'RBBP8', 'RBL1', 'RBL2', 'RBM38', 'RBPJ', 'RCHY1', 'RCOR1', 'RECQL4', 'RELA', 'REM1', 'REST', 'RET', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RFFL', 'RFWD2', 'RING1', 'RMI1', 'DROSHA', 'RNF20', 'RNF2', 'RNF34', 'RNF43', 'ROCK1', 'RPA1', 'RPA2', 'RPA3', 'RPL11', 'RPL22', 'RPL26', 'RPL5', 'RPRM', 'RPS14', 'RPS19', 'RPS27A', 'RPS27L', 'RPS3', 'RPS6KB1', 'RQCD1', 'RRAD', 'RRM2B', 'RRM2', 'RUNX2', 'RUNX3', 'S100A2', 'S100A4', 'S100A6', 'S100B', 'SALL4', 'SCO2', 'SDHC', 'SENP1', 'SENP3', 'SERPINB5', 'SERPINE1', 'SESN1', 'SESN2', 'SESN3', 'SETD2', 'SETD7', 'SETD8', 'SETDB1', 'SFN', 'SRSF1', 'SGK1', 'SHFM1', 'SHH', 'SHISA5', 'SIK1', 'SIN3A', 'SIN3B', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT4', 'SIRT5', 'SIRT6', 'SIRT7', 'SIVA1', 'SKP2', 'SLC2A14', 'SLC2A1', 'SLC2A2', 'SLC2A3', 'SLC6A6', 'SLMO1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMARCD1', 'SMG1', 'SMG7', 'SMYD2', 'SNAI1', 'SNAI2', 'SOCS1', 'SOCS3', 'SOD2', 'SORT1', 'SOX2', 'SOX4', 'SP100', 'SP1', 'SP3', 'SP7', 'SPATA18', 'SPP1', 'SQSTM1', 'SRC', 'SREBF1', 'SREBF2', 'SSRP1', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'STEAP3', 'STK11', 'STMN1', 'STUB1', 'SUB1', 'SUMO1', 'SUMO2', 'SUMO3', 'SUMO4', 'SUPT16H', 'SUV39H1', 'SUZ12', 'SYK', 'SYP', 'TADA3', 'TAF10', 'TAF11', 'TAF12', 'TAF13', 'TAF15', 'TAF1L', 'TAF1', 'TAF2', 'TAF3', 'TAF4B', 'TAF4', 'TAF5', 'TAF6', 'TAF7L', 'TAF7', 'TAF9B', 'TBPL1', 'TBPL2', 'TBP', 'TCHP', 'TCP1', 'TDG', 'TERT', 'TET2', 'TFAM', 'TFAP2A', 'TFAP2C', 'TFDP1', 'TFF1', 'TGFB1', 'TGM2', 'THBS1', 'TIMP3', 'TLR3', 'TLR9', 'TMEM219', 'TNFAIP3', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF10C', 'TNFRSF10D', 'TNF', 'TNK2', 'TNKS1BP1', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOE1', 'TOP1', 'TOP2A', 'TOP3A', 'TOPBP1', 'TOPORS', 'TP53AIP1', 'TP53BP1', 'TP53BP2', 'TP53I3', 'TP53INP1', 'TP53RK', 'TP63', 'TP73', 'TPT1', 'TPX2', 'TRAF6', 'TRIAP1', 'TRIM24', 'TRIM28', 'TRIM29', 'TRIM32', 'TRIM59', 'TRIM8', 'TRRAP', 'TSC2', 'TTC5', 'TTK', 'TWIST1', 'TWIST2', 'TXN', 'TYMS', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2A', 'UBE2D1', 'UBE2E1', 'UBE2I', 'UBE2K', 'UBE2N', 'UBE2Q1', 'UBE2S', 'UBE3A', 'UBN1', 'UCHL1', 'UHRF1', 'USF1', 'USP10', 'USP15', 'USP24', 'USP3', 'USP42', 'USP7', 'UTP14A', 'VEGFA', 'VHL', 'VPRBP', 'VRK1', 'WDTC1', 'WEE1', 'WRN', 'WT1', 'WWOX', 'XAF1', 'XIAP', 'XPA', 'XPO1', 'XRCC1', 'XRCC5', 'XRCC6', 'YBX1', 'YWHAB', 'YWHAE', 'YWHAG', 'YWHAH', 'YWHAQ', 'YWHAZ', 'YY1', 'YY2', 'ZBTB33', 'ZBTB7A', 'ZEB1', 'ZEB2', 'ZKSCAN4', 'ZNF148', 'ZNF274', 'ZNF385A', 'ZNF420', 'ZNF668', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04782361373877353
		RMSE:  0.460756629216985
		NRMSE:  0.11073218678610552
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07696826201632412
		RMSE:  0.4481222561682025
		NRMSE:  0.1422068596624151
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4501191620264231
		NRMSE:  0.10817571786263473
		MAPE:  418.8529054417374
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002447694094247499
		RMSE:  0.4323405014905614
		NRMSE:  0.13719868668778923
		MAPE:  185.65040333639752

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  8.942602324292859e-15
		NRMSE:  2.1491473982919634e-15
		MAPE:  2.502425948576119e-11
		Pearson Correlation:  0.12488918872839855
		Spearman Correlation:  0.20875821394281727
		Coefficient of Determination:  -6.609512211303561
		RMSE:  1.1911692416322979
		NRMSE:  0.378004963706619
		MAPE:  852.3022046813347

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.29495881168940863, tolerance: 0.01090027058925727
  positive)
		Pearson Correlation:  0.9999763445867134
		Spearman Correlation:  0.9999295082412842
		Coefficient of Determination:  0.9999465364039863
		RMSE:  0.003291217510182471
		NRMSE:  0.0007909679188133793
		MAPE:  14.551663711890638
		Pearson Correlation:  0.31502642904737116
		Spearman Correlation:  0.32135812167234007
		Coefficient of Determination:  -2.413554265438246
		RMSE:  0.7978081472096951
		NRMSE:  0.2531759796933533
		MAPE:  667.1708591487542

	Predictor:  RandomForests
		Pearson Correlation:  0.662956796174116
		Spearman Correlation:  0.5906003485941796
		Coefficient of Determination:  0.36976787832351343
		RMSE:  0.35733682059310323
		NRMSE:  0.08587763051985178
		MAPE:  704.1431686987754
		Pearson Correlation:  0.5662325870207273
		Spearman Correlation:  0.4523373109390392
		Coefficient of Determination:  0.2646481304992504
		RMSE:  0.3702905781747266
		NRMSE:  0.11750779962386601
		MAPE:  215.6468964503368

Protein:  CTNNB1
Protein Interaction Partners Count:  992
x_train_column_count:  984
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACAN', 'ACP1', 'ACTA1', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTN1', 'ACTN4', 'ACVR1B', 'ACVR1', 'ADAM10', 'ADCY7', 'ADIPOQ', 'AES', 'AFP', 'AHI1', 'AHR', 'AHSA1', 'AJAP1', 'AK9', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDH1A1', 'ALK', 'ALPL', 'AMHR2', 'AMH', 'ANXA5', 'AP1M1', 'APC2', 'APCS', 'APC', 'APH1A', 'APH1B', 'AQP1', 'ARHGAP10', 'ARHGAP21', 'ARHGAP32', 'ARHGEF4', 'ARID1A', 'ARID2', 'ARMC7', 'ARMC8', 'ARVCF', 'ARX', 'AR', 'ASCL1', 'ASF1A', 'ASH2L', 'ASIP', 'ATF4', 'ATM', 'AURKA', 'AXIN1', 'AXIN2', 'BAG3', 'BCAR1', 'BCL2L1', 'BCL3', 'BCL6', 'BCL9L', 'BCL9', 'BDNF', 'BGLAP', 'BIRC5', 'BMI1', 'BMP2', 'BMP4', 'BMP7', 'BMPR1A', 'BMPR1B', 'BNIP2', 'BRAF', 'BRCA1', 'BRCA2', 'BRMS1L', 'BTRC', 'HILPDA', 'AK8', 'CA2', 'CA9', 'CABLES1', 'CACYBP', 'CALM1', 'CALM3', 'CARM1', 'CASP3', 'CASP8', 'CASP9', 'CAV1', 'CBLL1', 'CBL', 'CBY1', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCNE1', 'CD24', 'CD34', 'CD40', 'CD44', 'CDC27', 'CDC42', 'CDC73', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH16', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH26', 'CDH2', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDHR5', 'CDK12', 'CDK1', 'CDK2', 'CDK4', 'CDK5R1', 'CDK5', 'CDK6', 'CDK8', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDON', 'CDX1', 'CDX2', 'CEBPA', 'CHD8', 'CHRD', 'CHUK', 'CITED1', 'CKAP5', 'CLCA1', 'CLDN3', 'CLDN5', 'COL1A1', 'COPS3', 'COPS5', 'COPS6', 'CREB1', 'CREBBP', 'CRKL', 'CRK', 'CRP', 'CRYAB', 'CSNK1A1L', 'CSNK1A1', 'CSNK1D', 'CSNK1E', 'CSNK2A3', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTBP1', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNAL1', 'CTNNBIP1', 'CTNND1', 'CTNND2', 'CTTN', 'CUL1', 'CUL4A', 'CUL4B', 'CXCR4', 'CXXC4', 'DAB2', 'DACT1', 'DACT2', 'DACT3', 'DCT', 'DCX', 'DDB1', 'DDX39A', 'DDX3X', 'DDX5', 'DHODH', 'DHX9', 'DKK1', 'DKK2', 'DKK3', 'DKK4', 'DLG1', 'DLG2', 'DLG4', 'DLG5', 'DLGAP1', 'DLL4', 'DLX1', 'DNM2', 'DNMT1', 'DPYD', 'DSC1', 'DSC2', 'DSC3', 'DSG1', 'DSG2', 'DSG3', 'DSG4', 'DSP', 'DUSP6', 'DVL1', 'DVL2', 'DVL3', 'E2F3', 'ECM1', 'EFNA1', 'EGFR', 'EGF', 'EGR1', 'ELAVL1', 'EMD', 'ENAH', 'EP300', 'EP400', 'EPCAM', 'EPHA2', 'EPHB2', 'EPHB3', 'ERBB2IP', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ETS1', 'ETV4', 'EXOC3', 'EXOC4', 'EYA4', 'EZH2', 'EZR', 'F2RL2', 'FAF1', 'AMER1', 'FANCA', 'FASLG', 'FAS', 'FAT1', 'FAT4', 'FBXW11', 'FBXW7', 'FERMT2', 'FER', 'FGF10', 'FGF13', 'FGF2', 'FGF3', 'FGF4', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FHL2', 'FLG', 'FLOT1', 'FLOT2', 'FLT1', 'FLT3', 'FMN1', 'FMR1', 'FN1', 'FOS', 'FOXA1', 'FOXA2', 'FOXC2', 'FOXG1', 'FOXL1', 'FOXL2', 'FOXM1', 'FOXN3', 'FOXO1', 'FOXO3', 'FOXO4', 'FOXP1', 'FRAT1', 'FRAT2', 'FRZB', 'FSCN1', 'FSTL1', 'FSTL3', 'FURIN', 'FUS', 'FXR1', 'FYN', 'FZD10', 'FZD1', 'FZD2', 'FZD3', 'FZD4', 'FZD5', 'FZD6', 'FZD7', 'FZD8', 'FZD9', 'GAPDH', 'GATA2', 'GATA4', 'GCG', 'GDF2', 'GDNF', 'GFRA1', 'GJA1', 'GLI1', 'GLI2', 'GLI3', 'GLIS2', 'GLUL', 'GNA11', 'GNA12', 'GNA13', 'GNAQ', 'GNAS', 'GPC3', 'GRIA2', 'GRIP1', 'GSK3A', 'GSK3B', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HAS2', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HDAC7', 'HERC5', 'HES7', 'HGF', 'HGS', 'HHEX', 'HIC1', 'HIF1A', 'HINT1', 'HIPK2', 'HIST1H1C', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2AC', 'HIST2H2BE', 'HIST3H3', 'HMGB1', 'HNF1A', 'HNF4A', 'HNRNPA1', 'HNRNPA2B1', 'HNRNPK', 'HNRNPM', 'HOXA10', 'HOXB4', 'HPGD', 'HRAS', 'HSP90AB1', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB3', 'HSPD1', 'HTRA1', 'HTT', 'HUWE1', 'IBSP', 'IDH1', 'IDH2', 'IFNB1', 'IFRD1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP4', 'IHH', 'IKBKB', 'IL6', 'CXCL8', 'ILK', 'INS', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'IRF3', 'ISG15', 'ISL1', 'ITGAE', 'ITGB1', 'ITGB7', 'ITK', 'ITPKB', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'AJUBA', 'JUN', 'JUP', 'KANK1', 'KAT2A', 'KAT2B', 'KAT5', 'KCNN1', 'KCTD1', 'KDM1A', 'KDR', 'KIF18B', 'KIF3A', 'KIF5B', 'KIFC3', 'KIT', 'KLF2', 'KLF4', 'KLF5', 'KRAS', 'KREMEN1', 'KRIT1', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'LATS2', 'LDB1', 'LDHB', 'LDLR', 'LEF1', 'LEO1', 'LGR4', 'LGR5', 'LGR6', 'LHCGR', 'LHX8', 'LIF', 'LIMA1', 'LMNA', 'LMNB1', 'LOX', 'LRP4', 'LRP5L', 'LRP5', 'LRP6', 'LRRFIP1', 'LRRK2', 'LZTFL1', 'MACF1', 'MAGI1', 'MAGI2', 'MAGI3', 'MAP1LC3B', 'MAP2K1', 'MAP2K2', 'MAP2K6', 'MAP2K7', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8IP1', 'MAPK8', 'MAPK9', 'MDFIC', 'MDFI', 'MDK', 'MDM2', 'MED12', 'MED1', 'MEF2A', 'MEF2C', 'MEF2D', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MGMT', 'MITF', 'MKI67', 'MLH1', 'KMT2D', 'MLLT10', 'MLLT11', 'MLLT4', 'MLLT6', 'KMT2A', 'MME', 'MMP13', 'MMP14', 'MMP15', 'MMP17', 'MMP25', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MRAP', 'MSH2', 'MSH6', 'MSN', 'MSX1', 'MSX2', 'MTDH', 'MTOR', 'MUC13', 'MUC1', 'MUTYH', 'MYCN', 'MYC', 'MYF5', 'MYO1D', 'MYO6', 'MYO7A', 'MYOD1', 'MYOG', 'NANOG', 'NCAM1', 'NCCRP1', 'NCOA2', 'NCSTN', 'NDP', 'NDRG2', 'NEDD9', 'NEK2', 'NES', 'NEURL2', 'NF1', 'NF2', 'NFAT5', 'NFKB1', 'NIT1', 'NKD1', 'NKX2-5', 'NLK', 'NME1', 'NOG', 'NONO', 'NOS3', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NPM1', 'NR0B1', 'NR4A1', 'NR4A2', 'NR5A1', 'NR5A2', 'NRAS', 'NRIP1', 'NTRK1', 'NTRK2', 'NTRK3', 'NUDT5', 'NUMB', 'NUP153', 'NUTF2', 'OTX2', 'PAK1', 'PAK2', 'PAK3', 'PANK4', 'PARD3', 'PARD6A', 'PARK2', 'PARP1', 'PAX3', 'PAX6', 'PAX7', 'PAX8', 'PDGFRA', 'PDGFRB', 'PECAM1', 'PGK1', 'PGR', 'PHB', 'JADE1', 'PI3', 'PICK1', 'PIK3CA', 'PIK3R1', 'PIK3R2', 'PIN1', 'PIP5K1A', 'PIP5K1C', 'PITX2', 'PKD1', 'PKM', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PLAG1', 'PLEKHA7', 'PLK1', 'PML', 'PMS2', 'POLE', 'PORCN', 'POTEF', 'POU5F1', 'PPARD', 'PPARG', 'PPM1A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R2B', 'PPP2R5A', 'PPP2R5B', 'PPP2R5C', 'PPP2R5D', 'PPP2R5E', 'PRKACA', 'PRKACB', 'PRKACG', 'PRKAR1A', 'PRKCA', 'PRKCG', 'PRKCI', 'PRKCZ', 'PRKD1', 'PRL', 'PRMT1', 'PROC', 'PROM1', 'PROP1', 'PSEN1', 'PSEN2', 'PSENEN', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTEN', 'PTGES3', 'PTGS2', 'PTH1R', 'PTH', 'PTK2', 'PTK7', 'PTMA', 'PTN', 'PTPN11', 'PTPN13', 'PTPN1', 'PTPN6', 'PTPRB', 'PTPRC', 'PTPRF', 'PTPRG', 'PTPRJ', 'PTPRK', 'PTPRM', 'PTPRU', 'PTPRZ1', 'PVRL1', 'PVRL2', 'PXN', 'PYGO1', 'PYGO2', 'RAB5A', 'RAB7A', 'RAB8B', 'RAC1', 'RAC2', 'RALGDS', 'RANBP3', 'RAP1A', 'RAP1B', 'RAPGEF1', 'RAPGEF2', 'RAPGEF6', 'RAPSN', 'RARA', 'RARB', 'RARG', 'RARS', 'RASSF1', 'RB1CC1', 'RB1', 'RBBP5', 'RBMX', 'RBPJ', 'RBX1', 'RELA', 'REM1', 'RET', 'RHOA', 'RIPK2', 'RNF220', 'RNF43', 'ROBO1', 'ROCK1', 'ROCK2', 'ROR2', 'RPRD1A', 'RPS27A', 'RPSA', 'RSPO1', 'RSPO2', 'RSPO3', 'RSPO4', 'RUNX2', 'RUNX3', 'RUVBL1', 'RUVBL2', 'RXRA', 'RYK', 'S100A4', 'S100A6', 'SALL1', 'SALL4', 'SATB1', 'SCRIB', 'SDHC', 'SERPINE1', 'SETD2', 'SETD7', 'SFN', 'SFRP1', 'SFRP2', 'SFRP4', 'SFRP5', 'SHFM1', 'SHH', 'SIAH1', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT6', 'SKP1', 'SLC6A3', 'SLC9A3R1', 'SLCO1B3', 'SLCO2A1', 'SLIT1', 'SLK', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD5', 'SMAD7', 'SMAD9', 'SMARCA2', 'SMARCA4', 'SMARCA5', 'SMARCB1', 'SMO', 'SMURF1', 'SMYD2', 'SNAI1', 'SNAI2', 'SNX1', 'SOST', 'SOX10', 'SOX13', 'SOX17', 'SOX1', 'SOX2', 'SOX3', 'SOX4', 'SOX6', 'SOX7', 'SOX8', 'SOX9', 'SP1', 'SP7', 'SPAG9', 'SPATA13', 'SPEN', 'SPN', 'SPP1', 'SRC', 'STAT3', 'STK11', 'STRAP', 'STX4', 'SUFU', 'SUV39H1', 'SYP', 'TADA3', 'TAX1BP3', 'TAZ', 'TBL1XR1', 'TBL1X', 'TBX5', 'TBX6', 'TCF12', 'TCF3', 'TCF4', 'TCF7L1', 'TCF7L2', 'TCF7', 'TERT', 'TFAP2A', 'TFCP2', 'TFF1', 'TFF2', 'TFF3', 'TGFB1', 'TGFB2', 'TGFB3', 'TGFBR1', 'TGFBR2', 'TGM2', 'TJP1', 'TJP2', 'TLE1', 'TLE2', 'TLE3', 'TLE4', 'TNFRSF11B', 'TNFSF11', 'TNF', 'TNIK', 'TNKS2', 'TNKS', 'TNS1', 'TOB1', 'TOP2A', 'TP53', 'TRAF4', 'TRIM33', 'TRIM37', 'TRIP10', 'TRRAP', 'TSC2', 'TUBA1A', 'TWIST1', 'TYMS', 'T', 'UBA52', 'UBB', 'UBC', 'UBE2B', 'UBE2R2', 'UBE3A', 'UBR5', 'UCHL1', 'UMPS', 'UPRT', 'USP4', 'USP7', 'USP9X', 'VANGL1', 'VANGL2', 'VASP', 'VAV1', 'VAV2', 'VAV3', 'VCAM1', 'VCL', 'VDR', 'VEGFA', 'VHL', 'VIM', 'WDR64', 'WDTC1', 'WHSC1', 'WIF1', 'WISP1', 'WLS', 'WNT10A', 'WNT10B', 'WNT11', 'WNT16', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8A', 'WNT8B', 'WNT9A', 'WNT9B', 'WT1', 'WWTR1', 'XPO1', 'YAP1', 'YARS', 'YEATS4', 'YES1', 'YWHAB', 'YWHAE', 'YWHAG', 'YWHAH', 'YWHAQ', 'YWHAZ', 'ZAP70', 'ZAR1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZIC3', 'ZNRF3', 'ZYX', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6170193939500923
		RMSE:  0.9046651382507068
		NRMSE:  0.21849703851094263
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09478783275970826
		RMSE:  0.8396248247596424
		NRMSE:  0.17652527641906535
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999422040781
		Coefficient of Determination:  1.0
		RMSE:  1.1033719555473809e-14
		NRMSE:  2.664892173575937e-15
		MAPE:  3.7411069767215685e-11
		Pearson Correlation:  0.02958084013656427
		Spearman Correlation:  0.09113081210488909
		Coefficient of Determination:  -4.530553038451699
		RMSE:  1.887141956840061
		NRMSE:  0.39675846372047363
		MAPE:  1577.6390601664214

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.42618291897252875, tolerance: 0.02722969373777278
  positive)
		Pearson Correlation:  0.9999881132228724
		Spearman Correlation:  0.999970735997374
		Coefficient of Determination:  0.9999741565875285
		RMSE:  0.0036166390740755027
		NRMSE:  0.0008734999212818817
		MAPE:  2.225704881420794
		Pearson Correlation:  0.027440684698895407
		Spearman Correlation:  0.07958453347298597
		Coefficient of Determination:  -1.7026260096232577
		RMSE:  1.3192079675316761
		NRMSE:  0.2773542947463788
		MAPE:  1244.0890900442375

	Predictor:  RandomForests
		Pearson Correlation:  0.6461410084604152
		Spearman Correlation:  0.6459070131018553
		Coefficient of Determination:  0.40205662224684124
		RMSE:  0.5501235928851312
		NRMSE:  0.13286725748360817
		MAPE:  467.12340250751686
		Pearson Correlation:  0.6714416404568353
		Spearman Correlation:  0.47027768426040223
		Coefficient of Determination:  0.29630819114905715
		RMSE:  0.6731495154156094
		NRMSE:  0.14152500113859418
		MAPE:  610.5293619376868

Protein:  CCNE1
Protein Interaction Partners Count:  350
x_train_column_count:  347
x_train columns:  ['ABL1', 'AKT1', 'AKT2', 'AKT3', 'ALDH18A1', 'ANAPC10', 'ANAPC13', 'ANAPC1', 'ANAPC2', 'ANAPC4', 'ANAPC5', 'ANAPC7', 'ANXA5', 'ARID1A', 'AR', 'ATM', 'AURKA', 'AURKB', 'BARD1', 'BCL2L1', 'BIRC5', 'BRCA1', 'BRCA2', 'BTG2', 'BTRC', 'BUB1B', 'BUB1', 'BUB3', 'RGCC', 'MLIP', 'CABLES1', 'CALM1', 'CAPRIN1', 'CASP3', 'CASP9', 'CBX7', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCNC', 'CCND1', 'CCND2', 'CCND3', 'CCNE2', 'CCNF', 'CCNG1', 'CCNH', 'CCNK', 'CCNL2', 'CCNT1', 'CCNT2', 'CCNY', 'CCT2', 'CCT3', 'CCT4', 'CCT5', 'CCT6A', 'CCT6B', 'CCT7', 'CCT8', 'CDC16', 'CDC20', 'CDC23', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC26', 'CDC27', 'CDC45', 'CDC6', 'CDC7', 'CDCA2', 'CDCA5', 'CDCA8', 'CDH1', 'CDK12', 'CDK13', 'CDK14', 'CDK15', 'CDK16', 'CDK17', 'CDK18', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK5', 'CDK6', 'CDK7', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDT1', 'CENPA', 'CENPE', 'CHAF1A', 'CHD1L', 'CHEK1', 'CHEK2', 'CINP', 'CKS1B', 'CKS2', 'COPS5', 'CREBBP', 'CSK', 'CTNNB1', 'CUL1', 'CUL3', 'CUL4B', 'DBF4B', 'DBF4', 'DGCR8', 'DICER1', 'DTL', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'EBNA1BP2', 'ECT2', 'EGFR', 'EGF', 'ELAVL1', 'ELSPBP1', 'EP400', 'ERBB2', 'ERBB3', 'ERBB4', 'ESPL1', 'ESR1', 'EXO1', 'EZH2', 'FAM58A', 'FAM83H', 'FBXO5', 'FBXW7', 'FEN1', 'FGFR1', 'FGFR2', 'FGFR3', 'FOXM1', 'FZR1', 'GAPDH', 'GLI1', 'GMNN', 'GSK3B', 'H1F0', 'HDAC1', 'HEATR3', 'HERC5', 'HIST1H1A', 'HIST1H1B', 'HIST1H4A', 'HRAS', 'IFNAR1', 'IGF1R', 'IGF1', 'ITPKB', 'JUN', 'KIF11', 'KIF20A', 'KIF23', 'KIF2C', 'KPNA2', 'KRAS', 'LATS2', 'LIN37', 'LIN52', 'LIN54', 'LIN9', 'GMNC', 'MAD2L1', 'MAPK3', 'MATK', 'MAX', 'MCL1', 'MCM10', 'MCM2', 'MCM3', 'MCM4', 'MCM5', 'MCM6', 'MCM7', 'MCM8', 'MDM2', 'MEGF11', 'MELK', 'MKI67', 'KMT2D', 'KMT2B', 'MNAT1', 'MRE11A', 'MTOR', 'MYBL2', 'MYC', 'NBN', 'NF1', 'NFYB', 'NMI', 'NOTCH1', 'NOTCH3', 'NPAT', 'NRAS', 'ORC1', 'ORC2', 'ORC3', 'ORC4', 'ORC5', 'ORC6', 'PARK2', 'PARP1', 'PCBP4', 'PCNA', 'PIK3CA', 'PIK3R1', 'PKMYT1', 'PLK1', 'PLK4', 'POLA1', 'POLD1', 'PPP1R1C', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R4', 'PRC1', 'PRKAR1A', 'PRKAR2A', 'PRMT5', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMB10', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSMF1', 'PTEN', 'PTGDR', 'PTK6', 'PTTG1', 'RAD51', 'RAD54L', 'RB1', 'RBBP4', 'RBL1', 'RBL2', 'RBX1', 'REL', 'REM1', 'RHOA', 'RHOBTB3', 'RINT1', 'RNASE1', 'RPRD1A', 'RPS27A', 'RRM1', 'RRM2', 'RRN3', 'RSF1', 'SHFM1', 'SKP1', 'SKP2', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'ST8SIA1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STK3', 'STK4', 'TARBP1', 'TCP1', 'TERF1', 'TERT', 'TFDP1', 'TK1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TP73', 'TPX2', 'TTK', 'TUBG1', 'TYMS', 'UBA52', 'UBB', 'UBC', 'UBE2C', 'UBE2QL1', 'UBE2S', 'UHRF2', 'WEE1', 'WEE2', 'XIAP', 'YAP1', 'ZNF217', 'ZNF33A', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4688329016852353
		RMSE:  0.7931748470731899
		NRMSE:  0.19141705409976348
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.186170633384966
		RMSE:  0.8069776954058596
		NRMSE:  0.32929800677624244
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5048043460690237
		NRMSE:  0.12182453992060809
		MAPE:  103.07374645056161
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01570191691728584
		RMSE:  0.4556277343037054
		NRMSE:  0.18592497115143453
		MAPE:  142.6844229696492

	Predictor:  LinearRegression
		Pearson Correlation:  0.9588172046682858
		Spearman Correlation:  0.851582619903705
		Coefficient of Determination:  0.9193304319679054
		RMSE:  0.1433764922299906
		NRMSE:  0.03460107928421233
		MAPE:  25.568557509551603
		Pearson Correlation:  0.4615616280630987
		Spearman Correlation:  0.38212197159565586
		Coefficient of Determination:  -0.6204238359108849
		RMSE:  0.5754946986563769
		NRMSE:  0.2348382839534714
		MAPE:  168.54761910187082

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.881035590262711, tolerance: 0.013709715616187399
  positive)
		Pearson Correlation:  0.9575409559853709
		Spearman Correlation:  0.8477791859860768
		Coefficient of Determination:  0.9168831283379255
		RMSE:  0.1455350769171296
		NRMSE:  0.035122010984658544
		MAPE:  26.58130121132799
		Pearson Correlation:  0.49177786357261355
		Spearman Correlation:  0.4214341824711032
		Coefficient of Determination:  -0.43233244261526504
		RMSE:  0.5410643631463652
		NRMSE:  0.22078852654303652
		MAPE:  158.42287157910536

	Predictor:  RandomForests
		Pearson Correlation:  0.8598922666936342
		Spearman Correlation:  0.7165518489905631
		Coefficient of Determination:  0.7342954557399095
		RMSE:  0.26020915735475864
		NRMSE:  0.06279633114239898
		MAPE:  55.39230221712956
		Pearson Correlation:  0.8385204632334841
		Spearman Correlation:  0.7085048252867513
		Coefficient of Determination:  0.6938477614257615
		RMSE:  0.2501472515840754
		NRMSE:  0.10207592082921547
		MAPE:  71.80999227462355

Protein:  CCND1
Protein Interaction Partners Count:  857
x_train_column_count:  849
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTL6B', 'AFP', 'AHR', 'AKAP12', 'AKAP8', 'AKR1B10', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDOA', 'ALK', 'ANO1', 'ANXA5', 'APAF1', 'APC', 'APEX1', 'AREG', 'ARHGEF2', 'ARID1A', 'ARID1B', 'ARID2', 'ARID4A', 'AR', 'ASIP', 'ATF2', 'ATF3', 'ATF4', 'ATM', 'ATXN1', 'AURKA', 'AURKB', 'AXIN1', 'AXIN2', 'B2M', 'BANP', 'BARX2', 'BAX', 'BCAR1', 'BCAR3', 'BCCIP', 'BCL2A1', 'BCL2L11', 'BCL2L1', 'BCL2L2', 'BCL2', 'BCL3', 'BCL6', 'BCL9', 'BECN1', 'BGLAP', 'BHLHE40', 'BIRC2', 'BIRC3', 'BIRC5', 'BMI1', 'BMP4', 'BMP6', 'BRAF', 'BRCA1', 'BRCA2', 'BRD2', 'BRD4', 'BTC', 'BTG2', 'BTRC', 'RGCC', 'COPRS', 'CA9', 'CARD11', 'CARM1', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBFB', 'CCDC62', 'CCL2', 'CCL5', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNC', 'CCND2', 'CCND3', 'CCNDBP1', 'CCNE1', 'CCNE2', 'CCNG2', 'CCNH', 'CCNK', 'CCNL1', 'CCNL2', 'CCNT1', 'CCNT2', 'CCNY', 'CD19', 'CD22', 'CD24', 'CD34', 'CD38', 'CD44', 'CD5', 'CD79A', 'CDC20', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC27', 'CDC42', 'CDC6', 'CDC73', 'CDCA7L', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDK12', 'CDK13', 'CDK14', 'CDK16', 'CDK17', 'CDK18', 'CDK1', 'CDK20', 'CDK2', 'CDK3', 'CDK4', 'CDK5', 'CDK6', 'CDK7', 'CDK8', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDT1', 'CDX2', 'CENPE', 'CEP57', 'CFLAR', 'CHEK1', 'CHEK2', 'CHKA', 'CHUK', 'CKS1B', 'CKS2', 'CLCN3', 'COL1A1', 'CR2', 'CREB1', 'CREBBP', 'CRKL', 'CRYAB', 'CSF2', 'CTBP1', 'CTGF', 'CTNNB1', 'CTNND1', 'CTTN', 'CUL1', 'CUL3', 'CUL7', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP19A1', 'CYR61', 'DACH1', 'DAXX', 'DDIT3', 'DDX53', 'DECR1', 'DHFR', 'DICER1', 'DKK1', 'DKK3', 'DLL1', 'DMTF1', 'DND1', 'DNMT1', 'DNMT3A', 'DNTT', 'DVL1', 'DVL2', 'DYRK1A', 'DYRK1B', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EDN1', 'EEF1A1', 'EGFR', 'EGF', 'EGLN2', 'EGR1', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF3I', 'EIF4A1', 'EIF4A2', 'EIF4EBP1', 'EIF4E', 'EIF4G1', 'ELAVL1', 'ELSPBP1', 'EP300', 'EPCAM', 'EPHA2', 'EPHA7', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ETS1', 'ETV4', 'EWSR1', 'EYA1', 'EZH2', 'FABP4', 'FADD', 'FAM58A', 'FAM83H', 'FASLG', 'FAT1', 'FBXO31', 'FBXO4', 'FBXW7', 'FBXW8', 'FGF13', 'FGF19', 'FGF2', 'FGF3', 'FGF4', 'FGF7', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FGFR4', 'FHIT', 'FHL2', 'FIGF', 'FLCN', 'FLNA', 'FLT1', 'FLT3', 'FN1', 'FOSL1', 'FOS', 'FOXA1', 'FOXC1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FRZB', 'FSTL3', 'FZD1', 'FZD2', 'FZD7', 'FZD9', 'FZR1', 'GADD45A', 'GAL', 'GAPDH', 'GAST', 'GATA3', 'GATA4', 'GDF15', 'GDF2', 'GGNBP2', 'GGT1', 'GIT1', 'GJA1', 'GJB1', 'GLI1', 'GLI2', 'GLI3', 'GLTSCR2', 'GNB2L1', 'GPER1', 'GRB2', 'GREB1', 'GRM4', 'GRP', 'GSK3B', 'H1F0', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HBEGF', 'HBZ', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC4', 'HEXIM1', 'HEY1', 'HGF', 'HIF1A', 'HIST1H2AA', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AH', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST1H4A', 'HIST1H4B', 'HIST1H4C', 'HIST1H4D', 'HIST1H4E', 'HIST1H4F', 'HIST1H4H', 'HIST1H4I', 'HIST1H4J', 'HIST1H4K', 'HIST1H4L', 'HIST2H2AC', 'HIST2H2BE', 'HIST2H4A', 'HIST4H4', 'HMGA2', 'HMOX1', 'HNF1A', 'HNF4A', 'HNRNPD', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB8', 'ICAM1', 'ID1', 'ID2', 'IFNAR1', 'IFNB1', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP3', 'IGFBP5', 'IHH', 'IKBKB', 'IL10', 'IL17A', 'IL2', 'IL4', 'IL6', 'IL7', 'CXCL8', 'ILK', 'INSM1', 'INS', 'IRF1', 'IRS1', 'ISG15', 'ITGB1', 'ITPKB', 'ITPKC', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JARID2', 'JUNB', 'JUND', 'JUN', 'KAT2A', 'KAT2B', 'KDM1A', 'KDM5B', 'KDR', 'KHDRBS1', 'KIF18B', 'KIN', 'KITLG', 'KIT', 'KLF13', 'KLF4', 'KLF5', 'KLF6', 'KLK3', 'KRAS', 'KRT10', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'LDB3', 'LEF1', 'LEP', 'LGALS3', 'LGR5', 'LIMK2', 'LIMS1', 'LIN28B', 'LMNA', 'LMNB1', 'LOX', 'LRP5', 'LRP6', 'LYN', 'MAFB', 'MAF', 'MAML1', 'MAML2', 'MAML3', 'MAMLD1', 'MAP2K1', 'MAP2K2', 'MAP2K4', 'MAP2K7', 'MAP3K5', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MAPK9', 'MCL1', 'MCM10', 'MCM2', 'MCM3', 'MCM5', 'MCM6', 'MCM7', 'MCM8', 'MDK', 'MDM2', 'MDM4', 'MEN1', 'MET', 'MGMT', 'MITF', 'MKI67', 'MLH1', 'MLXIPL', 'MME', 'MMP11', 'MMP14', 'MMP15', 'MMP1', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MNAT1', 'MOV10', 'MSH2', 'MST1', 'MTOR', 'MUC1', 'MYBL2', 'MYB', 'MYCN', 'MYC', 'MYEOV', 'MYF5', 'MYOD1', 'MYOG', 'NACA2', 'NADSYN1', 'NANOG', 'NCAM1', 'NCOA1', 'NCOA3', 'NCOR1', 'NES', 'NEUROD1', 'NF1', 'NF2', 'NFKB1', 'NFKB2', 'NFKBIA', 'NGF', 'NKX2-1', 'NME1-NME2', 'NME1', 'NME2', 'NMI', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTCH4', 'NPM1', 'NQO1', 'NR0B2', 'NR1H3', 'NR2E1', 'NR3C1', 'NR4A3', 'NRAS', 'NRF1', 'NUDT21', 'ODC1', 'ORAI1', 'ORAOV1', 'ORC4', 'PAK1', 'PAK4', 'PARK2', 'PARP1', 'PAX2', 'PAX5', 'PAX6', 'PBRM1', 'PBX3', 'PCNA', 'PDCD4', 'PDGFRA', 'PDGFRB', 'PDZK1', 'PECAM1', 'PELP1', 'PGR', 'PI3', 'PI4K2A', 'PIK3CA', 'PIK3R1', 'PKLR', 'PKM', 'PLAUR', 'PLAU', 'PLK1', 'PMAIP1', 'POLR2A', 'POTEF', 'POU2F1', 'POU5F1', 'PPARG', 'PPP2R4', 'PRDM5', 'PRKACA', 'PRL', 'PRMT5', 'PRNP', 'PROM1', 'PSAT1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTCHD3', 'PTEN', 'PTF1A', 'PTGS2', 'PTHLH', 'PTH', 'PTK2', 'PTK6', 'PTPN11', 'PTPRCAP', 'PTPRC', 'PXN', 'RAD51', 'RAF1', 'RALA', 'RASSF1', 'RB1', 'RBL1', 'RBL2', 'RBPJ', 'RBX1', 'RCC1', 'RELA', 'RELB', 'REL', 'REM1', 'RET', 'RHEB', 'RHOA', 'RHOC', 'RICTOR', 'RNASE1', 'DROSHA', 'RND3', 'RNMT', 'ROCK1', 'RPRD1B', 'RPS27A', 'RPS6KA1', 'RPS6KA2', 'RPS6KA3', 'RPS6KA6', 'RPS6KB1', 'RPS6', 'RPTOR', 'RREB1', 'RSF1', 'RUNX1', 'RUNX2', 'RUNX3', 'SDC1', 'SDHC', 'SENP1', 'SERPINE1', 'SFRP1', 'SFRP2', 'SFRP4', 'SFRP5', 'SHC1', 'SHFM1', 'SHH', 'SIRT1', 'SIX1', 'SIX3', 'SKP1', 'SKP2', 'SLC25A16', 'SLC25A6', 'SLC2A1', 'SLC35B2', 'SLC39A4', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'SMARCC1', 'SMARCC2', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'SMARCE1', 'SMO', 'SNAI1', 'SNAI2', 'SNCA', 'SNIP1', 'SNW1', 'SNX33', 'SOCS3', 'SOX11', 'SOX17', 'SOX2', 'SOX4', 'SOX6', 'SOX9', 'SP1', 'SPN', 'SPP1', 'SPRY1', 'SRC', 'SREBF1', 'STAT1', 'STAT3', 'STAT4', 'STAT5A', 'STAT5B', 'STAT6', 'STC2', 'STIM1', 'STK11', 'STK24', 'STMN1', 'SUFU', 'SULF2', 'SUV39H1', 'TAF1', 'TBP', 'TBX2', 'TCEAL7', 'TCF4', 'TCF7L2', 'TCF7', 'TERT', 'TET3', 'TFDP1', 'TFF1', 'TGFA', 'TGFB1', 'TGFBR2', 'THBS1', 'THRA', 'THRB', 'TIMP1', 'TIMP2', 'TIMP3', 'TJP1', 'TJP2', 'TJP3', 'TLE1', 'TLR9', 'TM4SF1', 'TMPRSS4', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF13C', 'TNFRSF8', 'TNFSF11', 'TNF', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOP2A', 'TP53', 'TP63', 'TP73', 'TRPV2', 'TSC22D3', 'TSC2', 'TWIST1', 'TXN', 'TYMS', 'UBA52', 'UBA7', 'UBB', 'UBC', 'UBE2C', 'UBTF', 'URGCP', 'USP18', 'USP2', 'USP9X', 'VCL', 'VDR', 'VEGFA', 'VEGFC', 'VIP', 'VRK1', 'WDR77', 'WDTC1', 'WEE1', 'WHSC1', 'WIF1', 'WISP1', 'WNT10A', 'WNT10B', 'WNT11', 'WNT16', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8B', 'WNT9A', 'WNT9B', 'WT1', 'XBP1', 'XIAP', 'XPO1', 'YAP1', 'YBX1', 'YY1', 'ZBTB17', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47371951525638445
		RMSE:  0.2917253166285864
		NRMSE:  0.18637975276867558
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47112550847095647
		RMSE:  0.27775626016480953
		NRMSE:  0.17517423067911803
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.3396670166298647e-14
		NRMSE:  1.494784769316687e-14
		MAPE:  6.235750412078692e-11
		Pearson Correlation:  0.12327578045130202
		Spearman Correlation:  0.10555493210638538
		Coefficient of Determination:  -9.17802889712831
		RMSE:  0.7305851371871278
		NRMSE:  0.460762573907119
		MAPE:  1839.719538642041

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1735450198628792, tolerance: 0.003106817057166876
  positive)
		Pearson Correlation:  0.9998636730112127
		Spearman Correlation:  0.9997745959111544
		Coefficient of Determination:  0.9997019455091765
		RMSE:  0.004148723940636473
		NRMSE:  0.002650569211124617
		MAPE:  9.516934688807462
		Pearson Correlation:  0.08862479572401402
		Spearman Correlation:  0.07849723812017606
		Coefficient of Determination:  -6.5262772283069355
		RMSE:  0.6282450836794676
		NRMSE:  0.3962191496464857
		MAPE:  1552.82867680451

	Predictor:  RandomForests
		Pearson Correlation:  0.5853438572361938
		Spearman Correlation:  0.5430399474997273
		Coefficient of Determination:  0.2722733673298181
		RMSE:  0.20499857263689927
		NRMSE:  0.13097109201064341
		MAPE:  492.47389786485513
		Pearson Correlation:  0.4825186092040556
		Spearman Correlation:  0.44855671517101214
		Coefficient of Determination:  0.19624330619944086
		RMSE:  0.20530583584564846
		NRMSE:  0.1294814807301012
		MAPE:  480.5397909847869

Protein:  ERBB2
Protein Interaction Partners Count:  663
x_train_column_count:  657
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACPP', 'ACTA2', 'ACTB', 'ACTG1', 'ADAM10', 'ADAM17', 'ADRB2', 'AFP', 'AGRN', 'AKT1S1', 'AKT1', 'AKT2', 'ALB', 'ALDH1A1', 'ALK', 'ANGPT1', 'ANGPT2', 'ANGPT4', 'ANO1', 'ANXA2', 'ANXA5', 'AP2B1', 'APP', 'AREG', 'ARHGEF11', 'ARHGEF12', 'ARID1A', 'ARL6IP5', 'AR', 'ATM', 'ATP2B2', 'AURKB', 'AXIN1', 'BAG1', 'BARD1', 'BCAR1', 'BCAR3', 'BCAS1', 'BCL2L11', 'BCL2L1', 'BDNF', 'BECN1', 'BEST1', 'BIRC5', 'BLNK', 'BMI1', 'BMP2', 'BMP4', 'BRCA1', 'BRCA2', 'BSG', 'BTC', 'MIEN1', 'CA9', 'CALU', 'CARTPT', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CAV1', 'CBLB', 'CBLC', 'CBL', 'CCL27', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CD19', 'CD22', 'CD247', 'CD24', 'CD274', 'CD28', 'CD33', 'CD34', 'CD44', 'CD46', 'CD52', 'CD68', 'CD6', 'CD80', 'CD82', 'CDC37', 'CDC42', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDK4', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CDX2', 'CEACAM5', 'CEP70', 'CHEK2', 'CHGA', 'CHKA', 'CHKB', 'CISH', 'CLDN3', 'CLDN4', 'CLDN7', 'CLTC', 'CNN1', 'COPS5', 'CPNE3', 'CREB1', 'CRKL', 'CRK', 'YBX3', 'CSF1', 'CSF2', 'CSF3', 'CSK', 'CSPG4', 'CTAG1B', 'CTLA4', 'CTNNB1', 'CTNND1', 'CTSB', 'CTSD', 'CTTN', 'CUL5', 'CXCL12', 'CXCR1', 'CXCR4', 'CYCS', 'CYP19A1', 'CYTIP', 'DCN', 'DDX41', 'DDX53', 'DHH', 'DIAPH1', 'DICER1', 'DLG4', 'DMTF1', 'DNAJA3', 'DNM2', 'DNMT1', 'DOCK1', 'DOCK7', 'DUSP6', 'E2F1', 'E2F3', 'EEA1', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EFNB1', 'EGFR', 'EGF', 'EIF3A', 'EIF4EBP1', 'EIF4E', 'ELAVL1', 'ELF3', 'EML4', 'ENO2', 'EP300', 'EPCAM', 'EPGN', 'EPHA2', 'EPS15', 'EPX', 'ERAL1', 'ERBB2IP', 'ERBB3', 'ERBB4', 'ERCC1', 'EREG', 'ERRFI1', 'ESCO1', 'ESR1', 'ESR2', 'ESRRB', 'ETS1', 'ETS2', 'ETV4', 'ETV6', 'EZH2', 'EZR', 'FASLG', 'FASN', 'FBXW7', 'FCGR1A', 'FCGR1B', 'FCGRT', 'FGF10', 'FGF13', 'FGF16', 'FGF17', 'FGF18', 'FGF19', 'FGF1', 'FGF20', 'FGF21', 'FGF22', 'FGF23', 'FGF2', 'FGF3', 'FGF4', 'FGF5', 'FGF6', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FGFR4', 'FHIT', 'FIGF', 'FLT1', 'FLT3LG', 'FN1', 'FOLH1', 'FOLR1', 'FOS', 'FOXA1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXP3', 'FREM2', 'FSIP1', 'FYN', 'GAB1', 'GABPB1', 'GAPDH', 'GATA3', 'GATA4', 'GDF2', 'GLI1', 'GLI2', 'GLS', 'GNA11', 'GNAQ', 'GNAS', 'GNRH1', 'GPER1', 'GRAP2', 'GRB2', 'GRB7', 'GSTP1', 'GZMB', 'H2AFX', 'H2AFY', 'HBEGF', 'HDAC1', 'HDAC6', 'HEATR6', 'HGF', 'HIF1A', 'HK1', 'HLA-A', 'HMGA2', 'HNF4A', 'HOXB7', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSP90B1', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB3', 'HSPG2', 'ICAM1', 'ID1', 'IDH1', 'IDH2', 'IFNG', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IHH', 'IL10', 'IL2', 'IL4', 'IL6R', 'IL6ST', 'IL6', 'CXCL8', 'ILK', 'INPP4B', 'INS', 'IQGAP1', 'IQSEC1', 'IRS1', 'ITGA5', 'ITGA6', 'ITGAV', 'ITGB1', 'ITGB3', 'ITGB4', 'ITPKB', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JUN', 'JUP', 'KDR', 'KITLG', 'KLK3', 'KLRK1', 'KRAS', 'KRT14', 'KRT17', 'KRT18', 'KRT19', 'KRT20', 'KRT4', 'KRT5', 'KRT7', 'KRT8', 'L1CAM', 'LAMP1', 'LCN2', 'LDHA', 'LEP', 'LIN28A', 'LIN7A', 'LIN7B', 'LIN7C', 'LINGO1', 'LOX', 'LRIG1', 'LRPPRC', 'MAGEA1', 'MAGEA3', 'MAGED4B', 'MAGED4', 'MAP2K1', 'MAPK1', 'MAPK3', 'MAPK8', 'MATK', 'MCL1', 'MDK', 'MDM2', 'MEMO1', 'MET', 'MGMT', 'MKI67', 'MLANA', 'MLH1', 'KMT2C', 'MME', 'MMP11', 'MMP14', 'MMP16', 'MMP1', 'MMP2', 'MMP7', 'MMP9', 'MPP1', 'MRAP', 'MRAS', 'MSH2', 'MSH6', 'MSLN', 'MTA1', 'MTOR', 'MUC13', 'MUC16', 'MUC1', 'MUC4', 'MUC6', 'MUCL1', 'MYBL2', 'MYCN', 'MYC', 'NANOG', 'NCAM1', 'NCL', 'NCOA1', 'NCOA3', 'NCOR1', 'NDRG1', 'NF1', 'NF2', 'NFE2L2', 'NGF', 'NISCH', 'NKX2-1', 'NME1', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTCH4', 'NPM1', 'NR1H4', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'NRP1', 'NTF3', 'NTF4', 'OPCML', 'OSMR', 'PA2G4', 'PADI2', 'PAK1', 'PALB2', 'PAQR3', 'PARP1', 'PAX2', 'PCSK9', 'PDCD1LG2', 'PDCD1', 'PDCD4', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PDGFRA', 'PDPN', 'PECAM1', 'PELP1', 'PEPD', 'PFKFB3', 'PGAP3', 'PGF', 'PGR', 'PI3', 'PIK3C2A', 'PIK3C2B', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3CG', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIN1', 'PIP', 'PLAUR', 'PLAU', 'PLCG1', 'PLCG2', 'PLEK', 'PLG', 'PLXNB1', 'POLI', 'POTEF', 'POU5F1', 'PPARG', 'PPP3CA', 'PRDM10', 'PRF1', 'PRKACA', 'PRL', 'PROM1', 'PSCA', 'PTCH1', 'PTEN', 'PTGS2', 'PTK2B', 'PTK2', 'PTK6', 'PTPN11', 'PTPN12', 'PTPN18', 'PTPN1', 'PTPRC', 'PTPRO', 'PTPRU', 'PTS', 'PXN', 'RAB25', 'RAD51', 'RAF1', 'RANBP2', 'RARA', 'RASA1', 'RASA2', 'RASSF1', 'RB1', 'RBPJ', 'RDX', 'RECK', 'REM1', 'REN', 'RET', 'RHEB', 'RHOA', 'RHOB', 'RHOC', 'RICTOR', 'RND1', 'RNF41', 'ROCK1', 'ROCK2', 'ROS1', 'RPS27A', 'RPS6', 'RPTOR', 'RRAS2', 'RRAS', 'S100A14', 'SCGB2A2', 'SCUBE2', 'SDC1', 'SDHC', 'SEMA3D', 'SEMA4D', 'SERPINB5', 'SERPINE1', 'SFRP1', 'PEAK1', 'SH3BGRL3', 'SH3BGRL', 'SH3TC2', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SHH', 'SIAH2', 'PMEL', 'SKP2', 'SLC25A16', 'SLC2A1', 'SLC4A7', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMO', 'SMUG1', 'SMYD3', 'SNAI1', 'SNAI2', 'SOCS1', 'SOS1', 'SOX10', 'SOX2', 'SOX9', 'SP3', 'SPP1', 'SPRY2', 'SRCIN1', 'SRC', 'STARD3', 'STAT1', 'STAT2', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'STOM', 'STUB1', 'SYP', 'TAGLN', 'TBX1', 'TERT', 'TFAP2A', 'TFAP2B', 'TFAP2C', 'TFF1', 'TFF2', 'TFF3', 'TFRC', 'TGFA', 'TGFB1', 'THBS1', 'THRA', 'TIMP1', 'TJP1', 'TMPRSS2', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF13C', 'TNFRSF4', 'TNFRSF8', 'TNFRSF9', 'TNFSF11', 'TNF', 'TNS1', 'TNS3', 'TNS4', 'TOB1', 'TOP1', 'TOP2A', 'TP53', 'TP63', 'TSC2', 'TWIST1', 'TYMS', 'TYR', 'UBA52', 'UBB', 'UBC', 'USP2', 'USP9X', 'VAV1', 'VAV2', 'VAV3', 'VCL', 'VEGFA', 'VEGFB', 'VEGFC', 'VIM', 'WASL', 'WDFY2', 'WDTC1', 'WNT10A', 'WNT1', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT7B', 'WNT9A', 'WNT9B', 'WT1', 'WWOX', 'XIAP', 'XPO1', 'YAP1', 'YBX1', 'YES1', 'YY1', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06177154229692228
		RMSE:  1.0106646016782141
		NRMSE:  0.1721833486682819
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.26989975035857605
		RMSE:  1.1682171872252598
		NRMSE:  0.21036071365744585
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9808249714864398
		NRMSE:  0.1670996765569688
		MAPE:  529.9728174248761
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556425
		RMSE:  1.07776630779691
		NRMSE:  0.19407323581894154
		MAPE:  193.8969179437583

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  7.308989911325539e-14
		NRMSE:  1.2452067245899347e-14
		MAPE:  1.191300632422045e-10
		Pearson Correlation:  0.3745279091177631
		Spearman Correlation:  0.32295455423977304
		Coefficient of Determination:  -4.724904627859422
		RMSE:  2.4804072985496126
		NRMSE:  0.4466466126246286
		MAPE:  1303.1548411215722

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.0569617872506296, tolerance: 0.051756548208396
  positive)
		Pearson Correlation:  0.9997660004690054
		Spearman Correlation:  0.9991895855754948
		Coefficient of Determination:  0.9995284796194861
		RMSE:  0.021298143497863888
		NRMSE:  0.003628489275067531
		MAPE:  16.925005520642248
		Pearson Correlation:  0.5302126026071575
		Spearman Correlation:  0.25340746568862915
		Coefficient of Determination:  -1.4071780903938906
		RMSE:  1.6083959967431674
		NRMSE:  0.28962365339128593
		MAPE:  847.2566469486405

	Predictor:  RandomForests
		Pearson Correlation:  0.8618630119517803
		Spearman Correlation:  0.6834204814768784
		Coefficient of Determination:  0.7353579549372533
		RMSE:  0.5045694318770525
		NRMSE:  0.08596170705096555
		MAPE:  418.16678975069743
		Pearson Correlation:  0.7929419166701542
		Spearman Correlation:  0.6877087999164878
		Coefficient of Determination:  0.5851963572608272
		RMSE:  0.6676673719782903
		NRMSE:  0.12022677494477083
		MAPE:  204.04317470851737

Protein:  ERBB3
Protein Interaction Partners Count:  245
x_train_column_count:  247
x_train columns:  ['ADAM17', 'AGRN', 'AGTR2', 'AKT1', 'AKT2', 'AKT3', 'ALAS2', 'ALB', 'ANGPT1', 'ANGPT2', 'ANGPT4', 'APIP', 'AREG', 'AR', 'BAMBI', 'BDNF', 'BMP2', 'BMP4', 'BRCA1', 'BRCA2', 'BTC', 'CADM4', 'CASK', 'CASP3', 'CBLB', 'CBLC', 'CBL', 'CCND1', 'CCNE1', 'CD44', 'CD82', 'CDC42', 'CDH1', 'CDK4', 'CDK5', 'CDKN1B', 'CDKN2A', 'CLEC16A', 'COMMD5', 'COQ7', 'CRKL', 'CRK', 'CRYZL1', 'CSF1', 'CSK', 'CSPG5', 'CTNNB1', 'DCN', 'DHH', 'DOCK7', 'DUSP6', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EGFR', 'EGF', 'EGR1', 'EHF', 'EIF4EBP1', 'EIF4E', 'EML4', 'EPCAM', 'EPGN', 'EPN1', 'ERBB2IP', 'ERBB2', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'ESR2', 'FBXO9', 'FGF10', 'FGF16', 'FGF17', 'FGF18', 'FGF19', 'FGF1', 'FGF20', 'FGF21', 'FGF22', 'FGF23', 'FGF2', 'FGF3', 'FGF4', 'FGF5', 'FGF6', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FIGF', 'FKBP14', 'FLNA', 'FLT3LG', 'FN1', 'FOXA1', 'FOXO3', 'FREM2', 'FTSJ1', 'GAB1', 'GAPDH', 'GLE1', 'GRB2', 'GRB7', 'GRHL2', 'HBEGF', 'HGF', 'HGS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPG2', 'IGF1', 'IGF2', 'IL6ST', 'ILK', 'INS', 'IRS1', 'ITGA6', 'ITGB4', 'ITPKB', 'JAK1', 'JAK2', 'JUN', 'KDR', 'KITLG', 'KRAS', 'L1CAM', 'LAMA1', 'LAMB1', 'LAMC2', 'LIN7A', 'LIN7B', 'LIN7C', 'LRIG1', 'MAP2K1', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MARCH7', 'MDM2', 'MET', 'MITF', 'MMP9', 'MRPL49', 'MTOR', 'MUC1', 'MUC4', 'MYC', 'N4BP1', 'NDRG1', 'NEDD4L', 'NEDD4', 'NF1', 'NGF', 'NICN1', 'NOTCH1', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'NTF3', 'NTF4', 'OAT', 'PA2G4', 'PARK7', 'PCSK9', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PGF', 'PGR', 'PI3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIP5K1C', 'PLCG1', 'PLCG2', 'PPP1R9A', 'PRKACA', 'PTEN', 'PTK2B', 'PTK2', 'PTK6', 'PTPN11', 'PTPN22', 'PTPN2', 'RASA1', 'RASA2', 'REM1', 'RGS4', 'RHOA', 'RHOC', 'RNF41', 'ROR1', 'RRAS2', 'SH2B3', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SHH', 'SLC25A16', 'SMAD4', 'SNAI2', 'SOS1', 'SOX10', 'SOX2', 'SPARC', 'SPRY2', 'SRC', 'STAT3', 'STAT5A', 'STAT5B', 'SYN3', 'TCF7L2', 'TGFA', 'TMEFF2', 'TNFRSF13C', 'TNS1', 'TP53', 'USP8', 'VAV1', 'VAV2', 'VAV3', 'VEGFA', 'VEGFB', 'VEGFC', 'WNT1', 'WNT5A', 'ZEB1', 'ZNF217', 'KRBOX4', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20254353309139272
		RMSE:  0.523865801474932
		NRMSE:  0.14324270860276114
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.287905849531515
		RMSE:  0.4364451552160674
		NRMSE:  0.21482088883335748
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  LinearRegression
		Pearson Correlation:  0.7525779749217282
		Spearman Correlation:  0.7414768781715668
		Coefficient of Determination:  0.5663736083372896
		RMSE:  0.31457738498282223
		NRMSE:  0.08601614490437255
		MAPE:  195.5605728126393
		Pearson Correlation:  0.1910394634967968
		Spearman Correlation:  0.24006034987967434
		Coefficient of Determination:  -1.5365174079224153
		RMSE:  0.612500634147943
		NRMSE:  0.3014764376832571
		MAPE:  423.5878774811986

	Predictor:  ElasticNet
		Pearson Correlation:  0.7503113448779016
		Spearman Correlation:  0.7404445658758285
		Coefficient of Determination:  0.5629466002308949
		RMSE:  0.3158180124360715
		NRMSE:  0.08635537460073758
		MAPE:  198.05849050829
		Pearson Correlation:  0.20622183016053527
		Spearman Correlation:  0.23301786805321764
		Coefficient of Determination:  -1.337507727762917
		RMSE:  0.5879821565069904
		NRMSE:  0.2894082978569307
		MAPE:  406.82690939108

	Predictor:  RandomForests
		Pearson Correlation:  0.5779349321581143
		Spearman Correlation:  0.5952826445215312
		Coefficient of Determination:  0.3099301228298601
		RMSE:  0.3968406749485059
		NRMSE:  0.10850972329808019
		MAPE:  233.0343291393106
		Pearson Correlation:  0.42093925854669745
		Spearman Correlation:  0.3463788156698109
		Coefficient of Determination:  0.16506208829735813
		RMSE:  0.3514104804695851
		NRMSE:  0.17296631858007702
		MAPE:  236.1590586353873


Fold:  5

Protein:  RB1
Protein Interaction Partners Count:  369
x_train_column_count:  366
x_train columns:  ['AATF', 'ABCC1', 'ABL1', 'ACTL6A', 'ACTL6B', 'AFAP1', 'AHR', 'AKT1', 'ANXA5', 'ARID1A', 'ARID1B', 'ARID4A', 'ARMCX1', 'ARMCX2', 'ARMCX3', 'ARNT', 'AR', 'ASF1A', 'ATF2', 'ATM', 'AURKB', 'BCR', 'BDP1', 'BGLAP', 'BRCA1', 'BRF1', 'FAM208A', 'C4BPA', 'CABIN1', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CBFB', 'CBX1', 'CBX4', 'CBX5', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCNC', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNT2', 'CDC25A', 'CDC27', 'CDC6', 'CDH1', 'CDK14', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK6', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CEBPA', 'CEBPB', 'CEBPD', 'CEBPE', 'CHEK1', 'CHEK2', 'CLNK', 'COL1A1', 'CREBBP', 'CTBP1', 'CTNNB1', 'CUX1', 'DCAF10', 'DGKZ', 'DNAJA3', 'DNMT1', 'DNMT3A', 'DUSP1', 'DUT', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EED', 'EGFR', 'EGF', 'EID1', 'EIF2AK1', 'EIF2AK4', 'AGO2', 'ELF1', 'ENC1', 'EP300', 'ERBB2', 'ESD', 'ESR1', 'ESR2', 'EZH2', 'FBXW7', 'FMO5', 'FOS', 'FOXM1', 'FRK', 'FZR1', 'G6PD', 'GAPDH', 'GATA1', 'GJA1', 'GNB2L1', 'GRB2', 'GSC', 'GTF2H1', 'H1F0', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HARS2', 'HARS', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC8', 'HDC', 'HES1', 'HIF1A', 'HIRA', 'HIST1H1A', 'HIST1H1B', 'HIST1H1C', 'HIST1H1D', 'HIST1H1E', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST1H4A', 'HIST2H2AC', 'HIST2H2BE', 'HIST3H3', 'HIST4H4', 'HMGA1', 'HMGA2', 'HRAS', 'HSP90AA1', 'HSPA1A', 'HSPA8', 'ID2', 'IFI16', 'INS', 'JUN', 'KAT2B', 'KAT5', 'KDM1A', 'KDM2A', 'KDM4A', 'KDM5A', 'KDM5B', 'PPP1R26', 'KIF11', 'KRAS', 'KRT10', 'KRT14', 'KRT5', 'L3MBTL2', 'L3MBTL1', 'LIMD1', 'LIN52', 'LIN54', 'LIN9', 'LMNA', 'LOR', 'LPAR6', 'MAF', 'MAP2K7', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MAPK9', 'MCM2', 'MCM3', 'MCM4', 'MCM5', 'MCM7', 'MDM2', 'MDM4', 'MEF2C', 'MORF4L1', 'MRFAP1', 'MRPL11', 'MRPS18B', 'MSH6', 'MTL5', 'MYBL2', 'MYC', 'MYOD1', 'NACC2', 'NCAPD3', 'NCAPG2', 'NCAPH2', 'NCR1', 'NDC80', 'NEO1', 'NFYA', 'NFYB', 'NFYC', 'NGF', 'NOTCH1', 'NPM1', 'NRAS', 'ORC1', 'PA2G4', 'PAX2', 'PAX3', 'PAX5', 'PAX6', 'PAX8', 'PCNA', 'PELP1', 'PGR', 'PHB', 'PHF21B', 'PIAS4', 'PIK3CA', 'PIK3R1', 'PIK3R3', 'PLK1', 'PML', 'POLA1', 'POLA2', 'PPARA', 'PPARG', 'PPIA', 'PPP1CA', 'PPP1CB', 'PPP1CC', 'PPP1R3A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R3B', 'PPRC1', 'PRB1', 'PRB3', 'PRB4', 'PRDM2', 'PRH1', 'PRH2', 'PRIM1', 'PRIM2', 'PRKCB', 'PRMT2', 'PSMA7', 'PSMC1', 'PSMD10', 'PTEN', 'PTGDR', 'RAF1', 'RB1CC1', 'RBAK', 'RBBP4', 'RBBP5', 'RBBP6', 'RBBP7', 'RBBP8', 'RBBP9', 'RBL1', 'RBL2', 'RBFOX2', 'RFC1', 'RPS6KB1', 'RUNX2', 'S100A6', 'SETD1B', 'SETD7', 'SIRT1', 'SKP2', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'SMARCC1', 'SMARCC2', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'SMARCE1', 'SMC1A', 'SMC2', 'SMC4', 'SMC5', 'SMYD2', 'SNW1', 'SP100', 'SP1', 'SP3', 'SPI1', 'STAM', 'STAT3', 'SUV39H1', 'SUV420H2', 'SUZ12', 'TAF1', 'TBP', 'TERT', 'TFAP2A', 'TFDP1', 'TFDP3', 'TGM2', 'THAP1', 'TMPO', 'TNS1', 'TOP2A', 'TP53BP1', 'TP53', 'TP73', 'TRDMT1', 'TRIM27', 'TTK', 'UBE2I', 'UBE3A', 'UBL4A', 'UBN1', 'UBR4', 'UBTF', 'UHRF1', 'USP4', 'USP7', 'VEGFA', 'VPS39', 'WDR59', 'WDR73', 'WEE1', 'WWTR1', 'YAP1', 'YY1', 'ZBTB16', 'ZBTB7A', 'ZNF521', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00018503513771928048
		RMSE:  0.23392670305630597
		NRMSE:  0.11556330212293363
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12340187398900859
		RMSE:  0.2547692202160761
		NRMSE:  0.12845593258580365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  LinearRegression
		Pearson Correlation:  0.8043073491957689
		Spearman Correlation:  0.752739189475409
		Coefficient of Determination:  0.6469103119703244
		RMSE:  0.13898954746172476
		NRMSE:  0.06866292242567532
		MAPE:  279.3797489508154
		Pearson Correlation:  0.12511584270445572
		Spearman Correlation:  0.12261250140276066
		Coefficient of Determination:  -8.482605621513098
		RMSE:  0.7401900285273882
		NRMSE:  0.3732075653587864
		MAPE:  1835.1537016749382

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.881776127229412, tolerance: 0.002943482941498817
  positive)
		Pearson Correlation:  0.7836852906867791
		Spearman Correlation:  0.7384360092626053
		Coefficient of Determination:  0.614064202903305
		RMSE:  0.1453105529181058
		NRMSE:  0.07178559398788961
		MAPE:  278.2833569173714
		Pearson Correlation:  0.10348241059282302
		Spearman Correlation:  0.09900622202271851
		Coefficient of Determination:  -3.4227424560642126
		RMSE:  0.5055047153056854
		NRMSE:  0.25487804051070195
		MAPE:  1520.3610395338633

	Predictor:  RandomForests
		Pearson Correlation:  0.6340763493930155
		Spearman Correlation:  0.5201141554191631
		Coefficient of Determination:  0.19381013396512958
		RMSE:  0.21001885728233907
		NRMSE:  0.10375246749743806
		MAPE:  132.01027999309287
		Pearson Correlation:  0.0005679193949936507
		Spearman Correlation:  0.12012369231536554
		Coefficient of Determination:  -0.12763289130124789
		RMSE:  0.2552485321927606
		NRMSE:  0.12869760411469688
		MAPE:  406.3067706836569

Protein:  CDH1
Protein Interaction Partners Count:  834
x_train_column_count:  826
x_train columns:  ['ABCB1', 'ABCG2', 'ACAN', 'ACTA1', 'ACTA2', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTN1', 'ACTR3', 'ACVR1B', 'ADAM10', 'ADAM15', 'ADAM17', 'ADAM9', 'AFP', 'AIMP1', 'AJAP1', 'AKAP9', 'AKT1', 'AKT2', 'AKTIP', 'ALB', 'ALCAM', 'ALDH1A1', 'ALDH3A1', 'ALK', 'AMOTL2', 'ANAPC4', 'ANAPC7', 'ANO1', 'ANXA2', 'ANXA5', 'AP1M1', 'AP1M2', 'APC2', 'APC', 'AQP1', 'AQP5', 'AREG', 'ARF6', 'ARHGAP31', 'ARID1A', 'ARL2BP', 'ARMC7', 'ARPC1A', 'ARPC2', 'ARRB2', 'ARVCF', 'AR', 'CLMP', 'ASF1A', 'ATF2', 'ATF3', 'ATM', 'ATXN1', 'AXIN1', 'AXIN2', 'AXL', 'BAG3', 'BANP', 'BCAR1', 'BCL2L11', 'BCL2L1', 'BCL6B', 'BCL9L', 'BCORL1', 'BMI1', 'BMP2', 'BMP4', 'BMP6', 'BMP7', 'BNIP3', 'BRCA1', 'BRCA2', 'BSG', 'BTBD7', 'BTC', 'BTF3', 'ANAPC15', 'CA2', 'CA9', 'CALCA', 'CALR', 'CAPN1', 'CAPNS1', 'CASP3', 'CASP8', 'CASP9', 'CASS4', 'CAV1', 'CBLL1', 'CBL', 'CBX7', 'CCL2', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCNE1', 'CCR7', 'CD1A', 'CD1B', 'CD1C', 'CD1E', 'CD207', 'CD24', 'CD274', 'CD276', 'CD2AP', 'CD34', 'CD44', 'CD46', 'CD68', 'CD82', 'CDC16', 'CDC23', 'CDC27', 'CDC42', 'CDC6', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH24', 'CDH2', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDK14', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CDKN3', 'CDX2', 'CEACAM5', 'CFL1', 'CGN', 'CHGA', 'CHL1', 'CLCA2', 'CLDN1', 'CLDN2', 'CLDN3', 'CLDN4', 'CLDN5', 'CLDN7', 'CNTN1', 'COL1A1', 'CORO1C', 'CRB3', 'CREB1', 'CREBBP', 'CRYAB', 'YBX3', 'CSDC2', 'CSE1L', 'CSF2', 'CSNK2A1', 'CSNK2A2', 'CST5', 'CTBP1', 'CTBP2', 'CTCF', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNB1', 'CTNND1', 'CTNND2', 'CTSL', 'CTTN', 'CXCL12', 'CXCL1', 'CXCR4', 'CYP1B1', 'DAAM1', 'DAB2IP', 'DACH1', 'DAPK1', 'DAP', 'DDR1', 'DDR2', 'DDX3X', 'DICER1', 'DKK1', 'DLC1', 'DLG1', 'DLG5', 'DNM2', 'DNMT1', 'DNMT3A', 'DNMT3B', 'DNTT', 'DOT1L', 'DPAGT1', 'DPEP1', 'DSP', 'DUOX1', 'DUSP4', 'DVL1', 'DVL2', 'E2F1', 'ECT2', 'EDN1', 'EFEMP1', 'EFNA1', 'EGFR', 'EGF', 'EGR1', 'EHD1', 'EHMT2', 'EIF2AK3', 'AGO1', 'AGO2', 'ELAVL1', 'ELF3', 'ENAH', 'ENG', 'EP300', 'EPB41L3', 'EPCAM', 'EPHA10', 'EPHA1', 'EPHA2', 'EPPK1', 'ERBB2IP', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ESRP1', 'ESRP2', 'ETS1', 'ETS2', 'EXOC3', 'EXOC4', 'EYA2', 'EZH2', 'EZR', 'F11R', 'F2RL2', 'SUPT20H', 'FBXL5', 'FER', 'FGF10', 'FGF13', 'FGF17', 'FGF19', 'FGF2', 'FGF4', 'FGF5', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FHIT', 'FHL2', 'FLG', 'FLOT1', 'FLOT2', 'FLT1', 'FMN1', 'FN1', 'FOSL1', 'FOS', 'FOXA1', 'FOXA2', 'FOXC1', 'FOXC2', 'FOXJ2', 'FOXK2', 'FOXL1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXQ1', 'FRMPD2', 'FSCN1', 'FUT4', 'FXYD5', 'FYN', 'FZD1', 'FZD4', 'FZD7', 'FZR1', 'G6PD', 'GAB2', 'GABPA', 'GADD45A', 'GAPDH', 'GAS6', 'GATA1', 'GATA3', 'GATA4', 'GATA6', 'GDNF', 'GFRA1', 'GGT1', 'GJA1', 'GJB1', 'GJB2', 'GKN2', 'GLI1', 'GLI2', 'GMNN', 'GNA12', 'GNA13', 'GNB2L1', 'GNL3', 'GPA33', 'GRB2', 'GRHL2', 'GRHL3', 'GSK3B', 'GSN', 'GSTP1', 'H2AFZ', 'HAVCR2', 'HBEGF', 'HDAC1', 'HDAC2', 'HEPACAM', 'HES1', 'HGF', 'HGS', 'HIF1A', 'HMGA2', 'HNF4A', 'HOXB4', 'HOXD10', 'HPGDS', 'HPGD', 'HRAS', 'HSP90AA1', 'HSPA5', 'ICAM1', 'ID1', 'ID2', 'IDO1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP3', 'IL10', 'IL15', 'IL17A', 'IL1B', 'IL24', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ILK', 'INADL', 'INS', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'IQSEC1', 'IRS1', 'IRS2', 'ITGA5', 'ITGA6', 'ITGAE', 'ITGAM', 'ITGB1', 'ITGB4', 'ITGB7', 'ITPKB', 'IVL', 'JAG1', 'JAK2', 'AJUBA', 'JUN', 'JUP', 'KDM1A', 'KDM6A', 'KDR', 'KEAP1', 'KIFC3', 'KIT', 'KLF4', 'KLF5', 'KLF8', 'KLK3', 'KLK7', 'KLRG1', 'KRAS', 'KRT10', 'KRT14', 'KRT17', 'KRT18', 'KRT19', 'KRT20', 'KRT4', 'KRT5', 'KRT7', 'KRT8', 'KRT9', 'LAMA1', 'LAMB1', 'LAMC2', 'LASP1', 'LATS1', 'LATS2', 'LCN2', 'LEF1', 'LEP', 'LGALS3', 'LGALS4', 'LGALS9', 'LGR5', 'LIF', 'LIMA1', 'LIN28A', 'LIPG', 'LLGL2', 'LMNA', 'LOR', 'LOXL2', 'LOXL3', 'LOX', 'LRP5', 'LRP6', 'LY6K', 'MACC1', 'MACROD1', 'MAD2L2', 'MAGI1', 'MAP2K1', 'MAP2K7', 'MAP4K5', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MARK2', 'MARVELD2', 'MCAM', 'MCL1', 'MDM2', 'MED1', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MGAT5', 'MGMT', 'MKI67', 'MLH1', 'MLLT4', 'MME', 'MMP11', 'MMP13', 'MMP14', 'MMP15', 'MMP17', 'MMP1', 'MMP25', 'MMP27', 'MMP2', 'MMP3', 'MMP7', 'MMP8', 'MMP9', 'MPP5', 'MRAP', 'MSH2', 'MSN', 'MT1G', 'MTA1', 'MTA3', 'MTBP', 'MTDH', 'MTOR', 'MUC1', 'MUC4', 'MYCN', 'MYC', 'MYH6', 'MYO6', 'MYO7A', 'NANOG', 'NCAM1', 'NCOA1', 'NCSTN', 'NDRG1', 'NDRG2', 'NEDD9', 'NEK2', 'NES', 'NEUROG3', 'NF2', 'NFE2L2', 'NFIC', 'NKD2', 'NKX2-1', 'NKX6-1', 'NKX6-2', 'NME1', 'NOG', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NR2F1', 'NRP2', 'NUDT21', 'NUMBL', 'NUMB', 'NUP98', 'NUTF2', 'OTUB1', 'OVOL1', 'OVOL2', 'PARD3', 'PARD6A', 'PAX2', 'PAX5', 'PAX6', 'PAX8', 'PCSK9', 'PDCD4', 'PDGFRB', 'PDPN', 'PEBP1', 'PECAM1', 'PGR', 'PHLPP1', 'PI3', 'PIK3CA', 'PIK3R1', 'PIP5K1A', 'PIP5K1C', 'PIP', 'PIR', 'PITX1', 'PKD1', 'PKM', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PLAUR', 'PLAU', 'PLCD1', 'PLEKHA7', 'PLG', 'PODXL', 'POLR2C', 'POSTN', 'POTEF', 'POU5F1', 'PPARA', 'PPARGC1A', 'PPARG', 'PPL', 'PPP6C', 'PRAME', 'PRDM10', 'PRKAR1A', 'PRKCA', 'PRKCI', 'PRKCZ', 'PRKD1', 'PRKG1', 'PRMT5', 'PROC', 'PROM1', 'PRSS8', 'PSEN1', 'PTCH1', 'PTEN', 'PTF1A', 'PTGS2', 'PTK2', 'PTPN11', 'PTPN14', 'PTPRC', 'PTPRF', 'PTPRJ', 'PTPRM', 'PTPRS', 'PTPRT', 'PTPRU', 'PTRH2', 'PVRL1', 'PVRL2', 'PVR', 'PXN', 'RAB11A', 'RAB25', 'RAB5A', 'RAB7A', 'RAB8B', 'RAC1', 'RAC2', 'RACGAP1', 'RAF1', 'RALA', 'RALBP1', 'RALGDS', 'RAP1A', 'RAP1B', 'RAPGEF1', 'RARB', 'RASSF1', 'RB1', 'RBM4', 'RCOR1', 'RDX', 'REM1', 'RET', 'RHOA', 'RHOB', 'RHOC', 'RHOD', 'RICTOR', 'RND3', 'ROCK1', 'ROCK2', 'RPS6KB1', 'RPTOR', 'RRM2', 'RUNX2', 'RUNX3', 'S100A14', 'S100A4', 'S100A8', 'SATB1', 'SCRIB', 'SDC1', 'SDC4', 'SDHC', 'SELE', 'SELL', 'SELP', 'SEMA3C', 'SEMA3F', 'SENP1', 'SERPINB4', 'SERPINB5', 'SERPINE1', 'SFN', 'SFRP1', 'SFRP2', 'SFTPC', 'SHH', 'SIK1', 'SIN3A', 'SIRT1', 'SIRT2', 'SIRT4', 'SIRT7', 'SIX1', 'SIX2', 'SKIL', 'SKP2', 'SLC2A1', 'SLC39A6', 'SLC6A3', 'SLC9A3R1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMO', 'SNAI1', 'SNAI2', 'SNAI3', 'SNX16', 'SNX1', 'SOX10', 'SOX17', 'SOX2', 'SOX4', 'SOX9', 'SP1', 'SPARC', 'SPDEF', 'SPINT1', 'SPP1', 'SPRY1', 'SRCIN1', 'SRC', 'SRXN1', 'ST14', 'ST7L', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STX4', 'STYK1', 'SUCLG2', 'SUMO1', 'SUZ12', 'SYNJ2', 'SYP', 'TACC3', 'TACSTD2', 'TATDN1', 'TBX1', 'TBX3', 'TCF15', 'TCF4', 'TDGF1', 'TERT', 'TET2', 'TFF1', 'TFF3', 'TGFB1', 'TGFB2', 'TGFB3', 'TGFBI', 'TGFBR1', 'TGFBR2', 'THBS1', 'THEM4', 'THUMPD1', 'THY1', 'TIAM1', 'TIMP1', 'TIMP2', 'TIMP3', 'TJP1', 'TJP2', 'TJP3', 'TLE1', 'TLN1', 'TLR4', 'TMPRSS2', 'TMPRSS4', 'TNFRSF6B', 'TNF', 'TNK2', 'TNS1', 'TP53BP1', 'TP53BP2', 'TP53', 'TRIM21', 'TRIM29', 'TRIM44', 'TRIP10', 'TRPS1', 'TSPYL2', 'TWIST1', 'TWIST2', 'TYRP1', 'T', 'UBE2I', 'UBE2S', 'USP48', 'USP9X', 'VANGL1', 'VANGL2', 'VASP', 'VAV1', 'VCAM1', 'VCL', 'VDR', 'VEGFA', 'VEGFC', 'VEZT', 'VHL', 'VIM', 'VIPAS39', 'VPS33B', 'VTN', 'WASL', 'WDFY2', 'WDTC1', 'WIF1', 'WISP1', 'WISP3', 'WNT10A', 'WNT10B', 'WNT11', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8A', 'WNT9A', 'WNT9B', 'WT1', 'XIAP', 'YAP1', 'YBX1', 'YES1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'ZYX', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10476316856458312
		RMSE:  1.1835893765747125
		NRMSE:  0.18846364392451076
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19786466090973764
		RMSE:  1.2714981376898562
		NRMSE:  0.2500438806886504
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1260727912856485
		NRMSE:  0.17930524366829853
		MAPE:  266.31463004312263
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01718399286470018
		RMSE:  1.1716869980595492
		NRMSE:  0.23041572398960675
		MAPE:  1066.779337530299

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  7.378821871558878e-14
		NRMSE:  1.1749342173113718e-14
		MAPE:  3.4973108215113877e-11
		Pearson Correlation:  0.11775972266176644
		Spearman Correlation:  0.19383034701180815
		Coefficient of Determination:  -6.812649518811126
		RMSE:  3.247214840056766
		NRMSE:  0.6385744311924576
		MAPE:  6955.0872642397135

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.9352411718780184, tolerance: 0.0682205483025332
  positive)
		Pearson Correlation:  0.9999819116897197
		Spearman Correlation:  0.9999358850591727
		Coefficient of Determination:  0.9999620777521164
		RMSE:  0.006934473635393898
		NRMSE:  0.0011041803820569245
		MAPE:  2.7974300727724275
		Pearson Correlation:  0.18455181664710169
		Spearman Correlation:  0.19133156273769
		Coefficient of Determination:  -7.7585224088594416
		RMSE:  3.438169432263762
		NRMSE:  0.6761262182186707
		MAPE:  6233.784178049553

	Predictor:  RandomForests
		Pearson Correlation:  0.788576550081762
		Spearman Correlation:  0.7253160999707672
		Coefficient of Determination:  0.6162045281612716
		RMSE:  0.6976159285262893
		NRMSE:  0.11108180130032311
		MAPE:  131.10301937609051
		Pearson Correlation:  0.6418639317155875
		Spearman Correlation:  0.6048379655606679
		Coefficient of Determination:  0.40310484279219416
		RMSE:  0.8975546056304294
		NRMSE:  0.17650677580193694
		MAPE:  314.70180366790146

Protein:  CDH2
Protein Interaction Partners Count:  472
x_train_column_count:  467
x_train columns:  ['ABCG2', 'ABL1', 'ACAN', 'ACTA1', 'ACTA2', 'ACTB', 'ACTR3', 'ADAM10', 'ADH1A', 'AFP', 'AHSG', 'AKT1', 'AKT3', 'ALB', 'ALCAM', 'ALDH1A1', 'AMBN', 'AMELX', 'AMOTL1', 'AMTN', 'ANGPT1', 'ANO8', 'ANXA5', 'APC2', 'APC', 'APLP2', 'APOA1', 'APOA2', 'APOA5', 'APOB', 'APOE', 'APOL1', 'APPL1', 'APP', 'ARHGAP32', 'ARMC7', 'ARPC5', 'ARVCF', 'AR', 'ATXN1', 'AXIN1', 'AXIN2', 'AXL', 'BCL2L1', 'BDNF', 'BMI1', 'BMP15', 'BMP2', 'BMP4', 'BMP7', 'BNIP2', 'BOC', 'BPIFB2', 'RGCC', 'GSKIP', 'C3', 'C4A', 'CABLES1', 'CADM1', 'CALU', 'CASP3', 'CAV1', 'CBLL1', 'CCNA2', 'CCNB1', 'CCND1', 'CD24', 'CD34', 'CD44', 'CD80', 'CDC42', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDK4', 'CDK5', 'CDK6', 'CDKN2A', 'CDON', 'CDX2', 'CEBPZ', 'CFL1', 'CHGB', 'CHL1', 'CHRDL1', 'CKAP4', 'CLDN11', 'CLDN3', 'CLDN4', 'CLDN7', 'CORT', 'CP', 'CREBBP', 'CRP', 'CSF1', 'CSK', 'CST3', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNB1', 'CTNND1', 'CTNND2', 'CTTN', 'CXCL12', 'CXCR4', 'CYLD', 'CYR61', 'DBN1', 'DDR1', 'DDR2', 'DKK1', 'DLG4', 'DLG5', 'DMP1', 'DNAJC3', 'DSP', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EFNB1', 'EFNB2', 'EFNB3', 'EGFR', 'EGF', 'EHMT2', 'EIF2AK3', 'ENAM', 'ENG', 'EPCAM', 'EPHA1', 'EPHA2', 'EPHA4', 'EPHB2', 'EPS8', 'ERBB2', 'ERBB4', 'ESR1', 'ESRP1', 'EXOC4', 'EZH2', 'EZR', 'F11R', 'F5', 'EVA1A', 'FAM20A', 'FAM20C', 'FBN1', 'FER', 'FGA', 'FGF13', 'FGF23', 'FGF2', 'FGFR1', 'FGFR4', 'FGG', 'FN1', 'FOXC2', 'FOXD3', 'FOXO1', 'FOXP4', 'FSTL1', 'FSTL3', 'FUCA2', 'GAA', 'GAPDH', 'GAS6', 'GATA4', 'GFAP', 'GJA10', 'GJA1', 'GJA3', 'GJB6', 'GJC1', 'GJC3', 'GJD3', 'GJD4', 'GLI1', 'GOLM1', 'GPC3', 'GRIA1', 'GRIA2', 'HGF', 'HMGA2', 'HNF4A', 'HRAS', 'HRC', 'HSP90B1', 'HSPA5', 'IARS2', 'IGF1R', 'IGF1', 'IGFBP1', 'IGFBP3', 'IGFBP4', 'IGFBP5', 'IGFBP7', 'IL1B', 'IL6', 'CXCL8', 'ILK', 'INADL', 'INS', 'INVS', 'IQGAP1', 'ISL1', 'ITGA6', 'ITGB1', 'ITIH2', 'ITPKB', 'JAG1', 'JAM3', 'JUN', 'JUP', 'KCNA5', 'KDR', 'KIAA2022', 'KIF5B', 'KIT', 'KLF4', 'KNG1', 'KRAS', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT8', 'KTN1', 'L1CAM', 'LAMB1', 'LAMB2', 'LAMC1', 'LEF1', 'LGALS1', 'LRP5', 'LRP6', 'LRRC7', 'LTBP1', 'LTBP3', 'MAP1B', 'MAP2K6', 'MAP2K7', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MATN3', 'MBTPS1', 'MCAM', 'MEF2A', 'MEF2C', 'MEF2D', 'MEN1', 'MEPE', 'MET', 'MFGE8', 'MFI2', 'MGAT4A', 'MIA3', 'MKI67', 'MLLT4', 'MMP14', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MPDZ', 'MPP5', 'MRAP', 'MRPL49', 'MSLN', 'MSN', 'MTHFD1', 'MUC1', 'MUC4', 'MXRA8', 'MYC', 'MYO10', 'MZF1', 'NANOG', 'NCAM1', 'NCSTN', 'NDRG1', 'NENF', 'NES', 'NFASC', 'NGF', 'NKX2-5', 'NLGN1', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTUM', 'NRCAM', 'NT5C', 'NT5E', 'NTRK2', 'NUCB1', 'NUMBL', 'NUMB', 'OLFM3', 'P4HB', 'PARD3', 'PAX6', 'PCSK9', 'PC', 'PDGFRB', 'PDIA4', 'PDIA6', 'PECAM1', 'PENK', 'PIK3CA', 'PIK3R1', 'PIP5K1C', 'PITX2', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PNPLA2', 'POU5F1', 'PPT2', 'PRKCDBP', 'PRKCSH', 'PROC', 'PROM1', 'PRPH', 'PRSS23', 'PSEN1', 'PTEN', 'PTK2', 'PTPN11', 'PTPN1', 'PTPN2', 'PTPRC', 'PTPRS', 'PVRL1', 'PVRL2', 'PVRL3', 'PXN', 'QSOX1', 'RAB11FIP1', 'RAB3D', 'RAB5A', 'RAC1', 'RCN1', 'RELN', 'REM1', 'RHOA', 'RHOB', 'RHOC', 'ROBO1', 'PTBP3', 'RPS6KB1', 'RUNX2', 'S100A14', 'S100A4', 'SARS2', 'SCARB2', 'SCG2', 'SCG3', 'SDC2', 'SEMA3A', 'SENP3', 'SERPINA10', 'SERPINA1', 'SERPINC1', 'SERPIND1', 'SERPINE1', 'SHH', 'SHISA5', 'SIRT7', 'SKP1', 'SLC2A1', 'SLC9A3R1', 'SLIT1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SNAI1', 'SNAI2', 'SNAI3', 'SOX10', 'SOX18', 'SOX1', 'SOX2', 'SOX4', 'SOX9', 'SP7', 'SPAG9', 'SPARCL1', 'SPARC', 'SPP1', 'SPP2', 'SRC', 'ST6GALNAC5', 'STAT3', 'STC2', 'SYP', 'TBX1', 'TCF3', 'TEK', 'TF', 'TGFB1', 'TGFBR1', 'TGM2', 'TGOLN2', 'THY1', 'TIMP1', 'TJP1', 'TJP3', 'TMEM132A', 'TNC', 'TNF', 'TNNT1', 'TP53', 'TRPS1', 'TSC2', 'TWIST1', 'TWIST2', 'USP9X', 'VANGL2', 'VCAM1', 'VCAN', 'VCL', 'VEGFA', 'VGF', 'VIM', 'VTN', 'VWA1', 'WFS1', 'WNT11', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT7A', 'XIRP1', 'ZBTB16', 'ZEB1', 'ZEB2', 'ZSCAN1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0016678089051440637
		RMSE:  0.3594357673583712
		NRMSE:  0.1765314902796381
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02548752338232485
		RMSE:  0.4223734458481898
		NRMSE:  0.15794680397441796
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  LinearRegression
		Pearson Correlation:  0.9576202102829539
		Spearman Correlation:  0.9455075383606956
		Coefficient of Determination:  0.9170364671423684
		RMSE:  0.10344346315653845
		NRMSE:  0.050804706623711234
		MAPE:  960.3187939137175
		Pearson Correlation:  0.18861470900329394
		Spearman Correlation:  0.1565383066352501
		Coefficient of Determination:  -24.233095416630615
		RMSE:  2.095157526056236
		NRMSE:  0.7834854163215361
		MAPE:  43812.40700344982

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.234066431970085, tolerance: 0.0069390679727214565
  positive)
		Pearson Correlation:  0.9350848867785033
		Spearman Correlation:  0.9189887270209198
		Coefficient of Determination:  0.8741694381987462
		RMSE:  0.12739503452362502
		NRMSE:  0.06256816193881685
		MAPE:  1606.5708726786795
		Pearson Correlation:  0.09113647066636808
		Spearman Correlation:  0.09407360948848256
		Coefficient of Determination:  -11.137829669637547
		RMSE:  1.453121523990825
		NRMSE:  0.5433956674049044
		MAPE:  31507.61888854388

	Predictor:  RandomForests
		Pearson Correlation:  0.6021582315836356
		Spearman Correlation:  0.5617286652517202
		Coefficient of Determination:  0.20085054070881014
		RMSE:  0.32105056459340875
		NRMSE:  0.15767917322008188
		MAPE:  536.6719195525947
		Pearson Correlation:  0.10266061103142113
		Spearman Correlation:  0.14329622974889847
		Coefficient of Determination:  -0.007535790577082979
		RMSE:  0.4186601816746719
		NRMSE:  0.15655822660459282
		MAPE:  1426.542024985386

Protein:  CDH3
Protein Interaction Partners Count:  73
x_train_column_count:  74
x_train columns:  ['AIMP1', 'CLMP', 'BRCA1', 'CCND1', 'CD24', 'CD2AP', 'CD44', 'CDCP1', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH2', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CLDN1', 'CLDN7', 'CTNNA1', 'CTNNA3', 'CTNNB1', 'CTNND1', 'DPYD', 'DSP', 'ECM1', 'EGFR', 'EPCAM', 'ERBB2', 'ESR1', 'ESRP1', 'F11R', 'FN1', 'GALNT6', 'GATA3', 'HOXA9', 'IGF1R', 'ITGA9', 'JUP', 'KIRREL', 'KRT14', 'KRT15', 'KRT17', 'KRT4', 'KRT5', 'KRT8', 'LEF1', 'MKI67', 'NPHS1', 'NPHS2', 'PGR', 'PKP1', 'PKP2', 'PKP3', 'POU5F1', 'S100A4', 'SNAI1', 'SNAI2', 'SYNPO', 'TECR', 'TJP1', 'TP53', 'UMPS', 'VCL', 'ZEB1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011481892643820935
		RMSE:  0.2038847376288621
		NRMSE:  0.14304087222095618
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026977014897064944
		RMSE:  0.22369326249691865
		NRMSE:  0.20181818899206835
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  LinearRegression
		Pearson Correlation:  0.5673091310268193
		Spearman Correlation:  0.5626739259885083
		Coefficient of Determination:  0.3218396501464047
		RMSE:  0.1678037765176248
		NRMSE:  0.11772729452041926
		MAPE:  709.9636165402015
		Pearson Correlation:  0.33118611359422395
		Spearman Correlation:  0.42593299168318816
		Coefficient of Determination:  -0.15607735928300026
		RMSE:  0.24019355052722663
		NRMSE:  0.21670490578878068
		MAPE:  496.54759058397406

	Predictor:  ElasticNet
		Pearson Correlation:  0.5658065389190262
		Spearman Correlation:  0.5618035194132743
		Coefficient of Determination:  0.320126033004005
		RMSE:  0.16801565119192527
		NRMSE:  0.1178759409496024
		MAPE:  716.9821704123757
		Pearson Correlation:  0.34764970626183433
		Spearman Correlation:  0.4344468135512913
		Coefficient of Determination:  -0.09842051154880438
		RMSE:  0.23412738313567374
		NRMSE:  0.2112319518722415
		MAPE:  473.90521572143507

	Predictor:  RandomForests
		Pearson Correlation:  0.5532215556161209
		Spearman Correlation:  0.5652630676722618
		Coefficient of Determination:  0.26825766681949326
		RMSE:  0.17430691798156686
		NRMSE:  0.1222897499449731
		MAPE:  575.6799278137305
		Pearson Correlation:  0.4392656012482198
		Spearman Correlation:  0.4789660718961583
		Coefficient of Determination:  0.17143896120733582
		RMSE:  0.20334343131470894
		NRMSE:  0.18345837775034865
		MAPE:  212.27010258558812

Protein:  PTEN
Protein Interaction Partners Count:  884
x_train_column_count:  876
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ABTB1', 'ACTB', 'ACTG1', 'ADM', 'AEBP1', 'AFP', 'AKT1S1', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDH1A1', 'ALK', 'AMHR2', 'ANXA2', 'ANXA5', 'APAF1', 'APC', 'ARAF', 'AREG', 'ARHGAP21', 'ARID1A', 'ARID2', 'ARL2BP', 'AR', 'ATF3', 'ATG12', 'ATG5', 'ATG7', 'ATM', 'ATRX', 'AURKA', 'AURKB', 'AXIN1', 'AXIN2', 'AXL', 'BAD', 'BAG5', 'BARD1', 'BAX', 'BBC3', 'BCAR1', 'BCL2L11', 'BCL2L1', 'BCL2L2', 'BCL6', 'BCR', 'BDNF', 'BECN1', 'BIRC3', 'BIRC5', 'BMI1', 'BMP2', 'BMP4', 'BMP7', 'BMPR1A', 'BNIP3', 'BRAF', 'BRCA1', 'BRCA2', 'BRD4', 'BTG2', 'BTK', 'SPRTN', 'CLHC1', 'CA9', 'CASP3', 'CASP6', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBL', 'CBX7', 'CCL2', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CD24', 'CD274', 'CD34', 'CD44', 'CD79A', 'CD79B', 'CDC14A', 'CDC20', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC27', 'CDC42', 'CDC7', 'CDH17', 'CDH1', 'CDH2', 'CDIPT', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CDX2', 'CENPC', 'CFL1', 'CFLAR', 'CFTR', 'CHD1', 'CHD8', 'CHEK1', 'CHEK2', 'CHKA', 'CHORDC1', 'CHUK', 'CLTCL1', 'CLTC', 'CNOT6L', 'CREB1', 'CREBBP', 'CRP', 'CSF1R', 'CSF1', 'CSK', 'CSN2', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTGF', 'CTLA4', 'CTNNB1', 'CUL1', 'CUL3', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP19A1', 'DAPK1', 'DAXX', 'DBN1', 'DCAF13', 'DDIT4', 'DDR2', 'DECR1', 'DEPTOR', 'DGCR8', 'DICER1', 'DLC1', 'DLG1', 'DLG4', 'DNM1L', 'DNMT1', 'DNMT3A', 'DNMT3B', 'DNTT', 'DOLPP1', 'DUSP1', 'DUSP6', 'DUT', 'DVL1', 'DYRK1A', 'E2F1', 'E2F2', 'E2F3', 'ECSCR', 'EGFR', 'EGF', 'EGR1', 'EIF2AK2', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF4A1', 'EIF4A2', 'EIF4EBP1', 'EIF4EBP2', 'EIF4E', 'EIF4G1', 'EML4', 'ENDOG', 'EP300', 'EPCAM', 'EPHA1', 'EPHA2', 'EPHA3', 'EPHA4', 'EPHA5', 'EPHA7', 'EPHB1', 'EPHB2', 'EPHB3', 'EPHB4', 'ERBB2', 'ERBB3', 'ERBB4', 'ERCC1', 'EREG', 'ESR1', 'ETS1', 'ETS2', 'ETV1', 'ETV6', 'EYA2', 'EZH2', 'EZR', 'FABP4', 'FASLG', 'FASN', 'FBXW7', 'FCGR1B', 'FGF2', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FIG4', 'FKBP1A', 'FLCN', 'FLT1', 'FLT3', 'FLT4', 'FMR1', 'FN1', 'FOS', 'FOXA1', 'FOXG1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FOXP1', 'FOXP3', 'FRK', 'FYN', 'FZR1', 'GADD45A', 'GAPDH', 'GATA3', 'GCK', 'GDF10', 'GDF2', 'GFAP', 'GJA1', 'GLI1', 'GNA11', 'GNAQ', 'GNAS', 'GNRHR', 'GRASP', 'GRB2', 'GRPR', 'GSK3A', 'GSK3B', 'GSTP1', 'H1F0', 'H2AFX', 'HAVCR2', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HES1', 'HGF', 'HIF1A', 'HIST1H2BA', 'HK1', 'HK2', 'HMGA2', 'HNF4A', 'HOXA9', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPA1A', 'HSPA1B', 'HSPA2', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPA9', 'ID1', 'ID4', 'IDH1', 'IDH2', 'IDO1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IKBKB', 'IKZF1', 'IL10', 'IL17A', 'IL21', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ILK', 'INPP4A', 'INPP4B', 'INPP5A', 'INPP5B', 'INPP5D', 'INPP5E', 'INPP5F', 'INPP5J', 'INPP5K', 'INPPL1', 'INSRR', 'INSR', 'INS', 'IPMK', 'IPO11', 'IQGAP1', 'IRAK1', 'IRS1', 'IRS2', 'ITGB1', 'ITPKA', 'ITPKB', 'ITPKC', 'ITPR3', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JARID2', 'JUN', 'KAT2B', 'KDM5B', 'KDM5C', 'KDM6A', 'KDR', 'KEAP1', 'ATG13', 'KIF11', 'KLLN', 'KITLG', 'KIT', 'KLF17', 'KLF2', 'KLF4', 'KLK3', 'KPNA1', 'KPNA2', 'KPNA5', 'KPNA6', 'KPNA7', 'KRAS', 'KRT14', 'KRT5', 'KRT8', 'LASP1', 'LATS1', 'LATS2', 'LCK', 'LDHA', 'LEF1', 'LEP', 'LGALS3', 'LIG4', 'LOX', 'LRIG1', 'LRP1B', 'LRRK2', 'LYN', 'LYPD1', 'MAGI1', 'MAGI2', 'MAGI3', 'MAN2C1', 'MAP1LC3B', 'MAP2K1', 'MAP2K2', 'MAP2K3', 'MAP2K4', 'MAP2K7', 'MAP3K1', 'MAP3K5', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK4', 'MAPK6', 'MAPK7', 'MAPK8', 'MAPK9', 'MAPKAP1', 'MAPT', 'MARCH2', 'MARCH3', 'MAST1', 'MAST2', 'MAST3', 'MAST4', 'MATK', 'MCL1', 'MCM2', 'MCM7', 'MCRS1', 'MDK', 'MDM2', 'MDM4', 'MECOM', 'MECP2', 'MED12', 'MEN1', 'MET', 'MGMT', 'MINPP1', 'MITF', 'MKI67', 'MKRN1', 'MLH1', 'MLH3', 'KMT2D', 'KMT2C', 'KMT2B', 'MLLT1', 'MLST8', 'MME', 'MMP2', 'MMP9', 'MOV10', 'MRAP', 'MRE11A', 'MSH2', 'MSH6', 'MTDH', 'MTMR2', 'MTOR', 'MTSS1', 'MUTYH', 'MVP', 'MYCN', 'MYC', 'MYLK', 'MYOCD', 'NANOG', 'NCKAP1', 'NCOA3', 'NCOR2', 'NDFIP1', 'NDFIP2', 'NDRG1', 'NDRG2', 'NEDD4L', 'NEDD4', 'NES', 'NF1', 'NF2', 'NFATC1', 'NFATC4', 'NFE2L2', 'NFKBIA', 'NGFR', 'NKX3-1', 'NLGN3', 'NLGN4X', 'NOS3', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NPM1', 'NR1H4', 'NR3C2', 'NRAS', 'NRP2', 'NTRK1', 'NTRK2', 'NUMB', 'OCRL', 'OLIG2', 'OTUD3', 'PALB2', 'PARD3', 'PARD6A', 'PARD6B', 'PARD6G', 'PARK2', 'PARK7', 'PARP1', 'PAX8', 'PBK', 'PBRM1', 'PCGF2', 'PCSK9', 'PDCD1', 'PDCD4', 'PDGFB', 'PDGFRA', 'PDGFRB', 'PDK1', 'PDK2', 'PDPK1', 'PDZK1', 'PECAM1', 'PGM3', 'PGR', 'PHF6', 'PHLPP1', 'PHLPP2', 'PI3', 'PI4K2A', 'PI4K2B', 'PI4KA', 'PI4KB', 'PIK3C2A', 'PIK3C2B', 'PIK3C2G', 'PIK3C3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3CG', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIK3R5', 'PIKFYVE', 'PINK1', 'PIP4K2A', 'PIP4K2B', 'PIP4K2C', 'PIP5K1A', 'PIP5K1B', 'PIP5K1C', 'PIP5KL1', 'PKM', 'PLCB1', 'PLCB2', 'PLCB3', 'PLCB4', 'PLCD1', 'PLCD3', 'PLCD4', 'PLCE1', 'PLCG1', 'PLCG2', 'PLCH1', 'PLCH2', 'PLCZ1', 'PLEKHA1', 'PLEK', 'PLK1', 'PLK2', 'PLK3', 'BPIFA1', 'PMAIP1', 'PML', 'PMPCA', 'PMS1', 'PMS2', 'POLE', 'POLI', 'POTEF', 'POU5F1', 'PPARG', 'PPM1D', 'PPP2R1A', 'PPP2R4', 'PPP2R5A', 'PPP2R5E', 'PPP3CA', 'PPP6C', 'PRDX1', 'PREX2', 'PRKAA1', 'PRKAA2', 'PRKCI', 'PRKCZ', 'PRKDC', 'PRMT5', 'PROM1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTER', 'PTGS2', 'PTK2B', 'PTK2', 'PTK6', 'PTPMT1', 'PTPN11', 'PTPN12', 'PTPN13', 'PTPN1', 'PTPRC', 'PTPRD', 'PTS', 'PXN', 'RAB7A', 'RAC1', 'RAC2', 'RAD51C', 'RAD51D', 'RAD51', 'RAD52', 'RAF1', 'RASA1', 'RASSF1', 'RB1CC1', 'RB1', 'RBL1', 'RBL2', 'RBM38', 'RBFOX2', 'RCN1', 'RECK', 'RELA', 'REL', 'REM1', 'RETN', 'RET', 'RHEB', 'RHOA', 'RHOB', 'RHOC', 'RICTOR', 'DROSHA', 'RNF146', 'ROCK1', 'ROCK2', 'ROS1', 'RPS27A', 'RPS6KA1', 'RPS6KA2', 'RPS6KA3', 'RPS6KB1', 'RPS6KB2', 'RPS6', 'RPTOR', 'RRAS2', 'RRAS', 'RRM1', 'RSL1D1', 'RUNX3', 'RWDD3', 'SACM1L', 'SALL4', 'SCAI', 'SCGB1D4', 'SCRIB', 'SDHB', 'SDHC', 'SERPINA1', 'SERPINA4', 'SERPINB5', 'SESN1', 'SESN2', 'SETD2', 'SGK1', 'SGK2', 'SGK3', 'SHANK2', 'SHARPIN', 'SHC1', 'SHFM1', 'SHH', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT5', 'SIRT6', 'SIRT7', 'SKP2', 'SLC25A16', 'SLC2A1', 'SLC2A4', 'SLC34A2', 'SLC9A3R1', 'SLC9A3R2', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMUG1', 'SMYD2', 'SNAI1', 'SNAI2', 'SNCA', 'SNX27', 'SOCS1', 'SOCS3', 'SOD2', 'SOS1', 'SOX2', 'SOX4', 'SOX9', 'SP1', 'SPOP', 'SPRY1', 'SPRY2', 'SRBD1', 'SRC', 'SREBF1', 'SRF', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STMN1', 'STUB1', 'STX16', 'SUCLG2', 'SUMO1', 'SYK', 'SYNJ1', 'SYNJ2', 'TACSTD2', 'TBX1', 'TBX2', 'TBX3', 'TCF7L2', 'TCHP', 'TEP1', 'TERT', 'TET1', 'TGFB1', 'TGFBR1', 'TGFBR2', 'TGM2', 'THBS1', 'TIMP1', 'TIMP3', 'TJP1', 'TLR4', 'TMEM55A', 'TMEM55B', 'TMPRSS2', 'TNFRSF10B', 'TNFSF10', 'TNF', 'TNKS2', 'TNKS', 'TNPO2', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TOP1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TPM1', 'TRAF6', 'TRIM27', 'TRIM29', 'TSC1', 'TSC2', 'TTN', 'TUT1', 'TWIST1', 'TWSG1', 'TXN', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2E1', 'UBE2I', 'UBE2L3', 'UBE3A', 'ULK1', 'ULK2', 'USP10', 'USP13', 'USP18', 'USP28', 'USP7', 'USP8', 'UTF1', 'UVRAG', 'VCL', 'VDR', 'VEGFA', 'VHL', 'WDR18', 'WDTC1', 'WEE1', 'WIPI1', 'WIPI2', 'WNT1', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT9A', 'WNT9B', 'WT1', 'WWP1', 'WWP2', 'XIAP', 'XPO1', 'XPO5', 'YAP1', 'YES1', 'YWHAB', 'YWHAZ', 'YY1', 'ZEB1', 'ZEB2', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05240378988513572
		RMSE:  0.5837468026637292
		NRMSE:  0.09127461538014686
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011774083334460839
		RMSE:  0.7259408088203396
		NRMSE:  0.14042494754339593
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5690275755039937
		NRMSE:  0.08897311789601967
		MAPE:  304.4741530818047
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005181468299075398
		RMSE:  0.7235718660416283
		NRMSE:  0.13996670265429206
		MAPE:  391.1377632658283

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.3007047617697256e-14
		NRMSE:  2.0337811926662898e-15
		MAPE:  1.3336886339350691e-11
		Pearson Correlation:  0.29131828391602055
		Spearman Correlation:  0.3226050200127184
		Coefficient of Determination:  -4.524410100626653
		RMSE:  1.696298940959264
		NRMSE:  0.3281296311047787
		MAPE:  1558.215289236801

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.5036474687896468, tolerance: 0.017420030134596684
  positive)
		Pearson Correlation:  0.9999658499044377
		Spearman Correlation:  0.9999226305281363
		Coefficient of Determination:  0.9999253579546586
		RMSE:  0.004916149472386078
		NRMSE:  0.0007686888394005282
		MAPE:  6.986904386625239
		Pearson Correlation:  0.2394067032965762
		Spearman Correlation:  0.3067644234965523
		Coefficient of Determination:  -2.1127613043361366
		RMSE:  1.2733047087213445
		NRMSE:  0.24630623427757362
		MAPE:  1808.5833414332353

	Predictor:  RandomForests
		Pearson Correlation:  0.583943117832684
		Spearman Correlation:  0.5486244683326287
		Coefficient of Determination:  0.2918667854306157
		RMSE:  0.4788404119275386
		NRMSE:  0.07487145835783576
		MAPE:  265.0430365616203
		Pearson Correlation:  0.36465827677182217
		Spearman Correlation:  0.42090313410669816
		Coefficient of Determination:  0.12179672007937525
		RMSE:  0.6763273699304017
		NRMSE:  0.13082779517378554
		MAPE:  389.50128558337383

Protein:  BRCA2
Protein Interaction Partners Count:  361
x_train_column_count:  351
x_train columns:  ['ABL1', 'ACHE', 'ADRB1', 'ADRB2', 'AKT1', 'ALK', 'APEX1', 'ARID1A', 'ARPC1A', 'AR', 'ATAD5', 'ATM', 'ATRIP', 'ATRX', 'ATR', 'AURKA', 'AURKB', 'B3GALTL', 'BACH1', 'BARD1', 'BCCIP', 'BCHE', 'BDNF', 'BECN1', 'BIRC5', 'BLM', 'BMI1', 'BRCA1', 'BRCC3', 'BRE', 'BRIP1', 'SLX4', 'BUB1B', 'BUB1', 'BUB3', 'SFR1', 'RHNO1', 'RMI2', 'BABAM1', 'MMS22L', 'CASC1', 'CASC5', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCNE1', 'CDC25A', 'CDC25C', 'CDC45', 'CDC6', 'CDH1', 'CDK12', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CENPE', 'CENPF', 'CEP55', 'CHEK1', 'CHEK2', 'CHRNA1', 'CLSPN', 'CNTROB', 'CREM', 'CSMD3', 'CTNNB1', 'CYP19A1', 'DMC1', 'DNA2', 'DSN1', 'DYNC1LI2', 'EGFR', 'EGF', 'ELAC2', 'EME1', 'EME2', 'ENAM', 'EPCAM', 'ERBB2', 'ERBB3', 'ERCC1', 'ERCC2', 'ERCC4', 'ERCC5', 'ERCC6', 'ERCC8', 'ESPL1', 'ESR1', 'EXO1', 'EZH2', 'FAM175A', 'FANCA', 'FANCB', 'FANCC', 'FANCD2', 'FANCE', 'FANCF', 'FANCG', 'FANCI', 'FANCL', 'FANCM', 'FBN1', 'FBXO18', 'FBXW7', 'FEN1', 'FGFR2', 'FHIT', 'FLNA', 'FOXM1', 'GAPDH', 'GEN1', 'SLX1B', 'H2AFX', 'HELQ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2BE', 'HIST3H3', 'HMG20A', 'HMG20B', 'HMMR', 'HNRNPC', 'HOXB13', 'HRAS', 'HUS1', 'ITPKB', 'KAT2B', 'KAT5', 'KEAP1', 'SPIDR', 'KIF23', 'KIF4A', 'KIT', 'KLK3', 'KRAS', 'KRT5', 'LIG1', 'LIG3', 'LIG4', 'LIMD1', 'LSP1', 'MAD2L2', 'MAGED1', 'MAMSTR', 'MAP2K2', 'MAP3K1', 'MCM10', 'MCPH1', 'MDC1', 'MDM2', 'MDM4', 'MEN1', 'MGMT', 'MKI67', 'MLH1', 'MLH3', 'KMT2C', 'MND1', 'MORF4L1', 'MRE11A', 'MRPL36', 'MSH2', 'MSH3', 'MSH4', 'MSH5', 'MSH6', 'MTA2', 'FAN1', 'MUC1', 'MUS81', 'MUTYH', 'MYC', 'NBN', 'NCAPG', 'NEDD4', 'NF1', 'NHEJ1', 'NNT', 'NOTCH1', 'NSL1', 'NSMCE4A', 'OBFC1', 'OGG1', 'PALB2', 'PARG', 'PARP1', 'PARP2', 'PARP3', 'PAXIP1', 'PCNA', 'PDLIM7', 'PDS5A', 'PDS5B', 'PGR', 'PIK3CA', 'PLCB4', 'PLEC', 'PLEKHH1', 'PLK1', 'PMS1', 'PMS2', 'PNOC', 'POLD1', 'POLD2', 'POLD3', 'POLD4', 'POLE2', 'POLE3', 'POLE4', 'POLE', 'POLH', 'POLK', 'POLN', 'POLQ', 'PRDM9', 'PRKDC', 'PRSS1', 'PSMC3IP', 'PSMD3', 'PSMD6', 'PTEN', 'RAD17', 'RAD18', 'RAD1', 'RAD21', 'RAD23B', 'RAD50', 'RAD51AP1', 'RAD51C', 'RAD51B', 'RAD51D', 'RAD51', 'RAD52', 'RAD54B', 'RAD54L', 'RAD9A', 'RAD9B', 'RAG2', 'RASSF1', 'RBBP8', 'RBMX', 'RECQL4', 'RECQL5', 'RECQL', 'RET', 'REV1', 'REV3L', 'RFC1', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RMI1', 'RNF168', 'RNF8', 'RPA1', 'RPA2', 'RPA3', 'RPS27A', 'RTEL1', 'SHFM1', 'SKP2', 'SMAD2', 'SMAD3', 'SMAD4', 'SMARCA4', 'SMARCAL1', 'SMARCB1', 'SMC1A', 'SMC2', 'SMC3', 'SMC4', 'SMC5', 'SMC6', 'SMUG1', 'SNAI2', 'SP1', 'SPO11', 'STAT5A', 'STK11', 'STRA13', 'SUV39H1', 'SYCP3', 'TBCE', 'TDP1', 'TERT', 'TEX15', 'TMPRSS2', 'TNS1', 'TOP1', 'TOP2A', 'TOP3A', 'TOP3B', 'TOPBP1', 'TOX3', 'TP53BP1', 'TP53', 'TPX2', 'TRIP12', 'PRSS58', 'TTK', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2D1', 'UBE2E2', 'UBE2E3', 'UBE2N', 'UBE2T', 'UIMC1', 'USF1', 'USP11', 'USP15', 'USP1', 'USP21', 'USP4', 'UVRAG', 'VEGFA', 'VWF', 'WDR48', 'WDTC1', 'WEE1', 'WRN', 'WT1', 'WTIP', 'XPA', 'XPO1', 'XRCC1', 'XRCC2', 'XRCC3', 'XRCC4', 'XRCC5', 'XRCC6', 'ZFYVE26', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00015423459462815536
		RMSE:  0.20048365981157823
		NRMSE:  0.1291568109593031
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08467605477038265
		RMSE:  0.17297650483593724
		NRMSE:  0.22621657599677922
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  LinearRegression
		Pearson Correlation:  0.8240679147120225
		Spearman Correlation:  0.7947389600724982
		Coefficient of Determination:  0.6790879280578208
		RMSE:  0.11356343490033394
		NRMSE:  0.0731605314223443
		MAPE:  297.74445718178805
		Pearson Correlation:  -0.14048628212505676
		Spearman Correlation:  -0.05916532625095077
		Coefficient of Determination:  -9.140957032059607
		RMSE:  0.5289036478889244
		NRMSE:  0.6916937787078067
		MAPE:  589.8526398955823

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3.7592876595167684, tolerance: 0.0021620874757223526
  positive)
		Pearson Correlation:  0.8153333467659979
		Spearman Correlation:  0.7842816733045983
		Coefficient of Determination:  0.6646895992173747
		RMSE:  0.11608310204392565
		NRMSE:  0.0747837668184414
		MAPE:  258.8107873335315
		Pearson Correlation:  0.0007314180896239154
		Spearman Correlation:  0.009493883963640447
		Coefficient of Determination:  -2.4717579037167634
		RMSE:  0.3094651919819251
		NRMSE:  0.4047148263675212
		MAPE:  521.5223124562585

	Predictor:  RandomForests
		Pearson Correlation:  0.5967051634387273
		Spearman Correlation:  0.5202651014399465
		Coefficient of Determination:  0.20324158471494347
		RMSE:  0.1789405724108568
		NRMSE:  0.11527819127773027
		MAPE:  157.09843984941992
		Pearson Correlation:  0.27878727461735503
		Spearman Correlation:  0.2302846668911084
		Coefficient of Determination:  -0.0012394713016894432
		RMSE:  0.1661904532246455
		NRMSE:  0.21734185996814948
		MAPE:  162.93063913830878

Protein:  CDKN2A
Protein Interaction Partners Count:  612
x_train_column_count:  605
x_train columns:  ['ABCC1', 'ABL1', 'ACAP1', 'ACAP2', 'ACP5', 'ACTA1', 'ACTB', 'ACTG1', 'ADAMTS9', 'ADAP1', 'AFP', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALK', 'ANKRD12', 'ANXA5', 'AP3D1', 'AP3S1', 'AP3S2', 'APAF1', 'APBA1', 'APBA2', 'ARAP1', 'ARAP2', 'ARF1', 'ARF3', 'ARF4', 'ARF5', 'ARF6', 'ARFGAP1', 'ARFGAP3', 'ARFIP2', 'ARFRP1', 'ARID1A', 'ARID2', 'ARID5B', 'ARL10', 'ARL1', 'ARL2', 'ARL3', 'ARL4A', 'ARL5A', 'AR', 'ASAP1', 'ATM', 'ATRX', 'ATR', 'AURKA', 'AURKB', 'AXIN1', 'BAP1', 'BCL2L11', 'BCL2L1', 'BCL6', 'BECN1', 'BIRC5', 'BMI1', 'BRAF', 'BRCA1', 'BRCA2', 'BUB1B', 'RGCC', 'C1QBP', 'RABL6', 'CACNA1G', 'CADM1', 'CAMK1D', 'CASP3', 'CASP8', 'CASP9', 'CAV1', 'CBX7', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNL1', 'CD274', 'CD34', 'CD44', 'CDC123', 'CDC20', 'CDC25A', 'CDC25C', 'CDC42', 'CDC45', 'CDC5L', 'CDC6', 'CDC7', 'CDH13', 'CDH17', 'CDH1', 'CDH2', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK5RAP3', 'CDK6', 'CDK7', 'CDKAL1', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2AIP', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDX2', 'CEACAM5', 'CEBPB', 'CEBPE', 'CHEK1', 'CHEK2', 'CHFR', 'CHKA', 'COMMD1', 'CRABP1', 'CREBBP', 'CSF1R', 'CSF1', 'CSF2', 'CTBP1', 'CTBP2', 'CTCF', 'CTLA4', 'CTNNB1', 'CTSK', 'CUL1', 'CUL3', 'CXCR4', 'CYCS', 'CYLD', 'CYTH1', 'CYTH2', 'CYTH3', 'DAB2IP', 'DAP', 'DAXX', 'DICER1', 'DIRAS3', 'DLEC1', 'DMTF1', 'DNAH3', 'DNMT1', 'DNMT3A', 'DNMT3B', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EBF1', 'EGFR', 'EGF', 'EGR1', 'EHF', 'EHMT2', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EP300', 'EPCAM', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ETS1', 'ETV6', 'EWSR1', 'EZH1', 'EZH2', 'FAT1', 'FBXW7', 'FGF2', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FKBP2', 'FLT3', 'FMN2', 'FN1', 'FOS', 'FOXA1', 'FOXM1', 'FOXN2', 'FOXO1', 'FOXO3', 'FTO', 'FZR1', 'GADD45A', 'GAPDH', 'GATA3', 'GATA4', 'GATA5', 'GBF1', 'GDF15', 'GGA1', 'GGA2', 'GGA3', 'GIT1', 'GIT2', 'GLI1', 'GLTSCR2', 'GMNN', 'GNA11', 'GNAQ', 'GNAS', 'GNL3', 'GOLPH3', 'GP5', 'GSPT1', 'GSTP1', 'H2AFX', 'H2AFZ', 'H3F3A', 'H3F3B', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HDAC9', 'HELLS', 'HGF', 'HHEX', 'HIC1', 'HIF1A', 'HIST1H2BA', 'HIST1H4A', 'HIST1H4B', 'HIST1H4C', 'HIST1H4D', 'HIST1H4E', 'HIST1H4F', 'HIST1H4H', 'HIST1H4I', 'HIST1H4J', 'HIST1H4K', 'HIST1H4L', 'HIST2H2AA3', 'HIST2H2AC', 'HIST2H4A', 'HIST4H4', 'HLTF', 'HMGA2', 'HNF4A', 'HNRNPD', 'HOPX', 'HOXA9', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPA4', 'HSPA9', 'HUWE1', 'ID1', 'IDH1', 'IDH2', 'IGF1R', 'IGF1', 'IGF2BP2', 'IGF2R', 'IGF2', 'IGFBP3', 'IKBKB', 'IKZF1', 'IL10', 'IL2', 'IL4', 'IL6', 'CXCL8', 'ING1', 'ING4', 'INS', 'IQSEC1', 'IRS1', 'ISOC2', 'ITGAM', 'JAK1', 'JAK2', 'JAK3', 'JAZF1', 'JUNB', 'JUN', 'KAT2B', 'KAT5', 'KCNJ11', 'KCNQ1', 'KDM1A', 'KDM2B', 'KDM6A', 'KDM6B', 'KDR', 'KEAP1', 'KIAA1549', 'KIT', 'KLF4', 'KRAS', 'KRT19', 'KRT20', 'KRT5', 'KRT7', 'LATS2', 'LOX', 'LRRK2', 'MACROD2', 'MAF', 'MAP2K1', 'MAP2K4', 'MAP2K6', 'MAP2K7', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8', 'MAPK9', 'MAX', 'MC1R', 'MCL1', 'MCM10', 'MCM2', 'MCM5', 'MCM7', 'MDM2', 'MDM4', 'MEN1', 'MEOX1', 'MEOX2', 'MET', 'MGMT', 'MITF', 'MKRN1', 'MLANA', 'MLH1', 'KMT2D', 'KMT2C', 'KMT2B', 'MLLT3', 'MME', 'MMP2', 'MMP7', 'MMP9', 'MOV10', 'MRAS', 'MSH2', 'MSH6', 'MTA1', 'MTAP', 'MTHFR', 'MTNR1B', 'MTOR', 'MUC1', 'MYBL2', 'MYCL', 'MYCN', 'MYC', 'MYOD1', 'KAT6A', 'NANOG', 'NCAM1', 'NCL', 'NCOR1', 'NES', 'NEUROG1', 'NF1', 'NF2', 'NFATC1', 'NFE2L2', 'NKX2-1', 'NME1', 'NOTCH1', 'NOTCH2', 'NPM1', 'NRAS', 'NSUN2', 'ORC4', 'ORC5', 'OSBP2', 'P2RY8', 'PA2G4', 'PALB2', 'PARP1', 'PAX3', 'PAX5', 'PAX8', 'PBRM1', 'PCGF2', 'PDGFB', 'PDGFRA', 'PDGFRB', 'PEX19', 'PGR', 'PHLDB1', 'PI3', 'PIAS2', 'PIGF', 'PIK3CA', 'PIK3R1', 'PIP4K2A', 'PLEKHA3', 'PLEKHA8', 'PLEK', 'PLK1', 'PMAIP1', 'PML', 'PMS2', 'POTEF', 'POU5F1', 'PPARA', 'PPARG', 'PPM1D', 'PPP1R9B', 'PPP3CA', 'PRDM2', 'PRMT6', 'PROM1', 'PRSS1', 'PSMC3', 'PSMD10', 'PSME3', 'PTCH1', 'PTEN', 'PTER', 'PTF1A', 'PTGS2', 'PTPN11', 'PTPRC', 'PTPRD', 'PXN', 'RAB11A', 'RAB5A', 'RABEP1', 'RABGEF1', 'RAC2', 'RAD51', 'RAF1', 'RAP2B', 'RARB', 'RASSF1', 'RASSF2', 'RB1', 'RBL1', 'RBL2', 'RCC1', 'RELA', 'RELB', 'REL', 'RET', 'RHOA', 'DROSHA', 'RNF2', 'RNF43', 'ROS1', 'RPL11', 'RPRM', 'RPS27A', 'RPS6KB1', 'RRAS2', 'RRAS', 'RTEL1', 'RUNX2', 'RUNX3', 'SDHC', 'SENP1', 'SENP3', 'SERPINE1', 'SERTAD1', 'SETD2', 'SFN', 'SFRP1', 'SFRP2', 'SHH', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT4', 'SIRT5', 'SIRT6', 'SIRT7', 'SIVA1', 'SIX2', 'SKP2', 'SLC30A8', 'SMAD2', 'SMAD3', 'SMAD4', 'SMARCA4', 'SMARCB1', 'SMUG1', 'SNAI1', 'SNAI2', 'SNCA', 'SOCS1', 'SOX2', 'SP1', 'SPEN', 'SRC', 'STAT1', 'STAT3', 'STK11', 'STK25', 'STK33', 'STMN1', 'SUB1', 'SUMO1', 'SUMO2', 'SUMO3', 'SUV39H1', 'SUZ12', 'SYNE1', 'SYP', 'TBL1XR1', 'TBRG1', 'TBX2', 'TBX3', 'TCF7L2', 'TCHP', 'TERT', 'TET2', 'TFDP1', 'TFPI2', 'TGFBR2', 'THADA', 'THBS1', 'TIMP3', 'TMCO1', 'TMEM115', 'TNFRSF10B', 'TNFSF11', 'TNF', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOP1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TP73', 'TRADD', 'TRIM28', 'TRIP12', 'PRSS58', 'TSC2', 'TSPAN8', 'TTF1', 'TWIST1', 'TWSG1', 'TYR', 'UBA52', 'UBB', 'UBC', 'UBE2A', 'UBE2I', 'UBE3A', 'UCHL1', 'USP7', 'UTF1', 'VEGFA', 'VHL', 'WDTC1', 'WEE1', 'WFS1', 'WHSC1', 'WIF1', 'WRN', 'WT1', 'WWOX', 'XRCC1', 'YY1', 'ZBTB17', 'ZBTB7A', 'ZEB1', 'ZFP91', 'ZNF148', 'ZNF217', 'ZNF227', 'ZNF410', 'ZNF420', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06876053865938014
		RMSE:  0.7026668514343448
		NRMSE:  0.1789276696377339
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07452018232747903
		RMSE:  0.6281215662347416
		NRMSE:  0.15805378984795088
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6796874655065666
		NRMSE:  0.1730761797526334
		MAPE:  274.2442116656758
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00044725008449963966
		RMSE:  0.6060849693149379
		NRMSE:  0.15250873639690443
		MAPE:  274.3248072759207

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  7.827072084612214e-14
		NRMSE:  1.9930921251336135e-14
		MAPE:  3.7981698110277334e-11
		Pearson Correlation:  0.06694140577451058
		Spearman Correlation:  0.10904624745944463
		Coefficient of Determination:  -33.85666767773674
		RMSE:  3.5774975856396756
		NRMSE:  0.900203212208972
		MAPE:  2912.7479577421173

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.8935786168025364, tolerance: 0.024854257731250624
  positive)
		Pearson Correlation:  0.9976913297356014
		Spearman Correlation:  0.9964993396430808
		Coefficient of Determination:  0.995333898923182
		RMSE:  0.04642867951865225
		NRMSE:  0.011822637447137137
		MAPE:  53.39948338953676
		Pearson Correlation:  0.14726298630833887
		Spearman Correlation:  0.1912517612439058
		Coefficient of Determination:  -11.306948330113519
		RMSE:  2.125747147670349
		NRMSE:  0.5349002661408492
		MAPE:  2095.728946034675

	Predictor:  RandomForests
		Pearson Correlation:  0.7129606556304533
		Spearman Correlation:  0.634889099049554
		Coefficient of Determination:  0.5031252242250144
		RMSE:  0.4791072424451144
		NRMSE:  0.12200026544908824
		MAPE:  183.28052453077407
		Pearson Correlation:  0.37242994363311455
		Spearman Correlation:  0.36588353809698415
		Coefficient of Determination:  -0.05028040350463403
		RMSE:  0.6209963500124829
		NRMSE:  0.15626087667962127
		MAPE:  454.1511108229819

Protein:  TP53
Protein Interaction Partners Count:  1000
x_train_column_count:  991
x_train columns:  ['ABCB1', 'ABCC1', 'ABL1', 'ACTB', 'ACTL6A', 'ADAM17', 'AFP', 'AGT', 'AICDA', 'AIFM2', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALK', 'ANKRD2', 'ANXA1', 'ANXA2', 'ANXA5', 'APAF1', 'APBB1', 'APC', 'APEX1', 'APOBEC3B', 'APP', 'ARID1A', 'ARID3A', 'AR', 'ASF1A', 'ASXL1', 'ATF2', 'ATF3', 'ATG7', 'ATM', 'ATN1', 'ATRIP', 'ATRX', 'ATR', 'ATXN3', 'AURKA', 'AURKB', 'AXIN1', 'AXL', 'BACE1', 'BAG1', 'BAG2', 'BAIAP2L1', 'BAK1', 'BANP', 'BARD1', 'BAX', 'BBC3', 'BCL2A1', 'BCL2L11', 'BCL2L12', 'BCL2L14', 'BCL2L1', 'BCL2L2', 'BCL2', 'BCL6', 'BCR', 'BDNF', 'BECN1', 'BID', 'BIRC3', 'BIRC5', 'BIRC6', 'BLM', 'BMF', 'BMI1', 'BMX', 'BNIP3L', 'BNIP3', 'BRCA1', 'BRCA2', 'BRCC3', 'BRD1', 'BRD4', 'BRD7', 'BRE', 'BRIP1', 'BRPF1', 'BRPF3', 'BTG2', 'BTK', 'BUB1B', 'BUB1', 'RHNO1', 'RGCC', 'RMI2', 'CNOT11', 'SETD9', 'CA9', 'CABIN1', 'CABLES1', 'CAPN1', 'CARM1', 'CASP10', 'CASP1', 'CASP2', 'CASP3', 'CASP6', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBX2', 'CBX4', 'CBX6', 'CBX8', 'CCDC106', 'CCL2', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CCNG1', 'CCNG2', 'CCNH', 'CCNK', 'CCT2', 'CCT3', 'CCT4', 'CCT5', 'CCT6A', 'CCT6B', 'CCT7', 'CCT8', 'CD24', 'CD274', 'CD34', 'CD40LG', 'CD40', 'CD44', 'CD82', 'CDC20', 'CDC25A', 'CDC25C', 'CDH17', 'CDH1', 'CDK12', 'CDK13', 'CDK1', 'CDK2', 'CDK4', 'CDK5R1', 'CDK5', 'CDK6', 'CDK7', 'CDK8', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CEACAM5', 'CEBPB', 'CENPJ', 'CFL1', 'CFLAR', 'CHD3', 'CHD4', 'CHD8', 'CHEK1', 'CHEK2', 'CHUK', 'CISH', 'CITED2', 'CLSPN', 'CLU', 'CNOT10', 'CNOT1', 'CNOT2', 'CNOT3', 'CNOT4', 'CNOT6L', 'CNOT6', 'CNOT7', 'CNOT8', 'COPS5', 'CREB1', 'CREBBP', 'CRYAB', 'CSNK1A1', 'CSNK1D', 'CSNK1E', 'CSNK1G1', 'CSNK1G2', 'CSNK1G3', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTBP1', 'CTCF', 'CTGF', 'CTNNB1', 'CUL4A', 'CUL7', 'CUL9', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP1A1', 'DACH1', 'DAPK1', 'DAP', 'DAXX', 'DDB1', 'DDB2', 'DDIT4', 'DDX17', 'DDX3X', 'DDX5', 'DECR1', 'DGCR8', 'DHCR24', 'DHFR', 'DIABLO', 'DICER1', 'DKK1', 'DMTF1', 'DNA2', 'DNAJA3', 'DNAJB1', 'DNMT1', 'DNMT3A', 'DNTT', 'DPYD', 'DRAM1', 'DTL', 'DUSP1', 'DUSP2', 'DYRK1A', 'DYRK2', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F7', 'E2F8', 'E4F1', 'EED', 'EEF1A1', 'EEF1A2', 'EGFR', 'EGF', 'EGR1', 'EHMT1', 'EHMT2', 'EI24', 'EIF2AK2', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF4EBP1', 'ELANE', 'ELAVL1', 'ELL3', 'ELL', 'EP300', 'EP400', 'EPCAM', 'EPHA2', 'EPHA3', 'EPHB2', 'ERBB2', 'ERBB4', 'ERCC1', 'ERCC2', 'ERCC3', 'ERCC6', 'ESR1', 'ETS1', 'ETS2', 'EWSR1', 'EXO1', 'EZH2', 'F2', 'FADD', 'AMER1', 'FAM175B', 'FANCC', 'FANCD2', 'FASLG', 'FAS', 'FBL', 'FBXO11', 'FBXO4', 'FBXW7', 'FGF1', 'FGF2', 'FGFR3', 'FHIT', 'FHL2', 'FLT3', 'FN1', 'FOSL1', 'FOS', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FSCN1', 'FUT4', 'FZR1', 'G3BP1', 'G6PD', 'GADD45A', 'GADD45B', 'GADD45G', 'GAPDH', 'GATAD2A', 'GATAD2B', 'GDF15', 'GFI1', 'GLS2', 'GLTSCR2', 'GNL3', 'GRAMD4', 'GRB10', 'GRB14', 'GSK3B', 'GSTP1', 'GTF2H1', 'GTSE1', 'H1F0', 'H2AFX', 'HAMP', 'HCK', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC5', 'HDAC7', 'HDAC8', 'HDAC9', 'HERC5', 'HIC1', 'HIF1A', 'HIPK1', 'HIPK2', 'HIPK3', 'HIPK4', 'HIRA', 'HIST1H1A', 'HIST1H1B', 'HIST1H1C', 'HIST1H1D', 'HIST1H1E', 'HK2', 'HMGA1', 'HMGA2', 'HMGB1', 'HMGB2', 'HMMR', 'HMOX1', 'HNF4A', 'HNRNPK', 'HNRNPL', 'HOXA5', 'HPGDS', 'HRAS', 'HSF1', 'HSP90AA1', 'HSP90AB1', 'HSP90B1', 'HSPA1A', 'HSPA1B', 'HSPA1L', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPA9', 'HSPB1', 'HSPB2', 'HTT', 'HUS1', 'HUWE1', 'ICAM1', 'ID2', 'ID4', 'IDH1', 'IDH2', 'IFI16', 'IFNAR1', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IGFBP7', 'IKBKB', 'IL17A', 'IL4', 'IL6', 'CXCL8', 'ING1', 'ING2', 'ING3', 'ING4', 'ING5', 'INSIG1', 'INS', 'IRF1', 'ISG15', 'ITPKB', 'JAG1', 'JAK2', 'JMY', 'JUN', 'KAT2A', 'KAT2B', 'KAT5', 'KDM1A', 'KDM6A', 'KDM6B', 'KDR', 'KHDRBS1', 'CCAR2', 'KIT', 'KLF2', 'KLF4', 'KLF5', 'KLF6', 'KLK3', 'KPNA2', 'KRAS', 'KRT14', 'KRT17', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'L3MBTL1', 'LAMA4', 'LEP', 'LGALS7B', 'LGALS7', 'LIF', 'LIG4', 'LIN28A', 'PIDD1', 'LRRK2', 'LYN', 'MAF1', 'MAF', 'MAGEA2', 'MAP1LC3B', 'MAP2K1', 'MAP2K3', 'MAP2K7', 'MAP3K1', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MAPK9', 'MAPKAPK5', 'MBD3', 'MCL1', 'MCM7', 'MDC1', 'MDH1', 'MDM2', 'MDM4', 'MEAF6', 'MECOM', 'MELK', 'MET', 'MGMT', 'MIF', 'MKI67', 'MKRN1', 'MLH1', 'KMT2D', 'KMT2C', 'MMP13', 'MMP1', 'MMP2', 'MMP9', 'MOV10', 'MRE11A', 'MSH2', 'MSH6', 'MSX1', 'MT1A', 'MT2A', 'MTA1', 'MTA2', 'MTA3', 'MTOR', 'MUC1', 'MUTYH', 'MYBBP1A', 'MYB', 'MYCN', 'MYC', 'MYOCD', 'KAT8', 'KAT6A', 'NANOG', 'NBN', 'NCL', 'NCOA3', 'NCOR1', 'NCOR2', 'NDN', 'NDRG1', 'NEDD8', 'NES', 'NEUROD1', 'NF1', 'NF2', 'NFE2L2', 'NFKB1', 'NFKB2', 'NFKBIA', 'NFKBIB', 'NFYA', 'NFYB', 'NFYC', 'NGFR', 'NKX2-1', 'NLK', 'NLRC4', 'NME1', 'NOC2L', 'NOS3', 'NOTCH1', 'NOTCH3', 'NOTCH4', 'NOX4', 'NPM1', 'NQO1', 'NR1I2', 'NR2E1', 'NR3C1', 'NR4A1', 'NR4A2', 'NRAS', 'NUAK1', 'NUMB', 'NUPR1', 'OGG1', 'OLIG2', 'OPN1SW', 'OSGIN1', 'OTUB1', 'OTUB2', 'OTUD5', 'PADI4', 'PALB2', 'PARK2', 'PARK7', 'PARP1', 'PATZ1', 'PAX2', 'PAX3', 'PAX8', 'PBK', 'PBRM1', 'PCBP4', 'PCNA', 'PDCD4', 'PDCD5', 'PDGFRA', 'PDGFRB', 'PDLIM7', 'PER2', 'PERP', 'PGR', 'PHB', 'PHC1', 'PHC2', 'PHC3', 'PHF20', 'PHGDH', 'PI3', 'PIAS1', 'PIAS2', 'PIAS4', 'PIK3CA', 'PIN1', 'PKM', 'PLAGL1', 'PLAU', 'PLK1', 'PLK2', 'PLK3', 'PLK4', 'PMAIP1', 'PML', 'PMS2', 'POLI', 'POLK', 'POU4F1', 'POU4F2', 'POU5F1', 'PPARGC1A', 'PPARG', 'PPIF', 'PPM1D', 'PPP1R13B', 'PPP1R13L', 'PPP1R15A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R4', 'PPP2R5C', 'PRDM1', 'PRDM2', 'PRDX1', 'PRELID1', 'PRIMA1', 'PRKAA1', 'PRKAA2', 'PRKAB1', 'PRKAB2', 'PRKAG1', 'PRKAG2', 'PRKAG3', 'PRKCA', 'PRKCD', 'PRKCZ', 'PRKD1', 'PRKDC', 'PRKG1', 'PRMT1', 'PRMT5', 'PROM1', 'PSEN1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTBP1', 'PTCH1', 'PTEN', 'PTGS2', 'PTK2', 'PTTG1', 'RABGGTA', 'RABGGTB', 'RAD17', 'RAD1', 'RAD50', 'RAD51', 'RAD9A', 'RAD9B', 'RASSF1', 'RB1CC1', 'RB1', 'RBBP4', 'RBBP6', 'RBBP7', 'RBBP8', 'RBL1', 'RBL2', 'RBM38', 'RBPJ', 'RCHY1', 'RCOR1', 'RECQL4', 'RELA', 'REM1', 'REST', 'RET', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RFFL', 'RFWD2', 'RING1', 'RMI1', 'DROSHA', 'RNF20', 'RNF2', 'RNF34', 'RNF43', 'ROCK1', 'RPA1', 'RPA2', 'RPA3', 'RPL11', 'RPL22', 'RPL26', 'RPL5', 'RPRM', 'RPS14', 'RPS19', 'RPS27A', 'RPS27L', 'RPS3', 'RPS6KB1', 'RQCD1', 'RRAD', 'RRM2B', 'RRM2', 'RUNX2', 'RUNX3', 'S100A2', 'S100A4', 'S100A6', 'S100B', 'SALL4', 'SCO2', 'SDHC', 'SENP1', 'SENP3', 'SERPINB5', 'SERPINE1', 'SESN1', 'SESN2', 'SESN3', 'SETD2', 'SETD7', 'SETD8', 'SETDB1', 'SFN', 'SRSF1', 'SGK1', 'SHFM1', 'SHH', 'SHISA5', 'SIK1', 'SIN3A', 'SIN3B', 'SIRT1', 'SIRT2', 'SIRT3', 'SIRT4', 'SIRT5', 'SIRT6', 'SIRT7', 'SIVA1', 'SKP2', 'SLC2A14', 'SLC2A1', 'SLC2A2', 'SLC2A3', 'SLC6A6', 'SLMO1', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMARCD1', 'SMG1', 'SMG7', 'SMYD2', 'SNAI1', 'SNAI2', 'SOCS1', 'SOCS3', 'SOD2', 'SORT1', 'SOX2', 'SOX4', 'SP100', 'SP1', 'SP3', 'SP7', 'SPATA18', 'SPP1', 'SQSTM1', 'SRC', 'SREBF1', 'SREBF2', 'SSRP1', 'STAT1', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'STEAP3', 'STK11', 'STMN1', 'STUB1', 'SUB1', 'SUMO1', 'SUMO2', 'SUMO3', 'SUMO4', 'SUPT16H', 'SUV39H1', 'SUZ12', 'SYK', 'SYP', 'TADA3', 'TAF10', 'TAF11', 'TAF12', 'TAF13', 'TAF15', 'TAF1L', 'TAF1', 'TAF2', 'TAF3', 'TAF4B', 'TAF4', 'TAF5', 'TAF6', 'TAF7L', 'TAF7', 'TAF9B', 'TBPL1', 'TBPL2', 'TBP', 'TCHP', 'TCP1', 'TDG', 'TERT', 'TET2', 'TFAM', 'TFAP2A', 'TFAP2C', 'TFDP1', 'TFF1', 'TGFB1', 'TGM2', 'THBS1', 'TIMP3', 'TLR3', 'TLR9', 'TMEM219', 'TNFAIP3', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF10C', 'TNFRSF10D', 'TNF', 'TNK2', 'TNKS1BP1', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOE1', 'TOP1', 'TOP2A', 'TOP3A', 'TOPBP1', 'TOPORS', 'TP53AIP1', 'TP53BP1', 'TP53BP2', 'TP53I3', 'TP53INP1', 'TP53RK', 'TP63', 'TP73', 'TPT1', 'TPX2', 'TRAF6', 'TRIAP1', 'TRIM24', 'TRIM28', 'TRIM29', 'TRIM32', 'TRIM59', 'TRIM8', 'TRRAP', 'TSC2', 'TTC5', 'TTK', 'TWIST1', 'TWIST2', 'TXN', 'TYMS', 'UBA1', 'UBA52', 'UBB', 'UBC', 'UBE2A', 'UBE2D1', 'UBE2E1', 'UBE2I', 'UBE2K', 'UBE2N', 'UBE2Q1', 'UBE2S', 'UBE3A', 'UBN1', 'UCHL1', 'UHRF1', 'USF1', 'USP10', 'USP15', 'USP24', 'USP3', 'USP42', 'USP7', 'UTP14A', 'VEGFA', 'VHL', 'VPRBP', 'VRK1', 'WDTC1', 'WEE1', 'WRN', 'WT1', 'WWOX', 'XAF1', 'XIAP', 'XPA', 'XPO1', 'XRCC1', 'XRCC5', 'XRCC6', 'YBX1', 'YWHAB', 'YWHAE', 'YWHAG', 'YWHAH', 'YWHAQ', 'YWHAZ', 'YY1', 'YY2', 'ZBTB33', 'ZBTB7A', 'ZEB1', 'ZEB2', 'ZKSCAN4', 'ZNF148', 'ZNF274', 'ZNF385A', 'ZNF420', 'ZNF668', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0629013951002304
		RMSE:  0.43691826486349494
		NRMSE:  0.11112140819031384
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02793228386718627
		RMSE:  0.5354711484549424
		NRMSE:  0.14342336907859712
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4237929343776606
		NRMSE:  0.10778324331179852
		MAPE:  459.9790072255086
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011640203076264122
		RMSE:  0.5284530873849588
		NRMSE:  0.1415436152095778
		MAPE:  140.42972129387252

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.0466022470456042e-14
		NRMSE:  2.6618231568595445e-15
		MAPE:  3.286331403466622e-11
		Pearson Correlation:  0.12347883247437942
		Spearman Correlation:  0.16503198294243074
		Coefficient of Determination:  -2.8252734198154617
		RMSE:  1.0329637097907183
		NRMSE:  0.2766743564458868
		MAPE:  912.8130964340904

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.26707874940057263, tolerance: 0.009662504276089433
  positive)
		Pearson Correlation:  0.9999739386877914
		Spearman Correlation:  0.9999364244877614
		Coefficient of Determination:  0.9999411662259337
		RMSE:  0.003250626458051657
		NRMSE:  0.0008267317220813493
		MAPE:  8.368090186179224
		Pearson Correlation:  0.28866974472540957
		Spearman Correlation:  0.2552625344455667
		Coefficient of Determination:  -1.2524312992381685
		RMSE:  0.7926465971094354
		NRMSE:  0.2123065748250798
		MAPE:  712.2709984808861

	Predictor:  RandomForests
		Pearson Correlation:  0.6473419135768366
		Spearman Correlation:  0.5829555053484536
		Coefficient of Determination:  0.3686496893514176
		RMSE:  0.3367355055168576
		NRMSE:  0.08564193024157726
		MAPE:  809.5838682394865
		Pearson Correlation:  0.5088654518041784
		Spearman Correlation:  0.44548435766032
		Coefficient of Determination:  0.2238460603250575
		RMSE:  0.4652943252108043
		NRMSE:  0.12462684484017794
		MAPE:  142.51385308320772

Protein:  CTNNB1
Protein Interaction Partners Count:  992
x_train_column_count:  984
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACAN', 'ACP1', 'ACTA1', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTN1', 'ACTN4', 'ACVR1B', 'ACVR1', 'ADAM10', 'ADCY7', 'ADIPOQ', 'AES', 'AFP', 'AHI1', 'AHR', 'AHSA1', 'AJAP1', 'AK9', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDH1A1', 'ALK', 'ALPL', 'AMHR2', 'AMH', 'ANXA5', 'AP1M1', 'APC2', 'APCS', 'APC', 'APH1A', 'APH1B', 'AQP1', 'ARHGAP10', 'ARHGAP21', 'ARHGAP32', 'ARHGEF4', 'ARID1A', 'ARID2', 'ARMC7', 'ARMC8', 'ARVCF', 'ARX', 'AR', 'ASCL1', 'ASF1A', 'ASH2L', 'ASIP', 'ATF4', 'ATM', 'AURKA', 'AXIN1', 'AXIN2', 'BAG3', 'BCAR1', 'BCL2L1', 'BCL3', 'BCL6', 'BCL9L', 'BCL9', 'BDNF', 'BGLAP', 'BIRC5', 'BMI1', 'BMP2', 'BMP4', 'BMP7', 'BMPR1A', 'BMPR1B', 'BNIP2', 'BRAF', 'BRCA1', 'BRCA2', 'BRMS1L', 'BTRC', 'HILPDA', 'AK8', 'CA2', 'CA9', 'CABLES1', 'CACYBP', 'CALM1', 'CALM3', 'CARM1', 'CASP3', 'CASP8', 'CASP9', 'CAV1', 'CBLL1', 'CBL', 'CBY1', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCNE1', 'CD24', 'CD34', 'CD40', 'CD44', 'CDC27', 'CDC42', 'CDC73', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH16', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH26', 'CDH2', 'CDH3', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CDHR5', 'CDK12', 'CDK1', 'CDK2', 'CDK4', 'CDK5R1', 'CDK5', 'CDK6', 'CDK8', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDON', 'CDX1', 'CDX2', 'CEBPA', 'CHD8', 'CHRD', 'CHUK', 'CITED1', 'CKAP5', 'CLCA1', 'CLDN3', 'CLDN5', 'COL1A1', 'COPS3', 'COPS5', 'COPS6', 'CREB1', 'CREBBP', 'CRKL', 'CRK', 'CRP', 'CRYAB', 'CSNK1A1L', 'CSNK1A1', 'CSNK1D', 'CSNK1E', 'CSNK2A3', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'CTBP1', 'CTGF', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNAL1', 'CTNNBIP1', 'CTNND1', 'CTNND2', 'CTTN', 'CUL1', 'CUL4A', 'CUL4B', 'CXCR4', 'CXXC4', 'DAB2', 'DACT1', 'DACT2', 'DACT3', 'DCT', 'DCX', 'DDB1', 'DDX39A', 'DDX3X', 'DDX5', 'DHODH', 'DHX9', 'DKK1', 'DKK2', 'DKK3', 'DKK4', 'DLG1', 'DLG2', 'DLG4', 'DLG5', 'DLGAP1', 'DLL4', 'DLX1', 'DNM2', 'DNMT1', 'DPYD', 'DSC1', 'DSC2', 'DSC3', 'DSG1', 'DSG2', 'DSG3', 'DSG4', 'DSP', 'DUSP6', 'DVL1', 'DVL2', 'DVL3', 'E2F3', 'ECM1', 'EFNA1', 'EGFR', 'EGF', 'EGR1', 'ELAVL1', 'EMD', 'ENAH', 'EP300', 'EP400', 'EPCAM', 'EPHA2', 'EPHB2', 'EPHB3', 'ERBB2IP', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ETS1', 'ETV4', 'EXOC3', 'EXOC4', 'EYA4', 'EZH2', 'EZR', 'F2RL2', 'FAF1', 'AMER1', 'FANCA', 'FASLG', 'FAS', 'FAT1', 'FAT4', 'FBXW11', 'FBXW7', 'FERMT2', 'FER', 'FGF10', 'FGF13', 'FGF2', 'FGF3', 'FGF4', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FHIT', 'FHL2', 'FLG', 'FLOT1', 'FLOT2', 'FLT1', 'FLT3', 'FMN1', 'FMR1', 'FN1', 'FOS', 'FOXA1', 'FOXA2', 'FOXC2', 'FOXG1', 'FOXL1', 'FOXL2', 'FOXM1', 'FOXN3', 'FOXO1', 'FOXO3', 'FOXO4', 'FOXP1', 'FRAT1', 'FRAT2', 'FRZB', 'FSCN1', 'FSTL1', 'FSTL3', 'FURIN', 'FUS', 'FXR1', 'FYN', 'FZD10', 'FZD1', 'FZD2', 'FZD3', 'FZD4', 'FZD5', 'FZD6', 'FZD7', 'FZD8', 'FZD9', 'GAPDH', 'GATA2', 'GATA4', 'GCG', 'GDF2', 'GDNF', 'GFRA1', 'GJA1', 'GLI1', 'GLI2', 'GLI3', 'GLIS2', 'GLUL', 'GNA11', 'GNA12', 'GNA13', 'GNAQ', 'GNAS', 'GPC3', 'GRIA2', 'GRIP1', 'GSK3A', 'GSK3B', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HAS2', 'HBP1', 'HDAC1', 'HDAC2', 'HDAC4', 'HDAC6', 'HDAC7', 'HERC5', 'HES7', 'HGF', 'HGS', 'HHEX', 'HIC1', 'HIF1A', 'HINT1', 'HIPK2', 'HIST1H1C', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2AC', 'HIST2H2BE', 'HIST3H3', 'HMGB1', 'HNF1A', 'HNF4A', 'HNRNPA1', 'HNRNPA2B1', 'HNRNPK', 'HNRNPM', 'HOXA10', 'HOXB4', 'HPGD', 'HRAS', 'HSP90AB1', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB3', 'HSPD1', 'HTRA1', 'HTT', 'HUWE1', 'IBSP', 'IDH1', 'IDH2', 'IFNB1', 'IFRD1', 'IGF1R', 'IGF1', 'IGF2BP1', 'IGF2', 'IGFBP4', 'IHH', 'IKBKB', 'IL6', 'CXCL8', 'ILK', 'INS', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'IRF3', 'ISG15', 'ISL1', 'ITGAE', 'ITGB1', 'ITGB7', 'ITK', 'ITPKB', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'AJUBA', 'JUN', 'JUP', 'KANK1', 'KAT2A', 'KAT2B', 'KAT5', 'KCNN1', 'KCTD1', 'KDM1A', 'KDR', 'KIF18B', 'KIF3A', 'KIF5B', 'KIFC3', 'KIT', 'KLF2', 'KLF4', 'KLF5', 'KRAS', 'KREMEN1', 'KRIT1', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'LATS2', 'LDB1', 'LDHB', 'LDLR', 'LEF1', 'LEO1', 'LGR4', 'LGR5', 'LGR6', 'LHCGR', 'LHX8', 'LIF', 'LIMA1', 'LMNA', 'LMNB1', 'LOX', 'LRP4', 'LRP5L', 'LRP5', 'LRP6', 'LRRFIP1', 'LRRK2', 'LZTFL1', 'MACF1', 'MAGI1', 'MAGI2', 'MAGI3', 'MAP1LC3B', 'MAP2K1', 'MAP2K2', 'MAP2K6', 'MAP2K7', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK8IP1', 'MAPK8', 'MAPK9', 'MDFIC', 'MDFI', 'MDK', 'MDM2', 'MED12', 'MED1', 'MEF2A', 'MEF2C', 'MEF2D', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MGMT', 'MITF', 'MKI67', 'MLH1', 'KMT2D', 'MLLT10', 'MLLT11', 'MLLT4', 'MLLT6', 'KMT2A', 'MME', 'MMP13', 'MMP14', 'MMP15', 'MMP17', 'MMP25', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MRAP', 'MSH2', 'MSH6', 'MSN', 'MSX1', 'MSX2', 'MTDH', 'MTOR', 'MUC13', 'MUC1', 'MUTYH', 'MYCN', 'MYC', 'MYF5', 'MYO1D', 'MYO6', 'MYO7A', 'MYOD1', 'MYOG', 'NANOG', 'NCAM1', 'NCCRP1', 'NCOA2', 'NCSTN', 'NDP', 'NDRG2', 'NEDD9', 'NEK2', 'NES', 'NEURL2', 'NF1', 'NF2', 'NFAT5', 'NFKB1', 'NIT1', 'NKD1', 'NKX2-5', 'NLK', 'NME1', 'NOG', 'NONO', 'NOS3', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NPM1', 'NR0B1', 'NR4A1', 'NR4A2', 'NR5A1', 'NR5A2', 'NRAS', 'NRIP1', 'NTRK1', 'NTRK2', 'NTRK3', 'NUDT5', 'NUMB', 'NUP153', 'NUTF2', 'OTX2', 'PAK1', 'PAK2', 'PAK3', 'PANK4', 'PARD3', 'PARD6A', 'PARK2', 'PARP1', 'PAX3', 'PAX6', 'PAX7', 'PAX8', 'PDGFRA', 'PDGFRB', 'PECAM1', 'PGK1', 'PGR', 'PHB', 'JADE1', 'PI3', 'PICK1', 'PIK3CA', 'PIK3R1', 'PIK3R2', 'PIN1', 'PIP5K1A', 'PIP5K1C', 'PITX2', 'PKD1', 'PKM', 'PKP1', 'PKP2', 'PKP3', 'PKP4', 'PLAG1', 'PLEKHA7', 'PLK1', 'PML', 'PMS2', 'POLE', 'PORCN', 'POTEF', 'POU5F1', 'PPARD', 'PPARG', 'PPM1A', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R1B', 'PPP2R2B', 'PPP2R5A', 'PPP2R5B', 'PPP2R5C', 'PPP2R5D', 'PPP2R5E', 'PRKACA', 'PRKACB', 'PRKACG', 'PRKAR1A', 'PRKCA', 'PRKCG', 'PRKCI', 'PRKCZ', 'PRKD1', 'PRL', 'PRMT1', 'PROC', 'PROM1', 'PROP1', 'PSEN1', 'PSEN2', 'PSENEN', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTEN', 'PTGES3', 'PTGS2', 'PTH1R', 'PTH', 'PTK2', 'PTK7', 'PTMA', 'PTN', 'PTPN11', 'PTPN13', 'PTPN1', 'PTPN6', 'PTPRB', 'PTPRC', 'PTPRF', 'PTPRG', 'PTPRJ', 'PTPRK', 'PTPRM', 'PTPRU', 'PTPRZ1', 'PVRL1', 'PVRL2', 'PXN', 'PYGO1', 'PYGO2', 'RAB5A', 'RAB7A', 'RAB8B', 'RAC1', 'RAC2', 'RALGDS', 'RANBP3', 'RAP1A', 'RAP1B', 'RAPGEF1', 'RAPGEF2', 'RAPGEF6', 'RAPSN', 'RARA', 'RARB', 'RARG', 'RARS', 'RASSF1', 'RB1CC1', 'RB1', 'RBBP5', 'RBMX', 'RBPJ', 'RBX1', 'RELA', 'REM1', 'RET', 'RHOA', 'RIPK2', 'RNF220', 'RNF43', 'ROBO1', 'ROCK1', 'ROCK2', 'ROR2', 'RPRD1A', 'RPS27A', 'RPSA', 'RSPO1', 'RSPO2', 'RSPO3', 'RSPO4', 'RUNX2', 'RUNX3', 'RUVBL1', 'RUVBL2', 'RXRA', 'RYK', 'S100A4', 'S100A6', 'SALL1', 'SALL4', 'SATB1', 'SCRIB', 'SDHC', 'SERPINE1', 'SETD2', 'SETD7', 'SFN', 'SFRP1', 'SFRP2', 'SFRP4', 'SFRP5', 'SHFM1', 'SHH', 'SIAH1', 'SIL1', 'SIRT1', 'SIRT2', 'SIRT6', 'SKP1', 'SLC6A3', 'SLC9A3R1', 'SLCO1B3', 'SLCO2A1', 'SLIT1', 'SLK', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD5', 'SMAD7', 'SMAD9', 'SMARCA2', 'SMARCA4', 'SMARCA5', 'SMARCB1', 'SMO', 'SMURF1', 'SMYD2', 'SNAI1', 'SNAI2', 'SNX1', 'SOST', 'SOX10', 'SOX13', 'SOX17', 'SOX1', 'SOX2', 'SOX3', 'SOX4', 'SOX6', 'SOX7', 'SOX8', 'SOX9', 'SP1', 'SP7', 'SPAG9', 'SPATA13', 'SPEN', 'SPN', 'SPP1', 'SRC', 'STAT3', 'STK11', 'STRAP', 'STX4', 'SUFU', 'SUV39H1', 'SYP', 'TADA3', 'TAX1BP3', 'TAZ', 'TBL1XR1', 'TBL1X', 'TBX5', 'TBX6', 'TCF12', 'TCF3', 'TCF4', 'TCF7L1', 'TCF7L2', 'TCF7', 'TERT', 'TFAP2A', 'TFCP2', 'TFF1', 'TFF2', 'TFF3', 'TGFB1', 'TGFB2', 'TGFB3', 'TGFBR1', 'TGFBR2', 'TGM2', 'TJP1', 'TJP2', 'TLE1', 'TLE2', 'TLE3', 'TLE4', 'TNFRSF11B', 'TNFSF11', 'TNF', 'TNIK', 'TNKS2', 'TNKS', 'TNS1', 'TOB1', 'TOP2A', 'TP53', 'TRAF4', 'TRIM33', 'TRIM37', 'TRIP10', 'TRRAP', 'TSC2', 'TUBA1A', 'TWIST1', 'TYMS', 'T', 'UBA52', 'UBB', 'UBC', 'UBE2B', 'UBE2R2', 'UBE3A', 'UBR5', 'UCHL1', 'UMPS', 'UPRT', 'USP4', 'USP7', 'USP9X', 'VANGL1', 'VANGL2', 'VASP', 'VAV1', 'VAV2', 'VAV3', 'VCAM1', 'VCL', 'VDR', 'VEGFA', 'VHL', 'VIM', 'WDR64', 'WDTC1', 'WHSC1', 'WIF1', 'WISP1', 'WLS', 'WNT10A', 'WNT10B', 'WNT11', 'WNT16', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8A', 'WNT8B', 'WNT9A', 'WNT9B', 'WT1', 'WWTR1', 'XPO1', 'YAP1', 'YARS', 'YEATS4', 'YES1', 'YWHAB', 'YWHAE', 'YWHAG', 'YWHAH', 'YWHAQ', 'YWHAZ', 'ZAP70', 'ZAR1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZIC3', 'ZNRF3', 'ZYX', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.4291206958720877
		RMSE:  0.9037435622191023
		NRMSE:  0.1777623057079273
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5497170498826627
		RMSE:  0.8436000623678614
		NRMSE:  0.27017767234966206
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999422040781
		Coefficient of Determination:  1.0
		RMSE:  1.3999912775939165e-14
		NRMSE:  2.7537200582099067e-15
		MAPE:  9.556625766419827e-12
		Pearson Correlation:  0.2086214624393772
		Spearman Correlation:  0.23470367460940908
		Coefficient of Determination:  -6.248028583861316
		RMSE:  1.8244011876969908
		NRMSE:  0.5842963844032907
		MAPE:  764.9199098089339

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.46390914863675997, tolerance: 0.030747074518831245
  positive)
		Pearson Correlation:  0.9999803459617085
		Spearman Correlation:  0.9999572117512616
		Coefficient of Determination:  0.9999580906041402
		RMSE:  0.0048940281444257725
		NRMSE:  0.0009626333879673039
		MAPE:  3.829254009896609
		Pearson Correlation:  0.13521365711993602
		Spearman Correlation:  0.1891469968453472
		Coefficient of Determination:  -4.161675138825273
		RMSE:  1.539592303992746
		NRMSE:  0.4930813588285723
		MAPE:  665.0227142319741

	Predictor:  RandomForests
		Pearson Correlation:  0.6583337231151551
		Spearman Correlation:  0.6503205024777605
		Coefficient of Determination:  0.41987365167168433
		RMSE:  0.5758005266694284
		NRMSE:  0.1132573813275823
		MAPE:  477.1880977198457
		Pearson Correlation:  0.6475541674127557
		Spearman Correlation:  0.5680644397062308
		Coefficient of Determination:  0.41490985198943364
		RMSE:  0.518348433359178
		NRMSE:  0.16601015035251138
		MAPE:  188.74191841909266

Protein:  CCNE1
Protein Interaction Partners Count:  350
x_train_column_count:  347
x_train columns:  ['ABL1', 'AKT1', 'AKT2', 'AKT3', 'ALDH18A1', 'ANAPC10', 'ANAPC13', 'ANAPC1', 'ANAPC2', 'ANAPC4', 'ANAPC5', 'ANAPC7', 'ANXA5', 'ARID1A', 'AR', 'ATM', 'AURKA', 'AURKB', 'BARD1', 'BCL2L1', 'BIRC5', 'BRCA1', 'BRCA2', 'BTG2', 'BTRC', 'BUB1B', 'BUB1', 'BUB3', 'RGCC', 'MLIP', 'CABLES1', 'CALM1', 'CAPRIN1', 'CASP3', 'CASP9', 'CBX7', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNB2', 'CCNC', 'CCND1', 'CCND2', 'CCND3', 'CCNE2', 'CCNF', 'CCNG1', 'CCNH', 'CCNK', 'CCNL2', 'CCNT1', 'CCNT2', 'CCNY', 'CCT2', 'CCT3', 'CCT4', 'CCT5', 'CCT6A', 'CCT6B', 'CCT7', 'CCT8', 'CDC16', 'CDC20', 'CDC23', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC26', 'CDC27', 'CDC45', 'CDC6', 'CDC7', 'CDCA2', 'CDCA5', 'CDCA8', 'CDH1', 'CDK12', 'CDK13', 'CDK14', 'CDK15', 'CDK16', 'CDK17', 'CDK18', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK5', 'CDK6', 'CDK7', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDT1', 'CENPA', 'CENPE', 'CHAF1A', 'CHD1L', 'CHEK1', 'CHEK2', 'CINP', 'CKS1B', 'CKS2', 'COPS5', 'CREBBP', 'CSK', 'CTNNB1', 'CUL1', 'CUL3', 'CUL4B', 'DBF4B', 'DBF4', 'DGCR8', 'DICER1', 'DTL', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'EBNA1BP2', 'ECT2', 'EGFR', 'EGF', 'ELAVL1', 'ELSPBP1', 'EP400', 'ERBB2', 'ERBB3', 'ERBB4', 'ESPL1', 'ESR1', 'EXO1', 'EZH2', 'FAM58A', 'FAM83H', 'FBXO5', 'FBXW7', 'FEN1', 'FGFR1', 'FGFR2', 'FGFR3', 'FOXM1', 'FZR1', 'GAPDH', 'GLI1', 'GMNN', 'GSK3B', 'H1F0', 'HDAC1', 'HEATR3', 'HERC5', 'HIST1H1A', 'HIST1H1B', 'HIST1H4A', 'HRAS', 'IFNAR1', 'IGF1R', 'IGF1', 'ITPKB', 'JUN', 'KIF11', 'KIF20A', 'KIF23', 'KIF2C', 'KPNA2', 'KRAS', 'LATS2', 'LIN37', 'LIN52', 'LIN54', 'LIN9', 'GMNC', 'MAD2L1', 'MAPK3', 'MATK', 'MAX', 'MCL1', 'MCM10', 'MCM2', 'MCM3', 'MCM4', 'MCM5', 'MCM6', 'MCM7', 'MCM8', 'MDM2', 'MEGF11', 'MELK', 'MKI67', 'KMT2D', 'KMT2B', 'MNAT1', 'MRE11A', 'MTOR', 'MYBL2', 'MYC', 'NBN', 'NF1', 'NFYB', 'NMI', 'NOTCH1', 'NOTCH3', 'NPAT', 'NRAS', 'ORC1', 'ORC2', 'ORC3', 'ORC4', 'ORC5', 'ORC6', 'PARK2', 'PARP1', 'PCBP4', 'PCNA', 'PIK3CA', 'PIK3R1', 'PKMYT1', 'PLK1', 'PLK4', 'POLA1', 'POLD1', 'PPP1R1C', 'PPP2CA', 'PPP2CB', 'PPP2R1A', 'PPP2R4', 'PRC1', 'PRKAR1A', 'PRKAR2A', 'PRMT5', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMB10', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSMF1', 'PTEN', 'PTGDR', 'PTK6', 'PTTG1', 'RAD51', 'RAD54L', 'RB1', 'RBBP4', 'RBL1', 'RBL2', 'RBX1', 'REL', 'REM1', 'RHOA', 'RHOBTB3', 'RINT1', 'RNASE1', 'RPRD1A', 'RPS27A', 'RRM1', 'RRM2', 'RRN3', 'RSF1', 'SHFM1', 'SKP1', 'SKP2', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'ST8SIA1', 'STAT3', 'STAT5A', 'STAT5B', 'STK11', 'STK3', 'STK4', 'TARBP1', 'TCP1', 'TERF1', 'TERT', 'TFDP1', 'TK1', 'TOP2A', 'TP53BP1', 'TP53', 'TP63', 'TP73', 'TPX2', 'TTK', 'TUBG1', 'TYMS', 'UBA52', 'UBB', 'UBC', 'UBE2C', 'UBE2QL1', 'UBE2S', 'UHRF2', 'WEE1', 'WEE2', 'XIAP', 'YAP1', 'ZNF217', 'ZNF33A', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9790551557409413
		RMSE:  0.7746141645114569
		NRMSE:  0.27590887426944144
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8285524646781477
		RMSE:  0.8763813407881366
		NRMSE:  0.2114972948785232
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4487930906545114
		NRMSE:  0.15985506345663808
		MAPE:  112.14421009479175
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0040862214035515265
		RMSE:  0.6494188844018614
		NRMSE:  0.15672439713344627
		MAPE:  115.49088793396595

	Predictor:  LinearRegression
		Pearson Correlation:  0.9598341887810987
		Spearman Correlation:  0.8788919966826688
		Coefficient of Determination:  0.9212816699530698
		RMSE:  0.12591692181205155
		NRMSE:  0.04485019476831756
		MAPE:  24.728372373966806
		Pearson Correlation:  0.6943581334274854
		Spearman Correlation:  0.41095026122520234
		Coefficient of Determination:  0.13542917823406175
		RMSE:  0.6026146657078169
		NRMSE:  0.14542912510746842
		MAPE:  102.47606323835502

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.533928668020644, tolerance: 0.010836139816194496
  positive)
		Pearson Correlation:  0.9589620027892867
		Spearman Correlation:  0.8743245005237859
		Coefficient of Determination:  0.9196052018740646
		RMSE:  0.12725068729135444
		NRMSE:  0.04532526706726783
		MAPE:  25.091735231541755
		Pearson Correlation:  0.7128940069877334
		Spearman Correlation:  0.4380777815184728
		Coefficient of Determination:  0.1252164884540301
		RMSE:  0.6061633910795389
		NRMSE:  0.14628553975421457
		MAPE:  99.90544351080972

	Predictor:  RandomForests
		Pearson Correlation:  0.8628866187424806
		Spearman Correlation:  0.7123646669252789
		Coefficient of Determination:  0.7415758280964511
		RMSE:  0.22814593168750602
		NRMSE:  0.08126302108192555
		MAPE:  54.405867253368335
		Pearson Correlation:  0.7819079210289549
		Spearman Correlation:  0.7309018274919328
		Coefficient of Determination:  0.5784153717310645
		RMSE:  0.4208058737411625
		NRMSE:  0.10155317077519187
		MAPE:  76.84316764285622

Protein:  CCND1
Protein Interaction Partners Count:  857
x_train_column_count:  849
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACTB', 'ACTG1', 'ACTL6A', 'ACTL6B', 'AFP', 'AHR', 'AKAP12', 'AKAP8', 'AKR1B10', 'AKT1', 'AKT2', 'AKT3', 'ALB', 'ALDOA', 'ALK', 'ANO1', 'ANXA5', 'APAF1', 'APC', 'APEX1', 'AREG', 'ARHGEF2', 'ARID1A', 'ARID1B', 'ARID2', 'ARID4A', 'AR', 'ASIP', 'ATF2', 'ATF3', 'ATF4', 'ATM', 'ATXN1', 'AURKA', 'AURKB', 'AXIN1', 'AXIN2', 'B2M', 'BANP', 'BARX2', 'BAX', 'BCAR1', 'BCAR3', 'BCCIP', 'BCL2A1', 'BCL2L11', 'BCL2L1', 'BCL2L2', 'BCL2', 'BCL3', 'BCL6', 'BCL9', 'BECN1', 'BGLAP', 'BHLHE40', 'BIRC2', 'BIRC3', 'BIRC5', 'BMI1', 'BMP4', 'BMP6', 'BRAF', 'BRCA1', 'BRCA2', 'BRD2', 'BRD4', 'BTC', 'BTG2', 'BTRC', 'RGCC', 'COPRS', 'CA9', 'CARD11', 'CARM1', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CAT', 'CAV1', 'CBFB', 'CCDC62', 'CCL2', 'CCL5', 'CCNA1', 'CCNA2', 'CCNB1', 'CCNC', 'CCND2', 'CCND3', 'CCNDBP1', 'CCNE1', 'CCNE2', 'CCNG2', 'CCNH', 'CCNK', 'CCNL1', 'CCNL2', 'CCNT1', 'CCNT2', 'CCNY', 'CD19', 'CD22', 'CD24', 'CD34', 'CD38', 'CD44', 'CD5', 'CD79A', 'CDC20', 'CDC25A', 'CDC25B', 'CDC25C', 'CDC27', 'CDC42', 'CDC6', 'CDC73', 'CDCA7L', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDK12', 'CDK13', 'CDK14', 'CDK16', 'CDK17', 'CDK18', 'CDK1', 'CDK20', 'CDK2', 'CDK3', 'CDK4', 'CDK5', 'CDK6', 'CDK7', 'CDK8', 'CDK9', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CDT1', 'CDX2', 'CENPE', 'CEP57', 'CFLAR', 'CHEK1', 'CHEK2', 'CHKA', 'CHUK', 'CKS1B', 'CKS2', 'CLCN3', 'COL1A1', 'CR2', 'CREB1', 'CREBBP', 'CRKL', 'CRYAB', 'CSF2', 'CTBP1', 'CTGF', 'CTNNB1', 'CTNND1', 'CTTN', 'CUL1', 'CUL3', 'CUL7', 'CXCL12', 'CXCR4', 'CYCS', 'CYLD', 'CYP19A1', 'CYR61', 'DACH1', 'DAXX', 'DDIT3', 'DDX53', 'DECR1', 'DHFR', 'DICER1', 'DKK1', 'DKK3', 'DLL1', 'DMTF1', 'DND1', 'DNMT1', 'DNMT3A', 'DNTT', 'DVL1', 'DVL2', 'DYRK1A', 'DYRK1B', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'E2F6', 'E2F7', 'E2F8', 'E4F1', 'EDN1', 'EEF1A1', 'EGFR', 'EGF', 'EGLN2', 'EGR1', 'EIF2AK3', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'EIF3I', 'EIF4A1', 'EIF4A2', 'EIF4EBP1', 'EIF4E', 'EIF4G1', 'ELAVL1', 'ELSPBP1', 'EP300', 'EPCAM', 'EPHA2', 'EPHA7', 'ERBB2', 'ERBB3', 'ERBB4', 'ESR1', 'ESR2', 'ETS1', 'ETV4', 'EWSR1', 'EYA1', 'EZH2', 'FABP4', 'FADD', 'FAM58A', 'FAM83H', 'FASLG', 'FAT1', 'FBXO31', 'FBXO4', 'FBXW7', 'FBXW8', 'FGF13', 'FGF19', 'FGF2', 'FGF3', 'FGF4', 'FGF7', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FGFR4', 'FHIT', 'FHL2', 'FIGF', 'FLCN', 'FLNA', 'FLT1', 'FLT3', 'FN1', 'FOSL1', 'FOS', 'FOXA1', 'FOXC1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXO4', 'FRZB', 'FSTL3', 'FZD1', 'FZD2', 'FZD7', 'FZD9', 'FZR1', 'GADD45A', 'GAL', 'GAPDH', 'GAST', 'GATA3', 'GATA4', 'GDF15', 'GDF2', 'GGNBP2', 'GGT1', 'GIT1', 'GJA1', 'GJB1', 'GLI1', 'GLI2', 'GLI3', 'GLTSCR2', 'GNB2L1', 'GPER1', 'GRB2', 'GREB1', 'GRM4', 'GRP', 'GSK3B', 'H1F0', 'H2AFB1', 'H2AFJ', 'H2AFV', 'H2AFX', 'H2AFZ', 'HBEGF', 'HBZ', 'HDAC1', 'HDAC2', 'HDAC3', 'HDAC4', 'HEXIM1', 'HEY1', 'HGF', 'HIF1A', 'HIST1H2AA', 'HIST1H2AC', 'HIST1H2AD', 'HIST1H2AH', 'HIST1H2AJ', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST1H4A', 'HIST1H4B', 'HIST1H4C', 'HIST1H4D', 'HIST1H4E', 'HIST1H4F', 'HIST1H4H', 'HIST1H4I', 'HIST1H4J', 'HIST1H4K', 'HIST1H4L', 'HIST2H2AC', 'HIST2H2BE', 'HIST2H4A', 'HIST4H4', 'HMGA2', 'HMOX1', 'HNF1A', 'HNF4A', 'HNRNPD', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB8', 'ICAM1', 'ID1', 'ID2', 'IFNAR1', 'IFNB1', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP3', 'IGFBP5', 'IHH', 'IKBKB', 'IL10', 'IL17A', 'IL2', 'IL4', 'IL6', 'IL7', 'CXCL8', 'ILK', 'INSM1', 'INS', 'IRF1', 'IRS1', 'ISG15', 'ITGB1', 'ITPKB', 'ITPKC', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JARID2', 'JUNB', 'JUND', 'JUN', 'KAT2A', 'KAT2B', 'KDM1A', 'KDM5B', 'KDR', 'KHDRBS1', 'KIF18B', 'KIN', 'KITLG', 'KIT', 'KLF13', 'KLF4', 'KLF5', 'KLF6', 'KLK3', 'KRAS', 'KRT10', 'KRT14', 'KRT18', 'KRT19', 'KRT5', 'KRT7', 'KRT8', 'LDB3', 'LEF1', 'LEP', 'LGALS3', 'LGR5', 'LIMK2', 'LIMS1', 'LIN28B', 'LMNA', 'LMNB1', 'LOX', 'LRP5', 'LRP6', 'LYN', 'MAFB', 'MAF', 'MAML1', 'MAML2', 'MAML3', 'MAMLD1', 'MAP2K1', 'MAP2K2', 'MAP2K4', 'MAP2K7', 'MAP3K5', 'MAPK10', 'MAPK11', 'MAPK12', 'MAPK14', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MAPK9', 'MCL1', 'MCM10', 'MCM2', 'MCM3', 'MCM5', 'MCM6', 'MCM7', 'MCM8', 'MDK', 'MDM2', 'MDM4', 'MEN1', 'MET', 'MGMT', 'MITF', 'MKI67', 'MLH1', 'MLXIPL', 'MME', 'MMP11', 'MMP14', 'MMP15', 'MMP1', 'MMP2', 'MMP3', 'MMP7', 'MMP9', 'MNAT1', 'MOV10', 'MSH2', 'MST1', 'MTOR', 'MUC1', 'MYBL2', 'MYB', 'MYCN', 'MYC', 'MYEOV', 'MYF5', 'MYOD1', 'MYOG', 'NACA2', 'NADSYN1', 'NANOG', 'NCAM1', 'NCOA1', 'NCOA3', 'NCOR1', 'NES', 'NEUROD1', 'NF1', 'NF2', 'NFKB1', 'NFKB2', 'NFKBIA', 'NGF', 'NKX2-1', 'NME1-NME2', 'NME1', 'NME2', 'NMI', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTCH4', 'NPM1', 'NQO1', 'NR0B2', 'NR1H3', 'NR2E1', 'NR3C1', 'NR4A3', 'NRAS', 'NRF1', 'NUDT21', 'ODC1', 'ORAI1', 'ORAOV1', 'ORC4', 'PAK1', 'PAK4', 'PARK2', 'PARP1', 'PAX2', 'PAX5', 'PAX6', 'PBRM1', 'PBX3', 'PCNA', 'PDCD4', 'PDGFRA', 'PDGFRB', 'PDZK1', 'PECAM1', 'PELP1', 'PGR', 'PI3', 'PI4K2A', 'PIK3CA', 'PIK3R1', 'PKLR', 'PKM', 'PLAUR', 'PLAU', 'PLK1', 'PMAIP1', 'POLR2A', 'POTEF', 'POU2F1', 'POU5F1', 'PPARG', 'PPP2R4', 'PRDM5', 'PRKACA', 'PRL', 'PRMT5', 'PRNP', 'PROM1', 'PSAT1', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMA8', 'PSMB10', 'PSMB11', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB5', 'PSMB6', 'PSMB7', 'PSMB8', 'PSMB9', 'PSMC1', 'PSMC2', 'PSMC3', 'PSMC4', 'PSMC5', 'PSMC6', 'PSMD10', 'PSMD11', 'PSMD12', 'PSMD13', 'PSMD14', 'PSMD1', 'PSMD2', 'PSMD3', 'PSMD4', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSMD9', 'PSME1', 'PSME2', 'PSME3', 'PSME4', 'PSMF1', 'PTCH1', 'PTCHD3', 'PTEN', 'PTF1A', 'PTGS2', 'PTHLH', 'PTH', 'PTK2', 'PTK6', 'PTPN11', 'PTPRCAP', 'PTPRC', 'PXN', 'RAD51', 'RAF1', 'RALA', 'RASSF1', 'RB1', 'RBL1', 'RBL2', 'RBPJ', 'RBX1', 'RCC1', 'RELA', 'RELB', 'REL', 'REM1', 'RET', 'RHEB', 'RHOA', 'RHOC', 'RICTOR', 'RNASE1', 'DROSHA', 'RND3', 'RNMT', 'ROCK1', 'RPRD1B', 'RPS27A', 'RPS6KA1', 'RPS6KA2', 'RPS6KA3', 'RPS6KA6', 'RPS6KB1', 'RPS6', 'RPTOR', 'RREB1', 'RSF1', 'RUNX1', 'RUNX2', 'RUNX3', 'SDC1', 'SDHC', 'SENP1', 'SERPINE1', 'SFRP1', 'SFRP2', 'SFRP4', 'SFRP5', 'SHC1', 'SHFM1', 'SHH', 'SIRT1', 'SIX1', 'SIX3', 'SKP1', 'SKP2', 'SLC25A16', 'SLC25A6', 'SLC2A1', 'SLC35B2', 'SLC39A4', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA2', 'SMARCA4', 'SMARCB1', 'SMARCC1', 'SMARCC2', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'SMARCE1', 'SMO', 'SNAI1', 'SNAI2', 'SNCA', 'SNIP1', 'SNW1', 'SNX33', 'SOCS3', 'SOX11', 'SOX17', 'SOX2', 'SOX4', 'SOX6', 'SOX9', 'SP1', 'SPN', 'SPP1', 'SPRY1', 'SRC', 'SREBF1', 'STAT1', 'STAT3', 'STAT4', 'STAT5A', 'STAT5B', 'STAT6', 'STC2', 'STIM1', 'STK11', 'STK24', 'STMN1', 'SUFU', 'SULF2', 'SUV39H1', 'TAF1', 'TBP', 'TBX2', 'TCEAL7', 'TCF4', 'TCF7L2', 'TCF7', 'TERT', 'TET3', 'TFDP1', 'TFF1', 'TGFA', 'TGFB1', 'TGFBR2', 'THBS1', 'THRA', 'THRB', 'TIMP1', 'TIMP2', 'TIMP3', 'TJP1', 'TJP2', 'TJP3', 'TLE1', 'TLR9', 'TM4SF1', 'TMPRSS4', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF13C', 'TNFRSF8', 'TNFSF11', 'TNF', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TNS1', 'TOP2A', 'TP53', 'TP63', 'TP73', 'TRPV2', 'TSC22D3', 'TSC2', 'TWIST1', 'TXN', 'TYMS', 'UBA52', 'UBA7', 'UBB', 'UBC', 'UBE2C', 'UBTF', 'URGCP', 'USP18', 'USP2', 'USP9X', 'VCL', 'VDR', 'VEGFA', 'VEGFC', 'VIP', 'VRK1', 'WDR77', 'WDTC1', 'WEE1', 'WHSC1', 'WIF1', 'WISP1', 'WNT10A', 'WNT10B', 'WNT11', 'WNT16', 'WNT1', 'WNT2B', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT6', 'WNT7A', 'WNT7B', 'WNT8B', 'WNT9A', 'WNT9B', 'WT1', 'XBP1', 'XIAP', 'XPO1', 'YAP1', 'YBX1', 'YY1', 'ZBTB17', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5366759284640548
		RMSE:  0.28216244755564185
		NRMSE:  0.17771997351836757
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.30240520386774006
		RMSE:  0.3149325402631455
		NRMSE:  0.20120656537940065
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.1916148433324011e-14
		NRMSE:  7.50538422939384e-15
		MAPE:  2.942330367215e-11
		Pearson Correlation:  -0.04589954047063813
		Spearman Correlation:  -0.04784847691367723
		Coefficient of Determination:  -8.022345642542726
		RMSE:  0.8289039423695816
		NRMSE:  0.5295766361083948
		MAPE:  730.5586271858322

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.15237991904030368, tolerance: 0.0027873943484564415
  positive)
		Pearson Correlation:  0.99980188050879
		Spearman Correlation:  0.999717801786888
		Coefficient of Determination:  0.9995775214980677
		RMSE:  0.004678540324248625
		NRMSE:  0.002946777892427079
		MAPE:  7.985969557152838
		Pearson Correlation:  -0.007246064993235461
		Spearman Correlation:  -0.03832217359318695
		Coefficient of Determination:  -4.6834326941459095
		RMSE:  0.6578847742979065
		NRMSE:  0.4203145719438203
		MAPE:  614.3814603663037

	Predictor:  RandomForests
		Pearson Correlation:  0.5728440991861032
		Spearman Correlation:  0.5777329889364351
		Coefficient of Determination:  0.2922815971261987
		RMSE:  0.19148656744162806
		NRMSE:  0.12060778459237886
		MAPE:  522.6804404874892
		Pearson Correlation:  0.3191268678861373
		Spearman Correlation:  0.29400117208443993
		Coefficient of Determination:  0.10068807409810243
		RMSE:  0.2616975466040141
		NRMSE:  0.1671953761158266
		MAPE:  243.61201052041503

Protein:  ERBB2
Protein Interaction Partners Count:  663
x_train_column_count:  657
x_train columns:  ['ABCB1', 'ABCG2', 'ABL1', 'ACPP', 'ACTA2', 'ACTB', 'ACTG1', 'ADAM10', 'ADAM17', 'ADRB2', 'AFP', 'AGRN', 'AKT1S1', 'AKT1', 'AKT2', 'ALB', 'ALDH1A1', 'ALK', 'ANGPT1', 'ANGPT2', 'ANGPT4', 'ANO1', 'ANXA2', 'ANXA5', 'AP2B1', 'APP', 'AREG', 'ARHGEF11', 'ARHGEF12', 'ARID1A', 'ARL6IP5', 'AR', 'ATM', 'ATP2B2', 'AURKB', 'AXIN1', 'BAG1', 'BARD1', 'BCAR1', 'BCAR3', 'BCAS1', 'BCL2L11', 'BCL2L1', 'BDNF', 'BECN1', 'BEST1', 'BIRC5', 'BLNK', 'BMI1', 'BMP2', 'BMP4', 'BRCA1', 'BRCA2', 'BSG', 'BTC', 'MIEN1', 'CA9', 'CALU', 'CARTPT', 'CASP3', 'CASP7', 'CASP8', 'CASP9', 'CAV1', 'CBLB', 'CBLC', 'CBL', 'CCL27', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CD19', 'CD22', 'CD247', 'CD24', 'CD274', 'CD28', 'CD33', 'CD34', 'CD44', 'CD46', 'CD52', 'CD68', 'CD6', 'CD80', 'CD82', 'CDC37', 'CDC42', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDK4', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN3', 'CDX2', 'CEACAM5', 'CEP70', 'CHEK2', 'CHGA', 'CHKA', 'CHKB', 'CISH', 'CLDN3', 'CLDN4', 'CLDN7', 'CLTC', 'CNN1', 'COPS5', 'CPNE3', 'CREB1', 'CRKL', 'CRK', 'YBX3', 'CSF1', 'CSF2', 'CSF3', 'CSK', 'CSPG4', 'CTAG1B', 'CTLA4', 'CTNNB1', 'CTNND1', 'CTSB', 'CTSD', 'CTTN', 'CUL5', 'CXCL12', 'CXCR1', 'CXCR4', 'CYCS', 'CYP19A1', 'CYTIP', 'DCN', 'DDX41', 'DDX53', 'DHH', 'DIAPH1', 'DICER1', 'DLG4', 'DMTF1', 'DNAJA3', 'DNM2', 'DNMT1', 'DOCK1', 'DOCK7', 'DUSP6', 'E2F1', 'E2F3', 'EEA1', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EFNB1', 'EGFR', 'EGF', 'EIF3A', 'EIF4EBP1', 'EIF4E', 'ELAVL1', 'ELF3', 'EML4', 'ENO2', 'EP300', 'EPCAM', 'EPGN', 'EPHA2', 'EPS15', 'EPX', 'ERAL1', 'ERBB2IP', 'ERBB3', 'ERBB4', 'ERCC1', 'EREG', 'ERRFI1', 'ESCO1', 'ESR1', 'ESR2', 'ESRRB', 'ETS1', 'ETS2', 'ETV4', 'ETV6', 'EZH2', 'EZR', 'FASLG', 'FASN', 'FBXW7', 'FCGR1A', 'FCGR1B', 'FCGRT', 'FGF10', 'FGF13', 'FGF16', 'FGF17', 'FGF18', 'FGF19', 'FGF1', 'FGF20', 'FGF21', 'FGF22', 'FGF23', 'FGF2', 'FGF3', 'FGF4', 'FGF5', 'FGF6', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FGFR4', 'FHIT', 'FIGF', 'FLT1', 'FLT3LG', 'FN1', 'FOLH1', 'FOLR1', 'FOS', 'FOXA1', 'FOXM1', 'FOXO1', 'FOXO3', 'FOXP3', 'FREM2', 'FSIP1', 'FYN', 'GAB1', 'GABPB1', 'GAPDH', 'GATA3', 'GATA4', 'GDF2', 'GLI1', 'GLI2', 'GLS', 'GNA11', 'GNAQ', 'GNAS', 'GNRH1', 'GPER1', 'GRAP2', 'GRB2', 'GRB7', 'GSTP1', 'GZMB', 'H2AFX', 'H2AFY', 'HBEGF', 'HDAC1', 'HDAC6', 'HEATR6', 'HGF', 'HIF1A', 'HK1', 'HLA-A', 'HMGA2', 'HNF4A', 'HOXB7', 'HPGDS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSP90B1', 'HSPA4', 'HSPA5', 'HSPA8', 'HSPB1', 'HSPB2', 'HSPB3', 'HSPG2', 'ICAM1', 'ID1', 'IDH1', 'IDH2', 'IFNG', 'IGF1R', 'IGF1', 'IGF2', 'IGFBP2', 'IGFBP3', 'IHH', 'IL10', 'IL2', 'IL4', 'IL6R', 'IL6ST', 'IL6', 'CXCL8', 'ILK', 'INPP4B', 'INS', 'IQGAP1', 'IQSEC1', 'IRS1', 'ITGA5', 'ITGA6', 'ITGAV', 'ITGB1', 'ITGB3', 'ITGB4', 'ITPKB', 'JAG1', 'JAG2', 'JAK1', 'JAK2', 'JAK3', 'JUN', 'JUP', 'KDR', 'KITLG', 'KLK3', 'KLRK1', 'KRAS', 'KRT14', 'KRT17', 'KRT18', 'KRT19', 'KRT20', 'KRT4', 'KRT5', 'KRT7', 'KRT8', 'L1CAM', 'LAMP1', 'LCN2', 'LDHA', 'LEP', 'LIN28A', 'LIN7A', 'LIN7B', 'LIN7C', 'LINGO1', 'LOX', 'LRIG1', 'LRPPRC', 'MAGEA1', 'MAGEA3', 'MAGED4B', 'MAGED4', 'MAP2K1', 'MAPK1', 'MAPK3', 'MAPK8', 'MATK', 'MCL1', 'MDK', 'MDM2', 'MEMO1', 'MET', 'MGMT', 'MKI67', 'MLANA', 'MLH1', 'KMT2C', 'MME', 'MMP11', 'MMP14', 'MMP16', 'MMP1', 'MMP2', 'MMP7', 'MMP9', 'MPP1', 'MRAP', 'MRAS', 'MSH2', 'MSH6', 'MSLN', 'MTA1', 'MTOR', 'MUC13', 'MUC16', 'MUC1', 'MUC4', 'MUC6', 'MUCL1', 'MYBL2', 'MYCN', 'MYC', 'NANOG', 'NCAM1', 'NCL', 'NCOA1', 'NCOA3', 'NCOR1', 'NDRG1', 'NF1', 'NF2', 'NFE2L2', 'NGF', 'NISCH', 'NKX2-1', 'NME1', 'NOTCH1', 'NOTCH2', 'NOTCH3', 'NOTCH4', 'NPM1', 'NR1H4', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'NRP1', 'NTF3', 'NTF4', 'OPCML', 'OSMR', 'PA2G4', 'PADI2', 'PAK1', 'PALB2', 'PAQR3', 'PARP1', 'PAX2', 'PCSK9', 'PDCD1LG2', 'PDCD1', 'PDCD4', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PDGFRA', 'PDPN', 'PECAM1', 'PELP1', 'PEPD', 'PFKFB3', 'PGAP3', 'PGF', 'PGR', 'PI3', 'PIK3C2A', 'PIK3C2B', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3CG', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIN1', 'PIP', 'PLAUR', 'PLAU', 'PLCG1', 'PLCG2', 'PLEK', 'PLG', 'PLXNB1', 'POLI', 'POTEF', 'POU5F1', 'PPARG', 'PPP3CA', 'PRDM10', 'PRF1', 'PRKACA', 'PRL', 'PROM1', 'PSCA', 'PTCH1', 'PTEN', 'PTGS2', 'PTK2B', 'PTK2', 'PTK6', 'PTPN11', 'PTPN12', 'PTPN18', 'PTPN1', 'PTPRC', 'PTPRO', 'PTPRU', 'PTS', 'PXN', 'RAB25', 'RAD51', 'RAF1', 'RANBP2', 'RARA', 'RASA1', 'RASA2', 'RASSF1', 'RB1', 'RBPJ', 'RDX', 'RECK', 'REM1', 'REN', 'RET', 'RHEB', 'RHOA', 'RHOB', 'RHOC', 'RICTOR', 'RND1', 'RNF41', 'ROCK1', 'ROCK2', 'ROS1', 'RPS27A', 'RPS6', 'RPTOR', 'RRAS2', 'RRAS', 'S100A14', 'SCGB2A2', 'SCUBE2', 'SDC1', 'SDHC', 'SEMA3D', 'SEMA4D', 'SERPINB5', 'SERPINE1', 'SFRP1', 'PEAK1', 'SH3BGRL3', 'SH3BGRL', 'SH3TC2', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SHH', 'SIAH2', 'PMEL', 'SKP2', 'SLC25A16', 'SLC2A1', 'SLC4A7', 'SMAD2', 'SMAD3', 'SMAD4', 'SMAD7', 'SMARCA4', 'SMARCB1', 'SMO', 'SMUG1', 'SMYD3', 'SNAI1', 'SNAI2', 'SOCS1', 'SOS1', 'SOX10', 'SOX2', 'SOX9', 'SP3', 'SPP1', 'SPRY2', 'SRCIN1', 'SRC', 'STARD3', 'STAT1', 'STAT2', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'STOM', 'STUB1', 'SYP', 'TAGLN', 'TBX1', 'TERT', 'TFAP2A', 'TFAP2B', 'TFAP2C', 'TFF1', 'TFF2', 'TFF3', 'TFRC', 'TGFA', 'TGFB1', 'THBS1', 'THRA', 'TIMP1', 'TJP1', 'TMPRSS2', 'TNFRSF10A', 'TNFRSF10B', 'TNFRSF13C', 'TNFRSF4', 'TNFRSF8', 'TNFRSF9', 'TNFSF11', 'TNF', 'TNS1', 'TNS3', 'TNS4', 'TOB1', 'TOP1', 'TOP2A', 'TP53', 'TP63', 'TSC2', 'TWIST1', 'TYMS', 'TYR', 'UBA52', 'UBB', 'UBC', 'USP2', 'USP9X', 'VAV1', 'VAV2', 'VAV3', 'VCL', 'VEGFA', 'VEGFB', 'VEGFC', 'VIM', 'WASL', 'WDFY2', 'WDTC1', 'WNT10A', 'WNT1', 'WNT2', 'WNT3A', 'WNT3', 'WNT4', 'WNT5A', 'WNT5B', 'WNT7B', 'WNT9A', 'WNT9B', 'WT1', 'WWOX', 'XIAP', 'XPO1', 'YAP1', 'YBX1', 'YES1', 'YY1', 'ZEB1', 'ZEB2', 'ZNF217', 'ZNF703', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10085609607150081
		RMSE:  1.0785113826338413
		NRMSE:  0.1837421644434709
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05671362529003088
		RMSE:  0.8919867459254164
		NRMSE:  0.19736403273048267
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959455
		RMSE:  0.875951357919715
		NRMSE:  0.1938159880340115
		MAPE:  565.705361200264

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  1.1731816338646554e-13
		NRMSE:  1.998707998474633e-14
		MAPE:  1.5897100817063214e-10
		Pearson Correlation:  0.151111984571829
		Spearman Correlation:  0.18535143829723566
		Coefficient of Determination:  -11.151923552665053
		RMSE:  3.0248389867563827
		NRMSE:  0.6692862012958033
		MAPE:  1845.076380051254

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.0360645815650364, tolerance: 0.05684616744754108
  positive)
		Pearson Correlation:  0.999868363236256
		Spearman Correlation:  0.9995258807828872
		Coefficient of Determination:  0.999734166759121
		RMSE:  0.01675961740438817
		NRMSE:  0.002855276658839152
		MAPE:  25.44219132752421
		Pearson Correlation:  0.22546594537467504
		Spearman Correlation:  0.180787790371451
		Coefficient of Determination:  -5.349649310909263
		RMSE:  2.186525857436397
		NRMSE:  0.4837981762222363
		MAPE:  1456.3958324837827

	Predictor:  RandomForests
		Pearson Correlation:  0.8566837515184769
		Spearman Correlation:  0.6907002191586037
		Coefficient of Determination:  0.7274982219685785
		RMSE:  0.536591918208216
		NRMSE:  0.09141726463161932
		MAPE:  545.7807910694142
		Pearson Correlation:  0.7987754299331115
		Spearman Correlation:  0.6345402564362305
		Coefficient of Determination:  0.6239960700040706
		RMSE:  0.5320787808011717
		NRMSE:  0.11772956760729543
		MAPE:  236.99238278934894

Protein:  ERBB3
Protein Interaction Partners Count:  245
x_train_column_count:  247
x_train columns:  ['ADAM17', 'AGRN', 'AGTR2', 'AKT1', 'AKT2', 'AKT3', 'ALAS2', 'ALB', 'ANGPT1', 'ANGPT2', 'ANGPT4', 'APIP', 'AREG', 'AR', 'BAMBI', 'BDNF', 'BMP2', 'BMP4', 'BRCA1', 'BRCA2', 'BTC', 'CADM4', 'CASK', 'CASP3', 'CBLB', 'CBLC', 'CBL', 'CCND1', 'CCNE1', 'CD44', 'CD82', 'CDC42', 'CDH1', 'CDK4', 'CDK5', 'CDKN1B', 'CDKN2A', 'CLEC16A', 'COMMD5', 'COQ7', 'CRKL', 'CRK', 'CRYZL1', 'CSF1', 'CSK', 'CSPG5', 'CTNNB1', 'DCN', 'DHH', 'DOCK7', 'DUSP6', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EGFR', 'EGF', 'EGR1', 'EHF', 'EIF4EBP1', 'EIF4E', 'EML4', 'EPCAM', 'EPGN', 'EPN1', 'ERBB2IP', 'ERBB2', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'ESR2', 'FBXO9', 'FGF10', 'FGF16', 'FGF17', 'FGF18', 'FGF19', 'FGF1', 'FGF20', 'FGF21', 'FGF22', 'FGF23', 'FGF2', 'FGF3', 'FGF4', 'FGF5', 'FGF6', 'FGF7', 'FGF8', 'FGF9', 'FGFR1', 'FGFR2', 'FGFR3', 'FIGF', 'FKBP14', 'FLNA', 'FLT3LG', 'FN1', 'FOXA1', 'FOXO3', 'FREM2', 'FTSJ1', 'GAB1', 'GAPDH', 'GLE1', 'GRB2', 'GRB7', 'GRHL2', 'HBEGF', 'HGF', 'HGS', 'HRAS', 'HSP90AA1', 'HSP90AB1', 'HSPG2', 'IGF1', 'IGF2', 'IL6ST', 'ILK', 'INS', 'IRS1', 'ITGA6', 'ITGB4', 'ITPKB', 'JAK1', 'JAK2', 'JUN', 'KDR', 'KITLG', 'KRAS', 'L1CAM', 'LAMA1', 'LAMB1', 'LAMC2', 'LIN7A', 'LIN7B', 'LIN7C', 'LRIG1', 'MAP2K1', 'MAPK1', 'MAPK3', 'MAPK7', 'MAPK8', 'MARCH7', 'MDM2', 'MET', 'MITF', 'MMP9', 'MRPL49', 'MTOR', 'MUC1', 'MUC4', 'MYC', 'N4BP1', 'NDRG1', 'NEDD4L', 'NEDD4', 'NF1', 'NGF', 'NICN1', 'NOTCH1', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'NTF3', 'NTF4', 'OAT', 'PA2G4', 'PARK7', 'PCSK9', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PGF', 'PGR', 'PI3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIP5K1C', 'PLCG1', 'PLCG2', 'PPP1R9A', 'PRKACA', 'PTEN', 'PTK2B', 'PTK2', 'PTK6', 'PTPN11', 'PTPN22', 'PTPN2', 'RASA1', 'RASA2', 'REM1', 'RGS4', 'RHOA', 'RHOC', 'RNF41', 'ROR1', 'RRAS2', 'SH2B3', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SHH', 'SLC25A16', 'SMAD4', 'SNAI2', 'SOS1', 'SOX10', 'SOX2', 'SPARC', 'SPRY2', 'SRC', 'STAT3', 'STAT5A', 'STAT5B', 'SYN3', 'TCF7L2', 'TGFA', 'TMEFF2', 'TNFRSF13C', 'TNS1', 'TP53', 'USP8', 'VAV1', 'VAV2', 'VAV3', 'VEGFA', 'VEGFB', 'VEGFC', 'WNT1', 'WNT5A', 'ZEB1', 'ZNF217', 'KRBOX4', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.24617901957450639
		RMSE:  0.5234556686317032
		NRMSE:  0.14126566093685908
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10551624527684367
		RMSE:  0.43841640970600765
		NRMSE:  0.21211918179733683
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  LinearRegression
		Pearson Correlation:  0.7466876386492644
		Spearman Correlation:  0.7360795558698706
		Coefficient of Determination:  0.5575424297116146
		RMSE:  0.3119072751471754
		NRMSE:  0.08417482131745108
		MAPE:  190.3702868775805
		Pearson Correlation:  0.1338431738244597
		Spearman Correlation:  0.1755408421551391
		Coefficient of Determination:  -1.1329661899488248
		RMSE:  0.608970454626046
		NRMSE:  0.2946384115974367
		MAPE:  380.747375830627

	Predictor:  ElasticNet
		Pearson Correlation:  0.7445302444497095
		Spearman Correlation:  0.7351004542432946
		Coefficient of Determination:  0.55430451887255
		RMSE:  0.3130464657472939
		NRMSE:  0.08448225616380484
		MAPE:  186.85841765855798
		Pearson Correlation:  0.1511503020473764
		Spearman Correlation:  0.18074788962455893
		Coefficient of Determination:  -1.0077165364456553
		RMSE:  0.5908203353726162
		NRMSE:  0.28585683234919795
		MAPE:  376.60353759757237

	Predictor:  RandomForests
		Pearson Correlation:  0.543783700878312
		Spearman Correlation:  0.5318965825486458
		Coefficient of Determination:  0.27033054769490783
		RMSE:  0.4005463439783744
		NRMSE:  0.10809596190992625
		MAPE:  251.16263272132832
		Pearson Correlation:  0.5443611277287489
		Spearman Correlation:  0.5831419344380854
		Coefficient of Determination:  0.24615476712952655
		RMSE:  0.36203064429982834
		NRMSE:  0.17516142725117975
		MAPE:  228.10624964382416

Top 100 Interaction Partners

ZScore

In [107]:
scenario = Scenario.Top100InteractionPartners_Mutations 
normalizeTechnique = NormalizeTechnique.ZScore
X, Y, Z = get_data(normalizeTechnique)
In [108]:
X.head()
Out[108]:
UBE2Q2P2 HMGB1P1 LOC155060 RNU12-2P SSX9 CXORF67 EFCAB8 SRP14P1 LOC391343 TRIM75P ... ZXDA ZXDB ZXDC ZYG11A ZYG11B ZYX ZZEF1 ZZZ3 TPTEP1 AKR1C6P
TCGA-A1-A0SF-01 0.648331 0.348611 0.770359 -0.860535 -0.0703 -0.190586 0.719543 0.931178 -0.283665 -0.568745 ... 0.238689 -0.239582 -0.271725 -0.222943 -0.211122 0.792968 -0.619672 -0.946953 -0.457066 0.454464
TCGA-A1-A0SH-01 -0.757220 -0.562180 -0.708360 -0.860535 -0.0703 -0.190586 -0.527186 -0.611509 -0.283665 -0.568745 ... 0.739490 -0.107967 -1.200905 -0.903627 1.252346 0.854083 0.108510 -0.031025 0.991113 -0.083768
TCGA-A1-A0SJ-01 -0.405237 0.254851 -0.925065 -0.223237 -0.0703 -0.190586 -0.525012 -0.390046 -0.283665 1.475888 ... 0.592975 5.821247 -1.079296 -0.618408 0.444358 -0.369825 -0.573411 -0.555512 -0.488416 -0.083768
TCGA-A1-A0SK-01 3.940101 14.857648 -0.228301 -0.311392 -0.0703 -0.004913 -0.697917 -0.754652 -0.283665 -0.568745 ... 0.051750 -0.027856 2.390553 0.357970 1.337526 -1.597758 1.043918 0.590450 -0.467061 -0.083768
TCGA-A1-A0SQ-01 -1.114818 -1.129592 -0.842620 -0.860535 -0.0703 -0.190586 -0.507239 -0.137487 -0.283665 -0.568745 ... 1.412610 -0.008283 -0.929428 -0.853107 0.062384 -0.434733 -1.040418 -0.606257 -0.580936 -0.083768

5 rows × 20133 columns

In [109]:
Y.head()
Out[109]:
RB1 CDH1 PTEN BRCA2 CDKN2A TP53 CTNNB1 CCNE1 CCND1 CDH2 CDH3 ERBB2 ERBB3
TCGA-A1-A0SF-01 0.017184 0.705680 0.197730 0.108550 0.17550 -0.472550 0.06978 -0.75401 -0.202360 -0.222000 -0.114060 0.25604 0.461410
TCGA-A1-A0SH-01 -0.081896 0.018364 0.699160 -0.282430 0.68156 -0.035545 -0.11192 -0.77956 -0.014111 0.072251 -0.031553 0.68354 0.033670
TCGA-A1-A0SJ-01 -0.106090 0.114310 -0.110550 0.108220 -0.00989 -0.431850 -0.85672 -0.29589 0.290760 -0.225320 0.128230 0.36458 0.430620
TCGA-A1-A0SK-01 -0.060244 -0.963820 -0.081596 0.309150 1.23630 0.898470 -0.85965 0.92670 0.045974 0.389790 -0.224090 -1.04130 -0.056604
TCGA-A1-A0SQ-01 0.376500 0.425490 0.657440 0.003187 -0.34580 -0.020122 0.39368 -1.02750 0.362490 0.292880 -0.144850 0.31196 0.649260
In [110]:
perform_kFoldCV(num_folds, scenario, normalizeTechnique, X, Y, Z)

Fold:  1

Protein:  RB1
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['AATF', 'ABL1', 'AKT1', 'AR', 'ASF1A', 'ATF2', 'BGLAP', 'CASP3', 'CBX4', 'CCNA1', 'CCNA2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CEBPA', 'COL1A1', 'CREBBP', 'CTBP1', 'DNMT1', 'DUT', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'ELF1', 'EP300', 'FOXM1', 'FZR1', 'GNB2L1', 'H1F0', 'H2AFV', 'H2AFX', 'H2AFZ', 'HDAC1', 'HDAC2', 'HDAC3', 'HIST1H2BA', 'HIST2H2AC', 'HIST2H2BE', 'HMGA1', 'HMGA2', 'HSP90AA1', 'ID2', 'JUN', 'MAPK14', 'MAPK1', 'MAPK3', 'MDM2', 'MEF2C', 'NCAPD3', 'NCAPG2', 'NCAPH2', 'NFYC', 'PCNA', 'PML', 'POLA1', 'POLA2', 'PPARA', 'PPARG', 'PPP1CA', 'PPP1CB', 'PPP1CC', 'PPP2CA', 'PPP2CB', 'PRIM1', 'PRIM2', 'RAF1', 'RBBP4', 'RUNX2', 'SIRT1', 'SKP2', 'SMARCA2', 'SMC2', 'SMC4', 'SP100', 'SP1', 'SP3', 'SPI1', 'SUV39H1', 'TAF1', 'TBP', 'TERT', 'TFDP1', 'TP53BP1', 'TP53', 'TP73', 'YAP1', 'ZNF521', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017832262764705176
		RMSE:  0.22609122586734381
		NRMSE:  0.08562439911658541
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0064622508272080825
		RMSE:  0.2813710133086082
		NRMSE:  0.13900150344012696
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  LinearRegression
		Pearson Correlation:  0.4862578117183481
		Spearman Correlation:  0.45569906485102674
		Coefficient of Determination:  0.2364466594571163
		RMSE:  0.1958237184203574
		NRMSE:  0.07416160515824934
		MAPE:  356.69266626457687
		Pearson Correlation:  0.18895593075451472
		Spearman Correlation:  0.22351965661886644
		Coefficient of Determination:  -0.14236496936808907
		RMSE:  0.2997664659122587
		NRMSE:  0.14808913310851962
		MAPE:  238.76208571234153

	Predictor:  ElasticNet
		Pearson Correlation:  0.3526617020207563
		Spearman Correlation:  0.3514601299332913
		Coefficient of Determination:  0.099611572978614
		RMSE:  0.21264763368937378
		NRMSE:  0.0805330936146085
		MAPE:  197.19547151863927
		Pearson Correlation:  0.23764937635950434
		Spearman Correlation:  0.3031606672519755
		Coefficient of Determination:  0.012287519549469383
		RMSE:  0.2787378077709866
		NRMSE:  0.13770066038492987
		MAPE:  128.27302187001297

	Predictor:  RandomForests
		Pearson Correlation:  0.5395872065276396
		Spearman Correlation:  0.3993118263410426
		Coefficient of Determination:  0.17191250113514878
		RMSE:  0.20393121954380186
		NRMSE:  0.07723204678803326
		MAPE:  185.70358823305227
		Pearson Correlation:  0.19312819479420687
		Spearman Correlation:  0.3103209442981173
		Coefficient of Determination:  -0.006585797189794462
		RMSE:  0.2813882823609106
		NRMSE:  0.1390100346111413
		MAPE:  126.80089897760412

Protein:  CDH1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ACTA1', 'ACTN1', 'ADAM10', 'ADAM15', 'CA2', 'CASP3', 'CBLL1', 'CDC42', 'CDH17', 'CDH3', 'CDH5', 'CTBP1', 'CTNNA1', 'CTNNB1', 'CTNND1', 'CTTN', 'DLG1', 'EFNA1', 'EGFR', 'EGF', 'ENAH', 'EPCAM', 'EPHA2', 'EXOC3', 'EXOC4', 'FER', 'FLOT1', 'FLOT2', 'FMN1', 'FYN', 'GDNF', 'GNA12', 'GNA13', 'HGF', 'HGS', 'IGF1R', 'IGF1', 'IGF2', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'ITGA6', 'ITGAE', 'ITGB4', 'ITGB7', 'AJUBA', 'JUP', 'KIFC3', 'KLK7', 'KLRG1', 'LAMB1', 'LAMC2', 'LIMA1', 'MAPK1', 'MAPK3', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MLLT4', 'MMP3', 'MMP7', 'MMP9', 'MYO6', 'NCSTN', 'NUMB', 'PARD6A', 'PIK3CA', 'PIK3R1', 'PIP5K1C', 'PLEKHA7', 'PLG', 'PRKCI', 'PRKCZ', 'PSEN1', 'PVRL1', 'PVRL2', 'RAB5A', 'RAB7A', 'RAC1', 'RAP1A', 'RET', 'RHOA', 'SKIL', 'SMAD3', 'SMAD4', 'SNAI1', 'SNAI2', 'SNAI3', 'SRC', 'STX4', 'TJP1', 'TWIST1', 'VASP', 'VCL', 'YES1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZYX', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12177449909053428
		RMSE:  1.1951653206606205
		NRMSE:  0.20089175544360185
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11829904064371455
		RMSE:  1.227018913081223
		NRMSE:  0.19873326310796913
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  LinearRegression
		Pearson Correlation:  0.7465805631339265
		Spearman Correlation:  0.7089224445362644
		Coefficient of Determination:  0.5573825372493704
		RMSE:  0.7507398575299529
		NRMSE:  0.12618961180810395
		MAPE:  483.9945187012053
		Pearson Correlation:  0.5837379908401893
		Spearman Correlation:  0.5459028387474394
		Coefficient of Determination:  0.24654060076167494
		RMSE:  1.0071686712533092
		NRMSE:  0.1631253719110669
		MAPE:  472.69873879722957

	Predictor:  ElasticNet
		Pearson Correlation:  0.7228525270003692
		Spearman Correlation:  0.7079965636708153
		Coefficient of Determination:  0.509195839618866
		RMSE:  0.7905499566123831
		NRMSE:  0.13288117200551042
		MAPE:  586.1935657525883
		Pearson Correlation:  0.627672252230368
		Spearman Correlation:  0.610223392839723
		Coefficient of Determination:  0.3906088206884447
		RMSE:  0.9057750686553083
		NRMSE:  0.14670322773076808
		MAPE:  356.62107829971427

	Predictor:  RandomForests
		Pearson Correlation:  0.7426556664990703
		Spearman Correlation:  0.6906466081325479
		Coefficient of Determination:  0.546860378782499
		RMSE:  0.7596109561461517
		NRMSE:  0.12768072817745812
		MAPE:  206.636462071981
		Pearson Correlation:  0.7522562898289546
		Spearman Correlation:  0.6985945239376057
		Coefficient of Determination:  0.5607856505182343
		RMSE:  0.7689720257119443
		NRMSE:  0.12454601822291865
		MAPE:  144.61405380512727

Protein:  CDH2
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'ADAM10', 'AFP', 'AHSG', 'ALB', 'APLP2', 'APOA1', 'APOB', 'APOE', 'APP', 'AXIN1', 'BDNF', 'BMP4', 'BNIP2', 'CALU', 'CDC42', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH17', 'CDH18', 'CDH1', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDON', 'CREBBP', 'CSF1', 'CST3', 'CTNNA1', 'CTNNA2', 'CTNNB1', 'CTNND1', 'CYR61', 'FAM20C', 'FBN1', 'FER', 'FGFR1', 'FN1', 'FSTL1', 'GAS6', 'GJA1', 'GOLM1', 'GPC3', 'GRIA2', 'HSP90B1', 'IGFBP1', 'IGFBP3', 'IGFBP4', 'IGFBP5', 'IGFBP7', 'IL6', 'ITIH2', 'JUP', 'KIF5B', 'KNG1', 'KTN1', 'LAMB1', 'LAMC1', 'LGALS1', 'LRP5', 'LTBP1', 'MAP2K6', 'MAPK11', 'MAPK14', 'MATN3', 'MEF2A', 'MEF2C', 'MEF2D', 'MET', 'MFGE8', 'MSLN', 'NTRK2', 'P4HB', 'PCSK9', 'PIK3CA', 'PIK3R1', 'PTPN11', 'PTPN1', 'RAC1', 'RHOA', 'ROBO1', 'SCG2', 'SDC2', 'SERPINA1', 'SLIT1', 'SNAI1', 'SNAI2', 'SPAG9', 'SPARCL1', 'SPP1', 'STC2', 'TCF3', 'TIMP1', 'TMEM132A', 'TNC', 'VCAN', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004084060130477685
		RMSE:  0.37195168053170635
		NRMSE:  0.13741024893390016
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006474841096328898
		RMSE:  0.3763274359057868
		NRMSE:  0.1942134674644098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  LinearRegression
		Pearson Correlation:  0.5030741428338669
		Spearman Correlation:  0.49401859243815943
		Coefficient of Determination:  0.25308359318803
		RMSE:  0.3208023112585157
		NRMSE:  0.1185141182467262
		MAPE:  3299.1466233570877
		Pearson Correlation:  -0.038846196343309415
		Spearman Correlation:  0.06095502877768023
		Coefficient of Determination:  -0.6927044819124579
		RMSE:  0.48803952060656003
		NRMSE:  0.2518653664687826
		MAPE:  207.33118972150635

	Predictor:  ElasticNet
		Pearson Correlation:  0.44066388419523317
		Spearman Correlation:  0.4529184826641541
		Coefficient of Determination:  0.1765459058157658
		RMSE:  0.33683808179971914
		NRMSE:  0.1244382189760569
		MAPE:  871.2981741372591
		Pearson Correlation:  0.10395878678873312
		Spearman Correlation:  0.15024387864598576
		Coefficient of Determination:  -0.029148034599724815
		RMSE:  0.3805426553628986
		NRMSE:  0.19638884004897486
		MAPE:  125.8775999259077

	Predictor:  RandomForests
		Pearson Correlation:  0.533289294515734
		Spearman Correlation:  0.47801886118231335
		Coefficient of Determination:  0.17443795966023257
		RMSE:  0.3372689392832374
		NRMSE:  0.12459739081789574
		MAPE:  846.5144176700857
		Pearson Correlation:  0.09229937519677632
		Spearman Correlation:  0.16294995610184373
		Coefficient of Determination:  0.003838602117242851
		RMSE:  0.37439433952349765
		NRMSE:  0.19321584327991828
		MAPE:  107.14074793900335

Protein:  CDH3
Protein Interaction Partners Count:  73
x_train_column_count:  74
x_train columns:  ['AIMP1', 'CLMP', 'BRCA1', 'CCND1', 'CD24', 'CD2AP', 'CD44', 'CDCP1', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH2', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CLDN1', 'CLDN7', 'CTNNA1', 'CTNNA3', 'CTNNB1', 'CTNND1', 'DPYD', 'DSP', 'ECM1', 'EGFR', 'EPCAM', 'ERBB2', 'ESR1', 'ESRP1', 'F11R', 'FN1', 'GALNT6', 'GATA3', 'HOXA9', 'IGF1R', 'ITGA9', 'JUP', 'KIRREL', 'KRT14', 'KRT15', 'KRT17', 'KRT4', 'KRT5', 'KRT8', 'LEF1', 'MKI67', 'NPHS1', 'NPHS2', 'PGR', 'PKP1', 'PKP2', 'PKP3', 'POU5F1', 'S100A4', 'SNAI1', 'SNAI2', 'SYNPO', 'TECR', 'TJP1', 'TP53', 'UMPS', 'VCL', 'ZEB1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003025178489952651
		RMSE:  0.20883135309817671
		NRMSE:  0.14651130458142275
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.766266116724594e-05
		RMSE:  0.2045852237570374
		NRMSE:  0.1565890990172577
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  LinearRegression
		Pearson Correlation:  0.5729780199091095
		Spearman Correlation:  0.5407177293306035
		Coefficient of Determination:  0.3283038112989639
		RMSE:  0.1711261830213943
		NRMSE:  0.12005821899126838
		MAPE:  542.8036872086952
		Pearson Correlation:  0.03383032500829817
		Spearman Correlation:  0.3885523363574286
		Coefficient of Determination:  -2.4388972684261234
		RMSE:  0.37937730193698593
		NRMSE:  0.2903745872109558
		MAPE:  346.69398891044625

	Predictor:  ElasticNet
		Pearson Correlation:  0.4716026109339677
		Spearman Correlation:  0.4777443068118792
		Coefficient of Determination:  0.2009968420789089
		RMSE:  0.1866398038504274
		NRMSE:  0.13094222080767484
		MAPE:  511.6524435985694
		Pearson Correlation:  0.5086120074436036
		Spearman Correlation:  0.555053165544825
		Coefficient of Determination:  0.22426298367642428
		RMSE:  0.18018515190124973
		NRMSE:  0.1379133354518907
		MAPE:  252.5972478233991

	Predictor:  RandomForests
		Pearson Correlation:  0.5488348194628491
		Spearman Correlation:  0.5498808348759677
		Coefficient of Determination:  0.26165640371302934
		RMSE:  0.17941521825494025
		NRMSE:  0.12587361666872948
		MAPE:  552.0017208748178
		Pearson Correlation:  0.4711648997100896
		Spearman Correlation:  0.5027704614183982
		Coefficient of Determination:  0.20767549842787159
		RMSE:  0.1821014003704093
		NRMSE:  0.1393800279909142
		MAPE:  358.2338803004399

Protein:  PTEN
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['AKT1', 'AR', 'BCR', 'CD79A', 'CD79B', 'CDIPT', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'DLG1', 'EGFR', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'FOXO3', 'FOXO4', 'FRK', 'GRB2', 'HRAS', 'INPP4A', 'INPP4B', 'INPP5B', 'INPP5D', 'INPP5J', 'INPP5K', 'INPPL1', 'IPMK', 'IRS1', 'ITGB1', 'ITPKA', 'ITPKB', 'ITPKC', 'MAST2', 'MDM2', 'MDM4', 'MKRN1', 'MTOR', 'MYC', 'NEDD4', 'NOTCH1', 'OCRL', 'OTUD3', 'PARK7', 'PDGFB', 'PDGFRB', 'PI4K2A', 'PI4KA', 'PI4KB', 'PIK3C2A', 'PIK3C2B', 'PIK3C2G', 'PIK3C3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIKFYVE', 'PIP4K2A', 'PIP5K1A', 'PIP5K1B', 'PIP5K1C', 'PML', 'PREX2', 'PSMA6', 'PSMA7', 'PSMB9', 'PSMC6', 'PSMD10', 'PSMD5', 'PSME3', 'PTK2', 'RICTOR', 'RNF146', 'ROCK1', 'ROCK2', 'RPS27A', 'RPS6KB1', 'SACM1L', 'SHC1', 'SLC9A3R1', 'SLC9A3R2', 'SOS1', 'STK11', 'STUB1', 'SYNJ1', 'SYNJ2', 'TNKS2', 'TNKS', 'TNRC6A', 'TNRC6B', 'TP53', 'UBB', 'UBC', 'USP13', 'USP7', 'WWP2', 'XIAP', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.042477457330321045
		RMSE:  0.639641264822803
		NRMSE:  0.10001427016227082
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.028094267476815427
		RMSE:  0.5035947533045023
		NRMSE:  0.16597282753427667
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.458230587102
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389449
		RMSE:  0.49877990548911916
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809618

	Predictor:  LinearRegression
		Pearson Correlation:  0.6084447249063446
		Spearman Correlation:  0.5776381482754656
		Coefficient of Determination:  0.3702049832663572
		RMSE:  0.49716751851349567
		NRMSE:  0.0777370836546784
		MAPE:  737.5979788028283
		Pearson Correlation:  -0.04288190174568924
		Spearman Correlation:  0.15686274509803924
		Coefficient of Determination:  -1.355083193146251
		RMSE:  0.762198087226132
		NRMSE:  0.2512023225977628
		MAPE:  266.34944466620453

	Predictor:  ElasticNet
		Pearson Correlation:  0.5623811249325736
		Spearman Correlation:  0.5574371605245562
		Coefficient of Determination:  0.30373375642328493
		RMSE:  0.5227461070020132
		NRMSE:  0.08173655023094568
		MAPE:  444.8854110547382
		Pearson Correlation:  0.24759216280661517
		Spearman Correlation:  0.29898058725977955
		Coefficient of Determination:  -0.03378272626452605
		RMSE:  0.5049860295911527
		NRMSE:  0.16643135903735834
		MAPE:  173.4882021047186

	Predictor:  RandomForests
		Pearson Correlation:  0.5832693742551751
		Spearman Correlation:  0.5373280768749423
		Coefficient of Determination:  0.3039091264783117
		RMSE:  0.5226802702709819
		NRMSE:  0.08172625600359344
		MAPE:  361.54939429879863
		Pearson Correlation:  0.2936758845392045
		Spearman Correlation:  0.3134667275215896
		Coefficient of Determination:  0.07044760595945221
		RMSE:  0.4788523960287934
		NRMSE:  0.15781833630900843
		MAPE:  185.36052712411103

Protein:  BRCA2
Protein Interaction Partners Count:  100
x_train_column_count:  99
x_train columns:  ['ATM', 'ATRIP', 'ATR', 'BARD1', 'BLM', 'BRCA1', 'BRIP1', 'SLX4', 'RHNO1', 'RMI2', 'CDK2', 'CDK4', 'CHEK1', 'CHEK2', 'DMC1', 'DNA2', 'EME1', 'EME2', 'EXO1', 'FANCD2', 'FANCE', 'FANCG', 'FANCI', 'GEN1', 'H2AFX', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2BE', 'HIST3H3', 'HUS1', 'KAT5', 'SPIDR', 'MLH1', 'MLH3', 'MND1', 'MRE11A', 'MSH4', 'MSH5', 'MUS81', 'NBN', 'PALB2', 'PARP1', 'PCNA', 'POLD1', 'POLD2', 'POLD3', 'POLD4', 'POLE2', 'POLE3', 'POLE4', 'POLE', 'POLH', 'POLK', 'PSMC3IP', 'RAD17', 'RAD1', 'RAD50', 'RAD51AP1', 'RAD51C', 'RAD51B', 'RAD51D', 'RAD51', 'RAD9A', 'RAD9B', 'RBBP8', 'RFC1', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RMI1', 'RPA1', 'RPA2', 'RPA3', 'RPS27A', 'RTEL1', 'SHFM1', 'SPO11', 'SYCP3', 'TEX15', 'TOP3A', 'TOPBP1', 'TP53', 'UBA52', 'UBB', 'UBC', 'WRN', 'XRCC2', 'XRCC3', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026562361008646285
		RMSE:  0.19787350383771835
		NRMSE:  0.12800221484333532
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00017758204834872338
		RMSE:  0.18475106890837595
		NRMSE:  0.18489898809885505
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  LinearRegression
		Pearson Correlation:  0.5224903786308419
		Spearman Correlation:  0.47863791039641596
		Coefficient of Determination:  0.27299619576180056
		RMSE:  0.16849226023559108
		NRMSE:  0.10899580831096677
		MAPE:  256.5611455369394
		Pearson Correlation:  0.17292506886009132
		Spearman Correlation:  0.18939150984248526
		Coefficient of Determination:  -0.21826325999552276
		RMSE:  0.20390082138497753
		NRMSE:  0.20406407264309204
		MAPE:  243.58121591235684

	Predictor:  ElasticNet
		Pearson Correlation:  0.3913160806540943
		Spearman Correlation:  0.38262065342607227
		Coefficient of Determination:  0.1252371422740095
		RMSE:  0.18482332618824815
		NRMSE:  0.11956019703482085
		MAPE:  161.74487746218156
		Pearson Correlation:  0.3477647342233656
		Spearman Correlation:  0.3315607398801849
		Coefficient of Determination:  0.10044120479679375
		RMSE:  0.1752117304118753
		NRMSE:  0.1753520120214925
		MAPE:  132.4521749572554

	Predictor:  RandomForests
		Pearson Correlation:  0.5295849578633959
		Spearman Correlation:  0.4423018185215187
		Coefficient of Determination:  0.1563190100621723
		RMSE:  0.18151007917940512
		NRMSE:  0.11741689362516988
		MAPE:  150.74681234420754
		Pearson Correlation:  0.25929612904848853
		Spearman Correlation:  0.2569337832088819
		Coefficient of Determination:  0.05061802888745981
		RMSE:  0.1799985024195879
		NRMSE:  0.18014261651279817
		MAPE:  115.58269570345665

Protein:  CDKN2A
Protein Interaction Partners Count:  100
x_train_column_count:  100
x_train columns:  ['ABL1', 'AKT1', 'ARF1', 'BMI1', 'BRCA1', 'CBX7', 'CCND1', 'CCND2', 'CCND3', 'CCNL1', 'CDC45', 'CDC6', 'CDC7', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2AIP', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CEBPB', 'CTCF', 'DAXX', 'E2F1', 'E2F2', 'E2F3', 'EGFR', 'EGR1', 'AGO1', 'AGO3', 'AGO4', 'ERBB2', 'EZH2', 'FOXM1', 'GMNN', 'HDAC1', 'HIF1A', 'HRAS', 'HUWE1', 'IL6', 'KRAS', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAX', 'MCM10', 'MCM2', 'MCM5', 'MDM2', 'MDM4', 'MGMT', 'MLH1', 'MOV10', 'MRAS', 'MTAP', 'MYCN', 'MYC', 'NPM1', 'NRAS', 'ORC5', 'PIK3CA', 'PIK3R1', 'PTEN', 'RASSF1', 'RB1', 'RPS27A', 'RRAS2', 'RRAS', 'RUNX3', 'SMAD3', 'SMAD4', 'SMARCA4', 'SUMO1', 'SUMO2', 'SUMO3', 'TBX2', 'TERT', 'TFDP1', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TP53', 'TP63', 'TRIP12', 'TWIST1', 'UBA52', 'UBB', 'UBC', 'UBE2I', 'USP7', 'VEGFA', 'WRN', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.062199248812668806
		RMSE:  0.6624014175436462
		NRMSE:  0.14974599695798488
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10057809021042674
		RMSE:  0.783524323220729
		NRMSE:  0.21159176970584093
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6427147371513342
		NRMSE:  0.145295521001771
		MAPE:  207.86247046219444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010510594090658465
		RMSE:  0.7507796405829533
		NRMSE:  0.20274902527219912
		MAPE:  439.74244050751946

	Predictor:  LinearRegression
		Pearson Correlation:  0.7137945166764521
		Spearman Correlation:  0.6477957992494499
		Coefficient of Determination:  0.5095026120373696
		RMSE:  0.45012859992749266
		NRMSE:  0.1017584717819583
		MAPE:  191.8737945060023
		Pearson Correlation:  0.554414456679808
		Spearman Correlation:  0.4688127987513413
		Coefficient of Determination:  0.2880037890462852
		RMSE:  0.6302036189402107
		NRMSE:  0.17018731270327053
		MAPE:  732.5519835894238

	Predictor:  ElasticNet
		Pearson Correlation:  0.6863000215247618
		Spearman Correlation:  0.6180707065581996
		Coefficient of Determination:  0.4592306302392135
		RMSE:  0.4726332817194251
		NRMSE:  0.10684600016263705
		MAPE:  168.37836869234545
		Pearson Correlation:  0.6466832028479137
		Spearman Correlation:  0.5759828309433227
		Coefficient of Determination:  0.4039391410800053
		RMSE:  0.5766168824286912
		NRMSE:  0.15571614432316805
		MAPE:  569.3146040078169

	Predictor:  RandomForests
		Pearson Correlation:  0.6512682096034268
		Spearman Correlation:  0.5862298214602163
		Coefficient of Determination:  0.41559769744228703
		RMSE:  0.49133105775668623
		NRMSE:  0.11107291912663866
		MAPE:  186.81586722629325
		Pearson Correlation:  0.7138871852146856
		Spearman Correlation:  0.5770326235678206
		Coefficient of Determination:  0.4634281612235852
		RMSE:  0.5470864888726946
		NRMSE:  0.14774142286597208
		MAPE:  327.45824804160657

Protein:  TP53
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['AKT1', 'APAF1', 'ATM', 'ATR', 'AURKA', 'AURKB', 'BANP', 'BARD1', 'BAX', 'BBC3', 'BCL2L1', 'BCL2', 'BCL6', 'BRCA1', 'CASP8', 'CCNA2', 'CCNE1', 'CCNG1', 'CDC25C', 'CDK2', 'CDK5', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CHEK1', 'CHEK2', 'COPS5', 'CREBBP', 'DDB2', 'DDX5', 'DYRK2', 'E2F4', 'EGR1', 'EHMT2', 'EP300', 'EZH2', 'FZR1', 'GADD45A', 'GLS2', 'GSK3B', 'HDAC1', 'HDAC2', 'HIF1A', 'HIPK2', 'HSP90AA1', 'HSPA1A', 'IGFBP3', 'JUN', 'KAT2B', 'KAT5', 'KDM1A', 'MAPK14', 'MAPK1', 'MAPK8', 'MAPK9', 'MAPKAPK5', 'MCL1', 'MDM2', 'MDM4', 'MSH2', 'NGFR', 'NPM1', 'PLK3', 'PMAIP1', 'PPP1R13B', 'PPP1R13L', 'PRKDC', 'PRMT5', 'PTEN', 'RB1', 'RCHY1', 'DROSHA', 'RPA1', 'RRM2B', 'SETD7', 'SETD8', 'SFN', 'SIRT1', 'SMYD2', 'SNAI1', 'SNAI2', 'SP1', 'STAT3', 'STK11', 'SUMO1', 'SUMO2', 'TBP', 'TNFRSF10A', 'TNFRSF10B', 'TP53BP1', 'TP53BP2', 'TP53INP1', 'TP53RK', 'TXN', 'UBE2I', 'USP7', 'WRN', 'XRCC6', 'YY1', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05546789854165435
		RMSE:  0.4652085657713222
		NRMSE:  0.11180210665016156
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04275496084346875
		RMSE:  0.4295356456720749
		NRMSE:  0.1544592202783541
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  LinearRegression
		Pearson Correlation:  0.6643682568503029
		Spearman Correlation:  0.591699374815362
		Coefficient of Determination:  0.4413851807103102
		RMSE:  0.33843978817181203
		NRMSE:  0.08133616634746745
		MAPE:  748.8971530668055
		Pearson Correlation:  0.5039282467725872
		Spearman Correlation:  0.5015461906155497
		Coefficient of Determination:  0.19791589921129216
		RMSE:  0.376719439928785
		NRMSE:  0.13546673376561005
		MAPE:  981.800935097797

	Predictor:  ElasticNet
		Pearson Correlation:  0.6155286590002383
		Spearman Correlation:  0.5308087580752798
		Coefficient of Determination:  0.36366546272034084
		RMSE:  0.3612167957925617
		NRMSE:  0.086810092716309
		MAPE:  706.0754910530303
		Pearson Correlation:  0.5153958822903598
		Spearman Correlation:  0.5012730465320457
		Coefficient of Determination:  0.2633552575652687
		RMSE:  0.3610248736845354
		NRMSE:  0.12982303343684973
		MAPE:  403.33876906311275

	Predictor:  RandomForests
		Pearson Correlation:  0.6097534973256057
		Spearman Correlation:  0.5139039652587687
		Coefficient of Determination:  0.33750018110792934
		RMSE:  0.36856837692133904
		NRMSE:  0.08857687501113652
		MAPE:  615.4124035147506
		Pearson Correlation:  0.4836200045164307
		Spearman Correlation:  0.46771331891245216
		Coefficient of Determination:  0.23275960811854368
		RMSE:  0.3684459670531218
		NRMSE:  0.13249162754975793
		MAPE:  330.3142319701158

Protein:  CTNNB1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'AKT1', 'APC2', 'APC', 'AR', 'AXIN1', 'AXIN2', 'BCL9', 'BTRC', 'CASP3', 'CBY1', 'CCND1', 'CDC73', 'CDH11', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDH5', 'CDH8', 'CHD8', 'CREBBP', 'CSNK1A1', 'CSNK1E', 'CTBP1', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNBIP1', 'CTNND1', 'DVL1', 'DVL2', 'DVL3', 'EGFR', 'EGF', 'EP300', 'ERBB2', 'AMER1', 'FBXW11', 'FER', 'FGFR1', 'FOXO1', 'FOXO3', 'FYN', 'FZD1', 'FZD2', 'FZD5', 'GSK3A', 'GSK3B', 'HNF4A', 'IGF1R', 'IQGAP1', 'JUN', 'JUP', 'KDR', 'KLF4', 'LEF1', 'LRP5', 'LRP6', 'MAPK9', 'MEN1', 'MET', 'MMP7', 'MYC', 'NLK', 'NOTCH1', 'PIK3CA', 'PIK3R1', 'PITX2', 'PSEN1', 'PTPN11', 'PTPN1', 'PYGO2', 'RUVBL1', 'SKP1', 'SMAD4', 'SMAD7', 'SMARCA4', 'SOX17', 'SOX2', 'SOX6', 'SOX9', 'SRC', 'TBL1X', 'TCF4', 'TCF7L1', 'TCF7L2', 'TCF7', 'TERT', 'TGFBR1', 'TGFBR2', 'TJP1', 'TLE1', 'VCL', 'VEGFA', 'WNT1', 'WNT3A', 'WNT8A', 'WNT8B', 'YWHAZ', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.41897644861846284
		RMSE:  0.8782004120680554
		NRMSE:  0.17699587078381512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5843844136424388
		RMSE:  0.9452480588674593
		NRMSE:  0.23451795238114906
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  LinearRegression
		Pearson Correlation:  0.6711039396421055
		Spearman Correlation:  0.6511231739875518
		Coefficient of Determination:  0.4503804978031546
		RMSE:  0.5465590755337435
		NRMSE:  0.11015560705680383
		MAPE:  519.1657659772422
		Pearson Correlation:  0.39460946763485505
		Spearman Correlation:  0.4038484050336553
		Coefficient of Determination:  0.0062006382272192795
		RMSE:  0.7486259379849937
		NRMSE:  0.18573560710191875
		MAPE:  421.8561758460576

	Predictor:  ElasticNet
		Pearson Correlation:  0.64608679845115
		Spearman Correlation:  0.6219195673529426
		Coefficient of Determination:  0.4042033291490449
		RMSE:  0.5690560945441404
		NRMSE:  0.11468974233511507
		MAPE:  611.4389427662272
		Pearson Correlation:  0.5241574666498763
		Spearman Correlation:  0.4922934347868501
		Coefficient of Determination:  0.259895353995905
		RMSE:  0.6460439722132864
		NRMSE:  0.16028481422450414
		MAPE:  325.197255709514

	Predictor:  RandomForests
		Pearson Correlation:  0.6656992239056829
		Spearman Correlation:  0.6133953454672096
		Coefficient of Determination:  0.4349807211043826
		RMSE:  0.5541631919467963
		NRMSE:  0.11168816976979591
		MAPE:  329.20271777914945
		Pearson Correlation:  0.5336624031149049
		Spearman Correlation:  0.4858586622262577
		Coefficient of Determination:  0.26869688378404666
		RMSE:  0.6421910157662638
		NRMSE:  0.15932888794875796
		MAPE:  230.86504621225313

Protein:  CCNE1
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['ABL1', 'BARD1', 'BRCA1', 'CABLES1', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCND3', 'CCNE2', 'CCNH', 'CCT2', 'CCT3', 'CCT4', 'CCT6A', 'CCT7', 'CDC25A', 'CDC6', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK6', 'CDK7', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDT1', 'CKS1B', 'CKS2', 'CUL1', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'EP400', 'FOXM1', 'HDAC1', 'IFNAR1', 'LIN37', 'LIN52', 'LIN54', 'LIN9', 'MNAT1', 'MYC', 'ORC1', 'ORC2', 'ORC3', 'ORC4', 'ORC5', 'ORC6', 'PCNA', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB7', 'PSMC1', 'PSMC2', 'PSMC4', 'PSMC5', 'PSMD10', 'PSMD11', 'PSMD14', 'PSMD1', 'PSMD3', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSME3', 'PTK6', 'RB1', 'RBBP4', 'RBL1', 'RBL2', 'RHOA', 'RPS27A', 'RRN3', 'SKP1', 'SKP2', 'STAT5A', 'STAT5B', 'TCP1', 'TFDP1', 'TP53', 'TP73', 'UBB', 'UBC', 'WEE1', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.7135069779129597
		RMSE:  0.7967382438332794
		NRMSE:  0.19227700939577658
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.179220592822603
		RMSE:  0.7927883268238614
		NRMSE:  0.2823823069719898
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.48367116033059243
		NRMSE:  0.11672446372338549
		MAPE:  119.9663870203584
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008650225247206267
		RMSE:  0.5393577763958428
		NRMSE:  0.19211318838676503
		MAPE:  85.21064296831354

	Predictor:  LinearRegression
		Pearson Correlation:  0.8774175459671834
		Spearman Correlation:  0.7204934647632695
		Coefficient of Determination:  0.7698615499710739
		RMSE:  0.23203034435425016
		NRMSE:  0.055995932223435615
		MAPE:  55.51363160698006
		Pearson Correlation:  0.8048281276095113
		Spearman Correlation:  0.6018242122719735
		Coefficient of Determination:  0.6373795512018192
		RMSE:  0.3233946234518692
		NRMSE:  0.11518953640315911
		MAPE:  49.11125227139962

	Predictor:  ElasticNet
		Pearson Correlation:  0.8494049357808329
		Spearman Correlation:  0.7030487309918062
		Coefficient of Determination:  0.7153946227542647
		RMSE:  0.2580309155025536
		NRMSE:  0.06227065557413751
		MAPE:  59.33609747546609
		Pearson Correlation:  0.832812353521449
		Spearman Correlation:  0.5990976490098529
		Coefficient of Determination:  0.678943083022403
		RMSE:  0.30429699615974476
		NRMSE:  0.10838717583606225
		MAPE:  46.92540409237578

	Predictor:  RandomForests
		Pearson Correlation:  0.8568325247662703
		Spearman Correlation:  0.7204752981992786
		Coefficient of Determination:  0.7283520088609318
		RMSE:  0.25208873649532704
		NRMSE:  0.06083662825381351
		MAPE:  54.930323127980664
		Pearson Correlation:  0.837816825298056
		Spearman Correlation:  0.7059538137469166
		Coefficient of Determination:  0.6986948888904203
		RMSE:  0.29478806689977877
		NRMSE:  0.10500020192334061
		MAPE:  44.001700036877104

Protein:  CCND1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'ACTL6A', 'AKT1', 'ARID1A', 'ARID2', 'AR', 'ATF2', 'BRD2', 'BTG2', 'CCNA1', 'CCNB1', 'CCNE1', 'CCNH', 'CDC25A', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDK7', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CKS1B', 'CREBBP', 'CTBP1', 'CTNNB1', 'CUL1', 'DNMT3A', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'AGO2', 'EP300', 'ESR1', 'FOS', 'FOXA1', 'FOXM1', 'GADD45A', 'GATA3', 'GLI1', 'GLI3', 'GSK3B', 'H2AFX', 'H2AFZ', 'HDAC1', 'HDAC4', 'HIST1H2BA', 'HIST2H2BE', 'HNF1A', 'IFNAR1', 'JAK2', 'JUN', 'KAT2B', 'LEF1', 'LYN', 'MAML1', 'MYB', 'MYC', 'NOTCH1', 'PBRM1', 'PCNA', 'PRMT5', 'PSMA6', 'PSMC6', 'PSMD10', 'PSMD6', 'PSMD7', 'PSME3', 'PTK6', 'RASSF1', 'RB1', 'RBL1', 'RBL2', 'RBPJ', 'RELA', 'RUNX1', 'RUNX3', 'SKP1', 'SKP2', 'SMAD4', 'SMARCA4', 'SMARCB1', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'SUV39H1', 'TCF7L2', 'TFDP1', 'TP53', 'WDR77', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.46307157054532877
		RMSE:  0.2889602070536637
		NRMSE:  0.17371452011738692
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5143850316766378
		RMSE:  0.2891269997261264
		NRMSE:  0.20591917819933792
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  LinearRegression
		Pearson Correlation:  0.5636707126515218
		Spearman Correlation:  0.5338794000240731
		Coefficient of Determination:  0.3177246723010745
		RMSE:  0.19732635215636038
		NRMSE:  0.1186268964881752
		MAPE:  303.90890385330357
		Pearson Correlation:  0.4724393318736661
		Spearman Correlation:  0.37750951126719345
		Coefficient of Determination:  -0.03747489524555547
		RMSE:  0.23930914416114024
		NRMSE:  0.17043839678731998
		MAPE:  1816.1890371613786

	Predictor:  ElasticNet
		Pearson Correlation:  0.4613775548393183
		Spearman Correlation:  0.4341449882735381
		Coefficient of Determination:  0.19503850236219866
		RMSE:  0.21433485826074286
		NRMSE:  0.1288519184936714
		MAPE:  348.4022575498325
		Pearson Correlation:  0.49529133813763926
		Spearman Correlation:  0.4935664813188957
		Coefficient of Determination:  0.22349508669843154
		RMSE:  0.20703444163010268
		NRMSE:  0.14745202668658672
		MAPE:  1261.57282919059

	Predictor:  RandomForests
		Pearson Correlation:  0.5396287154639029
		Spearman Correlation:  0.502939768100025
		Coefficient of Determination:  0.24994905002118484
		RMSE:  0.20689530563231137
		NRMSE:  0.12437947459589964
		MAPE:  321.9495425031968
		Pearson Correlation:  0.5113924341245587
		Spearman Correlation:  0.5230886292665937
		Coefficient of Determination:  0.2479354192270824
		RMSE:  0.2037502091357217
		NRMSE:  0.14511296303324717
		MAPE:  1056.0884306207543

Protein:  ERBB2
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ADAM17', 'ADRB2', 'AREG', 'ARHGEF11', 'ARHGEF12', 'BTC', 'CBL', 'CCND1', 'CD44', 'CDC37', 'CDH1', 'CTNNB1', 'CTNND1', 'CUL5', 'DIAPH1', 'DOCK7', 'EGFR', 'EGF', 'ERBB2IP', 'ERBB3', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'FYN', 'GAB1', 'GRB2', 'GRB7', 'HBEGF', 'HGF', 'HRAS', 'HSP90AA1', 'IL6R', 'IL6', 'INS', 'JAK1', 'JAK2', 'KRAS', 'LRPPRC', 'MAP2K1', 'MAPK8', 'MATK', 'MEMO1', 'MUC1', 'MUC4', 'MYC', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'PGAP3', 'PGR', 'PIK3CA', 'PIK3CB', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PLCG1', 'PLCG2', 'PLXNB1', 'PRKACA', 'PTEN', 'PTK2', 'PTK6', 'PTPN11', 'PTPN12', 'PTPN18', 'RHOA', 'RHOB', 'RHOC', 'RND1', 'RNF41', 'ROCK1', 'ROCK2', 'RPS27A', 'SEMA4D', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SOS1', 'SRC', 'STAT1', 'STAT3', 'STUB1', 'TFAP2A', 'TFAP2B', 'TFAP2C', 'TFF1', 'TFF2', 'TFF3', 'TGFA', 'TP53', 'UBA52', 'UBB', 'UBC', 'VEGFA', 'YES1', 'YY1', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10512598969709641
		RMSE:  1.0713675802437574
		NRMSE:  0.18252510013182233
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.044647408489899565
		RMSE:  0.9270678870989714
		NRMSE:  0.17190207437399804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  LinearRegression
		Pearson Correlation:  0.8555656786123722
		Spearman Correlation:  0.7304635390805553
		Coefficient of Determination:  0.7319926304194486
		RMSE:  0.5276014401097882
		NRMSE:  0.08988558872000071
		MAPE:  539.7970442294167
		Pearson Correlation:  0.7211630034474006
		Spearman Correlation:  0.5739196175982831
		Coefficient of Determination:  0.4888452610751236
		RMSE:  0.6484893794185121
		NRMSE:  0.12024650091201783
		MAPE:  331.1315976607193

	Predictor:  ElasticNet
		Pearson Correlation:  0.8423851930311954
		Spearman Correlation:  0.7139346121798521
		Coefficient of Determination:  0.7063319654276607
		RMSE:  0.5522820681243297
		NRMSE:  0.09409033990226581
		MAPE:  614.1789734076259
		Pearson Correlation:  0.8015660296075642
		Spearman Correlation:  0.644249341527656
		Coefficient of Determination:  0.6349787051468279
		RMSE:  0.5480065795274097
		NRMSE:  0.10161442231177632
		MAPE:  259.892405319557

	Predictor:  RandomForests
		Pearson Correlation:  0.8433007690847746
		Spearman Correlation:  0.6562328792592249
		Coefficient of Determination:  0.7083630081806649
		RMSE:  0.5503689305629248
		NRMSE:  0.09376440543178098
		MAPE:  460.06554811053206
		Pearson Correlation:  0.8169954335116215
		Spearman Correlation:  0.714499680796803
		Coefficient of Determination:  0.6561677185767817
		RMSE:  0.5318632665691463
		NRMSE:  0.09862103960117677
		MAPE:  307.5359921183597

Protein:  ERBB3
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['AKT1', 'AKT2', 'ANGPT1', 'ANGPT2', 'AREG', 'AR', 'BDNF', 'BMP4', 'BTC', 'CBLB', 'CBL', 'CCND1', 'CDH1', 'CSF1', 'CSK', 'CTNNB1', 'DCN', 'DOCK7', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EGFR', 'EGF', 'ERBB2', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'FGF10', 'FGF19', 'FGF1', 'FGF2', 'FGF3', 'FGF4', 'FGF7', 'FGF9', 'FIGF', 'FLNA', 'FOXO3', 'GAB1', 'GRB2', 'GRB7', 'HBEGF', 'HGF', 'HRAS', 'HSP90AA1', 'IGF1', 'IGF2', 'INS', 'IRS1', 'ITGA6', 'ITGB4', 'JAK1', 'JAK2', 'KITLG', 'KRAS', 'LAMA1', 'LAMB1', 'LAMC2', 'MAP2K1', 'MAPK8', 'MET', 'MUC4', 'NGF', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NTF3', 'PA2G4', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PGF', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PLCG1', 'PLCG2', 'PRKACA', 'PTEN', 'PTPN11', 'RNF41', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SOS1', 'SOX10', 'SRC', 'TGFA', 'VEGFA', 'VEGFB', 'VEGFC', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20107865915633893
		RMSE:  0.5031866190144979
		NRMSE:  0.13579562619977975
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27170508071542576
		RMSE:  0.5249654097328843
		NRMSE:  0.21064675210776365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  LinearRegression
		Pearson Correlation:  0.5846385774030325
		Spearman Correlation:  0.5814912548696802
		Coefficient of Determination:  0.3418022661878414
		RMSE:  0.37249594530387053
		NRMSE:  0.10052596439962286
		MAPE:  197.4956683796782
		Pearson Correlation:  0.31201395918673225
		Spearman Correlation:  0.3620139035388307
		Coefficient of Determination:  -0.32057965389540044
		RMSE:  0.5349581227215473
		NRMSE:  0.214656411595382
		MAPE:  299.0531773906646

	Predictor:  ElasticNet
		Pearson Correlation:  0.5339325171646093
		Spearman Correlation:  0.5364698698338389
		Coefficient of Determination:  0.274475363125529
		RMSE:  0.3910834526246887
		NRMSE:  0.10554219913389899
		MAPE:  196.55289204715226
		Pearson Correlation:  0.47349811161578015
		Spearman Correlation:  0.46591121099343363
		Coefficient of Determination:  0.2214687045235879
		RMSE:  0.4107480617792209
		NRMSE:  0.16481608796354202
		MAPE:  256.92840309105964

	Predictor:  RandomForests
		Pearson Correlation:  0.5491289717277127
		Spearman Correlation:  0.5567681894241043
		Coefficient of Determination:  0.2845656695305143
		RMSE:  0.38835441470699494
		NRMSE:  0.10480571012772871
		MAPE:  239.9856680316148
		Pearson Correlation:  0.38648227930029155
		Spearman Correlation:  0.39234560614965885
		Coefficient of Determination:  0.13952978922040327
		RMSE:  0.4318226369637922
		NRMSE:  0.17327243714841428
		MAPE:  281.07626847574466


Fold:  2

Protein:  RB1
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['AATF', 'ABL1', 'AKT1', 'AR', 'ASF1A', 'ATF2', 'BGLAP', 'CASP3', 'CBX4', 'CCNA1', 'CCNA2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CEBPA', 'COL1A1', 'CREBBP', 'CTBP1', 'DNMT1', 'DUT', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'ELF1', 'EP300', 'FOXM1', 'FZR1', 'GNB2L1', 'H1F0', 'H2AFV', 'H2AFX', 'H2AFZ', 'HDAC1', 'HDAC2', 'HDAC3', 'HIST1H2BA', 'HIST2H2AC', 'HIST2H2BE', 'HMGA1', 'HMGA2', 'HSP90AA1', 'ID2', 'JUN', 'MAPK14', 'MAPK1', 'MAPK3', 'MDM2', 'MEF2C', 'NCAPD3', 'NCAPG2', 'NCAPH2', 'NFYC', 'PCNA', 'PML', 'POLA1', 'POLA2', 'PPARA', 'PPARG', 'PPP1CA', 'PPP1CB', 'PPP1CC', 'PPP2CA', 'PPP2CB', 'PRIM1', 'PRIM2', 'RAF1', 'RBBP4', 'RUNX2', 'SIRT1', 'SKP2', 'SMARCA2', 'SMC2', 'SMC4', 'SP100', 'SP1', 'SP3', 'SPI1', 'SUV39H1', 'TAF1', 'TBP', 'TERT', 'TFDP1', 'TP53BP1', 'TP53', 'TP73', 'YAP1', 'ZNF521', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.012372001566697044
		RMSE:  0.23649063304821735
		NRMSE:  0.08648721220312221
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0009378943328373079
		RMSE:  0.2450188572791325
		NRMSE:  0.14037816530069125
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  LinearRegression
		Pearson Correlation:  0.48515114431377127
		Spearman Correlation:  0.4992861387234251
		Coefficient of Determination:  0.23537163282896179
		RMSE:  0.20552709508679162
		NRMSE:  0.07516350756538605
		MAPE:  331.03572520617996
		Pearson Correlation:  0.0700112146437102
		Spearman Correlation:  0.12819237147595358
		Coefficient of Determination:  -0.4021783209687544
		RMSE:  0.289999713238955
		NRMSE:  0.16614895740793334
		MAPE:  600.3215095911272

	Predictor:  ElasticNet
		Pearson Correlation:  0.361902121927769
		Spearman Correlation:  0.3961463579901162
		Coefficient of Determination:  0.11468601468954931
		RMSE:  0.2211528514720892
		NRMSE:  0.08087801765363123
		MAPE:  175.3297831206204
		Pearson Correlation:  0.09844668314934836
		Spearman Correlation:  0.12141254511754952
		Coefficient of Determination:  -0.02243748440111304
		RMSE:  0.2476363110788918
		NRMSE:  0.14187777788663578
		MAPE:  304.37946693340297

	Predictor:  RandomForests
		Pearson Correlation:  0.5145515038742902
		Spearman Correlation:  0.44009892078456364
		Coefficient of Determination:  0.18599802934655563
		RMSE:  0.21205895119023704
		NRMSE:  0.07755227881445181
		MAPE:  148.26230932920876
		Pearson Correlation:  0.08824190881128072
		Spearman Correlation:  0.144200741635974
		Coefficient of Determination:  -0.030911896992970034
		RMSE:  0.2486604527794585
		NRMSE:  0.14246453734886647
		MAPE:  222.7265029350453

Protein:  CDH1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ACTA1', 'ACTN1', 'ADAM10', 'ADAM15', 'CA2', 'CASP3', 'CBLL1', 'CDC42', 'CDH17', 'CDH3', 'CDH5', 'CTBP1', 'CTNNA1', 'CTNNB1', 'CTNND1', 'CTTN', 'DLG1', 'EFNA1', 'EGFR', 'EGF', 'ENAH', 'EPCAM', 'EPHA2', 'EXOC3', 'EXOC4', 'FER', 'FLOT1', 'FLOT2', 'FMN1', 'FYN', 'GDNF', 'GNA12', 'GNA13', 'HGF', 'HGS', 'IGF1R', 'IGF1', 'IGF2', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'ITGA6', 'ITGAE', 'ITGB4', 'ITGB7', 'AJUBA', 'JUP', 'KIFC3', 'KLK7', 'KLRG1', 'LAMB1', 'LAMC2', 'LIMA1', 'MAPK1', 'MAPK3', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MLLT4', 'MMP3', 'MMP7', 'MMP9', 'MYO6', 'NCSTN', 'NUMB', 'PARD6A', 'PIK3CA', 'PIK3R1', 'PIP5K1C', 'PLEKHA7', 'PLG', 'PRKCI', 'PRKCZ', 'PSEN1', 'PVRL1', 'PVRL2', 'RAB5A', 'RAB7A', 'RAC1', 'RAP1A', 'RET', 'RHOA', 'SKIL', 'SMAD3', 'SMAD4', 'SNAI1', 'SNAI2', 'SNAI3', 'SRC', 'STX4', 'TJP1', 'TWIST1', 'VASP', 'VCL', 'YES1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZYX', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0848918633043636
		RMSE:  1.167193365558287
		NRMSE:  0.18724526599154356
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3357437347566168
		RMSE:  1.329821844339591
		NRMSE:  0.2361608674018098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  LinearRegression
		Pearson Correlation:  0.7349167752386903
		Spearman Correlation:  0.6765257583652421
		Coefficient of Determination:  0.5401026665272355
		RMSE:  0.7599412695880011
		NRMSE:  0.12191245200737966
		MAPE:  482.1119431661998
		Pearson Correlation:  0.5693822176733233
		Spearman Correlation:  0.5928397229538582
		Coefficient of Determination:  0.21841195505459066
		RMSE:  1.0172339438898597
		NRMSE:  0.18064889786713897
		MAPE:  301.55409599104684

	Predictor:  ElasticNet
		Pearson Correlation:  0.7040420729658468
		Spearman Correlation:  0.6770259727096072
		Coefficient of Determination:  0.4825442995898377
		RMSE:  0.8060948974945505
		NRMSE:  0.12931657936866134
		MAPE:  525.1668009371625
		Pearson Correlation:  0.6907689941316579
		Spearman Correlation:  0.712379280070237
		Coefficient of Determination:  0.45102604343925035
		RMSE:  0.8525262509903311
		NRMSE:  0.1513987304191673
		MAPE:  234.3459665760564

	Predictor:  RandomForests
		Pearson Correlation:  0.7657638215665736
		Spearman Correlation:  0.6800217599102509
		Coefficient of Determination:  0.5819542149538295
		RMSE:  0.7245385687012473
		NRMSE:  0.11623302618131826
		MAPE:  184.24380781842135
		Pearson Correlation:  0.6576120370348326
		Spearman Correlation:  0.6605306799336651
		Coefficient of Determination:  0.39849349648966426
		RMSE:  0.8923845719810481
		NRMSE:  0.15847710388581923
		MAPE:  209.07905470487273

Protein:  CDH2
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'ADAM10', 'AFP', 'AHSG', 'ALB', 'APLP2', 'APOA1', 'APOB', 'APOE', 'APP', 'AXIN1', 'BDNF', 'BMP4', 'BNIP2', 'CALU', 'CDC42', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH17', 'CDH18', 'CDH1', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDON', 'CREBBP', 'CSF1', 'CST3', 'CTNNA1', 'CTNNA2', 'CTNNB1', 'CTNND1', 'CYR61', 'FAM20C', 'FBN1', 'FER', 'FGFR1', 'FN1', 'FSTL1', 'GAS6', 'GJA1', 'GOLM1', 'GPC3', 'GRIA2', 'HSP90B1', 'IGFBP1', 'IGFBP3', 'IGFBP4', 'IGFBP5', 'IGFBP7', 'IL6', 'ITIH2', 'JUP', 'KIF5B', 'KNG1', 'KTN1', 'LAMB1', 'LAMC1', 'LGALS1', 'LRP5', 'LTBP1', 'MAP2K6', 'MAPK11', 'MAPK14', 'MATN3', 'MEF2A', 'MEF2C', 'MEF2D', 'MET', 'MFGE8', 'MSLN', 'NTRK2', 'P4HB', 'PCSK9', 'PIK3CA', 'PIK3R1', 'PTPN11', 'PTPN1', 'RAC1', 'RHOA', 'ROBO1', 'SCG2', 'SDC2', 'SERPINA1', 'SLIT1', 'SNAI1', 'SNAI2', 'SPAG9', 'SPARCL1', 'SPP1', 'STC2', 'TCF3', 'TIMP1', 'TMEM132A', 'TNC', 'VCAN', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0042702958885580955
		RMSE:  0.36888339320753855
		NRMSE:  0.13366308906715652
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005559500410650786
		RMSE:  0.3881548727768219
		NRMSE:  0.20448899349205915
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  LinearRegression
		Pearson Correlation:  0.46156028024810203
		Spearman Correlation:  0.44959855956861483
		Coefficient of Determination:  0.21303789230270642
		RMSE:  0.3265432464956123
		NRMSE:  0.1183213444798943
		MAPE:  1499.050500063464
		Pearson Correlation:  0.26852496179196506
		Spearman Correlation:  0.18965466783728419
		Coefficient of Determination:  -0.09594961801680446
		RMSE:  0.4052252049481126
		NRMSE:  0.21348204056966058
		MAPE:  474.72825292722564

	Predictor:  ElasticNet
		Pearson Correlation:  0.38809345118404176
		Spearman Correlation:  0.3939766983798443
		Coefficient of Determination:  0.13181629549122476
		RMSE:  0.34298064318814225
		NRMSE:  0.1242773545866158
		MAPE:  592.4037566925881
		Pearson Correlation:  0.3533845326944078
		Spearman Correlation:  0.3191834942932397
		Coefficient of Determination:  0.1077358508788091
		RMSE:  0.3656350977707727
		NRMSE:  0.19262505348349868
		MAPE:  166.9994975461775

	Predictor:  RandomForests
		Pearson Correlation:  0.4799743358651429
		Spearman Correlation:  0.4323148940473525
		Coefficient of Determination:  0.14902348384999164
		RMSE:  0.339564736706981
		NRMSE:  0.12303961761974819
		MAPE:  687.0139270423969
		Pearson Correlation:  0.15572243257091797
		Spearman Correlation:  0.3593795727246123
		Coefficient of Determination:  0.005646737838464477
		RMSE:  0.3859859594963049
		NRMSE:  0.20334635964971784
		MAPE:  213.683578517477

Protein:  CDH3
Protein Interaction Partners Count:  73
x_train_column_count:  74
x_train columns:  ['AIMP1', 'CLMP', 'BRCA1', 'CCND1', 'CD24', 'CD2AP', 'CD44', 'CDCP1', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH2', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CLDN1', 'CLDN7', 'CTNNA1', 'CTNNA3', 'CTNNB1', 'CTNND1', 'DPYD', 'DSP', 'ECM1', 'EGFR', 'EPCAM', 'ERBB2', 'ESR1', 'ESRP1', 'F11R', 'FN1', 'GALNT6', 'GATA3', 'HOXA9', 'IGF1R', 'ITGA9', 'JUP', 'KIRREL', 'KRT14', 'KRT15', 'KRT17', 'KRT4', 'KRT5', 'KRT8', 'LEF1', 'MKI67', 'NPHS1', 'NPHS2', 'PGR', 'PKP1', 'PKP2', 'PKP3', 'POU5F1', 'S100A4', 'SNAI1', 'SNAI2', 'SYNPO', 'TECR', 'TJP1', 'TP53', 'UMPS', 'VCL', 'ZEB1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032535082492379797
		RMSE:  0.20804431995898212
		NRMSE:  0.15657381105189322
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10171995354262497
		RMSE:  0.2077503373255318
		NRMSE:  0.17094572313464315
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  LinearRegression
		Pearson Correlation:  0.5750222934418497
		Spearman Correlation:  0.5464477708979472
		Coefficient of Determination:  0.33065063795512506
		RMSE:  0.16993269557651747
		NRMSE:  0.12789106558632488
		MAPE:  280.5599204068399
		Pearson Correlation:  0.15129344217314186
		Spearman Correlation:  0.33341137450004876
		Coefficient of Determination:  -0.454023866366031
		RMSE:  0.23866673811947609
		NRMSE:  0.19638503918330957
		MAPE:  1617.359666454866

	Predictor:  ElasticNet
		Pearson Correlation:  0.508310698807099
		Spearman Correlation:  0.5129329823179457
		Coefficient of Determination:  0.2426565430808516
		RMSE:  0.18075776318495312
		NRMSE:  0.13603799356148585
		MAPE:  237.0882024645646
		Pearson Correlation:  0.2675737940154392
		Spearman Correlation:  0.342054433713784
		Coefficient of Determination:  -0.07560325265547219
		RMSE:  0.2052731673488429
		NRMSE:  0.16890740339738577
		MAPE:  1506.8127446414048

	Predictor:  RandomForests
		Pearson Correlation:  0.5643420869215559
		Spearman Correlation:  0.5595064484259596
		Coefficient of Determination:  0.2915569262179636
		RMSE:  0.17482478344760996
		NRMSE:  0.1315728428255627
		MAPE:  361.8509709984862
		Pearson Correlation:  0.26611478629025903
		Spearman Correlation:  0.37114427860696525
		Coefficient of Determination:  -0.07708413457356866
		RMSE:  0.20541442796788412
		NRMSE:  0.1690236385813249
		MAPE:  1459.15447534378

Protein:  PTEN
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['AKT1', 'AR', 'BCR', 'CD79A', 'CD79B', 'CDIPT', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'DLG1', 'EGFR', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'FOXO3', 'FOXO4', 'FRK', 'GRB2', 'HRAS', 'INPP4A', 'INPP4B', 'INPP5B', 'INPP5D', 'INPP5J', 'INPP5K', 'INPPL1', 'IPMK', 'IRS1', 'ITGB1', 'ITPKA', 'ITPKB', 'ITPKC', 'MAST2', 'MDM2', 'MDM4', 'MKRN1', 'MTOR', 'MYC', 'NEDD4', 'NOTCH1', 'OCRL', 'OTUD3', 'PARK7', 'PDGFB', 'PDGFRB', 'PI4K2A', 'PI4KA', 'PI4KB', 'PIK3C2A', 'PIK3C2B', 'PIK3C2G', 'PIK3C3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIKFYVE', 'PIP4K2A', 'PIP5K1A', 'PIP5K1B', 'PIP5K1C', 'PML', 'PREX2', 'PSMA6', 'PSMA7', 'PSMB9', 'PSMC6', 'PSMD10', 'PSMD5', 'PSME3', 'PTK2', 'RICTOR', 'RNF146', 'ROCK1', 'ROCK2', 'RPS27A', 'RPS6KB1', 'SACM1L', 'SHC1', 'SLC9A3R1', 'SLC9A3R2', 'SOS1', 'STK11', 'STUB1', 'SYNJ1', 'SYNJ2', 'TNKS2', 'TNKS', 'TNRC6A', 'TNRC6B', 'TP53', 'UBB', 'UBC', 'USP13', 'USP7', 'WWP2', 'XIAP', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.03862384422015608
		RMSE:  0.6356813050691055
		NRMSE:  0.09939509109047072
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04557869434051831
		RMSE:  0.5231599683741948
		NRMSE:  0.17546282813730707
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  LinearRegression
		Pearson Correlation:  0.596441655809652
		Spearman Correlation:  0.5860208262750544
		Coefficient of Determination:  0.35574264878495965
		RMSE:  0.5006566468385097
		NRMSE:  0.07828264355226483
		MAPE:  483.7079598800732
		Pearson Correlation:  0.3066570066417869
		Spearman Correlation:  0.25554580040971614
		Coefficient of Determination:  -0.26303662784338044
		RMSE:  0.5749950618438691
		NRMSE:  0.19284782058085226
		MAPE:  2320.5107407582022

	Predictor:  ElasticNet
		Pearson Correlation:  0.5508981252392146
		Spearman Correlation:  0.5592522682841322
		Coefficient of Determination:  0.29132691325073834
		RMSE:  0.5250894165288521
		NRMSE:  0.08210294996933032
		MAPE:  356.4977922215284
		Pearson Correlation:  0.37614714175677727
		Spearman Correlation:  0.34778070432152963
		Coefficient of Determination:  0.09678321067715356
		RMSE:  0.48624163517040986
		NRMSE:  0.16308077380279376
		MAPE:  661.6345018124946

	Predictor:  RandomForests
		Pearson Correlation:  0.5753336243669441
		Spearman Correlation:  0.524772713757397
		Coefficient of Determination:  0.30205576568971204
		RMSE:  0.5210995005782082
		NRMSE:  0.0814790869483556
		MAPE:  266.8419485584841
		Pearson Correlation:  0.2937978053660253
		Spearman Correlation:  0.3148969899254314
		Coefficient of Determination:  0.06599378271861733
		RMSE:  0.49445984215507816
		NRMSE:  0.1658370814847995
		MAPE:  485.3068733725973

Protein:  BRCA2
Protein Interaction Partners Count:  100
x_train_column_count:  99
x_train columns:  ['ATM', 'ATRIP', 'ATR', 'BARD1', 'BLM', 'BRCA1', 'BRIP1', 'SLX4', 'RHNO1', 'RMI2', 'CDK2', 'CDK4', 'CHEK1', 'CHEK2', 'DMC1', 'DNA2', 'EME1', 'EME2', 'EXO1', 'FANCD2', 'FANCE', 'FANCG', 'FANCI', 'GEN1', 'H2AFX', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2BE', 'HIST3H3', 'HUS1', 'KAT5', 'SPIDR', 'MLH1', 'MLH3', 'MND1', 'MRE11A', 'MSH4', 'MSH5', 'MUS81', 'NBN', 'PALB2', 'PARP1', 'PCNA', 'POLD1', 'POLD2', 'POLD3', 'POLD4', 'POLE2', 'POLE3', 'POLE4', 'POLE', 'POLH', 'POLK', 'PSMC3IP', 'RAD17', 'RAD1', 'RAD50', 'RAD51AP1', 'RAD51C', 'RAD51B', 'RAD51D', 'RAD51', 'RAD9A', 'RAD9B', 'RBBP8', 'RFC1', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RMI1', 'RPA1', 'RPA2', 'RPA3', 'RPS27A', 'RTEL1', 'SHFM1', 'SPO11', 'SYCP3', 'TEX15', 'TOP3A', 'TOPBP1', 'TP53', 'UBA52', 'UBB', 'UBC', 'WRN', 'XRCC2', 'XRCC3', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004232193403179485
		RMSE:  0.1957372843548259
		NRMSE:  0.12609907189874434
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0041831029428383015
		RMSE:  0.19359139518213575
		NRMSE:  0.1310414025181481
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  LinearRegression
		Pearson Correlation:  0.5303131589227363
		Spearman Correlation:  0.48286116737715845
		Coefficient of Determination:  0.2812320465266114
		RMSE:  0.1655963811106799
		NRMSE:  0.10668151464691893
		MAPE:  262.16097699001284
		Pearson Correlation:  0.1481306570650421
		Spearman Correlation:  0.15685786752511952
		Coefficient of Determination:  -0.2805010738361844
		RMSE:  0.21860977061655476
		NRMSE:  0.1479762616453702
		MAPE:  532.6878069544787

	Predictor:  ElasticNet
		Pearson Correlation:  0.41058744282336646
		Spearman Correlation:  0.4155548617389634
		Coefficient of Determination:  0.14154423061736754
		RMSE:  0.18097369375669758
		NRMSE:  0.11658798116070065
		MAPE:  176.6559305302728
		Pearson Correlation:  0.24063527690505304
		Spearman Correlation:  0.2501853477709492
		Coefficient of Determination:  0.04038606401345912
		RMSE:  0.18924650523000913
		NRMSE:  0.12810036026480823
		MAPE:  161.38274881023176

	Predictor:  RandomForests
		Pearson Correlation:  0.5464276865949703
		Spearman Correlation:  0.4667890971397747
		Coefficient of Determination:  0.16976237956047002
		RMSE:  0.1779744637630843
		NRMSE:  0.11465579884882222
		MAPE:  166.15437071332846
		Pearson Correlation:  0.16705348570371462
		Spearman Correlation:  0.21473027021753976
		Coefficient of Determination:  0.00883631884128544
		RMSE:  0.19233232652571014
		NRMSE:  0.1301891429306317
		MAPE:  127.59241320169126

Protein:  CDKN2A
Protein Interaction Partners Count:  100
x_train_column_count:  100
x_train columns:  ['ABL1', 'AKT1', 'ARF1', 'BMI1', 'BRCA1', 'CBX7', 'CCND1', 'CCND2', 'CCND3', 'CCNL1', 'CDC45', 'CDC6', 'CDC7', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2AIP', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CEBPB', 'CTCF', 'DAXX', 'E2F1', 'E2F2', 'E2F3', 'EGFR', 'EGR1', 'AGO1', 'AGO3', 'AGO4', 'ERBB2', 'EZH2', 'FOXM1', 'GMNN', 'HDAC1', 'HIF1A', 'HRAS', 'HUWE1', 'IL6', 'KRAS', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAX', 'MCM10', 'MCM2', 'MCM5', 'MDM2', 'MDM4', 'MGMT', 'MLH1', 'MOV10', 'MRAS', 'MTAP', 'MYCN', 'MYC', 'NPM1', 'NRAS', 'ORC5', 'PIK3CA', 'PIK3R1', 'PTEN', 'RASSF1', 'RB1', 'RPS27A', 'RRAS2', 'RRAS', 'RUNX3', 'SMAD3', 'SMAD4', 'SMARCA4', 'SUMO1', 'SUMO2', 'SUMO3', 'TBX2', 'TERT', 'TFDP1', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TP53', 'TP63', 'TRIP12', 'TWIST1', 'UBA52', 'UBB', 'UBC', 'UBE2I', 'USP7', 'VEGFA', 'WRN', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07796029040511754
		RMSE:  0.688717064305458
		NRMSE:  0.155695052403178
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04182297654643197
		RMSE:  0.6873705418142212
		NRMSE:  0.18569552134596423
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6633450034781481
		NRMSE:  0.14995930902637006
		MAPE:  291.0442764508337
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00497373418246827
		RMSE:  0.6751049711753466
		NRMSE:  0.1823819351565125
		MAPE:  246.23249271843073

	Predictor:  LinearRegression
		Pearson Correlation:  0.715641128579177
		Spearman Correlation:  0.648686950907236
		Coefficient of Determination:  0.5121422249140785
		RMSE:  0.4633253661861893
		NRMSE:  0.10474180313918599
		MAPE:  236.45293196100562
		Pearson Correlation:  0.5329176555029486
		Spearman Correlation:  0.5312896302799728
		Coefficient of Determination:  -0.7956323076018723
		RMSE:  0.9024074160287016
		NRMSE:  0.24378847418108426
		MAPE:  241.28533353845688

	Predictor:  ElasticNet
		Pearson Correlation:  0.6818661330203777
		Spearman Correlation:  0.6102790134393761
		Coefficient of Determination:  0.456447294557523
		RMSE:  0.48905791624238787
		NRMSE:  0.11055904063352273
		MAPE:  278.2076669307556
		Pearson Correlation:  0.6405598902587765
		Spearman Correlation:  0.5203833772314896
		Coefficient of Determination:  0.40114840680903385
		RMSE:  0.5211389756300177
		NRMSE:  0.1407874907148308
		MAPE:  146.6647222794165

	Predictor:  RandomForests
		Pearson Correlation:  0.6584895094447617
		Spearman Correlation:  0.5891147738605967
		Coefficient of Determination:  0.4207427885264894
		RMSE:  0.5048649102539812
		NRMSE:  0.11413245399660475
		MAPE:  178.6375203118971
		Pearson Correlation:  0.7144224068256434
		Spearman Correlation:  0.6207392720481201
		Coefficient of Determination:  0.4728247406407804
		RMSE:  0.488957892315898
		NRMSE:  0.13209366012424303
		MAPE:  188.25709460942753

Protein:  TP53
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['AKT1', 'APAF1', 'ATM', 'ATR', 'AURKA', 'AURKB', 'BANP', 'BARD1', 'BAX', 'BBC3', 'BCL2L1', 'BCL2', 'BCL6', 'BRCA1', 'CASP8', 'CCNA2', 'CCNE1', 'CCNG1', 'CDC25C', 'CDK2', 'CDK5', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CHEK1', 'CHEK2', 'COPS5', 'CREBBP', 'DDB2', 'DDX5', 'DYRK2', 'E2F4', 'EGR1', 'EHMT2', 'EP300', 'EZH2', 'FZR1', 'GADD45A', 'GLS2', 'GSK3B', 'HDAC1', 'HDAC2', 'HIF1A', 'HIPK2', 'HSP90AA1', 'HSPA1A', 'IGFBP3', 'JUN', 'KAT2B', 'KAT5', 'KDM1A', 'MAPK14', 'MAPK1', 'MAPK8', 'MAPK9', 'MAPKAPK5', 'MCL1', 'MDM2', 'MDM4', 'MSH2', 'NGFR', 'NPM1', 'PLK3', 'PMAIP1', 'PPP1R13B', 'PPP1R13L', 'PRKDC', 'PRMT5', 'PTEN', 'RB1', 'RCHY1', 'DROSHA', 'RPA1', 'RRM2B', 'SETD7', 'SETD8', 'SFN', 'SIRT1', 'SMYD2', 'SNAI1', 'SNAI2', 'SP1', 'STAT3', 'STK11', 'SUMO1', 'SUMO2', 'TBP', 'TNFRSF10A', 'TNFRSF10B', 'TP53BP1', 'TP53BP2', 'TP53INP1', 'TP53RK', 'TXN', 'UBE2I', 'USP7', 'WRN', 'XRCC6', 'YY1', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056514421630322165
		RMSE:  0.4680116353271619
		NRMSE:  0.125354663272308
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.038787823290495904
		RMSE:  0.4172475009588805
		NRMSE:  0.13741067049526773
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941389
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  LinearRegression
		Pearson Correlation:  0.6525223438001392
		Spearman Correlation:  0.5866541454218444
		Coefficient of Determination:  0.4257854091584269
		RMSE:  0.34502935583659167
		NRMSE:  0.09241445181105978
		MAPE:  471.44946086361364
		Pearson Correlation:  0.45384377011628824
		Spearman Correlation:  0.46975417032484645
		Coefficient of Determination:  0.041356077364618216
		RMSE:  0.4008288574966461
		NRMSE:  0.1320035756616651
		MAPE:  2630.563021646303

	Predictor:  ElasticNet
		Pearson Correlation:  0.6012970206546818
		Spearman Correlation:  0.5299243744477568
		Coefficient of Determination:  0.346093999628189
		RMSE:  0.3681939064696009
		NRMSE:  0.09861896517198364
		MAPE:  328.5372490537253
		Pearson Correlation:  0.5338843071899683
		Spearman Correlation:  0.47090527753389916
		Coefficient of Determination:  0.2740883351121981
		RMSE:  0.348796571006724
		NRMSE:  0.11486796344696987
		MAPE:  2315.7937697029083

	Predictor:  RandomForests
		Pearson Correlation:  0.6211946355828277
		Spearman Correlation:  0.5590174471190383
		Coefficient of Determination:  0.3494121420579812
		RMSE:  0.3672585475468717
		NRMSE:  0.09836843378783225
		MAPE:  362.91345345811743
		Pearson Correlation:  0.5917300916878822
		Spearman Correlation:  0.5117451955906741
		Coefficient of Determination:  0.31763080129622556
		RMSE:  0.3381738537731816
		NRMSE:  0.11136962087046981
		MAPE:  1968.2726048276872

Protein:  CTNNB1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'AKT1', 'APC2', 'APC', 'AR', 'AXIN1', 'AXIN2', 'BCL9', 'BTRC', 'CASP3', 'CBY1', 'CCND1', 'CDC73', 'CDH11', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDH5', 'CDH8', 'CHD8', 'CREBBP', 'CSNK1A1', 'CSNK1E', 'CTBP1', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNBIP1', 'CTNND1', 'DVL1', 'DVL2', 'DVL3', 'EGFR', 'EGF', 'EP300', 'ERBB2', 'AMER1', 'FBXW11', 'FER', 'FGFR1', 'FOXO1', 'FOXO3', 'FYN', 'FZD1', 'FZD2', 'FZD5', 'GSK3A', 'GSK3B', 'HNF4A', 'IGF1R', 'IQGAP1', 'JUN', 'JUP', 'KDR', 'KLF4', 'LEF1', 'LRP5', 'LRP6', 'MAPK9', 'MEN1', 'MET', 'MMP7', 'MYC', 'NLK', 'NOTCH1', 'PIK3CA', 'PIK3R1', 'PITX2', 'PSEN1', 'PTPN11', 'PTPN1', 'PYGO2', 'RUVBL1', 'SKP1', 'SMAD4', 'SMAD7', 'SMARCA4', 'SOX17', 'SOX2', 'SOX6', 'SOX9', 'SRC', 'TBL1X', 'TCF4', 'TCF7L1', 'TCF7L2', 'TCF7', 'TERT', 'TGFBR1', 'TGFBR2', 'TJP1', 'TLE1', 'VCL', 'VEGFA', 'WNT1', 'WNT3A', 'WNT8A', 'WNT8B', 'YWHAZ', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3748966387166963
		RMSE:  0.8500866572002603
		NRMSE:  0.167208233123576
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8495839638322671
		RMSE:  1.0424819908687044
		NRMSE:  0.25944650229429445
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  LinearRegression
		Pearson Correlation:  0.6518527799980557
		Spearman Correlation:  0.6309058981105952
		Coefficient of Determination:  0.4249120467911932
		RMSE:  0.549788067319096
		NRMSE:  0.10814084723034935
		MAPE:  341.5427138389455
		Pearson Correlation:  0.5252194586548198
		Spearman Correlation:  0.5553409423470882
		Coefficient of Determination:  0.1808687711028265
		RMSE:  0.6937584361651111
		NRMSE:  0.17265833009758622
		MAPE:  421.55131205370225

	Predictor:  ElasticNet
		Pearson Correlation:  0.6298254241127845
		Spearman Correlation:  0.6022661260967602
		Coefficient of Determination:  0.3857013721670619
		RMSE:  0.5682218727278424
		NRMSE:  0.11176669408494147
		MAPE:  453.04613452290187
		Pearson Correlation:  0.5415036085785768
		Spearman Correlation:  0.5799726855916496
		Coefficient of Determination:  0.20928193451479637
		RMSE:  0.6816200645654589
		NRMSE:  0.16963740687525422
		MAPE:  267.47669342685845

	Predictor:  RandomForests
		Pearson Correlation:  0.6609651932376164
		Spearman Correlation:  0.5862416152305238
		Coefficient of Determination:  0.428352896454669
		RMSE:  0.5481408616864913
		NRMSE:  0.10781684926956951
		MAPE:  409.6430696817524
		Pearson Correlation:  0.5587501084007931
		Spearman Correlation:  0.5378433053404952
		Coefficient of Determination:  0.26870075000231564
		RMSE:  0.6555096651182158
		NRMSE:  0.16313921134820336
		MAPE:  194.44824700933106

Protein:  CCNE1
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['ABL1', 'BARD1', 'BRCA1', 'CABLES1', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCND3', 'CCNE2', 'CCNH', 'CCT2', 'CCT3', 'CCT4', 'CCT6A', 'CCT7', 'CDC25A', 'CDC6', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK6', 'CDK7', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDT1', 'CKS1B', 'CKS2', 'CUL1', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'EP400', 'FOXM1', 'HDAC1', 'IFNAR1', 'LIN37', 'LIN52', 'LIN54', 'LIN9', 'MNAT1', 'MYC', 'ORC1', 'ORC2', 'ORC3', 'ORC4', 'ORC5', 'ORC6', 'PCNA', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB7', 'PSMC1', 'PSMC2', 'PSMC4', 'PSMC5', 'PSMD10', 'PSMD11', 'PSMD14', 'PSMD1', 'PSMD3', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSME3', 'PTK6', 'RB1', 'RBBP4', 'RBL1', 'RBL2', 'RHOA', 'RPS27A', 'RRN3', 'SKP1', 'SKP2', 'STAT5A', 'STAT5B', 'TCP1', 'TFDP1', 'TP53', 'TP73', 'UBB', 'UBC', 'WEE1', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4791855590206433
		RMSE:  0.8074207285197392
		NRMSE:  0.19485501569122746
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.202859557398884
		RMSE:  0.7485643095226329
		NRMSE:  0.4068306401244751
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5127968844139411
		NRMSE:  0.12375338089483821
		MAPE:  119.54577818111471
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.708057571667368e-05
		RMSE:  0.41828317133084
		NRMSE:  0.22732904598983691
		MAPE:  82.35330275987332

	Predictor:  LinearRegression
		Pearson Correlation:  0.8839824869271016
		Spearman Correlation:  0.7060161780016073
		Coefficient of Determination:  0.781425037193823
		RMSE:  0.2397428062050311
		NRMSE:  0.05785718227792338
		MAPE:  57.100524501823315
		Pearson Correlation:  0.7248083286506802
		Spearman Correlation:  0.6715296068676226
		Coefficient of Determination:  0.4140416847806997
		RMSE:  0.32017950563235464
		NRMSE:  0.17401154660207646
		MAPE:  54.27946891345841

	Predictor:  ElasticNet
		Pearson Correlation:  0.8612847086308436
		Spearman Correlation:  0.6778905701089455
		Coefficient of Determination:  0.7360261808671118
		RMSE:  0.263466744872617
		NRMSE:  0.06358248542911335
		MAPE:  62.18207625720527
		Pearson Correlation:  0.7946055063205602
		Spearman Correlation:  0.6918251877865574
		Coefficient of Determination:  0.6257737006156978
		RMSE:  0.25587468523057666
		NRMSE:  0.13906308470729553
		MAPE:  45.69282652993146

	Predictor:  RandomForests
		Pearson Correlation:  0.8593755817851706
		Spearman Correlation:  0.7111903038157923
		Coefficient of Determination:  0.7339078258100613
		RMSE:  0.26452177540838345
		NRMSE:  0.06383709617211271
		MAPE:  68.13230141279159
		Pearson Correlation:  0.837300844103151
		Spearman Correlation:  0.7371394425134778
		Coefficient of Determination:  0.6982205640864202
		RMSE:  0.2297761720882395
		NRMSE:  0.12487903308617956
		MAPE:  40.40251932527539

Protein:  CCND1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'ACTL6A', 'AKT1', 'ARID1A', 'ARID2', 'AR', 'ATF2', 'BRD2', 'BTG2', 'CCNA1', 'CCNB1', 'CCNE1', 'CCNH', 'CDC25A', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDK7', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CKS1B', 'CREBBP', 'CTBP1', 'CTNNB1', 'CUL1', 'DNMT3A', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'AGO2', 'EP300', 'ESR1', 'FOS', 'FOXA1', 'FOXM1', 'GADD45A', 'GATA3', 'GLI1', 'GLI3', 'GSK3B', 'H2AFX', 'H2AFZ', 'HDAC1', 'HDAC4', 'HIST1H2BA', 'HIST2H2BE', 'HNF1A', 'IFNAR1', 'JAK2', 'JUN', 'KAT2B', 'LEF1', 'LYN', 'MAML1', 'MYB', 'MYC', 'NOTCH1', 'PBRM1', 'PCNA', 'PRMT5', 'PSMA6', 'PSMC6', 'PSMD10', 'PSMD6', 'PSMD7', 'PSME3', 'PTK6', 'RASSF1', 'RB1', 'RBL1', 'RBL2', 'RBPJ', 'RELA', 'RUNX1', 'RUNX3', 'SKP1', 'SKP2', 'SMAD4', 'SMARCA4', 'SMARCB1', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'SUV39H1', 'TCF7L2', 'TFDP1', 'TP53', 'WDR77', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.45856423758787734
		RMSE:  0.28833360256132
		NRMSE:  0.17333782361719832
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5341468996847767
		RMSE:  0.29160473760802996
		NRMSE:  0.22560247695118987
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  LinearRegression
		Pearson Correlation:  0.5990227653982987
		Spearman Correlation:  0.5536515056965445
		Coefficient of Determination:  0.35882827346542523
		RMSE:  0.1911699644554815
		NRMSE:  0.11492585423734326
		MAPE:  521.0719930934429
		Pearson Correlation:  0.22074098047915897
		Spearman Correlation:  0.2705297044190811
		Coefficient of Determination:  -0.06175444924799245
		RMSE:  0.24259014101989237
		NRMSE:  0.1876819188431426
		MAPE:  292.42002264297787

	Predictor:  ElasticNet
		Pearson Correlation:  0.5070963756229392
		Spearman Correlation:  0.4796505845814525
		Coefficient of Determination:  0.243004221493208
		RMSE:  0.20772042696146434
		NRMSE:  0.12487551367752242
		MAPE:  551.844845425021
		Pearson Correlation:  0.2956900319732793
		Spearman Correlation:  0.33402594868793295
		Coefficient of Determination:  0.0818056458523696
		RMSE:  0.22559445005567313
		NRMSE:  0.17453305846976014
		MAPE:  345.90304542350736

	Predictor:  RandomForests
		Pearson Correlation:  0.5631499686100497
		Spearman Correlation:  0.5390914785135056
		Coefficient of Determination:  0.28914869597619186
		RMSE:  0.20128984248854584
		NRMSE:  0.12100963225676369
		MAPE:  477.52792550531706
		Pearson Correlation:  0.29471645301089366
		Spearman Correlation:  0.452921529639248
		Coefficient of Determination:  0.07768097138223085
		RMSE:  0.2261005852832818
		NRMSE:  0.17492463427870414
		MAPE:  317.05892263039914

Protein:  ERBB2
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ADAM17', 'ADRB2', 'AREG', 'ARHGEF11', 'ARHGEF12', 'BTC', 'CBL', 'CCND1', 'CD44', 'CDC37', 'CDH1', 'CTNNB1', 'CTNND1', 'CUL5', 'DIAPH1', 'DOCK7', 'EGFR', 'EGF', 'ERBB2IP', 'ERBB3', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'FYN', 'GAB1', 'GRB2', 'GRB7', 'HBEGF', 'HGF', 'HRAS', 'HSP90AA1', 'IL6R', 'IL6', 'INS', 'JAK1', 'JAK2', 'KRAS', 'LRPPRC', 'MAP2K1', 'MAPK8', 'MATK', 'MEMO1', 'MUC1', 'MUC4', 'MYC', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'PGAP3', 'PGR', 'PIK3CA', 'PIK3CB', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PLCG1', 'PLCG2', 'PLXNB1', 'PRKACA', 'PTEN', 'PTK2', 'PTK6', 'PTPN11', 'PTPN12', 'PTPN18', 'RHOA', 'RHOB', 'RHOC', 'RND1', 'RNF41', 'ROCK1', 'ROCK2', 'RPS27A', 'SEMA4D', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SOS1', 'SRC', 'STAT1', 'STAT3', 'STUB1', 'TFAP2A', 'TFAP2B', 'TFAP2C', 'TFF1', 'TFF2', 'TFF3', 'TGFA', 'TP53', 'UBA52', 'UBB', 'UBC', 'VEGFA', 'YES1', 'YY1', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10787728881134795
		RMSE:  1.034673205097243
		NRMSE:  0.18568153277771168
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04400358650048397
		RMSE:  1.0802115255265201
		NRMSE:  0.18403181176661842
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  LinearRegression
		Pearson Correlation:  0.846650264240519
		Spearman Correlation:  0.7123243309405133
		Coefficient of Determination:  0.716816669938541
		RMSE:  0.5231078228887083
		NRMSE:  0.0938764644560968
		MAPE:  333.68104968781796
		Pearson Correlation:  0.7341766613916402
		Spearman Correlation:  0.5138327968003122
		Coefficient of Determination:  0.5080034957095831
		RMSE:  0.7415472351463451
		NRMSE:  0.12633477607822294
		MAPE:  753.4629034566642

	Predictor:  ElasticNet
		Pearson Correlation:  0.8348916464638888
		Spearman Correlation:  0.710187745255428
		Coefficient of Determination:  0.6940099856931269
		RMSE:  0.5437646859547304
		NRMSE:  0.09758352672231042
		MAPE:  281.46649178794394
		Pearson Correlation:  0.8046538686621861
		Spearman Correlation:  0.5301482782167595
		Coefficient of Determination:  0.629195120808995
		RMSE:  0.6437696991282089
		NRMSE:  0.10967676357023509
		MAPE:  1109.3622538975633

	Predictor:  RandomForests
		Pearson Correlation:  0.8481728498544122
		Spearman Correlation:  0.6807050673137784
		Coefficient of Determination:  0.7163360509917931
		RMSE:  0.5235515441797762
		NRMSE:  0.09395609428418718
		MAPE:  273.8506328801418
		Pearson Correlation:  0.8072745956121323
		Spearman Correlation:  0.5010446960552435
		Coefficient of Determination:  0.6306863319364965
		RMSE:  0.6424739183719914
		NRMSE:  0.10945600599212761
		MAPE:  1476.6991376048811

Protein:  ERBB3
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['AKT1', 'AKT2', 'ANGPT1', 'ANGPT2', 'AREG', 'AR', 'BDNF', 'BMP4', 'BTC', 'CBLB', 'CBL', 'CCND1', 'CDH1', 'CSF1', 'CSK', 'CTNNB1', 'DCN', 'DOCK7', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EGFR', 'EGF', 'ERBB2', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'FGF10', 'FGF19', 'FGF1', 'FGF2', 'FGF3', 'FGF4', 'FGF7', 'FGF9', 'FIGF', 'FLNA', 'FOXO3', 'GAB1', 'GRB2', 'GRB7', 'HBEGF', 'HGF', 'HRAS', 'HSP90AA1', 'IGF1', 'IGF2', 'INS', 'IRS1', 'ITGA6', 'ITGB4', 'JAK1', 'JAK2', 'KITLG', 'KRAS', 'LAMA1', 'LAMB1', 'LAMC2', 'MAP2K1', 'MAPK8', 'MET', 'MUC4', 'NGF', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NTF3', 'PA2G4', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PGF', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PLCG1', 'PLCG2', 'PRKACA', 'PTEN', 'PTPN11', 'RNF41', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SOS1', 'SOX10', 'SRC', 'TGFA', 'VEGFA', 'VEGFB', 'VEGFC', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.22544319167926496
		RMSE:  0.49276112816642853
		NRMSE:  0.13298208544838536
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.18202543932109472
		RMSE:  0.5629306521688778
		NRMSE:  0.2077549194412726
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  LinearRegression
		Pearson Correlation:  0.6050722222023428
		Spearman Correlation:  0.596917256993673
		Coefficient of Determination:  0.36611239408088114
		RMSE:  0.3544018492651524
		NRMSE:  0.09564288720868132
		MAPE:  192.0282604035817
		Pearson Correlation:  0.12515029460809807
		Spearman Correlation:  0.26888108477221734
		Coefficient of Determination:  -0.6417148470802452
		RMSE:  0.6634227317813393
		NRMSE:  0.244842478670699
		MAPE:  382.1694005042844

	Predictor:  ElasticNet
		Pearson Correlation:  0.5504058933210603
		Spearman Correlation:  0.550513319410904
		Coefficient of Determination:  0.2925821382303465
		RMSE:  0.37439312038997336
		NRMSE:  0.10103795750335945
		MAPE:  185.67194024139303
		Pearson Correlation:  0.41627197057498866
		Spearman Correlation:  0.4447712418300654
		Coefficient of Determination:  0.17160017390884053
		RMSE:  0.4712609830991688
		NRMSE:  0.1739233548614989
		MAPE:  319.6217201264375

	Predictor:  RandomForests
		Pearson Correlation:  0.5452136536055863
		Spearman Correlation:  0.579718471447528
		Coefficient of Determination:  0.2810154614173048
		RMSE:  0.37744147854677623
		NRMSE:  0.10186062187705641
		MAPE:  212.0710517498569
		Pearson Correlation:  0.42385339480537054
		Spearman Correlation:  0.3776168178714272
		Coefficient of Determination:  0.1743540063903264
		RMSE:  0.4704770294461702
		NRMSE:  0.17363402929822233
		MAPE:  362.7363007389323


Fold:  3

Protein:  RB1
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['AATF', 'ABL1', 'AKT1', 'AR', 'ASF1A', 'ATF2', 'BGLAP', 'CASP3', 'CBX4', 'CCNA1', 'CCNA2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CEBPA', 'COL1A1', 'CREBBP', 'CTBP1', 'DNMT1', 'DUT', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'ELF1', 'EP300', 'FOXM1', 'FZR1', 'GNB2L1', 'H1F0', 'H2AFV', 'H2AFX', 'H2AFZ', 'HDAC1', 'HDAC2', 'HDAC3', 'HIST1H2BA', 'HIST2H2AC', 'HIST2H2BE', 'HMGA1', 'HMGA2', 'HSP90AA1', 'ID2', 'JUN', 'MAPK14', 'MAPK1', 'MAPK3', 'MDM2', 'MEF2C', 'NCAPD3', 'NCAPG2', 'NCAPH2', 'NFYC', 'PCNA', 'PML', 'POLA1', 'POLA2', 'PPARA', 'PPARG', 'PPP1CA', 'PPP1CB', 'PPP1CC', 'PPP2CA', 'PPP2CB', 'PRIM1', 'PRIM2', 'RAF1', 'RBBP4', 'RUNX2', 'SIRT1', 'SKP2', 'SMARCA2', 'SMC2', 'SMC4', 'SP100', 'SP1', 'SP3', 'SPI1', 'SUV39H1', 'TAF1', 'TBP', 'TERT', 'TFDP1', 'TP53BP1', 'TP53', 'TP73', 'YAP1', 'ZNF521', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01272330861584492
		RMSE:  0.2421068018038906
		NRMSE:  0.08854110656959135
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028050639565306845
		RMSE:  0.22197574606877257
		NRMSE:  0.15575715092466183
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  LinearRegression
		Pearson Correlation:  0.49382149931423097
		Spearman Correlation:  0.49040936426452825
		Coefficient of Determination:  0.24385967318495494
		RMSE:  0.2092005337542211
		NRMSE:  0.07650692428109315
		MAPE:  392.1322732484804
		Pearson Correlation:  0.08650921194493405
		Spearman Correlation:  0.07943989326550208
		Coefficient of Determination:  -0.3003713830194481
		RMSE:  0.25277316533742583
		NRMSE:  0.1773672518752023
		MAPE:  472.9599476174886

	Predictor:  ElasticNet
		Pearson Correlation:  0.3517144362937221
		Spearman Correlation:  0.3683734328491743
		Coefficient of Determination:  0.10387523786105413
		RMSE:  0.2277434141588374
		NRMSE:  0.08328825854258243
		MAPE:  188.32826543139177
		Pearson Correlation:  0.23071585985683934
		Spearman Correlation:  0.2542999289267946
		Coefficient of Determination:  0.03017570591542429
		RMSE:  0.21829500313669428
		NRMSE:  0.15317442716974772
		MAPE:  259.446462157179

	Predictor:  RandomForests
		Pearson Correlation:  0.5955612306404852
		Spearman Correlation:  0.4479699741717738
		Coefficient of Determination:  0.1797618866936359
		RMSE:  0.21788712107843547
		NRMSE:  0.07968370431481696
		MAPE:  166.45708572085704
		Pearson Correlation:  -0.014670344022122526
		Spearman Correlation:  0.13396426389356478
		Coefficient of Determination:  -0.07349717755129115
		RMSE:  0.2296665352119676
		NRMSE:  0.16115366575351725
		MAPE:  168.71434378733105

Protein:  CDH1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ACTA1', 'ACTN1', 'ADAM10', 'ADAM15', 'CA2', 'CASP3', 'CBLL1', 'CDC42', 'CDH17', 'CDH3', 'CDH5', 'CTBP1', 'CTNNA1', 'CTNNB1', 'CTNND1', 'CTTN', 'DLG1', 'EFNA1', 'EGFR', 'EGF', 'ENAH', 'EPCAM', 'EPHA2', 'EXOC3', 'EXOC4', 'FER', 'FLOT1', 'FLOT2', 'FMN1', 'FYN', 'GDNF', 'GNA12', 'GNA13', 'HGF', 'HGS', 'IGF1R', 'IGF1', 'IGF2', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'ITGA6', 'ITGAE', 'ITGB4', 'ITGB7', 'AJUBA', 'JUP', 'KIFC3', 'KLK7', 'KLRG1', 'LAMB1', 'LAMC2', 'LIMA1', 'MAPK1', 'MAPK3', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MLLT4', 'MMP3', 'MMP7', 'MMP9', 'MYO6', 'NCSTN', 'NUMB', 'PARD6A', 'PIK3CA', 'PIK3R1', 'PIP5K1C', 'PLEKHA7', 'PLG', 'PRKCI', 'PRKCZ', 'PSEN1', 'PVRL1', 'PVRL2', 'RAB5A', 'RAB7A', 'RAC1', 'RAP1A', 'RET', 'RHOA', 'SKIL', 'SMAD3', 'SMAD4', 'SNAI1', 'SNAI2', 'SNAI3', 'SRC', 'STX4', 'TJP1', 'TWIST1', 'VASP', 'VCL', 'YES1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZYX', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.13712289650471754
		RMSE:  1.2526616491661007
		NRMSE:  0.19946206317730336
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.061578293423971475
		RMSE:  0.970096042376724
		NRMSE:  0.19071600723011914
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1747084136438477
		NRMSE:  0.18704952288841878
		MAPE:  547.6986763085636
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.045733924340672916
		RMSE:  0.9628293412733254
		NRMSE:  0.18928741030812832
		MAPE:  293.35791980552335

	Predictor:  LinearRegression
		Pearson Correlation:  0.7492023588877471
		Spearman Correlation:  0.7240617785985481
		Coefficient of Determination:  0.5613041745629648
		RMSE:  0.7780577450662973
		NRMSE:  0.12389059983221828
		MAPE:  580.3292324427907
		Pearson Correlation:  0.5685940444364853
		Spearman Correlation:  0.4892604645943216
		Coefficient of Determination:  0.17353289428786822
		RMSE:  0.8559561258278019
		NRMSE:  0.16827667318597922
		MAPE:  346.51801034915974

	Predictor:  ElasticNet
		Pearson Correlation:  0.7293961845123575
		Spearman Correlation:  0.7258252477162038
		Coefficient of Determination:  0.5226453767900767
		RMSE:  0.81161608567812
		NRMSE:  0.12923411446739275
		MAPE:  606.3783110278174
		Pearson Correlation:  0.5615359900488637
		Spearman Correlation:  0.5668973428596368
		Coefficient of Determination:  0.2246809474489574
		RMSE:  0.8290466068681415
		NRMSE:  0.16298639697796985
		MAPE:  314.1689187721124

	Predictor:  RandomForests
		Pearson Correlation:  0.7524338190668896
		Spearman Correlation:  0.6942108204463948
		Coefficient of Determination:  0.5617845261196615
		RMSE:  0.7776316598487697
		NRMSE:  0.12382275402833821
		MAPE:  225.08244293518044
		Pearson Correlation:  0.7280000432003245
		Spearman Correlation:  0.49936096380413114
		Coefficient of Determination:  0.5199522909693829
		RMSE:  0.6523503784588328
		NRMSE:  0.12824880636551583
		MAPE:  155.4068923091974

Protein:  CDH2
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'ADAM10', 'AFP', 'AHSG', 'ALB', 'APLP2', 'APOA1', 'APOB', 'APOE', 'APP', 'AXIN1', 'BDNF', 'BMP4', 'BNIP2', 'CALU', 'CDC42', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH17', 'CDH18', 'CDH1', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDON', 'CREBBP', 'CSF1', 'CST3', 'CTNNA1', 'CTNNA2', 'CTNNB1', 'CTNND1', 'CYR61', 'FAM20C', 'FBN1', 'FER', 'FGFR1', 'FN1', 'FSTL1', 'GAS6', 'GJA1', 'GOLM1', 'GPC3', 'GRIA2', 'HSP90B1', 'IGFBP1', 'IGFBP3', 'IGFBP4', 'IGFBP5', 'IGFBP7', 'IL6', 'ITIH2', 'JUP', 'KIF5B', 'KNG1', 'KTN1', 'LAMB1', 'LAMC1', 'LGALS1', 'LRP5', 'LTBP1', 'MAP2K6', 'MAPK11', 'MAPK14', 'MATN3', 'MEF2A', 'MEF2C', 'MEF2D', 'MET', 'MFGE8', 'MSLN', 'NTRK2', 'P4HB', 'PCSK9', 'PIK3CA', 'PIK3R1', 'PTPN11', 'PTPN1', 'RAC1', 'RHOA', 'ROBO1', 'SCG2', 'SDC2', 'SERPINA1', 'SLIT1', 'SNAI1', 'SNAI2', 'SPAG9', 'SPARCL1', 'SPP1', 'STC2', 'TCF3', 'TIMP1', 'TMEM132A', 'TNC', 'VCAN', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032532184952558385
		RMSE:  0.38185758840977485
		NRMSE:  0.13836422509231644
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01322006783790175
		RMSE:  0.3341656221976159
		NRMSE:  0.1760731037776972
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  LinearRegression
		Pearson Correlation:  0.49061849430779675
		Spearman Correlation:  0.4691996667255932
		Coefficient of Determination:  0.24070650695684948
		RMSE:  0.3322010369156763
		NRMSE:  0.12037141710112194
		MAPE:  984.2038457698676
		Pearson Correlation:  0.05426098865248949
		Spearman Correlation:  0.04491577201710745
		Coefficient of Determination:  -0.4220735248256302
		RMSE:  0.39588669234774043
		NRMSE:  0.20859416419781043
		MAPE:  3416.930625450133

	Predictor:  ElasticNet
		Pearson Correlation:  0.441367546576261
		Spearman Correlation:  0.41566268727612776
		Coefficient of Determination:  0.17635834727394173
		RMSE:  0.345991393062711
		NRMSE:  0.1253682850433767
		MAPE:  278.2951029838874
		Pearson Correlation:  0.06509385206721552
		Spearman Correlation:  0.0633997930148755
		Coefficient of Determination:  -0.07999749292172731
		RMSE:  0.3450017129617374
		NRMSE:  0.18178268012821538
		MAPE:  1044.7268719221556

	Predictor:  RandomForests
		Pearson Correlation:  0.49290821448702327
		Spearman Correlation:  0.45845591613102726
		Coefficient of Determination:  0.17951866306918507
		RMSE:  0.34532697003162727
		NRMSE:  0.1251275346154168
		MAPE:  581.6340437811261
		Pearson Correlation:  0.0760139287005622
		Spearman Correlation:  0.05782622953685905
		Coefficient of Determination:  -0.0126891420491837
		RMSE:  0.33407805958420606
		NRMSE:  0.17602696671244025
		MAPE:  1587.1027603435464

Protein:  CDH3
Protein Interaction Partners Count:  73
x_train_column_count:  74
x_train columns:  ['AIMP1', 'CLMP', 'BRCA1', 'CCND1', 'CD24', 'CD2AP', 'CD44', 'CDCP1', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH2', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CLDN1', 'CLDN7', 'CTNNA1', 'CTNNA3', 'CTNNB1', 'CTNND1', 'DPYD', 'DSP', 'ECM1', 'EGFR', 'EPCAM', 'ERBB2', 'ESR1', 'ESRP1', 'F11R', 'FN1', 'GALNT6', 'GATA3', 'HOXA9', 'IGF1R', 'ITGA9', 'JUP', 'KIRREL', 'KRT14', 'KRT15', 'KRT17', 'KRT4', 'KRT5', 'KRT8', 'LEF1', 'MKI67', 'NPHS1', 'NPHS2', 'PGR', 'PKP1', 'PKP2', 'PKP3', 'POU5F1', 'S100A4', 'SNAI1', 'SNAI2', 'SYNPO', 'TECR', 'TJP1', 'TP53', 'UMPS', 'VCL', 'ZEB1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.2263418226753373e-05
		RMSE:  0.21251306884336046
		NRMSE:  0.14909431220418734
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004123239054339534
		RMSE:  0.18871613277479948
		NRMSE:  0.16414808838605816
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  LinearRegression
		Pearson Correlation:  0.5727097811799441
		Spearman Correlation:  0.5792644266997269
		Coefficient of Determination:  0.32799649345917925
		RMSE:  0.1742073915858315
		NRMSE:  0.12221992450035887
		MAPE:  860.7578539003557
		Pearson Correlation:  0.3078638378825443
		Spearman Correlation:  0.3008441501764361
		Coefficient of Determination:  -0.03313055115945196
		RMSE:  0.1914225605909612
		NRMSE:  0.16650217940014195
		MAPE:  244.5250349075852

	Predictor:  ElasticNet
		Pearson Correlation:  0.5103593066391751
		Spearman Correlation:  0.531313386471416
		Coefficient of Determination:  0.2406953114285656
		RMSE:  0.18517776976972827
		NRMSE:  0.12991649111082693
		MAPE:  637.9292923620376
		Pearson Correlation:  0.32624549225714594
		Spearman Correlation:  0.3443409518821931
		Coefficient of Determination:  0.09881825970951352
		RMSE:  0.17878114354723315
		NRMSE:  0.1555064875548924
		MAPE:  169.64645122676743

	Predictor:  RandomForests
		Pearson Correlation:  0.5653902264193225
		Spearman Correlation:  0.5647909017496053
		Coefficient of Determination:  0.2839064224243535
		RMSE:  0.17983147143600559
		NRMSE:  0.1261656503872745
		MAPE:  669.4133299085007
		Pearson Correlation:  0.36166175579365273
		Spearman Correlation:  0.3745059165326251
		Coefficient of Determination:  0.12762128326974997
		RMSE:  0.17590089529614486
		NRMSE:  0.15300120495111194
		MAPE:  201.7567420267845

Protein:  PTEN
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['AKT1', 'AR', 'BCR', 'CD79A', 'CD79B', 'CDIPT', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'DLG1', 'EGFR', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'FOXO3', 'FOXO4', 'FRK', 'GRB2', 'HRAS', 'INPP4A', 'INPP4B', 'INPP5B', 'INPP5D', 'INPP5J', 'INPP5K', 'INPPL1', 'IPMK', 'IRS1', 'ITGB1', 'ITPKA', 'ITPKB', 'ITPKC', 'MAST2', 'MDM2', 'MDM4', 'MKRN1', 'MTOR', 'MYC', 'NEDD4', 'NOTCH1', 'OCRL', 'OTUD3', 'PARK7', 'PDGFB', 'PDGFRB', 'PI4K2A', 'PI4KA', 'PI4KB', 'PIK3C2A', 'PIK3C2B', 'PIK3C2G', 'PIK3C3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIKFYVE', 'PIP4K2A', 'PIP5K1A', 'PIP5K1B', 'PIP5K1C', 'PML', 'PREX2', 'PSMA6', 'PSMA7', 'PSMB9', 'PSMC6', 'PSMD10', 'PSMD5', 'PSME3', 'PTK2', 'RICTOR', 'RNF146', 'ROCK1', 'ROCK2', 'RPS27A', 'RPS6KB1', 'SACM1L', 'SHC1', 'SLC9A3R1', 'SLC9A3R2', 'SOS1', 'STK11', 'STUB1', 'SYNJ1', 'SYNJ2', 'TNKS2', 'TNKS', 'TNRC6A', 'TNRC6B', 'TP53', 'UBB', 'UBC', 'USP13', 'USP7', 'WWP2', 'XIAP', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023393971457565055
		RMSE:  0.6366126117528933
		NRMSE:  0.09954071014821253
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20813248536085016
		RMSE:  0.517654316968625
		NRMSE:  0.12376376344107133
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6292943186382643
		NRMSE:  0.09839642227163854
		MAPE:  299.798968451812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06342466003107061
		RMSE:  0.4856640113421529
		NRMSE:  0.11611533767086332
		MAPE:  95.15154235140719

	Predictor:  LinearRegression
		Pearson Correlation:  0.5819721868908743
		Spearman Correlation:  0.5839848121569017
		Coefficient of Determination:  0.3386916263145464
		RMSE:  0.5117476085593039
		NRMSE:  0.080016825667939
		MAPE:  720.6581121388663
		Pearson Correlation:  0.25608005097821185
		Spearman Correlation:  0.2685045948203843
		Coefficient of Determination:  -0.16422604302924793
		RMSE:  0.5081608630867843
		NRMSE:  0.12149401403117303
		MAPE:  158.01780187148927

	Predictor:  ElasticNet
		Pearson Correlation:  0.54441391579749
		Spearman Correlation:  0.5587583571455734
		Coefficient of Determination:  0.2846146828351832
		RMSE:  0.5322599906886616
		NRMSE:  0.08322414051890573
		MAPE:  470.98085824773506
		Pearson Correlation:  0.35039886885934224
		Spearman Correlation:  0.32097407698350355
		Coefficient of Determination:  0.09940689810868042
		RMSE:  0.4469375738398596
		NRMSE:  0.1068563988523549
		MAPE:  123.85770887475478

	Predictor:  RandomForests
		Pearson Correlation:  0.5708312473716917
		Spearman Correlation:  0.5006071900730924
		Coefficient of Determination:  0.2861624064467695
		RMSE:  0.5316839113489705
		NRMSE:  0.08313406478758041
		MAPE:  321.1635150456908
		Pearson Correlation:  0.39228370703543847
		Spearman Correlation:  0.42074445004295485
		Coefficient of Determination:  0.14843218116755785
		RMSE:  0.4346024592474943
		NRMSE:  0.10390724889960654
		MAPE:  111.93748242375841

Protein:  BRCA2
Protein Interaction Partners Count:  100
x_train_column_count:  99
x_train columns:  ['ATM', 'ATRIP', 'ATR', 'BARD1', 'BLM', 'BRCA1', 'BRIP1', 'SLX4', 'RHNO1', 'RMI2', 'CDK2', 'CDK4', 'CHEK1', 'CHEK2', 'DMC1', 'DNA2', 'EME1', 'EME2', 'EXO1', 'FANCD2', 'FANCE', 'FANCG', 'FANCI', 'GEN1', 'H2AFX', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2BE', 'HIST3H3', 'HUS1', 'KAT5', 'SPIDR', 'MLH1', 'MLH3', 'MND1', 'MRE11A', 'MSH4', 'MSH5', 'MUS81', 'NBN', 'PALB2', 'PARP1', 'PCNA', 'POLD1', 'POLD2', 'POLD3', 'POLD4', 'POLE2', 'POLE3', 'POLE4', 'POLE', 'POLH', 'POLK', 'PSMC3IP', 'RAD17', 'RAD1', 'RAD50', 'RAD51AP1', 'RAD51C', 'RAD51B', 'RAD51D', 'RAD51', 'RAD9A', 'RAD9B', 'RBBP8', 'RFC1', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RMI1', 'RPA1', 'RPA2', 'RPA3', 'RPS27A', 'RTEL1', 'SHFM1', 'SPO11', 'SYCP3', 'TEX15', 'TOP3A', 'TOPBP1', 'TP53', 'UBA52', 'UBB', 'UBC', 'WRN', 'XRCC2', 'XRCC3', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00289910117318648
		RMSE:  0.19032543678137456
		NRMSE:  0.12827584502559417
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001649424828515933
		RMSE:  0.21414907824527551
		NRMSE:  0.14729386559180924
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  LinearRegression
		Pearson Correlation:  0.518921842752086
		Spearman Correlation:  0.48245839810971913
		Coefficient of Determination:  0.2692798788852204
		RMSE:  0.1624589893637828
		NRMSE:  0.10949437182472624
		MAPE:  256.1590297870604
		Pearson Correlation:  0.17052929129434005
		Spearman Correlation:  0.17092233070237783
		Coefficient of Determination:  -0.03488279988620224
		RMSE:  0.2178341573346815
		NRMSE:  0.14982849963524167
		MAPE:  292.39613815599796

	Predictor:  ElasticNet
		Pearson Correlation:  0.4131635287686156
		Spearman Correlation:  0.39499613692054414
		Coefficient of Determination:  0.14911945901750046
		RMSE:  0.17530831277870915
		NRMSE:  0.11815457955591968
		MAPE:  182.87920444576957
		Pearson Correlation:  0.14459383005828852
		Spearman Correlation:  0.15703188319056346
		Coefficient of Determination:  0.018705168796370186
		RMSE:  0.21211928336551572
		NRMSE:  0.1458977524885072
		MAPE:  183.8681551149304

	Predictor:  RandomForests
		Pearson Correlation:  0.5221573333297352
		Spearman Correlation:  0.46690069650256844
		Coefficient of Determination:  0.19795589074461306
		RMSE:  0.17020305099067898
		NRMSE:  0.1147137269772457
		MAPE:  197.09949288630483
		Pearson Correlation:  0.05011125301404238
		Spearman Correlation:  0.09698125911794413
		Coefficient of Determination:  -0.013596067374654464
		RMSE:  0.21558217738816055
		NRMSE:  0.14827956543353388
		MAPE:  161.87918769290792

Protein:  CDKN2A
Protein Interaction Partners Count:  100
x_train_column_count:  100
x_train columns:  ['ABL1', 'AKT1', 'ARF1', 'BMI1', 'BRCA1', 'CBX7', 'CCND1', 'CCND2', 'CCND3', 'CCNL1', 'CDC45', 'CDC6', 'CDC7', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2AIP', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CEBPB', 'CTCF', 'DAXX', 'E2F1', 'E2F2', 'E2F3', 'EGFR', 'EGR1', 'AGO1', 'AGO3', 'AGO4', 'ERBB2', 'EZH2', 'FOXM1', 'GMNN', 'HDAC1', 'HIF1A', 'HRAS', 'HUWE1', 'IL6', 'KRAS', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAX', 'MCM10', 'MCM2', 'MCM5', 'MDM2', 'MDM4', 'MGMT', 'MLH1', 'MOV10', 'MRAS', 'MTAP', 'MYCN', 'MYC', 'NPM1', 'NRAS', 'ORC5', 'PIK3CA', 'PIK3R1', 'PTEN', 'RASSF1', 'RB1', 'RPS27A', 'RRAS2', 'RRAS', 'RUNX3', 'SMAD3', 'SMAD4', 'SMARCA4', 'SUMO1', 'SUMO2', 'SUMO3', 'TBX2', 'TERT', 'TFDP1', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TP53', 'TP63', 'TRIP12', 'TWIST1', 'UBA52', 'UBB', 'UBC', 'UBE2I', 'USP7', 'VEGFA', 'WRN', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07669790023289091
		RMSE:  0.6927164423772558
		NRMSE:  0.16172871740223568
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04462654135164201
		RMSE:  0.6710309035955896
		NRMSE:  0.2071658496482324
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6675880639420501
		NRMSE:  0.15586198728568595
		MAPE:  307.97311558867955
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004949645588538276
		RMSE:  0.658164031136248
		NRMSE:  0.20319348928290204
		MAPE:  176.07940307985857

	Predictor:  LinearRegression
		Pearson Correlation:  0.7248469273167809
		Spearman Correlation:  0.6522991400525601
		Coefficient of Determination:  0.5254030680405786
		RMSE:  0.45990806592881
		NRMSE:  0.10737487531023768
		MAPE:  300.6956432948472
		Pearson Correlation:  0.5319889491853288
		Spearman Correlation:  0.4771555755059291
		Coefficient of Determination:  0.24184431513274762
		RMSE:  0.5716644576791955
		NRMSE:  0.17648867206297905
		MAPE:  188.18598511498772

	Predictor:  ElasticNet
		Pearson Correlation:  0.7006628979600047
		Spearman Correlation:  0.6237652551611903
		Coefficient of Determination:  0.4832732540249892
		RMSE:  0.4798870537803164
		NRMSE:  0.11203937564912131
		MAPE:  247.254004266079
		Pearson Correlation:  0.5714875119438049
		Spearman Correlation:  0.5051758750109104
		Coefficient of Determination:  0.3206211498132593
		RMSE:  0.5411504263393264
		NRMSE:  0.16706814434235634
		MAPE:  134.26258622088102

	Predictor:  RandomForests
		Pearson Correlation:  0.6713717701733481
		Spearman Correlation:  0.6171187898147904
		Coefficient of Determination:  0.4408312732603339
		RMSE:  0.4992062341498074
		NRMSE:  0.11654983053553591
		MAPE:  202.2924022228656
		Pearson Correlation:  0.6270859191911262
		Spearman Correlation:  0.5914544962591366
		Coefficient of Determination:  0.38440543231941837
		RMSE:  0.515121151574826
		NRMSE:  0.15903218535235897
		MAPE:  102.26032325599306

Protein:  TP53
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['AKT1', 'APAF1', 'ATM', 'ATR', 'AURKA', 'AURKB', 'BANP', 'BARD1', 'BAX', 'BBC3', 'BCL2L1', 'BCL2', 'BCL6', 'BRCA1', 'CASP8', 'CCNA2', 'CCNE1', 'CCNG1', 'CDC25C', 'CDK2', 'CDK5', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CHEK1', 'CHEK2', 'COPS5', 'CREBBP', 'DDB2', 'DDX5', 'DYRK2', 'E2F4', 'EGR1', 'EHMT2', 'EP300', 'EZH2', 'FZR1', 'GADD45A', 'GLS2', 'GSK3B', 'HDAC1', 'HDAC2', 'HIF1A', 'HIPK2', 'HSP90AA1', 'HSPA1A', 'IGFBP3', 'JUN', 'KAT2B', 'KAT5', 'KDM1A', 'MAPK14', 'MAPK1', 'MAPK8', 'MAPK9', 'MAPKAPK5', 'MCL1', 'MDM2', 'MDM4', 'MSH2', 'NGFR', 'NPM1', 'PLK3', 'PMAIP1', 'PPP1R13B', 'PPP1R13L', 'PRKDC', 'PRMT5', 'PTEN', 'RB1', 'RCHY1', 'DROSHA', 'RPA1', 'RRM2B', 'SETD7', 'SETD8', 'SFN', 'SIRT1', 'SMYD2', 'SNAI1', 'SNAI2', 'SP1', 'STAT3', 'STK11', 'SUMO1', 'SUMO2', 'TBP', 'TNFRSF10A', 'TNFRSF10B', 'TP53BP1', 'TP53BP2', 'TP53INP1', 'TP53RK', 'TXN', 'UBE2I', 'USP7', 'WRN', 'XRCC6', 'YY1', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.043501333030021794
		RMSE:  0.4597988418920562
		NRMSE:  0.11050200478059512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10290984727382035
		RMSE:  0.4520547550562478
		NRMSE:  0.16857084713604026
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45011280589110314
		NRMSE:  0.10817419031269002
		MAPE:  382.8265287953516
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010546813555600831
		RMSE:  0.4327123127899972
		NRMSE:  0.16135806629028604
		MAPE:  261.16646791413905

	Predictor:  LinearRegression
		Pearson Correlation:  0.6604922878327505
		Spearman Correlation:  0.6037254325437036
		Coefficient of Determination:  0.43625006228654095
		RMSE:  0.3379594715989826
		NRMSE:  0.0812207333811542
		MAPE:  850.7211660221095
		Pearson Correlation:  0.49671408929255323
		Spearman Correlation:  0.4697489993640818
		Coefficient of Determination:  0.17890926229192516
		RMSE:  0.39004670300651
		NRMSE:  0.14544809541986956
		MAPE:  630.8668286306257

	Predictor:  ElasticNet
		Pearson Correlation:  0.6014332341249514
		Spearman Correlation:  0.5349817320581909
		Coefficient of Determination:  0.3498787016637581
		RMSE:  0.36292640431241424
		NRMSE:  0.08722095753723005
		MAPE:  634.7371003293592
		Pearson Correlation:  0.5039650102933881
		Spearman Correlation:  0.4494794199428921
		Coefficient of Determination:  0.24372245423589356
		RMSE:  0.3743360365710906
		NRMSE:  0.1395896008006483
		MAPE:  466.28787804685305

	Predictor:  RandomForests
		Pearson Correlation:  0.6391457427867844
		Spearman Correlation:  0.5738541184231455
		Coefficient of Determination:  0.35795781438014296
		RMSE:  0.36066429582771786
		NRMSE:  0.086677312143167
		MAPE:  586.8426148813124
		Pearson Correlation:  0.4804190782263101
		Spearman Correlation:  0.3898437383115112
		Coefficient of Determination:  0.21338759158484022
		RMSE:  0.38176967754786406
		NRMSE:  0.14236159941971818
		MAPE:  385.7156469900238

Protein:  CTNNB1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'AKT1', 'APC2', 'APC', 'AR', 'AXIN1', 'AXIN2', 'BCL9', 'BTRC', 'CASP3', 'CBY1', 'CCND1', 'CDC73', 'CDH11', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDH5', 'CDH8', 'CHD8', 'CREBBP', 'CSNK1A1', 'CSNK1E', 'CTBP1', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNBIP1', 'CTNND1', 'DVL1', 'DVL2', 'DVL3', 'EGFR', 'EGF', 'EP300', 'ERBB2', 'AMER1', 'FBXW11', 'FER', 'FGFR1', 'FOXO1', 'FOXO3', 'FYN', 'FZD1', 'FZD2', 'FZD5', 'GSK3A', 'GSK3B', 'HNF4A', 'IGF1R', 'IQGAP1', 'JUN', 'JUP', 'KDR', 'KLF4', 'LEF1', 'LRP5', 'LRP6', 'MAPK9', 'MEN1', 'MET', 'MMP7', 'MYC', 'NLK', 'NOTCH1', 'PIK3CA', 'PIK3R1', 'PITX2', 'PSEN1', 'PTPN11', 'PTPN1', 'PYGO2', 'RUVBL1', 'SKP1', 'SMAD4', 'SMAD7', 'SMARCA4', 'SOX17', 'SOX2', 'SOX6', 'SOX9', 'SRC', 'TBL1X', 'TCF4', 'TCF7L1', 'TCF7L2', 'TCF7', 'TERT', 'TGFBR1', 'TGFBR2', 'TJP1', 'TLE1', 'VCL', 'VEGFA', 'WNT1', 'WNT3A', 'WNT8A', 'WNT8B', 'YWHAZ', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.43619721536848943
		RMSE:  0.9218173342266688
		NRMSE:  0.18131733560713392
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5414936126562622
		RMSE:  0.7610450185362576
		NRMSE:  0.2487969592128731
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  LinearRegression
		Pearson Correlation:  0.678216946324291
		Spearman Correlation:  0.6536543128781496
		Coefficient of Determination:  0.4599782262814466
		RMSE:  0.56525376770937
		NRMSE:  0.11118288113874311
		MAPE:  365.24048637211973
		Pearson Correlation:  0.42260831812169736
		Spearman Correlation:  0.3748051721343159
		Coefficient of Determination:  -0.04605870049890459
		RMSE:  0.6269277748449364
		NRMSE:  0.20495203336001058
		MAPE:  1174.0121470981167

	Predictor:  ElasticNet
		Pearson Correlation:  0.6605710530065191
		Spearman Correlation:  0.6374630549198438
		Coefficient of Determination:  0.42510268057985134
		RMSE:  0.5832207568922799
		NRMSE:  0.11471690733522423
		MAPE:  277.23208760095156
		Pearson Correlation:  0.4325603467771967
		Spearman Correlation:  0.3952592925098817
		Coefficient of Determination:  0.10593565479891554
		RMSE:  0.5795939863450824
		NRMSE:  0.18947791243423528
		MAPE:  1836.32649102217

	Predictor:  RandomForests
		Pearson Correlation:  0.6661312165524925
		Spearman Correlation:  0.6347797745153959
		Coefficient of Determination:  0.43853256518190087
		RMSE:  0.5763683393428425
		NRMSE:  0.11336906753399735
		MAPE:  242.10542978288473
		Pearson Correlation:  0.43189919620587325
		Spearman Correlation:  0.27905120893201024
		Coefficient of Determination:  0.16249536723411284
		RMSE:  0.5609615467177448
		NRMSE:  0.18338669022123794
		MAPE:  1007.4727106586553

Protein:  CCNE1
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['ABL1', 'BARD1', 'BRCA1', 'CABLES1', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCND3', 'CCNE2', 'CCNH', 'CCT2', 'CCT3', 'CCT4', 'CCT6A', 'CCT7', 'CDC25A', 'CDC6', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK6', 'CDK7', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDT1', 'CKS1B', 'CKS2', 'CUL1', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'EP400', 'FOXM1', 'HDAC1', 'IFNAR1', 'LIN37', 'LIN52', 'LIN54', 'LIN9', 'MNAT1', 'MYC', 'ORC1', 'ORC2', 'ORC3', 'ORC4', 'ORC5', 'ORC6', 'PCNA', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB7', 'PSMC1', 'PSMC2', 'PSMC4', 'PSMC5', 'PSMD10', 'PSMD11', 'PSMD14', 'PSMD1', 'PSMD3', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSME3', 'PTK6', 'RB1', 'RBBP4', 'RBL1', 'RBL2', 'RHOA', 'RPS27A', 'RRN3', 'SKP1', 'SKP2', 'STAT5A', 'STAT5B', 'TCP1', 'TFDP1', 'TP53', 'TP73', 'UBB', 'UBC', 'WEE1', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.3882525061775621
		RMSE:  0.8073510115699897
		NRMSE:  0.1948381908849554
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.2068608862157744
		RMSE:  0.7484097025916991
		NRMSE:  0.3260050104942715
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5224229806426052
		NRMSE:  0.12607644873967835
		MAPE:  105.82433067667067
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010783677474574871
		RMSE:  0.36685077747270034
		NRMSE:  0.1597990928573857
		MAPE:  133.3645349232411

	Predictor:  LinearRegression
		Pearson Correlation:  0.8896622937332074
		Spearman Correlation:  0.7214768507010174
		Coefficient of Determination:  0.7914989968906314
		RMSE:  0.23854831159762596
		NRMSE:  0.05756891464093104
		MAPE:  47.07317346782926
		Pearson Correlation:  0.7341609096695707
		Spearman Correlation:  0.49959974563273857
		Coefficient of Determination:  0.4357314292236446
		RMSE:  0.27409635758558265
		NRMSE:  0.11939554714709354
		MAPE:  101.90055834655185

	Predictor:  ElasticNet
		Pearson Correlation:  0.8669670287825667
		Spearman Correlation:  0.7005797335480877
		Coefficient of Determination:  0.746445913893999
		RMSE:  0.26306167407188547
		NRMSE:  0.06348472960684544
		MAPE:  55.77322671690599
		Pearson Correlation:  0.7391477211804651
		Spearman Correlation:  0.5375353807404082
		Coefficient of Determination:  0.5221353769444224
		RMSE:  0.2522393124247501
		NRMSE:  0.10987468415940677
		MAPE:  69.43378753117081

	Predictor:  RandomForests
		Pearson Correlation:  0.8627114244015965
		Spearman Correlation:  0.7269204277536142
		Coefficient of Determination:  0.7416334567459337
		RMSE:  0.26554639508307426
		NRMSE:  0.06408436785555766
		MAPE:  55.98907083758849
		Pearson Correlation:  0.770885107897393
		Spearman Correlation:  0.6684149573709636
		Coefficient of Determination:  0.5291341557642604
		RMSE:  0.25038535765203646
		NRMSE:  0.1090671070488463
		MAPE:  79.58878990181303

Protein:  CCND1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'ACTL6A', 'AKT1', 'ARID1A', 'ARID2', 'AR', 'ATF2', 'BRD2', 'BTG2', 'CCNA1', 'CCNB1', 'CCNE1', 'CCNH', 'CDC25A', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDK7', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CKS1B', 'CREBBP', 'CTBP1', 'CTNNB1', 'CUL1', 'DNMT3A', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'AGO2', 'EP300', 'ESR1', 'FOS', 'FOXA1', 'FOXM1', 'GADD45A', 'GATA3', 'GLI1', 'GLI3', 'GSK3B', 'H2AFX', 'H2AFZ', 'HDAC1', 'HDAC4', 'HIST1H2BA', 'HIST2H2BE', 'HNF1A', 'IFNAR1', 'JAK2', 'JUN', 'KAT2B', 'LEF1', 'LYN', 'MAML1', 'MYB', 'MYC', 'NOTCH1', 'PBRM1', 'PCNA', 'PRMT5', 'PSMA6', 'PSMC6', 'PSMD10', 'PSMD6', 'PSMD7', 'PSME3', 'PTK6', 'RASSF1', 'RB1', 'RBL1', 'RBL2', 'RBPJ', 'RELA', 'RUNX1', 'RUNX3', 'SKP1', 'SKP2', 'SMAD4', 'SMARCA4', 'SMARCB1', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'SUV39H1', 'TCF7L2', 'TFDP1', 'TP53', 'WDR77', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.44064885869713843
		RMSE:  0.2936537728092399
		NRMSE:  0.17653615611766113
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6507167710215811
		RMSE:  0.2694738938084911
		NRMSE:  0.2553456206196082
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  LinearRegression
		Pearson Correlation:  0.5837974359856966
		Spearman Correlation:  0.5579925334219846
		Coefficient of Determination:  0.3408194462634734
		RMSE:  0.19863634190917473
		NRMSE:  0.11941442444432239
		MAPE:  483.7154896298898
		Pearson Correlation:  0.1508358763897699
		Spearman Correlation:  0.11990922580082046
		Coefficient of Determination:  -0.14554458092158362
		RMSE:  0.22448452790066611
		NRMSE:  0.21271500658624895
		MAPE:  377.5972700804398

	Predictor:  ElasticNet
		Pearson Correlation:  0.4879559808669711
		Spearman Correlation:  0.47380684028985276
		Coefficient of Determination:  0.22635233599326154
		RMSE:  0.21519299225987668
		NRMSE:  0.12936780383780205
		MAPE:  546.0120581442955
		Pearson Correlation:  0.3218329459126174
		Spearman Correlation:  0.24355665282609512
		Coefficient of Determination:  0.09786193068214721
		RMSE:  0.1992126538190685
		NRMSE:  0.1887681140677025
		MAPE:  365.92730992969365

	Predictor:  RandomForests
		Pearson Correlation:  0.5574382931774727
		Spearman Correlation:  0.5115894031152839
		Coefficient of Determination:  0.27287753896835265
		RMSE:  0.20862209166280588
		NRMSE:  0.12541756842096757
		MAPE:  484.02077540170245
		Pearson Correlation:  0.38420245784361057
		Spearman Correlation:  0.3416734414989403
		Coefficient of Determination:  0.13797720234983835
		RMSE:  0.194733106394091
		NRMSE:  0.1845234252736973
		MAPE:  286.8581137015489

Protein:  ERBB2
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ADAM17', 'ADRB2', 'AREG', 'ARHGEF11', 'ARHGEF12', 'BTC', 'CBL', 'CCND1', 'CD44', 'CDC37', 'CDH1', 'CTNNB1', 'CTNND1', 'CUL5', 'DIAPH1', 'DOCK7', 'EGFR', 'EGF', 'ERBB2IP', 'ERBB3', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'FYN', 'GAB1', 'GRB2', 'GRB7', 'HBEGF', 'HGF', 'HRAS', 'HSP90AA1', 'IL6R', 'IL6', 'INS', 'JAK1', 'JAK2', 'KRAS', 'LRPPRC', 'MAP2K1', 'MAPK8', 'MATK', 'MEMO1', 'MUC1', 'MUC4', 'MYC', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'PGAP3', 'PGR', 'PIK3CA', 'PIK3CB', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PLCG1', 'PLCG2', 'PLXNB1', 'PRKACA', 'PTEN', 'PTK2', 'PTK6', 'PTPN11', 'PTPN12', 'PTPN18', 'RHOA', 'RHOB', 'RHOC', 'RND1', 'RNF41', 'ROCK1', 'ROCK2', 'RPS27A', 'SEMA4D', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SOS1', 'SRC', 'STAT1', 'STAT3', 'STUB1', 'TFAP2A', 'TFAP2B', 'TFAP2C', 'TFF1', 'TFF2', 'TFF3', 'TGFA', 'TP53', 'UBA52', 'UBB', 'UBC', 'VEGFA', 'YES1', 'YY1', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08695701084953744
		RMSE:  1.023008454816054
		NRMSE:  0.1742863272085548
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1111491455026472
		RMSE:  1.1242523174677488
		NRMSE:  0.20280184671833265
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865388
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792788993

	Predictor:  LinearRegression
		Pearson Correlation:  0.8532021254618395
		Spearman Correlation:  0.7207290624252993
		Coefficient of Determination:  0.7279538668926004
		RMSE:  0.5117929717195496
		NRMSE:  0.08719235594997182
		MAPE:  537.2718365645653
		Pearson Correlation:  0.7806645939488788
		Spearman Correlation:  0.5663918083668892
		Coefficient of Determination:  0.5880639226090224
		RMSE:  0.6845300655682582
		NRMSE:  0.12348114322250131
		MAPE:  271.3092144266995

	Predictor:  ElasticNet
		Pearson Correlation:  0.8376290765496645
		Spearman Correlation:  0.70568644062964
		Coefficient of Determination:  0.6977603861614332
		RMSE:  0.5394469374107171
		NRMSE:  0.09190366414139005
		MAPE:  593.3409562363217
		Pearson Correlation:  0.824938239124741
		Spearman Correlation:  0.6260559683491798
		Coefficient of Determination:  0.6779327422489069
		RMSE:  0.6052724419004091
		NRMSE:  0.10918400351764361
		MAPE:  203.3752913728555

	Predictor:  RandomForests
		Pearson Correlation:  0.8323152680716361
		Spearman Correlation:  0.6466808582088528
		Coefficient of Determination:  0.687121723576946
		RMSE:  0.5488589421578967
		NRMSE:  0.0935071540552152
		MAPE:  530.1809820817119
		Pearson Correlation:  0.8689888493238265
		Spearman Correlation:  0.707782313058422
		Coefficient of Determination:  0.7501293991063542
		RMSE:  0.5331325437528497
		NRMSE:  0.09617081747471855
		MAPE:  199.28302683331736

Protein:  ERBB3
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['AKT1', 'AKT2', 'ANGPT1', 'ANGPT2', 'AREG', 'AR', 'BDNF', 'BMP4', 'BTC', 'CBLB', 'CBL', 'CCND1', 'CDH1', 'CSF1', 'CSK', 'CTNNB1', 'DCN', 'DOCK7', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EGFR', 'EGF', 'ERBB2', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'FGF10', 'FGF19', 'FGF1', 'FGF2', 'FGF3', 'FGF4', 'FGF7', 'FGF9', 'FIGF', 'FLNA', 'FOXO3', 'GAB1', 'GRB2', 'GRB7', 'HBEGF', 'HGF', 'HRAS', 'HSP90AA1', 'IGF1', 'IGF2', 'INS', 'IRS1', 'ITGA6', 'ITGB4', 'JAK1', 'JAK2', 'KITLG', 'KRAS', 'LAMA1', 'LAMB1', 'LAMC2', 'MAP2K1', 'MAPK8', 'MET', 'MUC4', 'NGF', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NTF3', 'PA2G4', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PGF', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PLCG1', 'PLCG2', 'PRKACA', 'PTEN', 'PTPN11', 'RNF41', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SOS1', 'SOX10', 'SRC', 'TGFA', 'VEGFA', 'VEGFB', 'VEGFC', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19951943522205973
		RMSE:  0.4939516163098853
		NRMSE:  0.17910620018705933
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27774471248359456
		RMSE:  0.5592204608326292
		NRMSE:  0.15547938022732444
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  LinearRegression
		Pearson Correlation:  0.6178646400878779
		Spearman Correlation:  0.6168648283503396
		Coefficient of Determination:  0.38175671347092277
		RMSE:  0.35461775078286684
		NRMSE:  0.1285839255595321
		MAPE:  204.31054957740713
		Pearson Correlation:  0.19404237142989172
		Spearman Correlation:  0.26638985523510267
		Coefficient of Determination:  -0.23446970188389993
		RMSE:  0.5496689746744833
		NRMSE:  0.15282379222200132
		MAPE:  217.11290064204198

	Predictor:  ElasticNet
		Pearson Correlation:  0.5719273947093861
		Spearman Correlation:  0.5701831352564208
		Coefficient of Determination:  0.3168339310195035
		RMSE:  0.3727725378153202
		NRMSE:  0.13516682723091378
		MAPE:  206.425705874886
		Pearson Correlation:  0.32066777277296654
		Spearman Correlation:  0.34993703163381096
		Coefficient of Determination:  0.07174163667838629
		RMSE:  0.47664543963974937
		NRMSE:  0.13252114815868474
		MAPE:  160.53112315985294

	Predictor:  RandomForests
		Pearson Correlation:  0.5564295279937248
		Spearman Correlation:  0.5963535880548776
		Coefficient of Determination:  0.29654198166972134
		RMSE:  0.37826822234510654
		NRMSE:  0.13715955514404468
		MAPE:  233.76510051435812
		Pearson Correlation:  0.37862951438118275
		Spearman Correlation:  0.3657286642704281
		Coefficient of Determination:  0.11713651262517022
		RMSE:  0.4648445942592307
		NRMSE:  0.1292401735620298
		MAPE:  159.01422162833032


Fold:  4

Protein:  RB1
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['AATF', 'ABL1', 'AKT1', 'AR', 'ASF1A', 'ATF2', 'BGLAP', 'CASP3', 'CBX4', 'CCNA1', 'CCNA2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CEBPA', 'COL1A1', 'CREBBP', 'CTBP1', 'DNMT1', 'DUT', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'ELF1', 'EP300', 'FOXM1', 'FZR1', 'GNB2L1', 'H1F0', 'H2AFV', 'H2AFX', 'H2AFZ', 'HDAC1', 'HDAC2', 'HDAC3', 'HIST1H2BA', 'HIST2H2AC', 'HIST2H2BE', 'HMGA1', 'HMGA2', 'HSP90AA1', 'ID2', 'JUN', 'MAPK14', 'MAPK1', 'MAPK3', 'MDM2', 'MEF2C', 'NCAPD3', 'NCAPG2', 'NCAPH2', 'NFYC', 'PCNA', 'PML', 'POLA1', 'POLA2', 'PPARA', 'PPARG', 'PPP1CA', 'PPP1CB', 'PPP1CC', 'PPP2CA', 'PPP2CB', 'PRIM1', 'PRIM2', 'RAF1', 'RBBP4', 'RUNX2', 'SIRT1', 'SKP2', 'SMARCA2', 'SMC2', 'SMC4', 'SP100', 'SP1', 'SP3', 'SPI1', 'SUV39H1', 'TAF1', 'TBP', 'TERT', 'TFDP1', 'TP53BP1', 'TP53', 'TP73', 'YAP1', 'ZNF521', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0017653619110491459
		RMSE:  0.25173274438657
		NRMSE:  0.09206141909982812
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11040193949010524
		RMSE:  0.1737457828578019
		NRMSE:  0.1664678101960314
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  LinearRegression
		Pearson Correlation:  0.4875747745701666
		Spearman Correlation:  0.4555438598018932
		Coefficient of Determination:  0.2377291607971488
		RMSE:  0.21958939291793453
		NRMSE:  0.08030624375290174
		MAPE:  345.9987622234785
		Pearson Correlation:  0.12296914457550182
		Spearman Correlation:  0.16345590344019253
		Coefficient of Determination:  -0.5830427283840969
		RMSE:  0.20745336561686373
		NRMSE:  0.19876342852188683
		MAPE:  365.30431589863207

	Predictor:  ElasticNet
		Pearson Correlation:  0.37217326513424026
		Spearman Correlation:  0.3637769618449443
		Coefficient of Determination:  0.1184369752014588
		RMSE:  0.2361475195562764
		NRMSE:  0.08636173184474707
		MAPE:  228.36441231157195
		Pearson Correlation:  0.16640819358008152
		Spearman Correlation:  0.21199516203443933
		Coefficient of Determination:  -0.08376409374829819
		RMSE:  0.1716491058827611
		NRMSE:  0.1644589601452124
		MAPE:  131.43017715181995

	Predictor:  RandomForests
		Pearson Correlation:  0.5295541412776307
		Spearman Correlation:  0.3951745569721164
		Coefficient of Determination:  0.16828902434987514
		RMSE:  0.22937333090508497
		NRMSE:  0.08388433693135056
		MAPE:  170.33048573313587
		Pearson Correlation:  0.10988100774688508
		Spearman Correlation:  0.22686816543847185
		Coefficient of Determination:  -0.09267721288551667
		RMSE:  0.17235350095759733
		NRMSE:  0.16513384907599485
		MAPE:  105.74982355234191

Protein:  CDH1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ACTA1', 'ACTN1', 'ADAM10', 'ADAM15', 'CA2', 'CASP3', 'CBLL1', 'CDC42', 'CDH17', 'CDH3', 'CDH5', 'CTBP1', 'CTNNA1', 'CTNNB1', 'CTNND1', 'CTTN', 'DLG1', 'EFNA1', 'EGFR', 'EGF', 'ENAH', 'EPCAM', 'EPHA2', 'EXOC3', 'EXOC4', 'FER', 'FLOT1', 'FLOT2', 'FMN1', 'FYN', 'GDNF', 'GNA12', 'GNA13', 'HGF', 'HGS', 'IGF1R', 'IGF1', 'IGF2', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'ITGA6', 'ITGAE', 'ITGB4', 'ITGB7', 'AJUBA', 'JUP', 'KIFC3', 'KLK7', 'KLRG1', 'LAMB1', 'LAMC2', 'LIMA1', 'MAPK1', 'MAPK3', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MLLT4', 'MMP3', 'MMP7', 'MMP9', 'MYO6', 'NCSTN', 'NUMB', 'PARD6A', 'PIK3CA', 'PIK3R1', 'PIP5K1C', 'PLEKHA7', 'PLG', 'PRKCI', 'PRKCZ', 'PSEN1', 'PVRL1', 'PVRL2', 'RAB5A', 'RAB7A', 'RAC1', 'RAP1A', 'RET', 'RHOA', 'SKIL', 'SMAD3', 'SMAD4', 'SNAI1', 'SNAI2', 'SNAI3', 'SRC', 'STX4', 'TJP1', 'TWIST1', 'VASP', 'VCL', 'YES1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZYX', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1648542010437435
		RMSE:  1.2077311247232185
		NRMSE:  0.19230774891296748
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01787767410405383
		RMSE:  1.1768276141426715
		NRMSE:  0.21349508619837296
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.119011303751291
		NRMSE:  0.17818083878718685
		MAPE:  552.7314487209006
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06543533401046742
		RMSE:  1.204005869039757
		NRMSE:  0.21842565020132743
		MAPE:  371.74257556440244

	Predictor:  LinearRegression
		Pearson Correlation:  0.7438080568294363
		Spearman Correlation:  0.7079022704896073
		Coefficient of Determination:  0.5532504254043817
		RMSE:  0.7479396338686939
		NRMSE:  0.11909487498307281
		MAPE:  503.45723472534047
		Pearson Correlation:  0.3693417982501306
		Spearman Correlation:  0.41259616703450164
		Coefficient of Determination:  -0.39858373465584673
		RMSE:  1.3794605745587731
		NRMSE:  0.2502559004678301
		MAPE:  468.26453366082023

	Predictor:  ElasticNet
		Pearson Correlation:  0.7181720808437488
		Spearman Correlation:  0.7088662293775968
		Coefficient of Determination:  0.5042401875580469
		RMSE:  0.7878982448265585
		NRMSE:  0.12545750849121975
		MAPE:  560.6860832896252
		Pearson Correlation:  0.5770015896255763
		Spearman Correlation:  0.49654733849549243
		Coefficient of Determination:  0.3275199471362099
		RMSE:  0.9565435763130337
		NRMSE:  0.1735320881522865
		MAPE:  381.7609231857668

	Predictor:  RandomForests
		Pearson Correlation:  0.744403162376981
		Spearman Correlation:  0.7048831848126462
		Coefficient of Determination:  0.5496207955569148
		RMSE:  0.7509718161643397
		NRMSE:  0.1195776911825005
		MAPE:  236.42227241163098
		Pearson Correlation:  0.7645869616479644
		Spearman Correlation:  0.46733260436301827
		Coefficient of Determination:  0.5170582344841836
		RMSE:  0.8106108992805026
		NRMSE:  0.14705759937602092
		MAPE:  192.8409827623321

Protein:  CDH2
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'ADAM10', 'AFP', 'AHSG', 'ALB', 'APLP2', 'APOA1', 'APOB', 'APOE', 'APP', 'AXIN1', 'BDNF', 'BMP4', 'BNIP2', 'CALU', 'CDC42', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH17', 'CDH18', 'CDH1', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDON', 'CREBBP', 'CSF1', 'CST3', 'CTNNA1', 'CTNNA2', 'CTNNB1', 'CTNND1', 'CYR61', 'FAM20C', 'FBN1', 'FER', 'FGFR1', 'FN1', 'FSTL1', 'GAS6', 'GJA1', 'GOLM1', 'GPC3', 'GRIA2', 'HSP90B1', 'IGFBP1', 'IGFBP3', 'IGFBP4', 'IGFBP5', 'IGFBP7', 'IL6', 'ITIH2', 'JUP', 'KIF5B', 'KNG1', 'KTN1', 'LAMB1', 'LAMC1', 'LGALS1', 'LRP5', 'LTBP1', 'MAP2K6', 'MAPK11', 'MAPK14', 'MATN3', 'MEF2A', 'MEF2C', 'MEF2D', 'MET', 'MFGE8', 'MSLN', 'NTRK2', 'P4HB', 'PCSK9', 'PIK3CA', 'PIK3R1', 'PTPN11', 'PTPN1', 'RAC1', 'RHOA', 'ROBO1', 'SCG2', 'SDC2', 'SERPINA1', 'SLIT1', 'SNAI1', 'SNAI2', 'SPAG9', 'SPARCL1', 'SPP1', 'STC2', 'TCF3', 'TIMP1', 'TMEM132A', 'TNC', 'VCAN', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011628294333081435
		RMSE:  0.38156283556505555
		NRMSE:  0.1382574228440668
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.013534078125908788
		RMSE:  0.33551468363995024
		NRMSE:  0.17308132332546644
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  LinearRegression
		Pearson Correlation:  0.4907868590412373
		Spearman Correlation:  0.470001824232073
		Coefficient of Determination:  0.24087174100756326
		RMSE:  0.33053173480115666
		NRMSE:  0.11976655366372806
		MAPE:  1569.6862332879368
		Pearson Correlation:  0.10863191180945136
		Spearman Correlation:  0.07453708899113456
		Coefficient of Determination:  -0.4058581823584775
		RMSE:  0.3951510226904187
		NRMSE:  0.20384580841196126
		MAPE:  390.906963156833

	Predictor:  ElasticNet
		Pearson Correlation:  0.4125841801922376
		Spearman Correlation:  0.4055517379206004
		Coefficient of Determination:  0.15041580193842885
		RMSE:  0.3496703407755409
		NRMSE:  0.12670133371097214
		MAPE:  675.9706314503921
		Pearson Correlation:  0.31868073025734267
		Spearman Correlation:  0.31728824548934526
		Coefficient of Determination:  0.07049444766987112
		RMSE:  0.32130563928491923
		NRMSE:  0.16575133057081795
		MAPE:  164.4833795747278

	Predictor:  RandomForests
		Pearson Correlation:  0.4802801826449157
		Spearman Correlation:  0.42266133554478724
		Coefficient of Determination:  0.15048099135895376
		RMSE:  0.34965692524578784
		NRMSE:  0.12669647265953615
		MAPE:  1040.8719225041978
		Pearson Correlation:  0.23166485594101424
		Spearman Correlation:  0.265023254654048
		Coefficient of Determination:  0.013150583019315598
		RMSE:  0.3310684520706445
		NRMSE:  0.17078765428100598
		MAPE:  171.55854601333823

Protein:  CDH3
Protein Interaction Partners Count:  73
x_train_column_count:  74
x_train columns:  ['AIMP1', 'CLMP', 'BRCA1', 'CCND1', 'CD24', 'CD2AP', 'CD44', 'CDCP1', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH2', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CLDN1', 'CLDN7', 'CTNNA1', 'CTNNA3', 'CTNNB1', 'CTNND1', 'DPYD', 'DSP', 'ECM1', 'EGFR', 'EPCAM', 'ERBB2', 'ESR1', 'ESRP1', 'F11R', 'FN1', 'GALNT6', 'GATA3', 'HOXA9', 'IGF1R', 'ITGA9', 'JUP', 'KIRREL', 'KRT14', 'KRT15', 'KRT17', 'KRT4', 'KRT5', 'KRT8', 'LEF1', 'MKI67', 'NPHS1', 'NPHS2', 'PGR', 'PKP1', 'PKP2', 'PKP3', 'POU5F1', 'S100A4', 'SNAI1', 'SNAI2', 'SYNPO', 'TECR', 'TJP1', 'TP53', 'UMPS', 'VCL', 'ZEB1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006306553616452382
		RMSE:  0.206558346691537
		NRMSE:  0.1472115018398285
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056823148221427866
		RMSE:  0.21361844422784051
		NRMSE:  0.19012980777528213
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  LinearRegression
		Pearson Correlation:  0.5168390583924105
		Spearman Correlation:  0.5403178575375212
		Coefficient of Determination:  0.2671226122799537
		RMSE:  0.1762760293337962
		NRMSE:  0.12562968009877576
		MAPE:  434.55039857005505
		Pearson Correlation:  0.40637234139747164
		Spearman Correlation:  0.40395266773899924
		Coefficient of Determination:  -0.32513630193522625
		RMSE:  0.23920368452191235
		NRMSE:  0.21290179657325267
		MAPE:  926.9153647230173

	Predictor:  ElasticNet
		Pearson Correlation:  0.4502411301921341
		Spearman Correlation:  0.4784511370923908
		Coefficient of Determination:  0.1857680114143465
		RMSE:  0.18580255360695666
		NRMSE:  0.13241911256678354
		MAPE:  354.601296657717
		Pearson Correlation:  0.4883564579220066
		Spearman Correlation:  0.4209204603548673
		Coefficient of Determination:  0.1440457340763096
		RMSE:  0.19224845996101944
		NRMSE:  0.1711095821786669
		MAPE:  304.9277412813807

	Predictor:  RandomForests
		Pearson Correlation:  0.5492470972367409
		Spearman Correlation:  0.5433468367086957
		Coefficient of Determination:  0.2574319733918553
		RMSE:  0.17743762712931946
		NRMSE:  0.12645753604723653
		MAPE:  435.61382629898475
		Pearson Correlation:  0.450451981096876
		Spearman Correlation:  0.3980673075724137
		Coefficient of Determination:  0.12512572123777044
		RMSE:  0.194361576653241
		NRMSE:  0.1729903489446223
		MAPE:  635.6356775073434

Protein:  PTEN
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['AKT1', 'AR', 'BCR', 'CD79A', 'CD79B', 'CDIPT', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'DLG1', 'EGFR', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'FOXO3', 'FOXO4', 'FRK', 'GRB2', 'HRAS', 'INPP4A', 'INPP4B', 'INPP5B', 'INPP5D', 'INPP5J', 'INPP5K', 'INPPL1', 'IPMK', 'IRS1', 'ITGB1', 'ITPKA', 'ITPKB', 'ITPKC', 'MAST2', 'MDM2', 'MDM4', 'MKRN1', 'MTOR', 'MYC', 'NEDD4', 'NOTCH1', 'OCRL', 'OTUD3', 'PARK7', 'PDGFB', 'PDGFRB', 'PI4K2A', 'PI4KA', 'PI4KB', 'PIK3C2A', 'PIK3C2B', 'PIK3C2G', 'PIK3C3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIKFYVE', 'PIP4K2A', 'PIP5K1A', 'PIP5K1B', 'PIP5K1C', 'PML', 'PREX2', 'PSMA6', 'PSMA7', 'PSMB9', 'PSMC6', 'PSMD10', 'PSMD5', 'PSME3', 'PTK2', 'RICTOR', 'RNF146', 'ROCK1', 'ROCK2', 'RPS27A', 'RPS6KB1', 'SACM1L', 'SHC1', 'SLC9A3R1', 'SLC9A3R2', 'SOS1', 'STK11', 'STUB1', 'SYNJ1', 'SYNJ2', 'TNKS2', 'TNKS', 'TNRC6A', 'TNRC6B', 'TP53', 'UBB', 'UBC', 'USP13', 'USP7', 'WWP2', 'XIAP', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04663541191913323
		RMSE:  0.5747314783713694
		NRMSE:  0.11117523181123673
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02346833201832421
		RMSE:  0.7542692946958974
		NRMSE:  0.11793750210239971
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  LinearRegression
		Pearson Correlation:  0.5770441596771162
		Spearman Correlation:  0.5568087081035928
		Coefficient of Determination:  0.33297996221746906
		RMSE:  0.458814053996104
		NRMSE:  0.08875233170769575
		MAPE:  471.7931463715707
		Pearson Correlation:  0.2693801823144759
		Spearman Correlation:  0.3216773276474769
		Coefficient of Determination:  0.02512513002953598
		RMSE:  0.7361454998995667
		NRMSE:  0.11510366662490293
		MAPE:  735.2465334721534

	Predictor:  ElasticNet
		Pearson Correlation:  0.535493166135449
		Spearman Correlation:  0.5212301561079363
		Coefficient of Determination:  0.27468401147794375
		RMSE:  0.4784437630366053
		NRMSE:  0.09254947443450273
		MAPE:  311.1963272781079
		Pearson Correlation:  0.3811692135381625
		Spearman Correlation:  0.4217932891931321
		Coefficient of Determination:  0.1389694684554622
		RMSE:  0.6918285807954846
		NRMSE:  0.10817427578695717
		MAPE:  423.53238174077165

	Predictor:  RandomForests
		Pearson Correlation:  0.5482440039800978
		Spearman Correlation:  0.5008355919250681
		Coefficient of Determination:  0.2587059902201798
		RMSE:  0.48368488651714353
		NRMSE:  0.09356330983386404
		MAPE:  188.87375994782946
		Pearson Correlation:  0.5167831029968877
		Spearman Correlation:  0.4806436046832455
		Coefficient of Determination:  0.2239414646934551
		RMSE:  0.656805020411679
		NRMSE:  0.10269799396633242
		MAPE:  309.59387554589847

Protein:  BRCA2
Protein Interaction Partners Count:  100
x_train_column_count:  99
x_train columns:  ['ATM', 'ATRIP', 'ATR', 'BARD1', 'BLM', 'BRCA1', 'BRIP1', 'SLX4', 'RHNO1', 'RMI2', 'CDK2', 'CDK4', 'CHEK1', 'CHEK2', 'DMC1', 'DNA2', 'EME1', 'EME2', 'EXO1', 'FANCD2', 'FANCE', 'FANCG', 'FANCI', 'GEN1', 'H2AFX', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2BE', 'HIST3H3', 'HUS1', 'KAT5', 'SPIDR', 'MLH1', 'MLH3', 'MND1', 'MRE11A', 'MSH4', 'MSH5', 'MUS81', 'NBN', 'PALB2', 'PARP1', 'PCNA', 'POLD1', 'POLD2', 'POLD3', 'POLD4', 'POLE2', 'POLE3', 'POLE4', 'POLE', 'POLH', 'POLK', 'PSMC3IP', 'RAD17', 'RAD1', 'RAD50', 'RAD51AP1', 'RAD51C', 'RAD51B', 'RAD51D', 'RAD51', 'RAD9A', 'RAD9B', 'RBBP8', 'RFC1', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RMI1', 'RPA1', 'RPA2', 'RPA3', 'RPS27A', 'RTEL1', 'SHFM1', 'SPO11', 'SYCP3', 'TEX15', 'TOP3A', 'TOPBP1', 'TP53', 'UBA52', 'UBB', 'UBC', 'WRN', 'XRCC2', 'XRCC3', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015699866052385492
		RMSE:  0.1919477679021074
		NRMSE:  0.12365776640496533
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0014129332580739007
		RMSE:  0.2082543553514594
		NRMSE:  0.20232423210836328
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  LinearRegression
		Pearson Correlation:  0.5065671260114402
		Spearman Correlation:  0.4457829338421237
		Coefficient of Determination:  0.25661025315549035
		RMSE:  0.16536770479884885
		NRMSE:  0.10653419539304163
		MAPE:  254.77606086264052
		Pearson Correlation:  0.20434036568165448
		Spearman Correlation:  0.14894699435155054
		Coefficient of Determination:  -0.07765372281538152
		RMSE:  0.21603648952015017
		NRMSE:  0.20988476699939784
		MAPE:  260.7488924021365

	Predictor:  ElasticNet
		Pearson Correlation:  0.36567945239786565
		Spearman Correlation:  0.35982817965146613
		Coefficient of Determination:  0.11124640960002397
		RMSE:  0.18081443531010968
		NRMSE:  0.11648538270904152
		MAPE:  159.97913768764946
		Pearson Correlation:  0.34840555157831643
		Spearman Correlation:  0.3414581229192385
		Coefficient of Determination:  0.09829743672600433
		RMSE:  0.1976146542984766
		NRMSE:  0.19198750065429912
		MAPE:  178.84927401814775

	Predictor:  RandomForests
		Pearson Correlation:  0.5318566934237081
		Spearman Correlation:  0.42883181297300554
		Coefficient of Determination:  0.15830770147358475
		RMSE:  0.17596208201913474
		NRMSE:  0.11335936995917845
		MAPE:  148.01594316382852
		Pearson Correlation:  0.2035809587675015
		Spearman Correlation:  0.2005236973029589
		Coefficient of Determination:  0.033858378891521435
		RMSE:  0.20455395963448292
		NRMSE:  0.19872920658934912
		MAPE:  248.0845807777245

Protein:  CDKN2A
Protein Interaction Partners Count:  100
x_train_column_count:  100
x_train columns:  ['ABL1', 'AKT1', 'ARF1', 'BMI1', 'BRCA1', 'CBX7', 'CCND1', 'CCND2', 'CCND3', 'CCNL1', 'CDC45', 'CDC6', 'CDC7', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2AIP', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CEBPB', 'CTCF', 'DAXX', 'E2F1', 'E2F2', 'E2F3', 'EGFR', 'EGR1', 'AGO1', 'AGO3', 'AGO4', 'ERBB2', 'EZH2', 'FOXM1', 'GMNN', 'HDAC1', 'HIF1A', 'HRAS', 'HUWE1', 'IL6', 'KRAS', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAX', 'MCM10', 'MCM2', 'MCM5', 'MDM2', 'MDM4', 'MGMT', 'MLH1', 'MOV10', 'MRAS', 'MTAP', 'MYCN', 'MYC', 'NPM1', 'NRAS', 'ORC5', 'PIK3CA', 'PIK3R1', 'PTEN', 'RASSF1', 'RB1', 'RPS27A', 'RRAS2', 'RRAS', 'RUNX3', 'SMAD3', 'SMAD4', 'SMARCA4', 'SUMO1', 'SUMO2', 'SUMO3', 'TBX2', 'TERT', 'TFDP1', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TP53', 'TP63', 'TRIP12', 'TWIST1', 'UBA52', 'UBB', 'UBC', 'UBE2I', 'USP7', 'VEGFA', 'WRN', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06343046233027927
		RMSE:  0.6950010485750925
		NRMSE:  0.15711564339891315
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10006794882547432
		RMSE:  0.6614783461565592
		NRMSE:  0.1993004959796804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6739550183850767
		NRMSE:  0.1523578655781794
		MAPE:  281.71125082022354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0022276354551518107
		RMSE:  0.6313774446715202
		NRMSE:  0.19023122768048215
		MAPE:  197.14658329930893

	Predictor:  LinearRegression
		Pearson Correlation:  0.7248491057409845
		Spearman Correlation:  0.6509232503493716
		Coefficient of Determination:  0.5254062260935048
		RMSE:  0.4642927795033928
		NRMSE:  0.10496050175277331
		MAPE:  296.7193895284209
		Pearson Correlation:  0.5469339731300369
		Spearman Correlation:  0.4337934388209329
		Coefficient of Determination:  0.1655929915593768
		RMSE:  0.5760959840606505
		NRMSE:  0.1735751684424979
		MAPE:  239.93088455589339

	Predictor:  ElasticNet
		Pearson Correlation:  0.6962454818246758
		Spearman Correlation:  0.6306041309403587
		Coefficient of Determination:  0.475503586109977
		RMSE:  0.4880925435034973
		NRMSE:  0.11034080332395099
		MAPE:  226.1993091945512
		Pearson Correlation:  0.5835592308452598
		Spearman Correlation:  0.43870123068866196
		Coefficient of Determination:  0.3347924888500442
		RMSE:  0.5143804432851115
		NRMSE:  0.15498054934772867
		MAPE:  177.07363813304352

	Predictor:  RandomForests
		Pearson Correlation:  0.6785030748887375
		Spearman Correlation:  0.6100101397347005
		Coefficient of Determination:  0.4526660084016304
		RMSE:  0.49860556531137956
		NRMSE:  0.11271743309853724
		MAPE:  194.65443341141966
		Pearson Correlation:  0.6044111873448079
		Spearman Correlation:  0.4954905640476105
		Coefficient of Determination:  0.34997621094047127
		RMSE:  0.508476049802592
		NRMSE:  0.15320158174226936
		MAPE:  144.40960714327383

Protein:  TP53
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['AKT1', 'APAF1', 'ATM', 'ATR', 'AURKA', 'AURKB', 'BANP', 'BARD1', 'BAX', 'BBC3', 'BCL2L1', 'BCL2', 'BCL6', 'BRCA1', 'CASP8', 'CCNA2', 'CCNE1', 'CCNG1', 'CDC25C', 'CDK2', 'CDK5', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CHEK1', 'CHEK2', 'COPS5', 'CREBBP', 'DDB2', 'DDX5', 'DYRK2', 'E2F4', 'EGR1', 'EHMT2', 'EP300', 'EZH2', 'FZR1', 'GADD45A', 'GLS2', 'GSK3B', 'HDAC1', 'HDAC2', 'HIF1A', 'HIPK2', 'HSP90AA1', 'HSPA1A', 'IGFBP3', 'JUN', 'KAT2B', 'KAT5', 'KDM1A', 'MAPK14', 'MAPK1', 'MAPK8', 'MAPK9', 'MAPKAPK5', 'MCL1', 'MDM2', 'MDM4', 'MSH2', 'NGFR', 'NPM1', 'PLK3', 'PMAIP1', 'PPP1R13B', 'PPP1R13L', 'PRKDC', 'PRMT5', 'PTEN', 'RB1', 'RCHY1', 'DROSHA', 'RPA1', 'RRM2B', 'SETD7', 'SETD8', 'SFN', 'SIRT1', 'SMYD2', 'SNAI1', 'SNAI2', 'SP1', 'STAT3', 'STK11', 'SUMO1', 'SUMO2', 'TBP', 'TNFRSF10A', 'TNFRSF10B', 'TP53BP1', 'TP53BP2', 'TP53INP1', 'TP53RK', 'TXN', 'UBE2I', 'USP7', 'WRN', 'XRCC6', 'YY1', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04782361373877353
		RMSE:  0.460756629216985
		NRMSE:  0.11073218678610552
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07696826201632412
		RMSE:  0.4481222561682025
		NRMSE:  0.1422068596624151
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4501191620264231
		NRMSE:  0.10817571786263473
		MAPE:  418.8529054417374
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002447694094247499
		RMSE:  0.4323405014905614
		NRMSE:  0.13719868668778923
		MAPE:  185.65040333639752

	Predictor:  LinearRegression
		Pearson Correlation:  0.6660144260795982
		Spearman Correlation:  0.6194033969783946
		Coefficient of Determination:  0.4435752157461361
		RMSE:  0.33576137500726577
		NRMSE:  0.08069247176334193
		MAPE:  1142.6240602171354
		Pearson Correlation:  0.4607924738998885
		Spearman Correlation:  0.3757179017194728
		Coefficient of Determination:  0.11269311630957779
		RMSE:  0.4067541445245492
		NRMSE:  0.1290791268483591
		MAPE:  376.2111229265096

	Predictor:  ElasticNet
		Pearson Correlation:  0.6149573525221109
		Spearman Correlation:  0.5675076300730443
		Coefficient of Determination:  0.362044398274485
		RMSE:  0.3595197303099879
		NRMSE:  0.08640224232395768
		MAPE:  802.6991364601205
		Pearson Correlation:  0.5069740314312162
		Spearman Correlation:  0.38376288981159373
		Coefficient of Determination:  0.25636076216698367
		RMSE:  0.3723713076923658
		NRMSE:  0.11816809713517575
		MAPE:  256.90488455235965

	Predictor:  RandomForests
		Pearson Correlation:  0.6260084256272452
		Spearman Correlation:  0.5648387396756926
		Coefficient of Determination:  0.3376507206713698
		RMSE:  0.3663287767337246
		NRMSE:  0.08803863896508643
		MAPE:  712.8688351753389
		Pearson Correlation:  0.5540588047355898
		Spearman Correlation:  0.4174417227336003
		Coefficient of Determination:  0.26895005842180686
		RMSE:  0.3692058593772897
		NRMSE:  0.11716357558304445
		MAPE:  215.8827991337366

Protein:  CTNNB1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'AKT1', 'APC2', 'APC', 'AR', 'AXIN1', 'AXIN2', 'BCL9', 'BTRC', 'CASP3', 'CBY1', 'CCND1', 'CDC73', 'CDH11', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDH5', 'CDH8', 'CHD8', 'CREBBP', 'CSNK1A1', 'CSNK1E', 'CTBP1', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNBIP1', 'CTNND1', 'DVL1', 'DVL2', 'DVL3', 'EGFR', 'EGF', 'EP300', 'ERBB2', 'AMER1', 'FBXW11', 'FER', 'FGFR1', 'FOXO1', 'FOXO3', 'FYN', 'FZD1', 'FZD2', 'FZD5', 'GSK3A', 'GSK3B', 'HNF4A', 'IGF1R', 'IQGAP1', 'JUN', 'JUP', 'KDR', 'KLF4', 'LEF1', 'LRP5', 'LRP6', 'MAPK9', 'MEN1', 'MET', 'MMP7', 'MYC', 'NLK', 'NOTCH1', 'PIK3CA', 'PIK3R1', 'PITX2', 'PSEN1', 'PTPN11', 'PTPN1', 'PYGO2', 'RUVBL1', 'SKP1', 'SMAD4', 'SMAD7', 'SMARCA4', 'SOX17', 'SOX2', 'SOX6', 'SOX9', 'SRC', 'TBL1X', 'TCF4', 'TCF7L1', 'TCF7L2', 'TCF7', 'TERT', 'TGFBR1', 'TGFBR2', 'TJP1', 'TLE1', 'VCL', 'VEGFA', 'WNT1', 'WNT3A', 'WNT8A', 'WNT8B', 'YWHAZ', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6170193939500923
		RMSE:  0.9046651382507068
		NRMSE:  0.21849703851094263
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09478783275970826
		RMSE:  0.8396248247596424
		NRMSE:  0.17652527641906535
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  LinearRegression
		Pearson Correlation:  0.6765721484765087
		Spearman Correlation:  0.6544306788468376
		Coefficient of Determination:  0.457749872094119
		RMSE:  0.5238778929236753
		NRMSE:  0.12652832888698562
		MAPE:  384.9961841054941
		Pearson Correlation:  0.2680839469649285
		Spearman Correlation:  0.35945834736093973
		Coefficient of Determination:  -0.29980315707023575
		RMSE:  0.914869361099578
		NRMSE:  0.1923449165544483
		MAPE:  812.4894971280623

	Predictor:  ElasticNet
		Pearson Correlation:  0.6546504798402604
		Spearman Correlation:  0.629444268113364
		Coefficient of Determination:  0.4154759919090899
		RMSE:  0.5439154777078562
		NRMSE:  0.1313678576243494
		MAPE:  565.854241854572
		Pearson Correlation:  0.4384622816865591
		Spearman Correlation:  0.4305664659160339
		Coefficient of Determination:  0.15015079974419132
		RMSE:  0.739760647309287
		NRMSE:  0.1555295280693985
		MAPE:  391.4144668211554

	Predictor:  RandomForests
		Pearson Correlation:  0.6298361851047681
		Spearman Correlation:  0.6034829557413277
		Coefficient of Determination:  0.38525123555487584
		RMSE:  0.5578007229258137
		NRMSE:  0.13472145757072113
		MAPE:  462.6803024204656
		Pearson Correlation:  0.6869391646082794
		Spearman Correlation:  0.46173892442549164
		Coefficient of Determination:  0.31216754394539836
		RMSE:  0.6655207824715764
		NRMSE:  0.13992111312580446
		MAPE:  582.5516266649797

Protein:  CCNE1
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['ABL1', 'BARD1', 'BRCA1', 'CABLES1', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCND3', 'CCNE2', 'CCNH', 'CCT2', 'CCT3', 'CCT4', 'CCT6A', 'CCT7', 'CDC25A', 'CDC6', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK6', 'CDK7', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDT1', 'CKS1B', 'CKS2', 'CUL1', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'EP400', 'FOXM1', 'HDAC1', 'IFNAR1', 'LIN37', 'LIN52', 'LIN54', 'LIN9', 'MNAT1', 'MYC', 'ORC1', 'ORC2', 'ORC3', 'ORC4', 'ORC5', 'ORC6', 'PCNA', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB7', 'PSMC1', 'PSMC2', 'PSMC4', 'PSMC5', 'PSMD10', 'PSMD11', 'PSMD14', 'PSMD1', 'PSMD3', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSME3', 'PTK6', 'RB1', 'RBBP4', 'RBL1', 'RBL2', 'RHOA', 'RPS27A', 'RRN3', 'SKP1', 'SKP2', 'STAT5A', 'STAT5B', 'TCP1', 'TFDP1', 'TP53', 'TP73', 'UBB', 'UBC', 'WEE1', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4688329016852353
		RMSE:  0.7931748470731899
		NRMSE:  0.19141705409976348
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.186170633384966
		RMSE:  0.8069776954058596
		NRMSE:  0.32929800677624244
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5048043460690237
		NRMSE:  0.12182453992060809
		MAPE:  103.07374645056161
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01570191691728584
		RMSE:  0.4556277343037054
		NRMSE:  0.18592497115143453
		MAPE:  142.6844229696492

	Predictor:  LinearRegression
		Pearson Correlation:  0.8820824089641275
		Spearman Correlation:  0.6787743596799631
		Coefficient of Determination:  0.7780693762039579
		RMSE:  0.2378108702609133
		NRMSE:  0.05739094776670929
		MAPE:  51.625127606464105
		Pearson Correlation:  0.7769371602643158
		Spearman Correlation:  0.636549084153169
		Coefficient of Determination:  0.5976084252785823
		RMSE:  0.28678171353158216
		NRMSE:  0.1170251014166254
		MAPE:  61.53940674464793

	Predictor:  ElasticNet
		Pearson Correlation:  0.8572500336947023
		Spearman Correlation:  0.6684361337164868
		Coefficient of Determination:  0.7295764310353419
		RMSE:  0.26250969981795186
		NRMSE:  0.06335152154305376
		MAPE:  53.436543529576895
		Pearson Correlation:  0.7997098269351021
		Spearman Correlation:  0.6817765807553712
		Coefficient of Determination:  0.625115833091902
		RMSE:  0.2768060418089218
		NRMSE:  0.11295439558023417
		MAPE:  68.32722873491994

	Predictor:  RandomForests
		Pearson Correlation:  0.8565870302724811
		Spearman Correlation:  0.7165380852645807
		Coefficient of Determination:  0.7296686800316297
		RMSE:  0.26246492132105786
		NRMSE:  0.06334071513889951
		MAPE:  55.385584777179474
		Pearson Correlation:  0.8423483880610949
		Spearman Correlation:  0.7087570314332251
		Coefficient of Determination:  0.7005549918089391
		RMSE:  0.24739194483907934
		NRMSE:  0.10095158117974348
		MAPE:  74.36074031684599

Protein:  CCND1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'ACTL6A', 'AKT1', 'ARID1A', 'ARID2', 'AR', 'ATF2', 'BRD2', 'BTG2', 'CCNA1', 'CCNB1', 'CCNE1', 'CCNH', 'CDC25A', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDK7', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CKS1B', 'CREBBP', 'CTBP1', 'CTNNB1', 'CUL1', 'DNMT3A', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'AGO2', 'EP300', 'ESR1', 'FOS', 'FOXA1', 'FOXM1', 'GADD45A', 'GATA3', 'GLI1', 'GLI3', 'GSK3B', 'H2AFX', 'H2AFZ', 'HDAC1', 'HDAC4', 'HIST1H2BA', 'HIST2H2BE', 'HNF1A', 'IFNAR1', 'JAK2', 'JUN', 'KAT2B', 'LEF1', 'LYN', 'MAML1', 'MYB', 'MYC', 'NOTCH1', 'PBRM1', 'PCNA', 'PRMT5', 'PSMA6', 'PSMC6', 'PSMD10', 'PSMD6', 'PSMD7', 'PSME3', 'PTK6', 'RASSF1', 'RB1', 'RBL1', 'RBL2', 'RBPJ', 'RELA', 'RUNX1', 'RUNX3', 'SKP1', 'SKP2', 'SMAD4', 'SMARCA4', 'SMARCB1', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'SUV39H1', 'TCF7L2', 'TFDP1', 'TP53', 'WDR77', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47371951525638445
		RMSE:  0.2917253166285864
		NRMSE:  0.18637975276867558
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47112550847095647
		RMSE:  0.27775626016480953
		NRMSE:  0.17517423067911803
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  LinearRegression
		Pearson Correlation:  0.5745038038175605
		Spearman Correlation:  0.5396778432288746
		Coefficient of Determination:  0.3300546206008458
		RMSE:  0.19669186609389477
		NRMSE:  0.12566403834214665
		MAPE:  572.9394168021341
		Pearson Correlation:  0.3227035671474683
		Spearman Correlation:  0.316440354617888
		Coefficient of Determination:  -0.0014348772032466428
		RMSE:  0.22916608703403737
		NRMSE:  0.14452957053105284
		MAPE:  518.1410701654149

	Predictor:  ElasticNet
		Pearson Correlation:  0.4679762640719183
		Spearman Correlation:  0.45565698568306434
		Coefficient of Determination:  0.20497597242660515
		RMSE:  0.21426776015810156
		NRMSE:  0.13689306305701535
		MAPE:  509.7685135702779
		Pearson Correlation:  0.4889007088738842
		Spearman Correlation:  0.39087021035175007
		Coefficient of Determination:  0.1983569809352963
		RMSE:  0.20503570719123757
		NRMSE:  0.1293111170479551
		MAPE:  470.1066521497687

	Predictor:  RandomForests
		Pearson Correlation:  0.5449419150508589
		Spearman Correlation:  0.5060722495807217
		Coefficient of Determination:  0.2553511196797267
		RMSE:  0.20736835045187313
		NRMSE:  0.13248511420239525
		MAPE:  471.55277629370164
		Pearson Correlation:  0.4789593490371943
		Spearman Correlation:  0.43193077178093386
		Coefficient of Determination:  0.20473356084489525
		RMSE:  0.20421861225188792
		NRMSE:  0.1287957948107265
		MAPE:  474.9640282427148

Protein:  ERBB2
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ADAM17', 'ADRB2', 'AREG', 'ARHGEF11', 'ARHGEF12', 'BTC', 'CBL', 'CCND1', 'CD44', 'CDC37', 'CDH1', 'CTNNB1', 'CTNND1', 'CUL5', 'DIAPH1', 'DOCK7', 'EGFR', 'EGF', 'ERBB2IP', 'ERBB3', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'FYN', 'GAB1', 'GRB2', 'GRB7', 'HBEGF', 'HGF', 'HRAS', 'HSP90AA1', 'IL6R', 'IL6', 'INS', 'JAK1', 'JAK2', 'KRAS', 'LRPPRC', 'MAP2K1', 'MAPK8', 'MATK', 'MEMO1', 'MUC1', 'MUC4', 'MYC', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'PGAP3', 'PGR', 'PIK3CA', 'PIK3CB', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PLCG1', 'PLCG2', 'PLXNB1', 'PRKACA', 'PTEN', 'PTK2', 'PTK6', 'PTPN11', 'PTPN12', 'PTPN18', 'RHOA', 'RHOB', 'RHOC', 'RND1', 'RNF41', 'ROCK1', 'ROCK2', 'RPS27A', 'SEMA4D', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SOS1', 'SRC', 'STAT1', 'STAT3', 'STUB1', 'TFAP2A', 'TFAP2B', 'TFAP2C', 'TFF1', 'TFF2', 'TFF3', 'TGFA', 'TP53', 'UBA52', 'UBB', 'UBC', 'VEGFA', 'YES1', 'YY1', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06177154229692228
		RMSE:  1.0106646016782141
		NRMSE:  0.1721833486682819
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.26989975035857605
		RMSE:  1.1682171872252598
		NRMSE:  0.21036071365744585
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9808249714864398
		NRMSE:  0.1670996765569688
		MAPE:  529.9728174248761
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556425
		RMSE:  1.07776630779691
		NRMSE:  0.19407323581894154
		MAPE:  193.8969179437583

	Predictor:  LinearRegression
		Pearson Correlation:  0.8553565258321233
		Spearman Correlation:  0.7251730294326125
		Coefficient of Determination:  0.7316347862835997
		RMSE:  0.5081063524984162
		NRMSE:  0.08656427969034468
		MAPE:  475.68009763595296
		Pearson Correlation:  0.7760100941603886
		Spearman Correlation:  0.5734841749704267
		Coefficient of Determination:  0.564385880902902
		RMSE:  0.6842106759841792
		NRMSE:  0.12320572549864572
		MAPE:  290.1927712454496

	Predictor:  ElasticNet
		Pearson Correlation:  0.8453774431549175
		Spearman Correlation:  0.71588549441021
		Coefficient of Determination:  0.711225538598205
		RMSE:  0.5270731651576336
		NRMSE:  0.08979558838741905
		MAPE:  509.1777461119362
		Pearson Correlation:  0.7806544727085343
		Spearman Correlation:  0.5976341321394341
		Coefficient of Determination:  0.5904432270867593
		RMSE:  0.6634312564215133
		NRMSE:  0.11946397817940602
		MAPE:  226.01822007536714

	Predictor:  RandomForests
		Pearson Correlation:  0.8504928402137844
		Spearman Correlation:  0.6382173011711788
		Coefficient of Determination:  0.7199156170936907
		RMSE:  0.5190819903990866
		NRMSE:  0.08843416024653503
		MAPE:  441.0256879142006
		Pearson Correlation:  0.7841628552095843
		Spearman Correlation:  0.6794134113363717
		Coefficient of Determination:  0.5622509444231605
		RMSE:  0.6858852784224256
		NRMSE:  0.12350727093716024
		MAPE:  216.17263456060311

Protein:  ERBB3
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['AKT1', 'AKT2', 'ANGPT1', 'ANGPT2', 'AREG', 'AR', 'BDNF', 'BMP4', 'BTC', 'CBLB', 'CBL', 'CCND1', 'CDH1', 'CSF1', 'CSK', 'CTNNB1', 'DCN', 'DOCK7', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EGFR', 'EGF', 'ERBB2', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'FGF10', 'FGF19', 'FGF1', 'FGF2', 'FGF3', 'FGF4', 'FGF7', 'FGF9', 'FIGF', 'FLNA', 'FOXO3', 'GAB1', 'GRB2', 'GRB7', 'HBEGF', 'HGF', 'HRAS', 'HSP90AA1', 'IGF1', 'IGF2', 'INS', 'IRS1', 'ITGA6', 'ITGB4', 'JAK1', 'JAK2', 'KITLG', 'KRAS', 'LAMA1', 'LAMB1', 'LAMC2', 'MAP2K1', 'MAPK8', 'MET', 'MUC4', 'NGF', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NTF3', 'PA2G4', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PGF', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PLCG1', 'PLCG2', 'PRKACA', 'PTEN', 'PTPN11', 'RNF41', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SOS1', 'SOX10', 'SRC', 'TGFA', 'VEGFA', 'VEGFB', 'VEGFC', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20254353309139272
		RMSE:  0.523865801474932
		NRMSE:  0.14324270860276114
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.287905849531515
		RMSE:  0.4364451552160674
		NRMSE:  0.21482088883335748
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  LinearRegression
		Pearson Correlation:  0.5911038471831644
		Spearman Correlation:  0.5885325215651557
		Coefficient of Determination:  0.34940375815473756
		RMSE:  0.3853234319160893
		NRMSE:  0.10536051775163154
		MAPE:  220.02783685246982
		Pearson Correlation:  0.28873422901555557
		Spearman Correlation:  0.3027095100936421
		Coefficient of Determination:  -0.2005979052433109
		RMSE:  0.4213921196595742
		NRMSE:  0.20741169562949405
		MAPE:  233.39127559068373

	Predictor:  ElasticNet
		Pearson Correlation:  0.5465292399450619
		Spearman Correlation:  0.5560269369856633
		Coefficient of Determination:  0.2907724883531019
		RMSE:  0.40231148572747355
		NRMSE:  0.11000562883729682
		MAPE:  213.8997759578423
		Pearson Correlation:  0.3629154215830585
		Spearman Correlation:  0.3593735582737939
		Coefficient of Determination:  0.10317034765860089
		RMSE:  0.36420222832890087
		NRMSE:  0.17926249259422095
		MAPE:  191.43617658423508

	Predictor:  RandomForests
		Pearson Correlation:  0.5547876126766105
		Spearman Correlation:  0.5902516503880699
		Coefficient of Determination:  0.2910243708930592
		RMSE:  0.4022400388108429
		NRMSE:  0.10998609282286206
		MAPE:  238.34134072195064
		Pearson Correlation:  0.42628279500567845
		Spearman Correlation:  0.3530692402648412
		Coefficient of Determination:  0.16742561662904665
		RMSE:  0.3509127445071989
		NRMSE:  0.17272132999315779
		MAPE:  242.66558427817895


Fold:  5

Protein:  RB1
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['AATF', 'ABL1', 'AKT1', 'AR', 'ASF1A', 'ATF2', 'BGLAP', 'CASP3', 'CBX4', 'CCNA1', 'CCNA2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CEBPA', 'COL1A1', 'CREBBP', 'CTBP1', 'DNMT1', 'DUT', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'ELF1', 'EP300', 'FOXM1', 'FZR1', 'GNB2L1', 'H1F0', 'H2AFV', 'H2AFX', 'H2AFZ', 'HDAC1', 'HDAC2', 'HDAC3', 'HIST1H2BA', 'HIST2H2AC', 'HIST2H2BE', 'HMGA1', 'HMGA2', 'HSP90AA1', 'ID2', 'JUN', 'MAPK14', 'MAPK1', 'MAPK3', 'MDM2', 'MEF2C', 'NCAPD3', 'NCAPG2', 'NCAPH2', 'NFYC', 'PCNA', 'PML', 'POLA1', 'POLA2', 'PPARA', 'PPARG', 'PPP1CA', 'PPP1CB', 'PPP1CC', 'PPP2CA', 'PPP2CB', 'PRIM1', 'PRIM2', 'RAF1', 'RBBP4', 'RUNX2', 'SIRT1', 'SKP2', 'SMARCA2', 'SMC2', 'SMC4', 'SP100', 'SP1', 'SP3', 'SPI1', 'SUV39H1', 'TAF1', 'TBP', 'TERT', 'TFDP1', 'TP53BP1', 'TP53', 'TP73', 'YAP1', 'ZNF521', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00018503513771928048
		RMSE:  0.23392670305630597
		NRMSE:  0.11556330212293363
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12340187398900859
		RMSE:  0.2547692202160761
		NRMSE:  0.12845593258580365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  LinearRegression
		Pearson Correlation:  0.5069043132899446
		Spearman Correlation:  0.4933311406845556
		Coefficient of Determination:  0.25695198283195053
		RMSE:  0.20162670996648344
		NRMSE:  0.09960662077258188
		MAPE:  335.85106635664704
		Pearson Correlation:  0.13212505004393518
		Spearman Correlation:  0.0680781555879749
		Coefficient of Determination:  -0.9528119081424595
		RMSE:  0.33589968237517676
		NRMSE:  0.1693623229610838
		MAPE:  665.3429629554577

	Predictor:  ElasticNet
		Pearson Correlation:  0.3680683334344593
		Spearman Correlation:  0.38587650345008884
		Coefficient of Determination:  0.11635487718798831
		RMSE:  0.2198763739053843
		NRMSE:  0.10862222865256631
		MAPE:  149.6380795591206
		Pearson Correlation:  0.02364759141045366
		Spearman Correlation:  0.12588935024127484
		Coefficient of Determination:  -0.13696322989277054
		RMSE:  0.2563023543708689
		NRMSE:  0.1292289466000791
		MAPE:  467.65354988425696

	Predictor:  RandomForests
		Pearson Correlation:  0.5510514394759319
		Spearman Correlation:  0.48981283330666364
		Coefficient of Determination:  0.16481628290012207
		RMSE:  0.21376206347840973
		NRMSE:  0.10560166753699417
		MAPE:  151.14884520496926
		Pearson Correlation:  0.02605859379354594
		Spearman Correlation:  0.12342049152732579
		Coefficient of Determination:  -0.1357599151765001
		RMSE:  0.2561666885759467
		NRMSE:  0.12916054321841494
		MAPE:  299.5254744685065

Protein:  CDH1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ACTA1', 'ACTN1', 'ADAM10', 'ADAM15', 'CA2', 'CASP3', 'CBLL1', 'CDC42', 'CDH17', 'CDH3', 'CDH5', 'CTBP1', 'CTNNA1', 'CTNNB1', 'CTNND1', 'CTTN', 'DLG1', 'EFNA1', 'EGFR', 'EGF', 'ENAH', 'EPCAM', 'EPHA2', 'EXOC3', 'EXOC4', 'FER', 'FLOT1', 'FLOT2', 'FMN1', 'FYN', 'GDNF', 'GNA12', 'GNA13', 'HGF', 'HGS', 'IGF1R', 'IGF1', 'IGF2', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'ITGA6', 'ITGAE', 'ITGB4', 'ITGB7', 'AJUBA', 'JUP', 'KIFC3', 'KLK7', 'KLRG1', 'LAMB1', 'LAMC2', 'LIMA1', 'MAPK1', 'MAPK3', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MLLT4', 'MMP3', 'MMP7', 'MMP9', 'MYO6', 'NCSTN', 'NUMB', 'PARD6A', 'PIK3CA', 'PIK3R1', 'PIP5K1C', 'PLEKHA7', 'PLG', 'PRKCI', 'PRKCZ', 'PSEN1', 'PVRL1', 'PVRL2', 'RAB5A', 'RAB7A', 'RAC1', 'RAP1A', 'RET', 'RHOA', 'SKIL', 'SMAD3', 'SMAD4', 'SNAI1', 'SNAI2', 'SNAI3', 'SRC', 'STX4', 'TJP1', 'TWIST1', 'VASP', 'VCL', 'YES1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZYX', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10476316856458312
		RMSE:  1.1835893765747125
		NRMSE:  0.18846364392451076
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19786466090973764
		RMSE:  1.2714981376898562
		NRMSE:  0.2500438806886504
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1260727912856485
		NRMSE:  0.17930524366829853
		MAPE:  266.31463004312263
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01718399286470018
		RMSE:  1.1716869980595492
		NRMSE:  0.23041572398960675
		MAPE:  1066.779337530299

	Predictor:  LinearRegression
		Pearson Correlation:  0.7669918179182276
		Spearman Correlation:  0.720670930490041
		Coefficient of Determination:  0.5882764487535077
		RMSE:  0.7225523535540025
		NRMSE:  0.11505244316327544
		MAPE:  255.1832494596761
		Pearson Correlation:  0.45532449682320447
		Spearman Correlation:  0.4506415291961246
		Coefficient of Determination:  0.12429579500742494
		RMSE:  1.0871527522298379
		NRMSE:  0.21379181377550843
		MAPE:  1771.789591282134

	Predictor:  ElasticNet
		Pearson Correlation:  0.7417038803624716
		Spearman Correlation:  0.7131274069833423
		Coefficient of Determination:  0.5377188704724146
		RMSE:  0.7656310676268028
		NRMSE:  0.12191189255546045
		MAPE:  258.01443622248496
		Pearson Correlation:  0.5082997174125289
		Spearman Correlation:  0.5218743375852567
		Coefficient of Determination:  0.2446877677718885
		RMSE:  1.0096599072929866
		NRMSE:  0.1985526159353772
		MAPE:  1673.5933598098309

	Predictor:  RandomForests
		Pearson Correlation:  0.7799313376460936
		Spearman Correlation:  0.7090491909145105
		Coefficient of Determination:  0.6035252887651239
		RMSE:  0.7090456724260381
		NRMSE:  0.11290176625362855
		MAPE:  143.65822804362995
		Pearson Correlation:  0.6325713228980736
		Spearman Correlation:  0.5790421326949216
		Coefficient of Determination:  0.39036844945245475
		RMSE:  0.9070799546337237
		NRMSE:  0.1783799639404778
		MAPE:  391.78972810588476

Protein:  CDH2
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'ADAM10', 'AFP', 'AHSG', 'ALB', 'APLP2', 'APOA1', 'APOB', 'APOE', 'APP', 'AXIN1', 'BDNF', 'BMP4', 'BNIP2', 'CALU', 'CDC42', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH17', 'CDH18', 'CDH1', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDON', 'CREBBP', 'CSF1', 'CST3', 'CTNNA1', 'CTNNA2', 'CTNNB1', 'CTNND1', 'CYR61', 'FAM20C', 'FBN1', 'FER', 'FGFR1', 'FN1', 'FSTL1', 'GAS6', 'GJA1', 'GOLM1', 'GPC3', 'GRIA2', 'HSP90B1', 'IGFBP1', 'IGFBP3', 'IGFBP4', 'IGFBP5', 'IGFBP7', 'IL6', 'ITIH2', 'JUP', 'KIF5B', 'KNG1', 'KTN1', 'LAMB1', 'LAMC1', 'LGALS1', 'LRP5', 'LTBP1', 'MAP2K6', 'MAPK11', 'MAPK14', 'MATN3', 'MEF2A', 'MEF2C', 'MEF2D', 'MET', 'MFGE8', 'MSLN', 'NTRK2', 'P4HB', 'PCSK9', 'PIK3CA', 'PIK3R1', 'PTPN11', 'PTPN1', 'RAC1', 'RHOA', 'ROBO1', 'SCG2', 'SDC2', 'SERPINA1', 'SLIT1', 'SNAI1', 'SNAI2', 'SPAG9', 'SPARCL1', 'SPP1', 'STC2', 'TCF3', 'TIMP1', 'TMEM132A', 'TNC', 'VCAN', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0016678089051440637
		RMSE:  0.3594357673583712
		NRMSE:  0.1765314902796381
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02548752338232485
		RMSE:  0.4223734458481898
		NRMSE:  0.15794680397441796
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  LinearRegression
		Pearson Correlation:  0.5556584265961241
		Spearman Correlation:  0.5213035770127588
		Coefficient of Determination:  0.30875628704728
		RMSE:  0.2985898428211713
		NRMSE:  0.146647926340146
		MAPE:  654.2223290290963
		Pearson Correlation:  0.025332876905472774
		Spearman Correlation:  0.017698497111570153
		Coefficient of Determination:  -0.500551231293026
		RMSE:  0.5109246194136265
		NRMSE:  0.1910605685595896
		MAPE:  1789.432309930936

	Predictor:  ElasticNet
		Pearson Correlation:  0.4874116688127269
		Spearman Correlation:  0.47947289193996595
		Coefficient of Determination:  0.2137678751168024
		RMSE:  0.3184452868012114
		NRMSE:  0.15639963007770316
		MAPE:  348.42886038080394
		Pearson Correlation:  0.05642162740829996
		Spearman Correlation:  0.018755868222646063
		Coefficient of Determination:  -0.07290877174334254
		RMSE:  0.43202891488675044
		NRMSE:  0.16155747242553725
		MAPE:  1501.3005806821322

	Predictor:  RandomForests
		Pearson Correlation:  0.5285637165501145
		Spearman Correlation:  0.5013115821333234
		Coefficient of Determination:  0.18513038283366956
		RMSE:  0.3241928972348436
		NRMSE:  0.1592224828028307
		MAPE:  614.3664363558341
		Pearson Correlation:  -0.0009606234420610378
		Spearman Correlation:  0.05920530082088023
		Coefficient of Determination:  -0.043030332517606906
		RMSE:  0.4259708549107756
		NRMSE:  0.15929205725586656
		MAPE:  746.8766141129609

Protein:  CDH3
Protein Interaction Partners Count:  73
x_train_column_count:  74
x_train columns:  ['AIMP1', 'CLMP', 'BRCA1', 'CCND1', 'CD24', 'CD2AP', 'CD44', 'CDCP1', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH2', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CLDN1', 'CLDN7', 'CTNNA1', 'CTNNA3', 'CTNNB1', 'CTNND1', 'DPYD', 'DSP', 'ECM1', 'EGFR', 'EPCAM', 'ERBB2', 'ESR1', 'ESRP1', 'F11R', 'FN1', 'GALNT6', 'GATA3', 'HOXA9', 'IGF1R', 'ITGA9', 'JUP', 'KIRREL', 'KRT14', 'KRT15', 'KRT17', 'KRT4', 'KRT5', 'KRT8', 'LEF1', 'MKI67', 'NPHS1', 'NPHS2', 'PGR', 'PKP1', 'PKP2', 'PKP3', 'POU5F1', 'S100A4', 'SNAI1', 'SNAI2', 'SYNPO', 'TECR', 'TJP1', 'TP53', 'UMPS', 'VCL', 'ZEB1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011481892643820935
		RMSE:  0.2038847376288621
		NRMSE:  0.14304087222095618
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026977014897064944
		RMSE:  0.22369326249691865
		NRMSE:  0.20181818899206835
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  LinearRegression
		Pearson Correlation:  0.5673091310268193
		Spearman Correlation:  0.5626739259885083
		Coefficient of Determination:  0.3218396501464048
		RMSE:  0.16780377651762476
		NRMSE:  0.11772729452041925
		MAPE:  709.9636165398706
		Pearson Correlation:  0.331186113594164
		Spearman Correlation:  0.42593299168318816
		Coefficient of Determination:  -0.15607735928306354
		RMSE:  0.2401935505272332
		NRMSE:  0.21670490578878662
		MAPE:  496.54759058394626

	Predictor:  ElasticNet
		Pearson Correlation:  0.4923049629334327
		Spearman Correlation:  0.5091713554089479
		Coefficient of Determination:  0.2217221338812324
		RMSE:  0.1797640621326156
		NRMSE:  0.1261183575606272
		MAPE:  555.3355400238473
		Pearson Correlation:  0.4047295719345903
		Spearman Correlation:  0.44003790570954754
		Coefficient of Determination:  0.14881029149837532
		RMSE:  0.20610146363178342
		NRMSE:  0.1859467007387142
		MAPE:  199.38122280190262

	Predictor:  RandomForests
		Pearson Correlation:  0.5532215556161209
		Spearman Correlation:  0.5652630676722618
		Coefficient of Determination:  0.26825766681949326
		RMSE:  0.17430691798156686
		NRMSE:  0.1222897499449731
		MAPE:  575.6799278137305
		Pearson Correlation:  0.4392656012482198
		Spearman Correlation:  0.4789660718961583
		Coefficient of Determination:  0.17143896120733582
		RMSE:  0.20334343131470894
		NRMSE:  0.18345837775034865
		MAPE:  212.27010258558812

Protein:  PTEN
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['AKT1', 'AR', 'BCR', 'CD79A', 'CD79B', 'CDIPT', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'DLG1', 'EGFR', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'FOXO3', 'FOXO4', 'FRK', 'GRB2', 'HRAS', 'INPP4A', 'INPP4B', 'INPP5B', 'INPP5D', 'INPP5J', 'INPP5K', 'INPPL1', 'IPMK', 'IRS1', 'ITGB1', 'ITPKA', 'ITPKB', 'ITPKC', 'MAST2', 'MDM2', 'MDM4', 'MKRN1', 'MTOR', 'MYC', 'NEDD4', 'NOTCH1', 'OCRL', 'OTUD3', 'PARK7', 'PDGFB', 'PDGFRB', 'PI4K2A', 'PI4KA', 'PI4KB', 'PIK3C2A', 'PIK3C2B', 'PIK3C2G', 'PIK3C3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIKFYVE', 'PIP4K2A', 'PIP5K1A', 'PIP5K1B', 'PIP5K1C', 'PML', 'PREX2', 'PSMA6', 'PSMA7', 'PSMB9', 'PSMC6', 'PSMD10', 'PSMD5', 'PSME3', 'PTK2', 'RICTOR', 'RNF146', 'ROCK1', 'ROCK2', 'RPS27A', 'RPS6KB1', 'SACM1L', 'SHC1', 'SLC9A3R1', 'SLC9A3R2', 'SOS1', 'STK11', 'STUB1', 'SYNJ1', 'SYNJ2', 'TNKS2', 'TNKS', 'TNRC6A', 'TNRC6B', 'TP53', 'UBB', 'UBC', 'USP13', 'USP7', 'WWP2', 'XIAP', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05240378988513572
		RMSE:  0.5837468026637292
		NRMSE:  0.09127461538014686
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011774083334460839
		RMSE:  0.7259408088203396
		NRMSE:  0.14042494754339593
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5690275755039937
		NRMSE:  0.08897311789601967
		MAPE:  304.4741530818047
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005181468299075398
		RMSE:  0.7235718660416283
		NRMSE:  0.13996670265429206
		MAPE:  391.1377632658283

	Predictor:  LinearRegression
		Pearson Correlation:  0.5881174469723212
		Spearman Correlation:  0.5586848407350578
		Coefficient of Determination:  0.345882131433241
		RMSE:  0.46021558270582497
		NRMSE:  0.07195928116735595
		MAPE:  723.8950899290604
		Pearson Correlation:  0.34485272748709744
		Spearman Correlation:  0.3926906819287024
		Coefficient of Determination:  0.06450642308344379
		RMSE:  0.6980392458099158
		NRMSE:  0.13502770926375654
		MAPE:  491.0047869654013

	Predictor:  ElasticNet
		Pearson Correlation:  0.5414714096427629
		Spearman Correlation:  0.5357819358388994
		Coefficient of Determination:  0.2780414241485051
		RMSE:  0.4834921785842151
		NRMSE:  0.07559880831588071
		MAPE:  407.30806083618336
		Pearson Correlation:  0.4281372294644778
		Spearman Correlation:  0.45385353932093914
		Coefficient of Determination:  0.1754358488703186
		RMSE:  0.6553475200714106
		NRMSE:  0.1267694831459708
		MAPE:  415.5167984966844

	Predictor:  RandomForests
		Pearson Correlation:  0.5382352941738403
		Spearman Correlation:  0.49365191412785264
		Coefficient of Determination:  0.2645819655510754
		RMSE:  0.48797823405101676
		NRMSE:  0.07630024768212286
		MAPE:  299.0596825838686
		Pearson Correlation:  0.439603663309399
		Spearman Correlation:  0.45668877013383724
		Coefficient of Determination:  0.16600123407524892
		RMSE:  0.6590860803901359
		NRMSE:  0.12749266488512379
		MAPE:  346.11339098639877

Protein:  BRCA2
Protein Interaction Partners Count:  100
x_train_column_count:  99
x_train columns:  ['ATM', 'ATRIP', 'ATR', 'BARD1', 'BLM', 'BRCA1', 'BRIP1', 'SLX4', 'RHNO1', 'RMI2', 'CDK2', 'CDK4', 'CHEK1', 'CHEK2', 'DMC1', 'DNA2', 'EME1', 'EME2', 'EXO1', 'FANCD2', 'FANCE', 'FANCG', 'FANCI', 'GEN1', 'H2AFX', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2BE', 'HIST3H3', 'HUS1', 'KAT5', 'SPIDR', 'MLH1', 'MLH3', 'MND1', 'MRE11A', 'MSH4', 'MSH5', 'MUS81', 'NBN', 'PALB2', 'PARP1', 'PCNA', 'POLD1', 'POLD2', 'POLD3', 'POLD4', 'POLE2', 'POLE3', 'POLE4', 'POLE', 'POLH', 'POLK', 'PSMC3IP', 'RAD17', 'RAD1', 'RAD50', 'RAD51AP1', 'RAD51C', 'RAD51B', 'RAD51D', 'RAD51', 'RAD9A', 'RAD9B', 'RBBP8', 'RFC1', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RMI1', 'RPA1', 'RPA2', 'RPA3', 'RPS27A', 'RTEL1', 'SHFM1', 'SPO11', 'SYCP3', 'TEX15', 'TOP3A', 'TOPBP1', 'TP53', 'UBA52', 'UBB', 'UBC', 'WRN', 'XRCC2', 'XRCC3', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00015423459462815536
		RMSE:  0.20048365981157823
		NRMSE:  0.1291568109593031
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08467605477038265
		RMSE:  0.17297650483593724
		NRMSE:  0.22621657599677922
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  LinearRegression
		Pearson Correlation:  0.5283753109822057
		Spearman Correlation:  0.47990150495199674
		Coefficient of Determination:  0.2791804692555425
		RMSE:  0.170199690265634
		NRMSE:  0.10964708665848544
		MAPE:  262.23714076170717
		Pearson Correlation:  -0.034783854304861715
		Spearman Correlation:  0.16798962580580806
		Coefficient of Determination:  -3.9383149907867887
		RMSE:  0.369085076247874
		NRMSE:  0.48268498822712874
		MAPE:  366.2849574657444

	Predictor:  ElasticNet
		Pearson Correlation:  0.393992013542485
		Spearman Correlation:  0.3772062342848084
		Coefficient of Determination:  0.13328298082442191
		RMSE:  0.1866311598233427
		NRMSE:  0.1202326685929088
		MAPE:  167.47501251198173
		Pearson Correlation:  0.22449194842919504
		Spearman Correlation:  0.268743999301737
		Coefficient of Determination:  -0.0394410275612751
		RMSE:  0.16933121262596154
		NRMSE:  0.22144930703715626
		MAPE:  220.7379122822491

	Predictor:  RandomForests
		Pearson Correlation:  0.5357843471418386
		Spearman Correlation:  0.4450225492735351
		Coefficient of Determination:  0.1737033646751981
		RMSE:  0.18222731864142386
		NRMSE:  0.11739559906034715
		MAPE:  172.61860055586232
		Pearson Correlation:  0.1583917764429902
		Spearman Correlation:  0.11850771206623525
		Coefficient of Determination:  -0.057596239752407685
		RMSE:  0.17080360790814153
		NRMSE:  0.22337488773705816
		MAPE:  163.95608134749864

Protein:  CDKN2A
Protein Interaction Partners Count:  100
x_train_column_count:  100
x_train columns:  ['ABL1', 'AKT1', 'ARF1', 'BMI1', 'BRCA1', 'CBX7', 'CCND1', 'CCND2', 'CCND3', 'CCNL1', 'CDC45', 'CDC6', 'CDC7', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2AIP', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CEBPB', 'CTCF', 'DAXX', 'E2F1', 'E2F2', 'E2F3', 'EGFR', 'EGR1', 'AGO1', 'AGO3', 'AGO4', 'ERBB2', 'EZH2', 'FOXM1', 'GMNN', 'HDAC1', 'HIF1A', 'HRAS', 'HUWE1', 'IL6', 'KRAS', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAX', 'MCM10', 'MCM2', 'MCM5', 'MDM2', 'MDM4', 'MGMT', 'MLH1', 'MOV10', 'MRAS', 'MTAP', 'MYCN', 'MYC', 'NPM1', 'NRAS', 'ORC5', 'PIK3CA', 'PIK3R1', 'PTEN', 'RASSF1', 'RB1', 'RPS27A', 'RRAS2', 'RRAS', 'RUNX3', 'SMAD3', 'SMAD4', 'SMARCA4', 'SUMO1', 'SUMO2', 'SUMO3', 'TBX2', 'TERT', 'TFDP1', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TP53', 'TP63', 'TRIP12', 'TWIST1', 'UBA52', 'UBB', 'UBC', 'UBE2I', 'USP7', 'VEGFA', 'WRN', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06876053865938014
		RMSE:  0.7026668514343448
		NRMSE:  0.1789276696377339
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07452018232747903
		RMSE:  0.6281215662347416
		NRMSE:  0.15805378984795088
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6796874655065666
		NRMSE:  0.1730761797526334
		MAPE:  274.2442116656758
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00044725008449963966
		RMSE:  0.6060849693149379
		NRMSE:  0.15250873639690443
		MAPE:  274.3248072759207

	Predictor:  LinearRegression
		Pearson Correlation:  0.7425365803297133
		Spearman Correlation:  0.6828404953202836
		Coefficient of Determination:  0.5513605731277444
		RMSE:  0.45525841233882924
		NRMSE:  0.11592737957750739
		MAPE:  252.29880528087324
		Pearson Correlation:  0.4085677287116557
		Spearman Correlation:  0.42302023716006437
		Coefficient of Determination:  0.04243236786416393
		RMSE:  0.5929541939518608
		NRMSE:  0.1492046485875697
		MAPE:  386.89826308444094

	Predictor:  ElasticNet
		Pearson Correlation:  0.7227617296204824
		Spearman Correlation:  0.6635542279276126
		Coefficient of Determination:  0.5148187411940883
		RMSE:  0.47343599004293274
		NRMSE:  0.12055613303530156
		MAPE:  223.65554554376095
		Pearson Correlation:  0.4005321700293596
		Spearman Correlation:  0.40718462823725987
		Coefficient of Determination:  0.11640039907210964
		RMSE:  0.5695923816194614
		NRMSE:  0.1433261321102794
		MAPE:  286.1278351175799

	Predictor:  RandomForests
		Pearson Correlation:  0.7070760359539651
		Spearman Correlation:  0.6156068997241199
		Coefficient of Determination:  0.495831069043139
		RMSE:  0.48261109340110386
		NRMSE:  0.12289248896160115
		MAPE:  196.31830226324485
		Pearson Correlation:  0.38271414956951605
		Spearman Correlation:  0.365257964819361
		Coefficient of Determination:  -0.027691046414497933
		RMSE:  0.6142818772439601
		NRMSE:  0.154571318598918
		MAPE:  458.3069491129188

Protein:  TP53
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['AKT1', 'APAF1', 'ATM', 'ATR', 'AURKA', 'AURKB', 'BANP', 'BARD1', 'BAX', 'BBC3', 'BCL2L1', 'BCL2', 'BCL6', 'BRCA1', 'CASP8', 'CCNA2', 'CCNE1', 'CCNG1', 'CDC25C', 'CDK2', 'CDK5', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CHEK1', 'CHEK2', 'COPS5', 'CREBBP', 'DDB2', 'DDX5', 'DYRK2', 'E2F4', 'EGR1', 'EHMT2', 'EP300', 'EZH2', 'FZR1', 'GADD45A', 'GLS2', 'GSK3B', 'HDAC1', 'HDAC2', 'HIF1A', 'HIPK2', 'HSP90AA1', 'HSPA1A', 'IGFBP3', 'JUN', 'KAT2B', 'KAT5', 'KDM1A', 'MAPK14', 'MAPK1', 'MAPK8', 'MAPK9', 'MAPKAPK5', 'MCL1', 'MDM2', 'MDM4', 'MSH2', 'NGFR', 'NPM1', 'PLK3', 'PMAIP1', 'PPP1R13B', 'PPP1R13L', 'PRKDC', 'PRMT5', 'PTEN', 'RB1', 'RCHY1', 'DROSHA', 'RPA1', 'RRM2B', 'SETD7', 'SETD8', 'SFN', 'SIRT1', 'SMYD2', 'SNAI1', 'SNAI2', 'SP1', 'STAT3', 'STK11', 'SUMO1', 'SUMO2', 'TBP', 'TNFRSF10A', 'TNFRSF10B', 'TP53BP1', 'TP53BP2', 'TP53INP1', 'TP53RK', 'TXN', 'UBE2I', 'USP7', 'WRN', 'XRCC6', 'YY1', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0629013951002304
		RMSE:  0.43691826486349494
		NRMSE:  0.11112140819031384
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02793228386718627
		RMSE:  0.5354711484549424
		NRMSE:  0.14342336907859712
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4237929343776606
		NRMSE:  0.10778324331179852
		MAPE:  459.9790072255086
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011640203076264122
		RMSE:  0.5284530873849588
		NRMSE:  0.1415436152095778
		MAPE:  140.42972129387252

	Predictor:  LinearRegression
		Pearson Correlation:  0.6738138093178626
		Spearman Correlation:  0.6342899958074839
		Coefficient of Determination:  0.45402504962744916
		RMSE:  0.31314109830287173
		NRMSE:  0.07964116541694137
		MAPE:  961.2645961684842
		Pearson Correlation:  0.4303860224633639
		Spearman Correlation:  0.31346276138106466
		Coefficient of Determination:  0.15603913228768018
		RMSE:  0.4851935040224086
		NRMSE:  0.1299567440799273
		MAPE:  247.9918417207265

	Predictor:  ElasticNet
		Pearson Correlation:  0.6171691222418795
		Spearman Correlation:  0.5623880179964166
		Coefficient of Determination:  0.36617027134631464
		RMSE:  0.3373960658753952
		NRMSE:  0.0858099305362281
		MAPE:  758.3667292314818
		Pearson Correlation:  0.4704209761596821
		Spearman Correlation:  0.393842815995212
		Coefficient of Determination:  0.21236571287256167
		RMSE:  0.4687228541010969
		NRMSE:  0.12554515979673145
		MAPE:  185.14069150341828

	Predictor:  RandomForests
		Pearson Correlation:  0.6316797160440648
		Spearman Correlation:  0.562487239141467
		Coefficient of Determination:  0.34963697457635856
		RMSE:  0.3417681858048986
		NRMSE:  0.08692189165667963
		MAPE:  737.5776386594723
		Pearson Correlation:  0.5373916819353073
		Spearman Correlation:  0.46615793214379236
		Coefficient of Determination:  0.2461220782133937
		RMSE:  0.45856862270338944
		NRMSE:  0.12282539780457732
		MAPE:  181.77701701915015

Protein:  CTNNB1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'AKT1', 'APC2', 'APC', 'AR', 'AXIN1', 'AXIN2', 'BCL9', 'BTRC', 'CASP3', 'CBY1', 'CCND1', 'CDC73', 'CDH11', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDH5', 'CDH8', 'CHD8', 'CREBBP', 'CSNK1A1', 'CSNK1E', 'CTBP1', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNBIP1', 'CTNND1', 'DVL1', 'DVL2', 'DVL3', 'EGFR', 'EGF', 'EP300', 'ERBB2', 'AMER1', 'FBXW11', 'FER', 'FGFR1', 'FOXO1', 'FOXO3', 'FYN', 'FZD1', 'FZD2', 'FZD5', 'GSK3A', 'GSK3B', 'HNF4A', 'IGF1R', 'IQGAP1', 'JUN', 'JUP', 'KDR', 'KLF4', 'LEF1', 'LRP5', 'LRP6', 'MAPK9', 'MEN1', 'MET', 'MMP7', 'MYC', 'NLK', 'NOTCH1', 'PIK3CA', 'PIK3R1', 'PITX2', 'PSEN1', 'PTPN11', 'PTPN1', 'PYGO2', 'RUVBL1', 'SKP1', 'SMAD4', 'SMAD7', 'SMARCA4', 'SOX17', 'SOX2', 'SOX6', 'SOX9', 'SRC', 'TBL1X', 'TCF4', 'TCF7L1', 'TCF7L2', 'TCF7', 'TERT', 'TGFBR1', 'TGFBR2', 'TJP1', 'TLE1', 'VCL', 'VEGFA', 'WNT1', 'WNT3A', 'WNT8A', 'WNT8B', 'YWHAZ', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.4291206958720877
		RMSE:  0.9037435622191023
		NRMSE:  0.1777623057079273
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5497170498826627
		RMSE:  0.8436000623678614
		NRMSE:  0.27017767234966206
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  LinearRegression
		Pearson Correlation:  0.6526406893436886
		Spearman Correlation:  0.6267146051743737
		Coefficient of Determination:  0.42593986938700545
		RMSE:  0.57278212337644
		NRMSE:  0.1126636749363572
		MAPE:  384.1475462062339
		Pearson Correlation:  0.453154264598859
		Spearman Correlation:  0.48742503023728484
		Coefficient of Determination:  0.11211316467729593
		RMSE:  0.6385416144795081
		NRMSE:  0.2045041184731914
		MAPE:  274.7887018572922

	Predictor:  ElasticNet
		Pearson Correlation:  0.6313452896495433
		Spearman Correlation:  0.6084720539852467
		Coefficient of Determination:  0.3872464958896684
		RMSE:  0.5917709803379795
		NRMSE:  0.11639869794216749
		MAPE:  591.6257568965597
		Pearson Correlation:  0.5904847285117965
		Spearman Correlation:  0.5661940921956633
		Coefficient of Determination:  0.3326583573888695
		RMSE:  0.5535852507069179
		NRMSE:  0.17729535730863788
		MAPE:  240.56213187285152

	Predictor:  RandomForests
		Pearson Correlation:  0.6500198031853741
		Spearman Correlation:  0.6118736664069518
		Coefficient of Determination:  0.4116050738445375
		RMSE:  0.5798894690380171
		NRMSE:  0.11406165795397662
		MAPE:  450.9043588685739
		Pearson Correlation:  0.6449716017629087
		Spearman Correlation:  0.5524033965510792
		Coefficient of Determination:  0.4093656974223425
		RMSE:  0.5207985071329085
		NRMSE:  0.16679482932398212
		MAPE:  189.51992936304015

Protein:  CCNE1
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['ABL1', 'BARD1', 'BRCA1', 'CABLES1', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCND3', 'CCNE2', 'CCNH', 'CCT2', 'CCT3', 'CCT4', 'CCT6A', 'CCT7', 'CDC25A', 'CDC6', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK6', 'CDK7', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDT1', 'CKS1B', 'CKS2', 'CUL1', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'EP400', 'FOXM1', 'HDAC1', 'IFNAR1', 'LIN37', 'LIN52', 'LIN54', 'LIN9', 'MNAT1', 'MYC', 'ORC1', 'ORC2', 'ORC3', 'ORC4', 'ORC5', 'ORC6', 'PCNA', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB7', 'PSMC1', 'PSMC2', 'PSMC4', 'PSMC5', 'PSMD10', 'PSMD11', 'PSMD14', 'PSMD1', 'PSMD3', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSME3', 'PTK6', 'RB1', 'RBBP4', 'RBL1', 'RBL2', 'RHOA', 'RPS27A', 'RRN3', 'SKP1', 'SKP2', 'STAT5A', 'STAT5B', 'TCP1', 'TFDP1', 'TP53', 'TP73', 'UBB', 'UBC', 'WEE1', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9790551557409413
		RMSE:  0.7746141645114569
		NRMSE:  0.27590887426944144
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8285524646781477
		RMSE:  0.8763813407881366
		NRMSE:  0.2114972948785232
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4487930906545114
		NRMSE:  0.15985506345663808
		MAPE:  112.14421009479175
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0040862214035515265
		RMSE:  0.6494188844018614
		NRMSE:  0.15672439713344627
		MAPE:  115.49088793396595

	Predictor:  LinearRegression
		Pearson Correlation:  0.8760919073932413
		Spearman Correlation:  0.7143342518518204
		Coefficient of Determination:  0.7675370301999275
		RMSE:  0.21638295783039596
		NRMSE:  0.07707318177396116
		MAPE:  43.931827017183224
		Pearson Correlation:  0.8453919758325693
		Spearman Correlation:  0.6564196561054377
		Coefficient of Determination:  0.6686447678442662
		RMSE:  0.3730665627744353
		NRMSE:  0.09003223273268704
		MAPE:  86.8876169758697

	Predictor:  ElasticNet
		Pearson Correlation:  0.843310638945376
		Spearman Correlation:  0.6817043693871495
		Coefficient of Determination:  0.701687720727497
		RMSE:  0.2451216816060795
		NRMSE:  0.08730959273591433
		MAPE:  49.85959789773433
		Pearson Correlation:  0.8587646375050882
		Spearman Correlation:  0.6978067058192746
		Coefficient of Determination:  0.7313927834174854
		RMSE:  0.33589090755537976
		NRMSE:  0.08106062397262827
		MAPE:  84.47547365302903

	Predictor:  RandomForests
		Pearson Correlation:  0.8609336470602248
		Spearman Correlation:  0.7122151343323968
		Coefficient of Determination:  0.7389225050321655
		RMSE:  0.22931416406891622
		NRMSE:  0.08167913234867898
		MAPE:  55.15936379531276
		Pearson Correlation:  0.7842409547452408
		Spearman Correlation:  0.7298882776945675
		Coefficient of Determination:  0.5852977132552424
		RMSE:  0.4173569256533583
		NRMSE:  0.10072083540153928
		MAPE:  77.16026044557881

Protein:  CCND1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'ACTL6A', 'AKT1', 'ARID1A', 'ARID2', 'AR', 'ATF2', 'BRD2', 'BTG2', 'CCNA1', 'CCNB1', 'CCNE1', 'CCNH', 'CDC25A', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDK7', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CKS1B', 'CREBBP', 'CTBP1', 'CTNNB1', 'CUL1', 'DNMT3A', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'AGO2', 'EP300', 'ESR1', 'FOS', 'FOXA1', 'FOXM1', 'GADD45A', 'GATA3', 'GLI1', 'GLI3', 'GSK3B', 'H2AFX', 'H2AFZ', 'HDAC1', 'HDAC4', 'HIST1H2BA', 'HIST2H2BE', 'HNF1A', 'IFNAR1', 'JAK2', 'JUN', 'KAT2B', 'LEF1', 'LYN', 'MAML1', 'MYB', 'MYC', 'NOTCH1', 'PBRM1', 'PCNA', 'PRMT5', 'PSMA6', 'PSMC6', 'PSMD10', 'PSMD6', 'PSMD7', 'PSME3', 'PTK6', 'RASSF1', 'RB1', 'RBL1', 'RBL2', 'RBPJ', 'RELA', 'RUNX1', 'RUNX3', 'SKP1', 'SKP2', 'SMAD4', 'SMARCA4', 'SMARCB1', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'SUV39H1', 'TCF7L2', 'TFDP1', 'TP53', 'WDR77', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5366759284640548
		RMSE:  0.28216244755564185
		NRMSE:  0.17771997351836757
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.30240520386774006
		RMSE:  0.3149325402631455
		NRMSE:  0.20120656537940065
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  LinearRegression
		Pearson Correlation:  0.5816370010811139
		Spearman Correlation:  0.5651662293506254
		Coefficient of Determination:  0.33830160102663165
		RMSE:  0.18515613714965792
		NRMSE:  0.11662056406181216
		MAPE:  486.9800805325136
		Pearson Correlation:  0.20718830442196548
		Spearman Correlation:  0.14077232883203034
		Coefficient of Determination:  -0.42752475872445683
		RMSE:  0.32971317350780716
		NRMSE:  0.21064973199154569
		MAPE:  242.8304207110572

	Predictor:  ElasticNet
		Pearson Correlation:  0.4787012009573559
		Spearman Correlation:  0.4703924793790899
		Coefficient of Determination:  0.21786685053222887
		RMSE:  0.20130215136546903
		NRMSE:  0.1267901285935888
		MAPE:  572.6315284969365
		Pearson Correlation:  0.3477850996377702
		Spearman Correlation:  0.28516315664783853
		Coefficient of Determination:  0.11796102017789534
		RMSE:  0.25917216938050286
		NRMSE:  0.1655819433565268
		MAPE:  242.80437173927876

	Predictor:  RandomForests
		Pearson Correlation:  0.5428070515055692
		Spearman Correlation:  0.5335194938329567
		Coefficient of Determination:  0.27263842597056254
		RMSE:  0.194125794723969
		NRMSE:  0.1222701014839067
		MAPE:  489.3038396845265
		Pearson Correlation:  0.3811792653654746
		Spearman Correlation:  0.3078528704352158
		Coefficient of Determination:  0.1401457542174439
		RMSE:  0.25589210970831416
		NRMSE:  0.1634863531697232
		MAPE:  237.6147777677394

Protein:  ERBB2
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ADAM17', 'ADRB2', 'AREG', 'ARHGEF11', 'ARHGEF12', 'BTC', 'CBL', 'CCND1', 'CD44', 'CDC37', 'CDH1', 'CTNNB1', 'CTNND1', 'CUL5', 'DIAPH1', 'DOCK7', 'EGFR', 'EGF', 'ERBB2IP', 'ERBB3', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'FYN', 'GAB1', 'GRB2', 'GRB7', 'HBEGF', 'HGF', 'HRAS', 'HSP90AA1', 'IL6R', 'IL6', 'INS', 'JAK1', 'JAK2', 'KRAS', 'LRPPRC', 'MAP2K1', 'MAPK8', 'MATK', 'MEMO1', 'MUC1', 'MUC4', 'MYC', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'PGAP3', 'PGR', 'PIK3CA', 'PIK3CB', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PLCG1', 'PLCG2', 'PLXNB1', 'PRKACA', 'PTEN', 'PTK2', 'PTK6', 'PTPN11', 'PTPN12', 'PTPN18', 'RHOA', 'RHOB', 'RHOC', 'RND1', 'RNF41', 'ROCK1', 'ROCK2', 'RPS27A', 'SEMA4D', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SOS1', 'SRC', 'STAT1', 'STAT3', 'STUB1', 'TFAP2A', 'TFAP2B', 'TFAP2C', 'TFF1', 'TFF2', 'TFF3', 'TGFA', 'TP53', 'UBA52', 'UBB', 'UBC', 'VEGFA', 'YES1', 'YY1', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10085609607150081
		RMSE:  1.0785113826338413
		NRMSE:  0.1837421644434709
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05671362529003088
		RMSE:  0.8919867459254164
		NRMSE:  0.19736403273048267
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959455
		RMSE:  0.875951357919715
		NRMSE:  0.1938159880340115
		MAPE:  565.705361200264

	Predictor:  LinearRegression
		Pearson Correlation:  0.8596579690283965
		Spearman Correlation:  0.7133662857427328
		Coefficient of Determination:  0.7390118237140273
		RMSE:  0.5251336804664479
		NRMSE:  0.08946516524974836
		MAPE:  582.3846696775424
		Pearson Correlation:  0.7137535356492071
		Spearman Correlation:  0.5253307397847853
		Coefficient of Determination:  0.4416546004644706
		RMSE:  0.6483824015193036
		NRMSE:  0.14346330379893873
		MAPE:  449.4510032715517

	Predictor:  ElasticNet
		Pearson Correlation:  0.8497560050315929
		Spearman Correlation:  0.7042921717966076
		Coefficient of Determination:  0.7191281112820062
		RMSE:  0.5447705157412682
		NRMSE:  0.09281062332679153
		MAPE:  543.4874284376233
		Pearson Correlation:  0.742885524750526
		Spearman Correlation:  0.5870821331936809
		Coefficient of Determination:  0.5286909262021928
		RMSE:  0.5957069241310661
		NRMSE:  0.13180814783296074
		MAPE:  412.0749916872927

	Predictor:  RandomForests
		Pearson Correlation:  0.8487699496163195
		Spearman Correlation:  0.6734187187054156
		Coefficient of Determination:  0.7161525210070727
		RMSE:  0.5476485950410649
		NRMSE:  0.09330095150366542
		MAPE:  550.5553700816313
		Pearson Correlation:  0.7915169947548313
		Spearman Correlation:  0.6122250212787255
		Coefficient of Determination:  0.6134685784680436
		RMSE:  0.5394760258759528
		NRMSE:  0.11936630730743507
		MAPE:  275.42405340912677

Protein:  ERBB3
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['AKT1', 'AKT2', 'ANGPT1', 'ANGPT2', 'AREG', 'AR', 'BDNF', 'BMP4', 'BTC', 'CBLB', 'CBL', 'CCND1', 'CDH1', 'CSF1', 'CSK', 'CTNNB1', 'DCN', 'DOCK7', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EGFR', 'EGF', 'ERBB2', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'FGF10', 'FGF19', 'FGF1', 'FGF2', 'FGF3', 'FGF4', 'FGF7', 'FGF9', 'FIGF', 'FLNA', 'FOXO3', 'GAB1', 'GRB2', 'GRB7', 'HBEGF', 'HGF', 'HRAS', 'HSP90AA1', 'IGF1', 'IGF2', 'INS', 'IRS1', 'ITGA6', 'ITGB4', 'JAK1', 'JAK2', 'KITLG', 'KRAS', 'LAMA1', 'LAMB1', 'LAMC2', 'MAP2K1', 'MAPK8', 'MET', 'MUC4', 'NGF', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NTF3', 'PA2G4', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PGF', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PLCG1', 'PLCG2', 'PRKACA', 'PTEN', 'PTPN11', 'RNF41', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SOS1', 'SOX10', 'SRC', 'TGFA', 'VEGFA', 'VEGFB', 'VEGFC', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.24617901957450639
		RMSE:  0.5234556686317032
		NRMSE:  0.14126566093685908
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10551624527684367
		RMSE:  0.43841640970600765
		NRMSE:  0.21211918179733683
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  LinearRegression
		Pearson Correlation:  0.5705228363124805
		Spearman Correlation:  0.5611925319872195
		Coefficient of Determination:  0.3254963067540376
		RMSE:  0.38510739268551414
		NRMSE:  0.10392943207893038
		MAPE:  217.3351272821975
		Pearson Correlation:  0.42946924097236133
		Spearman Correlation:  0.38953353533086454
		Coefficient of Determination:  0.06152210266539915
		RMSE:  0.4039394419672267
		NRMSE:  0.19543817710477188
		MAPE:  298.63228587808123

	Predictor:  ElasticNet
		Pearson Correlation:  0.5254581290151246
		Spearman Correlation:  0.5228552570034002
		Coefficient of Determination:  0.26466501572287615
		RMSE:  0.40209836188771875
		NRMSE:  0.1085148069982266
		MAPE:  207.81736929967755
		Pearson Correlation:  0.5418093560458861
		Spearman Correlation:  0.5185476128131274
		Coefficient of Determination:  0.278829955634345
		RMSE:  0.3540976758590517
		NRMSE:  0.17132321604916284
		MAPE:  212.93543148644196

	Predictor:  RandomForests
		Pearson Correlation:  0.5147210501453009
		Spearman Correlation:  0.5335315400266676
		Coefficient of Determination:  0.24995343811702808
		RMSE:  0.4061007596974911
		NRMSE:  0.10959493929177434
		MAPE:  252.9138531022476
		Pearson Correlation:  0.5426444411451047
		Spearman Correlation:  0.5956059302485069
		Coefficient of Determination:  0.2491498312802708
		RMSE:  0.36131074577094974
		NRMSE:  0.1748131184663301
		MAPE:  231.47616816691362

Min-Max

In [111]:
scenario = Scenario.Top100InteractionPartners_Mutations 
normalizeTechnique = NormalizeTechnique.MinMax
X, Y, Z = get_data(normalizeTechnique)
In [112]:
X.head()
Out[112]:
UBE2Q2P2 HMGB1P1 LOC155060 RNU12-2P SSX9 CXORF67 EFCAB8 SRP14P1 LOC391343 TRIM75P ... ZXDA ZXDB ZXDC ZYG11A ZYG11B ZYX ZZEF1 ZZZ3 TPTEP1 AKR1C6P
TCGA-A1-A0SF-01 0.266811 0.102965 0.232299 0.000000 0.0 0.00000 0.165596 0.256402 0.0 0.00000 ... 0.362558 0.154626 0.343226 0.136973 0.283236 0.203583 0.106969 0.050188 0.019658 0.021305
TCGA-A1-A0SH-01 0.074647 0.046655 0.060467 0.000000 0.0 0.00000 0.019946 0.108076 0.0 0.00000 ... 0.437102 0.171136 0.196632 0.028737 0.498917 0.208787 0.168174 0.119445 0.172767 0.000000
TCGA-A1-A0SJ-01 0.122769 0.097168 0.035285 0.088368 0.0 0.00000 0.020200 0.129369 0.0 0.29443 ... 0.415293 0.914898 0.215818 0.074090 0.379839 0.104565 0.110857 0.079787 0.016343 0.000000
TCGA-A1-A0SK-01 0.716855 1.000000 0.116251 0.076144 0.0 0.01449 0.000000 0.094313 0.0 0.00000 ... 0.334733 0.181185 0.763246 0.229344 0.511470 0.000000 0.246798 0.166438 0.018601 0.000000
TCGA-A1-A0SQ-01 0.025757 0.011574 0.044865 0.000000 0.0 0.00000 0.022276 0.153652 0.0 0.00000 ... 0.537294 0.183640 0.239462 0.036770 0.323545 0.099038 0.071604 0.075950 0.006561 0.000000

5 rows × 20440 columns

In [113]:
Y.head()
Out[113]:
RB1 CDH1 PTEN BRCA2 CDKN2A TP53 CTNNB1 CCNE1 CCND1 CDH2 CDH3 ERBB2 ERBB3
TCGA-A1-A0SF-01 0.017184 0.705680 0.197730 0.108550 0.17550 -0.472550 0.06978 -0.75401 -0.202360 -0.222000 -0.114060 0.25604 0.461410
TCGA-A1-A0SH-01 -0.081896 0.018364 0.699160 -0.282430 0.68156 -0.035545 -0.11192 -0.77956 -0.014111 0.072251 -0.031553 0.68354 0.033670
TCGA-A1-A0SJ-01 -0.106090 0.114310 -0.110550 0.108220 -0.00989 -0.431850 -0.85672 -0.29589 0.290760 -0.225320 0.128230 0.36458 0.430620
TCGA-A1-A0SK-01 -0.060244 -0.963820 -0.081596 0.309150 1.23630 0.898470 -0.85965 0.92670 0.045974 0.389790 -0.224090 -1.04130 -0.056604
TCGA-A1-A0SQ-01 0.376500 0.425490 0.657440 0.003187 -0.34580 -0.020122 0.39368 -1.02750 0.362490 0.292880 -0.144850 0.31196 0.649260
In [114]:
perform_kFoldCV(num_folds, scenario, normalizeTechnique, X, Y, Z)

Fold:  1

Protein:  RB1
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['AATF', 'ABL1', 'AKT1', 'AR', 'ASF1A', 'ATF2', 'BGLAP', 'CASP3', 'CBX4', 'CCNA1', 'CCNA2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CEBPA', 'COL1A1', 'CREBBP', 'CTBP1', 'DNMT1', 'DUT', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'ELF1', 'EP300', 'FOXM1', 'FZR1', 'GNB2L1', 'H1F0', 'H2AFV', 'H2AFX', 'H2AFZ', 'HDAC1', 'HDAC2', 'HDAC3', 'HIST1H2BA', 'HIST2H2AC', 'HIST2H2BE', 'HMGA1', 'HMGA2', 'HSP90AA1', 'ID2', 'JUN', 'MAPK14', 'MAPK1', 'MAPK3', 'MDM2', 'MEF2C', 'NCAPD3', 'NCAPG2', 'NCAPH2', 'NFYC', 'PCNA', 'PML', 'POLA1', 'POLA2', 'PPARA', 'PPARG', 'PPP1CA', 'PPP1CB', 'PPP1CC', 'PPP2CA', 'PPP2CB', 'PRIM1', 'PRIM2', 'RAF1', 'RBBP4', 'RUNX2', 'SIRT1', 'SKP2', 'SMARCA2', 'SMC2', 'SMC4', 'SP100', 'SP1', 'SP3', 'SPI1', 'SUV39H1', 'TAF1', 'TBP', 'TERT', 'TFDP1', 'TP53BP1', 'TP53', 'TP73', 'YAP1', 'ZNF521', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017832262764705176
		RMSE:  0.22609122586734381
		NRMSE:  0.08562439911658541
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0064622508272080825
		RMSE:  0.2813710133086082
		NRMSE:  0.13900150344012696
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  LinearRegression
		Pearson Correlation:  0.48625781171834803
		Spearman Correlation:  0.45569906485102674
		Coefficient of Determination:  0.23644665945711651
		RMSE:  0.19582371842035737
		NRMSE:  0.07416160515824932
		MAPE:  356.69266626457755
		Pearson Correlation:  0.18895593075451458
		Spearman Correlation:  0.22351965661886644
		Coefficient of Determination:  -0.1423649693680895
		RMSE:  0.29976646591225875
		NRMSE:  0.14808913310851965
		MAPE:  238.76208571234042

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  RandomForests
		Pearson Correlation:  0.5395872065276396
		Spearman Correlation:  0.3993118263410426
		Coefficient of Determination:  0.17191250113514878
		RMSE:  0.20393121954380186
		NRMSE:  0.07723204678803326
		MAPE:  185.70358823305227
		Pearson Correlation:  0.19312819479420687
		Spearman Correlation:  0.3103209442981173
		Coefficient of Determination:  -0.006585797189794462
		RMSE:  0.2813882823609106
		NRMSE:  0.1390100346111413
		MAPE:  126.80089897760412

Protein:  CDH1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ACTA1', 'ACTN1', 'ADAM10', 'ADAM15', 'CA2', 'CASP3', 'CBLL1', 'CDC42', 'CDH17', 'CDH3', 'CDH5', 'CTBP1', 'CTNNA1', 'CTNNB1', 'CTNND1', 'CTTN', 'DLG1', 'EFNA1', 'EGFR', 'EGF', 'ENAH', 'EPCAM', 'EPHA2', 'EXOC3', 'EXOC4', 'FER', 'FLOT1', 'FLOT2', 'FMN1', 'FYN', 'GDNF', 'GNA12', 'GNA13', 'HGF', 'HGS', 'IGF1R', 'IGF1', 'IGF2', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'ITGA6', 'ITGAE', 'ITGB4', 'ITGB7', 'AJUBA', 'JUP', 'KIFC3', 'KLK7', 'KLRG1', 'LAMB1', 'LAMC2', 'LIMA1', 'MAPK1', 'MAPK3', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MLLT4', 'MMP3', 'MMP7', 'MMP9', 'MYO6', 'NCSTN', 'NUMB', 'PARD6A', 'PIK3CA', 'PIK3R1', 'PIP5K1C', 'PLEKHA7', 'PLG', 'PRKCI', 'PRKCZ', 'PSEN1', 'PVRL1', 'PVRL2', 'RAB5A', 'RAB7A', 'RAC1', 'RAP1A', 'RET', 'RHOA', 'SKIL', 'SMAD3', 'SMAD4', 'SNAI1', 'SNAI2', 'SNAI3', 'SRC', 'STX4', 'TJP1', 'TWIST1', 'VASP', 'VCL', 'YES1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZYX', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12177449909053428
		RMSE:  1.1951653206606205
		NRMSE:  0.20089175544360185
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11829904064371455
		RMSE:  1.227018913081223
		NRMSE:  0.19873326310796913
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  LinearRegression
		Pearson Correlation:  0.7465805631339264
		Spearman Correlation:  0.7089224445362644
		Coefficient of Determination:  0.5573825372493704
		RMSE:  0.7507398575299529
		NRMSE:  0.12618961180810395
		MAPE:  483.9945187012062
		Pearson Correlation:  0.583737990840189
		Spearman Correlation:  0.5459028387474394
		Coefficient of Determination:  0.24654060076167483
		RMSE:  1.0071686712533092
		NRMSE:  0.1631253719110669
		MAPE:  472.69873879722803

	Predictor:  ElasticNet
		Pearson Correlation:  0.6207275190622559
		Spearman Correlation:  0.6164862433693508
		Coefficient of Determination:  0.28413513363022025
		RMSE:  0.9547523272193759
		NRMSE:  0.1604814561745711
		MAPE:  388.95066069772383
		Pearson Correlation:  0.6694563897704573
		Spearman Correlation:  0.6405423861086723
		Coefficient of Determination:  0.32959975041293943
		RMSE:  0.9500344730205258
		NRMSE:  0.1538716713129678
		MAPE:  230.19800339224315

	Predictor:  RandomForests
		Pearson Correlation:  0.7426556664990703
		Spearman Correlation:  0.6906466081325479
		Coefficient of Determination:  0.546860378782499
		RMSE:  0.7596109561461517
		NRMSE:  0.12768072817745812
		MAPE:  206.636462071981
		Pearson Correlation:  0.7522562898289546
		Spearman Correlation:  0.6985945239376057
		Coefficient of Determination:  0.5607856505182343
		RMSE:  0.7689720257119443
		NRMSE:  0.12454601822291865
		MAPE:  144.61405380512727

Protein:  CDH2
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'ADAM10', 'AFP', 'AHSG', 'ALB', 'APLP2', 'APOA1', 'APOB', 'APOE', 'APP', 'AXIN1', 'BDNF', 'BMP4', 'BNIP2', 'CALU', 'CDC42', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH17', 'CDH18', 'CDH1', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDON', 'CREBBP', 'CSF1', 'CST3', 'CTNNA1', 'CTNNA2', 'CTNNB1', 'CTNND1', 'CYR61', 'FAM20C', 'FBN1', 'FER', 'FGFR1', 'FN1', 'FSTL1', 'GAS6', 'GJA1', 'GOLM1', 'GPC3', 'GRIA2', 'HSP90B1', 'IGFBP1', 'IGFBP3', 'IGFBP4', 'IGFBP5', 'IGFBP7', 'IL6', 'ITIH2', 'JUP', 'KIF5B', 'KNG1', 'KTN1', 'LAMB1', 'LAMC1', 'LGALS1', 'LRP5', 'LTBP1', 'MAP2K6', 'MAPK11', 'MAPK14', 'MATN3', 'MEF2A', 'MEF2C', 'MEF2D', 'MET', 'MFGE8', 'MSLN', 'NTRK2', 'P4HB', 'PCSK9', 'PIK3CA', 'PIK3R1', 'PTPN11', 'PTPN1', 'RAC1', 'RHOA', 'ROBO1', 'SCG2', 'SDC2', 'SERPINA1', 'SLIT1', 'SNAI1', 'SNAI2', 'SPAG9', 'SPARCL1', 'SPP1', 'STC2', 'TCF3', 'TIMP1', 'TMEM132A', 'TNC', 'VCAN', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004084060130477685
		RMSE:  0.37195168053170635
		NRMSE:  0.13741024893390016
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006474841096328898
		RMSE:  0.3763274359057868
		NRMSE:  0.1942134674644098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  LinearRegression
		Pearson Correlation:  0.503074142833867
		Spearman Correlation:  0.49401859243815943
		Coefficient of Determination:  0.25308359318803
		RMSE:  0.3208023112585157
		NRMSE:  0.1185141182467262
		MAPE:  3299.146623357098
		Pearson Correlation:  -0.03884619634331011
		Spearman Correlation:  0.06095502877768023
		Coefficient of Determination:  -0.6927044819124548
		RMSE:  0.4880395206065596
		NRMSE:  0.2518653664687824
		MAPE:  207.33118972150635

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  RandomForests
		Pearson Correlation:  0.533289294515734
		Spearman Correlation:  0.47801886118231335
		Coefficient of Determination:  0.17443795966023257
		RMSE:  0.3372689392832374
		NRMSE:  0.12459739081789574
		MAPE:  846.5144176700857
		Pearson Correlation:  0.09229937519677632
		Spearman Correlation:  0.16294995610184373
		Coefficient of Determination:  0.003838602117242851
		RMSE:  0.37439433952349765
		NRMSE:  0.19321584327991828
		MAPE:  107.14074793900335

Protein:  CDH3
Protein Interaction Partners Count:  73
x_train_column_count:  74
x_train columns:  ['AIMP1', 'CLMP', 'BRCA1', 'CCND1', 'CD24', 'CD2AP', 'CD44', 'CDCP1', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH2', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CLDN1', 'CLDN7', 'CTNNA1', 'CTNNA3', 'CTNNB1', 'CTNND1', 'DPYD', 'DSP', 'ECM1', 'EGFR', 'EPCAM', 'ERBB2', 'ESR1', 'ESRP1', 'F11R', 'FN1', 'GALNT6', 'GATA3', 'HOXA9', 'IGF1R', 'ITGA9', 'JUP', 'KIRREL', 'KRT14', 'KRT15', 'KRT17', 'KRT4', 'KRT5', 'KRT8', 'LEF1', 'MKI67', 'NPHS1', 'NPHS2', 'PGR', 'PKP1', 'PKP2', 'PKP3', 'POU5F1', 'S100A4', 'SNAI1', 'SNAI2', 'SYNPO', 'TECR', 'TJP1', 'TP53', 'UMPS', 'VCL', 'ZEB1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003025178489952651
		RMSE:  0.20883135309817671
		NRMSE:  0.14651130458142275
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.766266116724594e-05
		RMSE:  0.2045852237570374
		NRMSE:  0.1565890990172577
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  LinearRegression
		Pearson Correlation:  0.5729780199091093
		Spearman Correlation:  0.5407177293306035
		Coefficient of Determination:  0.3283038112989639
		RMSE:  0.1711261830213943
		NRMSE:  0.12005821899126838
		MAPE:  542.8036872086927
		Pearson Correlation:  0.033830325008297635
		Spearman Correlation:  0.3885523363574286
		Coefficient of Determination:  -2.4388972684261456
		RMSE:  0.37937730193698715
		NRMSE:  0.29037458721095677
		MAPE:  346.6939889104461

	Predictor:  ElasticNet
		Pearson Correlation:  0.28483826861421474
		Spearman Correlation:  0.3297863641063383
		Coefficient of Determination:  0.00012478237763180466
		RMSE:  0.2087867449849011
		NRMSE:  0.14648000854864815
		MAPE:  116.97048735641668
		Pearson Correlation:  0.3793141473615411
		Spearman Correlation:  0.4487074431762756
		Coefficient of Determination:  7.74287154358122e-05
		RMSE:  0.20457140523738854
		NRMSE:  0.15657852235144662
		MAPE:  108.72092392108104

	Predictor:  RandomForests
		Pearson Correlation:  0.5488348194628491
		Spearman Correlation:  0.5498808348759677
		Coefficient of Determination:  0.26165640371302934
		RMSE:  0.17941521825494025
		NRMSE:  0.12587361666872948
		MAPE:  552.0017208748178
		Pearson Correlation:  0.4711648997100896
		Spearman Correlation:  0.5027704614183982
		Coefficient of Determination:  0.20767549842787159
		RMSE:  0.1821014003704093
		NRMSE:  0.1393800279909142
		MAPE:  358.2338803004399

Protein:  PTEN
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['AKT1', 'AR', 'BCR', 'CD79A', 'CD79B', 'CDIPT', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'DLG1', 'EGFR', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'FOXO3', 'FOXO4', 'FRK', 'GRB2', 'HRAS', 'INPP4A', 'INPP4B', 'INPP5B', 'INPP5D', 'INPP5J', 'INPP5K', 'INPPL1', 'IPMK', 'IRS1', 'ITGB1', 'ITPKA', 'ITPKB', 'ITPKC', 'MAST2', 'MDM2', 'MDM4', 'MKRN1', 'MTOR', 'MYC', 'NEDD4', 'NOTCH1', 'OCRL', 'OTUD3', 'PARK7', 'PDGFB', 'PDGFRB', 'PI4K2A', 'PI4KA', 'PI4KB', 'PIK3C2A', 'PIK3C2B', 'PIK3C2G', 'PIK3C3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIKFYVE', 'PIP4K2A', 'PIP5K1A', 'PIP5K1B', 'PIP5K1C', 'PML', 'PREX2', 'PSMA6', 'PSMA7', 'PSMB9', 'PSMC6', 'PSMD10', 'PSMD5', 'PSME3', 'PTK2', 'RICTOR', 'RNF146', 'ROCK1', 'ROCK2', 'RPS27A', 'RPS6KB1', 'SACM1L', 'SHC1', 'SLC9A3R1', 'SLC9A3R2', 'SOS1', 'STK11', 'STUB1', 'SYNJ1', 'SYNJ2', 'TNKS2', 'TNKS', 'TNRC6A', 'TNRC6B', 'TP53', 'UBB', 'UBC', 'USP13', 'USP7', 'WWP2', 'XIAP', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.042477457330321045
		RMSE:  0.639641264822803
		NRMSE:  0.10001427016227082
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.028094267476815427
		RMSE:  0.5035947533045023
		NRMSE:  0.16597282753427667
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.458230587102
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389449
		RMSE:  0.49877990548911916
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809618

	Predictor:  LinearRegression
		Pearson Correlation:  0.6084447249063447
		Spearman Correlation:  0.5776381482754656
		Coefficient of Determination:  0.3702049832663573
		RMSE:  0.4971675185134956
		NRMSE:  0.07773708365467838
		MAPE:  737.5979788028283
		Pearson Correlation:  -0.04288190174568854
		Spearman Correlation:  0.15686274509803924
		Coefficient of Determination:  -1.355083193146244
		RMSE:  0.7621980872261309
		NRMSE:  0.2512023225977625
		MAPE:  266.3494446662041

	Predictor:  ElasticNet
		Pearson Correlation:  0.40877867949873053
		Spearman Correlation:  0.4400286009465868
		Coefficient of Determination:  0.04930154015147181
		RMSE:  0.6108358702391112
		NRMSE:  0.09551026037668849
		MAPE:  343.85283159986096
		Pearson Correlation:  0.2302482916723174
		Spearman Correlation:  0.2827382694371281
		Coefficient of Determination:  0.02135224208287012
		RMSE:  0.49133525876713097
		NRMSE:  0.16193239033917703
		MAPE:  158.8007981048717

	Predictor:  RandomForests
		Pearson Correlation:  0.5832693742551751
		Spearman Correlation:  0.5373280768749423
		Coefficient of Determination:  0.3039091264783117
		RMSE:  0.5226802702709819
		NRMSE:  0.08172625600359344
		MAPE:  361.54939429879863
		Pearson Correlation:  0.2936758845392045
		Spearman Correlation:  0.3134667275215896
		Coefficient of Determination:  0.07044760595945221
		RMSE:  0.4788523960287934
		NRMSE:  0.15781833630900843
		MAPE:  185.36052712411103

Protein:  BRCA2
Protein Interaction Partners Count:  100
x_train_column_count:  99
x_train columns:  ['ATM', 'ATRIP', 'ATR', 'BARD1', 'BLM', 'BRCA1', 'BRIP1', 'SLX4', 'RHNO1', 'RMI2', 'CDK2', 'CDK4', 'CHEK1', 'CHEK2', 'DMC1', 'DNA2', 'EME1', 'EME2', 'EXO1', 'FANCD2', 'FANCE', 'FANCG', 'FANCI', 'GEN1', 'H2AFX', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2BE', 'HIST3H3', 'HUS1', 'KAT5', 'SPIDR', 'MLH1', 'MLH3', 'MND1', 'MRE11A', 'MSH4', 'MSH5', 'MUS81', 'NBN', 'PALB2', 'PARP1', 'PCNA', 'POLD1', 'POLD2', 'POLD3', 'POLD4', 'POLE2', 'POLE3', 'POLE4', 'POLE', 'POLH', 'POLK', 'PSMC3IP', 'RAD17', 'RAD1', 'RAD50', 'RAD51AP1', 'RAD51C', 'RAD51B', 'RAD51D', 'RAD51', 'RAD9A', 'RAD9B', 'RBBP8', 'RFC1', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RMI1', 'RPA1', 'RPA2', 'RPA3', 'RPS27A', 'RTEL1', 'SHFM1', 'SPO11', 'SYCP3', 'TEX15', 'TOP3A', 'TOPBP1', 'TP53', 'UBA52', 'UBB', 'UBC', 'WRN', 'XRCC2', 'XRCC3', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026562361008646285
		RMSE:  0.19787350383771835
		NRMSE:  0.12800221484333532
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00017758204834872338
		RMSE:  0.18475106890837595
		NRMSE:  0.18489898809885505
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  LinearRegression
		Pearson Correlation:  0.5224903786308419
		Spearman Correlation:  0.47863791039641596
		Coefficient of Determination:  0.27299619576180056
		RMSE:  0.16849226023559108
		NRMSE:  0.10899580831096677
		MAPE:  256.5611455369393
		Pearson Correlation:  0.17292506886009082
		Spearman Correlation:  0.18939150984248526
		Coefficient of Determination:  -0.21826325999552343
		RMSE:  0.2039008213849776
		NRMSE:  0.2040640726430921
		MAPE:  243.5812159123567

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  RandomForests
		Pearson Correlation:  0.5295849578633959
		Spearman Correlation:  0.4423018185215187
		Coefficient of Determination:  0.1563190100621723
		RMSE:  0.18151007917940512
		NRMSE:  0.11741689362516988
		MAPE:  150.74681234420754
		Pearson Correlation:  0.25929612904848853
		Spearman Correlation:  0.2569337832088819
		Coefficient of Determination:  0.05061802888745981
		RMSE:  0.1799985024195879
		NRMSE:  0.18014261651279817
		MAPE:  115.58269570345665

Protein:  CDKN2A
Protein Interaction Partners Count:  100
x_train_column_count:  100
x_train columns:  ['ABL1', 'AKT1', 'ARF1', 'BMI1', 'BRCA1', 'CBX7', 'CCND1', 'CCND2', 'CCND3', 'CCNL1', 'CDC45', 'CDC6', 'CDC7', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2AIP', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CEBPB', 'CTCF', 'DAXX', 'E2F1', 'E2F2', 'E2F3', 'EGFR', 'EGR1', 'AGO1', 'AGO3', 'AGO4', 'ERBB2', 'EZH2', 'FOXM1', 'GMNN', 'HDAC1', 'HIF1A', 'HRAS', 'HUWE1', 'IL6', 'KRAS', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAX', 'MCM10', 'MCM2', 'MCM5', 'MDM2', 'MDM4', 'MGMT', 'MLH1', 'MOV10', 'MRAS', 'MTAP', 'MYCN', 'MYC', 'NPM1', 'NRAS', 'ORC5', 'PIK3CA', 'PIK3R1', 'PTEN', 'RASSF1', 'RB1', 'RPS27A', 'RRAS2', 'RRAS', 'RUNX3', 'SMAD3', 'SMAD4', 'SMARCA4', 'SUMO1', 'SUMO2', 'SUMO3', 'TBX2', 'TERT', 'TFDP1', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TP53', 'TP63', 'TRIP12', 'TWIST1', 'UBA52', 'UBB', 'UBC', 'UBE2I', 'USP7', 'VEGFA', 'WRN', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.062199248812668806
		RMSE:  0.6624014175436462
		NRMSE:  0.14974599695798488
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10057809021042674
		RMSE:  0.783524323220729
		NRMSE:  0.21159176970584093
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6427147371513342
		NRMSE:  0.145295521001771
		MAPE:  207.86247046219444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010510594090658465
		RMSE:  0.7507796405829533
		NRMSE:  0.20274902527219912
		MAPE:  439.74244050751946

	Predictor:  LinearRegression
		Pearson Correlation:  0.7137945166764523
		Spearman Correlation:  0.6477957992494499
		Coefficient of Determination:  0.5095026120373696
		RMSE:  0.45012859992749266
		NRMSE:  0.1017584717819583
		MAPE:  191.87379450600258
		Pearson Correlation:  0.5544144566798075
		Spearman Correlation:  0.4688127987513413
		Coefficient of Determination:  0.28800378904628454
		RMSE:  0.630203618940211
		NRMSE:  0.17018731270327062
		MAPE:  732.5519835894212

	Predictor:  ElasticNet
		Pearson Correlation:  0.4890314634263145
		Spearman Correlation:  0.3399246357913522
		Coefficient of Determination:  0.08269516745131877
		RMSE:  0.6155666729878583
		NRMSE:  0.1391582848395746
		MAPE:  187.20205076756304
		Pearson Correlation:  0.609415243030755
		Spearman Correlation:  0.3695737001268169
		Coefficient of Determination:  0.08530136138988709
		RMSE:  0.7143006871413536
		NRMSE:  0.19289783611702774
		MAPE:  379.0932186495355

	Predictor:  RandomForests
		Pearson Correlation:  0.6512682096034268
		Spearman Correlation:  0.5862298214602163
		Coefficient of Determination:  0.41559769744228703
		RMSE:  0.49133105775668623
		NRMSE:  0.11107291912663866
		MAPE:  186.81586722629325
		Pearson Correlation:  0.7138871852146856
		Spearman Correlation:  0.5770326235678206
		Coefficient of Determination:  0.4634281612235852
		RMSE:  0.5470864888726946
		NRMSE:  0.14774142286597208
		MAPE:  327.45824804160657

Protein:  TP53
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['AKT1', 'APAF1', 'ATM', 'ATR', 'AURKA', 'AURKB', 'BANP', 'BARD1', 'BAX', 'BBC3', 'BCL2L1', 'BCL2', 'BCL6', 'BRCA1', 'CASP8', 'CCNA2', 'CCNE1', 'CCNG1', 'CDC25C', 'CDK2', 'CDK5', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CHEK1', 'CHEK2', 'COPS5', 'CREBBP', 'DDB2', 'DDX5', 'DYRK2', 'E2F4', 'EGR1', 'EHMT2', 'EP300', 'EZH2', 'FZR1', 'GADD45A', 'GLS2', 'GSK3B', 'HDAC1', 'HDAC2', 'HIF1A', 'HIPK2', 'HSP90AA1', 'HSPA1A', 'IGFBP3', 'JUN', 'KAT2B', 'KAT5', 'KDM1A', 'MAPK14', 'MAPK1', 'MAPK8', 'MAPK9', 'MAPKAPK5', 'MCL1', 'MDM2', 'MDM4', 'MSH2', 'NGFR', 'NPM1', 'PLK3', 'PMAIP1', 'PPP1R13B', 'PPP1R13L', 'PRKDC', 'PRMT5', 'PTEN', 'RB1', 'RCHY1', 'DROSHA', 'RPA1', 'RRM2B', 'SETD7', 'SETD8', 'SFN', 'SIRT1', 'SMYD2', 'SNAI1', 'SNAI2', 'SP1', 'STAT3', 'STK11', 'SUMO1', 'SUMO2', 'TBP', 'TNFRSF10A', 'TNFRSF10B', 'TP53BP1', 'TP53BP2', 'TP53INP1', 'TP53RK', 'TXN', 'UBE2I', 'USP7', 'WRN', 'XRCC6', 'YY1', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05546789854165435
		RMSE:  0.4652085657713222
		NRMSE:  0.11180210665016156
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04275496084346875
		RMSE:  0.4295356456720749
		NRMSE:  0.1544592202783541
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  LinearRegression
		Pearson Correlation:  0.6643682568503029
		Spearman Correlation:  0.591699374815362
		Coefficient of Determination:  0.4413851807103102
		RMSE:  0.33843978817181203
		NRMSE:  0.08133616634746745
		MAPE:  748.897153066809
		Pearson Correlation:  0.503928246772587
		Spearman Correlation:  0.5015461906155497
		Coefficient of Determination:  0.19791589921129182
		RMSE:  0.3767194399287851
		NRMSE:  0.13546673376561008
		MAPE:  981.8009350977977

	Predictor:  ElasticNet
		Pearson Correlation:  0.40575309722507036
		Spearman Correlation:  0.39482798505967054
		Coefficient of Determination:  0.12897541998676676
		RMSE:  0.4226106074697349
		NRMSE:  0.10156467374903506
		MAPE:  540.4787534665038
		Pearson Correlation:  0.5067054809752353
		Spearman Correlation:  0.4834650278021657
		Coefficient of Determination:  0.18417731128827108
		RMSE:  0.3799320820071863
		NRMSE:  0.1366219864098624
		MAPE:  566.6343883196054

	Predictor:  RandomForests
		Pearson Correlation:  0.6097534973256057
		Spearman Correlation:  0.5139039652587687
		Coefficient of Determination:  0.33750018110792934
		RMSE:  0.36856837692133904
		NRMSE:  0.08857687501113652
		MAPE:  615.4124035147506
		Pearson Correlation:  0.4836200045164307
		Spearman Correlation:  0.46771331891245216
		Coefficient of Determination:  0.23275960811854368
		RMSE:  0.3684459670531218
		NRMSE:  0.13249162754975793
		MAPE:  330.3142319701158

Protein:  CTNNB1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'AKT1', 'APC2', 'APC', 'AR', 'AXIN1', 'AXIN2', 'BCL9', 'BTRC', 'CASP3', 'CBY1', 'CCND1', 'CDC73', 'CDH11', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDH5', 'CDH8', 'CHD8', 'CREBBP', 'CSNK1A1', 'CSNK1E', 'CTBP1', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNBIP1', 'CTNND1', 'DVL1', 'DVL2', 'DVL3', 'EGFR', 'EGF', 'EP300', 'ERBB2', 'AMER1', 'FBXW11', 'FER', 'FGFR1', 'FOXO1', 'FOXO3', 'FYN', 'FZD1', 'FZD2', 'FZD5', 'GSK3A', 'GSK3B', 'HNF4A', 'IGF1R', 'IQGAP1', 'JUN', 'JUP', 'KDR', 'KLF4', 'LEF1', 'LRP5', 'LRP6', 'MAPK9', 'MEN1', 'MET', 'MMP7', 'MYC', 'NLK', 'NOTCH1', 'PIK3CA', 'PIK3R1', 'PITX2', 'PSEN1', 'PTPN11', 'PTPN1', 'PYGO2', 'RUVBL1', 'SKP1', 'SMAD4', 'SMAD7', 'SMARCA4', 'SOX17', 'SOX2', 'SOX6', 'SOX9', 'SRC', 'TBL1X', 'TCF4', 'TCF7L1', 'TCF7L2', 'TCF7', 'TERT', 'TGFBR1', 'TGFBR2', 'TJP1', 'TLE1', 'VCL', 'VEGFA', 'WNT1', 'WNT3A', 'WNT8A', 'WNT8B', 'YWHAZ', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.41897644861846284
		RMSE:  0.8782004120680554
		NRMSE:  0.17699587078381512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5843844136424388
		RMSE:  0.9452480588674593
		NRMSE:  0.23451795238114906
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  LinearRegression
		Pearson Correlation:  0.6711039396421055
		Spearman Correlation:  0.6511231739875518
		Coefficient of Determination:  0.4503804978031546
		RMSE:  0.5465590755337435
		NRMSE:  0.11015560705680383
		MAPE:  519.1657659772385
		Pearson Correlation:  0.3946094676348556
		Spearman Correlation:  0.4038484050336553
		Coefficient of Determination:  0.006200638227220168
		RMSE:  0.7486259379849933
		NRMSE:  0.18573560710191866
		MAPE:  421.8561758460579

	Predictor:  ElasticNet
		Pearson Correlation:  0.4580387527607384
		Spearman Correlation:  0.445397099000848
		Coefficient of Determination:  0.06152115347785836
		RMSE:  0.7141974362491068
		NRMSE:  0.14394208361027608
		MAPE:  690.8694080175317
		Pearson Correlation:  0.4302126924012697
		Spearman Correlation:  0.40185347770949176
		Coefficient of Determination:  0.04682592058604407
		RMSE:  0.7331648328286401
		NRMSE:  0.18189967568814572
		MAPE:  327.57732259802935

	Predictor:  RandomForests
		Pearson Correlation:  0.6656992239056829
		Spearman Correlation:  0.6133953454672096
		Coefficient of Determination:  0.4349807211043826
		RMSE:  0.5541631919467963
		NRMSE:  0.11168816976979591
		MAPE:  329.20271777914945
		Pearson Correlation:  0.5336624031149049
		Spearman Correlation:  0.4858586622262577
		Coefficient of Determination:  0.26869688378404666
		RMSE:  0.6421910157662638
		NRMSE:  0.15932888794875796
		MAPE:  230.86504621225313

Protein:  CCNE1
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['ABL1', 'BARD1', 'BRCA1', 'CABLES1', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCND3', 'CCNE2', 'CCNH', 'CCT2', 'CCT3', 'CCT4', 'CCT6A', 'CCT7', 'CDC25A', 'CDC6', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK6', 'CDK7', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDT1', 'CKS1B', 'CKS2', 'CUL1', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'EP400', 'FOXM1', 'HDAC1', 'IFNAR1', 'LIN37', 'LIN52', 'LIN54', 'LIN9', 'MNAT1', 'MYC', 'ORC1', 'ORC2', 'ORC3', 'ORC4', 'ORC5', 'ORC6', 'PCNA', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB7', 'PSMC1', 'PSMC2', 'PSMC4', 'PSMC5', 'PSMD10', 'PSMD11', 'PSMD14', 'PSMD1', 'PSMD3', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSME3', 'PTK6', 'RB1', 'RBBP4', 'RBL1', 'RBL2', 'RHOA', 'RPS27A', 'RRN3', 'SKP1', 'SKP2', 'STAT5A', 'STAT5B', 'TCP1', 'TFDP1', 'TP53', 'TP73', 'UBB', 'UBC', 'WEE1', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.7135069779129597
		RMSE:  0.7967382438332794
		NRMSE:  0.19227700939577658
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.179220592822603
		RMSE:  0.7927883268238614
		NRMSE:  0.2823823069719898
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.48367116033059243
		NRMSE:  0.11672446372338549
		MAPE:  119.9663870203584
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008650225247206267
		RMSE:  0.5393577763958428
		NRMSE:  0.19211318838676503
		MAPE:  85.21064296831354

	Predictor:  LinearRegression
		Pearson Correlation:  0.8774175459671832
		Spearman Correlation:  0.7204934647632695
		Coefficient of Determination:  0.7698615499710739
		RMSE:  0.23203034435425016
		NRMSE:  0.055995932223435615
		MAPE:  55.513631606979985
		Pearson Correlation:  0.8048281276095111
		Spearman Correlation:  0.6018242122719735
		Coefficient of Determination:  0.6373795512018188
		RMSE:  0.3233946234518694
		NRMSE:  0.11518953640315918
		MAPE:  49.111252271399515

	Predictor:  ElasticNet
		Pearson Correlation:  0.6631121317330246
		Spearman Correlation:  0.6117272177251797
		Coefficient of Determination:  0.2791624383186172
		RMSE:  0.4106472294944165
		NRMSE:  0.099101583004179
		MAPE:  92.6010822090089
		Pearson Correlation:  0.7169778778597022
		Spearman Correlation:  0.5839430299482978
		Coefficient of Determination:  0.2945673153772531
		RMSE:  0.45106012790388983
		NRMSE:  0.16066255668882987
		MAPE:  66.6203845709988

	Predictor:  RandomForests
		Pearson Correlation:  0.8568325247662703
		Spearman Correlation:  0.7204752981992786
		Coefficient of Determination:  0.7283520088609318
		RMSE:  0.25208873649532704
		NRMSE:  0.06083662825381351
		MAPE:  54.930323127980664
		Pearson Correlation:  0.837816825298056
		Spearman Correlation:  0.7059538137469166
		Coefficient of Determination:  0.6986948888904203
		RMSE:  0.29478806689977877
		NRMSE:  0.10500020192334061
		MAPE:  44.001700036877104

Protein:  CCND1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'ACTL6A', 'AKT1', 'ARID1A', 'ARID2', 'AR', 'ATF2', 'BRD2', 'BTG2', 'CCNA1', 'CCNB1', 'CCNE1', 'CCNH', 'CDC25A', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDK7', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CKS1B', 'CREBBP', 'CTBP1', 'CTNNB1', 'CUL1', 'DNMT3A', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'AGO2', 'EP300', 'ESR1', 'FOS', 'FOXA1', 'FOXM1', 'GADD45A', 'GATA3', 'GLI1', 'GLI3', 'GSK3B', 'H2AFX', 'H2AFZ', 'HDAC1', 'HDAC4', 'HIST1H2BA', 'HIST2H2BE', 'HNF1A', 'IFNAR1', 'JAK2', 'JUN', 'KAT2B', 'LEF1', 'LYN', 'MAML1', 'MYB', 'MYC', 'NOTCH1', 'PBRM1', 'PCNA', 'PRMT5', 'PSMA6', 'PSMC6', 'PSMD10', 'PSMD6', 'PSMD7', 'PSME3', 'PTK6', 'RASSF1', 'RB1', 'RBL1', 'RBL2', 'RBPJ', 'RELA', 'RUNX1', 'RUNX3', 'SKP1', 'SKP2', 'SMAD4', 'SMARCA4', 'SMARCB1', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'SUV39H1', 'TCF7L2', 'TFDP1', 'TP53', 'WDR77', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.46307157054532877
		RMSE:  0.2889602070536637
		NRMSE:  0.17371452011738692
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5143850316766378
		RMSE:  0.2891269997261264
		NRMSE:  0.20591917819933792
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  LinearRegression
		Pearson Correlation:  0.5636707126515218
		Spearman Correlation:  0.5338794000240731
		Coefficient of Determination:  0.3177246723010745
		RMSE:  0.19732635215636038
		NRMSE:  0.1186268964881752
		MAPE:  303.90890385330385
		Pearson Correlation:  0.47243933187366527
		Spearman Correlation:  0.37750951126719345
		Coefficient of Determination:  -0.03747489524555747
		RMSE:  0.23930914416114044
		NRMSE:  0.17043839678732012
		MAPE:  1816.1890371613786

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  RandomForests
		Pearson Correlation:  0.5396287154639029
		Spearman Correlation:  0.502939768100025
		Coefficient of Determination:  0.24994905002118484
		RMSE:  0.20689530563231137
		NRMSE:  0.12437947459589964
		MAPE:  321.9495425031968
		Pearson Correlation:  0.5113924341245587
		Spearman Correlation:  0.5230886292665937
		Coefficient of Determination:  0.2479354192270824
		RMSE:  0.2037502091357217
		NRMSE:  0.14511296303324717
		MAPE:  1056.0884306207543

Protein:  ERBB2
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ADAM17', 'ADRB2', 'AREG', 'ARHGEF11', 'ARHGEF12', 'BTC', 'CBL', 'CCND1', 'CD44', 'CDC37', 'CDH1', 'CTNNB1', 'CTNND1', 'CUL5', 'DIAPH1', 'DOCK7', 'EGFR', 'EGF', 'ERBB2IP', 'ERBB3', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'FYN', 'GAB1', 'GRB2', 'GRB7', 'HBEGF', 'HGF', 'HRAS', 'HSP90AA1', 'IL6R', 'IL6', 'INS', 'JAK1', 'JAK2', 'KRAS', 'LRPPRC', 'MAP2K1', 'MAPK8', 'MATK', 'MEMO1', 'MUC1', 'MUC4', 'MYC', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'PGAP3', 'PGR', 'PIK3CA', 'PIK3CB', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PLCG1', 'PLCG2', 'PLXNB1', 'PRKACA', 'PTEN', 'PTK2', 'PTK6', 'PTPN11', 'PTPN12', 'PTPN18', 'RHOA', 'RHOB', 'RHOC', 'RND1', 'RNF41', 'ROCK1', 'ROCK2', 'RPS27A', 'SEMA4D', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SOS1', 'SRC', 'STAT1', 'STAT3', 'STUB1', 'TFAP2A', 'TFAP2B', 'TFAP2C', 'TFF1', 'TFF2', 'TFF3', 'TGFA', 'TP53', 'UBA52', 'UBB', 'UBC', 'VEGFA', 'YES1', 'YY1', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10512598969709641
		RMSE:  1.0713675802437574
		NRMSE:  0.18252510013182233
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.044647408489899565
		RMSE:  0.9270678870989714
		NRMSE:  0.17190207437399804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  LinearRegression
		Pearson Correlation:  0.855565678612372
		Spearman Correlation:  0.7304635390805553
		Coefficient of Determination:  0.7319926304194486
		RMSE:  0.5276014401097882
		NRMSE:  0.08988558872000071
		MAPE:  539.7970442294128
		Pearson Correlation:  0.7211630034473997
		Spearman Correlation:  0.5739196175982831
		Coefficient of Determination:  0.4888452610751224
		RMSE:  0.6484893794185128
		NRMSE:  0.12024650091201795
		MAPE:  331.13159766071317

	Predictor:  ElasticNet
		Pearson Correlation:  0.8039861952737962
		Spearman Correlation:  0.618944679429818
		Coefficient of Determination:  0.2793901260743271
		RMSE:  0.8651326617847814
		NRMSE:  0.14738958750613854
		MAPE:  640.6286301392
		Pearson Correlation:  0.8160834088938104
		Spearman Correlation:  0.6532338308457711
		Coefficient of Determination:  0.24686427434754388
		RMSE:  0.7871605068963934
		NRMSE:  0.14595967122128564
		MAPE:  457.11261766952435

	Predictor:  RandomForests
		Pearson Correlation:  0.8433007690847746
		Spearman Correlation:  0.6562328792592249
		Coefficient of Determination:  0.7083630081806649
		RMSE:  0.5503689305629248
		NRMSE:  0.09376440543178098
		MAPE:  460.06554811053206
		Pearson Correlation:  0.8169954335116215
		Spearman Correlation:  0.714499680796803
		Coefficient of Determination:  0.6561677185767817
		RMSE:  0.5318632665691463
		NRMSE:  0.09862103960117677
		MAPE:  307.5359921183597

Protein:  ERBB3
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['AKT1', 'AKT2', 'ANGPT1', 'ANGPT2', 'AREG', 'AR', 'BDNF', 'BMP4', 'BTC', 'CBLB', 'CBL', 'CCND1', 'CDH1', 'CSF1', 'CSK', 'CTNNB1', 'DCN', 'DOCK7', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EGFR', 'EGF', 'ERBB2', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'FGF10', 'FGF19', 'FGF1', 'FGF2', 'FGF3', 'FGF4', 'FGF7', 'FGF9', 'FIGF', 'FLNA', 'FOXO3', 'GAB1', 'GRB2', 'GRB7', 'HBEGF', 'HGF', 'HRAS', 'HSP90AA1', 'IGF1', 'IGF2', 'INS', 'IRS1', 'ITGA6', 'ITGB4', 'JAK1', 'JAK2', 'KITLG', 'KRAS', 'LAMA1', 'LAMB1', 'LAMC2', 'MAP2K1', 'MAPK8', 'MET', 'MUC4', 'NGF', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NTF3', 'PA2G4', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PGF', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PLCG1', 'PLCG2', 'PRKACA', 'PTEN', 'PTPN11', 'RNF41', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SOS1', 'SOX10', 'SRC', 'TGFA', 'VEGFA', 'VEGFB', 'VEGFC', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20107865915633893
		RMSE:  0.5031866190144979
		NRMSE:  0.13579562619977975
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27170508071542576
		RMSE:  0.5249654097328843
		NRMSE:  0.21064675210776365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  LinearRegression
		Pearson Correlation:  0.5846385774030327
		Spearman Correlation:  0.5814912548696802
		Coefficient of Determination:  0.3418022661878414
		RMSE:  0.37249594530387053
		NRMSE:  0.10052596439962286
		MAPE:  197.49566837967868
		Pearson Correlation:  0.31201395918673225
		Spearman Correlation:  0.3620139035388307
		Coefficient of Determination:  -0.32057965389539866
		RMSE:  0.5349581227215469
		NRMSE:  0.21465641159538185
		MAPE:  299.0531773906636

	Predictor:  ElasticNet
		Pearson Correlation:  0.42196016247633317
		Spearman Correlation:  0.4519398805103739
		Coefficient of Determination:  0.05542345010660765
		RMSE:  0.4462332608908069
		NRMSE:  0.12042554949596324
		MAPE:  211.7213854853912
		Pearson Correlation:  0.4309908855346549
		Spearman Correlation:  0.4528514935759556
		Coefficient of Determination:  0.053145269933072226
		RMSE:  0.4529801401167718
		NRMSE:  0.18176206187274163
		MAPE:  245.20545752528608

	Predictor:  RandomForests
		Pearson Correlation:  0.5491289717277127
		Spearman Correlation:  0.5567681894241043
		Coefficient of Determination:  0.2845656695305143
		RMSE:  0.38835441470699494
		NRMSE:  0.10480571012772871
		MAPE:  239.9856680316148
		Pearson Correlation:  0.38648227930029155
		Spearman Correlation:  0.39234560614965885
		Coefficient of Determination:  0.13952978922040327
		RMSE:  0.4318226369637922
		NRMSE:  0.17327243714841428
		MAPE:  281.07626847574466


Fold:  2

Protein:  RB1
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['AATF', 'ABL1', 'AKT1', 'AR', 'ASF1A', 'ATF2', 'BGLAP', 'CASP3', 'CBX4', 'CCNA1', 'CCNA2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CEBPA', 'COL1A1', 'CREBBP', 'CTBP1', 'DNMT1', 'DUT', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'ELF1', 'EP300', 'FOXM1', 'FZR1', 'GNB2L1', 'H1F0', 'H2AFV', 'H2AFX', 'H2AFZ', 'HDAC1', 'HDAC2', 'HDAC3', 'HIST1H2BA', 'HIST2H2AC', 'HIST2H2BE', 'HMGA1', 'HMGA2', 'HSP90AA1', 'ID2', 'JUN', 'MAPK14', 'MAPK1', 'MAPK3', 'MDM2', 'MEF2C', 'NCAPD3', 'NCAPG2', 'NCAPH2', 'NFYC', 'PCNA', 'PML', 'POLA1', 'POLA2', 'PPARA', 'PPARG', 'PPP1CA', 'PPP1CB', 'PPP1CC', 'PPP2CA', 'PPP2CB', 'PRIM1', 'PRIM2', 'RAF1', 'RBBP4', 'RUNX2', 'SIRT1', 'SKP2', 'SMARCA2', 'SMC2', 'SMC4', 'SP100', 'SP1', 'SP3', 'SPI1', 'SUV39H1', 'TAF1', 'TBP', 'TERT', 'TFDP1', 'TP53BP1', 'TP53', 'TP73', 'YAP1', 'ZNF521', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.012372001566697044
		RMSE:  0.23649063304821735
		NRMSE:  0.08648721220312221
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0009378943328373079
		RMSE:  0.2450188572791325
		NRMSE:  0.14037816530069125
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  LinearRegression
		Pearson Correlation:  0.4851511443137712
		Spearman Correlation:  0.4992861387234251
		Coefficient of Determination:  0.2353716328289619
		RMSE:  0.2055270950867916
		NRMSE:  0.07516350756538605
		MAPE:  331.0357252061805
		Pearson Correlation:  0.07001121464371021
		Spearman Correlation:  0.12819237147595358
		Coefficient of Determination:  -0.4021783209687544
		RMSE:  0.289999713238955
		NRMSE:  0.16614895740793334
		MAPE:  600.3215095911273

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  RandomForests
		Pearson Correlation:  0.5145515038742902
		Spearman Correlation:  0.44009892078456364
		Coefficient of Determination:  0.18599802934655563
		RMSE:  0.21205895119023704
		NRMSE:  0.07755227881445181
		MAPE:  148.26230932920876
		Pearson Correlation:  0.08824190881128072
		Spearman Correlation:  0.144200741635974
		Coefficient of Determination:  -0.030911896992970034
		RMSE:  0.2486604527794585
		NRMSE:  0.14246453734886647
		MAPE:  222.7265029350453

Protein:  CDH1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ACTA1', 'ACTN1', 'ADAM10', 'ADAM15', 'CA2', 'CASP3', 'CBLL1', 'CDC42', 'CDH17', 'CDH3', 'CDH5', 'CTBP1', 'CTNNA1', 'CTNNB1', 'CTNND1', 'CTTN', 'DLG1', 'EFNA1', 'EGFR', 'EGF', 'ENAH', 'EPCAM', 'EPHA2', 'EXOC3', 'EXOC4', 'FER', 'FLOT1', 'FLOT2', 'FMN1', 'FYN', 'GDNF', 'GNA12', 'GNA13', 'HGF', 'HGS', 'IGF1R', 'IGF1', 'IGF2', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'ITGA6', 'ITGAE', 'ITGB4', 'ITGB7', 'AJUBA', 'JUP', 'KIFC3', 'KLK7', 'KLRG1', 'LAMB1', 'LAMC2', 'LIMA1', 'MAPK1', 'MAPK3', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MLLT4', 'MMP3', 'MMP7', 'MMP9', 'MYO6', 'NCSTN', 'NUMB', 'PARD6A', 'PIK3CA', 'PIK3R1', 'PIP5K1C', 'PLEKHA7', 'PLG', 'PRKCI', 'PRKCZ', 'PSEN1', 'PVRL1', 'PVRL2', 'RAB5A', 'RAB7A', 'RAC1', 'RAP1A', 'RET', 'RHOA', 'SKIL', 'SMAD3', 'SMAD4', 'SNAI1', 'SNAI2', 'SNAI3', 'SRC', 'STX4', 'TJP1', 'TWIST1', 'VASP', 'VCL', 'YES1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZYX', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0848918633043636
		RMSE:  1.167193365558287
		NRMSE:  0.18724526599154356
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3357437347566168
		RMSE:  1.329821844339591
		NRMSE:  0.2361608674018098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  LinearRegression
		Pearson Correlation:  0.7349167752386903
		Spearman Correlation:  0.6765257583652421
		Coefficient of Determination:  0.5401026665272355
		RMSE:  0.7599412695880011
		NRMSE:  0.12191245200737966
		MAPE:  482.1119431662003
		Pearson Correlation:  0.5693822176733242
		Spearman Correlation:  0.5928397229538582
		Coefficient of Determination:  0.2184119550545931
		RMSE:  1.0172339438898579
		NRMSE:  0.18064889786713867
		MAPE:  301.554095991047

	Predictor:  ElasticNet
		Pearson Correlation:  0.6319039985557635
		Spearman Correlation:  0.6087825550034297
		Coefficient of Determination:  0.28676354111339264
		RMSE:  0.9463817393411219
		NRMSE:  0.15182188807910835
		MAPE:  340.80976453717284
		Pearson Correlation:  0.616398528023918
		Spearman Correlation:  0.7256804214223004
		Coefficient of Determination:  0.26765923178331086
		RMSE:  0.9846649868180949
		NRMSE:  0.174865030512892
		MAPE:  165.3921870564458

	Predictor:  RandomForests
		Pearson Correlation:  0.7657638215665736
		Spearman Correlation:  0.6800217599102509
		Coefficient of Determination:  0.5819542149538295
		RMSE:  0.7245385687012473
		NRMSE:  0.11623302618131826
		MAPE:  184.24380781842135
		Pearson Correlation:  0.6576120370348326
		Spearman Correlation:  0.6605306799336651
		Coefficient of Determination:  0.39849349648966426
		RMSE:  0.8923845719810481
		NRMSE:  0.15847710388581923
		MAPE:  209.07905470487273

Protein:  CDH2
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'ADAM10', 'AFP', 'AHSG', 'ALB', 'APLP2', 'APOA1', 'APOB', 'APOE', 'APP', 'AXIN1', 'BDNF', 'BMP4', 'BNIP2', 'CALU', 'CDC42', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH17', 'CDH18', 'CDH1', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDON', 'CREBBP', 'CSF1', 'CST3', 'CTNNA1', 'CTNNA2', 'CTNNB1', 'CTNND1', 'CYR61', 'FAM20C', 'FBN1', 'FER', 'FGFR1', 'FN1', 'FSTL1', 'GAS6', 'GJA1', 'GOLM1', 'GPC3', 'GRIA2', 'HSP90B1', 'IGFBP1', 'IGFBP3', 'IGFBP4', 'IGFBP5', 'IGFBP7', 'IL6', 'ITIH2', 'JUP', 'KIF5B', 'KNG1', 'KTN1', 'LAMB1', 'LAMC1', 'LGALS1', 'LRP5', 'LTBP1', 'MAP2K6', 'MAPK11', 'MAPK14', 'MATN3', 'MEF2A', 'MEF2C', 'MEF2D', 'MET', 'MFGE8', 'MSLN', 'NTRK2', 'P4HB', 'PCSK9', 'PIK3CA', 'PIK3R1', 'PTPN11', 'PTPN1', 'RAC1', 'RHOA', 'ROBO1', 'SCG2', 'SDC2', 'SERPINA1', 'SLIT1', 'SNAI1', 'SNAI2', 'SPAG9', 'SPARCL1', 'SPP1', 'STC2', 'TCF3', 'TIMP1', 'TMEM132A', 'TNC', 'VCAN', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0042702958885580955
		RMSE:  0.36888339320753855
		NRMSE:  0.13366308906715652
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005559500410650786
		RMSE:  0.3881548727768219
		NRMSE:  0.20448899349205915
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  LinearRegression
		Pearson Correlation:  0.46156028024810203
		Spearman Correlation:  0.44959855956861483
		Coefficient of Determination:  0.21303789230270642
		RMSE:  0.3265432464956123
		NRMSE:  0.1183213444798943
		MAPE:  1499.05050006347
		Pearson Correlation:  0.2685249617919647
		Spearman Correlation:  0.18965466783728419
		Coefficient of Determination:  -0.0959496180168049
		RMSE:  0.40522520494811265
		NRMSE:  0.2134820405696606
		MAPE:  474.728252927226

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  RandomForests
		Pearson Correlation:  0.4798893716480286
		Spearman Correlation:  0.43220841929355114
		Coefficient of Determination:  0.14899119188768672
		RMSE:  0.3395711793687041
		NRMSE:  0.12304195208663822
		MAPE:  686.8566268307792
		Pearson Correlation:  0.15574560285587463
		Spearman Correlation:  0.3593795727246123
		Coefficient of Determination:  0.005663454025589321
		RMSE:  0.38598271505547616
		NRMSE:  0.2033446504030072
		MAPE:  213.64948699623926

Protein:  CDH3
Protein Interaction Partners Count:  73
x_train_column_count:  74
x_train columns:  ['AIMP1', 'CLMP', 'BRCA1', 'CCND1', 'CD24', 'CD2AP', 'CD44', 'CDCP1', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH2', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CLDN1', 'CLDN7', 'CTNNA1', 'CTNNA3', 'CTNNB1', 'CTNND1', 'DPYD', 'DSP', 'ECM1', 'EGFR', 'EPCAM', 'ERBB2', 'ESR1', 'ESRP1', 'F11R', 'FN1', 'GALNT6', 'GATA3', 'HOXA9', 'IGF1R', 'ITGA9', 'JUP', 'KIRREL', 'KRT14', 'KRT15', 'KRT17', 'KRT4', 'KRT5', 'KRT8', 'LEF1', 'MKI67', 'NPHS1', 'NPHS2', 'PGR', 'PKP1', 'PKP2', 'PKP3', 'POU5F1', 'S100A4', 'SNAI1', 'SNAI2', 'SYNPO', 'TECR', 'TJP1', 'TP53', 'UMPS', 'VCL', 'ZEB1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032535082492379797
		RMSE:  0.20804431995898212
		NRMSE:  0.15657381105189322
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10171995354262497
		RMSE:  0.2077503373255318
		NRMSE:  0.17094572313464315
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  LinearRegression
		Pearson Correlation:  0.5750222934418499
		Spearman Correlation:  0.5464477708979472
		Coefficient of Determination:  0.33065063795512495
		RMSE:  0.16993269557651747
		NRMSE:  0.12789106558632488
		MAPE:  280.55992040683975
		Pearson Correlation:  0.15129344217314186
		Spearman Correlation:  0.33341137450004876
		Coefficient of Determination:  -0.454023866366031
		RMSE:  0.23866673811947609
		NRMSE:  0.19638503918330957
		MAPE:  1617.3596664548618

	Predictor:  ElasticNet
		Pearson Correlation:  0.3814299259959926
		Spearman Correlation:  0.4154524392424565
		Coefficient of Determination:  0.014565408672729374
		RMSE:  0.20618849143367712
		NRMSE:  0.15517711757368097
		MAPE:  119.40599335492294
		Pearson Correlation:  0.18947905463115441
		Spearman Correlation:  0.2469076187689006
		Coefficient of Determination:  -0.1359977624859552
		RMSE:  0.21095745042217207
		NRMSE:  0.1735846707991213
		MAPE:  297.60223372027184

	Predictor:  RandomForests
		Pearson Correlation:  0.5643420869215559
		Spearman Correlation:  0.5595064484259596
		Coefficient of Determination:  0.2915569262179636
		RMSE:  0.17482478344760996
		NRMSE:  0.1315728428255627
		MAPE:  361.8509709984862
		Pearson Correlation:  0.26611478629025903
		Spearman Correlation:  0.37114427860696525
		Coefficient of Determination:  -0.07708413457356866
		RMSE:  0.20541442796788412
		NRMSE:  0.1690236385813249
		MAPE:  1459.15447534378

Protein:  PTEN
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['AKT1', 'AR', 'BCR', 'CD79A', 'CD79B', 'CDIPT', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'DLG1', 'EGFR', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'FOXO3', 'FOXO4', 'FRK', 'GRB2', 'HRAS', 'INPP4A', 'INPP4B', 'INPP5B', 'INPP5D', 'INPP5J', 'INPP5K', 'INPPL1', 'IPMK', 'IRS1', 'ITGB1', 'ITPKA', 'ITPKB', 'ITPKC', 'MAST2', 'MDM2', 'MDM4', 'MKRN1', 'MTOR', 'MYC', 'NEDD4', 'NOTCH1', 'OCRL', 'OTUD3', 'PARK7', 'PDGFB', 'PDGFRB', 'PI4K2A', 'PI4KA', 'PI4KB', 'PIK3C2A', 'PIK3C2B', 'PIK3C2G', 'PIK3C3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIKFYVE', 'PIP4K2A', 'PIP5K1A', 'PIP5K1B', 'PIP5K1C', 'PML', 'PREX2', 'PSMA6', 'PSMA7', 'PSMB9', 'PSMC6', 'PSMD10', 'PSMD5', 'PSME3', 'PTK2', 'RICTOR', 'RNF146', 'ROCK1', 'ROCK2', 'RPS27A', 'RPS6KB1', 'SACM1L', 'SHC1', 'SLC9A3R1', 'SLC9A3R2', 'SOS1', 'STK11', 'STUB1', 'SYNJ1', 'SYNJ2', 'TNKS2', 'TNKS', 'TNRC6A', 'TNRC6B', 'TP53', 'UBB', 'UBC', 'USP13', 'USP7', 'WWP2', 'XIAP', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.03862384422015608
		RMSE:  0.6356813050691055
		NRMSE:  0.09939509109047072
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04557869434051831
		RMSE:  0.5231599683741948
		NRMSE:  0.17546282813730707
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  LinearRegression
		Pearson Correlation:  0.5964416558096522
		Spearman Correlation:  0.5860208262750544
		Coefficient of Determination:  0.35574264878495987
		RMSE:  0.5006566468385097
		NRMSE:  0.07828264355226483
		MAPE:  483.7079598800731
		Pearson Correlation:  0.306657006641787
		Spearman Correlation:  0.25554580040971614
		Coefficient of Determination:  -0.26303662784338133
		RMSE:  0.5749950618438693
		NRMSE:  0.19284782058085234
		MAPE:  2320.510740758206

	Predictor:  ElasticNet
		Pearson Correlation:  0.41547593720354425
		Spearman Correlation:  0.4252739438774229
		Coefficient of Determination:  0.04196161828095479
		RMSE:  0.6105226058569547
		NRMSE:  0.09546127837650766
		MAPE:  242.82674189771583
		Pearson Correlation:  0.3481536039913498
		Spearman Correlation:  0.3256657887035412
		Coefficient of Determination:  0.04583399940974653
		RMSE:  0.4997676157707621
		NRMSE:  0.16761725777125105
		MAPE:  475.9417707855634

	Predictor:  RandomForests
		Pearson Correlation:  0.5753336243669441
		Spearman Correlation:  0.524772713757397
		Coefficient of Determination:  0.30205576568971204
		RMSE:  0.5210995005782082
		NRMSE:  0.0814790869483556
		MAPE:  266.8419485584841
		Pearson Correlation:  0.2937978053660253
		Spearman Correlation:  0.3148969899254314
		Coefficient of Determination:  0.06599378271861733
		RMSE:  0.49445984215507816
		NRMSE:  0.1658370814847995
		MAPE:  485.3068733725973

Protein:  BRCA2
Protein Interaction Partners Count:  100
x_train_column_count:  99
x_train columns:  ['ATM', 'ATRIP', 'ATR', 'BARD1', 'BLM', 'BRCA1', 'BRIP1', 'SLX4', 'RHNO1', 'RMI2', 'CDK2', 'CDK4', 'CHEK1', 'CHEK2', 'DMC1', 'DNA2', 'EME1', 'EME2', 'EXO1', 'FANCD2', 'FANCE', 'FANCG', 'FANCI', 'GEN1', 'H2AFX', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2BE', 'HIST3H3', 'HUS1', 'KAT5', 'SPIDR', 'MLH1', 'MLH3', 'MND1', 'MRE11A', 'MSH4', 'MSH5', 'MUS81', 'NBN', 'PALB2', 'PARP1', 'PCNA', 'POLD1', 'POLD2', 'POLD3', 'POLD4', 'POLE2', 'POLE3', 'POLE4', 'POLE', 'POLH', 'POLK', 'PSMC3IP', 'RAD17', 'RAD1', 'RAD50', 'RAD51AP1', 'RAD51C', 'RAD51B', 'RAD51D', 'RAD51', 'RAD9A', 'RAD9B', 'RBBP8', 'RFC1', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RMI1', 'RPA1', 'RPA2', 'RPA3', 'RPS27A', 'RTEL1', 'SHFM1', 'SPO11', 'SYCP3', 'TEX15', 'TOP3A', 'TOPBP1', 'TP53', 'UBA52', 'UBB', 'UBC', 'WRN', 'XRCC2', 'XRCC3', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004232193403179485
		RMSE:  0.1957372843548259
		NRMSE:  0.12609907189874434
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0041831029428383015
		RMSE:  0.19359139518213575
		NRMSE:  0.1310414025181481
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  LinearRegression
		Pearson Correlation:  0.5303131589227361
		Spearman Correlation:  0.48286116737715845
		Coefficient of Determination:  0.2812320465266114
		RMSE:  0.1655963811106799
		NRMSE:  0.10668151464691893
		MAPE:  262.1609769900131
		Pearson Correlation:  0.14813065706504217
		Spearman Correlation:  0.15685786752511952
		Coefficient of Determination:  -0.2805010738361835
		RMSE:  0.21860977061655468
		NRMSE:  0.14797626164537014
		MAPE:  532.6878069544792

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  RandomForests
		Pearson Correlation:  0.5464276865949703
		Spearman Correlation:  0.4667890971397747
		Coefficient of Determination:  0.16976237956047002
		RMSE:  0.1779744637630843
		NRMSE:  0.11465579884882222
		MAPE:  166.15437071332846
		Pearson Correlation:  0.16705348570371462
		Spearman Correlation:  0.21473027021753976
		Coefficient of Determination:  0.00883631884128544
		RMSE:  0.19233232652571014
		NRMSE:  0.1301891429306317
		MAPE:  127.59241320169126

Protein:  CDKN2A
Protein Interaction Partners Count:  100
x_train_column_count:  100
x_train columns:  ['ABL1', 'AKT1', 'ARF1', 'BMI1', 'BRCA1', 'CBX7', 'CCND1', 'CCND2', 'CCND3', 'CCNL1', 'CDC45', 'CDC6', 'CDC7', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2AIP', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CEBPB', 'CTCF', 'DAXX', 'E2F1', 'E2F2', 'E2F3', 'EGFR', 'EGR1', 'AGO1', 'AGO3', 'AGO4', 'ERBB2', 'EZH2', 'FOXM1', 'GMNN', 'HDAC1', 'HIF1A', 'HRAS', 'HUWE1', 'IL6', 'KRAS', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAX', 'MCM10', 'MCM2', 'MCM5', 'MDM2', 'MDM4', 'MGMT', 'MLH1', 'MOV10', 'MRAS', 'MTAP', 'MYCN', 'MYC', 'NPM1', 'NRAS', 'ORC5', 'PIK3CA', 'PIK3R1', 'PTEN', 'RASSF1', 'RB1', 'RPS27A', 'RRAS2', 'RRAS', 'RUNX3', 'SMAD3', 'SMAD4', 'SMARCA4', 'SUMO1', 'SUMO2', 'SUMO3', 'TBX2', 'TERT', 'TFDP1', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TP53', 'TP63', 'TRIP12', 'TWIST1', 'UBA52', 'UBB', 'UBC', 'UBE2I', 'USP7', 'VEGFA', 'WRN', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07796029040511754
		RMSE:  0.688717064305458
		NRMSE:  0.155695052403178
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04182297654643197
		RMSE:  0.6873705418142212
		NRMSE:  0.18569552134596423
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6633450034781481
		NRMSE:  0.14995930902637006
		MAPE:  291.0442764508337
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00497373418246827
		RMSE:  0.6751049711753466
		NRMSE:  0.1823819351565125
		MAPE:  246.23249271843073

	Predictor:  LinearRegression
		Pearson Correlation:  0.7156411285791774
		Spearman Correlation:  0.648686950907236
		Coefficient of Determination:  0.5121422249140785
		RMSE:  0.4633253661861893
		NRMSE:  0.10474180313918599
		MAPE:  236.4529319610052
		Pearson Correlation:  0.5329176555029483
		Spearman Correlation:  0.5312896302799728
		Coefficient of Determination:  -0.7956323076018701
		RMSE:  0.902407416028701
		NRMSE:  0.24378847418108412
		MAPE:  241.28533353845478

	Predictor:  ElasticNet
		Pearson Correlation:  0.5119336531228856
		Spearman Correlation:  0.321541035244537
		Coefficient of Determination:  0.09894065959040566
		RMSE:  0.6296745764499471
		NRMSE:  0.14234759273198755
		MAPE:  261.97182121317604
		Pearson Correlation:  0.4970300769814736
		Spearman Correlation:  0.3353672812408546
		Coefficient of Determination:  0.09330685595115862
		RMSE:  0.6412451837428671
		NRMSE:  0.1732345968615915
		MAPE:  213.0148793453941

	Predictor:  RandomForests
		Pearson Correlation:  0.6584895094447617
		Spearman Correlation:  0.5891147738605967
		Coefficient of Determination:  0.4207427885264894
		RMSE:  0.5048649102539812
		NRMSE:  0.11413245399660475
		MAPE:  178.6375203118971
		Pearson Correlation:  0.7144224068256434
		Spearman Correlation:  0.6207392720481201
		Coefficient of Determination:  0.4728247406407804
		RMSE:  0.488957892315898
		NRMSE:  0.13209366012424303
		MAPE:  188.25709460942753

Protein:  TP53
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['AKT1', 'APAF1', 'ATM', 'ATR', 'AURKA', 'AURKB', 'BANP', 'BARD1', 'BAX', 'BBC3', 'BCL2L1', 'BCL2', 'BCL6', 'BRCA1', 'CASP8', 'CCNA2', 'CCNE1', 'CCNG1', 'CDC25C', 'CDK2', 'CDK5', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CHEK1', 'CHEK2', 'COPS5', 'CREBBP', 'DDB2', 'DDX5', 'DYRK2', 'E2F4', 'EGR1', 'EHMT2', 'EP300', 'EZH2', 'FZR1', 'GADD45A', 'GLS2', 'GSK3B', 'HDAC1', 'HDAC2', 'HIF1A', 'HIPK2', 'HSP90AA1', 'HSPA1A', 'IGFBP3', 'JUN', 'KAT2B', 'KAT5', 'KDM1A', 'MAPK14', 'MAPK1', 'MAPK8', 'MAPK9', 'MAPKAPK5', 'MCL1', 'MDM2', 'MDM4', 'MSH2', 'NGFR', 'NPM1', 'PLK3', 'PMAIP1', 'PPP1R13B', 'PPP1R13L', 'PRKDC', 'PRMT5', 'PTEN', 'RB1', 'RCHY1', 'DROSHA', 'RPA1', 'RRM2B', 'SETD7', 'SETD8', 'SFN', 'SIRT1', 'SMYD2', 'SNAI1', 'SNAI2', 'SP1', 'STAT3', 'STK11', 'SUMO1', 'SUMO2', 'TBP', 'TNFRSF10A', 'TNFRSF10B', 'TP53BP1', 'TP53BP2', 'TP53INP1', 'TP53RK', 'TXN', 'UBE2I', 'USP7', 'WRN', 'XRCC6', 'YY1', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056514421630322165
		RMSE:  0.4680116353271619
		NRMSE:  0.125354663272308
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.038787823290495904
		RMSE:  0.4172475009588805
		NRMSE:  0.13741067049526773
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941389
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  LinearRegression
		Pearson Correlation:  0.6525223438001393
		Spearman Correlation:  0.5866541454218444
		Coefficient of Determination:  0.4257854091584268
		RMSE:  0.3450293558365917
		NRMSE:  0.0924144518110598
		MAPE:  471.44946086361364
		Pearson Correlation:  0.45384377011628857
		Spearman Correlation:  0.46975417032484645
		Coefficient of Determination:  0.041356077364619215
		RMSE:  0.40082885749664593
		NRMSE:  0.13200357566166504
		MAPE:  2630.5630216463132

	Predictor:  ElasticNet
		Pearson Correlation:  0.4181062177191798
		Spearman Correlation:  0.4223187353077774
		Coefficient of Determination:  0.14401433089375215
		RMSE:  0.4212619001564533
		NRMSE:  0.1128329717842382
		MAPE:  329.07493974587817
		Pearson Correlation:  0.37189513374824573
		Spearman Correlation:  0.3812018339674178
		Coefficient of Determination:  0.11930071647318263
		RMSE:  0.38418830517145947
		NRMSE:  0.12652340035286003
		MAPE:  1596.6123545209302

	Predictor:  RandomForests
		Pearson Correlation:  0.6211946355828277
		Spearman Correlation:  0.5590174471190383
		Coefficient of Determination:  0.3494121420579812
		RMSE:  0.3672585475468717
		NRMSE:  0.09836843378783225
		MAPE:  362.91345345811743
		Pearson Correlation:  0.5917300916878822
		Spearman Correlation:  0.5117451955906741
		Coefficient of Determination:  0.31763080129622556
		RMSE:  0.3381738537731816
		NRMSE:  0.11136962087046981
		MAPE:  1968.2726048276872

Protein:  CTNNB1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'AKT1', 'APC2', 'APC', 'AR', 'AXIN1', 'AXIN2', 'BCL9', 'BTRC', 'CASP3', 'CBY1', 'CCND1', 'CDC73', 'CDH11', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDH5', 'CDH8', 'CHD8', 'CREBBP', 'CSNK1A1', 'CSNK1E', 'CTBP1', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNBIP1', 'CTNND1', 'DVL1', 'DVL2', 'DVL3', 'EGFR', 'EGF', 'EP300', 'ERBB2', 'AMER1', 'FBXW11', 'FER', 'FGFR1', 'FOXO1', 'FOXO3', 'FYN', 'FZD1', 'FZD2', 'FZD5', 'GSK3A', 'GSK3B', 'HNF4A', 'IGF1R', 'IQGAP1', 'JUN', 'JUP', 'KDR', 'KLF4', 'LEF1', 'LRP5', 'LRP6', 'MAPK9', 'MEN1', 'MET', 'MMP7', 'MYC', 'NLK', 'NOTCH1', 'PIK3CA', 'PIK3R1', 'PITX2', 'PSEN1', 'PTPN11', 'PTPN1', 'PYGO2', 'RUVBL1', 'SKP1', 'SMAD4', 'SMAD7', 'SMARCA4', 'SOX17', 'SOX2', 'SOX6', 'SOX9', 'SRC', 'TBL1X', 'TCF4', 'TCF7L1', 'TCF7L2', 'TCF7', 'TERT', 'TGFBR1', 'TGFBR2', 'TJP1', 'TLE1', 'VCL', 'VEGFA', 'WNT1', 'WNT3A', 'WNT8A', 'WNT8B', 'YWHAZ', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3748966387166963
		RMSE:  0.8500866572002603
		NRMSE:  0.167208233123576
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8495839638322671
		RMSE:  1.0424819908687044
		NRMSE:  0.25944650229429445
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  LinearRegression
		Pearson Correlation:  0.6518527799980557
		Spearman Correlation:  0.6309058981105952
		Coefficient of Determination:  0.4249120467911932
		RMSE:  0.549788067319096
		NRMSE:  0.10814084723034935
		MAPE:  341.5427138389479
		Pearson Correlation:  0.5252194586548198
		Spearman Correlation:  0.5553409423470882
		Coefficient of Determination:  0.1808687711028265
		RMSE:  0.6937584361651111
		NRMSE:  0.17265833009758622
		MAPE:  421.5513120537024

	Predictor:  ElasticNet
		Pearson Correlation:  0.45571085549162615
		Spearman Correlation:  0.43066287761705224
		Coefficient of Determination:  0.06312488199320754
		RMSE:  0.7017283572298841
		NRMSE:  0.13802682085560272
		MAPE:  648.5184559031338
		Pearson Correlation:  0.42549954930839645
		Spearman Correlation:  0.46580333625987713
		Coefficient of Determination:  -0.055765515671800436
		RMSE:  0.7876173452358901
		NRMSE:  0.19601735776508553
		MAPE:  272.79347244866483

	Predictor:  RandomForests
		Pearson Correlation:  0.6609651932376164
		Spearman Correlation:  0.5862416152305238
		Coefficient of Determination:  0.428352896454669
		RMSE:  0.5481408616864913
		NRMSE:  0.10781684926956951
		MAPE:  409.6430696817524
		Pearson Correlation:  0.5587501084007931
		Spearman Correlation:  0.5378433053404952
		Coefficient of Determination:  0.26870075000231564
		RMSE:  0.6555096651182158
		NRMSE:  0.16313921134820336
		MAPE:  194.44824700933106

Protein:  CCNE1
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['ABL1', 'BARD1', 'BRCA1', 'CABLES1', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCND3', 'CCNE2', 'CCNH', 'CCT2', 'CCT3', 'CCT4', 'CCT6A', 'CCT7', 'CDC25A', 'CDC6', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK6', 'CDK7', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDT1', 'CKS1B', 'CKS2', 'CUL1', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'EP400', 'FOXM1', 'HDAC1', 'IFNAR1', 'LIN37', 'LIN52', 'LIN54', 'LIN9', 'MNAT1', 'MYC', 'ORC1', 'ORC2', 'ORC3', 'ORC4', 'ORC5', 'ORC6', 'PCNA', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB7', 'PSMC1', 'PSMC2', 'PSMC4', 'PSMC5', 'PSMD10', 'PSMD11', 'PSMD14', 'PSMD1', 'PSMD3', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSME3', 'PTK6', 'RB1', 'RBBP4', 'RBL1', 'RBL2', 'RHOA', 'RPS27A', 'RRN3', 'SKP1', 'SKP2', 'STAT5A', 'STAT5B', 'TCP1', 'TFDP1', 'TP53', 'TP73', 'UBB', 'UBC', 'WEE1', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4791855590206433
		RMSE:  0.8074207285197392
		NRMSE:  0.19485501569122746
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.202859557398884
		RMSE:  0.7485643095226329
		NRMSE:  0.4068306401244751
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5127968844139411
		NRMSE:  0.12375338089483821
		MAPE:  119.54577818111471
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.708057571667368e-05
		RMSE:  0.41828317133084
		NRMSE:  0.22732904598983691
		MAPE:  82.35330275987332

	Predictor:  LinearRegression
		Pearson Correlation:  0.8839824869271016
		Spearman Correlation:  0.7060161780016073
		Coefficient of Determination:  0.781425037193823
		RMSE:  0.2397428062050311
		NRMSE:  0.05785718227792338
		MAPE:  57.100524501823315
		Pearson Correlation:  0.7248083286506806
		Spearman Correlation:  0.6715296068676226
		Coefficient of Determination:  0.4140416847807016
		RMSE:  0.3201795056323541
		NRMSE:  0.17401154660207616
		MAPE:  54.279468913458416

	Predictor:  ElasticNet
		Pearson Correlation:  0.6722304742916165
		Spearman Correlation:  0.5903362810139923
		Coefficient of Determination:  0.3042673741051414
		RMSE:  0.4277268986392348
		NRMSE:  0.10322342318199551
		MAPE:  89.85364473403598
		Pearson Correlation:  0.7038030106627187
		Spearman Correlation:  0.6306116476441324
		Coefficient of Determination:  0.3738361704716555
		RMSE:  0.33098183343875437
		NRMSE:  0.1798824088385015
		MAPE:  59.2664680870166

	Predictor:  RandomForests
		Pearson Correlation:  0.8593755817851706
		Spearman Correlation:  0.7111903038157923
		Coefficient of Determination:  0.7339078258100613
		RMSE:  0.26452177540838345
		NRMSE:  0.06383709617211271
		MAPE:  68.13230141279159
		Pearson Correlation:  0.837300844103151
		Spearman Correlation:  0.7371394425134778
		Coefficient of Determination:  0.6982205640864202
		RMSE:  0.2297761720882395
		NRMSE:  0.12487903308617956
		MAPE:  40.40251932527539

Protein:  CCND1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'ACTL6A', 'AKT1', 'ARID1A', 'ARID2', 'AR', 'ATF2', 'BRD2', 'BTG2', 'CCNA1', 'CCNB1', 'CCNE1', 'CCNH', 'CDC25A', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDK7', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CKS1B', 'CREBBP', 'CTBP1', 'CTNNB1', 'CUL1', 'DNMT3A', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'AGO2', 'EP300', 'ESR1', 'FOS', 'FOXA1', 'FOXM1', 'GADD45A', 'GATA3', 'GLI1', 'GLI3', 'GSK3B', 'H2AFX', 'H2AFZ', 'HDAC1', 'HDAC4', 'HIST1H2BA', 'HIST2H2BE', 'HNF1A', 'IFNAR1', 'JAK2', 'JUN', 'KAT2B', 'LEF1', 'LYN', 'MAML1', 'MYB', 'MYC', 'NOTCH1', 'PBRM1', 'PCNA', 'PRMT5', 'PSMA6', 'PSMC6', 'PSMD10', 'PSMD6', 'PSMD7', 'PSME3', 'PTK6', 'RASSF1', 'RB1', 'RBL1', 'RBL2', 'RBPJ', 'RELA', 'RUNX1', 'RUNX3', 'SKP1', 'SKP2', 'SMAD4', 'SMARCA4', 'SMARCB1', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'SUV39H1', 'TCF7L2', 'TFDP1', 'TP53', 'WDR77', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.45856423758787734
		RMSE:  0.28833360256132
		NRMSE:  0.17333782361719832
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5341468996847767
		RMSE:  0.29160473760802996
		NRMSE:  0.22560247695118987
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  LinearRegression
		Pearson Correlation:  0.5990227653982986
		Spearman Correlation:  0.5536515056965445
		Coefficient of Determination:  0.35882827346542523
		RMSE:  0.1911699644554815
		NRMSE:  0.11492585423734326
		MAPE:  521.0719930934413
		Pearson Correlation:  0.2207409804791595
		Spearman Correlation:  0.2705297044190811
		Coefficient of Determination:  -0.06175444924799245
		RMSE:  0.24259014101989235
		NRMSE:  0.18768191884314256
		MAPE:  292.42002264297787

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  RandomForests
		Pearson Correlation:  0.5631499686100497
		Spearman Correlation:  0.5390914785135056
		Coefficient of Determination:  0.28914869597619186
		RMSE:  0.20128984248854584
		NRMSE:  0.12100963225676369
		MAPE:  477.52792550531706
		Pearson Correlation:  0.29471645301089366
		Spearman Correlation:  0.452921529639248
		Coefficient of Determination:  0.07768097138223085
		RMSE:  0.2261005852832818
		NRMSE:  0.17492463427870414
		MAPE:  317.05892263039914

Protein:  ERBB2
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ADAM17', 'ADRB2', 'AREG', 'ARHGEF11', 'ARHGEF12', 'BTC', 'CBL', 'CCND1', 'CD44', 'CDC37', 'CDH1', 'CTNNB1', 'CTNND1', 'CUL5', 'DIAPH1', 'DOCK7', 'EGFR', 'EGF', 'ERBB2IP', 'ERBB3', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'FYN', 'GAB1', 'GRB2', 'GRB7', 'HBEGF', 'HGF', 'HRAS', 'HSP90AA1', 'IL6R', 'IL6', 'INS', 'JAK1', 'JAK2', 'KRAS', 'LRPPRC', 'MAP2K1', 'MAPK8', 'MATK', 'MEMO1', 'MUC1', 'MUC4', 'MYC', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'PGAP3', 'PGR', 'PIK3CA', 'PIK3CB', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PLCG1', 'PLCG2', 'PLXNB1', 'PRKACA', 'PTEN', 'PTK2', 'PTK6', 'PTPN11', 'PTPN12', 'PTPN18', 'RHOA', 'RHOB', 'RHOC', 'RND1', 'RNF41', 'ROCK1', 'ROCK2', 'RPS27A', 'SEMA4D', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SOS1', 'SRC', 'STAT1', 'STAT3', 'STUB1', 'TFAP2A', 'TFAP2B', 'TFAP2C', 'TFF1', 'TFF2', 'TFF3', 'TGFA', 'TP53', 'UBA52', 'UBB', 'UBC', 'VEGFA', 'YES1', 'YY1', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10787728881134795
		RMSE:  1.034673205097243
		NRMSE:  0.18568153277771168
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04400358650048397
		RMSE:  1.0802115255265201
		NRMSE:  0.18403181176661842
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  LinearRegression
		Pearson Correlation:  0.846650264240519
		Spearman Correlation:  0.7123243309405133
		Coefficient of Determination:  0.716816669938541
		RMSE:  0.5231078228887084
		NRMSE:  0.09387646445609683
		MAPE:  333.68104968781614
		Pearson Correlation:  0.734176661391641
		Spearman Correlation:  0.5138327968003122
		Coefficient of Determination:  0.5080034957095846
		RMSE:  0.7415472351463441
		NRMSE:  0.12633477607822277
		MAPE:  753.4629034566599

	Predictor:  ElasticNet
		Pearson Correlation:  0.8032678770694227
		Spearman Correlation:  0.6530561732410932
		Coefficient of Determination:  0.26880723956433494
		RMSE:  0.8405688928941333
		NRMSE:  0.1508477456156584
		MAPE:  356.93992176763606
		Pearson Correlation:  0.8211600243614848
		Spearman Correlation:  0.5478685006340845
		Coefficient of Determination:  0.23671369309307344
		RMSE:  0.9236374787800096
		NRMSE:  0.1573568459682794
		MAPE:  1415.5120955702916

	Predictor:  RandomForests
		Pearson Correlation:  0.8481728498544122
		Spearman Correlation:  0.6807050673137784
		Coefficient of Determination:  0.7163360509917931
		RMSE:  0.5235515441797762
		NRMSE:  0.09395609428418718
		MAPE:  273.8506328801418
		Pearson Correlation:  0.8072745956121323
		Spearman Correlation:  0.5010446960552435
		Coefficient of Determination:  0.6306863319364965
		RMSE:  0.6424739183719914
		NRMSE:  0.10945600599212761
		MAPE:  1476.6991376048811

Protein:  ERBB3
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['AKT1', 'AKT2', 'ANGPT1', 'ANGPT2', 'AREG', 'AR', 'BDNF', 'BMP4', 'BTC', 'CBLB', 'CBL', 'CCND1', 'CDH1', 'CSF1', 'CSK', 'CTNNB1', 'DCN', 'DOCK7', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EGFR', 'EGF', 'ERBB2', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'FGF10', 'FGF19', 'FGF1', 'FGF2', 'FGF3', 'FGF4', 'FGF7', 'FGF9', 'FIGF', 'FLNA', 'FOXO3', 'GAB1', 'GRB2', 'GRB7', 'HBEGF', 'HGF', 'HRAS', 'HSP90AA1', 'IGF1', 'IGF2', 'INS', 'IRS1', 'ITGA6', 'ITGB4', 'JAK1', 'JAK2', 'KITLG', 'KRAS', 'LAMA1', 'LAMB1', 'LAMC2', 'MAP2K1', 'MAPK8', 'MET', 'MUC4', 'NGF', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NTF3', 'PA2G4', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PGF', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PLCG1', 'PLCG2', 'PRKACA', 'PTEN', 'PTPN11', 'RNF41', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SOS1', 'SOX10', 'SRC', 'TGFA', 'VEGFA', 'VEGFB', 'VEGFC', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.22544319167926496
		RMSE:  0.49276112816642853
		NRMSE:  0.13298208544838536
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.18202543932109472
		RMSE:  0.5629306521688778
		NRMSE:  0.2077549194412726
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  LinearRegression
		Pearson Correlation:  0.6050722222023426
		Spearman Correlation:  0.596917256993673
		Coefficient of Determination:  0.36611239408088114
		RMSE:  0.3544018492651524
		NRMSE:  0.09564288720868132
		MAPE:  192.02826040358173
		Pearson Correlation:  0.1251502946080982
		Spearman Correlation:  0.26888108477221734
		Coefficient of Determination:  -0.6417148470802423
		RMSE:  0.6634227317813386
		NRMSE:  0.24484247867069875
		MAPE:  382.16940050428497

	Predictor:  ElasticNet
		Pearson Correlation:  0.4240820569808477
		Spearman Correlation:  0.4576864973153485
		Coefficient of Determination:  0.052894093393100916
		RMSE:  0.4332006721004267
		NRMSE:  0.11690842783787932
		MAPE:  209.09124798858497
		Pearson Correlation:  0.4220320291864442
		Spearman Correlation:  0.4525997463662082
		Coefficient of Determination:  0.04895150311907892
		RMSE:  0.5049435361724959
		NRMSE:  0.18635422192010448
		MAPE:  282.33796299073293

	Predictor:  RandomForests
		Pearson Correlation:  0.5452136536055863
		Spearman Correlation:  0.579718471447528
		Coefficient of Determination:  0.2810154614173048
		RMSE:  0.37744147854677623
		NRMSE:  0.10186062187705641
		MAPE:  212.0710517498569
		Pearson Correlation:  0.42385339480537054
		Spearman Correlation:  0.3776168178714272
		Coefficient of Determination:  0.1743540063903264
		RMSE:  0.4704770294461702
		NRMSE:  0.17363402929822233
		MAPE:  362.7363007389323


Fold:  3

Protein:  RB1
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['AATF', 'ABL1', 'AKT1', 'AR', 'ASF1A', 'ATF2', 'BGLAP', 'CASP3', 'CBX4', 'CCNA1', 'CCNA2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CEBPA', 'COL1A1', 'CREBBP', 'CTBP1', 'DNMT1', 'DUT', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'ELF1', 'EP300', 'FOXM1', 'FZR1', 'GNB2L1', 'H1F0', 'H2AFV', 'H2AFX', 'H2AFZ', 'HDAC1', 'HDAC2', 'HDAC3', 'HIST1H2BA', 'HIST2H2AC', 'HIST2H2BE', 'HMGA1', 'HMGA2', 'HSP90AA1', 'ID2', 'JUN', 'MAPK14', 'MAPK1', 'MAPK3', 'MDM2', 'MEF2C', 'NCAPD3', 'NCAPG2', 'NCAPH2', 'NFYC', 'PCNA', 'PML', 'POLA1', 'POLA2', 'PPARA', 'PPARG', 'PPP1CA', 'PPP1CB', 'PPP1CC', 'PPP2CA', 'PPP2CB', 'PRIM1', 'PRIM2', 'RAF1', 'RBBP4', 'RUNX2', 'SIRT1', 'SKP2', 'SMARCA2', 'SMC2', 'SMC4', 'SP100', 'SP1', 'SP3', 'SPI1', 'SUV39H1', 'TAF1', 'TBP', 'TERT', 'TFDP1', 'TP53BP1', 'TP53', 'TP73', 'YAP1', 'ZNF521', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01272330861584492
		RMSE:  0.2421068018038906
		NRMSE:  0.08854110656959135
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028050639565306845
		RMSE:  0.22197574606877257
		NRMSE:  0.15575715092466183
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  LinearRegression
		Pearson Correlation:  0.493821499314231
		Spearman Correlation:  0.49040936426452825
		Coefficient of Determination:  0.24385967318495494
		RMSE:  0.2092005337542211
		NRMSE:  0.07650692428109315
		MAPE:  392.13227324848094
		Pearson Correlation:  0.08650921194493394
		Spearman Correlation:  0.07943989326550208
		Coefficient of Determination:  -0.30037138301944766
		RMSE:  0.25277316533742583
		NRMSE:  0.1773672518752023
		MAPE:  472.9599476174891

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  RandomForests
		Pearson Correlation:  0.5955612306404852
		Spearman Correlation:  0.4479699741717738
		Coefficient of Determination:  0.1797618866936359
		RMSE:  0.21788712107843547
		NRMSE:  0.07968370431481696
		MAPE:  166.45708572085704
		Pearson Correlation:  -0.014670344022122526
		Spearman Correlation:  0.13396426389356478
		Coefficient of Determination:  -0.07349717755129115
		RMSE:  0.2296665352119676
		NRMSE:  0.16115366575351725
		MAPE:  168.71434378733105

Protein:  CDH1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ACTA1', 'ACTN1', 'ADAM10', 'ADAM15', 'CA2', 'CASP3', 'CBLL1', 'CDC42', 'CDH17', 'CDH3', 'CDH5', 'CTBP1', 'CTNNA1', 'CTNNB1', 'CTNND1', 'CTTN', 'DLG1', 'EFNA1', 'EGFR', 'EGF', 'ENAH', 'EPCAM', 'EPHA2', 'EXOC3', 'EXOC4', 'FER', 'FLOT1', 'FLOT2', 'FMN1', 'FYN', 'GDNF', 'GNA12', 'GNA13', 'HGF', 'HGS', 'IGF1R', 'IGF1', 'IGF2', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'ITGA6', 'ITGAE', 'ITGB4', 'ITGB7', 'AJUBA', 'JUP', 'KIFC3', 'KLK7', 'KLRG1', 'LAMB1', 'LAMC2', 'LIMA1', 'MAPK1', 'MAPK3', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MLLT4', 'MMP3', 'MMP7', 'MMP9', 'MYO6', 'NCSTN', 'NUMB', 'PARD6A', 'PIK3CA', 'PIK3R1', 'PIP5K1C', 'PLEKHA7', 'PLG', 'PRKCI', 'PRKCZ', 'PSEN1', 'PVRL1', 'PVRL2', 'RAB5A', 'RAB7A', 'RAC1', 'RAP1A', 'RET', 'RHOA', 'SKIL', 'SMAD3', 'SMAD4', 'SNAI1', 'SNAI2', 'SNAI3', 'SRC', 'STX4', 'TJP1', 'TWIST1', 'VASP', 'VCL', 'YES1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZYX', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.13712289650471754
		RMSE:  1.2526616491661007
		NRMSE:  0.19946206317730336
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.061578293423971475
		RMSE:  0.970096042376724
		NRMSE:  0.19071600723011914
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1747084136438477
		NRMSE:  0.18704952288841878
		MAPE:  547.6986763085636
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.045733924340672916
		RMSE:  0.9628293412733254
		NRMSE:  0.18928741030812832
		MAPE:  293.35791980552335

	Predictor:  LinearRegression
		Pearson Correlation:  0.7492023588877471
		Spearman Correlation:  0.7240617785985481
		Coefficient of Determination:  0.5613041745629648
		RMSE:  0.7780577450662973
		NRMSE:  0.12389059983221828
		MAPE:  580.3292324427915
		Pearson Correlation:  0.568594044436485
		Spearman Correlation:  0.4892604645943216
		Coefficient of Determination:  0.17353289428786844
		RMSE:  0.8559561258278018
		NRMSE:  0.1682766731859792
		MAPE:  346.5180103491598

	Predictor:  ElasticNet
		Pearson Correlation:  0.6380282345593165
		Spearman Correlation:  0.6352644350223394
		Coefficient of Determination:  0.3137105732102806
		RMSE:  0.9731588429046898
		NRMSE:  0.1549566642630314
		MAPE:  423.3436375931704
		Pearson Correlation:  0.6249608256404112
		Spearman Correlation:  0.4555742590306613
		Coefficient of Determination:  0.26206155727757596
		RMSE:  0.8088142340768861
		NRMSE:  0.15900881415422605
		MAPE:  209.8551839461587

	Predictor:  RandomForests
		Pearson Correlation:  0.7524338190668896
		Spearman Correlation:  0.6942108204463948
		Coefficient of Determination:  0.5617845261196615
		RMSE:  0.7776316598487697
		NRMSE:  0.12382275402833821
		MAPE:  225.08244293518044
		Pearson Correlation:  0.7280000432003245
		Spearman Correlation:  0.49936096380413114
		Coefficient of Determination:  0.5199522909693829
		RMSE:  0.6523503784588328
		NRMSE:  0.12824880636551583
		MAPE:  155.4068923091974

Protein:  CDH2
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'ADAM10', 'AFP', 'AHSG', 'ALB', 'APLP2', 'APOA1', 'APOB', 'APOE', 'APP', 'AXIN1', 'BDNF', 'BMP4', 'BNIP2', 'CALU', 'CDC42', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH17', 'CDH18', 'CDH1', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDON', 'CREBBP', 'CSF1', 'CST3', 'CTNNA1', 'CTNNA2', 'CTNNB1', 'CTNND1', 'CYR61', 'FAM20C', 'FBN1', 'FER', 'FGFR1', 'FN1', 'FSTL1', 'GAS6', 'GJA1', 'GOLM1', 'GPC3', 'GRIA2', 'HSP90B1', 'IGFBP1', 'IGFBP3', 'IGFBP4', 'IGFBP5', 'IGFBP7', 'IL6', 'ITIH2', 'JUP', 'KIF5B', 'KNG1', 'KTN1', 'LAMB1', 'LAMC1', 'LGALS1', 'LRP5', 'LTBP1', 'MAP2K6', 'MAPK11', 'MAPK14', 'MATN3', 'MEF2A', 'MEF2C', 'MEF2D', 'MET', 'MFGE8', 'MSLN', 'NTRK2', 'P4HB', 'PCSK9', 'PIK3CA', 'PIK3R1', 'PTPN11', 'PTPN1', 'RAC1', 'RHOA', 'ROBO1', 'SCG2', 'SDC2', 'SERPINA1', 'SLIT1', 'SNAI1', 'SNAI2', 'SPAG9', 'SPARCL1', 'SPP1', 'STC2', 'TCF3', 'TIMP1', 'TMEM132A', 'TNC', 'VCAN', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032532184952558385
		RMSE:  0.38185758840977485
		NRMSE:  0.13836422509231644
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01322006783790175
		RMSE:  0.3341656221976159
		NRMSE:  0.1760731037776972
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  LinearRegression
		Pearson Correlation:  0.49061849430779675
		Spearman Correlation:  0.4691996667255932
		Coefficient of Determination:  0.2407065069568496
		RMSE:  0.3322010369156763
		NRMSE:  0.12037141710112194
		MAPE:  984.2038457698638
		Pearson Correlation:  0.054260988652488955
		Spearman Correlation:  0.04491577201710745
		Coefficient of Determination:  -0.42207352482563154
		RMSE:  0.39588669234774065
		NRMSE:  0.20859416419781054
		MAPE:  3416.9306254501507

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  RandomForests
		Pearson Correlation:  0.49290821448702327
		Spearman Correlation:  0.45845591613102726
		Coefficient of Determination:  0.17951866306918507
		RMSE:  0.34532697003162727
		NRMSE:  0.1251275346154168
		MAPE:  581.6340437811261
		Pearson Correlation:  0.0760139287005622
		Spearman Correlation:  0.05782622953685905
		Coefficient of Determination:  -0.0126891420491837
		RMSE:  0.33407805958420606
		NRMSE:  0.17602696671244025
		MAPE:  1587.1027603435464

Protein:  CDH3
Protein Interaction Partners Count:  73
x_train_column_count:  74
x_train columns:  ['AIMP1', 'CLMP', 'BRCA1', 'CCND1', 'CD24', 'CD2AP', 'CD44', 'CDCP1', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH2', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CLDN1', 'CLDN7', 'CTNNA1', 'CTNNA3', 'CTNNB1', 'CTNND1', 'DPYD', 'DSP', 'ECM1', 'EGFR', 'EPCAM', 'ERBB2', 'ESR1', 'ESRP1', 'F11R', 'FN1', 'GALNT6', 'GATA3', 'HOXA9', 'IGF1R', 'ITGA9', 'JUP', 'KIRREL', 'KRT14', 'KRT15', 'KRT17', 'KRT4', 'KRT5', 'KRT8', 'LEF1', 'MKI67', 'NPHS1', 'NPHS2', 'PGR', 'PKP1', 'PKP2', 'PKP3', 'POU5F1', 'S100A4', 'SNAI1', 'SNAI2', 'SYNPO', 'TECR', 'TJP1', 'TP53', 'UMPS', 'VCL', 'ZEB1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.2263418226753373e-05
		RMSE:  0.21251306884336046
		NRMSE:  0.14909431220418734
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004123239054339534
		RMSE:  0.18871613277479948
		NRMSE:  0.16414808838605816
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  LinearRegression
		Pearson Correlation:  0.5727097811799439
		Spearman Correlation:  0.5792644266997269
		Coefficient of Determination:  0.3279964934591795
		RMSE:  0.1742073915858315
		NRMSE:  0.12221992450035887
		MAPE:  860.7578539003549
		Pearson Correlation:  0.3078638378825443
		Spearman Correlation:  0.3008441501764361
		Coefficient of Determination:  -0.033130551159451516
		RMSE:  0.19142256059096116
		NRMSE:  0.16650217940014192
		MAPE:  244.52503490758494

	Predictor:  ElasticNet
		Pearson Correlation:  0.3537296502574104
		Spearman Correlation:  0.3924945986822761
		Coefficient of Determination:  0.008160638904660567
		RMSE:  0.21164181539152277
		NRMSE:  0.1484830606945072
		MAPE:  112.44605711030167
		Pearson Correlation:  0.3033541792228888
		Spearman Correlation:  0.39626678636890733
		Coefficient of Determination:  0.004094863769265267
		RMSE:  0.1879422860835381
		NRMSE:  0.16347498506835711
		MAPE:  99.86167415143201

	Predictor:  RandomForests
		Pearson Correlation:  0.5653902264193225
		Spearman Correlation:  0.5647909017496053
		Coefficient of Determination:  0.2839064224243535
		RMSE:  0.17983147143600559
		NRMSE:  0.1261656503872745
		MAPE:  669.4133299085007
		Pearson Correlation:  0.36166175579365273
		Spearman Correlation:  0.3745059165326251
		Coefficient of Determination:  0.12762128326974997
		RMSE:  0.17590089529614486
		NRMSE:  0.15300120495111194
		MAPE:  201.7567420267845

Protein:  PTEN
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['AKT1', 'AR', 'BCR', 'CD79A', 'CD79B', 'CDIPT', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'DLG1', 'EGFR', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'FOXO3', 'FOXO4', 'FRK', 'GRB2', 'HRAS', 'INPP4A', 'INPP4B', 'INPP5B', 'INPP5D', 'INPP5J', 'INPP5K', 'INPPL1', 'IPMK', 'IRS1', 'ITGB1', 'ITPKA', 'ITPKB', 'ITPKC', 'MAST2', 'MDM2', 'MDM4', 'MKRN1', 'MTOR', 'MYC', 'NEDD4', 'NOTCH1', 'OCRL', 'OTUD3', 'PARK7', 'PDGFB', 'PDGFRB', 'PI4K2A', 'PI4KA', 'PI4KB', 'PIK3C2A', 'PIK3C2B', 'PIK3C2G', 'PIK3C3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIKFYVE', 'PIP4K2A', 'PIP5K1A', 'PIP5K1B', 'PIP5K1C', 'PML', 'PREX2', 'PSMA6', 'PSMA7', 'PSMB9', 'PSMC6', 'PSMD10', 'PSMD5', 'PSME3', 'PTK2', 'RICTOR', 'RNF146', 'ROCK1', 'ROCK2', 'RPS27A', 'RPS6KB1', 'SACM1L', 'SHC1', 'SLC9A3R1', 'SLC9A3R2', 'SOS1', 'STK11', 'STUB1', 'SYNJ1', 'SYNJ2', 'TNKS2', 'TNKS', 'TNRC6A', 'TNRC6B', 'TP53', 'UBB', 'UBC', 'USP13', 'USP7', 'WWP2', 'XIAP', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023393971457565055
		RMSE:  0.6366126117528933
		NRMSE:  0.09954071014821253
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20813248536085016
		RMSE:  0.517654316968625
		NRMSE:  0.12376376344107133
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6292943186382643
		NRMSE:  0.09839642227163854
		MAPE:  299.798968451812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06342466003107061
		RMSE:  0.4856640113421529
		NRMSE:  0.11611533767086332
		MAPE:  95.15154235140719

	Predictor:  LinearRegression
		Pearson Correlation:  0.5819721868908739
		Spearman Correlation:  0.5839848121569017
		Coefficient of Determination:  0.3386916263145464
		RMSE:  0.5117476085593039
		NRMSE:  0.080016825667939
		MAPE:  720.6581121388646
		Pearson Correlation:  0.2560800509782117
		Spearman Correlation:  0.2685045948203843
		Coefficient of Determination:  -0.16422604302924837
		RMSE:  0.5081608630867844
		NRMSE:  0.12149401403117306
		MAPE:  158.01780187148933

	Predictor:  ElasticNet
		Pearson Correlation:  0.39827303354342625
		Spearman Correlation:  0.41356668294841953
		Coefficient of Determination:  0.046354707133582584
		RMSE:  0.6145358816274843
		NRMSE:  0.09608879393753174
		MAPE:  286.03641114970173
		Pearson Correlation:  0.29081833900356535
		Spearman Correlation:  0.3183905036222397
		Coefficient of Determination:  -0.019268101756871436
		RMSE:  0.4754740020620521
		NRMSE:  0.11367905180080622
		MAPE:  91.7171366456213

	Predictor:  RandomForests
		Pearson Correlation:  0.5708312473716917
		Spearman Correlation:  0.5006071900730924
		Coefficient of Determination:  0.2861624064467695
		RMSE:  0.5316839113489705
		NRMSE:  0.08313406478758041
		MAPE:  321.1635150456908
		Pearson Correlation:  0.39228370703543847
		Spearman Correlation:  0.42074445004295485
		Coefficient of Determination:  0.14843218116755785
		RMSE:  0.4346024592474943
		NRMSE:  0.10390724889960654
		MAPE:  111.93748242375841

Protein:  BRCA2
Protein Interaction Partners Count:  100
x_train_column_count:  99
x_train columns:  ['ATM', 'ATRIP', 'ATR', 'BARD1', 'BLM', 'BRCA1', 'BRIP1', 'SLX4', 'RHNO1', 'RMI2', 'CDK2', 'CDK4', 'CHEK1', 'CHEK2', 'DMC1', 'DNA2', 'EME1', 'EME2', 'EXO1', 'FANCD2', 'FANCE', 'FANCG', 'FANCI', 'GEN1', 'H2AFX', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2BE', 'HIST3H3', 'HUS1', 'KAT5', 'SPIDR', 'MLH1', 'MLH3', 'MND1', 'MRE11A', 'MSH4', 'MSH5', 'MUS81', 'NBN', 'PALB2', 'PARP1', 'PCNA', 'POLD1', 'POLD2', 'POLD3', 'POLD4', 'POLE2', 'POLE3', 'POLE4', 'POLE', 'POLH', 'POLK', 'PSMC3IP', 'RAD17', 'RAD1', 'RAD50', 'RAD51AP1', 'RAD51C', 'RAD51B', 'RAD51D', 'RAD51', 'RAD9A', 'RAD9B', 'RBBP8', 'RFC1', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RMI1', 'RPA1', 'RPA2', 'RPA3', 'RPS27A', 'RTEL1', 'SHFM1', 'SPO11', 'SYCP3', 'TEX15', 'TOP3A', 'TOPBP1', 'TP53', 'UBA52', 'UBB', 'UBC', 'WRN', 'XRCC2', 'XRCC3', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00289910117318648
		RMSE:  0.19032543678137456
		NRMSE:  0.12827584502559417
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001649424828515933
		RMSE:  0.21414907824527551
		NRMSE:  0.14729386559180924
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  LinearRegression
		Pearson Correlation:  0.518921842752086
		Spearman Correlation:  0.48245839810971913
		Coefficient of Determination:  0.26927987888522054
		RMSE:  0.1624589893637828
		NRMSE:  0.10949437182472624
		MAPE:  256.1590297870602
		Pearson Correlation:  0.17052929129434036
		Spearman Correlation:  0.17092233070237783
		Coefficient of Determination:  -0.03488279988620224
		RMSE:  0.2178341573346815
		NRMSE:  0.14982849963524167
		MAPE:  292.3961381559978

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  RandomForests
		Pearson Correlation:  0.5221573333297352
		Spearman Correlation:  0.46690069650256844
		Coefficient of Determination:  0.19795589074461306
		RMSE:  0.17020305099067898
		NRMSE:  0.1147137269772457
		MAPE:  197.09949288630483
		Pearson Correlation:  0.05011125301404238
		Spearman Correlation:  0.09698125911794413
		Coefficient of Determination:  -0.013596067374654464
		RMSE:  0.21558217738816055
		NRMSE:  0.14827956543353388
		MAPE:  161.87918769290792

Protein:  CDKN2A
Protein Interaction Partners Count:  100
x_train_column_count:  100
x_train columns:  ['ABL1', 'AKT1', 'ARF1', 'BMI1', 'BRCA1', 'CBX7', 'CCND1', 'CCND2', 'CCND3', 'CCNL1', 'CDC45', 'CDC6', 'CDC7', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2AIP', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CEBPB', 'CTCF', 'DAXX', 'E2F1', 'E2F2', 'E2F3', 'EGFR', 'EGR1', 'AGO1', 'AGO3', 'AGO4', 'ERBB2', 'EZH2', 'FOXM1', 'GMNN', 'HDAC1', 'HIF1A', 'HRAS', 'HUWE1', 'IL6', 'KRAS', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAX', 'MCM10', 'MCM2', 'MCM5', 'MDM2', 'MDM4', 'MGMT', 'MLH1', 'MOV10', 'MRAS', 'MTAP', 'MYCN', 'MYC', 'NPM1', 'NRAS', 'ORC5', 'PIK3CA', 'PIK3R1', 'PTEN', 'RASSF1', 'RB1', 'RPS27A', 'RRAS2', 'RRAS', 'RUNX3', 'SMAD3', 'SMAD4', 'SMARCA4', 'SUMO1', 'SUMO2', 'SUMO3', 'TBX2', 'TERT', 'TFDP1', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TP53', 'TP63', 'TRIP12', 'TWIST1', 'UBA52', 'UBB', 'UBC', 'UBE2I', 'USP7', 'VEGFA', 'WRN', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07669790023289091
		RMSE:  0.6927164423772558
		NRMSE:  0.16172871740223568
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04462654135164201
		RMSE:  0.6710309035955896
		NRMSE:  0.2071658496482324
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6675880639420501
		NRMSE:  0.15586198728568595
		MAPE:  307.97311558867955
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004949645588538276
		RMSE:  0.658164031136248
		NRMSE:  0.20319348928290204
		MAPE:  176.07940307985857

	Predictor:  LinearRegression
		Pearson Correlation:  0.7248469273167809
		Spearman Correlation:  0.6522991400525601
		Coefficient of Determination:  0.5254030680405786
		RMSE:  0.45990806592881
		NRMSE:  0.10737487531023768
		MAPE:  300.6956432948472
		Pearson Correlation:  0.5319889491853289
		Spearman Correlation:  0.4771555755059291
		Coefficient of Determination:  0.24184431513274784
		RMSE:  0.5716644576791954
		NRMSE:  0.17648867206297902
		MAPE:  188.1859851149876

	Predictor:  ElasticNet
		Pearson Correlation:  0.5263823313368368
		Spearman Correlation:  0.3523618505537341
		Coefficient of Determination:  0.11816765772125903
		RMSE:  0.6269047705452355
		NRMSE:  0.14636364646648195
		MAPE:  255.81952109980634
		Pearson Correlation:  0.4358897037928777
		Spearman Correlation:  0.3068442249903366
		Coefficient of Determination:  0.08105652686236942
		RMSE:  0.6293705139794764
		NRMSE:  0.19430413200564242
		MAPE:  153.65620138159866

	Predictor:  RandomForests
		Pearson Correlation:  0.6713717701733481
		Spearman Correlation:  0.6171187898147904
		Coefficient of Determination:  0.4408312732603339
		RMSE:  0.4992062341498074
		NRMSE:  0.11654983053553591
		MAPE:  202.2924022228656
		Pearson Correlation:  0.6270859191911262
		Spearman Correlation:  0.5914544962591366
		Coefficient of Determination:  0.38440543231941837
		RMSE:  0.515121151574826
		NRMSE:  0.15903218535235897
		MAPE:  102.26032325599306

Protein:  TP53
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['AKT1', 'APAF1', 'ATM', 'ATR', 'AURKA', 'AURKB', 'BANP', 'BARD1', 'BAX', 'BBC3', 'BCL2L1', 'BCL2', 'BCL6', 'BRCA1', 'CASP8', 'CCNA2', 'CCNE1', 'CCNG1', 'CDC25C', 'CDK2', 'CDK5', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CHEK1', 'CHEK2', 'COPS5', 'CREBBP', 'DDB2', 'DDX5', 'DYRK2', 'E2F4', 'EGR1', 'EHMT2', 'EP300', 'EZH2', 'FZR1', 'GADD45A', 'GLS2', 'GSK3B', 'HDAC1', 'HDAC2', 'HIF1A', 'HIPK2', 'HSP90AA1', 'HSPA1A', 'IGFBP3', 'JUN', 'KAT2B', 'KAT5', 'KDM1A', 'MAPK14', 'MAPK1', 'MAPK8', 'MAPK9', 'MAPKAPK5', 'MCL1', 'MDM2', 'MDM4', 'MSH2', 'NGFR', 'NPM1', 'PLK3', 'PMAIP1', 'PPP1R13B', 'PPP1R13L', 'PRKDC', 'PRMT5', 'PTEN', 'RB1', 'RCHY1', 'DROSHA', 'RPA1', 'RRM2B', 'SETD7', 'SETD8', 'SFN', 'SIRT1', 'SMYD2', 'SNAI1', 'SNAI2', 'SP1', 'STAT3', 'STK11', 'SUMO1', 'SUMO2', 'TBP', 'TNFRSF10A', 'TNFRSF10B', 'TP53BP1', 'TP53BP2', 'TP53INP1', 'TP53RK', 'TXN', 'UBE2I', 'USP7', 'WRN', 'XRCC6', 'YY1', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.043501333030021794
		RMSE:  0.4597988418920562
		NRMSE:  0.11050200478059512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10290984727382035
		RMSE:  0.4520547550562478
		NRMSE:  0.16857084713604026
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45011280589110314
		NRMSE:  0.10817419031269002
		MAPE:  382.8265287953516
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010546813555600831
		RMSE:  0.4327123127899972
		NRMSE:  0.16135806629028604
		MAPE:  261.16646791413905

	Predictor:  LinearRegression
		Pearson Correlation:  0.6604922878327507
		Spearman Correlation:  0.6037254325437036
		Coefficient of Determination:  0.43625006228654106
		RMSE:  0.3379594715989826
		NRMSE:  0.0812207333811542
		MAPE:  850.7211660221108
		Pearson Correlation:  0.49671408929255306
		Spearman Correlation:  0.4697489993640818
		Coefficient of Determination:  0.17890926229192505
		RMSE:  0.39004670300651
		NRMSE:  0.14544809541986956
		MAPE:  630.8668286306249

	Predictor:  ElasticNet
		Pearson Correlation:  0.4377868717790566
		Spearman Correlation:  0.4295362351329146
		Coefficient of Determination:  0.15425469525874858
		RMSE:  0.4139435946114256
		NRMSE:  0.09948175789748273
		MAPE:  595.814751293532
		Pearson Correlation:  0.3608135527402535
		Spearman Correlation:  0.42393296674522135
		Coefficient of Determination:  0.10308749715554932
		RMSE:  0.4076580978590266
		NRMSE:  0.1520153701058014
		MAPE:  317.62727159559006

	Predictor:  RandomForests
		Pearson Correlation:  0.6391457427867844
		Spearman Correlation:  0.5738541184231455
		Coefficient of Determination:  0.35795781438014296
		RMSE:  0.36066429582771786
		NRMSE:  0.086677312143167
		MAPE:  586.8426148813124
		Pearson Correlation:  0.4804190782263101
		Spearman Correlation:  0.3898437383115112
		Coefficient of Determination:  0.21338759158484022
		RMSE:  0.38176967754786406
		NRMSE:  0.14236159941971818
		MAPE:  385.7156469900238

Protein:  CTNNB1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'AKT1', 'APC2', 'APC', 'AR', 'AXIN1', 'AXIN2', 'BCL9', 'BTRC', 'CASP3', 'CBY1', 'CCND1', 'CDC73', 'CDH11', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDH5', 'CDH8', 'CHD8', 'CREBBP', 'CSNK1A1', 'CSNK1E', 'CTBP1', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNBIP1', 'CTNND1', 'DVL1', 'DVL2', 'DVL3', 'EGFR', 'EGF', 'EP300', 'ERBB2', 'AMER1', 'FBXW11', 'FER', 'FGFR1', 'FOXO1', 'FOXO3', 'FYN', 'FZD1', 'FZD2', 'FZD5', 'GSK3A', 'GSK3B', 'HNF4A', 'IGF1R', 'IQGAP1', 'JUN', 'JUP', 'KDR', 'KLF4', 'LEF1', 'LRP5', 'LRP6', 'MAPK9', 'MEN1', 'MET', 'MMP7', 'MYC', 'NLK', 'NOTCH1', 'PIK3CA', 'PIK3R1', 'PITX2', 'PSEN1', 'PTPN11', 'PTPN1', 'PYGO2', 'RUVBL1', 'SKP1', 'SMAD4', 'SMAD7', 'SMARCA4', 'SOX17', 'SOX2', 'SOX6', 'SOX9', 'SRC', 'TBL1X', 'TCF4', 'TCF7L1', 'TCF7L2', 'TCF7', 'TERT', 'TGFBR1', 'TGFBR2', 'TJP1', 'TLE1', 'VCL', 'VEGFA', 'WNT1', 'WNT3A', 'WNT8A', 'WNT8B', 'YWHAZ', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.43619721536848943
		RMSE:  0.9218173342266688
		NRMSE:  0.18131733560713392
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5414936126562622
		RMSE:  0.7610450185362576
		NRMSE:  0.2487969592128731
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  LinearRegression
		Pearson Correlation:  0.678216946324291
		Spearman Correlation:  0.6536543128781496
		Coefficient of Determination:  0.4599782262814466
		RMSE:  0.56525376770937
		NRMSE:  0.11118288113874311
		MAPE:  365.24048637211985
		Pearson Correlation:  0.42260831812169686
		Spearman Correlation:  0.3748051721343159
		Coefficient of Determination:  -0.04605870049890615
		RMSE:  0.6269277748449369
		NRMSE:  0.20495203336001072
		MAPE:  1174.0121470981153

	Predictor:  ElasticNet
		Pearson Correlation:  0.4803008337905117
		Spearman Correlation:  0.4647667580047741
		Coefficient of Determination:  0.08506259436431107
		RMSE:  0.7357555080356374
		NRMSE:  0.14471980881896881
		MAPE:  415.0911217325187
		Pearson Correlation:  0.2498042644270396
		Spearman Correlation:  0.2674522126211051
		Coefficient of Determination:  0.03314779717942595
		RMSE:  0.6027254478920415
		NRMSE:  0.1970399319664067
		MAPE:  1845.498600179112

	Predictor:  RandomForests
		Pearson Correlation:  0.6661312165524925
		Spearman Correlation:  0.6347797745153959
		Coefficient of Determination:  0.43853256518190087
		RMSE:  0.5763683393428425
		NRMSE:  0.11336906753399735
		MAPE:  242.10542978288473
		Pearson Correlation:  0.43189919620587325
		Spearman Correlation:  0.27905120893201024
		Coefficient of Determination:  0.16249536723411284
		RMSE:  0.5609615467177448
		NRMSE:  0.18338669022123794
		MAPE:  1007.4727106586553

Protein:  CCNE1
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['ABL1', 'BARD1', 'BRCA1', 'CABLES1', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCND3', 'CCNE2', 'CCNH', 'CCT2', 'CCT3', 'CCT4', 'CCT6A', 'CCT7', 'CDC25A', 'CDC6', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK6', 'CDK7', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDT1', 'CKS1B', 'CKS2', 'CUL1', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'EP400', 'FOXM1', 'HDAC1', 'IFNAR1', 'LIN37', 'LIN52', 'LIN54', 'LIN9', 'MNAT1', 'MYC', 'ORC1', 'ORC2', 'ORC3', 'ORC4', 'ORC5', 'ORC6', 'PCNA', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB7', 'PSMC1', 'PSMC2', 'PSMC4', 'PSMC5', 'PSMD10', 'PSMD11', 'PSMD14', 'PSMD1', 'PSMD3', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSME3', 'PTK6', 'RB1', 'RBBP4', 'RBL1', 'RBL2', 'RHOA', 'RPS27A', 'RRN3', 'SKP1', 'SKP2', 'STAT5A', 'STAT5B', 'TCP1', 'TFDP1', 'TP53', 'TP73', 'UBB', 'UBC', 'WEE1', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.3882525061775621
		RMSE:  0.8073510115699897
		NRMSE:  0.1948381908849554
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.2068608862157744
		RMSE:  0.7484097025916991
		NRMSE:  0.3260050104942715
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5224229806426052
		NRMSE:  0.12607644873967835
		MAPE:  105.82433067667067
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010783677474574871
		RMSE:  0.36685077747270034
		NRMSE:  0.1597990928573857
		MAPE:  133.3645349232411

	Predictor:  LinearRegression
		Pearson Correlation:  0.8896622937332072
		Spearman Correlation:  0.7214768507010174
		Coefficient of Determination:  0.7914989968906315
		RMSE:  0.23854831159762593
		NRMSE:  0.057568914640931036
		MAPE:  47.07317346782919
		Pearson Correlation:  0.7341609096695707
		Spearman Correlation:  0.49959974563273857
		Coefficient of Determination:  0.43573142922364505
		RMSE:  0.27409635758558254
		NRMSE:  0.1193955471470935
		MAPE:  101.90055834655192

	Predictor:  ElasticNet
		Pearson Correlation:  0.6902742286350538
		Spearman Correlation:  0.6169027215848906
		Coefficient of Determination:  0.33548795446881097
		RMSE:  0.4258667187846
		NRMSE:  0.10277450558307792
		MAPE:  78.46380126749081
		Pearson Correlation:  0.5787741656023243
		Spearman Correlation:  0.5223780845147696
		Coefficient of Determination:  0.29295946517243254
		RMSE:  0.3068191695435673
		NRMSE:  0.13364950539860054
		MAPE:  92.65262292127885

	Predictor:  RandomForests
		Pearson Correlation:  0.8627114244015965
		Spearman Correlation:  0.7269204277536142
		Coefficient of Determination:  0.7416334567459337
		RMSE:  0.26554639508307426
		NRMSE:  0.06408436785555766
		MAPE:  55.98907083758849
		Pearson Correlation:  0.770885107897393
		Spearman Correlation:  0.6684149573709636
		Coefficient of Determination:  0.5291341557642604
		RMSE:  0.25038535765203646
		NRMSE:  0.1090671070488463
		MAPE:  79.58878990181303

Protein:  CCND1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'ACTL6A', 'AKT1', 'ARID1A', 'ARID2', 'AR', 'ATF2', 'BRD2', 'BTG2', 'CCNA1', 'CCNB1', 'CCNE1', 'CCNH', 'CDC25A', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDK7', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CKS1B', 'CREBBP', 'CTBP1', 'CTNNB1', 'CUL1', 'DNMT3A', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'AGO2', 'EP300', 'ESR1', 'FOS', 'FOXA1', 'FOXM1', 'GADD45A', 'GATA3', 'GLI1', 'GLI3', 'GSK3B', 'H2AFX', 'H2AFZ', 'HDAC1', 'HDAC4', 'HIST1H2BA', 'HIST2H2BE', 'HNF1A', 'IFNAR1', 'JAK2', 'JUN', 'KAT2B', 'LEF1', 'LYN', 'MAML1', 'MYB', 'MYC', 'NOTCH1', 'PBRM1', 'PCNA', 'PRMT5', 'PSMA6', 'PSMC6', 'PSMD10', 'PSMD6', 'PSMD7', 'PSME3', 'PTK6', 'RASSF1', 'RB1', 'RBL1', 'RBL2', 'RBPJ', 'RELA', 'RUNX1', 'RUNX3', 'SKP1', 'SKP2', 'SMAD4', 'SMARCA4', 'SMARCB1', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'SUV39H1', 'TCF7L2', 'TFDP1', 'TP53', 'WDR77', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.44064885869713843
		RMSE:  0.2936537728092399
		NRMSE:  0.17653615611766113
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6507167710215811
		RMSE:  0.2694738938084911
		NRMSE:  0.2553456206196082
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  LinearRegression
		Pearson Correlation:  0.5837974359856966
		Spearman Correlation:  0.5579925334219846
		Coefficient of Determination:  0.3408194462634734
		RMSE:  0.19863634190917473
		NRMSE:  0.11941442444432239
		MAPE:  483.715489629889
		Pearson Correlation:  0.15083587638976992
		Spearman Correlation:  0.11990922580082046
		Coefficient of Determination:  -0.14554458092158362
		RMSE:  0.22448452790066611
		NRMSE:  0.21271500658624895
		MAPE:  377.59727008043876

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  RandomForests
		Pearson Correlation:  0.5574382931774727
		Spearman Correlation:  0.5115894031152839
		Coefficient of Determination:  0.27287753896835265
		RMSE:  0.20862209166280588
		NRMSE:  0.12541756842096757
		MAPE:  484.02077540170245
		Pearson Correlation:  0.38420245784361057
		Spearman Correlation:  0.3416734414989403
		Coefficient of Determination:  0.13797720234983835
		RMSE:  0.194733106394091
		NRMSE:  0.1845234252736973
		MAPE:  286.8581137015489

Protein:  ERBB2
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ADAM17', 'ADRB2', 'AREG', 'ARHGEF11', 'ARHGEF12', 'BTC', 'CBL', 'CCND1', 'CD44', 'CDC37', 'CDH1', 'CTNNB1', 'CTNND1', 'CUL5', 'DIAPH1', 'DOCK7', 'EGFR', 'EGF', 'ERBB2IP', 'ERBB3', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'FYN', 'GAB1', 'GRB2', 'GRB7', 'HBEGF', 'HGF', 'HRAS', 'HSP90AA1', 'IL6R', 'IL6', 'INS', 'JAK1', 'JAK2', 'KRAS', 'LRPPRC', 'MAP2K1', 'MAPK8', 'MATK', 'MEMO1', 'MUC1', 'MUC4', 'MYC', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'PGAP3', 'PGR', 'PIK3CA', 'PIK3CB', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PLCG1', 'PLCG2', 'PLXNB1', 'PRKACA', 'PTEN', 'PTK2', 'PTK6', 'PTPN11', 'PTPN12', 'PTPN18', 'RHOA', 'RHOB', 'RHOC', 'RND1', 'RNF41', 'ROCK1', 'ROCK2', 'RPS27A', 'SEMA4D', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SOS1', 'SRC', 'STAT1', 'STAT3', 'STUB1', 'TFAP2A', 'TFAP2B', 'TFAP2C', 'TFF1', 'TFF2', 'TFF3', 'TGFA', 'TP53', 'UBA52', 'UBB', 'UBC', 'VEGFA', 'YES1', 'YY1', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08695701084953744
		RMSE:  1.023008454816054
		NRMSE:  0.1742863272085548
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1111491455026472
		RMSE:  1.1242523174677488
		NRMSE:  0.20280184671833265
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865388
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792788993

	Predictor:  LinearRegression
		Pearson Correlation:  0.8532021254618397
		Spearman Correlation:  0.7207290624252993
		Coefficient of Determination:  0.7279538668926004
		RMSE:  0.5117929717195496
		NRMSE:  0.08719235594997182
		MAPE:  537.2718365645682
		Pearson Correlation:  0.7806645939488788
		Spearman Correlation:  0.5663918083668892
		Coefficient of Determination:  0.5880639226090225
		RMSE:  0.6845300655682581
		NRMSE:  0.1234811432225013
		MAPE:  271.30921442669995

	Predictor:  ElasticNet
		Pearson Correlation:  0.7933714282998688
		Spearman Correlation:  0.6194867891621707
		Coefficient of Determination:  0.258513277549565
		RMSE:  0.8449377780763444
		NRMSE:  0.14394905669392719
		MAPE:  635.4648735816759
		Pearson Correlation:  0.8284270163846452
		Spearman Correlation:  0.612165503517357
		Coefficient of Determination:  0.2554653966863851
		RMSE:  0.9202801543728294
		NRMSE:  0.16600767630652094
		MAPE:  230.91050911074618

	Predictor:  RandomForests
		Pearson Correlation:  0.8323152680716361
		Spearman Correlation:  0.6466808582088528
		Coefficient of Determination:  0.687121723576946
		RMSE:  0.5488589421578967
		NRMSE:  0.0935071540552152
		MAPE:  530.1809820817119
		Pearson Correlation:  0.8689888493238265
		Spearman Correlation:  0.707782313058422
		Coefficient of Determination:  0.7501293991063542
		RMSE:  0.5331325437528497
		NRMSE:  0.09617081747471855
		MAPE:  199.28302683331736

Protein:  ERBB3
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['AKT1', 'AKT2', 'ANGPT1', 'ANGPT2', 'AREG', 'AR', 'BDNF', 'BMP4', 'BTC', 'CBLB', 'CBL', 'CCND1', 'CDH1', 'CSF1', 'CSK', 'CTNNB1', 'DCN', 'DOCK7', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EGFR', 'EGF', 'ERBB2', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'FGF10', 'FGF19', 'FGF1', 'FGF2', 'FGF3', 'FGF4', 'FGF7', 'FGF9', 'FIGF', 'FLNA', 'FOXO3', 'GAB1', 'GRB2', 'GRB7', 'HBEGF', 'HGF', 'HRAS', 'HSP90AA1', 'IGF1', 'IGF2', 'INS', 'IRS1', 'ITGA6', 'ITGB4', 'JAK1', 'JAK2', 'KITLG', 'KRAS', 'LAMA1', 'LAMB1', 'LAMC2', 'MAP2K1', 'MAPK8', 'MET', 'MUC4', 'NGF', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NTF3', 'PA2G4', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PGF', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PLCG1', 'PLCG2', 'PRKACA', 'PTEN', 'PTPN11', 'RNF41', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SOS1', 'SOX10', 'SRC', 'TGFA', 'VEGFA', 'VEGFB', 'VEGFC', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19951943522205973
		RMSE:  0.4939516163098853
		NRMSE:  0.17910620018705933
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27774471248359456
		RMSE:  0.5592204608326292
		NRMSE:  0.15547938022732444
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  LinearRegression
		Pearson Correlation:  0.6178646400878778
		Spearman Correlation:  0.6168648283503396
		Coefficient of Determination:  0.38175671347092277
		RMSE:  0.35461775078286684
		NRMSE:  0.1285839255595321
		MAPE:  204.31054957740704
		Pearson Correlation:  0.19404237142989209
		Spearman Correlation:  0.26638985523510267
		Coefficient of Determination:  -0.2344697018838997
		RMSE:  0.5496689746744833
		NRMSE:  0.15282379222200132
		MAPE:  217.11290064204195

	Predictor:  ElasticNet
		Pearson Correlation:  0.43939588062909857
		Spearman Correlation:  0.4500816194079677
		Coefficient of Determination:  0.06580315050692376
		RMSE:  0.4359131451204354
		NRMSE:  0.1580615275993558
		MAPE:  229.32909815608417
		Pearson Correlation:  0.37567451016973363
		Spearman Correlation:  0.4462075586977394
		Coefficient of Determination:  0.030311541497765937
		RMSE:  0.4871661676356526
		NRMSE:  0.13544621328578652
		MAPE:  154.98339900971524

	Predictor:  RandomForests
		Pearson Correlation:  0.5564295279937248
		Spearman Correlation:  0.5963535880548776
		Coefficient of Determination:  0.29654198166972134
		RMSE:  0.37826822234510654
		NRMSE:  0.13715955514404468
		MAPE:  233.76510051435812
		Pearson Correlation:  0.37862951438118275
		Spearman Correlation:  0.3657286642704281
		Coefficient of Determination:  0.11713651262517022
		RMSE:  0.4648445942592307
		NRMSE:  0.1292401735620298
		MAPE:  159.01422162833032


Fold:  4

Protein:  RB1
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['AATF', 'ABL1', 'AKT1', 'AR', 'ASF1A', 'ATF2', 'BGLAP', 'CASP3', 'CBX4', 'CCNA1', 'CCNA2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CEBPA', 'COL1A1', 'CREBBP', 'CTBP1', 'DNMT1', 'DUT', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'ELF1', 'EP300', 'FOXM1', 'FZR1', 'GNB2L1', 'H1F0', 'H2AFV', 'H2AFX', 'H2AFZ', 'HDAC1', 'HDAC2', 'HDAC3', 'HIST1H2BA', 'HIST2H2AC', 'HIST2H2BE', 'HMGA1', 'HMGA2', 'HSP90AA1', 'ID2', 'JUN', 'MAPK14', 'MAPK1', 'MAPK3', 'MDM2', 'MEF2C', 'NCAPD3', 'NCAPG2', 'NCAPH2', 'NFYC', 'PCNA', 'PML', 'POLA1', 'POLA2', 'PPARA', 'PPARG', 'PPP1CA', 'PPP1CB', 'PPP1CC', 'PPP2CA', 'PPP2CB', 'PRIM1', 'PRIM2', 'RAF1', 'RBBP4', 'RUNX2', 'SIRT1', 'SKP2', 'SMARCA2', 'SMC2', 'SMC4', 'SP100', 'SP1', 'SP3', 'SPI1', 'SUV39H1', 'TAF1', 'TBP', 'TERT', 'TFDP1', 'TP53BP1', 'TP53', 'TP73', 'YAP1', 'ZNF521', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0017653619110491459
		RMSE:  0.25173274438657
		NRMSE:  0.09206141909982812
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11040193949010524
		RMSE:  0.1737457828578019
		NRMSE:  0.1664678101960314
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  LinearRegression
		Pearson Correlation:  0.4875747745701665
		Spearman Correlation:  0.4555438598018932
		Coefficient of Determination:  0.2377291607971488
		RMSE:  0.21958939291793453
		NRMSE:  0.08030624375290174
		MAPE:  345.9987622234791
		Pearson Correlation:  0.12296914457550132
		Spearman Correlation:  0.16345590344019253
		Coefficient of Determination:  -0.5830427283840973
		RMSE:  0.20745336561686376
		NRMSE:  0.19876342852188686
		MAPE:  365.30431589863224

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  RandomForests
		Pearson Correlation:  0.5295541412776307
		Spearman Correlation:  0.3951745569721164
		Coefficient of Determination:  0.16828902434987514
		RMSE:  0.22937333090508497
		NRMSE:  0.08388433693135056
		MAPE:  170.33048573313587
		Pearson Correlation:  0.10988100774688508
		Spearman Correlation:  0.22686816543847185
		Coefficient of Determination:  -0.09267721288551667
		RMSE:  0.17235350095759733
		NRMSE:  0.16513384907599485
		MAPE:  105.74982355234191

Protein:  CDH1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ACTA1', 'ACTN1', 'ADAM10', 'ADAM15', 'CA2', 'CASP3', 'CBLL1', 'CDC42', 'CDH17', 'CDH3', 'CDH5', 'CTBP1', 'CTNNA1', 'CTNNB1', 'CTNND1', 'CTTN', 'DLG1', 'EFNA1', 'EGFR', 'EGF', 'ENAH', 'EPCAM', 'EPHA2', 'EXOC3', 'EXOC4', 'FER', 'FLOT1', 'FLOT2', 'FMN1', 'FYN', 'GDNF', 'GNA12', 'GNA13', 'HGF', 'HGS', 'IGF1R', 'IGF1', 'IGF2', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'ITGA6', 'ITGAE', 'ITGB4', 'ITGB7', 'AJUBA', 'JUP', 'KIFC3', 'KLK7', 'KLRG1', 'LAMB1', 'LAMC2', 'LIMA1', 'MAPK1', 'MAPK3', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MLLT4', 'MMP3', 'MMP7', 'MMP9', 'MYO6', 'NCSTN', 'NUMB', 'PARD6A', 'PIK3CA', 'PIK3R1', 'PIP5K1C', 'PLEKHA7', 'PLG', 'PRKCI', 'PRKCZ', 'PSEN1', 'PVRL1', 'PVRL2', 'RAB5A', 'RAB7A', 'RAC1', 'RAP1A', 'RET', 'RHOA', 'SKIL', 'SMAD3', 'SMAD4', 'SNAI1', 'SNAI2', 'SNAI3', 'SRC', 'STX4', 'TJP1', 'TWIST1', 'VASP', 'VCL', 'YES1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZYX', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1648542010437435
		RMSE:  1.2077311247232185
		NRMSE:  0.19230774891296748
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01787767410405383
		RMSE:  1.1768276141426715
		NRMSE:  0.21349508619837296
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.119011303751291
		NRMSE:  0.17818083878718685
		MAPE:  552.7314487209006
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06543533401046742
		RMSE:  1.204005869039757
		NRMSE:  0.21842565020132743
		MAPE:  371.74257556440244

	Predictor:  LinearRegression
		Pearson Correlation:  0.7438080568294365
		Spearman Correlation:  0.7079022704896073
		Coefficient of Determination:  0.5532504254043817
		RMSE:  0.7479396338686939
		NRMSE:  0.11909487498307281
		MAPE:  503.4572347253402
		Pearson Correlation:  0.36934179825013125
		Spearman Correlation:  0.41259616703450164
		Coefficient of Determination:  -0.3985837346558436
		RMSE:  1.3794605745587716
		NRMSE:  0.2502559004678298
		MAPE:  468.26453366082035

	Predictor:  ElasticNet
		Pearson Correlation:  0.6174619837449445
		Spearman Correlation:  0.63682931735813
		Coefficient of Determination:  0.2891117310293394
		RMSE:  0.9434853203730189
		NRMSE:  0.15023173153291597
		MAPE:  424.1823346452635
		Pearson Correlation:  0.7042022189555273
		Spearman Correlation:  0.5253357273781468
		Coefficient of Determination:  0.2542887944172081
		RMSE:  1.0072804170036527
		NRMSE:  0.18273655110548467
		MAPE:  273.268135061593

	Predictor:  RandomForests
		Pearson Correlation:  0.744403162376981
		Spearman Correlation:  0.7048831848126462
		Coefficient of Determination:  0.5496207955569148
		RMSE:  0.7509718161643397
		NRMSE:  0.1195776911825005
		MAPE:  236.42227241163098
		Pearson Correlation:  0.7645869616479644
		Spearman Correlation:  0.46733260436301827
		Coefficient of Determination:  0.5170582344841836
		RMSE:  0.8106108992805026
		NRMSE:  0.14705759937602092
		MAPE:  192.8409827623321

Protein:  CDH2
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'ADAM10', 'AFP', 'AHSG', 'ALB', 'APLP2', 'APOA1', 'APOB', 'APOE', 'APP', 'AXIN1', 'BDNF', 'BMP4', 'BNIP2', 'CALU', 'CDC42', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH17', 'CDH18', 'CDH1', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDON', 'CREBBP', 'CSF1', 'CST3', 'CTNNA1', 'CTNNA2', 'CTNNB1', 'CTNND1', 'CYR61', 'FAM20C', 'FBN1', 'FER', 'FGFR1', 'FN1', 'FSTL1', 'GAS6', 'GJA1', 'GOLM1', 'GPC3', 'GRIA2', 'HSP90B1', 'IGFBP1', 'IGFBP3', 'IGFBP4', 'IGFBP5', 'IGFBP7', 'IL6', 'ITIH2', 'JUP', 'KIF5B', 'KNG1', 'KTN1', 'LAMB1', 'LAMC1', 'LGALS1', 'LRP5', 'LTBP1', 'MAP2K6', 'MAPK11', 'MAPK14', 'MATN3', 'MEF2A', 'MEF2C', 'MEF2D', 'MET', 'MFGE8', 'MSLN', 'NTRK2', 'P4HB', 'PCSK9', 'PIK3CA', 'PIK3R1', 'PTPN11', 'PTPN1', 'RAC1', 'RHOA', 'ROBO1', 'SCG2', 'SDC2', 'SERPINA1', 'SLIT1', 'SNAI1', 'SNAI2', 'SPAG9', 'SPARCL1', 'SPP1', 'STC2', 'TCF3', 'TIMP1', 'TMEM132A', 'TNC', 'VCAN', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011628294333081435
		RMSE:  0.38156283556505555
		NRMSE:  0.1382574228440668
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.013534078125908788
		RMSE:  0.33551468363995024
		NRMSE:  0.17308132332546644
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  LinearRegression
		Pearson Correlation:  0.49078685904123714
		Spearman Correlation:  0.470001824232073
		Coefficient of Determination:  0.24087174100756326
		RMSE:  0.33053173480115666
		NRMSE:  0.11976655366372806
		MAPE:  1569.6862332879334
		Pearson Correlation:  0.10863191180945109
		Spearman Correlation:  0.07453708899113456
		Coefficient of Determination:  -0.4058581823584775
		RMSE:  0.3951510226904187
		NRMSE:  0.20384580841196126
		MAPE:  390.9069631568336

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  RandomForests
		Pearson Correlation:  0.4802801826449157
		Spearman Correlation:  0.42266133554478724
		Coefficient of Determination:  0.15048099135895376
		RMSE:  0.34965692524578784
		NRMSE:  0.12669647265953615
		MAPE:  1040.8719225041978
		Pearson Correlation:  0.23166485594101424
		Spearman Correlation:  0.265023254654048
		Coefficient of Determination:  0.013150583019315598
		RMSE:  0.3310684520706445
		NRMSE:  0.17078765428100598
		MAPE:  171.55854601333823

Protein:  CDH3
Protein Interaction Partners Count:  73
x_train_column_count:  74
x_train columns:  ['AIMP1', 'CLMP', 'BRCA1', 'CCND1', 'CD24', 'CD2AP', 'CD44', 'CDCP1', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH2', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CLDN1', 'CLDN7', 'CTNNA1', 'CTNNA3', 'CTNNB1', 'CTNND1', 'DPYD', 'DSP', 'ECM1', 'EGFR', 'EPCAM', 'ERBB2', 'ESR1', 'ESRP1', 'F11R', 'FN1', 'GALNT6', 'GATA3', 'HOXA9', 'IGF1R', 'ITGA9', 'JUP', 'KIRREL', 'KRT14', 'KRT15', 'KRT17', 'KRT4', 'KRT5', 'KRT8', 'LEF1', 'MKI67', 'NPHS1', 'NPHS2', 'PGR', 'PKP1', 'PKP2', 'PKP3', 'POU5F1', 'S100A4', 'SNAI1', 'SNAI2', 'SYNPO', 'TECR', 'TJP1', 'TP53', 'UMPS', 'VCL', 'ZEB1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006306553616452382
		RMSE:  0.206558346691537
		NRMSE:  0.1472115018398285
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056823148221427866
		RMSE:  0.21361844422784051
		NRMSE:  0.19012980777528213
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  LinearRegression
		Pearson Correlation:  0.5168390583924104
		Spearman Correlation:  0.5403178575375212
		Coefficient of Determination:  0.2671226122799537
		RMSE:  0.1762760293337962
		NRMSE:  0.12562968009877576
		MAPE:  434.5503985700555
		Pearson Correlation:  0.4063723413974719
		Spearman Correlation:  0.40395266773899924
		Coefficient of Determination:  -0.3251363019352269
		RMSE:  0.2392036845219124
		NRMSE:  0.21290179657325273
		MAPE:  926.9153647230152

	Predictor:  ElasticNet
		Pearson Correlation:  0.2934400197619197
		Spearman Correlation:  0.34742358107542676
		Coefficient of Determination:  0.001241745743384426
		RMSE:  0.20578219201564923
		NRMSE:  0.1466583462916382
		MAPE:  175.4825468457067
		Pearson Correlation:  0.3454805850435642
		Spearman Correlation:  0.347897105948952
		Coefficient of Determination:  -0.09899485657343421
		RMSE:  0.21783889185129154
		NRMSE:  0.19388619172552068
		MAPE:  210.66662908756922

	Predictor:  RandomForests
		Pearson Correlation:  0.5492470972367409
		Spearman Correlation:  0.5433468367086957
		Coefficient of Determination:  0.2574319733918553
		RMSE:  0.17743762712931946
		NRMSE:  0.12645753604723653
		MAPE:  435.61382629898475
		Pearson Correlation:  0.450451981096876
		Spearman Correlation:  0.3980673075724137
		Coefficient of Determination:  0.12512572123777044
		RMSE:  0.194361576653241
		NRMSE:  0.1729903489446223
		MAPE:  635.6356775073434

Protein:  PTEN
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['AKT1', 'AR', 'BCR', 'CD79A', 'CD79B', 'CDIPT', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'DLG1', 'EGFR', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'FOXO3', 'FOXO4', 'FRK', 'GRB2', 'HRAS', 'INPP4A', 'INPP4B', 'INPP5B', 'INPP5D', 'INPP5J', 'INPP5K', 'INPPL1', 'IPMK', 'IRS1', 'ITGB1', 'ITPKA', 'ITPKB', 'ITPKC', 'MAST2', 'MDM2', 'MDM4', 'MKRN1', 'MTOR', 'MYC', 'NEDD4', 'NOTCH1', 'OCRL', 'OTUD3', 'PARK7', 'PDGFB', 'PDGFRB', 'PI4K2A', 'PI4KA', 'PI4KB', 'PIK3C2A', 'PIK3C2B', 'PIK3C2G', 'PIK3C3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIKFYVE', 'PIP4K2A', 'PIP5K1A', 'PIP5K1B', 'PIP5K1C', 'PML', 'PREX2', 'PSMA6', 'PSMA7', 'PSMB9', 'PSMC6', 'PSMD10', 'PSMD5', 'PSME3', 'PTK2', 'RICTOR', 'RNF146', 'ROCK1', 'ROCK2', 'RPS27A', 'RPS6KB1', 'SACM1L', 'SHC1', 'SLC9A3R1', 'SLC9A3R2', 'SOS1', 'STK11', 'STUB1', 'SYNJ1', 'SYNJ2', 'TNKS2', 'TNKS', 'TNRC6A', 'TNRC6B', 'TP53', 'UBB', 'UBC', 'USP13', 'USP7', 'WWP2', 'XIAP', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04663541191913323
		RMSE:  0.5747314783713694
		NRMSE:  0.11117523181123673
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02346833201832421
		RMSE:  0.7542692946958974
		NRMSE:  0.11793750210239971
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  LinearRegression
		Pearson Correlation:  0.5770441596771159
		Spearman Correlation:  0.5568087081035928
		Coefficient of Determination:  0.33297996221746895
		RMSE:  0.458814053996104
		NRMSE:  0.08875233170769575
		MAPE:  471.7931463715712
		Pearson Correlation:  0.26938018231447625
		Spearman Correlation:  0.3216773276474769
		Coefficient of Determination:  0.02512513002953598
		RMSE:  0.7361454998995667
		NRMSE:  0.11510366662490293
		MAPE:  735.2465334721519

	Predictor:  ElasticNet
		Pearson Correlation:  0.38766019852646455
		Spearman Correlation:  0.38075655553114846
		Coefficient of Determination:  0.02981400452295735
		RMSE:  0.5533434489873975
		NRMSE:  0.10703796212229139
		MAPE:  268.66789047598405
		Pearson Correlation:  0.40005409975990863
		Spearman Correlation:  0.42466614296936367
		Coefficient of Determination:  0.020587591254742965
		RMSE:  0.7378566994813243
		NRMSE:  0.11537122968983257
		MAPE:  378.41852262816127

	Predictor:  RandomForests
		Pearson Correlation:  0.5482440039800978
		Spearman Correlation:  0.5008355919250681
		Coefficient of Determination:  0.2587059902201798
		RMSE:  0.48368488651714353
		NRMSE:  0.09356330983386404
		MAPE:  188.87375994782946
		Pearson Correlation:  0.5167831029968877
		Spearman Correlation:  0.4806436046832455
		Coefficient of Determination:  0.2239414646934551
		RMSE:  0.656805020411679
		NRMSE:  0.10269799396633242
		MAPE:  309.59387554589847

Protein:  BRCA2
Protein Interaction Partners Count:  100
x_train_column_count:  99
x_train columns:  ['ATM', 'ATRIP', 'ATR', 'BARD1', 'BLM', 'BRCA1', 'BRIP1', 'SLX4', 'RHNO1', 'RMI2', 'CDK2', 'CDK4', 'CHEK1', 'CHEK2', 'DMC1', 'DNA2', 'EME1', 'EME2', 'EXO1', 'FANCD2', 'FANCE', 'FANCG', 'FANCI', 'GEN1', 'H2AFX', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2BE', 'HIST3H3', 'HUS1', 'KAT5', 'SPIDR', 'MLH1', 'MLH3', 'MND1', 'MRE11A', 'MSH4', 'MSH5', 'MUS81', 'NBN', 'PALB2', 'PARP1', 'PCNA', 'POLD1', 'POLD2', 'POLD3', 'POLD4', 'POLE2', 'POLE3', 'POLE4', 'POLE', 'POLH', 'POLK', 'PSMC3IP', 'RAD17', 'RAD1', 'RAD50', 'RAD51AP1', 'RAD51C', 'RAD51B', 'RAD51D', 'RAD51', 'RAD9A', 'RAD9B', 'RBBP8', 'RFC1', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RMI1', 'RPA1', 'RPA2', 'RPA3', 'RPS27A', 'RTEL1', 'SHFM1', 'SPO11', 'SYCP3', 'TEX15', 'TOP3A', 'TOPBP1', 'TP53', 'UBA52', 'UBB', 'UBC', 'WRN', 'XRCC2', 'XRCC3', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015699866052385492
		RMSE:  0.1919477679021074
		NRMSE:  0.12365776640496533
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0014129332580739007
		RMSE:  0.2082543553514594
		NRMSE:  0.20232423210836328
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  LinearRegression
		Pearson Correlation:  0.5065671260114403
		Spearman Correlation:  0.4457829338421237
		Coefficient of Determination:  0.25661025315549035
		RMSE:  0.16536770479884885
		NRMSE:  0.10653419539304163
		MAPE:  254.7760608626407
		Pearson Correlation:  0.2043403656816545
		Spearman Correlation:  0.14894699435155054
		Coefficient of Determination:  -0.07765372281538174
		RMSE:  0.2160364895201502
		NRMSE:  0.20988476699939787
		MAPE:  260.74889240213594

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  RandomForests
		Pearson Correlation:  0.5318566934237081
		Spearman Correlation:  0.42883181297300554
		Coefficient of Determination:  0.15830770147358475
		RMSE:  0.17596208201913474
		NRMSE:  0.11335936995917845
		MAPE:  148.01594316382852
		Pearson Correlation:  0.2035809587675015
		Spearman Correlation:  0.2005236973029589
		Coefficient of Determination:  0.033858378891521435
		RMSE:  0.20455395963448292
		NRMSE:  0.19872920658934912
		MAPE:  248.0845807777245

Protein:  CDKN2A
Protein Interaction Partners Count:  100
x_train_column_count:  100
x_train columns:  ['ABL1', 'AKT1', 'ARF1', 'BMI1', 'BRCA1', 'CBX7', 'CCND1', 'CCND2', 'CCND3', 'CCNL1', 'CDC45', 'CDC6', 'CDC7', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2AIP', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CEBPB', 'CTCF', 'DAXX', 'E2F1', 'E2F2', 'E2F3', 'EGFR', 'EGR1', 'AGO1', 'AGO3', 'AGO4', 'ERBB2', 'EZH2', 'FOXM1', 'GMNN', 'HDAC1', 'HIF1A', 'HRAS', 'HUWE1', 'IL6', 'KRAS', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAX', 'MCM10', 'MCM2', 'MCM5', 'MDM2', 'MDM4', 'MGMT', 'MLH1', 'MOV10', 'MRAS', 'MTAP', 'MYCN', 'MYC', 'NPM1', 'NRAS', 'ORC5', 'PIK3CA', 'PIK3R1', 'PTEN', 'RASSF1', 'RB1', 'RPS27A', 'RRAS2', 'RRAS', 'RUNX3', 'SMAD3', 'SMAD4', 'SMARCA4', 'SUMO1', 'SUMO2', 'SUMO3', 'TBX2', 'TERT', 'TFDP1', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TP53', 'TP63', 'TRIP12', 'TWIST1', 'UBA52', 'UBB', 'UBC', 'UBE2I', 'USP7', 'VEGFA', 'WRN', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06343046233027927
		RMSE:  0.6950010485750925
		NRMSE:  0.15711564339891315
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10006794882547432
		RMSE:  0.6614783461565592
		NRMSE:  0.1993004959796804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6739550183850767
		NRMSE:  0.1523578655781794
		MAPE:  281.71125082022354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0022276354551518107
		RMSE:  0.6313774446715202
		NRMSE:  0.19023122768048215
		MAPE:  197.14658329930893

	Predictor:  LinearRegression
		Pearson Correlation:  0.7248491057409844
		Spearman Correlation:  0.6509232503493716
		Coefficient of Determination:  0.5254062260935048
		RMSE:  0.4642927795033928
		NRMSE:  0.10496050175277331
		MAPE:  296.7193895284207
		Pearson Correlation:  0.5469339731300361
		Spearman Correlation:  0.4337934388209329
		Coefficient of Determination:  0.16559299155937635
		RMSE:  0.5760959840606508
		NRMSE:  0.17357516844249798
		MAPE:  239.93088455589358

	Predictor:  ElasticNet
		Pearson Correlation:  0.4943081903922901
		Spearman Correlation:  0.31574713259503673
		Coefficient of Determination:  0.0988364716234783
		RMSE:  0.6397830277477807
		NRMSE:  0.14463276313954576
		MAPE:  233.83660733381956
		Pearson Correlation:  0.5247909101201343
		Spearman Correlation:  0.2919163580593275
		Coefficient of Determination:  0.10443575558592966
		RMSE:  0.5968349529507532
		NRMSE:  0.17982372791526158
		MAPE:  164.26376685425836

	Predictor:  RandomForests
		Pearson Correlation:  0.6785030748887375
		Spearman Correlation:  0.6100101397347005
		Coefficient of Determination:  0.4526660084016304
		RMSE:  0.49860556531137956
		NRMSE:  0.11271743309853724
		MAPE:  194.65443341141966
		Pearson Correlation:  0.6044111873448079
		Spearman Correlation:  0.4954905640476105
		Coefficient of Determination:  0.34997621094047127
		RMSE:  0.508476049802592
		NRMSE:  0.15320158174226936
		MAPE:  144.40960714327383

Protein:  TP53
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['AKT1', 'APAF1', 'ATM', 'ATR', 'AURKA', 'AURKB', 'BANP', 'BARD1', 'BAX', 'BBC3', 'BCL2L1', 'BCL2', 'BCL6', 'BRCA1', 'CASP8', 'CCNA2', 'CCNE1', 'CCNG1', 'CDC25C', 'CDK2', 'CDK5', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CHEK1', 'CHEK2', 'COPS5', 'CREBBP', 'DDB2', 'DDX5', 'DYRK2', 'E2F4', 'EGR1', 'EHMT2', 'EP300', 'EZH2', 'FZR1', 'GADD45A', 'GLS2', 'GSK3B', 'HDAC1', 'HDAC2', 'HIF1A', 'HIPK2', 'HSP90AA1', 'HSPA1A', 'IGFBP3', 'JUN', 'KAT2B', 'KAT5', 'KDM1A', 'MAPK14', 'MAPK1', 'MAPK8', 'MAPK9', 'MAPKAPK5', 'MCL1', 'MDM2', 'MDM4', 'MSH2', 'NGFR', 'NPM1', 'PLK3', 'PMAIP1', 'PPP1R13B', 'PPP1R13L', 'PRKDC', 'PRMT5', 'PTEN', 'RB1', 'RCHY1', 'DROSHA', 'RPA1', 'RRM2B', 'SETD7', 'SETD8', 'SFN', 'SIRT1', 'SMYD2', 'SNAI1', 'SNAI2', 'SP1', 'STAT3', 'STK11', 'SUMO1', 'SUMO2', 'TBP', 'TNFRSF10A', 'TNFRSF10B', 'TP53BP1', 'TP53BP2', 'TP53INP1', 'TP53RK', 'TXN', 'UBE2I', 'USP7', 'WRN', 'XRCC6', 'YY1', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04782361373877353
		RMSE:  0.460756629216985
		NRMSE:  0.11073218678610552
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07696826201632412
		RMSE:  0.4481222561682025
		NRMSE:  0.1422068596624151
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4501191620264231
		NRMSE:  0.10817571786263473
		MAPE:  418.8529054417374
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002447694094247499
		RMSE:  0.4323405014905614
		NRMSE:  0.13719868668778923
		MAPE:  185.65040333639752

	Predictor:  LinearRegression
		Pearson Correlation:  0.6660144260795982
		Spearman Correlation:  0.6194033969783946
		Coefficient of Determination:  0.44357521574613623
		RMSE:  0.33576137500726577
		NRMSE:  0.08069247176334193
		MAPE:  1142.6240602171342
		Pearson Correlation:  0.460792473899889
		Spearman Correlation:  0.3757179017194728
		Coefficient of Determination:  0.11269311630957879
		RMSE:  0.406754144524549
		NRMSE:  0.12907912684835904
		MAPE:  376.2111229265098

	Predictor:  ElasticNet
		Pearson Correlation:  0.42303543455714054
		Spearman Correlation:  0.45367193574742665
		Coefficient of Determination:  0.14311093673514375
		RMSE:  0.4166676676346319
		NRMSE:  0.10013642577136073
		MAPE:  633.0031102576147
		Pearson Correlation:  0.4196883825696257
		Spearman Correlation:  0.3773338819686031
		Coefficient of Determination:  0.14304944788110985
		RMSE:  0.3997357059330358
		NRMSE:  0.12685189957255516
		MAPE:  188.77484256777345

	Predictor:  RandomForests
		Pearson Correlation:  0.6260084256272452
		Spearman Correlation:  0.5648387396756926
		Coefficient of Determination:  0.3376507206713698
		RMSE:  0.3663287767337246
		NRMSE:  0.08803863896508643
		MAPE:  712.8688351753389
		Pearson Correlation:  0.5540588047355898
		Spearman Correlation:  0.4174417227336003
		Coefficient of Determination:  0.26895005842180686
		RMSE:  0.3692058593772897
		NRMSE:  0.11716357558304445
		MAPE:  215.8827991337366

Protein:  CTNNB1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'AKT1', 'APC2', 'APC', 'AR', 'AXIN1', 'AXIN2', 'BCL9', 'BTRC', 'CASP3', 'CBY1', 'CCND1', 'CDC73', 'CDH11', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDH5', 'CDH8', 'CHD8', 'CREBBP', 'CSNK1A1', 'CSNK1E', 'CTBP1', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNBIP1', 'CTNND1', 'DVL1', 'DVL2', 'DVL3', 'EGFR', 'EGF', 'EP300', 'ERBB2', 'AMER1', 'FBXW11', 'FER', 'FGFR1', 'FOXO1', 'FOXO3', 'FYN', 'FZD1', 'FZD2', 'FZD5', 'GSK3A', 'GSK3B', 'HNF4A', 'IGF1R', 'IQGAP1', 'JUN', 'JUP', 'KDR', 'KLF4', 'LEF1', 'LRP5', 'LRP6', 'MAPK9', 'MEN1', 'MET', 'MMP7', 'MYC', 'NLK', 'NOTCH1', 'PIK3CA', 'PIK3R1', 'PITX2', 'PSEN1', 'PTPN11', 'PTPN1', 'PYGO2', 'RUVBL1', 'SKP1', 'SMAD4', 'SMAD7', 'SMARCA4', 'SOX17', 'SOX2', 'SOX6', 'SOX9', 'SRC', 'TBL1X', 'TCF4', 'TCF7L1', 'TCF7L2', 'TCF7', 'TERT', 'TGFBR1', 'TGFBR2', 'TJP1', 'TLE1', 'VCL', 'VEGFA', 'WNT1', 'WNT3A', 'WNT8A', 'WNT8B', 'YWHAZ', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6170193939500923
		RMSE:  0.9046651382507068
		NRMSE:  0.21849703851094263
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09478783275970826
		RMSE:  0.8396248247596424
		NRMSE:  0.17652527641906535
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  LinearRegression
		Pearson Correlation:  0.6765721484765087
		Spearman Correlation:  0.6544306788468376
		Coefficient of Determination:  0.4577498720941189
		RMSE:  0.5238778929236754
		NRMSE:  0.12652832888698565
		MAPE:  384.9961841054911
		Pearson Correlation:  0.2680839469649284
		Spearman Correlation:  0.35945834736093973
		Coefficient of Determination:  -0.29980315707023597
		RMSE:  0.9148693610995781
		NRMSE:  0.19234491655444833
		MAPE:  812.4894971280617

	Predictor:  ElasticNet
		Pearson Correlation:  0.4508724884688615
		Spearman Correlation:  0.44045310077538113
		Coefficient of Determination:  0.060635856262816534
		RMSE:  0.6895205750817939
		NRMSE:  0.16653477323007293
		MAPE:  681.663880518016
		Pearson Correlation:  0.414800061644396
		Spearman Correlation:  0.3498223169864961
		Coefficient of Determination:  -0.08574540388266194
		RMSE:  0.836150183507268
		NRMSE:  0.17579475727593727
		MAPE:  853.2979763033902

	Predictor:  RandomForests
		Pearson Correlation:  0.6298361851047681
		Spearman Correlation:  0.6034829557413277
		Coefficient of Determination:  0.38525123555487584
		RMSE:  0.5578007229258137
		NRMSE:  0.13472145757072113
		MAPE:  462.6803024204656
		Pearson Correlation:  0.6869391646082794
		Spearman Correlation:  0.46173892442549164
		Coefficient of Determination:  0.31216754394539836
		RMSE:  0.6655207824715764
		NRMSE:  0.13992111312580446
		MAPE:  582.5516266649797

Protein:  CCNE1
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['ABL1', 'BARD1', 'BRCA1', 'CABLES1', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCND3', 'CCNE2', 'CCNH', 'CCT2', 'CCT3', 'CCT4', 'CCT6A', 'CCT7', 'CDC25A', 'CDC6', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK6', 'CDK7', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDT1', 'CKS1B', 'CKS2', 'CUL1', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'EP400', 'FOXM1', 'HDAC1', 'IFNAR1', 'LIN37', 'LIN52', 'LIN54', 'LIN9', 'MNAT1', 'MYC', 'ORC1', 'ORC2', 'ORC3', 'ORC4', 'ORC5', 'ORC6', 'PCNA', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB7', 'PSMC1', 'PSMC2', 'PSMC4', 'PSMC5', 'PSMD10', 'PSMD11', 'PSMD14', 'PSMD1', 'PSMD3', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSME3', 'PTK6', 'RB1', 'RBBP4', 'RBL1', 'RBL2', 'RHOA', 'RPS27A', 'RRN3', 'SKP1', 'SKP2', 'STAT5A', 'STAT5B', 'TCP1', 'TFDP1', 'TP53', 'TP73', 'UBB', 'UBC', 'WEE1', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4688329016852353
		RMSE:  0.7931748470731899
		NRMSE:  0.19141705409976348
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.186170633384966
		RMSE:  0.8069776954058596
		NRMSE:  0.32929800677624244
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5048043460690237
		NRMSE:  0.12182453992060809
		MAPE:  103.07374645056161
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01570191691728584
		RMSE:  0.4556277343037054
		NRMSE:  0.18592497115143453
		MAPE:  142.6844229696492

	Predictor:  LinearRegression
		Pearson Correlation:  0.8820824089641275
		Spearman Correlation:  0.6787743596799631
		Coefficient of Determination:  0.7780693762039579
		RMSE:  0.2378108702609133
		NRMSE:  0.05739094776670929
		MAPE:  51.625127606464105
		Pearson Correlation:  0.776937160264316
		Spearman Correlation:  0.636549084153169
		Coefficient of Determination:  0.5976084252785827
		RMSE:  0.28678171353158194
		NRMSE:  0.11702510141662531
		MAPE:  61.539406744648105

	Predictor:  ElasticNet
		Pearson Correlation:  0.6779938834004191
		Spearman Correlation:  0.6095967274254626
		Coefficient of Determination:  0.31322954085796695
		RMSE:  0.4183395147475037
		NRMSE:  0.10095796383606528
		MAPE:  77.26263995538424
		Pearson Correlation:  0.6524583300303074
		Spearman Correlation:  0.5640344642701282
		Coefficient of Determination:  0.2958199657226461
		RMSE:  0.37937514075468676
		NRMSE:  0.15480908379771763
		MAPE:  103.46166452097907

	Predictor:  RandomForests
		Pearson Correlation:  0.8565870302724811
		Spearman Correlation:  0.7165380852645807
		Coefficient of Determination:  0.7296686800316297
		RMSE:  0.26246492132105786
		NRMSE:  0.06334071513889951
		MAPE:  55.385584777179474
		Pearson Correlation:  0.8423483880610949
		Spearman Correlation:  0.7087570314332251
		Coefficient of Determination:  0.7005549918089391
		RMSE:  0.24739194483907934
		NRMSE:  0.10095158117974348
		MAPE:  74.36074031684599

Protein:  CCND1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'ACTL6A', 'AKT1', 'ARID1A', 'ARID2', 'AR', 'ATF2', 'BRD2', 'BTG2', 'CCNA1', 'CCNB1', 'CCNE1', 'CCNH', 'CDC25A', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDK7', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CKS1B', 'CREBBP', 'CTBP1', 'CTNNB1', 'CUL1', 'DNMT3A', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'AGO2', 'EP300', 'ESR1', 'FOS', 'FOXA1', 'FOXM1', 'GADD45A', 'GATA3', 'GLI1', 'GLI3', 'GSK3B', 'H2AFX', 'H2AFZ', 'HDAC1', 'HDAC4', 'HIST1H2BA', 'HIST2H2BE', 'HNF1A', 'IFNAR1', 'JAK2', 'JUN', 'KAT2B', 'LEF1', 'LYN', 'MAML1', 'MYB', 'MYC', 'NOTCH1', 'PBRM1', 'PCNA', 'PRMT5', 'PSMA6', 'PSMC6', 'PSMD10', 'PSMD6', 'PSMD7', 'PSME3', 'PTK6', 'RASSF1', 'RB1', 'RBL1', 'RBL2', 'RBPJ', 'RELA', 'RUNX1', 'RUNX3', 'SKP1', 'SKP2', 'SMAD4', 'SMARCA4', 'SMARCB1', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'SUV39H1', 'TCF7L2', 'TFDP1', 'TP53', 'WDR77', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47371951525638445
		RMSE:  0.2917253166285864
		NRMSE:  0.18637975276867558
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47112550847095647
		RMSE:  0.27775626016480953
		NRMSE:  0.17517423067911803
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  LinearRegression
		Pearson Correlation:  0.5745038038175604
		Spearman Correlation:  0.5396778432288746
		Coefficient of Determination:  0.3300546206008458
		RMSE:  0.19669186609389477
		NRMSE:  0.12566403834214665
		MAPE:  572.9394168021358
		Pearson Correlation:  0.3227035671474681
		Spearman Correlation:  0.316440354617888
		Coefficient of Determination:  -0.0014348772032468649
		RMSE:  0.2291660870340374
		NRMSE:  0.14452957053105286
		MAPE:  518.1410701654157

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  RandomForests
		Pearson Correlation:  0.5449419150508589
		Spearman Correlation:  0.5060722495807217
		Coefficient of Determination:  0.2553511196797267
		RMSE:  0.20736835045187313
		NRMSE:  0.13248511420239525
		MAPE:  471.55277629370164
		Pearson Correlation:  0.4789593490371943
		Spearman Correlation:  0.43193077178093386
		Coefficient of Determination:  0.20473356084489525
		RMSE:  0.20421861225188792
		NRMSE:  0.1287957948107265
		MAPE:  474.9640282427148

Protein:  ERBB2
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ADAM17', 'ADRB2', 'AREG', 'ARHGEF11', 'ARHGEF12', 'BTC', 'CBL', 'CCND1', 'CD44', 'CDC37', 'CDH1', 'CTNNB1', 'CTNND1', 'CUL5', 'DIAPH1', 'DOCK7', 'EGFR', 'EGF', 'ERBB2IP', 'ERBB3', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'FYN', 'GAB1', 'GRB2', 'GRB7', 'HBEGF', 'HGF', 'HRAS', 'HSP90AA1', 'IL6R', 'IL6', 'INS', 'JAK1', 'JAK2', 'KRAS', 'LRPPRC', 'MAP2K1', 'MAPK8', 'MATK', 'MEMO1', 'MUC1', 'MUC4', 'MYC', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'PGAP3', 'PGR', 'PIK3CA', 'PIK3CB', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PLCG1', 'PLCG2', 'PLXNB1', 'PRKACA', 'PTEN', 'PTK2', 'PTK6', 'PTPN11', 'PTPN12', 'PTPN18', 'RHOA', 'RHOB', 'RHOC', 'RND1', 'RNF41', 'ROCK1', 'ROCK2', 'RPS27A', 'SEMA4D', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SOS1', 'SRC', 'STAT1', 'STAT3', 'STUB1', 'TFAP2A', 'TFAP2B', 'TFAP2C', 'TFF1', 'TFF2', 'TFF3', 'TGFA', 'TP53', 'UBA52', 'UBB', 'UBC', 'VEGFA', 'YES1', 'YY1', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06177154229692228
		RMSE:  1.0106646016782141
		NRMSE:  0.1721833486682819
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.26989975035857605
		RMSE:  1.1682171872252598
		NRMSE:  0.21036071365744585
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9808249714864398
		NRMSE:  0.1670996765569688
		MAPE:  529.9728174248761
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556425
		RMSE:  1.07776630779691
		NRMSE:  0.19407323581894154
		MAPE:  193.8969179437583

	Predictor:  LinearRegression
		Pearson Correlation:  0.8553565258321235
		Spearman Correlation:  0.7251730294326125
		Coefficient of Determination:  0.7316347862835996
		RMSE:  0.5081063524984163
		NRMSE:  0.0865642796903447
		MAPE:  475.6800976359614
		Pearson Correlation:  0.7760100941603885
		Spearman Correlation:  0.5734841749704267
		Coefficient of Determination:  0.5643858809029019
		RMSE:  0.6842106759841794
		NRMSE:  0.12320572549864577
		MAPE:  290.19277124545073

	Predictor:  ElasticNet
		Pearson Correlation:  0.8134349618555555
		Spearman Correlation:  0.6241441772457612
		Coefficient of Determination:  0.25457774755324947
		RMSE:  0.8468230893704527
		NRMSE:  0.14427025050180634
		MAPE:  543.4975488982451
		Pearson Correlation:  0.778902007845767
		Spearman Correlation:  0.5846987926272861
		Coefficient of Determination:  0.2071045104365935
		RMSE:  0.9230959514144562
		NRMSE:  0.16622176529953833
		MAPE:  190.6401116046149

	Predictor:  RandomForests
		Pearson Correlation:  0.8504928402137844
		Spearman Correlation:  0.6382173011711788
		Coefficient of Determination:  0.7199156170936907
		RMSE:  0.5190819903990866
		NRMSE:  0.08843416024653503
		MAPE:  441.0256879142006
		Pearson Correlation:  0.7841628552095843
		Spearman Correlation:  0.6794134113363717
		Coefficient of Determination:  0.5622509444231605
		RMSE:  0.6858852784224256
		NRMSE:  0.12350727093716024
		MAPE:  216.17263456060311

Protein:  ERBB3
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['AKT1', 'AKT2', 'ANGPT1', 'ANGPT2', 'AREG', 'AR', 'BDNF', 'BMP4', 'BTC', 'CBLB', 'CBL', 'CCND1', 'CDH1', 'CSF1', 'CSK', 'CTNNB1', 'DCN', 'DOCK7', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EGFR', 'EGF', 'ERBB2', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'FGF10', 'FGF19', 'FGF1', 'FGF2', 'FGF3', 'FGF4', 'FGF7', 'FGF9', 'FIGF', 'FLNA', 'FOXO3', 'GAB1', 'GRB2', 'GRB7', 'HBEGF', 'HGF', 'HRAS', 'HSP90AA1', 'IGF1', 'IGF2', 'INS', 'IRS1', 'ITGA6', 'ITGB4', 'JAK1', 'JAK2', 'KITLG', 'KRAS', 'LAMA1', 'LAMB1', 'LAMC2', 'MAP2K1', 'MAPK8', 'MET', 'MUC4', 'NGF', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NTF3', 'PA2G4', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PGF', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PLCG1', 'PLCG2', 'PRKACA', 'PTEN', 'PTPN11', 'RNF41', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SOS1', 'SOX10', 'SRC', 'TGFA', 'VEGFA', 'VEGFB', 'VEGFC', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20254353309139272
		RMSE:  0.523865801474932
		NRMSE:  0.14324270860276114
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.287905849531515
		RMSE:  0.4364451552160674
		NRMSE:  0.21482088883335748
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  LinearRegression
		Pearson Correlation:  0.5911038471831644
		Spearman Correlation:  0.5885325215651557
		Coefficient of Determination:  0.3494037581547377
		RMSE:  0.38532343191608925
		NRMSE:  0.10536051775163152
		MAPE:  220.02783685246982
		Pearson Correlation:  0.2887342290155553
		Spearman Correlation:  0.3027095100936421
		Coefficient of Determination:  -0.20059790524331156
		RMSE:  0.4213921196595743
		NRMSE:  0.2074116956294941
		MAPE:  233.3912755906838

	Predictor:  ElasticNet
		Pearson Correlation:  0.44570842456558873
		Spearman Correlation:  0.47564008650663203
		Coefficient of Determination:  0.06814265468017433
		RMSE:  0.46115228087573484
		NRMSE:  0.126094701362449
		MAPE:  229.68868444457283
		Pearson Correlation:  0.34367956141714184
		Spearman Correlation:  0.32135313407897853
		Coefficient of Determination:  0.0563734484927817
		RMSE:  0.37358350751539654
		NRMSE:  0.18388001374012342
		MAPE:  213.6406102807089

	Predictor:  RandomForests
		Pearson Correlation:  0.5547876126766105
		Spearman Correlation:  0.5902516503880699
		Coefficient of Determination:  0.2910243708930592
		RMSE:  0.4022400388108429
		NRMSE:  0.10998609282286206
		MAPE:  238.34134072195064
		Pearson Correlation:  0.42628279500567845
		Spearman Correlation:  0.3530692402648412
		Coefficient of Determination:  0.16742561662904665
		RMSE:  0.3509127445071989
		NRMSE:  0.17272132999315779
		MAPE:  242.66558427817895


Fold:  5

Protein:  RB1
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['AATF', 'ABL1', 'AKT1', 'AR', 'ASF1A', 'ATF2', 'BGLAP', 'CASP3', 'CBX4', 'CCNA1', 'CCNA2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CEBPA', 'COL1A1', 'CREBBP', 'CTBP1', 'DNMT1', 'DUT', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'ELF1', 'EP300', 'FOXM1', 'FZR1', 'GNB2L1', 'H1F0', 'H2AFV', 'H2AFX', 'H2AFZ', 'HDAC1', 'HDAC2', 'HDAC3', 'HIST1H2BA', 'HIST2H2AC', 'HIST2H2BE', 'HMGA1', 'HMGA2', 'HSP90AA1', 'ID2', 'JUN', 'MAPK14', 'MAPK1', 'MAPK3', 'MDM2', 'MEF2C', 'NCAPD3', 'NCAPG2', 'NCAPH2', 'NFYC', 'PCNA', 'PML', 'POLA1', 'POLA2', 'PPARA', 'PPARG', 'PPP1CA', 'PPP1CB', 'PPP1CC', 'PPP2CA', 'PPP2CB', 'PRIM1', 'PRIM2', 'RAF1', 'RBBP4', 'RUNX2', 'SIRT1', 'SKP2', 'SMARCA2', 'SMC2', 'SMC4', 'SP100', 'SP1', 'SP3', 'SPI1', 'SUV39H1', 'TAF1', 'TBP', 'TERT', 'TFDP1', 'TP53BP1', 'TP53', 'TP73', 'YAP1', 'ZNF521', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00018503513771928048
		RMSE:  0.23392670305630597
		NRMSE:  0.11556330212293363
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12340187398900859
		RMSE:  0.2547692202160761
		NRMSE:  0.12845593258580365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  LinearRegression
		Pearson Correlation:  0.5069043132899447
		Spearman Correlation:  0.4933311406845556
		Coefficient of Determination:  0.25695198283195053
		RMSE:  0.20162670996648344
		NRMSE:  0.09960662077258188
		MAPE:  335.851066356648
		Pearson Correlation:  0.1321250500439352
		Spearman Correlation:  0.0680781555879749
		Coefficient of Determination:  -0.952811908142452
		RMSE:  0.33589968237517615
		NRMSE:  0.1693623229610835
		MAPE:  665.3429629554579

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  RandomForests
		Pearson Correlation:  0.5510514394759319
		Spearman Correlation:  0.48981283330666364
		Coefficient of Determination:  0.16481628290012207
		RMSE:  0.21376206347840973
		NRMSE:  0.10560166753699417
		MAPE:  151.14884520496926
		Pearson Correlation:  0.02605859379354594
		Spearman Correlation:  0.12342049152732579
		Coefficient of Determination:  -0.1357599151765001
		RMSE:  0.2561666885759467
		NRMSE:  0.12916054321841494
		MAPE:  299.5254744685065

Protein:  CDH1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ACTA1', 'ACTN1', 'ADAM10', 'ADAM15', 'CA2', 'CASP3', 'CBLL1', 'CDC42', 'CDH17', 'CDH3', 'CDH5', 'CTBP1', 'CTNNA1', 'CTNNB1', 'CTNND1', 'CTTN', 'DLG1', 'EFNA1', 'EGFR', 'EGF', 'ENAH', 'EPCAM', 'EPHA2', 'EXOC3', 'EXOC4', 'FER', 'FLOT1', 'FLOT2', 'FMN1', 'FYN', 'GDNF', 'GNA12', 'GNA13', 'HGF', 'HGS', 'IGF1R', 'IGF1', 'IGF2', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'ITGA6', 'ITGAE', 'ITGB4', 'ITGB7', 'AJUBA', 'JUP', 'KIFC3', 'KLK7', 'KLRG1', 'LAMB1', 'LAMC2', 'LIMA1', 'MAPK1', 'MAPK3', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MLLT4', 'MMP3', 'MMP7', 'MMP9', 'MYO6', 'NCSTN', 'NUMB', 'PARD6A', 'PIK3CA', 'PIK3R1', 'PIP5K1C', 'PLEKHA7', 'PLG', 'PRKCI', 'PRKCZ', 'PSEN1', 'PVRL1', 'PVRL2', 'RAB5A', 'RAB7A', 'RAC1', 'RAP1A', 'RET', 'RHOA', 'SKIL', 'SMAD3', 'SMAD4', 'SNAI1', 'SNAI2', 'SNAI3', 'SRC', 'STX4', 'TJP1', 'TWIST1', 'VASP', 'VCL', 'YES1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZYX', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10476316856458312
		RMSE:  1.1835893765747125
		NRMSE:  0.18846364392451076
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19786466090973764
		RMSE:  1.2714981376898562
		NRMSE:  0.2500438806886504
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1260727912856485
		NRMSE:  0.17930524366829853
		MAPE:  266.31463004312263
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01718399286470018
		RMSE:  1.1716869980595492
		NRMSE:  0.23041572398960675
		MAPE:  1066.779337530299

	Predictor:  LinearRegression
		Pearson Correlation:  0.7669918179182278
		Spearman Correlation:  0.720670930490041
		Coefficient of Determination:  0.5882764487535077
		RMSE:  0.7225523535540025
		NRMSE:  0.11505244316327544
		MAPE:  255.1832494596763
		Pearson Correlation:  0.45532449682320464
		Spearman Correlation:  0.4506415291961246
		Coefficient of Determination:  0.1242957950074246
		RMSE:  1.087152752229838
		NRMSE:  0.2137918137755085
		MAPE:  1771.7895912821348

	Predictor:  ElasticNet
		Pearson Correlation:  0.6700090668900847
		Spearman Correlation:  0.6369185542589446
		Coefficient of Determination:  0.34073488816811437
		RMSE:  0.9143164042597903
		NRMSE:  0.14558714758443844
		MAPE:  187.70765404271037
		Pearson Correlation:  0.47367029107809117
		Spearman Correlation:  0.51667726530256
		Coefficient of Determination:  0.1833004660690224
		RMSE:  1.049888082456002
		NRMSE:  0.20646360591846807
		MAPE:  832.263709826612

	Predictor:  RandomForests
		Pearson Correlation:  0.7799313376460936
		Spearman Correlation:  0.7090491909145105
		Coefficient of Determination:  0.6035252887651239
		RMSE:  0.7090456724260381
		NRMSE:  0.11290176625362855
		MAPE:  143.65822804362995
		Pearson Correlation:  0.6325713228980736
		Spearman Correlation:  0.5790421326949216
		Coefficient of Determination:  0.39036844945245475
		RMSE:  0.9070799546337237
		NRMSE:  0.1783799639404778
		MAPE:  391.78972810588476

Protein:  CDH2
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'ADAM10', 'AFP', 'AHSG', 'ALB', 'APLP2', 'APOA1', 'APOB', 'APOE', 'APP', 'AXIN1', 'BDNF', 'BMP4', 'BNIP2', 'CALU', 'CDC42', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH17', 'CDH18', 'CDH1', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDON', 'CREBBP', 'CSF1', 'CST3', 'CTNNA1', 'CTNNA2', 'CTNNB1', 'CTNND1', 'CYR61', 'FAM20C', 'FBN1', 'FER', 'FGFR1', 'FN1', 'FSTL1', 'GAS6', 'GJA1', 'GOLM1', 'GPC3', 'GRIA2', 'HSP90B1', 'IGFBP1', 'IGFBP3', 'IGFBP4', 'IGFBP5', 'IGFBP7', 'IL6', 'ITIH2', 'JUP', 'KIF5B', 'KNG1', 'KTN1', 'LAMB1', 'LAMC1', 'LGALS1', 'LRP5', 'LTBP1', 'MAP2K6', 'MAPK11', 'MAPK14', 'MATN3', 'MEF2A', 'MEF2C', 'MEF2D', 'MET', 'MFGE8', 'MSLN', 'NTRK2', 'P4HB', 'PCSK9', 'PIK3CA', 'PIK3R1', 'PTPN11', 'PTPN1', 'RAC1', 'RHOA', 'ROBO1', 'SCG2', 'SDC2', 'SERPINA1', 'SLIT1', 'SNAI1', 'SNAI2', 'SPAG9', 'SPARCL1', 'SPP1', 'STC2', 'TCF3', 'TIMP1', 'TMEM132A', 'TNC', 'VCAN', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0016678089051440637
		RMSE:  0.3594357673583712
		NRMSE:  0.1765314902796381
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02548752338232485
		RMSE:  0.4223734458481898
		NRMSE:  0.15794680397441796
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  LinearRegression
		Pearson Correlation:  0.5556584265961241
		Spearman Correlation:  0.5213035770127588
		Coefficient of Determination:  0.3087562870472801
		RMSE:  0.2985898428211713
		NRMSE:  0.146647926340146
		MAPE:  654.222329029096
		Pearson Correlation:  0.025332876905473187
		Spearman Correlation:  0.017698497111570153
		Coefficient of Determination:  -0.500551231293026
		RMSE:  0.5109246194136265
		NRMSE:  0.1910605685595896
		MAPE:  1789.4323099309318

	Predictor:  ElasticNet
		Pearson Correlation:  0.17449404408831024
		Spearman Correlation:  0.17373365666170454
		Coefficient of Determination:  0.000378320400970078
		RMSE:  0.3590684659357265
		NRMSE:  0.17635109569064705
		MAPE:  196.58522501894112
		Pearson Correlation:  -0.006867263096900187
		Spearman Correlation:  -0.05665913123501111
		Coefficient of Determination:  -0.015500864996650598
		RMSE:  0.4203117829972017
		NRMSE:  0.15717584391197265
		MAPE:  598.241230985296

	Predictor:  RandomForests
		Pearson Correlation:  0.5285637165501145
		Spearman Correlation:  0.5013115821333234
		Coefficient of Determination:  0.18513038283366956
		RMSE:  0.3241928972348436
		NRMSE:  0.1592224828028307
		MAPE:  614.3664363558341
		Pearson Correlation:  -0.0009606234420610378
		Spearman Correlation:  0.05920530082088023
		Coefficient of Determination:  -0.043030332517606906
		RMSE:  0.4259708549107756
		NRMSE:  0.15929205725586656
		MAPE:  746.8766141129609

Protein:  CDH3
Protein Interaction Partners Count:  73
x_train_column_count:  74
x_train columns:  ['AIMP1', 'CLMP', 'BRCA1', 'CCND1', 'CD24', 'CD2AP', 'CD44', 'CDCP1', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH2', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CLDN1', 'CLDN7', 'CTNNA1', 'CTNNA3', 'CTNNB1', 'CTNND1', 'DPYD', 'DSP', 'ECM1', 'EGFR', 'EPCAM', 'ERBB2', 'ESR1', 'ESRP1', 'F11R', 'FN1', 'GALNT6', 'GATA3', 'HOXA9', 'IGF1R', 'ITGA9', 'JUP', 'KIRREL', 'KRT14', 'KRT15', 'KRT17', 'KRT4', 'KRT5', 'KRT8', 'LEF1', 'MKI67', 'NPHS1', 'NPHS2', 'PGR', 'PKP1', 'PKP2', 'PKP3', 'POU5F1', 'S100A4', 'SNAI1', 'SNAI2', 'SYNPO', 'TECR', 'TJP1', 'TP53', 'UMPS', 'VCL', 'ZEB1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011481892643820935
		RMSE:  0.2038847376288621
		NRMSE:  0.14304087222095618
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026977014897064944
		RMSE:  0.22369326249691865
		NRMSE:  0.20181818899206835
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  LinearRegression
		Pearson Correlation:  0.5673091310268191
		Spearman Correlation:  0.5626739259885083
		Coefficient of Determination:  0.3218396501464047
		RMSE:  0.1678037765176248
		NRMSE:  0.11772729452041926
		MAPE:  709.9636165398703
		Pearson Correlation:  0.3311861135941639
		Spearman Correlation:  0.42593299168318816
		Coefficient of Determination:  -0.15607735928306377
		RMSE:  0.24019355052723323
		NRMSE:  0.21670490578878665
		MAPE:  496.547590583947

	Predictor:  ElasticNet
		Pearson Correlation:  0.3318604773889917
		Spearman Correlation:  0.38172853614085894
		Coefficient of Determination:  0.0035206132399563383
		RMSE:  0.20340877914422772
		NRMSE:  0.14270695062596658
		MAPE:  136.92678760887392
		Pearson Correlation:  0.36115887394931395
		Spearman Correlation:  0.37482013491440047
		Coefficient of Determination:  -0.003681989712543521
		RMSE:  0.2238030286986052
		NRMSE:  0.20191722110322646
		MAPE:  107.69315780126504

	Predictor:  RandomForests
		Pearson Correlation:  0.5532215556161209
		Spearman Correlation:  0.5652630676722618
		Coefficient of Determination:  0.26825766681949326
		RMSE:  0.17430691798156686
		NRMSE:  0.1222897499449731
		MAPE:  575.6799278137305
		Pearson Correlation:  0.4392656012482198
		Spearman Correlation:  0.4789660718961583
		Coefficient of Determination:  0.17143896120733582
		RMSE:  0.20334343131470894
		NRMSE:  0.18345837775034865
		MAPE:  212.27010258558812

Protein:  PTEN
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['AKT1', 'AR', 'BCR', 'CD79A', 'CD79B', 'CDIPT', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'DLG1', 'EGFR', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'FOXO3', 'FOXO4', 'FRK', 'GRB2', 'HRAS', 'INPP4A', 'INPP4B', 'INPP5B', 'INPP5D', 'INPP5J', 'INPP5K', 'INPPL1', 'IPMK', 'IRS1', 'ITGB1', 'ITPKA', 'ITPKB', 'ITPKC', 'MAST2', 'MDM2', 'MDM4', 'MKRN1', 'MTOR', 'MYC', 'NEDD4', 'NOTCH1', 'OCRL', 'OTUD3', 'PARK7', 'PDGFB', 'PDGFRB', 'PI4K2A', 'PI4KA', 'PI4KB', 'PIK3C2A', 'PIK3C2B', 'PIK3C2G', 'PIK3C3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIKFYVE', 'PIP4K2A', 'PIP5K1A', 'PIP5K1B', 'PIP5K1C', 'PML', 'PREX2', 'PSMA6', 'PSMA7', 'PSMB9', 'PSMC6', 'PSMD10', 'PSMD5', 'PSME3', 'PTK2', 'RICTOR', 'RNF146', 'ROCK1', 'ROCK2', 'RPS27A', 'RPS6KB1', 'SACM1L', 'SHC1', 'SLC9A3R1', 'SLC9A3R2', 'SOS1', 'STK11', 'STUB1', 'SYNJ1', 'SYNJ2', 'TNKS2', 'TNKS', 'TNRC6A', 'TNRC6B', 'TP53', 'UBB', 'UBC', 'USP13', 'USP7', 'WWP2', 'XIAP', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05240378988513572
		RMSE:  0.5837468026637292
		NRMSE:  0.09127461538014686
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011774083334460839
		RMSE:  0.7259408088203396
		NRMSE:  0.14042494754339593
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5690275755039937
		NRMSE:  0.08897311789601967
		MAPE:  304.4741530818047
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005181468299075398
		RMSE:  0.7235718660416283
		NRMSE:  0.13996670265429206
		MAPE:  391.1377632658283

	Predictor:  LinearRegression
		Pearson Correlation:  0.5881174469723213
		Spearman Correlation:  0.5586848407350578
		Coefficient of Determination:  0.3458821314332412
		RMSE:  0.4602155827058249
		NRMSE:  0.07195928116735593
		MAPE:  723.8950899290603
		Pearson Correlation:  0.3448527274870976
		Spearman Correlation:  0.3926906819287024
		Coefficient of Determination:  0.06450642308344356
		RMSE:  0.6980392458099159
		NRMSE:  0.13502770926375657
		MAPE:  491.00478696539795

	Predictor:  ElasticNet
		Pearson Correlation:  0.3454025625790254
		Spearman Correlation:  0.406637491543012
		Coefficient of Determination:  0.03432321299431018
		RMSE:  0.5591768832860314
		NRMSE:  0.08743286424611546
		MAPE:  296.86825360411706
		Pearson Correlation:  0.3305792812942853
		Spearman Correlation:  0.44255664035711173
		Coefficient of Determination:  0.017889728218861256
		RMSE:  0.7152198550051183
		NRMSE:  0.13835110163361156
		MAPE:  385.86435181734976

	Predictor:  RandomForests
		Pearson Correlation:  0.5382352941738403
		Spearman Correlation:  0.49365191412785264
		Coefficient of Determination:  0.2645819655510754
		RMSE:  0.48797823405101676
		NRMSE:  0.07630024768212286
		MAPE:  299.0596825838686
		Pearson Correlation:  0.439603663309399
		Spearman Correlation:  0.45668877013383724
		Coefficient of Determination:  0.16600123407524892
		RMSE:  0.6590860803901359
		NRMSE:  0.12749266488512379
		MAPE:  346.11339098639877

Protein:  BRCA2
Protein Interaction Partners Count:  100
x_train_column_count:  99
x_train columns:  ['ATM', 'ATRIP', 'ATR', 'BARD1', 'BLM', 'BRCA1', 'BRIP1', 'SLX4', 'RHNO1', 'RMI2', 'CDK2', 'CDK4', 'CHEK1', 'CHEK2', 'DMC1', 'DNA2', 'EME1', 'EME2', 'EXO1', 'FANCD2', 'FANCE', 'FANCG', 'FANCI', 'GEN1', 'H2AFX', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2BE', 'HIST3H3', 'HUS1', 'KAT5', 'SPIDR', 'MLH1', 'MLH3', 'MND1', 'MRE11A', 'MSH4', 'MSH5', 'MUS81', 'NBN', 'PALB2', 'PARP1', 'PCNA', 'POLD1', 'POLD2', 'POLD3', 'POLD4', 'POLE2', 'POLE3', 'POLE4', 'POLE', 'POLH', 'POLK', 'PSMC3IP', 'RAD17', 'RAD1', 'RAD50', 'RAD51AP1', 'RAD51C', 'RAD51B', 'RAD51D', 'RAD51', 'RAD9A', 'RAD9B', 'RBBP8', 'RFC1', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RMI1', 'RPA1', 'RPA2', 'RPA3', 'RPS27A', 'RTEL1', 'SHFM1', 'SPO11', 'SYCP3', 'TEX15', 'TOP3A', 'TOPBP1', 'TP53', 'UBA52', 'UBB', 'UBC', 'WRN', 'XRCC2', 'XRCC3', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00015423459462815536
		RMSE:  0.20048365981157823
		NRMSE:  0.1291568109593031
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08467605477038265
		RMSE:  0.17297650483593724
		NRMSE:  0.22621657599677922
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  LinearRegression
		Pearson Correlation:  0.5283753109822056
		Spearman Correlation:  0.47990150495199674
		Coefficient of Determination:  0.2791804692555424
		RMSE:  0.170199690265634
		NRMSE:  0.10964708665848544
		MAPE:  262.23714076170705
		Pearson Correlation:  -0.034783854304861236
		Spearman Correlation:  0.16798962580580806
		Coefficient of Determination:  -3.9383149907867603
		RMSE:  0.36908507624787296
		NRMSE:  0.48268498822712735
		MAPE:  366.28495746574356

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  RandomForests
		Pearson Correlation:  0.5357843471418386
		Spearman Correlation:  0.4450225492735351
		Coefficient of Determination:  0.1737033646751981
		RMSE:  0.18222731864142386
		NRMSE:  0.11739559906034715
		MAPE:  172.61860055586232
		Pearson Correlation:  0.1583917764429902
		Spearman Correlation:  0.11850771206623525
		Coefficient of Determination:  -0.057596239752407685
		RMSE:  0.17080360790814153
		NRMSE:  0.22337488773705816
		MAPE:  163.95608134749864

Protein:  CDKN2A
Protein Interaction Partners Count:  100
x_train_column_count:  100
x_train columns:  ['ABL1', 'AKT1', 'ARF1', 'BMI1', 'BRCA1', 'CBX7', 'CCND1', 'CCND2', 'CCND3', 'CCNL1', 'CDC45', 'CDC6', 'CDC7', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2AIP', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CEBPB', 'CTCF', 'DAXX', 'E2F1', 'E2F2', 'E2F3', 'EGFR', 'EGR1', 'AGO1', 'AGO3', 'AGO4', 'ERBB2', 'EZH2', 'FOXM1', 'GMNN', 'HDAC1', 'HIF1A', 'HRAS', 'HUWE1', 'IL6', 'KRAS', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAX', 'MCM10', 'MCM2', 'MCM5', 'MDM2', 'MDM4', 'MGMT', 'MLH1', 'MOV10', 'MRAS', 'MTAP', 'MYCN', 'MYC', 'NPM1', 'NRAS', 'ORC5', 'PIK3CA', 'PIK3R1', 'PTEN', 'RASSF1', 'RB1', 'RPS27A', 'RRAS2', 'RRAS', 'RUNX3', 'SMAD3', 'SMAD4', 'SMARCA4', 'SUMO1', 'SUMO2', 'SUMO3', 'TBX2', 'TERT', 'TFDP1', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TP53', 'TP63', 'TRIP12', 'TWIST1', 'UBA52', 'UBB', 'UBC', 'UBE2I', 'USP7', 'VEGFA', 'WRN', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06876053865938014
		RMSE:  0.7026668514343448
		NRMSE:  0.1789276696377339
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07452018232747903
		RMSE:  0.6281215662347416
		NRMSE:  0.15805378984795088
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6796874655065666
		NRMSE:  0.1730761797526334
		MAPE:  274.2442116656758
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00044725008449963966
		RMSE:  0.6060849693149379
		NRMSE:  0.15250873639690443
		MAPE:  274.3248072759207

	Predictor:  LinearRegression
		Pearson Correlation:  0.7425365803297135
		Spearman Correlation:  0.6828404953202836
		Coefficient of Determination:  0.5513605731277443
		RMSE:  0.4552584123388293
		NRMSE:  0.1159273795775074
		MAPE:  252.29880528087273
		Pearson Correlation:  0.40856772871165575
		Spearman Correlation:  0.42302023716006437
		Coefficient of Determination:  0.042432367864164156
		RMSE:  0.5929541939518608
		NRMSE:  0.1492046485875697
		MAPE:  386.89826308444003

	Predictor:  ElasticNet
		Pearson Correlation:  0.5486451980952844
		Spearman Correlation:  0.35062284158727786
		Coefficient of Determination:  0.12772131977172863
		RMSE:  0.6347999587123495
		NRMSE:  0.161645987805849
		MAPE:  222.16628614552064
		Pearson Correlation:  0.3430669858285682
		Spearman Correlation:  0.2380054614147309
		Coefficient of Determination:  0.07640891499755353
		RMSE:  0.5823395446036947
		NRMSE:  0.1465336918053634
		MAPE:  264.203140326708

	Predictor:  RandomForests
		Pearson Correlation:  0.7070760359539651
		Spearman Correlation:  0.6156068997241199
		Coefficient of Determination:  0.495831069043139
		RMSE:  0.48261109340110386
		NRMSE:  0.12289248896160115
		MAPE:  196.31830226324485
		Pearson Correlation:  0.38271414956951605
		Spearman Correlation:  0.365257964819361
		Coefficient of Determination:  -0.027691046414497933
		RMSE:  0.6142818772439601
		NRMSE:  0.154571318598918
		MAPE:  458.3069491129188

Protein:  TP53
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['AKT1', 'APAF1', 'ATM', 'ATR', 'AURKA', 'AURKB', 'BANP', 'BARD1', 'BAX', 'BBC3', 'BCL2L1', 'BCL2', 'BCL6', 'BRCA1', 'CASP8', 'CCNA2', 'CCNE1', 'CCNG1', 'CDC25C', 'CDK2', 'CDK5', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CHEK1', 'CHEK2', 'COPS5', 'CREBBP', 'DDB2', 'DDX5', 'DYRK2', 'E2F4', 'EGR1', 'EHMT2', 'EP300', 'EZH2', 'FZR1', 'GADD45A', 'GLS2', 'GSK3B', 'HDAC1', 'HDAC2', 'HIF1A', 'HIPK2', 'HSP90AA1', 'HSPA1A', 'IGFBP3', 'JUN', 'KAT2B', 'KAT5', 'KDM1A', 'MAPK14', 'MAPK1', 'MAPK8', 'MAPK9', 'MAPKAPK5', 'MCL1', 'MDM2', 'MDM4', 'MSH2', 'NGFR', 'NPM1', 'PLK3', 'PMAIP1', 'PPP1R13B', 'PPP1R13L', 'PRKDC', 'PRMT5', 'PTEN', 'RB1', 'RCHY1', 'DROSHA', 'RPA1', 'RRM2B', 'SETD7', 'SETD8', 'SFN', 'SIRT1', 'SMYD2', 'SNAI1', 'SNAI2', 'SP1', 'STAT3', 'STK11', 'SUMO1', 'SUMO2', 'TBP', 'TNFRSF10A', 'TNFRSF10B', 'TP53BP1', 'TP53BP2', 'TP53INP1', 'TP53RK', 'TXN', 'UBE2I', 'USP7', 'WRN', 'XRCC6', 'YY1', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0629013951002304
		RMSE:  0.43691826486349494
		NRMSE:  0.11112140819031384
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02793228386718627
		RMSE:  0.5354711484549424
		NRMSE:  0.14342336907859712
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4237929343776606
		NRMSE:  0.10778324331179852
		MAPE:  459.9790072255086
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011640203076264122
		RMSE:  0.5284530873849588
		NRMSE:  0.1415436152095778
		MAPE:  140.42972129387252

	Predictor:  LinearRegression
		Pearson Correlation:  0.6738138093178626
		Spearman Correlation:  0.6342899958074839
		Coefficient of Determination:  0.4540250496274493
		RMSE:  0.31314109830287173
		NRMSE:  0.07964116541694137
		MAPE:  961.264596168487
		Pearson Correlation:  0.43038602246336427
		Spearman Correlation:  0.31346276138106466
		Coefficient of Determination:  0.15603913228768096
		RMSE:  0.48519350402240835
		NRMSE:  0.12995674407992724
		MAPE:  247.9918417207268

	Predictor:  ElasticNet
		Pearson Correlation:  0.41937598371555945
		Spearman Correlation:  0.43186394655434013
		Coefficient of Determination:  0.13911549736488926
		RMSE:  0.3932114509126442
		NRMSE:  0.10000545560991994
		MAPE:  637.8801043508881
		Pearson Correlation:  0.43560576545881674
		Spearman Correlation:  0.40333420616217164
		Coefficient of Determination:  0.12318107483915708
		RMSE:  0.4945483761865407
		NRMSE:  0.13246240154989708
		MAPE:  164.40245366660307

	Predictor:  RandomForests
		Pearson Correlation:  0.6316797160440648
		Spearman Correlation:  0.562487239141467
		Coefficient of Determination:  0.34963697457635856
		RMSE:  0.3417681858048986
		NRMSE:  0.08692189165667963
		MAPE:  737.5776386594723
		Pearson Correlation:  0.5373916819353073
		Spearman Correlation:  0.46615793214379236
		Coefficient of Determination:  0.2461220782133937
		RMSE:  0.45856862270338944
		NRMSE:  0.12282539780457732
		MAPE:  181.77701701915015

Protein:  CTNNB1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'AKT1', 'APC2', 'APC', 'AR', 'AXIN1', 'AXIN2', 'BCL9', 'BTRC', 'CASP3', 'CBY1', 'CCND1', 'CDC73', 'CDH11', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDH5', 'CDH8', 'CHD8', 'CREBBP', 'CSNK1A1', 'CSNK1E', 'CTBP1', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNBIP1', 'CTNND1', 'DVL1', 'DVL2', 'DVL3', 'EGFR', 'EGF', 'EP300', 'ERBB2', 'AMER1', 'FBXW11', 'FER', 'FGFR1', 'FOXO1', 'FOXO3', 'FYN', 'FZD1', 'FZD2', 'FZD5', 'GSK3A', 'GSK3B', 'HNF4A', 'IGF1R', 'IQGAP1', 'JUN', 'JUP', 'KDR', 'KLF4', 'LEF1', 'LRP5', 'LRP6', 'MAPK9', 'MEN1', 'MET', 'MMP7', 'MYC', 'NLK', 'NOTCH1', 'PIK3CA', 'PIK3R1', 'PITX2', 'PSEN1', 'PTPN11', 'PTPN1', 'PYGO2', 'RUVBL1', 'SKP1', 'SMAD4', 'SMAD7', 'SMARCA4', 'SOX17', 'SOX2', 'SOX6', 'SOX9', 'SRC', 'TBL1X', 'TCF4', 'TCF7L1', 'TCF7L2', 'TCF7', 'TERT', 'TGFBR1', 'TGFBR2', 'TJP1', 'TLE1', 'VCL', 'VEGFA', 'WNT1', 'WNT3A', 'WNT8A', 'WNT8B', 'YWHAZ', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.4291206958720877
		RMSE:  0.9037435622191023
		NRMSE:  0.1777623057079273
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5497170498826627
		RMSE:  0.8436000623678614
		NRMSE:  0.27017767234966206
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  LinearRegression
		Pearson Correlation:  0.6526406893436889
		Spearman Correlation:  0.6267146051743737
		Coefficient of Determination:  0.42593986938700557
		RMSE:  0.5727821233764399
		NRMSE:  0.11266367493635718
		MAPE:  384.1475462062328
		Pearson Correlation:  0.4531542645988593
		Spearman Correlation:  0.48742503023728484
		Coefficient of Determination:  0.11211316467729582
		RMSE:  0.6385416144795081
		NRMSE:  0.2045041184731914
		MAPE:  274.78870185729227

	Predictor:  ElasticNet
		Pearson Correlation:  0.4504802611772915
		Spearman Correlation:  0.44463032041578465
		Coefficient of Determination:  0.06518049006240945
		RMSE:  0.7309280795699897
		NRMSE:  0.1437702752891404
		MAPE:  772.5595394441686
		Pearson Correlation:  0.44040174360739953
		Spearman Correlation:  0.4073841319717204
		Coefficient of Determination:  0.06413983090174913
		RMSE:  0.6555651819669897
		NRMSE:  0.20995621365908473
		MAPE:  268.5455506373988

	Predictor:  RandomForests
		Pearson Correlation:  0.6500198031853741
		Spearman Correlation:  0.6118736664069518
		Coefficient of Determination:  0.4116050738445375
		RMSE:  0.5798894690380171
		NRMSE:  0.11406165795397662
		MAPE:  450.9043588685739
		Pearson Correlation:  0.6449716017629087
		Spearman Correlation:  0.5524033965510792
		Coefficient of Determination:  0.4093656974223425
		RMSE:  0.5207985071329085
		NRMSE:  0.16679482932398212
		MAPE:  189.51992936304015

Protein:  CCNE1
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['ABL1', 'BARD1', 'BRCA1', 'CABLES1', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCND3', 'CCNE2', 'CCNH', 'CCT2', 'CCT3', 'CCT4', 'CCT6A', 'CCT7', 'CDC25A', 'CDC6', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK6', 'CDK7', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDT1', 'CKS1B', 'CKS2', 'CUL1', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'EP400', 'FOXM1', 'HDAC1', 'IFNAR1', 'LIN37', 'LIN52', 'LIN54', 'LIN9', 'MNAT1', 'MYC', 'ORC1', 'ORC2', 'ORC3', 'ORC4', 'ORC5', 'ORC6', 'PCNA', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB7', 'PSMC1', 'PSMC2', 'PSMC4', 'PSMC5', 'PSMD10', 'PSMD11', 'PSMD14', 'PSMD1', 'PSMD3', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSME3', 'PTK6', 'RB1', 'RBBP4', 'RBL1', 'RBL2', 'RHOA', 'RPS27A', 'RRN3', 'SKP1', 'SKP2', 'STAT5A', 'STAT5B', 'TCP1', 'TFDP1', 'TP53', 'TP73', 'UBB', 'UBC', 'WEE1', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9790551557409413
		RMSE:  0.7746141645114569
		NRMSE:  0.27590887426944144
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8285524646781477
		RMSE:  0.8763813407881366
		NRMSE:  0.2114972948785232
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4487930906545114
		NRMSE:  0.15985506345663808
		MAPE:  112.14421009479175
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0040862214035515265
		RMSE:  0.6494188844018614
		NRMSE:  0.15672439713344627
		MAPE:  115.49088793396595

	Predictor:  LinearRegression
		Pearson Correlation:  0.8760919073932412
		Spearman Correlation:  0.7143342518518204
		Coefficient of Determination:  0.7675370301999275
		RMSE:  0.21638295783039596
		NRMSE:  0.07707318177396116
		MAPE:  43.93182701718325
		Pearson Correlation:  0.8453919758325694
		Spearman Correlation:  0.6564196561054377
		Coefficient of Determination:  0.6686447678442666
		RMSE:  0.373066562774435
		NRMSE:  0.09003223273268697
		MAPE:  86.88761697586968

	Predictor:  ElasticNet
		Pearson Correlation:  0.6786428111316073
		Spearman Correlation:  0.5782339862525852
		Coefficient of Determination:  0.30081497663340173
		RMSE:  0.3752685945302381
		NRMSE:  0.13366646287809014
		MAPE:  85.85396568028375
		Pearson Correlation:  0.6320216678301089
		Spearman Correlation:  0.6599558597987507
		Coefficient of Determination:  0.20033102907015354
		RMSE:  0.5795548330616574
		NRMSE:  0.1398640908033056
		MAPE:  100.00439213968156

	Predictor:  RandomForests
		Pearson Correlation:  0.8609336470602248
		Spearman Correlation:  0.7122151343323968
		Coefficient of Determination:  0.7389225050321655
		RMSE:  0.22931416406891622
		NRMSE:  0.08167913234867898
		MAPE:  55.15936379531276
		Pearson Correlation:  0.7842409547452408
		Spearman Correlation:  0.7298882776945675
		Coefficient of Determination:  0.5852977132552424
		RMSE:  0.4173569256533583
		NRMSE:  0.10072083540153928
		MAPE:  77.16026044557881

Protein:  CCND1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'ACTL6A', 'AKT1', 'ARID1A', 'ARID2', 'AR', 'ATF2', 'BRD2', 'BTG2', 'CCNA1', 'CCNB1', 'CCNE1', 'CCNH', 'CDC25A', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDK7', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CKS1B', 'CREBBP', 'CTBP1', 'CTNNB1', 'CUL1', 'DNMT3A', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'AGO2', 'EP300', 'ESR1', 'FOS', 'FOXA1', 'FOXM1', 'GADD45A', 'GATA3', 'GLI1', 'GLI3', 'GSK3B', 'H2AFX', 'H2AFZ', 'HDAC1', 'HDAC4', 'HIST1H2BA', 'HIST2H2BE', 'HNF1A', 'IFNAR1', 'JAK2', 'JUN', 'KAT2B', 'LEF1', 'LYN', 'MAML1', 'MYB', 'MYC', 'NOTCH1', 'PBRM1', 'PCNA', 'PRMT5', 'PSMA6', 'PSMC6', 'PSMD10', 'PSMD6', 'PSMD7', 'PSME3', 'PTK6', 'RASSF1', 'RB1', 'RBL1', 'RBL2', 'RBPJ', 'RELA', 'RUNX1', 'RUNX3', 'SKP1', 'SKP2', 'SMAD4', 'SMARCA4', 'SMARCB1', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'SUV39H1', 'TCF7L2', 'TFDP1', 'TP53', 'WDR77', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5366759284640548
		RMSE:  0.28216244755564185
		NRMSE:  0.17771997351836757
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.30240520386774006
		RMSE:  0.3149325402631455
		NRMSE:  0.20120656537940065
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  LinearRegression
		Pearson Correlation:  0.5816370010811139
		Spearman Correlation:  0.5651662293506254
		Coefficient of Determination:  0.33830160102663165
		RMSE:  0.18515613714965792
		NRMSE:  0.11662056406181216
		MAPE:  486.9800805325132
		Pearson Correlation:  0.20718830442196579
		Spearman Correlation:  0.14077232883203034
		Coefficient of Determination:  -0.42752475872445483
		RMSE:  0.3297131735078069
		NRMSE:  0.21064973199154552
		MAPE:  242.83042071105706

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  RandomForests
		Pearson Correlation:  0.5428070515055692
		Spearman Correlation:  0.5335194938329567
		Coefficient of Determination:  0.27263842597056254
		RMSE:  0.194125794723969
		NRMSE:  0.1222701014839067
		MAPE:  489.3038396845265
		Pearson Correlation:  0.3811792653654746
		Spearman Correlation:  0.3078528704352158
		Coefficient of Determination:  0.1401457542174439
		RMSE:  0.25589210970831416
		NRMSE:  0.1634863531697232
		MAPE:  237.6147777677394

Protein:  ERBB2
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ADAM17', 'ADRB2', 'AREG', 'ARHGEF11', 'ARHGEF12', 'BTC', 'CBL', 'CCND1', 'CD44', 'CDC37', 'CDH1', 'CTNNB1', 'CTNND1', 'CUL5', 'DIAPH1', 'DOCK7', 'EGFR', 'EGF', 'ERBB2IP', 'ERBB3', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'FYN', 'GAB1', 'GRB2', 'GRB7', 'HBEGF', 'HGF', 'HRAS', 'HSP90AA1', 'IL6R', 'IL6', 'INS', 'JAK1', 'JAK2', 'KRAS', 'LRPPRC', 'MAP2K1', 'MAPK8', 'MATK', 'MEMO1', 'MUC1', 'MUC4', 'MYC', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'PGAP3', 'PGR', 'PIK3CA', 'PIK3CB', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PLCG1', 'PLCG2', 'PLXNB1', 'PRKACA', 'PTEN', 'PTK2', 'PTK6', 'PTPN11', 'PTPN12', 'PTPN18', 'RHOA', 'RHOB', 'RHOC', 'RND1', 'RNF41', 'ROCK1', 'ROCK2', 'RPS27A', 'SEMA4D', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SOS1', 'SRC', 'STAT1', 'STAT3', 'STUB1', 'TFAP2A', 'TFAP2B', 'TFAP2C', 'TFF1', 'TFF2', 'TFF3', 'TGFA', 'TP53', 'UBA52', 'UBB', 'UBC', 'VEGFA', 'YES1', 'YY1', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10085609607150081
		RMSE:  1.0785113826338413
		NRMSE:  0.1837421644434709
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05671362529003088
		RMSE:  0.8919867459254164
		NRMSE:  0.19736403273048267
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959455
		RMSE:  0.875951357919715
		NRMSE:  0.1938159880340115
		MAPE:  565.705361200264

	Predictor:  LinearRegression
		Pearson Correlation:  0.8596579690283963
		Spearman Correlation:  0.7133662857427328
		Coefficient of Determination:  0.7390118237140273
		RMSE:  0.5251336804664478
		NRMSE:  0.08946516524974833
		MAPE:  582.3846696775415
		Pearson Correlation:  0.7137535356492068
		Spearman Correlation:  0.5253307397847853
		Coefficient of Determination:  0.4416546004644708
		RMSE:  0.6483824015193035
		NRMSE:  0.1434633037989387
		MAPE:  449.4510032715523

	Predictor:  ElasticNet
		Pearson Correlation:  0.8144005826538494
		Spearman Correlation:  0.6232708037964065
		Coefficient of Determination:  0.2836097210508196
		RMSE:  0.870030142567774
		NRMSE:  0.14822395396149277
		MAPE:  592.8733201539671
		Pearson Correlation:  0.745337428881241
		Spearman Correlation:  0.6185837728649983
		Coefficient of Determination:  0.2541504945218661
		RMSE:  0.749385612249827
		NRMSE:  0.1658116190396785
		MAPE:  488.4588659454508

	Predictor:  RandomForests
		Pearson Correlation:  0.8487699496163195
		Spearman Correlation:  0.6734187187054156
		Coefficient of Determination:  0.7161525210070727
		RMSE:  0.5476485950410649
		NRMSE:  0.09330095150366542
		MAPE:  550.5553700816313
		Pearson Correlation:  0.7915169947548313
		Spearman Correlation:  0.6122250212787255
		Coefficient of Determination:  0.6134685784680436
		RMSE:  0.5394760258759528
		NRMSE:  0.11936630730743507
		MAPE:  275.42405340912677

Protein:  ERBB3
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['AKT1', 'AKT2', 'ANGPT1', 'ANGPT2', 'AREG', 'AR', 'BDNF', 'BMP4', 'BTC', 'CBLB', 'CBL', 'CCND1', 'CDH1', 'CSF1', 'CSK', 'CTNNB1', 'DCN', 'DOCK7', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EGFR', 'EGF', 'ERBB2', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'FGF10', 'FGF19', 'FGF1', 'FGF2', 'FGF3', 'FGF4', 'FGF7', 'FGF9', 'FIGF', 'FLNA', 'FOXO3', 'GAB1', 'GRB2', 'GRB7', 'HBEGF', 'HGF', 'HRAS', 'HSP90AA1', 'IGF1', 'IGF2', 'INS', 'IRS1', 'ITGA6', 'ITGB4', 'JAK1', 'JAK2', 'KITLG', 'KRAS', 'LAMA1', 'LAMB1', 'LAMC2', 'MAP2K1', 'MAPK8', 'MET', 'MUC4', 'NGF', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NTF3', 'PA2G4', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PGF', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PLCG1', 'PLCG2', 'PRKACA', 'PTEN', 'PTPN11', 'RNF41', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SOS1', 'SOX10', 'SRC', 'TGFA', 'VEGFA', 'VEGFB', 'VEGFC', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.24617901957450639
		RMSE:  0.5234556686317032
		NRMSE:  0.14126566093685908
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10551624527684367
		RMSE:  0.43841640970600765
		NRMSE:  0.21211918179733683
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  LinearRegression
		Pearson Correlation:  0.5705228363124806
		Spearman Correlation:  0.5611925319872195
		Coefficient of Determination:  0.3254963067540376
		RMSE:  0.38510739268551414
		NRMSE:  0.10392943207893038
		MAPE:  217.33512728219756
		Pearson Correlation:  0.42946924097236167
		Spearman Correlation:  0.38953353533086454
		Coefficient of Determination:  0.061522102665400036
		RMSE:  0.4039394419672265
		NRMSE:  0.19543817710477177
		MAPE:  298.63228587808084

	Predictor:  ElasticNet
		Pearson Correlation:  0.3899173953190927
		Spearman Correlation:  0.41446098925792246
		Coefficient of Determination:  0.0471261019411785
		RMSE:  0.4577279210660402
		NRMSE:  0.12352762836186508
		MAPE:  241.42471690956216
		Pearson Correlation:  0.5289709748967032
		Spearman Correlation:  0.5622239678798988
		Coefficient of Determination:  0.021167382440163807
		RMSE:  0.41253277030345314
		NRMSE:  0.19959589049150062
		MAPE:  228.93871900068788

	Predictor:  RandomForests
		Pearson Correlation:  0.5147210501453009
		Spearman Correlation:  0.5335315400266676
		Coefficient of Determination:  0.24995343811702808
		RMSE:  0.4061007596974911
		NRMSE:  0.10959493929177434
		MAPE:  252.9138531022476
		Pearson Correlation:  0.5426444411451047
		Spearman Correlation:  0.5956059302485069
		Coefficient of Determination:  0.2491498312802708
		RMSE:  0.36131074577094974
		NRMSE:  0.1748131184663301
		MAPE:  231.47616816691362

TMM

In [115]:
scenario = Scenario.Top100InteractionPartners_Mutations 
normalizeTechnique = NormalizeTechnique.TMM
X, Y, Z = get_data(normalizeTechnique)
In [116]:
X.head()
Out[116]:
UBE2Q2P2 HMGB1P1 LOC155060 RNU12.2P SSX9 CXORF67 EFCAB8 SRP14P1 LOC391343 TRIM75P ... ZXDA ZXDB ZXDC ZYG11A ZYG11B ZYX ZZEF1 ZZZ3 TPTEP1 AKR1C6P
TCGA-A1-A0SF-01 6.676054 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092
TCGA-A1-A0SH-01 5.091092 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092
TCGA-A1-A0SJ-01 5.091092 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092
TCGA-A1-A0SK-01 6.676054 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092
TCGA-A1-A0SQ-01 5.091092 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092

5 rows × 20440 columns

In [117]:
Y.head()
Out[117]:
RB1 CDH1 PTEN BRCA2 CDKN2A TP53 CTNNB1 CCNE1 CCND1 CDH2 CDH3 ERBB2 ERBB3
TCGA-A1-A0SF-01 0.017184 0.705680 0.197730 0.108550 0.17550 -0.472550 0.06978 -0.75401 -0.202360 -0.222000 -0.114060 0.25604 0.461410
TCGA-A1-A0SH-01 -0.081896 0.018364 0.699160 -0.282430 0.68156 -0.035545 -0.11192 -0.77956 -0.014111 0.072251 -0.031553 0.68354 0.033670
TCGA-A1-A0SJ-01 -0.106090 0.114310 -0.110550 0.108220 -0.00989 -0.431850 -0.85672 -0.29589 0.290760 -0.225320 0.128230 0.36458 0.430620
TCGA-A1-A0SK-01 -0.060244 -0.963820 -0.081596 0.309150 1.23630 0.898470 -0.85965 0.92670 0.045974 0.389790 -0.224090 -1.04130 -0.056604
TCGA-A1-A0SQ-01 0.376500 0.425490 0.657440 0.003187 -0.34580 -0.020122 0.39368 -1.02750 0.362490 0.292880 -0.144850 0.31196 0.649260
In [118]:
perform_kFoldCV(num_folds, scenario, normalizeTechnique, X, Y, Z)

Fold:  1

Protein:  RB1
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['AATF', 'ABL1', 'AKT1', 'AR', 'ASF1A', 'ATF2', 'BGLAP', 'CASP3', 'CBX4', 'CCNA1', 'CCNA2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CEBPA', 'COL1A1', 'CREBBP', 'CTBP1', 'DNMT1', 'DUT', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'ELF1', 'EP300', 'FOXM1', 'FZR1', 'GNB2L1', 'H1F0', 'H2AFV', 'H2AFX', 'H2AFZ', 'HDAC1', 'HDAC2', 'HDAC3', 'HIST1H2BA', 'HIST2H2AC', 'HIST2H2BE', 'HMGA1', 'HMGA2', 'HSP90AA1', 'ID2', 'JUN', 'MAPK14', 'MAPK1', 'MAPK3', 'MDM2', 'MEF2C', 'NCAPD3', 'NCAPG2', 'NCAPH2', 'NFYC', 'PCNA', 'PML', 'POLA1', 'POLA2', 'PPARA', 'PPARG', 'PPP1CA', 'PPP1CB', 'PPP1CC', 'PPP2CA', 'PPP2CB', 'PRIM1', 'PRIM2', 'RAF1', 'RBBP4', 'RUNX2', 'SIRT1', 'SKP2', 'SMARCA2', 'SMC2', 'SMC4', 'SP100', 'SP1', 'SP3', 'SPI1', 'SUV39H1', 'TAF1', 'TBP', 'TERT', 'TFDP1', 'TP53BP1', 'TP53', 'TP73', 'YAP1', 'ZNF521', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017832262764705176
		RMSE:  0.22609122586734381
		NRMSE:  0.08562439911658541
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0064622508272080825
		RMSE:  0.2813710133086082
		NRMSE:  0.13900150344012696
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  LinearRegression
		Pearson Correlation:  0.2136564833448852
		Spearman Correlation:  0.1687347017479647
		Coefficient of Determination:  0.045649092875303054
		RMSE:  0.21892716213626384
		NRMSE:  0.08291125246592078
		MAPE:  229.29997807354772
		Pearson Correlation:  0.0949671476255725
		Spearman Correlation:  0.15520453700010084
		Coefficient of Determination:  -0.0305495910653939
		RMSE:  0.28471808699075923
		NRMSE:  0.1406550080725803
		MAPE:  121.87621218277197

	Predictor:  ElasticNet
		Pearson Correlation:  0.10896321213473185
		Spearman Correlation:  0.10428550557203828
		Coefficient of Determination:  0.006575087726547579
		RMSE:  0.22336397283094528
		NRMSE:  0.0845915443404451
		MAPE:  227.71283280712794
		Pearson Correlation:  0.08703605568143365
		Spearman Correlation:  0.16806272775186729
		Coefficient of Determination:  -0.030765046893510117
		RMSE:  0.28474784827822675
		NRMSE:  0.14066971059525188
		MAPE:  134.67032793647874

	Predictor:  RandomForests
		Pearson Correlation:  0.2324669135867754
		Spearman Correlation:  0.16290860022737302
		Coefficient of Determination:  0.03824594214192878
		RMSE:  0.21977465950529254
		NRMSE:  0.08323221340855615
		MAPE:  218.26178208628093
		Pearson Correlation:  -0.062245835100359505
		Spearman Correlation:  0.19933503986057835
		Coefficient of Determination:  -0.06204244819597049
		RMSE:  0.2890357394994546
		NRMSE:  0.14278799321196434
		MAPE:  124.15242822869048

Protein:  CDH1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ACTA1', 'ACTN1', 'ADAM10', 'ADAM15', 'CA2', 'CASP3', 'CBLL1', 'CDC42', 'CDH17', 'CDH3', 'CDH5', 'CTBP1', 'CTNNA1', 'CTNNB1', 'CTNND1', 'CTTN', 'DLG1', 'EFNA1', 'EGFR', 'EGF', 'ENAH', 'EPCAM', 'EPHA2', 'EXOC3', 'EXOC4', 'FER', 'FLOT1', 'FLOT2', 'FMN1', 'FYN', 'GDNF', 'GNA12', 'GNA13', 'HGF', 'HGS', 'IGF1R', 'IGF1', 'IGF2', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'ITGA6', 'ITGAE', 'ITGB4', 'ITGB7', 'AJUBA', 'JUP', 'KIFC3', 'KLK7', 'KLRG1', 'LAMB1', 'LAMC2', 'LIMA1', 'MAPK1', 'MAPK3', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MLLT4', 'MMP3', 'MMP7', 'MMP9', 'MYO6', 'NCSTN', 'NUMB', 'PARD6A', 'PIK3CA', 'PIK3R1', 'PIP5K1C', 'PLEKHA7', 'PLG', 'PRKCI', 'PRKCZ', 'PSEN1', 'PVRL1', 'PVRL2', 'RAB5A', 'RAB7A', 'RAC1', 'RAP1A', 'RET', 'RHOA', 'SKIL', 'SMAD3', 'SMAD4', 'SNAI1', 'SNAI2', 'SNAI3', 'SRC', 'STX4', 'TJP1', 'TWIST1', 'VASP', 'VCL', 'YES1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZYX', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12177449909053428
		RMSE:  1.1951653206606205
		NRMSE:  0.20089175544360185
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11829904064371455
		RMSE:  1.227018913081223
		NRMSE:  0.19873326310796913
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  LinearRegression
		Pearson Correlation:  0.5732651230773022
		Spearman Correlation:  0.4262423909277291
		Coefficient of Determination:  0.3286329013368344
		RMSE:  0.9246028516429056
		NRMSE:  0.15541372121811062
		MAPE:  229.53023825024582
		Pearson Correlation:  0.6275137451636251
		Spearman Correlation:  0.5640054520139276
		Coefficient of Determination:  0.3895368013368734
		RMSE:  0.9065714222694061
		NRMSE:  0.1468322085888708
		MAPE:  188.14197241784132

	Predictor:  ElasticNet
		Pearson Correlation:  0.5527274281809014
		Spearman Correlation:  0.42276613227913645
		Coefficient of Determination:  0.24790908917467824
		RMSE:  0.9786116274026099
		NRMSE:  0.16449189440818412
		MAPE:  285.2273044420833
		Pearson Correlation:  0.6270255727881701
		Spearman Correlation:  0.5357785685144402
		Coefficient of Determination:  0.29829215598829883
		RMSE:  0.9719645970255204
		NRMSE:  0.15742356856362288
		MAPE:  239.8206040405265

	Predictor:  RandomForests
		Pearson Correlation:  0.5630582375469968
		Spearman Correlation:  0.42896097272013917
		Coefficient of Determination:  0.3166542246889904
		RMSE:  0.9328148652612173
		NRMSE:  0.1567940539662174
		MAPE:  226.0233998443696
		Pearson Correlation:  0.6127705812489764
		Spearman Correlation:  0.5631597766921502
		Coefficient of Determination:  0.37065586763421543
		RMSE:  0.920484276711261
		NRMSE:  0.14908559436222685
		MAPE:  177.5435338793674

Protein:  CDH2
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'ADAM10', 'AFP', 'AHSG', 'ALB', 'APLP2', 'APOA1', 'APOB', 'APOE', 'APP', 'AXIN1', 'BDNF', 'BMP4', 'BNIP2', 'CALU', 'CDC42', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH17', 'CDH18', 'CDH1', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDON', 'CREBBP', 'CSF1', 'CST3', 'CTNNA1', 'CTNNA2', 'CTNNB1', 'CTNND1', 'CYR61', 'FAM20C', 'FBN1', 'FER', 'FGFR1', 'FN1', 'FSTL1', 'GAS6', 'GJA1', 'GOLM1', 'GPC3', 'GRIA2', 'HSP90B1', 'IGFBP1', 'IGFBP3', 'IGFBP4', 'IGFBP5', 'IGFBP7', 'IL6', 'ITIH2', 'JUP', 'KIF5B', 'KNG1', 'KTN1', 'LAMB1', 'LAMC1', 'LGALS1', 'LRP5', 'LTBP1', 'MAP2K6', 'MAPK11', 'MAPK14', 'MATN3', 'MEF2A', 'MEF2C', 'MEF2D', 'MET', 'MFGE8', 'MSLN', 'NTRK2', 'P4HB', 'PCSK9', 'PIK3CA', 'PIK3R1', 'PTPN11', 'PTPN1', 'RAC1', 'RHOA', 'ROBO1', 'SCG2', 'SDC2', 'SERPINA1', 'SLIT1', 'SNAI1', 'SNAI2', 'SPAG9', 'SPARCL1', 'SPP1', 'STC2', 'TCF3', 'TIMP1', 'TMEM132A', 'TNC', 'VCAN', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004084060130477685
		RMSE:  0.37195168053170635
		NRMSE:  0.13741024893390016
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006474841096328898
		RMSE:  0.3763274359057868
		NRMSE:  0.1942134674644098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  LinearRegression
		Pearson Correlation:  0.3304796341880999
		Spearman Correlation:  0.317534330481697
		Coefficient of Determination:  0.10921678861310036
		RMSE:  0.350338205054825
		NRMSE:  0.12942557457684523
		MAPE:  1379.9886627075193
		Pearson Correlation:  0.0825311934825686
		Spearman Correlation:  0.09516736966030982
		Coefficient of Determination:  -0.055895149177347836
		RMSE:  0.385456006098019
		NRMSE:  0.19892450126336328
		MAPE:  153.86504676547074

	Predictor:  ElasticNet
		Pearson Correlation:  0.25943996548885445
		Spearman Correlation:  0.28291577030721726
		Coefficient of Determination:  0.05597776465146831
		RMSE:  0.36065553421174207
		NRMSE:  0.1332371093594233
		MAPE:  563.626694075224
		Pearson Correlation:  0.19161090916150497
		Spearman Correlation:  0.1606885354990967
		Coefficient of Determination:  0.03500782066389996
		RMSE:  0.3684905176218705
		NRMSE:  0.19016902390559454
		MAPE:  122.46257642814513

	Predictor:  RandomForests
		Pearson Correlation:  0.3183147206120187
		Spearman Correlation:  0.3195811537425463
		Coefficient of Determination:  0.08840949208335658
		RMSE:  0.3544062614016285
		NRMSE:  0.13092843815980396
		MAPE:  893.4772194879654
		Pearson Correlation:  0.2769632792934106
		Spearman Correlation:  0.22900639060109773
		Coefficient of Determination:  0.06996476565813325
		RMSE:  0.3617546488180048
		NRMSE:  0.1866928052939076
		MAPE:  132.41323744890013

Protein:  CDH3
Protein Interaction Partners Count:  73
x_train_column_count:  74
x_train columns:  ['AIMP1', 'CLMP', 'BRCA1', 'CCND1', 'CD24', 'CD2AP', 'CD44', 'CDCP1', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH2', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CLDN1', 'CLDN7', 'CTNNA1', 'CTNNA3', 'CTNNB1', 'CTNND1', 'DPYD', 'DSP', 'ECM1', 'EGFR', 'EPCAM', 'ERBB2', 'ESR1', 'ESRP1', 'F11R', 'FN1', 'GALNT6', 'GATA3', 'HOXA9', 'IGF1R', 'ITGA9', 'JUP', 'KIRREL', 'KRT14', 'KRT15', 'KRT17', 'KRT4', 'KRT5', 'KRT8', 'LEF1', 'MKI67', 'NPHS1', 'NPHS2', 'PGR', 'PKP1', 'PKP2', 'PKP3', 'POU5F1', 'S100A4', 'SNAI1', 'SNAI2', 'SYNPO', 'TECR', 'TJP1', 'TP53', 'UMPS', 'VCL', 'ZEB1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003025178489952651
		RMSE:  0.20883135309817671
		NRMSE:  0.14651130458142275
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.766266116724594e-05
		RMSE:  0.2045852237570374
		NRMSE:  0.1565890990172577
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  LinearRegression
		Pearson Correlation:  0.3634134091854665
		Spearman Correlation:  0.34540202187490804
		Coefficient of Determination:  0.13206930597580324
		RMSE:  0.1945237105266872
		NRMSE:  0.1364733895483858
		MAPE:  462.0611521290291
		Pearson Correlation:  0.3464992978966692
		Spearman Correlation:  0.3814140552658201
		Coefficient of Determination:  0.10156265161099176
		RMSE:  0.19391242664589556
		NRMSE:  0.14842016260564064
		MAPE:  259.1301632877285

	Predictor:  ElasticNet
		Pearson Correlation:  0.2781616656582001
		Spearman Correlation:  0.27514400799473704
		Coefficient of Determination:  0.048078994950823906
		RMSE:  0.2037185031573505
		NRMSE:  0.1429242459149622
		MAPE:  159.83259207046328
		Pearson Correlation:  0.30995638542042636
		Spearman Correlation:  0.3125018428696387
		Coefficient of Determination:  0.059123337832618694
		RMSE:  0.19843948471565462
		NRMSE:  0.1518851633096223
		MAPE:  164.77057939081445

	Predictor:  RandomForests
		Pearson Correlation:  0.32509813127473014
		Spearman Correlation:  0.32484248783073005
		Coefficient of Determination:  0.09454479850987119
		RMSE:  0.19868427934120866
		NRMSE:  0.13939234954061336
		MAPE:  226.97021867144983
		Pearson Correlation:  0.36521737800947096
		Spearman Correlation:  0.3515918465632082
		Coefficient of Determination:  0.11242472294899775
		RMSE:  0.1927366654007862
		NRMSE:  0.14752023742702788
		MAPE:  214.45523394455424

Protein:  PTEN
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['AKT1', 'AR', 'BCR', 'CD79A', 'CD79B', 'CDIPT', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'DLG1', 'EGFR', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'FOXO3', 'FOXO4', 'FRK', 'GRB2', 'HRAS', 'INPP4A', 'INPP4B', 'INPP5B', 'INPP5D', 'INPP5J', 'INPP5K', 'INPPL1', 'IPMK', 'IRS1', 'ITGB1', 'ITPKA', 'ITPKB', 'ITPKC', 'MAST2', 'MDM2', 'MDM4', 'MKRN1', 'MTOR', 'MYC', 'NEDD4', 'NOTCH1', 'OCRL', 'OTUD3', 'PARK7', 'PDGFB', 'PDGFRB', 'PI4K2A', 'PI4KA', 'PI4KB', 'PIK3C2A', 'PIK3C2B', 'PIK3C2G', 'PIK3C3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIKFYVE', 'PIP4K2A', 'PIP5K1A', 'PIP5K1B', 'PIP5K1C', 'PML', 'PREX2', 'PSMA6', 'PSMA7', 'PSMB9', 'PSMC6', 'PSMD10', 'PSMD5', 'PSME3', 'PTK2', 'RICTOR', 'RNF146', 'ROCK1', 'ROCK2', 'RPS27A', 'RPS6KB1', 'SACM1L', 'SHC1', 'SLC9A3R1', 'SLC9A3R2', 'SOS1', 'STK11', 'STUB1', 'SYNJ1', 'SYNJ2', 'TNKS2', 'TNKS', 'TNRC6A', 'TNRC6B', 'TP53', 'UBB', 'UBC', 'USP13', 'USP7', 'WWP2', 'XIAP', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.042477457330321045
		RMSE:  0.639641264822803
		NRMSE:  0.10001427016227082
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.028094267476815427
		RMSE:  0.5035947533045023
		NRMSE:  0.16597282753427667
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.458230587102
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389449
		RMSE:  0.49877990548911916
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809618

	Predictor:  LinearRegression
		Pearson Correlation:  0.3323927379384516
		Spearman Correlation:  0.3108206206207081
		Coefficient of Determination:  0.11048493223422018
		RMSE:  0.5908534717213428
		NRMSE:  0.09238581373173994
		MAPE:  574.5974587082109
		Pearson Correlation:  0.05526113289535049
		Spearman Correlation:  0.12719892872831057
		Coefficient of Determination:  -0.22218844868608612
		RMSE:  0.5490777120394087
		NRMSE:  0.1809629266493338
		MAPE:  228.37911414188366

	Predictor:  ElasticNet
		Pearson Correlation:  0.26841866542011006
		Spearman Correlation:  0.2675775693321667
		Coefficient of Determination:  0.05435323594366315
		RMSE:  0.609210819171438
		NRMSE:  0.0952561674883024
		MAPE:  450.46844369304927
		Pearson Correlation:  0.0414458277187788
		Spearman Correlation:  0.07016243820091267
		Coefficient of Determination:  -0.0326549467854329
		RMSE:  0.5047105034696197
		NRMSE:  0.1663405521948519
		MAPE:  177.22283062828024

	Predictor:  RandomForests
		Pearson Correlation:  0.3169758756123265
		Spearman Correlation:  0.29492573177474646
		Coefficient of Determination:  0.09506687402864034
		RMSE:  0.5959521353990834
		NRMSE:  0.0931830404814453
		MAPE:  476.61719414289473
		Pearson Correlation:  0.022159778132320212
		Spearman Correlation:  0.07242944039029627
		Coefficient of Determination:  -0.06679140642771397
		RMSE:  0.5129847826578773
		NRMSE:  0.1690675573982853
		MAPE:  191.33849335028484

Protein:  BRCA2
Protein Interaction Partners Count:  100
x_train_column_count:  99
x_train columns:  ['ATM', 'ATRIP', 'ATR', 'BARD1', 'BLM', 'BRCA1', 'BRIP1', 'SLX4', 'RHNO1', 'RMI2', 'CDK2', 'CDK4', 'CHEK1', 'CHEK2', 'DMC1', 'DNA2', 'EME1', 'EME2', 'EXO1', 'FANCD2', 'FANCE', 'FANCG', 'FANCI', 'GEN1', 'H2AFX', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2BE', 'HIST3H3', 'HUS1', 'KAT5', 'SPIDR', 'MLH1', 'MLH3', 'MND1', 'MRE11A', 'MSH4', 'MSH5', 'MUS81', 'NBN', 'PALB2', 'PARP1', 'PCNA', 'POLD1', 'POLD2', 'POLD3', 'POLD4', 'POLE2', 'POLE3', 'POLE4', 'POLE', 'POLH', 'POLK', 'PSMC3IP', 'RAD17', 'RAD1', 'RAD50', 'RAD51AP1', 'RAD51C', 'RAD51B', 'RAD51D', 'RAD51', 'RAD9A', 'RAD9B', 'RBBP8', 'RFC1', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RMI1', 'RPA1', 'RPA2', 'RPA3', 'RPS27A', 'RTEL1', 'SHFM1', 'SPO11', 'SYCP3', 'TEX15', 'TOP3A', 'TOPBP1', 'TP53', 'UBA52', 'UBB', 'UBC', 'WRN', 'XRCC2', 'XRCC3', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026562361008646285
		RMSE:  0.19787350383771835
		NRMSE:  0.12800221484333532
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00017758204834872338
		RMSE:  0.18475106890837595
		NRMSE:  0.18489898809885505
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  LinearRegression
		Pearson Correlation:  0.24266389807734007
		Spearman Correlation:  0.21079739772618264
		Coefficient of Determination:  0.058885767430089664
		RMSE:  0.1917047108464148
		NRMSE:  0.12401168983375907
		MAPE:  165.5687083143811
		Pearson Correlation:  0.01108207885205906
		Spearman Correlation:  0.016102030396310644
		Coefficient of Determination:  -0.05874900758404311
		RMSE:  0.19008371439262975
		NRMSE:  0.19023590311512187
		MAPE:  218.43560783563757

	Predictor:  ElasticNet
		Pearson Correlation:  0.12204841282689782
		Spearman Correlation:  0.133275472787145
		Coefficient of Determination:  0.006257303218491828
		RMSE:  0.19699199997670722
		NRMSE:  0.1274319795949874
		MAPE:  125.29226804745824
		Pearson Correlation:  0.011394815145782205
		Spearman Correlation:  0.008784106059644062
		Coefficient of Determination:  -0.004522160102422346
		RMSE:  0.185151895564558
		NRMSE:  0.1853001356730965
		MAPE:  109.6967327087681

	Predictor:  RandomForests
		Pearson Correlation:  0.24709853636323054
		Spearman Correlation:  0.22195077919024528
		Coefficient of Determination:  0.04015678196862482
		RMSE:  0.19360285827481183
		NRMSE:  0.12523958073487368
		MAPE:  135.28274839462716
		Pearson Correlation:  -0.02576663849498675
		Spearman Correlation:  -0.02136321199902516
		Coefficient of Determination:  -0.022747208590266244
		RMSE:  0.18682395131844748
		NRMSE:  0.18697353014256154
		MAPE:  130.6087065331212

Protein:  CDKN2A
Protein Interaction Partners Count:  100
x_train_column_count:  100
x_train columns:  ['ABL1', 'AKT1', 'ARF1', 'BMI1', 'BRCA1', 'CBX7', 'CCND1', 'CCND2', 'CCND3', 'CCNL1', 'CDC45', 'CDC6', 'CDC7', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2AIP', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CEBPB', 'CTCF', 'DAXX', 'E2F1', 'E2F2', 'E2F3', 'EGFR', 'EGR1', 'AGO1', 'AGO3', 'AGO4', 'ERBB2', 'EZH2', 'FOXM1', 'GMNN', 'HDAC1', 'HIF1A', 'HRAS', 'HUWE1', 'IL6', 'KRAS', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAX', 'MCM10', 'MCM2', 'MCM5', 'MDM2', 'MDM4', 'MGMT', 'MLH1', 'MOV10', 'MRAS', 'MTAP', 'MYCN', 'MYC', 'NPM1', 'NRAS', 'ORC5', 'PIK3CA', 'PIK3R1', 'PTEN', 'RASSF1', 'RB1', 'RPS27A', 'RRAS2', 'RRAS', 'RUNX3', 'SMAD3', 'SMAD4', 'SMARCA4', 'SUMO1', 'SUMO2', 'SUMO3', 'TBX2', 'TERT', 'TFDP1', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TP53', 'TP63', 'TRIP12', 'TWIST1', 'UBA52', 'UBB', 'UBC', 'UBE2I', 'USP7', 'VEGFA', 'WRN', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.062199248812668806
		RMSE:  0.6624014175436462
		NRMSE:  0.14974599695798488
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10057809021042674
		RMSE:  0.783524323220729
		NRMSE:  0.21159176970584093
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6427147371513342
		NRMSE:  0.145295521001771
		MAPE:  207.86247046219444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010510594090658465
		RMSE:  0.7507796405829533
		NRMSE:  0.20274902527219912
		MAPE:  439.74244050751946

	Predictor:  LinearRegression
		Pearson Correlation:  0.2661265942014425
		Spearman Correlation:  0.1677586742086253
		Coefficient of Determination:  0.07082336414125923
		RMSE:  0.6195372143128854
		NRMSE:  0.14005588658593543
		MAPE:  195.38276337611458
		Pearson Correlation:  0.14361975884333508
		Spearman Correlation:  0.11278724278612412
		Coefficient of Determination:  0.013312285998895779
		RMSE:  0.7418770080414551
		NRMSE:  0.20034485769415478
		MAPE:  584.6593743065127

	Predictor:  ElasticNet
		Pearson Correlation:  0.1274569554001537
		Spearman Correlation:  0.1386034378006219
		Coefficient of Determination:  0.013136804306938532
		RMSE:  0.6384791718523767
		NRMSE:  0.14433800652252213
		MAPE:  197.7384693098593
		Pearson Correlation:  0.08476310002339359
		Spearman Correlation:  0.08767751093964805
		Coefficient of Determination:  -0.0028693350121056227
		RMSE:  0.7479356386123024
		NRMSE:  0.2019809988150965
		MAPE:  435.86140262175013

	Predictor:  RandomForests
		Pearson Correlation:  0.25622624454696574
		Spearman Correlation:  0.16943849012311868
		Coefficient of Determination:  0.049674200022985504
		RMSE:  0.6265482454416932
		NRMSE:  0.14164083767190982
		MAPE:  194.83392115812
		Pearson Correlation:  0.06952360214828332
		Spearman Correlation:  0.07377312857849012
		Coefficient of Determination:  -0.0038403505212780686
		RMSE:  0.7482976406036661
		NRMSE:  0.20207875792699598
		MAPE:  449.10385983285136

Protein:  TP53
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['AKT1', 'APAF1', 'ATM', 'ATR', 'AURKA', 'AURKB', 'BANP', 'BARD1', 'BAX', 'BBC3', 'BCL2L1', 'BCL2', 'BCL6', 'BRCA1', 'CASP8', 'CCNA2', 'CCNE1', 'CCNG1', 'CDC25C', 'CDK2', 'CDK5', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CHEK1', 'CHEK2', 'COPS5', 'CREBBP', 'DDB2', 'DDX5', 'DYRK2', 'E2F4', 'EGR1', 'EHMT2', 'EP300', 'EZH2', 'FZR1', 'GADD45A', 'GLS2', 'GSK3B', 'HDAC1', 'HDAC2', 'HIF1A', 'HIPK2', 'HSP90AA1', 'HSPA1A', 'IGFBP3', 'JUN', 'KAT2B', 'KAT5', 'KDM1A', 'MAPK14', 'MAPK1', 'MAPK8', 'MAPK9', 'MAPKAPK5', 'MCL1', 'MDM2', 'MDM4', 'MSH2', 'NGFR', 'NPM1', 'PLK3', 'PMAIP1', 'PPP1R13B', 'PPP1R13L', 'PRKDC', 'PRMT5', 'PTEN', 'RB1', 'RCHY1', 'DROSHA', 'RPA1', 'RRM2B', 'SETD7', 'SETD8', 'SFN', 'SIRT1', 'SMYD2', 'SNAI1', 'SNAI2', 'SP1', 'STAT3', 'STK11', 'SUMO1', 'SUMO2', 'TBP', 'TNFRSF10A', 'TNFRSF10B', 'TP53BP1', 'TP53BP2', 'TP53INP1', 'TP53RK', 'TXN', 'UBE2I', 'USP7', 'WRN', 'XRCC6', 'YY1', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05546789854165435
		RMSE:  0.4652085657713222
		NRMSE:  0.11180210665016156
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04275496084346875
		RMSE:  0.4295356456720749
		NRMSE:  0.1544592202783541
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  LinearRegression
		Pearson Correlation:  0.3680522626626212
		Spearman Correlation:  0.3667666871039015
		Coefficient of Determination:  0.13546246805107498
		RMSE:  0.4210339477076224
		NRMSE:  0.101185760083543
		MAPE:  650.2800286036785
		Pearson Correlation:  0.4455830658925391
		Spearman Correlation:  0.44509056682793485
		Coefficient of Determination:  0.19652601838992
		RMSE:  0.3770456953016152
		NRMSE:  0.13558405383207423
		MAPE:  803.6446079566247

	Predictor:  ElasticNet
		Pearson Correlation:  0.34556665371923295
		Spearman Correlation:  0.3717505485630637
		Coefficient of Determination:  0.10296463664595079
		RMSE:  0.42887424877767477
		NRMSE:  0.10306999489970556
		MAPE:  524.8077097833724
		Pearson Correlation:  0.46370614009416816
		Spearman Correlation:  0.4812509937664257
		Coefficient of Determination:  0.16465833973266208
		RMSE:  0.38445025074671973
		NRMSE:  0.13824670097692104
		MAPE:  655.3348529963067

	Predictor:  RandomForests
		Pearson Correlation:  0.36637198075226973
		Spearman Correlation:  0.38250193490731343
		Coefficient of Determination:  0.13396012320595485
		RMSE:  0.4213996135108716
		NRMSE:  0.10127363939218256
		MAPE:  671.2999985747913
		Pearson Correlation:  0.46727769348701936
		Spearman Correlation:  0.46927417597881077
		Coefficient of Determination:  0.20926434075205613
		RMSE:  0.37404490211029734
		NRMSE:  0.13450498116088222
		MAPE:  813.7369274804653

Protein:  CTNNB1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'AKT1', 'APC2', 'APC', 'AR', 'AXIN1', 'AXIN2', 'BCL9', 'BTRC', 'CASP3', 'CBY1', 'CCND1', 'CDC73', 'CDH11', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDH5', 'CDH8', 'CHD8', 'CREBBP', 'CSNK1A1', 'CSNK1E', 'CTBP1', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNBIP1', 'CTNND1', 'DVL1', 'DVL2', 'DVL3', 'EGFR', 'EGF', 'EP300', 'ERBB2', 'AMER1', 'FBXW11', 'FER', 'FGFR1', 'FOXO1', 'FOXO3', 'FYN', 'FZD1', 'FZD2', 'FZD5', 'GSK3A', 'GSK3B', 'HNF4A', 'IGF1R', 'IQGAP1', 'JUN', 'JUP', 'KDR', 'KLF4', 'LEF1', 'LRP5', 'LRP6', 'MAPK9', 'MEN1', 'MET', 'MMP7', 'MYC', 'NLK', 'NOTCH1', 'PIK3CA', 'PIK3R1', 'PITX2', 'PSEN1', 'PTPN11', 'PTPN1', 'PYGO2', 'RUVBL1', 'SKP1', 'SMAD4', 'SMAD7', 'SMARCA4', 'SOX17', 'SOX2', 'SOX6', 'SOX9', 'SRC', 'TBL1X', 'TCF4', 'TCF7L1', 'TCF7L2', 'TCF7', 'TERT', 'TGFBR1', 'TGFBR2', 'TJP1', 'TLE1', 'VCL', 'VEGFA', 'WNT1', 'WNT3A', 'WNT8A', 'WNT8B', 'YWHAZ', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.41897644861846284
		RMSE:  0.8782004120680554
		NRMSE:  0.17699587078381512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5843844136424388
		RMSE:  0.9452480588674593
		NRMSE:  0.23451795238114906
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  LinearRegression
		Pearson Correlation:  0.3320399468699041
		Spearman Correlation:  0.2882888784146445
		Coefficient of Determination:  0.11025052631736842
		RMSE:  0.6954083686842384
		NRMSE:  0.14015526305182466
		MAPE:  614.529384701689
		Pearson Correlation:  0.02854783702802319
		Spearman Correlation:  0.042477373795141826
		Coefficient of Determination:  -0.1009099533373381
		RMSE:  0.7879368512281979
		NRMSE:  0.19548872406792983
		MAPE:  395.64282187125576

	Predictor:  ElasticNet
		Pearson Correlation:  0.23233233548163817
		Spearman Correlation:  0.20818044467015986
		Coefficient of Determination:  0.036091054138815526
		RMSE:  0.7238091156770992
		NRMSE:  0.14587925825364276
		MAPE:  542.8458544856331
		Pearson Correlation:  0.11114515335358958
		Spearman Correlation:  0.08883469570777656
		Coefficient of Determination:  0.00012509346283040568
		RMSE:  0.7509107956087699
		NRMSE:  0.18630248489276285
		MAPE:  340.28713334556926

	Predictor:  RandomForests
		Pearson Correlation:  0.32723170334663493
		Spearman Correlation:  0.2516349541122369
		Coefficient of Determination:  0.050983184015018335
		RMSE:  0.7181960245573742
		NRMSE:  0.14474797439534318
		MAPE:  618.1496815878772
		Pearson Correlation:  0.043963965220038585
		Spearman Correlation:  0.11555810548739374
		Coefficient of Determination:  -0.015347673164913589
		RMSE:  0.7566985511694787
		NRMSE:  0.187738438736039
		MAPE:  336.57419536782186

Protein:  CCNE1
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['ABL1', 'BARD1', 'BRCA1', 'CABLES1', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCND3', 'CCNE2', 'CCNH', 'CCT2', 'CCT3', 'CCT4', 'CCT6A', 'CCT7', 'CDC25A', 'CDC6', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK6', 'CDK7', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDT1', 'CKS1B', 'CKS2', 'CUL1', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'EP400', 'FOXM1', 'HDAC1', 'IFNAR1', 'LIN37', 'LIN52', 'LIN54', 'LIN9', 'MNAT1', 'MYC', 'ORC1', 'ORC2', 'ORC3', 'ORC4', 'ORC5', 'ORC6', 'PCNA', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB7', 'PSMC1', 'PSMC2', 'PSMC4', 'PSMC5', 'PSMD10', 'PSMD11', 'PSMD14', 'PSMD1', 'PSMD3', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSME3', 'PTK6', 'RB1', 'RBBP4', 'RBL1', 'RBL2', 'RHOA', 'RPS27A', 'RRN3', 'SKP1', 'SKP2', 'STAT5A', 'STAT5B', 'TCP1', 'TFDP1', 'TP53', 'TP73', 'UBB', 'UBC', 'WEE1', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.7135069779129597
		RMSE:  0.7967382438332794
		NRMSE:  0.19227700939577658
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.179220592822603
		RMSE:  0.7927883268238614
		NRMSE:  0.2823823069719898
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.48367116033059243
		NRMSE:  0.11672446372338549
		MAPE:  119.9663870203584
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008650225247206267
		RMSE:  0.5393577763958428
		NRMSE:  0.19211318838676503
		MAPE:  85.21064296831354

	Predictor:  LinearRegression
		Pearson Correlation:  0.31601261486750937
		Spearman Correlation:  0.19433253181039034
		Coefficient of Determination:  0.09986397275540082
		RMSE:  0.4588854259127767
		NRMSE:  0.1107429171785546
		MAPE:  117.29306789938232
		Pearson Correlation:  0.38429735194506526
		Spearman Correlation:  0.2790816689059825
		Coefficient of Determination:  0.13411289105459057
		RMSE:  0.4997321458341244
		NRMSE:  0.1779989833781387
		MAPE:  76.26717823865727

	Predictor:  ElasticNet
		Pearson Correlation:  0.19668399247501409
		Spearman Correlation:  0.15169818993387424
		Coefficient of Determination:  0.033931332834582606
		RMSE:  0.4753945416968397
		NRMSE:  0.11472706559278899
		MAPE:  116.87809657891151
		Pearson Correlation:  0.2989094613854872
		Spearman Correlation:  0.25918955192336796
		Coefficient of Determination:  0.05129524264628449
		RMSE:  0.5230849068084126
		NRMSE:  0.1863169748204497
		MAPE:  80.35455149916854

	Predictor:  RandomForests
		Pearson Correlation:  0.3175546393046467
		Spearman Correlation:  0.18007969982561384
		Coefficient of Determination:  0.08965886363952336
		RMSE:  0.46147935468670437
		NRMSE:  0.11136891055981475
		MAPE:  113.83443884577409
		Pearson Correlation:  0.3582670955883996
		Spearman Correlation:  0.28670996386884573
		Coefficient of Determination:  0.11161529319385843
		RMSE:  0.5061825702027346
		NRMSE:  0.18029655216482088
		MAPE:  77.64777873661522

Protein:  CCND1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'ACTL6A', 'AKT1', 'ARID1A', 'ARID2', 'AR', 'ATF2', 'BRD2', 'BTG2', 'CCNA1', 'CCNB1', 'CCNE1', 'CCNH', 'CDC25A', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDK7', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CKS1B', 'CREBBP', 'CTBP1', 'CTNNB1', 'CUL1', 'DNMT3A', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'AGO2', 'EP300', 'ESR1', 'FOS', 'FOXA1', 'FOXM1', 'GADD45A', 'GATA3', 'GLI1', 'GLI3', 'GSK3B', 'H2AFX', 'H2AFZ', 'HDAC1', 'HDAC4', 'HIST1H2BA', 'HIST2H2BE', 'HNF1A', 'IFNAR1', 'JAK2', 'JUN', 'KAT2B', 'LEF1', 'LYN', 'MAML1', 'MYB', 'MYC', 'NOTCH1', 'PBRM1', 'PCNA', 'PRMT5', 'PSMA6', 'PSMC6', 'PSMD10', 'PSMD6', 'PSMD7', 'PSME3', 'PTK6', 'RASSF1', 'RB1', 'RBL1', 'RBL2', 'RBPJ', 'RELA', 'RUNX1', 'RUNX3', 'SKP1', 'SKP2', 'SMAD4', 'SMARCA4', 'SMARCB1', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'SUV39H1', 'TCF7L2', 'TFDP1', 'TP53', 'WDR77', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.46307157054532877
		RMSE:  0.2889602070536637
		NRMSE:  0.17371452011738692
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5143850316766378
		RMSE:  0.2891269997261264
		NRMSE:  0.20591917819933792
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  LinearRegression
		Pearson Correlation:  0.21105822366378846
		Spearman Correlation:  0.10579103998029941
		Coefficient of Determination:  0.044544488515196545
		RMSE:  0.23351269121602594
		NRMSE:  0.14038107706774353
		MAPE:  396.519598852412
		Pearson Correlation:  0.10406092201945276
		Spearman Correlation:  0.1806868073848344
		Coefficient of Determination:  -9.381991756448989e+20
		RMSE:  7196445137.589242
		NRMSE:  5125381130.412257
		MAPE:  540888466597.42267

	Predictor:  ElasticNet
		Pearson Correlation:  0.06373401136865542
		Spearman Correlation:  0.0568434893329777
		Coefficient of Determination:  0.0009022118147826719
		RMSE:  0.23878621569426117
		NRMSE:  0.14355136748040856
		MAPE:  407.18676051612715
		Pearson Correlation:  0.047177463155953135
		Spearman Correlation:  0.11251901853584333
		Coefficient of Determination:  1.5388482431433204e-05
		RMSE:  0.23494551219720256
		NRMSE:  0.16733057389693076
		MAPE:  1324.9845295943862

	Predictor:  RandomForests
		Pearson Correlation:  0.21652676519245756
		Spearman Correlation:  0.10703207672289483
		Coefficient of Determination:  0.028340802802739096
		RMSE:  0.23548445153480552
		NRMSE:  0.14156644235058224
		MAPE:  401.39422935379383
		Pearson Correlation:  0.09930925055351404
		Spearman Correlation:  0.21909533398580056
		Coefficient of Determination:  0.007321920360914502
		RMSE:  0.23408560691621655
		NRMSE:  0.16671814064456195
		MAPE:  1288.1834525569896

Protein:  ERBB2
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ADAM17', 'ADRB2', 'AREG', 'ARHGEF11', 'ARHGEF12', 'BTC', 'CBL', 'CCND1', 'CD44', 'CDC37', 'CDH1', 'CTNNB1', 'CTNND1', 'CUL5', 'DIAPH1', 'DOCK7', 'EGFR', 'EGF', 'ERBB2IP', 'ERBB3', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'FYN', 'GAB1', 'GRB2', 'GRB7', 'HBEGF', 'HGF', 'HRAS', 'HSP90AA1', 'IL6R', 'IL6', 'INS', 'JAK1', 'JAK2', 'KRAS', 'LRPPRC', 'MAP2K1', 'MAPK8', 'MATK', 'MEMO1', 'MUC1', 'MUC4', 'MYC', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'PGAP3', 'PGR', 'PIK3CA', 'PIK3CB', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PLCG1', 'PLCG2', 'PLXNB1', 'PRKACA', 'PTEN', 'PTK2', 'PTK6', 'PTPN11', 'PTPN12', 'PTPN18', 'RHOA', 'RHOB', 'RHOC', 'RND1', 'RNF41', 'ROCK1', 'ROCK2', 'RPS27A', 'SEMA4D', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SOS1', 'SRC', 'STAT1', 'STAT3', 'STUB1', 'TFAP2A', 'TFAP2B', 'TFAP2C', 'TFF1', 'TFF2', 'TFF3', 'TGFA', 'TP53', 'UBA52', 'UBB', 'UBC', 'VEGFA', 'YES1', 'YY1', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10512598969709641
		RMSE:  1.0713675802437574
		NRMSE:  0.18252510013182233
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.044647408489899565
		RMSE:  0.9270678870989714
		NRMSE:  0.17190207437399804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  LinearRegression
		Pearson Correlation:  0.38873705985618945
		Spearman Correlation:  0.39719489099996186
		Coefficient of Determination:  0.1511165017056343
		RMSE:  0.9389806654468045
		NRMSE:  0.15997081033899593
		MAPE:  510.4290712336155
		Pearson Correlation:  0.15935770310048208
		Spearman Correlation:  0.1911036807974302
		Coefficient of Determination:  -0.07119165527221738
		RMSE:  0.9387722912574713
		NRMSE:  0.1740723699717173
		MAPE:  802.0509152422667

	Predictor:  ElasticNet
		Pearson Correlation:  0.36104878687082687
		Spearman Correlation:  0.3967748936675578
		Coefficient of Determination:  0.12434112493714777
		RMSE:  0.9536743039037289
		NRMSE:  0.16247411348173313
		MAPE:  698.0259859922003
		Pearson Correlation:  0.2430473925102212
		Spearman Correlation:  0.2842510036375084
		Coefficient of Determination:  0.04270342704723673
		RMSE:  0.8874623228831567
		NRMSE:  0.1645581907812269
		MAPE:  562.0184608230215

	Predictor:  RandomForests
		Pearson Correlation:  0.3650473177563128
		Spearman Correlation:  0.39841680882648844
		Coefficient of Determination:  0.1285658230847787
		RMSE:  0.9513709769500429
		NRMSE:  0.16208170382643797
		MAPE:  701.9256456695472
		Pearson Correlation:  0.23529251841443916
		Spearman Correlation:  0.3633720552816349
		Coefficient of Determination:  0.03707715470194983
		RMSE:  0.8900664217137484
		NRMSE:  0.1650410572434171
		MAPE:  486.10568750696797

Protein:  ERBB3
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['AKT1', 'AKT2', 'ANGPT1', 'ANGPT2', 'AREG', 'AR', 'BDNF', 'BMP4', 'BTC', 'CBLB', 'CBL', 'CCND1', 'CDH1', 'CSF1', 'CSK', 'CTNNB1', 'DCN', 'DOCK7', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EGFR', 'EGF', 'ERBB2', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'FGF10', 'FGF19', 'FGF1', 'FGF2', 'FGF3', 'FGF4', 'FGF7', 'FGF9', 'FIGF', 'FLNA', 'FOXO3', 'GAB1', 'GRB2', 'GRB7', 'HBEGF', 'HGF', 'HRAS', 'HSP90AA1', 'IGF1', 'IGF2', 'INS', 'IRS1', 'ITGA6', 'ITGB4', 'JAK1', 'JAK2', 'KITLG', 'KRAS', 'LAMA1', 'LAMB1', 'LAMC2', 'MAP2K1', 'MAPK8', 'MET', 'MUC4', 'NGF', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NTF3', 'PA2G4', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PGF', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PLCG1', 'PLCG2', 'PRKACA', 'PTEN', 'PTPN11', 'RNF41', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SOS1', 'SOX10', 'SRC', 'TGFA', 'VEGFA', 'VEGFB', 'VEGFC', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20107865915633893
		RMSE:  0.5031866190144979
		NRMSE:  0.13579562619977975
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27170508071542576
		RMSE:  0.5249654097328843
		NRMSE:  0.21064675210776365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  LinearRegression
		Pearson Correlation:  0.3940621522269997
		Spearman Correlation:  0.36235804903373686
		Coefficient of Determination:  0.1552849798177749
		RMSE:  0.42198641182399693
		NRMSE:  0.11388202085673259
		MAPE:  216.49445448575872
		Pearson Correlation:  0.2705989663653101
		Spearman Correlation:  0.3117044964015618
		Coefficient of Determination:  0.04265761311193006
		RMSE:  0.4554819059117776
		NRMSE:  0.18276591627815936
		MAPE:  236.04014482878753

	Predictor:  ElasticNet
		Pearson Correlation:  0.33675280930194823
		Spearman Correlation:  0.33583839055372006
		Coefficient of Determination:  0.10096423676231359
		RMSE:  0.4353432774007087
		NRMSE:  0.1174866555121776
		MAPE:  205.57343641844136
		Pearson Correlation:  0.28467736362023077
		Spearman Correlation:  0.3141156123856433
		Coefficient of Determination:  0.06407069770235685
		RMSE:  0.4503591673264652
		NRMSE:  0.1807103746655372
		MAPE:  219.9799936624423

	Predictor:  RandomForests
		Pearson Correlation:  0.3483236173511204
		Spearman Correlation:  0.3491592376897539
		Coefficient of Determination:  0.1038420562170983
		RMSE:  0.43464595055392474
		NRMSE:  0.11729846701064231
		MAPE:  207.0683559763577
		Pearson Correlation:  0.18470199716755736
		Spearman Correlation:  0.28941672149949904
		Coefficient of Determination:  0.015419490549744674
		RMSE:  0.46191610281167755
		NRMSE:  0.1853476914851685
		MAPE:  245.72919946413663


Fold:  2

Protein:  RB1
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['AATF', 'ABL1', 'AKT1', 'AR', 'ASF1A', 'ATF2', 'BGLAP', 'CASP3', 'CBX4', 'CCNA1', 'CCNA2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CEBPA', 'COL1A1', 'CREBBP', 'CTBP1', 'DNMT1', 'DUT', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'ELF1', 'EP300', 'FOXM1', 'FZR1', 'GNB2L1', 'H1F0', 'H2AFV', 'H2AFX', 'H2AFZ', 'HDAC1', 'HDAC2', 'HDAC3', 'HIST1H2BA', 'HIST2H2AC', 'HIST2H2BE', 'HMGA1', 'HMGA2', 'HSP90AA1', 'ID2', 'JUN', 'MAPK14', 'MAPK1', 'MAPK3', 'MDM2', 'MEF2C', 'NCAPD3', 'NCAPG2', 'NCAPH2', 'NFYC', 'PCNA', 'PML', 'POLA1', 'POLA2', 'PPARA', 'PPARG', 'PPP1CA', 'PPP1CB', 'PPP1CC', 'PPP2CA', 'PPP2CB', 'PRIM1', 'PRIM2', 'RAF1', 'RBBP4', 'RUNX2', 'SIRT1', 'SKP2', 'SMARCA2', 'SMC2', 'SMC4', 'SP100', 'SP1', 'SP3', 'SPI1', 'SUV39H1', 'TAF1', 'TBP', 'TERT', 'TFDP1', 'TP53BP1', 'TP53', 'TP73', 'YAP1', 'ZNF521', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.012372001566697044
		RMSE:  0.23649063304821735
		NRMSE:  0.08648721220312221
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0009378943328373079
		RMSE:  0.2450188572791325
		NRMSE:  0.14037816530069125
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  LinearRegression
		Pearson Correlation:  0.20903000187030008
		Spearman Correlation:  0.19497414315651124
		Coefficient of Determination:  0.04369354168189765
		RMSE:  0.22984889771796876
		NRMSE:  0.08405825691850818
		MAPE:  210.6376665055068
		Pearson Correlation:  0.1418064091906085
		Spearman Correlation:  0.11045974287597585
		Coefficient of Determination:  0.001753517543258587
		RMSE:  0.24468922116586578
		NRMSE:  0.14018930753965567
		MAPE:  169.76328663767202

	Predictor:  ElasticNet
		Pearson Correlation:  0.13334535360632746
		Spearman Correlation:  0.14222141828682736
		Coefficient of Determination:  0.00818108280883656
		RMSE:  0.23407771788479745
		NRMSE:  0.08560478272556958
		MAPE:  182.99037537069646
		Pearson Correlation:  0.14793797173379766
		Spearman Correlation:  0.14348252260272365
		Coefficient of Determination:  -0.009812386424145947
		RMSE:  0.24610265052874947
		NRMSE:  0.14099910080596617
		MAPE:  216.4658672776632

	Predictor:  RandomForests
		Pearson Correlation:  0.1872375351599473
		Spearman Correlation:  0.18129163312218965
		Coefficient of Determination:  0.027612243797165426
		RMSE:  0.2317734161069708
		NRMSE:  0.08476207435158382
		MAPE:  164.81311928138228
		Pearson Correlation:  0.1630113833938295
		Spearman Correlation:  0.13078892041496507
		Coefficient of Determination:  0.006021247360530335
		RMSE:  0.24416561000582657
		NRMSE:  0.13988931604188481
		MAPE:  168.4602413203886

Protein:  CDH1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ACTA1', 'ACTN1', 'ADAM10', 'ADAM15', 'CA2', 'CASP3', 'CBLL1', 'CDC42', 'CDH17', 'CDH3', 'CDH5', 'CTBP1', 'CTNNA1', 'CTNNB1', 'CTNND1', 'CTTN', 'DLG1', 'EFNA1', 'EGFR', 'EGF', 'ENAH', 'EPCAM', 'EPHA2', 'EXOC3', 'EXOC4', 'FER', 'FLOT1', 'FLOT2', 'FMN1', 'FYN', 'GDNF', 'GNA12', 'GNA13', 'HGF', 'HGS', 'IGF1R', 'IGF1', 'IGF2', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'ITGA6', 'ITGAE', 'ITGB4', 'ITGB7', 'AJUBA', 'JUP', 'KIFC3', 'KLK7', 'KLRG1', 'LAMB1', 'LAMC2', 'LIMA1', 'MAPK1', 'MAPK3', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MLLT4', 'MMP3', 'MMP7', 'MMP9', 'MYO6', 'NCSTN', 'NUMB', 'PARD6A', 'PIK3CA', 'PIK3R1', 'PIP5K1C', 'PLEKHA7', 'PLG', 'PRKCI', 'PRKCZ', 'PSEN1', 'PVRL1', 'PVRL2', 'RAB5A', 'RAB7A', 'RAC1', 'RAP1A', 'RET', 'RHOA', 'SKIL', 'SMAD3', 'SMAD4', 'SNAI1', 'SNAI2', 'SNAI3', 'SRC', 'STX4', 'TJP1', 'TWIST1', 'VASP', 'VCL', 'YES1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZYX', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0848918633043636
		RMSE:  1.167193365558287
		NRMSE:  0.18724526599154356
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3357437347566168
		RMSE:  1.329821844339591
		NRMSE:  0.2361608674018098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  LinearRegression
		Pearson Correlation:  0.5935411198295452
		Spearman Correlation:  0.44806751983765253
		Coefficient of Determination:  0.35229106092851015
		RMSE:  0.9018608400842427
		NRMSE:  0.14467968879188942
		MAPE:  247.05858862966545
		Pearson Correlation:  0.5113191502366802
		Spearman Correlation:  0.3985881534019322
		Coefficient of Determination:  0.20371059315322249
		RMSE:  1.0267562587668826
		NRMSE:  0.18233995005627465
		MAPE:  210.69861449607257

	Predictor:  ElasticNet
		Pearson Correlation:  0.5672999109601844
		Spearman Correlation:  0.4183409308369686
		Coefficient of Determination:  0.2586080900648202
		RMSE:  0.9648804470453368
		NRMSE:  0.1547895158490955
		MAPE:  228.69516663835466
		Pearson Correlation:  0.5381131857822413
		Spearman Correlation:  0.4719590872439299
		Coefficient of Determination:  0.2053435185040675
		RMSE:  1.0257029502975963
		NRMSE:  0.18215289474295795
		MAPE:  181.0877218775181

	Predictor:  RandomForests
		Pearson Correlation:  0.5838532829087206
		Spearman Correlation:  0.4327733357795494
		Coefficient of Determination:  0.34076259633476436
		RMSE:  0.909851477082047
		NRMSE:  0.14596157489083933
		MAPE:  208.25133868642004
		Pearson Correlation:  0.5316937530302418
		Spearman Correlation:  0.4659022150613633
		Coefficient of Determination:  0.22973550892559913
		RMSE:  1.0098382775789523
		NRMSE:  0.17933551368832396
		MAPE:  227.13930764153417

Protein:  CDH2
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'ADAM10', 'AFP', 'AHSG', 'ALB', 'APLP2', 'APOA1', 'APOB', 'APOE', 'APP', 'AXIN1', 'BDNF', 'BMP4', 'BNIP2', 'CALU', 'CDC42', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH17', 'CDH18', 'CDH1', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDON', 'CREBBP', 'CSF1', 'CST3', 'CTNNA1', 'CTNNA2', 'CTNNB1', 'CTNND1', 'CYR61', 'FAM20C', 'FBN1', 'FER', 'FGFR1', 'FN1', 'FSTL1', 'GAS6', 'GJA1', 'GOLM1', 'GPC3', 'GRIA2', 'HSP90B1', 'IGFBP1', 'IGFBP3', 'IGFBP4', 'IGFBP5', 'IGFBP7', 'IL6', 'ITIH2', 'JUP', 'KIF5B', 'KNG1', 'KTN1', 'LAMB1', 'LAMC1', 'LGALS1', 'LRP5', 'LTBP1', 'MAP2K6', 'MAPK11', 'MAPK14', 'MATN3', 'MEF2A', 'MEF2C', 'MEF2D', 'MET', 'MFGE8', 'MSLN', 'NTRK2', 'P4HB', 'PCSK9', 'PIK3CA', 'PIK3R1', 'PTPN11', 'PTPN1', 'RAC1', 'RHOA', 'ROBO1', 'SCG2', 'SDC2', 'SERPINA1', 'SLIT1', 'SNAI1', 'SNAI2', 'SPAG9', 'SPARCL1', 'SPP1', 'STC2', 'TCF3', 'TIMP1', 'TMEM132A', 'TNC', 'VCAN', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0042702958885580955
		RMSE:  0.36888339320753855
		NRMSE:  0.13366308906715652
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005559500410650786
		RMSE:  0.3881548727768219
		NRMSE:  0.20448899349205915
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  LinearRegression
		Pearson Correlation:  0.29834025598297265
		Spearman Correlation:  0.296389404112933
		Coefficient of Determination:  0.0889272336546092
		RMSE:  0.35135029936232587
		NRMSE:  0.12731005846884771
		MAPE:  810.1996473467939
		Pearson Correlation:  0.24016211765377332
		Spearman Correlation:  0.2730528283411661
		Coefficient of Determination:  0.04896574928849684
		RMSE:  0.377484596582169
		NRMSE:  0.19886764440601684
		MAPE:  301.2752940361838

	Predictor:  ElasticNet
		Pearson Correlation:  0.22573253004209523
		Spearman Correlation:  0.25172321051270086
		Coefficient of Determination:  0.04122472468066407
		RMSE:  0.36043105947186743
		NRMSE:  0.1306004273758488
		MAPE:  635.5521312957177
		Pearson Correlation:  0.3466405218192405
		Spearman Correlation:  0.36667873814102614
		Coefficient of Determination:  0.06905787811691766
		RMSE:  0.3734758258728269
		NRMSE:  0.19675573097922047
		MAPE:  184.3028497412308

	Predictor:  RandomForests
		Pearson Correlation:  0.31487103341251943
		Spearman Correlation:  0.29733022014138916
		Coefficient of Determination:  0.0865185110886908
		RMSE:  0.3518144482162584
		NRMSE:  0.12747824053056686
		MAPE:  889.1145018631528
		Pearson Correlation:  0.27380131815513725
		Spearman Correlation:  0.33972631476076093
		Coefficient of Determination:  0.06516049147629521
		RMSE:  0.37425678711397303
		NRMSE:  0.19716715948201322
		MAPE:  212.661169463808

Protein:  CDH3
Protein Interaction Partners Count:  73
x_train_column_count:  74
x_train columns:  ['AIMP1', 'CLMP', 'BRCA1', 'CCND1', 'CD24', 'CD2AP', 'CD44', 'CDCP1', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH2', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CLDN1', 'CLDN7', 'CTNNA1', 'CTNNA3', 'CTNNB1', 'CTNND1', 'DPYD', 'DSP', 'ECM1', 'EGFR', 'EPCAM', 'ERBB2', 'ESR1', 'ESRP1', 'F11R', 'FN1', 'GALNT6', 'GATA3', 'HOXA9', 'IGF1R', 'ITGA9', 'JUP', 'KIRREL', 'KRT14', 'KRT15', 'KRT17', 'KRT4', 'KRT5', 'KRT8', 'LEF1', 'MKI67', 'NPHS1', 'NPHS2', 'PGR', 'PKP1', 'PKP2', 'PKP3', 'POU5F1', 'S100A4', 'SNAI1', 'SNAI2', 'SYNPO', 'TECR', 'TJP1', 'TP53', 'UMPS', 'VCL', 'ZEB1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032535082492379797
		RMSE:  0.20804431995898212
		NRMSE:  0.15657381105189322
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10171995354262497
		RMSE:  0.2077503373255318
		NRMSE:  0.17094572313464315
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  LinearRegression
		Pearson Correlation:  0.40187188866702045
		Spearman Correlation:  0.3866505912605725
		Coefficient of Determination:  0.16150101490079805
		RMSE:  0.19019618007080322
		NRMSE:  0.14314133049664204
		MAPE:  369.58755002517563
		Pearson Correlation:  0.22344863254766822
		Spearman Correlation:  0.24502448049703468
		Coefficient of Determination:  -0.12054453667407006
		RMSE:  0.2095176871535696
		NRMSE:  0.17239997297257437
		MAPE:  612.9646188853607

	Predictor:  ElasticNet
		Pearson Correlation:  0.3238825331251571
		Spearman Correlation:  0.3321232880033837
		Coefficient of Determination:  0.07574273736865245
		RMSE:  0.19968569562597344
		NRMSE:  0.1502831242058006
		MAPE:  183.82615171606366
		Pearson Correlation:  0.10534231497993729
		Spearman Correlation:  0.18904392375588666
		Coefficient of Determination:  -0.13855400665094075
		RMSE:  0.21119466731982592
		NRMSE:  0.1737798628485361
		MAPE:  382.52604089929514

	Predictor:  RandomForests
		Pearson Correlation:  0.3457378127819289
		Spearman Correlation:  0.3386322421000003
		Coefficient of Determination:  0.11697025963020946
		RMSE:  0.19518129044630167
		NRMSE:  0.14689311631881694
		MAPE:  237.74834203687894
		Pearson Correlation:  0.11036253238110202
		Spearman Correlation:  0.2299232120127502
		Coefficient of Determination:  -0.17045763300288796
		RMSE:  0.2141331862042303
		NRMSE:  0.176197799888283
		MAPE:  537.1691567278485

Protein:  PTEN
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['AKT1', 'AR', 'BCR', 'CD79A', 'CD79B', 'CDIPT', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'DLG1', 'EGFR', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'FOXO3', 'FOXO4', 'FRK', 'GRB2', 'HRAS', 'INPP4A', 'INPP4B', 'INPP5B', 'INPP5D', 'INPP5J', 'INPP5K', 'INPPL1', 'IPMK', 'IRS1', 'ITGB1', 'ITPKA', 'ITPKB', 'ITPKC', 'MAST2', 'MDM2', 'MDM4', 'MKRN1', 'MTOR', 'MYC', 'NEDD4', 'NOTCH1', 'OCRL', 'OTUD3', 'PARK7', 'PDGFB', 'PDGFRB', 'PI4K2A', 'PI4KA', 'PI4KB', 'PIK3C2A', 'PIK3C2B', 'PIK3C2G', 'PIK3C3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIKFYVE', 'PIP4K2A', 'PIP5K1A', 'PIP5K1B', 'PIP5K1C', 'PML', 'PREX2', 'PSMA6', 'PSMA7', 'PSMB9', 'PSMC6', 'PSMD10', 'PSMD5', 'PSME3', 'PTK2', 'RICTOR', 'RNF146', 'ROCK1', 'ROCK2', 'RPS27A', 'RPS6KB1', 'SACM1L', 'SHC1', 'SLC9A3R1', 'SLC9A3R2', 'SOS1', 'STK11', 'STUB1', 'SYNJ1', 'SYNJ2', 'TNKS2', 'TNKS', 'TNRC6A', 'TNRC6B', 'TP53', 'UBB', 'UBC', 'USP13', 'USP7', 'WWP2', 'XIAP', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.03862384422015608
		RMSE:  0.6356813050691055
		NRMSE:  0.09939509109047072
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04557869434051831
		RMSE:  0.5231599683741948
		NRMSE:  0.17546282813730707
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  LinearRegression
		Pearson Correlation:  0.2877538707309597
		Spearman Correlation:  0.2692542306553506
		Coefficient of Determination:  0.0828022901206501
		RMSE:  0.5973677542800475
		NRMSE:  0.09340438656556133
		MAPE:  366.42598167283904
		Pearson Correlation:  0.18601929707997214
		Spearman Correlation:  0.18853172718664032
		Coefficient of Determination:  -0.0007450717397337048
		RMSE:  0.5118207305129759
		NRMSE:  0.17165975667862088
		MAPE:  761.1720436442625

	Predictor:  ElasticNet
		Pearson Correlation:  0.23625889464467079
		Spearman Correlation:  0.22683818873973793
		Coefficient of Determination:  0.04410571857240797
		RMSE:  0.6098390450810779
		NRMSE:  0.09535439685420653
		MAPE:  309.38193893146047
		Pearson Correlation:  0.0777342193879242
		Spearman Correlation:  0.15923697140203721
		Coefficient of Determination:  -0.00012524987979745106
		RMSE:  0.511662205218957
		NRMSE:  0.17160658881773444
		MAPE:  587.1287217006579

	Predictor:  RandomForests
		Pearson Correlation:  0.3118972925730897
		Spearman Correlation:  0.25114790932457354
		Coefficient of Determination:  0.0939067568193529
		RMSE:  0.5937405916504657
		NRMSE:  0.09283724363231423
		MAPE:  341.5198782359039
		Pearson Correlation:  0.04717495939618636
		Spearman Correlation:  0.19455318691053494
		Coefficient of Determination:  -0.10579231066390515
		RMSE:  0.5380131926327613
		NRMSE:  0.1804444568797831
		MAPE:  633.427320505736

Protein:  BRCA2
Protein Interaction Partners Count:  100
x_train_column_count:  99
x_train columns:  ['ATM', 'ATRIP', 'ATR', 'BARD1', 'BLM', 'BRCA1', 'BRIP1', 'SLX4', 'RHNO1', 'RMI2', 'CDK2', 'CDK4', 'CHEK1', 'CHEK2', 'DMC1', 'DNA2', 'EME1', 'EME2', 'EXO1', 'FANCD2', 'FANCE', 'FANCG', 'FANCI', 'GEN1', 'H2AFX', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2BE', 'HIST3H3', 'HUS1', 'KAT5', 'SPIDR', 'MLH1', 'MLH3', 'MND1', 'MRE11A', 'MSH4', 'MSH5', 'MUS81', 'NBN', 'PALB2', 'PARP1', 'PCNA', 'POLD1', 'POLD2', 'POLD3', 'POLD4', 'POLE2', 'POLE3', 'POLE4', 'POLE', 'POLH', 'POLK', 'PSMC3IP', 'RAD17', 'RAD1', 'RAD50', 'RAD51AP1', 'RAD51C', 'RAD51B', 'RAD51D', 'RAD51', 'RAD9A', 'RAD9B', 'RBBP8', 'RFC1', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RMI1', 'RPA1', 'RPA2', 'RPA3', 'RPS27A', 'RTEL1', 'SHFM1', 'SPO11', 'SYCP3', 'TEX15', 'TOP3A', 'TOPBP1', 'TP53', 'UBA52', 'UBB', 'UBC', 'WRN', 'XRCC2', 'XRCC3', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004232193403179485
		RMSE:  0.1957372843548259
		NRMSE:  0.12609907189874434
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0041831029428383015
		RMSE:  0.19359139518213575
		NRMSE:  0.1310414025181481
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  LinearRegression
		Pearson Correlation:  0.20677360613538046
		Spearman Correlation:  0.16458237912480653
		Coefficient of Determination:  0.04275532419422956
		RMSE:  0.19110320404461426
		NRMSE:  0.12311367630511469
		MAPE:  163.9416176339451
		Pearson Correlation:  0.1291015750214937
		Spearman Correlation:  0.16368119788167926
		Coefficient of Determination:  -0.0029618600361682734
		RMSE:  0.19347364073938064
		NRMSE:  0.13096169490863965
		MAPE:  112.08217474562743

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  RandomForests
		Pearson Correlation:  0.23390242372733627
		Spearman Correlation:  0.18964430119512177
		Coefficient of Determination:  0.03047327210001627
		RMSE:  0.192325283760964
		NRMSE:  0.12390097198322693
		MAPE:  135.85250140733496
		Pearson Correlation:  0.13853082351682322
		Spearman Correlation:  0.19001466496404854
		Coefficient of Determination:  -0.0021301044473704955
		RMSE:  0.1933934003207201
		NRMSE:  0.1309073804232772
		MAPE:  120.19172273533249

Protein:  CDKN2A
Protein Interaction Partners Count:  100
x_train_column_count:  100
x_train columns:  ['ABL1', 'AKT1', 'ARF1', 'BMI1', 'BRCA1', 'CBX7', 'CCND1', 'CCND2', 'CCND3', 'CCNL1', 'CDC45', 'CDC6', 'CDC7', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2AIP', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CEBPB', 'CTCF', 'DAXX', 'E2F1', 'E2F2', 'E2F3', 'EGFR', 'EGR1', 'AGO1', 'AGO3', 'AGO4', 'ERBB2', 'EZH2', 'FOXM1', 'GMNN', 'HDAC1', 'HIF1A', 'HRAS', 'HUWE1', 'IL6', 'KRAS', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAX', 'MCM10', 'MCM2', 'MCM5', 'MDM2', 'MDM4', 'MGMT', 'MLH1', 'MOV10', 'MRAS', 'MTAP', 'MYCN', 'MYC', 'NPM1', 'NRAS', 'ORC5', 'PIK3CA', 'PIK3R1', 'PTEN', 'RASSF1', 'RB1', 'RPS27A', 'RRAS2', 'RRAS', 'RUNX3', 'SMAD3', 'SMAD4', 'SMARCA4', 'SUMO1', 'SUMO2', 'SUMO3', 'TBX2', 'TERT', 'TFDP1', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TP53', 'TP63', 'TRIP12', 'TWIST1', 'UBA52', 'UBB', 'UBC', 'UBE2I', 'USP7', 'VEGFA', 'WRN', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07796029040511754
		RMSE:  0.688717064305458
		NRMSE:  0.155695052403178
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04182297654643197
		RMSE:  0.6873705418142212
		NRMSE:  0.18569552134596423
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6633450034781481
		NRMSE:  0.14995930902637006
		MAPE:  291.0442764508337
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00497373418246827
		RMSE:  0.6751049711753466
		NRMSE:  0.1823819351565125
		MAPE:  246.23249271843073

	Predictor:  LinearRegression
		Pearson Correlation:  0.21332212233242656
		Spearman Correlation:  0.1479488362063298
		Coefficient of Determination:  0.045506327876410624
		RMSE:  0.6480760751601069
		NRMSE:  0.14650753366341288
		MAPE:  363.4989223466496
		Pearson Correlation:  0.1310825687515721
		Spearman Correlation:  0.0862827792143139
		Coefficient of Determination:  0.013503447948819858
		RMSE:  0.668870028711633
		NRMSE:  0.18069754395710855
		MAPE:  202.74916478107627

	Predictor:  ElasticNet
		Pearson Correlation:  0.11683021638133329
		Spearman Correlation:  0.1265309611457997
		Coefficient of Determination:  0.011012898004353233
		RMSE:  0.6596822156496795
		NRMSE:  0.1491312796766541
		MAPE:  289.7968838054321
		Pearson Correlation:  0.1373850685367227
		Spearman Correlation:  0.1496856367364571
		Coefficient of Determination:  0.007575211586207109
		RMSE:  0.6708767667578163
		NRMSE:  0.18123967115782805
		MAPE:  214.5790843615777

	Predictor:  RandomForests
		Pearson Correlation:  0.22763384674652348
		Spearman Correlation:  0.16368962710248294
		Coefficient of Determination:  0.03839369900654821
		RMSE:  0.6504862374011886
		NRMSE:  0.1470523877927407
		MAPE:  300.4970475826096
		Pearson Correlation:  0.11504570490184331
		Spearman Correlation:  0.1052906285976972
		Coefficient of Determination:  0.008713467577400547
		RMSE:  0.670491927224472
		NRMSE:  0.18113570543129243
		MAPE:  215.6599460516596

Protein:  TP53
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['AKT1', 'APAF1', 'ATM', 'ATR', 'AURKA', 'AURKB', 'BANP', 'BARD1', 'BAX', 'BBC3', 'BCL2L1', 'BCL2', 'BCL6', 'BRCA1', 'CASP8', 'CCNA2', 'CCNE1', 'CCNG1', 'CDC25C', 'CDK2', 'CDK5', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CHEK1', 'CHEK2', 'COPS5', 'CREBBP', 'DDB2', 'DDX5', 'DYRK2', 'E2F4', 'EGR1', 'EHMT2', 'EP300', 'EZH2', 'FZR1', 'GADD45A', 'GLS2', 'GSK3B', 'HDAC1', 'HDAC2', 'HIF1A', 'HIPK2', 'HSP90AA1', 'HSPA1A', 'IGFBP3', 'JUN', 'KAT2B', 'KAT5', 'KDM1A', 'MAPK14', 'MAPK1', 'MAPK8', 'MAPK9', 'MAPKAPK5', 'MCL1', 'MDM2', 'MDM4', 'MSH2', 'NGFR', 'NPM1', 'PLK3', 'PMAIP1', 'PPP1R13B', 'PPP1R13L', 'PRKDC', 'PRMT5', 'PTEN', 'RB1', 'RCHY1', 'DROSHA', 'RPA1', 'RRM2B', 'SETD7', 'SETD8', 'SFN', 'SIRT1', 'SMYD2', 'SNAI1', 'SNAI2', 'SP1', 'STAT3', 'STK11', 'SUMO1', 'SUMO2', 'TBP', 'TNFRSF10A', 'TNFRSF10B', 'TP53BP1', 'TP53BP2', 'TP53INP1', 'TP53RK', 'TXN', 'UBE2I', 'USP7', 'WRN', 'XRCC6', 'YY1', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056514421630322165
		RMSE:  0.4680116353271619
		NRMSE:  0.125354663272308
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.038787823290495904
		RMSE:  0.4172475009588805
		NRMSE:  0.13741067049526773
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941389
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  LinearRegression
		Pearson Correlation:  0.39581604928518943
		Spearman Correlation:  0.3892707002743063
		Coefficient of Determination:  0.15667034487173537
		RMSE:  0.4181360589800679
		NRMSE:  0.1119957302745595
		MAPE:  444.5485769874783
		Pearson Correlation:  0.3354316448696642
		Spearman Correlation:  0.39079418443637975
		Coefficient of Determination:  0.0889924166510283
		RMSE:  0.39074309774077864
		NRMSE:  0.1286820674265696
		MAPE:  1935.303659840742

	Predictor:  ElasticNet
		Pearson Correlation:  0.3776652254199269
		Spearman Correlation:  0.3987870668909219
		Coefficient of Determination:  0.12439232285047164
		RMSE:  0.4260628968194876
		NRMSE:  0.11411889562595089
		MAPE:  343.8969384621593
		Pearson Correlation:  0.3242171425496943
		Spearman Correlation:  0.373705122917335
		Coefficient of Determination:  0.09351839953522467
		RMSE:  0.389771262490419
		NRMSE:  0.1283620162985078
		MAPE:  1562.730645963122

	Predictor:  RandomForests
		Pearson Correlation:  0.4002644263589145
		Spearman Correlation:  0.40497450069896646
		Coefficient of Determination:  0.16004961124129435
		RMSE:  0.41729747145918067
		NRMSE:  0.11177111864448391
		MAPE:  461.27083646157575
		Pearson Correlation:  0.31002368498797994
		Spearman Correlation:  0.3275400144735488
		Coefficient of Determination:  0.07323066419917923
		RMSE:  0.39410881337807624
		NRMSE:  0.12979048686911782
		MAPE:  1993.0446829362368

Protein:  CTNNB1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'AKT1', 'APC2', 'APC', 'AR', 'AXIN1', 'AXIN2', 'BCL9', 'BTRC', 'CASP3', 'CBY1', 'CCND1', 'CDC73', 'CDH11', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDH5', 'CDH8', 'CHD8', 'CREBBP', 'CSNK1A1', 'CSNK1E', 'CTBP1', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNBIP1', 'CTNND1', 'DVL1', 'DVL2', 'DVL3', 'EGFR', 'EGF', 'EP300', 'ERBB2', 'AMER1', 'FBXW11', 'FER', 'FGFR1', 'FOXO1', 'FOXO3', 'FYN', 'FZD1', 'FZD2', 'FZD5', 'GSK3A', 'GSK3B', 'HNF4A', 'IGF1R', 'IQGAP1', 'JUN', 'JUP', 'KDR', 'KLF4', 'LEF1', 'LRP5', 'LRP6', 'MAPK9', 'MEN1', 'MET', 'MMP7', 'MYC', 'NLK', 'NOTCH1', 'PIK3CA', 'PIK3R1', 'PITX2', 'PSEN1', 'PTPN11', 'PTPN1', 'PYGO2', 'RUVBL1', 'SKP1', 'SMAD4', 'SMAD7', 'SMARCA4', 'SOX17', 'SOX2', 'SOX6', 'SOX9', 'SRC', 'TBL1X', 'TCF4', 'TCF7L1', 'TCF7L2', 'TCF7', 'TERT', 'TGFBR1', 'TGFBR2', 'TJP1', 'TLE1', 'VCL', 'VEGFA', 'WNT1', 'WNT3A', 'WNT8A', 'WNT8B', 'YWHAZ', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3748966387166963
		RMSE:  0.8500866572002603
		NRMSE:  0.167208233123576
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8495839638322671
		RMSE:  1.0424819908687044
		NRMSE:  0.25944650229429445
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  LinearRegression
		Pearson Correlation:  0.3112811379084542
		Spearman Correlation:  0.27702119682276827
		Coefficient of Determination:  0.096088282483907
		RMSE:  0.6892728664680278
		NRMSE:  0.13557688168135873
		MAPE:  486.7277456154268
		Pearson Correlation:  0.09146767137783766
		Spearman Correlation:  0.05697117040299907
		Coefficient of Determination:  -0.12280094965927923
		RMSE:  0.812237284314718
		NRMSE:  0.20214461668816558
		MAPE:  267.58127947683477

	Predictor:  ElasticNet
		Pearson Correlation:  0.23268561586764297
		Spearman Correlation:  0.2201932159196043
		Coefficient of Determination:  0.045108805891389436
		RMSE:  0.708443334769591
		NRMSE:  0.139347626823287
		MAPE:  489.83813856895705
		Pearson Correlation:  0.0377973481442018
		Spearman Correlation:  -0.001285456590734603
		Coefficient of Determination:  -0.12850458299159628
		RMSE:  0.814297683005094
		NRMSE:  0.20265739603421867
		MAPE:  269.097526542669

	Predictor:  RandomForests
		Pearson Correlation:  0.32142925303514686
		Spearman Correlation:  0.28355402586666173
		Coefficient of Determination:  0.05408897829768611
		RMSE:  0.7051042257540967
		NRMSE:  0.1386908390547004
		MAPE:  570.4898799936841
		Pearson Correlation:  0.06666797182494871
		Spearman Correlation:  0.02804666252460513
		Coefficient of Determination:  -0.11356653263220018
		RMSE:  0.8088902870125373
		NRMSE:  0.2013116365975305
		MAPE:  281.1879918647997

Protein:  CCNE1
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['ABL1', 'BARD1', 'BRCA1', 'CABLES1', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCND3', 'CCNE2', 'CCNH', 'CCT2', 'CCT3', 'CCT4', 'CCT6A', 'CCT7', 'CDC25A', 'CDC6', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK6', 'CDK7', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDT1', 'CKS1B', 'CKS2', 'CUL1', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'EP400', 'FOXM1', 'HDAC1', 'IFNAR1', 'LIN37', 'LIN52', 'LIN54', 'LIN9', 'MNAT1', 'MYC', 'ORC1', 'ORC2', 'ORC3', 'ORC4', 'ORC5', 'ORC6', 'PCNA', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB7', 'PSMC1', 'PSMC2', 'PSMC4', 'PSMC5', 'PSMD10', 'PSMD11', 'PSMD14', 'PSMD1', 'PSMD3', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSME3', 'PTK6', 'RB1', 'RBBP4', 'RBL1', 'RBL2', 'RHOA', 'RPS27A', 'RRN3', 'SKP1', 'SKP2', 'STAT5A', 'STAT5B', 'TCP1', 'TFDP1', 'TP53', 'TP73', 'UBB', 'UBC', 'WEE1', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4791855590206433
		RMSE:  0.8074207285197392
		NRMSE:  0.19485501569122746
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.202859557398884
		RMSE:  0.7485643095226329
		NRMSE:  0.4068306401244751
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5127968844139411
		NRMSE:  0.12375338089483821
		MAPE:  119.54577818111471
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.708057571667368e-05
		RMSE:  0.41828317133084
		NRMSE:  0.22732904598983691
		MAPE:  82.35330275987332

	Predictor:  LinearRegression
		Pearson Correlation:  0.3238677485580211
		Spearman Correlation:  0.19703902584944244
		Coefficient of Determination:  0.10489031855604158
		RMSE:  0.4851583441290774
		NRMSE:  0.11708336610494906
		MAPE:  118.22320557076473
		Pearson Correlation:  0.35692754659172005
		Spearman Correlation:  0.23222411553533195
		Coefficient of Determination:  0.11878354906115918
		RMSE:  0.39264626170146893
		NRMSE:  0.2133958672065984
		MAPE:  75.23931680350701

	Predictor:  ElasticNet
		Pearson Correlation:  0.21493173056217263
		Spearman Correlation:  0.16428647440205796
		Coefficient of Determination:  0.04024187419814873
		RMSE:  0.5023729844278911
		NRMSE:  0.12123777889999063
		MAPE:  116.32638347862556
		Pearson Correlation:  0.3197982354636666
		Spearman Correlation:  0.21877039698687736
		Coefficient of Determination:  0.07912269708041308
		RMSE:  0.40138492123028524
		NRMSE:  0.21814516450104907
		MAPE:  76.6117011029755

	Predictor:  RandomForests
		Pearson Correlation:  0.3189978258463245
		Spearman Correlation:  0.18977488956770736
		Coefficient of Determination:  0.09443417273306398
		RMSE:  0.48798378428425876
		NRMSE:  0.11776523017695749
		MAPE:  114.5049724683961
		Pearson Correlation:  0.3346758934692657
		Spearman Correlation:  0.2052980898096948
		Coefficient of Determination:  0.1082941371442605
		RMSE:  0.3949762479548892
		NRMSE:  0.21466217096554288
		MAPE:  76.67433307050828

Protein:  CCND1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'ACTL6A', 'AKT1', 'ARID1A', 'ARID2', 'AR', 'ATF2', 'BRD2', 'BTG2', 'CCNA1', 'CCNB1', 'CCNE1', 'CCNH', 'CDC25A', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDK7', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CKS1B', 'CREBBP', 'CTBP1', 'CTNNB1', 'CUL1', 'DNMT3A', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'AGO2', 'EP300', 'ESR1', 'FOS', 'FOXA1', 'FOXM1', 'GADD45A', 'GATA3', 'GLI1', 'GLI3', 'GSK3B', 'H2AFX', 'H2AFZ', 'HDAC1', 'HDAC4', 'HIST1H2BA', 'HIST2H2BE', 'HNF1A', 'IFNAR1', 'JAK2', 'JUN', 'KAT2B', 'LEF1', 'LYN', 'MAML1', 'MYB', 'MYC', 'NOTCH1', 'PBRM1', 'PCNA', 'PRMT5', 'PSMA6', 'PSMC6', 'PSMD10', 'PSMD6', 'PSMD7', 'PSME3', 'PTK6', 'RASSF1', 'RB1', 'RBL1', 'RBL2', 'RBPJ', 'RELA', 'RUNX1', 'RUNX3', 'SKP1', 'SKP2', 'SMAD4', 'SMARCA4', 'SMARCB1', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'SUV39H1', 'TCF7L2', 'TFDP1', 'TP53', 'WDR77', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.45856423758787734
		RMSE:  0.28833360256132
		NRMSE:  0.17333782361719832
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5341468996847767
		RMSE:  0.29160473760802996
		NRMSE:  0.22560247695118987
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  LinearRegression
		Pearson Correlation:  0.2185924438869003
		Spearman Correlation:  0.13432541946965046
		Coefficient of Determination:  0.047782656524447464
		RMSE:  0.23297027990781605
		NRMSE:  0.14005499507509592
		MAPE:  617.7858278732297
		Pearson Correlation:  0.11565666407110717
		Spearman Correlation:  0.09175225735736484
		Coefficient of Determination:  -0.00284502456278779
		RMSE:  0.23576428395160057
		NRMSE:  0.1824010366649135
		MAPE:  420.34826904719455

	Predictor:  ElasticNet
		Pearson Correlation:  0.057182983719848104
		Spearman Correlation:  0.06282701452592272
		Coefficient of Determination:  0.00020516424807182077
		RMSE:  0.23871951441085837
		NRMSE:  0.14351126859774344
		MAPE:  629.9903455117615
		Pearson Correlation:  0.07396608500887568
		Spearman Correlation:  0.07880251820802964
		Coefficient of Determination:  -0.0016823348047014797
		RMSE:  0.2356275727893868
		NRMSE:  0.18229526891547534
		MAPE:  420.8386075589096

	Predictor:  RandomForests
		Pearson Correlation:  0.21864881735270517
		Spearman Correlation:  0.1469716802441907
		Coefficient of Determination:  0.03178335494102014
		RMSE:  0.2349193281149656
		NRMSE:  0.1412267064932282
		MAPE:  626.2717220211755
		Pearson Correlation:  0.04056417477108755
		Spearman Correlation:  0.10633514021250545
		Coefficient of Determination:  -0.0057199457247261165
		RMSE:  0.23610198251498946
		NRMSE:  0.18266230002088063
		MAPE:  418.14792369740593

Protein:  ERBB2
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ADAM17', 'ADRB2', 'AREG', 'ARHGEF11', 'ARHGEF12', 'BTC', 'CBL', 'CCND1', 'CD44', 'CDC37', 'CDH1', 'CTNNB1', 'CTNND1', 'CUL5', 'DIAPH1', 'DOCK7', 'EGFR', 'EGF', 'ERBB2IP', 'ERBB3', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'FYN', 'GAB1', 'GRB2', 'GRB7', 'HBEGF', 'HGF', 'HRAS', 'HSP90AA1', 'IL6R', 'IL6', 'INS', 'JAK1', 'JAK2', 'KRAS', 'LRPPRC', 'MAP2K1', 'MAPK8', 'MATK', 'MEMO1', 'MUC1', 'MUC4', 'MYC', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'PGAP3', 'PGR', 'PIK3CA', 'PIK3CB', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PLCG1', 'PLCG2', 'PLXNB1', 'PRKACA', 'PTEN', 'PTK2', 'PTK6', 'PTPN11', 'PTPN12', 'PTPN18', 'RHOA', 'RHOB', 'RHOC', 'RND1', 'RNF41', 'ROCK1', 'ROCK2', 'RPS27A', 'SEMA4D', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SOS1', 'SRC', 'STAT1', 'STAT3', 'STUB1', 'TFAP2A', 'TFAP2B', 'TFAP2C', 'TFF1', 'TFF2', 'TFF3', 'TGFA', 'TP53', 'UBA52', 'UBB', 'UBC', 'VEGFA', 'YES1', 'YY1', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10787728881134795
		RMSE:  1.034673205097243
		NRMSE:  0.18568153277771168
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04400358650048397
		RMSE:  1.0802115255265201
		NRMSE:  0.18403181176661842
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  LinearRegression
		Pearson Correlation:  0.37601494224784937
		Spearman Correlation:  0.40986364910281836
		Coefficient of Determination:  0.1413872367936534
		RMSE:  0.910869253208015
		NRMSE:  0.16346378572726072
		MAPE:  458.9485627878623
		Pearson Correlation:  0.22715528882498479
		Spearman Correlation:  0.29551676425680373
		Coefficient of Determination:  0.02726316155932751
		RMSE:  1.0426906834966658
		NRMSE:  0.17763951879937065
		MAPE:  1726.0935385645791

	Predictor:  ElasticNet
		Pearson Correlation:  0.3599122061700917
		Spearman Correlation:  0.4172541001681305
		Coefficient of Determination:  0.12509819634323538
		RMSE:  0.9194688664980972
		NRMSE:  0.16500706467672185
		MAPE:  390.23966410939875
		Pearson Correlation:  0.22061222742733114
		Spearman Correlation:  0.25348348200876436
		Coefficient of Determination:  0.03595839847203619
		RMSE:  1.0380199471144926
		NRMSE:  0.17684378198451245
		MAPE:  2331.699970711735

	Predictor:  RandomForests
		Pearson Correlation:  0.36891665215678326
		Spearman Correlation:  0.4236791085260438
		Coefficient of Determination:  0.1268775556696512
		RMSE:  0.9185333911149566
		NRMSE:  0.1648391850968104
		MAPE:  404.4371958127825
		Pearson Correlation:  0.2803128301285419
		Spearman Correlation:  0.30344778818884666
		Coefficient of Determination:  0.06798721543494379
		RMSE:  1.0206309791062405
		NRMSE:  0.17388128509229442
		MAPE:  1877.6507070429907

Protein:  ERBB3
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['AKT1', 'AKT2', 'ANGPT1', 'ANGPT2', 'AREG', 'AR', 'BDNF', 'BMP4', 'BTC', 'CBLB', 'CBL', 'CCND1', 'CDH1', 'CSF1', 'CSK', 'CTNNB1', 'DCN', 'DOCK7', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EGFR', 'EGF', 'ERBB2', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'FGF10', 'FGF19', 'FGF1', 'FGF2', 'FGF3', 'FGF4', 'FGF7', 'FGF9', 'FIGF', 'FLNA', 'FOXO3', 'GAB1', 'GRB2', 'GRB7', 'HBEGF', 'HGF', 'HRAS', 'HSP90AA1', 'IGF1', 'IGF2', 'INS', 'IRS1', 'ITGA6', 'ITGB4', 'JAK1', 'JAK2', 'KITLG', 'KRAS', 'LAMA1', 'LAMB1', 'LAMC2', 'MAP2K1', 'MAPK8', 'MET', 'MUC4', 'NGF', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NTF3', 'PA2G4', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PGF', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PLCG1', 'PLCG2', 'PRKACA', 'PTEN', 'PTPN11', 'RNF41', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SOS1', 'SOX10', 'SRC', 'TGFA', 'VEGFA', 'VEGFB', 'VEGFC', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.22544319167926496
		RMSE:  0.49276112816642853
		NRMSE:  0.13298208544838536
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.18202543932109472
		RMSE:  0.5629306521688778
		NRMSE:  0.2077549194412726
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  LinearRegression
		Pearson Correlation:  0.3920012117202065
		Spearman Correlation:  0.36688123699296904
		Coefficient of Determination:  0.15366432598845414
		RMSE:  0.4095068519326484
		NRMSE:  0.1105141458256708
		MAPE:  208.74183052951926
		Pearson Correlation:  -0.004163343763897823
		Spearman Correlation:  0.24625308661250925
		Coefficient of Determination:  -3882997946946.676
		RMSE:  1020293.3729977149
		NRMSE:  376548.9882224672
		MAPE:  35716919.371215686

	Predictor:  ElasticNet
		Pearson Correlation:  0.323650218431571
		Spearman Correlation:  0.33621072929401824
		Coefficient of Determination:  0.0919199985666731
		RMSE:  0.42418167712784066
		NRMSE:  0.11447445995456465
		MAPE:  201.0132831782516
		Pearson Correlation:  0.32833711850864483
		Spearman Correlation:  0.3129818281832673
		Coefficient of Determination:  0.08237136535668699
		RMSE:  0.49599233386178027
		NRMSE:  0.18305069544166472
		MAPE:  279.0377958441467

	Predictor:  RandomForests
		Pearson Correlation:  0.34072076076224916
		Spearman Correlation:  0.33999636519278087
		Coefficient of Determination:  0.09093966124713437
		RMSE:  0.4244105825963436
		NRMSE:  0.11453623497055532
		MAPE:  203.2017678087512
		Pearson Correlation:  0.35549235630124243
		Spearman Correlation:  0.3128915076844215
		Coefficient of Determination:  0.08127710045586267
		RMSE:  0.49628797922013335
		NRMSE:  0.18315980617736755
		MAPE:  285.8076538652571


Fold:  3

Protein:  RB1
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['AATF', 'ABL1', 'AKT1', 'AR', 'ASF1A', 'ATF2', 'BGLAP', 'CASP3', 'CBX4', 'CCNA1', 'CCNA2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CEBPA', 'COL1A1', 'CREBBP', 'CTBP1', 'DNMT1', 'DUT', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'ELF1', 'EP300', 'FOXM1', 'FZR1', 'GNB2L1', 'H1F0', 'H2AFV', 'H2AFX', 'H2AFZ', 'HDAC1', 'HDAC2', 'HDAC3', 'HIST1H2BA', 'HIST2H2AC', 'HIST2H2BE', 'HMGA1', 'HMGA2', 'HSP90AA1', 'ID2', 'JUN', 'MAPK14', 'MAPK1', 'MAPK3', 'MDM2', 'MEF2C', 'NCAPD3', 'NCAPG2', 'NCAPH2', 'NFYC', 'PCNA', 'PML', 'POLA1', 'POLA2', 'PPARA', 'PPARG', 'PPP1CA', 'PPP1CB', 'PPP1CC', 'PPP2CA', 'PPP2CB', 'PRIM1', 'PRIM2', 'RAF1', 'RBBP4', 'RUNX2', 'SIRT1', 'SKP2', 'SMARCA2', 'SMC2', 'SMC4', 'SP100', 'SP1', 'SP3', 'SPI1', 'SUV39H1', 'TAF1', 'TBP', 'TERT', 'TFDP1', 'TP53BP1', 'TP53', 'TP73', 'YAP1', 'ZNF521', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01272330861584492
		RMSE:  0.2421068018038906
		NRMSE:  0.08854110656959135
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028050639565306845
		RMSE:  0.22197574606877257
		NRMSE:  0.15575715092466183
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  LinearRegression
		Pearson Correlation:  0.12236293282519034
		Spearman Correlation:  0.14914047536204267
		Coefficient of Determination:  -0.031245780130395584
		RMSE:  0.24431080805534527
		NRMSE:  0.08934713577214207
		MAPE:  440.4522853715494
		Pearson Correlation:  0.06162307402350104
		Spearman Correlation:  0.2054506152212389
		Coefficient of Determination:  -0.14674795825290876
		RMSE:  0.2373729641123293
		NRMSE:  0.1665611547723938
		MAPE:  364.3072873677648

	Predictor:  ElasticNet
		Pearson Correlation:  0.13040614309809975
		Spearman Correlation:  0.13948037034215377
		Coefficient of Determination:  0.008003401049036185
		RMSE:  0.23961647750783946
		NRMSE:  0.08763036772521923
		MAPE:  199.11336922175477
		Pearson Correlation:  0.14812323954982248
		Spearman Correlation:  0.15820450945046202
		Coefficient of Determination:  -0.019566434795023513
		RMSE:  0.22382316361075508
		NRMSE:  0.157053456931077
		MAPE:  169.51868404891636

	Predictor:  RandomForests
		Pearson Correlation:  0.23003634260033662
		Spearman Correlation:  0.16133090271540287
		Coefficient of Determination:  0.04009185897667511
		RMSE:  0.23570914113216984
		NRMSE:  0.0862014120582833
		MAPE:  180.1573126159203
		Pearson Correlation:  -0.048311781175006965
		Spearman Correlation:  0.2091516699359617
		Coefficient of Determination:  -0.060701485171136715
		RMSE:  0.22829366150440736
		NRMSE:  0.16019034025036652
		MAPE:  150.31993249180573

Protein:  CDH1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ACTA1', 'ACTN1', 'ADAM10', 'ADAM15', 'CA2', 'CASP3', 'CBLL1', 'CDC42', 'CDH17', 'CDH3', 'CDH5', 'CTBP1', 'CTNNA1', 'CTNNB1', 'CTNND1', 'CTTN', 'DLG1', 'EFNA1', 'EGFR', 'EGF', 'ENAH', 'EPCAM', 'EPHA2', 'EXOC3', 'EXOC4', 'FER', 'FLOT1', 'FLOT2', 'FMN1', 'FYN', 'GDNF', 'GNA12', 'GNA13', 'HGF', 'HGS', 'IGF1R', 'IGF1', 'IGF2', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'ITGA6', 'ITGAE', 'ITGB4', 'ITGB7', 'AJUBA', 'JUP', 'KIFC3', 'KLK7', 'KLRG1', 'LAMB1', 'LAMC2', 'LIMA1', 'MAPK1', 'MAPK3', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MLLT4', 'MMP3', 'MMP7', 'MMP9', 'MYO6', 'NCSTN', 'NUMB', 'PARD6A', 'PIK3CA', 'PIK3R1', 'PIP5K1C', 'PLEKHA7', 'PLG', 'PRKCI', 'PRKCZ', 'PSEN1', 'PVRL1', 'PVRL2', 'RAB5A', 'RAB7A', 'RAC1', 'RAP1A', 'RET', 'RHOA', 'SKIL', 'SMAD3', 'SMAD4', 'SNAI1', 'SNAI2', 'SNAI3', 'SRC', 'STX4', 'TJP1', 'TWIST1', 'VASP', 'VCL', 'YES1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZYX', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.13712289650471754
		RMSE:  1.2526616491661007
		NRMSE:  0.19946206317730336
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.061578293423971475
		RMSE:  0.970096042376724
		NRMSE:  0.19071600723011914
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1747084136438477
		NRMSE:  0.18704952288841878
		MAPE:  547.6986763085636
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.045733924340672916
		RMSE:  0.9628293412733254
		NRMSE:  0.18928741030812832
		MAPE:  293.35791980552335

	Predictor:  LinearRegression
		Pearson Correlation:  0.5840166596711545
		Spearman Correlation:  0.4871494918752344
		Coefficient of Determination:  0.3410754571504657
		RMSE:  0.9535597723740292
		NRMSE:  0.1518358925470573
		MAPE:  335.274820650952
		Pearson Correlation:  -0.0708998923174018
		Spearman Correlation:  0.30462830803417695
		Coefficient of Determination:  -1.2379479661694984e+16
		RMSE:  104758654.86283416
		NRMSE:  20595025.13719069
		MAPE:  901820806.0307952

	Predictor:  ElasticNet
		Pearson Correlation:  0.5603540657733926
		Spearman Correlation:  0.475943551706354
		Coefficient of Determination:  0.268522221682025
		RMSE:  1.00468668791491
		NRMSE:  0.15997686186983054
		MAPE:  259.94470037880143
		Pearson Correlation:  0.48873255434447244
		Spearman Correlation:  0.3016111684153386
		Coefficient of Determination:  0.2055313826170171
		RMSE:  0.8392224464414726
		NRMSE:  0.16498691590482298
		MAPE:  246.45449379063876

	Predictor:  RandomForests
		Pearson Correlation:  0.5664946174580228
		Spearman Correlation:  0.4714434267470823
		Coefficient of Determination:  0.3208764707971927
		RMSE:  0.9680648872010701
		NRMSE:  0.15414555065142352
		MAPE:  240.63568193471917
		Pearson Correlation:  0.59750124064123
		Spearman Correlation:  0.32084328458650707
		Coefficient of Determination:  0.3410404683964994
		RMSE:  0.7643074451833858
		NRMSE:  0.15025900310293433
		MAPE:  176.60312307461234

Protein:  CDH2
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'ADAM10', 'AFP', 'AHSG', 'ALB', 'APLP2', 'APOA1', 'APOB', 'APOE', 'APP', 'AXIN1', 'BDNF', 'BMP4', 'BNIP2', 'CALU', 'CDC42', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH17', 'CDH18', 'CDH1', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDON', 'CREBBP', 'CSF1', 'CST3', 'CTNNA1', 'CTNNA2', 'CTNNB1', 'CTNND1', 'CYR61', 'FAM20C', 'FBN1', 'FER', 'FGFR1', 'FN1', 'FSTL1', 'GAS6', 'GJA1', 'GOLM1', 'GPC3', 'GRIA2', 'HSP90B1', 'IGFBP1', 'IGFBP3', 'IGFBP4', 'IGFBP5', 'IGFBP7', 'IL6', 'ITIH2', 'JUP', 'KIF5B', 'KNG1', 'KTN1', 'LAMB1', 'LAMC1', 'LGALS1', 'LRP5', 'LTBP1', 'MAP2K6', 'MAPK11', 'MAPK14', 'MATN3', 'MEF2A', 'MEF2C', 'MEF2D', 'MET', 'MFGE8', 'MSLN', 'NTRK2', 'P4HB', 'PCSK9', 'PIK3CA', 'PIK3R1', 'PTPN11', 'PTPN1', 'RAC1', 'RHOA', 'ROBO1', 'SCG2', 'SDC2', 'SERPINA1', 'SLIT1', 'SNAI1', 'SNAI2', 'SPAG9', 'SPARCL1', 'SPP1', 'STC2', 'TCF3', 'TIMP1', 'TMEM132A', 'TNC', 'VCAN', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032532184952558385
		RMSE:  0.38185758840977485
		NRMSE:  0.13836422509231644
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01322006783790175
		RMSE:  0.3341656221976159
		NRMSE:  0.1760731037776972
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  LinearRegression
		Pearson Correlation:  0.3371247042215096
		Spearman Correlation:  0.3415985237193805
		Coefficient of Determination:  0.11365306560889432
		RMSE:  0.35892029673169573
		NRMSE:  0.13005300990350596
		MAPE:  1084.3444745808615
		Pearson Correlation:  0.05143496178060024
		Spearman Correlation:  0.0500662112981838
		Coefficient of Determination:  -0.10241558231300352
		RMSE:  0.34856401490184075
		NRMSE:  0.18365967021194216
		MAPE:  2588.302943660428

	Predictor:  ElasticNet
		Pearson Correlation:  0.28421804722276045
		Spearman Correlation:  0.30792402256404466
		Coefficient of Determination:  0.07117552170895936
		RMSE:  0.36742015056653066
		NRMSE:  0.13313289026977704
		MAPE:  581.1342337718575
		Pearson Correlation:  0.07421092303708769
		Spearman Correlation:  0.09342565329594608
		Coefficient of Determination:  -0.014834607249881948
		RMSE:  0.33443175826529736
		NRMSE:  0.1762133318572815
		MAPE:  1485.4662030057075

	Predictor:  RandomForests
		Pearson Correlation:  0.3246350093408846
		Spearman Correlation:  0.3383755499021339
		Coefficient of Determination:  0.10156556466858169
		RMSE:  0.36135938572137183
		NRMSE:  0.13093680184121018
		MAPE:  787.0550259882198
		Pearson Correlation:  0.07286626545537635
		Spearman Correlation:  0.07197658442999845
		Coefficient of Determination:  -0.044020530704141025
		RMSE:  0.3392066808376299
		NRMSE:  0.1787292562425601
		MAPE:  1809.7962286814798

Protein:  CDH3
Protein Interaction Partners Count:  73
x_train_column_count:  74
x_train columns:  ['AIMP1', 'CLMP', 'BRCA1', 'CCND1', 'CD24', 'CD2AP', 'CD44', 'CDCP1', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH2', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CLDN1', 'CLDN7', 'CTNNA1', 'CTNNA3', 'CTNNB1', 'CTNND1', 'DPYD', 'DSP', 'ECM1', 'EGFR', 'EPCAM', 'ERBB2', 'ESR1', 'ESRP1', 'F11R', 'FN1', 'GALNT6', 'GATA3', 'HOXA9', 'IGF1R', 'ITGA9', 'JUP', 'KIRREL', 'KRT14', 'KRT15', 'KRT17', 'KRT4', 'KRT5', 'KRT8', 'LEF1', 'MKI67', 'NPHS1', 'NPHS2', 'PGR', 'PKP1', 'PKP2', 'PKP3', 'POU5F1', 'S100A4', 'SNAI1', 'SNAI2', 'SYNPO', 'TECR', 'TJP1', 'TP53', 'UMPS', 'VCL', 'ZEB1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.2263418226753373e-05
		RMSE:  0.21251306884336046
		NRMSE:  0.14909431220418734
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004123239054339534
		RMSE:  0.18871613277479948
		NRMSE:  0.16414808838605816
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  LinearRegression
		Pearson Correlation:  0.3925836158430096
		Spearman Correlation:  0.38189784455617487
		Coefficient of Determination:  0.15409219008905617
		RMSE:  0.19545299325434787
		NRMSE:  0.1371253530717488
		MAPE:  476.6654588626865
		Pearson Correlation:  0.26640368218459504
		Spearman Correlation:  0.31514108017453535
		Coefficient of Determination:  0.0523664189197427
		RMSE:  0.18333092946744273
		NRMSE:  0.1594639587598552
		MAPE:  147.86419027878517

	Predictor:  ElasticNet
		Pearson Correlation:  0.29283839991444177
		Spearman Correlation:  0.303397902104558
		Coefficient of Determination:  0.05681688913605831
		RMSE:  0.20638532623625663
		NRMSE:  0.1447952280380091
		MAPE:  193.0711576645526
		Pearson Correlation:  0.2790227734000401
		Spearman Correlation:  0.3222321853148386
		Coefficient of Determination:  0.04974725586683204
		RMSE:  0.18358410869011216
		NRMSE:  0.1596841777989442
		MAPE:  106.09793057357864

	Predictor:  RandomForests
		Pearson Correlation:  0.322824037581475
		Spearman Correlation:  0.32256981954304026
		Coefficient of Determination:  0.09960215539600381
		RMSE:  0.20164990968535823
		NRMSE:  0.1414729680118414
		MAPE:  307.7470613347643
		Pearson Correlation:  0.25833465266500605
		Spearman Correlation:  0.3005132266174528
		Coefficient of Determination:  0.058860643862032824
		RMSE:  0.18270165716779274
		NRMSE:  0.15891660839005345
		MAPE:  122.19313182390943

Protein:  PTEN
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['AKT1', 'AR', 'BCR', 'CD79A', 'CD79B', 'CDIPT', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'DLG1', 'EGFR', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'FOXO3', 'FOXO4', 'FRK', 'GRB2', 'HRAS', 'INPP4A', 'INPP4B', 'INPP5B', 'INPP5D', 'INPP5J', 'INPP5K', 'INPPL1', 'IPMK', 'IRS1', 'ITGB1', 'ITPKA', 'ITPKB', 'ITPKC', 'MAST2', 'MDM2', 'MDM4', 'MKRN1', 'MTOR', 'MYC', 'NEDD4', 'NOTCH1', 'OCRL', 'OTUD3', 'PARK7', 'PDGFB', 'PDGFRB', 'PI4K2A', 'PI4KA', 'PI4KB', 'PIK3C2A', 'PIK3C2B', 'PIK3C2G', 'PIK3C3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIKFYVE', 'PIP4K2A', 'PIP5K1A', 'PIP5K1B', 'PIP5K1C', 'PML', 'PREX2', 'PSMA6', 'PSMA7', 'PSMB9', 'PSMC6', 'PSMD10', 'PSMD5', 'PSME3', 'PTK2', 'RICTOR', 'RNF146', 'ROCK1', 'ROCK2', 'RPS27A', 'RPS6KB1', 'SACM1L', 'SHC1', 'SLC9A3R1', 'SLC9A3R2', 'SOS1', 'STK11', 'STUB1', 'SYNJ1', 'SYNJ2', 'TNKS2', 'TNKS', 'TNRC6A', 'TNRC6B', 'TP53', 'UBB', 'UBC', 'USP13', 'USP7', 'WWP2', 'XIAP', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023393971457565055
		RMSE:  0.6366126117528933
		NRMSE:  0.09954071014821253
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20813248536085016
		RMSE:  0.517654316968625
		NRMSE:  0.12376376344107133
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6292943186382643
		NRMSE:  0.09839642227163854
		MAPE:  299.798968451812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06342466003107061
		RMSE:  0.4856640113421529
		NRMSE:  0.11611533767086332
		MAPE:  95.15154235140719

	Predictor:  LinearRegression
		Pearson Correlation:  0.28371677678613955
		Spearman Correlation:  0.26339309937793404
		Coefficient of Determination:  0.08049520932079735
		RMSE:  0.6034354346624985
		NRMSE:  0.09435312870963936
		MAPE:  468.8959499525306
		Pearson Correlation:  0.1386960694516803
		Spearman Correlation:  0.11902275312485383
		Coefficient of Determination:  -0.03924493550495001
		RMSE:  0.4801108464192475
		NRMSE:  0.11478765514733599
		MAPE:  118.51458463021747

	Predictor:  ElasticNet
		Pearson Correlation:  0.22870737919805995
		Spearman Correlation:  0.23191946582442954
		Coefficient of Determination:  0.04135580041983333
		RMSE:  0.6161444421166751
		NRMSE:  0.09634030836004613
		MAPE:  366.5181439554692
		Pearson Correlation:  0.04751276395252235
		Spearman Correlation:  0.0334667142903579
		Coefficient of Determination:  -0.04972860171578852
		RMSE:  0.48252639426576405
		NRMSE:  0.11536517818241382
		MAPE:  98.90657284309529

	Predictor:  RandomForests
		Pearson Correlation:  0.29653512023088574
		Spearman Correlation:  0.255501557813122
		Coefficient of Determination:  0.0804580954897991
		RMSE:  0.6034476127256159
		NRMSE:  0.0943550328708648
		MAPE:  406.19293255350436
		Pearson Correlation:  0.13024138167625196
		Spearman Correlation:  0.11116802621372976
		Coefficient of Determination:  -0.028499942602396633
		RMSE:  0.47762240922947075
		NRMSE:  0.11419270530996767
		MAPE:  106.99056218449662

Protein:  BRCA2
Protein Interaction Partners Count:  100
x_train_column_count:  99
x_train columns:  ['ATM', 'ATRIP', 'ATR', 'BARD1', 'BLM', 'BRCA1', 'BRIP1', 'SLX4', 'RHNO1', 'RMI2', 'CDK2', 'CDK4', 'CHEK1', 'CHEK2', 'DMC1', 'DNA2', 'EME1', 'EME2', 'EXO1', 'FANCD2', 'FANCE', 'FANCG', 'FANCI', 'GEN1', 'H2AFX', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2BE', 'HIST3H3', 'HUS1', 'KAT5', 'SPIDR', 'MLH1', 'MLH3', 'MND1', 'MRE11A', 'MSH4', 'MSH5', 'MUS81', 'NBN', 'PALB2', 'PARP1', 'PCNA', 'POLD1', 'POLD2', 'POLD3', 'POLD4', 'POLE2', 'POLE3', 'POLE4', 'POLE', 'POLH', 'POLK', 'PSMC3IP', 'RAD17', 'RAD1', 'RAD50', 'RAD51AP1', 'RAD51C', 'RAD51B', 'RAD51D', 'RAD51', 'RAD9A', 'RAD9B', 'RBBP8', 'RFC1', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RMI1', 'RPA1', 'RPA2', 'RPA3', 'RPS27A', 'RTEL1', 'SHFM1', 'SPO11', 'SYCP3', 'TEX15', 'TOP3A', 'TOPBP1', 'TP53', 'UBA52', 'UBB', 'UBC', 'WRN', 'XRCC2', 'XRCC3', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00289910117318648
		RMSE:  0.19032543678137456
		NRMSE:  0.12827584502559417
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001649424828515933
		RMSE:  0.21414907824527551
		NRMSE:  0.14729386559180924
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  LinearRegression
		Pearson Correlation:  0.20932781179456988
		Spearman Correlation:  0.17573368791332022
		Coefficient of Determination:  0.030703640958690825
		RMSE:  0.18710978717781587
		NRMSE:  0.12610855631643159
		MAPE:  141.2167944082297
		Pearson Correlation:  0.07627594518298594
		Spearman Correlation:  0.10738688134240572
		Coefficient of Determination:  0.001758748378371977
		RMSE:  0.21394303477954024
		NRMSE:  0.1471521468471069
		MAPE:  175.85264240903913

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  RandomForests
		Pearson Correlation:  0.22942924848981583
		Spearman Correlation:  0.1988761522235641
		Coefficient of Determination:  0.030235127697582187
		RMSE:  0.1871550018457563
		NRMSE:  0.12613903017129668
		MAPE:  121.31846389319836
		Pearson Correlation:  0.15145771011873727
		Spearman Correlation:  0.21577536135463107
		Coefficient of Determination:  0.012924827556066387
		RMSE:  0.2127431129608248
		NRMSE:  0.14632682868774446
		MAPE:  120.50848534395581

Protein:  CDKN2A
Protein Interaction Partners Count:  100
x_train_column_count:  100
x_train columns:  ['ABL1', 'AKT1', 'ARF1', 'BMI1', 'BRCA1', 'CBX7', 'CCND1', 'CCND2', 'CCND3', 'CCNL1', 'CDC45', 'CDC6', 'CDC7', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2AIP', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CEBPB', 'CTCF', 'DAXX', 'E2F1', 'E2F2', 'E2F3', 'EGFR', 'EGR1', 'AGO1', 'AGO3', 'AGO4', 'ERBB2', 'EZH2', 'FOXM1', 'GMNN', 'HDAC1', 'HIF1A', 'HRAS', 'HUWE1', 'IL6', 'KRAS', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAX', 'MCM10', 'MCM2', 'MCM5', 'MDM2', 'MDM4', 'MGMT', 'MLH1', 'MOV10', 'MRAS', 'MTAP', 'MYCN', 'MYC', 'NPM1', 'NRAS', 'ORC5', 'PIK3CA', 'PIK3R1', 'PTEN', 'RASSF1', 'RB1', 'RPS27A', 'RRAS2', 'RRAS', 'RUNX3', 'SMAD3', 'SMAD4', 'SMARCA4', 'SUMO1', 'SUMO2', 'SUMO3', 'TBX2', 'TERT', 'TFDP1', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TP53', 'TP63', 'TRIP12', 'TWIST1', 'UBA52', 'UBB', 'UBC', 'UBE2I', 'USP7', 'VEGFA', 'WRN', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07669790023289091
		RMSE:  0.6927164423772558
		NRMSE:  0.16172871740223568
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04462654135164201
		RMSE:  0.6710309035955896
		NRMSE:  0.2071658496482324
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6675880639420501
		NRMSE:  0.15586198728568595
		MAPE:  307.97311558867955
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004949645588538276
		RMSE:  0.658164031136248
		NRMSE:  0.20319348928290204
		MAPE:  176.07940307985857

	Predictor:  LinearRegression
		Pearson Correlation:  0.2614862207136925
		Spearman Correlation:  0.17776680451268354
		Coefficient of Determination:  0.06837504355503832
		RMSE:  0.6443608120074251
		NRMSE:  0.15043911374846497
		MAPE:  267.5736709638354
		Pearson Correlation:  0.13534477451819216
		Spearman Correlation:  0.051678739020255236
		Coefficient of Determination:  0.012356365632377408
		RMSE:  0.6524723738593355
		NRMSE:  0.20143631683471813
		MAPE:  175.1879437850417

	Predictor:  ElasticNet
		Pearson Correlation:  0.14810965870306902
		Spearman Correlation:  0.13948466687673133
		Coefficient of Determination:  0.018401428079684035
		RMSE:  0.6614172573457643
		NRMSE:  0.1544212872025038
		MAPE:  301.5530981084476
		Pearson Correlation:  0.0034458838343258513
		Spearman Correlation:  0.028457817276018316
		Coefficient of Determination:  -0.011651473969317205
		RMSE:  0.6603549732112686
		NRMSE:  0.20386989386288432
		MAPE:  170.8604481619005

	Predictor:  RandomForests
		Pearson Correlation:  0.24955280497386445
		Spearman Correlation:  0.17305840876313677
		Coefficient of Determination:  0.044884476399597806
		RMSE:  0.6524338946761128
		NRMSE:  0.15232393880185674
		MAPE:  297.10431796238186
		Pearson Correlation:  0.08231914660178494
		Spearman Correlation:  0.0748583959743863
		Coefficient of Determination:  0.002000733684781264
		RMSE:  0.6558841026884205
		NRMSE:  0.20248961214177408
		MAPE:  170.34793820026152

Protein:  TP53
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['AKT1', 'APAF1', 'ATM', 'ATR', 'AURKA', 'AURKB', 'BANP', 'BARD1', 'BAX', 'BBC3', 'BCL2L1', 'BCL2', 'BCL6', 'BRCA1', 'CASP8', 'CCNA2', 'CCNE1', 'CCNG1', 'CDC25C', 'CDK2', 'CDK5', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CHEK1', 'CHEK2', 'COPS5', 'CREBBP', 'DDB2', 'DDX5', 'DYRK2', 'E2F4', 'EGR1', 'EHMT2', 'EP300', 'EZH2', 'FZR1', 'GADD45A', 'GLS2', 'GSK3B', 'HDAC1', 'HDAC2', 'HIF1A', 'HIPK2', 'HSP90AA1', 'HSPA1A', 'IGFBP3', 'JUN', 'KAT2B', 'KAT5', 'KDM1A', 'MAPK14', 'MAPK1', 'MAPK8', 'MAPK9', 'MAPKAPK5', 'MCL1', 'MDM2', 'MDM4', 'MSH2', 'NGFR', 'NPM1', 'PLK3', 'PMAIP1', 'PPP1R13B', 'PPP1R13L', 'PRKDC', 'PRMT5', 'PTEN', 'RB1', 'RCHY1', 'DROSHA', 'RPA1', 'RRM2B', 'SETD7', 'SETD8', 'SFN', 'SIRT1', 'SMYD2', 'SNAI1', 'SNAI2', 'SP1', 'STAT3', 'STK11', 'SUMO1', 'SUMO2', 'TBP', 'TNFRSF10A', 'TNFRSF10B', 'TP53BP1', 'TP53BP2', 'TP53INP1', 'TP53RK', 'TXN', 'UBE2I', 'USP7', 'WRN', 'XRCC6', 'YY1', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.043501333030021794
		RMSE:  0.4597988418920562
		NRMSE:  0.11050200478059512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10290984727382035
		RMSE:  0.4520547550562478
		NRMSE:  0.16857084713604026
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45011280589110314
		NRMSE:  0.10817419031269002
		MAPE:  382.8265287953516
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010546813555600831
		RMSE:  0.4327123127899972
		NRMSE:  0.16135806629028604
		MAPE:  261.16646791413905

	Predictor:  LinearRegression
		Pearson Correlation:  0.39609865175222936
		Spearman Correlation:  0.3945355498147517
		Coefficient of Determination:  0.15689410821945549
		RMSE:  0.4132971695941072
		NRMSE:  0.09932640461285923
		MAPE:  759.4408697036954
		Pearson Correlation:  0.33264468332199904
		Spearman Correlation:  0.39358938545424854
		Coefficient of Determination:  0.08672386878427207
		RMSE:  0.4113600275327455
		NRMSE:  0.15339581664276836
		MAPE:  418.69792585824473

	Predictor:  ElasticNet
		Pearson Correlation:  0.3800298127434854
		Spearman Correlation:  0.40029539500744954
		Coefficient of Determination:  0.12579962839679448
		RMSE:  0.4208495453611966
		NRMSE:  0.10114144324950652
		MAPE:  605.9128252623008
		Pearson Correlation:  0.32472984355627904
		Spearman Correlation:  0.38452382621916703
		Coefficient of Determination:  0.08584727299656669
		RMSE:  0.4115573993725046
		NRMSE:  0.15346941643982137
		MAPE:  309.21723596595945

	Predictor:  RandomForests
		Pearson Correlation:  0.4014733832498487
		Spearman Correlation:  0.4053477197660647
		Coefficient of Determination:  0.16100356370409563
		RMSE:  0.4122886954463559
		NRMSE:  0.09908404120316172
		MAPE:  788.744847198838
		Pearson Correlation:  0.3067472275342206
		Spearman Correlation:  0.35436479587132735
		Coefficient of Determination:  0.06586148229547462
		RMSE:  0.41603194062535254
		NRMSE:  0.15513796920052375
		MAPE:  459.4802705998319

Protein:  CTNNB1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'AKT1', 'APC2', 'APC', 'AR', 'AXIN1', 'AXIN2', 'BCL9', 'BTRC', 'CASP3', 'CBY1', 'CCND1', 'CDC73', 'CDH11', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDH5', 'CDH8', 'CHD8', 'CREBBP', 'CSNK1A1', 'CSNK1E', 'CTBP1', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNBIP1', 'CTNND1', 'DVL1', 'DVL2', 'DVL3', 'EGFR', 'EGF', 'EP300', 'ERBB2', 'AMER1', 'FBXW11', 'FER', 'FGFR1', 'FOXO1', 'FOXO3', 'FYN', 'FZD1', 'FZD2', 'FZD5', 'GSK3A', 'GSK3B', 'HNF4A', 'IGF1R', 'IQGAP1', 'JUN', 'JUP', 'KDR', 'KLF4', 'LEF1', 'LRP5', 'LRP6', 'MAPK9', 'MEN1', 'MET', 'MMP7', 'MYC', 'NLK', 'NOTCH1', 'PIK3CA', 'PIK3R1', 'PITX2', 'PSEN1', 'PTPN11', 'PTPN1', 'PYGO2', 'RUVBL1', 'SKP1', 'SMAD4', 'SMAD7', 'SMARCA4', 'SOX17', 'SOX2', 'SOX6', 'SOX9', 'SRC', 'TBL1X', 'TCF4', 'TCF7L1', 'TCF7L2', 'TCF7', 'TERT', 'TGFBR1', 'TGFBR2', 'TJP1', 'TLE1', 'VCL', 'VEGFA', 'WNT1', 'WNT3A', 'WNT8A', 'WNT8B', 'YWHAZ', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.43619721536848943
		RMSE:  0.9218173342266688
		NRMSE:  0.18131733560713392
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5414936126562622
		RMSE:  0.7610450185362576
		NRMSE:  0.2487969592128731
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  LinearRegression
		Pearson Correlation:  0.3178113873558754
		Spearman Correlation:  0.2765743591716942
		Coefficient of Determination:  0.10100354086062724
		RMSE:  0.7293178129209602
		NRMSE:  0.1434535430607711
		MAPE:  381.2504543432882
		Pearson Correlation:  0.09788582316270085
		Spearman Correlation:  0.09563991174535466
		Coefficient of Determination:  -0.07434143756776135
		RMSE:  0.6353465065282766
		NRMSE:  0.20770424222049644
		MAPE:  1903.5013921364687

	Predictor:  ElasticNet
		Pearson Correlation:  0.22272636012317149
		Spearman Correlation:  0.21583301404598643
		Coefficient of Determination:  0.04134984731351199
		RMSE:  0.7531264548994349
		NRMSE:  0.1481365961643263
		MAPE:  397.69995314161986
		Pearson Correlation:  0.055173968936971074
		Spearman Correlation:  0.0698489103976312
		Coefficient of Determination:  -0.023722019033042274
		RMSE:  0.6201982052297287
		NRMSE:  0.20275203675495393
		MAPE:  1331.2896375668909

	Predictor:  RandomForests
		Pearson Correlation:  0.28999442910229584
		Spearman Correlation:  0.27571461520957113
		Coefficient of Determination:  0.053919132897934374
		RMSE:  0.7481728773870784
		NRMSE:  0.14716224968274555
		MAPE:  420.0563725780187
		Pearson Correlation:  0.040866039427540565
		Spearman Correlation:  0.046656048040476926
		Coefficient of Determination:  -0.020350531080821188
		RMSE:  0.6191760941602377
		NRMSE:  0.20241789341274236
		MAPE:  1495.134608251972

Protein:  CCNE1
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['ABL1', 'BARD1', 'BRCA1', 'CABLES1', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCND3', 'CCNE2', 'CCNH', 'CCT2', 'CCT3', 'CCT4', 'CCT6A', 'CCT7', 'CDC25A', 'CDC6', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK6', 'CDK7', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDT1', 'CKS1B', 'CKS2', 'CUL1', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'EP400', 'FOXM1', 'HDAC1', 'IFNAR1', 'LIN37', 'LIN52', 'LIN54', 'LIN9', 'MNAT1', 'MYC', 'ORC1', 'ORC2', 'ORC3', 'ORC4', 'ORC5', 'ORC6', 'PCNA', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB7', 'PSMC1', 'PSMC2', 'PSMC4', 'PSMC5', 'PSMD10', 'PSMD11', 'PSMD14', 'PSMD1', 'PSMD3', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSME3', 'PTK6', 'RB1', 'RBBP4', 'RBL1', 'RBL2', 'RHOA', 'RPS27A', 'RRN3', 'SKP1', 'SKP2', 'STAT5A', 'STAT5B', 'TCP1', 'TFDP1', 'TP53', 'TP73', 'UBB', 'UBC', 'WEE1', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.3882525061775621
		RMSE:  0.8073510115699897
		NRMSE:  0.1948381908849554
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.2068608862157744
		RMSE:  0.7484097025916991
		NRMSE:  0.3260050104942715
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5224229806426052
		NRMSE:  0.12607644873967835
		MAPE:  105.82433067667067
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010783677474574871
		RMSE:  0.36685077747270034
		NRMSE:  0.1597990928573857
		MAPE:  133.3645349232411

	Predictor:  LinearRegression
		Pearson Correlation:  0.3485671411627861
		Spearman Correlation:  0.2198327804441609
		Coefficient of Determination:  0.12149894679478657
		RMSE:  0.4896586331413678
		NRMSE:  0.11816942180692806
		MAPE:  98.6191313791448
		Pearson Correlation:  0.18402134061902112
		Spearman Correlation:  0.20936500085663903
		Coefficient of Determination:  0.0049208989097503375
		RMSE:  0.3639897351639789
		NRMSE:  0.15855283145183557
		MAPE:  142.8088284298093

	Predictor:  ElasticNet
		Pearson Correlation:  0.24748389699320064
		Spearman Correlation:  0.16815648886909992
		Coefficient of Determination:  0.05425144189128339
		RMSE:  0.5080542826446293
		NRMSE:  0.1226088478038056
		MAPE:  98.7222527688381
		Pearson Correlation:  0.14380178517809328
		Spearman Correlation:  0.20291940136099768
		Coefficient of Determination:  0.0023860701371534176
		RMSE:  0.3644530474862826
		NRMSE:  0.1587546489028543
		MAPE:  138.9269885548224

	Predictor:  RandomForests
		Pearson Correlation:  0.3378715812088578
		Spearman Correlation:  0.19361832706967708
		Coefficient of Determination:  0.10615689583265797
		RMSE:  0.49391580061067497
		NRMSE:  0.11919680493536573
		MAPE:  96.93001216225859
		Pearson Correlation:  0.18297154527472906
		Spearman Correlation:  0.21282401056628045
		Coefficient of Determination:  0.027560942306205316
		RMSE:  0.3598251628783236
		NRMSE:  0.15673875631760403
		MAPE:  140.44265361763186

Protein:  CCND1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'ACTL6A', 'AKT1', 'ARID1A', 'ARID2', 'AR', 'ATF2', 'BRD2', 'BTG2', 'CCNA1', 'CCNB1', 'CCNE1', 'CCNH', 'CDC25A', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDK7', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CKS1B', 'CREBBP', 'CTBP1', 'CTNNB1', 'CUL1', 'DNMT3A', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'AGO2', 'EP300', 'ESR1', 'FOS', 'FOXA1', 'FOXM1', 'GADD45A', 'GATA3', 'GLI1', 'GLI3', 'GSK3B', 'H2AFX', 'H2AFZ', 'HDAC1', 'HDAC4', 'HIST1H2BA', 'HIST2H2BE', 'HNF1A', 'IFNAR1', 'JAK2', 'JUN', 'KAT2B', 'LEF1', 'LYN', 'MAML1', 'MYB', 'MYC', 'NOTCH1', 'PBRM1', 'PCNA', 'PRMT5', 'PSMA6', 'PSMC6', 'PSMD10', 'PSMD6', 'PSMD7', 'PSME3', 'PTK6', 'RASSF1', 'RB1', 'RBL1', 'RBL2', 'RBPJ', 'RELA', 'RUNX1', 'RUNX3', 'SKP1', 'SKP2', 'SMAD4', 'SMARCA4', 'SMARCB1', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'SUV39H1', 'TCF7L2', 'TFDP1', 'TP53', 'WDR77', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.44064885869713843
		RMSE:  0.2936537728092399
		NRMSE:  0.17653615611766113
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6507167710215811
		RMSE:  0.2694738938084911
		NRMSE:  0.2553456206196082
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  LinearRegression
		Pearson Correlation:  0.22986872483032814
		Spearman Correlation:  0.1609108824304443
		Coefficient of Determination:  0.05283909539780873
		RMSE:  0.2381049351405747
		NRMSE:  0.14314180131330315
		MAPE:  623.4338512911952
		Pearson Correlation:  0.008549171713064834
		Spearman Correlation:  0.023705164411732944
		Coefficient of Determination:  -0.02816038641619345
		RMSE:  0.2126722616284383
		NRMSE:  0.20152204678009558
		MAPE:  477.5015486882162

	Predictor:  ElasticNet
		Pearson Correlation:  0.10155629943123531
		Spearman Correlation:  0.10631180654543107
		Coefficient of Determination:  0.0023790025304251117
		RMSE:  0.24436517057764276
		NRMSE:  0.146905273819987
		MAPE:  623.645984987241
		Pearson Correlation:  0.02225160254772228
		Spearman Correlation:  0.01589363486559819
		Coefficient of Determination:  -0.0005256675195404181
		RMSE:  0.2097947100183238
		NRMSE:  0.19879536260536873
		MAPE:  465.89802810214167

	Predictor:  RandomForests
		Pearson Correlation:  0.23010632742291487
		Spearman Correlation:  0.16436990726214729
		Coefficient of Determination:  0.03420069136828785
		RMSE:  0.24043625801076426
		NRMSE:  0.14454332520395588
		MAPE:  634.306260089243
		Pearson Correlation:  0.015031730655260577
		Spearman Correlation:  0.023650441281526623
		Coefficient of Determination:  -0.0026259726707913433
		RMSE:  0.21001479528075875
		NRMSE:  0.19900390899600953
		MAPE:  477.57324012991677

Protein:  ERBB2
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ADAM17', 'ADRB2', 'AREG', 'ARHGEF11', 'ARHGEF12', 'BTC', 'CBL', 'CCND1', 'CD44', 'CDC37', 'CDH1', 'CTNNB1', 'CTNND1', 'CUL5', 'DIAPH1', 'DOCK7', 'EGFR', 'EGF', 'ERBB2IP', 'ERBB3', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'FYN', 'GAB1', 'GRB2', 'GRB7', 'HBEGF', 'HGF', 'HRAS', 'HSP90AA1', 'IL6R', 'IL6', 'INS', 'JAK1', 'JAK2', 'KRAS', 'LRPPRC', 'MAP2K1', 'MAPK8', 'MATK', 'MEMO1', 'MUC1', 'MUC4', 'MYC', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'PGAP3', 'PGR', 'PIK3CA', 'PIK3CB', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PLCG1', 'PLCG2', 'PLXNB1', 'PRKACA', 'PTEN', 'PTK2', 'PTK6', 'PTPN11', 'PTPN12', 'PTPN18', 'RHOA', 'RHOB', 'RHOC', 'RND1', 'RNF41', 'ROCK1', 'ROCK2', 'RPS27A', 'SEMA4D', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SOS1', 'SRC', 'STAT1', 'STAT3', 'STUB1', 'TFAP2A', 'TFAP2B', 'TFAP2C', 'TFF1', 'TFF2', 'TFF3', 'TGFA', 'TP53', 'UBA52', 'UBB', 'UBC', 'VEGFA', 'YES1', 'YY1', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08695701084953744
		RMSE:  1.023008454816054
		NRMSE:  0.1742863272085548
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1111491455026472
		RMSE:  1.1242523174677488
		NRMSE:  0.20280184671833265
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865388
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792788993

	Predictor:  LinearRegression
		Pearson Correlation:  0.3601383647145049
		Spearman Correlation:  0.39126461671714846
		Coefficient of Determination:  0.1292531059328722
		RMSE:  0.9156278756406573
		NRMSE:  0.15599227824942627
		MAPE:  867.800571658618
		Pearson Correlation:  0.30002625102005975
		Spearman Correlation:  0.35567038918087546
		Coefficient of Determination:  0.08969613970105239
		RMSE:  1.0175852550834845
		NRMSE:  0.18356036782659005
		MAPE:  197.43678538936032

	Predictor:  ElasticNet
		Pearson Correlation:  0.33364110077854237
		Spearman Correlation:  0.3761611953866227
		Coefficient of Determination:  0.10722321439574622
		RMSE:  0.9271382175475414
		NRMSE:  0.15795325443336822
		MAPE:  847.8423311714236
		Pearson Correlation:  0.3140118866148893
		Spearman Correlation:  0.3462137398368616
		Coefficient of Determination:  0.09302786759701964
		RMSE:  1.0157213582168583
		NRMSE:  0.18322414283441416
		MAPE:  194.22237731568052

	Predictor:  RandomForests
		Pearson Correlation:  0.3300151979666549
		Spearman Correlation:  0.3879628797287709
		Coefficient of Determination:  0.10801240043118054
		RMSE:  0.9267283467299268
		NRMSE:  0.15788342619383047
		MAPE:  828.309119391773
		Pearson Correlation:  0.2947854227524148
		Spearman Correlation:  0.3472652622693181
		Coefficient of Determination:  0.08527846501548242
		RMSE:  1.0200514205323241
		NRMSE:  0.1840052349614554
		MAPE:  219.4346893325478

Protein:  ERBB3
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['AKT1', 'AKT2', 'ANGPT1', 'ANGPT2', 'AREG', 'AR', 'BDNF', 'BMP4', 'BTC', 'CBLB', 'CBL', 'CCND1', 'CDH1', 'CSF1', 'CSK', 'CTNNB1', 'DCN', 'DOCK7', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EGFR', 'EGF', 'ERBB2', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'FGF10', 'FGF19', 'FGF1', 'FGF2', 'FGF3', 'FGF4', 'FGF7', 'FGF9', 'FIGF', 'FLNA', 'FOXO3', 'GAB1', 'GRB2', 'GRB7', 'HBEGF', 'HGF', 'HRAS', 'HSP90AA1', 'IGF1', 'IGF2', 'INS', 'IRS1', 'ITGA6', 'ITGB4', 'JAK1', 'JAK2', 'KITLG', 'KRAS', 'LAMA1', 'LAMB1', 'LAMC2', 'MAP2K1', 'MAPK8', 'MET', 'MUC4', 'NGF', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NTF3', 'PA2G4', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PGF', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PLCG1', 'PLCG2', 'PRKACA', 'PTEN', 'PTPN11', 'RNF41', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SOS1', 'SOX10', 'SRC', 'TGFA', 'VEGFA', 'VEGFB', 'VEGFC', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19951943522205973
		RMSE:  0.4939516163098853
		NRMSE:  0.17910620018705933
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27774471248359456
		RMSE:  0.5592204608326292
		NRMSE:  0.15547938022732444
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  LinearRegression
		Pearson Correlation:  0.4326667010837529
		Spearman Correlation:  0.4087055767343149
		Coefficient of Determination:  0.18712909190220772
		RMSE:  0.4066226410135739
		NRMSE:  0.14744082970320352
		MAPE:  229.204323105416
		Pearson Correlation:  0.13370433045857338
		Spearman Correlation:  0.1557306015260532
		Coefficient of Determination:  -0.07532214115783264
		RMSE:  0.5130152803104169
		NRMSE:  0.1426330104428767
		MAPE:  166.8563566719122

	Predictor:  ElasticNet
		Pearson Correlation:  0.37321272492214186
		Spearman Correlation:  0.38118389548612536
		Coefficient of Determination:  0.1282083912807015
		RMSE:  0.42110181045293393
		NRMSE:  0.15269095731594814
		MAPE:  222.76051425113943
		Pearson Correlation:  0.10213340914365876
		Spearman Correlation:  0.12404904512863513
		Coefficient of Determination:  -0.031178118089852047
		RMSE:  0.5023748055710635
		NRMSE:  0.13967465227526615
		MAPE:  145.11545633939966

	Predictor:  RandomForests
		Pearson Correlation:  0.3570155193254938
		Spearman Correlation:  0.37969036073279366
		Coefficient of Determination:  0.11881503796260773
		RMSE:  0.42336436953926265
		NRMSE:  0.15351135823634277
		MAPE:  230.32359484336033
		Pearson Correlation:  0.008028181365802762
		Spearman Correlation:  0.0900747672751626
		Coefficient of Determination:  -0.06350415461447656
		RMSE:  0.5101884261719227
		NRMSE:  0.14184706364688196
		MAPE:  147.9234755475417


Fold:  4

Protein:  RB1
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['AATF', 'ABL1', 'AKT1', 'AR', 'ASF1A', 'ATF2', 'BGLAP', 'CASP3', 'CBX4', 'CCNA1', 'CCNA2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CEBPA', 'COL1A1', 'CREBBP', 'CTBP1', 'DNMT1', 'DUT', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'ELF1', 'EP300', 'FOXM1', 'FZR1', 'GNB2L1', 'H1F0', 'H2AFV', 'H2AFX', 'H2AFZ', 'HDAC1', 'HDAC2', 'HDAC3', 'HIST1H2BA', 'HIST2H2AC', 'HIST2H2BE', 'HMGA1', 'HMGA2', 'HSP90AA1', 'ID2', 'JUN', 'MAPK14', 'MAPK1', 'MAPK3', 'MDM2', 'MEF2C', 'NCAPD3', 'NCAPG2', 'NCAPH2', 'NFYC', 'PCNA', 'PML', 'POLA1', 'POLA2', 'PPARA', 'PPARG', 'PPP1CA', 'PPP1CB', 'PPP1CC', 'PPP2CA', 'PPP2CB', 'PRIM1', 'PRIM2', 'RAF1', 'RBBP4', 'RUNX2', 'SIRT1', 'SKP2', 'SMARCA2', 'SMC2', 'SMC4', 'SP100', 'SP1', 'SP3', 'SPI1', 'SUV39H1', 'TAF1', 'TBP', 'TERT', 'TFDP1', 'TP53BP1', 'TP53', 'TP73', 'YAP1', 'ZNF521', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0017653619110491459
		RMSE:  0.25173274438657
		NRMSE:  0.09206141909982812
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11040193949010524
		RMSE:  0.1737457828578019
		NRMSE:  0.1664678101960314
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  LinearRegression
		Pearson Correlation:  0.20483440961027524
		Spearman Correlation:  0.1812216444780812
		Coefficient of Determination:  0.041957117714820025
		RMSE:  0.24617796614580859
		NRMSE:  0.09002997591640162
		MAPE:  203.5364548837512
		Pearson Correlation:  -0.13400128137416645
		Spearman Correlation:  0.10505623535390206
		Coefficient of Determination:  -2.8494048579776067e+17
		RMSE:  88013896.16464102
		NRMSE:  84327114.70953993
		MAPE:  2455938049.2103424

	Predictor:  ElasticNet
		Pearson Correlation:  0.1582087840289768
		Spearman Correlation:  0.1512004418294404
		Coefficient of Determination:  0.016103826804699573
		RMSE:  0.24947747550460747
		NRMSE:  0.09123664259238132
		MAPE:  129.435516809792
		Pearson Correlation:  0.02676974885759192
		Spearman Correlation:  0.04518572457251683
		Coefficient of Determination:  -0.08283342757252332
		RMSE:  0.1715753895048584
		NRMSE:  0.1643883316453248
		MAPE:  99.33993495156153

	Predictor:  RandomForests
		Pearson Correlation:  0.2162222366170025
		Spearman Correlation:  0.1987418315851939
		Coefficient of Determination:  0.03887400808773622
		RMSE:  0.24657376471408188
		NRMSE:  0.09017472378367536
		MAPE:  154.4084967450861
		Pearson Correlation:  0.08837883115156757
		Spearman Correlation:  0.08780702037946782
		Coefficient of Determination:  -0.09147466253611669
		RMSE:  0.17225863267536445
		NRMSE:  0.165042954696053
		MAPE:  102.06718939748404

Protein:  CDH1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ACTA1', 'ACTN1', 'ADAM10', 'ADAM15', 'CA2', 'CASP3', 'CBLL1', 'CDC42', 'CDH17', 'CDH3', 'CDH5', 'CTBP1', 'CTNNA1', 'CTNNB1', 'CTNND1', 'CTTN', 'DLG1', 'EFNA1', 'EGFR', 'EGF', 'ENAH', 'EPCAM', 'EPHA2', 'EXOC3', 'EXOC4', 'FER', 'FLOT1', 'FLOT2', 'FMN1', 'FYN', 'GDNF', 'GNA12', 'GNA13', 'HGF', 'HGS', 'IGF1R', 'IGF1', 'IGF2', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'ITGA6', 'ITGAE', 'ITGB4', 'ITGB7', 'AJUBA', 'JUP', 'KIFC3', 'KLK7', 'KLRG1', 'LAMB1', 'LAMC2', 'LIMA1', 'MAPK1', 'MAPK3', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MLLT4', 'MMP3', 'MMP7', 'MMP9', 'MYO6', 'NCSTN', 'NUMB', 'PARD6A', 'PIK3CA', 'PIK3R1', 'PIP5K1C', 'PLEKHA7', 'PLG', 'PRKCI', 'PRKCZ', 'PSEN1', 'PVRL1', 'PVRL2', 'RAB5A', 'RAB7A', 'RAC1', 'RAP1A', 'RET', 'RHOA', 'SKIL', 'SMAD3', 'SMAD4', 'SNAI1', 'SNAI2', 'SNAI3', 'SRC', 'STX4', 'TJP1', 'TWIST1', 'VASP', 'VCL', 'YES1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZYX', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1648542010437435
		RMSE:  1.2077311247232185
		NRMSE:  0.19230774891296748
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01787767410405383
		RMSE:  1.1768276141426715
		NRMSE:  0.21349508619837296
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.119011303751291
		NRMSE:  0.17818083878718685
		MAPE:  552.7314487209006
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06543533401046742
		RMSE:  1.204005869039757
		NRMSE:  0.21842565020132743
		MAPE:  371.74257556440244

	Predictor:  LinearRegression
		Pearson Correlation:  0.5775081518927683
		Spearman Correlation:  0.4705902568831062
		Coefficient of Determination:  0.3335156602405419
		RMSE:  0.9135439551697335
		NRMSE:  0.14546415005409596
		MAPE:  267.8805267849349
		Pearson Correlation:  -0.06709775203615702
		Spearman Correlation:  0.32575192816933496
		Coefficient of Determination:  -5251804296491653.0
		RMSE:  84531645.52768047
		NRMSE:  15335373.449381458
		MAPE:  3715384734.602257

	Predictor:  ElasticNet
		Pearson Correlation:  0.5536210091498978
		Spearman Correlation:  0.450733843173827
		Coefficient of Determination:  0.25790036115658077
		RMSE:  0.9639745844437282
		NRMSE:  0.15349424929838668
		MAPE:  325.2765898012341
		Pearson Correlation:  0.5841715253252115
		Spearman Correlation:  0.36665999814428246
		Coefficient of Determination:  0.19829412101524369
		RMSE:  1.0444137728641651
		NRMSE:  0.1894731274017933
		MAPE:  303.98934691172843

	Predictor:  RandomForests
		Pearson Correlation:  0.5582503609916558
		Spearman Correlation:  0.4679407484152689
		Coefficient of Determination:  0.31149126604025557
		RMSE:  0.9285155909648567
		NRMSE:  0.14784809257107362
		MAPE:  241.25077222067551
		Pearson Correlation:  0.602697709255142
		Spearman Correlation:  0.36530581615245317
		Coefficient of Determination:  0.30490509255946563
		RMSE:  0.9724944007126225
		NRMSE:  0.17642581922147646
		MAPE:  219.52759564218192

Protein:  CDH2
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'ADAM10', 'AFP', 'AHSG', 'ALB', 'APLP2', 'APOA1', 'APOB', 'APOE', 'APP', 'AXIN1', 'BDNF', 'BMP4', 'BNIP2', 'CALU', 'CDC42', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH17', 'CDH18', 'CDH1', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDON', 'CREBBP', 'CSF1', 'CST3', 'CTNNA1', 'CTNNA2', 'CTNNB1', 'CTNND1', 'CYR61', 'FAM20C', 'FBN1', 'FER', 'FGFR1', 'FN1', 'FSTL1', 'GAS6', 'GJA1', 'GOLM1', 'GPC3', 'GRIA2', 'HSP90B1', 'IGFBP1', 'IGFBP3', 'IGFBP4', 'IGFBP5', 'IGFBP7', 'IL6', 'ITIH2', 'JUP', 'KIF5B', 'KNG1', 'KTN1', 'LAMB1', 'LAMC1', 'LGALS1', 'LRP5', 'LTBP1', 'MAP2K6', 'MAPK11', 'MAPK14', 'MATN3', 'MEF2A', 'MEF2C', 'MEF2D', 'MET', 'MFGE8', 'MSLN', 'NTRK2', 'P4HB', 'PCSK9', 'PIK3CA', 'PIK3R1', 'PTPN11', 'PTPN1', 'RAC1', 'RHOA', 'ROBO1', 'SCG2', 'SDC2', 'SERPINA1', 'SLIT1', 'SNAI1', 'SNAI2', 'SPAG9', 'SPARCL1', 'SPP1', 'STC2', 'TCF3', 'TIMP1', 'TMEM132A', 'TNC', 'VCAN', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011628294333081435
		RMSE:  0.38156283556505555
		NRMSE:  0.1382574228440668
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.013534078125908788
		RMSE:  0.33551468363995024
		NRMSE:  0.17308132332546644
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  LinearRegression
		Pearson Correlation:  0.3153647959603017
		Spearman Correlation:  0.3092981547826978
		Coefficient of Determination:  0.09939488342301395
		RMSE:  0.3600168176975495
		NRMSE:  0.13045032889975705
		MAPE:  1268.233009789632
		Pearson Correlation:  -0.07365284393920575
		Spearman Correlation:  0.11183615773157618
		Coefficient of Determination:  -6.219263535666392e+20
		RMSE:  8311163650.342282
		NRMSE:  4287464224.72364
		MAPE:  223077578647.42273

	Predictor:  ElasticNet
		Pearson Correlation:  0.2540930439071454
		Spearman Correlation:  0.2678047762951793
		Coefficient of Determination:  0.05469349089776476
		RMSE:  0.36884330759497985
		NRMSE:  0.13364856424196678
		MAPE:  1002.0345033890187
		Pearson Correlation:  0.2277516972005732
		Spearman Correlation:  0.26162348092940957
		Coefficient of Determination:  0.005242650493854861
		RMSE:  0.3323922827371626
		NRMSE:  0.17147057629542867
		MAPE:  178.5616808042629

	Predictor:  RandomForests
		Pearson Correlation:  0.32960461444197503
		Spearman Correlation:  0.32304952917237506
		Coefficient of Determination:  0.09561375557196528
		RMSE:  0.3607717788807611
		NRMSE:  0.13072388538327456
		MAPE:  1060.0399473920893
		Pearson Correlation:  0.18521001003652574
		Spearman Correlation:  0.18569305420890017
		Coefficient of Determination:  0.001537844660796761
		RMSE:  0.33301067697062336
		NRMSE:  0.17178958615545342
		MAPE:  198.3997784848878

Protein:  CDH3
Protein Interaction Partners Count:  73
x_train_column_count:  74
x_train columns:  ['AIMP1', 'CLMP', 'BRCA1', 'CCND1', 'CD24', 'CD2AP', 'CD44', 'CDCP1', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH2', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CLDN1', 'CLDN7', 'CTNNA1', 'CTNNA3', 'CTNNB1', 'CTNND1', 'DPYD', 'DSP', 'ECM1', 'EGFR', 'EPCAM', 'ERBB2', 'ESR1', 'ESRP1', 'F11R', 'FN1', 'GALNT6', 'GATA3', 'HOXA9', 'IGF1R', 'ITGA9', 'JUP', 'KIRREL', 'KRT14', 'KRT15', 'KRT17', 'KRT4', 'KRT5', 'KRT8', 'LEF1', 'MKI67', 'NPHS1', 'NPHS2', 'PGR', 'PKP1', 'PKP2', 'PKP3', 'POU5F1', 'S100A4', 'SNAI1', 'SNAI2', 'SYNPO', 'TECR', 'TJP1', 'TP53', 'UMPS', 'VCL', 'ZEB1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006306553616452382
		RMSE:  0.206558346691537
		NRMSE:  0.1472115018398285
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056823148221427866
		RMSE:  0.21361844422784051
		NRMSE:  0.19012980777528213
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  LinearRegression
		Pearson Correlation:  0.40162383115089545
		Spearman Correlation:  0.3862197220614044
		Coefficient of Determination:  0.16106262501463042
		RMSE:  0.18860029586078106
		NRMSE:  0.13441302782386721
		MAPE:  378.1537845626586
		Pearson Correlation:  0.20990469369845347
		Spearman Correlation:  0.16926121113548007
		Coefficient of Determination:  -0.06864543438998805
		RMSE:  0.21480995615360537
		NRMSE:  0.19119030577781418
		MAPE:  618.8474203264233

	Predictor:  ElasticNet
		Pearson Correlation:  0.2967195523686797
		Spearman Correlation:  0.31940040179779977
		Coefficient of Determination:  0.055470703732111826
		RMSE:  0.20011761334104144
		NRMSE:  0.14262127324503715
		MAPE:  140.32924088677132
		Pearson Correlation:  0.24677542017830048
		Spearman Correlation:  0.20281830738292306
		Coefficient of Determination:  -0.049817157550336555
		RMSE:  0.21290919715539997
		NRMSE:  0.18949854669651275
		MAPE:  219.2407458187418

	Predictor:  RandomForests
		Pearson Correlation:  0.33302890450616124
		Spearman Correlation:  0.3378769699810783
		Coefficient of Determination:  0.10454953363537889
		RMSE:  0.1948490899615274
		NRMSE:  0.13886646376094144
		MAPE:  219.9639349028977
		Pearson Correlation:  0.2371807284359152
		Spearman Correlation:  0.17721400745014462
		Coefficient of Determination:  -0.03196862961188662
		RMSE:  0.2110915442050975
		NRMSE:  0.18788075565186593
		MAPE:  337.3705822341323

Protein:  PTEN
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['AKT1', 'AR', 'BCR', 'CD79A', 'CD79B', 'CDIPT', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'DLG1', 'EGFR', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'FOXO3', 'FOXO4', 'FRK', 'GRB2', 'HRAS', 'INPP4A', 'INPP4B', 'INPP5B', 'INPP5D', 'INPP5J', 'INPP5K', 'INPPL1', 'IPMK', 'IRS1', 'ITGB1', 'ITPKA', 'ITPKB', 'ITPKC', 'MAST2', 'MDM2', 'MDM4', 'MKRN1', 'MTOR', 'MYC', 'NEDD4', 'NOTCH1', 'OCRL', 'OTUD3', 'PARK7', 'PDGFB', 'PDGFRB', 'PI4K2A', 'PI4KA', 'PI4KB', 'PIK3C2A', 'PIK3C2B', 'PIK3C2G', 'PIK3C3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIKFYVE', 'PIP4K2A', 'PIP5K1A', 'PIP5K1B', 'PIP5K1C', 'PML', 'PREX2', 'PSMA6', 'PSMA7', 'PSMB9', 'PSMC6', 'PSMD10', 'PSMD5', 'PSME3', 'PTK2', 'RICTOR', 'RNF146', 'ROCK1', 'ROCK2', 'RPS27A', 'RPS6KB1', 'SACM1L', 'SHC1', 'SLC9A3R1', 'SLC9A3R2', 'SOS1', 'STK11', 'STUB1', 'SYNJ1', 'SYNJ2', 'TNKS2', 'TNKS', 'TNRC6A', 'TNRC6B', 'TP53', 'UBB', 'UBC', 'USP13', 'USP7', 'WWP2', 'XIAP', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04663541191913323
		RMSE:  0.5747314783713694
		NRMSE:  0.11117523181123673
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02346833201832421
		RMSE:  0.7542692946958974
		NRMSE:  0.11793750210239971
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  LinearRegression
		Pearson Correlation:  0.25317194340112675
		Spearman Correlation:  0.26149592650472187
		Coefficient of Determination:  0.0640957409916455
		RMSE:  0.5434792705836397
		NRMSE:  0.1051298496176957
		MAPE:  320.88972746706787
		Pearson Correlation:  0.2945216185061042
		Spearman Correlation:  0.20560140663229715
		Coefficient of Determination:  0.06561985459619513
		RMSE:  0.7206941961409576
		NRMSE:  0.11268770168727349
		MAPE:  819.5444524301246

	Predictor:  ElasticNet
		Pearson Correlation:  0.17685149825437554
		Spearman Correlation:  0.18593585648196978
		Coefficient of Determination:  0.025070671659004673
		RMSE:  0.5546944744114155
		NRMSE:  0.10729930254012215
		MAPE:  283.9022610289809
		Pearson Correlation:  0.16818272157018188
		Spearman Correlation:  0.1252350415252149
		Coefficient of Determination:  0.016733965923944716
		RMSE:  0.7393068709191746
		NRMSE:  0.11559797840969034
		MAPE:  595.818291114943

	Predictor:  RandomForests
		Pearson Correlation:  0.28590034500505684
		Spearman Correlation:  0.26359004903834443
		Coefficient of Determination:  0.05702183515123116
		RMSE:  0.5455293114404328
		NRMSE:  0.1055264065769949
		MAPE:  294.4383535041882
		Pearson Correlation:  0.24436245091994904
		Spearman Correlation:  0.18450652605943738
		Coefficient of Determination:  0.030901620485711323
		RMSE:  0.733961293761153
		NRMSE:  0.11476214428287906
		MAPE:  585.5999279492232

Protein:  BRCA2
Protein Interaction Partners Count:  100
x_train_column_count:  99
x_train columns:  ['ATM', 'ATRIP', 'ATR', 'BARD1', 'BLM', 'BRCA1', 'BRIP1', 'SLX4', 'RHNO1', 'RMI2', 'CDK2', 'CDK4', 'CHEK1', 'CHEK2', 'DMC1', 'DNA2', 'EME1', 'EME2', 'EXO1', 'FANCD2', 'FANCE', 'FANCG', 'FANCI', 'GEN1', 'H2AFX', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2BE', 'HIST3H3', 'HUS1', 'KAT5', 'SPIDR', 'MLH1', 'MLH3', 'MND1', 'MRE11A', 'MSH4', 'MSH5', 'MUS81', 'NBN', 'PALB2', 'PARP1', 'PCNA', 'POLD1', 'POLD2', 'POLD3', 'POLD4', 'POLE2', 'POLE3', 'POLE4', 'POLE', 'POLH', 'POLK', 'PSMC3IP', 'RAD17', 'RAD1', 'RAD50', 'RAD51AP1', 'RAD51C', 'RAD51B', 'RAD51D', 'RAD51', 'RAD9A', 'RAD9B', 'RBBP8', 'RFC1', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RMI1', 'RPA1', 'RPA2', 'RPA3', 'RPS27A', 'RTEL1', 'SHFM1', 'SPO11', 'SYCP3', 'TEX15', 'TOP3A', 'TOPBP1', 'TP53', 'UBA52', 'UBB', 'UBC', 'WRN', 'XRCC2', 'XRCC3', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015699866052385492
		RMSE:  0.1919477679021074
		NRMSE:  0.12365776640496533
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0014129332580739007
		RMSE:  0.2082543553514594
		NRMSE:  0.20232423210836328
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  LinearRegression
		Pearson Correlation:  0.21987494051266807
		Spearman Correlation:  0.19861874985109132
		Coefficient of Determination:  0.048327317689492166
		RMSE:  0.18710535480791785
		NRMSE:  0.12053815738954284
		MAPE:  159.19903579439367
		Pearson Correlation:  0.009531016788229195
		Spearman Correlation:  0.10414162532958389
		Coefficient of Determination:  -4.037881774181629e+18
		RMSE:  418180997.61546755
		NRMSE:  406273132.11322886
		MAPE:  240003561124.12973

	Predictor:  ElasticNet
		Pearson Correlation:  0.11748237511068664
		Spearman Correlation:  0.11842874485156377
		Coefficient of Determination:  0.004308524190383856
		RMSE:  0.19138363978440395
		NRMSE:  0.1232943403346136
		MAPE:  109.48713081427721
		Pearson Correlation:  0.056908410595781826
		Spearman Correlation:  0.07276400023336407
		Coefficient of Determination:  0.0017451136614414775
		RMSE:  0.20792572151129252
		NRMSE:  0.20200495624378711
		MAPE:  131.06820791183233

	Predictor:  RandomForests
		Pearson Correlation:  0.22237677251325963
		Spearman Correlation:  0.1976280714216311
		Coefficient of Determination:  0.03561257114456262
		RMSE:  0.18835111070168842
		NRMSE:  0.12134070587965111
		MAPE:  130.3834496106843
		Pearson Correlation:  0.057563006062851155
		Spearman Correlation:  0.07506021489562975
		Coefficient of Determination:  0.0015702317468250238
		RMSE:  0.20794393372159578
		NRMSE:  0.20202264985436438
		MAPE:  105.41568972722042

Protein:  CDKN2A
Protein Interaction Partners Count:  100
x_train_column_count:  100
x_train columns:  ['ABL1', 'AKT1', 'ARF1', 'BMI1', 'BRCA1', 'CBX7', 'CCND1', 'CCND2', 'CCND3', 'CCNL1', 'CDC45', 'CDC6', 'CDC7', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2AIP', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CEBPB', 'CTCF', 'DAXX', 'E2F1', 'E2F2', 'E2F3', 'EGFR', 'EGR1', 'AGO1', 'AGO3', 'AGO4', 'ERBB2', 'EZH2', 'FOXM1', 'GMNN', 'HDAC1', 'HIF1A', 'HRAS', 'HUWE1', 'IL6', 'KRAS', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAX', 'MCM10', 'MCM2', 'MCM5', 'MDM2', 'MDM4', 'MGMT', 'MLH1', 'MOV10', 'MRAS', 'MTAP', 'MYCN', 'MYC', 'NPM1', 'NRAS', 'ORC5', 'PIK3CA', 'PIK3R1', 'PTEN', 'RASSF1', 'RB1', 'RPS27A', 'RRAS2', 'RRAS', 'RUNX3', 'SMAD3', 'SMAD4', 'SMARCA4', 'SUMO1', 'SUMO2', 'SUMO3', 'TBX2', 'TERT', 'TFDP1', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TP53', 'TP63', 'TRIP12', 'TWIST1', 'UBA52', 'UBB', 'UBC', 'UBE2I', 'USP7', 'VEGFA', 'WRN', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06343046233027927
		RMSE:  0.6950010485750925
		NRMSE:  0.15711564339891315
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10006794882547432
		RMSE:  0.6614783461565592
		NRMSE:  0.1993004959796804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6739550183850767
		NRMSE:  0.1523578655781794
		MAPE:  281.71125082022354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0022276354551518107
		RMSE:  0.6313774446715202
		NRMSE:  0.19023122768048215
		MAPE:  197.14658329930893

	Predictor:  LinearRegression
		Pearson Correlation:  0.23666369466043344
		Spearman Correlation:  0.17398719824926295
		Coefficient of Determination:  0.05600970076634282
		RMSE:  0.6548090561592183
		NRMSE:  0.14802962725425978
		MAPE:  281.25578949478677
		Pearson Correlation:  -0.1641248538731466
		Spearman Correlation:  0.01904917094228275
		Coefficient of Determination:  -1.3810864018216272e+16
		RMSE:  74116738.6396074
		NRMSE:  22331045.08575095
		MAPE:  3222259932.732165

	Predictor:  ElasticNet
		Pearson Correlation:  0.12190200707744941
		Spearman Correlation:  0.11346178645283987
		Coefficient of Determination:  0.01242621848266312
		RMSE:  0.6697545725266154
		NRMSE:  0.15140829038693687
		MAPE:  277.045166155951
		Pearson Correlation:  0.0766512573280193
		Spearman Correlation:  0.0016135608290345535
		Coefficient of Determination:  0.0033491260412428225
		RMSE:  0.6296183866171112
		NRMSE:  0.1897012312796358
		MAPE:  199.2382970476393

	Predictor:  RandomForests
		Pearson Correlation:  0.23267625243144618
		Spearman Correlation:  0.16422007972390792
		Coefficient of Determination:  0.04207909723002756
		RMSE:  0.6596229182064619
		NRMSE:  0.14911787458041412
		MAPE:  277.4005214038115
		Pearson Correlation:  0.15892258194669842
		Spearman Correlation:  0.05409878763959861
		Coefficient of Determination:  0.018092070829851314
		RMSE:  0.6249442257979368
		NRMSE:  0.18829292732688668
		MAPE:  200.45590274837025

Protein:  TP53
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['AKT1', 'APAF1', 'ATM', 'ATR', 'AURKA', 'AURKB', 'BANP', 'BARD1', 'BAX', 'BBC3', 'BCL2L1', 'BCL2', 'BCL6', 'BRCA1', 'CASP8', 'CCNA2', 'CCNE1', 'CCNG1', 'CDC25C', 'CDK2', 'CDK5', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CHEK1', 'CHEK2', 'COPS5', 'CREBBP', 'DDB2', 'DDX5', 'DYRK2', 'E2F4', 'EGR1', 'EHMT2', 'EP300', 'EZH2', 'FZR1', 'GADD45A', 'GLS2', 'GSK3B', 'HDAC1', 'HDAC2', 'HIF1A', 'HIPK2', 'HSP90AA1', 'HSPA1A', 'IGFBP3', 'JUN', 'KAT2B', 'KAT5', 'KDM1A', 'MAPK14', 'MAPK1', 'MAPK8', 'MAPK9', 'MAPKAPK5', 'MCL1', 'MDM2', 'MDM4', 'MSH2', 'NGFR', 'NPM1', 'PLK3', 'PMAIP1', 'PPP1R13B', 'PPP1R13L', 'PRKDC', 'PRMT5', 'PTEN', 'RB1', 'RCHY1', 'DROSHA', 'RPA1', 'RRM2B', 'SETD7', 'SETD8', 'SFN', 'SIRT1', 'SMYD2', 'SNAI1', 'SNAI2', 'SP1', 'STAT3', 'STK11', 'SUMO1', 'SUMO2', 'TBP', 'TNFRSF10A', 'TNFRSF10B', 'TP53BP1', 'TP53BP2', 'TP53INP1', 'TP53RK', 'TXN', 'UBE2I', 'USP7', 'WRN', 'XRCC6', 'YY1', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04782361373877353
		RMSE:  0.460756629216985
		NRMSE:  0.11073218678610552
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07696826201632412
		RMSE:  0.4481222561682025
		NRMSE:  0.1422068596624151
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4501191620264231
		NRMSE:  0.10817571786263473
		MAPE:  418.8529054417374
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002447694094247499
		RMSE:  0.4323405014905614
		NRMSE:  0.13719868668778923
		MAPE:  185.65040333639752

	Predictor:  LinearRegression
		Pearson Correlation:  0.38459978821740237
		Spearman Correlation:  0.41090268223936066
		Coefficient of Determination:  0.14791697217245314
		RMSE:  0.4154975422075991
		NRMSE:  0.09985521321980273
		MAPE:  803.0812563445512
		Pearson Correlation:  -0.07688736714445066
		Spearman Correlation:  0.3234990422727255
		Coefficient of Determination:  -5.720884710950002e+16
		RMSE:  103282480.40696847
		NRMSE:  32775603.074057017
		MAPE:  1774900754.6805353

	Predictor:  ElasticNet
		Pearson Correlation:  0.37212723808014636
		Spearman Correlation:  0.40610025287162343
		Coefficient of Determination:  0.12060243141002636
		RMSE:  0.42210464560725647
		NRMSE:  0.10144307753118398
		MAPE:  642.0026964970756
		Pearson Correlation:  0.3516525447731308
		Spearman Correlation:  0.3560864588634187
		Coefficient of Determination:  0.11124409632475407
		RMSE:  0.40708613476548383
		NRMSE:  0.129184480440938
		MAPE:  176.18094086444233

	Predictor:  RandomForests
		Pearson Correlation:  0.38029235027014274
		Spearman Correlation:  0.40666456438629495
		Coefficient of Determination:  0.14436111496105897
		RMSE:  0.416363603197002
		NRMSE:  0.10006335092453786
		MAPE:  813.882765192432
		Pearson Correlation:  0.38032094857470655
		Spearman Correlation:  0.3451354012189664
		Coefficient of Determination:  0.1404086655562904
		RMSE:  0.40035114575508773
		NRMSE:  0.1270472028925767
		MAPE:  249.1445188182491

Protein:  CTNNB1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'AKT1', 'APC2', 'APC', 'AR', 'AXIN1', 'AXIN2', 'BCL9', 'BTRC', 'CASP3', 'CBY1', 'CCND1', 'CDC73', 'CDH11', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDH5', 'CDH8', 'CHD8', 'CREBBP', 'CSNK1A1', 'CSNK1E', 'CTBP1', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNBIP1', 'CTNND1', 'DVL1', 'DVL2', 'DVL3', 'EGFR', 'EGF', 'EP300', 'ERBB2', 'AMER1', 'FBXW11', 'FER', 'FGFR1', 'FOXO1', 'FOXO3', 'FYN', 'FZD1', 'FZD2', 'FZD5', 'GSK3A', 'GSK3B', 'HNF4A', 'IGF1R', 'IQGAP1', 'JUN', 'JUP', 'KDR', 'KLF4', 'LEF1', 'LRP5', 'LRP6', 'MAPK9', 'MEN1', 'MET', 'MMP7', 'MYC', 'NLK', 'NOTCH1', 'PIK3CA', 'PIK3R1', 'PITX2', 'PSEN1', 'PTPN11', 'PTPN1', 'PYGO2', 'RUVBL1', 'SKP1', 'SMAD4', 'SMAD7', 'SMARCA4', 'SOX17', 'SOX2', 'SOX6', 'SOX9', 'SRC', 'TBL1X', 'TCF4', 'TCF7L1', 'TCF7L2', 'TCF7', 'TERT', 'TGFBR1', 'TGFBR2', 'TJP1', 'TLE1', 'VCL', 'VEGFA', 'WNT1', 'WNT3A', 'WNT8A', 'WNT8B', 'YWHAZ', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6170193939500923
		RMSE:  0.9046651382507068
		NRMSE:  0.21849703851094263
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09478783275970826
		RMSE:  0.8396248247596424
		NRMSE:  0.17652527641906535
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  LinearRegression
		Pearson Correlation:  0.27335587545558876
		Spearman Correlation:  0.23605158318553254
		Coefficient of Determination:  0.07472328793813399
		RMSE:  0.6843307518450273
		NRMSE:  0.16528131384528727
		MAPE:  687.187425218367
		Pearson Correlation:  0.1485494511817907
		Spearman Correlation:  0.14336853894659113
		Coefficient of Determination:  -3.3847454215685443e+18
		RMSE:  1476329487.8652592
		NRMSE:  310388000.98083824
		MAPE:  53027075585.15604

	Predictor:  ElasticNet
		Pearson Correlation:  0.14735549732248307
		Spearman Correlation:  0.14518253371819176
		Coefficient of Determination:  0.017300496986014102
		RMSE:  0.7052459628325989
		NRMSE:  0.17033280910844337
		MAPE:  608.5420497090523
		Pearson Correlation:  0.1917057714573668
		Spearman Correlation:  0.16014508716209722
		Coefficient of Determination:  -0.12592310609401647
		RMSE:  0.8514803999873937
		NRMSE:  0.17901782860722262
		MAPE:  822.321910830472

	Predictor:  RandomForests
		Pearson Correlation:  0.27106945397144416
		Spearman Correlation:  0.2182186204104598
		Coefficient of Determination:  0.04029509067695569
		RMSE:  0.6969459500132288
		NRMSE:  0.16832816877915874
		MAPE:  624.4933607396619
		Pearson Correlation:  0.12827938482857137
		Spearman Correlation:  0.20425489601501975
		Coefficient of Determination:  -0.1354217036808698
		RMSE:  0.8550645183565246
		NRMSE:  0.17977136455229262
		MAPE:  857.7793790833456

Protein:  CCNE1
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['ABL1', 'BARD1', 'BRCA1', 'CABLES1', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCND3', 'CCNE2', 'CCNH', 'CCT2', 'CCT3', 'CCT4', 'CCT6A', 'CCT7', 'CDC25A', 'CDC6', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK6', 'CDK7', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDT1', 'CKS1B', 'CKS2', 'CUL1', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'EP400', 'FOXM1', 'HDAC1', 'IFNAR1', 'LIN37', 'LIN52', 'LIN54', 'LIN9', 'MNAT1', 'MYC', 'ORC1', 'ORC2', 'ORC3', 'ORC4', 'ORC5', 'ORC6', 'PCNA', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB7', 'PSMC1', 'PSMC2', 'PSMC4', 'PSMC5', 'PSMD10', 'PSMD11', 'PSMD14', 'PSMD1', 'PSMD3', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSME3', 'PTK6', 'RB1', 'RBBP4', 'RBL1', 'RBL2', 'RHOA', 'RPS27A', 'RRN3', 'SKP1', 'SKP2', 'STAT5A', 'STAT5B', 'TCP1', 'TFDP1', 'TP53', 'TP73', 'UBB', 'UBC', 'WEE1', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4688329016852353
		RMSE:  0.7931748470731899
		NRMSE:  0.19141705409976348
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.186170633384966
		RMSE:  0.8069776954058596
		NRMSE:  0.32929800677624244
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5048043460690237
		NRMSE:  0.12182453992060809
		MAPE:  103.07374645056161
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01570191691728584
		RMSE:  0.4556277343037054
		NRMSE:  0.18592497115143453
		MAPE:  142.6844229696492

	Predictor:  LinearRegression
		Pearson Correlation:  0.3538466358279118
		Spearman Correlation:  0.21851893905334271
		Coefficient of Determination:  0.12520744148345508
		RMSE:  0.47214525048363326
		NRMSE:  0.11394291345503614
		MAPE:  101.20555481696725
		Pearson Correlation:  0.2607877126183485
		Spearman Correlation:  -0.005256126281608637
		Coefficient of Determination:  -1.5458542432019112e+16
		RMSE:  56209702.54953709
		NRMSE:  22937118.480999388
		MAPE:  702473772.2118077

	Predictor:  ElasticNet
		Pearson Correlation:  0.2605976280986456
		Spearman Correlation:  0.1992893268873785
		Coefficient of Determination:  0.05727162382956241
		RMSE:  0.490135743670236
		NRMSE:  0.11828456299206892
		MAPE:  102.17916908176832
		Pearson Correlation:  0.15908054425353302
		Spearman Correlation:  0.03314719753683165
		Coefficient of Determination:  0.010869925128444535
		RMSE:  0.44962838394488647
		NRMSE:  0.18347685625760488
		MAPE:  125.9328629138037

	Predictor:  RandomForests
		Pearson Correlation:  0.3371758559427012
		Spearman Correlation:  0.21689642227748276
		Coefficient of Determination:  0.11076662586753339
		RMSE:  0.47602631592501177
		NRMSE:  0.11487953180129154
		MAPE:  101.66804150964721
		Pearson Correlation:  0.16161624423507803
		Spearman Correlation:  0.045939612714900054
		Coefficient of Determination:  -0.009109892575986933
		RMSE:  0.4541467888486679
		NRMSE:  0.18532065161538722
		MAPE:  132.25995430131061

Protein:  CCND1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'ACTL6A', 'AKT1', 'ARID1A', 'ARID2', 'AR', 'ATF2', 'BRD2', 'BTG2', 'CCNA1', 'CCNB1', 'CCNE1', 'CCNH', 'CDC25A', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDK7', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CKS1B', 'CREBBP', 'CTBP1', 'CTNNB1', 'CUL1', 'DNMT3A', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'AGO2', 'EP300', 'ESR1', 'FOS', 'FOXA1', 'FOXM1', 'GADD45A', 'GATA3', 'GLI1', 'GLI3', 'GSK3B', 'H2AFX', 'H2AFZ', 'HDAC1', 'HDAC4', 'HIST1H2BA', 'HIST2H2BE', 'HNF1A', 'IFNAR1', 'JAK2', 'JUN', 'KAT2B', 'LEF1', 'LYN', 'MAML1', 'MYB', 'MYC', 'NOTCH1', 'PBRM1', 'PCNA', 'PRMT5', 'PSMA6', 'PSMC6', 'PSMD10', 'PSMD6', 'PSMD7', 'PSME3', 'PTK6', 'RASSF1', 'RB1', 'RBL1', 'RBL2', 'RBPJ', 'RELA', 'RUNX1', 'RUNX3', 'SKP1', 'SKP2', 'SMAD4', 'SMARCA4', 'SMARCB1', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'SUV39H1', 'TCF7L2', 'TFDP1', 'TP53', 'WDR77', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47371951525638445
		RMSE:  0.2917253166285864
		NRMSE:  0.18637975276867558
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47112550847095647
		RMSE:  0.27775626016480953
		NRMSE:  0.17517423067911803
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  LinearRegression
		Pearson Correlation:  0.2125927488824245
		Spearman Correlation:  0.13624719678576216
		Coefficient of Determination:  0.04519567685626136
		RMSE:  0.2348139482361273
		NRMSE:  0.15001977245123835
		MAPE:  621.9651329635941
		Pearson Correlation:  -0.18325922907776482
		Spearman Correlation:  0.04279488113577297
		Coefficient of Determination:  -759315862860799.2
		RMSE:  6310303.236651712
		NRMSE:  3979757.3389579416
		MAPE:  166808089.6334092

	Predictor:  ElasticNet
		Pearson Correlation:  0.09663093456625164
		Spearman Correlation:  0.1225158835163517
		Coefficient of Determination:  0.00047999962644917904
		RMSE:  0.24024947482003145
		NRMSE:  0.1534924642031353
		MAPE:  629.6564148108301
		Pearson Correlation:  0.03321210908850131
		Spearman Correlation:  0.01864169927497119
		Coefficient of Determination:  -0.0011761098622884436
		RMSE:  0.2291364772553094
		NRMSE:  0.14451089635173398
		MAPE:  484.66152320015345

	Predictor:  RandomForests
		Pearson Correlation:  0.21269441490093732
		Spearman Correlation:  0.15008558345619696
		Coefficient of Determination:  0.030727619194154343
		RMSE:  0.23658631588669535
		NRMSE:  0.1511521165629722
		MAPE:  637.8815456465596
		Pearson Correlation:  0.04760071954391032
		Spearman Correlation:  0.08889416306743822
		Coefficient of Determination:  5.738796019894021e-05
		RMSE:  0.2289952800907953
		NRMSE:  0.14442184667683863
		MAPE:  496.722974058573

Protein:  ERBB2
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ADAM17', 'ADRB2', 'AREG', 'ARHGEF11', 'ARHGEF12', 'BTC', 'CBL', 'CCND1', 'CD44', 'CDC37', 'CDH1', 'CTNNB1', 'CTNND1', 'CUL5', 'DIAPH1', 'DOCK7', 'EGFR', 'EGF', 'ERBB2IP', 'ERBB3', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'FYN', 'GAB1', 'GRB2', 'GRB7', 'HBEGF', 'HGF', 'HRAS', 'HSP90AA1', 'IL6R', 'IL6', 'INS', 'JAK1', 'JAK2', 'KRAS', 'LRPPRC', 'MAP2K1', 'MAPK8', 'MATK', 'MEMO1', 'MUC1', 'MUC4', 'MYC', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'PGAP3', 'PGR', 'PIK3CA', 'PIK3CB', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PLCG1', 'PLCG2', 'PLXNB1', 'PRKACA', 'PTEN', 'PTK2', 'PTK6', 'PTPN11', 'PTPN12', 'PTPN18', 'RHOA', 'RHOB', 'RHOC', 'RND1', 'RNF41', 'ROCK1', 'ROCK2', 'RPS27A', 'SEMA4D', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SOS1', 'SRC', 'STAT1', 'STAT3', 'STUB1', 'TFAP2A', 'TFAP2B', 'TFAP2C', 'TFF1', 'TFF2', 'TFF3', 'TGFA', 'TP53', 'UBA52', 'UBB', 'UBC', 'VEGFA', 'YES1', 'YY1', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06177154229692228
		RMSE:  1.0106646016782141
		NRMSE:  0.1721833486682819
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.26989975035857605
		RMSE:  1.1682171872252598
		NRMSE:  0.21036071365744585
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9808249714864398
		NRMSE:  0.1670996765569688
		MAPE:  529.9728174248761
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556425
		RMSE:  1.07776630779691
		NRMSE:  0.19407323581894154
		MAPE:  193.8969179437583

	Predictor:  LinearRegression
		Pearson Correlation:  0.3626150792869469
		Spearman Correlation:  0.3941871478838915
		Coefficient of Determination:  0.13147551383661926
		RMSE:  0.9140765083761824
		NRMSE:  0.15572797730313004
		MAPE:  741.1548288540478
		Pearson Correlation:  0.29780188763249826
		Spearman Correlation:  0.31191774478147594
		Coefficient of Determination:  0.026158788258986654
		RMSE:  1.023017227472833
		NRMSE:  0.18421457620067583
		MAPE:  283.19277503517964

	Predictor:  ElasticNet
		Pearson Correlation:  0.3391558736376854
		Spearman Correlation:  0.3802325674681927
		Coefficient of Determination:  0.11068843535834649
		RMSE:  0.9249504846353312
		NRMSE:  0.15758053812551429
		MAPE:  719.4455259271334
		Pearson Correlation:  0.29925007940493314
		Spearman Correlation:  0.3613339447202031
		Coefficient of Determination:  0.032126489502467215
		RMSE:  1.0198778846149796
		NRMSE:  0.18364927514945434
		MAPE:  229.34301985905785

	Predictor:  RandomForests
		Pearson Correlation:  0.3318812716424228
		Spearman Correlation:  0.3942960830258924
		Coefficient of Determination:  0.10672066654902868
		RMSE:  0.9270115762774479
		NRMSE:  0.15793167900871388
		MAPE:  693.2435376193918
		Pearson Correlation:  0.33757761910506207
		Spearman Correlation:  0.3551538895599291
		Coefficient of Determination:  0.054205859871438555
		RMSE:  1.0081779205320125
		NRMSE:  0.18154246417186093
		MAPE:  281.72679029691227

Protein:  ERBB3
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['AKT1', 'AKT2', 'ANGPT1', 'ANGPT2', 'AREG', 'AR', 'BDNF', 'BMP4', 'BTC', 'CBLB', 'CBL', 'CCND1', 'CDH1', 'CSF1', 'CSK', 'CTNNB1', 'DCN', 'DOCK7', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EGFR', 'EGF', 'ERBB2', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'FGF10', 'FGF19', 'FGF1', 'FGF2', 'FGF3', 'FGF4', 'FGF7', 'FGF9', 'FIGF', 'FLNA', 'FOXO3', 'GAB1', 'GRB2', 'GRB7', 'HBEGF', 'HGF', 'HRAS', 'HSP90AA1', 'IGF1', 'IGF2', 'INS', 'IRS1', 'ITGA6', 'ITGB4', 'JAK1', 'JAK2', 'KITLG', 'KRAS', 'LAMA1', 'LAMB1', 'LAMC2', 'MAP2K1', 'MAPK8', 'MET', 'MUC4', 'NGF', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NTF3', 'PA2G4', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PGF', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PLCG1', 'PLCG2', 'PRKACA', 'PTEN', 'PTPN11', 'RNF41', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SOS1', 'SOX10', 'SRC', 'TGFA', 'VEGFA', 'VEGFB', 'VEGFC', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20254353309139272
		RMSE:  0.523865801474932
		NRMSE:  0.14324270860276114
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.287905849531515
		RMSE:  0.4364451552160674
		NRMSE:  0.21482088883335748
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  LinearRegression
		Pearson Correlation:  0.4145670744514375
		Spearman Correlation:  0.40318755145428586
		Coefficient of Determination:  0.17119600417160974
		RMSE:  0.4349061636549977
		NRMSE:  0.11891812119550739
		MAPE:  215.45375452000394
		Pearson Correlation:  -0.10707831303797759
		Spearman Correlation:  0.03324137159338279
		Coefficient of Determination:  -1.0510594752038455e+21
		RMSE:  12468128366.272806
		NRMSE:  6136886584.077535
		MAPE:  401058326990.021

	Predictor:  ElasticNet
		Pearson Correlation:  0.3414664294144997
		Spearman Correlation:  0.35235477540739796
		Coefficient of Determination:  0.10552484454061328
		RMSE:  0.4518078639109188
		NRMSE:  0.12353962028522412
		MAPE:  222.92926428663705
		Pearson Correlation:  0.24280038330165882
		Spearman Correlation:  0.20992358805257322
		Coefficient of Determination:  0.05094552032456234
		RMSE:  0.3746564302421176
		NRMSE:  0.18440811265713308
		MAPE:  190.66590622119665

	Predictor:  RandomForests
		Pearson Correlation:  0.3812284419055303
		Spearman Correlation:  0.378500427770292
		Coefficient of Determination:  0.11084542590708524
		RMSE:  0.45046212172213007
		NRMSE:  0.12317164864886158
		MAPE:  218.73169490925412
		Pearson Correlation:  0.16010062437725753
		Spearman Correlation:  0.1269322706538874
		Coefficient of Determination:  0.016380257864933467
		RMSE:  0.3814180464982748
		NRMSE:  0.18773622020223502
		MAPE:  198.79304345521277


Fold:  5

Protein:  RB1
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['AATF', 'ABL1', 'AKT1', 'AR', 'ASF1A', 'ATF2', 'BGLAP', 'CASP3', 'CBX4', 'CCNA1', 'CCNA2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CEBPA', 'COL1A1', 'CREBBP', 'CTBP1', 'DNMT1', 'DUT', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'ELF1', 'EP300', 'FOXM1', 'FZR1', 'GNB2L1', 'H1F0', 'H2AFV', 'H2AFX', 'H2AFZ', 'HDAC1', 'HDAC2', 'HDAC3', 'HIST1H2BA', 'HIST2H2AC', 'HIST2H2BE', 'HMGA1', 'HMGA2', 'HSP90AA1', 'ID2', 'JUN', 'MAPK14', 'MAPK1', 'MAPK3', 'MDM2', 'MEF2C', 'NCAPD3', 'NCAPG2', 'NCAPH2', 'NFYC', 'PCNA', 'PML', 'POLA1', 'POLA2', 'PPARA', 'PPARG', 'PPP1CA', 'PPP1CB', 'PPP1CC', 'PPP2CA', 'PPP2CB', 'PRIM1', 'PRIM2', 'RAF1', 'RBBP4', 'RUNX2', 'SIRT1', 'SKP2', 'SMARCA2', 'SMC2', 'SMC4', 'SP100', 'SP1', 'SP3', 'SPI1', 'SUV39H1', 'TAF1', 'TBP', 'TERT', 'TFDP1', 'TP53BP1', 'TP53', 'TP73', 'YAP1', 'ZNF521', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00018503513771928048
		RMSE:  0.23392670305630597
		NRMSE:  0.11556330212293363
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12340187398900859
		RMSE:  0.2547692202160761
		NRMSE:  0.12845593258580365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  LinearRegression
		Pearson Correlation:  0.223696347808029
		Spearman Correlation:  0.2025801952549389
		Coefficient of Determination:  0.05004005237321829
		RMSE:  0.22797764927242228
		NRMSE:  0.11262438026924917
		MAPE:  169.9620099888281
		Pearson Correlation:  0.08407608089491075
		Spearman Correlation:  0.024116718471653687
		Coefficient of Determination:  -4.816439546434635e+16
		RMSE:  52752426.689694345
		NRMSE:  26598041.006844252
		MAPE:  10650113625.448313

	Predictor:  ElasticNet
		Pearson Correlation:  0.16399146408424067
		Spearman Correlation:  0.16208090428353375
		Coefficient of Determination:  0.011604258769578601
		RMSE:  0.2325439561023604
		NRMSE:  0.11488020437517495
		MAPE:  110.29252409455546
		Pearson Correlation:  0.014672114944480725
		Spearman Correlation:  0.08494015667953544
		Coefficient of Determination:  -0.11180671693167143
		RMSE:  0.2534510136958543
		NRMSE:  0.12779128617462351
		MAPE:  157.85594329430188

	Predictor:  RandomForests
		Pearson Correlation:  0.2365962032511066
		Spearman Correlation:  0.20108530028768018
		Coefficient of Determination:  0.04368850692577597
		RMSE:  0.22873852243833387
		NRMSE:  0.11300026303252785
		MAPE:  127.31676208609535
		Pearson Correlation:  0.024312089087317763
		Spearman Correlation:  0.07294151487680137
		Coefficient of Determination:  -0.11355671917013632
		RMSE:  0.2536504033186246
		NRMSE:  0.12789181943338673
		MAPE:  286.86632143284663

Protein:  CDH1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ACTA1', 'ACTN1', 'ADAM10', 'ADAM15', 'CA2', 'CASP3', 'CBLL1', 'CDC42', 'CDH17', 'CDH3', 'CDH5', 'CTBP1', 'CTNNA1', 'CTNNB1', 'CTNND1', 'CTTN', 'DLG1', 'EFNA1', 'EGFR', 'EGF', 'ENAH', 'EPCAM', 'EPHA2', 'EXOC3', 'EXOC4', 'FER', 'FLOT1', 'FLOT2', 'FMN1', 'FYN', 'GDNF', 'GNA12', 'GNA13', 'HGF', 'HGS', 'IGF1R', 'IGF1', 'IGF2', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'ITGA6', 'ITGAE', 'ITGB4', 'ITGB7', 'AJUBA', 'JUP', 'KIFC3', 'KLK7', 'KLRG1', 'LAMB1', 'LAMC2', 'LIMA1', 'MAPK1', 'MAPK3', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MLLT4', 'MMP3', 'MMP7', 'MMP9', 'MYO6', 'NCSTN', 'NUMB', 'PARD6A', 'PIK3CA', 'PIK3R1', 'PIP5K1C', 'PLEKHA7', 'PLG', 'PRKCI', 'PRKCZ', 'PSEN1', 'PVRL1', 'PVRL2', 'RAB5A', 'RAB7A', 'RAC1', 'RAP1A', 'RET', 'RHOA', 'SKIL', 'SMAD3', 'SMAD4', 'SNAI1', 'SNAI2', 'SNAI3', 'SRC', 'STX4', 'TJP1', 'TWIST1', 'VASP', 'VCL', 'YES1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZYX', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10476316856458312
		RMSE:  1.1835893765747125
		NRMSE:  0.18846364392451076
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19786466090973764
		RMSE:  1.2714981376898562
		NRMSE:  0.2500438806886504
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1260727912856485
		NRMSE:  0.17930524366829853
		MAPE:  266.31463004312263
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01718399286470018
		RMSE:  1.1716869980595492
		NRMSE:  0.23041572398960675
		MAPE:  1066.779337530299

	Predictor:  LinearRegression
		Pearson Correlation:  0.624305602713152
		Spearman Correlation:  0.4895108211086963
		Coefficient of Determination:  0.3897574815803744
		RMSE:  0.8796657780755166
		NRMSE:  0.14006970766464708
		MAPE:  193.22816786670634
		Pearson Correlation:  0.4208429797962319
		Spearman Correlation:  0.33596620264670096
		Coefficient of Determination:  0.14141079121914923
		RMSE:  1.0764765286210858
		NRMSE:  0.21169230273172324
		MAPE:  584.0616146659747

	Predictor:  ElasticNet
		Pearson Correlation:  0.6016485980390301
		Spearman Correlation:  0.46776047108429114
		Coefficient of Determination:  0.3000512055059881
		RMSE:  0.9421056316917982
		NRMSE:  0.150012042879494
		MAPE:  211.0740080577393
		Pearson Correlation:  0.41344553091921404
		Spearman Correlation:  0.3238662245146106
		Coefficient of Determination:  0.1504233507715479
		RMSE:  1.0708117688870706
		NRMSE:  0.21057831092546275
		MAPE:  218.6494142209075

	Predictor:  RandomForests
		Pearson Correlation:  0.6154091358249777
		Spearman Correlation:  0.47000328045022055
		Coefficient of Determination:  0.3784294720573107
		RMSE:  0.8877929091484676
		NRMSE:  0.14136379560339918
		MAPE:  165.64536002708005
		Pearson Correlation:  0.4188807374100078
		Spearman Correlation:  0.3530556573896902
		Coefficient of Determination:  0.13632330007349314
		RMSE:  1.0796610992976108
		NRMSE:  0.21231855800232263
		MAPE:  206.61368621958985

Protein:  CDH2
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'ADAM10', 'AFP', 'AHSG', 'ALB', 'APLP2', 'APOA1', 'APOB', 'APOE', 'APP', 'AXIN1', 'BDNF', 'BMP4', 'BNIP2', 'CALU', 'CDC42', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH17', 'CDH18', 'CDH1', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDON', 'CREBBP', 'CSF1', 'CST3', 'CTNNA1', 'CTNNA2', 'CTNNB1', 'CTNND1', 'CYR61', 'FAM20C', 'FBN1', 'FER', 'FGFR1', 'FN1', 'FSTL1', 'GAS6', 'GJA1', 'GOLM1', 'GPC3', 'GRIA2', 'HSP90B1', 'IGFBP1', 'IGFBP3', 'IGFBP4', 'IGFBP5', 'IGFBP7', 'IL6', 'ITIH2', 'JUP', 'KIF5B', 'KNG1', 'KTN1', 'LAMB1', 'LAMC1', 'LGALS1', 'LRP5', 'LTBP1', 'MAP2K6', 'MAPK11', 'MAPK14', 'MATN3', 'MEF2A', 'MEF2C', 'MEF2D', 'MET', 'MFGE8', 'MSLN', 'NTRK2', 'P4HB', 'PCSK9', 'PIK3CA', 'PIK3R1', 'PTPN11', 'PTPN1', 'RAC1', 'RHOA', 'ROBO1', 'SCG2', 'SDC2', 'SERPINA1', 'SLIT1', 'SNAI1', 'SNAI2', 'SPAG9', 'SPARCL1', 'SPP1', 'STC2', 'TCF3', 'TIMP1', 'TMEM132A', 'TNC', 'VCAN', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0016678089051440637
		RMSE:  0.3594357673583712
		NRMSE:  0.1765314902796381
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02548752338232485
		RMSE:  0.4223734458481898
		NRMSE:  0.15794680397441796
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  LinearRegression
		Pearson Correlation:  0.28048472075433795
		Spearman Correlation:  0.3047148533647521
		Coefficient of Determination:  0.07456575658562326
		RMSE:  0.34548740204105605
		NRMSE:  0.16968095969797947
		MAPE:  591.273048015939
		Pearson Correlation:  0.08804350980111056
		Spearman Correlation:  0.171945389769813
		Coefficient of Determination:  -0.06432589961042723
		RMSE:  0.43029740956366097
		NRMSE:  0.16090997496911577
		MAPE:  4471.133804146461

	Predictor:  ElasticNet
		Pearson Correlation:  0.24912278624803383
		Spearman Correlation:  0.2622965157636387
		Coefficient of Determination:  0.05589645526979703
		RMSE:  0.34895485669438325
		NRMSE:  0.17138394808427052
		MAPE:  559.3838053502074
		Pearson Correlation:  0.1291605867433646
		Spearman Correlation:  0.22144205516915014
		Coefficient of Determination:  0.005871671989795102
		RMSE:  0.4158652586904003
		NRMSE:  0.15551306347452473
		MAPE:  1558.5773235313243

	Predictor:  RandomForests
		Pearson Correlation:  0.2834454316037429
		Spearman Correlation:  0.316508776481998
		Coefficient of Determination:  0.0782606802798409
		RMSE:  0.3447970092081554
		NRMSE:  0.16934188360500732
		MAPE:  588.5105349109942
		Pearson Correlation:  0.1491057622411531
		Spearman Correlation:  0.2649261045530836
		Coefficient of Determination:  0.009997269038454437
		RMSE:  0.41500144857945165
		NRMSE:  0.15519004116427712
		MAPE:  2508.487466635

Protein:  CDH3
Protein Interaction Partners Count:  73
x_train_column_count:  74
x_train columns:  ['AIMP1', 'CLMP', 'BRCA1', 'CCND1', 'CD24', 'CD2AP', 'CD44', 'CDCP1', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH2', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CLDN1', 'CLDN7', 'CTNNA1', 'CTNNA3', 'CTNNB1', 'CTNND1', 'DPYD', 'DSP', 'ECM1', 'EGFR', 'EPCAM', 'ERBB2', 'ESR1', 'ESRP1', 'F11R', 'FN1', 'GALNT6', 'GATA3', 'HOXA9', 'IGF1R', 'ITGA9', 'JUP', 'KIRREL', 'KRT14', 'KRT15', 'KRT17', 'KRT4', 'KRT5', 'KRT8', 'LEF1', 'MKI67', 'NPHS1', 'NPHS2', 'PGR', 'PKP1', 'PKP2', 'PKP3', 'POU5F1', 'S100A4', 'SNAI1', 'SNAI2', 'SYNPO', 'TECR', 'TJP1', 'TP53', 'UMPS', 'VCL', 'ZEB1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011481892643820935
		RMSE:  0.2038847376288621
		NRMSE:  0.14304087222095618
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026977014897064944
		RMSE:  0.22369326249691865
		NRMSE:  0.20181818899206835
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  LinearRegression
		Pearson Correlation:  0.41066420314559965
		Spearman Correlation:  0.4103804957082043
		Coefficient of Determination:  0.16864422535192314
		RMSE:  0.1857928481674568
		NRMSE:  0.1303480160573166
		MAPE:  266.0010345308971
		Pearson Correlation:  -0.038197322380458816
		Spearman Correlation:  0.13986891605854024
		Coefficient of Determination:  -1.6655334267591667e+18
		RMSE:  288299952.31157917
		NRMSE:  260106959.02306876
		MAPE:  22639144473.61914

	Predictor:  ElasticNet
		Pearson Correlation:  0.30084543077940135
		Spearman Correlation:  0.33775019195765477
		Coefficient of Determination:  0.05657900452969522
		RMSE:  0.19791937100390228
		NRMSE:  0.13885570733281577
		MAPE:  141.24788015224422
		Pearson Correlation:  0.26653887035365104
		Spearman Correlation:  0.12992811460741777
		Coefficient of Determination:  0.03889136163469298
		RMSE:  0.21900505250666139
		NRMSE:  0.1975884413488586
		MAPE:  100.53179897749783

	Predictor:  RandomForests
		Pearson Correlation:  0.3329486346614659
		Spearman Correlation:  0.38008094362495276
		Coefficient of Determination:  0.09813774693669353
		RMSE:  0.1935109917094385
		NRMSE:  0.1357628891714644
		MAPE:  175.58034368764967
		Pearson Correlation:  0.3233911411918786
		Spearman Correlation:  0.196920138313472
		Coefficient of Determination:  0.07998779978500714
		RMSE:  0.21427163681049025
		NRMSE:  0.1933179086878177
		MAPE:  135.71342421556133

Protein:  PTEN
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['AKT1', 'AR', 'BCR', 'CD79A', 'CD79B', 'CDIPT', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'DLG1', 'EGFR', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'FOXO3', 'FOXO4', 'FRK', 'GRB2', 'HRAS', 'INPP4A', 'INPP4B', 'INPP5B', 'INPP5D', 'INPP5J', 'INPP5K', 'INPPL1', 'IPMK', 'IRS1', 'ITGB1', 'ITPKA', 'ITPKB', 'ITPKC', 'MAST2', 'MDM2', 'MDM4', 'MKRN1', 'MTOR', 'MYC', 'NEDD4', 'NOTCH1', 'OCRL', 'OTUD3', 'PARK7', 'PDGFB', 'PDGFRB', 'PI4K2A', 'PI4KA', 'PI4KB', 'PIK3C2A', 'PIK3C2B', 'PIK3C2G', 'PIK3C3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIKFYVE', 'PIP4K2A', 'PIP5K1A', 'PIP5K1B', 'PIP5K1C', 'PML', 'PREX2', 'PSMA6', 'PSMA7', 'PSMB9', 'PSMC6', 'PSMD10', 'PSMD5', 'PSME3', 'PTK2', 'RICTOR', 'RNF146', 'ROCK1', 'ROCK2', 'RPS27A', 'RPS6KB1', 'SACM1L', 'SHC1', 'SLC9A3R1', 'SLC9A3R2', 'SOS1', 'STK11', 'STUB1', 'SYNJ1', 'SYNJ2', 'TNKS2', 'TNKS', 'TNRC6A', 'TNRC6B', 'TP53', 'UBB', 'UBC', 'USP13', 'USP7', 'WWP2', 'XIAP', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05240378988513572
		RMSE:  0.5837468026637292
		NRMSE:  0.09127461538014686
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011774083334460839
		RMSE:  0.7259408088203396
		NRMSE:  0.14042494754339593
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5690275755039937
		NRMSE:  0.08897311789601967
		MAPE:  304.4741530818047
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005181468299075398
		RMSE:  0.7235718660416283
		NRMSE:  0.13996670265429206
		MAPE:  391.1377632658283

	Predictor:  LinearRegression
		Pearson Correlation:  0.2883511412580142
		Spearman Correlation:  0.26046598066075777
		Coefficient of Determination:  0.08314632870280325
		RMSE:  0.5448579942379443
		NRMSE:  0.0851939636053388
		MAPE:  400.92927419391503
		Pearson Correlation:  0.14146437709955761
		Spearman Correlation:  0.27577737010950487
		Coefficient of Determination:  0.012187986584283883
		RMSE:  0.7172929914193173
		NRMSE:  0.1387521261643681
		MAPE:  429.30657931970205

	Predictor:  ElasticNet
		Pearson Correlation:  0.23619514103857972
		Spearman Correlation:  0.21822459344283313
		Coefficient of Determination:  0.034730515534363016
		RMSE:  0.5590589462140556
		NRMSE:  0.08741442361254875
		MAPE:  319.8498051397128
		Pearson Correlation:  0.14189636514954904
		Spearman Correlation:  0.28533147650007956
		Coefficient of Determination:  0.00990294189629004
		RMSE:  0.7181221470359369
		NRMSE:  0.13891251683610664
		MAPE:  436.2159568245656

	Predictor:  RandomForests
		Pearson Correlation:  0.3204810878027749
		Spearman Correlation:  0.262969003336809
		Coefficient of Determination:  0.09493363777398212
		RMSE:  0.5413442463046909
		NRMSE:  0.08464455418727088
		MAPE:  346.08419961805726
		Pearson Correlation:  0.00770152394525717
		Spearman Correlation:  0.2887982911706934
		Coefficient of Determination:  -0.04648725520552199
		RMSE:  0.7382890163829432
		NRMSE:  0.14281356708119453
		MAPE:  455.7240048498584

Protein:  BRCA2
Protein Interaction Partners Count:  100
x_train_column_count:  99
x_train columns:  ['ATM', 'ATRIP', 'ATR', 'BARD1', 'BLM', 'BRCA1', 'BRIP1', 'SLX4', 'RHNO1', 'RMI2', 'CDK2', 'CDK4', 'CHEK1', 'CHEK2', 'DMC1', 'DNA2', 'EME1', 'EME2', 'EXO1', 'FANCD2', 'FANCE', 'FANCG', 'FANCI', 'GEN1', 'H2AFX', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2BE', 'HIST3H3', 'HUS1', 'KAT5', 'SPIDR', 'MLH1', 'MLH3', 'MND1', 'MRE11A', 'MSH4', 'MSH5', 'MUS81', 'NBN', 'PALB2', 'PARP1', 'PCNA', 'POLD1', 'POLD2', 'POLD3', 'POLD4', 'POLE2', 'POLE3', 'POLE4', 'POLE', 'POLH', 'POLK', 'PSMC3IP', 'RAD17', 'RAD1', 'RAD50', 'RAD51AP1', 'RAD51C', 'RAD51B', 'RAD51D', 'RAD51', 'RAD9A', 'RAD9B', 'RBBP8', 'RFC1', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RMI1', 'RPA1', 'RPA2', 'RPA3', 'RPS27A', 'RTEL1', 'SHFM1', 'SPO11', 'SYCP3', 'TEX15', 'TOP3A', 'TOPBP1', 'TP53', 'UBA52', 'UBB', 'UBC', 'WRN', 'XRCC2', 'XRCC3', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00015423459462815536
		RMSE:  0.20048365981157823
		NRMSE:  0.1291568109593031
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08467605477038265
		RMSE:  0.17297650483593724
		NRMSE:  0.22621657599677922
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  LinearRegression
		Pearson Correlation:  0.22993736121046549
		Spearman Correlation:  0.2291238735392517
		Coefficient of Determination:  0.052870451475122704
		RMSE:  0.195096817769907
		NRMSE:  0.12568646659359448
		MAPE:  197.9707825244412
		Pearson Correlation:  -0.12624942995838162
		Spearman Correlation:  -0.018192424304358287
		Coefficient of Determination:  -6.165868069792258e+19
		RMSE:  1304169997.6709228
		NRMSE:  1705577712.24864
		MAPE:  58226848182.75256

	Predictor:  ElasticNet
		Pearson Correlation:  0.13593646574727508
		Spearman Correlation:  0.14067632441285413
		Coefficient of Determination:  0.006013266587199584
		RMSE:  0.19986455763962518
		NRMSE:  0.12875796916709628
		MAPE:  106.73053162224457
		Pearson Correlation:  -0.018744990291047918
		Spearman Correlation:  -0.0468703455828549
		Coefficient of Determination:  -0.09411157664405279
		RMSE:  0.17372723105969218
		NRMSE:  0.22719836665100657
		MAPE:  111.65319378035983

	Predictor:  RandomForests
		Pearson Correlation:  0.23095802301803445
		Spearman Correlation:  0.23138955676192774
		Coefficient of Determination:  0.03591888743183713
		RMSE:  0.19683497980868217
		NRMSE:  0.12680623598562227
		MAPE:  136.84879749501988
		Pearson Correlation:  0.08125332849763754
		Spearman Correlation:  0.049862610059672074
		Coefficient of Determination:  -0.08653845796965598
		RMSE:  0.17312494262451295
		NRMSE:  0.2264107011371385
		MAPE:  114.27337931107353

Protein:  CDKN2A
Protein Interaction Partners Count:  100
x_train_column_count:  100
x_train columns:  ['ABL1', 'AKT1', 'ARF1', 'BMI1', 'BRCA1', 'CBX7', 'CCND1', 'CCND2', 'CCND3', 'CCNL1', 'CDC45', 'CDC6', 'CDC7', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2AIP', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CEBPB', 'CTCF', 'DAXX', 'E2F1', 'E2F2', 'E2F3', 'EGFR', 'EGR1', 'AGO1', 'AGO3', 'AGO4', 'ERBB2', 'EZH2', 'FOXM1', 'GMNN', 'HDAC1', 'HIF1A', 'HRAS', 'HUWE1', 'IL6', 'KRAS', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAX', 'MCM10', 'MCM2', 'MCM5', 'MDM2', 'MDM4', 'MGMT', 'MLH1', 'MOV10', 'MRAS', 'MTAP', 'MYCN', 'MYC', 'NPM1', 'NRAS', 'ORC5', 'PIK3CA', 'PIK3R1', 'PTEN', 'RASSF1', 'RB1', 'RPS27A', 'RRAS2', 'RRAS', 'RUNX3', 'SMAD3', 'SMAD4', 'SMARCA4', 'SUMO1', 'SUMO2', 'SUMO3', 'TBX2', 'TERT', 'TFDP1', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TP53', 'TP63', 'TRIP12', 'TWIST1', 'UBA52', 'UBB', 'UBC', 'UBE2I', 'USP7', 'VEGFA', 'WRN', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06876053865938014
		RMSE:  0.7026668514343448
		NRMSE:  0.1789276696377339
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07452018232747903
		RMSE:  0.6281215662347416
		NRMSE:  0.15805378984795088
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6796874655065666
		NRMSE:  0.1730761797526334
		MAPE:  274.2442116656758
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00044725008449963966
		RMSE:  0.6060849693149379
		NRMSE:  0.15250873639690443
		MAPE:  274.3248072759207

	Predictor:  LinearRegression
		Pearson Correlation:  0.27376366261932256
		Spearman Correlation:  0.14964486625889334
		Coefficient of Determination:  0.07494653975252319
		RMSE:  0.6537213620953324
		NRMSE:  0.16646414965122672
		MAPE:  300.9261411266472
		Pearson Correlation:  -0.01913878363471329
		Spearman Correlation:  0.15093384203263274
		Coefficient of Determination:  -2.564491624486442e+17
		RMSE:  306857723.57279253
		NRMSE:  77214394.09496301
		MAPE:  18663611012.746586

	Predictor:  ElasticNet
		Pearson Correlation:  0.10934254394788213
		Spearman Correlation:  0.10488257845950903
		Coefficient of Determination:  0.008987896580926358
		RMSE:  0.6766260908267434
		NRMSE:  0.1722966287659452
		MAPE:  270.8056992172854
		Pearson Correlation:  0.16528338964008935
		Spearman Correlation:  0.149528852856252
		Coefficient of Determination:  0.019033358893749353
		RMSE:  0.6001551481803358
		NRMSE:  0.15101661965736538
		MAPE:  275.0247291329403

	Predictor:  RandomForests
		Pearson Correlation:  0.24195669618963425
		Spearman Correlation:  0.13675778410059236
		Coefficient of Determination:  0.04170913486959238
		RMSE:  0.6653619098414962
		NRMSE:  0.1694283083806107
		MAPE:  273.6920670617252
		Pearson Correlation:  0.12376015706989528
		Spearman Correlation:  0.18712418736889772
		Coefficient of Determination:  0.013558563174537741
		RMSE:  0.6018275573220984
		NRMSE:  0.15143744679854518
		MAPE:  282.53569116950194

Protein:  TP53
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['AKT1', 'APAF1', 'ATM', 'ATR', 'AURKA', 'AURKB', 'BANP', 'BARD1', 'BAX', 'BBC3', 'BCL2L1', 'BCL2', 'BCL6', 'BRCA1', 'CASP8', 'CCNA2', 'CCNE1', 'CCNG1', 'CDC25C', 'CDK2', 'CDK5', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CHEK1', 'CHEK2', 'COPS5', 'CREBBP', 'DDB2', 'DDX5', 'DYRK2', 'E2F4', 'EGR1', 'EHMT2', 'EP300', 'EZH2', 'FZR1', 'GADD45A', 'GLS2', 'GSK3B', 'HDAC1', 'HDAC2', 'HIF1A', 'HIPK2', 'HSP90AA1', 'HSPA1A', 'IGFBP3', 'JUN', 'KAT2B', 'KAT5', 'KDM1A', 'MAPK14', 'MAPK1', 'MAPK8', 'MAPK9', 'MAPKAPK5', 'MCL1', 'MDM2', 'MDM4', 'MSH2', 'NGFR', 'NPM1', 'PLK3', 'PMAIP1', 'PPP1R13B', 'PPP1R13L', 'PRKDC', 'PRMT5', 'PTEN', 'RB1', 'RCHY1', 'DROSHA', 'RPA1', 'RRM2B', 'SETD7', 'SETD8', 'SFN', 'SIRT1', 'SMYD2', 'SNAI1', 'SNAI2', 'SP1', 'STAT3', 'STK11', 'SUMO1', 'SUMO2', 'TBP', 'TNFRSF10A', 'TNFRSF10B', 'TP53BP1', 'TP53BP2', 'TP53INP1', 'TP53RK', 'TXN', 'UBE2I', 'USP7', 'WRN', 'XRCC6', 'YY1', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0629013951002304
		RMSE:  0.43691826486349494
		NRMSE:  0.11112140819031384
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02793228386718627
		RMSE:  0.5354711484549424
		NRMSE:  0.14342336907859712
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4237929343776606
		NRMSE:  0.10778324331179852
		MAPE:  459.9790072255086
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011640203076264122
		RMSE:  0.5284530873849588
		NRMSE:  0.1415436152095778
		MAPE:  140.42972129387252

	Predictor:  LinearRegression
		Pearson Correlation:  0.4019079220697762
		Spearman Correlation:  0.4268173189753703
		Coefficient of Determination:  0.1615299766071192
		RMSE:  0.38805875140611384
		NRMSE:  0.09869496971085578
		MAPE:  780.6778750040485
		Pearson Correlation:  -0.013668189397382735
		Spearman Correlation:  0.26119438587853266
		Coefficient of Determination:  -2433968312704277.0
		RMSE:  26056212.215751354
		NRMSE:  6979030.993906885
		MAPE:  1312333401.101492

	Predictor:  ElasticNet
		Pearson Correlation:  0.37009536050118436
		Spearman Correlation:  0.4086484725546481
		Coefficient of Determination:  0.11981337045128759
		RMSE:  0.39759516575554343
		NRMSE:  0.10112036566432094
		MAPE:  654.976938934275
		Pearson Correlation:  0.3676407695855615
		Spearman Correlation:  0.3584976565679236
		Coefficient of Determination:  0.0964989140762047
		RMSE:  0.5020166972421158
		NRMSE:  0.13446275538827263
		MAPE:  166.13391130885773

	Predictor:  RandomForests
		Pearson Correlation:  0.3888634598083276
		Spearman Correlation:  0.425503643868007
		Coefficient of Determination:  0.15057272521834197
		RMSE:  0.39058612601642645
		NRMSE:  0.09933775681386263
		MAPE:  816.9906779457987
		Pearson Correlation:  0.3852242051016012
		Spearman Correlation:  0.3085358473156491
		Coefficient of Determination:  0.13185846857618733
		RMSE:  0.4920951551701479
		NRMSE:  0.13180531811173107
		MAPE:  205.08041822406682

Protein:  CTNNB1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'AKT1', 'APC2', 'APC', 'AR', 'AXIN1', 'AXIN2', 'BCL9', 'BTRC', 'CASP3', 'CBY1', 'CCND1', 'CDC73', 'CDH11', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDH5', 'CDH8', 'CHD8', 'CREBBP', 'CSNK1A1', 'CSNK1E', 'CTBP1', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNBIP1', 'CTNND1', 'DVL1', 'DVL2', 'DVL3', 'EGFR', 'EGF', 'EP300', 'ERBB2', 'AMER1', 'FBXW11', 'FER', 'FGFR1', 'FOXO1', 'FOXO3', 'FYN', 'FZD1', 'FZD2', 'FZD5', 'GSK3A', 'GSK3B', 'HNF4A', 'IGF1R', 'IQGAP1', 'JUN', 'JUP', 'KDR', 'KLF4', 'LEF1', 'LRP5', 'LRP6', 'MAPK9', 'MEN1', 'MET', 'MMP7', 'MYC', 'NLK', 'NOTCH1', 'PIK3CA', 'PIK3R1', 'PITX2', 'PSEN1', 'PTPN11', 'PTPN1', 'PYGO2', 'RUVBL1', 'SKP1', 'SMAD4', 'SMAD7', 'SMARCA4', 'SOX17', 'SOX2', 'SOX6', 'SOX9', 'SRC', 'TBL1X', 'TCF4', 'TCF7L1', 'TCF7L2', 'TCF7', 'TERT', 'TGFBR1', 'TGFBR2', 'TJP1', 'TLE1', 'VCL', 'VEGFA', 'WNT1', 'WNT3A', 'WNT8A', 'WNT8B', 'YWHAZ', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.4291206958720877
		RMSE:  0.9037435622191023
		NRMSE:  0.1777623057079273
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5497170498826627
		RMSE:  0.8436000623678614
		NRMSE:  0.27017767234966206
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  LinearRegression
		Pearson Correlation:  0.34202317895334583
		Spearman Correlation:  0.2972737283814146
		Coefficient of Determination:  0.11697937672087222
		RMSE:  0.7103889309315807
		NRMSE:  0.13973031686301746
		MAPE:  698.5594985323587
		Pearson Correlation:  -0.11468804271184044
		Spearman Correlation:  0.01677198241187599
		Coefficient of Determination:  -0.37612700571913593
		RMSE:  0.7949497122266975
		NRMSE:  0.2545965469485546
		MAPE:  282.3798276897842

	Predictor:  ElasticNet
		Pearson Correlation:  0.24125731613331652
		Spearman Correlation:  0.22978870832305828
		Coefficient of Determination:  0.04912642149958124
		RMSE:  0.7371776376457597
		NRMSE:  0.1449995353355153
		MAPE:  596.3638742179231
		Pearson Correlation:  -0.020966252854736453
		Spearman Correlation:  -0.01231320936112051
		Coefficient of Determination:  -0.03774358117933008
		RMSE:  0.690327899195126
		NRMSE:  0.22108958176112722
		MAPE:  265.89002600838904

	Predictor:  RandomForests
		Pearson Correlation:  0.29746736956310865
		Spearman Correlation:  0.2778191656890517
		Coefficient of Determination:  0.06153628482520013
		RMSE:  0.7323513816231965
		NRMSE:  0.14405023241998358
		MAPE:  694.0017804139588
		Pearson Correlation:  -0.08250930560205369
		Spearman Correlation:  -0.06581883319911672
		Coefficient of Determination:  -0.052360890602412447
		RMSE:  0.6951727621644322
		NRMSE:  0.22264123385113077
		MAPE:  276.36415624146497

Protein:  CCNE1
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['ABL1', 'BARD1', 'BRCA1', 'CABLES1', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCND3', 'CCNE2', 'CCNH', 'CCT2', 'CCT3', 'CCT4', 'CCT6A', 'CCT7', 'CDC25A', 'CDC6', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK6', 'CDK7', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDT1', 'CKS1B', 'CKS2', 'CUL1', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'EP400', 'FOXM1', 'HDAC1', 'IFNAR1', 'LIN37', 'LIN52', 'LIN54', 'LIN9', 'MNAT1', 'MYC', 'ORC1', 'ORC2', 'ORC3', 'ORC4', 'ORC5', 'ORC6', 'PCNA', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB7', 'PSMC1', 'PSMC2', 'PSMC4', 'PSMC5', 'PSMD10', 'PSMD11', 'PSMD14', 'PSMD1', 'PSMD3', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSME3', 'PTK6', 'RB1', 'RBBP4', 'RBL1', 'RBL2', 'RHOA', 'RPS27A', 'RRN3', 'SKP1', 'SKP2', 'STAT5A', 'STAT5B', 'TCP1', 'TFDP1', 'TP53', 'TP73', 'UBB', 'UBC', 'WEE1', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9790551557409413
		RMSE:  0.7746141645114569
		NRMSE:  0.27590887426944144
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8285524646781477
		RMSE:  0.8763813407881366
		NRMSE:  0.2114972948785232
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4487930906545114
		NRMSE:  0.15985506345663808
		MAPE:  112.14421009479175
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0040862214035515265
		RMSE:  0.6494188844018614
		NRMSE:  0.15672439713344627
		MAPE:  115.49088793396595

	Predictor:  LinearRegression
		Pearson Correlation:  0.3579552585476415
		Spearman Correlation:  0.23635140921482814
		Coefficient of Determination:  0.12813185371900482
		RMSE:  0.41905552183325756
		NRMSE:  0.1492628750964408
		MAPE:  105.28929933467602
		Pearson Correlation:  -0.07054545254441177
		Spearman Correlation:  0.05855944117636246
		Coefficient of Determination:  -2.7797332548725203e+17
		RMSE:  341696846.6246401
		NRMSE:  82461772.47982241
		MAPE:  2642151184.1604786

	Predictor:  ElasticNet
		Pearson Correlation:  0.2599046412241909
		Spearman Correlation:  0.19259808746099635
		Coefficient of Determination:  0.05993160594100755
		RMSE:  0.43513687447946714
		NRMSE:  0.15499087247710316
		MAPE:  106.70948526379644
		Pearson Correlation:  0.14281816049159116
		Spearman Correlation:  0.10796509016085726
		Coefficient of Determination:  0.016414833317578315
		RMSE:  0.6427548980530563
		NRMSE:  0.1551161758942627
		MAPE:  118.16324659686062

	Predictor:  RandomForests
		Pearson Correlation:  0.3582604331668688
		Spearman Correlation:  0.21888983035093373
		Coefficient of Determination:  0.11780230951648551
		RMSE:  0.4215306133428393
		NRMSE:  0.1501444749217593
		MAPE:  102.70029788934343
		Pearson Correlation:  0.24884132467643694
		Spearman Correlation:  0.11891689870607375
		Coefficient of Determination:  0.0519002641379569
		RMSE:  0.6310538524112698
		NRMSE:  0.15229236006739624
		MAPE:  118.31091144815771

Protein:  CCND1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'ACTL6A', 'AKT1', 'ARID1A', 'ARID2', 'AR', 'ATF2', 'BRD2', 'BTG2', 'CCNA1', 'CCNB1', 'CCNE1', 'CCNH', 'CDC25A', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDK7', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CKS1B', 'CREBBP', 'CTBP1', 'CTNNB1', 'CUL1', 'DNMT3A', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'AGO2', 'EP300', 'ESR1', 'FOS', 'FOXA1', 'FOXM1', 'GADD45A', 'GATA3', 'GLI1', 'GLI3', 'GSK3B', 'H2AFX', 'H2AFZ', 'HDAC1', 'HDAC4', 'HIST1H2BA', 'HIST2H2BE', 'HNF1A', 'IFNAR1', 'JAK2', 'JUN', 'KAT2B', 'LEF1', 'LYN', 'MAML1', 'MYB', 'MYC', 'NOTCH1', 'PBRM1', 'PCNA', 'PRMT5', 'PSMA6', 'PSMC6', 'PSMD10', 'PSMD6', 'PSMD7', 'PSME3', 'PTK6', 'RASSF1', 'RB1', 'RBL1', 'RBL2', 'RBPJ', 'RELA', 'RUNX1', 'RUNX3', 'SKP1', 'SKP2', 'SMAD4', 'SMARCA4', 'SMARCB1', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'SUV39H1', 'TCF7L2', 'TFDP1', 'TP53', 'WDR77', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5366759284640548
		RMSE:  0.28216244755564185
		NRMSE:  0.17771997351836757
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.30240520386774006
		RMSE:  0.3149325402631455
		NRMSE:  0.20120656537940065
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  LinearRegression
		Pearson Correlation:  0.22265827069817762
		Spearman Correlation:  0.16093968999722222
		Coefficient of Determination:  0.04957589442237409
		RMSE:  0.2219048483467047
		NRMSE:  0.1397667340690219
		MAPE:  707.8660124191807
		Pearson Correlation:  0.07237181590913447
		Spearman Correlation:  0.061810176526120884
		Coefficient of Determination:  -3.311398093629374e+17
		RMSE:  158799880.78146178
		NRMSE:  101455310.2959723
		MAPE:  12366780535.637562

	Predictor:  ElasticNet
		Pearson Correlation:  0.11519715800301644
		Spearman Correlation:  0.10492943191108492
		Coefficient of Determination:  0.004474247583151847
		RMSE:  0.22710898649714745
		NRMSE:  0.1430445596701775
		MAPE:  692.486842383102
		Pearson Correlation:  -0.019303436056030895
		Spearman Correlation:  -0.021769256622382056
		Coefficient of Determination:  -0.004018910303814627
		RMSE:  0.27651291537691225
		NRMSE:  0.17666073483402475
		MAPE:  269.498891204829

	Predictor:  RandomForests
		Pearson Correlation:  0.20783295691945042
		Spearman Correlation:  0.14533218289841943
		Coefficient of Determination:  0.036498069010718504
		RMSE:  0.22342633646992374
		NRMSE:  0.14072504312577078
		MAPE:  699.463704522491
		Pearson Correlation:  -0.08207091317281663
		Spearman Correlation:  0.0289634842375531
		Coefficient of Determination:  -0.03090206088780212
		RMSE:  0.2801903532390342
		NRMSE:  0.17901020510792998
		MAPE:  266.6791018384168

Protein:  ERBB2
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ADAM17', 'ADRB2', 'AREG', 'ARHGEF11', 'ARHGEF12', 'BTC', 'CBL', 'CCND1', 'CD44', 'CDC37', 'CDH1', 'CTNNB1', 'CTNND1', 'CUL5', 'DIAPH1', 'DOCK7', 'EGFR', 'EGF', 'ERBB2IP', 'ERBB3', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'FYN', 'GAB1', 'GRB2', 'GRB7', 'HBEGF', 'HGF', 'HRAS', 'HSP90AA1', 'IL6R', 'IL6', 'INS', 'JAK1', 'JAK2', 'KRAS', 'LRPPRC', 'MAP2K1', 'MAPK8', 'MATK', 'MEMO1', 'MUC1', 'MUC4', 'MYC', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'PGAP3', 'PGR', 'PIK3CA', 'PIK3CB', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PLCG1', 'PLCG2', 'PLXNB1', 'PRKACA', 'PTEN', 'PTK2', 'PTK6', 'PTPN11', 'PTPN12', 'PTPN18', 'RHOA', 'RHOB', 'RHOC', 'RND1', 'RNF41', 'ROCK1', 'ROCK2', 'RPS27A', 'SEMA4D', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SOS1', 'SRC', 'STAT1', 'STAT3', 'STUB1', 'TFAP2A', 'TFAP2B', 'TFAP2C', 'TFF1', 'TFF2', 'TFF3', 'TGFA', 'TP53', 'UBA52', 'UBB', 'UBC', 'VEGFA', 'YES1', 'YY1', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10085609607150081
		RMSE:  1.0785113826338413
		NRMSE:  0.1837421644434709
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05671362529003088
		RMSE:  0.8919867459254164
		NRMSE:  0.19736403273048267
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959455
		RMSE:  0.875951357919715
		NRMSE:  0.1938159880340115
		MAPE:  565.705361200264

	Predictor:  LinearRegression
		Pearson Correlation:  0.3797229248416312
		Spearman Correlation:  0.39530687894147926
		Coefficient of Determination:  0.14418927850288765
		RMSE:  0.9509294961495933
		NRMSE:  0.16200649030607925
		MAPE:  512.4568652163015
		Pearson Correlation:  -0.07753799422713956
		Spearman Correlation:  0.17888784300444183
		Coefficient of Determination:  -1.6378556549176335e+18
		RMSE:  1110497435.208806
		NRMSE:  245712453.85746345
		MAPE:  9763414351.422695

	Predictor:  ElasticNet
		Pearson Correlation:  0.3533868134690494
		Spearman Correlation:  0.3917681236945966
		Coefficient of Determination:  0.11990873043566241
		RMSE:  0.964324750544398
		NRMSE:  0.16428859235470264
		MAPE:  663.5888895913544
		Pearson Correlation:  0.2676245275753597
		Spearman Correlation:  0.3019528770587871
		Coefficient of Determination:  0.05907158818095315
		RMSE:  0.8417013792442354
		NRMSE:  0.18623772081961176
		MAPE:  603.0180737067166

	Predictor:  RandomForests
		Pearson Correlation:  0.3413704472421602
		Spearman Correlation:  0.39690004606210294
		Coefficient of Determination:  0.11465015634317921
		RMSE:  0.9672013958783519
		NRMSE:  0.16477867623189463
		MAPE:  716.3074518772465
		Pearson Correlation:  0.2571632619348038
		Spearman Correlation:  0.21329582526950516
		Coefficient of Determination:  0.04804694341898419
		RMSE:  0.8466180314249682
		NRMSE:  0.18732559606703578
		MAPE:  690.1104508482179

Protein:  ERBB3
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['AKT1', 'AKT2', 'ANGPT1', 'ANGPT2', 'AREG', 'AR', 'BDNF', 'BMP4', 'BTC', 'CBLB', 'CBL', 'CCND1', 'CDH1', 'CSF1', 'CSK', 'CTNNB1', 'DCN', 'DOCK7', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EGFR', 'EGF', 'ERBB2', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'FGF10', 'FGF19', 'FGF1', 'FGF2', 'FGF3', 'FGF4', 'FGF7', 'FGF9', 'FIGF', 'FLNA', 'FOXO3', 'GAB1', 'GRB2', 'GRB7', 'HBEGF', 'HGF', 'HRAS', 'HSP90AA1', 'IGF1', 'IGF2', 'INS', 'IRS1', 'ITGA6', 'ITGB4', 'JAK1', 'JAK2', 'KITLG', 'KRAS', 'LAMA1', 'LAMB1', 'LAMC2', 'MAP2K1', 'MAPK8', 'MET', 'MUC4', 'NGF', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NTF3', 'PA2G4', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PGF', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PLCG1', 'PLCG2', 'PRKACA', 'PTEN', 'PTPN11', 'RNF41', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SOS1', 'SOX10', 'SRC', 'TGFA', 'VEGFA', 'VEGFB', 'VEGFC', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.24617901957450639
		RMSE:  0.5234556686317032
		NRMSE:  0.14126566093685908
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10551624527684367
		RMSE:  0.43841640970600765
		NRMSE:  0.21211918179733683
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  LinearRegression
		Pearson Correlation:  0.37939165094009797
		Spearman Correlation:  0.34989303286807855
		Coefficient of Determination:  0.14393752852049557
		RMSE:  0.4338528142634531
		NRMSE:  0.11708442229014217
		MAPE:  225.51376616810447
		Pearson Correlation:  0.2480887703663308
		Spearman Correlation:  0.30146199742476315
		Coefficient of Determination:  -2.9456458624573245e+18
		RMSE:  715639829.0510385
		NRMSE:  346248296.45789635
		MAPE:  10648561275.171787

	Predictor:  ElasticNet
		Pearson Correlation:  0.32276130544633214
		Spearman Correlation:  0.31802495471477427
		Coefficient of Determination:  0.09296092409781787
		RMSE:  0.4465835155513045
		NRMSE:  0.1205200731759546
		MAPE:  232.15849472953528
		Pearson Correlation:  0.3344939321500177
		Spearman Correlation:  0.3095429893494486
		Coefficient of Determination:  0.03870023718723348
		RMSE:  0.40882143130339915
		NRMSE:  0.19780023190154977
		MAPE:  263.10344650901044

	Predictor:  RandomForests
		Pearson Correlation:  0.34437703164378963
		Spearman Correlation:  0.3311593376113728
		Coefficient of Determination:  0.09243207726056013
		RMSE:  0.44671368627430447
		NRMSE:  0.12055520251798138
		MAPE:  235.52672164316812
		Pearson Correlation:  0.33147861236745935
		Spearman Correlation:  0.3163692318090832
		Coefficient of Determination:  0.03965390576388872
		RMSE:  0.40861859296313374
		NRMSE:  0.1977020925485929
		MAPE:  255.265182373486

Unnormalized

In [119]:
scenario = Scenario.Top100InteractionPartners_Mutations 
normalizeTechnique = NormalizeTechnique.UN
X, Y, Z = get_data(normalizeTechnique)
In [120]:
X.head()
Out[120]:
UBE2Q2P2 HMGB1P1 LOC155060 RNU12-2P SSX9 CXORF67 EFCAB8 SRP14P1 LOC391343 TRIM75P ... ZXDA ZXDB ZXDC ZYG11A ZYG11B ZYX ZZEF1 ZZZ3 TPTEP1 AKR1C6P
TCGA-A1-A0SF-01 10.7401 141.1933 314.4482 0.0000 0.0 0.000 2.9988 9.4249 0.0 0.0000 ... 74.1138 533.3625 1053.4444 94.6772 881.2262 5343.4779 934.3482 508.0867 52.2652 0.8568
TCGA-A1-A0SH-01 3.0048 79.8003 95.7054 0.0000 0.0 0.000 0.3612 3.9727 0.0 0.0000 ... 87.7601 581.0946 801.3977 19.8634 1353.2389 5464.9614 1312.7898 1001.1151 455.7746 0.0000
TCGA-A1-A0SJ-01 4.9419 134.8733 63.6488 0.3658 0.0 0.000 0.3658 4.7554 0.0 0.7316 ... 83.7677 2731.4129 834.3850 51.2117 1092.6383 3032.0988 958.3905 718.7929 43.5299 0.0000
TCGA-A1-A0SK-01 28.8560 1119.1932 166.7192 0.3152 0.0 1.891 0.0000 3.4668 0.0 0.0000 ... 69.0199 610.1481 1775.6067 158.5251 1380.7123 591.2386 1798.9285 1335.6445 49.4800 0.0000
TCGA-A1-A0SQ-01 1.0368 41.5532 75.8447 0.0000 0.0 0.000 0.4034 5.6480 0.0 0.0000 ... 106.1019 617.2466 875.0378 25.4160 969.4402 2903.0761 715.6833 691.4776 17.7509 0.0000

5 rows × 20440 columns

In [121]:
Y.head()
Out[121]:
RB1 CDH1 PTEN BRCA2 CDKN2A TP53 CTNNB1 CCNE1 CCND1 CDH2 CDH3 ERBB2 ERBB3
TCGA-A1-A0SF-01 0.017184 0.705680 0.197730 0.108550 0.17550 -0.472550 0.06978 -0.75401 -0.202360 -0.222000 -0.114060 0.25604 0.461410
TCGA-A1-A0SH-01 -0.081896 0.018364 0.699160 -0.282430 0.68156 -0.035545 -0.11192 -0.77956 -0.014111 0.072251 -0.031553 0.68354 0.033670
TCGA-A1-A0SJ-01 -0.106090 0.114310 -0.110550 0.108220 -0.00989 -0.431850 -0.85672 -0.29589 0.290760 -0.225320 0.128230 0.36458 0.430620
TCGA-A1-A0SK-01 -0.060244 -0.963820 -0.081596 0.309150 1.23630 0.898470 -0.85965 0.92670 0.045974 0.389790 -0.224090 -1.04130 -0.056604
TCGA-A1-A0SQ-01 0.376500 0.425490 0.657440 0.003187 -0.34580 -0.020122 0.39368 -1.02750 0.362490 0.292880 -0.144850 0.31196 0.649260
In [122]:
perform_kFoldCV(num_folds, scenario, normalizeTechnique, X, Y, Z)

Fold:  1

Protein:  RB1
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['AATF', 'ABL1', 'AKT1', 'AR', 'ASF1A', 'ATF2', 'BGLAP', 'CASP3', 'CBX4', 'CCNA1', 'CCNA2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CEBPA', 'COL1A1', 'CREBBP', 'CTBP1', 'DNMT1', 'DUT', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'ELF1', 'EP300', 'FOXM1', 'FZR1', 'GNB2L1', 'H1F0', 'H2AFV', 'H2AFX', 'H2AFZ', 'HDAC1', 'HDAC2', 'HDAC3', 'HIST1H2BA', 'HIST2H2AC', 'HIST2H2BE', 'HMGA1', 'HMGA2', 'HSP90AA1', 'ID2', 'JUN', 'MAPK14', 'MAPK1', 'MAPK3', 'MDM2', 'MEF2C', 'NCAPD3', 'NCAPG2', 'NCAPH2', 'NFYC', 'PCNA', 'PML', 'POLA1', 'POLA2', 'PPARA', 'PPARG', 'PPP1CA', 'PPP1CB', 'PPP1CC', 'PPP2CA', 'PPP2CB', 'PRIM1', 'PRIM2', 'RAF1', 'RBBP4', 'RUNX2', 'SIRT1', 'SKP2', 'SMARCA2', 'SMC2', 'SMC4', 'SP100', 'SP1', 'SP3', 'SPI1', 'SUV39H1', 'TAF1', 'TBP', 'TERT', 'TFDP1', 'TP53BP1', 'TP53', 'TP73', 'YAP1', 'ZNF521', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017832262764705176
		RMSE:  0.22609122586734381
		NRMSE:  0.08562439911658541
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0064622508272080825
		RMSE:  0.2813710133086082
		NRMSE:  0.13900150344012696
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  LinearRegression
		Pearson Correlation:  0.4862578117183481
		Spearman Correlation:  0.45569906485102674
		Coefficient of Determination:  0.2364466594571163
		RMSE:  0.1958237184203574
		NRMSE:  0.07416160515824934
		MAPE:  356.69266626457096
		Pearson Correlation:  0.18895593075451095
		Spearman Correlation:  0.22351965661886644
		Coefficient of Determination:  -0.1423649693680913
		RMSE:  0.299766465912259
		NRMSE:  0.14808913310851976
		MAPE:  238.76208571234253

	Predictor:  ElasticNet
		Pearson Correlation:  0.48577648803525436
		Spearman Correlation:  0.45580825183959534
		Coefficient of Determination:  0.23596964055904712
		RMSE:  0.19588487788662157
		NRMSE:  0.07418476723598619
		MAPE:  351.93038057391004
		Pearson Correlation:  0.19141592140105357
		Spearman Correlation:  0.2237489025460931
		Coefficient of Determination:  -0.13658853409916105
		RMSE:  0.2990076120672217
		NRMSE:  0.14771424792005933
		MAPE:  238.2257131624123

	Predictor:  RandomForests
		Pearson Correlation:  0.5395872065276396
		Spearman Correlation:  0.3993118263410426
		Coefficient of Determination:  0.17191250113514878
		RMSE:  0.20393121954380186
		NRMSE:  0.07723204678803326
		MAPE:  185.70358823305227
		Pearson Correlation:  0.19312819479420687
		Spearman Correlation:  0.3103209442981173
		Coefficient of Determination:  -0.006585797189794462
		RMSE:  0.2813882823609106
		NRMSE:  0.1390100346111413
		MAPE:  126.80089897760412

Protein:  CDH1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ACTA1', 'ACTN1', 'ADAM10', 'ADAM15', 'CA2', 'CASP3', 'CBLL1', 'CDC42', 'CDH17', 'CDH3', 'CDH5', 'CTBP1', 'CTNNA1', 'CTNNB1', 'CTNND1', 'CTTN', 'DLG1', 'EFNA1', 'EGFR', 'EGF', 'ENAH', 'EPCAM', 'EPHA2', 'EXOC3', 'EXOC4', 'FER', 'FLOT1', 'FLOT2', 'FMN1', 'FYN', 'GDNF', 'GNA12', 'GNA13', 'HGF', 'HGS', 'IGF1R', 'IGF1', 'IGF2', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'ITGA6', 'ITGAE', 'ITGB4', 'ITGB7', 'AJUBA', 'JUP', 'KIFC3', 'KLK7', 'KLRG1', 'LAMB1', 'LAMC2', 'LIMA1', 'MAPK1', 'MAPK3', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MLLT4', 'MMP3', 'MMP7', 'MMP9', 'MYO6', 'NCSTN', 'NUMB', 'PARD6A', 'PIK3CA', 'PIK3R1', 'PIP5K1C', 'PLEKHA7', 'PLG', 'PRKCI', 'PRKCZ', 'PSEN1', 'PVRL1', 'PVRL2', 'RAB5A', 'RAB7A', 'RAC1', 'RAP1A', 'RET', 'RHOA', 'SKIL', 'SMAD3', 'SMAD4', 'SNAI1', 'SNAI2', 'SNAI3', 'SRC', 'STX4', 'TJP1', 'TWIST1', 'VASP', 'VCL', 'YES1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZYX', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12177449909053428
		RMSE:  1.1951653206606205
		NRMSE:  0.20089175544360185
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11829904064371455
		RMSE:  1.227018913081223
		NRMSE:  0.19873326310796913
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  LinearRegression
		Pearson Correlation:  0.7465805631339264
		Spearman Correlation:  0.7089224445362644
		Coefficient of Determination:  0.5573825372493704
		RMSE:  0.7507398575299529
		NRMSE:  0.12618961180810395
		MAPE:  483.99451870121106
		Pearson Correlation:  0.5837379908401908
		Spearman Correlation:  0.5459028387474394
		Coefficient of Determination:  0.24654060076167683
		RMSE:  1.007168671253308
		NRMSE:  0.16312537191106669
		MAPE:  472.698738797229

	Predictor:  ElasticNet
		Pearson Correlation:  0.7253733492299673
		Spearman Correlation:  0.6988353956164639
		Coefficient of Determination:  0.5253155944671046
		RMSE:  0.7774593370037339
		NRMSE:  0.13068080900336745
		MAPE:  560.2912494240938
		Pearson Correlation:  0.4939411043177358
		Spearman Correlation:  0.5380889669300557
		Coefficient of Determination:  0.076847554466832
		RMSE:  1.1148308881521984
		NRMSE:  0.1805628078378087
		MAPE:  500.08269945168576

	Predictor:  RandomForests
		Pearson Correlation:  0.7426556664990703
		Spearman Correlation:  0.6906466081325479
		Coefficient of Determination:  0.546860378782499
		RMSE:  0.7596109561461517
		NRMSE:  0.12768072817745812
		MAPE:  206.636462071981
		Pearson Correlation:  0.7522562898289546
		Spearman Correlation:  0.6985945239376057
		Coefficient of Determination:  0.5607856505182343
		RMSE:  0.7689720257119443
		NRMSE:  0.12454601822291865
		MAPE:  144.61405380512727

Protein:  CDH2
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'ADAM10', 'AFP', 'AHSG', 'ALB', 'APLP2', 'APOA1', 'APOB', 'APOE', 'APP', 'AXIN1', 'BDNF', 'BMP4', 'BNIP2', 'CALU', 'CDC42', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH17', 'CDH18', 'CDH1', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDON', 'CREBBP', 'CSF1', 'CST3', 'CTNNA1', 'CTNNA2', 'CTNNB1', 'CTNND1', 'CYR61', 'FAM20C', 'FBN1', 'FER', 'FGFR1', 'FN1', 'FSTL1', 'GAS6', 'GJA1', 'GOLM1', 'GPC3', 'GRIA2', 'HSP90B1', 'IGFBP1', 'IGFBP3', 'IGFBP4', 'IGFBP5', 'IGFBP7', 'IL6', 'ITIH2', 'JUP', 'KIF5B', 'KNG1', 'KTN1', 'LAMB1', 'LAMC1', 'LGALS1', 'LRP5', 'LTBP1', 'MAP2K6', 'MAPK11', 'MAPK14', 'MATN3', 'MEF2A', 'MEF2C', 'MEF2D', 'MET', 'MFGE8', 'MSLN', 'NTRK2', 'P4HB', 'PCSK9', 'PIK3CA', 'PIK3R1', 'PTPN11', 'PTPN1', 'RAC1', 'RHOA', 'ROBO1', 'SCG2', 'SDC2', 'SERPINA1', 'SLIT1', 'SNAI1', 'SNAI2', 'SPAG9', 'SPARCL1', 'SPP1', 'STC2', 'TCF3', 'TIMP1', 'TMEM132A', 'TNC', 'VCAN', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004084060130477685
		RMSE:  0.37195168053170635
		NRMSE:  0.13741024893390016
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006474841096328898
		RMSE:  0.3763274359057868
		NRMSE:  0.1942134674644098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  LinearRegression
		Pearson Correlation:  0.503074142833867
		Spearman Correlation:  0.49401859243815943
		Coefficient of Determination:  0.25308359318803
		RMSE:  0.3208023112585157
		NRMSE:  0.1185141182467262
		MAPE:  3299.1466233572746
		Pearson Correlation:  -0.038846196343288314
		Spearman Correlation:  0.06095502877768023
		Coefficient of Determination:  -0.6927044819123591
		RMSE:  0.48803952060654576
		NRMSE:  0.2518653664687752
		MAPE:  207.3311897214957

	Predictor:  ElasticNet
		Pearson Correlation:  0.502317693903967
		Spearman Correlation:  0.49481300728680094
		Coefficient of Determination:  0.25232128411345656
		RMSE:  0.32096597625839934
		NRMSE:  0.11857458106905738
		MAPE:  3212.1500753141263
		Pearson Correlation:  -0.050911307866975744
		Spearman Correlation:  0.05080479953175301
		Coefficient of Determination:  -0.5574275122981338
		RMSE:  0.4681320127620013
		NRMSE:  0.2415915842297576
		MAPE:  189.5951291973325

	Predictor:  RandomForests
		Pearson Correlation:  0.533289294515734
		Spearman Correlation:  0.47801886118231335
		Coefficient of Determination:  0.17443795966023257
		RMSE:  0.3372689392832374
		NRMSE:  0.12459739081789574
		MAPE:  846.5144176700857
		Pearson Correlation:  0.09229937519677632
		Spearman Correlation:  0.16294995610184373
		Coefficient of Determination:  0.003838602117242851
		RMSE:  0.37439433952349765
		NRMSE:  0.19321584327991828
		MAPE:  107.14074793900335

Protein:  CDH3
Protein Interaction Partners Count:  73
x_train_column_count:  74
x_train columns:  ['AIMP1', 'CLMP', 'BRCA1', 'CCND1', 'CD24', 'CD2AP', 'CD44', 'CDCP1', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH2', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CLDN1', 'CLDN7', 'CTNNA1', 'CTNNA3', 'CTNNB1', 'CTNND1', 'DPYD', 'DSP', 'ECM1', 'EGFR', 'EPCAM', 'ERBB2', 'ESR1', 'ESRP1', 'F11R', 'FN1', 'GALNT6', 'GATA3', 'HOXA9', 'IGF1R', 'ITGA9', 'JUP', 'KIRREL', 'KRT14', 'KRT15', 'KRT17', 'KRT4', 'KRT5', 'KRT8', 'LEF1', 'MKI67', 'NPHS1', 'NPHS2', 'PGR', 'PKP1', 'PKP2', 'PKP3', 'POU5F1', 'S100A4', 'SNAI1', 'SNAI2', 'SYNPO', 'TECR', 'TJP1', 'TP53', 'UMPS', 'VCL', 'ZEB1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003025178489952651
		RMSE:  0.20883135309817671
		NRMSE:  0.14651130458142275
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.766266116724594e-05
		RMSE:  0.2045852237570374
		NRMSE:  0.1565890990172577
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  LinearRegression
		Pearson Correlation:  0.5729780199091096
		Spearman Correlation:  0.5407177293306035
		Coefficient of Determination:  0.3283038112989639
		RMSE:  0.1711261830213943
		NRMSE:  0.12005821899126838
		MAPE:  542.8036872087162
		Pearson Correlation:  0.033830325008307065
		Spearman Correlation:  0.3885523363574286
		Coefficient of Determination:  -2.438897268426167
		RMSE:  0.3793773019369883
		NRMSE:  0.29037458721095766
		MAPE:  346.69398891046353

	Predictor:  ElasticNet
		Pearson Correlation:  0.5726825739305108
		Spearman Correlation:  0.5406775107016716
		Coefficient of Determination:  0.32795488613497126
		RMSE:  0.17117062460085566
		NRMSE:  0.12008939818772497
		MAPE:  547.2323088460702
		Pearson Correlation:  0.03382422226001366
		Spearman Correlation:  0.3878938640132671
		Coefficient of Determination:  -2.390129800273074
		RMSE:  0.3766776964316849
		NRMSE:  0.2883083148477125
		MAPE:  342.9068233400213

	Predictor:  RandomForests
		Pearson Correlation:  0.5488348194628491
		Spearman Correlation:  0.5498808348759677
		Coefficient of Determination:  0.26165640371302934
		RMSE:  0.17941521825494025
		NRMSE:  0.12587361666872948
		MAPE:  552.0017208748178
		Pearson Correlation:  0.4711648997100896
		Spearman Correlation:  0.5027704614183982
		Coefficient of Determination:  0.20767549842787159
		RMSE:  0.1821014003704093
		NRMSE:  0.1393800279909142
		MAPE:  358.2338803004399

Protein:  PTEN
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['AKT1', 'AR', 'BCR', 'CD79A', 'CD79B', 'CDIPT', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'DLG1', 'EGFR', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'FOXO3', 'FOXO4', 'FRK', 'GRB2', 'HRAS', 'INPP4A', 'INPP4B', 'INPP5B', 'INPP5D', 'INPP5J', 'INPP5K', 'INPPL1', 'IPMK', 'IRS1', 'ITGB1', 'ITPKA', 'ITPKB', 'ITPKC', 'MAST2', 'MDM2', 'MDM4', 'MKRN1', 'MTOR', 'MYC', 'NEDD4', 'NOTCH1', 'OCRL', 'OTUD3', 'PARK7', 'PDGFB', 'PDGFRB', 'PI4K2A', 'PI4KA', 'PI4KB', 'PIK3C2A', 'PIK3C2B', 'PIK3C2G', 'PIK3C3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIKFYVE', 'PIP4K2A', 'PIP5K1A', 'PIP5K1B', 'PIP5K1C', 'PML', 'PREX2', 'PSMA6', 'PSMA7', 'PSMB9', 'PSMC6', 'PSMD10', 'PSMD5', 'PSME3', 'PTK2', 'RICTOR', 'RNF146', 'ROCK1', 'ROCK2', 'RPS27A', 'RPS6KB1', 'SACM1L', 'SHC1', 'SLC9A3R1', 'SLC9A3R2', 'SOS1', 'STK11', 'STUB1', 'SYNJ1', 'SYNJ2', 'TNKS2', 'TNKS', 'TNRC6A', 'TNRC6B', 'TP53', 'UBB', 'UBC', 'USP13', 'USP7', 'WWP2', 'XIAP', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.042477457330321045
		RMSE:  0.639641264822803
		NRMSE:  0.10001427016227082
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.028094267476815427
		RMSE:  0.5035947533045023
		NRMSE:  0.16597282753427667
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.458230587102
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389449
		RMSE:  0.49877990548911916
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809618

	Predictor:  LinearRegression
		Pearson Correlation:  0.6084447249063444
		Spearman Correlation:  0.5776381482754656
		Coefficient of Determination:  0.3702049832663573
		RMSE:  0.4971675185134956
		NRMSE:  0.07773708365467838
		MAPE:  737.5979788027113
		Pearson Correlation:  -0.04288190174572013
		Spearman Correlation:  0.15686274509803924
		Coefficient of Determination:  -1.3550831931467444
		RMSE:  0.7621980872262119
		NRMSE:  0.25120232259778913
		MAPE:  266.34944466623836

	Predictor:  ElasticNet
		Pearson Correlation:  0.5996803898081673
		Spearman Correlation:  0.574414691097688
		Coefficient of Determination:  0.35961286902864253
		RMSE:  0.5013308555342506
		NRMSE:  0.07838806278387156
		MAPE:  789.3597609626622
		Pearson Correlation:  -0.007327926147407491
		Spearman Correlation:  0.1784508828406985
		Coefficient of Determination:  -1.1168608418160173
		RMSE:  0.7226215062178332
		NRMSE:  0.23815882480318804
		MAPE:  246.47048620484009

	Predictor:  RandomForests
		Pearson Correlation:  0.5832693742551751
		Spearman Correlation:  0.5373280768749423
		Coefficient of Determination:  0.3039091264783117
		RMSE:  0.5226802702709819
		NRMSE:  0.08172625600359344
		MAPE:  361.54939429879863
		Pearson Correlation:  0.2936758845392045
		Spearman Correlation:  0.3134667275215896
		Coefficient of Determination:  0.07044760595945221
		RMSE:  0.4788523960287934
		NRMSE:  0.15781833630900843
		MAPE:  185.36052712411103

Protein:  BRCA2
Protein Interaction Partners Count:  100
x_train_column_count:  99
x_train columns:  ['ATM', 'ATRIP', 'ATR', 'BARD1', 'BLM', 'BRCA1', 'BRIP1', 'SLX4', 'RHNO1', 'RMI2', 'CDK2', 'CDK4', 'CHEK1', 'CHEK2', 'DMC1', 'DNA2', 'EME1', 'EME2', 'EXO1', 'FANCD2', 'FANCE', 'FANCG', 'FANCI', 'GEN1', 'H2AFX', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2BE', 'HIST3H3', 'HUS1', 'KAT5', 'SPIDR', 'MLH1', 'MLH3', 'MND1', 'MRE11A', 'MSH4', 'MSH5', 'MUS81', 'NBN', 'PALB2', 'PARP1', 'PCNA', 'POLD1', 'POLD2', 'POLD3', 'POLD4', 'POLE2', 'POLE3', 'POLE4', 'POLE', 'POLH', 'POLK', 'PSMC3IP', 'RAD17', 'RAD1', 'RAD50', 'RAD51AP1', 'RAD51C', 'RAD51B', 'RAD51D', 'RAD51', 'RAD9A', 'RAD9B', 'RBBP8', 'RFC1', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RMI1', 'RPA1', 'RPA2', 'RPA3', 'RPS27A', 'RTEL1', 'SHFM1', 'SPO11', 'SYCP3', 'TEX15', 'TOP3A', 'TOPBP1', 'TP53', 'UBA52', 'UBB', 'UBC', 'WRN', 'XRCC2', 'XRCC3', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026562361008646285
		RMSE:  0.19787350383771835
		NRMSE:  0.12800221484333532
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00017758204834872338
		RMSE:  0.18475106890837595
		NRMSE:  0.18489898809885505
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  LinearRegression
		Pearson Correlation:  0.5224903786308419
		Spearman Correlation:  0.47863791039641596
		Coefficient of Determination:  0.27299619576180056
		RMSE:  0.16849226023559108
		NRMSE:  0.10899580831096677
		MAPE:  256.5611455369438
		Pearson Correlation:  0.17292506886008885
		Spearman Correlation:  0.18939150984248526
		Coefficient of Determination:  -0.21826325999553675
		RMSE:  0.2039008213849787
		NRMSE:  0.2040640726430932
		MAPE:  243.58121591235306

	Predictor:  ElasticNet
		Pearson Correlation:  0.5193787328510173
		Spearman Correlation:  0.4746325918504171
		Coefficient of Determination:  0.2696987392903858
		RMSE:  0.16887394140018602
		NRMSE:  0.10924271369993792
		MAPE:  243.73925692744675
		Pearson Correlation:  0.1760406641227253
		Spearman Correlation:  0.18597476584586778
		Coefficient of Determination:  -0.2114869516406983
		RMSE:  0.2033329549858181
		NRMSE:  0.2034957515870878
		MAPE:  248.89847319537571

	Predictor:  RandomForests
		Pearson Correlation:  0.5295849578633959
		Spearman Correlation:  0.4423018185215187
		Coefficient of Determination:  0.1563190100621723
		RMSE:  0.18151007917940512
		NRMSE:  0.11741689362516988
		MAPE:  150.74681234420754
		Pearson Correlation:  0.25929612904848853
		Spearman Correlation:  0.2569337832088819
		Coefficient of Determination:  0.05061802888745981
		RMSE:  0.1799985024195879
		NRMSE:  0.18014261651279817
		MAPE:  115.58269570345665

Protein:  CDKN2A
Protein Interaction Partners Count:  100
x_train_column_count:  100
x_train columns:  ['ABL1', 'AKT1', 'ARF1', 'BMI1', 'BRCA1', 'CBX7', 'CCND1', 'CCND2', 'CCND3', 'CCNL1', 'CDC45', 'CDC6', 'CDC7', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2AIP', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CEBPB', 'CTCF', 'DAXX', 'E2F1', 'E2F2', 'E2F3', 'EGFR', 'EGR1', 'AGO1', 'AGO3', 'AGO4', 'ERBB2', 'EZH2', 'FOXM1', 'GMNN', 'HDAC1', 'HIF1A', 'HRAS', 'HUWE1', 'IL6', 'KRAS', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAX', 'MCM10', 'MCM2', 'MCM5', 'MDM2', 'MDM4', 'MGMT', 'MLH1', 'MOV10', 'MRAS', 'MTAP', 'MYCN', 'MYC', 'NPM1', 'NRAS', 'ORC5', 'PIK3CA', 'PIK3R1', 'PTEN', 'RASSF1', 'RB1', 'RPS27A', 'RRAS2', 'RRAS', 'RUNX3', 'SMAD3', 'SMAD4', 'SMARCA4', 'SUMO1', 'SUMO2', 'SUMO3', 'TBX2', 'TERT', 'TFDP1', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TP53', 'TP63', 'TRIP12', 'TWIST1', 'UBA52', 'UBB', 'UBC', 'UBE2I', 'USP7', 'VEGFA', 'WRN', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.062199248812668806
		RMSE:  0.6624014175436462
		NRMSE:  0.14974599695798488
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10057809021042674
		RMSE:  0.783524323220729
		NRMSE:  0.21159176970584093
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6427147371513342
		NRMSE:  0.145295521001771
		MAPE:  207.86247046219444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010510594090658465
		RMSE:  0.7507796405829533
		NRMSE:  0.20274902527219912
		MAPE:  439.74244050751946

	Predictor:  LinearRegression
		Pearson Correlation:  0.7137945166764518
		Spearman Correlation:  0.6477957992494499
		Coefficient of Determination:  0.5095026120373696
		RMSE:  0.45012859992749266
		NRMSE:  0.1017584717819583
		MAPE:  191.87379450599917
		Pearson Correlation:  0.5544144566798171
		Spearman Correlation:  0.4688127987513413
		Coefficient of Determination:  0.2880037890462971
		RMSE:  0.6302036189402055
		NRMSE:  0.17018731270326912
		MAPE:  732.5519835894771

	Predictor:  ElasticNet
		Pearson Correlation:  0.713783532157686
		Spearman Correlation:  0.6478059895186301
		Coefficient of Determination:  0.5094868466830045
		RMSE:  0.4501358337885082
		NRMSE:  0.1017601071071568
		MAPE:  190.18208350696614
		Pearson Correlation:  0.554220825747586
		Spearman Correlation:  0.4690908204077651
		Coefficient of Determination:  0.2880003879426064
		RMSE:  0.6302051241345181
		NRMSE:  0.17018771918296466
		MAPE:  733.1363124701829

	Predictor:  RandomForests
		Pearson Correlation:  0.6512682096034268
		Spearman Correlation:  0.5862298214602163
		Coefficient of Determination:  0.41559769744228703
		RMSE:  0.49133105775668623
		NRMSE:  0.11107291912663866
		MAPE:  186.81586722629325
		Pearson Correlation:  0.7138871852146856
		Spearman Correlation:  0.5770326235678206
		Coefficient of Determination:  0.4634281612235852
		RMSE:  0.5470864888726946
		NRMSE:  0.14774142286597208
		MAPE:  327.45824804160657

Protein:  TP53
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['AKT1', 'APAF1', 'ATM', 'ATR', 'AURKA', 'AURKB', 'BANP', 'BARD1', 'BAX', 'BBC3', 'BCL2L1', 'BCL2', 'BCL6', 'BRCA1', 'CASP8', 'CCNA2', 'CCNE1', 'CCNG1', 'CDC25C', 'CDK2', 'CDK5', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CHEK1', 'CHEK2', 'COPS5', 'CREBBP', 'DDB2', 'DDX5', 'DYRK2', 'E2F4', 'EGR1', 'EHMT2', 'EP300', 'EZH2', 'FZR1', 'GADD45A', 'GLS2', 'GSK3B', 'HDAC1', 'HDAC2', 'HIF1A', 'HIPK2', 'HSP90AA1', 'HSPA1A', 'IGFBP3', 'JUN', 'KAT2B', 'KAT5', 'KDM1A', 'MAPK14', 'MAPK1', 'MAPK8', 'MAPK9', 'MAPKAPK5', 'MCL1', 'MDM2', 'MDM4', 'MSH2', 'NGFR', 'NPM1', 'PLK3', 'PMAIP1', 'PPP1R13B', 'PPP1R13L', 'PRKDC', 'PRMT5', 'PTEN', 'RB1', 'RCHY1', 'DROSHA', 'RPA1', 'RRM2B', 'SETD7', 'SETD8', 'SFN', 'SIRT1', 'SMYD2', 'SNAI1', 'SNAI2', 'SP1', 'STAT3', 'STK11', 'SUMO1', 'SUMO2', 'TBP', 'TNFRSF10A', 'TNFRSF10B', 'TP53BP1', 'TP53BP2', 'TP53INP1', 'TP53RK', 'TXN', 'UBE2I', 'USP7', 'WRN', 'XRCC6', 'YY1', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05546789854165435
		RMSE:  0.4652085657713222
		NRMSE:  0.11180210665016156
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04275496084346875
		RMSE:  0.4295356456720749
		NRMSE:  0.1544592202783541
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  LinearRegression
		Pearson Correlation:  0.664368256850303
		Spearman Correlation:  0.591699374815362
		Coefficient of Determination:  0.4413851807103102
		RMSE:  0.33843978817181203
		NRMSE:  0.08133616634746745
		MAPE:  748.8971530668214
		Pearson Correlation:  0.503928246772593
		Spearman Correlation:  0.5015461906155497
		Coefficient of Determination:  0.19791589921130814
		RMSE:  0.37671943992878126
		NRMSE:  0.13546673376560872
		MAPE:  981.800935097715

	Predictor:  ElasticNet
		Pearson Correlation:  0.6582163201204385
		Spearman Correlation:  0.5904133473463096
		Coefficient of Determination:  0.43324496928329614
		RMSE:  0.34089676509784694
		NRMSE:  0.08192664385913169
		MAPE:  717.6716532260932
		Pearson Correlation:  0.47244402340184516
		Spearman Correlation:  0.46173056287191494
		Coefficient of Determination:  0.15605193985699206
		RMSE:  0.3864256423887274
		NRMSE:  0.13895704354299954
		MAPE:  849.6983049119542

	Predictor:  RandomForests
		Pearson Correlation:  0.6097534973256057
		Spearman Correlation:  0.5139039652587687
		Coefficient of Determination:  0.33750018110792934
		RMSE:  0.36856837692133904
		NRMSE:  0.08857687501113652
		MAPE:  615.4124035147506
		Pearson Correlation:  0.4836200045164307
		Spearman Correlation:  0.46771331891245216
		Coefficient of Determination:  0.23275960811854368
		RMSE:  0.3684459670531218
		NRMSE:  0.13249162754975793
		MAPE:  330.3142319701158

Protein:  CTNNB1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'AKT1', 'APC2', 'APC', 'AR', 'AXIN1', 'AXIN2', 'BCL9', 'BTRC', 'CASP3', 'CBY1', 'CCND1', 'CDC73', 'CDH11', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDH5', 'CDH8', 'CHD8', 'CREBBP', 'CSNK1A1', 'CSNK1E', 'CTBP1', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNBIP1', 'CTNND1', 'DVL1', 'DVL2', 'DVL3', 'EGFR', 'EGF', 'EP300', 'ERBB2', 'AMER1', 'FBXW11', 'FER', 'FGFR1', 'FOXO1', 'FOXO3', 'FYN', 'FZD1', 'FZD2', 'FZD5', 'GSK3A', 'GSK3B', 'HNF4A', 'IGF1R', 'IQGAP1', 'JUN', 'JUP', 'KDR', 'KLF4', 'LEF1', 'LRP5', 'LRP6', 'MAPK9', 'MEN1', 'MET', 'MMP7', 'MYC', 'NLK', 'NOTCH1', 'PIK3CA', 'PIK3R1', 'PITX2', 'PSEN1', 'PTPN11', 'PTPN1', 'PYGO2', 'RUVBL1', 'SKP1', 'SMAD4', 'SMAD7', 'SMARCA4', 'SOX17', 'SOX2', 'SOX6', 'SOX9', 'SRC', 'TBL1X', 'TCF4', 'TCF7L1', 'TCF7L2', 'TCF7', 'TERT', 'TGFBR1', 'TGFBR2', 'TJP1', 'TLE1', 'VCL', 'VEGFA', 'WNT1', 'WNT3A', 'WNT8A', 'WNT8B', 'YWHAZ', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.41897644861846284
		RMSE:  0.8782004120680554
		NRMSE:  0.17699587078381512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5843844136424388
		RMSE:  0.9452480588674593
		NRMSE:  0.23451795238114906
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  LinearRegression
		Pearson Correlation:  0.6711039396421054
		Spearman Correlation:  0.6511231739875518
		Coefficient of Determination:  0.4503804978031546
		RMSE:  0.5465590755337435
		NRMSE:  0.11015560705680383
		MAPE:  519.1657659772924
		Pearson Correlation:  0.39460946763485044
		Spearman Correlation:  0.4038484050336553
		Coefficient of Determination:  0.006200638227199851
		RMSE:  0.7486259379850011
		NRMSE:  0.1857356071019206
		MAPE:  421.8561758460596

	Predictor:  ElasticNet
		Pearson Correlation:  0.6702230918797334
		Spearman Correlation:  0.6528132088206428
		Coefficient of Determination:  0.44919620555166373
		RMSE:  0.5471476075691926
		NRMSE:  0.11027422205477812
		MAPE:  502.1037225393969
		Pearson Correlation:  0.412977319632345
		Spearman Correlation:  0.3977953370402888
		Coefficient of Determination:  0.05608384392719379
		RMSE:  0.7295956286355885
		NRMSE:  0.18101414891966172
		MAPE:  417.6538394621544

	Predictor:  RandomForests
		Pearson Correlation:  0.6656992239056829
		Spearman Correlation:  0.6133953454672096
		Coefficient of Determination:  0.4349807211043826
		RMSE:  0.5541631919467963
		NRMSE:  0.11168816976979591
		MAPE:  329.20271777914945
		Pearson Correlation:  0.5336624031149049
		Spearman Correlation:  0.4858586622262577
		Coefficient of Determination:  0.26869688378404666
		RMSE:  0.6421910157662638
		NRMSE:  0.15932888794875796
		MAPE:  230.86504621225313

Protein:  CCNE1
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['ABL1', 'BARD1', 'BRCA1', 'CABLES1', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCND3', 'CCNE2', 'CCNH', 'CCT2', 'CCT3', 'CCT4', 'CCT6A', 'CCT7', 'CDC25A', 'CDC6', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK6', 'CDK7', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDT1', 'CKS1B', 'CKS2', 'CUL1', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'EP400', 'FOXM1', 'HDAC1', 'IFNAR1', 'LIN37', 'LIN52', 'LIN54', 'LIN9', 'MNAT1', 'MYC', 'ORC1', 'ORC2', 'ORC3', 'ORC4', 'ORC5', 'ORC6', 'PCNA', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB7', 'PSMC1', 'PSMC2', 'PSMC4', 'PSMC5', 'PSMD10', 'PSMD11', 'PSMD14', 'PSMD1', 'PSMD3', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSME3', 'PTK6', 'RB1', 'RBBP4', 'RBL1', 'RBL2', 'RHOA', 'RPS27A', 'RRN3', 'SKP1', 'SKP2', 'STAT5A', 'STAT5B', 'TCP1', 'TFDP1', 'TP53', 'TP73', 'UBB', 'UBC', 'WEE1', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.7135069779129597
		RMSE:  0.7967382438332794
		NRMSE:  0.19227700939577658
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.179220592822603
		RMSE:  0.7927883268238614
		NRMSE:  0.2823823069719898
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.48367116033059243
		NRMSE:  0.11672446372338549
		MAPE:  119.9663870203584
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008650225247206267
		RMSE:  0.5393577763958428
		NRMSE:  0.19211318838676503
		MAPE:  85.21064296831354

	Predictor:  LinearRegression
		Pearson Correlation:  0.8774175459671831
		Spearman Correlation:  0.7204934647632695
		Coefficient of Determination:  0.7698615499710739
		RMSE:  0.23203034435425013
		NRMSE:  0.05599593222343561
		MAPE:  55.5136316069801
		Pearson Correlation:  0.8048281276095115
		Spearman Correlation:  0.6018242122719735
		Coefficient of Determination:  0.6373795512018194
		RMSE:  0.32339462345186915
		NRMSE:  0.11518953640315908
		MAPE:  49.1112522713996

	Predictor:  ElasticNet
		Pearson Correlation:  0.8774156284602718
		Spearman Correlation:  0.7209687265282357
		Coefficient of Determination:  0.7698580609312896
		RMSE:  0.232032103208614
		NRMSE:  0.05599635668813235
		MAPE:  55.51889665620352
		Pearson Correlation:  0.8052709562703723
		Spearman Correlation:  0.6021753975221931
		Coefficient of Determination:  0.6384160553751224
		RMSE:  0.32293210161617963
		NRMSE:  0.11502479131475676
		MAPE:  49.10119181100377

	Predictor:  RandomForests
		Pearson Correlation:  0.8568325247662703
		Spearman Correlation:  0.7204752981992786
		Coefficient of Determination:  0.7283520088609318
		RMSE:  0.25208873649532704
		NRMSE:  0.06083662825381351
		MAPE:  54.930323127980664
		Pearson Correlation:  0.837816825298056
		Spearman Correlation:  0.7059538137469166
		Coefficient of Determination:  0.6986948888904203
		RMSE:  0.29478806689977877
		NRMSE:  0.10500020192334061
		MAPE:  44.001700036877104

Protein:  CCND1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'ACTL6A', 'AKT1', 'ARID1A', 'ARID2', 'AR', 'ATF2', 'BRD2', 'BTG2', 'CCNA1', 'CCNB1', 'CCNE1', 'CCNH', 'CDC25A', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDK7', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CKS1B', 'CREBBP', 'CTBP1', 'CTNNB1', 'CUL1', 'DNMT3A', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'AGO2', 'EP300', 'ESR1', 'FOS', 'FOXA1', 'FOXM1', 'GADD45A', 'GATA3', 'GLI1', 'GLI3', 'GSK3B', 'H2AFX', 'H2AFZ', 'HDAC1', 'HDAC4', 'HIST1H2BA', 'HIST2H2BE', 'HNF1A', 'IFNAR1', 'JAK2', 'JUN', 'KAT2B', 'LEF1', 'LYN', 'MAML1', 'MYB', 'MYC', 'NOTCH1', 'PBRM1', 'PCNA', 'PRMT5', 'PSMA6', 'PSMC6', 'PSMD10', 'PSMD6', 'PSMD7', 'PSME3', 'PTK6', 'RASSF1', 'RB1', 'RBL1', 'RBL2', 'RBPJ', 'RELA', 'RUNX1', 'RUNX3', 'SKP1', 'SKP2', 'SMAD4', 'SMARCA4', 'SMARCB1', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'SUV39H1', 'TCF7L2', 'TFDP1', 'TP53', 'WDR77', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.46307157054532877
		RMSE:  0.2889602070536637
		NRMSE:  0.17371452011738692
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5143850316766378
		RMSE:  0.2891269997261264
		NRMSE:  0.20591917819933792
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  LinearRegression
		Pearson Correlation:  0.5636707126515218
		Spearman Correlation:  0.5338794000240731
		Coefficient of Determination:  0.3177246723010745
		RMSE:  0.19732635215636038
		NRMSE:  0.1186268964881752
		MAPE:  303.9089038533048
		Pearson Correlation:  0.4724393318736653
		Spearman Correlation:  0.37750951126719345
		Coefficient of Determination:  -0.037474895245559914
		RMSE:  0.23930914416114074
		NRMSE:  0.17043839678732034
		MAPE:  1816.1890371613506

	Predictor:  ElasticNet
		Pearson Correlation:  0.562404261100557
		Spearman Correlation:  0.531385922522841
		Coefficient of Determination:  0.31629768660399327
		RMSE:  0.19753259939387127
		NRMSE:  0.11875088636295782
		MAPE:  305.57449816661466
		Pearson Correlation:  0.47096303322933025
		Spearman Correlation:  0.3757487074431763
		Coefficient of Determination:  -0.04024812507955766
		RMSE:  0.23962877423273687
		NRMSE:  0.17066604056231616
		MAPE:  1778.6817783919414

	Predictor:  RandomForests
		Pearson Correlation:  0.5396287154639029
		Spearman Correlation:  0.502939768100025
		Coefficient of Determination:  0.24994905002118484
		RMSE:  0.20689530563231137
		NRMSE:  0.12437947459589964
		MAPE:  321.9495425031968
		Pearson Correlation:  0.5113924341245587
		Spearman Correlation:  0.5230886292665937
		Coefficient of Determination:  0.2479354192270824
		RMSE:  0.2037502091357217
		NRMSE:  0.14511296303324717
		MAPE:  1056.0884306207543

Protein:  ERBB2
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ADAM17', 'ADRB2', 'AREG', 'ARHGEF11', 'ARHGEF12', 'BTC', 'CBL', 'CCND1', 'CD44', 'CDC37', 'CDH1', 'CTNNB1', 'CTNND1', 'CUL5', 'DIAPH1', 'DOCK7', 'EGFR', 'EGF', 'ERBB2IP', 'ERBB3', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'FYN', 'GAB1', 'GRB2', 'GRB7', 'HBEGF', 'HGF', 'HRAS', 'HSP90AA1', 'IL6R', 'IL6', 'INS', 'JAK1', 'JAK2', 'KRAS', 'LRPPRC', 'MAP2K1', 'MAPK8', 'MATK', 'MEMO1', 'MUC1', 'MUC4', 'MYC', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'PGAP3', 'PGR', 'PIK3CA', 'PIK3CB', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PLCG1', 'PLCG2', 'PLXNB1', 'PRKACA', 'PTEN', 'PTK2', 'PTK6', 'PTPN11', 'PTPN12', 'PTPN18', 'RHOA', 'RHOB', 'RHOC', 'RND1', 'RNF41', 'ROCK1', 'ROCK2', 'RPS27A', 'SEMA4D', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SOS1', 'SRC', 'STAT1', 'STAT3', 'STUB1', 'TFAP2A', 'TFAP2B', 'TFAP2C', 'TFF1', 'TFF2', 'TFF3', 'TGFA', 'TP53', 'UBA52', 'UBB', 'UBC', 'VEGFA', 'YES1', 'YY1', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10512598969709641
		RMSE:  1.0713675802437574
		NRMSE:  0.18252510013182233
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.044647408489899565
		RMSE:  0.9270678870989714
		NRMSE:  0.17190207437399804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  LinearRegression
		Pearson Correlation:  0.8555656786123721
		Spearman Correlation:  0.7304635390805553
		Coefficient of Determination:  0.7319926304194486
		RMSE:  0.5276014401097882
		NRMSE:  0.08988558872000071
		MAPE:  539.7970442292902
		Pearson Correlation:  0.7211630034474364
		Spearman Correlation:  0.5739196175982831
		Coefficient of Determination:  0.4888452610751871
		RMSE:  0.6484893794184717
		NRMSE:  0.12024650091201033
		MAPE:  331.13159766099665

	Predictor:  ElasticNet
		Pearson Correlation:  0.8545139866809128
		Spearman Correlation:  0.7266386621532431
		Coefficient of Determination:  0.7301941349188741
		RMSE:  0.529368746413151
		NRMSE:  0.09018667843555055
		MAPE:  555.0548601417483
		Pearson Correlation:  0.7288686841952379
		Spearman Correlation:  0.584967320261438
		Coefficient of Determination:  0.5014128490329506
		RMSE:  0.6404676717522148
		NRMSE:  0.11875907134289167
		MAPE:  337.2258980748098

	Predictor:  RandomForests
		Pearson Correlation:  0.8433007690847746
		Spearman Correlation:  0.6562328792592249
		Coefficient of Determination:  0.7083630081806649
		RMSE:  0.5503689305629248
		NRMSE:  0.09376440543178098
		MAPE:  460.06554811053206
		Pearson Correlation:  0.8169954335116215
		Spearman Correlation:  0.714499680796803
		Coefficient of Determination:  0.6561677185767817
		RMSE:  0.5318632665691463
		NRMSE:  0.09862103960117677
		MAPE:  307.5359921183597

Protein:  ERBB3
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['AKT1', 'AKT2', 'ANGPT1', 'ANGPT2', 'AREG', 'AR', 'BDNF', 'BMP4', 'BTC', 'CBLB', 'CBL', 'CCND1', 'CDH1', 'CSF1', 'CSK', 'CTNNB1', 'DCN', 'DOCK7', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EGFR', 'EGF', 'ERBB2', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'FGF10', 'FGF19', 'FGF1', 'FGF2', 'FGF3', 'FGF4', 'FGF7', 'FGF9', 'FIGF', 'FLNA', 'FOXO3', 'GAB1', 'GRB2', 'GRB7', 'HBEGF', 'HGF', 'HRAS', 'HSP90AA1', 'IGF1', 'IGF2', 'INS', 'IRS1', 'ITGA6', 'ITGB4', 'JAK1', 'JAK2', 'KITLG', 'KRAS', 'LAMA1', 'LAMB1', 'LAMC2', 'MAP2K1', 'MAPK8', 'MET', 'MUC4', 'NGF', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NTF3', 'PA2G4', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PGF', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PLCG1', 'PLCG2', 'PRKACA', 'PTEN', 'PTPN11', 'RNF41', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SOS1', 'SOX10', 'SRC', 'TGFA', 'VEGFA', 'VEGFB', 'VEGFC', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20107865915633893
		RMSE:  0.5031866190144979
		NRMSE:  0.13579562619977975
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27170508071542576
		RMSE:  0.5249654097328843
		NRMSE:  0.21064675210776365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  LinearRegression
		Pearson Correlation:  0.5846385774030323
		Spearman Correlation:  0.5814912548696802
		Coefficient of Determination:  0.3418022661878415
		RMSE:  0.3724959453038705
		NRMSE:  0.10052596439962284
		MAPE:  197.49566837967353
		Pearson Correlation:  0.3120139591867298
		Spearman Correlation:  0.3620139035388307
		Coefficient of Determination:  -0.3205796538954946
		RMSE:  0.5349581227215663
		NRMSE:  0.21465641159538965
		MAPE:  299.0531773906742

	Predictor:  ElasticNet
		Pearson Correlation:  0.5817126078615283
		Spearman Correlation:  0.5806909506339571
		Coefficient of Determination:  0.33838907681137753
		RMSE:  0.3734605150198209
		NRMSE:  0.1007862740812423
		MAPE:  198.79173019558323
		Pearson Correlation:  0.3260593196509756
		Spearman Correlation:  0.360838407031786
		Coefficient of Determination:  -0.22100297691662574
		RMSE:  0.5143939436237596
		NRMSE:  0.206404863100186
		MAPE:  295.1690294850537

	Predictor:  RandomForests
		Pearson Correlation:  0.5491289717277127
		Spearman Correlation:  0.5567681894241043
		Coefficient of Determination:  0.2845656695305143
		RMSE:  0.38835441470699494
		NRMSE:  0.10480571012772871
		MAPE:  239.9856680316148
		Pearson Correlation:  0.38648227930029155
		Spearman Correlation:  0.39234560614965885
		Coefficient of Determination:  0.13952978922040327
		RMSE:  0.4318226369637922
		NRMSE:  0.17327243714841428
		MAPE:  281.07626847574466


Fold:  2

Protein:  RB1
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['AATF', 'ABL1', 'AKT1', 'AR', 'ASF1A', 'ATF2', 'BGLAP', 'CASP3', 'CBX4', 'CCNA1', 'CCNA2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CEBPA', 'COL1A1', 'CREBBP', 'CTBP1', 'DNMT1', 'DUT', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'ELF1', 'EP300', 'FOXM1', 'FZR1', 'GNB2L1', 'H1F0', 'H2AFV', 'H2AFX', 'H2AFZ', 'HDAC1', 'HDAC2', 'HDAC3', 'HIST1H2BA', 'HIST2H2AC', 'HIST2H2BE', 'HMGA1', 'HMGA2', 'HSP90AA1', 'ID2', 'JUN', 'MAPK14', 'MAPK1', 'MAPK3', 'MDM2', 'MEF2C', 'NCAPD3', 'NCAPG2', 'NCAPH2', 'NFYC', 'PCNA', 'PML', 'POLA1', 'POLA2', 'PPARA', 'PPARG', 'PPP1CA', 'PPP1CB', 'PPP1CC', 'PPP2CA', 'PPP2CB', 'PRIM1', 'PRIM2', 'RAF1', 'RBBP4', 'RUNX2', 'SIRT1', 'SKP2', 'SMARCA2', 'SMC2', 'SMC4', 'SP100', 'SP1', 'SP3', 'SPI1', 'SUV39H1', 'TAF1', 'TBP', 'TERT', 'TFDP1', 'TP53BP1', 'TP53', 'TP73', 'YAP1', 'ZNF521', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.012372001566697044
		RMSE:  0.23649063304821735
		NRMSE:  0.08648721220312221
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0009378943328373079
		RMSE:  0.2450188572791325
		NRMSE:  0.14037816530069125
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  LinearRegression
		Pearson Correlation:  0.4851511443137712
		Spearman Correlation:  0.4992861387234251
		Coefficient of Determination:  0.23537163282896167
		RMSE:  0.20552709508679162
		NRMSE:  0.07516350756538605
		MAPE:  331.0357252061762
		Pearson Correlation:  0.07001121464371086
		Spearman Correlation:  0.12819237147595358
		Coefficient of Determination:  -0.4021783209687504
		RMSE:  0.2899997132389546
		NRMSE:  0.16614895740793312
		MAPE:  600.3215095911055

	Predictor:  ElasticNet
		Pearson Correlation:  0.4847297909513382
		Spearman Correlation:  0.4992267794379434
		Coefficient of Determination:  0.23495408082401792
		RMSE:  0.2055832050491557
		NRMSE:  0.07518402759258182
		MAPE:  327.38224494829365
		Pearson Correlation:  0.07547354843643661
		Spearman Correlation:  0.1348356257926056
		Coefficient of Determination:  -0.3863681150926108
		RMSE:  0.2883601382814912
		NRMSE:  0.16520959899708448
		MAPE:  610.2349085870446

	Predictor:  RandomForests
		Pearson Correlation:  0.5145515038742902
		Spearman Correlation:  0.44009892078456364
		Coefficient of Determination:  0.18599802934655563
		RMSE:  0.21205895119023704
		NRMSE:  0.07755227881445181
		MAPE:  148.26230932920876
		Pearson Correlation:  0.08824190881128072
		Spearman Correlation:  0.144200741635974
		Coefficient of Determination:  -0.030911896992970034
		RMSE:  0.2486604527794585
		NRMSE:  0.14246453734886647
		MAPE:  222.7265029350453

Protein:  CDH1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ACTA1', 'ACTN1', 'ADAM10', 'ADAM15', 'CA2', 'CASP3', 'CBLL1', 'CDC42', 'CDH17', 'CDH3', 'CDH5', 'CTBP1', 'CTNNA1', 'CTNNB1', 'CTNND1', 'CTTN', 'DLG1', 'EFNA1', 'EGFR', 'EGF', 'ENAH', 'EPCAM', 'EPHA2', 'EXOC3', 'EXOC4', 'FER', 'FLOT1', 'FLOT2', 'FMN1', 'FYN', 'GDNF', 'GNA12', 'GNA13', 'HGF', 'HGS', 'IGF1R', 'IGF1', 'IGF2', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'ITGA6', 'ITGAE', 'ITGB4', 'ITGB7', 'AJUBA', 'JUP', 'KIFC3', 'KLK7', 'KLRG1', 'LAMB1', 'LAMC2', 'LIMA1', 'MAPK1', 'MAPK3', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MLLT4', 'MMP3', 'MMP7', 'MMP9', 'MYO6', 'NCSTN', 'NUMB', 'PARD6A', 'PIK3CA', 'PIK3R1', 'PIP5K1C', 'PLEKHA7', 'PLG', 'PRKCI', 'PRKCZ', 'PSEN1', 'PVRL1', 'PVRL2', 'RAB5A', 'RAB7A', 'RAC1', 'RAP1A', 'RET', 'RHOA', 'SKIL', 'SMAD3', 'SMAD4', 'SNAI1', 'SNAI2', 'SNAI3', 'SRC', 'STX4', 'TJP1', 'TWIST1', 'VASP', 'VCL', 'YES1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZYX', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0848918633043636
		RMSE:  1.167193365558287
		NRMSE:  0.18724526599154356
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3357437347566168
		RMSE:  1.329821844339591
		NRMSE:  0.2361608674018098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  LinearRegression
		Pearson Correlation:  0.73491677523869
		Spearman Correlation:  0.6765257583652421
		Coefficient of Determination:  0.5401026665272355
		RMSE:  0.7599412695880011
		NRMSE:  0.12191245200737966
		MAPE:  482.11194316622266
		Pearson Correlation:  0.5693822176733339
		Spearman Correlation:  0.5928397229538582
		Coefficient of Determination:  0.2184119550546081
		RMSE:  1.0172339438898483
		NRMSE:  0.18064889786713698
		MAPE:  301.55409599105246

	Predictor:  ElasticNet
		Pearson Correlation:  0.705651062140767
		Spearman Correlation:  0.6598658697127227
		Coefficient of Determination:  0.4965700511526593
		RMSE:  0.7950951573232995
		NRMSE:  0.1275519623523381
		MAPE:  528.9496004889052
		Pearson Correlation:  0.5477760758892303
		Spearman Correlation:  0.6122329528826457
		Coefficient of Determination:  0.21955250036342977
		RMSE:  1.0164914651761114
		NRMSE:  0.18051704229730267
		MAPE:  272.1113071561432

	Predictor:  RandomForests
		Pearson Correlation:  0.7657638215665736
		Spearman Correlation:  0.6800217599102509
		Coefficient of Determination:  0.5819542149538295
		RMSE:  0.7245385687012473
		NRMSE:  0.11623302618131826
		MAPE:  184.24380781842135
		Pearson Correlation:  0.6576120370348326
		Spearman Correlation:  0.6605306799336651
		Coefficient of Determination:  0.39849349648966426
		RMSE:  0.8923845719810481
		NRMSE:  0.15847710388581923
		MAPE:  209.07905470487273

Protein:  CDH2
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'ADAM10', 'AFP', 'AHSG', 'ALB', 'APLP2', 'APOA1', 'APOB', 'APOE', 'APP', 'AXIN1', 'BDNF', 'BMP4', 'BNIP2', 'CALU', 'CDC42', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH17', 'CDH18', 'CDH1', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDON', 'CREBBP', 'CSF1', 'CST3', 'CTNNA1', 'CTNNA2', 'CTNNB1', 'CTNND1', 'CYR61', 'FAM20C', 'FBN1', 'FER', 'FGFR1', 'FN1', 'FSTL1', 'GAS6', 'GJA1', 'GOLM1', 'GPC3', 'GRIA2', 'HSP90B1', 'IGFBP1', 'IGFBP3', 'IGFBP4', 'IGFBP5', 'IGFBP7', 'IL6', 'ITIH2', 'JUP', 'KIF5B', 'KNG1', 'KTN1', 'LAMB1', 'LAMC1', 'LGALS1', 'LRP5', 'LTBP1', 'MAP2K6', 'MAPK11', 'MAPK14', 'MATN3', 'MEF2A', 'MEF2C', 'MEF2D', 'MET', 'MFGE8', 'MSLN', 'NTRK2', 'P4HB', 'PCSK9', 'PIK3CA', 'PIK3R1', 'PTPN11', 'PTPN1', 'RAC1', 'RHOA', 'ROBO1', 'SCG2', 'SDC2', 'SERPINA1', 'SLIT1', 'SNAI1', 'SNAI2', 'SPAG9', 'SPARCL1', 'SPP1', 'STC2', 'TCF3', 'TIMP1', 'TMEM132A', 'TNC', 'VCAN', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0042702958885580955
		RMSE:  0.36888339320753855
		NRMSE:  0.13366308906715652
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005559500410650786
		RMSE:  0.3881548727768219
		NRMSE:  0.20448899349205915
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  LinearRegression
		Pearson Correlation:  0.461560280248102
		Spearman Correlation:  0.44959855956861483
		Coefficient of Determination:  0.21303789230270642
		RMSE:  0.3265432464956123
		NRMSE:  0.1183213444798943
		MAPE:  1499.0505000580733
		Pearson Correlation:  0.2685249617919977
		Spearman Correlation:  0.18965466783728419
		Coefficient of Determination:  -0.09594961801685442
		RMSE:  0.4052252049481218
		NRMSE:  0.21348204056966544
		MAPE:  474.72825292706943

	Predictor:  ElasticNet
		Pearson Correlation:  0.46000412556547626
		Spearman Correlation:  0.44705529306033
		Coefficient of Determination:  0.2116016031921295
		RMSE:  0.3268410986419231
		NRMSE:  0.1184292697448812
		MAPE:  1440.544439827267
		Pearson Correlation:  0.2760158379589572
		Spearman Correlation:  0.18808408935713591
		Coefficient of Determination:  -0.06675059409359796
		RMSE:  0.3997906219393658
		NRMSE:  0.21061897613984304
		MAPE:  448.04386567662124

	Predictor:  RandomForests
		Pearson Correlation:  0.4799743358651429
		Spearman Correlation:  0.4323148940473525
		Coefficient of Determination:  0.14902348384999164
		RMSE:  0.339564736706981
		NRMSE:  0.12303961761974819
		MAPE:  687.0139270423969
		Pearson Correlation:  0.15572243257091797
		Spearman Correlation:  0.3593795727246123
		Coefficient of Determination:  0.005646737838464477
		RMSE:  0.3859859594963049
		NRMSE:  0.20334635964971784
		MAPE:  213.683578517477

Protein:  CDH3
Protein Interaction Partners Count:  73
x_train_column_count:  74
x_train columns:  ['AIMP1', 'CLMP', 'BRCA1', 'CCND1', 'CD24', 'CD2AP', 'CD44', 'CDCP1', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH2', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CLDN1', 'CLDN7', 'CTNNA1', 'CTNNA3', 'CTNNB1', 'CTNND1', 'DPYD', 'DSP', 'ECM1', 'EGFR', 'EPCAM', 'ERBB2', 'ESR1', 'ESRP1', 'F11R', 'FN1', 'GALNT6', 'GATA3', 'HOXA9', 'IGF1R', 'ITGA9', 'JUP', 'KIRREL', 'KRT14', 'KRT15', 'KRT17', 'KRT4', 'KRT5', 'KRT8', 'LEF1', 'MKI67', 'NPHS1', 'NPHS2', 'PGR', 'PKP1', 'PKP2', 'PKP3', 'POU5F1', 'S100A4', 'SNAI1', 'SNAI2', 'SYNPO', 'TECR', 'TJP1', 'TP53', 'UMPS', 'VCL', 'ZEB1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032535082492379797
		RMSE:  0.20804431995898212
		NRMSE:  0.15657381105189322
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10171995354262497
		RMSE:  0.2077503373255318
		NRMSE:  0.17094572313464315
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  LinearRegression
		Pearson Correlation:  0.5750222934418499
		Spearman Correlation:  0.5464477708979472
		Coefficient of Determination:  0.33065063795512506
		RMSE:  0.16993269557651747
		NRMSE:  0.12789106558632488
		MAPE:  280.5599204073236
		Pearson Correlation:  0.15129344217298812
		Spearman Correlation:  0.33341137450004876
		Coefficient of Determination:  -0.4540238663663705
		RMSE:  0.23866673811950395
		NRMSE:  0.1963850391833325
		MAPE:  1617.3596664557049

	Predictor:  ElasticNet
		Pearson Correlation:  0.5723721973092712
		Spearman Correlation:  0.5461052538587899
		Coefficient of Determination:  0.3276002463374865
		RMSE:  0.17031946821429153
		NRMSE:  0.12818215003371
		MAPE:  296.60509095564515
		Pearson Correlation:  0.2923722962984612
		Spearman Correlation:  0.36440347283191893
		Coefficient of Determination:  -0.09046592516092966
		RMSE:  0.20668653268342135
		NRMSE:  0.1700703798925544
		MAPE:  1638.1601138374529

	Predictor:  RandomForests
		Pearson Correlation:  0.5643358015865344
		Spearman Correlation:  0.5594957544546396
		Coefficient of Determination:  0.29155153385693355
		RMSE:  0.1748254487915101
		NRMSE:  0.13157334356228134
		MAPE:  361.8760380238018
		Pearson Correlation:  0.2660954627991169
		Spearman Correlation:  0.37114427860696525
		Coefficient of Determination:  -0.07709174127645158
		RMSE:  0.20541515331686686
		NRMSE:  0.16902423542900263
		MAPE:  1459.1740837012032

Protein:  PTEN
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['AKT1', 'AR', 'BCR', 'CD79A', 'CD79B', 'CDIPT', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'DLG1', 'EGFR', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'FOXO3', 'FOXO4', 'FRK', 'GRB2', 'HRAS', 'INPP4A', 'INPP4B', 'INPP5B', 'INPP5D', 'INPP5J', 'INPP5K', 'INPPL1', 'IPMK', 'IRS1', 'ITGB1', 'ITPKA', 'ITPKB', 'ITPKC', 'MAST2', 'MDM2', 'MDM4', 'MKRN1', 'MTOR', 'MYC', 'NEDD4', 'NOTCH1', 'OCRL', 'OTUD3', 'PARK7', 'PDGFB', 'PDGFRB', 'PI4K2A', 'PI4KA', 'PI4KB', 'PIK3C2A', 'PIK3C2B', 'PIK3C2G', 'PIK3C3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIKFYVE', 'PIP4K2A', 'PIP5K1A', 'PIP5K1B', 'PIP5K1C', 'PML', 'PREX2', 'PSMA6', 'PSMA7', 'PSMB9', 'PSMC6', 'PSMD10', 'PSMD5', 'PSME3', 'PTK2', 'RICTOR', 'RNF146', 'ROCK1', 'ROCK2', 'RPS27A', 'RPS6KB1', 'SACM1L', 'SHC1', 'SLC9A3R1', 'SLC9A3R2', 'SOS1', 'STK11', 'STUB1', 'SYNJ1', 'SYNJ2', 'TNKS2', 'TNKS', 'TNRC6A', 'TNRC6B', 'TP53', 'UBB', 'UBC', 'USP13', 'USP7', 'WWP2', 'XIAP', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.03862384422015608
		RMSE:  0.6356813050691055
		NRMSE:  0.09939509109047072
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04557869434051831
		RMSE:  0.5231599683741948
		NRMSE:  0.17546282813730707
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  LinearRegression
		Pearson Correlation:  0.5964416558096524
		Spearman Correlation:  0.5860208262750544
		Coefficient of Determination:  0.35574264878495987
		RMSE:  0.5006566468385097
		NRMSE:  0.07828264355226483
		MAPE:  483.7079598800724
		Pearson Correlation:  0.3066570066417938
		Spearman Correlation:  0.25554580040971614
		Coefficient of Determination:  -0.2630366278433647
		RMSE:  0.5749950618438655
		NRMSE:  0.19284782058085106
		MAPE:  2320.510740758025

	Predictor:  ElasticNet
		Pearson Correlation:  0.5918633223570687
		Spearman Correlation:  0.5860166416779056
		Coefficient of Determination:  0.3503020687050753
		RMSE:  0.5027661580116387
		NRMSE:  0.07861248659395492
		MAPE:  524.5236259225937
		Pearson Correlation:  0.3007397468485377
		Spearman Correlation:  0.24874646375963327
		Coefficient of Determination:  -0.25698908969499623
		RMSE:  0.573616844892299
		NRMSE:  0.1923855798538701
		MAPE:  2170.1742564610563

	Predictor:  RandomForests
		Pearson Correlation:  0.5753336243669441
		Spearman Correlation:  0.524772713757397
		Coefficient of Determination:  0.30205576568971204
		RMSE:  0.5210995005782082
		NRMSE:  0.0814790869483556
		MAPE:  266.8419485584841
		Pearson Correlation:  0.2937978053660253
		Spearman Correlation:  0.3148969899254314
		Coefficient of Determination:  0.06599378271861733
		RMSE:  0.49445984215507816
		NRMSE:  0.1658370814847995
		MAPE:  485.3068733725973

Protein:  BRCA2
Protein Interaction Partners Count:  100
x_train_column_count:  99
x_train columns:  ['ATM', 'ATRIP', 'ATR', 'BARD1', 'BLM', 'BRCA1', 'BRIP1', 'SLX4', 'RHNO1', 'RMI2', 'CDK2', 'CDK4', 'CHEK1', 'CHEK2', 'DMC1', 'DNA2', 'EME1', 'EME2', 'EXO1', 'FANCD2', 'FANCE', 'FANCG', 'FANCI', 'GEN1', 'H2AFX', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2BE', 'HIST3H3', 'HUS1', 'KAT5', 'SPIDR', 'MLH1', 'MLH3', 'MND1', 'MRE11A', 'MSH4', 'MSH5', 'MUS81', 'NBN', 'PALB2', 'PARP1', 'PCNA', 'POLD1', 'POLD2', 'POLD3', 'POLD4', 'POLE2', 'POLE3', 'POLE4', 'POLE', 'POLH', 'POLK', 'PSMC3IP', 'RAD17', 'RAD1', 'RAD50', 'RAD51AP1', 'RAD51C', 'RAD51B', 'RAD51D', 'RAD51', 'RAD9A', 'RAD9B', 'RBBP8', 'RFC1', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RMI1', 'RPA1', 'RPA2', 'RPA3', 'RPS27A', 'RTEL1', 'SHFM1', 'SPO11', 'SYCP3', 'TEX15', 'TOP3A', 'TOPBP1', 'TP53', 'UBA52', 'UBB', 'UBC', 'WRN', 'XRCC2', 'XRCC3', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004232193403179485
		RMSE:  0.1957372843548259
		NRMSE:  0.12609907189874434
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0041831029428383015
		RMSE:  0.19359139518213575
		NRMSE:  0.1310414025181481
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  LinearRegression
		Pearson Correlation:  0.5303131589227363
		Spearman Correlation:  0.48286116737715845
		Coefficient of Determination:  0.2812320465266114
		RMSE:  0.1655963811106799
		NRMSE:  0.10668151464691893
		MAPE:  262.1609769900068
		Pearson Correlation:  0.14813065706501305
		Spearman Correlation:  0.15685786752511952
		Coefficient of Determination:  -0.28050107383618683
		RMSE:  0.21860977061655495
		NRMSE:  0.14797626164537034
		MAPE:  532.6878069544679

	Predictor:  ElasticNet
		Pearson Correlation:  0.5238849424594145
		Spearman Correlation:  0.4790111827168079
		Coefficient of Determination:  0.2743691685872335
		RMSE:  0.16638506947577617
		NRMSE:  0.10718960829491136
		MAPE:  241.4305946178917
		Pearson Correlation:  0.1515744447306169
		Spearman Correlation:  0.159452736318408
		Coefficient of Determination:  -0.2140013005227086
		RMSE:  0.21285760486528973
		NRMSE:  0.14408263885881267
		MAPE:  480.6592638563987

	Predictor:  RandomForests
		Pearson Correlation:  0.5464276865949703
		Spearman Correlation:  0.4667890971397747
		Coefficient of Determination:  0.16976237956047002
		RMSE:  0.1779744637630843
		NRMSE:  0.11465579884882222
		MAPE:  166.15437071332846
		Pearson Correlation:  0.16705348570371462
		Spearman Correlation:  0.21473027021753976
		Coefficient of Determination:  0.00883631884128544
		RMSE:  0.19233232652571014
		NRMSE:  0.1301891429306317
		MAPE:  127.59241320169126

Protein:  CDKN2A
Protein Interaction Partners Count:  100
x_train_column_count:  100
x_train columns:  ['ABL1', 'AKT1', 'ARF1', 'BMI1', 'BRCA1', 'CBX7', 'CCND1', 'CCND2', 'CCND3', 'CCNL1', 'CDC45', 'CDC6', 'CDC7', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2AIP', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CEBPB', 'CTCF', 'DAXX', 'E2F1', 'E2F2', 'E2F3', 'EGFR', 'EGR1', 'AGO1', 'AGO3', 'AGO4', 'ERBB2', 'EZH2', 'FOXM1', 'GMNN', 'HDAC1', 'HIF1A', 'HRAS', 'HUWE1', 'IL6', 'KRAS', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAX', 'MCM10', 'MCM2', 'MCM5', 'MDM2', 'MDM4', 'MGMT', 'MLH1', 'MOV10', 'MRAS', 'MTAP', 'MYCN', 'MYC', 'NPM1', 'NRAS', 'ORC5', 'PIK3CA', 'PIK3R1', 'PTEN', 'RASSF1', 'RB1', 'RPS27A', 'RRAS2', 'RRAS', 'RUNX3', 'SMAD3', 'SMAD4', 'SMARCA4', 'SUMO1', 'SUMO2', 'SUMO3', 'TBX2', 'TERT', 'TFDP1', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TP53', 'TP63', 'TRIP12', 'TWIST1', 'UBA52', 'UBB', 'UBC', 'UBE2I', 'USP7', 'VEGFA', 'WRN', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07796029040511754
		RMSE:  0.688717064305458
		NRMSE:  0.155695052403178
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04182297654643197
		RMSE:  0.6873705418142212
		NRMSE:  0.18569552134596423
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6633450034781481
		NRMSE:  0.14995930902637006
		MAPE:  291.0442764508337
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00497373418246827
		RMSE:  0.6751049711753466
		NRMSE:  0.1823819351565125
		MAPE:  246.23249271843073

	Predictor:  LinearRegression
		Pearson Correlation:  0.7156411285791773
		Spearman Correlation:  0.648686950907236
		Coefficient of Determination:  0.5121422249140785
		RMSE:  0.4633253661861893
		NRMSE:  0.10474180313918599
		MAPE:  236.45293196087832
		Pearson Correlation:  0.5329176555028884
		Spearman Correlation:  0.5312896302799728
		Coefficient of Determination:  -0.795632307602633
		RMSE:  0.9024074160288927
		NRMSE:  0.24378847418113592
		MAPE:  241.28533353857077

	Predictor:  ElasticNet
		Pearson Correlation:  0.7154700415646817
		Spearman Correlation:  0.6479407752415675
		Coefficient of Determination:  0.5118973035363659
		RMSE:  0.46344165422533046
		NRMSE:  0.10476809183346454
		MAPE:  248.00557473532598
		Pearson Correlation:  0.5335124780061604
		Spearman Correlation:  0.5312554872695348
		Coefficient of Determination:  -0.7873480176452603
		RMSE:  0.9003233459320803
		NRMSE:  0.24322545546036317
		MAPE:  238.90954618612218

	Predictor:  RandomForests
		Pearson Correlation:  0.6584895094447617
		Spearman Correlation:  0.5891147738605967
		Coefficient of Determination:  0.4207427885264894
		RMSE:  0.5048649102539812
		NRMSE:  0.11413245399660475
		MAPE:  178.6375203118971
		Pearson Correlation:  0.7144224068256434
		Spearman Correlation:  0.6207392720481201
		Coefficient of Determination:  0.4728247406407804
		RMSE:  0.488957892315898
		NRMSE:  0.13209366012424303
		MAPE:  188.25709460942753

Protein:  TP53
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['AKT1', 'APAF1', 'ATM', 'ATR', 'AURKA', 'AURKB', 'BANP', 'BARD1', 'BAX', 'BBC3', 'BCL2L1', 'BCL2', 'BCL6', 'BRCA1', 'CASP8', 'CCNA2', 'CCNE1', 'CCNG1', 'CDC25C', 'CDK2', 'CDK5', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CHEK1', 'CHEK2', 'COPS5', 'CREBBP', 'DDB2', 'DDX5', 'DYRK2', 'E2F4', 'EGR1', 'EHMT2', 'EP300', 'EZH2', 'FZR1', 'GADD45A', 'GLS2', 'GSK3B', 'HDAC1', 'HDAC2', 'HIF1A', 'HIPK2', 'HSP90AA1', 'HSPA1A', 'IGFBP3', 'JUN', 'KAT2B', 'KAT5', 'KDM1A', 'MAPK14', 'MAPK1', 'MAPK8', 'MAPK9', 'MAPKAPK5', 'MCL1', 'MDM2', 'MDM4', 'MSH2', 'NGFR', 'NPM1', 'PLK3', 'PMAIP1', 'PPP1R13B', 'PPP1R13L', 'PRKDC', 'PRMT5', 'PTEN', 'RB1', 'RCHY1', 'DROSHA', 'RPA1', 'RRM2B', 'SETD7', 'SETD8', 'SFN', 'SIRT1', 'SMYD2', 'SNAI1', 'SNAI2', 'SP1', 'STAT3', 'STK11', 'SUMO1', 'SUMO2', 'TBP', 'TNFRSF10A', 'TNFRSF10B', 'TP53BP1', 'TP53BP2', 'TP53INP1', 'TP53RK', 'TXN', 'UBE2I', 'USP7', 'WRN', 'XRCC6', 'YY1', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056514421630322165
		RMSE:  0.4680116353271619
		NRMSE:  0.125354663272308
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.038787823290495904
		RMSE:  0.4172475009588805
		NRMSE:  0.13741067049526773
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941389
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  LinearRegression
		Pearson Correlation:  0.6525223438001391
		Spearman Correlation:  0.5866541454218444
		Coefficient of Determination:  0.4257854091584269
		RMSE:  0.34502935583659167
		NRMSE:  0.09241445181105978
		MAPE:  471.44946086363825
		Pearson Correlation:  0.4538437701162907
		Spearman Correlation:  0.46975417032484645
		Coefficient of Determination:  0.041356077364614885
		RMSE:  0.4008288574966468
		NRMSE:  0.13200357566166535
		MAPE:  2630.563021646479

	Predictor:  ElasticNet
		Pearson Correlation:  0.6449551753565147
		Spearman Correlation:  0.5807614188504597
		Coefficient of Determination:  0.41595654929510384
		RMSE:  0.3479697687948295
		NRMSE:  0.09320202726525499
		MAPE:  421.3403690705336
		Pearson Correlation:  0.4463761837928612
		Spearman Correlation:  0.47093454297141746
		Coefficient of Determination:  0.01672908501610404
		RMSE:  0.4059447373687847
		NRMSE:  0.13368837061379374
		MAPE:  2674.589414294762

	Predictor:  RandomForests
		Pearson Correlation:  0.6211946355828277
		Spearman Correlation:  0.5590174471190383
		Coefficient of Determination:  0.3494121420579812
		RMSE:  0.3672585475468717
		NRMSE:  0.09836843378783225
		MAPE:  362.91345345811743
		Pearson Correlation:  0.5917300916878822
		Spearman Correlation:  0.5117451955906741
		Coefficient of Determination:  0.31763080129622556
		RMSE:  0.3381738537731816
		NRMSE:  0.11136962087046981
		MAPE:  1968.2726048276872

Protein:  CTNNB1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'AKT1', 'APC2', 'APC', 'AR', 'AXIN1', 'AXIN2', 'BCL9', 'BTRC', 'CASP3', 'CBY1', 'CCND1', 'CDC73', 'CDH11', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDH5', 'CDH8', 'CHD8', 'CREBBP', 'CSNK1A1', 'CSNK1E', 'CTBP1', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNBIP1', 'CTNND1', 'DVL1', 'DVL2', 'DVL3', 'EGFR', 'EGF', 'EP300', 'ERBB2', 'AMER1', 'FBXW11', 'FER', 'FGFR1', 'FOXO1', 'FOXO3', 'FYN', 'FZD1', 'FZD2', 'FZD5', 'GSK3A', 'GSK3B', 'HNF4A', 'IGF1R', 'IQGAP1', 'JUN', 'JUP', 'KDR', 'KLF4', 'LEF1', 'LRP5', 'LRP6', 'MAPK9', 'MEN1', 'MET', 'MMP7', 'MYC', 'NLK', 'NOTCH1', 'PIK3CA', 'PIK3R1', 'PITX2', 'PSEN1', 'PTPN11', 'PTPN1', 'PYGO2', 'RUVBL1', 'SKP1', 'SMAD4', 'SMAD7', 'SMARCA4', 'SOX17', 'SOX2', 'SOX6', 'SOX9', 'SRC', 'TBL1X', 'TCF4', 'TCF7L1', 'TCF7L2', 'TCF7', 'TERT', 'TGFBR1', 'TGFBR2', 'TJP1', 'TLE1', 'VCL', 'VEGFA', 'WNT1', 'WNT3A', 'WNT8A', 'WNT8B', 'YWHAZ', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3748966387166963
		RMSE:  0.8500866572002603
		NRMSE:  0.167208233123576
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8495839638322671
		RMSE:  1.0424819908687044
		NRMSE:  0.25944650229429445
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  LinearRegression
		Pearson Correlation:  0.6518527799980554
		Spearman Correlation:  0.6309058981105952
		Coefficient of Determination:  0.4249120467911932
		RMSE:  0.549788067319096
		NRMSE:  0.10814084723034935
		MAPE:  341.5427138389377
		Pearson Correlation:  0.5252194586548304
		Spearman Correlation:  0.5553409423470882
		Coefficient of Determination:  0.18086877110284172
		RMSE:  0.6937584361651047
		NRMSE:  0.17265833009758463
		MAPE:  421.5513120536901

	Predictor:  ElasticNet
		Pearson Correlation:  0.6515171552734125
		Spearman Correlation:  0.631494686462164
		Coefficient of Determination:  0.42447097384600485
		RMSE:  0.5499988613045006
		NRMSE:  0.10818230946193955
		MAPE:  338.42549134768893
		Pearson Correlation:  0.5260441067202639
		Spearman Correlation:  0.5550580431177446
		Coefficient of Determination:  0.1828009924424685
		RMSE:  0.6929397112444372
		NRMSE:  0.17245457087788688
		MAPE:  409.75212786171244

	Predictor:  RandomForests
		Pearson Correlation:  0.6609651932376164
		Spearman Correlation:  0.5862416152305238
		Coefficient of Determination:  0.428352896454669
		RMSE:  0.5481408616864913
		NRMSE:  0.10781684926956951
		MAPE:  409.6430696817524
		Pearson Correlation:  0.5587501084007931
		Spearman Correlation:  0.5378433053404952
		Coefficient of Determination:  0.26870075000231564
		RMSE:  0.6555096651182158
		NRMSE:  0.16313921134820336
		MAPE:  194.44824700933106

Protein:  CCNE1
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['ABL1', 'BARD1', 'BRCA1', 'CABLES1', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCND3', 'CCNE2', 'CCNH', 'CCT2', 'CCT3', 'CCT4', 'CCT6A', 'CCT7', 'CDC25A', 'CDC6', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK6', 'CDK7', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDT1', 'CKS1B', 'CKS2', 'CUL1', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'EP400', 'FOXM1', 'HDAC1', 'IFNAR1', 'LIN37', 'LIN52', 'LIN54', 'LIN9', 'MNAT1', 'MYC', 'ORC1', 'ORC2', 'ORC3', 'ORC4', 'ORC5', 'ORC6', 'PCNA', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB7', 'PSMC1', 'PSMC2', 'PSMC4', 'PSMC5', 'PSMD10', 'PSMD11', 'PSMD14', 'PSMD1', 'PSMD3', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSME3', 'PTK6', 'RB1', 'RBBP4', 'RBL1', 'RBL2', 'RHOA', 'RPS27A', 'RRN3', 'SKP1', 'SKP2', 'STAT5A', 'STAT5B', 'TCP1', 'TFDP1', 'TP53', 'TP73', 'UBB', 'UBC', 'WEE1', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4791855590206433
		RMSE:  0.8074207285197392
		NRMSE:  0.19485501569122746
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.202859557398884
		RMSE:  0.7485643095226329
		NRMSE:  0.4068306401244751
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5127968844139411
		NRMSE:  0.12375338089483821
		MAPE:  119.54577818111471
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.708057571667368e-05
		RMSE:  0.41828317133084
		NRMSE:  0.22732904598983691
		MAPE:  82.35330275987332

	Predictor:  LinearRegression
		Pearson Correlation:  0.8839824869271016
		Spearman Correlation:  0.7060161780016073
		Coefficient of Determination:  0.781425037193823
		RMSE:  0.23974280620503113
		NRMSE:  0.057857182277923386
		MAPE:  57.10052450182326
		Pearson Correlation:  0.7248083286506806
		Spearman Correlation:  0.6715296068676226
		Coefficient of Determination:  0.4140416847807007
		RMSE:  0.32017950563235437
		NRMSE:  0.17401154660207632
		MAPE:  54.279468913458395

	Predictor:  ElasticNet
		Pearson Correlation:  0.8839812078224671
		Spearman Correlation:  0.7060573265410346
		Coefficient of Determination:  0.781422679819759
		RMSE:  0.23974409903825927
		NRMSE:  0.05785749427764058
		MAPE:  57.09323524655942
		Pearson Correlation:  0.7253632024755619
		Spearman Correlation:  0.6714027899717101
		Coefficient of Determination:  0.4157317463586745
		RMSE:  0.31971743024546406
		NRMSE:  0.17376041730958544
		MAPE:  54.229463528563656

	Predictor:  RandomForests
		Pearson Correlation:  0.8593755817851706
		Spearman Correlation:  0.7111903038157923
		Coefficient of Determination:  0.7339078258100613
		RMSE:  0.26452177540838345
		NRMSE:  0.06383709617211271
		MAPE:  68.13230141279159
		Pearson Correlation:  0.837300844103151
		Spearman Correlation:  0.7371394425134778
		Coefficient of Determination:  0.6982205640864202
		RMSE:  0.2297761720882395
		NRMSE:  0.12487903308617956
		MAPE:  40.40251932527539

Protein:  CCND1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'ACTL6A', 'AKT1', 'ARID1A', 'ARID2', 'AR', 'ATF2', 'BRD2', 'BTG2', 'CCNA1', 'CCNB1', 'CCNE1', 'CCNH', 'CDC25A', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDK7', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CKS1B', 'CREBBP', 'CTBP1', 'CTNNB1', 'CUL1', 'DNMT3A', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'AGO2', 'EP300', 'ESR1', 'FOS', 'FOXA1', 'FOXM1', 'GADD45A', 'GATA3', 'GLI1', 'GLI3', 'GSK3B', 'H2AFX', 'H2AFZ', 'HDAC1', 'HDAC4', 'HIST1H2BA', 'HIST2H2BE', 'HNF1A', 'IFNAR1', 'JAK2', 'JUN', 'KAT2B', 'LEF1', 'LYN', 'MAML1', 'MYB', 'MYC', 'NOTCH1', 'PBRM1', 'PCNA', 'PRMT5', 'PSMA6', 'PSMC6', 'PSMD10', 'PSMD6', 'PSMD7', 'PSME3', 'PTK6', 'RASSF1', 'RB1', 'RBL1', 'RBL2', 'RBPJ', 'RELA', 'RUNX1', 'RUNX3', 'SKP1', 'SKP2', 'SMAD4', 'SMARCA4', 'SMARCB1', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'SUV39H1', 'TCF7L2', 'TFDP1', 'TP53', 'WDR77', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.45856423758787734
		RMSE:  0.28833360256132
		NRMSE:  0.17333782361719832
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5341468996847767
		RMSE:  0.29160473760802996
		NRMSE:  0.22560247695118987
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  LinearRegression
		Pearson Correlation:  0.5990227653982985
		Spearman Correlation:  0.5536515056965445
		Coefficient of Determination:  0.35882827346542523
		RMSE:  0.1911699644554815
		NRMSE:  0.11492585423734326
		MAPE:  521.0719930934317
		Pearson Correlation:  0.2207409804791603
		Spearman Correlation:  0.2705297044190811
		Coefficient of Determination:  -0.06175444924799045
		RMSE:  0.24259014101989212
		NRMSE:  0.1876819188431424
		MAPE:  292.4200226429774

	Predictor:  ElasticNet
		Pearson Correlation:  0.5968352101313367
		Spearman Correlation:  0.549863786516883
		Coefficient of Determination:  0.356211461108201
		RMSE:  0.1915596779443229
		NRMSE:  0.1151601387168141
		MAPE:  516.3548622083043
		Pearson Correlation:  0.2192402806131924
		Spearman Correlation:  0.26347673397717297
		Coefficient of Determination:  -0.059057547834682644
		RMSE:  0.242281850494936
		NRMSE:  0.18744340726537725
		MAPE:  315.7656495051962

	Predictor:  RandomForests
		Pearson Correlation:  0.5631499686100497
		Spearman Correlation:  0.5390914785135056
		Coefficient of Determination:  0.28914869597619186
		RMSE:  0.20128984248854584
		NRMSE:  0.12100963225676369
		MAPE:  477.52792550531706
		Pearson Correlation:  0.29471645301089366
		Spearman Correlation:  0.452921529639248
		Coefficient of Determination:  0.07768097138223085
		RMSE:  0.2261005852832818
		NRMSE:  0.17492463427870414
		MAPE:  317.05892263039914

Protein:  ERBB2
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ADAM17', 'ADRB2', 'AREG', 'ARHGEF11', 'ARHGEF12', 'BTC', 'CBL', 'CCND1', 'CD44', 'CDC37', 'CDH1', 'CTNNB1', 'CTNND1', 'CUL5', 'DIAPH1', 'DOCK7', 'EGFR', 'EGF', 'ERBB2IP', 'ERBB3', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'FYN', 'GAB1', 'GRB2', 'GRB7', 'HBEGF', 'HGF', 'HRAS', 'HSP90AA1', 'IL6R', 'IL6', 'INS', 'JAK1', 'JAK2', 'KRAS', 'LRPPRC', 'MAP2K1', 'MAPK8', 'MATK', 'MEMO1', 'MUC1', 'MUC4', 'MYC', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'PGAP3', 'PGR', 'PIK3CA', 'PIK3CB', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PLCG1', 'PLCG2', 'PLXNB1', 'PRKACA', 'PTEN', 'PTK2', 'PTK6', 'PTPN11', 'PTPN12', 'PTPN18', 'RHOA', 'RHOB', 'RHOC', 'RND1', 'RNF41', 'ROCK1', 'ROCK2', 'RPS27A', 'SEMA4D', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SOS1', 'SRC', 'STAT1', 'STAT3', 'STUB1', 'TFAP2A', 'TFAP2B', 'TFAP2C', 'TFF1', 'TFF2', 'TFF3', 'TGFA', 'TP53', 'UBA52', 'UBB', 'UBC', 'VEGFA', 'YES1', 'YY1', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10787728881134795
		RMSE:  1.034673205097243
		NRMSE:  0.18568153277771168
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04400358650048397
		RMSE:  1.0802115255265201
		NRMSE:  0.18403181176661842
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  LinearRegression
		Pearson Correlation:  0.846650264240519
		Spearman Correlation:  0.7123243309405133
		Coefficient of Determination:  0.7168166699385411
		RMSE:  0.5231078228887083
		NRMSE:  0.0938764644560968
		MAPE:  333.68104968780847
		Pearson Correlation:  0.7341766613916392
		Spearman Correlation:  0.5138327968003122
		Coefficient of Determination:  0.5080034957095831
		RMSE:  0.7415472351463452
		NRMSE:  0.12633477607822294
		MAPE:  753.462903456599

	Predictor:  ElasticNet
		Pearson Correlation:  0.8466178027360068
		Spearman Correlation:  0.712151057611465
		Coefficient of Determination:  0.7167616845160357
		RMSE:  0.5231586060837345
		NRMSE:  0.09388557796309145
		MAPE:  334.33833291991215
		Pearson Correlation:  0.7353569507733023
		Spearman Correlation:  0.5141400838942543
		Coefficient of Determination:  0.5104437647800741
		RMSE:  0.7397059373015024
		NRMSE:  0.12602108068581058
		MAPE:  771.7987593366056

	Predictor:  RandomForests
		Pearson Correlation:  0.8481728498544122
		Spearman Correlation:  0.6807050673137784
		Coefficient of Determination:  0.7163360509917931
		RMSE:  0.5235515441797762
		NRMSE:  0.09395609428418718
		MAPE:  273.8506328801418
		Pearson Correlation:  0.8072745956121323
		Spearman Correlation:  0.5010446960552435
		Coefficient of Determination:  0.6306863319364965
		RMSE:  0.6424739183719914
		NRMSE:  0.10945600599212761
		MAPE:  1476.6991376048811

Protein:  ERBB3
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['AKT1', 'AKT2', 'ANGPT1', 'ANGPT2', 'AREG', 'AR', 'BDNF', 'BMP4', 'BTC', 'CBLB', 'CBL', 'CCND1', 'CDH1', 'CSF1', 'CSK', 'CTNNB1', 'DCN', 'DOCK7', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EGFR', 'EGF', 'ERBB2', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'FGF10', 'FGF19', 'FGF1', 'FGF2', 'FGF3', 'FGF4', 'FGF7', 'FGF9', 'FIGF', 'FLNA', 'FOXO3', 'GAB1', 'GRB2', 'GRB7', 'HBEGF', 'HGF', 'HRAS', 'HSP90AA1', 'IGF1', 'IGF2', 'INS', 'IRS1', 'ITGA6', 'ITGB4', 'JAK1', 'JAK2', 'KITLG', 'KRAS', 'LAMA1', 'LAMB1', 'LAMC2', 'MAP2K1', 'MAPK8', 'MET', 'MUC4', 'NGF', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NTF3', 'PA2G4', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PGF', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PLCG1', 'PLCG2', 'PRKACA', 'PTEN', 'PTPN11', 'RNF41', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SOS1', 'SOX10', 'SRC', 'TGFA', 'VEGFA', 'VEGFB', 'VEGFC', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.22544319167926496
		RMSE:  0.49276112816642853
		NRMSE:  0.13298208544838536
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.18202543932109472
		RMSE:  0.5629306521688778
		NRMSE:  0.2077549194412726
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  LinearRegression
		Pearson Correlation:  0.6050722222023426
		Spearman Correlation:  0.596917256993673
		Coefficient of Determination:  0.36611239408088114
		RMSE:  0.3544018492651524
		NRMSE:  0.09564288720868132
		MAPE:  192.02826040357988
		Pearson Correlation:  0.1251502946080933
		Spearman Correlation:  0.26888108477221734
		Coefficient of Determination:  -0.6417148470802585
		RMSE:  0.6634227317813419
		NRMSE:  0.24484247867069997
		MAPE:  382.16940050427996

	Predictor:  ElasticNet
		Pearson Correlation:  0.6040386493833473
		Spearman Correlation:  0.5965618373841701
		Coefficient of Determination:  0.364861800471034
		RMSE:  0.35475127580089544
		NRMSE:  0.09573718740156996
		MAPE:  191.8265066574806
		Pearson Correlation:  0.1343251758686793
		Spearman Correlation:  0.279606867622671
		Coefficient of Determination:  -0.6586999990955196
		RMSE:  0.666845780635217
		NRMSE:  0.24610578745685402
		MAPE:  376.22948959849316

	Predictor:  RandomForests
		Pearson Correlation:  0.5452136536055863
		Spearman Correlation:  0.579718471447528
		Coefficient of Determination:  0.2810154614173048
		RMSE:  0.37744147854677623
		NRMSE:  0.10186062187705641
		MAPE:  212.0710517498569
		Pearson Correlation:  0.42385339480537054
		Spearman Correlation:  0.3776168178714272
		Coefficient of Determination:  0.1743540063903264
		RMSE:  0.4704770294461702
		NRMSE:  0.17363402929822233
		MAPE:  362.7363007389323


Fold:  3

Protein:  RB1
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['AATF', 'ABL1', 'AKT1', 'AR', 'ASF1A', 'ATF2', 'BGLAP', 'CASP3', 'CBX4', 'CCNA1', 'CCNA2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CEBPA', 'COL1A1', 'CREBBP', 'CTBP1', 'DNMT1', 'DUT', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'ELF1', 'EP300', 'FOXM1', 'FZR1', 'GNB2L1', 'H1F0', 'H2AFV', 'H2AFX', 'H2AFZ', 'HDAC1', 'HDAC2', 'HDAC3', 'HIST1H2BA', 'HIST2H2AC', 'HIST2H2BE', 'HMGA1', 'HMGA2', 'HSP90AA1', 'ID2', 'JUN', 'MAPK14', 'MAPK1', 'MAPK3', 'MDM2', 'MEF2C', 'NCAPD3', 'NCAPG2', 'NCAPH2', 'NFYC', 'PCNA', 'PML', 'POLA1', 'POLA2', 'PPARA', 'PPARG', 'PPP1CA', 'PPP1CB', 'PPP1CC', 'PPP2CA', 'PPP2CB', 'PRIM1', 'PRIM2', 'RAF1', 'RBBP4', 'RUNX2', 'SIRT1', 'SKP2', 'SMARCA2', 'SMC2', 'SMC4', 'SP100', 'SP1', 'SP3', 'SPI1', 'SUV39H1', 'TAF1', 'TBP', 'TERT', 'TFDP1', 'TP53BP1', 'TP53', 'TP73', 'YAP1', 'ZNF521', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01272330861584492
		RMSE:  0.2421068018038906
		NRMSE:  0.08854110656959135
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028050639565306845
		RMSE:  0.22197574606877257
		NRMSE:  0.15575715092466183
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  LinearRegression
		Pearson Correlation:  0.493821499314231
		Spearman Correlation:  0.49040936426452825
		Coefficient of Determination:  0.24385967318495494
		RMSE:  0.2092005337542211
		NRMSE:  0.07650692428109315
		MAPE:  392.13227324848145
		Pearson Correlation:  0.0865092119449358
		Spearman Correlation:  0.07943989326550208
		Coefficient of Determination:  -0.3003713830194472
		RMSE:  0.2527731653374258
		NRMSE:  0.17736725187520228
		MAPE:  472.9599476174897

	Predictor:  ElasticNet
		Pearson Correlation:  0.4919788464091441
		Spearman Correlation:  0.48715522277264045
		Coefficient of Determination:  0.2420374414674895
		RMSE:  0.2094524595138814
		NRMSE:  0.07659905628799056
		MAPE:  397.5366347445569
		Pearson Correlation:  0.09958557517078105
		Spearman Correlation:  0.09638274791456254
		Coefficient of Determination:  -0.29081199951153414
		RMSE:  0.25184234938762484
		NRMSE:  0.17671411186804442
		MAPE:  480.2057161208298

	Predictor:  RandomForests
		Pearson Correlation:  0.5955612306404852
		Spearman Correlation:  0.4479699741717738
		Coefficient of Determination:  0.1797618866936359
		RMSE:  0.21788712107843547
		NRMSE:  0.07968370431481696
		MAPE:  166.45708572085704
		Pearson Correlation:  -0.014670344022122526
		Spearman Correlation:  0.13396426389356478
		Coefficient of Determination:  -0.07349717755129115
		RMSE:  0.2296665352119676
		NRMSE:  0.16115366575351725
		MAPE:  168.71434378733105

Protein:  CDH1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ACTA1', 'ACTN1', 'ADAM10', 'ADAM15', 'CA2', 'CASP3', 'CBLL1', 'CDC42', 'CDH17', 'CDH3', 'CDH5', 'CTBP1', 'CTNNA1', 'CTNNB1', 'CTNND1', 'CTTN', 'DLG1', 'EFNA1', 'EGFR', 'EGF', 'ENAH', 'EPCAM', 'EPHA2', 'EXOC3', 'EXOC4', 'FER', 'FLOT1', 'FLOT2', 'FMN1', 'FYN', 'GDNF', 'GNA12', 'GNA13', 'HGF', 'HGS', 'IGF1R', 'IGF1', 'IGF2', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'ITGA6', 'ITGAE', 'ITGB4', 'ITGB7', 'AJUBA', 'JUP', 'KIFC3', 'KLK7', 'KLRG1', 'LAMB1', 'LAMC2', 'LIMA1', 'MAPK1', 'MAPK3', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MLLT4', 'MMP3', 'MMP7', 'MMP9', 'MYO6', 'NCSTN', 'NUMB', 'PARD6A', 'PIK3CA', 'PIK3R1', 'PIP5K1C', 'PLEKHA7', 'PLG', 'PRKCI', 'PRKCZ', 'PSEN1', 'PVRL1', 'PVRL2', 'RAB5A', 'RAB7A', 'RAC1', 'RAP1A', 'RET', 'RHOA', 'SKIL', 'SMAD3', 'SMAD4', 'SNAI1', 'SNAI2', 'SNAI3', 'SRC', 'STX4', 'TJP1', 'TWIST1', 'VASP', 'VCL', 'YES1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZYX', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.13712289650471754
		RMSE:  1.2526616491661007
		NRMSE:  0.19946206317730336
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.061578293423971475
		RMSE:  0.970096042376724
		NRMSE:  0.19071600723011914
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1747084136438477
		NRMSE:  0.18704952288841878
		MAPE:  547.6986763085636
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.045733924340672916
		RMSE:  0.9628293412733254
		NRMSE:  0.18928741030812832
		MAPE:  293.35791980552335

	Predictor:  LinearRegression
		Pearson Correlation:  0.7492023588877476
		Spearman Correlation:  0.7240617785985481
		Coefficient of Determination:  0.5613041745629648
		RMSE:  0.7780577450662973
		NRMSE:  0.12389059983221828
		MAPE:  580.3292324428106
		Pearson Correlation:  0.5685940444364693
		Spearman Correlation:  0.4892604645943216
		Coefficient of Determination:  0.17353289428782248
		RMSE:  0.8559561258278257
		NRMSE:  0.1682766731859839
		MAPE:  346.51801034916457

	Predictor:  ElasticNet
		Pearson Correlation:  0.7325301212388396
		Spearman Correlation:  0.7149065195300698
		Coefficient of Determination:  0.5360868899182858
		RMSE:  0.8001076120287307
		NRMSE:  0.12740161332899122
		MAPE:  642.2707383161986
		Pearson Correlation:  0.49767008860313267
		Spearman Correlation:  0.4874649309841769
		Coefficient of Determination:  0.03312412556586031
		RMSE:  0.92581471638621
		NRMSE:  0.18201052105261079
		MAPE:  360.9350609399645

	Predictor:  RandomForests
		Pearson Correlation:  0.7524338190668896
		Spearman Correlation:  0.6942108204463948
		Coefficient of Determination:  0.5617845261196615
		RMSE:  0.7776316598487697
		NRMSE:  0.12382275402833821
		MAPE:  225.08244293518044
		Pearson Correlation:  0.7280000432003245
		Spearman Correlation:  0.49936096380413114
		Coefficient of Determination:  0.5199522909693829
		RMSE:  0.6523503784588328
		NRMSE:  0.12824880636551583
		MAPE:  155.4068923091974

Protein:  CDH2
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'ADAM10', 'AFP', 'AHSG', 'ALB', 'APLP2', 'APOA1', 'APOB', 'APOE', 'APP', 'AXIN1', 'BDNF', 'BMP4', 'BNIP2', 'CALU', 'CDC42', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH17', 'CDH18', 'CDH1', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDON', 'CREBBP', 'CSF1', 'CST3', 'CTNNA1', 'CTNNA2', 'CTNNB1', 'CTNND1', 'CYR61', 'FAM20C', 'FBN1', 'FER', 'FGFR1', 'FN1', 'FSTL1', 'GAS6', 'GJA1', 'GOLM1', 'GPC3', 'GRIA2', 'HSP90B1', 'IGFBP1', 'IGFBP3', 'IGFBP4', 'IGFBP5', 'IGFBP7', 'IL6', 'ITIH2', 'JUP', 'KIF5B', 'KNG1', 'KTN1', 'LAMB1', 'LAMC1', 'LGALS1', 'LRP5', 'LTBP1', 'MAP2K6', 'MAPK11', 'MAPK14', 'MATN3', 'MEF2A', 'MEF2C', 'MEF2D', 'MET', 'MFGE8', 'MSLN', 'NTRK2', 'P4HB', 'PCSK9', 'PIK3CA', 'PIK3R1', 'PTPN11', 'PTPN1', 'RAC1', 'RHOA', 'ROBO1', 'SCG2', 'SDC2', 'SERPINA1', 'SLIT1', 'SNAI1', 'SNAI2', 'SPAG9', 'SPARCL1', 'SPP1', 'STC2', 'TCF3', 'TIMP1', 'TMEM132A', 'TNC', 'VCAN', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032532184952558385
		RMSE:  0.38185758840977485
		NRMSE:  0.13836422509231644
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01322006783790175
		RMSE:  0.3341656221976159
		NRMSE:  0.1760731037776972
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  LinearRegression
		Pearson Correlation:  0.49061849430779675
		Spearman Correlation:  0.4691996667255932
		Coefficient of Determination:  0.2407065069568496
		RMSE:  0.3322010369156763
		NRMSE:  0.12037141710112194
		MAPE:  984.2038457700166
		Pearson Correlation:  0.05426098865249112
		Spearman Correlation:  0.04491577201710745
		Coefficient of Determination:  -0.4220735248256402
		RMSE:  0.3958866923477418
		NRMSE:  0.20859416419781118
		MAPE:  3416.930625450666

	Predictor:  ElasticNet
		Pearson Correlation:  0.4896100917363907
		Spearman Correlation:  0.4660122216028215
		Coefficient of Determination:  0.23971663354901085
		RMSE:  0.33241750780013746
		NRMSE:  0.12044985426485161
		MAPE:  918.9268191802696
		Pearson Correlation:  0.054720752547682425
		Spearman Correlation:  0.03819748375914912
		Coefficient of Determination:  -0.41603045441730435
		RMSE:  0.39504464089589714
		NRMSE:  0.20815048416965096
		MAPE:  3589.676707425081

	Predictor:  RandomForests
		Pearson Correlation:  0.49290821448702327
		Spearman Correlation:  0.45845591613102726
		Coefficient of Determination:  0.17951866306918507
		RMSE:  0.34532697003162727
		NRMSE:  0.1251275346154168
		MAPE:  581.6340437811261
		Pearson Correlation:  0.0760139287005622
		Spearman Correlation:  0.05782622953685905
		Coefficient of Determination:  -0.0126891420491837
		RMSE:  0.33407805958420606
		NRMSE:  0.17602696671244025
		MAPE:  1587.1027603435464

Protein:  CDH3
Protein Interaction Partners Count:  73
x_train_column_count:  74
x_train columns:  ['AIMP1', 'CLMP', 'BRCA1', 'CCND1', 'CD24', 'CD2AP', 'CD44', 'CDCP1', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH2', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CLDN1', 'CLDN7', 'CTNNA1', 'CTNNA3', 'CTNNB1', 'CTNND1', 'DPYD', 'DSP', 'ECM1', 'EGFR', 'EPCAM', 'ERBB2', 'ESR1', 'ESRP1', 'F11R', 'FN1', 'GALNT6', 'GATA3', 'HOXA9', 'IGF1R', 'ITGA9', 'JUP', 'KIRREL', 'KRT14', 'KRT15', 'KRT17', 'KRT4', 'KRT5', 'KRT8', 'LEF1', 'MKI67', 'NPHS1', 'NPHS2', 'PGR', 'PKP1', 'PKP2', 'PKP3', 'POU5F1', 'S100A4', 'SNAI1', 'SNAI2', 'SYNPO', 'TECR', 'TJP1', 'TP53', 'UMPS', 'VCL', 'ZEB1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.2263418226753373e-05
		RMSE:  0.21251306884336046
		NRMSE:  0.14909431220418734
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004123239054339534
		RMSE:  0.18871613277479948
		NRMSE:  0.16414808838605816
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  LinearRegression
		Pearson Correlation:  0.5727097811799439
		Spearman Correlation:  0.5792644266997269
		Coefficient of Determination:  0.32799649345917925
		RMSE:  0.1742073915858315
		NRMSE:  0.12221992450035887
		MAPE:  860.7578539003619
		Pearson Correlation:  0.3078638378825277
		Spearman Correlation:  0.3008441501764361
		Coefficient of Determination:  -0.03313055115949193
		RMSE:  0.1914225605909649
		NRMSE:  0.1665021794001452
		MAPE:  244.5250349075947

	Predictor:  ElasticNet
		Pearson Correlation:  0.57193862031258
		Spearman Correlation:  0.5765218946935985
		Coefficient of Determination:  0.32710405568284595
		RMSE:  0.1743230291331934
		NRMSE:  0.12230105316074072
		MAPE:  872.8083401472041
		Pearson Correlation:  0.3124088456127106
		Spearman Correlation:  0.3006546216286986
		Coefficient of Determination:  -0.02192627631636279
		RMSE:  0.190381744564837
		NRMSE:  0.16559686219944594
		MAPE:  245.4639300078506

	Predictor:  RandomForests
		Pearson Correlation:  0.5653902264193225
		Spearman Correlation:  0.5647909017496053
		Coefficient of Determination:  0.2839064224243535
		RMSE:  0.17983147143600559
		NRMSE:  0.1261656503872745
		MAPE:  669.4133299085007
		Pearson Correlation:  0.36166175579365273
		Spearman Correlation:  0.3745059165326251
		Coefficient of Determination:  0.12762128326974997
		RMSE:  0.17590089529614486
		NRMSE:  0.15300120495111194
		MAPE:  201.7567420267845

Protein:  PTEN
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['AKT1', 'AR', 'BCR', 'CD79A', 'CD79B', 'CDIPT', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'DLG1', 'EGFR', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'FOXO3', 'FOXO4', 'FRK', 'GRB2', 'HRAS', 'INPP4A', 'INPP4B', 'INPP5B', 'INPP5D', 'INPP5J', 'INPP5K', 'INPPL1', 'IPMK', 'IRS1', 'ITGB1', 'ITPKA', 'ITPKB', 'ITPKC', 'MAST2', 'MDM2', 'MDM4', 'MKRN1', 'MTOR', 'MYC', 'NEDD4', 'NOTCH1', 'OCRL', 'OTUD3', 'PARK7', 'PDGFB', 'PDGFRB', 'PI4K2A', 'PI4KA', 'PI4KB', 'PIK3C2A', 'PIK3C2B', 'PIK3C2G', 'PIK3C3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIKFYVE', 'PIP4K2A', 'PIP5K1A', 'PIP5K1B', 'PIP5K1C', 'PML', 'PREX2', 'PSMA6', 'PSMA7', 'PSMB9', 'PSMC6', 'PSMD10', 'PSMD5', 'PSME3', 'PTK2', 'RICTOR', 'RNF146', 'ROCK1', 'ROCK2', 'RPS27A', 'RPS6KB1', 'SACM1L', 'SHC1', 'SLC9A3R1', 'SLC9A3R2', 'SOS1', 'STK11', 'STUB1', 'SYNJ1', 'SYNJ2', 'TNKS2', 'TNKS', 'TNRC6A', 'TNRC6B', 'TP53', 'UBB', 'UBC', 'USP13', 'USP7', 'WWP2', 'XIAP', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023393971457565055
		RMSE:  0.6366126117528933
		NRMSE:  0.09954071014821253
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20813248536085016
		RMSE:  0.517654316968625
		NRMSE:  0.12376376344107133
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6292943186382643
		NRMSE:  0.09839642227163854
		MAPE:  299.798968451812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06342466003107061
		RMSE:  0.4856640113421529
		NRMSE:  0.11611533767086332
		MAPE:  95.15154235140719

	Predictor:  LinearRegression
		Pearson Correlation:  0.5819721868908739
		Spearman Correlation:  0.5839848121569017
		Coefficient of Determination:  0.3386916263145464
		RMSE:  0.5117476085593039
		NRMSE:  0.080016825667939
		MAPE:  720.6581121388473
		Pearson Correlation:  0.25608005097821496
		Spearman Correlation:  0.2685045948203843
		Coefficient of Determination:  -0.16422604302925037
		RMSE:  0.5081608630867849
		NRMSE:  0.12149401403117317
		MAPE:  158.01780187149262

	Predictor:  ElasticNet
		Pearson Correlation:  0.577121087716234
		Spearman Correlation:  0.5832742305831426
		Coefficient of Determination:  0.33306862512337954
		RMSE:  0.5139186580575998
		NRMSE:  0.08035629083849578
		MAPE:  741.318090423549
		Pearson Correlation:  0.25139267624587674
		Spearman Correlation:  0.25342710008852976
		Coefficient of Determination:  -0.15705800671006243
		RMSE:  0.5065940971085968
		NRMSE:  0.12111942263391116
		MAPE:  157.25046666315575

	Predictor:  RandomForests
		Pearson Correlation:  0.5708312473716917
		Spearman Correlation:  0.5006071900730924
		Coefficient of Determination:  0.2861624064467695
		RMSE:  0.5316839113489705
		NRMSE:  0.08313406478758041
		MAPE:  321.1635150456908
		Pearson Correlation:  0.39228370703543847
		Spearman Correlation:  0.42074445004295485
		Coefficient of Determination:  0.14843218116755785
		RMSE:  0.4346024592474943
		NRMSE:  0.10390724889960654
		MAPE:  111.93748242375841

Protein:  BRCA2
Protein Interaction Partners Count:  100
x_train_column_count:  99
x_train columns:  ['ATM', 'ATRIP', 'ATR', 'BARD1', 'BLM', 'BRCA1', 'BRIP1', 'SLX4', 'RHNO1', 'RMI2', 'CDK2', 'CDK4', 'CHEK1', 'CHEK2', 'DMC1', 'DNA2', 'EME1', 'EME2', 'EXO1', 'FANCD2', 'FANCE', 'FANCG', 'FANCI', 'GEN1', 'H2AFX', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2BE', 'HIST3H3', 'HUS1', 'KAT5', 'SPIDR', 'MLH1', 'MLH3', 'MND1', 'MRE11A', 'MSH4', 'MSH5', 'MUS81', 'NBN', 'PALB2', 'PARP1', 'PCNA', 'POLD1', 'POLD2', 'POLD3', 'POLD4', 'POLE2', 'POLE3', 'POLE4', 'POLE', 'POLH', 'POLK', 'PSMC3IP', 'RAD17', 'RAD1', 'RAD50', 'RAD51AP1', 'RAD51C', 'RAD51B', 'RAD51D', 'RAD51', 'RAD9A', 'RAD9B', 'RBBP8', 'RFC1', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RMI1', 'RPA1', 'RPA2', 'RPA3', 'RPS27A', 'RTEL1', 'SHFM1', 'SPO11', 'SYCP3', 'TEX15', 'TOP3A', 'TOPBP1', 'TP53', 'UBA52', 'UBB', 'UBC', 'WRN', 'XRCC2', 'XRCC3', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00289910117318648
		RMSE:  0.19032543678137456
		NRMSE:  0.12827584502559417
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001649424828515933
		RMSE:  0.21414907824527551
		NRMSE:  0.14729386559180924
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  LinearRegression
		Pearson Correlation:  0.5189218427520859
		Spearman Correlation:  0.48245839810971913
		Coefficient of Determination:  0.26927987888522054
		RMSE:  0.1624589893637828
		NRMSE:  0.10949437182472624
		MAPE:  256.1590297870549
		Pearson Correlation:  0.17052929129434105
		Spearman Correlation:  0.17092233070237783
		Coefficient of Determination:  -0.034882799886200466
		RMSE:  0.21783415733468134
		NRMSE:  0.14982849963524156
		MAPE:  292.3961381559951

	Predictor:  ElasticNet
		Pearson Correlation:  0.5156540077218871
		Spearman Correlation:  0.4772002406776336
		Coefficient of Determination:  0.26587169657195253
		RMSE:  0.1628374145073184
		NRMSE:  0.10974942341366188
		MAPE:  237.6780379673323
		Pearson Correlation:  0.1688317524913121
		Spearman Correlation:  0.1709023803289318
		Coefficient of Determination:  -0.032345542333712896
		RMSE:  0.2175669577319444
		NRMSE:  0.14964471709135108
		MAPE:  274.7508030771117

	Predictor:  RandomForests
		Pearson Correlation:  0.5221573333297352
		Spearman Correlation:  0.46690069650256844
		Coefficient of Determination:  0.19795589074461306
		RMSE:  0.17020305099067898
		NRMSE:  0.1147137269772457
		MAPE:  197.09949288630483
		Pearson Correlation:  0.05011125301404238
		Spearman Correlation:  0.09698125911794413
		Coefficient of Determination:  -0.013596067374654464
		RMSE:  0.21558217738816055
		NRMSE:  0.14827956543353388
		MAPE:  161.87918769290792

Protein:  CDKN2A
Protein Interaction Partners Count:  100
x_train_column_count:  100
x_train columns:  ['ABL1', 'AKT1', 'ARF1', 'BMI1', 'BRCA1', 'CBX7', 'CCND1', 'CCND2', 'CCND3', 'CCNL1', 'CDC45', 'CDC6', 'CDC7', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2AIP', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CEBPB', 'CTCF', 'DAXX', 'E2F1', 'E2F2', 'E2F3', 'EGFR', 'EGR1', 'AGO1', 'AGO3', 'AGO4', 'ERBB2', 'EZH2', 'FOXM1', 'GMNN', 'HDAC1', 'HIF1A', 'HRAS', 'HUWE1', 'IL6', 'KRAS', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAX', 'MCM10', 'MCM2', 'MCM5', 'MDM2', 'MDM4', 'MGMT', 'MLH1', 'MOV10', 'MRAS', 'MTAP', 'MYCN', 'MYC', 'NPM1', 'NRAS', 'ORC5', 'PIK3CA', 'PIK3R1', 'PTEN', 'RASSF1', 'RB1', 'RPS27A', 'RRAS2', 'RRAS', 'RUNX3', 'SMAD3', 'SMAD4', 'SMARCA4', 'SUMO1', 'SUMO2', 'SUMO3', 'TBX2', 'TERT', 'TFDP1', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TP53', 'TP63', 'TRIP12', 'TWIST1', 'UBA52', 'UBB', 'UBC', 'UBE2I', 'USP7', 'VEGFA', 'WRN', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07669790023289091
		RMSE:  0.6927164423772558
		NRMSE:  0.16172871740223568
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04462654135164201
		RMSE:  0.6710309035955896
		NRMSE:  0.2071658496482324
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6675880639420501
		NRMSE:  0.15586198728568595
		MAPE:  307.97311558867955
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004949645588538276
		RMSE:  0.658164031136248
		NRMSE:  0.20319348928290204
		MAPE:  176.07940307985857

	Predictor:  LinearRegression
		Pearson Correlation:  0.7248469273167808
		Spearman Correlation:  0.6522991400525601
		Coefficient of Determination:  0.5254030680405787
		RMSE:  0.45990806592881
		NRMSE:  0.10737487531023768
		MAPE:  300.69564329485326
		Pearson Correlation:  0.5319889491853224
		Spearman Correlation:  0.4771555755059291
		Coefficient of Determination:  0.2418443151327353
		RMSE:  0.5716644576792002
		NRMSE:  0.1764886720629805
		MAPE:  188.1859851149854

	Predictor:  ElasticNet
		Pearson Correlation:  0.7247975488722134
		Spearman Correlation:  0.6528803358374573
		Coefficient of Determination:  0.5253314108396718
		RMSE:  0.45994278431676766
		NRMSE:  0.10738298102277916
		MAPE:  296.0278895725544
		Pearson Correlation:  0.5328568521430957
		Spearman Correlation:  0.47682639434406915
		Coefficient of Determination:  0.2433658476643643
		RMSE:  0.5710905366983857
		NRMSE:  0.1763114867396455
		MAPE:  188.39988184644943

	Predictor:  RandomForests
		Pearson Correlation:  0.6713717701733481
		Spearman Correlation:  0.6171187898147904
		Coefficient of Determination:  0.4408312732603339
		RMSE:  0.4992062341498074
		NRMSE:  0.11654983053553591
		MAPE:  202.2924022228656
		Pearson Correlation:  0.6270859191911262
		Spearman Correlation:  0.5914544962591366
		Coefficient of Determination:  0.38440543231941837
		RMSE:  0.515121151574826
		NRMSE:  0.15903218535235897
		MAPE:  102.26032325599306

Protein:  TP53
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['AKT1', 'APAF1', 'ATM', 'ATR', 'AURKA', 'AURKB', 'BANP', 'BARD1', 'BAX', 'BBC3', 'BCL2L1', 'BCL2', 'BCL6', 'BRCA1', 'CASP8', 'CCNA2', 'CCNE1', 'CCNG1', 'CDC25C', 'CDK2', 'CDK5', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CHEK1', 'CHEK2', 'COPS5', 'CREBBP', 'DDB2', 'DDX5', 'DYRK2', 'E2F4', 'EGR1', 'EHMT2', 'EP300', 'EZH2', 'FZR1', 'GADD45A', 'GLS2', 'GSK3B', 'HDAC1', 'HDAC2', 'HIF1A', 'HIPK2', 'HSP90AA1', 'HSPA1A', 'IGFBP3', 'JUN', 'KAT2B', 'KAT5', 'KDM1A', 'MAPK14', 'MAPK1', 'MAPK8', 'MAPK9', 'MAPKAPK5', 'MCL1', 'MDM2', 'MDM4', 'MSH2', 'NGFR', 'NPM1', 'PLK3', 'PMAIP1', 'PPP1R13B', 'PPP1R13L', 'PRKDC', 'PRMT5', 'PTEN', 'RB1', 'RCHY1', 'DROSHA', 'RPA1', 'RRM2B', 'SETD7', 'SETD8', 'SFN', 'SIRT1', 'SMYD2', 'SNAI1', 'SNAI2', 'SP1', 'STAT3', 'STK11', 'SUMO1', 'SUMO2', 'TBP', 'TNFRSF10A', 'TNFRSF10B', 'TP53BP1', 'TP53BP2', 'TP53INP1', 'TP53RK', 'TXN', 'UBE2I', 'USP7', 'WRN', 'XRCC6', 'YY1', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.043501333030021794
		RMSE:  0.4597988418920562
		NRMSE:  0.11050200478059512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10290984727382035
		RMSE:  0.4520547550562478
		NRMSE:  0.16857084713604026
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45011280589110314
		NRMSE:  0.10817419031269002
		MAPE:  382.8265287953516
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010546813555600831
		RMSE:  0.4327123127899972
		NRMSE:  0.16135806629028604
		MAPE:  261.16646791413905

	Predictor:  LinearRegression
		Pearson Correlation:  0.6604922878327504
		Spearman Correlation:  0.6037254325437036
		Coefficient of Determination:  0.43625006228654106
		RMSE:  0.3379594715989826
		NRMSE:  0.0812207333811542
		MAPE:  850.7211660221751
		Pearson Correlation:  0.4967140892925583
		Spearman Correlation:  0.4697489993640818
		Coefficient of Determination:  0.1789092622919285
		RMSE:  0.39004670300650923
		NRMSE:  0.14544809541986928
		MAPE:  630.8668286305544

	Predictor:  ElasticNet
		Pearson Correlation:  0.6520589991362492
		Spearman Correlation:  0.5994461455496236
		Coefficient of Determination:  0.4251654772911715
		RMSE:  0.3412658178193623
		NRMSE:  0.08201533713515077
		MAPE:  800.2246083591899
		Pearson Correlation:  0.49239048442672945
		Spearman Correlation:  0.44515517649846015
		Coefficient of Determination:  0.17986253494488103
		RMSE:  0.3898202183925593
		NRMSE:  0.14536363949321485
		MAPE:  517.2606322546221

	Predictor:  RandomForests
		Pearson Correlation:  0.6391457427867844
		Spearman Correlation:  0.5738541184231455
		Coefficient of Determination:  0.35795781438014296
		RMSE:  0.36066429582771786
		NRMSE:  0.086677312143167
		MAPE:  586.8426148813124
		Pearson Correlation:  0.4804190782263101
		Spearman Correlation:  0.3898437383115112
		Coefficient of Determination:  0.21338759158484022
		RMSE:  0.38176967754786406
		NRMSE:  0.14236159941971818
		MAPE:  385.7156469900238

Protein:  CTNNB1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'AKT1', 'APC2', 'APC', 'AR', 'AXIN1', 'AXIN2', 'BCL9', 'BTRC', 'CASP3', 'CBY1', 'CCND1', 'CDC73', 'CDH11', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDH5', 'CDH8', 'CHD8', 'CREBBP', 'CSNK1A1', 'CSNK1E', 'CTBP1', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNBIP1', 'CTNND1', 'DVL1', 'DVL2', 'DVL3', 'EGFR', 'EGF', 'EP300', 'ERBB2', 'AMER1', 'FBXW11', 'FER', 'FGFR1', 'FOXO1', 'FOXO3', 'FYN', 'FZD1', 'FZD2', 'FZD5', 'GSK3A', 'GSK3B', 'HNF4A', 'IGF1R', 'IQGAP1', 'JUN', 'JUP', 'KDR', 'KLF4', 'LEF1', 'LRP5', 'LRP6', 'MAPK9', 'MEN1', 'MET', 'MMP7', 'MYC', 'NLK', 'NOTCH1', 'PIK3CA', 'PIK3R1', 'PITX2', 'PSEN1', 'PTPN11', 'PTPN1', 'PYGO2', 'RUVBL1', 'SKP1', 'SMAD4', 'SMAD7', 'SMARCA4', 'SOX17', 'SOX2', 'SOX6', 'SOX9', 'SRC', 'TBL1X', 'TCF4', 'TCF7L1', 'TCF7L2', 'TCF7', 'TERT', 'TGFBR1', 'TGFBR2', 'TJP1', 'TLE1', 'VCL', 'VEGFA', 'WNT1', 'WNT3A', 'WNT8A', 'WNT8B', 'YWHAZ', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.43619721536848943
		RMSE:  0.9218173342266688
		NRMSE:  0.18131733560713392
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5414936126562622
		RMSE:  0.7610450185362576
		NRMSE:  0.2487969592128731
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  LinearRegression
		Pearson Correlation:  0.6782169463242912
		Spearman Correlation:  0.6536543128781496
		Coefficient of Determination:  0.4599782262814466
		RMSE:  0.56525376770937
		NRMSE:  0.11118288113874311
		MAPE:  365.24048637210416
		Pearson Correlation:  0.4226083181216926
		Spearman Correlation:  0.3748051721343159
		Coefficient of Determination:  -0.04605870049891059
		RMSE:  0.6269277748449382
		NRMSE:  0.20495203336001117
		MAPE:  1174.0121470979045

	Predictor:  ElasticNet
		Pearson Correlation:  0.6776261245496615
		Spearman Correlation:  0.653921907999064
		Coefficient of Determination:  0.45917221865525126
		RMSE:  0.5656754442007658
		NRMSE:  0.11126582301352593
		MAPE:  365.5540816408366
		Pearson Correlation:  0.4254228358687379
		Spearman Correlation:  0.37958328657464563
		Coefficient of Determination:  -0.03608777599517454
		RMSE:  0.6239327149022367
		NRMSE:  0.20397290362621745
		MAPE:  1040.6998493266124

	Predictor:  RandomForests
		Pearson Correlation:  0.6661312165524925
		Spearman Correlation:  0.6347797745153959
		Coefficient of Determination:  0.43853256518190087
		RMSE:  0.5763683393428425
		NRMSE:  0.11336906753399735
		MAPE:  242.10542978288473
		Pearson Correlation:  0.43189919620587325
		Spearman Correlation:  0.27905120893201024
		Coefficient of Determination:  0.16249536723411284
		RMSE:  0.5609615467177448
		NRMSE:  0.18338669022123794
		MAPE:  1007.4727106586553

Protein:  CCNE1
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['ABL1', 'BARD1', 'BRCA1', 'CABLES1', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCND3', 'CCNE2', 'CCNH', 'CCT2', 'CCT3', 'CCT4', 'CCT6A', 'CCT7', 'CDC25A', 'CDC6', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK6', 'CDK7', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDT1', 'CKS1B', 'CKS2', 'CUL1', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'EP400', 'FOXM1', 'HDAC1', 'IFNAR1', 'LIN37', 'LIN52', 'LIN54', 'LIN9', 'MNAT1', 'MYC', 'ORC1', 'ORC2', 'ORC3', 'ORC4', 'ORC5', 'ORC6', 'PCNA', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB7', 'PSMC1', 'PSMC2', 'PSMC4', 'PSMC5', 'PSMD10', 'PSMD11', 'PSMD14', 'PSMD1', 'PSMD3', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSME3', 'PTK6', 'RB1', 'RBBP4', 'RBL1', 'RBL2', 'RHOA', 'RPS27A', 'RRN3', 'SKP1', 'SKP2', 'STAT5A', 'STAT5B', 'TCP1', 'TFDP1', 'TP53', 'TP73', 'UBB', 'UBC', 'WEE1', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.3882525061775621
		RMSE:  0.8073510115699897
		NRMSE:  0.1948381908849554
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.2068608862157744
		RMSE:  0.7484097025916991
		NRMSE:  0.3260050104942715
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5224229806426052
		NRMSE:  0.12607644873967835
		MAPE:  105.82433067667067
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010783677474574871
		RMSE:  0.36685077747270034
		NRMSE:  0.1597990928573857
		MAPE:  133.3645349232411

	Predictor:  LinearRegression
		Pearson Correlation:  0.889662293733207
		Spearman Correlation:  0.7214768507010174
		Coefficient of Determination:  0.7914989968906314
		RMSE:  0.23854831159762593
		NRMSE:  0.057568914640931036
		MAPE:  47.07317346782978
		Pearson Correlation:  0.7341609096695693
		Spearman Correlation:  0.49959974563273857
		Coefficient of Determination:  0.4357314292236454
		RMSE:  0.2740963575855825
		NRMSE:  0.11939554714709347
		MAPE:  101.90055834655192

	Predictor:  ElasticNet
		Pearson Correlation:  0.8896058856337231
		Spearman Correlation:  0.720642393188851
		Coefficient of Determination:  0.7913985555304344
		RMSE:  0.23860576271691414
		NRMSE:  0.057582779331735924
		MAPE:  47.17210918857578
		Pearson Correlation:  0.7346093736653401
		Spearman Correlation:  0.5017843115250814
		Coefficient of Determination:  0.43745098037674535
		RMSE:  0.27367839851665304
		NRMSE:  0.11921348543653484
		MAPE:  102.04094612807457

	Predictor:  RandomForests
		Pearson Correlation:  0.8627114244015965
		Spearman Correlation:  0.7269204277536142
		Coefficient of Determination:  0.7416334567459337
		RMSE:  0.26554639508307426
		NRMSE:  0.06408436785555766
		MAPE:  55.98907083758849
		Pearson Correlation:  0.770885107897393
		Spearman Correlation:  0.6684149573709636
		Coefficient of Determination:  0.5291341557642604
		RMSE:  0.25038535765203646
		NRMSE:  0.1090671070488463
		MAPE:  79.58878990181303

Protein:  CCND1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'ACTL6A', 'AKT1', 'ARID1A', 'ARID2', 'AR', 'ATF2', 'BRD2', 'BTG2', 'CCNA1', 'CCNB1', 'CCNE1', 'CCNH', 'CDC25A', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDK7', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CKS1B', 'CREBBP', 'CTBP1', 'CTNNB1', 'CUL1', 'DNMT3A', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'AGO2', 'EP300', 'ESR1', 'FOS', 'FOXA1', 'FOXM1', 'GADD45A', 'GATA3', 'GLI1', 'GLI3', 'GSK3B', 'H2AFX', 'H2AFZ', 'HDAC1', 'HDAC4', 'HIST1H2BA', 'HIST2H2BE', 'HNF1A', 'IFNAR1', 'JAK2', 'JUN', 'KAT2B', 'LEF1', 'LYN', 'MAML1', 'MYB', 'MYC', 'NOTCH1', 'PBRM1', 'PCNA', 'PRMT5', 'PSMA6', 'PSMC6', 'PSMD10', 'PSMD6', 'PSMD7', 'PSME3', 'PTK6', 'RASSF1', 'RB1', 'RBL1', 'RBL2', 'RBPJ', 'RELA', 'RUNX1', 'RUNX3', 'SKP1', 'SKP2', 'SMAD4', 'SMARCA4', 'SMARCB1', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'SUV39H1', 'TCF7L2', 'TFDP1', 'TP53', 'WDR77', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.44064885869713843
		RMSE:  0.2936537728092399
		NRMSE:  0.17653615611766113
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6507167710215811
		RMSE:  0.2694738938084911
		NRMSE:  0.2553456206196082
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  LinearRegression
		Pearson Correlation:  0.5837974359856966
		Spearman Correlation:  0.5579925334219846
		Coefficient of Determination:  0.3408194462634734
		RMSE:  0.19863634190917473
		NRMSE:  0.11941442444432239
		MAPE:  483.71548962989186
		Pearson Correlation:  0.1508358763897695
		Spearman Correlation:  0.11990922580082046
		Coefficient of Determination:  -0.14554458092158495
		RMSE:  0.22448452790066623
		NRMSE:  0.21271500658624903
		MAPE:  377.5972700804395

	Predictor:  ElasticNet
		Pearson Correlation:  0.5835795622940965
		Spearman Correlation:  0.5584287385055713
		Coefficient of Determination:  0.3405642415251259
		RMSE:  0.19867478966815788
		NRMSE:  0.11943753812516256
		MAPE:  478.48037167523313
		Pearson Correlation:  0.1526926264734672
		Spearman Correlation:  0.1227920547637751
		Coefficient of Determination:  -0.14307887688581933
		RMSE:  0.22424280418875883
		NRMSE:  0.2124859562305239
		MAPE:  378.9303423623253

	Predictor:  RandomForests
		Pearson Correlation:  0.5574382931774727
		Spearman Correlation:  0.5115894031152839
		Coefficient of Determination:  0.27287753896835265
		RMSE:  0.20862209166280588
		NRMSE:  0.12541756842096757
		MAPE:  484.02077540170245
		Pearson Correlation:  0.38420245784361057
		Spearman Correlation:  0.3416734414989403
		Coefficient of Determination:  0.13797720234983835
		RMSE:  0.194733106394091
		NRMSE:  0.1845234252736973
		MAPE:  286.8581137015489

Protein:  ERBB2
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ADAM17', 'ADRB2', 'AREG', 'ARHGEF11', 'ARHGEF12', 'BTC', 'CBL', 'CCND1', 'CD44', 'CDC37', 'CDH1', 'CTNNB1', 'CTNND1', 'CUL5', 'DIAPH1', 'DOCK7', 'EGFR', 'EGF', 'ERBB2IP', 'ERBB3', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'FYN', 'GAB1', 'GRB2', 'GRB7', 'HBEGF', 'HGF', 'HRAS', 'HSP90AA1', 'IL6R', 'IL6', 'INS', 'JAK1', 'JAK2', 'KRAS', 'LRPPRC', 'MAP2K1', 'MAPK8', 'MATK', 'MEMO1', 'MUC1', 'MUC4', 'MYC', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'PGAP3', 'PGR', 'PIK3CA', 'PIK3CB', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PLCG1', 'PLCG2', 'PLXNB1', 'PRKACA', 'PTEN', 'PTK2', 'PTK6', 'PTPN11', 'PTPN12', 'PTPN18', 'RHOA', 'RHOB', 'RHOC', 'RND1', 'RNF41', 'ROCK1', 'ROCK2', 'RPS27A', 'SEMA4D', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SOS1', 'SRC', 'STAT1', 'STAT3', 'STUB1', 'TFAP2A', 'TFAP2B', 'TFAP2C', 'TFF1', 'TFF2', 'TFF3', 'TGFA', 'TP53', 'UBA52', 'UBB', 'UBC', 'VEGFA', 'YES1', 'YY1', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08695701084953744
		RMSE:  1.023008454816054
		NRMSE:  0.1742863272085548
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1111491455026472
		RMSE:  1.1242523174677488
		NRMSE:  0.20280184671833265
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865388
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792788993

	Predictor:  LinearRegression
		Pearson Correlation:  0.8532021254618394
		Spearman Correlation:  0.7207290624252993
		Coefficient of Determination:  0.7279538668926004
		RMSE:  0.5117929717195496
		NRMSE:  0.08719235594997182
		MAPE:  537.2718365646931
		Pearson Correlation:  0.7806645939488784
		Spearman Correlation:  0.5663918083668892
		Coefficient of Determination:  0.5880639226090223
		RMSE:  0.6845300655682584
		NRMSE:  0.12348114322250134
		MAPE:  271.3092144267072

	Predictor:  ElasticNet
		Pearson Correlation:  0.8530535075028076
		Spearman Correlation:  0.7208568299445149
		Coefficient of Determination:  0.7277002705615085
		RMSE:  0.5120314580855104
		NRMSE:  0.08723298602748189
		MAPE:  536.3464331429946
		Pearson Correlation:  0.7808393893282347
		Spearman Correlation:  0.5732697081884632
		Coefficient of Determination:  0.5886973646769345
		RMSE:  0.6840035555281704
		NRMSE:  0.12338616702651173
		MAPE:  271.0128537303341

	Predictor:  RandomForests
		Pearson Correlation:  0.8323152680716361
		Spearman Correlation:  0.6466808582088528
		Coefficient of Determination:  0.687121723576946
		RMSE:  0.5488589421578967
		NRMSE:  0.0935071540552152
		MAPE:  530.1809820817119
		Pearson Correlation:  0.8689888493238265
		Spearman Correlation:  0.707782313058422
		Coefficient of Determination:  0.7501293991063542
		RMSE:  0.5331325437528497
		NRMSE:  0.09617081747471855
		MAPE:  199.28302683331736

Protein:  ERBB3
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['AKT1', 'AKT2', 'ANGPT1', 'ANGPT2', 'AREG', 'AR', 'BDNF', 'BMP4', 'BTC', 'CBLB', 'CBL', 'CCND1', 'CDH1', 'CSF1', 'CSK', 'CTNNB1', 'DCN', 'DOCK7', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EGFR', 'EGF', 'ERBB2', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'FGF10', 'FGF19', 'FGF1', 'FGF2', 'FGF3', 'FGF4', 'FGF7', 'FGF9', 'FIGF', 'FLNA', 'FOXO3', 'GAB1', 'GRB2', 'GRB7', 'HBEGF', 'HGF', 'HRAS', 'HSP90AA1', 'IGF1', 'IGF2', 'INS', 'IRS1', 'ITGA6', 'ITGB4', 'JAK1', 'JAK2', 'KITLG', 'KRAS', 'LAMA1', 'LAMB1', 'LAMC2', 'MAP2K1', 'MAPK8', 'MET', 'MUC4', 'NGF', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NTF3', 'PA2G4', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PGF', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PLCG1', 'PLCG2', 'PRKACA', 'PTEN', 'PTPN11', 'RNF41', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SOS1', 'SOX10', 'SRC', 'TGFA', 'VEGFA', 'VEGFB', 'VEGFC', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19951943522205973
		RMSE:  0.4939516163098853
		NRMSE:  0.17910620018705933
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27774471248359456
		RMSE:  0.5592204608326292
		NRMSE:  0.15547938022732444
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  LinearRegression
		Pearson Correlation:  0.617864640087878
		Spearman Correlation:  0.6168648283503396
		Coefficient of Determination:  0.38175671347092277
		RMSE:  0.35461775078286684
		NRMSE:  0.1285839255595321
		MAPE:  204.3105495774035
		Pearson Correlation:  0.1940423714298934
		Spearman Correlation:  0.26638985523510267
		Coefficient of Determination:  -0.23446970188390992
		RMSE:  0.5496689746744855
		NRMSE:  0.15282379222200193
		MAPE:  217.11290064205474

	Predictor:  ElasticNet
		Pearson Correlation:  0.6155181710457152
		Spearman Correlation:  0.6167277364117386
		Coefficient of Determination:  0.37886197043677483
		RMSE:  0.35544697811763626
		NRMSE:  0.1288846022900413
		MAPE:  203.87282398816038
		Pearson Correlation:  0.19444641120678208
		Spearman Correlation:  0.2626341974338832
		Coefficient of Determination:  -0.2309117898294224
		RMSE:  0.5488762921838556
		NRMSE:  0.15260340367939265
		MAPE:  216.70383833216383

	Predictor:  RandomForests
		Pearson Correlation:  0.5564502589840349
		Spearman Correlation:  0.5964049879734662
		Coefficient of Determination:  0.29656084263052207
		RMSE:  0.3782631512891581
		NRMSE:  0.13715771638589133
		MAPE:  233.75807960440545
		Pearson Correlation:  0.37862986365231166
		Spearman Correlation:  0.3657286642704281
		Coefficient of Determination:  0.11713287482390555
		RMSE:  0.46484555194438537
		NRMSE:  0.12924043982606112
		MAPE:  159.01138616480682


Fold:  4

Protein:  RB1
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['AATF', 'ABL1', 'AKT1', 'AR', 'ASF1A', 'ATF2', 'BGLAP', 'CASP3', 'CBX4', 'CCNA1', 'CCNA2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CEBPA', 'COL1A1', 'CREBBP', 'CTBP1', 'DNMT1', 'DUT', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'ELF1', 'EP300', 'FOXM1', 'FZR1', 'GNB2L1', 'H1F0', 'H2AFV', 'H2AFX', 'H2AFZ', 'HDAC1', 'HDAC2', 'HDAC3', 'HIST1H2BA', 'HIST2H2AC', 'HIST2H2BE', 'HMGA1', 'HMGA2', 'HSP90AA1', 'ID2', 'JUN', 'MAPK14', 'MAPK1', 'MAPK3', 'MDM2', 'MEF2C', 'NCAPD3', 'NCAPG2', 'NCAPH2', 'NFYC', 'PCNA', 'PML', 'POLA1', 'POLA2', 'PPARA', 'PPARG', 'PPP1CA', 'PPP1CB', 'PPP1CC', 'PPP2CA', 'PPP2CB', 'PRIM1', 'PRIM2', 'RAF1', 'RBBP4', 'RUNX2', 'SIRT1', 'SKP2', 'SMARCA2', 'SMC2', 'SMC4', 'SP100', 'SP1', 'SP3', 'SPI1', 'SUV39H1', 'TAF1', 'TBP', 'TERT', 'TFDP1', 'TP53BP1', 'TP53', 'TP73', 'YAP1', 'ZNF521', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0017653619110491459
		RMSE:  0.25173274438657
		NRMSE:  0.09206141909982812
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11040193949010524
		RMSE:  0.1737457828578019
		NRMSE:  0.1664678101960314
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  LinearRegression
		Pearson Correlation:  0.4875747745701666
		Spearman Correlation:  0.4555438598018932
		Coefficient of Determination:  0.2377291607971489
		RMSE:  0.2195893929179345
		NRMSE:  0.08030624375290174
		MAPE:  345.99876222347797
		Pearson Correlation:  0.12296914457550298
		Spearman Correlation:  0.16345590344019253
		Coefficient of Determination:  -0.583042728384102
		RMSE:  0.20745336561686406
		NRMSE:  0.19876342852188716
		MAPE:  365.30431589863343

	Predictor:  ElasticNet
		Pearson Correlation:  0.4870676645078746
		Spearman Correlation:  0.45602287238865025
		Coefficient of Determination:  0.23722957999348127
		RMSE:  0.2196613389187999
		NRMSE:  0.08033255519265649
		MAPE:  353.73839399920143
		Pearson Correlation:  0.12423927605610581
		Spearman Correlation:  0.1624184840209978
		Coefficient of Determination:  -0.582454160646452
		RMSE:  0.20741479694557285
		NRMSE:  0.19872647543936386
		MAPE:  361.76081850408934

	Predictor:  RandomForests
		Pearson Correlation:  0.5295541412776307
		Spearman Correlation:  0.3951745569721164
		Coefficient of Determination:  0.16828902434987514
		RMSE:  0.22937333090508497
		NRMSE:  0.08388433693135056
		MAPE:  170.33048573313587
		Pearson Correlation:  0.10988100774688508
		Spearman Correlation:  0.22686816543847185
		Coefficient of Determination:  -0.09267721288551667
		RMSE:  0.17235350095759733
		NRMSE:  0.16513384907599485
		MAPE:  105.74982355234191

Protein:  CDH1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ACTA1', 'ACTN1', 'ADAM10', 'ADAM15', 'CA2', 'CASP3', 'CBLL1', 'CDC42', 'CDH17', 'CDH3', 'CDH5', 'CTBP1', 'CTNNA1', 'CTNNB1', 'CTNND1', 'CTTN', 'DLG1', 'EFNA1', 'EGFR', 'EGF', 'ENAH', 'EPCAM', 'EPHA2', 'EXOC3', 'EXOC4', 'FER', 'FLOT1', 'FLOT2', 'FMN1', 'FYN', 'GDNF', 'GNA12', 'GNA13', 'HGF', 'HGS', 'IGF1R', 'IGF1', 'IGF2', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'ITGA6', 'ITGAE', 'ITGB4', 'ITGB7', 'AJUBA', 'JUP', 'KIFC3', 'KLK7', 'KLRG1', 'LAMB1', 'LAMC2', 'LIMA1', 'MAPK1', 'MAPK3', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MLLT4', 'MMP3', 'MMP7', 'MMP9', 'MYO6', 'NCSTN', 'NUMB', 'PARD6A', 'PIK3CA', 'PIK3R1', 'PIP5K1C', 'PLEKHA7', 'PLG', 'PRKCI', 'PRKCZ', 'PSEN1', 'PVRL1', 'PVRL2', 'RAB5A', 'RAB7A', 'RAC1', 'RAP1A', 'RET', 'RHOA', 'SKIL', 'SMAD3', 'SMAD4', 'SNAI1', 'SNAI2', 'SNAI3', 'SRC', 'STX4', 'TJP1', 'TWIST1', 'VASP', 'VCL', 'YES1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZYX', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1648542010437435
		RMSE:  1.2077311247232185
		NRMSE:  0.19230774891296748
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01787767410405383
		RMSE:  1.1768276141426715
		NRMSE:  0.21349508619837296
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.119011303751291
		NRMSE:  0.17818083878718685
		MAPE:  552.7314487209006
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06543533401046742
		RMSE:  1.204005869039757
		NRMSE:  0.21842565020132743
		MAPE:  371.74257556440244

	Predictor:  LinearRegression
		Pearson Correlation:  0.7438080568294363
		Spearman Correlation:  0.7079022704896073
		Coefficient of Determination:  0.5532504254043817
		RMSE:  0.7479396338686939
		NRMSE:  0.11909487498307281
		MAPE:  503.4572347253226
		Pearson Correlation:  0.3693417982501307
		Spearman Correlation:  0.41259616703450164
		Coefficient of Determination:  -0.39858373465585384
		RMSE:  1.3794605745587767
		NRMSE:  0.25025590046783075
		MAPE:  468.2645336608263

	Predictor:  ElasticNet
		Pearson Correlation:  0.7268976233098485
		Spearman Correlation:  0.6988756266089179
		Coefficient of Determination:  0.5278645006963443
		RMSE:  0.768896353867769
		NRMSE:  0.12243182603543978
		MAPE:  565.807538666221
		Pearson Correlation:  0.3046733579393796
		Spearman Correlation:  0.40932430578934903
		Coefficient of Determination:  -0.6856783243381122
		RMSE:  1.514441169795379
		NRMSE:  0.2747435089066759
		MAPE:  541.0335259282433

	Predictor:  RandomForests
		Pearson Correlation:  0.744403162376981
		Spearman Correlation:  0.7048831848126462
		Coefficient of Determination:  0.5496207955569148
		RMSE:  0.7509718161643397
		NRMSE:  0.1195776911825005
		MAPE:  236.42227241163098
		Pearson Correlation:  0.7645869616479644
		Spearman Correlation:  0.46733260436301827
		Coefficient of Determination:  0.5170582344841836
		RMSE:  0.8106108992805026
		NRMSE:  0.14705759937602092
		MAPE:  192.8409827623321

Protein:  CDH2
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'ADAM10', 'AFP', 'AHSG', 'ALB', 'APLP2', 'APOA1', 'APOB', 'APOE', 'APP', 'AXIN1', 'BDNF', 'BMP4', 'BNIP2', 'CALU', 'CDC42', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH17', 'CDH18', 'CDH1', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDON', 'CREBBP', 'CSF1', 'CST3', 'CTNNA1', 'CTNNA2', 'CTNNB1', 'CTNND1', 'CYR61', 'FAM20C', 'FBN1', 'FER', 'FGFR1', 'FN1', 'FSTL1', 'GAS6', 'GJA1', 'GOLM1', 'GPC3', 'GRIA2', 'HSP90B1', 'IGFBP1', 'IGFBP3', 'IGFBP4', 'IGFBP5', 'IGFBP7', 'IL6', 'ITIH2', 'JUP', 'KIF5B', 'KNG1', 'KTN1', 'LAMB1', 'LAMC1', 'LGALS1', 'LRP5', 'LTBP1', 'MAP2K6', 'MAPK11', 'MAPK14', 'MATN3', 'MEF2A', 'MEF2C', 'MEF2D', 'MET', 'MFGE8', 'MSLN', 'NTRK2', 'P4HB', 'PCSK9', 'PIK3CA', 'PIK3R1', 'PTPN11', 'PTPN1', 'RAC1', 'RHOA', 'ROBO1', 'SCG2', 'SDC2', 'SERPINA1', 'SLIT1', 'SNAI1', 'SNAI2', 'SPAG9', 'SPARCL1', 'SPP1', 'STC2', 'TCF3', 'TIMP1', 'TMEM132A', 'TNC', 'VCAN', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011628294333081435
		RMSE:  0.38156283556505555
		NRMSE:  0.1382574228440668
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.013534078125908788
		RMSE:  0.33551468363995024
		NRMSE:  0.17308132332546644
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  LinearRegression
		Pearson Correlation:  0.49078685904123714
		Spearman Correlation:  0.470001824232073
		Coefficient of Determination:  0.24087174100756326
		RMSE:  0.33053173480115666
		NRMSE:  0.11976655366372806
		MAPE:  1569.6862332841854
		Pearson Correlation:  0.1086319118091553
		Spearman Correlation:  0.07453708899113456
		Coefficient of Determination:  -0.40585818235857785
		RMSE:  0.39515102269043273
		NRMSE:  0.2038458084119685
		MAPE:  390.9069631579005

	Predictor:  ElasticNet
		Pearson Correlation:  0.4884032553350905
		Spearman Correlation:  0.46369451632063724
		Coefficient of Determination:  0.23853506066869568
		RMSE:  0.33104005046957946
		NRMSE:  0.11995073935414867
		MAPE:  1606.4553237077398
		Pearson Correlation:  0.12418388386087024
		Spearman Correlation:  0.08365939724934228
		Coefficient of Determination:  -0.3641025212918787
		RMSE:  0.38923856218255454
		NRMSE:  0.20079575862663246
		MAPE:  392.9676478435914

	Predictor:  RandomForests
		Pearson Correlation:  0.4802801826449157
		Spearman Correlation:  0.42266133554478724
		Coefficient of Determination:  0.15048099135895376
		RMSE:  0.34965692524578784
		NRMSE:  0.12669647265953615
		MAPE:  1040.8719225041978
		Pearson Correlation:  0.23166485594101424
		Spearman Correlation:  0.265023254654048
		Coefficient of Determination:  0.013150583019315598
		RMSE:  0.3310684520706445
		NRMSE:  0.17078765428100598
		MAPE:  171.55854601333823

Protein:  CDH3
Protein Interaction Partners Count:  73
x_train_column_count:  74
x_train columns:  ['AIMP1', 'CLMP', 'BRCA1', 'CCND1', 'CD24', 'CD2AP', 'CD44', 'CDCP1', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH2', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CLDN1', 'CLDN7', 'CTNNA1', 'CTNNA3', 'CTNNB1', 'CTNND1', 'DPYD', 'DSP', 'ECM1', 'EGFR', 'EPCAM', 'ERBB2', 'ESR1', 'ESRP1', 'F11R', 'FN1', 'GALNT6', 'GATA3', 'HOXA9', 'IGF1R', 'ITGA9', 'JUP', 'KIRREL', 'KRT14', 'KRT15', 'KRT17', 'KRT4', 'KRT5', 'KRT8', 'LEF1', 'MKI67', 'NPHS1', 'NPHS2', 'PGR', 'PKP1', 'PKP2', 'PKP3', 'POU5F1', 'S100A4', 'SNAI1', 'SNAI2', 'SYNPO', 'TECR', 'TJP1', 'TP53', 'UMPS', 'VCL', 'ZEB1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006306553616452382
		RMSE:  0.206558346691537
		NRMSE:  0.1472115018398285
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056823148221427866
		RMSE:  0.21361844422784051
		NRMSE:  0.19012980777528213
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  LinearRegression
		Pearson Correlation:  0.5168390583924106
		Spearman Correlation:  0.5403178575375212
		Coefficient of Determination:  0.2671226122799535
		RMSE:  0.17627602933379624
		NRMSE:  0.12562968009877576
		MAPE:  434.55039857009865
		Pearson Correlation:  0.40637234139747885
		Spearman Correlation:  0.40395266773899924
		Coefficient of Determination:  -0.3251363019352176
		RMSE:  0.23920368452191157
		NRMSE:  0.21290179657325198
		MAPE:  926.9153647229047

	Predictor:  ElasticNet
		Pearson Correlation:  0.5143863073028511
		Spearman Correlation:  0.5380693649707703
		Coefficient of Determination:  0.2645859682308932
		RMSE:  0.17658083017538515
		NRMSE:  0.12584690777497978
		MAPE:  437.076637830486
		Pearson Correlation:  0.4769395563720625
		Spearman Correlation:  0.43205276873776494
		Coefficient of Determination:  -0.04374258463174607
		RMSE:  0.21229232364861633
		NRMSE:  0.18894950215267484
		MAPE:  876.9234503548818

	Predictor:  RandomForests
		Pearson Correlation:  0.5492470972367409
		Spearman Correlation:  0.5433468367086957
		Coefficient of Determination:  0.2574319733918553
		RMSE:  0.17743762712931946
		NRMSE:  0.12645753604723653
		MAPE:  435.61382629898475
		Pearson Correlation:  0.450451981096876
		Spearman Correlation:  0.3980673075724137
		Coefficient of Determination:  0.12512572123777044
		RMSE:  0.194361576653241
		NRMSE:  0.1729903489446223
		MAPE:  635.6356775073434

Protein:  PTEN
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['AKT1', 'AR', 'BCR', 'CD79A', 'CD79B', 'CDIPT', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'DLG1', 'EGFR', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'FOXO3', 'FOXO4', 'FRK', 'GRB2', 'HRAS', 'INPP4A', 'INPP4B', 'INPP5B', 'INPP5D', 'INPP5J', 'INPP5K', 'INPPL1', 'IPMK', 'IRS1', 'ITGB1', 'ITPKA', 'ITPKB', 'ITPKC', 'MAST2', 'MDM2', 'MDM4', 'MKRN1', 'MTOR', 'MYC', 'NEDD4', 'NOTCH1', 'OCRL', 'OTUD3', 'PARK7', 'PDGFB', 'PDGFRB', 'PI4K2A', 'PI4KA', 'PI4KB', 'PIK3C2A', 'PIK3C2B', 'PIK3C2G', 'PIK3C3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIKFYVE', 'PIP4K2A', 'PIP5K1A', 'PIP5K1B', 'PIP5K1C', 'PML', 'PREX2', 'PSMA6', 'PSMA7', 'PSMB9', 'PSMC6', 'PSMD10', 'PSMD5', 'PSME3', 'PTK2', 'RICTOR', 'RNF146', 'ROCK1', 'ROCK2', 'RPS27A', 'RPS6KB1', 'SACM1L', 'SHC1', 'SLC9A3R1', 'SLC9A3R2', 'SOS1', 'STK11', 'STUB1', 'SYNJ1', 'SYNJ2', 'TNKS2', 'TNKS', 'TNRC6A', 'TNRC6B', 'TP53', 'UBB', 'UBC', 'USP13', 'USP7', 'WWP2', 'XIAP', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04663541191913323
		RMSE:  0.5747314783713694
		NRMSE:  0.11117523181123673
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02346833201832421
		RMSE:  0.7542692946958974
		NRMSE:  0.11793750210239971
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  LinearRegression
		Pearson Correlation:  0.5770441596771163
		Spearman Correlation:  0.5568087081035928
		Coefficient of Determination:  0.33297996221746895
		RMSE:  0.458814053996104
		NRMSE:  0.08875233170769575
		MAPE:  471.79314637157466
		Pearson Correlation:  0.269380182314481
		Spearman Correlation:  0.3216773276474769
		Coefficient of Determination:  0.025125130029541642
		RMSE:  0.7361454998995645
		NRMSE:  0.11510366662490258
		MAPE:  735.2465334721728

	Predictor:  ElasticNet
		Pearson Correlation:  0.5764082642306637
		Spearman Correlation:  0.5544177294148367
		Coefficient of Determination:  0.33224627171274135
		RMSE:  0.4590663215278706
		NRMSE:  0.08880112997676234
		MAPE:  457.9166561380255
		Pearson Correlation:  0.25784252539121905
		Spearman Correlation:  0.3110338034140077
		Coefficient of Determination:  0.01664736907699016
		RMSE:  0.7393394258087927
		NRMSE:  0.11560306869029673
		MAPE:  772.151197018346

	Predictor:  RandomForests
		Pearson Correlation:  0.5482440039800978
		Spearman Correlation:  0.5008355919250681
		Coefficient of Determination:  0.2587059902201798
		RMSE:  0.48368488651714353
		NRMSE:  0.09356330983386404
		MAPE:  188.87375994782946
		Pearson Correlation:  0.5167831029968877
		Spearman Correlation:  0.4806436046832455
		Coefficient of Determination:  0.2239414646934551
		RMSE:  0.656805020411679
		NRMSE:  0.10269799396633242
		MAPE:  309.59387554589847

Protein:  BRCA2
Protein Interaction Partners Count:  100
x_train_column_count:  99
x_train columns:  ['ATM', 'ATRIP', 'ATR', 'BARD1', 'BLM', 'BRCA1', 'BRIP1', 'SLX4', 'RHNO1', 'RMI2', 'CDK2', 'CDK4', 'CHEK1', 'CHEK2', 'DMC1', 'DNA2', 'EME1', 'EME2', 'EXO1', 'FANCD2', 'FANCE', 'FANCG', 'FANCI', 'GEN1', 'H2AFX', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2BE', 'HIST3H3', 'HUS1', 'KAT5', 'SPIDR', 'MLH1', 'MLH3', 'MND1', 'MRE11A', 'MSH4', 'MSH5', 'MUS81', 'NBN', 'PALB2', 'PARP1', 'PCNA', 'POLD1', 'POLD2', 'POLD3', 'POLD4', 'POLE2', 'POLE3', 'POLE4', 'POLE', 'POLH', 'POLK', 'PSMC3IP', 'RAD17', 'RAD1', 'RAD50', 'RAD51AP1', 'RAD51C', 'RAD51B', 'RAD51D', 'RAD51', 'RAD9A', 'RAD9B', 'RBBP8', 'RFC1', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RMI1', 'RPA1', 'RPA2', 'RPA3', 'RPS27A', 'RTEL1', 'SHFM1', 'SPO11', 'SYCP3', 'TEX15', 'TOP3A', 'TOPBP1', 'TP53', 'UBA52', 'UBB', 'UBC', 'WRN', 'XRCC2', 'XRCC3', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015699866052385492
		RMSE:  0.1919477679021074
		NRMSE:  0.12365776640496533
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0014129332580739007
		RMSE:  0.2082543553514594
		NRMSE:  0.20232423210836328
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  LinearRegression
		Pearson Correlation:  0.5065671260114403
		Spearman Correlation:  0.4457829338421237
		Coefficient of Determination:  0.25661025315549035
		RMSE:  0.16536770479884885
		NRMSE:  0.10653419539304163
		MAPE:  254.77606086263881
		Pearson Correlation:  0.20434036568165248
		Spearman Correlation:  0.14894699435155054
		Coefficient of Determination:  -0.07765372281538196
		RMSE:  0.2160364895201502
		NRMSE:  0.20988476699939787
		MAPE:  260.7488924021555

	Predictor:  ElasticNet
		Pearson Correlation:  0.4973363728816195
		Spearman Correlation:  0.4366272117007323
		Coefficient of Determination:  0.24728312576636158
		RMSE:  0.16640188486696492
		NRMSE:  0.10720044120918984
		MAPE:  228.88783262823665
		Pearson Correlation:  0.23845126144145778
		Spearman Correlation:  0.199047369667951
		Coefficient of Determination:  -0.023829196650542395
		RMSE:  0.2105723044372492
		NRMSE:  0.20457617669822425
		MAPE:  247.57886881754496

	Predictor:  RandomForests
		Pearson Correlation:  0.5318566934237081
		Spearman Correlation:  0.42883181297300554
		Coefficient of Determination:  0.15830770147358475
		RMSE:  0.17596208201913474
		NRMSE:  0.11335936995917845
		MAPE:  148.01594316382852
		Pearson Correlation:  0.2035809587675015
		Spearman Correlation:  0.2005236973029589
		Coefficient of Determination:  0.033858378891521435
		RMSE:  0.20455395963448292
		NRMSE:  0.19872920658934912
		MAPE:  248.0845807777245

Protein:  CDKN2A
Protein Interaction Partners Count:  100
x_train_column_count:  100
x_train columns:  ['ABL1', 'AKT1', 'ARF1', 'BMI1', 'BRCA1', 'CBX7', 'CCND1', 'CCND2', 'CCND3', 'CCNL1', 'CDC45', 'CDC6', 'CDC7', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2AIP', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CEBPB', 'CTCF', 'DAXX', 'E2F1', 'E2F2', 'E2F3', 'EGFR', 'EGR1', 'AGO1', 'AGO3', 'AGO4', 'ERBB2', 'EZH2', 'FOXM1', 'GMNN', 'HDAC1', 'HIF1A', 'HRAS', 'HUWE1', 'IL6', 'KRAS', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAX', 'MCM10', 'MCM2', 'MCM5', 'MDM2', 'MDM4', 'MGMT', 'MLH1', 'MOV10', 'MRAS', 'MTAP', 'MYCN', 'MYC', 'NPM1', 'NRAS', 'ORC5', 'PIK3CA', 'PIK3R1', 'PTEN', 'RASSF1', 'RB1', 'RPS27A', 'RRAS2', 'RRAS', 'RUNX3', 'SMAD3', 'SMAD4', 'SMARCA4', 'SUMO1', 'SUMO2', 'SUMO3', 'TBX2', 'TERT', 'TFDP1', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TP53', 'TP63', 'TRIP12', 'TWIST1', 'UBA52', 'UBB', 'UBC', 'UBE2I', 'USP7', 'VEGFA', 'WRN', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06343046233027927
		RMSE:  0.6950010485750925
		NRMSE:  0.15711564339891315
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10006794882547432
		RMSE:  0.6614783461565592
		NRMSE:  0.1993004959796804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6739550183850767
		NRMSE:  0.1523578655781794
		MAPE:  281.71125082022354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0022276354551518107
		RMSE:  0.6313774446715202
		NRMSE:  0.19023122768048215
		MAPE:  197.14658329930893

	Predictor:  LinearRegression
		Pearson Correlation:  0.7248491057409845
		Spearman Correlation:  0.6509232503493716
		Coefficient of Determination:  0.5254062260935048
		RMSE:  0.4642927795033928
		NRMSE:  0.10496050175277331
		MAPE:  296.7193895284198
		Pearson Correlation:  0.5469339731300371
		Spearman Correlation:  0.4337934388209329
		Coefficient of Determination:  0.16559299155937812
		RMSE:  0.5760959840606501
		NRMSE:  0.17357516844249776
		MAPE:  239.93088455589336

	Predictor:  ElasticNet
		Pearson Correlation:  0.7248448002457887
		Spearman Correlation:  0.6510353744367523
		Coefficient of Determination:  0.5253999186346292
		RMSE:  0.46429586477130397
		NRMSE:  0.10496119922489068
		MAPE:  295.2138443042552
		Pearson Correlation:  0.5469212057156932
		Spearman Correlation:  0.4322921732191175
		Coefficient of Determination:  0.16584375878103774
		RMSE:  0.5760094094970871
		NRMSE:  0.17354908390993887
		MAPE:  240.10056032239362

	Predictor:  RandomForests
		Pearson Correlation:  0.6785030748887375
		Spearman Correlation:  0.6100101397347005
		Coefficient of Determination:  0.4526660084016304
		RMSE:  0.49860556531137956
		NRMSE:  0.11271743309853724
		MAPE:  194.65443341141966
		Pearson Correlation:  0.6044111873448079
		Spearman Correlation:  0.4954905640476105
		Coefficient of Determination:  0.34997621094047127
		RMSE:  0.508476049802592
		NRMSE:  0.15320158174226936
		MAPE:  144.40960714327383

Protein:  TP53
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['AKT1', 'APAF1', 'ATM', 'ATR', 'AURKA', 'AURKB', 'BANP', 'BARD1', 'BAX', 'BBC3', 'BCL2L1', 'BCL2', 'BCL6', 'BRCA1', 'CASP8', 'CCNA2', 'CCNE1', 'CCNG1', 'CDC25C', 'CDK2', 'CDK5', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CHEK1', 'CHEK2', 'COPS5', 'CREBBP', 'DDB2', 'DDX5', 'DYRK2', 'E2F4', 'EGR1', 'EHMT2', 'EP300', 'EZH2', 'FZR1', 'GADD45A', 'GLS2', 'GSK3B', 'HDAC1', 'HDAC2', 'HIF1A', 'HIPK2', 'HSP90AA1', 'HSPA1A', 'IGFBP3', 'JUN', 'KAT2B', 'KAT5', 'KDM1A', 'MAPK14', 'MAPK1', 'MAPK8', 'MAPK9', 'MAPKAPK5', 'MCL1', 'MDM2', 'MDM4', 'MSH2', 'NGFR', 'NPM1', 'PLK3', 'PMAIP1', 'PPP1R13B', 'PPP1R13L', 'PRKDC', 'PRMT5', 'PTEN', 'RB1', 'RCHY1', 'DROSHA', 'RPA1', 'RRM2B', 'SETD7', 'SETD8', 'SFN', 'SIRT1', 'SMYD2', 'SNAI1', 'SNAI2', 'SP1', 'STAT3', 'STK11', 'SUMO1', 'SUMO2', 'TBP', 'TNFRSF10A', 'TNFRSF10B', 'TP53BP1', 'TP53BP2', 'TP53INP1', 'TP53RK', 'TXN', 'UBE2I', 'USP7', 'WRN', 'XRCC6', 'YY1', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04782361373877353
		RMSE:  0.460756629216985
		NRMSE:  0.11073218678610552
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07696826201632412
		RMSE:  0.4481222561682025
		NRMSE:  0.1422068596624151
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4501191620264231
		NRMSE:  0.10817571786263473
		MAPE:  418.8529054417374
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002447694094247499
		RMSE:  0.4323405014905614
		NRMSE:  0.13719868668778923
		MAPE:  185.65040333639752

	Predictor:  LinearRegression
		Pearson Correlation:  0.666014426079598
		Spearman Correlation:  0.6194033969783946
		Coefficient of Determination:  0.44357521574613623
		RMSE:  0.33576137500726577
		NRMSE:  0.08069247176334193
		MAPE:  1142.624060217158
		Pearson Correlation:  0.46079247389988365
		Spearman Correlation:  0.3757179017194728
		Coefficient of Determination:  0.11269311630959222
		RMSE:  0.40675414452454595
		NRMSE:  0.12907912684835807
		MAPE:  376.21112292653766

	Predictor:  ElasticNet
		Pearson Correlation:  0.6562163465492108
		Spearman Correlation:  0.6136970515429999
		Coefficient of Determination:  0.4305835301782849
		RMSE:  0.3396585208157706
		NRMSE:  0.08162906051808955
		MAPE:  1074.028378489395
		Pearson Correlation:  0.46884597596979627
		Spearman Correlation:  0.37707951470716594
		Coefficient of Determination:  0.14735836057510177
		RMSE:  0.39872946532395465
		NRMSE:  0.12653257975499957
		MAPE:  296.58453875394645

	Predictor:  RandomForests
		Pearson Correlation:  0.6260084256272452
		Spearman Correlation:  0.5648387396756926
		Coefficient of Determination:  0.3376507206713698
		RMSE:  0.3663287767337246
		NRMSE:  0.08803863896508643
		MAPE:  712.8688351753389
		Pearson Correlation:  0.5540588047355898
		Spearman Correlation:  0.4174417227336003
		Coefficient of Determination:  0.26895005842180686
		RMSE:  0.3692058593772897
		NRMSE:  0.11716357558304445
		MAPE:  215.8827991337366

Protein:  CTNNB1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'AKT1', 'APC2', 'APC', 'AR', 'AXIN1', 'AXIN2', 'BCL9', 'BTRC', 'CASP3', 'CBY1', 'CCND1', 'CDC73', 'CDH11', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDH5', 'CDH8', 'CHD8', 'CREBBP', 'CSNK1A1', 'CSNK1E', 'CTBP1', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNBIP1', 'CTNND1', 'DVL1', 'DVL2', 'DVL3', 'EGFR', 'EGF', 'EP300', 'ERBB2', 'AMER1', 'FBXW11', 'FER', 'FGFR1', 'FOXO1', 'FOXO3', 'FYN', 'FZD1', 'FZD2', 'FZD5', 'GSK3A', 'GSK3B', 'HNF4A', 'IGF1R', 'IQGAP1', 'JUN', 'JUP', 'KDR', 'KLF4', 'LEF1', 'LRP5', 'LRP6', 'MAPK9', 'MEN1', 'MET', 'MMP7', 'MYC', 'NLK', 'NOTCH1', 'PIK3CA', 'PIK3R1', 'PITX2', 'PSEN1', 'PTPN11', 'PTPN1', 'PYGO2', 'RUVBL1', 'SKP1', 'SMAD4', 'SMAD7', 'SMARCA4', 'SOX17', 'SOX2', 'SOX6', 'SOX9', 'SRC', 'TBL1X', 'TCF4', 'TCF7L1', 'TCF7L2', 'TCF7', 'TERT', 'TGFBR1', 'TGFBR2', 'TJP1', 'TLE1', 'VCL', 'VEGFA', 'WNT1', 'WNT3A', 'WNT8A', 'WNT8B', 'YWHAZ', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6170193939500923
		RMSE:  0.9046651382507068
		NRMSE:  0.21849703851094263
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09478783275970826
		RMSE:  0.8396248247596424
		NRMSE:  0.17652527641906535
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  LinearRegression
		Pearson Correlation:  0.6765721484765086
		Spearman Correlation:  0.6544306788468376
		Coefficient of Determination:  0.4577498720941189
		RMSE:  0.5238778929236754
		NRMSE:  0.12652832888698565
		MAPE:  384.99618410545384
		Pearson Correlation:  0.26808394696493565
		Spearman Correlation:  0.35945834736093973
		Coefficient of Determination:  -0.2998031570701829
		RMSE:  0.9148693610995594
		NRMSE:  0.1923449165544444
		MAPE:  812.4894971280469

	Predictor:  ElasticNet
		Pearson Correlation:  0.6756715743511094
		Spearman Correlation:  0.6544935222810521
		Coefficient of Determination:  0.45652860281299346
		RMSE:  0.524467506562071
		NRMSE:  0.12667073388128466
		MAPE:  364.0386947118417
		Pearson Correlation:  0.25688066279102484
		Spearman Correlation:  0.35771268968441006
		Coefficient of Determination:  -0.3510491080979845
		RMSE:  0.9327298103080625
		NRMSE:  0.19609995170886857
		MAPE:  842.2967545756055

	Predictor:  RandomForests
		Pearson Correlation:  0.6298361851047681
		Spearman Correlation:  0.6034829557413277
		Coefficient of Determination:  0.38525123555487584
		RMSE:  0.5578007229258137
		NRMSE:  0.13472145757072113
		MAPE:  462.6803024204656
		Pearson Correlation:  0.6869391646082794
		Spearman Correlation:  0.46173892442549164
		Coefficient of Determination:  0.31216754394539836
		RMSE:  0.6655207824715764
		NRMSE:  0.13992111312580446
		MAPE:  582.5516266649797

Protein:  CCNE1
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['ABL1', 'BARD1', 'BRCA1', 'CABLES1', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCND3', 'CCNE2', 'CCNH', 'CCT2', 'CCT3', 'CCT4', 'CCT6A', 'CCT7', 'CDC25A', 'CDC6', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK6', 'CDK7', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDT1', 'CKS1B', 'CKS2', 'CUL1', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'EP400', 'FOXM1', 'HDAC1', 'IFNAR1', 'LIN37', 'LIN52', 'LIN54', 'LIN9', 'MNAT1', 'MYC', 'ORC1', 'ORC2', 'ORC3', 'ORC4', 'ORC5', 'ORC6', 'PCNA', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB7', 'PSMC1', 'PSMC2', 'PSMC4', 'PSMC5', 'PSMD10', 'PSMD11', 'PSMD14', 'PSMD1', 'PSMD3', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSME3', 'PTK6', 'RB1', 'RBBP4', 'RBL1', 'RBL2', 'RHOA', 'RPS27A', 'RRN3', 'SKP1', 'SKP2', 'STAT5A', 'STAT5B', 'TCP1', 'TFDP1', 'TP53', 'TP73', 'UBB', 'UBC', 'WEE1', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4688329016852353
		RMSE:  0.7931748470731899
		NRMSE:  0.19141705409976348
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.186170633384966
		RMSE:  0.8069776954058596
		NRMSE:  0.32929800677624244
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5048043460690237
		NRMSE:  0.12182453992060809
		MAPE:  103.07374645056161
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01570191691728584
		RMSE:  0.4556277343037054
		NRMSE:  0.18592497115143453
		MAPE:  142.6844229696492

	Predictor:  LinearRegression
		Pearson Correlation:  0.8820824089641274
		Spearman Correlation:  0.6787743596799631
		Coefficient of Determination:  0.7780693762039579
		RMSE:  0.23781087026091333
		NRMSE:  0.0573909477667093
		MAPE:  51.62512760646417
		Pearson Correlation:  0.7769371602643161
		Spearman Correlation:  0.636549084153169
		Coefficient of Determination:  0.5976084252785832
		RMSE:  0.28678171353158183
		NRMSE:  0.11702510141662527
		MAPE:  61.53940674464771

	Predictor:  ElasticNet
		Pearson Correlation:  0.8820811139455991
		Spearman Correlation:  0.6785431759990957
		Coefficient of Determination:  0.778066986675892
		RMSE:  0.2378121505128441
		NRMSE:  0.057391256730179335
		MAPE:  51.636425982183724
		Pearson Correlation:  0.7771104560248948
		Spearman Correlation:  0.6352622850658987
		Coefficient of Determination:  0.5979020051164252
		RMSE:  0.28667707827521954
		NRMSE:  0.11698240360532913
		MAPE:  61.55222580529759

	Predictor:  RandomForests
		Pearson Correlation:  0.8565870302724811
		Spearman Correlation:  0.7165380852645807
		Coefficient of Determination:  0.7296686800316297
		RMSE:  0.26246492132105786
		NRMSE:  0.06334071513889951
		MAPE:  55.385584777179474
		Pearson Correlation:  0.8423483880610949
		Spearman Correlation:  0.7087570314332251
		Coefficient of Determination:  0.7005549918089391
		RMSE:  0.24739194483907934
		NRMSE:  0.10095158117974348
		MAPE:  74.36074031684599

Protein:  CCND1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'ACTL6A', 'AKT1', 'ARID1A', 'ARID2', 'AR', 'ATF2', 'BRD2', 'BTG2', 'CCNA1', 'CCNB1', 'CCNE1', 'CCNH', 'CDC25A', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDK7', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CKS1B', 'CREBBP', 'CTBP1', 'CTNNB1', 'CUL1', 'DNMT3A', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'AGO2', 'EP300', 'ESR1', 'FOS', 'FOXA1', 'FOXM1', 'GADD45A', 'GATA3', 'GLI1', 'GLI3', 'GSK3B', 'H2AFX', 'H2AFZ', 'HDAC1', 'HDAC4', 'HIST1H2BA', 'HIST2H2BE', 'HNF1A', 'IFNAR1', 'JAK2', 'JUN', 'KAT2B', 'LEF1', 'LYN', 'MAML1', 'MYB', 'MYC', 'NOTCH1', 'PBRM1', 'PCNA', 'PRMT5', 'PSMA6', 'PSMC6', 'PSMD10', 'PSMD6', 'PSMD7', 'PSME3', 'PTK6', 'RASSF1', 'RB1', 'RBL1', 'RBL2', 'RBPJ', 'RELA', 'RUNX1', 'RUNX3', 'SKP1', 'SKP2', 'SMAD4', 'SMARCA4', 'SMARCB1', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'SUV39H1', 'TCF7L2', 'TFDP1', 'TP53', 'WDR77', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47371951525638445
		RMSE:  0.2917253166285864
		NRMSE:  0.18637975276867558
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47112550847095647
		RMSE:  0.27775626016480953
		NRMSE:  0.17517423067911803
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  LinearRegression
		Pearson Correlation:  0.5745038038175604
		Spearman Correlation:  0.5396778432288746
		Coefficient of Determination:  0.3300546206008458
		RMSE:  0.19669186609389477
		NRMSE:  0.12566403834214665
		MAPE:  572.9394168021299
		Pearson Correlation:  0.32270356714746756
		Spearman Correlation:  0.316440354617888
		Coefficient of Determination:  -0.0014348772032495294
		RMSE:  0.2291660870340377
		NRMSE:  0.14452957053105306
		MAPE:  518.1410701654156

	Predictor:  ElasticNet
		Pearson Correlation:  0.572868936647106
		Spearman Correlation:  0.5379976002363313
		Coefficient of Determination:  0.32817799162248507
		RMSE:  0.19696715684027874
		NRMSE:  0.1258399182480921
		MAPE:  569.2508763333769
		Pearson Correlation:  0.3242351742257683
		Spearman Correlation:  0.3180762852404644
		Coefficient of Determination:  -0.0004921583162058596
		RMSE:  0.22905819681047665
		NRMSE:  0.1444615267472734
		MAPE:  515.3030836187829

	Predictor:  RandomForests
		Pearson Correlation:  0.5449419150508589
		Spearman Correlation:  0.5060722495807217
		Coefficient of Determination:  0.2553511196797267
		RMSE:  0.20736835045187313
		NRMSE:  0.13248511420239525
		MAPE:  471.55277629370164
		Pearson Correlation:  0.4789593490371943
		Spearman Correlation:  0.43193077178093386
		Coefficient of Determination:  0.20473356084489525
		RMSE:  0.20421861225188792
		NRMSE:  0.1287957948107265
		MAPE:  474.9640282427148

Protein:  ERBB2
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ADAM17', 'ADRB2', 'AREG', 'ARHGEF11', 'ARHGEF12', 'BTC', 'CBL', 'CCND1', 'CD44', 'CDC37', 'CDH1', 'CTNNB1', 'CTNND1', 'CUL5', 'DIAPH1', 'DOCK7', 'EGFR', 'EGF', 'ERBB2IP', 'ERBB3', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'FYN', 'GAB1', 'GRB2', 'GRB7', 'HBEGF', 'HGF', 'HRAS', 'HSP90AA1', 'IL6R', 'IL6', 'INS', 'JAK1', 'JAK2', 'KRAS', 'LRPPRC', 'MAP2K1', 'MAPK8', 'MATK', 'MEMO1', 'MUC1', 'MUC4', 'MYC', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'PGAP3', 'PGR', 'PIK3CA', 'PIK3CB', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PLCG1', 'PLCG2', 'PLXNB1', 'PRKACA', 'PTEN', 'PTK2', 'PTK6', 'PTPN11', 'PTPN12', 'PTPN18', 'RHOA', 'RHOB', 'RHOC', 'RND1', 'RNF41', 'ROCK1', 'ROCK2', 'RPS27A', 'SEMA4D', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SOS1', 'SRC', 'STAT1', 'STAT3', 'STUB1', 'TFAP2A', 'TFAP2B', 'TFAP2C', 'TFF1', 'TFF2', 'TFF3', 'TGFA', 'TP53', 'UBA52', 'UBB', 'UBC', 'VEGFA', 'YES1', 'YY1', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06177154229692228
		RMSE:  1.0106646016782141
		NRMSE:  0.1721833486682819
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.26989975035857605
		RMSE:  1.1682171872252598
		NRMSE:  0.21036071365744585
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9808249714864398
		NRMSE:  0.1670996765569688
		MAPE:  529.9728174248761
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556425
		RMSE:  1.07776630779691
		NRMSE:  0.19407323581894154
		MAPE:  193.8969179437583

	Predictor:  LinearRegression
		Pearson Correlation:  0.8553565258321236
		Spearman Correlation:  0.7251730294326125
		Coefficient of Determination:  0.7316347862835997
		RMSE:  0.5081063524984162
		NRMSE:  0.08656427969034468
		MAPE:  475.68009763556455
		Pearson Correlation:  0.77601009416041
		Spearman Correlation:  0.5734841749704267
		Coefficient of Determination:  0.5643858809029398
		RMSE:  0.6842106759841494
		NRMSE:  0.12320572549864037
		MAPE:  290.1927712455346

	Predictor:  ElasticNet
		Pearson Correlation:  0.8547700698704557
		Spearman Correlation:  0.7245667887367928
		Coefficient of Determination:  0.730631861271755
		RMSE:  0.5090549056701872
		NRMSE:  0.08672588133468273
		MAPE:  485.79813342358335
		Pearson Correlation:  0.7791786012546983
		Spearman Correlation:  0.5767809782931681
		Coefficient of Determination:  0.5729408338061501
		RMSE:  0.6774588123560208
		NRMSE:  0.12198991831238895
		MAPE:  286.7527514087333

	Predictor:  RandomForests
		Pearson Correlation:  0.8504928402137844
		Spearman Correlation:  0.6382173011711788
		Coefficient of Determination:  0.7199156170936907
		RMSE:  0.5190819903990866
		NRMSE:  0.08843416024653503
		MAPE:  441.0256879142006
		Pearson Correlation:  0.7841628552095843
		Spearman Correlation:  0.6794134113363717
		Coefficient of Determination:  0.5622509444231605
		RMSE:  0.6858852784224256
		NRMSE:  0.12350727093716024
		MAPE:  216.17263456060311

Protein:  ERBB3
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['AKT1', 'AKT2', 'ANGPT1', 'ANGPT2', 'AREG', 'AR', 'BDNF', 'BMP4', 'BTC', 'CBLB', 'CBL', 'CCND1', 'CDH1', 'CSF1', 'CSK', 'CTNNB1', 'DCN', 'DOCK7', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EGFR', 'EGF', 'ERBB2', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'FGF10', 'FGF19', 'FGF1', 'FGF2', 'FGF3', 'FGF4', 'FGF7', 'FGF9', 'FIGF', 'FLNA', 'FOXO3', 'GAB1', 'GRB2', 'GRB7', 'HBEGF', 'HGF', 'HRAS', 'HSP90AA1', 'IGF1', 'IGF2', 'INS', 'IRS1', 'ITGA6', 'ITGB4', 'JAK1', 'JAK2', 'KITLG', 'KRAS', 'LAMA1', 'LAMB1', 'LAMC2', 'MAP2K1', 'MAPK8', 'MET', 'MUC4', 'NGF', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NTF3', 'PA2G4', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PGF', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PLCG1', 'PLCG2', 'PRKACA', 'PTEN', 'PTPN11', 'RNF41', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SOS1', 'SOX10', 'SRC', 'TGFA', 'VEGFA', 'VEGFB', 'VEGFC', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20254353309139272
		RMSE:  0.523865801474932
		NRMSE:  0.14324270860276114
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.287905849531515
		RMSE:  0.4364451552160674
		NRMSE:  0.21482088883335748
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  LinearRegression
		Pearson Correlation:  0.5911038471831646
		Spearman Correlation:  0.5885325215651557
		Coefficient of Determination:  0.3494037581547377
		RMSE:  0.38532343191608925
		NRMSE:  0.10536051775163152
		MAPE:  220.0278368524609
		Pearson Correlation:  0.2887342290155734
		Spearman Correlation:  0.3027095100936421
		Coefficient of Determination:  -0.2005979052429887
		RMSE:  0.4213921196595176
		NRMSE:  0.2074116956294662
		MAPE:  233.39127559067202

	Predictor:  ElasticNet
		Pearson Correlation:  0.5885019243791787
		Spearman Correlation:  0.5880792473845395
		Coefficient of Determination:  0.3463337481966491
		RMSE:  0.386231487072538
		NRMSE:  0.10560881088281933
		MAPE:  221.20817468300254
		Pearson Correlation:  0.30050227203076585
		Spearman Correlation:  0.3131086422523972
		Coefficient of Determination:  -0.18145239640297506
		RMSE:  0.4180187217034638
		NRMSE:  0.20575128918744864
		MAPE:  230.6229105180998

	Predictor:  RandomForests
		Pearson Correlation:  0.5547876126766105
		Spearman Correlation:  0.5902516503880699
		Coefficient of Determination:  0.2910243708930592
		RMSE:  0.4022400388108429
		NRMSE:  0.10998609282286206
		MAPE:  238.34134072195064
		Pearson Correlation:  0.42628279500567845
		Spearman Correlation:  0.3530692402648412
		Coefficient of Determination:  0.16742561662904665
		RMSE:  0.3509127445071989
		NRMSE:  0.17272132999315779
		MAPE:  242.66558427817895


Fold:  5

Protein:  RB1
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['AATF', 'ABL1', 'AKT1', 'AR', 'ASF1A', 'ATF2', 'BGLAP', 'CASP3', 'CBX4', 'CCNA1', 'CCNA2', 'CCND1', 'CCND2', 'CCND3', 'CCNE1', 'CCNE2', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CEBPA', 'COL1A1', 'CREBBP', 'CTBP1', 'DNMT1', 'DUT', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'ELF1', 'EP300', 'FOXM1', 'FZR1', 'GNB2L1', 'H1F0', 'H2AFV', 'H2AFX', 'H2AFZ', 'HDAC1', 'HDAC2', 'HDAC3', 'HIST1H2BA', 'HIST2H2AC', 'HIST2H2BE', 'HMGA1', 'HMGA2', 'HSP90AA1', 'ID2', 'JUN', 'MAPK14', 'MAPK1', 'MAPK3', 'MDM2', 'MEF2C', 'NCAPD3', 'NCAPG2', 'NCAPH2', 'NFYC', 'PCNA', 'PML', 'POLA1', 'POLA2', 'PPARA', 'PPARG', 'PPP1CA', 'PPP1CB', 'PPP1CC', 'PPP2CA', 'PPP2CB', 'PRIM1', 'PRIM2', 'RAF1', 'RBBP4', 'RUNX2', 'SIRT1', 'SKP2', 'SMARCA2', 'SMC2', 'SMC4', 'SP100', 'SP1', 'SP3', 'SPI1', 'SUV39H1', 'TAF1', 'TBP', 'TERT', 'TFDP1', 'TP53BP1', 'TP53', 'TP73', 'YAP1', 'ZNF521', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00018503513771928048
		RMSE:  0.23392670305630597
		NRMSE:  0.11556330212293363
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12340187398900859
		RMSE:  0.2547692202160761
		NRMSE:  0.12845593258580365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  LinearRegression
		Pearson Correlation:  0.5069043132899446
		Spearman Correlation:  0.4933311406845556
		Coefficient of Determination:  0.2569519828319504
		RMSE:  0.20162670996648346
		NRMSE:  0.0996066207725819
		MAPE:  335.8510663566594
		Pearson Correlation:  0.13212505004393058
		Spearman Correlation:  0.0680781555879749
		Coefficient of Determination:  -0.9528119081424804
		RMSE:  0.33589968237517853
		NRMSE:  0.16936232296108472
		MAPE:  665.3429629554283

	Predictor:  ElasticNet
		Pearson Correlation:  0.5063243161043216
		Spearman Correlation:  0.49191629655764796
		Coefficient of Determination:  0.2563617590376863
		RMSE:  0.20170677293427838
		NRMSE:  0.0996461730802717
		MAPE:  334.02974395128393
		Pearson Correlation:  0.07000308061222699
		Spearman Correlation:  0.07462187807828029
		Coefficient of Determination:  -0.3748518245831953
		RMSE:  0.2818430519622905
		NRMSE:  0.14210669582432006
		MAPE:  641.6012465927183

	Predictor:  RandomForests
		Pearson Correlation:  0.5510514394759319
		Spearman Correlation:  0.48981283330666364
		Coefficient of Determination:  0.16481628290012207
		RMSE:  0.21376206347840973
		NRMSE:  0.10560166753699417
		MAPE:  151.14884520496926
		Pearson Correlation:  0.02605859379354594
		Spearman Correlation:  0.12342049152732579
		Coefficient of Determination:  -0.1357599151765001
		RMSE:  0.2561666885759467
		NRMSE:  0.12916054321841494
		MAPE:  299.5254744685065

Protein:  CDH1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ACTA1', 'ACTN1', 'ADAM10', 'ADAM15', 'CA2', 'CASP3', 'CBLL1', 'CDC42', 'CDH17', 'CDH3', 'CDH5', 'CTBP1', 'CTNNA1', 'CTNNB1', 'CTNND1', 'CTTN', 'DLG1', 'EFNA1', 'EGFR', 'EGF', 'ENAH', 'EPCAM', 'EPHA2', 'EXOC3', 'EXOC4', 'FER', 'FLOT1', 'FLOT2', 'FMN1', 'FYN', 'GDNF', 'GNA12', 'GNA13', 'HGF', 'HGS', 'IGF1R', 'IGF1', 'IGF2', 'IQGAP1', 'IQGAP2', 'IQGAP3', 'ITGA6', 'ITGAE', 'ITGB4', 'ITGB7', 'AJUBA', 'JUP', 'KIFC3', 'KLK7', 'KLRG1', 'LAMB1', 'LAMC2', 'LIMA1', 'MAPK1', 'MAPK3', 'MEN1', 'MEP1B', 'MET', 'MGAT3', 'MLLT4', 'MMP3', 'MMP7', 'MMP9', 'MYO6', 'NCSTN', 'NUMB', 'PARD6A', 'PIK3CA', 'PIK3R1', 'PIP5K1C', 'PLEKHA7', 'PLG', 'PRKCI', 'PRKCZ', 'PSEN1', 'PVRL1', 'PVRL2', 'RAB5A', 'RAB7A', 'RAC1', 'RAP1A', 'RET', 'RHOA', 'SKIL', 'SMAD3', 'SMAD4', 'SNAI1', 'SNAI2', 'SNAI3', 'SRC', 'STX4', 'TJP1', 'TWIST1', 'VASP', 'VCL', 'YES1', 'ZBTB33', 'ZEB1', 'ZEB2', 'ZYX', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10476316856458312
		RMSE:  1.1835893765747125
		NRMSE:  0.18846364392451076
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19786466090973764
		RMSE:  1.2714981376898562
		NRMSE:  0.2500438806886504
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1260727912856485
		NRMSE:  0.17930524366829853
		MAPE:  266.31463004312263
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01718399286470018
		RMSE:  1.1716869980595492
		NRMSE:  0.23041572398960675
		MAPE:  1066.779337530299

	Predictor:  LinearRegression
		Pearson Correlation:  0.7669918179182277
		Spearman Correlation:  0.720670930490041
		Coefficient of Determination:  0.5882764487535077
		RMSE:  0.7225523535540025
		NRMSE:  0.11505244316327544
		MAPE:  255.18324945967618
		Pearson Correlation:  0.4553244968232057
		Spearman Correlation:  0.4506415291961246
		Coefficient of Determination:  0.12429579500742693
		RMSE:  1.0871527522298368
		NRMSE:  0.2137918137755082
		MAPE:  1771.7895912820306

	Predictor:  ElasticNet
		Pearson Correlation:  0.7423753369290692
		Spearman Correlation:  0.7052510560374214
		Coefficient of Determination:  0.5499808468575756
		RMSE:  0.7554086682204783
		NRMSE:  0.12028417378753514
		MAPE:  277.9651570576268
		Pearson Correlation:  0.43505420326608674
		Spearman Correlation:  0.43686080873826355
		Coefficient of Determination:  0.12309546140597194
		RMSE:  1.0878975808504183
		NRMSE:  0.21393828653328714
		MAPE:  2113.587495763008

	Predictor:  RandomForests
		Pearson Correlation:  0.7799313376460936
		Spearman Correlation:  0.7090491909145105
		Coefficient of Determination:  0.6035252887651239
		RMSE:  0.7090456724260381
		NRMSE:  0.11290176625362855
		MAPE:  143.65822804362995
		Pearson Correlation:  0.6325713228980736
		Spearman Correlation:  0.5790421326949216
		Coefficient of Determination:  0.39036844945245475
		RMSE:  0.9070799546337237
		NRMSE:  0.1783799639404778
		MAPE:  391.78972810588476

Protein:  CDH2
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'ADAM10', 'AFP', 'AHSG', 'ALB', 'APLP2', 'APOA1', 'APOB', 'APOE', 'APP', 'AXIN1', 'BDNF', 'BMP4', 'BNIP2', 'CALU', 'CDC42', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH17', 'CDH18', 'CDH1', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDON', 'CREBBP', 'CSF1', 'CST3', 'CTNNA1', 'CTNNA2', 'CTNNB1', 'CTNND1', 'CYR61', 'FAM20C', 'FBN1', 'FER', 'FGFR1', 'FN1', 'FSTL1', 'GAS6', 'GJA1', 'GOLM1', 'GPC3', 'GRIA2', 'HSP90B1', 'IGFBP1', 'IGFBP3', 'IGFBP4', 'IGFBP5', 'IGFBP7', 'IL6', 'ITIH2', 'JUP', 'KIF5B', 'KNG1', 'KTN1', 'LAMB1', 'LAMC1', 'LGALS1', 'LRP5', 'LTBP1', 'MAP2K6', 'MAPK11', 'MAPK14', 'MATN3', 'MEF2A', 'MEF2C', 'MEF2D', 'MET', 'MFGE8', 'MSLN', 'NTRK2', 'P4HB', 'PCSK9', 'PIK3CA', 'PIK3R1', 'PTPN11', 'PTPN1', 'RAC1', 'RHOA', 'ROBO1', 'SCG2', 'SDC2', 'SERPINA1', 'SLIT1', 'SNAI1', 'SNAI2', 'SPAG9', 'SPARCL1', 'SPP1', 'STC2', 'TCF3', 'TIMP1', 'TMEM132A', 'TNC', 'VCAN', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0016678089051440637
		RMSE:  0.3594357673583712
		NRMSE:  0.1765314902796381
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02548752338232485
		RMSE:  0.4223734458481898
		NRMSE:  0.15794680397441796
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  LinearRegression
		Pearson Correlation:  0.555658426596124
		Spearman Correlation:  0.5213035770127588
		Coefficient of Determination:  0.30875628704728
		RMSE:  0.2985898428211713
		NRMSE:  0.146647926340146
		MAPE:  654.2223290300105
		Pearson Correlation:  0.02533287690562006
		Spearman Correlation:  0.017698497111570153
		Coefficient of Determination:  -0.5005512312930958
		RMSE:  0.5109246194136384
		NRMSE:  0.19106056855959405
		MAPE:  1789.4323099475596

	Predictor:  ElasticNet
		Pearson Correlation:  0.5526274836365801
		Spearman Correlation:  0.5189956317071208
		Coefficient of Determination:  0.30539247510834
		RMSE:  0.29931547771003275
		NRMSE:  0.14700431104073117
		MAPE:  650.9815485563887
		Pearson Correlation:  0.04525190481061392
		Spearman Correlation:  0.039252408698902945
		Coefficient of Determination:  -0.4791147196561789
		RMSE:  0.5072620188895202
		NRMSE:  0.18969093689191713
		MAPE:  1372.8620292813212

	Predictor:  RandomForests
		Pearson Correlation:  0.5285637165501145
		Spearman Correlation:  0.5013115821333234
		Coefficient of Determination:  0.18513038283366956
		RMSE:  0.3241928972348436
		NRMSE:  0.1592224828028307
		MAPE:  614.3664363558341
		Pearson Correlation:  -0.0009606234420610378
		Spearman Correlation:  0.05920530082088023
		Coefficient of Determination:  -0.043030332517606906
		RMSE:  0.4259708549107756
		NRMSE:  0.15929205725586656
		MAPE:  746.8766141129609

Protein:  CDH3
Protein Interaction Partners Count:  73
x_train_column_count:  74
x_train columns:  ['AIMP1', 'CLMP', 'BRCA1', 'CCND1', 'CD24', 'CD2AP', 'CD44', 'CDCP1', 'CDH10', 'CDH11', 'CDH12', 'CDH13', 'CDH15', 'CDH17', 'CDH18', 'CDH1', 'CDH24', 'CDH2', 'CDH4', 'CDH5', 'CDH6', 'CDH7', 'CDH8', 'CDH9', 'CLDN1', 'CLDN7', 'CTNNA1', 'CTNNA3', 'CTNNB1', 'CTNND1', 'DPYD', 'DSP', 'ECM1', 'EGFR', 'EPCAM', 'ERBB2', 'ESR1', 'ESRP1', 'F11R', 'FN1', 'GALNT6', 'GATA3', 'HOXA9', 'IGF1R', 'ITGA9', 'JUP', 'KIRREL', 'KRT14', 'KRT15', 'KRT17', 'KRT4', 'KRT5', 'KRT8', 'LEF1', 'MKI67', 'NPHS1', 'NPHS2', 'PGR', 'PKP1', 'PKP2', 'PKP3', 'POU5F1', 'S100A4', 'SNAI1', 'SNAI2', 'SYNPO', 'TECR', 'TJP1', 'TP53', 'UMPS', 'VCL', 'ZEB1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011481892643820935
		RMSE:  0.2038847376288621
		NRMSE:  0.14304087222095618
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026977014897064944
		RMSE:  0.22369326249691865
		NRMSE:  0.20181818899206835
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  LinearRegression
		Pearson Correlation:  0.5673091310268193
		Spearman Correlation:  0.5626739259885083
		Coefficient of Determination:  0.3218396501464047
		RMSE:  0.1678037765176248
		NRMSE:  0.11772729452041926
		MAPE:  709.9636165402015
		Pearson Correlation:  0.33118611359422395
		Spearman Correlation:  0.42593299168318816
		Coefficient of Determination:  -0.15607735928300026
		RMSE:  0.24019355052722663
		NRMSE:  0.21670490578878068
		MAPE:  496.54759058397406

	Predictor:  ElasticNet
		Pearson Correlation:  0.5658065389190262
		Spearman Correlation:  0.5618035194132743
		Coefficient of Determination:  0.320126033004005
		RMSE:  0.16801565119192527
		NRMSE:  0.1178759409496024
		MAPE:  716.9821704123757
		Pearson Correlation:  0.34764970626183433
		Spearman Correlation:  0.4344468135512913
		Coefficient of Determination:  -0.09842051154880438
		RMSE:  0.23412738313567374
		NRMSE:  0.2112319518722415
		MAPE:  473.90521572143507

	Predictor:  RandomForests
		Pearson Correlation:  0.5532215556161209
		Spearman Correlation:  0.5652630676722618
		Coefficient of Determination:  0.26825766681949326
		RMSE:  0.17430691798156686
		NRMSE:  0.1222897499449731
		MAPE:  575.6799278137305
		Pearson Correlation:  0.4392656012482198
		Spearman Correlation:  0.4789660718961583
		Coefficient of Determination:  0.17143896120733582
		RMSE:  0.20334343131470894
		NRMSE:  0.18345837775034865
		MAPE:  212.27010258558812

Protein:  PTEN
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['AKT1', 'AR', 'BCR', 'CD79A', 'CD79B', 'CDIPT', 'CSNK2A1', 'CSNK2A2', 'CSNK2B', 'DLG1', 'EGFR', 'AGO1', 'AGO2', 'AGO3', 'AGO4', 'FOXO3', 'FOXO4', 'FRK', 'GRB2', 'HRAS', 'INPP4A', 'INPP4B', 'INPP5B', 'INPP5D', 'INPP5J', 'INPP5K', 'INPPL1', 'IPMK', 'IRS1', 'ITGB1', 'ITPKA', 'ITPKB', 'ITPKC', 'MAST2', 'MDM2', 'MDM4', 'MKRN1', 'MTOR', 'MYC', 'NEDD4', 'NOTCH1', 'OCRL', 'OTUD3', 'PARK7', 'PDGFB', 'PDGFRB', 'PI4K2A', 'PI4KA', 'PI4KB', 'PIK3C2A', 'PIK3C2B', 'PIK3C2G', 'PIK3C3', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PIKFYVE', 'PIP4K2A', 'PIP5K1A', 'PIP5K1B', 'PIP5K1C', 'PML', 'PREX2', 'PSMA6', 'PSMA7', 'PSMB9', 'PSMC6', 'PSMD10', 'PSMD5', 'PSME3', 'PTK2', 'RICTOR', 'RNF146', 'ROCK1', 'ROCK2', 'RPS27A', 'RPS6KB1', 'SACM1L', 'SHC1', 'SLC9A3R1', 'SLC9A3R2', 'SOS1', 'STK11', 'STUB1', 'SYNJ1', 'SYNJ2', 'TNKS2', 'TNKS', 'TNRC6A', 'TNRC6B', 'TP53', 'UBB', 'UBC', 'USP13', 'USP7', 'WWP2', 'XIAP', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05240378988513572
		RMSE:  0.5837468026637292
		NRMSE:  0.09127461538014686
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011774083334460839
		RMSE:  0.7259408088203396
		NRMSE:  0.14042494754339593
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5690275755039937
		NRMSE:  0.08897311789601967
		MAPE:  304.4741530818047
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005181468299075398
		RMSE:  0.7235718660416283
		NRMSE:  0.13996670265429206
		MAPE:  391.1377632658283

	Predictor:  LinearRegression
		Pearson Correlation:  0.5881174469723215
		Spearman Correlation:  0.5586848407350578
		Coefficient of Determination:  0.345882131433241
		RMSE:  0.46021558270582497
		NRMSE:  0.07195928116735595
		MAPE:  723.895089929107
		Pearson Correlation:  0.34485272748708545
		Spearman Correlation:  0.3926906819287024
		Coefficient of Determination:  0.06450642308343335
		RMSE:  0.6980392458099197
		NRMSE:  0.1350277092637573
		MAPE:  491.00478696536743

	Predictor:  ElasticNet
		Pearson Correlation:  0.5826648094366551
		Spearman Correlation:  0.556690033814081
		Coefficient of Determination:  0.33949810379559764
		RMSE:  0.46245592447150113
		NRMSE:  0.07230958087272318
		MAPE:  740.491117990732
		Pearson Correlation:  0.34441613033139384
		Spearman Correlation:  0.38761331188668197
		Coefficient of Determination:  0.06228825823847017
		RMSE:  0.6988663222329071
		NRMSE:  0.13518769773926553
		MAPE:  455.691021695447

	Predictor:  RandomForests
		Pearson Correlation:  0.5382352941738403
		Spearman Correlation:  0.49365191412785264
		Coefficient of Determination:  0.2645819655510754
		RMSE:  0.48797823405101676
		NRMSE:  0.07630024768212286
		MAPE:  299.0596825838686
		Pearson Correlation:  0.439603663309399
		Spearman Correlation:  0.45668877013383724
		Coefficient of Determination:  0.16600123407524892
		RMSE:  0.6590860803901359
		NRMSE:  0.12749266488512379
		MAPE:  346.11339098639877

Protein:  BRCA2
Protein Interaction Partners Count:  100
x_train_column_count:  99
x_train columns:  ['ATM', 'ATRIP', 'ATR', 'BARD1', 'BLM', 'BRCA1', 'BRIP1', 'SLX4', 'RHNO1', 'RMI2', 'CDK2', 'CDK4', 'CHEK1', 'CHEK2', 'DMC1', 'DNA2', 'EME1', 'EME2', 'EXO1', 'FANCD2', 'FANCE', 'FANCG', 'FANCI', 'GEN1', 'H2AFX', 'HIST1H2BA', 'HIST1H2BB', 'HIST1H2BD', 'HIST1H2BH', 'HIST1H2BJ', 'HIST1H2BK', 'HIST1H2BL', 'HIST1H2BM', 'HIST1H2BN', 'HIST1H2BO', 'HIST2H2BE', 'HIST3H3', 'HUS1', 'KAT5', 'SPIDR', 'MLH1', 'MLH3', 'MND1', 'MRE11A', 'MSH4', 'MSH5', 'MUS81', 'NBN', 'PALB2', 'PARP1', 'PCNA', 'POLD1', 'POLD2', 'POLD3', 'POLD4', 'POLE2', 'POLE3', 'POLE4', 'POLE', 'POLH', 'POLK', 'PSMC3IP', 'RAD17', 'RAD1', 'RAD50', 'RAD51AP1', 'RAD51C', 'RAD51B', 'RAD51D', 'RAD51', 'RAD9A', 'RAD9B', 'RBBP8', 'RFC1', 'RFC2', 'RFC3', 'RFC4', 'RFC5', 'RMI1', 'RPA1', 'RPA2', 'RPA3', 'RPS27A', 'RTEL1', 'SHFM1', 'SPO11', 'SYCP3', 'TEX15', 'TOP3A', 'TOPBP1', 'TP53', 'UBA52', 'UBB', 'UBC', 'WRN', 'XRCC2', 'XRCC3', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00015423459462815536
		RMSE:  0.20048365981157823
		NRMSE:  0.1291568109593031
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08467605477038265
		RMSE:  0.17297650483593724
		NRMSE:  0.22621657599677922
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  LinearRegression
		Pearson Correlation:  0.5283753109822056
		Spearman Correlation:  0.47990150495199674
		Coefficient of Determination:  0.2791804692555424
		RMSE:  0.170199690265634
		NRMSE:  0.10964708665848544
		MAPE:  262.23714076173485
		Pearson Correlation:  -0.034783854304842605
		Spearman Correlation:  0.16798962580580806
		Coefficient of Determination:  -3.938314990785747
		RMSE:  0.36908507624783504
		NRMSE:  0.4826849882270778
		MAPE:  366.28495746569104

	Predictor:  ElasticNet
		Pearson Correlation:  0.521539453096686
		Spearman Correlation:  0.4787712863362062
		Coefficient of Determination:  0.27197452017510737
		RMSE:  0.17104830791895018
		NRMSE:  0.11019378831950406
		MAPE:  259.8939714357564
		Pearson Correlation:  0.18864099321190253
		Spearman Correlation:  0.19097245601566107
		Coefficient of Determination:  -0.5059941748332877
		RMSE:  0.20382091040194553
		NRMSE:  0.2665545156633041
		MAPE:  331.1554705629203

	Predictor:  RandomForests
		Pearson Correlation:  0.5357843471418386
		Spearman Correlation:  0.4450225492735351
		Coefficient of Determination:  0.1737033646751981
		RMSE:  0.18222731864142386
		NRMSE:  0.11739559906034715
		MAPE:  172.61860055586232
		Pearson Correlation:  0.1583917764429902
		Spearman Correlation:  0.11850771206623525
		Coefficient of Determination:  -0.057596239752407685
		RMSE:  0.17080360790814153
		NRMSE:  0.22337488773705816
		MAPE:  163.95608134749864

Protein:  CDKN2A
Protein Interaction Partners Count:  100
x_train_column_count:  100
x_train columns:  ['ABL1', 'AKT1', 'ARF1', 'BMI1', 'BRCA1', 'CBX7', 'CCND1', 'CCND2', 'CCND3', 'CCNL1', 'CDC45', 'CDC6', 'CDC7', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2AIP', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CDKN3', 'CEBPB', 'CTCF', 'DAXX', 'E2F1', 'E2F2', 'E2F3', 'EGFR', 'EGR1', 'AGO1', 'AGO3', 'AGO4', 'ERBB2', 'EZH2', 'FOXM1', 'GMNN', 'HDAC1', 'HIF1A', 'HRAS', 'HUWE1', 'IL6', 'KRAS', 'MAPK11', 'MAPK12', 'MAPK13', 'MAPK14', 'MAX', 'MCM10', 'MCM2', 'MCM5', 'MDM2', 'MDM4', 'MGMT', 'MLH1', 'MOV10', 'MRAS', 'MTAP', 'MYCN', 'MYC', 'NPM1', 'NRAS', 'ORC5', 'PIK3CA', 'PIK3R1', 'PTEN', 'RASSF1', 'RB1', 'RPS27A', 'RRAS2', 'RRAS', 'RUNX3', 'SMAD3', 'SMAD4', 'SMARCA4', 'SUMO1', 'SUMO2', 'SUMO3', 'TBX2', 'TERT', 'TFDP1', 'TNRC6A', 'TNRC6B', 'TNRC6C', 'TP53', 'TP63', 'TRIP12', 'TWIST1', 'UBA52', 'UBB', 'UBC', 'UBE2I', 'USP7', 'VEGFA', 'WRN', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06876053865938014
		RMSE:  0.7026668514343448
		NRMSE:  0.1789276696377339
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07452018232747903
		RMSE:  0.6281215662347416
		NRMSE:  0.15805378984795088
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6796874655065666
		NRMSE:  0.1730761797526334
		MAPE:  274.2442116656758
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00044725008449963966
		RMSE:  0.6060849693149379
		NRMSE:  0.15250873639690443
		MAPE:  274.3248072759207

	Predictor:  LinearRegression
		Pearson Correlation:  0.7425365803297131
		Spearman Correlation:  0.6828404953202836
		Coefficient of Determination:  0.5513605731277443
		RMSE:  0.4552584123388293
		NRMSE:  0.1159273795775074
		MAPE:  252.29880528081245
		Pearson Correlation:  0.40856772871167196
		Spearman Correlation:  0.42302023716006437
		Coefficient of Determination:  0.04243236786417348
		RMSE:  0.5929541939518579
		NRMSE:  0.149204648587569
		MAPE:  386.89826308445123

	Predictor:  ElasticNet
		Pearson Correlation:  0.7418034609975971
		Spearman Correlation:  0.6809885599140829
		Coefficient of Determination:  0.5502723354622248
		RMSE:  0.45581022438734986
		NRMSE:  0.11606789345505586
		MAPE:  255.43568998652955
		Pearson Correlation:  0.4151730884033548
		Spearman Correlation:  0.42813252035561544
		Coefficient of Determination:  0.05887288257614931
		RMSE:  0.5878419293477252
		NRMSE:  0.14791825302526992
		MAPE:  275.6516570066027

	Predictor:  RandomForests
		Pearson Correlation:  0.7070760359539651
		Spearman Correlation:  0.6156068997241199
		Coefficient of Determination:  0.495831069043139
		RMSE:  0.48261109340110386
		NRMSE:  0.12289248896160115
		MAPE:  196.31830226324485
		Pearson Correlation:  0.38271414956951605
		Spearman Correlation:  0.365257964819361
		Coefficient of Determination:  -0.027691046414497933
		RMSE:  0.6142818772439601
		NRMSE:  0.154571318598918
		MAPE:  458.3069491129188

Protein:  TP53
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['AKT1', 'APAF1', 'ATM', 'ATR', 'AURKA', 'AURKB', 'BANP', 'BARD1', 'BAX', 'BBC3', 'BCL2L1', 'BCL2', 'BCL6', 'BRCA1', 'CASP8', 'CCNA2', 'CCNE1', 'CCNG1', 'CDC25C', 'CDK2', 'CDK5', 'CDKN1A', 'CDKN1B', 'CDKN2A', 'CHEK1', 'CHEK2', 'COPS5', 'CREBBP', 'DDB2', 'DDX5', 'DYRK2', 'E2F4', 'EGR1', 'EHMT2', 'EP300', 'EZH2', 'FZR1', 'GADD45A', 'GLS2', 'GSK3B', 'HDAC1', 'HDAC2', 'HIF1A', 'HIPK2', 'HSP90AA1', 'HSPA1A', 'IGFBP3', 'JUN', 'KAT2B', 'KAT5', 'KDM1A', 'MAPK14', 'MAPK1', 'MAPK8', 'MAPK9', 'MAPKAPK5', 'MCL1', 'MDM2', 'MDM4', 'MSH2', 'NGFR', 'NPM1', 'PLK3', 'PMAIP1', 'PPP1R13B', 'PPP1R13L', 'PRKDC', 'PRMT5', 'PTEN', 'RB1', 'RCHY1', 'DROSHA', 'RPA1', 'RRM2B', 'SETD7', 'SETD8', 'SFN', 'SIRT1', 'SMYD2', 'SNAI1', 'SNAI2', 'SP1', 'STAT3', 'STK11', 'SUMO1', 'SUMO2', 'TBP', 'TNFRSF10A', 'TNFRSF10B', 'TP53BP1', 'TP53BP2', 'TP53INP1', 'TP53RK', 'TXN', 'UBE2I', 'USP7', 'WRN', 'XRCC6', 'YY1', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0629013951002304
		RMSE:  0.43691826486349494
		NRMSE:  0.11112140819031384
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02793228386718627
		RMSE:  0.5354711484549424
		NRMSE:  0.14342336907859712
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4237929343776606
		NRMSE:  0.10778324331179852
		MAPE:  459.9790072255086
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011640203076264122
		RMSE:  0.5284530873849588
		NRMSE:  0.1415436152095778
		MAPE:  140.42972129387252

	Predictor:  LinearRegression
		Pearson Correlation:  0.6738138093178628
		Spearman Correlation:  0.6342899958074839
		Coefficient of Determination:  0.45402504962744916
		RMSE:  0.31314109830287173
		NRMSE:  0.07964116541694137
		MAPE:  961.26459616858
		Pearson Correlation:  0.43038602246336893
		Spearman Correlation:  0.31346276138106466
		Coefficient of Determination:  0.1560391322876863
		RMSE:  0.4851935040224068
		NRMSE:  0.12995674407992683
		MAPE:  247.9918417207136

	Predictor:  ElasticNet
		Pearson Correlation:  0.6653711506403951
		Spearman Correlation:  0.6269102274080659
		Coefficient of Determination:  0.44270698207676074
		RMSE:  0.31637015896804527
		NRMSE:  0.08046241231161659
		MAPE:  889.0923668842141
		Pearson Correlation:  0.41600949140559373
		Spearman Correlation:  0.3140612725844462
		Coefficient of Determination:  0.14452286134359082
		RMSE:  0.48849264237538204
		NRMSE:  0.13084040240401287
		MAPE:  232.55761694407155

	Predictor:  RandomForests
		Pearson Correlation:  0.6316797160440648
		Spearman Correlation:  0.562487239141467
		Coefficient of Determination:  0.34963697457635856
		RMSE:  0.3417681858048986
		NRMSE:  0.08692189165667963
		MAPE:  737.5776386594723
		Pearson Correlation:  0.5373916819353073
		Spearman Correlation:  0.46615793214379236
		Coefficient of Determination:  0.2461220782133937
		RMSE:  0.45856862270338944
		NRMSE:  0.12282539780457732
		MAPE:  181.77701701915015

Protein:  CTNNB1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'AKT1', 'APC2', 'APC', 'AR', 'AXIN1', 'AXIN2', 'BCL9', 'BTRC', 'CASP3', 'CBY1', 'CCND1', 'CDC73', 'CDH11', 'CDH17', 'CDH1', 'CDH2', 'CDH3', 'CDH5', 'CDH8', 'CHD8', 'CREBBP', 'CSNK1A1', 'CSNK1E', 'CTBP1', 'CTNNA1', 'CTNNA2', 'CTNNA3', 'CTNNBIP1', 'CTNND1', 'DVL1', 'DVL2', 'DVL3', 'EGFR', 'EGF', 'EP300', 'ERBB2', 'AMER1', 'FBXW11', 'FER', 'FGFR1', 'FOXO1', 'FOXO3', 'FYN', 'FZD1', 'FZD2', 'FZD5', 'GSK3A', 'GSK3B', 'HNF4A', 'IGF1R', 'IQGAP1', 'JUN', 'JUP', 'KDR', 'KLF4', 'LEF1', 'LRP5', 'LRP6', 'MAPK9', 'MEN1', 'MET', 'MMP7', 'MYC', 'NLK', 'NOTCH1', 'PIK3CA', 'PIK3R1', 'PITX2', 'PSEN1', 'PTPN11', 'PTPN1', 'PYGO2', 'RUVBL1', 'SKP1', 'SMAD4', 'SMAD7', 'SMARCA4', 'SOX17', 'SOX2', 'SOX6', 'SOX9', 'SRC', 'TBL1X', 'TCF4', 'TCF7L1', 'TCF7L2', 'TCF7', 'TERT', 'TGFBR1', 'TGFBR2', 'TJP1', 'TLE1', 'VCL', 'VEGFA', 'WNT1', 'WNT3A', 'WNT8A', 'WNT8B', 'YWHAZ', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.4291206958720877
		RMSE:  0.9037435622191023
		NRMSE:  0.1777623057079273
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5497170498826627
		RMSE:  0.8436000623678614
		NRMSE:  0.27017767234966206
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  LinearRegression
		Pearson Correlation:  0.6526406893436891
		Spearman Correlation:  0.6267146051743737
		Coefficient of Determination:  0.42593986938700545
		RMSE:  0.57278212337644
		NRMSE:  0.1126636749363572
		MAPE:  384.1475462062454
		Pearson Correlation:  0.45315426459886027
		Spearman Correlation:  0.48742503023728484
		Coefficient of Determination:  0.11211316467729548
		RMSE:  0.6385416144795082
		NRMSE:  0.20450411847319142
		MAPE:  274.78870185728636

	Predictor:  ElasticNet
		Pearson Correlation:  0.6509557044449495
		Spearman Correlation:  0.628105791585011
		Coefficient of Determination:  0.4237422817557407
		RMSE:  0.5738774237491785
		NRMSE:  0.11287911560762756
		MAPE:  391.45045466449324
		Pearson Correlation:  0.46577873601613573
		Spearman Correlation:  0.4939837155076748
		Coefficient of Determination:  0.14046207713967684
		RMSE:  0.6282650760723695
		NRMSE:  0.20121287733831117
		MAPE:  272.5872368002647

	Predictor:  RandomForests
		Pearson Correlation:  0.6500198031853741
		Spearman Correlation:  0.6118736664069518
		Coefficient of Determination:  0.4116050738445375
		RMSE:  0.5798894690380171
		NRMSE:  0.11406165795397662
		MAPE:  450.9043588685739
		Pearson Correlation:  0.6449716017629087
		Spearman Correlation:  0.5524033965510792
		Coefficient of Determination:  0.4093656974223425
		RMSE:  0.5207985071329085
		NRMSE:  0.16679482932398212
		MAPE:  189.51992936304015

Protein:  CCNE1
Protein Interaction Partners Count:  100
x_train_column_count:  101
x_train columns:  ['ABL1', 'BARD1', 'BRCA1', 'CABLES1', 'CCNA1', 'CCNA2', 'CCNB1', 'CCND1', 'CCND2', 'CCND3', 'CCNE2', 'CCNH', 'CCT2', 'CCT3', 'CCT4', 'CCT6A', 'CCT7', 'CDC25A', 'CDC6', 'CDK1', 'CDK2', 'CDK3', 'CDK4', 'CDK6', 'CDK7', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDT1', 'CKS1B', 'CKS2', 'CUL1', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'EP400', 'FOXM1', 'HDAC1', 'IFNAR1', 'LIN37', 'LIN52', 'LIN54', 'LIN9', 'MNAT1', 'MYC', 'ORC1', 'ORC2', 'ORC3', 'ORC4', 'ORC5', 'ORC6', 'PCNA', 'PSMA1', 'PSMA2', 'PSMA3', 'PSMA4', 'PSMA5', 'PSMA6', 'PSMA7', 'PSMB1', 'PSMB2', 'PSMB3', 'PSMB4', 'PSMB7', 'PSMC1', 'PSMC2', 'PSMC4', 'PSMC5', 'PSMD10', 'PSMD11', 'PSMD14', 'PSMD1', 'PSMD3', 'PSMD5', 'PSMD6', 'PSMD7', 'PSMD8', 'PSME3', 'PTK6', 'RB1', 'RBBP4', 'RBL1', 'RBL2', 'RHOA', 'RPS27A', 'RRN3', 'SKP1', 'SKP2', 'STAT5A', 'STAT5B', 'TCP1', 'TFDP1', 'TP53', 'TP73', 'UBB', 'UBC', 'WEE1', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9790551557409413
		RMSE:  0.7746141645114569
		NRMSE:  0.27590887426944144
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8285524646781477
		RMSE:  0.8763813407881366
		NRMSE:  0.2114972948785232
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4487930906545114
		NRMSE:  0.15985506345663808
		MAPE:  112.14421009479175
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0040862214035515265
		RMSE:  0.6494188844018614
		NRMSE:  0.15672439713344627
		MAPE:  115.49088793396595

	Predictor:  LinearRegression
		Pearson Correlation:  0.8760919073932408
		Spearman Correlation:  0.7143342518518204
		Coefficient of Determination:  0.7675370301999275
		RMSE:  0.21638295783039596
		NRMSE:  0.07707318177396116
		MAPE:  43.9318270171812
		Pearson Correlation:  0.8453919758325757
		Spearman Correlation:  0.6564196561054377
		Coefficient of Determination:  0.6686447678442942
		RMSE:  0.3730665627744195
		NRMSE:  0.09003223273268324
		MAPE:  86.88761697586091

	Predictor:  ElasticNet
		Pearson Correlation:  0.8760407965541864
		Spearman Correlation:  0.7140650384450775
		Coefficient of Determination:  0.767447313855318
		RMSE:  0.21642470902915084
		NRMSE:  0.07708805308251143
		MAPE:  43.99614400474408
		Pearson Correlation:  0.8455213600971019
		Spearman Correlation:  0.6561852392174466
		Coefficient of Determination:  0.6685767565578137
		RMSE:  0.37310484711792474
		NRMSE:  0.09004147190142259
		MAPE:  86.70899570568818

	Predictor:  RandomForests
		Pearson Correlation:  0.8609336470602248
		Spearman Correlation:  0.7122151343323968
		Coefficient of Determination:  0.7389225050321655
		RMSE:  0.22931416406891622
		NRMSE:  0.08167913234867898
		MAPE:  55.15936379531276
		Pearson Correlation:  0.7842409547452408
		Spearman Correlation:  0.7298882776945675
		Coefficient of Determination:  0.5852977132552424
		RMSE:  0.4173569256533583
		NRMSE:  0.10072083540153928
		MAPE:  77.16026044557881

Protein:  CCND1
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ABL1', 'ACTL6A', 'AKT1', 'ARID1A', 'ARID2', 'AR', 'ATF2', 'BRD2', 'BTG2', 'CCNA1', 'CCNB1', 'CCNE1', 'CCNH', 'CDC25A', 'CDK1', 'CDK2', 'CDK4', 'CDK6', 'CDK7', 'CDKN1A', 'CDKN1B', 'CDKN1C', 'CDKN2A', 'CDKN2B', 'CDKN2C', 'CDKN2D', 'CKS1B', 'CREBBP', 'CTBP1', 'CTNNB1', 'CUL1', 'DNMT3A', 'E2F1', 'E2F2', 'E2F3', 'E2F4', 'E2F5', 'AGO2', 'EP300', 'ESR1', 'FOS', 'FOXA1', 'FOXM1', 'GADD45A', 'GATA3', 'GLI1', 'GLI3', 'GSK3B', 'H2AFX', 'H2AFZ', 'HDAC1', 'HDAC4', 'HIST1H2BA', 'HIST2H2BE', 'HNF1A', 'IFNAR1', 'JAK2', 'JUN', 'KAT2B', 'LEF1', 'LYN', 'MAML1', 'MYB', 'MYC', 'NOTCH1', 'PBRM1', 'PCNA', 'PRMT5', 'PSMA6', 'PSMC6', 'PSMD10', 'PSMD6', 'PSMD7', 'PSME3', 'PTK6', 'RASSF1', 'RB1', 'RBL1', 'RBL2', 'RBPJ', 'RELA', 'RUNX1', 'RUNX3', 'SKP1', 'SKP2', 'SMAD4', 'SMARCA4', 'SMARCB1', 'SMARCD1', 'SMARCD2', 'SMARCD3', 'STAT3', 'STAT5A', 'STAT5B', 'STAT6', 'SUV39H1', 'TCF7L2', 'TFDP1', 'TP53', 'WDR77', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5366759284640548
		RMSE:  0.28216244755564185
		NRMSE:  0.17771997351836757
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.30240520386774006
		RMSE:  0.3149325402631455
		NRMSE:  0.20120656537940065
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  LinearRegression
		Pearson Correlation:  0.581637001081114
		Spearman Correlation:  0.5651662293506254
		Coefficient of Determination:  0.33830160102663165
		RMSE:  0.18515613714965792
		NRMSE:  0.11662056406181216
		MAPE:  486.9800805325144
		Pearson Correlation:  0.20718830442196332
		Spearman Correlation:  0.14077232883203034
		Coefficient of Determination:  -0.4275247587244806
		RMSE:  0.3297131735078099
		NRMSE:  0.21064973199154743
		MAPE:  242.83042071105587

	Predictor:  ElasticNet
		Pearson Correlation:  0.5789190300416985
		Spearman Correlation:  0.559508085822626
		Coefficient of Determination:  0.33514638848537137
		RMSE:  0.18559705720925307
		NRMSE:  0.11689827749247522
		MAPE:  483.8566056641369
		Pearson Correlation:  0.251037067648136
		Spearman Correlation:  0.1435554059277547
		Coefficient of Determination:  -0.03237294428641557
		RMSE:  0.28039016874740524
		NRMSE:  0.17913786480328978
		MAPE:  233.4054403471991

	Predictor:  RandomForests
		Pearson Correlation:  0.5428070515055692
		Spearman Correlation:  0.5335194938329567
		Coefficient of Determination:  0.27263842597056254
		RMSE:  0.194125794723969
		NRMSE:  0.1222701014839067
		MAPE:  489.3038396845265
		Pearson Correlation:  0.3811792653654746
		Spearman Correlation:  0.3078528704352158
		Coefficient of Determination:  0.1401457542174439
		RMSE:  0.25589210970831416
		NRMSE:  0.1634863531697232
		MAPE:  237.6147777677394

Protein:  ERBB2
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['ADAM17', 'ADRB2', 'AREG', 'ARHGEF11', 'ARHGEF12', 'BTC', 'CBL', 'CCND1', 'CD44', 'CDC37', 'CDH1', 'CTNNB1', 'CTNND1', 'CUL5', 'DIAPH1', 'DOCK7', 'EGFR', 'EGF', 'ERBB2IP', 'ERBB3', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'FYN', 'GAB1', 'GRB2', 'GRB7', 'HBEGF', 'HGF', 'HRAS', 'HSP90AA1', 'IL6R', 'IL6', 'INS', 'JAK1', 'JAK2', 'KRAS', 'LRPPRC', 'MAP2K1', 'MAPK8', 'MATK', 'MEMO1', 'MUC1', 'MUC4', 'MYC', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NRG4', 'PGAP3', 'PGR', 'PIK3CA', 'PIK3CB', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PLCG1', 'PLCG2', 'PLXNB1', 'PRKACA', 'PTEN', 'PTK2', 'PTK6', 'PTPN11', 'PTPN12', 'PTPN18', 'RHOA', 'RHOB', 'RHOC', 'RND1', 'RNF41', 'ROCK1', 'ROCK2', 'RPS27A', 'SEMA4D', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SOS1', 'SRC', 'STAT1', 'STAT3', 'STUB1', 'TFAP2A', 'TFAP2B', 'TFAP2C', 'TFF1', 'TFF2', 'TFF3', 'TGFA', 'TP53', 'UBA52', 'UBB', 'UBC', 'VEGFA', 'YES1', 'YY1', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10085609607150081
		RMSE:  1.0785113826338413
		NRMSE:  0.1837421644434709
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05671362529003088
		RMSE:  0.8919867459254164
		NRMSE:  0.19736403273048267
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959455
		RMSE:  0.875951357919715
		NRMSE:  0.1938159880340115
		MAPE:  565.705361200264

	Predictor:  LinearRegression
		Pearson Correlation:  0.8596579690283965
		Spearman Correlation:  0.7133662857427328
		Coefficient of Determination:  0.7390118237140273
		RMSE:  0.5251336804664479
		NRMSE:  0.08946516524974836
		MAPE:  582.3846696774953
		Pearson Correlation:  0.7137535356492083
		Spearman Correlation:  0.5253307397847853
		Coefficient of Determination:  0.4416546004644879
		RMSE:  0.6483824015192936
		NRMSE:  0.14346330379893651
		MAPE:  449.45100327158895

	Predictor:  ElasticNet
		Pearson Correlation:  0.8595941140230807
		Spearman Correlation:  0.7127846661098741
		Coefficient of Determination:  0.7389020232916608
		RMSE:  0.5252441334330936
		NRMSE:  0.08948398273047918
		MAPE:  580.1816578807967
		Pearson Correlation:  0.7164368384008551
		Spearman Correlation:  0.5371812616117408
		Coefficient of Determination:  0.44685503544097094
		RMSE:  0.6453558173389999
		NRMSE:  0.1427936314501604
		MAPE:  444.80228876328266

	Predictor:  RandomForests
		Pearson Correlation:  0.8487699496163195
		Spearman Correlation:  0.6734187187054156
		Coefficient of Determination:  0.7161525210070727
		RMSE:  0.5476485950410649
		NRMSE:  0.09330095150366542
		MAPE:  550.5553700816313
		Pearson Correlation:  0.7915169947548313
		Spearman Correlation:  0.6122250212787255
		Coefficient of Determination:  0.6134685784680436
		RMSE:  0.5394760258759528
		NRMSE:  0.11936630730743507
		MAPE:  275.42405340912677

Protein:  ERBB3
Protein Interaction Partners Count:  100
x_train_column_count:  102
x_train columns:  ['AKT1', 'AKT2', 'ANGPT1', 'ANGPT2', 'AREG', 'AR', 'BDNF', 'BMP4', 'BTC', 'CBLB', 'CBL', 'CCND1', 'CDH1', 'CSF1', 'CSK', 'CTNNB1', 'DCN', 'DOCK7', 'EFNA1', 'EFNA2', 'EFNA3', 'EFNA4', 'EFNA5', 'EGFR', 'EGF', 'ERBB2', 'ERBB4', 'EREG', 'ERRFI1', 'ESR1', 'FGF10', 'FGF19', 'FGF1', 'FGF2', 'FGF3', 'FGF4', 'FGF7', 'FGF9', 'FIGF', 'FLNA', 'FOXO3', 'GAB1', 'GRB2', 'GRB7', 'HBEGF', 'HGF', 'HRAS', 'HSP90AA1', 'IGF1', 'IGF2', 'INS', 'IRS1', 'ITGA6', 'ITGB4', 'JAK1', 'JAK2', 'KITLG', 'KRAS', 'LAMA1', 'LAMB1', 'LAMC2', 'MAP2K1', 'MAPK8', 'MET', 'MUC4', 'NGF', 'NRAS', 'NRG1', 'NRG2', 'NRG3', 'NTF3', 'PA2G4', 'PDGFA', 'PDGFB', 'PDGFC', 'PDGFD', 'PGF', 'PIK3CA', 'PIK3CB', 'PIK3CD', 'PIK3R1', 'PIK3R2', 'PIK3R3', 'PLCG1', 'PLCG2', 'PRKACA', 'PTEN', 'PTPN11', 'RNF41', 'SHC1', 'SHC2', 'SHC3', 'SHC4', 'SOS1', 'SOX10', 'SRC', 'TGFA', 'VEGFA', 'VEGFB', 'VEGFC', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.24617901957450639
		RMSE:  0.5234556686317032
		NRMSE:  0.14126566093685908
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10551624527684367
		RMSE:  0.43841640970600765
		NRMSE:  0.21211918179733683
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  LinearRegression
		Pearson Correlation:  0.5705228363124805
		Spearman Correlation:  0.5611925319872195
		Coefficient of Determination:  0.3254963067540376
		RMSE:  0.38510739268551414
		NRMSE:  0.10392943207893038
		MAPE:  217.3351272821874
		Pearson Correlation:  0.4294692409723806
		Spearman Correlation:  0.38953353533086454
		Coefficient of Determination:  0.06152210266542535
		RMSE:  0.4039394419672211
		NRMSE:  0.19543817710476916
		MAPE:  298.63228587807487

	Predictor:  ElasticNet
		Pearson Correlation:  0.5700851423518302
		Spearman Correlation:  0.5609907085910523
		Coefficient of Determination:  0.32499648348225296
		RMSE:  0.3852500531283148
		NRMSE:  0.10396793203785613
		MAPE:  217.58645147147266
		Pearson Correlation:  0.4365535493016929
		Spearman Correlation:  0.40038155089215577
		Coefficient of Determination:  0.07151684067144515
		RMSE:  0.40178271792497255
		NRMSE:  0.19439468847369537
		MAPE:  298.6251865230155

	Predictor:  RandomForests
		Pearson Correlation:  0.5147210501453009
		Spearman Correlation:  0.5335315400266676
		Coefficient of Determination:  0.24995343811702808
		RMSE:  0.4061007596974911
		NRMSE:  0.10959493929177434
		MAPE:  252.9138531022476
		Pearson Correlation:  0.5426444411451047
		Spearman Correlation:  0.5956059302485069
		Coefficient of Determination:  0.2491498312802708
		RMSE:  0.36131074577094974
		NRMSE:  0.1748131184663301
		MAPE:  231.47616816691362

N Random Genes

ZScore

In [123]:
random_genes.clear()
scenario = Scenario.NRandomGenes_Mutations 
normalizeTechnique = NormalizeTechnique.ZScore
X, Y, Z = get_data(normalizeTechnique)
In [124]:
X.head()
Out[124]:
UBE2Q2P2 HMGB1P1 LOC155060 RNU12-2P SSX9 CXORF67 EFCAB8 SRP14P1 LOC391343 TRIM75P ... ZXDA ZXDB ZXDC ZYG11A ZYG11B ZYX ZZEF1 ZZZ3 TPTEP1 AKR1C6P
TCGA-A1-A0SF-01 0.648331 0.348611 0.770359 -0.860535 -0.0703 -0.190586 0.719543 0.931178 -0.283665 -0.568745 ... 0.238689 -0.239582 -0.271725 -0.222943 -0.211122 0.792968 -0.619672 -0.946953 -0.457066 0.454464
TCGA-A1-A0SH-01 -0.757220 -0.562180 -0.708360 -0.860535 -0.0703 -0.190586 -0.527186 -0.611509 -0.283665 -0.568745 ... 0.739490 -0.107967 -1.200905 -0.903627 1.252346 0.854083 0.108510 -0.031025 0.991113 -0.083768
TCGA-A1-A0SJ-01 -0.405237 0.254851 -0.925065 -0.223237 -0.0703 -0.190586 -0.525012 -0.390046 -0.283665 1.475888 ... 0.592975 5.821247 -1.079296 -0.618408 0.444358 -0.369825 -0.573411 -0.555512 -0.488416 -0.083768
TCGA-A1-A0SK-01 3.940101 14.857648 -0.228301 -0.311392 -0.0703 -0.004913 -0.697917 -0.754652 -0.283665 -0.568745 ... 0.051750 -0.027856 2.390553 0.357970 1.337526 -1.597758 1.043918 0.590450 -0.467061 -0.083768
TCGA-A1-A0SQ-01 -1.114818 -1.129592 -0.842620 -0.860535 -0.0703 -0.190586 -0.507239 -0.137487 -0.283665 -0.568745 ... 1.412610 -0.008283 -0.929428 -0.853107 0.062384 -0.434733 -1.040418 -0.606257 -0.580936 -0.083768

5 rows × 20133 columns

In [125]:
Y.head()
Out[125]:
RB1 CDH1 PTEN BRCA2 CDKN2A TP53 CTNNB1 CCNE1 CCND1 CDH2 CDH3 ERBB2 ERBB3
TCGA-A1-A0SF-01 0.017184 0.705680 0.197730 0.108550 0.17550 -0.472550 0.06978 -0.75401 -0.202360 -0.222000 -0.114060 0.25604 0.461410
TCGA-A1-A0SH-01 -0.081896 0.018364 0.699160 -0.282430 0.68156 -0.035545 -0.11192 -0.77956 -0.014111 0.072251 -0.031553 0.68354 0.033670
TCGA-A1-A0SJ-01 -0.106090 0.114310 -0.110550 0.108220 -0.00989 -0.431850 -0.85672 -0.29589 0.290760 -0.225320 0.128230 0.36458 0.430620
TCGA-A1-A0SK-01 -0.060244 -0.963820 -0.081596 0.309150 1.23630 0.898470 -0.85965 0.92670 0.045974 0.389790 -0.224090 -1.04130 -0.056604
TCGA-A1-A0SQ-01 0.376500 0.425490 0.657440 0.003187 -0.34580 -0.020122 0.39368 -1.02750 0.362490 0.292880 -0.144850 0.31196 0.649260
In [126]:
perform_kFoldCV(num_folds, scenario, normalizeTechnique, X, Y, Z)

Fold:  1

Protein:  RB1
x_train_column_count:  371
x_train columns:  ['TINCR', 'OR4C15', 'TEX9', 'PCGF5', 'LINC00520', 'PEX1', 'GUSBP4', 'RAG1', 'CEACAM20', 'IGSF10', 'TMSB4XP8', 'C16ORF93', 'PKP1', 'RAD21L1', 'SMOC2', 'GINS4', 'ZBED5', 'RBAK', 'SNAR-B2', 'RGL2', 'PCDHA9', 'CAP2', 'ZPLD1', 'COLEC12', 'FAM110D', 'NIT2', 'CD209', 'HCG18', 'FCRL3', 'MAP3K19', 'TOPBP1', 'HIST1H3F', 'BMS1', 'ATAD2B', 'AREG', 'PIN4', 'SLC26A10', 'ENC1', 'DSN1', 'LRRC17', 'TEX36-AS1', 'ALX3', 'TTK', 'PELI3', 'TPTE2P3', 'GOLGA6L1', 'AGTR1', 'CBLL1', 'CDS1', 'CDK14', 'C16ORF70', 'CTAGE4', 'MARVELD2', 'ZRANB2', 'SF3A3', 'ERG', 'CTSG', 'NR4A3', 'KCNJ16', 'SUPT20HL1', 'POU2F2', 'OXTR', 'A4GNT', 'CCDC91', 'PEMT', 'DNAAF5', 'BLID', 'MTUS2', 'NDP', 'ASCL2', 'C1R', 'DSEL', 'RAB40AL', 'BHLHE40', 'VTI1A', 'GGH', 'TCEA1', 'GRIK1-AS1', 'IGF2BP1', 'SERBP1', 'INTS12', 'SNRPB', 'FAM178A', 'COL15A1', 'AMPD1', 'PAK6', 'NPW', 'ZNF676', 'SYNE2', 'IL17D', 'AXIN1', 'NCAPD3', 'POLD3', 'ARHGEF7', 'CCDC39', 'OR9Q2', 'PDP1', 'ULK3', 'IZUMO4', 'CLIP4', 'SOX21', 'KDM6A', 'DNMT3L', 'FXYD6', 'ZC3H12B', 'TM7SF3', 'ASTE1', 'ARFIP2', 'TMEM79', 'QSER1', 'SRXN1', 'PES1', 'TMEM45B', 'RSPH10B2', 'TENM4', 'DHCR7', 'SLC5A9', 'CDC6', 'TAT', 'CHST3', 'EXOSC1', 'SDHAF4', 'PLCE1', 'GKN1', 'HOXB2', 'KRTAP10-11', 'THOC5', 'ERBB2', 'PIFO', 'FRMD3', 'SEMA6C', 'DNAJC5B', 'TRPC5', 'TFAP2C', 'FAM120A', 'PITPNB', 'SLC4A5', 'CCPG1', 'FAM72B', 'RABGAP1L', 'NDUFAF7', 'ABCG2', 'KLRC2', 'ADAMTSL2', 'MORN2', 'PCDHGA11', 'DNAJC18', 'LOC154449', 'IFNE', 'TMEM27', 'SDHAF2', 'TOB2', 'CEP76', 'CFAP221', 'LY6G5C', 'MED25', 'FAM138F', 'NUTM1', 'RGS19', 'SHARPIN', 'RGS2', 'TEX10', 'KLF14', 'ADAMTS16', 'TRIB3', 'CMTR1', 'RPS27L', 'FAM90A1', 'GMEB2', 'PFN2', 'NBR2', 'CCNC', 'ACSM6', 'ARRDC2', 'CFC1B', 'DDX46', 'ADAM28', 'DRG1', 'DDX1', 'YWHAE', 'LRRCC1', 'LSG1', 'PNPT1', 'CRKL', 'B3GALNT2', 'BAIAP2-AS1', 'CDH23', 'COLEC10', 'FBL', 'ADGRF3', 'USP5', 'CEACAM22P', 'NME6', 'BEST2', 'IGFBP3', 'LAMA5', 'ILF3', 'ZNF319', 'CDHR1', 'TXLNB', 'AGAP5', 'DDX20', 'ZCCHC10', 'ACOX2', 'CES3', 'PLA2G2C', 'C10ORF128', 'MYL7', 'PDCD6', 'TNIK', 'LOC286359', 'CCDC168', 'EPM2AIP1', 'STXBP5L', 'HDLBP', 'ABCG1', 'PLXNB3', 'GPR89A', 'DPY19L2P4', 'DUSP12', 'LOC654342', 'ZNF384', 'HIST1H2AE', 'TMEM200B', 'PIK3IP1', 'APOA4', 'GPR4', 'POLR3E', 'NAT8', 'GANC', 'ADIG', 'PREPL', 'RPS3A', 'MORC4', 'PLP2', 'OR2AG2', 'OR5B12', 'LCNL1', 'S1PR3', 'BPIFC', 'BPHL', 'CEP290', 'ANKRD34B', 'ZNF320', 'CASP2', 'SMR3B', 'NLRP3', 'CXADRP2', 'KRT14', 'UBN2', 'EIF3J', 'TBC1D2B', 'KLRC1', 'PDSS2', 'NBPF10', 'LGI3', 'GTF2E1', 'LINC00479', 'MYNN', 'ID2B', 'NUP214', 'C9ORF69', 'USP22', 'FAM65C', 'QRFP', 'WWTR1', 'TRAF3', 'RIMS1', 'CALCB', 'STK19', 'ARL9', 'FBLL1', 'DSG3', 'LONRF3', 'HEATR5B', 'MIPEP', 'SFXN5', 'TIAL1', 'LCE6A', 'MOV10', 'FUT2', 'LYL1', 'SOWAHA', 'ZNF583', 'SCARNA8', 'SHC1', 'SH2D1A', 'UQCR11', 'ROPN1L', 'ADCY10', 'CERS5', 'PAPSS1', 'ZNF81', 'SLC44A1', 'MRPL23', 'CAMK2B', 'LYPD6', 'HHIPL1', 'ADGRG2', 'PSORS1C2', 'XAGE3', 'SEPT7P9', 'AQP1', 'PRR35', 'CAPNS1', 'PCDH18', 'ANKRD34C', 'CRHR1-IT1', 'UGT8', 'TRMT112', 'PDIA2', 'ABCA5', 'MED29', 'HTRA2', 'PLOD1', 'KRBA2', 'TRAF3IP3', 'PDIA3', 'LOC283332', 'STATH', 'EFHC2', 'PIGX', 'C17ORF78', 'IFITM1', 'APOM', 'PRSS38', 'DUS3L', 'ZNF469', 'P2RX3', 'KDR', 'ST8SIA6', 'HOXA2', 'PTBP3', 'C2ORF88', 'SPAG17', 'ABCC4', 'ATP13A4', 'PSMD11', 'TMEM63C', 'TMED8', 'ARMC2', 'TNFRSF14', 'METTL4', 'KCNV2', 'XRCC5', 'GTPBP8', 'GFOD2', 'ARPP19', 'OR4F29', 'ANKRD2', 'RER1', 'TXLNG', 'C11ORF58', 'TTC17', 'CCDC94', 'SNORA21', 'HIST1H2BC', 'RPS12', 'ABCC5', 'KRTAP24-1', 'ECEL1', 'FAM122C', 'NAP1L2', 'ERAP1', 'RAB31', 'TUBB6', 'QSOX1', 'RPS2', 'ZNF593', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017832262764705176
		RMSE:  0.22609122586734381
		NRMSE:  0.08562439911658541
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0064622508272080825
		RMSE:  0.2813710133086082
		NRMSE:  0.13900150344012696
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  LinearRegression
		Pearson Correlation:  0.863484828224642
		Spearman Correlation:  0.768013450845087
		Coefficient of Determination:  0.7456060485741391
		RMSE:  0.11303137032554976
		NRMSE:  0.04280680565254677
		MAPE:  315.7218879315056
		Pearson Correlation:  -0.01752522653178672
		Spearman Correlation:  0.10042434884401524
		Coefficient of Determination:  -49.307955737646566
		RMSE:  1.9892938702864913
		NRMSE:  0.9827410275939449
		MAPE:  8704.630698329547

	Predictor:  ElasticNet
		Pearson Correlation:  0.5348987987105006
		Spearman Correlation:  0.43860738776677966
		Coefficient of Determination:  0.24799835837286832
		RMSE:  0.19433677730289015
		NRMSE:  0.07359847653962891
		MAPE:  241.19065559555835
		Pearson Correlation:  0.338680436866191
		Spearman Correlation:  0.3738464540044874
		Coefficient of Determination:  0.05530079560158818
		RMSE:  0.27260096202471357
		NRMSE:  0.13466896648341026
		MAPE:  152.55549991384217

	Predictor:  RandomForests
		Pearson Correlation:  0.5964733523369095
		Spearman Correlation:  0.43190895554369363
		Coefficient of Determination:  0.18702010634977562
		RMSE:  0.20206239889220837
		NRMSE:  0.07652429422162785
		MAPE:  186.96731732861338
		Pearson Correlation:  0.20576898098914848
		Spearman Correlation:  0.29251572104660445
		Coefficient of Determination:  -0.001360039951794123
		RMSE:  0.2806569088733191
		NRMSE:  0.13864872513168913
		MAPE:  112.92648134728445

Protein:  CDH1
x_train_column_count:  836
x_train columns:  ['RASD2', 'SAMD15', 'NDP', 'SNX29', 'ERCC6', 'GOLGA2', 'TBC1D22B', 'SAXO2', 'PARP4', 'RUNX3', 'ASF1B', 'VSTM1', 'PAG1', 'TBX10', 'MAD1L1', 'SHC1', 'OMG', 'CDH2', 'CASP10', 'ATP6V1E1', 'TAF1B', 'SYNGAP1', 'CREB3', 'SEC1P', 'GLIPR1L2', 'DSCR10', 'MRPL34', 'TMEM132D', 'SARAF', 'NAA15', 'SERPINB11', 'IGFL2', 'CTNNA3', 'ZNF716', 'NUP35', 'AARS', 'ADGRG1', 'C8ORF37', 'OR7C2', 'NHEJ1', 'SLC30A10', 'SLC26A11', 'SF3A2', 'PRAMEF2', 'LHX9', 'SIGLEC9', 'CHML', 'CFHR1', 'MIF', 'TWISTNB', 'CST13P', 'NTMT1', 'NUDT6', 'PSMD7', 'ZNF354A', 'CROCCP3', 'TMEM215', 'GMPPA', 'RAB34', 'RAD52', 'NXN', 'RNF125', 'RHOBTB1', 'CDPF1', 'CSF3', 'DYX1C1', 'PBX3', 'HIST1H2AC', 'OTOR', 'SERPINB12', 'MRPL54', 'GALNT1', 'SIKE1', 'CFAP221', 'FAM177B', 'GALNTL5', 'RPS20', 'CCT8', 'HILS1', 'FILIP1', 'LOC729609', 'FLJ23867', 'ZNF552', 'PALM', 'UGT2B10', 'STEAP1B', 'STK35', 'KCNT1', 'OR4N2', 'ARPC5L', 'IRF4', 'PCDHGA12', 'MYH8', 'AQP12B', 'C9', 'ATP8B2', 'EDA', 'METRNL', 'NRM', 'RASL11B', 'DDX51', 'RABIF', 'BTG4', 'DNAH1', 'SLMO1', 'RPL18A', 'RNF182', 'TTC22', 'RNFT2', 'FBXW10', 'FBXO22-AS1', 'DEFB135', 'ANAPC15', 'SYT16', 'NKG7', 'CRADD', 'ITGAM', 'CCDC30', 'METTL17', 'UMPS', 'GLTSCR1', 'GNPDA1', 'RNH1', 'MEG3', 'MADCAM1', 'APOM', 'SSUH2', 'SH3BP2', 'GAPDHS', 'PPP1R7', 'STPG2', 'CNKSR3', 'GLMN', 'TRIM8', 'ZFP36', 'RPEL1', 'PRPF19', 'RFX2', 'QRFP', 'ADIRF', 'ANKRD36BP2', 'AKIRIN2', 'KDELR3', 'TMEM56', 'TMPRSS15', 'AMY2A', 'GAS2', 'OR10H3', 'PPP1R21', 'SLC22A13', 'TEX26', 'MLXIP', 'CEP104', 'C20ORF194', 'DHPS', 'ZNF486', 'C11ORF24', 'RAD54B', 'HAUS7', 'SALL3', 'PROK1', 'NFIX', 'EMILIN2', 'EIF4E', 'MSRB2', 'STAM2', 'LINC00264', 'LINC00293', 'NPTX1', 'IFT80', 'SYNPO', 'NDOR1', 'DCLK2', 'ZFPM1', 'ZNF513', 'C20ORF24', 'GIMAP8', 'NPPC', 'IFT140', 'KHDC3L', 'PXDN', 'LRRC37A2', 'TMEM116', 'TYW3', 'AHCY', 'SLC5A12', 'NOSTRIN', 'GNB2', 'BUD13', 'CSF2', 'NNAT', 'TNK1', 'CHST8', 'CNGA2', 'ANKRD23', 'NKAIN2', 'BBS7', 'CCL7', 'AMN', 'YTHDC1', 'ALG1L', 'CDK5RAP3', 'MDC1', 'KRBA2', 'ZFP91-CNTF', 'URM1', 'C9ORF69', 'ARFGAP3', 'OR4F5', 'NRXN2', 'TCERG1', 'APOL2', 'MCM2', 'FLAD1', 'GRIPAP1', 'DNAI2', 'UCKL1', 'SCGN', 'SUPT20HL2', 'HNRNPCL1', 'SNORA49', 'GPR65', 'PDGFB', 'PCYOX1L', 'RPL7', 'KCNA3', 'CDC42BPG', 'TMEM150A', 'UBQLN3', 'CNDP1', 'ELMOD2', 'SPATA3', 'RAD51', 'OR12D3', 'PTH2R', 'SRSF9', 'HCG18', 'TCEAL1', 'DDX53', 'XRCC3', 'TSPAN2', 'FAM208A', 'LGALS4', 'LRRC7', 'FOXS1', 'ZNF251', 'DEFB115', 'WNT11', 'C17ORF77', 'NKX1-2', 'SNORA12', 'DEFB119', 'FMO9P', 'SYS1', 'ME2', 'NFX1', 'PEX2', 'CIAO1', 'PAIP2', 'H2BFM', 'ACSL1', 'TP53BP2', 'C11ORF49', 'APPL2', 'C11ORF71', 'GALNT16', 'LMF1', 'MRO', 'SMPD2', 'PDIA2', 'B3GNT8', 'SSBP3', 'HOOK2', 'HIST1H2BJ', 'SLC17A6', 'RAB3B', 'PDE1A', 'HBP1', 'FRMPD2', 'RNF169', 'FBLIM1', 'TAF6L', 'COL1A2', 'LINC00896', 'SLC4A2', 'LIPI', 'AFF1', 'C17ORF75', 'FBXO21', 'PLLP', 'ADRBK1', 'SRD5A1', 'LOC284441', 'OR52W1', 'SBSN', 'NKRF', 'SAV1', 'CKAP2L', 'CHEK2', 'TRMT1L', 'CSNK2B', 'UGT2B4', 'EML5', 'TUBB4B', 'KLHL7', 'SDSL', 'GOLGA2P6', 'RRAS2', 'ZNF436', 'RFC4', 'OR2C1', 'C15ORF26', 'A1BG-AS1', 'KMT2E', 'RAP1GDS1', 'GPR141', 'ZDHHC16', 'CPSF2', 'LPPR3', 'GCH1', 'TNNT2', 'NAGA', 'FOXK1', 'RAB42', 'GATA1', 'PVALB', 'CLEC2L', 'CYSTM1', 'PSMB7', 'SAMD4A', 'LKAAEAR1', 'PQLC1', 'WASH2P', 'RBMXL3', 'INS', 'DDX3Y', 'PAPOLA', 'TNFSF18', 'USE1', 'SLC5A6', 'SYNE3', 'S100A3', 'DENND4B', 'FAHD1', 'PPP6R2', 'SNORA40', 'SLC25A53', 'TMEM47', 'PIGV', 'GFI1B', 'BARHL2', 'TSPAN12', 'PPP1R13B', 'TMPO-AS1', 'PRPF3', 'SCAMP3', 'DPH2', 'NLGN2', 'NRDE2', 'ZNF487', 'C4ORF32', 'C6ORF89', 'PNN', 'PRRG2', 'TMEM26', 'CECR5', 'POSTN', 'DNAH9', 'FABP6', 'APOBR', 'ABAT', 'KCTD10', 'SCML4', 'PTER', 'SLFN13', 'YME1L1', 'KRTAP24-1', 'CTTNBP2', 'RTF1', 'GTF3C2', 'CHST13', 'HPGDS', 'OR9I1', 'GAPVD1', 'ENAM', 'ITFG2', 'OPRK1', 'PUS3', 'EPPIN', 'SF3B6', 'PCK1', 'PLCG2', 'RPS12', 'PPFIA2', 'MMP1', 'SLC35F6', 'STARD5', 'SFTA2', 'ZNF574', 'MUC21', 'RASGRP2', 'MAP7D1', 'C11ORF16', 'TDRG1', 'SUSD3', 'NDRG1', 'ACTL6B', 'CLEC16A', 'YIF1B', 'CSRNP3', 'LOC100190986', 'MAP3K19', 'SPATA33', 'KISS1R', 'CXCL8', 'VPS36', 'RNF17', 'STEAP3', 'NDUFAF6', 'SNORA5C', 'SLC33A1', 'C15ORF62', 'FAM104A', 'SDS', 'LSM2', 'PELI3', 'PRSS22', 'RAB33B', 'ZNF25', 'WNK3', 'NDUFAF1', 'STK16', 'PTPRC', 'MGC27382', 'PCID2', 'PCDHGC3', 'IHH', 'SCHIP1', 'PGM2L1', 'PABPC1L', 'SNX12', 'NF1', 'GCC2', 'PANX3', 'BIN3', 'XRN2', 'GTF2B', 'RNASEH2B', 'RPL19', 'LINC00696', 'ZNF208', 'TMC3', 'CCDC110', 'CILP2', 'TOR1AIP2', 'MYCNOS', 'SPAG11B', 'RPSAP9', 'INE1', 'TSPYL2', 'HIST1H1D', 'CNNM3', 'BDNF-AS', 'CCT6A', 'NXNL2', 'ZKSCAN2', 'ENC1', 'CD1D', 'ACSS1', 'UNC93A', 'RASAL3', 'COL4A6', 'MPV17L', 'DNM1P46', 'MRS2', 'TBXAS1', 'LPO', 'TMEM81', 'ARF5', 'UST', 'PPP1R1B', 'DSC1', 'WWOX', 'CD99L2', 'SMCR5', 'ADGRF1', 'SNORA71E', 'BTBD6', 'ELK1', 'SMO', 'LRRC57', 'PLAGL2', 'HIVEP2', 'KIAA1551', 'CENPBD1', 'KRTAP19-6', 'IFT88', 'CDKL2', 'RNMT', 'UGCG', 'SCARNA21', 'C6ORF52', 'EHD3', 'GALR1', 'AMH', 'HSPB3', 'COL5A3', 'KLK11', 'CATSPERB', 'NKAP', 'PAPPA2', 'NLN', 'IFNB1', 'LINC00620', 'SFPQ', 'TIMM17A', 'CELA3A', 'CCDC122', 'TMEM252', 'EXT2', 'HS6ST2', 'RMRP', 'NKD2', 'CEACAM4', 'LINC-PINT', 'SMIM10L2A', 'FOXI3', 'IFITM5', 'SREK1', 'MON1A', 'U2AF1', 'CLMN', 'ECHDC3', 'ELK3', 'HMOX2', 'RABGGTA', 'GCLC', 'MOV10', 'CCDC178', 'SERINC2', 'LINC01106', 'KIAA0556', 'CFAP69', 'CTTNBP2NL', 'FBRS', 'FMNL2', 'GFPT1', 'COMMD2', 'OR2Y1', 'GPLD1', 'MEPE', 'ASB16', 'MRAP2', 'TGM7', 'WFDC8', 'EHMT1', 'ADAM2', 'EBP', 'PUS7', 'ADCY1', 'COMT', 'ARRDC2', 'CTSW', 'NOP58', 'FCAMR', 'PPIP5K1', 'MDP1', 'NEGR1', 'DCAF12L2', 'XRCC1', 'INPP5D', 'MTMR4', 'ABT1', 'PHF2P1', 'APOPT1', 'CCDC159', 'NCAPG2', 'ZZZ3', 'DAD1P1', 'CIT', 'SCARNA15', 'TAAR1', 'DLEU2L', 'ZNF768', 'TTC31', 'CCL8', 'TAS1R3', 'MS4A15', 'TMEM225', 'PTPRF', 'LINC01366', 'DTD2', 'C1QTNF9B-AS1', 'PDCD1', 'COL6A4P1', 'ACTA2', 'SPATA31A5', 'OR4K15', 'EIF4G3', 'SLURP1', 'GRSF1', 'SAP30BP', 'GCNT4', 'OR1E2', 'TIGD2', 'SLC6A17', 'CCDC148', 'LINC00936', 'LINC00238', 'MLF1', 'SCG5', 'ITGB3BP', 'PLBD2', 'ABCB7', 'NCR3LG1', 'CCL18', 'CHIA', 'SLC6A12', 'FHL5', 'GPR52', 'RAD1', 'CCDC85C', 'CWC27', 'NUBP1', 'SCARNA18', 'UQCRH', 'CCNC', 'ZC3H7A', 'CANT1', 'MTERF4', 'TGM5', 'FAM195B', 'LINC01020', 'TMBIM6', 'MME', 'IL17RB', 'EIF2AK4', 'SYT17', 'REG1B', 'PTGFR', 'RPN2', 'CAPS2', 'NR2F6', 'C2CD4D', 'LRP12', 'KRT12', 'KIAA1324L', 'CLMP', 'KLF2', 'ZNF286B', 'HGD', 'USP17L9P', 'PLCL1', 'REM1', 'TCF7L1', 'NAALAD2', 'AXIN2', 'CFD', 'HOMEZ', 'GNB1L', 'TH', 'FANCE', 'STAG1', 'UROC1', 'MOB3C', 'OR8B12', 'P2RY4', 'PEX5L', 'STARD7', 'EGOT', 'DNAJC30', 'SNAR-B2', 'TRIT1', 'TIMP3', 'HAND2-AS1', 'RHBDD2', 'COL10A1', 'FAT1', 'C1QTNF9B', 'DEPDC1', 'ONECUT3', 'ANKRD39', 'AK7', 'MARVELD3', 'YLPM1', 'DDX60L', 'GRIN2B', 'RELB', 'SMYD2', 'ANAPC4', 'TRADD', 'STAG3L2', 'OOEP', 'RACGAP1', 'LOC221122', 'GUCY2F', 'TPSB2', 'NXF2B', 'ACAP1', 'OR11H1', 'JADE1', 'MARK2', 'SUPT20HL1', 'RIMBP2', 'KRTAP9-8', 'ZNF578', 'PRDX1', 'IRF2BP1', 'ANTXR1', 'COL8A1', 'PLK5', 'HABP2', 'COQ10A', 'SORCS1', 'XIRP1', 'THBS3', 'NLGN1', 'BPGM', 'ZNF17', 'TPD52L2', 'FAM58A', 'ASIP', 'DVL2', 'ZNF548', 'OR5W2', 'MT1DP', 'DDX39A', 'FAM212A', 'PDIA3', 'DEAF1', 'ADGRG3', 'DEGS2', 'DNALI1', 'SULT2B1', 'SREBF2', 'MMRN1', 'PYCR1', 'ANK3', 'CHRAC1', 'RBX1', 'CLDN9', 'IMPA1', 'SERPINB5', 'PGAM2', 'UBE2N', 'TXNL1', 'RAD9A', 'ZAR1L', 'COL11A2', 'SCAF4', 'OR2B2', 'LETM1', 'GRPR', 'MLEC', 'GALNT11', 'FRMD7', 'RSU1P2', 'ZNF367', 'GRAMD4', 'NUBPL', 'HSPB8', 'MPZ', 'HES4', 'TTC16', 'SFMBT2', 'FLJ42393', 'AP5Z1', 'LRRC3', 'WAS', 'PRMT2', 'TUBA1B', 'TSSC4', 'C5ORF58', 'OR52D1', 'TMEM141', 'MAPK10', 'CXORF56', 'ICAM1', 'ARF4', 'BTBD9', 'C5ORF60', 'OR2M1P', 'GLT6D1', 'RPS9', 'RAB19', 'GYPE', 'ATG12', 'NYX', 'ZNRD1', 'TMF1', 'GAS7', 'C1ORF68', 'SYDE2', 'DDX56', 'EEF2K', 'KRT18P55', 'NDNL2', 'WWC2-AS2', 'RNU4ATAC', 'CSMD1', 'IKZF4', 'CFAP36', 'NDUFS8', 'CETP', 'AXL', 'CYTL1', 'CYP8B1', 'RXFP4', 'LCA5L', 'SHMT1', 'CDH24', 'LTBP2', 'PRR26', 'ATG4B', 'ZMAT1', 'SPECC1', 'ZNF326', 'FAS', 'ARL4C', 'SGPL1', 'SLK', 'C22ORF34', 'CHCHD3', 'CTSA', 'LILRA5', 'GCA', 'AKR1B10', 'CES2', 'FAM160A2', 'MRPL10', 'SLC35A1', 'DNAJA2', 'RBP5', 'ABCD4', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12177449909053428
		RMSE:  1.1951653206606205
		NRMSE:  0.20089175544360185
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11829904064371455
		RMSE:  1.227018913081223
		NRMSE:  0.19873326310796913
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  3.924092629293221e-15
		NRMSE:  6.595889649695293e-16
		MAPE:  3.907820142399532e-12
		Pearson Correlation:  0.34775981318808774
		Spearman Correlation:  0.3871671056482295
		Coefficient of Determination:  -1.4368067536951048
		RMSE:  1.811268463613323
		NRMSE:  0.2933608343774615
		MAPE:  845.8307323659675

	Predictor:  ElasticNet
		Pearson Correlation:  0.898959443179695
		Spearman Correlation:  0.8688852574162684
		Coefficient of Determination:  0.7853049427637495
		RMSE:  0.5228609702975946
		NRMSE:  0.08788613287237063
		MAPE:  348.87839600437826
		Pearson Correlation:  0.6073441618365157
		Spearman Correlation:  0.5748024582967516
		Coefficient of Determination:  0.3390415423448063
		RMSE:  0.9433206962437349
		NRMSE:  0.15278427913636342
		MAPE:  399.0666235310807

	Predictor:  RandomForests
		Pearson Correlation:  0.7515071336345002
		Spearman Correlation:  0.7061106573814872
		Coefficient of Determination:  0.5580187995230874
		RMSE:  0.7502000694803628
		NRMSE:  0.12609888045322354
		MAPE:  202.0392104962204
		Pearson Correlation:  0.7619166787462787
		Spearman Correlation:  0.7053409423470881
		Coefficient of Determination:  0.5738321810445988
		RMSE:  0.7574650635143976
		NRMSE:  0.12268230111016773
		MAPE:  128.53550351407577

Protein:  CDH2
x_train_column_count:  474
x_train columns:  ['C19ORF12', 'CHTOP', 'DUPD1', 'MT1B', 'SNORD22', 'TMSB4XP8', 'ACOX2', 'TMEM80', 'CCL26', 'LCE1F', 'XPNPEP1', 'CRX', 'NOL6', 'CMTM8', 'ADAM33', 'ABCA8', 'CLPP', 'ZC3H13', 'IL27RA', 'IL1F10', 'SLCO2A1', 'NUP62CL', 'TCP10L', 'KIFC2', 'GPRC5D', 'RNF44', 'CCDC105', 'ZNF444', 'ATP2B2', 'MOBP', 'PSAT1', 'EED', 'VPS26B', 'AACSP1', 'CCRL2', 'RASSF9', 'DUSP28', 'FADS2', 'TAF1D', 'ZKSCAN3', 'C5AR1', 'MPLKIP', 'RFWD3', 'PTRH2', 'OR52B4', 'SLC25A47', 'ANKRD29', 'PPP2R3A', 'KIAA0513', 'EPS15', 'GFPT2', 'COTL1', 'SRSF4', 'MAGEF1', 'SEMA4B', 'TECPR1', 'REXO1', 'ITM2C', 'OR1I1', 'ZIK1', 'PCM1', 'UBL3', 'MEDAG', 'TTYH2', 'MTCH2', 'ANTXR1', 'KCNK12', 'ZNF527', 'ZNF764', 'SLC25A11', 'MSR1', 'FUBP3', 'TLN2', 'UGT1A4', 'ASUN', 'LOC494141', 'MTG1', 'CLEC14A', 'SNX1', 'PRX', 'CHMP1A', 'TRPM7', 'PARP9', 'DCAF13', 'IL18R1', 'KRTAP13-1', 'SAR1A', 'GLT8D2', 'GHRHR', 'CHST6', 'SLC35G2', 'ADIPOQ', 'IQCF6', 'ZNF649', 'TGFBR2', 'PDCD2', 'ITGB7', 'ARG1', 'FSHB', 'SETD8', 'C7ORF72', 'FOXD4L1', 'SSH2', 'CASP6', 'ZNF648', 'OR1S2', 'SLC1A7', 'FUT6', 'PTGER2', 'ACP6', 'C6ORF141', 'ZBTB24', 'AGPAT3', 'GRM7', 'SEMA3E', 'NR6A1', 'AFTPH', 'OR5L1', 'ST3GAL2', 'MED19', 'IDH3G', 'MAP2K3', 'TMEM102', 'KIAA0930', 'SP3', 'ANKLE2', 'KIAA0754', 'RAP2A', 'RBMXL2', 'SNRPD3', 'LINC00847', 'OR10Z1', 'LINC01550', 'CLEC17A', 'FAM179B', 'STAP1', 'TXNDC16', 'PTCHD3', 'RPIA', 'CFAP20', 'TTC17', 'GFAP', 'WHAMM', 'OR2T2', 'CRYGC', 'SRCAP', 'ADGRG4', 'SLC29A4', 'CTSF', 'MUM1L1', 'CETP', 'SAA4', 'ELAC1', 'OR5K2', 'SPC25', 'PDX1', 'ECI2', 'MBOAT7', 'C5ORF51', 'MMRN2', 'OSBPL5', 'CCDC132', 'CAB39L', 'CCNI', 'BTBD10', 'PLA2G5', 'MGAT4A', 'ISG15', 'SAV1', 'PFDN6', 'IRX1', 'GZMH', 'MUC12', 'CYR61', 'R3HDML', 'ZMPSTE24', 'MFSD6L', 'RBM25', 'OTOL1', 'CRY2', 'CITED4', 'SNORD15A', 'UMODL1', 'SOX10', 'AGAP2', 'KRT25', 'FADS1', 'GSK3B', 'DYNC1H1', 'ACSL4', 'PHF11', 'GJB6', 'ABI1', 'BAAT', 'RTKN', 'USP32P2', 'LIMK2', 'C22ORF42', 'DFNA5', 'SCD5', 'RINL', 'APOB', 'SLED1', 'DNASE2B', 'RBM38', 'HELZ', 'CLTCL1', 'FBXO8', 'AAAS', 'OR4C11', 'WWP2', 'CRB3', 'ELMOD1', 'NTM', 'TDP2', 'FNDC5', 'NPNT', 'UBA3', 'RAD9B', 'RPS23', 'DHX29', 'CD248', 'ATF5', 'SNX12', 'CDH13', 'TMEM251', 'TDO2', 'DKK1', 'FER1L5', 'BRMS1L', 'MYH7', 'WBP1', 'HNRNPAB', 'C12ORF54', 'NKAIN4', 'TYW5', 'LRRC41', 'C8ORF34', 'ICOSLG', 'GFM2', 'SPDYE3', 'ZNF589', 'GLTSCR2', 'CT47A7', 'DYNC1I1', 'STK3', 'TTC30A', 'RARS', 'JSRP1', 'RIPK1', 'PXDC1', 'ZRANB3', 'ZBTB48', 'GEMIN8', 'CACTIN', 'RPE', 'SPATA9', 'TSHZ1', 'RGPD8', 'RCHY1', 'MYSM1', 'HOXB13', 'ERP29', 'NTNG1', 'SLC44A5', 'FEZ1', 'ADGRG5', 'PPP1R12B', 'CRACR2B', 'CNDP2', 'PRH2', 'RANBP3L', 'FLJ16779', 'PRR26', 'OR2V2', 'ATP6V1G3', 'FLNC', 'TMEM169', 'CCDC47', 'GPR35', 'TCHHL1', 'SAMD12', 'RBMXL3', 'SCML2', 'MGST3', 'LCE1B', 'TIMM17B', 'AARS2', 'RAPGEF3', 'ATXN1', 'ZBTB32', 'TCP10L2', 'HIST1H4K', 'ANKS3', 'LSM3', 'FAM20A', 'CCDC88A', 'GPC3', 'CNIH3', 'RGS19', 'DNAJA1', 'RPL8', 'SLC25A46', 'PREB', 'DDR1', 'MT3', 'PPP2CA', 'RASSF10', 'SBF1', 'KLHL23', 'LANCL3', 'FAM69B', 'HBM', 'CENPV', 'KHDRBS1', 'RBSN', 'GGTLC2', 'LOC391003', 'KRTAP13-2', 'ST7-AS1', 'TMED5', 'PSMC1', 'THBS4', 'SYNJ1', 'GRN', 'WDR5B', 'SLC22A16', 'PRUNE2', 'CCDC74A', 'PCDHB9', 'OR4C15', 'CLK3', 'GSTA1', 'STKLD1', 'CCDC103', 'PVALB', 'ZNF300', 'BAG2', 'NINJ1', 'FAM161B', 'DNAH3', 'GCM1', 'C17ORF99', 'SP4', 'WNT8B', 'ATP5EP2', 'CDC42BPG', 'WDR38', 'SDHB', 'ZNF526', 'IL25', 'SEMA6A', 'ACOT7', 'SAPCD2', 'PYGM', 'CST9L', 'PGA5', 'UCP2', 'LOC401052', 'SIRT3', 'GNAI3', 'MAN2A1', 'KIF7', 'AP3S1', 'PTPRS', 'TSPAN19', 'PLOD3', 'H2AFJ', 'UVRAG', 'STH', 'FAM216B', 'CRAMP1L', 'BTBD6', 'MN1', 'INSL3', 'TATDN3', 'MYL7', 'RASSF5', 'DRD2', 'RPL17', 'TRIP10', 'CDO1', 'CBLB', 'ARHGAP12', 'RFNG', 'BCL7A', 'SUSD6', 'ASB16', 'CRTC2', 'NME4', 'GTF2H3', 'RPL32P3', 'ANP32E', 'HAR1B', 'CNR2', 'SCUBE2', 'IFNK', 'HMBS', 'UBE3C', 'ZNF687', 'ADAM28', 'ITGA9', 'OR9A4', 'VPS37D', 'TMEM45B', 'PLIN5', 'ERMARD', 'SETX', 'CELF6', 'CYP2C19', 'ZNF304', 'TMEM74B', 'LCNL1', 'SLC35C1', 'LINC00111', 'KLHL15', 'LETM2', 'AFAP1-AS1', 'KIR2DL1', 'NGLY1', 'ZC3H10', 'KHK', 'CREBRF', 'WNT9A', 'BPIFA4P', 'ENC1', 'RPS6KA3', 'TUBB7P', 'CA9', 'GRM5', 'TAF5', 'EXOSC7', 'BCHE', 'OR5T1', 'CCR5', 'OR9Q2', 'OR5AR1', 'NADK2', 'FAM134C', 'PDILT', 'TRPC6', 'ARL17A', 'LHB', 'IGF2', 'DNAJC5', 'OR2M5', 'UBXN11', 'BHLHE40', 'FAM90A1', 'TLN1', 'ROS1', 'DMGDH', 'GPR158', 'SRGAP2', 'PGM2', 'SECISBP2', 'TRIM34', 'LOC646214', 'GREB1L', 'IQCF5', 'TTN', 'NETO1', 'TMEM107', 'RPL23AP64', 'TRIM32', 'PRSS55', 'OR5D16', 'TEX14', 'POLR2L', 'UGT8', 'PCDHA2', 'CMSS1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004084060130477685
		RMSE:  0.37195168053170635
		NRMSE:  0.13741024893390016
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006474841096328898
		RMSE:  0.3763274359057868
		NRMSE:  0.1942134674644098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  LinearRegression
		Pearson Correlation:  0.9365496747983801
		Spearman Correlation:  0.9220706853307252
		Coefficient of Determination:  0.8771252933649516
		RMSE:  0.1301166088148539
		NRMSE:  0.04806902762779665
		MAPE:  2314.4335668081167
		Pearson Correlation:  0.01737349909360087
		Spearman Correlation:  0.023939127889961956
		Coefficient of Determination:  -105.67262857688182
		RMSE:  3.874279229361859
		NRMSE:  1.9994215974412235
		MAPE:  1356.73187001502

	Predictor:  ElasticNet
		Pearson Correlation:  0.6668661517239727
		Spearman Correlation:  0.6384213435243296
		Coefficient of Determination:  0.38030867600843354
		RMSE:  0.29220604546278867
		NRMSE:  0.1079497890415087
		MAPE:  535.1078107851132
		Pearson Correlation:  0.08875768422968915
		Spearman Correlation:  0.14181055506779827
		Coefficient of Determination:  -0.06945346131965047
		RMSE:  0.3879228528557148
		NRMSE:  0.20019758107845118
		MAPE:  143.297660693331

	Predictor:  RandomForests
		Pearson Correlation:  0.5818154650356756
		Spearman Correlation:  0.5087548077102861
		Coefficient of Determination:  0.17399434640673872
		RMSE:  0.3373595423333355
		NRMSE:  0.12463086233669718
		MAPE:  1064.664401969514
		Pearson Correlation:  0.20341402126108996
		Spearman Correlation:  0.21727148570871138
		Coefficient of Determination:  0.03516297699677862
		RMSE:  0.3684608925445949
		NRMSE:  0.19015373512132677
		MAPE:  103.22672471005367

Protein:  CDH3
x_train_column_count:  75
x_train columns:  ['TMEM180', 'GOLGA7', 'SLC25A52', 'TRAM1L1', 'ZBTB17', 'LRRC10B', 'LINC00483', 'CBX2', 'OSBP2', 'OXCT1', 'PLSCR4', 'HSPBAP1', 'RND3', 'HIST1H4G', 'LETM2', 'BLNK', 'GOLGA8F', 'UBR2', 'PRAMEF5', 'CKS2', 'C22ORF24', 'MTG1', 'SHMT1', 'NAPEPLD', 'SEC14L4', 'WSCD1', 'DAAM1', 'CBX4', 'DAW1', 'ILF3', 'SREK1IP1', 'SNORA45B', 'AHCYL2', 'GPATCH4', 'RNF145', 'UBAP2L', 'ANAPC2', 'IRGM', 'TAPBP', 'TEX43', 'SLC4A10', 'TTC41P', 'DHX29', 'SLC39A14', 'ADCY10P1', 'TCEAL1', 'PHF2', 'IP6K1', 'NUAK1', 'ZDHHC1', 'STRIP1', 'USP35', 'HELQ', 'TTC16', 'MED10', 'FAM26F', 'BEND3P3', 'ENTHD2', 'NDUFV2', 'ZNF800', 'PROL1', 'SHISA7', 'SLCO6A1', 'MYOCD', 'VAMP2', 'SERTAD4-AS1', 'PDE6G', 'MED12', 'CYB561A3', 'PPCDC', 'TBCCD1', 'BCAP29', 'TMEM37', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003025178489952651
		RMSE:  0.20883135309817671
		NRMSE:  0.14651130458142275
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.766266116724594e-05
		RMSE:  0.2045852237570374
		NRMSE:  0.1565890990172577
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  LinearRegression
		Pearson Correlation:  0.5004800527415068
		Spearman Correlation:  0.5073384758546126
		Coefficient of Determination:  0.25048028319214133
		RMSE:  0.18076799972414606
		NRMSE:  0.1268226972302759
		MAPE:  452.3769414188392
		Pearson Correlation:  0.17315353017810547
		Spearman Correlation:  0.43467954345917476
		Coefficient of Determination:  -8.910584321580002
		RMSE:  0.6440378225016199
		NRMSE:  0.4929451917716817
		MAPE:  347.35675923552316

	Predictor:  ElasticNet
		Pearson Correlation:  0.44169514319312825
		Spearman Correlation:  0.4543098648915606
		Coefficient of Determination:  0.17530217763974798
		RMSE:  0.18961707605889924
		NRMSE:  0.1330310069448415
		MAPE:  306.96280765345824
		Pearson Correlation:  0.44819461869316857
		Spearman Correlation:  0.5059799043995707
		Coefficient of Determination:  0.1806473359137436
		RMSE:  0.18518132088862438
		NRMSE:  0.1417373926633737
		MAPE:  223.5955380469684

	Predictor:  RandomForests
		Pearson Correlation:  0.5327987289886476
		Spearman Correlation:  0.5331082717456519
		Coefficient of Determination:  0.21675147408423412
		RMSE:  0.18479057403847393
		NRMSE:  0.12964484343497357
		MAPE:  294.1121007742888
		Pearson Correlation:  0.46366584448903486
		Spearman Correlation:  0.4963320651643743
		Coefficient of Determination:  0.17755828506497884
		RMSE:  0.1855300696002618
		NRMSE:  0.14200432419213155
		MAPE:  282.7610370516241

Protein:  PTEN
x_train_column_count:  886
x_train columns:  ['FAM223B', 'NME2P1', 'ACSL4', 'PMP22', 'HLTF', 'ZMAT3', 'LRRC42', 'GUCY1B3', 'ANKRD37', 'FKTN', 'IL17D', 'MYLK2', 'RD3', 'S100A1', 'GGT3P', 'TNNT3', 'SMOC2', 'S100A9', 'UBE2W', 'BLK', 'LYPLA2', 'SRI', 'PCMTD1', 'OR8D2', 'ZNF705D', 'ZC2HC1B', 'KRBOX4', 'PNMT', 'KRTAP19-3', 'GAGE2B', 'MARCKS', 'NACC2', 'ZNF140', 'GALNT2', 'ABCB8', 'MYL4', 'FOXR2', 'OR51G1', 'SLAMF1', 'CAMK2B', 'MMP10', 'ROBO3', 'NUDT18', 'TMED7', 'TNFAIP8', 'SBNO1', 'RGP1', 'MX2', 'ZNF252P', 'MFAP3L', 'BAGE', 'CDKN3', 'LACC1', 'C10ORF71', 'HSF2BP', 'LINC01587', 'FSIP1', 'PTP4A1', 'PSMC1', 'ACD', 'DNPEP', 'CCDC176', 'PANK3', 'DRAIC', 'OR51F1', 'GJA5', 'TCAF2', 'CNN2', 'KRTAP9-8', 'DMRTB1', 'SNRPD2', 'ATE1', 'RMST', 'MCM3AP-AS1', 'ODF3B', 'RPL23AP64', 'SLC22A2', 'POU2F3', 'GRPEL2', 'EDIL3', 'TP53INP2', 'NNAT', 'ANKRA2', 'DOCK11', 'CCDC185', 'XKR7', 'FAM120AOS', 'ALS2CL', 'EN1', 'ADCY10P1', 'ZSCAN12', 'SNHG20', 'PAEP', 'GPX6', 'SKIDA1', 'DDX56', 'PAX2', 'SMIM11', 'OSBPL7', 'ARPP21', 'ADGRG4', 'RNASEH2C', 'ZNF717', 'PCDHGA10', 'RECQL4', 'GUCY1B2', 'PHKB', 'TSPAN14', 'RSU1', 'REXO1L1P', 'LPCAT3', 'SNORA53', 'PROC', 'OSGIN2', 'ELK4', 'NKAPL', 'SLC6A1', 'NBEAL1', 'CNTFR-AS1', 'HIP1R', 'STOM', 'ZNF668', 'CMTM1', 'LINC00596', 'NLGN4X', 'C1ORF174', 'PGP', 'LBHD1', 'RABGGTA', 'VPS37B', 'XKR3', 'ANO8', 'MFF', 'CALY', 'SMAD1', 'SLC7A5P1', 'AZIN1', 'SYTL3', 'SLC25A51', 'NARS', 'OR6B1', 'MATR3', 'SFTPC', 'FAM60A', 'ZSCAN29', 'FAM138E', 'STUB1', 'FBXL12', 'PSMD5', 'LRRC14', 'VWA5B1', 'LIMK1', 'SUSD2', 'OR6C1', 'KLHL20', 'ARG1', 'CLMP', 'GOLGA8G', 'METTL23', 'OR51B2', 'GLCCI1', 'FAM63A', 'RNFT2', 'VLDLR', 'RNF121', 'ZFAND4', 'SELPLG', 'SEZ6L2', 'ZNF609', 'KCNJ1', 'AEBP2', 'TMEM132B', 'KRT27', 'OR1L8', 'FAM26E', 'ZNF491', 'CFAP43', 'C8ORF46', 'HPRT1', 'ADH7', 'SIPA1L1', 'TMCO5A', 'SLC35A5', 'FBXO41', 'NALCN', 'NAIP', 'TTLL10', 'ZNF137P', 'ZNF182', 'IL17A', 'NEFM', 'HIF1A', 'HACD1', 'LRRTM4', 'KLHL3', 'ELOVL1', 'IL2', 'DAAM2', 'IRF2BPL', 'ZC3H14', 'MLH3', 'TMPRSS5', 'IGSF8', 'KCNE5', 'MAN2B2', 'ADAMTS5', 'SDC3', 'UGT1A6', 'TRAPPC11', 'KIAA1143', 'ANKHD1-EIF4EBP3', 'QTRTD1', 'RSRC1', 'EML6', 'LINC00479', 'PLEKHA8', 'LRTOMT', 'GABRB2', 'MAT2B', 'DOCK10', 'MPLKIP', 'POU3F2', 'EWSAT1', 'SMCO2', 'ZNF33A', 'ZBED9', 'RAB40A', 'GRM5', 'CHAMP1', 'MFAP5', 'ZFYVE28', 'FOXO3B', 'MRPL2', 'BIRC3', 'MRPL9', 'AGA', 'CCR5', 'TBP', 'ARHGAP5-AS1', 'ZPR1', 'TEX13B', 'B9D2', 'GNG13', 'C1ORF168', 'OTOL1', 'NDUFB2-AS1', 'FAM74A1', 'NOTCH3', 'KGFLP1', 'ELK3', 'PITPNM3', 'OR5AR1', 'SNORA54', 'FBXL6', 'EPB41L4A', 'SAMD5', 'MEIS3P1', 'ROBO4', 'SNAP91', 'TDG', 'ZNF641', 'NFIB', 'KCNA2', 'PSG2', 'SDHAF3', 'SACS', 'PAH', 'PIAS3', 'NME1', 'WFDC13', 'SUPT4H1', 'EGFL6', 'SYCE3', 'CACTIN', 'KLF12', 'MDFI', 'OR3A1', 'PARPBP', 'UGT2B7', 'CYP4F8', 'C8ORF74', 'TMEM63A', 'LINC00917', 'ZCCHC14', 'ZNF484', 'MICU3', 'ZNF595', 'LUZP1', 'RPS10', 'KRT26', 'GLYATL1', 'DOCK7', 'HSFX2', 'SFTA3', 'OR5M1', 'PACSIN2', 'CCDC85C', 'APPL2', 'C1ORF226', 'FIRRE', 'GCNT4', 'PIGA', 'CATSPER3', 'LINC01553', 'ZNF77', 'TMEM52B', 'TCHP', 'CHP1', 'LAMA4', 'DEFB131', 'STRADB', 'ITGB5', 'EIF3A', 'BTBD10', 'DTWD2', 'VPS13D', 'TBX19', 'PRDM4', 'RP9P', 'VPS4A', 'TMED10', 'RFK', 'OSTC', 'RPRM', 'FBXW10', 'TMEM205', 'LINGO2', 'ZC3H8', 'USP51', 'NUDT8', 'C1D', 'ABCC13', 'FHL5', 'SLC44A4', 'SYT8', 'DUSP23', 'TSHZ1', 'LINC00092', 'TCAIM', 'FAR2', 'LSMEM2', 'SMARCA4', 'TMEM185A', 'MBNL1', 'XRCC5', 'ZNF75D', 'PRUNE', 'COMMD4', 'PSMG3-AS1', 'FFAR4', 'ZNF763', 'MCM4', 'SOD2', 'OR13A1', 'MXD4', 'ZNF674', 'APOA4', 'NME9', 'TCEAL1', 'LCE1C', 'LNPEP', 'TIMMDC1', 'PGF', 'UNC119B', 'USP27X', 'HAP1', 'FLJ16779', 'SH3BGR', 'SUGCT', 'CTAGE1', 'TBC1D28', 'GPR182', 'NUSAP1', 'MAP3K11', 'XCR1', 'ADIG', 'FERMT3', 'EPDR1', 'SIGLEC9', 'PTX4', 'LINC00961', 'RRAGD', 'UPK3B', 'CST4', 'PTENP1', 'RTN1', 'OR2A12', 'FAM76B', 'TIAM2', 'C4ORF48', 'FBN2', 'PPAPDC1B', 'CCDC67', 'HACD2', 'GML', 'PSMD12', 'FRMD3', 'C20ORF194', 'VWA5B2', 'IL22RA1', 'STAT2', 'RGS9', 'SYT1', 'PDCD6', 'GAGE12D', 'LINC00314', 'ARHGEF19', 'C4ORF22', 'C5ORF52', 'MYNN', 'OR11H12', 'KPTN', 'OR4K17', 'GJD3', 'GMCL1', 'IMMT', 'CCIN', 'LOC100272216', 'RSC1A1', 'CCDC7', 'NDUFV1', 'WDFY1', 'POLB', 'SULT2B1', 'PAX8', 'GMFB', 'C19ORF54', 'RNF111', 'TRIM16', 'SLC14A2', 'ZNF486', 'INSL5', 'SPACA3', 'IGF1', 'ANKHD1', 'FBXL14', 'MBD3L2', 'SPNS2', 'FZD6', 'MIDN', 'MED11', 'ABHD13', 'L2HGDH', 'RSPO1', 'H2BFWT', 'PCDHA9', 'ZIC1', 'HMOX1', 'KIAA1107', 'DCLRE1A', 'LOC100129034', 'OMP', 'FBXL19', 'GALNT6', 'WDR49', 'GPR173', 'NIPA2', 'GHRHR', 'MUC4', 'ACTR1B', 'COLQ', 'RBP3', 'SLC45A3', 'KIF26A', 'CNOT4', 'SLC12A9', 'IMPA1', 'BTNL9', 'LINC01011', 'HCRT', 'RASEF', 'GOLM1', 'SCRN1', 'FAM196B', 'MMEL1', 'ANKRD53', 'THEM6', 'ZYX', 'NCOR1P1', 'ERCC2', 'TMEM206', 'DDIAS', 'ZNF131', 'ADAM29', 'ARHGEF18', 'DAPK2', 'ITPK1', 'WNT8B', 'PDE11A', 'CCNB3', 'NAB1', 'SLC7A2', 'CBWD2', 'GPR162', 'ZEB1-AS1', 'STAC2', 'SSH2', 'GPRASP2', 'AFP', 'LIN7C', 'HFE2', 'USP4', 'UEVLD', 'HHLA3', 'GSK3B', 'FAF1', 'PPIA', 'ATRAID', 'KLHL30', 'LMOD2', 'TMEM14B', 'SETDB2', 'NLRC3', 'RPL13AP17', 'OR5T2', 'PRORSD1P', 'ARRDC5', 'FNDC4', 'SLC25A2', 'NDRG2', 'ACBD6', 'SCRN3', 'BCYRN1', 'SHROOM4', 'TPRN', 'NID2', 'PRB1', 'NUDT13', 'SNAR-I', 'RAB9A', 'SLC22A18AS', 'ALOX5', 'PAX6', 'ZNF766', 'MFSD5', 'WFDC2', 'DOCK9', 'PIGU', 'PTPN12', 'TRPV1', 'GANC', 'SEMA3G', 'TMEM184A', 'PRR22', 'CXORF40B', 'GP9', 'SUFU', 'CDKN1A', 'VOPP1', 'THPO', 'PABPC1L2B', 'PLXNB1', 'CXADRP2', 'MRPL21', 'GCSAM', 'GDPD5', 'APOA5', 'CRISP1', 'GSDMA', 'OR2M7', 'BEX1', 'C8ORF33', 'INTS4P2', 'ZNF180', 'USP47', 'LPAL2', 'EIF2B5', 'LINC00710', 'CADM2', 'PRLR', 'RTN4R', 'SF3A3', 'C1QTNF6', 'TECR', 'BRDT', 'MSTO2P', 'RNASE8', 'CIC', 'GCM2', 'KRTAP1-5', 'ATAD2B', 'MYSM1', 'MYOC', 'SMCR8', 'CKLF', 'C3ORF52', 'PRSS42', 'POTEC', 'ANKRD30BL', 'PCSK1', 'SMPD3', 'CREBZF', 'FGF14', 'ANKRD26P1', 'RFXAP', 'NEURL4', 'HNF1A', 'WDR1', 'TAF7L', 'CYP1A2', 'ISCA1P1', 'SNX7', 'NPY1R', 'AKR1E2', 'CDC40', 'ANKRD22', 'ITPKA', 'HAUS7', 'TRAK2', 'SNORA14A', 'ARHGAP19', 'RILPL2', 'TSPAN8', 'PCDHA7', 'CMSS1', 'NDUFAF2', 'BCAS1', 'GARS', 'RPL26L1', 'SMARCAD1', 'TSC22D4', 'TCP11', 'MRPL16', 'ZEB1', 'STAG3L3', 'MYT1', 'MYOM3', 'ZNF565', 'RCAN2', 'GNL3', 'PAPOLA', 'NFE2L3P2', 'ABCC5', 'PRPS1L1', 'HILPDA', 'ATR', 'ACVR1', 'BCL2', 'MAML1', 'FAF2', 'ARHGEF39', 'DNM1P46', 'LOC100287704', 'PAK4', 'ANGPT1', 'N4BP3', 'POP1', 'ARHGAP22', 'ECM2', 'SNX8', 'TCTEX1D1', 'DLEU2L', 'PKP4', 'LRRC27', 'RAB6C', 'ASAP3', 'PLLP', 'CBLN3', 'PCM1', 'POLR3D', 'DBF4B', 'DST', 'RHPN1', 'TGM5', 'SNORA80A', 'CUBN', 'KLHL33', 'NGLY1', 'CDH16', 'TCEA2', 'RRN3P2', 'AMDHD2', 'CD5', 'CYP24A1', 'CHD7', 'ZNF791', 'DCANP1', 'SCIMP', 'GALNS', 'ZBTB16', 'PSG7', 'TBC1D24', 'NEFL', 'BARD1', 'OR2W3', 'MCM6', 'SLC16A6', 'BAAT', 'RALB', 'MCTS2P', 'HAO1', 'BTBD18', 'GLRX2', 'PDSS1', 'ADAD2', 'VPRBP', 'RNF207', 'TNNC2', 'FAM212A', 'OR5K2', 'SPANXN4', 'PLD4', 'PPAP2B', 'PRAMEF9', 'NDUFB7', 'TRPC4AP', 'GSG2', 'NUDT7', 'SPCS2P4', 'MFSD10', 'SLC18A3', 'ECHDC1', 'SERPINA5', 'TRIM13', 'PBDC1', 'SLC6A4', 'LYPD8', 'PRKCH', 'ADCY5', 'NBEAP1', 'FDX1', 'DCTN4', 'WBSCR27', 'RARRES2', 'CDC14C', 'NUCKS1', 'ALDH1L1', 'FLJ23867', 'OR4C3', 'MDM4', 'RGL4', 'PPAPDC2', 'MOGAT1', 'ADGRB1', 'PLA2G12A', 'CCDC141', 'DUXA', 'TRIM14', 'ATG16L1', 'OR4A47', 'KCTD2', 'ZP2', 'SLC9A3', 'LINC00482', 'YKT6', 'AQP7P1', 'RRM1', 'DKFZP779M0652', 'TCF20', 'TMUB2', 'GJA4', 'SDPR', 'FAM71F1', 'TNRC18', 'GOLT1B', 'CES4A', 'DMBT1', 'MAFA', 'NEURL3', 'CACNA1C', 'PES1', 'DNAJC18', 'DNASE1', 'SPICE1', 'EMP1', 'TMED7-TICAM2', 'MS4A14', 'HCN2', 'NR1H4', 'PDDC1', 'NDUFA5', 'NOS1AP', 'MIMT1', 'RALY', 'APOF', 'NME6', 'TP73', 'PGGT1B', 'CTSV', 'EPB41L4A-AS1', 'C17ORF62', 'TNNI3', 'ASB10', 'UGT2B10', 'ATXN3L', 'SPINK1', 'SYNDIG1', 'SNORD115-7', 'MBD3L5', 'KARS', 'NT5C2', 'MINA', 'TMEM39B', 'MTG1', 'KIF20B', 'RSPH4A', 'ARID2', 'OSBPL1A', 'UCA1', 'HEATR1', 'MESDC1', 'ZG16', 'OR6P1', 'PSME4', 'ARRB1', 'COLEC10', 'YAF2', 'TIMM10', 'TMEM176B', 'BRMS1', 'RNF8', 'UGT8', 'FLG', 'CHMP4A', 'CHD5', 'SLC37A3', 'TBC1D10B', 'GUCY2GP', 'NBR1', 'MNS1', 'TPM4', 'ITLN2', 'RGS17', 'SEMA6A', 'SERF1A', 'IGSF1', 'GDI2', 'C1QTNF8', 'CD14', 'TAS2R38', 'HOXA4', 'MRPS10', 'ALDH8A1', 'BST2', 'RPL22L1', 'LINC00896', 'FAM83H', 'LOC440173', 'ADAM5', 'TMPRSS11D', 'SYK', 'C5ORF38', 'TP73-AS1', 'SCRT2', 'CNBD1', 'FAM222A', 'ASB11', 'NPRL3', 'FAM96B', 'EP400', 'ZNF121', 'PELI1', 'MYEOV2', 'OGFOD3', 'NUDT3', 'BMPR1A', 'CC2D2B', 'CDK1', 'CNDP1', 'HAS2-AS1', 'HOXB9', 'MFSD1', 'KIAA0087', 'MEFV', 'CLK3', 'OR1G1', 'TBPL1', 'A1BG', 'SLC6A20', 'SLC9A8', 'ZNF696', 'ACTL7B', 'PIGK', 'NEK4', 'EDDM3B', 'E2F5', 'SNHG10', 'CASP2', 'ZMIZ1-AS1', 'DYNC1I2', 'MTHFD2L', 'LINC00938', 'LOC730668', 'DDX11L2', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.042477457330321045
		RMSE:  0.639641264822803
		NRMSE:  0.10001427016227082
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.028094267476815427
		RMSE:  0.5035947533045023
		NRMSE:  0.16597282753427667
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.458230587102
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389449
		RMSE:  0.49877990548911916
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809618

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  2.4742992690818102e-15
		NRMSE:  3.868812866987429e-16
		MAPE:  3.260442755045875e-12
		Pearson Correlation:  0.1187254056652908
		Spearman Correlation:  0.11246219880987222
		Coefficient of Determination:  -3.6293522596078516
		RMSE:  1.0686237997484402
		NRMSE:  0.35219293380411315
		MAPE:  652.4815005629538

	Predictor:  ElasticNet
		Pearson Correlation:  0.847652526433774
		Spearman Correlation:  0.812153743959069
		Coefficient of Determination:  0.6809290045344282
		RMSE:  0.35387248903157914
		NRMSE:  0.0553314813590148
		MAPE:  532.6129655284977
		Pearson Correlation:  0.35402623104912667
		Spearman Correlation:  0.44996585698956204
		Coefficient of Determination:  -0.17306797770316895
		RMSE:  0.5379306843601102
		NRMSE:  0.17728913201506497
		MAPE:  307.4705975440718

	Predictor:  RandomForests
		Pearson Correlation:  0.6169558124476396
		Spearman Correlation:  0.5650485155816939
		Coefficient of Determination:  0.3147661214376486
		RMSE:  0.51858810436958
		NRMSE:  0.08108640518639355
		MAPE:  303.3195027125803
		Pearson Correlation:  0.29743410775665713
		Spearman Correlation:  0.3151539398649266
		Coefficient of Determination:  0.07895830568492479
		RMSE:  0.47665524170960766
		NRMSE:  0.15709420661446433
		MAPE:  188.83766722817342

Protein:  BRCA2
x_train_column_count:  363
x_train columns:  ['ZNF17', 'PITPNM2', 'TPP2', 'WFDC10B', 'WFDC3', 'LIF', 'LYPD3', 'SPACA3', 'CRP', 'PFKP', 'ZNF213', 'RPS9', 'CTNNBIP1', 'SART1', 'DIMT1', 'BAK1', 'CSTA', 'MAGED2', 'UPP1', 'CMTM5', 'GALT', 'RPSAP52', 'ABCC11', 'TRAF7', 'GPR156', 'LOC399815', 'PDZD8', 'FBXO38', 'ACTR3C', 'LINC01020', 'SHROOM4', 'GSPT1', 'DHX37', 'WDR87', 'FBXL12', 'GPR101', 'DNAH12', 'SDHAF1', 'UBR5', 'HOXA13', 'TONSL', 'OR2M2', 'PLEKHG6', 'LINC00950', 'SYCP1', 'DDX19B', 'ADAMTS18', 'SCYL3', 'CMTR2', 'INS-IGF2', 'TGM4', 'HFM1', 'SLC39A3', 'CASKIN1', 'LILRA3', 'TMEM37', 'TEX9', 'TAF4', 'MTUS1', 'ANKDD1A', 'ONECUT2', 'ABCC6P1', 'RPL13P5', 'ASIP', 'OTOP2', 'C2ORF81', 'TMPRSS6', 'PRB1', 'ATG10', 'ZNF700', 'DEFB109P1', 'COL5A3', 'INPP5B', 'DMP1', 'NFKB1', 'BLZF1', 'HIPK3', 'MST1P2', 'ZNF618', 'RGPD1', 'CYLC1', 'CLDN19', 'CRYM', 'TSR1', 'LRRC75B', 'ATG9B', 'SLC43A2', 'BIRC5', 'TMEM173', 'WBP11P1', 'INPP5E', 'CCDC101', 'LRRC8C', 'C1QTNF8', 'RGS14', 'PEA15', 'GGTLC2', 'GPR18', 'FAM160B2', 'SIX2', 'FASTKD2', 'SEMA3F', 'SUV39H2', 'RNF185', 'FOPNL', 'PGLS', 'GATAD2B', 'MANBA', 'DENND2C', 'TNFSF13B', 'RPL7A', 'ZBP1', 'MAGEC1', 'ACMSD', 'LARS', 'ACOT4', 'SDK2', 'OSBP', 'SKIL', 'DBNDD1', 'ARRDC4', 'FLJ23867', 'FGD3', 'RTN3', 'BRSK1', 'GNL1', 'FAM131C', 'LRRN2', 'TRPM7', 'UBAP2L', 'NKX6-3', 'VAPB', 'UGT2A1', 'PDCD6', 'HMBS', 'PSG10P', 'CPNE9', 'APBA3', 'ANXA10', 'RABGGTB', 'KXD1', 'LAIR2', 'NMD3', 'RTP5', 'PGAM4', 'CNTNAP4', 'GSTTP1', 'CREB5', 'NME5', 'KCTD11', 'STAU2', 'S100A6', 'SLC47A1', 'AXIN1', 'LINC00304', 'OR4X2', 'NFE2L3P2', 'NFKB2', 'BAGE', 'CSNK1G3', 'NOL9', 'C3P1', 'CYP3A4', 'KIF21A', 'LEAP2', 'KRT81', 'PRPS1L1', 'PRAMEF2', 'PPARA', 'C1ORF64', 'ITGAL', 'MYLK2', 'PEX26', 'GUCY1B3', 'OXTR', 'ASAP3', 'SORT1', 'MIR7-3HG', 'GDF3', 'DDTL', 'CENPC', 'RNASE13', 'ZBED8', 'ZNF333', 'LY6G6D', 'METAP2', 'SYT5', 'OSBPL10', 'C1QA', 'ZNF492', 'OR12D2', 'PRKY', 'TMCO4', 'CCNA2', 'CAMK1D', 'NINJ1', 'ICAM3', 'BPIFB4', 'NCOA5', 'RNF222', 'PPP1R3A', 'CYSLTR2', 'EPHB6', 'RPS3A', 'STOX1', 'MEN1', 'XPNPEP1', 'PCLO', 'SNHG20', 'NSDHL', 'KRTAP9-4', 'GOLT1B', 'MTHFD2L', 'PTBP1', 'SCX', 'OR1L4', 'PDC', 'NRADDP', 'TMEM45A', 'TMEM105', 'SAMD14', 'ADGRG5', 'TMPRSS11B', 'C11ORF53', 'APOA1', 'RPS2', 'TRAM1', 'LINC00957', 'ELMOD1', 'HMGCS2', 'TLR1', 'TNFRSF17', 'DNAJB9', 'TBXAS1', 'SPON2', 'CBLL1', 'PRDX2', 'C7ORF61', 'TAAR9', 'HSPA7', 'OR4D9', 'MPND', 'SCTR', 'HSD3B2', 'EXOSC3', 'ACHE', 'ZFP42', 'OTUD5', 'COMMD5', 'PTPRK', 'LYRM1', 'UBE2W', 'PPP6R2', 'EGFR', 'TM4SF4', 'DCTPP1', 'MACROD1', 'ZSCAN29', 'SCNN1B', 'PHF1', 'MAML1', 'TMEM220', 'UBE2U', 'LOC100132831', 'C11ORF68', 'NOP14', 'ST6GALNAC6', 'BRINP3', 'MIS18A', 'DROSHA', 'CPE', 'GSS', 'PLCB4', 'TOX3', 'CLEC4M', 'LRP2', 'C10ORF55', 'BCL6', 'MED25', 'RIOK2', 'CNTRL', 'PPIB', 'KRTAP10-10', 'CPOX', 'DNAJB12', 'MYBL2', 'DBNDD2', 'DUXA', 'MAPT-AS1', 'ACTR1B', 'TUBA1C', 'ZNF678', 'MASP1', 'NUP37', 'EDN1', 'AARS2', 'ZBTB34', 'ZNF608', 'HMOX2', 'BREA2', 'C1ORF204', 'FAM84A', 'IGF2BP2-AS1', 'OR1J4', 'C17ORF50', 'SLC20A1', 'C2ORF16', 'EEF1G', 'WFDC10A', 'ST7', 'FAM99A', 'ASPG', 'RBM4B', 'PLCB1', 'SCN4A', 'DDX5', 'MEP1B', 'PCDHGB1', 'AIG1', 'PROM1', 'ZNF211', 'YTHDF1', 'SMARCAL1', 'GRIK5', 'SLC22A17', 'TPCN2', 'GSTK1', 'IRX4', 'LRRC16A', 'SLC16A3', 'KIAA1644', 'FAM157A', 'LSS', 'RBM10', 'IST1', 'MORF4', 'MYH14', 'FZD4', 'UBQLN1', 'HMGB3', 'NRN1L', 'DTX3', 'P2RY1', 'METTL25', 'ZNF556', 'IRF2BPL', 'OR8K3', 'AAGAB', 'ZNF343', 'TMEM254', 'CCT5', 'LMBRD2', 'CDK17', 'SCGB1B2P', 'SUPT16H', 'RPL10L', 'NDUFS2', 'EFHC1', 'FER1L6', 'RPIA', 'HMBOX1', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026562361008646285
		RMSE:  0.19787350383771835
		NRMSE:  0.12800221484333532
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00017758204834872338
		RMSE:  0.18475106890837595
		NRMSE:  0.18489898809885505
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  LinearRegression
		Pearson Correlation:  0.8566048013409039
		Spearman Correlation:  0.8210698826435467
		Coefficient of Determination:  0.7337717856802892
		RMSE:  0.10196207241077909
		NRMSE:  0.06595815430296346
		MAPE:  208.2641213866098
		Pearson Correlation:  0.09918089065048849
		Spearman Correlation:  0.02816801795926633
		Coefficient of Determination:  -5.530106543663289
		RMSE:  0.4720723189501546
		NRMSE:  0.47245027917349347
		MAPE:  1111.0833233757319

	Predictor:  ElasticNet
		Pearson Correlation:  0.5242006579508787
		Spearman Correlation:  0.49227989215439916
		Coefficient of Determination:  0.21763339365248557
		RMSE:  0.1747900743375437
		NRMSE:  0.11306979567201668
		MAPE:  178.08359389127733
		Pearson Correlation:  0.24844709257429487
		Spearman Correlation:  0.23697473048345888
		Coefficient of Determination:  0.04716448658666961
		RMSE:  0.18032559318121455
		NRMSE:  0.18046996915653982
		MAPE:  123.48194227638835

	Predictor:  RandomForests
		Pearson Correlation:  0.6127891925488236
		Spearman Correlation:  0.5169305814205791
		Coefficient of Determination:  0.17292244709579263
		RMSE:  0.17971516729825082
		NRMSE:  0.11625578467535923
		MAPE:  157.2623396401572
		Pearson Correlation:  0.28325753541535564
		Spearman Correlation:  0.28682358650834233
		Coefficient of Determination:  0.05531389453716573
		RMSE:  0.17955279320938095
		NRMSE:  0.17969655044974076
		MAPE:  117.60780966928235

Protein:  CDKN2A
x_train_column_count:  614
x_train columns:  ['PLET1', 'FRAS1', 'LANCL3', 'GIGYF1', 'DGKK', 'MED27', 'RHOU', 'TEX11', 'KIF21A', 'KRTAP5-7', 'CCDC18', 'FAM183CP', 'TRIP12', 'MTUS2', 'CYP46A1', 'ERMP1', 'OR5D13', 'LOC727896', 'GOLT1B', 'GOLGA2', 'RIPPLY3', 'TRIB1', 'CLEC18A', 'LINC01138', 'CA5B', 'MITF', 'DNAAF3', 'SSR2', 'SPATA20', 'CBX7', 'TMC1', 'ALDH5A1', 'CDKN2B-AS1', 'TMED6', 'GNRHR', 'LRTM2', 'APAF1', 'WDR74', 'PEX13', 'ZNF260', 'CCND3', 'PCCB', 'BCL7B', 'RNASET2', 'SNHG11', 'SLC25A32', 'ANKRD20A11P', 'CHD4', 'LINC01558', 'GLIPR1L2', 'DIRC1', 'TRIP6', 'KPNA2', 'RGS14', 'ZFAT-AS1', 'PRIM1', 'MTA3', 'HAS2-AS1', 'PRINS', 'AP5Z1', 'SLAMF6', 'SP1', 'STK24', 'HLA-A', 'PRKACA', 'SCN3A', 'FAM167A', 'HSD17B1', 'FAM21A', 'HTATIP2', 'NBL1', 'SCAMP2', 'GCSAML-AS1', 'ABCB6', 'FAM181B', 'HIST1H2BL', 'KCNC4', 'C7ORF66', 'PREB', 'CYHR1', 'LCK', 'PLEKHN1', 'HMGCS2', 'HYPK', 'ERICH1', 'CA7', 'TMEM104', 'KLC4', 'HAUS6', 'CMTR1', 'WDR63', 'ZNRD1-AS1', 'DDX26B', 'WAPAL', 'CRYBB2', 'WASH2P', 'TSPAN2', 'TSPO2', 'ADAMTSL3', 'EFCAB5', 'GCNT4', 'PIGF', 'HIST1H2BO', 'CTNS', 'PSMD6', 'MAGEB16', 'CCDC74A', 'PSG8', 'SLC19A1', 'JAG1', 'PDZD4', 'CCDC149', 'GTF2E1', 'DHRS11', 'TRAIP', 'JAK3', 'ZNF281', 'GFRA1', 'SCMH1', 'ARMC4', 'CARNS1', 'NOP10', 'PPP1R11', 'CECR5', 'FAM66E', 'ADH7', 'APOE', 'ALS2CR12', 'CSPG4', 'DKFZP434L187', 'CCDC40', 'OR13G1', 'MAPK11', 'EIF3G', 'KCNH4', 'OR11L1', 'FBXL7', 'MND1', 'TSHZ2', 'SPN', 'PPFIA3', 'SEC22B', 'CYP7B1', 'MSRB1', 'SLC9C2', 'AP3D1', 'OR52D1', 'BIN3', 'COL3A1', 'NR0B2', 'FEN1', 'CR1', 'TMEM131', 'TAS1R2', 'PWRN2', 'KLHL41', 'LRRFIP2', 'SLC22A8', 'DICER1-AS1', 'FAM53A', 'KEAP1', 'C20ORF27', 'DEDD', 'SLU7', 'GTF2IRD2B', 'PHKB', 'TMEM88', 'C2ORF72', 'TRIO', 'KDELC1', 'AFF4', 'C4BPA', 'PLRG1', 'TLN2', 'C1QB', 'RNF138P1', 'CYP26B1', 'WIBG', 'BRINP3', 'RPH3A', 'ZNF713', 'VWA5A', 'UGT2B11', 'ABCC12', 'MRPL4', 'MTG2', 'CHST7', 'CENPH', 'ISCA1P1', 'RFNG', 'RANBP6', 'AQP3', 'ZNF501', 'SPAG17', 'ANKRD52', 'ZSCAN25', 'RBM25', 'MYT1', 'NGRN', 'TWSG1', 'VHL', 'PRSS54', 'FAM13A-AS1', 'ATP6V0A1', 'MYLPF', 'GRINA', 'VPREB3', 'FAM180B', 'B3GNT8', 'HDAC9', 'KIAA0226L', 'C6ORF1', 'COBLL1', 'TMEM132A', 'CLDN17', 'PLEKHG1', 'ZNF383', 'FCGR2A', 'HOXD10', 'DNAJC5B', 'XDH', 'VEZT', 'CCDC132', 'AGR2', 'FOXD4L3', 'C22ORF15', 'TPRXL', 'NDUFB6', 'C4ORF27', 'DUSP15', 'TEX29', 'CLK3', 'HABP2', 'LIG1', 'ITSN2', 'RRP7A', 'TBCC', 'HNRNPA1P33', 'FAM96B', 'STON1-GTF2A1L', 'C16ORF13', 'LCAT', 'KLHL12', 'HLA-DOB', 'EP300', 'TRIB3', 'ABCA1', 'SPINK8', 'C15ORF40', 'PCTP', 'HAVCR1', 'STEAP2', 'TRNP1', 'INTS4', 'MTSS1', 'SEC22A', 'SLC23A3', 'MT1E', 'DNTTIP2', 'MAFK', 'HAUS8', 'ERI2', 'APTX', 'AMIGO2', 'HBB', 'CCDC65', 'ARHGAP44', 'FBN3', 'CARD11', 'JSRP1', 'FAM110C', 'GDF2', 'DEPDC5', 'PTGFR', 'DEFB118', 'TMEM132E', 'DENND1B', 'C16ORF82', 'LMBRD1', 'FAM20B', 'SH3GLB2', 'PCSK9', 'SORCS3', 'MDFI', 'CX3CL1', 'KCNU1', 'AREG', 'PRSS58', 'WDFY1', 'ACBD5', 'FOXD4L5', 'CD2AP', 'RBFA', 'SNORA12', 'C9ORF163', 'PSD', 'C3ORF36', 'APOA1BP', 'BCKDHB', 'OR11H6', 'CD209', 'PNLDC1', 'TMEM14B', 'HOOK3', 'HNRNPH1', 'TTC30A', 'GCC1', 'SNORA56', 'GRIN3A', 'RHBDD2', 'LRRC30', 'USP34', 'ANKRD30BP2', 'EIF4A3', 'TRUB1', 'CDCP2', 'IL9', 'FSD2', 'SLC52A2', 'ZNF195', 'LOC145783', 'ZNF821', 'SUOX', 'HADHA', 'SGCG', 'ATP12A', 'LGALS1', 'RPS14', 'CHGB', 'TDRD5', 'CACNA2D2', 'OR5D18', 'RAB4A', 'DHX34', 'LINC00950', 'TRABD2A', 'IKBKE', 'XKR9', 'GSTM2', 'CD320', 'PCAT18', 'SUZ12P1', 'OR2T35', 'TMEM50A', 'RPL23AP7', 'E2F7', 'CASKIN2', 'CYB5D1', 'ST7-OT3', 'KRTAP5-5', 'GNG3', 'GALC', 'EPHB6', 'CAPG', 'RTCA', 'C20ORF24', 'GPHA2', 'ARL14EP', 'LAMTOR3', 'UBE2QL1', 'SCGB1D4', 'ZNF646', 'LINC01550', 'REST', 'FAM182A', 'ADGRF2', 'PLA2G16', 'C21ORF58', 'ITGBL1', 'ZYG11A', 'RSF1', 'CYP4V2', 'FAM86HP', 'TMEM150C', 'RPRD1A', 'CDC27', 'FAM66C', 'IKZF4', 'MGC27382', 'ZNF530', 'SFTPC', 'DNMT1', 'USP17L2', 'ZFP28', 'SMIM7', 'PAN2', 'C19ORF40', 'KIR3DL3', 'FNIP1', 'RAB26', 'FOXI1', 'AIG1', 'HSP90AA1', 'LOC730101', 'IQCA1', 'MAPRE3', 'CYP19A1', 'GBP7', 'CAMKV', 'GPC5', 'ZRANB1', 'CYP2S1', 'AGMO', 'KAT5', 'CDC37L1', 'LHX2', 'NCALD', 'CNGB3', 'KRT38', 'KLHL2', 'RAB25', 'HES4', 'PDE1C', 'RPAP2', 'ZNF692', 'RPA1', 'EFNA4', 'AQP6', 'FAM161A', 'LOC340017', 'BECN1', 'TAS2R4', 'TYMS', 'PCDHB5', 'SLC11A2', 'TDP1', 'PRSS45', 'CDK9', 'ABCB11', 'CYP21A2', 'RAMP3', 'SLC27A4', 'APOC1P1', 'MYO1E', 'WDR90', 'PHLDB3', 'ACRV1', 'MBOAT1', 'TAX1BP1', 'TBC1D26', 'MAGI2', 'BAD', 'CAMK2A', 'PHAX', 'DUSP5', 'IMP3', 'SSTR5', 'LOC100130691', 'COPB2', 'C1QTNF3', 'RBMS2', 'C10ORF105', 'G0S2', 'PPP1R14C', 'FOXO4', 'LAMC3', 'CRYL1', 'GPR32', 'MYO1A', 'KRTCAP3', 'TAGLN2', 'RPS6KA6', 'KRTAP10-1', 'ABCB8', 'KLK1', 'VWC2', 'TMEM214', 'CES4A', 'LOR', 'ARID4B', 'C1QL3', 'LINC01588', 'PRKCI', 'CLDN9', 'RRP1', 'ITGA9', 'ZNF845', 'LRFN4', 'HPS5', 'PLCE1', 'C7ORF60', 'CHCHD4', 'YWHAQ', 'ZNF706', 'CARD6', 'FAM201A', 'TSG1', 'TCEAL1', 'IL23R', 'CNOT3', 'WSCD1', 'MIR99AHG', 'TBL1X', 'C1ORF127', 'SYTL4', 'SSR1', 'C17ORF82', 'SDHC', 'PTRF', 'TMSB15A', 'TEF', 'LINC00479', 'GIMAP2', 'TMEM159', 'TRAM2', 'GNAT1', 'HP', 'FGD4', 'CHST1', 'PMS2P1', 'PRCP', 'AFAP1L1', 'MAST2', 'MSH3', 'ASNA1', 'ZC4H2', 'ENSA', 'PATL1', 'PPWD1', 'DEFB1', 'BRE-AS1', 'ELAVL1', 'SH3RF3', 'SLAMF9', 'NANOG', 'C7ORF57', 'CNIH4', 'LOC391322', 'TCIRG1', 'MAPK4', 'ARGFXP2', 'MAP4K4', 'POM121L8P', 'ACOT11', 'DMRTC1B', 'TAOK1', 'MYPOP', 'AP3M1', 'PLA2G12A', 'LSM1', 'ZNF738', 'ZBTB43', 'HOXD9', 'CIB3', 'ASAP1', 'MMP28', 'GOLGA2P5', 'HMX2', 'KLK8', 'TMEM179B', 'ATP6V1H', 'ARHGAP28', 'CAMSAP1', 'ASPG', 'DPH3', 'LTBR', 'TAF13', 'PRR5L', 'FAM213A', 'RC3H1', 'SOX12', 'ZNF189', 'FBXL5', 'BMS1P5', 'KITLG', 'MIR31HG', 'FAM86EP', 'BRPF3', 'ZDHHC18', 'GMCL1', 'CHN1', 'ANKHD1-EIF4EBP3', 'ACADSB', 'SYT14P1', 'ZBP1', 'CDK12', 'C1QTNF9B-AS1', 'CFHR2', 'DHRS7B', 'ATP5G1', 'PNPLA5', 'B4GALT3', 'KERA', 'CCDC115', 'KRBA1', 'WNT5B', 'SYVN1', 'ATXN3', 'METTL24', 'GTF2I', 'NT5M', 'KIAA1456', 'TBRG4', 'LCE1F', 'UTP14A', 'PEX11B', 'NELFCD', 'PSMA3', 'KIF2A', 'ANO5', 'BRF2', 'TAF1A', 'LINC00442', 'NAA15', 'SLC6A11', 'C2ORF27A', 'PIK3CB', 'SP140', 'SNAR-G1', 'LINS', 'GCHFR', 'FBXO10', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.062199248812668806
		RMSE:  0.6624014175436462
		NRMSE:  0.14974599695798488
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10057809021042674
		RMSE:  0.783524323220729
		NRMSE:  0.21159176970584093
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6427147371513342
		NRMSE:  0.145295521001771
		MAPE:  207.86247046219444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010510594090658465
		RMSE:  0.7507796405829533
		NRMSE:  0.20274902527219912
		MAPE:  439.74244050751946

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  3.609159662673463e-15
		NRMSE:  8.159058805636853e-16
		MAPE:  2.48856418068213e-12
		Pearson Correlation:  0.2995580569749609
		Spearman Correlation:  0.23656228660618478
		Coefficient of Determination:  -4.891600375184559
		RMSE:  1.8128367310646578
		NRMSE:  0.48955893358483876
		MAPE:  1110.864296228066

	Predictor:  ElasticNet
		Pearson Correlation:  0.8429998644356893
		Spearman Correlation:  0.8228393611972101
		Coefficient of Determination:  0.6796463391715248
		RMSE:  0.36377521311567973
		NRMSE:  0.08223696464692656
		MAPE:  172.71659732662488
		Pearson Correlation:  0.6224654607900415
		Spearman Correlation:  0.4912008584528339
		Coefficient of Determination:  0.37975355817529066
		RMSE:  0.588198878774008
		NRMSE:  0.15884387760572727
		MAPE:  747.6680171819362

	Predictor:  RandomForests
		Pearson Correlation:  0.6581737325996043
		Spearman Correlation:  0.6091722096645114
		Coefficient of Determination:  0.4213899859053436
		RMSE:  0.4888900866879677
		NRMSE:  0.11052110018943542
		MAPE:  165.25254325508584
		Pearson Correlation:  0.7087546291749963
		Spearman Correlation:  0.6001655963010842
		Coefficient of Determination:  0.4560695776280711
		RMSE:  0.5508251057272163
		NRMSE:  0.1487510412441848
		MAPE:  228.33848746670725

Protein:  TP53
x_train_column_count:  1002
x_train columns:  ['NR1H3', 'UBA7', 'ZKSCAN3', 'METTL5', 'MMP23A', 'RB1CC1', 'GNAS', 'AMFR', 'APOL4', 'KRTAP10-4', 'SPRR2D', 'HIST3H2A', 'TMEM101', 'LOC155060', 'FHL1', 'LENG9', 'TRIM43', 'OR14J1', 'NPPA', 'CYP26A1', 'OPRM1', 'NEUROG2', 'HDAC4', 'CDRT15', 'PBOV1', 'SNORA24', 'SH3GL3', 'ARAF', 'ICAM2', 'MYOG', 'HSF4', 'GMNN', 'IPPK', 'PCGF6', 'NEMF', 'NACAP1', 'TCP11', 'SMAD3', 'CCBL2', 'GNLY', 'TNFRSF21', 'CCL2', 'COL3A1', 'USP49', 'GNB1', 'DGKH', 'POFUT2', 'SLC10A7', 'SPTBN2', 'OSBPL5', 'NPY', 'ADAMTS12', 'IL21', 'RPS19BP1', 'C6ORF201', 'PAIP2B', 'HDLBP', 'MOAP1', 'SGK223', 'SHISA9', 'TRMT10A', 'MZT1', 'CPT1B', 'LYPD2', 'CFAP43', 'SMUG1', 'RPL22L1', 'ENDOU', 'MCF2L2', 'GPNMB', 'TAS2R7', 'ADAMTSL1', 'MAT1A', 'MYH13', 'TDRD6', 'FAM167B', 'CTSO', 'CIAO1', 'C5ORF45', 'USF2', 'FBXL20', 'ANKRD29', 'ATP6AP1', 'CCDC172', 'RPS6KB1', 'PPP1R2P9', 'POU2F1', 'BTG3', 'CWF19L1', 'HHEX', 'ABCC6P2', 'MTF1', 'SPANXC', 'IL13RA1', 'LELP1', 'PPP1R42', 'SDHAF4', 'ILKAP', 'KATNB1', 'C15ORF27', 'MTERF4', 'FKTN', 'MVB12B', 'TNFAIP3', 'DPM1', 'SFRP2', 'PRRT2', 'RAP1A', 'RHOC', 'FAM153A', 'OCIAD1', 'BACE2', 'LILRA5', 'LRRC59', 'P2RY10', 'MAGED2', 'CSNK1E', 'C11ORF52', 'HSD17B14', 'PLK1', 'RNF212', 'ZNF282', 'CHP2', 'ASB12', 'ZFP37', 'LTK', 'MPP5', 'EML4', 'AWAT1', 'SPAG17', 'RNF170', 'QRFPR', 'TEDDM1', 'SNED1', 'CSMD1', 'USP27X', 'PRKAG2', 'LINC01366', 'KLRB1', 'TTTY8', 'MSLN', 'PLK2', 'OR4K13', 'PCNX', 'CYP51A1', 'POLK', 'OR8K5', 'GFAP', 'LOC728743', 'SPATA21', 'TRAIP', 'DCK', 'GPR143', 'LCOR', 'KCNH3', 'VSX1', 'TNN', 'FSTL3', 'AMELY', 'TTTY10', 'AGBL5', 'TAS2R46', 'TMEM200A', 'EYA4', 'MYO9A', 'MRPS2', 'USP51', 'KRTAP12-1', 'LOC152225', 'PRAC1', 'OCA2', 'RNF217', 'PLET1', 'LRRC23', 'CAP1', 'TP53I11', 'AKT3', 'PECR', 'IL18R1', 'TMEM249', 'ZC3H12B', 'STARD5', 'ICOS', 'TOP2B', 'ATP2B2', 'ACOT1', 'ATP5E', 'SLC22A10', 'SRP14', 'CDH26', 'TMBIM6', 'RPA3', 'CACNG5', 'ARL4C', 'ERCC4', 'UST', 'LOC284788', 'STAG1', 'UCKL1', 'ZMYND11', 'KRTAP9-2', 'PDE6A', 'LOC340017', 'EPB41', 'OR12D2', 'ASB16', 'FDCSP', 'CWC27', 'HAS2-AS1', 'VAPA', 'FN1', 'TRAPPC9', 'LINC00964', 'C17ORF82', 'GOLGA6L10', 'ANKRD1', 'RAB22A', 'MIB2', 'LINC01300', 'SFXN2', 'PIN4', 'NOVA1', 'NPHS1', 'KRTAP12-2', 'RASGRP3', 'GSTA5', 'STK4', 'TRPS1', 'DUSP22', 'DKK4', 'SMIM4', 'MEIS1', 'MT1L', 'NT5C', 'NXPH1', 'CMTM6', 'TPRX1', 'ACAD8', 'CASP6', 'ACTN3', 'TBC1D2B', 'TCEANC', 'TUBA3D', 'TBX15', 'OGFRL1', 'TAX1BP3', 'EOMES', 'MKL1', 'RPL13AP17', 'ACVR1B', 'FAM157A', 'PTPRD', 'DENND4A', 'SLC11A2', 'SLC22A1', 'ZNF343', 'UBR7', 'ADGRE4P', 'NABP1', 'PXMP4', 'PAPD5', 'NFYA', 'PPP3CB', 'TMEM2', 'WNK4', 'ABCC11', 'MTG2', 'JAKMIP1', 'S1PR3', 'MCAM', 'UCP3', 'RND3', 'CIRBP-AS1', 'HNRNPDL', 'TDH', 'NOTCH2NL', 'LRP8', 'PRR5L', 'TTC3', 'NBEAP1', 'ISG15', 'CLN5', 'SLC27A1', 'ITGAM', 'SYCE1L', 'PELI3', 'CTXN2', 'THRSP', 'CXCL3', 'MGAM2', 'MYNN', 'FAM3A', 'LYPLA2P1', 'FBXL8', 'SH3TC2', 'COX10', 'ELOF1', 'NKAIN2', 'DCAF7', 'OR2S2', 'CYSRT1', 'ZNF615', 'RECQL4', 'KIAA1755', 'RNF180', 'RAB29', 'DDIT4L', 'STAT6', 'UTS2R', 'ADCY8', 'TCP11L2', 'HEYL', 'DKK1', 'SPTLC1', 'SPRED2', 'CHRNG', 'RALGPS2', 'MBNL1-AS1', 'TWF2', 'SPTB', 'LAD1', 'WEE1', 'UBE4A', 'ST3GAL6', 'ATP6V1E2', 'IFNLR1', 'CCDC28B', 'EIF3I', 'LOC284578', 'HSPA9', 'PGD', 'SLAMF1', 'IMPG1', 'FN3KRP', 'SMC4', 'MSL3P1', 'CAMK2N2', 'KIAA0040', 'SNORA77', 'DGKG', 'AFM', 'ZFAT-AS1', 'SIGLEC17P', 'HSD3B7', 'AQP12A', 'CSE1L', 'MAFB', 'ZNF121', 'HDAC1', 'RASGEF1B', 'ALK', 'SPINK1', 'ARHGEF7', 'BSG', 'IMPA1', 'SMPD1', 'PPP1R1C', 'RPL27A', 'ADGRF2', 'ADARB1', 'FGF13', 'PKIA', 'GPR141', 'ZSWIM6', 'BCL9', 'ELL2', 'SPATA32', 'AKR7A3', 'BRD8', 'GET4', 'SAMD4A', 'PPP1R18', 'LRRC18', 'ATP10D', 'CEP76', 'CD22', 'FRG2DP', 'MEGF6', 'KRTAP12-4', 'LOC541473', 'VIM', 'SPEM1', 'SEMA4B', 'ETF1', 'RBM26', 'SKP2', 'BLOC1S4', 'CYP4F8', 'ITPR2', 'PMF1', 'ASB3', 'URAHP', 'C12ORF54', 'KRT6A', 'TRPC6', 'FUBP1', 'SCYL2', 'NANOS3', 'HAND2-AS1', 'ACER1', 'GOLGA2P5', 'DNASE1L3', 'TSC1', 'RAG2', 'NAB1', 'KCTD18', 'HMMR', 'ZBTB26', 'PTENP1', 'SPINK9', 'MIR99AHG', 'KLHL3', 'C9', 'RAB8B', 'ZNF430', 'GABRE', 'DPPA3', 'TBC1D15', 'PIRT', 'NPPB', 'NPNT', 'SNRNP70', 'NKAP', 'PRMT7', 'LY96', 'CDC14A', 'TMPO', 'LOC100134868', 'MX1', 'FDXR', 'CUL5', 'HIST1H2AK', 'DRD5', 'SH3BGRL3', 'LY6D', 'RAPGEF2', 'APCS', 'MAPT', 'DUSP7', 'LINGO1', 'OSGEPL1', 'HSPA1B', 'TP73-AS1', 'RHOA', 'DNAJC25', 'TINAGL1', 'DOCK6', 'GGA2', 'EXO5', 'YARS', 'RHBG', 'CEACAM21', 'PHF2', 'ECHDC1', 'GPATCH11', 'HOOK2', 'TRIM7', 'PRRG3', 'TBC1D9B', 'FRS3', 'AGTRAP', 'ACTL9', 'CC2D2A', 'USO1', 'SLC25A31', 'MYOCD', 'SCN1B', 'OCLM', 'YY1AP1', 'PDCD2L', 'NXF1', 'FLJ37201', 'MIR7-3HG', 'RBM10', 'ITGAE', 'APOPT1', 'PREB', 'CBX4', 'P3H2', 'CPED1', 'ZNF43', 'KIAA0430', 'TSGA13', 'CKLF', 'IFI30', 'OLFM3', 'DCSTAMP', 'MGAT5B', 'PIH1D1', 'EDC3', 'ZMAT1', 'TBL1X', 'TEF', 'KIAA1715', 'OR5M1', 'FAM102A', 'CENPQ', 'LINC00092', 'RAI1', 'GABRA1', 'CMPK1', 'KRT9', 'OR6C70', 'ABCA5', 'C8ORF34', 'SGCD', 'TESK1', 'ODF4', 'SLC7A8', 'DAXX', 'ADGRG3', 'MUS81', 'NLGN4X', 'DMRTC2', 'RABL2B', 'SATB2', 'PKD2', 'FHDC1', 'WBSCR16', 'ANKRD20A3', 'LOC344967', 'CLPSL2', 'IGSF1', 'GPD1L', 'HACL1', 'KCNJ5', 'ATP12A', 'UGT2A1', 'PSMG3', 'PGPEP1L', 'QTRT1', 'STUB1', 'PSEN2', 'PHF23', 'CPOX', 'WASF2', 'ING1', 'DDX17', 'LUZP6', 'TMEM106A', 'C21ORF2', 'SMAD6', 'NID2', 'RPS2', 'HEBP1', 'CSF1', 'CD84', 'SLC4A2', 'KATNAL2', 'FMO3', 'CALD1', 'KLK10', 'NDUFB10', 'PIN1P1', 'NLRP12', 'FAM173B', 'USP28', 'HSPA12B', 'TRPM7', 'SAMM50', 'MT2A', 'FOXP1', 'FOLR1', 'GPR135', 'RNASE1', 'RAB2B', 'ZNF143', 'ARSG', 'ZNF490', 'EMILIN1', 'SERPINB8', 'RGS22', 'GOLGA7B', 'KIAA1024', 'XCL1', 'STT3B', 'WDR89', 'POLR3F', 'FAM133A', 'CBX6', 'STAG2', 'DIRAS2', 'LINC00937', 'EXTL3', 'C4ORF46', 'GDF2', 'RNF128', 'TNFRSF8', 'STK38', 'ZNF589', 'C2ORF15', 'COMMD2', 'FAM27C', 'KCNT2', 'BPIFC', 'CDRT4', 'ARL13B', 'BAIAP2-AS1', 'CD19', 'OR52K2', 'B3GALNT1', 'KRTAP10-5', 'CH25H', 'APBA2', 'MCF2L', 'ELL3', 'ZNF35', 'RPS6', 'OR2D2', 'KCTD2', 'PLXND1', 'SCML2', 'HDAC3', 'RAB11FIP3', 'MARS', 'SNORA71E', 'METTL21C', 'TK2', 'LINC01098', 'CCL24', 'APPL2', 'PSMC3', 'AFP', 'ARNT2', 'MIR1-1HG', 'CCDC116', 'KDM4A', 'ASIC4', 'SELT', 'ZBTB45', 'SPG7', 'OR6T1', 'SKA3', 'ZNF485', 'TLX1NB', 'TMEM62', 'LINC00662', 'HOMER2', 'PPIC', 'PRELP', 'C1GALT1C1L', 'DPH5', 'TPTE2P6', 'HIST4H4', 'UNC13B', 'RHOB', 'LSR', 'ARHGAP5', 'TMEM216', 'SLC2A6', 'TAS2R5', 'SLC35A5', 'DEFB136', 'MESP1', 'SECISBP2L', 'TMEM200B', 'ZNF157', 'MRPS15', 'SFTPA1', 'ZNF529', 'GOLGA6C', 'C11ORF70', 'CRTAP', 'SMARCC1', 'THYN1', 'ZP1', 'SFTPA2', 'SLC39A7', 'DCP1A', 'PP7080', 'TMIGD2', 'ZSCAN22', 'CHST13', 'KLF10', 'ISM1', 'RARRES3', 'LAX1', 'ACHE', 'NRAS', 'NR1D2', 'SRPX2', 'GABRA3', 'ADGRA2', 'C1ORF64', 'RGS20', 'CT45A4', 'KLF2', 'RPUSD3', 'CXXC4', 'HSPH1', 'GRIA1', 'SZT2', 'PIKFYVE', 'ELMO1', 'RPS27', 'KCNK18', 'CNOT6', 'F8A1', 'CTU2', 'LIPE', 'SFTPB', 'LINC00596', 'NAA35', 'TMEM9', 'EGFR', 'NUCKS1', 'COLCA1', 'PUS10', 'TMPRSS11D', 'WWOX', 'PAXIP1-AS1', 'C11ORF57', 'ESYT2', 'SPARC', 'ELAVL2', 'METTL9', 'ACAP3', 'RASSF2', 'TRIM24', 'TBP', 'SLC25A40', 'CSF3R', 'CFAP74', 'KRTAP10-12', 'S100A12', 'PELI1', 'ASIC3', 'LINC01588', 'ALX1', 'C21ORF33', 'LINC00162', 'NR3C2', 'MC1R', 'HLA-E', 'ARL6IP6', 'HTR1F', 'TYMS', 'IFT46', 'GPRC6A', 'SERTM1', 'CRIPT', 'MIPEP', 'ASB7', 'LINC01102', 'NEK3', 'FLT3LG', 'PLLP', 'DSCR10', 'KRTAP21-1', 'HGS', 'ETFDH', 'NCBP1', 'OR5AS1', 'PSMA2', 'CECR5-AS1', 'PROKR1', 'NFIA', 'GNGT1', 'DMXL2', 'FAM9A', 'ICA1L', 'LDLRAP1', 'GLYATL3', 'TMEM259', 'PSD', 'DCLRE1B', 'SDHAP2', 'SLC41A3', 'JARID2', 'SLC25A11', 'KIF5A', 'HDX', 'NUAK2', 'EBAG9', 'MESP2', 'SLC15A4', 'XYLT2', 'PKP2', 'ABCD1', 'MR1', 'ST7-OT4', 'BACH2', 'KLHL23', 'LOC644936', 'CD1A', 'PRAME', 'MGAT4C', 'GNA12', 'OSBPL7', 'SMCR8', 'TST', 'SPANXN1', 'FAM167A-AS1', 'MFHAS1', 'HIST1H3J', 'ZNF232', 'CDKN2A-AS1', 'SEC23IP', 'DGKE', 'EPHA1', 'FOLR3', 'GATC', 'ACSF3', 'RPL23', 'FCRL3', 'FBXO42', 'RAD21', 'LOC285074', 'ARHGAP11A', 'C1QTNF4', 'MAGEB2', 'NEUROD2', 'AKR1D1', 'SYT11', 'SOX21', 'TRIM2', 'TPD52L2', 'ASH1L', 'ATIC', 'B3GALNT2', 'HSD17B7P2', 'PIK3CB', 'CYP19A1', 'EME1', 'MOK', 'SLC6A20', 'ZNF443', 'STX6', 'OR10C1', 'UIMC1', 'HPCAL4', 'FZD4', 'ACTC1', 'TRIML1', 'UBASH3B', 'ZYG11B', 'ANP32C', 'CDC34', 'IYD', 'GSTM2', 'SIX6', 'ANKFN1', 'EZH1', 'C11ORF1', 'PKP3', 'SNAR-C4', 'CLPS', 'GUCY1A3', 'ZNF845', 'ARFGEF3', 'NFKB2', 'ZNF71', 'GNAL', 'ARGFX', 'TECTA', 'IKBKB', 'WDR37', 'TCTEX1D4', 'FEZF1', 'FBXO15', 'ZBTB22', 'LRRN3', 'KRTAP2-1', 'OSTM1', 'BNIP2', 'SLC27A6', 'KMT2B', 'ANP32AP1', 'EPYC', 'COL9A2', 'NSMCE4A', 'PIGF', 'HSPD1', 'RGCC', 'PSMA5', 'SOX2', 'MKLN1', 'ZNF264', 'CNTFR-AS1', 'C16ORF58', 'ADGRA3', 'FAM183CP', 'IFRD1', 'TAS2R30', 'JHDM1D-AS1', 'POLE', 'KDELR2', 'ZNF321P', 'MSN', 'DGUOK', 'NIF3L1', 'LVRN', 'IFRD2', 'FAS', 'HIST1H4F', 'IL1R2', 'KLF7', 'CRHBP', 'PLP1', 'ARID3B', 'NIP7', 'TFR2', 'FAM104A', 'LINC00950', 'NSUN7', 'IQCJ', 'B4GALT7', 'GLUD2', 'TBX22', 'FKBP9', 'C9ORF43', 'ZNF138', 'GMIP', 'KLHL15', 'ARAP3', 'JAZF1', 'SALL3', 'SASH3', 'AVPR1B', 'CSRNP1', 'GCSAM', 'POLD4', 'SF3B3', 'ELK3', 'ELAVL4', 'NCSTN', 'UNC5D', 'YIPF6', 'OR51G1', 'CPSF3L', 'RUSC1-AS1', 'C19ORF44', 'CIDEB', 'TMEM160', 'GNG3', 'TGM7', 'SSR3', 'DZIP1', 'RCBTB2', 'SLC26A1', 'PPM1B', 'DERL2', 'PRSS37', 'EXOSC8', 'PRPF38A', 'ELF1', 'SNORD22', 'SNORA5A', 'HSD11B1L', 'NOL8', 'LMBR1L', 'DSG2', 'LYL1', 'PIPSL', 'MACROD2', 'CEP97', 'GAS8', 'TCF7', 'CORO1A', 'PRR16', 'TMX1', 'POLR2M', 'NDUFA13', 'PIP5KL1', 'CD4', 'DNAAF3', 'NUDT6', 'C7ORF73', 'PRR23C', 'H3F3B', 'CCBL1', 'EXOC3L1', 'SETDB2', 'FAM214A', 'OR51F1', 'RHOBTB2', 'SEC23B', 'MAP1LC3B2', 'IL3RA', 'CCL16', 'TFB1M', 'WASF1', 'FAM71F1', 'WDR18', 'PPP1CA', 'B3GAT3', 'CLEC4D', 'CRY2', 'RNLS', 'PCDHA12', 'C17ORF59', 'TEFM', 'ERRFI1', 'ZNF781', 'AJUBA', 'ZNF815P', 'SFMBT1', 'SLC25A6', 'SERP2', 'LOC100192426', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05546789854165435
		RMSE:  0.4652085657713222
		NRMSE:  0.11180210665016156
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04275496084346875
		RMSE:  0.4295356456720749
		NRMSE:  0.1544592202783541
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.6152254776207155e-15
		NRMSE:  3.881820422063724e-16
		MAPE:  5.866128594065752e-12
		Pearson Correlation:  0.19614803923900997
		Spearman Correlation:  0.20737489025460934
		Coefficient of Determination:  -1.3166495508440854
		RMSE:  0.6402332845213446
		NRMSE:  0.23022520929243936
		MAPE:  1627.6675658621741

	Predictor:  ElasticNet
		Pearson Correlation:  0.8565059233168921
		Spearman Correlation:  0.7659870357690653
		Coefficient of Determination:  0.6945857962504036
		RMSE:  0.2502475322730053
		NRMSE:  0.06014119977721829
		MAPE:  397.1457212112076
		Pearson Correlation:  0.505804263467874
		Spearman Correlation:  0.4528924007413911
		Coefficient of Determination:  0.2345572955082572
		RMSE:  0.3680140691028902
		NRMSE:  0.13233631885464786
		MAPE:  419.67043681894125

	Predictor:  RandomForests
		Pearson Correlation:  0.6544697563502465
		Spearman Correlation:  0.5129193209782342
		Coefficient of Determination:  0.37174413280036567
		RMSE:  0.3589165336208425
		NRMSE:  0.08625727796703739
		MAPE:  588.9941486901123
		Pearson Correlation:  0.5015794121679428
		Spearman Correlation:  0.5069895619939518
		Coefficient of Determination:  0.24741224083460067
		RMSE:  0.36491074622217834
		NRMSE:  0.1312203769363078
		MAPE:  331.72405438847125

Protein:  CTNNB1
x_train_column_count:  994
x_train columns:  ['SMPDL3B', 'INHBC', 'LIPK', 'TOMM70A', 'GAB3', 'CGNL1', 'ARGFXP2', 'CMTM6', 'TFB2M', 'SPINK13', 'KCNJ1', 'GEM', 'TMEM39B', 'ZNF24', 'ERBB4', 'PZP', 'OLMALINC', 'THBS4', 'PNO1', 'FBXL13', 'MGC16275', 'TSGA10IP', 'EFCAB1', 'EIF2B1', 'DDX31', 'ANTXR1', 'TBX5', 'DLC1', 'STXBP1', 'ATP5G2', 'TCEANC2', 'POLA1', 'PDXDC2P', 'ZFHX4-AS1', 'USP37', 'FKBP2', 'CSNK1G2', 'PRSS3P2', 'DGKI', 'FOLR1', 'TMEM57', 'VENTX', 'USP25', 'SRRD', 'PRDM13', 'EPHB4', 'SPOCK1', 'SGCB', 'ZIM2', 'SLC39A11', 'ZNF224', 'INSRR', 'CARNS1', 'CHD6', 'EPS15', 'LAPTM5', 'XRCC6P5', 'CCNYL1', 'FAM43A', 'PQLC2L', 'DOHH', 'CCT6B', 'TRIM22', 'PLCB3', 'GLYR1', 'SMEK3P', 'MCCC1', 'SFSWAP', 'FGFR1', 'SLC20A1', 'LRRC39', 'PCDH9', 'KBTBD7', 'QSER1', 'ZSCAN20', 'DEFB126', 'ATG3', 'FAM76B', 'THAP2', 'OR52N1', 'MTR', 'SDC1', 'SLC7A8', 'SSMEM1', 'NR5A1', 'UBXN2A', 'KCNIP1', 'ATP8B1', 'PMVK', 'TXNL4B', 'ZDHHC4', 'HOXA4', 'SMAD6', 'CTSC', 'GPR75', 'MTERF3', 'TVP23A', 'ASH2L', 'WNT10B', 'GAS7', 'C18ORF42', 'GPR137C', 'QTRTD1', 'LOC728392', 'GORASP1', 'SOGA3', 'SCYL3', 'RCE1', 'EFEMP2', 'WEE2-AS1', 'ALG5', 'MRC1', 'POLE', 'USP39', 'MS4A8', 'RAB3D', 'BNIP3L', 'SUPT5H', 'PNMAL2', 'CAD', 'ANKRD45', 'PCAT18', 'FOXN4', 'NCDN', 'PMCH', 'C8B', 'TM9SF4', 'NAP1L6', 'NR5A2', 'CEP112', 'ADCK5', 'MND1', 'C9ORF129', 'TMPRSS9', 'OR1M1', 'MOB3B', 'C3ORF67', 'ZNF449', 'GBP7', 'LRR1', 'DYM', 'FBXO43', 'HSD17B10', 'REV3L', 'ZNF256', 'WNK1', 'IQGAP2', 'EGFL7', 'OR9Q1', 'C20ORF195', 'SFRP5', 'AP4S1', 'ZNF322P1', 'KRTAP21-1', 'RBM14', 'PAH', 'SELENBP1', 'PARD6G-AS1', 'CRISP2', 'GOLGA6B', 'CUEDC2', 'CTBP2', 'INSC', 'COMMD5', 'FAM185A', 'CAPN11', 'MRPS16', 'NEUROG3', 'HLA-DOB', 'ARID4A', 'PSMD12', 'ERF', 'LRRC15', 'DEGS2', 'CDK1', 'HJURP', 'CYBA', 'CYTL1', 'ABCC8', 'TMED6', 'WDR55', 'CCDC110', 'TPSAB1', 'KCTD11', 'PLCXD3', 'OR10S1', 'CHRNB3', 'LEFTY2', 'TNFRSF10B', 'LZTFL1', 'MFSD2B', 'FAM58A', 'ZNF853', 'MAP3K14-AS1', 'PI4KAP1', 'NUP155', 'TIMM22', 'TAS2R30', 'TMF1', 'MCEE', 'PRMT1', 'PRG3', 'ZNF493', 'WLS', 'PRR18', 'ASB12', 'MYL6', 'FAM71E2', 'SMC1A', 'VGF', 'JAKMIP3', 'ZSCAN26', 'TRMT44', 'PHPT1', 'GFRAL', 'TMEM181', 'C14ORF93', 'CAMKMT', 'ABT1', 'KCNRG', 'SYNJ2', 'KRTCAP2', 'LOH12CR1', 'AAED1', 'ATP5C1', 'HABP2', 'LMNTD2', 'RNF186', 'MYO1E', 'MBD5', 'LINC00922', 'SNRNP35', 'CD160', 'RPLP1', 'EFNB2', 'OSMR', 'TRIM29', 'NELFB', 'PRSS12', 'PTCHD3', 'LEO1', 'C22ORF34', 'SERPINB1', 'NAV2', 'FXR2', 'ATM', 'PROSER2', 'LHCGR', 'PALMD', 'TRIM60', 'ARHGDIB', 'STARD6', 'KRTAP10-6', 'IFT43', 'POLR3K', 'MAP3K15', 'LINC00189', 'NUDT1', 'NSUN5', 'CLEC1B', 'NAGLU', 'FAM149A', 'IGIP', 'PDLIM3', 'MAPKAPK3', 'C4ORF45', 'L1CAM', 'HIST1H2AA', 'HIST1H1C', 'C9ORF114', 'CAMKK1', 'MEF2BNB-MEF2B', 'VENTXP7', 'NDUFB4', 'IL12A', 'SAMD1', 'KATNAL2', 'GCLC', 'LINC00294', 'ING3', 'G6PC3', 'CFI', 'DHRS7', 'TRIM75P', 'CDH11', 'RELT', 'LOC285847', 'MMP28', 'RPL13P5', 'TOMM7', 'CCNY', 'HAND1', 'CELP', 'RNASE13', 'AMN1', 'KDR', 'CTPS1', 'CPA5', 'MED10', 'MLIP', 'TRABD2A', 'NOP16', 'IVNS1ABP', 'EIF4G3', 'INAFM1', 'NINL', 'RPS3', 'NUTM2A-AS1', 'RABAC1', 'EMX1', 'KLK4', 'KCNG3', 'IFNW1', 'PART1', 'GABRE', 'ADGRD1', 'GGA1', 'SLC26A1', 'MOV10', 'SPTBN4', 'TMEM127', 'SNORA44', 'RNF145', 'TMEM169', 'CT47B1', 'B2M', 'NEK3', 'PAAF1', 'SMG1P3', 'AGRP', 'ZNF561', 'IKBKB', 'C19ORF33', 'CCDC66', 'DDX24', 'ANKRD44', 'F2RL3', 'DMXL1', 'MDN1', 'LOC553137', 'VPS41', 'CEACAM22P', 'AARSD1', 'PRKCDBP', 'DNAJC17', 'AHNAK2', 'KIAA2013', 'ZNF345', 'HHIPL2', 'ITGB1BP1', 'BAIAP2-AS1', 'USP33', 'SEC24C', 'HDAC8', 'OR7G2', 'KCNIP2', 'CRAT', 'SLC2A4RG', 'TMEM140', 'ANKEF1', 'SNX10', 'SLC2A5', 'KIF3B', 'KCNK9', 'CCDC67', 'ALDH1A2', 'RETN', 'RAB2B', 'AGBL3', 'SDR39U1', 'CEP57', 'A2M-AS1', 'BUD13', 'SOX2-OT', 'WFDC9', 'MAML1', 'NTRK1', 'CACHD1', 'ARPC3', 'ZNF429', 'ZNF841', 'TPK1', 'FNDC3A', 'CDH10', 'PNLIPRP2', 'AQP8', 'PROSER1', 'SWI5', 'SLC38A3', 'TWF2', 'GOLGA2P5', 'ABCA13', 'WDFY2', 'FAM71E1', 'ANO8', 'ATP5G1', 'NDUFB1', 'UNC5C', 'MAGI1', 'LINC00602', 'FAM90A7P', 'SLC25A2', 'SAMM50', 'TMEM248', 'TBC1D16', 'HS6ST3', 'MCMBP', 'LILRA6', 'SHISA6', 'LAMTOR3', 'CIPC', 'COPE', 'ARID2', 'TUBA3E', 'KLHL35', 'ASB17', 'SLC45A3', 'ZNF699', 'ARHGEF25', 'CSTF2T', 'ZNF138', 'PTDSS2', 'ZNF101', 'C22ORF15', 'GPR171', 'SEPT2', 'ADAL', 'CCDC169', 'MTVR2', 'LRP12', 'NELL1', 'PARG', 'BRDT', 'SNAPC5', 'PAFAH1B3', 'LRRC32', 'SPANXN1', 'CHST3', 'MARCH5', 'DUSP7', 'CLDN7', 'ATP5L', 'PAX2', 'KRTAP10-9', 'RAD51D', 'SLTM', 'B4GALT6', 'PRAF2', 'GRXCR2', 'ANKRD55', 'FICD', 'VAMP3', 'PRKAR2A', 'PFAS', 'HLA-DRB5', 'PIR', 'ZNF426', 'EPN1', 'WNT7A', 'LY6G6E', 'FEZF2', 'USP3', 'SHROOM2', 'MRPL42', 'NEUROD1', 'CYP4F2', 'OR6C75', 'ZMAT4', 'CCDC171', 'LBX2-AS1', 'BCL2L2', 'KCNN1', 'THAP5', 'DIAPH2', 'PLTP', 'LINC01144', 'KLHDC9', 'PNMAL1', 'AMMECR1L', 'SEPT4', 'PCDH20', 'CBLN4', 'ICMT', 'AGAP3', 'KRTAP27-1', 'TMEM42', 'OR4F17', 'HLA-DQA1', 'TH', 'DCAF11', 'SPHK2', 'CXADRP3', 'FOXO1', 'CELA1', 'SNORA70B', 'MED7', 'SERPINB5', 'ADAMTSL3', 'CGB2', 'CNST', 'HSF2', 'CAPSL', 'C19ORF66', 'TMEM138', 'ANKRD33', 'USP5', 'ABCA2', 'TIMM10', 'EMC8', 'MARCKS', 'SRXN1', 'INPPL1', 'MBLAC1', 'LAS1L', 'SNX2', 'TDH', 'SBNO1', 'RNF13', 'TEX29', 'TTLL5', 'GMPR', 'DHDDS', 'ARHGAP9', 'BAGE2', 'PYROXD1', 'PIGC', 'MPLKIP', 'CECR1', 'C17ORF75', 'ISLR', 'NOMO3', 'S1PR2', 'COG5', 'CNIH2', 'SETD8', 'NR4A1', 'P2RY12', 'PAK2', 'CT47A11', 'PRPS1L1', 'PHLPP2', 'DMGDH', 'HBG2', 'LGI4', 'OR10T2', 'CD1B', 'TAC3', 'SNORA20', 'TRAP1', 'ZBTB41', 'GPD2', 'RRN3P3', 'PTPRK', 'COPA', 'FOXD4L3', 'RAB4A', 'ANKRD34A', 'ADGRG2', 'ZNF346', 'TYW3', 'APOA1', 'ZMYND19', 'TFAP2A', 'NCF4', 'HIST2H2AB', 'TMEM254', 'HAUS4', 'MLYCD', 'TNFRSF1A', 'SMG5', 'MKRN2', 'OVGP1', 'FDCSP', 'POLR2J4', 'MGME1', 'HDAC6', 'HTR4', 'FAM195A', 'SIKE1', 'KRTDAP', 'RAB37', 'UGGT1', 'AOC3', 'ECI2', 'TRIM44', 'CEP170B', 'ITIH6', 'ADRA2A', 'LOC389033', 'EDNRA', 'HNRNPL', 'EI24', 'EMC6', 'NCOA5', 'NAA40', 'PERM1', 'VWA5B2', 'RBP7', 'DENND6B', 'MYL9', 'DXO', 'NOG', 'ZCRB1', 'TLK2', 'LYSMD3', 'MCHR2', 'ENOSF1', 'TPGS1', 'HSD52', 'ANP32A', 'TNFAIP6', 'HIC1', 'KIFC1', 'MS4A5', 'MAOA', 'HHATL', 'OSBPL6', 'SEC11C', 'TBL1XR1', 'POM121L12', 'ARID3A', 'ECHS1', 'FAM90A1', 'ARHGAP32', 'C6ORF106', 'TMEM200B', 'TRIM66', 'PDCD2L', 'NFASC', 'INO80B', 'FAM71B', 'MAP2K1', 'DSPP', 'KLHDC7A', 'SNORA24', 'UBQLN4', 'OTUB1', 'DUS1L', 'LHFPL2', 'SLC7A5', 'STX3', 'RAB3IL1', 'ATG10', 'SEC61A1', 'SLCO4C1', 'ERO1LB', 'RARG', 'KLHL7', 'ZNF252P-AS1', 'MAGT1', 'JAG2', 'HTRA2', 'LYN', 'PCNA', 'COA5', 'RAD18', 'LOC286359', 'PSIP1', 'HCG11', 'NDUFB2-AS1', 'GYPE', 'MFI2', 'CKAP2L', 'SLC7A13', 'NDUFS3', 'WFDC2', 'MFSD7', 'SLC9C1', 'KLHL28', 'ZNF792', 'CXCL9', 'FDX1L', 'PDHA2', 'NR1I3', 'TM9SF3', 'BAD', 'FAS', 'KLHL34', 'TAB2', 'SH3GL3', 'SLC25A3P1', 'CFAP57', 'ZNF572', 'WBSCR22', 'CROT', 'CYP2C9', 'PPP2R1B', 'PJA2', 'LINC00705', 'NUTM2A', 'OXGR1', 'PCDHB10', 'NUMB', 'PLCG2', 'ABCB5', 'NEUROG2', 'TINF2', 'DPY19L2P1', 'SLC35G3', 'HTR3A', 'CLIP4', 'RGS16', 'GDPGP1', 'ZSCAN16', 'LOC400043', 'APRT', 'ADAD2', 'C20ORF85', 'PVT1', 'CSTF2', 'FGR', 'EBF1', 'BET1P1', 'ZNF826P', 'OR51V1', 'GIMAP1', 'UNC119B', 'METRNL', 'SMARCA2', 'USP28', 'RNF44', 'B4GALT1', 'GMFB', 'RDH16', 'SLC5A6', 'DPCD', 'MICU2', 'TRAF3IP3', 'MYBL2', 'TMCO3', 'TCF20', 'KCNK15', 'SYT8', 'RASA4CP', 'CRYZL1', 'ATP8B4', 'AIDA', 'STRN', 'HGS', 'ADGRB1', 'MUC7', 'TERC', 'NKX1-2', 'CKMT2', 'KIAA1804', 'PMS2', 'MADD', 'HSD17B3', 'SLC25A15', 'H2AFX', 'DGCR5', 'DHRSX', 'TMEM14E', 'XYLT1', 'CCNO', 'MEF2C', 'TMEM216', 'SAC3D1', 'CLPSL2', 'PTPDC1', 'NF1P2', 'FOXA3', 'MEF2A', 'CHCHD7', 'NPDC1', 'LINGO3', 'POLD2', 'LGI2', 'OMP', 'KCNB1', 'RBM10', 'BBX', 'OR2A9P', 'SLC25A3', 'SUMO2', 'AR', 'GMPS', 'FGA', 'COL18A1', 'OGFOD1', 'ACSL6', 'SNORA80A', 'ZSWIM4', 'SLC19A1', 'FBXL5', 'SIGLEC15', 'TBC1D8', 'AASDH', 'SSBP2', 'FOXQ1', 'NUBP2', 'SLC22A18', 'GLRX', 'ZNF500', 'CCDC127', 'SPATA45', 'IGSF22', 'CCDC120', 'ST3GAL4', 'DHRS12', 'LOC100287704', 'LLGL2', 'ZDBF2', 'RNF7', 'CLSTN2', 'ATL2', 'PDZD4', 'PBDC1', 'ZNF805', 'CNGB1', 'TMEM200C', 'CYP27B1', 'CINP', 'INO80C', 'SNTB2', 'PORCN', 'OR8B12', 'LOC641367', 'TISP43', 'SNORA15', 'DMP1', 'CASC2', 'DSCR4', 'MARVELD2', 'R3HDM4', 'LOC100130417', 'ZBTB5', 'GPRC5B', 'IFNGR2', 'B3GALT5-AS1', 'KRT31', 'C2ORF81', 'CLCC1', 'ADAM3A', 'CTSL', 'MOGAT3', 'ALPP', 'CNTN6', 'TMEM190', 'LINC00235', 'SNAR-A13', 'CREG1', 'QDPR', 'MRPL32', 'USP6NL', 'MARC2', 'UGT1A1', 'ZFY', 'ARHGAP15', 'PARP10', 'TSHZ1', 'TMEM41B', 'C1RL', 'C9ORF135', 'BST1', 'DEK', 'CDCA3', 'SNX1', 'N4BP2', 'KCNMB1', 'FGF7', 'ZNF707', 'FAM122A', 'FERMT2', 'ZNF286B', 'C12ORF77', 'USP24', 'ELAVL3', 'MCRS1', 'CCDC54', 'MRPL15', 'CCND3', 'SNURF', 'NDUFV3', 'RADIL', 'HYPM', 'NSFL1C', 'STK36', 'OR5L2', 'RAB40AL', 'FUCA1', 'SRP19', 'KIAA0040', 'FCRL1', 'SLC31A1', 'PLP2', 'SP5', 'DEFB128', 'USF1', 'POLR2K', 'RPL39', 'IP6K1', 'P3H1', 'BRAP', 'SLC9A7', 'KNSTRN', 'FAM110B', 'GFM2', 'NXF4', 'LOC143188', 'PCDHA5', 'FIBCD1', 'GLUD2', 'NFAT5', 'SNORD8', 'TMEM37', 'PAIP1', 'C10ORF11', 'GOT2', 'MORC1', 'ARL13A', 'TMEM63B', 'MRPL37', 'LIPI', 'SLC25A53', 'C2CD4D', 'NRM', 'KBTBD13', 'AKR7A2', 'RTN3', 'RPP38', 'AIM1L', 'CHRNB4', 'COLEC10', 'CHIC2', 'FBXO15', 'ACP5', 'CHADL', 'JAG1', 'SERPINA7', 'IWS1', 'HDDC3', 'POLR2H', 'RABGGTA', 'PIK3CB', 'LINC00483', 'AZGP1', 'NOL8', 'MCOLN3', 'CALCB', 'OR5A1', 'IL22RA1', 'BPI', 'TMEM120A', 'ZMYND10', 'RHOV', 'FMNL1', 'FLJ36777', 'OR2V2', 'HMSD', 'OR6C76', 'SIAH2', 'GGT6', 'CCSER1', 'FKBP1B', 'TSIX', 'STXBP5L', 'PWARSN', 'IRAK1BP1', 'YME1L1', 'PLA2G16', 'ASNSD1', 'COMT', 'RIPK4', 'GALP', 'NANOG', 'PPP2CB', 'TTC36', 'SYNPO2L', 'TCEAL3', 'SNORA61', 'HNMT', 'SERPINA10', 'RPL39L', 'SPTBN2', 'NINJ1', 'C12ORF60', 'ACAD8', 'KBTBD12', 'CENPK', 'CYP2S1', 'TRAPPC13', 'PLB1', 'GBP1P1', 'TRPV1', 'GPN3', 'PAPD4', 'EPB41L4B', 'CCT8', 'TCF7', 'PARD3B', 'TAS2R16', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.41897644861846284
		RMSE:  0.8782004120680554
		NRMSE:  0.17699587078381512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5843844136424388
		RMSE:  0.9452480588674593
		NRMSE:  0.23451795238114906
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  2.910032766523508e-15
		NRMSE:  5.864991366917606e-16
		MAPE:  1.8230245396130376e-12
		Pearson Correlation:  0.11279687938197844
		Spearman Correlation:  0.12945566286215981
		Coefficient of Determination:  -1.6320814815593332
		RMSE:  1.2183306731479038
		NRMSE:  0.30227030048824094
		MAPE:  655.1763907444802

	Predictor:  ElasticNet
		Pearson Correlation:  0.8827539897418223
		Spearman Correlation:  0.8796526303845426
		Coefficient of Determination:  0.7376556120532847
		RMSE:  0.37760864803121713
		NRMSE:  0.07610469154346639
		MAPE:  340.38357862652
		Pearson Correlation:  0.27410873856231793
		Spearman Correlation:  0.2539508340649693
		Coefficient of Determination:  -0.03756698108347489
		RMSE:  0.7649333303035141
		NRMSE:  0.18978150406974498
		MAPE:  337.31626293486545

	Predictor:  RandomForests
		Pearson Correlation:  0.612484682480069
		Spearman Correlation:  0.5998828583999523
		Coefficient of Determination:  0.2751987205747053
		RMSE:  0.6276470884165218
		NRMSE:  0.12649839539200716
		MAPE:  527.1600785357394
		Pearson Correlation:  0.5402130132320393
		Spearman Correlation:  0.4886011120866257
		Coefficient of Determination:  0.2188347692363426
		RMSE:  0.6637231503703506
		NRMSE:  0.1646710540292638
		MAPE:  276.85250026630194

Protein:  CCNE1
x_train_column_count:  352
x_train columns:  ['IFT74', 'GBA', 'ZNF679', 'HNRNPH1', 'KCNMB1', 'KEL', 'OR56A1', 'CCDC43', 'C6ORF201', 'LBX1', 'CECR7', 'GABPA', 'SNHG6', 'EFCAB14', 'BHLHE41', 'BAG2', 'BUD13', 'SPAG8', 'ZNF335', 'TMEM207', 'F2', 'C5ORF15', 'MXRA5', 'MRPL57', 'PCBP3', 'GLMP', 'ADAM6', 'TMPRSS3', 'HEPHL1', 'DIP2B', 'OR10H5', 'DBNDD2', 'SNX25', 'GALNT12', 'C8ORF22', 'EMP1', 'FAN1', 'NAGS', 'NR1I2', 'GPR82', 'FASTKD3', 'VNN1', 'SEC61A2', 'COX8A', 'MAP1A', 'METTL9', 'SSH1', 'FAM72B', 'ATP5E', 'GKN2', 'OR4F21', 'NSUN2', 'IL18RAP', 'GJA8', 'HSPA1B', 'COX4I2', 'LRRC30', 'OR4A15', 'NKX3-1', 'PLXNB2', 'PTS', 'HYAL1', 'GPR153', 'CEP295', 'SNHG3', 'RC3H1', 'RCN2', 'TSHR', 'RRP8', 'CPT1B', 'QPRT', 'ZBTB11-AS1', 'DPPA4', 'ASL', 'PCBD2', 'GCNT3', 'BMP2', 'ANKRD29', 'FAM179B', 'PPP1R8', 'DYNLL2', 'HIST3H3', 'FAM228A', 'NUDT13', 'IGF2-AS', 'CFAP20', 'TRIM37', 'TIGD7', 'IAH1', 'WDR25', 'PTTG2', 'FAM157A', 'GFRAL', 'LOC283332', 'NOX1', 'HIST1H1B', 'NFIA', 'EVI2A', 'CNNM4', 'OTUD7A', 'KCNH8', 'TAPT1', 'C11ORF53', 'TBX21', 'KIF2A', 'GALR2', 'NRSN1', 'C1ORF159', 'TMC8', 'OVCA2', 'ZNF860', 'PDCL3P4', 'NOM1', 'ATP6V1G2', 'USP6NL', 'TPP1', 'TRAPPC6A', 'NDP', 'LINC00934', 'SLC7A5', 'PDP1', 'SERPINI1', 'WSCD1', 'ACADVL', 'RUNDC1', 'HMHB1', 'G0S2', 'LOC340357', 'ARL5A', 'FREM2', 'SHARPIN', 'OIP5-AS1', 'CEP95', 'LMNA', 'FRYL', 'METRNL', 'OR2W1', 'PADI4', 'ACYP2', 'FAM149B1', 'SEC24D', 'HKR1', 'SLC11A2', 'HABP2', 'CPEB4', 'ATP9B', 'TWIST1', 'IL7R', 'MTIF2', 'IFITM4P', 'KLHDC2', 'GNAS', 'CNNM1', 'HGS', 'GYS1', 'TFE3', 'ZNF568', 'BDH2', 'BMP8B', 'GPR31', 'SUMF2', 'TECPR2', 'GPX2', 'NSUN5P1', 'NXT2', 'NTRK2', 'LRRC20', 'PEBP4', 'COL1A2', 'RAB33B', 'DHX9', 'ANAPC7', 'GPRC5B', 'LINC00029', 'SNX4', 'TK1', 'LINC00152', 'ZNF7', 'RPL6', 'RPL13AP3', 'PDE6G', 'PCBP2', 'FLJ13224', 'ARHGAP19', 'FAM8A1', 'FOXN2', 'HSD3B7', 'KBTBD8', 'ZFP41', 'CCDC88C', 'SLC8A3', 'COX19', 'OLFM2', 'GNPDA1', 'ATP10D', 'C1QC', 'THBS3', 'LOC441454', 'TULP1', 'LINC00887', 'STAB1', 'B3GNT8', 'MFNG', 'FAM155A', 'ZBTB48', 'AK9', 'WDPCP', 'RBM12B-AS1', 'SNRNP25', 'CCDC106', 'PTGER1', 'ZNF813', 'INPP1', 'INAFM1', 'CCR9', 'DBT', 'GATA3', 'HIST1H1C', 'PPP6R2', 'CPN2', 'LOH12CR1', 'SLC39A1', 'TDRD10', 'C15ORF62', 'AP1S2', 'GAB4', 'ZNF346', 'SLC41A1', 'NCAPD3', 'RPS26P11', 'LOC644936', 'MAPRE3', 'LSM11', 'WRB', 'PSMD11', 'CYP4F12', 'FAM122C', 'ATP7B', 'PRSS35', 'ZSCAN21', 'MILR1', 'ELOVL2', 'TNFSF13', 'LKAAEAR1', 'KRTAP5-7', 'SUPT20HL2', 'INTS10', 'KLF4', 'PER1', 'DNAJC14', 'FAM86C2P', 'SGMS2', 'PCCB', 'IVD', 'IK', 'EPS8', 'A2M', 'CHRNA4', 'ARHGAP10', 'TCP1', 'PPARGC1B', 'DEFB109P1B', 'SMCO2', 'PPIP5K1', 'ALCAM', 'DNAJC18', 'FBXO34', 'LIN7B', 'GLTSCR1', 'KLC2', 'JAG2', 'RPP25L', 'NUP160', 'C19ORF18', 'NACC1', 'ZNF844', 'TMEM218', 'DEFB104A', 'ZFP37', 'SRSF2', 'CALCOCO2', 'PARL', 'IL6ST', 'CBX5', 'CSNK1G1', 'SYT8', 'ACAA2', 'AP1M2', 'PIR', 'SPEF1', 'TSPAN8', 'GPX6', 'MAGEE1', 'PSMB2', 'CRHR1', 'SSX5', 'AGAP6', 'PXT1', 'CEBPA', 'ARMC6', 'CASQ1', 'RIPK1', 'TMC6', 'FAAH', 'ACBD5', 'OPRL1', 'STAG2', 'KRTAP10-6', 'TMEM136', 'PPIL3', 'GATAD2B', 'SLC9A6', 'DEPDC1', 'LINC00999', 'BPGM', 'GANC', 'MADCAM1', 'TMEM132C', 'SMG1P2', 'GOLGA6L9', 'C9ORF47', 'LMO2', 'CLDN18', 'TIPIN', 'TRMT10A', 'WDR62', 'YJEFN3', 'TRIP6', 'CD63', 'TRIM34', 'DLG1', 'SLC25A30', 'FAM110C', 'UBR4', 'ZDHHC7', 'TEX33', 'TMEM74', 'NR5A1', 'ATP4B', 'IGDCC3', 'OR6B2', 'TCEA2', 'KLHDC7B', 'LINC00094', 'C9ORF78', 'PPIE', 'SCGB1B2P', 'PTCHD4', 'CNIH3', 'OR6Y1', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.7135069779129597
		RMSE:  0.7967382438332794
		NRMSE:  0.19227700939577658
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.179220592822603
		RMSE:  0.7927883268238614
		NRMSE:  0.2823823069719898
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.48367116033059243
		NRMSE:  0.11672446372338549
		MAPE:  119.9663870203584
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008650225247206267
		RMSE:  0.5393577763958428
		NRMSE:  0.19211318838676503
		MAPE:  85.21064296831354

	Predictor:  LinearRegression
		Pearson Correlation:  0.950071039693373
		Spearman Correlation:  0.8584663024646316
		Coefficient of Determination:  0.9026349803481211
		RMSE:  0.1509216937709823
		NRMSE:  0.03642196437265784
		MAPE:  39.09765230485798
		Pearson Correlation:  0.3421146965852135
		Spearman Correlation:  0.371319871232075
		Coefficient of Determination:  -1.0593955120481846
		RMSE:  0.7706843336068885
		NRMSE:  0.27450911259372696
		MAPE:  103.22207177785572

	Predictor:  ElasticNet
		Pearson Correlation:  0.8762985034287253
		Spearman Correlation:  0.7283711629325276
		Coefficient of Determination:  0.7589748753869286
		RMSE:  0.23745501744194752
		NRMSE:  0.05730506973042149
		MAPE:  62.75945941079476
		Pearson Correlation:  0.8218880736169902
		Spearman Correlation:  0.6514047410008781
		Coefficient of Determination:  0.6623978894407236
		RMSE:  0.3120392506577608
		NRMSE:  0.11114488002057374
		MAPE:  47.80110506008074

	Predictor:  RandomForests
		Pearson Correlation:  0.8578165199041136
		Spearman Correlation:  0.72077236946326
		Coefficient of Determination:  0.7293245686023597
		RMSE:  0.25163706521488227
		NRMSE:  0.06072762632789108
		MAPE:  54.50820195976439
		Pearson Correlation:  0.8445093857472966
		Spearman Correlation:  0.7083635909866122
		Coefficient of Determination:  0.7087528298613976
		RMSE:  0.2898261094048223
		NRMSE:  0.10323280833653509
		MAPE:  43.73318059293046

Protein:  CCND1
x_train_column_count:  859
x_train columns:  ['SIRT6', 'HEATR3', 'FOXO3B', 'CBR1', 'LRIG2', 'SHQ1', 'DERL3', 'PVR', 'SPZ1', 'NUDT2', 'FAF2', 'KIN', 'FGF1', 'DYM', 'PIP5KL1', 'CDCA8', 'TRABD', 'LOC100190986', 'SPATA20', 'SNORA32', 'SNORA66', 'RMRP', 'POLD1', 'PIH1D1', 'ASAP2', 'ZNF549', 'MFSD2B', 'TIGD7', 'DMXL2', 'SH3PXD2A', 'OR7A10', 'PRAMEF11', 'RPS29', 'CLUL1', 'APP', 'WFIKKN2', 'PMM1', 'PODXL2', 'CRNKL1', 'KCMF1', 'TAF1C', 'HDDC2', 'TRIM77', 'BIRC8', 'HIST1H3G', 'PDE1C', 'CCR3', 'GRIP2', 'PCNAP1', 'ZSCAN30', 'FCRLA', 'SEZ6L2', 'XPO5', 'TANK', 'L3MBTL2', 'SPP2', 'GOLPH3L', 'CCNL1', 'QRICH2', 'PCNXL3', 'SEC23IP', 'TOPORS', 'RPL38', 'INPP5A', 'FBXO5', 'HAUS6', 'ZNF446', 'FADS6', 'GTDC1', 'SERPINB11', 'PTPRU', 'SPINK2', 'AEBP1', 'CDHR3', 'ELMOD1', 'TRAPPC2L', 'ENTPD2', 'RNASEH2B', 'ETFDH', 'RPS10', 'RECQL5', 'ZNF292', 'P2RY2', 'COLCA1', 'ATP5H', 'DGCR5', 'SNAP25', 'MSLNL', 'PTP4A1', 'IMPA2', 'TBC1D24', 'PABPC1P2', 'LY9', 'GAL', 'USP13', 'MRPL36', 'HRSP12', 'ZCCHC5', 'TMEM150B', 'RP9', 'MGST2', 'DLD', 'ZNF296', 'RXRB', 'CD59', 'SLC38A9', 'CLDN7', 'TRIM38', 'GSTT1', 'GNG7', 'IL3', 'EIF3J', 'TMED3', 'SRP68', 'C8ORF22', 'DCP2', 'GTSE1-AS1', 'GABRG1', 'RALGAPB', 'PALMD', 'OR5V1', 'MRS2', 'PRKRIP1', 'AQP1', 'GOLM1', 'TOLLIP', 'PPP1CC', 'IKZF1', 'KHDRBS2', 'BNIPL', 'APOL5', 'PLXNA4', 'IFT27', 'RNF167', 'BRICD5', 'PEF1', 'NXPE4', 'SFT2D2', 'CCBL1', 'ITGA3', 'RSPO1', 'KIAA1715', 'KDELR2', 'NDRG3', 'LINC00319', 'DUSP15', 'RHAG', 'SLC41A2', 'SLCO1B7', 'HELT', 'SS18', 'PAPOLG', 'ADRA2A', 'PRB2', 'EHMT1', 'VPS13A', 'CLDN16', 'RSC1A1', 'MT1M', 'LMX1A', 'EIF1AD', 'ZNF667', 'MARK2', 'GALR3', 'SULT1A3', 'CDC7', 'LRRC30', 'CREBL2', 'C7ORF49', 'MAD2L2', 'TSNAX-DISC1', 'NT5C1B', 'MAPK1IP1L', 'GDF6', 'EPHA10', 'LOC284379', 'GGCT', 'ZKSCAN7', 'ANP32A', 'C1ORF21', 'EXOSC2', 'TMEM45B', 'PSPC1', 'SAMD12', 'SLAIN1', 'VENTXP1', 'CCDC18', 'LIPC', 'CLDN4', 'CT62', 'AFF4', 'CACTIN', 'WDR54', 'NEURL1', 'IGSF3', 'CSTB', 'OXA1L', 'RNF217', 'STRN', 'MMP3', 'ZSWIM8', 'CGREF1', 'PCOLCE', 'BIRC6', 'RPE', 'VSTM4', 'CLLU1', 'GEMIN2', 'POT1', 'NUDT5', 'DHRS11', 'CDK11B', 'LIN28A', 'CCDC64B', 'ERP29', 'KRTCAP2', 'LONRF3', 'GLT1D1', 'SH3GLB2', 'NGF', 'SPTLC2', 'CARD16', 'SNORA11B', 'ZFHX4-AS1', 'SORBS2', 'TMEM203', 'GCFC2', 'MTIF3', 'HIGD1B', 'ZNF639', 'ZNHIT6', 'NCOA5', 'SPDYE5', 'NR2E3', 'CTAG1B', 'SLC9A7', 'ZDHHC22', 'RIMKLB', 'OR10X1', 'TIMMDC1', 'ASTL', 'RSPH6A', 'RARS2', 'EVA1C', 'TPM3P9', 'RAB31', 'NCOA6', 'MAEA', 'KIAA1024', 'POLD4', 'FBXO25', 'C10ORF11', 'SEC22A', 'MUSK', 'PPM1D', 'C3ORF14', 'ABHD17A', 'DUSP3', 'GPLD1', 'HYOU1', 'ZSCAN16', 'EMX2', 'OR7G2', 'C10ORF62', 'AUP1', 'NFATC2', 'STON2', 'REST', 'ESF1', 'AXIN2', 'EPOR', 'CHMP5', 'WISP2', 'TFPI2', 'PRB4', 'RBFA', 'TBR1', 'TIA1', 'ZNF816', 'CELF6', 'SHANK1', 'HSP90AA1', 'ABCC5', 'SBF1P1', 'LUZP4', 'ARID5B', 'ISG20L2', 'EIF4B', 'CRYL1', 'PRAMEF4', 'TBC1D10B', 'HECTD1', 'MED29', 'OR4K14', 'SLC3A2', 'ZNF480', 'SPANXN4', 'XRRA1', 'TROAP', 'MEX3A', 'IL1RN', 'ANKLE1', 'C3ORF33', 'DAP', 'CD84', 'SV2C', 'HOMEZ', 'DOC2B', 'EDEM1', 'ID2', 'GGTLC1', 'GPR176', 'TPD52L3', 'DDO', 'LOC441204', 'CHERP', 'MRPL3', 'CLEC17A', 'LY6H', 'ID1', 'INTS4', 'FAM90A7P', 'FASTKD2', 'LSMEM2', 'LOC284632', 'SLC17A1', 'SYNPO', 'AUTS2', 'TMEM19', 'ZMIZ1-AS1', 'FBXO10', 'EPB42', 'C10ORF55', 'CD44', 'MBNL3', 'ACER1', 'PRR23C', 'TM4SF19', 'HMX1', 'RPS10P7', 'PEX14', 'RINT1', 'CDX4', 'ZDHHC4', 'NCOA1', 'LMCD1', 'OR7C1', 'H1F0', 'ACSL5', 'APOE', 'TMEFF2', 'LOC100272216', 'TEX26', 'ZFHX3', 'HSPD1', 'EFCAB5', 'ATXN7L1', 'AKAP1', 'RAD1', 'DYRK1B', 'SIGLEC11', 'GPAM', 'CCL27', 'ZCCHC9', 'HOXA3', 'CCDC159', 'ALMS1', 'DNAJB9', 'TBL1Y', 'TBC1D2', 'DGKZ', 'SREK1IP1', 'NFYC', 'COPS7A', 'LYPLAL1', 'SCN5A', 'TMLHE', 'FAM127A', 'RBBP7', 'CDH11', 'POLH', 'CDC42SE2', 'PTPN3', 'MARVELD2', 'LRMP', 'ABTB1', 'RPS15A', 'OGFR', 'POLK', 'RIOK2', 'BLOC1S3', 'GKN1', 'NECAB2', 'CCDC169', 'ZNF532', 'TUBB4A', 'VTI1B', 'PNKD', 'TRIM37', 'RPL9', 'NKAIN4', 'PRMT5', 'SCN4A', 'OR11H6', 'ADAT1', 'BDP1', 'PRKG2', 'ACVR2B-AS1', 'SIGLEC1', 'ZNF430', 'OR8G2', 'PLOD3', 'HIPK2', 'CHMP2B', 'MATN1', 'COA1', 'CGN', 'CSNK1A1P1', 'H2AFY', 'TDRD9', 'ENOX1', 'PLCB2', 'PPIL6', 'IGF2BP2', 'ZNF699', 'HMGN3', 'UBXN2A', 'PCBP3', 'CRYGS', 'MPND', 'IFNA16', 'C9ORF72', 'ANP32AP1', 'LFNG', 'SERPINA11', 'NEU3', 'RBAK', 'TECTB', 'PPP1R12A', 'PATE2', 'PPP1R7', 'SEMA6C', 'SLC27A1', 'C19ORF60', 'CCL20', 'PM20D1', 'TRIM64', 'ZNF703', 'CYP4F3', 'LRRIQ1', 'SCARNA23', 'RTN4RL2', 'ATP8A1', 'ZDHHC17', 'ZNF595', 'TSEN15', 'EPPK1', 'CRIPAK', 'ZNF709', 'IST1', 'MET', 'LBR', 'UBE2L6', 'BCL2L11', 'SMIM10L2B', 'GPIHBP1', 'ZDHHC13', 'SLC12A9', 'GPR39', 'PGBD5', 'CLIP2', 'ZNF266', 'TBC1D3B', 'DUT', 'NINL', 'GDI2', 'PMS2', 'ST6GALNAC3', 'CCDC181', 'CEP76', 'USP30', 'LUZP2', 'B3GALT5', 'MICALCL', 'NNAT', 'GPR55', 'FAM222B', 'SKP2', 'ZNF350', 'PCSK1N', 'RPL10L', 'ASB7', 'CRB1', 'ACOXL', 'MPHOSPH9', 'TNFSF10', 'SIPA1L1', 'LCE1D', 'TRPC2', 'UCN3', 'ZNF354B', 'TTLL8', 'FAM72A', 'STH', 'SPEN', 'GABRB3', 'NLGN4Y', 'TBX5', 'OR6K6', 'AFAP1', 'BCL2A1', 'ZNF664', 'MMRN1', 'OR4D5', 'PIGR', 'ZAR1L', 'PCBP1', 'GAGE4', 'B4GALT3', 'SNORA11', 'MGAM2', 'C8ORF31', 'DNAJC18', 'PLEKHA8', 'LOC100130331', 'MAN1C1', 'UTP3', 'TRIM51', 'CD93', 'GPD1', 'LOC643923', 'ZNF461', 'KDSR', 'PPOX', 'RALGPS1', 'N4BP1', 'ZNF341', 'STYX', 'TNC', 'SLC1A5', 'BCL2L1', 'PIP', 'RCCD1', 'AADACL4', 'TAS2R39', 'C19ORF66', 'COQ10A', 'PTAFR', 'DUSP4', 'PRR7', 'PEBP1', 'OR11L1', 'OR9I1', 'ERG', 'FOXB2', 'CNP', 'ITGB7', 'NKAPL', 'SOHLH2', 'LARS', 'STAC', 'RPL3L', 'ATP6V1G3', 'TCAIM', 'ZNF442', 'NOP16', 'OR11H12', 'DNHD1', 'NOTCH4', 'SSX5', 'ZNF543', 'ZNF440', 'AAAS', 'KRTAP5-6', 'HMP19', 'SNORA58', 'MGAT5', 'CREG2', 'LCMT2', 'PRPF8', 'SYCE1L', 'GPR89B', 'UNQ6494', 'WDFY3-AS2', 'COL24A1', 'CIAO1', 'DEFB108B', 'AKAP10', 'ARHGAP28', 'SLC17A8', 'CPE', 'KIAA1551', 'ZNF705D', 'ABCA17P', 'RHBG', 'MVP', 'CRX', 'ABHD1', 'KRTAP2-2', 'TMEM236', 'LAMP2', 'SPATA4', 'SYCP3', 'SEPT14', 'PPIF', 'GTF3C4', 'TSC22D2', 'MOB3B', 'WDR18', 'BAZ2A', 'C9ORF106', 'ZNF160', 'UBN2', 'KLHL3', 'GLRA1', 'OR9K2', 'SCN1A', 'ZNF670', 'PSMB5', 'MMP23B', 'SPECC1', 'ZNF679', 'TRIM74', 'ASAH2B', 'ASCC2', 'C20ORF202', 'ANKRD20A20P', 'FLT3', 'MLANA', 'TRIM71', 'TBRG4', 'MKI67', 'SUMF1', 'BACE1', 'SHD', 'C22ORF29', 'ZMYM6', 'LTC4S', 'SPATA5L1', 'PEX12', 'TRIO', 'PTTG2', 'C9ORF129', 'RDH11', 'FAM26F', 'DAW1', 'WNT3A', 'OPALIN', 'GCC2', 'ADAMTSL2', 'ALCAM', 'CGA', 'EIF4A2', 'C3ORF52', 'SCTR', 'ZNF540', 'MRPL35', 'SPATA24', 'HINT2', 'C4BPB', 'GBP4', 'SKP1', 'LOC100128239', 'MYO3B', 'SMCO2', 'FH', 'MMP10', 'CSHL1', 'SNN', 'B3GAT2', 'FXYD4', 'SMPDL3A', 'C1ORF198', 'ACVR1', 'MNS1', 'SDHAF2', 'FAM65C', 'STOX1', 'DCTN4', 'C1ORF68', 'OR11H4', 'SLC35F2', 'OR52A1', 'GOLGA6C', 'NUP210', 'APTX', 'GPC3', 'ASTN2', 'TRIM35', 'MIR17HG', 'TAC4', 'DBN1', 'PLEKHJ1', 'VWCE', 'APC', 'USE1', 'TSPO2', 'MUSTN1', 'EFEMP2', 'ERF', 'UBE2D3', 'TPT1', 'CCM2', 'RNF182', 'C14ORF39', 'SNORA45B', 'AIDA', 'EDC4', 'TTC28-AS1', 'CAPN14', 'PRRX2', 'PTPN9', 'TBPL1', 'MROH6', 'EIF4EBP1', 'XPO4', 'RPL8', 'LCE2B', 'AMIGO2', 'EID3', 'PIP5K1C', 'RPL32P3', 'NFAT5', 'SSUH2', 'ERBB2', 'RRBP1', 'ZNF335', 'SNX11', 'H2BFXP', 'RAB24', 'NR1H2', 'SHC4', 'LOC606724', 'FZD9', 'CWC27', 'CSMD2', 'STPG1', 'GLIS3', 'ETV4', 'LINC00626', 'SVEP1', 'DPH2', 'CDX1', 'PDZD7', 'FBXO47', 'CATSPER2', 'ASPHD2', 'TUBAL3', 'ZNF772', 'MSX2P1', 'VCAM1', 'RAB4A', 'NGLY1', 'LINC01098', 'OR51F2', 'ADCY10', 'AKR7A3', 'MVB12A', 'AKIP1', 'APEX2', 'KCNJ2', 'SGPP2', 'GORASP2', 'INPP5E', 'TMEM254', 'LCE3A', 'COL10A1', 'ELP6', 'TMEM189-UBE2V1', 'OTC', 'ESPNL', 'STAG3L3', 'TXNRD2', 'SECTM1', 'PLXDC1', 'ITGAM', 'VPREB1', 'CHP1', 'LINC01555', 'VWA2', 'OR10A3', 'C1QTNF1', 'FGF21', 'CD300E', 'REG1B', 'NR6A1', 'C2ORF16', 'FAM46A', 'KIF1C', 'POM121C', 'NSUN5', 'UGT1A1', 'SNORD116-19', 'FAM50B', 'LOC154449', 'AMOTL1', 'PUS7', 'STX5', 'CORO2A', 'TBRG1', 'TBXA2R', 'MAF', 'BPIFC', 'OXER1', 'TOX4', 'CEP70', 'CNKSR3', 'FAM183B', 'RUNDC1', 'KIAA1468', 'OLFML3', 'CEP83-AS1', 'SGCD', 'LAMB2P1', 'RBM48', 'CTNNAL1', 'TRIM55', 'PTTG1', 'MMP23A', 'ART3', 'USP53', 'LIN52', 'MT1B', 'FGF9', 'EXO1', 'SETBP1', 'ADAMTS14', 'IFT52', 'POLR3G', 'SERPINE1', 'OR1A2', 'OSER1', 'ADAM29', 'C16ORF96', 'ELFN2', 'PRR21', 'DZANK1', 'EXOC3', 'CBLL1', 'C11ORF73', 'PMS2P2', 'GABARAPL2', 'GOSR1', 'LRFN4', 'SPATA3', 'PLSCR3', 'KRTAP12-3', 'OR6X1', 'AFP', 'ARRB1', 'ZMYND11', 'LINC01312', 'PACRG-AS1', 'FAM206A', 'PPIAL4D', 'NOL3', 'STK35', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.46307157054532877
		RMSE:  0.2889602070536637
		NRMSE:  0.17371452011738692
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5143850316766378
		RMSE:  0.2891269997261264
		NRMSE:  0.20591917819933792
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.0678691922960446e-15
		NRMSE:  6.419720769835908e-16
		MAPE:  2.0954036195417803e-12
		Pearson Correlation:  0.26547007933889943
		Spearman Correlation:  0.17370012681689592
		Coefficient of Determination:  -2.355361233141893
		RMSE:  0.4303681632324813
		NRMSE:  0.30651256568890756
		MAPE:  1911.802954718609

	Predictor:  ElasticNet
		Pearson Correlation:  0.7084304915318632
		Spearman Correlation:  0.692159039259872
		Coefficient of Determination:  0.43002409837414024
		RMSE:  0.18035720699448524
		NRMSE:  0.1084255371430458
		MAPE:  259.8196183858165
		Pearson Correlation:  0.4897930752253229
		Spearman Correlation:  0.47478294800507276
		Coefficient of Determination:  0.22506043794518382
		RMSE:  0.20682565665713035
		NRMSE:  0.14730332791374448
		MAPE:  1208.793570619596

	Predictor:  RandomForests
		Pearson Correlation:  0.5653322464990787
		Spearman Correlation:  0.5573197313775302
		Coefficient of Determination:  0.2569606704557632
		RMSE:  0.20592598642725282
		NRMSE:  0.1237967479213024
		MAPE:  330.1094644939754
		Pearson Correlation:  0.5125338252744054
		Spearman Correlation:  0.5271534484440543
		Coefficient of Determination:  0.2315041328591485
		RMSE:  0.20596397433925337
		NRMSE:  0.1466896290376997
		MAPE:  991.680574538786

Protein:  ERBB2
x_train_column_count:  665
x_train columns:  ['TCEB3C', 'TP53AIP1', 'CLEC3B', 'TMEM2', 'PABPC1P2', 'WDR12', 'SRR', 'KHNYN', 'TMEM209', 'SCEL', 'SERPINA9', 'DHX9', 'ATP2B4', 'OPN5', 'CCL13', 'VAMP7', 'UBAP2', 'TAF6L', 'ADAM21', 'TYMS', 'HDAC5', 'SLC6A19', 'GRSF1', 'TAF2', 'AWAT1', 'CCNB3', 'CWF19L2', 'RNU4ATAC', 'BRAT1', 'ZNF485', 'EDA', 'SCP2', 'LINC01341', 'SBK1', 'UNC5C', 'OR6N1', 'POLD2', 'ID1', 'LRRC66', 'RENBP', 'PIGY', 'IPO8', 'USF1', 'GRIN1', 'C12ORF49', 'NUSAP1', 'PABPC1L2A', 'FAM135A', 'VAMP5', 'COMMD8', 'USP4', 'HTATIP2', 'MRPL52', 'ZRANB1', 'EIF3E', 'PTPN4', 'SLCO3A1', 'RPL19P12', 'UNC79', 'ANKRD36BP1', 'ANGPT2', 'MED25', 'GPR160', 'CACNA1C', 'HSF5', 'DACH2', 'CDKN1C', 'TXNDC11', 'PHF10', 'MYDGF', 'TMEM186', 'URM1', 'SNAP91', 'SLC43A2', 'NUGGC', 'ATP6V0B', 'PRDM5', 'CENPC', 'MORN4', 'INTS8', 'COL15A1', 'SPAM1', 'MFSD3', 'PTAR1', 'ZNF800', 'CD4', 'HIPK4', 'MCF2L', 'DIMT1', 'ZNF207', 'PTGFRN', 'FAM163B', 'SERINC2', 'CASC2', 'KRT33B', 'THEM4', 'C3ORF38', 'MYH14', 'P2RX7', 'COL4A5', 'LRRC4', 'LILRA6', 'ZNF75D', 'SOD2', 'FAM99A', 'KATNA1', 'CLEC10A', 'RCE1', 'ADAL', 'UBE2D4', 'LDOC1', 'ZDHHC9', 'GTPBP10', 'RNF8', 'AAAS', 'POLR3G', 'SELK', 'C9ORF3', 'KLHL8', 'TAF1D', 'RRP15', 'LAS1L', 'ABCF3', 'SF1', 'NPB', 'OR9Q1', 'PRPS1L1', 'FOXL1', 'DDI2', 'FBXO6', 'NMBR', 'AASDHPPT', 'FRY', 'IFI30', 'CNPY3', 'PRR4', 'TSEN2', 'HOXB1', 'CKAP2L', 'NLGN2', 'CCDC77', 'MCF2', 'YIPF3', 'PRR23B', 'CPEB3', 'ANXA2', 'GPR27', 'PMS2P4', 'PRKAR2B', 'POTEE', 'PAGR1', 'CYB5RL', 'ABHD11-AS1', 'ZBTB2', 'CCL1', 'PCLO', 'RPL22L1', 'SPHK2', 'PRPF38B', 'ZNF846', 'OR6C4', 'NXPE4', 'LINC01138', 'LY86', 'MKX', 'CTSD', 'CRYBB2', 'DKFZP434L192', 'RELL1', 'CENPBD1', 'PLLP', 'DCAF8L2', 'PHF13', 'INSIG1', 'MIEN1', 'PPFIA2', 'SLC39A9', 'CDK5', 'METTL25', 'CBX1', 'HIST1H3C', 'FAM72B', 'RALGPS1', 'CABLES1', 'FANCF', 'TTC8', 'ADRBK1', 'TKTL1', 'TCN1', 'GNG5', 'ZNF91', 'DDIAS', 'LINC00442', 'NEURL1', 'UQCC3', 'NLRX1', 'XPO1', 'LINC00238', 'ADAM20', 'RASSF6', 'TRIO', 'SLIRP', 'BRI3BP', 'CDCA3', 'PP2D1', 'TRAPPC11', 'IFNA16', 'RHOXF1', 'NAP1L2', 'C20ORF202', 'LMNTD1', 'TIMM10B', 'ELFN2', 'LOC145845', 'UBE2W', 'WWC3', 'FASN', 'CCDC62', 'UBA7', 'NBEAL1', 'PROM1', 'POLD3', 'BAIAP3', 'TEAD4', 'SERPING1', 'DCLK2', 'LOC146880', 'VBP1', 'TNFSF14', 'ATL2', 'TACC3', 'OR51T1', 'NR2F1', 'FAM179B', 'LINC01001', 'DDX11L2', 'ZNF878', 'STAT4', 'PIN1P1', 'C10ORF91', 'RPL22', 'DDB1', 'KLHL17', 'ACSM4', 'SKOR1', 'LMO3', 'MYO1D', 'B4GALT3', 'PLS3', 'FAM181A', 'MTMR11', 'CYP3A4', 'KANSL1', 'KAZALD1', 'PLP2', 'TXLNB', 'METTL21C', 'HYPK', 'CA5B', 'CBWD1', 'GAS2', 'TUBA4B', 'WIPF1', 'RAD52', 'FBP1', 'NOP9', 'SOWAHD', 'LAG3', 'SPAG11B', 'OR1J1', 'RAB21', 'INE1', 'CT62', 'HOOK2', 'CCDC7', 'ZNF771', 'IDUA', 'DDX59', 'NHLRC4', 'TCEAL4', 'CCNE1', 'MMP10', 'NUP205', 'THOP1', 'KIAA1211L', 'OR51E1', 'RPE', 'RAB11A', 'TMEM69', 'TMEM126B', 'PIAS1', 'LINC00426', 'CELF3', 'SH3BGRL2', 'NOD1', 'CTU1', 'ATP8A1', 'FUT7', 'RPL26L1', 'NCK1', 'GNGT2', 'SLC38A10', 'EIF3B', 'YBX2', 'COX7C', 'TRIP10', 'BEND5', 'UGT1A3', 'LACC1', 'FABP3', 'ERICH5', 'NPM2', 'VPS8', 'PSMA1', 'DEFB119', 'SLC25A41', 'NBPF7', 'STRN', 'PGA3', 'PPP2R5A', 'GOLGA2P3Y', 'DUOX2', 'PRSS33', 'ABHD4', 'PLCH1', 'RAB9B', 'CKS2', 'CDKL4', 'GBX1', 'PDCD5', 'FAM86JP', 'NPVF', 'RIN3', 'LGALS9B', 'NCAPG2', 'RASIP1', 'RRBP1', 'KRTAP15-1', 'DMBT1P1', 'SMS', 'LOC341056', 'GCG', 'TGFBRAP1', 'CDK3', 'PLAC1', 'TAF5L', 'SNORD116-4', 'HSD17B2', 'OR4M1', 'SPATA22', 'TMEM168', 'BOP1', 'ATP13A4', 'GABARAPL2', 'PASD1', 'FETUB', 'CRHBP', 'ALX3', 'KLRAP1', 'IL12B', 'PRLR', 'TPM2', 'RHOD', 'HNRNPU-AS1', 'MAST3', 'TAF9B', 'SYF2', 'TAS2R3', 'DRG1', 'WDR7', 'YPEL2', 'SNRPGP15', 'MATN2', 'TIGAR', 'MAPK9', 'FBXO39', 'GJD4', 'RBBP5', 'FUK', 'AOX2P', 'C11ORF24', 'ALDH1L1', 'AIPL1', 'SOX7', 'PRO0628', 'ISG20', 'DUSP27', 'SLC38A1', 'ZNF354A', 'PHLDA3', 'EGFL7', 'TUBA3FP', 'SH3D21', 'ANKAR', 'CEP76', 'MRPL48', 'TTC27', 'RPL32P3', 'BCDIN3D-AS1', 'GINS4', 'SAMD11', 'RALGAPA2', 'GNAI2', 'PIK3AP1', 'KDR', 'SPTLC1', 'LRRC43', 'ZNF655', 'SLC25A38', 'POLR2F', 'ATPIF1', 'WBSCR22', 'UNK', 'GPR89B', 'CCNI2', 'KLHDC8B', 'CTAGE4', 'ELAVL1', 'LDHD', 'C8ORF4', 'GGT5', 'LCE1C', 'WSCD1', 'CHMP2A', 'LINC00632', 'LDLRAD2', 'UCN2', 'SHMT1', 'LRRC55', 'CYP8B1', 'EHD4', 'MAP4K1', 'TMCO6', 'NUBP1', 'SESN3', 'OPRL1', 'NAA10', 'ACRV1', 'AADAC', 'LRP11', 'H6PD', 'WDFY1', 'ZNF71', 'NUP43', 'PCTP', 'HNRNPK', 'ADGRA2', 'FAM156A', 'HEY2', 'HIST1H1C', 'DNAJB8', 'EML4', 'MROH2B', 'LOC645166', 'DCANP1', 'CLEC1B', 'AQP9', 'KCTD17', 'ARHGDIG', 'B4GALNT1', 'SLC37A4', 'GNAZ', 'PROKR1', 'PCDH9', 'SS18L1', 'OXNAD1', 'AGAP2-AS1', 'RSPH4A', 'SHCBP1', 'ALLC', 'KRT20', 'STX11', 'GSTZ1', 'MED19', 'VAT1L', 'LINC00620', 'HIRA', 'SUCLG1', 'OR10X1', 'PAN3', 'GNG4', 'DBP', 'BRF1', 'PADI4', 'DLX5', 'ACTL7A', 'SNORA65', 'TTYH2', 'LOH12CR2', 'HLA-DQB2', 'FAM21A', 'SLC16A1', 'APOBEC4', 'RNF115', 'PHGDH', 'LOC391322', 'ZNF614', 'PIGW', 'AMN', 'P2RX1', 'LARP1', 'C7ORF62', 'HRAS', 'CDK15', 'TAS2R46', 'MSMB', 'LOC606724', 'MIR4697HG', 'ZNF772', 'OR56A4', 'CLEC4M', 'SPINK2', 'PPP1R16B', 'MTNR1A', 'VIL1', 'CAND2', 'SH2B1', 'SELE', 'C20ORF27', 'ZNF117', 'OR5C1', 'DHFR', 'CACFD1', 'CNKSR2', 'NXF5', 'PSMD5-AS1', 'NRN1L', 'TMPRSS4', 'C3ORF35', 'HMX2', 'WDR3', 'SLC39A1', 'SEZ6', 'XIAP', 'ZYX', 'SST', 'CLEC17A', 'C8ORF82', 'DOLK', 'SNED1', 'GOLGA8F', 'C1RL', 'NODAL', 'PRB1', 'FGF13', 'SPNS1', 'TATDN2', 'MAP2K3', 'OMG', 'FOXJ2', 'ZFPL1', 'LMNTD2', 'TNFRSF1B', 'STRADA', 'UCKL1-AS1', 'NAPEPLD', 'ZNF703', 'B9D1', 'LCA5L', 'ZNF570', 'PNLIP', 'MIA2', 'SERAC1', 'OTUD6B', 'SRP72', 'WBSCR16', 'CRBN', 'ANKEF1', 'PIANP', 'TIMM17B', 'QPRT', 'HOPX', 'CDHR4', 'TUBGCP2', 'DDX49', 'ZNF304', 'PAFAH1B1', 'PKIB', 'ANKRD31', 'C12ORF29', 'C6ORF48', 'RNASE12', 'EFCAB12', 'BAG4', 'PPP5C', 'ST6GAL1', 'CHID1', 'ZNF484', 'RPH3A', 'NDUFS7', 'NAA25', 'LOC728323', 'SMARCAL1', 'YWHAH', 'TP53INP2', 'HMSD', 'ERLIN2', 'PIGA', 'TP53INP1', 'C14ORF166', 'CENPF', 'TMEM132B', 'MAD1L1', 'GREB1L', 'CASC3', 'MUM1L1', 'LOC653786', 'CHI3L1', 'SNCB', 'DNAJC15', 'HES7', 'EPB41L3', 'PDK4', 'COA3', 'CRYBA1', 'MAFB', 'POLB', 'MFF', 'NOB1', 'MAP1A', 'TTC28-AS1', 'VCX3B', 'KPNA5', 'DERA', 'FHL5', 'OR4D5', 'TSEN34', 'IGSF9', 'KLF11', 'PDE7A', 'POLR2J2', 'SERINC4', 'FAM127A', 'CD9', 'YES1', 'RPL3L', 'ZC3H12B', 'MEX3B', 'MYBPHL', 'PAXBP1', 'ECI1', 'LOC285696', 'ISL1', 'C1ORF52', 'LMX1B', 'SPINT3', 'LCN6', 'KCNE2', 'CRIP3', 'TNFRSF11B', 'KCNK1', 'PLAGL2', 'CAMK1D', 'COQ10B', 'AIRE', 'PRIMA1', 'DTNBP1', 'GSC2', 'MVB12B', 'VPS13B', 'TM4SF4', 'CHODL', 'MTERF1', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10512598969709641
		RMSE:  1.0713675802437574
		NRMSE:  0.18252510013182233
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.044647408489899565
		RMSE:  0.9270678870989714
		NRMSE:  0.17190207437399804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  3.2135105413977155e-15
		NRMSE:  5.474744094924298e-16
		MAPE:  3.886451224647244e-12
		Pearson Correlation:  0.40934821480181943
		Spearman Correlation:  0.24269339576626675
		Coefficient of Determination:  -2.0951835553004923
		RMSE:  1.5957684587957135
		NRMSE:  0.2958962467635293
		MAPE:  1511.6520086355945

	Predictor:  ElasticNet
		Pearson Correlation:  0.9375702406257302
		Spearman Correlation:  0.8729687993712262
		Coefficient of Determination:  0.8723932007481283
		RMSE:  0.3640571055409575
		NRMSE:  0.06202311967237806
		MAPE:  281.47241514307996
		Pearson Correlation:  0.7394224578137145
		Spearman Correlation:  0.5704516632523657
		Coefficient of Determination:  0.5436270551439526
		RMSE:  0.6127546522115439
		NRMSE:  0.11362036940692452
		MAPE:  429.02397817428295

	Predictor:  RandomForests
		Pearson Correlation:  0.8590690756077887
		Spearman Correlation:  0.7255051535659016
		Coefficient of Determination:  0.7320254343808695
		RMSE:  0.5275691500519603
		NRMSE:  0.08988008757721183
		MAPE:  410.7808120041584
		Pearson Correlation:  0.8060418440451131
		Spearman Correlation:  0.6715328823262123
		Coefficient of Determination:  0.6391678981001359
		RMSE:  0.5448528867018871
		NRMSE:  0.10102964707989749
		MAPE:  326.85451138303347

Protein:  ERBB3
x_train_column_count:  247
x_train columns:  ['ZP2', 'RNASE7', 'KIF2B', 'VASP', 'MBD3L1', 'PCAT4', 'CXCL12', 'HOMEZ', 'TEP1', 'NIPAL3', 'C2ORF78', 'UBQLNL', 'SERINC5', 'SIGLEC10', 'C2', 'SELP', 'CD209', 'ARHGAP8', 'CYB561A3', 'ALDOA', 'NODAL', 'SMARCE1', 'EPHX2', 'TGFBR2', 'TCEB2', 'CSRNP2', 'TM6SF1', 'SERPINE3', 'ARPC4', 'CCDC66', 'HSFY1P1', 'RBM39', 'ORAI1', 'PARK7', 'EIF4EBP3', 'FAM129B', 'CPEB1', 'LOC100128239', 'TGFB3', 'SLC26A9', 'AGAP4', 'ARSK', 'C20ORF202', 'TTLL3', 'CDKN1B', 'NOP14', 'PON2', 'REG1A', 'RPE', 'CLRN3', 'PSG3', 'PDF', 'EPC2', 'SLC44A3', 'INGX', 'C1ORF52', 'FAM86C2P', 'DCHS2', 'CENPBD1P1', 'SHMT2', 'LIN37', 'ZC2HC1C', 'SERPINA7', 'CCDC91', 'MUC20', 'VGLL4', 'TPM3', 'SUCLG1', 'TSPAN7', 'KIAA1161', 'NUCB2', 'CPEB2', 'B3GAT1', 'ARHGDIA', 'ATPAF1', 'NDUFA6', 'NAPSB', 'KRT75', 'SLC23A3', 'ZNF454', 'EGFL7', 'FAM90A7P', 'GLB1L2', 'OR1G1', 'IFNW1', 'RASGEF1C', 'RAD52', 'PPID', 'CAST', 'CPEB4', 'ZNF542P', 'OPLAH', 'OR6C2', 'FAM104B', 'NFU1', 'ZNF175', 'SNORA22', 'CIDECP', 'CCDC60', 'OR6M1', 'TPP2', 'POSTN', 'NDUFB3', 'GBP1', 'NUMBL', 'SAA3P', 'MMEL1', 'ADRBK2', 'ABHD6', 'REXO1L6P', 'PAX1', 'RPL36', 'ZNF480', 'EXD3', 'RNMTL1', 'PDGFB', 'KIAA0895', 'PCDH7', 'PTPRJ', 'MYO1B', 'GPR63', 'PF4', 'NDST4', 'FTH1', 'PIGL', 'PARVG', 'BCL2L2', 'MRPL41', 'PRR15L', 'DNPH1', 'ZNF732', 'PROKR1', 'CKB', 'PSRC1', 'JMJD1C', 'REEP1', 'DHFR', 'TCIRG1', 'EML1', 'UGDH', 'SPANXN4', 'TRPV2', 'HMG20B', 'YIF1A', 'PSMD11', 'TRIM64', 'NCEH1', 'B3GALT4', 'ACTR3BP2', 'LINC00174', 'KRT33A', 'SMG1P3', 'COL6A5', 'FERMT2', 'HIST2H2BE', 'THUMPD2', 'CENPO', 'GTPBP10', 'C12ORF66', 'LINC00200', 'RABEPK', 'CATSPERG', 'SLC2A12', 'NXF4', 'OR2A1', 'PDSS2', 'GOLGA6D', 'LOC100240735', 'SNORA54', 'SDC3', 'PPP2CB', 'CELA2A', 'NLRP10', 'CADM2', 'PHF11', 'ZNF417', 'ARFRP1', 'BTN2A1', 'LYSMD2', 'ZNF775', 'KLF14', 'NEUROD2', 'ODF2', 'NTHL1', 'C2ORF50', 'GLIDR', 'SPTLC2', 'CD40', 'MRGPRX2', 'CCDC137', 'OR5H15', 'GUSBP5', 'LAMP2', 'PLCB2', 'CYP3A5', 'LINC00526', 'GTF2B', 'RPS27L', 'LOXL3', 'C12ORF49', 'GLTSCR1L', 'KYNU', 'KLHL24', 'KCNMB3', 'EIF4G1', 'LAT2', 'RAD51B', 'CXORF66', 'TCHHL1', 'CR1L', 'CSRP1', 'YBEY', 'VIMP', 'OLFM3', 'OR2C1', 'TPTE', 'SLC35D2', 'BTG4', 'LGALS7', 'PPP2R1A', 'TAGAP', 'ATP6V1D', 'SLC6A11', 'CLTA', 'ISM2', 'SNX7', 'GJA5', 'CCER1', 'LINC01600', 'TOMM6', 'SULT4A1', 'LECT2', 'PRDX1', 'SSU72', 'SAFB2', 'SNORD116-28', 'MMP16', 'ERAP2', 'SLC9B2', 'SLC25A21', 'LOC152225', 'SZT2', 'PRSS23', 'LINC00523', 'SOWAHA', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20107865915633893
		RMSE:  0.5031866190144979
		NRMSE:  0.13579562619977975
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27170508071542576
		RMSE:  0.5249654097328843
		NRMSE:  0.21064675210776365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  LinearRegression
		Pearson Correlation:  0.7790302801547012
		Spearman Correlation:  0.758023490701961
		Coefficient of Determination:  0.6068881773979121
		RMSE:  0.2878733163453753
		NRMSE:  0.07768874565045063
		MAPE:  175.89442441581943
		Pearson Correlation:  0.010459387509212504
		Spearman Correlation:  0.23662110601557199
		Coefficient of Determination:  -28.86108297589574
		RMSE:  2.543842755292816
		NRMSE:  1.0207381369144901
		MAPE:  1092.6264486446016

	Predictor:  ElasticNet
		Pearson Correlation:  0.6587525015047183
		Spearman Correlation:  0.6613115961584626
		Coefficient of Determination:  0.40757082584319815
		RMSE:  0.3533959572419219
		NRMSE:  0.09537142582234424
		MAPE:  185.73420872521334
		Pearson Correlation:  0.40459000254249644
		Spearman Correlation:  0.42274951559576307
		Coefficient of Determination:  0.14948065060469862
		RMSE:  0.429318481309809
		NRMSE:  0.17226762379213573
		MAPE:  219.97765937455486

	Predictor:  RandomForests
		Pearson Correlation:  0.573492699862162
		Spearman Correlation:  0.5313055022466401
		Coefficient of Determination:  0.30217595362442995
		RMSE:  0.3835449984374275
		NRMSE:  0.10350778671462123
		MAPE:  235.43638945836446
		Pearson Correlation:  0.40282853104470445
		Spearman Correlation:  0.4356927024014788
		Coefficient of Determination:  0.15228286784132283
		RMSE:  0.4286106571986538
		NRMSE:  0.1719836034599118
		MAPE:  276.904419336328


Fold:  2

Protein:  RB1
x_train_column_count:  371
x_train columns:  ['TINCR', 'OR4C15', 'TEX9', 'PCGF5', 'LINC00520', 'PEX1', 'GUSBP4', 'RAG1', 'CEACAM20', 'IGSF10', 'TMSB4XP8', 'C16ORF93', 'PKP1', 'RAD21L1', 'SMOC2', 'GINS4', 'ZBED5', 'RBAK', 'SNAR-B2', 'RGL2', 'PCDHA9', 'CAP2', 'ZPLD1', 'COLEC12', 'FAM110D', 'NIT2', 'CD209', 'HCG18', 'FCRL3', 'MAP3K19', 'TOPBP1', 'HIST1H3F', 'BMS1', 'ATAD2B', 'AREG', 'PIN4', 'SLC26A10', 'ENC1', 'DSN1', 'LRRC17', 'TEX36-AS1', 'ALX3', 'TTK', 'PELI3', 'TPTE2P3', 'GOLGA6L1', 'AGTR1', 'CBLL1', 'CDS1', 'CDK14', 'C16ORF70', 'CTAGE4', 'MARVELD2', 'ZRANB2', 'SF3A3', 'ERG', 'CTSG', 'NR4A3', 'KCNJ16', 'SUPT20HL1', 'POU2F2', 'OXTR', 'A4GNT', 'CCDC91', 'PEMT', 'DNAAF5', 'BLID', 'MTUS2', 'NDP', 'ASCL2', 'C1R', 'DSEL', 'RAB40AL', 'BHLHE40', 'VTI1A', 'GGH', 'TCEA1', 'GRIK1-AS1', 'IGF2BP1', 'SERBP1', 'INTS12', 'SNRPB', 'FAM178A', 'COL15A1', 'AMPD1', 'PAK6', 'NPW', 'ZNF676', 'SYNE2', 'IL17D', 'AXIN1', 'NCAPD3', 'POLD3', 'ARHGEF7', 'CCDC39', 'OR9Q2', 'PDP1', 'ULK3', 'IZUMO4', 'CLIP4', 'SOX21', 'KDM6A', 'DNMT3L', 'FXYD6', 'ZC3H12B', 'TM7SF3', 'ASTE1', 'ARFIP2', 'TMEM79', 'QSER1', 'SRXN1', 'PES1', 'TMEM45B', 'RSPH10B2', 'TENM4', 'DHCR7', 'SLC5A9', 'CDC6', 'TAT', 'CHST3', 'EXOSC1', 'SDHAF4', 'PLCE1', 'GKN1', 'HOXB2', 'KRTAP10-11', 'THOC5', 'ERBB2', 'PIFO', 'FRMD3', 'SEMA6C', 'DNAJC5B', 'TRPC5', 'TFAP2C', 'FAM120A', 'PITPNB', 'SLC4A5', 'CCPG1', 'FAM72B', 'RABGAP1L', 'NDUFAF7', 'ABCG2', 'KLRC2', 'ADAMTSL2', 'MORN2', 'PCDHGA11', 'DNAJC18', 'LOC154449', 'IFNE', 'TMEM27', 'SDHAF2', 'TOB2', 'CEP76', 'CFAP221', 'LY6G5C', 'MED25', 'FAM138F', 'NUTM1', 'RGS19', 'SHARPIN', 'RGS2', 'TEX10', 'KLF14', 'ADAMTS16', 'TRIB3', 'CMTR1', 'RPS27L', 'FAM90A1', 'GMEB2', 'PFN2', 'NBR2', 'CCNC', 'ACSM6', 'ARRDC2', 'CFC1B', 'DDX46', 'ADAM28', 'DRG1', 'DDX1', 'YWHAE', 'LRRCC1', 'LSG1', 'PNPT1', 'CRKL', 'B3GALNT2', 'BAIAP2-AS1', 'CDH23', 'COLEC10', 'FBL', 'ADGRF3', 'USP5', 'CEACAM22P', 'NME6', 'BEST2', 'IGFBP3', 'LAMA5', 'ILF3', 'ZNF319', 'CDHR1', 'TXLNB', 'AGAP5', 'DDX20', 'ZCCHC10', 'ACOX2', 'CES3', 'PLA2G2C', 'C10ORF128', 'MYL7', 'PDCD6', 'TNIK', 'LOC286359', 'CCDC168', 'EPM2AIP1', 'STXBP5L', 'HDLBP', 'ABCG1', 'PLXNB3', 'GPR89A', 'DPY19L2P4', 'DUSP12', 'LOC654342', 'ZNF384', 'HIST1H2AE', 'TMEM200B', 'PIK3IP1', 'APOA4', 'GPR4', 'POLR3E', 'NAT8', 'GANC', 'ADIG', 'PREPL', 'RPS3A', 'MORC4', 'PLP2', 'OR2AG2', 'OR5B12', 'LCNL1', 'S1PR3', 'BPIFC', 'BPHL', 'CEP290', 'ANKRD34B', 'ZNF320', 'CASP2', 'SMR3B', 'NLRP3', 'CXADRP2', 'KRT14', 'UBN2', 'EIF3J', 'TBC1D2B', 'KLRC1', 'PDSS2', 'NBPF10', 'LGI3', 'GTF2E1', 'LINC00479', 'MYNN', 'ID2B', 'NUP214', 'C9ORF69', 'USP22', 'FAM65C', 'QRFP', 'WWTR1', 'TRAF3', 'RIMS1', 'CALCB', 'STK19', 'ARL9', 'FBLL1', 'DSG3', 'LONRF3', 'HEATR5B', 'MIPEP', 'SFXN5', 'TIAL1', 'LCE6A', 'MOV10', 'FUT2', 'LYL1', 'SOWAHA', 'ZNF583', 'SCARNA8', 'SHC1', 'SH2D1A', 'UQCR11', 'ROPN1L', 'ADCY10', 'CERS5', 'PAPSS1', 'ZNF81', 'SLC44A1', 'MRPL23', 'CAMK2B', 'LYPD6', 'HHIPL1', 'ADGRG2', 'PSORS1C2', 'XAGE3', 'SEPT7P9', 'AQP1', 'PRR35', 'CAPNS1', 'PCDH18', 'ANKRD34C', 'CRHR1-IT1', 'UGT8', 'TRMT112', 'PDIA2', 'ABCA5', 'MED29', 'HTRA2', 'PLOD1', 'KRBA2', 'TRAF3IP3', 'PDIA3', 'LOC283332', 'STATH', 'EFHC2', 'PIGX', 'C17ORF78', 'IFITM1', 'APOM', 'PRSS38', 'DUS3L', 'ZNF469', 'P2RX3', 'KDR', 'ST8SIA6', 'HOXA2', 'PTBP3', 'C2ORF88', 'SPAG17', 'ABCC4', 'ATP13A4', 'PSMD11', 'TMEM63C', 'TMED8', 'ARMC2', 'TNFRSF14', 'METTL4', 'KCNV2', 'XRCC5', 'GTPBP8', 'GFOD2', 'ARPP19', 'OR4F29', 'ANKRD2', 'RER1', 'TXLNG', 'C11ORF58', 'TTC17', 'CCDC94', 'SNORA21', 'HIST1H2BC', 'RPS12', 'ABCC5', 'KRTAP24-1', 'ECEL1', 'FAM122C', 'NAP1L2', 'ERAP1', 'RAB31', 'TUBB6', 'QSOX1', 'RPS2', 'ZNF593', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.012372001566697044
		RMSE:  0.23649063304821735
		NRMSE:  0.08648721220312221
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0009378943328373079
		RMSE:  0.2450188572791325
		NRMSE:  0.14037816530069125
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  LinearRegression
		Pearson Correlation:  0.8524586398492272
		Spearman Correlation:  0.7986178895557724
		Coefficient of Determination:  0.726685732653595
		RMSE:  0.12287825420320075
		NRMSE:  0.04493792210473989
		MAPE:  275.5175125214293
		Pearson Correlation:  -0.033263364760950404
		Spearman Correlation:  -0.07352941176470588
		Coefficient of Determination:  -37.67828955523388
		RMSE:  1.5231040555071826
		NRMSE:  0.8726289692493397
		MAPE:  3304.3312823392207

	Predictor:  ElasticNet
		Pearson Correlation:  0.525435701979086
		Spearman Correlation:  0.4869541309258157
		Coefficient of Determination:  0.23836850686624877
		RMSE:  0.20512392960609374
		NRMSE:  0.07501606553762936
		MAPE:  192.3605512581382
		Pearson Correlation:  0.1169344886139513
		Spearman Correlation:  0.15576529119110333
		Coefficient of Determination:  -0.061797425597672095
		RMSE:  0.25235782655234623
		NRMSE:  0.14458286633151118
		MAPE:  245.79940706734314

	Predictor:  RandomForests
		Pearson Correlation:  0.6107435884511531
		Spearman Correlation:  0.4638148783624242
		Coefficient of Determination:  0.21137386721314977
		RMSE:  0.20872739986352107
		NRMSE:  0.07633389404019934
		MAPE:  161.0279778266581
		Pearson Correlation:  0.11854778283936288
		Spearman Correlation:  0.21878261981722652
		Coefficient of Determination:  -0.007856995657280264
		RMSE:  0.2458642596931958
		NRMSE:  0.1408625200199355
		MAPE:  193.71474015354787

Protein:  CDH1
x_train_column_count:  836
x_train columns:  ['RASD2', 'SAMD15', 'NDP', 'SNX29', 'ERCC6', 'GOLGA2', 'TBC1D22B', 'SAXO2', 'PARP4', 'RUNX3', 'ASF1B', 'VSTM1', 'PAG1', 'TBX10', 'MAD1L1', 'SHC1', 'OMG', 'CDH2', 'CASP10', 'ATP6V1E1', 'TAF1B', 'SYNGAP1', 'CREB3', 'SEC1P', 'GLIPR1L2', 'DSCR10', 'MRPL34', 'TMEM132D', 'SARAF', 'NAA15', 'SERPINB11', 'IGFL2', 'CTNNA3', 'ZNF716', 'NUP35', 'AARS', 'ADGRG1', 'C8ORF37', 'OR7C2', 'NHEJ1', 'SLC30A10', 'SLC26A11', 'SF3A2', 'PRAMEF2', 'LHX9', 'SIGLEC9', 'CHML', 'CFHR1', 'MIF', 'TWISTNB', 'CST13P', 'NTMT1', 'NUDT6', 'PSMD7', 'ZNF354A', 'CROCCP3', 'TMEM215', 'GMPPA', 'RAB34', 'RAD52', 'NXN', 'RNF125', 'RHOBTB1', 'CDPF1', 'CSF3', 'DYX1C1', 'PBX3', 'HIST1H2AC', 'OTOR', 'SERPINB12', 'MRPL54', 'GALNT1', 'SIKE1', 'CFAP221', 'FAM177B', 'GALNTL5', 'RPS20', 'CCT8', 'HILS1', 'FILIP1', 'LOC729609', 'FLJ23867', 'ZNF552', 'PALM', 'UGT2B10', 'STEAP1B', 'STK35', 'KCNT1', 'OR4N2', 'ARPC5L', 'IRF4', 'PCDHGA12', 'MYH8', 'AQP12B', 'C9', 'ATP8B2', 'EDA', 'METRNL', 'NRM', 'RASL11B', 'DDX51', 'RABIF', 'BTG4', 'DNAH1', 'SLMO1', 'RPL18A', 'RNF182', 'TTC22', 'RNFT2', 'FBXW10', 'FBXO22-AS1', 'DEFB135', 'ANAPC15', 'SYT16', 'NKG7', 'CRADD', 'ITGAM', 'CCDC30', 'METTL17', 'UMPS', 'GLTSCR1', 'GNPDA1', 'RNH1', 'MEG3', 'MADCAM1', 'APOM', 'SSUH2', 'SH3BP2', 'GAPDHS', 'PPP1R7', 'STPG2', 'CNKSR3', 'GLMN', 'TRIM8', 'ZFP36', 'RPEL1', 'PRPF19', 'RFX2', 'QRFP', 'ADIRF', 'ANKRD36BP2', 'AKIRIN2', 'KDELR3', 'TMEM56', 'TMPRSS15', 'AMY2A', 'GAS2', 'OR10H3', 'PPP1R21', 'SLC22A13', 'TEX26', 'MLXIP', 'CEP104', 'C20ORF194', 'DHPS', 'ZNF486', 'C11ORF24', 'RAD54B', 'HAUS7', 'SALL3', 'PROK1', 'NFIX', 'EMILIN2', 'EIF4E', 'MSRB2', 'STAM2', 'LINC00264', 'LINC00293', 'NPTX1', 'IFT80', 'SYNPO', 'NDOR1', 'DCLK2', 'ZFPM1', 'ZNF513', 'C20ORF24', 'GIMAP8', 'NPPC', 'IFT140', 'KHDC3L', 'PXDN', 'LRRC37A2', 'TMEM116', 'TYW3', 'AHCY', 'SLC5A12', 'NOSTRIN', 'GNB2', 'BUD13', 'CSF2', 'NNAT', 'TNK1', 'CHST8', 'CNGA2', 'ANKRD23', 'NKAIN2', 'BBS7', 'CCL7', 'AMN', 'YTHDC1', 'ALG1L', 'CDK5RAP3', 'MDC1', 'KRBA2', 'ZFP91-CNTF', 'URM1', 'C9ORF69', 'ARFGAP3', 'OR4F5', 'NRXN2', 'TCERG1', 'APOL2', 'MCM2', 'FLAD1', 'GRIPAP1', 'DNAI2', 'UCKL1', 'SCGN', 'SUPT20HL2', 'HNRNPCL1', 'SNORA49', 'GPR65', 'PDGFB', 'PCYOX1L', 'RPL7', 'KCNA3', 'CDC42BPG', 'TMEM150A', 'UBQLN3', 'CNDP1', 'ELMOD2', 'SPATA3', 'RAD51', 'OR12D3', 'PTH2R', 'SRSF9', 'HCG18', 'TCEAL1', 'DDX53', 'XRCC3', 'TSPAN2', 'FAM208A', 'LGALS4', 'LRRC7', 'FOXS1', 'ZNF251', 'DEFB115', 'WNT11', 'C17ORF77', 'NKX1-2', 'SNORA12', 'DEFB119', 'FMO9P', 'SYS1', 'ME2', 'NFX1', 'PEX2', 'CIAO1', 'PAIP2', 'H2BFM', 'ACSL1', 'TP53BP2', 'C11ORF49', 'APPL2', 'C11ORF71', 'GALNT16', 'LMF1', 'MRO', 'SMPD2', 'PDIA2', 'B3GNT8', 'SSBP3', 'HOOK2', 'HIST1H2BJ', 'SLC17A6', 'RAB3B', 'PDE1A', 'HBP1', 'FRMPD2', 'RNF169', 'FBLIM1', 'TAF6L', 'COL1A2', 'LINC00896', 'SLC4A2', 'LIPI', 'AFF1', 'C17ORF75', 'FBXO21', 'PLLP', 'ADRBK1', 'SRD5A1', 'LOC284441', 'OR52W1', 'SBSN', 'NKRF', 'SAV1', 'CKAP2L', 'CHEK2', 'TRMT1L', 'CSNK2B', 'UGT2B4', 'EML5', 'TUBB4B', 'KLHL7', 'SDSL', 'GOLGA2P6', 'RRAS2', 'ZNF436', 'RFC4', 'OR2C1', 'C15ORF26', 'A1BG-AS1', 'KMT2E', 'RAP1GDS1', 'GPR141', 'ZDHHC16', 'CPSF2', 'LPPR3', 'GCH1', 'TNNT2', 'NAGA', 'FOXK1', 'RAB42', 'GATA1', 'PVALB', 'CLEC2L', 'CYSTM1', 'PSMB7', 'SAMD4A', 'LKAAEAR1', 'PQLC1', 'WASH2P', 'RBMXL3', 'INS', 'DDX3Y', 'PAPOLA', 'TNFSF18', 'USE1', 'SLC5A6', 'SYNE3', 'S100A3', 'DENND4B', 'FAHD1', 'PPP6R2', 'SNORA40', 'SLC25A53', 'TMEM47', 'PIGV', 'GFI1B', 'BARHL2', 'TSPAN12', 'PPP1R13B', 'TMPO-AS1', 'PRPF3', 'SCAMP3', 'DPH2', 'NLGN2', 'NRDE2', 'ZNF487', 'C4ORF32', 'C6ORF89', 'PNN', 'PRRG2', 'TMEM26', 'CECR5', 'POSTN', 'DNAH9', 'FABP6', 'APOBR', 'ABAT', 'KCTD10', 'SCML4', 'PTER', 'SLFN13', 'YME1L1', 'KRTAP24-1', 'CTTNBP2', 'RTF1', 'GTF3C2', 'CHST13', 'HPGDS', 'OR9I1', 'GAPVD1', 'ENAM', 'ITFG2', 'OPRK1', 'PUS3', 'EPPIN', 'SF3B6', 'PCK1', 'PLCG2', 'RPS12', 'PPFIA2', 'MMP1', 'SLC35F6', 'STARD5', 'SFTA2', 'ZNF574', 'MUC21', 'RASGRP2', 'MAP7D1', 'C11ORF16', 'TDRG1', 'SUSD3', 'NDRG1', 'ACTL6B', 'CLEC16A', 'YIF1B', 'CSRNP3', 'LOC100190986', 'MAP3K19', 'SPATA33', 'KISS1R', 'CXCL8', 'VPS36', 'RNF17', 'STEAP3', 'NDUFAF6', 'SNORA5C', 'SLC33A1', 'C15ORF62', 'FAM104A', 'SDS', 'LSM2', 'PELI3', 'PRSS22', 'RAB33B', 'ZNF25', 'WNK3', 'NDUFAF1', 'STK16', 'PTPRC', 'MGC27382', 'PCID2', 'PCDHGC3', 'IHH', 'SCHIP1', 'PGM2L1', 'PABPC1L', 'SNX12', 'NF1', 'GCC2', 'PANX3', 'BIN3', 'XRN2', 'GTF2B', 'RNASEH2B', 'RPL19', 'LINC00696', 'ZNF208', 'TMC3', 'CCDC110', 'CILP2', 'TOR1AIP2', 'MYCNOS', 'SPAG11B', 'RPSAP9', 'INE1', 'TSPYL2', 'HIST1H1D', 'CNNM3', 'BDNF-AS', 'CCT6A', 'NXNL2', 'ZKSCAN2', 'ENC1', 'CD1D', 'ACSS1', 'UNC93A', 'RASAL3', 'COL4A6', 'MPV17L', 'DNM1P46', 'MRS2', 'TBXAS1', 'LPO', 'TMEM81', 'ARF5', 'UST', 'PPP1R1B', 'DSC1', 'WWOX', 'CD99L2', 'SMCR5', 'ADGRF1', 'SNORA71E', 'BTBD6', 'ELK1', 'SMO', 'LRRC57', 'PLAGL2', 'HIVEP2', 'KIAA1551', 'CENPBD1', 'KRTAP19-6', 'IFT88', 'CDKL2', 'RNMT', 'UGCG', 'SCARNA21', 'C6ORF52', 'EHD3', 'GALR1', 'AMH', 'HSPB3', 'COL5A3', 'KLK11', 'CATSPERB', 'NKAP', 'PAPPA2', 'NLN', 'IFNB1', 'LINC00620', 'SFPQ', 'TIMM17A', 'CELA3A', 'CCDC122', 'TMEM252', 'EXT2', 'HS6ST2', 'RMRP', 'NKD2', 'CEACAM4', 'LINC-PINT', 'SMIM10L2A', 'FOXI3', 'IFITM5', 'SREK1', 'MON1A', 'U2AF1', 'CLMN', 'ECHDC3', 'ELK3', 'HMOX2', 'RABGGTA', 'GCLC', 'MOV10', 'CCDC178', 'SERINC2', 'LINC01106', 'KIAA0556', 'CFAP69', 'CTTNBP2NL', 'FBRS', 'FMNL2', 'GFPT1', 'COMMD2', 'OR2Y1', 'GPLD1', 'MEPE', 'ASB16', 'MRAP2', 'TGM7', 'WFDC8', 'EHMT1', 'ADAM2', 'EBP', 'PUS7', 'ADCY1', 'COMT', 'ARRDC2', 'CTSW', 'NOP58', 'FCAMR', 'PPIP5K1', 'MDP1', 'NEGR1', 'DCAF12L2', 'XRCC1', 'INPP5D', 'MTMR4', 'ABT1', 'PHF2P1', 'APOPT1', 'CCDC159', 'NCAPG2', 'ZZZ3', 'DAD1P1', 'CIT', 'SCARNA15', 'TAAR1', 'DLEU2L', 'ZNF768', 'TTC31', 'CCL8', 'TAS1R3', 'MS4A15', 'TMEM225', 'PTPRF', 'LINC01366', 'DTD2', 'C1QTNF9B-AS1', 'PDCD1', 'COL6A4P1', 'ACTA2', 'SPATA31A5', 'OR4K15', 'EIF4G3', 'SLURP1', 'GRSF1', 'SAP30BP', 'GCNT4', 'OR1E2', 'TIGD2', 'SLC6A17', 'CCDC148', 'LINC00936', 'LINC00238', 'MLF1', 'SCG5', 'ITGB3BP', 'PLBD2', 'ABCB7', 'NCR3LG1', 'CCL18', 'CHIA', 'SLC6A12', 'FHL5', 'GPR52', 'RAD1', 'CCDC85C', 'CWC27', 'NUBP1', 'SCARNA18', 'UQCRH', 'CCNC', 'ZC3H7A', 'CANT1', 'MTERF4', 'TGM5', 'FAM195B', 'LINC01020', 'TMBIM6', 'MME', 'IL17RB', 'EIF2AK4', 'SYT17', 'REG1B', 'PTGFR', 'RPN2', 'CAPS2', 'NR2F6', 'C2CD4D', 'LRP12', 'KRT12', 'KIAA1324L', 'CLMP', 'KLF2', 'ZNF286B', 'HGD', 'USP17L9P', 'PLCL1', 'REM1', 'TCF7L1', 'NAALAD2', 'AXIN2', 'CFD', 'HOMEZ', 'GNB1L', 'TH', 'FANCE', 'STAG1', 'UROC1', 'MOB3C', 'OR8B12', 'P2RY4', 'PEX5L', 'STARD7', 'EGOT', 'DNAJC30', 'SNAR-B2', 'TRIT1', 'TIMP3', 'HAND2-AS1', 'RHBDD2', 'COL10A1', 'FAT1', 'C1QTNF9B', 'DEPDC1', 'ONECUT3', 'ANKRD39', 'AK7', 'MARVELD3', 'YLPM1', 'DDX60L', 'GRIN2B', 'RELB', 'SMYD2', 'ANAPC4', 'TRADD', 'STAG3L2', 'OOEP', 'RACGAP1', 'LOC221122', 'GUCY2F', 'TPSB2', 'NXF2B', 'ACAP1', 'OR11H1', 'JADE1', 'MARK2', 'SUPT20HL1', 'RIMBP2', 'KRTAP9-8', 'ZNF578', 'PRDX1', 'IRF2BP1', 'ANTXR1', 'COL8A1', 'PLK5', 'HABP2', 'COQ10A', 'SORCS1', 'XIRP1', 'THBS3', 'NLGN1', 'BPGM', 'ZNF17', 'TPD52L2', 'FAM58A', 'ASIP', 'DVL2', 'ZNF548', 'OR5W2', 'MT1DP', 'DDX39A', 'FAM212A', 'PDIA3', 'DEAF1', 'ADGRG3', 'DEGS2', 'DNALI1', 'SULT2B1', 'SREBF2', 'MMRN1', 'PYCR1', 'ANK3', 'CHRAC1', 'RBX1', 'CLDN9', 'IMPA1', 'SERPINB5', 'PGAM2', 'UBE2N', 'TXNL1', 'RAD9A', 'ZAR1L', 'COL11A2', 'SCAF4', 'OR2B2', 'LETM1', 'GRPR', 'MLEC', 'GALNT11', 'FRMD7', 'RSU1P2', 'ZNF367', 'GRAMD4', 'NUBPL', 'HSPB8', 'MPZ', 'HES4', 'TTC16', 'SFMBT2', 'FLJ42393', 'AP5Z1', 'LRRC3', 'WAS', 'PRMT2', 'TUBA1B', 'TSSC4', 'C5ORF58', 'OR52D1', 'TMEM141', 'MAPK10', 'CXORF56', 'ICAM1', 'ARF4', 'BTBD9', 'C5ORF60', 'OR2M1P', 'GLT6D1', 'RPS9', 'RAB19', 'GYPE', 'ATG12', 'NYX', 'ZNRD1', 'TMF1', 'GAS7', 'C1ORF68', 'SYDE2', 'DDX56', 'EEF2K', 'KRT18P55', 'NDNL2', 'WWC2-AS2', 'RNU4ATAC', 'CSMD1', 'IKZF4', 'CFAP36', 'NDUFS8', 'CETP', 'AXL', 'CYTL1', 'CYP8B1', 'RXFP4', 'LCA5L', 'SHMT1', 'CDH24', 'LTBP2', 'PRR26', 'ATG4B', 'ZMAT1', 'SPECC1', 'ZNF326', 'FAS', 'ARL4C', 'SGPL1', 'SLK', 'C22ORF34', 'CHCHD3', 'CTSA', 'LILRA5', 'GCA', 'AKR1B10', 'CES2', 'FAM160A2', 'MRPL10', 'SLC35A1', 'DNAJA2', 'RBP5', 'ABCD4', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0848918633043636
		RMSE:  1.167193365558287
		NRMSE:  0.18724526599154356
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3357437347566168
		RMSE:  1.329821844339591
		NRMSE:  0.2361608674018098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  4.585472114205707e-15
		NRMSE:  7.356175686541602e-16
		MAPE:  3.955344095454654e-12
		Pearson Correlation:  0.3398356277392061
		Spearman Correlation:  0.382055409228368
		Coefficient of Determination:  -2.1765504943618343
		RMSE:  2.050736075334788
		NRMSE:  0.36418683632299553
		MAPE:  536.8747516292883

	Predictor:  ElasticNet
		Pearson Correlation:  0.8997960837593205
		Spearman Correlation:  0.8528734388740395
		Coefficient of Determination:  0.7842276918173932
		RMSE:  0.5205320058023816
		NRMSE:  0.08350557564809201
		MAPE:  316.57743396475325
		Pearson Correlation:  0.5209139966775337
		Spearman Correlation:  0.5616476441322799
		Coefficient of Determination:  0.1271096249887521
		RMSE:  1.0750081135656162
		NRMSE:  0.19090891734427565
		MAPE:  328.40035595798105

	Predictor:  RandomForests
		Pearson Correlation:  0.7766185454221294
		Spearman Correlation:  0.6834575165066699
		Coefficient of Determination:  0.5975542074776214
		RMSE:  0.7108914320564961
		NRMSE:  0.11404370450894298
		MAPE:  133.5296936075005
		Pearson Correlation:  0.6607538357696111
		Spearman Correlation:  0.6549263486489124
		Coefficient of Determination:  0.4018845022775105
		RMSE:  0.8898655982088642
		NRMSE:  0.15802976348940936
		MAPE:  208.84877376662567

Protein:  CDH2
x_train_column_count:  474
x_train columns:  ['C19ORF12', 'CHTOP', 'DUPD1', 'MT1B', 'SNORD22', 'TMSB4XP8', 'ACOX2', 'TMEM80', 'CCL26', 'LCE1F', 'XPNPEP1', 'CRX', 'NOL6', 'CMTM8', 'ADAM33', 'ABCA8', 'CLPP', 'ZC3H13', 'IL27RA', 'IL1F10', 'SLCO2A1', 'NUP62CL', 'TCP10L', 'KIFC2', 'GPRC5D', 'RNF44', 'CCDC105', 'ZNF444', 'ATP2B2', 'MOBP', 'PSAT1', 'EED', 'VPS26B', 'AACSP1', 'CCRL2', 'RASSF9', 'DUSP28', 'FADS2', 'TAF1D', 'ZKSCAN3', 'C5AR1', 'MPLKIP', 'RFWD3', 'PTRH2', 'OR52B4', 'SLC25A47', 'ANKRD29', 'PPP2R3A', 'KIAA0513', 'EPS15', 'GFPT2', 'COTL1', 'SRSF4', 'MAGEF1', 'SEMA4B', 'TECPR1', 'REXO1', 'ITM2C', 'OR1I1', 'ZIK1', 'PCM1', 'UBL3', 'MEDAG', 'TTYH2', 'MTCH2', 'ANTXR1', 'KCNK12', 'ZNF527', 'ZNF764', 'SLC25A11', 'MSR1', 'FUBP3', 'TLN2', 'UGT1A4', 'ASUN', 'LOC494141', 'MTG1', 'CLEC14A', 'SNX1', 'PRX', 'CHMP1A', 'TRPM7', 'PARP9', 'DCAF13', 'IL18R1', 'KRTAP13-1', 'SAR1A', 'GLT8D2', 'GHRHR', 'CHST6', 'SLC35G2', 'ADIPOQ', 'IQCF6', 'ZNF649', 'TGFBR2', 'PDCD2', 'ITGB7', 'ARG1', 'FSHB', 'SETD8', 'C7ORF72', 'FOXD4L1', 'SSH2', 'CASP6', 'ZNF648', 'OR1S2', 'SLC1A7', 'FUT6', 'PTGER2', 'ACP6', 'C6ORF141', 'ZBTB24', 'AGPAT3', 'GRM7', 'SEMA3E', 'NR6A1', 'AFTPH', 'OR5L1', 'ST3GAL2', 'MED19', 'IDH3G', 'MAP2K3', 'TMEM102', 'KIAA0930', 'SP3', 'ANKLE2', 'KIAA0754', 'RAP2A', 'RBMXL2', 'SNRPD3', 'LINC00847', 'OR10Z1', 'LINC01550', 'CLEC17A', 'FAM179B', 'STAP1', 'TXNDC16', 'PTCHD3', 'RPIA', 'CFAP20', 'TTC17', 'GFAP', 'WHAMM', 'OR2T2', 'CRYGC', 'SRCAP', 'ADGRG4', 'SLC29A4', 'CTSF', 'MUM1L1', 'CETP', 'SAA4', 'ELAC1', 'OR5K2', 'SPC25', 'PDX1', 'ECI2', 'MBOAT7', 'C5ORF51', 'MMRN2', 'OSBPL5', 'CCDC132', 'CAB39L', 'CCNI', 'BTBD10', 'PLA2G5', 'MGAT4A', 'ISG15', 'SAV1', 'PFDN6', 'IRX1', 'GZMH', 'MUC12', 'CYR61', 'R3HDML', 'ZMPSTE24', 'MFSD6L', 'RBM25', 'OTOL1', 'CRY2', 'CITED4', 'SNORD15A', 'UMODL1', 'SOX10', 'AGAP2', 'KRT25', 'FADS1', 'GSK3B', 'DYNC1H1', 'ACSL4', 'PHF11', 'GJB6', 'ABI1', 'BAAT', 'RTKN', 'USP32P2', 'LIMK2', 'C22ORF42', 'DFNA5', 'SCD5', 'RINL', 'APOB', 'SLED1', 'DNASE2B', 'RBM38', 'HELZ', 'CLTCL1', 'FBXO8', 'AAAS', 'OR4C11', 'WWP2', 'CRB3', 'ELMOD1', 'NTM', 'TDP2', 'FNDC5', 'NPNT', 'UBA3', 'RAD9B', 'RPS23', 'DHX29', 'CD248', 'ATF5', 'SNX12', 'CDH13', 'TMEM251', 'TDO2', 'DKK1', 'FER1L5', 'BRMS1L', 'MYH7', 'WBP1', 'HNRNPAB', 'C12ORF54', 'NKAIN4', 'TYW5', 'LRRC41', 'C8ORF34', 'ICOSLG', 'GFM2', 'SPDYE3', 'ZNF589', 'GLTSCR2', 'CT47A7', 'DYNC1I1', 'STK3', 'TTC30A', 'RARS', 'JSRP1', 'RIPK1', 'PXDC1', 'ZRANB3', 'ZBTB48', 'GEMIN8', 'CACTIN', 'RPE', 'SPATA9', 'TSHZ1', 'RGPD8', 'RCHY1', 'MYSM1', 'HOXB13', 'ERP29', 'NTNG1', 'SLC44A5', 'FEZ1', 'ADGRG5', 'PPP1R12B', 'CRACR2B', 'CNDP2', 'PRH2', 'RANBP3L', 'FLJ16779', 'PRR26', 'OR2V2', 'ATP6V1G3', 'FLNC', 'TMEM169', 'CCDC47', 'GPR35', 'TCHHL1', 'SAMD12', 'RBMXL3', 'SCML2', 'MGST3', 'LCE1B', 'TIMM17B', 'AARS2', 'RAPGEF3', 'ATXN1', 'ZBTB32', 'TCP10L2', 'HIST1H4K', 'ANKS3', 'LSM3', 'FAM20A', 'CCDC88A', 'GPC3', 'CNIH3', 'RGS19', 'DNAJA1', 'RPL8', 'SLC25A46', 'PREB', 'DDR1', 'MT3', 'PPP2CA', 'RASSF10', 'SBF1', 'KLHL23', 'LANCL3', 'FAM69B', 'HBM', 'CENPV', 'KHDRBS1', 'RBSN', 'GGTLC2', 'LOC391003', 'KRTAP13-2', 'ST7-AS1', 'TMED5', 'PSMC1', 'THBS4', 'SYNJ1', 'GRN', 'WDR5B', 'SLC22A16', 'PRUNE2', 'CCDC74A', 'PCDHB9', 'OR4C15', 'CLK3', 'GSTA1', 'STKLD1', 'CCDC103', 'PVALB', 'ZNF300', 'BAG2', 'NINJ1', 'FAM161B', 'DNAH3', 'GCM1', 'C17ORF99', 'SP4', 'WNT8B', 'ATP5EP2', 'CDC42BPG', 'WDR38', 'SDHB', 'ZNF526', 'IL25', 'SEMA6A', 'ACOT7', 'SAPCD2', 'PYGM', 'CST9L', 'PGA5', 'UCP2', 'LOC401052', 'SIRT3', 'GNAI3', 'MAN2A1', 'KIF7', 'AP3S1', 'PTPRS', 'TSPAN19', 'PLOD3', 'H2AFJ', 'UVRAG', 'STH', 'FAM216B', 'CRAMP1L', 'BTBD6', 'MN1', 'INSL3', 'TATDN3', 'MYL7', 'RASSF5', 'DRD2', 'RPL17', 'TRIP10', 'CDO1', 'CBLB', 'ARHGAP12', 'RFNG', 'BCL7A', 'SUSD6', 'ASB16', 'CRTC2', 'NME4', 'GTF2H3', 'RPL32P3', 'ANP32E', 'HAR1B', 'CNR2', 'SCUBE2', 'IFNK', 'HMBS', 'UBE3C', 'ZNF687', 'ADAM28', 'ITGA9', 'OR9A4', 'VPS37D', 'TMEM45B', 'PLIN5', 'ERMARD', 'SETX', 'CELF6', 'CYP2C19', 'ZNF304', 'TMEM74B', 'LCNL1', 'SLC35C1', 'LINC00111', 'KLHL15', 'LETM2', 'AFAP1-AS1', 'KIR2DL1', 'NGLY1', 'ZC3H10', 'KHK', 'CREBRF', 'WNT9A', 'BPIFA4P', 'ENC1', 'RPS6KA3', 'TUBB7P', 'CA9', 'GRM5', 'TAF5', 'EXOSC7', 'BCHE', 'OR5T1', 'CCR5', 'OR9Q2', 'OR5AR1', 'NADK2', 'FAM134C', 'PDILT', 'TRPC6', 'ARL17A', 'LHB', 'IGF2', 'DNAJC5', 'OR2M5', 'UBXN11', 'BHLHE40', 'FAM90A1', 'TLN1', 'ROS1', 'DMGDH', 'GPR158', 'SRGAP2', 'PGM2', 'SECISBP2', 'TRIM34', 'LOC646214', 'GREB1L', 'IQCF5', 'TTN', 'NETO1', 'TMEM107', 'RPL23AP64', 'TRIM32', 'PRSS55', 'OR5D16', 'TEX14', 'POLR2L', 'UGT8', 'PCDHA2', 'CMSS1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0042702958885580955
		RMSE:  0.36888339320753855
		NRMSE:  0.13366308906715652
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005559500410650786
		RMSE:  0.3881548727768219
		NRMSE:  0.20448899349205915
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  LinearRegression
		Pearson Correlation:  0.9467384724015053
		Spearman Correlation:  0.923988223458272
		Coefficient of Determination:  0.8963137351251358
		RMSE:  0.1185289427012977
		NRMSE:  0.04294838129621629
		MAPE:  256.56441864815747
		Pearson Correlation:  0.05766457086881783
		Spearman Correlation:  -0.08095307774851235
		Coefficient of Determination:  -347.35454673734887
		RMSE:  7.224568237714613
		NRMSE:  3.8060701821831624
		MAPE:  1512.3906077979661

	Predictor:  ElasticNet
		Pearson Correlation:  0.6665277524777905
		Spearman Correlation:  0.6261791894938714
		Coefficient of Determination:  0.3740428191497984
		RMSE:  0.2912299987778899
		NRMSE:  0.10552576229360458
		MAPE:  384.63469772540833
		Pearson Correlation:  0.23779293800491128
		Spearman Correlation:  0.2822749000097552
		Coefficient of Determination:  0.05522148039956254
		RMSE:  0.3762410355630777
		NRMSE:  0.19821250760631434
		MAPE:  233.65007515317404

	Predictor:  RandomForests
		Pearson Correlation:  0.571281445791169
		Spearman Correlation:  0.4731857397447825
		Coefficient of Determination:  0.17802398422045684
		RMSE:  0.333728555140606
		NRMSE:  0.12092490584122256
		MAPE:  1141.4356224681192
		Pearson Correlation:  0.21973599743938466
		Spearman Correlation:  0.2846941761779339
		Coefficient of Determination:  0.04220157031366867
		RMSE:  0.378824637312596
		NRMSE:  0.19957360895630846
		MAPE:  147.90663489957916

Protein:  CDH3
x_train_column_count:  75
x_train columns:  ['TMEM180', 'GOLGA7', 'SLC25A52', 'TRAM1L1', 'ZBTB17', 'LRRC10B', 'LINC00483', 'CBX2', 'OSBP2', 'OXCT1', 'PLSCR4', 'HSPBAP1', 'RND3', 'HIST1H4G', 'LETM2', 'BLNK', 'GOLGA8F', 'UBR2', 'PRAMEF5', 'CKS2', 'C22ORF24', 'MTG1', 'SHMT1', 'NAPEPLD', 'SEC14L4', 'WSCD1', 'DAAM1', 'CBX4', 'DAW1', 'ILF3', 'SREK1IP1', 'SNORA45B', 'AHCYL2', 'GPATCH4', 'RNF145', 'UBAP2L', 'ANAPC2', 'IRGM', 'TAPBP', 'TEX43', 'SLC4A10', 'TTC41P', 'DHX29', 'SLC39A14', 'ADCY10P1', 'TCEAL1', 'PHF2', 'IP6K1', 'NUAK1', 'ZDHHC1', 'STRIP1', 'USP35', 'HELQ', 'TTC16', 'MED10', 'FAM26F', 'BEND3P3', 'ENTHD2', 'NDUFV2', 'ZNF800', 'PROL1', 'SHISA7', 'SLCO6A1', 'MYOCD', 'VAMP2', 'SERTAD4-AS1', 'PDE6G', 'MED12', 'CYB561A3', 'PPCDC', 'TBCCD1', 'BCAP29', 'TMEM37', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032535082492379797
		RMSE:  0.20804431995898212
		NRMSE:  0.15657381105189322
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10171995354262497
		RMSE:  0.2077503373255318
		NRMSE:  0.17094572313464315
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  LinearRegression
		Pearson Correlation:  0.5438903649832053
		Spearman Correlation:  0.534792156282311
		Coefficient of Determination:  0.2958167291215642
		RMSE:  0.17429838830876063
		NRMSE:  0.1311766787148334
		MAPE:  328.6062205368252
		Pearson Correlation:  0.21730774950268306
		Spearman Correlation:  0.3102331479855624
		Coefficient of Determination:  -0.23540925182397365
		RMSE:  0.21999436395486158
		NRMSE:  0.18102062367716745
		MAPE:  1734.2441782453855

	Predictor:  ElasticNet
		Pearson Correlation:  0.4913315358101694
		Spearman Correlation:  0.49024967516094753
		Coefficient of Determination:  0.22643804083048114
		RMSE:  0.18268297350269516
		NRMSE:  0.1374869036619141
		MAPE:  254.1320707047135
		Pearson Correlation:  0.1831379761176587
		Spearman Correlation:  0.28072870939420547
		Coefficient of Determination:  -0.15667724644437397
		RMSE:  0.2128689050670645
		NRMSE:  0.17515749614668355
		MAPE:  1214.4764247271703

	Predictor:  RandomForests
		Pearson Correlation:  0.5269437508906858
		Spearman Correlation:  0.5374565361253693
		Coefficient of Determination:  0.25989894986250217
		RMSE:  0.1786882641037099
		NRMSE:  0.1344804919763307
		MAPE:  367.50885885719913
		Pearson Correlation:  0.0953387567498667
		Spearman Correlation:  0.16203784996585702
		Coefficient of Determination:  -0.22057068439162686
		RMSE:  0.21866919064182733
		NRMSE:  0.1799302152899098
		MAPE:  1391.2239978651692

Protein:  PTEN
x_train_column_count:  886
x_train columns:  ['FAM223B', 'NME2P1', 'ACSL4', 'PMP22', 'HLTF', 'ZMAT3', 'LRRC42', 'GUCY1B3', 'ANKRD37', 'FKTN', 'IL17D', 'MYLK2', 'RD3', 'S100A1', 'GGT3P', 'TNNT3', 'SMOC2', 'S100A9', 'UBE2W', 'BLK', 'LYPLA2', 'SRI', 'PCMTD1', 'OR8D2', 'ZNF705D', 'ZC2HC1B', 'KRBOX4', 'PNMT', 'KRTAP19-3', 'GAGE2B', 'MARCKS', 'NACC2', 'ZNF140', 'GALNT2', 'ABCB8', 'MYL4', 'FOXR2', 'OR51G1', 'SLAMF1', 'CAMK2B', 'MMP10', 'ROBO3', 'NUDT18', 'TMED7', 'TNFAIP8', 'SBNO1', 'RGP1', 'MX2', 'ZNF252P', 'MFAP3L', 'BAGE', 'CDKN3', 'LACC1', 'C10ORF71', 'HSF2BP', 'LINC01587', 'FSIP1', 'PTP4A1', 'PSMC1', 'ACD', 'DNPEP', 'CCDC176', 'PANK3', 'DRAIC', 'OR51F1', 'GJA5', 'TCAF2', 'CNN2', 'KRTAP9-8', 'DMRTB1', 'SNRPD2', 'ATE1', 'RMST', 'MCM3AP-AS1', 'ODF3B', 'RPL23AP64', 'SLC22A2', 'POU2F3', 'GRPEL2', 'EDIL3', 'TP53INP2', 'NNAT', 'ANKRA2', 'DOCK11', 'CCDC185', 'XKR7', 'FAM120AOS', 'ALS2CL', 'EN1', 'ADCY10P1', 'ZSCAN12', 'SNHG20', 'PAEP', 'GPX6', 'SKIDA1', 'DDX56', 'PAX2', 'SMIM11', 'OSBPL7', 'ARPP21', 'ADGRG4', 'RNASEH2C', 'ZNF717', 'PCDHGA10', 'RECQL4', 'GUCY1B2', 'PHKB', 'TSPAN14', 'RSU1', 'REXO1L1P', 'LPCAT3', 'SNORA53', 'PROC', 'OSGIN2', 'ELK4', 'NKAPL', 'SLC6A1', 'NBEAL1', 'CNTFR-AS1', 'HIP1R', 'STOM', 'ZNF668', 'CMTM1', 'LINC00596', 'NLGN4X', 'C1ORF174', 'PGP', 'LBHD1', 'RABGGTA', 'VPS37B', 'XKR3', 'ANO8', 'MFF', 'CALY', 'SMAD1', 'SLC7A5P1', 'AZIN1', 'SYTL3', 'SLC25A51', 'NARS', 'OR6B1', 'MATR3', 'SFTPC', 'FAM60A', 'ZSCAN29', 'FAM138E', 'STUB1', 'FBXL12', 'PSMD5', 'LRRC14', 'VWA5B1', 'LIMK1', 'SUSD2', 'OR6C1', 'KLHL20', 'ARG1', 'CLMP', 'GOLGA8G', 'METTL23', 'OR51B2', 'GLCCI1', 'FAM63A', 'RNFT2', 'VLDLR', 'RNF121', 'ZFAND4', 'SELPLG', 'SEZ6L2', 'ZNF609', 'KCNJ1', 'AEBP2', 'TMEM132B', 'KRT27', 'OR1L8', 'FAM26E', 'ZNF491', 'CFAP43', 'C8ORF46', 'HPRT1', 'ADH7', 'SIPA1L1', 'TMCO5A', 'SLC35A5', 'FBXO41', 'NALCN', 'NAIP', 'TTLL10', 'ZNF137P', 'ZNF182', 'IL17A', 'NEFM', 'HIF1A', 'HACD1', 'LRRTM4', 'KLHL3', 'ELOVL1', 'IL2', 'DAAM2', 'IRF2BPL', 'ZC3H14', 'MLH3', 'TMPRSS5', 'IGSF8', 'KCNE5', 'MAN2B2', 'ADAMTS5', 'SDC3', 'UGT1A6', 'TRAPPC11', 'KIAA1143', 'ANKHD1-EIF4EBP3', 'QTRTD1', 'RSRC1', 'EML6', 'LINC00479', 'PLEKHA8', 'LRTOMT', 'GABRB2', 'MAT2B', 'DOCK10', 'MPLKIP', 'POU3F2', 'EWSAT1', 'SMCO2', 'ZNF33A', 'ZBED9', 'RAB40A', 'GRM5', 'CHAMP1', 'MFAP5', 'ZFYVE28', 'FOXO3B', 'MRPL2', 'BIRC3', 'MRPL9', 'AGA', 'CCR5', 'TBP', 'ARHGAP5-AS1', 'ZPR1', 'TEX13B', 'B9D2', 'GNG13', 'C1ORF168', 'OTOL1', 'NDUFB2-AS1', 'FAM74A1', 'NOTCH3', 'KGFLP1', 'ELK3', 'PITPNM3', 'OR5AR1', 'SNORA54', 'FBXL6', 'EPB41L4A', 'SAMD5', 'MEIS3P1', 'ROBO4', 'SNAP91', 'TDG', 'ZNF641', 'NFIB', 'KCNA2', 'PSG2', 'SDHAF3', 'SACS', 'PAH', 'PIAS3', 'NME1', 'WFDC13', 'SUPT4H1', 'EGFL6', 'SYCE3', 'CACTIN', 'KLF12', 'MDFI', 'OR3A1', 'PARPBP', 'UGT2B7', 'CYP4F8', 'C8ORF74', 'TMEM63A', 'LINC00917', 'ZCCHC14', 'ZNF484', 'MICU3', 'ZNF595', 'LUZP1', 'RPS10', 'KRT26', 'GLYATL1', 'DOCK7', 'HSFX2', 'SFTA3', 'OR5M1', 'PACSIN2', 'CCDC85C', 'APPL2', 'C1ORF226', 'FIRRE', 'GCNT4', 'PIGA', 'CATSPER3', 'LINC01553', 'ZNF77', 'TMEM52B', 'TCHP', 'CHP1', 'LAMA4', 'DEFB131', 'STRADB', 'ITGB5', 'EIF3A', 'BTBD10', 'DTWD2', 'VPS13D', 'TBX19', 'PRDM4', 'RP9P', 'VPS4A', 'TMED10', 'RFK', 'OSTC', 'RPRM', 'FBXW10', 'TMEM205', 'LINGO2', 'ZC3H8', 'USP51', 'NUDT8', 'C1D', 'ABCC13', 'FHL5', 'SLC44A4', 'SYT8', 'DUSP23', 'TSHZ1', 'LINC00092', 'TCAIM', 'FAR2', 'LSMEM2', 'SMARCA4', 'TMEM185A', 'MBNL1', 'XRCC5', 'ZNF75D', 'PRUNE', 'COMMD4', 'PSMG3-AS1', 'FFAR4', 'ZNF763', 'MCM4', 'SOD2', 'OR13A1', 'MXD4', 'ZNF674', 'APOA4', 'NME9', 'TCEAL1', 'LCE1C', 'LNPEP', 'TIMMDC1', 'PGF', 'UNC119B', 'USP27X', 'HAP1', 'FLJ16779', 'SH3BGR', 'SUGCT', 'CTAGE1', 'TBC1D28', 'GPR182', 'NUSAP1', 'MAP3K11', 'XCR1', 'ADIG', 'FERMT3', 'EPDR1', 'SIGLEC9', 'PTX4', 'LINC00961', 'RRAGD', 'UPK3B', 'CST4', 'PTENP1', 'RTN1', 'OR2A12', 'FAM76B', 'TIAM2', 'C4ORF48', 'FBN2', 'PPAPDC1B', 'CCDC67', 'HACD2', 'GML', 'PSMD12', 'FRMD3', 'C20ORF194', 'VWA5B2', 'IL22RA1', 'STAT2', 'RGS9', 'SYT1', 'PDCD6', 'GAGE12D', 'LINC00314', 'ARHGEF19', 'C4ORF22', 'C5ORF52', 'MYNN', 'OR11H12', 'KPTN', 'OR4K17', 'GJD3', 'GMCL1', 'IMMT', 'CCIN', 'LOC100272216', 'RSC1A1', 'CCDC7', 'NDUFV1', 'WDFY1', 'POLB', 'SULT2B1', 'PAX8', 'GMFB', 'C19ORF54', 'RNF111', 'TRIM16', 'SLC14A2', 'ZNF486', 'INSL5', 'SPACA3', 'IGF1', 'ANKHD1', 'FBXL14', 'MBD3L2', 'SPNS2', 'FZD6', 'MIDN', 'MED11', 'ABHD13', 'L2HGDH', 'RSPO1', 'H2BFWT', 'PCDHA9', 'ZIC1', 'HMOX1', 'KIAA1107', 'DCLRE1A', 'LOC100129034', 'OMP', 'FBXL19', 'GALNT6', 'WDR49', 'GPR173', 'NIPA2', 'GHRHR', 'MUC4', 'ACTR1B', 'COLQ', 'RBP3', 'SLC45A3', 'KIF26A', 'CNOT4', 'SLC12A9', 'IMPA1', 'BTNL9', 'LINC01011', 'HCRT', 'RASEF', 'GOLM1', 'SCRN1', 'FAM196B', 'MMEL1', 'ANKRD53', 'THEM6', 'ZYX', 'NCOR1P1', 'ERCC2', 'TMEM206', 'DDIAS', 'ZNF131', 'ADAM29', 'ARHGEF18', 'DAPK2', 'ITPK1', 'WNT8B', 'PDE11A', 'CCNB3', 'NAB1', 'SLC7A2', 'CBWD2', 'GPR162', 'ZEB1-AS1', 'STAC2', 'SSH2', 'GPRASP2', 'AFP', 'LIN7C', 'HFE2', 'USP4', 'UEVLD', 'HHLA3', 'GSK3B', 'FAF1', 'PPIA', 'ATRAID', 'KLHL30', 'LMOD2', 'TMEM14B', 'SETDB2', 'NLRC3', 'RPL13AP17', 'OR5T2', 'PRORSD1P', 'ARRDC5', 'FNDC4', 'SLC25A2', 'NDRG2', 'ACBD6', 'SCRN3', 'BCYRN1', 'SHROOM4', 'TPRN', 'NID2', 'PRB1', 'NUDT13', 'SNAR-I', 'RAB9A', 'SLC22A18AS', 'ALOX5', 'PAX6', 'ZNF766', 'MFSD5', 'WFDC2', 'DOCK9', 'PIGU', 'PTPN12', 'TRPV1', 'GANC', 'SEMA3G', 'TMEM184A', 'PRR22', 'CXORF40B', 'GP9', 'SUFU', 'CDKN1A', 'VOPP1', 'THPO', 'PABPC1L2B', 'PLXNB1', 'CXADRP2', 'MRPL21', 'GCSAM', 'GDPD5', 'APOA5', 'CRISP1', 'GSDMA', 'OR2M7', 'BEX1', 'C8ORF33', 'INTS4P2', 'ZNF180', 'USP47', 'LPAL2', 'EIF2B5', 'LINC00710', 'CADM2', 'PRLR', 'RTN4R', 'SF3A3', 'C1QTNF6', 'TECR', 'BRDT', 'MSTO2P', 'RNASE8', 'CIC', 'GCM2', 'KRTAP1-5', 'ATAD2B', 'MYSM1', 'MYOC', 'SMCR8', 'CKLF', 'C3ORF52', 'PRSS42', 'POTEC', 'ANKRD30BL', 'PCSK1', 'SMPD3', 'CREBZF', 'FGF14', 'ANKRD26P1', 'RFXAP', 'NEURL4', 'HNF1A', 'WDR1', 'TAF7L', 'CYP1A2', 'ISCA1P1', 'SNX7', 'NPY1R', 'AKR1E2', 'CDC40', 'ANKRD22', 'ITPKA', 'HAUS7', 'TRAK2', 'SNORA14A', 'ARHGAP19', 'RILPL2', 'TSPAN8', 'PCDHA7', 'CMSS1', 'NDUFAF2', 'BCAS1', 'GARS', 'RPL26L1', 'SMARCAD1', 'TSC22D4', 'TCP11', 'MRPL16', 'ZEB1', 'STAG3L3', 'MYT1', 'MYOM3', 'ZNF565', 'RCAN2', 'GNL3', 'PAPOLA', 'NFE2L3P2', 'ABCC5', 'PRPS1L1', 'HILPDA', 'ATR', 'ACVR1', 'BCL2', 'MAML1', 'FAF2', 'ARHGEF39', 'DNM1P46', 'LOC100287704', 'PAK4', 'ANGPT1', 'N4BP3', 'POP1', 'ARHGAP22', 'ECM2', 'SNX8', 'TCTEX1D1', 'DLEU2L', 'PKP4', 'LRRC27', 'RAB6C', 'ASAP3', 'PLLP', 'CBLN3', 'PCM1', 'POLR3D', 'DBF4B', 'DST', 'RHPN1', 'TGM5', 'SNORA80A', 'CUBN', 'KLHL33', 'NGLY1', 'CDH16', 'TCEA2', 'RRN3P2', 'AMDHD2', 'CD5', 'CYP24A1', 'CHD7', 'ZNF791', 'DCANP1', 'SCIMP', 'GALNS', 'ZBTB16', 'PSG7', 'TBC1D24', 'NEFL', 'BARD1', 'OR2W3', 'MCM6', 'SLC16A6', 'BAAT', 'RALB', 'MCTS2P', 'HAO1', 'BTBD18', 'GLRX2', 'PDSS1', 'ADAD2', 'VPRBP', 'RNF207', 'TNNC2', 'FAM212A', 'OR5K2', 'SPANXN4', 'PLD4', 'PPAP2B', 'PRAMEF9', 'NDUFB7', 'TRPC4AP', 'GSG2', 'NUDT7', 'SPCS2P4', 'MFSD10', 'SLC18A3', 'ECHDC1', 'SERPINA5', 'TRIM13', 'PBDC1', 'SLC6A4', 'LYPD8', 'PRKCH', 'ADCY5', 'NBEAP1', 'FDX1', 'DCTN4', 'WBSCR27', 'RARRES2', 'CDC14C', 'NUCKS1', 'ALDH1L1', 'FLJ23867', 'OR4C3', 'MDM4', 'RGL4', 'PPAPDC2', 'MOGAT1', 'ADGRB1', 'PLA2G12A', 'CCDC141', 'DUXA', 'TRIM14', 'ATG16L1', 'OR4A47', 'KCTD2', 'ZP2', 'SLC9A3', 'LINC00482', 'YKT6', 'AQP7P1', 'RRM1', 'DKFZP779M0652', 'TCF20', 'TMUB2', 'GJA4', 'SDPR', 'FAM71F1', 'TNRC18', 'GOLT1B', 'CES4A', 'DMBT1', 'MAFA', 'NEURL3', 'CACNA1C', 'PES1', 'DNAJC18', 'DNASE1', 'SPICE1', 'EMP1', 'TMED7-TICAM2', 'MS4A14', 'HCN2', 'NR1H4', 'PDDC1', 'NDUFA5', 'NOS1AP', 'MIMT1', 'RALY', 'APOF', 'NME6', 'TP73', 'PGGT1B', 'CTSV', 'EPB41L4A-AS1', 'C17ORF62', 'TNNI3', 'ASB10', 'UGT2B10', 'ATXN3L', 'SPINK1', 'SYNDIG1', 'SNORD115-7', 'MBD3L5', 'KARS', 'NT5C2', 'MINA', 'TMEM39B', 'MTG1', 'KIF20B', 'RSPH4A', 'ARID2', 'OSBPL1A', 'UCA1', 'HEATR1', 'MESDC1', 'ZG16', 'OR6P1', 'PSME4', 'ARRB1', 'COLEC10', 'YAF2', 'TIMM10', 'TMEM176B', 'BRMS1', 'RNF8', 'UGT8', 'FLG', 'CHMP4A', 'CHD5', 'SLC37A3', 'TBC1D10B', 'GUCY2GP', 'NBR1', 'MNS1', 'TPM4', 'ITLN2', 'RGS17', 'SEMA6A', 'SERF1A', 'IGSF1', 'GDI2', 'C1QTNF8', 'CD14', 'TAS2R38', 'HOXA4', 'MRPS10', 'ALDH8A1', 'BST2', 'RPL22L1', 'LINC00896', 'FAM83H', 'LOC440173', 'ADAM5', 'TMPRSS11D', 'SYK', 'C5ORF38', 'TP73-AS1', 'SCRT2', 'CNBD1', 'FAM222A', 'ASB11', 'NPRL3', 'FAM96B', 'EP400', 'ZNF121', 'PELI1', 'MYEOV2', 'OGFOD3', 'NUDT3', 'BMPR1A', 'CC2D2B', 'CDK1', 'CNDP1', 'HAS2-AS1', 'HOXB9', 'MFSD1', 'KIAA0087', 'MEFV', 'CLK3', 'OR1G1', 'TBPL1', 'A1BG', 'SLC6A20', 'SLC9A8', 'ZNF696', 'ACTL7B', 'PIGK', 'NEK4', 'EDDM3B', 'E2F5', 'SNHG10', 'CASP2', 'ZMIZ1-AS1', 'DYNC1I2', 'MTHFD2L', 'LINC00938', 'LOC730668', 'DDX11L2', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.03862384422015608
		RMSE:  0.6356813050691055
		NRMSE:  0.09939509109047072
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04557869434051831
		RMSE:  0.5231599683741948
		NRMSE:  0.17546282813730707
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  2.5095212118317504e-15
		NRMSE:  3.923885875743492e-16
		MAPE:  3.7285486839638166e-12
		Pearson Correlation:  0.12076540400788496
		Spearman Correlation:  0.09534191786167205
		Coefficient of Determination:  -4.456755455216099
		RMSE:  1.19515267526496
		NRMSE:  0.40084272714816205
		MAPE:  4960.758056333566

	Predictor:  ElasticNet
		Pearson Correlation:  0.8499070315386318
		Spearman Correlation:  0.8091176637425115
		Coefficient of Determination:  0.6838607361569653
		RMSE:  0.3507111018602134
		NRMSE:  0.05483716704873949
		MAPE:  343.7641685815088
		Pearson Correlation:  0.3018377855149005
		Spearman Correlation:  0.23812798751341338
		Coefficient of Determination:  -0.06822575511505002
		RMSE:  0.5287953952373603
		NRMSE:  0.1773528961756642
		MAPE:  1891.9898732484512

	Predictor:  RandomForests
		Pearson Correlation:  0.6205940035795464
		Spearman Correlation:  0.5529744101923236
		Coefficient of Determination:  0.3227493158068675
		RMSE:  0.5133162598262329
		NRMSE:  0.0802620998868318
		MAPE:  239.92657000257424
		Pearson Correlation:  0.31626213275119847
		Spearman Correlation:  0.3363928021415622
		Coefficient of Determination:  0.09613380342858902
		RMSE:  0.48641640611554904
		NRMSE:  0.163139390299017
		MAPE:  502.809476550079

Protein:  BRCA2
x_train_column_count:  363
x_train columns:  ['ZNF17', 'PITPNM2', 'TPP2', 'WFDC10B', 'WFDC3', 'LIF', 'LYPD3', 'SPACA3', 'CRP', 'PFKP', 'ZNF213', 'RPS9', 'CTNNBIP1', 'SART1', 'DIMT1', 'BAK1', 'CSTA', 'MAGED2', 'UPP1', 'CMTM5', 'GALT', 'RPSAP52', 'ABCC11', 'TRAF7', 'GPR156', 'LOC399815', 'PDZD8', 'FBXO38', 'ACTR3C', 'LINC01020', 'SHROOM4', 'GSPT1', 'DHX37', 'WDR87', 'FBXL12', 'GPR101', 'DNAH12', 'SDHAF1', 'UBR5', 'HOXA13', 'TONSL', 'OR2M2', 'PLEKHG6', 'LINC00950', 'SYCP1', 'DDX19B', 'ADAMTS18', 'SCYL3', 'CMTR2', 'INS-IGF2', 'TGM4', 'HFM1', 'SLC39A3', 'CASKIN1', 'LILRA3', 'TMEM37', 'TEX9', 'TAF4', 'MTUS1', 'ANKDD1A', 'ONECUT2', 'ABCC6P1', 'RPL13P5', 'ASIP', 'OTOP2', 'C2ORF81', 'TMPRSS6', 'PRB1', 'ATG10', 'ZNF700', 'DEFB109P1', 'COL5A3', 'INPP5B', 'DMP1', 'NFKB1', 'BLZF1', 'HIPK3', 'MST1P2', 'ZNF618', 'RGPD1', 'CYLC1', 'CLDN19', 'CRYM', 'TSR1', 'LRRC75B', 'ATG9B', 'SLC43A2', 'BIRC5', 'TMEM173', 'WBP11P1', 'INPP5E', 'CCDC101', 'LRRC8C', 'C1QTNF8', 'RGS14', 'PEA15', 'GGTLC2', 'GPR18', 'FAM160B2', 'SIX2', 'FASTKD2', 'SEMA3F', 'SUV39H2', 'RNF185', 'FOPNL', 'PGLS', 'GATAD2B', 'MANBA', 'DENND2C', 'TNFSF13B', 'RPL7A', 'ZBP1', 'MAGEC1', 'ACMSD', 'LARS', 'ACOT4', 'SDK2', 'OSBP', 'SKIL', 'DBNDD1', 'ARRDC4', 'FLJ23867', 'FGD3', 'RTN3', 'BRSK1', 'GNL1', 'FAM131C', 'LRRN2', 'TRPM7', 'UBAP2L', 'NKX6-3', 'VAPB', 'UGT2A1', 'PDCD6', 'HMBS', 'PSG10P', 'CPNE9', 'APBA3', 'ANXA10', 'RABGGTB', 'KXD1', 'LAIR2', 'NMD3', 'RTP5', 'PGAM4', 'CNTNAP4', 'GSTTP1', 'CREB5', 'NME5', 'KCTD11', 'STAU2', 'S100A6', 'SLC47A1', 'AXIN1', 'LINC00304', 'OR4X2', 'NFE2L3P2', 'NFKB2', 'BAGE', 'CSNK1G3', 'NOL9', 'C3P1', 'CYP3A4', 'KIF21A', 'LEAP2', 'KRT81', 'PRPS1L1', 'PRAMEF2', 'PPARA', 'C1ORF64', 'ITGAL', 'MYLK2', 'PEX26', 'GUCY1B3', 'OXTR', 'ASAP3', 'SORT1', 'MIR7-3HG', 'GDF3', 'DDTL', 'CENPC', 'RNASE13', 'ZBED8', 'ZNF333', 'LY6G6D', 'METAP2', 'SYT5', 'OSBPL10', 'C1QA', 'ZNF492', 'OR12D2', 'PRKY', 'TMCO4', 'CCNA2', 'CAMK1D', 'NINJ1', 'ICAM3', 'BPIFB4', 'NCOA5', 'RNF222', 'PPP1R3A', 'CYSLTR2', 'EPHB6', 'RPS3A', 'STOX1', 'MEN1', 'XPNPEP1', 'PCLO', 'SNHG20', 'NSDHL', 'KRTAP9-4', 'GOLT1B', 'MTHFD2L', 'PTBP1', 'SCX', 'OR1L4', 'PDC', 'NRADDP', 'TMEM45A', 'TMEM105', 'SAMD14', 'ADGRG5', 'TMPRSS11B', 'C11ORF53', 'APOA1', 'RPS2', 'TRAM1', 'LINC00957', 'ELMOD1', 'HMGCS2', 'TLR1', 'TNFRSF17', 'DNAJB9', 'TBXAS1', 'SPON2', 'CBLL1', 'PRDX2', 'C7ORF61', 'TAAR9', 'HSPA7', 'OR4D9', 'MPND', 'SCTR', 'HSD3B2', 'EXOSC3', 'ACHE', 'ZFP42', 'OTUD5', 'COMMD5', 'PTPRK', 'LYRM1', 'UBE2W', 'PPP6R2', 'EGFR', 'TM4SF4', 'DCTPP1', 'MACROD1', 'ZSCAN29', 'SCNN1B', 'PHF1', 'MAML1', 'TMEM220', 'UBE2U', 'LOC100132831', 'C11ORF68', 'NOP14', 'ST6GALNAC6', 'BRINP3', 'MIS18A', 'DROSHA', 'CPE', 'GSS', 'PLCB4', 'TOX3', 'CLEC4M', 'LRP2', 'C10ORF55', 'BCL6', 'MED25', 'RIOK2', 'CNTRL', 'PPIB', 'KRTAP10-10', 'CPOX', 'DNAJB12', 'MYBL2', 'DBNDD2', 'DUXA', 'MAPT-AS1', 'ACTR1B', 'TUBA1C', 'ZNF678', 'MASP1', 'NUP37', 'EDN1', 'AARS2', 'ZBTB34', 'ZNF608', 'HMOX2', 'BREA2', 'C1ORF204', 'FAM84A', 'IGF2BP2-AS1', 'OR1J4', 'C17ORF50', 'SLC20A1', 'C2ORF16', 'EEF1G', 'WFDC10A', 'ST7', 'FAM99A', 'ASPG', 'RBM4B', 'PLCB1', 'SCN4A', 'DDX5', 'MEP1B', 'PCDHGB1', 'AIG1', 'PROM1', 'ZNF211', 'YTHDF1', 'SMARCAL1', 'GRIK5', 'SLC22A17', 'TPCN2', 'GSTK1', 'IRX4', 'LRRC16A', 'SLC16A3', 'KIAA1644', 'FAM157A', 'LSS', 'RBM10', 'IST1', 'MORF4', 'MYH14', 'FZD4', 'UBQLN1', 'HMGB3', 'NRN1L', 'DTX3', 'P2RY1', 'METTL25', 'ZNF556', 'IRF2BPL', 'OR8K3', 'AAGAB', 'ZNF343', 'TMEM254', 'CCT5', 'LMBRD2', 'CDK17', 'SCGB1B2P', 'SUPT16H', 'RPL10L', 'NDUFS2', 'EFHC1', 'FER1L6', 'RPIA', 'HMBOX1', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004232193403179485
		RMSE:  0.1957372843548259
		NRMSE:  0.12609907189874434
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0041831029428383015
		RMSE:  0.19359139518213575
		NRMSE:  0.1310414025181481
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  LinearRegression
		Pearson Correlation:  0.8454177342411388
		Spearman Correlation:  0.8012851286302665
		Coefficient of Determination:  0.7147311453694208
		RMSE:  0.10432386488270995
		NRMSE:  0.06720815904829117
		MAPE:  227.22731135476954
		Pearson Correlation:  0.059086495524042895
		Spearman Correlation:  0.10750170715052192
		Coefficient of Determination:  -10.199524657491004
		RMSE:  0.6465161680530663
		NRMSE:  0.43762474738417706
		MAPE:  1518.232992890058

	Predictor:  ElasticNet
		Pearson Correlation:  0.52172609920929
		Spearman Correlation:  0.48707920288377804
		Coefficient of Determination:  0.21566607874225308
		RMSE:  0.17298441920885116
		NRMSE:  0.11144108179020852
		MAPE:  160.72434180627968
		Pearson Correlation:  0.19165150131565298
		Spearman Correlation:  0.17859233245537026
		Coefficient of Determination:  0.021370075611820583
		RMSE:  0.19111238870358127
		NRMSE:  0.12936337088096855
		MAPE:  122.51367388225079

	Predictor:  RandomForests
		Pearson Correlation:  0.6091691990433316
		Spearman Correlation:  0.5458047976720014
		Coefficient of Determination:  0.18678945955459436
		RMSE:  0.17613999851084788
		NRMSE:  0.11347398841091827
		MAPE:  158.77176872221193
		Pearson Correlation:  0.18762887097812916
		Spearman Correlation:  0.21771534484440544
		Coefficient of Determination:  0.019761031079758462
		RMSE:  0.1912694358367055
		NRMSE:  0.12946967558819322
		MAPE:  135.99616990413955

Protein:  CDKN2A
x_train_column_count:  614
x_train columns:  ['PLET1', 'FRAS1', 'LANCL3', 'GIGYF1', 'DGKK', 'MED27', 'RHOU', 'TEX11', 'KIF21A', 'KRTAP5-7', 'CCDC18', 'FAM183CP', 'TRIP12', 'MTUS2', 'CYP46A1', 'ERMP1', 'OR5D13', 'LOC727896', 'GOLT1B', 'GOLGA2', 'RIPPLY3', 'TRIB1', 'CLEC18A', 'LINC01138', 'CA5B', 'MITF', 'DNAAF3', 'SSR2', 'SPATA20', 'CBX7', 'TMC1', 'ALDH5A1', 'CDKN2B-AS1', 'TMED6', 'GNRHR', 'LRTM2', 'APAF1', 'WDR74', 'PEX13', 'ZNF260', 'CCND3', 'PCCB', 'BCL7B', 'RNASET2', 'SNHG11', 'SLC25A32', 'ANKRD20A11P', 'CHD4', 'LINC01558', 'GLIPR1L2', 'DIRC1', 'TRIP6', 'KPNA2', 'RGS14', 'ZFAT-AS1', 'PRIM1', 'MTA3', 'HAS2-AS1', 'PRINS', 'AP5Z1', 'SLAMF6', 'SP1', 'STK24', 'HLA-A', 'PRKACA', 'SCN3A', 'FAM167A', 'HSD17B1', 'FAM21A', 'HTATIP2', 'NBL1', 'SCAMP2', 'GCSAML-AS1', 'ABCB6', 'FAM181B', 'HIST1H2BL', 'KCNC4', 'C7ORF66', 'PREB', 'CYHR1', 'LCK', 'PLEKHN1', 'HMGCS2', 'HYPK', 'ERICH1', 'CA7', 'TMEM104', 'KLC4', 'HAUS6', 'CMTR1', 'WDR63', 'ZNRD1-AS1', 'DDX26B', 'WAPAL', 'CRYBB2', 'WASH2P', 'TSPAN2', 'TSPO2', 'ADAMTSL3', 'EFCAB5', 'GCNT4', 'PIGF', 'HIST1H2BO', 'CTNS', 'PSMD6', 'MAGEB16', 'CCDC74A', 'PSG8', 'SLC19A1', 'JAG1', 'PDZD4', 'CCDC149', 'GTF2E1', 'DHRS11', 'TRAIP', 'JAK3', 'ZNF281', 'GFRA1', 'SCMH1', 'ARMC4', 'CARNS1', 'NOP10', 'PPP1R11', 'CECR5', 'FAM66E', 'ADH7', 'APOE', 'ALS2CR12', 'CSPG4', 'DKFZP434L187', 'CCDC40', 'OR13G1', 'MAPK11', 'EIF3G', 'KCNH4', 'OR11L1', 'FBXL7', 'MND1', 'TSHZ2', 'SPN', 'PPFIA3', 'SEC22B', 'CYP7B1', 'MSRB1', 'SLC9C2', 'AP3D1', 'OR52D1', 'BIN3', 'COL3A1', 'NR0B2', 'FEN1', 'CR1', 'TMEM131', 'TAS1R2', 'PWRN2', 'KLHL41', 'LRRFIP2', 'SLC22A8', 'DICER1-AS1', 'FAM53A', 'KEAP1', 'C20ORF27', 'DEDD', 'SLU7', 'GTF2IRD2B', 'PHKB', 'TMEM88', 'C2ORF72', 'TRIO', 'KDELC1', 'AFF4', 'C4BPA', 'PLRG1', 'TLN2', 'C1QB', 'RNF138P1', 'CYP26B1', 'WIBG', 'BRINP3', 'RPH3A', 'ZNF713', 'VWA5A', 'UGT2B11', 'ABCC12', 'MRPL4', 'MTG2', 'CHST7', 'CENPH', 'ISCA1P1', 'RFNG', 'RANBP6', 'AQP3', 'ZNF501', 'SPAG17', 'ANKRD52', 'ZSCAN25', 'RBM25', 'MYT1', 'NGRN', 'TWSG1', 'VHL', 'PRSS54', 'FAM13A-AS1', 'ATP6V0A1', 'MYLPF', 'GRINA', 'VPREB3', 'FAM180B', 'B3GNT8', 'HDAC9', 'KIAA0226L', 'C6ORF1', 'COBLL1', 'TMEM132A', 'CLDN17', 'PLEKHG1', 'ZNF383', 'FCGR2A', 'HOXD10', 'DNAJC5B', 'XDH', 'VEZT', 'CCDC132', 'AGR2', 'FOXD4L3', 'C22ORF15', 'TPRXL', 'NDUFB6', 'C4ORF27', 'DUSP15', 'TEX29', 'CLK3', 'HABP2', 'LIG1', 'ITSN2', 'RRP7A', 'TBCC', 'HNRNPA1P33', 'FAM96B', 'STON1-GTF2A1L', 'C16ORF13', 'LCAT', 'KLHL12', 'HLA-DOB', 'EP300', 'TRIB3', 'ABCA1', 'SPINK8', 'C15ORF40', 'PCTP', 'HAVCR1', 'STEAP2', 'TRNP1', 'INTS4', 'MTSS1', 'SEC22A', 'SLC23A3', 'MT1E', 'DNTTIP2', 'MAFK', 'HAUS8', 'ERI2', 'APTX', 'AMIGO2', 'HBB', 'CCDC65', 'ARHGAP44', 'FBN3', 'CARD11', 'JSRP1', 'FAM110C', 'GDF2', 'DEPDC5', 'PTGFR', 'DEFB118', 'TMEM132E', 'DENND1B', 'C16ORF82', 'LMBRD1', 'FAM20B', 'SH3GLB2', 'PCSK9', 'SORCS3', 'MDFI', 'CX3CL1', 'KCNU1', 'AREG', 'PRSS58', 'WDFY1', 'ACBD5', 'FOXD4L5', 'CD2AP', 'RBFA', 'SNORA12', 'C9ORF163', 'PSD', 'C3ORF36', 'APOA1BP', 'BCKDHB', 'OR11H6', 'CD209', 'PNLDC1', 'TMEM14B', 'HOOK3', 'HNRNPH1', 'TTC30A', 'GCC1', 'SNORA56', 'GRIN3A', 'RHBDD2', 'LRRC30', 'USP34', 'ANKRD30BP2', 'EIF4A3', 'TRUB1', 'CDCP2', 'IL9', 'FSD2', 'SLC52A2', 'ZNF195', 'LOC145783', 'ZNF821', 'SUOX', 'HADHA', 'SGCG', 'ATP12A', 'LGALS1', 'RPS14', 'CHGB', 'TDRD5', 'CACNA2D2', 'OR5D18', 'RAB4A', 'DHX34', 'LINC00950', 'TRABD2A', 'IKBKE', 'XKR9', 'GSTM2', 'CD320', 'PCAT18', 'SUZ12P1', 'OR2T35', 'TMEM50A', 'RPL23AP7', 'E2F7', 'CASKIN2', 'CYB5D1', 'ST7-OT3', 'KRTAP5-5', 'GNG3', 'GALC', 'EPHB6', 'CAPG', 'RTCA', 'C20ORF24', 'GPHA2', 'ARL14EP', 'LAMTOR3', 'UBE2QL1', 'SCGB1D4', 'ZNF646', 'LINC01550', 'REST', 'FAM182A', 'ADGRF2', 'PLA2G16', 'C21ORF58', 'ITGBL1', 'ZYG11A', 'RSF1', 'CYP4V2', 'FAM86HP', 'TMEM150C', 'RPRD1A', 'CDC27', 'FAM66C', 'IKZF4', 'MGC27382', 'ZNF530', 'SFTPC', 'DNMT1', 'USP17L2', 'ZFP28', 'SMIM7', 'PAN2', 'C19ORF40', 'KIR3DL3', 'FNIP1', 'RAB26', 'FOXI1', 'AIG1', 'HSP90AA1', 'LOC730101', 'IQCA1', 'MAPRE3', 'CYP19A1', 'GBP7', 'CAMKV', 'GPC5', 'ZRANB1', 'CYP2S1', 'AGMO', 'KAT5', 'CDC37L1', 'LHX2', 'NCALD', 'CNGB3', 'KRT38', 'KLHL2', 'RAB25', 'HES4', 'PDE1C', 'RPAP2', 'ZNF692', 'RPA1', 'EFNA4', 'AQP6', 'FAM161A', 'LOC340017', 'BECN1', 'TAS2R4', 'TYMS', 'PCDHB5', 'SLC11A2', 'TDP1', 'PRSS45', 'CDK9', 'ABCB11', 'CYP21A2', 'RAMP3', 'SLC27A4', 'APOC1P1', 'MYO1E', 'WDR90', 'PHLDB3', 'ACRV1', 'MBOAT1', 'TAX1BP1', 'TBC1D26', 'MAGI2', 'BAD', 'CAMK2A', 'PHAX', 'DUSP5', 'IMP3', 'SSTR5', 'LOC100130691', 'COPB2', 'C1QTNF3', 'RBMS2', 'C10ORF105', 'G0S2', 'PPP1R14C', 'FOXO4', 'LAMC3', 'CRYL1', 'GPR32', 'MYO1A', 'KRTCAP3', 'TAGLN2', 'RPS6KA6', 'KRTAP10-1', 'ABCB8', 'KLK1', 'VWC2', 'TMEM214', 'CES4A', 'LOR', 'ARID4B', 'C1QL3', 'LINC01588', 'PRKCI', 'CLDN9', 'RRP1', 'ITGA9', 'ZNF845', 'LRFN4', 'HPS5', 'PLCE1', 'C7ORF60', 'CHCHD4', 'YWHAQ', 'ZNF706', 'CARD6', 'FAM201A', 'TSG1', 'TCEAL1', 'IL23R', 'CNOT3', 'WSCD1', 'MIR99AHG', 'TBL1X', 'C1ORF127', 'SYTL4', 'SSR1', 'C17ORF82', 'SDHC', 'PTRF', 'TMSB15A', 'TEF', 'LINC00479', 'GIMAP2', 'TMEM159', 'TRAM2', 'GNAT1', 'HP', 'FGD4', 'CHST1', 'PMS2P1', 'PRCP', 'AFAP1L1', 'MAST2', 'MSH3', 'ASNA1', 'ZC4H2', 'ENSA', 'PATL1', 'PPWD1', 'DEFB1', 'BRE-AS1', 'ELAVL1', 'SH3RF3', 'SLAMF9', 'NANOG', 'C7ORF57', 'CNIH4', 'LOC391322', 'TCIRG1', 'MAPK4', 'ARGFXP2', 'MAP4K4', 'POM121L8P', 'ACOT11', 'DMRTC1B', 'TAOK1', 'MYPOP', 'AP3M1', 'PLA2G12A', 'LSM1', 'ZNF738', 'ZBTB43', 'HOXD9', 'CIB3', 'ASAP1', 'MMP28', 'GOLGA2P5', 'HMX2', 'KLK8', 'TMEM179B', 'ATP6V1H', 'ARHGAP28', 'CAMSAP1', 'ASPG', 'DPH3', 'LTBR', 'TAF13', 'PRR5L', 'FAM213A', 'RC3H1', 'SOX12', 'ZNF189', 'FBXL5', 'BMS1P5', 'KITLG', 'MIR31HG', 'FAM86EP', 'BRPF3', 'ZDHHC18', 'GMCL1', 'CHN1', 'ANKHD1-EIF4EBP3', 'ACADSB', 'SYT14P1', 'ZBP1', 'CDK12', 'C1QTNF9B-AS1', 'CFHR2', 'DHRS7B', 'ATP5G1', 'PNPLA5', 'B4GALT3', 'KERA', 'CCDC115', 'KRBA1', 'WNT5B', 'SYVN1', 'ATXN3', 'METTL24', 'GTF2I', 'NT5M', 'KIAA1456', 'TBRG4', 'LCE1F', 'UTP14A', 'PEX11B', 'NELFCD', 'PSMA3', 'KIF2A', 'ANO5', 'BRF2', 'TAF1A', 'LINC00442', 'NAA15', 'SLC6A11', 'C2ORF27A', 'PIK3CB', 'SP140', 'SNAR-G1', 'LINS', 'GCHFR', 'FBXO10', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07796029040511754
		RMSE:  0.688717064305458
		NRMSE:  0.155695052403178
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04182297654643197
		RMSE:  0.6873705418142212
		NRMSE:  0.18569552134596423
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6633450034781481
		NRMSE:  0.14995930902637006
		MAPE:  291.0442764508337
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00497373418246827
		RMSE:  0.6751049711753466
		NRMSE:  0.1823819351565125
		MAPE:  246.23249271843073

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  3.752798265121811e-15
		NRMSE:  8.48377589040762e-16
		MAPE:  2.9251939125501634e-12
		Pearson Correlation:  0.09654222661364817
		Spearman Correlation:  0.17119793190908206
		Coefficient of Determination:  -7.4062780496766365
		RMSE:  1.9525215043420276
		NRMSE:  0.5274804150480947
		MAPE:  1002.0014123710345

	Predictor:  ElasticNet
		Pearson Correlation:  0.8512945816426133
		Spearman Correlation:  0.8320249234606184
		Coefficient of Determination:  0.6957068814836005
		RMSE:  0.36591947803948466
		NRMSE:  0.08272170861071201
		MAPE:  242.2257452848972
		Pearson Correlation:  0.5808445584124923
		Spearman Correlation:  0.48962540239976593
		Coefficient of Determination:  0.3353979340901746
		RMSE:  0.5490030962742808
		NRMSE:  0.14831507895890447
		MAPE:  257.0475969965477

	Predictor:  RandomForests
		Pearson Correlation:  0.6668394329933187
		Spearman Correlation:  0.6456588749972373
		Coefficient of Determination:  0.4283481625171951
		RMSE:  0.5015396403030137
		NRMSE:  0.11338072573821942
		MAPE:  189.00698025852932
		Pearson Correlation:  0.6903054099392671
		Spearman Correlation:  0.5780638206811203
		Coefficient of Determination:  0.44132105307386027
		RMSE:  0.5033558301885943
		NRMSE:  0.13598331267251845
		MAPE:  158.86736982840338

Protein:  TP53
x_train_column_count:  1002
x_train columns:  ['NR1H3', 'UBA7', 'ZKSCAN3', 'METTL5', 'MMP23A', 'RB1CC1', 'GNAS', 'AMFR', 'APOL4', 'KRTAP10-4', 'SPRR2D', 'HIST3H2A', 'TMEM101', 'LOC155060', 'FHL1', 'LENG9', 'TRIM43', 'OR14J1', 'NPPA', 'CYP26A1', 'OPRM1', 'NEUROG2', 'HDAC4', 'CDRT15', 'PBOV1', 'SNORA24', 'SH3GL3', 'ARAF', 'ICAM2', 'MYOG', 'HSF4', 'GMNN', 'IPPK', 'PCGF6', 'NEMF', 'NACAP1', 'TCP11', 'SMAD3', 'CCBL2', 'GNLY', 'TNFRSF21', 'CCL2', 'COL3A1', 'USP49', 'GNB1', 'DGKH', 'POFUT2', 'SLC10A7', 'SPTBN2', 'OSBPL5', 'NPY', 'ADAMTS12', 'IL21', 'RPS19BP1', 'C6ORF201', 'PAIP2B', 'HDLBP', 'MOAP1', 'SGK223', 'SHISA9', 'TRMT10A', 'MZT1', 'CPT1B', 'LYPD2', 'CFAP43', 'SMUG1', 'RPL22L1', 'ENDOU', 'MCF2L2', 'GPNMB', 'TAS2R7', 'ADAMTSL1', 'MAT1A', 'MYH13', 'TDRD6', 'FAM167B', 'CTSO', 'CIAO1', 'C5ORF45', 'USF2', 'FBXL20', 'ANKRD29', 'ATP6AP1', 'CCDC172', 'RPS6KB1', 'PPP1R2P9', 'POU2F1', 'BTG3', 'CWF19L1', 'HHEX', 'ABCC6P2', 'MTF1', 'SPANXC', 'IL13RA1', 'LELP1', 'PPP1R42', 'SDHAF4', 'ILKAP', 'KATNB1', 'C15ORF27', 'MTERF4', 'FKTN', 'MVB12B', 'TNFAIP3', 'DPM1', 'SFRP2', 'PRRT2', 'RAP1A', 'RHOC', 'FAM153A', 'OCIAD1', 'BACE2', 'LILRA5', 'LRRC59', 'P2RY10', 'MAGED2', 'CSNK1E', 'C11ORF52', 'HSD17B14', 'PLK1', 'RNF212', 'ZNF282', 'CHP2', 'ASB12', 'ZFP37', 'LTK', 'MPP5', 'EML4', 'AWAT1', 'SPAG17', 'RNF170', 'QRFPR', 'TEDDM1', 'SNED1', 'CSMD1', 'USP27X', 'PRKAG2', 'LINC01366', 'KLRB1', 'TTTY8', 'MSLN', 'PLK2', 'OR4K13', 'PCNX', 'CYP51A1', 'POLK', 'OR8K5', 'GFAP', 'LOC728743', 'SPATA21', 'TRAIP', 'DCK', 'GPR143', 'LCOR', 'KCNH3', 'VSX1', 'TNN', 'FSTL3', 'AMELY', 'TTTY10', 'AGBL5', 'TAS2R46', 'TMEM200A', 'EYA4', 'MYO9A', 'MRPS2', 'USP51', 'KRTAP12-1', 'LOC152225', 'PRAC1', 'OCA2', 'RNF217', 'PLET1', 'LRRC23', 'CAP1', 'TP53I11', 'AKT3', 'PECR', 'IL18R1', 'TMEM249', 'ZC3H12B', 'STARD5', 'ICOS', 'TOP2B', 'ATP2B2', 'ACOT1', 'ATP5E', 'SLC22A10', 'SRP14', 'CDH26', 'TMBIM6', 'RPA3', 'CACNG5', 'ARL4C', 'ERCC4', 'UST', 'LOC284788', 'STAG1', 'UCKL1', 'ZMYND11', 'KRTAP9-2', 'PDE6A', 'LOC340017', 'EPB41', 'OR12D2', 'ASB16', 'FDCSP', 'CWC27', 'HAS2-AS1', 'VAPA', 'FN1', 'TRAPPC9', 'LINC00964', 'C17ORF82', 'GOLGA6L10', 'ANKRD1', 'RAB22A', 'MIB2', 'LINC01300', 'SFXN2', 'PIN4', 'NOVA1', 'NPHS1', 'KRTAP12-2', 'RASGRP3', 'GSTA5', 'STK4', 'TRPS1', 'DUSP22', 'DKK4', 'SMIM4', 'MEIS1', 'MT1L', 'NT5C', 'NXPH1', 'CMTM6', 'TPRX1', 'ACAD8', 'CASP6', 'ACTN3', 'TBC1D2B', 'TCEANC', 'TUBA3D', 'TBX15', 'OGFRL1', 'TAX1BP3', 'EOMES', 'MKL1', 'RPL13AP17', 'ACVR1B', 'FAM157A', 'PTPRD', 'DENND4A', 'SLC11A2', 'SLC22A1', 'ZNF343', 'UBR7', 'ADGRE4P', 'NABP1', 'PXMP4', 'PAPD5', 'NFYA', 'PPP3CB', 'TMEM2', 'WNK4', 'ABCC11', 'MTG2', 'JAKMIP1', 'S1PR3', 'MCAM', 'UCP3', 'RND3', 'CIRBP-AS1', 'HNRNPDL', 'TDH', 'NOTCH2NL', 'LRP8', 'PRR5L', 'TTC3', 'NBEAP1', 'ISG15', 'CLN5', 'SLC27A1', 'ITGAM', 'SYCE1L', 'PELI3', 'CTXN2', 'THRSP', 'CXCL3', 'MGAM2', 'MYNN', 'FAM3A', 'LYPLA2P1', 'FBXL8', 'SH3TC2', 'COX10', 'ELOF1', 'NKAIN2', 'DCAF7', 'OR2S2', 'CYSRT1', 'ZNF615', 'RECQL4', 'KIAA1755', 'RNF180', 'RAB29', 'DDIT4L', 'STAT6', 'UTS2R', 'ADCY8', 'TCP11L2', 'HEYL', 'DKK1', 'SPTLC1', 'SPRED2', 'CHRNG', 'RALGPS2', 'MBNL1-AS1', 'TWF2', 'SPTB', 'LAD1', 'WEE1', 'UBE4A', 'ST3GAL6', 'ATP6V1E2', 'IFNLR1', 'CCDC28B', 'EIF3I', 'LOC284578', 'HSPA9', 'PGD', 'SLAMF1', 'IMPG1', 'FN3KRP', 'SMC4', 'MSL3P1', 'CAMK2N2', 'KIAA0040', 'SNORA77', 'DGKG', 'AFM', 'ZFAT-AS1', 'SIGLEC17P', 'HSD3B7', 'AQP12A', 'CSE1L', 'MAFB', 'ZNF121', 'HDAC1', 'RASGEF1B', 'ALK', 'SPINK1', 'ARHGEF7', 'BSG', 'IMPA1', 'SMPD1', 'PPP1R1C', 'RPL27A', 'ADGRF2', 'ADARB1', 'FGF13', 'PKIA', 'GPR141', 'ZSWIM6', 'BCL9', 'ELL2', 'SPATA32', 'AKR7A3', 'BRD8', 'GET4', 'SAMD4A', 'PPP1R18', 'LRRC18', 'ATP10D', 'CEP76', 'CD22', 'FRG2DP', 'MEGF6', 'KRTAP12-4', 'LOC541473', 'VIM', 'SPEM1', 'SEMA4B', 'ETF1', 'RBM26', 'SKP2', 'BLOC1S4', 'CYP4F8', 'ITPR2', 'PMF1', 'ASB3', 'URAHP', 'C12ORF54', 'KRT6A', 'TRPC6', 'FUBP1', 'SCYL2', 'NANOS3', 'HAND2-AS1', 'ACER1', 'GOLGA2P5', 'DNASE1L3', 'TSC1', 'RAG2', 'NAB1', 'KCTD18', 'HMMR', 'ZBTB26', 'PTENP1', 'SPINK9', 'MIR99AHG', 'KLHL3', 'C9', 'RAB8B', 'ZNF430', 'GABRE', 'DPPA3', 'TBC1D15', 'PIRT', 'NPPB', 'NPNT', 'SNRNP70', 'NKAP', 'PRMT7', 'LY96', 'CDC14A', 'TMPO', 'LOC100134868', 'MX1', 'FDXR', 'CUL5', 'HIST1H2AK', 'DRD5', 'SH3BGRL3', 'LY6D', 'RAPGEF2', 'APCS', 'MAPT', 'DUSP7', 'LINGO1', 'OSGEPL1', 'HSPA1B', 'TP73-AS1', 'RHOA', 'DNAJC25', 'TINAGL1', 'DOCK6', 'GGA2', 'EXO5', 'YARS', 'RHBG', 'CEACAM21', 'PHF2', 'ECHDC1', 'GPATCH11', 'HOOK2', 'TRIM7', 'PRRG3', 'TBC1D9B', 'FRS3', 'AGTRAP', 'ACTL9', 'CC2D2A', 'USO1', 'SLC25A31', 'MYOCD', 'SCN1B', 'OCLM', 'YY1AP1', 'PDCD2L', 'NXF1', 'FLJ37201', 'MIR7-3HG', 'RBM10', 'ITGAE', 'APOPT1', 'PREB', 'CBX4', 'P3H2', 'CPED1', 'ZNF43', 'KIAA0430', 'TSGA13', 'CKLF', 'IFI30', 'OLFM3', 'DCSTAMP', 'MGAT5B', 'PIH1D1', 'EDC3', 'ZMAT1', 'TBL1X', 'TEF', 'KIAA1715', 'OR5M1', 'FAM102A', 'CENPQ', 'LINC00092', 'RAI1', 'GABRA1', 'CMPK1', 'KRT9', 'OR6C70', 'ABCA5', 'C8ORF34', 'SGCD', 'TESK1', 'ODF4', 'SLC7A8', 'DAXX', 'ADGRG3', 'MUS81', 'NLGN4X', 'DMRTC2', 'RABL2B', 'SATB2', 'PKD2', 'FHDC1', 'WBSCR16', 'ANKRD20A3', 'LOC344967', 'CLPSL2', 'IGSF1', 'GPD1L', 'HACL1', 'KCNJ5', 'ATP12A', 'UGT2A1', 'PSMG3', 'PGPEP1L', 'QTRT1', 'STUB1', 'PSEN2', 'PHF23', 'CPOX', 'WASF2', 'ING1', 'DDX17', 'LUZP6', 'TMEM106A', 'C21ORF2', 'SMAD6', 'NID2', 'RPS2', 'HEBP1', 'CSF1', 'CD84', 'SLC4A2', 'KATNAL2', 'FMO3', 'CALD1', 'KLK10', 'NDUFB10', 'PIN1P1', 'NLRP12', 'FAM173B', 'USP28', 'HSPA12B', 'TRPM7', 'SAMM50', 'MT2A', 'FOXP1', 'FOLR1', 'GPR135', 'RNASE1', 'RAB2B', 'ZNF143', 'ARSG', 'ZNF490', 'EMILIN1', 'SERPINB8', 'RGS22', 'GOLGA7B', 'KIAA1024', 'XCL1', 'STT3B', 'WDR89', 'POLR3F', 'FAM133A', 'CBX6', 'STAG2', 'DIRAS2', 'LINC00937', 'EXTL3', 'C4ORF46', 'GDF2', 'RNF128', 'TNFRSF8', 'STK38', 'ZNF589', 'C2ORF15', 'COMMD2', 'FAM27C', 'KCNT2', 'BPIFC', 'CDRT4', 'ARL13B', 'BAIAP2-AS1', 'CD19', 'OR52K2', 'B3GALNT1', 'KRTAP10-5', 'CH25H', 'APBA2', 'MCF2L', 'ELL3', 'ZNF35', 'RPS6', 'OR2D2', 'KCTD2', 'PLXND1', 'SCML2', 'HDAC3', 'RAB11FIP3', 'MARS', 'SNORA71E', 'METTL21C', 'TK2', 'LINC01098', 'CCL24', 'APPL2', 'PSMC3', 'AFP', 'ARNT2', 'MIR1-1HG', 'CCDC116', 'KDM4A', 'ASIC4', 'SELT', 'ZBTB45', 'SPG7', 'OR6T1', 'SKA3', 'ZNF485', 'TLX1NB', 'TMEM62', 'LINC00662', 'HOMER2', 'PPIC', 'PRELP', 'C1GALT1C1L', 'DPH5', 'TPTE2P6', 'HIST4H4', 'UNC13B', 'RHOB', 'LSR', 'ARHGAP5', 'TMEM216', 'SLC2A6', 'TAS2R5', 'SLC35A5', 'DEFB136', 'MESP1', 'SECISBP2L', 'TMEM200B', 'ZNF157', 'MRPS15', 'SFTPA1', 'ZNF529', 'GOLGA6C', 'C11ORF70', 'CRTAP', 'SMARCC1', 'THYN1', 'ZP1', 'SFTPA2', 'SLC39A7', 'DCP1A', 'PP7080', 'TMIGD2', 'ZSCAN22', 'CHST13', 'KLF10', 'ISM1', 'RARRES3', 'LAX1', 'ACHE', 'NRAS', 'NR1D2', 'SRPX2', 'GABRA3', 'ADGRA2', 'C1ORF64', 'RGS20', 'CT45A4', 'KLF2', 'RPUSD3', 'CXXC4', 'HSPH1', 'GRIA1', 'SZT2', 'PIKFYVE', 'ELMO1', 'RPS27', 'KCNK18', 'CNOT6', 'F8A1', 'CTU2', 'LIPE', 'SFTPB', 'LINC00596', 'NAA35', 'TMEM9', 'EGFR', 'NUCKS1', 'COLCA1', 'PUS10', 'TMPRSS11D', 'WWOX', 'PAXIP1-AS1', 'C11ORF57', 'ESYT2', 'SPARC', 'ELAVL2', 'METTL9', 'ACAP3', 'RASSF2', 'TRIM24', 'TBP', 'SLC25A40', 'CSF3R', 'CFAP74', 'KRTAP10-12', 'S100A12', 'PELI1', 'ASIC3', 'LINC01588', 'ALX1', 'C21ORF33', 'LINC00162', 'NR3C2', 'MC1R', 'HLA-E', 'ARL6IP6', 'HTR1F', 'TYMS', 'IFT46', 'GPRC6A', 'SERTM1', 'CRIPT', 'MIPEP', 'ASB7', 'LINC01102', 'NEK3', 'FLT3LG', 'PLLP', 'DSCR10', 'KRTAP21-1', 'HGS', 'ETFDH', 'NCBP1', 'OR5AS1', 'PSMA2', 'CECR5-AS1', 'PROKR1', 'NFIA', 'GNGT1', 'DMXL2', 'FAM9A', 'ICA1L', 'LDLRAP1', 'GLYATL3', 'TMEM259', 'PSD', 'DCLRE1B', 'SDHAP2', 'SLC41A3', 'JARID2', 'SLC25A11', 'KIF5A', 'HDX', 'NUAK2', 'EBAG9', 'MESP2', 'SLC15A4', 'XYLT2', 'PKP2', 'ABCD1', 'MR1', 'ST7-OT4', 'BACH2', 'KLHL23', 'LOC644936', 'CD1A', 'PRAME', 'MGAT4C', 'GNA12', 'OSBPL7', 'SMCR8', 'TST', 'SPANXN1', 'FAM167A-AS1', 'MFHAS1', 'HIST1H3J', 'ZNF232', 'CDKN2A-AS1', 'SEC23IP', 'DGKE', 'EPHA1', 'FOLR3', 'GATC', 'ACSF3', 'RPL23', 'FCRL3', 'FBXO42', 'RAD21', 'LOC285074', 'ARHGAP11A', 'C1QTNF4', 'MAGEB2', 'NEUROD2', 'AKR1D1', 'SYT11', 'SOX21', 'TRIM2', 'TPD52L2', 'ASH1L', 'ATIC', 'B3GALNT2', 'HSD17B7P2', 'PIK3CB', 'CYP19A1', 'EME1', 'MOK', 'SLC6A20', 'ZNF443', 'STX6', 'OR10C1', 'UIMC1', 'HPCAL4', 'FZD4', 'ACTC1', 'TRIML1', 'UBASH3B', 'ZYG11B', 'ANP32C', 'CDC34', 'IYD', 'GSTM2', 'SIX6', 'ANKFN1', 'EZH1', 'C11ORF1', 'PKP3', 'SNAR-C4', 'CLPS', 'GUCY1A3', 'ZNF845', 'ARFGEF3', 'NFKB2', 'ZNF71', 'GNAL', 'ARGFX', 'TECTA', 'IKBKB', 'WDR37', 'TCTEX1D4', 'FEZF1', 'FBXO15', 'ZBTB22', 'LRRN3', 'KRTAP2-1', 'OSTM1', 'BNIP2', 'SLC27A6', 'KMT2B', 'ANP32AP1', 'EPYC', 'COL9A2', 'NSMCE4A', 'PIGF', 'HSPD1', 'RGCC', 'PSMA5', 'SOX2', 'MKLN1', 'ZNF264', 'CNTFR-AS1', 'C16ORF58', 'ADGRA3', 'FAM183CP', 'IFRD1', 'TAS2R30', 'JHDM1D-AS1', 'POLE', 'KDELR2', 'ZNF321P', 'MSN', 'DGUOK', 'NIF3L1', 'LVRN', 'IFRD2', 'FAS', 'HIST1H4F', 'IL1R2', 'KLF7', 'CRHBP', 'PLP1', 'ARID3B', 'NIP7', 'TFR2', 'FAM104A', 'LINC00950', 'NSUN7', 'IQCJ', 'B4GALT7', 'GLUD2', 'TBX22', 'FKBP9', 'C9ORF43', 'ZNF138', 'GMIP', 'KLHL15', 'ARAP3', 'JAZF1', 'SALL3', 'SASH3', 'AVPR1B', 'CSRNP1', 'GCSAM', 'POLD4', 'SF3B3', 'ELK3', 'ELAVL4', 'NCSTN', 'UNC5D', 'YIPF6', 'OR51G1', 'CPSF3L', 'RUSC1-AS1', 'C19ORF44', 'CIDEB', 'TMEM160', 'GNG3', 'TGM7', 'SSR3', 'DZIP1', 'RCBTB2', 'SLC26A1', 'PPM1B', 'DERL2', 'PRSS37', 'EXOSC8', 'PRPF38A', 'ELF1', 'SNORD22', 'SNORA5A', 'HSD11B1L', 'NOL8', 'LMBR1L', 'DSG2', 'LYL1', 'PIPSL', 'MACROD2', 'CEP97', 'GAS8', 'TCF7', 'CORO1A', 'PRR16', 'TMX1', 'POLR2M', 'NDUFA13', 'PIP5KL1', 'CD4', 'DNAAF3', 'NUDT6', 'C7ORF73', 'PRR23C', 'H3F3B', 'CCBL1', 'EXOC3L1', 'SETDB2', 'FAM214A', 'OR51F1', 'RHOBTB2', 'SEC23B', 'MAP1LC3B2', 'IL3RA', 'CCL16', 'TFB1M', 'WASF1', 'FAM71F1', 'WDR18', 'PPP1CA', 'B3GAT3', 'CLEC4D', 'CRY2', 'RNLS', 'PCDHA12', 'C17ORF59', 'TEFM', 'ERRFI1', 'ZNF781', 'AJUBA', 'ZNF815P', 'SFMBT1', 'SLC25A6', 'SERP2', 'LOC100192426', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056514421630322165
		RMSE:  0.4680116353271619
		NRMSE:  0.125354663272308
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.038787823290495904
		RMSE:  0.4172475009588805
		NRMSE:  0.13741067049526773
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941389
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.7686195886544958e-15
		NRMSE:  4.737162417716609e-16
		MAPE:  2.6465141479120457e-12
		Pearson Correlation:  0.2530762374716815
		Spearman Correlation:  0.2499170812603649
		Coefficient of Determination:  -1.3449403235398365
		RMSE:  0.6268970360907206
		NRMSE:  0.2064538238401846
		MAPE:  898.0545289109175

	Predictor:  ElasticNet
		Pearson Correlation:  0.8413543070973377
		Spearman Correlation:  0.7697946317855692
		Coefficient of Determination:  0.6697312447998995
		RMSE:  0.2616692443535782
		NRMSE:  0.07008684728902591
		MAPE:  312.6009854940733
		Pearson Correlation:  0.5326726750070613
		Spearman Correlation:  0.5105453126524242
		Coefficient of Determination:  0.27948176643770073
		RMSE:  0.3474983981204663
		NRMSE:  0.1144404406785662
		MAPE:  509.2833247118244

	Predictor:  RandomForests
		Pearson Correlation:  0.6698127395480186
		Spearman Correlation:  0.5685146509834315
		Coefficient of Determination:  0.3888227128758215
		RMSE:  0.35596109877130494
		NRMSE:  0.09534246652505825
		MAPE:  356.58958364441105
		Pearson Correlation:  0.5850854987895109
		Spearman Correlation:  0.42131268482324413
		Coefficient of Determination:  0.3104572009416754
		RMSE:  0.3399467807845275
		NRMSE:  0.11195349276618721
		MAPE:  1583.576569082486

Protein:  CTNNB1
x_train_column_count:  994
x_train columns:  ['SMPDL3B', 'INHBC', 'LIPK', 'TOMM70A', 'GAB3', 'CGNL1', 'ARGFXP2', 'CMTM6', 'TFB2M', 'SPINK13', 'KCNJ1', 'GEM', 'TMEM39B', 'ZNF24', 'ERBB4', 'PZP', 'OLMALINC', 'THBS4', 'PNO1', 'FBXL13', 'MGC16275', 'TSGA10IP', 'EFCAB1', 'EIF2B1', 'DDX31', 'ANTXR1', 'TBX5', 'DLC1', 'STXBP1', 'ATP5G2', 'TCEANC2', 'POLA1', 'PDXDC2P', 'ZFHX4-AS1', 'USP37', 'FKBP2', 'CSNK1G2', 'PRSS3P2', 'DGKI', 'FOLR1', 'TMEM57', 'VENTX', 'USP25', 'SRRD', 'PRDM13', 'EPHB4', 'SPOCK1', 'SGCB', 'ZIM2', 'SLC39A11', 'ZNF224', 'INSRR', 'CARNS1', 'CHD6', 'EPS15', 'LAPTM5', 'XRCC6P5', 'CCNYL1', 'FAM43A', 'PQLC2L', 'DOHH', 'CCT6B', 'TRIM22', 'PLCB3', 'GLYR1', 'SMEK3P', 'MCCC1', 'SFSWAP', 'FGFR1', 'SLC20A1', 'LRRC39', 'PCDH9', 'KBTBD7', 'QSER1', 'ZSCAN20', 'DEFB126', 'ATG3', 'FAM76B', 'THAP2', 'OR52N1', 'MTR', 'SDC1', 'SLC7A8', 'SSMEM1', 'NR5A1', 'UBXN2A', 'KCNIP1', 'ATP8B1', 'PMVK', 'TXNL4B', 'ZDHHC4', 'HOXA4', 'SMAD6', 'CTSC', 'GPR75', 'MTERF3', 'TVP23A', 'ASH2L', 'WNT10B', 'GAS7', 'C18ORF42', 'GPR137C', 'QTRTD1', 'LOC728392', 'GORASP1', 'SOGA3', 'SCYL3', 'RCE1', 'EFEMP2', 'WEE2-AS1', 'ALG5', 'MRC1', 'POLE', 'USP39', 'MS4A8', 'RAB3D', 'BNIP3L', 'SUPT5H', 'PNMAL2', 'CAD', 'ANKRD45', 'PCAT18', 'FOXN4', 'NCDN', 'PMCH', 'C8B', 'TM9SF4', 'NAP1L6', 'NR5A2', 'CEP112', 'ADCK5', 'MND1', 'C9ORF129', 'TMPRSS9', 'OR1M1', 'MOB3B', 'C3ORF67', 'ZNF449', 'GBP7', 'LRR1', 'DYM', 'FBXO43', 'HSD17B10', 'REV3L', 'ZNF256', 'WNK1', 'IQGAP2', 'EGFL7', 'OR9Q1', 'C20ORF195', 'SFRP5', 'AP4S1', 'ZNF322P1', 'KRTAP21-1', 'RBM14', 'PAH', 'SELENBP1', 'PARD6G-AS1', 'CRISP2', 'GOLGA6B', 'CUEDC2', 'CTBP2', 'INSC', 'COMMD5', 'FAM185A', 'CAPN11', 'MRPS16', 'NEUROG3', 'HLA-DOB', 'ARID4A', 'PSMD12', 'ERF', 'LRRC15', 'DEGS2', 'CDK1', 'HJURP', 'CYBA', 'CYTL1', 'ABCC8', 'TMED6', 'WDR55', 'CCDC110', 'TPSAB1', 'KCTD11', 'PLCXD3', 'OR10S1', 'CHRNB3', 'LEFTY2', 'TNFRSF10B', 'LZTFL1', 'MFSD2B', 'FAM58A', 'ZNF853', 'MAP3K14-AS1', 'PI4KAP1', 'NUP155', 'TIMM22', 'TAS2R30', 'TMF1', 'MCEE', 'PRMT1', 'PRG3', 'ZNF493', 'WLS', 'PRR18', 'ASB12', 'MYL6', 'FAM71E2', 'SMC1A', 'VGF', 'JAKMIP3', 'ZSCAN26', 'TRMT44', 'PHPT1', 'GFRAL', 'TMEM181', 'C14ORF93', 'CAMKMT', 'ABT1', 'KCNRG', 'SYNJ2', 'KRTCAP2', 'LOH12CR1', 'AAED1', 'ATP5C1', 'HABP2', 'LMNTD2', 'RNF186', 'MYO1E', 'MBD5', 'LINC00922', 'SNRNP35', 'CD160', 'RPLP1', 'EFNB2', 'OSMR', 'TRIM29', 'NELFB', 'PRSS12', 'PTCHD3', 'LEO1', 'C22ORF34', 'SERPINB1', 'NAV2', 'FXR2', 'ATM', 'PROSER2', 'LHCGR', 'PALMD', 'TRIM60', 'ARHGDIB', 'STARD6', 'KRTAP10-6', 'IFT43', 'POLR3K', 'MAP3K15', 'LINC00189', 'NUDT1', 'NSUN5', 'CLEC1B', 'NAGLU', 'FAM149A', 'IGIP', 'PDLIM3', 'MAPKAPK3', 'C4ORF45', 'L1CAM', 'HIST1H2AA', 'HIST1H1C', 'C9ORF114', 'CAMKK1', 'MEF2BNB-MEF2B', 'VENTXP7', 'NDUFB4', 'IL12A', 'SAMD1', 'KATNAL2', 'GCLC', 'LINC00294', 'ING3', 'G6PC3', 'CFI', 'DHRS7', 'TRIM75P', 'CDH11', 'RELT', 'LOC285847', 'MMP28', 'RPL13P5', 'TOMM7', 'CCNY', 'HAND1', 'CELP', 'RNASE13', 'AMN1', 'KDR', 'CTPS1', 'CPA5', 'MED10', 'MLIP', 'TRABD2A', 'NOP16', 'IVNS1ABP', 'EIF4G3', 'INAFM1', 'NINL', 'RPS3', 'NUTM2A-AS1', 'RABAC1', 'EMX1', 'KLK4', 'KCNG3', 'IFNW1', 'PART1', 'GABRE', 'ADGRD1', 'GGA1', 'SLC26A1', 'MOV10', 'SPTBN4', 'TMEM127', 'SNORA44', 'RNF145', 'TMEM169', 'CT47B1', 'B2M', 'NEK3', 'PAAF1', 'SMG1P3', 'AGRP', 'ZNF561', 'IKBKB', 'C19ORF33', 'CCDC66', 'DDX24', 'ANKRD44', 'F2RL3', 'DMXL1', 'MDN1', 'LOC553137', 'VPS41', 'CEACAM22P', 'AARSD1', 'PRKCDBP', 'DNAJC17', 'AHNAK2', 'KIAA2013', 'ZNF345', 'HHIPL2', 'ITGB1BP1', 'BAIAP2-AS1', 'USP33', 'SEC24C', 'HDAC8', 'OR7G2', 'KCNIP2', 'CRAT', 'SLC2A4RG', 'TMEM140', 'ANKEF1', 'SNX10', 'SLC2A5', 'KIF3B', 'KCNK9', 'CCDC67', 'ALDH1A2', 'RETN', 'RAB2B', 'AGBL3', 'SDR39U1', 'CEP57', 'A2M-AS1', 'BUD13', 'SOX2-OT', 'WFDC9', 'MAML1', 'NTRK1', 'CACHD1', 'ARPC3', 'ZNF429', 'ZNF841', 'TPK1', 'FNDC3A', 'CDH10', 'PNLIPRP2', 'AQP8', 'PROSER1', 'SWI5', 'SLC38A3', 'TWF2', 'GOLGA2P5', 'ABCA13', 'WDFY2', 'FAM71E1', 'ANO8', 'ATP5G1', 'NDUFB1', 'UNC5C', 'MAGI1', 'LINC00602', 'FAM90A7P', 'SLC25A2', 'SAMM50', 'TMEM248', 'TBC1D16', 'HS6ST3', 'MCMBP', 'LILRA6', 'SHISA6', 'LAMTOR3', 'CIPC', 'COPE', 'ARID2', 'TUBA3E', 'KLHL35', 'ASB17', 'SLC45A3', 'ZNF699', 'ARHGEF25', 'CSTF2T', 'ZNF138', 'PTDSS2', 'ZNF101', 'C22ORF15', 'GPR171', 'SEPT2', 'ADAL', 'CCDC169', 'MTVR2', 'LRP12', 'NELL1', 'PARG', 'BRDT', 'SNAPC5', 'PAFAH1B3', 'LRRC32', 'SPANXN1', 'CHST3', 'MARCH5', 'DUSP7', 'CLDN7', 'ATP5L', 'PAX2', 'KRTAP10-9', 'RAD51D', 'SLTM', 'B4GALT6', 'PRAF2', 'GRXCR2', 'ANKRD55', 'FICD', 'VAMP3', 'PRKAR2A', 'PFAS', 'HLA-DRB5', 'PIR', 'ZNF426', 'EPN1', 'WNT7A', 'LY6G6E', 'FEZF2', 'USP3', 'SHROOM2', 'MRPL42', 'NEUROD1', 'CYP4F2', 'OR6C75', 'ZMAT4', 'CCDC171', 'LBX2-AS1', 'BCL2L2', 'KCNN1', 'THAP5', 'DIAPH2', 'PLTP', 'LINC01144', 'KLHDC9', 'PNMAL1', 'AMMECR1L', 'SEPT4', 'PCDH20', 'CBLN4', 'ICMT', 'AGAP3', 'KRTAP27-1', 'TMEM42', 'OR4F17', 'HLA-DQA1', 'TH', 'DCAF11', 'SPHK2', 'CXADRP3', 'FOXO1', 'CELA1', 'SNORA70B', 'MED7', 'SERPINB5', 'ADAMTSL3', 'CGB2', 'CNST', 'HSF2', 'CAPSL', 'C19ORF66', 'TMEM138', 'ANKRD33', 'USP5', 'ABCA2', 'TIMM10', 'EMC8', 'MARCKS', 'SRXN1', 'INPPL1', 'MBLAC1', 'LAS1L', 'SNX2', 'TDH', 'SBNO1', 'RNF13', 'TEX29', 'TTLL5', 'GMPR', 'DHDDS', 'ARHGAP9', 'BAGE2', 'PYROXD1', 'PIGC', 'MPLKIP', 'CECR1', 'C17ORF75', 'ISLR', 'NOMO3', 'S1PR2', 'COG5', 'CNIH2', 'SETD8', 'NR4A1', 'P2RY12', 'PAK2', 'CT47A11', 'PRPS1L1', 'PHLPP2', 'DMGDH', 'HBG2', 'LGI4', 'OR10T2', 'CD1B', 'TAC3', 'SNORA20', 'TRAP1', 'ZBTB41', 'GPD2', 'RRN3P3', 'PTPRK', 'COPA', 'FOXD4L3', 'RAB4A', 'ANKRD34A', 'ADGRG2', 'ZNF346', 'TYW3', 'APOA1', 'ZMYND19', 'TFAP2A', 'NCF4', 'HIST2H2AB', 'TMEM254', 'HAUS4', 'MLYCD', 'TNFRSF1A', 'SMG5', 'MKRN2', 'OVGP1', 'FDCSP', 'POLR2J4', 'MGME1', 'HDAC6', 'HTR4', 'FAM195A', 'SIKE1', 'KRTDAP', 'RAB37', 'UGGT1', 'AOC3', 'ECI2', 'TRIM44', 'CEP170B', 'ITIH6', 'ADRA2A', 'LOC389033', 'EDNRA', 'HNRNPL', 'EI24', 'EMC6', 'NCOA5', 'NAA40', 'PERM1', 'VWA5B2', 'RBP7', 'DENND6B', 'MYL9', 'DXO', 'NOG', 'ZCRB1', 'TLK2', 'LYSMD3', 'MCHR2', 'ENOSF1', 'TPGS1', 'HSD52', 'ANP32A', 'TNFAIP6', 'HIC1', 'KIFC1', 'MS4A5', 'MAOA', 'HHATL', 'OSBPL6', 'SEC11C', 'TBL1XR1', 'POM121L12', 'ARID3A', 'ECHS1', 'FAM90A1', 'ARHGAP32', 'C6ORF106', 'TMEM200B', 'TRIM66', 'PDCD2L', 'NFASC', 'INO80B', 'FAM71B', 'MAP2K1', 'DSPP', 'KLHDC7A', 'SNORA24', 'UBQLN4', 'OTUB1', 'DUS1L', 'LHFPL2', 'SLC7A5', 'STX3', 'RAB3IL1', 'ATG10', 'SEC61A1', 'SLCO4C1', 'ERO1LB', 'RARG', 'KLHL7', 'ZNF252P-AS1', 'MAGT1', 'JAG2', 'HTRA2', 'LYN', 'PCNA', 'COA5', 'RAD18', 'LOC286359', 'PSIP1', 'HCG11', 'NDUFB2-AS1', 'GYPE', 'MFI2', 'CKAP2L', 'SLC7A13', 'NDUFS3', 'WFDC2', 'MFSD7', 'SLC9C1', 'KLHL28', 'ZNF792', 'CXCL9', 'FDX1L', 'PDHA2', 'NR1I3', 'TM9SF3', 'BAD', 'FAS', 'KLHL34', 'TAB2', 'SH3GL3', 'SLC25A3P1', 'CFAP57', 'ZNF572', 'WBSCR22', 'CROT', 'CYP2C9', 'PPP2R1B', 'PJA2', 'LINC00705', 'NUTM2A', 'OXGR1', 'PCDHB10', 'NUMB', 'PLCG2', 'ABCB5', 'NEUROG2', 'TINF2', 'DPY19L2P1', 'SLC35G3', 'HTR3A', 'CLIP4', 'RGS16', 'GDPGP1', 'ZSCAN16', 'LOC400043', 'APRT', 'ADAD2', 'C20ORF85', 'PVT1', 'CSTF2', 'FGR', 'EBF1', 'BET1P1', 'ZNF826P', 'OR51V1', 'GIMAP1', 'UNC119B', 'METRNL', 'SMARCA2', 'USP28', 'RNF44', 'B4GALT1', 'GMFB', 'RDH16', 'SLC5A6', 'DPCD', 'MICU2', 'TRAF3IP3', 'MYBL2', 'TMCO3', 'TCF20', 'KCNK15', 'SYT8', 'RASA4CP', 'CRYZL1', 'ATP8B4', 'AIDA', 'STRN', 'HGS', 'ADGRB1', 'MUC7', 'TERC', 'NKX1-2', 'CKMT2', 'KIAA1804', 'PMS2', 'MADD', 'HSD17B3', 'SLC25A15', 'H2AFX', 'DGCR5', 'DHRSX', 'TMEM14E', 'XYLT1', 'CCNO', 'MEF2C', 'TMEM216', 'SAC3D1', 'CLPSL2', 'PTPDC1', 'NF1P2', 'FOXA3', 'MEF2A', 'CHCHD7', 'NPDC1', 'LINGO3', 'POLD2', 'LGI2', 'OMP', 'KCNB1', 'RBM10', 'BBX', 'OR2A9P', 'SLC25A3', 'SUMO2', 'AR', 'GMPS', 'FGA', 'COL18A1', 'OGFOD1', 'ACSL6', 'SNORA80A', 'ZSWIM4', 'SLC19A1', 'FBXL5', 'SIGLEC15', 'TBC1D8', 'AASDH', 'SSBP2', 'FOXQ1', 'NUBP2', 'SLC22A18', 'GLRX', 'ZNF500', 'CCDC127', 'SPATA45', 'IGSF22', 'CCDC120', 'ST3GAL4', 'DHRS12', 'LOC100287704', 'LLGL2', 'ZDBF2', 'RNF7', 'CLSTN2', 'ATL2', 'PDZD4', 'PBDC1', 'ZNF805', 'CNGB1', 'TMEM200C', 'CYP27B1', 'CINP', 'INO80C', 'SNTB2', 'PORCN', 'OR8B12', 'LOC641367', 'TISP43', 'SNORA15', 'DMP1', 'CASC2', 'DSCR4', 'MARVELD2', 'R3HDM4', 'LOC100130417', 'ZBTB5', 'GPRC5B', 'IFNGR2', 'B3GALT5-AS1', 'KRT31', 'C2ORF81', 'CLCC1', 'ADAM3A', 'CTSL', 'MOGAT3', 'ALPP', 'CNTN6', 'TMEM190', 'LINC00235', 'SNAR-A13', 'CREG1', 'QDPR', 'MRPL32', 'USP6NL', 'MARC2', 'UGT1A1', 'ZFY', 'ARHGAP15', 'PARP10', 'TSHZ1', 'TMEM41B', 'C1RL', 'C9ORF135', 'BST1', 'DEK', 'CDCA3', 'SNX1', 'N4BP2', 'KCNMB1', 'FGF7', 'ZNF707', 'FAM122A', 'FERMT2', 'ZNF286B', 'C12ORF77', 'USP24', 'ELAVL3', 'MCRS1', 'CCDC54', 'MRPL15', 'CCND3', 'SNURF', 'NDUFV3', 'RADIL', 'HYPM', 'NSFL1C', 'STK36', 'OR5L2', 'RAB40AL', 'FUCA1', 'SRP19', 'KIAA0040', 'FCRL1', 'SLC31A1', 'PLP2', 'SP5', 'DEFB128', 'USF1', 'POLR2K', 'RPL39', 'IP6K1', 'P3H1', 'BRAP', 'SLC9A7', 'KNSTRN', 'FAM110B', 'GFM2', 'NXF4', 'LOC143188', 'PCDHA5', 'FIBCD1', 'GLUD2', 'NFAT5', 'SNORD8', 'TMEM37', 'PAIP1', 'C10ORF11', 'GOT2', 'MORC1', 'ARL13A', 'TMEM63B', 'MRPL37', 'LIPI', 'SLC25A53', 'C2CD4D', 'NRM', 'KBTBD13', 'AKR7A2', 'RTN3', 'RPP38', 'AIM1L', 'CHRNB4', 'COLEC10', 'CHIC2', 'FBXO15', 'ACP5', 'CHADL', 'JAG1', 'SERPINA7', 'IWS1', 'HDDC3', 'POLR2H', 'RABGGTA', 'PIK3CB', 'LINC00483', 'AZGP1', 'NOL8', 'MCOLN3', 'CALCB', 'OR5A1', 'IL22RA1', 'BPI', 'TMEM120A', 'ZMYND10', 'RHOV', 'FMNL1', 'FLJ36777', 'OR2V2', 'HMSD', 'OR6C76', 'SIAH2', 'GGT6', 'CCSER1', 'FKBP1B', 'TSIX', 'STXBP5L', 'PWARSN', 'IRAK1BP1', 'YME1L1', 'PLA2G16', 'ASNSD1', 'COMT', 'RIPK4', 'GALP', 'NANOG', 'PPP2CB', 'TTC36', 'SYNPO2L', 'TCEAL3', 'SNORA61', 'HNMT', 'SERPINA10', 'RPL39L', 'SPTBN2', 'NINJ1', 'C12ORF60', 'ACAD8', 'KBTBD12', 'CENPK', 'CYP2S1', 'TRAPPC13', 'PLB1', 'GBP1P1', 'TRPV1', 'GPN3', 'PAPD4', 'EPB41L4B', 'CCT8', 'TCF7', 'PARD3B', 'TAS2R16', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3748966387166963
		RMSE:  0.8500866572002603
		NRMSE:  0.167208233123576
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8495839638322671
		RMSE:  1.0424819908687044
		NRMSE:  0.25944650229429445
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999418805934
		Coefficient of Determination:  1.0
		RMSE:  3.02788054124812e-15
		NRMSE:  5.955705234555704e-16
		MAPE:  2.2345544172486885e-12
		Pearson Correlation:  0.2941658485101245
		Spearman Correlation:  0.2960881865183885
		Coefficient of Determination:  -0.9846251287397785
		RMSE:  1.0798682652166212
		NRMSE:  0.26875096817317173
		MAPE:  535.942720000519

	Predictor:  ElasticNet
		Pearson Correlation:  0.8731129599885732
		Spearman Correlation:  0.8609105501817612
		Coefficient of Determination:  0.7211062002445967
		RMSE:  0.38286670806083933
		NRMSE:  0.07530816444941765
		MAPE:  159.85416810611795
		Pearson Correlation:  0.34494392216848657
		Spearman Correlation:  0.38946444249341533
		Coefficient of Determination:  -0.031290976084672684
		RMSE:  0.778434623336187
		NRMSE:  0.19373201845055799
		MAPE:  350.2311199960898

	Predictor:  RandomForests
		Pearson Correlation:  0.5814586853807245
		Spearman Correlation:  0.5776558501475535
		Coefficient of Determination:  0.27230570763465123
		RMSE:  0.6184472444181461
		NRMSE:  0.12164579945282183
		MAPE:  519.0173939336826
		Pearson Correlation:  0.39185836306146726
		Spearman Correlation:  0.46761291581309145
		Coefficient of Determination:  0.05520315135226539
		RMSE:  0.745076307342746
		NRMSE:  0.18543000605827284
		MAPE:  278.81078684536607

Protein:  CCNE1
x_train_column_count:  352
x_train columns:  ['IFT74', 'GBA', 'ZNF679', 'HNRNPH1', 'KCNMB1', 'KEL', 'OR56A1', 'CCDC43', 'C6ORF201', 'LBX1', 'CECR7', 'GABPA', 'SNHG6', 'EFCAB14', 'BHLHE41', 'BAG2', 'BUD13', 'SPAG8', 'ZNF335', 'TMEM207', 'F2', 'C5ORF15', 'MXRA5', 'MRPL57', 'PCBP3', 'GLMP', 'ADAM6', 'TMPRSS3', 'HEPHL1', 'DIP2B', 'OR10H5', 'DBNDD2', 'SNX25', 'GALNT12', 'C8ORF22', 'EMP1', 'FAN1', 'NAGS', 'NR1I2', 'GPR82', 'FASTKD3', 'VNN1', 'SEC61A2', 'COX8A', 'MAP1A', 'METTL9', 'SSH1', 'FAM72B', 'ATP5E', 'GKN2', 'OR4F21', 'NSUN2', 'IL18RAP', 'GJA8', 'HSPA1B', 'COX4I2', 'LRRC30', 'OR4A15', 'NKX3-1', 'PLXNB2', 'PTS', 'HYAL1', 'GPR153', 'CEP295', 'SNHG3', 'RC3H1', 'RCN2', 'TSHR', 'RRP8', 'CPT1B', 'QPRT', 'ZBTB11-AS1', 'DPPA4', 'ASL', 'PCBD2', 'GCNT3', 'BMP2', 'ANKRD29', 'FAM179B', 'PPP1R8', 'DYNLL2', 'HIST3H3', 'FAM228A', 'NUDT13', 'IGF2-AS', 'CFAP20', 'TRIM37', 'TIGD7', 'IAH1', 'WDR25', 'PTTG2', 'FAM157A', 'GFRAL', 'LOC283332', 'NOX1', 'HIST1H1B', 'NFIA', 'EVI2A', 'CNNM4', 'OTUD7A', 'KCNH8', 'TAPT1', 'C11ORF53', 'TBX21', 'KIF2A', 'GALR2', 'NRSN1', 'C1ORF159', 'TMC8', 'OVCA2', 'ZNF860', 'PDCL3P4', 'NOM1', 'ATP6V1G2', 'USP6NL', 'TPP1', 'TRAPPC6A', 'NDP', 'LINC00934', 'SLC7A5', 'PDP1', 'SERPINI1', 'WSCD1', 'ACADVL', 'RUNDC1', 'HMHB1', 'G0S2', 'LOC340357', 'ARL5A', 'FREM2', 'SHARPIN', 'OIP5-AS1', 'CEP95', 'LMNA', 'FRYL', 'METRNL', 'OR2W1', 'PADI4', 'ACYP2', 'FAM149B1', 'SEC24D', 'HKR1', 'SLC11A2', 'HABP2', 'CPEB4', 'ATP9B', 'TWIST1', 'IL7R', 'MTIF2', 'IFITM4P', 'KLHDC2', 'GNAS', 'CNNM1', 'HGS', 'GYS1', 'TFE3', 'ZNF568', 'BDH2', 'BMP8B', 'GPR31', 'SUMF2', 'TECPR2', 'GPX2', 'NSUN5P1', 'NXT2', 'NTRK2', 'LRRC20', 'PEBP4', 'COL1A2', 'RAB33B', 'DHX9', 'ANAPC7', 'GPRC5B', 'LINC00029', 'SNX4', 'TK1', 'LINC00152', 'ZNF7', 'RPL6', 'RPL13AP3', 'PDE6G', 'PCBP2', 'FLJ13224', 'ARHGAP19', 'FAM8A1', 'FOXN2', 'HSD3B7', 'KBTBD8', 'ZFP41', 'CCDC88C', 'SLC8A3', 'COX19', 'OLFM2', 'GNPDA1', 'ATP10D', 'C1QC', 'THBS3', 'LOC441454', 'TULP1', 'LINC00887', 'STAB1', 'B3GNT8', 'MFNG', 'FAM155A', 'ZBTB48', 'AK9', 'WDPCP', 'RBM12B-AS1', 'SNRNP25', 'CCDC106', 'PTGER1', 'ZNF813', 'INPP1', 'INAFM1', 'CCR9', 'DBT', 'GATA3', 'HIST1H1C', 'PPP6R2', 'CPN2', 'LOH12CR1', 'SLC39A1', 'TDRD10', 'C15ORF62', 'AP1S2', 'GAB4', 'ZNF346', 'SLC41A1', 'NCAPD3', 'RPS26P11', 'LOC644936', 'MAPRE3', 'LSM11', 'WRB', 'PSMD11', 'CYP4F12', 'FAM122C', 'ATP7B', 'PRSS35', 'ZSCAN21', 'MILR1', 'ELOVL2', 'TNFSF13', 'LKAAEAR1', 'KRTAP5-7', 'SUPT20HL2', 'INTS10', 'KLF4', 'PER1', 'DNAJC14', 'FAM86C2P', 'SGMS2', 'PCCB', 'IVD', 'IK', 'EPS8', 'A2M', 'CHRNA4', 'ARHGAP10', 'TCP1', 'PPARGC1B', 'DEFB109P1B', 'SMCO2', 'PPIP5K1', 'ALCAM', 'DNAJC18', 'FBXO34', 'LIN7B', 'GLTSCR1', 'KLC2', 'JAG2', 'RPP25L', 'NUP160', 'C19ORF18', 'NACC1', 'ZNF844', 'TMEM218', 'DEFB104A', 'ZFP37', 'SRSF2', 'CALCOCO2', 'PARL', 'IL6ST', 'CBX5', 'CSNK1G1', 'SYT8', 'ACAA2', 'AP1M2', 'PIR', 'SPEF1', 'TSPAN8', 'GPX6', 'MAGEE1', 'PSMB2', 'CRHR1', 'SSX5', 'AGAP6', 'PXT1', 'CEBPA', 'ARMC6', 'CASQ1', 'RIPK1', 'TMC6', 'FAAH', 'ACBD5', 'OPRL1', 'STAG2', 'KRTAP10-6', 'TMEM136', 'PPIL3', 'GATAD2B', 'SLC9A6', 'DEPDC1', 'LINC00999', 'BPGM', 'GANC', 'MADCAM1', 'TMEM132C', 'SMG1P2', 'GOLGA6L9', 'C9ORF47', 'LMO2', 'CLDN18', 'TIPIN', 'TRMT10A', 'WDR62', 'YJEFN3', 'TRIP6', 'CD63', 'TRIM34', 'DLG1', 'SLC25A30', 'FAM110C', 'UBR4', 'ZDHHC7', 'TEX33', 'TMEM74', 'NR5A1', 'ATP4B', 'IGDCC3', 'OR6B2', 'TCEA2', 'KLHDC7B', 'LINC00094', 'C9ORF78', 'PPIE', 'SCGB1B2P', 'PTCHD4', 'CNIH3', 'OR6Y1', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4791855590206433
		RMSE:  0.8074207285197392
		NRMSE:  0.19485501569122746
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.202859557398884
		RMSE:  0.7485643095226329
		NRMSE:  0.4068306401244751
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5127968844139411
		NRMSE:  0.12375338089483821
		MAPE:  119.54577818111471
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.708057571667368e-05
		RMSE:  0.41828317133084
		NRMSE:  0.22732904598983691
		MAPE:  82.35330275987332

	Predictor:  LinearRegression
		Pearson Correlation:  0.9540161813208184
		Spearman Correlation:  0.8664166718538238
		Coefficient of Determination:  0.9101468723966573
		RMSE:  0.15371348789130249
		NRMSE:  0.03709570863993592
		MAPE:  37.932172807467516
		Pearson Correlation:  0.26179975598116645
		Spearman Correlation:  0.33287971905179986
		Coefficient of Determination:  -3.04771782003711
		RMSE:  0.8415216299478253
		NRMSE:  0.4573511975325004
		MAPE:  111.25592180125822

	Predictor:  ElasticNet
		Pearson Correlation:  0.8797315587888561
		Spearman Correlation:  0.7400455551527881
		Coefficient of Determination:  0.7665466485575241
		RMSE:  0.24776812505735152
		NRMSE:  0.059793934178958785
		MAPE:  61.45020172749561
		Pearson Correlation:  0.7658564103071827
		Spearman Correlation:  0.6502828992293436
		Coefficient of Determination:  0.5757230730355349
		RMSE:  0.272448785453105
		NRMSE:  0.1480707968266703
		MAPE:  48.29438883142445

	Predictor:  RandomForests
		Pearson Correlation:  0.8591079656263407
		Spearman Correlation:  0.7114130041300027
		Coefficient of Determination:  0.7332525594969769
		RMSE:  0.26484727470245745
		NRMSE:  0.06391564898579952
		MAPE:  67.97712691917577
		Pearson Correlation:  0.8361515922180114
		Spearman Correlation:  0.7364104591959587
		Coefficient of Determination:  0.6963114175751091
		RMSE:  0.23050184241535362
		NRMSE:  0.12527342127693827
		MAPE:  40.5460064840118

Protein:  CCND1
x_train_column_count:  859
x_train columns:  ['SIRT6', 'HEATR3', 'FOXO3B', 'CBR1', 'LRIG2', 'SHQ1', 'DERL3', 'PVR', 'SPZ1', 'NUDT2', 'FAF2', 'KIN', 'FGF1', 'DYM', 'PIP5KL1', 'CDCA8', 'TRABD', 'LOC100190986', 'SPATA20', 'SNORA32', 'SNORA66', 'RMRP', 'POLD1', 'PIH1D1', 'ASAP2', 'ZNF549', 'MFSD2B', 'TIGD7', 'DMXL2', 'SH3PXD2A', 'OR7A10', 'PRAMEF11', 'RPS29', 'CLUL1', 'APP', 'WFIKKN2', 'PMM1', 'PODXL2', 'CRNKL1', 'KCMF1', 'TAF1C', 'HDDC2', 'TRIM77', 'BIRC8', 'HIST1H3G', 'PDE1C', 'CCR3', 'GRIP2', 'PCNAP1', 'ZSCAN30', 'FCRLA', 'SEZ6L2', 'XPO5', 'TANK', 'L3MBTL2', 'SPP2', 'GOLPH3L', 'CCNL1', 'QRICH2', 'PCNXL3', 'SEC23IP', 'TOPORS', 'RPL38', 'INPP5A', 'FBXO5', 'HAUS6', 'ZNF446', 'FADS6', 'GTDC1', 'SERPINB11', 'PTPRU', 'SPINK2', 'AEBP1', 'CDHR3', 'ELMOD1', 'TRAPPC2L', 'ENTPD2', 'RNASEH2B', 'ETFDH', 'RPS10', 'RECQL5', 'ZNF292', 'P2RY2', 'COLCA1', 'ATP5H', 'DGCR5', 'SNAP25', 'MSLNL', 'PTP4A1', 'IMPA2', 'TBC1D24', 'PABPC1P2', 'LY9', 'GAL', 'USP13', 'MRPL36', 'HRSP12', 'ZCCHC5', 'TMEM150B', 'RP9', 'MGST2', 'DLD', 'ZNF296', 'RXRB', 'CD59', 'SLC38A9', 'CLDN7', 'TRIM38', 'GSTT1', 'GNG7', 'IL3', 'EIF3J', 'TMED3', 'SRP68', 'C8ORF22', 'DCP2', 'GTSE1-AS1', 'GABRG1', 'RALGAPB', 'PALMD', 'OR5V1', 'MRS2', 'PRKRIP1', 'AQP1', 'GOLM1', 'TOLLIP', 'PPP1CC', 'IKZF1', 'KHDRBS2', 'BNIPL', 'APOL5', 'PLXNA4', 'IFT27', 'RNF167', 'BRICD5', 'PEF1', 'NXPE4', 'SFT2D2', 'CCBL1', 'ITGA3', 'RSPO1', 'KIAA1715', 'KDELR2', 'NDRG3', 'LINC00319', 'DUSP15', 'RHAG', 'SLC41A2', 'SLCO1B7', 'HELT', 'SS18', 'PAPOLG', 'ADRA2A', 'PRB2', 'EHMT1', 'VPS13A', 'CLDN16', 'RSC1A1', 'MT1M', 'LMX1A', 'EIF1AD', 'ZNF667', 'MARK2', 'GALR3', 'SULT1A3', 'CDC7', 'LRRC30', 'CREBL2', 'C7ORF49', 'MAD2L2', 'TSNAX-DISC1', 'NT5C1B', 'MAPK1IP1L', 'GDF6', 'EPHA10', 'LOC284379', 'GGCT', 'ZKSCAN7', 'ANP32A', 'C1ORF21', 'EXOSC2', 'TMEM45B', 'PSPC1', 'SAMD12', 'SLAIN1', 'VENTXP1', 'CCDC18', 'LIPC', 'CLDN4', 'CT62', 'AFF4', 'CACTIN', 'WDR54', 'NEURL1', 'IGSF3', 'CSTB', 'OXA1L', 'RNF217', 'STRN', 'MMP3', 'ZSWIM8', 'CGREF1', 'PCOLCE', 'BIRC6', 'RPE', 'VSTM4', 'CLLU1', 'GEMIN2', 'POT1', 'NUDT5', 'DHRS11', 'CDK11B', 'LIN28A', 'CCDC64B', 'ERP29', 'KRTCAP2', 'LONRF3', 'GLT1D1', 'SH3GLB2', 'NGF', 'SPTLC2', 'CARD16', 'SNORA11B', 'ZFHX4-AS1', 'SORBS2', 'TMEM203', 'GCFC2', 'MTIF3', 'HIGD1B', 'ZNF639', 'ZNHIT6', 'NCOA5', 'SPDYE5', 'NR2E3', 'CTAG1B', 'SLC9A7', 'ZDHHC22', 'RIMKLB', 'OR10X1', 'TIMMDC1', 'ASTL', 'RSPH6A', 'RARS2', 'EVA1C', 'TPM3P9', 'RAB31', 'NCOA6', 'MAEA', 'KIAA1024', 'POLD4', 'FBXO25', 'C10ORF11', 'SEC22A', 'MUSK', 'PPM1D', 'C3ORF14', 'ABHD17A', 'DUSP3', 'GPLD1', 'HYOU1', 'ZSCAN16', 'EMX2', 'OR7G2', 'C10ORF62', 'AUP1', 'NFATC2', 'STON2', 'REST', 'ESF1', 'AXIN2', 'EPOR', 'CHMP5', 'WISP2', 'TFPI2', 'PRB4', 'RBFA', 'TBR1', 'TIA1', 'ZNF816', 'CELF6', 'SHANK1', 'HSP90AA1', 'ABCC5', 'SBF1P1', 'LUZP4', 'ARID5B', 'ISG20L2', 'EIF4B', 'CRYL1', 'PRAMEF4', 'TBC1D10B', 'HECTD1', 'MED29', 'OR4K14', 'SLC3A2', 'ZNF480', 'SPANXN4', 'XRRA1', 'TROAP', 'MEX3A', 'IL1RN', 'ANKLE1', 'C3ORF33', 'DAP', 'CD84', 'SV2C', 'HOMEZ', 'DOC2B', 'EDEM1', 'ID2', 'GGTLC1', 'GPR176', 'TPD52L3', 'DDO', 'LOC441204', 'CHERP', 'MRPL3', 'CLEC17A', 'LY6H', 'ID1', 'INTS4', 'FAM90A7P', 'FASTKD2', 'LSMEM2', 'LOC284632', 'SLC17A1', 'SYNPO', 'AUTS2', 'TMEM19', 'ZMIZ1-AS1', 'FBXO10', 'EPB42', 'C10ORF55', 'CD44', 'MBNL3', 'ACER1', 'PRR23C', 'TM4SF19', 'HMX1', 'RPS10P7', 'PEX14', 'RINT1', 'CDX4', 'ZDHHC4', 'NCOA1', 'LMCD1', 'OR7C1', 'H1F0', 'ACSL5', 'APOE', 'TMEFF2', 'LOC100272216', 'TEX26', 'ZFHX3', 'HSPD1', 'EFCAB5', 'ATXN7L1', 'AKAP1', 'RAD1', 'DYRK1B', 'SIGLEC11', 'GPAM', 'CCL27', 'ZCCHC9', 'HOXA3', 'CCDC159', 'ALMS1', 'DNAJB9', 'TBL1Y', 'TBC1D2', 'DGKZ', 'SREK1IP1', 'NFYC', 'COPS7A', 'LYPLAL1', 'SCN5A', 'TMLHE', 'FAM127A', 'RBBP7', 'CDH11', 'POLH', 'CDC42SE2', 'PTPN3', 'MARVELD2', 'LRMP', 'ABTB1', 'RPS15A', 'OGFR', 'POLK', 'RIOK2', 'BLOC1S3', 'GKN1', 'NECAB2', 'CCDC169', 'ZNF532', 'TUBB4A', 'VTI1B', 'PNKD', 'TRIM37', 'RPL9', 'NKAIN4', 'PRMT5', 'SCN4A', 'OR11H6', 'ADAT1', 'BDP1', 'PRKG2', 'ACVR2B-AS1', 'SIGLEC1', 'ZNF430', 'OR8G2', 'PLOD3', 'HIPK2', 'CHMP2B', 'MATN1', 'COA1', 'CGN', 'CSNK1A1P1', 'H2AFY', 'TDRD9', 'ENOX1', 'PLCB2', 'PPIL6', 'IGF2BP2', 'ZNF699', 'HMGN3', 'UBXN2A', 'PCBP3', 'CRYGS', 'MPND', 'IFNA16', 'C9ORF72', 'ANP32AP1', 'LFNG', 'SERPINA11', 'NEU3', 'RBAK', 'TECTB', 'PPP1R12A', 'PATE2', 'PPP1R7', 'SEMA6C', 'SLC27A1', 'C19ORF60', 'CCL20', 'PM20D1', 'TRIM64', 'ZNF703', 'CYP4F3', 'LRRIQ1', 'SCARNA23', 'RTN4RL2', 'ATP8A1', 'ZDHHC17', 'ZNF595', 'TSEN15', 'EPPK1', 'CRIPAK', 'ZNF709', 'IST1', 'MET', 'LBR', 'UBE2L6', 'BCL2L11', 'SMIM10L2B', 'GPIHBP1', 'ZDHHC13', 'SLC12A9', 'GPR39', 'PGBD5', 'CLIP2', 'ZNF266', 'TBC1D3B', 'DUT', 'NINL', 'GDI2', 'PMS2', 'ST6GALNAC3', 'CCDC181', 'CEP76', 'USP30', 'LUZP2', 'B3GALT5', 'MICALCL', 'NNAT', 'GPR55', 'FAM222B', 'SKP2', 'ZNF350', 'PCSK1N', 'RPL10L', 'ASB7', 'CRB1', 'ACOXL', 'MPHOSPH9', 'TNFSF10', 'SIPA1L1', 'LCE1D', 'TRPC2', 'UCN3', 'ZNF354B', 'TTLL8', 'FAM72A', 'STH', 'SPEN', 'GABRB3', 'NLGN4Y', 'TBX5', 'OR6K6', 'AFAP1', 'BCL2A1', 'ZNF664', 'MMRN1', 'OR4D5', 'PIGR', 'ZAR1L', 'PCBP1', 'GAGE4', 'B4GALT3', 'SNORA11', 'MGAM2', 'C8ORF31', 'DNAJC18', 'PLEKHA8', 'LOC100130331', 'MAN1C1', 'UTP3', 'TRIM51', 'CD93', 'GPD1', 'LOC643923', 'ZNF461', 'KDSR', 'PPOX', 'RALGPS1', 'N4BP1', 'ZNF341', 'STYX', 'TNC', 'SLC1A5', 'BCL2L1', 'PIP', 'RCCD1', 'AADACL4', 'TAS2R39', 'C19ORF66', 'COQ10A', 'PTAFR', 'DUSP4', 'PRR7', 'PEBP1', 'OR11L1', 'OR9I1', 'ERG', 'FOXB2', 'CNP', 'ITGB7', 'NKAPL', 'SOHLH2', 'LARS', 'STAC', 'RPL3L', 'ATP6V1G3', 'TCAIM', 'ZNF442', 'NOP16', 'OR11H12', 'DNHD1', 'NOTCH4', 'SSX5', 'ZNF543', 'ZNF440', 'AAAS', 'KRTAP5-6', 'HMP19', 'SNORA58', 'MGAT5', 'CREG2', 'LCMT2', 'PRPF8', 'SYCE1L', 'GPR89B', 'UNQ6494', 'WDFY3-AS2', 'COL24A1', 'CIAO1', 'DEFB108B', 'AKAP10', 'ARHGAP28', 'SLC17A8', 'CPE', 'KIAA1551', 'ZNF705D', 'ABCA17P', 'RHBG', 'MVP', 'CRX', 'ABHD1', 'KRTAP2-2', 'TMEM236', 'LAMP2', 'SPATA4', 'SYCP3', 'SEPT14', 'PPIF', 'GTF3C4', 'TSC22D2', 'MOB3B', 'WDR18', 'BAZ2A', 'C9ORF106', 'ZNF160', 'UBN2', 'KLHL3', 'GLRA1', 'OR9K2', 'SCN1A', 'ZNF670', 'PSMB5', 'MMP23B', 'SPECC1', 'ZNF679', 'TRIM74', 'ASAH2B', 'ASCC2', 'C20ORF202', 'ANKRD20A20P', 'FLT3', 'MLANA', 'TRIM71', 'TBRG4', 'MKI67', 'SUMF1', 'BACE1', 'SHD', 'C22ORF29', 'ZMYM6', 'LTC4S', 'SPATA5L1', 'PEX12', 'TRIO', 'PTTG2', 'C9ORF129', 'RDH11', 'FAM26F', 'DAW1', 'WNT3A', 'OPALIN', 'GCC2', 'ADAMTSL2', 'ALCAM', 'CGA', 'EIF4A2', 'C3ORF52', 'SCTR', 'ZNF540', 'MRPL35', 'SPATA24', 'HINT2', 'C4BPB', 'GBP4', 'SKP1', 'LOC100128239', 'MYO3B', 'SMCO2', 'FH', 'MMP10', 'CSHL1', 'SNN', 'B3GAT2', 'FXYD4', 'SMPDL3A', 'C1ORF198', 'ACVR1', 'MNS1', 'SDHAF2', 'FAM65C', 'STOX1', 'DCTN4', 'C1ORF68', 'OR11H4', 'SLC35F2', 'OR52A1', 'GOLGA6C', 'NUP210', 'APTX', 'GPC3', 'ASTN2', 'TRIM35', 'MIR17HG', 'TAC4', 'DBN1', 'PLEKHJ1', 'VWCE', 'APC', 'USE1', 'TSPO2', 'MUSTN1', 'EFEMP2', 'ERF', 'UBE2D3', 'TPT1', 'CCM2', 'RNF182', 'C14ORF39', 'SNORA45B', 'AIDA', 'EDC4', 'TTC28-AS1', 'CAPN14', 'PRRX2', 'PTPN9', 'TBPL1', 'MROH6', 'EIF4EBP1', 'XPO4', 'RPL8', 'LCE2B', 'AMIGO2', 'EID3', 'PIP5K1C', 'RPL32P3', 'NFAT5', 'SSUH2', 'ERBB2', 'RRBP1', 'ZNF335', 'SNX11', 'H2BFXP', 'RAB24', 'NR1H2', 'SHC4', 'LOC606724', 'FZD9', 'CWC27', 'CSMD2', 'STPG1', 'GLIS3', 'ETV4', 'LINC00626', 'SVEP1', 'DPH2', 'CDX1', 'PDZD7', 'FBXO47', 'CATSPER2', 'ASPHD2', 'TUBAL3', 'ZNF772', 'MSX2P1', 'VCAM1', 'RAB4A', 'NGLY1', 'LINC01098', 'OR51F2', 'ADCY10', 'AKR7A3', 'MVB12A', 'AKIP1', 'APEX2', 'KCNJ2', 'SGPP2', 'GORASP2', 'INPP5E', 'TMEM254', 'LCE3A', 'COL10A1', 'ELP6', 'TMEM189-UBE2V1', 'OTC', 'ESPNL', 'STAG3L3', 'TXNRD2', 'SECTM1', 'PLXDC1', 'ITGAM', 'VPREB1', 'CHP1', 'LINC01555', 'VWA2', 'OR10A3', 'C1QTNF1', 'FGF21', 'CD300E', 'REG1B', 'NR6A1', 'C2ORF16', 'FAM46A', 'KIF1C', 'POM121C', 'NSUN5', 'UGT1A1', 'SNORD116-19', 'FAM50B', 'LOC154449', 'AMOTL1', 'PUS7', 'STX5', 'CORO2A', 'TBRG1', 'TBXA2R', 'MAF', 'BPIFC', 'OXER1', 'TOX4', 'CEP70', 'CNKSR3', 'FAM183B', 'RUNDC1', 'KIAA1468', 'OLFML3', 'CEP83-AS1', 'SGCD', 'LAMB2P1', 'RBM48', 'CTNNAL1', 'TRIM55', 'PTTG1', 'MMP23A', 'ART3', 'USP53', 'LIN52', 'MT1B', 'FGF9', 'EXO1', 'SETBP1', 'ADAMTS14', 'IFT52', 'POLR3G', 'SERPINE1', 'OR1A2', 'OSER1', 'ADAM29', 'C16ORF96', 'ELFN2', 'PRR21', 'DZANK1', 'EXOC3', 'CBLL1', 'C11ORF73', 'PMS2P2', 'GABARAPL2', 'GOSR1', 'LRFN4', 'SPATA3', 'PLSCR3', 'KRTAP12-3', 'OR6X1', 'AFP', 'ARRB1', 'ZMYND11', 'LINC01312', 'PACRG-AS1', 'FAM206A', 'PPIAL4D', 'NOL3', 'STK35', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.45856423758787734
		RMSE:  0.28833360256132
		NRMSE:  0.17333782361719832
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5341468996847767
		RMSE:  0.29160473760802996
		NRMSE:  0.22560247695118987
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.2159738010165597e-15
		NRMSE:  7.310082847486262e-16
		MAPE:  3.4751191869189636e-12
		Pearson Correlation:  0.008660195878514387
		Spearman Correlation:  0.05105843332357819
		Coefficient of Determination:  -2.8937365899846723
		RMSE:  0.4645627526321239
		NRMSE:  0.3594129113016989
		MAPE:  731.7570514073287

	Predictor:  ElasticNet
		Pearson Correlation:  0.7099513867138995
		Spearman Correlation:  0.6890799893703482
		Coefficient of Determination:  0.45049407820788523
		RMSE:  0.17697774872845595
		NRMSE:  0.10639390456316263
		MAPE:  436.36891355533055
		Pearson Correlation:  0.24597982933131204
		Spearman Correlation:  0.30333625987708523
		Coefficient of Determination:  0.04339802971114837
		RMSE:  0.23026436743701895
		NRMSE:  0.1781459796350026
		MAPE:  383.69985124731176

	Predictor:  RandomForests
		Pearson Correlation:  0.5855744065789849
		Spearman Correlation:  0.579030285441844
		Coefficient of Determination:  0.3063896486031632
		RMSE:  0.1988338220506073
		NRMSE:  0.11953314379447602
		MAPE:  473.83417137083103
		Pearson Correlation:  0.24786918658193177
		Spearman Correlation:  0.4010291678860599
		Coefficient of Determination:  0.03915392858347244
		RMSE:  0.2307746024906359
		NRMSE:  0.17854072730908888
		MAPE:  306.8201342509565

Protein:  ERBB2
x_train_column_count:  665
x_train columns:  ['TCEB3C', 'TP53AIP1', 'CLEC3B', 'TMEM2', 'PABPC1P2', 'WDR12', 'SRR', 'KHNYN', 'TMEM209', 'SCEL', 'SERPINA9', 'DHX9', 'ATP2B4', 'OPN5', 'CCL13', 'VAMP7', 'UBAP2', 'TAF6L', 'ADAM21', 'TYMS', 'HDAC5', 'SLC6A19', 'GRSF1', 'TAF2', 'AWAT1', 'CCNB3', 'CWF19L2', 'RNU4ATAC', 'BRAT1', 'ZNF485', 'EDA', 'SCP2', 'LINC01341', 'SBK1', 'UNC5C', 'OR6N1', 'POLD2', 'ID1', 'LRRC66', 'RENBP', 'PIGY', 'IPO8', 'USF1', 'GRIN1', 'C12ORF49', 'NUSAP1', 'PABPC1L2A', 'FAM135A', 'VAMP5', 'COMMD8', 'USP4', 'HTATIP2', 'MRPL52', 'ZRANB1', 'EIF3E', 'PTPN4', 'SLCO3A1', 'RPL19P12', 'UNC79', 'ANKRD36BP1', 'ANGPT2', 'MED25', 'GPR160', 'CACNA1C', 'HSF5', 'DACH2', 'CDKN1C', 'TXNDC11', 'PHF10', 'MYDGF', 'TMEM186', 'URM1', 'SNAP91', 'SLC43A2', 'NUGGC', 'ATP6V0B', 'PRDM5', 'CENPC', 'MORN4', 'INTS8', 'COL15A1', 'SPAM1', 'MFSD3', 'PTAR1', 'ZNF800', 'CD4', 'HIPK4', 'MCF2L', 'DIMT1', 'ZNF207', 'PTGFRN', 'FAM163B', 'SERINC2', 'CASC2', 'KRT33B', 'THEM4', 'C3ORF38', 'MYH14', 'P2RX7', 'COL4A5', 'LRRC4', 'LILRA6', 'ZNF75D', 'SOD2', 'FAM99A', 'KATNA1', 'CLEC10A', 'RCE1', 'ADAL', 'UBE2D4', 'LDOC1', 'ZDHHC9', 'GTPBP10', 'RNF8', 'AAAS', 'POLR3G', 'SELK', 'C9ORF3', 'KLHL8', 'TAF1D', 'RRP15', 'LAS1L', 'ABCF3', 'SF1', 'NPB', 'OR9Q1', 'PRPS1L1', 'FOXL1', 'DDI2', 'FBXO6', 'NMBR', 'AASDHPPT', 'FRY', 'IFI30', 'CNPY3', 'PRR4', 'TSEN2', 'HOXB1', 'CKAP2L', 'NLGN2', 'CCDC77', 'MCF2', 'YIPF3', 'PRR23B', 'CPEB3', 'ANXA2', 'GPR27', 'PMS2P4', 'PRKAR2B', 'POTEE', 'PAGR1', 'CYB5RL', 'ABHD11-AS1', 'ZBTB2', 'CCL1', 'PCLO', 'RPL22L1', 'SPHK2', 'PRPF38B', 'ZNF846', 'OR6C4', 'NXPE4', 'LINC01138', 'LY86', 'MKX', 'CTSD', 'CRYBB2', 'DKFZP434L192', 'RELL1', 'CENPBD1', 'PLLP', 'DCAF8L2', 'PHF13', 'INSIG1', 'MIEN1', 'PPFIA2', 'SLC39A9', 'CDK5', 'METTL25', 'CBX1', 'HIST1H3C', 'FAM72B', 'RALGPS1', 'CABLES1', 'FANCF', 'TTC8', 'ADRBK1', 'TKTL1', 'TCN1', 'GNG5', 'ZNF91', 'DDIAS', 'LINC00442', 'NEURL1', 'UQCC3', 'NLRX1', 'XPO1', 'LINC00238', 'ADAM20', 'RASSF6', 'TRIO', 'SLIRP', 'BRI3BP', 'CDCA3', 'PP2D1', 'TRAPPC11', 'IFNA16', 'RHOXF1', 'NAP1L2', 'C20ORF202', 'LMNTD1', 'TIMM10B', 'ELFN2', 'LOC145845', 'UBE2W', 'WWC3', 'FASN', 'CCDC62', 'UBA7', 'NBEAL1', 'PROM1', 'POLD3', 'BAIAP3', 'TEAD4', 'SERPING1', 'DCLK2', 'LOC146880', 'VBP1', 'TNFSF14', 'ATL2', 'TACC3', 'OR51T1', 'NR2F1', 'FAM179B', 'LINC01001', 'DDX11L2', 'ZNF878', 'STAT4', 'PIN1P1', 'C10ORF91', 'RPL22', 'DDB1', 'KLHL17', 'ACSM4', 'SKOR1', 'LMO3', 'MYO1D', 'B4GALT3', 'PLS3', 'FAM181A', 'MTMR11', 'CYP3A4', 'KANSL1', 'KAZALD1', 'PLP2', 'TXLNB', 'METTL21C', 'HYPK', 'CA5B', 'CBWD1', 'GAS2', 'TUBA4B', 'WIPF1', 'RAD52', 'FBP1', 'NOP9', 'SOWAHD', 'LAG3', 'SPAG11B', 'OR1J1', 'RAB21', 'INE1', 'CT62', 'HOOK2', 'CCDC7', 'ZNF771', 'IDUA', 'DDX59', 'NHLRC4', 'TCEAL4', 'CCNE1', 'MMP10', 'NUP205', 'THOP1', 'KIAA1211L', 'OR51E1', 'RPE', 'RAB11A', 'TMEM69', 'TMEM126B', 'PIAS1', 'LINC00426', 'CELF3', 'SH3BGRL2', 'NOD1', 'CTU1', 'ATP8A1', 'FUT7', 'RPL26L1', 'NCK1', 'GNGT2', 'SLC38A10', 'EIF3B', 'YBX2', 'COX7C', 'TRIP10', 'BEND5', 'UGT1A3', 'LACC1', 'FABP3', 'ERICH5', 'NPM2', 'VPS8', 'PSMA1', 'DEFB119', 'SLC25A41', 'NBPF7', 'STRN', 'PGA3', 'PPP2R5A', 'GOLGA2P3Y', 'DUOX2', 'PRSS33', 'ABHD4', 'PLCH1', 'RAB9B', 'CKS2', 'CDKL4', 'GBX1', 'PDCD5', 'FAM86JP', 'NPVF', 'RIN3', 'LGALS9B', 'NCAPG2', 'RASIP1', 'RRBP1', 'KRTAP15-1', 'DMBT1P1', 'SMS', 'LOC341056', 'GCG', 'TGFBRAP1', 'CDK3', 'PLAC1', 'TAF5L', 'SNORD116-4', 'HSD17B2', 'OR4M1', 'SPATA22', 'TMEM168', 'BOP1', 'ATP13A4', 'GABARAPL2', 'PASD1', 'FETUB', 'CRHBP', 'ALX3', 'KLRAP1', 'IL12B', 'PRLR', 'TPM2', 'RHOD', 'HNRNPU-AS1', 'MAST3', 'TAF9B', 'SYF2', 'TAS2R3', 'DRG1', 'WDR7', 'YPEL2', 'SNRPGP15', 'MATN2', 'TIGAR', 'MAPK9', 'FBXO39', 'GJD4', 'RBBP5', 'FUK', 'AOX2P', 'C11ORF24', 'ALDH1L1', 'AIPL1', 'SOX7', 'PRO0628', 'ISG20', 'DUSP27', 'SLC38A1', 'ZNF354A', 'PHLDA3', 'EGFL7', 'TUBA3FP', 'SH3D21', 'ANKAR', 'CEP76', 'MRPL48', 'TTC27', 'RPL32P3', 'BCDIN3D-AS1', 'GINS4', 'SAMD11', 'RALGAPA2', 'GNAI2', 'PIK3AP1', 'KDR', 'SPTLC1', 'LRRC43', 'ZNF655', 'SLC25A38', 'POLR2F', 'ATPIF1', 'WBSCR22', 'UNK', 'GPR89B', 'CCNI2', 'KLHDC8B', 'CTAGE4', 'ELAVL1', 'LDHD', 'C8ORF4', 'GGT5', 'LCE1C', 'WSCD1', 'CHMP2A', 'LINC00632', 'LDLRAD2', 'UCN2', 'SHMT1', 'LRRC55', 'CYP8B1', 'EHD4', 'MAP4K1', 'TMCO6', 'NUBP1', 'SESN3', 'OPRL1', 'NAA10', 'ACRV1', 'AADAC', 'LRP11', 'H6PD', 'WDFY1', 'ZNF71', 'NUP43', 'PCTP', 'HNRNPK', 'ADGRA2', 'FAM156A', 'HEY2', 'HIST1H1C', 'DNAJB8', 'EML4', 'MROH2B', 'LOC645166', 'DCANP1', 'CLEC1B', 'AQP9', 'KCTD17', 'ARHGDIG', 'B4GALNT1', 'SLC37A4', 'GNAZ', 'PROKR1', 'PCDH9', 'SS18L1', 'OXNAD1', 'AGAP2-AS1', 'RSPH4A', 'SHCBP1', 'ALLC', 'KRT20', 'STX11', 'GSTZ1', 'MED19', 'VAT1L', 'LINC00620', 'HIRA', 'SUCLG1', 'OR10X1', 'PAN3', 'GNG4', 'DBP', 'BRF1', 'PADI4', 'DLX5', 'ACTL7A', 'SNORA65', 'TTYH2', 'LOH12CR2', 'HLA-DQB2', 'FAM21A', 'SLC16A1', 'APOBEC4', 'RNF115', 'PHGDH', 'LOC391322', 'ZNF614', 'PIGW', 'AMN', 'P2RX1', 'LARP1', 'C7ORF62', 'HRAS', 'CDK15', 'TAS2R46', 'MSMB', 'LOC606724', 'MIR4697HG', 'ZNF772', 'OR56A4', 'CLEC4M', 'SPINK2', 'PPP1R16B', 'MTNR1A', 'VIL1', 'CAND2', 'SH2B1', 'SELE', 'C20ORF27', 'ZNF117', 'OR5C1', 'DHFR', 'CACFD1', 'CNKSR2', 'NXF5', 'PSMD5-AS1', 'NRN1L', 'TMPRSS4', 'C3ORF35', 'HMX2', 'WDR3', 'SLC39A1', 'SEZ6', 'XIAP', 'ZYX', 'SST', 'CLEC17A', 'C8ORF82', 'DOLK', 'SNED1', 'GOLGA8F', 'C1RL', 'NODAL', 'PRB1', 'FGF13', 'SPNS1', 'TATDN2', 'MAP2K3', 'OMG', 'FOXJ2', 'ZFPL1', 'LMNTD2', 'TNFRSF1B', 'STRADA', 'UCKL1-AS1', 'NAPEPLD', 'ZNF703', 'B9D1', 'LCA5L', 'ZNF570', 'PNLIP', 'MIA2', 'SERAC1', 'OTUD6B', 'SRP72', 'WBSCR16', 'CRBN', 'ANKEF1', 'PIANP', 'TIMM17B', 'QPRT', 'HOPX', 'CDHR4', 'TUBGCP2', 'DDX49', 'ZNF304', 'PAFAH1B1', 'PKIB', 'ANKRD31', 'C12ORF29', 'C6ORF48', 'RNASE12', 'EFCAB12', 'BAG4', 'PPP5C', 'ST6GAL1', 'CHID1', 'ZNF484', 'RPH3A', 'NDUFS7', 'NAA25', 'LOC728323', 'SMARCAL1', 'YWHAH', 'TP53INP2', 'HMSD', 'ERLIN2', 'PIGA', 'TP53INP1', 'C14ORF166', 'CENPF', 'TMEM132B', 'MAD1L1', 'GREB1L', 'CASC3', 'MUM1L1', 'LOC653786', 'CHI3L1', 'SNCB', 'DNAJC15', 'HES7', 'EPB41L3', 'PDK4', 'COA3', 'CRYBA1', 'MAFB', 'POLB', 'MFF', 'NOB1', 'MAP1A', 'TTC28-AS1', 'VCX3B', 'KPNA5', 'DERA', 'FHL5', 'OR4D5', 'TSEN34', 'IGSF9', 'KLF11', 'PDE7A', 'POLR2J2', 'SERINC4', 'FAM127A', 'CD9', 'YES1', 'RPL3L', 'ZC3H12B', 'MEX3B', 'MYBPHL', 'PAXBP1', 'ECI1', 'LOC285696', 'ISL1', 'C1ORF52', 'LMX1B', 'SPINT3', 'LCN6', 'KCNE2', 'CRIP3', 'TNFRSF11B', 'KCNK1', 'PLAGL2', 'CAMK1D', 'COQ10B', 'AIRE', 'PRIMA1', 'DTNBP1', 'GSC2', 'MVB12B', 'VPS13B', 'TM4SF4', 'CHODL', 'MTERF1', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10787728881134795
		RMSE:  1.034673205097243
		NRMSE:  0.18568153277771168
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04400358650048397
		RMSE:  1.0802115255265201
		NRMSE:  0.18403181176661842
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999418805934
		Coefficient of Determination:  1.0
		RMSE:  2.8771611165376333e-15
		NRMSE:  5.163327739959502e-16
		MAPE:  2.6427904640718416e-12
		Pearson Correlation:  0.44920398704069553
		Spearman Correlation:  0.2671690566773974
		Coefficient of Determination:  -1.389518902227925
		RMSE:  1.6342295030183822
		NRMSE:  0.2784178923996767
		MAPE:  4295.427382779249

	Predictor:  ElasticNet
		Pearson Correlation:  0.9380196782692855
		Spearman Correlation:  0.8689252940682242
		Coefficient of Determination:  0.872183239720915
		RMSE:  0.35144006880294687
		NRMSE:  0.06306912205066971
		MAPE:  251.5779393683374
		Pearson Correlation:  0.8133387470769323
		Spearman Correlation:  0.5179494683445518
		Coefficient of Determination:  0.654091413076171
		RMSE:  0.6217824833003863
		NRMSE:  0.10593087948283325
		MAPE:  260.51903612295615

	Predictor:  RandomForests
		Pearson Correlation:  0.8540016008371251
		Spearman Correlation:  0.7013939151468568
		Coefficient of Determination:  0.7244882179882158
		RMSE:  0.5159735751772241
		NRMSE:  0.09259615870954975
		MAPE:  265.403050426501
		Pearson Correlation:  0.8059970018227527
		Spearman Correlation:  0.5313398410274236
		Coefficient of Determination:  0.6269807039511065
		RMSE:  0.6456891081379279
		NRMSE:  0.11000376648515732
		MAPE:  1413.9159342300354

Protein:  ERBB3
x_train_column_count:  247
x_train columns:  ['ZP2', 'RNASE7', 'KIF2B', 'VASP', 'MBD3L1', 'PCAT4', 'CXCL12', 'HOMEZ', 'TEP1', 'NIPAL3', 'C2ORF78', 'UBQLNL', 'SERINC5', 'SIGLEC10', 'C2', 'SELP', 'CD209', 'ARHGAP8', 'CYB561A3', 'ALDOA', 'NODAL', 'SMARCE1', 'EPHX2', 'TGFBR2', 'TCEB2', 'CSRNP2', 'TM6SF1', 'SERPINE3', 'ARPC4', 'CCDC66', 'HSFY1P1', 'RBM39', 'ORAI1', 'PARK7', 'EIF4EBP3', 'FAM129B', 'CPEB1', 'LOC100128239', 'TGFB3', 'SLC26A9', 'AGAP4', 'ARSK', 'C20ORF202', 'TTLL3', 'CDKN1B', 'NOP14', 'PON2', 'REG1A', 'RPE', 'CLRN3', 'PSG3', 'PDF', 'EPC2', 'SLC44A3', 'INGX', 'C1ORF52', 'FAM86C2P', 'DCHS2', 'CENPBD1P1', 'SHMT2', 'LIN37', 'ZC2HC1C', 'SERPINA7', 'CCDC91', 'MUC20', 'VGLL4', 'TPM3', 'SUCLG1', 'TSPAN7', 'KIAA1161', 'NUCB2', 'CPEB2', 'B3GAT1', 'ARHGDIA', 'ATPAF1', 'NDUFA6', 'NAPSB', 'KRT75', 'SLC23A3', 'ZNF454', 'EGFL7', 'FAM90A7P', 'GLB1L2', 'OR1G1', 'IFNW1', 'RASGEF1C', 'RAD52', 'PPID', 'CAST', 'CPEB4', 'ZNF542P', 'OPLAH', 'OR6C2', 'FAM104B', 'NFU1', 'ZNF175', 'SNORA22', 'CIDECP', 'CCDC60', 'OR6M1', 'TPP2', 'POSTN', 'NDUFB3', 'GBP1', 'NUMBL', 'SAA3P', 'MMEL1', 'ADRBK2', 'ABHD6', 'REXO1L6P', 'PAX1', 'RPL36', 'ZNF480', 'EXD3', 'RNMTL1', 'PDGFB', 'KIAA0895', 'PCDH7', 'PTPRJ', 'MYO1B', 'GPR63', 'PF4', 'NDST4', 'FTH1', 'PIGL', 'PARVG', 'BCL2L2', 'MRPL41', 'PRR15L', 'DNPH1', 'ZNF732', 'PROKR1', 'CKB', 'PSRC1', 'JMJD1C', 'REEP1', 'DHFR', 'TCIRG1', 'EML1', 'UGDH', 'SPANXN4', 'TRPV2', 'HMG20B', 'YIF1A', 'PSMD11', 'TRIM64', 'NCEH1', 'B3GALT4', 'ACTR3BP2', 'LINC00174', 'KRT33A', 'SMG1P3', 'COL6A5', 'FERMT2', 'HIST2H2BE', 'THUMPD2', 'CENPO', 'GTPBP10', 'C12ORF66', 'LINC00200', 'RABEPK', 'CATSPERG', 'SLC2A12', 'NXF4', 'OR2A1', 'PDSS2', 'GOLGA6D', 'LOC100240735', 'SNORA54', 'SDC3', 'PPP2CB', 'CELA2A', 'NLRP10', 'CADM2', 'PHF11', 'ZNF417', 'ARFRP1', 'BTN2A1', 'LYSMD2', 'ZNF775', 'KLF14', 'NEUROD2', 'ODF2', 'NTHL1', 'C2ORF50', 'GLIDR', 'SPTLC2', 'CD40', 'MRGPRX2', 'CCDC137', 'OR5H15', 'GUSBP5', 'LAMP2', 'PLCB2', 'CYP3A5', 'LINC00526', 'GTF2B', 'RPS27L', 'LOXL3', 'C12ORF49', 'GLTSCR1L', 'KYNU', 'KLHL24', 'KCNMB3', 'EIF4G1', 'LAT2', 'RAD51B', 'CXORF66', 'TCHHL1', 'CR1L', 'CSRP1', 'YBEY', 'VIMP', 'OLFM3', 'OR2C1', 'TPTE', 'SLC35D2', 'BTG4', 'LGALS7', 'PPP2R1A', 'TAGAP', 'ATP6V1D', 'SLC6A11', 'CLTA', 'ISM2', 'SNX7', 'GJA5', 'CCER1', 'LINC01600', 'TOMM6', 'SULT4A1', 'LECT2', 'PRDX1', 'SSU72', 'SAFB2', 'SNORD116-28', 'MMP16', 'ERAP2', 'SLC9B2', 'SLC25A21', 'LOC152225', 'SZT2', 'PRSS23', 'LINC00523', 'SOWAHA', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.22544319167926496
		RMSE:  0.49276112816642853
		NRMSE:  0.13298208544838536
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.18202543932109472
		RMSE:  0.5629306521688778
		NRMSE:  0.2077549194412726
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  LinearRegression
		Pearson Correlation:  0.7923663380157087
		Spearman Correlation:  0.7735071780677023
		Coefficient of Determination:  0.6278444136204242
		RMSE:  0.27155144645630097
		NRMSE:  0.07328394143153256
		MAPE:  156.10883363270875
		Pearson Correlation:  0.009229316217113289
		Spearman Correlation:  0.0228904497122232
		Coefficient of Determination:  -0.9877861074514585
		RMSE:  0.7300058003598618
		NRMSE:  0.2694155943740056
		MAPE:  452.42142925330296

	Predictor:  ElasticNet
		Pearson Correlation:  0.6814947046421146
		Spearman Correlation:  0.6808885784709443
		Coefficient of Determination:  0.43784462570210547
		RMSE:  0.33374750880814413
		NRMSE:  0.0900688735324113
		MAPE:  176.9814777074006
		Pearson Correlation:  0.28226201848978516
		Spearman Correlation:  0.3370793093356746
		Coefficient of Determination:  0.05537568111915081
		RMSE:  0.5032352407166033
		NRMSE:  0.18572375920954953
		MAPE:  318.0568666382561

	Predictor:  RandomForests
		Pearson Correlation:  0.5769568527205187
		Spearman Correlation:  0.5701297942056632
		Coefficient of Determination:  0.30708957551074423
		RMSE:  0.3705342832560959
		NRMSE:  0.09999656811581145
		MAPE:  197.99575564870852
		Pearson Correlation:  0.38410263340786055
		Spearman Correlation:  0.3845836799062012
		Coefficient of Determination:  0.1441734093330912
		RMSE:  0.47899874258276154
		NRMSE:  0.17677904870580477
		MAPE:  358.9589793423459


Fold:  3

Protein:  RB1
x_train_column_count:  371
x_train columns:  ['TINCR', 'OR4C15', 'TEX9', 'PCGF5', 'LINC00520', 'PEX1', 'GUSBP4', 'RAG1', 'CEACAM20', 'IGSF10', 'TMSB4XP8', 'C16ORF93', 'PKP1', 'RAD21L1', 'SMOC2', 'GINS4', 'ZBED5', 'RBAK', 'SNAR-B2', 'RGL2', 'PCDHA9', 'CAP2', 'ZPLD1', 'COLEC12', 'FAM110D', 'NIT2', 'CD209', 'HCG18', 'FCRL3', 'MAP3K19', 'TOPBP1', 'HIST1H3F', 'BMS1', 'ATAD2B', 'AREG', 'PIN4', 'SLC26A10', 'ENC1', 'DSN1', 'LRRC17', 'TEX36-AS1', 'ALX3', 'TTK', 'PELI3', 'TPTE2P3', 'GOLGA6L1', 'AGTR1', 'CBLL1', 'CDS1', 'CDK14', 'C16ORF70', 'CTAGE4', 'MARVELD2', 'ZRANB2', 'SF3A3', 'ERG', 'CTSG', 'NR4A3', 'KCNJ16', 'SUPT20HL1', 'POU2F2', 'OXTR', 'A4GNT', 'CCDC91', 'PEMT', 'DNAAF5', 'BLID', 'MTUS2', 'NDP', 'ASCL2', 'C1R', 'DSEL', 'RAB40AL', 'BHLHE40', 'VTI1A', 'GGH', 'TCEA1', 'GRIK1-AS1', 'IGF2BP1', 'SERBP1', 'INTS12', 'SNRPB', 'FAM178A', 'COL15A1', 'AMPD1', 'PAK6', 'NPW', 'ZNF676', 'SYNE2', 'IL17D', 'AXIN1', 'NCAPD3', 'POLD3', 'ARHGEF7', 'CCDC39', 'OR9Q2', 'PDP1', 'ULK3', 'IZUMO4', 'CLIP4', 'SOX21', 'KDM6A', 'DNMT3L', 'FXYD6', 'ZC3H12B', 'TM7SF3', 'ASTE1', 'ARFIP2', 'TMEM79', 'QSER1', 'SRXN1', 'PES1', 'TMEM45B', 'RSPH10B2', 'TENM4', 'DHCR7', 'SLC5A9', 'CDC6', 'TAT', 'CHST3', 'EXOSC1', 'SDHAF4', 'PLCE1', 'GKN1', 'HOXB2', 'KRTAP10-11', 'THOC5', 'ERBB2', 'PIFO', 'FRMD3', 'SEMA6C', 'DNAJC5B', 'TRPC5', 'TFAP2C', 'FAM120A', 'PITPNB', 'SLC4A5', 'CCPG1', 'FAM72B', 'RABGAP1L', 'NDUFAF7', 'ABCG2', 'KLRC2', 'ADAMTSL2', 'MORN2', 'PCDHGA11', 'DNAJC18', 'LOC154449', 'IFNE', 'TMEM27', 'SDHAF2', 'TOB2', 'CEP76', 'CFAP221', 'LY6G5C', 'MED25', 'FAM138F', 'NUTM1', 'RGS19', 'SHARPIN', 'RGS2', 'TEX10', 'KLF14', 'ADAMTS16', 'TRIB3', 'CMTR1', 'RPS27L', 'FAM90A1', 'GMEB2', 'PFN2', 'NBR2', 'CCNC', 'ACSM6', 'ARRDC2', 'CFC1B', 'DDX46', 'ADAM28', 'DRG1', 'DDX1', 'YWHAE', 'LRRCC1', 'LSG1', 'PNPT1', 'CRKL', 'B3GALNT2', 'BAIAP2-AS1', 'CDH23', 'COLEC10', 'FBL', 'ADGRF3', 'USP5', 'CEACAM22P', 'NME6', 'BEST2', 'IGFBP3', 'LAMA5', 'ILF3', 'ZNF319', 'CDHR1', 'TXLNB', 'AGAP5', 'DDX20', 'ZCCHC10', 'ACOX2', 'CES3', 'PLA2G2C', 'C10ORF128', 'MYL7', 'PDCD6', 'TNIK', 'LOC286359', 'CCDC168', 'EPM2AIP1', 'STXBP5L', 'HDLBP', 'ABCG1', 'PLXNB3', 'GPR89A', 'DPY19L2P4', 'DUSP12', 'LOC654342', 'ZNF384', 'HIST1H2AE', 'TMEM200B', 'PIK3IP1', 'APOA4', 'GPR4', 'POLR3E', 'NAT8', 'GANC', 'ADIG', 'PREPL', 'RPS3A', 'MORC4', 'PLP2', 'OR2AG2', 'OR5B12', 'LCNL1', 'S1PR3', 'BPIFC', 'BPHL', 'CEP290', 'ANKRD34B', 'ZNF320', 'CASP2', 'SMR3B', 'NLRP3', 'CXADRP2', 'KRT14', 'UBN2', 'EIF3J', 'TBC1D2B', 'KLRC1', 'PDSS2', 'NBPF10', 'LGI3', 'GTF2E1', 'LINC00479', 'MYNN', 'ID2B', 'NUP214', 'C9ORF69', 'USP22', 'FAM65C', 'QRFP', 'WWTR1', 'TRAF3', 'RIMS1', 'CALCB', 'STK19', 'ARL9', 'FBLL1', 'DSG3', 'LONRF3', 'HEATR5B', 'MIPEP', 'SFXN5', 'TIAL1', 'LCE6A', 'MOV10', 'FUT2', 'LYL1', 'SOWAHA', 'ZNF583', 'SCARNA8', 'SHC1', 'SH2D1A', 'UQCR11', 'ROPN1L', 'ADCY10', 'CERS5', 'PAPSS1', 'ZNF81', 'SLC44A1', 'MRPL23', 'CAMK2B', 'LYPD6', 'HHIPL1', 'ADGRG2', 'PSORS1C2', 'XAGE3', 'SEPT7P9', 'AQP1', 'PRR35', 'CAPNS1', 'PCDH18', 'ANKRD34C', 'CRHR1-IT1', 'UGT8', 'TRMT112', 'PDIA2', 'ABCA5', 'MED29', 'HTRA2', 'PLOD1', 'KRBA2', 'TRAF3IP3', 'PDIA3', 'LOC283332', 'STATH', 'EFHC2', 'PIGX', 'C17ORF78', 'IFITM1', 'APOM', 'PRSS38', 'DUS3L', 'ZNF469', 'P2RX3', 'KDR', 'ST8SIA6', 'HOXA2', 'PTBP3', 'C2ORF88', 'SPAG17', 'ABCC4', 'ATP13A4', 'PSMD11', 'TMEM63C', 'TMED8', 'ARMC2', 'TNFRSF14', 'METTL4', 'KCNV2', 'XRCC5', 'GTPBP8', 'GFOD2', 'ARPP19', 'OR4F29', 'ANKRD2', 'RER1', 'TXLNG', 'C11ORF58', 'TTC17', 'CCDC94', 'SNORA21', 'HIST1H2BC', 'RPS12', 'ABCC5', 'KRTAP24-1', 'ECEL1', 'FAM122C', 'NAP1L2', 'ERAP1', 'RAB31', 'TUBB6', 'QSOX1', 'RPS2', 'ZNF593', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01272330861584492
		RMSE:  0.2421068018038906
		NRMSE:  0.08854110656959135
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028050639565306845
		RMSE:  0.22197574606877257
		NRMSE:  0.15575715092466183
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  LinearRegression
		Pearson Correlation:  0.8210812886084685
		Spearman Correlation:  0.7698232011241383
		Coefficient of Determination:  0.6741744825029432
		RMSE:  0.13732643148174514
		NRMSE:  0.05022177862849076
		MAPE:  358.0824021931096
		Pearson Correlation:  -0.10026600904844926
		Spearman Correlation:  0.01110487661940922
		Coefficient of Determination:  -6.212398432228313
		RMSE:  0.5953016966211498
		NRMSE:  0.4177145379549727
		MAPE:  1454.9711831349202

	Predictor:  ElasticNet
		Pearson Correlation:  0.5163625772617901
		Spearman Correlation:  0.4560960034930312
		Coefficient of Determination:  0.22930694335519852
		RMSE:  0.21120408366305163
		NRMSE:  0.0772396444057386
		MAPE:  238.5714940289903
		Pearson Correlation:  0.2074382376180473
		Spearman Correlation:  0.2009725807054951
		Coefficient of Determination:  0.022458257855876518
		RMSE:  0.21916183135270934
		NRMSE:  0.1537826679152289
		MAPE:  275.956482358485

	Predictor:  RandomForests
		Pearson Correlation:  0.6267172163923209
		Spearman Correlation:  0.47073832565579193
		Coefficient of Determination:  0.20123009597019814
		RMSE:  0.2150168199844885
		NRMSE:  0.07863400379772106
		MAPE:  163.2984432191595
		Pearson Correlation:  0.10739417349714067
		Spearman Correlation:  0.19786032244791085
		Coefficient of Determination:  -0.020625090684332603
		RMSE:  0.22393933565461663
		NRMSE:  0.157134973163771
		MAPE:  233.88906398041698

Protein:  CDH1
x_train_column_count:  836
x_train columns:  ['RASD2', 'SAMD15', 'NDP', 'SNX29', 'ERCC6', 'GOLGA2', 'TBC1D22B', 'SAXO2', 'PARP4', 'RUNX3', 'ASF1B', 'VSTM1', 'PAG1', 'TBX10', 'MAD1L1', 'SHC1', 'OMG', 'CDH2', 'CASP10', 'ATP6V1E1', 'TAF1B', 'SYNGAP1', 'CREB3', 'SEC1P', 'GLIPR1L2', 'DSCR10', 'MRPL34', 'TMEM132D', 'SARAF', 'NAA15', 'SERPINB11', 'IGFL2', 'CTNNA3', 'ZNF716', 'NUP35', 'AARS', 'ADGRG1', 'C8ORF37', 'OR7C2', 'NHEJ1', 'SLC30A10', 'SLC26A11', 'SF3A2', 'PRAMEF2', 'LHX9', 'SIGLEC9', 'CHML', 'CFHR1', 'MIF', 'TWISTNB', 'CST13P', 'NTMT1', 'NUDT6', 'PSMD7', 'ZNF354A', 'CROCCP3', 'TMEM215', 'GMPPA', 'RAB34', 'RAD52', 'NXN', 'RNF125', 'RHOBTB1', 'CDPF1', 'CSF3', 'DYX1C1', 'PBX3', 'HIST1H2AC', 'OTOR', 'SERPINB12', 'MRPL54', 'GALNT1', 'SIKE1', 'CFAP221', 'FAM177B', 'GALNTL5', 'RPS20', 'CCT8', 'HILS1', 'FILIP1', 'LOC729609', 'FLJ23867', 'ZNF552', 'PALM', 'UGT2B10', 'STEAP1B', 'STK35', 'KCNT1', 'OR4N2', 'ARPC5L', 'IRF4', 'PCDHGA12', 'MYH8', 'AQP12B', 'C9', 'ATP8B2', 'EDA', 'METRNL', 'NRM', 'RASL11B', 'DDX51', 'RABIF', 'BTG4', 'DNAH1', 'SLMO1', 'RPL18A', 'RNF182', 'TTC22', 'RNFT2', 'FBXW10', 'FBXO22-AS1', 'DEFB135', 'ANAPC15', 'SYT16', 'NKG7', 'CRADD', 'ITGAM', 'CCDC30', 'METTL17', 'UMPS', 'GLTSCR1', 'GNPDA1', 'RNH1', 'MEG3', 'MADCAM1', 'APOM', 'SSUH2', 'SH3BP2', 'GAPDHS', 'PPP1R7', 'STPG2', 'CNKSR3', 'GLMN', 'TRIM8', 'ZFP36', 'RPEL1', 'PRPF19', 'RFX2', 'QRFP', 'ADIRF', 'ANKRD36BP2', 'AKIRIN2', 'KDELR3', 'TMEM56', 'TMPRSS15', 'AMY2A', 'GAS2', 'OR10H3', 'PPP1R21', 'SLC22A13', 'TEX26', 'MLXIP', 'CEP104', 'C20ORF194', 'DHPS', 'ZNF486', 'C11ORF24', 'RAD54B', 'HAUS7', 'SALL3', 'PROK1', 'NFIX', 'EMILIN2', 'EIF4E', 'MSRB2', 'STAM2', 'LINC00264', 'LINC00293', 'NPTX1', 'IFT80', 'SYNPO', 'NDOR1', 'DCLK2', 'ZFPM1', 'ZNF513', 'C20ORF24', 'GIMAP8', 'NPPC', 'IFT140', 'KHDC3L', 'PXDN', 'LRRC37A2', 'TMEM116', 'TYW3', 'AHCY', 'SLC5A12', 'NOSTRIN', 'GNB2', 'BUD13', 'CSF2', 'NNAT', 'TNK1', 'CHST8', 'CNGA2', 'ANKRD23', 'NKAIN2', 'BBS7', 'CCL7', 'AMN', 'YTHDC1', 'ALG1L', 'CDK5RAP3', 'MDC1', 'KRBA2', 'ZFP91-CNTF', 'URM1', 'C9ORF69', 'ARFGAP3', 'OR4F5', 'NRXN2', 'TCERG1', 'APOL2', 'MCM2', 'FLAD1', 'GRIPAP1', 'DNAI2', 'UCKL1', 'SCGN', 'SUPT20HL2', 'HNRNPCL1', 'SNORA49', 'GPR65', 'PDGFB', 'PCYOX1L', 'RPL7', 'KCNA3', 'CDC42BPG', 'TMEM150A', 'UBQLN3', 'CNDP1', 'ELMOD2', 'SPATA3', 'RAD51', 'OR12D3', 'PTH2R', 'SRSF9', 'HCG18', 'TCEAL1', 'DDX53', 'XRCC3', 'TSPAN2', 'FAM208A', 'LGALS4', 'LRRC7', 'FOXS1', 'ZNF251', 'DEFB115', 'WNT11', 'C17ORF77', 'NKX1-2', 'SNORA12', 'DEFB119', 'FMO9P', 'SYS1', 'ME2', 'NFX1', 'PEX2', 'CIAO1', 'PAIP2', 'H2BFM', 'ACSL1', 'TP53BP2', 'C11ORF49', 'APPL2', 'C11ORF71', 'GALNT16', 'LMF1', 'MRO', 'SMPD2', 'PDIA2', 'B3GNT8', 'SSBP3', 'HOOK2', 'HIST1H2BJ', 'SLC17A6', 'RAB3B', 'PDE1A', 'HBP1', 'FRMPD2', 'RNF169', 'FBLIM1', 'TAF6L', 'COL1A2', 'LINC00896', 'SLC4A2', 'LIPI', 'AFF1', 'C17ORF75', 'FBXO21', 'PLLP', 'ADRBK1', 'SRD5A1', 'LOC284441', 'OR52W1', 'SBSN', 'NKRF', 'SAV1', 'CKAP2L', 'CHEK2', 'TRMT1L', 'CSNK2B', 'UGT2B4', 'EML5', 'TUBB4B', 'KLHL7', 'SDSL', 'GOLGA2P6', 'RRAS2', 'ZNF436', 'RFC4', 'OR2C1', 'C15ORF26', 'A1BG-AS1', 'KMT2E', 'RAP1GDS1', 'GPR141', 'ZDHHC16', 'CPSF2', 'LPPR3', 'GCH1', 'TNNT2', 'NAGA', 'FOXK1', 'RAB42', 'GATA1', 'PVALB', 'CLEC2L', 'CYSTM1', 'PSMB7', 'SAMD4A', 'LKAAEAR1', 'PQLC1', 'WASH2P', 'RBMXL3', 'INS', 'DDX3Y', 'PAPOLA', 'TNFSF18', 'USE1', 'SLC5A6', 'SYNE3', 'S100A3', 'DENND4B', 'FAHD1', 'PPP6R2', 'SNORA40', 'SLC25A53', 'TMEM47', 'PIGV', 'GFI1B', 'BARHL2', 'TSPAN12', 'PPP1R13B', 'TMPO-AS1', 'PRPF3', 'SCAMP3', 'DPH2', 'NLGN2', 'NRDE2', 'ZNF487', 'C4ORF32', 'C6ORF89', 'PNN', 'PRRG2', 'TMEM26', 'CECR5', 'POSTN', 'DNAH9', 'FABP6', 'APOBR', 'ABAT', 'KCTD10', 'SCML4', 'PTER', 'SLFN13', 'YME1L1', 'KRTAP24-1', 'CTTNBP2', 'RTF1', 'GTF3C2', 'CHST13', 'HPGDS', 'OR9I1', 'GAPVD1', 'ENAM', 'ITFG2', 'OPRK1', 'PUS3', 'EPPIN', 'SF3B6', 'PCK1', 'PLCG2', 'RPS12', 'PPFIA2', 'MMP1', 'SLC35F6', 'STARD5', 'SFTA2', 'ZNF574', 'MUC21', 'RASGRP2', 'MAP7D1', 'C11ORF16', 'TDRG1', 'SUSD3', 'NDRG1', 'ACTL6B', 'CLEC16A', 'YIF1B', 'CSRNP3', 'LOC100190986', 'MAP3K19', 'SPATA33', 'KISS1R', 'CXCL8', 'VPS36', 'RNF17', 'STEAP3', 'NDUFAF6', 'SNORA5C', 'SLC33A1', 'C15ORF62', 'FAM104A', 'SDS', 'LSM2', 'PELI3', 'PRSS22', 'RAB33B', 'ZNF25', 'WNK3', 'NDUFAF1', 'STK16', 'PTPRC', 'MGC27382', 'PCID2', 'PCDHGC3', 'IHH', 'SCHIP1', 'PGM2L1', 'PABPC1L', 'SNX12', 'NF1', 'GCC2', 'PANX3', 'BIN3', 'XRN2', 'GTF2B', 'RNASEH2B', 'RPL19', 'LINC00696', 'ZNF208', 'TMC3', 'CCDC110', 'CILP2', 'TOR1AIP2', 'MYCNOS', 'SPAG11B', 'RPSAP9', 'INE1', 'TSPYL2', 'HIST1H1D', 'CNNM3', 'BDNF-AS', 'CCT6A', 'NXNL2', 'ZKSCAN2', 'ENC1', 'CD1D', 'ACSS1', 'UNC93A', 'RASAL3', 'COL4A6', 'MPV17L', 'DNM1P46', 'MRS2', 'TBXAS1', 'LPO', 'TMEM81', 'ARF5', 'UST', 'PPP1R1B', 'DSC1', 'WWOX', 'CD99L2', 'SMCR5', 'ADGRF1', 'SNORA71E', 'BTBD6', 'ELK1', 'SMO', 'LRRC57', 'PLAGL2', 'HIVEP2', 'KIAA1551', 'CENPBD1', 'KRTAP19-6', 'IFT88', 'CDKL2', 'RNMT', 'UGCG', 'SCARNA21', 'C6ORF52', 'EHD3', 'GALR1', 'AMH', 'HSPB3', 'COL5A3', 'KLK11', 'CATSPERB', 'NKAP', 'PAPPA2', 'NLN', 'IFNB1', 'LINC00620', 'SFPQ', 'TIMM17A', 'CELA3A', 'CCDC122', 'TMEM252', 'EXT2', 'HS6ST2', 'RMRP', 'NKD2', 'CEACAM4', 'LINC-PINT', 'SMIM10L2A', 'FOXI3', 'IFITM5', 'SREK1', 'MON1A', 'U2AF1', 'CLMN', 'ECHDC3', 'ELK3', 'HMOX2', 'RABGGTA', 'GCLC', 'MOV10', 'CCDC178', 'SERINC2', 'LINC01106', 'KIAA0556', 'CFAP69', 'CTTNBP2NL', 'FBRS', 'FMNL2', 'GFPT1', 'COMMD2', 'OR2Y1', 'GPLD1', 'MEPE', 'ASB16', 'MRAP2', 'TGM7', 'WFDC8', 'EHMT1', 'ADAM2', 'EBP', 'PUS7', 'ADCY1', 'COMT', 'ARRDC2', 'CTSW', 'NOP58', 'FCAMR', 'PPIP5K1', 'MDP1', 'NEGR1', 'DCAF12L2', 'XRCC1', 'INPP5D', 'MTMR4', 'ABT1', 'PHF2P1', 'APOPT1', 'CCDC159', 'NCAPG2', 'ZZZ3', 'DAD1P1', 'CIT', 'SCARNA15', 'TAAR1', 'DLEU2L', 'ZNF768', 'TTC31', 'CCL8', 'TAS1R3', 'MS4A15', 'TMEM225', 'PTPRF', 'LINC01366', 'DTD2', 'C1QTNF9B-AS1', 'PDCD1', 'COL6A4P1', 'ACTA2', 'SPATA31A5', 'OR4K15', 'EIF4G3', 'SLURP1', 'GRSF1', 'SAP30BP', 'GCNT4', 'OR1E2', 'TIGD2', 'SLC6A17', 'CCDC148', 'LINC00936', 'LINC00238', 'MLF1', 'SCG5', 'ITGB3BP', 'PLBD2', 'ABCB7', 'NCR3LG1', 'CCL18', 'CHIA', 'SLC6A12', 'FHL5', 'GPR52', 'RAD1', 'CCDC85C', 'CWC27', 'NUBP1', 'SCARNA18', 'UQCRH', 'CCNC', 'ZC3H7A', 'CANT1', 'MTERF4', 'TGM5', 'FAM195B', 'LINC01020', 'TMBIM6', 'MME', 'IL17RB', 'EIF2AK4', 'SYT17', 'REG1B', 'PTGFR', 'RPN2', 'CAPS2', 'NR2F6', 'C2CD4D', 'LRP12', 'KRT12', 'KIAA1324L', 'CLMP', 'KLF2', 'ZNF286B', 'HGD', 'USP17L9P', 'PLCL1', 'REM1', 'TCF7L1', 'NAALAD2', 'AXIN2', 'CFD', 'HOMEZ', 'GNB1L', 'TH', 'FANCE', 'STAG1', 'UROC1', 'MOB3C', 'OR8B12', 'P2RY4', 'PEX5L', 'STARD7', 'EGOT', 'DNAJC30', 'SNAR-B2', 'TRIT1', 'TIMP3', 'HAND2-AS1', 'RHBDD2', 'COL10A1', 'FAT1', 'C1QTNF9B', 'DEPDC1', 'ONECUT3', 'ANKRD39', 'AK7', 'MARVELD3', 'YLPM1', 'DDX60L', 'GRIN2B', 'RELB', 'SMYD2', 'ANAPC4', 'TRADD', 'STAG3L2', 'OOEP', 'RACGAP1', 'LOC221122', 'GUCY2F', 'TPSB2', 'NXF2B', 'ACAP1', 'OR11H1', 'JADE1', 'MARK2', 'SUPT20HL1', 'RIMBP2', 'KRTAP9-8', 'ZNF578', 'PRDX1', 'IRF2BP1', 'ANTXR1', 'COL8A1', 'PLK5', 'HABP2', 'COQ10A', 'SORCS1', 'XIRP1', 'THBS3', 'NLGN1', 'BPGM', 'ZNF17', 'TPD52L2', 'FAM58A', 'ASIP', 'DVL2', 'ZNF548', 'OR5W2', 'MT1DP', 'DDX39A', 'FAM212A', 'PDIA3', 'DEAF1', 'ADGRG3', 'DEGS2', 'DNALI1', 'SULT2B1', 'SREBF2', 'MMRN1', 'PYCR1', 'ANK3', 'CHRAC1', 'RBX1', 'CLDN9', 'IMPA1', 'SERPINB5', 'PGAM2', 'UBE2N', 'TXNL1', 'RAD9A', 'ZAR1L', 'COL11A2', 'SCAF4', 'OR2B2', 'LETM1', 'GRPR', 'MLEC', 'GALNT11', 'FRMD7', 'RSU1P2', 'ZNF367', 'GRAMD4', 'NUBPL', 'HSPB8', 'MPZ', 'HES4', 'TTC16', 'SFMBT2', 'FLJ42393', 'AP5Z1', 'LRRC3', 'WAS', 'PRMT2', 'TUBA1B', 'TSSC4', 'C5ORF58', 'OR52D1', 'TMEM141', 'MAPK10', 'CXORF56', 'ICAM1', 'ARF4', 'BTBD9', 'C5ORF60', 'OR2M1P', 'GLT6D1', 'RPS9', 'RAB19', 'GYPE', 'ATG12', 'NYX', 'ZNRD1', 'TMF1', 'GAS7', 'C1ORF68', 'SYDE2', 'DDX56', 'EEF2K', 'KRT18P55', 'NDNL2', 'WWC2-AS2', 'RNU4ATAC', 'CSMD1', 'IKZF4', 'CFAP36', 'NDUFS8', 'CETP', 'AXL', 'CYTL1', 'CYP8B1', 'RXFP4', 'LCA5L', 'SHMT1', 'CDH24', 'LTBP2', 'PRR26', 'ATG4B', 'ZMAT1', 'SPECC1', 'ZNF326', 'FAS', 'ARL4C', 'SGPL1', 'SLK', 'C22ORF34', 'CHCHD3', 'CTSA', 'LILRA5', 'GCA', 'AKR1B10', 'CES2', 'FAM160A2', 'MRPL10', 'SLC35A1', 'DNAJA2', 'RBP5', 'ABCD4', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.13712289650471754
		RMSE:  1.2526616491661007
		NRMSE:  0.19946206317730336
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.061578293423971475
		RMSE:  0.970096042376724
		NRMSE:  0.19071600723011914
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1747084136438477
		NRMSE:  0.18704952288841878
		MAPE:  547.6986763085636
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.045733924340672916
		RMSE:  0.9628293412733254
		NRMSE:  0.18928741030812832
		MAPE:  293.35791980552335

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  4.285307333365043e-15
		NRMSE:  6.823520482413049e-16
		MAPE:  3.0856130420255705e-12
		Pearson Correlation:  0.23102384692161393
		Spearman Correlation:  0.2762154141572838
		Coefficient of Determination:  -5.498217472571925
		RMSE:  2.400135932114059
		NRMSE:  0.47185466364842116
		MAPE:  1242.173512537549

	Predictor:  ElasticNet
		Pearson Correlation:  0.9001090456532674
		Spearman Correlation:  0.8726124746174766
		Coefficient of Determination:  0.7926327313931325
		RMSE:  0.534933976305115
		NRMSE:  0.0851778568047379
		MAPE:  338.02465864753754
		Pearson Correlation:  0.4239142653659816
		Spearman Correlation:  0.4318333146298582
		Coefficient of Determination:  -0.01608835541537723
		RMSE:  0.9490835698053485
		NRMSE:  0.18658506070957978
		MAPE:  322.13451288932464

	Predictor:  RandomForests
		Pearson Correlation:  0.7617663997510703
		Spearman Correlation:  0.7198693241070527
		Coefficient of Determination:  0.5751795209843585
		RMSE:  0.7656544332137701
		NRMSE:  0.12191561307184008
		MAPE:  224.9522706768603
		Pearson Correlation:  0.7350878717784938
		Spearman Correlation:  0.4612252023092558
		Coefficient of Determination:  0.5303903277972585
		RMSE:  0.6452191289873571
		NRMSE:  0.12684683855372098
		MAPE:  147.07539917868394

Protein:  CDH2
x_train_column_count:  474
x_train columns:  ['C19ORF12', 'CHTOP', 'DUPD1', 'MT1B', 'SNORD22', 'TMSB4XP8', 'ACOX2', 'TMEM80', 'CCL26', 'LCE1F', 'XPNPEP1', 'CRX', 'NOL6', 'CMTM8', 'ADAM33', 'ABCA8', 'CLPP', 'ZC3H13', 'IL27RA', 'IL1F10', 'SLCO2A1', 'NUP62CL', 'TCP10L', 'KIFC2', 'GPRC5D', 'RNF44', 'CCDC105', 'ZNF444', 'ATP2B2', 'MOBP', 'PSAT1', 'EED', 'VPS26B', 'AACSP1', 'CCRL2', 'RASSF9', 'DUSP28', 'FADS2', 'TAF1D', 'ZKSCAN3', 'C5AR1', 'MPLKIP', 'RFWD3', 'PTRH2', 'OR52B4', 'SLC25A47', 'ANKRD29', 'PPP2R3A', 'KIAA0513', 'EPS15', 'GFPT2', 'COTL1', 'SRSF4', 'MAGEF1', 'SEMA4B', 'TECPR1', 'REXO1', 'ITM2C', 'OR1I1', 'ZIK1', 'PCM1', 'UBL3', 'MEDAG', 'TTYH2', 'MTCH2', 'ANTXR1', 'KCNK12', 'ZNF527', 'ZNF764', 'SLC25A11', 'MSR1', 'FUBP3', 'TLN2', 'UGT1A4', 'ASUN', 'LOC494141', 'MTG1', 'CLEC14A', 'SNX1', 'PRX', 'CHMP1A', 'TRPM7', 'PARP9', 'DCAF13', 'IL18R1', 'KRTAP13-1', 'SAR1A', 'GLT8D2', 'GHRHR', 'CHST6', 'SLC35G2', 'ADIPOQ', 'IQCF6', 'ZNF649', 'TGFBR2', 'PDCD2', 'ITGB7', 'ARG1', 'FSHB', 'SETD8', 'C7ORF72', 'FOXD4L1', 'SSH2', 'CASP6', 'ZNF648', 'OR1S2', 'SLC1A7', 'FUT6', 'PTGER2', 'ACP6', 'C6ORF141', 'ZBTB24', 'AGPAT3', 'GRM7', 'SEMA3E', 'NR6A1', 'AFTPH', 'OR5L1', 'ST3GAL2', 'MED19', 'IDH3G', 'MAP2K3', 'TMEM102', 'KIAA0930', 'SP3', 'ANKLE2', 'KIAA0754', 'RAP2A', 'RBMXL2', 'SNRPD3', 'LINC00847', 'OR10Z1', 'LINC01550', 'CLEC17A', 'FAM179B', 'STAP1', 'TXNDC16', 'PTCHD3', 'RPIA', 'CFAP20', 'TTC17', 'GFAP', 'WHAMM', 'OR2T2', 'CRYGC', 'SRCAP', 'ADGRG4', 'SLC29A4', 'CTSF', 'MUM1L1', 'CETP', 'SAA4', 'ELAC1', 'OR5K2', 'SPC25', 'PDX1', 'ECI2', 'MBOAT7', 'C5ORF51', 'MMRN2', 'OSBPL5', 'CCDC132', 'CAB39L', 'CCNI', 'BTBD10', 'PLA2G5', 'MGAT4A', 'ISG15', 'SAV1', 'PFDN6', 'IRX1', 'GZMH', 'MUC12', 'CYR61', 'R3HDML', 'ZMPSTE24', 'MFSD6L', 'RBM25', 'OTOL1', 'CRY2', 'CITED4', 'SNORD15A', 'UMODL1', 'SOX10', 'AGAP2', 'KRT25', 'FADS1', 'GSK3B', 'DYNC1H1', 'ACSL4', 'PHF11', 'GJB6', 'ABI1', 'BAAT', 'RTKN', 'USP32P2', 'LIMK2', 'C22ORF42', 'DFNA5', 'SCD5', 'RINL', 'APOB', 'SLED1', 'DNASE2B', 'RBM38', 'HELZ', 'CLTCL1', 'FBXO8', 'AAAS', 'OR4C11', 'WWP2', 'CRB3', 'ELMOD1', 'NTM', 'TDP2', 'FNDC5', 'NPNT', 'UBA3', 'RAD9B', 'RPS23', 'DHX29', 'CD248', 'ATF5', 'SNX12', 'CDH13', 'TMEM251', 'TDO2', 'DKK1', 'FER1L5', 'BRMS1L', 'MYH7', 'WBP1', 'HNRNPAB', 'C12ORF54', 'NKAIN4', 'TYW5', 'LRRC41', 'C8ORF34', 'ICOSLG', 'GFM2', 'SPDYE3', 'ZNF589', 'GLTSCR2', 'CT47A7', 'DYNC1I1', 'STK3', 'TTC30A', 'RARS', 'JSRP1', 'RIPK1', 'PXDC1', 'ZRANB3', 'ZBTB48', 'GEMIN8', 'CACTIN', 'RPE', 'SPATA9', 'TSHZ1', 'RGPD8', 'RCHY1', 'MYSM1', 'HOXB13', 'ERP29', 'NTNG1', 'SLC44A5', 'FEZ1', 'ADGRG5', 'PPP1R12B', 'CRACR2B', 'CNDP2', 'PRH2', 'RANBP3L', 'FLJ16779', 'PRR26', 'OR2V2', 'ATP6V1G3', 'FLNC', 'TMEM169', 'CCDC47', 'GPR35', 'TCHHL1', 'SAMD12', 'RBMXL3', 'SCML2', 'MGST3', 'LCE1B', 'TIMM17B', 'AARS2', 'RAPGEF3', 'ATXN1', 'ZBTB32', 'TCP10L2', 'HIST1H4K', 'ANKS3', 'LSM3', 'FAM20A', 'CCDC88A', 'GPC3', 'CNIH3', 'RGS19', 'DNAJA1', 'RPL8', 'SLC25A46', 'PREB', 'DDR1', 'MT3', 'PPP2CA', 'RASSF10', 'SBF1', 'KLHL23', 'LANCL3', 'FAM69B', 'HBM', 'CENPV', 'KHDRBS1', 'RBSN', 'GGTLC2', 'LOC391003', 'KRTAP13-2', 'ST7-AS1', 'TMED5', 'PSMC1', 'THBS4', 'SYNJ1', 'GRN', 'WDR5B', 'SLC22A16', 'PRUNE2', 'CCDC74A', 'PCDHB9', 'OR4C15', 'CLK3', 'GSTA1', 'STKLD1', 'CCDC103', 'PVALB', 'ZNF300', 'BAG2', 'NINJ1', 'FAM161B', 'DNAH3', 'GCM1', 'C17ORF99', 'SP4', 'WNT8B', 'ATP5EP2', 'CDC42BPG', 'WDR38', 'SDHB', 'ZNF526', 'IL25', 'SEMA6A', 'ACOT7', 'SAPCD2', 'PYGM', 'CST9L', 'PGA5', 'UCP2', 'LOC401052', 'SIRT3', 'GNAI3', 'MAN2A1', 'KIF7', 'AP3S1', 'PTPRS', 'TSPAN19', 'PLOD3', 'H2AFJ', 'UVRAG', 'STH', 'FAM216B', 'CRAMP1L', 'BTBD6', 'MN1', 'INSL3', 'TATDN3', 'MYL7', 'RASSF5', 'DRD2', 'RPL17', 'TRIP10', 'CDO1', 'CBLB', 'ARHGAP12', 'RFNG', 'BCL7A', 'SUSD6', 'ASB16', 'CRTC2', 'NME4', 'GTF2H3', 'RPL32P3', 'ANP32E', 'HAR1B', 'CNR2', 'SCUBE2', 'IFNK', 'HMBS', 'UBE3C', 'ZNF687', 'ADAM28', 'ITGA9', 'OR9A4', 'VPS37D', 'TMEM45B', 'PLIN5', 'ERMARD', 'SETX', 'CELF6', 'CYP2C19', 'ZNF304', 'TMEM74B', 'LCNL1', 'SLC35C1', 'LINC00111', 'KLHL15', 'LETM2', 'AFAP1-AS1', 'KIR2DL1', 'NGLY1', 'ZC3H10', 'KHK', 'CREBRF', 'WNT9A', 'BPIFA4P', 'ENC1', 'RPS6KA3', 'TUBB7P', 'CA9', 'GRM5', 'TAF5', 'EXOSC7', 'BCHE', 'OR5T1', 'CCR5', 'OR9Q2', 'OR5AR1', 'NADK2', 'FAM134C', 'PDILT', 'TRPC6', 'ARL17A', 'LHB', 'IGF2', 'DNAJC5', 'OR2M5', 'UBXN11', 'BHLHE40', 'FAM90A1', 'TLN1', 'ROS1', 'DMGDH', 'GPR158', 'SRGAP2', 'PGM2', 'SECISBP2', 'TRIM34', 'LOC646214', 'GREB1L', 'IQCF5', 'TTN', 'NETO1', 'TMEM107', 'RPL23AP64', 'TRIM32', 'PRSS55', 'OR5D16', 'TEX14', 'POLR2L', 'UGT8', 'PCDHA2', 'CMSS1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032532184952558385
		RMSE:  0.38185758840977485
		NRMSE:  0.13836422509231644
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01322006783790175
		RMSE:  0.3341656221976159
		NRMSE:  0.1760731037776972
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  LinearRegression
		Pearson Correlation:  0.9477596518686341
		Spearman Correlation:  0.9276649476038508
		Coefficient of Determination:  0.8982481046166295
		RMSE:  0.12160947078931648
		NRMSE:  0.04406459554653109
		MAPE:  957.6714788954728
		Pearson Correlation:  0.04044348657624618
		Spearman Correlation:  0.03145924512774474
		Coefficient of Determination:  -1.4247078756748117e+27
		RMSE:  12530626646402.146
		NRMSE:  6602433581892.505
		MAPE:  927814580684242.8

	Predictor:  ElasticNet
		Pearson Correlation:  0.6863426083192254
		Spearman Correlation:  0.6710172868374646
		Coefficient of Determination:  0.4136300669024263
		RMSE:  0.29193219402417586
		NRMSE:  0.10578019929856362
		MAPE:  950.7416200510991
		Pearson Correlation:  -0.032503741107140695
		Spearman Correlation:  -0.004172121846905822
		Coefficient of Determination:  -0.2116796634455298
		RMSE:  0.3654296543675557
		NRMSE:  0.1925462381012265
		MAPE:  2051.3807720855466

	Predictor:  RandomForests
		Pearson Correlation:  0.5583614084644034
		Spearman Correlation:  0.498022146472746
		Coefficient of Determination:  0.19384881322563619
		RMSE:  0.34229802511459556
		NRMSE:  0.12403001127422117
		MAPE:  799.9731341441465
		Pearson Correlation:  -0.04266059201788447
		Spearman Correlation:  -0.003194553548049228
		Coefficient of Determination:  -0.07733229351007664
		RMSE:  0.3445757553321705
		NRMSE:  0.18155824147584174
		MAPE:  1841.513140346071

Protein:  CDH3
x_train_column_count:  75
x_train columns:  ['TMEM180', 'GOLGA7', 'SLC25A52', 'TRAM1L1', 'ZBTB17', 'LRRC10B', 'LINC00483', 'CBX2', 'OSBP2', 'OXCT1', 'PLSCR4', 'HSPBAP1', 'RND3', 'HIST1H4G', 'LETM2', 'BLNK', 'GOLGA8F', 'UBR2', 'PRAMEF5', 'CKS2', 'C22ORF24', 'MTG1', 'SHMT1', 'NAPEPLD', 'SEC14L4', 'WSCD1', 'DAAM1', 'CBX4', 'DAW1', 'ILF3', 'SREK1IP1', 'SNORA45B', 'AHCYL2', 'GPATCH4', 'RNF145', 'UBAP2L', 'ANAPC2', 'IRGM', 'TAPBP', 'TEX43', 'SLC4A10', 'TTC41P', 'DHX29', 'SLC39A14', 'ADCY10P1', 'TCEAL1', 'PHF2', 'IP6K1', 'NUAK1', 'ZDHHC1', 'STRIP1', 'USP35', 'HELQ', 'TTC16', 'MED10', 'FAM26F', 'BEND3P3', 'ENTHD2', 'NDUFV2', 'ZNF800', 'PROL1', 'SHISA7', 'SLCO6A1', 'MYOCD', 'VAMP2', 'SERTAD4-AS1', 'PDE6G', 'MED12', 'CYB561A3', 'PPCDC', 'TBCCD1', 'BCAP29', 'TMEM37', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.2263418226753373e-05
		RMSE:  0.21251306884336046
		NRMSE:  0.14909431220418734
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004123239054339534
		RMSE:  0.18871613277479948
		NRMSE:  0.16414808838605816
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  LinearRegression
		Pearson Correlation:  0.5247295097871129
		Spearman Correlation:  0.5407077665271383
		Coefficient of Determination:  0.275341058441424
		RMSE:  0.18090377773831864
		NRMSE:  0.1269179559818703
		MAPE:  646.5207139165198
		Pearson Correlation:  0.1854658506496919
		Spearman Correlation:  0.19539146373396177
		Coefficient of Determination:  -0.11189205155104176
		RMSE:  0.19858517865737596
		NRMSE:  0.17273233071870708
		MAPE:  256.5208542710302

	Predictor:  ElasticNet
		Pearson Correlation:  0.4599284291782828
		Spearman Correlation:  0.4961290797128652
		Coefficient of Determination:  0.19472771177012793
		RMSE:  0.19070065533544794
		NRMSE:  0.13379122140052194
		MAPE:  410.393858255194
		Pearson Correlation:  0.2867587867524591
		Spearman Correlation:  0.2800807990124565
		Coefficient of Determination:  0.07453768336533906
		RMSE:  0.18117358953031165
		NRMSE:  0.15758747251847197
		MAPE:  168.3231948846225

	Predictor:  RandomForests
		Pearson Correlation:  0.5088617217598316
		Spearman Correlation:  0.5562161072683031
		Coefficient of Determination:  0.22934394853396034
		RMSE:  0.1865568091357117
		NRMSE:  0.13088399361263942
		MAPE:  508.9565454472363
		Pearson Correlation:  0.30859619640893304
		Spearman Correlation:  0.28934275988478664
		Coefficient of Determination:  0.08701187620652473
		RMSE:  0.1799484388352952
		NRMSE:  0.15652181829159256
		MAPE:  189.85362598952295

Protein:  PTEN
x_train_column_count:  886
x_train columns:  ['FAM223B', 'NME2P1', 'ACSL4', 'PMP22', 'HLTF', 'ZMAT3', 'LRRC42', 'GUCY1B3', 'ANKRD37', 'FKTN', 'IL17D', 'MYLK2', 'RD3', 'S100A1', 'GGT3P', 'TNNT3', 'SMOC2', 'S100A9', 'UBE2W', 'BLK', 'LYPLA2', 'SRI', 'PCMTD1', 'OR8D2', 'ZNF705D', 'ZC2HC1B', 'KRBOX4', 'PNMT', 'KRTAP19-3', 'GAGE2B', 'MARCKS', 'NACC2', 'ZNF140', 'GALNT2', 'ABCB8', 'MYL4', 'FOXR2', 'OR51G1', 'SLAMF1', 'CAMK2B', 'MMP10', 'ROBO3', 'NUDT18', 'TMED7', 'TNFAIP8', 'SBNO1', 'RGP1', 'MX2', 'ZNF252P', 'MFAP3L', 'BAGE', 'CDKN3', 'LACC1', 'C10ORF71', 'HSF2BP', 'LINC01587', 'FSIP1', 'PTP4A1', 'PSMC1', 'ACD', 'DNPEP', 'CCDC176', 'PANK3', 'DRAIC', 'OR51F1', 'GJA5', 'TCAF2', 'CNN2', 'KRTAP9-8', 'DMRTB1', 'SNRPD2', 'ATE1', 'RMST', 'MCM3AP-AS1', 'ODF3B', 'RPL23AP64', 'SLC22A2', 'POU2F3', 'GRPEL2', 'EDIL3', 'TP53INP2', 'NNAT', 'ANKRA2', 'DOCK11', 'CCDC185', 'XKR7', 'FAM120AOS', 'ALS2CL', 'EN1', 'ADCY10P1', 'ZSCAN12', 'SNHG20', 'PAEP', 'GPX6', 'SKIDA1', 'DDX56', 'PAX2', 'SMIM11', 'OSBPL7', 'ARPP21', 'ADGRG4', 'RNASEH2C', 'ZNF717', 'PCDHGA10', 'RECQL4', 'GUCY1B2', 'PHKB', 'TSPAN14', 'RSU1', 'REXO1L1P', 'LPCAT3', 'SNORA53', 'PROC', 'OSGIN2', 'ELK4', 'NKAPL', 'SLC6A1', 'NBEAL1', 'CNTFR-AS1', 'HIP1R', 'STOM', 'ZNF668', 'CMTM1', 'LINC00596', 'NLGN4X', 'C1ORF174', 'PGP', 'LBHD1', 'RABGGTA', 'VPS37B', 'XKR3', 'ANO8', 'MFF', 'CALY', 'SMAD1', 'SLC7A5P1', 'AZIN1', 'SYTL3', 'SLC25A51', 'NARS', 'OR6B1', 'MATR3', 'SFTPC', 'FAM60A', 'ZSCAN29', 'FAM138E', 'STUB1', 'FBXL12', 'PSMD5', 'LRRC14', 'VWA5B1', 'LIMK1', 'SUSD2', 'OR6C1', 'KLHL20', 'ARG1', 'CLMP', 'GOLGA8G', 'METTL23', 'OR51B2', 'GLCCI1', 'FAM63A', 'RNFT2', 'VLDLR', 'RNF121', 'ZFAND4', 'SELPLG', 'SEZ6L2', 'ZNF609', 'KCNJ1', 'AEBP2', 'TMEM132B', 'KRT27', 'OR1L8', 'FAM26E', 'ZNF491', 'CFAP43', 'C8ORF46', 'HPRT1', 'ADH7', 'SIPA1L1', 'TMCO5A', 'SLC35A5', 'FBXO41', 'NALCN', 'NAIP', 'TTLL10', 'ZNF137P', 'ZNF182', 'IL17A', 'NEFM', 'HIF1A', 'HACD1', 'LRRTM4', 'KLHL3', 'ELOVL1', 'IL2', 'DAAM2', 'IRF2BPL', 'ZC3H14', 'MLH3', 'TMPRSS5', 'IGSF8', 'KCNE5', 'MAN2B2', 'ADAMTS5', 'SDC3', 'UGT1A6', 'TRAPPC11', 'KIAA1143', 'ANKHD1-EIF4EBP3', 'QTRTD1', 'RSRC1', 'EML6', 'LINC00479', 'PLEKHA8', 'LRTOMT', 'GABRB2', 'MAT2B', 'DOCK10', 'MPLKIP', 'POU3F2', 'EWSAT1', 'SMCO2', 'ZNF33A', 'ZBED9', 'RAB40A', 'GRM5', 'CHAMP1', 'MFAP5', 'ZFYVE28', 'FOXO3B', 'MRPL2', 'BIRC3', 'MRPL9', 'AGA', 'CCR5', 'TBP', 'ARHGAP5-AS1', 'ZPR1', 'TEX13B', 'B9D2', 'GNG13', 'C1ORF168', 'OTOL1', 'NDUFB2-AS1', 'FAM74A1', 'NOTCH3', 'KGFLP1', 'ELK3', 'PITPNM3', 'OR5AR1', 'SNORA54', 'FBXL6', 'EPB41L4A', 'SAMD5', 'MEIS3P1', 'ROBO4', 'SNAP91', 'TDG', 'ZNF641', 'NFIB', 'KCNA2', 'PSG2', 'SDHAF3', 'SACS', 'PAH', 'PIAS3', 'NME1', 'WFDC13', 'SUPT4H1', 'EGFL6', 'SYCE3', 'CACTIN', 'KLF12', 'MDFI', 'OR3A1', 'PARPBP', 'UGT2B7', 'CYP4F8', 'C8ORF74', 'TMEM63A', 'LINC00917', 'ZCCHC14', 'ZNF484', 'MICU3', 'ZNF595', 'LUZP1', 'RPS10', 'KRT26', 'GLYATL1', 'DOCK7', 'HSFX2', 'SFTA3', 'OR5M1', 'PACSIN2', 'CCDC85C', 'APPL2', 'C1ORF226', 'FIRRE', 'GCNT4', 'PIGA', 'CATSPER3', 'LINC01553', 'ZNF77', 'TMEM52B', 'TCHP', 'CHP1', 'LAMA4', 'DEFB131', 'STRADB', 'ITGB5', 'EIF3A', 'BTBD10', 'DTWD2', 'VPS13D', 'TBX19', 'PRDM4', 'RP9P', 'VPS4A', 'TMED10', 'RFK', 'OSTC', 'RPRM', 'FBXW10', 'TMEM205', 'LINGO2', 'ZC3H8', 'USP51', 'NUDT8', 'C1D', 'ABCC13', 'FHL5', 'SLC44A4', 'SYT8', 'DUSP23', 'TSHZ1', 'LINC00092', 'TCAIM', 'FAR2', 'LSMEM2', 'SMARCA4', 'TMEM185A', 'MBNL1', 'XRCC5', 'ZNF75D', 'PRUNE', 'COMMD4', 'PSMG3-AS1', 'FFAR4', 'ZNF763', 'MCM4', 'SOD2', 'OR13A1', 'MXD4', 'ZNF674', 'APOA4', 'NME9', 'TCEAL1', 'LCE1C', 'LNPEP', 'TIMMDC1', 'PGF', 'UNC119B', 'USP27X', 'HAP1', 'FLJ16779', 'SH3BGR', 'SUGCT', 'CTAGE1', 'TBC1D28', 'GPR182', 'NUSAP1', 'MAP3K11', 'XCR1', 'ADIG', 'FERMT3', 'EPDR1', 'SIGLEC9', 'PTX4', 'LINC00961', 'RRAGD', 'UPK3B', 'CST4', 'PTENP1', 'RTN1', 'OR2A12', 'FAM76B', 'TIAM2', 'C4ORF48', 'FBN2', 'PPAPDC1B', 'CCDC67', 'HACD2', 'GML', 'PSMD12', 'FRMD3', 'C20ORF194', 'VWA5B2', 'IL22RA1', 'STAT2', 'RGS9', 'SYT1', 'PDCD6', 'GAGE12D', 'LINC00314', 'ARHGEF19', 'C4ORF22', 'C5ORF52', 'MYNN', 'OR11H12', 'KPTN', 'OR4K17', 'GJD3', 'GMCL1', 'IMMT', 'CCIN', 'LOC100272216', 'RSC1A1', 'CCDC7', 'NDUFV1', 'WDFY1', 'POLB', 'SULT2B1', 'PAX8', 'GMFB', 'C19ORF54', 'RNF111', 'TRIM16', 'SLC14A2', 'ZNF486', 'INSL5', 'SPACA3', 'IGF1', 'ANKHD1', 'FBXL14', 'MBD3L2', 'SPNS2', 'FZD6', 'MIDN', 'MED11', 'ABHD13', 'L2HGDH', 'RSPO1', 'H2BFWT', 'PCDHA9', 'ZIC1', 'HMOX1', 'KIAA1107', 'DCLRE1A', 'LOC100129034', 'OMP', 'FBXL19', 'GALNT6', 'WDR49', 'GPR173', 'NIPA2', 'GHRHR', 'MUC4', 'ACTR1B', 'COLQ', 'RBP3', 'SLC45A3', 'KIF26A', 'CNOT4', 'SLC12A9', 'IMPA1', 'BTNL9', 'LINC01011', 'HCRT', 'RASEF', 'GOLM1', 'SCRN1', 'FAM196B', 'MMEL1', 'ANKRD53', 'THEM6', 'ZYX', 'NCOR1P1', 'ERCC2', 'TMEM206', 'DDIAS', 'ZNF131', 'ADAM29', 'ARHGEF18', 'DAPK2', 'ITPK1', 'WNT8B', 'PDE11A', 'CCNB3', 'NAB1', 'SLC7A2', 'CBWD2', 'GPR162', 'ZEB1-AS1', 'STAC2', 'SSH2', 'GPRASP2', 'AFP', 'LIN7C', 'HFE2', 'USP4', 'UEVLD', 'HHLA3', 'GSK3B', 'FAF1', 'PPIA', 'ATRAID', 'KLHL30', 'LMOD2', 'TMEM14B', 'SETDB2', 'NLRC3', 'RPL13AP17', 'OR5T2', 'PRORSD1P', 'ARRDC5', 'FNDC4', 'SLC25A2', 'NDRG2', 'ACBD6', 'SCRN3', 'BCYRN1', 'SHROOM4', 'TPRN', 'NID2', 'PRB1', 'NUDT13', 'SNAR-I', 'RAB9A', 'SLC22A18AS', 'ALOX5', 'PAX6', 'ZNF766', 'MFSD5', 'WFDC2', 'DOCK9', 'PIGU', 'PTPN12', 'TRPV1', 'GANC', 'SEMA3G', 'TMEM184A', 'PRR22', 'CXORF40B', 'GP9', 'SUFU', 'CDKN1A', 'VOPP1', 'THPO', 'PABPC1L2B', 'PLXNB1', 'CXADRP2', 'MRPL21', 'GCSAM', 'GDPD5', 'APOA5', 'CRISP1', 'GSDMA', 'OR2M7', 'BEX1', 'C8ORF33', 'INTS4P2', 'ZNF180', 'USP47', 'LPAL2', 'EIF2B5', 'LINC00710', 'CADM2', 'PRLR', 'RTN4R', 'SF3A3', 'C1QTNF6', 'TECR', 'BRDT', 'MSTO2P', 'RNASE8', 'CIC', 'GCM2', 'KRTAP1-5', 'ATAD2B', 'MYSM1', 'MYOC', 'SMCR8', 'CKLF', 'C3ORF52', 'PRSS42', 'POTEC', 'ANKRD30BL', 'PCSK1', 'SMPD3', 'CREBZF', 'FGF14', 'ANKRD26P1', 'RFXAP', 'NEURL4', 'HNF1A', 'WDR1', 'TAF7L', 'CYP1A2', 'ISCA1P1', 'SNX7', 'NPY1R', 'AKR1E2', 'CDC40', 'ANKRD22', 'ITPKA', 'HAUS7', 'TRAK2', 'SNORA14A', 'ARHGAP19', 'RILPL2', 'TSPAN8', 'PCDHA7', 'CMSS1', 'NDUFAF2', 'BCAS1', 'GARS', 'RPL26L1', 'SMARCAD1', 'TSC22D4', 'TCP11', 'MRPL16', 'ZEB1', 'STAG3L3', 'MYT1', 'MYOM3', 'ZNF565', 'RCAN2', 'GNL3', 'PAPOLA', 'NFE2L3P2', 'ABCC5', 'PRPS1L1', 'HILPDA', 'ATR', 'ACVR1', 'BCL2', 'MAML1', 'FAF2', 'ARHGEF39', 'DNM1P46', 'LOC100287704', 'PAK4', 'ANGPT1', 'N4BP3', 'POP1', 'ARHGAP22', 'ECM2', 'SNX8', 'TCTEX1D1', 'DLEU2L', 'PKP4', 'LRRC27', 'RAB6C', 'ASAP3', 'PLLP', 'CBLN3', 'PCM1', 'POLR3D', 'DBF4B', 'DST', 'RHPN1', 'TGM5', 'SNORA80A', 'CUBN', 'KLHL33', 'NGLY1', 'CDH16', 'TCEA2', 'RRN3P2', 'AMDHD2', 'CD5', 'CYP24A1', 'CHD7', 'ZNF791', 'DCANP1', 'SCIMP', 'GALNS', 'ZBTB16', 'PSG7', 'TBC1D24', 'NEFL', 'BARD1', 'OR2W3', 'MCM6', 'SLC16A6', 'BAAT', 'RALB', 'MCTS2P', 'HAO1', 'BTBD18', 'GLRX2', 'PDSS1', 'ADAD2', 'VPRBP', 'RNF207', 'TNNC2', 'FAM212A', 'OR5K2', 'SPANXN4', 'PLD4', 'PPAP2B', 'PRAMEF9', 'NDUFB7', 'TRPC4AP', 'GSG2', 'NUDT7', 'SPCS2P4', 'MFSD10', 'SLC18A3', 'ECHDC1', 'SERPINA5', 'TRIM13', 'PBDC1', 'SLC6A4', 'LYPD8', 'PRKCH', 'ADCY5', 'NBEAP1', 'FDX1', 'DCTN4', 'WBSCR27', 'RARRES2', 'CDC14C', 'NUCKS1', 'ALDH1L1', 'FLJ23867', 'OR4C3', 'MDM4', 'RGL4', 'PPAPDC2', 'MOGAT1', 'ADGRB1', 'PLA2G12A', 'CCDC141', 'DUXA', 'TRIM14', 'ATG16L1', 'OR4A47', 'KCTD2', 'ZP2', 'SLC9A3', 'LINC00482', 'YKT6', 'AQP7P1', 'RRM1', 'DKFZP779M0652', 'TCF20', 'TMUB2', 'GJA4', 'SDPR', 'FAM71F1', 'TNRC18', 'GOLT1B', 'CES4A', 'DMBT1', 'MAFA', 'NEURL3', 'CACNA1C', 'PES1', 'DNAJC18', 'DNASE1', 'SPICE1', 'EMP1', 'TMED7-TICAM2', 'MS4A14', 'HCN2', 'NR1H4', 'PDDC1', 'NDUFA5', 'NOS1AP', 'MIMT1', 'RALY', 'APOF', 'NME6', 'TP73', 'PGGT1B', 'CTSV', 'EPB41L4A-AS1', 'C17ORF62', 'TNNI3', 'ASB10', 'UGT2B10', 'ATXN3L', 'SPINK1', 'SYNDIG1', 'SNORD115-7', 'MBD3L5', 'KARS', 'NT5C2', 'MINA', 'TMEM39B', 'MTG1', 'KIF20B', 'RSPH4A', 'ARID2', 'OSBPL1A', 'UCA1', 'HEATR1', 'MESDC1', 'ZG16', 'OR6P1', 'PSME4', 'ARRB1', 'COLEC10', 'YAF2', 'TIMM10', 'TMEM176B', 'BRMS1', 'RNF8', 'UGT8', 'FLG', 'CHMP4A', 'CHD5', 'SLC37A3', 'TBC1D10B', 'GUCY2GP', 'NBR1', 'MNS1', 'TPM4', 'ITLN2', 'RGS17', 'SEMA6A', 'SERF1A', 'IGSF1', 'GDI2', 'C1QTNF8', 'CD14', 'TAS2R38', 'HOXA4', 'MRPS10', 'ALDH8A1', 'BST2', 'RPL22L1', 'LINC00896', 'FAM83H', 'LOC440173', 'ADAM5', 'TMPRSS11D', 'SYK', 'C5ORF38', 'TP73-AS1', 'SCRT2', 'CNBD1', 'FAM222A', 'ASB11', 'NPRL3', 'FAM96B', 'EP400', 'ZNF121', 'PELI1', 'MYEOV2', 'OGFOD3', 'NUDT3', 'BMPR1A', 'CC2D2B', 'CDK1', 'CNDP1', 'HAS2-AS1', 'HOXB9', 'MFSD1', 'KIAA0087', 'MEFV', 'CLK3', 'OR1G1', 'TBPL1', 'A1BG', 'SLC6A20', 'SLC9A8', 'ZNF696', 'ACTL7B', 'PIGK', 'NEK4', 'EDDM3B', 'E2F5', 'SNHG10', 'CASP2', 'ZMIZ1-AS1', 'DYNC1I2', 'MTHFD2L', 'LINC00938', 'LOC730668', 'DDX11L2', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023393971457565055
		RMSE:  0.6366126117528933
		NRMSE:  0.09954071014821253
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20813248536085016
		RMSE:  0.517654316968625
		NRMSE:  0.12376376344107133
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6292943186382643
		NRMSE:  0.09839642227163854
		MAPE:  299.798968451812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06342466003107061
		RMSE:  0.4856640113421529
		NRMSE:  0.11611533767086332
		MAPE:  95.15154235140719

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.547254688422069e-15
		NRMSE:  3.982885917320098e-16
		MAPE:  6.014519427174184e-12
		Pearson Correlation:  0.10028052131711532
		Spearman Correlation:  0.07666679135650072
		Coefficient of Determination:  -3.334659401321802
		RMSE:  0.9805281089077365
		NRMSE:  0.23443028472905286
		MAPE:  457.72732745685687

	Predictor:  ElasticNet
		Pearson Correlation:  0.8496283685625956
		Spearman Correlation:  0.8219623649150405
		Coefficient of Determination:  0.6809023544930486
		RMSE:  0.3554803595405207
		NRMSE:  0.05558288789625841
		MAPE:  426.84314692167754
		Pearson Correlation:  0.307430356196676
		Spearman Correlation:  0.2971383683088318
		Coefficient of Determination:  -0.08946945958620445
		RMSE:  0.49157534114766444
		NRMSE:  0.11752865230900982
		MAPE:  201.11352827562828

	Predictor:  RandomForests
		Pearson Correlation:  0.6180018266776431
		Spearman Correlation:  0.5298190333283501
		Coefficient of Determination:  0.30469273755380377
		RMSE:  0.5247376109493327
		NRMSE:  0.08204794166981982
		MAPE:  288.9877138843263
		Pearson Correlation:  0.4106083080450406
		Spearman Correlation:  0.38605718275788975
		Coefficient of Determination:  0.15352274036346358
		RMSE:  0.43330151425599855
		NRMSE:  0.10359621150863066
		MAPE:  105.57114394571165

Protein:  BRCA2
x_train_column_count:  363
x_train columns:  ['ZNF17', 'PITPNM2', 'TPP2', 'WFDC10B', 'WFDC3', 'LIF', 'LYPD3', 'SPACA3', 'CRP', 'PFKP', 'ZNF213', 'RPS9', 'CTNNBIP1', 'SART1', 'DIMT1', 'BAK1', 'CSTA', 'MAGED2', 'UPP1', 'CMTM5', 'GALT', 'RPSAP52', 'ABCC11', 'TRAF7', 'GPR156', 'LOC399815', 'PDZD8', 'FBXO38', 'ACTR3C', 'LINC01020', 'SHROOM4', 'GSPT1', 'DHX37', 'WDR87', 'FBXL12', 'GPR101', 'DNAH12', 'SDHAF1', 'UBR5', 'HOXA13', 'TONSL', 'OR2M2', 'PLEKHG6', 'LINC00950', 'SYCP1', 'DDX19B', 'ADAMTS18', 'SCYL3', 'CMTR2', 'INS-IGF2', 'TGM4', 'HFM1', 'SLC39A3', 'CASKIN1', 'LILRA3', 'TMEM37', 'TEX9', 'TAF4', 'MTUS1', 'ANKDD1A', 'ONECUT2', 'ABCC6P1', 'RPL13P5', 'ASIP', 'OTOP2', 'C2ORF81', 'TMPRSS6', 'PRB1', 'ATG10', 'ZNF700', 'DEFB109P1', 'COL5A3', 'INPP5B', 'DMP1', 'NFKB1', 'BLZF1', 'HIPK3', 'MST1P2', 'ZNF618', 'RGPD1', 'CYLC1', 'CLDN19', 'CRYM', 'TSR1', 'LRRC75B', 'ATG9B', 'SLC43A2', 'BIRC5', 'TMEM173', 'WBP11P1', 'INPP5E', 'CCDC101', 'LRRC8C', 'C1QTNF8', 'RGS14', 'PEA15', 'GGTLC2', 'GPR18', 'FAM160B2', 'SIX2', 'FASTKD2', 'SEMA3F', 'SUV39H2', 'RNF185', 'FOPNL', 'PGLS', 'GATAD2B', 'MANBA', 'DENND2C', 'TNFSF13B', 'RPL7A', 'ZBP1', 'MAGEC1', 'ACMSD', 'LARS', 'ACOT4', 'SDK2', 'OSBP', 'SKIL', 'DBNDD1', 'ARRDC4', 'FLJ23867', 'FGD3', 'RTN3', 'BRSK1', 'GNL1', 'FAM131C', 'LRRN2', 'TRPM7', 'UBAP2L', 'NKX6-3', 'VAPB', 'UGT2A1', 'PDCD6', 'HMBS', 'PSG10P', 'CPNE9', 'APBA3', 'ANXA10', 'RABGGTB', 'KXD1', 'LAIR2', 'NMD3', 'RTP5', 'PGAM4', 'CNTNAP4', 'GSTTP1', 'CREB5', 'NME5', 'KCTD11', 'STAU2', 'S100A6', 'SLC47A1', 'AXIN1', 'LINC00304', 'OR4X2', 'NFE2L3P2', 'NFKB2', 'BAGE', 'CSNK1G3', 'NOL9', 'C3P1', 'CYP3A4', 'KIF21A', 'LEAP2', 'KRT81', 'PRPS1L1', 'PRAMEF2', 'PPARA', 'C1ORF64', 'ITGAL', 'MYLK2', 'PEX26', 'GUCY1B3', 'OXTR', 'ASAP3', 'SORT1', 'MIR7-3HG', 'GDF3', 'DDTL', 'CENPC', 'RNASE13', 'ZBED8', 'ZNF333', 'LY6G6D', 'METAP2', 'SYT5', 'OSBPL10', 'C1QA', 'ZNF492', 'OR12D2', 'PRKY', 'TMCO4', 'CCNA2', 'CAMK1D', 'NINJ1', 'ICAM3', 'BPIFB4', 'NCOA5', 'RNF222', 'PPP1R3A', 'CYSLTR2', 'EPHB6', 'RPS3A', 'STOX1', 'MEN1', 'XPNPEP1', 'PCLO', 'SNHG20', 'NSDHL', 'KRTAP9-4', 'GOLT1B', 'MTHFD2L', 'PTBP1', 'SCX', 'OR1L4', 'PDC', 'NRADDP', 'TMEM45A', 'TMEM105', 'SAMD14', 'ADGRG5', 'TMPRSS11B', 'C11ORF53', 'APOA1', 'RPS2', 'TRAM1', 'LINC00957', 'ELMOD1', 'HMGCS2', 'TLR1', 'TNFRSF17', 'DNAJB9', 'TBXAS1', 'SPON2', 'CBLL1', 'PRDX2', 'C7ORF61', 'TAAR9', 'HSPA7', 'OR4D9', 'MPND', 'SCTR', 'HSD3B2', 'EXOSC3', 'ACHE', 'ZFP42', 'OTUD5', 'COMMD5', 'PTPRK', 'LYRM1', 'UBE2W', 'PPP6R2', 'EGFR', 'TM4SF4', 'DCTPP1', 'MACROD1', 'ZSCAN29', 'SCNN1B', 'PHF1', 'MAML1', 'TMEM220', 'UBE2U', 'LOC100132831', 'C11ORF68', 'NOP14', 'ST6GALNAC6', 'BRINP3', 'MIS18A', 'DROSHA', 'CPE', 'GSS', 'PLCB4', 'TOX3', 'CLEC4M', 'LRP2', 'C10ORF55', 'BCL6', 'MED25', 'RIOK2', 'CNTRL', 'PPIB', 'KRTAP10-10', 'CPOX', 'DNAJB12', 'MYBL2', 'DBNDD2', 'DUXA', 'MAPT-AS1', 'ACTR1B', 'TUBA1C', 'ZNF678', 'MASP1', 'NUP37', 'EDN1', 'AARS2', 'ZBTB34', 'ZNF608', 'HMOX2', 'BREA2', 'C1ORF204', 'FAM84A', 'IGF2BP2-AS1', 'OR1J4', 'C17ORF50', 'SLC20A1', 'C2ORF16', 'EEF1G', 'WFDC10A', 'ST7', 'FAM99A', 'ASPG', 'RBM4B', 'PLCB1', 'SCN4A', 'DDX5', 'MEP1B', 'PCDHGB1', 'AIG1', 'PROM1', 'ZNF211', 'YTHDF1', 'SMARCAL1', 'GRIK5', 'SLC22A17', 'TPCN2', 'GSTK1', 'IRX4', 'LRRC16A', 'SLC16A3', 'KIAA1644', 'FAM157A', 'LSS', 'RBM10', 'IST1', 'MORF4', 'MYH14', 'FZD4', 'UBQLN1', 'HMGB3', 'NRN1L', 'DTX3', 'P2RY1', 'METTL25', 'ZNF556', 'IRF2BPL', 'OR8K3', 'AAGAB', 'ZNF343', 'TMEM254', 'CCT5', 'LMBRD2', 'CDK17', 'SCGB1B2P', 'SUPT16H', 'RPL10L', 'NDUFS2', 'EFHC1', 'FER1L6', 'RPIA', 'HMBOX1', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00289910117318648
		RMSE:  0.19032543678137456
		NRMSE:  0.12827584502559417
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001649424828515933
		RMSE:  0.21414907824527551
		NRMSE:  0.14729386559180924
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  LinearRegression
		Pearson Correlation:  0.8568453998601825
		Spearman Correlation:  0.8271807518925859
		Coefficient of Determination:  0.7341840392615557
		RMSE:  0.09798480693545181
		NRMSE:  0.06603995830443198
		MAPE:  207.10890745580573
		Pearson Correlation:  0.08874935473277652
		Spearman Correlation:  0.11075200438908217
		Coefficient of Determination:  -1.2939283956518115
		RMSE:  0.32431745568502635
		NRMSE:  0.2230687711484544
		MAPE:  1003.560110454689

	Predictor:  ElasticNet
		Pearson Correlation:  0.5338303074485239
		Spearman Correlation:  0.4995769723783272
		Coefficient of Determination:  0.23668956141658148
		RMSE:  0.16604232842010536
		NRMSE:  0.11190947646463306
		MAPE:  148.1154213280561
		Pearson Correlation:  0.12495596407480465
		Spearman Correlation:  0.14888215563785084
		Coefficient of Determination:  0.002225666197386511
		RMSE:  0.2138929940209272
		NRMSE:  0.14711772831570974
		MAPE:  246.78458436927372

	Predictor:  RandomForests
		Pearson Correlation:  0.6161057931487385
		Spearman Correlation:  0.5611100947591123
		Coefficient of Determination:  0.20385528078116677
		RMSE:  0.16957593623292355
		NRMSE:  0.11429106316078745
		MAPE:  155.84209394961087
		Pearson Correlation:  0.1632029775074472
		Spearman Correlation:  0.2385790346513049
		Coefficient of Determination:  0.026479191991122253
		RMSE:  0.21127738593134152
		NRMSE:  0.14531868706115422
		MAPE:  162.34397688340195

Protein:  CDKN2A
x_train_column_count:  614
x_train columns:  ['PLET1', 'FRAS1', 'LANCL3', 'GIGYF1', 'DGKK', 'MED27', 'RHOU', 'TEX11', 'KIF21A', 'KRTAP5-7', 'CCDC18', 'FAM183CP', 'TRIP12', 'MTUS2', 'CYP46A1', 'ERMP1', 'OR5D13', 'LOC727896', 'GOLT1B', 'GOLGA2', 'RIPPLY3', 'TRIB1', 'CLEC18A', 'LINC01138', 'CA5B', 'MITF', 'DNAAF3', 'SSR2', 'SPATA20', 'CBX7', 'TMC1', 'ALDH5A1', 'CDKN2B-AS1', 'TMED6', 'GNRHR', 'LRTM2', 'APAF1', 'WDR74', 'PEX13', 'ZNF260', 'CCND3', 'PCCB', 'BCL7B', 'RNASET2', 'SNHG11', 'SLC25A32', 'ANKRD20A11P', 'CHD4', 'LINC01558', 'GLIPR1L2', 'DIRC1', 'TRIP6', 'KPNA2', 'RGS14', 'ZFAT-AS1', 'PRIM1', 'MTA3', 'HAS2-AS1', 'PRINS', 'AP5Z1', 'SLAMF6', 'SP1', 'STK24', 'HLA-A', 'PRKACA', 'SCN3A', 'FAM167A', 'HSD17B1', 'FAM21A', 'HTATIP2', 'NBL1', 'SCAMP2', 'GCSAML-AS1', 'ABCB6', 'FAM181B', 'HIST1H2BL', 'KCNC4', 'C7ORF66', 'PREB', 'CYHR1', 'LCK', 'PLEKHN1', 'HMGCS2', 'HYPK', 'ERICH1', 'CA7', 'TMEM104', 'KLC4', 'HAUS6', 'CMTR1', 'WDR63', 'ZNRD1-AS1', 'DDX26B', 'WAPAL', 'CRYBB2', 'WASH2P', 'TSPAN2', 'TSPO2', 'ADAMTSL3', 'EFCAB5', 'GCNT4', 'PIGF', 'HIST1H2BO', 'CTNS', 'PSMD6', 'MAGEB16', 'CCDC74A', 'PSG8', 'SLC19A1', 'JAG1', 'PDZD4', 'CCDC149', 'GTF2E1', 'DHRS11', 'TRAIP', 'JAK3', 'ZNF281', 'GFRA1', 'SCMH1', 'ARMC4', 'CARNS1', 'NOP10', 'PPP1R11', 'CECR5', 'FAM66E', 'ADH7', 'APOE', 'ALS2CR12', 'CSPG4', 'DKFZP434L187', 'CCDC40', 'OR13G1', 'MAPK11', 'EIF3G', 'KCNH4', 'OR11L1', 'FBXL7', 'MND1', 'TSHZ2', 'SPN', 'PPFIA3', 'SEC22B', 'CYP7B1', 'MSRB1', 'SLC9C2', 'AP3D1', 'OR52D1', 'BIN3', 'COL3A1', 'NR0B2', 'FEN1', 'CR1', 'TMEM131', 'TAS1R2', 'PWRN2', 'KLHL41', 'LRRFIP2', 'SLC22A8', 'DICER1-AS1', 'FAM53A', 'KEAP1', 'C20ORF27', 'DEDD', 'SLU7', 'GTF2IRD2B', 'PHKB', 'TMEM88', 'C2ORF72', 'TRIO', 'KDELC1', 'AFF4', 'C4BPA', 'PLRG1', 'TLN2', 'C1QB', 'RNF138P1', 'CYP26B1', 'WIBG', 'BRINP3', 'RPH3A', 'ZNF713', 'VWA5A', 'UGT2B11', 'ABCC12', 'MRPL4', 'MTG2', 'CHST7', 'CENPH', 'ISCA1P1', 'RFNG', 'RANBP6', 'AQP3', 'ZNF501', 'SPAG17', 'ANKRD52', 'ZSCAN25', 'RBM25', 'MYT1', 'NGRN', 'TWSG1', 'VHL', 'PRSS54', 'FAM13A-AS1', 'ATP6V0A1', 'MYLPF', 'GRINA', 'VPREB3', 'FAM180B', 'B3GNT8', 'HDAC9', 'KIAA0226L', 'C6ORF1', 'COBLL1', 'TMEM132A', 'CLDN17', 'PLEKHG1', 'ZNF383', 'FCGR2A', 'HOXD10', 'DNAJC5B', 'XDH', 'VEZT', 'CCDC132', 'AGR2', 'FOXD4L3', 'C22ORF15', 'TPRXL', 'NDUFB6', 'C4ORF27', 'DUSP15', 'TEX29', 'CLK3', 'HABP2', 'LIG1', 'ITSN2', 'RRP7A', 'TBCC', 'HNRNPA1P33', 'FAM96B', 'STON1-GTF2A1L', 'C16ORF13', 'LCAT', 'KLHL12', 'HLA-DOB', 'EP300', 'TRIB3', 'ABCA1', 'SPINK8', 'C15ORF40', 'PCTP', 'HAVCR1', 'STEAP2', 'TRNP1', 'INTS4', 'MTSS1', 'SEC22A', 'SLC23A3', 'MT1E', 'DNTTIP2', 'MAFK', 'HAUS8', 'ERI2', 'APTX', 'AMIGO2', 'HBB', 'CCDC65', 'ARHGAP44', 'FBN3', 'CARD11', 'JSRP1', 'FAM110C', 'GDF2', 'DEPDC5', 'PTGFR', 'DEFB118', 'TMEM132E', 'DENND1B', 'C16ORF82', 'LMBRD1', 'FAM20B', 'SH3GLB2', 'PCSK9', 'SORCS3', 'MDFI', 'CX3CL1', 'KCNU1', 'AREG', 'PRSS58', 'WDFY1', 'ACBD5', 'FOXD4L5', 'CD2AP', 'RBFA', 'SNORA12', 'C9ORF163', 'PSD', 'C3ORF36', 'APOA1BP', 'BCKDHB', 'OR11H6', 'CD209', 'PNLDC1', 'TMEM14B', 'HOOK3', 'HNRNPH1', 'TTC30A', 'GCC1', 'SNORA56', 'GRIN3A', 'RHBDD2', 'LRRC30', 'USP34', 'ANKRD30BP2', 'EIF4A3', 'TRUB1', 'CDCP2', 'IL9', 'FSD2', 'SLC52A2', 'ZNF195', 'LOC145783', 'ZNF821', 'SUOX', 'HADHA', 'SGCG', 'ATP12A', 'LGALS1', 'RPS14', 'CHGB', 'TDRD5', 'CACNA2D2', 'OR5D18', 'RAB4A', 'DHX34', 'LINC00950', 'TRABD2A', 'IKBKE', 'XKR9', 'GSTM2', 'CD320', 'PCAT18', 'SUZ12P1', 'OR2T35', 'TMEM50A', 'RPL23AP7', 'E2F7', 'CASKIN2', 'CYB5D1', 'ST7-OT3', 'KRTAP5-5', 'GNG3', 'GALC', 'EPHB6', 'CAPG', 'RTCA', 'C20ORF24', 'GPHA2', 'ARL14EP', 'LAMTOR3', 'UBE2QL1', 'SCGB1D4', 'ZNF646', 'LINC01550', 'REST', 'FAM182A', 'ADGRF2', 'PLA2G16', 'C21ORF58', 'ITGBL1', 'ZYG11A', 'RSF1', 'CYP4V2', 'FAM86HP', 'TMEM150C', 'RPRD1A', 'CDC27', 'FAM66C', 'IKZF4', 'MGC27382', 'ZNF530', 'SFTPC', 'DNMT1', 'USP17L2', 'ZFP28', 'SMIM7', 'PAN2', 'C19ORF40', 'KIR3DL3', 'FNIP1', 'RAB26', 'FOXI1', 'AIG1', 'HSP90AA1', 'LOC730101', 'IQCA1', 'MAPRE3', 'CYP19A1', 'GBP7', 'CAMKV', 'GPC5', 'ZRANB1', 'CYP2S1', 'AGMO', 'KAT5', 'CDC37L1', 'LHX2', 'NCALD', 'CNGB3', 'KRT38', 'KLHL2', 'RAB25', 'HES4', 'PDE1C', 'RPAP2', 'ZNF692', 'RPA1', 'EFNA4', 'AQP6', 'FAM161A', 'LOC340017', 'BECN1', 'TAS2R4', 'TYMS', 'PCDHB5', 'SLC11A2', 'TDP1', 'PRSS45', 'CDK9', 'ABCB11', 'CYP21A2', 'RAMP3', 'SLC27A4', 'APOC1P1', 'MYO1E', 'WDR90', 'PHLDB3', 'ACRV1', 'MBOAT1', 'TAX1BP1', 'TBC1D26', 'MAGI2', 'BAD', 'CAMK2A', 'PHAX', 'DUSP5', 'IMP3', 'SSTR5', 'LOC100130691', 'COPB2', 'C1QTNF3', 'RBMS2', 'C10ORF105', 'G0S2', 'PPP1R14C', 'FOXO4', 'LAMC3', 'CRYL1', 'GPR32', 'MYO1A', 'KRTCAP3', 'TAGLN2', 'RPS6KA6', 'KRTAP10-1', 'ABCB8', 'KLK1', 'VWC2', 'TMEM214', 'CES4A', 'LOR', 'ARID4B', 'C1QL3', 'LINC01588', 'PRKCI', 'CLDN9', 'RRP1', 'ITGA9', 'ZNF845', 'LRFN4', 'HPS5', 'PLCE1', 'C7ORF60', 'CHCHD4', 'YWHAQ', 'ZNF706', 'CARD6', 'FAM201A', 'TSG1', 'TCEAL1', 'IL23R', 'CNOT3', 'WSCD1', 'MIR99AHG', 'TBL1X', 'C1ORF127', 'SYTL4', 'SSR1', 'C17ORF82', 'SDHC', 'PTRF', 'TMSB15A', 'TEF', 'LINC00479', 'GIMAP2', 'TMEM159', 'TRAM2', 'GNAT1', 'HP', 'FGD4', 'CHST1', 'PMS2P1', 'PRCP', 'AFAP1L1', 'MAST2', 'MSH3', 'ASNA1', 'ZC4H2', 'ENSA', 'PATL1', 'PPWD1', 'DEFB1', 'BRE-AS1', 'ELAVL1', 'SH3RF3', 'SLAMF9', 'NANOG', 'C7ORF57', 'CNIH4', 'LOC391322', 'TCIRG1', 'MAPK4', 'ARGFXP2', 'MAP4K4', 'POM121L8P', 'ACOT11', 'DMRTC1B', 'TAOK1', 'MYPOP', 'AP3M1', 'PLA2G12A', 'LSM1', 'ZNF738', 'ZBTB43', 'HOXD9', 'CIB3', 'ASAP1', 'MMP28', 'GOLGA2P5', 'HMX2', 'KLK8', 'TMEM179B', 'ATP6V1H', 'ARHGAP28', 'CAMSAP1', 'ASPG', 'DPH3', 'LTBR', 'TAF13', 'PRR5L', 'FAM213A', 'RC3H1', 'SOX12', 'ZNF189', 'FBXL5', 'BMS1P5', 'KITLG', 'MIR31HG', 'FAM86EP', 'BRPF3', 'ZDHHC18', 'GMCL1', 'CHN1', 'ANKHD1-EIF4EBP3', 'ACADSB', 'SYT14P1', 'ZBP1', 'CDK12', 'C1QTNF9B-AS1', 'CFHR2', 'DHRS7B', 'ATP5G1', 'PNPLA5', 'B4GALT3', 'KERA', 'CCDC115', 'KRBA1', 'WNT5B', 'SYVN1', 'ATXN3', 'METTL24', 'GTF2I', 'NT5M', 'KIAA1456', 'TBRG4', 'LCE1F', 'UTP14A', 'PEX11B', 'NELFCD', 'PSMA3', 'KIF2A', 'ANO5', 'BRF2', 'TAF1A', 'LINC00442', 'NAA15', 'SLC6A11', 'C2ORF27A', 'PIK3CB', 'SP140', 'SNAR-G1', 'LINS', 'GCHFR', 'FBXO10', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07669790023289091
		RMSE:  0.6927164423772558
		NRMSE:  0.16172871740223568
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04462654135164201
		RMSE:  0.6710309035955896
		NRMSE:  0.2071658496482324
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6675880639420501
		NRMSE:  0.15586198728568595
		MAPE:  307.97311558867955
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004949645588538276
		RMSE:  0.658164031136248
		NRMSE:  0.20319348928290204
		MAPE:  176.07940307985857

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  3.365435484445734e-15
		NRMSE:  7.857292408586417e-16
		MAPE:  3.495870746747099e-12
		Pearson Correlation:  0.029430862160132992
		Spearman Correlation:  0.02738936894474994
		Coefficient of Determination:  -5.610277940236376
		RMSE:  1.6879977128883068
		NRMSE:  0.5211317072298808
		MAPE:  719.531328361921

	Predictor:  ElasticNet
		Pearson Correlation:  0.8535768628014714
		Spearman Correlation:  0.827590701691997
		Coefficient of Determination:  0.7017804088129733
		RMSE:  0.3645664073018492
		NRMSE:  0.08511542942235927
		MAPE:  253.44873589739203
		Pearson Correlation:  0.5686548134766195
		Spearman Correlation:  0.5571765233980474
		Coefficient of Determination:  0.3171506170670966
		RMSE:  0.542530869584924
		NRMSE:  0.16749432545612178
		MAPE:  144.4382334015961

	Predictor:  RandomForests
		Pearson Correlation:  0.6796475186731974
		Spearman Correlation:  0.6428535030868563
		Coefficient of Determination:  0.4508656048011592
		RMSE:  0.4947068074261766
		NRMSE:  0.11549934801694449
		MAPE:  168.56412126597115
		Pearson Correlation:  0.6209717785176824
		Spearman Correlation:  0.6427170447479962
		Coefficient of Determination:  0.3773968717050711
		RMSE:  0.5180451866174084
		NRMSE:  0.15993491606230384
		MAPE:  98.62860120334878

Protein:  TP53
x_train_column_count:  1002
x_train columns:  ['NR1H3', 'UBA7', 'ZKSCAN3', 'METTL5', 'MMP23A', 'RB1CC1', 'GNAS', 'AMFR', 'APOL4', 'KRTAP10-4', 'SPRR2D', 'HIST3H2A', 'TMEM101', 'LOC155060', 'FHL1', 'LENG9', 'TRIM43', 'OR14J1', 'NPPA', 'CYP26A1', 'OPRM1', 'NEUROG2', 'HDAC4', 'CDRT15', 'PBOV1', 'SNORA24', 'SH3GL3', 'ARAF', 'ICAM2', 'MYOG', 'HSF4', 'GMNN', 'IPPK', 'PCGF6', 'NEMF', 'NACAP1', 'TCP11', 'SMAD3', 'CCBL2', 'GNLY', 'TNFRSF21', 'CCL2', 'COL3A1', 'USP49', 'GNB1', 'DGKH', 'POFUT2', 'SLC10A7', 'SPTBN2', 'OSBPL5', 'NPY', 'ADAMTS12', 'IL21', 'RPS19BP1', 'C6ORF201', 'PAIP2B', 'HDLBP', 'MOAP1', 'SGK223', 'SHISA9', 'TRMT10A', 'MZT1', 'CPT1B', 'LYPD2', 'CFAP43', 'SMUG1', 'RPL22L1', 'ENDOU', 'MCF2L2', 'GPNMB', 'TAS2R7', 'ADAMTSL1', 'MAT1A', 'MYH13', 'TDRD6', 'FAM167B', 'CTSO', 'CIAO1', 'C5ORF45', 'USF2', 'FBXL20', 'ANKRD29', 'ATP6AP1', 'CCDC172', 'RPS6KB1', 'PPP1R2P9', 'POU2F1', 'BTG3', 'CWF19L1', 'HHEX', 'ABCC6P2', 'MTF1', 'SPANXC', 'IL13RA1', 'LELP1', 'PPP1R42', 'SDHAF4', 'ILKAP', 'KATNB1', 'C15ORF27', 'MTERF4', 'FKTN', 'MVB12B', 'TNFAIP3', 'DPM1', 'SFRP2', 'PRRT2', 'RAP1A', 'RHOC', 'FAM153A', 'OCIAD1', 'BACE2', 'LILRA5', 'LRRC59', 'P2RY10', 'MAGED2', 'CSNK1E', 'C11ORF52', 'HSD17B14', 'PLK1', 'RNF212', 'ZNF282', 'CHP2', 'ASB12', 'ZFP37', 'LTK', 'MPP5', 'EML4', 'AWAT1', 'SPAG17', 'RNF170', 'QRFPR', 'TEDDM1', 'SNED1', 'CSMD1', 'USP27X', 'PRKAG2', 'LINC01366', 'KLRB1', 'TTTY8', 'MSLN', 'PLK2', 'OR4K13', 'PCNX', 'CYP51A1', 'POLK', 'OR8K5', 'GFAP', 'LOC728743', 'SPATA21', 'TRAIP', 'DCK', 'GPR143', 'LCOR', 'KCNH3', 'VSX1', 'TNN', 'FSTL3', 'AMELY', 'TTTY10', 'AGBL5', 'TAS2R46', 'TMEM200A', 'EYA4', 'MYO9A', 'MRPS2', 'USP51', 'KRTAP12-1', 'LOC152225', 'PRAC1', 'OCA2', 'RNF217', 'PLET1', 'LRRC23', 'CAP1', 'TP53I11', 'AKT3', 'PECR', 'IL18R1', 'TMEM249', 'ZC3H12B', 'STARD5', 'ICOS', 'TOP2B', 'ATP2B2', 'ACOT1', 'ATP5E', 'SLC22A10', 'SRP14', 'CDH26', 'TMBIM6', 'RPA3', 'CACNG5', 'ARL4C', 'ERCC4', 'UST', 'LOC284788', 'STAG1', 'UCKL1', 'ZMYND11', 'KRTAP9-2', 'PDE6A', 'LOC340017', 'EPB41', 'OR12D2', 'ASB16', 'FDCSP', 'CWC27', 'HAS2-AS1', 'VAPA', 'FN1', 'TRAPPC9', 'LINC00964', 'C17ORF82', 'GOLGA6L10', 'ANKRD1', 'RAB22A', 'MIB2', 'LINC01300', 'SFXN2', 'PIN4', 'NOVA1', 'NPHS1', 'KRTAP12-2', 'RASGRP3', 'GSTA5', 'STK4', 'TRPS1', 'DUSP22', 'DKK4', 'SMIM4', 'MEIS1', 'MT1L', 'NT5C', 'NXPH1', 'CMTM6', 'TPRX1', 'ACAD8', 'CASP6', 'ACTN3', 'TBC1D2B', 'TCEANC', 'TUBA3D', 'TBX15', 'OGFRL1', 'TAX1BP3', 'EOMES', 'MKL1', 'RPL13AP17', 'ACVR1B', 'FAM157A', 'PTPRD', 'DENND4A', 'SLC11A2', 'SLC22A1', 'ZNF343', 'UBR7', 'ADGRE4P', 'NABP1', 'PXMP4', 'PAPD5', 'NFYA', 'PPP3CB', 'TMEM2', 'WNK4', 'ABCC11', 'MTG2', 'JAKMIP1', 'S1PR3', 'MCAM', 'UCP3', 'RND3', 'CIRBP-AS1', 'HNRNPDL', 'TDH', 'NOTCH2NL', 'LRP8', 'PRR5L', 'TTC3', 'NBEAP1', 'ISG15', 'CLN5', 'SLC27A1', 'ITGAM', 'SYCE1L', 'PELI3', 'CTXN2', 'THRSP', 'CXCL3', 'MGAM2', 'MYNN', 'FAM3A', 'LYPLA2P1', 'FBXL8', 'SH3TC2', 'COX10', 'ELOF1', 'NKAIN2', 'DCAF7', 'OR2S2', 'CYSRT1', 'ZNF615', 'RECQL4', 'KIAA1755', 'RNF180', 'RAB29', 'DDIT4L', 'STAT6', 'UTS2R', 'ADCY8', 'TCP11L2', 'HEYL', 'DKK1', 'SPTLC1', 'SPRED2', 'CHRNG', 'RALGPS2', 'MBNL1-AS1', 'TWF2', 'SPTB', 'LAD1', 'WEE1', 'UBE4A', 'ST3GAL6', 'ATP6V1E2', 'IFNLR1', 'CCDC28B', 'EIF3I', 'LOC284578', 'HSPA9', 'PGD', 'SLAMF1', 'IMPG1', 'FN3KRP', 'SMC4', 'MSL3P1', 'CAMK2N2', 'KIAA0040', 'SNORA77', 'DGKG', 'AFM', 'ZFAT-AS1', 'SIGLEC17P', 'HSD3B7', 'AQP12A', 'CSE1L', 'MAFB', 'ZNF121', 'HDAC1', 'RASGEF1B', 'ALK', 'SPINK1', 'ARHGEF7', 'BSG', 'IMPA1', 'SMPD1', 'PPP1R1C', 'RPL27A', 'ADGRF2', 'ADARB1', 'FGF13', 'PKIA', 'GPR141', 'ZSWIM6', 'BCL9', 'ELL2', 'SPATA32', 'AKR7A3', 'BRD8', 'GET4', 'SAMD4A', 'PPP1R18', 'LRRC18', 'ATP10D', 'CEP76', 'CD22', 'FRG2DP', 'MEGF6', 'KRTAP12-4', 'LOC541473', 'VIM', 'SPEM1', 'SEMA4B', 'ETF1', 'RBM26', 'SKP2', 'BLOC1S4', 'CYP4F8', 'ITPR2', 'PMF1', 'ASB3', 'URAHP', 'C12ORF54', 'KRT6A', 'TRPC6', 'FUBP1', 'SCYL2', 'NANOS3', 'HAND2-AS1', 'ACER1', 'GOLGA2P5', 'DNASE1L3', 'TSC1', 'RAG2', 'NAB1', 'KCTD18', 'HMMR', 'ZBTB26', 'PTENP1', 'SPINK9', 'MIR99AHG', 'KLHL3', 'C9', 'RAB8B', 'ZNF430', 'GABRE', 'DPPA3', 'TBC1D15', 'PIRT', 'NPPB', 'NPNT', 'SNRNP70', 'NKAP', 'PRMT7', 'LY96', 'CDC14A', 'TMPO', 'LOC100134868', 'MX1', 'FDXR', 'CUL5', 'HIST1H2AK', 'DRD5', 'SH3BGRL3', 'LY6D', 'RAPGEF2', 'APCS', 'MAPT', 'DUSP7', 'LINGO1', 'OSGEPL1', 'HSPA1B', 'TP73-AS1', 'RHOA', 'DNAJC25', 'TINAGL1', 'DOCK6', 'GGA2', 'EXO5', 'YARS', 'RHBG', 'CEACAM21', 'PHF2', 'ECHDC1', 'GPATCH11', 'HOOK2', 'TRIM7', 'PRRG3', 'TBC1D9B', 'FRS3', 'AGTRAP', 'ACTL9', 'CC2D2A', 'USO1', 'SLC25A31', 'MYOCD', 'SCN1B', 'OCLM', 'YY1AP1', 'PDCD2L', 'NXF1', 'FLJ37201', 'MIR7-3HG', 'RBM10', 'ITGAE', 'APOPT1', 'PREB', 'CBX4', 'P3H2', 'CPED1', 'ZNF43', 'KIAA0430', 'TSGA13', 'CKLF', 'IFI30', 'OLFM3', 'DCSTAMP', 'MGAT5B', 'PIH1D1', 'EDC3', 'ZMAT1', 'TBL1X', 'TEF', 'KIAA1715', 'OR5M1', 'FAM102A', 'CENPQ', 'LINC00092', 'RAI1', 'GABRA1', 'CMPK1', 'KRT9', 'OR6C70', 'ABCA5', 'C8ORF34', 'SGCD', 'TESK1', 'ODF4', 'SLC7A8', 'DAXX', 'ADGRG3', 'MUS81', 'NLGN4X', 'DMRTC2', 'RABL2B', 'SATB2', 'PKD2', 'FHDC1', 'WBSCR16', 'ANKRD20A3', 'LOC344967', 'CLPSL2', 'IGSF1', 'GPD1L', 'HACL1', 'KCNJ5', 'ATP12A', 'UGT2A1', 'PSMG3', 'PGPEP1L', 'QTRT1', 'STUB1', 'PSEN2', 'PHF23', 'CPOX', 'WASF2', 'ING1', 'DDX17', 'LUZP6', 'TMEM106A', 'C21ORF2', 'SMAD6', 'NID2', 'RPS2', 'HEBP1', 'CSF1', 'CD84', 'SLC4A2', 'KATNAL2', 'FMO3', 'CALD1', 'KLK10', 'NDUFB10', 'PIN1P1', 'NLRP12', 'FAM173B', 'USP28', 'HSPA12B', 'TRPM7', 'SAMM50', 'MT2A', 'FOXP1', 'FOLR1', 'GPR135', 'RNASE1', 'RAB2B', 'ZNF143', 'ARSG', 'ZNF490', 'EMILIN1', 'SERPINB8', 'RGS22', 'GOLGA7B', 'KIAA1024', 'XCL1', 'STT3B', 'WDR89', 'POLR3F', 'FAM133A', 'CBX6', 'STAG2', 'DIRAS2', 'LINC00937', 'EXTL3', 'C4ORF46', 'GDF2', 'RNF128', 'TNFRSF8', 'STK38', 'ZNF589', 'C2ORF15', 'COMMD2', 'FAM27C', 'KCNT2', 'BPIFC', 'CDRT4', 'ARL13B', 'BAIAP2-AS1', 'CD19', 'OR52K2', 'B3GALNT1', 'KRTAP10-5', 'CH25H', 'APBA2', 'MCF2L', 'ELL3', 'ZNF35', 'RPS6', 'OR2D2', 'KCTD2', 'PLXND1', 'SCML2', 'HDAC3', 'RAB11FIP3', 'MARS', 'SNORA71E', 'METTL21C', 'TK2', 'LINC01098', 'CCL24', 'APPL2', 'PSMC3', 'AFP', 'ARNT2', 'MIR1-1HG', 'CCDC116', 'KDM4A', 'ASIC4', 'SELT', 'ZBTB45', 'SPG7', 'OR6T1', 'SKA3', 'ZNF485', 'TLX1NB', 'TMEM62', 'LINC00662', 'HOMER2', 'PPIC', 'PRELP', 'C1GALT1C1L', 'DPH5', 'TPTE2P6', 'HIST4H4', 'UNC13B', 'RHOB', 'LSR', 'ARHGAP5', 'TMEM216', 'SLC2A6', 'TAS2R5', 'SLC35A5', 'DEFB136', 'MESP1', 'SECISBP2L', 'TMEM200B', 'ZNF157', 'MRPS15', 'SFTPA1', 'ZNF529', 'GOLGA6C', 'C11ORF70', 'CRTAP', 'SMARCC1', 'THYN1', 'ZP1', 'SFTPA2', 'SLC39A7', 'DCP1A', 'PP7080', 'TMIGD2', 'ZSCAN22', 'CHST13', 'KLF10', 'ISM1', 'RARRES3', 'LAX1', 'ACHE', 'NRAS', 'NR1D2', 'SRPX2', 'GABRA3', 'ADGRA2', 'C1ORF64', 'RGS20', 'CT45A4', 'KLF2', 'RPUSD3', 'CXXC4', 'HSPH1', 'GRIA1', 'SZT2', 'PIKFYVE', 'ELMO1', 'RPS27', 'KCNK18', 'CNOT6', 'F8A1', 'CTU2', 'LIPE', 'SFTPB', 'LINC00596', 'NAA35', 'TMEM9', 'EGFR', 'NUCKS1', 'COLCA1', 'PUS10', 'TMPRSS11D', 'WWOX', 'PAXIP1-AS1', 'C11ORF57', 'ESYT2', 'SPARC', 'ELAVL2', 'METTL9', 'ACAP3', 'RASSF2', 'TRIM24', 'TBP', 'SLC25A40', 'CSF3R', 'CFAP74', 'KRTAP10-12', 'S100A12', 'PELI1', 'ASIC3', 'LINC01588', 'ALX1', 'C21ORF33', 'LINC00162', 'NR3C2', 'MC1R', 'HLA-E', 'ARL6IP6', 'HTR1F', 'TYMS', 'IFT46', 'GPRC6A', 'SERTM1', 'CRIPT', 'MIPEP', 'ASB7', 'LINC01102', 'NEK3', 'FLT3LG', 'PLLP', 'DSCR10', 'KRTAP21-1', 'HGS', 'ETFDH', 'NCBP1', 'OR5AS1', 'PSMA2', 'CECR5-AS1', 'PROKR1', 'NFIA', 'GNGT1', 'DMXL2', 'FAM9A', 'ICA1L', 'LDLRAP1', 'GLYATL3', 'TMEM259', 'PSD', 'DCLRE1B', 'SDHAP2', 'SLC41A3', 'JARID2', 'SLC25A11', 'KIF5A', 'HDX', 'NUAK2', 'EBAG9', 'MESP2', 'SLC15A4', 'XYLT2', 'PKP2', 'ABCD1', 'MR1', 'ST7-OT4', 'BACH2', 'KLHL23', 'LOC644936', 'CD1A', 'PRAME', 'MGAT4C', 'GNA12', 'OSBPL7', 'SMCR8', 'TST', 'SPANXN1', 'FAM167A-AS1', 'MFHAS1', 'HIST1H3J', 'ZNF232', 'CDKN2A-AS1', 'SEC23IP', 'DGKE', 'EPHA1', 'FOLR3', 'GATC', 'ACSF3', 'RPL23', 'FCRL3', 'FBXO42', 'RAD21', 'LOC285074', 'ARHGAP11A', 'C1QTNF4', 'MAGEB2', 'NEUROD2', 'AKR1D1', 'SYT11', 'SOX21', 'TRIM2', 'TPD52L2', 'ASH1L', 'ATIC', 'B3GALNT2', 'HSD17B7P2', 'PIK3CB', 'CYP19A1', 'EME1', 'MOK', 'SLC6A20', 'ZNF443', 'STX6', 'OR10C1', 'UIMC1', 'HPCAL4', 'FZD4', 'ACTC1', 'TRIML1', 'UBASH3B', 'ZYG11B', 'ANP32C', 'CDC34', 'IYD', 'GSTM2', 'SIX6', 'ANKFN1', 'EZH1', 'C11ORF1', 'PKP3', 'SNAR-C4', 'CLPS', 'GUCY1A3', 'ZNF845', 'ARFGEF3', 'NFKB2', 'ZNF71', 'GNAL', 'ARGFX', 'TECTA', 'IKBKB', 'WDR37', 'TCTEX1D4', 'FEZF1', 'FBXO15', 'ZBTB22', 'LRRN3', 'KRTAP2-1', 'OSTM1', 'BNIP2', 'SLC27A6', 'KMT2B', 'ANP32AP1', 'EPYC', 'COL9A2', 'NSMCE4A', 'PIGF', 'HSPD1', 'RGCC', 'PSMA5', 'SOX2', 'MKLN1', 'ZNF264', 'CNTFR-AS1', 'C16ORF58', 'ADGRA3', 'FAM183CP', 'IFRD1', 'TAS2R30', 'JHDM1D-AS1', 'POLE', 'KDELR2', 'ZNF321P', 'MSN', 'DGUOK', 'NIF3L1', 'LVRN', 'IFRD2', 'FAS', 'HIST1H4F', 'IL1R2', 'KLF7', 'CRHBP', 'PLP1', 'ARID3B', 'NIP7', 'TFR2', 'FAM104A', 'LINC00950', 'NSUN7', 'IQCJ', 'B4GALT7', 'GLUD2', 'TBX22', 'FKBP9', 'C9ORF43', 'ZNF138', 'GMIP', 'KLHL15', 'ARAP3', 'JAZF1', 'SALL3', 'SASH3', 'AVPR1B', 'CSRNP1', 'GCSAM', 'POLD4', 'SF3B3', 'ELK3', 'ELAVL4', 'NCSTN', 'UNC5D', 'YIPF6', 'OR51G1', 'CPSF3L', 'RUSC1-AS1', 'C19ORF44', 'CIDEB', 'TMEM160', 'GNG3', 'TGM7', 'SSR3', 'DZIP1', 'RCBTB2', 'SLC26A1', 'PPM1B', 'DERL2', 'PRSS37', 'EXOSC8', 'PRPF38A', 'ELF1', 'SNORD22', 'SNORA5A', 'HSD11B1L', 'NOL8', 'LMBR1L', 'DSG2', 'LYL1', 'PIPSL', 'MACROD2', 'CEP97', 'GAS8', 'TCF7', 'CORO1A', 'PRR16', 'TMX1', 'POLR2M', 'NDUFA13', 'PIP5KL1', 'CD4', 'DNAAF3', 'NUDT6', 'C7ORF73', 'PRR23C', 'H3F3B', 'CCBL1', 'EXOC3L1', 'SETDB2', 'FAM214A', 'OR51F1', 'RHOBTB2', 'SEC23B', 'MAP1LC3B2', 'IL3RA', 'CCL16', 'TFB1M', 'WASF1', 'FAM71F1', 'WDR18', 'PPP1CA', 'B3GAT3', 'CLEC4D', 'CRY2', 'RNLS', 'PCDHA12', 'C17ORF59', 'TEFM', 'ERRFI1', 'ZNF781', 'AJUBA', 'ZNF815P', 'SFMBT1', 'SLC25A6', 'SERP2', 'LOC100192426', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.043501333030021794
		RMSE:  0.4597988418920562
		NRMSE:  0.11050200478059512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10290984727382035
		RMSE:  0.4520547550562478
		NRMSE:  0.16857084713604026
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45011280589110314
		NRMSE:  0.10817419031269002
		MAPE:  382.8265287953516
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010546813555600831
		RMSE:  0.4327123127899972
		NRMSE:  0.16135806629028604
		MAPE:  261.16646791413905

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.5555345138135483e-15
		NRMSE:  3.7383670122892295e-16
		MAPE:  3.777299018364836e-12
		Pearson Correlation:  0.2041236901728325
		Spearman Correlation:  0.1708325540218706
		Coefficient of Determination:  -1.1784144883285252
		RMSE:  0.6353181945843346
		NRMSE:  0.23690963332239542
		MAPE:  863.364202769706

	Predictor:  ElasticNet
		Pearson Correlation:  0.8489734719850761
		Spearman Correlation:  0.7858678109436882
		Coefficient of Determination:  0.6862884772725115
		RMSE:  0.252107986786282
		NRMSE:  0.060588316939745736
		MAPE:  289.9774861352122
		Pearson Correlation:  0.4716087864381321
		Spearman Correlation:  0.401005000062345
		Coefficient of Determination:  0.20073301709672386
		RMSE:  0.38482827246409085
		NRMSE:  0.14350214695363403
		MAPE:  567.8286198522566

	Predictor:  RandomForests
		Pearson Correlation:  0.6841845072560785
		Spearman Correlation:  0.5840350519502922
		Coefficient of Determination:  0.39607250418119777
		RMSE:  0.34979513934556283
		NRMSE:  0.08406516206334123
		MAPE:  496.22230900828043
		Pearson Correlation:  0.4927856340072236
		Spearman Correlation:  0.34984725495330365
		Coefficient of Determination:  0.22261825943539115
		RMSE:  0.37952308926337414
		NRMSE:  0.14152384849232166
		MAPE:  388.7089731540569

Protein:  CTNNB1
x_train_column_count:  994
x_train columns:  ['SMPDL3B', 'INHBC', 'LIPK', 'TOMM70A', 'GAB3', 'CGNL1', 'ARGFXP2', 'CMTM6', 'TFB2M', 'SPINK13', 'KCNJ1', 'GEM', 'TMEM39B', 'ZNF24', 'ERBB4', 'PZP', 'OLMALINC', 'THBS4', 'PNO1', 'FBXL13', 'MGC16275', 'TSGA10IP', 'EFCAB1', 'EIF2B1', 'DDX31', 'ANTXR1', 'TBX5', 'DLC1', 'STXBP1', 'ATP5G2', 'TCEANC2', 'POLA1', 'PDXDC2P', 'ZFHX4-AS1', 'USP37', 'FKBP2', 'CSNK1G2', 'PRSS3P2', 'DGKI', 'FOLR1', 'TMEM57', 'VENTX', 'USP25', 'SRRD', 'PRDM13', 'EPHB4', 'SPOCK1', 'SGCB', 'ZIM2', 'SLC39A11', 'ZNF224', 'INSRR', 'CARNS1', 'CHD6', 'EPS15', 'LAPTM5', 'XRCC6P5', 'CCNYL1', 'FAM43A', 'PQLC2L', 'DOHH', 'CCT6B', 'TRIM22', 'PLCB3', 'GLYR1', 'SMEK3P', 'MCCC1', 'SFSWAP', 'FGFR1', 'SLC20A1', 'LRRC39', 'PCDH9', 'KBTBD7', 'QSER1', 'ZSCAN20', 'DEFB126', 'ATG3', 'FAM76B', 'THAP2', 'OR52N1', 'MTR', 'SDC1', 'SLC7A8', 'SSMEM1', 'NR5A1', 'UBXN2A', 'KCNIP1', 'ATP8B1', 'PMVK', 'TXNL4B', 'ZDHHC4', 'HOXA4', 'SMAD6', 'CTSC', 'GPR75', 'MTERF3', 'TVP23A', 'ASH2L', 'WNT10B', 'GAS7', 'C18ORF42', 'GPR137C', 'QTRTD1', 'LOC728392', 'GORASP1', 'SOGA3', 'SCYL3', 'RCE1', 'EFEMP2', 'WEE2-AS1', 'ALG5', 'MRC1', 'POLE', 'USP39', 'MS4A8', 'RAB3D', 'BNIP3L', 'SUPT5H', 'PNMAL2', 'CAD', 'ANKRD45', 'PCAT18', 'FOXN4', 'NCDN', 'PMCH', 'C8B', 'TM9SF4', 'NAP1L6', 'NR5A2', 'CEP112', 'ADCK5', 'MND1', 'C9ORF129', 'TMPRSS9', 'OR1M1', 'MOB3B', 'C3ORF67', 'ZNF449', 'GBP7', 'LRR1', 'DYM', 'FBXO43', 'HSD17B10', 'REV3L', 'ZNF256', 'WNK1', 'IQGAP2', 'EGFL7', 'OR9Q1', 'C20ORF195', 'SFRP5', 'AP4S1', 'ZNF322P1', 'KRTAP21-1', 'RBM14', 'PAH', 'SELENBP1', 'PARD6G-AS1', 'CRISP2', 'GOLGA6B', 'CUEDC2', 'CTBP2', 'INSC', 'COMMD5', 'FAM185A', 'CAPN11', 'MRPS16', 'NEUROG3', 'HLA-DOB', 'ARID4A', 'PSMD12', 'ERF', 'LRRC15', 'DEGS2', 'CDK1', 'HJURP', 'CYBA', 'CYTL1', 'ABCC8', 'TMED6', 'WDR55', 'CCDC110', 'TPSAB1', 'KCTD11', 'PLCXD3', 'OR10S1', 'CHRNB3', 'LEFTY2', 'TNFRSF10B', 'LZTFL1', 'MFSD2B', 'FAM58A', 'ZNF853', 'MAP3K14-AS1', 'PI4KAP1', 'NUP155', 'TIMM22', 'TAS2R30', 'TMF1', 'MCEE', 'PRMT1', 'PRG3', 'ZNF493', 'WLS', 'PRR18', 'ASB12', 'MYL6', 'FAM71E2', 'SMC1A', 'VGF', 'JAKMIP3', 'ZSCAN26', 'TRMT44', 'PHPT1', 'GFRAL', 'TMEM181', 'C14ORF93', 'CAMKMT', 'ABT1', 'KCNRG', 'SYNJ2', 'KRTCAP2', 'LOH12CR1', 'AAED1', 'ATP5C1', 'HABP2', 'LMNTD2', 'RNF186', 'MYO1E', 'MBD5', 'LINC00922', 'SNRNP35', 'CD160', 'RPLP1', 'EFNB2', 'OSMR', 'TRIM29', 'NELFB', 'PRSS12', 'PTCHD3', 'LEO1', 'C22ORF34', 'SERPINB1', 'NAV2', 'FXR2', 'ATM', 'PROSER2', 'LHCGR', 'PALMD', 'TRIM60', 'ARHGDIB', 'STARD6', 'KRTAP10-6', 'IFT43', 'POLR3K', 'MAP3K15', 'LINC00189', 'NUDT1', 'NSUN5', 'CLEC1B', 'NAGLU', 'FAM149A', 'IGIP', 'PDLIM3', 'MAPKAPK3', 'C4ORF45', 'L1CAM', 'HIST1H2AA', 'HIST1H1C', 'C9ORF114', 'CAMKK1', 'MEF2BNB-MEF2B', 'VENTXP7', 'NDUFB4', 'IL12A', 'SAMD1', 'KATNAL2', 'GCLC', 'LINC00294', 'ING3', 'G6PC3', 'CFI', 'DHRS7', 'TRIM75P', 'CDH11', 'RELT', 'LOC285847', 'MMP28', 'RPL13P5', 'TOMM7', 'CCNY', 'HAND1', 'CELP', 'RNASE13', 'AMN1', 'KDR', 'CTPS1', 'CPA5', 'MED10', 'MLIP', 'TRABD2A', 'NOP16', 'IVNS1ABP', 'EIF4G3', 'INAFM1', 'NINL', 'RPS3', 'NUTM2A-AS1', 'RABAC1', 'EMX1', 'KLK4', 'KCNG3', 'IFNW1', 'PART1', 'GABRE', 'ADGRD1', 'GGA1', 'SLC26A1', 'MOV10', 'SPTBN4', 'TMEM127', 'SNORA44', 'RNF145', 'TMEM169', 'CT47B1', 'B2M', 'NEK3', 'PAAF1', 'SMG1P3', 'AGRP', 'ZNF561', 'IKBKB', 'C19ORF33', 'CCDC66', 'DDX24', 'ANKRD44', 'F2RL3', 'DMXL1', 'MDN1', 'LOC553137', 'VPS41', 'CEACAM22P', 'AARSD1', 'PRKCDBP', 'DNAJC17', 'AHNAK2', 'KIAA2013', 'ZNF345', 'HHIPL2', 'ITGB1BP1', 'BAIAP2-AS1', 'USP33', 'SEC24C', 'HDAC8', 'OR7G2', 'KCNIP2', 'CRAT', 'SLC2A4RG', 'TMEM140', 'ANKEF1', 'SNX10', 'SLC2A5', 'KIF3B', 'KCNK9', 'CCDC67', 'ALDH1A2', 'RETN', 'RAB2B', 'AGBL3', 'SDR39U1', 'CEP57', 'A2M-AS1', 'BUD13', 'SOX2-OT', 'WFDC9', 'MAML1', 'NTRK1', 'CACHD1', 'ARPC3', 'ZNF429', 'ZNF841', 'TPK1', 'FNDC3A', 'CDH10', 'PNLIPRP2', 'AQP8', 'PROSER1', 'SWI5', 'SLC38A3', 'TWF2', 'GOLGA2P5', 'ABCA13', 'WDFY2', 'FAM71E1', 'ANO8', 'ATP5G1', 'NDUFB1', 'UNC5C', 'MAGI1', 'LINC00602', 'FAM90A7P', 'SLC25A2', 'SAMM50', 'TMEM248', 'TBC1D16', 'HS6ST3', 'MCMBP', 'LILRA6', 'SHISA6', 'LAMTOR3', 'CIPC', 'COPE', 'ARID2', 'TUBA3E', 'KLHL35', 'ASB17', 'SLC45A3', 'ZNF699', 'ARHGEF25', 'CSTF2T', 'ZNF138', 'PTDSS2', 'ZNF101', 'C22ORF15', 'GPR171', 'SEPT2', 'ADAL', 'CCDC169', 'MTVR2', 'LRP12', 'NELL1', 'PARG', 'BRDT', 'SNAPC5', 'PAFAH1B3', 'LRRC32', 'SPANXN1', 'CHST3', 'MARCH5', 'DUSP7', 'CLDN7', 'ATP5L', 'PAX2', 'KRTAP10-9', 'RAD51D', 'SLTM', 'B4GALT6', 'PRAF2', 'GRXCR2', 'ANKRD55', 'FICD', 'VAMP3', 'PRKAR2A', 'PFAS', 'HLA-DRB5', 'PIR', 'ZNF426', 'EPN1', 'WNT7A', 'LY6G6E', 'FEZF2', 'USP3', 'SHROOM2', 'MRPL42', 'NEUROD1', 'CYP4F2', 'OR6C75', 'ZMAT4', 'CCDC171', 'LBX2-AS1', 'BCL2L2', 'KCNN1', 'THAP5', 'DIAPH2', 'PLTP', 'LINC01144', 'KLHDC9', 'PNMAL1', 'AMMECR1L', 'SEPT4', 'PCDH20', 'CBLN4', 'ICMT', 'AGAP3', 'KRTAP27-1', 'TMEM42', 'OR4F17', 'HLA-DQA1', 'TH', 'DCAF11', 'SPHK2', 'CXADRP3', 'FOXO1', 'CELA1', 'SNORA70B', 'MED7', 'SERPINB5', 'ADAMTSL3', 'CGB2', 'CNST', 'HSF2', 'CAPSL', 'C19ORF66', 'TMEM138', 'ANKRD33', 'USP5', 'ABCA2', 'TIMM10', 'EMC8', 'MARCKS', 'SRXN1', 'INPPL1', 'MBLAC1', 'LAS1L', 'SNX2', 'TDH', 'SBNO1', 'RNF13', 'TEX29', 'TTLL5', 'GMPR', 'DHDDS', 'ARHGAP9', 'BAGE2', 'PYROXD1', 'PIGC', 'MPLKIP', 'CECR1', 'C17ORF75', 'ISLR', 'NOMO3', 'S1PR2', 'COG5', 'CNIH2', 'SETD8', 'NR4A1', 'P2RY12', 'PAK2', 'CT47A11', 'PRPS1L1', 'PHLPP2', 'DMGDH', 'HBG2', 'LGI4', 'OR10T2', 'CD1B', 'TAC3', 'SNORA20', 'TRAP1', 'ZBTB41', 'GPD2', 'RRN3P3', 'PTPRK', 'COPA', 'FOXD4L3', 'RAB4A', 'ANKRD34A', 'ADGRG2', 'ZNF346', 'TYW3', 'APOA1', 'ZMYND19', 'TFAP2A', 'NCF4', 'HIST2H2AB', 'TMEM254', 'HAUS4', 'MLYCD', 'TNFRSF1A', 'SMG5', 'MKRN2', 'OVGP1', 'FDCSP', 'POLR2J4', 'MGME1', 'HDAC6', 'HTR4', 'FAM195A', 'SIKE1', 'KRTDAP', 'RAB37', 'UGGT1', 'AOC3', 'ECI2', 'TRIM44', 'CEP170B', 'ITIH6', 'ADRA2A', 'LOC389033', 'EDNRA', 'HNRNPL', 'EI24', 'EMC6', 'NCOA5', 'NAA40', 'PERM1', 'VWA5B2', 'RBP7', 'DENND6B', 'MYL9', 'DXO', 'NOG', 'ZCRB1', 'TLK2', 'LYSMD3', 'MCHR2', 'ENOSF1', 'TPGS1', 'HSD52', 'ANP32A', 'TNFAIP6', 'HIC1', 'KIFC1', 'MS4A5', 'MAOA', 'HHATL', 'OSBPL6', 'SEC11C', 'TBL1XR1', 'POM121L12', 'ARID3A', 'ECHS1', 'FAM90A1', 'ARHGAP32', 'C6ORF106', 'TMEM200B', 'TRIM66', 'PDCD2L', 'NFASC', 'INO80B', 'FAM71B', 'MAP2K1', 'DSPP', 'KLHDC7A', 'SNORA24', 'UBQLN4', 'OTUB1', 'DUS1L', 'LHFPL2', 'SLC7A5', 'STX3', 'RAB3IL1', 'ATG10', 'SEC61A1', 'SLCO4C1', 'ERO1LB', 'RARG', 'KLHL7', 'ZNF252P-AS1', 'MAGT1', 'JAG2', 'HTRA2', 'LYN', 'PCNA', 'COA5', 'RAD18', 'LOC286359', 'PSIP1', 'HCG11', 'NDUFB2-AS1', 'GYPE', 'MFI2', 'CKAP2L', 'SLC7A13', 'NDUFS3', 'WFDC2', 'MFSD7', 'SLC9C1', 'KLHL28', 'ZNF792', 'CXCL9', 'FDX1L', 'PDHA2', 'NR1I3', 'TM9SF3', 'BAD', 'FAS', 'KLHL34', 'TAB2', 'SH3GL3', 'SLC25A3P1', 'CFAP57', 'ZNF572', 'WBSCR22', 'CROT', 'CYP2C9', 'PPP2R1B', 'PJA2', 'LINC00705', 'NUTM2A', 'OXGR1', 'PCDHB10', 'NUMB', 'PLCG2', 'ABCB5', 'NEUROG2', 'TINF2', 'DPY19L2P1', 'SLC35G3', 'HTR3A', 'CLIP4', 'RGS16', 'GDPGP1', 'ZSCAN16', 'LOC400043', 'APRT', 'ADAD2', 'C20ORF85', 'PVT1', 'CSTF2', 'FGR', 'EBF1', 'BET1P1', 'ZNF826P', 'OR51V1', 'GIMAP1', 'UNC119B', 'METRNL', 'SMARCA2', 'USP28', 'RNF44', 'B4GALT1', 'GMFB', 'RDH16', 'SLC5A6', 'DPCD', 'MICU2', 'TRAF3IP3', 'MYBL2', 'TMCO3', 'TCF20', 'KCNK15', 'SYT8', 'RASA4CP', 'CRYZL1', 'ATP8B4', 'AIDA', 'STRN', 'HGS', 'ADGRB1', 'MUC7', 'TERC', 'NKX1-2', 'CKMT2', 'KIAA1804', 'PMS2', 'MADD', 'HSD17B3', 'SLC25A15', 'H2AFX', 'DGCR5', 'DHRSX', 'TMEM14E', 'XYLT1', 'CCNO', 'MEF2C', 'TMEM216', 'SAC3D1', 'CLPSL2', 'PTPDC1', 'NF1P2', 'FOXA3', 'MEF2A', 'CHCHD7', 'NPDC1', 'LINGO3', 'POLD2', 'LGI2', 'OMP', 'KCNB1', 'RBM10', 'BBX', 'OR2A9P', 'SLC25A3', 'SUMO2', 'AR', 'GMPS', 'FGA', 'COL18A1', 'OGFOD1', 'ACSL6', 'SNORA80A', 'ZSWIM4', 'SLC19A1', 'FBXL5', 'SIGLEC15', 'TBC1D8', 'AASDH', 'SSBP2', 'FOXQ1', 'NUBP2', 'SLC22A18', 'GLRX', 'ZNF500', 'CCDC127', 'SPATA45', 'IGSF22', 'CCDC120', 'ST3GAL4', 'DHRS12', 'LOC100287704', 'LLGL2', 'ZDBF2', 'RNF7', 'CLSTN2', 'ATL2', 'PDZD4', 'PBDC1', 'ZNF805', 'CNGB1', 'TMEM200C', 'CYP27B1', 'CINP', 'INO80C', 'SNTB2', 'PORCN', 'OR8B12', 'LOC641367', 'TISP43', 'SNORA15', 'DMP1', 'CASC2', 'DSCR4', 'MARVELD2', 'R3HDM4', 'LOC100130417', 'ZBTB5', 'GPRC5B', 'IFNGR2', 'B3GALT5-AS1', 'KRT31', 'C2ORF81', 'CLCC1', 'ADAM3A', 'CTSL', 'MOGAT3', 'ALPP', 'CNTN6', 'TMEM190', 'LINC00235', 'SNAR-A13', 'CREG1', 'QDPR', 'MRPL32', 'USP6NL', 'MARC2', 'UGT1A1', 'ZFY', 'ARHGAP15', 'PARP10', 'TSHZ1', 'TMEM41B', 'C1RL', 'C9ORF135', 'BST1', 'DEK', 'CDCA3', 'SNX1', 'N4BP2', 'KCNMB1', 'FGF7', 'ZNF707', 'FAM122A', 'FERMT2', 'ZNF286B', 'C12ORF77', 'USP24', 'ELAVL3', 'MCRS1', 'CCDC54', 'MRPL15', 'CCND3', 'SNURF', 'NDUFV3', 'RADIL', 'HYPM', 'NSFL1C', 'STK36', 'OR5L2', 'RAB40AL', 'FUCA1', 'SRP19', 'KIAA0040', 'FCRL1', 'SLC31A1', 'PLP2', 'SP5', 'DEFB128', 'USF1', 'POLR2K', 'RPL39', 'IP6K1', 'P3H1', 'BRAP', 'SLC9A7', 'KNSTRN', 'FAM110B', 'GFM2', 'NXF4', 'LOC143188', 'PCDHA5', 'FIBCD1', 'GLUD2', 'NFAT5', 'SNORD8', 'TMEM37', 'PAIP1', 'C10ORF11', 'GOT2', 'MORC1', 'ARL13A', 'TMEM63B', 'MRPL37', 'LIPI', 'SLC25A53', 'C2CD4D', 'NRM', 'KBTBD13', 'AKR7A2', 'RTN3', 'RPP38', 'AIM1L', 'CHRNB4', 'COLEC10', 'CHIC2', 'FBXO15', 'ACP5', 'CHADL', 'JAG1', 'SERPINA7', 'IWS1', 'HDDC3', 'POLR2H', 'RABGGTA', 'PIK3CB', 'LINC00483', 'AZGP1', 'NOL8', 'MCOLN3', 'CALCB', 'OR5A1', 'IL22RA1', 'BPI', 'TMEM120A', 'ZMYND10', 'RHOV', 'FMNL1', 'FLJ36777', 'OR2V2', 'HMSD', 'OR6C76', 'SIAH2', 'GGT6', 'CCSER1', 'FKBP1B', 'TSIX', 'STXBP5L', 'PWARSN', 'IRAK1BP1', 'YME1L1', 'PLA2G16', 'ASNSD1', 'COMT', 'RIPK4', 'GALP', 'NANOG', 'PPP2CB', 'TTC36', 'SYNPO2L', 'TCEAL3', 'SNORA61', 'HNMT', 'SERPINA10', 'RPL39L', 'SPTBN2', 'NINJ1', 'C12ORF60', 'ACAD8', 'KBTBD12', 'CENPK', 'CYP2S1', 'TRAPPC13', 'PLB1', 'GBP1P1', 'TRPV1', 'GPN3', 'PAPD4', 'EPB41L4B', 'CCT8', 'TCF7', 'PARD3B', 'TAS2R16', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.43619721536848943
		RMSE:  0.9218173342266688
		NRMSE:  0.18131733560713392
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5414936126562622
		RMSE:  0.7610450185362576
		NRMSE:  0.2487969592128731
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999993
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  3.0296316890728683e-15
		NRMSE:  5.959149663793998e-16
		MAPE:  1.8538851035501617e-12
		Pearson Correlation:  0.203020349386602
		Spearman Correlation:  0.2001496278008454
		Coefficient of Determination:  -2.088110098869561
		RMSE:  1.0771740209773417
		NRMSE:  0.3521442417134727
		MAPE:  968.6075493541978

	Predictor:  ElasticNet
		Pearson Correlation:  0.8844311312991399
		Spearman Correlation:  0.8712312627545974
		Coefficient of Determination:  0.7482304423957189
		RMSE:  0.3859574592025319
		NRMSE:  0.07591610133802752
		MAPE:  184.93163149545052
		Pearson Correlation:  0.19788056226008216
		Spearman Correlation:  0.13750046758687764
		Coefficient of Determination:  -0.23420830146090044
		RMSE:  0.6809789922929217
		NRMSE:  0.22262218192583008
		MAPE:  1290.962913721249

	Predictor:  RandomForests
		Pearson Correlation:  0.6144598864746184
		Spearman Correlation:  0.6023857077927557
		Coefficient of Determination:  0.31342032579314627
		RMSE:  0.6373577946898678
		NRMSE:  0.12536541988392363
		MAPE:  309.4896213563852
		Pearson Correlation:  0.13790305987774037
		Spearman Correlation:  0.1479644384593324
		Coefficient of Determination:  -0.06198762209842812
		RMSE:  0.6316830306503667
		NRMSE:  0.20650659735537827
		MAPE:  1199.0667096967948

Protein:  CCNE1
x_train_column_count:  352
x_train columns:  ['IFT74', 'GBA', 'ZNF679', 'HNRNPH1', 'KCNMB1', 'KEL', 'OR56A1', 'CCDC43', 'C6ORF201', 'LBX1', 'CECR7', 'GABPA', 'SNHG6', 'EFCAB14', 'BHLHE41', 'BAG2', 'BUD13', 'SPAG8', 'ZNF335', 'TMEM207', 'F2', 'C5ORF15', 'MXRA5', 'MRPL57', 'PCBP3', 'GLMP', 'ADAM6', 'TMPRSS3', 'HEPHL1', 'DIP2B', 'OR10H5', 'DBNDD2', 'SNX25', 'GALNT12', 'C8ORF22', 'EMP1', 'FAN1', 'NAGS', 'NR1I2', 'GPR82', 'FASTKD3', 'VNN1', 'SEC61A2', 'COX8A', 'MAP1A', 'METTL9', 'SSH1', 'FAM72B', 'ATP5E', 'GKN2', 'OR4F21', 'NSUN2', 'IL18RAP', 'GJA8', 'HSPA1B', 'COX4I2', 'LRRC30', 'OR4A15', 'NKX3-1', 'PLXNB2', 'PTS', 'HYAL1', 'GPR153', 'CEP295', 'SNHG3', 'RC3H1', 'RCN2', 'TSHR', 'RRP8', 'CPT1B', 'QPRT', 'ZBTB11-AS1', 'DPPA4', 'ASL', 'PCBD2', 'GCNT3', 'BMP2', 'ANKRD29', 'FAM179B', 'PPP1R8', 'DYNLL2', 'HIST3H3', 'FAM228A', 'NUDT13', 'IGF2-AS', 'CFAP20', 'TRIM37', 'TIGD7', 'IAH1', 'WDR25', 'PTTG2', 'FAM157A', 'GFRAL', 'LOC283332', 'NOX1', 'HIST1H1B', 'NFIA', 'EVI2A', 'CNNM4', 'OTUD7A', 'KCNH8', 'TAPT1', 'C11ORF53', 'TBX21', 'KIF2A', 'GALR2', 'NRSN1', 'C1ORF159', 'TMC8', 'OVCA2', 'ZNF860', 'PDCL3P4', 'NOM1', 'ATP6V1G2', 'USP6NL', 'TPP1', 'TRAPPC6A', 'NDP', 'LINC00934', 'SLC7A5', 'PDP1', 'SERPINI1', 'WSCD1', 'ACADVL', 'RUNDC1', 'HMHB1', 'G0S2', 'LOC340357', 'ARL5A', 'FREM2', 'SHARPIN', 'OIP5-AS1', 'CEP95', 'LMNA', 'FRYL', 'METRNL', 'OR2W1', 'PADI4', 'ACYP2', 'FAM149B1', 'SEC24D', 'HKR1', 'SLC11A2', 'HABP2', 'CPEB4', 'ATP9B', 'TWIST1', 'IL7R', 'MTIF2', 'IFITM4P', 'KLHDC2', 'GNAS', 'CNNM1', 'HGS', 'GYS1', 'TFE3', 'ZNF568', 'BDH2', 'BMP8B', 'GPR31', 'SUMF2', 'TECPR2', 'GPX2', 'NSUN5P1', 'NXT2', 'NTRK2', 'LRRC20', 'PEBP4', 'COL1A2', 'RAB33B', 'DHX9', 'ANAPC7', 'GPRC5B', 'LINC00029', 'SNX4', 'TK1', 'LINC00152', 'ZNF7', 'RPL6', 'RPL13AP3', 'PDE6G', 'PCBP2', 'FLJ13224', 'ARHGAP19', 'FAM8A1', 'FOXN2', 'HSD3B7', 'KBTBD8', 'ZFP41', 'CCDC88C', 'SLC8A3', 'COX19', 'OLFM2', 'GNPDA1', 'ATP10D', 'C1QC', 'THBS3', 'LOC441454', 'TULP1', 'LINC00887', 'STAB1', 'B3GNT8', 'MFNG', 'FAM155A', 'ZBTB48', 'AK9', 'WDPCP', 'RBM12B-AS1', 'SNRNP25', 'CCDC106', 'PTGER1', 'ZNF813', 'INPP1', 'INAFM1', 'CCR9', 'DBT', 'GATA3', 'HIST1H1C', 'PPP6R2', 'CPN2', 'LOH12CR1', 'SLC39A1', 'TDRD10', 'C15ORF62', 'AP1S2', 'GAB4', 'ZNF346', 'SLC41A1', 'NCAPD3', 'RPS26P11', 'LOC644936', 'MAPRE3', 'LSM11', 'WRB', 'PSMD11', 'CYP4F12', 'FAM122C', 'ATP7B', 'PRSS35', 'ZSCAN21', 'MILR1', 'ELOVL2', 'TNFSF13', 'LKAAEAR1', 'KRTAP5-7', 'SUPT20HL2', 'INTS10', 'KLF4', 'PER1', 'DNAJC14', 'FAM86C2P', 'SGMS2', 'PCCB', 'IVD', 'IK', 'EPS8', 'A2M', 'CHRNA4', 'ARHGAP10', 'TCP1', 'PPARGC1B', 'DEFB109P1B', 'SMCO2', 'PPIP5K1', 'ALCAM', 'DNAJC18', 'FBXO34', 'LIN7B', 'GLTSCR1', 'KLC2', 'JAG2', 'RPP25L', 'NUP160', 'C19ORF18', 'NACC1', 'ZNF844', 'TMEM218', 'DEFB104A', 'ZFP37', 'SRSF2', 'CALCOCO2', 'PARL', 'IL6ST', 'CBX5', 'CSNK1G1', 'SYT8', 'ACAA2', 'AP1M2', 'PIR', 'SPEF1', 'TSPAN8', 'GPX6', 'MAGEE1', 'PSMB2', 'CRHR1', 'SSX5', 'AGAP6', 'PXT1', 'CEBPA', 'ARMC6', 'CASQ1', 'RIPK1', 'TMC6', 'FAAH', 'ACBD5', 'OPRL1', 'STAG2', 'KRTAP10-6', 'TMEM136', 'PPIL3', 'GATAD2B', 'SLC9A6', 'DEPDC1', 'LINC00999', 'BPGM', 'GANC', 'MADCAM1', 'TMEM132C', 'SMG1P2', 'GOLGA6L9', 'C9ORF47', 'LMO2', 'CLDN18', 'TIPIN', 'TRMT10A', 'WDR62', 'YJEFN3', 'TRIP6', 'CD63', 'TRIM34', 'DLG1', 'SLC25A30', 'FAM110C', 'UBR4', 'ZDHHC7', 'TEX33', 'TMEM74', 'NR5A1', 'ATP4B', 'IGDCC3', 'OR6B2', 'TCEA2', 'KLHDC7B', 'LINC00094', 'C9ORF78', 'PPIE', 'SCGB1B2P', 'PTCHD4', 'CNIH3', 'OR6Y1', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.3882525061775621
		RMSE:  0.8073510115699897
		NRMSE:  0.1948381908849554
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.2068608862157744
		RMSE:  0.7484097025916991
		NRMSE:  0.3260050104942715
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5224229806426052
		NRMSE:  0.12607644873967835
		MAPE:  105.82433067667067
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010783677474574871
		RMSE:  0.36685077747270034
		NRMSE:  0.1597990928573857
		MAPE:  133.3645349232411

	Predictor:  LinearRegression
		Pearson Correlation:  0.951186126694601
		Spearman Correlation:  0.8518177115870632
		Coefficient of Determination:  0.9047550476160989
		RMSE:  0.16122903595504975
		NRMSE:  0.038909437448427675
		MAPE:  34.82007860144072
		Pearson Correlation:  0.3831318371017362
		Spearman Correlation:  0.22400528684896326
		Coefficient of Determination:  -1.6246408066257585
		RMSE:  0.5911467035120221
		NRMSE:  0.25750172213791966
		MAPE:  100.24861671643481

	Predictor:  ElasticNet
		Pearson Correlation:  0.8863735964612316
		Spearman Correlation:  0.7467800977124818
		Coefficient of Determination:  0.7786713890173935
		RMSE:  0.24577689421742602
		NRMSE:  0.059313390017961244
		MAPE:  54.96372303563122
		Pearson Correlation:  0.7225319459040919
		Spearman Correlation:  0.5685831494158281
		Coefficient of Determination:  0.5037198223345406
		RMSE:  0.25705366379373784
		NRMSE:  0.11197180110368857
		MAPE:  72.99527495547886

	Predictor:  RandomForests
		Pearson Correlation:  0.8635627704284753
		Spearman Correlation:  0.7276248245249366
		Coefficient of Determination:  0.7421621470743596
		RMSE:  0.2652745647932856
		NRMSE:  0.0640187669940598
		MAPE:  55.896775821412824
		Pearson Correlation:  0.7775539258317742
		Spearman Correlation:  0.6687272294267909
		Coefficient of Determination:  0.5503423903676223
		RMSE:  0.24468159759725702
		NRMSE:  0.10658256636200593
		MAPE:  78.4938093699756

Protein:  CCND1
x_train_column_count:  859
x_train columns:  ['SIRT6', 'HEATR3', 'FOXO3B', 'CBR1', 'LRIG2', 'SHQ1', 'DERL3', 'PVR', 'SPZ1', 'NUDT2', 'FAF2', 'KIN', 'FGF1', 'DYM', 'PIP5KL1', 'CDCA8', 'TRABD', 'LOC100190986', 'SPATA20', 'SNORA32', 'SNORA66', 'RMRP', 'POLD1', 'PIH1D1', 'ASAP2', 'ZNF549', 'MFSD2B', 'TIGD7', 'DMXL2', 'SH3PXD2A', 'OR7A10', 'PRAMEF11', 'RPS29', 'CLUL1', 'APP', 'WFIKKN2', 'PMM1', 'PODXL2', 'CRNKL1', 'KCMF1', 'TAF1C', 'HDDC2', 'TRIM77', 'BIRC8', 'HIST1H3G', 'PDE1C', 'CCR3', 'GRIP2', 'PCNAP1', 'ZSCAN30', 'FCRLA', 'SEZ6L2', 'XPO5', 'TANK', 'L3MBTL2', 'SPP2', 'GOLPH3L', 'CCNL1', 'QRICH2', 'PCNXL3', 'SEC23IP', 'TOPORS', 'RPL38', 'INPP5A', 'FBXO5', 'HAUS6', 'ZNF446', 'FADS6', 'GTDC1', 'SERPINB11', 'PTPRU', 'SPINK2', 'AEBP1', 'CDHR3', 'ELMOD1', 'TRAPPC2L', 'ENTPD2', 'RNASEH2B', 'ETFDH', 'RPS10', 'RECQL5', 'ZNF292', 'P2RY2', 'COLCA1', 'ATP5H', 'DGCR5', 'SNAP25', 'MSLNL', 'PTP4A1', 'IMPA2', 'TBC1D24', 'PABPC1P2', 'LY9', 'GAL', 'USP13', 'MRPL36', 'HRSP12', 'ZCCHC5', 'TMEM150B', 'RP9', 'MGST2', 'DLD', 'ZNF296', 'RXRB', 'CD59', 'SLC38A9', 'CLDN7', 'TRIM38', 'GSTT1', 'GNG7', 'IL3', 'EIF3J', 'TMED3', 'SRP68', 'C8ORF22', 'DCP2', 'GTSE1-AS1', 'GABRG1', 'RALGAPB', 'PALMD', 'OR5V1', 'MRS2', 'PRKRIP1', 'AQP1', 'GOLM1', 'TOLLIP', 'PPP1CC', 'IKZF1', 'KHDRBS2', 'BNIPL', 'APOL5', 'PLXNA4', 'IFT27', 'RNF167', 'BRICD5', 'PEF1', 'NXPE4', 'SFT2D2', 'CCBL1', 'ITGA3', 'RSPO1', 'KIAA1715', 'KDELR2', 'NDRG3', 'LINC00319', 'DUSP15', 'RHAG', 'SLC41A2', 'SLCO1B7', 'HELT', 'SS18', 'PAPOLG', 'ADRA2A', 'PRB2', 'EHMT1', 'VPS13A', 'CLDN16', 'RSC1A1', 'MT1M', 'LMX1A', 'EIF1AD', 'ZNF667', 'MARK2', 'GALR3', 'SULT1A3', 'CDC7', 'LRRC30', 'CREBL2', 'C7ORF49', 'MAD2L2', 'TSNAX-DISC1', 'NT5C1B', 'MAPK1IP1L', 'GDF6', 'EPHA10', 'LOC284379', 'GGCT', 'ZKSCAN7', 'ANP32A', 'C1ORF21', 'EXOSC2', 'TMEM45B', 'PSPC1', 'SAMD12', 'SLAIN1', 'VENTXP1', 'CCDC18', 'LIPC', 'CLDN4', 'CT62', 'AFF4', 'CACTIN', 'WDR54', 'NEURL1', 'IGSF3', 'CSTB', 'OXA1L', 'RNF217', 'STRN', 'MMP3', 'ZSWIM8', 'CGREF1', 'PCOLCE', 'BIRC6', 'RPE', 'VSTM4', 'CLLU1', 'GEMIN2', 'POT1', 'NUDT5', 'DHRS11', 'CDK11B', 'LIN28A', 'CCDC64B', 'ERP29', 'KRTCAP2', 'LONRF3', 'GLT1D1', 'SH3GLB2', 'NGF', 'SPTLC2', 'CARD16', 'SNORA11B', 'ZFHX4-AS1', 'SORBS2', 'TMEM203', 'GCFC2', 'MTIF3', 'HIGD1B', 'ZNF639', 'ZNHIT6', 'NCOA5', 'SPDYE5', 'NR2E3', 'CTAG1B', 'SLC9A7', 'ZDHHC22', 'RIMKLB', 'OR10X1', 'TIMMDC1', 'ASTL', 'RSPH6A', 'RARS2', 'EVA1C', 'TPM3P9', 'RAB31', 'NCOA6', 'MAEA', 'KIAA1024', 'POLD4', 'FBXO25', 'C10ORF11', 'SEC22A', 'MUSK', 'PPM1D', 'C3ORF14', 'ABHD17A', 'DUSP3', 'GPLD1', 'HYOU1', 'ZSCAN16', 'EMX2', 'OR7G2', 'C10ORF62', 'AUP1', 'NFATC2', 'STON2', 'REST', 'ESF1', 'AXIN2', 'EPOR', 'CHMP5', 'WISP2', 'TFPI2', 'PRB4', 'RBFA', 'TBR1', 'TIA1', 'ZNF816', 'CELF6', 'SHANK1', 'HSP90AA1', 'ABCC5', 'SBF1P1', 'LUZP4', 'ARID5B', 'ISG20L2', 'EIF4B', 'CRYL1', 'PRAMEF4', 'TBC1D10B', 'HECTD1', 'MED29', 'OR4K14', 'SLC3A2', 'ZNF480', 'SPANXN4', 'XRRA1', 'TROAP', 'MEX3A', 'IL1RN', 'ANKLE1', 'C3ORF33', 'DAP', 'CD84', 'SV2C', 'HOMEZ', 'DOC2B', 'EDEM1', 'ID2', 'GGTLC1', 'GPR176', 'TPD52L3', 'DDO', 'LOC441204', 'CHERP', 'MRPL3', 'CLEC17A', 'LY6H', 'ID1', 'INTS4', 'FAM90A7P', 'FASTKD2', 'LSMEM2', 'LOC284632', 'SLC17A1', 'SYNPO', 'AUTS2', 'TMEM19', 'ZMIZ1-AS1', 'FBXO10', 'EPB42', 'C10ORF55', 'CD44', 'MBNL3', 'ACER1', 'PRR23C', 'TM4SF19', 'HMX1', 'RPS10P7', 'PEX14', 'RINT1', 'CDX4', 'ZDHHC4', 'NCOA1', 'LMCD1', 'OR7C1', 'H1F0', 'ACSL5', 'APOE', 'TMEFF2', 'LOC100272216', 'TEX26', 'ZFHX3', 'HSPD1', 'EFCAB5', 'ATXN7L1', 'AKAP1', 'RAD1', 'DYRK1B', 'SIGLEC11', 'GPAM', 'CCL27', 'ZCCHC9', 'HOXA3', 'CCDC159', 'ALMS1', 'DNAJB9', 'TBL1Y', 'TBC1D2', 'DGKZ', 'SREK1IP1', 'NFYC', 'COPS7A', 'LYPLAL1', 'SCN5A', 'TMLHE', 'FAM127A', 'RBBP7', 'CDH11', 'POLH', 'CDC42SE2', 'PTPN3', 'MARVELD2', 'LRMP', 'ABTB1', 'RPS15A', 'OGFR', 'POLK', 'RIOK2', 'BLOC1S3', 'GKN1', 'NECAB2', 'CCDC169', 'ZNF532', 'TUBB4A', 'VTI1B', 'PNKD', 'TRIM37', 'RPL9', 'NKAIN4', 'PRMT5', 'SCN4A', 'OR11H6', 'ADAT1', 'BDP1', 'PRKG2', 'ACVR2B-AS1', 'SIGLEC1', 'ZNF430', 'OR8G2', 'PLOD3', 'HIPK2', 'CHMP2B', 'MATN1', 'COA1', 'CGN', 'CSNK1A1P1', 'H2AFY', 'TDRD9', 'ENOX1', 'PLCB2', 'PPIL6', 'IGF2BP2', 'ZNF699', 'HMGN3', 'UBXN2A', 'PCBP3', 'CRYGS', 'MPND', 'IFNA16', 'C9ORF72', 'ANP32AP1', 'LFNG', 'SERPINA11', 'NEU3', 'RBAK', 'TECTB', 'PPP1R12A', 'PATE2', 'PPP1R7', 'SEMA6C', 'SLC27A1', 'C19ORF60', 'CCL20', 'PM20D1', 'TRIM64', 'ZNF703', 'CYP4F3', 'LRRIQ1', 'SCARNA23', 'RTN4RL2', 'ATP8A1', 'ZDHHC17', 'ZNF595', 'TSEN15', 'EPPK1', 'CRIPAK', 'ZNF709', 'IST1', 'MET', 'LBR', 'UBE2L6', 'BCL2L11', 'SMIM10L2B', 'GPIHBP1', 'ZDHHC13', 'SLC12A9', 'GPR39', 'PGBD5', 'CLIP2', 'ZNF266', 'TBC1D3B', 'DUT', 'NINL', 'GDI2', 'PMS2', 'ST6GALNAC3', 'CCDC181', 'CEP76', 'USP30', 'LUZP2', 'B3GALT5', 'MICALCL', 'NNAT', 'GPR55', 'FAM222B', 'SKP2', 'ZNF350', 'PCSK1N', 'RPL10L', 'ASB7', 'CRB1', 'ACOXL', 'MPHOSPH9', 'TNFSF10', 'SIPA1L1', 'LCE1D', 'TRPC2', 'UCN3', 'ZNF354B', 'TTLL8', 'FAM72A', 'STH', 'SPEN', 'GABRB3', 'NLGN4Y', 'TBX5', 'OR6K6', 'AFAP1', 'BCL2A1', 'ZNF664', 'MMRN1', 'OR4D5', 'PIGR', 'ZAR1L', 'PCBP1', 'GAGE4', 'B4GALT3', 'SNORA11', 'MGAM2', 'C8ORF31', 'DNAJC18', 'PLEKHA8', 'LOC100130331', 'MAN1C1', 'UTP3', 'TRIM51', 'CD93', 'GPD1', 'LOC643923', 'ZNF461', 'KDSR', 'PPOX', 'RALGPS1', 'N4BP1', 'ZNF341', 'STYX', 'TNC', 'SLC1A5', 'BCL2L1', 'PIP', 'RCCD1', 'AADACL4', 'TAS2R39', 'C19ORF66', 'COQ10A', 'PTAFR', 'DUSP4', 'PRR7', 'PEBP1', 'OR11L1', 'OR9I1', 'ERG', 'FOXB2', 'CNP', 'ITGB7', 'NKAPL', 'SOHLH2', 'LARS', 'STAC', 'RPL3L', 'ATP6V1G3', 'TCAIM', 'ZNF442', 'NOP16', 'OR11H12', 'DNHD1', 'NOTCH4', 'SSX5', 'ZNF543', 'ZNF440', 'AAAS', 'KRTAP5-6', 'HMP19', 'SNORA58', 'MGAT5', 'CREG2', 'LCMT2', 'PRPF8', 'SYCE1L', 'GPR89B', 'UNQ6494', 'WDFY3-AS2', 'COL24A1', 'CIAO1', 'DEFB108B', 'AKAP10', 'ARHGAP28', 'SLC17A8', 'CPE', 'KIAA1551', 'ZNF705D', 'ABCA17P', 'RHBG', 'MVP', 'CRX', 'ABHD1', 'KRTAP2-2', 'TMEM236', 'LAMP2', 'SPATA4', 'SYCP3', 'SEPT14', 'PPIF', 'GTF3C4', 'TSC22D2', 'MOB3B', 'WDR18', 'BAZ2A', 'C9ORF106', 'ZNF160', 'UBN2', 'KLHL3', 'GLRA1', 'OR9K2', 'SCN1A', 'ZNF670', 'PSMB5', 'MMP23B', 'SPECC1', 'ZNF679', 'TRIM74', 'ASAH2B', 'ASCC2', 'C20ORF202', 'ANKRD20A20P', 'FLT3', 'MLANA', 'TRIM71', 'TBRG4', 'MKI67', 'SUMF1', 'BACE1', 'SHD', 'C22ORF29', 'ZMYM6', 'LTC4S', 'SPATA5L1', 'PEX12', 'TRIO', 'PTTG2', 'C9ORF129', 'RDH11', 'FAM26F', 'DAW1', 'WNT3A', 'OPALIN', 'GCC2', 'ADAMTSL2', 'ALCAM', 'CGA', 'EIF4A2', 'C3ORF52', 'SCTR', 'ZNF540', 'MRPL35', 'SPATA24', 'HINT2', 'C4BPB', 'GBP4', 'SKP1', 'LOC100128239', 'MYO3B', 'SMCO2', 'FH', 'MMP10', 'CSHL1', 'SNN', 'B3GAT2', 'FXYD4', 'SMPDL3A', 'C1ORF198', 'ACVR1', 'MNS1', 'SDHAF2', 'FAM65C', 'STOX1', 'DCTN4', 'C1ORF68', 'OR11H4', 'SLC35F2', 'OR52A1', 'GOLGA6C', 'NUP210', 'APTX', 'GPC3', 'ASTN2', 'TRIM35', 'MIR17HG', 'TAC4', 'DBN1', 'PLEKHJ1', 'VWCE', 'APC', 'USE1', 'TSPO2', 'MUSTN1', 'EFEMP2', 'ERF', 'UBE2D3', 'TPT1', 'CCM2', 'RNF182', 'C14ORF39', 'SNORA45B', 'AIDA', 'EDC4', 'TTC28-AS1', 'CAPN14', 'PRRX2', 'PTPN9', 'TBPL1', 'MROH6', 'EIF4EBP1', 'XPO4', 'RPL8', 'LCE2B', 'AMIGO2', 'EID3', 'PIP5K1C', 'RPL32P3', 'NFAT5', 'SSUH2', 'ERBB2', 'RRBP1', 'ZNF335', 'SNX11', 'H2BFXP', 'RAB24', 'NR1H2', 'SHC4', 'LOC606724', 'FZD9', 'CWC27', 'CSMD2', 'STPG1', 'GLIS3', 'ETV4', 'LINC00626', 'SVEP1', 'DPH2', 'CDX1', 'PDZD7', 'FBXO47', 'CATSPER2', 'ASPHD2', 'TUBAL3', 'ZNF772', 'MSX2P1', 'VCAM1', 'RAB4A', 'NGLY1', 'LINC01098', 'OR51F2', 'ADCY10', 'AKR7A3', 'MVB12A', 'AKIP1', 'APEX2', 'KCNJ2', 'SGPP2', 'GORASP2', 'INPP5E', 'TMEM254', 'LCE3A', 'COL10A1', 'ELP6', 'TMEM189-UBE2V1', 'OTC', 'ESPNL', 'STAG3L3', 'TXNRD2', 'SECTM1', 'PLXDC1', 'ITGAM', 'VPREB1', 'CHP1', 'LINC01555', 'VWA2', 'OR10A3', 'C1QTNF1', 'FGF21', 'CD300E', 'REG1B', 'NR6A1', 'C2ORF16', 'FAM46A', 'KIF1C', 'POM121C', 'NSUN5', 'UGT1A1', 'SNORD116-19', 'FAM50B', 'LOC154449', 'AMOTL1', 'PUS7', 'STX5', 'CORO2A', 'TBRG1', 'TBXA2R', 'MAF', 'BPIFC', 'OXER1', 'TOX4', 'CEP70', 'CNKSR3', 'FAM183B', 'RUNDC1', 'KIAA1468', 'OLFML3', 'CEP83-AS1', 'SGCD', 'LAMB2P1', 'RBM48', 'CTNNAL1', 'TRIM55', 'PTTG1', 'MMP23A', 'ART3', 'USP53', 'LIN52', 'MT1B', 'FGF9', 'EXO1', 'SETBP1', 'ADAMTS14', 'IFT52', 'POLR3G', 'SERPINE1', 'OR1A2', 'OSER1', 'ADAM29', 'C16ORF96', 'ELFN2', 'PRR21', 'DZANK1', 'EXOC3', 'CBLL1', 'C11ORF73', 'PMS2P2', 'GABARAPL2', 'GOSR1', 'LRFN4', 'SPATA3', 'PLSCR3', 'KRTAP12-3', 'OR6X1', 'AFP', 'ARRB1', 'ZMYND11', 'LINC01312', 'PACRG-AS1', 'FAM206A', 'PPIAL4D', 'NOL3', 'STK35', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.44064885869713843
		RMSE:  0.2936537728092399
		NRMSE:  0.17653615611766113
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6507167710215811
		RMSE:  0.2694738938084911
		NRMSE:  0.2553456206196082
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  9.559933046050552e-16
		NRMSE:  5.747155286127709e-16
		MAPE:  2.7410838678988314e-12
		Pearson Correlation:  0.20187260837403095
		Spearman Correlation:  0.14423870621828203
		Coefficient of Determination:  -2.5462909325760874
		RMSE:  0.394973171098354
		NRMSE:  0.3742650840006007
		MAPE:  793.7326197386473

	Predictor:  ElasticNet
		Pearson Correlation:  0.7046565050179879
		Spearman Correlation:  0.681767353808155
		Coefficient of Determination:  0.444791028174791
		RMSE:  0.182299195844777
		NRMSE:  0.10959300467998281
		MAPE:  466.0880236560377
		Pearson Correlation:  0.2913513659704539
		Spearman Correlation:  0.2716318158580531
		Coefficient of Determination:  0.06797864058089276
		RMSE:  0.20248522950606995
		NRMSE:  0.191869111563274
		MAPE:  322.6336608950746

	Predictor:  RandomForests
		Pearson Correlation:  0.5808727410002117
		Spearman Correlation:  0.5594139663111813
		Coefficient of Determination:  0.28734395257553513
		RMSE:  0.20653635232278972
		NRMSE:  0.12416368224669039
		MAPE:  490.5834570725337
		Pearson Correlation:  0.38051537106466315
		Spearman Correlation:  0.358430903128468
		Coefficient of Determination:  0.1350990153137389
		RMSE:  0.1950579303090732
		NRMSE:  0.1848312189638058
		MAPE:  320.3240178959858

Protein:  ERBB2
x_train_column_count:  665
x_train columns:  ['TCEB3C', 'TP53AIP1', 'CLEC3B', 'TMEM2', 'PABPC1P2', 'WDR12', 'SRR', 'KHNYN', 'TMEM209', 'SCEL', 'SERPINA9', 'DHX9', 'ATP2B4', 'OPN5', 'CCL13', 'VAMP7', 'UBAP2', 'TAF6L', 'ADAM21', 'TYMS', 'HDAC5', 'SLC6A19', 'GRSF1', 'TAF2', 'AWAT1', 'CCNB3', 'CWF19L2', 'RNU4ATAC', 'BRAT1', 'ZNF485', 'EDA', 'SCP2', 'LINC01341', 'SBK1', 'UNC5C', 'OR6N1', 'POLD2', 'ID1', 'LRRC66', 'RENBP', 'PIGY', 'IPO8', 'USF1', 'GRIN1', 'C12ORF49', 'NUSAP1', 'PABPC1L2A', 'FAM135A', 'VAMP5', 'COMMD8', 'USP4', 'HTATIP2', 'MRPL52', 'ZRANB1', 'EIF3E', 'PTPN4', 'SLCO3A1', 'RPL19P12', 'UNC79', 'ANKRD36BP1', 'ANGPT2', 'MED25', 'GPR160', 'CACNA1C', 'HSF5', 'DACH2', 'CDKN1C', 'TXNDC11', 'PHF10', 'MYDGF', 'TMEM186', 'URM1', 'SNAP91', 'SLC43A2', 'NUGGC', 'ATP6V0B', 'PRDM5', 'CENPC', 'MORN4', 'INTS8', 'COL15A1', 'SPAM1', 'MFSD3', 'PTAR1', 'ZNF800', 'CD4', 'HIPK4', 'MCF2L', 'DIMT1', 'ZNF207', 'PTGFRN', 'FAM163B', 'SERINC2', 'CASC2', 'KRT33B', 'THEM4', 'C3ORF38', 'MYH14', 'P2RX7', 'COL4A5', 'LRRC4', 'LILRA6', 'ZNF75D', 'SOD2', 'FAM99A', 'KATNA1', 'CLEC10A', 'RCE1', 'ADAL', 'UBE2D4', 'LDOC1', 'ZDHHC9', 'GTPBP10', 'RNF8', 'AAAS', 'POLR3G', 'SELK', 'C9ORF3', 'KLHL8', 'TAF1D', 'RRP15', 'LAS1L', 'ABCF3', 'SF1', 'NPB', 'OR9Q1', 'PRPS1L1', 'FOXL1', 'DDI2', 'FBXO6', 'NMBR', 'AASDHPPT', 'FRY', 'IFI30', 'CNPY3', 'PRR4', 'TSEN2', 'HOXB1', 'CKAP2L', 'NLGN2', 'CCDC77', 'MCF2', 'YIPF3', 'PRR23B', 'CPEB3', 'ANXA2', 'GPR27', 'PMS2P4', 'PRKAR2B', 'POTEE', 'PAGR1', 'CYB5RL', 'ABHD11-AS1', 'ZBTB2', 'CCL1', 'PCLO', 'RPL22L1', 'SPHK2', 'PRPF38B', 'ZNF846', 'OR6C4', 'NXPE4', 'LINC01138', 'LY86', 'MKX', 'CTSD', 'CRYBB2', 'DKFZP434L192', 'RELL1', 'CENPBD1', 'PLLP', 'DCAF8L2', 'PHF13', 'INSIG1', 'MIEN1', 'PPFIA2', 'SLC39A9', 'CDK5', 'METTL25', 'CBX1', 'HIST1H3C', 'FAM72B', 'RALGPS1', 'CABLES1', 'FANCF', 'TTC8', 'ADRBK1', 'TKTL1', 'TCN1', 'GNG5', 'ZNF91', 'DDIAS', 'LINC00442', 'NEURL1', 'UQCC3', 'NLRX1', 'XPO1', 'LINC00238', 'ADAM20', 'RASSF6', 'TRIO', 'SLIRP', 'BRI3BP', 'CDCA3', 'PP2D1', 'TRAPPC11', 'IFNA16', 'RHOXF1', 'NAP1L2', 'C20ORF202', 'LMNTD1', 'TIMM10B', 'ELFN2', 'LOC145845', 'UBE2W', 'WWC3', 'FASN', 'CCDC62', 'UBA7', 'NBEAL1', 'PROM1', 'POLD3', 'BAIAP3', 'TEAD4', 'SERPING1', 'DCLK2', 'LOC146880', 'VBP1', 'TNFSF14', 'ATL2', 'TACC3', 'OR51T1', 'NR2F1', 'FAM179B', 'LINC01001', 'DDX11L2', 'ZNF878', 'STAT4', 'PIN1P1', 'C10ORF91', 'RPL22', 'DDB1', 'KLHL17', 'ACSM4', 'SKOR1', 'LMO3', 'MYO1D', 'B4GALT3', 'PLS3', 'FAM181A', 'MTMR11', 'CYP3A4', 'KANSL1', 'KAZALD1', 'PLP2', 'TXLNB', 'METTL21C', 'HYPK', 'CA5B', 'CBWD1', 'GAS2', 'TUBA4B', 'WIPF1', 'RAD52', 'FBP1', 'NOP9', 'SOWAHD', 'LAG3', 'SPAG11B', 'OR1J1', 'RAB21', 'INE1', 'CT62', 'HOOK2', 'CCDC7', 'ZNF771', 'IDUA', 'DDX59', 'NHLRC4', 'TCEAL4', 'CCNE1', 'MMP10', 'NUP205', 'THOP1', 'KIAA1211L', 'OR51E1', 'RPE', 'RAB11A', 'TMEM69', 'TMEM126B', 'PIAS1', 'LINC00426', 'CELF3', 'SH3BGRL2', 'NOD1', 'CTU1', 'ATP8A1', 'FUT7', 'RPL26L1', 'NCK1', 'GNGT2', 'SLC38A10', 'EIF3B', 'YBX2', 'COX7C', 'TRIP10', 'BEND5', 'UGT1A3', 'LACC1', 'FABP3', 'ERICH5', 'NPM2', 'VPS8', 'PSMA1', 'DEFB119', 'SLC25A41', 'NBPF7', 'STRN', 'PGA3', 'PPP2R5A', 'GOLGA2P3Y', 'DUOX2', 'PRSS33', 'ABHD4', 'PLCH1', 'RAB9B', 'CKS2', 'CDKL4', 'GBX1', 'PDCD5', 'FAM86JP', 'NPVF', 'RIN3', 'LGALS9B', 'NCAPG2', 'RASIP1', 'RRBP1', 'KRTAP15-1', 'DMBT1P1', 'SMS', 'LOC341056', 'GCG', 'TGFBRAP1', 'CDK3', 'PLAC1', 'TAF5L', 'SNORD116-4', 'HSD17B2', 'OR4M1', 'SPATA22', 'TMEM168', 'BOP1', 'ATP13A4', 'GABARAPL2', 'PASD1', 'FETUB', 'CRHBP', 'ALX3', 'KLRAP1', 'IL12B', 'PRLR', 'TPM2', 'RHOD', 'HNRNPU-AS1', 'MAST3', 'TAF9B', 'SYF2', 'TAS2R3', 'DRG1', 'WDR7', 'YPEL2', 'SNRPGP15', 'MATN2', 'TIGAR', 'MAPK9', 'FBXO39', 'GJD4', 'RBBP5', 'FUK', 'AOX2P', 'C11ORF24', 'ALDH1L1', 'AIPL1', 'SOX7', 'PRO0628', 'ISG20', 'DUSP27', 'SLC38A1', 'ZNF354A', 'PHLDA3', 'EGFL7', 'TUBA3FP', 'SH3D21', 'ANKAR', 'CEP76', 'MRPL48', 'TTC27', 'RPL32P3', 'BCDIN3D-AS1', 'GINS4', 'SAMD11', 'RALGAPA2', 'GNAI2', 'PIK3AP1', 'KDR', 'SPTLC1', 'LRRC43', 'ZNF655', 'SLC25A38', 'POLR2F', 'ATPIF1', 'WBSCR22', 'UNK', 'GPR89B', 'CCNI2', 'KLHDC8B', 'CTAGE4', 'ELAVL1', 'LDHD', 'C8ORF4', 'GGT5', 'LCE1C', 'WSCD1', 'CHMP2A', 'LINC00632', 'LDLRAD2', 'UCN2', 'SHMT1', 'LRRC55', 'CYP8B1', 'EHD4', 'MAP4K1', 'TMCO6', 'NUBP1', 'SESN3', 'OPRL1', 'NAA10', 'ACRV1', 'AADAC', 'LRP11', 'H6PD', 'WDFY1', 'ZNF71', 'NUP43', 'PCTP', 'HNRNPK', 'ADGRA2', 'FAM156A', 'HEY2', 'HIST1H1C', 'DNAJB8', 'EML4', 'MROH2B', 'LOC645166', 'DCANP1', 'CLEC1B', 'AQP9', 'KCTD17', 'ARHGDIG', 'B4GALNT1', 'SLC37A4', 'GNAZ', 'PROKR1', 'PCDH9', 'SS18L1', 'OXNAD1', 'AGAP2-AS1', 'RSPH4A', 'SHCBP1', 'ALLC', 'KRT20', 'STX11', 'GSTZ1', 'MED19', 'VAT1L', 'LINC00620', 'HIRA', 'SUCLG1', 'OR10X1', 'PAN3', 'GNG4', 'DBP', 'BRF1', 'PADI4', 'DLX5', 'ACTL7A', 'SNORA65', 'TTYH2', 'LOH12CR2', 'HLA-DQB2', 'FAM21A', 'SLC16A1', 'APOBEC4', 'RNF115', 'PHGDH', 'LOC391322', 'ZNF614', 'PIGW', 'AMN', 'P2RX1', 'LARP1', 'C7ORF62', 'HRAS', 'CDK15', 'TAS2R46', 'MSMB', 'LOC606724', 'MIR4697HG', 'ZNF772', 'OR56A4', 'CLEC4M', 'SPINK2', 'PPP1R16B', 'MTNR1A', 'VIL1', 'CAND2', 'SH2B1', 'SELE', 'C20ORF27', 'ZNF117', 'OR5C1', 'DHFR', 'CACFD1', 'CNKSR2', 'NXF5', 'PSMD5-AS1', 'NRN1L', 'TMPRSS4', 'C3ORF35', 'HMX2', 'WDR3', 'SLC39A1', 'SEZ6', 'XIAP', 'ZYX', 'SST', 'CLEC17A', 'C8ORF82', 'DOLK', 'SNED1', 'GOLGA8F', 'C1RL', 'NODAL', 'PRB1', 'FGF13', 'SPNS1', 'TATDN2', 'MAP2K3', 'OMG', 'FOXJ2', 'ZFPL1', 'LMNTD2', 'TNFRSF1B', 'STRADA', 'UCKL1-AS1', 'NAPEPLD', 'ZNF703', 'B9D1', 'LCA5L', 'ZNF570', 'PNLIP', 'MIA2', 'SERAC1', 'OTUD6B', 'SRP72', 'WBSCR16', 'CRBN', 'ANKEF1', 'PIANP', 'TIMM17B', 'QPRT', 'HOPX', 'CDHR4', 'TUBGCP2', 'DDX49', 'ZNF304', 'PAFAH1B1', 'PKIB', 'ANKRD31', 'C12ORF29', 'C6ORF48', 'RNASE12', 'EFCAB12', 'BAG4', 'PPP5C', 'ST6GAL1', 'CHID1', 'ZNF484', 'RPH3A', 'NDUFS7', 'NAA25', 'LOC728323', 'SMARCAL1', 'YWHAH', 'TP53INP2', 'HMSD', 'ERLIN2', 'PIGA', 'TP53INP1', 'C14ORF166', 'CENPF', 'TMEM132B', 'MAD1L1', 'GREB1L', 'CASC3', 'MUM1L1', 'LOC653786', 'CHI3L1', 'SNCB', 'DNAJC15', 'HES7', 'EPB41L3', 'PDK4', 'COA3', 'CRYBA1', 'MAFB', 'POLB', 'MFF', 'NOB1', 'MAP1A', 'TTC28-AS1', 'VCX3B', 'KPNA5', 'DERA', 'FHL5', 'OR4D5', 'TSEN34', 'IGSF9', 'KLF11', 'PDE7A', 'POLR2J2', 'SERINC4', 'FAM127A', 'CD9', 'YES1', 'RPL3L', 'ZC3H12B', 'MEX3B', 'MYBPHL', 'PAXBP1', 'ECI1', 'LOC285696', 'ISL1', 'C1ORF52', 'LMX1B', 'SPINT3', 'LCN6', 'KCNE2', 'CRIP3', 'TNFRSF11B', 'KCNK1', 'PLAGL2', 'CAMK1D', 'COQ10B', 'AIRE', 'PRIMA1', 'DTNBP1', 'GSC2', 'MVB12B', 'VPS13B', 'TM4SF4', 'CHODL', 'MTERF1', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08695701084953744
		RMSE:  1.023008454816054
		NRMSE:  0.1742863272085548
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1111491455026472
		RMSE:  1.1242523174677488
		NRMSE:  0.20280184671833265
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865388
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792788993

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  3.049463175927752e-15
		NRMSE:  5.195262408517901e-16
		MAPE:  6.173127782348348e-12
		Pearson Correlation:  0.5385062681539455
		Spearman Correlation:  0.35377043824818116
		Coefficient of Determination:  -0.7326967108827818
		RMSE:  1.4039087753009192
		NRMSE:  0.2532485704778338
		MAPE:  628.3618446287609

	Predictor:  ElasticNet
		Pearson Correlation:  0.9387981470684451
		Spearman Correlation:  0.8703204375474993
		Coefficient of Determination:  0.8730084250087948
		RMSE:  0.34967170706699796
		NRMSE:  0.059572330283830174
		MAPE:  257.3380679833949
		Pearson Correlation:  0.803534972420075
		Spearman Correlation:  0.6462881660476677
		Coefficient of Determination:  0.6209655786784947
		RMSE:  0.6566242819221748
		NRMSE:  0.11844726926945935
		MAPE:  225.64897224192967

	Predictor:  RandomForests
		Pearson Correlation:  0.8425390058808301
		Spearman Correlation:  0.6723000144793225
		Coefficient of Determination:  0.7040240650728442
		RMSE:  0.5338278649653675
		NRMSE:  0.09094636267021611
		MAPE:  519.0273006941983
		Pearson Correlation:  0.8426110106001526
		Spearman Correlation:  0.7230323026879516
		Coefficient of Determination:  0.7085493763952246
		RMSE:  0.5757846829961524
		NRMSE:  0.10386475990261787
		MAPE:  195.85515503924984

Protein:  ERBB3
x_train_column_count:  247
x_train columns:  ['ZP2', 'RNASE7', 'KIF2B', 'VASP', 'MBD3L1', 'PCAT4', 'CXCL12', 'HOMEZ', 'TEP1', 'NIPAL3', 'C2ORF78', 'UBQLNL', 'SERINC5', 'SIGLEC10', 'C2', 'SELP', 'CD209', 'ARHGAP8', 'CYB561A3', 'ALDOA', 'NODAL', 'SMARCE1', 'EPHX2', 'TGFBR2', 'TCEB2', 'CSRNP2', 'TM6SF1', 'SERPINE3', 'ARPC4', 'CCDC66', 'HSFY1P1', 'RBM39', 'ORAI1', 'PARK7', 'EIF4EBP3', 'FAM129B', 'CPEB1', 'LOC100128239', 'TGFB3', 'SLC26A9', 'AGAP4', 'ARSK', 'C20ORF202', 'TTLL3', 'CDKN1B', 'NOP14', 'PON2', 'REG1A', 'RPE', 'CLRN3', 'PSG3', 'PDF', 'EPC2', 'SLC44A3', 'INGX', 'C1ORF52', 'FAM86C2P', 'DCHS2', 'CENPBD1P1', 'SHMT2', 'LIN37', 'ZC2HC1C', 'SERPINA7', 'CCDC91', 'MUC20', 'VGLL4', 'TPM3', 'SUCLG1', 'TSPAN7', 'KIAA1161', 'NUCB2', 'CPEB2', 'B3GAT1', 'ARHGDIA', 'ATPAF1', 'NDUFA6', 'NAPSB', 'KRT75', 'SLC23A3', 'ZNF454', 'EGFL7', 'FAM90A7P', 'GLB1L2', 'OR1G1', 'IFNW1', 'RASGEF1C', 'RAD52', 'PPID', 'CAST', 'CPEB4', 'ZNF542P', 'OPLAH', 'OR6C2', 'FAM104B', 'NFU1', 'ZNF175', 'SNORA22', 'CIDECP', 'CCDC60', 'OR6M1', 'TPP2', 'POSTN', 'NDUFB3', 'GBP1', 'NUMBL', 'SAA3P', 'MMEL1', 'ADRBK2', 'ABHD6', 'REXO1L6P', 'PAX1', 'RPL36', 'ZNF480', 'EXD3', 'RNMTL1', 'PDGFB', 'KIAA0895', 'PCDH7', 'PTPRJ', 'MYO1B', 'GPR63', 'PF4', 'NDST4', 'FTH1', 'PIGL', 'PARVG', 'BCL2L2', 'MRPL41', 'PRR15L', 'DNPH1', 'ZNF732', 'PROKR1', 'CKB', 'PSRC1', 'JMJD1C', 'REEP1', 'DHFR', 'TCIRG1', 'EML1', 'UGDH', 'SPANXN4', 'TRPV2', 'HMG20B', 'YIF1A', 'PSMD11', 'TRIM64', 'NCEH1', 'B3GALT4', 'ACTR3BP2', 'LINC00174', 'KRT33A', 'SMG1P3', 'COL6A5', 'FERMT2', 'HIST2H2BE', 'THUMPD2', 'CENPO', 'GTPBP10', 'C12ORF66', 'LINC00200', 'RABEPK', 'CATSPERG', 'SLC2A12', 'NXF4', 'OR2A1', 'PDSS2', 'GOLGA6D', 'LOC100240735', 'SNORA54', 'SDC3', 'PPP2CB', 'CELA2A', 'NLRP10', 'CADM2', 'PHF11', 'ZNF417', 'ARFRP1', 'BTN2A1', 'LYSMD2', 'ZNF775', 'KLF14', 'NEUROD2', 'ODF2', 'NTHL1', 'C2ORF50', 'GLIDR', 'SPTLC2', 'CD40', 'MRGPRX2', 'CCDC137', 'OR5H15', 'GUSBP5', 'LAMP2', 'PLCB2', 'CYP3A5', 'LINC00526', 'GTF2B', 'RPS27L', 'LOXL3', 'C12ORF49', 'GLTSCR1L', 'KYNU', 'KLHL24', 'KCNMB3', 'EIF4G1', 'LAT2', 'RAD51B', 'CXORF66', 'TCHHL1', 'CR1L', 'CSRP1', 'YBEY', 'VIMP', 'OLFM3', 'OR2C1', 'TPTE', 'SLC35D2', 'BTG4', 'LGALS7', 'PPP2R1A', 'TAGAP', 'ATP6V1D', 'SLC6A11', 'CLTA', 'ISM2', 'SNX7', 'GJA5', 'CCER1', 'LINC01600', 'TOMM6', 'SULT4A1', 'LECT2', 'PRDX1', 'SSU72', 'SAFB2', 'SNORD116-28', 'MMP16', 'ERAP2', 'SLC9B2', 'SLC25A21', 'LOC152225', 'SZT2', 'PRSS23', 'LINC00523', 'SOWAHA', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19951943522205973
		RMSE:  0.4939516163098853
		NRMSE:  0.17910620018705933
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27774471248359456
		RMSE:  0.5592204608326292
		NRMSE:  0.15547938022732444
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  LinearRegression
		Pearson Correlation:  0.7842806567227459
		Spearman Correlation:  0.7801474535923802
		Coefficient of Determination:  0.6150961485094615
		RMSE:  0.2798059173746549
		NRMSE:  0.10145725410358533
		MAPE:  149.31756927053974
		Pearson Correlation:  0.01240060616106584
		Spearman Correlation:  0.1357099215700944
		Coefficient of Determination:  -23.861959194110824
		RMSE:  2.4667701331168788
		NRMSE:  0.6858330807303479
		MAPE:  375.10744538188317

	Predictor:  ElasticNet
		Pearson Correlation:  0.666284968140166
		Spearman Correlation:  0.6704648480163673
		Coefficient of Determination:  0.42163356227156235
		RMSE:  0.3429906710844314
		NRMSE:  0.12436796189973834
		MAPE:  191.41446515865383
		Pearson Correlation:  0.29013871845265826
		Spearman Correlation:  0.2955872267734012
		Coefficient of Determination:  0.028727719364495807
		RMSE:  0.48756385709247274
		NRMSE:  0.13555678239868568
		MAPE:  176.9678667161122

	Predictor:  RandomForests
		Pearson Correlation:  0.5757853265443027
		Spearman Correlation:  0.6090999623864055
		Coefficient of Determination:  0.31139095062590705
		RMSE:  0.3742545846649031
		NRMSE:  0.13570421545065686
		MAPE:  226.42143900982865
		Pearson Correlation:  0.37454317698428713
		Spearman Correlation:  0.3629546503073604
		Coefficient of Determination:  0.1152411543006725
		RMSE:  0.46534329803740415
		NRMSE:  0.12937882756305114
		MAPE:  156.6695764121387


Fold:  4

Protein:  RB1
x_train_column_count:  371
x_train columns:  ['TINCR', 'OR4C15', 'TEX9', 'PCGF5', 'LINC00520', 'PEX1', 'GUSBP4', 'RAG1', 'CEACAM20', 'IGSF10', 'TMSB4XP8', 'C16ORF93', 'PKP1', 'RAD21L1', 'SMOC2', 'GINS4', 'ZBED5', 'RBAK', 'SNAR-B2', 'RGL2', 'PCDHA9', 'CAP2', 'ZPLD1', 'COLEC12', 'FAM110D', 'NIT2', 'CD209', 'HCG18', 'FCRL3', 'MAP3K19', 'TOPBP1', 'HIST1H3F', 'BMS1', 'ATAD2B', 'AREG', 'PIN4', 'SLC26A10', 'ENC1', 'DSN1', 'LRRC17', 'TEX36-AS1', 'ALX3', 'TTK', 'PELI3', 'TPTE2P3', 'GOLGA6L1', 'AGTR1', 'CBLL1', 'CDS1', 'CDK14', 'C16ORF70', 'CTAGE4', 'MARVELD2', 'ZRANB2', 'SF3A3', 'ERG', 'CTSG', 'NR4A3', 'KCNJ16', 'SUPT20HL1', 'POU2F2', 'OXTR', 'A4GNT', 'CCDC91', 'PEMT', 'DNAAF5', 'BLID', 'MTUS2', 'NDP', 'ASCL2', 'C1R', 'DSEL', 'RAB40AL', 'BHLHE40', 'VTI1A', 'GGH', 'TCEA1', 'GRIK1-AS1', 'IGF2BP1', 'SERBP1', 'INTS12', 'SNRPB', 'FAM178A', 'COL15A1', 'AMPD1', 'PAK6', 'NPW', 'ZNF676', 'SYNE2', 'IL17D', 'AXIN1', 'NCAPD3', 'POLD3', 'ARHGEF7', 'CCDC39', 'OR9Q2', 'PDP1', 'ULK3', 'IZUMO4', 'CLIP4', 'SOX21', 'KDM6A', 'DNMT3L', 'FXYD6', 'ZC3H12B', 'TM7SF3', 'ASTE1', 'ARFIP2', 'TMEM79', 'QSER1', 'SRXN1', 'PES1', 'TMEM45B', 'RSPH10B2', 'TENM4', 'DHCR7', 'SLC5A9', 'CDC6', 'TAT', 'CHST3', 'EXOSC1', 'SDHAF4', 'PLCE1', 'GKN1', 'HOXB2', 'KRTAP10-11', 'THOC5', 'ERBB2', 'PIFO', 'FRMD3', 'SEMA6C', 'DNAJC5B', 'TRPC5', 'TFAP2C', 'FAM120A', 'PITPNB', 'SLC4A5', 'CCPG1', 'FAM72B', 'RABGAP1L', 'NDUFAF7', 'ABCG2', 'KLRC2', 'ADAMTSL2', 'MORN2', 'PCDHGA11', 'DNAJC18', 'LOC154449', 'IFNE', 'TMEM27', 'SDHAF2', 'TOB2', 'CEP76', 'CFAP221', 'LY6G5C', 'MED25', 'FAM138F', 'NUTM1', 'RGS19', 'SHARPIN', 'RGS2', 'TEX10', 'KLF14', 'ADAMTS16', 'TRIB3', 'CMTR1', 'RPS27L', 'FAM90A1', 'GMEB2', 'PFN2', 'NBR2', 'CCNC', 'ACSM6', 'ARRDC2', 'CFC1B', 'DDX46', 'ADAM28', 'DRG1', 'DDX1', 'YWHAE', 'LRRCC1', 'LSG1', 'PNPT1', 'CRKL', 'B3GALNT2', 'BAIAP2-AS1', 'CDH23', 'COLEC10', 'FBL', 'ADGRF3', 'USP5', 'CEACAM22P', 'NME6', 'BEST2', 'IGFBP3', 'LAMA5', 'ILF3', 'ZNF319', 'CDHR1', 'TXLNB', 'AGAP5', 'DDX20', 'ZCCHC10', 'ACOX2', 'CES3', 'PLA2G2C', 'C10ORF128', 'MYL7', 'PDCD6', 'TNIK', 'LOC286359', 'CCDC168', 'EPM2AIP1', 'STXBP5L', 'HDLBP', 'ABCG1', 'PLXNB3', 'GPR89A', 'DPY19L2P4', 'DUSP12', 'LOC654342', 'ZNF384', 'HIST1H2AE', 'TMEM200B', 'PIK3IP1', 'APOA4', 'GPR4', 'POLR3E', 'NAT8', 'GANC', 'ADIG', 'PREPL', 'RPS3A', 'MORC4', 'PLP2', 'OR2AG2', 'OR5B12', 'LCNL1', 'S1PR3', 'BPIFC', 'BPHL', 'CEP290', 'ANKRD34B', 'ZNF320', 'CASP2', 'SMR3B', 'NLRP3', 'CXADRP2', 'KRT14', 'UBN2', 'EIF3J', 'TBC1D2B', 'KLRC1', 'PDSS2', 'NBPF10', 'LGI3', 'GTF2E1', 'LINC00479', 'MYNN', 'ID2B', 'NUP214', 'C9ORF69', 'USP22', 'FAM65C', 'QRFP', 'WWTR1', 'TRAF3', 'RIMS1', 'CALCB', 'STK19', 'ARL9', 'FBLL1', 'DSG3', 'LONRF3', 'HEATR5B', 'MIPEP', 'SFXN5', 'TIAL1', 'LCE6A', 'MOV10', 'FUT2', 'LYL1', 'SOWAHA', 'ZNF583', 'SCARNA8', 'SHC1', 'SH2D1A', 'UQCR11', 'ROPN1L', 'ADCY10', 'CERS5', 'PAPSS1', 'ZNF81', 'SLC44A1', 'MRPL23', 'CAMK2B', 'LYPD6', 'HHIPL1', 'ADGRG2', 'PSORS1C2', 'XAGE3', 'SEPT7P9', 'AQP1', 'PRR35', 'CAPNS1', 'PCDH18', 'ANKRD34C', 'CRHR1-IT1', 'UGT8', 'TRMT112', 'PDIA2', 'ABCA5', 'MED29', 'HTRA2', 'PLOD1', 'KRBA2', 'TRAF3IP3', 'PDIA3', 'LOC283332', 'STATH', 'EFHC2', 'PIGX', 'C17ORF78', 'IFITM1', 'APOM', 'PRSS38', 'DUS3L', 'ZNF469', 'P2RX3', 'KDR', 'ST8SIA6', 'HOXA2', 'PTBP3', 'C2ORF88', 'SPAG17', 'ABCC4', 'ATP13A4', 'PSMD11', 'TMEM63C', 'TMED8', 'ARMC2', 'TNFRSF14', 'METTL4', 'KCNV2', 'XRCC5', 'GTPBP8', 'GFOD2', 'ARPP19', 'OR4F29', 'ANKRD2', 'RER1', 'TXLNG', 'C11ORF58', 'TTC17', 'CCDC94', 'SNORA21', 'HIST1H2BC', 'RPS12', 'ABCC5', 'KRTAP24-1', 'ECEL1', 'FAM122C', 'NAP1L2', 'ERAP1', 'RAB31', 'TUBB6', 'QSOX1', 'RPS2', 'ZNF593', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0017653619110491459
		RMSE:  0.25173274438657
		NRMSE:  0.09206141909982812
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11040193949010524
		RMSE:  0.1737457828578019
		NRMSE:  0.1664678101960314
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  LinearRegression
		Pearson Correlation:  0.835132984386015
		Spearman Correlation:  0.7659198187951484
		Coefficient of Determination:  0.6974471016094917
		RMSE:  0.1383430556368788
		NRMSE:  0.05059356920599722
		MAPE:  323.5939619904615
		Pearson Correlation:  0.026512260784883425
		Spearman Correlation:  -0.011129814586216787
		Coefficient of Determination:  -9.38792466686143
		RMSE:  0.5314208162525349
		NRMSE:  0.5091603267663117
		MAPE:  709.0311351121965

	Predictor:  ElasticNet
		Pearson Correlation:  0.5505277561203354
		Spearman Correlation:  0.45052686568216577
		Coefficient of Determination:  0.2638749303225313
		RMSE:  0.21579059337366285
		NRMSE:  0.0789169811928258
		MAPE:  232.54532015579713
		Pearson Correlation:  0.21079709081630352
		Spearman Correlation:  0.2518809461464607
		Coefficient of Determination:  -0.07666509676515232
		RMSE:  0.17108600432596127
		NRMSE:  0.1639194461406903
		MAPE:  116.3970080437406

	Predictor:  RandomForests
		Pearson Correlation:  0.6306686108272025
		Spearman Correlation:  0.4571577706925974
		Coefficient of Determination:  0.18613676407762747
		RMSE:  0.22689891566937748
		NRMSE:  0.08297941620442419
		MAPE:  118.0625380627833
		Pearson Correlation:  0.19961684996961276
		Spearman Correlation:  0.22646915796955078
		Coefficient of Determination:  -0.021481284556595925
		RMSE:  0.1666438817490903
		NRMSE:  0.15966339798901077
		MAPE:  110.53140893987295

Protein:  CDH1
x_train_column_count:  836
x_train columns:  ['RASD2', 'SAMD15', 'NDP', 'SNX29', 'ERCC6', 'GOLGA2', 'TBC1D22B', 'SAXO2', 'PARP4', 'RUNX3', 'ASF1B', 'VSTM1', 'PAG1', 'TBX10', 'MAD1L1', 'SHC1', 'OMG', 'CDH2', 'CASP10', 'ATP6V1E1', 'TAF1B', 'SYNGAP1', 'CREB3', 'SEC1P', 'GLIPR1L2', 'DSCR10', 'MRPL34', 'TMEM132D', 'SARAF', 'NAA15', 'SERPINB11', 'IGFL2', 'CTNNA3', 'ZNF716', 'NUP35', 'AARS', 'ADGRG1', 'C8ORF37', 'OR7C2', 'NHEJ1', 'SLC30A10', 'SLC26A11', 'SF3A2', 'PRAMEF2', 'LHX9', 'SIGLEC9', 'CHML', 'CFHR1', 'MIF', 'TWISTNB', 'CST13P', 'NTMT1', 'NUDT6', 'PSMD7', 'ZNF354A', 'CROCCP3', 'TMEM215', 'GMPPA', 'RAB34', 'RAD52', 'NXN', 'RNF125', 'RHOBTB1', 'CDPF1', 'CSF3', 'DYX1C1', 'PBX3', 'HIST1H2AC', 'OTOR', 'SERPINB12', 'MRPL54', 'GALNT1', 'SIKE1', 'CFAP221', 'FAM177B', 'GALNTL5', 'RPS20', 'CCT8', 'HILS1', 'FILIP1', 'LOC729609', 'FLJ23867', 'ZNF552', 'PALM', 'UGT2B10', 'STEAP1B', 'STK35', 'KCNT1', 'OR4N2', 'ARPC5L', 'IRF4', 'PCDHGA12', 'MYH8', 'AQP12B', 'C9', 'ATP8B2', 'EDA', 'METRNL', 'NRM', 'RASL11B', 'DDX51', 'RABIF', 'BTG4', 'DNAH1', 'SLMO1', 'RPL18A', 'RNF182', 'TTC22', 'RNFT2', 'FBXW10', 'FBXO22-AS1', 'DEFB135', 'ANAPC15', 'SYT16', 'NKG7', 'CRADD', 'ITGAM', 'CCDC30', 'METTL17', 'UMPS', 'GLTSCR1', 'GNPDA1', 'RNH1', 'MEG3', 'MADCAM1', 'APOM', 'SSUH2', 'SH3BP2', 'GAPDHS', 'PPP1R7', 'STPG2', 'CNKSR3', 'GLMN', 'TRIM8', 'ZFP36', 'RPEL1', 'PRPF19', 'RFX2', 'QRFP', 'ADIRF', 'ANKRD36BP2', 'AKIRIN2', 'KDELR3', 'TMEM56', 'TMPRSS15', 'AMY2A', 'GAS2', 'OR10H3', 'PPP1R21', 'SLC22A13', 'TEX26', 'MLXIP', 'CEP104', 'C20ORF194', 'DHPS', 'ZNF486', 'C11ORF24', 'RAD54B', 'HAUS7', 'SALL3', 'PROK1', 'NFIX', 'EMILIN2', 'EIF4E', 'MSRB2', 'STAM2', 'LINC00264', 'LINC00293', 'NPTX1', 'IFT80', 'SYNPO', 'NDOR1', 'DCLK2', 'ZFPM1', 'ZNF513', 'C20ORF24', 'GIMAP8', 'NPPC', 'IFT140', 'KHDC3L', 'PXDN', 'LRRC37A2', 'TMEM116', 'TYW3', 'AHCY', 'SLC5A12', 'NOSTRIN', 'GNB2', 'BUD13', 'CSF2', 'NNAT', 'TNK1', 'CHST8', 'CNGA2', 'ANKRD23', 'NKAIN2', 'BBS7', 'CCL7', 'AMN', 'YTHDC1', 'ALG1L', 'CDK5RAP3', 'MDC1', 'KRBA2', 'ZFP91-CNTF', 'URM1', 'C9ORF69', 'ARFGAP3', 'OR4F5', 'NRXN2', 'TCERG1', 'APOL2', 'MCM2', 'FLAD1', 'GRIPAP1', 'DNAI2', 'UCKL1', 'SCGN', 'SUPT20HL2', 'HNRNPCL1', 'SNORA49', 'GPR65', 'PDGFB', 'PCYOX1L', 'RPL7', 'KCNA3', 'CDC42BPG', 'TMEM150A', 'UBQLN3', 'CNDP1', 'ELMOD2', 'SPATA3', 'RAD51', 'OR12D3', 'PTH2R', 'SRSF9', 'HCG18', 'TCEAL1', 'DDX53', 'XRCC3', 'TSPAN2', 'FAM208A', 'LGALS4', 'LRRC7', 'FOXS1', 'ZNF251', 'DEFB115', 'WNT11', 'C17ORF77', 'NKX1-2', 'SNORA12', 'DEFB119', 'FMO9P', 'SYS1', 'ME2', 'NFX1', 'PEX2', 'CIAO1', 'PAIP2', 'H2BFM', 'ACSL1', 'TP53BP2', 'C11ORF49', 'APPL2', 'C11ORF71', 'GALNT16', 'LMF1', 'MRO', 'SMPD2', 'PDIA2', 'B3GNT8', 'SSBP3', 'HOOK2', 'HIST1H2BJ', 'SLC17A6', 'RAB3B', 'PDE1A', 'HBP1', 'FRMPD2', 'RNF169', 'FBLIM1', 'TAF6L', 'COL1A2', 'LINC00896', 'SLC4A2', 'LIPI', 'AFF1', 'C17ORF75', 'FBXO21', 'PLLP', 'ADRBK1', 'SRD5A1', 'LOC284441', 'OR52W1', 'SBSN', 'NKRF', 'SAV1', 'CKAP2L', 'CHEK2', 'TRMT1L', 'CSNK2B', 'UGT2B4', 'EML5', 'TUBB4B', 'KLHL7', 'SDSL', 'GOLGA2P6', 'RRAS2', 'ZNF436', 'RFC4', 'OR2C1', 'C15ORF26', 'A1BG-AS1', 'KMT2E', 'RAP1GDS1', 'GPR141', 'ZDHHC16', 'CPSF2', 'LPPR3', 'GCH1', 'TNNT2', 'NAGA', 'FOXK1', 'RAB42', 'GATA1', 'PVALB', 'CLEC2L', 'CYSTM1', 'PSMB7', 'SAMD4A', 'LKAAEAR1', 'PQLC1', 'WASH2P', 'RBMXL3', 'INS', 'DDX3Y', 'PAPOLA', 'TNFSF18', 'USE1', 'SLC5A6', 'SYNE3', 'S100A3', 'DENND4B', 'FAHD1', 'PPP6R2', 'SNORA40', 'SLC25A53', 'TMEM47', 'PIGV', 'GFI1B', 'BARHL2', 'TSPAN12', 'PPP1R13B', 'TMPO-AS1', 'PRPF3', 'SCAMP3', 'DPH2', 'NLGN2', 'NRDE2', 'ZNF487', 'C4ORF32', 'C6ORF89', 'PNN', 'PRRG2', 'TMEM26', 'CECR5', 'POSTN', 'DNAH9', 'FABP6', 'APOBR', 'ABAT', 'KCTD10', 'SCML4', 'PTER', 'SLFN13', 'YME1L1', 'KRTAP24-1', 'CTTNBP2', 'RTF1', 'GTF3C2', 'CHST13', 'HPGDS', 'OR9I1', 'GAPVD1', 'ENAM', 'ITFG2', 'OPRK1', 'PUS3', 'EPPIN', 'SF3B6', 'PCK1', 'PLCG2', 'RPS12', 'PPFIA2', 'MMP1', 'SLC35F6', 'STARD5', 'SFTA2', 'ZNF574', 'MUC21', 'RASGRP2', 'MAP7D1', 'C11ORF16', 'TDRG1', 'SUSD3', 'NDRG1', 'ACTL6B', 'CLEC16A', 'YIF1B', 'CSRNP3', 'LOC100190986', 'MAP3K19', 'SPATA33', 'KISS1R', 'CXCL8', 'VPS36', 'RNF17', 'STEAP3', 'NDUFAF6', 'SNORA5C', 'SLC33A1', 'C15ORF62', 'FAM104A', 'SDS', 'LSM2', 'PELI3', 'PRSS22', 'RAB33B', 'ZNF25', 'WNK3', 'NDUFAF1', 'STK16', 'PTPRC', 'MGC27382', 'PCID2', 'PCDHGC3', 'IHH', 'SCHIP1', 'PGM2L1', 'PABPC1L', 'SNX12', 'NF1', 'GCC2', 'PANX3', 'BIN3', 'XRN2', 'GTF2B', 'RNASEH2B', 'RPL19', 'LINC00696', 'ZNF208', 'TMC3', 'CCDC110', 'CILP2', 'TOR1AIP2', 'MYCNOS', 'SPAG11B', 'RPSAP9', 'INE1', 'TSPYL2', 'HIST1H1D', 'CNNM3', 'BDNF-AS', 'CCT6A', 'NXNL2', 'ZKSCAN2', 'ENC1', 'CD1D', 'ACSS1', 'UNC93A', 'RASAL3', 'COL4A6', 'MPV17L', 'DNM1P46', 'MRS2', 'TBXAS1', 'LPO', 'TMEM81', 'ARF5', 'UST', 'PPP1R1B', 'DSC1', 'WWOX', 'CD99L2', 'SMCR5', 'ADGRF1', 'SNORA71E', 'BTBD6', 'ELK1', 'SMO', 'LRRC57', 'PLAGL2', 'HIVEP2', 'KIAA1551', 'CENPBD1', 'KRTAP19-6', 'IFT88', 'CDKL2', 'RNMT', 'UGCG', 'SCARNA21', 'C6ORF52', 'EHD3', 'GALR1', 'AMH', 'HSPB3', 'COL5A3', 'KLK11', 'CATSPERB', 'NKAP', 'PAPPA2', 'NLN', 'IFNB1', 'LINC00620', 'SFPQ', 'TIMM17A', 'CELA3A', 'CCDC122', 'TMEM252', 'EXT2', 'HS6ST2', 'RMRP', 'NKD2', 'CEACAM4', 'LINC-PINT', 'SMIM10L2A', 'FOXI3', 'IFITM5', 'SREK1', 'MON1A', 'U2AF1', 'CLMN', 'ECHDC3', 'ELK3', 'HMOX2', 'RABGGTA', 'GCLC', 'MOV10', 'CCDC178', 'SERINC2', 'LINC01106', 'KIAA0556', 'CFAP69', 'CTTNBP2NL', 'FBRS', 'FMNL2', 'GFPT1', 'COMMD2', 'OR2Y1', 'GPLD1', 'MEPE', 'ASB16', 'MRAP2', 'TGM7', 'WFDC8', 'EHMT1', 'ADAM2', 'EBP', 'PUS7', 'ADCY1', 'COMT', 'ARRDC2', 'CTSW', 'NOP58', 'FCAMR', 'PPIP5K1', 'MDP1', 'NEGR1', 'DCAF12L2', 'XRCC1', 'INPP5D', 'MTMR4', 'ABT1', 'PHF2P1', 'APOPT1', 'CCDC159', 'NCAPG2', 'ZZZ3', 'DAD1P1', 'CIT', 'SCARNA15', 'TAAR1', 'DLEU2L', 'ZNF768', 'TTC31', 'CCL8', 'TAS1R3', 'MS4A15', 'TMEM225', 'PTPRF', 'LINC01366', 'DTD2', 'C1QTNF9B-AS1', 'PDCD1', 'COL6A4P1', 'ACTA2', 'SPATA31A5', 'OR4K15', 'EIF4G3', 'SLURP1', 'GRSF1', 'SAP30BP', 'GCNT4', 'OR1E2', 'TIGD2', 'SLC6A17', 'CCDC148', 'LINC00936', 'LINC00238', 'MLF1', 'SCG5', 'ITGB3BP', 'PLBD2', 'ABCB7', 'NCR3LG1', 'CCL18', 'CHIA', 'SLC6A12', 'FHL5', 'GPR52', 'RAD1', 'CCDC85C', 'CWC27', 'NUBP1', 'SCARNA18', 'UQCRH', 'CCNC', 'ZC3H7A', 'CANT1', 'MTERF4', 'TGM5', 'FAM195B', 'LINC01020', 'TMBIM6', 'MME', 'IL17RB', 'EIF2AK4', 'SYT17', 'REG1B', 'PTGFR', 'RPN2', 'CAPS2', 'NR2F6', 'C2CD4D', 'LRP12', 'KRT12', 'KIAA1324L', 'CLMP', 'KLF2', 'ZNF286B', 'HGD', 'USP17L9P', 'PLCL1', 'REM1', 'TCF7L1', 'NAALAD2', 'AXIN2', 'CFD', 'HOMEZ', 'GNB1L', 'TH', 'FANCE', 'STAG1', 'UROC1', 'MOB3C', 'OR8B12', 'P2RY4', 'PEX5L', 'STARD7', 'EGOT', 'DNAJC30', 'SNAR-B2', 'TRIT1', 'TIMP3', 'HAND2-AS1', 'RHBDD2', 'COL10A1', 'FAT1', 'C1QTNF9B', 'DEPDC1', 'ONECUT3', 'ANKRD39', 'AK7', 'MARVELD3', 'YLPM1', 'DDX60L', 'GRIN2B', 'RELB', 'SMYD2', 'ANAPC4', 'TRADD', 'STAG3L2', 'OOEP', 'RACGAP1', 'LOC221122', 'GUCY2F', 'TPSB2', 'NXF2B', 'ACAP1', 'OR11H1', 'JADE1', 'MARK2', 'SUPT20HL1', 'RIMBP2', 'KRTAP9-8', 'ZNF578', 'PRDX1', 'IRF2BP1', 'ANTXR1', 'COL8A1', 'PLK5', 'HABP2', 'COQ10A', 'SORCS1', 'XIRP1', 'THBS3', 'NLGN1', 'BPGM', 'ZNF17', 'TPD52L2', 'FAM58A', 'ASIP', 'DVL2', 'ZNF548', 'OR5W2', 'MT1DP', 'DDX39A', 'FAM212A', 'PDIA3', 'DEAF1', 'ADGRG3', 'DEGS2', 'DNALI1', 'SULT2B1', 'SREBF2', 'MMRN1', 'PYCR1', 'ANK3', 'CHRAC1', 'RBX1', 'CLDN9', 'IMPA1', 'SERPINB5', 'PGAM2', 'UBE2N', 'TXNL1', 'RAD9A', 'ZAR1L', 'COL11A2', 'SCAF4', 'OR2B2', 'LETM1', 'GRPR', 'MLEC', 'GALNT11', 'FRMD7', 'RSU1P2', 'ZNF367', 'GRAMD4', 'NUBPL', 'HSPB8', 'MPZ', 'HES4', 'TTC16', 'SFMBT2', 'FLJ42393', 'AP5Z1', 'LRRC3', 'WAS', 'PRMT2', 'TUBA1B', 'TSSC4', 'C5ORF58', 'OR52D1', 'TMEM141', 'MAPK10', 'CXORF56', 'ICAM1', 'ARF4', 'BTBD9', 'C5ORF60', 'OR2M1P', 'GLT6D1', 'RPS9', 'RAB19', 'GYPE', 'ATG12', 'NYX', 'ZNRD1', 'TMF1', 'GAS7', 'C1ORF68', 'SYDE2', 'DDX56', 'EEF2K', 'KRT18P55', 'NDNL2', 'WWC2-AS2', 'RNU4ATAC', 'CSMD1', 'IKZF4', 'CFAP36', 'NDUFS8', 'CETP', 'AXL', 'CYTL1', 'CYP8B1', 'RXFP4', 'LCA5L', 'SHMT1', 'CDH24', 'LTBP2', 'PRR26', 'ATG4B', 'ZMAT1', 'SPECC1', 'ZNF326', 'FAS', 'ARL4C', 'SGPL1', 'SLK', 'C22ORF34', 'CHCHD3', 'CTSA', 'LILRA5', 'GCA', 'AKR1B10', 'CES2', 'FAM160A2', 'MRPL10', 'SLC35A1', 'DNAJA2', 'RBP5', 'ABCD4', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1648542010437435
		RMSE:  1.2077311247232185
		NRMSE:  0.19230774891296748
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01787767410405383
		RMSE:  1.1768276141426715
		NRMSE:  0.21349508619837296
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.119011303751291
		NRMSE:  0.17818083878718685
		MAPE:  552.7314487209006
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06543533401046742
		RMSE:  1.204005869039757
		NRMSE:  0.21842565020132743
		MAPE:  371.74257556440244

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  4.088539615757079e-15
		NRMSE:  6.510206069483581e-16
		MAPE:  3.5518371757951556e-12
		Pearson Correlation:  0.2582082023159597
		Spearman Correlation:  0.2884549682664373
		Coefficient of Determination:  -1.8584852247163184
		RMSE:  1.9721186129279475
		NRMSE:  0.35777341405027896
		MAPE:  889.0593638670374

	Predictor:  ElasticNet
		Pearson Correlation:  0.9076996886401558
		Spearman Correlation:  0.8819872811215521
		Coefficient of Determination:  0.8036483472296828
		RMSE:  0.495851640285235
		NRMSE:  0.07895475307876101
		MAPE:  312.88036205836335
		Pearson Correlation:  0.41996707767960756
		Spearman Correlation:  0.39946383371363736
		Coefficient of Determination:  0.10309541142882905
		RMSE:  1.1046842931483305
		NRMSE:  0.20040715016659963
		MAPE:  405.07390557454903

	Predictor:  RandomForests
		Pearson Correlation:  0.7542503669210825
		Spearman Correlation:  0.7284044734292126
		Coefficient of Determination:  0.5635090969717356
		RMSE:  0.7393023251282937
		NRMSE:  0.11771955114937321
		MAPE:  240.86848940694355
		Pearson Correlation:  0.7587279985088357
		Spearman Correlation:  0.5273739533884297
		Coefficient of Determination:  0.508056933639699
		RMSE:  0.818130301338809
		NRMSE:  0.14842173748028176
		MAPE:  171.9195588239905

Protein:  CDH2
x_train_column_count:  474
x_train columns:  ['C19ORF12', 'CHTOP', 'DUPD1', 'MT1B', 'SNORD22', 'TMSB4XP8', 'ACOX2', 'TMEM80', 'CCL26', 'LCE1F', 'XPNPEP1', 'CRX', 'NOL6', 'CMTM8', 'ADAM33', 'ABCA8', 'CLPP', 'ZC3H13', 'IL27RA', 'IL1F10', 'SLCO2A1', 'NUP62CL', 'TCP10L', 'KIFC2', 'GPRC5D', 'RNF44', 'CCDC105', 'ZNF444', 'ATP2B2', 'MOBP', 'PSAT1', 'EED', 'VPS26B', 'AACSP1', 'CCRL2', 'RASSF9', 'DUSP28', 'FADS2', 'TAF1D', 'ZKSCAN3', 'C5AR1', 'MPLKIP', 'RFWD3', 'PTRH2', 'OR52B4', 'SLC25A47', 'ANKRD29', 'PPP2R3A', 'KIAA0513', 'EPS15', 'GFPT2', 'COTL1', 'SRSF4', 'MAGEF1', 'SEMA4B', 'TECPR1', 'REXO1', 'ITM2C', 'OR1I1', 'ZIK1', 'PCM1', 'UBL3', 'MEDAG', 'TTYH2', 'MTCH2', 'ANTXR1', 'KCNK12', 'ZNF527', 'ZNF764', 'SLC25A11', 'MSR1', 'FUBP3', 'TLN2', 'UGT1A4', 'ASUN', 'LOC494141', 'MTG1', 'CLEC14A', 'SNX1', 'PRX', 'CHMP1A', 'TRPM7', 'PARP9', 'DCAF13', 'IL18R1', 'KRTAP13-1', 'SAR1A', 'GLT8D2', 'GHRHR', 'CHST6', 'SLC35G2', 'ADIPOQ', 'IQCF6', 'ZNF649', 'TGFBR2', 'PDCD2', 'ITGB7', 'ARG1', 'FSHB', 'SETD8', 'C7ORF72', 'FOXD4L1', 'SSH2', 'CASP6', 'ZNF648', 'OR1S2', 'SLC1A7', 'FUT6', 'PTGER2', 'ACP6', 'C6ORF141', 'ZBTB24', 'AGPAT3', 'GRM7', 'SEMA3E', 'NR6A1', 'AFTPH', 'OR5L1', 'ST3GAL2', 'MED19', 'IDH3G', 'MAP2K3', 'TMEM102', 'KIAA0930', 'SP3', 'ANKLE2', 'KIAA0754', 'RAP2A', 'RBMXL2', 'SNRPD3', 'LINC00847', 'OR10Z1', 'LINC01550', 'CLEC17A', 'FAM179B', 'STAP1', 'TXNDC16', 'PTCHD3', 'RPIA', 'CFAP20', 'TTC17', 'GFAP', 'WHAMM', 'OR2T2', 'CRYGC', 'SRCAP', 'ADGRG4', 'SLC29A4', 'CTSF', 'MUM1L1', 'CETP', 'SAA4', 'ELAC1', 'OR5K2', 'SPC25', 'PDX1', 'ECI2', 'MBOAT7', 'C5ORF51', 'MMRN2', 'OSBPL5', 'CCDC132', 'CAB39L', 'CCNI', 'BTBD10', 'PLA2G5', 'MGAT4A', 'ISG15', 'SAV1', 'PFDN6', 'IRX1', 'GZMH', 'MUC12', 'CYR61', 'R3HDML', 'ZMPSTE24', 'MFSD6L', 'RBM25', 'OTOL1', 'CRY2', 'CITED4', 'SNORD15A', 'UMODL1', 'SOX10', 'AGAP2', 'KRT25', 'FADS1', 'GSK3B', 'DYNC1H1', 'ACSL4', 'PHF11', 'GJB6', 'ABI1', 'BAAT', 'RTKN', 'USP32P2', 'LIMK2', 'C22ORF42', 'DFNA5', 'SCD5', 'RINL', 'APOB', 'SLED1', 'DNASE2B', 'RBM38', 'HELZ', 'CLTCL1', 'FBXO8', 'AAAS', 'OR4C11', 'WWP2', 'CRB3', 'ELMOD1', 'NTM', 'TDP2', 'FNDC5', 'NPNT', 'UBA3', 'RAD9B', 'RPS23', 'DHX29', 'CD248', 'ATF5', 'SNX12', 'CDH13', 'TMEM251', 'TDO2', 'DKK1', 'FER1L5', 'BRMS1L', 'MYH7', 'WBP1', 'HNRNPAB', 'C12ORF54', 'NKAIN4', 'TYW5', 'LRRC41', 'C8ORF34', 'ICOSLG', 'GFM2', 'SPDYE3', 'ZNF589', 'GLTSCR2', 'CT47A7', 'DYNC1I1', 'STK3', 'TTC30A', 'RARS', 'JSRP1', 'RIPK1', 'PXDC1', 'ZRANB3', 'ZBTB48', 'GEMIN8', 'CACTIN', 'RPE', 'SPATA9', 'TSHZ1', 'RGPD8', 'RCHY1', 'MYSM1', 'HOXB13', 'ERP29', 'NTNG1', 'SLC44A5', 'FEZ1', 'ADGRG5', 'PPP1R12B', 'CRACR2B', 'CNDP2', 'PRH2', 'RANBP3L', 'FLJ16779', 'PRR26', 'OR2V2', 'ATP6V1G3', 'FLNC', 'TMEM169', 'CCDC47', 'GPR35', 'TCHHL1', 'SAMD12', 'RBMXL3', 'SCML2', 'MGST3', 'LCE1B', 'TIMM17B', 'AARS2', 'RAPGEF3', 'ATXN1', 'ZBTB32', 'TCP10L2', 'HIST1H4K', 'ANKS3', 'LSM3', 'FAM20A', 'CCDC88A', 'GPC3', 'CNIH3', 'RGS19', 'DNAJA1', 'RPL8', 'SLC25A46', 'PREB', 'DDR1', 'MT3', 'PPP2CA', 'RASSF10', 'SBF1', 'KLHL23', 'LANCL3', 'FAM69B', 'HBM', 'CENPV', 'KHDRBS1', 'RBSN', 'GGTLC2', 'LOC391003', 'KRTAP13-2', 'ST7-AS1', 'TMED5', 'PSMC1', 'THBS4', 'SYNJ1', 'GRN', 'WDR5B', 'SLC22A16', 'PRUNE2', 'CCDC74A', 'PCDHB9', 'OR4C15', 'CLK3', 'GSTA1', 'STKLD1', 'CCDC103', 'PVALB', 'ZNF300', 'BAG2', 'NINJ1', 'FAM161B', 'DNAH3', 'GCM1', 'C17ORF99', 'SP4', 'WNT8B', 'ATP5EP2', 'CDC42BPG', 'WDR38', 'SDHB', 'ZNF526', 'IL25', 'SEMA6A', 'ACOT7', 'SAPCD2', 'PYGM', 'CST9L', 'PGA5', 'UCP2', 'LOC401052', 'SIRT3', 'GNAI3', 'MAN2A1', 'KIF7', 'AP3S1', 'PTPRS', 'TSPAN19', 'PLOD3', 'H2AFJ', 'UVRAG', 'STH', 'FAM216B', 'CRAMP1L', 'BTBD6', 'MN1', 'INSL3', 'TATDN3', 'MYL7', 'RASSF5', 'DRD2', 'RPL17', 'TRIP10', 'CDO1', 'CBLB', 'ARHGAP12', 'RFNG', 'BCL7A', 'SUSD6', 'ASB16', 'CRTC2', 'NME4', 'GTF2H3', 'RPL32P3', 'ANP32E', 'HAR1B', 'CNR2', 'SCUBE2', 'IFNK', 'HMBS', 'UBE3C', 'ZNF687', 'ADAM28', 'ITGA9', 'OR9A4', 'VPS37D', 'TMEM45B', 'PLIN5', 'ERMARD', 'SETX', 'CELF6', 'CYP2C19', 'ZNF304', 'TMEM74B', 'LCNL1', 'SLC35C1', 'LINC00111', 'KLHL15', 'LETM2', 'AFAP1-AS1', 'KIR2DL1', 'NGLY1', 'ZC3H10', 'KHK', 'CREBRF', 'WNT9A', 'BPIFA4P', 'ENC1', 'RPS6KA3', 'TUBB7P', 'CA9', 'GRM5', 'TAF5', 'EXOSC7', 'BCHE', 'OR5T1', 'CCR5', 'OR9Q2', 'OR5AR1', 'NADK2', 'FAM134C', 'PDILT', 'TRPC6', 'ARL17A', 'LHB', 'IGF2', 'DNAJC5', 'OR2M5', 'UBXN11', 'BHLHE40', 'FAM90A1', 'TLN1', 'ROS1', 'DMGDH', 'GPR158', 'SRGAP2', 'PGM2', 'SECISBP2', 'TRIM34', 'LOC646214', 'GREB1L', 'IQCF5', 'TTN', 'NETO1', 'TMEM107', 'RPL23AP64', 'TRIM32', 'PRSS55', 'OR5D16', 'TEX14', 'POLR2L', 'UGT8', 'PCDHA2', 'CMSS1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011628294333081435
		RMSE:  0.38156283556505555
		NRMSE:  0.1382574228440668
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.013534078125908788
		RMSE:  0.33551468363995024
		NRMSE:  0.17308132332546644
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  LinearRegression
		Pearson Correlation:  0.9329474040446496
		Spearman Correlation:  0.9157378363706067
		Coefficient of Determination:  0.8703908587136505
		RMSE:  0.1365756890708092
		NRMSE:  0.0494875313685083
		MAPE:  416.4132935269736
		Pearson Correlation:  -0.0547303515072565
		Spearman Correlation:  -0.0468958465816282
		Coefficient of Determination:  -19.31022859148273
		RMSE:  1.501930233150167
		NRMSE:  0.7747978999784195
		MAPE:  4903.9752445558

	Predictor:  ElasticNet
		Pearson Correlation:  0.6679188296842761
		Spearman Correlation:  0.6411497012152951
		Coefficient of Determination:  0.38133924189576085
		RMSE:  0.2983883537822338
		NRMSE:  0.10811955713538438
		MAPE:  1306.2243194165953
		Pearson Correlation:  0.18427156834464442
		Spearman Correlation:  0.12074714148555468
		Coefficient of Determination:  -0.03650857288609255
		RMSE:  0.33929604947066316
		NRMSE:  0.17503200934271343
		MAPE:  207.31062127137685

	Predictor:  RandomForests
		Pearson Correlation:  0.5778559068798708
		Spearman Correlation:  0.5194861179291597
		Coefficient of Determination:  0.17681264301289568
		RMSE:  0.34419529510994284
		NRMSE:  0.12471747775561376
		MAPE:  1207.9699808039952
		Pearson Correlation:  0.1416267973759037
		Spearman Correlation:  0.13953041808501354
		Coefficient of Determination:  -0.024823473881214086
		RMSE:  0.33737809841880095
		NRMSE:  0.17404259957224263
		MAPE:  135.5848037026012

Protein:  CDH3
x_train_column_count:  75
x_train columns:  ['TMEM180', 'GOLGA7', 'SLC25A52', 'TRAM1L1', 'ZBTB17', 'LRRC10B', 'LINC00483', 'CBX2', 'OSBP2', 'OXCT1', 'PLSCR4', 'HSPBAP1', 'RND3', 'HIST1H4G', 'LETM2', 'BLNK', 'GOLGA8F', 'UBR2', 'PRAMEF5', 'CKS2', 'C22ORF24', 'MTG1', 'SHMT1', 'NAPEPLD', 'SEC14L4', 'WSCD1', 'DAAM1', 'CBX4', 'DAW1', 'ILF3', 'SREK1IP1', 'SNORA45B', 'AHCYL2', 'GPATCH4', 'RNF145', 'UBAP2L', 'ANAPC2', 'IRGM', 'TAPBP', 'TEX43', 'SLC4A10', 'TTC41P', 'DHX29', 'SLC39A14', 'ADCY10P1', 'TCEAL1', 'PHF2', 'IP6K1', 'NUAK1', 'ZDHHC1', 'STRIP1', 'USP35', 'HELQ', 'TTC16', 'MED10', 'FAM26F', 'BEND3P3', 'ENTHD2', 'NDUFV2', 'ZNF800', 'PROL1', 'SHISA7', 'SLCO6A1', 'MYOCD', 'VAMP2', 'SERTAD4-AS1', 'PDE6G', 'MED12', 'CYB561A3', 'PPCDC', 'TBCCD1', 'BCAP29', 'TMEM37', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006306553616452382
		RMSE:  0.206558346691537
		NRMSE:  0.1472115018398285
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056823148221427866
		RMSE:  0.21361844422784051
		NRMSE:  0.19012980777528213
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  LinearRegression
		Pearson Correlation:  0.5073894392882282
		Spearman Correlation:  0.5211596266352589
		Coefficient of Determination:  0.2574440431012226
		RMSE:  0.17743618508682904
		NRMSE:  0.12645650832192729
		MAPE:  447.90408707930726
		Pearson Correlation:  0.3272120940459823
		Spearman Correlation:  0.2662601778077034
		Coefficient of Determination:  0.02648191273221523
		RMSE:  0.20502631286774792
		NRMSE:  0.18248243308449
		MAPE:  364.94545518979027

	Predictor:  ElasticNet
		Pearson Correlation:  0.435091913411065
		Spearman Correlation:  0.4690819556968827
		Coefficient of Determination:  0.17094377070623223
		RMSE:  0.18748632298110762
		NRMSE:  0.1336191135461234
		MAPE:  307.21151760857305
		Pearson Correlation:  0.44115605984880196
		Spearman Correlation:  0.38307460192770487
		Coefficient of Determination:  0.11374639854383228
		RMSE:  0.19562150493549535
		NRMSE:  0.17411174051257214
		MAPE:  427.70783324804603

	Predictor:  RandomForests
		Pearson Correlation:  0.5110873459730939
		Spearman Correlation:  0.5301540978002568
		Coefficient of Determination:  0.20979175045074938
		RMSE:  0.1830409992153586
		NRMSE:  0.1304509879380237
		MAPE:  262.60986791786945
		Pearson Correlation:  0.44598591431554285
		Spearman Correlation:  0.3422361874836345
		Coefficient of Determination:  0.09289585314756221
		RMSE:  0.19790928295302648
		NRMSE:  0.1761479635375923
		MAPE:  690.6540427178801

Protein:  PTEN
x_train_column_count:  886
x_train columns:  ['FAM223B', 'NME2P1', 'ACSL4', 'PMP22', 'HLTF', 'ZMAT3', 'LRRC42', 'GUCY1B3', 'ANKRD37', 'FKTN', 'IL17D', 'MYLK2', 'RD3', 'S100A1', 'GGT3P', 'TNNT3', 'SMOC2', 'S100A9', 'UBE2W', 'BLK', 'LYPLA2', 'SRI', 'PCMTD1', 'OR8D2', 'ZNF705D', 'ZC2HC1B', 'KRBOX4', 'PNMT', 'KRTAP19-3', 'GAGE2B', 'MARCKS', 'NACC2', 'ZNF140', 'GALNT2', 'ABCB8', 'MYL4', 'FOXR2', 'OR51G1', 'SLAMF1', 'CAMK2B', 'MMP10', 'ROBO3', 'NUDT18', 'TMED7', 'TNFAIP8', 'SBNO1', 'RGP1', 'MX2', 'ZNF252P', 'MFAP3L', 'BAGE', 'CDKN3', 'LACC1', 'C10ORF71', 'HSF2BP', 'LINC01587', 'FSIP1', 'PTP4A1', 'PSMC1', 'ACD', 'DNPEP', 'CCDC176', 'PANK3', 'DRAIC', 'OR51F1', 'GJA5', 'TCAF2', 'CNN2', 'KRTAP9-8', 'DMRTB1', 'SNRPD2', 'ATE1', 'RMST', 'MCM3AP-AS1', 'ODF3B', 'RPL23AP64', 'SLC22A2', 'POU2F3', 'GRPEL2', 'EDIL3', 'TP53INP2', 'NNAT', 'ANKRA2', 'DOCK11', 'CCDC185', 'XKR7', 'FAM120AOS', 'ALS2CL', 'EN1', 'ADCY10P1', 'ZSCAN12', 'SNHG20', 'PAEP', 'GPX6', 'SKIDA1', 'DDX56', 'PAX2', 'SMIM11', 'OSBPL7', 'ARPP21', 'ADGRG4', 'RNASEH2C', 'ZNF717', 'PCDHGA10', 'RECQL4', 'GUCY1B2', 'PHKB', 'TSPAN14', 'RSU1', 'REXO1L1P', 'LPCAT3', 'SNORA53', 'PROC', 'OSGIN2', 'ELK4', 'NKAPL', 'SLC6A1', 'NBEAL1', 'CNTFR-AS1', 'HIP1R', 'STOM', 'ZNF668', 'CMTM1', 'LINC00596', 'NLGN4X', 'C1ORF174', 'PGP', 'LBHD1', 'RABGGTA', 'VPS37B', 'XKR3', 'ANO8', 'MFF', 'CALY', 'SMAD1', 'SLC7A5P1', 'AZIN1', 'SYTL3', 'SLC25A51', 'NARS', 'OR6B1', 'MATR3', 'SFTPC', 'FAM60A', 'ZSCAN29', 'FAM138E', 'STUB1', 'FBXL12', 'PSMD5', 'LRRC14', 'VWA5B1', 'LIMK1', 'SUSD2', 'OR6C1', 'KLHL20', 'ARG1', 'CLMP', 'GOLGA8G', 'METTL23', 'OR51B2', 'GLCCI1', 'FAM63A', 'RNFT2', 'VLDLR', 'RNF121', 'ZFAND4', 'SELPLG', 'SEZ6L2', 'ZNF609', 'KCNJ1', 'AEBP2', 'TMEM132B', 'KRT27', 'OR1L8', 'FAM26E', 'ZNF491', 'CFAP43', 'C8ORF46', 'HPRT1', 'ADH7', 'SIPA1L1', 'TMCO5A', 'SLC35A5', 'FBXO41', 'NALCN', 'NAIP', 'TTLL10', 'ZNF137P', 'ZNF182', 'IL17A', 'NEFM', 'HIF1A', 'HACD1', 'LRRTM4', 'KLHL3', 'ELOVL1', 'IL2', 'DAAM2', 'IRF2BPL', 'ZC3H14', 'MLH3', 'TMPRSS5', 'IGSF8', 'KCNE5', 'MAN2B2', 'ADAMTS5', 'SDC3', 'UGT1A6', 'TRAPPC11', 'KIAA1143', 'ANKHD1-EIF4EBP3', 'QTRTD1', 'RSRC1', 'EML6', 'LINC00479', 'PLEKHA8', 'LRTOMT', 'GABRB2', 'MAT2B', 'DOCK10', 'MPLKIP', 'POU3F2', 'EWSAT1', 'SMCO2', 'ZNF33A', 'ZBED9', 'RAB40A', 'GRM5', 'CHAMP1', 'MFAP5', 'ZFYVE28', 'FOXO3B', 'MRPL2', 'BIRC3', 'MRPL9', 'AGA', 'CCR5', 'TBP', 'ARHGAP5-AS1', 'ZPR1', 'TEX13B', 'B9D2', 'GNG13', 'C1ORF168', 'OTOL1', 'NDUFB2-AS1', 'FAM74A1', 'NOTCH3', 'KGFLP1', 'ELK3', 'PITPNM3', 'OR5AR1', 'SNORA54', 'FBXL6', 'EPB41L4A', 'SAMD5', 'MEIS3P1', 'ROBO4', 'SNAP91', 'TDG', 'ZNF641', 'NFIB', 'KCNA2', 'PSG2', 'SDHAF3', 'SACS', 'PAH', 'PIAS3', 'NME1', 'WFDC13', 'SUPT4H1', 'EGFL6', 'SYCE3', 'CACTIN', 'KLF12', 'MDFI', 'OR3A1', 'PARPBP', 'UGT2B7', 'CYP4F8', 'C8ORF74', 'TMEM63A', 'LINC00917', 'ZCCHC14', 'ZNF484', 'MICU3', 'ZNF595', 'LUZP1', 'RPS10', 'KRT26', 'GLYATL1', 'DOCK7', 'HSFX2', 'SFTA3', 'OR5M1', 'PACSIN2', 'CCDC85C', 'APPL2', 'C1ORF226', 'FIRRE', 'GCNT4', 'PIGA', 'CATSPER3', 'LINC01553', 'ZNF77', 'TMEM52B', 'TCHP', 'CHP1', 'LAMA4', 'DEFB131', 'STRADB', 'ITGB5', 'EIF3A', 'BTBD10', 'DTWD2', 'VPS13D', 'TBX19', 'PRDM4', 'RP9P', 'VPS4A', 'TMED10', 'RFK', 'OSTC', 'RPRM', 'FBXW10', 'TMEM205', 'LINGO2', 'ZC3H8', 'USP51', 'NUDT8', 'C1D', 'ABCC13', 'FHL5', 'SLC44A4', 'SYT8', 'DUSP23', 'TSHZ1', 'LINC00092', 'TCAIM', 'FAR2', 'LSMEM2', 'SMARCA4', 'TMEM185A', 'MBNL1', 'XRCC5', 'ZNF75D', 'PRUNE', 'COMMD4', 'PSMG3-AS1', 'FFAR4', 'ZNF763', 'MCM4', 'SOD2', 'OR13A1', 'MXD4', 'ZNF674', 'APOA4', 'NME9', 'TCEAL1', 'LCE1C', 'LNPEP', 'TIMMDC1', 'PGF', 'UNC119B', 'USP27X', 'HAP1', 'FLJ16779', 'SH3BGR', 'SUGCT', 'CTAGE1', 'TBC1D28', 'GPR182', 'NUSAP1', 'MAP3K11', 'XCR1', 'ADIG', 'FERMT3', 'EPDR1', 'SIGLEC9', 'PTX4', 'LINC00961', 'RRAGD', 'UPK3B', 'CST4', 'PTENP1', 'RTN1', 'OR2A12', 'FAM76B', 'TIAM2', 'C4ORF48', 'FBN2', 'PPAPDC1B', 'CCDC67', 'HACD2', 'GML', 'PSMD12', 'FRMD3', 'C20ORF194', 'VWA5B2', 'IL22RA1', 'STAT2', 'RGS9', 'SYT1', 'PDCD6', 'GAGE12D', 'LINC00314', 'ARHGEF19', 'C4ORF22', 'C5ORF52', 'MYNN', 'OR11H12', 'KPTN', 'OR4K17', 'GJD3', 'GMCL1', 'IMMT', 'CCIN', 'LOC100272216', 'RSC1A1', 'CCDC7', 'NDUFV1', 'WDFY1', 'POLB', 'SULT2B1', 'PAX8', 'GMFB', 'C19ORF54', 'RNF111', 'TRIM16', 'SLC14A2', 'ZNF486', 'INSL5', 'SPACA3', 'IGF1', 'ANKHD1', 'FBXL14', 'MBD3L2', 'SPNS2', 'FZD6', 'MIDN', 'MED11', 'ABHD13', 'L2HGDH', 'RSPO1', 'H2BFWT', 'PCDHA9', 'ZIC1', 'HMOX1', 'KIAA1107', 'DCLRE1A', 'LOC100129034', 'OMP', 'FBXL19', 'GALNT6', 'WDR49', 'GPR173', 'NIPA2', 'GHRHR', 'MUC4', 'ACTR1B', 'COLQ', 'RBP3', 'SLC45A3', 'KIF26A', 'CNOT4', 'SLC12A9', 'IMPA1', 'BTNL9', 'LINC01011', 'HCRT', 'RASEF', 'GOLM1', 'SCRN1', 'FAM196B', 'MMEL1', 'ANKRD53', 'THEM6', 'ZYX', 'NCOR1P1', 'ERCC2', 'TMEM206', 'DDIAS', 'ZNF131', 'ADAM29', 'ARHGEF18', 'DAPK2', 'ITPK1', 'WNT8B', 'PDE11A', 'CCNB3', 'NAB1', 'SLC7A2', 'CBWD2', 'GPR162', 'ZEB1-AS1', 'STAC2', 'SSH2', 'GPRASP2', 'AFP', 'LIN7C', 'HFE2', 'USP4', 'UEVLD', 'HHLA3', 'GSK3B', 'FAF1', 'PPIA', 'ATRAID', 'KLHL30', 'LMOD2', 'TMEM14B', 'SETDB2', 'NLRC3', 'RPL13AP17', 'OR5T2', 'PRORSD1P', 'ARRDC5', 'FNDC4', 'SLC25A2', 'NDRG2', 'ACBD6', 'SCRN3', 'BCYRN1', 'SHROOM4', 'TPRN', 'NID2', 'PRB1', 'NUDT13', 'SNAR-I', 'RAB9A', 'SLC22A18AS', 'ALOX5', 'PAX6', 'ZNF766', 'MFSD5', 'WFDC2', 'DOCK9', 'PIGU', 'PTPN12', 'TRPV1', 'GANC', 'SEMA3G', 'TMEM184A', 'PRR22', 'CXORF40B', 'GP9', 'SUFU', 'CDKN1A', 'VOPP1', 'THPO', 'PABPC1L2B', 'PLXNB1', 'CXADRP2', 'MRPL21', 'GCSAM', 'GDPD5', 'APOA5', 'CRISP1', 'GSDMA', 'OR2M7', 'BEX1', 'C8ORF33', 'INTS4P2', 'ZNF180', 'USP47', 'LPAL2', 'EIF2B5', 'LINC00710', 'CADM2', 'PRLR', 'RTN4R', 'SF3A3', 'C1QTNF6', 'TECR', 'BRDT', 'MSTO2P', 'RNASE8', 'CIC', 'GCM2', 'KRTAP1-5', 'ATAD2B', 'MYSM1', 'MYOC', 'SMCR8', 'CKLF', 'C3ORF52', 'PRSS42', 'POTEC', 'ANKRD30BL', 'PCSK1', 'SMPD3', 'CREBZF', 'FGF14', 'ANKRD26P1', 'RFXAP', 'NEURL4', 'HNF1A', 'WDR1', 'TAF7L', 'CYP1A2', 'ISCA1P1', 'SNX7', 'NPY1R', 'AKR1E2', 'CDC40', 'ANKRD22', 'ITPKA', 'HAUS7', 'TRAK2', 'SNORA14A', 'ARHGAP19', 'RILPL2', 'TSPAN8', 'PCDHA7', 'CMSS1', 'NDUFAF2', 'BCAS1', 'GARS', 'RPL26L1', 'SMARCAD1', 'TSC22D4', 'TCP11', 'MRPL16', 'ZEB1', 'STAG3L3', 'MYT1', 'MYOM3', 'ZNF565', 'RCAN2', 'GNL3', 'PAPOLA', 'NFE2L3P2', 'ABCC5', 'PRPS1L1', 'HILPDA', 'ATR', 'ACVR1', 'BCL2', 'MAML1', 'FAF2', 'ARHGEF39', 'DNM1P46', 'LOC100287704', 'PAK4', 'ANGPT1', 'N4BP3', 'POP1', 'ARHGAP22', 'ECM2', 'SNX8', 'TCTEX1D1', 'DLEU2L', 'PKP4', 'LRRC27', 'RAB6C', 'ASAP3', 'PLLP', 'CBLN3', 'PCM1', 'POLR3D', 'DBF4B', 'DST', 'RHPN1', 'TGM5', 'SNORA80A', 'CUBN', 'KLHL33', 'NGLY1', 'CDH16', 'TCEA2', 'RRN3P2', 'AMDHD2', 'CD5', 'CYP24A1', 'CHD7', 'ZNF791', 'DCANP1', 'SCIMP', 'GALNS', 'ZBTB16', 'PSG7', 'TBC1D24', 'NEFL', 'BARD1', 'OR2W3', 'MCM6', 'SLC16A6', 'BAAT', 'RALB', 'MCTS2P', 'HAO1', 'BTBD18', 'GLRX2', 'PDSS1', 'ADAD2', 'VPRBP', 'RNF207', 'TNNC2', 'FAM212A', 'OR5K2', 'SPANXN4', 'PLD4', 'PPAP2B', 'PRAMEF9', 'NDUFB7', 'TRPC4AP', 'GSG2', 'NUDT7', 'SPCS2P4', 'MFSD10', 'SLC18A3', 'ECHDC1', 'SERPINA5', 'TRIM13', 'PBDC1', 'SLC6A4', 'LYPD8', 'PRKCH', 'ADCY5', 'NBEAP1', 'FDX1', 'DCTN4', 'WBSCR27', 'RARRES2', 'CDC14C', 'NUCKS1', 'ALDH1L1', 'FLJ23867', 'OR4C3', 'MDM4', 'RGL4', 'PPAPDC2', 'MOGAT1', 'ADGRB1', 'PLA2G12A', 'CCDC141', 'DUXA', 'TRIM14', 'ATG16L1', 'OR4A47', 'KCTD2', 'ZP2', 'SLC9A3', 'LINC00482', 'YKT6', 'AQP7P1', 'RRM1', 'DKFZP779M0652', 'TCF20', 'TMUB2', 'GJA4', 'SDPR', 'FAM71F1', 'TNRC18', 'GOLT1B', 'CES4A', 'DMBT1', 'MAFA', 'NEURL3', 'CACNA1C', 'PES1', 'DNAJC18', 'DNASE1', 'SPICE1', 'EMP1', 'TMED7-TICAM2', 'MS4A14', 'HCN2', 'NR1H4', 'PDDC1', 'NDUFA5', 'NOS1AP', 'MIMT1', 'RALY', 'APOF', 'NME6', 'TP73', 'PGGT1B', 'CTSV', 'EPB41L4A-AS1', 'C17ORF62', 'TNNI3', 'ASB10', 'UGT2B10', 'ATXN3L', 'SPINK1', 'SYNDIG1', 'SNORD115-7', 'MBD3L5', 'KARS', 'NT5C2', 'MINA', 'TMEM39B', 'MTG1', 'KIF20B', 'RSPH4A', 'ARID2', 'OSBPL1A', 'UCA1', 'HEATR1', 'MESDC1', 'ZG16', 'OR6P1', 'PSME4', 'ARRB1', 'COLEC10', 'YAF2', 'TIMM10', 'TMEM176B', 'BRMS1', 'RNF8', 'UGT8', 'FLG', 'CHMP4A', 'CHD5', 'SLC37A3', 'TBC1D10B', 'GUCY2GP', 'NBR1', 'MNS1', 'TPM4', 'ITLN2', 'RGS17', 'SEMA6A', 'SERF1A', 'IGSF1', 'GDI2', 'C1QTNF8', 'CD14', 'TAS2R38', 'HOXA4', 'MRPS10', 'ALDH8A1', 'BST2', 'RPL22L1', 'LINC00896', 'FAM83H', 'LOC440173', 'ADAM5', 'TMPRSS11D', 'SYK', 'C5ORF38', 'TP73-AS1', 'SCRT2', 'CNBD1', 'FAM222A', 'ASB11', 'NPRL3', 'FAM96B', 'EP400', 'ZNF121', 'PELI1', 'MYEOV2', 'OGFOD3', 'NUDT3', 'BMPR1A', 'CC2D2B', 'CDK1', 'CNDP1', 'HAS2-AS1', 'HOXB9', 'MFSD1', 'KIAA0087', 'MEFV', 'CLK3', 'OR1G1', 'TBPL1', 'A1BG', 'SLC6A20', 'SLC9A8', 'ZNF696', 'ACTL7B', 'PIGK', 'NEK4', 'EDDM3B', 'E2F5', 'SNHG10', 'CASP2', 'ZMIZ1-AS1', 'DYNC1I2', 'MTHFD2L', 'LINC00938', 'LOC730668', 'DDX11L2', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04663541191913323
		RMSE:  0.5747314783713694
		NRMSE:  0.11117523181123673
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02346833201832421
		RMSE:  0.7542692946958974
		NRMSE:  0.11793750210239971
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.2958388487958737e-15
		NRMSE:  4.441037698846862e-16
		MAPE:  2.666616763353068e-12
		Pearson Correlation:  0.08676889125106359
		Spearman Correlation:  0.07897604708288133
		Coefficient of Determination:  -1.6769511398267527
		RMSE:  1.2198584701134156
		NRMSE:  0.19073699790687446
		MAPE:  1974.9090338176998

	Predictor:  ElasticNet
		Pearson Correlation:  0.8200730724327376
		Spearman Correlation:  0.7911172987851413
		Coefficient of Determination:  0.6354338201464729
		RMSE:  0.3391997010160105
		NRMSE:  0.06561430304395127
		MAPE:  238.53998858136282
		Pearson Correlation:  0.35984708792945164
		Spearman Correlation:  0.37714934101422715
		Coefficient of Determination:  0.1236968037525451
		RMSE:  0.6979373204038815
		NRMSE:  0.10912943794916448
		MAPE:  321.05610206121355

	Predictor:  RandomForests
		Pearson Correlation:  0.6009224099788066
		Spearman Correlation:  0.5363880396313179
		Coefficient of Determination:  0.2871901175826892
		RMSE:  0.47430109589997377
		NRMSE:  0.09174812285282687
		MAPE:  192.64007081578347
		Pearson Correlation:  0.44332905639699177
		Spearman Correlation:  0.4819866606652965
		Coefficient of Determination:  0.15261861508453423
		RMSE:  0.6863232059460558
		NRMSE:  0.10731345570261211
		MAPE:  228.01690843796177

Protein:  BRCA2
x_train_column_count:  363
x_train columns:  ['ZNF17', 'PITPNM2', 'TPP2', 'WFDC10B', 'WFDC3', 'LIF', 'LYPD3', 'SPACA3', 'CRP', 'PFKP', 'ZNF213', 'RPS9', 'CTNNBIP1', 'SART1', 'DIMT1', 'BAK1', 'CSTA', 'MAGED2', 'UPP1', 'CMTM5', 'GALT', 'RPSAP52', 'ABCC11', 'TRAF7', 'GPR156', 'LOC399815', 'PDZD8', 'FBXO38', 'ACTR3C', 'LINC01020', 'SHROOM4', 'GSPT1', 'DHX37', 'WDR87', 'FBXL12', 'GPR101', 'DNAH12', 'SDHAF1', 'UBR5', 'HOXA13', 'TONSL', 'OR2M2', 'PLEKHG6', 'LINC00950', 'SYCP1', 'DDX19B', 'ADAMTS18', 'SCYL3', 'CMTR2', 'INS-IGF2', 'TGM4', 'HFM1', 'SLC39A3', 'CASKIN1', 'LILRA3', 'TMEM37', 'TEX9', 'TAF4', 'MTUS1', 'ANKDD1A', 'ONECUT2', 'ABCC6P1', 'RPL13P5', 'ASIP', 'OTOP2', 'C2ORF81', 'TMPRSS6', 'PRB1', 'ATG10', 'ZNF700', 'DEFB109P1', 'COL5A3', 'INPP5B', 'DMP1', 'NFKB1', 'BLZF1', 'HIPK3', 'MST1P2', 'ZNF618', 'RGPD1', 'CYLC1', 'CLDN19', 'CRYM', 'TSR1', 'LRRC75B', 'ATG9B', 'SLC43A2', 'BIRC5', 'TMEM173', 'WBP11P1', 'INPP5E', 'CCDC101', 'LRRC8C', 'C1QTNF8', 'RGS14', 'PEA15', 'GGTLC2', 'GPR18', 'FAM160B2', 'SIX2', 'FASTKD2', 'SEMA3F', 'SUV39H2', 'RNF185', 'FOPNL', 'PGLS', 'GATAD2B', 'MANBA', 'DENND2C', 'TNFSF13B', 'RPL7A', 'ZBP1', 'MAGEC1', 'ACMSD', 'LARS', 'ACOT4', 'SDK2', 'OSBP', 'SKIL', 'DBNDD1', 'ARRDC4', 'FLJ23867', 'FGD3', 'RTN3', 'BRSK1', 'GNL1', 'FAM131C', 'LRRN2', 'TRPM7', 'UBAP2L', 'NKX6-3', 'VAPB', 'UGT2A1', 'PDCD6', 'HMBS', 'PSG10P', 'CPNE9', 'APBA3', 'ANXA10', 'RABGGTB', 'KXD1', 'LAIR2', 'NMD3', 'RTP5', 'PGAM4', 'CNTNAP4', 'GSTTP1', 'CREB5', 'NME5', 'KCTD11', 'STAU2', 'S100A6', 'SLC47A1', 'AXIN1', 'LINC00304', 'OR4X2', 'NFE2L3P2', 'NFKB2', 'BAGE', 'CSNK1G3', 'NOL9', 'C3P1', 'CYP3A4', 'KIF21A', 'LEAP2', 'KRT81', 'PRPS1L1', 'PRAMEF2', 'PPARA', 'C1ORF64', 'ITGAL', 'MYLK2', 'PEX26', 'GUCY1B3', 'OXTR', 'ASAP3', 'SORT1', 'MIR7-3HG', 'GDF3', 'DDTL', 'CENPC', 'RNASE13', 'ZBED8', 'ZNF333', 'LY6G6D', 'METAP2', 'SYT5', 'OSBPL10', 'C1QA', 'ZNF492', 'OR12D2', 'PRKY', 'TMCO4', 'CCNA2', 'CAMK1D', 'NINJ1', 'ICAM3', 'BPIFB4', 'NCOA5', 'RNF222', 'PPP1R3A', 'CYSLTR2', 'EPHB6', 'RPS3A', 'STOX1', 'MEN1', 'XPNPEP1', 'PCLO', 'SNHG20', 'NSDHL', 'KRTAP9-4', 'GOLT1B', 'MTHFD2L', 'PTBP1', 'SCX', 'OR1L4', 'PDC', 'NRADDP', 'TMEM45A', 'TMEM105', 'SAMD14', 'ADGRG5', 'TMPRSS11B', 'C11ORF53', 'APOA1', 'RPS2', 'TRAM1', 'LINC00957', 'ELMOD1', 'HMGCS2', 'TLR1', 'TNFRSF17', 'DNAJB9', 'TBXAS1', 'SPON2', 'CBLL1', 'PRDX2', 'C7ORF61', 'TAAR9', 'HSPA7', 'OR4D9', 'MPND', 'SCTR', 'HSD3B2', 'EXOSC3', 'ACHE', 'ZFP42', 'OTUD5', 'COMMD5', 'PTPRK', 'LYRM1', 'UBE2W', 'PPP6R2', 'EGFR', 'TM4SF4', 'DCTPP1', 'MACROD1', 'ZSCAN29', 'SCNN1B', 'PHF1', 'MAML1', 'TMEM220', 'UBE2U', 'LOC100132831', 'C11ORF68', 'NOP14', 'ST6GALNAC6', 'BRINP3', 'MIS18A', 'DROSHA', 'CPE', 'GSS', 'PLCB4', 'TOX3', 'CLEC4M', 'LRP2', 'C10ORF55', 'BCL6', 'MED25', 'RIOK2', 'CNTRL', 'PPIB', 'KRTAP10-10', 'CPOX', 'DNAJB12', 'MYBL2', 'DBNDD2', 'DUXA', 'MAPT-AS1', 'ACTR1B', 'TUBA1C', 'ZNF678', 'MASP1', 'NUP37', 'EDN1', 'AARS2', 'ZBTB34', 'ZNF608', 'HMOX2', 'BREA2', 'C1ORF204', 'FAM84A', 'IGF2BP2-AS1', 'OR1J4', 'C17ORF50', 'SLC20A1', 'C2ORF16', 'EEF1G', 'WFDC10A', 'ST7', 'FAM99A', 'ASPG', 'RBM4B', 'PLCB1', 'SCN4A', 'DDX5', 'MEP1B', 'PCDHGB1', 'AIG1', 'PROM1', 'ZNF211', 'YTHDF1', 'SMARCAL1', 'GRIK5', 'SLC22A17', 'TPCN2', 'GSTK1', 'IRX4', 'LRRC16A', 'SLC16A3', 'KIAA1644', 'FAM157A', 'LSS', 'RBM10', 'IST1', 'MORF4', 'MYH14', 'FZD4', 'UBQLN1', 'HMGB3', 'NRN1L', 'DTX3', 'P2RY1', 'METTL25', 'ZNF556', 'IRF2BPL', 'OR8K3', 'AAGAB', 'ZNF343', 'TMEM254', 'CCT5', 'LMBRD2', 'CDK17', 'SCGB1B2P', 'SUPT16H', 'RPL10L', 'NDUFS2', 'EFHC1', 'FER1L6', 'RPIA', 'HMBOX1', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015699866052385492
		RMSE:  0.1919477679021074
		NRMSE:  0.12365776640496533
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0014129332580739007
		RMSE:  0.2082543553514594
		NRMSE:  0.20232423210836328
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  LinearRegression
		Pearson Correlation:  0.8368404594760576
		Spearman Correlation:  0.8031489300413878
		Coefficient of Determination:  0.7003019546160996
		RMSE:  0.10499880843067902
		NRMSE:  0.0676429753136924
		MAPE:  231.53964225211143
		Pearson Correlation:  -0.06543986324954536
		Spearman Correlation:  0.22869362460878565
		Coefficient of Determination:  -2861.86797185338
		RMSE:  11.134947014738243
		NRMSE:  10.817875095683753
		MAPE:  1517.2739483331443

	Predictor:  ElasticNet
		Pearson Correlation:  0.4796770276888251
		Spearman Correlation:  0.42810651264900534
		Coefficient of Determination:  0.18325428282399991
		RMSE:  0.1733348337260581
		NRMSE:  0.11166682797620106
		MAPE:  169.7040582190047
		Pearson Correlation:  0.20309004700293606
		Spearman Correlation:  0.2548036758563075
		Coefficient of Determination:  0.033985666446470386
		RMSE:  0.2045404843683039
		NRMSE:  0.1987161150365817
		MAPE:  171.73154155984224

	Predictor:  RandomForests
		Pearson Correlation:  0.5880438087240836
		Spearman Correlation:  0.47304137991700407
		Coefficient of Determination:  0.1975925058005683
		RMSE:  0.17180662374519234
		NRMSE:  0.11068231518453364
		MAPE:  141.39645257808232
		Pearson Correlation:  0.18505333629494433
		Spearman Correlation:  0.19232908140999266
		Coefficient of Determination:  0.02725884750022667
		RMSE:  0.2052514054113147
		NRMSE:  0.19940679232817587
		MAPE:  290.4105544173726

Protein:  CDKN2A
x_train_column_count:  614
x_train columns:  ['PLET1', 'FRAS1', 'LANCL3', 'GIGYF1', 'DGKK', 'MED27', 'RHOU', 'TEX11', 'KIF21A', 'KRTAP5-7', 'CCDC18', 'FAM183CP', 'TRIP12', 'MTUS2', 'CYP46A1', 'ERMP1', 'OR5D13', 'LOC727896', 'GOLT1B', 'GOLGA2', 'RIPPLY3', 'TRIB1', 'CLEC18A', 'LINC01138', 'CA5B', 'MITF', 'DNAAF3', 'SSR2', 'SPATA20', 'CBX7', 'TMC1', 'ALDH5A1', 'CDKN2B-AS1', 'TMED6', 'GNRHR', 'LRTM2', 'APAF1', 'WDR74', 'PEX13', 'ZNF260', 'CCND3', 'PCCB', 'BCL7B', 'RNASET2', 'SNHG11', 'SLC25A32', 'ANKRD20A11P', 'CHD4', 'LINC01558', 'GLIPR1L2', 'DIRC1', 'TRIP6', 'KPNA2', 'RGS14', 'ZFAT-AS1', 'PRIM1', 'MTA3', 'HAS2-AS1', 'PRINS', 'AP5Z1', 'SLAMF6', 'SP1', 'STK24', 'HLA-A', 'PRKACA', 'SCN3A', 'FAM167A', 'HSD17B1', 'FAM21A', 'HTATIP2', 'NBL1', 'SCAMP2', 'GCSAML-AS1', 'ABCB6', 'FAM181B', 'HIST1H2BL', 'KCNC4', 'C7ORF66', 'PREB', 'CYHR1', 'LCK', 'PLEKHN1', 'HMGCS2', 'HYPK', 'ERICH1', 'CA7', 'TMEM104', 'KLC4', 'HAUS6', 'CMTR1', 'WDR63', 'ZNRD1-AS1', 'DDX26B', 'WAPAL', 'CRYBB2', 'WASH2P', 'TSPAN2', 'TSPO2', 'ADAMTSL3', 'EFCAB5', 'GCNT4', 'PIGF', 'HIST1H2BO', 'CTNS', 'PSMD6', 'MAGEB16', 'CCDC74A', 'PSG8', 'SLC19A1', 'JAG1', 'PDZD4', 'CCDC149', 'GTF2E1', 'DHRS11', 'TRAIP', 'JAK3', 'ZNF281', 'GFRA1', 'SCMH1', 'ARMC4', 'CARNS1', 'NOP10', 'PPP1R11', 'CECR5', 'FAM66E', 'ADH7', 'APOE', 'ALS2CR12', 'CSPG4', 'DKFZP434L187', 'CCDC40', 'OR13G1', 'MAPK11', 'EIF3G', 'KCNH4', 'OR11L1', 'FBXL7', 'MND1', 'TSHZ2', 'SPN', 'PPFIA3', 'SEC22B', 'CYP7B1', 'MSRB1', 'SLC9C2', 'AP3D1', 'OR52D1', 'BIN3', 'COL3A1', 'NR0B2', 'FEN1', 'CR1', 'TMEM131', 'TAS1R2', 'PWRN2', 'KLHL41', 'LRRFIP2', 'SLC22A8', 'DICER1-AS1', 'FAM53A', 'KEAP1', 'C20ORF27', 'DEDD', 'SLU7', 'GTF2IRD2B', 'PHKB', 'TMEM88', 'C2ORF72', 'TRIO', 'KDELC1', 'AFF4', 'C4BPA', 'PLRG1', 'TLN2', 'C1QB', 'RNF138P1', 'CYP26B1', 'WIBG', 'BRINP3', 'RPH3A', 'ZNF713', 'VWA5A', 'UGT2B11', 'ABCC12', 'MRPL4', 'MTG2', 'CHST7', 'CENPH', 'ISCA1P1', 'RFNG', 'RANBP6', 'AQP3', 'ZNF501', 'SPAG17', 'ANKRD52', 'ZSCAN25', 'RBM25', 'MYT1', 'NGRN', 'TWSG1', 'VHL', 'PRSS54', 'FAM13A-AS1', 'ATP6V0A1', 'MYLPF', 'GRINA', 'VPREB3', 'FAM180B', 'B3GNT8', 'HDAC9', 'KIAA0226L', 'C6ORF1', 'COBLL1', 'TMEM132A', 'CLDN17', 'PLEKHG1', 'ZNF383', 'FCGR2A', 'HOXD10', 'DNAJC5B', 'XDH', 'VEZT', 'CCDC132', 'AGR2', 'FOXD4L3', 'C22ORF15', 'TPRXL', 'NDUFB6', 'C4ORF27', 'DUSP15', 'TEX29', 'CLK3', 'HABP2', 'LIG1', 'ITSN2', 'RRP7A', 'TBCC', 'HNRNPA1P33', 'FAM96B', 'STON1-GTF2A1L', 'C16ORF13', 'LCAT', 'KLHL12', 'HLA-DOB', 'EP300', 'TRIB3', 'ABCA1', 'SPINK8', 'C15ORF40', 'PCTP', 'HAVCR1', 'STEAP2', 'TRNP1', 'INTS4', 'MTSS1', 'SEC22A', 'SLC23A3', 'MT1E', 'DNTTIP2', 'MAFK', 'HAUS8', 'ERI2', 'APTX', 'AMIGO2', 'HBB', 'CCDC65', 'ARHGAP44', 'FBN3', 'CARD11', 'JSRP1', 'FAM110C', 'GDF2', 'DEPDC5', 'PTGFR', 'DEFB118', 'TMEM132E', 'DENND1B', 'C16ORF82', 'LMBRD1', 'FAM20B', 'SH3GLB2', 'PCSK9', 'SORCS3', 'MDFI', 'CX3CL1', 'KCNU1', 'AREG', 'PRSS58', 'WDFY1', 'ACBD5', 'FOXD4L5', 'CD2AP', 'RBFA', 'SNORA12', 'C9ORF163', 'PSD', 'C3ORF36', 'APOA1BP', 'BCKDHB', 'OR11H6', 'CD209', 'PNLDC1', 'TMEM14B', 'HOOK3', 'HNRNPH1', 'TTC30A', 'GCC1', 'SNORA56', 'GRIN3A', 'RHBDD2', 'LRRC30', 'USP34', 'ANKRD30BP2', 'EIF4A3', 'TRUB1', 'CDCP2', 'IL9', 'FSD2', 'SLC52A2', 'ZNF195', 'LOC145783', 'ZNF821', 'SUOX', 'HADHA', 'SGCG', 'ATP12A', 'LGALS1', 'RPS14', 'CHGB', 'TDRD5', 'CACNA2D2', 'OR5D18', 'RAB4A', 'DHX34', 'LINC00950', 'TRABD2A', 'IKBKE', 'XKR9', 'GSTM2', 'CD320', 'PCAT18', 'SUZ12P1', 'OR2T35', 'TMEM50A', 'RPL23AP7', 'E2F7', 'CASKIN2', 'CYB5D1', 'ST7-OT3', 'KRTAP5-5', 'GNG3', 'GALC', 'EPHB6', 'CAPG', 'RTCA', 'C20ORF24', 'GPHA2', 'ARL14EP', 'LAMTOR3', 'UBE2QL1', 'SCGB1D4', 'ZNF646', 'LINC01550', 'REST', 'FAM182A', 'ADGRF2', 'PLA2G16', 'C21ORF58', 'ITGBL1', 'ZYG11A', 'RSF1', 'CYP4V2', 'FAM86HP', 'TMEM150C', 'RPRD1A', 'CDC27', 'FAM66C', 'IKZF4', 'MGC27382', 'ZNF530', 'SFTPC', 'DNMT1', 'USP17L2', 'ZFP28', 'SMIM7', 'PAN2', 'C19ORF40', 'KIR3DL3', 'FNIP1', 'RAB26', 'FOXI1', 'AIG1', 'HSP90AA1', 'LOC730101', 'IQCA1', 'MAPRE3', 'CYP19A1', 'GBP7', 'CAMKV', 'GPC5', 'ZRANB1', 'CYP2S1', 'AGMO', 'KAT5', 'CDC37L1', 'LHX2', 'NCALD', 'CNGB3', 'KRT38', 'KLHL2', 'RAB25', 'HES4', 'PDE1C', 'RPAP2', 'ZNF692', 'RPA1', 'EFNA4', 'AQP6', 'FAM161A', 'LOC340017', 'BECN1', 'TAS2R4', 'TYMS', 'PCDHB5', 'SLC11A2', 'TDP1', 'PRSS45', 'CDK9', 'ABCB11', 'CYP21A2', 'RAMP3', 'SLC27A4', 'APOC1P1', 'MYO1E', 'WDR90', 'PHLDB3', 'ACRV1', 'MBOAT1', 'TAX1BP1', 'TBC1D26', 'MAGI2', 'BAD', 'CAMK2A', 'PHAX', 'DUSP5', 'IMP3', 'SSTR5', 'LOC100130691', 'COPB2', 'C1QTNF3', 'RBMS2', 'C10ORF105', 'G0S2', 'PPP1R14C', 'FOXO4', 'LAMC3', 'CRYL1', 'GPR32', 'MYO1A', 'KRTCAP3', 'TAGLN2', 'RPS6KA6', 'KRTAP10-1', 'ABCB8', 'KLK1', 'VWC2', 'TMEM214', 'CES4A', 'LOR', 'ARID4B', 'C1QL3', 'LINC01588', 'PRKCI', 'CLDN9', 'RRP1', 'ITGA9', 'ZNF845', 'LRFN4', 'HPS5', 'PLCE1', 'C7ORF60', 'CHCHD4', 'YWHAQ', 'ZNF706', 'CARD6', 'FAM201A', 'TSG1', 'TCEAL1', 'IL23R', 'CNOT3', 'WSCD1', 'MIR99AHG', 'TBL1X', 'C1ORF127', 'SYTL4', 'SSR1', 'C17ORF82', 'SDHC', 'PTRF', 'TMSB15A', 'TEF', 'LINC00479', 'GIMAP2', 'TMEM159', 'TRAM2', 'GNAT1', 'HP', 'FGD4', 'CHST1', 'PMS2P1', 'PRCP', 'AFAP1L1', 'MAST2', 'MSH3', 'ASNA1', 'ZC4H2', 'ENSA', 'PATL1', 'PPWD1', 'DEFB1', 'BRE-AS1', 'ELAVL1', 'SH3RF3', 'SLAMF9', 'NANOG', 'C7ORF57', 'CNIH4', 'LOC391322', 'TCIRG1', 'MAPK4', 'ARGFXP2', 'MAP4K4', 'POM121L8P', 'ACOT11', 'DMRTC1B', 'TAOK1', 'MYPOP', 'AP3M1', 'PLA2G12A', 'LSM1', 'ZNF738', 'ZBTB43', 'HOXD9', 'CIB3', 'ASAP1', 'MMP28', 'GOLGA2P5', 'HMX2', 'KLK8', 'TMEM179B', 'ATP6V1H', 'ARHGAP28', 'CAMSAP1', 'ASPG', 'DPH3', 'LTBR', 'TAF13', 'PRR5L', 'FAM213A', 'RC3H1', 'SOX12', 'ZNF189', 'FBXL5', 'BMS1P5', 'KITLG', 'MIR31HG', 'FAM86EP', 'BRPF3', 'ZDHHC18', 'GMCL1', 'CHN1', 'ANKHD1-EIF4EBP3', 'ACADSB', 'SYT14P1', 'ZBP1', 'CDK12', 'C1QTNF9B-AS1', 'CFHR2', 'DHRS7B', 'ATP5G1', 'PNPLA5', 'B4GALT3', 'KERA', 'CCDC115', 'KRBA1', 'WNT5B', 'SYVN1', 'ATXN3', 'METTL24', 'GTF2I', 'NT5M', 'KIAA1456', 'TBRG4', 'LCE1F', 'UTP14A', 'PEX11B', 'NELFCD', 'PSMA3', 'KIF2A', 'ANO5', 'BRF2', 'TAF1A', 'LINC00442', 'NAA15', 'SLC6A11', 'C2ORF27A', 'PIK3CB', 'SP140', 'SNAR-G1', 'LINS', 'GCHFR', 'FBXO10', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06343046233027927
		RMSE:  0.6950010485750925
		NRMSE:  0.15711564339891315
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10006794882547432
		RMSE:  0.6614783461565592
		NRMSE:  0.1993004959796804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6739550183850767
		NRMSE:  0.1523578655781794
		MAPE:  281.71125082022354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0022276354551518107
		RMSE:  0.6313774446715202
		NRMSE:  0.19023122768048215
		MAPE:  197.14658329930893

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999997
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  3.1703413151269876e-15
		NRMSE:  7.167042647512122e-16
		MAPE:  2.730017999736949e-12
		Pearson Correlation:  0.07566151965987082
		Spearman Correlation:  0.061818725919275806
		Coefficient of Determination:  -5.849167791951543
		RMSE:  1.6505351557347727
		NRMSE:  0.4972989321285847
		MAPE:  603.4728113637424

	Predictor:  ElasticNet
		Pearson Correlation:  0.8476381828279701
		Spearman Correlation:  0.8285502681085363
		Coefficient of Determination:  0.6924833100243657
		RMSE:  0.3737362788603505
		NRMSE:  0.0844888162903471
		MAPE:  199.06069611662426
		Pearson Correlation:  0.5768373387784748
		Spearman Correlation:  0.44546440728687386
		Coefficient of Determination:  0.3303421098953955
		RMSE:  0.5160982319659019
		NRMSE:  0.15549811146908765
		MAPE:  194.2597171398112

	Predictor:  RandomForests
		Pearson Correlation:  0.6859343864661016
		Spearman Correlation:  0.6434138814086893
		Coefficient of Determination:  0.460853349819052
		RMSE:  0.4948622974872876
		NRMSE:  0.1118712100118204
		MAPE:  178.65927227245166
		Pearson Correlation:  0.5766710702838044
		Spearman Correlation:  0.5047918303220739
		Coefficient of Determination:  0.31884236153626233
		RMSE:  0.5205107361245793
		NRMSE:  0.15682757942891815
		MAPE:  118.86954760245972

Protein:  TP53
x_train_column_count:  1002
x_train columns:  ['NR1H3', 'UBA7', 'ZKSCAN3', 'METTL5', 'MMP23A', 'RB1CC1', 'GNAS', 'AMFR', 'APOL4', 'KRTAP10-4', 'SPRR2D', 'HIST3H2A', 'TMEM101', 'LOC155060', 'FHL1', 'LENG9', 'TRIM43', 'OR14J1', 'NPPA', 'CYP26A1', 'OPRM1', 'NEUROG2', 'HDAC4', 'CDRT15', 'PBOV1', 'SNORA24', 'SH3GL3', 'ARAF', 'ICAM2', 'MYOG', 'HSF4', 'GMNN', 'IPPK', 'PCGF6', 'NEMF', 'NACAP1', 'TCP11', 'SMAD3', 'CCBL2', 'GNLY', 'TNFRSF21', 'CCL2', 'COL3A1', 'USP49', 'GNB1', 'DGKH', 'POFUT2', 'SLC10A7', 'SPTBN2', 'OSBPL5', 'NPY', 'ADAMTS12', 'IL21', 'RPS19BP1', 'C6ORF201', 'PAIP2B', 'HDLBP', 'MOAP1', 'SGK223', 'SHISA9', 'TRMT10A', 'MZT1', 'CPT1B', 'LYPD2', 'CFAP43', 'SMUG1', 'RPL22L1', 'ENDOU', 'MCF2L2', 'GPNMB', 'TAS2R7', 'ADAMTSL1', 'MAT1A', 'MYH13', 'TDRD6', 'FAM167B', 'CTSO', 'CIAO1', 'C5ORF45', 'USF2', 'FBXL20', 'ANKRD29', 'ATP6AP1', 'CCDC172', 'RPS6KB1', 'PPP1R2P9', 'POU2F1', 'BTG3', 'CWF19L1', 'HHEX', 'ABCC6P2', 'MTF1', 'SPANXC', 'IL13RA1', 'LELP1', 'PPP1R42', 'SDHAF4', 'ILKAP', 'KATNB1', 'C15ORF27', 'MTERF4', 'FKTN', 'MVB12B', 'TNFAIP3', 'DPM1', 'SFRP2', 'PRRT2', 'RAP1A', 'RHOC', 'FAM153A', 'OCIAD1', 'BACE2', 'LILRA5', 'LRRC59', 'P2RY10', 'MAGED2', 'CSNK1E', 'C11ORF52', 'HSD17B14', 'PLK1', 'RNF212', 'ZNF282', 'CHP2', 'ASB12', 'ZFP37', 'LTK', 'MPP5', 'EML4', 'AWAT1', 'SPAG17', 'RNF170', 'QRFPR', 'TEDDM1', 'SNED1', 'CSMD1', 'USP27X', 'PRKAG2', 'LINC01366', 'KLRB1', 'TTTY8', 'MSLN', 'PLK2', 'OR4K13', 'PCNX', 'CYP51A1', 'POLK', 'OR8K5', 'GFAP', 'LOC728743', 'SPATA21', 'TRAIP', 'DCK', 'GPR143', 'LCOR', 'KCNH3', 'VSX1', 'TNN', 'FSTL3', 'AMELY', 'TTTY10', 'AGBL5', 'TAS2R46', 'TMEM200A', 'EYA4', 'MYO9A', 'MRPS2', 'USP51', 'KRTAP12-1', 'LOC152225', 'PRAC1', 'OCA2', 'RNF217', 'PLET1', 'LRRC23', 'CAP1', 'TP53I11', 'AKT3', 'PECR', 'IL18R1', 'TMEM249', 'ZC3H12B', 'STARD5', 'ICOS', 'TOP2B', 'ATP2B2', 'ACOT1', 'ATP5E', 'SLC22A10', 'SRP14', 'CDH26', 'TMBIM6', 'RPA3', 'CACNG5', 'ARL4C', 'ERCC4', 'UST', 'LOC284788', 'STAG1', 'UCKL1', 'ZMYND11', 'KRTAP9-2', 'PDE6A', 'LOC340017', 'EPB41', 'OR12D2', 'ASB16', 'FDCSP', 'CWC27', 'HAS2-AS1', 'VAPA', 'FN1', 'TRAPPC9', 'LINC00964', 'C17ORF82', 'GOLGA6L10', 'ANKRD1', 'RAB22A', 'MIB2', 'LINC01300', 'SFXN2', 'PIN4', 'NOVA1', 'NPHS1', 'KRTAP12-2', 'RASGRP3', 'GSTA5', 'STK4', 'TRPS1', 'DUSP22', 'DKK4', 'SMIM4', 'MEIS1', 'MT1L', 'NT5C', 'NXPH1', 'CMTM6', 'TPRX1', 'ACAD8', 'CASP6', 'ACTN3', 'TBC1D2B', 'TCEANC', 'TUBA3D', 'TBX15', 'OGFRL1', 'TAX1BP3', 'EOMES', 'MKL1', 'RPL13AP17', 'ACVR1B', 'FAM157A', 'PTPRD', 'DENND4A', 'SLC11A2', 'SLC22A1', 'ZNF343', 'UBR7', 'ADGRE4P', 'NABP1', 'PXMP4', 'PAPD5', 'NFYA', 'PPP3CB', 'TMEM2', 'WNK4', 'ABCC11', 'MTG2', 'JAKMIP1', 'S1PR3', 'MCAM', 'UCP3', 'RND3', 'CIRBP-AS1', 'HNRNPDL', 'TDH', 'NOTCH2NL', 'LRP8', 'PRR5L', 'TTC3', 'NBEAP1', 'ISG15', 'CLN5', 'SLC27A1', 'ITGAM', 'SYCE1L', 'PELI3', 'CTXN2', 'THRSP', 'CXCL3', 'MGAM2', 'MYNN', 'FAM3A', 'LYPLA2P1', 'FBXL8', 'SH3TC2', 'COX10', 'ELOF1', 'NKAIN2', 'DCAF7', 'OR2S2', 'CYSRT1', 'ZNF615', 'RECQL4', 'KIAA1755', 'RNF180', 'RAB29', 'DDIT4L', 'STAT6', 'UTS2R', 'ADCY8', 'TCP11L2', 'HEYL', 'DKK1', 'SPTLC1', 'SPRED2', 'CHRNG', 'RALGPS2', 'MBNL1-AS1', 'TWF2', 'SPTB', 'LAD1', 'WEE1', 'UBE4A', 'ST3GAL6', 'ATP6V1E2', 'IFNLR1', 'CCDC28B', 'EIF3I', 'LOC284578', 'HSPA9', 'PGD', 'SLAMF1', 'IMPG1', 'FN3KRP', 'SMC4', 'MSL3P1', 'CAMK2N2', 'KIAA0040', 'SNORA77', 'DGKG', 'AFM', 'ZFAT-AS1', 'SIGLEC17P', 'HSD3B7', 'AQP12A', 'CSE1L', 'MAFB', 'ZNF121', 'HDAC1', 'RASGEF1B', 'ALK', 'SPINK1', 'ARHGEF7', 'BSG', 'IMPA1', 'SMPD1', 'PPP1R1C', 'RPL27A', 'ADGRF2', 'ADARB1', 'FGF13', 'PKIA', 'GPR141', 'ZSWIM6', 'BCL9', 'ELL2', 'SPATA32', 'AKR7A3', 'BRD8', 'GET4', 'SAMD4A', 'PPP1R18', 'LRRC18', 'ATP10D', 'CEP76', 'CD22', 'FRG2DP', 'MEGF6', 'KRTAP12-4', 'LOC541473', 'VIM', 'SPEM1', 'SEMA4B', 'ETF1', 'RBM26', 'SKP2', 'BLOC1S4', 'CYP4F8', 'ITPR2', 'PMF1', 'ASB3', 'URAHP', 'C12ORF54', 'KRT6A', 'TRPC6', 'FUBP1', 'SCYL2', 'NANOS3', 'HAND2-AS1', 'ACER1', 'GOLGA2P5', 'DNASE1L3', 'TSC1', 'RAG2', 'NAB1', 'KCTD18', 'HMMR', 'ZBTB26', 'PTENP1', 'SPINK9', 'MIR99AHG', 'KLHL3', 'C9', 'RAB8B', 'ZNF430', 'GABRE', 'DPPA3', 'TBC1D15', 'PIRT', 'NPPB', 'NPNT', 'SNRNP70', 'NKAP', 'PRMT7', 'LY96', 'CDC14A', 'TMPO', 'LOC100134868', 'MX1', 'FDXR', 'CUL5', 'HIST1H2AK', 'DRD5', 'SH3BGRL3', 'LY6D', 'RAPGEF2', 'APCS', 'MAPT', 'DUSP7', 'LINGO1', 'OSGEPL1', 'HSPA1B', 'TP73-AS1', 'RHOA', 'DNAJC25', 'TINAGL1', 'DOCK6', 'GGA2', 'EXO5', 'YARS', 'RHBG', 'CEACAM21', 'PHF2', 'ECHDC1', 'GPATCH11', 'HOOK2', 'TRIM7', 'PRRG3', 'TBC1D9B', 'FRS3', 'AGTRAP', 'ACTL9', 'CC2D2A', 'USO1', 'SLC25A31', 'MYOCD', 'SCN1B', 'OCLM', 'YY1AP1', 'PDCD2L', 'NXF1', 'FLJ37201', 'MIR7-3HG', 'RBM10', 'ITGAE', 'APOPT1', 'PREB', 'CBX4', 'P3H2', 'CPED1', 'ZNF43', 'KIAA0430', 'TSGA13', 'CKLF', 'IFI30', 'OLFM3', 'DCSTAMP', 'MGAT5B', 'PIH1D1', 'EDC3', 'ZMAT1', 'TBL1X', 'TEF', 'KIAA1715', 'OR5M1', 'FAM102A', 'CENPQ', 'LINC00092', 'RAI1', 'GABRA1', 'CMPK1', 'KRT9', 'OR6C70', 'ABCA5', 'C8ORF34', 'SGCD', 'TESK1', 'ODF4', 'SLC7A8', 'DAXX', 'ADGRG3', 'MUS81', 'NLGN4X', 'DMRTC2', 'RABL2B', 'SATB2', 'PKD2', 'FHDC1', 'WBSCR16', 'ANKRD20A3', 'LOC344967', 'CLPSL2', 'IGSF1', 'GPD1L', 'HACL1', 'KCNJ5', 'ATP12A', 'UGT2A1', 'PSMG3', 'PGPEP1L', 'QTRT1', 'STUB1', 'PSEN2', 'PHF23', 'CPOX', 'WASF2', 'ING1', 'DDX17', 'LUZP6', 'TMEM106A', 'C21ORF2', 'SMAD6', 'NID2', 'RPS2', 'HEBP1', 'CSF1', 'CD84', 'SLC4A2', 'KATNAL2', 'FMO3', 'CALD1', 'KLK10', 'NDUFB10', 'PIN1P1', 'NLRP12', 'FAM173B', 'USP28', 'HSPA12B', 'TRPM7', 'SAMM50', 'MT2A', 'FOXP1', 'FOLR1', 'GPR135', 'RNASE1', 'RAB2B', 'ZNF143', 'ARSG', 'ZNF490', 'EMILIN1', 'SERPINB8', 'RGS22', 'GOLGA7B', 'KIAA1024', 'XCL1', 'STT3B', 'WDR89', 'POLR3F', 'FAM133A', 'CBX6', 'STAG2', 'DIRAS2', 'LINC00937', 'EXTL3', 'C4ORF46', 'GDF2', 'RNF128', 'TNFRSF8', 'STK38', 'ZNF589', 'C2ORF15', 'COMMD2', 'FAM27C', 'KCNT2', 'BPIFC', 'CDRT4', 'ARL13B', 'BAIAP2-AS1', 'CD19', 'OR52K2', 'B3GALNT1', 'KRTAP10-5', 'CH25H', 'APBA2', 'MCF2L', 'ELL3', 'ZNF35', 'RPS6', 'OR2D2', 'KCTD2', 'PLXND1', 'SCML2', 'HDAC3', 'RAB11FIP3', 'MARS', 'SNORA71E', 'METTL21C', 'TK2', 'LINC01098', 'CCL24', 'APPL2', 'PSMC3', 'AFP', 'ARNT2', 'MIR1-1HG', 'CCDC116', 'KDM4A', 'ASIC4', 'SELT', 'ZBTB45', 'SPG7', 'OR6T1', 'SKA3', 'ZNF485', 'TLX1NB', 'TMEM62', 'LINC00662', 'HOMER2', 'PPIC', 'PRELP', 'C1GALT1C1L', 'DPH5', 'TPTE2P6', 'HIST4H4', 'UNC13B', 'RHOB', 'LSR', 'ARHGAP5', 'TMEM216', 'SLC2A6', 'TAS2R5', 'SLC35A5', 'DEFB136', 'MESP1', 'SECISBP2L', 'TMEM200B', 'ZNF157', 'MRPS15', 'SFTPA1', 'ZNF529', 'GOLGA6C', 'C11ORF70', 'CRTAP', 'SMARCC1', 'THYN1', 'ZP1', 'SFTPA2', 'SLC39A7', 'DCP1A', 'PP7080', 'TMIGD2', 'ZSCAN22', 'CHST13', 'KLF10', 'ISM1', 'RARRES3', 'LAX1', 'ACHE', 'NRAS', 'NR1D2', 'SRPX2', 'GABRA3', 'ADGRA2', 'C1ORF64', 'RGS20', 'CT45A4', 'KLF2', 'RPUSD3', 'CXXC4', 'HSPH1', 'GRIA1', 'SZT2', 'PIKFYVE', 'ELMO1', 'RPS27', 'KCNK18', 'CNOT6', 'F8A1', 'CTU2', 'LIPE', 'SFTPB', 'LINC00596', 'NAA35', 'TMEM9', 'EGFR', 'NUCKS1', 'COLCA1', 'PUS10', 'TMPRSS11D', 'WWOX', 'PAXIP1-AS1', 'C11ORF57', 'ESYT2', 'SPARC', 'ELAVL2', 'METTL9', 'ACAP3', 'RASSF2', 'TRIM24', 'TBP', 'SLC25A40', 'CSF3R', 'CFAP74', 'KRTAP10-12', 'S100A12', 'PELI1', 'ASIC3', 'LINC01588', 'ALX1', 'C21ORF33', 'LINC00162', 'NR3C2', 'MC1R', 'HLA-E', 'ARL6IP6', 'HTR1F', 'TYMS', 'IFT46', 'GPRC6A', 'SERTM1', 'CRIPT', 'MIPEP', 'ASB7', 'LINC01102', 'NEK3', 'FLT3LG', 'PLLP', 'DSCR10', 'KRTAP21-1', 'HGS', 'ETFDH', 'NCBP1', 'OR5AS1', 'PSMA2', 'CECR5-AS1', 'PROKR1', 'NFIA', 'GNGT1', 'DMXL2', 'FAM9A', 'ICA1L', 'LDLRAP1', 'GLYATL3', 'TMEM259', 'PSD', 'DCLRE1B', 'SDHAP2', 'SLC41A3', 'JARID2', 'SLC25A11', 'KIF5A', 'HDX', 'NUAK2', 'EBAG9', 'MESP2', 'SLC15A4', 'XYLT2', 'PKP2', 'ABCD1', 'MR1', 'ST7-OT4', 'BACH2', 'KLHL23', 'LOC644936', 'CD1A', 'PRAME', 'MGAT4C', 'GNA12', 'OSBPL7', 'SMCR8', 'TST', 'SPANXN1', 'FAM167A-AS1', 'MFHAS1', 'HIST1H3J', 'ZNF232', 'CDKN2A-AS1', 'SEC23IP', 'DGKE', 'EPHA1', 'FOLR3', 'GATC', 'ACSF3', 'RPL23', 'FCRL3', 'FBXO42', 'RAD21', 'LOC285074', 'ARHGAP11A', 'C1QTNF4', 'MAGEB2', 'NEUROD2', 'AKR1D1', 'SYT11', 'SOX21', 'TRIM2', 'TPD52L2', 'ASH1L', 'ATIC', 'B3GALNT2', 'HSD17B7P2', 'PIK3CB', 'CYP19A1', 'EME1', 'MOK', 'SLC6A20', 'ZNF443', 'STX6', 'OR10C1', 'UIMC1', 'HPCAL4', 'FZD4', 'ACTC1', 'TRIML1', 'UBASH3B', 'ZYG11B', 'ANP32C', 'CDC34', 'IYD', 'GSTM2', 'SIX6', 'ANKFN1', 'EZH1', 'C11ORF1', 'PKP3', 'SNAR-C4', 'CLPS', 'GUCY1A3', 'ZNF845', 'ARFGEF3', 'NFKB2', 'ZNF71', 'GNAL', 'ARGFX', 'TECTA', 'IKBKB', 'WDR37', 'TCTEX1D4', 'FEZF1', 'FBXO15', 'ZBTB22', 'LRRN3', 'KRTAP2-1', 'OSTM1', 'BNIP2', 'SLC27A6', 'KMT2B', 'ANP32AP1', 'EPYC', 'COL9A2', 'NSMCE4A', 'PIGF', 'HSPD1', 'RGCC', 'PSMA5', 'SOX2', 'MKLN1', 'ZNF264', 'CNTFR-AS1', 'C16ORF58', 'ADGRA3', 'FAM183CP', 'IFRD1', 'TAS2R30', 'JHDM1D-AS1', 'POLE', 'KDELR2', 'ZNF321P', 'MSN', 'DGUOK', 'NIF3L1', 'LVRN', 'IFRD2', 'FAS', 'HIST1H4F', 'IL1R2', 'KLF7', 'CRHBP', 'PLP1', 'ARID3B', 'NIP7', 'TFR2', 'FAM104A', 'LINC00950', 'NSUN7', 'IQCJ', 'B4GALT7', 'GLUD2', 'TBX22', 'FKBP9', 'C9ORF43', 'ZNF138', 'GMIP', 'KLHL15', 'ARAP3', 'JAZF1', 'SALL3', 'SASH3', 'AVPR1B', 'CSRNP1', 'GCSAM', 'POLD4', 'SF3B3', 'ELK3', 'ELAVL4', 'NCSTN', 'UNC5D', 'YIPF6', 'OR51G1', 'CPSF3L', 'RUSC1-AS1', 'C19ORF44', 'CIDEB', 'TMEM160', 'GNG3', 'TGM7', 'SSR3', 'DZIP1', 'RCBTB2', 'SLC26A1', 'PPM1B', 'DERL2', 'PRSS37', 'EXOSC8', 'PRPF38A', 'ELF1', 'SNORD22', 'SNORA5A', 'HSD11B1L', 'NOL8', 'LMBR1L', 'DSG2', 'LYL1', 'PIPSL', 'MACROD2', 'CEP97', 'GAS8', 'TCF7', 'CORO1A', 'PRR16', 'TMX1', 'POLR2M', 'NDUFA13', 'PIP5KL1', 'CD4', 'DNAAF3', 'NUDT6', 'C7ORF73', 'PRR23C', 'H3F3B', 'CCBL1', 'EXOC3L1', 'SETDB2', 'FAM214A', 'OR51F1', 'RHOBTB2', 'SEC23B', 'MAP1LC3B2', 'IL3RA', 'CCL16', 'TFB1M', 'WASF1', 'FAM71F1', 'WDR18', 'PPP1CA', 'B3GAT3', 'CLEC4D', 'CRY2', 'RNLS', 'PCDHA12', 'C17ORF59', 'TEFM', 'ERRFI1', 'ZNF781', 'AJUBA', 'ZNF815P', 'SFMBT1', 'SLC25A6', 'SERP2', 'LOC100192426', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04782361373877353
		RMSE:  0.460756629216985
		NRMSE:  0.11073218678610552
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07696826201632412
		RMSE:  0.4481222561682025
		NRMSE:  0.1422068596624151
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4501191620264231
		NRMSE:  0.10817571786263473
		MAPE:  418.8529054417374
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002447694094247499
		RMSE:  0.4323405014905614
		NRMSE:  0.13719868668778923
		MAPE:  185.65040333639752

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  1.8778105470658515e-15
		NRMSE:  4.512882833611756e-16
		MAPE:  5.863338747517405e-12
		Pearson Correlation:  0.14172116503534496
		Spearman Correlation:  0.15446826020274568
		Coefficient of Determination:  -1.3259786430570362
		RMSE:  0.6585639032269422
		NRMSE:  0.20898829119920734
		MAPE:  578.4271940304458

	Predictor:  ElasticNet
		Pearson Correlation:  0.8476986282509374
		Spearman Correlation:  0.7883387558429992
		Coefficient of Determination:  0.6816507209691134
		RMSE:  0.25396825619526353
		NRMSE:  0.06103538961674202
		MAPE:  351.2622832620302
		Pearson Correlation:  0.5002590793368489
		Spearman Correlation:  0.4329305851693912
		Coefficient of Determination:  0.24359642996673392
		RMSE:  0.37555352817247084
		NRMSE:  0.11917794115653428
		MAPE:  337.8413128013252

	Predictor:  RandomForests
		Pearson Correlation:  0.6739402854854618
		Spearman Correlation:  0.5804706499205422
		Coefficient of Determination:  0.37722676103740227
		RMSE:  0.3552159618627673
		NRMSE:  0.08536793123354178
		MAPE:  587.9809267444033
		Pearson Correlation:  0.5992225845970683
		Spearman Correlation:  0.46342971857504467
		Coefficient of Determination:  0.28594889577327254
		RMSE:  0.3648881074526256
		NRMSE:  0.11579338266458035
		MAPE:  200.5551444028586

Protein:  CTNNB1
x_train_column_count:  994
x_train columns:  ['SMPDL3B', 'INHBC', 'LIPK', 'TOMM70A', 'GAB3', 'CGNL1', 'ARGFXP2', 'CMTM6', 'TFB2M', 'SPINK13', 'KCNJ1', 'GEM', 'TMEM39B', 'ZNF24', 'ERBB4', 'PZP', 'OLMALINC', 'THBS4', 'PNO1', 'FBXL13', 'MGC16275', 'TSGA10IP', 'EFCAB1', 'EIF2B1', 'DDX31', 'ANTXR1', 'TBX5', 'DLC1', 'STXBP1', 'ATP5G2', 'TCEANC2', 'POLA1', 'PDXDC2P', 'ZFHX4-AS1', 'USP37', 'FKBP2', 'CSNK1G2', 'PRSS3P2', 'DGKI', 'FOLR1', 'TMEM57', 'VENTX', 'USP25', 'SRRD', 'PRDM13', 'EPHB4', 'SPOCK1', 'SGCB', 'ZIM2', 'SLC39A11', 'ZNF224', 'INSRR', 'CARNS1', 'CHD6', 'EPS15', 'LAPTM5', 'XRCC6P5', 'CCNYL1', 'FAM43A', 'PQLC2L', 'DOHH', 'CCT6B', 'TRIM22', 'PLCB3', 'GLYR1', 'SMEK3P', 'MCCC1', 'SFSWAP', 'FGFR1', 'SLC20A1', 'LRRC39', 'PCDH9', 'KBTBD7', 'QSER1', 'ZSCAN20', 'DEFB126', 'ATG3', 'FAM76B', 'THAP2', 'OR52N1', 'MTR', 'SDC1', 'SLC7A8', 'SSMEM1', 'NR5A1', 'UBXN2A', 'KCNIP1', 'ATP8B1', 'PMVK', 'TXNL4B', 'ZDHHC4', 'HOXA4', 'SMAD6', 'CTSC', 'GPR75', 'MTERF3', 'TVP23A', 'ASH2L', 'WNT10B', 'GAS7', 'C18ORF42', 'GPR137C', 'QTRTD1', 'LOC728392', 'GORASP1', 'SOGA3', 'SCYL3', 'RCE1', 'EFEMP2', 'WEE2-AS1', 'ALG5', 'MRC1', 'POLE', 'USP39', 'MS4A8', 'RAB3D', 'BNIP3L', 'SUPT5H', 'PNMAL2', 'CAD', 'ANKRD45', 'PCAT18', 'FOXN4', 'NCDN', 'PMCH', 'C8B', 'TM9SF4', 'NAP1L6', 'NR5A2', 'CEP112', 'ADCK5', 'MND1', 'C9ORF129', 'TMPRSS9', 'OR1M1', 'MOB3B', 'C3ORF67', 'ZNF449', 'GBP7', 'LRR1', 'DYM', 'FBXO43', 'HSD17B10', 'REV3L', 'ZNF256', 'WNK1', 'IQGAP2', 'EGFL7', 'OR9Q1', 'C20ORF195', 'SFRP5', 'AP4S1', 'ZNF322P1', 'KRTAP21-1', 'RBM14', 'PAH', 'SELENBP1', 'PARD6G-AS1', 'CRISP2', 'GOLGA6B', 'CUEDC2', 'CTBP2', 'INSC', 'COMMD5', 'FAM185A', 'CAPN11', 'MRPS16', 'NEUROG3', 'HLA-DOB', 'ARID4A', 'PSMD12', 'ERF', 'LRRC15', 'DEGS2', 'CDK1', 'HJURP', 'CYBA', 'CYTL1', 'ABCC8', 'TMED6', 'WDR55', 'CCDC110', 'TPSAB1', 'KCTD11', 'PLCXD3', 'OR10S1', 'CHRNB3', 'LEFTY2', 'TNFRSF10B', 'LZTFL1', 'MFSD2B', 'FAM58A', 'ZNF853', 'MAP3K14-AS1', 'PI4KAP1', 'NUP155', 'TIMM22', 'TAS2R30', 'TMF1', 'MCEE', 'PRMT1', 'PRG3', 'ZNF493', 'WLS', 'PRR18', 'ASB12', 'MYL6', 'FAM71E2', 'SMC1A', 'VGF', 'JAKMIP3', 'ZSCAN26', 'TRMT44', 'PHPT1', 'GFRAL', 'TMEM181', 'C14ORF93', 'CAMKMT', 'ABT1', 'KCNRG', 'SYNJ2', 'KRTCAP2', 'LOH12CR1', 'AAED1', 'ATP5C1', 'HABP2', 'LMNTD2', 'RNF186', 'MYO1E', 'MBD5', 'LINC00922', 'SNRNP35', 'CD160', 'RPLP1', 'EFNB2', 'OSMR', 'TRIM29', 'NELFB', 'PRSS12', 'PTCHD3', 'LEO1', 'C22ORF34', 'SERPINB1', 'NAV2', 'FXR2', 'ATM', 'PROSER2', 'LHCGR', 'PALMD', 'TRIM60', 'ARHGDIB', 'STARD6', 'KRTAP10-6', 'IFT43', 'POLR3K', 'MAP3K15', 'LINC00189', 'NUDT1', 'NSUN5', 'CLEC1B', 'NAGLU', 'FAM149A', 'IGIP', 'PDLIM3', 'MAPKAPK3', 'C4ORF45', 'L1CAM', 'HIST1H2AA', 'HIST1H1C', 'C9ORF114', 'CAMKK1', 'MEF2BNB-MEF2B', 'VENTXP7', 'NDUFB4', 'IL12A', 'SAMD1', 'KATNAL2', 'GCLC', 'LINC00294', 'ING3', 'G6PC3', 'CFI', 'DHRS7', 'TRIM75P', 'CDH11', 'RELT', 'LOC285847', 'MMP28', 'RPL13P5', 'TOMM7', 'CCNY', 'HAND1', 'CELP', 'RNASE13', 'AMN1', 'KDR', 'CTPS1', 'CPA5', 'MED10', 'MLIP', 'TRABD2A', 'NOP16', 'IVNS1ABP', 'EIF4G3', 'INAFM1', 'NINL', 'RPS3', 'NUTM2A-AS1', 'RABAC1', 'EMX1', 'KLK4', 'KCNG3', 'IFNW1', 'PART1', 'GABRE', 'ADGRD1', 'GGA1', 'SLC26A1', 'MOV10', 'SPTBN4', 'TMEM127', 'SNORA44', 'RNF145', 'TMEM169', 'CT47B1', 'B2M', 'NEK3', 'PAAF1', 'SMG1P3', 'AGRP', 'ZNF561', 'IKBKB', 'C19ORF33', 'CCDC66', 'DDX24', 'ANKRD44', 'F2RL3', 'DMXL1', 'MDN1', 'LOC553137', 'VPS41', 'CEACAM22P', 'AARSD1', 'PRKCDBP', 'DNAJC17', 'AHNAK2', 'KIAA2013', 'ZNF345', 'HHIPL2', 'ITGB1BP1', 'BAIAP2-AS1', 'USP33', 'SEC24C', 'HDAC8', 'OR7G2', 'KCNIP2', 'CRAT', 'SLC2A4RG', 'TMEM140', 'ANKEF1', 'SNX10', 'SLC2A5', 'KIF3B', 'KCNK9', 'CCDC67', 'ALDH1A2', 'RETN', 'RAB2B', 'AGBL3', 'SDR39U1', 'CEP57', 'A2M-AS1', 'BUD13', 'SOX2-OT', 'WFDC9', 'MAML1', 'NTRK1', 'CACHD1', 'ARPC3', 'ZNF429', 'ZNF841', 'TPK1', 'FNDC3A', 'CDH10', 'PNLIPRP2', 'AQP8', 'PROSER1', 'SWI5', 'SLC38A3', 'TWF2', 'GOLGA2P5', 'ABCA13', 'WDFY2', 'FAM71E1', 'ANO8', 'ATP5G1', 'NDUFB1', 'UNC5C', 'MAGI1', 'LINC00602', 'FAM90A7P', 'SLC25A2', 'SAMM50', 'TMEM248', 'TBC1D16', 'HS6ST3', 'MCMBP', 'LILRA6', 'SHISA6', 'LAMTOR3', 'CIPC', 'COPE', 'ARID2', 'TUBA3E', 'KLHL35', 'ASB17', 'SLC45A3', 'ZNF699', 'ARHGEF25', 'CSTF2T', 'ZNF138', 'PTDSS2', 'ZNF101', 'C22ORF15', 'GPR171', 'SEPT2', 'ADAL', 'CCDC169', 'MTVR2', 'LRP12', 'NELL1', 'PARG', 'BRDT', 'SNAPC5', 'PAFAH1B3', 'LRRC32', 'SPANXN1', 'CHST3', 'MARCH5', 'DUSP7', 'CLDN7', 'ATP5L', 'PAX2', 'KRTAP10-9', 'RAD51D', 'SLTM', 'B4GALT6', 'PRAF2', 'GRXCR2', 'ANKRD55', 'FICD', 'VAMP3', 'PRKAR2A', 'PFAS', 'HLA-DRB5', 'PIR', 'ZNF426', 'EPN1', 'WNT7A', 'LY6G6E', 'FEZF2', 'USP3', 'SHROOM2', 'MRPL42', 'NEUROD1', 'CYP4F2', 'OR6C75', 'ZMAT4', 'CCDC171', 'LBX2-AS1', 'BCL2L2', 'KCNN1', 'THAP5', 'DIAPH2', 'PLTP', 'LINC01144', 'KLHDC9', 'PNMAL1', 'AMMECR1L', 'SEPT4', 'PCDH20', 'CBLN4', 'ICMT', 'AGAP3', 'KRTAP27-1', 'TMEM42', 'OR4F17', 'HLA-DQA1', 'TH', 'DCAF11', 'SPHK2', 'CXADRP3', 'FOXO1', 'CELA1', 'SNORA70B', 'MED7', 'SERPINB5', 'ADAMTSL3', 'CGB2', 'CNST', 'HSF2', 'CAPSL', 'C19ORF66', 'TMEM138', 'ANKRD33', 'USP5', 'ABCA2', 'TIMM10', 'EMC8', 'MARCKS', 'SRXN1', 'INPPL1', 'MBLAC1', 'LAS1L', 'SNX2', 'TDH', 'SBNO1', 'RNF13', 'TEX29', 'TTLL5', 'GMPR', 'DHDDS', 'ARHGAP9', 'BAGE2', 'PYROXD1', 'PIGC', 'MPLKIP', 'CECR1', 'C17ORF75', 'ISLR', 'NOMO3', 'S1PR2', 'COG5', 'CNIH2', 'SETD8', 'NR4A1', 'P2RY12', 'PAK2', 'CT47A11', 'PRPS1L1', 'PHLPP2', 'DMGDH', 'HBG2', 'LGI4', 'OR10T2', 'CD1B', 'TAC3', 'SNORA20', 'TRAP1', 'ZBTB41', 'GPD2', 'RRN3P3', 'PTPRK', 'COPA', 'FOXD4L3', 'RAB4A', 'ANKRD34A', 'ADGRG2', 'ZNF346', 'TYW3', 'APOA1', 'ZMYND19', 'TFAP2A', 'NCF4', 'HIST2H2AB', 'TMEM254', 'HAUS4', 'MLYCD', 'TNFRSF1A', 'SMG5', 'MKRN2', 'OVGP1', 'FDCSP', 'POLR2J4', 'MGME1', 'HDAC6', 'HTR4', 'FAM195A', 'SIKE1', 'KRTDAP', 'RAB37', 'UGGT1', 'AOC3', 'ECI2', 'TRIM44', 'CEP170B', 'ITIH6', 'ADRA2A', 'LOC389033', 'EDNRA', 'HNRNPL', 'EI24', 'EMC6', 'NCOA5', 'NAA40', 'PERM1', 'VWA5B2', 'RBP7', 'DENND6B', 'MYL9', 'DXO', 'NOG', 'ZCRB1', 'TLK2', 'LYSMD3', 'MCHR2', 'ENOSF1', 'TPGS1', 'HSD52', 'ANP32A', 'TNFAIP6', 'HIC1', 'KIFC1', 'MS4A5', 'MAOA', 'HHATL', 'OSBPL6', 'SEC11C', 'TBL1XR1', 'POM121L12', 'ARID3A', 'ECHS1', 'FAM90A1', 'ARHGAP32', 'C6ORF106', 'TMEM200B', 'TRIM66', 'PDCD2L', 'NFASC', 'INO80B', 'FAM71B', 'MAP2K1', 'DSPP', 'KLHDC7A', 'SNORA24', 'UBQLN4', 'OTUB1', 'DUS1L', 'LHFPL2', 'SLC7A5', 'STX3', 'RAB3IL1', 'ATG10', 'SEC61A1', 'SLCO4C1', 'ERO1LB', 'RARG', 'KLHL7', 'ZNF252P-AS1', 'MAGT1', 'JAG2', 'HTRA2', 'LYN', 'PCNA', 'COA5', 'RAD18', 'LOC286359', 'PSIP1', 'HCG11', 'NDUFB2-AS1', 'GYPE', 'MFI2', 'CKAP2L', 'SLC7A13', 'NDUFS3', 'WFDC2', 'MFSD7', 'SLC9C1', 'KLHL28', 'ZNF792', 'CXCL9', 'FDX1L', 'PDHA2', 'NR1I3', 'TM9SF3', 'BAD', 'FAS', 'KLHL34', 'TAB2', 'SH3GL3', 'SLC25A3P1', 'CFAP57', 'ZNF572', 'WBSCR22', 'CROT', 'CYP2C9', 'PPP2R1B', 'PJA2', 'LINC00705', 'NUTM2A', 'OXGR1', 'PCDHB10', 'NUMB', 'PLCG2', 'ABCB5', 'NEUROG2', 'TINF2', 'DPY19L2P1', 'SLC35G3', 'HTR3A', 'CLIP4', 'RGS16', 'GDPGP1', 'ZSCAN16', 'LOC400043', 'APRT', 'ADAD2', 'C20ORF85', 'PVT1', 'CSTF2', 'FGR', 'EBF1', 'BET1P1', 'ZNF826P', 'OR51V1', 'GIMAP1', 'UNC119B', 'METRNL', 'SMARCA2', 'USP28', 'RNF44', 'B4GALT1', 'GMFB', 'RDH16', 'SLC5A6', 'DPCD', 'MICU2', 'TRAF3IP3', 'MYBL2', 'TMCO3', 'TCF20', 'KCNK15', 'SYT8', 'RASA4CP', 'CRYZL1', 'ATP8B4', 'AIDA', 'STRN', 'HGS', 'ADGRB1', 'MUC7', 'TERC', 'NKX1-2', 'CKMT2', 'KIAA1804', 'PMS2', 'MADD', 'HSD17B3', 'SLC25A15', 'H2AFX', 'DGCR5', 'DHRSX', 'TMEM14E', 'XYLT1', 'CCNO', 'MEF2C', 'TMEM216', 'SAC3D1', 'CLPSL2', 'PTPDC1', 'NF1P2', 'FOXA3', 'MEF2A', 'CHCHD7', 'NPDC1', 'LINGO3', 'POLD2', 'LGI2', 'OMP', 'KCNB1', 'RBM10', 'BBX', 'OR2A9P', 'SLC25A3', 'SUMO2', 'AR', 'GMPS', 'FGA', 'COL18A1', 'OGFOD1', 'ACSL6', 'SNORA80A', 'ZSWIM4', 'SLC19A1', 'FBXL5', 'SIGLEC15', 'TBC1D8', 'AASDH', 'SSBP2', 'FOXQ1', 'NUBP2', 'SLC22A18', 'GLRX', 'ZNF500', 'CCDC127', 'SPATA45', 'IGSF22', 'CCDC120', 'ST3GAL4', 'DHRS12', 'LOC100287704', 'LLGL2', 'ZDBF2', 'RNF7', 'CLSTN2', 'ATL2', 'PDZD4', 'PBDC1', 'ZNF805', 'CNGB1', 'TMEM200C', 'CYP27B1', 'CINP', 'INO80C', 'SNTB2', 'PORCN', 'OR8B12', 'LOC641367', 'TISP43', 'SNORA15', 'DMP1', 'CASC2', 'DSCR4', 'MARVELD2', 'R3HDM4', 'LOC100130417', 'ZBTB5', 'GPRC5B', 'IFNGR2', 'B3GALT5-AS1', 'KRT31', 'C2ORF81', 'CLCC1', 'ADAM3A', 'CTSL', 'MOGAT3', 'ALPP', 'CNTN6', 'TMEM190', 'LINC00235', 'SNAR-A13', 'CREG1', 'QDPR', 'MRPL32', 'USP6NL', 'MARC2', 'UGT1A1', 'ZFY', 'ARHGAP15', 'PARP10', 'TSHZ1', 'TMEM41B', 'C1RL', 'C9ORF135', 'BST1', 'DEK', 'CDCA3', 'SNX1', 'N4BP2', 'KCNMB1', 'FGF7', 'ZNF707', 'FAM122A', 'FERMT2', 'ZNF286B', 'C12ORF77', 'USP24', 'ELAVL3', 'MCRS1', 'CCDC54', 'MRPL15', 'CCND3', 'SNURF', 'NDUFV3', 'RADIL', 'HYPM', 'NSFL1C', 'STK36', 'OR5L2', 'RAB40AL', 'FUCA1', 'SRP19', 'KIAA0040', 'FCRL1', 'SLC31A1', 'PLP2', 'SP5', 'DEFB128', 'USF1', 'POLR2K', 'RPL39', 'IP6K1', 'P3H1', 'BRAP', 'SLC9A7', 'KNSTRN', 'FAM110B', 'GFM2', 'NXF4', 'LOC143188', 'PCDHA5', 'FIBCD1', 'GLUD2', 'NFAT5', 'SNORD8', 'TMEM37', 'PAIP1', 'C10ORF11', 'GOT2', 'MORC1', 'ARL13A', 'TMEM63B', 'MRPL37', 'LIPI', 'SLC25A53', 'C2CD4D', 'NRM', 'KBTBD13', 'AKR7A2', 'RTN3', 'RPP38', 'AIM1L', 'CHRNB4', 'COLEC10', 'CHIC2', 'FBXO15', 'ACP5', 'CHADL', 'JAG1', 'SERPINA7', 'IWS1', 'HDDC3', 'POLR2H', 'RABGGTA', 'PIK3CB', 'LINC00483', 'AZGP1', 'NOL8', 'MCOLN3', 'CALCB', 'OR5A1', 'IL22RA1', 'BPI', 'TMEM120A', 'ZMYND10', 'RHOV', 'FMNL1', 'FLJ36777', 'OR2V2', 'HMSD', 'OR6C76', 'SIAH2', 'GGT6', 'CCSER1', 'FKBP1B', 'TSIX', 'STXBP5L', 'PWARSN', 'IRAK1BP1', 'YME1L1', 'PLA2G16', 'ASNSD1', 'COMT', 'RIPK4', 'GALP', 'NANOG', 'PPP2CB', 'TTC36', 'SYNPO2L', 'TCEAL3', 'SNORA61', 'HNMT', 'SERPINA10', 'RPL39L', 'SPTBN2', 'NINJ1', 'C12ORF60', 'ACAD8', 'KBTBD12', 'CENPK', 'CYP2S1', 'TRAPPC13', 'PLB1', 'GBP1P1', 'TRPV1', 'GPN3', 'PAPD4', 'EPB41L4B', 'CCT8', 'TCF7', 'PARD3B', 'TAS2R16', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6170193939500923
		RMSE:  0.9046651382507068
		NRMSE:  0.21849703851094263
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09478783275970826
		RMSE:  0.8396248247596424
		NRMSE:  0.17652527641906535
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999422040781
		Coefficient of Determination:  1.0
		RMSE:  2.7930450363298065e-15
		NRMSE:  6.745833823615609e-16
		MAPE:  1.666109375547317e-12
		Pearson Correlation:  0.20710485460636976
		Spearman Correlation:  0.28436514170999644
		Coefficient of Determination:  -1.0729294347611584
		RMSE:  1.1553472868383854
		NRMSE:  0.24290372694440865
		MAPE:  781.5932765109486

	Predictor:  ElasticNet
		Pearson Correlation:  0.8824939790102487
		Spearman Correlation:  0.8736544314301953
		Coefficient of Determination:  0.7359051577254865
		RMSE:  0.3656033784725809
		NRMSE:  0.08830146325779657
		MAPE:  253.04207396750024
		Pearson Correlation:  0.2967543467181515
		Spearman Correlation:  0.3242658886021023
		Coefficient of Determination:  0.020111701054762565
		RMSE:  0.7943439194634552
		NRMSE:  0.16700528119238398
		MAPE:  491.0551520319279

	Predictor:  RandomForests
		Pearson Correlation:  0.5841613029475643
		Spearman Correlation:  0.5736643049004692
		Coefficient of Determination:  0.29228762035964473
		RMSE:  0.5984923957807516
		NRMSE:  0.1445494144963655
		MAPE:  522.2372776821732
		Pearson Correlation:  0.30324298723854254
		Spearman Correlation:  0.23249915834362028
		Coefficient of Determination:  0.012892563001911883
		RMSE:  0.7972646376894452
		NRMSE:  0.16761934187398983
		MAPE:  584.7623793779046

Protein:  CCNE1
x_train_column_count:  352
x_train columns:  ['IFT74', 'GBA', 'ZNF679', 'HNRNPH1', 'KCNMB1', 'KEL', 'OR56A1', 'CCDC43', 'C6ORF201', 'LBX1', 'CECR7', 'GABPA', 'SNHG6', 'EFCAB14', 'BHLHE41', 'BAG2', 'BUD13', 'SPAG8', 'ZNF335', 'TMEM207', 'F2', 'C5ORF15', 'MXRA5', 'MRPL57', 'PCBP3', 'GLMP', 'ADAM6', 'TMPRSS3', 'HEPHL1', 'DIP2B', 'OR10H5', 'DBNDD2', 'SNX25', 'GALNT12', 'C8ORF22', 'EMP1', 'FAN1', 'NAGS', 'NR1I2', 'GPR82', 'FASTKD3', 'VNN1', 'SEC61A2', 'COX8A', 'MAP1A', 'METTL9', 'SSH1', 'FAM72B', 'ATP5E', 'GKN2', 'OR4F21', 'NSUN2', 'IL18RAP', 'GJA8', 'HSPA1B', 'COX4I2', 'LRRC30', 'OR4A15', 'NKX3-1', 'PLXNB2', 'PTS', 'HYAL1', 'GPR153', 'CEP295', 'SNHG3', 'RC3H1', 'RCN2', 'TSHR', 'RRP8', 'CPT1B', 'QPRT', 'ZBTB11-AS1', 'DPPA4', 'ASL', 'PCBD2', 'GCNT3', 'BMP2', 'ANKRD29', 'FAM179B', 'PPP1R8', 'DYNLL2', 'HIST3H3', 'FAM228A', 'NUDT13', 'IGF2-AS', 'CFAP20', 'TRIM37', 'TIGD7', 'IAH1', 'WDR25', 'PTTG2', 'FAM157A', 'GFRAL', 'LOC283332', 'NOX1', 'HIST1H1B', 'NFIA', 'EVI2A', 'CNNM4', 'OTUD7A', 'KCNH8', 'TAPT1', 'C11ORF53', 'TBX21', 'KIF2A', 'GALR2', 'NRSN1', 'C1ORF159', 'TMC8', 'OVCA2', 'ZNF860', 'PDCL3P4', 'NOM1', 'ATP6V1G2', 'USP6NL', 'TPP1', 'TRAPPC6A', 'NDP', 'LINC00934', 'SLC7A5', 'PDP1', 'SERPINI1', 'WSCD1', 'ACADVL', 'RUNDC1', 'HMHB1', 'G0S2', 'LOC340357', 'ARL5A', 'FREM2', 'SHARPIN', 'OIP5-AS1', 'CEP95', 'LMNA', 'FRYL', 'METRNL', 'OR2W1', 'PADI4', 'ACYP2', 'FAM149B1', 'SEC24D', 'HKR1', 'SLC11A2', 'HABP2', 'CPEB4', 'ATP9B', 'TWIST1', 'IL7R', 'MTIF2', 'IFITM4P', 'KLHDC2', 'GNAS', 'CNNM1', 'HGS', 'GYS1', 'TFE3', 'ZNF568', 'BDH2', 'BMP8B', 'GPR31', 'SUMF2', 'TECPR2', 'GPX2', 'NSUN5P1', 'NXT2', 'NTRK2', 'LRRC20', 'PEBP4', 'COL1A2', 'RAB33B', 'DHX9', 'ANAPC7', 'GPRC5B', 'LINC00029', 'SNX4', 'TK1', 'LINC00152', 'ZNF7', 'RPL6', 'RPL13AP3', 'PDE6G', 'PCBP2', 'FLJ13224', 'ARHGAP19', 'FAM8A1', 'FOXN2', 'HSD3B7', 'KBTBD8', 'ZFP41', 'CCDC88C', 'SLC8A3', 'COX19', 'OLFM2', 'GNPDA1', 'ATP10D', 'C1QC', 'THBS3', 'LOC441454', 'TULP1', 'LINC00887', 'STAB1', 'B3GNT8', 'MFNG', 'FAM155A', 'ZBTB48', 'AK9', 'WDPCP', 'RBM12B-AS1', 'SNRNP25', 'CCDC106', 'PTGER1', 'ZNF813', 'INPP1', 'INAFM1', 'CCR9', 'DBT', 'GATA3', 'HIST1H1C', 'PPP6R2', 'CPN2', 'LOH12CR1', 'SLC39A1', 'TDRD10', 'C15ORF62', 'AP1S2', 'GAB4', 'ZNF346', 'SLC41A1', 'NCAPD3', 'RPS26P11', 'LOC644936', 'MAPRE3', 'LSM11', 'WRB', 'PSMD11', 'CYP4F12', 'FAM122C', 'ATP7B', 'PRSS35', 'ZSCAN21', 'MILR1', 'ELOVL2', 'TNFSF13', 'LKAAEAR1', 'KRTAP5-7', 'SUPT20HL2', 'INTS10', 'KLF4', 'PER1', 'DNAJC14', 'FAM86C2P', 'SGMS2', 'PCCB', 'IVD', 'IK', 'EPS8', 'A2M', 'CHRNA4', 'ARHGAP10', 'TCP1', 'PPARGC1B', 'DEFB109P1B', 'SMCO2', 'PPIP5K1', 'ALCAM', 'DNAJC18', 'FBXO34', 'LIN7B', 'GLTSCR1', 'KLC2', 'JAG2', 'RPP25L', 'NUP160', 'C19ORF18', 'NACC1', 'ZNF844', 'TMEM218', 'DEFB104A', 'ZFP37', 'SRSF2', 'CALCOCO2', 'PARL', 'IL6ST', 'CBX5', 'CSNK1G1', 'SYT8', 'ACAA2', 'AP1M2', 'PIR', 'SPEF1', 'TSPAN8', 'GPX6', 'MAGEE1', 'PSMB2', 'CRHR1', 'SSX5', 'AGAP6', 'PXT1', 'CEBPA', 'ARMC6', 'CASQ1', 'RIPK1', 'TMC6', 'FAAH', 'ACBD5', 'OPRL1', 'STAG2', 'KRTAP10-6', 'TMEM136', 'PPIL3', 'GATAD2B', 'SLC9A6', 'DEPDC1', 'LINC00999', 'BPGM', 'GANC', 'MADCAM1', 'TMEM132C', 'SMG1P2', 'GOLGA6L9', 'C9ORF47', 'LMO2', 'CLDN18', 'TIPIN', 'TRMT10A', 'WDR62', 'YJEFN3', 'TRIP6', 'CD63', 'TRIM34', 'DLG1', 'SLC25A30', 'FAM110C', 'UBR4', 'ZDHHC7', 'TEX33', 'TMEM74', 'NR5A1', 'ATP4B', 'IGDCC3', 'OR6B2', 'TCEA2', 'KLHDC7B', 'LINC00094', 'C9ORF78', 'PPIE', 'SCGB1B2P', 'PTCHD4', 'CNIH3', 'OR6Y1', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4688329016852353
		RMSE:  0.7931748470731899
		NRMSE:  0.19141705409976348
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.186170633384966
		RMSE:  0.8069776954058596
		NRMSE:  0.32929800677624244
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5048043460690237
		NRMSE:  0.12182453992060809
		MAPE:  103.07374645056161
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01570191691728584
		RMSE:  0.4556277343037054
		NRMSE:  0.18592497115143453
		MAPE:  142.6844229696492

	Predictor:  LinearRegression
		Pearson Correlation:  0.9488881165962246
		Spearman Correlation:  0.847494444752475
		Coefficient of Determination:  0.9003886571910118
		RMSE:  0.15932263577010014
		NRMSE:  0.03844936548739053
		MAPE:  39.21984352736088
		Pearson Correlation:  0.29463375763291483
		Spearman Correlation:  0.3251786181872592
		Coefficient of Determination:  -9.744933034752648
		RMSE:  1.481934035284976
		NRMSE:  0.6047229393964646
		MAPE:  229.81818345146786

	Predictor:  ElasticNet
		Pearson Correlation:  0.8795535933648402
		Spearman Correlation:  0.748667274243067
		Coefficient of Determination:  0.7661117840978053
		RMSE:  0.24413343165872842
		NRMSE:  0.05891677285004426
		MAPE:  56.65045332826747
		Pearson Correlation:  0.7815009480336775
		Spearman Correlation:  0.5721343158892256
		Coefficient of Determination:  0.6053849947585415
		RMSE:  0.28399703998194364
		NRMSE:  0.11588877825101758
		MAPE:  80.93964757785876

	Predictor:  RandomForests
		Pearson Correlation:  0.8578915392547068
		Spearman Correlation:  0.7170608720139723
		Coefficient of Determination:  0.7308721588674334
		RMSE:  0.2618800403007401
		NRMSE:  0.06319956567819583
		MAPE:  54.94658315076215
		Pearson Correlation:  0.8425915313261115
		Spearman Correlation:  0.7090996731467817
		Coefficient of Determination:  0.7011836593347336
		RMSE:  0.24713211583283745
		NRMSE:  0.10084555448985452
		MAPE:  74.1865998397117

Protein:  CCND1
x_train_column_count:  859
x_train columns:  ['SIRT6', 'HEATR3', 'FOXO3B', 'CBR1', 'LRIG2', 'SHQ1', 'DERL3', 'PVR', 'SPZ1', 'NUDT2', 'FAF2', 'KIN', 'FGF1', 'DYM', 'PIP5KL1', 'CDCA8', 'TRABD', 'LOC100190986', 'SPATA20', 'SNORA32', 'SNORA66', 'RMRP', 'POLD1', 'PIH1D1', 'ASAP2', 'ZNF549', 'MFSD2B', 'TIGD7', 'DMXL2', 'SH3PXD2A', 'OR7A10', 'PRAMEF11', 'RPS29', 'CLUL1', 'APP', 'WFIKKN2', 'PMM1', 'PODXL2', 'CRNKL1', 'KCMF1', 'TAF1C', 'HDDC2', 'TRIM77', 'BIRC8', 'HIST1H3G', 'PDE1C', 'CCR3', 'GRIP2', 'PCNAP1', 'ZSCAN30', 'FCRLA', 'SEZ6L2', 'XPO5', 'TANK', 'L3MBTL2', 'SPP2', 'GOLPH3L', 'CCNL1', 'QRICH2', 'PCNXL3', 'SEC23IP', 'TOPORS', 'RPL38', 'INPP5A', 'FBXO5', 'HAUS6', 'ZNF446', 'FADS6', 'GTDC1', 'SERPINB11', 'PTPRU', 'SPINK2', 'AEBP1', 'CDHR3', 'ELMOD1', 'TRAPPC2L', 'ENTPD2', 'RNASEH2B', 'ETFDH', 'RPS10', 'RECQL5', 'ZNF292', 'P2RY2', 'COLCA1', 'ATP5H', 'DGCR5', 'SNAP25', 'MSLNL', 'PTP4A1', 'IMPA2', 'TBC1D24', 'PABPC1P2', 'LY9', 'GAL', 'USP13', 'MRPL36', 'HRSP12', 'ZCCHC5', 'TMEM150B', 'RP9', 'MGST2', 'DLD', 'ZNF296', 'RXRB', 'CD59', 'SLC38A9', 'CLDN7', 'TRIM38', 'GSTT1', 'GNG7', 'IL3', 'EIF3J', 'TMED3', 'SRP68', 'C8ORF22', 'DCP2', 'GTSE1-AS1', 'GABRG1', 'RALGAPB', 'PALMD', 'OR5V1', 'MRS2', 'PRKRIP1', 'AQP1', 'GOLM1', 'TOLLIP', 'PPP1CC', 'IKZF1', 'KHDRBS2', 'BNIPL', 'APOL5', 'PLXNA4', 'IFT27', 'RNF167', 'BRICD5', 'PEF1', 'NXPE4', 'SFT2D2', 'CCBL1', 'ITGA3', 'RSPO1', 'KIAA1715', 'KDELR2', 'NDRG3', 'LINC00319', 'DUSP15', 'RHAG', 'SLC41A2', 'SLCO1B7', 'HELT', 'SS18', 'PAPOLG', 'ADRA2A', 'PRB2', 'EHMT1', 'VPS13A', 'CLDN16', 'RSC1A1', 'MT1M', 'LMX1A', 'EIF1AD', 'ZNF667', 'MARK2', 'GALR3', 'SULT1A3', 'CDC7', 'LRRC30', 'CREBL2', 'C7ORF49', 'MAD2L2', 'TSNAX-DISC1', 'NT5C1B', 'MAPK1IP1L', 'GDF6', 'EPHA10', 'LOC284379', 'GGCT', 'ZKSCAN7', 'ANP32A', 'C1ORF21', 'EXOSC2', 'TMEM45B', 'PSPC1', 'SAMD12', 'SLAIN1', 'VENTXP1', 'CCDC18', 'LIPC', 'CLDN4', 'CT62', 'AFF4', 'CACTIN', 'WDR54', 'NEURL1', 'IGSF3', 'CSTB', 'OXA1L', 'RNF217', 'STRN', 'MMP3', 'ZSWIM8', 'CGREF1', 'PCOLCE', 'BIRC6', 'RPE', 'VSTM4', 'CLLU1', 'GEMIN2', 'POT1', 'NUDT5', 'DHRS11', 'CDK11B', 'LIN28A', 'CCDC64B', 'ERP29', 'KRTCAP2', 'LONRF3', 'GLT1D1', 'SH3GLB2', 'NGF', 'SPTLC2', 'CARD16', 'SNORA11B', 'ZFHX4-AS1', 'SORBS2', 'TMEM203', 'GCFC2', 'MTIF3', 'HIGD1B', 'ZNF639', 'ZNHIT6', 'NCOA5', 'SPDYE5', 'NR2E3', 'CTAG1B', 'SLC9A7', 'ZDHHC22', 'RIMKLB', 'OR10X1', 'TIMMDC1', 'ASTL', 'RSPH6A', 'RARS2', 'EVA1C', 'TPM3P9', 'RAB31', 'NCOA6', 'MAEA', 'KIAA1024', 'POLD4', 'FBXO25', 'C10ORF11', 'SEC22A', 'MUSK', 'PPM1D', 'C3ORF14', 'ABHD17A', 'DUSP3', 'GPLD1', 'HYOU1', 'ZSCAN16', 'EMX2', 'OR7G2', 'C10ORF62', 'AUP1', 'NFATC2', 'STON2', 'REST', 'ESF1', 'AXIN2', 'EPOR', 'CHMP5', 'WISP2', 'TFPI2', 'PRB4', 'RBFA', 'TBR1', 'TIA1', 'ZNF816', 'CELF6', 'SHANK1', 'HSP90AA1', 'ABCC5', 'SBF1P1', 'LUZP4', 'ARID5B', 'ISG20L2', 'EIF4B', 'CRYL1', 'PRAMEF4', 'TBC1D10B', 'HECTD1', 'MED29', 'OR4K14', 'SLC3A2', 'ZNF480', 'SPANXN4', 'XRRA1', 'TROAP', 'MEX3A', 'IL1RN', 'ANKLE1', 'C3ORF33', 'DAP', 'CD84', 'SV2C', 'HOMEZ', 'DOC2B', 'EDEM1', 'ID2', 'GGTLC1', 'GPR176', 'TPD52L3', 'DDO', 'LOC441204', 'CHERP', 'MRPL3', 'CLEC17A', 'LY6H', 'ID1', 'INTS4', 'FAM90A7P', 'FASTKD2', 'LSMEM2', 'LOC284632', 'SLC17A1', 'SYNPO', 'AUTS2', 'TMEM19', 'ZMIZ1-AS1', 'FBXO10', 'EPB42', 'C10ORF55', 'CD44', 'MBNL3', 'ACER1', 'PRR23C', 'TM4SF19', 'HMX1', 'RPS10P7', 'PEX14', 'RINT1', 'CDX4', 'ZDHHC4', 'NCOA1', 'LMCD1', 'OR7C1', 'H1F0', 'ACSL5', 'APOE', 'TMEFF2', 'LOC100272216', 'TEX26', 'ZFHX3', 'HSPD1', 'EFCAB5', 'ATXN7L1', 'AKAP1', 'RAD1', 'DYRK1B', 'SIGLEC11', 'GPAM', 'CCL27', 'ZCCHC9', 'HOXA3', 'CCDC159', 'ALMS1', 'DNAJB9', 'TBL1Y', 'TBC1D2', 'DGKZ', 'SREK1IP1', 'NFYC', 'COPS7A', 'LYPLAL1', 'SCN5A', 'TMLHE', 'FAM127A', 'RBBP7', 'CDH11', 'POLH', 'CDC42SE2', 'PTPN3', 'MARVELD2', 'LRMP', 'ABTB1', 'RPS15A', 'OGFR', 'POLK', 'RIOK2', 'BLOC1S3', 'GKN1', 'NECAB2', 'CCDC169', 'ZNF532', 'TUBB4A', 'VTI1B', 'PNKD', 'TRIM37', 'RPL9', 'NKAIN4', 'PRMT5', 'SCN4A', 'OR11H6', 'ADAT1', 'BDP1', 'PRKG2', 'ACVR2B-AS1', 'SIGLEC1', 'ZNF430', 'OR8G2', 'PLOD3', 'HIPK2', 'CHMP2B', 'MATN1', 'COA1', 'CGN', 'CSNK1A1P1', 'H2AFY', 'TDRD9', 'ENOX1', 'PLCB2', 'PPIL6', 'IGF2BP2', 'ZNF699', 'HMGN3', 'UBXN2A', 'PCBP3', 'CRYGS', 'MPND', 'IFNA16', 'C9ORF72', 'ANP32AP1', 'LFNG', 'SERPINA11', 'NEU3', 'RBAK', 'TECTB', 'PPP1R12A', 'PATE2', 'PPP1R7', 'SEMA6C', 'SLC27A1', 'C19ORF60', 'CCL20', 'PM20D1', 'TRIM64', 'ZNF703', 'CYP4F3', 'LRRIQ1', 'SCARNA23', 'RTN4RL2', 'ATP8A1', 'ZDHHC17', 'ZNF595', 'TSEN15', 'EPPK1', 'CRIPAK', 'ZNF709', 'IST1', 'MET', 'LBR', 'UBE2L6', 'BCL2L11', 'SMIM10L2B', 'GPIHBP1', 'ZDHHC13', 'SLC12A9', 'GPR39', 'PGBD5', 'CLIP2', 'ZNF266', 'TBC1D3B', 'DUT', 'NINL', 'GDI2', 'PMS2', 'ST6GALNAC3', 'CCDC181', 'CEP76', 'USP30', 'LUZP2', 'B3GALT5', 'MICALCL', 'NNAT', 'GPR55', 'FAM222B', 'SKP2', 'ZNF350', 'PCSK1N', 'RPL10L', 'ASB7', 'CRB1', 'ACOXL', 'MPHOSPH9', 'TNFSF10', 'SIPA1L1', 'LCE1D', 'TRPC2', 'UCN3', 'ZNF354B', 'TTLL8', 'FAM72A', 'STH', 'SPEN', 'GABRB3', 'NLGN4Y', 'TBX5', 'OR6K6', 'AFAP1', 'BCL2A1', 'ZNF664', 'MMRN1', 'OR4D5', 'PIGR', 'ZAR1L', 'PCBP1', 'GAGE4', 'B4GALT3', 'SNORA11', 'MGAM2', 'C8ORF31', 'DNAJC18', 'PLEKHA8', 'LOC100130331', 'MAN1C1', 'UTP3', 'TRIM51', 'CD93', 'GPD1', 'LOC643923', 'ZNF461', 'KDSR', 'PPOX', 'RALGPS1', 'N4BP1', 'ZNF341', 'STYX', 'TNC', 'SLC1A5', 'BCL2L1', 'PIP', 'RCCD1', 'AADACL4', 'TAS2R39', 'C19ORF66', 'COQ10A', 'PTAFR', 'DUSP4', 'PRR7', 'PEBP1', 'OR11L1', 'OR9I1', 'ERG', 'FOXB2', 'CNP', 'ITGB7', 'NKAPL', 'SOHLH2', 'LARS', 'STAC', 'RPL3L', 'ATP6V1G3', 'TCAIM', 'ZNF442', 'NOP16', 'OR11H12', 'DNHD1', 'NOTCH4', 'SSX5', 'ZNF543', 'ZNF440', 'AAAS', 'KRTAP5-6', 'HMP19', 'SNORA58', 'MGAT5', 'CREG2', 'LCMT2', 'PRPF8', 'SYCE1L', 'GPR89B', 'UNQ6494', 'WDFY3-AS2', 'COL24A1', 'CIAO1', 'DEFB108B', 'AKAP10', 'ARHGAP28', 'SLC17A8', 'CPE', 'KIAA1551', 'ZNF705D', 'ABCA17P', 'RHBG', 'MVP', 'CRX', 'ABHD1', 'KRTAP2-2', 'TMEM236', 'LAMP2', 'SPATA4', 'SYCP3', 'SEPT14', 'PPIF', 'GTF3C4', 'TSC22D2', 'MOB3B', 'WDR18', 'BAZ2A', 'C9ORF106', 'ZNF160', 'UBN2', 'KLHL3', 'GLRA1', 'OR9K2', 'SCN1A', 'ZNF670', 'PSMB5', 'MMP23B', 'SPECC1', 'ZNF679', 'TRIM74', 'ASAH2B', 'ASCC2', 'C20ORF202', 'ANKRD20A20P', 'FLT3', 'MLANA', 'TRIM71', 'TBRG4', 'MKI67', 'SUMF1', 'BACE1', 'SHD', 'C22ORF29', 'ZMYM6', 'LTC4S', 'SPATA5L1', 'PEX12', 'TRIO', 'PTTG2', 'C9ORF129', 'RDH11', 'FAM26F', 'DAW1', 'WNT3A', 'OPALIN', 'GCC2', 'ADAMTSL2', 'ALCAM', 'CGA', 'EIF4A2', 'C3ORF52', 'SCTR', 'ZNF540', 'MRPL35', 'SPATA24', 'HINT2', 'C4BPB', 'GBP4', 'SKP1', 'LOC100128239', 'MYO3B', 'SMCO2', 'FH', 'MMP10', 'CSHL1', 'SNN', 'B3GAT2', 'FXYD4', 'SMPDL3A', 'C1ORF198', 'ACVR1', 'MNS1', 'SDHAF2', 'FAM65C', 'STOX1', 'DCTN4', 'C1ORF68', 'OR11H4', 'SLC35F2', 'OR52A1', 'GOLGA6C', 'NUP210', 'APTX', 'GPC3', 'ASTN2', 'TRIM35', 'MIR17HG', 'TAC4', 'DBN1', 'PLEKHJ1', 'VWCE', 'APC', 'USE1', 'TSPO2', 'MUSTN1', 'EFEMP2', 'ERF', 'UBE2D3', 'TPT1', 'CCM2', 'RNF182', 'C14ORF39', 'SNORA45B', 'AIDA', 'EDC4', 'TTC28-AS1', 'CAPN14', 'PRRX2', 'PTPN9', 'TBPL1', 'MROH6', 'EIF4EBP1', 'XPO4', 'RPL8', 'LCE2B', 'AMIGO2', 'EID3', 'PIP5K1C', 'RPL32P3', 'NFAT5', 'SSUH2', 'ERBB2', 'RRBP1', 'ZNF335', 'SNX11', 'H2BFXP', 'RAB24', 'NR1H2', 'SHC4', 'LOC606724', 'FZD9', 'CWC27', 'CSMD2', 'STPG1', 'GLIS3', 'ETV4', 'LINC00626', 'SVEP1', 'DPH2', 'CDX1', 'PDZD7', 'FBXO47', 'CATSPER2', 'ASPHD2', 'TUBAL3', 'ZNF772', 'MSX2P1', 'VCAM1', 'RAB4A', 'NGLY1', 'LINC01098', 'OR51F2', 'ADCY10', 'AKR7A3', 'MVB12A', 'AKIP1', 'APEX2', 'KCNJ2', 'SGPP2', 'GORASP2', 'INPP5E', 'TMEM254', 'LCE3A', 'COL10A1', 'ELP6', 'TMEM189-UBE2V1', 'OTC', 'ESPNL', 'STAG3L3', 'TXNRD2', 'SECTM1', 'PLXDC1', 'ITGAM', 'VPREB1', 'CHP1', 'LINC01555', 'VWA2', 'OR10A3', 'C1QTNF1', 'FGF21', 'CD300E', 'REG1B', 'NR6A1', 'C2ORF16', 'FAM46A', 'KIF1C', 'POM121C', 'NSUN5', 'UGT1A1', 'SNORD116-19', 'FAM50B', 'LOC154449', 'AMOTL1', 'PUS7', 'STX5', 'CORO2A', 'TBRG1', 'TBXA2R', 'MAF', 'BPIFC', 'OXER1', 'TOX4', 'CEP70', 'CNKSR3', 'FAM183B', 'RUNDC1', 'KIAA1468', 'OLFML3', 'CEP83-AS1', 'SGCD', 'LAMB2P1', 'RBM48', 'CTNNAL1', 'TRIM55', 'PTTG1', 'MMP23A', 'ART3', 'USP53', 'LIN52', 'MT1B', 'FGF9', 'EXO1', 'SETBP1', 'ADAMTS14', 'IFT52', 'POLR3G', 'SERPINE1', 'OR1A2', 'OSER1', 'ADAM29', 'C16ORF96', 'ELFN2', 'PRR21', 'DZANK1', 'EXOC3', 'CBLL1', 'C11ORF73', 'PMS2P2', 'GABARAPL2', 'GOSR1', 'LRFN4', 'SPATA3', 'PLSCR3', 'KRTAP12-3', 'OR6X1', 'AFP', 'ARRB1', 'ZMYND11', 'LINC01312', 'PACRG-AS1', 'FAM206A', 'PPIAL4D', 'NOL3', 'STK35', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47371951525638445
		RMSE:  0.2917253166285864
		NRMSE:  0.18637975276867558
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47112550847095647
		RMSE:  0.27775626016480953
		NRMSE:  0.17517423067911803
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  9.89092244809779e-16
		NRMSE:  6.3191899209681645e-16
		MAPE:  5.394897395813312e-12
		Pearson Correlation:  0.2082749245712828
		Spearman Correlation:  0.2094814149802367
		Coefficient of Determination:  -2.2646415118426937
		RMSE:  0.4137678496432159
		NRMSE:  0.26095348741373353
		MAPE:  1391.4709427305008

	Predictor:  ElasticNet
		Pearson Correlation:  0.6813578228593107
		Spearman Correlation:  0.6719648443600178
		Coefficient of Determination:  0.40992882298836875
		RMSE:  0.1845945621443828
		NRMSE:  0.11793521814465877
		MAPE:  411.18752175822266
		Pearson Correlation:  0.5045285209821633
		Spearman Correlation:  0.3919275801443909
		Coefficient of Determination:  0.22702328613762712
		RMSE:  0.20133635341887923
		NRMSE:  0.1269780230946514
		MAPE:  400.2434953198191

	Predictor:  RandomForests
		Pearson Correlation:  0.5792641171259173
		Spearman Correlation:  0.5450393780943212
		Coefficient of Determination:  0.26836572277669835
		RMSE:  0.2055482220796345
		NRMSE:  0.131322256347117
		MAPE:  476.26095443410287
		Pearson Correlation:  0.4855254346265723
		Spearman Correlation:  0.42566864923502795
		Coefficient of Determination:  0.20186934564464132
		RMSE:  0.20458603649267962
		NRMSE:  0.12902752049235597
		MAPE:  493.3254471447986

Protein:  ERBB2
x_train_column_count:  665
x_train columns:  ['TCEB3C', 'TP53AIP1', 'CLEC3B', 'TMEM2', 'PABPC1P2', 'WDR12', 'SRR', 'KHNYN', 'TMEM209', 'SCEL', 'SERPINA9', 'DHX9', 'ATP2B4', 'OPN5', 'CCL13', 'VAMP7', 'UBAP2', 'TAF6L', 'ADAM21', 'TYMS', 'HDAC5', 'SLC6A19', 'GRSF1', 'TAF2', 'AWAT1', 'CCNB3', 'CWF19L2', 'RNU4ATAC', 'BRAT1', 'ZNF485', 'EDA', 'SCP2', 'LINC01341', 'SBK1', 'UNC5C', 'OR6N1', 'POLD2', 'ID1', 'LRRC66', 'RENBP', 'PIGY', 'IPO8', 'USF1', 'GRIN1', 'C12ORF49', 'NUSAP1', 'PABPC1L2A', 'FAM135A', 'VAMP5', 'COMMD8', 'USP4', 'HTATIP2', 'MRPL52', 'ZRANB1', 'EIF3E', 'PTPN4', 'SLCO3A1', 'RPL19P12', 'UNC79', 'ANKRD36BP1', 'ANGPT2', 'MED25', 'GPR160', 'CACNA1C', 'HSF5', 'DACH2', 'CDKN1C', 'TXNDC11', 'PHF10', 'MYDGF', 'TMEM186', 'URM1', 'SNAP91', 'SLC43A2', 'NUGGC', 'ATP6V0B', 'PRDM5', 'CENPC', 'MORN4', 'INTS8', 'COL15A1', 'SPAM1', 'MFSD3', 'PTAR1', 'ZNF800', 'CD4', 'HIPK4', 'MCF2L', 'DIMT1', 'ZNF207', 'PTGFRN', 'FAM163B', 'SERINC2', 'CASC2', 'KRT33B', 'THEM4', 'C3ORF38', 'MYH14', 'P2RX7', 'COL4A5', 'LRRC4', 'LILRA6', 'ZNF75D', 'SOD2', 'FAM99A', 'KATNA1', 'CLEC10A', 'RCE1', 'ADAL', 'UBE2D4', 'LDOC1', 'ZDHHC9', 'GTPBP10', 'RNF8', 'AAAS', 'POLR3G', 'SELK', 'C9ORF3', 'KLHL8', 'TAF1D', 'RRP15', 'LAS1L', 'ABCF3', 'SF1', 'NPB', 'OR9Q1', 'PRPS1L1', 'FOXL1', 'DDI2', 'FBXO6', 'NMBR', 'AASDHPPT', 'FRY', 'IFI30', 'CNPY3', 'PRR4', 'TSEN2', 'HOXB1', 'CKAP2L', 'NLGN2', 'CCDC77', 'MCF2', 'YIPF3', 'PRR23B', 'CPEB3', 'ANXA2', 'GPR27', 'PMS2P4', 'PRKAR2B', 'POTEE', 'PAGR1', 'CYB5RL', 'ABHD11-AS1', 'ZBTB2', 'CCL1', 'PCLO', 'RPL22L1', 'SPHK2', 'PRPF38B', 'ZNF846', 'OR6C4', 'NXPE4', 'LINC01138', 'LY86', 'MKX', 'CTSD', 'CRYBB2', 'DKFZP434L192', 'RELL1', 'CENPBD1', 'PLLP', 'DCAF8L2', 'PHF13', 'INSIG1', 'MIEN1', 'PPFIA2', 'SLC39A9', 'CDK5', 'METTL25', 'CBX1', 'HIST1H3C', 'FAM72B', 'RALGPS1', 'CABLES1', 'FANCF', 'TTC8', 'ADRBK1', 'TKTL1', 'TCN1', 'GNG5', 'ZNF91', 'DDIAS', 'LINC00442', 'NEURL1', 'UQCC3', 'NLRX1', 'XPO1', 'LINC00238', 'ADAM20', 'RASSF6', 'TRIO', 'SLIRP', 'BRI3BP', 'CDCA3', 'PP2D1', 'TRAPPC11', 'IFNA16', 'RHOXF1', 'NAP1L2', 'C20ORF202', 'LMNTD1', 'TIMM10B', 'ELFN2', 'LOC145845', 'UBE2W', 'WWC3', 'FASN', 'CCDC62', 'UBA7', 'NBEAL1', 'PROM1', 'POLD3', 'BAIAP3', 'TEAD4', 'SERPING1', 'DCLK2', 'LOC146880', 'VBP1', 'TNFSF14', 'ATL2', 'TACC3', 'OR51T1', 'NR2F1', 'FAM179B', 'LINC01001', 'DDX11L2', 'ZNF878', 'STAT4', 'PIN1P1', 'C10ORF91', 'RPL22', 'DDB1', 'KLHL17', 'ACSM4', 'SKOR1', 'LMO3', 'MYO1D', 'B4GALT3', 'PLS3', 'FAM181A', 'MTMR11', 'CYP3A4', 'KANSL1', 'KAZALD1', 'PLP2', 'TXLNB', 'METTL21C', 'HYPK', 'CA5B', 'CBWD1', 'GAS2', 'TUBA4B', 'WIPF1', 'RAD52', 'FBP1', 'NOP9', 'SOWAHD', 'LAG3', 'SPAG11B', 'OR1J1', 'RAB21', 'INE1', 'CT62', 'HOOK2', 'CCDC7', 'ZNF771', 'IDUA', 'DDX59', 'NHLRC4', 'TCEAL4', 'CCNE1', 'MMP10', 'NUP205', 'THOP1', 'KIAA1211L', 'OR51E1', 'RPE', 'RAB11A', 'TMEM69', 'TMEM126B', 'PIAS1', 'LINC00426', 'CELF3', 'SH3BGRL2', 'NOD1', 'CTU1', 'ATP8A1', 'FUT7', 'RPL26L1', 'NCK1', 'GNGT2', 'SLC38A10', 'EIF3B', 'YBX2', 'COX7C', 'TRIP10', 'BEND5', 'UGT1A3', 'LACC1', 'FABP3', 'ERICH5', 'NPM2', 'VPS8', 'PSMA1', 'DEFB119', 'SLC25A41', 'NBPF7', 'STRN', 'PGA3', 'PPP2R5A', 'GOLGA2P3Y', 'DUOX2', 'PRSS33', 'ABHD4', 'PLCH1', 'RAB9B', 'CKS2', 'CDKL4', 'GBX1', 'PDCD5', 'FAM86JP', 'NPVF', 'RIN3', 'LGALS9B', 'NCAPG2', 'RASIP1', 'RRBP1', 'KRTAP15-1', 'DMBT1P1', 'SMS', 'LOC341056', 'GCG', 'TGFBRAP1', 'CDK3', 'PLAC1', 'TAF5L', 'SNORD116-4', 'HSD17B2', 'OR4M1', 'SPATA22', 'TMEM168', 'BOP1', 'ATP13A4', 'GABARAPL2', 'PASD1', 'FETUB', 'CRHBP', 'ALX3', 'KLRAP1', 'IL12B', 'PRLR', 'TPM2', 'RHOD', 'HNRNPU-AS1', 'MAST3', 'TAF9B', 'SYF2', 'TAS2R3', 'DRG1', 'WDR7', 'YPEL2', 'SNRPGP15', 'MATN2', 'TIGAR', 'MAPK9', 'FBXO39', 'GJD4', 'RBBP5', 'FUK', 'AOX2P', 'C11ORF24', 'ALDH1L1', 'AIPL1', 'SOX7', 'PRO0628', 'ISG20', 'DUSP27', 'SLC38A1', 'ZNF354A', 'PHLDA3', 'EGFL7', 'TUBA3FP', 'SH3D21', 'ANKAR', 'CEP76', 'MRPL48', 'TTC27', 'RPL32P3', 'BCDIN3D-AS1', 'GINS4', 'SAMD11', 'RALGAPA2', 'GNAI2', 'PIK3AP1', 'KDR', 'SPTLC1', 'LRRC43', 'ZNF655', 'SLC25A38', 'POLR2F', 'ATPIF1', 'WBSCR22', 'UNK', 'GPR89B', 'CCNI2', 'KLHDC8B', 'CTAGE4', 'ELAVL1', 'LDHD', 'C8ORF4', 'GGT5', 'LCE1C', 'WSCD1', 'CHMP2A', 'LINC00632', 'LDLRAD2', 'UCN2', 'SHMT1', 'LRRC55', 'CYP8B1', 'EHD4', 'MAP4K1', 'TMCO6', 'NUBP1', 'SESN3', 'OPRL1', 'NAA10', 'ACRV1', 'AADAC', 'LRP11', 'H6PD', 'WDFY1', 'ZNF71', 'NUP43', 'PCTP', 'HNRNPK', 'ADGRA2', 'FAM156A', 'HEY2', 'HIST1H1C', 'DNAJB8', 'EML4', 'MROH2B', 'LOC645166', 'DCANP1', 'CLEC1B', 'AQP9', 'KCTD17', 'ARHGDIG', 'B4GALNT1', 'SLC37A4', 'GNAZ', 'PROKR1', 'PCDH9', 'SS18L1', 'OXNAD1', 'AGAP2-AS1', 'RSPH4A', 'SHCBP1', 'ALLC', 'KRT20', 'STX11', 'GSTZ1', 'MED19', 'VAT1L', 'LINC00620', 'HIRA', 'SUCLG1', 'OR10X1', 'PAN3', 'GNG4', 'DBP', 'BRF1', 'PADI4', 'DLX5', 'ACTL7A', 'SNORA65', 'TTYH2', 'LOH12CR2', 'HLA-DQB2', 'FAM21A', 'SLC16A1', 'APOBEC4', 'RNF115', 'PHGDH', 'LOC391322', 'ZNF614', 'PIGW', 'AMN', 'P2RX1', 'LARP1', 'C7ORF62', 'HRAS', 'CDK15', 'TAS2R46', 'MSMB', 'LOC606724', 'MIR4697HG', 'ZNF772', 'OR56A4', 'CLEC4M', 'SPINK2', 'PPP1R16B', 'MTNR1A', 'VIL1', 'CAND2', 'SH2B1', 'SELE', 'C20ORF27', 'ZNF117', 'OR5C1', 'DHFR', 'CACFD1', 'CNKSR2', 'NXF5', 'PSMD5-AS1', 'NRN1L', 'TMPRSS4', 'C3ORF35', 'HMX2', 'WDR3', 'SLC39A1', 'SEZ6', 'XIAP', 'ZYX', 'SST', 'CLEC17A', 'C8ORF82', 'DOLK', 'SNED1', 'GOLGA8F', 'C1RL', 'NODAL', 'PRB1', 'FGF13', 'SPNS1', 'TATDN2', 'MAP2K3', 'OMG', 'FOXJ2', 'ZFPL1', 'LMNTD2', 'TNFRSF1B', 'STRADA', 'UCKL1-AS1', 'NAPEPLD', 'ZNF703', 'B9D1', 'LCA5L', 'ZNF570', 'PNLIP', 'MIA2', 'SERAC1', 'OTUD6B', 'SRP72', 'WBSCR16', 'CRBN', 'ANKEF1', 'PIANP', 'TIMM17B', 'QPRT', 'HOPX', 'CDHR4', 'TUBGCP2', 'DDX49', 'ZNF304', 'PAFAH1B1', 'PKIB', 'ANKRD31', 'C12ORF29', 'C6ORF48', 'RNASE12', 'EFCAB12', 'BAG4', 'PPP5C', 'ST6GAL1', 'CHID1', 'ZNF484', 'RPH3A', 'NDUFS7', 'NAA25', 'LOC728323', 'SMARCAL1', 'YWHAH', 'TP53INP2', 'HMSD', 'ERLIN2', 'PIGA', 'TP53INP1', 'C14ORF166', 'CENPF', 'TMEM132B', 'MAD1L1', 'GREB1L', 'CASC3', 'MUM1L1', 'LOC653786', 'CHI3L1', 'SNCB', 'DNAJC15', 'HES7', 'EPB41L3', 'PDK4', 'COA3', 'CRYBA1', 'MAFB', 'POLB', 'MFF', 'NOB1', 'MAP1A', 'TTC28-AS1', 'VCX3B', 'KPNA5', 'DERA', 'FHL5', 'OR4D5', 'TSEN34', 'IGSF9', 'KLF11', 'PDE7A', 'POLR2J2', 'SERINC4', 'FAM127A', 'CD9', 'YES1', 'RPL3L', 'ZC3H12B', 'MEX3B', 'MYBPHL', 'PAXBP1', 'ECI1', 'LOC285696', 'ISL1', 'C1ORF52', 'LMX1B', 'SPINT3', 'LCN6', 'KCNE2', 'CRIP3', 'TNFRSF11B', 'KCNK1', 'PLAGL2', 'CAMK1D', 'COQ10B', 'AIRE', 'PRIMA1', 'DTNBP1', 'GSC2', 'MVB12B', 'VPS13B', 'TM4SF4', 'CHODL', 'MTERF1', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06177154229692228
		RMSE:  1.0106646016782141
		NRMSE:  0.1721833486682819
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.26989975035857605
		RMSE:  1.1682171872252598
		NRMSE:  0.21036071365744585
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9808249714864398
		NRMSE:  0.1670996765569688
		MAPE:  529.9728174248761
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556425
		RMSE:  1.07776630779691
		NRMSE:  0.19407323581894154
		MAPE:  193.8969179437583

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  3.3437386642511348e-15
		NRMSE:  5.696609135477341e-16
		MAPE:  3.3669939517063854e-12
		Pearson Correlation:  0.37854675388231357
		Spearman Correlation:  0.243235256344104
		Coefficient of Determination:  -1.894801864990833
		RMSE:  1.7637957605930181
		NRMSE:  0.31760646821641125
		MAPE:  666.2053160370174

	Predictor:  ElasticNet
		Pearson Correlation:  0.9374814697712779
		Spearman Correlation:  0.8631789807172774
		Coefficient of Determination:  0.8707805707467751
		RMSE:  0.35257817345116915
		NRMSE:  0.060067494667729045
		MAPE:  349.12770442973755
		Pearson Correlation:  0.7959391168405713
		Spearman Correlation:  0.5660850709926856
		Coefficient of Determination:  0.6233349803470422
		RMSE:  0.6362334778272475
		NRMSE:  0.11456647780229184
		MAPE:  288.9029165395017

	Predictor:  RandomForests
		Pearson Correlation:  0.8551658751234906
		Spearman Correlation:  0.671352063098044
		Coefficient of Determination:  0.7268260412488197
		RMSE:  0.5126384329382165
		NRMSE:  0.08733639418338528
		MAPE:  431.02289972186793
		Pearson Correlation:  0.7833004053186203
		Spearman Correlation:  0.6828385996386179
		Coefficient of Determination:  0.5686330057450988
		RMSE:  0.6808670677493726
		NRMSE:  0.12260364240814142
		MAPE:  203.49689636771112

Protein:  ERBB3
x_train_column_count:  247
x_train columns:  ['ZP2', 'RNASE7', 'KIF2B', 'VASP', 'MBD3L1', 'PCAT4', 'CXCL12', 'HOMEZ', 'TEP1', 'NIPAL3', 'C2ORF78', 'UBQLNL', 'SERINC5', 'SIGLEC10', 'C2', 'SELP', 'CD209', 'ARHGAP8', 'CYB561A3', 'ALDOA', 'NODAL', 'SMARCE1', 'EPHX2', 'TGFBR2', 'TCEB2', 'CSRNP2', 'TM6SF1', 'SERPINE3', 'ARPC4', 'CCDC66', 'HSFY1P1', 'RBM39', 'ORAI1', 'PARK7', 'EIF4EBP3', 'FAM129B', 'CPEB1', 'LOC100128239', 'TGFB3', 'SLC26A9', 'AGAP4', 'ARSK', 'C20ORF202', 'TTLL3', 'CDKN1B', 'NOP14', 'PON2', 'REG1A', 'RPE', 'CLRN3', 'PSG3', 'PDF', 'EPC2', 'SLC44A3', 'INGX', 'C1ORF52', 'FAM86C2P', 'DCHS2', 'CENPBD1P1', 'SHMT2', 'LIN37', 'ZC2HC1C', 'SERPINA7', 'CCDC91', 'MUC20', 'VGLL4', 'TPM3', 'SUCLG1', 'TSPAN7', 'KIAA1161', 'NUCB2', 'CPEB2', 'B3GAT1', 'ARHGDIA', 'ATPAF1', 'NDUFA6', 'NAPSB', 'KRT75', 'SLC23A3', 'ZNF454', 'EGFL7', 'FAM90A7P', 'GLB1L2', 'OR1G1', 'IFNW1', 'RASGEF1C', 'RAD52', 'PPID', 'CAST', 'CPEB4', 'ZNF542P', 'OPLAH', 'OR6C2', 'FAM104B', 'NFU1', 'ZNF175', 'SNORA22', 'CIDECP', 'CCDC60', 'OR6M1', 'TPP2', 'POSTN', 'NDUFB3', 'GBP1', 'NUMBL', 'SAA3P', 'MMEL1', 'ADRBK2', 'ABHD6', 'REXO1L6P', 'PAX1', 'RPL36', 'ZNF480', 'EXD3', 'RNMTL1', 'PDGFB', 'KIAA0895', 'PCDH7', 'PTPRJ', 'MYO1B', 'GPR63', 'PF4', 'NDST4', 'FTH1', 'PIGL', 'PARVG', 'BCL2L2', 'MRPL41', 'PRR15L', 'DNPH1', 'ZNF732', 'PROKR1', 'CKB', 'PSRC1', 'JMJD1C', 'REEP1', 'DHFR', 'TCIRG1', 'EML1', 'UGDH', 'SPANXN4', 'TRPV2', 'HMG20B', 'YIF1A', 'PSMD11', 'TRIM64', 'NCEH1', 'B3GALT4', 'ACTR3BP2', 'LINC00174', 'KRT33A', 'SMG1P3', 'COL6A5', 'FERMT2', 'HIST2H2BE', 'THUMPD2', 'CENPO', 'GTPBP10', 'C12ORF66', 'LINC00200', 'RABEPK', 'CATSPERG', 'SLC2A12', 'NXF4', 'OR2A1', 'PDSS2', 'GOLGA6D', 'LOC100240735', 'SNORA54', 'SDC3', 'PPP2CB', 'CELA2A', 'NLRP10', 'CADM2', 'PHF11', 'ZNF417', 'ARFRP1', 'BTN2A1', 'LYSMD2', 'ZNF775', 'KLF14', 'NEUROD2', 'ODF2', 'NTHL1', 'C2ORF50', 'GLIDR', 'SPTLC2', 'CD40', 'MRGPRX2', 'CCDC137', 'OR5H15', 'GUSBP5', 'LAMP2', 'PLCB2', 'CYP3A5', 'LINC00526', 'GTF2B', 'RPS27L', 'LOXL3', 'C12ORF49', 'GLTSCR1L', 'KYNU', 'KLHL24', 'KCNMB3', 'EIF4G1', 'LAT2', 'RAD51B', 'CXORF66', 'TCHHL1', 'CR1L', 'CSRP1', 'YBEY', 'VIMP', 'OLFM3', 'OR2C1', 'TPTE', 'SLC35D2', 'BTG4', 'LGALS7', 'PPP2R1A', 'TAGAP', 'ATP6V1D', 'SLC6A11', 'CLTA', 'ISM2', 'SNX7', 'GJA5', 'CCER1', 'LINC01600', 'TOMM6', 'SULT4A1', 'LECT2', 'PRDX1', 'SSU72', 'SAFB2', 'SNORD116-28', 'MMP16', 'ERAP2', 'SLC9B2', 'SLC25A21', 'LOC152225', 'SZT2', 'PRSS23', 'LINC00523', 'SOWAHA', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20254353309139272
		RMSE:  0.523865801474932
		NRMSE:  0.14324270860276114
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.287905849531515
		RMSE:  0.4364451552160674
		NRMSE:  0.21482088883335748
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  LinearRegression
		Pearson Correlation:  0.7543369661196221
		Spearman Correlation:  0.7339826731282288
		Coefficient of Determination:  0.569024258454556
		RMSE:  0.3136144445763201
		NRMSE:  0.08575284428107921
		MAPE:  184.8040085376702
		Pearson Correlation:  0.2790329561307432
		Spearman Correlation:  0.24889337772291428
		Coefficient of Determination:  -0.8971541595473373
		RMSE:  0.5297109251805089
		NRMSE:  0.26072685287497915
		MAPE:  414.3023120621003

	Predictor:  ElasticNet
		Pearson Correlation:  0.6516125987713035
		Spearman Correlation:  0.6641070520796999
		Coefficient of Determination:  0.402899926376726
		RMSE:  0.36914178415890503
		NRMSE:  0.10093590547904403
		MAPE:  192.66672778138803
		Pearson Correlation:  0.3505381711189864
		Spearman Correlation:  0.33894936345839727
		Coefficient of Determination:  0.03493061288737698
		RMSE:  0.3778042933311115
		NRMSE:  0.18595750950258233
		MAPE:  231.43861246914375

	Predictor:  RandomForests
		Pearson Correlation:  0.5867672701788745
		Spearman Correlation:  0.5856769238590165
		Coefficient of Determination:  0.3173245942799138
		RMSE:  0.3947087673455734
		NRMSE:  0.10792678732731234
		MAPE:  228.76443519937717
		Pearson Correlation:  0.4103125706293373
		Spearman Correlation:  0.36061591867248155
		Coefficient of Determination:  0.15735435542430476
		RMSE:  0.35302877789011206
		NRMSE:  0.17376285414959716
		MAPE:  228.55462564521525


Fold:  5

Protein:  RB1
x_train_column_count:  371
x_train columns:  ['TINCR', 'OR4C15', 'TEX9', 'PCGF5', 'LINC00520', 'PEX1', 'GUSBP4', 'RAG1', 'CEACAM20', 'IGSF10', 'TMSB4XP8', 'C16ORF93', 'PKP1', 'RAD21L1', 'SMOC2', 'GINS4', 'ZBED5', 'RBAK', 'SNAR-B2', 'RGL2', 'PCDHA9', 'CAP2', 'ZPLD1', 'COLEC12', 'FAM110D', 'NIT2', 'CD209', 'HCG18', 'FCRL3', 'MAP3K19', 'TOPBP1', 'HIST1H3F', 'BMS1', 'ATAD2B', 'AREG', 'PIN4', 'SLC26A10', 'ENC1', 'DSN1', 'LRRC17', 'TEX36-AS1', 'ALX3', 'TTK', 'PELI3', 'TPTE2P3', 'GOLGA6L1', 'AGTR1', 'CBLL1', 'CDS1', 'CDK14', 'C16ORF70', 'CTAGE4', 'MARVELD2', 'ZRANB2', 'SF3A3', 'ERG', 'CTSG', 'NR4A3', 'KCNJ16', 'SUPT20HL1', 'POU2F2', 'OXTR', 'A4GNT', 'CCDC91', 'PEMT', 'DNAAF5', 'BLID', 'MTUS2', 'NDP', 'ASCL2', 'C1R', 'DSEL', 'RAB40AL', 'BHLHE40', 'VTI1A', 'GGH', 'TCEA1', 'GRIK1-AS1', 'IGF2BP1', 'SERBP1', 'INTS12', 'SNRPB', 'FAM178A', 'COL15A1', 'AMPD1', 'PAK6', 'NPW', 'ZNF676', 'SYNE2', 'IL17D', 'AXIN1', 'NCAPD3', 'POLD3', 'ARHGEF7', 'CCDC39', 'OR9Q2', 'PDP1', 'ULK3', 'IZUMO4', 'CLIP4', 'SOX21', 'KDM6A', 'DNMT3L', 'FXYD6', 'ZC3H12B', 'TM7SF3', 'ASTE1', 'ARFIP2', 'TMEM79', 'QSER1', 'SRXN1', 'PES1', 'TMEM45B', 'RSPH10B2', 'TENM4', 'DHCR7', 'SLC5A9', 'CDC6', 'TAT', 'CHST3', 'EXOSC1', 'SDHAF4', 'PLCE1', 'GKN1', 'HOXB2', 'KRTAP10-11', 'THOC5', 'ERBB2', 'PIFO', 'FRMD3', 'SEMA6C', 'DNAJC5B', 'TRPC5', 'TFAP2C', 'FAM120A', 'PITPNB', 'SLC4A5', 'CCPG1', 'FAM72B', 'RABGAP1L', 'NDUFAF7', 'ABCG2', 'KLRC2', 'ADAMTSL2', 'MORN2', 'PCDHGA11', 'DNAJC18', 'LOC154449', 'IFNE', 'TMEM27', 'SDHAF2', 'TOB2', 'CEP76', 'CFAP221', 'LY6G5C', 'MED25', 'FAM138F', 'NUTM1', 'RGS19', 'SHARPIN', 'RGS2', 'TEX10', 'KLF14', 'ADAMTS16', 'TRIB3', 'CMTR1', 'RPS27L', 'FAM90A1', 'GMEB2', 'PFN2', 'NBR2', 'CCNC', 'ACSM6', 'ARRDC2', 'CFC1B', 'DDX46', 'ADAM28', 'DRG1', 'DDX1', 'YWHAE', 'LRRCC1', 'LSG1', 'PNPT1', 'CRKL', 'B3GALNT2', 'BAIAP2-AS1', 'CDH23', 'COLEC10', 'FBL', 'ADGRF3', 'USP5', 'CEACAM22P', 'NME6', 'BEST2', 'IGFBP3', 'LAMA5', 'ILF3', 'ZNF319', 'CDHR1', 'TXLNB', 'AGAP5', 'DDX20', 'ZCCHC10', 'ACOX2', 'CES3', 'PLA2G2C', 'C10ORF128', 'MYL7', 'PDCD6', 'TNIK', 'LOC286359', 'CCDC168', 'EPM2AIP1', 'STXBP5L', 'HDLBP', 'ABCG1', 'PLXNB3', 'GPR89A', 'DPY19L2P4', 'DUSP12', 'LOC654342', 'ZNF384', 'HIST1H2AE', 'TMEM200B', 'PIK3IP1', 'APOA4', 'GPR4', 'POLR3E', 'NAT8', 'GANC', 'ADIG', 'PREPL', 'RPS3A', 'MORC4', 'PLP2', 'OR2AG2', 'OR5B12', 'LCNL1', 'S1PR3', 'BPIFC', 'BPHL', 'CEP290', 'ANKRD34B', 'ZNF320', 'CASP2', 'SMR3B', 'NLRP3', 'CXADRP2', 'KRT14', 'UBN2', 'EIF3J', 'TBC1D2B', 'KLRC1', 'PDSS2', 'NBPF10', 'LGI3', 'GTF2E1', 'LINC00479', 'MYNN', 'ID2B', 'NUP214', 'C9ORF69', 'USP22', 'FAM65C', 'QRFP', 'WWTR1', 'TRAF3', 'RIMS1', 'CALCB', 'STK19', 'ARL9', 'FBLL1', 'DSG3', 'LONRF3', 'HEATR5B', 'MIPEP', 'SFXN5', 'TIAL1', 'LCE6A', 'MOV10', 'FUT2', 'LYL1', 'SOWAHA', 'ZNF583', 'SCARNA8', 'SHC1', 'SH2D1A', 'UQCR11', 'ROPN1L', 'ADCY10', 'CERS5', 'PAPSS1', 'ZNF81', 'SLC44A1', 'MRPL23', 'CAMK2B', 'LYPD6', 'HHIPL1', 'ADGRG2', 'PSORS1C2', 'XAGE3', 'SEPT7P9', 'AQP1', 'PRR35', 'CAPNS1', 'PCDH18', 'ANKRD34C', 'CRHR1-IT1', 'UGT8', 'TRMT112', 'PDIA2', 'ABCA5', 'MED29', 'HTRA2', 'PLOD1', 'KRBA2', 'TRAF3IP3', 'PDIA3', 'LOC283332', 'STATH', 'EFHC2', 'PIGX', 'C17ORF78', 'IFITM1', 'APOM', 'PRSS38', 'DUS3L', 'ZNF469', 'P2RX3', 'KDR', 'ST8SIA6', 'HOXA2', 'PTBP3', 'C2ORF88', 'SPAG17', 'ABCC4', 'ATP13A4', 'PSMD11', 'TMEM63C', 'TMED8', 'ARMC2', 'TNFRSF14', 'METTL4', 'KCNV2', 'XRCC5', 'GTPBP8', 'GFOD2', 'ARPP19', 'OR4F29', 'ANKRD2', 'RER1', 'TXLNG', 'C11ORF58', 'TTC17', 'CCDC94', 'SNORA21', 'HIST1H2BC', 'RPS12', 'ABCC5', 'KRTAP24-1', 'ECEL1', 'FAM122C', 'NAP1L2', 'ERAP1', 'RAB31', 'TUBB6', 'QSOX1', 'RPS2', 'ZNF593', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00018503513771928048
		RMSE:  0.23392670305630597
		NRMSE:  0.11556330212293363
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12340187398900859
		RMSE:  0.2547692202160761
		NRMSE:  0.12845593258580365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  LinearRegression
		Pearson Correlation:  0.8072269574921241
		Spearman Correlation:  0.723076627873146
		Coefficient of Determination:  0.6516153609019917
		RMSE:  0.13806039855096833
		NRMSE:  0.0682039089189313
		MAPE:  270.35322331124536
		Pearson Correlation:  0.15703230213886524
		Spearman Correlation:  0.13368994625868152
		Coefficient of Determination:  -8.619256814906084
		RMSE:  0.7455042877940261
		NRMSE:  0.3758870418258406
		MAPE:  1307.7902704226742

	Predictor:  ElasticNet
		Pearson Correlation:  0.5272279672457215
		Spearman Correlation:  0.4551973154642732
		Coefficient of Determination:  0.24769755080050704
		RMSE:  0.20287842359304784
		NRMSE:  0.10022498609004303
		MAPE:  174.0604789577516
		Pearson Correlation:  0.13625807796735934
		Spearman Correlation:  0.20539657601715733
		Coefficient of Determination:  -0.10230813574978481
		RMSE:  0.2523660278982322
		NRMSE:  0.12724423083427394
		MAPE:  425.6857967531668

	Predictor:  RandomForests
		Pearson Correlation:  0.5873866251104243
		Spearman Correlation:  0.4807483957052762
		Coefficient of Determination:  0.2036647921200787
		RMSE:  0.20873130217485547
		NRMSE:  0.10311639595048756
		MAPE:  139.21232581404018
		Pearson Correlation:  0.23815103338124563
		Spearman Correlation:  0.159291262983329
		Coefficient of Determination:  -0.0617310262503854
		RMSE:  0.24767754834855546
		NRMSE:  0.12488027567339384
		MAPE:  203.39808786319082

Protein:  CDH1
x_train_column_count:  836
x_train columns:  ['RASD2', 'SAMD15', 'NDP', 'SNX29', 'ERCC6', 'GOLGA2', 'TBC1D22B', 'SAXO2', 'PARP4', 'RUNX3', 'ASF1B', 'VSTM1', 'PAG1', 'TBX10', 'MAD1L1', 'SHC1', 'OMG', 'CDH2', 'CASP10', 'ATP6V1E1', 'TAF1B', 'SYNGAP1', 'CREB3', 'SEC1P', 'GLIPR1L2', 'DSCR10', 'MRPL34', 'TMEM132D', 'SARAF', 'NAA15', 'SERPINB11', 'IGFL2', 'CTNNA3', 'ZNF716', 'NUP35', 'AARS', 'ADGRG1', 'C8ORF37', 'OR7C2', 'NHEJ1', 'SLC30A10', 'SLC26A11', 'SF3A2', 'PRAMEF2', 'LHX9', 'SIGLEC9', 'CHML', 'CFHR1', 'MIF', 'TWISTNB', 'CST13P', 'NTMT1', 'NUDT6', 'PSMD7', 'ZNF354A', 'CROCCP3', 'TMEM215', 'GMPPA', 'RAB34', 'RAD52', 'NXN', 'RNF125', 'RHOBTB1', 'CDPF1', 'CSF3', 'DYX1C1', 'PBX3', 'HIST1H2AC', 'OTOR', 'SERPINB12', 'MRPL54', 'GALNT1', 'SIKE1', 'CFAP221', 'FAM177B', 'GALNTL5', 'RPS20', 'CCT8', 'HILS1', 'FILIP1', 'LOC729609', 'FLJ23867', 'ZNF552', 'PALM', 'UGT2B10', 'STEAP1B', 'STK35', 'KCNT1', 'OR4N2', 'ARPC5L', 'IRF4', 'PCDHGA12', 'MYH8', 'AQP12B', 'C9', 'ATP8B2', 'EDA', 'METRNL', 'NRM', 'RASL11B', 'DDX51', 'RABIF', 'BTG4', 'DNAH1', 'SLMO1', 'RPL18A', 'RNF182', 'TTC22', 'RNFT2', 'FBXW10', 'FBXO22-AS1', 'DEFB135', 'ANAPC15', 'SYT16', 'NKG7', 'CRADD', 'ITGAM', 'CCDC30', 'METTL17', 'UMPS', 'GLTSCR1', 'GNPDA1', 'RNH1', 'MEG3', 'MADCAM1', 'APOM', 'SSUH2', 'SH3BP2', 'GAPDHS', 'PPP1R7', 'STPG2', 'CNKSR3', 'GLMN', 'TRIM8', 'ZFP36', 'RPEL1', 'PRPF19', 'RFX2', 'QRFP', 'ADIRF', 'ANKRD36BP2', 'AKIRIN2', 'KDELR3', 'TMEM56', 'TMPRSS15', 'AMY2A', 'GAS2', 'OR10H3', 'PPP1R21', 'SLC22A13', 'TEX26', 'MLXIP', 'CEP104', 'C20ORF194', 'DHPS', 'ZNF486', 'C11ORF24', 'RAD54B', 'HAUS7', 'SALL3', 'PROK1', 'NFIX', 'EMILIN2', 'EIF4E', 'MSRB2', 'STAM2', 'LINC00264', 'LINC00293', 'NPTX1', 'IFT80', 'SYNPO', 'NDOR1', 'DCLK2', 'ZFPM1', 'ZNF513', 'C20ORF24', 'GIMAP8', 'NPPC', 'IFT140', 'KHDC3L', 'PXDN', 'LRRC37A2', 'TMEM116', 'TYW3', 'AHCY', 'SLC5A12', 'NOSTRIN', 'GNB2', 'BUD13', 'CSF2', 'NNAT', 'TNK1', 'CHST8', 'CNGA2', 'ANKRD23', 'NKAIN2', 'BBS7', 'CCL7', 'AMN', 'YTHDC1', 'ALG1L', 'CDK5RAP3', 'MDC1', 'KRBA2', 'ZFP91-CNTF', 'URM1', 'C9ORF69', 'ARFGAP3', 'OR4F5', 'NRXN2', 'TCERG1', 'APOL2', 'MCM2', 'FLAD1', 'GRIPAP1', 'DNAI2', 'UCKL1', 'SCGN', 'SUPT20HL2', 'HNRNPCL1', 'SNORA49', 'GPR65', 'PDGFB', 'PCYOX1L', 'RPL7', 'KCNA3', 'CDC42BPG', 'TMEM150A', 'UBQLN3', 'CNDP1', 'ELMOD2', 'SPATA3', 'RAD51', 'OR12D3', 'PTH2R', 'SRSF9', 'HCG18', 'TCEAL1', 'DDX53', 'XRCC3', 'TSPAN2', 'FAM208A', 'LGALS4', 'LRRC7', 'FOXS1', 'ZNF251', 'DEFB115', 'WNT11', 'C17ORF77', 'NKX1-2', 'SNORA12', 'DEFB119', 'FMO9P', 'SYS1', 'ME2', 'NFX1', 'PEX2', 'CIAO1', 'PAIP2', 'H2BFM', 'ACSL1', 'TP53BP2', 'C11ORF49', 'APPL2', 'C11ORF71', 'GALNT16', 'LMF1', 'MRO', 'SMPD2', 'PDIA2', 'B3GNT8', 'SSBP3', 'HOOK2', 'HIST1H2BJ', 'SLC17A6', 'RAB3B', 'PDE1A', 'HBP1', 'FRMPD2', 'RNF169', 'FBLIM1', 'TAF6L', 'COL1A2', 'LINC00896', 'SLC4A2', 'LIPI', 'AFF1', 'C17ORF75', 'FBXO21', 'PLLP', 'ADRBK1', 'SRD5A1', 'LOC284441', 'OR52W1', 'SBSN', 'NKRF', 'SAV1', 'CKAP2L', 'CHEK2', 'TRMT1L', 'CSNK2B', 'UGT2B4', 'EML5', 'TUBB4B', 'KLHL7', 'SDSL', 'GOLGA2P6', 'RRAS2', 'ZNF436', 'RFC4', 'OR2C1', 'C15ORF26', 'A1BG-AS1', 'KMT2E', 'RAP1GDS1', 'GPR141', 'ZDHHC16', 'CPSF2', 'LPPR3', 'GCH1', 'TNNT2', 'NAGA', 'FOXK1', 'RAB42', 'GATA1', 'PVALB', 'CLEC2L', 'CYSTM1', 'PSMB7', 'SAMD4A', 'LKAAEAR1', 'PQLC1', 'WASH2P', 'RBMXL3', 'INS', 'DDX3Y', 'PAPOLA', 'TNFSF18', 'USE1', 'SLC5A6', 'SYNE3', 'S100A3', 'DENND4B', 'FAHD1', 'PPP6R2', 'SNORA40', 'SLC25A53', 'TMEM47', 'PIGV', 'GFI1B', 'BARHL2', 'TSPAN12', 'PPP1R13B', 'TMPO-AS1', 'PRPF3', 'SCAMP3', 'DPH2', 'NLGN2', 'NRDE2', 'ZNF487', 'C4ORF32', 'C6ORF89', 'PNN', 'PRRG2', 'TMEM26', 'CECR5', 'POSTN', 'DNAH9', 'FABP6', 'APOBR', 'ABAT', 'KCTD10', 'SCML4', 'PTER', 'SLFN13', 'YME1L1', 'KRTAP24-1', 'CTTNBP2', 'RTF1', 'GTF3C2', 'CHST13', 'HPGDS', 'OR9I1', 'GAPVD1', 'ENAM', 'ITFG2', 'OPRK1', 'PUS3', 'EPPIN', 'SF3B6', 'PCK1', 'PLCG2', 'RPS12', 'PPFIA2', 'MMP1', 'SLC35F6', 'STARD5', 'SFTA2', 'ZNF574', 'MUC21', 'RASGRP2', 'MAP7D1', 'C11ORF16', 'TDRG1', 'SUSD3', 'NDRG1', 'ACTL6B', 'CLEC16A', 'YIF1B', 'CSRNP3', 'LOC100190986', 'MAP3K19', 'SPATA33', 'KISS1R', 'CXCL8', 'VPS36', 'RNF17', 'STEAP3', 'NDUFAF6', 'SNORA5C', 'SLC33A1', 'C15ORF62', 'FAM104A', 'SDS', 'LSM2', 'PELI3', 'PRSS22', 'RAB33B', 'ZNF25', 'WNK3', 'NDUFAF1', 'STK16', 'PTPRC', 'MGC27382', 'PCID2', 'PCDHGC3', 'IHH', 'SCHIP1', 'PGM2L1', 'PABPC1L', 'SNX12', 'NF1', 'GCC2', 'PANX3', 'BIN3', 'XRN2', 'GTF2B', 'RNASEH2B', 'RPL19', 'LINC00696', 'ZNF208', 'TMC3', 'CCDC110', 'CILP2', 'TOR1AIP2', 'MYCNOS', 'SPAG11B', 'RPSAP9', 'INE1', 'TSPYL2', 'HIST1H1D', 'CNNM3', 'BDNF-AS', 'CCT6A', 'NXNL2', 'ZKSCAN2', 'ENC1', 'CD1D', 'ACSS1', 'UNC93A', 'RASAL3', 'COL4A6', 'MPV17L', 'DNM1P46', 'MRS2', 'TBXAS1', 'LPO', 'TMEM81', 'ARF5', 'UST', 'PPP1R1B', 'DSC1', 'WWOX', 'CD99L2', 'SMCR5', 'ADGRF1', 'SNORA71E', 'BTBD6', 'ELK1', 'SMO', 'LRRC57', 'PLAGL2', 'HIVEP2', 'KIAA1551', 'CENPBD1', 'KRTAP19-6', 'IFT88', 'CDKL2', 'RNMT', 'UGCG', 'SCARNA21', 'C6ORF52', 'EHD3', 'GALR1', 'AMH', 'HSPB3', 'COL5A3', 'KLK11', 'CATSPERB', 'NKAP', 'PAPPA2', 'NLN', 'IFNB1', 'LINC00620', 'SFPQ', 'TIMM17A', 'CELA3A', 'CCDC122', 'TMEM252', 'EXT2', 'HS6ST2', 'RMRP', 'NKD2', 'CEACAM4', 'LINC-PINT', 'SMIM10L2A', 'FOXI3', 'IFITM5', 'SREK1', 'MON1A', 'U2AF1', 'CLMN', 'ECHDC3', 'ELK3', 'HMOX2', 'RABGGTA', 'GCLC', 'MOV10', 'CCDC178', 'SERINC2', 'LINC01106', 'KIAA0556', 'CFAP69', 'CTTNBP2NL', 'FBRS', 'FMNL2', 'GFPT1', 'COMMD2', 'OR2Y1', 'GPLD1', 'MEPE', 'ASB16', 'MRAP2', 'TGM7', 'WFDC8', 'EHMT1', 'ADAM2', 'EBP', 'PUS7', 'ADCY1', 'COMT', 'ARRDC2', 'CTSW', 'NOP58', 'FCAMR', 'PPIP5K1', 'MDP1', 'NEGR1', 'DCAF12L2', 'XRCC1', 'INPP5D', 'MTMR4', 'ABT1', 'PHF2P1', 'APOPT1', 'CCDC159', 'NCAPG2', 'ZZZ3', 'DAD1P1', 'CIT', 'SCARNA15', 'TAAR1', 'DLEU2L', 'ZNF768', 'TTC31', 'CCL8', 'TAS1R3', 'MS4A15', 'TMEM225', 'PTPRF', 'LINC01366', 'DTD2', 'C1QTNF9B-AS1', 'PDCD1', 'COL6A4P1', 'ACTA2', 'SPATA31A5', 'OR4K15', 'EIF4G3', 'SLURP1', 'GRSF1', 'SAP30BP', 'GCNT4', 'OR1E2', 'TIGD2', 'SLC6A17', 'CCDC148', 'LINC00936', 'LINC00238', 'MLF1', 'SCG5', 'ITGB3BP', 'PLBD2', 'ABCB7', 'NCR3LG1', 'CCL18', 'CHIA', 'SLC6A12', 'FHL5', 'GPR52', 'RAD1', 'CCDC85C', 'CWC27', 'NUBP1', 'SCARNA18', 'UQCRH', 'CCNC', 'ZC3H7A', 'CANT1', 'MTERF4', 'TGM5', 'FAM195B', 'LINC01020', 'TMBIM6', 'MME', 'IL17RB', 'EIF2AK4', 'SYT17', 'REG1B', 'PTGFR', 'RPN2', 'CAPS2', 'NR2F6', 'C2CD4D', 'LRP12', 'KRT12', 'KIAA1324L', 'CLMP', 'KLF2', 'ZNF286B', 'HGD', 'USP17L9P', 'PLCL1', 'REM1', 'TCF7L1', 'NAALAD2', 'AXIN2', 'CFD', 'HOMEZ', 'GNB1L', 'TH', 'FANCE', 'STAG1', 'UROC1', 'MOB3C', 'OR8B12', 'P2RY4', 'PEX5L', 'STARD7', 'EGOT', 'DNAJC30', 'SNAR-B2', 'TRIT1', 'TIMP3', 'HAND2-AS1', 'RHBDD2', 'COL10A1', 'FAT1', 'C1QTNF9B', 'DEPDC1', 'ONECUT3', 'ANKRD39', 'AK7', 'MARVELD3', 'YLPM1', 'DDX60L', 'GRIN2B', 'RELB', 'SMYD2', 'ANAPC4', 'TRADD', 'STAG3L2', 'OOEP', 'RACGAP1', 'LOC221122', 'GUCY2F', 'TPSB2', 'NXF2B', 'ACAP1', 'OR11H1', 'JADE1', 'MARK2', 'SUPT20HL1', 'RIMBP2', 'KRTAP9-8', 'ZNF578', 'PRDX1', 'IRF2BP1', 'ANTXR1', 'COL8A1', 'PLK5', 'HABP2', 'COQ10A', 'SORCS1', 'XIRP1', 'THBS3', 'NLGN1', 'BPGM', 'ZNF17', 'TPD52L2', 'FAM58A', 'ASIP', 'DVL2', 'ZNF548', 'OR5W2', 'MT1DP', 'DDX39A', 'FAM212A', 'PDIA3', 'DEAF1', 'ADGRG3', 'DEGS2', 'DNALI1', 'SULT2B1', 'SREBF2', 'MMRN1', 'PYCR1', 'ANK3', 'CHRAC1', 'RBX1', 'CLDN9', 'IMPA1', 'SERPINB5', 'PGAM2', 'UBE2N', 'TXNL1', 'RAD9A', 'ZAR1L', 'COL11A2', 'SCAF4', 'OR2B2', 'LETM1', 'GRPR', 'MLEC', 'GALNT11', 'FRMD7', 'RSU1P2', 'ZNF367', 'GRAMD4', 'NUBPL', 'HSPB8', 'MPZ', 'HES4', 'TTC16', 'SFMBT2', 'FLJ42393', 'AP5Z1', 'LRRC3', 'WAS', 'PRMT2', 'TUBA1B', 'TSSC4', 'C5ORF58', 'OR52D1', 'TMEM141', 'MAPK10', 'CXORF56', 'ICAM1', 'ARF4', 'BTBD9', 'C5ORF60', 'OR2M1P', 'GLT6D1', 'RPS9', 'RAB19', 'GYPE', 'ATG12', 'NYX', 'ZNRD1', 'TMF1', 'GAS7', 'C1ORF68', 'SYDE2', 'DDX56', 'EEF2K', 'KRT18P55', 'NDNL2', 'WWC2-AS2', 'RNU4ATAC', 'CSMD1', 'IKZF4', 'CFAP36', 'NDUFS8', 'CETP', 'AXL', 'CYTL1', 'CYP8B1', 'RXFP4', 'LCA5L', 'SHMT1', 'CDH24', 'LTBP2', 'PRR26', 'ATG4B', 'ZMAT1', 'SPECC1', 'ZNF326', 'FAS', 'ARL4C', 'SGPL1', 'SLK', 'C22ORF34', 'CHCHD3', 'CTSA', 'LILRA5', 'GCA', 'AKR1B10', 'CES2', 'FAM160A2', 'MRPL10', 'SLC35A1', 'DNAJA2', 'RBP5', 'ABCD4', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10476316856458312
		RMSE:  1.1835893765747125
		NRMSE:  0.18846364392451076
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19786466090973764
		RMSE:  1.2714981376898562
		NRMSE:  0.2500438806886504
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1260727912856485
		NRMSE:  0.17930524366829853
		MAPE:  266.31463004312263
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01718399286470018
		RMSE:  1.1716869980595492
		NRMSE:  0.23041572398960675
		MAPE:  1066.779337530299

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  4.135368235690525e-15
		NRMSE:  6.584771560922462e-16
		MAPE:  2.401034847814673e-12
		Pearson Correlation:  0.3519034494296374
		Spearman Correlation:  0.3508846743724984
		Coefficient of Determination:  -1.5231755408468586
		RMSE:  1.8453790466590134
		NRMSE:  0.36289926386089033
		MAPE:  4129.982154367578

	Predictor:  ElasticNet
		Pearson Correlation:  0.9017130158090165
		Spearman Correlation:  0.8576003311166799
		Coefficient of Determination:  0.7908398021664518
		RMSE:  0.5149985270717555
		NRMSE:  0.08200352330686211
		MAPE:  181.01918493609082
		Pearson Correlation:  0.47809285869789436
		Spearman Correlation:  0.444347186373895
		Coefficient of Determination:  0.14038980121796307
		RMSE:  1.0771163836386297
		NRMSE:  0.21181813211905956
		MAPE:  1851.5195868546566

	Predictor:  RandomForests
		Pearson Correlation:  0.7861199562656148
		Spearman Correlation:  0.7139730542574436
		Coefficient of Determination:  0.613215061688841
		RMSE:  0.7003275994803025
		NRMSE:  0.11151358228723647
		MAPE:  139.39846160889098
		Pearson Correlation:  0.6509899837678113
		Spearman Correlation:  0.6223743438197484
		Coefficient of Determination:  0.4165440599249466
		RMSE:  0.8873927678244982
		NRMSE:  0.17450842025220709
		MAPE:  465.1488416287213

Protein:  CDH2
x_train_column_count:  474
x_train columns:  ['C19ORF12', 'CHTOP', 'DUPD1', 'MT1B', 'SNORD22', 'TMSB4XP8', 'ACOX2', 'TMEM80', 'CCL26', 'LCE1F', 'XPNPEP1', 'CRX', 'NOL6', 'CMTM8', 'ADAM33', 'ABCA8', 'CLPP', 'ZC3H13', 'IL27RA', 'IL1F10', 'SLCO2A1', 'NUP62CL', 'TCP10L', 'KIFC2', 'GPRC5D', 'RNF44', 'CCDC105', 'ZNF444', 'ATP2B2', 'MOBP', 'PSAT1', 'EED', 'VPS26B', 'AACSP1', 'CCRL2', 'RASSF9', 'DUSP28', 'FADS2', 'TAF1D', 'ZKSCAN3', 'C5AR1', 'MPLKIP', 'RFWD3', 'PTRH2', 'OR52B4', 'SLC25A47', 'ANKRD29', 'PPP2R3A', 'KIAA0513', 'EPS15', 'GFPT2', 'COTL1', 'SRSF4', 'MAGEF1', 'SEMA4B', 'TECPR1', 'REXO1', 'ITM2C', 'OR1I1', 'ZIK1', 'PCM1', 'UBL3', 'MEDAG', 'TTYH2', 'MTCH2', 'ANTXR1', 'KCNK12', 'ZNF527', 'ZNF764', 'SLC25A11', 'MSR1', 'FUBP3', 'TLN2', 'UGT1A4', 'ASUN', 'LOC494141', 'MTG1', 'CLEC14A', 'SNX1', 'PRX', 'CHMP1A', 'TRPM7', 'PARP9', 'DCAF13', 'IL18R1', 'KRTAP13-1', 'SAR1A', 'GLT8D2', 'GHRHR', 'CHST6', 'SLC35G2', 'ADIPOQ', 'IQCF6', 'ZNF649', 'TGFBR2', 'PDCD2', 'ITGB7', 'ARG1', 'FSHB', 'SETD8', 'C7ORF72', 'FOXD4L1', 'SSH2', 'CASP6', 'ZNF648', 'OR1S2', 'SLC1A7', 'FUT6', 'PTGER2', 'ACP6', 'C6ORF141', 'ZBTB24', 'AGPAT3', 'GRM7', 'SEMA3E', 'NR6A1', 'AFTPH', 'OR5L1', 'ST3GAL2', 'MED19', 'IDH3G', 'MAP2K3', 'TMEM102', 'KIAA0930', 'SP3', 'ANKLE2', 'KIAA0754', 'RAP2A', 'RBMXL2', 'SNRPD3', 'LINC00847', 'OR10Z1', 'LINC01550', 'CLEC17A', 'FAM179B', 'STAP1', 'TXNDC16', 'PTCHD3', 'RPIA', 'CFAP20', 'TTC17', 'GFAP', 'WHAMM', 'OR2T2', 'CRYGC', 'SRCAP', 'ADGRG4', 'SLC29A4', 'CTSF', 'MUM1L1', 'CETP', 'SAA4', 'ELAC1', 'OR5K2', 'SPC25', 'PDX1', 'ECI2', 'MBOAT7', 'C5ORF51', 'MMRN2', 'OSBPL5', 'CCDC132', 'CAB39L', 'CCNI', 'BTBD10', 'PLA2G5', 'MGAT4A', 'ISG15', 'SAV1', 'PFDN6', 'IRX1', 'GZMH', 'MUC12', 'CYR61', 'R3HDML', 'ZMPSTE24', 'MFSD6L', 'RBM25', 'OTOL1', 'CRY2', 'CITED4', 'SNORD15A', 'UMODL1', 'SOX10', 'AGAP2', 'KRT25', 'FADS1', 'GSK3B', 'DYNC1H1', 'ACSL4', 'PHF11', 'GJB6', 'ABI1', 'BAAT', 'RTKN', 'USP32P2', 'LIMK2', 'C22ORF42', 'DFNA5', 'SCD5', 'RINL', 'APOB', 'SLED1', 'DNASE2B', 'RBM38', 'HELZ', 'CLTCL1', 'FBXO8', 'AAAS', 'OR4C11', 'WWP2', 'CRB3', 'ELMOD1', 'NTM', 'TDP2', 'FNDC5', 'NPNT', 'UBA3', 'RAD9B', 'RPS23', 'DHX29', 'CD248', 'ATF5', 'SNX12', 'CDH13', 'TMEM251', 'TDO2', 'DKK1', 'FER1L5', 'BRMS1L', 'MYH7', 'WBP1', 'HNRNPAB', 'C12ORF54', 'NKAIN4', 'TYW5', 'LRRC41', 'C8ORF34', 'ICOSLG', 'GFM2', 'SPDYE3', 'ZNF589', 'GLTSCR2', 'CT47A7', 'DYNC1I1', 'STK3', 'TTC30A', 'RARS', 'JSRP1', 'RIPK1', 'PXDC1', 'ZRANB3', 'ZBTB48', 'GEMIN8', 'CACTIN', 'RPE', 'SPATA9', 'TSHZ1', 'RGPD8', 'RCHY1', 'MYSM1', 'HOXB13', 'ERP29', 'NTNG1', 'SLC44A5', 'FEZ1', 'ADGRG5', 'PPP1R12B', 'CRACR2B', 'CNDP2', 'PRH2', 'RANBP3L', 'FLJ16779', 'PRR26', 'OR2V2', 'ATP6V1G3', 'FLNC', 'TMEM169', 'CCDC47', 'GPR35', 'TCHHL1', 'SAMD12', 'RBMXL3', 'SCML2', 'MGST3', 'LCE1B', 'TIMM17B', 'AARS2', 'RAPGEF3', 'ATXN1', 'ZBTB32', 'TCP10L2', 'HIST1H4K', 'ANKS3', 'LSM3', 'FAM20A', 'CCDC88A', 'GPC3', 'CNIH3', 'RGS19', 'DNAJA1', 'RPL8', 'SLC25A46', 'PREB', 'DDR1', 'MT3', 'PPP2CA', 'RASSF10', 'SBF1', 'KLHL23', 'LANCL3', 'FAM69B', 'HBM', 'CENPV', 'KHDRBS1', 'RBSN', 'GGTLC2', 'LOC391003', 'KRTAP13-2', 'ST7-AS1', 'TMED5', 'PSMC1', 'THBS4', 'SYNJ1', 'GRN', 'WDR5B', 'SLC22A16', 'PRUNE2', 'CCDC74A', 'PCDHB9', 'OR4C15', 'CLK3', 'GSTA1', 'STKLD1', 'CCDC103', 'PVALB', 'ZNF300', 'BAG2', 'NINJ1', 'FAM161B', 'DNAH3', 'GCM1', 'C17ORF99', 'SP4', 'WNT8B', 'ATP5EP2', 'CDC42BPG', 'WDR38', 'SDHB', 'ZNF526', 'IL25', 'SEMA6A', 'ACOT7', 'SAPCD2', 'PYGM', 'CST9L', 'PGA5', 'UCP2', 'LOC401052', 'SIRT3', 'GNAI3', 'MAN2A1', 'KIF7', 'AP3S1', 'PTPRS', 'TSPAN19', 'PLOD3', 'H2AFJ', 'UVRAG', 'STH', 'FAM216B', 'CRAMP1L', 'BTBD6', 'MN1', 'INSL3', 'TATDN3', 'MYL7', 'RASSF5', 'DRD2', 'RPL17', 'TRIP10', 'CDO1', 'CBLB', 'ARHGAP12', 'RFNG', 'BCL7A', 'SUSD6', 'ASB16', 'CRTC2', 'NME4', 'GTF2H3', 'RPL32P3', 'ANP32E', 'HAR1B', 'CNR2', 'SCUBE2', 'IFNK', 'HMBS', 'UBE3C', 'ZNF687', 'ADAM28', 'ITGA9', 'OR9A4', 'VPS37D', 'TMEM45B', 'PLIN5', 'ERMARD', 'SETX', 'CELF6', 'CYP2C19', 'ZNF304', 'TMEM74B', 'LCNL1', 'SLC35C1', 'LINC00111', 'KLHL15', 'LETM2', 'AFAP1-AS1', 'KIR2DL1', 'NGLY1', 'ZC3H10', 'KHK', 'CREBRF', 'WNT9A', 'BPIFA4P', 'ENC1', 'RPS6KA3', 'TUBB7P', 'CA9', 'GRM5', 'TAF5', 'EXOSC7', 'BCHE', 'OR5T1', 'CCR5', 'OR9Q2', 'OR5AR1', 'NADK2', 'FAM134C', 'PDILT', 'TRPC6', 'ARL17A', 'LHB', 'IGF2', 'DNAJC5', 'OR2M5', 'UBXN11', 'BHLHE40', 'FAM90A1', 'TLN1', 'ROS1', 'DMGDH', 'GPR158', 'SRGAP2', 'PGM2', 'SECISBP2', 'TRIM34', 'LOC646214', 'GREB1L', 'IQCF5', 'TTN', 'NETO1', 'TMEM107', 'RPL23AP64', 'TRIM32', 'PRSS55', 'OR5D16', 'TEX14', 'POLR2L', 'UGT8', 'PCDHA2', 'CMSS1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0016678089051440637
		RMSE:  0.3594357673583712
		NRMSE:  0.1765314902796381
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02548752338232485
		RMSE:  0.4223734458481898
		NRMSE:  0.15794680397441796
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  LinearRegression
		Pearson Correlation:  0.942393938948859
		Spearman Correlation:  0.9273494081003998
		Coefficient of Determination:  0.8881063361675458
		RMSE:  0.12013296065249808
		NRMSE:  0.05900150319360447
		MAPE:  482.9411717625006
		Pearson Correlation:  0.16520076904349246
		Spearman Correlation:  0.11860013042582124
		Coefficient of Determination:  -39.05426334069705
		RMSE:  2.6397074050675147
		NRMSE:  0.9871201709206718
		MAPE:  3038.481559017486

	Predictor:  ElasticNet
		Pearson Correlation:  0.632867691592558
		Spearman Correlation:  0.6366323733918674
		Coefficient of Determination:  0.3401897194843815
		RMSE:  0.29172185871988876
		NRMSE:  0.14327481887917526
		MAPE:  915.7908343680583
		Pearson Correlation:  0.1231648091083539
		Spearman Correlation:  0.13339833838130344
		Coefficient of Determination:  -0.046322434055246386
		RMSE:  0.42664256811977536
		NRMSE:  0.15954324481415602
		MAPE:  3003.1401338486808

	Predictor:  RandomForests
		Pearson Correlation:  0.5992609507568184
		Spearman Correlation:  0.5529132843850679
		Coefficient of Determination:  0.17894380541334554
		RMSE:  0.3254212238476438
		NRMSE:  0.1598257570097951
		MAPE:  375.9080670655329
		Pearson Correlation:  0.12351913487133935
		Spearman Correlation:  0.1613912410271221
		Coefficient of Determination:  0.000574854036710648
		RMSE:  0.41697167330544777
		NRMSE:  0.15592680788491586
		MAPE:  3673.5987493652547

Protein:  CDH3
x_train_column_count:  75
x_train columns:  ['TMEM180', 'GOLGA7', 'SLC25A52', 'TRAM1L1', 'ZBTB17', 'LRRC10B', 'LINC00483', 'CBX2', 'OSBP2', 'OXCT1', 'PLSCR4', 'HSPBAP1', 'RND3', 'HIST1H4G', 'LETM2', 'BLNK', 'GOLGA8F', 'UBR2', 'PRAMEF5', 'CKS2', 'C22ORF24', 'MTG1', 'SHMT1', 'NAPEPLD', 'SEC14L4', 'WSCD1', 'DAAM1', 'CBX4', 'DAW1', 'ILF3', 'SREK1IP1', 'SNORA45B', 'AHCYL2', 'GPATCH4', 'RNF145', 'UBAP2L', 'ANAPC2', 'IRGM', 'TAPBP', 'TEX43', 'SLC4A10', 'TTC41P', 'DHX29', 'SLC39A14', 'ADCY10P1', 'TCEAL1', 'PHF2', 'IP6K1', 'NUAK1', 'ZDHHC1', 'STRIP1', 'USP35', 'HELQ', 'TTC16', 'MED10', 'FAM26F', 'BEND3P3', 'ENTHD2', 'NDUFV2', 'ZNF800', 'PROL1', 'SHISA7', 'SLCO6A1', 'MYOCD', 'VAMP2', 'SERTAD4-AS1', 'PDE6G', 'MED12', 'CYB561A3', 'PPCDC', 'TBCCD1', 'BCAP29', 'TMEM37', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011481892643820935
		RMSE:  0.2038847376288621
		NRMSE:  0.14304087222095618
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026977014897064944
		RMSE:  0.22369326249691865
		NRMSE:  0.20181818899206835
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  LinearRegression
		Pearson Correlation:  0.528038421983622
		Spearman Correlation:  0.5371118688413269
		Coefficient of Determination:  0.2788245750909537
		RMSE:  0.17304377989957626
		NRMSE:  0.12140356113513516
		MAPE:  586.6466618709305
		Pearson Correlation:  0.29425499785400056
		Spearman Correlation:  0.2759959600493772
		Coefficient of Determination:  0.01012137595631124
		RMSE:  0.22225874968523512
		NRMSE:  0.20052395788958322
		MAPE:  360.0383937784701

	Predictor:  ElasticNet
		Pearson Correlation:  0.45944732535421245
		Spearman Correlation:  0.48494488494248067
		Coefficient of Determination:  0.1938290178399571
		RMSE:  0.18295703540942487
		NRMSE:  0.1283584746375827
		MAPE:  479.271404588659
		Pearson Correlation:  0.35318830132479645
		Spearman Correlation:  0.3304804299305478
		Coefficient of Determination:  0.10521975909389991
		RMSE:  0.21131293712448054
		NRMSE:  0.19064854169063286
		MAPE:  206.0254130634713

	Predictor:  RandomForests
		Pearson Correlation:  0.5402315713284047
		Spearman Correlation:  0.5456410441357205
		Coefficient of Determination:  0.23209631148164567
		RMSE:  0.17856194603113795
		NRMSE:  0.1252749803776856
		MAPE:  438.24712339177427
		Pearson Correlation:  0.3839360675688193
		Spearman Correlation:  0.35005673387448727
		Coefficient of Determination:  0.12481701719092142
		RMSE:  0.2089860637910114
		NRMSE:  0.1885492144380691
		MAPE:  134.8238632063734

Protein:  PTEN
x_train_column_count:  886
x_train columns:  ['FAM223B', 'NME2P1', 'ACSL4', 'PMP22', 'HLTF', 'ZMAT3', 'LRRC42', 'GUCY1B3', 'ANKRD37', 'FKTN', 'IL17D', 'MYLK2', 'RD3', 'S100A1', 'GGT3P', 'TNNT3', 'SMOC2', 'S100A9', 'UBE2W', 'BLK', 'LYPLA2', 'SRI', 'PCMTD1', 'OR8D2', 'ZNF705D', 'ZC2HC1B', 'KRBOX4', 'PNMT', 'KRTAP19-3', 'GAGE2B', 'MARCKS', 'NACC2', 'ZNF140', 'GALNT2', 'ABCB8', 'MYL4', 'FOXR2', 'OR51G1', 'SLAMF1', 'CAMK2B', 'MMP10', 'ROBO3', 'NUDT18', 'TMED7', 'TNFAIP8', 'SBNO1', 'RGP1', 'MX2', 'ZNF252P', 'MFAP3L', 'BAGE', 'CDKN3', 'LACC1', 'C10ORF71', 'HSF2BP', 'LINC01587', 'FSIP1', 'PTP4A1', 'PSMC1', 'ACD', 'DNPEP', 'CCDC176', 'PANK3', 'DRAIC', 'OR51F1', 'GJA5', 'TCAF2', 'CNN2', 'KRTAP9-8', 'DMRTB1', 'SNRPD2', 'ATE1', 'RMST', 'MCM3AP-AS1', 'ODF3B', 'RPL23AP64', 'SLC22A2', 'POU2F3', 'GRPEL2', 'EDIL3', 'TP53INP2', 'NNAT', 'ANKRA2', 'DOCK11', 'CCDC185', 'XKR7', 'FAM120AOS', 'ALS2CL', 'EN1', 'ADCY10P1', 'ZSCAN12', 'SNHG20', 'PAEP', 'GPX6', 'SKIDA1', 'DDX56', 'PAX2', 'SMIM11', 'OSBPL7', 'ARPP21', 'ADGRG4', 'RNASEH2C', 'ZNF717', 'PCDHGA10', 'RECQL4', 'GUCY1B2', 'PHKB', 'TSPAN14', 'RSU1', 'REXO1L1P', 'LPCAT3', 'SNORA53', 'PROC', 'OSGIN2', 'ELK4', 'NKAPL', 'SLC6A1', 'NBEAL1', 'CNTFR-AS1', 'HIP1R', 'STOM', 'ZNF668', 'CMTM1', 'LINC00596', 'NLGN4X', 'C1ORF174', 'PGP', 'LBHD1', 'RABGGTA', 'VPS37B', 'XKR3', 'ANO8', 'MFF', 'CALY', 'SMAD1', 'SLC7A5P1', 'AZIN1', 'SYTL3', 'SLC25A51', 'NARS', 'OR6B1', 'MATR3', 'SFTPC', 'FAM60A', 'ZSCAN29', 'FAM138E', 'STUB1', 'FBXL12', 'PSMD5', 'LRRC14', 'VWA5B1', 'LIMK1', 'SUSD2', 'OR6C1', 'KLHL20', 'ARG1', 'CLMP', 'GOLGA8G', 'METTL23', 'OR51B2', 'GLCCI1', 'FAM63A', 'RNFT2', 'VLDLR', 'RNF121', 'ZFAND4', 'SELPLG', 'SEZ6L2', 'ZNF609', 'KCNJ1', 'AEBP2', 'TMEM132B', 'KRT27', 'OR1L8', 'FAM26E', 'ZNF491', 'CFAP43', 'C8ORF46', 'HPRT1', 'ADH7', 'SIPA1L1', 'TMCO5A', 'SLC35A5', 'FBXO41', 'NALCN', 'NAIP', 'TTLL10', 'ZNF137P', 'ZNF182', 'IL17A', 'NEFM', 'HIF1A', 'HACD1', 'LRRTM4', 'KLHL3', 'ELOVL1', 'IL2', 'DAAM2', 'IRF2BPL', 'ZC3H14', 'MLH3', 'TMPRSS5', 'IGSF8', 'KCNE5', 'MAN2B2', 'ADAMTS5', 'SDC3', 'UGT1A6', 'TRAPPC11', 'KIAA1143', 'ANKHD1-EIF4EBP3', 'QTRTD1', 'RSRC1', 'EML6', 'LINC00479', 'PLEKHA8', 'LRTOMT', 'GABRB2', 'MAT2B', 'DOCK10', 'MPLKIP', 'POU3F2', 'EWSAT1', 'SMCO2', 'ZNF33A', 'ZBED9', 'RAB40A', 'GRM5', 'CHAMP1', 'MFAP5', 'ZFYVE28', 'FOXO3B', 'MRPL2', 'BIRC3', 'MRPL9', 'AGA', 'CCR5', 'TBP', 'ARHGAP5-AS1', 'ZPR1', 'TEX13B', 'B9D2', 'GNG13', 'C1ORF168', 'OTOL1', 'NDUFB2-AS1', 'FAM74A1', 'NOTCH3', 'KGFLP1', 'ELK3', 'PITPNM3', 'OR5AR1', 'SNORA54', 'FBXL6', 'EPB41L4A', 'SAMD5', 'MEIS3P1', 'ROBO4', 'SNAP91', 'TDG', 'ZNF641', 'NFIB', 'KCNA2', 'PSG2', 'SDHAF3', 'SACS', 'PAH', 'PIAS3', 'NME1', 'WFDC13', 'SUPT4H1', 'EGFL6', 'SYCE3', 'CACTIN', 'KLF12', 'MDFI', 'OR3A1', 'PARPBP', 'UGT2B7', 'CYP4F8', 'C8ORF74', 'TMEM63A', 'LINC00917', 'ZCCHC14', 'ZNF484', 'MICU3', 'ZNF595', 'LUZP1', 'RPS10', 'KRT26', 'GLYATL1', 'DOCK7', 'HSFX2', 'SFTA3', 'OR5M1', 'PACSIN2', 'CCDC85C', 'APPL2', 'C1ORF226', 'FIRRE', 'GCNT4', 'PIGA', 'CATSPER3', 'LINC01553', 'ZNF77', 'TMEM52B', 'TCHP', 'CHP1', 'LAMA4', 'DEFB131', 'STRADB', 'ITGB5', 'EIF3A', 'BTBD10', 'DTWD2', 'VPS13D', 'TBX19', 'PRDM4', 'RP9P', 'VPS4A', 'TMED10', 'RFK', 'OSTC', 'RPRM', 'FBXW10', 'TMEM205', 'LINGO2', 'ZC3H8', 'USP51', 'NUDT8', 'C1D', 'ABCC13', 'FHL5', 'SLC44A4', 'SYT8', 'DUSP23', 'TSHZ1', 'LINC00092', 'TCAIM', 'FAR2', 'LSMEM2', 'SMARCA4', 'TMEM185A', 'MBNL1', 'XRCC5', 'ZNF75D', 'PRUNE', 'COMMD4', 'PSMG3-AS1', 'FFAR4', 'ZNF763', 'MCM4', 'SOD2', 'OR13A1', 'MXD4', 'ZNF674', 'APOA4', 'NME9', 'TCEAL1', 'LCE1C', 'LNPEP', 'TIMMDC1', 'PGF', 'UNC119B', 'USP27X', 'HAP1', 'FLJ16779', 'SH3BGR', 'SUGCT', 'CTAGE1', 'TBC1D28', 'GPR182', 'NUSAP1', 'MAP3K11', 'XCR1', 'ADIG', 'FERMT3', 'EPDR1', 'SIGLEC9', 'PTX4', 'LINC00961', 'RRAGD', 'UPK3B', 'CST4', 'PTENP1', 'RTN1', 'OR2A12', 'FAM76B', 'TIAM2', 'C4ORF48', 'FBN2', 'PPAPDC1B', 'CCDC67', 'HACD2', 'GML', 'PSMD12', 'FRMD3', 'C20ORF194', 'VWA5B2', 'IL22RA1', 'STAT2', 'RGS9', 'SYT1', 'PDCD6', 'GAGE12D', 'LINC00314', 'ARHGEF19', 'C4ORF22', 'C5ORF52', 'MYNN', 'OR11H12', 'KPTN', 'OR4K17', 'GJD3', 'GMCL1', 'IMMT', 'CCIN', 'LOC100272216', 'RSC1A1', 'CCDC7', 'NDUFV1', 'WDFY1', 'POLB', 'SULT2B1', 'PAX8', 'GMFB', 'C19ORF54', 'RNF111', 'TRIM16', 'SLC14A2', 'ZNF486', 'INSL5', 'SPACA3', 'IGF1', 'ANKHD1', 'FBXL14', 'MBD3L2', 'SPNS2', 'FZD6', 'MIDN', 'MED11', 'ABHD13', 'L2HGDH', 'RSPO1', 'H2BFWT', 'PCDHA9', 'ZIC1', 'HMOX1', 'KIAA1107', 'DCLRE1A', 'LOC100129034', 'OMP', 'FBXL19', 'GALNT6', 'WDR49', 'GPR173', 'NIPA2', 'GHRHR', 'MUC4', 'ACTR1B', 'COLQ', 'RBP3', 'SLC45A3', 'KIF26A', 'CNOT4', 'SLC12A9', 'IMPA1', 'BTNL9', 'LINC01011', 'HCRT', 'RASEF', 'GOLM1', 'SCRN1', 'FAM196B', 'MMEL1', 'ANKRD53', 'THEM6', 'ZYX', 'NCOR1P1', 'ERCC2', 'TMEM206', 'DDIAS', 'ZNF131', 'ADAM29', 'ARHGEF18', 'DAPK2', 'ITPK1', 'WNT8B', 'PDE11A', 'CCNB3', 'NAB1', 'SLC7A2', 'CBWD2', 'GPR162', 'ZEB1-AS1', 'STAC2', 'SSH2', 'GPRASP2', 'AFP', 'LIN7C', 'HFE2', 'USP4', 'UEVLD', 'HHLA3', 'GSK3B', 'FAF1', 'PPIA', 'ATRAID', 'KLHL30', 'LMOD2', 'TMEM14B', 'SETDB2', 'NLRC3', 'RPL13AP17', 'OR5T2', 'PRORSD1P', 'ARRDC5', 'FNDC4', 'SLC25A2', 'NDRG2', 'ACBD6', 'SCRN3', 'BCYRN1', 'SHROOM4', 'TPRN', 'NID2', 'PRB1', 'NUDT13', 'SNAR-I', 'RAB9A', 'SLC22A18AS', 'ALOX5', 'PAX6', 'ZNF766', 'MFSD5', 'WFDC2', 'DOCK9', 'PIGU', 'PTPN12', 'TRPV1', 'GANC', 'SEMA3G', 'TMEM184A', 'PRR22', 'CXORF40B', 'GP9', 'SUFU', 'CDKN1A', 'VOPP1', 'THPO', 'PABPC1L2B', 'PLXNB1', 'CXADRP2', 'MRPL21', 'GCSAM', 'GDPD5', 'APOA5', 'CRISP1', 'GSDMA', 'OR2M7', 'BEX1', 'C8ORF33', 'INTS4P2', 'ZNF180', 'USP47', 'LPAL2', 'EIF2B5', 'LINC00710', 'CADM2', 'PRLR', 'RTN4R', 'SF3A3', 'C1QTNF6', 'TECR', 'BRDT', 'MSTO2P', 'RNASE8', 'CIC', 'GCM2', 'KRTAP1-5', 'ATAD2B', 'MYSM1', 'MYOC', 'SMCR8', 'CKLF', 'C3ORF52', 'PRSS42', 'POTEC', 'ANKRD30BL', 'PCSK1', 'SMPD3', 'CREBZF', 'FGF14', 'ANKRD26P1', 'RFXAP', 'NEURL4', 'HNF1A', 'WDR1', 'TAF7L', 'CYP1A2', 'ISCA1P1', 'SNX7', 'NPY1R', 'AKR1E2', 'CDC40', 'ANKRD22', 'ITPKA', 'HAUS7', 'TRAK2', 'SNORA14A', 'ARHGAP19', 'RILPL2', 'TSPAN8', 'PCDHA7', 'CMSS1', 'NDUFAF2', 'BCAS1', 'GARS', 'RPL26L1', 'SMARCAD1', 'TSC22D4', 'TCP11', 'MRPL16', 'ZEB1', 'STAG3L3', 'MYT1', 'MYOM3', 'ZNF565', 'RCAN2', 'GNL3', 'PAPOLA', 'NFE2L3P2', 'ABCC5', 'PRPS1L1', 'HILPDA', 'ATR', 'ACVR1', 'BCL2', 'MAML1', 'FAF2', 'ARHGEF39', 'DNM1P46', 'LOC100287704', 'PAK4', 'ANGPT1', 'N4BP3', 'POP1', 'ARHGAP22', 'ECM2', 'SNX8', 'TCTEX1D1', 'DLEU2L', 'PKP4', 'LRRC27', 'RAB6C', 'ASAP3', 'PLLP', 'CBLN3', 'PCM1', 'POLR3D', 'DBF4B', 'DST', 'RHPN1', 'TGM5', 'SNORA80A', 'CUBN', 'KLHL33', 'NGLY1', 'CDH16', 'TCEA2', 'RRN3P2', 'AMDHD2', 'CD5', 'CYP24A1', 'CHD7', 'ZNF791', 'DCANP1', 'SCIMP', 'GALNS', 'ZBTB16', 'PSG7', 'TBC1D24', 'NEFL', 'BARD1', 'OR2W3', 'MCM6', 'SLC16A6', 'BAAT', 'RALB', 'MCTS2P', 'HAO1', 'BTBD18', 'GLRX2', 'PDSS1', 'ADAD2', 'VPRBP', 'RNF207', 'TNNC2', 'FAM212A', 'OR5K2', 'SPANXN4', 'PLD4', 'PPAP2B', 'PRAMEF9', 'NDUFB7', 'TRPC4AP', 'GSG2', 'NUDT7', 'SPCS2P4', 'MFSD10', 'SLC18A3', 'ECHDC1', 'SERPINA5', 'TRIM13', 'PBDC1', 'SLC6A4', 'LYPD8', 'PRKCH', 'ADCY5', 'NBEAP1', 'FDX1', 'DCTN4', 'WBSCR27', 'RARRES2', 'CDC14C', 'NUCKS1', 'ALDH1L1', 'FLJ23867', 'OR4C3', 'MDM4', 'RGL4', 'PPAPDC2', 'MOGAT1', 'ADGRB1', 'PLA2G12A', 'CCDC141', 'DUXA', 'TRIM14', 'ATG16L1', 'OR4A47', 'KCTD2', 'ZP2', 'SLC9A3', 'LINC00482', 'YKT6', 'AQP7P1', 'RRM1', 'DKFZP779M0652', 'TCF20', 'TMUB2', 'GJA4', 'SDPR', 'FAM71F1', 'TNRC18', 'GOLT1B', 'CES4A', 'DMBT1', 'MAFA', 'NEURL3', 'CACNA1C', 'PES1', 'DNAJC18', 'DNASE1', 'SPICE1', 'EMP1', 'TMED7-TICAM2', 'MS4A14', 'HCN2', 'NR1H4', 'PDDC1', 'NDUFA5', 'NOS1AP', 'MIMT1', 'RALY', 'APOF', 'NME6', 'TP73', 'PGGT1B', 'CTSV', 'EPB41L4A-AS1', 'C17ORF62', 'TNNI3', 'ASB10', 'UGT2B10', 'ATXN3L', 'SPINK1', 'SYNDIG1', 'SNORD115-7', 'MBD3L5', 'KARS', 'NT5C2', 'MINA', 'TMEM39B', 'MTG1', 'KIF20B', 'RSPH4A', 'ARID2', 'OSBPL1A', 'UCA1', 'HEATR1', 'MESDC1', 'ZG16', 'OR6P1', 'PSME4', 'ARRB1', 'COLEC10', 'YAF2', 'TIMM10', 'TMEM176B', 'BRMS1', 'RNF8', 'UGT8', 'FLG', 'CHMP4A', 'CHD5', 'SLC37A3', 'TBC1D10B', 'GUCY2GP', 'NBR1', 'MNS1', 'TPM4', 'ITLN2', 'RGS17', 'SEMA6A', 'SERF1A', 'IGSF1', 'GDI2', 'C1QTNF8', 'CD14', 'TAS2R38', 'HOXA4', 'MRPS10', 'ALDH8A1', 'BST2', 'RPL22L1', 'LINC00896', 'FAM83H', 'LOC440173', 'ADAM5', 'TMPRSS11D', 'SYK', 'C5ORF38', 'TP73-AS1', 'SCRT2', 'CNBD1', 'FAM222A', 'ASB11', 'NPRL3', 'FAM96B', 'EP400', 'ZNF121', 'PELI1', 'MYEOV2', 'OGFOD3', 'NUDT3', 'BMPR1A', 'CC2D2B', 'CDK1', 'CNDP1', 'HAS2-AS1', 'HOXB9', 'MFSD1', 'KIAA0087', 'MEFV', 'CLK3', 'OR1G1', 'TBPL1', 'A1BG', 'SLC6A20', 'SLC9A8', 'ZNF696', 'ACTL7B', 'PIGK', 'NEK4', 'EDDM3B', 'E2F5', 'SNHG10', 'CASP2', 'ZMIZ1-AS1', 'DYNC1I2', 'MTHFD2L', 'LINC00938', 'LOC730668', 'DDX11L2', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05240378988513572
		RMSE:  0.5837468026637292
		NRMSE:  0.09127461538014686
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011774083334460839
		RMSE:  0.7259408088203396
		NRMSE:  0.14042494754339593
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5690275755039937
		NRMSE:  0.08897311789601967
		MAPE:  304.4741530818047
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005181468299075398
		RMSE:  0.7235718660416283
		NRMSE:  0.13996670265429206
		MAPE:  391.1377632658283

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.1400133232741345e-15
		NRMSE:  3.3461235607444837e-16
		MAPE:  3.3385318486878457e-12
		Pearson Correlation:  0.09767401996654532
		Spearman Correlation:  0.10663225227247225
		Coefficient of Determination:  -1.6765680005429369
		RMSE:  1.1807245039048135
		NRMSE:  0.22839765241117563
		MAPE:  1280.2353097960156

	Predictor:  ElasticNet
		Pearson Correlation:  0.837808145619889
		Spearman Correlation:  0.7911448096431645
		Coefficient of Determination:  0.6594902468124507
		RMSE:  0.3320458763050848
		NRMSE:  0.051918673489967135
		MAPE:  513.8937022334078
		Pearson Correlation:  0.3971132798435597
		Spearman Correlation:  0.43644185089589643
		Coefficient of Determination:  0.13821642442440507
		RMSE:  0.6699749145769441
		NRMSE:  0.12959898533289696
		MAPE:  596.4199718926939

	Predictor:  RandomForests
		Pearson Correlation:  0.6014369745270085
		Spearman Correlation:  0.5402008120830709
		Coefficient of Determination:  0.3062963640385469
		RMSE:  0.47393665449169153
		NRMSE:  0.07410470713653218
		MAPE:  254.48591301757705
		Pearson Correlation:  0.40730554379417466
		Spearman Correlation:  0.4095607654049889
		Coefficient of Determination:  0.14268232879839937
		RMSE:  0.668236699566287
		NRMSE:  0.12926274751746497
		MAPE:  318.4646045747505

Protein:  BRCA2
x_train_column_count:  363
x_train columns:  ['ZNF17', 'PITPNM2', 'TPP2', 'WFDC10B', 'WFDC3', 'LIF', 'LYPD3', 'SPACA3', 'CRP', 'PFKP', 'ZNF213', 'RPS9', 'CTNNBIP1', 'SART1', 'DIMT1', 'BAK1', 'CSTA', 'MAGED2', 'UPP1', 'CMTM5', 'GALT', 'RPSAP52', 'ABCC11', 'TRAF7', 'GPR156', 'LOC399815', 'PDZD8', 'FBXO38', 'ACTR3C', 'LINC01020', 'SHROOM4', 'GSPT1', 'DHX37', 'WDR87', 'FBXL12', 'GPR101', 'DNAH12', 'SDHAF1', 'UBR5', 'HOXA13', 'TONSL', 'OR2M2', 'PLEKHG6', 'LINC00950', 'SYCP1', 'DDX19B', 'ADAMTS18', 'SCYL3', 'CMTR2', 'INS-IGF2', 'TGM4', 'HFM1', 'SLC39A3', 'CASKIN1', 'LILRA3', 'TMEM37', 'TEX9', 'TAF4', 'MTUS1', 'ANKDD1A', 'ONECUT2', 'ABCC6P1', 'RPL13P5', 'ASIP', 'OTOP2', 'C2ORF81', 'TMPRSS6', 'PRB1', 'ATG10', 'ZNF700', 'DEFB109P1', 'COL5A3', 'INPP5B', 'DMP1', 'NFKB1', 'BLZF1', 'HIPK3', 'MST1P2', 'ZNF618', 'RGPD1', 'CYLC1', 'CLDN19', 'CRYM', 'TSR1', 'LRRC75B', 'ATG9B', 'SLC43A2', 'BIRC5', 'TMEM173', 'WBP11P1', 'INPP5E', 'CCDC101', 'LRRC8C', 'C1QTNF8', 'RGS14', 'PEA15', 'GGTLC2', 'GPR18', 'FAM160B2', 'SIX2', 'FASTKD2', 'SEMA3F', 'SUV39H2', 'RNF185', 'FOPNL', 'PGLS', 'GATAD2B', 'MANBA', 'DENND2C', 'TNFSF13B', 'RPL7A', 'ZBP1', 'MAGEC1', 'ACMSD', 'LARS', 'ACOT4', 'SDK2', 'OSBP', 'SKIL', 'DBNDD1', 'ARRDC4', 'FLJ23867', 'FGD3', 'RTN3', 'BRSK1', 'GNL1', 'FAM131C', 'LRRN2', 'TRPM7', 'UBAP2L', 'NKX6-3', 'VAPB', 'UGT2A1', 'PDCD6', 'HMBS', 'PSG10P', 'CPNE9', 'APBA3', 'ANXA10', 'RABGGTB', 'KXD1', 'LAIR2', 'NMD3', 'RTP5', 'PGAM4', 'CNTNAP4', 'GSTTP1', 'CREB5', 'NME5', 'KCTD11', 'STAU2', 'S100A6', 'SLC47A1', 'AXIN1', 'LINC00304', 'OR4X2', 'NFE2L3P2', 'NFKB2', 'BAGE', 'CSNK1G3', 'NOL9', 'C3P1', 'CYP3A4', 'KIF21A', 'LEAP2', 'KRT81', 'PRPS1L1', 'PRAMEF2', 'PPARA', 'C1ORF64', 'ITGAL', 'MYLK2', 'PEX26', 'GUCY1B3', 'OXTR', 'ASAP3', 'SORT1', 'MIR7-3HG', 'GDF3', 'DDTL', 'CENPC', 'RNASE13', 'ZBED8', 'ZNF333', 'LY6G6D', 'METAP2', 'SYT5', 'OSBPL10', 'C1QA', 'ZNF492', 'OR12D2', 'PRKY', 'TMCO4', 'CCNA2', 'CAMK1D', 'NINJ1', 'ICAM3', 'BPIFB4', 'NCOA5', 'RNF222', 'PPP1R3A', 'CYSLTR2', 'EPHB6', 'RPS3A', 'STOX1', 'MEN1', 'XPNPEP1', 'PCLO', 'SNHG20', 'NSDHL', 'KRTAP9-4', 'GOLT1B', 'MTHFD2L', 'PTBP1', 'SCX', 'OR1L4', 'PDC', 'NRADDP', 'TMEM45A', 'TMEM105', 'SAMD14', 'ADGRG5', 'TMPRSS11B', 'C11ORF53', 'APOA1', 'RPS2', 'TRAM1', 'LINC00957', 'ELMOD1', 'HMGCS2', 'TLR1', 'TNFRSF17', 'DNAJB9', 'TBXAS1', 'SPON2', 'CBLL1', 'PRDX2', 'C7ORF61', 'TAAR9', 'HSPA7', 'OR4D9', 'MPND', 'SCTR', 'HSD3B2', 'EXOSC3', 'ACHE', 'ZFP42', 'OTUD5', 'COMMD5', 'PTPRK', 'LYRM1', 'UBE2W', 'PPP6R2', 'EGFR', 'TM4SF4', 'DCTPP1', 'MACROD1', 'ZSCAN29', 'SCNN1B', 'PHF1', 'MAML1', 'TMEM220', 'UBE2U', 'LOC100132831', 'C11ORF68', 'NOP14', 'ST6GALNAC6', 'BRINP3', 'MIS18A', 'DROSHA', 'CPE', 'GSS', 'PLCB4', 'TOX3', 'CLEC4M', 'LRP2', 'C10ORF55', 'BCL6', 'MED25', 'RIOK2', 'CNTRL', 'PPIB', 'KRTAP10-10', 'CPOX', 'DNAJB12', 'MYBL2', 'DBNDD2', 'DUXA', 'MAPT-AS1', 'ACTR1B', 'TUBA1C', 'ZNF678', 'MASP1', 'NUP37', 'EDN1', 'AARS2', 'ZBTB34', 'ZNF608', 'HMOX2', 'BREA2', 'C1ORF204', 'FAM84A', 'IGF2BP2-AS1', 'OR1J4', 'C17ORF50', 'SLC20A1', 'C2ORF16', 'EEF1G', 'WFDC10A', 'ST7', 'FAM99A', 'ASPG', 'RBM4B', 'PLCB1', 'SCN4A', 'DDX5', 'MEP1B', 'PCDHGB1', 'AIG1', 'PROM1', 'ZNF211', 'YTHDF1', 'SMARCAL1', 'GRIK5', 'SLC22A17', 'TPCN2', 'GSTK1', 'IRX4', 'LRRC16A', 'SLC16A3', 'KIAA1644', 'FAM157A', 'LSS', 'RBM10', 'IST1', 'MORF4', 'MYH14', 'FZD4', 'UBQLN1', 'HMGB3', 'NRN1L', 'DTX3', 'P2RY1', 'METTL25', 'ZNF556', 'IRF2BPL', 'OR8K3', 'AAGAB', 'ZNF343', 'TMEM254', 'CCT5', 'LMBRD2', 'CDK17', 'SCGB1B2P', 'SUPT16H', 'RPL10L', 'NDUFS2', 'EFHC1', 'FER1L6', 'RPIA', 'HMBOX1', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00015423459462815536
		RMSE:  0.20048365981157823
		NRMSE:  0.1291568109593031
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08467605477038265
		RMSE:  0.17297650483593724
		NRMSE:  0.22621657599677922
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  LinearRegression
		Pearson Correlation:  0.8638851780335838
		Spearman Correlation:  0.8197886009941109
		Coefficient of Determination:  0.7462976008261164
		RMSE:  0.10097358591391795
		NRMSE:  0.06504982181602058
		MAPE:  226.66595463007252
		Pearson Correlation:  0.049195484421651066
		Spearman Correlation:  0.16116161049389646
		Coefficient of Determination:  -31.364670900252825
		RMSE:  0.9448713674881023
		NRMSE:  1.235691319542408
		MAPE:  1254.2506769616173

	Predictor:  ElasticNet
		Pearson Correlation:  0.5377018111010908
		Spearman Correlation:  0.49032977816459417
		Coefficient of Determination:  0.2307057827146769
		RMSE:  0.17582949414135338
		NRMSE:  0.1132739533846696
		MAPE:  162.2788323693345
		Pearson Correlation:  0.09746889750188409
		Spearman Correlation:  0.14049801119714714
		Coefficient of Determination:  -0.1434807400075182
		RMSE:  0.17760349919657742
		NRMSE:  0.23226770312767595
		MAPE:  207.92574271653055

	Predictor:  RandomForests
		Pearson Correlation:  0.5964247591938259
		Spearman Correlation:  0.540884992809805
		Coefficient of Determination:  0.19497417617929302
		RMSE:  0.17986654756102038
		NRMSE:  0.11587472865905646
		MAPE:  161.06229150062262
		Pearson Correlation:  0.11965652474416646
		Spearman Correlation:  0.14352049277422413
		Coefficient of Determination:  -0.07033892030162003
		RMSE:  0.17182950935071062
		NRMSE:  0.22471654920644818
		MAPE:  154.0084272191394

Protein:  CDKN2A
x_train_column_count:  614
x_train columns:  ['PLET1', 'FRAS1', 'LANCL3', 'GIGYF1', 'DGKK', 'MED27', 'RHOU', 'TEX11', 'KIF21A', 'KRTAP5-7', 'CCDC18', 'FAM183CP', 'TRIP12', 'MTUS2', 'CYP46A1', 'ERMP1', 'OR5D13', 'LOC727896', 'GOLT1B', 'GOLGA2', 'RIPPLY3', 'TRIB1', 'CLEC18A', 'LINC01138', 'CA5B', 'MITF', 'DNAAF3', 'SSR2', 'SPATA20', 'CBX7', 'TMC1', 'ALDH5A1', 'CDKN2B-AS1', 'TMED6', 'GNRHR', 'LRTM2', 'APAF1', 'WDR74', 'PEX13', 'ZNF260', 'CCND3', 'PCCB', 'BCL7B', 'RNASET2', 'SNHG11', 'SLC25A32', 'ANKRD20A11P', 'CHD4', 'LINC01558', 'GLIPR1L2', 'DIRC1', 'TRIP6', 'KPNA2', 'RGS14', 'ZFAT-AS1', 'PRIM1', 'MTA3', 'HAS2-AS1', 'PRINS', 'AP5Z1', 'SLAMF6', 'SP1', 'STK24', 'HLA-A', 'PRKACA', 'SCN3A', 'FAM167A', 'HSD17B1', 'FAM21A', 'HTATIP2', 'NBL1', 'SCAMP2', 'GCSAML-AS1', 'ABCB6', 'FAM181B', 'HIST1H2BL', 'KCNC4', 'C7ORF66', 'PREB', 'CYHR1', 'LCK', 'PLEKHN1', 'HMGCS2', 'HYPK', 'ERICH1', 'CA7', 'TMEM104', 'KLC4', 'HAUS6', 'CMTR1', 'WDR63', 'ZNRD1-AS1', 'DDX26B', 'WAPAL', 'CRYBB2', 'WASH2P', 'TSPAN2', 'TSPO2', 'ADAMTSL3', 'EFCAB5', 'GCNT4', 'PIGF', 'HIST1H2BO', 'CTNS', 'PSMD6', 'MAGEB16', 'CCDC74A', 'PSG8', 'SLC19A1', 'JAG1', 'PDZD4', 'CCDC149', 'GTF2E1', 'DHRS11', 'TRAIP', 'JAK3', 'ZNF281', 'GFRA1', 'SCMH1', 'ARMC4', 'CARNS1', 'NOP10', 'PPP1R11', 'CECR5', 'FAM66E', 'ADH7', 'APOE', 'ALS2CR12', 'CSPG4', 'DKFZP434L187', 'CCDC40', 'OR13G1', 'MAPK11', 'EIF3G', 'KCNH4', 'OR11L1', 'FBXL7', 'MND1', 'TSHZ2', 'SPN', 'PPFIA3', 'SEC22B', 'CYP7B1', 'MSRB1', 'SLC9C2', 'AP3D1', 'OR52D1', 'BIN3', 'COL3A1', 'NR0B2', 'FEN1', 'CR1', 'TMEM131', 'TAS1R2', 'PWRN2', 'KLHL41', 'LRRFIP2', 'SLC22A8', 'DICER1-AS1', 'FAM53A', 'KEAP1', 'C20ORF27', 'DEDD', 'SLU7', 'GTF2IRD2B', 'PHKB', 'TMEM88', 'C2ORF72', 'TRIO', 'KDELC1', 'AFF4', 'C4BPA', 'PLRG1', 'TLN2', 'C1QB', 'RNF138P1', 'CYP26B1', 'WIBG', 'BRINP3', 'RPH3A', 'ZNF713', 'VWA5A', 'UGT2B11', 'ABCC12', 'MRPL4', 'MTG2', 'CHST7', 'CENPH', 'ISCA1P1', 'RFNG', 'RANBP6', 'AQP3', 'ZNF501', 'SPAG17', 'ANKRD52', 'ZSCAN25', 'RBM25', 'MYT1', 'NGRN', 'TWSG1', 'VHL', 'PRSS54', 'FAM13A-AS1', 'ATP6V0A1', 'MYLPF', 'GRINA', 'VPREB3', 'FAM180B', 'B3GNT8', 'HDAC9', 'KIAA0226L', 'C6ORF1', 'COBLL1', 'TMEM132A', 'CLDN17', 'PLEKHG1', 'ZNF383', 'FCGR2A', 'HOXD10', 'DNAJC5B', 'XDH', 'VEZT', 'CCDC132', 'AGR2', 'FOXD4L3', 'C22ORF15', 'TPRXL', 'NDUFB6', 'C4ORF27', 'DUSP15', 'TEX29', 'CLK3', 'HABP2', 'LIG1', 'ITSN2', 'RRP7A', 'TBCC', 'HNRNPA1P33', 'FAM96B', 'STON1-GTF2A1L', 'C16ORF13', 'LCAT', 'KLHL12', 'HLA-DOB', 'EP300', 'TRIB3', 'ABCA1', 'SPINK8', 'C15ORF40', 'PCTP', 'HAVCR1', 'STEAP2', 'TRNP1', 'INTS4', 'MTSS1', 'SEC22A', 'SLC23A3', 'MT1E', 'DNTTIP2', 'MAFK', 'HAUS8', 'ERI2', 'APTX', 'AMIGO2', 'HBB', 'CCDC65', 'ARHGAP44', 'FBN3', 'CARD11', 'JSRP1', 'FAM110C', 'GDF2', 'DEPDC5', 'PTGFR', 'DEFB118', 'TMEM132E', 'DENND1B', 'C16ORF82', 'LMBRD1', 'FAM20B', 'SH3GLB2', 'PCSK9', 'SORCS3', 'MDFI', 'CX3CL1', 'KCNU1', 'AREG', 'PRSS58', 'WDFY1', 'ACBD5', 'FOXD4L5', 'CD2AP', 'RBFA', 'SNORA12', 'C9ORF163', 'PSD', 'C3ORF36', 'APOA1BP', 'BCKDHB', 'OR11H6', 'CD209', 'PNLDC1', 'TMEM14B', 'HOOK3', 'HNRNPH1', 'TTC30A', 'GCC1', 'SNORA56', 'GRIN3A', 'RHBDD2', 'LRRC30', 'USP34', 'ANKRD30BP2', 'EIF4A3', 'TRUB1', 'CDCP2', 'IL9', 'FSD2', 'SLC52A2', 'ZNF195', 'LOC145783', 'ZNF821', 'SUOX', 'HADHA', 'SGCG', 'ATP12A', 'LGALS1', 'RPS14', 'CHGB', 'TDRD5', 'CACNA2D2', 'OR5D18', 'RAB4A', 'DHX34', 'LINC00950', 'TRABD2A', 'IKBKE', 'XKR9', 'GSTM2', 'CD320', 'PCAT18', 'SUZ12P1', 'OR2T35', 'TMEM50A', 'RPL23AP7', 'E2F7', 'CASKIN2', 'CYB5D1', 'ST7-OT3', 'KRTAP5-5', 'GNG3', 'GALC', 'EPHB6', 'CAPG', 'RTCA', 'C20ORF24', 'GPHA2', 'ARL14EP', 'LAMTOR3', 'UBE2QL1', 'SCGB1D4', 'ZNF646', 'LINC01550', 'REST', 'FAM182A', 'ADGRF2', 'PLA2G16', 'C21ORF58', 'ITGBL1', 'ZYG11A', 'RSF1', 'CYP4V2', 'FAM86HP', 'TMEM150C', 'RPRD1A', 'CDC27', 'FAM66C', 'IKZF4', 'MGC27382', 'ZNF530', 'SFTPC', 'DNMT1', 'USP17L2', 'ZFP28', 'SMIM7', 'PAN2', 'C19ORF40', 'KIR3DL3', 'FNIP1', 'RAB26', 'FOXI1', 'AIG1', 'HSP90AA1', 'LOC730101', 'IQCA1', 'MAPRE3', 'CYP19A1', 'GBP7', 'CAMKV', 'GPC5', 'ZRANB1', 'CYP2S1', 'AGMO', 'KAT5', 'CDC37L1', 'LHX2', 'NCALD', 'CNGB3', 'KRT38', 'KLHL2', 'RAB25', 'HES4', 'PDE1C', 'RPAP2', 'ZNF692', 'RPA1', 'EFNA4', 'AQP6', 'FAM161A', 'LOC340017', 'BECN1', 'TAS2R4', 'TYMS', 'PCDHB5', 'SLC11A2', 'TDP1', 'PRSS45', 'CDK9', 'ABCB11', 'CYP21A2', 'RAMP3', 'SLC27A4', 'APOC1P1', 'MYO1E', 'WDR90', 'PHLDB3', 'ACRV1', 'MBOAT1', 'TAX1BP1', 'TBC1D26', 'MAGI2', 'BAD', 'CAMK2A', 'PHAX', 'DUSP5', 'IMP3', 'SSTR5', 'LOC100130691', 'COPB2', 'C1QTNF3', 'RBMS2', 'C10ORF105', 'G0S2', 'PPP1R14C', 'FOXO4', 'LAMC3', 'CRYL1', 'GPR32', 'MYO1A', 'KRTCAP3', 'TAGLN2', 'RPS6KA6', 'KRTAP10-1', 'ABCB8', 'KLK1', 'VWC2', 'TMEM214', 'CES4A', 'LOR', 'ARID4B', 'C1QL3', 'LINC01588', 'PRKCI', 'CLDN9', 'RRP1', 'ITGA9', 'ZNF845', 'LRFN4', 'HPS5', 'PLCE1', 'C7ORF60', 'CHCHD4', 'YWHAQ', 'ZNF706', 'CARD6', 'FAM201A', 'TSG1', 'TCEAL1', 'IL23R', 'CNOT3', 'WSCD1', 'MIR99AHG', 'TBL1X', 'C1ORF127', 'SYTL4', 'SSR1', 'C17ORF82', 'SDHC', 'PTRF', 'TMSB15A', 'TEF', 'LINC00479', 'GIMAP2', 'TMEM159', 'TRAM2', 'GNAT1', 'HP', 'FGD4', 'CHST1', 'PMS2P1', 'PRCP', 'AFAP1L1', 'MAST2', 'MSH3', 'ASNA1', 'ZC4H2', 'ENSA', 'PATL1', 'PPWD1', 'DEFB1', 'BRE-AS1', 'ELAVL1', 'SH3RF3', 'SLAMF9', 'NANOG', 'C7ORF57', 'CNIH4', 'LOC391322', 'TCIRG1', 'MAPK4', 'ARGFXP2', 'MAP4K4', 'POM121L8P', 'ACOT11', 'DMRTC1B', 'TAOK1', 'MYPOP', 'AP3M1', 'PLA2G12A', 'LSM1', 'ZNF738', 'ZBTB43', 'HOXD9', 'CIB3', 'ASAP1', 'MMP28', 'GOLGA2P5', 'HMX2', 'KLK8', 'TMEM179B', 'ATP6V1H', 'ARHGAP28', 'CAMSAP1', 'ASPG', 'DPH3', 'LTBR', 'TAF13', 'PRR5L', 'FAM213A', 'RC3H1', 'SOX12', 'ZNF189', 'FBXL5', 'BMS1P5', 'KITLG', 'MIR31HG', 'FAM86EP', 'BRPF3', 'ZDHHC18', 'GMCL1', 'CHN1', 'ANKHD1-EIF4EBP3', 'ACADSB', 'SYT14P1', 'ZBP1', 'CDK12', 'C1QTNF9B-AS1', 'CFHR2', 'DHRS7B', 'ATP5G1', 'PNPLA5', 'B4GALT3', 'KERA', 'CCDC115', 'KRBA1', 'WNT5B', 'SYVN1', 'ATXN3', 'METTL24', 'GTF2I', 'NT5M', 'KIAA1456', 'TBRG4', 'LCE1F', 'UTP14A', 'PEX11B', 'NELFCD', 'PSMA3', 'KIF2A', 'ANO5', 'BRF2', 'TAF1A', 'LINC00442', 'NAA15', 'SLC6A11', 'C2ORF27A', 'PIK3CB', 'SP140', 'SNAR-G1', 'LINS', 'GCHFR', 'FBXO10', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06876053865938014
		RMSE:  0.7026668514343448
		NRMSE:  0.1789276696377339
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07452018232747903
		RMSE:  0.6281215662347416
		NRMSE:  0.15805378984795088
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6796874655065666
		NRMSE:  0.1730761797526334
		MAPE:  274.2442116656758
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00044725008449963966
		RMSE:  0.6060849693149379
		NRMSE:  0.15250873639690443
		MAPE:  274.3248072759207

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  3.3115960618728445e-15
		NRMSE:  8.432675668744989e-16
		MAPE:  3.135269928758871e-12
		Pearson Correlation:  0.2322092854855594
		Spearman Correlation:  0.21388545991845287
		Coefficient of Determination:  -12.08211060136564
		RMSE:  2.1916708159135347
		NRMSE:  0.5514885926155695
		MAPE:  1685.9142787028663

	Predictor:  ElasticNet
		Pearson Correlation:  0.8548837873809988
		Spearman Correlation:  0.8388548794147845
		Coefficient of Determination:  0.7094830050501332
		RMSE:  0.3663490186837758
		NRMSE:  0.09328741786146923
		MAPE:  212.42042850545437
		Pearson Correlation:  0.39442628234925986
		Spearman Correlation:  0.3790246761181561
		Coefficient of Determination:  0.08466479239154379
		RMSE:  0.5797309680507143
		NRMSE:  0.14587729751408227
		MAPE:  407.32772441998037

	Predictor:  RandomForests
		Pearson Correlation:  0.7116577319940902
		Spearman Correlation:  0.6628609993776119
		Coefficient of Determination:  0.5011535656010946
		RMSE:  0.4800568787719239
		NRMSE:  0.1222420816307005
		MAPE:  163.29987209275137
		Pearson Correlation:  0.3741932206566869
		Spearman Correlation:  0.372302977359159
		Coefficient of Determination:  -0.06807575061840487
		RMSE:  0.6262351548992211
		NRMSE:  0.15757911348461817
		MAPE:  522.8838306805643

Protein:  TP53
x_train_column_count:  1002
x_train columns:  ['NR1H3', 'UBA7', 'ZKSCAN3', 'METTL5', 'MMP23A', 'RB1CC1', 'GNAS', 'AMFR', 'APOL4', 'KRTAP10-4', 'SPRR2D', 'HIST3H2A', 'TMEM101', 'LOC155060', 'FHL1', 'LENG9', 'TRIM43', 'OR14J1', 'NPPA', 'CYP26A1', 'OPRM1', 'NEUROG2', 'HDAC4', 'CDRT15', 'PBOV1', 'SNORA24', 'SH3GL3', 'ARAF', 'ICAM2', 'MYOG', 'HSF4', 'GMNN', 'IPPK', 'PCGF6', 'NEMF', 'NACAP1', 'TCP11', 'SMAD3', 'CCBL2', 'GNLY', 'TNFRSF21', 'CCL2', 'COL3A1', 'USP49', 'GNB1', 'DGKH', 'POFUT2', 'SLC10A7', 'SPTBN2', 'OSBPL5', 'NPY', 'ADAMTS12', 'IL21', 'RPS19BP1', 'C6ORF201', 'PAIP2B', 'HDLBP', 'MOAP1', 'SGK223', 'SHISA9', 'TRMT10A', 'MZT1', 'CPT1B', 'LYPD2', 'CFAP43', 'SMUG1', 'RPL22L1', 'ENDOU', 'MCF2L2', 'GPNMB', 'TAS2R7', 'ADAMTSL1', 'MAT1A', 'MYH13', 'TDRD6', 'FAM167B', 'CTSO', 'CIAO1', 'C5ORF45', 'USF2', 'FBXL20', 'ANKRD29', 'ATP6AP1', 'CCDC172', 'RPS6KB1', 'PPP1R2P9', 'POU2F1', 'BTG3', 'CWF19L1', 'HHEX', 'ABCC6P2', 'MTF1', 'SPANXC', 'IL13RA1', 'LELP1', 'PPP1R42', 'SDHAF4', 'ILKAP', 'KATNB1', 'C15ORF27', 'MTERF4', 'FKTN', 'MVB12B', 'TNFAIP3', 'DPM1', 'SFRP2', 'PRRT2', 'RAP1A', 'RHOC', 'FAM153A', 'OCIAD1', 'BACE2', 'LILRA5', 'LRRC59', 'P2RY10', 'MAGED2', 'CSNK1E', 'C11ORF52', 'HSD17B14', 'PLK1', 'RNF212', 'ZNF282', 'CHP2', 'ASB12', 'ZFP37', 'LTK', 'MPP5', 'EML4', 'AWAT1', 'SPAG17', 'RNF170', 'QRFPR', 'TEDDM1', 'SNED1', 'CSMD1', 'USP27X', 'PRKAG2', 'LINC01366', 'KLRB1', 'TTTY8', 'MSLN', 'PLK2', 'OR4K13', 'PCNX', 'CYP51A1', 'POLK', 'OR8K5', 'GFAP', 'LOC728743', 'SPATA21', 'TRAIP', 'DCK', 'GPR143', 'LCOR', 'KCNH3', 'VSX1', 'TNN', 'FSTL3', 'AMELY', 'TTTY10', 'AGBL5', 'TAS2R46', 'TMEM200A', 'EYA4', 'MYO9A', 'MRPS2', 'USP51', 'KRTAP12-1', 'LOC152225', 'PRAC1', 'OCA2', 'RNF217', 'PLET1', 'LRRC23', 'CAP1', 'TP53I11', 'AKT3', 'PECR', 'IL18R1', 'TMEM249', 'ZC3H12B', 'STARD5', 'ICOS', 'TOP2B', 'ATP2B2', 'ACOT1', 'ATP5E', 'SLC22A10', 'SRP14', 'CDH26', 'TMBIM6', 'RPA3', 'CACNG5', 'ARL4C', 'ERCC4', 'UST', 'LOC284788', 'STAG1', 'UCKL1', 'ZMYND11', 'KRTAP9-2', 'PDE6A', 'LOC340017', 'EPB41', 'OR12D2', 'ASB16', 'FDCSP', 'CWC27', 'HAS2-AS1', 'VAPA', 'FN1', 'TRAPPC9', 'LINC00964', 'C17ORF82', 'GOLGA6L10', 'ANKRD1', 'RAB22A', 'MIB2', 'LINC01300', 'SFXN2', 'PIN4', 'NOVA1', 'NPHS1', 'KRTAP12-2', 'RASGRP3', 'GSTA5', 'STK4', 'TRPS1', 'DUSP22', 'DKK4', 'SMIM4', 'MEIS1', 'MT1L', 'NT5C', 'NXPH1', 'CMTM6', 'TPRX1', 'ACAD8', 'CASP6', 'ACTN3', 'TBC1D2B', 'TCEANC', 'TUBA3D', 'TBX15', 'OGFRL1', 'TAX1BP3', 'EOMES', 'MKL1', 'RPL13AP17', 'ACVR1B', 'FAM157A', 'PTPRD', 'DENND4A', 'SLC11A2', 'SLC22A1', 'ZNF343', 'UBR7', 'ADGRE4P', 'NABP1', 'PXMP4', 'PAPD5', 'NFYA', 'PPP3CB', 'TMEM2', 'WNK4', 'ABCC11', 'MTG2', 'JAKMIP1', 'S1PR3', 'MCAM', 'UCP3', 'RND3', 'CIRBP-AS1', 'HNRNPDL', 'TDH', 'NOTCH2NL', 'LRP8', 'PRR5L', 'TTC3', 'NBEAP1', 'ISG15', 'CLN5', 'SLC27A1', 'ITGAM', 'SYCE1L', 'PELI3', 'CTXN2', 'THRSP', 'CXCL3', 'MGAM2', 'MYNN', 'FAM3A', 'LYPLA2P1', 'FBXL8', 'SH3TC2', 'COX10', 'ELOF1', 'NKAIN2', 'DCAF7', 'OR2S2', 'CYSRT1', 'ZNF615', 'RECQL4', 'KIAA1755', 'RNF180', 'RAB29', 'DDIT4L', 'STAT6', 'UTS2R', 'ADCY8', 'TCP11L2', 'HEYL', 'DKK1', 'SPTLC1', 'SPRED2', 'CHRNG', 'RALGPS2', 'MBNL1-AS1', 'TWF2', 'SPTB', 'LAD1', 'WEE1', 'UBE4A', 'ST3GAL6', 'ATP6V1E2', 'IFNLR1', 'CCDC28B', 'EIF3I', 'LOC284578', 'HSPA9', 'PGD', 'SLAMF1', 'IMPG1', 'FN3KRP', 'SMC4', 'MSL3P1', 'CAMK2N2', 'KIAA0040', 'SNORA77', 'DGKG', 'AFM', 'ZFAT-AS1', 'SIGLEC17P', 'HSD3B7', 'AQP12A', 'CSE1L', 'MAFB', 'ZNF121', 'HDAC1', 'RASGEF1B', 'ALK', 'SPINK1', 'ARHGEF7', 'BSG', 'IMPA1', 'SMPD1', 'PPP1R1C', 'RPL27A', 'ADGRF2', 'ADARB1', 'FGF13', 'PKIA', 'GPR141', 'ZSWIM6', 'BCL9', 'ELL2', 'SPATA32', 'AKR7A3', 'BRD8', 'GET4', 'SAMD4A', 'PPP1R18', 'LRRC18', 'ATP10D', 'CEP76', 'CD22', 'FRG2DP', 'MEGF6', 'KRTAP12-4', 'LOC541473', 'VIM', 'SPEM1', 'SEMA4B', 'ETF1', 'RBM26', 'SKP2', 'BLOC1S4', 'CYP4F8', 'ITPR2', 'PMF1', 'ASB3', 'URAHP', 'C12ORF54', 'KRT6A', 'TRPC6', 'FUBP1', 'SCYL2', 'NANOS3', 'HAND2-AS1', 'ACER1', 'GOLGA2P5', 'DNASE1L3', 'TSC1', 'RAG2', 'NAB1', 'KCTD18', 'HMMR', 'ZBTB26', 'PTENP1', 'SPINK9', 'MIR99AHG', 'KLHL3', 'C9', 'RAB8B', 'ZNF430', 'GABRE', 'DPPA3', 'TBC1D15', 'PIRT', 'NPPB', 'NPNT', 'SNRNP70', 'NKAP', 'PRMT7', 'LY96', 'CDC14A', 'TMPO', 'LOC100134868', 'MX1', 'FDXR', 'CUL5', 'HIST1H2AK', 'DRD5', 'SH3BGRL3', 'LY6D', 'RAPGEF2', 'APCS', 'MAPT', 'DUSP7', 'LINGO1', 'OSGEPL1', 'HSPA1B', 'TP73-AS1', 'RHOA', 'DNAJC25', 'TINAGL1', 'DOCK6', 'GGA2', 'EXO5', 'YARS', 'RHBG', 'CEACAM21', 'PHF2', 'ECHDC1', 'GPATCH11', 'HOOK2', 'TRIM7', 'PRRG3', 'TBC1D9B', 'FRS3', 'AGTRAP', 'ACTL9', 'CC2D2A', 'USO1', 'SLC25A31', 'MYOCD', 'SCN1B', 'OCLM', 'YY1AP1', 'PDCD2L', 'NXF1', 'FLJ37201', 'MIR7-3HG', 'RBM10', 'ITGAE', 'APOPT1', 'PREB', 'CBX4', 'P3H2', 'CPED1', 'ZNF43', 'KIAA0430', 'TSGA13', 'CKLF', 'IFI30', 'OLFM3', 'DCSTAMP', 'MGAT5B', 'PIH1D1', 'EDC3', 'ZMAT1', 'TBL1X', 'TEF', 'KIAA1715', 'OR5M1', 'FAM102A', 'CENPQ', 'LINC00092', 'RAI1', 'GABRA1', 'CMPK1', 'KRT9', 'OR6C70', 'ABCA5', 'C8ORF34', 'SGCD', 'TESK1', 'ODF4', 'SLC7A8', 'DAXX', 'ADGRG3', 'MUS81', 'NLGN4X', 'DMRTC2', 'RABL2B', 'SATB2', 'PKD2', 'FHDC1', 'WBSCR16', 'ANKRD20A3', 'LOC344967', 'CLPSL2', 'IGSF1', 'GPD1L', 'HACL1', 'KCNJ5', 'ATP12A', 'UGT2A1', 'PSMG3', 'PGPEP1L', 'QTRT1', 'STUB1', 'PSEN2', 'PHF23', 'CPOX', 'WASF2', 'ING1', 'DDX17', 'LUZP6', 'TMEM106A', 'C21ORF2', 'SMAD6', 'NID2', 'RPS2', 'HEBP1', 'CSF1', 'CD84', 'SLC4A2', 'KATNAL2', 'FMO3', 'CALD1', 'KLK10', 'NDUFB10', 'PIN1P1', 'NLRP12', 'FAM173B', 'USP28', 'HSPA12B', 'TRPM7', 'SAMM50', 'MT2A', 'FOXP1', 'FOLR1', 'GPR135', 'RNASE1', 'RAB2B', 'ZNF143', 'ARSG', 'ZNF490', 'EMILIN1', 'SERPINB8', 'RGS22', 'GOLGA7B', 'KIAA1024', 'XCL1', 'STT3B', 'WDR89', 'POLR3F', 'FAM133A', 'CBX6', 'STAG2', 'DIRAS2', 'LINC00937', 'EXTL3', 'C4ORF46', 'GDF2', 'RNF128', 'TNFRSF8', 'STK38', 'ZNF589', 'C2ORF15', 'COMMD2', 'FAM27C', 'KCNT2', 'BPIFC', 'CDRT4', 'ARL13B', 'BAIAP2-AS1', 'CD19', 'OR52K2', 'B3GALNT1', 'KRTAP10-5', 'CH25H', 'APBA2', 'MCF2L', 'ELL3', 'ZNF35', 'RPS6', 'OR2D2', 'KCTD2', 'PLXND1', 'SCML2', 'HDAC3', 'RAB11FIP3', 'MARS', 'SNORA71E', 'METTL21C', 'TK2', 'LINC01098', 'CCL24', 'APPL2', 'PSMC3', 'AFP', 'ARNT2', 'MIR1-1HG', 'CCDC116', 'KDM4A', 'ASIC4', 'SELT', 'ZBTB45', 'SPG7', 'OR6T1', 'SKA3', 'ZNF485', 'TLX1NB', 'TMEM62', 'LINC00662', 'HOMER2', 'PPIC', 'PRELP', 'C1GALT1C1L', 'DPH5', 'TPTE2P6', 'HIST4H4', 'UNC13B', 'RHOB', 'LSR', 'ARHGAP5', 'TMEM216', 'SLC2A6', 'TAS2R5', 'SLC35A5', 'DEFB136', 'MESP1', 'SECISBP2L', 'TMEM200B', 'ZNF157', 'MRPS15', 'SFTPA1', 'ZNF529', 'GOLGA6C', 'C11ORF70', 'CRTAP', 'SMARCC1', 'THYN1', 'ZP1', 'SFTPA2', 'SLC39A7', 'DCP1A', 'PP7080', 'TMIGD2', 'ZSCAN22', 'CHST13', 'KLF10', 'ISM1', 'RARRES3', 'LAX1', 'ACHE', 'NRAS', 'NR1D2', 'SRPX2', 'GABRA3', 'ADGRA2', 'C1ORF64', 'RGS20', 'CT45A4', 'KLF2', 'RPUSD3', 'CXXC4', 'HSPH1', 'GRIA1', 'SZT2', 'PIKFYVE', 'ELMO1', 'RPS27', 'KCNK18', 'CNOT6', 'F8A1', 'CTU2', 'LIPE', 'SFTPB', 'LINC00596', 'NAA35', 'TMEM9', 'EGFR', 'NUCKS1', 'COLCA1', 'PUS10', 'TMPRSS11D', 'WWOX', 'PAXIP1-AS1', 'C11ORF57', 'ESYT2', 'SPARC', 'ELAVL2', 'METTL9', 'ACAP3', 'RASSF2', 'TRIM24', 'TBP', 'SLC25A40', 'CSF3R', 'CFAP74', 'KRTAP10-12', 'S100A12', 'PELI1', 'ASIC3', 'LINC01588', 'ALX1', 'C21ORF33', 'LINC00162', 'NR3C2', 'MC1R', 'HLA-E', 'ARL6IP6', 'HTR1F', 'TYMS', 'IFT46', 'GPRC6A', 'SERTM1', 'CRIPT', 'MIPEP', 'ASB7', 'LINC01102', 'NEK3', 'FLT3LG', 'PLLP', 'DSCR10', 'KRTAP21-1', 'HGS', 'ETFDH', 'NCBP1', 'OR5AS1', 'PSMA2', 'CECR5-AS1', 'PROKR1', 'NFIA', 'GNGT1', 'DMXL2', 'FAM9A', 'ICA1L', 'LDLRAP1', 'GLYATL3', 'TMEM259', 'PSD', 'DCLRE1B', 'SDHAP2', 'SLC41A3', 'JARID2', 'SLC25A11', 'KIF5A', 'HDX', 'NUAK2', 'EBAG9', 'MESP2', 'SLC15A4', 'XYLT2', 'PKP2', 'ABCD1', 'MR1', 'ST7-OT4', 'BACH2', 'KLHL23', 'LOC644936', 'CD1A', 'PRAME', 'MGAT4C', 'GNA12', 'OSBPL7', 'SMCR8', 'TST', 'SPANXN1', 'FAM167A-AS1', 'MFHAS1', 'HIST1H3J', 'ZNF232', 'CDKN2A-AS1', 'SEC23IP', 'DGKE', 'EPHA1', 'FOLR3', 'GATC', 'ACSF3', 'RPL23', 'FCRL3', 'FBXO42', 'RAD21', 'LOC285074', 'ARHGAP11A', 'C1QTNF4', 'MAGEB2', 'NEUROD2', 'AKR1D1', 'SYT11', 'SOX21', 'TRIM2', 'TPD52L2', 'ASH1L', 'ATIC', 'B3GALNT2', 'HSD17B7P2', 'PIK3CB', 'CYP19A1', 'EME1', 'MOK', 'SLC6A20', 'ZNF443', 'STX6', 'OR10C1', 'UIMC1', 'HPCAL4', 'FZD4', 'ACTC1', 'TRIML1', 'UBASH3B', 'ZYG11B', 'ANP32C', 'CDC34', 'IYD', 'GSTM2', 'SIX6', 'ANKFN1', 'EZH1', 'C11ORF1', 'PKP3', 'SNAR-C4', 'CLPS', 'GUCY1A3', 'ZNF845', 'ARFGEF3', 'NFKB2', 'ZNF71', 'GNAL', 'ARGFX', 'TECTA', 'IKBKB', 'WDR37', 'TCTEX1D4', 'FEZF1', 'FBXO15', 'ZBTB22', 'LRRN3', 'KRTAP2-1', 'OSTM1', 'BNIP2', 'SLC27A6', 'KMT2B', 'ANP32AP1', 'EPYC', 'COL9A2', 'NSMCE4A', 'PIGF', 'HSPD1', 'RGCC', 'PSMA5', 'SOX2', 'MKLN1', 'ZNF264', 'CNTFR-AS1', 'C16ORF58', 'ADGRA3', 'FAM183CP', 'IFRD1', 'TAS2R30', 'JHDM1D-AS1', 'POLE', 'KDELR2', 'ZNF321P', 'MSN', 'DGUOK', 'NIF3L1', 'LVRN', 'IFRD2', 'FAS', 'HIST1H4F', 'IL1R2', 'KLF7', 'CRHBP', 'PLP1', 'ARID3B', 'NIP7', 'TFR2', 'FAM104A', 'LINC00950', 'NSUN7', 'IQCJ', 'B4GALT7', 'GLUD2', 'TBX22', 'FKBP9', 'C9ORF43', 'ZNF138', 'GMIP', 'KLHL15', 'ARAP3', 'JAZF1', 'SALL3', 'SASH3', 'AVPR1B', 'CSRNP1', 'GCSAM', 'POLD4', 'SF3B3', 'ELK3', 'ELAVL4', 'NCSTN', 'UNC5D', 'YIPF6', 'OR51G1', 'CPSF3L', 'RUSC1-AS1', 'C19ORF44', 'CIDEB', 'TMEM160', 'GNG3', 'TGM7', 'SSR3', 'DZIP1', 'RCBTB2', 'SLC26A1', 'PPM1B', 'DERL2', 'PRSS37', 'EXOSC8', 'PRPF38A', 'ELF1', 'SNORD22', 'SNORA5A', 'HSD11B1L', 'NOL8', 'LMBR1L', 'DSG2', 'LYL1', 'PIPSL', 'MACROD2', 'CEP97', 'GAS8', 'TCF7', 'CORO1A', 'PRR16', 'TMX1', 'POLR2M', 'NDUFA13', 'PIP5KL1', 'CD4', 'DNAAF3', 'NUDT6', 'C7ORF73', 'PRR23C', 'H3F3B', 'CCBL1', 'EXOC3L1', 'SETDB2', 'FAM214A', 'OR51F1', 'RHOBTB2', 'SEC23B', 'MAP1LC3B2', 'IL3RA', 'CCL16', 'TFB1M', 'WASF1', 'FAM71F1', 'WDR18', 'PPP1CA', 'B3GAT3', 'CLEC4D', 'CRY2', 'RNLS', 'PCDHA12', 'C17ORF59', 'TEFM', 'ERRFI1', 'ZNF781', 'AJUBA', 'ZNF815P', 'SFMBT1', 'SLC25A6', 'SERP2', 'LOC100192426', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0629013951002304
		RMSE:  0.43691826486349494
		NRMSE:  0.11112140819031384
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02793228386718627
		RMSE:  0.5354711484549424
		NRMSE:  0.14342336907859712
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4237929343776606
		NRMSE:  0.10778324331179852
		MAPE:  459.9790072255086
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011640203076264122
		RMSE:  0.5284530873849588
		NRMSE:  0.1415436152095778
		MAPE:  140.42972129387252

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.5611971584937692e-15
		NRMSE:  3.9705922289319907e-16
		MAPE:  3.905405308132864e-12
		Pearson Correlation:  0.310166090555308
		Spearman Correlation:  0.20775072008379158
		Coefficient of Determination:  -0.7573615330810652
		RMSE:  0.7001391785281127
		NRMSE:  0.18752890813663123
		MAPE:  432.00275670081004

	Predictor:  ElasticNet
		Pearson Correlation:  0.8261251770210795
		Spearman Correlation:  0.7635896414144603
		Coefficient of Determination:  0.6456591075685192
		RMSE:  0.2522692691735913
		NRMSE:  0.06415963508064583
		MAPE:  435.8184938544958
		Pearson Correlation:  0.5415584087939384
		Spearman Correlation:  0.42840683799049867
		Coefficient of Determination:  0.27980233908359753
		RMSE:  0.44820807436557625
		NRMSE:  0.12005037481333233
		MAPE:  184.40923882552022

	Predictor:  RandomForests
		Pearson Correlation:  0.6569589679112537
		Spearman Correlation:  0.5775406552404516
		Coefficient of Determination:  0.3645826765007977
		RMSE:  0.33781835062473564
		NRMSE:  0.08591733020288808
		MAPE:  729.0590125273629
		Pearson Correlation:  0.5433669438987535
		Spearman Correlation:  0.4512998915198444
		Coefficient of Determination:  0.2408075230772433
		RMSE:  0.46018215195900664
		NRMSE:  0.12325757384733002
		MAPE:  168.92432368594328

Protein:  CTNNB1
x_train_column_count:  994
x_train columns:  ['SMPDL3B', 'INHBC', 'LIPK', 'TOMM70A', 'GAB3', 'CGNL1', 'ARGFXP2', 'CMTM6', 'TFB2M', 'SPINK13', 'KCNJ1', 'GEM', 'TMEM39B', 'ZNF24', 'ERBB4', 'PZP', 'OLMALINC', 'THBS4', 'PNO1', 'FBXL13', 'MGC16275', 'TSGA10IP', 'EFCAB1', 'EIF2B1', 'DDX31', 'ANTXR1', 'TBX5', 'DLC1', 'STXBP1', 'ATP5G2', 'TCEANC2', 'POLA1', 'PDXDC2P', 'ZFHX4-AS1', 'USP37', 'FKBP2', 'CSNK1G2', 'PRSS3P2', 'DGKI', 'FOLR1', 'TMEM57', 'VENTX', 'USP25', 'SRRD', 'PRDM13', 'EPHB4', 'SPOCK1', 'SGCB', 'ZIM2', 'SLC39A11', 'ZNF224', 'INSRR', 'CARNS1', 'CHD6', 'EPS15', 'LAPTM5', 'XRCC6P5', 'CCNYL1', 'FAM43A', 'PQLC2L', 'DOHH', 'CCT6B', 'TRIM22', 'PLCB3', 'GLYR1', 'SMEK3P', 'MCCC1', 'SFSWAP', 'FGFR1', 'SLC20A1', 'LRRC39', 'PCDH9', 'KBTBD7', 'QSER1', 'ZSCAN20', 'DEFB126', 'ATG3', 'FAM76B', 'THAP2', 'OR52N1', 'MTR', 'SDC1', 'SLC7A8', 'SSMEM1', 'NR5A1', 'UBXN2A', 'KCNIP1', 'ATP8B1', 'PMVK', 'TXNL4B', 'ZDHHC4', 'HOXA4', 'SMAD6', 'CTSC', 'GPR75', 'MTERF3', 'TVP23A', 'ASH2L', 'WNT10B', 'GAS7', 'C18ORF42', 'GPR137C', 'QTRTD1', 'LOC728392', 'GORASP1', 'SOGA3', 'SCYL3', 'RCE1', 'EFEMP2', 'WEE2-AS1', 'ALG5', 'MRC1', 'POLE', 'USP39', 'MS4A8', 'RAB3D', 'BNIP3L', 'SUPT5H', 'PNMAL2', 'CAD', 'ANKRD45', 'PCAT18', 'FOXN4', 'NCDN', 'PMCH', 'C8B', 'TM9SF4', 'NAP1L6', 'NR5A2', 'CEP112', 'ADCK5', 'MND1', 'C9ORF129', 'TMPRSS9', 'OR1M1', 'MOB3B', 'C3ORF67', 'ZNF449', 'GBP7', 'LRR1', 'DYM', 'FBXO43', 'HSD17B10', 'REV3L', 'ZNF256', 'WNK1', 'IQGAP2', 'EGFL7', 'OR9Q1', 'C20ORF195', 'SFRP5', 'AP4S1', 'ZNF322P1', 'KRTAP21-1', 'RBM14', 'PAH', 'SELENBP1', 'PARD6G-AS1', 'CRISP2', 'GOLGA6B', 'CUEDC2', 'CTBP2', 'INSC', 'COMMD5', 'FAM185A', 'CAPN11', 'MRPS16', 'NEUROG3', 'HLA-DOB', 'ARID4A', 'PSMD12', 'ERF', 'LRRC15', 'DEGS2', 'CDK1', 'HJURP', 'CYBA', 'CYTL1', 'ABCC8', 'TMED6', 'WDR55', 'CCDC110', 'TPSAB1', 'KCTD11', 'PLCXD3', 'OR10S1', 'CHRNB3', 'LEFTY2', 'TNFRSF10B', 'LZTFL1', 'MFSD2B', 'FAM58A', 'ZNF853', 'MAP3K14-AS1', 'PI4KAP1', 'NUP155', 'TIMM22', 'TAS2R30', 'TMF1', 'MCEE', 'PRMT1', 'PRG3', 'ZNF493', 'WLS', 'PRR18', 'ASB12', 'MYL6', 'FAM71E2', 'SMC1A', 'VGF', 'JAKMIP3', 'ZSCAN26', 'TRMT44', 'PHPT1', 'GFRAL', 'TMEM181', 'C14ORF93', 'CAMKMT', 'ABT1', 'KCNRG', 'SYNJ2', 'KRTCAP2', 'LOH12CR1', 'AAED1', 'ATP5C1', 'HABP2', 'LMNTD2', 'RNF186', 'MYO1E', 'MBD5', 'LINC00922', 'SNRNP35', 'CD160', 'RPLP1', 'EFNB2', 'OSMR', 'TRIM29', 'NELFB', 'PRSS12', 'PTCHD3', 'LEO1', 'C22ORF34', 'SERPINB1', 'NAV2', 'FXR2', 'ATM', 'PROSER2', 'LHCGR', 'PALMD', 'TRIM60', 'ARHGDIB', 'STARD6', 'KRTAP10-6', 'IFT43', 'POLR3K', 'MAP3K15', 'LINC00189', 'NUDT1', 'NSUN5', 'CLEC1B', 'NAGLU', 'FAM149A', 'IGIP', 'PDLIM3', 'MAPKAPK3', 'C4ORF45', 'L1CAM', 'HIST1H2AA', 'HIST1H1C', 'C9ORF114', 'CAMKK1', 'MEF2BNB-MEF2B', 'VENTXP7', 'NDUFB4', 'IL12A', 'SAMD1', 'KATNAL2', 'GCLC', 'LINC00294', 'ING3', 'G6PC3', 'CFI', 'DHRS7', 'TRIM75P', 'CDH11', 'RELT', 'LOC285847', 'MMP28', 'RPL13P5', 'TOMM7', 'CCNY', 'HAND1', 'CELP', 'RNASE13', 'AMN1', 'KDR', 'CTPS1', 'CPA5', 'MED10', 'MLIP', 'TRABD2A', 'NOP16', 'IVNS1ABP', 'EIF4G3', 'INAFM1', 'NINL', 'RPS3', 'NUTM2A-AS1', 'RABAC1', 'EMX1', 'KLK4', 'KCNG3', 'IFNW1', 'PART1', 'GABRE', 'ADGRD1', 'GGA1', 'SLC26A1', 'MOV10', 'SPTBN4', 'TMEM127', 'SNORA44', 'RNF145', 'TMEM169', 'CT47B1', 'B2M', 'NEK3', 'PAAF1', 'SMG1P3', 'AGRP', 'ZNF561', 'IKBKB', 'C19ORF33', 'CCDC66', 'DDX24', 'ANKRD44', 'F2RL3', 'DMXL1', 'MDN1', 'LOC553137', 'VPS41', 'CEACAM22P', 'AARSD1', 'PRKCDBP', 'DNAJC17', 'AHNAK2', 'KIAA2013', 'ZNF345', 'HHIPL2', 'ITGB1BP1', 'BAIAP2-AS1', 'USP33', 'SEC24C', 'HDAC8', 'OR7G2', 'KCNIP2', 'CRAT', 'SLC2A4RG', 'TMEM140', 'ANKEF1', 'SNX10', 'SLC2A5', 'KIF3B', 'KCNK9', 'CCDC67', 'ALDH1A2', 'RETN', 'RAB2B', 'AGBL3', 'SDR39U1', 'CEP57', 'A2M-AS1', 'BUD13', 'SOX2-OT', 'WFDC9', 'MAML1', 'NTRK1', 'CACHD1', 'ARPC3', 'ZNF429', 'ZNF841', 'TPK1', 'FNDC3A', 'CDH10', 'PNLIPRP2', 'AQP8', 'PROSER1', 'SWI5', 'SLC38A3', 'TWF2', 'GOLGA2P5', 'ABCA13', 'WDFY2', 'FAM71E1', 'ANO8', 'ATP5G1', 'NDUFB1', 'UNC5C', 'MAGI1', 'LINC00602', 'FAM90A7P', 'SLC25A2', 'SAMM50', 'TMEM248', 'TBC1D16', 'HS6ST3', 'MCMBP', 'LILRA6', 'SHISA6', 'LAMTOR3', 'CIPC', 'COPE', 'ARID2', 'TUBA3E', 'KLHL35', 'ASB17', 'SLC45A3', 'ZNF699', 'ARHGEF25', 'CSTF2T', 'ZNF138', 'PTDSS2', 'ZNF101', 'C22ORF15', 'GPR171', 'SEPT2', 'ADAL', 'CCDC169', 'MTVR2', 'LRP12', 'NELL1', 'PARG', 'BRDT', 'SNAPC5', 'PAFAH1B3', 'LRRC32', 'SPANXN1', 'CHST3', 'MARCH5', 'DUSP7', 'CLDN7', 'ATP5L', 'PAX2', 'KRTAP10-9', 'RAD51D', 'SLTM', 'B4GALT6', 'PRAF2', 'GRXCR2', 'ANKRD55', 'FICD', 'VAMP3', 'PRKAR2A', 'PFAS', 'HLA-DRB5', 'PIR', 'ZNF426', 'EPN1', 'WNT7A', 'LY6G6E', 'FEZF2', 'USP3', 'SHROOM2', 'MRPL42', 'NEUROD1', 'CYP4F2', 'OR6C75', 'ZMAT4', 'CCDC171', 'LBX2-AS1', 'BCL2L2', 'KCNN1', 'THAP5', 'DIAPH2', 'PLTP', 'LINC01144', 'KLHDC9', 'PNMAL1', 'AMMECR1L', 'SEPT4', 'PCDH20', 'CBLN4', 'ICMT', 'AGAP3', 'KRTAP27-1', 'TMEM42', 'OR4F17', 'HLA-DQA1', 'TH', 'DCAF11', 'SPHK2', 'CXADRP3', 'FOXO1', 'CELA1', 'SNORA70B', 'MED7', 'SERPINB5', 'ADAMTSL3', 'CGB2', 'CNST', 'HSF2', 'CAPSL', 'C19ORF66', 'TMEM138', 'ANKRD33', 'USP5', 'ABCA2', 'TIMM10', 'EMC8', 'MARCKS', 'SRXN1', 'INPPL1', 'MBLAC1', 'LAS1L', 'SNX2', 'TDH', 'SBNO1', 'RNF13', 'TEX29', 'TTLL5', 'GMPR', 'DHDDS', 'ARHGAP9', 'BAGE2', 'PYROXD1', 'PIGC', 'MPLKIP', 'CECR1', 'C17ORF75', 'ISLR', 'NOMO3', 'S1PR2', 'COG5', 'CNIH2', 'SETD8', 'NR4A1', 'P2RY12', 'PAK2', 'CT47A11', 'PRPS1L1', 'PHLPP2', 'DMGDH', 'HBG2', 'LGI4', 'OR10T2', 'CD1B', 'TAC3', 'SNORA20', 'TRAP1', 'ZBTB41', 'GPD2', 'RRN3P3', 'PTPRK', 'COPA', 'FOXD4L3', 'RAB4A', 'ANKRD34A', 'ADGRG2', 'ZNF346', 'TYW3', 'APOA1', 'ZMYND19', 'TFAP2A', 'NCF4', 'HIST2H2AB', 'TMEM254', 'HAUS4', 'MLYCD', 'TNFRSF1A', 'SMG5', 'MKRN2', 'OVGP1', 'FDCSP', 'POLR2J4', 'MGME1', 'HDAC6', 'HTR4', 'FAM195A', 'SIKE1', 'KRTDAP', 'RAB37', 'UGGT1', 'AOC3', 'ECI2', 'TRIM44', 'CEP170B', 'ITIH6', 'ADRA2A', 'LOC389033', 'EDNRA', 'HNRNPL', 'EI24', 'EMC6', 'NCOA5', 'NAA40', 'PERM1', 'VWA5B2', 'RBP7', 'DENND6B', 'MYL9', 'DXO', 'NOG', 'ZCRB1', 'TLK2', 'LYSMD3', 'MCHR2', 'ENOSF1', 'TPGS1', 'HSD52', 'ANP32A', 'TNFAIP6', 'HIC1', 'KIFC1', 'MS4A5', 'MAOA', 'HHATL', 'OSBPL6', 'SEC11C', 'TBL1XR1', 'POM121L12', 'ARID3A', 'ECHS1', 'FAM90A1', 'ARHGAP32', 'C6ORF106', 'TMEM200B', 'TRIM66', 'PDCD2L', 'NFASC', 'INO80B', 'FAM71B', 'MAP2K1', 'DSPP', 'KLHDC7A', 'SNORA24', 'UBQLN4', 'OTUB1', 'DUS1L', 'LHFPL2', 'SLC7A5', 'STX3', 'RAB3IL1', 'ATG10', 'SEC61A1', 'SLCO4C1', 'ERO1LB', 'RARG', 'KLHL7', 'ZNF252P-AS1', 'MAGT1', 'JAG2', 'HTRA2', 'LYN', 'PCNA', 'COA5', 'RAD18', 'LOC286359', 'PSIP1', 'HCG11', 'NDUFB2-AS1', 'GYPE', 'MFI2', 'CKAP2L', 'SLC7A13', 'NDUFS3', 'WFDC2', 'MFSD7', 'SLC9C1', 'KLHL28', 'ZNF792', 'CXCL9', 'FDX1L', 'PDHA2', 'NR1I3', 'TM9SF3', 'BAD', 'FAS', 'KLHL34', 'TAB2', 'SH3GL3', 'SLC25A3P1', 'CFAP57', 'ZNF572', 'WBSCR22', 'CROT', 'CYP2C9', 'PPP2R1B', 'PJA2', 'LINC00705', 'NUTM2A', 'OXGR1', 'PCDHB10', 'NUMB', 'PLCG2', 'ABCB5', 'NEUROG2', 'TINF2', 'DPY19L2P1', 'SLC35G3', 'HTR3A', 'CLIP4', 'RGS16', 'GDPGP1', 'ZSCAN16', 'LOC400043', 'APRT', 'ADAD2', 'C20ORF85', 'PVT1', 'CSTF2', 'FGR', 'EBF1', 'BET1P1', 'ZNF826P', 'OR51V1', 'GIMAP1', 'UNC119B', 'METRNL', 'SMARCA2', 'USP28', 'RNF44', 'B4GALT1', 'GMFB', 'RDH16', 'SLC5A6', 'DPCD', 'MICU2', 'TRAF3IP3', 'MYBL2', 'TMCO3', 'TCF20', 'KCNK15', 'SYT8', 'RASA4CP', 'CRYZL1', 'ATP8B4', 'AIDA', 'STRN', 'HGS', 'ADGRB1', 'MUC7', 'TERC', 'NKX1-2', 'CKMT2', 'KIAA1804', 'PMS2', 'MADD', 'HSD17B3', 'SLC25A15', 'H2AFX', 'DGCR5', 'DHRSX', 'TMEM14E', 'XYLT1', 'CCNO', 'MEF2C', 'TMEM216', 'SAC3D1', 'CLPSL2', 'PTPDC1', 'NF1P2', 'FOXA3', 'MEF2A', 'CHCHD7', 'NPDC1', 'LINGO3', 'POLD2', 'LGI2', 'OMP', 'KCNB1', 'RBM10', 'BBX', 'OR2A9P', 'SLC25A3', 'SUMO2', 'AR', 'GMPS', 'FGA', 'COL18A1', 'OGFOD1', 'ACSL6', 'SNORA80A', 'ZSWIM4', 'SLC19A1', 'FBXL5', 'SIGLEC15', 'TBC1D8', 'AASDH', 'SSBP2', 'FOXQ1', 'NUBP2', 'SLC22A18', 'GLRX', 'ZNF500', 'CCDC127', 'SPATA45', 'IGSF22', 'CCDC120', 'ST3GAL4', 'DHRS12', 'LOC100287704', 'LLGL2', 'ZDBF2', 'RNF7', 'CLSTN2', 'ATL2', 'PDZD4', 'PBDC1', 'ZNF805', 'CNGB1', 'TMEM200C', 'CYP27B1', 'CINP', 'INO80C', 'SNTB2', 'PORCN', 'OR8B12', 'LOC641367', 'TISP43', 'SNORA15', 'DMP1', 'CASC2', 'DSCR4', 'MARVELD2', 'R3HDM4', 'LOC100130417', 'ZBTB5', 'GPRC5B', 'IFNGR2', 'B3GALT5-AS1', 'KRT31', 'C2ORF81', 'CLCC1', 'ADAM3A', 'CTSL', 'MOGAT3', 'ALPP', 'CNTN6', 'TMEM190', 'LINC00235', 'SNAR-A13', 'CREG1', 'QDPR', 'MRPL32', 'USP6NL', 'MARC2', 'UGT1A1', 'ZFY', 'ARHGAP15', 'PARP10', 'TSHZ1', 'TMEM41B', 'C1RL', 'C9ORF135', 'BST1', 'DEK', 'CDCA3', 'SNX1', 'N4BP2', 'KCNMB1', 'FGF7', 'ZNF707', 'FAM122A', 'FERMT2', 'ZNF286B', 'C12ORF77', 'USP24', 'ELAVL3', 'MCRS1', 'CCDC54', 'MRPL15', 'CCND3', 'SNURF', 'NDUFV3', 'RADIL', 'HYPM', 'NSFL1C', 'STK36', 'OR5L2', 'RAB40AL', 'FUCA1', 'SRP19', 'KIAA0040', 'FCRL1', 'SLC31A1', 'PLP2', 'SP5', 'DEFB128', 'USF1', 'POLR2K', 'RPL39', 'IP6K1', 'P3H1', 'BRAP', 'SLC9A7', 'KNSTRN', 'FAM110B', 'GFM2', 'NXF4', 'LOC143188', 'PCDHA5', 'FIBCD1', 'GLUD2', 'NFAT5', 'SNORD8', 'TMEM37', 'PAIP1', 'C10ORF11', 'GOT2', 'MORC1', 'ARL13A', 'TMEM63B', 'MRPL37', 'LIPI', 'SLC25A53', 'C2CD4D', 'NRM', 'KBTBD13', 'AKR7A2', 'RTN3', 'RPP38', 'AIM1L', 'CHRNB4', 'COLEC10', 'CHIC2', 'FBXO15', 'ACP5', 'CHADL', 'JAG1', 'SERPINA7', 'IWS1', 'HDDC3', 'POLR2H', 'RABGGTA', 'PIK3CB', 'LINC00483', 'AZGP1', 'NOL8', 'MCOLN3', 'CALCB', 'OR5A1', 'IL22RA1', 'BPI', 'TMEM120A', 'ZMYND10', 'RHOV', 'FMNL1', 'FLJ36777', 'OR2V2', 'HMSD', 'OR6C76', 'SIAH2', 'GGT6', 'CCSER1', 'FKBP1B', 'TSIX', 'STXBP5L', 'PWARSN', 'IRAK1BP1', 'YME1L1', 'PLA2G16', 'ASNSD1', 'COMT', 'RIPK4', 'GALP', 'NANOG', 'PPP2CB', 'TTC36', 'SYNPO2L', 'TCEAL3', 'SNORA61', 'HNMT', 'SERPINA10', 'RPL39L', 'SPTBN2', 'NINJ1', 'C12ORF60', 'ACAD8', 'KBTBD12', 'CENPK', 'CYP2S1', 'TRAPPC13', 'PLB1', 'GBP1P1', 'TRPV1', 'GPN3', 'PAPD4', 'EPB41L4B', 'CCT8', 'TCF7', 'PARD3B', 'TAS2R16', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.4291206958720877
		RMSE:  0.9037435622191023
		NRMSE:  0.1777623057079273
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5497170498826627
		RMSE:  0.8436000623678614
		NRMSE:  0.27017767234966206
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999422040781
		Coefficient of Determination:  1.0
		RMSE:  2.8211922729788602e-15
		NRMSE:  5.549158680131512e-16
		MAPE:  4.632428338004504e-12
		Pearson Correlation:  0.2537068228470372
		Spearman Correlation:  0.2780707988877667
		Coefficient of Determination:  -2.252333557119979
		RMSE:  1.2221033587288783
		NRMSE:  0.3913999720498971
		MAPE:  445.27540209165613

	Predictor:  ElasticNet
		Pearson Correlation:  0.8885501022232626
		Spearman Correlation:  0.8694678103195599
		Coefficient of Determination:  0.743765575531178
		RMSE:  0.3826744795683082
		NRMSE:  0.07527035396701579
		MAPE:  263.4942553435204
		Pearson Correlation:  0.47232361268564554
		Spearman Correlation:  0.4339829673686705
		Coefficient of Determination:  0.09408926409611773
		RMSE:  0.6449901774952551
		NRMSE:  0.20656938354762058
		MAPE:  259.2127234099881

	Predictor:  RandomForests
		Pearson Correlation:  0.5933008157829469
		Spearman Correlation:  0.5578059126193073
		Coefficient of Determination:  0.2827718756353218
		RMSE:  0.6402350083574289
		NRMSE:  0.12593135490901433
		MAPE:  544.1217845367421
		Pearson Correlation:  0.4545343626744005
		Spearman Correlation:  0.42989812840559116
		Coefficient of Determination:  0.19566449614391324
		RMSE:  0.6077556671071161
		NRMSE:  0.19464438046083804
		MAPE:  230.58928998639976

Protein:  CCNE1
x_train_column_count:  352
x_train columns:  ['IFT74', 'GBA', 'ZNF679', 'HNRNPH1', 'KCNMB1', 'KEL', 'OR56A1', 'CCDC43', 'C6ORF201', 'LBX1', 'CECR7', 'GABPA', 'SNHG6', 'EFCAB14', 'BHLHE41', 'BAG2', 'BUD13', 'SPAG8', 'ZNF335', 'TMEM207', 'F2', 'C5ORF15', 'MXRA5', 'MRPL57', 'PCBP3', 'GLMP', 'ADAM6', 'TMPRSS3', 'HEPHL1', 'DIP2B', 'OR10H5', 'DBNDD2', 'SNX25', 'GALNT12', 'C8ORF22', 'EMP1', 'FAN1', 'NAGS', 'NR1I2', 'GPR82', 'FASTKD3', 'VNN1', 'SEC61A2', 'COX8A', 'MAP1A', 'METTL9', 'SSH1', 'FAM72B', 'ATP5E', 'GKN2', 'OR4F21', 'NSUN2', 'IL18RAP', 'GJA8', 'HSPA1B', 'COX4I2', 'LRRC30', 'OR4A15', 'NKX3-1', 'PLXNB2', 'PTS', 'HYAL1', 'GPR153', 'CEP295', 'SNHG3', 'RC3H1', 'RCN2', 'TSHR', 'RRP8', 'CPT1B', 'QPRT', 'ZBTB11-AS1', 'DPPA4', 'ASL', 'PCBD2', 'GCNT3', 'BMP2', 'ANKRD29', 'FAM179B', 'PPP1R8', 'DYNLL2', 'HIST3H3', 'FAM228A', 'NUDT13', 'IGF2-AS', 'CFAP20', 'TRIM37', 'TIGD7', 'IAH1', 'WDR25', 'PTTG2', 'FAM157A', 'GFRAL', 'LOC283332', 'NOX1', 'HIST1H1B', 'NFIA', 'EVI2A', 'CNNM4', 'OTUD7A', 'KCNH8', 'TAPT1', 'C11ORF53', 'TBX21', 'KIF2A', 'GALR2', 'NRSN1', 'C1ORF159', 'TMC8', 'OVCA2', 'ZNF860', 'PDCL3P4', 'NOM1', 'ATP6V1G2', 'USP6NL', 'TPP1', 'TRAPPC6A', 'NDP', 'LINC00934', 'SLC7A5', 'PDP1', 'SERPINI1', 'WSCD1', 'ACADVL', 'RUNDC1', 'HMHB1', 'G0S2', 'LOC340357', 'ARL5A', 'FREM2', 'SHARPIN', 'OIP5-AS1', 'CEP95', 'LMNA', 'FRYL', 'METRNL', 'OR2W1', 'PADI4', 'ACYP2', 'FAM149B1', 'SEC24D', 'HKR1', 'SLC11A2', 'HABP2', 'CPEB4', 'ATP9B', 'TWIST1', 'IL7R', 'MTIF2', 'IFITM4P', 'KLHDC2', 'GNAS', 'CNNM1', 'HGS', 'GYS1', 'TFE3', 'ZNF568', 'BDH2', 'BMP8B', 'GPR31', 'SUMF2', 'TECPR2', 'GPX2', 'NSUN5P1', 'NXT2', 'NTRK2', 'LRRC20', 'PEBP4', 'COL1A2', 'RAB33B', 'DHX9', 'ANAPC7', 'GPRC5B', 'LINC00029', 'SNX4', 'TK1', 'LINC00152', 'ZNF7', 'RPL6', 'RPL13AP3', 'PDE6G', 'PCBP2', 'FLJ13224', 'ARHGAP19', 'FAM8A1', 'FOXN2', 'HSD3B7', 'KBTBD8', 'ZFP41', 'CCDC88C', 'SLC8A3', 'COX19', 'OLFM2', 'GNPDA1', 'ATP10D', 'C1QC', 'THBS3', 'LOC441454', 'TULP1', 'LINC00887', 'STAB1', 'B3GNT8', 'MFNG', 'FAM155A', 'ZBTB48', 'AK9', 'WDPCP', 'RBM12B-AS1', 'SNRNP25', 'CCDC106', 'PTGER1', 'ZNF813', 'INPP1', 'INAFM1', 'CCR9', 'DBT', 'GATA3', 'HIST1H1C', 'PPP6R2', 'CPN2', 'LOH12CR1', 'SLC39A1', 'TDRD10', 'C15ORF62', 'AP1S2', 'GAB4', 'ZNF346', 'SLC41A1', 'NCAPD3', 'RPS26P11', 'LOC644936', 'MAPRE3', 'LSM11', 'WRB', 'PSMD11', 'CYP4F12', 'FAM122C', 'ATP7B', 'PRSS35', 'ZSCAN21', 'MILR1', 'ELOVL2', 'TNFSF13', 'LKAAEAR1', 'KRTAP5-7', 'SUPT20HL2', 'INTS10', 'KLF4', 'PER1', 'DNAJC14', 'FAM86C2P', 'SGMS2', 'PCCB', 'IVD', 'IK', 'EPS8', 'A2M', 'CHRNA4', 'ARHGAP10', 'TCP1', 'PPARGC1B', 'DEFB109P1B', 'SMCO2', 'PPIP5K1', 'ALCAM', 'DNAJC18', 'FBXO34', 'LIN7B', 'GLTSCR1', 'KLC2', 'JAG2', 'RPP25L', 'NUP160', 'C19ORF18', 'NACC1', 'ZNF844', 'TMEM218', 'DEFB104A', 'ZFP37', 'SRSF2', 'CALCOCO2', 'PARL', 'IL6ST', 'CBX5', 'CSNK1G1', 'SYT8', 'ACAA2', 'AP1M2', 'PIR', 'SPEF1', 'TSPAN8', 'GPX6', 'MAGEE1', 'PSMB2', 'CRHR1', 'SSX5', 'AGAP6', 'PXT1', 'CEBPA', 'ARMC6', 'CASQ1', 'RIPK1', 'TMC6', 'FAAH', 'ACBD5', 'OPRL1', 'STAG2', 'KRTAP10-6', 'TMEM136', 'PPIL3', 'GATAD2B', 'SLC9A6', 'DEPDC1', 'LINC00999', 'BPGM', 'GANC', 'MADCAM1', 'TMEM132C', 'SMG1P2', 'GOLGA6L9', 'C9ORF47', 'LMO2', 'CLDN18', 'TIPIN', 'TRMT10A', 'WDR62', 'YJEFN3', 'TRIP6', 'CD63', 'TRIM34', 'DLG1', 'SLC25A30', 'FAM110C', 'UBR4', 'ZDHHC7', 'TEX33', 'TMEM74', 'NR5A1', 'ATP4B', 'IGDCC3', 'OR6B2', 'TCEA2', 'KLHDC7B', 'LINC00094', 'C9ORF78', 'PPIE', 'SCGB1B2P', 'PTCHD4', 'CNIH3', 'OR6Y1', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9790551557409413
		RMSE:  0.7746141645114569
		NRMSE:  0.27590887426944144
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8285524646781477
		RMSE:  0.8763813407881366
		NRMSE:  0.2114972948785232
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4487930906545114
		NRMSE:  0.15985506345663808
		MAPE:  112.14421009479175
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0040862214035515265
		RMSE:  0.6494188844018614
		NRMSE:  0.15672439713344627
		MAPE:  115.49088793396595

	Predictor:  LinearRegression
		Pearson Correlation:  0.9560912877393092
		Spearman Correlation:  0.8721880668636444
		Coefficient of Determination:  0.9141105485283324
		RMSE:  0.13152735201730778
		NRMSE:  0.04684856705870268
		MAPE:  25.406856638205717
		Pearson Correlation:  -0.017018717302933833
		Spearman Correlation:  0.2339405728250976
		Coefficient of Determination:  -1.0488380075388211e+26
		RMSE:  6637333166296.704
		NRMSE:  1601789020994.933
		MAPE:  79954576610077.48

	Predictor:  ElasticNet
		Pearson Correlation:  0.8687659922187823
		Spearman Correlation:  0.7456958991250011
		Coefficient of Determination:  0.7416895985663198
		RMSE:  0.2280957058764352
		NRMSE:  0.08124513121155305
		MAPE:  50.02389135840436
		Pearson Correlation:  0.8363111841961985
		Spearman Correlation:  0.6419955361039416
		Coefficient of Determination:  0.6959610006718633
		RMSE:  0.3573584508347347
		NRMSE:  0.08624139074612899
		MAPE:  89.25582342781382

	Predictor:  RandomForests
		Pearson Correlation:  0.8624102658716828
		Spearman Correlation:  0.712311194776484
		Coefficient of Determination:  0.7409440769548095
		RMSE:  0.22842462750817646
		NRMSE:  0.08136228940629615
		MAPE:  54.59435970842218
		Pearson Correlation:  0.7856148115439451
		Spearman Correlation:  0.7336212892345406
		Coefficient of Determination:  0.5826498273345266
		RMSE:  0.4186872234677671
		NRMSE:  0.10104187645528565
		MAPE:  77.43433467081502

Protein:  CCND1
x_train_column_count:  859
x_train columns:  ['SIRT6', 'HEATR3', 'FOXO3B', 'CBR1', 'LRIG2', 'SHQ1', 'DERL3', 'PVR', 'SPZ1', 'NUDT2', 'FAF2', 'KIN', 'FGF1', 'DYM', 'PIP5KL1', 'CDCA8', 'TRABD', 'LOC100190986', 'SPATA20', 'SNORA32', 'SNORA66', 'RMRP', 'POLD1', 'PIH1D1', 'ASAP2', 'ZNF549', 'MFSD2B', 'TIGD7', 'DMXL2', 'SH3PXD2A', 'OR7A10', 'PRAMEF11', 'RPS29', 'CLUL1', 'APP', 'WFIKKN2', 'PMM1', 'PODXL2', 'CRNKL1', 'KCMF1', 'TAF1C', 'HDDC2', 'TRIM77', 'BIRC8', 'HIST1H3G', 'PDE1C', 'CCR3', 'GRIP2', 'PCNAP1', 'ZSCAN30', 'FCRLA', 'SEZ6L2', 'XPO5', 'TANK', 'L3MBTL2', 'SPP2', 'GOLPH3L', 'CCNL1', 'QRICH2', 'PCNXL3', 'SEC23IP', 'TOPORS', 'RPL38', 'INPP5A', 'FBXO5', 'HAUS6', 'ZNF446', 'FADS6', 'GTDC1', 'SERPINB11', 'PTPRU', 'SPINK2', 'AEBP1', 'CDHR3', 'ELMOD1', 'TRAPPC2L', 'ENTPD2', 'RNASEH2B', 'ETFDH', 'RPS10', 'RECQL5', 'ZNF292', 'P2RY2', 'COLCA1', 'ATP5H', 'DGCR5', 'SNAP25', 'MSLNL', 'PTP4A1', 'IMPA2', 'TBC1D24', 'PABPC1P2', 'LY9', 'GAL', 'USP13', 'MRPL36', 'HRSP12', 'ZCCHC5', 'TMEM150B', 'RP9', 'MGST2', 'DLD', 'ZNF296', 'RXRB', 'CD59', 'SLC38A9', 'CLDN7', 'TRIM38', 'GSTT1', 'GNG7', 'IL3', 'EIF3J', 'TMED3', 'SRP68', 'C8ORF22', 'DCP2', 'GTSE1-AS1', 'GABRG1', 'RALGAPB', 'PALMD', 'OR5V1', 'MRS2', 'PRKRIP1', 'AQP1', 'GOLM1', 'TOLLIP', 'PPP1CC', 'IKZF1', 'KHDRBS2', 'BNIPL', 'APOL5', 'PLXNA4', 'IFT27', 'RNF167', 'BRICD5', 'PEF1', 'NXPE4', 'SFT2D2', 'CCBL1', 'ITGA3', 'RSPO1', 'KIAA1715', 'KDELR2', 'NDRG3', 'LINC00319', 'DUSP15', 'RHAG', 'SLC41A2', 'SLCO1B7', 'HELT', 'SS18', 'PAPOLG', 'ADRA2A', 'PRB2', 'EHMT1', 'VPS13A', 'CLDN16', 'RSC1A1', 'MT1M', 'LMX1A', 'EIF1AD', 'ZNF667', 'MARK2', 'GALR3', 'SULT1A3', 'CDC7', 'LRRC30', 'CREBL2', 'C7ORF49', 'MAD2L2', 'TSNAX-DISC1', 'NT5C1B', 'MAPK1IP1L', 'GDF6', 'EPHA10', 'LOC284379', 'GGCT', 'ZKSCAN7', 'ANP32A', 'C1ORF21', 'EXOSC2', 'TMEM45B', 'PSPC1', 'SAMD12', 'SLAIN1', 'VENTXP1', 'CCDC18', 'LIPC', 'CLDN4', 'CT62', 'AFF4', 'CACTIN', 'WDR54', 'NEURL1', 'IGSF3', 'CSTB', 'OXA1L', 'RNF217', 'STRN', 'MMP3', 'ZSWIM8', 'CGREF1', 'PCOLCE', 'BIRC6', 'RPE', 'VSTM4', 'CLLU1', 'GEMIN2', 'POT1', 'NUDT5', 'DHRS11', 'CDK11B', 'LIN28A', 'CCDC64B', 'ERP29', 'KRTCAP2', 'LONRF3', 'GLT1D1', 'SH3GLB2', 'NGF', 'SPTLC2', 'CARD16', 'SNORA11B', 'ZFHX4-AS1', 'SORBS2', 'TMEM203', 'GCFC2', 'MTIF3', 'HIGD1B', 'ZNF639', 'ZNHIT6', 'NCOA5', 'SPDYE5', 'NR2E3', 'CTAG1B', 'SLC9A7', 'ZDHHC22', 'RIMKLB', 'OR10X1', 'TIMMDC1', 'ASTL', 'RSPH6A', 'RARS2', 'EVA1C', 'TPM3P9', 'RAB31', 'NCOA6', 'MAEA', 'KIAA1024', 'POLD4', 'FBXO25', 'C10ORF11', 'SEC22A', 'MUSK', 'PPM1D', 'C3ORF14', 'ABHD17A', 'DUSP3', 'GPLD1', 'HYOU1', 'ZSCAN16', 'EMX2', 'OR7G2', 'C10ORF62', 'AUP1', 'NFATC2', 'STON2', 'REST', 'ESF1', 'AXIN2', 'EPOR', 'CHMP5', 'WISP2', 'TFPI2', 'PRB4', 'RBFA', 'TBR1', 'TIA1', 'ZNF816', 'CELF6', 'SHANK1', 'HSP90AA1', 'ABCC5', 'SBF1P1', 'LUZP4', 'ARID5B', 'ISG20L2', 'EIF4B', 'CRYL1', 'PRAMEF4', 'TBC1D10B', 'HECTD1', 'MED29', 'OR4K14', 'SLC3A2', 'ZNF480', 'SPANXN4', 'XRRA1', 'TROAP', 'MEX3A', 'IL1RN', 'ANKLE1', 'C3ORF33', 'DAP', 'CD84', 'SV2C', 'HOMEZ', 'DOC2B', 'EDEM1', 'ID2', 'GGTLC1', 'GPR176', 'TPD52L3', 'DDO', 'LOC441204', 'CHERP', 'MRPL3', 'CLEC17A', 'LY6H', 'ID1', 'INTS4', 'FAM90A7P', 'FASTKD2', 'LSMEM2', 'LOC284632', 'SLC17A1', 'SYNPO', 'AUTS2', 'TMEM19', 'ZMIZ1-AS1', 'FBXO10', 'EPB42', 'C10ORF55', 'CD44', 'MBNL3', 'ACER1', 'PRR23C', 'TM4SF19', 'HMX1', 'RPS10P7', 'PEX14', 'RINT1', 'CDX4', 'ZDHHC4', 'NCOA1', 'LMCD1', 'OR7C1', 'H1F0', 'ACSL5', 'APOE', 'TMEFF2', 'LOC100272216', 'TEX26', 'ZFHX3', 'HSPD1', 'EFCAB5', 'ATXN7L1', 'AKAP1', 'RAD1', 'DYRK1B', 'SIGLEC11', 'GPAM', 'CCL27', 'ZCCHC9', 'HOXA3', 'CCDC159', 'ALMS1', 'DNAJB9', 'TBL1Y', 'TBC1D2', 'DGKZ', 'SREK1IP1', 'NFYC', 'COPS7A', 'LYPLAL1', 'SCN5A', 'TMLHE', 'FAM127A', 'RBBP7', 'CDH11', 'POLH', 'CDC42SE2', 'PTPN3', 'MARVELD2', 'LRMP', 'ABTB1', 'RPS15A', 'OGFR', 'POLK', 'RIOK2', 'BLOC1S3', 'GKN1', 'NECAB2', 'CCDC169', 'ZNF532', 'TUBB4A', 'VTI1B', 'PNKD', 'TRIM37', 'RPL9', 'NKAIN4', 'PRMT5', 'SCN4A', 'OR11H6', 'ADAT1', 'BDP1', 'PRKG2', 'ACVR2B-AS1', 'SIGLEC1', 'ZNF430', 'OR8G2', 'PLOD3', 'HIPK2', 'CHMP2B', 'MATN1', 'COA1', 'CGN', 'CSNK1A1P1', 'H2AFY', 'TDRD9', 'ENOX1', 'PLCB2', 'PPIL6', 'IGF2BP2', 'ZNF699', 'HMGN3', 'UBXN2A', 'PCBP3', 'CRYGS', 'MPND', 'IFNA16', 'C9ORF72', 'ANP32AP1', 'LFNG', 'SERPINA11', 'NEU3', 'RBAK', 'TECTB', 'PPP1R12A', 'PATE2', 'PPP1R7', 'SEMA6C', 'SLC27A1', 'C19ORF60', 'CCL20', 'PM20D1', 'TRIM64', 'ZNF703', 'CYP4F3', 'LRRIQ1', 'SCARNA23', 'RTN4RL2', 'ATP8A1', 'ZDHHC17', 'ZNF595', 'TSEN15', 'EPPK1', 'CRIPAK', 'ZNF709', 'IST1', 'MET', 'LBR', 'UBE2L6', 'BCL2L11', 'SMIM10L2B', 'GPIHBP1', 'ZDHHC13', 'SLC12A9', 'GPR39', 'PGBD5', 'CLIP2', 'ZNF266', 'TBC1D3B', 'DUT', 'NINL', 'GDI2', 'PMS2', 'ST6GALNAC3', 'CCDC181', 'CEP76', 'USP30', 'LUZP2', 'B3GALT5', 'MICALCL', 'NNAT', 'GPR55', 'FAM222B', 'SKP2', 'ZNF350', 'PCSK1N', 'RPL10L', 'ASB7', 'CRB1', 'ACOXL', 'MPHOSPH9', 'TNFSF10', 'SIPA1L1', 'LCE1D', 'TRPC2', 'UCN3', 'ZNF354B', 'TTLL8', 'FAM72A', 'STH', 'SPEN', 'GABRB3', 'NLGN4Y', 'TBX5', 'OR6K6', 'AFAP1', 'BCL2A1', 'ZNF664', 'MMRN1', 'OR4D5', 'PIGR', 'ZAR1L', 'PCBP1', 'GAGE4', 'B4GALT3', 'SNORA11', 'MGAM2', 'C8ORF31', 'DNAJC18', 'PLEKHA8', 'LOC100130331', 'MAN1C1', 'UTP3', 'TRIM51', 'CD93', 'GPD1', 'LOC643923', 'ZNF461', 'KDSR', 'PPOX', 'RALGPS1', 'N4BP1', 'ZNF341', 'STYX', 'TNC', 'SLC1A5', 'BCL2L1', 'PIP', 'RCCD1', 'AADACL4', 'TAS2R39', 'C19ORF66', 'COQ10A', 'PTAFR', 'DUSP4', 'PRR7', 'PEBP1', 'OR11L1', 'OR9I1', 'ERG', 'FOXB2', 'CNP', 'ITGB7', 'NKAPL', 'SOHLH2', 'LARS', 'STAC', 'RPL3L', 'ATP6V1G3', 'TCAIM', 'ZNF442', 'NOP16', 'OR11H12', 'DNHD1', 'NOTCH4', 'SSX5', 'ZNF543', 'ZNF440', 'AAAS', 'KRTAP5-6', 'HMP19', 'SNORA58', 'MGAT5', 'CREG2', 'LCMT2', 'PRPF8', 'SYCE1L', 'GPR89B', 'UNQ6494', 'WDFY3-AS2', 'COL24A1', 'CIAO1', 'DEFB108B', 'AKAP10', 'ARHGAP28', 'SLC17A8', 'CPE', 'KIAA1551', 'ZNF705D', 'ABCA17P', 'RHBG', 'MVP', 'CRX', 'ABHD1', 'KRTAP2-2', 'TMEM236', 'LAMP2', 'SPATA4', 'SYCP3', 'SEPT14', 'PPIF', 'GTF3C4', 'TSC22D2', 'MOB3B', 'WDR18', 'BAZ2A', 'C9ORF106', 'ZNF160', 'UBN2', 'KLHL3', 'GLRA1', 'OR9K2', 'SCN1A', 'ZNF670', 'PSMB5', 'MMP23B', 'SPECC1', 'ZNF679', 'TRIM74', 'ASAH2B', 'ASCC2', 'C20ORF202', 'ANKRD20A20P', 'FLT3', 'MLANA', 'TRIM71', 'TBRG4', 'MKI67', 'SUMF1', 'BACE1', 'SHD', 'C22ORF29', 'ZMYM6', 'LTC4S', 'SPATA5L1', 'PEX12', 'TRIO', 'PTTG2', 'C9ORF129', 'RDH11', 'FAM26F', 'DAW1', 'WNT3A', 'OPALIN', 'GCC2', 'ADAMTSL2', 'ALCAM', 'CGA', 'EIF4A2', 'C3ORF52', 'SCTR', 'ZNF540', 'MRPL35', 'SPATA24', 'HINT2', 'C4BPB', 'GBP4', 'SKP1', 'LOC100128239', 'MYO3B', 'SMCO2', 'FH', 'MMP10', 'CSHL1', 'SNN', 'B3GAT2', 'FXYD4', 'SMPDL3A', 'C1ORF198', 'ACVR1', 'MNS1', 'SDHAF2', 'FAM65C', 'STOX1', 'DCTN4', 'C1ORF68', 'OR11H4', 'SLC35F2', 'OR52A1', 'GOLGA6C', 'NUP210', 'APTX', 'GPC3', 'ASTN2', 'TRIM35', 'MIR17HG', 'TAC4', 'DBN1', 'PLEKHJ1', 'VWCE', 'APC', 'USE1', 'TSPO2', 'MUSTN1', 'EFEMP2', 'ERF', 'UBE2D3', 'TPT1', 'CCM2', 'RNF182', 'C14ORF39', 'SNORA45B', 'AIDA', 'EDC4', 'TTC28-AS1', 'CAPN14', 'PRRX2', 'PTPN9', 'TBPL1', 'MROH6', 'EIF4EBP1', 'XPO4', 'RPL8', 'LCE2B', 'AMIGO2', 'EID3', 'PIP5K1C', 'RPL32P3', 'NFAT5', 'SSUH2', 'ERBB2', 'RRBP1', 'ZNF335', 'SNX11', 'H2BFXP', 'RAB24', 'NR1H2', 'SHC4', 'LOC606724', 'FZD9', 'CWC27', 'CSMD2', 'STPG1', 'GLIS3', 'ETV4', 'LINC00626', 'SVEP1', 'DPH2', 'CDX1', 'PDZD7', 'FBXO47', 'CATSPER2', 'ASPHD2', 'TUBAL3', 'ZNF772', 'MSX2P1', 'VCAM1', 'RAB4A', 'NGLY1', 'LINC01098', 'OR51F2', 'ADCY10', 'AKR7A3', 'MVB12A', 'AKIP1', 'APEX2', 'KCNJ2', 'SGPP2', 'GORASP2', 'INPP5E', 'TMEM254', 'LCE3A', 'COL10A1', 'ELP6', 'TMEM189-UBE2V1', 'OTC', 'ESPNL', 'STAG3L3', 'TXNRD2', 'SECTM1', 'PLXDC1', 'ITGAM', 'VPREB1', 'CHP1', 'LINC01555', 'VWA2', 'OR10A3', 'C1QTNF1', 'FGF21', 'CD300E', 'REG1B', 'NR6A1', 'C2ORF16', 'FAM46A', 'KIF1C', 'POM121C', 'NSUN5', 'UGT1A1', 'SNORD116-19', 'FAM50B', 'LOC154449', 'AMOTL1', 'PUS7', 'STX5', 'CORO2A', 'TBRG1', 'TBXA2R', 'MAF', 'BPIFC', 'OXER1', 'TOX4', 'CEP70', 'CNKSR3', 'FAM183B', 'RUNDC1', 'KIAA1468', 'OLFML3', 'CEP83-AS1', 'SGCD', 'LAMB2P1', 'RBM48', 'CTNNAL1', 'TRIM55', 'PTTG1', 'MMP23A', 'ART3', 'USP53', 'LIN52', 'MT1B', 'FGF9', 'EXO1', 'SETBP1', 'ADAMTS14', 'IFT52', 'POLR3G', 'SERPINE1', 'OR1A2', 'OSER1', 'ADAM29', 'C16ORF96', 'ELFN2', 'PRR21', 'DZANK1', 'EXOC3', 'CBLL1', 'C11ORF73', 'PMS2P2', 'GABARAPL2', 'GOSR1', 'LRFN4', 'SPATA3', 'PLSCR3', 'KRTAP12-3', 'OR6X1', 'AFP', 'ARRB1', 'ZMYND11', 'LINC01312', 'PACRG-AS1', 'FAM206A', 'PPIAL4D', 'NOL3', 'STK35', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5366759284640548
		RMSE:  0.28216244755564185
		NRMSE:  0.17771997351836757
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.30240520386774006
		RMSE:  0.3149325402631455
		NRMSE:  0.20120656537940065
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  9.140431857919392e-16
		NRMSE:  5.757099577949833e-16
		MAPE:  3.917052408252238e-12
		Pearson Correlation:  0.1993805068817087
		Spearman Correlation:  0.15978004713275729
		Coefficient of Determination:  -1.4621877614247687
		RMSE:  0.4330171117973915
		NRMSE:  0.27664936034384396
		MAPE:  591.6033324261165

	Predictor:  ElasticNet
		Pearson Correlation:  0.6831897064921565
		Spearman Correlation:  0.6891921898908846
		Coefficient of Determination:  0.41257940475446764
		RMSE:  0.1744546919457937
		NRMSE:  0.10988026047175356
		MAPE:  486.6178652820564
		Pearson Correlation:  0.3639076349208462
		Spearman Correlation:  0.2677464806294343
		Coefficient of Determination:  0.13189418032960576
		RMSE:  0.25711700977176266
		NRMSE:  0.1642689269059702
		MAPE:  243.5327605560785

	Predictor:  RandomForests
		Pearson Correlation:  0.5739991988500821
		Spearman Correlation:  0.5822857662249812
		Coefficient of Determination:  0.29018779674704553
		RMSE:  0.1917696168439463
		NRMSE:  0.12078606321421591
		MAPE:  500.9780554163753
		Pearson Correlation:  0.32061564396720804
		Spearman Correlation:  0.28320802005012535
		Coefficient of Determination:  0.10137213884276541
		RMSE:  0.26159799709517767
		NRMSE:  0.16713177514673827
		MAPE:  239.578011892933

Protein:  ERBB2
x_train_column_count:  665
x_train columns:  ['TCEB3C', 'TP53AIP1', 'CLEC3B', 'TMEM2', 'PABPC1P2', 'WDR12', 'SRR', 'KHNYN', 'TMEM209', 'SCEL', 'SERPINA9', 'DHX9', 'ATP2B4', 'OPN5', 'CCL13', 'VAMP7', 'UBAP2', 'TAF6L', 'ADAM21', 'TYMS', 'HDAC5', 'SLC6A19', 'GRSF1', 'TAF2', 'AWAT1', 'CCNB3', 'CWF19L2', 'RNU4ATAC', 'BRAT1', 'ZNF485', 'EDA', 'SCP2', 'LINC01341', 'SBK1', 'UNC5C', 'OR6N1', 'POLD2', 'ID1', 'LRRC66', 'RENBP', 'PIGY', 'IPO8', 'USF1', 'GRIN1', 'C12ORF49', 'NUSAP1', 'PABPC1L2A', 'FAM135A', 'VAMP5', 'COMMD8', 'USP4', 'HTATIP2', 'MRPL52', 'ZRANB1', 'EIF3E', 'PTPN4', 'SLCO3A1', 'RPL19P12', 'UNC79', 'ANKRD36BP1', 'ANGPT2', 'MED25', 'GPR160', 'CACNA1C', 'HSF5', 'DACH2', 'CDKN1C', 'TXNDC11', 'PHF10', 'MYDGF', 'TMEM186', 'URM1', 'SNAP91', 'SLC43A2', 'NUGGC', 'ATP6V0B', 'PRDM5', 'CENPC', 'MORN4', 'INTS8', 'COL15A1', 'SPAM1', 'MFSD3', 'PTAR1', 'ZNF800', 'CD4', 'HIPK4', 'MCF2L', 'DIMT1', 'ZNF207', 'PTGFRN', 'FAM163B', 'SERINC2', 'CASC2', 'KRT33B', 'THEM4', 'C3ORF38', 'MYH14', 'P2RX7', 'COL4A5', 'LRRC4', 'LILRA6', 'ZNF75D', 'SOD2', 'FAM99A', 'KATNA1', 'CLEC10A', 'RCE1', 'ADAL', 'UBE2D4', 'LDOC1', 'ZDHHC9', 'GTPBP10', 'RNF8', 'AAAS', 'POLR3G', 'SELK', 'C9ORF3', 'KLHL8', 'TAF1D', 'RRP15', 'LAS1L', 'ABCF3', 'SF1', 'NPB', 'OR9Q1', 'PRPS1L1', 'FOXL1', 'DDI2', 'FBXO6', 'NMBR', 'AASDHPPT', 'FRY', 'IFI30', 'CNPY3', 'PRR4', 'TSEN2', 'HOXB1', 'CKAP2L', 'NLGN2', 'CCDC77', 'MCF2', 'YIPF3', 'PRR23B', 'CPEB3', 'ANXA2', 'GPR27', 'PMS2P4', 'PRKAR2B', 'POTEE', 'PAGR1', 'CYB5RL', 'ABHD11-AS1', 'ZBTB2', 'CCL1', 'PCLO', 'RPL22L1', 'SPHK2', 'PRPF38B', 'ZNF846', 'OR6C4', 'NXPE4', 'LINC01138', 'LY86', 'MKX', 'CTSD', 'CRYBB2', 'DKFZP434L192', 'RELL1', 'CENPBD1', 'PLLP', 'DCAF8L2', 'PHF13', 'INSIG1', 'MIEN1', 'PPFIA2', 'SLC39A9', 'CDK5', 'METTL25', 'CBX1', 'HIST1H3C', 'FAM72B', 'RALGPS1', 'CABLES1', 'FANCF', 'TTC8', 'ADRBK1', 'TKTL1', 'TCN1', 'GNG5', 'ZNF91', 'DDIAS', 'LINC00442', 'NEURL1', 'UQCC3', 'NLRX1', 'XPO1', 'LINC00238', 'ADAM20', 'RASSF6', 'TRIO', 'SLIRP', 'BRI3BP', 'CDCA3', 'PP2D1', 'TRAPPC11', 'IFNA16', 'RHOXF1', 'NAP1L2', 'C20ORF202', 'LMNTD1', 'TIMM10B', 'ELFN2', 'LOC145845', 'UBE2W', 'WWC3', 'FASN', 'CCDC62', 'UBA7', 'NBEAL1', 'PROM1', 'POLD3', 'BAIAP3', 'TEAD4', 'SERPING1', 'DCLK2', 'LOC146880', 'VBP1', 'TNFSF14', 'ATL2', 'TACC3', 'OR51T1', 'NR2F1', 'FAM179B', 'LINC01001', 'DDX11L2', 'ZNF878', 'STAT4', 'PIN1P1', 'C10ORF91', 'RPL22', 'DDB1', 'KLHL17', 'ACSM4', 'SKOR1', 'LMO3', 'MYO1D', 'B4GALT3', 'PLS3', 'FAM181A', 'MTMR11', 'CYP3A4', 'KANSL1', 'KAZALD1', 'PLP2', 'TXLNB', 'METTL21C', 'HYPK', 'CA5B', 'CBWD1', 'GAS2', 'TUBA4B', 'WIPF1', 'RAD52', 'FBP1', 'NOP9', 'SOWAHD', 'LAG3', 'SPAG11B', 'OR1J1', 'RAB21', 'INE1', 'CT62', 'HOOK2', 'CCDC7', 'ZNF771', 'IDUA', 'DDX59', 'NHLRC4', 'TCEAL4', 'CCNE1', 'MMP10', 'NUP205', 'THOP1', 'KIAA1211L', 'OR51E1', 'RPE', 'RAB11A', 'TMEM69', 'TMEM126B', 'PIAS1', 'LINC00426', 'CELF3', 'SH3BGRL2', 'NOD1', 'CTU1', 'ATP8A1', 'FUT7', 'RPL26L1', 'NCK1', 'GNGT2', 'SLC38A10', 'EIF3B', 'YBX2', 'COX7C', 'TRIP10', 'BEND5', 'UGT1A3', 'LACC1', 'FABP3', 'ERICH5', 'NPM2', 'VPS8', 'PSMA1', 'DEFB119', 'SLC25A41', 'NBPF7', 'STRN', 'PGA3', 'PPP2R5A', 'GOLGA2P3Y', 'DUOX2', 'PRSS33', 'ABHD4', 'PLCH1', 'RAB9B', 'CKS2', 'CDKL4', 'GBX1', 'PDCD5', 'FAM86JP', 'NPVF', 'RIN3', 'LGALS9B', 'NCAPG2', 'RASIP1', 'RRBP1', 'KRTAP15-1', 'DMBT1P1', 'SMS', 'LOC341056', 'GCG', 'TGFBRAP1', 'CDK3', 'PLAC1', 'TAF5L', 'SNORD116-4', 'HSD17B2', 'OR4M1', 'SPATA22', 'TMEM168', 'BOP1', 'ATP13A4', 'GABARAPL2', 'PASD1', 'FETUB', 'CRHBP', 'ALX3', 'KLRAP1', 'IL12B', 'PRLR', 'TPM2', 'RHOD', 'HNRNPU-AS1', 'MAST3', 'TAF9B', 'SYF2', 'TAS2R3', 'DRG1', 'WDR7', 'YPEL2', 'SNRPGP15', 'MATN2', 'TIGAR', 'MAPK9', 'FBXO39', 'GJD4', 'RBBP5', 'FUK', 'AOX2P', 'C11ORF24', 'ALDH1L1', 'AIPL1', 'SOX7', 'PRO0628', 'ISG20', 'DUSP27', 'SLC38A1', 'ZNF354A', 'PHLDA3', 'EGFL7', 'TUBA3FP', 'SH3D21', 'ANKAR', 'CEP76', 'MRPL48', 'TTC27', 'RPL32P3', 'BCDIN3D-AS1', 'GINS4', 'SAMD11', 'RALGAPA2', 'GNAI2', 'PIK3AP1', 'KDR', 'SPTLC1', 'LRRC43', 'ZNF655', 'SLC25A38', 'POLR2F', 'ATPIF1', 'WBSCR22', 'UNK', 'GPR89B', 'CCNI2', 'KLHDC8B', 'CTAGE4', 'ELAVL1', 'LDHD', 'C8ORF4', 'GGT5', 'LCE1C', 'WSCD1', 'CHMP2A', 'LINC00632', 'LDLRAD2', 'UCN2', 'SHMT1', 'LRRC55', 'CYP8B1', 'EHD4', 'MAP4K1', 'TMCO6', 'NUBP1', 'SESN3', 'OPRL1', 'NAA10', 'ACRV1', 'AADAC', 'LRP11', 'H6PD', 'WDFY1', 'ZNF71', 'NUP43', 'PCTP', 'HNRNPK', 'ADGRA2', 'FAM156A', 'HEY2', 'HIST1H1C', 'DNAJB8', 'EML4', 'MROH2B', 'LOC645166', 'DCANP1', 'CLEC1B', 'AQP9', 'KCTD17', 'ARHGDIG', 'B4GALNT1', 'SLC37A4', 'GNAZ', 'PROKR1', 'PCDH9', 'SS18L1', 'OXNAD1', 'AGAP2-AS1', 'RSPH4A', 'SHCBP1', 'ALLC', 'KRT20', 'STX11', 'GSTZ1', 'MED19', 'VAT1L', 'LINC00620', 'HIRA', 'SUCLG1', 'OR10X1', 'PAN3', 'GNG4', 'DBP', 'BRF1', 'PADI4', 'DLX5', 'ACTL7A', 'SNORA65', 'TTYH2', 'LOH12CR2', 'HLA-DQB2', 'FAM21A', 'SLC16A1', 'APOBEC4', 'RNF115', 'PHGDH', 'LOC391322', 'ZNF614', 'PIGW', 'AMN', 'P2RX1', 'LARP1', 'C7ORF62', 'HRAS', 'CDK15', 'TAS2R46', 'MSMB', 'LOC606724', 'MIR4697HG', 'ZNF772', 'OR56A4', 'CLEC4M', 'SPINK2', 'PPP1R16B', 'MTNR1A', 'VIL1', 'CAND2', 'SH2B1', 'SELE', 'C20ORF27', 'ZNF117', 'OR5C1', 'DHFR', 'CACFD1', 'CNKSR2', 'NXF5', 'PSMD5-AS1', 'NRN1L', 'TMPRSS4', 'C3ORF35', 'HMX2', 'WDR3', 'SLC39A1', 'SEZ6', 'XIAP', 'ZYX', 'SST', 'CLEC17A', 'C8ORF82', 'DOLK', 'SNED1', 'GOLGA8F', 'C1RL', 'NODAL', 'PRB1', 'FGF13', 'SPNS1', 'TATDN2', 'MAP2K3', 'OMG', 'FOXJ2', 'ZFPL1', 'LMNTD2', 'TNFRSF1B', 'STRADA', 'UCKL1-AS1', 'NAPEPLD', 'ZNF703', 'B9D1', 'LCA5L', 'ZNF570', 'PNLIP', 'MIA2', 'SERAC1', 'OTUD6B', 'SRP72', 'WBSCR16', 'CRBN', 'ANKEF1', 'PIANP', 'TIMM17B', 'QPRT', 'HOPX', 'CDHR4', 'TUBGCP2', 'DDX49', 'ZNF304', 'PAFAH1B1', 'PKIB', 'ANKRD31', 'C12ORF29', 'C6ORF48', 'RNASE12', 'EFCAB12', 'BAG4', 'PPP5C', 'ST6GAL1', 'CHID1', 'ZNF484', 'RPH3A', 'NDUFS7', 'NAA25', 'LOC728323', 'SMARCAL1', 'YWHAH', 'TP53INP2', 'HMSD', 'ERLIN2', 'PIGA', 'TP53INP1', 'C14ORF166', 'CENPF', 'TMEM132B', 'MAD1L1', 'GREB1L', 'CASC3', 'MUM1L1', 'LOC653786', 'CHI3L1', 'SNCB', 'DNAJC15', 'HES7', 'EPB41L3', 'PDK4', 'COA3', 'CRYBA1', 'MAFB', 'POLB', 'MFF', 'NOB1', 'MAP1A', 'TTC28-AS1', 'VCX3B', 'KPNA5', 'DERA', 'FHL5', 'OR4D5', 'TSEN34', 'IGSF9', 'KLF11', 'PDE7A', 'POLR2J2', 'SERINC4', 'FAM127A', 'CD9', 'YES1', 'RPL3L', 'ZC3H12B', 'MEX3B', 'MYBPHL', 'PAXBP1', 'ECI1', 'LOC285696', 'ISL1', 'C1ORF52', 'LMX1B', 'SPINT3', 'LCN6', 'KCNE2', 'CRIP3', 'TNFRSF11B', 'KCNK1', 'PLAGL2', 'CAMK1D', 'COQ10B', 'AIRE', 'PRIMA1', 'DTNBP1', 'GSC2', 'MVB12B', 'VPS13B', 'TM4SF4', 'CHODL', 'MTERF1', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10085609607150081
		RMSE:  1.0785113826338413
		NRMSE:  0.1837421644434709
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05671362529003088
		RMSE:  0.8919867459254164
		NRMSE:  0.19736403273048267
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959455
		RMSE:  0.875951357919715
		NRMSE:  0.1938159880340115
		MAPE:  565.705361200264

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  2.975544864251737e-15
		NRMSE:  5.069330398916022e-16
		MAPE:  2.6870013004218505e-12
		Pearson Correlation:  0.416929980956298
		Spearman Correlation:  0.354505667152957
		Coefficient of Determination:  -2.1788023798237957
		RMSE:  1.547075513468797
		NRMSE:  0.3423112099720759
		MAPE:  1664.9458958393218

	Predictor:  ElasticNet
		Pearson Correlation:  0.9378954206783621
		Spearman Correlation:  0.8553912884129047
		Coefficient of Determination:  0.8724694479147329
		RMSE:  0.36708494804368025
		NRMSE:  0.06253896247571089
		MAPE:  324.88643691632547
		Pearson Correlation:  0.801015407645758
		Spearman Correlation:  0.6653025598822929
		Coefficient of Determination:  0.6408996137581546
		RMSE:  0.5199812500203211
		NRMSE:  0.11505282664461139
		MAPE:  590.2565012024558

	Predictor:  RandomForests
		Pearson Correlation:  0.852736623749312
		Spearman Correlation:  0.6913361376574496
		Coefficient of Determination:  0.7225732337164382
		RMSE:  0.5414191803226832
		NRMSE:  0.09223966818111372
		MAPE:  541.6697567488911
		Pearson Correlation:  0.7959800440396992
		Spearman Correlation:  0.6199020724956276
		Coefficient of Determination:  0.621490895800872
		RMSE:  0.5338483595977779
		NRMSE:  0.11812111065334172
		MAPE:  264.3356938407306

Protein:  ERBB3
x_train_column_count:  247
x_train columns:  ['ZP2', 'RNASE7', 'KIF2B', 'VASP', 'MBD3L1', 'PCAT4', 'CXCL12', 'HOMEZ', 'TEP1', 'NIPAL3', 'C2ORF78', 'UBQLNL', 'SERINC5', 'SIGLEC10', 'C2', 'SELP', 'CD209', 'ARHGAP8', 'CYB561A3', 'ALDOA', 'NODAL', 'SMARCE1', 'EPHX2', 'TGFBR2', 'TCEB2', 'CSRNP2', 'TM6SF1', 'SERPINE3', 'ARPC4', 'CCDC66', 'HSFY1P1', 'RBM39', 'ORAI1', 'PARK7', 'EIF4EBP3', 'FAM129B', 'CPEB1', 'LOC100128239', 'TGFB3', 'SLC26A9', 'AGAP4', 'ARSK', 'C20ORF202', 'TTLL3', 'CDKN1B', 'NOP14', 'PON2', 'REG1A', 'RPE', 'CLRN3', 'PSG3', 'PDF', 'EPC2', 'SLC44A3', 'INGX', 'C1ORF52', 'FAM86C2P', 'DCHS2', 'CENPBD1P1', 'SHMT2', 'LIN37', 'ZC2HC1C', 'SERPINA7', 'CCDC91', 'MUC20', 'VGLL4', 'TPM3', 'SUCLG1', 'TSPAN7', 'KIAA1161', 'NUCB2', 'CPEB2', 'B3GAT1', 'ARHGDIA', 'ATPAF1', 'NDUFA6', 'NAPSB', 'KRT75', 'SLC23A3', 'ZNF454', 'EGFL7', 'FAM90A7P', 'GLB1L2', 'OR1G1', 'IFNW1', 'RASGEF1C', 'RAD52', 'PPID', 'CAST', 'CPEB4', 'ZNF542P', 'OPLAH', 'OR6C2', 'FAM104B', 'NFU1', 'ZNF175', 'SNORA22', 'CIDECP', 'CCDC60', 'OR6M1', 'TPP2', 'POSTN', 'NDUFB3', 'GBP1', 'NUMBL', 'SAA3P', 'MMEL1', 'ADRBK2', 'ABHD6', 'REXO1L6P', 'PAX1', 'RPL36', 'ZNF480', 'EXD3', 'RNMTL1', 'PDGFB', 'KIAA0895', 'PCDH7', 'PTPRJ', 'MYO1B', 'GPR63', 'PF4', 'NDST4', 'FTH1', 'PIGL', 'PARVG', 'BCL2L2', 'MRPL41', 'PRR15L', 'DNPH1', 'ZNF732', 'PROKR1', 'CKB', 'PSRC1', 'JMJD1C', 'REEP1', 'DHFR', 'TCIRG1', 'EML1', 'UGDH', 'SPANXN4', 'TRPV2', 'HMG20B', 'YIF1A', 'PSMD11', 'TRIM64', 'NCEH1', 'B3GALT4', 'ACTR3BP2', 'LINC00174', 'KRT33A', 'SMG1P3', 'COL6A5', 'FERMT2', 'HIST2H2BE', 'THUMPD2', 'CENPO', 'GTPBP10', 'C12ORF66', 'LINC00200', 'RABEPK', 'CATSPERG', 'SLC2A12', 'NXF4', 'OR2A1', 'PDSS2', 'GOLGA6D', 'LOC100240735', 'SNORA54', 'SDC3', 'PPP2CB', 'CELA2A', 'NLRP10', 'CADM2', 'PHF11', 'ZNF417', 'ARFRP1', 'BTN2A1', 'LYSMD2', 'ZNF775', 'KLF14', 'NEUROD2', 'ODF2', 'NTHL1', 'C2ORF50', 'GLIDR', 'SPTLC2', 'CD40', 'MRGPRX2', 'CCDC137', 'OR5H15', 'GUSBP5', 'LAMP2', 'PLCB2', 'CYP3A5', 'LINC00526', 'GTF2B', 'RPS27L', 'LOXL3', 'C12ORF49', 'GLTSCR1L', 'KYNU', 'KLHL24', 'KCNMB3', 'EIF4G1', 'LAT2', 'RAD51B', 'CXORF66', 'TCHHL1', 'CR1L', 'CSRP1', 'YBEY', 'VIMP', 'OLFM3', 'OR2C1', 'TPTE', 'SLC35D2', 'BTG4', 'LGALS7', 'PPP2R1A', 'TAGAP', 'ATP6V1D', 'SLC6A11', 'CLTA', 'ISM2', 'SNX7', 'GJA5', 'CCER1', 'LINC01600', 'TOMM6', 'SULT4A1', 'LECT2', 'PRDX1', 'SSU72', 'SAFB2', 'SNORD116-28', 'MMP16', 'ERAP2', 'SLC9B2', 'SLC25A21', 'LOC152225', 'SZT2', 'PRSS23', 'LINC00523', 'SOWAHA', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.24617901957450639
		RMSE:  0.5234556686317032
		NRMSE:  0.14126566093685908
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10551624527684367
		RMSE:  0.43841640970600765
		NRMSE:  0.21211918179733683
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  LinearRegression
		Pearson Correlation:  0.7526080097821596
		Spearman Correlation:  0.7322328344130922
		Coefficient of Determination:  0.5664181206369185
		RMSE:  0.3087629995638983
		NRMSE:  0.08332627158333444
		MAPE:  182.22927456208865
		Pearson Correlation:  -0.000323310550237278
		Spearman Correlation:  0.20054863526976646
		Coefficient of Determination:  -2.0018322233186808e+27
		RMSE:  18655980308833.426
		NRMSE:  9026330199160.76
		MAPE:  1176373163290059.2

	Predictor:  ElasticNet
		Pearson Correlation:  0.636538044115336
		Spearman Correlation:  0.6375454668560024
		Coefficient of Determination:  0.37852164519778864
		RMSE:  0.36966019928067084
		NRMSE:  0.09976067793847226
		MAPE:  190.93584758305911
		Pearson Correlation:  0.5182095449418149
		Spearman Correlation:  0.5138492998665819
		Coefficient of Determination:  0.238439619685606
		RMSE:  0.3638785101120492
		NRMSE:  0.17605548088485282
		MAPE:  222.12385206600592

	Predictor:  RandomForests
		Pearson Correlation:  0.5521708355158066
		Spearman Correlation:  0.5334351377694883
		Coefficient of Determination:  0.2749957921527384
		RMSE:  0.3992638159404493
		NRMSE:  0.10774984440312546
		MAPE:  244.43423267726504
		Pearson Correlation:  0.5137842111640327
		Spearman Correlation:  0.509860496667371
		Coefficient of Determination:  0.21689747139000082
		RMSE:  0.3689891108158838
		NRMSE:  0.17852814480844373
		MAPE:  225.33352651657515

Min-Max

In [127]:
random_genes.clear()
scenario = Scenario.NRandomGenes_Mutations 
normalizeTechnique = NormalizeTechnique.MinMax
X, Y, Z = get_data(normalizeTechnique)
In [128]:
X.head()
Out[128]:
UBE2Q2P2 HMGB1P1 LOC155060 RNU12-2P SSX9 CXORF67 EFCAB8 SRP14P1 LOC391343 TRIM75P ... ZXDA ZXDB ZXDC ZYG11A ZYG11B ZYX ZZEF1 ZZZ3 TPTEP1 AKR1C6P
TCGA-A1-A0SF-01 0.266811 0.102965 0.232299 0.000000 0.0 0.00000 0.165596 0.256402 0.0 0.00000 ... 0.362558 0.154626 0.343226 0.136973 0.283236 0.203583 0.106969 0.050188 0.019658 0.021305
TCGA-A1-A0SH-01 0.074647 0.046655 0.060467 0.000000 0.0 0.00000 0.019946 0.108076 0.0 0.00000 ... 0.437102 0.171136 0.196632 0.028737 0.498917 0.208787 0.168174 0.119445 0.172767 0.000000
TCGA-A1-A0SJ-01 0.122769 0.097168 0.035285 0.088368 0.0 0.00000 0.020200 0.129369 0.0 0.29443 ... 0.415293 0.914898 0.215818 0.074090 0.379839 0.104565 0.110857 0.079787 0.016343 0.000000
TCGA-A1-A0SK-01 0.716855 1.000000 0.116251 0.076144 0.0 0.01449 0.000000 0.094313 0.0 0.00000 ... 0.334733 0.181185 0.763246 0.229344 0.511470 0.000000 0.246798 0.166438 0.018601 0.000000
TCGA-A1-A0SQ-01 0.025757 0.011574 0.044865 0.000000 0.0 0.00000 0.022276 0.153652 0.0 0.00000 ... 0.537294 0.183640 0.239462 0.036770 0.323545 0.099038 0.071604 0.075950 0.006561 0.000000

5 rows × 20440 columns

In [129]:
Y.head()
Out[129]:
RB1 CDH1 PTEN BRCA2 CDKN2A TP53 CTNNB1 CCNE1 CCND1 CDH2 CDH3 ERBB2 ERBB3
TCGA-A1-A0SF-01 0.017184 0.705680 0.197730 0.108550 0.17550 -0.472550 0.06978 -0.75401 -0.202360 -0.222000 -0.114060 0.25604 0.461410
TCGA-A1-A0SH-01 -0.081896 0.018364 0.699160 -0.282430 0.68156 -0.035545 -0.11192 -0.77956 -0.014111 0.072251 -0.031553 0.68354 0.033670
TCGA-A1-A0SJ-01 -0.106090 0.114310 -0.110550 0.108220 -0.00989 -0.431850 -0.85672 -0.29589 0.290760 -0.225320 0.128230 0.36458 0.430620
TCGA-A1-A0SK-01 -0.060244 -0.963820 -0.081596 0.309150 1.23630 0.898470 -0.85965 0.92670 0.045974 0.389790 -0.224090 -1.04130 -0.056604
TCGA-A1-A0SQ-01 0.376500 0.425490 0.657440 0.003187 -0.34580 -0.020122 0.39368 -1.02750 0.362490 0.292880 -0.144850 0.31196 0.649260
In [130]:
perform_kFoldCV(num_folds, scenario, normalizeTechnique, X, Y, Z)

Fold:  1

Protein:  RB1
x_train_column_count:  371
x_train columns:  ['PRAMEF4', 'INS-IGF2', 'DNAH17', 'RGSL1', 'FAM153B', 'B4GALT5', 'OPN4', 'HIST1H1A', 'PYGO2', 'DDX46', 'CUL3', 'AMPD2', 'ACAD9', 'HKR1', 'TMEM50B', 'PLIN5', 'CYLC2', 'KLRC2', 'MMP7', 'GPN2', 'CYB5D2', 'VPS35', 'B4GALT1', 'SNORD116-25', 'NCR3', 'LOC493754', 'STRN3', 'ENG', 'PAQR3', 'HES2', 'ZNF208', 'LINC00599', 'HYAL1', 'ITGA2', 'RASSF4', 'CD55', 'WDR86', 'FAM99A', 'GTF2IRD1', 'A1CF', 'CPSF2', 'BNIPL', 'LOC100129935', 'SSBP4', 'PPAP2B', 'GYG1', 'HRG', 'NEUROG2', 'DAPP1', 'MCTS1', 'VBP1', 'ZMYND15', 'SCARNA15', 'KLF15', 'SNORD115-25', 'LEPROT', 'ZNHIT1', 'GGTLC1', 'BTBD16', 'TAS2R10', 'RNASE2', 'CT45A2', 'KDM3A', 'OR2D2', 'TARBP1', 'MSANTD1', 'PIGG', 'ADGRG5', 'SAPCD1', 'METTL6', 'SYNGR3', 'KIAA1715', 'ANGPTL7', 'RPL15', 'FSD2', 'GNS', 'GALNT3', 'FYN', 'DUXA', 'CYP46A1', 'C16ORF92', 'GRIK1-AS1', 'NLRP4', 'PRDM1', 'CAB39L', 'TEX13A', 'SDK1', 'SAMM50', 'SLC6A8', 'RASL10B', 'RNF103', 'DAD1P1', 'CEBPZ', 'SIGLEC10', 'SSFA2', 'BNC1', 'SUCLA2', 'OR5D18', 'PBDC1', 'IL12RB1', 'C19ORF80', 'OR13G1', 'ALOX5', 'PAK6', 'IFI30', 'KLHL4', 'SOST', 'WIPI1', 'SLC18B1', 'SNORA81', 'A2ML1', 'OR2B11', 'CCDC91', 'ALDH1L2', 'ABCC9', 'RDH14', 'SNORD116-23', 'SYT12', 'OR3A1', 'TGM7', 'KCNK13', 'USP45', 'RXFP1', 'FTHL17', 'ASCL3', 'TVP23B', 'TM2D2', 'LRRC37A', 'POLL', 'MRPL50', 'ABCA12', 'SOX8', 'MXRA5', 'ZNF337', 'HNRNPA3', 'PCED1A', 'SLC6A2', 'HPYR1', 'NEFH', 'MED29', 'RAB3C', 'DNAH11', 'UHMK1', 'EFNA2', 'XKRX', 'POTEM', 'PCDHB17P', 'PAQR9', 'LOC285847', 'ZNF845', 'BRSK2', 'RPL32', 'IARS2', 'TRIML2', 'BOP1', 'ZNF221', 'PRSS3', 'TMCO4', 'HIST1H2AJ', 'LAMA5', 'INTS12', 'PKHD1L1', 'SGOL2', 'RNY4', 'ZNF609', 'CYP1B1', 'WDR90', 'EBAG9', 'FIBP', 'ZSWIM6', 'CMTM5', 'SH3PXD2A', 'ATXN10', 'BCAR3', 'MAP3K10', 'KIAA0556', 'ARSH', 'CKLF', 'OR9A2', 'ATP13A5', 'HBA2', 'C17ORF89', 'AKAP14', 'TMED6', 'SPCS2', 'FAH', 'KRT14', 'FBXO16', 'PSMB6', 'CCL4L1', 'KRT222', 'PER1', 'FOXA1', 'SORCS1', 'DAZ4', 'OR4F17', 'MUC13', 'MRPS18B', 'PCNXL3', 'CLDN18', 'GPR37', 'CCL19', 'RFPL3S', 'LRRC3', 'FOXE1', 'DHCR7', 'UGT2B28', 'PLOD3', 'TAS2R7', 'RP1', 'RTN4RL2', 'ANPEP', 'KLHDC4', 'CAPRIN1', 'TIFA', 'SCARNA9L', 'VTI1A', 'FAM157B', 'MYO1C', 'RABL2B', 'ERICH3', 'DDX27', 'NKIRAS1', 'PHKB', 'CECR5', 'TWISTNB', 'DNM1L', 'XRCC6BP1', 'LRRC57', 'PPP1R36', 'CYBRD1', 'SSX2IP', 'HIST1H2BH', 'RBBP8NL', 'CCDC50', 'CABIN1', 'NUP133', 'UFSP2', 'RASA2', 'MAL', 'COL23A1', 'NOL4', 'TMEM235', 'GPR143', 'CCDC69', 'PHLDA2', 'MIER1', 'GFOD2', 'CDC20B', 'NDUFB6', 'THBS2', 'USP43', 'ANKRD28', 'PNPT1', 'CT45A5', 'SAV1', 'GP5', 'SPTSSB', 'TBCE', 'TAF1C', 'CACNB2', 'FAM169B', 'CYP1B1-AS1', 'ZNF584', 'C4ORF33', 'NEK1', 'SNRPD2', 'RPL8', 'DUSP9', 'PMS2P5', 'HPD', 'PIK3CG', 'SLC28A2', 'SYPL2', 'HMMR', 'TRIT1', 'GEMIN7', 'OR6A2', 'ADTRP', 'B4GALT2', 'MFSD4', 'REC114', 'SLC25A12', 'DMWD', 'C18ORF8', 'ANKAR', 'WASH2P', 'RANBP10', 'BEND3', 'TTC29', 'CXORF40B', 'SYNGR1', 'HSPA5', 'PTPN5', 'TMEM176B', 'EVI5', 'ZNF385D', 'VWCE', 'KAT2B', 'PLK1', 'ZNF34', 'VPS33B', 'MAL2', 'ODF4', 'UBXN1', 'C16ORF52', 'ATAD3C', 'FGF20', 'ARHGAP44', 'GCC2', 'DNAJC6', 'KCNIP4', 'SPP1', 'TXLNB', 'DDX28', 'CYP21A2', 'ASF1B', 'EXOC3L4', 'ZW10', 'CLSTN2', 'INF2', 'ZMAT5', 'LYZL4', 'OR4B1', 'CALCA', 'ZNF79', 'ADCY9', 'SLC5A7', 'INO80C', 'SLC5A6', 'XKR8', 'ZNF570', 'TBC1D14', 'DOCK2', 'HAVCR2', 'PLCB3', 'NUDT16L1', 'SLCO2B1', 'HIST1H4J', 'UBA2', 'HK2', 'MLH1', 'MAATS1', 'DUSP16', 'CACNA1S', 'ARHGEF9', 'IRF2', 'MYO1D', 'BPIFA4P', 'EPHB3', 'HIST1H4K', 'LRRC3B', 'NHLH2', 'TGOLN2', 'ISG15', 'C1RL-AS1', 'XKR4', 'SAA3P', 'HDHD1', 'NBN', 'MAPRE1', 'LPGAT1', 'AMER2', 'ATP8A1', 'FLJ25758', 'GRXCR1', 'IPO5', 'ZNF502', 'NCL', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017832262764705176
		RMSE:  0.22609122586734381
		NRMSE:  0.08562439911658541
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0064622508272080825
		RMSE:  0.2813710133086082
		NRMSE:  0.13900150344012696
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  LinearRegression
		Pearson Correlation:  0.8215042063016406
		Spearman Correlation:  0.7344015266650279
		Coefficient of Determination:  0.6748666043841947
		RMSE:  0.1277839745212333
		NRMSE:  0.04839385514911316
		MAPE:  465.0501675175742
		Pearson Correlation:  0.012607948216521043
		Spearman Correlation:  0.1126524241537411
		Coefficient of Determination:  -19.752366852290567
		RMSE:  1.2776574374446943
		NRMSE:  0.6311819494053018
		MAPE:  905.3886350107338

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  RandomForests
		Pearson Correlation:  0.5860324521694004
		Spearman Correlation:  0.4876681471874702
		Coefficient of Determination:  0.1755180747877797
		RMSE:  0.2034867670189241
		NRMSE:  0.07706372543795648
		MAPE:  211.33550376667526
		Pearson Correlation:  0.16632649398469643
		Spearman Correlation:  0.29238610867232473
		Coefficient of Determination:  0.002654210803174184
		RMSE:  0.2800937954387884
		NRMSE:  0.13837053864372545
		MAPE:  124.3619242621769

Protein:  CDH1
x_train_column_count:  836
x_train columns:  ['TM9SF1', 'PPP1R3E', 'SNX4', 'ARHGAP5-AS1', 'LEMD2', 'PROCR', 'BRAF', 'PTGER3', 'ZFY', 'SNORD38A', 'CYP1B1', 'FMN1', 'IGLL1', 'ATP1B1', 'VILL', 'E2F5', 'GLOD5', 'HGSNAT', 'LYRM1', 'VWF', 'EIF2B2', 'SOX17', 'RPUSD4', 'GBF1', 'FCHSD2', 'HIST1H3D', 'C3ORF79', 'E2F6', 'CYBB', 'BRINP2', 'DLK2', 'C20ORF195', 'TAT', 'SRSF5', 'TRIP11', 'TAGLN2', 'CYP2B7P', 'RAP1B', 'ADGRG5', 'COLQ', 'C9ORF78', 'OR2A25', 'MEFV', 'ARX', 'MYLK', 'CLCA3P', 'ATF7IP', 'CSGALNACT2', 'C16ORF54', 'GALE', 'ABHD12B', 'CCNT1', 'TMEM50A', 'CCDC74B', 'ASTN1', 'LINS', 'CAP1', 'CCL20', 'MYO1D', 'C7ORF73', 'TAP2', 'PEBP1', 'SV2C', 'GEN1', 'ADA', 'NCF1', 'ASIC4', 'AIFM2', 'DGCR11', 'TAF6', 'MRPL28', 'NPTX2', 'PRR23C', 'C17ORF82', 'BPIFB6', 'SULT2B1', 'C17ORF97', 'FAM155A', 'GIPC1', 'LINC01098', 'VWA5B1', 'ZNF446', 'ZNF280B', 'LGALS9C', 'FGF16', 'SPTLC3', 'PHF12', 'USH2A', 'ARMC1', 'SLC26A3', 'C2ORF48', 'ZFYVE16', 'SUMO1P1', 'RAB2B', 'SIGLECL1', 'LINC00602', 'COL27A1', 'ANPEP', 'DGKQ', 'AQP3', 'GP1BA', 'SNORD116-23', 'CCDC54', 'EPHA4', 'PARD6G', 'SLC16A14', 'CYB5B', 'DOC2B', 'TCEAL3', 'GSPT1', 'OR51G2', 'FAM98C', 'ANKS4B', 'RGS10', 'GPR141', 'ASB16-AS1', 'TMEM163', 'PCNA', 'PRSS48', 'SNHG12', 'GABRB2', 'PMS2CL', 'BZRAP1', 'SI', 'LPCAT2', 'PRRC1', 'HECW2', 'RHBDD1', 'TYROBP', 'PRKAR1B', 'ZNF462', 'TP73', 'TXNL4B', 'GPER1', 'TIMD4', 'NEUROD2', 'CEP162', 'SNORD68', 'OSBPL10', 'PRDX3', 'BTLA', 'GRK6', 'GHRLOS', 'CD209', 'HGH1', 'RNPS1', 'LCN12', 'NBEAL2', 'ZNF594', 'SPACA1', 'IL2RB', 'RBP7', 'ZNF571', 'WASH7P', 'PTPN11', 'HAR1A', 'THUMPD3-AS1', 'SEMA4C', 'CCDC121', 'LBP', 'CNFN', 'PPP3CC', 'CRSP8P', 'SKIV2L', 'GNE', 'ANAPC4', 'TBX15', 'TOMM40L', 'PSORS1C1', 'SPATA2', 'CPEB2', 'THAP10', 'OR6C70', 'CALB2', 'LOC399815', 'EXOSC8', 'CNTNAP3', 'KLC4', 'IDH3B', 'SNTB1', 'RBMY1A3P', 'PPP2R3B', 'TMEM248', 'PTGR1', 'KRT37', 'LDOC1', 'BIRC3', 'SCFD1', 'LRWD1', 'NIPA2', 'NXNL2', 'SSBP1', 'WDR91', 'TNNI3K', 'KCNJ8', 'TRANK1', 'ARHGEF26', 'AGPAT9', 'ALDH16A1', 'ZCCHC10', 'NUP54', 'TMEM200C', 'SELK', 'SNORA52', 'GLRX3', 'SENP3', 'NDUFB9', 'PIAS1', 'PPAT', 'ZNF280A', 'SBSN', 'EPG5', 'MTERF4', 'RNF165', 'CST13P', 'SCRN2', 'TSPAN18', 'TBCK', 'KRTAP17-1', 'OR8I2', 'SGCZ', 'POLR1C', 'ENAH', 'LOC100132287', 'SNORD45B', 'DHX57', 'LOC100129935', 'ATP6V1G1', 'SLC44A5', 'RPS26', 'FAM179B', 'AGMAT', 'ZNF350', 'INSL5', 'GYS1', 'PPP2R5E', 'SUSD6', 'OR4C13', 'FAM102B', 'CEL', 'NUP85', 'KIAA1919', 'KIAA0020', 'IL21', 'ZNF207', 'COL11A1', 'ZNF638', 'MEIS2', 'ABCB5', 'C12ORF57', 'FOXL2NB', 'PURA', 'TAS2R46', 'VGF', 'TMEM55A', 'CRLF1', 'NUTM2A-AS1', 'LY86', 'COL6A4P1', 'LIN52', 'EPHB3', 'DHRS4-AS1', 'CHD1', 'DHH', 'ENO3', 'SAMM50', 'GAD2', 'SRP54', 'ZBTB1', 'IQSEC3', 'RPS6KA6', 'OIP5-AS1', 'BCO1', 'CAPN5', 'DUSP21', 'MRPL3', 'DPH7', 'DTHD1', 'PCDH17', 'DNAH5', 'PRIMPOL', 'ACAA2', 'RASSF2', 'CUL5', 'PCGEM1', 'TTTY11', 'BAZ2B', 'NCLN', 'ARHGEF18', 'DENND1B', 'AGT', 'ALDOA', 'GGT8P', 'KCMF1', 'CXXC5', 'SLC10A5', 'USP34', 'MARCH4', 'MAB21L3', 'STEAP1B', 'MTMR6', 'NEK2', 'SSTR4', 'NCBP1', 'ZBTB34', 'LRAT', 'DAW1', 'ZNF160', 'DLX6-AS1', 'PKIA', 'PAX6', 'PHGR1', 'ARHGAP11A', 'ATG7', 'LRRC37BP1', 'LEAP2', 'C9ORF142', 'ZNF415', 'RPRM', 'PAQR4', 'WDR93', 'ZNF280C', 'STEAP2', 'EPS15', 'SH3BP2', 'IFI6', 'PKLR', 'CDH19', 'SNORA65', 'KRT73', 'STAT6', 'KDM5A', 'SLC32A1', 'THAP5', 'MXRA7', 'FAM86JP', 'ALDH9A1', 'TGS1', 'FAM74A1', 'ZNF530', 'SPATA8', 'NPLOC4', 'GPR87', 'CHN1', 'TIMM8B', 'DOK5', 'BBS7', 'EIF6', 'TTL', 'SLC36A4', 'PRF1', 'ABRA', 'UBXN2A', 'EIF1AX', 'EIF2B4', 'MRPL1', 'GTF2H1', 'ABCG5', 'IGF2BP2', 'SEPT9', 'CSDE1', 'RFPL4B', 'AQP12B', 'MED25', 'AQP2', 'USP38', 'SDHAF3', 'ADD1', 'KIF26B', 'ATAT1', 'STAT3', 'ASB11', 'SEC23B', 'HERC1', 'IFNA13', 'HTN1', 'ZNF680', 'CYTIP', 'PIGO', 'BCL10', 'LDB1', 'MXRA8', 'METTL7A', 'GRM7', 'TCF19', 'PTGFR', 'ARSB', 'RAB15', 'ROS1', 'OIP5', 'ALPPL2', 'MAGI2', 'JMJD1C', 'FCHO2', 'SLC25A42', 'SERINC4', 'DICER1-AS1', 'BCL9L', 'COPS5', 'KRT80', 'CAV3', 'GGT3P', 'FHDC1', 'SH2D7', 'BCORP1', 'PDLIM5', 'ARSG', 'H1FX', 'DYTN', 'ZFP30', 'LOC100130331', 'NOL4', 'ATP5G1', 'LTBP2', 'CLDN7', 'ZNF587', 'ASB6', 'MAVS', 'DDT', 'COL1A2', 'HHIPL2', 'WFDC2', 'ZBBX', 'SCN1A', 'NIPAL4', 'SEPT2', 'RFT1', 'PFN4', 'OR52K2', 'RAB3A', 'H2AFX', 'LINC01128', 'COMMD5', 'EML4', 'MAGEA6', 'C2ORF50', 'COX19', 'EXOC5', 'TRIM13', 'CAPNS2', 'CNTN6', 'SNAP23', 'TCTA', 'HRASLS', 'UNC93A', 'REEP5', 'TDRD1', 'SNORD121A', 'HES5', 'MAP3K13', 'GNPDA1', 'VDAC3', 'FBXO6', 'TRAF4', 'RASSF8', 'TRIM66', 'C7ORF69', 'AOX1', 'GATS', 'THRSP', 'ARNT', 'AKAP3', 'CCNA2', 'SLC2A11', 'GSKIP', 'GSTM2P1', 'AMBRA1', 'SNORD123', 'FARP2', 'PTK6', 'SNX6', 'SVIL', 'TPD52', 'SH2D1A', 'MATN1', 'PLD5', 'SPAG11A', 'PTPN9', 'LDAH', 'MFN1', 'ADCK2', 'SNORD49A', 'MEOX2', 'TMEM167B', 'EVA1A', 'GPR52', 'SNORD1A', 'TTTY17B', 'CX3CL1', 'DOCK10', 'MTA3', 'SDF2', 'EMB', 'SFT2D3', 'SESN1', 'SMYD1', 'CLCN4', 'LRP12', 'WFDC11', 'SOX5', 'SLC25A14', 'ARHGAP1', 'SPATA25', 'ZNF781', 'STC2', 'PXDN', 'KIAA0226L', 'SYN3', 'TBCE', 'LILRA5', 'ABCA2', 'RNF19A', 'RSPH3', 'AATBC', 'ARID2', 'TPM1', 'ABHD2', 'C10ORF105', 'SNORD115-17', 'TRIP12', 'GSS', 'LOC344967', 'ZNF527', 'SLC26A11', 'KIF3C', 'HEG1', 'CLTCL1', 'RASGRF1', 'CLU', 'CCDC38', 'SLC26A4', 'CKM', 'THNSL1', 'XYLT2', 'CD3E', 'IKZF5', 'PCSK6', 'IGFBP2', 'ACOT1', 'SPPL3', 'SNX25', 'UNC13D', 'GSTO1', 'MRPS22', 'TBC1D3P2', 'KANSL2', 'ARRDC4', 'C16ORF46', 'KANSL1', 'APBA2', 'DIO3', 'GSTT1', 'LOC284578', 'ARHGAP35', 'PLN', 'CNOT3', 'DPY19L2P2', 'C1QTNF8', 'PHAX', 'NPAP1', 'CRELD2', 'KDM4A', 'SCN1B', 'ZNF770', 'WNT8A', 'AEN', 'HTT', 'KLHL33', 'SNAP29', 'MTCH2', 'AMDHD2', 'LMO3', 'AHCYL2', 'REXO1L6P', 'TTC21B', 'SNORA71C', 'XBP1', 'ATP6V1C1', 'RAB35', 'TMEM2', 'KLHL25', 'GPR3', 'SDF4', 'FCMR', 'FERD3L', 'KRTAP4-11', 'TMEM263', 'SETMAR', 'MRC2', 'ABLIM3', 'EDEM1', 'GPR160', 'TRNT1', 'HRASLS2', 'EMCN', 'NR1I2', 'PLIN3', 'TCEA2', 'KRT74', 'C10ORF32', 'NEIL3', 'TRAPPC11', 'DENND6A', 'ZNF830', 'C18ORF8', 'TRAPPC3', 'TSHZ3', 'GTPBP4', 'DCAF12', 'ZNF697', 'C1QTNF9B-AS1', 'KLHL40', 'HLA-J', 'NIPAL2', 'CYP26B1', 'SNORD45A', 'CTDSPL2', 'PRR19', 'PSMD5', 'AMER1', 'CCDC168', 'PNRC1', 'C2ORF54', 'CALHM1', 'CATSPERG', 'KCNMB3', 'FAM73A', 'SNORD79', 'PHOSPHO1', 'NXPH3', 'IFT27', 'SMCO1', 'VNN1', 'FBN3', 'GNA12', 'GNPTAB', 'RAVER2', 'TFCP2', 'HMP19', 'TMEM261', 'RNASE6', 'KCNN2', 'REST', 'GTSE1', 'SAYSD1', 'CCDC66', 'UBE2C', 'C8ORF82', 'POLR3GL', 'C6ORF1', 'TARS', 'CDHR5', 'FCRL2', 'EED', 'MAN2C1', 'ISX', 'SCD5', 'AGFG1', 'TRPT1', 'ULK1', 'TLE4', 'RRP1', 'LANCL3', 'SCARNA20', 'UBE2DNL', 'TNFRSF10D', 'TMEM201', 'ZC3H12C', 'GNPAT', 'LINC01551', 'CSN3', 'ZNF675', 'EMBP1', 'OR6C6', 'CD24', 'COL11A2', 'TMEM177', 'CAD', 'GNAS-AS1', 'A2M-AS1', 'ACTN1', 'TRIM10', 'C1R', 'MTHFR', 'LOC100128288', 'ILDR2', 'OMG', 'GLP2R', 'TSEN54', 'VPS36', 'RPSAP9', 'UNC5D', 'MED12', 'ABCC10', 'AWAT2', 'SNORD113-7', 'CBX2', 'LOC647859', 'SPEF1', 'LINC00298', 'OR51F1', 'SLC25A1', 'RPL31P11', 'XPO6', 'NANS', 'TBC1D2B', 'APMAP', 'LYSMD3', 'ZNF804B', 'ANGPTL5', 'UBE2V2', 'ABCA9', 'SLC7A2', 'FBRSL1', 'PRPF3', 'DCDC2', 'TIMM21', 'LRRK1', 'PLCD3', 'GNAI3', 'TEX10', 'PRMT6', 'ERMP1', 'SERPINA7', 'E2F7', 'TSR2', 'POR', 'DIRC1', 'POU6F2', 'GCNT1', 'ELL3', 'SYTL5', 'MBOAT2', 'MCPH1', 'PHLPP1', 'SNCG', 'MMP7', 'ARFGAP3', 'CALCOCO1', 'SORBS1', 'SDHD', 'PEA15', 'G3BP2', 'MLH1', 'RBMY1A1', 'C10ORF107', 'METTL7B', 'FDX1L', 'DHODH', 'HIRIP3', 'RBMXL3', 'SCNN1G', 'MGAM2', 'SEC14L3', 'HHIPL1', 'HOXB13', 'FASTKD5', 'C17ORF105', 'CLTC', 'HEPHL1', 'CSN1S1', 'KRT81', 'TSPAN17', 'JAM2', 'ANKRD34C', 'C9ORF116', 'RASSF4', 'FER', 'RAB6C', 'CLEC1A', 'NT5C3A', 'CEP131', 'RFPL1S', 'RTP4', 'TBC1D3H', 'NEDD9', 'MYO9B', 'FAM46A', 'CSRP1', 'ACER1', 'PIFO', 'FGD3', 'TTTY9B', 'BACE1', 'COQ3', 'PZP', 'CCL27', 'MBTPS2', 'CEP350', 'SAP30L', 'PIGA', 'LOC340017', 'CTRB2', 'RPS6KA2', 'CHRNA9', 'RXFP2', 'BCL3', 'TRADD', 'OR4K17', 'UBALD1', 'HYPM', 'MAP3K4', 'LINC00879', 'DNAH7', 'ATG5', 'SNORD18B', 'CYP2B6', 'SFTPA2', 'PQBP1', 'GPR156', 'MED14', 'UPF3B', 'ATG101', 'ZNF628', 'SUSD5', 'PLEKHG7', 'C7ORF31', 'DCST1', 'SERPINB1', 'CHAC1', 'SLC6A1', 'PDIA6', 'SELV', 'CD19', 'RBM41', 'TAF8', 'CYB5D2', 'TUSC5', 'RFESD', 'ATP13A2', 'HOXB1', 'ECHDC1', 'CADM4', 'INTS8', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12177449909053428
		RMSE:  1.1951653206606205
		NRMSE:  0.20089175544360185
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11829904064371455
		RMSE:  1.227018913081223
		NRMSE:  0.19873326310796913
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  4.707560885598955e-15
		NRMSE:  7.912797952026212e-16
		MAPE:  6.305122566849051e-12
		Pearson Correlation:  0.34426827143632915
		Spearman Correlation:  0.35586772022241736
		Coefficient of Determination:  -1.7902965265375368
		RMSE:  1.93819496036581
		NRMSE:  0.3139183959647906
		MAPE:  853.2072823861743

	Predictor:  ElasticNet
		Pearson Correlation:  0.6636745820305083
		Spearman Correlation:  0.637674563569765
		Coefficient of Determination:  0.336767064961486
		RMSE:  0.9189846210690533
		NRMSE:  0.1544693696853501
		MAPE:  406.374879139073
		Pearson Correlation:  0.6967901894242848
		Spearman Correlation:  0.6568383572334406
		Coefficient of Determination:  0.3703716417624179
		RMSE:  0.9206921088815038
		NRMSE:  0.14911925575483526
		MAPE:  244.14549887660607

	Predictor:  RandomForests
		Pearson Correlation:  0.7526977440056655
		Spearman Correlation:  0.6961781276239131
		Coefficient of Determination:  0.5605708364426705
		RMSE:  0.7480310745585702
		NRMSE:  0.12573430059983026
		MAPE:  249.25302049160365
		Pearson Correlation:  0.7713020571027094
		Spearman Correlation:  0.7247228620662666
		Coefficient of Determination:  0.5895574127169503
		RMSE:  0.7433588034443037
		NRMSE:  0.1203975905290246
		MAPE:  141.24744887711108

Protein:  CDH2
x_train_column_count:  474
x_train columns:  ['ZDHHC18', 'KIR2DL3', 'NQO2', 'GRK7', 'DNAH10', 'ATP6V1C2', 'ZBTB6', 'BAIAP2L1', 'ADCK3', 'SNORD114-16', 'UNC79', 'METTL12', 'FGL2', 'MUTYH', 'CMTR2', 'KPNA7', 'PNPLA6', 'RBM7', 'ERMARD', 'ASCC3', 'WNT16', 'MOGAT1', 'GCM1', 'PLA2G4F', 'ZPR1', 'FAM177B', 'LRIT3', 'SLC25A19', 'TLL1', 'SYT17', 'C4ORF32', 'RPL27', 'TTTY21', 'ACSM4', 'MGAT5', 'MRPL27', 'BTN1A1', 'KLK10', 'HAVCR1P1', 'EIF4E2', 'TSTD1', 'LOC646813', 'FILIP1L', 'SNHG10', 'DSCAM', 'LINC00928', 'RAET1E', 'PPAT', 'ZPBP', 'HAPLN2', 'CUX1', 'CIB2', 'NINJ1', 'H3F3AP5', 'UNKL', 'BAZ2B', 'NAB1', 'SSTR5-AS1', 'PRSS58', 'GPR85', 'RABGGTA', 'FJX1', 'TMED7-TICAM2', 'GBA3', 'LMBRD2', 'C5ORF63', 'KGFLP1', 'AKAP6', 'NXF2B', 'RORB', 'KIF3B', 'DACH2', 'RCC2', 'MMP12', 'LINC01341', 'CXCL13', 'AUNIP', 'ORMDL2', 'PRSS41', 'PLAG1', 'TEX15', 'MLIP', 'TLR9', 'ZFP69B', 'AMZ2P1', 'COCH', 'ZNF624', 'LYZL4', 'CRABP2', 'TMX3', 'PGAM1', 'SNORA15', 'C19ORF48', 'PRNT', 'CHCHD6', 'LINGO2', 'FLVCR2', 'AVPI1', 'STRA13', 'SELM', 'RPAP2', 'CLYBL', 'CHCHD10', 'PCDHA7', 'RPL14', 'MOCS1', 'ZNF619', 'FLJ13224', 'UBE2L3', 'FKBP3', 'KIAA2022', 'IRGC', 'CHRFAM7A', 'SEPT10', 'LRR1', 'TRIM3', 'CSTF3', 'SSTR2', 'SNCG', 'C20ORF195', 'FAM169A', 'SSX2IP', 'MICAL3', 'MRPS31', 'STAC3', 'DNAJC15', 'C11ORF84', 'CDC42SE2', 'NKIRAS2', 'PTPRVP', 'RBM12B', 'CMPK2', 'ABCC5', 'NVL', 'CACNB2', 'TACSTD2', 'NLRP8', 'HIST2H2AC', 'DNAJB6', 'INHBA-AS1', 'SNORD119', 'ZNF382', 'MS4A13', 'C1ORF116', 'MIB2', 'OPN5', 'LOC148709', 'TAX1BP1', 'LAMTOR1', 'ZNF564', 'CD300LG', 'GNB1L', 'PPDPF', 'OR2J2', 'LDLRAD2', 'S1PR5', 'PCDH7', 'NKTR', 'CTHRC1', 'PRSS33', 'RAB8B', 'LRRC57', 'FBXL22', 'RBP3', 'HHLA3', 'PDIA5', 'ECT2L', 'ARNTL', 'SNORD116-1', 'ITSN1', 'USP16', 'C9ORF171', 'EPM2AIP1', 'SMARCE1', 'BCL2L1', 'CDKN2D', 'APOC2', 'LINC00620', 'TUBB6', 'BPIFA1', 'MAD2L2', 'RPS23', 'OPHN1', 'NTM', 'SAP30L', 'MIS18A', 'MAPT-AS1', 'CPT1A', 'SLC26A2', 'ELF4', 'INSL5', 'PRKRIR', 'GSTZ1', 'CDC37', 'LYPLA1', 'UBE2D4', 'FAM71A', 'MRPL20', 'TPX2', 'C17ORF85', 'LINC00189', 'TCEAL1', 'SNORA70', 'C1QBP', 'MIR155HG', 'FAM84A', 'TEAD1', 'C6ORF163', 'MYOM2', 'ITGB3', 'CERCAM', 'TAF4B', 'TRA2A', 'RAB43', 'RNF17', 'GFRA1', 'EPC1', 'LINC00652', 'AQP8', 'RTCB', 'MYH7', 'ZNF784', 'DCANP1', 'RPS27L', 'TICRR', 'EHBP1L1', 'FAM228A', 'POMP', 'ELMSAN1', 'MTCL1', 'ARHGEF16', 'OR51G1', 'GOLGA6L6', 'ITGA3', 'RPL23AP53', 'PSME3', 'CMTM5', 'FAM179B', 'DRAIC', 'BDP1', 'LOC728554', 'ZNF565', 'USH1C', 'C5ORF28', 'DHCR7', 'TRIM50', 'HDX', 'FAM126A', 'RAD9B', 'GINS4', 'PCYT1A', 'RRAGA', 'PRDX5', 'RBM24', 'PCDHGA5', 'TNFSF4', 'GPD1L', 'GOLGA3', 'DLX3', 'SOSTDC1', 'FCN2', 'HSPB11', 'SPRY2', 'MBD5', 'TTTY1B', 'OR6C75', 'SMTNL1', 'PGPEP1L', 'SOD2', 'COL24A1', 'SNX24', 'MORF4L2', 'IL17RC', 'TNFRSF4', 'TAS2R13', 'IRF4', 'DKK2', 'SLC10A6', 'PITPNA', 'S100G', 'WDR72', 'ATP7B', 'HNRNPUL1', 'ADARB2', 'CAMKMT', 'SNORD29', 'HIF1A', 'CCDC113', 'POLD1', 'HSBP1', 'BPY2', 'BTNL9', 'OR4N4', 'FAM178B', 'PHLPP1', 'TAAR8', 'GID8', 'CDH11', 'PXT1', 'TM4SF1', 'CTNNA2', 'ANXA2R', 'PLAC1', 'TCP10L2', 'IL24', 'LINC01599', 'CGA', 'FOXN2', 'MESTIT1', 'SRD5A3', 'NCL', 'PITX3', 'CTAG2', 'PAX2', 'BCRP3', 'FAM201A', 'CAAP1', 'SNRPD3', 'ADAD1', 'SCAND2P', 'LIN52', 'CACFD1', 'FAM120B', 'LOH12CR1', 'C1ORF189', 'RBBP9', 'CYB561A3', 'TOB2P1', 'DNAJC10', 'SLC45A2', 'P4HB', 'OTUD5', 'LINC01558', 'PPRC1', 'PRG2', 'SNORD35A', 'LOC400043', 'MIPEP', 'GNB1', 'TULP2', 'TIMM9', 'FAM222A', 'DAPK3', 'PRR23C', 'DTNA', 'ARL10', 'CDHR1', 'SMC6', 'NLGN2', 'COA7', 'DNAI1', 'KCTD2', 'RNF169', 'RAD18', 'PURB', 'ADAR', 'IL17C', 'TSPEAR-AS2', 'PNPLA8', 'ADPRM', 'WFDC8', 'CD27-AS1', 'CMIP', 'ESCO2', 'TMEM141', 'CLCF1', 'CA5B', 'SNORD111B', 'STRADA', 'DPP4', 'COQ5', 'SLC22A9', 'SPOCK2', 'DYNLT3', 'ELMOD3', 'DCP2', 'UBE4A', 'ING2', 'PTGDS', 'SLC6A1', 'ERCC6L', 'OR6C2', 'FAM196A', 'PTPRU', 'HMGN3', 'LRRC47', 'RPL6', 'MAD2L1BP', 'GSR', 'KIF22', 'LINC00113', 'DKKL1', 'TRMT5', 'PPP3R2', 'RNF168', 'GLDC', 'TACR3', 'SRFBP1', 'SPATA2', 'ATG4B', 'DDX28', 'EFNB3', 'RBM28', 'XAGE5', 'SPATA20', 'TMEM241', 'ZNF735', 'C15ORF61', 'PSG11', 'FAM110B', 'RAD51D', 'LINC00298', 'SNORA8', 'CERS4', 'NPIPB5', 'KRT36', 'JADE2', 'PPP3CB', 'JRK', 'CDNF', 'SAP30', 'CCK', 'PDIK1L', 'MPP7', 'OR4L1', 'PAG1', 'SLC7A6OS', 'FMNL1', 'SAP30BP', 'STARD5', 'PNPLA7', 'PNLDC1', 'CYP2S1', 'LOC113230', 'DBR1', 'ZNF562', 'TMF1', 'HMGN2P46', 'HIST2H2BA', 'CIDEB', 'FAM58BP', 'LOC284441', 'CCDC150', 'SNAPC1', 'P2RY13', 'PALM2-AKAP2', 'TSSC2', 'KIAA1324L', 'TM9SF2', 'CHRNA3', 'AES', 'ZMYM4', 'COL19A1', 'NECAB1', 'LEPR', 'TCP11L2', 'LRRTM1', 'C10ORF131', 'HEPHL1', 'RTP5', 'CEACAM22P', 'LCN15', 'SPATA41', 'EFEMP1', 'GOLGA7', 'MCTS2P', 'S100A7L2', 'BASP1', 'FABP3', 'FOXD1', 'MTG1', 'SOBP', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004084060130477685
		RMSE:  0.37195168053170635
		NRMSE:  0.13741024893390016
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006474841096328898
		RMSE:  0.3763274359057868
		NRMSE:  0.1942134674644098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  LinearRegression
		Pearson Correlation:  0.9066293571501927
		Spearman Correlation:  0.8812299043662577
		Coefficient of Determination:  0.8177090414598698
		RMSE:  0.15848349980675125
		NRMSE:  0.05854861881314997
		MAPE:  2200.0499744888507
		Pearson Correlation:  -0.15821170437285154
		Spearman Correlation:  -0.10605306799336651
		Coefficient of Determination:  -13.877385060363013
		RMSE:  1.4468640356738336
		NRMSE:  0.7466914567135436
		MAPE:  755.2134758107478

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  RandomForests
		Pearson Correlation:  0.5437228229850538
		Spearman Correlation:  0.4634904034294969
		Coefficient of Determination:  0.1919425374885647
		RMSE:  0.33367418747744665
		NRMSE:  0.12326938030915657
		MAPE:  846.3405500864695
		Pearson Correlation:  0.07706416743044166
		Spearman Correlation:  0.12677299775631648
		Coefficient of Determination:  -0.007299295986484378
		RMSE:  0.3764815388548647
		NRMSE:  0.19429299626096128
		MAPE:  115.84663493548584

Protein:  CDH3
x_train_column_count:  75
x_train columns:  ['DEK', 'NCSTN', 'PTGFRN', 'ARID5A', 'C11ORF54', 'ERP44', 'C10ORF95', 'NCK1', 'COL4A4', 'FIG4', 'PGBD2', 'ZBTB9', 'MYL9', 'OR4N5', 'SMPDL3A', 'MPP3', 'NRG4', 'ARHGEF10L', 'KRT24', 'ABCA11P', 'EVPL', 'KRTAP19-7', 'ZNF443', 'PRIMPOL', 'CHERP', 'TNFRSF11B', 'SH2D5', 'OR8G2', 'FGF21', 'TMEM155', 'FUT9', 'CTSS', 'ABCF1', 'SESN2', 'EEF2K', 'JAK3', 'LOC728323', 'TMEM194B', 'MYH9', 'ATP6V1C2', 'ITGA4', 'LOC646813', 'ZC3H11A', 'DCTN2', 'DIAPH3', 'HPN-AS1', 'DYTN', 'GLTSCR1L', 'OR5B17', 'ISLR2', 'IQCF3', 'MMGT1', 'KRTAP5-7', 'FRMPD1', 'EMP2', 'CELSR3', 'TCTEX1D1', 'NCAPH2', 'MTX1', 'COQ9', 'KLF2', 'GPR27', 'DDX11L2', 'PRRT4', 'FRA10AC1', 'LINC00202-1', 'CCR2', 'ADRA1D', 'CRHR1', 'MTMR8', 'CHRNB1', 'FBLN7', 'OR2T33', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003025178489952651
		RMSE:  0.20883135309817671
		NRMSE:  0.14651130458142275
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.766266116724594e-05
		RMSE:  0.2045852237570374
		NRMSE:  0.1565890990172577
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  LinearRegression
		Pearson Correlation:  0.5322044836281461
		Spearman Correlation:  0.5081431971496849
		Coefficient of Determination:  0.2832410088327435
		RMSE:  0.17677327021934544
		NRMSE:  0.12402008630756121
		MAPE:  729.9045760722189
		Pearson Correlation:  0.5012440464520126
		Spearman Correlation:  0.5320993073846454
		Coefficient of Determination:  0.20635130977212224
		RMSE:  0.18225350720356906
		NRMSE:  0.1394964502403878
		MAPE:  398.3367919146368

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  RandomForests
		Pearson Correlation:  0.565900991710726
		Spearman Correlation:  0.5382276615011882
		Coefficient of Determination:  0.24695189591505706
		RMSE:  0.18119298563106537
		NRMSE:  0.12712085762969733
		MAPE:  341.90493904186275
		Pearson Correlation:  0.4261019099256333
		Spearman Correlation:  0.4586333040678958
		Coefficient of Determination:  0.1627836385035495
		RMSE:  0.1871891171584088
		NRMSE:  0.1432741556960213
		MAPE:  201.31782106500626

Protein:  PTEN
x_train_column_count:  886
x_train columns:  ['MYCT1', 'CACNG6', 'ERCC1', 'UNC13D', 'LOC91450', 'WBSCR27', 'AADAC', 'EGFL8', 'ACBD4', 'LGALS12', 'EHF', 'ZNF155', 'KCNK16', 'CARD9', 'ATP5SL', 'PCDH20', 'OR51D1', 'KDELR2', 'LIPF', 'PIWIL4', 'ZRANB3', 'BAHD1', 'GRIK1', 'RINL', 'JADE3', 'IER2', 'SNORD116-3', 'FZD5', 'GNG7', 'TCEANC', 'KRTAP23-1', 'OR4C46', 'CLDN11', 'TMEM63C', 'PLK4', 'RAB34', 'TSG1', 'MPP5', 'NOX3', 'TNIP1', 'VCPIP1', 'RALBP1', 'IMP3', 'SYNDIG1', 'PRCC', 'PDHB', 'KPNA6', 'GOLGA7', 'SLC25A3P1', 'SUN5', 'R3HDML', 'HK2', 'PHF6', 'PIP4K2A', 'CROCCP2', 'SLC6A9', 'LINC00032', 'XPO6', 'FAM161B', 'HSBP1', 'ZNF676', 'SENP8', 'POLR3B', 'RFNG', 'GALNT13', 'MSX2P1', 'DMBT1', 'FAM98C', 'ADGRG3', 'CYP21A2', 'RP2', 'UNC5CL', 'YIPF5', 'SCGB1B2P', 'PADI1', 'TCAIM', 'RLN1', 'PGAP2', 'DGKD', 'SMAD6', 'CHIC1', 'TCEAL3', 'ST6GALNAC5', 'ISM1', 'PTBP3', 'PCDHGA2', 'CORO6', 'IER5', 'CENPP', 'KRT32', 'ZNF791', 'FER1L5', 'SMCR5', 'RPS2P32', 'GID8', 'ZDHHC13', 'GTPBP1', 'AARD', 'PCDHA4', 'SPRR2C', 'ZNF581', 'TMEM263', 'SPPL2A', 'SNAR-H', 'CARNS1', 'ARMT1', 'CAB39L', 'FAM179B', 'WNK1', 'XRCC4', 'PRR35', 'SH2D1B', 'LMOD3', 'REXO2', 'MRPL3', 'SIRT7', 'TTLL11', 'PRMT5', 'SLC8A3', 'XKR6', 'BCL2', 'PAX1', 'MMP1', 'GPIHBP1', 'DACT1', 'SYNRG', 'FOXM1', 'G6PC2', 'IQGAP3', 'GDPD5', 'DDC', 'MYO15A', 'MIA2', 'TMEM136', 'MPDZ', 'SLC6A1', 'COG3', 'LINC01591', 'ADGRF5', 'NKG7', 'ERGIC2', 'COX11', 'COX7B', 'SNORD114-20', 'PTGS2', 'SCCPDH', 'ST8SIA2', 'FAM162B', 'SMIM15', 'HS3ST1', 'ZBED2', 'TMEM59L', 'PRKCE', 'TMEM219', 'LOC645166', 'PDE3B', 'JAKMIP3', 'MIB1', 'RAB11FIP2', 'LAT2', 'DPH3', 'ZNF835', 'GPR19', 'SNX29', 'ZNF883', 'ESCO2', 'MRPS23', 'FFAR2', 'EEF2', 'ZDHHC17', 'SLCO6A1', 'IDH3A', 'GNB1', 'SEC63', 'ARFGAP1', 'VN1R4', 'WARS', 'SRSF8', 'CTSO', 'SLC32A1', 'SQRDL', 'TAF9', 'LINC00667', 'STARD3NL', 'CTDSP2', 'RPUSD4', 'TUBG2', 'LOC728392', 'ACPP', 'CACNG1', 'PSMA8', 'CDK5RAP3', 'GBA2', 'VPS51', 'XG', 'KLHL24', 'WDR60', 'SKAP1', 'DOCK2', 'MIR17HG', 'TMEM179', 'SNORD116-23', 'TBC1D3H', 'C9ORF64', 'C9ORF153', 'MAZ', 'NEU2', 'NT5C1A', 'FAM69B', 'ARMCX5', 'IL2', 'ZNF774', 'PDZD7', 'MS4A8', 'CEP290', 'ATXN7L3', 'IFI44L', 'MUL1', 'CCSER2', 'RUVBL1', 'CDH24', 'ZCCHC13', 'CRLF2', 'RHOBTB2', 'SLCO4A1', 'CSPG4', 'DYNC1LI1', 'TTTY17A', 'CPPED1', 'PRDX3', 'MORC1', 'TMCC3', 'GPR89A', 'C20ORF85', 'KDM3A', 'EXPH5', 'DNM3', 'MED1', 'TMEM156', 'KRT72', 'GSTZ1', 'HSFY1P1', 'C17ORF98', 'PEX11A', 'HLX', 'CIB1', 'LOC613037', 'TTC33', 'SPATA33', 'ZNF184', 'ARL14', 'LINC00298', 'EFHC2', 'PCDHB19P', 'OR10A4', 'POU4F1', 'FAM35A', 'DDX17', 'SLC25A20', 'AKNAD1', 'PPP1R1A', 'NELL2', 'VPS35', 'FBXO44', 'COX4I2', 'RPAIN', 'SLIRP', 'DNAJC1', 'STRADA', 'KCNQ3', 'BBC3', 'TFIP11', 'CLNS1A', 'ZNF514', 'MATR3', 'NHS', 'LINC00893', 'B4GALT7', 'PNISR', 'RBP3', 'MMAA', 'POC1B', 'HABP2', 'MGAM2', 'PVRL3', 'TFAMP1', 'SPNS2', 'DUSP4', 'PTDSS2', 'C1ORF95', 'SNF8', 'MOCS3', 'POLR2J', 'CCNB2', 'COA3', 'GIMAP4', 'SPAG4', 'BAK1', 'PAPOLG', 'TRAPPC2', 'GPR132', 'RCN3', 'ERLIN2', 'IQCJ', 'ISOC2', 'FDXR', 'RNF213', 'DCAF4L2', 'SMG1P3', 'MYBL2', 'WNK3', 'MB21D1', 'TRIM74', 'PLAA', 'PRL', 'FOXI1', 'GJB1', 'PIK3CD', 'TBCEL', 'C10ORF10', 'GALNT8', 'TTC31', 'RDH8', 'MEF2C', 'BAG3', 'SYT13', 'TMPRSS11D', 'MARCKSL1', 'C9ORF116', 'TCHH', 'MRPL21', 'TRAPPC1', 'ABCC10', 'MAGEA3', 'SNORD102', 'SPOP', 'BAG4', 'ZNF131', 'CARS', 'SPATA32', 'LINC01465', 'PCDH10', 'MEIS3P1', 'PTCD3', 'SCAND1', 'LOC202181', 'TCIRG1', 'ADRBK2', 'RSPRY1', 'PIK3R5', 'MGAT1', 'C3ORF79', 'TSC2', 'IZUMO4', 'OR2T2', 'SYCE1', 'ZNF772', 'TP63', 'NOC4L', 'GLRA4', 'SFRP4', 'F13B', 'GSTA5', 'NLN', 'IQUB', 'WARS2', 'OR4E2', 'IMP4', 'SNAR-A2', 'STXBP1', 'NUDT4', 'LURAP1', 'MDH2', 'FIBP', 'CCNT1', 'FGFBP2', 'APPBP2', 'NDNL2', 'FASTKD1', 'RAB4B', 'ZNF816', 'PITX3', 'CHRNB1', 'MYLK', 'SESN3', 'PIP5K1B', 'ASH2L', 'PLOD1', 'ARHGEF25', 'PCBD1', 'VTN', 'SEC13', 'TRIM53AP', 'GKN2', 'NPW', 'YEATS4', 'PPM1E', 'SULT1A1', 'DUX4L6', 'OSR2', 'INPP5E', 'CCDC13', 'FAM3C', 'CHRNA10', 'ECEL1', 'TMEM14E', 'TYRP1', 'CRP', 'SUOX', 'CHID1', 'TNC', 'NINL', 'RHBDD2', 'ARL6IP5', 'CATSPERB', 'C16ORF71', 'RBFA', 'MMADHC', 'CCDC102A', 'MMGT1', 'MYT1', 'REC114', 'TTTY17B', 'SLC25A51', 'WDR27', 'DNAJB14', 'GAS2L1P2', 'SNORA53', 'TMIGD1', 'EXOSC8', 'SSR1', 'TMEM126B', 'ILKAP', 'CDHR5', 'ISCA2', 'TLR1', 'RAB24', 'OR6W1P', 'YARS2', 'XRCC2', 'KRT10', 'CARD11', 'PSMA4', 'DNAJC5G', 'C11ORF86', 'MFSD12', 'KDF1', 'TIMM22', 'TMPRSS9', 'TBL2', 'MNX1', 'CDC34', 'NUDCD2', 'OR10K1', 'QSOX2', 'RASSF7', 'AADACP1', 'GPC5', 'NUDT5', 'GMPR', 'CCDC153', 'ASIC5', 'EPB41L4A-AS2', 'ACER2', 'GCG', 'MAGEB3', 'MIR100HG', 'PKIA', 'TMEM92', 'GOT2', 'AFAP1', 'UBASH3B', 'LAMA1', 'PRR15L', 'JMY', 'FAM65A', 'TMEM170A', 'ZNF70', 'RPF2', 'ATP5L', 'DUSP7', 'TMPRSS6', 'OR2T3', 'SLC4A4', 'ST13', 'TPPP3', 'ZNF718', 'C8ORF74', 'B3GALNT1', 'OSTF1', 'ABI1', 'ACOX3', 'CEP44', 'GPD1', 'ZNF517', 'CGRRF1', 'ATP1A1', 'DUSP5P1', 'SNORD67', 'TCF4', 'CT47A9', 'RUNX1', 'FAM171A2', 'HIST1H2AB', 'TMEM79', 'ROCK1', 'GTDC1', 'CD248', 'CENPO', 'NPR1', 'VPS72', 'DYNAP', 'COA7', 'TNFAIP2', 'ZBTB47', 'IKZF1', 'MRAS', 'FANCL', 'MRGPRF', 'TMX1', 'POMK', 'SNORD115-39', 'PRTG', 'OTOR', 'SEPHS1P1', 'KRT73', 'CSDE1', 'UBN1', 'TSPY2', 'EVI2B', 'ERAS', 'PMS2P5', 'SNORD82', 'RFXAP', 'BSN', 'ATXN1L', 'DDIT3', 'MUS81', 'GTF2H1', 'BNIP2', 'BTN1A1', 'COG6', 'LOXL1', 'LINC00696', 'C1ORF204', 'ATP1A1-AS1', 'ATHL1', 'LYRM4', 'ECE1', 'TUBB4B', 'PTTG1IP', 'LIN52', 'NUTM2A-AS1', 'ZWINT', 'AUNIP', 'SPRED1', 'METRNL', 'GPD1L', 'BMS1P20', 'GYS2', 'GSTA2', 'ZSWIM2', 'YBEY', 'SLAMF7', 'GDA', 'TRIAP1', 'TOMM22', 'MYH10', 'CWC25', 'SNORD113-9', 'ANAPC1', 'IL23A', 'MORN5', 'GAGE2D', 'OR4F21', 'TUBA1C', 'FAM133CP', 'CST1', 'ADCY10', 'AZIN2', 'OR6B3', 'RAB5B', 'OPALIN', 'HTR2A', 'DCTN5', 'C1QTNF4', 'HAMP', 'FIGNL1', 'WDR36', 'SLC2A10', 'FRMPD1', 'NHLRC1', 'IQCC', 'ATXN2L', 'SC5D', 'LANCL1', 'CELA2A', 'RPA4', 'LBH', 'CAPRIN1', 'UGT2B10', 'LDB1', 'EPHA7', 'ZMYM5', 'HNF1B', 'ISLR', 'ENTHD2', 'DPP7', 'C1ORF140', 'GTF3C2', 'TP73-AS1', 'FADD', 'ACSM3', 'OR2AE1', 'NT5DC2', 'TNFAIP3', 'DCLK1', 'SLX1B', 'TMEM161A', 'GALNT11', 'PSG7', 'ADAMTS19', 'MAK16', 'KLHDC1', 'FGF12', 'TREML3P', 'ACOT7', 'SPAG11A', 'TDRD3', 'ZNF398', 'KRTAP4-4', 'SP5', 'ZNF286A', 'SLC26A1', 'OR1S2', 'TAAR6', 'LILRA2', 'REM1', 'CDR2L', 'SERTM1', 'C11ORF49', 'TMEM223', 'FER', 'SNORD46', 'TCTA', 'NIPSNAP3A', 'PPIL1', 'HLA-DQB1', 'CD320', 'C14ORF37', 'CDKAL1', 'SHKBP1', 'LBHD1', 'DNM1L', 'LRRC74A', 'FAM110C', 'ALG9', 'SUGP2', 'CFAP52', 'INO80B', 'CHKB', 'SFT2D2', 'TEX2', 'DEFB113', 'ST6GALNAC1', 'BTBD1', 'FRY', 'OR52B6', 'EXOSC5', 'MSTN', 'ULBP2', 'PAF1', 'ANKRD30BL', 'HSP90AB1', 'PSG5', 'C14ORF177', 'MCPH1', 'COX7A2', 'C5ORF24', 'RPN2', 'THSD1', 'ZSCAN4', 'TUBA3E', 'NTRK1', 'KLHL12', 'RNF168', 'LECT2', 'DDX10', 'HTR1A', 'LOC100128573', 'ENPP5', 'TM9SF3', 'TAC4', 'CANX', 'PKIG', 'SRP68', 'CCBL1', 'VIM', 'C8ORF76', 'GBA3', 'TMEM39A', 'TMEM150C', 'INTS4', 'PADI3', 'TIMM17A', 'EEF1E1', 'BMP5', 'ACOT2', 'UBXN1', 'COASY', 'GAGE12F', 'CCT4', 'ACTG2', 'PPP3CB', 'KIAA1045', 'CLDN23', 'DLGAP2', 'LOC644936', 'ASB1', 'SH3BGRL3', 'SNORA70B', 'SLC22A5', 'C21ORF58', 'ZBTB1', 'PXYLP1', 'CDK8', 'MAGEA2', 'USPL1', 'CENPC', 'HIST1H2BF', 'ATP5O', 'RAX', 'CFAP44', 'PWAR5', 'TAF7', 'ANKRD31', 'SEMG2', 'ADAM15', 'LMNTD2', 'HIST1H3C', 'RNF41', 'ARL6IP4', 'HOXA5', 'CLEC16A', 'KIF18A', 'HBD', 'SAP30BP', 'FAM103A1', 'MRPL36', 'FAM8A1', 'ZNF236', 'NUDT7', 'CTXN2', 'PRAMEF10', 'PTK2B', 'CRYM-AS1', 'ATP11A', 'SNORD33', 'SLC25A24', 'STAM2', 'ZRANB2', 'SEBOX', 'HDHD2', 'COL7A1', 'TMED10', 'ZG16B', 'CELF1', 'PRSS38', 'GSAP', 'DDX26B', 'KRT8P41', 'LAP3', 'PTMA', 'BGN', 'APLNR', 'FOXH1', 'CLK1', 'INPP5F', 'NCS1', 'ZNF704', 'SETDB2', 'BHLHE40', 'SUPT4H1', 'C8A', 'SPDYA', 'WDR44', 'PMP22', 'GAS2L1', 'RAB8A', 'MTERF4', 'BTN3A3', 'ACSS3', 'BCRP3', 'PRELP', 'STUB1', 'C1ORF52', 'FAM26D', 'SLC9A7', 'SMAD1', 'CLEC3A', 'PFN1P2', 'KATNBL1', 'C9ORF91', 'GPR82', 'RASL11B', 'NUDT19', 'TMEM86B', 'CHD2', 'CYP2A6', 'WDR49', 'UBAC1', 'PSMB5', 'PAEP', 'MARCH11', 'MDK', 'CLEC1B', 'PRKCH', 'HYKK', 'PRDX5', 'TSC22D3', 'TMEM53', 'ZMYND8', 'INPP5B', 'ZNF512', 'NRSN1', 'ME2', 'PLP1', 'SKOR1', 'C4ORF32', 'TTC39C', 'SCARNA8', 'PCDHGA12', 'WFDC8', 'SF3B5', 'CDK12', 'MCM7', 'STAP2', 'PSMA5', 'ADPGK', 'BEST1', 'NUCB2', 'CUX2', 'POGK', 'GLT8D2', 'PHLDB1', 'LRRN4CL', 'SPAM1', 'SUSD1', 'TCTN2', 'C20ORF203', 'SPAG8', 'PTGFRN', 'NFS1', 'ALOXE3', 'LOC400043', 'GRAMD2', 'SYN1', 'HGC6.3', 'OR4C45', 'ZNF582', 'CHAC1', 'FAM169B', 'SNORD115-16', 'ARFGEF3', 'NAPA', 'THNSL1', 'L3MBTL3', 'PDRG1', 'FANCD2OS', 'ANKRD34A', 'RAET1G', 'PLAG1', 'RARB', 'FAM46C', 'KLF4', 'HSD17B1', 'ADIRF', 'KRTAP19-5', 'PDSS1', 'GLYCTK', 'ZNF771', 'RPL27A', 'NOP14-AS1', 'CHST2', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.042477457330321045
		RMSE:  0.639641264822803
		NRMSE:  0.10001427016227082
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.028094267476815427
		RMSE:  0.5035947533045023
		NRMSE:  0.16597282753427667
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.458230587102
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389449
		RMSE:  0.49877990548911916
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809618

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  2.911754014066937e-15
		NRMSE:  4.552816846324661e-16
		MAPE:  6.7210461019423446e-12
		Pearson Correlation:  0.13101480171081462
		Spearman Correlation:  0.17623158716222811
		Coefficient of Determination:  -3.881763621062613
		RMSE:  1.0973700456967364
		NRMSE:  0.3616670113033868
		MAPE:  816.4281410768989

	Predictor:  ElasticNet
		Pearson Correlation:  0.4505204276012525
		Spearman Correlation:  0.4486188814602818
		Coefficient of Determination:  0.082130461746862
		RMSE:  0.6001967170695838
		NRMSE:  0.09384672301924536
		MAPE:  389.20560073325066
		Pearson Correlation:  0.20212657726973168
		Spearman Correlation:  0.25994537118329925
		Coefficient of Determination:  0.030707907726839734
		RMSE:  0.48898108831903897
		NRMSE:  0.16115651187101673
		MAPE:  155.21207026492277

	Predictor:  RandomForests
		Pearson Correlation:  0.6082013988213127
		Spearman Correlation:  0.5654429620732799
		Coefficient of Determination:  0.3065305111649408
		RMSE:  0.5216951701283464
		NRMSE:  0.08157222580382244
		MAPE:  286.27379352818906
		Pearson Correlation:  0.35722744716908617
		Spearman Correlation:  0.3593524982537908
		Coefficient of Determination:  0.12207599297607474
		RMSE:  0.46536443585664644
		NRMSE:  0.15337302612110157
		MAPE:  185.16489302191695

Protein:  BRCA2
x_train_column_count:  363
x_train columns:  ['CDCA7', 'PTGR2', 'CNNM1', 'GLRA3', 'KRTAP10-11', 'DIRC2', 'GPR17', 'OR4D6', 'FARSB', 'CEACAM6', 'SEPSECS', 'ANKRD36', 'NELL2', 'BAP1', 'COL6A4P1', 'OR6S1', 'HNRNPCL3', 'CELA3A', 'DEFB131', 'TRAPPC9', 'SULT4A1', 'SRBD1', 'GPR158-AS1', 'YY1AP1', 'UGT1A10', 'YPEL2', 'MAP4', 'LOR', 'NAB2', 'RAF1', 'ANKFN1', 'TBC1D3', 'PELO', 'ARHGEF18', 'KRTAP5-4', 'TMLHE', 'GRAMD1A', 'PIN1P1', 'MAD2L1', 'MARK2', 'MCUR1', 'PPBPP2', 'IRF7', 'PHAX', 'SLC8A2', 'ASH1L', 'MARCH1', 'SUV420H1', 'ZNF519', 'EHD1', 'CCDC124', 'BSPH1', 'ITGAV', 'SLC6A17', 'RRM1', 'ZNF134', 'MXRA8', 'NME8', 'HCG18', 'DDX21', 'DAB2', 'SCUBE2', 'CALCOCO2', 'C16ORF71', 'KIR3DL2', 'PPWD1', 'GNAT3', 'SLC25A32', 'FATE1', 'WNT11', 'MANSC1', 'CRHR2', 'NDUFS5', 'BCAS1', 'HSD17B4', 'SAFB2', 'CCDC91', 'PUM1', 'BRINP1', 'IFNLR1', 'CD8A', 'C12ORF76', 'DNHD1', 'KATNBL1', 'ZFYVE27', 'ZNF512', 'IL5RA', 'C3ORF14', 'ALPI', 'WNT5B', 'TAPBPL', 'SULT1A3', 'KIF26B', 'GK2', 'ZSCAN12', 'CYP2F1', 'STX10', 'ARPC1B', 'DGCR5', 'HERC1', 'GNA15', 'S100A1', 'HMGA2', 'GSS', 'ATF7IP2', 'SFXN2', 'SRSF7', 'SKIL', 'ZDHHC2', 'LMF2', 'OACYLP', 'NUPR1', 'MRPS2', 'DNAI2', 'NSMCE4A', 'CTSH', 'ADCY5', 'ABCB6', 'BACE1', 'C2ORF69', 'PEAK1', 'WNT4', 'ASB13', 'FASTKD5', 'ABCC10', 'ZNRF2', 'CISD1', 'SPRYD4', 'PRKAR2A', 'LDLRAP1', 'LAMTOR4', 'ITGA3', 'MIR4697HG', 'LRRC57', 'TMED7', 'NOTUM', 'TMEM102', 'FTHL17', 'PDZK1IP1', 'ADAP2', 'ST7-AS2', 'NXPE2', 'ANP32AP1', 'MTDH', 'HSPB1P1', 'NMUR1', 'ZNF678', 'TVP23C', 'METTL15', 'CREBBP', 'ACTRT1', 'YLPM1', 'IL23R', 'C14ORF28', 'DAPK2', 'BTC', 'FSCN1', 'LPPR5', 'FAM53A', 'CYLD', 'EIF2D', 'MAP1LC3C', 'ERLEC1', 'KIF1BP', 'KIF21B', 'MRPS11', 'DLEC1', 'GSTK1', 'LRRC75A-AS1', 'TACO1', 'RLTPR', 'MAGI2', 'RHEBL1', 'ITGB5', 'C8ORF74', 'ITPRIPL2', 'NOL4', 'MYO1H', 'AFAP1L1', 'UBR5', 'IDI2', 'FBXO4', 'AASDH', 'AADACP1', 'C1ORF146', 'MARCH11', 'LINC00240', 'MFAP4', 'FGD5', 'MMAB', 'GPR62', 'ITPRIP', 'BRS3', 'NELL1', 'PNPLA5', 'ZNF267', 'FAM192A', 'C9ORF171', 'HSPBAP1', 'TSN', 'TBC1D16', 'PCDHA10', 'LETM1', 'DPYS', 'XKR3', 'TTC21A', 'KRT33A', 'PLVAP', 'MYO9A', 'BAGE2', 'SNORD116-8', 'RBBP7', 'NTSR1', 'OR51M1', 'TCHP', 'IFNAR2', 'UBE2Q2P2', 'HIST2H3C', 'RPRD2', 'TBL1X', 'TAS2R3', 'ZNF792', 'HIST1H2AK', 'GNB5', 'SNORD116-11', 'PACSIN2', 'YWHAEP7', 'LINC00523', 'ANP32E', 'LL22NC03-63E9.3', 'SOD2', 'TOR1AIP2', 'LSM5', 'ZNF704', 'ATOH7', 'ZNF45', 'MST1R', 'NNAT', 'RNF34', 'SNORD35B', 'SNORD2', 'VPRBP', 'DDA1', 'PSORS1C2', 'CX3CL1', 'THUMPD3-AS1', 'OCM', 'SUPV3L1', 'IFNA5', 'CLPTM1', 'C3ORF35', 'LINC00654', 'PRDX2', 'ZNF836', 'GSTCD', 'SLC37A1', 'CEP250', 'HTR3E', 'CELA1', 'CCT2', 'DCT', 'FAM157A', 'UGT3A1', 'L2HGDH', 'SLC36A1', 'ACBD6', 'DNAJB5', 'KIAA1324L', 'PDE6G', 'DHODH', 'UPK1B', 'APOBEC4', 'MRPS14', 'CBR3', 'LOC256880', 'TMEM155', 'ATAD5', 'MTX2', 'RBM33', 'CTNNBIP1', 'POLR3F', 'SUSD3', 'PAGE5', 'CEP83-AS1', 'RHBDD3', 'PCSK2', 'ZDHHC12', 'FOXE1', 'PSMA4', 'LCOR', 'ZMYND11', 'CCDC37', 'GNAL', 'ERP29', 'OBFC1', 'NCAPG', 'SNORD114-29', 'TPH2', 'CAPN9', 'MEGF6', 'UNC5CL', 'CLPX', 'CXORF36', 'SLC6A11', 'GCA', 'CYTH2', 'ZNF540', 'SNHG7', 'HOOK2', 'GFER', 'RNF151', 'PGPEP1', 'CATSPERB', 'FAT1', 'CHRNA4', 'FBLL1', 'SRMS', 'POMT2', 'CARD16', 'DSN1', 'POU2F1', 'C12ORF45', 'SLC35D1', 'USP3', 'EIF5AL1', 'GINS1', 'POU6F1', 'ATP6V1G2', 'OSGIN1', 'KLHL34', 'COQ4', 'COBL', 'EEF1E1', 'SERPINB1', 'SOHLH2', 'EIF3D', 'ETFB', 'TM4SF4', 'ATP6V1C1', 'CSF2', 'TIPARP', 'PLAG1', 'SLX1B', 'MBLAC2', 'C11ORF74', 'KLK14', 'CYP2D7', 'GRHL1', 'SLC13A3', 'EPX', 'S100A7L2', 'MAGT1', 'ARHGAP21', 'RECQL', 'BNIP3', 'ZNF223', 'SNX12', 'FKRP', 'TCEANC', 'ZC4H2', 'ALG1L2', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026562361008646285
		RMSE:  0.19787350383771835
		NRMSE:  0.12800221484333532
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00017758204834872338
		RMSE:  0.18475106890837595
		NRMSE:  0.18489898809885505
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  LinearRegression
		Pearson Correlation:  0.8542916931010961
		Spearman Correlation:  0.8263215138277644
		Coefficient of Determination:  0.7298142968080403
		RMSE:  0.10271711118553102
		NRMSE:  0.06644658066418112
		MAPE:  338.67233601722864
		Pearson Correlation:  0.05143381487649849
		Spearman Correlation:  0.2566411284768375
		Coefficient of Determination:  -590.8623492625989
		RMSE:  4.494265848103521
		NRMSE:  4.497864139415054
		MAPE:  955.555688292442

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  RandomForests
		Pearson Correlation:  0.5787194974059392
		Spearman Correlation:  0.5226294220952626
		Coefficient of Determination:  0.18704837445432276
		RMSE:  0.17817385080642434
		NRMSE:  0.11525872382131909
		MAPE:  166.22483727485144
		Pearson Correlation:  0.27561101950389905
		Spearman Correlation:  0.29955406735227047
		Coefficient of Determination:  0.06281926516290437
		RMSE:  0.17883811265488095
		NRMSE:  0.1789812976930354
		MAPE:  131.70353004626415

Protein:  CDKN2A
x_train_column_count:  614
x_train columns:  ['MMP12', 'ZHX3', 'CHP2', 'IRS1', 'FAM195A', 'UBXN2A', 'IL7R', 'ACOX2', 'PLAU', 'LRRC36', 'RBM22', 'IPO5', 'AGO2', 'KRT13', 'POLR3A', 'SGCD', 'MRPL17', 'SENP3', 'ZNF676', 'PRPS1L1', 'WDR49', 'SMC2', 'IQUB', 'CD1D', 'RPP38', 'SNORD115-4', 'SLC4A3', 'ECE2', 'APOA2', 'DDA1', 'CARD17', 'TMEM132C', 'PAGE5', 'TMEM201', 'MROH8', 'ZNF337', 'DST', 'TXNDC5', 'FGF2', 'FBXO48', 'WDR93', 'CAPZB', 'C11ORF95', 'ZNF503-AS2', 'CD40LG', 'MCM5', 'ASH2L', 'AFAP1-AS1', 'PEX11B', 'SCN3B', 'SH3BP1', 'LY86', 'RNF115', 'ZDHHC5', 'ARHGEF25', 'SYT16', 'STYXL1', 'OLFML3', 'KLHDC7A', 'NKX1-2', 'CHST7', 'NDUFS5', 'GTF2F1', 'HSFX2', 'ZFHX4', 'RAMP3', 'UBE2Z', 'USP32', 'RBCK1', 'PPP1R14C', 'PRAMEF4', 'LOC341056', 'KRTAP5-5', 'WSCD1', 'KRTAP6-3', 'NUP50', 'C2ORF78', 'CCDC74B', 'FAM215A', 'EBF1', 'CASC3', 'COL26A1', 'OR10W1', 'FAM41C', 'THNSL1', 'NUP107', 'REC114', 'GXYLT1', 'PRICKLE2', 'PIP4K2B', 'VSTM2B', 'DLEU2L', 'ASAH1', 'CEBPG', 'UQCRC1', 'TAF15', 'TMEM80', 'NPM1', 'ADTRP', 'BOLA3', 'CSMD1', 'TUBA4A', 'UPF2', 'KRTAP21-1', 'FMNL2', 'SNX21', 'TMEM87B', 'NANOS3', 'ASB6', 'HMGCS1', 'SAC3D1', 'C7ORF25', 'UIMC1', 'MFSD9', 'SPAG17', 'PPAP2B', 'PFKFB3', 'SNORD32B', 'SNORD111', 'FMO3', 'EDEM3', 'LRSAM1', 'PASD1', 'ACTRT2', 'IAH1', 'PRR18', 'ADAMTS16', 'CXCL11', 'ZNF620', 'GATA4', 'RIN1', 'OR51F2', 'CENPV', 'IPO7', 'NDUFB10', 'EFHD2', 'ZNF205', 'PATL1', 'EN1', 'PRR26', 'ZFHX3', 'FAM69C', 'KRTAP21-2', 'AGL', 'C19ORF48', 'ELMSAN1', 'PPP2R4', 'TNR', 'C8ORF48', 'HMP19', 'FAM9B', 'KRTAP10-7', 'DDX12P', 'CHST4', 'FAM162B', 'C1QTNF1', 'RNF135', 'GOLGA7', 'ZNF33A', 'GLMN', 'OR3A1', 'ODF2', 'FCGR1C', 'TMEM71', 'CPSF7', 'SCGB1C1', 'CA9', 'ITGA11', 'MLEC', 'BRD2', 'CREG1', 'ESAM', 'KCNMB2', 'S100G', 'CDCA8', 'MOB1A', 'SAMD12', 'LOC344967', 'VPS28', 'SPINT1', 'IFNA2', 'LRRTM3', 'MSRB1', 'OAZ3', 'SLC17A2', 'NANOS1', 'PRAMEF14', 'OTUD7A', 'TMEM44', 'ASCC1', 'RFX2', 'BRDTP1', 'STK33', 'KIAA0408', 'SPANXN1', 'SNHG9', 'RPL31P11', 'CWC27', 'AGO1', 'EFCAB12', 'RRAGC', 'PSG2', 'NKX2-4', 'ASAH2B', 'SRA1', 'CCDC53', 'GTPBP10', 'ATP5H', 'SNORD114-10', 'APH1B', 'CD48', 'TUFM', 'SNORD59B', 'SP100', 'SLC39A2', 'CD27-AS1', 'SLC37A3', 'CEACAM21', 'TMEM99', 'CEBPB', 'PCDHB17P', 'AQP7P1', 'DSEL', 'C14ORF1', 'RPS2P32', 'MROH6', 'GAPDHS', 'MYH9', 'GMPR', 'SIDT1', 'PLEKHF1', 'ZGLP1', 'FAM213A', 'ST6GAL1', 'NFKB2', 'ITPRIPL2', 'SNORD115-5', 'OR52E8', 'HNRNPUL2', 'PCNT', 'DEFB135', 'FAM71E1', 'TAF1', 'GMCL1', 'ASL', 'SERP1', 'TIGD2', 'MAGEC1', 'DEFB132', 'DCUN1D2', 'ARAF', 'OPN1SW', 'RANBP3', 'PDE1C', 'CCDC144B', 'PDS5A', 'PAM', 'PALLD', 'SRF', 'FANCM', 'CILP', 'CCDC59', 'EDRF1', 'CSN1S1', 'SLC1A3', 'WNT1', 'GJA5', 'HERC5', 'FCHO1', 'MTMR7', 'GOLGA8B', 'NXPE1', 'AMELX', 'CHIC1', 'LRRC4C', 'BHLHA15', 'LINC00634', 'DCAF13', 'HSPA13', 'PRRC2B', 'UBTD2', 'SYNGR1', 'VPS53', 'DPH2', 'KIAA1324L', 'PQLC3', 'SNORA53', 'FXYD5', 'TMEM175', 'TCTN2', 'RILP', 'SNX13', 'FAM206A', 'SRFBP1', 'WFIKKN1', 'SLC6A12', 'GNRH2', 'PLG', 'KRT35', 'RPS4Y1', 'TENM3', 'PGC', 'SNORA26', 'SERPINB12', 'MUC1', 'CCDC25', 'CALHM1', 'AASDH', 'DNAH6', 'ZP4', 'VGLL2', 'FGL2', 'SH3GL1', 'GLRX', 'ZNF221', 'SNORD115-37', 'NKD2', 'TULP4', 'OR4Q3', 'CRYGC', 'MME', 'PMS2P4', 'C9ORF85', 'OR2S2', 'TTTY13', 'CACNB2', 'SBF1', 'QTRT1', 'CD109', 'GABPA', 'CFHR3', 'SNORD90', 'QRICH1', 'TMEM180', 'SLC43A2', 'WHAMMP3', 'GATS', 'FAM134C', 'IL27RA', 'OR51V1', 'UBE3C', 'DARS', 'SCG2', 'ZNF20', 'RADIL', 'TMEM139', 'CDC20', 'PPIEL', 'SPIDR', 'DUSP3', 'RASSF1', 'TMEM260', 'COL9A3', 'SUMF1', 'REN', 'MOB3B', 'TBK1', 'MORN2', 'ARFIP2', 'OR51L1', 'CLDN17', 'ZC3H10', 'TCF15', 'USP39', 'SLC2A10', 'HSPA9', 'NMS', 'CADM2', 'CDR2', 'TMEM206', 'BCAS2', 'MYO3B', 'OR1B1', 'HIST1H1B', 'STAM2', 'ZNF320', 'WDYHV1', 'MEIOB', 'TMEM160', 'TANGO6', 'SERGEF', 'EPB41L4A-AS2', 'SLC45A4', 'ENTPD8', 'PP14571', 'CRLS1', 'EPS15', 'PABPC1L2A', 'SFRP2', 'TLR1', 'MIR1-1HG', 'TRAPPC8', 'MFI2', 'LMNA', 'PBX2', 'NXPE2', 'SUCNR1', 'PMS2P1', 'SPATA13', 'SETD6', 'FCGR3A', 'KCNN3', 'USP12', 'KRT36', 'OR2J2', 'RNF207', 'HIST1H3A', 'SEC61B', 'KLRAP1', 'MAPK11', 'LRRC24', 'RPGRIP1L', 'COL4A4', 'FRZB', 'INTU', 'TNNC2', 'LSM3', 'SMPD3', 'PDE7A', 'CRTAP', 'UTP3', 'NBPF7', 'SPECC1L', 'PROSER3', 'CASC10', 'DYX1C1', 'WIBG', 'ARL14', 'EIF2B2', 'ATXN7L2', 'PRDX5', 'MRM1', 'HSPA5', 'PDLIM2', 'SRR', 'RNF24', 'CIZ1', 'TRIML1', 'SCARNA8', 'DPF1', 'SF1', 'HERC1', 'MYEF2', 'GNL3L', 'SLC4A10', 'SNORD117', 'CSTB', 'JUND', 'FAM71D', 'C8ORF74', 'PM20D1', 'CCER1', 'RCN1', 'SIGLEC7', 'HAVCR1', 'PUS10', 'ERAP1', 'PCGF6', 'NKAIN1', 'HGD', 'PCBD2', 'KYNU', 'PPP1R18', 'MYF6', 'MBOAT7', 'PID1', 'NUTM1', 'PRMT2', 'ZNF137P', 'DNAJC1', 'BBS12', 'MYO15B', 'FLI1', 'ATP5E', 'CCDC90B', 'MAPK8IP2', 'SNORA79', 'GFM2', 'LINC00893', 'FAU', 'RHOU', 'CPLX3', 'PSMB4', 'SCG3', 'YIPF1', 'CLK2P1', 'COX20', 'GLI2', 'MS4A4A', 'HAS1', 'SCG5', 'ZMYM2', 'VDAC2', 'ZNF222', 'IL17RB', 'NUCB2', 'GOLGA8EP', 'INO80E', 'GRAMD1A', 'EPB41L4A-AS1', 'SULT6B1', 'SGK3', 'FTLP10', 'DHX33', 'SNORD113-7', 'TTC30B', 'CUX2', 'SYCE1L', 'RGS8', 'MAGEF1', 'ZUFSP', 'RPL39', 'KDSR', 'SLC4A5', 'PRKCG', 'C2ORF83', 'FGFR4', 'HES6', 'PIGZ', 'NASP', 'TRIM49', 'CCDC63', 'IFIH1', 'EIF5', 'TMEM254', 'PLA2G2E', 'LINC00598', 'SLC22A16', 'EPM2AIP1', 'SPARC', 'SNORD115-26', 'LAMB2P1', 'HAVCR2', 'CYSTM1', 'PHB2', 'RHBDD3', 'TTF2', 'MAP3K11', 'ZEB2', 'OR9G4', 'SLC36A2', 'IGFN1', 'DNPH1', 'LRIG1', 'THAP11', 'AEN', 'HIF1A', 'TRA2A', 'MYO1G', 'ZIC4', 'EXOSC8', 'ZSCAN20', 'ATG4B', 'OR52I1', 'RAB9B', 'CEP164', 'C12ORF71', 'ACTR1B', 'SLC20A1', 'NUGGC', 'MUC20', 'SNORD119', 'SNORD116-25', 'HTR1D', 'ELOVL2', 'SORBS1', 'RUSC2', 'TMEM116', 'LILRA4', 'RHOJ', 'TARM1', 'RASD2', 'BOD1', 'TOMM40L', 'CXCR2', 'HELQ', 'CXORF36', 'WEE1', 'SNORA4', 'TMEM25', 'PSMD1', 'DNMBP', 'PCDH7', 'SUSD1', 'TYR', 'B3GALNT2', 'HEPHL1', 'GCNT2', 'LOXL4', 'SH3BP5', 'TTTY20', 'FARP2', 'UBL4B', 'HECW2', 'MPPE1', 'HHATL', 'FES', 'LMAN1', 'TOM1L2', 'GAPT', 'STAG3L3', 'BNIPL', 'GDI1', 'NWD1', 'INHBE', 'DRG2', 'WDR63', 'MIA3', 'MON1B', 'CDH23', 'CD1C', 'KCNAB1', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.062199248812668806
		RMSE:  0.6624014175436462
		NRMSE:  0.14974599695798488
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10057809021042674
		RMSE:  0.783524323220729
		NRMSE:  0.21159176970584093
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6427147371513342
		NRMSE:  0.145295521001771
		MAPE:  207.86247046219444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010510594090658465
		RMSE:  0.7507796405829533
		NRMSE:  0.20274902527219912
		MAPE:  439.74244050751946

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  3.7481403074294756e-15
		NRMSE:  8.473245862844976e-16
		MAPE:  3.3041068458849246e-12
		Pearson Correlation:  0.17176474524365715
		Spearman Correlation:  0.11744220076090141
		Coefficient of Determination:  -6.418875409498985
		RMSE:  2.034281691239585
		NRMSE:  0.5493604351173603
		MAPE:  1887.3038527924405

	Predictor:  ElasticNet
		Pearson Correlation:  0.46400254270631414
		Spearman Correlation:  0.33878220200131853
		Coefficient of Determination:  0.10535347184167054
		RMSE:  0.6079165945356452
		NRMSE:  0.1374288673077077
		MAPE:  172.25389889572102
		Pearson Correlation:  0.5652514812005297
		Spearman Correlation:  0.3659642961662277
		Coefficient of Determination:  0.11846307869576556
		RMSE:  0.7012329338454203
		NRMSE:  0.18936887222398605
		MAPE:  357.1067124421177

	Predictor:  RandomForests
		Pearson Correlation:  0.6530142098109878
		Spearman Correlation:  0.6017475293315654
		Coefficient of Determination:  0.4178939444213339
		RMSE:  0.490364833043595
		NRMSE:  0.11085448921523566
		MAPE:  172.23623502802934
		Pearson Correlation:  0.6917907953174051
		Spearman Correlation:  0.5742914002868316
		Coefficient of Determination:  0.43670103907466684
		RMSE:  0.5605463469193755
		NRMSE:  0.15137627516051191
		MAPE:  375.5333477763829

Protein:  TP53
x_train_column_count:  1002
x_train columns:  ['MARVELD2', 'OR56B1', 'OR2A7', 'OR1L1', 'MMEL1', 'ABCD3', 'SNX2', 'GRXCR1', 'GABRA6', 'TDRP', 'TRAF2', 'MOV10', 'LOC654342', 'ACAP1', 'IARS', 'AFP', 'FBLIM1', 'LCE2A', 'PRKG1', 'PAIP2B', 'C8B', 'SGK494', 'MRPL19', 'TMTC1', 'MC4R', 'RQCD1', 'PREX2', 'FGF12', 'FRMD6', 'EIF2S2', 'LINC01139', 'DNM2', 'IL13', 'RUVBL1', 'WDR74', 'GLE1', 'HMOX2', 'ANP32E', 'CYLC2', 'RNY4', 'DDX41', 'LRTM2', 'CSAG3', 'STRN3', 'C1ORF146', 'TMEM182', 'SLC40A1', 'TGDS', 'AURKB', 'KLHDC8A', 'TARBP2', 'MLLT4-AS1', 'SLU7', 'SYNGAP1', 'KISS1', 'ITGB2', 'C21ORF2', 'ATP9A', 'CYP26C1', 'TYK2', 'ZNF286B', 'ITFG3', 'TBX3', 'TMEM217', 'CGB', 'CNNM3', 'PTPRT', 'ARGFXP2', 'AGAP7P', 'RPL39', 'SLC27A3', 'LAMP1', 'EFCAB13', 'MXRA7', 'SAP30L', 'C7ORF31', 'SPANXC', 'C20ORF85', 'PDGFRL', 'OR2J3', 'FITM1', 'MBD3L1', 'KLHL22', 'JAK2', 'LRP5L', 'DUSP9', 'PAH', 'NPR3', 'SFMBT1', 'POU4F3', 'THSD7A', 'IL13RA1', 'TRAPPC9', 'LAMA3', 'MAPK12', 'FAM183CP', 'AKAP9', 'SPATA31A5', 'OR4F29', 'TCEB1', 'CDK11A', 'NLRP7', 'RETSAT', 'CCDC120', 'CCDC157', 'LINC00930', 'NKX2-2', 'TBC1D31', 'DOC2B', 'UTP11L', 'C17ORF74', 'ZACN', 'GTF3C3', 'WWP2', 'COMMD3', 'IRF2BP2', 'TATDN2', 'IQSEC3', 'NFKBIB', 'MCTS1', 'CREBBP', 'MASTL', 'NCF1', 'NOC3L', 'GPR108', 'TBC1D3B', 'ZNF580', 'LOC154449', 'IFT88', 'ZNF295-AS1', 'ARFGEF3', 'HELZ', 'C3ORF58', 'DEGS1', 'UBE2Q2', 'GNAO1', 'LINC01101', 'SNORA1', 'ARFGAP1', 'COMMD7', 'PIP4K2B', 'TSSC4', 'SF3A2', 'UXT', 'NXN', 'HEXB', 'GPR158-AS1', 'SART1', 'ZNF837', 'TRPV2', 'TADA3', 'KANK4', 'SEC24B', 'ANAPC16', 'LGI1', 'B4GALNT1', 'FAM58A', 'LPCAT2', 'CRACR2A', 'LOC642929', 'UQCRFS1', 'RIC3', 'PUS3', 'MPP2', 'BUB1B', 'C8ORF59', 'DEFB107A', 'SMTNL1', 'KCNAB2', 'NT5DC3', 'PPWD1', 'CHRNA4', 'MRPS22', 'ERICH6', 'KIF9', 'YBX1', 'SPATA3', 'HSD11B2', 'CD6', 'DRC1', 'CBX3', 'DUSP26', 'MRGPRX2', 'TMEM252', 'ATXN2', 'TEX9', 'HSPA1B', 'CRYBB1', 'VPRBP', 'WNT9A', 'MRPL3', 'ATP7B', 'GYPA', 'ARAP1', 'KRT84', 'MMP23A', 'CSNK1E', 'SNORD1C', 'MED8', 'TOP1P2', 'TRERF1', 'RCE1', 'RPL23AP64', 'TRMT10B', 'ZNF117', 'C10ORF99', 'VAV3', 'DKKL1', 'POLB', 'TMED10P1', 'SLC36A1', 'TRIQK', 'ROPN1L', 'RLN2', 'CASP9', 'DNAJB9', 'ADAM18', 'SHISA4', 'CFL1', 'PDE8B', 'GPR180', 'UBR1', 'THRA', 'IL12B', 'ZNF607', 'CLP1', 'IL1F10', 'CPN1', 'NANOS2', 'BTBD6', 'CUL2', 'SESN2', 'GJA5', 'RPP25', 'LAMB1', 'UGT2B4', 'SNORA61', 'MRPL42P5', 'KSR1', 'CLDN25', 'PRSS38', 'MMP2', 'RBM24', 'ITFG1', 'CYP1B1', 'MS4A7', 'CHURC1', 'PVRIG', 'RUNX1T1', 'KRTCAP2', 'SIKE1', 'HSPA2', 'TF', 'C16ORF62', 'PLAGL1', 'SARS', 'PPP1R35', 'MDS2', 'CCDC62', 'FAM156A', 'CCS', 'SLC5A11', 'RIN1', 'CYTH4', 'SNORD123', 'C7ORF61', 'CEL', 'LINC00115', 'KRTAP10-8', 'TOX', 'DENND2D', 'SLC4A1AP', 'ITPK1-AS1', 'C14ORF132', 'KCNMB4', 'UNK', 'SH3GL1', 'PHACTR3', 'HSD3B1', 'ANGEL1', 'SP5', 'PRR26', 'DCHS2', 'DSC2', 'ANKFN1', 'MC5R', 'ZNF133', 'EIF6', 'DCAF4', 'HIATL2', 'LSP1', 'COL23A1', 'MOAP1', 'P4HTM', 'ARHGAP10', 'CHAT', 'NAA11', 'FKBP8', 'PRSS50', 'P2RY4', 'ARL3', 'MAGEA6', 'EXOC3L1', 'OVGP1', 'TMEM47', 'TROVE2', 'HS6ST3', 'WDR20', 'CASQ1', 'PIGV', 'WFDC1', 'PNKD', 'SASH1', 'C20ORF27', 'FAM228B', 'LINC00469', 'MED25', 'DIDO1', 'MAPK6', 'CST11', 'HEBP1', 'MAD2L2', 'GLTSCR1L', 'GIF', 'ASH1L-AS1', 'DPRXP4', 'NUP188', 'PDXK', 'DDX3X', 'LINC01184', 'TTF2', 'SLC15A4', 'CXCL6', 'CROCCP3', 'RBM15', 'APCDD1', 'NOL4L', 'IGFN1', 'HNRNPA1L2', 'RASSF9', 'RNF7', 'CALCOCO2', 'OR12D3', 'MRPL57', 'SLC25A44', 'FOXL1', 'CD1B', 'MAN1B1-AS1', 'HIST1H2BJ', 'SURF2', 'NUP37', 'C17ORF67', 'IDUA', 'PRSS57', 'ZNF526', 'A4GALT', 'SPAG4', 'NHLRC4', 'FN1', 'PMS2P4', 'SLC33A1', 'SEC11C', 'NBPF1', 'PPIG', 'TRNP1', 'MYO18B', 'PNCK', 'S100A12', 'NOS2', 'DHRS7', 'VPS13D', 'PELI2', 'SPP1', 'IL17RE', 'ANKRD20A20P', 'NPB', 'DSG1', 'PEX2', 'LPAR4', 'SPEN', 'ROR1', 'NBPF3', 'CCDC83', 'ZNHIT1', 'CCDC12', 'LINC01420', 'GTF2B', 'RFC1', 'FLJ37201', 'DNAH10', 'GATS', 'C2ORF15', 'TRHDE', 'C5ORF49', 'CLDN23', 'SCUBE3', 'SHKBP1', 'NOC2L', 'DUSP10', 'RBP2', 'IVL', 'KLHL42', 'PRUNE', 'ZDHHC5', 'TDRD7', 'PLEKHD1', 'YOD1', 'PAFAH1B2', 'C9ORF170', 'FAM127C', 'TIE1', 'PRKAR1B', 'DALRD3', 'CYB5D2', 'NRG2', 'PRKD3', 'HERC2P2', 'NALCN', 'MRGBP', 'BTC', 'CHML', 'FLT1', 'CEACAM21', 'ZNF556', 'STRN', 'TTL', 'SLC51B', 'GPR88', 'HGFAC', 'DNAJB3', 'BEND2', 'ALCAM', 'KIF20A', 'CD4', 'PPFIBP2', 'LCN8', 'BLCAP', 'PQLC3', 'CLSTN2', 'ADAM11', 'COL24A1', 'RPL37', 'OR52E6', 'C2CD4A', 'PRKCD', 'CCDC112', 'OR51B4', 'CBX6', 'HAND2-AS1', 'PARD3B', 'ZNF497', 'PDIA3P1', 'TNFRSF10C', 'HINT2', 'SNORD6', 'PKD1L1', 'C5ORF38', 'ZWINT', 'MRAP', 'BMP1', 'PTH2', 'ACTR3C', 'C14ORF177', 'KCNC2', 'PP12613', 'NIT1', 'EPB41L5', 'YBX2', 'SNORD26', 'CLK4', 'ZFAT-AS1', 'SLC36A4', 'POU6F2', 'FAAH2', 'GPR161', 'GRAMD3', 'HIST1H2AM', 'ITPKC', 'RIMS1', 'CEP63', 'DKFZP779M0652', 'DNAJC30', 'CHST2', 'NDUFA3', 'HNRNPU', 'FUT10', 'RHOG', 'TWF2', 'ZFPM2', 'KIAA1586', 'CENPBD1', 'FXYD7', 'CACTIN', 'CD3EAP', 'MPO', 'NECAB1', 'DCT', 'GABARAPL3', 'PRDM14', 'STMN1', 'OR52W1', 'FMNL2', 'LYSMD3', 'TCOF1', 'PARVG', 'CX3CR1', 'LRRK1', 'PPP6C', 'ILDR1', 'LOC100132111', 'ZNF34', 'CCDC51', 'FAM174A', 'ZCCHC16', 'CDRT15', 'FAM19A1', 'LSM8', 'ZNF106', 'FBXO33', 'SULF1', 'IL22', 'ZNF655', 'TMSB4XP8', 'LOC728024', 'BOP1', 'SMARCD2', 'RAB6C', 'GFPT1', 'HDGFL1', 'ADPRHL1', 'POMC', 'JDP2', 'FNIP1', 'SRP14', 'OR2T11', 'CANX', 'CGB7', 'INSM2', 'TNNI1', 'TISP43', 'NOA1', 'FCGR3A', 'HAPLN2', 'VWA2', 'PRB4', 'FAM109B', 'RPL26', 'ATP6V1A', 'ACTR3BP2', 'RAB40AL', 'ATP1B1', 'ANKEF1', 'NANOG', 'PDLIM2', 'ATP5C1', 'TAB2', 'MYO1G', 'KALRN', 'NOG', 'CD276', 'SNORD81', 'ALX4', 'KIF21A', 'TJP3', 'ATP2B4', 'UNC45B', 'DNMBP', 'HMGXB3', 'SYNPO', 'OR52A5', 'IGF2R', 'LINC00452', 'SELL', 'CTDP1', 'RAC1', 'NAA15', 'MED1', 'CCDC82', 'TBL1XR1', 'TMEM229B', 'HMGB3P1', 'MYCNOS', 'WDR36', 'NAV1', 'TBRG4', 'SPATA18', 'PRPF19', 'OCEL1', 'ESM1', 'PRH2', 'LOC729609', 'PBOV1', 'ANXA11', 'MAFG-AS1', 'SNORD24', 'C17ORF47', 'CSF3R', 'KDM3A', 'FREM1', 'RPRD1B', 'RGS10', 'SMURF1', 'RANBP3L', 'OSGEPL1', 'MSGN1', 'LIMK1', 'CYP39A1', 'CCDC124', 'TNK2', 'CACNB2', 'HIST1H3G', 'ADRA1D', 'SSX4', 'SLC4A4', 'BCL2L10', 'TMEM41A', 'ZEB1', 'MDM4', 'MSN', 'ADGRG1', 'ART3', 'MORN1', 'GOLGA8B', 'FAM184B', 'IQCF5', 'SERPINA11', 'OR3A3', 'MRPS23', 'SCARNA1', 'TIMP4', 'AP3D1', 'FZD7', 'CACNG5', 'HLA-DRB1', 'BOK', 'GGT5', 'AOC2', 'CAPN9', 'EIF2S3', 'NABP2', 'SYNE2', 'SPRTN', 'IFNA8', 'SLC35A5', 'OR2T33', 'ELOVL2', 'GYG1', 'FLJ13224', 'PSTPIP1', 'GOLGA2P5', 'FBXL8', 'DSE', 'IRF2', 'ZFP69', 'FSTL1', 'SNAR-G2', 'CSTL1', 'ZNF224', 'SCAF1', 'RNF157', 'CNNM2', 'ESPN', 'ZNF584', 'LOC644669', 'OLMALINC', 'DOCK6', 'CNBD2', 'GUF1', 'KRT33B', 'ALDOB', 'OR2M4', 'PRG3', 'OR5K2', 'NDUFAF4', 'MRPL33', 'PEX7', 'NIPSNAP3B', 'FZD9', 'P2RX1', 'APMAP', 'PEX11B', 'C17ORF89', 'ALPL', 'FOXJ2', 'AFAP1L2', 'CNOT3', 'TEX28', 'APPL2', 'NXT1', 'VTRNA1-3', 'CXADR', 'ADGRB2', 'DHRS2', 'DNER', 'TMEM257', 'KCNG4', 'POU3F3', 'TSPYL5', 'SIGLEC9', 'SNORA8', 'KIAA1328', 'LINC01134', 'DACT3', 'SON', 'ZMAT1', 'TRAM2', 'ZNF418', 'PHLDA2', 'DTX1', 'SKA3', 'MSRB1', 'UNC119', 'TAF7', 'LCLAT1', 'NFKBIZ', 'SLC22A4', 'NUP210L', 'ZNF195', 'LCORL', 'LRRC75B', 'RBP7', 'CYP46A1', 'C19ORF45', 'SCARB1', 'SFMBT2', 'MTR', 'CD44', 'ZNF484', 'HLF', 'DCBLD1', 'CDCA7L', 'CD68', 'PON3', 'NDNF', 'TRIM29', 'USP29', 'TNFAIP2', 'C14ORF105', 'SEPT7P2', 'KIF1A', 'LINC00113', 'TDH', 'PLA2G16', 'PSORS1C1', 'CROT', 'SPATA6', 'IFT122', 'LINC00883', 'JSRP1', 'GDF5', 'SHISA9', 'SYCP3', 'IDE', 'DEFB109P1B', 'HES7', 'SMIM10L2A', 'ANKRD46', 'MEX3A', 'SDC1', 'WIPF2', 'MAGEA4', 'TBX20', 'SPINK14', 'ECSIT', 'EHD1', 'TRIP6', 'LINC00202-1', 'LPAR6', 'IRGQ', 'AKAP8', 'KIF4A', 'ABHD8', 'MIEF2', 'CLDN3', 'GNG12', 'ZNF337', 'PCDH7', 'NUCB2', 'LINC00893', 'SCN10A', 'CTSC', 'NAA25', 'SEMA4C', 'GSTM2P1', 'RBP1', 'KCTD12', 'PDCD6IP', 'PSMG3-AS1', 'HEATR3', 'PRICKLE1', 'STYXL1', 'ATP5A1', 'RPS3A', 'HDAC2', 'ATP6V1G2', 'ATP1B4', 'ZNF146', 'SNAI1', 'TBX2', 'DTD2', 'INO80', 'KHDC3L', 'NLRC4', 'ARPP19', 'DHFRL1', 'NYAP1', 'UXS1', 'LRRC31', 'XKR3', 'SAXO2', 'SNORD88B', 'CRYBA1', 'ZBTB42', 'LYAR', 'CYSTM1', 'KRTCAP3', 'CYHR1', 'LINC00482', 'TATDN1', 'FUT1', 'TVP23B', 'RGS12', 'R3HDM4', 'CGNL1', 'RMST', 'RPLP0', 'RFNG', 'DOCK8', 'ITPR2', 'DUOX1', 'LINC00905', 'TRPV5', 'TEKT5', 'ENO3', 'SERPINC1', 'HCFC1R1', 'SIGLEC10', 'PHF1', 'PCM1', 'CCDC66', 'CDK3', 'PP7080', 'ZNF749', 'TNS3', 'LRRN3', 'TBC1D13', 'MED12L', 'XAGE3', 'IGF2-AS', 'GYS1', 'HYKK', 'RPP25L', 'RPIA', 'METTL13', 'MED13', 'PLSCR1', 'RCAN1', 'TNFRSF12A', 'GPR32', 'SLC35G1', 'FAM188B', 'TSPAN18', 'CRYAB', 'MCAT', 'PTPRA', 'FAM20B', 'MSRB3', 'LRP4', 'FOXN3', 'TYMP', 'PLA2G10', 'ZNF330', 'TNFRSF6B', 'ZNF223', 'CSHL1', 'SHC1', 'SMOC2', 'RALA', 'RBL2', 'ST7-OT4', 'PROX1', 'MUCL1', 'FAM134B', 'SLC35G6', 'LARP1B', 'ATP2B1', 'ARNTL', 'CXCR1', 'ZNF321P', 'HK3', 'F7', 'UBE2NL', 'ZNF230', 'NHLH1', 'SOX3', 'OGFOD2', 'ATG7', 'SLC45A2', 'KRT18P55', 'KRT35', 'H2BFM', 'BMP3', 'GYPC', 'PTPN6', 'CDK20', 'AFF3', 'LINC00471', 'GJD4', 'SNORD116-3', 'INHBA', 'CNFN', 'SPATA31D5P', 'SLC7A9', 'ARID4A', 'FSHB', 'ARSD', 'BGN', 'AP1G2', 'CBWD6', 'PDLIM1', 'ZNF473', 'PYGL', 'TMEM41B', 'DKK3', 'ZNF213', 'ZNF69', 'BNIP2', 'KDM8', 'PGM5', 'ACIN1', 'CSNK1G3', 'PTBP2', 'TRIM24', 'FABP5', 'PDCL3', 'ATIC', 'RPL23AP53', 'CYBRD1', 'RPS11', 'PSMA3', 'P2RY10', 'EML6', 'ZSWIM5', 'METTL6', 'PROCA1', 'WDFY1', 'DFNB31', 'FCHSD2', 'C12ORF50', 'RPSA', 'SNORA75', 'C17ORF98', 'WDR41', 'RORC', 'ATP8B1', 'HSPBP1', 'STRIP1', 'ZNF566', 'OR4N3P', 'TMTC3', 'FAM76A', 'OGDH', 'ZNF92', 'COG1', 'CYP2R1', 'SAMHD1', 'RPLP1', 'LRRTM1', 'TTC37', 'PIGN', 'OR8B12', 'WIPI1', 'CNKSR1', 'SRXN1', 'LIN7B', 'ACOT12', 'MCUR1', 'MAGEB16', 'KIAA1551', 'IL1B', 'CELSR2', 'ZNF470', 'CPPED1', 'HDC', 'DNAJC24', 'TMEM178A', 'SEC16A', 'MSL3P1', 'APBB1', 'F2R', 'LOC441601', 'MRPL34', 'NUTM2F', 'MOSPD2', 'ZNF512B', 'TNFSF11', 'RPS6KA6', 'NMUR1', 'GLO1', 'GMNN', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05546789854165435
		RMSE:  0.4652085657713222
		NRMSE:  0.11180210665016156
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04275496084346875
		RMSE:  0.4295356456720749
		NRMSE:  0.1544592202783541
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.5969782233642264e-15
		NRMSE:  3.8379673716996554e-16
		MAPE:  3.135266852295039e-12
		Pearson Correlation:  0.24985809096718256
		Spearman Correlation:  0.3259779533704029
		Coefficient of Determination:  -1.2849193872437636
		RMSE:  0.6358336661553998
		NRMSE:  0.22864312494350744
		MAPE:  1412.5309867557964

	Predictor:  ElasticNet
		Pearson Correlation:  0.42988938866705095
		Spearman Correlation:  0.42491706021738096
		Coefficient of Determination:  0.14217759622430293
		RMSE:  0.4193956102347873
		NRMSE:  0.10079202360845646
		MAPE:  545.2079020976295
		Pearson Correlation:  0.5165485870968765
		Spearman Correlation:  0.5025460930640914
		Coefficient of Determination:  0.1945093395971984
		RMSE:  0.3775185815082827
		NRMSE:  0.1357541017326343
		MAPE:  581.5134729759353

	Predictor:  RandomForests
		Pearson Correlation:  0.6492666040561388
		Spearman Correlation:  0.5387082764904185
		Coefficient of Determination:  0.36521509657417606
		RMSE:  0.360776701044253
		NRMSE:  0.08670432613416319
		MAPE:  647.2647689663653
		Pearson Correlation:  0.510706204226661
		Spearman Correlation:  0.5277832989264715
		Coefficient of Determination:  0.2554782116461981
		RMSE:  0.3629499858908628
		NRMSE:  0.130515295728312
		MAPE:  347.89688417547234

Protein:  CTNNB1
x_train_column_count:  994
x_train columns:  ['RCCD1', 'LOC100129534', 'SEMA6A', 'PLA2G4E', 'SLC12A8', 'HEATR3', 'EAF2', 'PPBPP1', 'DEFB115', 'HHAT', 'ESAM', 'TNFRSF6B', 'TMEM106B', 'TNNT3', 'DNAJB6', 'TCN2', 'AGRN', 'MITF', 'PUSL1', 'RFX5', 'USP46', 'TRAPPC1', 'HTR1B', 'SNORD116-23', 'EDARADD', 'ZHX1', 'MICAL3', 'DNAJC17', 'CEACAM8', 'ATRN', 'KCNE5', 'KLHL18', 'MRPL45', 'GAL', 'TCP1', 'ZKSCAN8', 'FOXP1', 'CTBP1-AS2', 'OR10H5', 'MSMO1', 'CD53', 'PAN3', 'KLK1', 'FLT3LG', 'TEX36', 'AOC3', 'SSX5', 'ASTL', 'TRHDE', 'TAS2R40', 'CFC1B', 'ANKRD13B', 'PRAMEF17', 'LPAR5', 'PLEKHG1', 'PPP2R1B', 'MCM10', 'DRG2', 'LVRN', 'CDC26', 'INO80B', 'HBBP1', 'AJAP1', 'SELP', 'SNORD63', 'ARHGAP6', 'LTBP2', 'OR51E1', 'HOOK1', 'SCN5A', 'OR2C1', 'SIPA1L1', 'CLEC14A', 'FOXB2', 'ITPK1-AS1', 'LINC00896', 'MSRA', 'SLC44A3', 'MTHFD2', 'LRRTM2', 'SNORD98', 'SMARCE1', 'SSH2', 'ITGA3', 'SNRNP25', 'RPS18', 'CDV3', 'C19ORF71', 'CHD5', 'IL1A', 'RUNX1T1', 'CIB2', 'SEPT2', 'HCRTR1', 'SNTG2', 'RSPH9', 'DCAF8L2', 'WDR31', 'UGT2A3', 'OR10T2', 'ANKRD54', 'PAGE4', 'TOMM5', 'CPXM2', 'LINC00282', 'ZKSCAN4', 'SCAF8', 'CLCA3P', 'PQLC3', 'ZNF281', 'EXO1', 'NUTM1', 'PCDHA6', 'MYL12B', 'RAB21', 'CCDC173', 'DLG5', 'CDC14A', 'DET1', 'MAP4K5', 'IGFL2', 'RCHY1', 'OR5AN1', 'ATAD1', 'TCEB3B', 'DAPK1', 'PLEKHG3', 'RC3H1', 'GPR18', 'SNX19', 'ZBTB3', 'NUDCD1', 'SMNDC1', 'LYRM4', 'RNF186', 'TMEFF2', 'ANLN', 'CDHR2', 'FAM3D', 'OR3A3', 'USP3', 'C2CD2L', 'GID8', 'RBM26', 'TMEM101', 'C10ORF131', 'SNORA6', 'RXFP4', 'KLF10', 'KLLN', 'TMCO3', 'DMRT2', 'OR56A5', 'SOX3', 'BLOC1S2', 'FAM189B', 'TRIML1', 'ITCH', 'SDHD', 'GRAPL', 'TRPC2', 'PAK7', 'LBP', 'BTD', 'CCNI2', 'CREBRF', 'C8A', 'ACOT6', 'PGBD5', 'IGIP', 'LYN', 'POM121L12', 'RNF146', 'SMTNL2', 'FAM229B', 'DAP3', 'HSPH1', 'FKBP10', 'ECE2', 'HS6ST1', 'GNAT1', 'THAP8', 'CELF6', 'AP3S1', 'CDH9', 'C2CD4B', 'KRTAP5-4', 'LINC00200', 'PPM1N', 'LINC01018', 'TMEM59', 'NMNAT3', 'NFKBIA', 'MSX2P1', 'C22ORF46', 'NOTCH2', 'TMOD1', 'PAF1', 'SNORA40', 'RSPRY1', 'ADGRF2', 'ENOX2', 'POP5', 'MMS19', 'POLM', 'BAMBI', 'TGFB3', 'TMEM56', 'ZYG11B', 'BTBD6', 'DBNDD1', 'CEP41', 'KANK4', 'TUBB', 'COMMD3', 'GYG1', 'LRR1', 'CX3CR1', 'ZNF132', 'CORO7', 'CTSD', 'EYA1', 'KLHL26', 'SUN5', 'TTC41P', 'ZNF232', 'TKT', 'ZMIZ1', 'SMIM10', 'FAM173A', 'ATP5G1', 'SURF4', 'RPL8', 'RRAGB', 'PLET1', 'AMDHD1', 'SIDT1', 'AHSA1', 'STRBP', 'LACTB2', 'JOSD1', 'PPP1R3F', 'YIF1B', 'NR3C1', 'SATB2', 'PFDN4', 'CLUH', 'ZNF682', 'LIN54', 'ACTR3C', 'SIRPB1', 'FOXR2', 'FAM53C', 'FZD7', 'NTSR1', 'SCOC', 'CRMP1', 'PLK2', 'HNRNPCL3', 'TMSB15A', 'KALRN', 'IGSF11', 'ASIP', 'CCDC141', 'BLOC1S4', 'P2RY11', 'C10ORF111', 'OR7E24', 'UQCRB', 'ZNF837', 'CCDC64', 'LRRC18', 'MSS51', 'LCN9', 'PF4V1', 'BRD7P3', 'OTOS', 'SPAG16', 'KLHL15', 'DHRS11', 'CELA3B', 'LAX1', 'SEC14L3', 'LTF', 'PFDN5', 'KRTAP20-1', 'SLC28A2', 'SNORD115-26', 'LENG8', 'ATP5G2', 'MCEE', 'LOC100270746', 'CDK10', 'LRRC39', 'OR2A14', 'CPSF1', 'CNTN6', 'NLRP2', 'PEX12', 'TCTEX1D4', 'IFNA1', 'INTS12', 'LILRA4', 'LINGO4', 'LCORL', 'RPL28', 'KIAA1549L', 'GJB3', 'SIRPD', 'PPP2R2D', 'ZNF480', 'TRIM46', 'EIF1', 'OR4K14', 'ZNF497', 'DUSP3', 'SLC36A4', 'ANKRD12', 'CPSF6', 'AKAP7', 'KNG1', 'SPOCK3', 'CCBE1', 'HTATSF1', 'ELAVL3', 'GPR174', 'CAMK1G', 'KCTD21', 'QSOX1', 'PADI1', 'KRT38', 'TMEM55B', 'SLC7A2', 'HMX3', 'RBM4B', 'APCDD1', 'ERMARD', 'CDK19', 'VCX', 'SLC16A13', 'TAS2R14', 'SPINK9', 'INTS4P1', 'ANXA11', 'LINGO3', 'HMP19', 'ARL13A', 'RBM6', 'DGCR8', 'OBFC1', 'CTGF', 'CCL17', 'DIP2A', 'KPNA7', 'PDYN', 'ZNF280D', 'ADGRA3', 'RALGPS1', 'AKT1', 'NWD2', 'ABCA4', 'HGF', 'TP53AIP1', 'SEPT8', 'LINC00319', 'ERAP2', 'ABCA9', 'C11ORF45', 'PPP1R1A', 'SNCB', 'CSDC2', 'ROPN1', 'PROM1', 'CRYGB', 'AQP4-AS1', 'FCGR1A', 'DKFZP434L187', 'TSNAX-DISC1', 'PKIG', 'DAXX', 'MYO5C', 'PITPNB', 'HIST1H2BK', 'OR9A2', 'KCNH8', 'R3HDM1', 'BMS1P20', 'KIF1B', 'ZNF37A', 'SETD6', 'C14ORF169', 'KRTAP6-3', 'PRDX6', 'GUK1', 'ATP6V1A', 'FOLR2', 'SNAR-A2', 'WIZ', 'SNW1', 'DRICH1', 'MPLKIP', 'PAPSS2', 'CMC2', 'PLXND1', 'LGALS7B', 'SNORA45A', 'C17ORF67', 'FAM214B', 'IP6K3', 'NDUFAF5', 'MKRN3', 'BBS12', 'UNC93A', 'PKHD1L1', 'LRRC66', 'LOC283922', 'GAGE12J', 'FLJ37201', 'LOC654342', 'STAB1', 'ARL16', 'VPREB1', 'ZBTB42', 'SNORD114-6', 'PRNP', 'HSD3B7', 'TOB2P1', 'AKR7A3', 'MAMSTR', 'RANBP1', 'FCRL3', 'CNTD2', 'SLFN11', 'CAPG', 'MLF2', 'CD207', 'SYP', 'ATRX', 'MTMR2', 'SLC52A1', 'DCDC2', 'EXD1', 'COX18', 'INSL3', 'RNF13', 'CENPM', 'GSTT2', 'ASCL3', 'KCTD4', 'LINC00894', 'ANXA2P2', 'TNFRSF11B', 'TCERG1', 'NOTUM', 'BCL10', 'NUPR1L', 'USH1C', 'HSFX2', 'SLC44A5', 'CCDC28B', 'TOR1A', 'SRRM4', 'PPM1L', 'ATP6V1C1', 'FBXL16', 'C12ORF42', 'DCST1', 'ZNF225', 'C14ORF132', 'FAM122C', 'GPR37', 'GCNT1', 'SPRY2', 'GOLGA6L6', 'ANAPC13', 'UBE2V2', 'SOCS7', 'FAM160B2', 'SPIN4', 'OR2V2', 'NRXN1', 'SLC25A18', 'POLG', 'MYOF', 'ADGRA2', 'RD3', 'HAND2', 'NOL10', 'CLEC11A', 'CERS6', 'TYMSOS', 'MRGPRE', 'AIPL1', 'PCBD1', 'SH3RF3', 'AMICA1', 'ISX', 'OTOA', 'CHRNA7', 'ATP6V1B2', 'CYP2B6', 'C10ORF25', 'LYST', 'SSX9', 'TMEM79', 'WDR78', 'MDP1', 'ZNF473', 'SLC2A4RG', 'RPPH1', 'TRIQK', 'NRG2', 'GIMAP4', 'TRAF6', 'EPS15', 'XDH', 'TBXA2R', 'ATP10A', 'P2RY4', 'SLC22A24', 'KRTAP9-2', 'S1PR4', 'C6ORF141', 'LINC00895', 'HDAC10', 'ZBTB10', 'WARS2', 'PIWIL4', 'SECISBP2', 'MED9', 'C11ORF95', 'TBL3', 'G6PC2', 'HOXB5', 'FIP1L1', 'KRT12', 'BID', 'PTH', 'C11ORF84', 'PRDM13', 'SH2D3C', 'SGPP1', 'RBBP8', 'MCM2', 'BCL7B', 'PDGFRA', 'CENPP', 'SNORD91A', 'ZFHX3', 'ADAM10', 'IFI27', 'AARSD1', 'TNFRSF14', 'TBC1D3B', 'GJC1', 'MEOX1', 'PITPNM1', 'FAM89B', 'NYAP1', 'CDH23', 'SLC39A2', 'SREK1', 'BPIFA2', 'NUBPL', 'KMT2E-AS1', 'FAM120C', 'RAPGEF5', 'DMTN', 'WDPCP', 'SNORA70B', 'NRIP2', 'LYZL2', 'MXD4', 'CYFIP2', 'C8ORF46', 'SSR1', 'MYO5B', 'ZNF175', 'C14ORF79', 'OR10S1', 'LDLRAD4', 'TBC1D13', 'ZNF142', 'EVC2', 'SLC6A15', 'ARGLU1', 'CMTM6', 'GNA11', 'DENND1A', 'KRT83', 'BTN2A3P', 'PPWD1', 'RNF112', 'SYNM', 'RGR', 'EMC3', 'CCDC74A', 'HEPN1', 'EGOT', 'FLJ33360', 'TCEAL6', 'ANGPTL2', 'BCS1L', 'PPP6R2', 'VPS28', 'B3GNT8', 'LDLRAD2', 'ZNF177', 'KRT81', 'CACNA1C', 'DHX15', 'UTP20', 'GTPBP3', 'IQCC', 'DNAJC19', 'ZNF768', 'IGFBP7', 'DIS3L2', 'GAGE2D', 'ABRA', 'GPR141', 'CACNB3', 'COQ10A', 'MNDA', 'FBLN5', 'ALOX15', 'RHBDD3', 'ALOX12', 'ZNF585A', 'NUGGC', 'GRIN3B', 'GPR157', 'MT1X', 'TNC', 'ANP32A-IT1', 'XYLB', 'CTXN2', 'MMP23A', 'TMEM256', 'AHCTF1', 'LGMN', 'STBD1', 'RPS4Y1', 'RAB8B', 'RDH12', 'XIRP2', 'DDX5', 'SARS2', 'NPAS4', 'HIST1H4C', 'FAR2', 'ZNF436', 'HNRNPK', 'KANSL1', 'SLC24A2', 'PLEKHO2', 'PRSS53', 'MRAP2', 'SPPL2A', 'OR2A4', 'CHRNE', 'HENMT1', 'SENP3', 'ZDHHC23', 'HPS3', 'SPSB1', 'UBN2', 'HLA-DRB1', 'GPRIN3', 'TMEM134', 'GNG13', 'CD63', 'GARS', 'SDPR', 'KLRK1', 'GOLGA6L1', 'ZNF335', 'SPON1', 'SIRPG', 'SNORD114-31', 'SPOCK2', 'KCNH7', 'SENP6', 'CPO', 'PTDSS1', 'RHPN2', 'LYG1', 'MRGPRX1', 'GORASP1', 'CEACAM3', 'ZNF331', 'NKIRAS2', 'TADA1', 'NT5DC3', 'SDR42E1', 'GNRHR2', 'PLEC', 'ATP2B4', 'HAR1A', 'UBE2J1', 'LINC00883', 'PTER', 'UTP6', 'AOAH', 'RNF180', 'PARP8', 'BRIP1', 'ATP13A1', 'DCX', 'GRIK1-AS1', 'GSTTP1', 'C1ORF122', 'DNAJC3', 'FOXA1', 'PCID2', 'SARAF', 'PUS1', 'ZNRF3', 'ADAM7', 'CCL13', 'PLK4', 'NGRN', 'SLC2A3', 'RAD21L1', 'ZCCHC14', 'CT47A2', 'CYP2B7P', 'FRG1B', 'NXPH1', 'STX16', 'FTL', 'ZNF311', 'ARRDC2', 'FBP2', 'POU3F1', 'TUSC7', 'CRSP8P', 'BIRC6', 'KIAA1522', 'RABL2A', 'TFIP11', 'SPI1', 'VASH1', 'PFDN6', 'JUN', 'SNORD48', 'TLDC2', 'ARHGAP44', 'SLC5A12', 'PLA2G3', 'SKA3', 'KIAA1024', 'DCD', 'SIPA1L3', 'CASP8AP2', 'LOC148696', 'CEP68', 'ASPH', 'PHOX2B', 'BASP1', 'CHCHD5', 'CHIT1', 'GNS', 'GUCA1A', 'PSME2', 'CHD4', 'ST3GAL5', 'CDK2', 'SUPT5H', 'LAMTOR3', 'CEP44', 'FAM47E', 'HINFP', 'SNORA7B', 'LOC100130691', 'SAMD5', 'NDUFS5', 'PDE4C', 'C14ORF177', 'TCEAL2', 'ATL2', 'IFNW1', 'SNORD114-9', 'NFATC4', 'LOXL2', 'BMPR1A', 'TMA7', 'KCNMB2', 'DUS4L', 'LINC00174', 'TCTN3', 'TAS2R46', 'FGF8', 'LRRC56', 'SYT15', 'SNAI2', 'KATNA1', 'LOC113230', 'CCDC106', 'LINC00899', 'METTL1', 'PIK3R3', 'PRAMEF9', 'KIAA1324', 'ZNF428', 'NXF2', 'SLC38A8', 'RDH16', 'CRTAM', 'SNORD115-22', 'BRD3', 'MED30', 'MED1', 'DNAAF1', 'NUDT16P1', 'FAM170A', 'CACNA1S', 'LTB', 'POU5F1B', 'OSBP2', 'PRR12', 'GTSF1', 'PCBP4', 'FGG', 'C19ORF53', 'ERICH3', 'TEAD3', 'C16ORF58', 'POLR2A', 'HYAL3', 'PPP1R32', 'C1QTNF4', 'PDCL2', 'MT2A', 'CYP4F11', 'SMCHD1', 'MAGEA1', 'GOLGA2P10', 'OSM', 'HSP90B1', 'RHOU', 'ZNF687', 'TMEM205', 'PCDH8', 'OLAH', 'TMEM2', 'TMED6', 'PEX11B', 'PRUNE2', 'ASIC5', 'CTU1', 'SRSF11', 'ENTPD5', 'CWC15', 'MAEL', 'OTULIN', 'RAB5C', 'PPP2R5B', 'HCFC1R1', 'EIF5A', 'ACOX3', 'LBX1', 'ZSCAN20', 'SRD5A2', 'ST3GAL3', 'MYOD1', 'NADK', 'CEP128', 'C10ORF53', 'GPHB5', 'CENPF', 'PER3', 'VHL', 'KIF13B', 'KCNIP4', 'CUEDC2', 'SMCO4', 'WRN', 'WDR47', 'TUBB1', 'GNAL', 'CTTNBP2', 'SPATA33', 'TAX1BP1', 'PRORSD1P', 'SSNA1', 'TBL1Y', 'RABEP2', 'COPE', 'ASF1A', 'CTDP1', 'NLE1', 'VPS52', 'LRRC17', 'NHEG1', 'FRMD4B', 'BLNK', 'PRKG1', 'C1ORF194', 'WDR27', 'MOB3B', 'KIR2DL4', 'RPL38', 'NEK2', 'RGS3', 'C1ORF186', 'HCRTR2', 'FGFRL1', 'FBXW7', 'JUNB', 'LHX2', 'HMGN1', 'F10', 'PKD1', 'PRR27', 'CCM2', 'ARHGAP42', 'DSCAML1', 'RBM28', 'ENAH', 'SCLT1', 'CD55', 'RGS16', 'CHST6', 'RSPH3', 'SNORD4A', 'COX19', 'NXPH4', 'UBLCP1', 'SEC22C', 'NPAS2', 'ZDHHC16', 'MAGEE1', 'CST9L', 'PRAME', 'ZNF804A', 'ZNF236', 'SMS', 'PDF', 'SMYD4', 'NTN4', 'IL13RA2', 'CLEC19A', 'FOXN3', 'TENM2', 'FOXM1', 'FBXL19-AS1', 'SENP2', 'SRPX2', 'TMEM87A', 'CLIC2', 'PDCD1LG2', 'SPRR4', 'DMWD', 'PRB3', 'EIF4ENIF1', 'RNF7', 'ZNF678', 'PLA2G10', 'TACR2', 'C3ORF30', 'TIE1', 'CCDC80', 'LCE3D', 'LOC151174', 'CD3EAP', 'NR1H3', 'TPCN2', 'HPRT1', 'CFHR5', 'ZNF57', 'MEGF6', 'SCARNA16', 'SLC50A1', 'CCDC27', 'ZNF544', 'KCND1', 'KCNK2', 'SLC30A9', 'PRELID2', 'HOTAIR', 'ATP5G3', 'DUSP4', 'TM9SF1', 'KRTAP10-5', 'NAGLU', 'C9ORF41', 'MYL2', 'SNORD114-20', 'KRT80', 'KLF4', 'TCAM1P', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.41897644861846284
		RMSE:  0.8782004120680554
		NRMSE:  0.17699587078381512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5843844136424388
		RMSE:  0.9452480588674593
		NRMSE:  0.23451795238114906
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  3.1588842615628062e-15
		NRMSE:  6.366536190343646e-16
		MAPE:  2.998415405554569e-12
		Pearson Correlation:  0.15584166185073778
		Spearman Correlation:  0.20706272558774755
		Coefficient of Determination:  -2.0261410766611636
		RMSE:  1.3063516520403722
		NRMSE:  0.32410848311426893
		MAPE:  486.16529258918877

	Predictor:  ElasticNet
		Pearson Correlation:  0.5062829090970252
		Spearman Correlation:  0.5060846077901974
		Coefficient of Determination:  0.1346474850601248
		RMSE:  0.685808041195059
		NRMSE:  0.13822037632163553
		MAPE:  678.9944237646383
		Pearson Correlation:  0.4721419756437557
		Spearman Correlation:  0.40327772900204867
		Coefficient of Determination:  0.11254988214582518
		RMSE:  0.7074365420758059
		NRMSE:  0.17551643479278667
		MAPE:  321.02709841361843

	Predictor:  RandomForests
		Pearson Correlation:  0.6065227659604455
		Spearman Correlation:  0.6084813532894451
		Coefficient of Determination:  0.2767891123609013
		RMSE:  0.6269581044284198
		NRMSE:  0.12635953492319565
		MAPE:  601.2769288794725
		Pearson Correlation:  0.47893107265512985
		Spearman Correlation:  0.45377036386693986
		Coefficient of Determination:  0.18997021910154288
		RMSE:  0.6758744147680683
		NRMSE:  0.1676858072664289
		MAPE:  281.3143183873251

Protein:  CCNE1
x_train_column_count:  352
x_train columns:  ['TRMU', 'TULP4', 'MRPS35', 'IPPK', 'ARHGEF9', 'TRIM63', 'CBR3', 'EIF2S2', 'TSPY3', 'NF1', 'GPR34', 'HCAR3', 'DOCK5', 'FAM118B', 'SOX17', 'DZIP1L', 'TBPL2', 'OAS3', 'PFDN1', 'FBXO44', 'NUDT12', 'HEXIM2', 'KLHL6', 'ISCA1P1', 'TNR', 'CNNM2', 'PALB2', 'KMO', 'TLR7', 'SNAR-D', 'ZBTB45', 'GOSR1', 'CES1P1', 'RNF138P1', 'NR2C2AP', 'CHL1', 'C17ORF49', 'ASL', 'PSAT1', 'GALNT4', 'OC90', 'SNORD114-18', 'RBBP7', 'CD22', 'OR2AE1', 'METAP2', 'KRT73', 'ARMCX2', 'RPL11', 'UBE2QL1', 'SLC6A18', 'FGD3', 'TMED5', 'HNRNPH1', 'ROCK2', 'HGH1', 'ZNF843', 'LINC00282', 'NCAM2', 'B4GALT2', 'GULP1', 'CRLF2', 'FXYD4', 'CCR10', 'ZNF521', 'CD8A', 'TOPBP1', 'SIX5', 'CAV1', 'DEFB105A', 'MOGAT2', 'OR10S1', 'LYPD8', 'RAB42', 'SMCO4', 'INTS4', 'TMEM249', 'KMT2E-AS1', 'SOX18', 'LUC7L3', 'SUPT5H', 'STAT5A', 'GLIS3', 'OR13G1', 'PLA2G4C', 'SOX3', 'FOXQ1', 'KCTD20', 'EMCN', 'ERBB4', 'DRAM2', 'MYOM1', 'SMG1', 'DCUN1D4', 'UBTD1', 'ROR2', 'UCP3', 'RNF144A', 'FGF4', 'CIDEB', 'CKLF', 'INO80C', 'CSGALNACT1', 'ODF3B', 'TSN', 'CALML4', 'SSMEM1', 'MRPS23', 'PRKAB2', 'DOCK2', 'CAPN5', 'MTMR9LP', 'IFT27', 'CNTN1', 'NISCH', 'IGSF21', 'MROH2B', 'RBP7', 'C1ORF95', 'OOEP', 'PAX8', 'CLDND1', 'SLC39A8', 'SLC35F4', 'SNORD51', 'DCUN1D5', 'NUP35', 'USP11', 'LMLN', 'PDILT', 'HRASLS5', 'PARP12', 'NXPE1', 'RPLP1', 'GUSBP2', 'NUDCD3', 'SLC35A5', 'SPR', 'RNASEH2C', 'SH3GL2', 'DGCR9', 'DMTF1', 'PRR15', 'ARHGAP36', 'UGT3A1', 'SBSPON', 'TCF19', 'SNRPA', 'OR7G2', 'FDPS', 'RGCC', 'KLF14', 'BACH2', 'SLC4A10', 'KRTAP22-1', 'PCBP1', 'VTI1B', 'DCAF6', 'STK3', 'PTPRR', 'CDH20', 'ABLIM3', 'OR4D2', 'S100A7', 'ACTRT3', 'WHAMMP3', 'TRIM52', 'AGT', 'EME1', 'LINC01548', 'TPTE2P3', 'ZNF599', 'LYPLAL1', 'BNC1', 'MIEF1', 'SWAP70', 'WNK3', 'RRBP1', 'ATP10A', 'GOT1', 'PEX3', 'VAT1L', 'NDUFAF7', 'ATP13A3', 'ABCA8', 'SURF4', 'LLGL1', 'POLL', 'PDIA2', 'TTLL3', 'MXRA7', 'OR2A2', 'AQP7P3', 'OSER1', 'TOB2P1', 'MT3', 'PEX7', 'SLFN11', 'DZANK1', 'CBX3', 'CD6', 'TMEM108', 'EFNA5', 'RNF123', 'TOLLIP', 'EIF3A', 'KMT2E', 'PCDHB4', 'PRKAR2A', 'POLR3D', 'ADGRG1', 'KLRD1', 'KRT9', 'ZCCHC9', 'MCMBP', 'NPFF', 'HSF2', 'HMGA1', 'CRB1', 'SIPA1L2', 'OR52N2', 'CAV3', 'ARMC10', 'PAXIP1-AS1', 'SLC2A7', 'BEND7', 'RPL7A', 'SLC22A2', 'NPIPB5', 'MRPS28', 'CNTRL', 'ZBED9', 'BCL2L10', 'SPTBN1', 'DNAJB7', 'TMEM205', 'RPL36', 'PPOX', 'SYT2', 'ZNF321P', 'KGFLP2', 'AMPD2', 'CMTR2', 'RHOU', 'TSPAN10', 'SNORA49', 'FSHB', 'HILS1', 'ASAP1-IT1', 'RUFY3', 'ATP6V0A4', 'CLPSL2', 'SOAT1', 'PLIN1', 'YWHAB', 'GUCY1A3', 'IFIT2', 'UCKL1', 'GAGE12F', 'CHN2', 'GAL3ST1', 'EDF1', 'TAC1', 'CPNE2', 'HINT2', 'SNORA71D', 'CIC', 'RAD1', 'FKRP', 'STEAP2', 'VAPA', 'ATP6V1F', 'PRR18', 'DAB2', 'MROH8', 'TSC22D3', 'CATSPER3', 'CNBD1', 'DNASE1L1', 'C6ORF201', 'QRICH1', 'PCDHGA5', 'IFT122', 'PPP2R4', 'TAF7', 'AP3D1', 'LAIR2', 'THEMIS', 'DCST1', 'DNMT3A', 'CNTNAP3', 'PRL', 'LDLRAD1', 'ARHGAP19', 'JAKMIP1', 'PRSS50', 'HAGH', 'ARPC1B', 'RPP25L', 'HEPACAM', 'RUNDC3A', 'EDN2', 'METRN', 'GSAP', 'CEP135', 'CPT1A', 'BCO2', 'CD48', 'CDK19', 'LRRC47', 'CDC14B', 'CAMKK1', 'RPSAP58', 'ZNF346', 'HECTD4', 'TMEM161A', 'RABAC1', 'LOX', 'ASB9', 'LGALS1', 'PPP1R9A', 'FAM127C', 'ZNF354B', 'TGFBR2', 'MAPK8IP1', 'DBX2', 'TIMELESS', 'BCL2A1', 'COPB1', 'LOC284661', 'SPRR2A', 'KRTAP27-1', 'BRWD3', 'ZNF436-AS1', 'MBOAT1', 'RBSN', 'APCS', 'OR10A5', 'ANKDD1A', 'CDKN2D', 'PRR27', 'OGG1', 'PRAMEF1', 'CLCA3P', 'KIDINS220', 'PRKD1', 'TTC30B', 'LOC400940', 'CCNG2', 'BPIFB6', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.7135069779129597
		RMSE:  0.7967382438332794
		NRMSE:  0.19227700939577658
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.179220592822603
		RMSE:  0.7927883268238614
		NRMSE:  0.2823823069719898
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.48367116033059243
		NRMSE:  0.11672446372338549
		MAPE:  119.9663870203584
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008650225247206267
		RMSE:  0.5393577763958428
		NRMSE:  0.19211318838676503
		MAPE:  85.21064296831354

	Predictor:  LinearRegression
		Pearson Correlation:  0.9505119621686422
		Spearman Correlation:  0.8603165919089654
		Coefficient of Determination:  0.903472988911254
		RMSE:  0.15027080813758395
		NRMSE:  0.036264886004677935
		MAPE:  36.30627947410643
		Pearson Correlation:  0.4369834981421149
		Spearman Correlation:  0.44868793288459674
		Coefficient of Determination:  -1.8410226098061977
		RMSE:  0.9051988526218446
		NRMSE:  0.3224216750211379
		MAPE:  115.01394724084581

	Predictor:  ElasticNet
		Pearson Correlation:  0.6622711999267251
		Spearman Correlation:  0.5932802728977391
		Coefficient of Determination:  0.1973294271253352
		RMSE:  0.4333301062565732
		NRMSE:  0.10457564646489205
		MAPE:  104.26666296568354
		Pearson Correlation:  0.7478152347951299
		Spearman Correlation:  0.5834211296458882
		Coefficient of Determination:  0.19634312726932102
		RMSE:  0.4814397904113692
		NRMSE:  0.1714834516158038
		MAPE:  73.90486351820041

	Predictor:  RandomForests
		Pearson Correlation:  0.8578735677728657
		Spearman Correlation:  0.7209812464872909
		Coefficient of Determination:  0.729685441446481
		RMSE:  0.2514692641136332
		NRMSE:  0.060687130852531114
		MAPE:  54.30359345865029
		Pearson Correlation:  0.8455812549030316
		Spearman Correlation:  0.7080036928664069
		Coefficient of Determination:  0.7109375076248055
		RMSE:  0.28873705416555273
		NRMSE:  0.10284489907944888
		MAPE:  42.76343502515354

Protein:  CCND1
x_train_column_count:  859
x_train columns:  ['ZNF385D', 'CASS4', 'ARL5C', 'MBD1', 'CCK', 'ZDHHC16', 'GMIP', 'LINC00961', 'BLMH', 'AKAP12', 'WRAP53', 'RIBC1', 'MROH5', 'TMEM232', 'MEF2B', 'EFTUD2', 'TFAP2C', 'SHANK1', 'MAP2', 'C3ORF52', 'PAXBP1', 'AGAP2-AS1', 'MYPOP', 'TBRG4', 'FLOT2', 'LCE6A', 'EIF6', 'DNAJB4', 'KRT17P5', 'ZNF77', 'SCLT1', 'SLC35F5', 'NEIL2', 'FAM58BP', 'RANBP1', 'GRIK1-AS1', 'IGSF9', 'ZBTB8B', 'RPL23', 'MAPRE2', 'MICALCL', 'DIO3OS', 'RFX4', 'SLIT3', 'AFMID', 'ZFAND3', 'DIDO1', 'RAB11A', 'PIWIL3', 'TECTA', 'SLBP', 'MTUS1', 'POPDC2', 'LINC00889', 'FBN3', 'ENTPD8', 'SHISA9', 'DCTN6', 'ARHGAP42', 'UBXN10', 'RAB41', 'GINS2', 'ZMPSTE24', 'TNFRSF13B', 'NDRG4', 'SCARNA14', 'C21ORF62', 'RAB40AL', 'OR52K1', 'GUCY2EP', 'DRP2', 'NOXO1', 'MYH10', 'MORN1', 'MAPK15', 'LRRC2', 'AKAP2', 'CACNA2D4', 'NAGA', 'SMG1P3', 'CMTM6', 'HLA-J', 'XK', 'GUCY2C', 'NBN', 'PSMD11', 'ZMYM5', 'SLC35E2', 'SAYSD1', 'PLGLA', 'CLEC4D', 'PGA4', 'KREMEN1', 'COMP', 'HINFP', 'LY75', 'CPA1', 'ZNF546', 'FAM83D', 'AOX2P', 'LINC01558', 'SPATA31D4', 'EGFLAM', 'SNORD113-7', 'ZCCHC17', 'TPPP', 'SLC25A37', 'DDHD1', 'CDK5RAP2', 'MTRF1L', 'AGO3', 'JAK1', 'COX7B2', 'CLCN1', 'DEPDC4', 'LRRC25', 'TTLL6', 'NUMA1', 'MS4A10', 'AKAP8', 'CDK16', 'SEMG2', 'CCDC142', 'JADE1', 'SGCZ', 'ZRANB3', 'GPATCH1', 'CDS2', 'ST20', 'PLSCR2', 'STYX', 'ASIC5', 'C16ORF74', 'OR2V2', 'FAM169A', 'KRTAP10-2', 'XPA', 'MGST2', 'SLC22A24', 'SSPO', 'ZNF705D', 'ZEB1', 'ZNF429', 'CLCA2', 'OR2S2', 'SNX4', 'ZNF469', 'CSTA', 'NLRP14', 'NRBP1', 'TM4SF4', 'RIPPLY1', 'AP1G1', 'DCP2', 'SPINK5', 'PNLIPRP3', 'CLEC3A', 'UQCRBP1', 'STRADB', 'KLHL4', 'PRPF40B', 'DEFB106A', 'FBXO11', 'ERCC3', 'KCTD3', 'OR2L2', 'SYT17', 'DDTL', 'CR2', 'XKRY', 'FLRT3', 'CIDEA', 'NRSN1', 'TNK2', 'JCHAIN', 'SEPHS2', 'ZNF625', 'TMIGD1', 'GRASP', 'CLMP', 'DCUN1D2', 'SYNJ2BP', 'BTBD11', 'SH3D19', 'OR6C2', 'GTPBP10', 'POLM', 'RNF208', 'TOMM7', 'GJD3', 'DIRC2', 'HIVEP1', 'C1ORF109', 'BARHL2', 'ZNF296', 'FBXO34', 'B4GALT3', 'APMAP', 'NXF3', 'ZNF117', 'KIAA0355', 'MEPCE', 'IFNA10', 'SRP9', 'ASTN1', 'LRRC45', 'DUSP23', 'FAM105A', 'RNF2', 'EEF1DP3', 'UQCRB', 'RBL2', 'EIF3A', 'PRKCQ', 'FXR2', 'LBX1', 'SNORD70', 'COX4I2', 'KIAA0040', 'KIF3B', 'RPS16', 'SLC5A6', 'FAM9C', 'IRAK1BP1', 'OR4C46', 'DKKL1', 'IL20RA', 'IFIT1', 'FSCB', 'INPP5A', 'C1ORF159', 'SLC35F3', 'TPT1', 'CLN6', 'GREM1', 'AQP7', 'DENND4B', 'EIF2S3', 'HEYL', 'DDX18', 'HNRNPA3', 'CXCL8', 'GNA14', 'PREX1', 'KATNBL1', 'VWA3A', 'KRBA2', 'RAB11B', 'LINC00552', 'TUG1', 'EPHA1', 'MED27', 'VARS', 'BAHCC1', 'H1FX-AS1', 'ZIC2', 'PDE6H', 'CABP5', 'SUCNR1', 'NUP98', 'GCSAM', 'ZNF833P', 'IGFL1', 'KBTBD8', 'KDM4B', 'ITPA', 'TBC1D3', 'FGG', 'SNORD26', 'OR10H2', 'WDR83', 'RFC1', 'RAD50', 'ALMS1', 'XKRY2', 'UBE4B', 'CNST', 'TTC19', 'NUBPL', 'LOC284009', 'STH', 'ANP32E', 'SFXN5', 'PRKAR2B', 'FSTL1', 'TSTD2', 'MSRB3', 'CCDC174', 'SLC16A13', 'ANXA8L1', 'NOX3', 'ARHGEF7', 'FBXO10', 'UG0898H09', 'LOH12CR1', 'HIF3A', 'CYP4F11', 'FAM214B', 'CAMKV', 'C1ORF158', 'USP15', 'NIP7', 'HIST3H2BB', 'CES4A', 'SORBS1', 'ASB12', 'TMEM104', 'NET1', 'SRGAP1', 'ATP2A2', 'SV2C', 'WBSCR22', 'IFNL3', 'KCMF1', 'FAM151B', 'IFNA14', 'MCTS2P', 'TAB3', 'EPCAM', 'COQ10B', 'MSMO1', 'RBMS3', 'ANKRD13A', 'FSHB', 'CREBBP', 'XIRP2', 'SOD1', 'RHBDD2', 'NHSL1', 'C22ORF46', 'MYOF', 'PTRHD1', 'KLF9', 'DNAJC13', 'RGN', 'COL4A6', 'FAM86JP', 'SPRTN', 'C17ORF85', 'PRDM10', 'FTH1', 'FAM225A', 'DDHD2', 'CX3CR1', 'JMJD6', 'SERF1A', 'MELK', 'NEDD8', 'PCNP', 'FLJ37201', 'KCTD5', 'PTPRU', 'WDR72', 'RPLP0', 'C16ORF90', 'SLC35F1', 'APOL5', 'SNORD116-15', 'RAD23A', 'XKRX', 'MYOM2', 'OR9K2', 'MYOM1', 'GLIS3', 'KCTD1', 'RASSF3', 'ARHGAP1', 'RNF39', 'FUT9', 'PTP4A1', 'CDK1', 'IGF2R', 'SNORD78', 'ZDHHC14', 'PICK1', 'FAM71E2', 'SLC44A3', 'CNTF', 'RAD51AP2', 'PADI6', 'SNORD114-19', 'KRT25', 'PKD1', 'NDUFB8', 'DCTN2', 'CCDC144CP', 'MED26', 'TOMM22', 'TCL1A', 'POLR1D', 'GGCX', 'CDH24', 'DNAJC21', 'ADGRF4', 'ZAR1L', 'EHF', 'DUSP15', 'HP', 'TMEM52B', 'RTEL1', 'TICRR', 'MAPK8', 'ECM2', 'SH3BP5L', 'HEBP2', 'NFATC3', 'CDC27', 'LOC647859', 'PCDH11Y', 'LRRC73', 'SEMA7A', 'LINC01096', 'RSU1', 'C1ORF54', 'FAM217A', 'ARFGAP1', 'SCIMP', 'MAZ', 'HNRNPH1', 'CHAC1', 'PCK1', 'TECRL', 'SLC22A16', 'ZP4', 'TTC39A', 'MDH1B', 'SND1-IT1', 'KCNV1', 'ZDHHC15', 'NDUFB5', 'KLHL38', 'DHX33', 'GPT2', 'RNASEK', 'NDUFAF2', 'SPRR2C', 'PLD2', 'FLCN', 'PIP5K1C', 'GPR180', 'SLC45A3', 'CIAPIN1', 'GTF3C5', 'SNRNP200', 'CYP11A1', 'CCDC102A', 'RNASE2', 'KHDC3L', 'SMIM3', 'FAM83F', 'KRT81', 'NFAM1', 'USP28', 'SIAH3', 'EXOC3L1', 'PCDH20', 'SRPK1', 'PEX2', 'ZIC4', 'SLC30A5', 'RAD18', 'ARPC5L', 'ERCC8', 'GHRLOS', 'ETV1', 'WDR43', 'CETN1', 'PAFAH1B3', 'KIF17', 'MTOR', 'CXCR4', 'PCDH11X', 'MRPS23', 'PM20D2', 'SLC4A1AP', 'CIZ1', 'SYAP1', 'KCP', 'GPR39', 'FAM181A-AS1', 'CD1B', 'ARG2', 'CTPS2', 'SPEF2', 'DHDH', 'TMEM74', 'TACC1', 'ITCH', 'CRYM-AS1', 'OR5K2', 'ATP5D', 'PLEKHG3', 'PI4KB', 'FBXO6', 'CUTC', 'MRFAP1', 'RAB4A', 'CKMT1B', 'SNORA30', 'ATP6V1F', 'IFIT3', 'HNRNPU', 'LSM7', 'TTYH3', 'UBE2V2', 'CHKA', 'DAPK3', 'DLG2', 'NAA35', 'MYH9', 'CEACAM7', 'MBD5', 'NAV2', 'DUS3L', 'MBL1P', 'C1QTNF1', 'LOC389033', 'SPAG1', 'CDH3', 'MPV17L2', 'EXOSC4', 'RIPPLY3', 'RASAL3', 'MCM3AP', 'WDR93', 'ARHGAP27', 'LINC00852', 'OPRL1', 'CCT4', 'WDR7', 'ZNF17', 'FAM74A3', 'ZFP30', 'POLI', 'FGL2', 'SLC7A1', 'LSG1', 'GPHA2', 'EGFL7', 'HPS5', 'HDAC9', 'MAT2A', 'SH2B1', 'ZNF394', 'FREM2', 'PLA2G6', 'PCDHB10', 'TTTY6B', 'THBS3', 'HSPB2', 'RELL1', 'FAM175A', 'SLTM', 'CCDC173', 'C10ORF88', 'PSKH2', 'DERL1', 'SASH1', 'DYDC1', 'CT47A9', 'PTBP1', 'IRS1', 'ARHGAP12', 'PRKCG', 'SPATA31D5P', 'CCDC117', 'BBS9', 'THOC5', 'SAMD4B', 'ZNF284', 'SNORD58A', 'INTU', 'KIF20B', 'TOP3A', 'SLC12A3', 'RBM24', 'ADH7', 'PNPLA4', 'CYP24A1', 'BTG3', 'KIF6', 'KATNAL2', 'PKIG', 'NTHL1', 'TRIM62', 'C8ORF59', 'SUCO', 'C10ORF82', 'C3ORF62', 'UMODL1', 'TAF1A', 'ZNF222', 'DTNBP1', 'GRAMD2', 'EFCAB7', 'MS4A7', 'MTDH', 'PDZD4', 'DNAJB3', 'JOSD2', 'ARHGEF6', 'OR4C15', 'NOX5', 'MC2R', 'ZC4H2', 'RASA4', 'SCAMP3', 'WDR49', 'PARP14', 'SPATC1L', 'ZNF738', 'SOX1', 'CBWD6', 'ARL4A', 'CTXN2', 'DNAAF2', 'AGRP', 'FAXC', 'IL1RAPL1', 'HEPACAM', 'SGOL2', 'MYEOV2', 'VPS18', 'CHRNA3', 'DDB2', 'C2ORF76', 'PAFAH2', 'CRYBB1', 'DSN1', 'CDK5R1', 'SASH3', 'SLX4', 'HECA', 'SNORD114-9', 'LGALS1', 'TTC41P', 'RPL12', 'TSTD1', 'SDHAF3', 'BMP7', 'SCARNA6', 'ZNF829', 'IL26', 'LRRC3B', 'TMEM95', 'KIF18B', 'ZNF579', 'MASP2', 'GALNT2', 'LOC644936', 'VSX2', 'SIAE', 'GBP4', 'SRSF8', 'OR11H1', 'VILL', 'CLUH', 'ZNF271P', 'N4BP2L2', 'ZFAND1', 'N6AMT2', 'MSH3', 'LOC100272217', 'KLHDC8B', 'PRODH', 'LOC100128573', 'C11ORF54', 'PDE3A', 'CRB3', 'MXRA7', 'SGCB', 'WDR83OS', 'SKIV2L', 'SLC25A14', 'DYM', 'RRP7A', 'RELN', 'WTIP', 'FKBP6', 'PHACTR2', 'PADI3', 'ZBTB8OS', 'SEPW1', 'MYEOV', 'C16ORF72', 'SLC22A1', 'ACOT12', 'LPGAT1', 'TPM4', 'ARL13A', 'ADRBK2', 'ECT2L', 'NOM1', 'SNORD54', 'MTERF3', 'NDUFA11', 'LOC285740', 'ZBED8', 'RDM1', 'C11ORF65', 'HIST1H1E', 'ZSCAN21', 'KLHDC1', 'SLC25A24', 'C1ORF189', 'ARL9', 'TINF2', 'CDS1', 'TCHP', 'MDN1', 'TMEM59L', 'HCAR3', 'CCDC70', 'TMSB15A', 'SNORD114-14', 'WDR88', 'USP31', 'ANO1', 'PIGG', 'EBNA1BP2', 'DDC', 'ABCB6', 'PKNOX1', 'OR4F5', 'SNORD115-33', 'ZNF423', 'AP3M2', 'PAM', 'CAPN3', 'SCFD2', 'TAOK1', 'NICN1', 'LINC00909', 'COL1A1', 'BTBD7', 'C4ORF50', 'COG2', 'RPS6KL1', 'ANKRD30BL', 'SAA2', 'NFKBIB', 'PSAPL1', 'ZNF879', 'PEX12', 'SNRNP25', 'MED25', 'BCO2', 'GLRA2', 'STOX2', 'GLT1D1', 'C15ORF26', 'LTBP4', 'FCER1G', 'CDK11B', 'PRELP', 'WFIKKN1', 'RTN4', 'SPATA6L', 'TMEM35', 'FAM210A', 'FBXO7', 'WBP1L', 'POMK', 'PRR14L', 'CDSN', 'SPSB1', 'DNAJA3', 'RRP15', 'ADGRB3', 'TSACC', 'OR5AP2', 'HRC', 'SEC13', 'ICE2', 'IFNGR2', 'C10ORF11', 'COQ10A', 'KHNYN', 'DYNLRB2', 'NR5A2', 'SLC34A1', 'BRCC3', 'UBE2A', 'TMEM256', 'MICU2', 'SLC10A2', 'INAFM1', 'CXORF40A', 'SRXN1', 'IER2', 'E2F4', 'ZNF322P1', 'FOXE3', 'SRSF11', 'SEPT3', 'SCGB1D2', 'PAPL', 'LGALS9C', 'TPCN1', 'KLRB1', 'SS18L1', 'SPANXN4', 'CNKSR1', 'METTL12', 'PTK2B', 'SLC27A1', 'ZNF594', 'CDH15', 'PSMB4', 'CCSER1', 'C5AR2', 'LRFN1', 'TBC1D22B', 'PRICKLE2', 'ADAMTS14', 'ALPP', 'EYA1', 'MRPS31', 'ZBTB3', 'ZNF473', 'TOB2P1', 'TIGD6', 'FAM227A', 'LCE1F', 'WDR66', 'PLIN4', 'GPM6B', 'BCKDHB', 'APOPT1', 'KRTAP5-8', 'SLC35A4', 'C9ORF129', 'PRKAB2', 'NFIX', 'SLC36A3', 'HIP1', 'TBC1D2B', 'BEND3P3', 'MAP2K6', 'MTCH2', 'POC5', 'RUSC1', 'FGD3', 'BEGAIN', 'SBF2', 'PLEKHA8P1', 'SLC5A11', 'HOXA11-AS', 'PRAMEF6', 'TMEM249', 'RASSF5', 'EPPIN', 'SERINC4', 'KLHDC3', 'ZNF260', 'STC1', 'BLCAP', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.46307157054532877
		RMSE:  0.2889602070536637
		NRMSE:  0.17371452011738692
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5143850316766378
		RMSE:  0.2891269997261264
		NRMSE:  0.20591917819933792
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.1200147655058351e-15
		NRMSE:  6.73320487613372e-16
		MAPE:  2.904262781621447e-12
		Pearson Correlation:  0.06257352875663946
		Spearman Correlation:  0.08777192469027413
		Coefficient of Determination:  -2.3692527692651377
		RMSE:  0.43125812699104454
		NRMSE:  0.3071464068935136
		MAPE:  2942.4614611104994

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  RandomForests
		Pearson Correlation:  0.5587262704676333
		Spearman Correlation:  0.5344183219025055
		Coefficient of Determination:  0.25337364884678815
		RMSE:  0.20642244173445168
		NRMSE:  0.12409520249513153
		MAPE:  334.0750513310874
		Pearson Correlation:  0.5033448491958938
		Spearman Correlation:  0.4925080479953176
		Coefficient of Determination:  0.2274389713409668
		RMSE:  0.2065080062125112
		NRMSE:  0.14707709404913624
		MAPE:  1001.4719048385122

Protein:  ERBB2
x_train_column_count:  665
x_train columns:  ['PSD', 'NFYC', 'TMIGD1', 'KHNYN', 'C1ORF131', 'FAM205BP', 'CLEC18B', 'CEL', 'KDM4A', 'HTR1B', 'HNRNPAB', 'KLHDC1', 'SGCA', 'CCDC54', 'NCOA5', 'RBSN', 'SNHG5', 'NUDC', 'RAD9A', 'TBC1D3P1-DHX40P1', 'SH2B3', 'ITGB2', 'AHNAK2', 'PARP15', 'IL15RA', 'IKZF1', 'ANKRD55', 'OPN4', 'FETUB', 'THRB', 'LGALS9C', 'SUN2', 'SOX10', 'HSP90AB2P', 'MGC16275', 'DEFB104A', 'VCPKMT', 'SNORD62A', 'FKBP6', 'STC2', 'CTNND2', 'OR6M1', 'VNN3', 'CYP2A7', 'CXORF38', 'SPTLC2', 'ACVR1', 'TTTY23', 'TMPRSS3', 'RFPL1S', 'RND2', 'SPAG6', 'TMEM59L', 'IGSF8', 'HPS3', 'ABO', 'ZFHX4-AS1', 'LOXL2', 'ANGPTL3', 'HLA-DRB1', 'PAICS', 'MICAL1', 'GGTA1P', 'PRIM2', 'PSRC1', 'GNPDA1', 'OR6V1', 'ADD1', 'MCU', 'ABCF3', 'SCN1B', 'ARMC12', 'EML2', 'CAV3', 'PDXK', 'RRP1B', 'PPIG', 'CLDN11', 'ODF3', 'GTF2IRD1', 'SNORA44', 'HCRTR2', 'KLRF1', 'EMC6', 'CPNE1', 'CMPK1', 'DLL1', 'FAM201A', 'CGB', 'OR6S1', 'PSKH1', 'MYT1', 'HIST2H3C', 'PGK1', 'NQO1', 'HDAC10', 'TRA2B', 'PSMA6', 'ABHD15', 'ZXDB', 'PRAP1', 'CNNM2', 'TRIM8', 'TSPAN32', 'CCDC71', 'CHSY1', 'PLEKHG3', 'NR1I3', 'RNF10', 'PTGS1', 'TFEB', 'DTWD2', 'GRB2', 'EVA1B', 'ARL17A', 'NHLRC1', 'RPS3', 'TMTC2', 'LINC00301', 'ETFA', 'TBC1D3P2', 'HPGDS', 'ZNF44', 'RIIAD1', 'SLC1A3', 'SLC35F1', 'GSTM2', 'ZRANB2', 'TMOD3', 'SULT6B1', 'DHODH', 'ZNF805', 'EME1', 'XKR8', 'USP5', 'CLIP2', 'THAP8', 'RSPH3', 'SNORA16B', 'SNORD91A', 'RC3H2', 'CFHR4', 'GPBAR1', 'IQSEC3', 'USP3', 'DOK5', 'LRBA', 'PARK2', 'IARS', 'TNFRSF10A', 'RAB10', 'MPZ', 'C14ORF132', 'LRCH3', 'ASB16', 'HYAL1', 'PARVA', 'APITD1', 'CHGA', 'ANAPC16', 'CUL5', 'TSHR', 'FAM167A', 'OR8D4', 'ADSL', 'TTTY10', 'RNF214', 'STAM', 'TARP', 'MANEAL', 'CBL', 'MAN1A2', 'KIAA1522', 'LOC153910', 'TRIM69', 'OR5B12', 'SLAMF9', 'HNRNPH2', 'DSCAM', 'AKR1D1', 'FBXO43', 'TMEM102', 'CACNA1E', 'TRDN', 'ZNF793', 'PUS7L', 'LNX2', 'CACTIN', 'SNORD114-3', 'DOC2B', 'METAP2', 'MROH1', 'IL36G', 'LINC00265', 'RASSF4', 'KCTD17', 'PADI1', 'INPP5A', 'DSCC1', 'AK2', 'ENTPD8', 'PMPCA', 'POU2AF1', 'KRT28', 'MCM3', 'SH3PXD2A', 'PHACTR3', 'ARMC8', 'DMP1', 'SCFD1', 'CYMP', 'SPAG7', 'DLG5-AS1', 'DYNLL2', 'CCAR1', 'ZDHHC12', 'SLC22A9', 'ZNF32', 'GMDS', 'ARHGAP33', 'URAHP', 'MATK', 'FAM173A', 'ZNF511', 'ZNF320', 'ANKRD18DP', 'PLRG1', 'MASP1', 'MSGN1', 'LOC729603', 'VAMP1', 'ZNF331', 'RNF112', 'C9ORF91', 'SLCO2A1', 'OSGIN1', 'IFT22', 'ZBED4', 'C1ORF226', 'MKRN1', 'PGBD4', 'TRIM67', 'PLCG2', 'PRKRIR', 'LINC00635', 'CYP26C1', 'FAM120AOS', 'WDR34', 'ALOX15', 'HOMER3', 'ELOVL1', 'KDM5B', 'TMTC4', 'ERBB3', 'C3ORF67', 'SP9', 'WIPF3', 'TMEM248', 'IFNB1', 'FAM81A', 'ADAD1', 'MAX', 'GRIA1', 'TTC21A', 'ATP1A1-AS1', 'VWA5B1', 'CDH1', 'HS3ST2', 'BIRC7', 'NME3', 'LOC728554', 'RSRC2', 'TRIP12', 'HMGB4', 'ZNF74', 'ATG16L1', 'C1ORF228', 'TBC1D14', 'CCDC186', 'MUL1', 'ZSWIM1', 'NEIL3', 'CDCA7L', 'MEAF6', 'KIF1C', 'PHF2P1', 'C12ORF50', 'KAT2B', 'VILL', 'ZFYVE9', 'SBK1', 'PAPD7', 'SCARNA4', 'FAU', 'CSRP2BP', 'MAPT-IT1', 'SYBU', 'PRDM8', 'TSNAXIP1', 'VASH1', 'XCL2', 'IL10RB', 'CYP3A43', 'OR1J1', 'GALNT4', 'DFNA5', 'CLCN7', 'TAAR5', 'NHLRC4', 'DPM2', 'ZIM2', 'RBM19', 'FUS', 'NRGN', 'PLAC9', 'TMEM263', 'UBE2MP1', 'ALDH3B2', 'PABPC5', 'MMD', 'KCNK13', 'WIPI1', 'MCM3AP', 'MRPL30', 'EIF3G', 'CHRNA10', 'MTSS1', 'HCG27', 'SNORD69', 'PSMA5', 'ACAP2', 'RHOV', 'THEM4', 'HEG1', 'XKR4', 'CLEC17A', 'POLE4', 'ADGRF3', 'EFTUD2', 'CTSF', 'NCAPD3', 'ADAM11', 'MC4R', 'TIGD4', 'HLA-DQB1', 'FOXQ1', 'RAB11FIP5', 'RPL18', 'RNF215', 'LOC606724', 'CNKSR3', 'MFSD8', 'FAM103A1', 'ARGFXP2', 'SGCB', 'FAM3B', 'UGT2A1', 'UCMA', 'CEACAM1', 'SLC38A8', 'HIST1H3D', 'IMMP2L', 'B4GALNT4', 'LSMEM2', 'USP27X', 'CYP2E1', 'HSD17B10', 'SSR2', 'DSC2', 'C11ORF58', 'DPY19L2P2', 'SPAG16', 'TXNDC9', 'SLC10A1', 'PARN', 'DNAJB6', 'S100A14', 'ANXA4', 'SNORD18A', 'SNCAIP', 'CRLF1', 'NIM1K', 'EBF4', 'MEX3A', 'MFGE8', 'MLXIP', 'DLG4', 'RSPO4', 'STAP2', 'GLI2', 'IL11', 'PAPSS2', 'SLC13A5', 'NKAP', 'TET1', 'ARNT2', 'KATNAL1', 'RNF141', 'PCSK7', 'CCDC18', 'TPCN1', 'MYOF', 'EVX2', 'XPA', 'KANK2', 'DBP', 'CRIPAK', 'ABHD16A', 'CNTNAP1', 'TOMM70A', 'MSH5', 'NLRC4', 'NMNAT1', 'LINC01312', 'SERP2', 'RPS5', 'RASSF6', 'CCL3L1', 'UBXN4', 'NTF4', 'SSX3', 'SETX', 'ATP11A', 'APMAP', 'GPR17', 'BRD8', 'TIAL1', 'OR8B3', 'GPR18', 'SSX4', 'ZSCAN32', 'TMC1', 'CST1', 'PRSS21', 'DNAJC3', 'LOC100240735', 'SMR3A', 'SHANK3', 'SMN2', 'CCDC170', 'OLIG3', 'RNF121', 'BAZ1B', 'NTRK2', 'INSRR', 'TLN2', 'VPS13A', 'SNORD88A', 'CCR10', 'PPP1R1A', 'CA14', 'NAA60', 'PPFIBP1', 'SERPINB6', 'EMX1', 'MAFG-AS1', 'MAGEA6', 'RAP1GAP', 'ARL8A', 'GUCA2A', 'MICALL2', 'PRLH', 'C14ORF166', 'POM121L2', 'DNAJC5G', 'RENBP', 'RNF207', 'C7', 'ZNF596', 'AFMID', 'RASSF2', 'KRTAP5-4', 'MLLT6', 'LRP1', 'TMEM138', 'CTAGE6', 'CNTN6', 'DCUN1D5', 'FBP2', 'DUSP11', 'PLET1', 'SOX14', 'PHLDB1', 'TRIM16', 'SNORA45B', 'DEFB116', 'PLCD1', 'ESRG', 'RTN4', 'SPAST', 'FAM155B', 'SGK2', 'PCDHGA7', 'MBLAC1', 'CLK3', 'ZFYVE27', 'RPS12', 'CGA', 'SDC2', 'MAP3K14', 'OR5AP2', 'HOMER1', 'MAST1', 'TFF1', 'DDOST', 'LINC00667', 'ZSWIM6', 'THAP7-AS1', 'ENPP5', 'PTGDS', 'CLASP2', 'NOX5', 'IL24', 'FAM196B', 'NTM', 'ACBD7', 'MYLK', 'ITFG3', 'HINT3', 'P2RY1', 'SLC27A1', 'CRELD1', 'DNAH5', 'MGAM2', 'ALDH3A1', 'SIX3', 'SDHAF1', 'NYAP1', 'HAL', 'SDHAF4', 'ESRRA', 'KCTD14', 'SPATA31E1', 'TOPAZ1', 'H2AFJ', 'SIX6', 'GZMH', 'C14ORF93', 'LILRB4', 'DALRD3', 'PHF10', 'TADA3', 'PDE1B', 'TCF4', 'SNORA81', 'C7ORF50', 'NECAB1', 'HRCT1', 'SLC26A10', 'EIF2AK1', 'SNORA5B', 'GRK7', 'KIAA1324', 'TXLNB', 'ZPLD1', 'ZP4', 'ZFAND6', 'FRG2B', 'TNK1', 'CLTC', 'VDR', 'ALDH1A3', 'SP6', 'RASAL2-AS1', 'SOX21', 'ZNF213', 'CLIC1', 'WAS', 'TTC39B', 'PDE5A', 'IGFBP3', 'OR52M1', 'SNORD50A', 'RPP40', 'MAP3K9', 'ZNF212', 'CDH12', 'PINX1', 'RPL34-AS1', 'FSD1L', 'PID1', 'KLHL5', 'UBTFL1', 'C1ORF123', 'RSBN1L', 'ATPAF1', 'ALKBH5', 'CYB561D2', 'OLFM1', 'CASQ1', 'FCGR1C', 'HIST2H3D', 'MXRA8', 'ZNF252P-AS1', 'HIGD1A', 'ZDHHC13', 'FAM169B', 'HBA1', 'HIPK4', 'NETO1', 'CBFA2T2', 'RSRP1', 'C20ORF27', 'CCL28', 'CYB5A', 'TINF2', 'SLC27A4', 'SNORA37', 'CDRT1', 'CAMK1G', 'TNC', 'ZNF648', 'SMAD2', 'DMRT1', 'ASMTL-AS1', 'CTU2', 'OR14A16', 'SNORA57', 'LGALS9', 'LUZP2', 'LOC652276', 'NPIPB5', 'LRRC47', 'ZNF639', 'MLLT4-AS1', 'MRPL11', 'MRPL53', 'MYEOV2', 'SMCO2', 'ALS2CR12', 'LOC388242', 'FOXL1', 'CCNG2', 'C19ORF54', 'COG7', 'MYO19', 'NOP58', 'ZNF311', 'EIF1', 'PGBD2', 'LINC00473', 'DPH6', 'ZNF502', 'HCP5', 'BPIFC', 'ZNF536', 'RUNDC3A', 'KIRREL3', 'ATP6V1E1', 'GAPDH', 'EMG1', 'CHIC1', 'SPG7', 'C12ORF71', 'UBE2U', 'FKBP4', 'PRR5-ARHGAP8', 'KIAA1107', 'SMPDL3A', 'OR52L1', 'ADAM12', 'SSH2', 'LINC00244', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10512598969709641
		RMSE:  1.0713675802437574
		NRMSE:  0.18252510013182233
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.044647408489899565
		RMSE:  0.9270678870989714
		NRMSE:  0.17190207437399804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  3.783665139349576e-15
		NRMSE:  6.4460962900141e-16
		MAPE:  4.262933198017836e-12
		Pearson Correlation:  0.3899726917692673
		Spearman Correlation:  0.29117647058823537
		Coefficient of Determination:  -1.635274282842857
		RMSE:  1.4724467033475566
		NRMSE:  0.2730292422302163
		MAPE:  1761.9065354930947

	Predictor:  ElasticNet
		Pearson Correlation:  0.7522348820392689
		Spearman Correlation:  0.600796274623498
		Coefficient of Determination:  0.28297673450407146
		RMSE:  0.8629770136560101
		NRMSE:  0.14702233736920287
		MAPE:  806.489584575551
		Pearson Correlation:  0.6354894087963381
		Spearman Correlation:  0.5573553799629305
		Coefficient of Determination:  0.20888595975650703
		RMSE:  0.8067634568778099
		NRMSE:  0.14959455903538105
		MAPE:  514.8568522603571

	Predictor:  RandomForests
		Pearson Correlation:  0.8502048762798957
		Spearman Correlation:  0.6831897259017116
		Coefficient of Determination:  0.7181855099559076
		RMSE:  0.5410211757659517
		NRMSE:  0.09217186155441533
		MAPE:  415.3146392473677
		Pearson Correlation:  0.8035531638974533
		Spearman Correlation:  0.7477660716027705
		Coefficient of Determination:  0.6350721621517914
		RMSE:  0.5479364215216529
		NRMSE:  0.10160141322485683
		MAPE:  289.25434174434525

Protein:  ERBB3
x_train_column_count:  247
x_train columns:  ['ST3GAL2', 'CXCL16', 'OR51I1', 'EIF1AY', 'IARS2', 'SCARNA22', 'LIPH', 'PWRN1', 'MT2A', 'SLC1A1', 'OPN1SW', 'XXYLT1', 'SMAP1', 'MDC1', 'MARK2', 'SPATA31A5', 'PSMD10', 'TTC36', 'PRR14', 'SNAI2', 'CDC73', 'ZNF71', 'KIFAP3', 'CLVS1', 'HSBP1L1', 'LINC00663', 'P3H1', 'ATP5H', 'BPIFB1', 'DEFB109P1', 'MAP1LC3B', 'DOCK6', 'AGFG1', 'DOCK2', 'PPP1R14D', 'SUPV3L1', 'ATP6V1C1', 'UNC5CL', 'COL5A1', 'TMIE', 'DTX2P1-UPK3BP1-PMS2P11', 'KCNQ2', 'SUSD5', 'MFI2', 'PHYHIP', 'PILRA', 'OPN4', 'SAAL1', 'ICAM3', 'ERCC8', 'TRMT10A', 'IGF2-AS', 'ASB14', 'SNORD115-41', 'LPL', 'FAM210B', 'BOC', 'PCP4', 'STEAP2', 'FER1L4', 'RPS27A', 'NKIRAS1', 'APLNR', 'WDR86', 'TMEM169', 'DDX46', 'GAGE12J', 'TAGLN3', 'SUPT7L', 'PRNP', 'UCKL1-AS1', 'HKDC1', 'CNNM2', 'NLRP11', 'AICDA', 'MAP10', 'LINC01098', 'YWHAH', 'ELMOD1', 'YWHAG', 'PRKCDBP', 'FGF8', 'GAD2', 'ZG16', 'SLC26A8', 'KEL', 'ZMAT4', 'HSD17B7P2', 'HYAL3', 'SRR', 'TAF4B', 'METTL24', 'MCM4', 'MED30', 'WHAMM', 'FAM155B', 'RAB41', 'NEFL', 'FOXD3', 'CYP4Z1', 'CHN2', 'KIAA1614', 'BBS7', 'NME2', 'RYBP', 'TMEM126B', 'GXYLT2', 'BATF', 'SNPH', 'SCN4B', 'PLCD3', 'SLC12A9', 'AXIN2', 'ZNF526', 'CYP2B7P', 'GYS1', 'RBP2', 'PTDSS2', 'PYCARD', 'LOC284661', 'HDX', 'ANXA4', 'AGPAT5', 'CSF2RB', 'SLC1A4', 'CAPN11', 'NBPF1', 'RNF31', 'ADAM12', 'SOX11', 'IPO8', 'SALL1', 'ACSBG1', 'LCE4A', 'COMMD3', 'AMTN', 'ZNF646', 'SYNE1', 'MRPS12', 'STK38L', 'NUP88', 'NXF1', 'DEF8', 'ABHD16B', 'ODAM', 'NMB', 'PYCRL', 'MFSD6', 'C14ORF1', 'MRC1', 'VSIG10', 'PIP5K1B', 'FUOM', 'LDB1', 'ABCG1', 'STAU2', 'SCAND1', 'POLD4', 'NAALAD2', 'KLK6', 'CD19', 'SLC35B4', 'ZNF814', 'STEAP1', 'LIMD1', 'ZNHIT1', 'LYAR', 'LINC00320', 'RBM48', 'CACNA1H', 'CLUH', 'NLGN1', 'MMAB', 'SNORD94', 'PATE1', 'ZNF43', 'DDX6', 'SLC35F2', 'IDH1', 'NRIP3', 'ACPT', 'NYAP1', 'CDS2', 'DEFB128', 'TMEM43', 'MEGF9', 'LRRC17', 'TDRD7', 'PARP3', 'NCOR2', 'CABP4', 'SLC22A23', 'TMEM2', 'TMSB15A', 'LOC100133669', 'HHLA1', 'BTNL3', 'SLC4A1AP', 'FAM171A1', 'MROH6', 'ZNF282', 'CCAR2', 'RBFOX2', 'COPS5', 'HELZ2', 'ADCY3', 'HADHA', 'SHB', 'PSMD9', 'NIPSNAP3A', 'PRM3', 'MCU', 'LINC00473', 'ALPI', 'GNGT1', 'MIB1', 'ELFN1', 'CDC26', 'SDCBP', 'PTPRC', 'PRDX1', 'WHSC1L1', 'ZSCAN5A', 'SNHG4', 'GPR63', 'METTL22', 'ATP6V0C', 'CTSL3P', 'ZNF644', 'DSCR4', 'TRIM37', 'USP38', 'CYP2E1', 'SYT3', 'ALKBH8', 'ANKZF1', 'UNK', 'DEDD', 'KHDRBS2', 'GALNT14', 'SCCPDH', 'ZNF738', 'CLEC3B', 'SCARNA14', 'KHSRP', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20107865915633893
		RMSE:  0.5031866190144979
		NRMSE:  0.13579562619977975
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27170508071542576
		RMSE:  0.5249654097328843
		NRMSE:  0.21064675210776365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  LinearRegression
		Pearson Correlation:  0.7763023727434774
		Spearman Correlation:  0.7603428812541089
		Coefficient of Determination:  0.6026446572712783
		RMSE:  0.28942289731445503
		NRMSE:  0.07810693307851771
		MAPE:  172.46502137343396
		Pearson Correlation:  -0.025701384918579234
		Spearman Correlation:  0.06505714693345356
		Coefficient of Determination:  -12.874619971969262
		RMSE:  1.7339957693162973
		NRMSE:  0.6957802746678773
		MAPE:  1453.7664258733835

	Predictor:  ElasticNet
		Pearson Correlation:  0.4161153731591662
		Spearman Correlation:  0.456369315510307
		Coefficient of Determination:  0.04941930122587457
		RMSE:  0.4476492428906764
		NRMSE:  0.12080768239674762
		MAPE:  211.52489208217582
		Pearson Correlation:  0.4287724333845521
		Spearman Correlation:  0.4603093116642185
		Coefficient of Determination:  0.04581854502567928
		RMSE:  0.45472933415180267
		NRMSE:  0.18246394057837484
		MAPE:  243.26745770182376

	Predictor:  RandomForests
		Pearson Correlation:  0.5729350374239277
		Spearman Correlation:  0.56396548068972
		Coefficient of Determination:  0.30180810930936164
		RMSE:  0.38364607424611397
		NRMSE:  0.10353506417434602
		MAPE:  237.91572688109594
		Pearson Correlation:  0.39643665266463685
		Spearman Correlation:  0.440211493114395
		Coefficient of Determination:  0.14857723985170523
		RMSE:  0.42954642908950363
		NRMSE:  0.17235908974122993
		MAPE:  296.9405795854865


Fold:  2

Protein:  RB1
x_train_column_count:  371
x_train columns:  ['PRAMEF4', 'INS-IGF2', 'DNAH17', 'RGSL1', 'FAM153B', 'B4GALT5', 'OPN4', 'HIST1H1A', 'PYGO2', 'DDX46', 'CUL3', 'AMPD2', 'ACAD9', 'HKR1', 'TMEM50B', 'PLIN5', 'CYLC2', 'KLRC2', 'MMP7', 'GPN2', 'CYB5D2', 'VPS35', 'B4GALT1', 'SNORD116-25', 'NCR3', 'LOC493754', 'STRN3', 'ENG', 'PAQR3', 'HES2', 'ZNF208', 'LINC00599', 'HYAL1', 'ITGA2', 'RASSF4', 'CD55', 'WDR86', 'FAM99A', 'GTF2IRD1', 'A1CF', 'CPSF2', 'BNIPL', 'LOC100129935', 'SSBP4', 'PPAP2B', 'GYG1', 'HRG', 'NEUROG2', 'DAPP1', 'MCTS1', 'VBP1', 'ZMYND15', 'SCARNA15', 'KLF15', 'SNORD115-25', 'LEPROT', 'ZNHIT1', 'GGTLC1', 'BTBD16', 'TAS2R10', 'RNASE2', 'CT45A2', 'KDM3A', 'OR2D2', 'TARBP1', 'MSANTD1', 'PIGG', 'ADGRG5', 'SAPCD1', 'METTL6', 'SYNGR3', 'KIAA1715', 'ANGPTL7', 'RPL15', 'FSD2', 'GNS', 'GALNT3', 'FYN', 'DUXA', 'CYP46A1', 'C16ORF92', 'GRIK1-AS1', 'NLRP4', 'PRDM1', 'CAB39L', 'TEX13A', 'SDK1', 'SAMM50', 'SLC6A8', 'RASL10B', 'RNF103', 'DAD1P1', 'CEBPZ', 'SIGLEC10', 'SSFA2', 'BNC1', 'SUCLA2', 'OR5D18', 'PBDC1', 'IL12RB1', 'C19ORF80', 'OR13G1', 'ALOX5', 'PAK6', 'IFI30', 'KLHL4', 'SOST', 'WIPI1', 'SLC18B1', 'SNORA81', 'A2ML1', 'OR2B11', 'CCDC91', 'ALDH1L2', 'ABCC9', 'RDH14', 'SNORD116-23', 'SYT12', 'OR3A1', 'TGM7', 'KCNK13', 'USP45', 'RXFP1', 'FTHL17', 'ASCL3', 'TVP23B', 'TM2D2', 'LRRC37A', 'POLL', 'MRPL50', 'ABCA12', 'SOX8', 'MXRA5', 'ZNF337', 'HNRNPA3', 'PCED1A', 'SLC6A2', 'HPYR1', 'NEFH', 'MED29', 'RAB3C', 'DNAH11', 'UHMK1', 'EFNA2', 'XKRX', 'POTEM', 'PCDHB17P', 'PAQR9', 'LOC285847', 'ZNF845', 'BRSK2', 'RPL32', 'IARS2', 'TRIML2', 'BOP1', 'ZNF221', 'PRSS3', 'TMCO4', 'HIST1H2AJ', 'LAMA5', 'INTS12', 'PKHD1L1', 'SGOL2', 'RNY4', 'ZNF609', 'CYP1B1', 'WDR90', 'EBAG9', 'FIBP', 'ZSWIM6', 'CMTM5', 'SH3PXD2A', 'ATXN10', 'BCAR3', 'MAP3K10', 'KIAA0556', 'ARSH', 'CKLF', 'OR9A2', 'ATP13A5', 'HBA2', 'C17ORF89', 'AKAP14', 'TMED6', 'SPCS2', 'FAH', 'KRT14', 'FBXO16', 'PSMB6', 'CCL4L1', 'KRT222', 'PER1', 'FOXA1', 'SORCS1', 'DAZ4', 'OR4F17', 'MUC13', 'MRPS18B', 'PCNXL3', 'CLDN18', 'GPR37', 'CCL19', 'RFPL3S', 'LRRC3', 'FOXE1', 'DHCR7', 'UGT2B28', 'PLOD3', 'TAS2R7', 'RP1', 'RTN4RL2', 'ANPEP', 'KLHDC4', 'CAPRIN1', 'TIFA', 'SCARNA9L', 'VTI1A', 'FAM157B', 'MYO1C', 'RABL2B', 'ERICH3', 'DDX27', 'NKIRAS1', 'PHKB', 'CECR5', 'TWISTNB', 'DNM1L', 'XRCC6BP1', 'LRRC57', 'PPP1R36', 'CYBRD1', 'SSX2IP', 'HIST1H2BH', 'RBBP8NL', 'CCDC50', 'CABIN1', 'NUP133', 'UFSP2', 'RASA2', 'MAL', 'COL23A1', 'NOL4', 'TMEM235', 'GPR143', 'CCDC69', 'PHLDA2', 'MIER1', 'GFOD2', 'CDC20B', 'NDUFB6', 'THBS2', 'USP43', 'ANKRD28', 'PNPT1', 'CT45A5', 'SAV1', 'GP5', 'SPTSSB', 'TBCE', 'TAF1C', 'CACNB2', 'FAM169B', 'CYP1B1-AS1', 'ZNF584', 'C4ORF33', 'NEK1', 'SNRPD2', 'RPL8', 'DUSP9', 'PMS2P5', 'HPD', 'PIK3CG', 'SLC28A2', 'SYPL2', 'HMMR', 'TRIT1', 'GEMIN7', 'OR6A2', 'ADTRP', 'B4GALT2', 'MFSD4', 'REC114', 'SLC25A12', 'DMWD', 'C18ORF8', 'ANKAR', 'WASH2P', 'RANBP10', 'BEND3', 'TTC29', 'CXORF40B', 'SYNGR1', 'HSPA5', 'PTPN5', 'TMEM176B', 'EVI5', 'ZNF385D', 'VWCE', 'KAT2B', 'PLK1', 'ZNF34', 'VPS33B', 'MAL2', 'ODF4', 'UBXN1', 'C16ORF52', 'ATAD3C', 'FGF20', 'ARHGAP44', 'GCC2', 'DNAJC6', 'KCNIP4', 'SPP1', 'TXLNB', 'DDX28', 'CYP21A2', 'ASF1B', 'EXOC3L4', 'ZW10', 'CLSTN2', 'INF2', 'ZMAT5', 'LYZL4', 'OR4B1', 'CALCA', 'ZNF79', 'ADCY9', 'SLC5A7', 'INO80C', 'SLC5A6', 'XKR8', 'ZNF570', 'TBC1D14', 'DOCK2', 'HAVCR2', 'PLCB3', 'NUDT16L1', 'SLCO2B1', 'HIST1H4J', 'UBA2', 'HK2', 'MLH1', 'MAATS1', 'DUSP16', 'CACNA1S', 'ARHGEF9', 'IRF2', 'MYO1D', 'BPIFA4P', 'EPHB3', 'HIST1H4K', 'LRRC3B', 'NHLH2', 'TGOLN2', 'ISG15', 'C1RL-AS1', 'XKR4', 'SAA3P', 'HDHD1', 'NBN', 'MAPRE1', 'LPGAT1', 'AMER2', 'ATP8A1', 'FLJ25758', 'GRXCR1', 'IPO5', 'ZNF502', 'NCL', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.012372001566697044
		RMSE:  0.23649063304821735
		NRMSE:  0.08648721220312221
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0009378943328373079
		RMSE:  0.2450188572791325
		NRMSE:  0.14037816530069125
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  LinearRegression
		Pearson Correlation:  0.8506073338946587
		Spearman Correlation:  0.7835507050736225
		Coefficient of Determination:  0.7235328363771822
		RMSE:  0.12358497084547064
		NRMSE:  0.04519637611376194
		MAPE:  426.5496296286314
		Pearson Correlation:  -0.015175040847173998
		Spearman Correlation:  -0.00876987610964784
		Coefficient of Determination:  -2.895333373960946
		RMSE:  0.483357275783609
		NRMSE:  0.2769289201359037
		MAPE:  1488.6977182206583

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  RandomForests
		Pearson Correlation:  0.6081886337641774
		Spearman Correlation:  0.49685199143529185
		Coefficient of Determination:  0.20691121089984676
		RMSE:  0.20931713723641976
		NRMSE:  0.07654956745041683
		MAPE:  145.01320038936413
		Pearson Correlation:  0.00014585190221932161
		Spearman Correlation:  0.11241342308067506
		Coefficient of Determination:  -0.05136179961557774
		RMSE:  0.2511146446913771
		NRMSE:  0.1438706126269764
		MAPE:  246.8083245370908

Protein:  CDH1
x_train_column_count:  836
x_train columns:  ['TM9SF1', 'PPP1R3E', 'SNX4', 'ARHGAP5-AS1', 'LEMD2', 'PROCR', 'BRAF', 'PTGER3', 'ZFY', 'SNORD38A', 'CYP1B1', 'FMN1', 'IGLL1', 'ATP1B1', 'VILL', 'E2F5', 'GLOD5', 'HGSNAT', 'LYRM1', 'VWF', 'EIF2B2', 'SOX17', 'RPUSD4', 'GBF1', 'FCHSD2', 'HIST1H3D', 'C3ORF79', 'E2F6', 'CYBB', 'BRINP2', 'DLK2', 'C20ORF195', 'TAT', 'SRSF5', 'TRIP11', 'TAGLN2', 'CYP2B7P', 'RAP1B', 'ADGRG5', 'COLQ', 'C9ORF78', 'OR2A25', 'MEFV', 'ARX', 'MYLK', 'CLCA3P', 'ATF7IP', 'CSGALNACT2', 'C16ORF54', 'GALE', 'ABHD12B', 'CCNT1', 'TMEM50A', 'CCDC74B', 'ASTN1', 'LINS', 'CAP1', 'CCL20', 'MYO1D', 'C7ORF73', 'TAP2', 'PEBP1', 'SV2C', 'GEN1', 'ADA', 'NCF1', 'ASIC4', 'AIFM2', 'DGCR11', 'TAF6', 'MRPL28', 'NPTX2', 'PRR23C', 'C17ORF82', 'BPIFB6', 'SULT2B1', 'C17ORF97', 'FAM155A', 'GIPC1', 'LINC01098', 'VWA5B1', 'ZNF446', 'ZNF280B', 'LGALS9C', 'FGF16', 'SPTLC3', 'PHF12', 'USH2A', 'ARMC1', 'SLC26A3', 'C2ORF48', 'ZFYVE16', 'SUMO1P1', 'RAB2B', 'SIGLECL1', 'LINC00602', 'COL27A1', 'ANPEP', 'DGKQ', 'AQP3', 'GP1BA', 'SNORD116-23', 'CCDC54', 'EPHA4', 'PARD6G', 'SLC16A14', 'CYB5B', 'DOC2B', 'TCEAL3', 'GSPT1', 'OR51G2', 'FAM98C', 'ANKS4B', 'RGS10', 'GPR141', 'ASB16-AS1', 'TMEM163', 'PCNA', 'PRSS48', 'SNHG12', 'GABRB2', 'PMS2CL', 'BZRAP1', 'SI', 'LPCAT2', 'PRRC1', 'HECW2', 'RHBDD1', 'TYROBP', 'PRKAR1B', 'ZNF462', 'TP73', 'TXNL4B', 'GPER1', 'TIMD4', 'NEUROD2', 'CEP162', 'SNORD68', 'OSBPL10', 'PRDX3', 'BTLA', 'GRK6', 'GHRLOS', 'CD209', 'HGH1', 'RNPS1', 'LCN12', 'NBEAL2', 'ZNF594', 'SPACA1', 'IL2RB', 'RBP7', 'ZNF571', 'WASH7P', 'PTPN11', 'HAR1A', 'THUMPD3-AS1', 'SEMA4C', 'CCDC121', 'LBP', 'CNFN', 'PPP3CC', 'CRSP8P', 'SKIV2L', 'GNE', 'ANAPC4', 'TBX15', 'TOMM40L', 'PSORS1C1', 'SPATA2', 'CPEB2', 'THAP10', 'OR6C70', 'CALB2', 'LOC399815', 'EXOSC8', 'CNTNAP3', 'KLC4', 'IDH3B', 'SNTB1', 'RBMY1A3P', 'PPP2R3B', 'TMEM248', 'PTGR1', 'KRT37', 'LDOC1', 'BIRC3', 'SCFD1', 'LRWD1', 'NIPA2', 'NXNL2', 'SSBP1', 'WDR91', 'TNNI3K', 'KCNJ8', 'TRANK1', 'ARHGEF26', 'AGPAT9', 'ALDH16A1', 'ZCCHC10', 'NUP54', 'TMEM200C', 'SELK', 'SNORA52', 'GLRX3', 'SENP3', 'NDUFB9', 'PIAS1', 'PPAT', 'ZNF280A', 'SBSN', 'EPG5', 'MTERF4', 'RNF165', 'CST13P', 'SCRN2', 'TSPAN18', 'TBCK', 'KRTAP17-1', 'OR8I2', 'SGCZ', 'POLR1C', 'ENAH', 'LOC100132287', 'SNORD45B', 'DHX57', 'LOC100129935', 'ATP6V1G1', 'SLC44A5', 'RPS26', 'FAM179B', 'AGMAT', 'ZNF350', 'INSL5', 'GYS1', 'PPP2R5E', 'SUSD6', 'OR4C13', 'FAM102B', 'CEL', 'NUP85', 'KIAA1919', 'KIAA0020', 'IL21', 'ZNF207', 'COL11A1', 'ZNF638', 'MEIS2', 'ABCB5', 'C12ORF57', 'FOXL2NB', 'PURA', 'TAS2R46', 'VGF', 'TMEM55A', 'CRLF1', 'NUTM2A-AS1', 'LY86', 'COL6A4P1', 'LIN52', 'EPHB3', 'DHRS4-AS1', 'CHD1', 'DHH', 'ENO3', 'SAMM50', 'GAD2', 'SRP54', 'ZBTB1', 'IQSEC3', 'RPS6KA6', 'OIP5-AS1', 'BCO1', 'CAPN5', 'DUSP21', 'MRPL3', 'DPH7', 'DTHD1', 'PCDH17', 'DNAH5', 'PRIMPOL', 'ACAA2', 'RASSF2', 'CUL5', 'PCGEM1', 'TTTY11', 'BAZ2B', 'NCLN', 'ARHGEF18', 'DENND1B', 'AGT', 'ALDOA', 'GGT8P', 'KCMF1', 'CXXC5', 'SLC10A5', 'USP34', 'MARCH4', 'MAB21L3', 'STEAP1B', 'MTMR6', 'NEK2', 'SSTR4', 'NCBP1', 'ZBTB34', 'LRAT', 'DAW1', 'ZNF160', 'DLX6-AS1', 'PKIA', 'PAX6', 'PHGR1', 'ARHGAP11A', 'ATG7', 'LRRC37BP1', 'LEAP2', 'C9ORF142', 'ZNF415', 'RPRM', 'PAQR4', 'WDR93', 'ZNF280C', 'STEAP2', 'EPS15', 'SH3BP2', 'IFI6', 'PKLR', 'CDH19', 'SNORA65', 'KRT73', 'STAT6', 'KDM5A', 'SLC32A1', 'THAP5', 'MXRA7', 'FAM86JP', 'ALDH9A1', 'TGS1', 'FAM74A1', 'ZNF530', 'SPATA8', 'NPLOC4', 'GPR87', 'CHN1', 'TIMM8B', 'DOK5', 'BBS7', 'EIF6', 'TTL', 'SLC36A4', 'PRF1', 'ABRA', 'UBXN2A', 'EIF1AX', 'EIF2B4', 'MRPL1', 'GTF2H1', 'ABCG5', 'IGF2BP2', 'SEPT9', 'CSDE1', 'RFPL4B', 'AQP12B', 'MED25', 'AQP2', 'USP38', 'SDHAF3', 'ADD1', 'KIF26B', 'ATAT1', 'STAT3', 'ASB11', 'SEC23B', 'HERC1', 'IFNA13', 'HTN1', 'ZNF680', 'CYTIP', 'PIGO', 'BCL10', 'LDB1', 'MXRA8', 'METTL7A', 'GRM7', 'TCF19', 'PTGFR', 'ARSB', 'RAB15', 'ROS1', 'OIP5', 'ALPPL2', 'MAGI2', 'JMJD1C', 'FCHO2', 'SLC25A42', 'SERINC4', 'DICER1-AS1', 'BCL9L', 'COPS5', 'KRT80', 'CAV3', 'GGT3P', 'FHDC1', 'SH2D7', 'BCORP1', 'PDLIM5', 'ARSG', 'H1FX', 'DYTN', 'ZFP30', 'LOC100130331', 'NOL4', 'ATP5G1', 'LTBP2', 'CLDN7', 'ZNF587', 'ASB6', 'MAVS', 'DDT', 'COL1A2', 'HHIPL2', 'WFDC2', 'ZBBX', 'SCN1A', 'NIPAL4', 'SEPT2', 'RFT1', 'PFN4', 'OR52K2', 'RAB3A', 'H2AFX', 'LINC01128', 'COMMD5', 'EML4', 'MAGEA6', 'C2ORF50', 'COX19', 'EXOC5', 'TRIM13', 'CAPNS2', 'CNTN6', 'SNAP23', 'TCTA', 'HRASLS', 'UNC93A', 'REEP5', 'TDRD1', 'SNORD121A', 'HES5', 'MAP3K13', 'GNPDA1', 'VDAC3', 'FBXO6', 'TRAF4', 'RASSF8', 'TRIM66', 'C7ORF69', 'AOX1', 'GATS', 'THRSP', 'ARNT', 'AKAP3', 'CCNA2', 'SLC2A11', 'GSKIP', 'GSTM2P1', 'AMBRA1', 'SNORD123', 'FARP2', 'PTK6', 'SNX6', 'SVIL', 'TPD52', 'SH2D1A', 'MATN1', 'PLD5', 'SPAG11A', 'PTPN9', 'LDAH', 'MFN1', 'ADCK2', 'SNORD49A', 'MEOX2', 'TMEM167B', 'EVA1A', 'GPR52', 'SNORD1A', 'TTTY17B', 'CX3CL1', 'DOCK10', 'MTA3', 'SDF2', 'EMB', 'SFT2D3', 'SESN1', 'SMYD1', 'CLCN4', 'LRP12', 'WFDC11', 'SOX5', 'SLC25A14', 'ARHGAP1', 'SPATA25', 'ZNF781', 'STC2', 'PXDN', 'KIAA0226L', 'SYN3', 'TBCE', 'LILRA5', 'ABCA2', 'RNF19A', 'RSPH3', 'AATBC', 'ARID2', 'TPM1', 'ABHD2', 'C10ORF105', 'SNORD115-17', 'TRIP12', 'GSS', 'LOC344967', 'ZNF527', 'SLC26A11', 'KIF3C', 'HEG1', 'CLTCL1', 'RASGRF1', 'CLU', 'CCDC38', 'SLC26A4', 'CKM', 'THNSL1', 'XYLT2', 'CD3E', 'IKZF5', 'PCSK6', 'IGFBP2', 'ACOT1', 'SPPL3', 'SNX25', 'UNC13D', 'GSTO1', 'MRPS22', 'TBC1D3P2', 'KANSL2', 'ARRDC4', 'C16ORF46', 'KANSL1', 'APBA2', 'DIO3', 'GSTT1', 'LOC284578', 'ARHGAP35', 'PLN', 'CNOT3', 'DPY19L2P2', 'C1QTNF8', 'PHAX', 'NPAP1', 'CRELD2', 'KDM4A', 'SCN1B', 'ZNF770', 'WNT8A', 'AEN', 'HTT', 'KLHL33', 'SNAP29', 'MTCH2', 'AMDHD2', 'LMO3', 'AHCYL2', 'REXO1L6P', 'TTC21B', 'SNORA71C', 'XBP1', 'ATP6V1C1', 'RAB35', 'TMEM2', 'KLHL25', 'GPR3', 'SDF4', 'FCMR', 'FERD3L', 'KRTAP4-11', 'TMEM263', 'SETMAR', 'MRC2', 'ABLIM3', 'EDEM1', 'GPR160', 'TRNT1', 'HRASLS2', 'EMCN', 'NR1I2', 'PLIN3', 'TCEA2', 'KRT74', 'C10ORF32', 'NEIL3', 'TRAPPC11', 'DENND6A', 'ZNF830', 'C18ORF8', 'TRAPPC3', 'TSHZ3', 'GTPBP4', 'DCAF12', 'ZNF697', 'C1QTNF9B-AS1', 'KLHL40', 'HLA-J', 'NIPAL2', 'CYP26B1', 'SNORD45A', 'CTDSPL2', 'PRR19', 'PSMD5', 'AMER1', 'CCDC168', 'PNRC1', 'C2ORF54', 'CALHM1', 'CATSPERG', 'KCNMB3', 'FAM73A', 'SNORD79', 'PHOSPHO1', 'NXPH3', 'IFT27', 'SMCO1', 'VNN1', 'FBN3', 'GNA12', 'GNPTAB', 'RAVER2', 'TFCP2', 'HMP19', 'TMEM261', 'RNASE6', 'KCNN2', 'REST', 'GTSE1', 'SAYSD1', 'CCDC66', 'UBE2C', 'C8ORF82', 'POLR3GL', 'C6ORF1', 'TARS', 'CDHR5', 'FCRL2', 'EED', 'MAN2C1', 'ISX', 'SCD5', 'AGFG1', 'TRPT1', 'ULK1', 'TLE4', 'RRP1', 'LANCL3', 'SCARNA20', 'UBE2DNL', 'TNFRSF10D', 'TMEM201', 'ZC3H12C', 'GNPAT', 'LINC01551', 'CSN3', 'ZNF675', 'EMBP1', 'OR6C6', 'CD24', 'COL11A2', 'TMEM177', 'CAD', 'GNAS-AS1', 'A2M-AS1', 'ACTN1', 'TRIM10', 'C1R', 'MTHFR', 'LOC100128288', 'ILDR2', 'OMG', 'GLP2R', 'TSEN54', 'VPS36', 'RPSAP9', 'UNC5D', 'MED12', 'ABCC10', 'AWAT2', 'SNORD113-7', 'CBX2', 'LOC647859', 'SPEF1', 'LINC00298', 'OR51F1', 'SLC25A1', 'RPL31P11', 'XPO6', 'NANS', 'TBC1D2B', 'APMAP', 'LYSMD3', 'ZNF804B', 'ANGPTL5', 'UBE2V2', 'ABCA9', 'SLC7A2', 'FBRSL1', 'PRPF3', 'DCDC2', 'TIMM21', 'LRRK1', 'PLCD3', 'GNAI3', 'TEX10', 'PRMT6', 'ERMP1', 'SERPINA7', 'E2F7', 'TSR2', 'POR', 'DIRC1', 'POU6F2', 'GCNT1', 'ELL3', 'SYTL5', 'MBOAT2', 'MCPH1', 'PHLPP1', 'SNCG', 'MMP7', 'ARFGAP3', 'CALCOCO1', 'SORBS1', 'SDHD', 'PEA15', 'G3BP2', 'MLH1', 'RBMY1A1', 'C10ORF107', 'METTL7B', 'FDX1L', 'DHODH', 'HIRIP3', 'RBMXL3', 'SCNN1G', 'MGAM2', 'SEC14L3', 'HHIPL1', 'HOXB13', 'FASTKD5', 'C17ORF105', 'CLTC', 'HEPHL1', 'CSN1S1', 'KRT81', 'TSPAN17', 'JAM2', 'ANKRD34C', 'C9ORF116', 'RASSF4', 'FER', 'RAB6C', 'CLEC1A', 'NT5C3A', 'CEP131', 'RFPL1S', 'RTP4', 'TBC1D3H', 'NEDD9', 'MYO9B', 'FAM46A', 'CSRP1', 'ACER1', 'PIFO', 'FGD3', 'TTTY9B', 'BACE1', 'COQ3', 'PZP', 'CCL27', 'MBTPS2', 'CEP350', 'SAP30L', 'PIGA', 'LOC340017', 'CTRB2', 'RPS6KA2', 'CHRNA9', 'RXFP2', 'BCL3', 'TRADD', 'OR4K17', 'UBALD1', 'HYPM', 'MAP3K4', 'LINC00879', 'DNAH7', 'ATG5', 'SNORD18B', 'CYP2B6', 'SFTPA2', 'PQBP1', 'GPR156', 'MED14', 'UPF3B', 'ATG101', 'ZNF628', 'SUSD5', 'PLEKHG7', 'C7ORF31', 'DCST1', 'SERPINB1', 'CHAC1', 'SLC6A1', 'PDIA6', 'SELV', 'CD19', 'RBM41', 'TAF8', 'CYB5D2', 'TUSC5', 'RFESD', 'ATP13A2', 'HOXB1', 'ECHDC1', 'CADM4', 'INTS8', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0848918633043636
		RMSE:  1.167193365558287
		NRMSE:  0.18724526599154356
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3357437347566168
		RMSE:  1.329821844339591
		NRMSE:  0.2361608674018098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  4.339526402147567e-15
		NRMSE:  6.961620922671961e-16
		MAPE:  4.382156847493696e-12
		Pearson Correlation:  0.3861981382057209
		Spearman Correlation:  0.35731635937957273
		Coefficient of Determination:  -1.6731958041345658
		RMSE:  1.8812533014835626
		NRMSE:  0.3340886701267204
		MAPE:  859.09526864772

	Predictor:  ElasticNet
		Pearson Correlation:  0.6703168575877264
		Spearman Correlation:  0.6191511343202989
		Coefficient of Determination:  0.33766992966725484
		RMSE:  0.9119831635420546
		NRMSE:  0.14630354753221378
		MAPE:  364.2440989328511
		Pearson Correlation:  0.6562417318833197
		Spearman Correlation:  0.7024582967515365
		Coefficient of Determination:  0.3155642957029813
		RMSE:  0.9519151047461749
		NRMSE:  0.16904903298635676
		MAPE:  157.00577411788632

	Predictor:  RandomForests
		Pearson Correlation:  0.7797140142963653
		Spearman Correlation:  0.6689483531155636
		Coefficient of Determination:  0.6039846682199814
		RMSE:  0.7051890893980006
		NRMSE:  0.11312891463832528
		MAPE:  229.79442461409732
		Pearson Correlation:  0.6590685923922166
		Spearman Correlation:  0.7025514221293946
		Coefficient of Determination:  0.39593828564916456
		RMSE:  0.8942779964354648
		NRMSE:  0.15881335401091543
		MAPE:  252.2832798517613

Protein:  CDH2
x_train_column_count:  474
x_train columns:  ['ZDHHC18', 'KIR2DL3', 'NQO2', 'GRK7', 'DNAH10', 'ATP6V1C2', 'ZBTB6', 'BAIAP2L1', 'ADCK3', 'SNORD114-16', 'UNC79', 'METTL12', 'FGL2', 'MUTYH', 'CMTR2', 'KPNA7', 'PNPLA6', 'RBM7', 'ERMARD', 'ASCC3', 'WNT16', 'MOGAT1', 'GCM1', 'PLA2G4F', 'ZPR1', 'FAM177B', 'LRIT3', 'SLC25A19', 'TLL1', 'SYT17', 'C4ORF32', 'RPL27', 'TTTY21', 'ACSM4', 'MGAT5', 'MRPL27', 'BTN1A1', 'KLK10', 'HAVCR1P1', 'EIF4E2', 'TSTD1', 'LOC646813', 'FILIP1L', 'SNHG10', 'DSCAM', 'LINC00928', 'RAET1E', 'PPAT', 'ZPBP', 'HAPLN2', 'CUX1', 'CIB2', 'NINJ1', 'H3F3AP5', 'UNKL', 'BAZ2B', 'NAB1', 'SSTR5-AS1', 'PRSS58', 'GPR85', 'RABGGTA', 'FJX1', 'TMED7-TICAM2', 'GBA3', 'LMBRD2', 'C5ORF63', 'KGFLP1', 'AKAP6', 'NXF2B', 'RORB', 'KIF3B', 'DACH2', 'RCC2', 'MMP12', 'LINC01341', 'CXCL13', 'AUNIP', 'ORMDL2', 'PRSS41', 'PLAG1', 'TEX15', 'MLIP', 'TLR9', 'ZFP69B', 'AMZ2P1', 'COCH', 'ZNF624', 'LYZL4', 'CRABP2', 'TMX3', 'PGAM1', 'SNORA15', 'C19ORF48', 'PRNT', 'CHCHD6', 'LINGO2', 'FLVCR2', 'AVPI1', 'STRA13', 'SELM', 'RPAP2', 'CLYBL', 'CHCHD10', 'PCDHA7', 'RPL14', 'MOCS1', 'ZNF619', 'FLJ13224', 'UBE2L3', 'FKBP3', 'KIAA2022', 'IRGC', 'CHRFAM7A', 'SEPT10', 'LRR1', 'TRIM3', 'CSTF3', 'SSTR2', 'SNCG', 'C20ORF195', 'FAM169A', 'SSX2IP', 'MICAL3', 'MRPS31', 'STAC3', 'DNAJC15', 'C11ORF84', 'CDC42SE2', 'NKIRAS2', 'PTPRVP', 'RBM12B', 'CMPK2', 'ABCC5', 'NVL', 'CACNB2', 'TACSTD2', 'NLRP8', 'HIST2H2AC', 'DNAJB6', 'INHBA-AS1', 'SNORD119', 'ZNF382', 'MS4A13', 'C1ORF116', 'MIB2', 'OPN5', 'LOC148709', 'TAX1BP1', 'LAMTOR1', 'ZNF564', 'CD300LG', 'GNB1L', 'PPDPF', 'OR2J2', 'LDLRAD2', 'S1PR5', 'PCDH7', 'NKTR', 'CTHRC1', 'PRSS33', 'RAB8B', 'LRRC57', 'FBXL22', 'RBP3', 'HHLA3', 'PDIA5', 'ECT2L', 'ARNTL', 'SNORD116-1', 'ITSN1', 'USP16', 'C9ORF171', 'EPM2AIP1', 'SMARCE1', 'BCL2L1', 'CDKN2D', 'APOC2', 'LINC00620', 'TUBB6', 'BPIFA1', 'MAD2L2', 'RPS23', 'OPHN1', 'NTM', 'SAP30L', 'MIS18A', 'MAPT-AS1', 'CPT1A', 'SLC26A2', 'ELF4', 'INSL5', 'PRKRIR', 'GSTZ1', 'CDC37', 'LYPLA1', 'UBE2D4', 'FAM71A', 'MRPL20', 'TPX2', 'C17ORF85', 'LINC00189', 'TCEAL1', 'SNORA70', 'C1QBP', 'MIR155HG', 'FAM84A', 'TEAD1', 'C6ORF163', 'MYOM2', 'ITGB3', 'CERCAM', 'TAF4B', 'TRA2A', 'RAB43', 'RNF17', 'GFRA1', 'EPC1', 'LINC00652', 'AQP8', 'RTCB', 'MYH7', 'ZNF784', 'DCANP1', 'RPS27L', 'TICRR', 'EHBP1L1', 'FAM228A', 'POMP', 'ELMSAN1', 'MTCL1', 'ARHGEF16', 'OR51G1', 'GOLGA6L6', 'ITGA3', 'RPL23AP53', 'PSME3', 'CMTM5', 'FAM179B', 'DRAIC', 'BDP1', 'LOC728554', 'ZNF565', 'USH1C', 'C5ORF28', 'DHCR7', 'TRIM50', 'HDX', 'FAM126A', 'RAD9B', 'GINS4', 'PCYT1A', 'RRAGA', 'PRDX5', 'RBM24', 'PCDHGA5', 'TNFSF4', 'GPD1L', 'GOLGA3', 'DLX3', 'SOSTDC1', 'FCN2', 'HSPB11', 'SPRY2', 'MBD5', 'TTTY1B', 'OR6C75', 'SMTNL1', 'PGPEP1L', 'SOD2', 'COL24A1', 'SNX24', 'MORF4L2', 'IL17RC', 'TNFRSF4', 'TAS2R13', 'IRF4', 'DKK2', 'SLC10A6', 'PITPNA', 'S100G', 'WDR72', 'ATP7B', 'HNRNPUL1', 'ADARB2', 'CAMKMT', 'SNORD29', 'HIF1A', 'CCDC113', 'POLD1', 'HSBP1', 'BPY2', 'BTNL9', 'OR4N4', 'FAM178B', 'PHLPP1', 'TAAR8', 'GID8', 'CDH11', 'PXT1', 'TM4SF1', 'CTNNA2', 'ANXA2R', 'PLAC1', 'TCP10L2', 'IL24', 'LINC01599', 'CGA', 'FOXN2', 'MESTIT1', 'SRD5A3', 'NCL', 'PITX3', 'CTAG2', 'PAX2', 'BCRP3', 'FAM201A', 'CAAP1', 'SNRPD3', 'ADAD1', 'SCAND2P', 'LIN52', 'CACFD1', 'FAM120B', 'LOH12CR1', 'C1ORF189', 'RBBP9', 'CYB561A3', 'TOB2P1', 'DNAJC10', 'SLC45A2', 'P4HB', 'OTUD5', 'LINC01558', 'PPRC1', 'PRG2', 'SNORD35A', 'LOC400043', 'MIPEP', 'GNB1', 'TULP2', 'TIMM9', 'FAM222A', 'DAPK3', 'PRR23C', 'DTNA', 'ARL10', 'CDHR1', 'SMC6', 'NLGN2', 'COA7', 'DNAI1', 'KCTD2', 'RNF169', 'RAD18', 'PURB', 'ADAR', 'IL17C', 'TSPEAR-AS2', 'PNPLA8', 'ADPRM', 'WFDC8', 'CD27-AS1', 'CMIP', 'ESCO2', 'TMEM141', 'CLCF1', 'CA5B', 'SNORD111B', 'STRADA', 'DPP4', 'COQ5', 'SLC22A9', 'SPOCK2', 'DYNLT3', 'ELMOD3', 'DCP2', 'UBE4A', 'ING2', 'PTGDS', 'SLC6A1', 'ERCC6L', 'OR6C2', 'FAM196A', 'PTPRU', 'HMGN3', 'LRRC47', 'RPL6', 'MAD2L1BP', 'GSR', 'KIF22', 'LINC00113', 'DKKL1', 'TRMT5', 'PPP3R2', 'RNF168', 'GLDC', 'TACR3', 'SRFBP1', 'SPATA2', 'ATG4B', 'DDX28', 'EFNB3', 'RBM28', 'XAGE5', 'SPATA20', 'TMEM241', 'ZNF735', 'C15ORF61', 'PSG11', 'FAM110B', 'RAD51D', 'LINC00298', 'SNORA8', 'CERS4', 'NPIPB5', 'KRT36', 'JADE2', 'PPP3CB', 'JRK', 'CDNF', 'SAP30', 'CCK', 'PDIK1L', 'MPP7', 'OR4L1', 'PAG1', 'SLC7A6OS', 'FMNL1', 'SAP30BP', 'STARD5', 'PNPLA7', 'PNLDC1', 'CYP2S1', 'LOC113230', 'DBR1', 'ZNF562', 'TMF1', 'HMGN2P46', 'HIST2H2BA', 'CIDEB', 'FAM58BP', 'LOC284441', 'CCDC150', 'SNAPC1', 'P2RY13', 'PALM2-AKAP2', 'TSSC2', 'KIAA1324L', 'TM9SF2', 'CHRNA3', 'AES', 'ZMYM4', 'COL19A1', 'NECAB1', 'LEPR', 'TCP11L2', 'LRRTM1', 'C10ORF131', 'HEPHL1', 'RTP5', 'CEACAM22P', 'LCN15', 'SPATA41', 'EFEMP1', 'GOLGA7', 'MCTS2P', 'S100A7L2', 'BASP1', 'FABP3', 'FOXD1', 'MTG1', 'SOBP', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0042702958885580955
		RMSE:  0.36888339320753855
		NRMSE:  0.13366308906715652
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005559500410650786
		RMSE:  0.3881548727768219
		NRMSE:  0.20448899349205915
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  LinearRegression
		Pearson Correlation:  0.9361322340050814
		Spearman Correlation:  0.9062091093646449
		Coefficient of Determination:  0.8761599704902472
		RMSE:  0.12953714436452793
		NRMSE:  0.04693714920085801
		MAPE:  438.6703158417156
		Pearson Correlation:  -0.06287265467896212
		Spearman Correlation:  -0.012350014632718759
		Coefficient of Determination:  -4.114175566063454e+25
		RMSE:  2482804741312.2993
		NRMSE:  1307999147237.7603
		MAPE:  68802179544287.35

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  RandomForests
		Pearson Correlation:  0.5638996109262415
		Spearman Correlation:  0.4992510926932866
		Coefficient of Determination:  0.1838971645272519
		RMSE:  0.332534139648615
		NRMSE:  0.12049211524335642
		MAPE:  760.5596013968187
		Pearson Correlation:  0.10841704779685117
		Spearman Correlation:  0.14414203492342212
		Coefficient of Determination:  0.011330346706823313
		RMSE:  0.38488125296750375
		NRMSE:  0.20276437461739663
		MAPE:  188.22021940241945

Protein:  CDH3
x_train_column_count:  75
x_train columns:  ['DEK', 'NCSTN', 'PTGFRN', 'ARID5A', 'C11ORF54', 'ERP44', 'C10ORF95', 'NCK1', 'COL4A4', 'FIG4', 'PGBD2', 'ZBTB9', 'MYL9', 'OR4N5', 'SMPDL3A', 'MPP3', 'NRG4', 'ARHGEF10L', 'KRT24', 'ABCA11P', 'EVPL', 'KRTAP19-7', 'ZNF443', 'PRIMPOL', 'CHERP', 'TNFRSF11B', 'SH2D5', 'OR8G2', 'FGF21', 'TMEM155', 'FUT9', 'CTSS', 'ABCF1', 'SESN2', 'EEF2K', 'JAK3', 'LOC728323', 'TMEM194B', 'MYH9', 'ATP6V1C2', 'ITGA4', 'LOC646813', 'ZC3H11A', 'DCTN2', 'DIAPH3', 'HPN-AS1', 'DYTN', 'GLTSCR1L', 'OR5B17', 'ISLR2', 'IQCF3', 'MMGT1', 'KRTAP5-7', 'FRMPD1', 'EMP2', 'CELSR3', 'TCTEX1D1', 'NCAPH2', 'MTX1', 'COQ9', 'KLF2', 'GPR27', 'DDX11L2', 'PRRT4', 'FRA10AC1', 'LINC00202-1', 'CCR2', 'ADRA1D', 'CRHR1', 'MTMR8', 'CHRNB1', 'FBLN7', 'OR2T33', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032535082492379797
		RMSE:  0.20804431995898212
		NRMSE:  0.15657381105189322
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10171995354262497
		RMSE:  0.2077503373255318
		NRMSE:  0.17094572313464315
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  LinearRegression
		Pearson Correlation:  0.6086415577847937
		Spearman Correlation:  0.5842095382858692
		Coefficient of Determination:  0.3704445458544797
		RMSE:  0.164803911447143
		NRMSE:  0.1240311511346496
		MAPE:  309.4084693476281
		Pearson Correlation:  0.244643482651475
		Spearman Correlation:  0.26466198419666376
		Coefficient of Determination:  -0.41040262465418254
		RMSE:  0.2350594327670845
		NRMSE:  0.19341679648406526
		MAPE:  2348.346200527559

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  RandomForests
		Pearson Correlation:  0.5391373247481023
		Spearman Correlation:  0.5630670155330569
		Coefficient of Determination:  0.2664700887771513
		RMSE:  0.17789323526809755
		NRMSE:  0.1338821545897944
		MAPE:  323.1243629384628
		Pearson Correlation:  0.13695844076873312
		Spearman Correlation:  0.3214885395189927
		Coefficient of Determination:  -0.20156367357335303
		RMSE:  0.21695992649899296
		NRMSE:  0.17852376079897392
		MAPE:  1761.9785405525854

Protein:  PTEN
x_train_column_count:  886
x_train columns:  ['MYCT1', 'CACNG6', 'ERCC1', 'UNC13D', 'LOC91450', 'WBSCR27', 'AADAC', 'EGFL8', 'ACBD4', 'LGALS12', 'EHF', 'ZNF155', 'KCNK16', 'CARD9', 'ATP5SL', 'PCDH20', 'OR51D1', 'KDELR2', 'LIPF', 'PIWIL4', 'ZRANB3', 'BAHD1', 'GRIK1', 'RINL', 'JADE3', 'IER2', 'SNORD116-3', 'FZD5', 'GNG7', 'TCEANC', 'KRTAP23-1', 'OR4C46', 'CLDN11', 'TMEM63C', 'PLK4', 'RAB34', 'TSG1', 'MPP5', 'NOX3', 'TNIP1', 'VCPIP1', 'RALBP1', 'IMP3', 'SYNDIG1', 'PRCC', 'PDHB', 'KPNA6', 'GOLGA7', 'SLC25A3P1', 'SUN5', 'R3HDML', 'HK2', 'PHF6', 'PIP4K2A', 'CROCCP2', 'SLC6A9', 'LINC00032', 'XPO6', 'FAM161B', 'HSBP1', 'ZNF676', 'SENP8', 'POLR3B', 'RFNG', 'GALNT13', 'MSX2P1', 'DMBT1', 'FAM98C', 'ADGRG3', 'CYP21A2', 'RP2', 'UNC5CL', 'YIPF5', 'SCGB1B2P', 'PADI1', 'TCAIM', 'RLN1', 'PGAP2', 'DGKD', 'SMAD6', 'CHIC1', 'TCEAL3', 'ST6GALNAC5', 'ISM1', 'PTBP3', 'PCDHGA2', 'CORO6', 'IER5', 'CENPP', 'KRT32', 'ZNF791', 'FER1L5', 'SMCR5', 'RPS2P32', 'GID8', 'ZDHHC13', 'GTPBP1', 'AARD', 'PCDHA4', 'SPRR2C', 'ZNF581', 'TMEM263', 'SPPL2A', 'SNAR-H', 'CARNS1', 'ARMT1', 'CAB39L', 'FAM179B', 'WNK1', 'XRCC4', 'PRR35', 'SH2D1B', 'LMOD3', 'REXO2', 'MRPL3', 'SIRT7', 'TTLL11', 'PRMT5', 'SLC8A3', 'XKR6', 'BCL2', 'PAX1', 'MMP1', 'GPIHBP1', 'DACT1', 'SYNRG', 'FOXM1', 'G6PC2', 'IQGAP3', 'GDPD5', 'DDC', 'MYO15A', 'MIA2', 'TMEM136', 'MPDZ', 'SLC6A1', 'COG3', 'LINC01591', 'ADGRF5', 'NKG7', 'ERGIC2', 'COX11', 'COX7B', 'SNORD114-20', 'PTGS2', 'SCCPDH', 'ST8SIA2', 'FAM162B', 'SMIM15', 'HS3ST1', 'ZBED2', 'TMEM59L', 'PRKCE', 'TMEM219', 'LOC645166', 'PDE3B', 'JAKMIP3', 'MIB1', 'RAB11FIP2', 'LAT2', 'DPH3', 'ZNF835', 'GPR19', 'SNX29', 'ZNF883', 'ESCO2', 'MRPS23', 'FFAR2', 'EEF2', 'ZDHHC17', 'SLCO6A1', 'IDH3A', 'GNB1', 'SEC63', 'ARFGAP1', 'VN1R4', 'WARS', 'SRSF8', 'CTSO', 'SLC32A1', 'SQRDL', 'TAF9', 'LINC00667', 'STARD3NL', 'CTDSP2', 'RPUSD4', 'TUBG2', 'LOC728392', 'ACPP', 'CACNG1', 'PSMA8', 'CDK5RAP3', 'GBA2', 'VPS51', 'XG', 'KLHL24', 'WDR60', 'SKAP1', 'DOCK2', 'MIR17HG', 'TMEM179', 'SNORD116-23', 'TBC1D3H', 'C9ORF64', 'C9ORF153', 'MAZ', 'NEU2', 'NT5C1A', 'FAM69B', 'ARMCX5', 'IL2', 'ZNF774', 'PDZD7', 'MS4A8', 'CEP290', 'ATXN7L3', 'IFI44L', 'MUL1', 'CCSER2', 'RUVBL1', 'CDH24', 'ZCCHC13', 'CRLF2', 'RHOBTB2', 'SLCO4A1', 'CSPG4', 'DYNC1LI1', 'TTTY17A', 'CPPED1', 'PRDX3', 'MORC1', 'TMCC3', 'GPR89A', 'C20ORF85', 'KDM3A', 'EXPH5', 'DNM3', 'MED1', 'TMEM156', 'KRT72', 'GSTZ1', 'HSFY1P1', 'C17ORF98', 'PEX11A', 'HLX', 'CIB1', 'LOC613037', 'TTC33', 'SPATA33', 'ZNF184', 'ARL14', 'LINC00298', 'EFHC2', 'PCDHB19P', 'OR10A4', 'POU4F1', 'FAM35A', 'DDX17', 'SLC25A20', 'AKNAD1', 'PPP1R1A', 'NELL2', 'VPS35', 'FBXO44', 'COX4I2', 'RPAIN', 'SLIRP', 'DNAJC1', 'STRADA', 'KCNQ3', 'BBC3', 'TFIP11', 'CLNS1A', 'ZNF514', 'MATR3', 'NHS', 'LINC00893', 'B4GALT7', 'PNISR', 'RBP3', 'MMAA', 'POC1B', 'HABP2', 'MGAM2', 'PVRL3', 'TFAMP1', 'SPNS2', 'DUSP4', 'PTDSS2', 'C1ORF95', 'SNF8', 'MOCS3', 'POLR2J', 'CCNB2', 'COA3', 'GIMAP4', 'SPAG4', 'BAK1', 'PAPOLG', 'TRAPPC2', 'GPR132', 'RCN3', 'ERLIN2', 'IQCJ', 'ISOC2', 'FDXR', 'RNF213', 'DCAF4L2', 'SMG1P3', 'MYBL2', 'WNK3', 'MB21D1', 'TRIM74', 'PLAA', 'PRL', 'FOXI1', 'GJB1', 'PIK3CD', 'TBCEL', 'C10ORF10', 'GALNT8', 'TTC31', 'RDH8', 'MEF2C', 'BAG3', 'SYT13', 'TMPRSS11D', 'MARCKSL1', 'C9ORF116', 'TCHH', 'MRPL21', 'TRAPPC1', 'ABCC10', 'MAGEA3', 'SNORD102', 'SPOP', 'BAG4', 'ZNF131', 'CARS', 'SPATA32', 'LINC01465', 'PCDH10', 'MEIS3P1', 'PTCD3', 'SCAND1', 'LOC202181', 'TCIRG1', 'ADRBK2', 'RSPRY1', 'PIK3R5', 'MGAT1', 'C3ORF79', 'TSC2', 'IZUMO4', 'OR2T2', 'SYCE1', 'ZNF772', 'TP63', 'NOC4L', 'GLRA4', 'SFRP4', 'F13B', 'GSTA5', 'NLN', 'IQUB', 'WARS2', 'OR4E2', 'IMP4', 'SNAR-A2', 'STXBP1', 'NUDT4', 'LURAP1', 'MDH2', 'FIBP', 'CCNT1', 'FGFBP2', 'APPBP2', 'NDNL2', 'FASTKD1', 'RAB4B', 'ZNF816', 'PITX3', 'CHRNB1', 'MYLK', 'SESN3', 'PIP5K1B', 'ASH2L', 'PLOD1', 'ARHGEF25', 'PCBD1', 'VTN', 'SEC13', 'TRIM53AP', 'GKN2', 'NPW', 'YEATS4', 'PPM1E', 'SULT1A1', 'DUX4L6', 'OSR2', 'INPP5E', 'CCDC13', 'FAM3C', 'CHRNA10', 'ECEL1', 'TMEM14E', 'TYRP1', 'CRP', 'SUOX', 'CHID1', 'TNC', 'NINL', 'RHBDD2', 'ARL6IP5', 'CATSPERB', 'C16ORF71', 'RBFA', 'MMADHC', 'CCDC102A', 'MMGT1', 'MYT1', 'REC114', 'TTTY17B', 'SLC25A51', 'WDR27', 'DNAJB14', 'GAS2L1P2', 'SNORA53', 'TMIGD1', 'EXOSC8', 'SSR1', 'TMEM126B', 'ILKAP', 'CDHR5', 'ISCA2', 'TLR1', 'RAB24', 'OR6W1P', 'YARS2', 'XRCC2', 'KRT10', 'CARD11', 'PSMA4', 'DNAJC5G', 'C11ORF86', 'MFSD12', 'KDF1', 'TIMM22', 'TMPRSS9', 'TBL2', 'MNX1', 'CDC34', 'NUDCD2', 'OR10K1', 'QSOX2', 'RASSF7', 'AADACP1', 'GPC5', 'NUDT5', 'GMPR', 'CCDC153', 'ASIC5', 'EPB41L4A-AS2', 'ACER2', 'GCG', 'MAGEB3', 'MIR100HG', 'PKIA', 'TMEM92', 'GOT2', 'AFAP1', 'UBASH3B', 'LAMA1', 'PRR15L', 'JMY', 'FAM65A', 'TMEM170A', 'ZNF70', 'RPF2', 'ATP5L', 'DUSP7', 'TMPRSS6', 'OR2T3', 'SLC4A4', 'ST13', 'TPPP3', 'ZNF718', 'C8ORF74', 'B3GALNT1', 'OSTF1', 'ABI1', 'ACOX3', 'CEP44', 'GPD1', 'ZNF517', 'CGRRF1', 'ATP1A1', 'DUSP5P1', 'SNORD67', 'TCF4', 'CT47A9', 'RUNX1', 'FAM171A2', 'HIST1H2AB', 'TMEM79', 'ROCK1', 'GTDC1', 'CD248', 'CENPO', 'NPR1', 'VPS72', 'DYNAP', 'COA7', 'TNFAIP2', 'ZBTB47', 'IKZF1', 'MRAS', 'FANCL', 'MRGPRF', 'TMX1', 'POMK', 'SNORD115-39', 'PRTG', 'OTOR', 'SEPHS1P1', 'KRT73', 'CSDE1', 'UBN1', 'TSPY2', 'EVI2B', 'ERAS', 'PMS2P5', 'SNORD82', 'RFXAP', 'BSN', 'ATXN1L', 'DDIT3', 'MUS81', 'GTF2H1', 'BNIP2', 'BTN1A1', 'COG6', 'LOXL1', 'LINC00696', 'C1ORF204', 'ATP1A1-AS1', 'ATHL1', 'LYRM4', 'ECE1', 'TUBB4B', 'PTTG1IP', 'LIN52', 'NUTM2A-AS1', 'ZWINT', 'AUNIP', 'SPRED1', 'METRNL', 'GPD1L', 'BMS1P20', 'GYS2', 'GSTA2', 'ZSWIM2', 'YBEY', 'SLAMF7', 'GDA', 'TRIAP1', 'TOMM22', 'MYH10', 'CWC25', 'SNORD113-9', 'ANAPC1', 'IL23A', 'MORN5', 'GAGE2D', 'OR4F21', 'TUBA1C', 'FAM133CP', 'CST1', 'ADCY10', 'AZIN2', 'OR6B3', 'RAB5B', 'OPALIN', 'HTR2A', 'DCTN5', 'C1QTNF4', 'HAMP', 'FIGNL1', 'WDR36', 'SLC2A10', 'FRMPD1', 'NHLRC1', 'IQCC', 'ATXN2L', 'SC5D', 'LANCL1', 'CELA2A', 'RPA4', 'LBH', 'CAPRIN1', 'UGT2B10', 'LDB1', 'EPHA7', 'ZMYM5', 'HNF1B', 'ISLR', 'ENTHD2', 'DPP7', 'C1ORF140', 'GTF3C2', 'TP73-AS1', 'FADD', 'ACSM3', 'OR2AE1', 'NT5DC2', 'TNFAIP3', 'DCLK1', 'SLX1B', 'TMEM161A', 'GALNT11', 'PSG7', 'ADAMTS19', 'MAK16', 'KLHDC1', 'FGF12', 'TREML3P', 'ACOT7', 'SPAG11A', 'TDRD3', 'ZNF398', 'KRTAP4-4', 'SP5', 'ZNF286A', 'SLC26A1', 'OR1S2', 'TAAR6', 'LILRA2', 'REM1', 'CDR2L', 'SERTM1', 'C11ORF49', 'TMEM223', 'FER', 'SNORD46', 'TCTA', 'NIPSNAP3A', 'PPIL1', 'HLA-DQB1', 'CD320', 'C14ORF37', 'CDKAL1', 'SHKBP1', 'LBHD1', 'DNM1L', 'LRRC74A', 'FAM110C', 'ALG9', 'SUGP2', 'CFAP52', 'INO80B', 'CHKB', 'SFT2D2', 'TEX2', 'DEFB113', 'ST6GALNAC1', 'BTBD1', 'FRY', 'OR52B6', 'EXOSC5', 'MSTN', 'ULBP2', 'PAF1', 'ANKRD30BL', 'HSP90AB1', 'PSG5', 'C14ORF177', 'MCPH1', 'COX7A2', 'C5ORF24', 'RPN2', 'THSD1', 'ZSCAN4', 'TUBA3E', 'NTRK1', 'KLHL12', 'RNF168', 'LECT2', 'DDX10', 'HTR1A', 'LOC100128573', 'ENPP5', 'TM9SF3', 'TAC4', 'CANX', 'PKIG', 'SRP68', 'CCBL1', 'VIM', 'C8ORF76', 'GBA3', 'TMEM39A', 'TMEM150C', 'INTS4', 'PADI3', 'TIMM17A', 'EEF1E1', 'BMP5', 'ACOT2', 'UBXN1', 'COASY', 'GAGE12F', 'CCT4', 'ACTG2', 'PPP3CB', 'KIAA1045', 'CLDN23', 'DLGAP2', 'LOC644936', 'ASB1', 'SH3BGRL3', 'SNORA70B', 'SLC22A5', 'C21ORF58', 'ZBTB1', 'PXYLP1', 'CDK8', 'MAGEA2', 'USPL1', 'CENPC', 'HIST1H2BF', 'ATP5O', 'RAX', 'CFAP44', 'PWAR5', 'TAF7', 'ANKRD31', 'SEMG2', 'ADAM15', 'LMNTD2', 'HIST1H3C', 'RNF41', 'ARL6IP4', 'HOXA5', 'CLEC16A', 'KIF18A', 'HBD', 'SAP30BP', 'FAM103A1', 'MRPL36', 'FAM8A1', 'ZNF236', 'NUDT7', 'CTXN2', 'PRAMEF10', 'PTK2B', 'CRYM-AS1', 'ATP11A', 'SNORD33', 'SLC25A24', 'STAM2', 'ZRANB2', 'SEBOX', 'HDHD2', 'COL7A1', 'TMED10', 'ZG16B', 'CELF1', 'PRSS38', 'GSAP', 'DDX26B', 'KRT8P41', 'LAP3', 'PTMA', 'BGN', 'APLNR', 'FOXH1', 'CLK1', 'INPP5F', 'NCS1', 'ZNF704', 'SETDB2', 'BHLHE40', 'SUPT4H1', 'C8A', 'SPDYA', 'WDR44', 'PMP22', 'GAS2L1', 'RAB8A', 'MTERF4', 'BTN3A3', 'ACSS3', 'BCRP3', 'PRELP', 'STUB1', 'C1ORF52', 'FAM26D', 'SLC9A7', 'SMAD1', 'CLEC3A', 'PFN1P2', 'KATNBL1', 'C9ORF91', 'GPR82', 'RASL11B', 'NUDT19', 'TMEM86B', 'CHD2', 'CYP2A6', 'WDR49', 'UBAC1', 'PSMB5', 'PAEP', 'MARCH11', 'MDK', 'CLEC1B', 'PRKCH', 'HYKK', 'PRDX5', 'TSC22D3', 'TMEM53', 'ZMYND8', 'INPP5B', 'ZNF512', 'NRSN1', 'ME2', 'PLP1', 'SKOR1', 'C4ORF32', 'TTC39C', 'SCARNA8', 'PCDHGA12', 'WFDC8', 'SF3B5', 'CDK12', 'MCM7', 'STAP2', 'PSMA5', 'ADPGK', 'BEST1', 'NUCB2', 'CUX2', 'POGK', 'GLT8D2', 'PHLDB1', 'LRRN4CL', 'SPAM1', 'SUSD1', 'TCTN2', 'C20ORF203', 'SPAG8', 'PTGFRN', 'NFS1', 'ALOXE3', 'LOC400043', 'GRAMD2', 'SYN1', 'HGC6.3', 'OR4C45', 'ZNF582', 'CHAC1', 'FAM169B', 'SNORD115-16', 'ARFGEF3', 'NAPA', 'THNSL1', 'L3MBTL3', 'PDRG1', 'FANCD2OS', 'ANKRD34A', 'RAET1G', 'PLAG1', 'RARB', 'FAM46C', 'KLF4', 'HSD17B1', 'ADIRF', 'KRTAP19-5', 'PDSS1', 'GLYCTK', 'ZNF771', 'RPL27A', 'NOP14-AS1', 'CHST2', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.03862384422015608
		RMSE:  0.6356813050691055
		NRMSE:  0.09939509109047072
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04557869434051831
		RMSE:  0.5231599683741948
		NRMSE:  0.17546282813730707
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  4.194281967390661e-15
		NRMSE:  6.558176792104856e-16
		MAPE:  8.47643627820607e-12
		Pearson Correlation:  0.016065361710051553
		Spearman Correlation:  0.042347088088966936
		Coefficient of Determination:  -3.8696448033768736
		RMSE:  1.1290281870752474
		NRMSE:  0.378665208973453
		MAPE:  3153.659610608849

	Predictor:  ElasticNet
		Pearson Correlation:  0.4203494487243473
		Spearman Correlation:  0.4316151584086999
		Coefficient of Determination:  0.06911197637629873
		RMSE:  0.6018094685768953
		NRMSE:  0.0940988927491041
		MAPE:  291.9894509029854
		Pearson Correlation:  0.31696220171353284
		Spearman Correlation:  0.30869183494293245
		Coefficient of Determination:  0.05859444543540582
		RMSE:  0.49641457087929675
		NRMSE:  0.16649267872259751
		MAPE:  457.25627830171413

	Predictor:  RandomForests
		Pearson Correlation:  0.6111849732880306
		Spearman Correlation:  0.537549603867192
		Coefficient of Determination:  0.3190026233973715
		RMSE:  0.5147341879085734
		NRMSE:  0.08048380703753785
		MAPE:  232.94729866940335
		Pearson Correlation:  0.23237910053275315
		Spearman Correlation:  0.2782012558349119
		Coefficient of Determination:  0.017948163803994888
		RMSE:  0.5070179655736051
		NRMSE:  0.17004895545130305
		MAPE:  484.13476760623536

Protein:  BRCA2
x_train_column_count:  363
x_train columns:  ['CDCA7', 'PTGR2', 'CNNM1', 'GLRA3', 'KRTAP10-11', 'DIRC2', 'GPR17', 'OR4D6', 'FARSB', 'CEACAM6', 'SEPSECS', 'ANKRD36', 'NELL2', 'BAP1', 'COL6A4P1', 'OR6S1', 'HNRNPCL3', 'CELA3A', 'DEFB131', 'TRAPPC9', 'SULT4A1', 'SRBD1', 'GPR158-AS1', 'YY1AP1', 'UGT1A10', 'YPEL2', 'MAP4', 'LOR', 'NAB2', 'RAF1', 'ANKFN1', 'TBC1D3', 'PELO', 'ARHGEF18', 'KRTAP5-4', 'TMLHE', 'GRAMD1A', 'PIN1P1', 'MAD2L1', 'MARK2', 'MCUR1', 'PPBPP2', 'IRF7', 'PHAX', 'SLC8A2', 'ASH1L', 'MARCH1', 'SUV420H1', 'ZNF519', 'EHD1', 'CCDC124', 'BSPH1', 'ITGAV', 'SLC6A17', 'RRM1', 'ZNF134', 'MXRA8', 'NME8', 'HCG18', 'DDX21', 'DAB2', 'SCUBE2', 'CALCOCO2', 'C16ORF71', 'KIR3DL2', 'PPWD1', 'GNAT3', 'SLC25A32', 'FATE1', 'WNT11', 'MANSC1', 'CRHR2', 'NDUFS5', 'BCAS1', 'HSD17B4', 'SAFB2', 'CCDC91', 'PUM1', 'BRINP1', 'IFNLR1', 'CD8A', 'C12ORF76', 'DNHD1', 'KATNBL1', 'ZFYVE27', 'ZNF512', 'IL5RA', 'C3ORF14', 'ALPI', 'WNT5B', 'TAPBPL', 'SULT1A3', 'KIF26B', 'GK2', 'ZSCAN12', 'CYP2F1', 'STX10', 'ARPC1B', 'DGCR5', 'HERC1', 'GNA15', 'S100A1', 'HMGA2', 'GSS', 'ATF7IP2', 'SFXN2', 'SRSF7', 'SKIL', 'ZDHHC2', 'LMF2', 'OACYLP', 'NUPR1', 'MRPS2', 'DNAI2', 'NSMCE4A', 'CTSH', 'ADCY5', 'ABCB6', 'BACE1', 'C2ORF69', 'PEAK1', 'WNT4', 'ASB13', 'FASTKD5', 'ABCC10', 'ZNRF2', 'CISD1', 'SPRYD4', 'PRKAR2A', 'LDLRAP1', 'LAMTOR4', 'ITGA3', 'MIR4697HG', 'LRRC57', 'TMED7', 'NOTUM', 'TMEM102', 'FTHL17', 'PDZK1IP1', 'ADAP2', 'ST7-AS2', 'NXPE2', 'ANP32AP1', 'MTDH', 'HSPB1P1', 'NMUR1', 'ZNF678', 'TVP23C', 'METTL15', 'CREBBP', 'ACTRT1', 'YLPM1', 'IL23R', 'C14ORF28', 'DAPK2', 'BTC', 'FSCN1', 'LPPR5', 'FAM53A', 'CYLD', 'EIF2D', 'MAP1LC3C', 'ERLEC1', 'KIF1BP', 'KIF21B', 'MRPS11', 'DLEC1', 'GSTK1', 'LRRC75A-AS1', 'TACO1', 'RLTPR', 'MAGI2', 'RHEBL1', 'ITGB5', 'C8ORF74', 'ITPRIPL2', 'NOL4', 'MYO1H', 'AFAP1L1', 'UBR5', 'IDI2', 'FBXO4', 'AASDH', 'AADACP1', 'C1ORF146', 'MARCH11', 'LINC00240', 'MFAP4', 'FGD5', 'MMAB', 'GPR62', 'ITPRIP', 'BRS3', 'NELL1', 'PNPLA5', 'ZNF267', 'FAM192A', 'C9ORF171', 'HSPBAP1', 'TSN', 'TBC1D16', 'PCDHA10', 'LETM1', 'DPYS', 'XKR3', 'TTC21A', 'KRT33A', 'PLVAP', 'MYO9A', 'BAGE2', 'SNORD116-8', 'RBBP7', 'NTSR1', 'OR51M1', 'TCHP', 'IFNAR2', 'UBE2Q2P2', 'HIST2H3C', 'RPRD2', 'TBL1X', 'TAS2R3', 'ZNF792', 'HIST1H2AK', 'GNB5', 'SNORD116-11', 'PACSIN2', 'YWHAEP7', 'LINC00523', 'ANP32E', 'LL22NC03-63E9.3', 'SOD2', 'TOR1AIP2', 'LSM5', 'ZNF704', 'ATOH7', 'ZNF45', 'MST1R', 'NNAT', 'RNF34', 'SNORD35B', 'SNORD2', 'VPRBP', 'DDA1', 'PSORS1C2', 'CX3CL1', 'THUMPD3-AS1', 'OCM', 'SUPV3L1', 'IFNA5', 'CLPTM1', 'C3ORF35', 'LINC00654', 'PRDX2', 'ZNF836', 'GSTCD', 'SLC37A1', 'CEP250', 'HTR3E', 'CELA1', 'CCT2', 'DCT', 'FAM157A', 'UGT3A1', 'L2HGDH', 'SLC36A1', 'ACBD6', 'DNAJB5', 'KIAA1324L', 'PDE6G', 'DHODH', 'UPK1B', 'APOBEC4', 'MRPS14', 'CBR3', 'LOC256880', 'TMEM155', 'ATAD5', 'MTX2', 'RBM33', 'CTNNBIP1', 'POLR3F', 'SUSD3', 'PAGE5', 'CEP83-AS1', 'RHBDD3', 'PCSK2', 'ZDHHC12', 'FOXE1', 'PSMA4', 'LCOR', 'ZMYND11', 'CCDC37', 'GNAL', 'ERP29', 'OBFC1', 'NCAPG', 'SNORD114-29', 'TPH2', 'CAPN9', 'MEGF6', 'UNC5CL', 'CLPX', 'CXORF36', 'SLC6A11', 'GCA', 'CYTH2', 'ZNF540', 'SNHG7', 'HOOK2', 'GFER', 'RNF151', 'PGPEP1', 'CATSPERB', 'FAT1', 'CHRNA4', 'FBLL1', 'SRMS', 'POMT2', 'CARD16', 'DSN1', 'POU2F1', 'C12ORF45', 'SLC35D1', 'USP3', 'EIF5AL1', 'GINS1', 'POU6F1', 'ATP6V1G2', 'OSGIN1', 'KLHL34', 'COQ4', 'COBL', 'EEF1E1', 'SERPINB1', 'SOHLH2', 'EIF3D', 'ETFB', 'TM4SF4', 'ATP6V1C1', 'CSF2', 'TIPARP', 'PLAG1', 'SLX1B', 'MBLAC2', 'C11ORF74', 'KLK14', 'CYP2D7', 'GRHL1', 'SLC13A3', 'EPX', 'S100A7L2', 'MAGT1', 'ARHGAP21', 'RECQL', 'BNIP3', 'ZNF223', 'SNX12', 'FKRP', 'TCEANC', 'ZC4H2', 'ALG1L2', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004232193403179485
		RMSE:  0.1957372843548259
		NRMSE:  0.12609907189874434
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0041831029428383015
		RMSE:  0.19359139518213575
		NRMSE:  0.1310414025181481
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  LinearRegression
		Pearson Correlation:  0.8396843768932033
		Spearman Correlation:  0.8070780063988717
		Coefficient of Determination:  0.7050698522617196
		RMSE:  0.10607574068630686
		NRMSE:  0.06833676320586689
		MAPE:  335.92578126572454
		Pearson Correlation:  0.18346788115936538
		Spearman Correlation:  0.23132377329041073
		Coefficient of Determination:  -2.1196267537884683
		RMSE:  0.3412171986375966
		NRMSE:  0.23096884151651736
		MAPE:  585.8165755609278

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  RandomForests
		Pearson Correlation:  0.5890242607631974
		Spearman Correlation:  0.5249011834429131
		Coefficient of Determination:  0.1873058994047192
		RMSE:  0.17608405963848184
		NRMSE:  0.11343795112802825
		MAPE:  158.35112961642392
		Pearson Correlation:  0.2557361326118538
		Spearman Correlation:  0.27556823724514684
		Coefficient of Determination:  0.04550921453423329
		RMSE:  0.18874065814146565
		NRMSE:  0.12775795397200737
		MAPE:  116.41297992864081

Protein:  CDKN2A
x_train_column_count:  614
x_train columns:  ['MMP12', 'ZHX3', 'CHP2', 'IRS1', 'FAM195A', 'UBXN2A', 'IL7R', 'ACOX2', 'PLAU', 'LRRC36', 'RBM22', 'IPO5', 'AGO2', 'KRT13', 'POLR3A', 'SGCD', 'MRPL17', 'SENP3', 'ZNF676', 'PRPS1L1', 'WDR49', 'SMC2', 'IQUB', 'CD1D', 'RPP38', 'SNORD115-4', 'SLC4A3', 'ECE2', 'APOA2', 'DDA1', 'CARD17', 'TMEM132C', 'PAGE5', 'TMEM201', 'MROH8', 'ZNF337', 'DST', 'TXNDC5', 'FGF2', 'FBXO48', 'WDR93', 'CAPZB', 'C11ORF95', 'ZNF503-AS2', 'CD40LG', 'MCM5', 'ASH2L', 'AFAP1-AS1', 'PEX11B', 'SCN3B', 'SH3BP1', 'LY86', 'RNF115', 'ZDHHC5', 'ARHGEF25', 'SYT16', 'STYXL1', 'OLFML3', 'KLHDC7A', 'NKX1-2', 'CHST7', 'NDUFS5', 'GTF2F1', 'HSFX2', 'ZFHX4', 'RAMP3', 'UBE2Z', 'USP32', 'RBCK1', 'PPP1R14C', 'PRAMEF4', 'LOC341056', 'KRTAP5-5', 'WSCD1', 'KRTAP6-3', 'NUP50', 'C2ORF78', 'CCDC74B', 'FAM215A', 'EBF1', 'CASC3', 'COL26A1', 'OR10W1', 'FAM41C', 'THNSL1', 'NUP107', 'REC114', 'GXYLT1', 'PRICKLE2', 'PIP4K2B', 'VSTM2B', 'DLEU2L', 'ASAH1', 'CEBPG', 'UQCRC1', 'TAF15', 'TMEM80', 'NPM1', 'ADTRP', 'BOLA3', 'CSMD1', 'TUBA4A', 'UPF2', 'KRTAP21-1', 'FMNL2', 'SNX21', 'TMEM87B', 'NANOS3', 'ASB6', 'HMGCS1', 'SAC3D1', 'C7ORF25', 'UIMC1', 'MFSD9', 'SPAG17', 'PPAP2B', 'PFKFB3', 'SNORD32B', 'SNORD111', 'FMO3', 'EDEM3', 'LRSAM1', 'PASD1', 'ACTRT2', 'IAH1', 'PRR18', 'ADAMTS16', 'CXCL11', 'ZNF620', 'GATA4', 'RIN1', 'OR51F2', 'CENPV', 'IPO7', 'NDUFB10', 'EFHD2', 'ZNF205', 'PATL1', 'EN1', 'PRR26', 'ZFHX3', 'FAM69C', 'KRTAP21-2', 'AGL', 'C19ORF48', 'ELMSAN1', 'PPP2R4', 'TNR', 'C8ORF48', 'HMP19', 'FAM9B', 'KRTAP10-7', 'DDX12P', 'CHST4', 'FAM162B', 'C1QTNF1', 'RNF135', 'GOLGA7', 'ZNF33A', 'GLMN', 'OR3A1', 'ODF2', 'FCGR1C', 'TMEM71', 'CPSF7', 'SCGB1C1', 'CA9', 'ITGA11', 'MLEC', 'BRD2', 'CREG1', 'ESAM', 'KCNMB2', 'S100G', 'CDCA8', 'MOB1A', 'SAMD12', 'LOC344967', 'VPS28', 'SPINT1', 'IFNA2', 'LRRTM3', 'MSRB1', 'OAZ3', 'SLC17A2', 'NANOS1', 'PRAMEF14', 'OTUD7A', 'TMEM44', 'ASCC1', 'RFX2', 'BRDTP1', 'STK33', 'KIAA0408', 'SPANXN1', 'SNHG9', 'RPL31P11', 'CWC27', 'AGO1', 'EFCAB12', 'RRAGC', 'PSG2', 'NKX2-4', 'ASAH2B', 'SRA1', 'CCDC53', 'GTPBP10', 'ATP5H', 'SNORD114-10', 'APH1B', 'CD48', 'TUFM', 'SNORD59B', 'SP100', 'SLC39A2', 'CD27-AS1', 'SLC37A3', 'CEACAM21', 'TMEM99', 'CEBPB', 'PCDHB17P', 'AQP7P1', 'DSEL', 'C14ORF1', 'RPS2P32', 'MROH6', 'GAPDHS', 'MYH9', 'GMPR', 'SIDT1', 'PLEKHF1', 'ZGLP1', 'FAM213A', 'ST6GAL1', 'NFKB2', 'ITPRIPL2', 'SNORD115-5', 'OR52E8', 'HNRNPUL2', 'PCNT', 'DEFB135', 'FAM71E1', 'TAF1', 'GMCL1', 'ASL', 'SERP1', 'TIGD2', 'MAGEC1', 'DEFB132', 'DCUN1D2', 'ARAF', 'OPN1SW', 'RANBP3', 'PDE1C', 'CCDC144B', 'PDS5A', 'PAM', 'PALLD', 'SRF', 'FANCM', 'CILP', 'CCDC59', 'EDRF1', 'CSN1S1', 'SLC1A3', 'WNT1', 'GJA5', 'HERC5', 'FCHO1', 'MTMR7', 'GOLGA8B', 'NXPE1', 'AMELX', 'CHIC1', 'LRRC4C', 'BHLHA15', 'LINC00634', 'DCAF13', 'HSPA13', 'PRRC2B', 'UBTD2', 'SYNGR1', 'VPS53', 'DPH2', 'KIAA1324L', 'PQLC3', 'SNORA53', 'FXYD5', 'TMEM175', 'TCTN2', 'RILP', 'SNX13', 'FAM206A', 'SRFBP1', 'WFIKKN1', 'SLC6A12', 'GNRH2', 'PLG', 'KRT35', 'RPS4Y1', 'TENM3', 'PGC', 'SNORA26', 'SERPINB12', 'MUC1', 'CCDC25', 'CALHM1', 'AASDH', 'DNAH6', 'ZP4', 'VGLL2', 'FGL2', 'SH3GL1', 'GLRX', 'ZNF221', 'SNORD115-37', 'NKD2', 'TULP4', 'OR4Q3', 'CRYGC', 'MME', 'PMS2P4', 'C9ORF85', 'OR2S2', 'TTTY13', 'CACNB2', 'SBF1', 'QTRT1', 'CD109', 'GABPA', 'CFHR3', 'SNORD90', 'QRICH1', 'TMEM180', 'SLC43A2', 'WHAMMP3', 'GATS', 'FAM134C', 'IL27RA', 'OR51V1', 'UBE3C', 'DARS', 'SCG2', 'ZNF20', 'RADIL', 'TMEM139', 'CDC20', 'PPIEL', 'SPIDR', 'DUSP3', 'RASSF1', 'TMEM260', 'COL9A3', 'SUMF1', 'REN', 'MOB3B', 'TBK1', 'MORN2', 'ARFIP2', 'OR51L1', 'CLDN17', 'ZC3H10', 'TCF15', 'USP39', 'SLC2A10', 'HSPA9', 'NMS', 'CADM2', 'CDR2', 'TMEM206', 'BCAS2', 'MYO3B', 'OR1B1', 'HIST1H1B', 'STAM2', 'ZNF320', 'WDYHV1', 'MEIOB', 'TMEM160', 'TANGO6', 'SERGEF', 'EPB41L4A-AS2', 'SLC45A4', 'ENTPD8', 'PP14571', 'CRLS1', 'EPS15', 'PABPC1L2A', 'SFRP2', 'TLR1', 'MIR1-1HG', 'TRAPPC8', 'MFI2', 'LMNA', 'PBX2', 'NXPE2', 'SUCNR1', 'PMS2P1', 'SPATA13', 'SETD6', 'FCGR3A', 'KCNN3', 'USP12', 'KRT36', 'OR2J2', 'RNF207', 'HIST1H3A', 'SEC61B', 'KLRAP1', 'MAPK11', 'LRRC24', 'RPGRIP1L', 'COL4A4', 'FRZB', 'INTU', 'TNNC2', 'LSM3', 'SMPD3', 'PDE7A', 'CRTAP', 'UTP3', 'NBPF7', 'SPECC1L', 'PROSER3', 'CASC10', 'DYX1C1', 'WIBG', 'ARL14', 'EIF2B2', 'ATXN7L2', 'PRDX5', 'MRM1', 'HSPA5', 'PDLIM2', 'SRR', 'RNF24', 'CIZ1', 'TRIML1', 'SCARNA8', 'DPF1', 'SF1', 'HERC1', 'MYEF2', 'GNL3L', 'SLC4A10', 'SNORD117', 'CSTB', 'JUND', 'FAM71D', 'C8ORF74', 'PM20D1', 'CCER1', 'RCN1', 'SIGLEC7', 'HAVCR1', 'PUS10', 'ERAP1', 'PCGF6', 'NKAIN1', 'HGD', 'PCBD2', 'KYNU', 'PPP1R18', 'MYF6', 'MBOAT7', 'PID1', 'NUTM1', 'PRMT2', 'ZNF137P', 'DNAJC1', 'BBS12', 'MYO15B', 'FLI1', 'ATP5E', 'CCDC90B', 'MAPK8IP2', 'SNORA79', 'GFM2', 'LINC00893', 'FAU', 'RHOU', 'CPLX3', 'PSMB4', 'SCG3', 'YIPF1', 'CLK2P1', 'COX20', 'GLI2', 'MS4A4A', 'HAS1', 'SCG5', 'ZMYM2', 'VDAC2', 'ZNF222', 'IL17RB', 'NUCB2', 'GOLGA8EP', 'INO80E', 'GRAMD1A', 'EPB41L4A-AS1', 'SULT6B1', 'SGK3', 'FTLP10', 'DHX33', 'SNORD113-7', 'TTC30B', 'CUX2', 'SYCE1L', 'RGS8', 'MAGEF1', 'ZUFSP', 'RPL39', 'KDSR', 'SLC4A5', 'PRKCG', 'C2ORF83', 'FGFR4', 'HES6', 'PIGZ', 'NASP', 'TRIM49', 'CCDC63', 'IFIH1', 'EIF5', 'TMEM254', 'PLA2G2E', 'LINC00598', 'SLC22A16', 'EPM2AIP1', 'SPARC', 'SNORD115-26', 'LAMB2P1', 'HAVCR2', 'CYSTM1', 'PHB2', 'RHBDD3', 'TTF2', 'MAP3K11', 'ZEB2', 'OR9G4', 'SLC36A2', 'IGFN1', 'DNPH1', 'LRIG1', 'THAP11', 'AEN', 'HIF1A', 'TRA2A', 'MYO1G', 'ZIC4', 'EXOSC8', 'ZSCAN20', 'ATG4B', 'OR52I1', 'RAB9B', 'CEP164', 'C12ORF71', 'ACTR1B', 'SLC20A1', 'NUGGC', 'MUC20', 'SNORD119', 'SNORD116-25', 'HTR1D', 'ELOVL2', 'SORBS1', 'RUSC2', 'TMEM116', 'LILRA4', 'RHOJ', 'TARM1', 'RASD2', 'BOD1', 'TOMM40L', 'CXCR2', 'HELQ', 'CXORF36', 'WEE1', 'SNORA4', 'TMEM25', 'PSMD1', 'DNMBP', 'PCDH7', 'SUSD1', 'TYR', 'B3GALNT2', 'HEPHL1', 'GCNT2', 'LOXL4', 'SH3BP5', 'TTTY20', 'FARP2', 'UBL4B', 'HECW2', 'MPPE1', 'HHATL', 'FES', 'LMAN1', 'TOM1L2', 'GAPT', 'STAG3L3', 'BNIPL', 'GDI1', 'NWD1', 'INHBE', 'DRG2', 'WDR63', 'MIA3', 'MON1B', 'CDH23', 'CD1C', 'KCNAB1', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07796029040511754
		RMSE:  0.688717064305458
		NRMSE:  0.155695052403178
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04182297654643197
		RMSE:  0.6873705418142212
		NRMSE:  0.18569552134596423
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6633450034781481
		NRMSE:  0.14995930902637006
		MAPE:  291.0442764508337
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00497373418246827
		RMSE:  0.6751049711753466
		NRMSE:  0.1823819351565125
		MAPE:  246.23249271843073

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  4.5915183660885535e-15
		NRMSE:  1.0379831278599645e-15
		MAPE:  4.052164324499649e-12
		Pearson Correlation:  -0.003978484480641903
		Spearman Correlation:  -0.01170617500731636
		Coefficient of Determination:  -12.002620069954553
		RMSE:  2.4283394021282994
		NRMSE:  0.6560242603545222
		MAPE:  1428.7291474673784

	Predictor:  ElasticNet
		Pearson Correlation:  0.49562982598635474
		Spearman Correlation:  0.3391324617179104
		Coefficient of Determination:  0.1326632423973254
		RMSE:  0.6177792801528454
		NRMSE:  0.13965847861486275
		MAPE:  240.60460599516418
		Pearson Correlation:  0.5034383707473542
		Spearman Correlation:  0.4042727538776706
		Coefficient of Determination:  0.12600752098488122
		RMSE:  0.6295754695067205
		NRMSE:  0.17008198333334787
		MAPE:  173.4683034304492

	Predictor:  RandomForests
		Pearson Correlation:  0.6630671315741985
		Spearman Correlation:  0.6132233243965728
		Coefficient of Determination:  0.4242743862153645
		RMSE:  0.5033235348209141
		NRMSE:  0.11378400244623353
		MAPE:  170.41304670271617
		Pearson Correlation:  0.6848281373356484
		Spearman Correlation:  0.551473027021754
		Coefficient of Determination:  0.4291037710140648
		RMSE:  0.5088297991949396
		NRMSE:  0.1374621242692186
		MAPE:  122.52976923919165

Protein:  TP53
x_train_column_count:  1002
x_train columns:  ['MARVELD2', 'OR56B1', 'OR2A7', 'OR1L1', 'MMEL1', 'ABCD3', 'SNX2', 'GRXCR1', 'GABRA6', 'TDRP', 'TRAF2', 'MOV10', 'LOC654342', 'ACAP1', 'IARS', 'AFP', 'FBLIM1', 'LCE2A', 'PRKG1', 'PAIP2B', 'C8B', 'SGK494', 'MRPL19', 'TMTC1', 'MC4R', 'RQCD1', 'PREX2', 'FGF12', 'FRMD6', 'EIF2S2', 'LINC01139', 'DNM2', 'IL13', 'RUVBL1', 'WDR74', 'GLE1', 'HMOX2', 'ANP32E', 'CYLC2', 'RNY4', 'DDX41', 'LRTM2', 'CSAG3', 'STRN3', 'C1ORF146', 'TMEM182', 'SLC40A1', 'TGDS', 'AURKB', 'KLHDC8A', 'TARBP2', 'MLLT4-AS1', 'SLU7', 'SYNGAP1', 'KISS1', 'ITGB2', 'C21ORF2', 'ATP9A', 'CYP26C1', 'TYK2', 'ZNF286B', 'ITFG3', 'TBX3', 'TMEM217', 'CGB', 'CNNM3', 'PTPRT', 'ARGFXP2', 'AGAP7P', 'RPL39', 'SLC27A3', 'LAMP1', 'EFCAB13', 'MXRA7', 'SAP30L', 'C7ORF31', 'SPANXC', 'C20ORF85', 'PDGFRL', 'OR2J3', 'FITM1', 'MBD3L1', 'KLHL22', 'JAK2', 'LRP5L', 'DUSP9', 'PAH', 'NPR3', 'SFMBT1', 'POU4F3', 'THSD7A', 'IL13RA1', 'TRAPPC9', 'LAMA3', 'MAPK12', 'FAM183CP', 'AKAP9', 'SPATA31A5', 'OR4F29', 'TCEB1', 'CDK11A', 'NLRP7', 'RETSAT', 'CCDC120', 'CCDC157', 'LINC00930', 'NKX2-2', 'TBC1D31', 'DOC2B', 'UTP11L', 'C17ORF74', 'ZACN', 'GTF3C3', 'WWP2', 'COMMD3', 'IRF2BP2', 'TATDN2', 'IQSEC3', 'NFKBIB', 'MCTS1', 'CREBBP', 'MASTL', 'NCF1', 'NOC3L', 'GPR108', 'TBC1D3B', 'ZNF580', 'LOC154449', 'IFT88', 'ZNF295-AS1', 'ARFGEF3', 'HELZ', 'C3ORF58', 'DEGS1', 'UBE2Q2', 'GNAO1', 'LINC01101', 'SNORA1', 'ARFGAP1', 'COMMD7', 'PIP4K2B', 'TSSC4', 'SF3A2', 'UXT', 'NXN', 'HEXB', 'GPR158-AS1', 'SART1', 'ZNF837', 'TRPV2', 'TADA3', 'KANK4', 'SEC24B', 'ANAPC16', 'LGI1', 'B4GALNT1', 'FAM58A', 'LPCAT2', 'CRACR2A', 'LOC642929', 'UQCRFS1', 'RIC3', 'PUS3', 'MPP2', 'BUB1B', 'C8ORF59', 'DEFB107A', 'SMTNL1', 'KCNAB2', 'NT5DC3', 'PPWD1', 'CHRNA4', 'MRPS22', 'ERICH6', 'KIF9', 'YBX1', 'SPATA3', 'HSD11B2', 'CD6', 'DRC1', 'CBX3', 'DUSP26', 'MRGPRX2', 'TMEM252', 'ATXN2', 'TEX9', 'HSPA1B', 'CRYBB1', 'VPRBP', 'WNT9A', 'MRPL3', 'ATP7B', 'GYPA', 'ARAP1', 'KRT84', 'MMP23A', 'CSNK1E', 'SNORD1C', 'MED8', 'TOP1P2', 'TRERF1', 'RCE1', 'RPL23AP64', 'TRMT10B', 'ZNF117', 'C10ORF99', 'VAV3', 'DKKL1', 'POLB', 'TMED10P1', 'SLC36A1', 'TRIQK', 'ROPN1L', 'RLN2', 'CASP9', 'DNAJB9', 'ADAM18', 'SHISA4', 'CFL1', 'PDE8B', 'GPR180', 'UBR1', 'THRA', 'IL12B', 'ZNF607', 'CLP1', 'IL1F10', 'CPN1', 'NANOS2', 'BTBD6', 'CUL2', 'SESN2', 'GJA5', 'RPP25', 'LAMB1', 'UGT2B4', 'SNORA61', 'MRPL42P5', 'KSR1', 'CLDN25', 'PRSS38', 'MMP2', 'RBM24', 'ITFG1', 'CYP1B1', 'MS4A7', 'CHURC1', 'PVRIG', 'RUNX1T1', 'KRTCAP2', 'SIKE1', 'HSPA2', 'TF', 'C16ORF62', 'PLAGL1', 'SARS', 'PPP1R35', 'MDS2', 'CCDC62', 'FAM156A', 'CCS', 'SLC5A11', 'RIN1', 'CYTH4', 'SNORD123', 'C7ORF61', 'CEL', 'LINC00115', 'KRTAP10-8', 'TOX', 'DENND2D', 'SLC4A1AP', 'ITPK1-AS1', 'C14ORF132', 'KCNMB4', 'UNK', 'SH3GL1', 'PHACTR3', 'HSD3B1', 'ANGEL1', 'SP5', 'PRR26', 'DCHS2', 'DSC2', 'ANKFN1', 'MC5R', 'ZNF133', 'EIF6', 'DCAF4', 'HIATL2', 'LSP1', 'COL23A1', 'MOAP1', 'P4HTM', 'ARHGAP10', 'CHAT', 'NAA11', 'FKBP8', 'PRSS50', 'P2RY4', 'ARL3', 'MAGEA6', 'EXOC3L1', 'OVGP1', 'TMEM47', 'TROVE2', 'HS6ST3', 'WDR20', 'CASQ1', 'PIGV', 'WFDC1', 'PNKD', 'SASH1', 'C20ORF27', 'FAM228B', 'LINC00469', 'MED25', 'DIDO1', 'MAPK6', 'CST11', 'HEBP1', 'MAD2L2', 'GLTSCR1L', 'GIF', 'ASH1L-AS1', 'DPRXP4', 'NUP188', 'PDXK', 'DDX3X', 'LINC01184', 'TTF2', 'SLC15A4', 'CXCL6', 'CROCCP3', 'RBM15', 'APCDD1', 'NOL4L', 'IGFN1', 'HNRNPA1L2', 'RASSF9', 'RNF7', 'CALCOCO2', 'OR12D3', 'MRPL57', 'SLC25A44', 'FOXL1', 'CD1B', 'MAN1B1-AS1', 'HIST1H2BJ', 'SURF2', 'NUP37', 'C17ORF67', 'IDUA', 'PRSS57', 'ZNF526', 'A4GALT', 'SPAG4', 'NHLRC4', 'FN1', 'PMS2P4', 'SLC33A1', 'SEC11C', 'NBPF1', 'PPIG', 'TRNP1', 'MYO18B', 'PNCK', 'S100A12', 'NOS2', 'DHRS7', 'VPS13D', 'PELI2', 'SPP1', 'IL17RE', 'ANKRD20A20P', 'NPB', 'DSG1', 'PEX2', 'LPAR4', 'SPEN', 'ROR1', 'NBPF3', 'CCDC83', 'ZNHIT1', 'CCDC12', 'LINC01420', 'GTF2B', 'RFC1', 'FLJ37201', 'DNAH10', 'GATS', 'C2ORF15', 'TRHDE', 'C5ORF49', 'CLDN23', 'SCUBE3', 'SHKBP1', 'NOC2L', 'DUSP10', 'RBP2', 'IVL', 'KLHL42', 'PRUNE', 'ZDHHC5', 'TDRD7', 'PLEKHD1', 'YOD1', 'PAFAH1B2', 'C9ORF170', 'FAM127C', 'TIE1', 'PRKAR1B', 'DALRD3', 'CYB5D2', 'NRG2', 'PRKD3', 'HERC2P2', 'NALCN', 'MRGBP', 'BTC', 'CHML', 'FLT1', 'CEACAM21', 'ZNF556', 'STRN', 'TTL', 'SLC51B', 'GPR88', 'HGFAC', 'DNAJB3', 'BEND2', 'ALCAM', 'KIF20A', 'CD4', 'PPFIBP2', 'LCN8', 'BLCAP', 'PQLC3', 'CLSTN2', 'ADAM11', 'COL24A1', 'RPL37', 'OR52E6', 'C2CD4A', 'PRKCD', 'CCDC112', 'OR51B4', 'CBX6', 'HAND2-AS1', 'PARD3B', 'ZNF497', 'PDIA3P1', 'TNFRSF10C', 'HINT2', 'SNORD6', 'PKD1L1', 'C5ORF38', 'ZWINT', 'MRAP', 'BMP1', 'PTH2', 'ACTR3C', 'C14ORF177', 'KCNC2', 'PP12613', 'NIT1', 'EPB41L5', 'YBX2', 'SNORD26', 'CLK4', 'ZFAT-AS1', 'SLC36A4', 'POU6F2', 'FAAH2', 'GPR161', 'GRAMD3', 'HIST1H2AM', 'ITPKC', 'RIMS1', 'CEP63', 'DKFZP779M0652', 'DNAJC30', 'CHST2', 'NDUFA3', 'HNRNPU', 'FUT10', 'RHOG', 'TWF2', 'ZFPM2', 'KIAA1586', 'CENPBD1', 'FXYD7', 'CACTIN', 'CD3EAP', 'MPO', 'NECAB1', 'DCT', 'GABARAPL3', 'PRDM14', 'STMN1', 'OR52W1', 'FMNL2', 'LYSMD3', 'TCOF1', 'PARVG', 'CX3CR1', 'LRRK1', 'PPP6C', 'ILDR1', 'LOC100132111', 'ZNF34', 'CCDC51', 'FAM174A', 'ZCCHC16', 'CDRT15', 'FAM19A1', 'LSM8', 'ZNF106', 'FBXO33', 'SULF1', 'IL22', 'ZNF655', 'TMSB4XP8', 'LOC728024', 'BOP1', 'SMARCD2', 'RAB6C', 'GFPT1', 'HDGFL1', 'ADPRHL1', 'POMC', 'JDP2', 'FNIP1', 'SRP14', 'OR2T11', 'CANX', 'CGB7', 'INSM2', 'TNNI1', 'TISP43', 'NOA1', 'FCGR3A', 'HAPLN2', 'VWA2', 'PRB4', 'FAM109B', 'RPL26', 'ATP6V1A', 'ACTR3BP2', 'RAB40AL', 'ATP1B1', 'ANKEF1', 'NANOG', 'PDLIM2', 'ATP5C1', 'TAB2', 'MYO1G', 'KALRN', 'NOG', 'CD276', 'SNORD81', 'ALX4', 'KIF21A', 'TJP3', 'ATP2B4', 'UNC45B', 'DNMBP', 'HMGXB3', 'SYNPO', 'OR52A5', 'IGF2R', 'LINC00452', 'SELL', 'CTDP1', 'RAC1', 'NAA15', 'MED1', 'CCDC82', 'TBL1XR1', 'TMEM229B', 'HMGB3P1', 'MYCNOS', 'WDR36', 'NAV1', 'TBRG4', 'SPATA18', 'PRPF19', 'OCEL1', 'ESM1', 'PRH2', 'LOC729609', 'PBOV1', 'ANXA11', 'MAFG-AS1', 'SNORD24', 'C17ORF47', 'CSF3R', 'KDM3A', 'FREM1', 'RPRD1B', 'RGS10', 'SMURF1', 'RANBP3L', 'OSGEPL1', 'MSGN1', 'LIMK1', 'CYP39A1', 'CCDC124', 'TNK2', 'CACNB2', 'HIST1H3G', 'ADRA1D', 'SSX4', 'SLC4A4', 'BCL2L10', 'TMEM41A', 'ZEB1', 'MDM4', 'MSN', 'ADGRG1', 'ART3', 'MORN1', 'GOLGA8B', 'FAM184B', 'IQCF5', 'SERPINA11', 'OR3A3', 'MRPS23', 'SCARNA1', 'TIMP4', 'AP3D1', 'FZD7', 'CACNG5', 'HLA-DRB1', 'BOK', 'GGT5', 'AOC2', 'CAPN9', 'EIF2S3', 'NABP2', 'SYNE2', 'SPRTN', 'IFNA8', 'SLC35A5', 'OR2T33', 'ELOVL2', 'GYG1', 'FLJ13224', 'PSTPIP1', 'GOLGA2P5', 'FBXL8', 'DSE', 'IRF2', 'ZFP69', 'FSTL1', 'SNAR-G2', 'CSTL1', 'ZNF224', 'SCAF1', 'RNF157', 'CNNM2', 'ESPN', 'ZNF584', 'LOC644669', 'OLMALINC', 'DOCK6', 'CNBD2', 'GUF1', 'KRT33B', 'ALDOB', 'OR2M4', 'PRG3', 'OR5K2', 'NDUFAF4', 'MRPL33', 'PEX7', 'NIPSNAP3B', 'FZD9', 'P2RX1', 'APMAP', 'PEX11B', 'C17ORF89', 'ALPL', 'FOXJ2', 'AFAP1L2', 'CNOT3', 'TEX28', 'APPL2', 'NXT1', 'VTRNA1-3', 'CXADR', 'ADGRB2', 'DHRS2', 'DNER', 'TMEM257', 'KCNG4', 'POU3F3', 'TSPYL5', 'SIGLEC9', 'SNORA8', 'KIAA1328', 'LINC01134', 'DACT3', 'SON', 'ZMAT1', 'TRAM2', 'ZNF418', 'PHLDA2', 'DTX1', 'SKA3', 'MSRB1', 'UNC119', 'TAF7', 'LCLAT1', 'NFKBIZ', 'SLC22A4', 'NUP210L', 'ZNF195', 'LCORL', 'LRRC75B', 'RBP7', 'CYP46A1', 'C19ORF45', 'SCARB1', 'SFMBT2', 'MTR', 'CD44', 'ZNF484', 'HLF', 'DCBLD1', 'CDCA7L', 'CD68', 'PON3', 'NDNF', 'TRIM29', 'USP29', 'TNFAIP2', 'C14ORF105', 'SEPT7P2', 'KIF1A', 'LINC00113', 'TDH', 'PLA2G16', 'PSORS1C1', 'CROT', 'SPATA6', 'IFT122', 'LINC00883', 'JSRP1', 'GDF5', 'SHISA9', 'SYCP3', 'IDE', 'DEFB109P1B', 'HES7', 'SMIM10L2A', 'ANKRD46', 'MEX3A', 'SDC1', 'WIPF2', 'MAGEA4', 'TBX20', 'SPINK14', 'ECSIT', 'EHD1', 'TRIP6', 'LINC00202-1', 'LPAR6', 'IRGQ', 'AKAP8', 'KIF4A', 'ABHD8', 'MIEF2', 'CLDN3', 'GNG12', 'ZNF337', 'PCDH7', 'NUCB2', 'LINC00893', 'SCN10A', 'CTSC', 'NAA25', 'SEMA4C', 'GSTM2P1', 'RBP1', 'KCTD12', 'PDCD6IP', 'PSMG3-AS1', 'HEATR3', 'PRICKLE1', 'STYXL1', 'ATP5A1', 'RPS3A', 'HDAC2', 'ATP6V1G2', 'ATP1B4', 'ZNF146', 'SNAI1', 'TBX2', 'DTD2', 'INO80', 'KHDC3L', 'NLRC4', 'ARPP19', 'DHFRL1', 'NYAP1', 'UXS1', 'LRRC31', 'XKR3', 'SAXO2', 'SNORD88B', 'CRYBA1', 'ZBTB42', 'LYAR', 'CYSTM1', 'KRTCAP3', 'CYHR1', 'LINC00482', 'TATDN1', 'FUT1', 'TVP23B', 'RGS12', 'R3HDM4', 'CGNL1', 'RMST', 'RPLP0', 'RFNG', 'DOCK8', 'ITPR2', 'DUOX1', 'LINC00905', 'TRPV5', 'TEKT5', 'ENO3', 'SERPINC1', 'HCFC1R1', 'SIGLEC10', 'PHF1', 'PCM1', 'CCDC66', 'CDK3', 'PP7080', 'ZNF749', 'TNS3', 'LRRN3', 'TBC1D13', 'MED12L', 'XAGE3', 'IGF2-AS', 'GYS1', 'HYKK', 'RPP25L', 'RPIA', 'METTL13', 'MED13', 'PLSCR1', 'RCAN1', 'TNFRSF12A', 'GPR32', 'SLC35G1', 'FAM188B', 'TSPAN18', 'CRYAB', 'MCAT', 'PTPRA', 'FAM20B', 'MSRB3', 'LRP4', 'FOXN3', 'TYMP', 'PLA2G10', 'ZNF330', 'TNFRSF6B', 'ZNF223', 'CSHL1', 'SHC1', 'SMOC2', 'RALA', 'RBL2', 'ST7-OT4', 'PROX1', 'MUCL1', 'FAM134B', 'SLC35G6', 'LARP1B', 'ATP2B1', 'ARNTL', 'CXCR1', 'ZNF321P', 'HK3', 'F7', 'UBE2NL', 'ZNF230', 'NHLH1', 'SOX3', 'OGFOD2', 'ATG7', 'SLC45A2', 'KRT18P55', 'KRT35', 'H2BFM', 'BMP3', 'GYPC', 'PTPN6', 'CDK20', 'AFF3', 'LINC00471', 'GJD4', 'SNORD116-3', 'INHBA', 'CNFN', 'SPATA31D5P', 'SLC7A9', 'ARID4A', 'FSHB', 'ARSD', 'BGN', 'AP1G2', 'CBWD6', 'PDLIM1', 'ZNF473', 'PYGL', 'TMEM41B', 'DKK3', 'ZNF213', 'ZNF69', 'BNIP2', 'KDM8', 'PGM5', 'ACIN1', 'CSNK1G3', 'PTBP2', 'TRIM24', 'FABP5', 'PDCL3', 'ATIC', 'RPL23AP53', 'CYBRD1', 'RPS11', 'PSMA3', 'P2RY10', 'EML6', 'ZSWIM5', 'METTL6', 'PROCA1', 'WDFY1', 'DFNB31', 'FCHSD2', 'C12ORF50', 'RPSA', 'SNORA75', 'C17ORF98', 'WDR41', 'RORC', 'ATP8B1', 'HSPBP1', 'STRIP1', 'ZNF566', 'OR4N3P', 'TMTC3', 'FAM76A', 'OGDH', 'ZNF92', 'COG1', 'CYP2R1', 'SAMHD1', 'RPLP1', 'LRRTM1', 'TTC37', 'PIGN', 'OR8B12', 'WIPI1', 'CNKSR1', 'SRXN1', 'LIN7B', 'ACOT12', 'MCUR1', 'MAGEB16', 'KIAA1551', 'IL1B', 'CELSR2', 'ZNF470', 'CPPED1', 'HDC', 'DNAJC24', 'TMEM178A', 'SEC16A', 'MSL3P1', 'APBB1', 'F2R', 'LOC441601', 'MRPL34', 'NUTM2F', 'MOSPD2', 'ZNF512B', 'TNFSF11', 'RPS6KA6', 'NMUR1', 'GLO1', 'GMNN', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056514421630322165
		RMSE:  0.4680116353271619
		NRMSE:  0.125354663272308
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.038787823290495904
		RMSE:  0.4172475009588805
		NRMSE:  0.13741067049526773
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941389
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.855753926380987e-15
		NRMSE:  4.970547546219331e-16
		MAPE:  2.58623228212652e-12
		Pearson Correlation:  0.19548522271464516
		Spearman Correlation:  0.19623451370597994
		Coefficient of Determination:  -1.5358226262028296
		RMSE:  0.6519131709582071
		NRMSE:  0.21469230066135586
		MAPE:  1128.0037729240757

	Predictor:  ElasticNet
		Pearson Correlation:  0.4446043149117802
		Spearman Correlation:  0.4708609543388568
		Coefficient of Determination:  0.15950344606402567
		RMSE:  0.4174331201315619
		NRMSE:  0.11180745148829836
		MAPE:  330.222836517484
		Pearson Correlation:  0.3966465919166772
		Spearman Correlation:  0.43786947614866845
		Coefficient of Determination:  0.13430243741165937
		RMSE:  0.3809021433895212
		NRMSE:  0.1254411801052268
		MAPE:  1641.7323026041672

	Predictor:  RandomForests
		Pearson Correlation:  0.6742512535994648
		Spearman Correlation:  0.5789621756619535
		Coefficient of Determination:  0.38413806424990626
		RMSE:  0.35732270813147277
		NRMSE:  0.0957071670366875
		MAPE:  295.391109905147
		Pearson Correlation:  0.6011948332670984
		Spearman Correlation:  0.48537031188494756
		Coefficient of Determination:  0.32318076149839847
		RMSE:  0.3367957996981321
		NRMSE:  0.1109157911075686
		MAPE:  2093.49598342693

Protein:  CTNNB1
x_train_column_count:  994
x_train columns:  ['RCCD1', 'LOC100129534', 'SEMA6A', 'PLA2G4E', 'SLC12A8', 'HEATR3', 'EAF2', 'PPBPP1', 'DEFB115', 'HHAT', 'ESAM', 'TNFRSF6B', 'TMEM106B', 'TNNT3', 'DNAJB6', 'TCN2', 'AGRN', 'MITF', 'PUSL1', 'RFX5', 'USP46', 'TRAPPC1', 'HTR1B', 'SNORD116-23', 'EDARADD', 'ZHX1', 'MICAL3', 'DNAJC17', 'CEACAM8', 'ATRN', 'KCNE5', 'KLHL18', 'MRPL45', 'GAL', 'TCP1', 'ZKSCAN8', 'FOXP1', 'CTBP1-AS2', 'OR10H5', 'MSMO1', 'CD53', 'PAN3', 'KLK1', 'FLT3LG', 'TEX36', 'AOC3', 'SSX5', 'ASTL', 'TRHDE', 'TAS2R40', 'CFC1B', 'ANKRD13B', 'PRAMEF17', 'LPAR5', 'PLEKHG1', 'PPP2R1B', 'MCM10', 'DRG2', 'LVRN', 'CDC26', 'INO80B', 'HBBP1', 'AJAP1', 'SELP', 'SNORD63', 'ARHGAP6', 'LTBP2', 'OR51E1', 'HOOK1', 'SCN5A', 'OR2C1', 'SIPA1L1', 'CLEC14A', 'FOXB2', 'ITPK1-AS1', 'LINC00896', 'MSRA', 'SLC44A3', 'MTHFD2', 'LRRTM2', 'SNORD98', 'SMARCE1', 'SSH2', 'ITGA3', 'SNRNP25', 'RPS18', 'CDV3', 'C19ORF71', 'CHD5', 'IL1A', 'RUNX1T1', 'CIB2', 'SEPT2', 'HCRTR1', 'SNTG2', 'RSPH9', 'DCAF8L2', 'WDR31', 'UGT2A3', 'OR10T2', 'ANKRD54', 'PAGE4', 'TOMM5', 'CPXM2', 'LINC00282', 'ZKSCAN4', 'SCAF8', 'CLCA3P', 'PQLC3', 'ZNF281', 'EXO1', 'NUTM1', 'PCDHA6', 'MYL12B', 'RAB21', 'CCDC173', 'DLG5', 'CDC14A', 'DET1', 'MAP4K5', 'IGFL2', 'RCHY1', 'OR5AN1', 'ATAD1', 'TCEB3B', 'DAPK1', 'PLEKHG3', 'RC3H1', 'GPR18', 'SNX19', 'ZBTB3', 'NUDCD1', 'SMNDC1', 'LYRM4', 'RNF186', 'TMEFF2', 'ANLN', 'CDHR2', 'FAM3D', 'OR3A3', 'USP3', 'C2CD2L', 'GID8', 'RBM26', 'TMEM101', 'C10ORF131', 'SNORA6', 'RXFP4', 'KLF10', 'KLLN', 'TMCO3', 'DMRT2', 'OR56A5', 'SOX3', 'BLOC1S2', 'FAM189B', 'TRIML1', 'ITCH', 'SDHD', 'GRAPL', 'TRPC2', 'PAK7', 'LBP', 'BTD', 'CCNI2', 'CREBRF', 'C8A', 'ACOT6', 'PGBD5', 'IGIP', 'LYN', 'POM121L12', 'RNF146', 'SMTNL2', 'FAM229B', 'DAP3', 'HSPH1', 'FKBP10', 'ECE2', 'HS6ST1', 'GNAT1', 'THAP8', 'CELF6', 'AP3S1', 'CDH9', 'C2CD4B', 'KRTAP5-4', 'LINC00200', 'PPM1N', 'LINC01018', 'TMEM59', 'NMNAT3', 'NFKBIA', 'MSX2P1', 'C22ORF46', 'NOTCH2', 'TMOD1', 'PAF1', 'SNORA40', 'RSPRY1', 'ADGRF2', 'ENOX2', 'POP5', 'MMS19', 'POLM', 'BAMBI', 'TGFB3', 'TMEM56', 'ZYG11B', 'BTBD6', 'DBNDD1', 'CEP41', 'KANK4', 'TUBB', 'COMMD3', 'GYG1', 'LRR1', 'CX3CR1', 'ZNF132', 'CORO7', 'CTSD', 'EYA1', 'KLHL26', 'SUN5', 'TTC41P', 'ZNF232', 'TKT', 'ZMIZ1', 'SMIM10', 'FAM173A', 'ATP5G1', 'SURF4', 'RPL8', 'RRAGB', 'PLET1', 'AMDHD1', 'SIDT1', 'AHSA1', 'STRBP', 'LACTB2', 'JOSD1', 'PPP1R3F', 'YIF1B', 'NR3C1', 'SATB2', 'PFDN4', 'CLUH', 'ZNF682', 'LIN54', 'ACTR3C', 'SIRPB1', 'FOXR2', 'FAM53C', 'FZD7', 'NTSR1', 'SCOC', 'CRMP1', 'PLK2', 'HNRNPCL3', 'TMSB15A', 'KALRN', 'IGSF11', 'ASIP', 'CCDC141', 'BLOC1S4', 'P2RY11', 'C10ORF111', 'OR7E24', 'UQCRB', 'ZNF837', 'CCDC64', 'LRRC18', 'MSS51', 'LCN9', 'PF4V1', 'BRD7P3', 'OTOS', 'SPAG16', 'KLHL15', 'DHRS11', 'CELA3B', 'LAX1', 'SEC14L3', 'LTF', 'PFDN5', 'KRTAP20-1', 'SLC28A2', 'SNORD115-26', 'LENG8', 'ATP5G2', 'MCEE', 'LOC100270746', 'CDK10', 'LRRC39', 'OR2A14', 'CPSF1', 'CNTN6', 'NLRP2', 'PEX12', 'TCTEX1D4', 'IFNA1', 'INTS12', 'LILRA4', 'LINGO4', 'LCORL', 'RPL28', 'KIAA1549L', 'GJB3', 'SIRPD', 'PPP2R2D', 'ZNF480', 'TRIM46', 'EIF1', 'OR4K14', 'ZNF497', 'DUSP3', 'SLC36A4', 'ANKRD12', 'CPSF6', 'AKAP7', 'KNG1', 'SPOCK3', 'CCBE1', 'HTATSF1', 'ELAVL3', 'GPR174', 'CAMK1G', 'KCTD21', 'QSOX1', 'PADI1', 'KRT38', 'TMEM55B', 'SLC7A2', 'HMX3', 'RBM4B', 'APCDD1', 'ERMARD', 'CDK19', 'VCX', 'SLC16A13', 'TAS2R14', 'SPINK9', 'INTS4P1', 'ANXA11', 'LINGO3', 'HMP19', 'ARL13A', 'RBM6', 'DGCR8', 'OBFC1', 'CTGF', 'CCL17', 'DIP2A', 'KPNA7', 'PDYN', 'ZNF280D', 'ADGRA3', 'RALGPS1', 'AKT1', 'NWD2', 'ABCA4', 'HGF', 'TP53AIP1', 'SEPT8', 'LINC00319', 'ERAP2', 'ABCA9', 'C11ORF45', 'PPP1R1A', 'SNCB', 'CSDC2', 'ROPN1', 'PROM1', 'CRYGB', 'AQP4-AS1', 'FCGR1A', 'DKFZP434L187', 'TSNAX-DISC1', 'PKIG', 'DAXX', 'MYO5C', 'PITPNB', 'HIST1H2BK', 'OR9A2', 'KCNH8', 'R3HDM1', 'BMS1P20', 'KIF1B', 'ZNF37A', 'SETD6', 'C14ORF169', 'KRTAP6-3', 'PRDX6', 'GUK1', 'ATP6V1A', 'FOLR2', 'SNAR-A2', 'WIZ', 'SNW1', 'DRICH1', 'MPLKIP', 'PAPSS2', 'CMC2', 'PLXND1', 'LGALS7B', 'SNORA45A', 'C17ORF67', 'FAM214B', 'IP6K3', 'NDUFAF5', 'MKRN3', 'BBS12', 'UNC93A', 'PKHD1L1', 'LRRC66', 'LOC283922', 'GAGE12J', 'FLJ37201', 'LOC654342', 'STAB1', 'ARL16', 'VPREB1', 'ZBTB42', 'SNORD114-6', 'PRNP', 'HSD3B7', 'TOB2P1', 'AKR7A3', 'MAMSTR', 'RANBP1', 'FCRL3', 'CNTD2', 'SLFN11', 'CAPG', 'MLF2', 'CD207', 'SYP', 'ATRX', 'MTMR2', 'SLC52A1', 'DCDC2', 'EXD1', 'COX18', 'INSL3', 'RNF13', 'CENPM', 'GSTT2', 'ASCL3', 'KCTD4', 'LINC00894', 'ANXA2P2', 'TNFRSF11B', 'TCERG1', 'NOTUM', 'BCL10', 'NUPR1L', 'USH1C', 'HSFX2', 'SLC44A5', 'CCDC28B', 'TOR1A', 'SRRM4', 'PPM1L', 'ATP6V1C1', 'FBXL16', 'C12ORF42', 'DCST1', 'ZNF225', 'C14ORF132', 'FAM122C', 'GPR37', 'GCNT1', 'SPRY2', 'GOLGA6L6', 'ANAPC13', 'UBE2V2', 'SOCS7', 'FAM160B2', 'SPIN4', 'OR2V2', 'NRXN1', 'SLC25A18', 'POLG', 'MYOF', 'ADGRA2', 'RD3', 'HAND2', 'NOL10', 'CLEC11A', 'CERS6', 'TYMSOS', 'MRGPRE', 'AIPL1', 'PCBD1', 'SH3RF3', 'AMICA1', 'ISX', 'OTOA', 'CHRNA7', 'ATP6V1B2', 'CYP2B6', 'C10ORF25', 'LYST', 'SSX9', 'TMEM79', 'WDR78', 'MDP1', 'ZNF473', 'SLC2A4RG', 'RPPH1', 'TRIQK', 'NRG2', 'GIMAP4', 'TRAF6', 'EPS15', 'XDH', 'TBXA2R', 'ATP10A', 'P2RY4', 'SLC22A24', 'KRTAP9-2', 'S1PR4', 'C6ORF141', 'LINC00895', 'HDAC10', 'ZBTB10', 'WARS2', 'PIWIL4', 'SECISBP2', 'MED9', 'C11ORF95', 'TBL3', 'G6PC2', 'HOXB5', 'FIP1L1', 'KRT12', 'BID', 'PTH', 'C11ORF84', 'PRDM13', 'SH2D3C', 'SGPP1', 'RBBP8', 'MCM2', 'BCL7B', 'PDGFRA', 'CENPP', 'SNORD91A', 'ZFHX3', 'ADAM10', 'IFI27', 'AARSD1', 'TNFRSF14', 'TBC1D3B', 'GJC1', 'MEOX1', 'PITPNM1', 'FAM89B', 'NYAP1', 'CDH23', 'SLC39A2', 'SREK1', 'BPIFA2', 'NUBPL', 'KMT2E-AS1', 'FAM120C', 'RAPGEF5', 'DMTN', 'WDPCP', 'SNORA70B', 'NRIP2', 'LYZL2', 'MXD4', 'CYFIP2', 'C8ORF46', 'SSR1', 'MYO5B', 'ZNF175', 'C14ORF79', 'OR10S1', 'LDLRAD4', 'TBC1D13', 'ZNF142', 'EVC2', 'SLC6A15', 'ARGLU1', 'CMTM6', 'GNA11', 'DENND1A', 'KRT83', 'BTN2A3P', 'PPWD1', 'RNF112', 'SYNM', 'RGR', 'EMC3', 'CCDC74A', 'HEPN1', 'EGOT', 'FLJ33360', 'TCEAL6', 'ANGPTL2', 'BCS1L', 'PPP6R2', 'VPS28', 'B3GNT8', 'LDLRAD2', 'ZNF177', 'KRT81', 'CACNA1C', 'DHX15', 'UTP20', 'GTPBP3', 'IQCC', 'DNAJC19', 'ZNF768', 'IGFBP7', 'DIS3L2', 'GAGE2D', 'ABRA', 'GPR141', 'CACNB3', 'COQ10A', 'MNDA', 'FBLN5', 'ALOX15', 'RHBDD3', 'ALOX12', 'ZNF585A', 'NUGGC', 'GRIN3B', 'GPR157', 'MT1X', 'TNC', 'ANP32A-IT1', 'XYLB', 'CTXN2', 'MMP23A', 'TMEM256', 'AHCTF1', 'LGMN', 'STBD1', 'RPS4Y1', 'RAB8B', 'RDH12', 'XIRP2', 'DDX5', 'SARS2', 'NPAS4', 'HIST1H4C', 'FAR2', 'ZNF436', 'HNRNPK', 'KANSL1', 'SLC24A2', 'PLEKHO2', 'PRSS53', 'MRAP2', 'SPPL2A', 'OR2A4', 'CHRNE', 'HENMT1', 'SENP3', 'ZDHHC23', 'HPS3', 'SPSB1', 'UBN2', 'HLA-DRB1', 'GPRIN3', 'TMEM134', 'GNG13', 'CD63', 'GARS', 'SDPR', 'KLRK1', 'GOLGA6L1', 'ZNF335', 'SPON1', 'SIRPG', 'SNORD114-31', 'SPOCK2', 'KCNH7', 'SENP6', 'CPO', 'PTDSS1', 'RHPN2', 'LYG1', 'MRGPRX1', 'GORASP1', 'CEACAM3', 'ZNF331', 'NKIRAS2', 'TADA1', 'NT5DC3', 'SDR42E1', 'GNRHR2', 'PLEC', 'ATP2B4', 'HAR1A', 'UBE2J1', 'LINC00883', 'PTER', 'UTP6', 'AOAH', 'RNF180', 'PARP8', 'BRIP1', 'ATP13A1', 'DCX', 'GRIK1-AS1', 'GSTTP1', 'C1ORF122', 'DNAJC3', 'FOXA1', 'PCID2', 'SARAF', 'PUS1', 'ZNRF3', 'ADAM7', 'CCL13', 'PLK4', 'NGRN', 'SLC2A3', 'RAD21L1', 'ZCCHC14', 'CT47A2', 'CYP2B7P', 'FRG1B', 'NXPH1', 'STX16', 'FTL', 'ZNF311', 'ARRDC2', 'FBP2', 'POU3F1', 'TUSC7', 'CRSP8P', 'BIRC6', 'KIAA1522', 'RABL2A', 'TFIP11', 'SPI1', 'VASH1', 'PFDN6', 'JUN', 'SNORD48', 'TLDC2', 'ARHGAP44', 'SLC5A12', 'PLA2G3', 'SKA3', 'KIAA1024', 'DCD', 'SIPA1L3', 'CASP8AP2', 'LOC148696', 'CEP68', 'ASPH', 'PHOX2B', 'BASP1', 'CHCHD5', 'CHIT1', 'GNS', 'GUCA1A', 'PSME2', 'CHD4', 'ST3GAL5', 'CDK2', 'SUPT5H', 'LAMTOR3', 'CEP44', 'FAM47E', 'HINFP', 'SNORA7B', 'LOC100130691', 'SAMD5', 'NDUFS5', 'PDE4C', 'C14ORF177', 'TCEAL2', 'ATL2', 'IFNW1', 'SNORD114-9', 'NFATC4', 'LOXL2', 'BMPR1A', 'TMA7', 'KCNMB2', 'DUS4L', 'LINC00174', 'TCTN3', 'TAS2R46', 'FGF8', 'LRRC56', 'SYT15', 'SNAI2', 'KATNA1', 'LOC113230', 'CCDC106', 'LINC00899', 'METTL1', 'PIK3R3', 'PRAMEF9', 'KIAA1324', 'ZNF428', 'NXF2', 'SLC38A8', 'RDH16', 'CRTAM', 'SNORD115-22', 'BRD3', 'MED30', 'MED1', 'DNAAF1', 'NUDT16P1', 'FAM170A', 'CACNA1S', 'LTB', 'POU5F1B', 'OSBP2', 'PRR12', 'GTSF1', 'PCBP4', 'FGG', 'C19ORF53', 'ERICH3', 'TEAD3', 'C16ORF58', 'POLR2A', 'HYAL3', 'PPP1R32', 'C1QTNF4', 'PDCL2', 'MT2A', 'CYP4F11', 'SMCHD1', 'MAGEA1', 'GOLGA2P10', 'OSM', 'HSP90B1', 'RHOU', 'ZNF687', 'TMEM205', 'PCDH8', 'OLAH', 'TMEM2', 'TMED6', 'PEX11B', 'PRUNE2', 'ASIC5', 'CTU1', 'SRSF11', 'ENTPD5', 'CWC15', 'MAEL', 'OTULIN', 'RAB5C', 'PPP2R5B', 'HCFC1R1', 'EIF5A', 'ACOX3', 'LBX1', 'ZSCAN20', 'SRD5A2', 'ST3GAL3', 'MYOD1', 'NADK', 'CEP128', 'C10ORF53', 'GPHB5', 'CENPF', 'PER3', 'VHL', 'KIF13B', 'KCNIP4', 'CUEDC2', 'SMCO4', 'WRN', 'WDR47', 'TUBB1', 'GNAL', 'CTTNBP2', 'SPATA33', 'TAX1BP1', 'PRORSD1P', 'SSNA1', 'TBL1Y', 'RABEP2', 'COPE', 'ASF1A', 'CTDP1', 'NLE1', 'VPS52', 'LRRC17', 'NHEG1', 'FRMD4B', 'BLNK', 'PRKG1', 'C1ORF194', 'WDR27', 'MOB3B', 'KIR2DL4', 'RPL38', 'NEK2', 'RGS3', 'C1ORF186', 'HCRTR2', 'FGFRL1', 'FBXW7', 'JUNB', 'LHX2', 'HMGN1', 'F10', 'PKD1', 'PRR27', 'CCM2', 'ARHGAP42', 'DSCAML1', 'RBM28', 'ENAH', 'SCLT1', 'CD55', 'RGS16', 'CHST6', 'RSPH3', 'SNORD4A', 'COX19', 'NXPH4', 'UBLCP1', 'SEC22C', 'NPAS2', 'ZDHHC16', 'MAGEE1', 'CST9L', 'PRAME', 'ZNF804A', 'ZNF236', 'SMS', 'PDF', 'SMYD4', 'NTN4', 'IL13RA2', 'CLEC19A', 'FOXN3', 'TENM2', 'FOXM1', 'FBXL19-AS1', 'SENP2', 'SRPX2', 'TMEM87A', 'CLIC2', 'PDCD1LG2', 'SPRR4', 'DMWD', 'PRB3', 'EIF4ENIF1', 'RNF7', 'ZNF678', 'PLA2G10', 'TACR2', 'C3ORF30', 'TIE1', 'CCDC80', 'LCE3D', 'LOC151174', 'CD3EAP', 'NR1H3', 'TPCN2', 'HPRT1', 'CFHR5', 'ZNF57', 'MEGF6', 'SCARNA16', 'SLC50A1', 'CCDC27', 'ZNF544', 'KCND1', 'KCNK2', 'SLC30A9', 'PRELID2', 'HOTAIR', 'ATP5G3', 'DUSP4', 'TM9SF1', 'KRTAP10-5', 'NAGLU', 'C9ORF41', 'MYL2', 'SNORD114-20', 'KRT80', 'KLF4', 'TCAM1P', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3748966387166963
		RMSE:  0.8500866572002603
		NRMSE:  0.167208233123576
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8495839638322671
		RMSE:  1.0424819908687044
		NRMSE:  0.25944650229429445
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999418805934
		Coefficient of Determination:  1.0
		RMSE:  3.065093543514695e-15
		NRMSE:  6.028901541138267e-16
		MAPE:  3.5127325506315237e-12
		Pearson Correlation:  0.11294694019605143
		Spearman Correlation:  0.170924787825578
		Coefficient of Determination:  -1.285392720657828
		RMSE:  1.1588092556942557
		NRMSE:  0.28839731606835467
		MAPE:  255.64079151996313

	Predictor:  ElasticNet
		Pearson Correlation:  0.49769445746652813
		Spearman Correlation:  0.47366573773125037
		Coefficient of Determination:  0.14031779881479967
		RMSE:  0.6721978857001765
		NRMSE:  0.1322183095397672
		MAPE:  641.0918895394703
		Pearson Correlation:  0.4251098865741581
		Spearman Correlation:  0.44749292751926645
		Coefficient of Determination:  -0.002154102327568408
		RMSE:  0.7673593510238708
		NRMSE:  0.1909756728363831
		MAPE:  251.72927971141218

	Predictor:  RandomForests
		Pearson Correlation:  0.6159245108216087
		Spearman Correlation:  0.5809162714563062
		Coefficient of Determination:  0.2795943375634814
		RMSE:  0.6153422474388993
		NRMSE:  0.12103506047185275
		MAPE:  516.635706823953
		Pearson Correlation:  0.43980922357891883
		Spearman Correlation:  0.4426592527558288
		Coefficient of Determination:  0.06052721250058046
		RMSE:  0.7429740374001202
		NRMSE:  0.18490680605264187
		MAPE:  245.272853018271

Protein:  CCNE1
x_train_column_count:  352
x_train columns:  ['TRMU', 'TULP4', 'MRPS35', 'IPPK', 'ARHGEF9', 'TRIM63', 'CBR3', 'EIF2S2', 'TSPY3', 'NF1', 'GPR34', 'HCAR3', 'DOCK5', 'FAM118B', 'SOX17', 'DZIP1L', 'TBPL2', 'OAS3', 'PFDN1', 'FBXO44', 'NUDT12', 'HEXIM2', 'KLHL6', 'ISCA1P1', 'TNR', 'CNNM2', 'PALB2', 'KMO', 'TLR7', 'SNAR-D', 'ZBTB45', 'GOSR1', 'CES1P1', 'RNF138P1', 'NR2C2AP', 'CHL1', 'C17ORF49', 'ASL', 'PSAT1', 'GALNT4', 'OC90', 'SNORD114-18', 'RBBP7', 'CD22', 'OR2AE1', 'METAP2', 'KRT73', 'ARMCX2', 'RPL11', 'UBE2QL1', 'SLC6A18', 'FGD3', 'TMED5', 'HNRNPH1', 'ROCK2', 'HGH1', 'ZNF843', 'LINC00282', 'NCAM2', 'B4GALT2', 'GULP1', 'CRLF2', 'FXYD4', 'CCR10', 'ZNF521', 'CD8A', 'TOPBP1', 'SIX5', 'CAV1', 'DEFB105A', 'MOGAT2', 'OR10S1', 'LYPD8', 'RAB42', 'SMCO4', 'INTS4', 'TMEM249', 'KMT2E-AS1', 'SOX18', 'LUC7L3', 'SUPT5H', 'STAT5A', 'GLIS3', 'OR13G1', 'PLA2G4C', 'SOX3', 'FOXQ1', 'KCTD20', 'EMCN', 'ERBB4', 'DRAM2', 'MYOM1', 'SMG1', 'DCUN1D4', 'UBTD1', 'ROR2', 'UCP3', 'RNF144A', 'FGF4', 'CIDEB', 'CKLF', 'INO80C', 'CSGALNACT1', 'ODF3B', 'TSN', 'CALML4', 'SSMEM1', 'MRPS23', 'PRKAB2', 'DOCK2', 'CAPN5', 'MTMR9LP', 'IFT27', 'CNTN1', 'NISCH', 'IGSF21', 'MROH2B', 'RBP7', 'C1ORF95', 'OOEP', 'PAX8', 'CLDND1', 'SLC39A8', 'SLC35F4', 'SNORD51', 'DCUN1D5', 'NUP35', 'USP11', 'LMLN', 'PDILT', 'HRASLS5', 'PARP12', 'NXPE1', 'RPLP1', 'GUSBP2', 'NUDCD3', 'SLC35A5', 'SPR', 'RNASEH2C', 'SH3GL2', 'DGCR9', 'DMTF1', 'PRR15', 'ARHGAP36', 'UGT3A1', 'SBSPON', 'TCF19', 'SNRPA', 'OR7G2', 'FDPS', 'RGCC', 'KLF14', 'BACH2', 'SLC4A10', 'KRTAP22-1', 'PCBP1', 'VTI1B', 'DCAF6', 'STK3', 'PTPRR', 'CDH20', 'ABLIM3', 'OR4D2', 'S100A7', 'ACTRT3', 'WHAMMP3', 'TRIM52', 'AGT', 'EME1', 'LINC01548', 'TPTE2P3', 'ZNF599', 'LYPLAL1', 'BNC1', 'MIEF1', 'SWAP70', 'WNK3', 'RRBP1', 'ATP10A', 'GOT1', 'PEX3', 'VAT1L', 'NDUFAF7', 'ATP13A3', 'ABCA8', 'SURF4', 'LLGL1', 'POLL', 'PDIA2', 'TTLL3', 'MXRA7', 'OR2A2', 'AQP7P3', 'OSER1', 'TOB2P1', 'MT3', 'PEX7', 'SLFN11', 'DZANK1', 'CBX3', 'CD6', 'TMEM108', 'EFNA5', 'RNF123', 'TOLLIP', 'EIF3A', 'KMT2E', 'PCDHB4', 'PRKAR2A', 'POLR3D', 'ADGRG1', 'KLRD1', 'KRT9', 'ZCCHC9', 'MCMBP', 'NPFF', 'HSF2', 'HMGA1', 'CRB1', 'SIPA1L2', 'OR52N2', 'CAV3', 'ARMC10', 'PAXIP1-AS1', 'SLC2A7', 'BEND7', 'RPL7A', 'SLC22A2', 'NPIPB5', 'MRPS28', 'CNTRL', 'ZBED9', 'BCL2L10', 'SPTBN1', 'DNAJB7', 'TMEM205', 'RPL36', 'PPOX', 'SYT2', 'ZNF321P', 'KGFLP2', 'AMPD2', 'CMTR2', 'RHOU', 'TSPAN10', 'SNORA49', 'FSHB', 'HILS1', 'ASAP1-IT1', 'RUFY3', 'ATP6V0A4', 'CLPSL2', 'SOAT1', 'PLIN1', 'YWHAB', 'GUCY1A3', 'IFIT2', 'UCKL1', 'GAGE12F', 'CHN2', 'GAL3ST1', 'EDF1', 'TAC1', 'CPNE2', 'HINT2', 'SNORA71D', 'CIC', 'RAD1', 'FKRP', 'STEAP2', 'VAPA', 'ATP6V1F', 'PRR18', 'DAB2', 'MROH8', 'TSC22D3', 'CATSPER3', 'CNBD1', 'DNASE1L1', 'C6ORF201', 'QRICH1', 'PCDHGA5', 'IFT122', 'PPP2R4', 'TAF7', 'AP3D1', 'LAIR2', 'THEMIS', 'DCST1', 'DNMT3A', 'CNTNAP3', 'PRL', 'LDLRAD1', 'ARHGAP19', 'JAKMIP1', 'PRSS50', 'HAGH', 'ARPC1B', 'RPP25L', 'HEPACAM', 'RUNDC3A', 'EDN2', 'METRN', 'GSAP', 'CEP135', 'CPT1A', 'BCO2', 'CD48', 'CDK19', 'LRRC47', 'CDC14B', 'CAMKK1', 'RPSAP58', 'ZNF346', 'HECTD4', 'TMEM161A', 'RABAC1', 'LOX', 'ASB9', 'LGALS1', 'PPP1R9A', 'FAM127C', 'ZNF354B', 'TGFBR2', 'MAPK8IP1', 'DBX2', 'TIMELESS', 'BCL2A1', 'COPB1', 'LOC284661', 'SPRR2A', 'KRTAP27-1', 'BRWD3', 'ZNF436-AS1', 'MBOAT1', 'RBSN', 'APCS', 'OR10A5', 'ANKDD1A', 'CDKN2D', 'PRR27', 'OGG1', 'PRAMEF1', 'CLCA3P', 'KIDINS220', 'PRKD1', 'TTC30B', 'LOC400940', 'CCNG2', 'BPIFB6', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4791855590206433
		RMSE:  0.8074207285197392
		NRMSE:  0.19485501569122746
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.202859557398884
		RMSE:  0.7485643095226329
		NRMSE:  0.4068306401244751
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5127968844139411
		NRMSE:  0.12375338089483821
		MAPE:  119.54577818111471
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.708057571667368e-05
		RMSE:  0.41828317133084
		NRMSE:  0.22732904598983691
		MAPE:  82.35330275987332

	Predictor:  LinearRegression
		Pearson Correlation:  0.9552987694419578
		Spearman Correlation:  0.8726091783212059
		Coefficient of Determination:  0.9125956889656522
		RMSE:  0.15160439959335356
		NRMSE:  0.03658672191359258
		MAPE:  38.267665899951886
		Pearson Correlation:  0.5555334093615032
		Spearman Correlation:  0.4560774558579651
		Coefficient of Determination:  -1.0266603156542913
		RMSE:  0.5954573368120969
		NRMSE:  0.3236198766363388
		MAPE:  90.27991225214862

	Predictor:  ElasticNet
		Pearson Correlation:  0.6720952620816316
		Spearman Correlation:  0.577057197884043
		Coefficient of Determination:  0.22261590650765717
		RMSE:  0.45212987335143767
		NRMSE:  0.10911259824587631
		MAPE:  100.86734885846624
		Pearson Correlation:  0.7016410127557164
		Spearman Correlation:  0.6378841088674276
		Coefficient of Determination:  0.26590222251113194
		RMSE:  0.35837451938382703
		NRMSE:  0.194769819066314
		MAPE:  68.4398513907274

	Predictor:  RandomForests
		Pearson Correlation:  0.8596366725867389
		Spearman Correlation:  0.7111908076609232
		Coefficient of Determination:  0.734454102769179
		RMSE:  0.26425010941127014
		NRMSE:  0.06377153495940105
		MAPE:  67.75773471253586
		Pearson Correlation:  0.8346258678121429
		Spearman Correlation:  0.7370146166029437
		Coefficient of Determination:  0.6936956094557645
		RMSE:  0.23149242260143713
		NRMSE:  0.12581178299960172
		MAPE:  40.63217946717462

Protein:  CCND1
x_train_column_count:  859
x_train columns:  ['ZNF385D', 'CASS4', 'ARL5C', 'MBD1', 'CCK', 'ZDHHC16', 'GMIP', 'LINC00961', 'BLMH', 'AKAP12', 'WRAP53', 'RIBC1', 'MROH5', 'TMEM232', 'MEF2B', 'EFTUD2', 'TFAP2C', 'SHANK1', 'MAP2', 'C3ORF52', 'PAXBP1', 'AGAP2-AS1', 'MYPOP', 'TBRG4', 'FLOT2', 'LCE6A', 'EIF6', 'DNAJB4', 'KRT17P5', 'ZNF77', 'SCLT1', 'SLC35F5', 'NEIL2', 'FAM58BP', 'RANBP1', 'GRIK1-AS1', 'IGSF9', 'ZBTB8B', 'RPL23', 'MAPRE2', 'MICALCL', 'DIO3OS', 'RFX4', 'SLIT3', 'AFMID', 'ZFAND3', 'DIDO1', 'RAB11A', 'PIWIL3', 'TECTA', 'SLBP', 'MTUS1', 'POPDC2', 'LINC00889', 'FBN3', 'ENTPD8', 'SHISA9', 'DCTN6', 'ARHGAP42', 'UBXN10', 'RAB41', 'GINS2', 'ZMPSTE24', 'TNFRSF13B', 'NDRG4', 'SCARNA14', 'C21ORF62', 'RAB40AL', 'OR52K1', 'GUCY2EP', 'DRP2', 'NOXO1', 'MYH10', 'MORN1', 'MAPK15', 'LRRC2', 'AKAP2', 'CACNA2D4', 'NAGA', 'SMG1P3', 'CMTM6', 'HLA-J', 'XK', 'GUCY2C', 'NBN', 'PSMD11', 'ZMYM5', 'SLC35E2', 'SAYSD1', 'PLGLA', 'CLEC4D', 'PGA4', 'KREMEN1', 'COMP', 'HINFP', 'LY75', 'CPA1', 'ZNF546', 'FAM83D', 'AOX2P', 'LINC01558', 'SPATA31D4', 'EGFLAM', 'SNORD113-7', 'ZCCHC17', 'TPPP', 'SLC25A37', 'DDHD1', 'CDK5RAP2', 'MTRF1L', 'AGO3', 'JAK1', 'COX7B2', 'CLCN1', 'DEPDC4', 'LRRC25', 'TTLL6', 'NUMA1', 'MS4A10', 'AKAP8', 'CDK16', 'SEMG2', 'CCDC142', 'JADE1', 'SGCZ', 'ZRANB3', 'GPATCH1', 'CDS2', 'ST20', 'PLSCR2', 'STYX', 'ASIC5', 'C16ORF74', 'OR2V2', 'FAM169A', 'KRTAP10-2', 'XPA', 'MGST2', 'SLC22A24', 'SSPO', 'ZNF705D', 'ZEB1', 'ZNF429', 'CLCA2', 'OR2S2', 'SNX4', 'ZNF469', 'CSTA', 'NLRP14', 'NRBP1', 'TM4SF4', 'RIPPLY1', 'AP1G1', 'DCP2', 'SPINK5', 'PNLIPRP3', 'CLEC3A', 'UQCRBP1', 'STRADB', 'KLHL4', 'PRPF40B', 'DEFB106A', 'FBXO11', 'ERCC3', 'KCTD3', 'OR2L2', 'SYT17', 'DDTL', 'CR2', 'XKRY', 'FLRT3', 'CIDEA', 'NRSN1', 'TNK2', 'JCHAIN', 'SEPHS2', 'ZNF625', 'TMIGD1', 'GRASP', 'CLMP', 'DCUN1D2', 'SYNJ2BP', 'BTBD11', 'SH3D19', 'OR6C2', 'GTPBP10', 'POLM', 'RNF208', 'TOMM7', 'GJD3', 'DIRC2', 'HIVEP1', 'C1ORF109', 'BARHL2', 'ZNF296', 'FBXO34', 'B4GALT3', 'APMAP', 'NXF3', 'ZNF117', 'KIAA0355', 'MEPCE', 'IFNA10', 'SRP9', 'ASTN1', 'LRRC45', 'DUSP23', 'FAM105A', 'RNF2', 'EEF1DP3', 'UQCRB', 'RBL2', 'EIF3A', 'PRKCQ', 'FXR2', 'LBX1', 'SNORD70', 'COX4I2', 'KIAA0040', 'KIF3B', 'RPS16', 'SLC5A6', 'FAM9C', 'IRAK1BP1', 'OR4C46', 'DKKL1', 'IL20RA', 'IFIT1', 'FSCB', 'INPP5A', 'C1ORF159', 'SLC35F3', 'TPT1', 'CLN6', 'GREM1', 'AQP7', 'DENND4B', 'EIF2S3', 'HEYL', 'DDX18', 'HNRNPA3', 'CXCL8', 'GNA14', 'PREX1', 'KATNBL1', 'VWA3A', 'KRBA2', 'RAB11B', 'LINC00552', 'TUG1', 'EPHA1', 'MED27', 'VARS', 'BAHCC1', 'H1FX-AS1', 'ZIC2', 'PDE6H', 'CABP5', 'SUCNR1', 'NUP98', 'GCSAM', 'ZNF833P', 'IGFL1', 'KBTBD8', 'KDM4B', 'ITPA', 'TBC1D3', 'FGG', 'SNORD26', 'OR10H2', 'WDR83', 'RFC1', 'RAD50', 'ALMS1', 'XKRY2', 'UBE4B', 'CNST', 'TTC19', 'NUBPL', 'LOC284009', 'STH', 'ANP32E', 'SFXN5', 'PRKAR2B', 'FSTL1', 'TSTD2', 'MSRB3', 'CCDC174', 'SLC16A13', 'ANXA8L1', 'NOX3', 'ARHGEF7', 'FBXO10', 'UG0898H09', 'LOH12CR1', 'HIF3A', 'CYP4F11', 'FAM214B', 'CAMKV', 'C1ORF158', 'USP15', 'NIP7', 'HIST3H2BB', 'CES4A', 'SORBS1', 'ASB12', 'TMEM104', 'NET1', 'SRGAP1', 'ATP2A2', 'SV2C', 'WBSCR22', 'IFNL3', 'KCMF1', 'FAM151B', 'IFNA14', 'MCTS2P', 'TAB3', 'EPCAM', 'COQ10B', 'MSMO1', 'RBMS3', 'ANKRD13A', 'FSHB', 'CREBBP', 'XIRP2', 'SOD1', 'RHBDD2', 'NHSL1', 'C22ORF46', 'MYOF', 'PTRHD1', 'KLF9', 'DNAJC13', 'RGN', 'COL4A6', 'FAM86JP', 'SPRTN', 'C17ORF85', 'PRDM10', 'FTH1', 'FAM225A', 'DDHD2', 'CX3CR1', 'JMJD6', 'SERF1A', 'MELK', 'NEDD8', 'PCNP', 'FLJ37201', 'KCTD5', 'PTPRU', 'WDR72', 'RPLP0', 'C16ORF90', 'SLC35F1', 'APOL5', 'SNORD116-15', 'RAD23A', 'XKRX', 'MYOM2', 'OR9K2', 'MYOM1', 'GLIS3', 'KCTD1', 'RASSF3', 'ARHGAP1', 'RNF39', 'FUT9', 'PTP4A1', 'CDK1', 'IGF2R', 'SNORD78', 'ZDHHC14', 'PICK1', 'FAM71E2', 'SLC44A3', 'CNTF', 'RAD51AP2', 'PADI6', 'SNORD114-19', 'KRT25', 'PKD1', 'NDUFB8', 'DCTN2', 'CCDC144CP', 'MED26', 'TOMM22', 'TCL1A', 'POLR1D', 'GGCX', 'CDH24', 'DNAJC21', 'ADGRF4', 'ZAR1L', 'EHF', 'DUSP15', 'HP', 'TMEM52B', 'RTEL1', 'TICRR', 'MAPK8', 'ECM2', 'SH3BP5L', 'HEBP2', 'NFATC3', 'CDC27', 'LOC647859', 'PCDH11Y', 'LRRC73', 'SEMA7A', 'LINC01096', 'RSU1', 'C1ORF54', 'FAM217A', 'ARFGAP1', 'SCIMP', 'MAZ', 'HNRNPH1', 'CHAC1', 'PCK1', 'TECRL', 'SLC22A16', 'ZP4', 'TTC39A', 'MDH1B', 'SND1-IT1', 'KCNV1', 'ZDHHC15', 'NDUFB5', 'KLHL38', 'DHX33', 'GPT2', 'RNASEK', 'NDUFAF2', 'SPRR2C', 'PLD2', 'FLCN', 'PIP5K1C', 'GPR180', 'SLC45A3', 'CIAPIN1', 'GTF3C5', 'SNRNP200', 'CYP11A1', 'CCDC102A', 'RNASE2', 'KHDC3L', 'SMIM3', 'FAM83F', 'KRT81', 'NFAM1', 'USP28', 'SIAH3', 'EXOC3L1', 'PCDH20', 'SRPK1', 'PEX2', 'ZIC4', 'SLC30A5', 'RAD18', 'ARPC5L', 'ERCC8', 'GHRLOS', 'ETV1', 'WDR43', 'CETN1', 'PAFAH1B3', 'KIF17', 'MTOR', 'CXCR4', 'PCDH11X', 'MRPS23', 'PM20D2', 'SLC4A1AP', 'CIZ1', 'SYAP1', 'KCP', 'GPR39', 'FAM181A-AS1', 'CD1B', 'ARG2', 'CTPS2', 'SPEF2', 'DHDH', 'TMEM74', 'TACC1', 'ITCH', 'CRYM-AS1', 'OR5K2', 'ATP5D', 'PLEKHG3', 'PI4KB', 'FBXO6', 'CUTC', 'MRFAP1', 'RAB4A', 'CKMT1B', 'SNORA30', 'ATP6V1F', 'IFIT3', 'HNRNPU', 'LSM7', 'TTYH3', 'UBE2V2', 'CHKA', 'DAPK3', 'DLG2', 'NAA35', 'MYH9', 'CEACAM7', 'MBD5', 'NAV2', 'DUS3L', 'MBL1P', 'C1QTNF1', 'LOC389033', 'SPAG1', 'CDH3', 'MPV17L2', 'EXOSC4', 'RIPPLY3', 'RASAL3', 'MCM3AP', 'WDR93', 'ARHGAP27', 'LINC00852', 'OPRL1', 'CCT4', 'WDR7', 'ZNF17', 'FAM74A3', 'ZFP30', 'POLI', 'FGL2', 'SLC7A1', 'LSG1', 'GPHA2', 'EGFL7', 'HPS5', 'HDAC9', 'MAT2A', 'SH2B1', 'ZNF394', 'FREM2', 'PLA2G6', 'PCDHB10', 'TTTY6B', 'THBS3', 'HSPB2', 'RELL1', 'FAM175A', 'SLTM', 'CCDC173', 'C10ORF88', 'PSKH2', 'DERL1', 'SASH1', 'DYDC1', 'CT47A9', 'PTBP1', 'IRS1', 'ARHGAP12', 'PRKCG', 'SPATA31D5P', 'CCDC117', 'BBS9', 'THOC5', 'SAMD4B', 'ZNF284', 'SNORD58A', 'INTU', 'KIF20B', 'TOP3A', 'SLC12A3', 'RBM24', 'ADH7', 'PNPLA4', 'CYP24A1', 'BTG3', 'KIF6', 'KATNAL2', 'PKIG', 'NTHL1', 'TRIM62', 'C8ORF59', 'SUCO', 'C10ORF82', 'C3ORF62', 'UMODL1', 'TAF1A', 'ZNF222', 'DTNBP1', 'GRAMD2', 'EFCAB7', 'MS4A7', 'MTDH', 'PDZD4', 'DNAJB3', 'JOSD2', 'ARHGEF6', 'OR4C15', 'NOX5', 'MC2R', 'ZC4H2', 'RASA4', 'SCAMP3', 'WDR49', 'PARP14', 'SPATC1L', 'ZNF738', 'SOX1', 'CBWD6', 'ARL4A', 'CTXN2', 'DNAAF2', 'AGRP', 'FAXC', 'IL1RAPL1', 'HEPACAM', 'SGOL2', 'MYEOV2', 'VPS18', 'CHRNA3', 'DDB2', 'C2ORF76', 'PAFAH2', 'CRYBB1', 'DSN1', 'CDK5R1', 'SASH3', 'SLX4', 'HECA', 'SNORD114-9', 'LGALS1', 'TTC41P', 'RPL12', 'TSTD1', 'SDHAF3', 'BMP7', 'SCARNA6', 'ZNF829', 'IL26', 'LRRC3B', 'TMEM95', 'KIF18B', 'ZNF579', 'MASP2', 'GALNT2', 'LOC644936', 'VSX2', 'SIAE', 'GBP4', 'SRSF8', 'OR11H1', 'VILL', 'CLUH', 'ZNF271P', 'N4BP2L2', 'ZFAND1', 'N6AMT2', 'MSH3', 'LOC100272217', 'KLHDC8B', 'PRODH', 'LOC100128573', 'C11ORF54', 'PDE3A', 'CRB3', 'MXRA7', 'SGCB', 'WDR83OS', 'SKIV2L', 'SLC25A14', 'DYM', 'RRP7A', 'RELN', 'WTIP', 'FKBP6', 'PHACTR2', 'PADI3', 'ZBTB8OS', 'SEPW1', 'MYEOV', 'C16ORF72', 'SLC22A1', 'ACOT12', 'LPGAT1', 'TPM4', 'ARL13A', 'ADRBK2', 'ECT2L', 'NOM1', 'SNORD54', 'MTERF3', 'NDUFA11', 'LOC285740', 'ZBED8', 'RDM1', 'C11ORF65', 'HIST1H1E', 'ZSCAN21', 'KLHDC1', 'SLC25A24', 'C1ORF189', 'ARL9', 'TINF2', 'CDS1', 'TCHP', 'MDN1', 'TMEM59L', 'HCAR3', 'CCDC70', 'TMSB15A', 'SNORD114-14', 'WDR88', 'USP31', 'ANO1', 'PIGG', 'EBNA1BP2', 'DDC', 'ABCB6', 'PKNOX1', 'OR4F5', 'SNORD115-33', 'ZNF423', 'AP3M2', 'PAM', 'CAPN3', 'SCFD2', 'TAOK1', 'NICN1', 'LINC00909', 'COL1A1', 'BTBD7', 'C4ORF50', 'COG2', 'RPS6KL1', 'ANKRD30BL', 'SAA2', 'NFKBIB', 'PSAPL1', 'ZNF879', 'PEX12', 'SNRNP25', 'MED25', 'BCO2', 'GLRA2', 'STOX2', 'GLT1D1', 'C15ORF26', 'LTBP4', 'FCER1G', 'CDK11B', 'PRELP', 'WFIKKN1', 'RTN4', 'SPATA6L', 'TMEM35', 'FAM210A', 'FBXO7', 'WBP1L', 'POMK', 'PRR14L', 'CDSN', 'SPSB1', 'DNAJA3', 'RRP15', 'ADGRB3', 'TSACC', 'OR5AP2', 'HRC', 'SEC13', 'ICE2', 'IFNGR2', 'C10ORF11', 'COQ10A', 'KHNYN', 'DYNLRB2', 'NR5A2', 'SLC34A1', 'BRCC3', 'UBE2A', 'TMEM256', 'MICU2', 'SLC10A2', 'INAFM1', 'CXORF40A', 'SRXN1', 'IER2', 'E2F4', 'ZNF322P1', 'FOXE3', 'SRSF11', 'SEPT3', 'SCGB1D2', 'PAPL', 'LGALS9C', 'TPCN1', 'KLRB1', 'SS18L1', 'SPANXN4', 'CNKSR1', 'METTL12', 'PTK2B', 'SLC27A1', 'ZNF594', 'CDH15', 'PSMB4', 'CCSER1', 'C5AR2', 'LRFN1', 'TBC1D22B', 'PRICKLE2', 'ADAMTS14', 'ALPP', 'EYA1', 'MRPS31', 'ZBTB3', 'ZNF473', 'TOB2P1', 'TIGD6', 'FAM227A', 'LCE1F', 'WDR66', 'PLIN4', 'GPM6B', 'BCKDHB', 'APOPT1', 'KRTAP5-8', 'SLC35A4', 'C9ORF129', 'PRKAB2', 'NFIX', 'SLC36A3', 'HIP1', 'TBC1D2B', 'BEND3P3', 'MAP2K6', 'MTCH2', 'POC5', 'RUSC1', 'FGD3', 'BEGAIN', 'SBF2', 'PLEKHA8P1', 'SLC5A11', 'HOXA11-AS', 'PRAMEF6', 'TMEM249', 'RASSF5', 'EPPIN', 'SERINC4', 'KLHDC3', 'ZNF260', 'STC1', 'BLCAP', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.45856423758787734
		RMSE:  0.28833360256132
		NRMSE:  0.17333782361719832
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5341468996847767
		RMSE:  0.29160473760802996
		NRMSE:  0.22560247695118987
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.2072802580815156e-15
		NRMSE:  7.257819781423307e-16
		MAPE:  3.038324946557231e-12
		Pearson Correlation:  0.1982457625844694
		Spearman Correlation:  0.22213930348258712
		Coefficient of Determination:  -1.8179951770375888
		RMSE:  0.3952130029389139
		NRMSE:  0.30575988962904155
		MAPE:  536.8983059422159

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  RandomForests
		Pearson Correlation:  0.5820844080530901
		Spearman Correlation:  0.5764318054968172
		Coefficient of Determination:  0.302723820419728
		RMSE:  0.19935856197950705
		NRMSE:  0.1198486022649163
		MAPE:  483.0095189632728
		Pearson Correlation:  0.2574070562106629
		Spearman Correlation:  0.4398400156082334
		Coefficient of Determination:  0.04815337308574463
		RMSE:  0.22969132327835662
		NRMSE:  0.17770263916441528
		MAPE:  307.0111505387295

Protein:  ERBB2
x_train_column_count:  665
x_train columns:  ['PSD', 'NFYC', 'TMIGD1', 'KHNYN', 'C1ORF131', 'FAM205BP', 'CLEC18B', 'CEL', 'KDM4A', 'HTR1B', 'HNRNPAB', 'KLHDC1', 'SGCA', 'CCDC54', 'NCOA5', 'RBSN', 'SNHG5', 'NUDC', 'RAD9A', 'TBC1D3P1-DHX40P1', 'SH2B3', 'ITGB2', 'AHNAK2', 'PARP15', 'IL15RA', 'IKZF1', 'ANKRD55', 'OPN4', 'FETUB', 'THRB', 'LGALS9C', 'SUN2', 'SOX10', 'HSP90AB2P', 'MGC16275', 'DEFB104A', 'VCPKMT', 'SNORD62A', 'FKBP6', 'STC2', 'CTNND2', 'OR6M1', 'VNN3', 'CYP2A7', 'CXORF38', 'SPTLC2', 'ACVR1', 'TTTY23', 'TMPRSS3', 'RFPL1S', 'RND2', 'SPAG6', 'TMEM59L', 'IGSF8', 'HPS3', 'ABO', 'ZFHX4-AS1', 'LOXL2', 'ANGPTL3', 'HLA-DRB1', 'PAICS', 'MICAL1', 'GGTA1P', 'PRIM2', 'PSRC1', 'GNPDA1', 'OR6V1', 'ADD1', 'MCU', 'ABCF3', 'SCN1B', 'ARMC12', 'EML2', 'CAV3', 'PDXK', 'RRP1B', 'PPIG', 'CLDN11', 'ODF3', 'GTF2IRD1', 'SNORA44', 'HCRTR2', 'KLRF1', 'EMC6', 'CPNE1', 'CMPK1', 'DLL1', 'FAM201A', 'CGB', 'OR6S1', 'PSKH1', 'MYT1', 'HIST2H3C', 'PGK1', 'NQO1', 'HDAC10', 'TRA2B', 'PSMA6', 'ABHD15', 'ZXDB', 'PRAP1', 'CNNM2', 'TRIM8', 'TSPAN32', 'CCDC71', 'CHSY1', 'PLEKHG3', 'NR1I3', 'RNF10', 'PTGS1', 'TFEB', 'DTWD2', 'GRB2', 'EVA1B', 'ARL17A', 'NHLRC1', 'RPS3', 'TMTC2', 'LINC00301', 'ETFA', 'TBC1D3P2', 'HPGDS', 'ZNF44', 'RIIAD1', 'SLC1A3', 'SLC35F1', 'GSTM2', 'ZRANB2', 'TMOD3', 'SULT6B1', 'DHODH', 'ZNF805', 'EME1', 'XKR8', 'USP5', 'CLIP2', 'THAP8', 'RSPH3', 'SNORA16B', 'SNORD91A', 'RC3H2', 'CFHR4', 'GPBAR1', 'IQSEC3', 'USP3', 'DOK5', 'LRBA', 'PARK2', 'IARS', 'TNFRSF10A', 'RAB10', 'MPZ', 'C14ORF132', 'LRCH3', 'ASB16', 'HYAL1', 'PARVA', 'APITD1', 'CHGA', 'ANAPC16', 'CUL5', 'TSHR', 'FAM167A', 'OR8D4', 'ADSL', 'TTTY10', 'RNF214', 'STAM', 'TARP', 'MANEAL', 'CBL', 'MAN1A2', 'KIAA1522', 'LOC153910', 'TRIM69', 'OR5B12', 'SLAMF9', 'HNRNPH2', 'DSCAM', 'AKR1D1', 'FBXO43', 'TMEM102', 'CACNA1E', 'TRDN', 'ZNF793', 'PUS7L', 'LNX2', 'CACTIN', 'SNORD114-3', 'DOC2B', 'METAP2', 'MROH1', 'IL36G', 'LINC00265', 'RASSF4', 'KCTD17', 'PADI1', 'INPP5A', 'DSCC1', 'AK2', 'ENTPD8', 'PMPCA', 'POU2AF1', 'KRT28', 'MCM3', 'SH3PXD2A', 'PHACTR3', 'ARMC8', 'DMP1', 'SCFD1', 'CYMP', 'SPAG7', 'DLG5-AS1', 'DYNLL2', 'CCAR1', 'ZDHHC12', 'SLC22A9', 'ZNF32', 'GMDS', 'ARHGAP33', 'URAHP', 'MATK', 'FAM173A', 'ZNF511', 'ZNF320', 'ANKRD18DP', 'PLRG1', 'MASP1', 'MSGN1', 'LOC729603', 'VAMP1', 'ZNF331', 'RNF112', 'C9ORF91', 'SLCO2A1', 'OSGIN1', 'IFT22', 'ZBED4', 'C1ORF226', 'MKRN1', 'PGBD4', 'TRIM67', 'PLCG2', 'PRKRIR', 'LINC00635', 'CYP26C1', 'FAM120AOS', 'WDR34', 'ALOX15', 'HOMER3', 'ELOVL1', 'KDM5B', 'TMTC4', 'ERBB3', 'C3ORF67', 'SP9', 'WIPF3', 'TMEM248', 'IFNB1', 'FAM81A', 'ADAD1', 'MAX', 'GRIA1', 'TTC21A', 'ATP1A1-AS1', 'VWA5B1', 'CDH1', 'HS3ST2', 'BIRC7', 'NME3', 'LOC728554', 'RSRC2', 'TRIP12', 'HMGB4', 'ZNF74', 'ATG16L1', 'C1ORF228', 'TBC1D14', 'CCDC186', 'MUL1', 'ZSWIM1', 'NEIL3', 'CDCA7L', 'MEAF6', 'KIF1C', 'PHF2P1', 'C12ORF50', 'KAT2B', 'VILL', 'ZFYVE9', 'SBK1', 'PAPD7', 'SCARNA4', 'FAU', 'CSRP2BP', 'MAPT-IT1', 'SYBU', 'PRDM8', 'TSNAXIP1', 'VASH1', 'XCL2', 'IL10RB', 'CYP3A43', 'OR1J1', 'GALNT4', 'DFNA5', 'CLCN7', 'TAAR5', 'NHLRC4', 'DPM2', 'ZIM2', 'RBM19', 'FUS', 'NRGN', 'PLAC9', 'TMEM263', 'UBE2MP1', 'ALDH3B2', 'PABPC5', 'MMD', 'KCNK13', 'WIPI1', 'MCM3AP', 'MRPL30', 'EIF3G', 'CHRNA10', 'MTSS1', 'HCG27', 'SNORD69', 'PSMA5', 'ACAP2', 'RHOV', 'THEM4', 'HEG1', 'XKR4', 'CLEC17A', 'POLE4', 'ADGRF3', 'EFTUD2', 'CTSF', 'NCAPD3', 'ADAM11', 'MC4R', 'TIGD4', 'HLA-DQB1', 'FOXQ1', 'RAB11FIP5', 'RPL18', 'RNF215', 'LOC606724', 'CNKSR3', 'MFSD8', 'FAM103A1', 'ARGFXP2', 'SGCB', 'FAM3B', 'UGT2A1', 'UCMA', 'CEACAM1', 'SLC38A8', 'HIST1H3D', 'IMMP2L', 'B4GALNT4', 'LSMEM2', 'USP27X', 'CYP2E1', 'HSD17B10', 'SSR2', 'DSC2', 'C11ORF58', 'DPY19L2P2', 'SPAG16', 'TXNDC9', 'SLC10A1', 'PARN', 'DNAJB6', 'S100A14', 'ANXA4', 'SNORD18A', 'SNCAIP', 'CRLF1', 'NIM1K', 'EBF4', 'MEX3A', 'MFGE8', 'MLXIP', 'DLG4', 'RSPO4', 'STAP2', 'GLI2', 'IL11', 'PAPSS2', 'SLC13A5', 'NKAP', 'TET1', 'ARNT2', 'KATNAL1', 'RNF141', 'PCSK7', 'CCDC18', 'TPCN1', 'MYOF', 'EVX2', 'XPA', 'KANK2', 'DBP', 'CRIPAK', 'ABHD16A', 'CNTNAP1', 'TOMM70A', 'MSH5', 'NLRC4', 'NMNAT1', 'LINC01312', 'SERP2', 'RPS5', 'RASSF6', 'CCL3L1', 'UBXN4', 'NTF4', 'SSX3', 'SETX', 'ATP11A', 'APMAP', 'GPR17', 'BRD8', 'TIAL1', 'OR8B3', 'GPR18', 'SSX4', 'ZSCAN32', 'TMC1', 'CST1', 'PRSS21', 'DNAJC3', 'LOC100240735', 'SMR3A', 'SHANK3', 'SMN2', 'CCDC170', 'OLIG3', 'RNF121', 'BAZ1B', 'NTRK2', 'INSRR', 'TLN2', 'VPS13A', 'SNORD88A', 'CCR10', 'PPP1R1A', 'CA14', 'NAA60', 'PPFIBP1', 'SERPINB6', 'EMX1', 'MAFG-AS1', 'MAGEA6', 'RAP1GAP', 'ARL8A', 'GUCA2A', 'MICALL2', 'PRLH', 'C14ORF166', 'POM121L2', 'DNAJC5G', 'RENBP', 'RNF207', 'C7', 'ZNF596', 'AFMID', 'RASSF2', 'KRTAP5-4', 'MLLT6', 'LRP1', 'TMEM138', 'CTAGE6', 'CNTN6', 'DCUN1D5', 'FBP2', 'DUSP11', 'PLET1', 'SOX14', 'PHLDB1', 'TRIM16', 'SNORA45B', 'DEFB116', 'PLCD1', 'ESRG', 'RTN4', 'SPAST', 'FAM155B', 'SGK2', 'PCDHGA7', 'MBLAC1', 'CLK3', 'ZFYVE27', 'RPS12', 'CGA', 'SDC2', 'MAP3K14', 'OR5AP2', 'HOMER1', 'MAST1', 'TFF1', 'DDOST', 'LINC00667', 'ZSWIM6', 'THAP7-AS1', 'ENPP5', 'PTGDS', 'CLASP2', 'NOX5', 'IL24', 'FAM196B', 'NTM', 'ACBD7', 'MYLK', 'ITFG3', 'HINT3', 'P2RY1', 'SLC27A1', 'CRELD1', 'DNAH5', 'MGAM2', 'ALDH3A1', 'SIX3', 'SDHAF1', 'NYAP1', 'HAL', 'SDHAF4', 'ESRRA', 'KCTD14', 'SPATA31E1', 'TOPAZ1', 'H2AFJ', 'SIX6', 'GZMH', 'C14ORF93', 'LILRB4', 'DALRD3', 'PHF10', 'TADA3', 'PDE1B', 'TCF4', 'SNORA81', 'C7ORF50', 'NECAB1', 'HRCT1', 'SLC26A10', 'EIF2AK1', 'SNORA5B', 'GRK7', 'KIAA1324', 'TXLNB', 'ZPLD1', 'ZP4', 'ZFAND6', 'FRG2B', 'TNK1', 'CLTC', 'VDR', 'ALDH1A3', 'SP6', 'RASAL2-AS1', 'SOX21', 'ZNF213', 'CLIC1', 'WAS', 'TTC39B', 'PDE5A', 'IGFBP3', 'OR52M1', 'SNORD50A', 'RPP40', 'MAP3K9', 'ZNF212', 'CDH12', 'PINX1', 'RPL34-AS1', 'FSD1L', 'PID1', 'KLHL5', 'UBTFL1', 'C1ORF123', 'RSBN1L', 'ATPAF1', 'ALKBH5', 'CYB561D2', 'OLFM1', 'CASQ1', 'FCGR1C', 'HIST2H3D', 'MXRA8', 'ZNF252P-AS1', 'HIGD1A', 'ZDHHC13', 'FAM169B', 'HBA1', 'HIPK4', 'NETO1', 'CBFA2T2', 'RSRP1', 'C20ORF27', 'CCL28', 'CYB5A', 'TINF2', 'SLC27A4', 'SNORA37', 'CDRT1', 'CAMK1G', 'TNC', 'ZNF648', 'SMAD2', 'DMRT1', 'ASMTL-AS1', 'CTU2', 'OR14A16', 'SNORA57', 'LGALS9', 'LUZP2', 'LOC652276', 'NPIPB5', 'LRRC47', 'ZNF639', 'MLLT4-AS1', 'MRPL11', 'MRPL53', 'MYEOV2', 'SMCO2', 'ALS2CR12', 'LOC388242', 'FOXL1', 'CCNG2', 'C19ORF54', 'COG7', 'MYO19', 'NOP58', 'ZNF311', 'EIF1', 'PGBD2', 'LINC00473', 'DPH6', 'ZNF502', 'HCP5', 'BPIFC', 'ZNF536', 'RUNDC3A', 'KIRREL3', 'ATP6V1E1', 'GAPDH', 'EMG1', 'CHIC1', 'SPG7', 'C12ORF71', 'UBE2U', 'FKBP4', 'PRR5-ARHGAP8', 'KIAA1107', 'SMPDL3A', 'OR52L1', 'ADAM12', 'SSH2', 'LINC00244', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10787728881134795
		RMSE:  1.034673205097243
		NRMSE:  0.18568153277771168
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04400358650048397
		RMSE:  1.0802115255265201
		NRMSE:  0.18403181176661842
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999418805934
		Coefficient of Determination:  1.0
		RMSE:  3.7968617089190645e-15
		NRMSE:  6.813814239935151e-16
		MAPE:  3.0004188924120885e-12
		Pearson Correlation:  0.5659994053261773
		Spearman Correlation:  0.3556921275973076
		Coefficient of Determination:  -0.8010630077358871
		RMSE:  1.4188035439287228
		NRMSE:  0.2417165347340959
		MAPE:  7543.465293212436

	Predictor:  ElasticNet
		Pearson Correlation:  0.7431738943365711
		Spearman Correlation:  0.6123517419907445
		Coefficient of Determination:  0.2685851074933451
		RMSE:  0.8406965631476824
		NRMSE:  0.15087065720576465
		MAPE:  371.1547805116471
		Pearson Correlation:  0.6747214315573921
		Spearman Correlation:  0.4727441225246318
		Coefficient of Determination:  0.21427026408317007
		RMSE:  0.9371182725242986
		NRMSE:  0.15965352105291558
		MAPE:  2199.375382116275

	Predictor:  RandomForests
		Pearson Correlation:  0.8496912996533781
		Spearman Correlation:  0.6823590142072664
		Coefficient of Determination:  0.7186309178089647
		RMSE:  0.5214294539882203
		NRMSE:  0.09357526586655784
		MAPE:  275.48269524432374
		Pearson Correlation:  0.7966174488104577
		Spearman Correlation:  0.5185483392884032
		Coefficient of Determination:  0.611759347624431
		RMSE:  0.6587313239654206
		NRMSE:  0.1122257226034415
		MAPE:  1421.1570282508299

Protein:  ERBB3
x_train_column_count:  247
x_train columns:  ['ST3GAL2', 'CXCL16', 'OR51I1', 'EIF1AY', 'IARS2', 'SCARNA22', 'LIPH', 'PWRN1', 'MT2A', 'SLC1A1', 'OPN1SW', 'XXYLT1', 'SMAP1', 'MDC1', 'MARK2', 'SPATA31A5', 'PSMD10', 'TTC36', 'PRR14', 'SNAI2', 'CDC73', 'ZNF71', 'KIFAP3', 'CLVS1', 'HSBP1L1', 'LINC00663', 'P3H1', 'ATP5H', 'BPIFB1', 'DEFB109P1', 'MAP1LC3B', 'DOCK6', 'AGFG1', 'DOCK2', 'PPP1R14D', 'SUPV3L1', 'ATP6V1C1', 'UNC5CL', 'COL5A1', 'TMIE', 'DTX2P1-UPK3BP1-PMS2P11', 'KCNQ2', 'SUSD5', 'MFI2', 'PHYHIP', 'PILRA', 'OPN4', 'SAAL1', 'ICAM3', 'ERCC8', 'TRMT10A', 'IGF2-AS', 'ASB14', 'SNORD115-41', 'LPL', 'FAM210B', 'BOC', 'PCP4', 'STEAP2', 'FER1L4', 'RPS27A', 'NKIRAS1', 'APLNR', 'WDR86', 'TMEM169', 'DDX46', 'GAGE12J', 'TAGLN3', 'SUPT7L', 'PRNP', 'UCKL1-AS1', 'HKDC1', 'CNNM2', 'NLRP11', 'AICDA', 'MAP10', 'LINC01098', 'YWHAH', 'ELMOD1', 'YWHAG', 'PRKCDBP', 'FGF8', 'GAD2', 'ZG16', 'SLC26A8', 'KEL', 'ZMAT4', 'HSD17B7P2', 'HYAL3', 'SRR', 'TAF4B', 'METTL24', 'MCM4', 'MED30', 'WHAMM', 'FAM155B', 'RAB41', 'NEFL', 'FOXD3', 'CYP4Z1', 'CHN2', 'KIAA1614', 'BBS7', 'NME2', 'RYBP', 'TMEM126B', 'GXYLT2', 'BATF', 'SNPH', 'SCN4B', 'PLCD3', 'SLC12A9', 'AXIN2', 'ZNF526', 'CYP2B7P', 'GYS1', 'RBP2', 'PTDSS2', 'PYCARD', 'LOC284661', 'HDX', 'ANXA4', 'AGPAT5', 'CSF2RB', 'SLC1A4', 'CAPN11', 'NBPF1', 'RNF31', 'ADAM12', 'SOX11', 'IPO8', 'SALL1', 'ACSBG1', 'LCE4A', 'COMMD3', 'AMTN', 'ZNF646', 'SYNE1', 'MRPS12', 'STK38L', 'NUP88', 'NXF1', 'DEF8', 'ABHD16B', 'ODAM', 'NMB', 'PYCRL', 'MFSD6', 'C14ORF1', 'MRC1', 'VSIG10', 'PIP5K1B', 'FUOM', 'LDB1', 'ABCG1', 'STAU2', 'SCAND1', 'POLD4', 'NAALAD2', 'KLK6', 'CD19', 'SLC35B4', 'ZNF814', 'STEAP1', 'LIMD1', 'ZNHIT1', 'LYAR', 'LINC00320', 'RBM48', 'CACNA1H', 'CLUH', 'NLGN1', 'MMAB', 'SNORD94', 'PATE1', 'ZNF43', 'DDX6', 'SLC35F2', 'IDH1', 'NRIP3', 'ACPT', 'NYAP1', 'CDS2', 'DEFB128', 'TMEM43', 'MEGF9', 'LRRC17', 'TDRD7', 'PARP3', 'NCOR2', 'CABP4', 'SLC22A23', 'TMEM2', 'TMSB15A', 'LOC100133669', 'HHLA1', 'BTNL3', 'SLC4A1AP', 'FAM171A1', 'MROH6', 'ZNF282', 'CCAR2', 'RBFOX2', 'COPS5', 'HELZ2', 'ADCY3', 'HADHA', 'SHB', 'PSMD9', 'NIPSNAP3A', 'PRM3', 'MCU', 'LINC00473', 'ALPI', 'GNGT1', 'MIB1', 'ELFN1', 'CDC26', 'SDCBP', 'PTPRC', 'PRDX1', 'WHSC1L1', 'ZSCAN5A', 'SNHG4', 'GPR63', 'METTL22', 'ATP6V0C', 'CTSL3P', 'ZNF644', 'DSCR4', 'TRIM37', 'USP38', 'CYP2E1', 'SYT3', 'ALKBH8', 'ANKZF1', 'UNK', 'DEDD', 'KHDRBS2', 'GALNT14', 'SCCPDH', 'ZNF738', 'CLEC3B', 'SCARNA14', 'KHSRP', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.22544319167926496
		RMSE:  0.49276112816642853
		NRMSE:  0.13298208544838536
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.18202543932109472
		RMSE:  0.5629306521688778
		NRMSE:  0.2077549194412726
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  LinearRegression
		Pearson Correlation:  0.7565774429073765
		Spearman Correlation:  0.7453153085905839
		Coefficient of Determination:  0.5715678971854685
		RMSE:  0.2913606195523348
		NRMSE:  0.07862986869474986
		MAPE:  188.27846964326142
		Pearson Correlation:  0.11193051705634666
		Spearman Correlation:  0.14076675446297923
		Coefficient of Determination:  -0.5824444466042156
		RMSE:  0.6513369582469839
		NRMSE:  0.2403821088234692
		MAPE:  466.7617930852834

	Predictor:  ElasticNet
		Pearson Correlation:  0.4400847001587005
		Spearman Correlation:  0.4712666028528487
		Coefficient of Determination:  0.05279672811427605
		RMSE:  0.4332229386811564
		NRMSE:  0.11691443694893129
		MAPE:  208.26793786110264
		Pearson Correlation:  0.3687895957514408
		Spearman Correlation:  0.4302214418105551
		Coefficient of Determination:  0.041762706025310514
		RMSE:  0.5068483301645115
		NRMSE:  0.18705720428718423
		MAPE:  284.6391271841487

	Predictor:  RandomForests
		Pearson Correlation:  0.5809108474124952
		Spearman Correlation:  0.5725043762005265
		Coefficient of Determination:  0.310582493710552
		RMSE:  0.3695991832250479
		NRMSE:  0.09974421145631943
		MAPE:  200.17538267293938
		Pearson Correlation:  0.4265819676927463
		Spearman Correlation:  0.4941066581486213
		Coefficient of Determination:  0.17077135635604035
		RMSE:  0.4714966734715608
		NRMSE:  0.17401033863852494
		MAPE:  352.01156324708876


Fold:  3

Protein:  RB1
x_train_column_count:  371
x_train columns:  ['PRAMEF4', 'INS-IGF2', 'DNAH17', 'RGSL1', 'FAM153B', 'B4GALT5', 'OPN4', 'HIST1H1A', 'PYGO2', 'DDX46', 'CUL3', 'AMPD2', 'ACAD9', 'HKR1', 'TMEM50B', 'PLIN5', 'CYLC2', 'KLRC2', 'MMP7', 'GPN2', 'CYB5D2', 'VPS35', 'B4GALT1', 'SNORD116-25', 'NCR3', 'LOC493754', 'STRN3', 'ENG', 'PAQR3', 'HES2', 'ZNF208', 'LINC00599', 'HYAL1', 'ITGA2', 'RASSF4', 'CD55', 'WDR86', 'FAM99A', 'GTF2IRD1', 'A1CF', 'CPSF2', 'BNIPL', 'LOC100129935', 'SSBP4', 'PPAP2B', 'GYG1', 'HRG', 'NEUROG2', 'DAPP1', 'MCTS1', 'VBP1', 'ZMYND15', 'SCARNA15', 'KLF15', 'SNORD115-25', 'LEPROT', 'ZNHIT1', 'GGTLC1', 'BTBD16', 'TAS2R10', 'RNASE2', 'CT45A2', 'KDM3A', 'OR2D2', 'TARBP1', 'MSANTD1', 'PIGG', 'ADGRG5', 'SAPCD1', 'METTL6', 'SYNGR3', 'KIAA1715', 'ANGPTL7', 'RPL15', 'FSD2', 'GNS', 'GALNT3', 'FYN', 'DUXA', 'CYP46A1', 'C16ORF92', 'GRIK1-AS1', 'NLRP4', 'PRDM1', 'CAB39L', 'TEX13A', 'SDK1', 'SAMM50', 'SLC6A8', 'RASL10B', 'RNF103', 'DAD1P1', 'CEBPZ', 'SIGLEC10', 'SSFA2', 'BNC1', 'SUCLA2', 'OR5D18', 'PBDC1', 'IL12RB1', 'C19ORF80', 'OR13G1', 'ALOX5', 'PAK6', 'IFI30', 'KLHL4', 'SOST', 'WIPI1', 'SLC18B1', 'SNORA81', 'A2ML1', 'OR2B11', 'CCDC91', 'ALDH1L2', 'ABCC9', 'RDH14', 'SNORD116-23', 'SYT12', 'OR3A1', 'TGM7', 'KCNK13', 'USP45', 'RXFP1', 'FTHL17', 'ASCL3', 'TVP23B', 'TM2D2', 'LRRC37A', 'POLL', 'MRPL50', 'ABCA12', 'SOX8', 'MXRA5', 'ZNF337', 'HNRNPA3', 'PCED1A', 'SLC6A2', 'HPYR1', 'NEFH', 'MED29', 'RAB3C', 'DNAH11', 'UHMK1', 'EFNA2', 'XKRX', 'POTEM', 'PCDHB17P', 'PAQR9', 'LOC285847', 'ZNF845', 'BRSK2', 'RPL32', 'IARS2', 'TRIML2', 'BOP1', 'ZNF221', 'PRSS3', 'TMCO4', 'HIST1H2AJ', 'LAMA5', 'INTS12', 'PKHD1L1', 'SGOL2', 'RNY4', 'ZNF609', 'CYP1B1', 'WDR90', 'EBAG9', 'FIBP', 'ZSWIM6', 'CMTM5', 'SH3PXD2A', 'ATXN10', 'BCAR3', 'MAP3K10', 'KIAA0556', 'ARSH', 'CKLF', 'OR9A2', 'ATP13A5', 'HBA2', 'C17ORF89', 'AKAP14', 'TMED6', 'SPCS2', 'FAH', 'KRT14', 'FBXO16', 'PSMB6', 'CCL4L1', 'KRT222', 'PER1', 'FOXA1', 'SORCS1', 'DAZ4', 'OR4F17', 'MUC13', 'MRPS18B', 'PCNXL3', 'CLDN18', 'GPR37', 'CCL19', 'RFPL3S', 'LRRC3', 'FOXE1', 'DHCR7', 'UGT2B28', 'PLOD3', 'TAS2R7', 'RP1', 'RTN4RL2', 'ANPEP', 'KLHDC4', 'CAPRIN1', 'TIFA', 'SCARNA9L', 'VTI1A', 'FAM157B', 'MYO1C', 'RABL2B', 'ERICH3', 'DDX27', 'NKIRAS1', 'PHKB', 'CECR5', 'TWISTNB', 'DNM1L', 'XRCC6BP1', 'LRRC57', 'PPP1R36', 'CYBRD1', 'SSX2IP', 'HIST1H2BH', 'RBBP8NL', 'CCDC50', 'CABIN1', 'NUP133', 'UFSP2', 'RASA2', 'MAL', 'COL23A1', 'NOL4', 'TMEM235', 'GPR143', 'CCDC69', 'PHLDA2', 'MIER1', 'GFOD2', 'CDC20B', 'NDUFB6', 'THBS2', 'USP43', 'ANKRD28', 'PNPT1', 'CT45A5', 'SAV1', 'GP5', 'SPTSSB', 'TBCE', 'TAF1C', 'CACNB2', 'FAM169B', 'CYP1B1-AS1', 'ZNF584', 'C4ORF33', 'NEK1', 'SNRPD2', 'RPL8', 'DUSP9', 'PMS2P5', 'HPD', 'PIK3CG', 'SLC28A2', 'SYPL2', 'HMMR', 'TRIT1', 'GEMIN7', 'OR6A2', 'ADTRP', 'B4GALT2', 'MFSD4', 'REC114', 'SLC25A12', 'DMWD', 'C18ORF8', 'ANKAR', 'WASH2P', 'RANBP10', 'BEND3', 'TTC29', 'CXORF40B', 'SYNGR1', 'HSPA5', 'PTPN5', 'TMEM176B', 'EVI5', 'ZNF385D', 'VWCE', 'KAT2B', 'PLK1', 'ZNF34', 'VPS33B', 'MAL2', 'ODF4', 'UBXN1', 'C16ORF52', 'ATAD3C', 'FGF20', 'ARHGAP44', 'GCC2', 'DNAJC6', 'KCNIP4', 'SPP1', 'TXLNB', 'DDX28', 'CYP21A2', 'ASF1B', 'EXOC3L4', 'ZW10', 'CLSTN2', 'INF2', 'ZMAT5', 'LYZL4', 'OR4B1', 'CALCA', 'ZNF79', 'ADCY9', 'SLC5A7', 'INO80C', 'SLC5A6', 'XKR8', 'ZNF570', 'TBC1D14', 'DOCK2', 'HAVCR2', 'PLCB3', 'NUDT16L1', 'SLCO2B1', 'HIST1H4J', 'UBA2', 'HK2', 'MLH1', 'MAATS1', 'DUSP16', 'CACNA1S', 'ARHGEF9', 'IRF2', 'MYO1D', 'BPIFA4P', 'EPHB3', 'HIST1H4K', 'LRRC3B', 'NHLH2', 'TGOLN2', 'ISG15', 'C1RL-AS1', 'XKR4', 'SAA3P', 'HDHD1', 'NBN', 'MAPRE1', 'LPGAT1', 'AMER2', 'ATP8A1', 'FLJ25758', 'GRXCR1', 'IPO5', 'ZNF502', 'NCL', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01272330861584492
		RMSE:  0.2421068018038906
		NRMSE:  0.08854110656959135
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028050639565306845
		RMSE:  0.22197574606877257
		NRMSE:  0.15575715092466183
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  LinearRegression
		Pearson Correlation:  0.8286243478510258
		Spearman Correlation:  0.7519691936956672
		Coefficient of Determination:  0.6866183049539722
		RMSE:  0.1346785402615293
		NRMSE:  0.04925341583584308
		MAPE:  398.4984104520418
		Pearson Correlation:  -0.004581507368760401
		Spearman Correlation:  -0.018356837367049468
		Coefficient of Determination:  -2.5943342113650294
		RMSE:  0.42024881106253814
		NRMSE:  0.2948824754498071
		MAPE:  1472.922864500227

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  RandomForests
		Pearson Correlation:  0.6264160222948542
		Spearman Correlation:  0.4953277970749792
		Coefficient of Determination:  0.18054099061043016
		RMSE:  0.21778361635417073
		NRMSE:  0.07964585150459726
		MAPE:  173.77090666250686
		Pearson Correlation:  0.32436728377144824
		Spearman Correlation:  0.32567238993004904
		Coefficient of Determination:  0.029794110355617076
		RMSE:  0.21833794504484103
		NRMSE:  0.15320455888182286
		MAPE:  154.14500571181964

Protein:  CDH1
x_train_column_count:  836
x_train columns:  ['TM9SF1', 'PPP1R3E', 'SNX4', 'ARHGAP5-AS1', 'LEMD2', 'PROCR', 'BRAF', 'PTGER3', 'ZFY', 'SNORD38A', 'CYP1B1', 'FMN1', 'IGLL1', 'ATP1B1', 'VILL', 'E2F5', 'GLOD5', 'HGSNAT', 'LYRM1', 'VWF', 'EIF2B2', 'SOX17', 'RPUSD4', 'GBF1', 'FCHSD2', 'HIST1H3D', 'C3ORF79', 'E2F6', 'CYBB', 'BRINP2', 'DLK2', 'C20ORF195', 'TAT', 'SRSF5', 'TRIP11', 'TAGLN2', 'CYP2B7P', 'RAP1B', 'ADGRG5', 'COLQ', 'C9ORF78', 'OR2A25', 'MEFV', 'ARX', 'MYLK', 'CLCA3P', 'ATF7IP', 'CSGALNACT2', 'C16ORF54', 'GALE', 'ABHD12B', 'CCNT1', 'TMEM50A', 'CCDC74B', 'ASTN1', 'LINS', 'CAP1', 'CCL20', 'MYO1D', 'C7ORF73', 'TAP2', 'PEBP1', 'SV2C', 'GEN1', 'ADA', 'NCF1', 'ASIC4', 'AIFM2', 'DGCR11', 'TAF6', 'MRPL28', 'NPTX2', 'PRR23C', 'C17ORF82', 'BPIFB6', 'SULT2B1', 'C17ORF97', 'FAM155A', 'GIPC1', 'LINC01098', 'VWA5B1', 'ZNF446', 'ZNF280B', 'LGALS9C', 'FGF16', 'SPTLC3', 'PHF12', 'USH2A', 'ARMC1', 'SLC26A3', 'C2ORF48', 'ZFYVE16', 'SUMO1P1', 'RAB2B', 'SIGLECL1', 'LINC00602', 'COL27A1', 'ANPEP', 'DGKQ', 'AQP3', 'GP1BA', 'SNORD116-23', 'CCDC54', 'EPHA4', 'PARD6G', 'SLC16A14', 'CYB5B', 'DOC2B', 'TCEAL3', 'GSPT1', 'OR51G2', 'FAM98C', 'ANKS4B', 'RGS10', 'GPR141', 'ASB16-AS1', 'TMEM163', 'PCNA', 'PRSS48', 'SNHG12', 'GABRB2', 'PMS2CL', 'BZRAP1', 'SI', 'LPCAT2', 'PRRC1', 'HECW2', 'RHBDD1', 'TYROBP', 'PRKAR1B', 'ZNF462', 'TP73', 'TXNL4B', 'GPER1', 'TIMD4', 'NEUROD2', 'CEP162', 'SNORD68', 'OSBPL10', 'PRDX3', 'BTLA', 'GRK6', 'GHRLOS', 'CD209', 'HGH1', 'RNPS1', 'LCN12', 'NBEAL2', 'ZNF594', 'SPACA1', 'IL2RB', 'RBP7', 'ZNF571', 'WASH7P', 'PTPN11', 'HAR1A', 'THUMPD3-AS1', 'SEMA4C', 'CCDC121', 'LBP', 'CNFN', 'PPP3CC', 'CRSP8P', 'SKIV2L', 'GNE', 'ANAPC4', 'TBX15', 'TOMM40L', 'PSORS1C1', 'SPATA2', 'CPEB2', 'THAP10', 'OR6C70', 'CALB2', 'LOC399815', 'EXOSC8', 'CNTNAP3', 'KLC4', 'IDH3B', 'SNTB1', 'RBMY1A3P', 'PPP2R3B', 'TMEM248', 'PTGR1', 'KRT37', 'LDOC1', 'BIRC3', 'SCFD1', 'LRWD1', 'NIPA2', 'NXNL2', 'SSBP1', 'WDR91', 'TNNI3K', 'KCNJ8', 'TRANK1', 'ARHGEF26', 'AGPAT9', 'ALDH16A1', 'ZCCHC10', 'NUP54', 'TMEM200C', 'SELK', 'SNORA52', 'GLRX3', 'SENP3', 'NDUFB9', 'PIAS1', 'PPAT', 'ZNF280A', 'SBSN', 'EPG5', 'MTERF4', 'RNF165', 'CST13P', 'SCRN2', 'TSPAN18', 'TBCK', 'KRTAP17-1', 'OR8I2', 'SGCZ', 'POLR1C', 'ENAH', 'LOC100132287', 'SNORD45B', 'DHX57', 'LOC100129935', 'ATP6V1G1', 'SLC44A5', 'RPS26', 'FAM179B', 'AGMAT', 'ZNF350', 'INSL5', 'GYS1', 'PPP2R5E', 'SUSD6', 'OR4C13', 'FAM102B', 'CEL', 'NUP85', 'KIAA1919', 'KIAA0020', 'IL21', 'ZNF207', 'COL11A1', 'ZNF638', 'MEIS2', 'ABCB5', 'C12ORF57', 'FOXL2NB', 'PURA', 'TAS2R46', 'VGF', 'TMEM55A', 'CRLF1', 'NUTM2A-AS1', 'LY86', 'COL6A4P1', 'LIN52', 'EPHB3', 'DHRS4-AS1', 'CHD1', 'DHH', 'ENO3', 'SAMM50', 'GAD2', 'SRP54', 'ZBTB1', 'IQSEC3', 'RPS6KA6', 'OIP5-AS1', 'BCO1', 'CAPN5', 'DUSP21', 'MRPL3', 'DPH7', 'DTHD1', 'PCDH17', 'DNAH5', 'PRIMPOL', 'ACAA2', 'RASSF2', 'CUL5', 'PCGEM1', 'TTTY11', 'BAZ2B', 'NCLN', 'ARHGEF18', 'DENND1B', 'AGT', 'ALDOA', 'GGT8P', 'KCMF1', 'CXXC5', 'SLC10A5', 'USP34', 'MARCH4', 'MAB21L3', 'STEAP1B', 'MTMR6', 'NEK2', 'SSTR4', 'NCBP1', 'ZBTB34', 'LRAT', 'DAW1', 'ZNF160', 'DLX6-AS1', 'PKIA', 'PAX6', 'PHGR1', 'ARHGAP11A', 'ATG7', 'LRRC37BP1', 'LEAP2', 'C9ORF142', 'ZNF415', 'RPRM', 'PAQR4', 'WDR93', 'ZNF280C', 'STEAP2', 'EPS15', 'SH3BP2', 'IFI6', 'PKLR', 'CDH19', 'SNORA65', 'KRT73', 'STAT6', 'KDM5A', 'SLC32A1', 'THAP5', 'MXRA7', 'FAM86JP', 'ALDH9A1', 'TGS1', 'FAM74A1', 'ZNF530', 'SPATA8', 'NPLOC4', 'GPR87', 'CHN1', 'TIMM8B', 'DOK5', 'BBS7', 'EIF6', 'TTL', 'SLC36A4', 'PRF1', 'ABRA', 'UBXN2A', 'EIF1AX', 'EIF2B4', 'MRPL1', 'GTF2H1', 'ABCG5', 'IGF2BP2', 'SEPT9', 'CSDE1', 'RFPL4B', 'AQP12B', 'MED25', 'AQP2', 'USP38', 'SDHAF3', 'ADD1', 'KIF26B', 'ATAT1', 'STAT3', 'ASB11', 'SEC23B', 'HERC1', 'IFNA13', 'HTN1', 'ZNF680', 'CYTIP', 'PIGO', 'BCL10', 'LDB1', 'MXRA8', 'METTL7A', 'GRM7', 'TCF19', 'PTGFR', 'ARSB', 'RAB15', 'ROS1', 'OIP5', 'ALPPL2', 'MAGI2', 'JMJD1C', 'FCHO2', 'SLC25A42', 'SERINC4', 'DICER1-AS1', 'BCL9L', 'COPS5', 'KRT80', 'CAV3', 'GGT3P', 'FHDC1', 'SH2D7', 'BCORP1', 'PDLIM5', 'ARSG', 'H1FX', 'DYTN', 'ZFP30', 'LOC100130331', 'NOL4', 'ATP5G1', 'LTBP2', 'CLDN7', 'ZNF587', 'ASB6', 'MAVS', 'DDT', 'COL1A2', 'HHIPL2', 'WFDC2', 'ZBBX', 'SCN1A', 'NIPAL4', 'SEPT2', 'RFT1', 'PFN4', 'OR52K2', 'RAB3A', 'H2AFX', 'LINC01128', 'COMMD5', 'EML4', 'MAGEA6', 'C2ORF50', 'COX19', 'EXOC5', 'TRIM13', 'CAPNS2', 'CNTN6', 'SNAP23', 'TCTA', 'HRASLS', 'UNC93A', 'REEP5', 'TDRD1', 'SNORD121A', 'HES5', 'MAP3K13', 'GNPDA1', 'VDAC3', 'FBXO6', 'TRAF4', 'RASSF8', 'TRIM66', 'C7ORF69', 'AOX1', 'GATS', 'THRSP', 'ARNT', 'AKAP3', 'CCNA2', 'SLC2A11', 'GSKIP', 'GSTM2P1', 'AMBRA1', 'SNORD123', 'FARP2', 'PTK6', 'SNX6', 'SVIL', 'TPD52', 'SH2D1A', 'MATN1', 'PLD5', 'SPAG11A', 'PTPN9', 'LDAH', 'MFN1', 'ADCK2', 'SNORD49A', 'MEOX2', 'TMEM167B', 'EVA1A', 'GPR52', 'SNORD1A', 'TTTY17B', 'CX3CL1', 'DOCK10', 'MTA3', 'SDF2', 'EMB', 'SFT2D3', 'SESN1', 'SMYD1', 'CLCN4', 'LRP12', 'WFDC11', 'SOX5', 'SLC25A14', 'ARHGAP1', 'SPATA25', 'ZNF781', 'STC2', 'PXDN', 'KIAA0226L', 'SYN3', 'TBCE', 'LILRA5', 'ABCA2', 'RNF19A', 'RSPH3', 'AATBC', 'ARID2', 'TPM1', 'ABHD2', 'C10ORF105', 'SNORD115-17', 'TRIP12', 'GSS', 'LOC344967', 'ZNF527', 'SLC26A11', 'KIF3C', 'HEG1', 'CLTCL1', 'RASGRF1', 'CLU', 'CCDC38', 'SLC26A4', 'CKM', 'THNSL1', 'XYLT2', 'CD3E', 'IKZF5', 'PCSK6', 'IGFBP2', 'ACOT1', 'SPPL3', 'SNX25', 'UNC13D', 'GSTO1', 'MRPS22', 'TBC1D3P2', 'KANSL2', 'ARRDC4', 'C16ORF46', 'KANSL1', 'APBA2', 'DIO3', 'GSTT1', 'LOC284578', 'ARHGAP35', 'PLN', 'CNOT3', 'DPY19L2P2', 'C1QTNF8', 'PHAX', 'NPAP1', 'CRELD2', 'KDM4A', 'SCN1B', 'ZNF770', 'WNT8A', 'AEN', 'HTT', 'KLHL33', 'SNAP29', 'MTCH2', 'AMDHD2', 'LMO3', 'AHCYL2', 'REXO1L6P', 'TTC21B', 'SNORA71C', 'XBP1', 'ATP6V1C1', 'RAB35', 'TMEM2', 'KLHL25', 'GPR3', 'SDF4', 'FCMR', 'FERD3L', 'KRTAP4-11', 'TMEM263', 'SETMAR', 'MRC2', 'ABLIM3', 'EDEM1', 'GPR160', 'TRNT1', 'HRASLS2', 'EMCN', 'NR1I2', 'PLIN3', 'TCEA2', 'KRT74', 'C10ORF32', 'NEIL3', 'TRAPPC11', 'DENND6A', 'ZNF830', 'C18ORF8', 'TRAPPC3', 'TSHZ3', 'GTPBP4', 'DCAF12', 'ZNF697', 'C1QTNF9B-AS1', 'KLHL40', 'HLA-J', 'NIPAL2', 'CYP26B1', 'SNORD45A', 'CTDSPL2', 'PRR19', 'PSMD5', 'AMER1', 'CCDC168', 'PNRC1', 'C2ORF54', 'CALHM1', 'CATSPERG', 'KCNMB3', 'FAM73A', 'SNORD79', 'PHOSPHO1', 'NXPH3', 'IFT27', 'SMCO1', 'VNN1', 'FBN3', 'GNA12', 'GNPTAB', 'RAVER2', 'TFCP2', 'HMP19', 'TMEM261', 'RNASE6', 'KCNN2', 'REST', 'GTSE1', 'SAYSD1', 'CCDC66', 'UBE2C', 'C8ORF82', 'POLR3GL', 'C6ORF1', 'TARS', 'CDHR5', 'FCRL2', 'EED', 'MAN2C1', 'ISX', 'SCD5', 'AGFG1', 'TRPT1', 'ULK1', 'TLE4', 'RRP1', 'LANCL3', 'SCARNA20', 'UBE2DNL', 'TNFRSF10D', 'TMEM201', 'ZC3H12C', 'GNPAT', 'LINC01551', 'CSN3', 'ZNF675', 'EMBP1', 'OR6C6', 'CD24', 'COL11A2', 'TMEM177', 'CAD', 'GNAS-AS1', 'A2M-AS1', 'ACTN1', 'TRIM10', 'C1R', 'MTHFR', 'LOC100128288', 'ILDR2', 'OMG', 'GLP2R', 'TSEN54', 'VPS36', 'RPSAP9', 'UNC5D', 'MED12', 'ABCC10', 'AWAT2', 'SNORD113-7', 'CBX2', 'LOC647859', 'SPEF1', 'LINC00298', 'OR51F1', 'SLC25A1', 'RPL31P11', 'XPO6', 'NANS', 'TBC1D2B', 'APMAP', 'LYSMD3', 'ZNF804B', 'ANGPTL5', 'UBE2V2', 'ABCA9', 'SLC7A2', 'FBRSL1', 'PRPF3', 'DCDC2', 'TIMM21', 'LRRK1', 'PLCD3', 'GNAI3', 'TEX10', 'PRMT6', 'ERMP1', 'SERPINA7', 'E2F7', 'TSR2', 'POR', 'DIRC1', 'POU6F2', 'GCNT1', 'ELL3', 'SYTL5', 'MBOAT2', 'MCPH1', 'PHLPP1', 'SNCG', 'MMP7', 'ARFGAP3', 'CALCOCO1', 'SORBS1', 'SDHD', 'PEA15', 'G3BP2', 'MLH1', 'RBMY1A1', 'C10ORF107', 'METTL7B', 'FDX1L', 'DHODH', 'HIRIP3', 'RBMXL3', 'SCNN1G', 'MGAM2', 'SEC14L3', 'HHIPL1', 'HOXB13', 'FASTKD5', 'C17ORF105', 'CLTC', 'HEPHL1', 'CSN1S1', 'KRT81', 'TSPAN17', 'JAM2', 'ANKRD34C', 'C9ORF116', 'RASSF4', 'FER', 'RAB6C', 'CLEC1A', 'NT5C3A', 'CEP131', 'RFPL1S', 'RTP4', 'TBC1D3H', 'NEDD9', 'MYO9B', 'FAM46A', 'CSRP1', 'ACER1', 'PIFO', 'FGD3', 'TTTY9B', 'BACE1', 'COQ3', 'PZP', 'CCL27', 'MBTPS2', 'CEP350', 'SAP30L', 'PIGA', 'LOC340017', 'CTRB2', 'RPS6KA2', 'CHRNA9', 'RXFP2', 'BCL3', 'TRADD', 'OR4K17', 'UBALD1', 'HYPM', 'MAP3K4', 'LINC00879', 'DNAH7', 'ATG5', 'SNORD18B', 'CYP2B6', 'SFTPA2', 'PQBP1', 'GPR156', 'MED14', 'UPF3B', 'ATG101', 'ZNF628', 'SUSD5', 'PLEKHG7', 'C7ORF31', 'DCST1', 'SERPINB1', 'CHAC1', 'SLC6A1', 'PDIA6', 'SELV', 'CD19', 'RBM41', 'TAF8', 'CYB5D2', 'TUSC5', 'RFESD', 'ATP13A2', 'HOXB1', 'ECHDC1', 'CADM4', 'INTS8', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.13712289650471754
		RMSE:  1.2526616491661007
		NRMSE:  0.19946206317730336
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.061578293423971475
		RMSE:  0.970096042376724
		NRMSE:  0.19071600723011914
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1747084136438477
		NRMSE:  0.18704952288841878
		MAPE:  547.6986763085636
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.045733924340672916
		RMSE:  0.9628293412733254
		NRMSE:  0.18928741030812832
		MAPE:  293.35791980552335

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  4.867459249621905e-15
		NRMSE:  7.750484458491616e-16
		MAPE:  2.948102045021769e-12
		Pearson Correlation:  0.15395181143719075
		Spearman Correlation:  0.11096148331026573
		Coefficient of Determination:  -2.681759863429846
		RMSE:  1.8066184762988744
		NRMSE:  0.3551721142411187
		MAPE:  800.4303847371799

	Predictor:  ElasticNet
		Pearson Correlation:  0.6797569518757197
		Spearman Correlation:  0.6670879475508958
		Coefficient of Determination:  0.3701854262144396
		RMSE:  0.9322586727620734
		NRMSE:  0.1484441057230778
		MAPE:  433.4750877443933
		Pearson Correlation:  0.6036113562695267
		Spearman Correlation:  0.46502574845072886
		Coefficient of Determination:  0.27920563819006694
		RMSE:  0.7993636738995512
		NRMSE:  0.1571508815121203
		MAPE:  210.1147449271065

	Predictor:  RandomForests
		Pearson Correlation:  0.7691338405349734
		Spearman Correlation:  0.7209100410227555
		Coefficient of Determination:  0.5864650139138662
		RMSE:  0.7554160506632182
		NRMSE:  0.12028534929830548
		MAPE:  263.83842096453225
		Pearson Correlation:  0.7040611980036603
		Spearman Correlation:  0.4340219978658449
		Coefficient of Determination:  0.48346918684011875
		RMSE:  0.6766854446314507
		NRMSE:  0.1330329580921344
		MAPE:  153.552032390482

Protein:  CDH2
x_train_column_count:  474
x_train columns:  ['ZDHHC18', 'KIR2DL3', 'NQO2', 'GRK7', 'DNAH10', 'ATP6V1C2', 'ZBTB6', 'BAIAP2L1', 'ADCK3', 'SNORD114-16', 'UNC79', 'METTL12', 'FGL2', 'MUTYH', 'CMTR2', 'KPNA7', 'PNPLA6', 'RBM7', 'ERMARD', 'ASCC3', 'WNT16', 'MOGAT1', 'GCM1', 'PLA2G4F', 'ZPR1', 'FAM177B', 'LRIT3', 'SLC25A19', 'TLL1', 'SYT17', 'C4ORF32', 'RPL27', 'TTTY21', 'ACSM4', 'MGAT5', 'MRPL27', 'BTN1A1', 'KLK10', 'HAVCR1P1', 'EIF4E2', 'TSTD1', 'LOC646813', 'FILIP1L', 'SNHG10', 'DSCAM', 'LINC00928', 'RAET1E', 'PPAT', 'ZPBP', 'HAPLN2', 'CUX1', 'CIB2', 'NINJ1', 'H3F3AP5', 'UNKL', 'BAZ2B', 'NAB1', 'SSTR5-AS1', 'PRSS58', 'GPR85', 'RABGGTA', 'FJX1', 'TMED7-TICAM2', 'GBA3', 'LMBRD2', 'C5ORF63', 'KGFLP1', 'AKAP6', 'NXF2B', 'RORB', 'KIF3B', 'DACH2', 'RCC2', 'MMP12', 'LINC01341', 'CXCL13', 'AUNIP', 'ORMDL2', 'PRSS41', 'PLAG1', 'TEX15', 'MLIP', 'TLR9', 'ZFP69B', 'AMZ2P1', 'COCH', 'ZNF624', 'LYZL4', 'CRABP2', 'TMX3', 'PGAM1', 'SNORA15', 'C19ORF48', 'PRNT', 'CHCHD6', 'LINGO2', 'FLVCR2', 'AVPI1', 'STRA13', 'SELM', 'RPAP2', 'CLYBL', 'CHCHD10', 'PCDHA7', 'RPL14', 'MOCS1', 'ZNF619', 'FLJ13224', 'UBE2L3', 'FKBP3', 'KIAA2022', 'IRGC', 'CHRFAM7A', 'SEPT10', 'LRR1', 'TRIM3', 'CSTF3', 'SSTR2', 'SNCG', 'C20ORF195', 'FAM169A', 'SSX2IP', 'MICAL3', 'MRPS31', 'STAC3', 'DNAJC15', 'C11ORF84', 'CDC42SE2', 'NKIRAS2', 'PTPRVP', 'RBM12B', 'CMPK2', 'ABCC5', 'NVL', 'CACNB2', 'TACSTD2', 'NLRP8', 'HIST2H2AC', 'DNAJB6', 'INHBA-AS1', 'SNORD119', 'ZNF382', 'MS4A13', 'C1ORF116', 'MIB2', 'OPN5', 'LOC148709', 'TAX1BP1', 'LAMTOR1', 'ZNF564', 'CD300LG', 'GNB1L', 'PPDPF', 'OR2J2', 'LDLRAD2', 'S1PR5', 'PCDH7', 'NKTR', 'CTHRC1', 'PRSS33', 'RAB8B', 'LRRC57', 'FBXL22', 'RBP3', 'HHLA3', 'PDIA5', 'ECT2L', 'ARNTL', 'SNORD116-1', 'ITSN1', 'USP16', 'C9ORF171', 'EPM2AIP1', 'SMARCE1', 'BCL2L1', 'CDKN2D', 'APOC2', 'LINC00620', 'TUBB6', 'BPIFA1', 'MAD2L2', 'RPS23', 'OPHN1', 'NTM', 'SAP30L', 'MIS18A', 'MAPT-AS1', 'CPT1A', 'SLC26A2', 'ELF4', 'INSL5', 'PRKRIR', 'GSTZ1', 'CDC37', 'LYPLA1', 'UBE2D4', 'FAM71A', 'MRPL20', 'TPX2', 'C17ORF85', 'LINC00189', 'TCEAL1', 'SNORA70', 'C1QBP', 'MIR155HG', 'FAM84A', 'TEAD1', 'C6ORF163', 'MYOM2', 'ITGB3', 'CERCAM', 'TAF4B', 'TRA2A', 'RAB43', 'RNF17', 'GFRA1', 'EPC1', 'LINC00652', 'AQP8', 'RTCB', 'MYH7', 'ZNF784', 'DCANP1', 'RPS27L', 'TICRR', 'EHBP1L1', 'FAM228A', 'POMP', 'ELMSAN1', 'MTCL1', 'ARHGEF16', 'OR51G1', 'GOLGA6L6', 'ITGA3', 'RPL23AP53', 'PSME3', 'CMTM5', 'FAM179B', 'DRAIC', 'BDP1', 'LOC728554', 'ZNF565', 'USH1C', 'C5ORF28', 'DHCR7', 'TRIM50', 'HDX', 'FAM126A', 'RAD9B', 'GINS4', 'PCYT1A', 'RRAGA', 'PRDX5', 'RBM24', 'PCDHGA5', 'TNFSF4', 'GPD1L', 'GOLGA3', 'DLX3', 'SOSTDC1', 'FCN2', 'HSPB11', 'SPRY2', 'MBD5', 'TTTY1B', 'OR6C75', 'SMTNL1', 'PGPEP1L', 'SOD2', 'COL24A1', 'SNX24', 'MORF4L2', 'IL17RC', 'TNFRSF4', 'TAS2R13', 'IRF4', 'DKK2', 'SLC10A6', 'PITPNA', 'S100G', 'WDR72', 'ATP7B', 'HNRNPUL1', 'ADARB2', 'CAMKMT', 'SNORD29', 'HIF1A', 'CCDC113', 'POLD1', 'HSBP1', 'BPY2', 'BTNL9', 'OR4N4', 'FAM178B', 'PHLPP1', 'TAAR8', 'GID8', 'CDH11', 'PXT1', 'TM4SF1', 'CTNNA2', 'ANXA2R', 'PLAC1', 'TCP10L2', 'IL24', 'LINC01599', 'CGA', 'FOXN2', 'MESTIT1', 'SRD5A3', 'NCL', 'PITX3', 'CTAG2', 'PAX2', 'BCRP3', 'FAM201A', 'CAAP1', 'SNRPD3', 'ADAD1', 'SCAND2P', 'LIN52', 'CACFD1', 'FAM120B', 'LOH12CR1', 'C1ORF189', 'RBBP9', 'CYB561A3', 'TOB2P1', 'DNAJC10', 'SLC45A2', 'P4HB', 'OTUD5', 'LINC01558', 'PPRC1', 'PRG2', 'SNORD35A', 'LOC400043', 'MIPEP', 'GNB1', 'TULP2', 'TIMM9', 'FAM222A', 'DAPK3', 'PRR23C', 'DTNA', 'ARL10', 'CDHR1', 'SMC6', 'NLGN2', 'COA7', 'DNAI1', 'KCTD2', 'RNF169', 'RAD18', 'PURB', 'ADAR', 'IL17C', 'TSPEAR-AS2', 'PNPLA8', 'ADPRM', 'WFDC8', 'CD27-AS1', 'CMIP', 'ESCO2', 'TMEM141', 'CLCF1', 'CA5B', 'SNORD111B', 'STRADA', 'DPP4', 'COQ5', 'SLC22A9', 'SPOCK2', 'DYNLT3', 'ELMOD3', 'DCP2', 'UBE4A', 'ING2', 'PTGDS', 'SLC6A1', 'ERCC6L', 'OR6C2', 'FAM196A', 'PTPRU', 'HMGN3', 'LRRC47', 'RPL6', 'MAD2L1BP', 'GSR', 'KIF22', 'LINC00113', 'DKKL1', 'TRMT5', 'PPP3R2', 'RNF168', 'GLDC', 'TACR3', 'SRFBP1', 'SPATA2', 'ATG4B', 'DDX28', 'EFNB3', 'RBM28', 'XAGE5', 'SPATA20', 'TMEM241', 'ZNF735', 'C15ORF61', 'PSG11', 'FAM110B', 'RAD51D', 'LINC00298', 'SNORA8', 'CERS4', 'NPIPB5', 'KRT36', 'JADE2', 'PPP3CB', 'JRK', 'CDNF', 'SAP30', 'CCK', 'PDIK1L', 'MPP7', 'OR4L1', 'PAG1', 'SLC7A6OS', 'FMNL1', 'SAP30BP', 'STARD5', 'PNPLA7', 'PNLDC1', 'CYP2S1', 'LOC113230', 'DBR1', 'ZNF562', 'TMF1', 'HMGN2P46', 'HIST2H2BA', 'CIDEB', 'FAM58BP', 'LOC284441', 'CCDC150', 'SNAPC1', 'P2RY13', 'PALM2-AKAP2', 'TSSC2', 'KIAA1324L', 'TM9SF2', 'CHRNA3', 'AES', 'ZMYM4', 'COL19A1', 'NECAB1', 'LEPR', 'TCP11L2', 'LRRTM1', 'C10ORF131', 'HEPHL1', 'RTP5', 'CEACAM22P', 'LCN15', 'SPATA41', 'EFEMP1', 'GOLGA7', 'MCTS2P', 'S100A7L2', 'BASP1', 'FABP3', 'FOXD1', 'MTG1', 'SOBP', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032532184952558385
		RMSE:  0.38185758840977485
		NRMSE:  0.13836422509231644
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01322006783790175
		RMSE:  0.3341656221976159
		NRMSE:  0.1760731037776972
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  LinearRegression
		Pearson Correlation:  0.8604888005811551
		Spearman Correlation:  0.8209658407603668
		Coefficient of Determination:  0.7087563012510781
		RMSE:  0.2057426899248069
		NRMSE:  0.07454985503471517
		MAPE:  2475.646517830296
		Pearson Correlation:  -0.018922317385579587
		Spearman Correlation:  0.022646167657950852
		Coefficient of Determination:  -13.569163002739986
		RMSE:  1.267147522724746
		NRMSE:  0.6676647220713354
		MAPE:  14617.708103542418

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  RandomForests
		Pearson Correlation:  0.5453998176975716
		Spearman Correlation:  0.4711508594747192
		Coefficient of Determination:  0.20176780678823258
		RMSE:  0.34061264299506044
		NRMSE:  0.12341932132584262
		MAPE:  290.6208511769089
		Pearson Correlation:  -0.04620679232047091
		Spearman Correlation:  0.012566241474332598
		Coefficient of Determination:  -0.06151786804178028
		RMSE:  0.34203734932913876
		NRMSE:  0.18022074595292578
		MAPE:  2961.4443204707177

Protein:  CDH3
x_train_column_count:  75
x_train columns:  ['DEK', 'NCSTN', 'PTGFRN', 'ARID5A', 'C11ORF54', 'ERP44', 'C10ORF95', 'NCK1', 'COL4A4', 'FIG4', 'PGBD2', 'ZBTB9', 'MYL9', 'OR4N5', 'SMPDL3A', 'MPP3', 'NRG4', 'ARHGEF10L', 'KRT24', 'ABCA11P', 'EVPL', 'KRTAP19-7', 'ZNF443', 'PRIMPOL', 'CHERP', 'TNFRSF11B', 'SH2D5', 'OR8G2', 'FGF21', 'TMEM155', 'FUT9', 'CTSS', 'ABCF1', 'SESN2', 'EEF2K', 'JAK3', 'LOC728323', 'TMEM194B', 'MYH9', 'ATP6V1C2', 'ITGA4', 'LOC646813', 'ZC3H11A', 'DCTN2', 'DIAPH3', 'HPN-AS1', 'DYTN', 'GLTSCR1L', 'OR5B17', 'ISLR2', 'IQCF3', 'MMGT1', 'KRTAP5-7', 'FRMPD1', 'EMP2', 'CELSR3', 'TCTEX1D1', 'NCAPH2', 'MTX1', 'COQ9', 'KLF2', 'GPR27', 'DDX11L2', 'PRRT4', 'FRA10AC1', 'LINC00202-1', 'CCR2', 'ADRA1D', 'CRHR1', 'MTMR8', 'CHRNB1', 'FBLN7', 'OR2T33', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.2263418226753373e-05
		RMSE:  0.21251306884336046
		NRMSE:  0.14909431220418734
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004123239054339534
		RMSE:  0.18871613277479948
		NRMSE:  0.16414808838605816
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  LinearRegression
		Pearson Correlation:  0.569765305996376
		Spearman Correlation:  0.549200684349932
		Coefficient of Determination:  0.3245173725068018
		RMSE:  0.17465776583121198
		NRMSE:  0.1225358967778049
		MAPE:  593.5676636187113
		Pearson Correlation:  0.1942570454427098
		Spearman Correlation:  0.2213967755208918
		Coefficient of Determination:  -0.11834638366540284
		RMSE:  0.19916072014718375
		NRMSE:  0.17323294523400953
		MAPE:  310.7677567897378

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  RandomForests
		Pearson Correlation:  0.5578146102317249
		Spearman Correlation:  0.5695772744583486
		Coefficient of Determination:  0.2585090782680668
		RMSE:  0.182992684207046
		NRMSE:  0.1283834850192555
		MAPE:  497.439438256013
		Pearson Correlation:  0.3383568542369483
		Spearman Correlation:  0.30570206611055
		Coefficient of Determination:  0.10984225675016723
		RMSE:  0.177684279715875
		NRMSE:  0.15455241914277576
		MAPE:  182.42963661476892

Protein:  PTEN
x_train_column_count:  886
x_train columns:  ['MYCT1', 'CACNG6', 'ERCC1', 'UNC13D', 'LOC91450', 'WBSCR27', 'AADAC', 'EGFL8', 'ACBD4', 'LGALS12', 'EHF', 'ZNF155', 'KCNK16', 'CARD9', 'ATP5SL', 'PCDH20', 'OR51D1', 'KDELR2', 'LIPF', 'PIWIL4', 'ZRANB3', 'BAHD1', 'GRIK1', 'RINL', 'JADE3', 'IER2', 'SNORD116-3', 'FZD5', 'GNG7', 'TCEANC', 'KRTAP23-1', 'OR4C46', 'CLDN11', 'TMEM63C', 'PLK4', 'RAB34', 'TSG1', 'MPP5', 'NOX3', 'TNIP1', 'VCPIP1', 'RALBP1', 'IMP3', 'SYNDIG1', 'PRCC', 'PDHB', 'KPNA6', 'GOLGA7', 'SLC25A3P1', 'SUN5', 'R3HDML', 'HK2', 'PHF6', 'PIP4K2A', 'CROCCP2', 'SLC6A9', 'LINC00032', 'XPO6', 'FAM161B', 'HSBP1', 'ZNF676', 'SENP8', 'POLR3B', 'RFNG', 'GALNT13', 'MSX2P1', 'DMBT1', 'FAM98C', 'ADGRG3', 'CYP21A2', 'RP2', 'UNC5CL', 'YIPF5', 'SCGB1B2P', 'PADI1', 'TCAIM', 'RLN1', 'PGAP2', 'DGKD', 'SMAD6', 'CHIC1', 'TCEAL3', 'ST6GALNAC5', 'ISM1', 'PTBP3', 'PCDHGA2', 'CORO6', 'IER5', 'CENPP', 'KRT32', 'ZNF791', 'FER1L5', 'SMCR5', 'RPS2P32', 'GID8', 'ZDHHC13', 'GTPBP1', 'AARD', 'PCDHA4', 'SPRR2C', 'ZNF581', 'TMEM263', 'SPPL2A', 'SNAR-H', 'CARNS1', 'ARMT1', 'CAB39L', 'FAM179B', 'WNK1', 'XRCC4', 'PRR35', 'SH2D1B', 'LMOD3', 'REXO2', 'MRPL3', 'SIRT7', 'TTLL11', 'PRMT5', 'SLC8A3', 'XKR6', 'BCL2', 'PAX1', 'MMP1', 'GPIHBP1', 'DACT1', 'SYNRG', 'FOXM1', 'G6PC2', 'IQGAP3', 'GDPD5', 'DDC', 'MYO15A', 'MIA2', 'TMEM136', 'MPDZ', 'SLC6A1', 'COG3', 'LINC01591', 'ADGRF5', 'NKG7', 'ERGIC2', 'COX11', 'COX7B', 'SNORD114-20', 'PTGS2', 'SCCPDH', 'ST8SIA2', 'FAM162B', 'SMIM15', 'HS3ST1', 'ZBED2', 'TMEM59L', 'PRKCE', 'TMEM219', 'LOC645166', 'PDE3B', 'JAKMIP3', 'MIB1', 'RAB11FIP2', 'LAT2', 'DPH3', 'ZNF835', 'GPR19', 'SNX29', 'ZNF883', 'ESCO2', 'MRPS23', 'FFAR2', 'EEF2', 'ZDHHC17', 'SLCO6A1', 'IDH3A', 'GNB1', 'SEC63', 'ARFGAP1', 'VN1R4', 'WARS', 'SRSF8', 'CTSO', 'SLC32A1', 'SQRDL', 'TAF9', 'LINC00667', 'STARD3NL', 'CTDSP2', 'RPUSD4', 'TUBG2', 'LOC728392', 'ACPP', 'CACNG1', 'PSMA8', 'CDK5RAP3', 'GBA2', 'VPS51', 'XG', 'KLHL24', 'WDR60', 'SKAP1', 'DOCK2', 'MIR17HG', 'TMEM179', 'SNORD116-23', 'TBC1D3H', 'C9ORF64', 'C9ORF153', 'MAZ', 'NEU2', 'NT5C1A', 'FAM69B', 'ARMCX5', 'IL2', 'ZNF774', 'PDZD7', 'MS4A8', 'CEP290', 'ATXN7L3', 'IFI44L', 'MUL1', 'CCSER2', 'RUVBL1', 'CDH24', 'ZCCHC13', 'CRLF2', 'RHOBTB2', 'SLCO4A1', 'CSPG4', 'DYNC1LI1', 'TTTY17A', 'CPPED1', 'PRDX3', 'MORC1', 'TMCC3', 'GPR89A', 'C20ORF85', 'KDM3A', 'EXPH5', 'DNM3', 'MED1', 'TMEM156', 'KRT72', 'GSTZ1', 'HSFY1P1', 'C17ORF98', 'PEX11A', 'HLX', 'CIB1', 'LOC613037', 'TTC33', 'SPATA33', 'ZNF184', 'ARL14', 'LINC00298', 'EFHC2', 'PCDHB19P', 'OR10A4', 'POU4F1', 'FAM35A', 'DDX17', 'SLC25A20', 'AKNAD1', 'PPP1R1A', 'NELL2', 'VPS35', 'FBXO44', 'COX4I2', 'RPAIN', 'SLIRP', 'DNAJC1', 'STRADA', 'KCNQ3', 'BBC3', 'TFIP11', 'CLNS1A', 'ZNF514', 'MATR3', 'NHS', 'LINC00893', 'B4GALT7', 'PNISR', 'RBP3', 'MMAA', 'POC1B', 'HABP2', 'MGAM2', 'PVRL3', 'TFAMP1', 'SPNS2', 'DUSP4', 'PTDSS2', 'C1ORF95', 'SNF8', 'MOCS3', 'POLR2J', 'CCNB2', 'COA3', 'GIMAP4', 'SPAG4', 'BAK1', 'PAPOLG', 'TRAPPC2', 'GPR132', 'RCN3', 'ERLIN2', 'IQCJ', 'ISOC2', 'FDXR', 'RNF213', 'DCAF4L2', 'SMG1P3', 'MYBL2', 'WNK3', 'MB21D1', 'TRIM74', 'PLAA', 'PRL', 'FOXI1', 'GJB1', 'PIK3CD', 'TBCEL', 'C10ORF10', 'GALNT8', 'TTC31', 'RDH8', 'MEF2C', 'BAG3', 'SYT13', 'TMPRSS11D', 'MARCKSL1', 'C9ORF116', 'TCHH', 'MRPL21', 'TRAPPC1', 'ABCC10', 'MAGEA3', 'SNORD102', 'SPOP', 'BAG4', 'ZNF131', 'CARS', 'SPATA32', 'LINC01465', 'PCDH10', 'MEIS3P1', 'PTCD3', 'SCAND1', 'LOC202181', 'TCIRG1', 'ADRBK2', 'RSPRY1', 'PIK3R5', 'MGAT1', 'C3ORF79', 'TSC2', 'IZUMO4', 'OR2T2', 'SYCE1', 'ZNF772', 'TP63', 'NOC4L', 'GLRA4', 'SFRP4', 'F13B', 'GSTA5', 'NLN', 'IQUB', 'WARS2', 'OR4E2', 'IMP4', 'SNAR-A2', 'STXBP1', 'NUDT4', 'LURAP1', 'MDH2', 'FIBP', 'CCNT1', 'FGFBP2', 'APPBP2', 'NDNL2', 'FASTKD1', 'RAB4B', 'ZNF816', 'PITX3', 'CHRNB1', 'MYLK', 'SESN3', 'PIP5K1B', 'ASH2L', 'PLOD1', 'ARHGEF25', 'PCBD1', 'VTN', 'SEC13', 'TRIM53AP', 'GKN2', 'NPW', 'YEATS4', 'PPM1E', 'SULT1A1', 'DUX4L6', 'OSR2', 'INPP5E', 'CCDC13', 'FAM3C', 'CHRNA10', 'ECEL1', 'TMEM14E', 'TYRP1', 'CRP', 'SUOX', 'CHID1', 'TNC', 'NINL', 'RHBDD2', 'ARL6IP5', 'CATSPERB', 'C16ORF71', 'RBFA', 'MMADHC', 'CCDC102A', 'MMGT1', 'MYT1', 'REC114', 'TTTY17B', 'SLC25A51', 'WDR27', 'DNAJB14', 'GAS2L1P2', 'SNORA53', 'TMIGD1', 'EXOSC8', 'SSR1', 'TMEM126B', 'ILKAP', 'CDHR5', 'ISCA2', 'TLR1', 'RAB24', 'OR6W1P', 'YARS2', 'XRCC2', 'KRT10', 'CARD11', 'PSMA4', 'DNAJC5G', 'C11ORF86', 'MFSD12', 'KDF1', 'TIMM22', 'TMPRSS9', 'TBL2', 'MNX1', 'CDC34', 'NUDCD2', 'OR10K1', 'QSOX2', 'RASSF7', 'AADACP1', 'GPC5', 'NUDT5', 'GMPR', 'CCDC153', 'ASIC5', 'EPB41L4A-AS2', 'ACER2', 'GCG', 'MAGEB3', 'MIR100HG', 'PKIA', 'TMEM92', 'GOT2', 'AFAP1', 'UBASH3B', 'LAMA1', 'PRR15L', 'JMY', 'FAM65A', 'TMEM170A', 'ZNF70', 'RPF2', 'ATP5L', 'DUSP7', 'TMPRSS6', 'OR2T3', 'SLC4A4', 'ST13', 'TPPP3', 'ZNF718', 'C8ORF74', 'B3GALNT1', 'OSTF1', 'ABI1', 'ACOX3', 'CEP44', 'GPD1', 'ZNF517', 'CGRRF1', 'ATP1A1', 'DUSP5P1', 'SNORD67', 'TCF4', 'CT47A9', 'RUNX1', 'FAM171A2', 'HIST1H2AB', 'TMEM79', 'ROCK1', 'GTDC1', 'CD248', 'CENPO', 'NPR1', 'VPS72', 'DYNAP', 'COA7', 'TNFAIP2', 'ZBTB47', 'IKZF1', 'MRAS', 'FANCL', 'MRGPRF', 'TMX1', 'POMK', 'SNORD115-39', 'PRTG', 'OTOR', 'SEPHS1P1', 'KRT73', 'CSDE1', 'UBN1', 'TSPY2', 'EVI2B', 'ERAS', 'PMS2P5', 'SNORD82', 'RFXAP', 'BSN', 'ATXN1L', 'DDIT3', 'MUS81', 'GTF2H1', 'BNIP2', 'BTN1A1', 'COG6', 'LOXL1', 'LINC00696', 'C1ORF204', 'ATP1A1-AS1', 'ATHL1', 'LYRM4', 'ECE1', 'TUBB4B', 'PTTG1IP', 'LIN52', 'NUTM2A-AS1', 'ZWINT', 'AUNIP', 'SPRED1', 'METRNL', 'GPD1L', 'BMS1P20', 'GYS2', 'GSTA2', 'ZSWIM2', 'YBEY', 'SLAMF7', 'GDA', 'TRIAP1', 'TOMM22', 'MYH10', 'CWC25', 'SNORD113-9', 'ANAPC1', 'IL23A', 'MORN5', 'GAGE2D', 'OR4F21', 'TUBA1C', 'FAM133CP', 'CST1', 'ADCY10', 'AZIN2', 'OR6B3', 'RAB5B', 'OPALIN', 'HTR2A', 'DCTN5', 'C1QTNF4', 'HAMP', 'FIGNL1', 'WDR36', 'SLC2A10', 'FRMPD1', 'NHLRC1', 'IQCC', 'ATXN2L', 'SC5D', 'LANCL1', 'CELA2A', 'RPA4', 'LBH', 'CAPRIN1', 'UGT2B10', 'LDB1', 'EPHA7', 'ZMYM5', 'HNF1B', 'ISLR', 'ENTHD2', 'DPP7', 'C1ORF140', 'GTF3C2', 'TP73-AS1', 'FADD', 'ACSM3', 'OR2AE1', 'NT5DC2', 'TNFAIP3', 'DCLK1', 'SLX1B', 'TMEM161A', 'GALNT11', 'PSG7', 'ADAMTS19', 'MAK16', 'KLHDC1', 'FGF12', 'TREML3P', 'ACOT7', 'SPAG11A', 'TDRD3', 'ZNF398', 'KRTAP4-4', 'SP5', 'ZNF286A', 'SLC26A1', 'OR1S2', 'TAAR6', 'LILRA2', 'REM1', 'CDR2L', 'SERTM1', 'C11ORF49', 'TMEM223', 'FER', 'SNORD46', 'TCTA', 'NIPSNAP3A', 'PPIL1', 'HLA-DQB1', 'CD320', 'C14ORF37', 'CDKAL1', 'SHKBP1', 'LBHD1', 'DNM1L', 'LRRC74A', 'FAM110C', 'ALG9', 'SUGP2', 'CFAP52', 'INO80B', 'CHKB', 'SFT2D2', 'TEX2', 'DEFB113', 'ST6GALNAC1', 'BTBD1', 'FRY', 'OR52B6', 'EXOSC5', 'MSTN', 'ULBP2', 'PAF1', 'ANKRD30BL', 'HSP90AB1', 'PSG5', 'C14ORF177', 'MCPH1', 'COX7A2', 'C5ORF24', 'RPN2', 'THSD1', 'ZSCAN4', 'TUBA3E', 'NTRK1', 'KLHL12', 'RNF168', 'LECT2', 'DDX10', 'HTR1A', 'LOC100128573', 'ENPP5', 'TM9SF3', 'TAC4', 'CANX', 'PKIG', 'SRP68', 'CCBL1', 'VIM', 'C8ORF76', 'GBA3', 'TMEM39A', 'TMEM150C', 'INTS4', 'PADI3', 'TIMM17A', 'EEF1E1', 'BMP5', 'ACOT2', 'UBXN1', 'COASY', 'GAGE12F', 'CCT4', 'ACTG2', 'PPP3CB', 'KIAA1045', 'CLDN23', 'DLGAP2', 'LOC644936', 'ASB1', 'SH3BGRL3', 'SNORA70B', 'SLC22A5', 'C21ORF58', 'ZBTB1', 'PXYLP1', 'CDK8', 'MAGEA2', 'USPL1', 'CENPC', 'HIST1H2BF', 'ATP5O', 'RAX', 'CFAP44', 'PWAR5', 'TAF7', 'ANKRD31', 'SEMG2', 'ADAM15', 'LMNTD2', 'HIST1H3C', 'RNF41', 'ARL6IP4', 'HOXA5', 'CLEC16A', 'KIF18A', 'HBD', 'SAP30BP', 'FAM103A1', 'MRPL36', 'FAM8A1', 'ZNF236', 'NUDT7', 'CTXN2', 'PRAMEF10', 'PTK2B', 'CRYM-AS1', 'ATP11A', 'SNORD33', 'SLC25A24', 'STAM2', 'ZRANB2', 'SEBOX', 'HDHD2', 'COL7A1', 'TMED10', 'ZG16B', 'CELF1', 'PRSS38', 'GSAP', 'DDX26B', 'KRT8P41', 'LAP3', 'PTMA', 'BGN', 'APLNR', 'FOXH1', 'CLK1', 'INPP5F', 'NCS1', 'ZNF704', 'SETDB2', 'BHLHE40', 'SUPT4H1', 'C8A', 'SPDYA', 'WDR44', 'PMP22', 'GAS2L1', 'RAB8A', 'MTERF4', 'BTN3A3', 'ACSS3', 'BCRP3', 'PRELP', 'STUB1', 'C1ORF52', 'FAM26D', 'SLC9A7', 'SMAD1', 'CLEC3A', 'PFN1P2', 'KATNBL1', 'C9ORF91', 'GPR82', 'RASL11B', 'NUDT19', 'TMEM86B', 'CHD2', 'CYP2A6', 'WDR49', 'UBAC1', 'PSMB5', 'PAEP', 'MARCH11', 'MDK', 'CLEC1B', 'PRKCH', 'HYKK', 'PRDX5', 'TSC22D3', 'TMEM53', 'ZMYND8', 'INPP5B', 'ZNF512', 'NRSN1', 'ME2', 'PLP1', 'SKOR1', 'C4ORF32', 'TTC39C', 'SCARNA8', 'PCDHGA12', 'WFDC8', 'SF3B5', 'CDK12', 'MCM7', 'STAP2', 'PSMA5', 'ADPGK', 'BEST1', 'NUCB2', 'CUX2', 'POGK', 'GLT8D2', 'PHLDB1', 'LRRN4CL', 'SPAM1', 'SUSD1', 'TCTN2', 'C20ORF203', 'SPAG8', 'PTGFRN', 'NFS1', 'ALOXE3', 'LOC400043', 'GRAMD2', 'SYN1', 'HGC6.3', 'OR4C45', 'ZNF582', 'CHAC1', 'FAM169B', 'SNORD115-16', 'ARFGEF3', 'NAPA', 'THNSL1', 'L3MBTL3', 'PDRG1', 'FANCD2OS', 'ANKRD34A', 'RAET1G', 'PLAG1', 'RARB', 'FAM46C', 'KLF4', 'HSD17B1', 'ADIRF', 'KRTAP19-5', 'PDSS1', 'GLYCTK', 'ZNF771', 'RPL27A', 'NOP14-AS1', 'CHST2', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023393971457565055
		RMSE:  0.6366126117528933
		NRMSE:  0.09954071014821253
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20813248536085016
		RMSE:  0.517654316968625
		NRMSE:  0.12376376344107133
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6292943186382643
		NRMSE:  0.09839642227163854
		MAPE:  299.798968451812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06342466003107061
		RMSE:  0.4856640113421529
		NRMSE:  0.11611533767086332
		MAPE:  95.15154235140719

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  3.144284889161751e-15
		NRMSE:  4.916401984460559e-16
		MAPE:  9.435726475063416e-12
		Pearson Correlation:  0.03242048566970334
		Spearman Correlation:  0.09090637040362101
		Coefficient of Determination:  -3.875651903677637
		RMSE:  1.0399175436012869
		NRMSE:  0.24862945144199466
		MAPE:  369.73347215037484

	Predictor:  ElasticNet
		Pearson Correlation:  0.4258685299903022
		Spearman Correlation:  0.4345392041093361
		Coefficient of Determination:  0.07301010165736921
		RMSE:  0.6058865498739783
		NRMSE:  0.09473638493846896
		MAPE:  336.5134995887785
		Pearson Correlation:  0.31769435118501493
		Spearman Correlation:  0.29993640818464073
		Coefficient of Determination:  0.006033268483404464
		RMSE:  0.4695355540375007
		NRMSE:  0.11225925358329764
		MAPE:  93.3593779233007

	Predictor:  RandomForests
		Pearson Correlation:  0.6168717222753733
		Spearman Correlation:  0.5227283765433064
		Coefficient of Determination:  0.304003083814843
		RMSE:  0.5249977819436478
		NRMSE:  0.08208862199103241
		MAPE:  282.8538989332964
		Pearson Correlation:  0.4009322818174667
		Spearman Correlation:  0.4193892691928827
		Coefficient of Determination:  0.14776930002848843
		RMSE:  0.43477157891397533
		NRMSE:  0.10394768299956375
		MAPE:  112.12175898126742

Protein:  BRCA2
x_train_column_count:  363
x_train columns:  ['CDCA7', 'PTGR2', 'CNNM1', 'GLRA3', 'KRTAP10-11', 'DIRC2', 'GPR17', 'OR4D6', 'FARSB', 'CEACAM6', 'SEPSECS', 'ANKRD36', 'NELL2', 'BAP1', 'COL6A4P1', 'OR6S1', 'HNRNPCL3', 'CELA3A', 'DEFB131', 'TRAPPC9', 'SULT4A1', 'SRBD1', 'GPR158-AS1', 'YY1AP1', 'UGT1A10', 'YPEL2', 'MAP4', 'LOR', 'NAB2', 'RAF1', 'ANKFN1', 'TBC1D3', 'PELO', 'ARHGEF18', 'KRTAP5-4', 'TMLHE', 'GRAMD1A', 'PIN1P1', 'MAD2L1', 'MARK2', 'MCUR1', 'PPBPP2', 'IRF7', 'PHAX', 'SLC8A2', 'ASH1L', 'MARCH1', 'SUV420H1', 'ZNF519', 'EHD1', 'CCDC124', 'BSPH1', 'ITGAV', 'SLC6A17', 'RRM1', 'ZNF134', 'MXRA8', 'NME8', 'HCG18', 'DDX21', 'DAB2', 'SCUBE2', 'CALCOCO2', 'C16ORF71', 'KIR3DL2', 'PPWD1', 'GNAT3', 'SLC25A32', 'FATE1', 'WNT11', 'MANSC1', 'CRHR2', 'NDUFS5', 'BCAS1', 'HSD17B4', 'SAFB2', 'CCDC91', 'PUM1', 'BRINP1', 'IFNLR1', 'CD8A', 'C12ORF76', 'DNHD1', 'KATNBL1', 'ZFYVE27', 'ZNF512', 'IL5RA', 'C3ORF14', 'ALPI', 'WNT5B', 'TAPBPL', 'SULT1A3', 'KIF26B', 'GK2', 'ZSCAN12', 'CYP2F1', 'STX10', 'ARPC1B', 'DGCR5', 'HERC1', 'GNA15', 'S100A1', 'HMGA2', 'GSS', 'ATF7IP2', 'SFXN2', 'SRSF7', 'SKIL', 'ZDHHC2', 'LMF2', 'OACYLP', 'NUPR1', 'MRPS2', 'DNAI2', 'NSMCE4A', 'CTSH', 'ADCY5', 'ABCB6', 'BACE1', 'C2ORF69', 'PEAK1', 'WNT4', 'ASB13', 'FASTKD5', 'ABCC10', 'ZNRF2', 'CISD1', 'SPRYD4', 'PRKAR2A', 'LDLRAP1', 'LAMTOR4', 'ITGA3', 'MIR4697HG', 'LRRC57', 'TMED7', 'NOTUM', 'TMEM102', 'FTHL17', 'PDZK1IP1', 'ADAP2', 'ST7-AS2', 'NXPE2', 'ANP32AP1', 'MTDH', 'HSPB1P1', 'NMUR1', 'ZNF678', 'TVP23C', 'METTL15', 'CREBBP', 'ACTRT1', 'YLPM1', 'IL23R', 'C14ORF28', 'DAPK2', 'BTC', 'FSCN1', 'LPPR5', 'FAM53A', 'CYLD', 'EIF2D', 'MAP1LC3C', 'ERLEC1', 'KIF1BP', 'KIF21B', 'MRPS11', 'DLEC1', 'GSTK1', 'LRRC75A-AS1', 'TACO1', 'RLTPR', 'MAGI2', 'RHEBL1', 'ITGB5', 'C8ORF74', 'ITPRIPL2', 'NOL4', 'MYO1H', 'AFAP1L1', 'UBR5', 'IDI2', 'FBXO4', 'AASDH', 'AADACP1', 'C1ORF146', 'MARCH11', 'LINC00240', 'MFAP4', 'FGD5', 'MMAB', 'GPR62', 'ITPRIP', 'BRS3', 'NELL1', 'PNPLA5', 'ZNF267', 'FAM192A', 'C9ORF171', 'HSPBAP1', 'TSN', 'TBC1D16', 'PCDHA10', 'LETM1', 'DPYS', 'XKR3', 'TTC21A', 'KRT33A', 'PLVAP', 'MYO9A', 'BAGE2', 'SNORD116-8', 'RBBP7', 'NTSR1', 'OR51M1', 'TCHP', 'IFNAR2', 'UBE2Q2P2', 'HIST2H3C', 'RPRD2', 'TBL1X', 'TAS2R3', 'ZNF792', 'HIST1H2AK', 'GNB5', 'SNORD116-11', 'PACSIN2', 'YWHAEP7', 'LINC00523', 'ANP32E', 'LL22NC03-63E9.3', 'SOD2', 'TOR1AIP2', 'LSM5', 'ZNF704', 'ATOH7', 'ZNF45', 'MST1R', 'NNAT', 'RNF34', 'SNORD35B', 'SNORD2', 'VPRBP', 'DDA1', 'PSORS1C2', 'CX3CL1', 'THUMPD3-AS1', 'OCM', 'SUPV3L1', 'IFNA5', 'CLPTM1', 'C3ORF35', 'LINC00654', 'PRDX2', 'ZNF836', 'GSTCD', 'SLC37A1', 'CEP250', 'HTR3E', 'CELA1', 'CCT2', 'DCT', 'FAM157A', 'UGT3A1', 'L2HGDH', 'SLC36A1', 'ACBD6', 'DNAJB5', 'KIAA1324L', 'PDE6G', 'DHODH', 'UPK1B', 'APOBEC4', 'MRPS14', 'CBR3', 'LOC256880', 'TMEM155', 'ATAD5', 'MTX2', 'RBM33', 'CTNNBIP1', 'POLR3F', 'SUSD3', 'PAGE5', 'CEP83-AS1', 'RHBDD3', 'PCSK2', 'ZDHHC12', 'FOXE1', 'PSMA4', 'LCOR', 'ZMYND11', 'CCDC37', 'GNAL', 'ERP29', 'OBFC1', 'NCAPG', 'SNORD114-29', 'TPH2', 'CAPN9', 'MEGF6', 'UNC5CL', 'CLPX', 'CXORF36', 'SLC6A11', 'GCA', 'CYTH2', 'ZNF540', 'SNHG7', 'HOOK2', 'GFER', 'RNF151', 'PGPEP1', 'CATSPERB', 'FAT1', 'CHRNA4', 'FBLL1', 'SRMS', 'POMT2', 'CARD16', 'DSN1', 'POU2F1', 'C12ORF45', 'SLC35D1', 'USP3', 'EIF5AL1', 'GINS1', 'POU6F1', 'ATP6V1G2', 'OSGIN1', 'KLHL34', 'COQ4', 'COBL', 'EEF1E1', 'SERPINB1', 'SOHLH2', 'EIF3D', 'ETFB', 'TM4SF4', 'ATP6V1C1', 'CSF2', 'TIPARP', 'PLAG1', 'SLX1B', 'MBLAC2', 'C11ORF74', 'KLK14', 'CYP2D7', 'GRHL1', 'SLC13A3', 'EPX', 'S100A7L2', 'MAGT1', 'ARHGAP21', 'RECQL', 'BNIP3', 'ZNF223', 'SNX12', 'FKRP', 'TCEANC', 'ZC4H2', 'ALG1L2', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00289910117318648
		RMSE:  0.19032543678137456
		NRMSE:  0.12827584502559417
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001649424828515933
		RMSE:  0.21414907824527551
		NRMSE:  0.14729386559180924
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  LinearRegression
		Pearson Correlation:  0.8403428406390435
		Spearman Correlation:  0.8104770367552789
		Coefficient of Determination:  0.7061760897831997
		RMSE:  0.10301768378332576
		NRMSE:  0.069432024764326
		MAPE:  237.61779525922145
		Pearson Correlation:  0.08445268388952036
		Spearman Correlation:  0.0718737141360865
		Coefficient of Determination:  -2.1728043231762166
		RMSE:  0.3814187511816495
		NRMSE:  0.2623436100266523
		MAPE:  752.6625637239908

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  RandomForests
		Pearson Correlation:  0.5851771228650248
		Spearman Correlation:  0.5404118722380297
		Coefficient of Determination:  0.2149706885202347
		RMSE:  0.16838800456223943
		NRMSE:  0.11349041905631753
		MAPE:  165.4532171230215
		Pearson Correlation:  0.1714967894928984
		Spearman Correlation:  0.20829935535355806
		Coefficient of Determination:  0.028253988632005456
		RMSE:  0.21108471133781057
		NRMSE:  0.14518616355969885
		MAPE:  176.05609906296223

Protein:  CDKN2A
x_train_column_count:  614
x_train columns:  ['MMP12', 'ZHX3', 'CHP2', 'IRS1', 'FAM195A', 'UBXN2A', 'IL7R', 'ACOX2', 'PLAU', 'LRRC36', 'RBM22', 'IPO5', 'AGO2', 'KRT13', 'POLR3A', 'SGCD', 'MRPL17', 'SENP3', 'ZNF676', 'PRPS1L1', 'WDR49', 'SMC2', 'IQUB', 'CD1D', 'RPP38', 'SNORD115-4', 'SLC4A3', 'ECE2', 'APOA2', 'DDA1', 'CARD17', 'TMEM132C', 'PAGE5', 'TMEM201', 'MROH8', 'ZNF337', 'DST', 'TXNDC5', 'FGF2', 'FBXO48', 'WDR93', 'CAPZB', 'C11ORF95', 'ZNF503-AS2', 'CD40LG', 'MCM5', 'ASH2L', 'AFAP1-AS1', 'PEX11B', 'SCN3B', 'SH3BP1', 'LY86', 'RNF115', 'ZDHHC5', 'ARHGEF25', 'SYT16', 'STYXL1', 'OLFML3', 'KLHDC7A', 'NKX1-2', 'CHST7', 'NDUFS5', 'GTF2F1', 'HSFX2', 'ZFHX4', 'RAMP3', 'UBE2Z', 'USP32', 'RBCK1', 'PPP1R14C', 'PRAMEF4', 'LOC341056', 'KRTAP5-5', 'WSCD1', 'KRTAP6-3', 'NUP50', 'C2ORF78', 'CCDC74B', 'FAM215A', 'EBF1', 'CASC3', 'COL26A1', 'OR10W1', 'FAM41C', 'THNSL1', 'NUP107', 'REC114', 'GXYLT1', 'PRICKLE2', 'PIP4K2B', 'VSTM2B', 'DLEU2L', 'ASAH1', 'CEBPG', 'UQCRC1', 'TAF15', 'TMEM80', 'NPM1', 'ADTRP', 'BOLA3', 'CSMD1', 'TUBA4A', 'UPF2', 'KRTAP21-1', 'FMNL2', 'SNX21', 'TMEM87B', 'NANOS3', 'ASB6', 'HMGCS1', 'SAC3D1', 'C7ORF25', 'UIMC1', 'MFSD9', 'SPAG17', 'PPAP2B', 'PFKFB3', 'SNORD32B', 'SNORD111', 'FMO3', 'EDEM3', 'LRSAM1', 'PASD1', 'ACTRT2', 'IAH1', 'PRR18', 'ADAMTS16', 'CXCL11', 'ZNF620', 'GATA4', 'RIN1', 'OR51F2', 'CENPV', 'IPO7', 'NDUFB10', 'EFHD2', 'ZNF205', 'PATL1', 'EN1', 'PRR26', 'ZFHX3', 'FAM69C', 'KRTAP21-2', 'AGL', 'C19ORF48', 'ELMSAN1', 'PPP2R4', 'TNR', 'C8ORF48', 'HMP19', 'FAM9B', 'KRTAP10-7', 'DDX12P', 'CHST4', 'FAM162B', 'C1QTNF1', 'RNF135', 'GOLGA7', 'ZNF33A', 'GLMN', 'OR3A1', 'ODF2', 'FCGR1C', 'TMEM71', 'CPSF7', 'SCGB1C1', 'CA9', 'ITGA11', 'MLEC', 'BRD2', 'CREG1', 'ESAM', 'KCNMB2', 'S100G', 'CDCA8', 'MOB1A', 'SAMD12', 'LOC344967', 'VPS28', 'SPINT1', 'IFNA2', 'LRRTM3', 'MSRB1', 'OAZ3', 'SLC17A2', 'NANOS1', 'PRAMEF14', 'OTUD7A', 'TMEM44', 'ASCC1', 'RFX2', 'BRDTP1', 'STK33', 'KIAA0408', 'SPANXN1', 'SNHG9', 'RPL31P11', 'CWC27', 'AGO1', 'EFCAB12', 'RRAGC', 'PSG2', 'NKX2-4', 'ASAH2B', 'SRA1', 'CCDC53', 'GTPBP10', 'ATP5H', 'SNORD114-10', 'APH1B', 'CD48', 'TUFM', 'SNORD59B', 'SP100', 'SLC39A2', 'CD27-AS1', 'SLC37A3', 'CEACAM21', 'TMEM99', 'CEBPB', 'PCDHB17P', 'AQP7P1', 'DSEL', 'C14ORF1', 'RPS2P32', 'MROH6', 'GAPDHS', 'MYH9', 'GMPR', 'SIDT1', 'PLEKHF1', 'ZGLP1', 'FAM213A', 'ST6GAL1', 'NFKB2', 'ITPRIPL2', 'SNORD115-5', 'OR52E8', 'HNRNPUL2', 'PCNT', 'DEFB135', 'FAM71E1', 'TAF1', 'GMCL1', 'ASL', 'SERP1', 'TIGD2', 'MAGEC1', 'DEFB132', 'DCUN1D2', 'ARAF', 'OPN1SW', 'RANBP3', 'PDE1C', 'CCDC144B', 'PDS5A', 'PAM', 'PALLD', 'SRF', 'FANCM', 'CILP', 'CCDC59', 'EDRF1', 'CSN1S1', 'SLC1A3', 'WNT1', 'GJA5', 'HERC5', 'FCHO1', 'MTMR7', 'GOLGA8B', 'NXPE1', 'AMELX', 'CHIC1', 'LRRC4C', 'BHLHA15', 'LINC00634', 'DCAF13', 'HSPA13', 'PRRC2B', 'UBTD2', 'SYNGR1', 'VPS53', 'DPH2', 'KIAA1324L', 'PQLC3', 'SNORA53', 'FXYD5', 'TMEM175', 'TCTN2', 'RILP', 'SNX13', 'FAM206A', 'SRFBP1', 'WFIKKN1', 'SLC6A12', 'GNRH2', 'PLG', 'KRT35', 'RPS4Y1', 'TENM3', 'PGC', 'SNORA26', 'SERPINB12', 'MUC1', 'CCDC25', 'CALHM1', 'AASDH', 'DNAH6', 'ZP4', 'VGLL2', 'FGL2', 'SH3GL1', 'GLRX', 'ZNF221', 'SNORD115-37', 'NKD2', 'TULP4', 'OR4Q3', 'CRYGC', 'MME', 'PMS2P4', 'C9ORF85', 'OR2S2', 'TTTY13', 'CACNB2', 'SBF1', 'QTRT1', 'CD109', 'GABPA', 'CFHR3', 'SNORD90', 'QRICH1', 'TMEM180', 'SLC43A2', 'WHAMMP3', 'GATS', 'FAM134C', 'IL27RA', 'OR51V1', 'UBE3C', 'DARS', 'SCG2', 'ZNF20', 'RADIL', 'TMEM139', 'CDC20', 'PPIEL', 'SPIDR', 'DUSP3', 'RASSF1', 'TMEM260', 'COL9A3', 'SUMF1', 'REN', 'MOB3B', 'TBK1', 'MORN2', 'ARFIP2', 'OR51L1', 'CLDN17', 'ZC3H10', 'TCF15', 'USP39', 'SLC2A10', 'HSPA9', 'NMS', 'CADM2', 'CDR2', 'TMEM206', 'BCAS2', 'MYO3B', 'OR1B1', 'HIST1H1B', 'STAM2', 'ZNF320', 'WDYHV1', 'MEIOB', 'TMEM160', 'TANGO6', 'SERGEF', 'EPB41L4A-AS2', 'SLC45A4', 'ENTPD8', 'PP14571', 'CRLS1', 'EPS15', 'PABPC1L2A', 'SFRP2', 'TLR1', 'MIR1-1HG', 'TRAPPC8', 'MFI2', 'LMNA', 'PBX2', 'NXPE2', 'SUCNR1', 'PMS2P1', 'SPATA13', 'SETD6', 'FCGR3A', 'KCNN3', 'USP12', 'KRT36', 'OR2J2', 'RNF207', 'HIST1H3A', 'SEC61B', 'KLRAP1', 'MAPK11', 'LRRC24', 'RPGRIP1L', 'COL4A4', 'FRZB', 'INTU', 'TNNC2', 'LSM3', 'SMPD3', 'PDE7A', 'CRTAP', 'UTP3', 'NBPF7', 'SPECC1L', 'PROSER3', 'CASC10', 'DYX1C1', 'WIBG', 'ARL14', 'EIF2B2', 'ATXN7L2', 'PRDX5', 'MRM1', 'HSPA5', 'PDLIM2', 'SRR', 'RNF24', 'CIZ1', 'TRIML1', 'SCARNA8', 'DPF1', 'SF1', 'HERC1', 'MYEF2', 'GNL3L', 'SLC4A10', 'SNORD117', 'CSTB', 'JUND', 'FAM71D', 'C8ORF74', 'PM20D1', 'CCER1', 'RCN1', 'SIGLEC7', 'HAVCR1', 'PUS10', 'ERAP1', 'PCGF6', 'NKAIN1', 'HGD', 'PCBD2', 'KYNU', 'PPP1R18', 'MYF6', 'MBOAT7', 'PID1', 'NUTM1', 'PRMT2', 'ZNF137P', 'DNAJC1', 'BBS12', 'MYO15B', 'FLI1', 'ATP5E', 'CCDC90B', 'MAPK8IP2', 'SNORA79', 'GFM2', 'LINC00893', 'FAU', 'RHOU', 'CPLX3', 'PSMB4', 'SCG3', 'YIPF1', 'CLK2P1', 'COX20', 'GLI2', 'MS4A4A', 'HAS1', 'SCG5', 'ZMYM2', 'VDAC2', 'ZNF222', 'IL17RB', 'NUCB2', 'GOLGA8EP', 'INO80E', 'GRAMD1A', 'EPB41L4A-AS1', 'SULT6B1', 'SGK3', 'FTLP10', 'DHX33', 'SNORD113-7', 'TTC30B', 'CUX2', 'SYCE1L', 'RGS8', 'MAGEF1', 'ZUFSP', 'RPL39', 'KDSR', 'SLC4A5', 'PRKCG', 'C2ORF83', 'FGFR4', 'HES6', 'PIGZ', 'NASP', 'TRIM49', 'CCDC63', 'IFIH1', 'EIF5', 'TMEM254', 'PLA2G2E', 'LINC00598', 'SLC22A16', 'EPM2AIP1', 'SPARC', 'SNORD115-26', 'LAMB2P1', 'HAVCR2', 'CYSTM1', 'PHB2', 'RHBDD3', 'TTF2', 'MAP3K11', 'ZEB2', 'OR9G4', 'SLC36A2', 'IGFN1', 'DNPH1', 'LRIG1', 'THAP11', 'AEN', 'HIF1A', 'TRA2A', 'MYO1G', 'ZIC4', 'EXOSC8', 'ZSCAN20', 'ATG4B', 'OR52I1', 'RAB9B', 'CEP164', 'C12ORF71', 'ACTR1B', 'SLC20A1', 'NUGGC', 'MUC20', 'SNORD119', 'SNORD116-25', 'HTR1D', 'ELOVL2', 'SORBS1', 'RUSC2', 'TMEM116', 'LILRA4', 'RHOJ', 'TARM1', 'RASD2', 'BOD1', 'TOMM40L', 'CXCR2', 'HELQ', 'CXORF36', 'WEE1', 'SNORA4', 'TMEM25', 'PSMD1', 'DNMBP', 'PCDH7', 'SUSD1', 'TYR', 'B3GALNT2', 'HEPHL1', 'GCNT2', 'LOXL4', 'SH3BP5', 'TTTY20', 'FARP2', 'UBL4B', 'HECW2', 'MPPE1', 'HHATL', 'FES', 'LMAN1', 'TOM1L2', 'GAPT', 'STAG3L3', 'BNIPL', 'GDI1', 'NWD1', 'INHBE', 'DRG2', 'WDR63', 'MIA3', 'MON1B', 'CDH23', 'CD1C', 'KCNAB1', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07669790023289091
		RMSE:  0.6927164423772558
		NRMSE:  0.16172871740223568
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04462654135164201
		RMSE:  0.6710309035955896
		NRMSE:  0.2071658496482324
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6675880639420501
		NRMSE:  0.15586198728568595
		MAPE:  307.97311558867955
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004949645588538276
		RMSE:  0.658164031136248
		NRMSE:  0.20319348928290204
		MAPE:  176.07940307985857

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  4.558674781432122e-15
		NRMSE:  1.0643151805734317e-15
		MAPE:  6.4426836085882954e-12
		Pearson Correlation:  0.08831351245984549
		Spearman Correlation:  0.08916570032045287
		Coefficient of Determination:  -7.290363216094802
		RMSE:  1.8903785150078405
		NRMSE:  0.5836122734734465
		MAPE:  804.0179893880827

	Predictor:  ElasticNet
		Pearson Correlation:  0.5283050112231676
		Spearman Correlation:  0.3671972158857022
		Coefficient of Determination:  0.16669763408947214
		RMSE:  0.6094104127995613
		NRMSE:  0.14227923347020016
		MAPE:  230.82220174615261
		Pearson Correlation:  0.35459689838533803
		Spearman Correlation:  0.2970485916283246
		Coefficient of Determination:  0.08831010152295105
		RMSE:  0.6268816609816096
		NRMSE:  0.19353575406181026
		MAPE:  148.8462209926586

	Predictor:  RandomForests
		Pearson Correlation:  0.6769455642090978
		Spearman Correlation:  0.6348906073014079
		Coefficient of Determination:  0.44688798472736524
		RMSE:  0.4964952632795186
		NRMSE:  0.11591689934617076
		MAPE:  153.2464225995324
		Pearson Correlation:  0.6092226739080268
		Spearman Correlation:  0.598832649411225
		Coefficient of Determination:  0.3660497771004724
		RMSE:  0.5227446214564988
		NRMSE:  0.16138576192661505
		MAPE:  105.87139061472539

Protein:  TP53
x_train_column_count:  1002
x_train columns:  ['MARVELD2', 'OR56B1', 'OR2A7', 'OR1L1', 'MMEL1', 'ABCD3', 'SNX2', 'GRXCR1', 'GABRA6', 'TDRP', 'TRAF2', 'MOV10', 'LOC654342', 'ACAP1', 'IARS', 'AFP', 'FBLIM1', 'LCE2A', 'PRKG1', 'PAIP2B', 'C8B', 'SGK494', 'MRPL19', 'TMTC1', 'MC4R', 'RQCD1', 'PREX2', 'FGF12', 'FRMD6', 'EIF2S2', 'LINC01139', 'DNM2', 'IL13', 'RUVBL1', 'WDR74', 'GLE1', 'HMOX2', 'ANP32E', 'CYLC2', 'RNY4', 'DDX41', 'LRTM2', 'CSAG3', 'STRN3', 'C1ORF146', 'TMEM182', 'SLC40A1', 'TGDS', 'AURKB', 'KLHDC8A', 'TARBP2', 'MLLT4-AS1', 'SLU7', 'SYNGAP1', 'KISS1', 'ITGB2', 'C21ORF2', 'ATP9A', 'CYP26C1', 'TYK2', 'ZNF286B', 'ITFG3', 'TBX3', 'TMEM217', 'CGB', 'CNNM3', 'PTPRT', 'ARGFXP2', 'AGAP7P', 'RPL39', 'SLC27A3', 'LAMP1', 'EFCAB13', 'MXRA7', 'SAP30L', 'C7ORF31', 'SPANXC', 'C20ORF85', 'PDGFRL', 'OR2J3', 'FITM1', 'MBD3L1', 'KLHL22', 'JAK2', 'LRP5L', 'DUSP9', 'PAH', 'NPR3', 'SFMBT1', 'POU4F3', 'THSD7A', 'IL13RA1', 'TRAPPC9', 'LAMA3', 'MAPK12', 'FAM183CP', 'AKAP9', 'SPATA31A5', 'OR4F29', 'TCEB1', 'CDK11A', 'NLRP7', 'RETSAT', 'CCDC120', 'CCDC157', 'LINC00930', 'NKX2-2', 'TBC1D31', 'DOC2B', 'UTP11L', 'C17ORF74', 'ZACN', 'GTF3C3', 'WWP2', 'COMMD3', 'IRF2BP2', 'TATDN2', 'IQSEC3', 'NFKBIB', 'MCTS1', 'CREBBP', 'MASTL', 'NCF1', 'NOC3L', 'GPR108', 'TBC1D3B', 'ZNF580', 'LOC154449', 'IFT88', 'ZNF295-AS1', 'ARFGEF3', 'HELZ', 'C3ORF58', 'DEGS1', 'UBE2Q2', 'GNAO1', 'LINC01101', 'SNORA1', 'ARFGAP1', 'COMMD7', 'PIP4K2B', 'TSSC4', 'SF3A2', 'UXT', 'NXN', 'HEXB', 'GPR158-AS1', 'SART1', 'ZNF837', 'TRPV2', 'TADA3', 'KANK4', 'SEC24B', 'ANAPC16', 'LGI1', 'B4GALNT1', 'FAM58A', 'LPCAT2', 'CRACR2A', 'LOC642929', 'UQCRFS1', 'RIC3', 'PUS3', 'MPP2', 'BUB1B', 'C8ORF59', 'DEFB107A', 'SMTNL1', 'KCNAB2', 'NT5DC3', 'PPWD1', 'CHRNA4', 'MRPS22', 'ERICH6', 'KIF9', 'YBX1', 'SPATA3', 'HSD11B2', 'CD6', 'DRC1', 'CBX3', 'DUSP26', 'MRGPRX2', 'TMEM252', 'ATXN2', 'TEX9', 'HSPA1B', 'CRYBB1', 'VPRBP', 'WNT9A', 'MRPL3', 'ATP7B', 'GYPA', 'ARAP1', 'KRT84', 'MMP23A', 'CSNK1E', 'SNORD1C', 'MED8', 'TOP1P2', 'TRERF1', 'RCE1', 'RPL23AP64', 'TRMT10B', 'ZNF117', 'C10ORF99', 'VAV3', 'DKKL1', 'POLB', 'TMED10P1', 'SLC36A1', 'TRIQK', 'ROPN1L', 'RLN2', 'CASP9', 'DNAJB9', 'ADAM18', 'SHISA4', 'CFL1', 'PDE8B', 'GPR180', 'UBR1', 'THRA', 'IL12B', 'ZNF607', 'CLP1', 'IL1F10', 'CPN1', 'NANOS2', 'BTBD6', 'CUL2', 'SESN2', 'GJA5', 'RPP25', 'LAMB1', 'UGT2B4', 'SNORA61', 'MRPL42P5', 'KSR1', 'CLDN25', 'PRSS38', 'MMP2', 'RBM24', 'ITFG1', 'CYP1B1', 'MS4A7', 'CHURC1', 'PVRIG', 'RUNX1T1', 'KRTCAP2', 'SIKE1', 'HSPA2', 'TF', 'C16ORF62', 'PLAGL1', 'SARS', 'PPP1R35', 'MDS2', 'CCDC62', 'FAM156A', 'CCS', 'SLC5A11', 'RIN1', 'CYTH4', 'SNORD123', 'C7ORF61', 'CEL', 'LINC00115', 'KRTAP10-8', 'TOX', 'DENND2D', 'SLC4A1AP', 'ITPK1-AS1', 'C14ORF132', 'KCNMB4', 'UNK', 'SH3GL1', 'PHACTR3', 'HSD3B1', 'ANGEL1', 'SP5', 'PRR26', 'DCHS2', 'DSC2', 'ANKFN1', 'MC5R', 'ZNF133', 'EIF6', 'DCAF4', 'HIATL2', 'LSP1', 'COL23A1', 'MOAP1', 'P4HTM', 'ARHGAP10', 'CHAT', 'NAA11', 'FKBP8', 'PRSS50', 'P2RY4', 'ARL3', 'MAGEA6', 'EXOC3L1', 'OVGP1', 'TMEM47', 'TROVE2', 'HS6ST3', 'WDR20', 'CASQ1', 'PIGV', 'WFDC1', 'PNKD', 'SASH1', 'C20ORF27', 'FAM228B', 'LINC00469', 'MED25', 'DIDO1', 'MAPK6', 'CST11', 'HEBP1', 'MAD2L2', 'GLTSCR1L', 'GIF', 'ASH1L-AS1', 'DPRXP4', 'NUP188', 'PDXK', 'DDX3X', 'LINC01184', 'TTF2', 'SLC15A4', 'CXCL6', 'CROCCP3', 'RBM15', 'APCDD1', 'NOL4L', 'IGFN1', 'HNRNPA1L2', 'RASSF9', 'RNF7', 'CALCOCO2', 'OR12D3', 'MRPL57', 'SLC25A44', 'FOXL1', 'CD1B', 'MAN1B1-AS1', 'HIST1H2BJ', 'SURF2', 'NUP37', 'C17ORF67', 'IDUA', 'PRSS57', 'ZNF526', 'A4GALT', 'SPAG4', 'NHLRC4', 'FN1', 'PMS2P4', 'SLC33A1', 'SEC11C', 'NBPF1', 'PPIG', 'TRNP1', 'MYO18B', 'PNCK', 'S100A12', 'NOS2', 'DHRS7', 'VPS13D', 'PELI2', 'SPP1', 'IL17RE', 'ANKRD20A20P', 'NPB', 'DSG1', 'PEX2', 'LPAR4', 'SPEN', 'ROR1', 'NBPF3', 'CCDC83', 'ZNHIT1', 'CCDC12', 'LINC01420', 'GTF2B', 'RFC1', 'FLJ37201', 'DNAH10', 'GATS', 'C2ORF15', 'TRHDE', 'C5ORF49', 'CLDN23', 'SCUBE3', 'SHKBP1', 'NOC2L', 'DUSP10', 'RBP2', 'IVL', 'KLHL42', 'PRUNE', 'ZDHHC5', 'TDRD7', 'PLEKHD1', 'YOD1', 'PAFAH1B2', 'C9ORF170', 'FAM127C', 'TIE1', 'PRKAR1B', 'DALRD3', 'CYB5D2', 'NRG2', 'PRKD3', 'HERC2P2', 'NALCN', 'MRGBP', 'BTC', 'CHML', 'FLT1', 'CEACAM21', 'ZNF556', 'STRN', 'TTL', 'SLC51B', 'GPR88', 'HGFAC', 'DNAJB3', 'BEND2', 'ALCAM', 'KIF20A', 'CD4', 'PPFIBP2', 'LCN8', 'BLCAP', 'PQLC3', 'CLSTN2', 'ADAM11', 'COL24A1', 'RPL37', 'OR52E6', 'C2CD4A', 'PRKCD', 'CCDC112', 'OR51B4', 'CBX6', 'HAND2-AS1', 'PARD3B', 'ZNF497', 'PDIA3P1', 'TNFRSF10C', 'HINT2', 'SNORD6', 'PKD1L1', 'C5ORF38', 'ZWINT', 'MRAP', 'BMP1', 'PTH2', 'ACTR3C', 'C14ORF177', 'KCNC2', 'PP12613', 'NIT1', 'EPB41L5', 'YBX2', 'SNORD26', 'CLK4', 'ZFAT-AS1', 'SLC36A4', 'POU6F2', 'FAAH2', 'GPR161', 'GRAMD3', 'HIST1H2AM', 'ITPKC', 'RIMS1', 'CEP63', 'DKFZP779M0652', 'DNAJC30', 'CHST2', 'NDUFA3', 'HNRNPU', 'FUT10', 'RHOG', 'TWF2', 'ZFPM2', 'KIAA1586', 'CENPBD1', 'FXYD7', 'CACTIN', 'CD3EAP', 'MPO', 'NECAB1', 'DCT', 'GABARAPL3', 'PRDM14', 'STMN1', 'OR52W1', 'FMNL2', 'LYSMD3', 'TCOF1', 'PARVG', 'CX3CR1', 'LRRK1', 'PPP6C', 'ILDR1', 'LOC100132111', 'ZNF34', 'CCDC51', 'FAM174A', 'ZCCHC16', 'CDRT15', 'FAM19A1', 'LSM8', 'ZNF106', 'FBXO33', 'SULF1', 'IL22', 'ZNF655', 'TMSB4XP8', 'LOC728024', 'BOP1', 'SMARCD2', 'RAB6C', 'GFPT1', 'HDGFL1', 'ADPRHL1', 'POMC', 'JDP2', 'FNIP1', 'SRP14', 'OR2T11', 'CANX', 'CGB7', 'INSM2', 'TNNI1', 'TISP43', 'NOA1', 'FCGR3A', 'HAPLN2', 'VWA2', 'PRB4', 'FAM109B', 'RPL26', 'ATP6V1A', 'ACTR3BP2', 'RAB40AL', 'ATP1B1', 'ANKEF1', 'NANOG', 'PDLIM2', 'ATP5C1', 'TAB2', 'MYO1G', 'KALRN', 'NOG', 'CD276', 'SNORD81', 'ALX4', 'KIF21A', 'TJP3', 'ATP2B4', 'UNC45B', 'DNMBP', 'HMGXB3', 'SYNPO', 'OR52A5', 'IGF2R', 'LINC00452', 'SELL', 'CTDP1', 'RAC1', 'NAA15', 'MED1', 'CCDC82', 'TBL1XR1', 'TMEM229B', 'HMGB3P1', 'MYCNOS', 'WDR36', 'NAV1', 'TBRG4', 'SPATA18', 'PRPF19', 'OCEL1', 'ESM1', 'PRH2', 'LOC729609', 'PBOV1', 'ANXA11', 'MAFG-AS1', 'SNORD24', 'C17ORF47', 'CSF3R', 'KDM3A', 'FREM1', 'RPRD1B', 'RGS10', 'SMURF1', 'RANBP3L', 'OSGEPL1', 'MSGN1', 'LIMK1', 'CYP39A1', 'CCDC124', 'TNK2', 'CACNB2', 'HIST1H3G', 'ADRA1D', 'SSX4', 'SLC4A4', 'BCL2L10', 'TMEM41A', 'ZEB1', 'MDM4', 'MSN', 'ADGRG1', 'ART3', 'MORN1', 'GOLGA8B', 'FAM184B', 'IQCF5', 'SERPINA11', 'OR3A3', 'MRPS23', 'SCARNA1', 'TIMP4', 'AP3D1', 'FZD7', 'CACNG5', 'HLA-DRB1', 'BOK', 'GGT5', 'AOC2', 'CAPN9', 'EIF2S3', 'NABP2', 'SYNE2', 'SPRTN', 'IFNA8', 'SLC35A5', 'OR2T33', 'ELOVL2', 'GYG1', 'FLJ13224', 'PSTPIP1', 'GOLGA2P5', 'FBXL8', 'DSE', 'IRF2', 'ZFP69', 'FSTL1', 'SNAR-G2', 'CSTL1', 'ZNF224', 'SCAF1', 'RNF157', 'CNNM2', 'ESPN', 'ZNF584', 'LOC644669', 'OLMALINC', 'DOCK6', 'CNBD2', 'GUF1', 'KRT33B', 'ALDOB', 'OR2M4', 'PRG3', 'OR5K2', 'NDUFAF4', 'MRPL33', 'PEX7', 'NIPSNAP3B', 'FZD9', 'P2RX1', 'APMAP', 'PEX11B', 'C17ORF89', 'ALPL', 'FOXJ2', 'AFAP1L2', 'CNOT3', 'TEX28', 'APPL2', 'NXT1', 'VTRNA1-3', 'CXADR', 'ADGRB2', 'DHRS2', 'DNER', 'TMEM257', 'KCNG4', 'POU3F3', 'TSPYL5', 'SIGLEC9', 'SNORA8', 'KIAA1328', 'LINC01134', 'DACT3', 'SON', 'ZMAT1', 'TRAM2', 'ZNF418', 'PHLDA2', 'DTX1', 'SKA3', 'MSRB1', 'UNC119', 'TAF7', 'LCLAT1', 'NFKBIZ', 'SLC22A4', 'NUP210L', 'ZNF195', 'LCORL', 'LRRC75B', 'RBP7', 'CYP46A1', 'C19ORF45', 'SCARB1', 'SFMBT2', 'MTR', 'CD44', 'ZNF484', 'HLF', 'DCBLD1', 'CDCA7L', 'CD68', 'PON3', 'NDNF', 'TRIM29', 'USP29', 'TNFAIP2', 'C14ORF105', 'SEPT7P2', 'KIF1A', 'LINC00113', 'TDH', 'PLA2G16', 'PSORS1C1', 'CROT', 'SPATA6', 'IFT122', 'LINC00883', 'JSRP1', 'GDF5', 'SHISA9', 'SYCP3', 'IDE', 'DEFB109P1B', 'HES7', 'SMIM10L2A', 'ANKRD46', 'MEX3A', 'SDC1', 'WIPF2', 'MAGEA4', 'TBX20', 'SPINK14', 'ECSIT', 'EHD1', 'TRIP6', 'LINC00202-1', 'LPAR6', 'IRGQ', 'AKAP8', 'KIF4A', 'ABHD8', 'MIEF2', 'CLDN3', 'GNG12', 'ZNF337', 'PCDH7', 'NUCB2', 'LINC00893', 'SCN10A', 'CTSC', 'NAA25', 'SEMA4C', 'GSTM2P1', 'RBP1', 'KCTD12', 'PDCD6IP', 'PSMG3-AS1', 'HEATR3', 'PRICKLE1', 'STYXL1', 'ATP5A1', 'RPS3A', 'HDAC2', 'ATP6V1G2', 'ATP1B4', 'ZNF146', 'SNAI1', 'TBX2', 'DTD2', 'INO80', 'KHDC3L', 'NLRC4', 'ARPP19', 'DHFRL1', 'NYAP1', 'UXS1', 'LRRC31', 'XKR3', 'SAXO2', 'SNORD88B', 'CRYBA1', 'ZBTB42', 'LYAR', 'CYSTM1', 'KRTCAP3', 'CYHR1', 'LINC00482', 'TATDN1', 'FUT1', 'TVP23B', 'RGS12', 'R3HDM4', 'CGNL1', 'RMST', 'RPLP0', 'RFNG', 'DOCK8', 'ITPR2', 'DUOX1', 'LINC00905', 'TRPV5', 'TEKT5', 'ENO3', 'SERPINC1', 'HCFC1R1', 'SIGLEC10', 'PHF1', 'PCM1', 'CCDC66', 'CDK3', 'PP7080', 'ZNF749', 'TNS3', 'LRRN3', 'TBC1D13', 'MED12L', 'XAGE3', 'IGF2-AS', 'GYS1', 'HYKK', 'RPP25L', 'RPIA', 'METTL13', 'MED13', 'PLSCR1', 'RCAN1', 'TNFRSF12A', 'GPR32', 'SLC35G1', 'FAM188B', 'TSPAN18', 'CRYAB', 'MCAT', 'PTPRA', 'FAM20B', 'MSRB3', 'LRP4', 'FOXN3', 'TYMP', 'PLA2G10', 'ZNF330', 'TNFRSF6B', 'ZNF223', 'CSHL1', 'SHC1', 'SMOC2', 'RALA', 'RBL2', 'ST7-OT4', 'PROX1', 'MUCL1', 'FAM134B', 'SLC35G6', 'LARP1B', 'ATP2B1', 'ARNTL', 'CXCR1', 'ZNF321P', 'HK3', 'F7', 'UBE2NL', 'ZNF230', 'NHLH1', 'SOX3', 'OGFOD2', 'ATG7', 'SLC45A2', 'KRT18P55', 'KRT35', 'H2BFM', 'BMP3', 'GYPC', 'PTPN6', 'CDK20', 'AFF3', 'LINC00471', 'GJD4', 'SNORD116-3', 'INHBA', 'CNFN', 'SPATA31D5P', 'SLC7A9', 'ARID4A', 'FSHB', 'ARSD', 'BGN', 'AP1G2', 'CBWD6', 'PDLIM1', 'ZNF473', 'PYGL', 'TMEM41B', 'DKK3', 'ZNF213', 'ZNF69', 'BNIP2', 'KDM8', 'PGM5', 'ACIN1', 'CSNK1G3', 'PTBP2', 'TRIM24', 'FABP5', 'PDCL3', 'ATIC', 'RPL23AP53', 'CYBRD1', 'RPS11', 'PSMA3', 'P2RY10', 'EML6', 'ZSWIM5', 'METTL6', 'PROCA1', 'WDFY1', 'DFNB31', 'FCHSD2', 'C12ORF50', 'RPSA', 'SNORA75', 'C17ORF98', 'WDR41', 'RORC', 'ATP8B1', 'HSPBP1', 'STRIP1', 'ZNF566', 'OR4N3P', 'TMTC3', 'FAM76A', 'OGDH', 'ZNF92', 'COG1', 'CYP2R1', 'SAMHD1', 'RPLP1', 'LRRTM1', 'TTC37', 'PIGN', 'OR8B12', 'WIPI1', 'CNKSR1', 'SRXN1', 'LIN7B', 'ACOT12', 'MCUR1', 'MAGEB16', 'KIAA1551', 'IL1B', 'CELSR2', 'ZNF470', 'CPPED1', 'HDC', 'DNAJC24', 'TMEM178A', 'SEC16A', 'MSL3P1', 'APBB1', 'F2R', 'LOC441601', 'MRPL34', 'NUTM2F', 'MOSPD2', 'ZNF512B', 'TNFSF11', 'RPS6KA6', 'NMUR1', 'GLO1', 'GMNN', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.043501333030021794
		RMSE:  0.4597988418920562
		NRMSE:  0.11050200478059512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10290984727382035
		RMSE:  0.4520547550562478
		NRMSE:  0.16857084713604026
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45011280589110314
		NRMSE:  0.10817419031269002
		MAPE:  382.8265287953516
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010546813555600831
		RMSE:  0.4327123127899972
		NRMSE:  0.16135806629028604
		MAPE:  261.16646791413905

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.213177060142185e-15
		NRMSE:  5.3188585920264e-16
		MAPE:  4.40144824886777e-12
		Pearson Correlation:  0.36794155679561835
		Spearman Correlation:  0.3786506066160426
		Coefficient of Determination:  -1.3111503190098643
		RMSE:  0.6543877055063593
		NRMSE:  0.24402063829389647
		MAPE:  1357.1525066724607

	Predictor:  ElasticNet
		Pearson Correlation:  0.4563715909579608
		Spearman Correlation:  0.4572435222236294
		Coefficient of Determination:  0.1661435262588029
		RMSE:  0.4110238485463736
		NRMSE:  0.09878006453890258
		MAPE:  594.9232180856626
		Pearson Correlation:  0.3793780526598623
		Spearman Correlation:  0.44249180164341206
		Coefficient of Determination:  0.11447183409951966
		RMSE:  0.40506267305228594
		NRMSE:  0.15104753832556556
		MAPE:  301.44235877910546

	Predictor:  RandomForests
		Pearson Correlation:  0.6732509318900304
		Spearman Correlation:  0.5676360771366868
		Coefficient of Determination:  0.37900952738946503
		RMSE:  0.35470216358391243
		NRMSE:  0.08524445171447068
		MAPE:  586.3102509292356
		Pearson Correlation:  0.4977100973232137
		Spearman Correlation:  0.43438197483759156
		Coefficient of Determination:  0.22709953710438213
		RMSE:  0.37842761301911715
		NRMSE:  0.14111534629995157
		MAPE:  390.1009915734149

Protein:  CTNNB1
x_train_column_count:  994
x_train columns:  ['RCCD1', 'LOC100129534', 'SEMA6A', 'PLA2G4E', 'SLC12A8', 'HEATR3', 'EAF2', 'PPBPP1', 'DEFB115', 'HHAT', 'ESAM', 'TNFRSF6B', 'TMEM106B', 'TNNT3', 'DNAJB6', 'TCN2', 'AGRN', 'MITF', 'PUSL1', 'RFX5', 'USP46', 'TRAPPC1', 'HTR1B', 'SNORD116-23', 'EDARADD', 'ZHX1', 'MICAL3', 'DNAJC17', 'CEACAM8', 'ATRN', 'KCNE5', 'KLHL18', 'MRPL45', 'GAL', 'TCP1', 'ZKSCAN8', 'FOXP1', 'CTBP1-AS2', 'OR10H5', 'MSMO1', 'CD53', 'PAN3', 'KLK1', 'FLT3LG', 'TEX36', 'AOC3', 'SSX5', 'ASTL', 'TRHDE', 'TAS2R40', 'CFC1B', 'ANKRD13B', 'PRAMEF17', 'LPAR5', 'PLEKHG1', 'PPP2R1B', 'MCM10', 'DRG2', 'LVRN', 'CDC26', 'INO80B', 'HBBP1', 'AJAP1', 'SELP', 'SNORD63', 'ARHGAP6', 'LTBP2', 'OR51E1', 'HOOK1', 'SCN5A', 'OR2C1', 'SIPA1L1', 'CLEC14A', 'FOXB2', 'ITPK1-AS1', 'LINC00896', 'MSRA', 'SLC44A3', 'MTHFD2', 'LRRTM2', 'SNORD98', 'SMARCE1', 'SSH2', 'ITGA3', 'SNRNP25', 'RPS18', 'CDV3', 'C19ORF71', 'CHD5', 'IL1A', 'RUNX1T1', 'CIB2', 'SEPT2', 'HCRTR1', 'SNTG2', 'RSPH9', 'DCAF8L2', 'WDR31', 'UGT2A3', 'OR10T2', 'ANKRD54', 'PAGE4', 'TOMM5', 'CPXM2', 'LINC00282', 'ZKSCAN4', 'SCAF8', 'CLCA3P', 'PQLC3', 'ZNF281', 'EXO1', 'NUTM1', 'PCDHA6', 'MYL12B', 'RAB21', 'CCDC173', 'DLG5', 'CDC14A', 'DET1', 'MAP4K5', 'IGFL2', 'RCHY1', 'OR5AN1', 'ATAD1', 'TCEB3B', 'DAPK1', 'PLEKHG3', 'RC3H1', 'GPR18', 'SNX19', 'ZBTB3', 'NUDCD1', 'SMNDC1', 'LYRM4', 'RNF186', 'TMEFF2', 'ANLN', 'CDHR2', 'FAM3D', 'OR3A3', 'USP3', 'C2CD2L', 'GID8', 'RBM26', 'TMEM101', 'C10ORF131', 'SNORA6', 'RXFP4', 'KLF10', 'KLLN', 'TMCO3', 'DMRT2', 'OR56A5', 'SOX3', 'BLOC1S2', 'FAM189B', 'TRIML1', 'ITCH', 'SDHD', 'GRAPL', 'TRPC2', 'PAK7', 'LBP', 'BTD', 'CCNI2', 'CREBRF', 'C8A', 'ACOT6', 'PGBD5', 'IGIP', 'LYN', 'POM121L12', 'RNF146', 'SMTNL2', 'FAM229B', 'DAP3', 'HSPH1', 'FKBP10', 'ECE2', 'HS6ST1', 'GNAT1', 'THAP8', 'CELF6', 'AP3S1', 'CDH9', 'C2CD4B', 'KRTAP5-4', 'LINC00200', 'PPM1N', 'LINC01018', 'TMEM59', 'NMNAT3', 'NFKBIA', 'MSX2P1', 'C22ORF46', 'NOTCH2', 'TMOD1', 'PAF1', 'SNORA40', 'RSPRY1', 'ADGRF2', 'ENOX2', 'POP5', 'MMS19', 'POLM', 'BAMBI', 'TGFB3', 'TMEM56', 'ZYG11B', 'BTBD6', 'DBNDD1', 'CEP41', 'KANK4', 'TUBB', 'COMMD3', 'GYG1', 'LRR1', 'CX3CR1', 'ZNF132', 'CORO7', 'CTSD', 'EYA1', 'KLHL26', 'SUN5', 'TTC41P', 'ZNF232', 'TKT', 'ZMIZ1', 'SMIM10', 'FAM173A', 'ATP5G1', 'SURF4', 'RPL8', 'RRAGB', 'PLET1', 'AMDHD1', 'SIDT1', 'AHSA1', 'STRBP', 'LACTB2', 'JOSD1', 'PPP1R3F', 'YIF1B', 'NR3C1', 'SATB2', 'PFDN4', 'CLUH', 'ZNF682', 'LIN54', 'ACTR3C', 'SIRPB1', 'FOXR2', 'FAM53C', 'FZD7', 'NTSR1', 'SCOC', 'CRMP1', 'PLK2', 'HNRNPCL3', 'TMSB15A', 'KALRN', 'IGSF11', 'ASIP', 'CCDC141', 'BLOC1S4', 'P2RY11', 'C10ORF111', 'OR7E24', 'UQCRB', 'ZNF837', 'CCDC64', 'LRRC18', 'MSS51', 'LCN9', 'PF4V1', 'BRD7P3', 'OTOS', 'SPAG16', 'KLHL15', 'DHRS11', 'CELA3B', 'LAX1', 'SEC14L3', 'LTF', 'PFDN5', 'KRTAP20-1', 'SLC28A2', 'SNORD115-26', 'LENG8', 'ATP5G2', 'MCEE', 'LOC100270746', 'CDK10', 'LRRC39', 'OR2A14', 'CPSF1', 'CNTN6', 'NLRP2', 'PEX12', 'TCTEX1D4', 'IFNA1', 'INTS12', 'LILRA4', 'LINGO4', 'LCORL', 'RPL28', 'KIAA1549L', 'GJB3', 'SIRPD', 'PPP2R2D', 'ZNF480', 'TRIM46', 'EIF1', 'OR4K14', 'ZNF497', 'DUSP3', 'SLC36A4', 'ANKRD12', 'CPSF6', 'AKAP7', 'KNG1', 'SPOCK3', 'CCBE1', 'HTATSF1', 'ELAVL3', 'GPR174', 'CAMK1G', 'KCTD21', 'QSOX1', 'PADI1', 'KRT38', 'TMEM55B', 'SLC7A2', 'HMX3', 'RBM4B', 'APCDD1', 'ERMARD', 'CDK19', 'VCX', 'SLC16A13', 'TAS2R14', 'SPINK9', 'INTS4P1', 'ANXA11', 'LINGO3', 'HMP19', 'ARL13A', 'RBM6', 'DGCR8', 'OBFC1', 'CTGF', 'CCL17', 'DIP2A', 'KPNA7', 'PDYN', 'ZNF280D', 'ADGRA3', 'RALGPS1', 'AKT1', 'NWD2', 'ABCA4', 'HGF', 'TP53AIP1', 'SEPT8', 'LINC00319', 'ERAP2', 'ABCA9', 'C11ORF45', 'PPP1R1A', 'SNCB', 'CSDC2', 'ROPN1', 'PROM1', 'CRYGB', 'AQP4-AS1', 'FCGR1A', 'DKFZP434L187', 'TSNAX-DISC1', 'PKIG', 'DAXX', 'MYO5C', 'PITPNB', 'HIST1H2BK', 'OR9A2', 'KCNH8', 'R3HDM1', 'BMS1P20', 'KIF1B', 'ZNF37A', 'SETD6', 'C14ORF169', 'KRTAP6-3', 'PRDX6', 'GUK1', 'ATP6V1A', 'FOLR2', 'SNAR-A2', 'WIZ', 'SNW1', 'DRICH1', 'MPLKIP', 'PAPSS2', 'CMC2', 'PLXND1', 'LGALS7B', 'SNORA45A', 'C17ORF67', 'FAM214B', 'IP6K3', 'NDUFAF5', 'MKRN3', 'BBS12', 'UNC93A', 'PKHD1L1', 'LRRC66', 'LOC283922', 'GAGE12J', 'FLJ37201', 'LOC654342', 'STAB1', 'ARL16', 'VPREB1', 'ZBTB42', 'SNORD114-6', 'PRNP', 'HSD3B7', 'TOB2P1', 'AKR7A3', 'MAMSTR', 'RANBP1', 'FCRL3', 'CNTD2', 'SLFN11', 'CAPG', 'MLF2', 'CD207', 'SYP', 'ATRX', 'MTMR2', 'SLC52A1', 'DCDC2', 'EXD1', 'COX18', 'INSL3', 'RNF13', 'CENPM', 'GSTT2', 'ASCL3', 'KCTD4', 'LINC00894', 'ANXA2P2', 'TNFRSF11B', 'TCERG1', 'NOTUM', 'BCL10', 'NUPR1L', 'USH1C', 'HSFX2', 'SLC44A5', 'CCDC28B', 'TOR1A', 'SRRM4', 'PPM1L', 'ATP6V1C1', 'FBXL16', 'C12ORF42', 'DCST1', 'ZNF225', 'C14ORF132', 'FAM122C', 'GPR37', 'GCNT1', 'SPRY2', 'GOLGA6L6', 'ANAPC13', 'UBE2V2', 'SOCS7', 'FAM160B2', 'SPIN4', 'OR2V2', 'NRXN1', 'SLC25A18', 'POLG', 'MYOF', 'ADGRA2', 'RD3', 'HAND2', 'NOL10', 'CLEC11A', 'CERS6', 'TYMSOS', 'MRGPRE', 'AIPL1', 'PCBD1', 'SH3RF3', 'AMICA1', 'ISX', 'OTOA', 'CHRNA7', 'ATP6V1B2', 'CYP2B6', 'C10ORF25', 'LYST', 'SSX9', 'TMEM79', 'WDR78', 'MDP1', 'ZNF473', 'SLC2A4RG', 'RPPH1', 'TRIQK', 'NRG2', 'GIMAP4', 'TRAF6', 'EPS15', 'XDH', 'TBXA2R', 'ATP10A', 'P2RY4', 'SLC22A24', 'KRTAP9-2', 'S1PR4', 'C6ORF141', 'LINC00895', 'HDAC10', 'ZBTB10', 'WARS2', 'PIWIL4', 'SECISBP2', 'MED9', 'C11ORF95', 'TBL3', 'G6PC2', 'HOXB5', 'FIP1L1', 'KRT12', 'BID', 'PTH', 'C11ORF84', 'PRDM13', 'SH2D3C', 'SGPP1', 'RBBP8', 'MCM2', 'BCL7B', 'PDGFRA', 'CENPP', 'SNORD91A', 'ZFHX3', 'ADAM10', 'IFI27', 'AARSD1', 'TNFRSF14', 'TBC1D3B', 'GJC1', 'MEOX1', 'PITPNM1', 'FAM89B', 'NYAP1', 'CDH23', 'SLC39A2', 'SREK1', 'BPIFA2', 'NUBPL', 'KMT2E-AS1', 'FAM120C', 'RAPGEF5', 'DMTN', 'WDPCP', 'SNORA70B', 'NRIP2', 'LYZL2', 'MXD4', 'CYFIP2', 'C8ORF46', 'SSR1', 'MYO5B', 'ZNF175', 'C14ORF79', 'OR10S1', 'LDLRAD4', 'TBC1D13', 'ZNF142', 'EVC2', 'SLC6A15', 'ARGLU1', 'CMTM6', 'GNA11', 'DENND1A', 'KRT83', 'BTN2A3P', 'PPWD1', 'RNF112', 'SYNM', 'RGR', 'EMC3', 'CCDC74A', 'HEPN1', 'EGOT', 'FLJ33360', 'TCEAL6', 'ANGPTL2', 'BCS1L', 'PPP6R2', 'VPS28', 'B3GNT8', 'LDLRAD2', 'ZNF177', 'KRT81', 'CACNA1C', 'DHX15', 'UTP20', 'GTPBP3', 'IQCC', 'DNAJC19', 'ZNF768', 'IGFBP7', 'DIS3L2', 'GAGE2D', 'ABRA', 'GPR141', 'CACNB3', 'COQ10A', 'MNDA', 'FBLN5', 'ALOX15', 'RHBDD3', 'ALOX12', 'ZNF585A', 'NUGGC', 'GRIN3B', 'GPR157', 'MT1X', 'TNC', 'ANP32A-IT1', 'XYLB', 'CTXN2', 'MMP23A', 'TMEM256', 'AHCTF1', 'LGMN', 'STBD1', 'RPS4Y1', 'RAB8B', 'RDH12', 'XIRP2', 'DDX5', 'SARS2', 'NPAS4', 'HIST1H4C', 'FAR2', 'ZNF436', 'HNRNPK', 'KANSL1', 'SLC24A2', 'PLEKHO2', 'PRSS53', 'MRAP2', 'SPPL2A', 'OR2A4', 'CHRNE', 'HENMT1', 'SENP3', 'ZDHHC23', 'HPS3', 'SPSB1', 'UBN2', 'HLA-DRB1', 'GPRIN3', 'TMEM134', 'GNG13', 'CD63', 'GARS', 'SDPR', 'KLRK1', 'GOLGA6L1', 'ZNF335', 'SPON1', 'SIRPG', 'SNORD114-31', 'SPOCK2', 'KCNH7', 'SENP6', 'CPO', 'PTDSS1', 'RHPN2', 'LYG1', 'MRGPRX1', 'GORASP1', 'CEACAM3', 'ZNF331', 'NKIRAS2', 'TADA1', 'NT5DC3', 'SDR42E1', 'GNRHR2', 'PLEC', 'ATP2B4', 'HAR1A', 'UBE2J1', 'LINC00883', 'PTER', 'UTP6', 'AOAH', 'RNF180', 'PARP8', 'BRIP1', 'ATP13A1', 'DCX', 'GRIK1-AS1', 'GSTTP1', 'C1ORF122', 'DNAJC3', 'FOXA1', 'PCID2', 'SARAF', 'PUS1', 'ZNRF3', 'ADAM7', 'CCL13', 'PLK4', 'NGRN', 'SLC2A3', 'RAD21L1', 'ZCCHC14', 'CT47A2', 'CYP2B7P', 'FRG1B', 'NXPH1', 'STX16', 'FTL', 'ZNF311', 'ARRDC2', 'FBP2', 'POU3F1', 'TUSC7', 'CRSP8P', 'BIRC6', 'KIAA1522', 'RABL2A', 'TFIP11', 'SPI1', 'VASH1', 'PFDN6', 'JUN', 'SNORD48', 'TLDC2', 'ARHGAP44', 'SLC5A12', 'PLA2G3', 'SKA3', 'KIAA1024', 'DCD', 'SIPA1L3', 'CASP8AP2', 'LOC148696', 'CEP68', 'ASPH', 'PHOX2B', 'BASP1', 'CHCHD5', 'CHIT1', 'GNS', 'GUCA1A', 'PSME2', 'CHD4', 'ST3GAL5', 'CDK2', 'SUPT5H', 'LAMTOR3', 'CEP44', 'FAM47E', 'HINFP', 'SNORA7B', 'LOC100130691', 'SAMD5', 'NDUFS5', 'PDE4C', 'C14ORF177', 'TCEAL2', 'ATL2', 'IFNW1', 'SNORD114-9', 'NFATC4', 'LOXL2', 'BMPR1A', 'TMA7', 'KCNMB2', 'DUS4L', 'LINC00174', 'TCTN3', 'TAS2R46', 'FGF8', 'LRRC56', 'SYT15', 'SNAI2', 'KATNA1', 'LOC113230', 'CCDC106', 'LINC00899', 'METTL1', 'PIK3R3', 'PRAMEF9', 'KIAA1324', 'ZNF428', 'NXF2', 'SLC38A8', 'RDH16', 'CRTAM', 'SNORD115-22', 'BRD3', 'MED30', 'MED1', 'DNAAF1', 'NUDT16P1', 'FAM170A', 'CACNA1S', 'LTB', 'POU5F1B', 'OSBP2', 'PRR12', 'GTSF1', 'PCBP4', 'FGG', 'C19ORF53', 'ERICH3', 'TEAD3', 'C16ORF58', 'POLR2A', 'HYAL3', 'PPP1R32', 'C1QTNF4', 'PDCL2', 'MT2A', 'CYP4F11', 'SMCHD1', 'MAGEA1', 'GOLGA2P10', 'OSM', 'HSP90B1', 'RHOU', 'ZNF687', 'TMEM205', 'PCDH8', 'OLAH', 'TMEM2', 'TMED6', 'PEX11B', 'PRUNE2', 'ASIC5', 'CTU1', 'SRSF11', 'ENTPD5', 'CWC15', 'MAEL', 'OTULIN', 'RAB5C', 'PPP2R5B', 'HCFC1R1', 'EIF5A', 'ACOX3', 'LBX1', 'ZSCAN20', 'SRD5A2', 'ST3GAL3', 'MYOD1', 'NADK', 'CEP128', 'C10ORF53', 'GPHB5', 'CENPF', 'PER3', 'VHL', 'KIF13B', 'KCNIP4', 'CUEDC2', 'SMCO4', 'WRN', 'WDR47', 'TUBB1', 'GNAL', 'CTTNBP2', 'SPATA33', 'TAX1BP1', 'PRORSD1P', 'SSNA1', 'TBL1Y', 'RABEP2', 'COPE', 'ASF1A', 'CTDP1', 'NLE1', 'VPS52', 'LRRC17', 'NHEG1', 'FRMD4B', 'BLNK', 'PRKG1', 'C1ORF194', 'WDR27', 'MOB3B', 'KIR2DL4', 'RPL38', 'NEK2', 'RGS3', 'C1ORF186', 'HCRTR2', 'FGFRL1', 'FBXW7', 'JUNB', 'LHX2', 'HMGN1', 'F10', 'PKD1', 'PRR27', 'CCM2', 'ARHGAP42', 'DSCAML1', 'RBM28', 'ENAH', 'SCLT1', 'CD55', 'RGS16', 'CHST6', 'RSPH3', 'SNORD4A', 'COX19', 'NXPH4', 'UBLCP1', 'SEC22C', 'NPAS2', 'ZDHHC16', 'MAGEE1', 'CST9L', 'PRAME', 'ZNF804A', 'ZNF236', 'SMS', 'PDF', 'SMYD4', 'NTN4', 'IL13RA2', 'CLEC19A', 'FOXN3', 'TENM2', 'FOXM1', 'FBXL19-AS1', 'SENP2', 'SRPX2', 'TMEM87A', 'CLIC2', 'PDCD1LG2', 'SPRR4', 'DMWD', 'PRB3', 'EIF4ENIF1', 'RNF7', 'ZNF678', 'PLA2G10', 'TACR2', 'C3ORF30', 'TIE1', 'CCDC80', 'LCE3D', 'LOC151174', 'CD3EAP', 'NR1H3', 'TPCN2', 'HPRT1', 'CFHR5', 'ZNF57', 'MEGF6', 'SCARNA16', 'SLC50A1', 'CCDC27', 'ZNF544', 'KCND1', 'KCNK2', 'SLC30A9', 'PRELID2', 'HOTAIR', 'ATP5G3', 'DUSP4', 'TM9SF1', 'KRTAP10-5', 'NAGLU', 'C9ORF41', 'MYL2', 'SNORD114-20', 'KRT80', 'KLF4', 'TCAM1P', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.43619721536848943
		RMSE:  0.9218173342266688
		NRMSE:  0.18131733560713392
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5414936126562622
		RMSE:  0.7610450185362576
		NRMSE:  0.2487969592128731
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  3.1885569887525506e-15
		NRMSE:  6.271748601008164e-16
		MAPE:  1.7479773928597674e-12
		Pearson Correlation:  0.17017395666406285
		Spearman Correlation:  0.15953565505804312
		Coefficient of Determination:  -2.5095851263681834
		RMSE:  1.1483317514769655
		NRMSE:  0.3754067643522068
		MAPE:  1349.4205658668975

	Predictor:  ElasticNet
		Pearson Correlation:  0.5200323326074713
		Spearman Correlation:  0.5108513385612702
		Coefficient of Determination:  0.1700862126441971
		RMSE:  0.7007358231304044
		NRMSE:  0.1378315938494108
		MAPE:  382.60412585105394
		Pearson Correlation:  0.24042841912935262
		Spearman Correlation:  0.22105263157894736
		Coefficient of Determination:  0.04985020941451512
		RMSE:  0.5974967142090671
		NRMSE:  0.19533058099613163
		MAPE:  1782.15153477069

	Predictor:  RandomForests
		Pearson Correlation:  0.6335400794982822
		Spearman Correlation:  0.6141457909079158
		Coefficient of Determination:  0.3222520043576357
		RMSE:  0.633245265268094
		NRMSE:  0.12455650378994769
		MAPE:  308.23441713049124
		Pearson Correlation:  0.15216320189545027
		Spearman Correlation:  0.14522624970386167
		Coefficient of Determination:  -0.04521037268509076
		RMSE:  0.6266735118004818
		NRMSE:  0.2048689109812291
		MAPE:  1605.7190323368773

Protein:  CCNE1
x_train_column_count:  352
x_train columns:  ['TRMU', 'TULP4', 'MRPS35', 'IPPK', 'ARHGEF9', 'TRIM63', 'CBR3', 'EIF2S2', 'TSPY3', 'NF1', 'GPR34', 'HCAR3', 'DOCK5', 'FAM118B', 'SOX17', 'DZIP1L', 'TBPL2', 'OAS3', 'PFDN1', 'FBXO44', 'NUDT12', 'HEXIM2', 'KLHL6', 'ISCA1P1', 'TNR', 'CNNM2', 'PALB2', 'KMO', 'TLR7', 'SNAR-D', 'ZBTB45', 'GOSR1', 'CES1P1', 'RNF138P1', 'NR2C2AP', 'CHL1', 'C17ORF49', 'ASL', 'PSAT1', 'GALNT4', 'OC90', 'SNORD114-18', 'RBBP7', 'CD22', 'OR2AE1', 'METAP2', 'KRT73', 'ARMCX2', 'RPL11', 'UBE2QL1', 'SLC6A18', 'FGD3', 'TMED5', 'HNRNPH1', 'ROCK2', 'HGH1', 'ZNF843', 'LINC00282', 'NCAM2', 'B4GALT2', 'GULP1', 'CRLF2', 'FXYD4', 'CCR10', 'ZNF521', 'CD8A', 'TOPBP1', 'SIX5', 'CAV1', 'DEFB105A', 'MOGAT2', 'OR10S1', 'LYPD8', 'RAB42', 'SMCO4', 'INTS4', 'TMEM249', 'KMT2E-AS1', 'SOX18', 'LUC7L3', 'SUPT5H', 'STAT5A', 'GLIS3', 'OR13G1', 'PLA2G4C', 'SOX3', 'FOXQ1', 'KCTD20', 'EMCN', 'ERBB4', 'DRAM2', 'MYOM1', 'SMG1', 'DCUN1D4', 'UBTD1', 'ROR2', 'UCP3', 'RNF144A', 'FGF4', 'CIDEB', 'CKLF', 'INO80C', 'CSGALNACT1', 'ODF3B', 'TSN', 'CALML4', 'SSMEM1', 'MRPS23', 'PRKAB2', 'DOCK2', 'CAPN5', 'MTMR9LP', 'IFT27', 'CNTN1', 'NISCH', 'IGSF21', 'MROH2B', 'RBP7', 'C1ORF95', 'OOEP', 'PAX8', 'CLDND1', 'SLC39A8', 'SLC35F4', 'SNORD51', 'DCUN1D5', 'NUP35', 'USP11', 'LMLN', 'PDILT', 'HRASLS5', 'PARP12', 'NXPE1', 'RPLP1', 'GUSBP2', 'NUDCD3', 'SLC35A5', 'SPR', 'RNASEH2C', 'SH3GL2', 'DGCR9', 'DMTF1', 'PRR15', 'ARHGAP36', 'UGT3A1', 'SBSPON', 'TCF19', 'SNRPA', 'OR7G2', 'FDPS', 'RGCC', 'KLF14', 'BACH2', 'SLC4A10', 'KRTAP22-1', 'PCBP1', 'VTI1B', 'DCAF6', 'STK3', 'PTPRR', 'CDH20', 'ABLIM3', 'OR4D2', 'S100A7', 'ACTRT3', 'WHAMMP3', 'TRIM52', 'AGT', 'EME1', 'LINC01548', 'TPTE2P3', 'ZNF599', 'LYPLAL1', 'BNC1', 'MIEF1', 'SWAP70', 'WNK3', 'RRBP1', 'ATP10A', 'GOT1', 'PEX3', 'VAT1L', 'NDUFAF7', 'ATP13A3', 'ABCA8', 'SURF4', 'LLGL1', 'POLL', 'PDIA2', 'TTLL3', 'MXRA7', 'OR2A2', 'AQP7P3', 'OSER1', 'TOB2P1', 'MT3', 'PEX7', 'SLFN11', 'DZANK1', 'CBX3', 'CD6', 'TMEM108', 'EFNA5', 'RNF123', 'TOLLIP', 'EIF3A', 'KMT2E', 'PCDHB4', 'PRKAR2A', 'POLR3D', 'ADGRG1', 'KLRD1', 'KRT9', 'ZCCHC9', 'MCMBP', 'NPFF', 'HSF2', 'HMGA1', 'CRB1', 'SIPA1L2', 'OR52N2', 'CAV3', 'ARMC10', 'PAXIP1-AS1', 'SLC2A7', 'BEND7', 'RPL7A', 'SLC22A2', 'NPIPB5', 'MRPS28', 'CNTRL', 'ZBED9', 'BCL2L10', 'SPTBN1', 'DNAJB7', 'TMEM205', 'RPL36', 'PPOX', 'SYT2', 'ZNF321P', 'KGFLP2', 'AMPD2', 'CMTR2', 'RHOU', 'TSPAN10', 'SNORA49', 'FSHB', 'HILS1', 'ASAP1-IT1', 'RUFY3', 'ATP6V0A4', 'CLPSL2', 'SOAT1', 'PLIN1', 'YWHAB', 'GUCY1A3', 'IFIT2', 'UCKL1', 'GAGE12F', 'CHN2', 'GAL3ST1', 'EDF1', 'TAC1', 'CPNE2', 'HINT2', 'SNORA71D', 'CIC', 'RAD1', 'FKRP', 'STEAP2', 'VAPA', 'ATP6V1F', 'PRR18', 'DAB2', 'MROH8', 'TSC22D3', 'CATSPER3', 'CNBD1', 'DNASE1L1', 'C6ORF201', 'QRICH1', 'PCDHGA5', 'IFT122', 'PPP2R4', 'TAF7', 'AP3D1', 'LAIR2', 'THEMIS', 'DCST1', 'DNMT3A', 'CNTNAP3', 'PRL', 'LDLRAD1', 'ARHGAP19', 'JAKMIP1', 'PRSS50', 'HAGH', 'ARPC1B', 'RPP25L', 'HEPACAM', 'RUNDC3A', 'EDN2', 'METRN', 'GSAP', 'CEP135', 'CPT1A', 'BCO2', 'CD48', 'CDK19', 'LRRC47', 'CDC14B', 'CAMKK1', 'RPSAP58', 'ZNF346', 'HECTD4', 'TMEM161A', 'RABAC1', 'LOX', 'ASB9', 'LGALS1', 'PPP1R9A', 'FAM127C', 'ZNF354B', 'TGFBR2', 'MAPK8IP1', 'DBX2', 'TIMELESS', 'BCL2A1', 'COPB1', 'LOC284661', 'SPRR2A', 'KRTAP27-1', 'BRWD3', 'ZNF436-AS1', 'MBOAT1', 'RBSN', 'APCS', 'OR10A5', 'ANKDD1A', 'CDKN2D', 'PRR27', 'OGG1', 'PRAMEF1', 'CLCA3P', 'KIDINS220', 'PRKD1', 'TTC30B', 'LOC400940', 'CCNG2', 'BPIFB6', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.3882525061775621
		RMSE:  0.8073510115699897
		NRMSE:  0.1948381908849554
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.2068608862157744
		RMSE:  0.7484097025916991
		NRMSE:  0.3260050104942715
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5224229806426052
		NRMSE:  0.12607644873967835
		MAPE:  105.82433067667067
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010783677474574871
		RMSE:  0.36685077747270034
		NRMSE:  0.1597990928573857
		MAPE:  133.3645349232411

	Predictor:  LinearRegression
		Pearson Correlation:  0.9568117085505569
		Spearman Correlation:  0.8724265041537834
		Coefficient of Determination:  0.9154886426676558
		RMSE:  0.15187273400162796
		NRMSE:  0.03665147911326302
		MAPE:  28.034967392407196
		Pearson Correlation:  0.050496769175236086
		Spearman Correlation:  0.27382635693711893
		Coefficient of Determination:  -7.586360453018619
		RMSE:  1.0692146281224066
		NRMSE:  0.4657466690431705
		MAPE:  176.12921109307646

	Predictor:  ElasticNet
		Pearson Correlation:  0.6943377656091068
		Spearman Correlation:  0.6014626953239652
		Coefficient of Determination:  0.2619830426966042
		RMSE:  0.4488026814361564
		NRMSE:  0.10830964631516675
		MAPE:  86.78156397947917
		Pearson Correlation:  0.5442398807218517
		Spearman Correlation:  0.489195625880622
		Coefficient of Determination:  0.21502389553812573
		RMSE:  0.32328723141822696
		NRMSE:  0.14082294351101057
		MAPE:  106.59777837602407

	Predictor:  RandomForests
		Pearson Correlation:  0.863618775223123
		Spearman Correlation:  0.7273080964359747
		Coefficient of Determination:  0.7418047087270185
		RMSE:  0.2654583750095184
		NRMSE:  0.06406312595253479
		MAPE:  55.51003435096603
		Pearson Correlation:  0.7782683873527656
		Spearman Correlation:  0.6680766738663713
		Coefficient of Determination:  0.5536864779934367
		RMSE:  0.2437700554951242
		NRMSE:  0.10618550137000662
		MAPE:  77.632130528253

Protein:  CCND1
x_train_column_count:  859
x_train columns:  ['ZNF385D', 'CASS4', 'ARL5C', 'MBD1', 'CCK', 'ZDHHC16', 'GMIP', 'LINC00961', 'BLMH', 'AKAP12', 'WRAP53', 'RIBC1', 'MROH5', 'TMEM232', 'MEF2B', 'EFTUD2', 'TFAP2C', 'SHANK1', 'MAP2', 'C3ORF52', 'PAXBP1', 'AGAP2-AS1', 'MYPOP', 'TBRG4', 'FLOT2', 'LCE6A', 'EIF6', 'DNAJB4', 'KRT17P5', 'ZNF77', 'SCLT1', 'SLC35F5', 'NEIL2', 'FAM58BP', 'RANBP1', 'GRIK1-AS1', 'IGSF9', 'ZBTB8B', 'RPL23', 'MAPRE2', 'MICALCL', 'DIO3OS', 'RFX4', 'SLIT3', 'AFMID', 'ZFAND3', 'DIDO1', 'RAB11A', 'PIWIL3', 'TECTA', 'SLBP', 'MTUS1', 'POPDC2', 'LINC00889', 'FBN3', 'ENTPD8', 'SHISA9', 'DCTN6', 'ARHGAP42', 'UBXN10', 'RAB41', 'GINS2', 'ZMPSTE24', 'TNFRSF13B', 'NDRG4', 'SCARNA14', 'C21ORF62', 'RAB40AL', 'OR52K1', 'GUCY2EP', 'DRP2', 'NOXO1', 'MYH10', 'MORN1', 'MAPK15', 'LRRC2', 'AKAP2', 'CACNA2D4', 'NAGA', 'SMG1P3', 'CMTM6', 'HLA-J', 'XK', 'GUCY2C', 'NBN', 'PSMD11', 'ZMYM5', 'SLC35E2', 'SAYSD1', 'PLGLA', 'CLEC4D', 'PGA4', 'KREMEN1', 'COMP', 'HINFP', 'LY75', 'CPA1', 'ZNF546', 'FAM83D', 'AOX2P', 'LINC01558', 'SPATA31D4', 'EGFLAM', 'SNORD113-7', 'ZCCHC17', 'TPPP', 'SLC25A37', 'DDHD1', 'CDK5RAP2', 'MTRF1L', 'AGO3', 'JAK1', 'COX7B2', 'CLCN1', 'DEPDC4', 'LRRC25', 'TTLL6', 'NUMA1', 'MS4A10', 'AKAP8', 'CDK16', 'SEMG2', 'CCDC142', 'JADE1', 'SGCZ', 'ZRANB3', 'GPATCH1', 'CDS2', 'ST20', 'PLSCR2', 'STYX', 'ASIC5', 'C16ORF74', 'OR2V2', 'FAM169A', 'KRTAP10-2', 'XPA', 'MGST2', 'SLC22A24', 'SSPO', 'ZNF705D', 'ZEB1', 'ZNF429', 'CLCA2', 'OR2S2', 'SNX4', 'ZNF469', 'CSTA', 'NLRP14', 'NRBP1', 'TM4SF4', 'RIPPLY1', 'AP1G1', 'DCP2', 'SPINK5', 'PNLIPRP3', 'CLEC3A', 'UQCRBP1', 'STRADB', 'KLHL4', 'PRPF40B', 'DEFB106A', 'FBXO11', 'ERCC3', 'KCTD3', 'OR2L2', 'SYT17', 'DDTL', 'CR2', 'XKRY', 'FLRT3', 'CIDEA', 'NRSN1', 'TNK2', 'JCHAIN', 'SEPHS2', 'ZNF625', 'TMIGD1', 'GRASP', 'CLMP', 'DCUN1D2', 'SYNJ2BP', 'BTBD11', 'SH3D19', 'OR6C2', 'GTPBP10', 'POLM', 'RNF208', 'TOMM7', 'GJD3', 'DIRC2', 'HIVEP1', 'C1ORF109', 'BARHL2', 'ZNF296', 'FBXO34', 'B4GALT3', 'APMAP', 'NXF3', 'ZNF117', 'KIAA0355', 'MEPCE', 'IFNA10', 'SRP9', 'ASTN1', 'LRRC45', 'DUSP23', 'FAM105A', 'RNF2', 'EEF1DP3', 'UQCRB', 'RBL2', 'EIF3A', 'PRKCQ', 'FXR2', 'LBX1', 'SNORD70', 'COX4I2', 'KIAA0040', 'KIF3B', 'RPS16', 'SLC5A6', 'FAM9C', 'IRAK1BP1', 'OR4C46', 'DKKL1', 'IL20RA', 'IFIT1', 'FSCB', 'INPP5A', 'C1ORF159', 'SLC35F3', 'TPT1', 'CLN6', 'GREM1', 'AQP7', 'DENND4B', 'EIF2S3', 'HEYL', 'DDX18', 'HNRNPA3', 'CXCL8', 'GNA14', 'PREX1', 'KATNBL1', 'VWA3A', 'KRBA2', 'RAB11B', 'LINC00552', 'TUG1', 'EPHA1', 'MED27', 'VARS', 'BAHCC1', 'H1FX-AS1', 'ZIC2', 'PDE6H', 'CABP5', 'SUCNR1', 'NUP98', 'GCSAM', 'ZNF833P', 'IGFL1', 'KBTBD8', 'KDM4B', 'ITPA', 'TBC1D3', 'FGG', 'SNORD26', 'OR10H2', 'WDR83', 'RFC1', 'RAD50', 'ALMS1', 'XKRY2', 'UBE4B', 'CNST', 'TTC19', 'NUBPL', 'LOC284009', 'STH', 'ANP32E', 'SFXN5', 'PRKAR2B', 'FSTL1', 'TSTD2', 'MSRB3', 'CCDC174', 'SLC16A13', 'ANXA8L1', 'NOX3', 'ARHGEF7', 'FBXO10', 'UG0898H09', 'LOH12CR1', 'HIF3A', 'CYP4F11', 'FAM214B', 'CAMKV', 'C1ORF158', 'USP15', 'NIP7', 'HIST3H2BB', 'CES4A', 'SORBS1', 'ASB12', 'TMEM104', 'NET1', 'SRGAP1', 'ATP2A2', 'SV2C', 'WBSCR22', 'IFNL3', 'KCMF1', 'FAM151B', 'IFNA14', 'MCTS2P', 'TAB3', 'EPCAM', 'COQ10B', 'MSMO1', 'RBMS3', 'ANKRD13A', 'FSHB', 'CREBBP', 'XIRP2', 'SOD1', 'RHBDD2', 'NHSL1', 'C22ORF46', 'MYOF', 'PTRHD1', 'KLF9', 'DNAJC13', 'RGN', 'COL4A6', 'FAM86JP', 'SPRTN', 'C17ORF85', 'PRDM10', 'FTH1', 'FAM225A', 'DDHD2', 'CX3CR1', 'JMJD6', 'SERF1A', 'MELK', 'NEDD8', 'PCNP', 'FLJ37201', 'KCTD5', 'PTPRU', 'WDR72', 'RPLP0', 'C16ORF90', 'SLC35F1', 'APOL5', 'SNORD116-15', 'RAD23A', 'XKRX', 'MYOM2', 'OR9K2', 'MYOM1', 'GLIS3', 'KCTD1', 'RASSF3', 'ARHGAP1', 'RNF39', 'FUT9', 'PTP4A1', 'CDK1', 'IGF2R', 'SNORD78', 'ZDHHC14', 'PICK1', 'FAM71E2', 'SLC44A3', 'CNTF', 'RAD51AP2', 'PADI6', 'SNORD114-19', 'KRT25', 'PKD1', 'NDUFB8', 'DCTN2', 'CCDC144CP', 'MED26', 'TOMM22', 'TCL1A', 'POLR1D', 'GGCX', 'CDH24', 'DNAJC21', 'ADGRF4', 'ZAR1L', 'EHF', 'DUSP15', 'HP', 'TMEM52B', 'RTEL1', 'TICRR', 'MAPK8', 'ECM2', 'SH3BP5L', 'HEBP2', 'NFATC3', 'CDC27', 'LOC647859', 'PCDH11Y', 'LRRC73', 'SEMA7A', 'LINC01096', 'RSU1', 'C1ORF54', 'FAM217A', 'ARFGAP1', 'SCIMP', 'MAZ', 'HNRNPH1', 'CHAC1', 'PCK1', 'TECRL', 'SLC22A16', 'ZP4', 'TTC39A', 'MDH1B', 'SND1-IT1', 'KCNV1', 'ZDHHC15', 'NDUFB5', 'KLHL38', 'DHX33', 'GPT2', 'RNASEK', 'NDUFAF2', 'SPRR2C', 'PLD2', 'FLCN', 'PIP5K1C', 'GPR180', 'SLC45A3', 'CIAPIN1', 'GTF3C5', 'SNRNP200', 'CYP11A1', 'CCDC102A', 'RNASE2', 'KHDC3L', 'SMIM3', 'FAM83F', 'KRT81', 'NFAM1', 'USP28', 'SIAH3', 'EXOC3L1', 'PCDH20', 'SRPK1', 'PEX2', 'ZIC4', 'SLC30A5', 'RAD18', 'ARPC5L', 'ERCC8', 'GHRLOS', 'ETV1', 'WDR43', 'CETN1', 'PAFAH1B3', 'KIF17', 'MTOR', 'CXCR4', 'PCDH11X', 'MRPS23', 'PM20D2', 'SLC4A1AP', 'CIZ1', 'SYAP1', 'KCP', 'GPR39', 'FAM181A-AS1', 'CD1B', 'ARG2', 'CTPS2', 'SPEF2', 'DHDH', 'TMEM74', 'TACC1', 'ITCH', 'CRYM-AS1', 'OR5K2', 'ATP5D', 'PLEKHG3', 'PI4KB', 'FBXO6', 'CUTC', 'MRFAP1', 'RAB4A', 'CKMT1B', 'SNORA30', 'ATP6V1F', 'IFIT3', 'HNRNPU', 'LSM7', 'TTYH3', 'UBE2V2', 'CHKA', 'DAPK3', 'DLG2', 'NAA35', 'MYH9', 'CEACAM7', 'MBD5', 'NAV2', 'DUS3L', 'MBL1P', 'C1QTNF1', 'LOC389033', 'SPAG1', 'CDH3', 'MPV17L2', 'EXOSC4', 'RIPPLY3', 'RASAL3', 'MCM3AP', 'WDR93', 'ARHGAP27', 'LINC00852', 'OPRL1', 'CCT4', 'WDR7', 'ZNF17', 'FAM74A3', 'ZFP30', 'POLI', 'FGL2', 'SLC7A1', 'LSG1', 'GPHA2', 'EGFL7', 'HPS5', 'HDAC9', 'MAT2A', 'SH2B1', 'ZNF394', 'FREM2', 'PLA2G6', 'PCDHB10', 'TTTY6B', 'THBS3', 'HSPB2', 'RELL1', 'FAM175A', 'SLTM', 'CCDC173', 'C10ORF88', 'PSKH2', 'DERL1', 'SASH1', 'DYDC1', 'CT47A9', 'PTBP1', 'IRS1', 'ARHGAP12', 'PRKCG', 'SPATA31D5P', 'CCDC117', 'BBS9', 'THOC5', 'SAMD4B', 'ZNF284', 'SNORD58A', 'INTU', 'KIF20B', 'TOP3A', 'SLC12A3', 'RBM24', 'ADH7', 'PNPLA4', 'CYP24A1', 'BTG3', 'KIF6', 'KATNAL2', 'PKIG', 'NTHL1', 'TRIM62', 'C8ORF59', 'SUCO', 'C10ORF82', 'C3ORF62', 'UMODL1', 'TAF1A', 'ZNF222', 'DTNBP1', 'GRAMD2', 'EFCAB7', 'MS4A7', 'MTDH', 'PDZD4', 'DNAJB3', 'JOSD2', 'ARHGEF6', 'OR4C15', 'NOX5', 'MC2R', 'ZC4H2', 'RASA4', 'SCAMP3', 'WDR49', 'PARP14', 'SPATC1L', 'ZNF738', 'SOX1', 'CBWD6', 'ARL4A', 'CTXN2', 'DNAAF2', 'AGRP', 'FAXC', 'IL1RAPL1', 'HEPACAM', 'SGOL2', 'MYEOV2', 'VPS18', 'CHRNA3', 'DDB2', 'C2ORF76', 'PAFAH2', 'CRYBB1', 'DSN1', 'CDK5R1', 'SASH3', 'SLX4', 'HECA', 'SNORD114-9', 'LGALS1', 'TTC41P', 'RPL12', 'TSTD1', 'SDHAF3', 'BMP7', 'SCARNA6', 'ZNF829', 'IL26', 'LRRC3B', 'TMEM95', 'KIF18B', 'ZNF579', 'MASP2', 'GALNT2', 'LOC644936', 'VSX2', 'SIAE', 'GBP4', 'SRSF8', 'OR11H1', 'VILL', 'CLUH', 'ZNF271P', 'N4BP2L2', 'ZFAND1', 'N6AMT2', 'MSH3', 'LOC100272217', 'KLHDC8B', 'PRODH', 'LOC100128573', 'C11ORF54', 'PDE3A', 'CRB3', 'MXRA7', 'SGCB', 'WDR83OS', 'SKIV2L', 'SLC25A14', 'DYM', 'RRP7A', 'RELN', 'WTIP', 'FKBP6', 'PHACTR2', 'PADI3', 'ZBTB8OS', 'SEPW1', 'MYEOV', 'C16ORF72', 'SLC22A1', 'ACOT12', 'LPGAT1', 'TPM4', 'ARL13A', 'ADRBK2', 'ECT2L', 'NOM1', 'SNORD54', 'MTERF3', 'NDUFA11', 'LOC285740', 'ZBED8', 'RDM1', 'C11ORF65', 'HIST1H1E', 'ZSCAN21', 'KLHDC1', 'SLC25A24', 'C1ORF189', 'ARL9', 'TINF2', 'CDS1', 'TCHP', 'MDN1', 'TMEM59L', 'HCAR3', 'CCDC70', 'TMSB15A', 'SNORD114-14', 'WDR88', 'USP31', 'ANO1', 'PIGG', 'EBNA1BP2', 'DDC', 'ABCB6', 'PKNOX1', 'OR4F5', 'SNORD115-33', 'ZNF423', 'AP3M2', 'PAM', 'CAPN3', 'SCFD2', 'TAOK1', 'NICN1', 'LINC00909', 'COL1A1', 'BTBD7', 'C4ORF50', 'COG2', 'RPS6KL1', 'ANKRD30BL', 'SAA2', 'NFKBIB', 'PSAPL1', 'ZNF879', 'PEX12', 'SNRNP25', 'MED25', 'BCO2', 'GLRA2', 'STOX2', 'GLT1D1', 'C15ORF26', 'LTBP4', 'FCER1G', 'CDK11B', 'PRELP', 'WFIKKN1', 'RTN4', 'SPATA6L', 'TMEM35', 'FAM210A', 'FBXO7', 'WBP1L', 'POMK', 'PRR14L', 'CDSN', 'SPSB1', 'DNAJA3', 'RRP15', 'ADGRB3', 'TSACC', 'OR5AP2', 'HRC', 'SEC13', 'ICE2', 'IFNGR2', 'C10ORF11', 'COQ10A', 'KHNYN', 'DYNLRB2', 'NR5A2', 'SLC34A1', 'BRCC3', 'UBE2A', 'TMEM256', 'MICU2', 'SLC10A2', 'INAFM1', 'CXORF40A', 'SRXN1', 'IER2', 'E2F4', 'ZNF322P1', 'FOXE3', 'SRSF11', 'SEPT3', 'SCGB1D2', 'PAPL', 'LGALS9C', 'TPCN1', 'KLRB1', 'SS18L1', 'SPANXN4', 'CNKSR1', 'METTL12', 'PTK2B', 'SLC27A1', 'ZNF594', 'CDH15', 'PSMB4', 'CCSER1', 'C5AR2', 'LRFN1', 'TBC1D22B', 'PRICKLE2', 'ADAMTS14', 'ALPP', 'EYA1', 'MRPS31', 'ZBTB3', 'ZNF473', 'TOB2P1', 'TIGD6', 'FAM227A', 'LCE1F', 'WDR66', 'PLIN4', 'GPM6B', 'BCKDHB', 'APOPT1', 'KRTAP5-8', 'SLC35A4', 'C9ORF129', 'PRKAB2', 'NFIX', 'SLC36A3', 'HIP1', 'TBC1D2B', 'BEND3P3', 'MAP2K6', 'MTCH2', 'POC5', 'RUSC1', 'FGD3', 'BEGAIN', 'SBF2', 'PLEKHA8P1', 'SLC5A11', 'HOXA11-AS', 'PRAMEF6', 'TMEM249', 'RASSF5', 'EPPIN', 'SERINC4', 'KLHDC3', 'ZNF260', 'STC1', 'BLCAP', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.44064885869713843
		RMSE:  0.2936537728092399
		NRMSE:  0.17653615611766113
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6507167710215811
		RMSE:  0.2694738938084911
		NRMSE:  0.2553456206196082
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  9.749177390992002e-16
		NRMSE:  5.860923513599694e-16
		MAPE:  3.706081122693271e-12
		Pearson Correlation:  0.1534970905886185
		Spearman Correlation:  0.13715632364493324
		Coefficient of Determination:  -1.9952719134039243
		RMSE:  0.3629932448346244
		NRMSE:  0.3439618364252171
		MAPE:  514.685506804378

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  RandomForests
		Pearson Correlation:  0.587572363350653
		Spearman Correlation:  0.5508847524861735
		Coefficient of Determination:  0.2906170446876153
		RMSE:  0.20606151562243882
		NRMSE:  0.12387822415411552
		MAPE:  487.4772521286992
		Pearson Correlation:  0.3605455159385547
		Spearman Correlation:  0.3380865098068555
		Coefficient of Determination:  0.12261916395314598
		RMSE:  0.196460157594834
		NRMSE:  0.186159928737773
		MAPE:  336.8711500572955

Protein:  ERBB2
x_train_column_count:  665
x_train columns:  ['PSD', 'NFYC', 'TMIGD1', 'KHNYN', 'C1ORF131', 'FAM205BP', 'CLEC18B', 'CEL', 'KDM4A', 'HTR1B', 'HNRNPAB', 'KLHDC1', 'SGCA', 'CCDC54', 'NCOA5', 'RBSN', 'SNHG5', 'NUDC', 'RAD9A', 'TBC1D3P1-DHX40P1', 'SH2B3', 'ITGB2', 'AHNAK2', 'PARP15', 'IL15RA', 'IKZF1', 'ANKRD55', 'OPN4', 'FETUB', 'THRB', 'LGALS9C', 'SUN2', 'SOX10', 'HSP90AB2P', 'MGC16275', 'DEFB104A', 'VCPKMT', 'SNORD62A', 'FKBP6', 'STC2', 'CTNND2', 'OR6M1', 'VNN3', 'CYP2A7', 'CXORF38', 'SPTLC2', 'ACVR1', 'TTTY23', 'TMPRSS3', 'RFPL1S', 'RND2', 'SPAG6', 'TMEM59L', 'IGSF8', 'HPS3', 'ABO', 'ZFHX4-AS1', 'LOXL2', 'ANGPTL3', 'HLA-DRB1', 'PAICS', 'MICAL1', 'GGTA1P', 'PRIM2', 'PSRC1', 'GNPDA1', 'OR6V1', 'ADD1', 'MCU', 'ABCF3', 'SCN1B', 'ARMC12', 'EML2', 'CAV3', 'PDXK', 'RRP1B', 'PPIG', 'CLDN11', 'ODF3', 'GTF2IRD1', 'SNORA44', 'HCRTR2', 'KLRF1', 'EMC6', 'CPNE1', 'CMPK1', 'DLL1', 'FAM201A', 'CGB', 'OR6S1', 'PSKH1', 'MYT1', 'HIST2H3C', 'PGK1', 'NQO1', 'HDAC10', 'TRA2B', 'PSMA6', 'ABHD15', 'ZXDB', 'PRAP1', 'CNNM2', 'TRIM8', 'TSPAN32', 'CCDC71', 'CHSY1', 'PLEKHG3', 'NR1I3', 'RNF10', 'PTGS1', 'TFEB', 'DTWD2', 'GRB2', 'EVA1B', 'ARL17A', 'NHLRC1', 'RPS3', 'TMTC2', 'LINC00301', 'ETFA', 'TBC1D3P2', 'HPGDS', 'ZNF44', 'RIIAD1', 'SLC1A3', 'SLC35F1', 'GSTM2', 'ZRANB2', 'TMOD3', 'SULT6B1', 'DHODH', 'ZNF805', 'EME1', 'XKR8', 'USP5', 'CLIP2', 'THAP8', 'RSPH3', 'SNORA16B', 'SNORD91A', 'RC3H2', 'CFHR4', 'GPBAR1', 'IQSEC3', 'USP3', 'DOK5', 'LRBA', 'PARK2', 'IARS', 'TNFRSF10A', 'RAB10', 'MPZ', 'C14ORF132', 'LRCH3', 'ASB16', 'HYAL1', 'PARVA', 'APITD1', 'CHGA', 'ANAPC16', 'CUL5', 'TSHR', 'FAM167A', 'OR8D4', 'ADSL', 'TTTY10', 'RNF214', 'STAM', 'TARP', 'MANEAL', 'CBL', 'MAN1A2', 'KIAA1522', 'LOC153910', 'TRIM69', 'OR5B12', 'SLAMF9', 'HNRNPH2', 'DSCAM', 'AKR1D1', 'FBXO43', 'TMEM102', 'CACNA1E', 'TRDN', 'ZNF793', 'PUS7L', 'LNX2', 'CACTIN', 'SNORD114-3', 'DOC2B', 'METAP2', 'MROH1', 'IL36G', 'LINC00265', 'RASSF4', 'KCTD17', 'PADI1', 'INPP5A', 'DSCC1', 'AK2', 'ENTPD8', 'PMPCA', 'POU2AF1', 'KRT28', 'MCM3', 'SH3PXD2A', 'PHACTR3', 'ARMC8', 'DMP1', 'SCFD1', 'CYMP', 'SPAG7', 'DLG5-AS1', 'DYNLL2', 'CCAR1', 'ZDHHC12', 'SLC22A9', 'ZNF32', 'GMDS', 'ARHGAP33', 'URAHP', 'MATK', 'FAM173A', 'ZNF511', 'ZNF320', 'ANKRD18DP', 'PLRG1', 'MASP1', 'MSGN1', 'LOC729603', 'VAMP1', 'ZNF331', 'RNF112', 'C9ORF91', 'SLCO2A1', 'OSGIN1', 'IFT22', 'ZBED4', 'C1ORF226', 'MKRN1', 'PGBD4', 'TRIM67', 'PLCG2', 'PRKRIR', 'LINC00635', 'CYP26C1', 'FAM120AOS', 'WDR34', 'ALOX15', 'HOMER3', 'ELOVL1', 'KDM5B', 'TMTC4', 'ERBB3', 'C3ORF67', 'SP9', 'WIPF3', 'TMEM248', 'IFNB1', 'FAM81A', 'ADAD1', 'MAX', 'GRIA1', 'TTC21A', 'ATP1A1-AS1', 'VWA5B1', 'CDH1', 'HS3ST2', 'BIRC7', 'NME3', 'LOC728554', 'RSRC2', 'TRIP12', 'HMGB4', 'ZNF74', 'ATG16L1', 'C1ORF228', 'TBC1D14', 'CCDC186', 'MUL1', 'ZSWIM1', 'NEIL3', 'CDCA7L', 'MEAF6', 'KIF1C', 'PHF2P1', 'C12ORF50', 'KAT2B', 'VILL', 'ZFYVE9', 'SBK1', 'PAPD7', 'SCARNA4', 'FAU', 'CSRP2BP', 'MAPT-IT1', 'SYBU', 'PRDM8', 'TSNAXIP1', 'VASH1', 'XCL2', 'IL10RB', 'CYP3A43', 'OR1J1', 'GALNT4', 'DFNA5', 'CLCN7', 'TAAR5', 'NHLRC4', 'DPM2', 'ZIM2', 'RBM19', 'FUS', 'NRGN', 'PLAC9', 'TMEM263', 'UBE2MP1', 'ALDH3B2', 'PABPC5', 'MMD', 'KCNK13', 'WIPI1', 'MCM3AP', 'MRPL30', 'EIF3G', 'CHRNA10', 'MTSS1', 'HCG27', 'SNORD69', 'PSMA5', 'ACAP2', 'RHOV', 'THEM4', 'HEG1', 'XKR4', 'CLEC17A', 'POLE4', 'ADGRF3', 'EFTUD2', 'CTSF', 'NCAPD3', 'ADAM11', 'MC4R', 'TIGD4', 'HLA-DQB1', 'FOXQ1', 'RAB11FIP5', 'RPL18', 'RNF215', 'LOC606724', 'CNKSR3', 'MFSD8', 'FAM103A1', 'ARGFXP2', 'SGCB', 'FAM3B', 'UGT2A1', 'UCMA', 'CEACAM1', 'SLC38A8', 'HIST1H3D', 'IMMP2L', 'B4GALNT4', 'LSMEM2', 'USP27X', 'CYP2E1', 'HSD17B10', 'SSR2', 'DSC2', 'C11ORF58', 'DPY19L2P2', 'SPAG16', 'TXNDC9', 'SLC10A1', 'PARN', 'DNAJB6', 'S100A14', 'ANXA4', 'SNORD18A', 'SNCAIP', 'CRLF1', 'NIM1K', 'EBF4', 'MEX3A', 'MFGE8', 'MLXIP', 'DLG4', 'RSPO4', 'STAP2', 'GLI2', 'IL11', 'PAPSS2', 'SLC13A5', 'NKAP', 'TET1', 'ARNT2', 'KATNAL1', 'RNF141', 'PCSK7', 'CCDC18', 'TPCN1', 'MYOF', 'EVX2', 'XPA', 'KANK2', 'DBP', 'CRIPAK', 'ABHD16A', 'CNTNAP1', 'TOMM70A', 'MSH5', 'NLRC4', 'NMNAT1', 'LINC01312', 'SERP2', 'RPS5', 'RASSF6', 'CCL3L1', 'UBXN4', 'NTF4', 'SSX3', 'SETX', 'ATP11A', 'APMAP', 'GPR17', 'BRD8', 'TIAL1', 'OR8B3', 'GPR18', 'SSX4', 'ZSCAN32', 'TMC1', 'CST1', 'PRSS21', 'DNAJC3', 'LOC100240735', 'SMR3A', 'SHANK3', 'SMN2', 'CCDC170', 'OLIG3', 'RNF121', 'BAZ1B', 'NTRK2', 'INSRR', 'TLN2', 'VPS13A', 'SNORD88A', 'CCR10', 'PPP1R1A', 'CA14', 'NAA60', 'PPFIBP1', 'SERPINB6', 'EMX1', 'MAFG-AS1', 'MAGEA6', 'RAP1GAP', 'ARL8A', 'GUCA2A', 'MICALL2', 'PRLH', 'C14ORF166', 'POM121L2', 'DNAJC5G', 'RENBP', 'RNF207', 'C7', 'ZNF596', 'AFMID', 'RASSF2', 'KRTAP5-4', 'MLLT6', 'LRP1', 'TMEM138', 'CTAGE6', 'CNTN6', 'DCUN1D5', 'FBP2', 'DUSP11', 'PLET1', 'SOX14', 'PHLDB1', 'TRIM16', 'SNORA45B', 'DEFB116', 'PLCD1', 'ESRG', 'RTN4', 'SPAST', 'FAM155B', 'SGK2', 'PCDHGA7', 'MBLAC1', 'CLK3', 'ZFYVE27', 'RPS12', 'CGA', 'SDC2', 'MAP3K14', 'OR5AP2', 'HOMER1', 'MAST1', 'TFF1', 'DDOST', 'LINC00667', 'ZSWIM6', 'THAP7-AS1', 'ENPP5', 'PTGDS', 'CLASP2', 'NOX5', 'IL24', 'FAM196B', 'NTM', 'ACBD7', 'MYLK', 'ITFG3', 'HINT3', 'P2RY1', 'SLC27A1', 'CRELD1', 'DNAH5', 'MGAM2', 'ALDH3A1', 'SIX3', 'SDHAF1', 'NYAP1', 'HAL', 'SDHAF4', 'ESRRA', 'KCTD14', 'SPATA31E1', 'TOPAZ1', 'H2AFJ', 'SIX6', 'GZMH', 'C14ORF93', 'LILRB4', 'DALRD3', 'PHF10', 'TADA3', 'PDE1B', 'TCF4', 'SNORA81', 'C7ORF50', 'NECAB1', 'HRCT1', 'SLC26A10', 'EIF2AK1', 'SNORA5B', 'GRK7', 'KIAA1324', 'TXLNB', 'ZPLD1', 'ZP4', 'ZFAND6', 'FRG2B', 'TNK1', 'CLTC', 'VDR', 'ALDH1A3', 'SP6', 'RASAL2-AS1', 'SOX21', 'ZNF213', 'CLIC1', 'WAS', 'TTC39B', 'PDE5A', 'IGFBP3', 'OR52M1', 'SNORD50A', 'RPP40', 'MAP3K9', 'ZNF212', 'CDH12', 'PINX1', 'RPL34-AS1', 'FSD1L', 'PID1', 'KLHL5', 'UBTFL1', 'C1ORF123', 'RSBN1L', 'ATPAF1', 'ALKBH5', 'CYB561D2', 'OLFM1', 'CASQ1', 'FCGR1C', 'HIST2H3D', 'MXRA8', 'ZNF252P-AS1', 'HIGD1A', 'ZDHHC13', 'FAM169B', 'HBA1', 'HIPK4', 'NETO1', 'CBFA2T2', 'RSRP1', 'C20ORF27', 'CCL28', 'CYB5A', 'TINF2', 'SLC27A4', 'SNORA37', 'CDRT1', 'CAMK1G', 'TNC', 'ZNF648', 'SMAD2', 'DMRT1', 'ASMTL-AS1', 'CTU2', 'OR14A16', 'SNORA57', 'LGALS9', 'LUZP2', 'LOC652276', 'NPIPB5', 'LRRC47', 'ZNF639', 'MLLT4-AS1', 'MRPL11', 'MRPL53', 'MYEOV2', 'SMCO2', 'ALS2CR12', 'LOC388242', 'FOXL1', 'CCNG2', 'C19ORF54', 'COG7', 'MYO19', 'NOP58', 'ZNF311', 'EIF1', 'PGBD2', 'LINC00473', 'DPH6', 'ZNF502', 'HCP5', 'BPIFC', 'ZNF536', 'RUNDC3A', 'KIRREL3', 'ATP6V1E1', 'GAPDH', 'EMG1', 'CHIC1', 'SPG7', 'C12ORF71', 'UBE2U', 'FKBP4', 'PRR5-ARHGAP8', 'KIAA1107', 'SMPDL3A', 'OR52L1', 'ADAM12', 'SSH2', 'LINC00244', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08695701084953744
		RMSE:  1.023008454816054
		NRMSE:  0.1742863272085548
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1111491455026472
		RMSE:  1.1242523174677488
		NRMSE:  0.20280184671833265
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865388
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792788993

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  3.887302024354192e-15
		NRMSE:  6.62265878043885e-16
		MAPE:  5.626444998876113e-12
		Pearson Correlation:  0.5512638117064137
		Spearman Correlation:  0.46745030168779306
		Coefficient of Determination:  -0.5403528144434322
		RMSE:  1.323694353768854
		NRMSE:  0.2387788357328909
		MAPE:  619.7181960074855

	Predictor:  ElasticNet
		Pearson Correlation:  0.7306598506253799
		Spearman Correlation:  0.5965248930120418
		Coefficient of Determination:  0.2503062557477561
		RMSE:  0.8496009364938016
		NRMSE:  0.14474350247777598
		MAPE:  815.2008792975483
		Pearson Correlation:  0.7417440427480896
		Spearman Correlation:  0.5719305377010864
		Coefficient of Determination:  0.23098383328935634
		RMSE:  0.9352879695082156
		NRMSE:  0.16871490899563743
		MAPE:  226.9087624763236

	Predictor:  RandomForests
		Pearson Correlation:  0.8384464678835429
		Spearman Correlation:  0.6560190131451531
		Coefficient of Determination:  0.6955023140270674
		RMSE:  0.5414583272745895
		NRMSE:  0.09224633750866135
		MAPE:  527.5987503918269
		Pearson Correlation:  0.8579351485590446
		Spearman Correlation:  0.7071263180709705
		Coefficient of Determination:  0.7311647768556416
		RMSE:  0.5529943551389238
		NRMSE:  0.09975365378795797
		MAPE:  192.01085585913327

Protein:  ERBB3
x_train_column_count:  247
x_train columns:  ['ST3GAL2', 'CXCL16', 'OR51I1', 'EIF1AY', 'IARS2', 'SCARNA22', 'LIPH', 'PWRN1', 'MT2A', 'SLC1A1', 'OPN1SW', 'XXYLT1', 'SMAP1', 'MDC1', 'MARK2', 'SPATA31A5', 'PSMD10', 'TTC36', 'PRR14', 'SNAI2', 'CDC73', 'ZNF71', 'KIFAP3', 'CLVS1', 'HSBP1L1', 'LINC00663', 'P3H1', 'ATP5H', 'BPIFB1', 'DEFB109P1', 'MAP1LC3B', 'DOCK6', 'AGFG1', 'DOCK2', 'PPP1R14D', 'SUPV3L1', 'ATP6V1C1', 'UNC5CL', 'COL5A1', 'TMIE', 'DTX2P1-UPK3BP1-PMS2P11', 'KCNQ2', 'SUSD5', 'MFI2', 'PHYHIP', 'PILRA', 'OPN4', 'SAAL1', 'ICAM3', 'ERCC8', 'TRMT10A', 'IGF2-AS', 'ASB14', 'SNORD115-41', 'LPL', 'FAM210B', 'BOC', 'PCP4', 'STEAP2', 'FER1L4', 'RPS27A', 'NKIRAS1', 'APLNR', 'WDR86', 'TMEM169', 'DDX46', 'GAGE12J', 'TAGLN3', 'SUPT7L', 'PRNP', 'UCKL1-AS1', 'HKDC1', 'CNNM2', 'NLRP11', 'AICDA', 'MAP10', 'LINC01098', 'YWHAH', 'ELMOD1', 'YWHAG', 'PRKCDBP', 'FGF8', 'GAD2', 'ZG16', 'SLC26A8', 'KEL', 'ZMAT4', 'HSD17B7P2', 'HYAL3', 'SRR', 'TAF4B', 'METTL24', 'MCM4', 'MED30', 'WHAMM', 'FAM155B', 'RAB41', 'NEFL', 'FOXD3', 'CYP4Z1', 'CHN2', 'KIAA1614', 'BBS7', 'NME2', 'RYBP', 'TMEM126B', 'GXYLT2', 'BATF', 'SNPH', 'SCN4B', 'PLCD3', 'SLC12A9', 'AXIN2', 'ZNF526', 'CYP2B7P', 'GYS1', 'RBP2', 'PTDSS2', 'PYCARD', 'LOC284661', 'HDX', 'ANXA4', 'AGPAT5', 'CSF2RB', 'SLC1A4', 'CAPN11', 'NBPF1', 'RNF31', 'ADAM12', 'SOX11', 'IPO8', 'SALL1', 'ACSBG1', 'LCE4A', 'COMMD3', 'AMTN', 'ZNF646', 'SYNE1', 'MRPS12', 'STK38L', 'NUP88', 'NXF1', 'DEF8', 'ABHD16B', 'ODAM', 'NMB', 'PYCRL', 'MFSD6', 'C14ORF1', 'MRC1', 'VSIG10', 'PIP5K1B', 'FUOM', 'LDB1', 'ABCG1', 'STAU2', 'SCAND1', 'POLD4', 'NAALAD2', 'KLK6', 'CD19', 'SLC35B4', 'ZNF814', 'STEAP1', 'LIMD1', 'ZNHIT1', 'LYAR', 'LINC00320', 'RBM48', 'CACNA1H', 'CLUH', 'NLGN1', 'MMAB', 'SNORD94', 'PATE1', 'ZNF43', 'DDX6', 'SLC35F2', 'IDH1', 'NRIP3', 'ACPT', 'NYAP1', 'CDS2', 'DEFB128', 'TMEM43', 'MEGF9', 'LRRC17', 'TDRD7', 'PARP3', 'NCOR2', 'CABP4', 'SLC22A23', 'TMEM2', 'TMSB15A', 'LOC100133669', 'HHLA1', 'BTNL3', 'SLC4A1AP', 'FAM171A1', 'MROH6', 'ZNF282', 'CCAR2', 'RBFOX2', 'COPS5', 'HELZ2', 'ADCY3', 'HADHA', 'SHB', 'PSMD9', 'NIPSNAP3A', 'PRM3', 'MCU', 'LINC00473', 'ALPI', 'GNGT1', 'MIB1', 'ELFN1', 'CDC26', 'SDCBP', 'PTPRC', 'PRDX1', 'WHSC1L1', 'ZSCAN5A', 'SNHG4', 'GPR63', 'METTL22', 'ATP6V0C', 'CTSL3P', 'ZNF644', 'DSCR4', 'TRIM37', 'USP38', 'CYP2E1', 'SYT3', 'ALKBH8', 'ANKZF1', 'UNK', 'DEDD', 'KHDRBS2', 'GALNT14', 'SCCPDH', 'ZNF738', 'CLEC3B', 'SCARNA14', 'KHSRP', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19951943522205973
		RMSE:  0.4939516163098853
		NRMSE:  0.17910620018705933
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27774471248359456
		RMSE:  0.5592204608326292
		NRMSE:  0.15547938022732444
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  LinearRegression
		Pearson Correlation:  0.7614561855122278
		Spearman Correlation:  0.7657651298370135
		Coefficient of Determination:  0.5798154879865105
		RMSE:  0.29234844387785336
		NRMSE:  0.10600515755922264
		MAPE:  197.76116859719613
		Pearson Correlation:  0.24579762269571492
		Spearman Correlation:  0.2661903515006422
		Coefficient of Determination:  -0.56117559469821
		RMSE:  0.618140050903146
		NRMSE:  0.17186072173577424
		MAPE:  306.2723980959034

	Predictor:  ElasticNet
		Pearson Correlation:  0.443101412686057
		Spearman Correlation:  0.47268306339681765
		Coefficient of Determination:  0.058882658868042226
		RMSE:  0.4375247791767548
		NRMSE:  0.15864590396819095
		MAPE:  228.04972368577543
		Pearson Correlation:  0.39103261148401763
		Spearman Correlation:  0.424571378695495
		Coefficient of Determination:  0.028413134948031105
		RMSE:  0.48764280898733164
		NRMSE:  0.13557873329737447
		MAPE:  153.2453099738206

	Predictor:  RandomForests
		Pearson Correlation:  0.5789385919280957
		Spearman Correlation:  0.6047336407177734
		Coefficient of Determination:  0.31530649881589456
		RMSE:  0.3731890301591325
		NRMSE:  0.13531784680174647
		MAPE:  227.96402196768577
		Pearson Correlation:  0.3800535928673885
		Spearman Correlation:  0.37558323669871196
		Coefficient of Determination:  0.12129112806772313
		RMSE:  0.46374956203813067
		NRMSE:  0.12893572309394055
		MAPE:  156.20438036251002


Fold:  4

Protein:  RB1
x_train_column_count:  371
x_train columns:  ['PRAMEF4', 'INS-IGF2', 'DNAH17', 'RGSL1', 'FAM153B', 'B4GALT5', 'OPN4', 'HIST1H1A', 'PYGO2', 'DDX46', 'CUL3', 'AMPD2', 'ACAD9', 'HKR1', 'TMEM50B', 'PLIN5', 'CYLC2', 'KLRC2', 'MMP7', 'GPN2', 'CYB5D2', 'VPS35', 'B4GALT1', 'SNORD116-25', 'NCR3', 'LOC493754', 'STRN3', 'ENG', 'PAQR3', 'HES2', 'ZNF208', 'LINC00599', 'HYAL1', 'ITGA2', 'RASSF4', 'CD55', 'WDR86', 'FAM99A', 'GTF2IRD1', 'A1CF', 'CPSF2', 'BNIPL', 'LOC100129935', 'SSBP4', 'PPAP2B', 'GYG1', 'HRG', 'NEUROG2', 'DAPP1', 'MCTS1', 'VBP1', 'ZMYND15', 'SCARNA15', 'KLF15', 'SNORD115-25', 'LEPROT', 'ZNHIT1', 'GGTLC1', 'BTBD16', 'TAS2R10', 'RNASE2', 'CT45A2', 'KDM3A', 'OR2D2', 'TARBP1', 'MSANTD1', 'PIGG', 'ADGRG5', 'SAPCD1', 'METTL6', 'SYNGR3', 'KIAA1715', 'ANGPTL7', 'RPL15', 'FSD2', 'GNS', 'GALNT3', 'FYN', 'DUXA', 'CYP46A1', 'C16ORF92', 'GRIK1-AS1', 'NLRP4', 'PRDM1', 'CAB39L', 'TEX13A', 'SDK1', 'SAMM50', 'SLC6A8', 'RASL10B', 'RNF103', 'DAD1P1', 'CEBPZ', 'SIGLEC10', 'SSFA2', 'BNC1', 'SUCLA2', 'OR5D18', 'PBDC1', 'IL12RB1', 'C19ORF80', 'OR13G1', 'ALOX5', 'PAK6', 'IFI30', 'KLHL4', 'SOST', 'WIPI1', 'SLC18B1', 'SNORA81', 'A2ML1', 'OR2B11', 'CCDC91', 'ALDH1L2', 'ABCC9', 'RDH14', 'SNORD116-23', 'SYT12', 'OR3A1', 'TGM7', 'KCNK13', 'USP45', 'RXFP1', 'FTHL17', 'ASCL3', 'TVP23B', 'TM2D2', 'LRRC37A', 'POLL', 'MRPL50', 'ABCA12', 'SOX8', 'MXRA5', 'ZNF337', 'HNRNPA3', 'PCED1A', 'SLC6A2', 'HPYR1', 'NEFH', 'MED29', 'RAB3C', 'DNAH11', 'UHMK1', 'EFNA2', 'XKRX', 'POTEM', 'PCDHB17P', 'PAQR9', 'LOC285847', 'ZNF845', 'BRSK2', 'RPL32', 'IARS2', 'TRIML2', 'BOP1', 'ZNF221', 'PRSS3', 'TMCO4', 'HIST1H2AJ', 'LAMA5', 'INTS12', 'PKHD1L1', 'SGOL2', 'RNY4', 'ZNF609', 'CYP1B1', 'WDR90', 'EBAG9', 'FIBP', 'ZSWIM6', 'CMTM5', 'SH3PXD2A', 'ATXN10', 'BCAR3', 'MAP3K10', 'KIAA0556', 'ARSH', 'CKLF', 'OR9A2', 'ATP13A5', 'HBA2', 'C17ORF89', 'AKAP14', 'TMED6', 'SPCS2', 'FAH', 'KRT14', 'FBXO16', 'PSMB6', 'CCL4L1', 'KRT222', 'PER1', 'FOXA1', 'SORCS1', 'DAZ4', 'OR4F17', 'MUC13', 'MRPS18B', 'PCNXL3', 'CLDN18', 'GPR37', 'CCL19', 'RFPL3S', 'LRRC3', 'FOXE1', 'DHCR7', 'UGT2B28', 'PLOD3', 'TAS2R7', 'RP1', 'RTN4RL2', 'ANPEP', 'KLHDC4', 'CAPRIN1', 'TIFA', 'SCARNA9L', 'VTI1A', 'FAM157B', 'MYO1C', 'RABL2B', 'ERICH3', 'DDX27', 'NKIRAS1', 'PHKB', 'CECR5', 'TWISTNB', 'DNM1L', 'XRCC6BP1', 'LRRC57', 'PPP1R36', 'CYBRD1', 'SSX2IP', 'HIST1H2BH', 'RBBP8NL', 'CCDC50', 'CABIN1', 'NUP133', 'UFSP2', 'RASA2', 'MAL', 'COL23A1', 'NOL4', 'TMEM235', 'GPR143', 'CCDC69', 'PHLDA2', 'MIER1', 'GFOD2', 'CDC20B', 'NDUFB6', 'THBS2', 'USP43', 'ANKRD28', 'PNPT1', 'CT45A5', 'SAV1', 'GP5', 'SPTSSB', 'TBCE', 'TAF1C', 'CACNB2', 'FAM169B', 'CYP1B1-AS1', 'ZNF584', 'C4ORF33', 'NEK1', 'SNRPD2', 'RPL8', 'DUSP9', 'PMS2P5', 'HPD', 'PIK3CG', 'SLC28A2', 'SYPL2', 'HMMR', 'TRIT1', 'GEMIN7', 'OR6A2', 'ADTRP', 'B4GALT2', 'MFSD4', 'REC114', 'SLC25A12', 'DMWD', 'C18ORF8', 'ANKAR', 'WASH2P', 'RANBP10', 'BEND3', 'TTC29', 'CXORF40B', 'SYNGR1', 'HSPA5', 'PTPN5', 'TMEM176B', 'EVI5', 'ZNF385D', 'VWCE', 'KAT2B', 'PLK1', 'ZNF34', 'VPS33B', 'MAL2', 'ODF4', 'UBXN1', 'C16ORF52', 'ATAD3C', 'FGF20', 'ARHGAP44', 'GCC2', 'DNAJC6', 'KCNIP4', 'SPP1', 'TXLNB', 'DDX28', 'CYP21A2', 'ASF1B', 'EXOC3L4', 'ZW10', 'CLSTN2', 'INF2', 'ZMAT5', 'LYZL4', 'OR4B1', 'CALCA', 'ZNF79', 'ADCY9', 'SLC5A7', 'INO80C', 'SLC5A6', 'XKR8', 'ZNF570', 'TBC1D14', 'DOCK2', 'HAVCR2', 'PLCB3', 'NUDT16L1', 'SLCO2B1', 'HIST1H4J', 'UBA2', 'HK2', 'MLH1', 'MAATS1', 'DUSP16', 'CACNA1S', 'ARHGEF9', 'IRF2', 'MYO1D', 'BPIFA4P', 'EPHB3', 'HIST1H4K', 'LRRC3B', 'NHLH2', 'TGOLN2', 'ISG15', 'C1RL-AS1', 'XKR4', 'SAA3P', 'HDHD1', 'NBN', 'MAPRE1', 'LPGAT1', 'AMER2', 'ATP8A1', 'FLJ25758', 'GRXCR1', 'IPO5', 'ZNF502', 'NCL', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0017653619110491459
		RMSE:  0.25173274438657
		NRMSE:  0.09206141909982812
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11040193949010524
		RMSE:  0.1737457828578019
		NRMSE:  0.1664678101960314
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  LinearRegression
		Pearson Correlation:  0.8497345857928936
		Spearman Correlation:  0.77938896534861
		Coefficient of Determination:  0.7220488600397008
		RMSE:  0.13259920943566902
		NRMSE:  0.048492981800639635
		MAPE:  515.0477122921576
		Pearson Correlation:  -0.02117990463538697
		Spearman Correlation:  0.09460716467786381
		Coefficient of Determination:  -18.367957915018852
		RMSE:  0.725631425454088
		NRMSE:  0.6952357197850841
		MAPE:  530.2814740328989

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  RandomForests
		Pearson Correlation:  0.6129212724753924
		Spearman Correlation:  0.476920335914512
		Coefficient of Determination:  0.18356652588176814
		RMSE:  0.22725691473185022
		NRMSE:  0.08311034037882176
		MAPE:  154.7826051935556
		Pearson Correlation:  0.10282976864281752
		Spearman Correlation:  0.16021396775520894
		Coefficient of Determination:  -0.0790411688421846
		RMSE:  0.17127468353767877
		NRMSE:  0.16410022183888281
		MAPE:  95.01364834025748

Protein:  CDH1
x_train_column_count:  836
x_train columns:  ['TM9SF1', 'PPP1R3E', 'SNX4', 'ARHGAP5-AS1', 'LEMD2', 'PROCR', 'BRAF', 'PTGER3', 'ZFY', 'SNORD38A', 'CYP1B1', 'FMN1', 'IGLL1', 'ATP1B1', 'VILL', 'E2F5', 'GLOD5', 'HGSNAT', 'LYRM1', 'VWF', 'EIF2B2', 'SOX17', 'RPUSD4', 'GBF1', 'FCHSD2', 'HIST1H3D', 'C3ORF79', 'E2F6', 'CYBB', 'BRINP2', 'DLK2', 'C20ORF195', 'TAT', 'SRSF5', 'TRIP11', 'TAGLN2', 'CYP2B7P', 'RAP1B', 'ADGRG5', 'COLQ', 'C9ORF78', 'OR2A25', 'MEFV', 'ARX', 'MYLK', 'CLCA3P', 'ATF7IP', 'CSGALNACT2', 'C16ORF54', 'GALE', 'ABHD12B', 'CCNT1', 'TMEM50A', 'CCDC74B', 'ASTN1', 'LINS', 'CAP1', 'CCL20', 'MYO1D', 'C7ORF73', 'TAP2', 'PEBP1', 'SV2C', 'GEN1', 'ADA', 'NCF1', 'ASIC4', 'AIFM2', 'DGCR11', 'TAF6', 'MRPL28', 'NPTX2', 'PRR23C', 'C17ORF82', 'BPIFB6', 'SULT2B1', 'C17ORF97', 'FAM155A', 'GIPC1', 'LINC01098', 'VWA5B1', 'ZNF446', 'ZNF280B', 'LGALS9C', 'FGF16', 'SPTLC3', 'PHF12', 'USH2A', 'ARMC1', 'SLC26A3', 'C2ORF48', 'ZFYVE16', 'SUMO1P1', 'RAB2B', 'SIGLECL1', 'LINC00602', 'COL27A1', 'ANPEP', 'DGKQ', 'AQP3', 'GP1BA', 'SNORD116-23', 'CCDC54', 'EPHA4', 'PARD6G', 'SLC16A14', 'CYB5B', 'DOC2B', 'TCEAL3', 'GSPT1', 'OR51G2', 'FAM98C', 'ANKS4B', 'RGS10', 'GPR141', 'ASB16-AS1', 'TMEM163', 'PCNA', 'PRSS48', 'SNHG12', 'GABRB2', 'PMS2CL', 'BZRAP1', 'SI', 'LPCAT2', 'PRRC1', 'HECW2', 'RHBDD1', 'TYROBP', 'PRKAR1B', 'ZNF462', 'TP73', 'TXNL4B', 'GPER1', 'TIMD4', 'NEUROD2', 'CEP162', 'SNORD68', 'OSBPL10', 'PRDX3', 'BTLA', 'GRK6', 'GHRLOS', 'CD209', 'HGH1', 'RNPS1', 'LCN12', 'NBEAL2', 'ZNF594', 'SPACA1', 'IL2RB', 'RBP7', 'ZNF571', 'WASH7P', 'PTPN11', 'HAR1A', 'THUMPD3-AS1', 'SEMA4C', 'CCDC121', 'LBP', 'CNFN', 'PPP3CC', 'CRSP8P', 'SKIV2L', 'GNE', 'ANAPC4', 'TBX15', 'TOMM40L', 'PSORS1C1', 'SPATA2', 'CPEB2', 'THAP10', 'OR6C70', 'CALB2', 'LOC399815', 'EXOSC8', 'CNTNAP3', 'KLC4', 'IDH3B', 'SNTB1', 'RBMY1A3P', 'PPP2R3B', 'TMEM248', 'PTGR1', 'KRT37', 'LDOC1', 'BIRC3', 'SCFD1', 'LRWD1', 'NIPA2', 'NXNL2', 'SSBP1', 'WDR91', 'TNNI3K', 'KCNJ8', 'TRANK1', 'ARHGEF26', 'AGPAT9', 'ALDH16A1', 'ZCCHC10', 'NUP54', 'TMEM200C', 'SELK', 'SNORA52', 'GLRX3', 'SENP3', 'NDUFB9', 'PIAS1', 'PPAT', 'ZNF280A', 'SBSN', 'EPG5', 'MTERF4', 'RNF165', 'CST13P', 'SCRN2', 'TSPAN18', 'TBCK', 'KRTAP17-1', 'OR8I2', 'SGCZ', 'POLR1C', 'ENAH', 'LOC100132287', 'SNORD45B', 'DHX57', 'LOC100129935', 'ATP6V1G1', 'SLC44A5', 'RPS26', 'FAM179B', 'AGMAT', 'ZNF350', 'INSL5', 'GYS1', 'PPP2R5E', 'SUSD6', 'OR4C13', 'FAM102B', 'CEL', 'NUP85', 'KIAA1919', 'KIAA0020', 'IL21', 'ZNF207', 'COL11A1', 'ZNF638', 'MEIS2', 'ABCB5', 'C12ORF57', 'FOXL2NB', 'PURA', 'TAS2R46', 'VGF', 'TMEM55A', 'CRLF1', 'NUTM2A-AS1', 'LY86', 'COL6A4P1', 'LIN52', 'EPHB3', 'DHRS4-AS1', 'CHD1', 'DHH', 'ENO3', 'SAMM50', 'GAD2', 'SRP54', 'ZBTB1', 'IQSEC3', 'RPS6KA6', 'OIP5-AS1', 'BCO1', 'CAPN5', 'DUSP21', 'MRPL3', 'DPH7', 'DTHD1', 'PCDH17', 'DNAH5', 'PRIMPOL', 'ACAA2', 'RASSF2', 'CUL5', 'PCGEM1', 'TTTY11', 'BAZ2B', 'NCLN', 'ARHGEF18', 'DENND1B', 'AGT', 'ALDOA', 'GGT8P', 'KCMF1', 'CXXC5', 'SLC10A5', 'USP34', 'MARCH4', 'MAB21L3', 'STEAP1B', 'MTMR6', 'NEK2', 'SSTR4', 'NCBP1', 'ZBTB34', 'LRAT', 'DAW1', 'ZNF160', 'DLX6-AS1', 'PKIA', 'PAX6', 'PHGR1', 'ARHGAP11A', 'ATG7', 'LRRC37BP1', 'LEAP2', 'C9ORF142', 'ZNF415', 'RPRM', 'PAQR4', 'WDR93', 'ZNF280C', 'STEAP2', 'EPS15', 'SH3BP2', 'IFI6', 'PKLR', 'CDH19', 'SNORA65', 'KRT73', 'STAT6', 'KDM5A', 'SLC32A1', 'THAP5', 'MXRA7', 'FAM86JP', 'ALDH9A1', 'TGS1', 'FAM74A1', 'ZNF530', 'SPATA8', 'NPLOC4', 'GPR87', 'CHN1', 'TIMM8B', 'DOK5', 'BBS7', 'EIF6', 'TTL', 'SLC36A4', 'PRF1', 'ABRA', 'UBXN2A', 'EIF1AX', 'EIF2B4', 'MRPL1', 'GTF2H1', 'ABCG5', 'IGF2BP2', 'SEPT9', 'CSDE1', 'RFPL4B', 'AQP12B', 'MED25', 'AQP2', 'USP38', 'SDHAF3', 'ADD1', 'KIF26B', 'ATAT1', 'STAT3', 'ASB11', 'SEC23B', 'HERC1', 'IFNA13', 'HTN1', 'ZNF680', 'CYTIP', 'PIGO', 'BCL10', 'LDB1', 'MXRA8', 'METTL7A', 'GRM7', 'TCF19', 'PTGFR', 'ARSB', 'RAB15', 'ROS1', 'OIP5', 'ALPPL2', 'MAGI2', 'JMJD1C', 'FCHO2', 'SLC25A42', 'SERINC4', 'DICER1-AS1', 'BCL9L', 'COPS5', 'KRT80', 'CAV3', 'GGT3P', 'FHDC1', 'SH2D7', 'BCORP1', 'PDLIM5', 'ARSG', 'H1FX', 'DYTN', 'ZFP30', 'LOC100130331', 'NOL4', 'ATP5G1', 'LTBP2', 'CLDN7', 'ZNF587', 'ASB6', 'MAVS', 'DDT', 'COL1A2', 'HHIPL2', 'WFDC2', 'ZBBX', 'SCN1A', 'NIPAL4', 'SEPT2', 'RFT1', 'PFN4', 'OR52K2', 'RAB3A', 'H2AFX', 'LINC01128', 'COMMD5', 'EML4', 'MAGEA6', 'C2ORF50', 'COX19', 'EXOC5', 'TRIM13', 'CAPNS2', 'CNTN6', 'SNAP23', 'TCTA', 'HRASLS', 'UNC93A', 'REEP5', 'TDRD1', 'SNORD121A', 'HES5', 'MAP3K13', 'GNPDA1', 'VDAC3', 'FBXO6', 'TRAF4', 'RASSF8', 'TRIM66', 'C7ORF69', 'AOX1', 'GATS', 'THRSP', 'ARNT', 'AKAP3', 'CCNA2', 'SLC2A11', 'GSKIP', 'GSTM2P1', 'AMBRA1', 'SNORD123', 'FARP2', 'PTK6', 'SNX6', 'SVIL', 'TPD52', 'SH2D1A', 'MATN1', 'PLD5', 'SPAG11A', 'PTPN9', 'LDAH', 'MFN1', 'ADCK2', 'SNORD49A', 'MEOX2', 'TMEM167B', 'EVA1A', 'GPR52', 'SNORD1A', 'TTTY17B', 'CX3CL1', 'DOCK10', 'MTA3', 'SDF2', 'EMB', 'SFT2D3', 'SESN1', 'SMYD1', 'CLCN4', 'LRP12', 'WFDC11', 'SOX5', 'SLC25A14', 'ARHGAP1', 'SPATA25', 'ZNF781', 'STC2', 'PXDN', 'KIAA0226L', 'SYN3', 'TBCE', 'LILRA5', 'ABCA2', 'RNF19A', 'RSPH3', 'AATBC', 'ARID2', 'TPM1', 'ABHD2', 'C10ORF105', 'SNORD115-17', 'TRIP12', 'GSS', 'LOC344967', 'ZNF527', 'SLC26A11', 'KIF3C', 'HEG1', 'CLTCL1', 'RASGRF1', 'CLU', 'CCDC38', 'SLC26A4', 'CKM', 'THNSL1', 'XYLT2', 'CD3E', 'IKZF5', 'PCSK6', 'IGFBP2', 'ACOT1', 'SPPL3', 'SNX25', 'UNC13D', 'GSTO1', 'MRPS22', 'TBC1D3P2', 'KANSL2', 'ARRDC4', 'C16ORF46', 'KANSL1', 'APBA2', 'DIO3', 'GSTT1', 'LOC284578', 'ARHGAP35', 'PLN', 'CNOT3', 'DPY19L2P2', 'C1QTNF8', 'PHAX', 'NPAP1', 'CRELD2', 'KDM4A', 'SCN1B', 'ZNF770', 'WNT8A', 'AEN', 'HTT', 'KLHL33', 'SNAP29', 'MTCH2', 'AMDHD2', 'LMO3', 'AHCYL2', 'REXO1L6P', 'TTC21B', 'SNORA71C', 'XBP1', 'ATP6V1C1', 'RAB35', 'TMEM2', 'KLHL25', 'GPR3', 'SDF4', 'FCMR', 'FERD3L', 'KRTAP4-11', 'TMEM263', 'SETMAR', 'MRC2', 'ABLIM3', 'EDEM1', 'GPR160', 'TRNT1', 'HRASLS2', 'EMCN', 'NR1I2', 'PLIN3', 'TCEA2', 'KRT74', 'C10ORF32', 'NEIL3', 'TRAPPC11', 'DENND6A', 'ZNF830', 'C18ORF8', 'TRAPPC3', 'TSHZ3', 'GTPBP4', 'DCAF12', 'ZNF697', 'C1QTNF9B-AS1', 'KLHL40', 'HLA-J', 'NIPAL2', 'CYP26B1', 'SNORD45A', 'CTDSPL2', 'PRR19', 'PSMD5', 'AMER1', 'CCDC168', 'PNRC1', 'C2ORF54', 'CALHM1', 'CATSPERG', 'KCNMB3', 'FAM73A', 'SNORD79', 'PHOSPHO1', 'NXPH3', 'IFT27', 'SMCO1', 'VNN1', 'FBN3', 'GNA12', 'GNPTAB', 'RAVER2', 'TFCP2', 'HMP19', 'TMEM261', 'RNASE6', 'KCNN2', 'REST', 'GTSE1', 'SAYSD1', 'CCDC66', 'UBE2C', 'C8ORF82', 'POLR3GL', 'C6ORF1', 'TARS', 'CDHR5', 'FCRL2', 'EED', 'MAN2C1', 'ISX', 'SCD5', 'AGFG1', 'TRPT1', 'ULK1', 'TLE4', 'RRP1', 'LANCL3', 'SCARNA20', 'UBE2DNL', 'TNFRSF10D', 'TMEM201', 'ZC3H12C', 'GNPAT', 'LINC01551', 'CSN3', 'ZNF675', 'EMBP1', 'OR6C6', 'CD24', 'COL11A2', 'TMEM177', 'CAD', 'GNAS-AS1', 'A2M-AS1', 'ACTN1', 'TRIM10', 'C1R', 'MTHFR', 'LOC100128288', 'ILDR2', 'OMG', 'GLP2R', 'TSEN54', 'VPS36', 'RPSAP9', 'UNC5D', 'MED12', 'ABCC10', 'AWAT2', 'SNORD113-7', 'CBX2', 'LOC647859', 'SPEF1', 'LINC00298', 'OR51F1', 'SLC25A1', 'RPL31P11', 'XPO6', 'NANS', 'TBC1D2B', 'APMAP', 'LYSMD3', 'ZNF804B', 'ANGPTL5', 'UBE2V2', 'ABCA9', 'SLC7A2', 'FBRSL1', 'PRPF3', 'DCDC2', 'TIMM21', 'LRRK1', 'PLCD3', 'GNAI3', 'TEX10', 'PRMT6', 'ERMP1', 'SERPINA7', 'E2F7', 'TSR2', 'POR', 'DIRC1', 'POU6F2', 'GCNT1', 'ELL3', 'SYTL5', 'MBOAT2', 'MCPH1', 'PHLPP1', 'SNCG', 'MMP7', 'ARFGAP3', 'CALCOCO1', 'SORBS1', 'SDHD', 'PEA15', 'G3BP2', 'MLH1', 'RBMY1A1', 'C10ORF107', 'METTL7B', 'FDX1L', 'DHODH', 'HIRIP3', 'RBMXL3', 'SCNN1G', 'MGAM2', 'SEC14L3', 'HHIPL1', 'HOXB13', 'FASTKD5', 'C17ORF105', 'CLTC', 'HEPHL1', 'CSN1S1', 'KRT81', 'TSPAN17', 'JAM2', 'ANKRD34C', 'C9ORF116', 'RASSF4', 'FER', 'RAB6C', 'CLEC1A', 'NT5C3A', 'CEP131', 'RFPL1S', 'RTP4', 'TBC1D3H', 'NEDD9', 'MYO9B', 'FAM46A', 'CSRP1', 'ACER1', 'PIFO', 'FGD3', 'TTTY9B', 'BACE1', 'COQ3', 'PZP', 'CCL27', 'MBTPS2', 'CEP350', 'SAP30L', 'PIGA', 'LOC340017', 'CTRB2', 'RPS6KA2', 'CHRNA9', 'RXFP2', 'BCL3', 'TRADD', 'OR4K17', 'UBALD1', 'HYPM', 'MAP3K4', 'LINC00879', 'DNAH7', 'ATG5', 'SNORD18B', 'CYP2B6', 'SFTPA2', 'PQBP1', 'GPR156', 'MED14', 'UPF3B', 'ATG101', 'ZNF628', 'SUSD5', 'PLEKHG7', 'C7ORF31', 'DCST1', 'SERPINB1', 'CHAC1', 'SLC6A1', 'PDIA6', 'SELV', 'CD19', 'RBM41', 'TAF8', 'CYB5D2', 'TUSC5', 'RFESD', 'ATP13A2', 'HOXB1', 'ECHDC1', 'CADM4', 'INTS8', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1648542010437435
		RMSE:  1.2077311247232185
		NRMSE:  0.19230774891296748
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01787767410405383
		RMSE:  1.1768276141426715
		NRMSE:  0.21349508619837296
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.119011303751291
		NRMSE:  0.17818083878718685
		MAPE:  552.7314487209006
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06543533401046742
		RMSE:  1.204005869039757
		NRMSE:  0.21842565020132743
		MAPE:  371.74257556440244

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  4.16653721711603e-15
		NRMSE:  6.634402116359399e-16
		MAPE:  4.108255176655656e-12
		Pearson Correlation:  0.3442957506210036
		Spearman Correlation:  0.36968790134540336
		Coefficient of Determination:  -1.936021725689347
		RMSE:  1.998686543859518
		NRMSE:  0.3625932556618987
		MAPE:  1205.952525415562

	Predictor:  ElasticNet
		Pearson Correlation:  0.6665067734765757
		Spearman Correlation:  0.6583198440866431
		Coefficient of Determination:  0.3491007065727112
		RMSE:  0.902799632563904
		NRMSE:  0.14375332514313302
		MAPE:  438.70966443766395
		Pearson Correlation:  0.6702329755571393
		Spearman Correlation:  0.46245713786954956
		Coefficient of Determination:  0.2853513773589328
		RMSE:  0.986078152385534
		NRMSE:  0.17889012597248538
		MAPE:  264.0535879983287

	Predictor:  RandomForests
		Pearson Correlation:  0.7542353343021418
		Spearman Correlation:  0.7065713923139662
		Coefficient of Determination:  0.5639349527593356
		RMSE:  0.7389415925213422
		NRMSE:  0.1176621114807398
		MAPE:  243.94127361843556
		Pearson Correlation:  0.770205054508901
		Spearman Correlation:  0.514126181760191
		Coefficient of Determination:  0.5286082096226414
		RMSE:  0.8008590054940639
		NRMSE:  0.145288452068877
		MAPE:  195.03862837423637

Protein:  CDH2
x_train_column_count:  474
x_train columns:  ['ZDHHC18', 'KIR2DL3', 'NQO2', 'GRK7', 'DNAH10', 'ATP6V1C2', 'ZBTB6', 'BAIAP2L1', 'ADCK3', 'SNORD114-16', 'UNC79', 'METTL12', 'FGL2', 'MUTYH', 'CMTR2', 'KPNA7', 'PNPLA6', 'RBM7', 'ERMARD', 'ASCC3', 'WNT16', 'MOGAT1', 'GCM1', 'PLA2G4F', 'ZPR1', 'FAM177B', 'LRIT3', 'SLC25A19', 'TLL1', 'SYT17', 'C4ORF32', 'RPL27', 'TTTY21', 'ACSM4', 'MGAT5', 'MRPL27', 'BTN1A1', 'KLK10', 'HAVCR1P1', 'EIF4E2', 'TSTD1', 'LOC646813', 'FILIP1L', 'SNHG10', 'DSCAM', 'LINC00928', 'RAET1E', 'PPAT', 'ZPBP', 'HAPLN2', 'CUX1', 'CIB2', 'NINJ1', 'H3F3AP5', 'UNKL', 'BAZ2B', 'NAB1', 'SSTR5-AS1', 'PRSS58', 'GPR85', 'RABGGTA', 'FJX1', 'TMED7-TICAM2', 'GBA3', 'LMBRD2', 'C5ORF63', 'KGFLP1', 'AKAP6', 'NXF2B', 'RORB', 'KIF3B', 'DACH2', 'RCC2', 'MMP12', 'LINC01341', 'CXCL13', 'AUNIP', 'ORMDL2', 'PRSS41', 'PLAG1', 'TEX15', 'MLIP', 'TLR9', 'ZFP69B', 'AMZ2P1', 'COCH', 'ZNF624', 'LYZL4', 'CRABP2', 'TMX3', 'PGAM1', 'SNORA15', 'C19ORF48', 'PRNT', 'CHCHD6', 'LINGO2', 'FLVCR2', 'AVPI1', 'STRA13', 'SELM', 'RPAP2', 'CLYBL', 'CHCHD10', 'PCDHA7', 'RPL14', 'MOCS1', 'ZNF619', 'FLJ13224', 'UBE2L3', 'FKBP3', 'KIAA2022', 'IRGC', 'CHRFAM7A', 'SEPT10', 'LRR1', 'TRIM3', 'CSTF3', 'SSTR2', 'SNCG', 'C20ORF195', 'FAM169A', 'SSX2IP', 'MICAL3', 'MRPS31', 'STAC3', 'DNAJC15', 'C11ORF84', 'CDC42SE2', 'NKIRAS2', 'PTPRVP', 'RBM12B', 'CMPK2', 'ABCC5', 'NVL', 'CACNB2', 'TACSTD2', 'NLRP8', 'HIST2H2AC', 'DNAJB6', 'INHBA-AS1', 'SNORD119', 'ZNF382', 'MS4A13', 'C1ORF116', 'MIB2', 'OPN5', 'LOC148709', 'TAX1BP1', 'LAMTOR1', 'ZNF564', 'CD300LG', 'GNB1L', 'PPDPF', 'OR2J2', 'LDLRAD2', 'S1PR5', 'PCDH7', 'NKTR', 'CTHRC1', 'PRSS33', 'RAB8B', 'LRRC57', 'FBXL22', 'RBP3', 'HHLA3', 'PDIA5', 'ECT2L', 'ARNTL', 'SNORD116-1', 'ITSN1', 'USP16', 'C9ORF171', 'EPM2AIP1', 'SMARCE1', 'BCL2L1', 'CDKN2D', 'APOC2', 'LINC00620', 'TUBB6', 'BPIFA1', 'MAD2L2', 'RPS23', 'OPHN1', 'NTM', 'SAP30L', 'MIS18A', 'MAPT-AS1', 'CPT1A', 'SLC26A2', 'ELF4', 'INSL5', 'PRKRIR', 'GSTZ1', 'CDC37', 'LYPLA1', 'UBE2D4', 'FAM71A', 'MRPL20', 'TPX2', 'C17ORF85', 'LINC00189', 'TCEAL1', 'SNORA70', 'C1QBP', 'MIR155HG', 'FAM84A', 'TEAD1', 'C6ORF163', 'MYOM2', 'ITGB3', 'CERCAM', 'TAF4B', 'TRA2A', 'RAB43', 'RNF17', 'GFRA1', 'EPC1', 'LINC00652', 'AQP8', 'RTCB', 'MYH7', 'ZNF784', 'DCANP1', 'RPS27L', 'TICRR', 'EHBP1L1', 'FAM228A', 'POMP', 'ELMSAN1', 'MTCL1', 'ARHGEF16', 'OR51G1', 'GOLGA6L6', 'ITGA3', 'RPL23AP53', 'PSME3', 'CMTM5', 'FAM179B', 'DRAIC', 'BDP1', 'LOC728554', 'ZNF565', 'USH1C', 'C5ORF28', 'DHCR7', 'TRIM50', 'HDX', 'FAM126A', 'RAD9B', 'GINS4', 'PCYT1A', 'RRAGA', 'PRDX5', 'RBM24', 'PCDHGA5', 'TNFSF4', 'GPD1L', 'GOLGA3', 'DLX3', 'SOSTDC1', 'FCN2', 'HSPB11', 'SPRY2', 'MBD5', 'TTTY1B', 'OR6C75', 'SMTNL1', 'PGPEP1L', 'SOD2', 'COL24A1', 'SNX24', 'MORF4L2', 'IL17RC', 'TNFRSF4', 'TAS2R13', 'IRF4', 'DKK2', 'SLC10A6', 'PITPNA', 'S100G', 'WDR72', 'ATP7B', 'HNRNPUL1', 'ADARB2', 'CAMKMT', 'SNORD29', 'HIF1A', 'CCDC113', 'POLD1', 'HSBP1', 'BPY2', 'BTNL9', 'OR4N4', 'FAM178B', 'PHLPP1', 'TAAR8', 'GID8', 'CDH11', 'PXT1', 'TM4SF1', 'CTNNA2', 'ANXA2R', 'PLAC1', 'TCP10L2', 'IL24', 'LINC01599', 'CGA', 'FOXN2', 'MESTIT1', 'SRD5A3', 'NCL', 'PITX3', 'CTAG2', 'PAX2', 'BCRP3', 'FAM201A', 'CAAP1', 'SNRPD3', 'ADAD1', 'SCAND2P', 'LIN52', 'CACFD1', 'FAM120B', 'LOH12CR1', 'C1ORF189', 'RBBP9', 'CYB561A3', 'TOB2P1', 'DNAJC10', 'SLC45A2', 'P4HB', 'OTUD5', 'LINC01558', 'PPRC1', 'PRG2', 'SNORD35A', 'LOC400043', 'MIPEP', 'GNB1', 'TULP2', 'TIMM9', 'FAM222A', 'DAPK3', 'PRR23C', 'DTNA', 'ARL10', 'CDHR1', 'SMC6', 'NLGN2', 'COA7', 'DNAI1', 'KCTD2', 'RNF169', 'RAD18', 'PURB', 'ADAR', 'IL17C', 'TSPEAR-AS2', 'PNPLA8', 'ADPRM', 'WFDC8', 'CD27-AS1', 'CMIP', 'ESCO2', 'TMEM141', 'CLCF1', 'CA5B', 'SNORD111B', 'STRADA', 'DPP4', 'COQ5', 'SLC22A9', 'SPOCK2', 'DYNLT3', 'ELMOD3', 'DCP2', 'UBE4A', 'ING2', 'PTGDS', 'SLC6A1', 'ERCC6L', 'OR6C2', 'FAM196A', 'PTPRU', 'HMGN3', 'LRRC47', 'RPL6', 'MAD2L1BP', 'GSR', 'KIF22', 'LINC00113', 'DKKL1', 'TRMT5', 'PPP3R2', 'RNF168', 'GLDC', 'TACR3', 'SRFBP1', 'SPATA2', 'ATG4B', 'DDX28', 'EFNB3', 'RBM28', 'XAGE5', 'SPATA20', 'TMEM241', 'ZNF735', 'C15ORF61', 'PSG11', 'FAM110B', 'RAD51D', 'LINC00298', 'SNORA8', 'CERS4', 'NPIPB5', 'KRT36', 'JADE2', 'PPP3CB', 'JRK', 'CDNF', 'SAP30', 'CCK', 'PDIK1L', 'MPP7', 'OR4L1', 'PAG1', 'SLC7A6OS', 'FMNL1', 'SAP30BP', 'STARD5', 'PNPLA7', 'PNLDC1', 'CYP2S1', 'LOC113230', 'DBR1', 'ZNF562', 'TMF1', 'HMGN2P46', 'HIST2H2BA', 'CIDEB', 'FAM58BP', 'LOC284441', 'CCDC150', 'SNAPC1', 'P2RY13', 'PALM2-AKAP2', 'TSSC2', 'KIAA1324L', 'TM9SF2', 'CHRNA3', 'AES', 'ZMYM4', 'COL19A1', 'NECAB1', 'LEPR', 'TCP11L2', 'LRRTM1', 'C10ORF131', 'HEPHL1', 'RTP5', 'CEACAM22P', 'LCN15', 'SPATA41', 'EFEMP1', 'GOLGA7', 'MCTS2P', 'S100A7L2', 'BASP1', 'FABP3', 'FOXD1', 'MTG1', 'SOBP', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011628294333081435
		RMSE:  0.38156283556505555
		NRMSE:  0.1382574228440668
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.013534078125908788
		RMSE:  0.33551468363995024
		NRMSE:  0.17308132332546644
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  LinearRegression
		Pearson Correlation:  0.9345803155500924
		Spearman Correlation:  0.9143781294206099
		Coefficient of Determination:  0.8734205294335077
		RMSE:  0.13496999169379503
		NRMSE:  0.048905714795925447
		MAPE:  2593.6941091747017
		Pearson Correlation:  -0.011339821696640436
		Spearman Correlation:  0.1199591017344356
		Coefficient of Determination:  -116.47888465329478
		RMSE:  3.6122039329980686
		NRMSE:  1.8634207899994162
		MAPE:  2603.234522203429

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  RandomForests
		Pearson Correlation:  0.5401107096222652
		Spearman Correlation:  0.4901312975090961
		Coefficient of Determination:  0.17750205196522295
		RMSE:  0.3440511353274133
		NRMSE:  0.12466524216516173
		MAPE:  819.7506995313666
		Pearson Correlation:  0.11267855985203902
		Spearman Correlation:  0.11941545405803064
		Coefficient of Determination:  -0.027972760853781198
		RMSE:  0.33789608296048523
		NRMSE:  0.17430981127506356
		MAPE:  144.17262702330785

Protein:  CDH3
x_train_column_count:  75
x_train columns:  ['DEK', 'NCSTN', 'PTGFRN', 'ARID5A', 'C11ORF54', 'ERP44', 'C10ORF95', 'NCK1', 'COL4A4', 'FIG4', 'PGBD2', 'ZBTB9', 'MYL9', 'OR4N5', 'SMPDL3A', 'MPP3', 'NRG4', 'ARHGEF10L', 'KRT24', 'ABCA11P', 'EVPL', 'KRTAP19-7', 'ZNF443', 'PRIMPOL', 'CHERP', 'TNFRSF11B', 'SH2D5', 'OR8G2', 'FGF21', 'TMEM155', 'FUT9', 'CTSS', 'ABCF1', 'SESN2', 'EEF2K', 'JAK3', 'LOC728323', 'TMEM194B', 'MYH9', 'ATP6V1C2', 'ITGA4', 'LOC646813', 'ZC3H11A', 'DCTN2', 'DIAPH3', 'HPN-AS1', 'DYTN', 'GLTSCR1L', 'OR5B17', 'ISLR2', 'IQCF3', 'MMGT1', 'KRTAP5-7', 'FRMPD1', 'EMP2', 'CELSR3', 'TCTEX1D1', 'NCAPH2', 'MTX1', 'COQ9', 'KLF2', 'GPR27', 'DDX11L2', 'PRRT4', 'FRA10AC1', 'LINC00202-1', 'CCR2', 'ADRA1D', 'CRHR1', 'MTMR8', 'CHRNB1', 'FBLN7', 'OR2T33', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006306553616452382
		RMSE:  0.206558346691537
		NRMSE:  0.1472115018398285
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056823148221427866
		RMSE:  0.21361844422784051
		NRMSE:  0.19012980777528213
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  LinearRegression
		Pearson Correlation:  0.5556142116268171
		Spearman Correlation:  0.5492786144144268
		Coefficient of Determination:  0.30870641730065607
		RMSE:  0.171202010683267
		NRMSE:  0.12201349165676054
		MAPE:  464.243934618791
		Pearson Correlation:  0.22089913446530296
		Spearman Correlation:  0.332834573997182
		Coefficient of Determination:  -0.18160088338132208
		RMSE:  0.22587751055212388
		NRMSE:  0.20104091581263137
		MAPE:  736.2405051697227

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  RandomForests
		Pearson Correlation:  0.5531505604608413
		Spearman Correlation:  0.5524297636979038
		Coefficient of Determination:  0.23786963364234948
		RMSE:  0.1797596572307162
		NRMSE:  0.12811241731453468
		MAPE:  386.2369377145887
		Pearson Correlation:  0.4497677818371236
		Spearman Correlation:  0.37440616466539484
		Coefficient of Determination:  0.09943276643398002
		RMSE:  0.19719489144391994
		NRMSE:  0.1755121236839987
		MAPE:  479.0213796241532

Protein:  PTEN
x_train_column_count:  886
x_train columns:  ['MYCT1', 'CACNG6', 'ERCC1', 'UNC13D', 'LOC91450', 'WBSCR27', 'AADAC', 'EGFL8', 'ACBD4', 'LGALS12', 'EHF', 'ZNF155', 'KCNK16', 'CARD9', 'ATP5SL', 'PCDH20', 'OR51D1', 'KDELR2', 'LIPF', 'PIWIL4', 'ZRANB3', 'BAHD1', 'GRIK1', 'RINL', 'JADE3', 'IER2', 'SNORD116-3', 'FZD5', 'GNG7', 'TCEANC', 'KRTAP23-1', 'OR4C46', 'CLDN11', 'TMEM63C', 'PLK4', 'RAB34', 'TSG1', 'MPP5', 'NOX3', 'TNIP1', 'VCPIP1', 'RALBP1', 'IMP3', 'SYNDIG1', 'PRCC', 'PDHB', 'KPNA6', 'GOLGA7', 'SLC25A3P1', 'SUN5', 'R3HDML', 'HK2', 'PHF6', 'PIP4K2A', 'CROCCP2', 'SLC6A9', 'LINC00032', 'XPO6', 'FAM161B', 'HSBP1', 'ZNF676', 'SENP8', 'POLR3B', 'RFNG', 'GALNT13', 'MSX2P1', 'DMBT1', 'FAM98C', 'ADGRG3', 'CYP21A2', 'RP2', 'UNC5CL', 'YIPF5', 'SCGB1B2P', 'PADI1', 'TCAIM', 'RLN1', 'PGAP2', 'DGKD', 'SMAD6', 'CHIC1', 'TCEAL3', 'ST6GALNAC5', 'ISM1', 'PTBP3', 'PCDHGA2', 'CORO6', 'IER5', 'CENPP', 'KRT32', 'ZNF791', 'FER1L5', 'SMCR5', 'RPS2P32', 'GID8', 'ZDHHC13', 'GTPBP1', 'AARD', 'PCDHA4', 'SPRR2C', 'ZNF581', 'TMEM263', 'SPPL2A', 'SNAR-H', 'CARNS1', 'ARMT1', 'CAB39L', 'FAM179B', 'WNK1', 'XRCC4', 'PRR35', 'SH2D1B', 'LMOD3', 'REXO2', 'MRPL3', 'SIRT7', 'TTLL11', 'PRMT5', 'SLC8A3', 'XKR6', 'BCL2', 'PAX1', 'MMP1', 'GPIHBP1', 'DACT1', 'SYNRG', 'FOXM1', 'G6PC2', 'IQGAP3', 'GDPD5', 'DDC', 'MYO15A', 'MIA2', 'TMEM136', 'MPDZ', 'SLC6A1', 'COG3', 'LINC01591', 'ADGRF5', 'NKG7', 'ERGIC2', 'COX11', 'COX7B', 'SNORD114-20', 'PTGS2', 'SCCPDH', 'ST8SIA2', 'FAM162B', 'SMIM15', 'HS3ST1', 'ZBED2', 'TMEM59L', 'PRKCE', 'TMEM219', 'LOC645166', 'PDE3B', 'JAKMIP3', 'MIB1', 'RAB11FIP2', 'LAT2', 'DPH3', 'ZNF835', 'GPR19', 'SNX29', 'ZNF883', 'ESCO2', 'MRPS23', 'FFAR2', 'EEF2', 'ZDHHC17', 'SLCO6A1', 'IDH3A', 'GNB1', 'SEC63', 'ARFGAP1', 'VN1R4', 'WARS', 'SRSF8', 'CTSO', 'SLC32A1', 'SQRDL', 'TAF9', 'LINC00667', 'STARD3NL', 'CTDSP2', 'RPUSD4', 'TUBG2', 'LOC728392', 'ACPP', 'CACNG1', 'PSMA8', 'CDK5RAP3', 'GBA2', 'VPS51', 'XG', 'KLHL24', 'WDR60', 'SKAP1', 'DOCK2', 'MIR17HG', 'TMEM179', 'SNORD116-23', 'TBC1D3H', 'C9ORF64', 'C9ORF153', 'MAZ', 'NEU2', 'NT5C1A', 'FAM69B', 'ARMCX5', 'IL2', 'ZNF774', 'PDZD7', 'MS4A8', 'CEP290', 'ATXN7L3', 'IFI44L', 'MUL1', 'CCSER2', 'RUVBL1', 'CDH24', 'ZCCHC13', 'CRLF2', 'RHOBTB2', 'SLCO4A1', 'CSPG4', 'DYNC1LI1', 'TTTY17A', 'CPPED1', 'PRDX3', 'MORC1', 'TMCC3', 'GPR89A', 'C20ORF85', 'KDM3A', 'EXPH5', 'DNM3', 'MED1', 'TMEM156', 'KRT72', 'GSTZ1', 'HSFY1P1', 'C17ORF98', 'PEX11A', 'HLX', 'CIB1', 'LOC613037', 'TTC33', 'SPATA33', 'ZNF184', 'ARL14', 'LINC00298', 'EFHC2', 'PCDHB19P', 'OR10A4', 'POU4F1', 'FAM35A', 'DDX17', 'SLC25A20', 'AKNAD1', 'PPP1R1A', 'NELL2', 'VPS35', 'FBXO44', 'COX4I2', 'RPAIN', 'SLIRP', 'DNAJC1', 'STRADA', 'KCNQ3', 'BBC3', 'TFIP11', 'CLNS1A', 'ZNF514', 'MATR3', 'NHS', 'LINC00893', 'B4GALT7', 'PNISR', 'RBP3', 'MMAA', 'POC1B', 'HABP2', 'MGAM2', 'PVRL3', 'TFAMP1', 'SPNS2', 'DUSP4', 'PTDSS2', 'C1ORF95', 'SNF8', 'MOCS3', 'POLR2J', 'CCNB2', 'COA3', 'GIMAP4', 'SPAG4', 'BAK1', 'PAPOLG', 'TRAPPC2', 'GPR132', 'RCN3', 'ERLIN2', 'IQCJ', 'ISOC2', 'FDXR', 'RNF213', 'DCAF4L2', 'SMG1P3', 'MYBL2', 'WNK3', 'MB21D1', 'TRIM74', 'PLAA', 'PRL', 'FOXI1', 'GJB1', 'PIK3CD', 'TBCEL', 'C10ORF10', 'GALNT8', 'TTC31', 'RDH8', 'MEF2C', 'BAG3', 'SYT13', 'TMPRSS11D', 'MARCKSL1', 'C9ORF116', 'TCHH', 'MRPL21', 'TRAPPC1', 'ABCC10', 'MAGEA3', 'SNORD102', 'SPOP', 'BAG4', 'ZNF131', 'CARS', 'SPATA32', 'LINC01465', 'PCDH10', 'MEIS3P1', 'PTCD3', 'SCAND1', 'LOC202181', 'TCIRG1', 'ADRBK2', 'RSPRY1', 'PIK3R5', 'MGAT1', 'C3ORF79', 'TSC2', 'IZUMO4', 'OR2T2', 'SYCE1', 'ZNF772', 'TP63', 'NOC4L', 'GLRA4', 'SFRP4', 'F13B', 'GSTA5', 'NLN', 'IQUB', 'WARS2', 'OR4E2', 'IMP4', 'SNAR-A2', 'STXBP1', 'NUDT4', 'LURAP1', 'MDH2', 'FIBP', 'CCNT1', 'FGFBP2', 'APPBP2', 'NDNL2', 'FASTKD1', 'RAB4B', 'ZNF816', 'PITX3', 'CHRNB1', 'MYLK', 'SESN3', 'PIP5K1B', 'ASH2L', 'PLOD1', 'ARHGEF25', 'PCBD1', 'VTN', 'SEC13', 'TRIM53AP', 'GKN2', 'NPW', 'YEATS4', 'PPM1E', 'SULT1A1', 'DUX4L6', 'OSR2', 'INPP5E', 'CCDC13', 'FAM3C', 'CHRNA10', 'ECEL1', 'TMEM14E', 'TYRP1', 'CRP', 'SUOX', 'CHID1', 'TNC', 'NINL', 'RHBDD2', 'ARL6IP5', 'CATSPERB', 'C16ORF71', 'RBFA', 'MMADHC', 'CCDC102A', 'MMGT1', 'MYT1', 'REC114', 'TTTY17B', 'SLC25A51', 'WDR27', 'DNAJB14', 'GAS2L1P2', 'SNORA53', 'TMIGD1', 'EXOSC8', 'SSR1', 'TMEM126B', 'ILKAP', 'CDHR5', 'ISCA2', 'TLR1', 'RAB24', 'OR6W1P', 'YARS2', 'XRCC2', 'KRT10', 'CARD11', 'PSMA4', 'DNAJC5G', 'C11ORF86', 'MFSD12', 'KDF1', 'TIMM22', 'TMPRSS9', 'TBL2', 'MNX1', 'CDC34', 'NUDCD2', 'OR10K1', 'QSOX2', 'RASSF7', 'AADACP1', 'GPC5', 'NUDT5', 'GMPR', 'CCDC153', 'ASIC5', 'EPB41L4A-AS2', 'ACER2', 'GCG', 'MAGEB3', 'MIR100HG', 'PKIA', 'TMEM92', 'GOT2', 'AFAP1', 'UBASH3B', 'LAMA1', 'PRR15L', 'JMY', 'FAM65A', 'TMEM170A', 'ZNF70', 'RPF2', 'ATP5L', 'DUSP7', 'TMPRSS6', 'OR2T3', 'SLC4A4', 'ST13', 'TPPP3', 'ZNF718', 'C8ORF74', 'B3GALNT1', 'OSTF1', 'ABI1', 'ACOX3', 'CEP44', 'GPD1', 'ZNF517', 'CGRRF1', 'ATP1A1', 'DUSP5P1', 'SNORD67', 'TCF4', 'CT47A9', 'RUNX1', 'FAM171A2', 'HIST1H2AB', 'TMEM79', 'ROCK1', 'GTDC1', 'CD248', 'CENPO', 'NPR1', 'VPS72', 'DYNAP', 'COA7', 'TNFAIP2', 'ZBTB47', 'IKZF1', 'MRAS', 'FANCL', 'MRGPRF', 'TMX1', 'POMK', 'SNORD115-39', 'PRTG', 'OTOR', 'SEPHS1P1', 'KRT73', 'CSDE1', 'UBN1', 'TSPY2', 'EVI2B', 'ERAS', 'PMS2P5', 'SNORD82', 'RFXAP', 'BSN', 'ATXN1L', 'DDIT3', 'MUS81', 'GTF2H1', 'BNIP2', 'BTN1A1', 'COG6', 'LOXL1', 'LINC00696', 'C1ORF204', 'ATP1A1-AS1', 'ATHL1', 'LYRM4', 'ECE1', 'TUBB4B', 'PTTG1IP', 'LIN52', 'NUTM2A-AS1', 'ZWINT', 'AUNIP', 'SPRED1', 'METRNL', 'GPD1L', 'BMS1P20', 'GYS2', 'GSTA2', 'ZSWIM2', 'YBEY', 'SLAMF7', 'GDA', 'TRIAP1', 'TOMM22', 'MYH10', 'CWC25', 'SNORD113-9', 'ANAPC1', 'IL23A', 'MORN5', 'GAGE2D', 'OR4F21', 'TUBA1C', 'FAM133CP', 'CST1', 'ADCY10', 'AZIN2', 'OR6B3', 'RAB5B', 'OPALIN', 'HTR2A', 'DCTN5', 'C1QTNF4', 'HAMP', 'FIGNL1', 'WDR36', 'SLC2A10', 'FRMPD1', 'NHLRC1', 'IQCC', 'ATXN2L', 'SC5D', 'LANCL1', 'CELA2A', 'RPA4', 'LBH', 'CAPRIN1', 'UGT2B10', 'LDB1', 'EPHA7', 'ZMYM5', 'HNF1B', 'ISLR', 'ENTHD2', 'DPP7', 'C1ORF140', 'GTF3C2', 'TP73-AS1', 'FADD', 'ACSM3', 'OR2AE1', 'NT5DC2', 'TNFAIP3', 'DCLK1', 'SLX1B', 'TMEM161A', 'GALNT11', 'PSG7', 'ADAMTS19', 'MAK16', 'KLHDC1', 'FGF12', 'TREML3P', 'ACOT7', 'SPAG11A', 'TDRD3', 'ZNF398', 'KRTAP4-4', 'SP5', 'ZNF286A', 'SLC26A1', 'OR1S2', 'TAAR6', 'LILRA2', 'REM1', 'CDR2L', 'SERTM1', 'C11ORF49', 'TMEM223', 'FER', 'SNORD46', 'TCTA', 'NIPSNAP3A', 'PPIL1', 'HLA-DQB1', 'CD320', 'C14ORF37', 'CDKAL1', 'SHKBP1', 'LBHD1', 'DNM1L', 'LRRC74A', 'FAM110C', 'ALG9', 'SUGP2', 'CFAP52', 'INO80B', 'CHKB', 'SFT2D2', 'TEX2', 'DEFB113', 'ST6GALNAC1', 'BTBD1', 'FRY', 'OR52B6', 'EXOSC5', 'MSTN', 'ULBP2', 'PAF1', 'ANKRD30BL', 'HSP90AB1', 'PSG5', 'C14ORF177', 'MCPH1', 'COX7A2', 'C5ORF24', 'RPN2', 'THSD1', 'ZSCAN4', 'TUBA3E', 'NTRK1', 'KLHL12', 'RNF168', 'LECT2', 'DDX10', 'HTR1A', 'LOC100128573', 'ENPP5', 'TM9SF3', 'TAC4', 'CANX', 'PKIG', 'SRP68', 'CCBL1', 'VIM', 'C8ORF76', 'GBA3', 'TMEM39A', 'TMEM150C', 'INTS4', 'PADI3', 'TIMM17A', 'EEF1E1', 'BMP5', 'ACOT2', 'UBXN1', 'COASY', 'GAGE12F', 'CCT4', 'ACTG2', 'PPP3CB', 'KIAA1045', 'CLDN23', 'DLGAP2', 'LOC644936', 'ASB1', 'SH3BGRL3', 'SNORA70B', 'SLC22A5', 'C21ORF58', 'ZBTB1', 'PXYLP1', 'CDK8', 'MAGEA2', 'USPL1', 'CENPC', 'HIST1H2BF', 'ATP5O', 'RAX', 'CFAP44', 'PWAR5', 'TAF7', 'ANKRD31', 'SEMG2', 'ADAM15', 'LMNTD2', 'HIST1H3C', 'RNF41', 'ARL6IP4', 'HOXA5', 'CLEC16A', 'KIF18A', 'HBD', 'SAP30BP', 'FAM103A1', 'MRPL36', 'FAM8A1', 'ZNF236', 'NUDT7', 'CTXN2', 'PRAMEF10', 'PTK2B', 'CRYM-AS1', 'ATP11A', 'SNORD33', 'SLC25A24', 'STAM2', 'ZRANB2', 'SEBOX', 'HDHD2', 'COL7A1', 'TMED10', 'ZG16B', 'CELF1', 'PRSS38', 'GSAP', 'DDX26B', 'KRT8P41', 'LAP3', 'PTMA', 'BGN', 'APLNR', 'FOXH1', 'CLK1', 'INPP5F', 'NCS1', 'ZNF704', 'SETDB2', 'BHLHE40', 'SUPT4H1', 'C8A', 'SPDYA', 'WDR44', 'PMP22', 'GAS2L1', 'RAB8A', 'MTERF4', 'BTN3A3', 'ACSS3', 'BCRP3', 'PRELP', 'STUB1', 'C1ORF52', 'FAM26D', 'SLC9A7', 'SMAD1', 'CLEC3A', 'PFN1P2', 'KATNBL1', 'C9ORF91', 'GPR82', 'RASL11B', 'NUDT19', 'TMEM86B', 'CHD2', 'CYP2A6', 'WDR49', 'UBAC1', 'PSMB5', 'PAEP', 'MARCH11', 'MDK', 'CLEC1B', 'PRKCH', 'HYKK', 'PRDX5', 'TSC22D3', 'TMEM53', 'ZMYND8', 'INPP5B', 'ZNF512', 'NRSN1', 'ME2', 'PLP1', 'SKOR1', 'C4ORF32', 'TTC39C', 'SCARNA8', 'PCDHGA12', 'WFDC8', 'SF3B5', 'CDK12', 'MCM7', 'STAP2', 'PSMA5', 'ADPGK', 'BEST1', 'NUCB2', 'CUX2', 'POGK', 'GLT8D2', 'PHLDB1', 'LRRN4CL', 'SPAM1', 'SUSD1', 'TCTN2', 'C20ORF203', 'SPAG8', 'PTGFRN', 'NFS1', 'ALOXE3', 'LOC400043', 'GRAMD2', 'SYN1', 'HGC6.3', 'OR4C45', 'ZNF582', 'CHAC1', 'FAM169B', 'SNORD115-16', 'ARFGEF3', 'NAPA', 'THNSL1', 'L3MBTL3', 'PDRG1', 'FANCD2OS', 'ANKRD34A', 'RAET1G', 'PLAG1', 'RARB', 'FAM46C', 'KLF4', 'HSD17B1', 'ADIRF', 'KRTAP19-5', 'PDSS1', 'GLYCTK', 'ZNF771', 'RPL27A', 'NOP14-AS1', 'CHST2', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04663541191913323
		RMSE:  0.5747314783713694
		NRMSE:  0.11117523181123673
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02346833201832421
		RMSE:  0.7542692946958974
		NRMSE:  0.11793750210239971
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.836180148993898e-15
		NRMSE:  5.486266150173898e-16
		MAPE:  4.954644167442671e-12
		Pearson Correlation:  0.08364931039387462
		Spearman Correlation:  0.18332148779909974
		Coefficient of Determination:  -1.67503868241333
		RMSE:  1.2194226488989386
		NRMSE:  0.1906688529276739
		MAPE:  913.3000452927135

	Predictor:  ElasticNet
		Pearson Correlation:  0.40632588562021016
		Spearman Correlation:  0.4020787805399903
		Coefficient of Determination:  0.055722742228523026
		RMSE:  0.5459049560626383
		NRMSE:  0.10559907073325564
		MAPE:  257.7496845503933
		Pearson Correlation:  0.38683202478477147
		Spearman Correlation:  0.3624758413446552
		Coefficient of Determination:  0.03271388003754361
		RMSE:  0.7332747015501859
		NRMSE:  0.11465478876556734
		MAPE:  551.6631879167849

	Predictor:  RandomForests
		Pearson Correlation:  0.6000406931170501
		Spearman Correlation:  0.5580884683760174
		Coefficient of Determination:  0.28226801821095293
		RMSE:  0.47593585215733275
		NRMSE:  0.09206434775559671
		MAPE:  175.73316056882078
		Pearson Correlation:  0.43265816305219407
		Spearman Correlation:  0.4594446314791955
		Coefficient of Determination:  0.15062080048241078
		RMSE:  0.6871317788821023
		NRMSE:  0.10743988411884955
		MAPE:  197.78192248307195

Protein:  BRCA2
x_train_column_count:  363
x_train columns:  ['CDCA7', 'PTGR2', 'CNNM1', 'GLRA3', 'KRTAP10-11', 'DIRC2', 'GPR17', 'OR4D6', 'FARSB', 'CEACAM6', 'SEPSECS', 'ANKRD36', 'NELL2', 'BAP1', 'COL6A4P1', 'OR6S1', 'HNRNPCL3', 'CELA3A', 'DEFB131', 'TRAPPC9', 'SULT4A1', 'SRBD1', 'GPR158-AS1', 'YY1AP1', 'UGT1A10', 'YPEL2', 'MAP4', 'LOR', 'NAB2', 'RAF1', 'ANKFN1', 'TBC1D3', 'PELO', 'ARHGEF18', 'KRTAP5-4', 'TMLHE', 'GRAMD1A', 'PIN1P1', 'MAD2L1', 'MARK2', 'MCUR1', 'PPBPP2', 'IRF7', 'PHAX', 'SLC8A2', 'ASH1L', 'MARCH1', 'SUV420H1', 'ZNF519', 'EHD1', 'CCDC124', 'BSPH1', 'ITGAV', 'SLC6A17', 'RRM1', 'ZNF134', 'MXRA8', 'NME8', 'HCG18', 'DDX21', 'DAB2', 'SCUBE2', 'CALCOCO2', 'C16ORF71', 'KIR3DL2', 'PPWD1', 'GNAT3', 'SLC25A32', 'FATE1', 'WNT11', 'MANSC1', 'CRHR2', 'NDUFS5', 'BCAS1', 'HSD17B4', 'SAFB2', 'CCDC91', 'PUM1', 'BRINP1', 'IFNLR1', 'CD8A', 'C12ORF76', 'DNHD1', 'KATNBL1', 'ZFYVE27', 'ZNF512', 'IL5RA', 'C3ORF14', 'ALPI', 'WNT5B', 'TAPBPL', 'SULT1A3', 'KIF26B', 'GK2', 'ZSCAN12', 'CYP2F1', 'STX10', 'ARPC1B', 'DGCR5', 'HERC1', 'GNA15', 'S100A1', 'HMGA2', 'GSS', 'ATF7IP2', 'SFXN2', 'SRSF7', 'SKIL', 'ZDHHC2', 'LMF2', 'OACYLP', 'NUPR1', 'MRPS2', 'DNAI2', 'NSMCE4A', 'CTSH', 'ADCY5', 'ABCB6', 'BACE1', 'C2ORF69', 'PEAK1', 'WNT4', 'ASB13', 'FASTKD5', 'ABCC10', 'ZNRF2', 'CISD1', 'SPRYD4', 'PRKAR2A', 'LDLRAP1', 'LAMTOR4', 'ITGA3', 'MIR4697HG', 'LRRC57', 'TMED7', 'NOTUM', 'TMEM102', 'FTHL17', 'PDZK1IP1', 'ADAP2', 'ST7-AS2', 'NXPE2', 'ANP32AP1', 'MTDH', 'HSPB1P1', 'NMUR1', 'ZNF678', 'TVP23C', 'METTL15', 'CREBBP', 'ACTRT1', 'YLPM1', 'IL23R', 'C14ORF28', 'DAPK2', 'BTC', 'FSCN1', 'LPPR5', 'FAM53A', 'CYLD', 'EIF2D', 'MAP1LC3C', 'ERLEC1', 'KIF1BP', 'KIF21B', 'MRPS11', 'DLEC1', 'GSTK1', 'LRRC75A-AS1', 'TACO1', 'RLTPR', 'MAGI2', 'RHEBL1', 'ITGB5', 'C8ORF74', 'ITPRIPL2', 'NOL4', 'MYO1H', 'AFAP1L1', 'UBR5', 'IDI2', 'FBXO4', 'AASDH', 'AADACP1', 'C1ORF146', 'MARCH11', 'LINC00240', 'MFAP4', 'FGD5', 'MMAB', 'GPR62', 'ITPRIP', 'BRS3', 'NELL1', 'PNPLA5', 'ZNF267', 'FAM192A', 'C9ORF171', 'HSPBAP1', 'TSN', 'TBC1D16', 'PCDHA10', 'LETM1', 'DPYS', 'XKR3', 'TTC21A', 'KRT33A', 'PLVAP', 'MYO9A', 'BAGE2', 'SNORD116-8', 'RBBP7', 'NTSR1', 'OR51M1', 'TCHP', 'IFNAR2', 'UBE2Q2P2', 'HIST2H3C', 'RPRD2', 'TBL1X', 'TAS2R3', 'ZNF792', 'HIST1H2AK', 'GNB5', 'SNORD116-11', 'PACSIN2', 'YWHAEP7', 'LINC00523', 'ANP32E', 'LL22NC03-63E9.3', 'SOD2', 'TOR1AIP2', 'LSM5', 'ZNF704', 'ATOH7', 'ZNF45', 'MST1R', 'NNAT', 'RNF34', 'SNORD35B', 'SNORD2', 'VPRBP', 'DDA1', 'PSORS1C2', 'CX3CL1', 'THUMPD3-AS1', 'OCM', 'SUPV3L1', 'IFNA5', 'CLPTM1', 'C3ORF35', 'LINC00654', 'PRDX2', 'ZNF836', 'GSTCD', 'SLC37A1', 'CEP250', 'HTR3E', 'CELA1', 'CCT2', 'DCT', 'FAM157A', 'UGT3A1', 'L2HGDH', 'SLC36A1', 'ACBD6', 'DNAJB5', 'KIAA1324L', 'PDE6G', 'DHODH', 'UPK1B', 'APOBEC4', 'MRPS14', 'CBR3', 'LOC256880', 'TMEM155', 'ATAD5', 'MTX2', 'RBM33', 'CTNNBIP1', 'POLR3F', 'SUSD3', 'PAGE5', 'CEP83-AS1', 'RHBDD3', 'PCSK2', 'ZDHHC12', 'FOXE1', 'PSMA4', 'LCOR', 'ZMYND11', 'CCDC37', 'GNAL', 'ERP29', 'OBFC1', 'NCAPG', 'SNORD114-29', 'TPH2', 'CAPN9', 'MEGF6', 'UNC5CL', 'CLPX', 'CXORF36', 'SLC6A11', 'GCA', 'CYTH2', 'ZNF540', 'SNHG7', 'HOOK2', 'GFER', 'RNF151', 'PGPEP1', 'CATSPERB', 'FAT1', 'CHRNA4', 'FBLL1', 'SRMS', 'POMT2', 'CARD16', 'DSN1', 'POU2F1', 'C12ORF45', 'SLC35D1', 'USP3', 'EIF5AL1', 'GINS1', 'POU6F1', 'ATP6V1G2', 'OSGIN1', 'KLHL34', 'COQ4', 'COBL', 'EEF1E1', 'SERPINB1', 'SOHLH2', 'EIF3D', 'ETFB', 'TM4SF4', 'ATP6V1C1', 'CSF2', 'TIPARP', 'PLAG1', 'SLX1B', 'MBLAC2', 'C11ORF74', 'KLK14', 'CYP2D7', 'GRHL1', 'SLC13A3', 'EPX', 'S100A7L2', 'MAGT1', 'ARHGAP21', 'RECQL', 'BNIP3', 'ZNF223', 'SNX12', 'FKRP', 'TCEANC', 'ZC4H2', 'ALG1L2', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015699866052385492
		RMSE:  0.1919477679021074
		NRMSE:  0.12365776640496533
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0014129332580739007
		RMSE:  0.2082543553514594
		NRMSE:  0.20232423210836328
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  LinearRegression
		Pearson Correlation:  0.8302492524154615
		Spearman Correlation:  0.8092018201709111
		Coefficient of Determination:  0.6893129848899302
		RMSE:  0.10690646434903182
		NRMSE:  0.06887193709069533
		MAPE:  195.21083300545718
		Pearson Correlation:  -0.06272595123448815
		Spearman Correlation:  0.13697677028391878
		Coefficient of Determination:  -48.90678491340439
		RMSE:  1.4701691023056171
		NRMSE:  1.4283054690089645
		MAPE:  624.9068485354211

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  RandomForests
		Pearson Correlation:  0.5466910075609521
		Spearman Correlation:  0.4607244133492108
		Coefficient of Determination:  0.1756330042336769
		RMSE:  0.17414167335428035
		NRMSE:  0.11218661514207141
		MAPE:  141.17143359167125
		Pearson Correlation:  0.21883273040799162
		Spearman Correlation:  0.30197134627613814
		Coefficient of Determination:  0.043116211815805605
		RMSE:  0.2035715545926243
		NRMSE:  0.1977747759106822
		MAPE:  171.7373754487929

Protein:  CDKN2A
x_train_column_count:  614
x_train columns:  ['MMP12', 'ZHX3', 'CHP2', 'IRS1', 'FAM195A', 'UBXN2A', 'IL7R', 'ACOX2', 'PLAU', 'LRRC36', 'RBM22', 'IPO5', 'AGO2', 'KRT13', 'POLR3A', 'SGCD', 'MRPL17', 'SENP3', 'ZNF676', 'PRPS1L1', 'WDR49', 'SMC2', 'IQUB', 'CD1D', 'RPP38', 'SNORD115-4', 'SLC4A3', 'ECE2', 'APOA2', 'DDA1', 'CARD17', 'TMEM132C', 'PAGE5', 'TMEM201', 'MROH8', 'ZNF337', 'DST', 'TXNDC5', 'FGF2', 'FBXO48', 'WDR93', 'CAPZB', 'C11ORF95', 'ZNF503-AS2', 'CD40LG', 'MCM5', 'ASH2L', 'AFAP1-AS1', 'PEX11B', 'SCN3B', 'SH3BP1', 'LY86', 'RNF115', 'ZDHHC5', 'ARHGEF25', 'SYT16', 'STYXL1', 'OLFML3', 'KLHDC7A', 'NKX1-2', 'CHST7', 'NDUFS5', 'GTF2F1', 'HSFX2', 'ZFHX4', 'RAMP3', 'UBE2Z', 'USP32', 'RBCK1', 'PPP1R14C', 'PRAMEF4', 'LOC341056', 'KRTAP5-5', 'WSCD1', 'KRTAP6-3', 'NUP50', 'C2ORF78', 'CCDC74B', 'FAM215A', 'EBF1', 'CASC3', 'COL26A1', 'OR10W1', 'FAM41C', 'THNSL1', 'NUP107', 'REC114', 'GXYLT1', 'PRICKLE2', 'PIP4K2B', 'VSTM2B', 'DLEU2L', 'ASAH1', 'CEBPG', 'UQCRC1', 'TAF15', 'TMEM80', 'NPM1', 'ADTRP', 'BOLA3', 'CSMD1', 'TUBA4A', 'UPF2', 'KRTAP21-1', 'FMNL2', 'SNX21', 'TMEM87B', 'NANOS3', 'ASB6', 'HMGCS1', 'SAC3D1', 'C7ORF25', 'UIMC1', 'MFSD9', 'SPAG17', 'PPAP2B', 'PFKFB3', 'SNORD32B', 'SNORD111', 'FMO3', 'EDEM3', 'LRSAM1', 'PASD1', 'ACTRT2', 'IAH1', 'PRR18', 'ADAMTS16', 'CXCL11', 'ZNF620', 'GATA4', 'RIN1', 'OR51F2', 'CENPV', 'IPO7', 'NDUFB10', 'EFHD2', 'ZNF205', 'PATL1', 'EN1', 'PRR26', 'ZFHX3', 'FAM69C', 'KRTAP21-2', 'AGL', 'C19ORF48', 'ELMSAN1', 'PPP2R4', 'TNR', 'C8ORF48', 'HMP19', 'FAM9B', 'KRTAP10-7', 'DDX12P', 'CHST4', 'FAM162B', 'C1QTNF1', 'RNF135', 'GOLGA7', 'ZNF33A', 'GLMN', 'OR3A1', 'ODF2', 'FCGR1C', 'TMEM71', 'CPSF7', 'SCGB1C1', 'CA9', 'ITGA11', 'MLEC', 'BRD2', 'CREG1', 'ESAM', 'KCNMB2', 'S100G', 'CDCA8', 'MOB1A', 'SAMD12', 'LOC344967', 'VPS28', 'SPINT1', 'IFNA2', 'LRRTM3', 'MSRB1', 'OAZ3', 'SLC17A2', 'NANOS1', 'PRAMEF14', 'OTUD7A', 'TMEM44', 'ASCC1', 'RFX2', 'BRDTP1', 'STK33', 'KIAA0408', 'SPANXN1', 'SNHG9', 'RPL31P11', 'CWC27', 'AGO1', 'EFCAB12', 'RRAGC', 'PSG2', 'NKX2-4', 'ASAH2B', 'SRA1', 'CCDC53', 'GTPBP10', 'ATP5H', 'SNORD114-10', 'APH1B', 'CD48', 'TUFM', 'SNORD59B', 'SP100', 'SLC39A2', 'CD27-AS1', 'SLC37A3', 'CEACAM21', 'TMEM99', 'CEBPB', 'PCDHB17P', 'AQP7P1', 'DSEL', 'C14ORF1', 'RPS2P32', 'MROH6', 'GAPDHS', 'MYH9', 'GMPR', 'SIDT1', 'PLEKHF1', 'ZGLP1', 'FAM213A', 'ST6GAL1', 'NFKB2', 'ITPRIPL2', 'SNORD115-5', 'OR52E8', 'HNRNPUL2', 'PCNT', 'DEFB135', 'FAM71E1', 'TAF1', 'GMCL1', 'ASL', 'SERP1', 'TIGD2', 'MAGEC1', 'DEFB132', 'DCUN1D2', 'ARAF', 'OPN1SW', 'RANBP3', 'PDE1C', 'CCDC144B', 'PDS5A', 'PAM', 'PALLD', 'SRF', 'FANCM', 'CILP', 'CCDC59', 'EDRF1', 'CSN1S1', 'SLC1A3', 'WNT1', 'GJA5', 'HERC5', 'FCHO1', 'MTMR7', 'GOLGA8B', 'NXPE1', 'AMELX', 'CHIC1', 'LRRC4C', 'BHLHA15', 'LINC00634', 'DCAF13', 'HSPA13', 'PRRC2B', 'UBTD2', 'SYNGR1', 'VPS53', 'DPH2', 'KIAA1324L', 'PQLC3', 'SNORA53', 'FXYD5', 'TMEM175', 'TCTN2', 'RILP', 'SNX13', 'FAM206A', 'SRFBP1', 'WFIKKN1', 'SLC6A12', 'GNRH2', 'PLG', 'KRT35', 'RPS4Y1', 'TENM3', 'PGC', 'SNORA26', 'SERPINB12', 'MUC1', 'CCDC25', 'CALHM1', 'AASDH', 'DNAH6', 'ZP4', 'VGLL2', 'FGL2', 'SH3GL1', 'GLRX', 'ZNF221', 'SNORD115-37', 'NKD2', 'TULP4', 'OR4Q3', 'CRYGC', 'MME', 'PMS2P4', 'C9ORF85', 'OR2S2', 'TTTY13', 'CACNB2', 'SBF1', 'QTRT1', 'CD109', 'GABPA', 'CFHR3', 'SNORD90', 'QRICH1', 'TMEM180', 'SLC43A2', 'WHAMMP3', 'GATS', 'FAM134C', 'IL27RA', 'OR51V1', 'UBE3C', 'DARS', 'SCG2', 'ZNF20', 'RADIL', 'TMEM139', 'CDC20', 'PPIEL', 'SPIDR', 'DUSP3', 'RASSF1', 'TMEM260', 'COL9A3', 'SUMF1', 'REN', 'MOB3B', 'TBK1', 'MORN2', 'ARFIP2', 'OR51L1', 'CLDN17', 'ZC3H10', 'TCF15', 'USP39', 'SLC2A10', 'HSPA9', 'NMS', 'CADM2', 'CDR2', 'TMEM206', 'BCAS2', 'MYO3B', 'OR1B1', 'HIST1H1B', 'STAM2', 'ZNF320', 'WDYHV1', 'MEIOB', 'TMEM160', 'TANGO6', 'SERGEF', 'EPB41L4A-AS2', 'SLC45A4', 'ENTPD8', 'PP14571', 'CRLS1', 'EPS15', 'PABPC1L2A', 'SFRP2', 'TLR1', 'MIR1-1HG', 'TRAPPC8', 'MFI2', 'LMNA', 'PBX2', 'NXPE2', 'SUCNR1', 'PMS2P1', 'SPATA13', 'SETD6', 'FCGR3A', 'KCNN3', 'USP12', 'KRT36', 'OR2J2', 'RNF207', 'HIST1H3A', 'SEC61B', 'KLRAP1', 'MAPK11', 'LRRC24', 'RPGRIP1L', 'COL4A4', 'FRZB', 'INTU', 'TNNC2', 'LSM3', 'SMPD3', 'PDE7A', 'CRTAP', 'UTP3', 'NBPF7', 'SPECC1L', 'PROSER3', 'CASC10', 'DYX1C1', 'WIBG', 'ARL14', 'EIF2B2', 'ATXN7L2', 'PRDX5', 'MRM1', 'HSPA5', 'PDLIM2', 'SRR', 'RNF24', 'CIZ1', 'TRIML1', 'SCARNA8', 'DPF1', 'SF1', 'HERC1', 'MYEF2', 'GNL3L', 'SLC4A10', 'SNORD117', 'CSTB', 'JUND', 'FAM71D', 'C8ORF74', 'PM20D1', 'CCER1', 'RCN1', 'SIGLEC7', 'HAVCR1', 'PUS10', 'ERAP1', 'PCGF6', 'NKAIN1', 'HGD', 'PCBD2', 'KYNU', 'PPP1R18', 'MYF6', 'MBOAT7', 'PID1', 'NUTM1', 'PRMT2', 'ZNF137P', 'DNAJC1', 'BBS12', 'MYO15B', 'FLI1', 'ATP5E', 'CCDC90B', 'MAPK8IP2', 'SNORA79', 'GFM2', 'LINC00893', 'FAU', 'RHOU', 'CPLX3', 'PSMB4', 'SCG3', 'YIPF1', 'CLK2P1', 'COX20', 'GLI2', 'MS4A4A', 'HAS1', 'SCG5', 'ZMYM2', 'VDAC2', 'ZNF222', 'IL17RB', 'NUCB2', 'GOLGA8EP', 'INO80E', 'GRAMD1A', 'EPB41L4A-AS1', 'SULT6B1', 'SGK3', 'FTLP10', 'DHX33', 'SNORD113-7', 'TTC30B', 'CUX2', 'SYCE1L', 'RGS8', 'MAGEF1', 'ZUFSP', 'RPL39', 'KDSR', 'SLC4A5', 'PRKCG', 'C2ORF83', 'FGFR4', 'HES6', 'PIGZ', 'NASP', 'TRIM49', 'CCDC63', 'IFIH1', 'EIF5', 'TMEM254', 'PLA2G2E', 'LINC00598', 'SLC22A16', 'EPM2AIP1', 'SPARC', 'SNORD115-26', 'LAMB2P1', 'HAVCR2', 'CYSTM1', 'PHB2', 'RHBDD3', 'TTF2', 'MAP3K11', 'ZEB2', 'OR9G4', 'SLC36A2', 'IGFN1', 'DNPH1', 'LRIG1', 'THAP11', 'AEN', 'HIF1A', 'TRA2A', 'MYO1G', 'ZIC4', 'EXOSC8', 'ZSCAN20', 'ATG4B', 'OR52I1', 'RAB9B', 'CEP164', 'C12ORF71', 'ACTR1B', 'SLC20A1', 'NUGGC', 'MUC20', 'SNORD119', 'SNORD116-25', 'HTR1D', 'ELOVL2', 'SORBS1', 'RUSC2', 'TMEM116', 'LILRA4', 'RHOJ', 'TARM1', 'RASD2', 'BOD1', 'TOMM40L', 'CXCR2', 'HELQ', 'CXORF36', 'WEE1', 'SNORA4', 'TMEM25', 'PSMD1', 'DNMBP', 'PCDH7', 'SUSD1', 'TYR', 'B3GALNT2', 'HEPHL1', 'GCNT2', 'LOXL4', 'SH3BP5', 'TTTY20', 'FARP2', 'UBL4B', 'HECW2', 'MPPE1', 'HHATL', 'FES', 'LMAN1', 'TOM1L2', 'GAPT', 'STAG3L3', 'BNIPL', 'GDI1', 'NWD1', 'INHBE', 'DRG2', 'WDR63', 'MIA3', 'MON1B', 'CDH23', 'CD1C', 'KCNAB1', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06343046233027927
		RMSE:  0.6950010485750925
		NRMSE:  0.15711564339891315
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10006794882547432
		RMSE:  0.6614783461565592
		NRMSE:  0.1993004959796804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6739550183850767
		NRMSE:  0.1523578655781794
		MAPE:  281.71125082022354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0022276354551518107
		RMSE:  0.6313774446715202
		NRMSE:  0.19023122768048215
		MAPE:  197.14658329930893

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  4.404601283950148e-15
		NRMSE:  9.957276554651628e-16
		MAPE:  3.1870064163885923e-12
		Pearson Correlation:  0.059196800700703996
		Spearman Correlation:  0.04558909712091174
		Coefficient of Determination:  -7.4810693753918205
		RMSE:  1.8366702188312933
		NRMSE:  0.5533806022390158
		MAPE:  806.3567248019913

	Predictor:  ElasticNet
		Pearson Correlation:  0.5008933917081961
		Spearman Correlation:  0.37820968926658655
		Coefficient of Determination:  0.14440261771333263
		RMSE:  0.6233983307917652
		NRMSE:  0.14092875116802647
		MAPE:  212.37947758868373
		Pearson Correlation:  0.4853474040551039
		Spearman Correlation:  0.2661504507537501
		Coefficient of Determination:  0.1263961075755602
		RMSE:  0.5894719667658664
		NRMSE:  0.17760529278875156
		MAPE:  145.60341064373702

	Predictor:  RandomForests
		Pearson Correlation:  0.6781033057716838
		Spearman Correlation:  0.607588238727901
		Coefficient of Determination:  0.45119197409686607
		RMSE:  0.4992765153618826
		NRMSE:  0.11286911164505087
		MAPE:  202.51878141787665
		Pearson Correlation:  0.5945822490289079
		Spearman Correlation:  0.49496871503319256
		Coefficient of Determination:  0.33468003617116315
		RMSE:  0.514423919203117
		NRMSE:  0.15499364844926697
		MAPE:  129.0316663500276

Protein:  TP53
x_train_column_count:  1002
x_train columns:  ['MARVELD2', 'OR56B1', 'OR2A7', 'OR1L1', 'MMEL1', 'ABCD3', 'SNX2', 'GRXCR1', 'GABRA6', 'TDRP', 'TRAF2', 'MOV10', 'LOC654342', 'ACAP1', 'IARS', 'AFP', 'FBLIM1', 'LCE2A', 'PRKG1', 'PAIP2B', 'C8B', 'SGK494', 'MRPL19', 'TMTC1', 'MC4R', 'RQCD1', 'PREX2', 'FGF12', 'FRMD6', 'EIF2S2', 'LINC01139', 'DNM2', 'IL13', 'RUVBL1', 'WDR74', 'GLE1', 'HMOX2', 'ANP32E', 'CYLC2', 'RNY4', 'DDX41', 'LRTM2', 'CSAG3', 'STRN3', 'C1ORF146', 'TMEM182', 'SLC40A1', 'TGDS', 'AURKB', 'KLHDC8A', 'TARBP2', 'MLLT4-AS1', 'SLU7', 'SYNGAP1', 'KISS1', 'ITGB2', 'C21ORF2', 'ATP9A', 'CYP26C1', 'TYK2', 'ZNF286B', 'ITFG3', 'TBX3', 'TMEM217', 'CGB', 'CNNM3', 'PTPRT', 'ARGFXP2', 'AGAP7P', 'RPL39', 'SLC27A3', 'LAMP1', 'EFCAB13', 'MXRA7', 'SAP30L', 'C7ORF31', 'SPANXC', 'C20ORF85', 'PDGFRL', 'OR2J3', 'FITM1', 'MBD3L1', 'KLHL22', 'JAK2', 'LRP5L', 'DUSP9', 'PAH', 'NPR3', 'SFMBT1', 'POU4F3', 'THSD7A', 'IL13RA1', 'TRAPPC9', 'LAMA3', 'MAPK12', 'FAM183CP', 'AKAP9', 'SPATA31A5', 'OR4F29', 'TCEB1', 'CDK11A', 'NLRP7', 'RETSAT', 'CCDC120', 'CCDC157', 'LINC00930', 'NKX2-2', 'TBC1D31', 'DOC2B', 'UTP11L', 'C17ORF74', 'ZACN', 'GTF3C3', 'WWP2', 'COMMD3', 'IRF2BP2', 'TATDN2', 'IQSEC3', 'NFKBIB', 'MCTS1', 'CREBBP', 'MASTL', 'NCF1', 'NOC3L', 'GPR108', 'TBC1D3B', 'ZNF580', 'LOC154449', 'IFT88', 'ZNF295-AS1', 'ARFGEF3', 'HELZ', 'C3ORF58', 'DEGS1', 'UBE2Q2', 'GNAO1', 'LINC01101', 'SNORA1', 'ARFGAP1', 'COMMD7', 'PIP4K2B', 'TSSC4', 'SF3A2', 'UXT', 'NXN', 'HEXB', 'GPR158-AS1', 'SART1', 'ZNF837', 'TRPV2', 'TADA3', 'KANK4', 'SEC24B', 'ANAPC16', 'LGI1', 'B4GALNT1', 'FAM58A', 'LPCAT2', 'CRACR2A', 'LOC642929', 'UQCRFS1', 'RIC3', 'PUS3', 'MPP2', 'BUB1B', 'C8ORF59', 'DEFB107A', 'SMTNL1', 'KCNAB2', 'NT5DC3', 'PPWD1', 'CHRNA4', 'MRPS22', 'ERICH6', 'KIF9', 'YBX1', 'SPATA3', 'HSD11B2', 'CD6', 'DRC1', 'CBX3', 'DUSP26', 'MRGPRX2', 'TMEM252', 'ATXN2', 'TEX9', 'HSPA1B', 'CRYBB1', 'VPRBP', 'WNT9A', 'MRPL3', 'ATP7B', 'GYPA', 'ARAP1', 'KRT84', 'MMP23A', 'CSNK1E', 'SNORD1C', 'MED8', 'TOP1P2', 'TRERF1', 'RCE1', 'RPL23AP64', 'TRMT10B', 'ZNF117', 'C10ORF99', 'VAV3', 'DKKL1', 'POLB', 'TMED10P1', 'SLC36A1', 'TRIQK', 'ROPN1L', 'RLN2', 'CASP9', 'DNAJB9', 'ADAM18', 'SHISA4', 'CFL1', 'PDE8B', 'GPR180', 'UBR1', 'THRA', 'IL12B', 'ZNF607', 'CLP1', 'IL1F10', 'CPN1', 'NANOS2', 'BTBD6', 'CUL2', 'SESN2', 'GJA5', 'RPP25', 'LAMB1', 'UGT2B4', 'SNORA61', 'MRPL42P5', 'KSR1', 'CLDN25', 'PRSS38', 'MMP2', 'RBM24', 'ITFG1', 'CYP1B1', 'MS4A7', 'CHURC1', 'PVRIG', 'RUNX1T1', 'KRTCAP2', 'SIKE1', 'HSPA2', 'TF', 'C16ORF62', 'PLAGL1', 'SARS', 'PPP1R35', 'MDS2', 'CCDC62', 'FAM156A', 'CCS', 'SLC5A11', 'RIN1', 'CYTH4', 'SNORD123', 'C7ORF61', 'CEL', 'LINC00115', 'KRTAP10-8', 'TOX', 'DENND2D', 'SLC4A1AP', 'ITPK1-AS1', 'C14ORF132', 'KCNMB4', 'UNK', 'SH3GL1', 'PHACTR3', 'HSD3B1', 'ANGEL1', 'SP5', 'PRR26', 'DCHS2', 'DSC2', 'ANKFN1', 'MC5R', 'ZNF133', 'EIF6', 'DCAF4', 'HIATL2', 'LSP1', 'COL23A1', 'MOAP1', 'P4HTM', 'ARHGAP10', 'CHAT', 'NAA11', 'FKBP8', 'PRSS50', 'P2RY4', 'ARL3', 'MAGEA6', 'EXOC3L1', 'OVGP1', 'TMEM47', 'TROVE2', 'HS6ST3', 'WDR20', 'CASQ1', 'PIGV', 'WFDC1', 'PNKD', 'SASH1', 'C20ORF27', 'FAM228B', 'LINC00469', 'MED25', 'DIDO1', 'MAPK6', 'CST11', 'HEBP1', 'MAD2L2', 'GLTSCR1L', 'GIF', 'ASH1L-AS1', 'DPRXP4', 'NUP188', 'PDXK', 'DDX3X', 'LINC01184', 'TTF2', 'SLC15A4', 'CXCL6', 'CROCCP3', 'RBM15', 'APCDD1', 'NOL4L', 'IGFN1', 'HNRNPA1L2', 'RASSF9', 'RNF7', 'CALCOCO2', 'OR12D3', 'MRPL57', 'SLC25A44', 'FOXL1', 'CD1B', 'MAN1B1-AS1', 'HIST1H2BJ', 'SURF2', 'NUP37', 'C17ORF67', 'IDUA', 'PRSS57', 'ZNF526', 'A4GALT', 'SPAG4', 'NHLRC4', 'FN1', 'PMS2P4', 'SLC33A1', 'SEC11C', 'NBPF1', 'PPIG', 'TRNP1', 'MYO18B', 'PNCK', 'S100A12', 'NOS2', 'DHRS7', 'VPS13D', 'PELI2', 'SPP1', 'IL17RE', 'ANKRD20A20P', 'NPB', 'DSG1', 'PEX2', 'LPAR4', 'SPEN', 'ROR1', 'NBPF3', 'CCDC83', 'ZNHIT1', 'CCDC12', 'LINC01420', 'GTF2B', 'RFC1', 'FLJ37201', 'DNAH10', 'GATS', 'C2ORF15', 'TRHDE', 'C5ORF49', 'CLDN23', 'SCUBE3', 'SHKBP1', 'NOC2L', 'DUSP10', 'RBP2', 'IVL', 'KLHL42', 'PRUNE', 'ZDHHC5', 'TDRD7', 'PLEKHD1', 'YOD1', 'PAFAH1B2', 'C9ORF170', 'FAM127C', 'TIE1', 'PRKAR1B', 'DALRD3', 'CYB5D2', 'NRG2', 'PRKD3', 'HERC2P2', 'NALCN', 'MRGBP', 'BTC', 'CHML', 'FLT1', 'CEACAM21', 'ZNF556', 'STRN', 'TTL', 'SLC51B', 'GPR88', 'HGFAC', 'DNAJB3', 'BEND2', 'ALCAM', 'KIF20A', 'CD4', 'PPFIBP2', 'LCN8', 'BLCAP', 'PQLC3', 'CLSTN2', 'ADAM11', 'COL24A1', 'RPL37', 'OR52E6', 'C2CD4A', 'PRKCD', 'CCDC112', 'OR51B4', 'CBX6', 'HAND2-AS1', 'PARD3B', 'ZNF497', 'PDIA3P1', 'TNFRSF10C', 'HINT2', 'SNORD6', 'PKD1L1', 'C5ORF38', 'ZWINT', 'MRAP', 'BMP1', 'PTH2', 'ACTR3C', 'C14ORF177', 'KCNC2', 'PP12613', 'NIT1', 'EPB41L5', 'YBX2', 'SNORD26', 'CLK4', 'ZFAT-AS1', 'SLC36A4', 'POU6F2', 'FAAH2', 'GPR161', 'GRAMD3', 'HIST1H2AM', 'ITPKC', 'RIMS1', 'CEP63', 'DKFZP779M0652', 'DNAJC30', 'CHST2', 'NDUFA3', 'HNRNPU', 'FUT10', 'RHOG', 'TWF2', 'ZFPM2', 'KIAA1586', 'CENPBD1', 'FXYD7', 'CACTIN', 'CD3EAP', 'MPO', 'NECAB1', 'DCT', 'GABARAPL3', 'PRDM14', 'STMN1', 'OR52W1', 'FMNL2', 'LYSMD3', 'TCOF1', 'PARVG', 'CX3CR1', 'LRRK1', 'PPP6C', 'ILDR1', 'LOC100132111', 'ZNF34', 'CCDC51', 'FAM174A', 'ZCCHC16', 'CDRT15', 'FAM19A1', 'LSM8', 'ZNF106', 'FBXO33', 'SULF1', 'IL22', 'ZNF655', 'TMSB4XP8', 'LOC728024', 'BOP1', 'SMARCD2', 'RAB6C', 'GFPT1', 'HDGFL1', 'ADPRHL1', 'POMC', 'JDP2', 'FNIP1', 'SRP14', 'OR2T11', 'CANX', 'CGB7', 'INSM2', 'TNNI1', 'TISP43', 'NOA1', 'FCGR3A', 'HAPLN2', 'VWA2', 'PRB4', 'FAM109B', 'RPL26', 'ATP6V1A', 'ACTR3BP2', 'RAB40AL', 'ATP1B1', 'ANKEF1', 'NANOG', 'PDLIM2', 'ATP5C1', 'TAB2', 'MYO1G', 'KALRN', 'NOG', 'CD276', 'SNORD81', 'ALX4', 'KIF21A', 'TJP3', 'ATP2B4', 'UNC45B', 'DNMBP', 'HMGXB3', 'SYNPO', 'OR52A5', 'IGF2R', 'LINC00452', 'SELL', 'CTDP1', 'RAC1', 'NAA15', 'MED1', 'CCDC82', 'TBL1XR1', 'TMEM229B', 'HMGB3P1', 'MYCNOS', 'WDR36', 'NAV1', 'TBRG4', 'SPATA18', 'PRPF19', 'OCEL1', 'ESM1', 'PRH2', 'LOC729609', 'PBOV1', 'ANXA11', 'MAFG-AS1', 'SNORD24', 'C17ORF47', 'CSF3R', 'KDM3A', 'FREM1', 'RPRD1B', 'RGS10', 'SMURF1', 'RANBP3L', 'OSGEPL1', 'MSGN1', 'LIMK1', 'CYP39A1', 'CCDC124', 'TNK2', 'CACNB2', 'HIST1H3G', 'ADRA1D', 'SSX4', 'SLC4A4', 'BCL2L10', 'TMEM41A', 'ZEB1', 'MDM4', 'MSN', 'ADGRG1', 'ART3', 'MORN1', 'GOLGA8B', 'FAM184B', 'IQCF5', 'SERPINA11', 'OR3A3', 'MRPS23', 'SCARNA1', 'TIMP4', 'AP3D1', 'FZD7', 'CACNG5', 'HLA-DRB1', 'BOK', 'GGT5', 'AOC2', 'CAPN9', 'EIF2S3', 'NABP2', 'SYNE2', 'SPRTN', 'IFNA8', 'SLC35A5', 'OR2T33', 'ELOVL2', 'GYG1', 'FLJ13224', 'PSTPIP1', 'GOLGA2P5', 'FBXL8', 'DSE', 'IRF2', 'ZFP69', 'FSTL1', 'SNAR-G2', 'CSTL1', 'ZNF224', 'SCAF1', 'RNF157', 'CNNM2', 'ESPN', 'ZNF584', 'LOC644669', 'OLMALINC', 'DOCK6', 'CNBD2', 'GUF1', 'KRT33B', 'ALDOB', 'OR2M4', 'PRG3', 'OR5K2', 'NDUFAF4', 'MRPL33', 'PEX7', 'NIPSNAP3B', 'FZD9', 'P2RX1', 'APMAP', 'PEX11B', 'C17ORF89', 'ALPL', 'FOXJ2', 'AFAP1L2', 'CNOT3', 'TEX28', 'APPL2', 'NXT1', 'VTRNA1-3', 'CXADR', 'ADGRB2', 'DHRS2', 'DNER', 'TMEM257', 'KCNG4', 'POU3F3', 'TSPYL5', 'SIGLEC9', 'SNORA8', 'KIAA1328', 'LINC01134', 'DACT3', 'SON', 'ZMAT1', 'TRAM2', 'ZNF418', 'PHLDA2', 'DTX1', 'SKA3', 'MSRB1', 'UNC119', 'TAF7', 'LCLAT1', 'NFKBIZ', 'SLC22A4', 'NUP210L', 'ZNF195', 'LCORL', 'LRRC75B', 'RBP7', 'CYP46A1', 'C19ORF45', 'SCARB1', 'SFMBT2', 'MTR', 'CD44', 'ZNF484', 'HLF', 'DCBLD1', 'CDCA7L', 'CD68', 'PON3', 'NDNF', 'TRIM29', 'USP29', 'TNFAIP2', 'C14ORF105', 'SEPT7P2', 'KIF1A', 'LINC00113', 'TDH', 'PLA2G16', 'PSORS1C1', 'CROT', 'SPATA6', 'IFT122', 'LINC00883', 'JSRP1', 'GDF5', 'SHISA9', 'SYCP3', 'IDE', 'DEFB109P1B', 'HES7', 'SMIM10L2A', 'ANKRD46', 'MEX3A', 'SDC1', 'WIPF2', 'MAGEA4', 'TBX20', 'SPINK14', 'ECSIT', 'EHD1', 'TRIP6', 'LINC00202-1', 'LPAR6', 'IRGQ', 'AKAP8', 'KIF4A', 'ABHD8', 'MIEF2', 'CLDN3', 'GNG12', 'ZNF337', 'PCDH7', 'NUCB2', 'LINC00893', 'SCN10A', 'CTSC', 'NAA25', 'SEMA4C', 'GSTM2P1', 'RBP1', 'KCTD12', 'PDCD6IP', 'PSMG3-AS1', 'HEATR3', 'PRICKLE1', 'STYXL1', 'ATP5A1', 'RPS3A', 'HDAC2', 'ATP6V1G2', 'ATP1B4', 'ZNF146', 'SNAI1', 'TBX2', 'DTD2', 'INO80', 'KHDC3L', 'NLRC4', 'ARPP19', 'DHFRL1', 'NYAP1', 'UXS1', 'LRRC31', 'XKR3', 'SAXO2', 'SNORD88B', 'CRYBA1', 'ZBTB42', 'LYAR', 'CYSTM1', 'KRTCAP3', 'CYHR1', 'LINC00482', 'TATDN1', 'FUT1', 'TVP23B', 'RGS12', 'R3HDM4', 'CGNL1', 'RMST', 'RPLP0', 'RFNG', 'DOCK8', 'ITPR2', 'DUOX1', 'LINC00905', 'TRPV5', 'TEKT5', 'ENO3', 'SERPINC1', 'HCFC1R1', 'SIGLEC10', 'PHF1', 'PCM1', 'CCDC66', 'CDK3', 'PP7080', 'ZNF749', 'TNS3', 'LRRN3', 'TBC1D13', 'MED12L', 'XAGE3', 'IGF2-AS', 'GYS1', 'HYKK', 'RPP25L', 'RPIA', 'METTL13', 'MED13', 'PLSCR1', 'RCAN1', 'TNFRSF12A', 'GPR32', 'SLC35G1', 'FAM188B', 'TSPAN18', 'CRYAB', 'MCAT', 'PTPRA', 'FAM20B', 'MSRB3', 'LRP4', 'FOXN3', 'TYMP', 'PLA2G10', 'ZNF330', 'TNFRSF6B', 'ZNF223', 'CSHL1', 'SHC1', 'SMOC2', 'RALA', 'RBL2', 'ST7-OT4', 'PROX1', 'MUCL1', 'FAM134B', 'SLC35G6', 'LARP1B', 'ATP2B1', 'ARNTL', 'CXCR1', 'ZNF321P', 'HK3', 'F7', 'UBE2NL', 'ZNF230', 'NHLH1', 'SOX3', 'OGFOD2', 'ATG7', 'SLC45A2', 'KRT18P55', 'KRT35', 'H2BFM', 'BMP3', 'GYPC', 'PTPN6', 'CDK20', 'AFF3', 'LINC00471', 'GJD4', 'SNORD116-3', 'INHBA', 'CNFN', 'SPATA31D5P', 'SLC7A9', 'ARID4A', 'FSHB', 'ARSD', 'BGN', 'AP1G2', 'CBWD6', 'PDLIM1', 'ZNF473', 'PYGL', 'TMEM41B', 'DKK3', 'ZNF213', 'ZNF69', 'BNIP2', 'KDM8', 'PGM5', 'ACIN1', 'CSNK1G3', 'PTBP2', 'TRIM24', 'FABP5', 'PDCL3', 'ATIC', 'RPL23AP53', 'CYBRD1', 'RPS11', 'PSMA3', 'P2RY10', 'EML6', 'ZSWIM5', 'METTL6', 'PROCA1', 'WDFY1', 'DFNB31', 'FCHSD2', 'C12ORF50', 'RPSA', 'SNORA75', 'C17ORF98', 'WDR41', 'RORC', 'ATP8B1', 'HSPBP1', 'STRIP1', 'ZNF566', 'OR4N3P', 'TMTC3', 'FAM76A', 'OGDH', 'ZNF92', 'COG1', 'CYP2R1', 'SAMHD1', 'RPLP1', 'LRRTM1', 'TTC37', 'PIGN', 'OR8B12', 'WIPI1', 'CNKSR1', 'SRXN1', 'LIN7B', 'ACOT12', 'MCUR1', 'MAGEB16', 'KIAA1551', 'IL1B', 'CELSR2', 'ZNF470', 'CPPED1', 'HDC', 'DNAJC24', 'TMEM178A', 'SEC16A', 'MSL3P1', 'APBB1', 'F2R', 'LOC441601', 'MRPL34', 'NUTM2F', 'MOSPD2', 'ZNF512B', 'TNFSF11', 'RPS6KA6', 'NMUR1', 'GLO1', 'GMNN', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04782361373877353
		RMSE:  0.460756629216985
		NRMSE:  0.11073218678610552
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07696826201632412
		RMSE:  0.4481222561682025
		NRMSE:  0.1422068596624151
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4501191620264231
		NRMSE:  0.10817571786263473
		MAPE:  418.8529054417374
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002447694094247499
		RMSE:  0.4323405014905614
		NRMSE:  0.13719868668778923
		MAPE:  185.65040333639752

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  1.7717918148406996e-15
		NRMSE:  4.2580913598670985e-16
		MAPE:  5.401360350619252e-12
		Pearson Correlation:  0.2749352783351277
		Spearman Correlation:  0.22397037369543263
		Coefficient of Determination:  -1.2344657734829587
		RMSE:  0.6454786986494291
		NRMSE:  0.2048358398862113
		MAPE:  822.3941315176031

	Predictor:  ElasticNet
		Pearson Correlation:  0.45459541947713805
		Spearman Correlation:  0.493931958056267
		Coefficient of Determination:  0.16191456219305245
		RMSE:  0.4120706180007882
		NRMSE:  0.09903163133880996
		MAPE:  629.369740953355
		Pearson Correlation:  0.4325011045585547
		Spearman Correlation:  0.38481028441751153
		Coefficient of Determination:  0.1520596582290068
		RMSE:  0.3976286880862141
		NRMSE:  0.12618325973794556
		MAPE:  193.73015472197585

	Predictor:  RandomForests
		Pearson Correlation:  0.6728827096302201
		Spearman Correlation:  0.5873065476594703
		Coefficient of Determination:  0.36837781360074007
		RMSE:  0.3577306815976565
		NRMSE:  0.08597228589225102
		MAPE:  675.950884268542
		Pearson Correlation:  0.5483661632983822
		Spearman Correlation:  0.4469257721417973
		Coefficient of Determination:  0.25238189873924144
		RMSE:  0.3733661704774792
		NRMSE:  0.11848380632060142
		MAPE:  173.59930464076965

Protein:  CTNNB1
x_train_column_count:  994
x_train columns:  ['RCCD1', 'LOC100129534', 'SEMA6A', 'PLA2G4E', 'SLC12A8', 'HEATR3', 'EAF2', 'PPBPP1', 'DEFB115', 'HHAT', 'ESAM', 'TNFRSF6B', 'TMEM106B', 'TNNT3', 'DNAJB6', 'TCN2', 'AGRN', 'MITF', 'PUSL1', 'RFX5', 'USP46', 'TRAPPC1', 'HTR1B', 'SNORD116-23', 'EDARADD', 'ZHX1', 'MICAL3', 'DNAJC17', 'CEACAM8', 'ATRN', 'KCNE5', 'KLHL18', 'MRPL45', 'GAL', 'TCP1', 'ZKSCAN8', 'FOXP1', 'CTBP1-AS2', 'OR10H5', 'MSMO1', 'CD53', 'PAN3', 'KLK1', 'FLT3LG', 'TEX36', 'AOC3', 'SSX5', 'ASTL', 'TRHDE', 'TAS2R40', 'CFC1B', 'ANKRD13B', 'PRAMEF17', 'LPAR5', 'PLEKHG1', 'PPP2R1B', 'MCM10', 'DRG2', 'LVRN', 'CDC26', 'INO80B', 'HBBP1', 'AJAP1', 'SELP', 'SNORD63', 'ARHGAP6', 'LTBP2', 'OR51E1', 'HOOK1', 'SCN5A', 'OR2C1', 'SIPA1L1', 'CLEC14A', 'FOXB2', 'ITPK1-AS1', 'LINC00896', 'MSRA', 'SLC44A3', 'MTHFD2', 'LRRTM2', 'SNORD98', 'SMARCE1', 'SSH2', 'ITGA3', 'SNRNP25', 'RPS18', 'CDV3', 'C19ORF71', 'CHD5', 'IL1A', 'RUNX1T1', 'CIB2', 'SEPT2', 'HCRTR1', 'SNTG2', 'RSPH9', 'DCAF8L2', 'WDR31', 'UGT2A3', 'OR10T2', 'ANKRD54', 'PAGE4', 'TOMM5', 'CPXM2', 'LINC00282', 'ZKSCAN4', 'SCAF8', 'CLCA3P', 'PQLC3', 'ZNF281', 'EXO1', 'NUTM1', 'PCDHA6', 'MYL12B', 'RAB21', 'CCDC173', 'DLG5', 'CDC14A', 'DET1', 'MAP4K5', 'IGFL2', 'RCHY1', 'OR5AN1', 'ATAD1', 'TCEB3B', 'DAPK1', 'PLEKHG3', 'RC3H1', 'GPR18', 'SNX19', 'ZBTB3', 'NUDCD1', 'SMNDC1', 'LYRM4', 'RNF186', 'TMEFF2', 'ANLN', 'CDHR2', 'FAM3D', 'OR3A3', 'USP3', 'C2CD2L', 'GID8', 'RBM26', 'TMEM101', 'C10ORF131', 'SNORA6', 'RXFP4', 'KLF10', 'KLLN', 'TMCO3', 'DMRT2', 'OR56A5', 'SOX3', 'BLOC1S2', 'FAM189B', 'TRIML1', 'ITCH', 'SDHD', 'GRAPL', 'TRPC2', 'PAK7', 'LBP', 'BTD', 'CCNI2', 'CREBRF', 'C8A', 'ACOT6', 'PGBD5', 'IGIP', 'LYN', 'POM121L12', 'RNF146', 'SMTNL2', 'FAM229B', 'DAP3', 'HSPH1', 'FKBP10', 'ECE2', 'HS6ST1', 'GNAT1', 'THAP8', 'CELF6', 'AP3S1', 'CDH9', 'C2CD4B', 'KRTAP5-4', 'LINC00200', 'PPM1N', 'LINC01018', 'TMEM59', 'NMNAT3', 'NFKBIA', 'MSX2P1', 'C22ORF46', 'NOTCH2', 'TMOD1', 'PAF1', 'SNORA40', 'RSPRY1', 'ADGRF2', 'ENOX2', 'POP5', 'MMS19', 'POLM', 'BAMBI', 'TGFB3', 'TMEM56', 'ZYG11B', 'BTBD6', 'DBNDD1', 'CEP41', 'KANK4', 'TUBB', 'COMMD3', 'GYG1', 'LRR1', 'CX3CR1', 'ZNF132', 'CORO7', 'CTSD', 'EYA1', 'KLHL26', 'SUN5', 'TTC41P', 'ZNF232', 'TKT', 'ZMIZ1', 'SMIM10', 'FAM173A', 'ATP5G1', 'SURF4', 'RPL8', 'RRAGB', 'PLET1', 'AMDHD1', 'SIDT1', 'AHSA1', 'STRBP', 'LACTB2', 'JOSD1', 'PPP1R3F', 'YIF1B', 'NR3C1', 'SATB2', 'PFDN4', 'CLUH', 'ZNF682', 'LIN54', 'ACTR3C', 'SIRPB1', 'FOXR2', 'FAM53C', 'FZD7', 'NTSR1', 'SCOC', 'CRMP1', 'PLK2', 'HNRNPCL3', 'TMSB15A', 'KALRN', 'IGSF11', 'ASIP', 'CCDC141', 'BLOC1S4', 'P2RY11', 'C10ORF111', 'OR7E24', 'UQCRB', 'ZNF837', 'CCDC64', 'LRRC18', 'MSS51', 'LCN9', 'PF4V1', 'BRD7P3', 'OTOS', 'SPAG16', 'KLHL15', 'DHRS11', 'CELA3B', 'LAX1', 'SEC14L3', 'LTF', 'PFDN5', 'KRTAP20-1', 'SLC28A2', 'SNORD115-26', 'LENG8', 'ATP5G2', 'MCEE', 'LOC100270746', 'CDK10', 'LRRC39', 'OR2A14', 'CPSF1', 'CNTN6', 'NLRP2', 'PEX12', 'TCTEX1D4', 'IFNA1', 'INTS12', 'LILRA4', 'LINGO4', 'LCORL', 'RPL28', 'KIAA1549L', 'GJB3', 'SIRPD', 'PPP2R2D', 'ZNF480', 'TRIM46', 'EIF1', 'OR4K14', 'ZNF497', 'DUSP3', 'SLC36A4', 'ANKRD12', 'CPSF6', 'AKAP7', 'KNG1', 'SPOCK3', 'CCBE1', 'HTATSF1', 'ELAVL3', 'GPR174', 'CAMK1G', 'KCTD21', 'QSOX1', 'PADI1', 'KRT38', 'TMEM55B', 'SLC7A2', 'HMX3', 'RBM4B', 'APCDD1', 'ERMARD', 'CDK19', 'VCX', 'SLC16A13', 'TAS2R14', 'SPINK9', 'INTS4P1', 'ANXA11', 'LINGO3', 'HMP19', 'ARL13A', 'RBM6', 'DGCR8', 'OBFC1', 'CTGF', 'CCL17', 'DIP2A', 'KPNA7', 'PDYN', 'ZNF280D', 'ADGRA3', 'RALGPS1', 'AKT1', 'NWD2', 'ABCA4', 'HGF', 'TP53AIP1', 'SEPT8', 'LINC00319', 'ERAP2', 'ABCA9', 'C11ORF45', 'PPP1R1A', 'SNCB', 'CSDC2', 'ROPN1', 'PROM1', 'CRYGB', 'AQP4-AS1', 'FCGR1A', 'DKFZP434L187', 'TSNAX-DISC1', 'PKIG', 'DAXX', 'MYO5C', 'PITPNB', 'HIST1H2BK', 'OR9A2', 'KCNH8', 'R3HDM1', 'BMS1P20', 'KIF1B', 'ZNF37A', 'SETD6', 'C14ORF169', 'KRTAP6-3', 'PRDX6', 'GUK1', 'ATP6V1A', 'FOLR2', 'SNAR-A2', 'WIZ', 'SNW1', 'DRICH1', 'MPLKIP', 'PAPSS2', 'CMC2', 'PLXND1', 'LGALS7B', 'SNORA45A', 'C17ORF67', 'FAM214B', 'IP6K3', 'NDUFAF5', 'MKRN3', 'BBS12', 'UNC93A', 'PKHD1L1', 'LRRC66', 'LOC283922', 'GAGE12J', 'FLJ37201', 'LOC654342', 'STAB1', 'ARL16', 'VPREB1', 'ZBTB42', 'SNORD114-6', 'PRNP', 'HSD3B7', 'TOB2P1', 'AKR7A3', 'MAMSTR', 'RANBP1', 'FCRL3', 'CNTD2', 'SLFN11', 'CAPG', 'MLF2', 'CD207', 'SYP', 'ATRX', 'MTMR2', 'SLC52A1', 'DCDC2', 'EXD1', 'COX18', 'INSL3', 'RNF13', 'CENPM', 'GSTT2', 'ASCL3', 'KCTD4', 'LINC00894', 'ANXA2P2', 'TNFRSF11B', 'TCERG1', 'NOTUM', 'BCL10', 'NUPR1L', 'USH1C', 'HSFX2', 'SLC44A5', 'CCDC28B', 'TOR1A', 'SRRM4', 'PPM1L', 'ATP6V1C1', 'FBXL16', 'C12ORF42', 'DCST1', 'ZNF225', 'C14ORF132', 'FAM122C', 'GPR37', 'GCNT1', 'SPRY2', 'GOLGA6L6', 'ANAPC13', 'UBE2V2', 'SOCS7', 'FAM160B2', 'SPIN4', 'OR2V2', 'NRXN1', 'SLC25A18', 'POLG', 'MYOF', 'ADGRA2', 'RD3', 'HAND2', 'NOL10', 'CLEC11A', 'CERS6', 'TYMSOS', 'MRGPRE', 'AIPL1', 'PCBD1', 'SH3RF3', 'AMICA1', 'ISX', 'OTOA', 'CHRNA7', 'ATP6V1B2', 'CYP2B6', 'C10ORF25', 'LYST', 'SSX9', 'TMEM79', 'WDR78', 'MDP1', 'ZNF473', 'SLC2A4RG', 'RPPH1', 'TRIQK', 'NRG2', 'GIMAP4', 'TRAF6', 'EPS15', 'XDH', 'TBXA2R', 'ATP10A', 'P2RY4', 'SLC22A24', 'KRTAP9-2', 'S1PR4', 'C6ORF141', 'LINC00895', 'HDAC10', 'ZBTB10', 'WARS2', 'PIWIL4', 'SECISBP2', 'MED9', 'C11ORF95', 'TBL3', 'G6PC2', 'HOXB5', 'FIP1L1', 'KRT12', 'BID', 'PTH', 'C11ORF84', 'PRDM13', 'SH2D3C', 'SGPP1', 'RBBP8', 'MCM2', 'BCL7B', 'PDGFRA', 'CENPP', 'SNORD91A', 'ZFHX3', 'ADAM10', 'IFI27', 'AARSD1', 'TNFRSF14', 'TBC1D3B', 'GJC1', 'MEOX1', 'PITPNM1', 'FAM89B', 'NYAP1', 'CDH23', 'SLC39A2', 'SREK1', 'BPIFA2', 'NUBPL', 'KMT2E-AS1', 'FAM120C', 'RAPGEF5', 'DMTN', 'WDPCP', 'SNORA70B', 'NRIP2', 'LYZL2', 'MXD4', 'CYFIP2', 'C8ORF46', 'SSR1', 'MYO5B', 'ZNF175', 'C14ORF79', 'OR10S1', 'LDLRAD4', 'TBC1D13', 'ZNF142', 'EVC2', 'SLC6A15', 'ARGLU1', 'CMTM6', 'GNA11', 'DENND1A', 'KRT83', 'BTN2A3P', 'PPWD1', 'RNF112', 'SYNM', 'RGR', 'EMC3', 'CCDC74A', 'HEPN1', 'EGOT', 'FLJ33360', 'TCEAL6', 'ANGPTL2', 'BCS1L', 'PPP6R2', 'VPS28', 'B3GNT8', 'LDLRAD2', 'ZNF177', 'KRT81', 'CACNA1C', 'DHX15', 'UTP20', 'GTPBP3', 'IQCC', 'DNAJC19', 'ZNF768', 'IGFBP7', 'DIS3L2', 'GAGE2D', 'ABRA', 'GPR141', 'CACNB3', 'COQ10A', 'MNDA', 'FBLN5', 'ALOX15', 'RHBDD3', 'ALOX12', 'ZNF585A', 'NUGGC', 'GRIN3B', 'GPR157', 'MT1X', 'TNC', 'ANP32A-IT1', 'XYLB', 'CTXN2', 'MMP23A', 'TMEM256', 'AHCTF1', 'LGMN', 'STBD1', 'RPS4Y1', 'RAB8B', 'RDH12', 'XIRP2', 'DDX5', 'SARS2', 'NPAS4', 'HIST1H4C', 'FAR2', 'ZNF436', 'HNRNPK', 'KANSL1', 'SLC24A2', 'PLEKHO2', 'PRSS53', 'MRAP2', 'SPPL2A', 'OR2A4', 'CHRNE', 'HENMT1', 'SENP3', 'ZDHHC23', 'HPS3', 'SPSB1', 'UBN2', 'HLA-DRB1', 'GPRIN3', 'TMEM134', 'GNG13', 'CD63', 'GARS', 'SDPR', 'KLRK1', 'GOLGA6L1', 'ZNF335', 'SPON1', 'SIRPG', 'SNORD114-31', 'SPOCK2', 'KCNH7', 'SENP6', 'CPO', 'PTDSS1', 'RHPN2', 'LYG1', 'MRGPRX1', 'GORASP1', 'CEACAM3', 'ZNF331', 'NKIRAS2', 'TADA1', 'NT5DC3', 'SDR42E1', 'GNRHR2', 'PLEC', 'ATP2B4', 'HAR1A', 'UBE2J1', 'LINC00883', 'PTER', 'UTP6', 'AOAH', 'RNF180', 'PARP8', 'BRIP1', 'ATP13A1', 'DCX', 'GRIK1-AS1', 'GSTTP1', 'C1ORF122', 'DNAJC3', 'FOXA1', 'PCID2', 'SARAF', 'PUS1', 'ZNRF3', 'ADAM7', 'CCL13', 'PLK4', 'NGRN', 'SLC2A3', 'RAD21L1', 'ZCCHC14', 'CT47A2', 'CYP2B7P', 'FRG1B', 'NXPH1', 'STX16', 'FTL', 'ZNF311', 'ARRDC2', 'FBP2', 'POU3F1', 'TUSC7', 'CRSP8P', 'BIRC6', 'KIAA1522', 'RABL2A', 'TFIP11', 'SPI1', 'VASH1', 'PFDN6', 'JUN', 'SNORD48', 'TLDC2', 'ARHGAP44', 'SLC5A12', 'PLA2G3', 'SKA3', 'KIAA1024', 'DCD', 'SIPA1L3', 'CASP8AP2', 'LOC148696', 'CEP68', 'ASPH', 'PHOX2B', 'BASP1', 'CHCHD5', 'CHIT1', 'GNS', 'GUCA1A', 'PSME2', 'CHD4', 'ST3GAL5', 'CDK2', 'SUPT5H', 'LAMTOR3', 'CEP44', 'FAM47E', 'HINFP', 'SNORA7B', 'LOC100130691', 'SAMD5', 'NDUFS5', 'PDE4C', 'C14ORF177', 'TCEAL2', 'ATL2', 'IFNW1', 'SNORD114-9', 'NFATC4', 'LOXL2', 'BMPR1A', 'TMA7', 'KCNMB2', 'DUS4L', 'LINC00174', 'TCTN3', 'TAS2R46', 'FGF8', 'LRRC56', 'SYT15', 'SNAI2', 'KATNA1', 'LOC113230', 'CCDC106', 'LINC00899', 'METTL1', 'PIK3R3', 'PRAMEF9', 'KIAA1324', 'ZNF428', 'NXF2', 'SLC38A8', 'RDH16', 'CRTAM', 'SNORD115-22', 'BRD3', 'MED30', 'MED1', 'DNAAF1', 'NUDT16P1', 'FAM170A', 'CACNA1S', 'LTB', 'POU5F1B', 'OSBP2', 'PRR12', 'GTSF1', 'PCBP4', 'FGG', 'C19ORF53', 'ERICH3', 'TEAD3', 'C16ORF58', 'POLR2A', 'HYAL3', 'PPP1R32', 'C1QTNF4', 'PDCL2', 'MT2A', 'CYP4F11', 'SMCHD1', 'MAGEA1', 'GOLGA2P10', 'OSM', 'HSP90B1', 'RHOU', 'ZNF687', 'TMEM205', 'PCDH8', 'OLAH', 'TMEM2', 'TMED6', 'PEX11B', 'PRUNE2', 'ASIC5', 'CTU1', 'SRSF11', 'ENTPD5', 'CWC15', 'MAEL', 'OTULIN', 'RAB5C', 'PPP2R5B', 'HCFC1R1', 'EIF5A', 'ACOX3', 'LBX1', 'ZSCAN20', 'SRD5A2', 'ST3GAL3', 'MYOD1', 'NADK', 'CEP128', 'C10ORF53', 'GPHB5', 'CENPF', 'PER3', 'VHL', 'KIF13B', 'KCNIP4', 'CUEDC2', 'SMCO4', 'WRN', 'WDR47', 'TUBB1', 'GNAL', 'CTTNBP2', 'SPATA33', 'TAX1BP1', 'PRORSD1P', 'SSNA1', 'TBL1Y', 'RABEP2', 'COPE', 'ASF1A', 'CTDP1', 'NLE1', 'VPS52', 'LRRC17', 'NHEG1', 'FRMD4B', 'BLNK', 'PRKG1', 'C1ORF194', 'WDR27', 'MOB3B', 'KIR2DL4', 'RPL38', 'NEK2', 'RGS3', 'C1ORF186', 'HCRTR2', 'FGFRL1', 'FBXW7', 'JUNB', 'LHX2', 'HMGN1', 'F10', 'PKD1', 'PRR27', 'CCM2', 'ARHGAP42', 'DSCAML1', 'RBM28', 'ENAH', 'SCLT1', 'CD55', 'RGS16', 'CHST6', 'RSPH3', 'SNORD4A', 'COX19', 'NXPH4', 'UBLCP1', 'SEC22C', 'NPAS2', 'ZDHHC16', 'MAGEE1', 'CST9L', 'PRAME', 'ZNF804A', 'ZNF236', 'SMS', 'PDF', 'SMYD4', 'NTN4', 'IL13RA2', 'CLEC19A', 'FOXN3', 'TENM2', 'FOXM1', 'FBXL19-AS1', 'SENP2', 'SRPX2', 'TMEM87A', 'CLIC2', 'PDCD1LG2', 'SPRR4', 'DMWD', 'PRB3', 'EIF4ENIF1', 'RNF7', 'ZNF678', 'PLA2G10', 'TACR2', 'C3ORF30', 'TIE1', 'CCDC80', 'LCE3D', 'LOC151174', 'CD3EAP', 'NR1H3', 'TPCN2', 'HPRT1', 'CFHR5', 'ZNF57', 'MEGF6', 'SCARNA16', 'SLC50A1', 'CCDC27', 'ZNF544', 'KCND1', 'KCNK2', 'SLC30A9', 'PRELID2', 'HOTAIR', 'ATP5G3', 'DUSP4', 'TM9SF1', 'KRTAP10-5', 'NAGLU', 'C9ORF41', 'MYL2', 'SNORD114-20', 'KRT80', 'KLF4', 'TCAM1P', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6170193939500923
		RMSE:  0.9046651382507068
		NRMSE:  0.21849703851094263
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09478783275970826
		RMSE:  0.8396248247596424
		NRMSE:  0.17652527641906535
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999422040781
		Coefficient of Determination:  1.0
		RMSE:  2.8874673468680136e-15
		NRMSE:  6.973885003545584e-16
		MAPE:  2.235042788341478e-12
		Pearson Correlation:  0.10617458303829022
		Spearman Correlation:  0.09136522899288022
		Coefficient of Determination:  -1.5084847621817903
		RMSE:  1.2709428529061253
		NRMSE:  0.2672068902754447
		MAPE:  1073.7401451122403

	Predictor:  ElasticNet
		Pearson Correlation:  0.48728982041039753
		Spearman Correlation:  0.46940527513027036
		Coefficient of Determination:  0.1360316682076932
		RMSE:  0.6612705056706139
		NRMSE:  0.1597117441963612
		MAPE:  662.7102372033751
		Pearson Correlation:  0.35578248638540794
		Spearman Correlation:  0.31570717839374557
		Coefficient of Determination:  -0.03244821665443576
		RMSE:  0.8153694376499457
		NRMSE:  0.17142575007357366
		MAPE:  779.7409685501393

	Predictor:  RandomForests
		Pearson Correlation:  0.60814867604505
		Spearman Correlation:  0.5853710618700555
		Coefficient of Determination:  0.2872319763192914
		RMSE:  0.6006262993773901
		NRMSE:  0.1450648003519926
		MAPE:  554.9617986839266
		Pearson Correlation:  0.3438523080356167
		Spearman Correlation:  0.3040611478946122
		Coefficient of Determination:  0.01972749445012767
		RMSE:  0.7944996322475191
		NRMSE:  0.1670380187216212
		MAPE:  654.9579710903018

Protein:  CCNE1
x_train_column_count:  352
x_train columns:  ['TRMU', 'TULP4', 'MRPS35', 'IPPK', 'ARHGEF9', 'TRIM63', 'CBR3', 'EIF2S2', 'TSPY3', 'NF1', 'GPR34', 'HCAR3', 'DOCK5', 'FAM118B', 'SOX17', 'DZIP1L', 'TBPL2', 'OAS3', 'PFDN1', 'FBXO44', 'NUDT12', 'HEXIM2', 'KLHL6', 'ISCA1P1', 'TNR', 'CNNM2', 'PALB2', 'KMO', 'TLR7', 'SNAR-D', 'ZBTB45', 'GOSR1', 'CES1P1', 'RNF138P1', 'NR2C2AP', 'CHL1', 'C17ORF49', 'ASL', 'PSAT1', 'GALNT4', 'OC90', 'SNORD114-18', 'RBBP7', 'CD22', 'OR2AE1', 'METAP2', 'KRT73', 'ARMCX2', 'RPL11', 'UBE2QL1', 'SLC6A18', 'FGD3', 'TMED5', 'HNRNPH1', 'ROCK2', 'HGH1', 'ZNF843', 'LINC00282', 'NCAM2', 'B4GALT2', 'GULP1', 'CRLF2', 'FXYD4', 'CCR10', 'ZNF521', 'CD8A', 'TOPBP1', 'SIX5', 'CAV1', 'DEFB105A', 'MOGAT2', 'OR10S1', 'LYPD8', 'RAB42', 'SMCO4', 'INTS4', 'TMEM249', 'KMT2E-AS1', 'SOX18', 'LUC7L3', 'SUPT5H', 'STAT5A', 'GLIS3', 'OR13G1', 'PLA2G4C', 'SOX3', 'FOXQ1', 'KCTD20', 'EMCN', 'ERBB4', 'DRAM2', 'MYOM1', 'SMG1', 'DCUN1D4', 'UBTD1', 'ROR2', 'UCP3', 'RNF144A', 'FGF4', 'CIDEB', 'CKLF', 'INO80C', 'CSGALNACT1', 'ODF3B', 'TSN', 'CALML4', 'SSMEM1', 'MRPS23', 'PRKAB2', 'DOCK2', 'CAPN5', 'MTMR9LP', 'IFT27', 'CNTN1', 'NISCH', 'IGSF21', 'MROH2B', 'RBP7', 'C1ORF95', 'OOEP', 'PAX8', 'CLDND1', 'SLC39A8', 'SLC35F4', 'SNORD51', 'DCUN1D5', 'NUP35', 'USP11', 'LMLN', 'PDILT', 'HRASLS5', 'PARP12', 'NXPE1', 'RPLP1', 'GUSBP2', 'NUDCD3', 'SLC35A5', 'SPR', 'RNASEH2C', 'SH3GL2', 'DGCR9', 'DMTF1', 'PRR15', 'ARHGAP36', 'UGT3A1', 'SBSPON', 'TCF19', 'SNRPA', 'OR7G2', 'FDPS', 'RGCC', 'KLF14', 'BACH2', 'SLC4A10', 'KRTAP22-1', 'PCBP1', 'VTI1B', 'DCAF6', 'STK3', 'PTPRR', 'CDH20', 'ABLIM3', 'OR4D2', 'S100A7', 'ACTRT3', 'WHAMMP3', 'TRIM52', 'AGT', 'EME1', 'LINC01548', 'TPTE2P3', 'ZNF599', 'LYPLAL1', 'BNC1', 'MIEF1', 'SWAP70', 'WNK3', 'RRBP1', 'ATP10A', 'GOT1', 'PEX3', 'VAT1L', 'NDUFAF7', 'ATP13A3', 'ABCA8', 'SURF4', 'LLGL1', 'POLL', 'PDIA2', 'TTLL3', 'MXRA7', 'OR2A2', 'AQP7P3', 'OSER1', 'TOB2P1', 'MT3', 'PEX7', 'SLFN11', 'DZANK1', 'CBX3', 'CD6', 'TMEM108', 'EFNA5', 'RNF123', 'TOLLIP', 'EIF3A', 'KMT2E', 'PCDHB4', 'PRKAR2A', 'POLR3D', 'ADGRG1', 'KLRD1', 'KRT9', 'ZCCHC9', 'MCMBP', 'NPFF', 'HSF2', 'HMGA1', 'CRB1', 'SIPA1L2', 'OR52N2', 'CAV3', 'ARMC10', 'PAXIP1-AS1', 'SLC2A7', 'BEND7', 'RPL7A', 'SLC22A2', 'NPIPB5', 'MRPS28', 'CNTRL', 'ZBED9', 'BCL2L10', 'SPTBN1', 'DNAJB7', 'TMEM205', 'RPL36', 'PPOX', 'SYT2', 'ZNF321P', 'KGFLP2', 'AMPD2', 'CMTR2', 'RHOU', 'TSPAN10', 'SNORA49', 'FSHB', 'HILS1', 'ASAP1-IT1', 'RUFY3', 'ATP6V0A4', 'CLPSL2', 'SOAT1', 'PLIN1', 'YWHAB', 'GUCY1A3', 'IFIT2', 'UCKL1', 'GAGE12F', 'CHN2', 'GAL3ST1', 'EDF1', 'TAC1', 'CPNE2', 'HINT2', 'SNORA71D', 'CIC', 'RAD1', 'FKRP', 'STEAP2', 'VAPA', 'ATP6V1F', 'PRR18', 'DAB2', 'MROH8', 'TSC22D3', 'CATSPER3', 'CNBD1', 'DNASE1L1', 'C6ORF201', 'QRICH1', 'PCDHGA5', 'IFT122', 'PPP2R4', 'TAF7', 'AP3D1', 'LAIR2', 'THEMIS', 'DCST1', 'DNMT3A', 'CNTNAP3', 'PRL', 'LDLRAD1', 'ARHGAP19', 'JAKMIP1', 'PRSS50', 'HAGH', 'ARPC1B', 'RPP25L', 'HEPACAM', 'RUNDC3A', 'EDN2', 'METRN', 'GSAP', 'CEP135', 'CPT1A', 'BCO2', 'CD48', 'CDK19', 'LRRC47', 'CDC14B', 'CAMKK1', 'RPSAP58', 'ZNF346', 'HECTD4', 'TMEM161A', 'RABAC1', 'LOX', 'ASB9', 'LGALS1', 'PPP1R9A', 'FAM127C', 'ZNF354B', 'TGFBR2', 'MAPK8IP1', 'DBX2', 'TIMELESS', 'BCL2A1', 'COPB1', 'LOC284661', 'SPRR2A', 'KRTAP27-1', 'BRWD3', 'ZNF436-AS1', 'MBOAT1', 'RBSN', 'APCS', 'OR10A5', 'ANKDD1A', 'CDKN2D', 'PRR27', 'OGG1', 'PRAMEF1', 'CLCA3P', 'KIDINS220', 'PRKD1', 'TTC30B', 'LOC400940', 'CCNG2', 'BPIFB6', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4688329016852353
		RMSE:  0.7931748470731899
		NRMSE:  0.19141705409976348
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.186170633384966
		RMSE:  0.8069776954058596
		NRMSE:  0.32929800677624244
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5048043460690237
		NRMSE:  0.12182453992060809
		MAPE:  103.07374645056161
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01570191691728584
		RMSE:  0.4556277343037054
		NRMSE:  0.18592497115143453
		MAPE:  142.6844229696492

	Predictor:  LinearRegression
		Pearson Correlation:  0.9588949206727514
		Spearman Correlation:  0.863366899791006
		Coefficient of Determination:  0.9194794688304913
		RMSE:  0.14324398711232145
		NRMSE:  0.03456910179605702
		MAPE:  28.00361031300882
		Pearson Correlation:  0.2697334325025768
		Spearman Correlation:  0.32111871719098745
		Coefficient of Determination:  -2.458066760269394
		RMSE:  0.8407051398450364
		NRMSE:  0.3430609401146807
		MAPE:  308.0206476149451

	Predictor:  ElasticNet
		Pearson Correlation:  0.678134555364446
		Spearman Correlation:  0.5932820180054327
		Coefficient of Determination:  0.2324587492726491
		RMSE:  0.4422562183407432
		NRMSE:  0.10672978698765431
		MAPE:  86.90848415206689
		Pearson Correlation:  0.6228066375034126
		Spearman Correlation:  0.4973403658399731
		Coefficient of Determination:  0.21622445661553769
		RMSE:  0.4002421933184274
		NRMSE:  0.16332416278398248
		MAPE:  117.35985777763294

	Predictor:  RandomForests
		Pearson Correlation:  0.8569416758834841
		Spearman Correlation:  0.716275994028315
		Coefficient of Determination:  0.7293012170646727
		RMSE:  0.2626432458045595
		NRMSE:  0.06338375022433079
		MAPE:  55.17381160960636
		Pearson Correlation:  0.842360633973387
		Spearman Correlation:  0.7085663612722716
		Coefficient of Determination:  0.7010935049755074
		RMSE:  0.24716939350856926
		NRMSE:  0.10086076614240157
		MAPE:  71.11894130935372

Protein:  CCND1
x_train_column_count:  859
x_train columns:  ['ZNF385D', 'CASS4', 'ARL5C', 'MBD1', 'CCK', 'ZDHHC16', 'GMIP', 'LINC00961', 'BLMH', 'AKAP12', 'WRAP53', 'RIBC1', 'MROH5', 'TMEM232', 'MEF2B', 'EFTUD2', 'TFAP2C', 'SHANK1', 'MAP2', 'C3ORF52', 'PAXBP1', 'AGAP2-AS1', 'MYPOP', 'TBRG4', 'FLOT2', 'LCE6A', 'EIF6', 'DNAJB4', 'KRT17P5', 'ZNF77', 'SCLT1', 'SLC35F5', 'NEIL2', 'FAM58BP', 'RANBP1', 'GRIK1-AS1', 'IGSF9', 'ZBTB8B', 'RPL23', 'MAPRE2', 'MICALCL', 'DIO3OS', 'RFX4', 'SLIT3', 'AFMID', 'ZFAND3', 'DIDO1', 'RAB11A', 'PIWIL3', 'TECTA', 'SLBP', 'MTUS1', 'POPDC2', 'LINC00889', 'FBN3', 'ENTPD8', 'SHISA9', 'DCTN6', 'ARHGAP42', 'UBXN10', 'RAB41', 'GINS2', 'ZMPSTE24', 'TNFRSF13B', 'NDRG4', 'SCARNA14', 'C21ORF62', 'RAB40AL', 'OR52K1', 'GUCY2EP', 'DRP2', 'NOXO1', 'MYH10', 'MORN1', 'MAPK15', 'LRRC2', 'AKAP2', 'CACNA2D4', 'NAGA', 'SMG1P3', 'CMTM6', 'HLA-J', 'XK', 'GUCY2C', 'NBN', 'PSMD11', 'ZMYM5', 'SLC35E2', 'SAYSD1', 'PLGLA', 'CLEC4D', 'PGA4', 'KREMEN1', 'COMP', 'HINFP', 'LY75', 'CPA1', 'ZNF546', 'FAM83D', 'AOX2P', 'LINC01558', 'SPATA31D4', 'EGFLAM', 'SNORD113-7', 'ZCCHC17', 'TPPP', 'SLC25A37', 'DDHD1', 'CDK5RAP2', 'MTRF1L', 'AGO3', 'JAK1', 'COX7B2', 'CLCN1', 'DEPDC4', 'LRRC25', 'TTLL6', 'NUMA1', 'MS4A10', 'AKAP8', 'CDK16', 'SEMG2', 'CCDC142', 'JADE1', 'SGCZ', 'ZRANB3', 'GPATCH1', 'CDS2', 'ST20', 'PLSCR2', 'STYX', 'ASIC5', 'C16ORF74', 'OR2V2', 'FAM169A', 'KRTAP10-2', 'XPA', 'MGST2', 'SLC22A24', 'SSPO', 'ZNF705D', 'ZEB1', 'ZNF429', 'CLCA2', 'OR2S2', 'SNX4', 'ZNF469', 'CSTA', 'NLRP14', 'NRBP1', 'TM4SF4', 'RIPPLY1', 'AP1G1', 'DCP2', 'SPINK5', 'PNLIPRP3', 'CLEC3A', 'UQCRBP1', 'STRADB', 'KLHL4', 'PRPF40B', 'DEFB106A', 'FBXO11', 'ERCC3', 'KCTD3', 'OR2L2', 'SYT17', 'DDTL', 'CR2', 'XKRY', 'FLRT3', 'CIDEA', 'NRSN1', 'TNK2', 'JCHAIN', 'SEPHS2', 'ZNF625', 'TMIGD1', 'GRASP', 'CLMP', 'DCUN1D2', 'SYNJ2BP', 'BTBD11', 'SH3D19', 'OR6C2', 'GTPBP10', 'POLM', 'RNF208', 'TOMM7', 'GJD3', 'DIRC2', 'HIVEP1', 'C1ORF109', 'BARHL2', 'ZNF296', 'FBXO34', 'B4GALT3', 'APMAP', 'NXF3', 'ZNF117', 'KIAA0355', 'MEPCE', 'IFNA10', 'SRP9', 'ASTN1', 'LRRC45', 'DUSP23', 'FAM105A', 'RNF2', 'EEF1DP3', 'UQCRB', 'RBL2', 'EIF3A', 'PRKCQ', 'FXR2', 'LBX1', 'SNORD70', 'COX4I2', 'KIAA0040', 'KIF3B', 'RPS16', 'SLC5A6', 'FAM9C', 'IRAK1BP1', 'OR4C46', 'DKKL1', 'IL20RA', 'IFIT1', 'FSCB', 'INPP5A', 'C1ORF159', 'SLC35F3', 'TPT1', 'CLN6', 'GREM1', 'AQP7', 'DENND4B', 'EIF2S3', 'HEYL', 'DDX18', 'HNRNPA3', 'CXCL8', 'GNA14', 'PREX1', 'KATNBL1', 'VWA3A', 'KRBA2', 'RAB11B', 'LINC00552', 'TUG1', 'EPHA1', 'MED27', 'VARS', 'BAHCC1', 'H1FX-AS1', 'ZIC2', 'PDE6H', 'CABP5', 'SUCNR1', 'NUP98', 'GCSAM', 'ZNF833P', 'IGFL1', 'KBTBD8', 'KDM4B', 'ITPA', 'TBC1D3', 'FGG', 'SNORD26', 'OR10H2', 'WDR83', 'RFC1', 'RAD50', 'ALMS1', 'XKRY2', 'UBE4B', 'CNST', 'TTC19', 'NUBPL', 'LOC284009', 'STH', 'ANP32E', 'SFXN5', 'PRKAR2B', 'FSTL1', 'TSTD2', 'MSRB3', 'CCDC174', 'SLC16A13', 'ANXA8L1', 'NOX3', 'ARHGEF7', 'FBXO10', 'UG0898H09', 'LOH12CR1', 'HIF3A', 'CYP4F11', 'FAM214B', 'CAMKV', 'C1ORF158', 'USP15', 'NIP7', 'HIST3H2BB', 'CES4A', 'SORBS1', 'ASB12', 'TMEM104', 'NET1', 'SRGAP1', 'ATP2A2', 'SV2C', 'WBSCR22', 'IFNL3', 'KCMF1', 'FAM151B', 'IFNA14', 'MCTS2P', 'TAB3', 'EPCAM', 'COQ10B', 'MSMO1', 'RBMS3', 'ANKRD13A', 'FSHB', 'CREBBP', 'XIRP2', 'SOD1', 'RHBDD2', 'NHSL1', 'C22ORF46', 'MYOF', 'PTRHD1', 'KLF9', 'DNAJC13', 'RGN', 'COL4A6', 'FAM86JP', 'SPRTN', 'C17ORF85', 'PRDM10', 'FTH1', 'FAM225A', 'DDHD2', 'CX3CR1', 'JMJD6', 'SERF1A', 'MELK', 'NEDD8', 'PCNP', 'FLJ37201', 'KCTD5', 'PTPRU', 'WDR72', 'RPLP0', 'C16ORF90', 'SLC35F1', 'APOL5', 'SNORD116-15', 'RAD23A', 'XKRX', 'MYOM2', 'OR9K2', 'MYOM1', 'GLIS3', 'KCTD1', 'RASSF3', 'ARHGAP1', 'RNF39', 'FUT9', 'PTP4A1', 'CDK1', 'IGF2R', 'SNORD78', 'ZDHHC14', 'PICK1', 'FAM71E2', 'SLC44A3', 'CNTF', 'RAD51AP2', 'PADI6', 'SNORD114-19', 'KRT25', 'PKD1', 'NDUFB8', 'DCTN2', 'CCDC144CP', 'MED26', 'TOMM22', 'TCL1A', 'POLR1D', 'GGCX', 'CDH24', 'DNAJC21', 'ADGRF4', 'ZAR1L', 'EHF', 'DUSP15', 'HP', 'TMEM52B', 'RTEL1', 'TICRR', 'MAPK8', 'ECM2', 'SH3BP5L', 'HEBP2', 'NFATC3', 'CDC27', 'LOC647859', 'PCDH11Y', 'LRRC73', 'SEMA7A', 'LINC01096', 'RSU1', 'C1ORF54', 'FAM217A', 'ARFGAP1', 'SCIMP', 'MAZ', 'HNRNPH1', 'CHAC1', 'PCK1', 'TECRL', 'SLC22A16', 'ZP4', 'TTC39A', 'MDH1B', 'SND1-IT1', 'KCNV1', 'ZDHHC15', 'NDUFB5', 'KLHL38', 'DHX33', 'GPT2', 'RNASEK', 'NDUFAF2', 'SPRR2C', 'PLD2', 'FLCN', 'PIP5K1C', 'GPR180', 'SLC45A3', 'CIAPIN1', 'GTF3C5', 'SNRNP200', 'CYP11A1', 'CCDC102A', 'RNASE2', 'KHDC3L', 'SMIM3', 'FAM83F', 'KRT81', 'NFAM1', 'USP28', 'SIAH3', 'EXOC3L1', 'PCDH20', 'SRPK1', 'PEX2', 'ZIC4', 'SLC30A5', 'RAD18', 'ARPC5L', 'ERCC8', 'GHRLOS', 'ETV1', 'WDR43', 'CETN1', 'PAFAH1B3', 'KIF17', 'MTOR', 'CXCR4', 'PCDH11X', 'MRPS23', 'PM20D2', 'SLC4A1AP', 'CIZ1', 'SYAP1', 'KCP', 'GPR39', 'FAM181A-AS1', 'CD1B', 'ARG2', 'CTPS2', 'SPEF2', 'DHDH', 'TMEM74', 'TACC1', 'ITCH', 'CRYM-AS1', 'OR5K2', 'ATP5D', 'PLEKHG3', 'PI4KB', 'FBXO6', 'CUTC', 'MRFAP1', 'RAB4A', 'CKMT1B', 'SNORA30', 'ATP6V1F', 'IFIT3', 'HNRNPU', 'LSM7', 'TTYH3', 'UBE2V2', 'CHKA', 'DAPK3', 'DLG2', 'NAA35', 'MYH9', 'CEACAM7', 'MBD5', 'NAV2', 'DUS3L', 'MBL1P', 'C1QTNF1', 'LOC389033', 'SPAG1', 'CDH3', 'MPV17L2', 'EXOSC4', 'RIPPLY3', 'RASAL3', 'MCM3AP', 'WDR93', 'ARHGAP27', 'LINC00852', 'OPRL1', 'CCT4', 'WDR7', 'ZNF17', 'FAM74A3', 'ZFP30', 'POLI', 'FGL2', 'SLC7A1', 'LSG1', 'GPHA2', 'EGFL7', 'HPS5', 'HDAC9', 'MAT2A', 'SH2B1', 'ZNF394', 'FREM2', 'PLA2G6', 'PCDHB10', 'TTTY6B', 'THBS3', 'HSPB2', 'RELL1', 'FAM175A', 'SLTM', 'CCDC173', 'C10ORF88', 'PSKH2', 'DERL1', 'SASH1', 'DYDC1', 'CT47A9', 'PTBP1', 'IRS1', 'ARHGAP12', 'PRKCG', 'SPATA31D5P', 'CCDC117', 'BBS9', 'THOC5', 'SAMD4B', 'ZNF284', 'SNORD58A', 'INTU', 'KIF20B', 'TOP3A', 'SLC12A3', 'RBM24', 'ADH7', 'PNPLA4', 'CYP24A1', 'BTG3', 'KIF6', 'KATNAL2', 'PKIG', 'NTHL1', 'TRIM62', 'C8ORF59', 'SUCO', 'C10ORF82', 'C3ORF62', 'UMODL1', 'TAF1A', 'ZNF222', 'DTNBP1', 'GRAMD2', 'EFCAB7', 'MS4A7', 'MTDH', 'PDZD4', 'DNAJB3', 'JOSD2', 'ARHGEF6', 'OR4C15', 'NOX5', 'MC2R', 'ZC4H2', 'RASA4', 'SCAMP3', 'WDR49', 'PARP14', 'SPATC1L', 'ZNF738', 'SOX1', 'CBWD6', 'ARL4A', 'CTXN2', 'DNAAF2', 'AGRP', 'FAXC', 'IL1RAPL1', 'HEPACAM', 'SGOL2', 'MYEOV2', 'VPS18', 'CHRNA3', 'DDB2', 'C2ORF76', 'PAFAH2', 'CRYBB1', 'DSN1', 'CDK5R1', 'SASH3', 'SLX4', 'HECA', 'SNORD114-9', 'LGALS1', 'TTC41P', 'RPL12', 'TSTD1', 'SDHAF3', 'BMP7', 'SCARNA6', 'ZNF829', 'IL26', 'LRRC3B', 'TMEM95', 'KIF18B', 'ZNF579', 'MASP2', 'GALNT2', 'LOC644936', 'VSX2', 'SIAE', 'GBP4', 'SRSF8', 'OR11H1', 'VILL', 'CLUH', 'ZNF271P', 'N4BP2L2', 'ZFAND1', 'N6AMT2', 'MSH3', 'LOC100272217', 'KLHDC8B', 'PRODH', 'LOC100128573', 'C11ORF54', 'PDE3A', 'CRB3', 'MXRA7', 'SGCB', 'WDR83OS', 'SKIV2L', 'SLC25A14', 'DYM', 'RRP7A', 'RELN', 'WTIP', 'FKBP6', 'PHACTR2', 'PADI3', 'ZBTB8OS', 'SEPW1', 'MYEOV', 'C16ORF72', 'SLC22A1', 'ACOT12', 'LPGAT1', 'TPM4', 'ARL13A', 'ADRBK2', 'ECT2L', 'NOM1', 'SNORD54', 'MTERF3', 'NDUFA11', 'LOC285740', 'ZBED8', 'RDM1', 'C11ORF65', 'HIST1H1E', 'ZSCAN21', 'KLHDC1', 'SLC25A24', 'C1ORF189', 'ARL9', 'TINF2', 'CDS1', 'TCHP', 'MDN1', 'TMEM59L', 'HCAR3', 'CCDC70', 'TMSB15A', 'SNORD114-14', 'WDR88', 'USP31', 'ANO1', 'PIGG', 'EBNA1BP2', 'DDC', 'ABCB6', 'PKNOX1', 'OR4F5', 'SNORD115-33', 'ZNF423', 'AP3M2', 'PAM', 'CAPN3', 'SCFD2', 'TAOK1', 'NICN1', 'LINC00909', 'COL1A1', 'BTBD7', 'C4ORF50', 'COG2', 'RPS6KL1', 'ANKRD30BL', 'SAA2', 'NFKBIB', 'PSAPL1', 'ZNF879', 'PEX12', 'SNRNP25', 'MED25', 'BCO2', 'GLRA2', 'STOX2', 'GLT1D1', 'C15ORF26', 'LTBP4', 'FCER1G', 'CDK11B', 'PRELP', 'WFIKKN1', 'RTN4', 'SPATA6L', 'TMEM35', 'FAM210A', 'FBXO7', 'WBP1L', 'POMK', 'PRR14L', 'CDSN', 'SPSB1', 'DNAJA3', 'RRP15', 'ADGRB3', 'TSACC', 'OR5AP2', 'HRC', 'SEC13', 'ICE2', 'IFNGR2', 'C10ORF11', 'COQ10A', 'KHNYN', 'DYNLRB2', 'NR5A2', 'SLC34A1', 'BRCC3', 'UBE2A', 'TMEM256', 'MICU2', 'SLC10A2', 'INAFM1', 'CXORF40A', 'SRXN1', 'IER2', 'E2F4', 'ZNF322P1', 'FOXE3', 'SRSF11', 'SEPT3', 'SCGB1D2', 'PAPL', 'LGALS9C', 'TPCN1', 'KLRB1', 'SS18L1', 'SPANXN4', 'CNKSR1', 'METTL12', 'PTK2B', 'SLC27A1', 'ZNF594', 'CDH15', 'PSMB4', 'CCSER1', 'C5AR2', 'LRFN1', 'TBC1D22B', 'PRICKLE2', 'ADAMTS14', 'ALPP', 'EYA1', 'MRPS31', 'ZBTB3', 'ZNF473', 'TOB2P1', 'TIGD6', 'FAM227A', 'LCE1F', 'WDR66', 'PLIN4', 'GPM6B', 'BCKDHB', 'APOPT1', 'KRTAP5-8', 'SLC35A4', 'C9ORF129', 'PRKAB2', 'NFIX', 'SLC36A3', 'HIP1', 'TBC1D2B', 'BEND3P3', 'MAP2K6', 'MTCH2', 'POC5', 'RUSC1', 'FGD3', 'BEGAIN', 'SBF2', 'PLEKHA8P1', 'SLC5A11', 'HOXA11-AS', 'PRAMEF6', 'TMEM249', 'RASSF5', 'EPPIN', 'SERINC4', 'KLHDC3', 'ZNF260', 'STC1', 'BLCAP', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47371951525638445
		RMSE:  0.2917253166285864
		NRMSE:  0.18637975276867558
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47112550847095647
		RMSE:  0.27775626016480953
		NRMSE:  0.17517423067911803
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.0316075461152524e-15
		NRMSE:  6.590815004377993e-16
		MAPE:  3.798593388968877e-12
		Pearson Correlation:  0.1149238050256128
		Spearman Correlation:  0.03504532475467275
		Coefficient of Determination:  -2.8919386310191992
		RMSE:  0.451774781798707
		NRMSE:  0.28492355057940655
		MAPE:  892.8992746747497

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  RandomForests
		Pearson Correlation:  0.5790261756075896
		Spearman Correlation:  0.5347727420106868
		Coefficient of Determination:  0.26971924017889326
		RMSE:  0.20535800280178954
		NRMSE:  0.13120072756659737
		MAPE:  477.36764847949394
		Pearson Correlation:  0.5043271824831076
		Spearman Correlation:  0.44530979189266706
		Coefficient of Determination:  0.21394617993869003
		RMSE:  0.20303229994612335
		NRMSE:  0.1280476160104209
		MAPE:  485.0992102005152

Protein:  ERBB2
x_train_column_count:  665
x_train columns:  ['PSD', 'NFYC', 'TMIGD1', 'KHNYN', 'C1ORF131', 'FAM205BP', 'CLEC18B', 'CEL', 'KDM4A', 'HTR1B', 'HNRNPAB', 'KLHDC1', 'SGCA', 'CCDC54', 'NCOA5', 'RBSN', 'SNHG5', 'NUDC', 'RAD9A', 'TBC1D3P1-DHX40P1', 'SH2B3', 'ITGB2', 'AHNAK2', 'PARP15', 'IL15RA', 'IKZF1', 'ANKRD55', 'OPN4', 'FETUB', 'THRB', 'LGALS9C', 'SUN2', 'SOX10', 'HSP90AB2P', 'MGC16275', 'DEFB104A', 'VCPKMT', 'SNORD62A', 'FKBP6', 'STC2', 'CTNND2', 'OR6M1', 'VNN3', 'CYP2A7', 'CXORF38', 'SPTLC2', 'ACVR1', 'TTTY23', 'TMPRSS3', 'RFPL1S', 'RND2', 'SPAG6', 'TMEM59L', 'IGSF8', 'HPS3', 'ABO', 'ZFHX4-AS1', 'LOXL2', 'ANGPTL3', 'HLA-DRB1', 'PAICS', 'MICAL1', 'GGTA1P', 'PRIM2', 'PSRC1', 'GNPDA1', 'OR6V1', 'ADD1', 'MCU', 'ABCF3', 'SCN1B', 'ARMC12', 'EML2', 'CAV3', 'PDXK', 'RRP1B', 'PPIG', 'CLDN11', 'ODF3', 'GTF2IRD1', 'SNORA44', 'HCRTR2', 'KLRF1', 'EMC6', 'CPNE1', 'CMPK1', 'DLL1', 'FAM201A', 'CGB', 'OR6S1', 'PSKH1', 'MYT1', 'HIST2H3C', 'PGK1', 'NQO1', 'HDAC10', 'TRA2B', 'PSMA6', 'ABHD15', 'ZXDB', 'PRAP1', 'CNNM2', 'TRIM8', 'TSPAN32', 'CCDC71', 'CHSY1', 'PLEKHG3', 'NR1I3', 'RNF10', 'PTGS1', 'TFEB', 'DTWD2', 'GRB2', 'EVA1B', 'ARL17A', 'NHLRC1', 'RPS3', 'TMTC2', 'LINC00301', 'ETFA', 'TBC1D3P2', 'HPGDS', 'ZNF44', 'RIIAD1', 'SLC1A3', 'SLC35F1', 'GSTM2', 'ZRANB2', 'TMOD3', 'SULT6B1', 'DHODH', 'ZNF805', 'EME1', 'XKR8', 'USP5', 'CLIP2', 'THAP8', 'RSPH3', 'SNORA16B', 'SNORD91A', 'RC3H2', 'CFHR4', 'GPBAR1', 'IQSEC3', 'USP3', 'DOK5', 'LRBA', 'PARK2', 'IARS', 'TNFRSF10A', 'RAB10', 'MPZ', 'C14ORF132', 'LRCH3', 'ASB16', 'HYAL1', 'PARVA', 'APITD1', 'CHGA', 'ANAPC16', 'CUL5', 'TSHR', 'FAM167A', 'OR8D4', 'ADSL', 'TTTY10', 'RNF214', 'STAM', 'TARP', 'MANEAL', 'CBL', 'MAN1A2', 'KIAA1522', 'LOC153910', 'TRIM69', 'OR5B12', 'SLAMF9', 'HNRNPH2', 'DSCAM', 'AKR1D1', 'FBXO43', 'TMEM102', 'CACNA1E', 'TRDN', 'ZNF793', 'PUS7L', 'LNX2', 'CACTIN', 'SNORD114-3', 'DOC2B', 'METAP2', 'MROH1', 'IL36G', 'LINC00265', 'RASSF4', 'KCTD17', 'PADI1', 'INPP5A', 'DSCC1', 'AK2', 'ENTPD8', 'PMPCA', 'POU2AF1', 'KRT28', 'MCM3', 'SH3PXD2A', 'PHACTR3', 'ARMC8', 'DMP1', 'SCFD1', 'CYMP', 'SPAG7', 'DLG5-AS1', 'DYNLL2', 'CCAR1', 'ZDHHC12', 'SLC22A9', 'ZNF32', 'GMDS', 'ARHGAP33', 'URAHP', 'MATK', 'FAM173A', 'ZNF511', 'ZNF320', 'ANKRD18DP', 'PLRG1', 'MASP1', 'MSGN1', 'LOC729603', 'VAMP1', 'ZNF331', 'RNF112', 'C9ORF91', 'SLCO2A1', 'OSGIN1', 'IFT22', 'ZBED4', 'C1ORF226', 'MKRN1', 'PGBD4', 'TRIM67', 'PLCG2', 'PRKRIR', 'LINC00635', 'CYP26C1', 'FAM120AOS', 'WDR34', 'ALOX15', 'HOMER3', 'ELOVL1', 'KDM5B', 'TMTC4', 'ERBB3', 'C3ORF67', 'SP9', 'WIPF3', 'TMEM248', 'IFNB1', 'FAM81A', 'ADAD1', 'MAX', 'GRIA1', 'TTC21A', 'ATP1A1-AS1', 'VWA5B1', 'CDH1', 'HS3ST2', 'BIRC7', 'NME3', 'LOC728554', 'RSRC2', 'TRIP12', 'HMGB4', 'ZNF74', 'ATG16L1', 'C1ORF228', 'TBC1D14', 'CCDC186', 'MUL1', 'ZSWIM1', 'NEIL3', 'CDCA7L', 'MEAF6', 'KIF1C', 'PHF2P1', 'C12ORF50', 'KAT2B', 'VILL', 'ZFYVE9', 'SBK1', 'PAPD7', 'SCARNA4', 'FAU', 'CSRP2BP', 'MAPT-IT1', 'SYBU', 'PRDM8', 'TSNAXIP1', 'VASH1', 'XCL2', 'IL10RB', 'CYP3A43', 'OR1J1', 'GALNT4', 'DFNA5', 'CLCN7', 'TAAR5', 'NHLRC4', 'DPM2', 'ZIM2', 'RBM19', 'FUS', 'NRGN', 'PLAC9', 'TMEM263', 'UBE2MP1', 'ALDH3B2', 'PABPC5', 'MMD', 'KCNK13', 'WIPI1', 'MCM3AP', 'MRPL30', 'EIF3G', 'CHRNA10', 'MTSS1', 'HCG27', 'SNORD69', 'PSMA5', 'ACAP2', 'RHOV', 'THEM4', 'HEG1', 'XKR4', 'CLEC17A', 'POLE4', 'ADGRF3', 'EFTUD2', 'CTSF', 'NCAPD3', 'ADAM11', 'MC4R', 'TIGD4', 'HLA-DQB1', 'FOXQ1', 'RAB11FIP5', 'RPL18', 'RNF215', 'LOC606724', 'CNKSR3', 'MFSD8', 'FAM103A1', 'ARGFXP2', 'SGCB', 'FAM3B', 'UGT2A1', 'UCMA', 'CEACAM1', 'SLC38A8', 'HIST1H3D', 'IMMP2L', 'B4GALNT4', 'LSMEM2', 'USP27X', 'CYP2E1', 'HSD17B10', 'SSR2', 'DSC2', 'C11ORF58', 'DPY19L2P2', 'SPAG16', 'TXNDC9', 'SLC10A1', 'PARN', 'DNAJB6', 'S100A14', 'ANXA4', 'SNORD18A', 'SNCAIP', 'CRLF1', 'NIM1K', 'EBF4', 'MEX3A', 'MFGE8', 'MLXIP', 'DLG4', 'RSPO4', 'STAP2', 'GLI2', 'IL11', 'PAPSS2', 'SLC13A5', 'NKAP', 'TET1', 'ARNT2', 'KATNAL1', 'RNF141', 'PCSK7', 'CCDC18', 'TPCN1', 'MYOF', 'EVX2', 'XPA', 'KANK2', 'DBP', 'CRIPAK', 'ABHD16A', 'CNTNAP1', 'TOMM70A', 'MSH5', 'NLRC4', 'NMNAT1', 'LINC01312', 'SERP2', 'RPS5', 'RASSF6', 'CCL3L1', 'UBXN4', 'NTF4', 'SSX3', 'SETX', 'ATP11A', 'APMAP', 'GPR17', 'BRD8', 'TIAL1', 'OR8B3', 'GPR18', 'SSX4', 'ZSCAN32', 'TMC1', 'CST1', 'PRSS21', 'DNAJC3', 'LOC100240735', 'SMR3A', 'SHANK3', 'SMN2', 'CCDC170', 'OLIG3', 'RNF121', 'BAZ1B', 'NTRK2', 'INSRR', 'TLN2', 'VPS13A', 'SNORD88A', 'CCR10', 'PPP1R1A', 'CA14', 'NAA60', 'PPFIBP1', 'SERPINB6', 'EMX1', 'MAFG-AS1', 'MAGEA6', 'RAP1GAP', 'ARL8A', 'GUCA2A', 'MICALL2', 'PRLH', 'C14ORF166', 'POM121L2', 'DNAJC5G', 'RENBP', 'RNF207', 'C7', 'ZNF596', 'AFMID', 'RASSF2', 'KRTAP5-4', 'MLLT6', 'LRP1', 'TMEM138', 'CTAGE6', 'CNTN6', 'DCUN1D5', 'FBP2', 'DUSP11', 'PLET1', 'SOX14', 'PHLDB1', 'TRIM16', 'SNORA45B', 'DEFB116', 'PLCD1', 'ESRG', 'RTN4', 'SPAST', 'FAM155B', 'SGK2', 'PCDHGA7', 'MBLAC1', 'CLK3', 'ZFYVE27', 'RPS12', 'CGA', 'SDC2', 'MAP3K14', 'OR5AP2', 'HOMER1', 'MAST1', 'TFF1', 'DDOST', 'LINC00667', 'ZSWIM6', 'THAP7-AS1', 'ENPP5', 'PTGDS', 'CLASP2', 'NOX5', 'IL24', 'FAM196B', 'NTM', 'ACBD7', 'MYLK', 'ITFG3', 'HINT3', 'P2RY1', 'SLC27A1', 'CRELD1', 'DNAH5', 'MGAM2', 'ALDH3A1', 'SIX3', 'SDHAF1', 'NYAP1', 'HAL', 'SDHAF4', 'ESRRA', 'KCTD14', 'SPATA31E1', 'TOPAZ1', 'H2AFJ', 'SIX6', 'GZMH', 'C14ORF93', 'LILRB4', 'DALRD3', 'PHF10', 'TADA3', 'PDE1B', 'TCF4', 'SNORA81', 'C7ORF50', 'NECAB1', 'HRCT1', 'SLC26A10', 'EIF2AK1', 'SNORA5B', 'GRK7', 'KIAA1324', 'TXLNB', 'ZPLD1', 'ZP4', 'ZFAND6', 'FRG2B', 'TNK1', 'CLTC', 'VDR', 'ALDH1A3', 'SP6', 'RASAL2-AS1', 'SOX21', 'ZNF213', 'CLIC1', 'WAS', 'TTC39B', 'PDE5A', 'IGFBP3', 'OR52M1', 'SNORD50A', 'RPP40', 'MAP3K9', 'ZNF212', 'CDH12', 'PINX1', 'RPL34-AS1', 'FSD1L', 'PID1', 'KLHL5', 'UBTFL1', 'C1ORF123', 'RSBN1L', 'ATPAF1', 'ALKBH5', 'CYB561D2', 'OLFM1', 'CASQ1', 'FCGR1C', 'HIST2H3D', 'MXRA8', 'ZNF252P-AS1', 'HIGD1A', 'ZDHHC13', 'FAM169B', 'HBA1', 'HIPK4', 'NETO1', 'CBFA2T2', 'RSRP1', 'C20ORF27', 'CCL28', 'CYB5A', 'TINF2', 'SLC27A4', 'SNORA37', 'CDRT1', 'CAMK1G', 'TNC', 'ZNF648', 'SMAD2', 'DMRT1', 'ASMTL-AS1', 'CTU2', 'OR14A16', 'SNORA57', 'LGALS9', 'LUZP2', 'LOC652276', 'NPIPB5', 'LRRC47', 'ZNF639', 'MLLT4-AS1', 'MRPL11', 'MRPL53', 'MYEOV2', 'SMCO2', 'ALS2CR12', 'LOC388242', 'FOXL1', 'CCNG2', 'C19ORF54', 'COG7', 'MYO19', 'NOP58', 'ZNF311', 'EIF1', 'PGBD2', 'LINC00473', 'DPH6', 'ZNF502', 'HCP5', 'BPIFC', 'ZNF536', 'RUNDC3A', 'KIRREL3', 'ATP6V1E1', 'GAPDH', 'EMG1', 'CHIC1', 'SPG7', 'C12ORF71', 'UBE2U', 'FKBP4', 'PRR5-ARHGAP8', 'KIAA1107', 'SMPDL3A', 'OR52L1', 'ADAM12', 'SSH2', 'LINC00244', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06177154229692228
		RMSE:  1.0106646016782141
		NRMSE:  0.1721833486682819
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.26989975035857605
		RMSE:  1.1682171872252598
		NRMSE:  0.21036071365744585
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9808249714864398
		NRMSE:  0.1670996765569688
		MAPE:  529.9728174248761
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556425
		RMSE:  1.07776630779691
		NRMSE:  0.19407323581894154
		MAPE:  193.8969179437583

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  4.234355631793254e-15
		NRMSE:  7.213921719667537e-16
		MAPE:  6.341058643713129e-12
		Pearson Correlation:  0.44646586256145493
		Spearman Correlation:  0.24369411550551434
		Coefficient of Determination:  -1.038957721153455
		RMSE:  1.480276971120767
		NRMSE:  0.26655327747339774
		MAPE:  1018.6779769370717

	Predictor:  ElasticNet
		Pearson Correlation:  0.742789914327062
		Spearman Correlation:  0.6066017276819509
		Coefficient of Determination:  0.25478290943665527
		RMSE:  0.8467065461794697
		NRMSE:  0.14425039545112522
		MAPE:  709.1128917595045
		Pearson Correlation:  0.7385455966867146
		Spearman Correlation:  0.5340946072830587
		Coefficient of Determination:  0.17322095845927998
		RMSE:  0.9426133841416395
		NRMSE:  0.16973626681702011
		MAPE:  236.44493850730592

	Predictor:  RandomForests
		Pearson Correlation:  0.8500225274830667
		Spearman Correlation:  0.6601618045863458
		Coefficient of Determination:  0.7192540812158996
		RMSE:  0.5196946429688092
		NRMSE:  0.08853853569497745
		MAPE:  416.8623756307595
		Pearson Correlation:  0.7758268224724381
		Spearman Correlation:  0.6799678293014872
		Coefficient of Determination:  0.5491517880944379
		RMSE:  0.6960718141114705
		NRMSE:  0.1253415590649819
		MAPE:  212.90332022907202

Protein:  ERBB3
x_train_column_count:  247
x_train columns:  ['ST3GAL2', 'CXCL16', 'OR51I1', 'EIF1AY', 'IARS2', 'SCARNA22', 'LIPH', 'PWRN1', 'MT2A', 'SLC1A1', 'OPN1SW', 'XXYLT1', 'SMAP1', 'MDC1', 'MARK2', 'SPATA31A5', 'PSMD10', 'TTC36', 'PRR14', 'SNAI2', 'CDC73', 'ZNF71', 'KIFAP3', 'CLVS1', 'HSBP1L1', 'LINC00663', 'P3H1', 'ATP5H', 'BPIFB1', 'DEFB109P1', 'MAP1LC3B', 'DOCK6', 'AGFG1', 'DOCK2', 'PPP1R14D', 'SUPV3L1', 'ATP6V1C1', 'UNC5CL', 'COL5A1', 'TMIE', 'DTX2P1-UPK3BP1-PMS2P11', 'KCNQ2', 'SUSD5', 'MFI2', 'PHYHIP', 'PILRA', 'OPN4', 'SAAL1', 'ICAM3', 'ERCC8', 'TRMT10A', 'IGF2-AS', 'ASB14', 'SNORD115-41', 'LPL', 'FAM210B', 'BOC', 'PCP4', 'STEAP2', 'FER1L4', 'RPS27A', 'NKIRAS1', 'APLNR', 'WDR86', 'TMEM169', 'DDX46', 'GAGE12J', 'TAGLN3', 'SUPT7L', 'PRNP', 'UCKL1-AS1', 'HKDC1', 'CNNM2', 'NLRP11', 'AICDA', 'MAP10', 'LINC01098', 'YWHAH', 'ELMOD1', 'YWHAG', 'PRKCDBP', 'FGF8', 'GAD2', 'ZG16', 'SLC26A8', 'KEL', 'ZMAT4', 'HSD17B7P2', 'HYAL3', 'SRR', 'TAF4B', 'METTL24', 'MCM4', 'MED30', 'WHAMM', 'FAM155B', 'RAB41', 'NEFL', 'FOXD3', 'CYP4Z1', 'CHN2', 'KIAA1614', 'BBS7', 'NME2', 'RYBP', 'TMEM126B', 'GXYLT2', 'BATF', 'SNPH', 'SCN4B', 'PLCD3', 'SLC12A9', 'AXIN2', 'ZNF526', 'CYP2B7P', 'GYS1', 'RBP2', 'PTDSS2', 'PYCARD', 'LOC284661', 'HDX', 'ANXA4', 'AGPAT5', 'CSF2RB', 'SLC1A4', 'CAPN11', 'NBPF1', 'RNF31', 'ADAM12', 'SOX11', 'IPO8', 'SALL1', 'ACSBG1', 'LCE4A', 'COMMD3', 'AMTN', 'ZNF646', 'SYNE1', 'MRPS12', 'STK38L', 'NUP88', 'NXF1', 'DEF8', 'ABHD16B', 'ODAM', 'NMB', 'PYCRL', 'MFSD6', 'C14ORF1', 'MRC1', 'VSIG10', 'PIP5K1B', 'FUOM', 'LDB1', 'ABCG1', 'STAU2', 'SCAND1', 'POLD4', 'NAALAD2', 'KLK6', 'CD19', 'SLC35B4', 'ZNF814', 'STEAP1', 'LIMD1', 'ZNHIT1', 'LYAR', 'LINC00320', 'RBM48', 'CACNA1H', 'CLUH', 'NLGN1', 'MMAB', 'SNORD94', 'PATE1', 'ZNF43', 'DDX6', 'SLC35F2', 'IDH1', 'NRIP3', 'ACPT', 'NYAP1', 'CDS2', 'DEFB128', 'TMEM43', 'MEGF9', 'LRRC17', 'TDRD7', 'PARP3', 'NCOR2', 'CABP4', 'SLC22A23', 'TMEM2', 'TMSB15A', 'LOC100133669', 'HHLA1', 'BTNL3', 'SLC4A1AP', 'FAM171A1', 'MROH6', 'ZNF282', 'CCAR2', 'RBFOX2', 'COPS5', 'HELZ2', 'ADCY3', 'HADHA', 'SHB', 'PSMD9', 'NIPSNAP3A', 'PRM3', 'MCU', 'LINC00473', 'ALPI', 'GNGT1', 'MIB1', 'ELFN1', 'CDC26', 'SDCBP', 'PTPRC', 'PRDX1', 'WHSC1L1', 'ZSCAN5A', 'SNHG4', 'GPR63', 'METTL22', 'ATP6V0C', 'CTSL3P', 'ZNF644', 'DSCR4', 'TRIM37', 'USP38', 'CYP2E1', 'SYT3', 'ALKBH8', 'ANKZF1', 'UNK', 'DEDD', 'KHDRBS2', 'GALNT14', 'SCCPDH', 'ZNF738', 'CLEC3B', 'SCARNA14', 'KHSRP', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20254353309139272
		RMSE:  0.523865801474932
		NRMSE:  0.14324270860276114
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.287905849531515
		RMSE:  0.4364451552160674
		NRMSE:  0.21482088883335748
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  LinearRegression
		Pearson Correlation:  0.7435115680407217
		Spearman Correlation:  0.7294579842210606
		Coefficient of Determination:  0.5528094245789671
		RMSE:  0.3194596162818574
		NRMSE:  0.08735111281663173
		MAPE:  193.08951913711294
		Pearson Correlation:  0.020876825276142014
		Spearman Correlation:  0.2916520156111672
		Coefficient of Determination:  -17.169929462538256
		RMSE:  1.6393218962805622
		NRMSE:  0.8068839409355664
		MAPE:  371.1264443288507

	Predictor:  ElasticNet
		Pearson Correlation:  0.4531828096423113
		Spearman Correlation:  0.4908307438029352
		Coefficient of Determination:  0.0629009261382526
		RMSE:  0.46244746052691266
		NRMSE:  0.1264488474831531
		MAPE:  228.5098315323929
		Pearson Correlation:  0.33429485670096426
		Spearman Correlation:  0.33671990922580086
		Coefficient of Determination:  0.05214491204984051
		RMSE:  0.3744196146039549
		NRMSE:  0.18429155059825408
		MAPE:  211.0623010658152

	Predictor:  RandomForests
		Pearson Correlation:  0.586194760602116
		Spearman Correlation:  0.6135700606642649
		Coefficient of Determination:  0.31347045367593396
		RMSE:  0.39582139128616844
		NRMSE:  0.10823101651436443
		MAPE:  231.83450159613437
		Pearson Correlation:  0.4318186091607276
		Spearman Correlation:  0.3870601716485405
		Coefficient of Determination:  0.17502199360900828
		RMSE:  0.3493082189518804
		NRMSE:  0.17193157301721262
		MAPE:  219.73184763634546


Fold:  5

Protein:  RB1
x_train_column_count:  371
x_train columns:  ['PRAMEF4', 'INS-IGF2', 'DNAH17', 'RGSL1', 'FAM153B', 'B4GALT5', 'OPN4', 'HIST1H1A', 'PYGO2', 'DDX46', 'CUL3', 'AMPD2', 'ACAD9', 'HKR1', 'TMEM50B', 'PLIN5', 'CYLC2', 'KLRC2', 'MMP7', 'GPN2', 'CYB5D2', 'VPS35', 'B4GALT1', 'SNORD116-25', 'NCR3', 'LOC493754', 'STRN3', 'ENG', 'PAQR3', 'HES2', 'ZNF208', 'LINC00599', 'HYAL1', 'ITGA2', 'RASSF4', 'CD55', 'WDR86', 'FAM99A', 'GTF2IRD1', 'A1CF', 'CPSF2', 'BNIPL', 'LOC100129935', 'SSBP4', 'PPAP2B', 'GYG1', 'HRG', 'NEUROG2', 'DAPP1', 'MCTS1', 'VBP1', 'ZMYND15', 'SCARNA15', 'KLF15', 'SNORD115-25', 'LEPROT', 'ZNHIT1', 'GGTLC1', 'BTBD16', 'TAS2R10', 'RNASE2', 'CT45A2', 'KDM3A', 'OR2D2', 'TARBP1', 'MSANTD1', 'PIGG', 'ADGRG5', 'SAPCD1', 'METTL6', 'SYNGR3', 'KIAA1715', 'ANGPTL7', 'RPL15', 'FSD2', 'GNS', 'GALNT3', 'FYN', 'DUXA', 'CYP46A1', 'C16ORF92', 'GRIK1-AS1', 'NLRP4', 'PRDM1', 'CAB39L', 'TEX13A', 'SDK1', 'SAMM50', 'SLC6A8', 'RASL10B', 'RNF103', 'DAD1P1', 'CEBPZ', 'SIGLEC10', 'SSFA2', 'BNC1', 'SUCLA2', 'OR5D18', 'PBDC1', 'IL12RB1', 'C19ORF80', 'OR13G1', 'ALOX5', 'PAK6', 'IFI30', 'KLHL4', 'SOST', 'WIPI1', 'SLC18B1', 'SNORA81', 'A2ML1', 'OR2B11', 'CCDC91', 'ALDH1L2', 'ABCC9', 'RDH14', 'SNORD116-23', 'SYT12', 'OR3A1', 'TGM7', 'KCNK13', 'USP45', 'RXFP1', 'FTHL17', 'ASCL3', 'TVP23B', 'TM2D2', 'LRRC37A', 'POLL', 'MRPL50', 'ABCA12', 'SOX8', 'MXRA5', 'ZNF337', 'HNRNPA3', 'PCED1A', 'SLC6A2', 'HPYR1', 'NEFH', 'MED29', 'RAB3C', 'DNAH11', 'UHMK1', 'EFNA2', 'XKRX', 'POTEM', 'PCDHB17P', 'PAQR9', 'LOC285847', 'ZNF845', 'BRSK2', 'RPL32', 'IARS2', 'TRIML2', 'BOP1', 'ZNF221', 'PRSS3', 'TMCO4', 'HIST1H2AJ', 'LAMA5', 'INTS12', 'PKHD1L1', 'SGOL2', 'RNY4', 'ZNF609', 'CYP1B1', 'WDR90', 'EBAG9', 'FIBP', 'ZSWIM6', 'CMTM5', 'SH3PXD2A', 'ATXN10', 'BCAR3', 'MAP3K10', 'KIAA0556', 'ARSH', 'CKLF', 'OR9A2', 'ATP13A5', 'HBA2', 'C17ORF89', 'AKAP14', 'TMED6', 'SPCS2', 'FAH', 'KRT14', 'FBXO16', 'PSMB6', 'CCL4L1', 'KRT222', 'PER1', 'FOXA1', 'SORCS1', 'DAZ4', 'OR4F17', 'MUC13', 'MRPS18B', 'PCNXL3', 'CLDN18', 'GPR37', 'CCL19', 'RFPL3S', 'LRRC3', 'FOXE1', 'DHCR7', 'UGT2B28', 'PLOD3', 'TAS2R7', 'RP1', 'RTN4RL2', 'ANPEP', 'KLHDC4', 'CAPRIN1', 'TIFA', 'SCARNA9L', 'VTI1A', 'FAM157B', 'MYO1C', 'RABL2B', 'ERICH3', 'DDX27', 'NKIRAS1', 'PHKB', 'CECR5', 'TWISTNB', 'DNM1L', 'XRCC6BP1', 'LRRC57', 'PPP1R36', 'CYBRD1', 'SSX2IP', 'HIST1H2BH', 'RBBP8NL', 'CCDC50', 'CABIN1', 'NUP133', 'UFSP2', 'RASA2', 'MAL', 'COL23A1', 'NOL4', 'TMEM235', 'GPR143', 'CCDC69', 'PHLDA2', 'MIER1', 'GFOD2', 'CDC20B', 'NDUFB6', 'THBS2', 'USP43', 'ANKRD28', 'PNPT1', 'CT45A5', 'SAV1', 'GP5', 'SPTSSB', 'TBCE', 'TAF1C', 'CACNB2', 'FAM169B', 'CYP1B1-AS1', 'ZNF584', 'C4ORF33', 'NEK1', 'SNRPD2', 'RPL8', 'DUSP9', 'PMS2P5', 'HPD', 'PIK3CG', 'SLC28A2', 'SYPL2', 'HMMR', 'TRIT1', 'GEMIN7', 'OR6A2', 'ADTRP', 'B4GALT2', 'MFSD4', 'REC114', 'SLC25A12', 'DMWD', 'C18ORF8', 'ANKAR', 'WASH2P', 'RANBP10', 'BEND3', 'TTC29', 'CXORF40B', 'SYNGR1', 'HSPA5', 'PTPN5', 'TMEM176B', 'EVI5', 'ZNF385D', 'VWCE', 'KAT2B', 'PLK1', 'ZNF34', 'VPS33B', 'MAL2', 'ODF4', 'UBXN1', 'C16ORF52', 'ATAD3C', 'FGF20', 'ARHGAP44', 'GCC2', 'DNAJC6', 'KCNIP4', 'SPP1', 'TXLNB', 'DDX28', 'CYP21A2', 'ASF1B', 'EXOC3L4', 'ZW10', 'CLSTN2', 'INF2', 'ZMAT5', 'LYZL4', 'OR4B1', 'CALCA', 'ZNF79', 'ADCY9', 'SLC5A7', 'INO80C', 'SLC5A6', 'XKR8', 'ZNF570', 'TBC1D14', 'DOCK2', 'HAVCR2', 'PLCB3', 'NUDT16L1', 'SLCO2B1', 'HIST1H4J', 'UBA2', 'HK2', 'MLH1', 'MAATS1', 'DUSP16', 'CACNA1S', 'ARHGEF9', 'IRF2', 'MYO1D', 'BPIFA4P', 'EPHB3', 'HIST1H4K', 'LRRC3B', 'NHLH2', 'TGOLN2', 'ISG15', 'C1RL-AS1', 'XKR4', 'SAA3P', 'HDHD1', 'NBN', 'MAPRE1', 'LPGAT1', 'AMER2', 'ATP8A1', 'FLJ25758', 'GRXCR1', 'IPO5', 'ZNF502', 'NCL', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00018503513771928048
		RMSE:  0.23392670305630597
		NRMSE:  0.11556330212293363
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12340187398900859
		RMSE:  0.2547692202160761
		NRMSE:  0.12845593258580365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  LinearRegression
		Pearson Correlation:  0.8223172807626401
		Spearman Correlation:  0.7397956004897857
		Coefficient of Determination:  0.6762056816275566
		RMSE:  0.13309882936005554
		NRMSE:  0.065752819274517
		MAPE:  325.7460526261341
		Pearson Correlation:  0.06556175642122532
		Spearman Correlation:  0.03767378645619023
		Coefficient of Determination:  -10.657020409523362
		RMSE:  0.8206787045435672
		NRMSE:  0.41379036390676605
		MAPE:  3426.3385108043835

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  RandomForests
		Pearson Correlation:  0.6354498426378916
		Spearman Correlation:  0.5027670567416069
		Coefficient of Determination:  0.19501415863403315
		RMSE:  0.20986196969337625
		NRMSE:  0.1036749626738939
		MAPE:  129.88730510890508
		Pearson Correlation:  -0.018963877647583442
		Spearman Correlation:  0.046870908614820635
		Coefficient of Determination:  -0.134431484460531
		RMSE:  0.25601683328599006
		NRMSE:  0.1290849854214096
		MAPE:  328.4230668986771

Protein:  CDH1
x_train_column_count:  836
x_train columns:  ['TM9SF1', 'PPP1R3E', 'SNX4', 'ARHGAP5-AS1', 'LEMD2', 'PROCR', 'BRAF', 'PTGER3', 'ZFY', 'SNORD38A', 'CYP1B1', 'FMN1', 'IGLL1', 'ATP1B1', 'VILL', 'E2F5', 'GLOD5', 'HGSNAT', 'LYRM1', 'VWF', 'EIF2B2', 'SOX17', 'RPUSD4', 'GBF1', 'FCHSD2', 'HIST1H3D', 'C3ORF79', 'E2F6', 'CYBB', 'BRINP2', 'DLK2', 'C20ORF195', 'TAT', 'SRSF5', 'TRIP11', 'TAGLN2', 'CYP2B7P', 'RAP1B', 'ADGRG5', 'COLQ', 'C9ORF78', 'OR2A25', 'MEFV', 'ARX', 'MYLK', 'CLCA3P', 'ATF7IP', 'CSGALNACT2', 'C16ORF54', 'GALE', 'ABHD12B', 'CCNT1', 'TMEM50A', 'CCDC74B', 'ASTN1', 'LINS', 'CAP1', 'CCL20', 'MYO1D', 'C7ORF73', 'TAP2', 'PEBP1', 'SV2C', 'GEN1', 'ADA', 'NCF1', 'ASIC4', 'AIFM2', 'DGCR11', 'TAF6', 'MRPL28', 'NPTX2', 'PRR23C', 'C17ORF82', 'BPIFB6', 'SULT2B1', 'C17ORF97', 'FAM155A', 'GIPC1', 'LINC01098', 'VWA5B1', 'ZNF446', 'ZNF280B', 'LGALS9C', 'FGF16', 'SPTLC3', 'PHF12', 'USH2A', 'ARMC1', 'SLC26A3', 'C2ORF48', 'ZFYVE16', 'SUMO1P1', 'RAB2B', 'SIGLECL1', 'LINC00602', 'COL27A1', 'ANPEP', 'DGKQ', 'AQP3', 'GP1BA', 'SNORD116-23', 'CCDC54', 'EPHA4', 'PARD6G', 'SLC16A14', 'CYB5B', 'DOC2B', 'TCEAL3', 'GSPT1', 'OR51G2', 'FAM98C', 'ANKS4B', 'RGS10', 'GPR141', 'ASB16-AS1', 'TMEM163', 'PCNA', 'PRSS48', 'SNHG12', 'GABRB2', 'PMS2CL', 'BZRAP1', 'SI', 'LPCAT2', 'PRRC1', 'HECW2', 'RHBDD1', 'TYROBP', 'PRKAR1B', 'ZNF462', 'TP73', 'TXNL4B', 'GPER1', 'TIMD4', 'NEUROD2', 'CEP162', 'SNORD68', 'OSBPL10', 'PRDX3', 'BTLA', 'GRK6', 'GHRLOS', 'CD209', 'HGH1', 'RNPS1', 'LCN12', 'NBEAL2', 'ZNF594', 'SPACA1', 'IL2RB', 'RBP7', 'ZNF571', 'WASH7P', 'PTPN11', 'HAR1A', 'THUMPD3-AS1', 'SEMA4C', 'CCDC121', 'LBP', 'CNFN', 'PPP3CC', 'CRSP8P', 'SKIV2L', 'GNE', 'ANAPC4', 'TBX15', 'TOMM40L', 'PSORS1C1', 'SPATA2', 'CPEB2', 'THAP10', 'OR6C70', 'CALB2', 'LOC399815', 'EXOSC8', 'CNTNAP3', 'KLC4', 'IDH3B', 'SNTB1', 'RBMY1A3P', 'PPP2R3B', 'TMEM248', 'PTGR1', 'KRT37', 'LDOC1', 'BIRC3', 'SCFD1', 'LRWD1', 'NIPA2', 'NXNL2', 'SSBP1', 'WDR91', 'TNNI3K', 'KCNJ8', 'TRANK1', 'ARHGEF26', 'AGPAT9', 'ALDH16A1', 'ZCCHC10', 'NUP54', 'TMEM200C', 'SELK', 'SNORA52', 'GLRX3', 'SENP3', 'NDUFB9', 'PIAS1', 'PPAT', 'ZNF280A', 'SBSN', 'EPG5', 'MTERF4', 'RNF165', 'CST13P', 'SCRN2', 'TSPAN18', 'TBCK', 'KRTAP17-1', 'OR8I2', 'SGCZ', 'POLR1C', 'ENAH', 'LOC100132287', 'SNORD45B', 'DHX57', 'LOC100129935', 'ATP6V1G1', 'SLC44A5', 'RPS26', 'FAM179B', 'AGMAT', 'ZNF350', 'INSL5', 'GYS1', 'PPP2R5E', 'SUSD6', 'OR4C13', 'FAM102B', 'CEL', 'NUP85', 'KIAA1919', 'KIAA0020', 'IL21', 'ZNF207', 'COL11A1', 'ZNF638', 'MEIS2', 'ABCB5', 'C12ORF57', 'FOXL2NB', 'PURA', 'TAS2R46', 'VGF', 'TMEM55A', 'CRLF1', 'NUTM2A-AS1', 'LY86', 'COL6A4P1', 'LIN52', 'EPHB3', 'DHRS4-AS1', 'CHD1', 'DHH', 'ENO3', 'SAMM50', 'GAD2', 'SRP54', 'ZBTB1', 'IQSEC3', 'RPS6KA6', 'OIP5-AS1', 'BCO1', 'CAPN5', 'DUSP21', 'MRPL3', 'DPH7', 'DTHD1', 'PCDH17', 'DNAH5', 'PRIMPOL', 'ACAA2', 'RASSF2', 'CUL5', 'PCGEM1', 'TTTY11', 'BAZ2B', 'NCLN', 'ARHGEF18', 'DENND1B', 'AGT', 'ALDOA', 'GGT8P', 'KCMF1', 'CXXC5', 'SLC10A5', 'USP34', 'MARCH4', 'MAB21L3', 'STEAP1B', 'MTMR6', 'NEK2', 'SSTR4', 'NCBP1', 'ZBTB34', 'LRAT', 'DAW1', 'ZNF160', 'DLX6-AS1', 'PKIA', 'PAX6', 'PHGR1', 'ARHGAP11A', 'ATG7', 'LRRC37BP1', 'LEAP2', 'C9ORF142', 'ZNF415', 'RPRM', 'PAQR4', 'WDR93', 'ZNF280C', 'STEAP2', 'EPS15', 'SH3BP2', 'IFI6', 'PKLR', 'CDH19', 'SNORA65', 'KRT73', 'STAT6', 'KDM5A', 'SLC32A1', 'THAP5', 'MXRA7', 'FAM86JP', 'ALDH9A1', 'TGS1', 'FAM74A1', 'ZNF530', 'SPATA8', 'NPLOC4', 'GPR87', 'CHN1', 'TIMM8B', 'DOK5', 'BBS7', 'EIF6', 'TTL', 'SLC36A4', 'PRF1', 'ABRA', 'UBXN2A', 'EIF1AX', 'EIF2B4', 'MRPL1', 'GTF2H1', 'ABCG5', 'IGF2BP2', 'SEPT9', 'CSDE1', 'RFPL4B', 'AQP12B', 'MED25', 'AQP2', 'USP38', 'SDHAF3', 'ADD1', 'KIF26B', 'ATAT1', 'STAT3', 'ASB11', 'SEC23B', 'HERC1', 'IFNA13', 'HTN1', 'ZNF680', 'CYTIP', 'PIGO', 'BCL10', 'LDB1', 'MXRA8', 'METTL7A', 'GRM7', 'TCF19', 'PTGFR', 'ARSB', 'RAB15', 'ROS1', 'OIP5', 'ALPPL2', 'MAGI2', 'JMJD1C', 'FCHO2', 'SLC25A42', 'SERINC4', 'DICER1-AS1', 'BCL9L', 'COPS5', 'KRT80', 'CAV3', 'GGT3P', 'FHDC1', 'SH2D7', 'BCORP1', 'PDLIM5', 'ARSG', 'H1FX', 'DYTN', 'ZFP30', 'LOC100130331', 'NOL4', 'ATP5G1', 'LTBP2', 'CLDN7', 'ZNF587', 'ASB6', 'MAVS', 'DDT', 'COL1A2', 'HHIPL2', 'WFDC2', 'ZBBX', 'SCN1A', 'NIPAL4', 'SEPT2', 'RFT1', 'PFN4', 'OR52K2', 'RAB3A', 'H2AFX', 'LINC01128', 'COMMD5', 'EML4', 'MAGEA6', 'C2ORF50', 'COX19', 'EXOC5', 'TRIM13', 'CAPNS2', 'CNTN6', 'SNAP23', 'TCTA', 'HRASLS', 'UNC93A', 'REEP5', 'TDRD1', 'SNORD121A', 'HES5', 'MAP3K13', 'GNPDA1', 'VDAC3', 'FBXO6', 'TRAF4', 'RASSF8', 'TRIM66', 'C7ORF69', 'AOX1', 'GATS', 'THRSP', 'ARNT', 'AKAP3', 'CCNA2', 'SLC2A11', 'GSKIP', 'GSTM2P1', 'AMBRA1', 'SNORD123', 'FARP2', 'PTK6', 'SNX6', 'SVIL', 'TPD52', 'SH2D1A', 'MATN1', 'PLD5', 'SPAG11A', 'PTPN9', 'LDAH', 'MFN1', 'ADCK2', 'SNORD49A', 'MEOX2', 'TMEM167B', 'EVA1A', 'GPR52', 'SNORD1A', 'TTTY17B', 'CX3CL1', 'DOCK10', 'MTA3', 'SDF2', 'EMB', 'SFT2D3', 'SESN1', 'SMYD1', 'CLCN4', 'LRP12', 'WFDC11', 'SOX5', 'SLC25A14', 'ARHGAP1', 'SPATA25', 'ZNF781', 'STC2', 'PXDN', 'KIAA0226L', 'SYN3', 'TBCE', 'LILRA5', 'ABCA2', 'RNF19A', 'RSPH3', 'AATBC', 'ARID2', 'TPM1', 'ABHD2', 'C10ORF105', 'SNORD115-17', 'TRIP12', 'GSS', 'LOC344967', 'ZNF527', 'SLC26A11', 'KIF3C', 'HEG1', 'CLTCL1', 'RASGRF1', 'CLU', 'CCDC38', 'SLC26A4', 'CKM', 'THNSL1', 'XYLT2', 'CD3E', 'IKZF5', 'PCSK6', 'IGFBP2', 'ACOT1', 'SPPL3', 'SNX25', 'UNC13D', 'GSTO1', 'MRPS22', 'TBC1D3P2', 'KANSL2', 'ARRDC4', 'C16ORF46', 'KANSL1', 'APBA2', 'DIO3', 'GSTT1', 'LOC284578', 'ARHGAP35', 'PLN', 'CNOT3', 'DPY19L2P2', 'C1QTNF8', 'PHAX', 'NPAP1', 'CRELD2', 'KDM4A', 'SCN1B', 'ZNF770', 'WNT8A', 'AEN', 'HTT', 'KLHL33', 'SNAP29', 'MTCH2', 'AMDHD2', 'LMO3', 'AHCYL2', 'REXO1L6P', 'TTC21B', 'SNORA71C', 'XBP1', 'ATP6V1C1', 'RAB35', 'TMEM2', 'KLHL25', 'GPR3', 'SDF4', 'FCMR', 'FERD3L', 'KRTAP4-11', 'TMEM263', 'SETMAR', 'MRC2', 'ABLIM3', 'EDEM1', 'GPR160', 'TRNT1', 'HRASLS2', 'EMCN', 'NR1I2', 'PLIN3', 'TCEA2', 'KRT74', 'C10ORF32', 'NEIL3', 'TRAPPC11', 'DENND6A', 'ZNF830', 'C18ORF8', 'TRAPPC3', 'TSHZ3', 'GTPBP4', 'DCAF12', 'ZNF697', 'C1QTNF9B-AS1', 'KLHL40', 'HLA-J', 'NIPAL2', 'CYP26B1', 'SNORD45A', 'CTDSPL2', 'PRR19', 'PSMD5', 'AMER1', 'CCDC168', 'PNRC1', 'C2ORF54', 'CALHM1', 'CATSPERG', 'KCNMB3', 'FAM73A', 'SNORD79', 'PHOSPHO1', 'NXPH3', 'IFT27', 'SMCO1', 'VNN1', 'FBN3', 'GNA12', 'GNPTAB', 'RAVER2', 'TFCP2', 'HMP19', 'TMEM261', 'RNASE6', 'KCNN2', 'REST', 'GTSE1', 'SAYSD1', 'CCDC66', 'UBE2C', 'C8ORF82', 'POLR3GL', 'C6ORF1', 'TARS', 'CDHR5', 'FCRL2', 'EED', 'MAN2C1', 'ISX', 'SCD5', 'AGFG1', 'TRPT1', 'ULK1', 'TLE4', 'RRP1', 'LANCL3', 'SCARNA20', 'UBE2DNL', 'TNFRSF10D', 'TMEM201', 'ZC3H12C', 'GNPAT', 'LINC01551', 'CSN3', 'ZNF675', 'EMBP1', 'OR6C6', 'CD24', 'COL11A2', 'TMEM177', 'CAD', 'GNAS-AS1', 'A2M-AS1', 'ACTN1', 'TRIM10', 'C1R', 'MTHFR', 'LOC100128288', 'ILDR2', 'OMG', 'GLP2R', 'TSEN54', 'VPS36', 'RPSAP9', 'UNC5D', 'MED12', 'ABCC10', 'AWAT2', 'SNORD113-7', 'CBX2', 'LOC647859', 'SPEF1', 'LINC00298', 'OR51F1', 'SLC25A1', 'RPL31P11', 'XPO6', 'NANS', 'TBC1D2B', 'APMAP', 'LYSMD3', 'ZNF804B', 'ANGPTL5', 'UBE2V2', 'ABCA9', 'SLC7A2', 'FBRSL1', 'PRPF3', 'DCDC2', 'TIMM21', 'LRRK1', 'PLCD3', 'GNAI3', 'TEX10', 'PRMT6', 'ERMP1', 'SERPINA7', 'E2F7', 'TSR2', 'POR', 'DIRC1', 'POU6F2', 'GCNT1', 'ELL3', 'SYTL5', 'MBOAT2', 'MCPH1', 'PHLPP1', 'SNCG', 'MMP7', 'ARFGAP3', 'CALCOCO1', 'SORBS1', 'SDHD', 'PEA15', 'G3BP2', 'MLH1', 'RBMY1A1', 'C10ORF107', 'METTL7B', 'FDX1L', 'DHODH', 'HIRIP3', 'RBMXL3', 'SCNN1G', 'MGAM2', 'SEC14L3', 'HHIPL1', 'HOXB13', 'FASTKD5', 'C17ORF105', 'CLTC', 'HEPHL1', 'CSN1S1', 'KRT81', 'TSPAN17', 'JAM2', 'ANKRD34C', 'C9ORF116', 'RASSF4', 'FER', 'RAB6C', 'CLEC1A', 'NT5C3A', 'CEP131', 'RFPL1S', 'RTP4', 'TBC1D3H', 'NEDD9', 'MYO9B', 'FAM46A', 'CSRP1', 'ACER1', 'PIFO', 'FGD3', 'TTTY9B', 'BACE1', 'COQ3', 'PZP', 'CCL27', 'MBTPS2', 'CEP350', 'SAP30L', 'PIGA', 'LOC340017', 'CTRB2', 'RPS6KA2', 'CHRNA9', 'RXFP2', 'BCL3', 'TRADD', 'OR4K17', 'UBALD1', 'HYPM', 'MAP3K4', 'LINC00879', 'DNAH7', 'ATG5', 'SNORD18B', 'CYP2B6', 'SFTPA2', 'PQBP1', 'GPR156', 'MED14', 'UPF3B', 'ATG101', 'ZNF628', 'SUSD5', 'PLEKHG7', 'C7ORF31', 'DCST1', 'SERPINB1', 'CHAC1', 'SLC6A1', 'PDIA6', 'SELV', 'CD19', 'RBM41', 'TAF8', 'CYB5D2', 'TUSC5', 'RFESD', 'ATP13A2', 'HOXB1', 'ECHDC1', 'CADM4', 'INTS8', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10476316856458312
		RMSE:  1.1835893765747125
		NRMSE:  0.18846364392451076
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19786466090973764
		RMSE:  1.2714981376898562
		NRMSE:  0.2500438806886504
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1260727912856485
		NRMSE:  0.17930524366829853
		MAPE:  266.31463004312263
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01718399286470018
		RMSE:  1.1716869980595492
		NRMSE:  0.23041572398960675
		MAPE:  1066.779337530299

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  4.314621540550138e-15
		NRMSE:  6.870197669740036e-16
		MAPE:  2.122304120708151e-12
		Pearson Correlation:  0.26040563798463656
		Spearman Correlation:  0.281941171336301
		Coefficient of Determination:  -1.6253882439926408
		RMSE:  1.8823857227209686
		NRMSE:  0.37017673648914845
		MAPE:  5864.765063080474

	Predictor:  ElasticNet
		Pearson Correlation:  0.6994180170872926
		Spearman Correlation:  0.6496150078897209
		Coefficient of Determination:  0.3832094460028782
		RMSE:  0.8843726882377537
		NRMSE:  0.14081919178334346
		MAPE:  193.7794275799436
		Pearson Correlation:  0.5286424702561695
		Spearman Correlation:  0.590194391451265
		Coefficient of Determination:  0.23293741521621347
		RMSE:  1.0174832109973457
		NRMSE:  0.2000910918167481
		MAPE:  916.7587167085732

	Predictor:  RandomForests
		Pearson Correlation:  0.7852746165343615
		Spearman Correlation:  0.7032310128095981
		Coefficient of Determination:  0.6115177825334365
		RMSE:  0.7018624967452063
		NRMSE:  0.11175798489621448
		MAPE:  135.5617131178665
		Pearson Correlation:  0.6491492111367486
		Spearman Correlation:  0.6068462285647039
		Coefficient of Determination:  0.41412266043988644
		RMSE:  0.889232244891276
		NRMSE:  0.17487015887421603
		MAPE:  465.45900371717073

Protein:  CDH2
x_train_column_count:  474
x_train columns:  ['ZDHHC18', 'KIR2DL3', 'NQO2', 'GRK7', 'DNAH10', 'ATP6V1C2', 'ZBTB6', 'BAIAP2L1', 'ADCK3', 'SNORD114-16', 'UNC79', 'METTL12', 'FGL2', 'MUTYH', 'CMTR2', 'KPNA7', 'PNPLA6', 'RBM7', 'ERMARD', 'ASCC3', 'WNT16', 'MOGAT1', 'GCM1', 'PLA2G4F', 'ZPR1', 'FAM177B', 'LRIT3', 'SLC25A19', 'TLL1', 'SYT17', 'C4ORF32', 'RPL27', 'TTTY21', 'ACSM4', 'MGAT5', 'MRPL27', 'BTN1A1', 'KLK10', 'HAVCR1P1', 'EIF4E2', 'TSTD1', 'LOC646813', 'FILIP1L', 'SNHG10', 'DSCAM', 'LINC00928', 'RAET1E', 'PPAT', 'ZPBP', 'HAPLN2', 'CUX1', 'CIB2', 'NINJ1', 'H3F3AP5', 'UNKL', 'BAZ2B', 'NAB1', 'SSTR5-AS1', 'PRSS58', 'GPR85', 'RABGGTA', 'FJX1', 'TMED7-TICAM2', 'GBA3', 'LMBRD2', 'C5ORF63', 'KGFLP1', 'AKAP6', 'NXF2B', 'RORB', 'KIF3B', 'DACH2', 'RCC2', 'MMP12', 'LINC01341', 'CXCL13', 'AUNIP', 'ORMDL2', 'PRSS41', 'PLAG1', 'TEX15', 'MLIP', 'TLR9', 'ZFP69B', 'AMZ2P1', 'COCH', 'ZNF624', 'LYZL4', 'CRABP2', 'TMX3', 'PGAM1', 'SNORA15', 'C19ORF48', 'PRNT', 'CHCHD6', 'LINGO2', 'FLVCR2', 'AVPI1', 'STRA13', 'SELM', 'RPAP2', 'CLYBL', 'CHCHD10', 'PCDHA7', 'RPL14', 'MOCS1', 'ZNF619', 'FLJ13224', 'UBE2L3', 'FKBP3', 'KIAA2022', 'IRGC', 'CHRFAM7A', 'SEPT10', 'LRR1', 'TRIM3', 'CSTF3', 'SSTR2', 'SNCG', 'C20ORF195', 'FAM169A', 'SSX2IP', 'MICAL3', 'MRPS31', 'STAC3', 'DNAJC15', 'C11ORF84', 'CDC42SE2', 'NKIRAS2', 'PTPRVP', 'RBM12B', 'CMPK2', 'ABCC5', 'NVL', 'CACNB2', 'TACSTD2', 'NLRP8', 'HIST2H2AC', 'DNAJB6', 'INHBA-AS1', 'SNORD119', 'ZNF382', 'MS4A13', 'C1ORF116', 'MIB2', 'OPN5', 'LOC148709', 'TAX1BP1', 'LAMTOR1', 'ZNF564', 'CD300LG', 'GNB1L', 'PPDPF', 'OR2J2', 'LDLRAD2', 'S1PR5', 'PCDH7', 'NKTR', 'CTHRC1', 'PRSS33', 'RAB8B', 'LRRC57', 'FBXL22', 'RBP3', 'HHLA3', 'PDIA5', 'ECT2L', 'ARNTL', 'SNORD116-1', 'ITSN1', 'USP16', 'C9ORF171', 'EPM2AIP1', 'SMARCE1', 'BCL2L1', 'CDKN2D', 'APOC2', 'LINC00620', 'TUBB6', 'BPIFA1', 'MAD2L2', 'RPS23', 'OPHN1', 'NTM', 'SAP30L', 'MIS18A', 'MAPT-AS1', 'CPT1A', 'SLC26A2', 'ELF4', 'INSL5', 'PRKRIR', 'GSTZ1', 'CDC37', 'LYPLA1', 'UBE2D4', 'FAM71A', 'MRPL20', 'TPX2', 'C17ORF85', 'LINC00189', 'TCEAL1', 'SNORA70', 'C1QBP', 'MIR155HG', 'FAM84A', 'TEAD1', 'C6ORF163', 'MYOM2', 'ITGB3', 'CERCAM', 'TAF4B', 'TRA2A', 'RAB43', 'RNF17', 'GFRA1', 'EPC1', 'LINC00652', 'AQP8', 'RTCB', 'MYH7', 'ZNF784', 'DCANP1', 'RPS27L', 'TICRR', 'EHBP1L1', 'FAM228A', 'POMP', 'ELMSAN1', 'MTCL1', 'ARHGEF16', 'OR51G1', 'GOLGA6L6', 'ITGA3', 'RPL23AP53', 'PSME3', 'CMTM5', 'FAM179B', 'DRAIC', 'BDP1', 'LOC728554', 'ZNF565', 'USH1C', 'C5ORF28', 'DHCR7', 'TRIM50', 'HDX', 'FAM126A', 'RAD9B', 'GINS4', 'PCYT1A', 'RRAGA', 'PRDX5', 'RBM24', 'PCDHGA5', 'TNFSF4', 'GPD1L', 'GOLGA3', 'DLX3', 'SOSTDC1', 'FCN2', 'HSPB11', 'SPRY2', 'MBD5', 'TTTY1B', 'OR6C75', 'SMTNL1', 'PGPEP1L', 'SOD2', 'COL24A1', 'SNX24', 'MORF4L2', 'IL17RC', 'TNFRSF4', 'TAS2R13', 'IRF4', 'DKK2', 'SLC10A6', 'PITPNA', 'S100G', 'WDR72', 'ATP7B', 'HNRNPUL1', 'ADARB2', 'CAMKMT', 'SNORD29', 'HIF1A', 'CCDC113', 'POLD1', 'HSBP1', 'BPY2', 'BTNL9', 'OR4N4', 'FAM178B', 'PHLPP1', 'TAAR8', 'GID8', 'CDH11', 'PXT1', 'TM4SF1', 'CTNNA2', 'ANXA2R', 'PLAC1', 'TCP10L2', 'IL24', 'LINC01599', 'CGA', 'FOXN2', 'MESTIT1', 'SRD5A3', 'NCL', 'PITX3', 'CTAG2', 'PAX2', 'BCRP3', 'FAM201A', 'CAAP1', 'SNRPD3', 'ADAD1', 'SCAND2P', 'LIN52', 'CACFD1', 'FAM120B', 'LOH12CR1', 'C1ORF189', 'RBBP9', 'CYB561A3', 'TOB2P1', 'DNAJC10', 'SLC45A2', 'P4HB', 'OTUD5', 'LINC01558', 'PPRC1', 'PRG2', 'SNORD35A', 'LOC400043', 'MIPEP', 'GNB1', 'TULP2', 'TIMM9', 'FAM222A', 'DAPK3', 'PRR23C', 'DTNA', 'ARL10', 'CDHR1', 'SMC6', 'NLGN2', 'COA7', 'DNAI1', 'KCTD2', 'RNF169', 'RAD18', 'PURB', 'ADAR', 'IL17C', 'TSPEAR-AS2', 'PNPLA8', 'ADPRM', 'WFDC8', 'CD27-AS1', 'CMIP', 'ESCO2', 'TMEM141', 'CLCF1', 'CA5B', 'SNORD111B', 'STRADA', 'DPP4', 'COQ5', 'SLC22A9', 'SPOCK2', 'DYNLT3', 'ELMOD3', 'DCP2', 'UBE4A', 'ING2', 'PTGDS', 'SLC6A1', 'ERCC6L', 'OR6C2', 'FAM196A', 'PTPRU', 'HMGN3', 'LRRC47', 'RPL6', 'MAD2L1BP', 'GSR', 'KIF22', 'LINC00113', 'DKKL1', 'TRMT5', 'PPP3R2', 'RNF168', 'GLDC', 'TACR3', 'SRFBP1', 'SPATA2', 'ATG4B', 'DDX28', 'EFNB3', 'RBM28', 'XAGE5', 'SPATA20', 'TMEM241', 'ZNF735', 'C15ORF61', 'PSG11', 'FAM110B', 'RAD51D', 'LINC00298', 'SNORA8', 'CERS4', 'NPIPB5', 'KRT36', 'JADE2', 'PPP3CB', 'JRK', 'CDNF', 'SAP30', 'CCK', 'PDIK1L', 'MPP7', 'OR4L1', 'PAG1', 'SLC7A6OS', 'FMNL1', 'SAP30BP', 'STARD5', 'PNPLA7', 'PNLDC1', 'CYP2S1', 'LOC113230', 'DBR1', 'ZNF562', 'TMF1', 'HMGN2P46', 'HIST2H2BA', 'CIDEB', 'FAM58BP', 'LOC284441', 'CCDC150', 'SNAPC1', 'P2RY13', 'PALM2-AKAP2', 'TSSC2', 'KIAA1324L', 'TM9SF2', 'CHRNA3', 'AES', 'ZMYM4', 'COL19A1', 'NECAB1', 'LEPR', 'TCP11L2', 'LRRTM1', 'C10ORF131', 'HEPHL1', 'RTP5', 'CEACAM22P', 'LCN15', 'SPATA41', 'EFEMP1', 'GOLGA7', 'MCTS2P', 'S100A7L2', 'BASP1', 'FABP3', 'FOXD1', 'MTG1', 'SOBP', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0016678089051440637
		RMSE:  0.3594357673583712
		NRMSE:  0.1765314902796381
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02548752338232485
		RMSE:  0.4223734458481898
		NRMSE:  0.15794680397441796
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  LinearRegression
		Pearson Correlation:  0.9336299595279511
		Spearman Correlation:  0.9113818203619511
		Coefficient of Determination:  0.8715938340203349
		RMSE:  0.12869224361232845
		NRMSE:  0.0632052667414805
		MAPE:  875.5030312333774
		Pearson Correlation:  -0.008353228911423701
		Spearman Correlation:  0.015626149485852975
		Coefficient of Determination:  -997.55111146076
		RMSE:  13.180035075593306
		NRMSE:  4.928682039374495
		MAPE:  14938.781913526273

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  RandomForests
		Pearson Correlation:  0.5910517757036677
		Spearman Correlation:  0.5175768188723572
		Coefficient of Determination:  0.1797189864107257
		RMSE:  0.3252675681538648
		NRMSE:  0.1597502913186311
		MAPE:  628.6773596359567
		Pearson Correlation:  0.11823203034165486
		Spearman Correlation:  0.1701943542867871
		Coefficient of Determination:  -0.0012319915762135647
		RMSE:  0.4173484214953725
		NRMSE:  0.15606769309701118
		MAPE:  1302.8736219012735

Protein:  CDH3
x_train_column_count:  75
x_train columns:  ['DEK', 'NCSTN', 'PTGFRN', 'ARID5A', 'C11ORF54', 'ERP44', 'C10ORF95', 'NCK1', 'COL4A4', 'FIG4', 'PGBD2', 'ZBTB9', 'MYL9', 'OR4N5', 'SMPDL3A', 'MPP3', 'NRG4', 'ARHGEF10L', 'KRT24', 'ABCA11P', 'EVPL', 'KRTAP19-7', 'ZNF443', 'PRIMPOL', 'CHERP', 'TNFRSF11B', 'SH2D5', 'OR8G2', 'FGF21', 'TMEM155', 'FUT9', 'CTSS', 'ABCF1', 'SESN2', 'EEF2K', 'JAK3', 'LOC728323', 'TMEM194B', 'MYH9', 'ATP6V1C2', 'ITGA4', 'LOC646813', 'ZC3H11A', 'DCTN2', 'DIAPH3', 'HPN-AS1', 'DYTN', 'GLTSCR1L', 'OR5B17', 'ISLR2', 'IQCF3', 'MMGT1', 'KRTAP5-7', 'FRMPD1', 'EMP2', 'CELSR3', 'TCTEX1D1', 'NCAPH2', 'MTX1', 'COQ9', 'KLF2', 'GPR27', 'DDX11L2', 'PRRT4', 'FRA10AC1', 'LINC00202-1', 'CCR2', 'ADRA1D', 'CRHR1', 'MTMR8', 'CHRNB1', 'FBLN7', 'OR2T33', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011481892643820935
		RMSE:  0.2038847376288621
		NRMSE:  0.14304087222095618
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026977014897064944
		RMSE:  0.22369326249691865
		NRMSE:  0.20181818899206835
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  LinearRegression
		Pearson Correlation:  0.5437023159712256
		Spearman Correlation:  0.5302649016331722
		Coefficient of Determination:  0.2956122059492273
		RMSE:  0.17101785083662893
		NRMSE:  0.11998221560632327
		MAPE:  651.4116190339645
		Pearson Correlation:  0.4629603599113014
		Spearman Correlation:  0.43547924537712446
		Coefficient of Determination:  0.14822300577771086
		RMSE:  0.20617255211791247
		NRMSE:  0.186010837447029
		MAPE:  280.4641053766576

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  RandomForests
		Pearson Correlation:  0.540428375476059
		Spearman Correlation:  0.5421829600400734
		Coefficient of Determination:  0.23601754399655406
		RMSE:  0.17810545710923772
		NRMSE:  0.12495471818294167
		MAPE:  405.7129323526431
		Pearson Correlation:  0.4270866747572358
		Spearman Correlation:  0.43402785570892416
		Coefficient of Determination:  0.15253113520323036
		RMSE:  0.20565049998210788
		NRMSE:  0.18553983704481986
		MAPE:  132.24651062832817

Protein:  PTEN
x_train_column_count:  886
x_train columns:  ['MYCT1', 'CACNG6', 'ERCC1', 'UNC13D', 'LOC91450', 'WBSCR27', 'AADAC', 'EGFL8', 'ACBD4', 'LGALS12', 'EHF', 'ZNF155', 'KCNK16', 'CARD9', 'ATP5SL', 'PCDH20', 'OR51D1', 'KDELR2', 'LIPF', 'PIWIL4', 'ZRANB3', 'BAHD1', 'GRIK1', 'RINL', 'JADE3', 'IER2', 'SNORD116-3', 'FZD5', 'GNG7', 'TCEANC', 'KRTAP23-1', 'OR4C46', 'CLDN11', 'TMEM63C', 'PLK4', 'RAB34', 'TSG1', 'MPP5', 'NOX3', 'TNIP1', 'VCPIP1', 'RALBP1', 'IMP3', 'SYNDIG1', 'PRCC', 'PDHB', 'KPNA6', 'GOLGA7', 'SLC25A3P1', 'SUN5', 'R3HDML', 'HK2', 'PHF6', 'PIP4K2A', 'CROCCP2', 'SLC6A9', 'LINC00032', 'XPO6', 'FAM161B', 'HSBP1', 'ZNF676', 'SENP8', 'POLR3B', 'RFNG', 'GALNT13', 'MSX2P1', 'DMBT1', 'FAM98C', 'ADGRG3', 'CYP21A2', 'RP2', 'UNC5CL', 'YIPF5', 'SCGB1B2P', 'PADI1', 'TCAIM', 'RLN1', 'PGAP2', 'DGKD', 'SMAD6', 'CHIC1', 'TCEAL3', 'ST6GALNAC5', 'ISM1', 'PTBP3', 'PCDHGA2', 'CORO6', 'IER5', 'CENPP', 'KRT32', 'ZNF791', 'FER1L5', 'SMCR5', 'RPS2P32', 'GID8', 'ZDHHC13', 'GTPBP1', 'AARD', 'PCDHA4', 'SPRR2C', 'ZNF581', 'TMEM263', 'SPPL2A', 'SNAR-H', 'CARNS1', 'ARMT1', 'CAB39L', 'FAM179B', 'WNK1', 'XRCC4', 'PRR35', 'SH2D1B', 'LMOD3', 'REXO2', 'MRPL3', 'SIRT7', 'TTLL11', 'PRMT5', 'SLC8A3', 'XKR6', 'BCL2', 'PAX1', 'MMP1', 'GPIHBP1', 'DACT1', 'SYNRG', 'FOXM1', 'G6PC2', 'IQGAP3', 'GDPD5', 'DDC', 'MYO15A', 'MIA2', 'TMEM136', 'MPDZ', 'SLC6A1', 'COG3', 'LINC01591', 'ADGRF5', 'NKG7', 'ERGIC2', 'COX11', 'COX7B', 'SNORD114-20', 'PTGS2', 'SCCPDH', 'ST8SIA2', 'FAM162B', 'SMIM15', 'HS3ST1', 'ZBED2', 'TMEM59L', 'PRKCE', 'TMEM219', 'LOC645166', 'PDE3B', 'JAKMIP3', 'MIB1', 'RAB11FIP2', 'LAT2', 'DPH3', 'ZNF835', 'GPR19', 'SNX29', 'ZNF883', 'ESCO2', 'MRPS23', 'FFAR2', 'EEF2', 'ZDHHC17', 'SLCO6A1', 'IDH3A', 'GNB1', 'SEC63', 'ARFGAP1', 'VN1R4', 'WARS', 'SRSF8', 'CTSO', 'SLC32A1', 'SQRDL', 'TAF9', 'LINC00667', 'STARD3NL', 'CTDSP2', 'RPUSD4', 'TUBG2', 'LOC728392', 'ACPP', 'CACNG1', 'PSMA8', 'CDK5RAP3', 'GBA2', 'VPS51', 'XG', 'KLHL24', 'WDR60', 'SKAP1', 'DOCK2', 'MIR17HG', 'TMEM179', 'SNORD116-23', 'TBC1D3H', 'C9ORF64', 'C9ORF153', 'MAZ', 'NEU2', 'NT5C1A', 'FAM69B', 'ARMCX5', 'IL2', 'ZNF774', 'PDZD7', 'MS4A8', 'CEP290', 'ATXN7L3', 'IFI44L', 'MUL1', 'CCSER2', 'RUVBL1', 'CDH24', 'ZCCHC13', 'CRLF2', 'RHOBTB2', 'SLCO4A1', 'CSPG4', 'DYNC1LI1', 'TTTY17A', 'CPPED1', 'PRDX3', 'MORC1', 'TMCC3', 'GPR89A', 'C20ORF85', 'KDM3A', 'EXPH5', 'DNM3', 'MED1', 'TMEM156', 'KRT72', 'GSTZ1', 'HSFY1P1', 'C17ORF98', 'PEX11A', 'HLX', 'CIB1', 'LOC613037', 'TTC33', 'SPATA33', 'ZNF184', 'ARL14', 'LINC00298', 'EFHC2', 'PCDHB19P', 'OR10A4', 'POU4F1', 'FAM35A', 'DDX17', 'SLC25A20', 'AKNAD1', 'PPP1R1A', 'NELL2', 'VPS35', 'FBXO44', 'COX4I2', 'RPAIN', 'SLIRP', 'DNAJC1', 'STRADA', 'KCNQ3', 'BBC3', 'TFIP11', 'CLNS1A', 'ZNF514', 'MATR3', 'NHS', 'LINC00893', 'B4GALT7', 'PNISR', 'RBP3', 'MMAA', 'POC1B', 'HABP2', 'MGAM2', 'PVRL3', 'TFAMP1', 'SPNS2', 'DUSP4', 'PTDSS2', 'C1ORF95', 'SNF8', 'MOCS3', 'POLR2J', 'CCNB2', 'COA3', 'GIMAP4', 'SPAG4', 'BAK1', 'PAPOLG', 'TRAPPC2', 'GPR132', 'RCN3', 'ERLIN2', 'IQCJ', 'ISOC2', 'FDXR', 'RNF213', 'DCAF4L2', 'SMG1P3', 'MYBL2', 'WNK3', 'MB21D1', 'TRIM74', 'PLAA', 'PRL', 'FOXI1', 'GJB1', 'PIK3CD', 'TBCEL', 'C10ORF10', 'GALNT8', 'TTC31', 'RDH8', 'MEF2C', 'BAG3', 'SYT13', 'TMPRSS11D', 'MARCKSL1', 'C9ORF116', 'TCHH', 'MRPL21', 'TRAPPC1', 'ABCC10', 'MAGEA3', 'SNORD102', 'SPOP', 'BAG4', 'ZNF131', 'CARS', 'SPATA32', 'LINC01465', 'PCDH10', 'MEIS3P1', 'PTCD3', 'SCAND1', 'LOC202181', 'TCIRG1', 'ADRBK2', 'RSPRY1', 'PIK3R5', 'MGAT1', 'C3ORF79', 'TSC2', 'IZUMO4', 'OR2T2', 'SYCE1', 'ZNF772', 'TP63', 'NOC4L', 'GLRA4', 'SFRP4', 'F13B', 'GSTA5', 'NLN', 'IQUB', 'WARS2', 'OR4E2', 'IMP4', 'SNAR-A2', 'STXBP1', 'NUDT4', 'LURAP1', 'MDH2', 'FIBP', 'CCNT1', 'FGFBP2', 'APPBP2', 'NDNL2', 'FASTKD1', 'RAB4B', 'ZNF816', 'PITX3', 'CHRNB1', 'MYLK', 'SESN3', 'PIP5K1B', 'ASH2L', 'PLOD1', 'ARHGEF25', 'PCBD1', 'VTN', 'SEC13', 'TRIM53AP', 'GKN2', 'NPW', 'YEATS4', 'PPM1E', 'SULT1A1', 'DUX4L6', 'OSR2', 'INPP5E', 'CCDC13', 'FAM3C', 'CHRNA10', 'ECEL1', 'TMEM14E', 'TYRP1', 'CRP', 'SUOX', 'CHID1', 'TNC', 'NINL', 'RHBDD2', 'ARL6IP5', 'CATSPERB', 'C16ORF71', 'RBFA', 'MMADHC', 'CCDC102A', 'MMGT1', 'MYT1', 'REC114', 'TTTY17B', 'SLC25A51', 'WDR27', 'DNAJB14', 'GAS2L1P2', 'SNORA53', 'TMIGD1', 'EXOSC8', 'SSR1', 'TMEM126B', 'ILKAP', 'CDHR5', 'ISCA2', 'TLR1', 'RAB24', 'OR6W1P', 'YARS2', 'XRCC2', 'KRT10', 'CARD11', 'PSMA4', 'DNAJC5G', 'C11ORF86', 'MFSD12', 'KDF1', 'TIMM22', 'TMPRSS9', 'TBL2', 'MNX1', 'CDC34', 'NUDCD2', 'OR10K1', 'QSOX2', 'RASSF7', 'AADACP1', 'GPC5', 'NUDT5', 'GMPR', 'CCDC153', 'ASIC5', 'EPB41L4A-AS2', 'ACER2', 'GCG', 'MAGEB3', 'MIR100HG', 'PKIA', 'TMEM92', 'GOT2', 'AFAP1', 'UBASH3B', 'LAMA1', 'PRR15L', 'JMY', 'FAM65A', 'TMEM170A', 'ZNF70', 'RPF2', 'ATP5L', 'DUSP7', 'TMPRSS6', 'OR2T3', 'SLC4A4', 'ST13', 'TPPP3', 'ZNF718', 'C8ORF74', 'B3GALNT1', 'OSTF1', 'ABI1', 'ACOX3', 'CEP44', 'GPD1', 'ZNF517', 'CGRRF1', 'ATP1A1', 'DUSP5P1', 'SNORD67', 'TCF4', 'CT47A9', 'RUNX1', 'FAM171A2', 'HIST1H2AB', 'TMEM79', 'ROCK1', 'GTDC1', 'CD248', 'CENPO', 'NPR1', 'VPS72', 'DYNAP', 'COA7', 'TNFAIP2', 'ZBTB47', 'IKZF1', 'MRAS', 'FANCL', 'MRGPRF', 'TMX1', 'POMK', 'SNORD115-39', 'PRTG', 'OTOR', 'SEPHS1P1', 'KRT73', 'CSDE1', 'UBN1', 'TSPY2', 'EVI2B', 'ERAS', 'PMS2P5', 'SNORD82', 'RFXAP', 'BSN', 'ATXN1L', 'DDIT3', 'MUS81', 'GTF2H1', 'BNIP2', 'BTN1A1', 'COG6', 'LOXL1', 'LINC00696', 'C1ORF204', 'ATP1A1-AS1', 'ATHL1', 'LYRM4', 'ECE1', 'TUBB4B', 'PTTG1IP', 'LIN52', 'NUTM2A-AS1', 'ZWINT', 'AUNIP', 'SPRED1', 'METRNL', 'GPD1L', 'BMS1P20', 'GYS2', 'GSTA2', 'ZSWIM2', 'YBEY', 'SLAMF7', 'GDA', 'TRIAP1', 'TOMM22', 'MYH10', 'CWC25', 'SNORD113-9', 'ANAPC1', 'IL23A', 'MORN5', 'GAGE2D', 'OR4F21', 'TUBA1C', 'FAM133CP', 'CST1', 'ADCY10', 'AZIN2', 'OR6B3', 'RAB5B', 'OPALIN', 'HTR2A', 'DCTN5', 'C1QTNF4', 'HAMP', 'FIGNL1', 'WDR36', 'SLC2A10', 'FRMPD1', 'NHLRC1', 'IQCC', 'ATXN2L', 'SC5D', 'LANCL1', 'CELA2A', 'RPA4', 'LBH', 'CAPRIN1', 'UGT2B10', 'LDB1', 'EPHA7', 'ZMYM5', 'HNF1B', 'ISLR', 'ENTHD2', 'DPP7', 'C1ORF140', 'GTF3C2', 'TP73-AS1', 'FADD', 'ACSM3', 'OR2AE1', 'NT5DC2', 'TNFAIP3', 'DCLK1', 'SLX1B', 'TMEM161A', 'GALNT11', 'PSG7', 'ADAMTS19', 'MAK16', 'KLHDC1', 'FGF12', 'TREML3P', 'ACOT7', 'SPAG11A', 'TDRD3', 'ZNF398', 'KRTAP4-4', 'SP5', 'ZNF286A', 'SLC26A1', 'OR1S2', 'TAAR6', 'LILRA2', 'REM1', 'CDR2L', 'SERTM1', 'C11ORF49', 'TMEM223', 'FER', 'SNORD46', 'TCTA', 'NIPSNAP3A', 'PPIL1', 'HLA-DQB1', 'CD320', 'C14ORF37', 'CDKAL1', 'SHKBP1', 'LBHD1', 'DNM1L', 'LRRC74A', 'FAM110C', 'ALG9', 'SUGP2', 'CFAP52', 'INO80B', 'CHKB', 'SFT2D2', 'TEX2', 'DEFB113', 'ST6GALNAC1', 'BTBD1', 'FRY', 'OR52B6', 'EXOSC5', 'MSTN', 'ULBP2', 'PAF1', 'ANKRD30BL', 'HSP90AB1', 'PSG5', 'C14ORF177', 'MCPH1', 'COX7A2', 'C5ORF24', 'RPN2', 'THSD1', 'ZSCAN4', 'TUBA3E', 'NTRK1', 'KLHL12', 'RNF168', 'LECT2', 'DDX10', 'HTR1A', 'LOC100128573', 'ENPP5', 'TM9SF3', 'TAC4', 'CANX', 'PKIG', 'SRP68', 'CCBL1', 'VIM', 'C8ORF76', 'GBA3', 'TMEM39A', 'TMEM150C', 'INTS4', 'PADI3', 'TIMM17A', 'EEF1E1', 'BMP5', 'ACOT2', 'UBXN1', 'COASY', 'GAGE12F', 'CCT4', 'ACTG2', 'PPP3CB', 'KIAA1045', 'CLDN23', 'DLGAP2', 'LOC644936', 'ASB1', 'SH3BGRL3', 'SNORA70B', 'SLC22A5', 'C21ORF58', 'ZBTB1', 'PXYLP1', 'CDK8', 'MAGEA2', 'USPL1', 'CENPC', 'HIST1H2BF', 'ATP5O', 'RAX', 'CFAP44', 'PWAR5', 'TAF7', 'ANKRD31', 'SEMG2', 'ADAM15', 'LMNTD2', 'HIST1H3C', 'RNF41', 'ARL6IP4', 'HOXA5', 'CLEC16A', 'KIF18A', 'HBD', 'SAP30BP', 'FAM103A1', 'MRPL36', 'FAM8A1', 'ZNF236', 'NUDT7', 'CTXN2', 'PRAMEF10', 'PTK2B', 'CRYM-AS1', 'ATP11A', 'SNORD33', 'SLC25A24', 'STAM2', 'ZRANB2', 'SEBOX', 'HDHD2', 'COL7A1', 'TMED10', 'ZG16B', 'CELF1', 'PRSS38', 'GSAP', 'DDX26B', 'KRT8P41', 'LAP3', 'PTMA', 'BGN', 'APLNR', 'FOXH1', 'CLK1', 'INPP5F', 'NCS1', 'ZNF704', 'SETDB2', 'BHLHE40', 'SUPT4H1', 'C8A', 'SPDYA', 'WDR44', 'PMP22', 'GAS2L1', 'RAB8A', 'MTERF4', 'BTN3A3', 'ACSS3', 'BCRP3', 'PRELP', 'STUB1', 'C1ORF52', 'FAM26D', 'SLC9A7', 'SMAD1', 'CLEC3A', 'PFN1P2', 'KATNBL1', 'C9ORF91', 'GPR82', 'RASL11B', 'NUDT19', 'TMEM86B', 'CHD2', 'CYP2A6', 'WDR49', 'UBAC1', 'PSMB5', 'PAEP', 'MARCH11', 'MDK', 'CLEC1B', 'PRKCH', 'HYKK', 'PRDX5', 'TSC22D3', 'TMEM53', 'ZMYND8', 'INPP5B', 'ZNF512', 'NRSN1', 'ME2', 'PLP1', 'SKOR1', 'C4ORF32', 'TTC39C', 'SCARNA8', 'PCDHGA12', 'WFDC8', 'SF3B5', 'CDK12', 'MCM7', 'STAP2', 'PSMA5', 'ADPGK', 'BEST1', 'NUCB2', 'CUX2', 'POGK', 'GLT8D2', 'PHLDB1', 'LRRN4CL', 'SPAM1', 'SUSD1', 'TCTN2', 'C20ORF203', 'SPAG8', 'PTGFRN', 'NFS1', 'ALOXE3', 'LOC400043', 'GRAMD2', 'SYN1', 'HGC6.3', 'OR4C45', 'ZNF582', 'CHAC1', 'FAM169B', 'SNORD115-16', 'ARFGEF3', 'NAPA', 'THNSL1', 'L3MBTL3', 'PDRG1', 'FANCD2OS', 'ANKRD34A', 'RAET1G', 'PLAG1', 'RARB', 'FAM46C', 'KLF4', 'HSD17B1', 'ADIRF', 'KRTAP19-5', 'PDSS1', 'GLYCTK', 'ZNF771', 'RPL27A', 'NOP14-AS1', 'CHST2', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05240378988513572
		RMSE:  0.5837468026637292
		NRMSE:  0.09127461538014686
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011774083334460839
		RMSE:  0.7259408088203396
		NRMSE:  0.14042494754339593
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5690275755039937
		NRMSE:  0.08897311789601967
		MAPE:  304.4741530818047
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005181468299075398
		RMSE:  0.7235718660416283
		NRMSE:  0.13996670265429206
		MAPE:  391.1377632658283

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.8220072517645055e-15
		NRMSE:  4.412488862113213e-16
		MAPE:  4.110503368956365e-12
		Pearson Correlation:  0.19820047085961368
		Spearman Correlation:  0.2485691841544159
		Coefficient of Determination:  -1.1980627083119337
		RMSE:  1.0699893985704245
		NRMSE:  0.20697721266063612
		MAPE:  1800.8835561296041

	Predictor:  ElasticNet
		Pearson Correlation:  0.41500637342855484
		Spearman Correlation:  0.40978390143961535
		Coefficient of Determination:  0.05389771702168389
		RMSE:  0.5534805430384835
		NRMSE:  0.08654218482346704
		MAPE:  322.8322824306388
		Pearson Correlation:  0.30556628952245946
		Spearman Correlation:  0.3632738562824973
		Coefficient of Determination:  0.025277786554966153
		RMSE:  0.7125246071886084
		NRMSE:  0.13782973676659865
		MAPE:  422.08973238614294

	Predictor:  RandomForests
		Pearson Correlation:  0.5821998032570118
		Spearman Correlation:  0.5555754695039973
		Coefficient of Determination:  0.29541445576872194
		RMSE:  0.47763943667449604
		NRMSE:  0.0746836739386281
		MAPE:  258.63270297689553
		Pearson Correlation:  0.3796139375648535
		Spearman Correlation:  0.43403696070190095
		Coefficient of Determination:  0.13076743931439616
		RMSE:  0.6728642102757946
		NRMSE:  0.1301578865436
		MAPE:  400.83720543043506

Protein:  BRCA2
x_train_column_count:  363
x_train columns:  ['CDCA7', 'PTGR2', 'CNNM1', 'GLRA3', 'KRTAP10-11', 'DIRC2', 'GPR17', 'OR4D6', 'FARSB', 'CEACAM6', 'SEPSECS', 'ANKRD36', 'NELL2', 'BAP1', 'COL6A4P1', 'OR6S1', 'HNRNPCL3', 'CELA3A', 'DEFB131', 'TRAPPC9', 'SULT4A1', 'SRBD1', 'GPR158-AS1', 'YY1AP1', 'UGT1A10', 'YPEL2', 'MAP4', 'LOR', 'NAB2', 'RAF1', 'ANKFN1', 'TBC1D3', 'PELO', 'ARHGEF18', 'KRTAP5-4', 'TMLHE', 'GRAMD1A', 'PIN1P1', 'MAD2L1', 'MARK2', 'MCUR1', 'PPBPP2', 'IRF7', 'PHAX', 'SLC8A2', 'ASH1L', 'MARCH1', 'SUV420H1', 'ZNF519', 'EHD1', 'CCDC124', 'BSPH1', 'ITGAV', 'SLC6A17', 'RRM1', 'ZNF134', 'MXRA8', 'NME8', 'HCG18', 'DDX21', 'DAB2', 'SCUBE2', 'CALCOCO2', 'C16ORF71', 'KIR3DL2', 'PPWD1', 'GNAT3', 'SLC25A32', 'FATE1', 'WNT11', 'MANSC1', 'CRHR2', 'NDUFS5', 'BCAS1', 'HSD17B4', 'SAFB2', 'CCDC91', 'PUM1', 'BRINP1', 'IFNLR1', 'CD8A', 'C12ORF76', 'DNHD1', 'KATNBL1', 'ZFYVE27', 'ZNF512', 'IL5RA', 'C3ORF14', 'ALPI', 'WNT5B', 'TAPBPL', 'SULT1A3', 'KIF26B', 'GK2', 'ZSCAN12', 'CYP2F1', 'STX10', 'ARPC1B', 'DGCR5', 'HERC1', 'GNA15', 'S100A1', 'HMGA2', 'GSS', 'ATF7IP2', 'SFXN2', 'SRSF7', 'SKIL', 'ZDHHC2', 'LMF2', 'OACYLP', 'NUPR1', 'MRPS2', 'DNAI2', 'NSMCE4A', 'CTSH', 'ADCY5', 'ABCB6', 'BACE1', 'C2ORF69', 'PEAK1', 'WNT4', 'ASB13', 'FASTKD5', 'ABCC10', 'ZNRF2', 'CISD1', 'SPRYD4', 'PRKAR2A', 'LDLRAP1', 'LAMTOR4', 'ITGA3', 'MIR4697HG', 'LRRC57', 'TMED7', 'NOTUM', 'TMEM102', 'FTHL17', 'PDZK1IP1', 'ADAP2', 'ST7-AS2', 'NXPE2', 'ANP32AP1', 'MTDH', 'HSPB1P1', 'NMUR1', 'ZNF678', 'TVP23C', 'METTL15', 'CREBBP', 'ACTRT1', 'YLPM1', 'IL23R', 'C14ORF28', 'DAPK2', 'BTC', 'FSCN1', 'LPPR5', 'FAM53A', 'CYLD', 'EIF2D', 'MAP1LC3C', 'ERLEC1', 'KIF1BP', 'KIF21B', 'MRPS11', 'DLEC1', 'GSTK1', 'LRRC75A-AS1', 'TACO1', 'RLTPR', 'MAGI2', 'RHEBL1', 'ITGB5', 'C8ORF74', 'ITPRIPL2', 'NOL4', 'MYO1H', 'AFAP1L1', 'UBR5', 'IDI2', 'FBXO4', 'AASDH', 'AADACP1', 'C1ORF146', 'MARCH11', 'LINC00240', 'MFAP4', 'FGD5', 'MMAB', 'GPR62', 'ITPRIP', 'BRS3', 'NELL1', 'PNPLA5', 'ZNF267', 'FAM192A', 'C9ORF171', 'HSPBAP1', 'TSN', 'TBC1D16', 'PCDHA10', 'LETM1', 'DPYS', 'XKR3', 'TTC21A', 'KRT33A', 'PLVAP', 'MYO9A', 'BAGE2', 'SNORD116-8', 'RBBP7', 'NTSR1', 'OR51M1', 'TCHP', 'IFNAR2', 'UBE2Q2P2', 'HIST2H3C', 'RPRD2', 'TBL1X', 'TAS2R3', 'ZNF792', 'HIST1H2AK', 'GNB5', 'SNORD116-11', 'PACSIN2', 'YWHAEP7', 'LINC00523', 'ANP32E', 'LL22NC03-63E9.3', 'SOD2', 'TOR1AIP2', 'LSM5', 'ZNF704', 'ATOH7', 'ZNF45', 'MST1R', 'NNAT', 'RNF34', 'SNORD35B', 'SNORD2', 'VPRBP', 'DDA1', 'PSORS1C2', 'CX3CL1', 'THUMPD3-AS1', 'OCM', 'SUPV3L1', 'IFNA5', 'CLPTM1', 'C3ORF35', 'LINC00654', 'PRDX2', 'ZNF836', 'GSTCD', 'SLC37A1', 'CEP250', 'HTR3E', 'CELA1', 'CCT2', 'DCT', 'FAM157A', 'UGT3A1', 'L2HGDH', 'SLC36A1', 'ACBD6', 'DNAJB5', 'KIAA1324L', 'PDE6G', 'DHODH', 'UPK1B', 'APOBEC4', 'MRPS14', 'CBR3', 'LOC256880', 'TMEM155', 'ATAD5', 'MTX2', 'RBM33', 'CTNNBIP1', 'POLR3F', 'SUSD3', 'PAGE5', 'CEP83-AS1', 'RHBDD3', 'PCSK2', 'ZDHHC12', 'FOXE1', 'PSMA4', 'LCOR', 'ZMYND11', 'CCDC37', 'GNAL', 'ERP29', 'OBFC1', 'NCAPG', 'SNORD114-29', 'TPH2', 'CAPN9', 'MEGF6', 'UNC5CL', 'CLPX', 'CXORF36', 'SLC6A11', 'GCA', 'CYTH2', 'ZNF540', 'SNHG7', 'HOOK2', 'GFER', 'RNF151', 'PGPEP1', 'CATSPERB', 'FAT1', 'CHRNA4', 'FBLL1', 'SRMS', 'POMT2', 'CARD16', 'DSN1', 'POU2F1', 'C12ORF45', 'SLC35D1', 'USP3', 'EIF5AL1', 'GINS1', 'POU6F1', 'ATP6V1G2', 'OSGIN1', 'KLHL34', 'COQ4', 'COBL', 'EEF1E1', 'SERPINB1', 'SOHLH2', 'EIF3D', 'ETFB', 'TM4SF4', 'ATP6V1C1', 'CSF2', 'TIPARP', 'PLAG1', 'SLX1B', 'MBLAC2', 'C11ORF74', 'KLK14', 'CYP2D7', 'GRHL1', 'SLC13A3', 'EPX', 'S100A7L2', 'MAGT1', 'ARHGAP21', 'RECQL', 'BNIP3', 'ZNF223', 'SNX12', 'FKRP', 'TCEANC', 'ZC4H2', 'ALG1L2', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00015423459462815536
		RMSE:  0.20048365981157823
		NRMSE:  0.1291568109593031
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08467605477038265
		RMSE:  0.17297650483593724
		NRMSE:  0.22621657599677922
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  LinearRegression
		Pearson Correlation:  0.8458094741230286
		Spearman Correlation:  0.8324385881672681
		Coefficient of Determination:  0.7153936656441249
		RMSE:  0.10694679487247864
		NRMSE:  0.06889791906746894
		MAPE:  325.39894673814564
		Pearson Correlation:  0.16440196458623904
		Spearman Correlation:  0.13387947480641904
		Coefficient of Determination:  -5.0978949545925065
		RMSE:  0.41013521519749563
		NRMSE:  0.5363698622866614
		MAPE:  839.3769444240016

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  RandomForests
		Pearson Correlation:  0.6005599474639998
		Spearman Correlation:  0.5404063654738573
		Coefficient of Determination:  0.19445515833463456
		RMSE:  0.17992452017698649
		NRMSE:  0.11591207613270188
		MAPE:  147.86710627694083
		Pearson Correlation:  0.17562610925851407
		Spearman Correlation:  0.14893203157146598
		Coefficient of Determination:  -0.03920564650306835
		RMSE:  0.1693120390434132
		NRMSE:  0.22142423205834458
		MAPE:  147.84060755894433

Protein:  CDKN2A
x_train_column_count:  614
x_train columns:  ['MMP12', 'ZHX3', 'CHP2', 'IRS1', 'FAM195A', 'UBXN2A', 'IL7R', 'ACOX2', 'PLAU', 'LRRC36', 'RBM22', 'IPO5', 'AGO2', 'KRT13', 'POLR3A', 'SGCD', 'MRPL17', 'SENP3', 'ZNF676', 'PRPS1L1', 'WDR49', 'SMC2', 'IQUB', 'CD1D', 'RPP38', 'SNORD115-4', 'SLC4A3', 'ECE2', 'APOA2', 'DDA1', 'CARD17', 'TMEM132C', 'PAGE5', 'TMEM201', 'MROH8', 'ZNF337', 'DST', 'TXNDC5', 'FGF2', 'FBXO48', 'WDR93', 'CAPZB', 'C11ORF95', 'ZNF503-AS2', 'CD40LG', 'MCM5', 'ASH2L', 'AFAP1-AS1', 'PEX11B', 'SCN3B', 'SH3BP1', 'LY86', 'RNF115', 'ZDHHC5', 'ARHGEF25', 'SYT16', 'STYXL1', 'OLFML3', 'KLHDC7A', 'NKX1-2', 'CHST7', 'NDUFS5', 'GTF2F1', 'HSFX2', 'ZFHX4', 'RAMP3', 'UBE2Z', 'USP32', 'RBCK1', 'PPP1R14C', 'PRAMEF4', 'LOC341056', 'KRTAP5-5', 'WSCD1', 'KRTAP6-3', 'NUP50', 'C2ORF78', 'CCDC74B', 'FAM215A', 'EBF1', 'CASC3', 'COL26A1', 'OR10W1', 'FAM41C', 'THNSL1', 'NUP107', 'REC114', 'GXYLT1', 'PRICKLE2', 'PIP4K2B', 'VSTM2B', 'DLEU2L', 'ASAH1', 'CEBPG', 'UQCRC1', 'TAF15', 'TMEM80', 'NPM1', 'ADTRP', 'BOLA3', 'CSMD1', 'TUBA4A', 'UPF2', 'KRTAP21-1', 'FMNL2', 'SNX21', 'TMEM87B', 'NANOS3', 'ASB6', 'HMGCS1', 'SAC3D1', 'C7ORF25', 'UIMC1', 'MFSD9', 'SPAG17', 'PPAP2B', 'PFKFB3', 'SNORD32B', 'SNORD111', 'FMO3', 'EDEM3', 'LRSAM1', 'PASD1', 'ACTRT2', 'IAH1', 'PRR18', 'ADAMTS16', 'CXCL11', 'ZNF620', 'GATA4', 'RIN1', 'OR51F2', 'CENPV', 'IPO7', 'NDUFB10', 'EFHD2', 'ZNF205', 'PATL1', 'EN1', 'PRR26', 'ZFHX3', 'FAM69C', 'KRTAP21-2', 'AGL', 'C19ORF48', 'ELMSAN1', 'PPP2R4', 'TNR', 'C8ORF48', 'HMP19', 'FAM9B', 'KRTAP10-7', 'DDX12P', 'CHST4', 'FAM162B', 'C1QTNF1', 'RNF135', 'GOLGA7', 'ZNF33A', 'GLMN', 'OR3A1', 'ODF2', 'FCGR1C', 'TMEM71', 'CPSF7', 'SCGB1C1', 'CA9', 'ITGA11', 'MLEC', 'BRD2', 'CREG1', 'ESAM', 'KCNMB2', 'S100G', 'CDCA8', 'MOB1A', 'SAMD12', 'LOC344967', 'VPS28', 'SPINT1', 'IFNA2', 'LRRTM3', 'MSRB1', 'OAZ3', 'SLC17A2', 'NANOS1', 'PRAMEF14', 'OTUD7A', 'TMEM44', 'ASCC1', 'RFX2', 'BRDTP1', 'STK33', 'KIAA0408', 'SPANXN1', 'SNHG9', 'RPL31P11', 'CWC27', 'AGO1', 'EFCAB12', 'RRAGC', 'PSG2', 'NKX2-4', 'ASAH2B', 'SRA1', 'CCDC53', 'GTPBP10', 'ATP5H', 'SNORD114-10', 'APH1B', 'CD48', 'TUFM', 'SNORD59B', 'SP100', 'SLC39A2', 'CD27-AS1', 'SLC37A3', 'CEACAM21', 'TMEM99', 'CEBPB', 'PCDHB17P', 'AQP7P1', 'DSEL', 'C14ORF1', 'RPS2P32', 'MROH6', 'GAPDHS', 'MYH9', 'GMPR', 'SIDT1', 'PLEKHF1', 'ZGLP1', 'FAM213A', 'ST6GAL1', 'NFKB2', 'ITPRIPL2', 'SNORD115-5', 'OR52E8', 'HNRNPUL2', 'PCNT', 'DEFB135', 'FAM71E1', 'TAF1', 'GMCL1', 'ASL', 'SERP1', 'TIGD2', 'MAGEC1', 'DEFB132', 'DCUN1D2', 'ARAF', 'OPN1SW', 'RANBP3', 'PDE1C', 'CCDC144B', 'PDS5A', 'PAM', 'PALLD', 'SRF', 'FANCM', 'CILP', 'CCDC59', 'EDRF1', 'CSN1S1', 'SLC1A3', 'WNT1', 'GJA5', 'HERC5', 'FCHO1', 'MTMR7', 'GOLGA8B', 'NXPE1', 'AMELX', 'CHIC1', 'LRRC4C', 'BHLHA15', 'LINC00634', 'DCAF13', 'HSPA13', 'PRRC2B', 'UBTD2', 'SYNGR1', 'VPS53', 'DPH2', 'KIAA1324L', 'PQLC3', 'SNORA53', 'FXYD5', 'TMEM175', 'TCTN2', 'RILP', 'SNX13', 'FAM206A', 'SRFBP1', 'WFIKKN1', 'SLC6A12', 'GNRH2', 'PLG', 'KRT35', 'RPS4Y1', 'TENM3', 'PGC', 'SNORA26', 'SERPINB12', 'MUC1', 'CCDC25', 'CALHM1', 'AASDH', 'DNAH6', 'ZP4', 'VGLL2', 'FGL2', 'SH3GL1', 'GLRX', 'ZNF221', 'SNORD115-37', 'NKD2', 'TULP4', 'OR4Q3', 'CRYGC', 'MME', 'PMS2P4', 'C9ORF85', 'OR2S2', 'TTTY13', 'CACNB2', 'SBF1', 'QTRT1', 'CD109', 'GABPA', 'CFHR3', 'SNORD90', 'QRICH1', 'TMEM180', 'SLC43A2', 'WHAMMP3', 'GATS', 'FAM134C', 'IL27RA', 'OR51V1', 'UBE3C', 'DARS', 'SCG2', 'ZNF20', 'RADIL', 'TMEM139', 'CDC20', 'PPIEL', 'SPIDR', 'DUSP3', 'RASSF1', 'TMEM260', 'COL9A3', 'SUMF1', 'REN', 'MOB3B', 'TBK1', 'MORN2', 'ARFIP2', 'OR51L1', 'CLDN17', 'ZC3H10', 'TCF15', 'USP39', 'SLC2A10', 'HSPA9', 'NMS', 'CADM2', 'CDR2', 'TMEM206', 'BCAS2', 'MYO3B', 'OR1B1', 'HIST1H1B', 'STAM2', 'ZNF320', 'WDYHV1', 'MEIOB', 'TMEM160', 'TANGO6', 'SERGEF', 'EPB41L4A-AS2', 'SLC45A4', 'ENTPD8', 'PP14571', 'CRLS1', 'EPS15', 'PABPC1L2A', 'SFRP2', 'TLR1', 'MIR1-1HG', 'TRAPPC8', 'MFI2', 'LMNA', 'PBX2', 'NXPE2', 'SUCNR1', 'PMS2P1', 'SPATA13', 'SETD6', 'FCGR3A', 'KCNN3', 'USP12', 'KRT36', 'OR2J2', 'RNF207', 'HIST1H3A', 'SEC61B', 'KLRAP1', 'MAPK11', 'LRRC24', 'RPGRIP1L', 'COL4A4', 'FRZB', 'INTU', 'TNNC2', 'LSM3', 'SMPD3', 'PDE7A', 'CRTAP', 'UTP3', 'NBPF7', 'SPECC1L', 'PROSER3', 'CASC10', 'DYX1C1', 'WIBG', 'ARL14', 'EIF2B2', 'ATXN7L2', 'PRDX5', 'MRM1', 'HSPA5', 'PDLIM2', 'SRR', 'RNF24', 'CIZ1', 'TRIML1', 'SCARNA8', 'DPF1', 'SF1', 'HERC1', 'MYEF2', 'GNL3L', 'SLC4A10', 'SNORD117', 'CSTB', 'JUND', 'FAM71D', 'C8ORF74', 'PM20D1', 'CCER1', 'RCN1', 'SIGLEC7', 'HAVCR1', 'PUS10', 'ERAP1', 'PCGF6', 'NKAIN1', 'HGD', 'PCBD2', 'KYNU', 'PPP1R18', 'MYF6', 'MBOAT7', 'PID1', 'NUTM1', 'PRMT2', 'ZNF137P', 'DNAJC1', 'BBS12', 'MYO15B', 'FLI1', 'ATP5E', 'CCDC90B', 'MAPK8IP2', 'SNORA79', 'GFM2', 'LINC00893', 'FAU', 'RHOU', 'CPLX3', 'PSMB4', 'SCG3', 'YIPF1', 'CLK2P1', 'COX20', 'GLI2', 'MS4A4A', 'HAS1', 'SCG5', 'ZMYM2', 'VDAC2', 'ZNF222', 'IL17RB', 'NUCB2', 'GOLGA8EP', 'INO80E', 'GRAMD1A', 'EPB41L4A-AS1', 'SULT6B1', 'SGK3', 'FTLP10', 'DHX33', 'SNORD113-7', 'TTC30B', 'CUX2', 'SYCE1L', 'RGS8', 'MAGEF1', 'ZUFSP', 'RPL39', 'KDSR', 'SLC4A5', 'PRKCG', 'C2ORF83', 'FGFR4', 'HES6', 'PIGZ', 'NASP', 'TRIM49', 'CCDC63', 'IFIH1', 'EIF5', 'TMEM254', 'PLA2G2E', 'LINC00598', 'SLC22A16', 'EPM2AIP1', 'SPARC', 'SNORD115-26', 'LAMB2P1', 'HAVCR2', 'CYSTM1', 'PHB2', 'RHBDD3', 'TTF2', 'MAP3K11', 'ZEB2', 'OR9G4', 'SLC36A2', 'IGFN1', 'DNPH1', 'LRIG1', 'THAP11', 'AEN', 'HIF1A', 'TRA2A', 'MYO1G', 'ZIC4', 'EXOSC8', 'ZSCAN20', 'ATG4B', 'OR52I1', 'RAB9B', 'CEP164', 'C12ORF71', 'ACTR1B', 'SLC20A1', 'NUGGC', 'MUC20', 'SNORD119', 'SNORD116-25', 'HTR1D', 'ELOVL2', 'SORBS1', 'RUSC2', 'TMEM116', 'LILRA4', 'RHOJ', 'TARM1', 'RASD2', 'BOD1', 'TOMM40L', 'CXCR2', 'HELQ', 'CXORF36', 'WEE1', 'SNORA4', 'TMEM25', 'PSMD1', 'DNMBP', 'PCDH7', 'SUSD1', 'TYR', 'B3GALNT2', 'HEPHL1', 'GCNT2', 'LOXL4', 'SH3BP5', 'TTTY20', 'FARP2', 'UBL4B', 'HECW2', 'MPPE1', 'HHATL', 'FES', 'LMAN1', 'TOM1L2', 'GAPT', 'STAG3L3', 'BNIPL', 'GDI1', 'NWD1', 'INHBE', 'DRG2', 'WDR63', 'MIA3', 'MON1B', 'CDH23', 'CD1C', 'KCNAB1', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06876053865938014
		RMSE:  0.7026668514343448
		NRMSE:  0.1789276696377339
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07452018232747903
		RMSE:  0.6281215662347416
		NRMSE:  0.15805378984795088
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6796874655065666
		NRMSE:  0.1730761797526334
		MAPE:  274.2442116656758
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00044725008449963966
		RMSE:  0.6060849693149379
		NRMSE:  0.15250873639690443
		MAPE:  274.3248072759207

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  5.456958606081729e-15
		NRMSE:  1.389564463874546e-15
		MAPE:  4.321376125350057e-12
		Pearson Correlation:  0.1382479725261115
		Spearman Correlation:  0.23551665232733576
		Coefficient of Determination:  -17.924539013483326
		RMSE:  2.6360222457539972
		NRMSE:  0.6633004317339768
		MAPE:  1926.6652608492386

	Predictor:  ElasticNet
		Pearson Correlation:  0.5464055124160967
		Spearman Correlation:  0.3892949394778462
		Coefficient of Determination:  0.17376585202348827
		RMSE:  0.6178183895423179
		NRMSE:  0.15732178695279417
		MAPE:  196.6708621440933
		Pearson Correlation:  0.32989931804324096
		Spearman Correlation:  0.24409531290913855
		Coefficient of Determination:  0.09129885893498657
		RMSE:  0.5776262922102718
		NRMSE:  0.14534769940622325
		MAPE:  258.79968127246855

	Predictor:  RandomForests
		Pearson Correlation:  0.7047513355986945
		Spearman Correlation:  0.6437282539643426
		Coefficient of Determination:  0.49273763699371154
		RMSE:  0.48408940899578323
		NRMSE:  0.12326892847031735
		MAPE:  191.361048658018
		Pearson Correlation:  0.3778708392720772
		Spearman Correlation:  0.3360694473368207
		Coefficient of Determination:  -0.060972295569506674
		RMSE:  0.6241492287507694
		NRMSE:  0.1570542333486247
		MAPE:  495.50960394909805

Protein:  TP53
x_train_column_count:  1002
x_train columns:  ['MARVELD2', 'OR56B1', 'OR2A7', 'OR1L1', 'MMEL1', 'ABCD3', 'SNX2', 'GRXCR1', 'GABRA6', 'TDRP', 'TRAF2', 'MOV10', 'LOC654342', 'ACAP1', 'IARS', 'AFP', 'FBLIM1', 'LCE2A', 'PRKG1', 'PAIP2B', 'C8B', 'SGK494', 'MRPL19', 'TMTC1', 'MC4R', 'RQCD1', 'PREX2', 'FGF12', 'FRMD6', 'EIF2S2', 'LINC01139', 'DNM2', 'IL13', 'RUVBL1', 'WDR74', 'GLE1', 'HMOX2', 'ANP32E', 'CYLC2', 'RNY4', 'DDX41', 'LRTM2', 'CSAG3', 'STRN3', 'C1ORF146', 'TMEM182', 'SLC40A1', 'TGDS', 'AURKB', 'KLHDC8A', 'TARBP2', 'MLLT4-AS1', 'SLU7', 'SYNGAP1', 'KISS1', 'ITGB2', 'C21ORF2', 'ATP9A', 'CYP26C1', 'TYK2', 'ZNF286B', 'ITFG3', 'TBX3', 'TMEM217', 'CGB', 'CNNM3', 'PTPRT', 'ARGFXP2', 'AGAP7P', 'RPL39', 'SLC27A3', 'LAMP1', 'EFCAB13', 'MXRA7', 'SAP30L', 'C7ORF31', 'SPANXC', 'C20ORF85', 'PDGFRL', 'OR2J3', 'FITM1', 'MBD3L1', 'KLHL22', 'JAK2', 'LRP5L', 'DUSP9', 'PAH', 'NPR3', 'SFMBT1', 'POU4F3', 'THSD7A', 'IL13RA1', 'TRAPPC9', 'LAMA3', 'MAPK12', 'FAM183CP', 'AKAP9', 'SPATA31A5', 'OR4F29', 'TCEB1', 'CDK11A', 'NLRP7', 'RETSAT', 'CCDC120', 'CCDC157', 'LINC00930', 'NKX2-2', 'TBC1D31', 'DOC2B', 'UTP11L', 'C17ORF74', 'ZACN', 'GTF3C3', 'WWP2', 'COMMD3', 'IRF2BP2', 'TATDN2', 'IQSEC3', 'NFKBIB', 'MCTS1', 'CREBBP', 'MASTL', 'NCF1', 'NOC3L', 'GPR108', 'TBC1D3B', 'ZNF580', 'LOC154449', 'IFT88', 'ZNF295-AS1', 'ARFGEF3', 'HELZ', 'C3ORF58', 'DEGS1', 'UBE2Q2', 'GNAO1', 'LINC01101', 'SNORA1', 'ARFGAP1', 'COMMD7', 'PIP4K2B', 'TSSC4', 'SF3A2', 'UXT', 'NXN', 'HEXB', 'GPR158-AS1', 'SART1', 'ZNF837', 'TRPV2', 'TADA3', 'KANK4', 'SEC24B', 'ANAPC16', 'LGI1', 'B4GALNT1', 'FAM58A', 'LPCAT2', 'CRACR2A', 'LOC642929', 'UQCRFS1', 'RIC3', 'PUS3', 'MPP2', 'BUB1B', 'C8ORF59', 'DEFB107A', 'SMTNL1', 'KCNAB2', 'NT5DC3', 'PPWD1', 'CHRNA4', 'MRPS22', 'ERICH6', 'KIF9', 'YBX1', 'SPATA3', 'HSD11B2', 'CD6', 'DRC1', 'CBX3', 'DUSP26', 'MRGPRX2', 'TMEM252', 'ATXN2', 'TEX9', 'HSPA1B', 'CRYBB1', 'VPRBP', 'WNT9A', 'MRPL3', 'ATP7B', 'GYPA', 'ARAP1', 'KRT84', 'MMP23A', 'CSNK1E', 'SNORD1C', 'MED8', 'TOP1P2', 'TRERF1', 'RCE1', 'RPL23AP64', 'TRMT10B', 'ZNF117', 'C10ORF99', 'VAV3', 'DKKL1', 'POLB', 'TMED10P1', 'SLC36A1', 'TRIQK', 'ROPN1L', 'RLN2', 'CASP9', 'DNAJB9', 'ADAM18', 'SHISA4', 'CFL1', 'PDE8B', 'GPR180', 'UBR1', 'THRA', 'IL12B', 'ZNF607', 'CLP1', 'IL1F10', 'CPN1', 'NANOS2', 'BTBD6', 'CUL2', 'SESN2', 'GJA5', 'RPP25', 'LAMB1', 'UGT2B4', 'SNORA61', 'MRPL42P5', 'KSR1', 'CLDN25', 'PRSS38', 'MMP2', 'RBM24', 'ITFG1', 'CYP1B1', 'MS4A7', 'CHURC1', 'PVRIG', 'RUNX1T1', 'KRTCAP2', 'SIKE1', 'HSPA2', 'TF', 'C16ORF62', 'PLAGL1', 'SARS', 'PPP1R35', 'MDS2', 'CCDC62', 'FAM156A', 'CCS', 'SLC5A11', 'RIN1', 'CYTH4', 'SNORD123', 'C7ORF61', 'CEL', 'LINC00115', 'KRTAP10-8', 'TOX', 'DENND2D', 'SLC4A1AP', 'ITPK1-AS1', 'C14ORF132', 'KCNMB4', 'UNK', 'SH3GL1', 'PHACTR3', 'HSD3B1', 'ANGEL1', 'SP5', 'PRR26', 'DCHS2', 'DSC2', 'ANKFN1', 'MC5R', 'ZNF133', 'EIF6', 'DCAF4', 'HIATL2', 'LSP1', 'COL23A1', 'MOAP1', 'P4HTM', 'ARHGAP10', 'CHAT', 'NAA11', 'FKBP8', 'PRSS50', 'P2RY4', 'ARL3', 'MAGEA6', 'EXOC3L1', 'OVGP1', 'TMEM47', 'TROVE2', 'HS6ST3', 'WDR20', 'CASQ1', 'PIGV', 'WFDC1', 'PNKD', 'SASH1', 'C20ORF27', 'FAM228B', 'LINC00469', 'MED25', 'DIDO1', 'MAPK6', 'CST11', 'HEBP1', 'MAD2L2', 'GLTSCR1L', 'GIF', 'ASH1L-AS1', 'DPRXP4', 'NUP188', 'PDXK', 'DDX3X', 'LINC01184', 'TTF2', 'SLC15A4', 'CXCL6', 'CROCCP3', 'RBM15', 'APCDD1', 'NOL4L', 'IGFN1', 'HNRNPA1L2', 'RASSF9', 'RNF7', 'CALCOCO2', 'OR12D3', 'MRPL57', 'SLC25A44', 'FOXL1', 'CD1B', 'MAN1B1-AS1', 'HIST1H2BJ', 'SURF2', 'NUP37', 'C17ORF67', 'IDUA', 'PRSS57', 'ZNF526', 'A4GALT', 'SPAG4', 'NHLRC4', 'FN1', 'PMS2P4', 'SLC33A1', 'SEC11C', 'NBPF1', 'PPIG', 'TRNP1', 'MYO18B', 'PNCK', 'S100A12', 'NOS2', 'DHRS7', 'VPS13D', 'PELI2', 'SPP1', 'IL17RE', 'ANKRD20A20P', 'NPB', 'DSG1', 'PEX2', 'LPAR4', 'SPEN', 'ROR1', 'NBPF3', 'CCDC83', 'ZNHIT1', 'CCDC12', 'LINC01420', 'GTF2B', 'RFC1', 'FLJ37201', 'DNAH10', 'GATS', 'C2ORF15', 'TRHDE', 'C5ORF49', 'CLDN23', 'SCUBE3', 'SHKBP1', 'NOC2L', 'DUSP10', 'RBP2', 'IVL', 'KLHL42', 'PRUNE', 'ZDHHC5', 'TDRD7', 'PLEKHD1', 'YOD1', 'PAFAH1B2', 'C9ORF170', 'FAM127C', 'TIE1', 'PRKAR1B', 'DALRD3', 'CYB5D2', 'NRG2', 'PRKD3', 'HERC2P2', 'NALCN', 'MRGBP', 'BTC', 'CHML', 'FLT1', 'CEACAM21', 'ZNF556', 'STRN', 'TTL', 'SLC51B', 'GPR88', 'HGFAC', 'DNAJB3', 'BEND2', 'ALCAM', 'KIF20A', 'CD4', 'PPFIBP2', 'LCN8', 'BLCAP', 'PQLC3', 'CLSTN2', 'ADAM11', 'COL24A1', 'RPL37', 'OR52E6', 'C2CD4A', 'PRKCD', 'CCDC112', 'OR51B4', 'CBX6', 'HAND2-AS1', 'PARD3B', 'ZNF497', 'PDIA3P1', 'TNFRSF10C', 'HINT2', 'SNORD6', 'PKD1L1', 'C5ORF38', 'ZWINT', 'MRAP', 'BMP1', 'PTH2', 'ACTR3C', 'C14ORF177', 'KCNC2', 'PP12613', 'NIT1', 'EPB41L5', 'YBX2', 'SNORD26', 'CLK4', 'ZFAT-AS1', 'SLC36A4', 'POU6F2', 'FAAH2', 'GPR161', 'GRAMD3', 'HIST1H2AM', 'ITPKC', 'RIMS1', 'CEP63', 'DKFZP779M0652', 'DNAJC30', 'CHST2', 'NDUFA3', 'HNRNPU', 'FUT10', 'RHOG', 'TWF2', 'ZFPM2', 'KIAA1586', 'CENPBD1', 'FXYD7', 'CACTIN', 'CD3EAP', 'MPO', 'NECAB1', 'DCT', 'GABARAPL3', 'PRDM14', 'STMN1', 'OR52W1', 'FMNL2', 'LYSMD3', 'TCOF1', 'PARVG', 'CX3CR1', 'LRRK1', 'PPP6C', 'ILDR1', 'LOC100132111', 'ZNF34', 'CCDC51', 'FAM174A', 'ZCCHC16', 'CDRT15', 'FAM19A1', 'LSM8', 'ZNF106', 'FBXO33', 'SULF1', 'IL22', 'ZNF655', 'TMSB4XP8', 'LOC728024', 'BOP1', 'SMARCD2', 'RAB6C', 'GFPT1', 'HDGFL1', 'ADPRHL1', 'POMC', 'JDP2', 'FNIP1', 'SRP14', 'OR2T11', 'CANX', 'CGB7', 'INSM2', 'TNNI1', 'TISP43', 'NOA1', 'FCGR3A', 'HAPLN2', 'VWA2', 'PRB4', 'FAM109B', 'RPL26', 'ATP6V1A', 'ACTR3BP2', 'RAB40AL', 'ATP1B1', 'ANKEF1', 'NANOG', 'PDLIM2', 'ATP5C1', 'TAB2', 'MYO1G', 'KALRN', 'NOG', 'CD276', 'SNORD81', 'ALX4', 'KIF21A', 'TJP3', 'ATP2B4', 'UNC45B', 'DNMBP', 'HMGXB3', 'SYNPO', 'OR52A5', 'IGF2R', 'LINC00452', 'SELL', 'CTDP1', 'RAC1', 'NAA15', 'MED1', 'CCDC82', 'TBL1XR1', 'TMEM229B', 'HMGB3P1', 'MYCNOS', 'WDR36', 'NAV1', 'TBRG4', 'SPATA18', 'PRPF19', 'OCEL1', 'ESM1', 'PRH2', 'LOC729609', 'PBOV1', 'ANXA11', 'MAFG-AS1', 'SNORD24', 'C17ORF47', 'CSF3R', 'KDM3A', 'FREM1', 'RPRD1B', 'RGS10', 'SMURF1', 'RANBP3L', 'OSGEPL1', 'MSGN1', 'LIMK1', 'CYP39A1', 'CCDC124', 'TNK2', 'CACNB2', 'HIST1H3G', 'ADRA1D', 'SSX4', 'SLC4A4', 'BCL2L10', 'TMEM41A', 'ZEB1', 'MDM4', 'MSN', 'ADGRG1', 'ART3', 'MORN1', 'GOLGA8B', 'FAM184B', 'IQCF5', 'SERPINA11', 'OR3A3', 'MRPS23', 'SCARNA1', 'TIMP4', 'AP3D1', 'FZD7', 'CACNG5', 'HLA-DRB1', 'BOK', 'GGT5', 'AOC2', 'CAPN9', 'EIF2S3', 'NABP2', 'SYNE2', 'SPRTN', 'IFNA8', 'SLC35A5', 'OR2T33', 'ELOVL2', 'GYG1', 'FLJ13224', 'PSTPIP1', 'GOLGA2P5', 'FBXL8', 'DSE', 'IRF2', 'ZFP69', 'FSTL1', 'SNAR-G2', 'CSTL1', 'ZNF224', 'SCAF1', 'RNF157', 'CNNM2', 'ESPN', 'ZNF584', 'LOC644669', 'OLMALINC', 'DOCK6', 'CNBD2', 'GUF1', 'KRT33B', 'ALDOB', 'OR2M4', 'PRG3', 'OR5K2', 'NDUFAF4', 'MRPL33', 'PEX7', 'NIPSNAP3B', 'FZD9', 'P2RX1', 'APMAP', 'PEX11B', 'C17ORF89', 'ALPL', 'FOXJ2', 'AFAP1L2', 'CNOT3', 'TEX28', 'APPL2', 'NXT1', 'VTRNA1-3', 'CXADR', 'ADGRB2', 'DHRS2', 'DNER', 'TMEM257', 'KCNG4', 'POU3F3', 'TSPYL5', 'SIGLEC9', 'SNORA8', 'KIAA1328', 'LINC01134', 'DACT3', 'SON', 'ZMAT1', 'TRAM2', 'ZNF418', 'PHLDA2', 'DTX1', 'SKA3', 'MSRB1', 'UNC119', 'TAF7', 'LCLAT1', 'NFKBIZ', 'SLC22A4', 'NUP210L', 'ZNF195', 'LCORL', 'LRRC75B', 'RBP7', 'CYP46A1', 'C19ORF45', 'SCARB1', 'SFMBT2', 'MTR', 'CD44', 'ZNF484', 'HLF', 'DCBLD1', 'CDCA7L', 'CD68', 'PON3', 'NDNF', 'TRIM29', 'USP29', 'TNFAIP2', 'C14ORF105', 'SEPT7P2', 'KIF1A', 'LINC00113', 'TDH', 'PLA2G16', 'PSORS1C1', 'CROT', 'SPATA6', 'IFT122', 'LINC00883', 'JSRP1', 'GDF5', 'SHISA9', 'SYCP3', 'IDE', 'DEFB109P1B', 'HES7', 'SMIM10L2A', 'ANKRD46', 'MEX3A', 'SDC1', 'WIPF2', 'MAGEA4', 'TBX20', 'SPINK14', 'ECSIT', 'EHD1', 'TRIP6', 'LINC00202-1', 'LPAR6', 'IRGQ', 'AKAP8', 'KIF4A', 'ABHD8', 'MIEF2', 'CLDN3', 'GNG12', 'ZNF337', 'PCDH7', 'NUCB2', 'LINC00893', 'SCN10A', 'CTSC', 'NAA25', 'SEMA4C', 'GSTM2P1', 'RBP1', 'KCTD12', 'PDCD6IP', 'PSMG3-AS1', 'HEATR3', 'PRICKLE1', 'STYXL1', 'ATP5A1', 'RPS3A', 'HDAC2', 'ATP6V1G2', 'ATP1B4', 'ZNF146', 'SNAI1', 'TBX2', 'DTD2', 'INO80', 'KHDC3L', 'NLRC4', 'ARPP19', 'DHFRL1', 'NYAP1', 'UXS1', 'LRRC31', 'XKR3', 'SAXO2', 'SNORD88B', 'CRYBA1', 'ZBTB42', 'LYAR', 'CYSTM1', 'KRTCAP3', 'CYHR1', 'LINC00482', 'TATDN1', 'FUT1', 'TVP23B', 'RGS12', 'R3HDM4', 'CGNL1', 'RMST', 'RPLP0', 'RFNG', 'DOCK8', 'ITPR2', 'DUOX1', 'LINC00905', 'TRPV5', 'TEKT5', 'ENO3', 'SERPINC1', 'HCFC1R1', 'SIGLEC10', 'PHF1', 'PCM1', 'CCDC66', 'CDK3', 'PP7080', 'ZNF749', 'TNS3', 'LRRN3', 'TBC1D13', 'MED12L', 'XAGE3', 'IGF2-AS', 'GYS1', 'HYKK', 'RPP25L', 'RPIA', 'METTL13', 'MED13', 'PLSCR1', 'RCAN1', 'TNFRSF12A', 'GPR32', 'SLC35G1', 'FAM188B', 'TSPAN18', 'CRYAB', 'MCAT', 'PTPRA', 'FAM20B', 'MSRB3', 'LRP4', 'FOXN3', 'TYMP', 'PLA2G10', 'ZNF330', 'TNFRSF6B', 'ZNF223', 'CSHL1', 'SHC1', 'SMOC2', 'RALA', 'RBL2', 'ST7-OT4', 'PROX1', 'MUCL1', 'FAM134B', 'SLC35G6', 'LARP1B', 'ATP2B1', 'ARNTL', 'CXCR1', 'ZNF321P', 'HK3', 'F7', 'UBE2NL', 'ZNF230', 'NHLH1', 'SOX3', 'OGFOD2', 'ATG7', 'SLC45A2', 'KRT18P55', 'KRT35', 'H2BFM', 'BMP3', 'GYPC', 'PTPN6', 'CDK20', 'AFF3', 'LINC00471', 'GJD4', 'SNORD116-3', 'INHBA', 'CNFN', 'SPATA31D5P', 'SLC7A9', 'ARID4A', 'FSHB', 'ARSD', 'BGN', 'AP1G2', 'CBWD6', 'PDLIM1', 'ZNF473', 'PYGL', 'TMEM41B', 'DKK3', 'ZNF213', 'ZNF69', 'BNIP2', 'KDM8', 'PGM5', 'ACIN1', 'CSNK1G3', 'PTBP2', 'TRIM24', 'FABP5', 'PDCL3', 'ATIC', 'RPL23AP53', 'CYBRD1', 'RPS11', 'PSMA3', 'P2RY10', 'EML6', 'ZSWIM5', 'METTL6', 'PROCA1', 'WDFY1', 'DFNB31', 'FCHSD2', 'C12ORF50', 'RPSA', 'SNORA75', 'C17ORF98', 'WDR41', 'RORC', 'ATP8B1', 'HSPBP1', 'STRIP1', 'ZNF566', 'OR4N3P', 'TMTC3', 'FAM76A', 'OGDH', 'ZNF92', 'COG1', 'CYP2R1', 'SAMHD1', 'RPLP1', 'LRRTM1', 'TTC37', 'PIGN', 'OR8B12', 'WIPI1', 'CNKSR1', 'SRXN1', 'LIN7B', 'ACOT12', 'MCUR1', 'MAGEB16', 'KIAA1551', 'IL1B', 'CELSR2', 'ZNF470', 'CPPED1', 'HDC', 'DNAJC24', 'TMEM178A', 'SEC16A', 'MSL3P1', 'APBB1', 'F2R', 'LOC441601', 'MRPL34', 'NUTM2F', 'MOSPD2', 'ZNF512B', 'TNFSF11', 'RPS6KA6', 'NMUR1', 'GLO1', 'GMNN', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0629013951002304
		RMSE:  0.43691826486349494
		NRMSE:  0.11112140819031384
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02793228386718627
		RMSE:  0.5354711484549424
		NRMSE:  0.14342336907859712
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4237929343776606
		NRMSE:  0.10778324331179852
		MAPE:  459.9790072255086
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011640203076264122
		RMSE:  0.5284530873849588
		NRMSE:  0.1415436152095778
		MAPE:  140.42972129387252

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.826814614065426e-15
		NRMSE:  4.646137017893197e-16
		MAPE:  6.140551189466964e-12
		Pearson Correlation:  0.22191318181457031
		Spearman Correlation:  0.223157395977506
		Coefficient of Determination:  -0.9323695828718424
		RMSE:  0.7341738625962578
		NRMSE:  0.19664493440371175
		MAPE:  535.9516524020285

	Predictor:  ElasticNet
		Pearson Correlation:  0.4410787924347068
		Spearman Correlation:  0.458958057462168
		Coefficient of Determination:  0.1517053767398021
		RMSE:  0.3903256295866068
		NRMSE:  0.09927150476528061
		MAPE:  640.509260080489
		Pearson Correlation:  0.45121684723584904
		Spearman Correlation:  0.43182333944313517
		Coefficient of Determination:  0.13072375016405913
		RMSE:  0.492416650611301
		NRMSE:  0.13189142911779858
		MAPE:  164.1153531419841

	Predictor:  RandomForests
		Pearson Correlation:  0.6734345236301865
		Spearman Correlation:  0.5861609441449053
		Coefficient of Determination:  0.3733145022177705
		RMSE:  0.33548919234455304
		NRMSE:  0.08532495545272084
		MAPE:  742.5305643383498
		Pearson Correlation:  0.5476254232057216
		Spearman Correlation:  0.47778899986284123
		Coefficient of Determination:  0.23685356705322813
		RMSE:  0.4613789347949702
		NRMSE:  0.12357812636801131
		MAPE:  178.35949114078352

Protein:  CTNNB1
x_train_column_count:  994
x_train columns:  ['RCCD1', 'LOC100129534', 'SEMA6A', 'PLA2G4E', 'SLC12A8', 'HEATR3', 'EAF2', 'PPBPP1', 'DEFB115', 'HHAT', 'ESAM', 'TNFRSF6B', 'TMEM106B', 'TNNT3', 'DNAJB6', 'TCN2', 'AGRN', 'MITF', 'PUSL1', 'RFX5', 'USP46', 'TRAPPC1', 'HTR1B', 'SNORD116-23', 'EDARADD', 'ZHX1', 'MICAL3', 'DNAJC17', 'CEACAM8', 'ATRN', 'KCNE5', 'KLHL18', 'MRPL45', 'GAL', 'TCP1', 'ZKSCAN8', 'FOXP1', 'CTBP1-AS2', 'OR10H5', 'MSMO1', 'CD53', 'PAN3', 'KLK1', 'FLT3LG', 'TEX36', 'AOC3', 'SSX5', 'ASTL', 'TRHDE', 'TAS2R40', 'CFC1B', 'ANKRD13B', 'PRAMEF17', 'LPAR5', 'PLEKHG1', 'PPP2R1B', 'MCM10', 'DRG2', 'LVRN', 'CDC26', 'INO80B', 'HBBP1', 'AJAP1', 'SELP', 'SNORD63', 'ARHGAP6', 'LTBP2', 'OR51E1', 'HOOK1', 'SCN5A', 'OR2C1', 'SIPA1L1', 'CLEC14A', 'FOXB2', 'ITPK1-AS1', 'LINC00896', 'MSRA', 'SLC44A3', 'MTHFD2', 'LRRTM2', 'SNORD98', 'SMARCE1', 'SSH2', 'ITGA3', 'SNRNP25', 'RPS18', 'CDV3', 'C19ORF71', 'CHD5', 'IL1A', 'RUNX1T1', 'CIB2', 'SEPT2', 'HCRTR1', 'SNTG2', 'RSPH9', 'DCAF8L2', 'WDR31', 'UGT2A3', 'OR10T2', 'ANKRD54', 'PAGE4', 'TOMM5', 'CPXM2', 'LINC00282', 'ZKSCAN4', 'SCAF8', 'CLCA3P', 'PQLC3', 'ZNF281', 'EXO1', 'NUTM1', 'PCDHA6', 'MYL12B', 'RAB21', 'CCDC173', 'DLG5', 'CDC14A', 'DET1', 'MAP4K5', 'IGFL2', 'RCHY1', 'OR5AN1', 'ATAD1', 'TCEB3B', 'DAPK1', 'PLEKHG3', 'RC3H1', 'GPR18', 'SNX19', 'ZBTB3', 'NUDCD1', 'SMNDC1', 'LYRM4', 'RNF186', 'TMEFF2', 'ANLN', 'CDHR2', 'FAM3D', 'OR3A3', 'USP3', 'C2CD2L', 'GID8', 'RBM26', 'TMEM101', 'C10ORF131', 'SNORA6', 'RXFP4', 'KLF10', 'KLLN', 'TMCO3', 'DMRT2', 'OR56A5', 'SOX3', 'BLOC1S2', 'FAM189B', 'TRIML1', 'ITCH', 'SDHD', 'GRAPL', 'TRPC2', 'PAK7', 'LBP', 'BTD', 'CCNI2', 'CREBRF', 'C8A', 'ACOT6', 'PGBD5', 'IGIP', 'LYN', 'POM121L12', 'RNF146', 'SMTNL2', 'FAM229B', 'DAP3', 'HSPH1', 'FKBP10', 'ECE2', 'HS6ST1', 'GNAT1', 'THAP8', 'CELF6', 'AP3S1', 'CDH9', 'C2CD4B', 'KRTAP5-4', 'LINC00200', 'PPM1N', 'LINC01018', 'TMEM59', 'NMNAT3', 'NFKBIA', 'MSX2P1', 'C22ORF46', 'NOTCH2', 'TMOD1', 'PAF1', 'SNORA40', 'RSPRY1', 'ADGRF2', 'ENOX2', 'POP5', 'MMS19', 'POLM', 'BAMBI', 'TGFB3', 'TMEM56', 'ZYG11B', 'BTBD6', 'DBNDD1', 'CEP41', 'KANK4', 'TUBB', 'COMMD3', 'GYG1', 'LRR1', 'CX3CR1', 'ZNF132', 'CORO7', 'CTSD', 'EYA1', 'KLHL26', 'SUN5', 'TTC41P', 'ZNF232', 'TKT', 'ZMIZ1', 'SMIM10', 'FAM173A', 'ATP5G1', 'SURF4', 'RPL8', 'RRAGB', 'PLET1', 'AMDHD1', 'SIDT1', 'AHSA1', 'STRBP', 'LACTB2', 'JOSD1', 'PPP1R3F', 'YIF1B', 'NR3C1', 'SATB2', 'PFDN4', 'CLUH', 'ZNF682', 'LIN54', 'ACTR3C', 'SIRPB1', 'FOXR2', 'FAM53C', 'FZD7', 'NTSR1', 'SCOC', 'CRMP1', 'PLK2', 'HNRNPCL3', 'TMSB15A', 'KALRN', 'IGSF11', 'ASIP', 'CCDC141', 'BLOC1S4', 'P2RY11', 'C10ORF111', 'OR7E24', 'UQCRB', 'ZNF837', 'CCDC64', 'LRRC18', 'MSS51', 'LCN9', 'PF4V1', 'BRD7P3', 'OTOS', 'SPAG16', 'KLHL15', 'DHRS11', 'CELA3B', 'LAX1', 'SEC14L3', 'LTF', 'PFDN5', 'KRTAP20-1', 'SLC28A2', 'SNORD115-26', 'LENG8', 'ATP5G2', 'MCEE', 'LOC100270746', 'CDK10', 'LRRC39', 'OR2A14', 'CPSF1', 'CNTN6', 'NLRP2', 'PEX12', 'TCTEX1D4', 'IFNA1', 'INTS12', 'LILRA4', 'LINGO4', 'LCORL', 'RPL28', 'KIAA1549L', 'GJB3', 'SIRPD', 'PPP2R2D', 'ZNF480', 'TRIM46', 'EIF1', 'OR4K14', 'ZNF497', 'DUSP3', 'SLC36A4', 'ANKRD12', 'CPSF6', 'AKAP7', 'KNG1', 'SPOCK3', 'CCBE1', 'HTATSF1', 'ELAVL3', 'GPR174', 'CAMK1G', 'KCTD21', 'QSOX1', 'PADI1', 'KRT38', 'TMEM55B', 'SLC7A2', 'HMX3', 'RBM4B', 'APCDD1', 'ERMARD', 'CDK19', 'VCX', 'SLC16A13', 'TAS2R14', 'SPINK9', 'INTS4P1', 'ANXA11', 'LINGO3', 'HMP19', 'ARL13A', 'RBM6', 'DGCR8', 'OBFC1', 'CTGF', 'CCL17', 'DIP2A', 'KPNA7', 'PDYN', 'ZNF280D', 'ADGRA3', 'RALGPS1', 'AKT1', 'NWD2', 'ABCA4', 'HGF', 'TP53AIP1', 'SEPT8', 'LINC00319', 'ERAP2', 'ABCA9', 'C11ORF45', 'PPP1R1A', 'SNCB', 'CSDC2', 'ROPN1', 'PROM1', 'CRYGB', 'AQP4-AS1', 'FCGR1A', 'DKFZP434L187', 'TSNAX-DISC1', 'PKIG', 'DAXX', 'MYO5C', 'PITPNB', 'HIST1H2BK', 'OR9A2', 'KCNH8', 'R3HDM1', 'BMS1P20', 'KIF1B', 'ZNF37A', 'SETD6', 'C14ORF169', 'KRTAP6-3', 'PRDX6', 'GUK1', 'ATP6V1A', 'FOLR2', 'SNAR-A2', 'WIZ', 'SNW1', 'DRICH1', 'MPLKIP', 'PAPSS2', 'CMC2', 'PLXND1', 'LGALS7B', 'SNORA45A', 'C17ORF67', 'FAM214B', 'IP6K3', 'NDUFAF5', 'MKRN3', 'BBS12', 'UNC93A', 'PKHD1L1', 'LRRC66', 'LOC283922', 'GAGE12J', 'FLJ37201', 'LOC654342', 'STAB1', 'ARL16', 'VPREB1', 'ZBTB42', 'SNORD114-6', 'PRNP', 'HSD3B7', 'TOB2P1', 'AKR7A3', 'MAMSTR', 'RANBP1', 'FCRL3', 'CNTD2', 'SLFN11', 'CAPG', 'MLF2', 'CD207', 'SYP', 'ATRX', 'MTMR2', 'SLC52A1', 'DCDC2', 'EXD1', 'COX18', 'INSL3', 'RNF13', 'CENPM', 'GSTT2', 'ASCL3', 'KCTD4', 'LINC00894', 'ANXA2P2', 'TNFRSF11B', 'TCERG1', 'NOTUM', 'BCL10', 'NUPR1L', 'USH1C', 'HSFX2', 'SLC44A5', 'CCDC28B', 'TOR1A', 'SRRM4', 'PPM1L', 'ATP6V1C1', 'FBXL16', 'C12ORF42', 'DCST1', 'ZNF225', 'C14ORF132', 'FAM122C', 'GPR37', 'GCNT1', 'SPRY2', 'GOLGA6L6', 'ANAPC13', 'UBE2V2', 'SOCS7', 'FAM160B2', 'SPIN4', 'OR2V2', 'NRXN1', 'SLC25A18', 'POLG', 'MYOF', 'ADGRA2', 'RD3', 'HAND2', 'NOL10', 'CLEC11A', 'CERS6', 'TYMSOS', 'MRGPRE', 'AIPL1', 'PCBD1', 'SH3RF3', 'AMICA1', 'ISX', 'OTOA', 'CHRNA7', 'ATP6V1B2', 'CYP2B6', 'C10ORF25', 'LYST', 'SSX9', 'TMEM79', 'WDR78', 'MDP1', 'ZNF473', 'SLC2A4RG', 'RPPH1', 'TRIQK', 'NRG2', 'GIMAP4', 'TRAF6', 'EPS15', 'XDH', 'TBXA2R', 'ATP10A', 'P2RY4', 'SLC22A24', 'KRTAP9-2', 'S1PR4', 'C6ORF141', 'LINC00895', 'HDAC10', 'ZBTB10', 'WARS2', 'PIWIL4', 'SECISBP2', 'MED9', 'C11ORF95', 'TBL3', 'G6PC2', 'HOXB5', 'FIP1L1', 'KRT12', 'BID', 'PTH', 'C11ORF84', 'PRDM13', 'SH2D3C', 'SGPP1', 'RBBP8', 'MCM2', 'BCL7B', 'PDGFRA', 'CENPP', 'SNORD91A', 'ZFHX3', 'ADAM10', 'IFI27', 'AARSD1', 'TNFRSF14', 'TBC1D3B', 'GJC1', 'MEOX1', 'PITPNM1', 'FAM89B', 'NYAP1', 'CDH23', 'SLC39A2', 'SREK1', 'BPIFA2', 'NUBPL', 'KMT2E-AS1', 'FAM120C', 'RAPGEF5', 'DMTN', 'WDPCP', 'SNORA70B', 'NRIP2', 'LYZL2', 'MXD4', 'CYFIP2', 'C8ORF46', 'SSR1', 'MYO5B', 'ZNF175', 'C14ORF79', 'OR10S1', 'LDLRAD4', 'TBC1D13', 'ZNF142', 'EVC2', 'SLC6A15', 'ARGLU1', 'CMTM6', 'GNA11', 'DENND1A', 'KRT83', 'BTN2A3P', 'PPWD1', 'RNF112', 'SYNM', 'RGR', 'EMC3', 'CCDC74A', 'HEPN1', 'EGOT', 'FLJ33360', 'TCEAL6', 'ANGPTL2', 'BCS1L', 'PPP6R2', 'VPS28', 'B3GNT8', 'LDLRAD2', 'ZNF177', 'KRT81', 'CACNA1C', 'DHX15', 'UTP20', 'GTPBP3', 'IQCC', 'DNAJC19', 'ZNF768', 'IGFBP7', 'DIS3L2', 'GAGE2D', 'ABRA', 'GPR141', 'CACNB3', 'COQ10A', 'MNDA', 'FBLN5', 'ALOX15', 'RHBDD3', 'ALOX12', 'ZNF585A', 'NUGGC', 'GRIN3B', 'GPR157', 'MT1X', 'TNC', 'ANP32A-IT1', 'XYLB', 'CTXN2', 'MMP23A', 'TMEM256', 'AHCTF1', 'LGMN', 'STBD1', 'RPS4Y1', 'RAB8B', 'RDH12', 'XIRP2', 'DDX5', 'SARS2', 'NPAS4', 'HIST1H4C', 'FAR2', 'ZNF436', 'HNRNPK', 'KANSL1', 'SLC24A2', 'PLEKHO2', 'PRSS53', 'MRAP2', 'SPPL2A', 'OR2A4', 'CHRNE', 'HENMT1', 'SENP3', 'ZDHHC23', 'HPS3', 'SPSB1', 'UBN2', 'HLA-DRB1', 'GPRIN3', 'TMEM134', 'GNG13', 'CD63', 'GARS', 'SDPR', 'KLRK1', 'GOLGA6L1', 'ZNF335', 'SPON1', 'SIRPG', 'SNORD114-31', 'SPOCK2', 'KCNH7', 'SENP6', 'CPO', 'PTDSS1', 'RHPN2', 'LYG1', 'MRGPRX1', 'GORASP1', 'CEACAM3', 'ZNF331', 'NKIRAS2', 'TADA1', 'NT5DC3', 'SDR42E1', 'GNRHR2', 'PLEC', 'ATP2B4', 'HAR1A', 'UBE2J1', 'LINC00883', 'PTER', 'UTP6', 'AOAH', 'RNF180', 'PARP8', 'BRIP1', 'ATP13A1', 'DCX', 'GRIK1-AS1', 'GSTTP1', 'C1ORF122', 'DNAJC3', 'FOXA1', 'PCID2', 'SARAF', 'PUS1', 'ZNRF3', 'ADAM7', 'CCL13', 'PLK4', 'NGRN', 'SLC2A3', 'RAD21L1', 'ZCCHC14', 'CT47A2', 'CYP2B7P', 'FRG1B', 'NXPH1', 'STX16', 'FTL', 'ZNF311', 'ARRDC2', 'FBP2', 'POU3F1', 'TUSC7', 'CRSP8P', 'BIRC6', 'KIAA1522', 'RABL2A', 'TFIP11', 'SPI1', 'VASH1', 'PFDN6', 'JUN', 'SNORD48', 'TLDC2', 'ARHGAP44', 'SLC5A12', 'PLA2G3', 'SKA3', 'KIAA1024', 'DCD', 'SIPA1L3', 'CASP8AP2', 'LOC148696', 'CEP68', 'ASPH', 'PHOX2B', 'BASP1', 'CHCHD5', 'CHIT1', 'GNS', 'GUCA1A', 'PSME2', 'CHD4', 'ST3GAL5', 'CDK2', 'SUPT5H', 'LAMTOR3', 'CEP44', 'FAM47E', 'HINFP', 'SNORA7B', 'LOC100130691', 'SAMD5', 'NDUFS5', 'PDE4C', 'C14ORF177', 'TCEAL2', 'ATL2', 'IFNW1', 'SNORD114-9', 'NFATC4', 'LOXL2', 'BMPR1A', 'TMA7', 'KCNMB2', 'DUS4L', 'LINC00174', 'TCTN3', 'TAS2R46', 'FGF8', 'LRRC56', 'SYT15', 'SNAI2', 'KATNA1', 'LOC113230', 'CCDC106', 'LINC00899', 'METTL1', 'PIK3R3', 'PRAMEF9', 'KIAA1324', 'ZNF428', 'NXF2', 'SLC38A8', 'RDH16', 'CRTAM', 'SNORD115-22', 'BRD3', 'MED30', 'MED1', 'DNAAF1', 'NUDT16P1', 'FAM170A', 'CACNA1S', 'LTB', 'POU5F1B', 'OSBP2', 'PRR12', 'GTSF1', 'PCBP4', 'FGG', 'C19ORF53', 'ERICH3', 'TEAD3', 'C16ORF58', 'POLR2A', 'HYAL3', 'PPP1R32', 'C1QTNF4', 'PDCL2', 'MT2A', 'CYP4F11', 'SMCHD1', 'MAGEA1', 'GOLGA2P10', 'OSM', 'HSP90B1', 'RHOU', 'ZNF687', 'TMEM205', 'PCDH8', 'OLAH', 'TMEM2', 'TMED6', 'PEX11B', 'PRUNE2', 'ASIC5', 'CTU1', 'SRSF11', 'ENTPD5', 'CWC15', 'MAEL', 'OTULIN', 'RAB5C', 'PPP2R5B', 'HCFC1R1', 'EIF5A', 'ACOX3', 'LBX1', 'ZSCAN20', 'SRD5A2', 'ST3GAL3', 'MYOD1', 'NADK', 'CEP128', 'C10ORF53', 'GPHB5', 'CENPF', 'PER3', 'VHL', 'KIF13B', 'KCNIP4', 'CUEDC2', 'SMCO4', 'WRN', 'WDR47', 'TUBB1', 'GNAL', 'CTTNBP2', 'SPATA33', 'TAX1BP1', 'PRORSD1P', 'SSNA1', 'TBL1Y', 'RABEP2', 'COPE', 'ASF1A', 'CTDP1', 'NLE1', 'VPS52', 'LRRC17', 'NHEG1', 'FRMD4B', 'BLNK', 'PRKG1', 'C1ORF194', 'WDR27', 'MOB3B', 'KIR2DL4', 'RPL38', 'NEK2', 'RGS3', 'C1ORF186', 'HCRTR2', 'FGFRL1', 'FBXW7', 'JUNB', 'LHX2', 'HMGN1', 'F10', 'PKD1', 'PRR27', 'CCM2', 'ARHGAP42', 'DSCAML1', 'RBM28', 'ENAH', 'SCLT1', 'CD55', 'RGS16', 'CHST6', 'RSPH3', 'SNORD4A', 'COX19', 'NXPH4', 'UBLCP1', 'SEC22C', 'NPAS2', 'ZDHHC16', 'MAGEE1', 'CST9L', 'PRAME', 'ZNF804A', 'ZNF236', 'SMS', 'PDF', 'SMYD4', 'NTN4', 'IL13RA2', 'CLEC19A', 'FOXN3', 'TENM2', 'FOXM1', 'FBXL19-AS1', 'SENP2', 'SRPX2', 'TMEM87A', 'CLIC2', 'PDCD1LG2', 'SPRR4', 'DMWD', 'PRB3', 'EIF4ENIF1', 'RNF7', 'ZNF678', 'PLA2G10', 'TACR2', 'C3ORF30', 'TIE1', 'CCDC80', 'LCE3D', 'LOC151174', 'CD3EAP', 'NR1H3', 'TPCN2', 'HPRT1', 'CFHR5', 'ZNF57', 'MEGF6', 'SCARNA16', 'SLC50A1', 'CCDC27', 'ZNF544', 'KCND1', 'KCNK2', 'SLC30A9', 'PRELID2', 'HOTAIR', 'ATP5G3', 'DUSP4', 'TM9SF1', 'KRTAP10-5', 'NAGLU', 'C9ORF41', 'MYL2', 'SNORD114-20', 'KRT80', 'KLF4', 'TCAM1P', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.4291206958720877
		RMSE:  0.9037435622191023
		NRMSE:  0.1777623057079273
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5497170498826627
		RMSE:  0.8436000623678614
		NRMSE:  0.27017767234966206
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999614693844
		Coefficient of Determination:  1.0
		RMSE:  3.041973221601349e-15
		NRMSE:  5.983424904802024e-16
		MAPE:  2.186729877848559e-12
		Pearson Correlation:  0.2771209195935018
		Spearman Correlation:  0.25271886183119496
		Coefficient of Determination:  -1.9384564717562442
		RMSE:  1.1616359085168086
		NRMSE:  0.37203421370066153
		MAPE:  499.28722864919496

	Predictor:  ElasticNet
		Pearson Correlation:  0.4724920816597243
		Spearman Correlation:  0.4536482954296437
		Coefficient of Determination:  0.12386709828422982
		RMSE:  0.7076129255242904
		NRMSE:  0.13918428904883762
		MAPE:  766.7418316173917
		Pearson Correlation:  0.5249273790897075
		Spearman Correlation:  0.5061883564632976
		Coefficient of Determination:  0.15802610480186807
		RMSE:  0.6218128762025456
		NRMSE:  0.1991464474977647
		MAPE:  257.7846611776414

	Predictor:  RandomForests
		Pearson Correlation:  0.6180353674800748
		Spearman Correlation:  0.5801801402610748
		Coefficient of Determination:  0.2828796913576168
		RMSE:  0.6401868855971716
		NRMSE:  0.12592188937788584
		MAPE:  634.5459340113146
		Pearson Correlation:  0.5036827465158542
		Spearman Correlation:  0.4780483547176399
		Coefficient of Determination:  0.21810105308048866
		RMSE:  0.5992191879450519
		NRMSE:  0.1919104237283145
		MAPE:  238.26454367796157

Protein:  CCNE1
x_train_column_count:  352
x_train columns:  ['TRMU', 'TULP4', 'MRPS35', 'IPPK', 'ARHGEF9', 'TRIM63', 'CBR3', 'EIF2S2', 'TSPY3', 'NF1', 'GPR34', 'HCAR3', 'DOCK5', 'FAM118B', 'SOX17', 'DZIP1L', 'TBPL2', 'OAS3', 'PFDN1', 'FBXO44', 'NUDT12', 'HEXIM2', 'KLHL6', 'ISCA1P1', 'TNR', 'CNNM2', 'PALB2', 'KMO', 'TLR7', 'SNAR-D', 'ZBTB45', 'GOSR1', 'CES1P1', 'RNF138P1', 'NR2C2AP', 'CHL1', 'C17ORF49', 'ASL', 'PSAT1', 'GALNT4', 'OC90', 'SNORD114-18', 'RBBP7', 'CD22', 'OR2AE1', 'METAP2', 'KRT73', 'ARMCX2', 'RPL11', 'UBE2QL1', 'SLC6A18', 'FGD3', 'TMED5', 'HNRNPH1', 'ROCK2', 'HGH1', 'ZNF843', 'LINC00282', 'NCAM2', 'B4GALT2', 'GULP1', 'CRLF2', 'FXYD4', 'CCR10', 'ZNF521', 'CD8A', 'TOPBP1', 'SIX5', 'CAV1', 'DEFB105A', 'MOGAT2', 'OR10S1', 'LYPD8', 'RAB42', 'SMCO4', 'INTS4', 'TMEM249', 'KMT2E-AS1', 'SOX18', 'LUC7L3', 'SUPT5H', 'STAT5A', 'GLIS3', 'OR13G1', 'PLA2G4C', 'SOX3', 'FOXQ1', 'KCTD20', 'EMCN', 'ERBB4', 'DRAM2', 'MYOM1', 'SMG1', 'DCUN1D4', 'UBTD1', 'ROR2', 'UCP3', 'RNF144A', 'FGF4', 'CIDEB', 'CKLF', 'INO80C', 'CSGALNACT1', 'ODF3B', 'TSN', 'CALML4', 'SSMEM1', 'MRPS23', 'PRKAB2', 'DOCK2', 'CAPN5', 'MTMR9LP', 'IFT27', 'CNTN1', 'NISCH', 'IGSF21', 'MROH2B', 'RBP7', 'C1ORF95', 'OOEP', 'PAX8', 'CLDND1', 'SLC39A8', 'SLC35F4', 'SNORD51', 'DCUN1D5', 'NUP35', 'USP11', 'LMLN', 'PDILT', 'HRASLS5', 'PARP12', 'NXPE1', 'RPLP1', 'GUSBP2', 'NUDCD3', 'SLC35A5', 'SPR', 'RNASEH2C', 'SH3GL2', 'DGCR9', 'DMTF1', 'PRR15', 'ARHGAP36', 'UGT3A1', 'SBSPON', 'TCF19', 'SNRPA', 'OR7G2', 'FDPS', 'RGCC', 'KLF14', 'BACH2', 'SLC4A10', 'KRTAP22-1', 'PCBP1', 'VTI1B', 'DCAF6', 'STK3', 'PTPRR', 'CDH20', 'ABLIM3', 'OR4D2', 'S100A7', 'ACTRT3', 'WHAMMP3', 'TRIM52', 'AGT', 'EME1', 'LINC01548', 'TPTE2P3', 'ZNF599', 'LYPLAL1', 'BNC1', 'MIEF1', 'SWAP70', 'WNK3', 'RRBP1', 'ATP10A', 'GOT1', 'PEX3', 'VAT1L', 'NDUFAF7', 'ATP13A3', 'ABCA8', 'SURF4', 'LLGL1', 'POLL', 'PDIA2', 'TTLL3', 'MXRA7', 'OR2A2', 'AQP7P3', 'OSER1', 'TOB2P1', 'MT3', 'PEX7', 'SLFN11', 'DZANK1', 'CBX3', 'CD6', 'TMEM108', 'EFNA5', 'RNF123', 'TOLLIP', 'EIF3A', 'KMT2E', 'PCDHB4', 'PRKAR2A', 'POLR3D', 'ADGRG1', 'KLRD1', 'KRT9', 'ZCCHC9', 'MCMBP', 'NPFF', 'HSF2', 'HMGA1', 'CRB1', 'SIPA1L2', 'OR52N2', 'CAV3', 'ARMC10', 'PAXIP1-AS1', 'SLC2A7', 'BEND7', 'RPL7A', 'SLC22A2', 'NPIPB5', 'MRPS28', 'CNTRL', 'ZBED9', 'BCL2L10', 'SPTBN1', 'DNAJB7', 'TMEM205', 'RPL36', 'PPOX', 'SYT2', 'ZNF321P', 'KGFLP2', 'AMPD2', 'CMTR2', 'RHOU', 'TSPAN10', 'SNORA49', 'FSHB', 'HILS1', 'ASAP1-IT1', 'RUFY3', 'ATP6V0A4', 'CLPSL2', 'SOAT1', 'PLIN1', 'YWHAB', 'GUCY1A3', 'IFIT2', 'UCKL1', 'GAGE12F', 'CHN2', 'GAL3ST1', 'EDF1', 'TAC1', 'CPNE2', 'HINT2', 'SNORA71D', 'CIC', 'RAD1', 'FKRP', 'STEAP2', 'VAPA', 'ATP6V1F', 'PRR18', 'DAB2', 'MROH8', 'TSC22D3', 'CATSPER3', 'CNBD1', 'DNASE1L1', 'C6ORF201', 'QRICH1', 'PCDHGA5', 'IFT122', 'PPP2R4', 'TAF7', 'AP3D1', 'LAIR2', 'THEMIS', 'DCST1', 'DNMT3A', 'CNTNAP3', 'PRL', 'LDLRAD1', 'ARHGAP19', 'JAKMIP1', 'PRSS50', 'HAGH', 'ARPC1B', 'RPP25L', 'HEPACAM', 'RUNDC3A', 'EDN2', 'METRN', 'GSAP', 'CEP135', 'CPT1A', 'BCO2', 'CD48', 'CDK19', 'LRRC47', 'CDC14B', 'CAMKK1', 'RPSAP58', 'ZNF346', 'HECTD4', 'TMEM161A', 'RABAC1', 'LOX', 'ASB9', 'LGALS1', 'PPP1R9A', 'FAM127C', 'ZNF354B', 'TGFBR2', 'MAPK8IP1', 'DBX2', 'TIMELESS', 'BCL2A1', 'COPB1', 'LOC284661', 'SPRR2A', 'KRTAP27-1', 'BRWD3', 'ZNF436-AS1', 'MBOAT1', 'RBSN', 'APCS', 'OR10A5', 'ANKDD1A', 'CDKN2D', 'PRR27', 'OGG1', 'PRAMEF1', 'CLCA3P', 'KIDINS220', 'PRKD1', 'TTC30B', 'LOC400940', 'CCNG2', 'BPIFB6', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9790551557409413
		RMSE:  0.7746141645114569
		NRMSE:  0.27590887426944144
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8285524646781477
		RMSE:  0.8763813407881366
		NRMSE:  0.2114972948785232
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4487930906545114
		NRMSE:  0.15985506345663808
		MAPE:  112.14421009479175
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0040862214035515265
		RMSE:  0.6494188844018614
		NRMSE:  0.15672439713344627
		MAPE:  115.49088793396595

	Predictor:  LinearRegression
		Pearson Correlation:  0.9561496330033633
		Spearman Correlation:  0.8800922253387502
		Coefficient of Determination:  0.9142221166480251
		RMSE:  0.1314418989868878
		NRMSE:  0.04681812964804552
		MAPE:  30.916879914532007
		Pearson Correlation:  0.6514297295570093
		Spearman Correlation:  0.3783762889811594
		Coefficient of Determination:  0.1294908377673939
		RMSE:  0.6046806660607713
		NRMSE:  0.14592771341090602
		MAPE:  106.97991583521245

	Predictor:  ElasticNet
		Pearson Correlation:  0.6820703284006435
		Spearman Correlation:  0.5708929023062427
		Coefficient of Determination:  0.22548614331256445
		RMSE:  0.39496695171722057
		NRMSE:  0.1406827966935781
		MAPE:  94.4374717654781
		Pearson Correlation:  0.5833385018312378
		Spearman Correlation:  0.6070325066397337
		Coefficient of Determination:  0.13190563943316513
		RMSE:  0.6038413883188266
		NRMSE:  0.14572517033540716
		MAPE:  107.59944660345218

	Predictor:  RandomForests
		Pearson Correlation:  0.8636829625366281
		Spearman Correlation:  0.712457026649643
		Coefficient of Determination:  0.742921578016613
		RMSE:  0.22755111866305391
		NRMSE:  0.08105115535638607
		MAPE:  54.07460623234086
		Pearson Correlation:  0.7799485866561141
		Spearman Correlation:  0.7329741408810184
		Coefficient of Determination:  0.5777147171714084
		RMSE:  0.42115540872607354
		NRMSE:  0.10163752412724704
		MAPE:  76.11008377698171

Protein:  CCND1
x_train_column_count:  859
x_train columns:  ['ZNF385D', 'CASS4', 'ARL5C', 'MBD1', 'CCK', 'ZDHHC16', 'GMIP', 'LINC00961', 'BLMH', 'AKAP12', 'WRAP53', 'RIBC1', 'MROH5', 'TMEM232', 'MEF2B', 'EFTUD2', 'TFAP2C', 'SHANK1', 'MAP2', 'C3ORF52', 'PAXBP1', 'AGAP2-AS1', 'MYPOP', 'TBRG4', 'FLOT2', 'LCE6A', 'EIF6', 'DNAJB4', 'KRT17P5', 'ZNF77', 'SCLT1', 'SLC35F5', 'NEIL2', 'FAM58BP', 'RANBP1', 'GRIK1-AS1', 'IGSF9', 'ZBTB8B', 'RPL23', 'MAPRE2', 'MICALCL', 'DIO3OS', 'RFX4', 'SLIT3', 'AFMID', 'ZFAND3', 'DIDO1', 'RAB11A', 'PIWIL3', 'TECTA', 'SLBP', 'MTUS1', 'POPDC2', 'LINC00889', 'FBN3', 'ENTPD8', 'SHISA9', 'DCTN6', 'ARHGAP42', 'UBXN10', 'RAB41', 'GINS2', 'ZMPSTE24', 'TNFRSF13B', 'NDRG4', 'SCARNA14', 'C21ORF62', 'RAB40AL', 'OR52K1', 'GUCY2EP', 'DRP2', 'NOXO1', 'MYH10', 'MORN1', 'MAPK15', 'LRRC2', 'AKAP2', 'CACNA2D4', 'NAGA', 'SMG1P3', 'CMTM6', 'HLA-J', 'XK', 'GUCY2C', 'NBN', 'PSMD11', 'ZMYM5', 'SLC35E2', 'SAYSD1', 'PLGLA', 'CLEC4D', 'PGA4', 'KREMEN1', 'COMP', 'HINFP', 'LY75', 'CPA1', 'ZNF546', 'FAM83D', 'AOX2P', 'LINC01558', 'SPATA31D4', 'EGFLAM', 'SNORD113-7', 'ZCCHC17', 'TPPP', 'SLC25A37', 'DDHD1', 'CDK5RAP2', 'MTRF1L', 'AGO3', 'JAK1', 'COX7B2', 'CLCN1', 'DEPDC4', 'LRRC25', 'TTLL6', 'NUMA1', 'MS4A10', 'AKAP8', 'CDK16', 'SEMG2', 'CCDC142', 'JADE1', 'SGCZ', 'ZRANB3', 'GPATCH1', 'CDS2', 'ST20', 'PLSCR2', 'STYX', 'ASIC5', 'C16ORF74', 'OR2V2', 'FAM169A', 'KRTAP10-2', 'XPA', 'MGST2', 'SLC22A24', 'SSPO', 'ZNF705D', 'ZEB1', 'ZNF429', 'CLCA2', 'OR2S2', 'SNX4', 'ZNF469', 'CSTA', 'NLRP14', 'NRBP1', 'TM4SF4', 'RIPPLY1', 'AP1G1', 'DCP2', 'SPINK5', 'PNLIPRP3', 'CLEC3A', 'UQCRBP1', 'STRADB', 'KLHL4', 'PRPF40B', 'DEFB106A', 'FBXO11', 'ERCC3', 'KCTD3', 'OR2L2', 'SYT17', 'DDTL', 'CR2', 'XKRY', 'FLRT3', 'CIDEA', 'NRSN1', 'TNK2', 'JCHAIN', 'SEPHS2', 'ZNF625', 'TMIGD1', 'GRASP', 'CLMP', 'DCUN1D2', 'SYNJ2BP', 'BTBD11', 'SH3D19', 'OR6C2', 'GTPBP10', 'POLM', 'RNF208', 'TOMM7', 'GJD3', 'DIRC2', 'HIVEP1', 'C1ORF109', 'BARHL2', 'ZNF296', 'FBXO34', 'B4GALT3', 'APMAP', 'NXF3', 'ZNF117', 'KIAA0355', 'MEPCE', 'IFNA10', 'SRP9', 'ASTN1', 'LRRC45', 'DUSP23', 'FAM105A', 'RNF2', 'EEF1DP3', 'UQCRB', 'RBL2', 'EIF3A', 'PRKCQ', 'FXR2', 'LBX1', 'SNORD70', 'COX4I2', 'KIAA0040', 'KIF3B', 'RPS16', 'SLC5A6', 'FAM9C', 'IRAK1BP1', 'OR4C46', 'DKKL1', 'IL20RA', 'IFIT1', 'FSCB', 'INPP5A', 'C1ORF159', 'SLC35F3', 'TPT1', 'CLN6', 'GREM1', 'AQP7', 'DENND4B', 'EIF2S3', 'HEYL', 'DDX18', 'HNRNPA3', 'CXCL8', 'GNA14', 'PREX1', 'KATNBL1', 'VWA3A', 'KRBA2', 'RAB11B', 'LINC00552', 'TUG1', 'EPHA1', 'MED27', 'VARS', 'BAHCC1', 'H1FX-AS1', 'ZIC2', 'PDE6H', 'CABP5', 'SUCNR1', 'NUP98', 'GCSAM', 'ZNF833P', 'IGFL1', 'KBTBD8', 'KDM4B', 'ITPA', 'TBC1D3', 'FGG', 'SNORD26', 'OR10H2', 'WDR83', 'RFC1', 'RAD50', 'ALMS1', 'XKRY2', 'UBE4B', 'CNST', 'TTC19', 'NUBPL', 'LOC284009', 'STH', 'ANP32E', 'SFXN5', 'PRKAR2B', 'FSTL1', 'TSTD2', 'MSRB3', 'CCDC174', 'SLC16A13', 'ANXA8L1', 'NOX3', 'ARHGEF7', 'FBXO10', 'UG0898H09', 'LOH12CR1', 'HIF3A', 'CYP4F11', 'FAM214B', 'CAMKV', 'C1ORF158', 'USP15', 'NIP7', 'HIST3H2BB', 'CES4A', 'SORBS1', 'ASB12', 'TMEM104', 'NET1', 'SRGAP1', 'ATP2A2', 'SV2C', 'WBSCR22', 'IFNL3', 'KCMF1', 'FAM151B', 'IFNA14', 'MCTS2P', 'TAB3', 'EPCAM', 'COQ10B', 'MSMO1', 'RBMS3', 'ANKRD13A', 'FSHB', 'CREBBP', 'XIRP2', 'SOD1', 'RHBDD2', 'NHSL1', 'C22ORF46', 'MYOF', 'PTRHD1', 'KLF9', 'DNAJC13', 'RGN', 'COL4A6', 'FAM86JP', 'SPRTN', 'C17ORF85', 'PRDM10', 'FTH1', 'FAM225A', 'DDHD2', 'CX3CR1', 'JMJD6', 'SERF1A', 'MELK', 'NEDD8', 'PCNP', 'FLJ37201', 'KCTD5', 'PTPRU', 'WDR72', 'RPLP0', 'C16ORF90', 'SLC35F1', 'APOL5', 'SNORD116-15', 'RAD23A', 'XKRX', 'MYOM2', 'OR9K2', 'MYOM1', 'GLIS3', 'KCTD1', 'RASSF3', 'ARHGAP1', 'RNF39', 'FUT9', 'PTP4A1', 'CDK1', 'IGF2R', 'SNORD78', 'ZDHHC14', 'PICK1', 'FAM71E2', 'SLC44A3', 'CNTF', 'RAD51AP2', 'PADI6', 'SNORD114-19', 'KRT25', 'PKD1', 'NDUFB8', 'DCTN2', 'CCDC144CP', 'MED26', 'TOMM22', 'TCL1A', 'POLR1D', 'GGCX', 'CDH24', 'DNAJC21', 'ADGRF4', 'ZAR1L', 'EHF', 'DUSP15', 'HP', 'TMEM52B', 'RTEL1', 'TICRR', 'MAPK8', 'ECM2', 'SH3BP5L', 'HEBP2', 'NFATC3', 'CDC27', 'LOC647859', 'PCDH11Y', 'LRRC73', 'SEMA7A', 'LINC01096', 'RSU1', 'C1ORF54', 'FAM217A', 'ARFGAP1', 'SCIMP', 'MAZ', 'HNRNPH1', 'CHAC1', 'PCK1', 'TECRL', 'SLC22A16', 'ZP4', 'TTC39A', 'MDH1B', 'SND1-IT1', 'KCNV1', 'ZDHHC15', 'NDUFB5', 'KLHL38', 'DHX33', 'GPT2', 'RNASEK', 'NDUFAF2', 'SPRR2C', 'PLD2', 'FLCN', 'PIP5K1C', 'GPR180', 'SLC45A3', 'CIAPIN1', 'GTF3C5', 'SNRNP200', 'CYP11A1', 'CCDC102A', 'RNASE2', 'KHDC3L', 'SMIM3', 'FAM83F', 'KRT81', 'NFAM1', 'USP28', 'SIAH3', 'EXOC3L1', 'PCDH20', 'SRPK1', 'PEX2', 'ZIC4', 'SLC30A5', 'RAD18', 'ARPC5L', 'ERCC8', 'GHRLOS', 'ETV1', 'WDR43', 'CETN1', 'PAFAH1B3', 'KIF17', 'MTOR', 'CXCR4', 'PCDH11X', 'MRPS23', 'PM20D2', 'SLC4A1AP', 'CIZ1', 'SYAP1', 'KCP', 'GPR39', 'FAM181A-AS1', 'CD1B', 'ARG2', 'CTPS2', 'SPEF2', 'DHDH', 'TMEM74', 'TACC1', 'ITCH', 'CRYM-AS1', 'OR5K2', 'ATP5D', 'PLEKHG3', 'PI4KB', 'FBXO6', 'CUTC', 'MRFAP1', 'RAB4A', 'CKMT1B', 'SNORA30', 'ATP6V1F', 'IFIT3', 'HNRNPU', 'LSM7', 'TTYH3', 'UBE2V2', 'CHKA', 'DAPK3', 'DLG2', 'NAA35', 'MYH9', 'CEACAM7', 'MBD5', 'NAV2', 'DUS3L', 'MBL1P', 'C1QTNF1', 'LOC389033', 'SPAG1', 'CDH3', 'MPV17L2', 'EXOSC4', 'RIPPLY3', 'RASAL3', 'MCM3AP', 'WDR93', 'ARHGAP27', 'LINC00852', 'OPRL1', 'CCT4', 'WDR7', 'ZNF17', 'FAM74A3', 'ZFP30', 'POLI', 'FGL2', 'SLC7A1', 'LSG1', 'GPHA2', 'EGFL7', 'HPS5', 'HDAC9', 'MAT2A', 'SH2B1', 'ZNF394', 'FREM2', 'PLA2G6', 'PCDHB10', 'TTTY6B', 'THBS3', 'HSPB2', 'RELL1', 'FAM175A', 'SLTM', 'CCDC173', 'C10ORF88', 'PSKH2', 'DERL1', 'SASH1', 'DYDC1', 'CT47A9', 'PTBP1', 'IRS1', 'ARHGAP12', 'PRKCG', 'SPATA31D5P', 'CCDC117', 'BBS9', 'THOC5', 'SAMD4B', 'ZNF284', 'SNORD58A', 'INTU', 'KIF20B', 'TOP3A', 'SLC12A3', 'RBM24', 'ADH7', 'PNPLA4', 'CYP24A1', 'BTG3', 'KIF6', 'KATNAL2', 'PKIG', 'NTHL1', 'TRIM62', 'C8ORF59', 'SUCO', 'C10ORF82', 'C3ORF62', 'UMODL1', 'TAF1A', 'ZNF222', 'DTNBP1', 'GRAMD2', 'EFCAB7', 'MS4A7', 'MTDH', 'PDZD4', 'DNAJB3', 'JOSD2', 'ARHGEF6', 'OR4C15', 'NOX5', 'MC2R', 'ZC4H2', 'RASA4', 'SCAMP3', 'WDR49', 'PARP14', 'SPATC1L', 'ZNF738', 'SOX1', 'CBWD6', 'ARL4A', 'CTXN2', 'DNAAF2', 'AGRP', 'FAXC', 'IL1RAPL1', 'HEPACAM', 'SGOL2', 'MYEOV2', 'VPS18', 'CHRNA3', 'DDB2', 'C2ORF76', 'PAFAH2', 'CRYBB1', 'DSN1', 'CDK5R1', 'SASH3', 'SLX4', 'HECA', 'SNORD114-9', 'LGALS1', 'TTC41P', 'RPL12', 'TSTD1', 'SDHAF3', 'BMP7', 'SCARNA6', 'ZNF829', 'IL26', 'LRRC3B', 'TMEM95', 'KIF18B', 'ZNF579', 'MASP2', 'GALNT2', 'LOC644936', 'VSX2', 'SIAE', 'GBP4', 'SRSF8', 'OR11H1', 'VILL', 'CLUH', 'ZNF271P', 'N4BP2L2', 'ZFAND1', 'N6AMT2', 'MSH3', 'LOC100272217', 'KLHDC8B', 'PRODH', 'LOC100128573', 'C11ORF54', 'PDE3A', 'CRB3', 'MXRA7', 'SGCB', 'WDR83OS', 'SKIV2L', 'SLC25A14', 'DYM', 'RRP7A', 'RELN', 'WTIP', 'FKBP6', 'PHACTR2', 'PADI3', 'ZBTB8OS', 'SEPW1', 'MYEOV', 'C16ORF72', 'SLC22A1', 'ACOT12', 'LPGAT1', 'TPM4', 'ARL13A', 'ADRBK2', 'ECT2L', 'NOM1', 'SNORD54', 'MTERF3', 'NDUFA11', 'LOC285740', 'ZBED8', 'RDM1', 'C11ORF65', 'HIST1H1E', 'ZSCAN21', 'KLHDC1', 'SLC25A24', 'C1ORF189', 'ARL9', 'TINF2', 'CDS1', 'TCHP', 'MDN1', 'TMEM59L', 'HCAR3', 'CCDC70', 'TMSB15A', 'SNORD114-14', 'WDR88', 'USP31', 'ANO1', 'PIGG', 'EBNA1BP2', 'DDC', 'ABCB6', 'PKNOX1', 'OR4F5', 'SNORD115-33', 'ZNF423', 'AP3M2', 'PAM', 'CAPN3', 'SCFD2', 'TAOK1', 'NICN1', 'LINC00909', 'COL1A1', 'BTBD7', 'C4ORF50', 'COG2', 'RPS6KL1', 'ANKRD30BL', 'SAA2', 'NFKBIB', 'PSAPL1', 'ZNF879', 'PEX12', 'SNRNP25', 'MED25', 'BCO2', 'GLRA2', 'STOX2', 'GLT1D1', 'C15ORF26', 'LTBP4', 'FCER1G', 'CDK11B', 'PRELP', 'WFIKKN1', 'RTN4', 'SPATA6L', 'TMEM35', 'FAM210A', 'FBXO7', 'WBP1L', 'POMK', 'PRR14L', 'CDSN', 'SPSB1', 'DNAJA3', 'RRP15', 'ADGRB3', 'TSACC', 'OR5AP2', 'HRC', 'SEC13', 'ICE2', 'IFNGR2', 'C10ORF11', 'COQ10A', 'KHNYN', 'DYNLRB2', 'NR5A2', 'SLC34A1', 'BRCC3', 'UBE2A', 'TMEM256', 'MICU2', 'SLC10A2', 'INAFM1', 'CXORF40A', 'SRXN1', 'IER2', 'E2F4', 'ZNF322P1', 'FOXE3', 'SRSF11', 'SEPT3', 'SCGB1D2', 'PAPL', 'LGALS9C', 'TPCN1', 'KLRB1', 'SS18L1', 'SPANXN4', 'CNKSR1', 'METTL12', 'PTK2B', 'SLC27A1', 'ZNF594', 'CDH15', 'PSMB4', 'CCSER1', 'C5AR2', 'LRFN1', 'TBC1D22B', 'PRICKLE2', 'ADAMTS14', 'ALPP', 'EYA1', 'MRPS31', 'ZBTB3', 'ZNF473', 'TOB2P1', 'TIGD6', 'FAM227A', 'LCE1F', 'WDR66', 'PLIN4', 'GPM6B', 'BCKDHB', 'APOPT1', 'KRTAP5-8', 'SLC35A4', 'C9ORF129', 'PRKAB2', 'NFIX', 'SLC36A3', 'HIP1', 'TBC1D2B', 'BEND3P3', 'MAP2K6', 'MTCH2', 'POC5', 'RUSC1', 'FGD3', 'BEGAIN', 'SBF2', 'PLEKHA8P1', 'SLC5A11', 'HOXA11-AS', 'PRAMEF6', 'TMEM249', 'RASSF5', 'EPPIN', 'SERINC4', 'KLHDC3', 'ZNF260', 'STC1', 'BLCAP', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5366759284640548
		RMSE:  0.28216244755564185
		NRMSE:  0.17771997351836757
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.30240520386774006
		RMSE:  0.3149325402631455
		NRMSE:  0.20120656537940065
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.045101595477498e-15
		NRMSE:  6.582570766637471e-16
		MAPE:  3.594973614221472e-12
		Pearson Correlation:  0.20261850415007224
		Spearman Correlation:  0.1406127258444619
		Coefficient of Determination:  -1.6530337398163173
		RMSE:  0.44948568117968474
		NRMSE:  0.28717092880213946
		MAPE:  436.4203712525033

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  RandomForests
		Pearson Correlation:  0.566719699936318
		Spearman Correlation:  0.590115032761232
		Coefficient of Determination:  0.28504754652284114
		RMSE:  0.1924627337189768
		NRMSE:  0.12122262276968708
		MAPE:  503.740308761076
		Pearson Correlation:  0.3463528782785573
		Spearman Correlation:  0.29941271088168186
		Coefficient of Determination:  0.11641510094042573
		RMSE:  0.2593991910030719
		NRMSE:  0.1657269847069881
		MAPE:  239.867265738016

Protein:  ERBB2
x_train_column_count:  665
x_train columns:  ['PSD', 'NFYC', 'TMIGD1', 'KHNYN', 'C1ORF131', 'FAM205BP', 'CLEC18B', 'CEL', 'KDM4A', 'HTR1B', 'HNRNPAB', 'KLHDC1', 'SGCA', 'CCDC54', 'NCOA5', 'RBSN', 'SNHG5', 'NUDC', 'RAD9A', 'TBC1D3P1-DHX40P1', 'SH2B3', 'ITGB2', 'AHNAK2', 'PARP15', 'IL15RA', 'IKZF1', 'ANKRD55', 'OPN4', 'FETUB', 'THRB', 'LGALS9C', 'SUN2', 'SOX10', 'HSP90AB2P', 'MGC16275', 'DEFB104A', 'VCPKMT', 'SNORD62A', 'FKBP6', 'STC2', 'CTNND2', 'OR6M1', 'VNN3', 'CYP2A7', 'CXORF38', 'SPTLC2', 'ACVR1', 'TTTY23', 'TMPRSS3', 'RFPL1S', 'RND2', 'SPAG6', 'TMEM59L', 'IGSF8', 'HPS3', 'ABO', 'ZFHX4-AS1', 'LOXL2', 'ANGPTL3', 'HLA-DRB1', 'PAICS', 'MICAL1', 'GGTA1P', 'PRIM2', 'PSRC1', 'GNPDA1', 'OR6V1', 'ADD1', 'MCU', 'ABCF3', 'SCN1B', 'ARMC12', 'EML2', 'CAV3', 'PDXK', 'RRP1B', 'PPIG', 'CLDN11', 'ODF3', 'GTF2IRD1', 'SNORA44', 'HCRTR2', 'KLRF1', 'EMC6', 'CPNE1', 'CMPK1', 'DLL1', 'FAM201A', 'CGB', 'OR6S1', 'PSKH1', 'MYT1', 'HIST2H3C', 'PGK1', 'NQO1', 'HDAC10', 'TRA2B', 'PSMA6', 'ABHD15', 'ZXDB', 'PRAP1', 'CNNM2', 'TRIM8', 'TSPAN32', 'CCDC71', 'CHSY1', 'PLEKHG3', 'NR1I3', 'RNF10', 'PTGS1', 'TFEB', 'DTWD2', 'GRB2', 'EVA1B', 'ARL17A', 'NHLRC1', 'RPS3', 'TMTC2', 'LINC00301', 'ETFA', 'TBC1D3P2', 'HPGDS', 'ZNF44', 'RIIAD1', 'SLC1A3', 'SLC35F1', 'GSTM2', 'ZRANB2', 'TMOD3', 'SULT6B1', 'DHODH', 'ZNF805', 'EME1', 'XKR8', 'USP5', 'CLIP2', 'THAP8', 'RSPH3', 'SNORA16B', 'SNORD91A', 'RC3H2', 'CFHR4', 'GPBAR1', 'IQSEC3', 'USP3', 'DOK5', 'LRBA', 'PARK2', 'IARS', 'TNFRSF10A', 'RAB10', 'MPZ', 'C14ORF132', 'LRCH3', 'ASB16', 'HYAL1', 'PARVA', 'APITD1', 'CHGA', 'ANAPC16', 'CUL5', 'TSHR', 'FAM167A', 'OR8D4', 'ADSL', 'TTTY10', 'RNF214', 'STAM', 'TARP', 'MANEAL', 'CBL', 'MAN1A2', 'KIAA1522', 'LOC153910', 'TRIM69', 'OR5B12', 'SLAMF9', 'HNRNPH2', 'DSCAM', 'AKR1D1', 'FBXO43', 'TMEM102', 'CACNA1E', 'TRDN', 'ZNF793', 'PUS7L', 'LNX2', 'CACTIN', 'SNORD114-3', 'DOC2B', 'METAP2', 'MROH1', 'IL36G', 'LINC00265', 'RASSF4', 'KCTD17', 'PADI1', 'INPP5A', 'DSCC1', 'AK2', 'ENTPD8', 'PMPCA', 'POU2AF1', 'KRT28', 'MCM3', 'SH3PXD2A', 'PHACTR3', 'ARMC8', 'DMP1', 'SCFD1', 'CYMP', 'SPAG7', 'DLG5-AS1', 'DYNLL2', 'CCAR1', 'ZDHHC12', 'SLC22A9', 'ZNF32', 'GMDS', 'ARHGAP33', 'URAHP', 'MATK', 'FAM173A', 'ZNF511', 'ZNF320', 'ANKRD18DP', 'PLRG1', 'MASP1', 'MSGN1', 'LOC729603', 'VAMP1', 'ZNF331', 'RNF112', 'C9ORF91', 'SLCO2A1', 'OSGIN1', 'IFT22', 'ZBED4', 'C1ORF226', 'MKRN1', 'PGBD4', 'TRIM67', 'PLCG2', 'PRKRIR', 'LINC00635', 'CYP26C1', 'FAM120AOS', 'WDR34', 'ALOX15', 'HOMER3', 'ELOVL1', 'KDM5B', 'TMTC4', 'ERBB3', 'C3ORF67', 'SP9', 'WIPF3', 'TMEM248', 'IFNB1', 'FAM81A', 'ADAD1', 'MAX', 'GRIA1', 'TTC21A', 'ATP1A1-AS1', 'VWA5B1', 'CDH1', 'HS3ST2', 'BIRC7', 'NME3', 'LOC728554', 'RSRC2', 'TRIP12', 'HMGB4', 'ZNF74', 'ATG16L1', 'C1ORF228', 'TBC1D14', 'CCDC186', 'MUL1', 'ZSWIM1', 'NEIL3', 'CDCA7L', 'MEAF6', 'KIF1C', 'PHF2P1', 'C12ORF50', 'KAT2B', 'VILL', 'ZFYVE9', 'SBK1', 'PAPD7', 'SCARNA4', 'FAU', 'CSRP2BP', 'MAPT-IT1', 'SYBU', 'PRDM8', 'TSNAXIP1', 'VASH1', 'XCL2', 'IL10RB', 'CYP3A43', 'OR1J1', 'GALNT4', 'DFNA5', 'CLCN7', 'TAAR5', 'NHLRC4', 'DPM2', 'ZIM2', 'RBM19', 'FUS', 'NRGN', 'PLAC9', 'TMEM263', 'UBE2MP1', 'ALDH3B2', 'PABPC5', 'MMD', 'KCNK13', 'WIPI1', 'MCM3AP', 'MRPL30', 'EIF3G', 'CHRNA10', 'MTSS1', 'HCG27', 'SNORD69', 'PSMA5', 'ACAP2', 'RHOV', 'THEM4', 'HEG1', 'XKR4', 'CLEC17A', 'POLE4', 'ADGRF3', 'EFTUD2', 'CTSF', 'NCAPD3', 'ADAM11', 'MC4R', 'TIGD4', 'HLA-DQB1', 'FOXQ1', 'RAB11FIP5', 'RPL18', 'RNF215', 'LOC606724', 'CNKSR3', 'MFSD8', 'FAM103A1', 'ARGFXP2', 'SGCB', 'FAM3B', 'UGT2A1', 'UCMA', 'CEACAM1', 'SLC38A8', 'HIST1H3D', 'IMMP2L', 'B4GALNT4', 'LSMEM2', 'USP27X', 'CYP2E1', 'HSD17B10', 'SSR2', 'DSC2', 'C11ORF58', 'DPY19L2P2', 'SPAG16', 'TXNDC9', 'SLC10A1', 'PARN', 'DNAJB6', 'S100A14', 'ANXA4', 'SNORD18A', 'SNCAIP', 'CRLF1', 'NIM1K', 'EBF4', 'MEX3A', 'MFGE8', 'MLXIP', 'DLG4', 'RSPO4', 'STAP2', 'GLI2', 'IL11', 'PAPSS2', 'SLC13A5', 'NKAP', 'TET1', 'ARNT2', 'KATNAL1', 'RNF141', 'PCSK7', 'CCDC18', 'TPCN1', 'MYOF', 'EVX2', 'XPA', 'KANK2', 'DBP', 'CRIPAK', 'ABHD16A', 'CNTNAP1', 'TOMM70A', 'MSH5', 'NLRC4', 'NMNAT1', 'LINC01312', 'SERP2', 'RPS5', 'RASSF6', 'CCL3L1', 'UBXN4', 'NTF4', 'SSX3', 'SETX', 'ATP11A', 'APMAP', 'GPR17', 'BRD8', 'TIAL1', 'OR8B3', 'GPR18', 'SSX4', 'ZSCAN32', 'TMC1', 'CST1', 'PRSS21', 'DNAJC3', 'LOC100240735', 'SMR3A', 'SHANK3', 'SMN2', 'CCDC170', 'OLIG3', 'RNF121', 'BAZ1B', 'NTRK2', 'INSRR', 'TLN2', 'VPS13A', 'SNORD88A', 'CCR10', 'PPP1R1A', 'CA14', 'NAA60', 'PPFIBP1', 'SERPINB6', 'EMX1', 'MAFG-AS1', 'MAGEA6', 'RAP1GAP', 'ARL8A', 'GUCA2A', 'MICALL2', 'PRLH', 'C14ORF166', 'POM121L2', 'DNAJC5G', 'RENBP', 'RNF207', 'C7', 'ZNF596', 'AFMID', 'RASSF2', 'KRTAP5-4', 'MLLT6', 'LRP1', 'TMEM138', 'CTAGE6', 'CNTN6', 'DCUN1D5', 'FBP2', 'DUSP11', 'PLET1', 'SOX14', 'PHLDB1', 'TRIM16', 'SNORA45B', 'DEFB116', 'PLCD1', 'ESRG', 'RTN4', 'SPAST', 'FAM155B', 'SGK2', 'PCDHGA7', 'MBLAC1', 'CLK3', 'ZFYVE27', 'RPS12', 'CGA', 'SDC2', 'MAP3K14', 'OR5AP2', 'HOMER1', 'MAST1', 'TFF1', 'DDOST', 'LINC00667', 'ZSWIM6', 'THAP7-AS1', 'ENPP5', 'PTGDS', 'CLASP2', 'NOX5', 'IL24', 'FAM196B', 'NTM', 'ACBD7', 'MYLK', 'ITFG3', 'HINT3', 'P2RY1', 'SLC27A1', 'CRELD1', 'DNAH5', 'MGAM2', 'ALDH3A1', 'SIX3', 'SDHAF1', 'NYAP1', 'HAL', 'SDHAF4', 'ESRRA', 'KCTD14', 'SPATA31E1', 'TOPAZ1', 'H2AFJ', 'SIX6', 'GZMH', 'C14ORF93', 'LILRB4', 'DALRD3', 'PHF10', 'TADA3', 'PDE1B', 'TCF4', 'SNORA81', 'C7ORF50', 'NECAB1', 'HRCT1', 'SLC26A10', 'EIF2AK1', 'SNORA5B', 'GRK7', 'KIAA1324', 'TXLNB', 'ZPLD1', 'ZP4', 'ZFAND6', 'FRG2B', 'TNK1', 'CLTC', 'VDR', 'ALDH1A3', 'SP6', 'RASAL2-AS1', 'SOX21', 'ZNF213', 'CLIC1', 'WAS', 'TTC39B', 'PDE5A', 'IGFBP3', 'OR52M1', 'SNORD50A', 'RPP40', 'MAP3K9', 'ZNF212', 'CDH12', 'PINX1', 'RPL34-AS1', 'FSD1L', 'PID1', 'KLHL5', 'UBTFL1', 'C1ORF123', 'RSBN1L', 'ATPAF1', 'ALKBH5', 'CYB561D2', 'OLFM1', 'CASQ1', 'FCGR1C', 'HIST2H3D', 'MXRA8', 'ZNF252P-AS1', 'HIGD1A', 'ZDHHC13', 'FAM169B', 'HBA1', 'HIPK4', 'NETO1', 'CBFA2T2', 'RSRP1', 'C20ORF27', 'CCL28', 'CYB5A', 'TINF2', 'SLC27A4', 'SNORA37', 'CDRT1', 'CAMK1G', 'TNC', 'ZNF648', 'SMAD2', 'DMRT1', 'ASMTL-AS1', 'CTU2', 'OR14A16', 'SNORA57', 'LGALS9', 'LUZP2', 'LOC652276', 'NPIPB5', 'LRRC47', 'ZNF639', 'MLLT4-AS1', 'MRPL11', 'MRPL53', 'MYEOV2', 'SMCO2', 'ALS2CR12', 'LOC388242', 'FOXL1', 'CCNG2', 'C19ORF54', 'COG7', 'MYO19', 'NOP58', 'ZNF311', 'EIF1', 'PGBD2', 'LINC00473', 'DPH6', 'ZNF502', 'HCP5', 'BPIFC', 'ZNF536', 'RUNDC3A', 'KIRREL3', 'ATP6V1E1', 'GAPDH', 'EMG1', 'CHIC1', 'SPG7', 'C12ORF71', 'UBE2U', 'FKBP4', 'PRR5-ARHGAP8', 'KIAA1107', 'SMPDL3A', 'OR52L1', 'ADAM12', 'SSH2', 'LINC00244', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10085609607150081
		RMSE:  1.0785113826338413
		NRMSE:  0.1837421644434709
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05671362529003088
		RMSE:  0.8919867459254164
		NRMSE:  0.19736403273048267
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959455
		RMSE:  0.875951357919715
		NRMSE:  0.1938159880340115
		MAPE:  565.705361200264

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  4.275971871431733e-15
		NRMSE:  7.284821833197154e-16
		MAPE:  4.460831360801263e-12
		Pearson Correlation:  0.48463250783601924
		Spearman Correlation:  0.31611616104938967
		Coefficient of Determination:  -2.3039409902629657
		RMSE:  1.577233121637994
		NRMSE:  0.348983985316516
		MAPE:  1150.9221173070782

	Predictor:  ElasticNet
		Pearson Correlation:  0.7695672491145261
		Spearman Correlation:  0.597438800668337
		Coefficient of Determination:  0.28399981553280607
		RMSE:  0.8697932324765124
		NRMSE:  0.14818359242832044
		MAPE:  800.189511510286
		Pearson Correlation:  0.6656618123804133
		Spearman Correlation:  0.5610568710333047
		Coefficient of Determination:  0.23159284941558345
		RMSE:  0.7606334958131703
		NRMSE:  0.16830036415824104
		MAPE:  499.4819979681201

	Predictor:  RandomForests
		Pearson Correlation:  0.8503845678322306
		Spearman Correlation:  0.6822306929144959
		Coefficient of Determination:  0.7188159206842208
		RMSE:  0.5450731893212755
		NRMSE:  0.09286218875262373
		MAPE:  532.0551893509788
		Pearson Correlation:  0.7927173152546398
		Spearman Correlation:  0.6214098153658123
		Coefficient of Determination:  0.6085687883780717
		RMSE:  0.5428845393051064
		NRMSE:  0.12012048662575647
		MAPE:  278.60838004916695

Protein:  ERBB3
x_train_column_count:  247
x_train columns:  ['ST3GAL2', 'CXCL16', 'OR51I1', 'EIF1AY', 'IARS2', 'SCARNA22', 'LIPH', 'PWRN1', 'MT2A', 'SLC1A1', 'OPN1SW', 'XXYLT1', 'SMAP1', 'MDC1', 'MARK2', 'SPATA31A5', 'PSMD10', 'TTC36', 'PRR14', 'SNAI2', 'CDC73', 'ZNF71', 'KIFAP3', 'CLVS1', 'HSBP1L1', 'LINC00663', 'P3H1', 'ATP5H', 'BPIFB1', 'DEFB109P1', 'MAP1LC3B', 'DOCK6', 'AGFG1', 'DOCK2', 'PPP1R14D', 'SUPV3L1', 'ATP6V1C1', 'UNC5CL', 'COL5A1', 'TMIE', 'DTX2P1-UPK3BP1-PMS2P11', 'KCNQ2', 'SUSD5', 'MFI2', 'PHYHIP', 'PILRA', 'OPN4', 'SAAL1', 'ICAM3', 'ERCC8', 'TRMT10A', 'IGF2-AS', 'ASB14', 'SNORD115-41', 'LPL', 'FAM210B', 'BOC', 'PCP4', 'STEAP2', 'FER1L4', 'RPS27A', 'NKIRAS1', 'APLNR', 'WDR86', 'TMEM169', 'DDX46', 'GAGE12J', 'TAGLN3', 'SUPT7L', 'PRNP', 'UCKL1-AS1', 'HKDC1', 'CNNM2', 'NLRP11', 'AICDA', 'MAP10', 'LINC01098', 'YWHAH', 'ELMOD1', 'YWHAG', 'PRKCDBP', 'FGF8', 'GAD2', 'ZG16', 'SLC26A8', 'KEL', 'ZMAT4', 'HSD17B7P2', 'HYAL3', 'SRR', 'TAF4B', 'METTL24', 'MCM4', 'MED30', 'WHAMM', 'FAM155B', 'RAB41', 'NEFL', 'FOXD3', 'CYP4Z1', 'CHN2', 'KIAA1614', 'BBS7', 'NME2', 'RYBP', 'TMEM126B', 'GXYLT2', 'BATF', 'SNPH', 'SCN4B', 'PLCD3', 'SLC12A9', 'AXIN2', 'ZNF526', 'CYP2B7P', 'GYS1', 'RBP2', 'PTDSS2', 'PYCARD', 'LOC284661', 'HDX', 'ANXA4', 'AGPAT5', 'CSF2RB', 'SLC1A4', 'CAPN11', 'NBPF1', 'RNF31', 'ADAM12', 'SOX11', 'IPO8', 'SALL1', 'ACSBG1', 'LCE4A', 'COMMD3', 'AMTN', 'ZNF646', 'SYNE1', 'MRPS12', 'STK38L', 'NUP88', 'NXF1', 'DEF8', 'ABHD16B', 'ODAM', 'NMB', 'PYCRL', 'MFSD6', 'C14ORF1', 'MRC1', 'VSIG10', 'PIP5K1B', 'FUOM', 'LDB1', 'ABCG1', 'STAU2', 'SCAND1', 'POLD4', 'NAALAD2', 'KLK6', 'CD19', 'SLC35B4', 'ZNF814', 'STEAP1', 'LIMD1', 'ZNHIT1', 'LYAR', 'LINC00320', 'RBM48', 'CACNA1H', 'CLUH', 'NLGN1', 'MMAB', 'SNORD94', 'PATE1', 'ZNF43', 'DDX6', 'SLC35F2', 'IDH1', 'NRIP3', 'ACPT', 'NYAP1', 'CDS2', 'DEFB128', 'TMEM43', 'MEGF9', 'LRRC17', 'TDRD7', 'PARP3', 'NCOR2', 'CABP4', 'SLC22A23', 'TMEM2', 'TMSB15A', 'LOC100133669', 'HHLA1', 'BTNL3', 'SLC4A1AP', 'FAM171A1', 'MROH6', 'ZNF282', 'CCAR2', 'RBFOX2', 'COPS5', 'HELZ2', 'ADCY3', 'HADHA', 'SHB', 'PSMD9', 'NIPSNAP3A', 'PRM3', 'MCU', 'LINC00473', 'ALPI', 'GNGT1', 'MIB1', 'ELFN1', 'CDC26', 'SDCBP', 'PTPRC', 'PRDX1', 'WHSC1L1', 'ZSCAN5A', 'SNHG4', 'GPR63', 'METTL22', 'ATP6V0C', 'CTSL3P', 'ZNF644', 'DSCR4', 'TRIM37', 'USP38', 'CYP2E1', 'SYT3', 'ALKBH8', 'ANKZF1', 'UNK', 'DEDD', 'KHDRBS2', 'GALNT14', 'SCCPDH', 'ZNF738', 'CLEC3B', 'SCARNA14', 'KHSRP', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.24617901957450639
		RMSE:  0.5234556686317032
		NRMSE:  0.14126566093685908
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10551624527684367
		RMSE:  0.43841640970600765
		NRMSE:  0.21211918179733683
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  LinearRegression
		Pearson Correlation:  0.7515086701985346
		Spearman Correlation:  0.7469364832527687
		Coefficient of Determination:  0.5647652751835596
		RMSE:  0.30935095319873057
		NRMSE:  0.08348494339415258
		MAPE:  229.44316175425982
		Pearson Correlation:  0.2310236344419644
		Spearman Correlation:  0.20766593099664588
		Coefficient of Determination:  -0.9575248223586617
		RMSE:  0.5833885159062409
		NRMSE:  0.28226109225012136
		MAPE:  368.13362939892465

	Predictor:  ElasticNet
		Pearson Correlation:  0.3919505271440876
		Spearman Correlation:  0.42206674131718686
		Coefficient of Determination:  0.04532572670691004
		RMSE:  0.4581601362435445
		NRMSE:  0.12364427083299676
		MAPE:  240.9789385160921
		Pearson Correlation:  0.543531284713805
		Spearman Correlation:  0.5694110899138394
		Coefficient of Determination:  0.014308022121228059
		RMSE:  0.4139756987066008
		NRMSE:  0.2002940231012564
		MAPE:  230.47196553963286

	Predictor:  RandomForests
		Pearson Correlation:  0.5542523491778176
		Spearman Correlation:  0.5753568405911594
		Coefficient of Determination:  0.2764271990876589
		RMSE:  0.3988694793584602
		NRMSE:  0.10764342427774619
		MAPE:  246.2387419365189
		Pearson Correlation:  0.5500555911186751
		Spearman Correlation:  0.5587059174132667
		Coefficient of Determination:  0.2561578938028293
		RMSE:  0.35962064536855526
		NRMSE:  0.1739953965321724
		MAPE:  222.41288128008003

TMM

In [131]:
random_genes.clear()
scenario = Scenario.NRandomGenes_Mutations 
normalizeTechnique = NormalizeTechnique.TMM
X, Y, Z = get_data(normalizeTechnique)
In [132]:
X.head()
Out[132]:
UBE2Q2P2 HMGB1P1 LOC155060 RNU12.2P SSX9 CXORF67 EFCAB8 SRP14P1 LOC391343 TRIM75P ... ZXDA ZXDB ZXDC ZYG11A ZYG11B ZYX ZZEF1 ZZZ3 TPTEP1 AKR1C6P
TCGA-A1-A0SF-01 6.676054 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092
TCGA-A1-A0SH-01 5.091092 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092
TCGA-A1-A0SJ-01 5.091092 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092
TCGA-A1-A0SK-01 6.676054 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092
TCGA-A1-A0SQ-01 5.091092 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092

5 rows × 20440 columns

In [133]:
Y.head()
Out[133]:
RB1 CDH1 PTEN BRCA2 CDKN2A TP53 CTNNB1 CCNE1 CCND1 CDH2 CDH3 ERBB2 ERBB3
TCGA-A1-A0SF-01 0.017184 0.705680 0.197730 0.108550 0.17550 -0.472550 0.06978 -0.75401 -0.202360 -0.222000 -0.114060 0.25604 0.461410
TCGA-A1-A0SH-01 -0.081896 0.018364 0.699160 -0.282430 0.68156 -0.035545 -0.11192 -0.77956 -0.014111 0.072251 -0.031553 0.68354 0.033670
TCGA-A1-A0SJ-01 -0.106090 0.114310 -0.110550 0.108220 -0.00989 -0.431850 -0.85672 -0.29589 0.290760 -0.225320 0.128230 0.36458 0.430620
TCGA-A1-A0SK-01 -0.060244 -0.963820 -0.081596 0.309150 1.23630 0.898470 -0.85965 0.92670 0.045974 0.389790 -0.224090 -1.04130 -0.056604
TCGA-A1-A0SQ-01 0.376500 0.425490 0.657440 0.003187 -0.34580 -0.020122 0.39368 -1.02750 0.362490 0.292880 -0.144850 0.31196 0.649260
In [134]:
perform_kFoldCV(num_folds, scenario, normalizeTechnique, X, Y, Z)

Fold:  1

Protein:  RB1
x_train_column_count:  371
x_train columns:  ['FAM189A1', 'IPO7', 'DLL3', 'ABRACL', 'HIRIP3', 'CAGE1', 'GDAP1', 'UTRN', 'EFCAB10', 'TMEM223', 'SSMEM1', 'CCM2', 'GLT8D1', 'PLEKHG7', 'PATE3', 'MAPT.IT1', 'IGF2.AS', 'ZBED4', 'DDX3X', 'DENND2C', 'BTBD2', 'SEC11A', 'GMDS', 'OR8K3', 'ZNF541', 'CCDC102A', 'SPR', 'EPOR', 'ZNF30', 'NANS', 'FLJ30679', 'ACE2', 'TNFAIP8L3', 'MYLPF', 'COL15A1', 'MIAT', 'MLEC', 'UBR3', 'EMC2', 'TMEM196', 'MAP4K2', 'YIF1A', 'IKBKG', 'PTPN20', 'PCP4', 'DOCK9', 'ANTXR2', 'C11ORF68', 'GCNT3', 'PFKFB1', 'FHL3', 'TRA2B', 'SGSM1', 'PRIMA1', 'EDF1', 'SLC4A2', 'GCK', 'POLR3B', 'ZBTB11.AS1', 'ETNPPL', 'LY6E', 'CELP', 'GAK', 'HOMEZ', 'PARVB', 'UGT3A1', 'TUBD1', 'HIPK1', 'CDHR5', 'FGR', 'YJEFN3', 'OR2W1', 'IGFBP3', 'MGARP', 'BRWD1', 'DIS3L2', 'CAMTA1', 'PPIL3', 'C19ORF66', 'IGFBPL1', 'BDNF', 'LINC00917', 'TSPAN14', 'QKI', 'TPBG', 'GP5', 'PITPNA', 'ACVR1C', 'GDF2', 'FAM83C', 'KIAA0101', 'TCL6', 'GLT1D1', 'CLK1', 'KIR2DL1', 'DEFB113', 'GAA', 'CCSAP', 'NABP2', 'ANKRD34B', 'RINT1', 'LCE1A', 'TOE1', 'CD72', 'KIFC3', 'RELL1', 'CPB1', 'LOH12CR2', 'FAM26D', 'GLUD2', 'SMAD2', 'BTG1', 'PSG4', 'BEND2', 'MTHFD2', 'TNPO1', 'EHF', 'ZNF234', 'TRRAP', 'MCAM', 'POLE2', 'GABRA3', 'JADE2', 'EME2', 'MS4A1', 'KLF4', 'SENP2', 'INF2', 'LDAH', 'ZNF468', 'DDX17', 'CNR2', 'GPR155', 'PLIN4', 'CCDC14', 'NLRP1', 'MKS1', 'PPP3CC', 'HAAO', 'RRP8', 'TMEM204', 'SH2D1B', 'CDH7', 'PPIL1', 'ZNF284', 'PDGFRL', 'MPP6', 'TNKS', 'MYL1', 'NR2C2', 'EPHA4', 'TPMT', 'DUSP16', 'NOL11', 'SPRY2', 'SLC22A8', 'PALLD', 'CFAP70', 'SNAPC3', 'KLHDC1', 'EIF2A', 'GTDC1', 'TRIM36', 'CNIH1', 'DCD', 'NDUFAF2', 'C17ORF74', 'PIF1', 'G6PC', 'DUX4L2', 'TMEM87B', 'C3P1', 'GALNT12', 'GPR37', 'SH2B3', 'CCDC186', 'P3H1', 'NDUFS4', 'NPC1L1', 'RAI2', 'SPRR2A', 'SERINC4', 'NFYB', 'RBM38', 'RAB11B', 'EMX2OS', 'TROVE2', 'TAF5', 'OR11A1', 'CPXCR1', 'C12ORF4', 'CXORF40A', 'ANKRD20A9P', 'BRCA1', 'C1QTNF9', 'FGF23', 'TTC4', 'CSPP1', 'STX1A', 'ZFAS1', 'OR2G2', 'SPAG17', 'EIF2S1', 'KRTCAP3', 'C3ORF79', 'FUZ', 'AP3D1', 'CNBP', 'POM121L12', 'SLCO1C1', 'SGIP1', 'LINC01001', 'PNPO', 'GPR26', 'COMTD1', 'GFM1', 'OR5I1', 'LINC01550', 'CSTF1', 'ZNHIT2', 'ARHGEF16', 'RAB27A', 'CTNNA2', 'MRPL54', 'MS4A13', 'PQBP1', 'ISOC2', 'FGF14', 'HPN.AS1', 'CDK15', 'ARHGAP39', 'TUSC3', 'CFAP97', 'EGR3', 'C3ORF62', 'DNAL1', 'ABCG5', 'NFIC', 'MNDA', 'SDHAP2', 'ZNF510', 'PARP9', 'IL36A', 'MRPS10', 'ZNF764', 'ARHGAP9', 'ZNF586', 'STON1.GTF2A1L', 'SH2D6', 'FLNA', 'DDX4', 'YWHAE', 'MRPL3', 'ARHGAP29', 'SLC6A11', 'MARVELD2', 'ATOH8', 'VEGFA', 'C6ORF120', 'MBIP', 'PREX2', 'PGS1', 'MYO3B', 'PRKCA', 'PRR35', 'PWAR4', 'HSP90B3P', 'KCNS2', 'RBP5', 'STK32B', 'LOC100130987', 'PTENP1', 'SNX14', 'PVRL4', 'FAM86C2P', 'INPP5F', 'USP22', 'CEACAM22P', 'HDDC3', 'STON2', 'DHRS2', 'ERCC6L', 'RHOXF1', 'TADA2A', 'INE2', 'HDAC3', 'NOS3', 'BCL6B', 'GKN2', 'CHRM3', 'MOB3A', 'CCDC53', 'TNXB', 'MAPKAP1', 'TUBGCP2', 'PGBD1', 'TAS2R5', 'ZRANB2', 'ARHGEF38', 'METRNL', 'KIF18A', 'PCGF5', 'SPTY2D1', 'PCGF6', 'BTBD17', 'SPNS2', 'CPEB1', 'COL6A1', 'ZNF180', 'PON1', 'LINC01106', 'TMIE', 'SLC25A52', 'MYOCD', 'DHRS3', 'NAPB', 'ADNP', 'GGT6', 'ANP32AP1', 'GOLGA7', 'NDUFC1', 'B3GALT2', 'L3MBTL3', 'GLIS2', 'RBMY1A3P', 'KCTD13', 'PCDHGB7', 'DOCK10', 'OR13C3', 'WDR92', 'TRANK1', 'SFTA1P', 'SNORD88A', 'CSF3R', 'LARGE', 'MTG2', 'OBSL1', 'ENAM', 'KIF1A', 'KLRC1', 'FAM50A', 'COL9A3', 'KIAA2013', 'MOB1A', 'GPR65', 'ITGA4', 'OR9A4', 'RAB11FIP1', 'WDR38', 'CNGA3', 'CDH11', 'CPN2', 'ESF1', 'ATP4A', 'ANKRD26P1', 'MACF1', 'GLDC', 'RAB11FIP5', 'TAAR9', 'GBP3', 'ASIC2', 'GAST', 'OR51T1', 'NEU3', 'GTPBP10', 'TREML3P', 'KCTD17', 'MPHOSPH10', 'APOBEC3F', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017832262764705176
		RMSE:  0.22609122586734381
		NRMSE:  0.08562439911658541
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0064622508272080825
		RMSE:  0.2813710133086082
		NRMSE:  0.13900150344012696
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  LinearRegression
		Pearson Correlation:  0.48989936511568216
		Spearman Correlation:  0.44837142355094495
		Coefficient of Determination:  0.21896794226270277
		RMSE:  0.1980523647241076
		NRMSE:  0.07500562951111818
		MAPE:  800.1653032919958
		Pearson Correlation:  -0.09762512111156195
		Spearman Correlation:  0.06316757975020182
		Coefficient of Determination:  -1.8736420465327494e+25
		RMSE:  1214014632414.29
		NRMSE:  599741448557.8665
		MAPE:  79633784909191.88

	Predictor:  ElasticNet
		Pearson Correlation:  0.30889733879411374
		Spearman Correlation:  0.30421028665995425
		Coefficient of Determination:  0.055133444622776584
		RMSE:  0.21783659535943928
		NRMSE:  0.08249823721243675
		MAPE:  234.55609929300758
		Pearson Correlation:  0.2273573562890274
		Spearman Correlation:  0.21254018050269763
		Coefficient of Determination:  -0.00940763351252727
		RMSE:  0.2817824246014046
		NRMSE:  0.13920474679330144
		MAPE:  133.4031882891612

	Predictor:  RandomForests
		Pearson Correlation:  0.4669121531915981
		Spearman Correlation:  0.385888001601312
		Coefficient of Determination:  0.09880654058380822
		RMSE:  0.2127426759961948
		NRMSE:  0.08056908767134816
		MAPE:  216.08828351975023
		Pearson Correlation:  0.2119352916906011
		Spearman Correlation:  0.19228147532142298
		Coefficient of Determination:  -0.010582034886085667
		RMSE:  0.2819462976776042
		NRMSE:  0.13928570255238001
		MAPE:  140.93807026263033

Protein:  CDH1
x_train_column_count:  836
x_train columns:  ['CHID1', 'ZFHX4.AS1', 'AMBN', 'NUDT5', 'CETN2', 'PBX4', 'PM20D1', 'CCDC71', 'BSG', 'SLC17A8', 'TNFRSF10B', 'PPIE', 'HNRNPH3', 'NMRAL1', 'ARL4D', 'WIBG', 'PGBD5', 'DUSP5', 'TATDN1', 'SNX8', 'SF1', 'SORD', 'SIRPB1', 'KDM5B', 'MRPS16', 'NKX2.4', 'GPR18', 'FBXO15', 'CYHR1', 'SUPT16H', 'TBC1D29', 'ZNF23', 'JUN', 'HSPA9', 'AQP4.AS1', 'TMEM169', 'TSPAN8', 'RPS27', 'HS3ST6', 'RMDN1', 'ABCF1', 'USH1G', 'SFT2D1', 'ZNF202', 'SEPHS1P1', 'TBX15', 'TMEM176A', 'STARD8', 'ELSPBP1', 'RTP4', 'SLC39A5', 'GCLC', 'CAPN15', 'LRRC28', 'SEMA5B', 'SAMSN1', 'CDH4', 'FAM197Y2', 'CPO', 'PI4KAP2', 'PLEKHO2', 'PUM2', 'SCG5', 'OR9G4', 'CORO6', 'MED30', 'C1ORF185', 'LINC01106', 'CXCR3', 'MAN2B1', 'FAM168A', 'SYNJ2', 'LINC01559', 'RAC2', 'FAM47A', 'RABEP2', 'LOXHD1', 'CAMSAP2', 'CDK2AP2', 'TRIM58', 'BNIP1', 'IQSEC1', 'CKMT1B', 'CATSPER1', 'SLC10A7', 'RHOBTB3', 'SOGA3', 'SNCG', 'ERI2', 'KRTAP12.3', 'IMPDH2', 'OR2D2', 'LPCAT1', 'MEP1A', 'FAM134B', 'ZNF227', 'ZDHHC23', 'ELF5', 'NLRP5', 'ATF5', 'OR13C3', 'MAN2A2', 'ARMCX2', 'YWHAE', 'ACER1', 'FRMPD4', 'PCDHGB2', 'DIO1', 'PEAR1', 'MALSU1', 'ANGEL2', 'LAMP1', 'METTL17', 'CLDN10', 'NCF4', 'YTHDC1', 'MYOF', 'CHRNA3', 'RBM17', 'TARDBP', 'CNIH2', 'IBA57', 'MPST', 'MRPL42P5', 'NAALAD2', 'SNORD114.22', 'UFL1', 'TTLL6', 'RPLP1', 'GRIN2D', 'TBC1D10A', 'PROS1', 'ITPKC', 'LINC00326', 'TYMP', 'NKAIN4', 'GALT', 'ADAMTS18', 'CNBD2', 'DNAI1', 'MMS22L', 'FAM118B', 'ATP1A2', 'ZNF25', 'RASA1', 'C9ORF64', 'STX12', 'C10ORF55', 'SLC26A3', 'B3GNT9', 'KLHL5', 'KLF13', 'COMMD4', 'PRSS23', 'GRK4', 'CNPPD1', 'TBL3', 'HGC6.3', 'LDLRAD2', 'MTCP1', 'RGS13', 'TEDDM1', 'MYO1F', 'F2R', 'WNT10A', 'C5ORF46', 'DSC2', 'P3H3', 'CGN', 'MYT1', 'PTP4A2', 'MOCOS', 'SSX2', 'MAP3K14', 'DOCK9', 'MIR143HG', 'SLC15A4', 'C2CD3', 'NXPE3', 'E2F1', 'C20ORF24', 'PCDHGA11', 'OR8G2', 'C2CD2', 'CRYBB2', 'AMBP', 'PER4', 'CCDC9', 'WIPI1', 'ANK2', 'NOS2', 'ZNF831', 'VMAC', 'LOC154449', 'MMP16', 'HSPA1L', 'SLC38A3', 'ANKRD20A4', 'C5ORF47', 'SRBD1', 'CAPN1', 'FAM210A', 'GULP1', 'HLA.DRA', 'PLA2G2D', 'DEFB118', 'VHL', 'SMU1', 'OR10G9', 'ACOT6', 'FAM138D', 'KLK10', 'EXT2', 'AP2B1', 'ABCD1', 'MRPS34', 'YBX1', 'N4BP2L2.IT2', 'PRRT1', 'SNORD115.1', 'SLC6A17', 'HSD17B10', 'PMCHL1', 'TNIP2', 'C1QBP', 'HYALP1', 'PRB1', 'GOT1', 'TMEM181', 'WDR63', 'PPBPP1', 'FAM195A', 'SNAI3.AS1', 'MZF1', 'SNORD70', 'CAPS2', 'CARD8', 'ZNF557', 'SIDT2', 'ENDOG', 'SMO', 'MOSPD2', 'MAPKAPK5', 'CEP135', 'ZBTB40', 'ARID3B', 'EIF5', 'HMOX2', 'SYTL1', 'ABCB11', 'BOD1L1', 'PRKCB', 'SNORA14B', 'ULK4P3', 'SEC16B', 'SLITRK1', 'KRT222', 'SPAG17', 'HENMT1', 'PLEKHA4', 'LINC01098', 'MCF2L2', 'TCEAL4', 'SON', 'SCMH1', 'TMEM211', 'GZF1', 'GALR3', 'TERT', 'S100A16', 'CBWD1', 'ATF6', 'EOMES', 'RASSF8', 'MTMR11', 'PKP4', 'FHL1', 'FAM20B', 'KLHDC8A', 'AADACL4', 'ITGA8', 'GNGT1', 'ZBTB8OS', 'MSTO2P', 'MBP', 'CMTM8', 'SRRD', 'STYX', 'CRYGB', 'AGTPBP1', 'YWHAB', 'COX16', 'APMAP', 'CHKB.CPT1B', 'VPS72', 'PPP1R14B', 'METTL7B', 'ZNF823', 'TTC27', 'SNORA9', 'TM7SF3', 'RWDD2A', 'BTBD1', 'TMEM38A', 'AMOTL1', 'PTF1A', 'LRTOMT', 'CREB3L1', 'TXK', 'HMG20B', 'AGER', 'SLED1', 'ARHGEF11', 'VPS26B', 'TEAD4', 'WARS', 'KIAA0922', 'CXORF21', 'HERC5', 'TEX12', 'CCDC81', 'LMNTD2', 'CENPL', 'RAB3IL1', 'TAF1L', 'TAS2R10', 'ARPP21', 'CEP44', 'MFSD11', 'DDX21', 'ITIH5', 'DCAF7', 'WNT2B', 'TTLL7', 'SEMA7A', 'ZNF773', 'ARL16', 'FCF1', 'LINC00298', 'FARP1', 'TNFAIP8L3', 'RNF41', 'DLEU7', 'MYBPC2', 'CACNA1C', 'CDKL4', 'CAPZB', 'STX10', 'TPRN', 'LINC00597', 'LMOD2', 'POU4F3', 'MRPL17', 'ADAMTS6', 'UBE2Q1', 'BMP8B', 'FCGR3A', 'OBP2A', 'NNMT', 'TMEM132C', 'TREML1', 'SMOX', 'NEK4', 'ZNF706', 'ASPRV1', 'VTRNA1.3', 'EHF', 'CHD1', 'CRCP', 'SAMD1', 'SLC6A19', 'C19ORF52', 'SLC48A1', 'PCSK1N', 'PSMD12', 'P2RX4', 'AIF1L', 'ZNF493', 'OR3A2', 'NEDD4', 'SPZ1', 'GRIA3', 'AS3MT', 'MS4A15', 'FAM114A2', 'MVB12A', 'ZNF567', 'FKBP7', 'RAB26', 'CTDSP2', 'ACOT4', 'TDRD3', 'GATAD1', 'TRIM16L', 'ARHGAP10', 'KRT76', 'LINC00304', 'SNORD45A', 'ZNF839', 'BHMT', 'AGPAT1', 'ANKFN1', 'ZNF252P', 'EGLN1', 'EVX2', 'GNAL', 'CCDC108', 'SV2B', 'WFDC9', 'SGSH', 'PRRG2', 'HACE1', 'FBXW8', 'C19ORF80', 'ODF3', 'KRT72', 'IL20RA', 'FUBP3', 'TMEM189.UBE2V1', 'ASAP1', 'KCNQ5', 'HIST1H1T', 'ASB17', 'H1FNT', 'MAP3K1', 'FAM19A1', 'SNHG3', 'PGAM1', 'AGMAT', 'APOL5', 'TUBB4A', 'DYNLT1', 'CCM2', 'FRRS1L', 'UTP3', 'ITGB1BP2', 'GRTP1', 'AFMID', 'FYTTD1', 'NCALD', 'PLAGL2', 'BHLHA15', 'CTSG', 'CHRNB3', 'EMC4', 'CISH', 'STXBP2', 'FZD2', 'STK19', 'MCM2', 'NAT2', 'KIAA1429', 'SPATA6L', 'CNIH3', 'RSPH3', 'SNORD116.13', 'TRIM61', 'NGRN', 'NDP', 'FAM110D', 'TENM1', 'CXCL8', 'USP51', 'ZNF559', 'SIAH3', 'DOC2A', 'ERCC2', 'KRBA1', 'CHRD', 'ZDHHC8P1', 'NDUFAF2', 'TMEM260', 'ALS2', 'RMI2', 'CDH6', 'OXCT2', 'SERPINA4', 'LPAR3', 'MKRN1', 'TMPRSS9', 'TRPC3', 'TWF2', 'PKP1', 'HCG4B', 'CUL9', 'ATG9B', 'ARHGDIG', 'ATP5G2', 'SPIB', 'ASCC2', 'IGFBP2', 'YWHAQ', 'FAM167A.AS1', 'ARHGEF33', 'ARID5A', 'CELF5', 'MYCBP2', 'MYLPF', 'DHRS4', 'HEPACAM2', 'HIST1H2BK', 'SNORD65', 'CLP1', 'ADGRE4P', 'AOC2', 'UBL5', 'PSME3', 'ICOSLG', 'KIF4A', 'SOX1', 'DIDO1', 'RAPSN', 'USH1C', 'SLC4A4', 'DNAJC14', 'ABL1', 'WDFY3.AS2', 'SLC45A3', 'NUP188', 'HOXD10', 'CORIN', 'KLRB1', 'OR14C36', 'AKR1B15', 'SMPD1', 'UBR7', 'TDGF1P3', 'SLC26A2', 'FAM3A', 'FAM105A', 'LRRC8A', 'ARHGAP11A', 'SLC6A9', 'SFRP1', 'RBSN', 'OMA1', 'VEGFB', 'TCTA', 'KRT9', 'ZNF271P', 'XPO4', 'LMOD1', 'ZP2', 'FBXL3', 'THOC6', 'ARHGEF15', 'OGFRL1', 'RGS22', 'FAF2', 'OLFML3', 'AK4', 'HCN4', 'SNRNP25', 'KCNMB3', 'LINC00301', 'WEE2.AS1', 'GPM6B', 'HFM1', 'CRP', 'ARHGEF2', 'IGF1', 'FAM150A', 'OTOA', 'WDR4', 'STUB1', 'MRPL3', 'NCK1', 'SERINC4', 'OCEL1', 'IFNW1', 'CEP68', 'OR5R1', 'FDCSP', 'NMNAT2', 'PNPLA5', 'SLC2A3', 'DAPK2', 'GFI1', 'HIST1H2BM', 'IFT80', 'BCORP1', 'OR6C4', 'GNL3', 'CRAMP1L', 'MAGEA10', 'ARPP19', 'KLHL10', 'PRAM1', 'PPP1R3D', 'LILRA6', 'FRG1B', 'HAUS7', 'ALPL', 'SRP14', 'CCDC66', 'FGF17', 'C2ORF47', 'NME1', 'GPR149', 'KCNU1', 'GPX7', 'CPTP', 'LGALS1', 'PCDHGC4', 'KIF6', 'KIF22', 'HMHA1', 'C6ORF201', 'DNAJC3', 'RGAG1', 'MGC16275', 'COMMD8', 'LINC00238', 'PMS2', 'SPATA7', 'CACNA1H', 'CLNS1A', 'KRTAP9.8', 'KCND2', 'NECAB2', 'RFX7', 'TRPC6', 'GDI1', 'TCF21', 'SLC46A1', 'FAM182B', 'ATP6AP1L', 'KCNJ4', 'ZNF738', 'PHYHD1', 'PIGU', 'DRAXIN', 'SNRPE', 'ECEL1', 'LINC00475', 'PPIP5K2', 'MIF', 'ANKMY2', 'TSTD1', 'DLEU1', 'SPATC1L', 'ZFAND5', 'SF3B5', 'KHK', 'RNF181', 'ALG9', 'NEXN', 'DPP8', 'MEMO1', 'ASXL2', 'CHRNA1', 'GAS2L2', 'PGLYRP3', 'TBRG1', 'CDH8', 'TMEM41B', 'SAMD8', 'RGR', 'KLRC4', 'LINC00923', 'FAM76A', 'SF3A2', 'ROBO1', 'ASMT', 'OR6N2', 'TMEM185B', 'GPR88', 'ISOC1', 'ZFAND2B', 'MAP3K2', 'DPY19L2P2', 'IL21', 'TNFAIP2', 'ST13P4', 'OR7C2', 'MPI', 'FBLIM1', 'MCF2', 'PDCD10', 'ERCC6L', 'SIGLEC16', 'IL17RC', 'OR8G5', 'TRIM37', 'TEX40', 'KDELC2', 'THAP9', 'FAM50B', 'MSH2', 'CX3CL1', 'MYL6B', 'CD27.AS1', 'TRMT10C', 'CYTH1', 'STMN4', 'ASIC4', 'OR5W2', 'GIPC2', 'SUSD5', 'SHROOM2', 'SPANXN4', 'KIAA1549L', 'DNM2', 'TTTY22', 'ZNRD1.AS1', 'SNORD91A', 'GUCA2B', 'INO80C', 'TIGD7', 'STON1', 'FTHL17', 'IRAK1BP1', 'SARS2', 'PIDD1', 'SCNN1D', 'LCN1', 'DIRAS3', 'OR8S1', 'FANCG', 'GTSE1.AS1', 'NFATC1', 'DCX', 'SMARCD2', 'MUC5B', 'RIPK4', 'TMCO3', 'SLX1B', 'SLC35B3', 'EPN2', 'TPX2', 'EAF1', 'ERGIC1', 'NLRC4', 'LRRC29', 'C12ORF49', 'WDR13', 'DEPDC5', 'HEPHL1', 'CDC42SE1', 'KLHL6', 'UBP1', 'DUSP9', 'RPS6KA1', 'OLAH', 'IL1B', 'EVI2A', 'SKAP1', 'C8ORF44', 'ATF3', 'CELA2A', 'LOC642929', 'CYP2U1', 'CCDC25', 'TPP1', 'RAVER2', 'AP3S2', 'CLPSL2', 'FAM69B', 'SPSB2', 'CAMKK1', 'FAM89A', 'NXF4', 'SNORD115.8', 'ZNF322', 'STYXL1', 'CST1', 'C17ORF104', 'SSX1', 'METTL22', 'SYCE1', 'ZIC3', 'UAP1', 'LOC100190986', 'KRTAP5.11', 'PLOD3', 'ZNF641', 'MTHFS', 'ADAMTSL2', 'PYGO1', 'ING1', 'LOC100133050', 'ATP1B1', 'ZCCHC13', 'PDHX', 'ZNF207', 'WDR7', 'TRANK1', 'KIAA1147', 'BORA', 'LRP2BP', 'SNORD121A', 'ZNF112', 'GNB3', 'KRTAP23.1', 'ANKHD1', 'MPV17L2', 'ACTRT2', 'JPH2', 'DDX1', 'KRTAP10.4', 'GPR176', 'CES5A', 'GOLGA8A', 'CD46', 'ABHD6', 'TBX2', 'TTPAL', 'MRTO4', 'GPR3', 'ITPR1', 'C1S', 'MBOAT7', 'TMEM161B', 'PER3', 'LRIT3', 'C5ORF58', 'NF1', 'PLCZ1', 'POLA1', 'C9ORF173', 'LRRC43', 'DEFB132', 'OPLAH', 'SUPT20HL1', 'NME1.NME2', 'CDV3', 'GALNT14', 'DKFZP434H168', 'ZNF503', 'RSG1', 'NUDT1', 'SNAI2', 'ZBED8', 'IL27RA', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12177449909053428
		RMSE:  1.1951653206606205
		NRMSE:  0.20089175544360185
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11829904064371455
		RMSE:  1.227018913081223
		NRMSE:  0.19873326310796913
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  LinearRegression
		Pearson Correlation:  0.8352419152965339
		Spearman Correlation:  0.7943703843284873
		Coefficient of Determination:  0.5540700441383403
		RMSE:  0.7535438422139584
		NRMSE:  0.1266609251868217
		MAPE:  481.33151790845386
		Pearson Correlation:  -0.02157832756053998
		Spearman Correlation:  0.4005874099500064
		Coefficient of Determination:  -9.836377288579638e+25
		RMSE:  11507735465011.03
		NRMSE:  1863842354476.86
		MAPE:  380866981279766.9

	Predictor:  ElasticNet
		Pearson Correlation:  0.7173685130162253
		Spearman Correlation:  0.6875410904192252
		Coefficient of Determination:  0.4826636685152529
		RMSE:  0.8116367272577509
		NRMSE:  0.13642558406161245
		MAPE:  461.19958627905123
		Pearson Correlation:  0.6250552391346729
		Spearman Correlation:  0.5568627450980393
		Coefficient of Determination:  0.37553229530472787
		RMSE:  0.9169111887454476
		NRMSE:  0.14850688166004464
		MAPE:  313.13481315019527

	Predictor:  RandomForests
		Pearson Correlation:  0.6131412756858923
		Spearman Correlation:  0.5285090946941782
		Coefficient of Determination:  0.373222604431542
		RMSE:  0.8933710279450148
		NRMSE:  0.15016405761098192
		MAPE:  235.80393411487148
		Pearson Correlation:  0.6323499853637722
		Spearman Correlation:  0.47663387296378595
		Coefficient of Determination:  0.3920825687326627
		RMSE:  0.9046791451108696
		NRMSE:  0.14652572723767768
		MAPE:  161.7757653609928

Protein:  CDH2
x_train_column_count:  474
x_train columns:  ['PSMG1', 'SMR3B', 'LY6K', 'CEBPB', 'CHST8', 'NANS', 'NDUFB6', 'TMEM159', 'CLTCL1', 'GLT6D1', 'VCP', 'SLC9A3R2', 'FBXL3', 'CDH12', 'USB1', 'PSMD5', 'PHF20L1', 'IFIT1B', 'KRBA1', 'OGN', 'PROM1', 'ASPM', 'SCMH1', 'DEFB105A', 'NCF1', 'C10ORF10', 'CDKL4', 'VLDLR', 'RAB40A', 'TM6SF2', 'ZNF567', 'SKP1', 'ZNF839', 'ADD2', 'SNORD57', 'C9ORF163', 'RASA1', 'PTBP2', 'ANAPC15', 'TMEM145', 'RAB22A', 'KIF20B', 'KIF3C', 'GDF6', 'DNHD1', 'RNY5', 'SNX5', 'ZNF366', 'DCAF5', 'GLMN', 'GSTK1', 'DFNA5', 'GIMAP7', 'SEBOX', 'NPPC', 'SLC22A10', 'SQSTM1', 'PRDM14', 'C9ORF142', 'JAG1', 'FLG2', 'SLC34A3', 'CYMP', 'R3HDM1', 'FAM98C', 'SLC12A6', 'SEC1P', 'UBXN4', 'HYLS1', 'CYP1B1.AS1', 'CD177', 'DNAI1', 'TMEM140', 'DEFB115', 'ARL10', 'MED28', 'TIGD7', 'LURAP1L', 'C10ORF88', 'SCARNA12', 'SNAPIN', 'CST4', 'CPEB3', 'OLIG1', 'SNORD58C', 'HIST2H4A', 'ORC6', 'PROSER2', 'UBE2A', 'GUCY1B3', 'PGAP2', 'TEDDM1', 'FOXO1', 'GNMT', 'SNORA26', 'ARL13B', 'C2CD2', 'GTF2H4', 'SLC38A8', 'CLSTN3', 'PTPRU', 'GCKR', 'GDF10', 'E2F4', 'SLC7A6OS', 'NAP1L6', 'AKAP3', 'GFPT1', 'ZCCHC24', 'SNORD78', 'RBFA', 'TAF13', 'TMEM97', 'ADPRHL2', 'FTH1P3', 'OLR1', 'NAPSA', 'AP4S1', 'ALDH1A2', 'SMUG1', 'MRPL40', 'CFH', 'NUDT7', 'MRPS36', 'FAM81A', 'TM4SF1', 'SCAMP4', 'KIAA0125', 'KLK5', 'MT1M', 'FAM66C', 'MT1B', 'MEFV', 'CTHRC1', 'PHYHD1', 'LYPD3', 'AK2', 'NLN', 'MBTPS2', 'LYPD6B', 'SMAP1', 'UGT1A8', 'DUSP5P1', 'DPH3', 'MRPS15', 'ZNF98', 'C6ORF10', 'ATP13A5', 'CDC42BPG', 'BICC1', 'TMPRSS12', 'SASS6', 'TOR1B', 'PAQR8', 'KANK4', 'FOXQ1', 'POLE', 'LRRC14B', 'CEP170B', 'HIST1H2AA', 'PCDH15', 'LCE3A', 'OR4A16', 'HLA.DQA1', 'EIF4E', 'GPR20', 'CTAGE9', 'PRRT3', 'TUBB', 'KRCC1', 'TBC1D2', 'TRIM42', 'AGPAT4', 'CA4', 'EXOSC5', 'NOS1AP', 'JRK', 'DDIT3', 'HSPBAP1', 'MYOC', 'RBCK1', 'EGLN2', 'FBXL15', 'DEPTOR', 'CHP2', 'IL6ST', 'CDC42SE1', 'CDRT4', 'GLIPR1L1', 'MAP3K15', 'KRT39', 'SOCS5', 'MMADHC', 'PAAF1', 'PLCG2', 'SLC6A18', 'OR6C65', 'SBK2', 'SLC22A5', 'ADRA2C', 'VDAC3', 'SNORD116.1', 'SMIM15', 'CXCL8', 'KIT', 'ZFYVE9', 'LOC493754', 'MIF4GD', 'SFT2D3', 'MYOM3', 'GPR101', 'NAT8', 'OR8K5', 'ADAM15', 'PPP5C', 'GPR119', 'ACAD9', 'NPHS2', 'STAT1', 'LOC646214', 'TUBGCP2', 'OR2T6', 'RASGRF2', 'RTCA', 'TGIF2', 'FABP4', 'PCSK1N', 'ATP5J', 'OR2B3', 'VSIG1', 'LOC90246', 'FIBIN', 'CACTIN', 'CCT6P1', 'ZCWPW1', 'NUBPL', 'MEP1A', 'SMAGP', 'CDC16', 'RELT', 'ASAP1.IT1', 'CCDC28B', 'FAM184B', 'YBEY', 'SNORA78', 'TBC1D3P2', 'COLQ', 'ABCC2', 'ACTR3C', 'CYR61', 'GUSBP1', 'INPP4A', 'CERS4', 'MRE11A', 'LHX9', 'NPAS2', 'ASMTL.AS1', 'PIN1P1', 'COPRS', 'ZRANB3', 'KCNT2', 'SEMG2', 'DUSP27', 'FIGNL2', 'SBSN', 'DDX43', 'PSMG2', 'OR1A2', 'PATE3', 'CDC25B', 'NOLC1', 'HERPUD1', 'SNORD115.48', 'PPP1R3G', 'DVL2', 'VPS37A', 'ATP12A', 'DSTN', 'OGFRL1', 'ZCCHC3', 'CEACAM19', 'CSN1S1', 'GALNT1', 'SPSB4', 'OR6B3', 'SYCE2', 'CAPRIN2', 'PRIMPOL', 'GLYCTK', 'TBX4', 'ARSG', 'THUMPD1', 'NT5DC3', 'N4BP2L1', 'TAF10', 'NADSYN1', 'LZTR1', 'OSGIN1', 'STAM', 'WFDC11', 'GTF3C5', 'HIGD2A', 'SNORD51', 'COL6A6', 'ATG101', 'RPL31P11', 'SLC11A1', 'CYP4Z2P', 'KRI1', 'ABCB9', 'INADL', 'SH2B1', 'HEATR6', 'TMEFF2', 'FAM224B', 'PTGER1', 'ZNF826P', 'WDR54', 'SHH', 'COL18A1', 'SLC9A3R1', 'ACPT', 'GLTSCR2', 'ZNF814', 'GALK1', 'CRYM', 'KRTAP4.8', 'DKFZP434A062', 'MCTP2', 'APBA1', 'GOLGA6L9', 'VGLL4', 'RPS6KA4', 'MTG1', 'TMEM161B', 'RXFP1', 'SLC7A2', 'EIF4A2', 'VWA8', 'DCD', 'WWP2', 'LMTK3', 'IL20RB', 'DMRTC2', 'ANO8', 'NPY5R', 'HOXD10', 'EOGT', 'RAB3IL1', 'GOLM1', 'PRKX', 'NCAPH', 'TMEM45B', 'MSH2', 'PCDHGB2', 'NUP107', 'ATP1B3', 'IFNAR1', 'KCNMB2', 'AARS', 'THNSL2', 'SMYD3', 'HNRNPA2B1', 'ABCC10', 'PPP1R14D', 'PAPSS2', 'ANP32B', 'CENPU', 'KRTAP27.1', 'WDR60', 'GATS', 'DNAJC21', 'ARSA', 'SLC2A2', 'CA2', 'ARL8A', 'TIE1', 'FITM1', 'SNORA81', 'PSMD1', 'UBE2W', 'PIGQ', 'METTL10', 'CALCR', 'DAND5', 'DIP2A', 'AIMP2', 'CDH3', 'ATG5', 'NPDC1', 'ZGPAT', 'LILRA1', 'DMRTC1B', 'RSBN1L', 'UBL4A', 'RAD51AP1', 'TAB2', 'IL11', 'ZNF354A', 'IL9R', 'COL15A1', 'HIST1H4C', 'FANK1', 'OTOS', 'ETF1', 'ARL15', 'RPL22', 'CYP2B7P', 'CNOT7', 'CELSR2', 'SLC36A4', 'CLEC12A', 'NUTM2F', 'STXBP2', 'TUBA3C', 'OR5AC2', 'C7ORF49', 'PIK3IP1', 'CPLX1', 'HOXA6', 'CDIPT', 'SMCHD1', 'HCG18', 'TPPP3', 'TFIP11', 'SNORD111', 'GHDC', 'SUMF2', 'VAMP3', 'C5ORF38', 'CORT', 'SSFA2', 'GAGE1', 'ACSM4', 'MAPK4', 'CNPPD1', 'AP1B1', 'PMPCB', 'SNX4', 'TUBA1B', 'ABHD14A', 'LRIT2', 'SNORA21', 'GATA1', 'PLCH2', 'JUP', 'PDRG1', 'PDCD1LG2', 'HIST1H2BK', 'DHX34', 'FBXO22', 'RFXANK', 'RHEBL1', 'SKIDA1', 'CDHR5', 'PHYHIP', 'NUMA1', 'C10ORF95', 'NPTX1', 'DUS3L', 'BDP1', 'PCDHGA3', 'ZNF334', 'FOXD1', 'AATK.AS1', 'TCP10L2', 'CRYBA1', 'PLD1', 'PAH', 'OR13C4', 'MS4A7', 'RCCD1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004084060130477685
		RMSE:  0.37195168053170635
		NRMSE:  0.13741024893390016
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006474841096328898
		RMSE:  0.3763274359057868
		NRMSE:  0.1942134674644098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  LinearRegression
		Pearson Correlation:  0.5973287929418666
		Spearman Correlation:  0.5687549353553839
		Coefficient of Determination:  0.3333552504105334
		RMSE:  0.303074027594748
		NRMSE:  0.11196475175931907
		MAPE:  3014.883187117586
		Pearson Correlation:  -0.08407708874212327
		Spearman Correlation:  0.03083924268755894
		Coefficient of Determination:  -1.3986736605417407e+25
		RMSE:  1402886764847.1414
		NRMSE:  723995853252.3824
		MAPE:  32383766097866.57

	Predictor:  ElasticNet
		Pearson Correlation:  0.4268226557242471
		Spearman Correlation:  0.40964896902849746
		Coefficient of Determination:  0.1521662936645788
		RMSE:  0.34178801358976874
		NRMSE:  0.1262668741349857
		MAPE:  574.8527277429175
		Pearson Correlation:  0.06078759344276298
		Spearman Correlation:  0.11345722368549412
		Coefficient of Determination:  -0.030570730371565213
		RMSE:  0.3808055958879762
		NRMSE:  0.19652453728026845
		MAPE:  126.08723647430907

	Predictor:  RandomForests
		Pearson Correlation:  0.4413758592781592
		Spearman Correlation:  0.37064737179656765
		Coefficient of Determination:  0.14140517666415642
		RMSE:  0.34395024390284334
		NRMSE:  0.12706566769103922
		MAPE:  915.5283846185035
		Pearson Correlation:  0.06014524296491498
		Spearman Correlation:  0.18801580333625992
		Coefficient of Determination:  -0.01979826458654732
		RMSE:  0.37881010370481344
		NRMSE:  0.1954947121354252
		MAPE:  124.5015394080945

Protein:  CDH3
x_train_column_count:  75
x_train columns:  ['ADIG', 'KIAA2018', 'TCAF1', 'ORAOV1', 'TEX2', 'P2RY8', 'ACKR1', 'EFHC2', 'TNXB', 'ITPR3', 'RNF17', 'VPS52', 'NEUROG2', 'FAM186A', 'DNAJB14', 'C12ORF10', 'WTAP', 'CLRN1.AS1', 'ABCA10', 'AP4M1', 'SMC2', 'PFDN2', 'NFIA', 'KCNE1', 'RNF168', 'HSFY2', 'SIVA1', 'ACBD6', 'TMEM19', 'SNORD77', 'MEIS1', 'RNF214', 'GPR1', 'PCDH10', 'GMCL1P1', 'PALB2', 'INE1', 'TMEM135', 'MYT1', 'YDJC', 'NKX1.2', 'SNORD114.8', 'TPGS2', 'SLC39A8', 'SLC5A4', 'DIMT1', 'ATAT1', 'RTN4RL1', 'SPRR1B', 'NINJ2', 'ARMT1', 'S1PR5', 'KARS', 'NGLY1', 'PERP', 'ECEL1', 'SH2B3', 'GPR6', 'CDC14B', 'SNORD30', 'WNT9A', 'TM6SF2', 'SGCE', 'LTF', 'ZNF69', 'NID2', 'CEBPA', 'MTRF1L', 'KRTAP10.6', 'FZD8', 'NBPF6', 'HNRNPR', 'FANCI', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003025178489952651
		RMSE:  0.20883135309817671
		NRMSE:  0.14651130458142275
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.766266116724594e-05
		RMSE:  0.2045852237570374
		NRMSE:  0.1565890990172577
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  LinearRegression
		Pearson Correlation:  0.42200497453714836
		Spearman Correlation:  0.4339311379995469
		Coefficient of Determination:  0.17808819853409918
		RMSE:  0.1892965198276135
		NRMSE:  0.1328061120191485
		MAPE:  623.5373531222076
		Pearson Correlation:  0.24175539729121784
		Spearman Correlation:  0.26516305337668195
		Coefficient of Determination:  0.03591063808085315
		RMSE:  0.20087245521316935
		NRMSE:  0.15374735379994744
		MAPE:  302.0519907219741

	Predictor:  ElasticNet
		Pearson Correlation:  0.3601290770794183
		Spearman Correlation:  0.3680393035093479
		Coefficient of Determination:  0.1013357118237691
		RMSE:  0.19793781110819855
		NRMSE:  0.13886864448854924
		MAPE:  279.618333970036
		Pearson Correlation:  0.2977447920412892
		Spearman Correlation:  0.3193161352408469
		Coefficient of Determination:  0.07737450579067784
		RMSE:  0.19650539033053507
		NRMSE:  0.15040481154414054
		MAPE:  263.4565461657972

	Predictor:  RandomForests
		Pearson Correlation:  0.3874568780271777
		Spearman Correlation:  0.38805441382847194
		Coefficient of Determination:  0.12005560841866325
		RMSE:  0.1958653600689431
		NRMSE:  0.13741466020439966
		MAPE:  279.0553622304692
		Pearson Correlation:  0.2446724387934824
		Spearman Correlation:  0.24469133575459984
		Coefficient of Determination:  0.05764847909119253
		RMSE:  0.19859495440547617
		NRMSE:  0.15200415948249624
		MAPE:  279.1598814215721

Protein:  PTEN
x_train_column_count:  886
x_train columns:  ['CYP27C1', 'ZP3', 'HBS1L', 'VLDLR', 'HOXA13', 'CD38', 'GSTA3', 'SPSB1', 'ERMAP', 'TMEM116', 'CTAGE10P', 'FAM161A', 'GPX3', 'SNAP23', 'ZNF177', 'LRRC74A', 'NUP153', 'PIFO', 'METTL21A', 'HIST1H2BM', 'SAP30BP', 'TELO2', 'VASH2', 'ZMAT3', 'LMBR1', 'SRPK2', 'ZNF831', 'ZNF770', 'EEF1B2', 'ZNF320', 'C20ORF141', 'RNU6ATAC', 'ZMYM2', 'SLC7A10', 'WNT5B', 'SNTA1', 'LOC401463', 'GRAMD1B', 'IGLL1', 'PPP1R10', 'KCNMB1', 'BLNK', 'SART3', 'LINC00628', 'IFT122', 'IFNGR1', 'FAM27L', 'EMILIN2', 'CNTNAP5', 'CACNG4', 'PLEKHB2', 'C1ORF53', 'TRNT1', 'SLC22A12', 'VPS33A', 'R3HDM2', 'AIFM1', 'GUCY1A3', 'CPNE8', 'DUX4L6', 'GAS7', 'CNNM2', 'PWWP2A', 'RHOT2', 'SERPINB3', 'C9ORF16', 'AKNA', 'PCSK2', 'COL6A3', 'FOXQ1', 'CDH11', 'LAMB2', 'TMEM91', 'POMK', 'ANKRD13A', 'CYSTM1', 'CCDC25', 'ANAPC10', 'LINC00518', 'GBGT1', 'TCP10L', 'RASA3', 'PLCZ1', 'SPEG', 'POLB', 'RNF115', 'ATAD3C', 'FAM173A', 'C12ORF74', 'BMS1P6', 'ARF3', 'TARM1', 'ACTL8', 'CFL2', 'ZRSR2', 'RBFOX2', 'BRI3', 'HMGB3P1', 'PNPLA1', 'DLGAP2', 'FRAT2', 'CARD11', 'TCF3', 'FAM189B', 'SPON1', 'CACNG5', 'RFX3', 'VCX3B', 'LINC00893', 'ZNF700', 'OR4K14', 'UBE2D4', 'TEKT5', 'HIST1H3F', 'PRKCD', 'ZNF311', 'RNF5', 'OR5H15', 'DDX3X', 'E2F3', 'MTL5', 'BTN3A2', 'CRIPT', 'RPL7A', 'SYT4', 'TLE6', 'GLT1D1', 'SLC30A8', 'SUSD2', 'FUT5', 'IHH', 'TENM4', 'OR1M1', 'C20ORF202', 'TMEM50B', 'LCE1B', 'BTBD6', 'SPX', 'PTRHD1', 'SUGCT', 'TJP3', 'ZNRD1.AS1', 'XKRY', 'HGSNAT', 'ARL17A', 'ANAPC7', 'ALDH16A1', 'DIP2A', 'PROSER2', 'C19ORF54', 'TAAR1', 'BRWD1', 'BCL2L1', 'CTSS', 'ARF5', 'TRIM33', 'ACTR2', 'GULP1', 'SLC22A24', 'PTPRA', 'PTCHD3', 'FBF1', 'KIAA0930', 'TMPRSS4', 'NOMO2', 'HES5', 'CLDN16', 'C19ORF66', 'DSCR9', 'RNF4', 'RNF144B', 'CEP162', 'TACSTD2', 'FAHD1', 'PIWIL2', 'ITPR2', 'SYT1', 'SNORD56B', 'DEC1', 'C21ORF91', 'DHX35', 'SNORA15', 'ZNF512', 'CDON', 'DDX24', 'SUPT20H', 'HACD2', 'AATBC', 'EVA1B', 'SLC25A53', 'PLCXD3', 'NRSN2', 'SWSAP1', 'NHLH2', 'EXOSC7', 'DUSP9', 'ABCA9', 'RASA4CP', 'RNF130', 'ZNF90', 'RPP21', 'OR8U1', 'FAR2', 'DTX1', 'GK', 'TK2', 'LINC01548', 'DHRS7', 'AKAP8L', 'SH2D5', 'TIMM13', 'CCDC24', 'CABIN1', 'SV2B', 'AFP', 'MAP1A', 'TTC37', 'AMT', 'FAM53A', 'TRDN', 'CEP44', 'OR2W3', 'TERT', 'MTMR14', 'RMDN3', 'TNNT3', 'MPC1', 'DPP7', 'OLIG1', 'MRPL46', 'ZNHIT6', 'PPP1R27', 'LOC646471', 'DSC1', 'C2ORF73', 'NEGR1', 'B3GNT2', 'CENPA', 'RCCD1', 'CCKAR', 'CXORF66', 'NFYB', 'HPYR1', 'SUFU', 'RDH13', 'CMAHP', 'KRTAP11.1', 'DSCR8', 'KLK6', 'CXORF40A', 'TMEM14C', 'COX19', 'EP400', 'GNG5', 'C2ORF44', 'SPACA6P', 'OTOR', 'SCN2B', 'LIN9', 'MSX2', 'SPATA33', 'SMCR5', 'PIEZO1', 'SGOL2', 'TIMM10B', 'MBLAC2', 'NKX2.5', 'STATH', 'HTR1D', 'INTU', 'BCAR3', 'GINS1', 'TTC23L', 'TSGA10', 'IL13RA1', 'RANBP3', 'OGDH', 'USH2A', 'NFIB', 'GSTK1', 'POLE2', 'ROPN1L', 'ADAMTS2', 'ADIPOR1', 'MPDZ', 'TMEM17', 'SLC25A48', 'METTL2B', 'RPL19', 'LCE1E', 'USP17L2', 'MYCL', 'SNAR.I', 'CAPNS1', 'SNORA74A', 'PAXIP1.AS2', 'TMEM79', 'CMC2', 'KCTD2', 'MYADM', 'UBE2Z', 'DUSP3', 'RPS6KA6', 'FAM102A', 'DNAJB6', 'UGDH', 'PDILT', 'SNORD113.2', 'SIAE', 'DEFB121', 'CCDC112', 'LINC00982', 'CNOT1', 'OR10Q1', 'OR5B21', 'ZNF592', 'FOXL1', 'PCDHGB8P', 'CHP2', 'EPB41', 'PCF11', 'SNORD115.9', 'PCP4', 'SSR4', 'TNFRSF10A', 'FRG1', 'DNAH3', 'NAT8B', 'FAM183CP', 'CALHM2', 'ARID1A', 'CDH20', 'ICOS', 'TRMT13', 'ATG7', 'AP2M1', 'RFPL1S', 'BOLL', 'HOXC9', 'KCNH6', 'DNAJC22', 'PRAMEF11', 'SC5D', 'TMEM47', 'CHN1', 'DUX4L1', 'DEF8', 'HORMAD1', 'ANKRD30BL', 'SHISA3', 'PSMD3', 'ARL10', 'MAN2B2', 'TFAMP1', 'AP1S3', 'TCP10', 'NR4A2', 'LOC220729', 'HLA.DMB', 'DMTF1', 'ZNF765', 'PGAP2', 'CFH', 'BLOC1S5', 'TAAR2', 'CASD1', 'PQBP1', 'C1QB', 'C3ORF79', 'PLEKHH1', 'TMTC1', 'RLF', 'COLGALT2', 'EAF2', 'FGD4', 'ANKS4B', 'DYDC2', 'PTX4', 'RAB6A', 'ARHGAP33', 'ERH', 'ADAMTS15', 'C1ORF186', 'DTX2P1.UPK3BP1.PMS2P11', 'ADI1', 'ARMC10', 'HBZ', 'SLC16A11', 'LACTB', 'UGP2', 'SNORD116.10', 'DNA2', 'ZG16', 'ZBTB7B', 'BREA2', 'C6ORF10', 'LRRC40', 'IP6K3', 'SSX3', 'HOMER3', 'CRCT1', 'UBE2Q2P1', 'BACH1', 'LILRA4', 'FNDC5', 'IRF8', 'MRPS7', 'RPTOR', 'TNFSF4', 'PCBP2', 'ISCA1', 'FBXO41', 'TBC1D23', 'TEAD1', 'APBB2', 'SNORA11', 'SELO', 'DLG1', 'RNF148', 'JAKMIP2', 'TMEM25', 'ACOT4', 'ZNF532', 'T', 'DSCAM', 'AP2A1', 'SLC43A3', 'DYNLRB1', 'CETN1', 'CYP46A1', 'EN1', 'ZFP64', 'TSPAN3', 'LAMA1', 'ZP4', 'CCDC57', 'SLC7A8', 'TMLHE', 'CCM2', 'PCDHB7', 'PRR32', 'SNAI2', 'TTTY17A', 'AURKAIP1', 'UG0898H09', 'LRRFIP2', 'REG4', 'INTS10', 'PUS7L', 'HOXB6', 'APOL4', 'KCTD18', 'NR1I2', 'SLC26A4.AS1', 'KLRD1', 'CEP41', 'LINC00669', 'WDR63', 'LAX1', 'CCR4', 'SSTR4', 'LINC00152', 'TUBAL3', 'SERPINE1', 'STRN', 'RXFP2', 'SOWAHD', 'ADCK4', 'SLC2A9', 'EXPH5', 'OR4X2', 'CRMP1', 'BOD1L1', 'MARVELD1', 'ZSCAN23', 'ABCG2', 'MKRN3', 'PNMA5', 'HIGD2A', 'ANKRD32', 'SNORD115.45', 'MAGEB18', 'TSPAN2', 'ASB12', 'EIF3C', 'TM6SF1', 'USP48', 'MBP', 'MSR1', 'CACNA2D4', 'SMNDC1', 'DAPK2', 'SOCS2', 'PTPN11', 'ALG3', 'PABPN1', 'PAK1', 'HIST1H3E', 'PRDX3', 'C7ORF49', 'C15ORF57', 'STAU2', 'ACTL9', 'HLA.DQA1', 'TPM2', 'OR10G9', 'SLC30A7', 'SMIM7', 'MEG8', 'TRPS1', 'AGPAT2', 'IGFL1', 'MANEAL', 'HMBOX1', 'CSRNP2', 'NT5C1A', 'UGGT2', 'OCLM', 'AARS', 'SNX15', 'MT1L', 'MAU2', 'GALNT15', 'CRIP3', 'OTC', 'SLC45A4', 'CDK10', 'TARBP2', 'RASA2', 'LOC727896', 'PRPF38A', 'CENPP', 'PIK3C3', 'SLC22A25', 'TGFBRAP1', 'SEL1L2', 'PPRC1', 'NLRP5', 'DPP4', 'KIF1A', 'NUFIP1', 'DACT2', 'NDUFS2', 'DNMT3L', 'ZZZ3', 'C7ORF66', 'LINC00523', 'PPP1R11', 'TSPO', 'FKBP6', 'EEF1A1', 'RHOBTB3', 'FAM214A', 'ARHGEF2', 'STRBP', 'SPATA31D5P', 'SNORD62A', 'CMTR2', 'WSB1', 'KRTAP9.8', 'KCTD20', 'SUN1', 'TMEM59', 'THEM4', 'KCNA7', 'ZNF576', 'IRX2', 'ERCC6', 'ZP2', 'UBA6', 'A1CF', 'TRAT1', 'TP53', 'C9ORF85', 'ZNF518B', 'SLC43A2', 'BTBD8', 'MROH5', 'TSSC4', 'RNASE11', 'PYGM', 'WFDC10A', 'C7ORF61', 'ZNF92', 'PRDX6', 'F2', 'TACO1', 'OR7E156P', 'TMEM183A', 'QSOX2', 'MUC2', 'SMAD6', 'CRIP2', 'UCHL5', 'VWCE', 'RPS9', 'C9ORF153', 'ATP13A3', 'CPSF3L', 'ACTRT2', 'DCLK1', 'ADAM18', 'GALNT13', 'ZNF853', 'C15ORF61', 'PADI2', 'FGB', 'HOXB13', 'KRTAP19.6', 'TDRD5', 'TMEM18', 'IGF2', 'PDCL', 'CAV3', 'CHM', 'UNK', 'OR10X1', 'SFSWAP', 'GPR183', 'TRAM2', 'SNORD88A', 'COTL1', 'BTN2A2', 'TSHB', 'PCAT4', 'SPEF1', 'DNHD1', 'PRPF31', 'PFAS', 'MEX3D', 'XRCC6BP1', 'MAX', 'POM121', 'MAGEA6', 'NUMB', 'PTK6', 'IARS2', 'FBRSL1', 'POR', 'C6ORF48', 'ZNF687', 'MAGEB10', 'SMIM11', 'RNF113B', 'PDPK1', 'ANKDD1A', 'OOEP', 'SPACA3', 'CSN1S1', 'ATP1B1', 'GATA3', 'IDO1', 'TRAP1', 'EPHA6', 'CCBL1', 'GLS', 'PRSS55', 'EFHD2', 'GBP7', 'IFI27', 'MED11', 'FUT10', 'LRFN2', 'NDUFA10', 'OSGEP', 'QTRT1', 'MMP8', 'BACE2', 'CMTM8', 'FUNDC2', 'TRAPPC6B', 'RGN', 'NCAPD3', 'IFRD1', 'NUFIP2', 'LYN', 'BRD8', 'SHFM1', 'ARX', 'DCAF16', 'FCER1G', 'GYPB', 'OR2G3', 'LARS2', 'NUTM2F', 'DFFA', 'ITPKC', 'OR51S1', 'LUC7L3', 'MAP3K15', 'PIM1', 'TLN1', 'C1ORF123', 'DENND5B', 'XYLT2', 'SFRP5', 'CYP4Z1', 'MCTP1', 'HELT', 'GTF2E2', 'ZNF385B', 'LMF1', 'KLHL32', 'OPALIN', 'KRTCAP2', 'CELF4', 'DPM2', 'NEUROD6', 'CAMK2A', 'MUT', 'CACNB4', 'RAB3B', 'HPGDS', 'PDXDC2P', 'RPL35', 'SLC25A5', 'PCSK7', 'SNORD19B', 'GRB10', 'LPA', 'MPZL1', 'SPAG6', 'ARGFX', 'OR2Y1', 'CEMIP', 'EZH1', 'CD9', 'GAGE2B', 'NFATC2IP', 'C2ORF69', 'OR5AU1', 'PPIAL4E', 'TCAF2', 'PCYT2', 'WNK1', 'GOLGA8CP', 'SDHAF2', 'F8', 'MAGEA3', 'RABEP1', 'CT47A9', 'MSI1', 'NEURL1B', 'TRIM47', 'PRPF4B', 'DOCK3', 'ISM2', 'ZNF704', 'ZNF746', 'FKBP1A', 'RPL19P12', 'GPR107', 'OLFML2B', 'UTP18', 'ITPK1.AS1', 'SDHAP1', 'PTPN5', 'SLC7A3', 'CYP4B1', 'CECR5', 'CYP7B1', 'RRN3P1', 'IFT88', 'MIA3', 'KCNQ1OT1', 'CD3D', 'TMED10P1', 'MFSD7', 'PTGDR', 'LRIF1', 'TBC1D13', 'ICAM3', 'PIH1D2', 'ALG14', 'SNORD59B', 'LIMS3', 'IKZF2', 'TMC6', 'FABP6', 'LIG3', 'CSF3R', 'TCEB3C', 'TANK', 'LHX9', 'ANKRD50', 'TIMM17A', 'NKX6.3', 'SPRYD4', 'TXNDC15', 'LINC00471', 'MYO9A', 'CLDN20', 'LRRC71', 'SUDS3', 'SDHAF3', 'WTIP', 'TIAM1', 'B3GNT3', 'PGBD4', 'PTER', 'ARFGEF1', 'GBP6', 'CD248', 'CAB39', 'RER1', 'DEPDC7', 'GJA10', 'APOBR', 'SUZ12P1', 'GRPEL2', 'SEPT8', 'RFX7', 'TTC9C', 'WASH3P', 'SNORD46', 'CSTF1', 'OR4E2', 'DNAJB7', 'CLDN2', 'KLHDC8A', 'PPP1R9B', 'MCHR2', 'PPIL4', 'ZMAT2', 'UTP20', 'CYP21A2', 'SH3BGRL', 'OR52H1', 'GRAMD2', 'SRRM2', 'ZNF542P', 'SH3YL1', 'CTU1', 'ERBB2', 'CCNL2', 'ST3GAL3', 'MRPS35', 'RAB35', 'DMC1', 'SBDS', 'HERC3', 'RFC3', 'LRMP', 'OXTR', 'CTLA4', 'ULK2', 'PTCD1', 'KDM2B', 'COL8A1', 'CASK', 'TEX28', 'MAGED1', 'SPATA2', 'EVA1C', 'DHX38', 'GGT5', 'TMEM233', 'POTEE', 'KRTAP19.8', 'TMSB10', 'SOD3', 'NES', 'DAGLB', 'RPLP0P2', 'TTTY2', 'KLF14', 'CRLS1', 'SNX24', 'ODC1', 'C22ORF31', 'RPL9', 'WNK4', 'RNMTL1', 'FGFR2', 'TDGF1P3', 'ZNF432', 'FRY', 'LOC100129550', 'HNRNPL', 'C6ORF106', 'REL', 'OR1I1', 'ZPLD1', 'IQSEC3', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.042477457330321045
		RMSE:  0.639641264822803
		NRMSE:  0.10001427016227082
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.028094267476815427
		RMSE:  0.5035947533045023
		NRMSE:  0.16597282753427667
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.458230587102
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389449
		RMSE:  0.49877990548911916
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809618

	Predictor:  LinearRegression
		Pearson Correlation:  0.8550054032644235
		Spearman Correlation:  0.805721031054441
		Coefficient of Determination:  0.7266337036164561
		RMSE:  0.32754850501404936
		NRMSE:  0.05121546478212014
		MAPE:  484.40339897425633
		Pearson Correlation:  -0.08844376367891273
		Spearman Correlation:  0.03110545835459339
		Coefficient of Determination:  -4.936483936781605e+23
		RMSE:  348958347845.7838
		NRMSE:  115008354045.80574
		MAPE:  28986054389927.754

	Predictor:  ElasticNet
		Pearson Correlation:  0.5835750327262522
		Spearman Correlation:  0.5446340755775441
		Coefficient of Determination:  0.29515845796608786
		RMSE:  0.5259553576972854
		NRMSE:  0.08223834847897513
		MAPE:  733.2039159009123
		Pearson Correlation:  0.16502120724590028
		Spearman Correlation:  0.19087406106721294
		Coefficient of Determination:  -0.07200819281229087
		RMSE:  0.5142375431819535
		NRMSE:  0.16948043740753854
		MAPE:  232.171234139656

	Predictor:  RandomForests
		Pearson Correlation:  0.5453275125299292
		Spearman Correlation:  0.47441657974965773
		Coefficient of Determination:  0.16116887730185414
		RMSE:  0.5737733924438632
		NRMSE:  0.08971517355075649
		MAPE:  486.73952414796196
		Pearson Correlation:  0.19212223220557337
		Spearman Correlation:  0.21826185571147283
		Coefficient of Determination:  0.031858959341578674
		RMSE:  0.488690665199204
		NRMSE:  0.16106079533293916
		MAPE:  183.5304077111956

Protein:  BRCA2
x_train_column_count:  363
x_train columns:  ['FAM71E1', 'TRAF3', 'MUC5B', 'SNORA28', 'LYRM7', 'TBATA', 'MRGPRE', 'AADACL2', 'EIF1AX', 'TTC19', 'TINAGL1', 'NFXL1', 'PABPC1L2B', 'SNORA34', 'CCDC60', 'INTS7', 'TAF1L', 'OR1A2', 'FANCA', 'DUSP2', 'SEMA3B', 'C4ORF29', 'AGO1', 'C14ORF37', 'HIST2H3D', 'CDC42EP4', 'MTHFD1L', 'ZSCAN12P1', 'CDKN3', 'CFAP126', 'CD200', 'TTC39A', 'GOLGA3', 'C2ORF40', 'DSG3', 'MAPK11', 'SUOX', 'TOB2P1', 'RPS14', 'TMEM223', 'PIK3AP1', 'NF1', 'DHX15', 'STYK1', 'DNAL4', 'FAM167A', 'TMEM125', 'PCBP4', 'INTS4P1', 'CORO1C', 'IGSF11', 'CDC73', 'WRNIP1', 'CD244', 'LOC399815', 'KIAA0408', 'KLHDC8B', 'MGAT5', 'KRT12', 'SLC4A3', 'P2RX6', 'SNAR.E', 'ETAA1', 'DNAJA4', 'USP22', 'GDF7', 'PPP1R3F', 'ICA1L', 'BMI1', 'SERPINA3', 'LINC01001', 'RTN4RL1', 'DYSF', 'COG2', 'SMPDL3A', 'CCL7', 'TTC38', 'COL5A1', 'SNX13', 'ACYP2', 'FAF2', 'DNAAF3', 'SSX9', 'IGFL4', 'BCAS3', 'TCF15', 'RASA4', 'FAM41C', 'SNORD114.18', 'ZAR1L', 'IL4', 'NDRG2', 'CHGA', 'ADCY7', 'DEFB110', 'SNORD115.48', 'RBBP5', 'PTGER3', 'LOC100133331', 'ZNF48', 'ALG3', 'RPS26P11', 'C14ORF1', 'LINC00488', 'LINC00176', 'SAV1', 'ENKD1', 'OXSM', 'ITFG1', 'GAB3', 'MITF', 'MC1R', 'XPNPEP2', 'PWP2', 'ZNF257', 'WTIP', 'MSANTD3', 'PRAMEF22', 'GALR1', 'METTL23', 'EIF1AD', 'TKTL2', 'RBMY1B', 'EPHA8', 'RAD54B', 'TLR3', 'MFSD8', 'ARHGAP21', 'CES4A', 'NCR2', 'MAPK8IP1', 'CPLX2', 'PPP4R2', 'FURIN', 'SMIM7', 'SNORD45A', 'FLNB', 'TPBG', 'SLC6A17', 'RMI1', 'PRAMEF8', 'SLC35G2', 'CCDC85A', 'AASDHPPT', 'OR51B5', 'SH2B2', 'DUSP14', 'GPR19', 'OCM2', 'BTF3P11', 'CD300A', 'F2', 'SUGT1', 'GDAP2', 'CCDC181', 'LRRC1', 'SCN4A', 'MTCP1', 'TMEM218', 'POMGNT2', 'PRDM11', 'EGR1', 'ZNF83', 'KRT8P41', 'EGF', 'CUL2', 'ADGRF4', 'AMICA1', 'SLC30A2', 'ITIH2', 'BAG5', 'STAM2', 'SI', 'TARSL2', 'P2RY4', 'SEPT7P2', 'CT47B1', 'FAM43A', 'NDUFA13', 'CYBRD1', 'TPM1', 'DBI', 'SNORA38', 'TCAP', 'GPAM', 'ADAMDEC1', 'ST3GAL1', 'HIBCH', 'TPI1', 'SNORD59A', 'KRT222', 'TREML4', 'UBQLNL', 'DYNC1LI1', 'CARD16', 'MAF', 'RBBP4', 'CLN8', 'ZNF263', 'UTP6', 'ZNF285', 'SLFN13', 'SNORD9', 'LINC00998', 'C9ORF156', 'ABCA12', 'GEMIN5', 'CLDN1', 'LTA4H', 'CX3CR1', 'HCFC1R1', 'HMCES', 'FGD5', 'ALS2CR11', 'BCCIP', 'SCARA3', 'SMNDC1', 'CPEB3', 'PCOLCE', 'MAGEE1', 'TMEM207', 'PEX10', 'ATP6V1C1', 'UBAC1', 'CUEDC2', 'SMOC1', 'GAGE1', 'LOC100133920', 'GUSBP2', 'SLC35A5', 'PCDHGC4', 'LRIT1', 'CMTM4', 'SCGB1A1', 'IL22', 'BACH1', 'FOXO3', 'METTL11B', 'PDP2', 'CRYZL1', 'FAM212A', 'ROM1', 'NPHP1', 'G2E3', 'UNC93B1', 'ZNF687', 'DOK5', 'TTI2', 'SLC39A13', 'TSPAN6', 'CD68', 'PAK1', 'YBX2', 'NUPL1', 'RFPL3', 'TBPL2', 'DISC2', 'NINL', 'MRPL23', 'FOXL2NB', 'ZBTB10', 'LOC148696', 'ZNF236', 'STEAP1B', 'USP14', 'TIMM44', 'ITM2B', 'GAL', 'TINAG', 'OR1K1', 'PITHD1', 'SKINTL', 'WNT9A', 'CIAPIN1', 'SH3RF1', 'RANBP10', 'TPP2', 'MTFMT', 'METTL1', 'EYA1', 'ACSL1', 'ADM', 'NRIP1', 'COA3', 'LHX5', 'ELN', 'ZNF90', 'CRNN', 'STX10', 'PADI1', 'CYFIP2', 'PCIF1', 'NXF2', 'RPL12', 'CNTN4', 'PIGM', 'SPINK14', 'PLOD1', 'CNTRL', 'MARCH6', 'MCM2', 'SCOC', 'CDCA5', 'BCORP1', 'CP', 'LINC00917', 'YAF2', 'C8ORF82', 'CRELD1', 'PCDH15', 'TMX3', 'WNT8A', 'CCNH', 'MFSD4', 'FAM65A', 'RBM4', 'MPV17L', 'HIAT1', 'HPSE', 'C9ORF47', 'MGC16275', 'TEAD4', 'C9ORF171', 'DCBLD1', 'OSCAR', 'GPM6B', 'IL1RL1', 'NLRP6', 'HSCB', 'SLC2A14', 'SLC12A8', 'PDE9A', 'SLC4A2', 'NTN4', 'FIZ1', 'OR13C2', 'KLHL42', 'ZNF600', 'WDR37', 'FAM58BP', 'RSU1P2', 'SIRT6', 'NDUFB1', 'DDX20', 'ATG9B', 'MARCH9', 'NOL4L', 'TOPAZ1', 'SFPQ', 'KANK2', 'MED22', 'TMEM88', 'WNT2', 'PCDHA11', 'TMED5', 'CKS1B', 'GAB2', 'ZNF324', 'UGT3A1', 'BSPRY', 'ATG16L2', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026562361008646285
		RMSE:  0.19787350383771835
		NRMSE:  0.12800221484333532
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00017758204834872338
		RMSE:  0.18475106890837595
		NRMSE:  0.18489898809885505
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  LinearRegression
		Pearson Correlation:  0.4946033730064043
		Spearman Correlation:  0.45098332510615324
		Coefficient of Determination:  0.2010312165011212
		RMSE:  0.17663490135007132
		NRMSE:  0.11426319417675036
		MAPE:  274.2735298672722
		Pearson Correlation:  -0.03283523002000133
		Spearman Correlation:  0.10552886771625812
		Coefficient of Determination:  -4.548168885503126e+24
		RMSE:  393973211937.11273
		NRMSE:  394288642851.3939
		MAPE:  50044742534512.43

	Predictor:  ElasticNet
		Pearson Correlation:  0.24199965493350942
		Spearman Correlation:  0.2419198023720649
		Coefficient of Determination:  0.035059860967655676
		RMSE:  0.19411620875456617
		NRMSE:  0.12557166156997798
		MAPE:  115.28043805508048
		Pearson Correlation:  0.07821900350683182
		Spearman Correlation:  0.06481447634063436
		Coefficient of Determination:  0.0009395882828613367
		RMSE:  0.1846478591963852
		NRMSE:  0.18479569575298763
		MAPE:  104.2722950810371

	Predictor:  RandomForests
		Pearson Correlation:  0.41374049022699066
		Spearman Correlation:  0.36067140707970063
		Coefficient of Determination:  0.08857935869319855
		RMSE:  0.18865618350029562
		NRMSE:  0.12203963069119818
		MAPE:  116.9365535643861
		Pearson Correlation:  0.015537394609885218
		Spearman Correlation:  0.1374623664306534
		Coefficient of Determination:  -0.02062363989553151
		RMSE:  0.18662989571830635
		NRMSE:  0.1867793191736453
		MAPE:  114.78691939385254

Protein:  CDKN2A
x_train_column_count:  614
x_train columns:  ['GPR87', 'C20ORF195', 'TRPS1', 'ALDH5A1', 'PDCL', 'COPS4', 'LUZP1', 'SIAH3', 'SIL1', 'ALAD', 'BCL9', 'ABCA8', 'C4ORF33', 'ALX1', 'C11ORF80', 'GTF2H3', 'PVR', 'SIN3A', 'C16ORF82', 'KCNQ3', 'EHD1', 'GRM6', 'GTF3A', 'VBP1', 'SRCIN1', 'RFNG', 'GPANK1', 'CALCRL', 'CACNG3', 'PLA2G5', 'OR2W1', 'SYT6', 'GRM3', 'SLC9A1', 'MKI67', 'ARSJ', 'SLC25A5.AS1', 'FGD2', 'GOLGA6L5P', 'ZNF99', 'DMRT2', 'GNAS.AS1', 'PQLC2', 'USP2', 'NPHS1', 'OR51B6', 'GJA1', 'MYH2', 'SOX13', 'HDAC10', 'ATP6V1G2', 'MYO18B', 'ZBTB42', 'MS4A2', 'SH3D19', 'EIF4E1B', 'ETV3', 'LRRFIP1', 'DIP2B', 'NCSTN', 'MTMR8', 'DMRT3', 'RPL18A', 'KLHL2', 'TUBD1', 'FTHL17', 'ACVR2B.AS1', 'PTGES2', 'CAPN12', 'USP18', 'SLC27A4', 'TAS2R30', 'S100A16', 'ZNF740', 'SLC2A7', 'TLE6', 'RPLP0P2', 'RIPK4', 'OR2D2', 'IL6', 'COL1A1', 'JAM2', 'LOC100270804', 'SHC1', 'MYOT', 'TRUB1', 'ORMDL2', 'CLLU1', 'ICAM3', 'MYCNOS', 'ZMYM6', 'VN1R1', 'TDO2', 'PTCH2', 'WWC1', 'PARP14', 'CCDC129', 'MS4A6A', 'EYA3', 'DNAH8', 'NF1P2', 'NSUN6', 'DUOX1', 'HCG9', 'KBTBD6', 'GRIP2', 'LRIG3', 'BPNT1', 'KCNN4', 'COL7A1', 'WIBG', 'TRMT112', 'TMEM181', 'METTL21C', 'OR2C1', 'SEC63', 'KIAA1671', 'CDRT15', 'LSM14A', 'PDE1C', 'APOC3', 'NIPSNAP1', 'FANCL', 'ZNF578', 'TAF9B', 'PAFAH1B3', 'ZFYVE21', 'BRD7P3', 'TCAF1', 'RRM2', 'TRIM29', 'FAM72A', 'LMNB1', 'CTAGE10P', 'ZZZ3', 'TFCP2', 'SOS1', 'BCAS1', 'SCARB2', 'LINC00593', 'ALG1L2', 'SLC47A2', 'BCRP3', 'SQRDL', 'EXOC1', 'TRPC4AP', 'MANF', 'CYLC1', 'NDRG2', 'MRPL11', 'FAM167A', 'STK24', 'ATL2', 'EIF4EBP1', 'AGR3', 'CIB1', 'LINC00623', 'C16ORF90', 'MACROD1', 'AKR7L', 'CYP3A5', 'CCDC186', 'SNORD4A', 'PPOX', 'ZC3H12B', 'PIP5K1P1', 'XPR1', 'NPR3', 'PLGLA', 'FBXW8', 'TAS2R5', 'STX1B', 'TOP1P1', 'ARHGAP25', 'SMG8', 'ACOT1', 'COMMD4', 'TAP1', 'SMC2', 'PLP2', 'CYB561A3', 'SPDYE4', 'SMAGP', 'PPBP', 'CLDN23', 'PSAPL1', 'POTEC', 'OR6A2', 'ALG11', 'RAB3IP', 'CD163L1', 'TAS2R43', 'MSH5', 'ARL16', 'TTTY18', 'FSCB', 'UCP1', 'LEP', 'FMNL3', 'PRDM15', 'SLC27A6', 'TMEM170B', 'FARP2', 'PPP3CA', 'CAMK2N1', 'LINC01341', 'FCRL3', 'FRRS1', 'ZBTB16', 'BCLAF1', 'SNORD116.1', 'ZSWIM7', 'DNAJC22', 'TIGIT', 'C4ORF19', 'ZNF84', 'LRRC20', 'SEC23B', 'ELK3', 'C17ORF98', 'BACE2', 'USP32', 'TRAPPC2', 'HMP19', 'DNAJC21', 'CEP41', 'OR8J1', 'PNO1', 'ZSWIM8', 'C15ORF56', 'MAGEA3', 'LIG4', 'EXOC4', 'CMAS', 'ZNF569', 'ATP6V0E2.AS1', 'OR5AK2', 'CDC42EP5', 'LCE3E', 'NAT6', 'ALG12', 'TAS2R60', 'UBALD1', 'TTTY9B', 'C21ORF2', 'ZFP64', 'RDH16', 'WNT8A', 'ZNF433', 'ZIM3', 'LOC440461', 'LIN28B', 'AGK', 'SLK', 'OR2T10', 'ZMAT3', 'ZNF416', 'EDA', 'PRSS41', 'OCRL', 'VCP', 'CCDC137', 'SAMD1', 'UGT2B7', 'WDR24', 'LINC00483', 'NADSYN1', 'HOXD8', 'SSB', 'HPDL', 'PRR20B', 'RPL13AP17', 'RFTN2', 'CIAPIN1', 'LINC00471', 'LINC01102', 'MAGEC1', 'ZNF560', 'NCBP2.AS2', 'GLE1', 'TMEM30C', 'MCM6', 'SLC9A8', 'GATB', 'PCOLCE2', 'SSX4', 'LOC400043', 'TFG', 'GNB1', 'EPB41L2', 'HIST2H3C', 'RHOA', 'TXLNGY', 'SSH2', 'SNORD17', 'SYCP2L', 'RNF150', 'MS4A14', 'CAND1', 'TRIM14', 'C2CD4B', 'DUSP6', 'UBE3B', 'ABCC10', 'ARMC5', 'ADAM6', 'STAU2', 'PPP2R1A', 'OR2A14', 'MMEL1', 'CBX3', 'YAF2', 'PTAR1', 'SORBS1', 'DHFR', 'LEF1', 'TIMM21', 'XG', 'GRK5', 'GZF1', 'HAUS6', 'FUNDC1', 'FERD3L', 'MIEN1', 'WDFY4', 'SFT2D1', 'SNORD45B', 'PPP4R1', 'YWHAH', 'CEP72', 'DOPEY1', 'VWF', 'ACTL7A', 'BTG4', 'TYW1', 'OR10R2', 'TACC2', 'FCMR', 'ELP5', 'LINC00319', 'PCDHB7', 'C2ORF48', 'PLCB2', 'ASTL', 'DCTN1', 'GPR176', 'SNORD36A', 'PPBPP2', 'OGG1', 'CD163', 'ACMSD', 'TAMM41', 'MKNK2', 'KLK9', 'SERPINB7', 'SRSF2', 'TMEM187', 'OR5AN1', 'ZNRD1.AS1', 'TRANK1', 'ZNF689', 'IRGQ', 'SMIM14', 'PRICKLE3', 'XAF1', 'KIAA0408', 'LOC256880', 'ZNF788', 'SRP54', 'GTF2IRD1P1', 'RPL23AP53', 'DDT', 'VGLL4', 'TRIM37', 'ITGA11', 'TANGO2', 'RARA', 'HAS1', 'STK38L', 'HSPE1', 'SGPP1', 'LRRC4C', 'ATMIN', 'DOCK1', 'C14ORF28', 'PSMD11', 'CHST10', 'ACER2', 'DICER1.AS1', 'HRH1', 'ITGAL', 'PMP2', 'CD63', 'IL10', 'ZDHHC4', 'FXN', 'MBOAT2', 'AGTPBP1', 'EPO', 'CALML5', 'CETN4P', 'MBNL3', 'FBRS', 'SCGB1D1', 'DNM1P46', 'CASC5', 'CCDC153', 'RNF168', 'ACVR1', 'CYFIP2', 'ARHGEF15', 'PIK3C3', 'TMEM5', 'GGH', 'NCKAP1', 'OST4', 'BTN3A2', 'VCX', 'AATK', 'NDP', 'TPCN2', 'PEBP4', 'PGM5', 'CABLES1', 'BPIFB3', 'CLDN19', 'KLLN', 'EMILIN3', 'ZNF347', 'SRRT', 'NELFB', 'ADGRE4P', 'SMAP2', 'ILKAP', 'JDP2', 'PDE7B', 'RBM25', 'CPT1C', 'CHURC1', 'BRK1', 'SYNDIG1', 'CFL1P1', 'TSC22D3', 'SUV420H1', 'BCAR4', 'IGIP', 'ZAK', 'CASC2', 'IZUMO2', 'SPAM1', 'FBXO24', 'C11ORF49', 'MYCN', 'C5AR2', 'VPS26A', 'SEPT9', 'COG4', 'BRF2', 'ANKRD33', 'ARHGEF10L', 'OR10A4', 'MOV10L1', 'C9ORF57', 'HFE', 'NPAS1', 'PKD1', 'OSTC', 'KLHL36', 'CXCL8', 'CITED1', 'STRA8', 'EPHX2', 'SPTAN1', 'PHF21B', 'KRTAP10.4', 'ETFA', 'OR5B12', 'KLHDC9', 'LEUTX', 'UHRF1BP1', 'ZSCAN5B', 'COL4A6', 'IFITM1', 'CCR6', 'YWHAB', 'MTIF3', 'SNORD115.9', 'MTIF2', 'SDE2', 'BDH1', 'CDC20B', 'SS18', 'JRKL', 'INSL4', 'DCHS1', 'TXNIP', 'NRBP1', 'RGSL1', 'ANXA8', 'DYNLRB1', 'UBL3', 'TMBIM6', 'TREML5P', 'KIAA1467', 'HNRNPUL1', 'PAGR1', 'NPY', 'DBH', 'SNORD113.1', 'CYS1', 'EFNB2', 'PARD6A', 'PGAM5', 'RASAL2', 'VPRBP', 'CNGB1', 'MRPS35', 'MYO10', 'CCL28', 'HEXIM2', 'GPRASP1', 'HMGCL', 'IQCF6', 'HSPA13', 'ADGRE1', 'FETUB', 'EIF3B', 'IFRD2', 'PTMS', 'RHBG', 'KLF3.AS1', 'PIGO', 'RNF157', 'TNFRSF1A', 'KCNN3', 'GPHN', 'TRDN', 'DPY19L2P1', 'CAPZA2', 'ARID3A', 'CNN3', 'ROGDI', 'SULT2A1', 'CTSH', 'C17ORF89', 'STIM1', 'ADAT1', 'PSMA7', 'FBXW7', 'PPEF1', 'CCT3', 'OARD1', 'LSMEM2', 'RPS13', 'OR9A4', 'UCP2', 'CCDC51', 'CHDH', 'ABHD11', 'C9ORF163', 'SNORD113.7', 'TMEM59', 'EMILIN1', 'GPSM1', 'SUPT20HL2', 'VPREB1', 'ANKRD9', 'SPCS2P4', 'MED13L', 'NDN', 'C5ORF24', 'USP22', 'ACVR2B', 'PTPN1', 'CAND2', 'GDI1', 'ZFP92', 'GRM5', 'KCNC3', 'ADAMTS7', 'METRNL', 'ERGIC1', 'INTU', 'OSBPL2', 'NFU1', 'PDCD2L', 'IFNG', 'LINC01465', 'HADH', 'HIVEP3', 'SNX16', 'PI4KB', 'COX5B', 'KREMEN1', 'APOM', 'UBTFL1', 'PCBP2', 'ADHFE1', 'EPB41L1', 'UBC', 'C1QL4', 'RHNO1', 'DHCR24', 'COL11A2', 'FADS2', 'MYO3A', 'FOPNL', 'VCY', 'LRFN4', 'UCHL5', 'DOK6', 'PHIP', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.062199248812668806
		RMSE:  0.6624014175436462
		NRMSE:  0.14974599695798488
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10057809021042674
		RMSE:  0.783524323220729
		NRMSE:  0.21159176970584093
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6427147371513342
		NRMSE:  0.145295521001771
		MAPE:  207.86247046219444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010510594090658465
		RMSE:  0.7507796405829533
		NRMSE:  0.20274902527219912
		MAPE:  439.74244050751946

	Predictor:  LinearRegression
		Pearson Correlation:  0.7506139992938413
		Spearman Correlation:  0.6934261070190201
		Coefficient of Determination:  0.5236408875333176
		RMSE:  0.44359383004622555
		NRMSE:  0.1002811868534476
		MAPE:  217.75624545216488
		Pearson Correlation:  0.060416751581507826
		Spearman Correlation:  0.27164982015643235
		Coefficient of Determination:  -1.5890351882880745e+23
		RMSE:  297720547388.98364
		NRMSE:  80399823761.54028
		MAPE:  3259217652083.313

	Predictor:  ElasticNet
		Pearson Correlation:  0.5749370585066257
		Spearman Correlation:  0.5050979340081656
		Coefficient of Determination:  0.29875408643105905
		RMSE:  0.538212066109333
		NRMSE:  0.12167108988568621
		MAPE:  195.27032521372843
		Pearson Correlation:  0.44546619919878333
		Spearman Correlation:  0.34216174031801777
		Coefficient of Determination:  0.18280267773266057
		RMSE:  0.6751581569990323
		NRMSE:  0.1823273445852099
		MAPE:  930.9918591553924

	Predictor:  RandomForests
		Pearson Correlation:  0.4932510319200493
		Spearman Correlation:  0.38470602740426113
		Coefficient of Determination:  0.18086098934522765
		RMSE:  0.5816973198723014
		NRMSE:  0.13150159825303523
		MAPE:  162.10742459888073
		Pearson Correlation:  0.42038248174851317
		Spearman Correlation:  0.31541672306592033
		Coefficient of Determination:  0.13417897660133227
		RMSE:  0.6949540896760651
		NRMSE:  0.18767326213234273
		MAPE:  887.8114194857371

Protein:  TP53
x_train_column_count:  1002
x_train columns:  ['SBDSP1', 'TXNDC15', 'NOP56', 'CCDC69', 'ZNF433', 'IDE', 'FAM204A', 'FGF7', 'TBC1D2B', 'RPP21', 'ANGPTL1', 'SS18L1', 'TMEM161B', 'WBP2NL', 'APOL6', 'WNT6', 'CBX1', 'OR2T35', 'ITGA6', 'PALD1', 'DCUN1D5', 'RNASEH2A', 'METTL24', 'KATNAL2', 'HNRNPC', 'TSC22D4', 'ERAS', 'CEP97', 'GIMAP2', 'TMIGD2', 'ATP6V1C2', 'QPCT', 'LOC283332', 'NID2', 'TCF12', 'FAM126A', 'FUS', 'SLC22A20', 'LRRC75A', 'TM6SF1', 'DNAJB1', 'HOXA11', 'MS4A14', 'NUTF2', 'ZG16B', 'EXOSC7', 'MAD2L1BP', 'PINK1', 'DNAH3', 'PRAMEF4', 'UBE2F', 'C16ORF54', 'ZNF525', 'ZNF101', 'TGFB1I1', 'ARRB2', 'ITGB1', 'TAF15', 'TNRC18', 'CCDC183', 'PTPRN2', 'MBLAC2', 'TEKT1', 'ASXL3', 'GALR1', 'TOMM7', 'NSA2', 'WTAP', 'ZFX', 'CEP44', 'C1ORF111', 'FAM169B', 'GPR52', 'BPIFA2', 'ANKRD66', 'MPP4', 'GSDMB', 'CHCHD10', 'KC6', 'CCBL1', 'KCTD16', 'PSMB2', 'CDKN2AIP', 'KAT6A', 'MARCH6', 'EXOSC1', 'UGT1A6', 'LINC01588', 'HAGH', 'SYS1.DBNDD2', 'FABP5', 'PDE7B', 'OTUD7B', 'GJA3', 'KRTAP19.7', 'CDC16', 'MAP3K5', 'DIRAS1', 'ESYT3', 'LUZP2', 'CELF6', 'GNMT', 'SPIN3', 'ZDHHC5', 'LOC400736', 'ACTA1', 'MESDC2', 'UBN1', 'TMEM86B', 'MT1E', 'BATF2', 'SPAG4', 'GCNT7', 'ARHGEF15', 'GIT1', 'IQCC', 'NOX4', 'CDC42SE2', 'C9ORF173', 'CHRFAM7A', 'IKBKG', 'LOC493754', 'CPOX', 'BEST2', 'RNF185', 'GC', 'NRM', 'MYL6B', 'ARSJ', 'TCEB2', 'IL27RA', 'HSPA6', 'SCARNA23', 'GUCY1A2', 'RAX2', 'YPEL4', 'FAM47C', 'TMEM69', 'GOLGA8F', 'IRGM', 'KIAA0754', 'PP7080', 'AKIRIN2', 'UGT2B11', 'MRGPRD', 'EPHA1', 'PLEC', 'S100A9', 'OR4X1', 'UQCRHL', 'CABYR', 'ARL15', 'MTMR2', 'SLC8A1', 'ADAM9', 'NME4', 'ZFAND5', 'NUCB1', 'OR4C16', 'NR2F6', 'SNORD116.8', 'GGT1', 'OSR1', 'ZNF16', 'HHIP', 'DEDD2', 'ABCD2', 'HEXIM1', 'PPM1A', 'SLC12A2', 'ZNF805', 'SLC16A4', 'PIGP', 'LRRN4', 'ADH4', 'EFHC1', 'ZSWIM3', 'AURKB', 'ZKSCAN1', 'CSN1S2AP', 'RASL12', 'NFE2L3P2', 'TFAP4', 'RBMY1E', 'FABP9', 'C17ORF50', 'SOX8', 'QSOX1', 'STK17A', 'MYCL', 'ZNF608', 'APH1A', 'STEAP1B', 'YIPF4', 'TMEM189', 'SMG6', 'KLC4', 'KCNS3', 'MMS19', 'WASF2', 'THAP1', 'KRT37', 'C3ORF35', 'ZADH2', 'PPIF', 'RASGRP3', 'MAGEA5', 'CTSZ', 'GIP', 'CIRBP', 'HES4', 'FIG4', 'PCDH9', 'ZNF154', 'DHX57', 'AP3S2', 'GJD4', 'TMED8', 'MAGEA4', 'RASGEF1C', 'TKTL2', 'GLIDR', 'TOP1MT', 'MEP1A', 'WIPF1', 'STRN3', 'SNORA36C', 'HLF', 'TTYH1', 'SLC35E3', 'SHE', 'PPAPDC3', 'KIF1BP', 'VPS54', 'ZNF879', 'FAM183CP', 'SNORD32B', 'NFE2L3', 'FOXP1', 'NIPAL4', 'TAS2R46', 'TOP2B', 'SYNPO', 'GIPR', 'SCG5', 'LRRC37B', 'SLC10A1', 'ARL14EP', 'SMIM19', 'MTAP', 'ZNF561', 'PRSS42', 'TIMM21', 'SZT2', 'NAP1L6', 'LRRTM2', 'LINC00469', 'RNF19A', 'TACC3', 'SV2C', 'CAV1', 'DYX1C1', 'OR6S1', 'FAM124A', 'NARF', 'CADPS', 'IFNG', 'SYPL2', 'RAB8B', 'CATSPER3', 'FAM173A', 'LOC284661', 'EIF2B5', 'ARIH2', 'PRAMEF14', 'CTSW', 'OR52B6', 'LBH', 'SNORD29', 'OCIAD1', 'AUP1', 'BEX5', 'EFNB2', 'PI4KB', 'CYP2A6', 'MAFG.AS1', 'LOC152225', 'HERC2P2', 'ALG9', 'CCDC142', 'OR1N2', 'TMEM38A', 'DTX3L', 'VCP', 'C1ORF189', 'SLC6A20', 'MYLK4', 'TBL1X', 'SPTBN5', 'NOP10', 'ZSCAN22', 'EGR3', 'LMO3', 'FOS', 'IL21', 'WDR87', 'NPTX2', 'DCLRE1B', 'N4BP2L2', 'HSDL1', 'KCTD9', 'GSTA2', 'NOSIP', 'ZPLD1', 'MLF1', 'FAM182A', 'FRA10AC1', 'CEP112', 'GAS2L1', 'CCDC42', 'OR2B6', 'PIGN', 'SRXN1', 'NDUFB11', 'PDE3A', 'C1ORF116', 'MED18', 'SLC1A2', 'NKX6.1', 'PAGE2', 'RYK', 'AADAC', 'ALDH18A1', 'OAZ3', 'POF1B', 'TREML2', 'PTCHD2', 'ZNF580', 'BUB1', 'DYRK4', 'NT5M', 'INTS3', 'GRAP', 'CEBPD', 'IP6K2', 'GDF3', 'PCDHB7', 'LOC100132287', 'LCE2B', 'RHOG', 'PRTN3', 'DHFR', 'AMHR2', 'WBSCR28', 'CELF3', 'LTBR', 'RCAN3', 'LRRTM3', 'KCNV1', 'A2M.AS1', 'MRPL44', 'ZIC3', 'DPH5', 'ELN', 'PSIP1', 'HMBOX1', 'KDM8', 'DNAJC27', 'ENOX2', 'SPATA31D5P', 'ZBTB9', 'GPR62', 'TRIP10', 'HLA.DRB5', 'NUDCD2', 'NFKBIB', 'TMEM181', 'FAM84A', 'PDIA5', 'MS4A4A', 'OR1L1', 'PAX5', 'RNF220', 'TTTY23', 'EIF4EBP3', 'SRGN', 'TST', 'NEU1', 'REEP1', 'LINC00476', 'HOXB8', 'CACNG6', 'TTC33', 'TBCD', 'SPP1', 'HIGD2B', 'C17ORF53', 'PPM1G', 'COL26A1', 'TMEM176A', 'CKAP2L', 'SLC16A2', 'TAAR6', 'OR4D6', 'SMARCAD1', 'FAM83G', 'PTPMT1', 'MKKS', 'RPAP1', 'RNF222', 'CEP126', 'ZNF140', 'NIPBL', 'SP5', 'LOC340017', 'ST6GAL2', 'NF1P2', 'SP140L', 'ABL2', 'BCAS4', 'FOXO3', 'BRINP1', 'ATXN3', 'PVRIG', 'SKOR1', 'ITGA5', 'MUSTN1', 'WDFY4', 'GAS1', 'TMCO3', 'CLCN1', 'SH3PXD2A', 'INSC', 'TRAPPC6A', 'IGFBPL1', 'EMD', 'ALPK3', 'FHL3', 'RAB8A', 'G6PD', 'BLMH', 'DTHD1', 'PTDSS1', 'SETD8', 'SPATA24', 'FBXL19.AS1', 'BAP1', 'AZIN2', 'TFAP2C', 'CATSPERD', 'PTPN7', 'VRTN', 'RAPGEF3', 'NCF1C', 'DNASE1', 'SNORD114.21', 'LANCL1', 'TAF10', 'PRR34.AS1', 'DRAM2', 'OR10R2', 'NKTR', 'PDE6C', 'SLC9A4', 'CCDC88C', 'LOC647859', 'TMEM8B', 'SLC45A2', 'SNORD115.3', 'CA7', 'TMED3', 'HSPB7', 'YTHDC2', 'PTP4A3', 'ACLY', 'LGALS13', 'FAM183B', 'ZNF223', 'CCDC85C', 'WWC2', 'NCOA1', 'HIST1H2AH', 'ABHD4', 'ZBTB33', 'MYL2', 'GALNT11', 'IFNA13', 'USP44', 'TMEM52', 'PSMD5.AS1', 'TAPBPL', 'RNF43', 'SHISA6', 'PSMA8', 'SPG20', 'ABCD3', 'IQCF3', 'CBX6', 'TDRP', 'TACSTD2', 'DAZL', 'GALNT16', 'SNORA28', 'SEZ6L2', 'PCDHB15', 'USP17L6P', 'MAPK8', 'NPNT', 'MSI1', 'CHRDL1', 'STEAP2', 'TRAPPC2B', 'HAO2', 'LINC00598', 'LINC00470', 'APBB2', 'PAFAH2', 'HAPLN1', 'APLF', 'MIR155HG', 'NPM3', 'SESN2', 'PRG1', 'NPEPPS', 'MAPK8IP1', 'RPS6KA4', 'CDHR2', 'KRTAP19.2', 'IFNB1', 'HARS', 'ADORA2A.AS1', 'TMEM114', 'C8ORF76', 'TTTY17B', 'UTF1', 'OR2L1P', 'PTGER2', 'CNTN6', 'SPNS1', 'MPO', 'MRPL36', 'DCD', 'DAD1P1', 'HRG', 'OPALIN', 'FGF11', 'CHKA', 'EIF3B', 'C10ORF105', 'PTRH2', 'LGALS8', 'SNORA31', 'TIMM44', 'PUM1', 'SYN2', 'UBASH3B', 'GALNT4', 'QSOX2', 'TNFRSF21', 'STK16', 'FTHL17', 'RIPK2', 'ANKLE1', 'ZXDB', 'PALLD', 'SLC46A3', 'MRPL23', 'PCDH17', 'MICAL1', 'GREB1L', 'PF4', 'PCYT1B', 'SFMBT1', 'ZNRF2', 'C11ORF68', 'LINC00312', 'CTNND2', 'SCO2', 'TNFSF12.TNFSF13', 'C6ORF141', 'DR1', 'RRAGC', 'TMEM30A', 'CBLN4', 'OR56A3', 'ATG5', 'SNORD115.48', 'ZNF808', 'SYNGR2', 'BLVRA', 'PCDHA6', 'SHROOM1', 'GRIN3A', 'UNCX', 'TMEM200B', 'SLC5A9', 'EBP', 'MFSD8', 'PPP2R2D', 'BAALC', 'GAB2', 'R3HDML', 'SENP1', 'KCMF1', 'SLC25A36', 'SH2D6', 'PSD3', 'DNMBP.AS1', 'LINC01465', 'NUTM2G', 'DUSP15', 'FOXD4L1', 'LINC01105', 'NME7', 'CTCFL', 'CPQ', 'KYNU', 'TUSC7', 'LYPLA2', 'TMEM143', 'ZNF138', 'PHF2', 'MDH1B', 'LINC00589', 'HENMT1', 'C19ORF57', 'RYBP', 'LINC00167', 'PRSS36', 'TRA2A', 'LYRM2', 'NRK', 'LRRK1', 'OR4D5', 'SGK3', 'C12ORF57', 'MTFP1', 'LDHC', 'AXIN1', 'KRTCAP3', 'GYG2', 'CDK5R1', 'GNPTAB', 'ASAP1.IT1', 'TTK', 'ALG8', 'KLHDC4', 'EHMT2', 'SERHL2', 'NKX3.1', 'NUFIP2', 'GRAMD1A', 'MT3', 'VDAC1', 'HPCAL1', 'FAM86C2P', 'MTHFD2', 'DPYSL2', 'LAS1L', 'HTR2A', 'H1FX.AS1', 'IHH', 'PRODH2', 'FAM155A', 'C3ORF17', 'METTL4', 'PES1', 'KIAA0753', 'MMP10', 'OR7G2', 'ZNF552', 'PXYLP1', 'CDHR5', 'FAM21A', 'TECPR2', 'SVEP1', 'GPATCH3', 'MUT', 'TMEM236', 'RIOK1', 'POLD1', 'MTO1', 'CYP2C9', 'HDAC6', 'UBR5', 'TLE1', 'C14ORF166', 'FBXO36', 'GALK1', 'OR4D11', 'FOXK1', 'RPS6KA5', 'WFDC10B', 'MRPS15', 'BAX', 'RLN1', 'TOPORS', 'SLC6A11', 'STT3B', 'CCDC103', 'PCDH11X', 'UBL4A', 'LY86', 'MECR', 'SLC6A4', 'GPRIN2', 'FERD3L', 'CAPN15', 'PA2G4P4', 'TUBD1', 'GP1BA', 'MTMR12', 'ATP6V0C', 'STARD13', 'TXLNGY', 'ATAD5', 'SLC2A3', 'TTC31', 'DNAJB8', 'SNX27', 'GOLGA6L5P', 'OR5H6', 'TBC1D3B', 'RHOBTB2', 'EDA', 'EIF3CL', 'PRICKLE4', 'BMS1P5', 'FAM129A', 'MAGEB18', 'TECR', 'CTNS', 'OR10X1', 'MASTL', 'IL36B', 'MTHFSD', 'PREX1', 'LINC00111', 'DDB1', 'HNMT', 'GPR150', 'LOC100190940', 'PLSCR2', 'ULK1', 'CYTH2', 'BVES', 'PPIAL4G', 'GEMIN5', 'FN3KRP', 'TPM2', 'GPR19', 'PDZD8', 'FCGR1B', 'TMCO4', 'ATF6B', 'CCDC121', 'MYO15A', 'GRB2', 'TEX15', 'FOXJ1', 'PIPOX', 'TCP10L', 'PRKCG', 'BRMS1L', 'ZNF19', 'SNORA41', 'ANKRD34C', 'ZCCHC6', 'LSM2', 'OR5A1', 'PPT1', 'ARRDC3', 'OR2T2', 'JADE3', 'LINC01366', 'MOSPD1', 'ERI1', 'APIP', 'RPS6KC1', 'RAB7A', 'AMELY', 'TLE3', 'IL3', 'LOC285074', 'OR6F1', 'VLDLR.AS1', 'PNPLA3', 'SLC28A1', 'TRIM47', 'CAAP1', 'CRTAP', 'KIAA1324', 'UPF3A', 'YIF1A', 'VAMP8', 'NR5A1', 'LRRC75B', 'SLC25A20', 'MAN2C1', 'LINC01600', 'C1ORF210', 'MUS81', 'FAM214B', 'GTPBP6', 'CFP', 'C20ORF27', 'TRIM26', 'ZNF579', 'SGPL1', 'KRTAP26.1', 'KIF16B', 'PAIP2', 'LOC401127', 'CHTF18', 'CNBD1', 'LRRC37A6P', 'CH25H', 'OS9', 'LOC389705', 'ZNF773', 'PAK2', 'SERF2', 'LPAR6', 'FLJ42627', 'YRDC', 'TMEM198', 'CHRM4', 'RPL11', 'TLL2', 'F2R', 'ASB13', 'CLASRP', 'RHOBTB1', 'NRADDP', 'PLEKHA7', 'TCEAL5', 'SSB', 'GRASP', 'CES1', 'CYP4F12', 'KRTAP15.1', 'RGAG1', 'DENND5B', 'HNF1A', 'AGBL5', 'KRTAP5.1', 'KCNK10', 'DXO', 'WNT8A', 'TSPAN33', 'KCNA1', 'SNORD115.27', 'TIGD2', 'SLC25A19', 'SYAP1', 'KHDRBS2', 'CXORF51A', 'PHF7', 'ZNF709', 'LGALS14', 'BCL2A1', 'DNM1P35', 'CT45A2', 'TGM3', 'TXNRD1', 'FASTKD5', 'DICER1', 'C16ORF52', 'C9ORF117', 'FIGLA', 'DLX4', 'RPN2', 'SLAMF6', 'C19ORF60', 'YME1L1', 'PITPNC1', 'WDR12', 'SOX13', 'GJB7', 'SOS2', 'VCPKMT', 'RPS13', 'ANKRD6', 'ZNF765', 'CILP', 'LSM3', 'CERKL', 'SNORD115.5', 'ZNF157', 'MEX3A', 'GJC3', 'DCAF12', 'C1ORF64', 'PYGO1', 'VPS45', 'GAGE8', 'TEX2', 'PODXL', 'BRD2', 'SLC19A2', 'CEACAM1', 'DDX28', 'KRT71', 'GXYLT1', 'STS', 'PNISR', 'DNAJC17', 'AKAP9', 'C11ORF52', 'FAM83A.AS1', 'CLCC1', 'ZNF79', 'LAIR2', 'TDRKH', 'BUD13', 'C6ORF132', 'CCDC84', 'BET1', 'TBC1D2', 'SDPR', 'MAP3K12', 'LOC441204', 'GOLPH3', 'PGLYRP4', 'DSCR10', 'SERPINB1', 'LETM1', 'FAM138E', 'KCND1', 'ALX3', 'DNAH6', 'OR1E2', 'OR7D2', 'UCP1', 'FAM207A', 'PSMC6', 'SCARNA5', 'ULK4', 'OR51B6', 'NANOGNB', 'AJUBA', 'DCHS1', 'MESTIT1', 'TIPIN', 'RPRM', 'PPM1N', 'TGFA', 'RALGAPA2', 'LAPTM4A', 'OR52J3', 'MTCH1', 'ARMCX3', 'ZMYM4', 'CHST5', 'BBS9', 'POU6F2', 'ATP5B', 'CD37', 'SEMA7A', 'UXT.AS1', 'PPP1R2P3', 'ZFP1', 'ZNF131', 'MUCL1', 'OR51D1', 'PI4K2B', 'MRRF', 'FIGNL2', 'SLC26A6', 'LOC100130691', 'SNORD116.20', 'ORC3', 'LGMN', 'HDAC11', 'SNORA70C', 'ZC3H12D', 'CD226', 'BCL3', 'KIR2DS4', 'VNN1', 'C19ORF53', 'FAM101B', 'C11ORF63', 'PRR15', 'PACS1', 'IZUMO1R', 'DPY19L3', 'USH1C', 'SMIM10', 'PITX3', 'KIAA1033', 'UNC79', 'RAET1G', 'SPOP', 'EPHX3', 'DNM2', 'MORN5', 'ZNF396', 'WDHD1', 'GTPBP2', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05546789854165435
		RMSE:  0.4652085657713222
		NRMSE:  0.11180210665016156
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04275496084346875
		RMSE:  0.4295356456720749
		NRMSE:  0.1544592202783541
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  LinearRegression
		Pearson Correlation:  0.8999534796539688
		Spearman Correlation:  0.8386482092119079
		Coefficient of Determination:  0.8098951370935983
		RMSE:  0.19743393496681774
		NRMSE:  0.047448674589477956
		MAPE:  305.5208807501417
		Pearson Correlation:  -0.034358243621823194
		Spearman Correlation:  0.10930246454067559
		Coefficient of Determination:  -3.061156917433051e+22
		RMSE:  73595434582.45708
		NRMSE:  26464610227.788513
		MAPE:  4712472986557.732

	Predictor:  ElasticNet
		Pearson Correlation:  0.5518957836887852
		Spearman Correlation:  0.518571407177952
		Coefficient of Determination:  0.2767788522062582
		RMSE:  0.3850886749148284
		NRMSE:  0.09254714609825244
		MAPE:  731.034317737318
		Pearson Correlation:  0.4782458922575012
		Spearman Correlation:  0.4591015510681885
		Coefficient of Determination:  0.22700703751703222
		RMSE:  0.3698246440607252
		NRMSE:  0.13298739403097026
		MAPE:  751.073645198047

	Predictor:  RandomForests
		Pearson Correlation:  0.47937208825300054
		Spearman Correlation:  0.4930585894929243
		Coefficient of Determination:  0.21238736582605244
		RMSE:  0.4018662415978787
		NRMSE:  0.0965792457577214
		MAPE:  642.5754331472508
		Pearson Correlation:  0.4769228754117753
		Spearman Correlation:  0.4673924050917754
		Coefficient of Determination:  0.21511218415289168
		RMSE:  0.3726592208595591
		NRMSE:  0.1340066959831562
		MAPE:  798.8194785609955

Protein:  CTNNB1
x_train_column_count:  994
x_train columns:  ['FCGBP', 'ALOX12P2', 'ANXA9', 'IL1RL2', 'CRAMP1L', 'CENPB', 'HOXA9', 'NKD1', 'MAGOH', 'XIRP2', 'NKAIN4', 'ATG4C', 'FBLN7', 'OR2M4', 'CALCOCO2', 'PSAT1', 'MYLK2', 'MPV17L', 'CDK1', 'CLK4', 'OR4M1', 'RASGEF1B', 'NRXN1', 'MAP2K1', 'WBP1', 'FERMT2', 'VPRBP', 'A2M.AS1', 'GDF6', 'PLEKHH1', 'PWWP2A', 'DOK1', 'GJB2', 'JAKMIP1', 'ZNF678', 'SLC35G3', 'MAGEA12', 'OLFM3', 'OR4K15', 'PIGR', 'MVP', 'NR2E3', 'FSTL1', 'ZNF341', 'CD5L', 'CASC8', 'TRNT1', 'RTP2', 'FCER2', 'OR6V1', 'OR52W1', 'LHPP', 'PTK6', 'LRRC25', 'MYO1C', 'SNHG5', 'RBM15B', 'CCDC185', 'SNORD113.6', 'PFKFB4', 'RPP25L', 'CHI3L2', 'UCN2', 'DEFB114', 'TEKT4', 'BMP6', 'MRPL52', 'ELOVL1', 'TTC7B', 'SACM1L', 'DMRT1', 'ALG9', 'SNORD6', 'SLC30A8', 'SOX18', 'EVA1B', 'PLK5', 'SMIM20', 'ZNF778', 'UBE2M', 'METTL21B', 'ANP32AP1', 'SRFBP1', 'RAB38', 'CTNNA1', 'ARMC1', 'PNLDC1', 'LRP2', 'FJX1', 'NME1', 'GCSAML.AS1', 'NDUFA7', 'TEAD3', 'PRICKLE4', 'ARID2', 'TMPRSS13', 'H2BFWT', 'FYB', 'C16ORF91', 'FAM106CP', 'RSPH14', 'FRMD1', 'TMPRSS11D', 'KCNF1', 'SNORD79', 'BST2', 'FUT2', 'PNPLA1', 'ACBD7', 'LINC00893', 'FAM92A1P2', 'TMEFF1', 'LINC00592', 'AARS2', 'MAGEB3', 'SULF2', 'OPN3', 'FAM95B1', 'GTPBP8', 'ACOT13', 'ITGAX', 'TMEM170B', 'SLC39A3', 'FAM195A', 'ITPR2', 'UPP1', 'HSPB11', 'LOC441666', 'USP48', 'GPHN', 'HGFAC', 'CCDC73', 'RHOA', 'USP42', 'TMEM217', 'NAGLU', 'DNAJC25.GNG10', 'L2HGDH', 'PGGT1B', 'BDH1', 'CHAF1A', 'ZNF382', 'STX17', 'FRMD6', 'AFAP1.AS1', 'LDLRAD3', 'SMARCA5', 'MPHOSPH9', 'AIP', 'RGS16', 'SLC11A1', 'MYH10', 'ZYX', 'PARP15', 'DENR', 'CSNK2A3', 'PNISR', 'DOK2', 'LINC01547', 'AADACL3', 'SLC35A1', 'CHAC2', 'ZNF334', 'RDH5', 'TIMD4', 'SIPA1L3', 'SH3BP2', 'THOC5', 'CCL18', 'TXNDC9', 'SLC7A5P1', 'SLC1A6', 'SLC30A7', 'GNAI2', 'ATP6V0D2', 'PPAPDC1B', 'ZNHIT2', 'C21ORF91', 'SLC24A5', 'PEX12', 'AOX1', 'TNNT2', 'SNX17', 'MEA1', 'LGSN', 'FAM47E', 'STOML2', 'RHBDD2', 'APOA2', 'LBR', 'MTRF1L', 'KISS1R', 'SFXN2', 'PRPF4', 'PLEKHD1', 'LRRC45', 'DKK2', 'SLC2A4', 'FAM204A', 'CFHR4', 'TFPT', 'RGPD8', 'DACT2', 'LIN7B', 'OR4N2', 'RPL11', 'NEK4', 'HEATR5A', 'BTF3L4', 'LDOC1', 'LOC388242', 'ACAN', 'MYH3', 'DCDC2', 'TROVE2', 'CRYBA2', 'DGAT2', 'ASIC4', 'CDK19', 'C3ORF84', 'SULT1C3', 'COX7B2', 'IL11', 'GIGYF1', 'EDEM2', 'NCAM1', 'CORO7', 'C17ORF97', 'CNNM4', 'KATNB1', 'NAA20', 'SLC39A11', 'TTC29', 'OR2F2', 'RNF219', 'ZNF653', 'OR2A9P', 'IL13', 'C4ORF50', 'CNTROB', 'PROSER3', 'DSTN', 'TTC39B', 'PAX7', 'AATBC', 'ERCC1', 'TYK2', 'MFRP', 'OR1N1', 'CXORF36', 'PBXIP1', 'PHYHIP', 'SLC15A2', 'HCG18', 'ZNF813', 'ITGB7', 'IL1RAPL2', 'CPTP', 'NAT16', 'LSM3', 'RPL3L', 'SOX3', 'RAB22A', 'MSGN1', 'ENG', 'IPW', 'FMO1', 'FBXL22', 'TNFAIP8L2', 'NLRP1', 'TCL1A', 'DPP9', 'LRFN1', 'DEGS1', 'FIGF', 'TMPRSS11B', 'SPDYE5', 'CBX4', 'IHH', 'ARCN1', 'RNF141', 'DACT3', 'CNGB3', 'API5', 'AJUBA', 'ZNF626', 'DNASE1L3', 'SLC25A18', 'FSCB', 'ASB13', 'GOLGA2P6', 'PDIA5', 'SLC2A13', 'SPATA45', 'REPS2', 'BCL11A', 'EPHA5', 'PSG6', 'CXORF40A', 'PRDM12', 'XKR4', 'SNRPF', 'SLC6A17', 'UPRT', 'METAP1D', 'CCKAR', 'DZIP1L', 'PCDHB5', 'HPCAL4', 'FREM1', 'TSPYL4', 'HSPB7', 'PITRM1', 'NUDT18', 'CLEC2D', 'ACACA', 'ZNF213', 'SNORD19B', 'C1GALT1', 'SFR1', 'DHX37', 'EWSR1', 'PTGES2.AS1', 'RPE', 'TRIM28', 'MAP6', 'GDPD5', 'TRIM37', 'EFR3B', 'SCLT1', 'ACTBL2', 'PCBD2', 'C4ORF22', 'TLR8', 'PAX4', 'PRKD3', 'PTP4A2', 'ZNF611', 'C1ORF100', 'PROS1', 'WISP2', 'PRRC2C', 'FBXO44', 'MRPL46', 'NME1.NME2', 'ELL3', 'STRAP', 'AKR7A3', 'NBPF9', 'TBC1D5', 'NPS', 'CD40', 'TNFRSF14', 'CHD4', 'NT5DC3', 'P2RY12', 'CDK17', 'ST3GAL1', 'ARHGEF19', 'DPH3P1', 'GOLGA2P7', 'NBPF22P', 'AADAT', 'GDE1', 'RAB3C', 'UBQLNL', 'TAS2R19', 'PPP2R1B', 'CADM3', 'MOSPD1', 'SIX1', 'LCMT1', 'INTS4P2', 'PDE1B', 'SMPDL3B', 'PDZRN3', 'FBXO48', 'RPUSD2', 'MAP4', 'SLX4', 'LIN28B', 'PCDHB2', 'MAGEB2', 'SLCO6A1', 'FOXC2', 'ZDHHC21', 'ZCCHC12', 'OR2A2', 'TRIM35', 'PARK2', 'DPH1', 'OR5W2', 'PRAMEF10', 'ESPNL', 'HIST2H2BF', 'EDEM3', 'TPPP3', 'PLA2G2F', 'COL6A4P2', 'ETAA1', 'F3', 'ZNF677', 'TRIM17', 'ABCF1', 'SVIP', 'RAB9B', 'POLR1B', 'TIMM9', 'TEX14', 'APOA1', 'C17ORF75', 'MCM7', 'ECI2', 'TRAF3IP2', 'GJA9', 'OSTN', 'FRMD4B', 'R3HDML', 'EEF1E1', 'OR52B6', 'FAM162B', 'RBM34', 'MMD2', 'HEATR4', 'FOXA2', 'KRTAP5.4', 'ZBTB22', 'SERTAD4', 'TBP', 'JHDM1D.AS1', 'SLAIN2', 'SRSF2', 'PPP6R3', 'PRMT2', 'TMEM155', 'AGAP11', 'SMAD9', 'DKFZP434J0226', 'RAX', 'FAM160B2', 'INSL3', 'GPR173', 'CRBN', 'SFMBT1', 'MCPH1', 'TPM3', 'MMP13', 'C11ORF96', 'OR51G1', 'OR13C4', 'ATF7IP', 'HIST2H2BA', 'C16ORF82', 'HMG20B', 'SPA17', 'OTUD6B', 'OR8G2', 'PSKH1', 'UNC119', 'RAB11FIP5', 'KLF3.AS1', 'CHMP1B', 'RAB8A', 'SVIL', 'ART5', 'HILS1', 'SMAD5.AS1', 'DGKQ', 'OR5B12', 'RSRP1', 'STRC', 'GTF2H4', 'ASF1B', 'LIPM', 'PHKB', 'MGC2889', 'LMX1A', 'INTS7', 'IMMT', 'DLD', 'LANCL2', 'C11ORF52', 'C1ORF68', 'TM2D3', 'RHPN2', 'ADAT3', 'PIK3C2B', 'OPN1SW', 'C7ORF72', 'BASP1', 'ZNF184', 'BTN2A1', 'ARF4', 'ZNF667', 'PAIP1', 'SDR42E1', 'CCDC103', 'MCTP2', 'IFT57', 'TTLL2', 'FAM200A', 'FBXL14', 'DDHD2', 'RAP1GAP2', 'RREB1', 'PCDHB8', 'PDRG1', 'USP53', 'DUSP21', 'VRK3', 'FAM136A', 'CSK', 'LBP', 'AKR1D1', 'ARL6', 'SNORD116.29', 'FTLP10', 'MRPL38', 'C1ORF61', 'TXLNGY', 'ORC1', 'PRSS30P', 'SLC8B1', 'METTL7A', 'ZC3H12D', 'SNORA55', 'SPNS1', 'CYP4F22', 'LPCAT4', 'C20ORF27', 'PNO1', 'RNF182', 'FAM217A', 'NUP37', 'XPC', 'RHOH', 'DPYSL5', 'URB1.AS1', 'TMEM154', 'C6ORF15', 'EVA1A', 'SRPR', 'TIMM13', 'CLEC4M', 'OR51V1', 'HNMT', 'LINC00160', 'TPD52', 'OR5M8', 'TBL2', 'PTGDR', 'EMILIN2', 'CCDC54', 'ZNF426', 'PHF5A', 'C5ORF64', 'DPRXP4', 'FLRT1', 'ANKMY2', 'TPTE2P3', 'SNORA70C', 'DNAJC13', 'LCE1C', 'APOBEC2', 'PCDH7', 'COMP', 'ADIG', 'DENND1C', 'LINC01565', 'MINPP1', 'CDKN2B', 'IDNK', 'DTNA', 'SLITRK1', 'PRKRIR', 'MED1', 'EVI5', 'GLP2R', 'C2CD2L', 'F2RL1', 'GSTZ1', 'GPR82', 'SLIT3', 'STK26', 'ATAD5', 'LAMA5', 'OR2T11', 'KIAA1671', 'ST13', 'COX6A2', 'ZNF41', 'GPC4', 'GMPPB', 'METAP2', 'PCYT2', 'SLAMF7', 'CHRNA7', 'POC1A', 'OR2C1', 'GFAP', 'RASA4', 'ASPHD2', 'FIGLA', 'LACC1', 'SUPT7L', 'PTAR1', 'MIXL1', 'FDXR', 'C7ORF73', 'SIGMAR1', 'ATPIF1', 'KIZ', 'OR51M1', 'CCDC102B', 'PPP2R3A', 'SH2D1A', 'RPGR', 'CENPP', 'SLC52A1', 'OR6T1', 'FHL5', 'DEFB135', 'SLC35E3', 'KRT6C', 'MYO5C', 'RBMY1F', 'IRF2BP1', 'PCYOX1', 'C2ORF57', 'SEL1L', 'BAZ1A', 'ADCY8', 'MEPCE', 'PRR14', 'SMAD3', 'HIGD1B', 'RANGRF', 'ZNF511', 'DTNBP1', 'NFKB2', 'MED29', 'SLC6A15', 'BRICD5', 'SLC17A2', 'GSDMD', 'VSX1', 'MMP23B', 'GPIHBP1', 'PLBD2', 'ZNF226', 'CTAGE5', 'CISD2', 'PGLYRP3', 'ACTRT3', 'CAPN5', 'KCNK2', 'TNFRSF4', 'HDX', 'CCDC78', 'MRPS23', 'ZAK', 'TNS2', 'TPPP', 'AMD1', 'CXORF56', 'EIF4E3', 'ANGPTL6', 'DUSP6', 'IL18RAP', 'SERPINB8', 'PLBD1', 'BLOC1S3', 'PDE12', 'C10ORF10', 'ANKRD22', 'TMEM156', 'SPRR3', 'CAPN7', 'PANK4', 'GDAP1', 'NCBP1', 'CCL7', 'CAMTA1', 'DUSP15', 'TFAP2B', 'APOPT1', 'NFKBID', 'CEP68', 'CARKD', 'SLC35F3', 'SCN1A', 'SEC61G', 'ETFA', 'PRAMEF16', 'UGT2B15', 'HAUS7', 'GABRB2', 'IRGQ', 'C2CD2', 'CD300E', 'GUSBP5', 'LOC284379', 'TSPO', 'PHOX2B', 'ZNF781', 'METTL21A', 'TRPV5', 'DTYMK', 'LRRC56', 'NMS', 'HOXB5', 'MRPL44', 'SERPINE3', 'RPPH1', 'SNORD25', 'KMT2D', 'SLC16A5', 'SNORD115.7', 'ZNF416', 'SNORA81', 'ATP5D', 'TRAPPC2', 'ZNF578', 'MAPKAPK5.AS1', 'UGT3A2', 'OS9', 'TRPS1', 'ZCCHC7', 'SOX2', 'NCF2', 'BEST2', 'PRG3', 'GPR65', 'ZP2', 'TM6SF1', 'SULT1A1', 'POLR2G', 'OSBPL9', 'DRC7', 'TAS2R46', 'LRRC7', 'PHKA1', 'ARHGAP30', 'HMGN3', 'TIFAB', 'TTF2', 'NFYC.AS1', 'CTBP2', 'RDH11', 'APBA1', 'FZD5', 'PTCD1', 'OR51T1', 'KCNS2', 'KRT82', 'OR1J1', 'PIWIL1', 'PCBP3', 'ABR', 'POLA2', 'PRX', 'EGR4', 'DLEC1', 'MANBA', 'PSEN2', 'CSMD3', 'NEUROD2', 'ZNF777', 'ANO9', 'SLC25A51P1', 'SNORD4A', 'SERPINB4', 'LPPR3', 'MAGEC1', 'TMEM231', 'SLC16A11', 'COPS3', 'NDST2', 'RGMB', 'RAB15', 'LARS', 'THYN1', 'TRIML2', 'THAP10', 'SIRT5', 'IL15RA', 'KIF18A', 'ZNF33A', 'EEF2', 'MAGEL2', 'ZSCAN25', 'KANSL3', 'HGF', 'RTN4', 'FEZF2', 'YWHAQ', 'PSTK', 'HOXB6', 'ZNF322', 'FOXRED2', 'PMS2P4', 'KDM4D', 'ENO2', 'OR4D5', 'ABCA11P', 'SEPT7P2', 'TOR1B', 'UNC5A', 'TMEM119', 'TREML5P', 'FIS1', 'SPINK9', 'CD164L2', 'SLC13A2', 'OR2C3', 'HHATL', 'C8ORF33', 'TMOD2', 'MCOLN1', 'NUGGC', 'ZNHIT6', 'SLC26A8', 'PSMC3', 'TSPAN5', 'SERINC3', 'ALG14', 'SLFNL1', 'MCMBP', 'OR2AK2', 'NAP1L5', 'BIVM', 'LRRC69', 'ZBBX', 'ANO2', 'TCIRG1', 'APBB1', 'CRLF1', 'DSCR3', 'LRRC52', 'ZNF19', 'FOXC1', 'FAM3B', 'MDM2', 'RAC3', 'EFCAB6', 'ATP1B1', 'STAB2', 'SNORD116.23', 'MIIP', 'PAX1', 'ZC3H8', 'TOR3A', 'MVK', 'C8ORF34', 'FMO4', 'RNF39', 'SMUG1', 'FAM138F', 'OR7C2', 'MMP17', 'SDC3', 'IFNK', 'ERICH5', 'CXADRP3', 'C12ORF77', 'PSAP', 'ANXA3', 'SUSD1', 'OCRL', 'P2RY6', 'LCN10', 'IL1RAPL1', 'WIPI2', 'TJAP1', 'TMEM9', 'FAM196B', 'RFFL', 'MORF4L2', 'LRP2BP', 'ITGA8', 'KATNBL1', 'ZDHHC14', 'NOXA1', 'FAM209A', 'C9ORF171', 'CBLN3', 'TPTE', 'SCAND2P', 'LINC00341', 'ASB16', 'MFSD7', 'KLK1', 'RAPGEF2', 'ATRNL1', 'ZDHHC22', 'ICOSLG', 'SATB2.AS1', 'REV1', 'TNPO1', 'ATL2', 'LINC01554', 'UQCRHL', 'SNORA8', 'PAIP2', 'EPHA4', 'ARFGAP1', 'FEN1', 'ALOX5AP', 'CCDC82', 'MOGAT3', 'SIKE1', 'ZNF571', 'ANGPTL3', 'KLHL12', 'C14ORF166', 'PER1', 'CABP7', 'SHB', 'RET', 'MYO1E', 'MTHFD1', 'RB1CC1', 'NLE1', 'CEACAM21', 'KRT17P5', 'FSD1', 'RAPGEFL1', 'TSG101', 'WDR81', 'LRRC61', 'ARL6IP5', 'C5ORF15', 'DUT', 'ERRFI1', 'LINC00661', 'CNOT11', 'POGK', 'SLC6A11', 'MAP1LC3B', 'TRIM49D2', 'ARL14', 'OR2AG2', 'C2CD4C', 'SMARCD3', 'FAM109B', 'G6PC3', 'MSMP', 'OR52E8', 'LOC344967', 'MIEF2', 'CCDC177', 'CTR9', 'FOXJ2', 'SNORA66', 'DNAJC30', 'PSENEN', 'VRK2', 'LYPLAL1', 'GPR17', 'SDK1', 'HSPA1B', 'DEFB110', 'TSG1', 'SUB1', 'SIM2', 'DBX2', 'PRKCA', 'RAB42', 'AGGF1', 'ZFP62', 'RPL23', 'SKAP1', 'FOSL2', 'CYP4V2', 'ZMIZ1.AS1', 'ROGDI', 'LOC388955', 'MGC57346', 'C9ORF50', 'SCARNA9L', 'ZNF430', 'MTMR3', 'TBC1D22B', 'HYAL3', 'OR52A5', 'HLCS', 'ZNF222', 'SLC22A1', 'CHD8', 'NFE2L3P2', 'MAX', 'AVPR1A', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.41897644861846284
		RMSE:  0.8782004120680554
		NRMSE:  0.17699587078381512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5843844136424388
		RMSE:  0.9452480588674593
		NRMSE:  0.23451795238114906
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  LinearRegression
		Pearson Correlation:  0.8962389405868062
		Spearman Correlation:  0.8896482405470743
		Coefficient of Determination:  0.8029989910669187
		RMSE:  0.32722032230226833
		NRMSE:  0.06594923560518942
		MAPE:  293.00145784798707
		Pearson Correlation:  -0.08396039230669851
		Spearman Correlation:  0.13788007194720195
		Coefficient of Determination:  -1.8436517279530144e+23
		RMSE:  322444486920.135
		NRMSE:  79999128397.79066
		MAPE:  24716452846790.934

	Predictor:  ElasticNet
		Pearson Correlation:  0.6351051880162676
		Spearman Correlation:  0.6236574538302829
		Coefficient of Determination:  0.3696875968777742
		RMSE:  0.5853073387407441
		NRMSE:  0.11796508026296314
		MAPE:  419.2904088200419
		Pearson Correlation:  0.3854236494277478
		Spearman Correlation:  0.36604721490586284
		Coefficient of Determination:  0.139321073102452
		RMSE:  0.6966844197678346
		NRMSE:  0.17284881153372567
		MAPE:  246.86920421662157

	Predictor:  RandomForests
		Pearson Correlation:  0.4751907734786614
		Spearman Correlation:  0.4717225939055101
		Coefficient of Determination:  0.16289702084324797
		RMSE:  0.6745210177827223
		NRMSE:  0.13594554644229243
		MAPE:  600.5320518734235
		Pearson Correlation:  0.4447741976788496
		Spearman Correlation:  0.36966149643937185
		Coefficient of Determination:  0.12723260440728412
		RMSE:  0.7015599207355059
		NRMSE:  0.17405843317012504
		MAPE:  279.9986158150654

Protein:  CCNE1
x_train_column_count:  352
x_train columns:  ['MOS', 'TTTY5', 'FAM111B', 'ASB1', 'CST13P', 'PLA2G4D', 'KIR2DL4', 'MSANTD2', 'C2ORF69', 'MED21', 'POLR1C', 'TCAF1', 'PHF14', 'GPHN', 'CCDC97', 'BLOC1S3', 'ZNF304', 'USP40', 'TACC1', 'SLAIN2', 'FAM78A', 'PTP4A3', 'SPIRE1', 'MVB12A', 'KMT2B', 'FXYD7', 'TGFBI', 'PDE6D', 'WFDC10B', 'ZUFSP', 'TTF2', 'AMZ2P1', 'ANLN', 'AFF1', 'ZYG11B', 'TBCEL', 'LOC645752', 'LINC01566', 'HS3ST1', 'DNAJC1', 'PROKR2', 'WFDC5', 'GOLPH3L', 'VENTXP7', 'OGT', 'SKA3', 'OGFOD3', 'CAGE1', 'PRSS16', 'IRF9', 'LINC00606', 'AFAP1.AS1', 'FRAS1', 'PLEKHN1', 'UBE2E2', 'ARL15', 'LRRC71', 'ZNF398', 'GPR32', 'MFF', 'LTK', 'FTH1P3', 'FN3K', 'SLC34A1', 'TAS2R60', 'CFTR', 'HERC5', 'SH3BP5L', 'ENTPD7', 'MPLKIP', 'FBXL8', 'FAM45A', 'MAPT.IT1', 'VWA1', 'GPR19', 'STK32C', 'NR5A2', 'SULT1E1', 'PMM1', 'CCDC64', 'MAPK10', 'MBD3', 'CTXN2', 'PDZD4', 'CDC123', 'SPATA32', 'GABRB1', 'SLC7A13', 'ARHGEF11', 'LGALS13', 'FGF12', 'P4HTM', 'ZGRF1', 'DKK1', 'SNORD53', 'UQCC2', 'ANKRD29', 'ARPC2', 'MT1IP', 'DHRS2', 'LPP', 'ADIPOR2', 'SLC2A8', 'LOC115110', 'POF1B', 'ZNF184', 'SLC23A3', 'PRSS30P', 'CCDC106', 'LIN9', 'VRK2', 'HMG20A', 'VAPB', 'DNAJC2', 'GTPBP6', 'PAGE2B', 'TOP3B', 'FUT2', 'GRXCR2', 'SNORA46', 'MYL6B', 'PINK1', 'MAGEA12', 'FAM21C', 'KMT2A', 'GPR183', 'NBL1', 'PCDHAC2', 'OR2T2', 'POMZP3', 'CXORF57', 'CLN6', 'NLRX1', 'NFKBIZ', 'NOMO3', 'CACNG6', 'TRIM74', 'SIDT2', 'UBL3', 'HRH1', 'MSTN', 'NEK7', 'ADCY7', 'CDH15', 'CRELD1', 'SMIM12', 'FAM208B', 'UNC93A', 'MYBPHL', 'TMEM130', 'OSBPL11', 'RAB11FIP2', 'PPIE', 'NOP58', 'CYSLTR2', 'CPA2', 'GPAA1', 'KIAA1257', 'KLK3', 'ACOX2', 'OR4C45', 'PRAP1', 'PAOX', 'STK10', 'CT45A2', 'HMCN1', 'LENG8', 'ADD2', 'NCOR2', 'DHX15', 'OR2F2', 'ACOT7', 'REEP2', 'XPO5', 'EVI2A', 'PKIB', 'LOC441666', 'MAP1A', 'ZNF397', 'C2ORF15', 'COQ4', 'VAX2', 'ANXA10', 'TUBB8', 'C8ORF82', 'CHRAC1', 'POM121L10P', 'C2CD4C', 'RNASEH2A', 'IFNA7', 'DDX1', 'SAPCD2', 'PAX5', 'CSDC2', 'SUPT4H1', 'KCNH2', 'CYP4F30P', 'ADAMTS16', 'PTK7', 'RALGPS2', 'GATC', 'C20ORF202', 'TATDN2', 'TIAM1', 'MPZ', 'LINC00899', 'HRASLS2', 'FAM83B', 'LGALS8', 'LINC00482', 'SCHIP1', 'TDGF1', 'E2F2', 'LAP3', 'UBE2Q2', 'VANGL2', 'IFNK', 'FAM167A.AS1', 'C2CD2L', 'COMTD1', 'REC114', 'PAQR4', 'DCAF15', 'KRTAP19.7', 'TMED2', 'ZNF524', 'ANK2', 'TMEM168', 'CNTNAP2', 'CWC25', 'SBDSP1', 'GJA5', 'PGA3', 'IMPDH2', 'KIAA1467', 'MPZL1', 'NLRP12', 'PIDD1', 'CATSPERG', 'NDUFA3', 'ZNF688', 'INSM2', 'ABCA8', 'CHCHD2', 'MARCKS', 'CACTIN', 'ZMAT1', 'MEPCE', 'IL13RA1', 'SNORD15A', 'SRFBP1', 'EIF1AD', 'RANBP6', 'TRIM17', 'METTL5', 'UG0898H09', 'ACTR10', 'CXADRP3', 'ZNF19', 'RBMXL3', 'PKD1L3', 'ZAR1L', 'OR5M3', 'XPR1', 'NAP1L5', 'SNORD62A', 'PROP1', 'SLC35B3', 'NEO1', 'OR5AC2', 'VPS41', 'IL1RAP', 'ELP4', 'SERINC4', 'PCDHGB4', 'CKB', 'FBXO2', 'TERF2', 'WDR31', 'SGK223', 'DCAF12L2', 'LY86', 'ERICH1', 'ERICH4', 'BRWD3', 'HECTD2', 'ZP3', 'ABCA1', 'B2M', 'PIK3C2A', 'ADRA1D', 'LCE1C', 'SGCE', 'PCNP', 'TRAF2', 'AP2M1', 'RAB11FIP5', 'MYO1B', 'METTL21C', 'ELOVL3', 'RBM33', 'GPATCH2L', 'NKX2.1', 'MYRF', 'RMI2', 'NAB2', 'ENTPD2', 'LRRN1', 'GKN1', 'ADGRD1', 'TNRC6B', 'PRO0611', 'NRXN2', 'ZNF614', 'PHLDB3', 'C2ORF78', 'PRR23C', 'SAXO1', 'ASAP1.IT1', 'C11ORF70', 'LAMP3', 'FAM9B', 'SLC17A9', 'NCR2', 'RGL2', 'SNORD73A', 'ATP4B', 'ATP2A3', 'NAT10', 'OSBPL10', 'SEC11A', 'MRVI1', 'HCFC1', 'SHARPIN', 'PIEZO2', 'TMEM244', 'SFTA3', 'KLHL28', 'ITGAE', 'SPPL2B', 'OR1C1', 'PTPRE', 'CDH10', 'SNCAIP', 'HIC1', 'PLG', 'SH2D3A', 'CASP4', 'SON', 'WRB', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.7135069779129597
		RMSE:  0.7967382438332794
		NRMSE:  0.19227700939577658
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.179220592822603
		RMSE:  0.7927883268238614
		NRMSE:  0.2823823069719898
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.48367116033059243
		NRMSE:  0.11672446372338549
		MAPE:  119.9663870203584
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008650225247206267
		RMSE:  0.5393577763958428
		NRMSE:  0.19211318838676503
		MAPE:  85.21064296831354

	Predictor:  LinearRegression
		Pearson Correlation:  0.5210408978318133
		Spearman Correlation:  0.431165640147048
		Coefficient of Determination:  0.018885674368924188
		RMSE:  0.4790821624583755
		NRMSE:  0.11561699989342267
		MAPE:  113.7043389605567
		Pearson Correlation:  -0.01691327088329989
		Spearman Correlation:  0.3003571017137838
		Coefficient of Determination:  -2.5062646293326614e+23
		RMSE:  268856234823.17258
		NRMSE:  95763574291.42389
		MAPE:  7784884110840.408

	Predictor:  ElasticNet
		Pearson Correlation:  0.5964081598569564
		Spearman Correlation:  0.5218741493982612
		Coefficient of Determination:  0.33418615735381063
		RMSE:  0.3946631725779331
		NRMSE:  0.09524414715783795
		MAPE:  91.26387933546006
		Pearson Correlation:  0.647278394977802
		Spearman Correlation:  0.5323041654472734
		Coefficient of Determination:  0.35058046566114254
		RMSE:  0.43278213372755553
		NRMSE:  0.15415214024133767
		MAPE:  61.73151422874981

	Predictor:  RandomForests
		Pearson Correlation:  0.5980547520190452
		Spearman Correlation:  0.4915775519609692
		Coefficient of Determination:  0.27681834198624056
		RMSE:  0.41131438074800386
		NRMSE:  0.09926258675772953
		MAPE:  100.12341093269764
		Pearson Correlation:  0.6132235374406412
		Spearman Correlation:  0.458690025283624
		Coefficient of Determination:  0.26079205786801074
		RMSE:  0.4617319871496959
		NRMSE:  0.1644637532144954
		MAPE:  68.99835687438369

Protein:  CCND1
x_train_column_count:  859
x_train columns:  ['SNORD88A', 'HSD11B1', 'SDC4P', 'IFNA17', 'LINC00461', 'HCN3', 'GORAB', 'RUFY3', 'HLA.H', 'CLK4', 'GFI1', 'ZNF85', 'KCNK4', 'TNPO2', 'ARHGDIA', 'ZBTB21', 'OR4F15', 'RYR2', 'KHDC1', 'ZSWIM5', 'RIPK3', 'IFT46', 'FAM212A', 'ASZ1', 'LRRC28', 'ZC2HC1C', 'RNF185', 'C1ORF177', 'SMIM4', 'FKBP3', 'POLR3B', 'MACF1', 'LOC400736', 'NRSN2', 'ZNF182', 'PCID2', 'KDSR', 'DNAJC12', 'USP20', 'CENPL', 'BNIP3', 'WWP1', 'NMUR1', 'SLC35A4', 'GRXCR2', 'COL13A1', 'ADI1', 'TTYH1', 'CEACAM22P', 'ZNF136', 'C5ORF56', 'MRPL52', 'ZNF578', 'PDAP1', 'IRAK2', 'SQLE', 'THEM4', 'UTP15', 'RPS28', 'NSUN6', 'SAA4', 'CALN1', 'ASB6', 'TNN', 'FAM95B1', 'PHLDB2', 'KCNH2', 'PCYOX1', 'ATXN1', 'C2ORF27A', 'UMODL1', 'IZUMO1', 'ANKRD30A', 'OGFOD3', 'SERPINB7', 'DDX23', 'TRMT10C', 'ARHGAP19', 'SLC28A3', 'ANKRD19P', 'GINS4', 'EXTL1', 'LRRC19', 'CCDC53', 'PARP4', 'BSND', 'PSMB5', 'POPDC2', 'TMEM109', 'PFN1P2', 'MRM1', 'GRAMD4', 'ADARB1', 'SPHKAP', 'BICD1', 'MEOX1', 'PWP1', 'ERGIC2', 'LCMT2', 'SLCO1B3', 'RNF17', 'N4BP2L2.IT2', 'PANX1', 'ACTA2', 'PLGLB2', 'TMEM219', 'CEP162', 'UBQLN4', 'LUC7L3', 'LINC00239', 'SHOX', 'UBAP2L', 'B9D2', 'RTN4IP1', 'SNTB1', 'SNORD55', 'TGM2', 'GPER1', 'NPFFR1', 'HYLS1', 'SLC51B', 'F12', 'ATXN3', 'CSRP2', 'NDUFAF3', 'SLC5A7', 'AMHR2', 'GFRA4', 'AOC4P', 'ATCAY', 'KRTAP19.3', 'PRX', 'WDSUB1', 'ISL2', 'JTB', 'DDTL', 'PM20D2', 'SIRPB2', 'SEMA3C', 'ESYT1', 'ZNF793', 'GFRAL', 'MAP3K10', 'EVX2', 'SLC38A10', 'COG1', 'FRMPD2B', 'POLR2A', 'ZNF528', 'ARL10', 'SNURF', 'TMEM127', 'FAM192A', 'HIST2H4A', 'SUGP1', 'ZIC1', 'RALB', 'GPA33', 'PRR26', 'LTBP4', 'LINC01001', 'LINC00887', 'DPM2', 'ZNF556', 'SPRY3', 'SLAMF1', 'IFI30', 'MGEA5', 'RAD51AP1', 'EBI3', 'IQSEC3', 'SLC38A4', 'SCARNA9', 'ANKS1A', 'TAS2R1', 'EFCAB8', 'CDS2', 'XAB2', 'TUBB2A', 'RNF214', 'XIRP1', 'TEX14', 'DISP2', 'FAM117A', 'NIPAL1', 'EPX', 'MEF2BNB.MEF2B', 'PTDSS1', 'SLC5A4', 'TTLL6', 'DKFZP434H168', 'CCNE1', 'HBA2', 'A2M', 'C19ORF52', 'HPRT1', 'CD209', 'S100A13', 'TGIF2LY', 'GAS2L2', 'TTC13', 'URB1.AS1', 'TAGLN2', 'RASL12', 'CFAP52', 'ZMYND8', 'PLEKHA5', 'ARHGAP26', 'LINC00152', 'CRYGD', 'STK24', 'TMEM229B', 'NLGN4X', 'LOH12CR1', 'CAND1', 'PPP1CC', 'DNAAF3', 'DNAJC3', 'PTRF', 'C15ORF56', 'CYP46A1', 'RGS20', 'STK26', 'TOMM40', 'MAPKBP1', 'BMF', 'INTS4P2', 'FRMPD1', 'TBCCD1', 'ZNF33B', 'PSMA7', 'TRIM25', 'PPWD1', 'SNORD116.1', 'SOCS7', 'SNAR.H', 'VPS13C', 'KIF13A', 'KIN', 'WAS', 'ITPRIP', 'MCUR1', 'NAGLU', 'GPAA1', 'LSM5', 'H2BFWT', 'FOXS1', 'KRTAP1.1', 'USP39', 'TTC5', 'IMP4', 'RNF31', 'IL27', 'RBL1', 'C9ORF43', 'ZIC3', 'RBM15B', 'QSOX2', 'CD24', 'SCN5A', 'RCN2', 'SPATA7', 'SEC24A', 'TAPT1', 'EMILIN2', 'SNORD116.11', 'SNORD116.27', 'FBXO31', 'ACVR1C', 'TMEM184B', 'ASH1L', 'SLC17A7', 'GDE1', 'CUL7', 'IFNL1', 'VN1R1', 'ABT1', 'IGLL1', 'DDX11', 'ACBD5', 'TMEM60', 'METTL7B', 'TIMM10', 'BRPF1', 'MMP15', 'CNR2', 'MAP7D2', 'SNRNP40', 'ARMC8', 'IFNA8', 'PLIN5', 'PCDHGB5', 'GAD1', 'JADE2', 'PRDM2', 'TRMT2B', 'FAM13C', 'CANX', 'MYLPF', 'FAM150A', 'STX16', 'OR52E2', 'CCDC54', 'MGMT', 'CYLC1', 'GJC3', 'TSC2', 'POU1F1', 'OR4D5', 'CYHR1', 'SLC9A4', 'DBIL5P', 'FBLN7', 'NTN4', 'LDHAL6B', 'CCDC40', 'CCL2', 'SNORD77', 'INE1', 'ATP1A1.AS1', 'CP', 'NUAK1', 'GPR161', 'F2R', 'UBXN6', 'GYPA', 'IFNA16', 'SMYD1', 'SNORD126', 'SRBD1', 'TFCP2L1', 'ALG11', 'MFSD6L', 'AK8', 'VSIG10L', 'SCARNA15', 'CRYGS', 'IGSF9B', 'CCNH', 'EPB41L4A.AS1', 'LINC00303', 'ABCB6', 'CEP104', 'TMEM199', 'TMEM141', 'CDH20', 'RXRG', 'USP6NL', 'LILRB2', 'WDR90', 'GPRASP1', 'NUP107', 'TOLLIP', 'CTDSP2', 'SPRR2F', 'CGB2', 'CPN1', 'SF3B5', 'DOC2A', 'ATP7B', 'RBM4B', 'XRN2', 'RPA3', 'LPPR1', 'CWH43', 'NAA40', 'MMS22L', 'LRRC6', 'PWP2', 'TMUB2', 'OR9Q1', 'RELB', 'KIF14', 'ZSCAN18', 'UVSSA', 'SPINT3', 'CDH11', 'SPAG5', 'H1FX', 'RPN2', 'PIK3R2', 'COA4', 'CHM', 'KLF1', 'RAMP2.AS1', 'ITFG1', 'CLSPN', 'CHODL', 'NACAD', 'CDS1', 'TLR2', 'DANCR', 'TTC14', 'MIXL1', 'C3ORF35', 'ZSCAN12', 'WIPF1', 'KIAA1804', 'KCNQ1OT1', 'SNAP25', 'LLGL2', 'TMEM121', 'SORBS3', 'SUPT20H', 'C12ORF75', 'SIX1', 'SNORA81', 'ADAD1', 'SLC11A2', 'SYTL1', 'SFTPB', 'SCNN1A', 'MRPS22', 'GNB2', 'RAB37', 'KLHL15', 'SAMD8', 'CDH22', 'GTPBP2', 'DDX12P', 'AMZ1', 'CECR5', 'IPO4', 'DZIP1L', 'CRISPLD1', 'ALDH3B2', 'CATSPER1', 'ZNF287', 'LRCH3', 'C17ORF102', 'PDE4DIP', 'DAP', 'SNORD116.12', 'ARSD', 'CITED1', 'SORBS1', 'PROC', 'PRRG4', 'DAB2', 'HNRNPA1P33', 'GOLGA6L6', 'KLKP1', 'COL20A1', 'HIST1H3J', 'GP2', 'MRE11A', 'GSTM2', 'SNRNP70', 'AGAP4', 'PABPC1L2B', 'HNF4G', 'ZSCAN31', 'BCL10', 'BPIFB2', 'C7ORF61', 'RADIL', 'PDE6G', 'RFPL3S', 'LINC00634', 'FOXI3', 'SERP2', 'KCNT1', 'NAPRT', 'TMLHE', 'IFIT5', 'GNPNAT1', 'C7', 'NUDCD3', 'CTAGE6', 'PIGQ', 'RPL3L', 'NAALADL1', 'COX17', 'NSA2', 'CCRL2', 'PRSS3P2', 'SNORD71', 'CDC42BPB', 'DNAH5', 'SQRDL', 'SOAT1', 'KLF4', 'PPP1R3A', 'SYNC', 'INTS4P1', 'IL10', 'ABHD3', 'RNF13', 'GAL3ST1', 'FAM201A', 'FBF1', 'NCKAP1L', 'SNORA71A', 'LCN8', 'IGFBP4', 'SNAR.C3', 'LARP6', 'ZNF416', 'RENBP', 'IBSP', 'TMEM179B', 'DIXDC1', 'UNC5B', 'DTX2', 'RPRD1A', 'IFITM5', 'C1ORF123', 'TACC2', 'TXNDC12', 'PSD2', 'STARD5', 'MTOR', 'WBP4', 'ANKS6', 'HYI', 'LOC100128573', 'ZBTB25', 'SIRPG', 'MESTIT1', 'SUPT5H', 'YLPM1', 'NKAPP1', 'TUBE1', 'CCHCR1', 'ANKRD10', 'PAX9', 'HMMR', 'RHOBTB1', 'CLK1', 'LOC284023', 'LINC00597', 'PIGY', 'ARHGAP33', 'EIF4A1', 'KRT80', 'OR4F6', 'HIRIP3', 'DIRAS2', 'MTTP', 'LIPT1', 'ABCC1', 'THOC6', 'TAMM41', 'CDC42SE1', 'RAB1A', 'HOXB7', 'OIP5', 'DGAT2', 'LY6G5C', 'LILRA5', 'PI4KB', 'MMRN1', 'PCDHA13', 'ATF3', 'DYRK2', 'DLEC1', 'PSG11', 'AGAP2', 'RAB3C', 'C8ORF22', 'FNDC5', 'HIST1H3I', 'HPCA', 'OR14J1', 'SNORD4A', 'LSR', 'SDHAF1', 'ZNF177', 'CAPS2', 'SNORD90', 'SPTSSA', 'RSBN1L', 'STOML1', 'CANT1', 'FOS', 'OR8J3', 'PCDH18', 'PAXIP1.AS2', 'OLFM1', 'DOK6', 'CYTH4', 'CTRB2', 'ADGRF1', 'CCDC96', 'LIMD2', 'GNAI2', 'COMMD2', 'NUDT8', 'OR5A1', 'OR6C4', 'OSGIN1', 'PTGR1', 'HOMER2', 'MAGEB10', 'HTR2C', 'HIP1R', 'ANGPTL1', 'TMEM89', 'HCG9', 'GOSR2', 'SLC13A1', 'ZNF804B', 'OSBPL8', 'ERO1LB', 'SLC17A9', 'DPYSL3', 'OR5K4', 'ARID4A', 'PRADC1', 'ADGRD1', 'MS4A10', 'WBP1', 'GDF15', 'GSG1L', 'NUTM2F', 'THEG', 'CROT', 'ANP32A', 'C11ORF86', 'FAM168B', 'BHLHE22', 'VHL', 'NSUN2', 'SNX17', 'RAB33B', 'SLC10A5', 'ELF1', 'ZNF324B', 'TMEM207', 'POLR3A', 'BIN2', 'TFR2', 'VSIG10', 'CAPN6', 'PCDH1', 'UBE2D1', 'OR4K15', 'INSR', 'ASGR2', 'UCN3', 'OR2Y1', 'SNAPC5', 'METTL5', 'TCHP', 'CCDC88A', 'DHODH', 'FAM83F', 'CPD', 'NAA11', 'CXORF65', 'TXLNGY', 'AKNAD1', 'PQLC3', 'FAM183CP', 'ATXN8OS', 'LINC00593', 'GABRA4', 'NPHS1', 'RBBP6', 'KRT40', 'POMC', 'GAR1', 'CEP41', 'GALNT18', 'ORC3', 'CNOT8', 'GBP3', 'SBNO2', 'PMCHL1', 'KRTAP13.4', 'BSG', 'SRP72', 'HCG4B', 'AGO3', 'ZNF44', 'SUN5', 'ADCY8', 'RAB22A', 'NDC1', 'COLEC11', 'SELENBP1', 'SMAD5.AS1', 'ADPRHL1', 'CCNB1', 'KIF22', 'DNASE1L1', 'SNX32', 'THBS2', 'MSN', 'PPFIA3', 'IER5L', 'HNRNPL', 'RARS', 'CFAP126', 'PTP4A3', 'ZNF653', 'CTPS2', 'C21ORF91', 'KRTAP19.1', 'SUMF1', 'SSPO', 'RNY5', 'PPM1G', 'ISY1', 'BCKDHA', 'MDC1', 'SLC11A1', 'DOK7', 'OR5T3', 'RIT2', 'RNF125', 'ARHGEF39', 'C9ORF40', 'LINC00470', 'KRT1', 'CACNG2', 'EN2', 'NPEPPS', 'PALM2.AKAP2', 'TOM1L2', 'MOXD1', 'SNORD114.4', 'CACTIN', 'PACRG', 'TCTE1', 'CYFIP1', 'SPESP1', 'SLC25A42', 'MYL10', 'SH3RF1', 'CLDN25', 'PRR7', 'RBM11', 'TCEAL6', 'LAIR1', 'GAB1', 'VN1R2', 'MAP6', 'SOX30', 'RAB5B', 'SNORD116.24', 'ACADL', 'CHI3L1', 'DBF4B', 'TEN1', 'BMP15', 'BIN1', 'SNORD80', 'LINC00202.1', 'PRPF18', 'KLF7', 'MAPK10', 'VEPH1', 'SNAR.G2', 'VTI1A', 'NTAN1', 'ADRA2B', 'ZNF492', 'WDR35', 'PLAUR', 'ARHGEF5', 'RAET1G', 'PCGF1', 'ATAT1', 'ZNF879', 'PSKH1', 'SNORD38A', 'AP3M1', 'MLXIP', 'INSRR', 'GRM3', 'MGAT4A', 'KHDC1L', 'BDP1', 'LOC646762', 'LRGUK', 'ESRP2', 'GPX6', 'LGALS3BP', 'MKKS', 'APOF', 'GOLT1A', 'KCTD2', 'CEP57', 'TRIM42', 'SLC25A51P1', 'ADAMTS10', 'FAM171A2', 'OR4K1', 'IGFBP6', 'EID2B', 'MBNL1.AS1', 'ATP6V0C', 'PNPLA6', 'LIMK1', 'FBXL15', 'NAGK', 'EPC2', 'RNASE6', 'WDR11', 'EFS', 'DLL1', 'OR2T33', 'PTPRVP', 'BCL7C', 'MYO15A', 'UBFD1', 'CPA1', 'NRP2', 'BPHL', 'C12ORF76', 'C10ORF67', 'PLEKHG1', 'CATSPERB', 'LRFN4', 'IMP3', 'CBLN1', 'P2RY11', 'PRPF38A', 'PRAMEF10', 'RNF4', 'ADAM23', 'TRA2A', 'GREB1', 'DEAF1', 'BNC2', 'BCLAF1', 'ARHGEF40', 'ZBTB40', 'PPBPP1', 'SYNPO2', 'G2E3', 'GPM6A', 'NUPR1L', 'CHD3', 'ERC2.IT1', 'SCARB2', 'ANKEF1', 'RELL2', 'RWDD4', 'FBLN2', 'IKZF3', 'DOCK7', 'HHLA3', 'TRPM7', 'ZNF660', 'CD52', 'TCEAL4', 'TOPORS', 'FZD8', 'PREX2', 'RIMKLA', 'SERTAD1', 'UGT2A3', 'NRXN2', 'SSR3', 'SNHG12', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.46307157054532877
		RMSE:  0.2889602070536637
		NRMSE:  0.17371452011738692
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5143850316766378
		RMSE:  0.2891269997261264
		NRMSE:  0.20591917819933792
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  LinearRegression
		Pearson Correlation:  0.8065724481290373
		Spearman Correlation:  0.7577960336986739
		Coefficient of Determination:  0.6505409590338298
		RMSE:  0.14122233712057353
		NRMSE:  0.08489878510573008
		MAPE:  217.57696812687314
		Pearson Correlation:  -0.15594505937734807
		Spearman Correlation:  -0.017686165672660258
		Coefficient of Determination:  -2.4177692759862097e+21
		RMSE:  11552551749.030056
		NRMSE:  8227844388.517788
		MAPE:  84194373447904.39

	Predictor:  ElasticNet
		Pearson Correlation:  0.4308703431360797
		Spearman Correlation:  0.4232159439508848
		Coefficient of Determination:  0.1270165040521839
		RMSE:  0.22320723659499705
		NRMSE:  0.13418573577027876
		MAPE:  377.1696839435771
		Pearson Correlation:  0.319748342484195
		Spearman Correlation:  0.36981757877280264
		Coefficient of Determination:  0.08686761804484944
		RMSE:  0.22451086724628153
		NRMSE:  0.1598989140549552
		MAPE:  1329.1841119238115

	Predictor:  RandomForests
		Pearson Correlation:  0.44998455825834627
		Spearman Correlation:  0.3953737645798852
		Coefficient of Determination:  0.11560677602423464
		RMSE:  0.22466113949378858
		NRMSE:  0.13505978014800146
		MAPE:  393.4510216192622
		Pearson Correlation:  0.26801602806714236
		Spearman Correlation:  0.37010535557506585
		Coefficient of Determination:  0.05299831989477943
		RMSE:  0.2286366615503009
		NRMSE:  0.1628373465545417
		MAPE:  1265.4816832119504

Protein:  ERBB2
x_train_column_count:  665
x_train columns:  ['PABPC4L', 'OSR1', 'LRRC2', 'SUSD5', 'UBE2V2', 'SMAD1', 'STK32C', 'CYP19A1', 'MYO18B', 'C10ORF25', 'KCNE5', 'DMXL2', 'MS4A3', 'FAM27C', 'CD200', 'C2ORF49', 'ASGR1', 'CCT3', 'ATMIN', 'RECK', 'TRA2A', 'FAM43B', 'CDC42BPA', 'FUOM', 'TNFRSF17', 'CDH15', 'SPTLC1', 'C9ORF40', 'SYNE1', 'ENG', 'RPS25', 'NQO2', 'SYNM', 'OR10A4', 'SNRNP70', 'THRSP', 'FAM186A', 'CDK15', 'TMEM170B', 'SLFN14', 'EPB41L4A.AS2', 'ALOX5AP', 'IFNGR1', 'CCNB1IP1', 'PIEZO2', 'GSTZ1', 'GDNF', 'SRP9', 'ZNF484', 'JMY', 'RNF115', 'AKAP6', 'RHOU', 'ARMC7', 'LPAR6', 'ANGPTL5', 'ACAN', 'AGAP2.AS1', 'PAXIP1', 'NKAIN2', 'MICALCL', 'FLT3LG', 'MCEMP1', 'BPIFB3', 'AKAP3', 'LIPA', 'EPB41L2', 'EPHB3', 'NCOR1', 'SPA17', 'TAF2', 'ZC3H12D', 'ZNF10', 'ATP6V1C2', 'ERC2', 'SPIN2B', 'RASGEF1A', 'GRIK1.AS1', 'DENND1B', 'PPCDC', 'VPS28', 'TCEB3B', 'MAGEB18', 'ACBD5', 'SNORD115.38', 'TXNDC11', 'NDNF', 'DYNLT3', 'SLC39A2', 'ZNF529', 'SNHG5', 'ZC3H12A', 'SLC26A4.AS1', 'ZEB1', 'LBX1', 'P4HA1', 'ATXN10', 'SGSM2', 'HERPUD2', 'ADORA2B', 'MOS', 'KIAA1429', 'DDX53', 'WSB2', 'LDHA', 'ZNF429', 'OTOA', 'VPS26B', 'GGACT', 'CCDC64', 'DPCD', 'NPS', 'OR6C2', 'LPA', 'TOX2', 'VDAC2', 'FAM27B', 'PPIP5K2', 'CNOT7', 'LGALS3BP', 'CLCA4', 'TTYH3', 'CMA1', 'KLHL12', 'TP53I11', 'TAS2R39', 'BSND', 'TOM1', 'PON2', 'KLRC1', 'DKFZP434A062', 'MSX2P1', 'MFI2', 'TEX26', 'NUP153', 'ZNF273', 'TMEM119', 'ZSCAN4', 'C10ORF128', 'CCL15.CCL14', 'MALAT1', 'MAGI2', 'SLC22A18', 'UTF1', 'GKN2', 'TNFRSF11B', 'TTLL9', 'SNORD114.10', 'LINC00608', 'PEPD', 'CLRN1.AS1', 'CD8B', 'C20ORF24', 'MGAT4C', 'LOC727896', 'LINC00661', 'GTF2A1L', 'PCDHA2', 'BID', 'AOC2', 'ACY1', 'GUCA1C', 'GLI2', 'CDC6', 'C10ORF95', 'ACTA2', 'DCLRE1C', 'MAPK8IP1', 'FGF20', 'ABI2', 'CCDC113', 'HSPA5', 'VPS4A', 'CLEC10A', 'FAM200A', 'SNORD15A', 'ANP32C', 'RXFP4', 'NOVA2', 'SLC7A10', 'HOXA9', 'OR4C16', 'SLITRK5', 'ZSWIM5', 'SNORD116.10', 'LEUTX', 'CDKL4', 'PTPN2', 'LIX1', 'LEFTY1', 'UIMC1', 'ZFAND3', 'RCCD1', 'RPL41', 'TK2', 'ATP6V1D', 'MFSD4', 'ALG10', 'MYCN', 'NDUFV1', 'NFYC.AS1', 'FAM155A', 'PIP5K1A', 'CNTF', 'CFLAR', 'LINC00493', 'ZNF561', 'OR5M1', 'ERN1', 'C14ORF39', 'CADM4', 'ID2', 'LYN', 'EPHX2', 'ATP11C', 'BRPF1', 'USP7', 'PRR15', 'AIF1L', 'APRT', 'ADAM12', 'SLC46A1', 'EHD4', 'GBP7', 'IL13RA1', 'TRIM32', 'ADAMTSL2', 'TMPRSS4', 'ORM1', 'MPPE1', 'CALHM3', 'NID2', 'GPX6', 'UBALD2', 'MYO1F', 'PSMB5', 'CCR7', 'PRMT5', 'GPRASP2', 'COX4I1', 'TPTE2P6', 'OR13C2', 'LRGUK', 'TM9SF2', 'ZCCHC10', 'TNFAIP8L2', 'DDC', 'RAD51D', 'ST8SIA6', 'MAOB', 'GTF2IP1', 'USP18', 'TMEM69', 'CALCA', 'NBEAL1', 'GLA', 'COMP', 'AGAP2', 'HRSP12', 'RBM42', 'PYDC1', 'INCA1', 'CARD11', 'MXD4', 'TARP', 'FUBP1', 'RXFP2', 'NLRP8', 'HIATL2', 'SNAP23', 'FAM225A', 'SMPD3', 'BMP15', 'CENPU', 'TMEM106C', 'CHKA', 'MBTPS2', 'RPIA', 'KANSL2', 'CT83', 'UBE2F', 'BUD13', 'GIPC1', 'SNORD114.27', 'TP53I3', 'PMCHL1', 'TCHHL1', 'IZUMO2', 'TFF1', 'MYLIP', 'MORN2', 'NDUFS5', 'IMMT', 'KAT7', 'RAB11FIP1', 'SLC25A12', 'FAM49A', 'CPSF1', 'GRB2', 'CCDC130', 'TSPAN12', 'GPATCH4', 'C14ORF119', 'KPNA7', 'TTL', 'PLEK', 'PHYHIP', 'ABCB5', 'PACRGL', 'KRT78', 'CST6', 'TSPAN18', 'FLJ36777', 'C9ORF114', 'SORT1', 'DZIP1', 'C4ORF3', 'CCDC167', 'SIX6', 'GVINP1', 'FUT8', 'ABHD16A', 'POSTN', 'PEX11G', 'PDHB', 'CHRNA10', 'ZNF778', 'DNASE2', 'KLK3', 'ACTR3B', 'SCAF4', 'SNORD90', 'OR10A7', 'WDR90', 'SNORD50A', 'AES', 'SNORD65', 'TMTC3', 'DNAJB13', 'GNLY', 'HNRNPA3', 'OR8I2', 'PADI3', 'HSPBAP1', 'TRIOBP', 'KHSRP', 'NAALADL1', 'HNRNPD', 'IL18RAP', 'TIMP2', 'NBEAP1', 'DIMT1', 'ATPIF1', 'KIAA0753', 'TAS2R46', 'OR5B17', 'CCT7', 'TPRG1', 'PARD3', 'CALM2', 'REXO2', 'OR6P1', 'MDM2', 'LINC00160', 'PADI6', 'PCDH8', 'IQCF5', 'ADAM18', 'LPCAT3', 'RABL2B', 'B9D2', 'ATG12', 'RTP1', 'C3ORF33', 'WWOX', 'TPM3P9', 'SYS1', 'NCMAP', 'KIAA1919', 'OR6C76', 'KCNG3', 'CPSF4', 'LOC340017', 'TYMSOS', 'LIN28A', 'OR6M1', 'PIK3C2B', 'GNAQ', 'UBE2I', 'MFSD2B', 'CARD9', 'HMSD', 'CAP2', 'DUSP5', 'ARID5A', 'LINC00052', 'OR6V1', 'PCSK1', 'IL16', 'PAX7', 'RAB3C', 'PRY2', 'LINC00598', 'HSDL1', 'RPL24', 'MRPS12', 'COPS6', 'L3MBTL3', 'FGF7', 'CHCHD6', 'ZNF613', 'TUBA3FP', 'R3HDM4', 'ATP5O', 'ADAMTS7', 'MIR7.3HG', 'SPDYE3', 'PTPN5', 'PARG', 'RQCD1', 'PRMT7', 'CAPN5', 'ZDHHC8P1', 'TXNDC5', 'MIAT', 'PLCB2', 'SLC5A1', 'TMEM123', 'ZNF461', 'WDR18', 'SYNJ1', 'ARL5A', 'GLMN', 'ARGFXP2', 'FMR1', 'TP53INP1', 'NET1', 'PDPK1', 'KHDRBS1', 'ICA1', 'SNAR.H', 'ADAM5', 'MTHFD1L', 'FSTL1', 'BTK', 'OR51I2', 'HES5', 'MEPE', 'SDR16C6P', 'PDGFD', 'ETS1', 'NDRG3', 'RHBDD1', 'SNORD116.13', 'TERF2', 'ODF4', 'PIK3C2G', 'PCGEM1', 'CYB561', 'MRGPRX4', 'DGKA', 'GPATCH2', 'PRG2', 'THBS3', 'DEFA6', 'GFER', 'KRTAP12.4', 'IL4I1', 'PAXIP1.AS2', 'LURAP1L', 'ATP2A1', 'LINC00634', 'CYP27B1', 'PCDH1', 'S1PR4', 'ZNF800', 'PHLDB1', 'LMO2', 'PRAMEF6', 'CCKBR', 'SNORA41', 'MRAP', 'GABRA2', 'MAPT.AS1', 'CSF3', 'CXCL2', 'CFL1P1', 'UGT1A9', 'FAM181B', 'SESN3', 'CIPC', 'UBE2E3', 'SPTAN1', 'ZNF676', 'FBLIM1', 'FAM170B', 'KIAA0586', 'PDE4DIP', 'PRR30', 'C3AR1', 'ZBTB9', 'CFAP57', 'CRIP3', 'LIMCH1', 'KIAA0195', 'CPLX3', 'METTL13', 'GPR65', 'THEG', 'AKR1C8P', 'ACOT9', 'RGPD6', 'SCAF8', 'SFXN2', 'DPP4', 'C12ORF43', 'KPRP', 'IFFO1', 'DNAH3', 'PCID2', 'CAB39L', 'HPN.AS1', 'LYZ', 'CITED4', 'LAMA5', 'MYO6', 'PMEPA1', 'TUBA1A', 'TRIM40', 'BCCIP', 'MED13', 'OMP', 'MEIG1', 'ZNF133', 'SGK494', 'FAM99A', 'CPEB1', 'SCGB1C1', 'GNMT', 'NEUROD4', 'OR10C1', 'PPP1CB', 'CTRB2', 'CLDN5', 'SLC30A9', 'GCN1L1', 'ZNF347', 'PTPRH', 'FAT2', 'EPB41L3', 'WDR72', 'EAF1', 'TNF', 'DCUN1D2', 'TEAD1', 'POLA2', 'MZT2B', 'SLC1A4', 'LSS', 'SNORA61', 'FAM95B1', 'HGS', 'PHGDH', 'KIAA1456', 'ANXA7', 'TRIM60', 'ROBO1', 'KIAA0895', 'PRR20D', 'NAT8L', 'CYFIP1', 'ACER1', 'TAAR2', 'IRX1', 'PSG8', 'TMCO1', 'OR2J2', 'PGM1', 'ABCA4', 'LCE3A', 'FAM92A1', 'RNF7', 'SLC4A11', 'CA7', 'SNORD11', 'P2RX7', 'HIST1H2AL', 'LEPROT', 'SMYD2', 'TAS2R8', 'BICD2', 'ZNF644', 'KRTAP13.4', 'SIN3A', 'BCL2', 'SHC1', 'MAN2B2', 'PUS7', 'TPD52L2', 'ANKRD53', 'CLEC4C', 'CNIH3', 'ROBO4', 'BTBD7', 'GALNT5', 'EFHD1', 'SPAG16', 'NPR2', 'STX4', 'RPN1', 'ZNF295.AS1', 'PCDH11Y', 'USO1', 'SLC22A16', 'RPL35', 'SIRPB2', 'SLC17A8', 'SNORA68', 'CABP5', 'ANXA13', 'DNAJB14', 'PLEKHG4', 'CHRM4', 'ADAMDEC1', 'TAF11', 'OR13C4', 'COL9A3', 'FXYD3', 'CLTA', 'GNGT1', 'RASSF9', 'ASTE1', 'RYK', 'HES1', 'ZXDB', 'OR1A1', 'ZCCHC8', 'TLR2', 'RPL13AP20', 'KRTAP13.2', 'C3ORF22', 'SNORD27', 'CXADR', 'AFG3L2', 'ZNF236', 'C15ORF57', 'RBM41', 'STRADB', 'LINGO3', 'NUB1', 'ZNF350', 'CIB4', 'METTL23', 'CASC8', 'NPY2R', 'ETFB', 'RARA', 'BRCA2', 'SGSH', 'SLC38A5', 'COX10', 'RAB17', 'BEND3P3', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10512598969709641
		RMSE:  1.0713675802437574
		NRMSE:  0.18252510013182233
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.044647408489899565
		RMSE:  0.9270678870989714
		NRMSE:  0.17190207437399804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  LinearRegression
		Pearson Correlation:  0.8249599550854979
		Spearman Correlation:  0.7073012051525932
		Coefficient of Determination:  0.680558124358232
		RMSE:  0.5760080165962831
		NRMSE:  0.09813244571209484
		MAPE:  812.7017657364947
		Pearson Correlation:  -0.11742612545782107
		Spearman Correlation:  0.4097844112769486
		Coefficient of Determination:  -114086953951.29453
		RMSE:  306368.8910350055
		NRMSE:  56808.62062581226
		MAPE:  2533545.347577721

	Predictor:  ElasticNet
		Pearson Correlation:  0.6761049488379925
		Spearman Correlation:  0.5933519534998252
		Coefficient of Determination:  0.4331465803215805
		RMSE:  0.7673049318600814
		NRMSE:  0.1307230236400636
		MAPE:  1238.0353724596337
		Pearson Correlation:  0.499306913835582
		Spearman Correlation:  0.5858501609599065
		Coefficient of Determination:  0.24401378675511787
		RMSE:  0.7886487327899975
		NRMSE:  0.14623562632857362
		MAPE:  340.1154132267874

	Predictor:  RandomForests
		Pearson Correlation:  0.6134064524859059
		Spearman Correlation:  0.5291943730016947
		Coefficient of Determination:  0.21577958226844152
		RMSE:  0.9025092812207341
		NRMSE:  0.15375730978086344
		MAPE:  779.8842279997331
		Pearson Correlation:  0.4037618792179982
		Spearman Correlation:  0.44657892715247227
		Coefficient of Determination:  0.10849669085199065
		RMSE:  0.8564226642555826
		NRMSE:  0.15880264495746016
		MAPE:  375.19365357474305

Protein:  ERBB3
x_train_column_count:  247
x_train columns:  ['UROD', 'PLP1', 'NWD1', 'TMC5', 'MDP1', 'AMELX', 'NSMCE1', 'HIST1H2BD', 'RCVRN', 'KRTAP4.4', 'F13A1', 'G0S2', 'LRRTM4', 'IZUMO1', 'GUCY1A2', 'C1ORF174', 'CHN2', 'SLC2A7', 'MDH1', 'RLTPR', 'GPATCH2L', 'SUSD2', 'CCDC130', 'IL12RB1', 'SUGCT', 'KLHL26', 'LEAP2', 'INTS12', 'PCBD1', 'MAPKAPK3', 'PCDHB15', 'SYCE3', 'ROBO2', 'PAX1', 'FAM83G', 'TRAPPC10', 'BPIFA1', 'YIPF1', 'AEBP2', 'CTPS2', 'NT5DC3', 'CENPBD1P1', 'BTG2', 'TP53I13', 'PCED1B', 'NIF3L1', 'GBA2', 'CFAP20', 'PLA2G16', 'FOXI1', 'DVL3', 'OR52L1', 'LOC100133331', 'SNRNP48', 'PLAC8L1', 'SLC46A3', 'DDRGK1', 'CHML', 'ALG8', 'C7ORF57', 'FAM178B', 'GLRX3', 'CDK1', 'RAD1', 'ATG12', 'KRTAP9.4', 'ATXN10', 'ZNF781', 'ZCCHC24', 'LINC00636', 'ANKRD20A3', 'RAB8A', 'GOPC', 'FASTKD2', 'BRD7P3', 'PPFIA2', 'STOML1', 'PEBP1', 'MED6', 'ARHGEF26', 'RWDD3', 'DEPDC4', 'ERP44', 'SLC22A15', 'LCE1F', 'VHL', 'DHX32', 'TTLL9', 'AGBL4', 'KLHDC7B', 'RPL28', 'PRKAA2', 'KRTAP6.3', 'HNRNPDL', 'FILIP1', 'ZFP82', 'FMO2', 'CMSS1', 'PLA2G6', 'MTFR1', 'SEC24A', 'RNASE10', 'RBBP8', 'AP3M2', 'IRX2', 'FKRP', 'LOC221122', 'FAHD2A', 'MAST4', 'ANAPC2', 'RRP7BP', 'COX7C', 'HS6ST3', 'WIBG', 'CPNE6', 'CA13', 'ZC3H3', 'B4GALNT3', 'BOK', 'ELAC1', 'CELSR3', 'CD8B', 'CACNB3', 'GOLGA8B', 'CT45A6', 'LINC00667', 'AUTS2', 'CDH12', 'TMEM87B', 'BIRC8', 'KCNAB3', 'NR2E3', 'ACOX3', 'USP14', 'NARF', 'RFX6', 'SLFN12', 'TRMT2B', 'ZNHIT3', 'ZNF665', 'SYF2', 'PANK4', 'TMEM147', 'TMEM145', 'ICAM2', 'HRK', 'TMEM2', 'C16ORF78', 'FRG2C', 'BEST1', 'EIF2S3', 'CD27', 'CDKN2A.AS1', 'RAB11FIP4', 'C11ORF87', 'POLR1C', 'RC3H2', 'SYCN', 'TMEM207', 'TUBB4A', 'VSIG2', 'TSC2', 'IL16', 'CHTF18', 'PKNOX1', 'CEACAM22P', 'TLR9', 'ATP6V1E2', 'RALB', 'SLC30A9', 'CDIPT', 'DHRS9', 'GPHB5', 'AFF4', 'SMARCD3', 'FGF3', 'ARHGEF35', 'SGMS1', 'SNX16', 'ATP6V0D1', 'LRRC75A.AS1', 'DHRS7', 'HPCAL4', 'FAM217B', 'ALDH1A3', 'MYO5A', 'MYL3', 'BCORP1', 'RGL3', 'VILL', 'EIF4B', 'FAM185A', 'TMEM126A', 'MOGAT3', 'ZNF843', 'EEF1E1', 'KCNAB2', 'ARL13B', 'KLK5', 'SERPINA9', 'MPLKIP', 'RBX1', 'ULK4', 'RGL2', 'SPIRE2', 'SOD3', 'SNORA45A', 'B3GNTL1', 'SLC4A5', 'SEC16B', 'ECHS1', 'WDR45B', 'SNX1', 'CEP162', 'RXRB', 'PCDHB12', 'BRCC3', 'DMRTC1B', 'PRRT1', 'ZNF157', 'EEFSEC', 'GBP4', 'EEF1A2', 'FBXO3', 'PCNX', 'DUSP6', 'TFRC', 'WFDC6', 'ING1', 'FAM188B', 'LOC728392', 'MSMB', 'EYA3', 'ZMYND10', 'SGK1', 'LHX2', 'TBC1D23', 'VNN2', 'USP6NL', 'SLCO4C1', 'EPB41L1', 'C10ORF71', 'DEFA6', 'TLX2', 'FLJ16779', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20107865915633893
		RMSE:  0.5031866190144979
		NRMSE:  0.13579562619977975
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27170508071542576
		RMSE:  0.5249654097328843
		NRMSE:  0.21064675210776365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  LinearRegression
		Pearson Correlation:  0.49581055418978665
		Spearman Correlation:  0.43740088189020365
		Coefficient of Determination:  0.029731007081209238
		RMSE:  0.45226130834394934
		NRMSE:  0.1220523464888258
		MAPE:  203.30225728605308
		Pearson Correlation:  0.0053660095102270235
		Spearman Correlation:  0.10290129936407956
		Coefficient of Determination:  -1.5473687610100424e+25
		RMSE:  1831194172892.6265
		NRMSE:  734781945337.6294
		MAPE:  890349497506385.5

	Predictor:  ElasticNet
		Pearson Correlation:  0.39072475601818163
		Spearman Correlation:  0.39428069940924004
		Coefficient of Determination:  0.1360347811382565
		RMSE:  0.4267676465930862
		NRMSE:  0.11517233889171581
		MAPE:  197.39757899807373
		Pearson Correlation:  0.19494936275823677
		Spearman Correlation:  0.24954973740289285
		Coefficient of Determination:  0.024637750816882464
		RMSE:  0.4597486434662881
		NRMSE:  0.184477980332839
		MAPE:  259.20401114096643

	Predictor:  RandomForests
		Pearson Correlation:  0.43915994712814777
		Spearman Correlation:  0.4155332541846914
		Coefficient of Determination:  0.137067572983537
		RMSE:  0.4265124893615446
		NRMSE:  0.1151034792783492
		MAPE:  212.28685580843356
		Pearson Correlation:  0.17032858678045054
		Spearman Correlation:  0.3048717435954027
		Coefficient of Determination:  0.02273690205895429
		RMSE:  0.4601964192894303
		NRMSE:  0.18465765411908958
		MAPE:  257.4349258656884


Fold:  2

Protein:  RB1
x_train_column_count:  371
x_train columns:  ['FAM189A1', 'IPO7', 'DLL3', 'ABRACL', 'HIRIP3', 'CAGE1', 'GDAP1', 'UTRN', 'EFCAB10', 'TMEM223', 'SSMEM1', 'CCM2', 'GLT8D1', 'PLEKHG7', 'PATE3', 'MAPT.IT1', 'IGF2.AS', 'ZBED4', 'DDX3X', 'DENND2C', 'BTBD2', 'SEC11A', 'GMDS', 'OR8K3', 'ZNF541', 'CCDC102A', 'SPR', 'EPOR', 'ZNF30', 'NANS', 'FLJ30679', 'ACE2', 'TNFAIP8L3', 'MYLPF', 'COL15A1', 'MIAT', 'MLEC', 'UBR3', 'EMC2', 'TMEM196', 'MAP4K2', 'YIF1A', 'IKBKG', 'PTPN20', 'PCP4', 'DOCK9', 'ANTXR2', 'C11ORF68', 'GCNT3', 'PFKFB1', 'FHL3', 'TRA2B', 'SGSM1', 'PRIMA1', 'EDF1', 'SLC4A2', 'GCK', 'POLR3B', 'ZBTB11.AS1', 'ETNPPL', 'LY6E', 'CELP', 'GAK', 'HOMEZ', 'PARVB', 'UGT3A1', 'TUBD1', 'HIPK1', 'CDHR5', 'FGR', 'YJEFN3', 'OR2W1', 'IGFBP3', 'MGARP', 'BRWD1', 'DIS3L2', 'CAMTA1', 'PPIL3', 'C19ORF66', 'IGFBPL1', 'BDNF', 'LINC00917', 'TSPAN14', 'QKI', 'TPBG', 'GP5', 'PITPNA', 'ACVR1C', 'GDF2', 'FAM83C', 'KIAA0101', 'TCL6', 'GLT1D1', 'CLK1', 'KIR2DL1', 'DEFB113', 'GAA', 'CCSAP', 'NABP2', 'ANKRD34B', 'RINT1', 'LCE1A', 'TOE1', 'CD72', 'KIFC3', 'RELL1', 'CPB1', 'LOH12CR2', 'FAM26D', 'GLUD2', 'SMAD2', 'BTG1', 'PSG4', 'BEND2', 'MTHFD2', 'TNPO1', 'EHF', 'ZNF234', 'TRRAP', 'MCAM', 'POLE2', 'GABRA3', 'JADE2', 'EME2', 'MS4A1', 'KLF4', 'SENP2', 'INF2', 'LDAH', 'ZNF468', 'DDX17', 'CNR2', 'GPR155', 'PLIN4', 'CCDC14', 'NLRP1', 'MKS1', 'PPP3CC', 'HAAO', 'RRP8', 'TMEM204', 'SH2D1B', 'CDH7', 'PPIL1', 'ZNF284', 'PDGFRL', 'MPP6', 'TNKS', 'MYL1', 'NR2C2', 'EPHA4', 'TPMT', 'DUSP16', 'NOL11', 'SPRY2', 'SLC22A8', 'PALLD', 'CFAP70', 'SNAPC3', 'KLHDC1', 'EIF2A', 'GTDC1', 'TRIM36', 'CNIH1', 'DCD', 'NDUFAF2', 'C17ORF74', 'PIF1', 'G6PC', 'DUX4L2', 'TMEM87B', 'C3P1', 'GALNT12', 'GPR37', 'SH2B3', 'CCDC186', 'P3H1', 'NDUFS4', 'NPC1L1', 'RAI2', 'SPRR2A', 'SERINC4', 'NFYB', 'RBM38', 'RAB11B', 'EMX2OS', 'TROVE2', 'TAF5', 'OR11A1', 'CPXCR1', 'C12ORF4', 'CXORF40A', 'ANKRD20A9P', 'BRCA1', 'C1QTNF9', 'FGF23', 'TTC4', 'CSPP1', 'STX1A', 'ZFAS1', 'OR2G2', 'SPAG17', 'EIF2S1', 'KRTCAP3', 'C3ORF79', 'FUZ', 'AP3D1', 'CNBP', 'POM121L12', 'SLCO1C1', 'SGIP1', 'LINC01001', 'PNPO', 'GPR26', 'COMTD1', 'GFM1', 'OR5I1', 'LINC01550', 'CSTF1', 'ZNHIT2', 'ARHGEF16', 'RAB27A', 'CTNNA2', 'MRPL54', 'MS4A13', 'PQBP1', 'ISOC2', 'FGF14', 'HPN.AS1', 'CDK15', 'ARHGAP39', 'TUSC3', 'CFAP97', 'EGR3', 'C3ORF62', 'DNAL1', 'ABCG5', 'NFIC', 'MNDA', 'SDHAP2', 'ZNF510', 'PARP9', 'IL36A', 'MRPS10', 'ZNF764', 'ARHGAP9', 'ZNF586', 'STON1.GTF2A1L', 'SH2D6', 'FLNA', 'DDX4', 'YWHAE', 'MRPL3', 'ARHGAP29', 'SLC6A11', 'MARVELD2', 'ATOH8', 'VEGFA', 'C6ORF120', 'MBIP', 'PREX2', 'PGS1', 'MYO3B', 'PRKCA', 'PRR35', 'PWAR4', 'HSP90B3P', 'KCNS2', 'RBP5', 'STK32B', 'LOC100130987', 'PTENP1', 'SNX14', 'PVRL4', 'FAM86C2P', 'INPP5F', 'USP22', 'CEACAM22P', 'HDDC3', 'STON2', 'DHRS2', 'ERCC6L', 'RHOXF1', 'TADA2A', 'INE2', 'HDAC3', 'NOS3', 'BCL6B', 'GKN2', 'CHRM3', 'MOB3A', 'CCDC53', 'TNXB', 'MAPKAP1', 'TUBGCP2', 'PGBD1', 'TAS2R5', 'ZRANB2', 'ARHGEF38', 'METRNL', 'KIF18A', 'PCGF5', 'SPTY2D1', 'PCGF6', 'BTBD17', 'SPNS2', 'CPEB1', 'COL6A1', 'ZNF180', 'PON1', 'LINC01106', 'TMIE', 'SLC25A52', 'MYOCD', 'DHRS3', 'NAPB', 'ADNP', 'GGT6', 'ANP32AP1', 'GOLGA7', 'NDUFC1', 'B3GALT2', 'L3MBTL3', 'GLIS2', 'RBMY1A3P', 'KCTD13', 'PCDHGB7', 'DOCK10', 'OR13C3', 'WDR92', 'TRANK1', 'SFTA1P', 'SNORD88A', 'CSF3R', 'LARGE', 'MTG2', 'OBSL1', 'ENAM', 'KIF1A', 'KLRC1', 'FAM50A', 'COL9A3', 'KIAA2013', 'MOB1A', 'GPR65', 'ITGA4', 'OR9A4', 'RAB11FIP1', 'WDR38', 'CNGA3', 'CDH11', 'CPN2', 'ESF1', 'ATP4A', 'ANKRD26P1', 'MACF1', 'GLDC', 'RAB11FIP5', 'TAAR9', 'GBP3', 'ASIC2', 'GAST', 'OR51T1', 'NEU3', 'GTPBP10', 'TREML3P', 'KCTD17', 'MPHOSPH10', 'APOBEC3F', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.012372001566697044
		RMSE:  0.23649063304821735
		NRMSE:  0.08648721220312221
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0009378943328373079
		RMSE:  0.2450188572791325
		NRMSE:  0.14037816530069125
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  LinearRegression
		Pearson Correlation:  0.4659719384736245
		Spearman Correlation:  0.41010981245047595
		Coefficient of Determination:  0.10126246665686256
		RMSE:  0.222823155706048
		NRMSE:  0.08148886618857812
		MAPE:  675.0533962665302
		Pearson Correlation:  0.06047499607242017
		Spearman Correlation:  0.09171501556107527
		Coefficient of Determination:  -2.1896830591662036e+23
		RMSE:  114600516120.10051
		NRMSE:  65657845171.99328
		MAPE:  21288893095780.863

	Predictor:  ElasticNet
		Pearson Correlation:  0.29995306718923076
		Spearman Correlation:  0.2820567805462042
		Coefficient of Determination:  0.06185878729030836
		RMSE:  0.22765541689390234
		NRMSE:  0.08325607697992332
		MAPE:  188.33979105081585
		Pearson Correlation:  0.14448206517665468
		Spearman Correlation:  0.16086986741533205
		Coefficient of Determination:  0.0005862410012480446
		RMSE:  0.24483224022276193
		NRMSE:  0.14027124716272413
		MAPE:  280.593246185105

	Predictor:  RandomForests
		Pearson Correlation:  0.4255751813895309
		Spearman Correlation:  0.342166121364239
		Coefficient of Determination:  0.10467262011144807
		RMSE:  0.2224000158584388
		NRMSE:  0.08133411931628101
		MAPE:  175.82936581961403
		Pearson Correlation:  0.1484716230872721
		Spearman Correlation:  0.18286597827735954
		Coefficient of Determination:  0.003326506537526197
		RMSE:  0.24449636038327247
		NRMSE:  0.14007881219607457
		MAPE:  339.43443974623915

Protein:  CDH1
x_train_column_count:  836
x_train columns:  ['CHID1', 'ZFHX4.AS1', 'AMBN', 'NUDT5', 'CETN2', 'PBX4', 'PM20D1', 'CCDC71', 'BSG', 'SLC17A8', 'TNFRSF10B', 'PPIE', 'HNRNPH3', 'NMRAL1', 'ARL4D', 'WIBG', 'PGBD5', 'DUSP5', 'TATDN1', 'SNX8', 'SF1', 'SORD', 'SIRPB1', 'KDM5B', 'MRPS16', 'NKX2.4', 'GPR18', 'FBXO15', 'CYHR1', 'SUPT16H', 'TBC1D29', 'ZNF23', 'JUN', 'HSPA9', 'AQP4.AS1', 'TMEM169', 'TSPAN8', 'RPS27', 'HS3ST6', 'RMDN1', 'ABCF1', 'USH1G', 'SFT2D1', 'ZNF202', 'SEPHS1P1', 'TBX15', 'TMEM176A', 'STARD8', 'ELSPBP1', 'RTP4', 'SLC39A5', 'GCLC', 'CAPN15', 'LRRC28', 'SEMA5B', 'SAMSN1', 'CDH4', 'FAM197Y2', 'CPO', 'PI4KAP2', 'PLEKHO2', 'PUM2', 'SCG5', 'OR9G4', 'CORO6', 'MED30', 'C1ORF185', 'LINC01106', 'CXCR3', 'MAN2B1', 'FAM168A', 'SYNJ2', 'LINC01559', 'RAC2', 'FAM47A', 'RABEP2', 'LOXHD1', 'CAMSAP2', 'CDK2AP2', 'TRIM58', 'BNIP1', 'IQSEC1', 'CKMT1B', 'CATSPER1', 'SLC10A7', 'RHOBTB3', 'SOGA3', 'SNCG', 'ERI2', 'KRTAP12.3', 'IMPDH2', 'OR2D2', 'LPCAT1', 'MEP1A', 'FAM134B', 'ZNF227', 'ZDHHC23', 'ELF5', 'NLRP5', 'ATF5', 'OR13C3', 'MAN2A2', 'ARMCX2', 'YWHAE', 'ACER1', 'FRMPD4', 'PCDHGB2', 'DIO1', 'PEAR1', 'MALSU1', 'ANGEL2', 'LAMP1', 'METTL17', 'CLDN10', 'NCF4', 'YTHDC1', 'MYOF', 'CHRNA3', 'RBM17', 'TARDBP', 'CNIH2', 'IBA57', 'MPST', 'MRPL42P5', 'NAALAD2', 'SNORD114.22', 'UFL1', 'TTLL6', 'RPLP1', 'GRIN2D', 'TBC1D10A', 'PROS1', 'ITPKC', 'LINC00326', 'TYMP', 'NKAIN4', 'GALT', 'ADAMTS18', 'CNBD2', 'DNAI1', 'MMS22L', 'FAM118B', 'ATP1A2', 'ZNF25', 'RASA1', 'C9ORF64', 'STX12', 'C10ORF55', 'SLC26A3', 'B3GNT9', 'KLHL5', 'KLF13', 'COMMD4', 'PRSS23', 'GRK4', 'CNPPD1', 'TBL3', 'HGC6.3', 'LDLRAD2', 'MTCP1', 'RGS13', 'TEDDM1', 'MYO1F', 'F2R', 'WNT10A', 'C5ORF46', 'DSC2', 'P3H3', 'CGN', 'MYT1', 'PTP4A2', 'MOCOS', 'SSX2', 'MAP3K14', 'DOCK9', 'MIR143HG', 'SLC15A4', 'C2CD3', 'NXPE3', 'E2F1', 'C20ORF24', 'PCDHGA11', 'OR8G2', 'C2CD2', 'CRYBB2', 'AMBP', 'PER4', 'CCDC9', 'WIPI1', 'ANK2', 'NOS2', 'ZNF831', 'VMAC', 'LOC154449', 'MMP16', 'HSPA1L', 'SLC38A3', 'ANKRD20A4', 'C5ORF47', 'SRBD1', 'CAPN1', 'FAM210A', 'GULP1', 'HLA.DRA', 'PLA2G2D', 'DEFB118', 'VHL', 'SMU1', 'OR10G9', 'ACOT6', 'FAM138D', 'KLK10', 'EXT2', 'AP2B1', 'ABCD1', 'MRPS34', 'YBX1', 'N4BP2L2.IT2', 'PRRT1', 'SNORD115.1', 'SLC6A17', 'HSD17B10', 'PMCHL1', 'TNIP2', 'C1QBP', 'HYALP1', 'PRB1', 'GOT1', 'TMEM181', 'WDR63', 'PPBPP1', 'FAM195A', 'SNAI3.AS1', 'MZF1', 'SNORD70', 'CAPS2', 'CARD8', 'ZNF557', 'SIDT2', 'ENDOG', 'SMO', 'MOSPD2', 'MAPKAPK5', 'CEP135', 'ZBTB40', 'ARID3B', 'EIF5', 'HMOX2', 'SYTL1', 'ABCB11', 'BOD1L1', 'PRKCB', 'SNORA14B', 'ULK4P3', 'SEC16B', 'SLITRK1', 'KRT222', 'SPAG17', 'HENMT1', 'PLEKHA4', 'LINC01098', 'MCF2L2', 'TCEAL4', 'SON', 'SCMH1', 'TMEM211', 'GZF1', 'GALR3', 'TERT', 'S100A16', 'CBWD1', 'ATF6', 'EOMES', 'RASSF8', 'MTMR11', 'PKP4', 'FHL1', 'FAM20B', 'KLHDC8A', 'AADACL4', 'ITGA8', 'GNGT1', 'ZBTB8OS', 'MSTO2P', 'MBP', 'CMTM8', 'SRRD', 'STYX', 'CRYGB', 'AGTPBP1', 'YWHAB', 'COX16', 'APMAP', 'CHKB.CPT1B', 'VPS72', 'PPP1R14B', 'METTL7B', 'ZNF823', 'TTC27', 'SNORA9', 'TM7SF3', 'RWDD2A', 'BTBD1', 'TMEM38A', 'AMOTL1', 'PTF1A', 'LRTOMT', 'CREB3L1', 'TXK', 'HMG20B', 'AGER', 'SLED1', 'ARHGEF11', 'VPS26B', 'TEAD4', 'WARS', 'KIAA0922', 'CXORF21', 'HERC5', 'TEX12', 'CCDC81', 'LMNTD2', 'CENPL', 'RAB3IL1', 'TAF1L', 'TAS2R10', 'ARPP21', 'CEP44', 'MFSD11', 'DDX21', 'ITIH5', 'DCAF7', 'WNT2B', 'TTLL7', 'SEMA7A', 'ZNF773', 'ARL16', 'FCF1', 'LINC00298', 'FARP1', 'TNFAIP8L3', 'RNF41', 'DLEU7', 'MYBPC2', 'CACNA1C', 'CDKL4', 'CAPZB', 'STX10', 'TPRN', 'LINC00597', 'LMOD2', 'POU4F3', 'MRPL17', 'ADAMTS6', 'UBE2Q1', 'BMP8B', 'FCGR3A', 'OBP2A', 'NNMT', 'TMEM132C', 'TREML1', 'SMOX', 'NEK4', 'ZNF706', 'ASPRV1', 'VTRNA1.3', 'EHF', 'CHD1', 'CRCP', 'SAMD1', 'SLC6A19', 'C19ORF52', 'SLC48A1', 'PCSK1N', 'PSMD12', 'P2RX4', 'AIF1L', 'ZNF493', 'OR3A2', 'NEDD4', 'SPZ1', 'GRIA3', 'AS3MT', 'MS4A15', 'FAM114A2', 'MVB12A', 'ZNF567', 'FKBP7', 'RAB26', 'CTDSP2', 'ACOT4', 'TDRD3', 'GATAD1', 'TRIM16L', 'ARHGAP10', 'KRT76', 'LINC00304', 'SNORD45A', 'ZNF839', 'BHMT', 'AGPAT1', 'ANKFN1', 'ZNF252P', 'EGLN1', 'EVX2', 'GNAL', 'CCDC108', 'SV2B', 'WFDC9', 'SGSH', 'PRRG2', 'HACE1', 'FBXW8', 'C19ORF80', 'ODF3', 'KRT72', 'IL20RA', 'FUBP3', 'TMEM189.UBE2V1', 'ASAP1', 'KCNQ5', 'HIST1H1T', 'ASB17', 'H1FNT', 'MAP3K1', 'FAM19A1', 'SNHG3', 'PGAM1', 'AGMAT', 'APOL5', 'TUBB4A', 'DYNLT1', 'CCM2', 'FRRS1L', 'UTP3', 'ITGB1BP2', 'GRTP1', 'AFMID', 'FYTTD1', 'NCALD', 'PLAGL2', 'BHLHA15', 'CTSG', 'CHRNB3', 'EMC4', 'CISH', 'STXBP2', 'FZD2', 'STK19', 'MCM2', 'NAT2', 'KIAA1429', 'SPATA6L', 'CNIH3', 'RSPH3', 'SNORD116.13', 'TRIM61', 'NGRN', 'NDP', 'FAM110D', 'TENM1', 'CXCL8', 'USP51', 'ZNF559', 'SIAH3', 'DOC2A', 'ERCC2', 'KRBA1', 'CHRD', 'ZDHHC8P1', 'NDUFAF2', 'TMEM260', 'ALS2', 'RMI2', 'CDH6', 'OXCT2', 'SERPINA4', 'LPAR3', 'MKRN1', 'TMPRSS9', 'TRPC3', 'TWF2', 'PKP1', 'HCG4B', 'CUL9', 'ATG9B', 'ARHGDIG', 'ATP5G2', 'SPIB', 'ASCC2', 'IGFBP2', 'YWHAQ', 'FAM167A.AS1', 'ARHGEF33', 'ARID5A', 'CELF5', 'MYCBP2', 'MYLPF', 'DHRS4', 'HEPACAM2', 'HIST1H2BK', 'SNORD65', 'CLP1', 'ADGRE4P', 'AOC2', 'UBL5', 'PSME3', 'ICOSLG', 'KIF4A', 'SOX1', 'DIDO1', 'RAPSN', 'USH1C', 'SLC4A4', 'DNAJC14', 'ABL1', 'WDFY3.AS2', 'SLC45A3', 'NUP188', 'HOXD10', 'CORIN', 'KLRB1', 'OR14C36', 'AKR1B15', 'SMPD1', 'UBR7', 'TDGF1P3', 'SLC26A2', 'FAM3A', 'FAM105A', 'LRRC8A', 'ARHGAP11A', 'SLC6A9', 'SFRP1', 'RBSN', 'OMA1', 'VEGFB', 'TCTA', 'KRT9', 'ZNF271P', 'XPO4', 'LMOD1', 'ZP2', 'FBXL3', 'THOC6', 'ARHGEF15', 'OGFRL1', 'RGS22', 'FAF2', 'OLFML3', 'AK4', 'HCN4', 'SNRNP25', 'KCNMB3', 'LINC00301', 'WEE2.AS1', 'GPM6B', 'HFM1', 'CRP', 'ARHGEF2', 'IGF1', 'FAM150A', 'OTOA', 'WDR4', 'STUB1', 'MRPL3', 'NCK1', 'SERINC4', 'OCEL1', 'IFNW1', 'CEP68', 'OR5R1', 'FDCSP', 'NMNAT2', 'PNPLA5', 'SLC2A3', 'DAPK2', 'GFI1', 'HIST1H2BM', 'IFT80', 'BCORP1', 'OR6C4', 'GNL3', 'CRAMP1L', 'MAGEA10', 'ARPP19', 'KLHL10', 'PRAM1', 'PPP1R3D', 'LILRA6', 'FRG1B', 'HAUS7', 'ALPL', 'SRP14', 'CCDC66', 'FGF17', 'C2ORF47', 'NME1', 'GPR149', 'KCNU1', 'GPX7', 'CPTP', 'LGALS1', 'PCDHGC4', 'KIF6', 'KIF22', 'HMHA1', 'C6ORF201', 'DNAJC3', 'RGAG1', 'MGC16275', 'COMMD8', 'LINC00238', 'PMS2', 'SPATA7', 'CACNA1H', 'CLNS1A', 'KRTAP9.8', 'KCND2', 'NECAB2', 'RFX7', 'TRPC6', 'GDI1', 'TCF21', 'SLC46A1', 'FAM182B', 'ATP6AP1L', 'KCNJ4', 'ZNF738', 'PHYHD1', 'PIGU', 'DRAXIN', 'SNRPE', 'ECEL1', 'LINC00475', 'PPIP5K2', 'MIF', 'ANKMY2', 'TSTD1', 'DLEU1', 'SPATC1L', 'ZFAND5', 'SF3B5', 'KHK', 'RNF181', 'ALG9', 'NEXN', 'DPP8', 'MEMO1', 'ASXL2', 'CHRNA1', 'GAS2L2', 'PGLYRP3', 'TBRG1', 'CDH8', 'TMEM41B', 'SAMD8', 'RGR', 'KLRC4', 'LINC00923', 'FAM76A', 'SF3A2', 'ROBO1', 'ASMT', 'OR6N2', 'TMEM185B', 'GPR88', 'ISOC1', 'ZFAND2B', 'MAP3K2', 'DPY19L2P2', 'IL21', 'TNFAIP2', 'ST13P4', 'OR7C2', 'MPI', 'FBLIM1', 'MCF2', 'PDCD10', 'ERCC6L', 'SIGLEC16', 'IL17RC', 'OR8G5', 'TRIM37', 'TEX40', 'KDELC2', 'THAP9', 'FAM50B', 'MSH2', 'CX3CL1', 'MYL6B', 'CD27.AS1', 'TRMT10C', 'CYTH1', 'STMN4', 'ASIC4', 'OR5W2', 'GIPC2', 'SUSD5', 'SHROOM2', 'SPANXN4', 'KIAA1549L', 'DNM2', 'TTTY22', 'ZNRD1.AS1', 'SNORD91A', 'GUCA2B', 'INO80C', 'TIGD7', 'STON1', 'FTHL17', 'IRAK1BP1', 'SARS2', 'PIDD1', 'SCNN1D', 'LCN1', 'DIRAS3', 'OR8S1', 'FANCG', 'GTSE1.AS1', 'NFATC1', 'DCX', 'SMARCD2', 'MUC5B', 'RIPK4', 'TMCO3', 'SLX1B', 'SLC35B3', 'EPN2', 'TPX2', 'EAF1', 'ERGIC1', 'NLRC4', 'LRRC29', 'C12ORF49', 'WDR13', 'DEPDC5', 'HEPHL1', 'CDC42SE1', 'KLHL6', 'UBP1', 'DUSP9', 'RPS6KA1', 'OLAH', 'IL1B', 'EVI2A', 'SKAP1', 'C8ORF44', 'ATF3', 'CELA2A', 'LOC642929', 'CYP2U1', 'CCDC25', 'TPP1', 'RAVER2', 'AP3S2', 'CLPSL2', 'FAM69B', 'SPSB2', 'CAMKK1', 'FAM89A', 'NXF4', 'SNORD115.8', 'ZNF322', 'STYXL1', 'CST1', 'C17ORF104', 'SSX1', 'METTL22', 'SYCE1', 'ZIC3', 'UAP1', 'LOC100190986', 'KRTAP5.11', 'PLOD3', 'ZNF641', 'MTHFS', 'ADAMTSL2', 'PYGO1', 'ING1', 'LOC100133050', 'ATP1B1', 'ZCCHC13', 'PDHX', 'ZNF207', 'WDR7', 'TRANK1', 'KIAA1147', 'BORA', 'LRP2BP', 'SNORD121A', 'ZNF112', 'GNB3', 'KRTAP23.1', 'ANKHD1', 'MPV17L2', 'ACTRT2', 'JPH2', 'DDX1', 'KRTAP10.4', 'GPR176', 'CES5A', 'GOLGA8A', 'CD46', 'ABHD6', 'TBX2', 'TTPAL', 'MRTO4', 'GPR3', 'ITPR1', 'C1S', 'MBOAT7', 'TMEM161B', 'PER3', 'LRIT3', 'C5ORF58', 'NF1', 'PLCZ1', 'POLA1', 'C9ORF173', 'LRRC43', 'DEFB132', 'OPLAH', 'SUPT20HL1', 'NME1.NME2', 'CDV3', 'GALNT14', 'DKFZP434H168', 'ZNF503', 'RSG1', 'NUDT1', 'SNAI2', 'ZBED8', 'IL27RA', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0848918633043636
		RMSE:  1.167193365558287
		NRMSE:  0.18724526599154356
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3357437347566168
		RMSE:  1.329821844339591
		NRMSE:  0.2361608674018098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  LinearRegression
		Pearson Correlation:  0.8289554776670746
		Spearman Correlation:  0.7550990706792627
		Coefficient of Determination:  0.45827812822508174
		RMSE:  0.8247793320174837
		NRMSE:  0.1323140020883105
		MAPE:  552.0083318973731
		Pearson Correlation:  0.0067966416960634195
		Spearman Correlation:  0.4258421604626219
		Coefficient of Determination:  -1.7451650201307425e+24
		RMSE:  1520022929933.3079
		NRMSE:  269938364399.45087
		MAPE:  54831143283136.34

	Predictor:  ElasticNet
		Pearson Correlation:  0.7243583851523233
		Spearman Correlation:  0.6845873847724679
		Coefficient of Determination:  0.4893918559145083
		RMSE:  0.8007435572453299
		NRMSE:  0.12845809853939677
		MAPE:  506.53528686903496
		Pearson Correlation:  0.6054418132480911
		Spearman Correlation:  0.5614086430592138
		Coefficient of Determination:  0.3166983606428282
		RMSE:  0.9511261474422976
		NRMSE:  0.1689089233603796
		MAPE:  247.4910280376028

	Predictor:  RandomForests
		Pearson Correlation:  0.6236302762928378
		Spearman Correlation:  0.5177593665475317
		Coefficient of Determination:  0.3862027777974296
		RMSE:  0.877934354277272
		NRMSE:  0.1408413177632585
		MAPE:  181.16314081924165
		Pearson Correlation:  0.5731179061594709
		Spearman Correlation:  0.6054126954994485
		Coefficient of Determination:  0.2874206032590081
		RMSE:  0.9712891117796973
		NRMSE:  0.1724896309322851
		MAPE:  180.43121545408755

Protein:  CDH2
x_train_column_count:  474
x_train columns:  ['PSMG1', 'SMR3B', 'LY6K', 'CEBPB', 'CHST8', 'NANS', 'NDUFB6', 'TMEM159', 'CLTCL1', 'GLT6D1', 'VCP', 'SLC9A3R2', 'FBXL3', 'CDH12', 'USB1', 'PSMD5', 'PHF20L1', 'IFIT1B', 'KRBA1', 'OGN', 'PROM1', 'ASPM', 'SCMH1', 'DEFB105A', 'NCF1', 'C10ORF10', 'CDKL4', 'VLDLR', 'RAB40A', 'TM6SF2', 'ZNF567', 'SKP1', 'ZNF839', 'ADD2', 'SNORD57', 'C9ORF163', 'RASA1', 'PTBP2', 'ANAPC15', 'TMEM145', 'RAB22A', 'KIF20B', 'KIF3C', 'GDF6', 'DNHD1', 'RNY5', 'SNX5', 'ZNF366', 'DCAF5', 'GLMN', 'GSTK1', 'DFNA5', 'GIMAP7', 'SEBOX', 'NPPC', 'SLC22A10', 'SQSTM1', 'PRDM14', 'C9ORF142', 'JAG1', 'FLG2', 'SLC34A3', 'CYMP', 'R3HDM1', 'FAM98C', 'SLC12A6', 'SEC1P', 'UBXN4', 'HYLS1', 'CYP1B1.AS1', 'CD177', 'DNAI1', 'TMEM140', 'DEFB115', 'ARL10', 'MED28', 'TIGD7', 'LURAP1L', 'C10ORF88', 'SCARNA12', 'SNAPIN', 'CST4', 'CPEB3', 'OLIG1', 'SNORD58C', 'HIST2H4A', 'ORC6', 'PROSER2', 'UBE2A', 'GUCY1B3', 'PGAP2', 'TEDDM1', 'FOXO1', 'GNMT', 'SNORA26', 'ARL13B', 'C2CD2', 'GTF2H4', 'SLC38A8', 'CLSTN3', 'PTPRU', 'GCKR', 'GDF10', 'E2F4', 'SLC7A6OS', 'NAP1L6', 'AKAP3', 'GFPT1', 'ZCCHC24', 'SNORD78', 'RBFA', 'TAF13', 'TMEM97', 'ADPRHL2', 'FTH1P3', 'OLR1', 'NAPSA', 'AP4S1', 'ALDH1A2', 'SMUG1', 'MRPL40', 'CFH', 'NUDT7', 'MRPS36', 'FAM81A', 'TM4SF1', 'SCAMP4', 'KIAA0125', 'KLK5', 'MT1M', 'FAM66C', 'MT1B', 'MEFV', 'CTHRC1', 'PHYHD1', 'LYPD3', 'AK2', 'NLN', 'MBTPS2', 'LYPD6B', 'SMAP1', 'UGT1A8', 'DUSP5P1', 'DPH3', 'MRPS15', 'ZNF98', 'C6ORF10', 'ATP13A5', 'CDC42BPG', 'BICC1', 'TMPRSS12', 'SASS6', 'TOR1B', 'PAQR8', 'KANK4', 'FOXQ1', 'POLE', 'LRRC14B', 'CEP170B', 'HIST1H2AA', 'PCDH15', 'LCE3A', 'OR4A16', 'HLA.DQA1', 'EIF4E', 'GPR20', 'CTAGE9', 'PRRT3', 'TUBB', 'KRCC1', 'TBC1D2', 'TRIM42', 'AGPAT4', 'CA4', 'EXOSC5', 'NOS1AP', 'JRK', 'DDIT3', 'HSPBAP1', 'MYOC', 'RBCK1', 'EGLN2', 'FBXL15', 'DEPTOR', 'CHP2', 'IL6ST', 'CDC42SE1', 'CDRT4', 'GLIPR1L1', 'MAP3K15', 'KRT39', 'SOCS5', 'MMADHC', 'PAAF1', 'PLCG2', 'SLC6A18', 'OR6C65', 'SBK2', 'SLC22A5', 'ADRA2C', 'VDAC3', 'SNORD116.1', 'SMIM15', 'CXCL8', 'KIT', 'ZFYVE9', 'LOC493754', 'MIF4GD', 'SFT2D3', 'MYOM3', 'GPR101', 'NAT8', 'OR8K5', 'ADAM15', 'PPP5C', 'GPR119', 'ACAD9', 'NPHS2', 'STAT1', 'LOC646214', 'TUBGCP2', 'OR2T6', 'RASGRF2', 'RTCA', 'TGIF2', 'FABP4', 'PCSK1N', 'ATP5J', 'OR2B3', 'VSIG1', 'LOC90246', 'FIBIN', 'CACTIN', 'CCT6P1', 'ZCWPW1', 'NUBPL', 'MEP1A', 'SMAGP', 'CDC16', 'RELT', 'ASAP1.IT1', 'CCDC28B', 'FAM184B', 'YBEY', 'SNORA78', 'TBC1D3P2', 'COLQ', 'ABCC2', 'ACTR3C', 'CYR61', 'GUSBP1', 'INPP4A', 'CERS4', 'MRE11A', 'LHX9', 'NPAS2', 'ASMTL.AS1', 'PIN1P1', 'COPRS', 'ZRANB3', 'KCNT2', 'SEMG2', 'DUSP27', 'FIGNL2', 'SBSN', 'DDX43', 'PSMG2', 'OR1A2', 'PATE3', 'CDC25B', 'NOLC1', 'HERPUD1', 'SNORD115.48', 'PPP1R3G', 'DVL2', 'VPS37A', 'ATP12A', 'DSTN', 'OGFRL1', 'ZCCHC3', 'CEACAM19', 'CSN1S1', 'GALNT1', 'SPSB4', 'OR6B3', 'SYCE2', 'CAPRIN2', 'PRIMPOL', 'GLYCTK', 'TBX4', 'ARSG', 'THUMPD1', 'NT5DC3', 'N4BP2L1', 'TAF10', 'NADSYN1', 'LZTR1', 'OSGIN1', 'STAM', 'WFDC11', 'GTF3C5', 'HIGD2A', 'SNORD51', 'COL6A6', 'ATG101', 'RPL31P11', 'SLC11A1', 'CYP4Z2P', 'KRI1', 'ABCB9', 'INADL', 'SH2B1', 'HEATR6', 'TMEFF2', 'FAM224B', 'PTGER1', 'ZNF826P', 'WDR54', 'SHH', 'COL18A1', 'SLC9A3R1', 'ACPT', 'GLTSCR2', 'ZNF814', 'GALK1', 'CRYM', 'KRTAP4.8', 'DKFZP434A062', 'MCTP2', 'APBA1', 'GOLGA6L9', 'VGLL4', 'RPS6KA4', 'MTG1', 'TMEM161B', 'RXFP1', 'SLC7A2', 'EIF4A2', 'VWA8', 'DCD', 'WWP2', 'LMTK3', 'IL20RB', 'DMRTC2', 'ANO8', 'NPY5R', 'HOXD10', 'EOGT', 'RAB3IL1', 'GOLM1', 'PRKX', 'NCAPH', 'TMEM45B', 'MSH2', 'PCDHGB2', 'NUP107', 'ATP1B3', 'IFNAR1', 'KCNMB2', 'AARS', 'THNSL2', 'SMYD3', 'HNRNPA2B1', 'ABCC10', 'PPP1R14D', 'PAPSS2', 'ANP32B', 'CENPU', 'KRTAP27.1', 'WDR60', 'GATS', 'DNAJC21', 'ARSA', 'SLC2A2', 'CA2', 'ARL8A', 'TIE1', 'FITM1', 'SNORA81', 'PSMD1', 'UBE2W', 'PIGQ', 'METTL10', 'CALCR', 'DAND5', 'DIP2A', 'AIMP2', 'CDH3', 'ATG5', 'NPDC1', 'ZGPAT', 'LILRA1', 'DMRTC1B', 'RSBN1L', 'UBL4A', 'RAD51AP1', 'TAB2', 'IL11', 'ZNF354A', 'IL9R', 'COL15A1', 'HIST1H4C', 'FANK1', 'OTOS', 'ETF1', 'ARL15', 'RPL22', 'CYP2B7P', 'CNOT7', 'CELSR2', 'SLC36A4', 'CLEC12A', 'NUTM2F', 'STXBP2', 'TUBA3C', 'OR5AC2', 'C7ORF49', 'PIK3IP1', 'CPLX1', 'HOXA6', 'CDIPT', 'SMCHD1', 'HCG18', 'TPPP3', 'TFIP11', 'SNORD111', 'GHDC', 'SUMF2', 'VAMP3', 'C5ORF38', 'CORT', 'SSFA2', 'GAGE1', 'ACSM4', 'MAPK4', 'CNPPD1', 'AP1B1', 'PMPCB', 'SNX4', 'TUBA1B', 'ABHD14A', 'LRIT2', 'SNORA21', 'GATA1', 'PLCH2', 'JUP', 'PDRG1', 'PDCD1LG2', 'HIST1H2BK', 'DHX34', 'FBXO22', 'RFXANK', 'RHEBL1', 'SKIDA1', 'CDHR5', 'PHYHIP', 'NUMA1', 'C10ORF95', 'NPTX1', 'DUS3L', 'BDP1', 'PCDHGA3', 'ZNF334', 'FOXD1', 'AATK.AS1', 'TCP10L2', 'CRYBA1', 'PLD1', 'PAH', 'OR13C4', 'MS4A7', 'RCCD1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0042702958885580955
		RMSE:  0.36888339320753855
		NRMSE:  0.13366308906715652
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005559500410650786
		RMSE:  0.3881548727768219
		NRMSE:  0.20448899349205915
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  LinearRegression
		Pearson Correlation:  0.5772251181944806
		Spearman Correlation:  0.5198427190262941
		Coefficient of Determination:  0.33011441280238407
		RMSE:  0.3012757056820839
		NRMSE:  0.10916577494096816
		MAPE:  4066.3565014989076
		Pearson Correlation:  0.07692082071061218
		Spearman Correlation:  0.2729942487412926
		Coefficient of Determination:  -2.594385249415815e+23
		RMSE:  197159809109.41205
		NRMSE:  103868362216.98375
		MAPE:  10104986950209.273

	Predictor:  ElasticNet
		Pearson Correlation:  0.33812394274012636
		Spearman Correlation:  0.306971171030498
		Coefficient of Determination:  0.09124844930883458
		RMSE:  0.3509024317631124
		NRMSE:  0.12714777583995668
		MAPE:  800.9078904375175
		Pearson Correlation:  0.30854358621253847
		Spearman Correlation:  0.37015413130426306
		Coefficient of Determination:  0.07806422136083513
		RMSE:  0.3716648505422189
		NRMSE:  0.19580166715426908
		MAPE:  163.01178958193591

	Predictor:  RandomForests
		Pearson Correlation:  0.43877897882821165
		Spearman Correlation:  0.3408142180217822
		Coefficient of Determination:  0.11467886300058139
		RMSE:  0.34634921845331185
		NRMSE:  0.1254979413194115
		MAPE:  936.5076376491592
		Pearson Correlation:  0.26248496261339294
		Spearman Correlation:  0.36219393229928787
		Coefficient of Determination:  0.04713836524269455
		RMSE:  0.37784708525423993
		NRMSE:  0.1990586118494339
		MAPE:  177.87534727608093

Protein:  CDH3
x_train_column_count:  75
x_train columns:  ['ADIG', 'KIAA2018', 'TCAF1', 'ORAOV1', 'TEX2', 'P2RY8', 'ACKR1', 'EFHC2', 'TNXB', 'ITPR3', 'RNF17', 'VPS52', 'NEUROG2', 'FAM186A', 'DNAJB14', 'C12ORF10', 'WTAP', 'CLRN1.AS1', 'ABCA10', 'AP4M1', 'SMC2', 'PFDN2', 'NFIA', 'KCNE1', 'RNF168', 'HSFY2', 'SIVA1', 'ACBD6', 'TMEM19', 'SNORD77', 'MEIS1', 'RNF214', 'GPR1', 'PCDH10', 'GMCL1P1', 'PALB2', 'INE1', 'TMEM135', 'MYT1', 'YDJC', 'NKX1.2', 'SNORD114.8', 'TPGS2', 'SLC39A8', 'SLC5A4', 'DIMT1', 'ATAT1', 'RTN4RL1', 'SPRR1B', 'NINJ2', 'ARMT1', 'S1PR5', 'KARS', 'NGLY1', 'PERP', 'ECEL1', 'SH2B3', 'GPR6', 'CDC14B', 'SNORD30', 'WNT9A', 'TM6SF2', 'SGCE', 'LTF', 'ZNF69', 'NID2', 'CEBPA', 'MTRF1L', 'KRTAP10.6', 'FZD8', 'NBPF6', 'HNRNPR', 'FANCI', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032535082492379797
		RMSE:  0.20804431995898212
		NRMSE:  0.15657381105189322
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10171995354262497
		RMSE:  0.2077503373255318
		NRMSE:  0.17094572313464315
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  LinearRegression
		Pearson Correlation:  0.41995114687344975
		Spearman Correlation:  0.4261037574588858
		Coefficient of Determination:  0.17635896576032584
		RMSE:  0.1885035386108906
		NRMSE:  0.1418674513338982
		MAPE:  374.84499996884904
		Pearson Correlation:  0.3071431651089681
		Spearman Correlation:  0.3231578536661876
		Coefficient of Determination:  -0.08885350542089321
		RMSE:  0.20653366741515136
		NRMSE:  0.16994459591471356
		MAPE:  1489.4425797244908

	Predictor:  ElasticNet
		Pearson Correlation:  0.3405456313234504
		Spearman Correlation:  0.35445415141837444
		Coefficient of Determination:  0.09696649333279617
		RMSE:  0.19737968524018784
		NRMSE:  0.14854762460408646
		MAPE:  199.24741487041888
		Pearson Correlation:  0.20356186410063842
		Spearman Correlation:  0.20004537686643306
		Coefficient of Determination:  -0.10115695608347042
		RMSE:  0.20769724858097358
		NRMSE:  0.1709020394807649
		MAPE:  877.8429285194026

	Predictor:  RandomForests
		Pearson Correlation:  0.3773326930523753
		Spearman Correlation:  0.3842977985595683
		Coefficient of Determination:  0.11974871591321656
		RMSE:  0.19487397919745642
		NRMSE:  0.1466618343812937
		MAPE:  229.48841385692975
		Pearson Correlation:  0.23792931923802668
		Spearman Correlation:  0.21974060648580815
		Coefficient of Determination:  -0.09136808607856484
		RMSE:  0.20677201264080483
		NRMSE:  0.17014071639990525
		MAPE:  1102.29614116975

Protein:  PTEN
x_train_column_count:  886
x_train columns:  ['CYP27C1', 'ZP3', 'HBS1L', 'VLDLR', 'HOXA13', 'CD38', 'GSTA3', 'SPSB1', 'ERMAP', 'TMEM116', 'CTAGE10P', 'FAM161A', 'GPX3', 'SNAP23', 'ZNF177', 'LRRC74A', 'NUP153', 'PIFO', 'METTL21A', 'HIST1H2BM', 'SAP30BP', 'TELO2', 'VASH2', 'ZMAT3', 'LMBR1', 'SRPK2', 'ZNF831', 'ZNF770', 'EEF1B2', 'ZNF320', 'C20ORF141', 'RNU6ATAC', 'ZMYM2', 'SLC7A10', 'WNT5B', 'SNTA1', 'LOC401463', 'GRAMD1B', 'IGLL1', 'PPP1R10', 'KCNMB1', 'BLNK', 'SART3', 'LINC00628', 'IFT122', 'IFNGR1', 'FAM27L', 'EMILIN2', 'CNTNAP5', 'CACNG4', 'PLEKHB2', 'C1ORF53', 'TRNT1', 'SLC22A12', 'VPS33A', 'R3HDM2', 'AIFM1', 'GUCY1A3', 'CPNE8', 'DUX4L6', 'GAS7', 'CNNM2', 'PWWP2A', 'RHOT2', 'SERPINB3', 'C9ORF16', 'AKNA', 'PCSK2', 'COL6A3', 'FOXQ1', 'CDH11', 'LAMB2', 'TMEM91', 'POMK', 'ANKRD13A', 'CYSTM1', 'CCDC25', 'ANAPC10', 'LINC00518', 'GBGT1', 'TCP10L', 'RASA3', 'PLCZ1', 'SPEG', 'POLB', 'RNF115', 'ATAD3C', 'FAM173A', 'C12ORF74', 'BMS1P6', 'ARF3', 'TARM1', 'ACTL8', 'CFL2', 'ZRSR2', 'RBFOX2', 'BRI3', 'HMGB3P1', 'PNPLA1', 'DLGAP2', 'FRAT2', 'CARD11', 'TCF3', 'FAM189B', 'SPON1', 'CACNG5', 'RFX3', 'VCX3B', 'LINC00893', 'ZNF700', 'OR4K14', 'UBE2D4', 'TEKT5', 'HIST1H3F', 'PRKCD', 'ZNF311', 'RNF5', 'OR5H15', 'DDX3X', 'E2F3', 'MTL5', 'BTN3A2', 'CRIPT', 'RPL7A', 'SYT4', 'TLE6', 'GLT1D1', 'SLC30A8', 'SUSD2', 'FUT5', 'IHH', 'TENM4', 'OR1M1', 'C20ORF202', 'TMEM50B', 'LCE1B', 'BTBD6', 'SPX', 'PTRHD1', 'SUGCT', 'TJP3', 'ZNRD1.AS1', 'XKRY', 'HGSNAT', 'ARL17A', 'ANAPC7', 'ALDH16A1', 'DIP2A', 'PROSER2', 'C19ORF54', 'TAAR1', 'BRWD1', 'BCL2L1', 'CTSS', 'ARF5', 'TRIM33', 'ACTR2', 'GULP1', 'SLC22A24', 'PTPRA', 'PTCHD3', 'FBF1', 'KIAA0930', 'TMPRSS4', 'NOMO2', 'HES5', 'CLDN16', 'C19ORF66', 'DSCR9', 'RNF4', 'RNF144B', 'CEP162', 'TACSTD2', 'FAHD1', 'PIWIL2', 'ITPR2', 'SYT1', 'SNORD56B', 'DEC1', 'C21ORF91', 'DHX35', 'SNORA15', 'ZNF512', 'CDON', 'DDX24', 'SUPT20H', 'HACD2', 'AATBC', 'EVA1B', 'SLC25A53', 'PLCXD3', 'NRSN2', 'SWSAP1', 'NHLH2', 'EXOSC7', 'DUSP9', 'ABCA9', 'RASA4CP', 'RNF130', 'ZNF90', 'RPP21', 'OR8U1', 'FAR2', 'DTX1', 'GK', 'TK2', 'LINC01548', 'DHRS7', 'AKAP8L', 'SH2D5', 'TIMM13', 'CCDC24', 'CABIN1', 'SV2B', 'AFP', 'MAP1A', 'TTC37', 'AMT', 'FAM53A', 'TRDN', 'CEP44', 'OR2W3', 'TERT', 'MTMR14', 'RMDN3', 'TNNT3', 'MPC1', 'DPP7', 'OLIG1', 'MRPL46', 'ZNHIT6', 'PPP1R27', 'LOC646471', 'DSC1', 'C2ORF73', 'NEGR1', 'B3GNT2', 'CENPA', 'RCCD1', 'CCKAR', 'CXORF66', 'NFYB', 'HPYR1', 'SUFU', 'RDH13', 'CMAHP', 'KRTAP11.1', 'DSCR8', 'KLK6', 'CXORF40A', 'TMEM14C', 'COX19', 'EP400', 'GNG5', 'C2ORF44', 'SPACA6P', 'OTOR', 'SCN2B', 'LIN9', 'MSX2', 'SPATA33', 'SMCR5', 'PIEZO1', 'SGOL2', 'TIMM10B', 'MBLAC2', 'NKX2.5', 'STATH', 'HTR1D', 'INTU', 'BCAR3', 'GINS1', 'TTC23L', 'TSGA10', 'IL13RA1', 'RANBP3', 'OGDH', 'USH2A', 'NFIB', 'GSTK1', 'POLE2', 'ROPN1L', 'ADAMTS2', 'ADIPOR1', 'MPDZ', 'TMEM17', 'SLC25A48', 'METTL2B', 'RPL19', 'LCE1E', 'USP17L2', 'MYCL', 'SNAR.I', 'CAPNS1', 'SNORA74A', 'PAXIP1.AS2', 'TMEM79', 'CMC2', 'KCTD2', 'MYADM', 'UBE2Z', 'DUSP3', 'RPS6KA6', 'FAM102A', 'DNAJB6', 'UGDH', 'PDILT', 'SNORD113.2', 'SIAE', 'DEFB121', 'CCDC112', 'LINC00982', 'CNOT1', 'OR10Q1', 'OR5B21', 'ZNF592', 'FOXL1', 'PCDHGB8P', 'CHP2', 'EPB41', 'PCF11', 'SNORD115.9', 'PCP4', 'SSR4', 'TNFRSF10A', 'FRG1', 'DNAH3', 'NAT8B', 'FAM183CP', 'CALHM2', 'ARID1A', 'CDH20', 'ICOS', 'TRMT13', 'ATG7', 'AP2M1', 'RFPL1S', 'BOLL', 'HOXC9', 'KCNH6', 'DNAJC22', 'PRAMEF11', 'SC5D', 'TMEM47', 'CHN1', 'DUX4L1', 'DEF8', 'HORMAD1', 'ANKRD30BL', 'SHISA3', 'PSMD3', 'ARL10', 'MAN2B2', 'TFAMP1', 'AP1S3', 'TCP10', 'NR4A2', 'LOC220729', 'HLA.DMB', 'DMTF1', 'ZNF765', 'PGAP2', 'CFH', 'BLOC1S5', 'TAAR2', 'CASD1', 'PQBP1', 'C1QB', 'C3ORF79', 'PLEKHH1', 'TMTC1', 'RLF', 'COLGALT2', 'EAF2', 'FGD4', 'ANKS4B', 'DYDC2', 'PTX4', 'RAB6A', 'ARHGAP33', 'ERH', 'ADAMTS15', 'C1ORF186', 'DTX2P1.UPK3BP1.PMS2P11', 'ADI1', 'ARMC10', 'HBZ', 'SLC16A11', 'LACTB', 'UGP2', 'SNORD116.10', 'DNA2', 'ZG16', 'ZBTB7B', 'BREA2', 'C6ORF10', 'LRRC40', 'IP6K3', 'SSX3', 'HOMER3', 'CRCT1', 'UBE2Q2P1', 'BACH1', 'LILRA4', 'FNDC5', 'IRF8', 'MRPS7', 'RPTOR', 'TNFSF4', 'PCBP2', 'ISCA1', 'FBXO41', 'TBC1D23', 'TEAD1', 'APBB2', 'SNORA11', 'SELO', 'DLG1', 'RNF148', 'JAKMIP2', 'TMEM25', 'ACOT4', 'ZNF532', 'T', 'DSCAM', 'AP2A1', 'SLC43A3', 'DYNLRB1', 'CETN1', 'CYP46A1', 'EN1', 'ZFP64', 'TSPAN3', 'LAMA1', 'ZP4', 'CCDC57', 'SLC7A8', 'TMLHE', 'CCM2', 'PCDHB7', 'PRR32', 'SNAI2', 'TTTY17A', 'AURKAIP1', 'UG0898H09', 'LRRFIP2', 'REG4', 'INTS10', 'PUS7L', 'HOXB6', 'APOL4', 'KCTD18', 'NR1I2', 'SLC26A4.AS1', 'KLRD1', 'CEP41', 'LINC00669', 'WDR63', 'LAX1', 'CCR4', 'SSTR4', 'LINC00152', 'TUBAL3', 'SERPINE1', 'STRN', 'RXFP2', 'SOWAHD', 'ADCK4', 'SLC2A9', 'EXPH5', 'OR4X2', 'CRMP1', 'BOD1L1', 'MARVELD1', 'ZSCAN23', 'ABCG2', 'MKRN3', 'PNMA5', 'HIGD2A', 'ANKRD32', 'SNORD115.45', 'MAGEB18', 'TSPAN2', 'ASB12', 'EIF3C', 'TM6SF1', 'USP48', 'MBP', 'MSR1', 'CACNA2D4', 'SMNDC1', 'DAPK2', 'SOCS2', 'PTPN11', 'ALG3', 'PABPN1', 'PAK1', 'HIST1H3E', 'PRDX3', 'C7ORF49', 'C15ORF57', 'STAU2', 'ACTL9', 'HLA.DQA1', 'TPM2', 'OR10G9', 'SLC30A7', 'SMIM7', 'MEG8', 'TRPS1', 'AGPAT2', 'IGFL1', 'MANEAL', 'HMBOX1', 'CSRNP2', 'NT5C1A', 'UGGT2', 'OCLM', 'AARS', 'SNX15', 'MT1L', 'MAU2', 'GALNT15', 'CRIP3', 'OTC', 'SLC45A4', 'CDK10', 'TARBP2', 'RASA2', 'LOC727896', 'PRPF38A', 'CENPP', 'PIK3C3', 'SLC22A25', 'TGFBRAP1', 'SEL1L2', 'PPRC1', 'NLRP5', 'DPP4', 'KIF1A', 'NUFIP1', 'DACT2', 'NDUFS2', 'DNMT3L', 'ZZZ3', 'C7ORF66', 'LINC00523', 'PPP1R11', 'TSPO', 'FKBP6', 'EEF1A1', 'RHOBTB3', 'FAM214A', 'ARHGEF2', 'STRBP', 'SPATA31D5P', 'SNORD62A', 'CMTR2', 'WSB1', 'KRTAP9.8', 'KCTD20', 'SUN1', 'TMEM59', 'THEM4', 'KCNA7', 'ZNF576', 'IRX2', 'ERCC6', 'ZP2', 'UBA6', 'A1CF', 'TRAT1', 'TP53', 'C9ORF85', 'ZNF518B', 'SLC43A2', 'BTBD8', 'MROH5', 'TSSC4', 'RNASE11', 'PYGM', 'WFDC10A', 'C7ORF61', 'ZNF92', 'PRDX6', 'F2', 'TACO1', 'OR7E156P', 'TMEM183A', 'QSOX2', 'MUC2', 'SMAD6', 'CRIP2', 'UCHL5', 'VWCE', 'RPS9', 'C9ORF153', 'ATP13A3', 'CPSF3L', 'ACTRT2', 'DCLK1', 'ADAM18', 'GALNT13', 'ZNF853', 'C15ORF61', 'PADI2', 'FGB', 'HOXB13', 'KRTAP19.6', 'TDRD5', 'TMEM18', 'IGF2', 'PDCL', 'CAV3', 'CHM', 'UNK', 'OR10X1', 'SFSWAP', 'GPR183', 'TRAM2', 'SNORD88A', 'COTL1', 'BTN2A2', 'TSHB', 'PCAT4', 'SPEF1', 'DNHD1', 'PRPF31', 'PFAS', 'MEX3D', 'XRCC6BP1', 'MAX', 'POM121', 'MAGEA6', 'NUMB', 'PTK6', 'IARS2', 'FBRSL1', 'POR', 'C6ORF48', 'ZNF687', 'MAGEB10', 'SMIM11', 'RNF113B', 'PDPK1', 'ANKDD1A', 'OOEP', 'SPACA3', 'CSN1S1', 'ATP1B1', 'GATA3', 'IDO1', 'TRAP1', 'EPHA6', 'CCBL1', 'GLS', 'PRSS55', 'EFHD2', 'GBP7', 'IFI27', 'MED11', 'FUT10', 'LRFN2', 'NDUFA10', 'OSGEP', 'QTRT1', 'MMP8', 'BACE2', 'CMTM8', 'FUNDC2', 'TRAPPC6B', 'RGN', 'NCAPD3', 'IFRD1', 'NUFIP2', 'LYN', 'BRD8', 'SHFM1', 'ARX', 'DCAF16', 'FCER1G', 'GYPB', 'OR2G3', 'LARS2', 'NUTM2F', 'DFFA', 'ITPKC', 'OR51S1', 'LUC7L3', 'MAP3K15', 'PIM1', 'TLN1', 'C1ORF123', 'DENND5B', 'XYLT2', 'SFRP5', 'CYP4Z1', 'MCTP1', 'HELT', 'GTF2E2', 'ZNF385B', 'LMF1', 'KLHL32', 'OPALIN', 'KRTCAP2', 'CELF4', 'DPM2', 'NEUROD6', 'CAMK2A', 'MUT', 'CACNB4', 'RAB3B', 'HPGDS', 'PDXDC2P', 'RPL35', 'SLC25A5', 'PCSK7', 'SNORD19B', 'GRB10', 'LPA', 'MPZL1', 'SPAG6', 'ARGFX', 'OR2Y1', 'CEMIP', 'EZH1', 'CD9', 'GAGE2B', 'NFATC2IP', 'C2ORF69', 'OR5AU1', 'PPIAL4E', 'TCAF2', 'PCYT2', 'WNK1', 'GOLGA8CP', 'SDHAF2', 'F8', 'MAGEA3', 'RABEP1', 'CT47A9', 'MSI1', 'NEURL1B', 'TRIM47', 'PRPF4B', 'DOCK3', 'ISM2', 'ZNF704', 'ZNF746', 'FKBP1A', 'RPL19P12', 'GPR107', 'OLFML2B', 'UTP18', 'ITPK1.AS1', 'SDHAP1', 'PTPN5', 'SLC7A3', 'CYP4B1', 'CECR5', 'CYP7B1', 'RRN3P1', 'IFT88', 'MIA3', 'KCNQ1OT1', 'CD3D', 'TMED10P1', 'MFSD7', 'PTGDR', 'LRIF1', 'TBC1D13', 'ICAM3', 'PIH1D2', 'ALG14', 'SNORD59B', 'LIMS3', 'IKZF2', 'TMC6', 'FABP6', 'LIG3', 'CSF3R', 'TCEB3C', 'TANK', 'LHX9', 'ANKRD50', 'TIMM17A', 'NKX6.3', 'SPRYD4', 'TXNDC15', 'LINC00471', 'MYO9A', 'CLDN20', 'LRRC71', 'SUDS3', 'SDHAF3', 'WTIP', 'TIAM1', 'B3GNT3', 'PGBD4', 'PTER', 'ARFGEF1', 'GBP6', 'CD248', 'CAB39', 'RER1', 'DEPDC7', 'GJA10', 'APOBR', 'SUZ12P1', 'GRPEL2', 'SEPT8', 'RFX7', 'TTC9C', 'WASH3P', 'SNORD46', 'CSTF1', 'OR4E2', 'DNAJB7', 'CLDN2', 'KLHDC8A', 'PPP1R9B', 'MCHR2', 'PPIL4', 'ZMAT2', 'UTP20', 'CYP21A2', 'SH3BGRL', 'OR52H1', 'GRAMD2', 'SRRM2', 'ZNF542P', 'SH3YL1', 'CTU1', 'ERBB2', 'CCNL2', 'ST3GAL3', 'MRPS35', 'RAB35', 'DMC1', 'SBDS', 'HERC3', 'RFC3', 'LRMP', 'OXTR', 'CTLA4', 'ULK2', 'PTCD1', 'KDM2B', 'COL8A1', 'CASK', 'TEX28', 'MAGED1', 'SPATA2', 'EVA1C', 'DHX38', 'GGT5', 'TMEM233', 'POTEE', 'KRTAP19.8', 'TMSB10', 'SOD3', 'NES', 'DAGLB', 'RPLP0P2', 'TTTY2', 'KLF14', 'CRLS1', 'SNX24', 'ODC1', 'C22ORF31', 'RPL9', 'WNK4', 'RNMTL1', 'FGFR2', 'TDGF1P3', 'ZNF432', 'FRY', 'LOC100129550', 'HNRNPL', 'C6ORF106', 'REL', 'OR1I1', 'ZPLD1', 'IQSEC3', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.03862384422015608
		RMSE:  0.6356813050691055
		NRMSE:  0.09939509109047072
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04557869434051831
		RMSE:  0.5231599683741948
		NRMSE:  0.17546282813730707
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  LinearRegression
		Pearson Correlation:  0.8341952875439033
		Spearman Correlation:  0.7790943497985173
		Coefficient of Determination:  0.690957207836121
		RMSE:  0.3467525028306826
		NRMSE:  0.05421820073968925
		MAPE:  314.13702277575567
		Pearson Correlation:  -0.1015580876352943
		Spearman Correlation:  0.11292964188572918
		Coefficient of Determination:  -4.95510748638572e+23
		RMSE:  360149388844.2855
		NRMSE:  120790645574.28412
		MAPE:  23108705876821.586

	Predictor:  ElasticNet
		Pearson Correlation:  0.5771049294610481
		Spearman Correlation:  0.5273302239193433
		Coefficient of Determination:  0.2897697929471139
		RMSE:  0.5256659720451611
		NRMSE:  0.08219310015560333
		MAPE:  469.86757675537456
		Pearson Correlation:  0.1211111235841137
		Spearman Correlation:  0.15468247000292656
		Coefficient of Determination:  -0.09175428740551395
		RMSE:  0.5345872485443333
		NRMSE:  0.17929542814070742
		MAPE:  1360.008046022442

	Predictor:  RandomForests
		Pearson Correlation:  0.5405392826092758
		Spearman Correlation:  0.39694659949096206
		Coefficient of Determination:  0.1716639085042858
		RMSE:  0.5676930628267022
		NRMSE:  0.08876445357309079
		MAPE:  325.7000909904892
		Pearson Correlation:  0.0997898221479645
		Spearman Correlation:  0.21560823334308848
		Coefficient of Determination:  -0.013471408396161344
		RMSE:  0.51506482613471
		NRMSE:  0.17274779518872757
		MAPE:  546.9965483066261

Protein:  BRCA2
x_train_column_count:  363
x_train columns:  ['FAM71E1', 'TRAF3', 'MUC5B', 'SNORA28', 'LYRM7', 'TBATA', 'MRGPRE', 'AADACL2', 'EIF1AX', 'TTC19', 'TINAGL1', 'NFXL1', 'PABPC1L2B', 'SNORA34', 'CCDC60', 'INTS7', 'TAF1L', 'OR1A2', 'FANCA', 'DUSP2', 'SEMA3B', 'C4ORF29', 'AGO1', 'C14ORF37', 'HIST2H3D', 'CDC42EP4', 'MTHFD1L', 'ZSCAN12P1', 'CDKN3', 'CFAP126', 'CD200', 'TTC39A', 'GOLGA3', 'C2ORF40', 'DSG3', 'MAPK11', 'SUOX', 'TOB2P1', 'RPS14', 'TMEM223', 'PIK3AP1', 'NF1', 'DHX15', 'STYK1', 'DNAL4', 'FAM167A', 'TMEM125', 'PCBP4', 'INTS4P1', 'CORO1C', 'IGSF11', 'CDC73', 'WRNIP1', 'CD244', 'LOC399815', 'KIAA0408', 'KLHDC8B', 'MGAT5', 'KRT12', 'SLC4A3', 'P2RX6', 'SNAR.E', 'ETAA1', 'DNAJA4', 'USP22', 'GDF7', 'PPP1R3F', 'ICA1L', 'BMI1', 'SERPINA3', 'LINC01001', 'RTN4RL1', 'DYSF', 'COG2', 'SMPDL3A', 'CCL7', 'TTC38', 'COL5A1', 'SNX13', 'ACYP2', 'FAF2', 'DNAAF3', 'SSX9', 'IGFL4', 'BCAS3', 'TCF15', 'RASA4', 'FAM41C', 'SNORD114.18', 'ZAR1L', 'IL4', 'NDRG2', 'CHGA', 'ADCY7', 'DEFB110', 'SNORD115.48', 'RBBP5', 'PTGER3', 'LOC100133331', 'ZNF48', 'ALG3', 'RPS26P11', 'C14ORF1', 'LINC00488', 'LINC00176', 'SAV1', 'ENKD1', 'OXSM', 'ITFG1', 'GAB3', 'MITF', 'MC1R', 'XPNPEP2', 'PWP2', 'ZNF257', 'WTIP', 'MSANTD3', 'PRAMEF22', 'GALR1', 'METTL23', 'EIF1AD', 'TKTL2', 'RBMY1B', 'EPHA8', 'RAD54B', 'TLR3', 'MFSD8', 'ARHGAP21', 'CES4A', 'NCR2', 'MAPK8IP1', 'CPLX2', 'PPP4R2', 'FURIN', 'SMIM7', 'SNORD45A', 'FLNB', 'TPBG', 'SLC6A17', 'RMI1', 'PRAMEF8', 'SLC35G2', 'CCDC85A', 'AASDHPPT', 'OR51B5', 'SH2B2', 'DUSP14', 'GPR19', 'OCM2', 'BTF3P11', 'CD300A', 'F2', 'SUGT1', 'GDAP2', 'CCDC181', 'LRRC1', 'SCN4A', 'MTCP1', 'TMEM218', 'POMGNT2', 'PRDM11', 'EGR1', 'ZNF83', 'KRT8P41', 'EGF', 'CUL2', 'ADGRF4', 'AMICA1', 'SLC30A2', 'ITIH2', 'BAG5', 'STAM2', 'SI', 'TARSL2', 'P2RY4', 'SEPT7P2', 'CT47B1', 'FAM43A', 'NDUFA13', 'CYBRD1', 'TPM1', 'DBI', 'SNORA38', 'TCAP', 'GPAM', 'ADAMDEC1', 'ST3GAL1', 'HIBCH', 'TPI1', 'SNORD59A', 'KRT222', 'TREML4', 'UBQLNL', 'DYNC1LI1', 'CARD16', 'MAF', 'RBBP4', 'CLN8', 'ZNF263', 'UTP6', 'ZNF285', 'SLFN13', 'SNORD9', 'LINC00998', 'C9ORF156', 'ABCA12', 'GEMIN5', 'CLDN1', 'LTA4H', 'CX3CR1', 'HCFC1R1', 'HMCES', 'FGD5', 'ALS2CR11', 'BCCIP', 'SCARA3', 'SMNDC1', 'CPEB3', 'PCOLCE', 'MAGEE1', 'TMEM207', 'PEX10', 'ATP6V1C1', 'UBAC1', 'CUEDC2', 'SMOC1', 'GAGE1', 'LOC100133920', 'GUSBP2', 'SLC35A5', 'PCDHGC4', 'LRIT1', 'CMTM4', 'SCGB1A1', 'IL22', 'BACH1', 'FOXO3', 'METTL11B', 'PDP2', 'CRYZL1', 'FAM212A', 'ROM1', 'NPHP1', 'G2E3', 'UNC93B1', 'ZNF687', 'DOK5', 'TTI2', 'SLC39A13', 'TSPAN6', 'CD68', 'PAK1', 'YBX2', 'NUPL1', 'RFPL3', 'TBPL2', 'DISC2', 'NINL', 'MRPL23', 'FOXL2NB', 'ZBTB10', 'LOC148696', 'ZNF236', 'STEAP1B', 'USP14', 'TIMM44', 'ITM2B', 'GAL', 'TINAG', 'OR1K1', 'PITHD1', 'SKINTL', 'WNT9A', 'CIAPIN1', 'SH3RF1', 'RANBP10', 'TPP2', 'MTFMT', 'METTL1', 'EYA1', 'ACSL1', 'ADM', 'NRIP1', 'COA3', 'LHX5', 'ELN', 'ZNF90', 'CRNN', 'STX10', 'PADI1', 'CYFIP2', 'PCIF1', 'NXF2', 'RPL12', 'CNTN4', 'PIGM', 'SPINK14', 'PLOD1', 'CNTRL', 'MARCH6', 'MCM2', 'SCOC', 'CDCA5', 'BCORP1', 'CP', 'LINC00917', 'YAF2', 'C8ORF82', 'CRELD1', 'PCDH15', 'TMX3', 'WNT8A', 'CCNH', 'MFSD4', 'FAM65A', 'RBM4', 'MPV17L', 'HIAT1', 'HPSE', 'C9ORF47', 'MGC16275', 'TEAD4', 'C9ORF171', 'DCBLD1', 'OSCAR', 'GPM6B', 'IL1RL1', 'NLRP6', 'HSCB', 'SLC2A14', 'SLC12A8', 'PDE9A', 'SLC4A2', 'NTN4', 'FIZ1', 'OR13C2', 'KLHL42', 'ZNF600', 'WDR37', 'FAM58BP', 'RSU1P2', 'SIRT6', 'NDUFB1', 'DDX20', 'ATG9B', 'MARCH9', 'NOL4L', 'TOPAZ1', 'SFPQ', 'KANK2', 'MED22', 'TMEM88', 'WNT2', 'PCDHA11', 'TMED5', 'CKS1B', 'GAB2', 'ZNF324', 'UGT3A1', 'BSPRY', 'ATG16L2', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004232193403179485
		RMSE:  0.1957372843548259
		NRMSE:  0.12609907189874434
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0041831029428383015
		RMSE:  0.19359139518213575
		NRMSE:  0.1310414025181481
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  LinearRegression
		Pearson Correlation:  0.46306540371638005
		Spearman Correlation:  0.41469760737406147
		Coefficient of Determination:  -0.12211793794107106
		RMSE:  0.20690726558367478
		NRMSE:  0.13329506560391355
		MAPE:  339.6034224450244
		Pearson Correlation:  0.0046148616076575645
		Spearman Correlation:  0.1018104580621572
		Coefficient of Determination:  -3.284064675977778e+26
		RMSE:  3500946271643.303
		NRMSE:  2369779447816.8745
		MAPE:  4147332636623750.0

	Predictor:  ElasticNet
		Pearson Correlation:  0.3197606445197666
		Spearman Correlation:  0.3224717453758727
		Coefficient of Determination:  0.054925258804741084
		RMSE:  0.1898845224921504
		NRMSE:  0.1223285698129492
		MAPE:  141.88645612237286
		Pearson Correlation:  0.061896936492714424
		Spearman Correlation:  0.08117326140773454
		Coefficient of Determination:  -0.017106365753327024
		RMSE:  0.19483311821243357
		NRMSE:  0.1318819209062522
		MAPE:  143.67347518192912

	Predictor:  RandomForests
		Pearson Correlation:  0.4421408464843656
		Spearman Correlation:  0.43271970149405903
		Coefficient of Determination:  0.09463506570323654
		RMSE:  0.18585246417702356
		NRMSE:  0.11973101251539608
		MAPE:  129.31661265507898
		Pearson Correlation:  0.03967731585684438
		Spearman Correlation:  0.10089528069311221
		Coefficient of Determination:  -0.022528309379985956
		RMSE:  0.195351731673774
		NRMSE:  0.13223296871638293
		MAPE:  134.69936098657652

Protein:  CDKN2A
x_train_column_count:  614
x_train columns:  ['GPR87', 'C20ORF195', 'TRPS1', 'ALDH5A1', 'PDCL', 'COPS4', 'LUZP1', 'SIAH3', 'SIL1', 'ALAD', 'BCL9', 'ABCA8', 'C4ORF33', 'ALX1', 'C11ORF80', 'GTF2H3', 'PVR', 'SIN3A', 'C16ORF82', 'KCNQ3', 'EHD1', 'GRM6', 'GTF3A', 'VBP1', 'SRCIN1', 'RFNG', 'GPANK1', 'CALCRL', 'CACNG3', 'PLA2G5', 'OR2W1', 'SYT6', 'GRM3', 'SLC9A1', 'MKI67', 'ARSJ', 'SLC25A5.AS1', 'FGD2', 'GOLGA6L5P', 'ZNF99', 'DMRT2', 'GNAS.AS1', 'PQLC2', 'USP2', 'NPHS1', 'OR51B6', 'GJA1', 'MYH2', 'SOX13', 'HDAC10', 'ATP6V1G2', 'MYO18B', 'ZBTB42', 'MS4A2', 'SH3D19', 'EIF4E1B', 'ETV3', 'LRRFIP1', 'DIP2B', 'NCSTN', 'MTMR8', 'DMRT3', 'RPL18A', 'KLHL2', 'TUBD1', 'FTHL17', 'ACVR2B.AS1', 'PTGES2', 'CAPN12', 'USP18', 'SLC27A4', 'TAS2R30', 'S100A16', 'ZNF740', 'SLC2A7', 'TLE6', 'RPLP0P2', 'RIPK4', 'OR2D2', 'IL6', 'COL1A1', 'JAM2', 'LOC100270804', 'SHC1', 'MYOT', 'TRUB1', 'ORMDL2', 'CLLU1', 'ICAM3', 'MYCNOS', 'ZMYM6', 'VN1R1', 'TDO2', 'PTCH2', 'WWC1', 'PARP14', 'CCDC129', 'MS4A6A', 'EYA3', 'DNAH8', 'NF1P2', 'NSUN6', 'DUOX1', 'HCG9', 'KBTBD6', 'GRIP2', 'LRIG3', 'BPNT1', 'KCNN4', 'COL7A1', 'WIBG', 'TRMT112', 'TMEM181', 'METTL21C', 'OR2C1', 'SEC63', 'KIAA1671', 'CDRT15', 'LSM14A', 'PDE1C', 'APOC3', 'NIPSNAP1', 'FANCL', 'ZNF578', 'TAF9B', 'PAFAH1B3', 'ZFYVE21', 'BRD7P3', 'TCAF1', 'RRM2', 'TRIM29', 'FAM72A', 'LMNB1', 'CTAGE10P', 'ZZZ3', 'TFCP2', 'SOS1', 'BCAS1', 'SCARB2', 'LINC00593', 'ALG1L2', 'SLC47A2', 'BCRP3', 'SQRDL', 'EXOC1', 'TRPC4AP', 'MANF', 'CYLC1', 'NDRG2', 'MRPL11', 'FAM167A', 'STK24', 'ATL2', 'EIF4EBP1', 'AGR3', 'CIB1', 'LINC00623', 'C16ORF90', 'MACROD1', 'AKR7L', 'CYP3A5', 'CCDC186', 'SNORD4A', 'PPOX', 'ZC3H12B', 'PIP5K1P1', 'XPR1', 'NPR3', 'PLGLA', 'FBXW8', 'TAS2R5', 'STX1B', 'TOP1P1', 'ARHGAP25', 'SMG8', 'ACOT1', 'COMMD4', 'TAP1', 'SMC2', 'PLP2', 'CYB561A3', 'SPDYE4', 'SMAGP', 'PPBP', 'CLDN23', 'PSAPL1', 'POTEC', 'OR6A2', 'ALG11', 'RAB3IP', 'CD163L1', 'TAS2R43', 'MSH5', 'ARL16', 'TTTY18', 'FSCB', 'UCP1', 'LEP', 'FMNL3', 'PRDM15', 'SLC27A6', 'TMEM170B', 'FARP2', 'PPP3CA', 'CAMK2N1', 'LINC01341', 'FCRL3', 'FRRS1', 'ZBTB16', 'BCLAF1', 'SNORD116.1', 'ZSWIM7', 'DNAJC22', 'TIGIT', 'C4ORF19', 'ZNF84', 'LRRC20', 'SEC23B', 'ELK3', 'C17ORF98', 'BACE2', 'USP32', 'TRAPPC2', 'HMP19', 'DNAJC21', 'CEP41', 'OR8J1', 'PNO1', 'ZSWIM8', 'C15ORF56', 'MAGEA3', 'LIG4', 'EXOC4', 'CMAS', 'ZNF569', 'ATP6V0E2.AS1', 'OR5AK2', 'CDC42EP5', 'LCE3E', 'NAT6', 'ALG12', 'TAS2R60', 'UBALD1', 'TTTY9B', 'C21ORF2', 'ZFP64', 'RDH16', 'WNT8A', 'ZNF433', 'ZIM3', 'LOC440461', 'LIN28B', 'AGK', 'SLK', 'OR2T10', 'ZMAT3', 'ZNF416', 'EDA', 'PRSS41', 'OCRL', 'VCP', 'CCDC137', 'SAMD1', 'UGT2B7', 'WDR24', 'LINC00483', 'NADSYN1', 'HOXD8', 'SSB', 'HPDL', 'PRR20B', 'RPL13AP17', 'RFTN2', 'CIAPIN1', 'LINC00471', 'LINC01102', 'MAGEC1', 'ZNF560', 'NCBP2.AS2', 'GLE1', 'TMEM30C', 'MCM6', 'SLC9A8', 'GATB', 'PCOLCE2', 'SSX4', 'LOC400043', 'TFG', 'GNB1', 'EPB41L2', 'HIST2H3C', 'RHOA', 'TXLNGY', 'SSH2', 'SNORD17', 'SYCP2L', 'RNF150', 'MS4A14', 'CAND1', 'TRIM14', 'C2CD4B', 'DUSP6', 'UBE3B', 'ABCC10', 'ARMC5', 'ADAM6', 'STAU2', 'PPP2R1A', 'OR2A14', 'MMEL1', 'CBX3', 'YAF2', 'PTAR1', 'SORBS1', 'DHFR', 'LEF1', 'TIMM21', 'XG', 'GRK5', 'GZF1', 'HAUS6', 'FUNDC1', 'FERD3L', 'MIEN1', 'WDFY4', 'SFT2D1', 'SNORD45B', 'PPP4R1', 'YWHAH', 'CEP72', 'DOPEY1', 'VWF', 'ACTL7A', 'BTG4', 'TYW1', 'OR10R2', 'TACC2', 'FCMR', 'ELP5', 'LINC00319', 'PCDHB7', 'C2ORF48', 'PLCB2', 'ASTL', 'DCTN1', 'GPR176', 'SNORD36A', 'PPBPP2', 'OGG1', 'CD163', 'ACMSD', 'TAMM41', 'MKNK2', 'KLK9', 'SERPINB7', 'SRSF2', 'TMEM187', 'OR5AN1', 'ZNRD1.AS1', 'TRANK1', 'ZNF689', 'IRGQ', 'SMIM14', 'PRICKLE3', 'XAF1', 'KIAA0408', 'LOC256880', 'ZNF788', 'SRP54', 'GTF2IRD1P1', 'RPL23AP53', 'DDT', 'VGLL4', 'TRIM37', 'ITGA11', 'TANGO2', 'RARA', 'HAS1', 'STK38L', 'HSPE1', 'SGPP1', 'LRRC4C', 'ATMIN', 'DOCK1', 'C14ORF28', 'PSMD11', 'CHST10', 'ACER2', 'DICER1.AS1', 'HRH1', 'ITGAL', 'PMP2', 'CD63', 'IL10', 'ZDHHC4', 'FXN', 'MBOAT2', 'AGTPBP1', 'EPO', 'CALML5', 'CETN4P', 'MBNL3', 'FBRS', 'SCGB1D1', 'DNM1P46', 'CASC5', 'CCDC153', 'RNF168', 'ACVR1', 'CYFIP2', 'ARHGEF15', 'PIK3C3', 'TMEM5', 'GGH', 'NCKAP1', 'OST4', 'BTN3A2', 'VCX', 'AATK', 'NDP', 'TPCN2', 'PEBP4', 'PGM5', 'CABLES1', 'BPIFB3', 'CLDN19', 'KLLN', 'EMILIN3', 'ZNF347', 'SRRT', 'NELFB', 'ADGRE4P', 'SMAP2', 'ILKAP', 'JDP2', 'PDE7B', 'RBM25', 'CPT1C', 'CHURC1', 'BRK1', 'SYNDIG1', 'CFL1P1', 'TSC22D3', 'SUV420H1', 'BCAR4', 'IGIP', 'ZAK', 'CASC2', 'IZUMO2', 'SPAM1', 'FBXO24', 'C11ORF49', 'MYCN', 'C5AR2', 'VPS26A', 'SEPT9', 'COG4', 'BRF2', 'ANKRD33', 'ARHGEF10L', 'OR10A4', 'MOV10L1', 'C9ORF57', 'HFE', 'NPAS1', 'PKD1', 'OSTC', 'KLHL36', 'CXCL8', 'CITED1', 'STRA8', 'EPHX2', 'SPTAN1', 'PHF21B', 'KRTAP10.4', 'ETFA', 'OR5B12', 'KLHDC9', 'LEUTX', 'UHRF1BP1', 'ZSCAN5B', 'COL4A6', 'IFITM1', 'CCR6', 'YWHAB', 'MTIF3', 'SNORD115.9', 'MTIF2', 'SDE2', 'BDH1', 'CDC20B', 'SS18', 'JRKL', 'INSL4', 'DCHS1', 'TXNIP', 'NRBP1', 'RGSL1', 'ANXA8', 'DYNLRB1', 'UBL3', 'TMBIM6', 'TREML5P', 'KIAA1467', 'HNRNPUL1', 'PAGR1', 'NPY', 'DBH', 'SNORD113.1', 'CYS1', 'EFNB2', 'PARD6A', 'PGAM5', 'RASAL2', 'VPRBP', 'CNGB1', 'MRPS35', 'MYO10', 'CCL28', 'HEXIM2', 'GPRASP1', 'HMGCL', 'IQCF6', 'HSPA13', 'ADGRE1', 'FETUB', 'EIF3B', 'IFRD2', 'PTMS', 'RHBG', 'KLF3.AS1', 'PIGO', 'RNF157', 'TNFRSF1A', 'KCNN3', 'GPHN', 'TRDN', 'DPY19L2P1', 'CAPZA2', 'ARID3A', 'CNN3', 'ROGDI', 'SULT2A1', 'CTSH', 'C17ORF89', 'STIM1', 'ADAT1', 'PSMA7', 'FBXW7', 'PPEF1', 'CCT3', 'OARD1', 'LSMEM2', 'RPS13', 'OR9A4', 'UCP2', 'CCDC51', 'CHDH', 'ABHD11', 'C9ORF163', 'SNORD113.7', 'TMEM59', 'EMILIN1', 'GPSM1', 'SUPT20HL2', 'VPREB1', 'ANKRD9', 'SPCS2P4', 'MED13L', 'NDN', 'C5ORF24', 'USP22', 'ACVR2B', 'PTPN1', 'CAND2', 'GDI1', 'ZFP92', 'GRM5', 'KCNC3', 'ADAMTS7', 'METRNL', 'ERGIC1', 'INTU', 'OSBPL2', 'NFU1', 'PDCD2L', 'IFNG', 'LINC01465', 'HADH', 'HIVEP3', 'SNX16', 'PI4KB', 'COX5B', 'KREMEN1', 'APOM', 'UBTFL1', 'PCBP2', 'ADHFE1', 'EPB41L1', 'UBC', 'C1QL4', 'RHNO1', 'DHCR24', 'COL11A2', 'FADS2', 'MYO3A', 'FOPNL', 'VCY', 'LRFN4', 'UCHL5', 'DOK6', 'PHIP', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07796029040511754
		RMSE:  0.688717064305458
		NRMSE:  0.155695052403178
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04182297654643197
		RMSE:  0.6873705418142212
		NRMSE:  0.18569552134596423
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6633450034781481
		NRMSE:  0.14995930902637006
		MAPE:  291.0442764508337
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00497373418246827
		RMSE:  0.6751049711753466
		NRMSE:  0.1823819351565125
		MAPE:  246.23249271843073

	Predictor:  LinearRegression
		Pearson Correlation:  0.5631397771971682
		Spearman Correlation:  0.5258279320273747
		Coefficient of Determination:  -0.36296084973500853
		RMSE:  0.7744281890354915
		NRMSE:  0.1750713663468953
		MAPE:  719.8941379459443
		Pearson Correlation:  -0.22984934472047455
		Spearman Correlation:  0.10898174016472466
		Coefficient of Determination:  -1.1630459515537446e+23
		RMSE:  229663715874.93787
		NRMSE:  62044444530.72668
		MAPE:  15876891748132.719

	Predictor:  ElasticNet
		Pearson Correlation:  0.586435881181491
		Spearman Correlation:  0.516795268119538
		Coefficient of Determination:  0.313267215944672
		RMSE:  0.5497096394537614
		NRMSE:  0.12427029263112045
		MAPE:  289.99559269613
		Pearson Correlation:  0.3966501442743633
		Spearman Correlation:  0.4088674275680422
		Coefficient of Determination:  0.15204641895208393
		RMSE:  0.6201260703302129
		NRMSE:  0.16752919557224252
		MAPE:  285.4584355363593

	Predictor:  RandomForests
		Pearson Correlation:  0.5201976042955172
		Spearman Correlation:  0.4256378160540372
		Coefficient of Determination:  0.2073931089800295
		RMSE:  0.5905659237973793
		NRMSE:  0.1335064821515495
		MAPE:  232.17661163001688
		Pearson Correlation:  0.3231664359542597
		Spearman Correlation:  0.39613792834457956
		Coefficient of Determination:  0.09403648648010776
		RMSE:  0.6409871216688328
		NRMSE:  0.1731648805027104
		MAPE:  148.87008550880444

Protein:  TP53
x_train_column_count:  1002
x_train columns:  ['SBDSP1', 'TXNDC15', 'NOP56', 'CCDC69', 'ZNF433', 'IDE', 'FAM204A', 'FGF7', 'TBC1D2B', 'RPP21', 'ANGPTL1', 'SS18L1', 'TMEM161B', 'WBP2NL', 'APOL6', 'WNT6', 'CBX1', 'OR2T35', 'ITGA6', 'PALD1', 'DCUN1D5', 'RNASEH2A', 'METTL24', 'KATNAL2', 'HNRNPC', 'TSC22D4', 'ERAS', 'CEP97', 'GIMAP2', 'TMIGD2', 'ATP6V1C2', 'QPCT', 'LOC283332', 'NID2', 'TCF12', 'FAM126A', 'FUS', 'SLC22A20', 'LRRC75A', 'TM6SF1', 'DNAJB1', 'HOXA11', 'MS4A14', 'NUTF2', 'ZG16B', 'EXOSC7', 'MAD2L1BP', 'PINK1', 'DNAH3', 'PRAMEF4', 'UBE2F', 'C16ORF54', 'ZNF525', 'ZNF101', 'TGFB1I1', 'ARRB2', 'ITGB1', 'TAF15', 'TNRC18', 'CCDC183', 'PTPRN2', 'MBLAC2', 'TEKT1', 'ASXL3', 'GALR1', 'TOMM7', 'NSA2', 'WTAP', 'ZFX', 'CEP44', 'C1ORF111', 'FAM169B', 'GPR52', 'BPIFA2', 'ANKRD66', 'MPP4', 'GSDMB', 'CHCHD10', 'KC6', 'CCBL1', 'KCTD16', 'PSMB2', 'CDKN2AIP', 'KAT6A', 'MARCH6', 'EXOSC1', 'UGT1A6', 'LINC01588', 'HAGH', 'SYS1.DBNDD2', 'FABP5', 'PDE7B', 'OTUD7B', 'GJA3', 'KRTAP19.7', 'CDC16', 'MAP3K5', 'DIRAS1', 'ESYT3', 'LUZP2', 'CELF6', 'GNMT', 'SPIN3', 'ZDHHC5', 'LOC400736', 'ACTA1', 'MESDC2', 'UBN1', 'TMEM86B', 'MT1E', 'BATF2', 'SPAG4', 'GCNT7', 'ARHGEF15', 'GIT1', 'IQCC', 'NOX4', 'CDC42SE2', 'C9ORF173', 'CHRFAM7A', 'IKBKG', 'LOC493754', 'CPOX', 'BEST2', 'RNF185', 'GC', 'NRM', 'MYL6B', 'ARSJ', 'TCEB2', 'IL27RA', 'HSPA6', 'SCARNA23', 'GUCY1A2', 'RAX2', 'YPEL4', 'FAM47C', 'TMEM69', 'GOLGA8F', 'IRGM', 'KIAA0754', 'PP7080', 'AKIRIN2', 'UGT2B11', 'MRGPRD', 'EPHA1', 'PLEC', 'S100A9', 'OR4X1', 'UQCRHL', 'CABYR', 'ARL15', 'MTMR2', 'SLC8A1', 'ADAM9', 'NME4', 'ZFAND5', 'NUCB1', 'OR4C16', 'NR2F6', 'SNORD116.8', 'GGT1', 'OSR1', 'ZNF16', 'HHIP', 'DEDD2', 'ABCD2', 'HEXIM1', 'PPM1A', 'SLC12A2', 'ZNF805', 'SLC16A4', 'PIGP', 'LRRN4', 'ADH4', 'EFHC1', 'ZSWIM3', 'AURKB', 'ZKSCAN1', 'CSN1S2AP', 'RASL12', 'NFE2L3P2', 'TFAP4', 'RBMY1E', 'FABP9', 'C17ORF50', 'SOX8', 'QSOX1', 'STK17A', 'MYCL', 'ZNF608', 'APH1A', 'STEAP1B', 'YIPF4', 'TMEM189', 'SMG6', 'KLC4', 'KCNS3', 'MMS19', 'WASF2', 'THAP1', 'KRT37', 'C3ORF35', 'ZADH2', 'PPIF', 'RASGRP3', 'MAGEA5', 'CTSZ', 'GIP', 'CIRBP', 'HES4', 'FIG4', 'PCDH9', 'ZNF154', 'DHX57', 'AP3S2', 'GJD4', 'TMED8', 'MAGEA4', 'RASGEF1C', 'TKTL2', 'GLIDR', 'TOP1MT', 'MEP1A', 'WIPF1', 'STRN3', 'SNORA36C', 'HLF', 'TTYH1', 'SLC35E3', 'SHE', 'PPAPDC3', 'KIF1BP', 'VPS54', 'ZNF879', 'FAM183CP', 'SNORD32B', 'NFE2L3', 'FOXP1', 'NIPAL4', 'TAS2R46', 'TOP2B', 'SYNPO', 'GIPR', 'SCG5', 'LRRC37B', 'SLC10A1', 'ARL14EP', 'SMIM19', 'MTAP', 'ZNF561', 'PRSS42', 'TIMM21', 'SZT2', 'NAP1L6', 'LRRTM2', 'LINC00469', 'RNF19A', 'TACC3', 'SV2C', 'CAV1', 'DYX1C1', 'OR6S1', 'FAM124A', 'NARF', 'CADPS', 'IFNG', 'SYPL2', 'RAB8B', 'CATSPER3', 'FAM173A', 'LOC284661', 'EIF2B5', 'ARIH2', 'PRAMEF14', 'CTSW', 'OR52B6', 'LBH', 'SNORD29', 'OCIAD1', 'AUP1', 'BEX5', 'EFNB2', 'PI4KB', 'CYP2A6', 'MAFG.AS1', 'LOC152225', 'HERC2P2', 'ALG9', 'CCDC142', 'OR1N2', 'TMEM38A', 'DTX3L', 'VCP', 'C1ORF189', 'SLC6A20', 'MYLK4', 'TBL1X', 'SPTBN5', 'NOP10', 'ZSCAN22', 'EGR3', 'LMO3', 'FOS', 'IL21', 'WDR87', 'NPTX2', 'DCLRE1B', 'N4BP2L2', 'HSDL1', 'KCTD9', 'GSTA2', 'NOSIP', 'ZPLD1', 'MLF1', 'FAM182A', 'FRA10AC1', 'CEP112', 'GAS2L1', 'CCDC42', 'OR2B6', 'PIGN', 'SRXN1', 'NDUFB11', 'PDE3A', 'C1ORF116', 'MED18', 'SLC1A2', 'NKX6.1', 'PAGE2', 'RYK', 'AADAC', 'ALDH18A1', 'OAZ3', 'POF1B', 'TREML2', 'PTCHD2', 'ZNF580', 'BUB1', 'DYRK4', 'NT5M', 'INTS3', 'GRAP', 'CEBPD', 'IP6K2', 'GDF3', 'PCDHB7', 'LOC100132287', 'LCE2B', 'RHOG', 'PRTN3', 'DHFR', 'AMHR2', 'WBSCR28', 'CELF3', 'LTBR', 'RCAN3', 'LRRTM3', 'KCNV1', 'A2M.AS1', 'MRPL44', 'ZIC3', 'DPH5', 'ELN', 'PSIP1', 'HMBOX1', 'KDM8', 'DNAJC27', 'ENOX2', 'SPATA31D5P', 'ZBTB9', 'GPR62', 'TRIP10', 'HLA.DRB5', 'NUDCD2', 'NFKBIB', 'TMEM181', 'FAM84A', 'PDIA5', 'MS4A4A', 'OR1L1', 'PAX5', 'RNF220', 'TTTY23', 'EIF4EBP3', 'SRGN', 'TST', 'NEU1', 'REEP1', 'LINC00476', 'HOXB8', 'CACNG6', 'TTC33', 'TBCD', 'SPP1', 'HIGD2B', 'C17ORF53', 'PPM1G', 'COL26A1', 'TMEM176A', 'CKAP2L', 'SLC16A2', 'TAAR6', 'OR4D6', 'SMARCAD1', 'FAM83G', 'PTPMT1', 'MKKS', 'RPAP1', 'RNF222', 'CEP126', 'ZNF140', 'NIPBL', 'SP5', 'LOC340017', 'ST6GAL2', 'NF1P2', 'SP140L', 'ABL2', 'BCAS4', 'FOXO3', 'BRINP1', 'ATXN3', 'PVRIG', 'SKOR1', 'ITGA5', 'MUSTN1', 'WDFY4', 'GAS1', 'TMCO3', 'CLCN1', 'SH3PXD2A', 'INSC', 'TRAPPC6A', 'IGFBPL1', 'EMD', 'ALPK3', 'FHL3', 'RAB8A', 'G6PD', 'BLMH', 'DTHD1', 'PTDSS1', 'SETD8', 'SPATA24', 'FBXL19.AS1', 'BAP1', 'AZIN2', 'TFAP2C', 'CATSPERD', 'PTPN7', 'VRTN', 'RAPGEF3', 'NCF1C', 'DNASE1', 'SNORD114.21', 'LANCL1', 'TAF10', 'PRR34.AS1', 'DRAM2', 'OR10R2', 'NKTR', 'PDE6C', 'SLC9A4', 'CCDC88C', 'LOC647859', 'TMEM8B', 'SLC45A2', 'SNORD115.3', 'CA7', 'TMED3', 'HSPB7', 'YTHDC2', 'PTP4A3', 'ACLY', 'LGALS13', 'FAM183B', 'ZNF223', 'CCDC85C', 'WWC2', 'NCOA1', 'HIST1H2AH', 'ABHD4', 'ZBTB33', 'MYL2', 'GALNT11', 'IFNA13', 'USP44', 'TMEM52', 'PSMD5.AS1', 'TAPBPL', 'RNF43', 'SHISA6', 'PSMA8', 'SPG20', 'ABCD3', 'IQCF3', 'CBX6', 'TDRP', 'TACSTD2', 'DAZL', 'GALNT16', 'SNORA28', 'SEZ6L2', 'PCDHB15', 'USP17L6P', 'MAPK8', 'NPNT', 'MSI1', 'CHRDL1', 'STEAP2', 'TRAPPC2B', 'HAO2', 'LINC00598', 'LINC00470', 'APBB2', 'PAFAH2', 'HAPLN1', 'APLF', 'MIR155HG', 'NPM3', 'SESN2', 'PRG1', 'NPEPPS', 'MAPK8IP1', 'RPS6KA4', 'CDHR2', 'KRTAP19.2', 'IFNB1', 'HARS', 'ADORA2A.AS1', 'TMEM114', 'C8ORF76', 'TTTY17B', 'UTF1', 'OR2L1P', 'PTGER2', 'CNTN6', 'SPNS1', 'MPO', 'MRPL36', 'DCD', 'DAD1P1', 'HRG', 'OPALIN', 'FGF11', 'CHKA', 'EIF3B', 'C10ORF105', 'PTRH2', 'LGALS8', 'SNORA31', 'TIMM44', 'PUM1', 'SYN2', 'UBASH3B', 'GALNT4', 'QSOX2', 'TNFRSF21', 'STK16', 'FTHL17', 'RIPK2', 'ANKLE1', 'ZXDB', 'PALLD', 'SLC46A3', 'MRPL23', 'PCDH17', 'MICAL1', 'GREB1L', 'PF4', 'PCYT1B', 'SFMBT1', 'ZNRF2', 'C11ORF68', 'LINC00312', 'CTNND2', 'SCO2', 'TNFSF12.TNFSF13', 'C6ORF141', 'DR1', 'RRAGC', 'TMEM30A', 'CBLN4', 'OR56A3', 'ATG5', 'SNORD115.48', 'ZNF808', 'SYNGR2', 'BLVRA', 'PCDHA6', 'SHROOM1', 'GRIN3A', 'UNCX', 'TMEM200B', 'SLC5A9', 'EBP', 'MFSD8', 'PPP2R2D', 'BAALC', 'GAB2', 'R3HDML', 'SENP1', 'KCMF1', 'SLC25A36', 'SH2D6', 'PSD3', 'DNMBP.AS1', 'LINC01465', 'NUTM2G', 'DUSP15', 'FOXD4L1', 'LINC01105', 'NME7', 'CTCFL', 'CPQ', 'KYNU', 'TUSC7', 'LYPLA2', 'TMEM143', 'ZNF138', 'PHF2', 'MDH1B', 'LINC00589', 'HENMT1', 'C19ORF57', 'RYBP', 'LINC00167', 'PRSS36', 'TRA2A', 'LYRM2', 'NRK', 'LRRK1', 'OR4D5', 'SGK3', 'C12ORF57', 'MTFP1', 'LDHC', 'AXIN1', 'KRTCAP3', 'GYG2', 'CDK5R1', 'GNPTAB', 'ASAP1.IT1', 'TTK', 'ALG8', 'KLHDC4', 'EHMT2', 'SERHL2', 'NKX3.1', 'NUFIP2', 'GRAMD1A', 'MT3', 'VDAC1', 'HPCAL1', 'FAM86C2P', 'MTHFD2', 'DPYSL2', 'LAS1L', 'HTR2A', 'H1FX.AS1', 'IHH', 'PRODH2', 'FAM155A', 'C3ORF17', 'METTL4', 'PES1', 'KIAA0753', 'MMP10', 'OR7G2', 'ZNF552', 'PXYLP1', 'CDHR5', 'FAM21A', 'TECPR2', 'SVEP1', 'GPATCH3', 'MUT', 'TMEM236', 'RIOK1', 'POLD1', 'MTO1', 'CYP2C9', 'HDAC6', 'UBR5', 'TLE1', 'C14ORF166', 'FBXO36', 'GALK1', 'OR4D11', 'FOXK1', 'RPS6KA5', 'WFDC10B', 'MRPS15', 'BAX', 'RLN1', 'TOPORS', 'SLC6A11', 'STT3B', 'CCDC103', 'PCDH11X', 'UBL4A', 'LY86', 'MECR', 'SLC6A4', 'GPRIN2', 'FERD3L', 'CAPN15', 'PA2G4P4', 'TUBD1', 'GP1BA', 'MTMR12', 'ATP6V0C', 'STARD13', 'TXLNGY', 'ATAD5', 'SLC2A3', 'TTC31', 'DNAJB8', 'SNX27', 'GOLGA6L5P', 'OR5H6', 'TBC1D3B', 'RHOBTB2', 'EDA', 'EIF3CL', 'PRICKLE4', 'BMS1P5', 'FAM129A', 'MAGEB18', 'TECR', 'CTNS', 'OR10X1', 'MASTL', 'IL36B', 'MTHFSD', 'PREX1', 'LINC00111', 'DDB1', 'HNMT', 'GPR150', 'LOC100190940', 'PLSCR2', 'ULK1', 'CYTH2', 'BVES', 'PPIAL4G', 'GEMIN5', 'FN3KRP', 'TPM2', 'GPR19', 'PDZD8', 'FCGR1B', 'TMCO4', 'ATF6B', 'CCDC121', 'MYO15A', 'GRB2', 'TEX15', 'FOXJ1', 'PIPOX', 'TCP10L', 'PRKCG', 'BRMS1L', 'ZNF19', 'SNORA41', 'ANKRD34C', 'ZCCHC6', 'LSM2', 'OR5A1', 'PPT1', 'ARRDC3', 'OR2T2', 'JADE3', 'LINC01366', 'MOSPD1', 'ERI1', 'APIP', 'RPS6KC1', 'RAB7A', 'AMELY', 'TLE3', 'IL3', 'LOC285074', 'OR6F1', 'VLDLR.AS1', 'PNPLA3', 'SLC28A1', 'TRIM47', 'CAAP1', 'CRTAP', 'KIAA1324', 'UPF3A', 'YIF1A', 'VAMP8', 'NR5A1', 'LRRC75B', 'SLC25A20', 'MAN2C1', 'LINC01600', 'C1ORF210', 'MUS81', 'FAM214B', 'GTPBP6', 'CFP', 'C20ORF27', 'TRIM26', 'ZNF579', 'SGPL1', 'KRTAP26.1', 'KIF16B', 'PAIP2', 'LOC401127', 'CHTF18', 'CNBD1', 'LRRC37A6P', 'CH25H', 'OS9', 'LOC389705', 'ZNF773', 'PAK2', 'SERF2', 'LPAR6', 'FLJ42627', 'YRDC', 'TMEM198', 'CHRM4', 'RPL11', 'TLL2', 'F2R', 'ASB13', 'CLASRP', 'RHOBTB1', 'NRADDP', 'PLEKHA7', 'TCEAL5', 'SSB', 'GRASP', 'CES1', 'CYP4F12', 'KRTAP15.1', 'RGAG1', 'DENND5B', 'HNF1A', 'AGBL5', 'KRTAP5.1', 'KCNK10', 'DXO', 'WNT8A', 'TSPAN33', 'KCNA1', 'SNORD115.27', 'TIGD2', 'SLC25A19', 'SYAP1', 'KHDRBS2', 'CXORF51A', 'PHF7', 'ZNF709', 'LGALS14', 'BCL2A1', 'DNM1P35', 'CT45A2', 'TGM3', 'TXNRD1', 'FASTKD5', 'DICER1', 'C16ORF52', 'C9ORF117', 'FIGLA', 'DLX4', 'RPN2', 'SLAMF6', 'C19ORF60', 'YME1L1', 'PITPNC1', 'WDR12', 'SOX13', 'GJB7', 'SOS2', 'VCPKMT', 'RPS13', 'ANKRD6', 'ZNF765', 'CILP', 'LSM3', 'CERKL', 'SNORD115.5', 'ZNF157', 'MEX3A', 'GJC3', 'DCAF12', 'C1ORF64', 'PYGO1', 'VPS45', 'GAGE8', 'TEX2', 'PODXL', 'BRD2', 'SLC19A2', 'CEACAM1', 'DDX28', 'KRT71', 'GXYLT1', 'STS', 'PNISR', 'DNAJC17', 'AKAP9', 'C11ORF52', 'FAM83A.AS1', 'CLCC1', 'ZNF79', 'LAIR2', 'TDRKH', 'BUD13', 'C6ORF132', 'CCDC84', 'BET1', 'TBC1D2', 'SDPR', 'MAP3K12', 'LOC441204', 'GOLPH3', 'PGLYRP4', 'DSCR10', 'SERPINB1', 'LETM1', 'FAM138E', 'KCND1', 'ALX3', 'DNAH6', 'OR1E2', 'OR7D2', 'UCP1', 'FAM207A', 'PSMC6', 'SCARNA5', 'ULK4', 'OR51B6', 'NANOGNB', 'AJUBA', 'DCHS1', 'MESTIT1', 'TIPIN', 'RPRM', 'PPM1N', 'TGFA', 'RALGAPA2', 'LAPTM4A', 'OR52J3', 'MTCH1', 'ARMCX3', 'ZMYM4', 'CHST5', 'BBS9', 'POU6F2', 'ATP5B', 'CD37', 'SEMA7A', 'UXT.AS1', 'PPP1R2P3', 'ZFP1', 'ZNF131', 'MUCL1', 'OR51D1', 'PI4K2B', 'MRRF', 'FIGNL2', 'SLC26A6', 'LOC100130691', 'SNORD116.20', 'ORC3', 'LGMN', 'HDAC11', 'SNORA70C', 'ZC3H12D', 'CD226', 'BCL3', 'KIR2DS4', 'VNN1', 'C19ORF53', 'FAM101B', 'C11ORF63', 'PRR15', 'PACS1', 'IZUMO1R', 'DPY19L3', 'USH1C', 'SMIM10', 'PITX3', 'KIAA1033', 'UNC79', 'RAET1G', 'SPOP', 'EPHX3', 'DNM2', 'MORN5', 'ZNF396', 'WDHD1', 'GTPBP2', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056514421630322165
		RMSE:  0.4680116353271619
		NRMSE:  0.125354663272308
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.038787823290495904
		RMSE:  0.4172475009588805
		NRMSE:  0.13741067049526773
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941389
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  LinearRegression
		Pearson Correlation:  0.8775769260561993
		Spearman Correlation:  0.8316128978889308
		Coefficient of Determination:  0.7701266192716131
		RMSE:  0.2183047960097193
		NRMSE:  0.058471888579006114
		MAPE:  292.84683637425525
		Pearson Correlation:  0.010701883769298752
		Spearman Correlation:  0.09039129157075734
		Coefficient of Determination:  -9.35811870745143e+21
		RMSE:  39602681596.35296
		NRMSE:  13042213599.984507
		MAPE:  36258126686757.125

	Predictor:  ElasticNet
		Pearson Correlation:  0.5709894117386809
		Spearman Correlation:  0.5417131985160721
		Coefficient of Determination:  0.29680699654749587
		RMSE:  0.38181783079040055
		NRMSE:  0.10226806770869173
		MAPE:  322.6451180673232
		Pearson Correlation:  0.3918212195745514
		Spearman Correlation:  0.3480733586967125
		Coefficient of Determination:  0.14080668154115983
		RMSE:  0.3794685297846663
		NRMSE:  0.12496905311531903
		MAPE:  3029.5315056575273

	Predictor:  RandomForests
		Pearson Correlation:  0.46375225052985775
		Spearman Correlation:  0.47205474356402544
		Coefficient of Determination:  0.2085258553986572
		RMSE:  0.4050767356804767
		NRMSE:  0.10849785340310077
		MAPE:  438.68066284879086
		Pearson Correlation:  0.37440267441325004
		Spearman Correlation:  0.38288262472302476
		Coefficient of Determination:  0.12698273261944137
		RMSE:  0.3825090686222553
		NRMSE:  0.12597038321167636
		MAPE:  2171.3151832588023

Protein:  CTNNB1
x_train_column_count:  994
x_train columns:  ['FCGBP', 'ALOX12P2', 'ANXA9', 'IL1RL2', 'CRAMP1L', 'CENPB', 'HOXA9', 'NKD1', 'MAGOH', 'XIRP2', 'NKAIN4', 'ATG4C', 'FBLN7', 'OR2M4', 'CALCOCO2', 'PSAT1', 'MYLK2', 'MPV17L', 'CDK1', 'CLK4', 'OR4M1', 'RASGEF1B', 'NRXN1', 'MAP2K1', 'WBP1', 'FERMT2', 'VPRBP', 'A2M.AS1', 'GDF6', 'PLEKHH1', 'PWWP2A', 'DOK1', 'GJB2', 'JAKMIP1', 'ZNF678', 'SLC35G3', 'MAGEA12', 'OLFM3', 'OR4K15', 'PIGR', 'MVP', 'NR2E3', 'FSTL1', 'ZNF341', 'CD5L', 'CASC8', 'TRNT1', 'RTP2', 'FCER2', 'OR6V1', 'OR52W1', 'LHPP', 'PTK6', 'LRRC25', 'MYO1C', 'SNHG5', 'RBM15B', 'CCDC185', 'SNORD113.6', 'PFKFB4', 'RPP25L', 'CHI3L2', 'UCN2', 'DEFB114', 'TEKT4', 'BMP6', 'MRPL52', 'ELOVL1', 'TTC7B', 'SACM1L', 'DMRT1', 'ALG9', 'SNORD6', 'SLC30A8', 'SOX18', 'EVA1B', 'PLK5', 'SMIM20', 'ZNF778', 'UBE2M', 'METTL21B', 'ANP32AP1', 'SRFBP1', 'RAB38', 'CTNNA1', 'ARMC1', 'PNLDC1', 'LRP2', 'FJX1', 'NME1', 'GCSAML.AS1', 'NDUFA7', 'TEAD3', 'PRICKLE4', 'ARID2', 'TMPRSS13', 'H2BFWT', 'FYB', 'C16ORF91', 'FAM106CP', 'RSPH14', 'FRMD1', 'TMPRSS11D', 'KCNF1', 'SNORD79', 'BST2', 'FUT2', 'PNPLA1', 'ACBD7', 'LINC00893', 'FAM92A1P2', 'TMEFF1', 'LINC00592', 'AARS2', 'MAGEB3', 'SULF2', 'OPN3', 'FAM95B1', 'GTPBP8', 'ACOT13', 'ITGAX', 'TMEM170B', 'SLC39A3', 'FAM195A', 'ITPR2', 'UPP1', 'HSPB11', 'LOC441666', 'USP48', 'GPHN', 'HGFAC', 'CCDC73', 'RHOA', 'USP42', 'TMEM217', 'NAGLU', 'DNAJC25.GNG10', 'L2HGDH', 'PGGT1B', 'BDH1', 'CHAF1A', 'ZNF382', 'STX17', 'FRMD6', 'AFAP1.AS1', 'LDLRAD3', 'SMARCA5', 'MPHOSPH9', 'AIP', 'RGS16', 'SLC11A1', 'MYH10', 'ZYX', 'PARP15', 'DENR', 'CSNK2A3', 'PNISR', 'DOK2', 'LINC01547', 'AADACL3', 'SLC35A1', 'CHAC2', 'ZNF334', 'RDH5', 'TIMD4', 'SIPA1L3', 'SH3BP2', 'THOC5', 'CCL18', 'TXNDC9', 'SLC7A5P1', 'SLC1A6', 'SLC30A7', 'GNAI2', 'ATP6V0D2', 'PPAPDC1B', 'ZNHIT2', 'C21ORF91', 'SLC24A5', 'PEX12', 'AOX1', 'TNNT2', 'SNX17', 'MEA1', 'LGSN', 'FAM47E', 'STOML2', 'RHBDD2', 'APOA2', 'LBR', 'MTRF1L', 'KISS1R', 'SFXN2', 'PRPF4', 'PLEKHD1', 'LRRC45', 'DKK2', 'SLC2A4', 'FAM204A', 'CFHR4', 'TFPT', 'RGPD8', 'DACT2', 'LIN7B', 'OR4N2', 'RPL11', 'NEK4', 'HEATR5A', 'BTF3L4', 'LDOC1', 'LOC388242', 'ACAN', 'MYH3', 'DCDC2', 'TROVE2', 'CRYBA2', 'DGAT2', 'ASIC4', 'CDK19', 'C3ORF84', 'SULT1C3', 'COX7B2', 'IL11', 'GIGYF1', 'EDEM2', 'NCAM1', 'CORO7', 'C17ORF97', 'CNNM4', 'KATNB1', 'NAA20', 'SLC39A11', 'TTC29', 'OR2F2', 'RNF219', 'ZNF653', 'OR2A9P', 'IL13', 'C4ORF50', 'CNTROB', 'PROSER3', 'DSTN', 'TTC39B', 'PAX7', 'AATBC', 'ERCC1', 'TYK2', 'MFRP', 'OR1N1', 'CXORF36', 'PBXIP1', 'PHYHIP', 'SLC15A2', 'HCG18', 'ZNF813', 'ITGB7', 'IL1RAPL2', 'CPTP', 'NAT16', 'LSM3', 'RPL3L', 'SOX3', 'RAB22A', 'MSGN1', 'ENG', 'IPW', 'FMO1', 'FBXL22', 'TNFAIP8L2', 'NLRP1', 'TCL1A', 'DPP9', 'LRFN1', 'DEGS1', 'FIGF', 'TMPRSS11B', 'SPDYE5', 'CBX4', 'IHH', 'ARCN1', 'RNF141', 'DACT3', 'CNGB3', 'API5', 'AJUBA', 'ZNF626', 'DNASE1L3', 'SLC25A18', 'FSCB', 'ASB13', 'GOLGA2P6', 'PDIA5', 'SLC2A13', 'SPATA45', 'REPS2', 'BCL11A', 'EPHA5', 'PSG6', 'CXORF40A', 'PRDM12', 'XKR4', 'SNRPF', 'SLC6A17', 'UPRT', 'METAP1D', 'CCKAR', 'DZIP1L', 'PCDHB5', 'HPCAL4', 'FREM1', 'TSPYL4', 'HSPB7', 'PITRM1', 'NUDT18', 'CLEC2D', 'ACACA', 'ZNF213', 'SNORD19B', 'C1GALT1', 'SFR1', 'DHX37', 'EWSR1', 'PTGES2.AS1', 'RPE', 'TRIM28', 'MAP6', 'GDPD5', 'TRIM37', 'EFR3B', 'SCLT1', 'ACTBL2', 'PCBD2', 'C4ORF22', 'TLR8', 'PAX4', 'PRKD3', 'PTP4A2', 'ZNF611', 'C1ORF100', 'PROS1', 'WISP2', 'PRRC2C', 'FBXO44', 'MRPL46', 'NME1.NME2', 'ELL3', 'STRAP', 'AKR7A3', 'NBPF9', 'TBC1D5', 'NPS', 'CD40', 'TNFRSF14', 'CHD4', 'NT5DC3', 'P2RY12', 'CDK17', 'ST3GAL1', 'ARHGEF19', 'DPH3P1', 'GOLGA2P7', 'NBPF22P', 'AADAT', 'GDE1', 'RAB3C', 'UBQLNL', 'TAS2R19', 'PPP2R1B', 'CADM3', 'MOSPD1', 'SIX1', 'LCMT1', 'INTS4P2', 'PDE1B', 'SMPDL3B', 'PDZRN3', 'FBXO48', 'RPUSD2', 'MAP4', 'SLX4', 'LIN28B', 'PCDHB2', 'MAGEB2', 'SLCO6A1', 'FOXC2', 'ZDHHC21', 'ZCCHC12', 'OR2A2', 'TRIM35', 'PARK2', 'DPH1', 'OR5W2', 'PRAMEF10', 'ESPNL', 'HIST2H2BF', 'EDEM3', 'TPPP3', 'PLA2G2F', 'COL6A4P2', 'ETAA1', 'F3', 'ZNF677', 'TRIM17', 'ABCF1', 'SVIP', 'RAB9B', 'POLR1B', 'TIMM9', 'TEX14', 'APOA1', 'C17ORF75', 'MCM7', 'ECI2', 'TRAF3IP2', 'GJA9', 'OSTN', 'FRMD4B', 'R3HDML', 'EEF1E1', 'OR52B6', 'FAM162B', 'RBM34', 'MMD2', 'HEATR4', 'FOXA2', 'KRTAP5.4', 'ZBTB22', 'SERTAD4', 'TBP', 'JHDM1D.AS1', 'SLAIN2', 'SRSF2', 'PPP6R3', 'PRMT2', 'TMEM155', 'AGAP11', 'SMAD9', 'DKFZP434J0226', 'RAX', 'FAM160B2', 'INSL3', 'GPR173', 'CRBN', 'SFMBT1', 'MCPH1', 'TPM3', 'MMP13', 'C11ORF96', 'OR51G1', 'OR13C4', 'ATF7IP', 'HIST2H2BA', 'C16ORF82', 'HMG20B', 'SPA17', 'OTUD6B', 'OR8G2', 'PSKH1', 'UNC119', 'RAB11FIP5', 'KLF3.AS1', 'CHMP1B', 'RAB8A', 'SVIL', 'ART5', 'HILS1', 'SMAD5.AS1', 'DGKQ', 'OR5B12', 'RSRP1', 'STRC', 'GTF2H4', 'ASF1B', 'LIPM', 'PHKB', 'MGC2889', 'LMX1A', 'INTS7', 'IMMT', 'DLD', 'LANCL2', 'C11ORF52', 'C1ORF68', 'TM2D3', 'RHPN2', 'ADAT3', 'PIK3C2B', 'OPN1SW', 'C7ORF72', 'BASP1', 'ZNF184', 'BTN2A1', 'ARF4', 'ZNF667', 'PAIP1', 'SDR42E1', 'CCDC103', 'MCTP2', 'IFT57', 'TTLL2', 'FAM200A', 'FBXL14', 'DDHD2', 'RAP1GAP2', 'RREB1', 'PCDHB8', 'PDRG1', 'USP53', 'DUSP21', 'VRK3', 'FAM136A', 'CSK', 'LBP', 'AKR1D1', 'ARL6', 'SNORD116.29', 'FTLP10', 'MRPL38', 'C1ORF61', 'TXLNGY', 'ORC1', 'PRSS30P', 'SLC8B1', 'METTL7A', 'ZC3H12D', 'SNORA55', 'SPNS1', 'CYP4F22', 'LPCAT4', 'C20ORF27', 'PNO1', 'RNF182', 'FAM217A', 'NUP37', 'XPC', 'RHOH', 'DPYSL5', 'URB1.AS1', 'TMEM154', 'C6ORF15', 'EVA1A', 'SRPR', 'TIMM13', 'CLEC4M', 'OR51V1', 'HNMT', 'LINC00160', 'TPD52', 'OR5M8', 'TBL2', 'PTGDR', 'EMILIN2', 'CCDC54', 'ZNF426', 'PHF5A', 'C5ORF64', 'DPRXP4', 'FLRT1', 'ANKMY2', 'TPTE2P3', 'SNORA70C', 'DNAJC13', 'LCE1C', 'APOBEC2', 'PCDH7', 'COMP', 'ADIG', 'DENND1C', 'LINC01565', 'MINPP1', 'CDKN2B', 'IDNK', 'DTNA', 'SLITRK1', 'PRKRIR', 'MED1', 'EVI5', 'GLP2R', 'C2CD2L', 'F2RL1', 'GSTZ1', 'GPR82', 'SLIT3', 'STK26', 'ATAD5', 'LAMA5', 'OR2T11', 'KIAA1671', 'ST13', 'COX6A2', 'ZNF41', 'GPC4', 'GMPPB', 'METAP2', 'PCYT2', 'SLAMF7', 'CHRNA7', 'POC1A', 'OR2C1', 'GFAP', 'RASA4', 'ASPHD2', 'FIGLA', 'LACC1', 'SUPT7L', 'PTAR1', 'MIXL1', 'FDXR', 'C7ORF73', 'SIGMAR1', 'ATPIF1', 'KIZ', 'OR51M1', 'CCDC102B', 'PPP2R3A', 'SH2D1A', 'RPGR', 'CENPP', 'SLC52A1', 'OR6T1', 'FHL5', 'DEFB135', 'SLC35E3', 'KRT6C', 'MYO5C', 'RBMY1F', 'IRF2BP1', 'PCYOX1', 'C2ORF57', 'SEL1L', 'BAZ1A', 'ADCY8', 'MEPCE', 'PRR14', 'SMAD3', 'HIGD1B', 'RANGRF', 'ZNF511', 'DTNBP1', 'NFKB2', 'MED29', 'SLC6A15', 'BRICD5', 'SLC17A2', 'GSDMD', 'VSX1', 'MMP23B', 'GPIHBP1', 'PLBD2', 'ZNF226', 'CTAGE5', 'CISD2', 'PGLYRP3', 'ACTRT3', 'CAPN5', 'KCNK2', 'TNFRSF4', 'HDX', 'CCDC78', 'MRPS23', 'ZAK', 'TNS2', 'TPPP', 'AMD1', 'CXORF56', 'EIF4E3', 'ANGPTL6', 'DUSP6', 'IL18RAP', 'SERPINB8', 'PLBD1', 'BLOC1S3', 'PDE12', 'C10ORF10', 'ANKRD22', 'TMEM156', 'SPRR3', 'CAPN7', 'PANK4', 'GDAP1', 'NCBP1', 'CCL7', 'CAMTA1', 'DUSP15', 'TFAP2B', 'APOPT1', 'NFKBID', 'CEP68', 'CARKD', 'SLC35F3', 'SCN1A', 'SEC61G', 'ETFA', 'PRAMEF16', 'UGT2B15', 'HAUS7', 'GABRB2', 'IRGQ', 'C2CD2', 'CD300E', 'GUSBP5', 'LOC284379', 'TSPO', 'PHOX2B', 'ZNF781', 'METTL21A', 'TRPV5', 'DTYMK', 'LRRC56', 'NMS', 'HOXB5', 'MRPL44', 'SERPINE3', 'RPPH1', 'SNORD25', 'KMT2D', 'SLC16A5', 'SNORD115.7', 'ZNF416', 'SNORA81', 'ATP5D', 'TRAPPC2', 'ZNF578', 'MAPKAPK5.AS1', 'UGT3A2', 'OS9', 'TRPS1', 'ZCCHC7', 'SOX2', 'NCF2', 'BEST2', 'PRG3', 'GPR65', 'ZP2', 'TM6SF1', 'SULT1A1', 'POLR2G', 'OSBPL9', 'DRC7', 'TAS2R46', 'LRRC7', 'PHKA1', 'ARHGAP30', 'HMGN3', 'TIFAB', 'TTF2', 'NFYC.AS1', 'CTBP2', 'RDH11', 'APBA1', 'FZD5', 'PTCD1', 'OR51T1', 'KCNS2', 'KRT82', 'OR1J1', 'PIWIL1', 'PCBP3', 'ABR', 'POLA2', 'PRX', 'EGR4', 'DLEC1', 'MANBA', 'PSEN2', 'CSMD3', 'NEUROD2', 'ZNF777', 'ANO9', 'SLC25A51P1', 'SNORD4A', 'SERPINB4', 'LPPR3', 'MAGEC1', 'TMEM231', 'SLC16A11', 'COPS3', 'NDST2', 'RGMB', 'RAB15', 'LARS', 'THYN1', 'TRIML2', 'THAP10', 'SIRT5', 'IL15RA', 'KIF18A', 'ZNF33A', 'EEF2', 'MAGEL2', 'ZSCAN25', 'KANSL3', 'HGF', 'RTN4', 'FEZF2', 'YWHAQ', 'PSTK', 'HOXB6', 'ZNF322', 'FOXRED2', 'PMS2P4', 'KDM4D', 'ENO2', 'OR4D5', 'ABCA11P', 'SEPT7P2', 'TOR1B', 'UNC5A', 'TMEM119', 'TREML5P', 'FIS1', 'SPINK9', 'CD164L2', 'SLC13A2', 'OR2C3', 'HHATL', 'C8ORF33', 'TMOD2', 'MCOLN1', 'NUGGC', 'ZNHIT6', 'SLC26A8', 'PSMC3', 'TSPAN5', 'SERINC3', 'ALG14', 'SLFNL1', 'MCMBP', 'OR2AK2', 'NAP1L5', 'BIVM', 'LRRC69', 'ZBBX', 'ANO2', 'TCIRG1', 'APBB1', 'CRLF1', 'DSCR3', 'LRRC52', 'ZNF19', 'FOXC1', 'FAM3B', 'MDM2', 'RAC3', 'EFCAB6', 'ATP1B1', 'STAB2', 'SNORD116.23', 'MIIP', 'PAX1', 'ZC3H8', 'TOR3A', 'MVK', 'C8ORF34', 'FMO4', 'RNF39', 'SMUG1', 'FAM138F', 'OR7C2', 'MMP17', 'SDC3', 'IFNK', 'ERICH5', 'CXADRP3', 'C12ORF77', 'PSAP', 'ANXA3', 'SUSD1', 'OCRL', 'P2RY6', 'LCN10', 'IL1RAPL1', 'WIPI2', 'TJAP1', 'TMEM9', 'FAM196B', 'RFFL', 'MORF4L2', 'LRP2BP', 'ITGA8', 'KATNBL1', 'ZDHHC14', 'NOXA1', 'FAM209A', 'C9ORF171', 'CBLN3', 'TPTE', 'SCAND2P', 'LINC00341', 'ASB16', 'MFSD7', 'KLK1', 'RAPGEF2', 'ATRNL1', 'ZDHHC22', 'ICOSLG', 'SATB2.AS1', 'REV1', 'TNPO1', 'ATL2', 'LINC01554', 'UQCRHL', 'SNORA8', 'PAIP2', 'EPHA4', 'ARFGAP1', 'FEN1', 'ALOX5AP', 'CCDC82', 'MOGAT3', 'SIKE1', 'ZNF571', 'ANGPTL3', 'KLHL12', 'C14ORF166', 'PER1', 'CABP7', 'SHB', 'RET', 'MYO1E', 'MTHFD1', 'RB1CC1', 'NLE1', 'CEACAM21', 'KRT17P5', 'FSD1', 'RAPGEFL1', 'TSG101', 'WDR81', 'LRRC61', 'ARL6IP5', 'C5ORF15', 'DUT', 'ERRFI1', 'LINC00661', 'CNOT11', 'POGK', 'SLC6A11', 'MAP1LC3B', 'TRIM49D2', 'ARL14', 'OR2AG2', 'C2CD4C', 'SMARCD3', 'FAM109B', 'G6PC3', 'MSMP', 'OR52E8', 'LOC344967', 'MIEF2', 'CCDC177', 'CTR9', 'FOXJ2', 'SNORA66', 'DNAJC30', 'PSENEN', 'VRK2', 'LYPLAL1', 'GPR17', 'SDK1', 'HSPA1B', 'DEFB110', 'TSG1', 'SUB1', 'SIM2', 'DBX2', 'PRKCA', 'RAB42', 'AGGF1', 'ZFP62', 'RPL23', 'SKAP1', 'FOSL2', 'CYP4V2', 'ZMIZ1.AS1', 'ROGDI', 'LOC388955', 'MGC57346', 'C9ORF50', 'SCARNA9L', 'ZNF430', 'MTMR3', 'TBC1D22B', 'HYAL3', 'OR52A5', 'HLCS', 'ZNF222', 'SLC22A1', 'CHD8', 'NFE2L3P2', 'MAX', 'AVPR1A', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3748966387166963
		RMSE:  0.8500866572002603
		NRMSE:  0.167208233123576
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8495839638322671
		RMSE:  1.0424819908687044
		NRMSE:  0.25944650229429445
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  LinearRegression
		Pearson Correlation:  0.8812957668204874
		Spearman Correlation:  0.8523459608670294
		Coefficient of Determination:  0.7359574670258704
		RMSE:  0.3725333172787202
		NRMSE:  0.07327563282429587
		MAPE:  495.13059623961306
		Pearson Correlation:  -0.06282700395598285
		Spearman Correlation:  0.25732000982473635
		Coefficient of Determination:  -3.6283620598443667e+24
		RMSE:  1460114265259.0232
		NRMSE:  363384252571.86816
		MAPE:  83810342381452.3

	Predictor:  ElasticNet
		Pearson Correlation:  0.6335684800306854
		Spearman Correlation:  0.6101201891926235
		Coefficient of Determination:  0.3660025895646317
		RMSE:  0.5772606001132655
		NRMSE:  0.11354457122605538
		MAPE:  240.42662243354482
		Pearson Correlation:  0.41477721424961517
		Spearman Correlation:  0.44140083894254223
		Coefficient of Determination:  0.08623084362770506
		RMSE:  0.7327398020289141
		NRMSE:  0.18235977253650087
		MAPE:  188.40640948730714

	Predictor:  RandomForests
		Pearson Correlation:  0.4557244698810871
		Spearman Correlation:  0.4502015552095557
		Coefficient of Determination:  0.1685204483051016
		RMSE:  0.6610799127884727
		NRMSE:  0.13003145412833847
		MAPE:  525.3004753662802
		Pearson Correlation:  0.4270546201227535
		Spearman Correlation:  0.41220856501804704
		Coefficient of Determination:  0.025283582627656398
		RMSE:  0.756781794648554
		NRMSE:  0.18834319570158883
		MAPE:  231.5197272800251

Protein:  CCNE1
x_train_column_count:  352
x_train columns:  ['MOS', 'TTTY5', 'FAM111B', 'ASB1', 'CST13P', 'PLA2G4D', 'KIR2DL4', 'MSANTD2', 'C2ORF69', 'MED21', 'POLR1C', 'TCAF1', 'PHF14', 'GPHN', 'CCDC97', 'BLOC1S3', 'ZNF304', 'USP40', 'TACC1', 'SLAIN2', 'FAM78A', 'PTP4A3', 'SPIRE1', 'MVB12A', 'KMT2B', 'FXYD7', 'TGFBI', 'PDE6D', 'WFDC10B', 'ZUFSP', 'TTF2', 'AMZ2P1', 'ANLN', 'AFF1', 'ZYG11B', 'TBCEL', 'LOC645752', 'LINC01566', 'HS3ST1', 'DNAJC1', 'PROKR2', 'WFDC5', 'GOLPH3L', 'VENTXP7', 'OGT', 'SKA3', 'OGFOD3', 'CAGE1', 'PRSS16', 'IRF9', 'LINC00606', 'AFAP1.AS1', 'FRAS1', 'PLEKHN1', 'UBE2E2', 'ARL15', 'LRRC71', 'ZNF398', 'GPR32', 'MFF', 'LTK', 'FTH1P3', 'FN3K', 'SLC34A1', 'TAS2R60', 'CFTR', 'HERC5', 'SH3BP5L', 'ENTPD7', 'MPLKIP', 'FBXL8', 'FAM45A', 'MAPT.IT1', 'VWA1', 'GPR19', 'STK32C', 'NR5A2', 'SULT1E1', 'PMM1', 'CCDC64', 'MAPK10', 'MBD3', 'CTXN2', 'PDZD4', 'CDC123', 'SPATA32', 'GABRB1', 'SLC7A13', 'ARHGEF11', 'LGALS13', 'FGF12', 'P4HTM', 'ZGRF1', 'DKK1', 'SNORD53', 'UQCC2', 'ANKRD29', 'ARPC2', 'MT1IP', 'DHRS2', 'LPP', 'ADIPOR2', 'SLC2A8', 'LOC115110', 'POF1B', 'ZNF184', 'SLC23A3', 'PRSS30P', 'CCDC106', 'LIN9', 'VRK2', 'HMG20A', 'VAPB', 'DNAJC2', 'GTPBP6', 'PAGE2B', 'TOP3B', 'FUT2', 'GRXCR2', 'SNORA46', 'MYL6B', 'PINK1', 'MAGEA12', 'FAM21C', 'KMT2A', 'GPR183', 'NBL1', 'PCDHAC2', 'OR2T2', 'POMZP3', 'CXORF57', 'CLN6', 'NLRX1', 'NFKBIZ', 'NOMO3', 'CACNG6', 'TRIM74', 'SIDT2', 'UBL3', 'HRH1', 'MSTN', 'NEK7', 'ADCY7', 'CDH15', 'CRELD1', 'SMIM12', 'FAM208B', 'UNC93A', 'MYBPHL', 'TMEM130', 'OSBPL11', 'RAB11FIP2', 'PPIE', 'NOP58', 'CYSLTR2', 'CPA2', 'GPAA1', 'KIAA1257', 'KLK3', 'ACOX2', 'OR4C45', 'PRAP1', 'PAOX', 'STK10', 'CT45A2', 'HMCN1', 'LENG8', 'ADD2', 'NCOR2', 'DHX15', 'OR2F2', 'ACOT7', 'REEP2', 'XPO5', 'EVI2A', 'PKIB', 'LOC441666', 'MAP1A', 'ZNF397', 'C2ORF15', 'COQ4', 'VAX2', 'ANXA10', 'TUBB8', 'C8ORF82', 'CHRAC1', 'POM121L10P', 'C2CD4C', 'RNASEH2A', 'IFNA7', 'DDX1', 'SAPCD2', 'PAX5', 'CSDC2', 'SUPT4H1', 'KCNH2', 'CYP4F30P', 'ADAMTS16', 'PTK7', 'RALGPS2', 'GATC', 'C20ORF202', 'TATDN2', 'TIAM1', 'MPZ', 'LINC00899', 'HRASLS2', 'FAM83B', 'LGALS8', 'LINC00482', 'SCHIP1', 'TDGF1', 'E2F2', 'LAP3', 'UBE2Q2', 'VANGL2', 'IFNK', 'FAM167A.AS1', 'C2CD2L', 'COMTD1', 'REC114', 'PAQR4', 'DCAF15', 'KRTAP19.7', 'TMED2', 'ZNF524', 'ANK2', 'TMEM168', 'CNTNAP2', 'CWC25', 'SBDSP1', 'GJA5', 'PGA3', 'IMPDH2', 'KIAA1467', 'MPZL1', 'NLRP12', 'PIDD1', 'CATSPERG', 'NDUFA3', 'ZNF688', 'INSM2', 'ABCA8', 'CHCHD2', 'MARCKS', 'CACTIN', 'ZMAT1', 'MEPCE', 'IL13RA1', 'SNORD15A', 'SRFBP1', 'EIF1AD', 'RANBP6', 'TRIM17', 'METTL5', 'UG0898H09', 'ACTR10', 'CXADRP3', 'ZNF19', 'RBMXL3', 'PKD1L3', 'ZAR1L', 'OR5M3', 'XPR1', 'NAP1L5', 'SNORD62A', 'PROP1', 'SLC35B3', 'NEO1', 'OR5AC2', 'VPS41', 'IL1RAP', 'ELP4', 'SERINC4', 'PCDHGB4', 'CKB', 'FBXO2', 'TERF2', 'WDR31', 'SGK223', 'DCAF12L2', 'LY86', 'ERICH1', 'ERICH4', 'BRWD3', 'HECTD2', 'ZP3', 'ABCA1', 'B2M', 'PIK3C2A', 'ADRA1D', 'LCE1C', 'SGCE', 'PCNP', 'TRAF2', 'AP2M1', 'RAB11FIP5', 'MYO1B', 'METTL21C', 'ELOVL3', 'RBM33', 'GPATCH2L', 'NKX2.1', 'MYRF', 'RMI2', 'NAB2', 'ENTPD2', 'LRRN1', 'GKN1', 'ADGRD1', 'TNRC6B', 'PRO0611', 'NRXN2', 'ZNF614', 'PHLDB3', 'C2ORF78', 'PRR23C', 'SAXO1', 'ASAP1.IT1', 'C11ORF70', 'LAMP3', 'FAM9B', 'SLC17A9', 'NCR2', 'RGL2', 'SNORD73A', 'ATP4B', 'ATP2A3', 'NAT10', 'OSBPL10', 'SEC11A', 'MRVI1', 'HCFC1', 'SHARPIN', 'PIEZO2', 'TMEM244', 'SFTA3', 'KLHL28', 'ITGAE', 'SPPL2B', 'OR1C1', 'PTPRE', 'CDH10', 'SNCAIP', 'HIC1', 'PLG', 'SH2D3A', 'CASP4', 'SON', 'WRB', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4791855590206433
		RMSE:  0.8074207285197392
		NRMSE:  0.19485501569122746
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.202859557398884
		RMSE:  0.7485643095226329
		NRMSE:  0.4068306401244751
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5127968844139411
		NRMSE:  0.12375338089483821
		MAPE:  119.54577818111471
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.708057571667368e-05
		RMSE:  0.41828317133084
		NRMSE:  0.22732904598983691
		MAPE:  82.35330275987332

	Predictor:  LinearRegression
		Pearson Correlation:  0.458408712965838
		Spearman Correlation:  0.3772632276147361
		Coefficient of Determination:  -2.708597488160666
		RMSE:  0.9875298407078196
		NRMSE:  0.23832078594198894
		MAPE:  215.7100338766611
		Pearson Correlation:  0.029127764162685428
		Spearman Correlation:  0.48599267272245195
		Coefficient of Determination:  -2.2165313996024374e+24
		RMSE:  622726163680.9603
		NRMSE:  338439971782.9773
		MAPE:  11171130894747.145

	Predictor:  ElasticNet
		Pearson Correlation:  0.6184322816399282
		Spearman Correlation:  0.5316562939994174
		Coefficient of Determination:  0.3607211799571124
		RMSE:  0.41000630560874457
		NRMSE:  0.09894690870689109
		MAPE:  87.53606452219783
		Pearson Correlation:  0.6302197243995393
		Spearman Correlation:  0.5370597990439958
		Coefficient of Determination:  0.38593082932404255
		RMSE:  0.32776970934169986
		NRMSE:  0.17813667973287892
		MAPE:  57.598225413975676

	Predictor:  RandomForests
		Pearson Correlation:  0.5602102257864632
		Spearman Correlation:  0.43406854575618325
		Coefficient of Determination:  0.27142880866163965
		RMSE:  0.437704866500732
		NRMSE:  0.10563140828262953
		MAPE:  101.44291980216535
		Pearson Correlation:  0.5858844233058556
		Spearman Correlation:  0.5132499673492021
		Coefficient of Determination:  0.3299555705800037
		RMSE:  0.34238282373733486
		NRMSE:  0.18607863289329557
		MAPE:  63.16942241184974

Protein:  CCND1
x_train_column_count:  859
x_train columns:  ['SNORD88A', 'HSD11B1', 'SDC4P', 'IFNA17', 'LINC00461', 'HCN3', 'GORAB', 'RUFY3', 'HLA.H', 'CLK4', 'GFI1', 'ZNF85', 'KCNK4', 'TNPO2', 'ARHGDIA', 'ZBTB21', 'OR4F15', 'RYR2', 'KHDC1', 'ZSWIM5', 'RIPK3', 'IFT46', 'FAM212A', 'ASZ1', 'LRRC28', 'ZC2HC1C', 'RNF185', 'C1ORF177', 'SMIM4', 'FKBP3', 'POLR3B', 'MACF1', 'LOC400736', 'NRSN2', 'ZNF182', 'PCID2', 'KDSR', 'DNAJC12', 'USP20', 'CENPL', 'BNIP3', 'WWP1', 'NMUR1', 'SLC35A4', 'GRXCR2', 'COL13A1', 'ADI1', 'TTYH1', 'CEACAM22P', 'ZNF136', 'C5ORF56', 'MRPL52', 'ZNF578', 'PDAP1', 'IRAK2', 'SQLE', 'THEM4', 'UTP15', 'RPS28', 'NSUN6', 'SAA4', 'CALN1', 'ASB6', 'TNN', 'FAM95B1', 'PHLDB2', 'KCNH2', 'PCYOX1', 'ATXN1', 'C2ORF27A', 'UMODL1', 'IZUMO1', 'ANKRD30A', 'OGFOD3', 'SERPINB7', 'DDX23', 'TRMT10C', 'ARHGAP19', 'SLC28A3', 'ANKRD19P', 'GINS4', 'EXTL1', 'LRRC19', 'CCDC53', 'PARP4', 'BSND', 'PSMB5', 'POPDC2', 'TMEM109', 'PFN1P2', 'MRM1', 'GRAMD4', 'ADARB1', 'SPHKAP', 'BICD1', 'MEOX1', 'PWP1', 'ERGIC2', 'LCMT2', 'SLCO1B3', 'RNF17', 'N4BP2L2.IT2', 'PANX1', 'ACTA2', 'PLGLB2', 'TMEM219', 'CEP162', 'UBQLN4', 'LUC7L3', 'LINC00239', 'SHOX', 'UBAP2L', 'B9D2', 'RTN4IP1', 'SNTB1', 'SNORD55', 'TGM2', 'GPER1', 'NPFFR1', 'HYLS1', 'SLC51B', 'F12', 'ATXN3', 'CSRP2', 'NDUFAF3', 'SLC5A7', 'AMHR2', 'GFRA4', 'AOC4P', 'ATCAY', 'KRTAP19.3', 'PRX', 'WDSUB1', 'ISL2', 'JTB', 'DDTL', 'PM20D2', 'SIRPB2', 'SEMA3C', 'ESYT1', 'ZNF793', 'GFRAL', 'MAP3K10', 'EVX2', 'SLC38A10', 'COG1', 'FRMPD2B', 'POLR2A', 'ZNF528', 'ARL10', 'SNURF', 'TMEM127', 'FAM192A', 'HIST2H4A', 'SUGP1', 'ZIC1', 'RALB', 'GPA33', 'PRR26', 'LTBP4', 'LINC01001', 'LINC00887', 'DPM2', 'ZNF556', 'SPRY3', 'SLAMF1', 'IFI30', 'MGEA5', 'RAD51AP1', 'EBI3', 'IQSEC3', 'SLC38A4', 'SCARNA9', 'ANKS1A', 'TAS2R1', 'EFCAB8', 'CDS2', 'XAB2', 'TUBB2A', 'RNF214', 'XIRP1', 'TEX14', 'DISP2', 'FAM117A', 'NIPAL1', 'EPX', 'MEF2BNB.MEF2B', 'PTDSS1', 'SLC5A4', 'TTLL6', 'DKFZP434H168', 'CCNE1', 'HBA2', 'A2M', 'C19ORF52', 'HPRT1', 'CD209', 'S100A13', 'TGIF2LY', 'GAS2L2', 'TTC13', 'URB1.AS1', 'TAGLN2', 'RASL12', 'CFAP52', 'ZMYND8', 'PLEKHA5', 'ARHGAP26', 'LINC00152', 'CRYGD', 'STK24', 'TMEM229B', 'NLGN4X', 'LOH12CR1', 'CAND1', 'PPP1CC', 'DNAAF3', 'DNAJC3', 'PTRF', 'C15ORF56', 'CYP46A1', 'RGS20', 'STK26', 'TOMM40', 'MAPKBP1', 'BMF', 'INTS4P2', 'FRMPD1', 'TBCCD1', 'ZNF33B', 'PSMA7', 'TRIM25', 'PPWD1', 'SNORD116.1', 'SOCS7', 'SNAR.H', 'VPS13C', 'KIF13A', 'KIN', 'WAS', 'ITPRIP', 'MCUR1', 'NAGLU', 'GPAA1', 'LSM5', 'H2BFWT', 'FOXS1', 'KRTAP1.1', 'USP39', 'TTC5', 'IMP4', 'RNF31', 'IL27', 'RBL1', 'C9ORF43', 'ZIC3', 'RBM15B', 'QSOX2', 'CD24', 'SCN5A', 'RCN2', 'SPATA7', 'SEC24A', 'TAPT1', 'EMILIN2', 'SNORD116.11', 'SNORD116.27', 'FBXO31', 'ACVR1C', 'TMEM184B', 'ASH1L', 'SLC17A7', 'GDE1', 'CUL7', 'IFNL1', 'VN1R1', 'ABT1', 'IGLL1', 'DDX11', 'ACBD5', 'TMEM60', 'METTL7B', 'TIMM10', 'BRPF1', 'MMP15', 'CNR2', 'MAP7D2', 'SNRNP40', 'ARMC8', 'IFNA8', 'PLIN5', 'PCDHGB5', 'GAD1', 'JADE2', 'PRDM2', 'TRMT2B', 'FAM13C', 'CANX', 'MYLPF', 'FAM150A', 'STX16', 'OR52E2', 'CCDC54', 'MGMT', 'CYLC1', 'GJC3', 'TSC2', 'POU1F1', 'OR4D5', 'CYHR1', 'SLC9A4', 'DBIL5P', 'FBLN7', 'NTN4', 'LDHAL6B', 'CCDC40', 'CCL2', 'SNORD77', 'INE1', 'ATP1A1.AS1', 'CP', 'NUAK1', 'GPR161', 'F2R', 'UBXN6', 'GYPA', 'IFNA16', 'SMYD1', 'SNORD126', 'SRBD1', 'TFCP2L1', 'ALG11', 'MFSD6L', 'AK8', 'VSIG10L', 'SCARNA15', 'CRYGS', 'IGSF9B', 'CCNH', 'EPB41L4A.AS1', 'LINC00303', 'ABCB6', 'CEP104', 'TMEM199', 'TMEM141', 'CDH20', 'RXRG', 'USP6NL', 'LILRB2', 'WDR90', 'GPRASP1', 'NUP107', 'TOLLIP', 'CTDSP2', 'SPRR2F', 'CGB2', 'CPN1', 'SF3B5', 'DOC2A', 'ATP7B', 'RBM4B', 'XRN2', 'RPA3', 'LPPR1', 'CWH43', 'NAA40', 'MMS22L', 'LRRC6', 'PWP2', 'TMUB2', 'OR9Q1', 'RELB', 'KIF14', 'ZSCAN18', 'UVSSA', 'SPINT3', 'CDH11', 'SPAG5', 'H1FX', 'RPN2', 'PIK3R2', 'COA4', 'CHM', 'KLF1', 'RAMP2.AS1', 'ITFG1', 'CLSPN', 'CHODL', 'NACAD', 'CDS1', 'TLR2', 'DANCR', 'TTC14', 'MIXL1', 'C3ORF35', 'ZSCAN12', 'WIPF1', 'KIAA1804', 'KCNQ1OT1', 'SNAP25', 'LLGL2', 'TMEM121', 'SORBS3', 'SUPT20H', 'C12ORF75', 'SIX1', 'SNORA81', 'ADAD1', 'SLC11A2', 'SYTL1', 'SFTPB', 'SCNN1A', 'MRPS22', 'GNB2', 'RAB37', 'KLHL15', 'SAMD8', 'CDH22', 'GTPBP2', 'DDX12P', 'AMZ1', 'CECR5', 'IPO4', 'DZIP1L', 'CRISPLD1', 'ALDH3B2', 'CATSPER1', 'ZNF287', 'LRCH3', 'C17ORF102', 'PDE4DIP', 'DAP', 'SNORD116.12', 'ARSD', 'CITED1', 'SORBS1', 'PROC', 'PRRG4', 'DAB2', 'HNRNPA1P33', 'GOLGA6L6', 'KLKP1', 'COL20A1', 'HIST1H3J', 'GP2', 'MRE11A', 'GSTM2', 'SNRNP70', 'AGAP4', 'PABPC1L2B', 'HNF4G', 'ZSCAN31', 'BCL10', 'BPIFB2', 'C7ORF61', 'RADIL', 'PDE6G', 'RFPL3S', 'LINC00634', 'FOXI3', 'SERP2', 'KCNT1', 'NAPRT', 'TMLHE', 'IFIT5', 'GNPNAT1', 'C7', 'NUDCD3', 'CTAGE6', 'PIGQ', 'RPL3L', 'NAALADL1', 'COX17', 'NSA2', 'CCRL2', 'PRSS3P2', 'SNORD71', 'CDC42BPB', 'DNAH5', 'SQRDL', 'SOAT1', 'KLF4', 'PPP1R3A', 'SYNC', 'INTS4P1', 'IL10', 'ABHD3', 'RNF13', 'GAL3ST1', 'FAM201A', 'FBF1', 'NCKAP1L', 'SNORA71A', 'LCN8', 'IGFBP4', 'SNAR.C3', 'LARP6', 'ZNF416', 'RENBP', 'IBSP', 'TMEM179B', 'DIXDC1', 'UNC5B', 'DTX2', 'RPRD1A', 'IFITM5', 'C1ORF123', 'TACC2', 'TXNDC12', 'PSD2', 'STARD5', 'MTOR', 'WBP4', 'ANKS6', 'HYI', 'LOC100128573', 'ZBTB25', 'SIRPG', 'MESTIT1', 'SUPT5H', 'YLPM1', 'NKAPP1', 'TUBE1', 'CCHCR1', 'ANKRD10', 'PAX9', 'HMMR', 'RHOBTB1', 'CLK1', 'LOC284023', 'LINC00597', 'PIGY', 'ARHGAP33', 'EIF4A1', 'KRT80', 'OR4F6', 'HIRIP3', 'DIRAS2', 'MTTP', 'LIPT1', 'ABCC1', 'THOC6', 'TAMM41', 'CDC42SE1', 'RAB1A', 'HOXB7', 'OIP5', 'DGAT2', 'LY6G5C', 'LILRA5', 'PI4KB', 'MMRN1', 'PCDHA13', 'ATF3', 'DYRK2', 'DLEC1', 'PSG11', 'AGAP2', 'RAB3C', 'C8ORF22', 'FNDC5', 'HIST1H3I', 'HPCA', 'OR14J1', 'SNORD4A', 'LSR', 'SDHAF1', 'ZNF177', 'CAPS2', 'SNORD90', 'SPTSSA', 'RSBN1L', 'STOML1', 'CANT1', 'FOS', 'OR8J3', 'PCDH18', 'PAXIP1.AS2', 'OLFM1', 'DOK6', 'CYTH4', 'CTRB2', 'ADGRF1', 'CCDC96', 'LIMD2', 'GNAI2', 'COMMD2', 'NUDT8', 'OR5A1', 'OR6C4', 'OSGIN1', 'PTGR1', 'HOMER2', 'MAGEB10', 'HTR2C', 'HIP1R', 'ANGPTL1', 'TMEM89', 'HCG9', 'GOSR2', 'SLC13A1', 'ZNF804B', 'OSBPL8', 'ERO1LB', 'SLC17A9', 'DPYSL3', 'OR5K4', 'ARID4A', 'PRADC1', 'ADGRD1', 'MS4A10', 'WBP1', 'GDF15', 'GSG1L', 'NUTM2F', 'THEG', 'CROT', 'ANP32A', 'C11ORF86', 'FAM168B', 'BHLHE22', 'VHL', 'NSUN2', 'SNX17', 'RAB33B', 'SLC10A5', 'ELF1', 'ZNF324B', 'TMEM207', 'POLR3A', 'BIN2', 'TFR2', 'VSIG10', 'CAPN6', 'PCDH1', 'UBE2D1', 'OR4K15', 'INSR', 'ASGR2', 'UCN3', 'OR2Y1', 'SNAPC5', 'METTL5', 'TCHP', 'CCDC88A', 'DHODH', 'FAM83F', 'CPD', 'NAA11', 'CXORF65', 'TXLNGY', 'AKNAD1', 'PQLC3', 'FAM183CP', 'ATXN8OS', 'LINC00593', 'GABRA4', 'NPHS1', 'RBBP6', 'KRT40', 'POMC', 'GAR1', 'CEP41', 'GALNT18', 'ORC3', 'CNOT8', 'GBP3', 'SBNO2', 'PMCHL1', 'KRTAP13.4', 'BSG', 'SRP72', 'HCG4B', 'AGO3', 'ZNF44', 'SUN5', 'ADCY8', 'RAB22A', 'NDC1', 'COLEC11', 'SELENBP1', 'SMAD5.AS1', 'ADPRHL1', 'CCNB1', 'KIF22', 'DNASE1L1', 'SNX32', 'THBS2', 'MSN', 'PPFIA3', 'IER5L', 'HNRNPL', 'RARS', 'CFAP126', 'PTP4A3', 'ZNF653', 'CTPS2', 'C21ORF91', 'KRTAP19.1', 'SUMF1', 'SSPO', 'RNY5', 'PPM1G', 'ISY1', 'BCKDHA', 'MDC1', 'SLC11A1', 'DOK7', 'OR5T3', 'RIT2', 'RNF125', 'ARHGEF39', 'C9ORF40', 'LINC00470', 'KRT1', 'CACNG2', 'EN2', 'NPEPPS', 'PALM2.AKAP2', 'TOM1L2', 'MOXD1', 'SNORD114.4', 'CACTIN', 'PACRG', 'TCTE1', 'CYFIP1', 'SPESP1', 'SLC25A42', 'MYL10', 'SH3RF1', 'CLDN25', 'PRR7', 'RBM11', 'TCEAL6', 'LAIR1', 'GAB1', 'VN1R2', 'MAP6', 'SOX30', 'RAB5B', 'SNORD116.24', 'ACADL', 'CHI3L1', 'DBF4B', 'TEN1', 'BMP15', 'BIN1', 'SNORD80', 'LINC00202.1', 'PRPF18', 'KLF7', 'MAPK10', 'VEPH1', 'SNAR.G2', 'VTI1A', 'NTAN1', 'ADRA2B', 'ZNF492', 'WDR35', 'PLAUR', 'ARHGEF5', 'RAET1G', 'PCGF1', 'ATAT1', 'ZNF879', 'PSKH1', 'SNORD38A', 'AP3M1', 'MLXIP', 'INSRR', 'GRM3', 'MGAT4A', 'KHDC1L', 'BDP1', 'LOC646762', 'LRGUK', 'ESRP2', 'GPX6', 'LGALS3BP', 'MKKS', 'APOF', 'GOLT1A', 'KCTD2', 'CEP57', 'TRIM42', 'SLC25A51P1', 'ADAMTS10', 'FAM171A2', 'OR4K1', 'IGFBP6', 'EID2B', 'MBNL1.AS1', 'ATP6V0C', 'PNPLA6', 'LIMK1', 'FBXL15', 'NAGK', 'EPC2', 'RNASE6', 'WDR11', 'EFS', 'DLL1', 'OR2T33', 'PTPRVP', 'BCL7C', 'MYO15A', 'UBFD1', 'CPA1', 'NRP2', 'BPHL', 'C12ORF76', 'C10ORF67', 'PLEKHG1', 'CATSPERB', 'LRFN4', 'IMP3', 'CBLN1', 'P2RY11', 'PRPF38A', 'PRAMEF10', 'RNF4', 'ADAM23', 'TRA2A', 'GREB1', 'DEAF1', 'BNC2', 'BCLAF1', 'ARHGEF40', 'ZBTB40', 'PPBPP1', 'SYNPO2', 'G2E3', 'GPM6A', 'NUPR1L', 'CHD3', 'ERC2.IT1', 'SCARB2', 'ANKEF1', 'RELL2', 'RWDD4', 'FBLN2', 'IKZF3', 'DOCK7', 'HHLA3', 'TRPM7', 'ZNF660', 'CD52', 'TCEAL4', 'TOPORS', 'FZD8', 'PREX2', 'RIMKLA', 'SERTAD1', 'UGT2A3', 'NRXN2', 'SSR3', 'SNHG12', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.45856423758787734
		RMSE:  0.28833360256132
		NRMSE:  0.17333782361719832
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5341468996847767
		RMSE:  0.29160473760802996
		NRMSE:  0.22560247695118987
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  LinearRegression
		Pearson Correlation:  0.8282921827289202
		Spearman Correlation:  0.7614093431526421
		Coefficient of Determination:  0.6860675377022547
		RMSE:  0.13376749397647764
		NRMSE:  0.08041714899212324
		MAPE:  260.98235285634314
		Pearson Correlation:  0.10488687557003955
		Spearman Correlation:  0.01919331965181967
		Coefficient of Determination:  -7.387279182512515e+20
		RMSE:  6398871049.685972
		NRMSE:  4950540825.714839
		MAPE:  608607571515.5063

	Predictor:  ElasticNet
		Pearson Correlation:  0.4730169157344399
		Spearman Correlation:  0.433701623100682
		Coefficient of Determination:  0.15852090905993144
		RMSE:  0.21900505659202163
		NRMSE:  0.13165950667421436
		MAPE:  610.4455204870013
		Pearson Correlation:  0.14477726754223494
		Spearman Correlation:  0.17561213540142426
		Coefficient of Determination:  0.015217767650462788
		RMSE:  0.23363139619191664
		NRMSE:  0.18075090997084595
		MAPE:  412.8770786189781

	Predictor:  RandomForests
		Pearson Correlation:  0.5569285679722593
		Spearman Correlation:  0.4464693145756104
		Coefficient of Determination:  0.1397427698300342
		RMSE:  0.22143519221144228
		NRMSE:  0.13312043393216524
		MAPE:  581.1642927283768
		Pearson Correlation:  0.1812743349005739
		Spearman Correlation:  0.17508535752609503
		Coefficient of Determination:  0.02420148031995628
		RMSE:  0.23256329910628754
		NRMSE:  0.17992456760714207
		MAPE:  412.81434987563694

Protein:  ERBB2
x_train_column_count:  665
x_train columns:  ['PABPC4L', 'OSR1', 'LRRC2', 'SUSD5', 'UBE2V2', 'SMAD1', 'STK32C', 'CYP19A1', 'MYO18B', 'C10ORF25', 'KCNE5', 'DMXL2', 'MS4A3', 'FAM27C', 'CD200', 'C2ORF49', 'ASGR1', 'CCT3', 'ATMIN', 'RECK', 'TRA2A', 'FAM43B', 'CDC42BPA', 'FUOM', 'TNFRSF17', 'CDH15', 'SPTLC1', 'C9ORF40', 'SYNE1', 'ENG', 'RPS25', 'NQO2', 'SYNM', 'OR10A4', 'SNRNP70', 'THRSP', 'FAM186A', 'CDK15', 'TMEM170B', 'SLFN14', 'EPB41L4A.AS2', 'ALOX5AP', 'IFNGR1', 'CCNB1IP1', 'PIEZO2', 'GSTZ1', 'GDNF', 'SRP9', 'ZNF484', 'JMY', 'RNF115', 'AKAP6', 'RHOU', 'ARMC7', 'LPAR6', 'ANGPTL5', 'ACAN', 'AGAP2.AS1', 'PAXIP1', 'NKAIN2', 'MICALCL', 'FLT3LG', 'MCEMP1', 'BPIFB3', 'AKAP3', 'LIPA', 'EPB41L2', 'EPHB3', 'NCOR1', 'SPA17', 'TAF2', 'ZC3H12D', 'ZNF10', 'ATP6V1C2', 'ERC2', 'SPIN2B', 'RASGEF1A', 'GRIK1.AS1', 'DENND1B', 'PPCDC', 'VPS28', 'TCEB3B', 'MAGEB18', 'ACBD5', 'SNORD115.38', 'TXNDC11', 'NDNF', 'DYNLT3', 'SLC39A2', 'ZNF529', 'SNHG5', 'ZC3H12A', 'SLC26A4.AS1', 'ZEB1', 'LBX1', 'P4HA1', 'ATXN10', 'SGSM2', 'HERPUD2', 'ADORA2B', 'MOS', 'KIAA1429', 'DDX53', 'WSB2', 'LDHA', 'ZNF429', 'OTOA', 'VPS26B', 'GGACT', 'CCDC64', 'DPCD', 'NPS', 'OR6C2', 'LPA', 'TOX2', 'VDAC2', 'FAM27B', 'PPIP5K2', 'CNOT7', 'LGALS3BP', 'CLCA4', 'TTYH3', 'CMA1', 'KLHL12', 'TP53I11', 'TAS2R39', 'BSND', 'TOM1', 'PON2', 'KLRC1', 'DKFZP434A062', 'MSX2P1', 'MFI2', 'TEX26', 'NUP153', 'ZNF273', 'TMEM119', 'ZSCAN4', 'C10ORF128', 'CCL15.CCL14', 'MALAT1', 'MAGI2', 'SLC22A18', 'UTF1', 'GKN2', 'TNFRSF11B', 'TTLL9', 'SNORD114.10', 'LINC00608', 'PEPD', 'CLRN1.AS1', 'CD8B', 'C20ORF24', 'MGAT4C', 'LOC727896', 'LINC00661', 'GTF2A1L', 'PCDHA2', 'BID', 'AOC2', 'ACY1', 'GUCA1C', 'GLI2', 'CDC6', 'C10ORF95', 'ACTA2', 'DCLRE1C', 'MAPK8IP1', 'FGF20', 'ABI2', 'CCDC113', 'HSPA5', 'VPS4A', 'CLEC10A', 'FAM200A', 'SNORD15A', 'ANP32C', 'RXFP4', 'NOVA2', 'SLC7A10', 'HOXA9', 'OR4C16', 'SLITRK5', 'ZSWIM5', 'SNORD116.10', 'LEUTX', 'CDKL4', 'PTPN2', 'LIX1', 'LEFTY1', 'UIMC1', 'ZFAND3', 'RCCD1', 'RPL41', 'TK2', 'ATP6V1D', 'MFSD4', 'ALG10', 'MYCN', 'NDUFV1', 'NFYC.AS1', 'FAM155A', 'PIP5K1A', 'CNTF', 'CFLAR', 'LINC00493', 'ZNF561', 'OR5M1', 'ERN1', 'C14ORF39', 'CADM4', 'ID2', 'LYN', 'EPHX2', 'ATP11C', 'BRPF1', 'USP7', 'PRR15', 'AIF1L', 'APRT', 'ADAM12', 'SLC46A1', 'EHD4', 'GBP7', 'IL13RA1', 'TRIM32', 'ADAMTSL2', 'TMPRSS4', 'ORM1', 'MPPE1', 'CALHM3', 'NID2', 'GPX6', 'UBALD2', 'MYO1F', 'PSMB5', 'CCR7', 'PRMT5', 'GPRASP2', 'COX4I1', 'TPTE2P6', 'OR13C2', 'LRGUK', 'TM9SF2', 'ZCCHC10', 'TNFAIP8L2', 'DDC', 'RAD51D', 'ST8SIA6', 'MAOB', 'GTF2IP1', 'USP18', 'TMEM69', 'CALCA', 'NBEAL1', 'GLA', 'COMP', 'AGAP2', 'HRSP12', 'RBM42', 'PYDC1', 'INCA1', 'CARD11', 'MXD4', 'TARP', 'FUBP1', 'RXFP2', 'NLRP8', 'HIATL2', 'SNAP23', 'FAM225A', 'SMPD3', 'BMP15', 'CENPU', 'TMEM106C', 'CHKA', 'MBTPS2', 'RPIA', 'KANSL2', 'CT83', 'UBE2F', 'BUD13', 'GIPC1', 'SNORD114.27', 'TP53I3', 'PMCHL1', 'TCHHL1', 'IZUMO2', 'TFF1', 'MYLIP', 'MORN2', 'NDUFS5', 'IMMT', 'KAT7', 'RAB11FIP1', 'SLC25A12', 'FAM49A', 'CPSF1', 'GRB2', 'CCDC130', 'TSPAN12', 'GPATCH4', 'C14ORF119', 'KPNA7', 'TTL', 'PLEK', 'PHYHIP', 'ABCB5', 'PACRGL', 'KRT78', 'CST6', 'TSPAN18', 'FLJ36777', 'C9ORF114', 'SORT1', 'DZIP1', 'C4ORF3', 'CCDC167', 'SIX6', 'GVINP1', 'FUT8', 'ABHD16A', 'POSTN', 'PEX11G', 'PDHB', 'CHRNA10', 'ZNF778', 'DNASE2', 'KLK3', 'ACTR3B', 'SCAF4', 'SNORD90', 'OR10A7', 'WDR90', 'SNORD50A', 'AES', 'SNORD65', 'TMTC3', 'DNAJB13', 'GNLY', 'HNRNPA3', 'OR8I2', 'PADI3', 'HSPBAP1', 'TRIOBP', 'KHSRP', 'NAALADL1', 'HNRNPD', 'IL18RAP', 'TIMP2', 'NBEAP1', 'DIMT1', 'ATPIF1', 'KIAA0753', 'TAS2R46', 'OR5B17', 'CCT7', 'TPRG1', 'PARD3', 'CALM2', 'REXO2', 'OR6P1', 'MDM2', 'LINC00160', 'PADI6', 'PCDH8', 'IQCF5', 'ADAM18', 'LPCAT3', 'RABL2B', 'B9D2', 'ATG12', 'RTP1', 'C3ORF33', 'WWOX', 'TPM3P9', 'SYS1', 'NCMAP', 'KIAA1919', 'OR6C76', 'KCNG3', 'CPSF4', 'LOC340017', 'TYMSOS', 'LIN28A', 'OR6M1', 'PIK3C2B', 'GNAQ', 'UBE2I', 'MFSD2B', 'CARD9', 'HMSD', 'CAP2', 'DUSP5', 'ARID5A', 'LINC00052', 'OR6V1', 'PCSK1', 'IL16', 'PAX7', 'RAB3C', 'PRY2', 'LINC00598', 'HSDL1', 'RPL24', 'MRPS12', 'COPS6', 'L3MBTL3', 'FGF7', 'CHCHD6', 'ZNF613', 'TUBA3FP', 'R3HDM4', 'ATP5O', 'ADAMTS7', 'MIR7.3HG', 'SPDYE3', 'PTPN5', 'PARG', 'RQCD1', 'PRMT7', 'CAPN5', 'ZDHHC8P1', 'TXNDC5', 'MIAT', 'PLCB2', 'SLC5A1', 'TMEM123', 'ZNF461', 'WDR18', 'SYNJ1', 'ARL5A', 'GLMN', 'ARGFXP2', 'FMR1', 'TP53INP1', 'NET1', 'PDPK1', 'KHDRBS1', 'ICA1', 'SNAR.H', 'ADAM5', 'MTHFD1L', 'FSTL1', 'BTK', 'OR51I2', 'HES5', 'MEPE', 'SDR16C6P', 'PDGFD', 'ETS1', 'NDRG3', 'RHBDD1', 'SNORD116.13', 'TERF2', 'ODF4', 'PIK3C2G', 'PCGEM1', 'CYB561', 'MRGPRX4', 'DGKA', 'GPATCH2', 'PRG2', 'THBS3', 'DEFA6', 'GFER', 'KRTAP12.4', 'IL4I1', 'PAXIP1.AS2', 'LURAP1L', 'ATP2A1', 'LINC00634', 'CYP27B1', 'PCDH1', 'S1PR4', 'ZNF800', 'PHLDB1', 'LMO2', 'PRAMEF6', 'CCKBR', 'SNORA41', 'MRAP', 'GABRA2', 'MAPT.AS1', 'CSF3', 'CXCL2', 'CFL1P1', 'UGT1A9', 'FAM181B', 'SESN3', 'CIPC', 'UBE2E3', 'SPTAN1', 'ZNF676', 'FBLIM1', 'FAM170B', 'KIAA0586', 'PDE4DIP', 'PRR30', 'C3AR1', 'ZBTB9', 'CFAP57', 'CRIP3', 'LIMCH1', 'KIAA0195', 'CPLX3', 'METTL13', 'GPR65', 'THEG', 'AKR1C8P', 'ACOT9', 'RGPD6', 'SCAF8', 'SFXN2', 'DPP4', 'C12ORF43', 'KPRP', 'IFFO1', 'DNAH3', 'PCID2', 'CAB39L', 'HPN.AS1', 'LYZ', 'CITED4', 'LAMA5', 'MYO6', 'PMEPA1', 'TUBA1A', 'TRIM40', 'BCCIP', 'MED13', 'OMP', 'MEIG1', 'ZNF133', 'SGK494', 'FAM99A', 'CPEB1', 'SCGB1C1', 'GNMT', 'NEUROD4', 'OR10C1', 'PPP1CB', 'CTRB2', 'CLDN5', 'SLC30A9', 'GCN1L1', 'ZNF347', 'PTPRH', 'FAT2', 'EPB41L3', 'WDR72', 'EAF1', 'TNF', 'DCUN1D2', 'TEAD1', 'POLA2', 'MZT2B', 'SLC1A4', 'LSS', 'SNORA61', 'FAM95B1', 'HGS', 'PHGDH', 'KIAA1456', 'ANXA7', 'TRIM60', 'ROBO1', 'KIAA0895', 'PRR20D', 'NAT8L', 'CYFIP1', 'ACER1', 'TAAR2', 'IRX1', 'PSG8', 'TMCO1', 'OR2J2', 'PGM1', 'ABCA4', 'LCE3A', 'FAM92A1', 'RNF7', 'SLC4A11', 'CA7', 'SNORD11', 'P2RX7', 'HIST1H2AL', 'LEPROT', 'SMYD2', 'TAS2R8', 'BICD2', 'ZNF644', 'KRTAP13.4', 'SIN3A', 'BCL2', 'SHC1', 'MAN2B2', 'PUS7', 'TPD52L2', 'ANKRD53', 'CLEC4C', 'CNIH3', 'ROBO4', 'BTBD7', 'GALNT5', 'EFHD1', 'SPAG16', 'NPR2', 'STX4', 'RPN1', 'ZNF295.AS1', 'PCDH11Y', 'USO1', 'SLC22A16', 'RPL35', 'SIRPB2', 'SLC17A8', 'SNORA68', 'CABP5', 'ANXA13', 'DNAJB14', 'PLEKHG4', 'CHRM4', 'ADAMDEC1', 'TAF11', 'OR13C4', 'COL9A3', 'FXYD3', 'CLTA', 'GNGT1', 'RASSF9', 'ASTE1', 'RYK', 'HES1', 'ZXDB', 'OR1A1', 'ZCCHC8', 'TLR2', 'RPL13AP20', 'KRTAP13.2', 'C3ORF22', 'SNORD27', 'CXADR', 'AFG3L2', 'ZNF236', 'C15ORF57', 'RBM41', 'STRADB', 'LINGO3', 'NUB1', 'ZNF350', 'CIB4', 'METTL23', 'CASC8', 'NPY2R', 'ETFB', 'RARA', 'BRCA2', 'SGSH', 'SLC38A5', 'COX10', 'RAB17', 'BEND3P3', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10787728881134795
		RMSE:  1.034673205097243
		NRMSE:  0.18568153277771168
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04400358650048397
		RMSE:  1.0802115255265201
		NRMSE:  0.18403181176661842
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  LinearRegression
		Pearson Correlation:  0.7970718784628698
		Spearman Correlation:  0.6914617551897742
		Coefficient of Determination:  0.6059929004782427
		RMSE:  0.6170344275122748
		NRMSE:  0.11073244934986895
		MAPE:  572.8042319879906
		Pearson Correlation:  0.1058477722753791
		Spearman Correlation:  0.29795207525856193
		Coefficient of Determination:  -9.026963575941959e+24
		RMSE:  3176352234089.5156
		NRMSE:  541143880281.7036
		MAPE:  156820340693981.75

	Predictor:  ElasticNet
		Pearson Correlation:  0.6694221401715201
		Spearman Correlation:  0.6175781491483124
		Coefficient of Determination:  0.42598820940928717
		RMSE:  0.7447624623656852
		NRMSE:  0.13365440883758684
		MAPE:  324.2718492274439
		Pearson Correlation:  0.48079518053445297
		Spearman Correlation:  0.4400643839625403
		Coefficient of Determination:  0.22856481006495855
		RMSE:  0.9285547893642214
		NRMSE:  0.15819459075663517
		MAPE:  5214.626466841223

	Predictor:  RandomForests
		Pearson Correlation:  0.5804040933474421
		Spearman Correlation:  0.5525096301925532
		Coefficient of Determination:  0.22559612869571277
		RMSE:  0.8650498401983204
		NRMSE:  0.15524107463674253
		MAPE:  337.22735393564204
		Pearson Correlation:  0.31371721437160316
		Spearman Correlation:  0.32529854569911104
		Coefficient of Determination:  0.08555829714943064
		RMSE:  1.0109643084019275
		NRMSE:  0.17223440864131515
		MAPE:  2346.0160808932324

Protein:  ERBB3
x_train_column_count:  247
x_train columns:  ['UROD', 'PLP1', 'NWD1', 'TMC5', 'MDP1', 'AMELX', 'NSMCE1', 'HIST1H2BD', 'RCVRN', 'KRTAP4.4', 'F13A1', 'G0S2', 'LRRTM4', 'IZUMO1', 'GUCY1A2', 'C1ORF174', 'CHN2', 'SLC2A7', 'MDH1', 'RLTPR', 'GPATCH2L', 'SUSD2', 'CCDC130', 'IL12RB1', 'SUGCT', 'KLHL26', 'LEAP2', 'INTS12', 'PCBD1', 'MAPKAPK3', 'PCDHB15', 'SYCE3', 'ROBO2', 'PAX1', 'FAM83G', 'TRAPPC10', 'BPIFA1', 'YIPF1', 'AEBP2', 'CTPS2', 'NT5DC3', 'CENPBD1P1', 'BTG2', 'TP53I13', 'PCED1B', 'NIF3L1', 'GBA2', 'CFAP20', 'PLA2G16', 'FOXI1', 'DVL3', 'OR52L1', 'LOC100133331', 'SNRNP48', 'PLAC8L1', 'SLC46A3', 'DDRGK1', 'CHML', 'ALG8', 'C7ORF57', 'FAM178B', 'GLRX3', 'CDK1', 'RAD1', 'ATG12', 'KRTAP9.4', 'ATXN10', 'ZNF781', 'ZCCHC24', 'LINC00636', 'ANKRD20A3', 'RAB8A', 'GOPC', 'FASTKD2', 'BRD7P3', 'PPFIA2', 'STOML1', 'PEBP1', 'MED6', 'ARHGEF26', 'RWDD3', 'DEPDC4', 'ERP44', 'SLC22A15', 'LCE1F', 'VHL', 'DHX32', 'TTLL9', 'AGBL4', 'KLHDC7B', 'RPL28', 'PRKAA2', 'KRTAP6.3', 'HNRNPDL', 'FILIP1', 'ZFP82', 'FMO2', 'CMSS1', 'PLA2G6', 'MTFR1', 'SEC24A', 'RNASE10', 'RBBP8', 'AP3M2', 'IRX2', 'FKRP', 'LOC221122', 'FAHD2A', 'MAST4', 'ANAPC2', 'RRP7BP', 'COX7C', 'HS6ST3', 'WIBG', 'CPNE6', 'CA13', 'ZC3H3', 'B4GALNT3', 'BOK', 'ELAC1', 'CELSR3', 'CD8B', 'CACNB3', 'GOLGA8B', 'CT45A6', 'LINC00667', 'AUTS2', 'CDH12', 'TMEM87B', 'BIRC8', 'KCNAB3', 'NR2E3', 'ACOX3', 'USP14', 'NARF', 'RFX6', 'SLFN12', 'TRMT2B', 'ZNHIT3', 'ZNF665', 'SYF2', 'PANK4', 'TMEM147', 'TMEM145', 'ICAM2', 'HRK', 'TMEM2', 'C16ORF78', 'FRG2C', 'BEST1', 'EIF2S3', 'CD27', 'CDKN2A.AS1', 'RAB11FIP4', 'C11ORF87', 'POLR1C', 'RC3H2', 'SYCN', 'TMEM207', 'TUBB4A', 'VSIG2', 'TSC2', 'IL16', 'CHTF18', 'PKNOX1', 'CEACAM22P', 'TLR9', 'ATP6V1E2', 'RALB', 'SLC30A9', 'CDIPT', 'DHRS9', 'GPHB5', 'AFF4', 'SMARCD3', 'FGF3', 'ARHGEF35', 'SGMS1', 'SNX16', 'ATP6V0D1', 'LRRC75A.AS1', 'DHRS7', 'HPCAL4', 'FAM217B', 'ALDH1A3', 'MYO5A', 'MYL3', 'BCORP1', 'RGL3', 'VILL', 'EIF4B', 'FAM185A', 'TMEM126A', 'MOGAT3', 'ZNF843', 'EEF1E1', 'KCNAB2', 'ARL13B', 'KLK5', 'SERPINA9', 'MPLKIP', 'RBX1', 'ULK4', 'RGL2', 'SPIRE2', 'SOD3', 'SNORA45A', 'B3GNTL1', 'SLC4A5', 'SEC16B', 'ECHS1', 'WDR45B', 'SNX1', 'CEP162', 'RXRB', 'PCDHB12', 'BRCC3', 'DMRTC1B', 'PRRT1', 'ZNF157', 'EEFSEC', 'GBP4', 'EEF1A2', 'FBXO3', 'PCNX', 'DUSP6', 'TFRC', 'WFDC6', 'ING1', 'FAM188B', 'LOC728392', 'MSMB', 'EYA3', 'ZMYND10', 'SGK1', 'LHX2', 'TBC1D23', 'VNN2', 'USP6NL', 'SLCO4C1', 'EPB41L1', 'C10ORF71', 'DEFA6', 'TLX2', 'FLJ16779', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.22544319167926496
		RMSE:  0.49276112816642853
		NRMSE:  0.13298208544838536
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.18202543932109472
		RMSE:  0.5629306521688778
		NRMSE:  0.2077549194412726
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  LinearRegression
		Pearson Correlation:  0.5366840338215904
		Spearman Correlation:  0.4945831065129854
		Coefficient of Determination:  0.2806591543329102
		RMSE:  0.377534991277561
		NRMSE:  0.10188585827912816
		MAPE:  205.3860104767174
		Pearson Correlation:  -0.027644759327129703
		Spearman Correlation:  0.041386391767396655
		Coefficient of Determination:  -0.3125631811894596
		RMSE:  0.5932006171787932
		NRMSE:  0.2189263383680901
		MAPE:  326.43263056305096

	Predictor:  ElasticNet
		Pearson Correlation:  0.41263824343406774
		Spearman Correlation:  0.422927606839966
		Coefficient of Determination:  0.14573363965128983
		RMSE:  0.41142104376368377
		NRMSE:  0.11103073126045651
		MAPE:  204.64976482923035
		Pearson Correlation:  0.22455271256770773
		Spearman Correlation:  0.23395766266705692
		Coefficient of Determination:  0.05036352838513658
		RMSE:  0.504568551155514
		NRMSE:  0.18621583012762596
		MAPE:  291.35183336653216

	Predictor:  RandomForests
		Pearson Correlation:  0.45688910314406705
		Spearman Correlation:  0.43302826089360635
		Coefficient of Determination:  0.13389588906390948
		RMSE:  0.4142618107838994
		NRMSE:  0.11179737274459094
		MAPE:  208.00504510226477
		Pearson Correlation:  0.27077066114729614
		Spearman Correlation:  0.30732723878573154
		Coefficient of Determination:  0.05627289499277566
		RMSE:  0.5029961949426858
		NRMSE:  0.18563553708962824
		MAPE:  285.10109332574854


Fold:  3

Protein:  RB1
x_train_column_count:  371
x_train columns:  ['FAM189A1', 'IPO7', 'DLL3', 'ABRACL', 'HIRIP3', 'CAGE1', 'GDAP1', 'UTRN', 'EFCAB10', 'TMEM223', 'SSMEM1', 'CCM2', 'GLT8D1', 'PLEKHG7', 'PATE3', 'MAPT.IT1', 'IGF2.AS', 'ZBED4', 'DDX3X', 'DENND2C', 'BTBD2', 'SEC11A', 'GMDS', 'OR8K3', 'ZNF541', 'CCDC102A', 'SPR', 'EPOR', 'ZNF30', 'NANS', 'FLJ30679', 'ACE2', 'TNFAIP8L3', 'MYLPF', 'COL15A1', 'MIAT', 'MLEC', 'UBR3', 'EMC2', 'TMEM196', 'MAP4K2', 'YIF1A', 'IKBKG', 'PTPN20', 'PCP4', 'DOCK9', 'ANTXR2', 'C11ORF68', 'GCNT3', 'PFKFB1', 'FHL3', 'TRA2B', 'SGSM1', 'PRIMA1', 'EDF1', 'SLC4A2', 'GCK', 'POLR3B', 'ZBTB11.AS1', 'ETNPPL', 'LY6E', 'CELP', 'GAK', 'HOMEZ', 'PARVB', 'UGT3A1', 'TUBD1', 'HIPK1', 'CDHR5', 'FGR', 'YJEFN3', 'OR2W1', 'IGFBP3', 'MGARP', 'BRWD1', 'DIS3L2', 'CAMTA1', 'PPIL3', 'C19ORF66', 'IGFBPL1', 'BDNF', 'LINC00917', 'TSPAN14', 'QKI', 'TPBG', 'GP5', 'PITPNA', 'ACVR1C', 'GDF2', 'FAM83C', 'KIAA0101', 'TCL6', 'GLT1D1', 'CLK1', 'KIR2DL1', 'DEFB113', 'GAA', 'CCSAP', 'NABP2', 'ANKRD34B', 'RINT1', 'LCE1A', 'TOE1', 'CD72', 'KIFC3', 'RELL1', 'CPB1', 'LOH12CR2', 'FAM26D', 'GLUD2', 'SMAD2', 'BTG1', 'PSG4', 'BEND2', 'MTHFD2', 'TNPO1', 'EHF', 'ZNF234', 'TRRAP', 'MCAM', 'POLE2', 'GABRA3', 'JADE2', 'EME2', 'MS4A1', 'KLF4', 'SENP2', 'INF2', 'LDAH', 'ZNF468', 'DDX17', 'CNR2', 'GPR155', 'PLIN4', 'CCDC14', 'NLRP1', 'MKS1', 'PPP3CC', 'HAAO', 'RRP8', 'TMEM204', 'SH2D1B', 'CDH7', 'PPIL1', 'ZNF284', 'PDGFRL', 'MPP6', 'TNKS', 'MYL1', 'NR2C2', 'EPHA4', 'TPMT', 'DUSP16', 'NOL11', 'SPRY2', 'SLC22A8', 'PALLD', 'CFAP70', 'SNAPC3', 'KLHDC1', 'EIF2A', 'GTDC1', 'TRIM36', 'CNIH1', 'DCD', 'NDUFAF2', 'C17ORF74', 'PIF1', 'G6PC', 'DUX4L2', 'TMEM87B', 'C3P1', 'GALNT12', 'GPR37', 'SH2B3', 'CCDC186', 'P3H1', 'NDUFS4', 'NPC1L1', 'RAI2', 'SPRR2A', 'SERINC4', 'NFYB', 'RBM38', 'RAB11B', 'EMX2OS', 'TROVE2', 'TAF5', 'OR11A1', 'CPXCR1', 'C12ORF4', 'CXORF40A', 'ANKRD20A9P', 'BRCA1', 'C1QTNF9', 'FGF23', 'TTC4', 'CSPP1', 'STX1A', 'ZFAS1', 'OR2G2', 'SPAG17', 'EIF2S1', 'KRTCAP3', 'C3ORF79', 'FUZ', 'AP3D1', 'CNBP', 'POM121L12', 'SLCO1C1', 'SGIP1', 'LINC01001', 'PNPO', 'GPR26', 'COMTD1', 'GFM1', 'OR5I1', 'LINC01550', 'CSTF1', 'ZNHIT2', 'ARHGEF16', 'RAB27A', 'CTNNA2', 'MRPL54', 'MS4A13', 'PQBP1', 'ISOC2', 'FGF14', 'HPN.AS1', 'CDK15', 'ARHGAP39', 'TUSC3', 'CFAP97', 'EGR3', 'C3ORF62', 'DNAL1', 'ABCG5', 'NFIC', 'MNDA', 'SDHAP2', 'ZNF510', 'PARP9', 'IL36A', 'MRPS10', 'ZNF764', 'ARHGAP9', 'ZNF586', 'STON1.GTF2A1L', 'SH2D6', 'FLNA', 'DDX4', 'YWHAE', 'MRPL3', 'ARHGAP29', 'SLC6A11', 'MARVELD2', 'ATOH8', 'VEGFA', 'C6ORF120', 'MBIP', 'PREX2', 'PGS1', 'MYO3B', 'PRKCA', 'PRR35', 'PWAR4', 'HSP90B3P', 'KCNS2', 'RBP5', 'STK32B', 'LOC100130987', 'PTENP1', 'SNX14', 'PVRL4', 'FAM86C2P', 'INPP5F', 'USP22', 'CEACAM22P', 'HDDC3', 'STON2', 'DHRS2', 'ERCC6L', 'RHOXF1', 'TADA2A', 'INE2', 'HDAC3', 'NOS3', 'BCL6B', 'GKN2', 'CHRM3', 'MOB3A', 'CCDC53', 'TNXB', 'MAPKAP1', 'TUBGCP2', 'PGBD1', 'TAS2R5', 'ZRANB2', 'ARHGEF38', 'METRNL', 'KIF18A', 'PCGF5', 'SPTY2D1', 'PCGF6', 'BTBD17', 'SPNS2', 'CPEB1', 'COL6A1', 'ZNF180', 'PON1', 'LINC01106', 'TMIE', 'SLC25A52', 'MYOCD', 'DHRS3', 'NAPB', 'ADNP', 'GGT6', 'ANP32AP1', 'GOLGA7', 'NDUFC1', 'B3GALT2', 'L3MBTL3', 'GLIS2', 'RBMY1A3P', 'KCTD13', 'PCDHGB7', 'DOCK10', 'OR13C3', 'WDR92', 'TRANK1', 'SFTA1P', 'SNORD88A', 'CSF3R', 'LARGE', 'MTG2', 'OBSL1', 'ENAM', 'KIF1A', 'KLRC1', 'FAM50A', 'COL9A3', 'KIAA2013', 'MOB1A', 'GPR65', 'ITGA4', 'OR9A4', 'RAB11FIP1', 'WDR38', 'CNGA3', 'CDH11', 'CPN2', 'ESF1', 'ATP4A', 'ANKRD26P1', 'MACF1', 'GLDC', 'RAB11FIP5', 'TAAR9', 'GBP3', 'ASIC2', 'GAST', 'OR51T1', 'NEU3', 'GTPBP10', 'TREML3P', 'KCTD17', 'MPHOSPH10', 'APOBEC3F', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01272330861584492
		RMSE:  0.2421068018038906
		NRMSE:  0.08854110656959135
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028050639565306845
		RMSE:  0.22197574606877257
		NRMSE:  0.15575715092466183
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  LinearRegression
		Pearson Correlation:  0.4370487387501469
		Spearman Correlation:  0.3995278544194589
		Coefficient of Determination:  -1.2331634801289506
		RMSE:  0.3595189994615406
		NRMSE:  0.1314800319856424
		MAPE:  1624.6660580166515
		Pearson Correlation:  -0.025478728010151858
		Spearman Correlation:  0.22995348847299887
		Coefficient of Determination:  -7.889413544616554e+23
		RMSE:  196888171556.4533
		NRMSE:  138153564952.5333
		MAPE:  24958610468799.31

	Predictor:  ElasticNet
		Pearson Correlation:  0.2699875601766512
		Spearman Correlation:  0.25629137588256606
		Coefficient of Determination:  0.04486762585828208
		RMSE:  0.23512205602444736
		NRMSE:  0.08598670861046202
		MAPE:  203.34608256223365
		Pearson Correlation:  0.2648345438179262
		Spearman Correlation:  0.2741704001311446
		Coefficient of Determination:  0.020836636877585524
		RMSE:  0.21934353722779712
		NRMSE:  0.15391016828367537
		MAPE:  201.3920567625135

	Predictor:  RandomForests
		Pearson Correlation:  0.40083408558512523
		Spearman Correlation:  0.33407979975177804
		Coefficient of Determination:  0.07645345128869474
		RMSE:  0.23120167854050885
		NRMSE:  0.08455298366753543
		MAPE:  181.2397981742796
		Pearson Correlation:  0.3083803647083683
		Spearman Correlation:  0.2762603024975374
		Coefficient of Determination:  0.036942161722648525
		RMSE:  0.21753214901582188
		NRMSE:  0.1526391435338436
		MAPE:  205.68896508949268

Protein:  CDH1
x_train_column_count:  836
x_train columns:  ['CHID1', 'ZFHX4.AS1', 'AMBN', 'NUDT5', 'CETN2', 'PBX4', 'PM20D1', 'CCDC71', 'BSG', 'SLC17A8', 'TNFRSF10B', 'PPIE', 'HNRNPH3', 'NMRAL1', 'ARL4D', 'WIBG', 'PGBD5', 'DUSP5', 'TATDN1', 'SNX8', 'SF1', 'SORD', 'SIRPB1', 'KDM5B', 'MRPS16', 'NKX2.4', 'GPR18', 'FBXO15', 'CYHR1', 'SUPT16H', 'TBC1D29', 'ZNF23', 'JUN', 'HSPA9', 'AQP4.AS1', 'TMEM169', 'TSPAN8', 'RPS27', 'HS3ST6', 'RMDN1', 'ABCF1', 'USH1G', 'SFT2D1', 'ZNF202', 'SEPHS1P1', 'TBX15', 'TMEM176A', 'STARD8', 'ELSPBP1', 'RTP4', 'SLC39A5', 'GCLC', 'CAPN15', 'LRRC28', 'SEMA5B', 'SAMSN1', 'CDH4', 'FAM197Y2', 'CPO', 'PI4KAP2', 'PLEKHO2', 'PUM2', 'SCG5', 'OR9G4', 'CORO6', 'MED30', 'C1ORF185', 'LINC01106', 'CXCR3', 'MAN2B1', 'FAM168A', 'SYNJ2', 'LINC01559', 'RAC2', 'FAM47A', 'RABEP2', 'LOXHD1', 'CAMSAP2', 'CDK2AP2', 'TRIM58', 'BNIP1', 'IQSEC1', 'CKMT1B', 'CATSPER1', 'SLC10A7', 'RHOBTB3', 'SOGA3', 'SNCG', 'ERI2', 'KRTAP12.3', 'IMPDH2', 'OR2D2', 'LPCAT1', 'MEP1A', 'FAM134B', 'ZNF227', 'ZDHHC23', 'ELF5', 'NLRP5', 'ATF5', 'OR13C3', 'MAN2A2', 'ARMCX2', 'YWHAE', 'ACER1', 'FRMPD4', 'PCDHGB2', 'DIO1', 'PEAR1', 'MALSU1', 'ANGEL2', 'LAMP1', 'METTL17', 'CLDN10', 'NCF4', 'YTHDC1', 'MYOF', 'CHRNA3', 'RBM17', 'TARDBP', 'CNIH2', 'IBA57', 'MPST', 'MRPL42P5', 'NAALAD2', 'SNORD114.22', 'UFL1', 'TTLL6', 'RPLP1', 'GRIN2D', 'TBC1D10A', 'PROS1', 'ITPKC', 'LINC00326', 'TYMP', 'NKAIN4', 'GALT', 'ADAMTS18', 'CNBD2', 'DNAI1', 'MMS22L', 'FAM118B', 'ATP1A2', 'ZNF25', 'RASA1', 'C9ORF64', 'STX12', 'C10ORF55', 'SLC26A3', 'B3GNT9', 'KLHL5', 'KLF13', 'COMMD4', 'PRSS23', 'GRK4', 'CNPPD1', 'TBL3', 'HGC6.3', 'LDLRAD2', 'MTCP1', 'RGS13', 'TEDDM1', 'MYO1F', 'F2R', 'WNT10A', 'C5ORF46', 'DSC2', 'P3H3', 'CGN', 'MYT1', 'PTP4A2', 'MOCOS', 'SSX2', 'MAP3K14', 'DOCK9', 'MIR143HG', 'SLC15A4', 'C2CD3', 'NXPE3', 'E2F1', 'C20ORF24', 'PCDHGA11', 'OR8G2', 'C2CD2', 'CRYBB2', 'AMBP', 'PER4', 'CCDC9', 'WIPI1', 'ANK2', 'NOS2', 'ZNF831', 'VMAC', 'LOC154449', 'MMP16', 'HSPA1L', 'SLC38A3', 'ANKRD20A4', 'C5ORF47', 'SRBD1', 'CAPN1', 'FAM210A', 'GULP1', 'HLA.DRA', 'PLA2G2D', 'DEFB118', 'VHL', 'SMU1', 'OR10G9', 'ACOT6', 'FAM138D', 'KLK10', 'EXT2', 'AP2B1', 'ABCD1', 'MRPS34', 'YBX1', 'N4BP2L2.IT2', 'PRRT1', 'SNORD115.1', 'SLC6A17', 'HSD17B10', 'PMCHL1', 'TNIP2', 'C1QBP', 'HYALP1', 'PRB1', 'GOT1', 'TMEM181', 'WDR63', 'PPBPP1', 'FAM195A', 'SNAI3.AS1', 'MZF1', 'SNORD70', 'CAPS2', 'CARD8', 'ZNF557', 'SIDT2', 'ENDOG', 'SMO', 'MOSPD2', 'MAPKAPK5', 'CEP135', 'ZBTB40', 'ARID3B', 'EIF5', 'HMOX2', 'SYTL1', 'ABCB11', 'BOD1L1', 'PRKCB', 'SNORA14B', 'ULK4P3', 'SEC16B', 'SLITRK1', 'KRT222', 'SPAG17', 'HENMT1', 'PLEKHA4', 'LINC01098', 'MCF2L2', 'TCEAL4', 'SON', 'SCMH1', 'TMEM211', 'GZF1', 'GALR3', 'TERT', 'S100A16', 'CBWD1', 'ATF6', 'EOMES', 'RASSF8', 'MTMR11', 'PKP4', 'FHL1', 'FAM20B', 'KLHDC8A', 'AADACL4', 'ITGA8', 'GNGT1', 'ZBTB8OS', 'MSTO2P', 'MBP', 'CMTM8', 'SRRD', 'STYX', 'CRYGB', 'AGTPBP1', 'YWHAB', 'COX16', 'APMAP', 'CHKB.CPT1B', 'VPS72', 'PPP1R14B', 'METTL7B', 'ZNF823', 'TTC27', 'SNORA9', 'TM7SF3', 'RWDD2A', 'BTBD1', 'TMEM38A', 'AMOTL1', 'PTF1A', 'LRTOMT', 'CREB3L1', 'TXK', 'HMG20B', 'AGER', 'SLED1', 'ARHGEF11', 'VPS26B', 'TEAD4', 'WARS', 'KIAA0922', 'CXORF21', 'HERC5', 'TEX12', 'CCDC81', 'LMNTD2', 'CENPL', 'RAB3IL1', 'TAF1L', 'TAS2R10', 'ARPP21', 'CEP44', 'MFSD11', 'DDX21', 'ITIH5', 'DCAF7', 'WNT2B', 'TTLL7', 'SEMA7A', 'ZNF773', 'ARL16', 'FCF1', 'LINC00298', 'FARP1', 'TNFAIP8L3', 'RNF41', 'DLEU7', 'MYBPC2', 'CACNA1C', 'CDKL4', 'CAPZB', 'STX10', 'TPRN', 'LINC00597', 'LMOD2', 'POU4F3', 'MRPL17', 'ADAMTS6', 'UBE2Q1', 'BMP8B', 'FCGR3A', 'OBP2A', 'NNMT', 'TMEM132C', 'TREML1', 'SMOX', 'NEK4', 'ZNF706', 'ASPRV1', 'VTRNA1.3', 'EHF', 'CHD1', 'CRCP', 'SAMD1', 'SLC6A19', 'C19ORF52', 'SLC48A1', 'PCSK1N', 'PSMD12', 'P2RX4', 'AIF1L', 'ZNF493', 'OR3A2', 'NEDD4', 'SPZ1', 'GRIA3', 'AS3MT', 'MS4A15', 'FAM114A2', 'MVB12A', 'ZNF567', 'FKBP7', 'RAB26', 'CTDSP2', 'ACOT4', 'TDRD3', 'GATAD1', 'TRIM16L', 'ARHGAP10', 'KRT76', 'LINC00304', 'SNORD45A', 'ZNF839', 'BHMT', 'AGPAT1', 'ANKFN1', 'ZNF252P', 'EGLN1', 'EVX2', 'GNAL', 'CCDC108', 'SV2B', 'WFDC9', 'SGSH', 'PRRG2', 'HACE1', 'FBXW8', 'C19ORF80', 'ODF3', 'KRT72', 'IL20RA', 'FUBP3', 'TMEM189.UBE2V1', 'ASAP1', 'KCNQ5', 'HIST1H1T', 'ASB17', 'H1FNT', 'MAP3K1', 'FAM19A1', 'SNHG3', 'PGAM1', 'AGMAT', 'APOL5', 'TUBB4A', 'DYNLT1', 'CCM2', 'FRRS1L', 'UTP3', 'ITGB1BP2', 'GRTP1', 'AFMID', 'FYTTD1', 'NCALD', 'PLAGL2', 'BHLHA15', 'CTSG', 'CHRNB3', 'EMC4', 'CISH', 'STXBP2', 'FZD2', 'STK19', 'MCM2', 'NAT2', 'KIAA1429', 'SPATA6L', 'CNIH3', 'RSPH3', 'SNORD116.13', 'TRIM61', 'NGRN', 'NDP', 'FAM110D', 'TENM1', 'CXCL8', 'USP51', 'ZNF559', 'SIAH3', 'DOC2A', 'ERCC2', 'KRBA1', 'CHRD', 'ZDHHC8P1', 'NDUFAF2', 'TMEM260', 'ALS2', 'RMI2', 'CDH6', 'OXCT2', 'SERPINA4', 'LPAR3', 'MKRN1', 'TMPRSS9', 'TRPC3', 'TWF2', 'PKP1', 'HCG4B', 'CUL9', 'ATG9B', 'ARHGDIG', 'ATP5G2', 'SPIB', 'ASCC2', 'IGFBP2', 'YWHAQ', 'FAM167A.AS1', 'ARHGEF33', 'ARID5A', 'CELF5', 'MYCBP2', 'MYLPF', 'DHRS4', 'HEPACAM2', 'HIST1H2BK', 'SNORD65', 'CLP1', 'ADGRE4P', 'AOC2', 'UBL5', 'PSME3', 'ICOSLG', 'KIF4A', 'SOX1', 'DIDO1', 'RAPSN', 'USH1C', 'SLC4A4', 'DNAJC14', 'ABL1', 'WDFY3.AS2', 'SLC45A3', 'NUP188', 'HOXD10', 'CORIN', 'KLRB1', 'OR14C36', 'AKR1B15', 'SMPD1', 'UBR7', 'TDGF1P3', 'SLC26A2', 'FAM3A', 'FAM105A', 'LRRC8A', 'ARHGAP11A', 'SLC6A9', 'SFRP1', 'RBSN', 'OMA1', 'VEGFB', 'TCTA', 'KRT9', 'ZNF271P', 'XPO4', 'LMOD1', 'ZP2', 'FBXL3', 'THOC6', 'ARHGEF15', 'OGFRL1', 'RGS22', 'FAF2', 'OLFML3', 'AK4', 'HCN4', 'SNRNP25', 'KCNMB3', 'LINC00301', 'WEE2.AS1', 'GPM6B', 'HFM1', 'CRP', 'ARHGEF2', 'IGF1', 'FAM150A', 'OTOA', 'WDR4', 'STUB1', 'MRPL3', 'NCK1', 'SERINC4', 'OCEL1', 'IFNW1', 'CEP68', 'OR5R1', 'FDCSP', 'NMNAT2', 'PNPLA5', 'SLC2A3', 'DAPK2', 'GFI1', 'HIST1H2BM', 'IFT80', 'BCORP1', 'OR6C4', 'GNL3', 'CRAMP1L', 'MAGEA10', 'ARPP19', 'KLHL10', 'PRAM1', 'PPP1R3D', 'LILRA6', 'FRG1B', 'HAUS7', 'ALPL', 'SRP14', 'CCDC66', 'FGF17', 'C2ORF47', 'NME1', 'GPR149', 'KCNU1', 'GPX7', 'CPTP', 'LGALS1', 'PCDHGC4', 'KIF6', 'KIF22', 'HMHA1', 'C6ORF201', 'DNAJC3', 'RGAG1', 'MGC16275', 'COMMD8', 'LINC00238', 'PMS2', 'SPATA7', 'CACNA1H', 'CLNS1A', 'KRTAP9.8', 'KCND2', 'NECAB2', 'RFX7', 'TRPC6', 'GDI1', 'TCF21', 'SLC46A1', 'FAM182B', 'ATP6AP1L', 'KCNJ4', 'ZNF738', 'PHYHD1', 'PIGU', 'DRAXIN', 'SNRPE', 'ECEL1', 'LINC00475', 'PPIP5K2', 'MIF', 'ANKMY2', 'TSTD1', 'DLEU1', 'SPATC1L', 'ZFAND5', 'SF3B5', 'KHK', 'RNF181', 'ALG9', 'NEXN', 'DPP8', 'MEMO1', 'ASXL2', 'CHRNA1', 'GAS2L2', 'PGLYRP3', 'TBRG1', 'CDH8', 'TMEM41B', 'SAMD8', 'RGR', 'KLRC4', 'LINC00923', 'FAM76A', 'SF3A2', 'ROBO1', 'ASMT', 'OR6N2', 'TMEM185B', 'GPR88', 'ISOC1', 'ZFAND2B', 'MAP3K2', 'DPY19L2P2', 'IL21', 'TNFAIP2', 'ST13P4', 'OR7C2', 'MPI', 'FBLIM1', 'MCF2', 'PDCD10', 'ERCC6L', 'SIGLEC16', 'IL17RC', 'OR8G5', 'TRIM37', 'TEX40', 'KDELC2', 'THAP9', 'FAM50B', 'MSH2', 'CX3CL1', 'MYL6B', 'CD27.AS1', 'TRMT10C', 'CYTH1', 'STMN4', 'ASIC4', 'OR5W2', 'GIPC2', 'SUSD5', 'SHROOM2', 'SPANXN4', 'KIAA1549L', 'DNM2', 'TTTY22', 'ZNRD1.AS1', 'SNORD91A', 'GUCA2B', 'INO80C', 'TIGD7', 'STON1', 'FTHL17', 'IRAK1BP1', 'SARS2', 'PIDD1', 'SCNN1D', 'LCN1', 'DIRAS3', 'OR8S1', 'FANCG', 'GTSE1.AS1', 'NFATC1', 'DCX', 'SMARCD2', 'MUC5B', 'RIPK4', 'TMCO3', 'SLX1B', 'SLC35B3', 'EPN2', 'TPX2', 'EAF1', 'ERGIC1', 'NLRC4', 'LRRC29', 'C12ORF49', 'WDR13', 'DEPDC5', 'HEPHL1', 'CDC42SE1', 'KLHL6', 'UBP1', 'DUSP9', 'RPS6KA1', 'OLAH', 'IL1B', 'EVI2A', 'SKAP1', 'C8ORF44', 'ATF3', 'CELA2A', 'LOC642929', 'CYP2U1', 'CCDC25', 'TPP1', 'RAVER2', 'AP3S2', 'CLPSL2', 'FAM69B', 'SPSB2', 'CAMKK1', 'FAM89A', 'NXF4', 'SNORD115.8', 'ZNF322', 'STYXL1', 'CST1', 'C17ORF104', 'SSX1', 'METTL22', 'SYCE1', 'ZIC3', 'UAP1', 'LOC100190986', 'KRTAP5.11', 'PLOD3', 'ZNF641', 'MTHFS', 'ADAMTSL2', 'PYGO1', 'ING1', 'LOC100133050', 'ATP1B1', 'ZCCHC13', 'PDHX', 'ZNF207', 'WDR7', 'TRANK1', 'KIAA1147', 'BORA', 'LRP2BP', 'SNORD121A', 'ZNF112', 'GNB3', 'KRTAP23.1', 'ANKHD1', 'MPV17L2', 'ACTRT2', 'JPH2', 'DDX1', 'KRTAP10.4', 'GPR176', 'CES5A', 'GOLGA8A', 'CD46', 'ABHD6', 'TBX2', 'TTPAL', 'MRTO4', 'GPR3', 'ITPR1', 'C1S', 'MBOAT7', 'TMEM161B', 'PER3', 'LRIT3', 'C5ORF58', 'NF1', 'PLCZ1', 'POLA1', 'C9ORF173', 'LRRC43', 'DEFB132', 'OPLAH', 'SUPT20HL1', 'NME1.NME2', 'CDV3', 'GALNT14', 'DKFZP434H168', 'ZNF503', 'RSG1', 'NUDT1', 'SNAI2', 'ZBED8', 'IL27RA', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.13712289650471754
		RMSE:  1.2526616491661007
		NRMSE:  0.19946206317730336
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.061578293423971475
		RMSE:  0.970096042376724
		NRMSE:  0.19071600723011914
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1747084136438477
		NRMSE:  0.18704952288841878
		MAPE:  547.6986763085636
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.045733924340672916
		RMSE:  0.9628293412733254
		NRMSE:  0.18928741030812832
		MAPE:  293.35791980552335

	Predictor:  LinearRegression
		Pearson Correlation:  0.8717454974332134
		Spearman Correlation:  0.840134315627822
		Coefficient of Determination:  0.7158969364571794
		RMSE:  0.6261350819933935
		NRMSE:  0.09969986337909516
		MAPE:  475.1736699106091
		Pearson Correlation:  -0.024103213358867955
		Spearman Correlation:  0.1414285500535578
		Coefficient of Determination:  -3.808041771688823e+23
		RMSE:  581017976868.3314
		NRMSE:  114225214655.82736
		MAPE:  20962690730578.27

	Predictor:  ElasticNet
		Pearson Correlation:  0.7358371858889692
		Spearman Correlation:  0.7085774038989666
		Coefficient of Determination:  0.5170124511518706
		RMSE:  0.8163906963774353
		NRMSE:  0.12999437858307622
		MAPE:  520.0477920522978
		Pearson Correlation:  0.44420162034386257
		Spearman Correlation:  0.4373296425142459
		Coefficient of Determination:  0.14304927517780874
		RMSE:  0.8715988392274234
		NRMSE:  0.17135195203621742
		MAPE:  235.10506411338622

	Predictor:  RandomForests
		Pearson Correlation:  0.6176514383814601
		Spearman Correlation:  0.5709219600243707
		Coefficient of Determination:  0.3784254471579289
		RMSE:  0.9261401079841869
		NRMSE:  0.14746984299611268
		MAPE:  239.35541953271957
		Pearson Correlation:  0.6392205857021498
		Spearman Correlation:  0.39029670070274614
		Coefficient of Determination:  0.3902786612967063
		RMSE:  0.7351981663591401
		NRMSE:  0.14453626515926948
		MAPE:  155.23152459286516

Protein:  CDH2
x_train_column_count:  474
x_train columns:  ['PSMG1', 'SMR3B', 'LY6K', 'CEBPB', 'CHST8', 'NANS', 'NDUFB6', 'TMEM159', 'CLTCL1', 'GLT6D1', 'VCP', 'SLC9A3R2', 'FBXL3', 'CDH12', 'USB1', 'PSMD5', 'PHF20L1', 'IFIT1B', 'KRBA1', 'OGN', 'PROM1', 'ASPM', 'SCMH1', 'DEFB105A', 'NCF1', 'C10ORF10', 'CDKL4', 'VLDLR', 'RAB40A', 'TM6SF2', 'ZNF567', 'SKP1', 'ZNF839', 'ADD2', 'SNORD57', 'C9ORF163', 'RASA1', 'PTBP2', 'ANAPC15', 'TMEM145', 'RAB22A', 'KIF20B', 'KIF3C', 'GDF6', 'DNHD1', 'RNY5', 'SNX5', 'ZNF366', 'DCAF5', 'GLMN', 'GSTK1', 'DFNA5', 'GIMAP7', 'SEBOX', 'NPPC', 'SLC22A10', 'SQSTM1', 'PRDM14', 'C9ORF142', 'JAG1', 'FLG2', 'SLC34A3', 'CYMP', 'R3HDM1', 'FAM98C', 'SLC12A6', 'SEC1P', 'UBXN4', 'HYLS1', 'CYP1B1.AS1', 'CD177', 'DNAI1', 'TMEM140', 'DEFB115', 'ARL10', 'MED28', 'TIGD7', 'LURAP1L', 'C10ORF88', 'SCARNA12', 'SNAPIN', 'CST4', 'CPEB3', 'OLIG1', 'SNORD58C', 'HIST2H4A', 'ORC6', 'PROSER2', 'UBE2A', 'GUCY1B3', 'PGAP2', 'TEDDM1', 'FOXO1', 'GNMT', 'SNORA26', 'ARL13B', 'C2CD2', 'GTF2H4', 'SLC38A8', 'CLSTN3', 'PTPRU', 'GCKR', 'GDF10', 'E2F4', 'SLC7A6OS', 'NAP1L6', 'AKAP3', 'GFPT1', 'ZCCHC24', 'SNORD78', 'RBFA', 'TAF13', 'TMEM97', 'ADPRHL2', 'FTH1P3', 'OLR1', 'NAPSA', 'AP4S1', 'ALDH1A2', 'SMUG1', 'MRPL40', 'CFH', 'NUDT7', 'MRPS36', 'FAM81A', 'TM4SF1', 'SCAMP4', 'KIAA0125', 'KLK5', 'MT1M', 'FAM66C', 'MT1B', 'MEFV', 'CTHRC1', 'PHYHD1', 'LYPD3', 'AK2', 'NLN', 'MBTPS2', 'LYPD6B', 'SMAP1', 'UGT1A8', 'DUSP5P1', 'DPH3', 'MRPS15', 'ZNF98', 'C6ORF10', 'ATP13A5', 'CDC42BPG', 'BICC1', 'TMPRSS12', 'SASS6', 'TOR1B', 'PAQR8', 'KANK4', 'FOXQ1', 'POLE', 'LRRC14B', 'CEP170B', 'HIST1H2AA', 'PCDH15', 'LCE3A', 'OR4A16', 'HLA.DQA1', 'EIF4E', 'GPR20', 'CTAGE9', 'PRRT3', 'TUBB', 'KRCC1', 'TBC1D2', 'TRIM42', 'AGPAT4', 'CA4', 'EXOSC5', 'NOS1AP', 'JRK', 'DDIT3', 'HSPBAP1', 'MYOC', 'RBCK1', 'EGLN2', 'FBXL15', 'DEPTOR', 'CHP2', 'IL6ST', 'CDC42SE1', 'CDRT4', 'GLIPR1L1', 'MAP3K15', 'KRT39', 'SOCS5', 'MMADHC', 'PAAF1', 'PLCG2', 'SLC6A18', 'OR6C65', 'SBK2', 'SLC22A5', 'ADRA2C', 'VDAC3', 'SNORD116.1', 'SMIM15', 'CXCL8', 'KIT', 'ZFYVE9', 'LOC493754', 'MIF4GD', 'SFT2D3', 'MYOM3', 'GPR101', 'NAT8', 'OR8K5', 'ADAM15', 'PPP5C', 'GPR119', 'ACAD9', 'NPHS2', 'STAT1', 'LOC646214', 'TUBGCP2', 'OR2T6', 'RASGRF2', 'RTCA', 'TGIF2', 'FABP4', 'PCSK1N', 'ATP5J', 'OR2B3', 'VSIG1', 'LOC90246', 'FIBIN', 'CACTIN', 'CCT6P1', 'ZCWPW1', 'NUBPL', 'MEP1A', 'SMAGP', 'CDC16', 'RELT', 'ASAP1.IT1', 'CCDC28B', 'FAM184B', 'YBEY', 'SNORA78', 'TBC1D3P2', 'COLQ', 'ABCC2', 'ACTR3C', 'CYR61', 'GUSBP1', 'INPP4A', 'CERS4', 'MRE11A', 'LHX9', 'NPAS2', 'ASMTL.AS1', 'PIN1P1', 'COPRS', 'ZRANB3', 'KCNT2', 'SEMG2', 'DUSP27', 'FIGNL2', 'SBSN', 'DDX43', 'PSMG2', 'OR1A2', 'PATE3', 'CDC25B', 'NOLC1', 'HERPUD1', 'SNORD115.48', 'PPP1R3G', 'DVL2', 'VPS37A', 'ATP12A', 'DSTN', 'OGFRL1', 'ZCCHC3', 'CEACAM19', 'CSN1S1', 'GALNT1', 'SPSB4', 'OR6B3', 'SYCE2', 'CAPRIN2', 'PRIMPOL', 'GLYCTK', 'TBX4', 'ARSG', 'THUMPD1', 'NT5DC3', 'N4BP2L1', 'TAF10', 'NADSYN1', 'LZTR1', 'OSGIN1', 'STAM', 'WFDC11', 'GTF3C5', 'HIGD2A', 'SNORD51', 'COL6A6', 'ATG101', 'RPL31P11', 'SLC11A1', 'CYP4Z2P', 'KRI1', 'ABCB9', 'INADL', 'SH2B1', 'HEATR6', 'TMEFF2', 'FAM224B', 'PTGER1', 'ZNF826P', 'WDR54', 'SHH', 'COL18A1', 'SLC9A3R1', 'ACPT', 'GLTSCR2', 'ZNF814', 'GALK1', 'CRYM', 'KRTAP4.8', 'DKFZP434A062', 'MCTP2', 'APBA1', 'GOLGA6L9', 'VGLL4', 'RPS6KA4', 'MTG1', 'TMEM161B', 'RXFP1', 'SLC7A2', 'EIF4A2', 'VWA8', 'DCD', 'WWP2', 'LMTK3', 'IL20RB', 'DMRTC2', 'ANO8', 'NPY5R', 'HOXD10', 'EOGT', 'RAB3IL1', 'GOLM1', 'PRKX', 'NCAPH', 'TMEM45B', 'MSH2', 'PCDHGB2', 'NUP107', 'ATP1B3', 'IFNAR1', 'KCNMB2', 'AARS', 'THNSL2', 'SMYD3', 'HNRNPA2B1', 'ABCC10', 'PPP1R14D', 'PAPSS2', 'ANP32B', 'CENPU', 'KRTAP27.1', 'WDR60', 'GATS', 'DNAJC21', 'ARSA', 'SLC2A2', 'CA2', 'ARL8A', 'TIE1', 'FITM1', 'SNORA81', 'PSMD1', 'UBE2W', 'PIGQ', 'METTL10', 'CALCR', 'DAND5', 'DIP2A', 'AIMP2', 'CDH3', 'ATG5', 'NPDC1', 'ZGPAT', 'LILRA1', 'DMRTC1B', 'RSBN1L', 'UBL4A', 'RAD51AP1', 'TAB2', 'IL11', 'ZNF354A', 'IL9R', 'COL15A1', 'HIST1H4C', 'FANK1', 'OTOS', 'ETF1', 'ARL15', 'RPL22', 'CYP2B7P', 'CNOT7', 'CELSR2', 'SLC36A4', 'CLEC12A', 'NUTM2F', 'STXBP2', 'TUBA3C', 'OR5AC2', 'C7ORF49', 'PIK3IP1', 'CPLX1', 'HOXA6', 'CDIPT', 'SMCHD1', 'HCG18', 'TPPP3', 'TFIP11', 'SNORD111', 'GHDC', 'SUMF2', 'VAMP3', 'C5ORF38', 'CORT', 'SSFA2', 'GAGE1', 'ACSM4', 'MAPK4', 'CNPPD1', 'AP1B1', 'PMPCB', 'SNX4', 'TUBA1B', 'ABHD14A', 'LRIT2', 'SNORA21', 'GATA1', 'PLCH2', 'JUP', 'PDRG1', 'PDCD1LG2', 'HIST1H2BK', 'DHX34', 'FBXO22', 'RFXANK', 'RHEBL1', 'SKIDA1', 'CDHR5', 'PHYHIP', 'NUMA1', 'C10ORF95', 'NPTX1', 'DUS3L', 'BDP1', 'PCDHGA3', 'ZNF334', 'FOXD1', 'AATK.AS1', 'TCP10L2', 'CRYBA1', 'PLD1', 'PAH', 'OR13C4', 'MS4A7', 'RCCD1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032532184952558385
		RMSE:  0.38185758840977485
		NRMSE:  0.13836422509231644
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01322006783790175
		RMSE:  0.3341656221976159
		NRMSE:  0.1760731037776972
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  LinearRegression
		Pearson Correlation:  0.49881384993574124
		Spearman Correlation:  0.4633159802383937
		Coefficient of Determination:  0.18849191019404055
		RMSE:  0.3434334332478589
		NRMSE:  0.12444142084493766
		MAPE:  843.9414140614645
		Pearson Correlation:  0.029285887764385742
		Spearman Correlation:  0.07374925067831602
		Coefficient of Determination:  -5.726240454454957e+21
		RMSE:  25121447977.89242
		NRMSE:  13236583966.263634
		MAPE:  1685795700883.4148

	Predictor:  ElasticNet
		Pearson Correlation:  0.39988815526268756
		Spearman Correlation:  0.40297682907526394
		Coefficient of Determination:  0.1344677843235118
		RMSE:  0.3546808685245764
		NRMSE:  0.12851687387657673
		MAPE:  819.9808630968803
		Pearson Correlation:  0.09881786781541925
		Spearman Correlation:  0.06030249753737578
		Coefficient of Determination:  -0.0178459052230302
		RMSE:  0.3349275669949559
		NRMSE:  0.1764745753129576
		MAPE:  1553.3925797861698

	Predictor:  RandomForests
		Pearson Correlation:  0.4189086454841823
		Spearman Correlation:  0.37493532636278576
		Coefficient of Determination:  0.12310076447272877
		RMSE:  0.3570022805231943
		NRMSE:  0.12935802613348588
		MAPE:  785.1318548640677
		Pearson Correlation:  0.11745484937599943
		Spearman Correlation:  0.10791406376638114
		Coefficient of Determination:  0.005096391278430645
		RMSE:  0.331131411822356
		NRMSE:  0.17447436709505135
		MAPE:  1696.6269062843455

Protein:  CDH3
x_train_column_count:  75
x_train columns:  ['ADIG', 'KIAA2018', 'TCAF1', 'ORAOV1', 'TEX2', 'P2RY8', 'ACKR1', 'EFHC2', 'TNXB', 'ITPR3', 'RNF17', 'VPS52', 'NEUROG2', 'FAM186A', 'DNAJB14', 'C12ORF10', 'WTAP', 'CLRN1.AS1', 'ABCA10', 'AP4M1', 'SMC2', 'PFDN2', 'NFIA', 'KCNE1', 'RNF168', 'HSFY2', 'SIVA1', 'ACBD6', 'TMEM19', 'SNORD77', 'MEIS1', 'RNF214', 'GPR1', 'PCDH10', 'GMCL1P1', 'PALB2', 'INE1', 'TMEM135', 'MYT1', 'YDJC', 'NKX1.2', 'SNORD114.8', 'TPGS2', 'SLC39A8', 'SLC5A4', 'DIMT1', 'ATAT1', 'RTN4RL1', 'SPRR1B', 'NINJ2', 'ARMT1', 'S1PR5', 'KARS', 'NGLY1', 'PERP', 'ECEL1', 'SH2B3', 'GPR6', 'CDC14B', 'SNORD30', 'WNT9A', 'TM6SF2', 'SGCE', 'LTF', 'ZNF69', 'NID2', 'CEBPA', 'MTRF1L', 'KRTAP10.6', 'FZD8', 'NBPF6', 'HNRNPR', 'FANCI', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.2263418226753373e-05
		RMSE:  0.21251306884336046
		NRMSE:  0.14909431220418734
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004123239054339534
		RMSE:  0.18871613277479948
		NRMSE:  0.16414808838605816
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  LinearRegression
		Pearson Correlation:  0.40093907242863697
		Spearman Correlation:  0.4032696365116817
		Coefficient of Determination:  0.16073594235440103
		RMSE:  0.19468393721992894
		NRMSE:  0.1365858009344509
		MAPE:  603.9384915349975
		Pearson Correlation:  0.35555233404828435
		Spearman Correlation:  0.36650169226631174
		Coefficient of Determination:  0.12106706421734648
		RMSE:  0.17656043434722943
		NRMSE:  0.15357488178975656
		MAPE:  154.71729629148913

	Predictor:  ElasticNet
		Pearson Correlation:  0.34240879812275793
		Spearman Correlation:  0.3538545361082345
		Coefficient of Determination:  0.09540303666190753
		RMSE:  0.202119572612901
		NRMSE:  0.14180247278785782
		MAPE:  288.10617061057957
		Pearson Correlation:  0.257778519176746
		Spearman Correlation:  0.2908793470689073
		Coefficient of Determination:  0.0627827548291694
		RMSE:  0.1823205636057803
		NRMSE:  0.15858512756337062
		MAPE:  145.44109045703186

	Predictor:  RandomForests
		Pearson Correlation:  0.37941136025466776
		Spearman Correlation:  0.36985942166985014
		Coefficient of Determination:  0.11839454735242638
		RMSE:  0.19953447481657172
		NRMSE:  0.13998882725527007
		MAPE:  304.756480534217
		Pearson Correlation:  0.23700878989761387
		Spearman Correlation:  0.28771086307719146
		Coefficient of Determination:  0.05514629552661754
		RMSE:  0.18306183196184458
		NRMSE:  0.15922989376242278
		MAPE:  133.53184617523428

Protein:  PTEN
x_train_column_count:  886
x_train columns:  ['CYP27C1', 'ZP3', 'HBS1L', 'VLDLR', 'HOXA13', 'CD38', 'GSTA3', 'SPSB1', 'ERMAP', 'TMEM116', 'CTAGE10P', 'FAM161A', 'GPX3', 'SNAP23', 'ZNF177', 'LRRC74A', 'NUP153', 'PIFO', 'METTL21A', 'HIST1H2BM', 'SAP30BP', 'TELO2', 'VASH2', 'ZMAT3', 'LMBR1', 'SRPK2', 'ZNF831', 'ZNF770', 'EEF1B2', 'ZNF320', 'C20ORF141', 'RNU6ATAC', 'ZMYM2', 'SLC7A10', 'WNT5B', 'SNTA1', 'LOC401463', 'GRAMD1B', 'IGLL1', 'PPP1R10', 'KCNMB1', 'BLNK', 'SART3', 'LINC00628', 'IFT122', 'IFNGR1', 'FAM27L', 'EMILIN2', 'CNTNAP5', 'CACNG4', 'PLEKHB2', 'C1ORF53', 'TRNT1', 'SLC22A12', 'VPS33A', 'R3HDM2', 'AIFM1', 'GUCY1A3', 'CPNE8', 'DUX4L6', 'GAS7', 'CNNM2', 'PWWP2A', 'RHOT2', 'SERPINB3', 'C9ORF16', 'AKNA', 'PCSK2', 'COL6A3', 'FOXQ1', 'CDH11', 'LAMB2', 'TMEM91', 'POMK', 'ANKRD13A', 'CYSTM1', 'CCDC25', 'ANAPC10', 'LINC00518', 'GBGT1', 'TCP10L', 'RASA3', 'PLCZ1', 'SPEG', 'POLB', 'RNF115', 'ATAD3C', 'FAM173A', 'C12ORF74', 'BMS1P6', 'ARF3', 'TARM1', 'ACTL8', 'CFL2', 'ZRSR2', 'RBFOX2', 'BRI3', 'HMGB3P1', 'PNPLA1', 'DLGAP2', 'FRAT2', 'CARD11', 'TCF3', 'FAM189B', 'SPON1', 'CACNG5', 'RFX3', 'VCX3B', 'LINC00893', 'ZNF700', 'OR4K14', 'UBE2D4', 'TEKT5', 'HIST1H3F', 'PRKCD', 'ZNF311', 'RNF5', 'OR5H15', 'DDX3X', 'E2F3', 'MTL5', 'BTN3A2', 'CRIPT', 'RPL7A', 'SYT4', 'TLE6', 'GLT1D1', 'SLC30A8', 'SUSD2', 'FUT5', 'IHH', 'TENM4', 'OR1M1', 'C20ORF202', 'TMEM50B', 'LCE1B', 'BTBD6', 'SPX', 'PTRHD1', 'SUGCT', 'TJP3', 'ZNRD1.AS1', 'XKRY', 'HGSNAT', 'ARL17A', 'ANAPC7', 'ALDH16A1', 'DIP2A', 'PROSER2', 'C19ORF54', 'TAAR1', 'BRWD1', 'BCL2L1', 'CTSS', 'ARF5', 'TRIM33', 'ACTR2', 'GULP1', 'SLC22A24', 'PTPRA', 'PTCHD3', 'FBF1', 'KIAA0930', 'TMPRSS4', 'NOMO2', 'HES5', 'CLDN16', 'C19ORF66', 'DSCR9', 'RNF4', 'RNF144B', 'CEP162', 'TACSTD2', 'FAHD1', 'PIWIL2', 'ITPR2', 'SYT1', 'SNORD56B', 'DEC1', 'C21ORF91', 'DHX35', 'SNORA15', 'ZNF512', 'CDON', 'DDX24', 'SUPT20H', 'HACD2', 'AATBC', 'EVA1B', 'SLC25A53', 'PLCXD3', 'NRSN2', 'SWSAP1', 'NHLH2', 'EXOSC7', 'DUSP9', 'ABCA9', 'RASA4CP', 'RNF130', 'ZNF90', 'RPP21', 'OR8U1', 'FAR2', 'DTX1', 'GK', 'TK2', 'LINC01548', 'DHRS7', 'AKAP8L', 'SH2D5', 'TIMM13', 'CCDC24', 'CABIN1', 'SV2B', 'AFP', 'MAP1A', 'TTC37', 'AMT', 'FAM53A', 'TRDN', 'CEP44', 'OR2W3', 'TERT', 'MTMR14', 'RMDN3', 'TNNT3', 'MPC1', 'DPP7', 'OLIG1', 'MRPL46', 'ZNHIT6', 'PPP1R27', 'LOC646471', 'DSC1', 'C2ORF73', 'NEGR1', 'B3GNT2', 'CENPA', 'RCCD1', 'CCKAR', 'CXORF66', 'NFYB', 'HPYR1', 'SUFU', 'RDH13', 'CMAHP', 'KRTAP11.1', 'DSCR8', 'KLK6', 'CXORF40A', 'TMEM14C', 'COX19', 'EP400', 'GNG5', 'C2ORF44', 'SPACA6P', 'OTOR', 'SCN2B', 'LIN9', 'MSX2', 'SPATA33', 'SMCR5', 'PIEZO1', 'SGOL2', 'TIMM10B', 'MBLAC2', 'NKX2.5', 'STATH', 'HTR1D', 'INTU', 'BCAR3', 'GINS1', 'TTC23L', 'TSGA10', 'IL13RA1', 'RANBP3', 'OGDH', 'USH2A', 'NFIB', 'GSTK1', 'POLE2', 'ROPN1L', 'ADAMTS2', 'ADIPOR1', 'MPDZ', 'TMEM17', 'SLC25A48', 'METTL2B', 'RPL19', 'LCE1E', 'USP17L2', 'MYCL', 'SNAR.I', 'CAPNS1', 'SNORA74A', 'PAXIP1.AS2', 'TMEM79', 'CMC2', 'KCTD2', 'MYADM', 'UBE2Z', 'DUSP3', 'RPS6KA6', 'FAM102A', 'DNAJB6', 'UGDH', 'PDILT', 'SNORD113.2', 'SIAE', 'DEFB121', 'CCDC112', 'LINC00982', 'CNOT1', 'OR10Q1', 'OR5B21', 'ZNF592', 'FOXL1', 'PCDHGB8P', 'CHP2', 'EPB41', 'PCF11', 'SNORD115.9', 'PCP4', 'SSR4', 'TNFRSF10A', 'FRG1', 'DNAH3', 'NAT8B', 'FAM183CP', 'CALHM2', 'ARID1A', 'CDH20', 'ICOS', 'TRMT13', 'ATG7', 'AP2M1', 'RFPL1S', 'BOLL', 'HOXC9', 'KCNH6', 'DNAJC22', 'PRAMEF11', 'SC5D', 'TMEM47', 'CHN1', 'DUX4L1', 'DEF8', 'HORMAD1', 'ANKRD30BL', 'SHISA3', 'PSMD3', 'ARL10', 'MAN2B2', 'TFAMP1', 'AP1S3', 'TCP10', 'NR4A2', 'LOC220729', 'HLA.DMB', 'DMTF1', 'ZNF765', 'PGAP2', 'CFH', 'BLOC1S5', 'TAAR2', 'CASD1', 'PQBP1', 'C1QB', 'C3ORF79', 'PLEKHH1', 'TMTC1', 'RLF', 'COLGALT2', 'EAF2', 'FGD4', 'ANKS4B', 'DYDC2', 'PTX4', 'RAB6A', 'ARHGAP33', 'ERH', 'ADAMTS15', 'C1ORF186', 'DTX2P1.UPK3BP1.PMS2P11', 'ADI1', 'ARMC10', 'HBZ', 'SLC16A11', 'LACTB', 'UGP2', 'SNORD116.10', 'DNA2', 'ZG16', 'ZBTB7B', 'BREA2', 'C6ORF10', 'LRRC40', 'IP6K3', 'SSX3', 'HOMER3', 'CRCT1', 'UBE2Q2P1', 'BACH1', 'LILRA4', 'FNDC5', 'IRF8', 'MRPS7', 'RPTOR', 'TNFSF4', 'PCBP2', 'ISCA1', 'FBXO41', 'TBC1D23', 'TEAD1', 'APBB2', 'SNORA11', 'SELO', 'DLG1', 'RNF148', 'JAKMIP2', 'TMEM25', 'ACOT4', 'ZNF532', 'T', 'DSCAM', 'AP2A1', 'SLC43A3', 'DYNLRB1', 'CETN1', 'CYP46A1', 'EN1', 'ZFP64', 'TSPAN3', 'LAMA1', 'ZP4', 'CCDC57', 'SLC7A8', 'TMLHE', 'CCM2', 'PCDHB7', 'PRR32', 'SNAI2', 'TTTY17A', 'AURKAIP1', 'UG0898H09', 'LRRFIP2', 'REG4', 'INTS10', 'PUS7L', 'HOXB6', 'APOL4', 'KCTD18', 'NR1I2', 'SLC26A4.AS1', 'KLRD1', 'CEP41', 'LINC00669', 'WDR63', 'LAX1', 'CCR4', 'SSTR4', 'LINC00152', 'TUBAL3', 'SERPINE1', 'STRN', 'RXFP2', 'SOWAHD', 'ADCK4', 'SLC2A9', 'EXPH5', 'OR4X2', 'CRMP1', 'BOD1L1', 'MARVELD1', 'ZSCAN23', 'ABCG2', 'MKRN3', 'PNMA5', 'HIGD2A', 'ANKRD32', 'SNORD115.45', 'MAGEB18', 'TSPAN2', 'ASB12', 'EIF3C', 'TM6SF1', 'USP48', 'MBP', 'MSR1', 'CACNA2D4', 'SMNDC1', 'DAPK2', 'SOCS2', 'PTPN11', 'ALG3', 'PABPN1', 'PAK1', 'HIST1H3E', 'PRDX3', 'C7ORF49', 'C15ORF57', 'STAU2', 'ACTL9', 'HLA.DQA1', 'TPM2', 'OR10G9', 'SLC30A7', 'SMIM7', 'MEG8', 'TRPS1', 'AGPAT2', 'IGFL1', 'MANEAL', 'HMBOX1', 'CSRNP2', 'NT5C1A', 'UGGT2', 'OCLM', 'AARS', 'SNX15', 'MT1L', 'MAU2', 'GALNT15', 'CRIP3', 'OTC', 'SLC45A4', 'CDK10', 'TARBP2', 'RASA2', 'LOC727896', 'PRPF38A', 'CENPP', 'PIK3C3', 'SLC22A25', 'TGFBRAP1', 'SEL1L2', 'PPRC1', 'NLRP5', 'DPP4', 'KIF1A', 'NUFIP1', 'DACT2', 'NDUFS2', 'DNMT3L', 'ZZZ3', 'C7ORF66', 'LINC00523', 'PPP1R11', 'TSPO', 'FKBP6', 'EEF1A1', 'RHOBTB3', 'FAM214A', 'ARHGEF2', 'STRBP', 'SPATA31D5P', 'SNORD62A', 'CMTR2', 'WSB1', 'KRTAP9.8', 'KCTD20', 'SUN1', 'TMEM59', 'THEM4', 'KCNA7', 'ZNF576', 'IRX2', 'ERCC6', 'ZP2', 'UBA6', 'A1CF', 'TRAT1', 'TP53', 'C9ORF85', 'ZNF518B', 'SLC43A2', 'BTBD8', 'MROH5', 'TSSC4', 'RNASE11', 'PYGM', 'WFDC10A', 'C7ORF61', 'ZNF92', 'PRDX6', 'F2', 'TACO1', 'OR7E156P', 'TMEM183A', 'QSOX2', 'MUC2', 'SMAD6', 'CRIP2', 'UCHL5', 'VWCE', 'RPS9', 'C9ORF153', 'ATP13A3', 'CPSF3L', 'ACTRT2', 'DCLK1', 'ADAM18', 'GALNT13', 'ZNF853', 'C15ORF61', 'PADI2', 'FGB', 'HOXB13', 'KRTAP19.6', 'TDRD5', 'TMEM18', 'IGF2', 'PDCL', 'CAV3', 'CHM', 'UNK', 'OR10X1', 'SFSWAP', 'GPR183', 'TRAM2', 'SNORD88A', 'COTL1', 'BTN2A2', 'TSHB', 'PCAT4', 'SPEF1', 'DNHD1', 'PRPF31', 'PFAS', 'MEX3D', 'XRCC6BP1', 'MAX', 'POM121', 'MAGEA6', 'NUMB', 'PTK6', 'IARS2', 'FBRSL1', 'POR', 'C6ORF48', 'ZNF687', 'MAGEB10', 'SMIM11', 'RNF113B', 'PDPK1', 'ANKDD1A', 'OOEP', 'SPACA3', 'CSN1S1', 'ATP1B1', 'GATA3', 'IDO1', 'TRAP1', 'EPHA6', 'CCBL1', 'GLS', 'PRSS55', 'EFHD2', 'GBP7', 'IFI27', 'MED11', 'FUT10', 'LRFN2', 'NDUFA10', 'OSGEP', 'QTRT1', 'MMP8', 'BACE2', 'CMTM8', 'FUNDC2', 'TRAPPC6B', 'RGN', 'NCAPD3', 'IFRD1', 'NUFIP2', 'LYN', 'BRD8', 'SHFM1', 'ARX', 'DCAF16', 'FCER1G', 'GYPB', 'OR2G3', 'LARS2', 'NUTM2F', 'DFFA', 'ITPKC', 'OR51S1', 'LUC7L3', 'MAP3K15', 'PIM1', 'TLN1', 'C1ORF123', 'DENND5B', 'XYLT2', 'SFRP5', 'CYP4Z1', 'MCTP1', 'HELT', 'GTF2E2', 'ZNF385B', 'LMF1', 'KLHL32', 'OPALIN', 'KRTCAP2', 'CELF4', 'DPM2', 'NEUROD6', 'CAMK2A', 'MUT', 'CACNB4', 'RAB3B', 'HPGDS', 'PDXDC2P', 'RPL35', 'SLC25A5', 'PCSK7', 'SNORD19B', 'GRB10', 'LPA', 'MPZL1', 'SPAG6', 'ARGFX', 'OR2Y1', 'CEMIP', 'EZH1', 'CD9', 'GAGE2B', 'NFATC2IP', 'C2ORF69', 'OR5AU1', 'PPIAL4E', 'TCAF2', 'PCYT2', 'WNK1', 'GOLGA8CP', 'SDHAF2', 'F8', 'MAGEA3', 'RABEP1', 'CT47A9', 'MSI1', 'NEURL1B', 'TRIM47', 'PRPF4B', 'DOCK3', 'ISM2', 'ZNF704', 'ZNF746', 'FKBP1A', 'RPL19P12', 'GPR107', 'OLFML2B', 'UTP18', 'ITPK1.AS1', 'SDHAP1', 'PTPN5', 'SLC7A3', 'CYP4B1', 'CECR5', 'CYP7B1', 'RRN3P1', 'IFT88', 'MIA3', 'KCNQ1OT1', 'CD3D', 'TMED10P1', 'MFSD7', 'PTGDR', 'LRIF1', 'TBC1D13', 'ICAM3', 'PIH1D2', 'ALG14', 'SNORD59B', 'LIMS3', 'IKZF2', 'TMC6', 'FABP6', 'LIG3', 'CSF3R', 'TCEB3C', 'TANK', 'LHX9', 'ANKRD50', 'TIMM17A', 'NKX6.3', 'SPRYD4', 'TXNDC15', 'LINC00471', 'MYO9A', 'CLDN20', 'LRRC71', 'SUDS3', 'SDHAF3', 'WTIP', 'TIAM1', 'B3GNT3', 'PGBD4', 'PTER', 'ARFGEF1', 'GBP6', 'CD248', 'CAB39', 'RER1', 'DEPDC7', 'GJA10', 'APOBR', 'SUZ12P1', 'GRPEL2', 'SEPT8', 'RFX7', 'TTC9C', 'WASH3P', 'SNORD46', 'CSTF1', 'OR4E2', 'DNAJB7', 'CLDN2', 'KLHDC8A', 'PPP1R9B', 'MCHR2', 'PPIL4', 'ZMAT2', 'UTP20', 'CYP21A2', 'SH3BGRL', 'OR52H1', 'GRAMD2', 'SRRM2', 'ZNF542P', 'SH3YL1', 'CTU1', 'ERBB2', 'CCNL2', 'ST3GAL3', 'MRPS35', 'RAB35', 'DMC1', 'SBDS', 'HERC3', 'RFC3', 'LRMP', 'OXTR', 'CTLA4', 'ULK2', 'PTCD1', 'KDM2B', 'COL8A1', 'CASK', 'TEX28', 'MAGED1', 'SPATA2', 'EVA1C', 'DHX38', 'GGT5', 'TMEM233', 'POTEE', 'KRTAP19.8', 'TMSB10', 'SOD3', 'NES', 'DAGLB', 'RPLP0P2', 'TTTY2', 'KLF14', 'CRLS1', 'SNX24', 'ODC1', 'C22ORF31', 'RPL9', 'WNK4', 'RNMTL1', 'FGFR2', 'TDGF1P3', 'ZNF432', 'FRY', 'LOC100129550', 'HNRNPL', 'C6ORF106', 'REL', 'OR1I1', 'ZPLD1', 'IQSEC3', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023393971457565055
		RMSE:  0.6366126117528933
		NRMSE:  0.09954071014821253
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20813248536085016
		RMSE:  0.517654316968625
		NRMSE:  0.12376376344107133
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6292943186382643
		NRMSE:  0.09839642227163854
		MAPE:  299.798968451812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06342466003107061
		RMSE:  0.4856640113421529
		NRMSE:  0.11611533767086332
		MAPE:  95.15154235140719

	Predictor:  LinearRegression
		Pearson Correlation:  0.8552070576779157
		Spearman Correlation:  0.8135940322397595
		Coefficient of Determination:  0.73132515147681
		RMSE:  0.3261875022830804
		NRMSE:  0.05100265847597223
		MAPE:  411.6041422585542
		Pearson Correlation:  -0.08271005439264284
		Spearman Correlation:  0.08458708961458374
		Coefficient of Determination:  -3.2553421658953594e+20
		RMSE:  8497298618.944454
		NRMSE:  2031582895.5540702
		MAPE:  3850419440374.159

	Predictor:  ElasticNet
		Pearson Correlation:  0.5684540744302085
		Spearman Correlation:  0.5353386796614499
		Coefficient of Determination:  0.2788205640181425
		RMSE:  0.5344111099534525
		NRMSE:  0.08356048939933586
		MAPE:  616.9162184103303
		Pearson Correlation:  0.2274426855923942
		Spearman Correlation:  0.2334617638623923
		Coefficient of Determination:  -0.03711179028958411
		RMSE:  0.47961785761635556
		NRMSE:  0.11466978855648534
		MAPE:  122.47707360201592

	Predictor:  RandomForests
		Pearson Correlation:  0.5372885578388019
		Spearman Correlation:  0.45574513008538514
		Coefficient of Determination:  0.150779301902774
		RMSE:  0.5799146714469884
		NRMSE:  0.09067542357079014
		MAPE:  401.3906332389264
		Pearson Correlation:  0.188675266907433
		Spearman Correlation:  0.2674977680472365
		Coefficient of Determination:  -0.016290330563055955
		RMSE:  0.4747789501939748
		NRMSE:  0.11351287481326802
		MAPE:  95.5016255085003

Protein:  BRCA2
x_train_column_count:  363
x_train columns:  ['FAM71E1', 'TRAF3', 'MUC5B', 'SNORA28', 'LYRM7', 'TBATA', 'MRGPRE', 'AADACL2', 'EIF1AX', 'TTC19', 'TINAGL1', 'NFXL1', 'PABPC1L2B', 'SNORA34', 'CCDC60', 'INTS7', 'TAF1L', 'OR1A2', 'FANCA', 'DUSP2', 'SEMA3B', 'C4ORF29', 'AGO1', 'C14ORF37', 'HIST2H3D', 'CDC42EP4', 'MTHFD1L', 'ZSCAN12P1', 'CDKN3', 'CFAP126', 'CD200', 'TTC39A', 'GOLGA3', 'C2ORF40', 'DSG3', 'MAPK11', 'SUOX', 'TOB2P1', 'RPS14', 'TMEM223', 'PIK3AP1', 'NF1', 'DHX15', 'STYK1', 'DNAL4', 'FAM167A', 'TMEM125', 'PCBP4', 'INTS4P1', 'CORO1C', 'IGSF11', 'CDC73', 'WRNIP1', 'CD244', 'LOC399815', 'KIAA0408', 'KLHDC8B', 'MGAT5', 'KRT12', 'SLC4A3', 'P2RX6', 'SNAR.E', 'ETAA1', 'DNAJA4', 'USP22', 'GDF7', 'PPP1R3F', 'ICA1L', 'BMI1', 'SERPINA3', 'LINC01001', 'RTN4RL1', 'DYSF', 'COG2', 'SMPDL3A', 'CCL7', 'TTC38', 'COL5A1', 'SNX13', 'ACYP2', 'FAF2', 'DNAAF3', 'SSX9', 'IGFL4', 'BCAS3', 'TCF15', 'RASA4', 'FAM41C', 'SNORD114.18', 'ZAR1L', 'IL4', 'NDRG2', 'CHGA', 'ADCY7', 'DEFB110', 'SNORD115.48', 'RBBP5', 'PTGER3', 'LOC100133331', 'ZNF48', 'ALG3', 'RPS26P11', 'C14ORF1', 'LINC00488', 'LINC00176', 'SAV1', 'ENKD1', 'OXSM', 'ITFG1', 'GAB3', 'MITF', 'MC1R', 'XPNPEP2', 'PWP2', 'ZNF257', 'WTIP', 'MSANTD3', 'PRAMEF22', 'GALR1', 'METTL23', 'EIF1AD', 'TKTL2', 'RBMY1B', 'EPHA8', 'RAD54B', 'TLR3', 'MFSD8', 'ARHGAP21', 'CES4A', 'NCR2', 'MAPK8IP1', 'CPLX2', 'PPP4R2', 'FURIN', 'SMIM7', 'SNORD45A', 'FLNB', 'TPBG', 'SLC6A17', 'RMI1', 'PRAMEF8', 'SLC35G2', 'CCDC85A', 'AASDHPPT', 'OR51B5', 'SH2B2', 'DUSP14', 'GPR19', 'OCM2', 'BTF3P11', 'CD300A', 'F2', 'SUGT1', 'GDAP2', 'CCDC181', 'LRRC1', 'SCN4A', 'MTCP1', 'TMEM218', 'POMGNT2', 'PRDM11', 'EGR1', 'ZNF83', 'KRT8P41', 'EGF', 'CUL2', 'ADGRF4', 'AMICA1', 'SLC30A2', 'ITIH2', 'BAG5', 'STAM2', 'SI', 'TARSL2', 'P2RY4', 'SEPT7P2', 'CT47B1', 'FAM43A', 'NDUFA13', 'CYBRD1', 'TPM1', 'DBI', 'SNORA38', 'TCAP', 'GPAM', 'ADAMDEC1', 'ST3GAL1', 'HIBCH', 'TPI1', 'SNORD59A', 'KRT222', 'TREML4', 'UBQLNL', 'DYNC1LI1', 'CARD16', 'MAF', 'RBBP4', 'CLN8', 'ZNF263', 'UTP6', 'ZNF285', 'SLFN13', 'SNORD9', 'LINC00998', 'C9ORF156', 'ABCA12', 'GEMIN5', 'CLDN1', 'LTA4H', 'CX3CR1', 'HCFC1R1', 'HMCES', 'FGD5', 'ALS2CR11', 'BCCIP', 'SCARA3', 'SMNDC1', 'CPEB3', 'PCOLCE', 'MAGEE1', 'TMEM207', 'PEX10', 'ATP6V1C1', 'UBAC1', 'CUEDC2', 'SMOC1', 'GAGE1', 'LOC100133920', 'GUSBP2', 'SLC35A5', 'PCDHGC4', 'LRIT1', 'CMTM4', 'SCGB1A1', 'IL22', 'BACH1', 'FOXO3', 'METTL11B', 'PDP2', 'CRYZL1', 'FAM212A', 'ROM1', 'NPHP1', 'G2E3', 'UNC93B1', 'ZNF687', 'DOK5', 'TTI2', 'SLC39A13', 'TSPAN6', 'CD68', 'PAK1', 'YBX2', 'NUPL1', 'RFPL3', 'TBPL2', 'DISC2', 'NINL', 'MRPL23', 'FOXL2NB', 'ZBTB10', 'LOC148696', 'ZNF236', 'STEAP1B', 'USP14', 'TIMM44', 'ITM2B', 'GAL', 'TINAG', 'OR1K1', 'PITHD1', 'SKINTL', 'WNT9A', 'CIAPIN1', 'SH3RF1', 'RANBP10', 'TPP2', 'MTFMT', 'METTL1', 'EYA1', 'ACSL1', 'ADM', 'NRIP1', 'COA3', 'LHX5', 'ELN', 'ZNF90', 'CRNN', 'STX10', 'PADI1', 'CYFIP2', 'PCIF1', 'NXF2', 'RPL12', 'CNTN4', 'PIGM', 'SPINK14', 'PLOD1', 'CNTRL', 'MARCH6', 'MCM2', 'SCOC', 'CDCA5', 'BCORP1', 'CP', 'LINC00917', 'YAF2', 'C8ORF82', 'CRELD1', 'PCDH15', 'TMX3', 'WNT8A', 'CCNH', 'MFSD4', 'FAM65A', 'RBM4', 'MPV17L', 'HIAT1', 'HPSE', 'C9ORF47', 'MGC16275', 'TEAD4', 'C9ORF171', 'DCBLD1', 'OSCAR', 'GPM6B', 'IL1RL1', 'NLRP6', 'HSCB', 'SLC2A14', 'SLC12A8', 'PDE9A', 'SLC4A2', 'NTN4', 'FIZ1', 'OR13C2', 'KLHL42', 'ZNF600', 'WDR37', 'FAM58BP', 'RSU1P2', 'SIRT6', 'NDUFB1', 'DDX20', 'ATG9B', 'MARCH9', 'NOL4L', 'TOPAZ1', 'SFPQ', 'KANK2', 'MED22', 'TMEM88', 'WNT2', 'PCDHA11', 'TMED5', 'CKS1B', 'GAB2', 'ZNF324', 'UGT3A1', 'BSPRY', 'ATG16L2', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00289910117318648
		RMSE:  0.19032543678137456
		NRMSE:  0.12827584502559417
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001649424828515933
		RMSE:  0.21414907824527551
		NRMSE:  0.14729386559180924
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  LinearRegression
		Pearson Correlation:  0.4899512556970232
		Spearman Correlation:  0.48050458982691097
		Coefficient of Determination:  0.04358400514968175
		RMSE:  0.18586243790112103
		NRMSE:  0.12526786583797553
		MAPE:  356.67169849029125
		Pearson Correlation:  -0.05446327762322697
		Spearman Correlation:  0.036463156524727515
		Coefficient of Determination:  -2.3585797457831666e+24
		RMSE:  328855930284.34845
		NRMSE:  226190379110.07605
		MAPE:  117244973080685.75

	Predictor:  ElasticNet
		Pearson Correlation:  0.2805279277135273
		Spearman Correlation:  0.26098076737881676
		Coefficient of Determination:  0.04572115716354197
		RMSE:  0.1856546630243842
		NRMSE:  0.12512782939124917
		MAPE:  132.29263100426755
		Pearson Correlation:  0.04942121300866944
		Spearman Correlation:  0.08952886372028622
		Coefficient of Determination:  -0.0012144440441508308
		RMSE:  0.21426140514969358
		NRMSE:  0.14737112515368672
		MAPE:  122.89572526120492

	Predictor:  RandomForests
		Pearson Correlation:  0.43390004414415434
		Spearman Correlation:  0.39561605598467564
		Coefficient of Determination:  0.07709276664621179
		RMSE:  0.18257749282530705
		NRMSE:  0.12305387325459458
		MAPE:  121.46914634436472
		Pearson Correlation:  0.07248682302017366
		Spearman Correlation:  0.09365952193917632
		Coefficient of Determination:  0.003050012424422599
		RMSE:  0.21380461816763388
		NRMSE:  0.14705694252497362
		MAPE:  114.18042885643143

Protein:  CDKN2A
x_train_column_count:  614
x_train columns:  ['GPR87', 'C20ORF195', 'TRPS1', 'ALDH5A1', 'PDCL', 'COPS4', 'LUZP1', 'SIAH3', 'SIL1', 'ALAD', 'BCL9', 'ABCA8', 'C4ORF33', 'ALX1', 'C11ORF80', 'GTF2H3', 'PVR', 'SIN3A', 'C16ORF82', 'KCNQ3', 'EHD1', 'GRM6', 'GTF3A', 'VBP1', 'SRCIN1', 'RFNG', 'GPANK1', 'CALCRL', 'CACNG3', 'PLA2G5', 'OR2W1', 'SYT6', 'GRM3', 'SLC9A1', 'MKI67', 'ARSJ', 'SLC25A5.AS1', 'FGD2', 'GOLGA6L5P', 'ZNF99', 'DMRT2', 'GNAS.AS1', 'PQLC2', 'USP2', 'NPHS1', 'OR51B6', 'GJA1', 'MYH2', 'SOX13', 'HDAC10', 'ATP6V1G2', 'MYO18B', 'ZBTB42', 'MS4A2', 'SH3D19', 'EIF4E1B', 'ETV3', 'LRRFIP1', 'DIP2B', 'NCSTN', 'MTMR8', 'DMRT3', 'RPL18A', 'KLHL2', 'TUBD1', 'FTHL17', 'ACVR2B.AS1', 'PTGES2', 'CAPN12', 'USP18', 'SLC27A4', 'TAS2R30', 'S100A16', 'ZNF740', 'SLC2A7', 'TLE6', 'RPLP0P2', 'RIPK4', 'OR2D2', 'IL6', 'COL1A1', 'JAM2', 'LOC100270804', 'SHC1', 'MYOT', 'TRUB1', 'ORMDL2', 'CLLU1', 'ICAM3', 'MYCNOS', 'ZMYM6', 'VN1R1', 'TDO2', 'PTCH2', 'WWC1', 'PARP14', 'CCDC129', 'MS4A6A', 'EYA3', 'DNAH8', 'NF1P2', 'NSUN6', 'DUOX1', 'HCG9', 'KBTBD6', 'GRIP2', 'LRIG3', 'BPNT1', 'KCNN4', 'COL7A1', 'WIBG', 'TRMT112', 'TMEM181', 'METTL21C', 'OR2C1', 'SEC63', 'KIAA1671', 'CDRT15', 'LSM14A', 'PDE1C', 'APOC3', 'NIPSNAP1', 'FANCL', 'ZNF578', 'TAF9B', 'PAFAH1B3', 'ZFYVE21', 'BRD7P3', 'TCAF1', 'RRM2', 'TRIM29', 'FAM72A', 'LMNB1', 'CTAGE10P', 'ZZZ3', 'TFCP2', 'SOS1', 'BCAS1', 'SCARB2', 'LINC00593', 'ALG1L2', 'SLC47A2', 'BCRP3', 'SQRDL', 'EXOC1', 'TRPC4AP', 'MANF', 'CYLC1', 'NDRG2', 'MRPL11', 'FAM167A', 'STK24', 'ATL2', 'EIF4EBP1', 'AGR3', 'CIB1', 'LINC00623', 'C16ORF90', 'MACROD1', 'AKR7L', 'CYP3A5', 'CCDC186', 'SNORD4A', 'PPOX', 'ZC3H12B', 'PIP5K1P1', 'XPR1', 'NPR3', 'PLGLA', 'FBXW8', 'TAS2R5', 'STX1B', 'TOP1P1', 'ARHGAP25', 'SMG8', 'ACOT1', 'COMMD4', 'TAP1', 'SMC2', 'PLP2', 'CYB561A3', 'SPDYE4', 'SMAGP', 'PPBP', 'CLDN23', 'PSAPL1', 'POTEC', 'OR6A2', 'ALG11', 'RAB3IP', 'CD163L1', 'TAS2R43', 'MSH5', 'ARL16', 'TTTY18', 'FSCB', 'UCP1', 'LEP', 'FMNL3', 'PRDM15', 'SLC27A6', 'TMEM170B', 'FARP2', 'PPP3CA', 'CAMK2N1', 'LINC01341', 'FCRL3', 'FRRS1', 'ZBTB16', 'BCLAF1', 'SNORD116.1', 'ZSWIM7', 'DNAJC22', 'TIGIT', 'C4ORF19', 'ZNF84', 'LRRC20', 'SEC23B', 'ELK3', 'C17ORF98', 'BACE2', 'USP32', 'TRAPPC2', 'HMP19', 'DNAJC21', 'CEP41', 'OR8J1', 'PNO1', 'ZSWIM8', 'C15ORF56', 'MAGEA3', 'LIG4', 'EXOC4', 'CMAS', 'ZNF569', 'ATP6V0E2.AS1', 'OR5AK2', 'CDC42EP5', 'LCE3E', 'NAT6', 'ALG12', 'TAS2R60', 'UBALD1', 'TTTY9B', 'C21ORF2', 'ZFP64', 'RDH16', 'WNT8A', 'ZNF433', 'ZIM3', 'LOC440461', 'LIN28B', 'AGK', 'SLK', 'OR2T10', 'ZMAT3', 'ZNF416', 'EDA', 'PRSS41', 'OCRL', 'VCP', 'CCDC137', 'SAMD1', 'UGT2B7', 'WDR24', 'LINC00483', 'NADSYN1', 'HOXD8', 'SSB', 'HPDL', 'PRR20B', 'RPL13AP17', 'RFTN2', 'CIAPIN1', 'LINC00471', 'LINC01102', 'MAGEC1', 'ZNF560', 'NCBP2.AS2', 'GLE1', 'TMEM30C', 'MCM6', 'SLC9A8', 'GATB', 'PCOLCE2', 'SSX4', 'LOC400043', 'TFG', 'GNB1', 'EPB41L2', 'HIST2H3C', 'RHOA', 'TXLNGY', 'SSH2', 'SNORD17', 'SYCP2L', 'RNF150', 'MS4A14', 'CAND1', 'TRIM14', 'C2CD4B', 'DUSP6', 'UBE3B', 'ABCC10', 'ARMC5', 'ADAM6', 'STAU2', 'PPP2R1A', 'OR2A14', 'MMEL1', 'CBX3', 'YAF2', 'PTAR1', 'SORBS1', 'DHFR', 'LEF1', 'TIMM21', 'XG', 'GRK5', 'GZF1', 'HAUS6', 'FUNDC1', 'FERD3L', 'MIEN1', 'WDFY4', 'SFT2D1', 'SNORD45B', 'PPP4R1', 'YWHAH', 'CEP72', 'DOPEY1', 'VWF', 'ACTL7A', 'BTG4', 'TYW1', 'OR10R2', 'TACC2', 'FCMR', 'ELP5', 'LINC00319', 'PCDHB7', 'C2ORF48', 'PLCB2', 'ASTL', 'DCTN1', 'GPR176', 'SNORD36A', 'PPBPP2', 'OGG1', 'CD163', 'ACMSD', 'TAMM41', 'MKNK2', 'KLK9', 'SERPINB7', 'SRSF2', 'TMEM187', 'OR5AN1', 'ZNRD1.AS1', 'TRANK1', 'ZNF689', 'IRGQ', 'SMIM14', 'PRICKLE3', 'XAF1', 'KIAA0408', 'LOC256880', 'ZNF788', 'SRP54', 'GTF2IRD1P1', 'RPL23AP53', 'DDT', 'VGLL4', 'TRIM37', 'ITGA11', 'TANGO2', 'RARA', 'HAS1', 'STK38L', 'HSPE1', 'SGPP1', 'LRRC4C', 'ATMIN', 'DOCK1', 'C14ORF28', 'PSMD11', 'CHST10', 'ACER2', 'DICER1.AS1', 'HRH1', 'ITGAL', 'PMP2', 'CD63', 'IL10', 'ZDHHC4', 'FXN', 'MBOAT2', 'AGTPBP1', 'EPO', 'CALML5', 'CETN4P', 'MBNL3', 'FBRS', 'SCGB1D1', 'DNM1P46', 'CASC5', 'CCDC153', 'RNF168', 'ACVR1', 'CYFIP2', 'ARHGEF15', 'PIK3C3', 'TMEM5', 'GGH', 'NCKAP1', 'OST4', 'BTN3A2', 'VCX', 'AATK', 'NDP', 'TPCN2', 'PEBP4', 'PGM5', 'CABLES1', 'BPIFB3', 'CLDN19', 'KLLN', 'EMILIN3', 'ZNF347', 'SRRT', 'NELFB', 'ADGRE4P', 'SMAP2', 'ILKAP', 'JDP2', 'PDE7B', 'RBM25', 'CPT1C', 'CHURC1', 'BRK1', 'SYNDIG1', 'CFL1P1', 'TSC22D3', 'SUV420H1', 'BCAR4', 'IGIP', 'ZAK', 'CASC2', 'IZUMO2', 'SPAM1', 'FBXO24', 'C11ORF49', 'MYCN', 'C5AR2', 'VPS26A', 'SEPT9', 'COG4', 'BRF2', 'ANKRD33', 'ARHGEF10L', 'OR10A4', 'MOV10L1', 'C9ORF57', 'HFE', 'NPAS1', 'PKD1', 'OSTC', 'KLHL36', 'CXCL8', 'CITED1', 'STRA8', 'EPHX2', 'SPTAN1', 'PHF21B', 'KRTAP10.4', 'ETFA', 'OR5B12', 'KLHDC9', 'LEUTX', 'UHRF1BP1', 'ZSCAN5B', 'COL4A6', 'IFITM1', 'CCR6', 'YWHAB', 'MTIF3', 'SNORD115.9', 'MTIF2', 'SDE2', 'BDH1', 'CDC20B', 'SS18', 'JRKL', 'INSL4', 'DCHS1', 'TXNIP', 'NRBP1', 'RGSL1', 'ANXA8', 'DYNLRB1', 'UBL3', 'TMBIM6', 'TREML5P', 'KIAA1467', 'HNRNPUL1', 'PAGR1', 'NPY', 'DBH', 'SNORD113.1', 'CYS1', 'EFNB2', 'PARD6A', 'PGAM5', 'RASAL2', 'VPRBP', 'CNGB1', 'MRPS35', 'MYO10', 'CCL28', 'HEXIM2', 'GPRASP1', 'HMGCL', 'IQCF6', 'HSPA13', 'ADGRE1', 'FETUB', 'EIF3B', 'IFRD2', 'PTMS', 'RHBG', 'KLF3.AS1', 'PIGO', 'RNF157', 'TNFRSF1A', 'KCNN3', 'GPHN', 'TRDN', 'DPY19L2P1', 'CAPZA2', 'ARID3A', 'CNN3', 'ROGDI', 'SULT2A1', 'CTSH', 'C17ORF89', 'STIM1', 'ADAT1', 'PSMA7', 'FBXW7', 'PPEF1', 'CCT3', 'OARD1', 'LSMEM2', 'RPS13', 'OR9A4', 'UCP2', 'CCDC51', 'CHDH', 'ABHD11', 'C9ORF163', 'SNORD113.7', 'TMEM59', 'EMILIN1', 'GPSM1', 'SUPT20HL2', 'VPREB1', 'ANKRD9', 'SPCS2P4', 'MED13L', 'NDN', 'C5ORF24', 'USP22', 'ACVR2B', 'PTPN1', 'CAND2', 'GDI1', 'ZFP92', 'GRM5', 'KCNC3', 'ADAMTS7', 'METRNL', 'ERGIC1', 'INTU', 'OSBPL2', 'NFU1', 'PDCD2L', 'IFNG', 'LINC01465', 'HADH', 'HIVEP3', 'SNX16', 'PI4KB', 'COX5B', 'KREMEN1', 'APOM', 'UBTFL1', 'PCBP2', 'ADHFE1', 'EPB41L1', 'UBC', 'C1QL4', 'RHNO1', 'DHCR24', 'COL11A2', 'FADS2', 'MYO3A', 'FOPNL', 'VCY', 'LRFN4', 'UCHL5', 'DOK6', 'PHIP', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07669790023289091
		RMSE:  0.6927164423772558
		NRMSE:  0.16172871740223568
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04462654135164201
		RMSE:  0.6710309035955896
		NRMSE:  0.2071658496482324
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6675880639420501
		NRMSE:  0.15586198728568595
		MAPE:  307.97311558867955
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004949645588538276
		RMSE:  0.658164031136248
		NRMSE:  0.20319348928290204
		MAPE:  176.07940307985857

	Predictor:  LinearRegression
		Pearson Correlation:  0.698941934684303
		Spearman Correlation:  0.655702242035047
		Coefficient of Determination:  -0.731838746552546
		RMSE:  0.8785415159227115
		NRMSE:  0.20511335354938165
		MAPE:  912.6505710261391
		Pearson Correlation:  0.014473664408557988
		Spearman Correlation:  0.19928450222443153
		Coefficient of Determination:  -2.2157413504567528e+24
		RMSE:  977285656913.4978
		NRMSE:  301715185364.29803
		MAPE:  171260568609116.4

	Predictor:  ElasticNet
		Pearson Correlation:  0.6121568707589156
		Spearman Correlation:  0.5383834176412071
		Coefficient of Determination:  0.34628379371929385
		RMSE:  0.5397630970039065
		NRMSE:  0.12601865357767708
		MAPE:  369.0787934422598
		Pearson Correlation:  0.3041383419555861
		Spearman Correlation:  0.3099514956545593
		Coefficient of Determination:  0.07631491432334159
		RMSE:  0.6309921542433387
		NRMSE:  0.19480477732806603
		MAPE:  142.24742307861743

	Predictor:  RandomForests
		Pearson Correlation:  0.526094602031717
		Spearman Correlation:  0.43102367422119664
		Coefficient of Determination:  0.21910082564187272
		RMSE:  0.5899375564462683
		NRMSE:  0.13773289980534842
		MAPE:  259.6032188882655
		Pearson Correlation:  0.29590555658859324
		Spearman Correlation:  0.20125265440430948
		Coefficient of Determination:  0.08429436665782486
		RMSE:  0.6282607617797309
		NRMSE:  0.19396152072480963
		MAPE:  127.30259704218622

Protein:  TP53
x_train_column_count:  1002
x_train columns:  ['SBDSP1', 'TXNDC15', 'NOP56', 'CCDC69', 'ZNF433', 'IDE', 'FAM204A', 'FGF7', 'TBC1D2B', 'RPP21', 'ANGPTL1', 'SS18L1', 'TMEM161B', 'WBP2NL', 'APOL6', 'WNT6', 'CBX1', 'OR2T35', 'ITGA6', 'PALD1', 'DCUN1D5', 'RNASEH2A', 'METTL24', 'KATNAL2', 'HNRNPC', 'TSC22D4', 'ERAS', 'CEP97', 'GIMAP2', 'TMIGD2', 'ATP6V1C2', 'QPCT', 'LOC283332', 'NID2', 'TCF12', 'FAM126A', 'FUS', 'SLC22A20', 'LRRC75A', 'TM6SF1', 'DNAJB1', 'HOXA11', 'MS4A14', 'NUTF2', 'ZG16B', 'EXOSC7', 'MAD2L1BP', 'PINK1', 'DNAH3', 'PRAMEF4', 'UBE2F', 'C16ORF54', 'ZNF525', 'ZNF101', 'TGFB1I1', 'ARRB2', 'ITGB1', 'TAF15', 'TNRC18', 'CCDC183', 'PTPRN2', 'MBLAC2', 'TEKT1', 'ASXL3', 'GALR1', 'TOMM7', 'NSA2', 'WTAP', 'ZFX', 'CEP44', 'C1ORF111', 'FAM169B', 'GPR52', 'BPIFA2', 'ANKRD66', 'MPP4', 'GSDMB', 'CHCHD10', 'KC6', 'CCBL1', 'KCTD16', 'PSMB2', 'CDKN2AIP', 'KAT6A', 'MARCH6', 'EXOSC1', 'UGT1A6', 'LINC01588', 'HAGH', 'SYS1.DBNDD2', 'FABP5', 'PDE7B', 'OTUD7B', 'GJA3', 'KRTAP19.7', 'CDC16', 'MAP3K5', 'DIRAS1', 'ESYT3', 'LUZP2', 'CELF6', 'GNMT', 'SPIN3', 'ZDHHC5', 'LOC400736', 'ACTA1', 'MESDC2', 'UBN1', 'TMEM86B', 'MT1E', 'BATF2', 'SPAG4', 'GCNT7', 'ARHGEF15', 'GIT1', 'IQCC', 'NOX4', 'CDC42SE2', 'C9ORF173', 'CHRFAM7A', 'IKBKG', 'LOC493754', 'CPOX', 'BEST2', 'RNF185', 'GC', 'NRM', 'MYL6B', 'ARSJ', 'TCEB2', 'IL27RA', 'HSPA6', 'SCARNA23', 'GUCY1A2', 'RAX2', 'YPEL4', 'FAM47C', 'TMEM69', 'GOLGA8F', 'IRGM', 'KIAA0754', 'PP7080', 'AKIRIN2', 'UGT2B11', 'MRGPRD', 'EPHA1', 'PLEC', 'S100A9', 'OR4X1', 'UQCRHL', 'CABYR', 'ARL15', 'MTMR2', 'SLC8A1', 'ADAM9', 'NME4', 'ZFAND5', 'NUCB1', 'OR4C16', 'NR2F6', 'SNORD116.8', 'GGT1', 'OSR1', 'ZNF16', 'HHIP', 'DEDD2', 'ABCD2', 'HEXIM1', 'PPM1A', 'SLC12A2', 'ZNF805', 'SLC16A4', 'PIGP', 'LRRN4', 'ADH4', 'EFHC1', 'ZSWIM3', 'AURKB', 'ZKSCAN1', 'CSN1S2AP', 'RASL12', 'NFE2L3P2', 'TFAP4', 'RBMY1E', 'FABP9', 'C17ORF50', 'SOX8', 'QSOX1', 'STK17A', 'MYCL', 'ZNF608', 'APH1A', 'STEAP1B', 'YIPF4', 'TMEM189', 'SMG6', 'KLC4', 'KCNS3', 'MMS19', 'WASF2', 'THAP1', 'KRT37', 'C3ORF35', 'ZADH2', 'PPIF', 'RASGRP3', 'MAGEA5', 'CTSZ', 'GIP', 'CIRBP', 'HES4', 'FIG4', 'PCDH9', 'ZNF154', 'DHX57', 'AP3S2', 'GJD4', 'TMED8', 'MAGEA4', 'RASGEF1C', 'TKTL2', 'GLIDR', 'TOP1MT', 'MEP1A', 'WIPF1', 'STRN3', 'SNORA36C', 'HLF', 'TTYH1', 'SLC35E3', 'SHE', 'PPAPDC3', 'KIF1BP', 'VPS54', 'ZNF879', 'FAM183CP', 'SNORD32B', 'NFE2L3', 'FOXP1', 'NIPAL4', 'TAS2R46', 'TOP2B', 'SYNPO', 'GIPR', 'SCG5', 'LRRC37B', 'SLC10A1', 'ARL14EP', 'SMIM19', 'MTAP', 'ZNF561', 'PRSS42', 'TIMM21', 'SZT2', 'NAP1L6', 'LRRTM2', 'LINC00469', 'RNF19A', 'TACC3', 'SV2C', 'CAV1', 'DYX1C1', 'OR6S1', 'FAM124A', 'NARF', 'CADPS', 'IFNG', 'SYPL2', 'RAB8B', 'CATSPER3', 'FAM173A', 'LOC284661', 'EIF2B5', 'ARIH2', 'PRAMEF14', 'CTSW', 'OR52B6', 'LBH', 'SNORD29', 'OCIAD1', 'AUP1', 'BEX5', 'EFNB2', 'PI4KB', 'CYP2A6', 'MAFG.AS1', 'LOC152225', 'HERC2P2', 'ALG9', 'CCDC142', 'OR1N2', 'TMEM38A', 'DTX3L', 'VCP', 'C1ORF189', 'SLC6A20', 'MYLK4', 'TBL1X', 'SPTBN5', 'NOP10', 'ZSCAN22', 'EGR3', 'LMO3', 'FOS', 'IL21', 'WDR87', 'NPTX2', 'DCLRE1B', 'N4BP2L2', 'HSDL1', 'KCTD9', 'GSTA2', 'NOSIP', 'ZPLD1', 'MLF1', 'FAM182A', 'FRA10AC1', 'CEP112', 'GAS2L1', 'CCDC42', 'OR2B6', 'PIGN', 'SRXN1', 'NDUFB11', 'PDE3A', 'C1ORF116', 'MED18', 'SLC1A2', 'NKX6.1', 'PAGE2', 'RYK', 'AADAC', 'ALDH18A1', 'OAZ3', 'POF1B', 'TREML2', 'PTCHD2', 'ZNF580', 'BUB1', 'DYRK4', 'NT5M', 'INTS3', 'GRAP', 'CEBPD', 'IP6K2', 'GDF3', 'PCDHB7', 'LOC100132287', 'LCE2B', 'RHOG', 'PRTN3', 'DHFR', 'AMHR2', 'WBSCR28', 'CELF3', 'LTBR', 'RCAN3', 'LRRTM3', 'KCNV1', 'A2M.AS1', 'MRPL44', 'ZIC3', 'DPH5', 'ELN', 'PSIP1', 'HMBOX1', 'KDM8', 'DNAJC27', 'ENOX2', 'SPATA31D5P', 'ZBTB9', 'GPR62', 'TRIP10', 'HLA.DRB5', 'NUDCD2', 'NFKBIB', 'TMEM181', 'FAM84A', 'PDIA5', 'MS4A4A', 'OR1L1', 'PAX5', 'RNF220', 'TTTY23', 'EIF4EBP3', 'SRGN', 'TST', 'NEU1', 'REEP1', 'LINC00476', 'HOXB8', 'CACNG6', 'TTC33', 'TBCD', 'SPP1', 'HIGD2B', 'C17ORF53', 'PPM1G', 'COL26A1', 'TMEM176A', 'CKAP2L', 'SLC16A2', 'TAAR6', 'OR4D6', 'SMARCAD1', 'FAM83G', 'PTPMT1', 'MKKS', 'RPAP1', 'RNF222', 'CEP126', 'ZNF140', 'NIPBL', 'SP5', 'LOC340017', 'ST6GAL2', 'NF1P2', 'SP140L', 'ABL2', 'BCAS4', 'FOXO3', 'BRINP1', 'ATXN3', 'PVRIG', 'SKOR1', 'ITGA5', 'MUSTN1', 'WDFY4', 'GAS1', 'TMCO3', 'CLCN1', 'SH3PXD2A', 'INSC', 'TRAPPC6A', 'IGFBPL1', 'EMD', 'ALPK3', 'FHL3', 'RAB8A', 'G6PD', 'BLMH', 'DTHD1', 'PTDSS1', 'SETD8', 'SPATA24', 'FBXL19.AS1', 'BAP1', 'AZIN2', 'TFAP2C', 'CATSPERD', 'PTPN7', 'VRTN', 'RAPGEF3', 'NCF1C', 'DNASE1', 'SNORD114.21', 'LANCL1', 'TAF10', 'PRR34.AS1', 'DRAM2', 'OR10R2', 'NKTR', 'PDE6C', 'SLC9A4', 'CCDC88C', 'LOC647859', 'TMEM8B', 'SLC45A2', 'SNORD115.3', 'CA7', 'TMED3', 'HSPB7', 'YTHDC2', 'PTP4A3', 'ACLY', 'LGALS13', 'FAM183B', 'ZNF223', 'CCDC85C', 'WWC2', 'NCOA1', 'HIST1H2AH', 'ABHD4', 'ZBTB33', 'MYL2', 'GALNT11', 'IFNA13', 'USP44', 'TMEM52', 'PSMD5.AS1', 'TAPBPL', 'RNF43', 'SHISA6', 'PSMA8', 'SPG20', 'ABCD3', 'IQCF3', 'CBX6', 'TDRP', 'TACSTD2', 'DAZL', 'GALNT16', 'SNORA28', 'SEZ6L2', 'PCDHB15', 'USP17L6P', 'MAPK8', 'NPNT', 'MSI1', 'CHRDL1', 'STEAP2', 'TRAPPC2B', 'HAO2', 'LINC00598', 'LINC00470', 'APBB2', 'PAFAH2', 'HAPLN1', 'APLF', 'MIR155HG', 'NPM3', 'SESN2', 'PRG1', 'NPEPPS', 'MAPK8IP1', 'RPS6KA4', 'CDHR2', 'KRTAP19.2', 'IFNB1', 'HARS', 'ADORA2A.AS1', 'TMEM114', 'C8ORF76', 'TTTY17B', 'UTF1', 'OR2L1P', 'PTGER2', 'CNTN6', 'SPNS1', 'MPO', 'MRPL36', 'DCD', 'DAD1P1', 'HRG', 'OPALIN', 'FGF11', 'CHKA', 'EIF3B', 'C10ORF105', 'PTRH2', 'LGALS8', 'SNORA31', 'TIMM44', 'PUM1', 'SYN2', 'UBASH3B', 'GALNT4', 'QSOX2', 'TNFRSF21', 'STK16', 'FTHL17', 'RIPK2', 'ANKLE1', 'ZXDB', 'PALLD', 'SLC46A3', 'MRPL23', 'PCDH17', 'MICAL1', 'GREB1L', 'PF4', 'PCYT1B', 'SFMBT1', 'ZNRF2', 'C11ORF68', 'LINC00312', 'CTNND2', 'SCO2', 'TNFSF12.TNFSF13', 'C6ORF141', 'DR1', 'RRAGC', 'TMEM30A', 'CBLN4', 'OR56A3', 'ATG5', 'SNORD115.48', 'ZNF808', 'SYNGR2', 'BLVRA', 'PCDHA6', 'SHROOM1', 'GRIN3A', 'UNCX', 'TMEM200B', 'SLC5A9', 'EBP', 'MFSD8', 'PPP2R2D', 'BAALC', 'GAB2', 'R3HDML', 'SENP1', 'KCMF1', 'SLC25A36', 'SH2D6', 'PSD3', 'DNMBP.AS1', 'LINC01465', 'NUTM2G', 'DUSP15', 'FOXD4L1', 'LINC01105', 'NME7', 'CTCFL', 'CPQ', 'KYNU', 'TUSC7', 'LYPLA2', 'TMEM143', 'ZNF138', 'PHF2', 'MDH1B', 'LINC00589', 'HENMT1', 'C19ORF57', 'RYBP', 'LINC00167', 'PRSS36', 'TRA2A', 'LYRM2', 'NRK', 'LRRK1', 'OR4D5', 'SGK3', 'C12ORF57', 'MTFP1', 'LDHC', 'AXIN1', 'KRTCAP3', 'GYG2', 'CDK5R1', 'GNPTAB', 'ASAP1.IT1', 'TTK', 'ALG8', 'KLHDC4', 'EHMT2', 'SERHL2', 'NKX3.1', 'NUFIP2', 'GRAMD1A', 'MT3', 'VDAC1', 'HPCAL1', 'FAM86C2P', 'MTHFD2', 'DPYSL2', 'LAS1L', 'HTR2A', 'H1FX.AS1', 'IHH', 'PRODH2', 'FAM155A', 'C3ORF17', 'METTL4', 'PES1', 'KIAA0753', 'MMP10', 'OR7G2', 'ZNF552', 'PXYLP1', 'CDHR5', 'FAM21A', 'TECPR2', 'SVEP1', 'GPATCH3', 'MUT', 'TMEM236', 'RIOK1', 'POLD1', 'MTO1', 'CYP2C9', 'HDAC6', 'UBR5', 'TLE1', 'C14ORF166', 'FBXO36', 'GALK1', 'OR4D11', 'FOXK1', 'RPS6KA5', 'WFDC10B', 'MRPS15', 'BAX', 'RLN1', 'TOPORS', 'SLC6A11', 'STT3B', 'CCDC103', 'PCDH11X', 'UBL4A', 'LY86', 'MECR', 'SLC6A4', 'GPRIN2', 'FERD3L', 'CAPN15', 'PA2G4P4', 'TUBD1', 'GP1BA', 'MTMR12', 'ATP6V0C', 'STARD13', 'TXLNGY', 'ATAD5', 'SLC2A3', 'TTC31', 'DNAJB8', 'SNX27', 'GOLGA6L5P', 'OR5H6', 'TBC1D3B', 'RHOBTB2', 'EDA', 'EIF3CL', 'PRICKLE4', 'BMS1P5', 'FAM129A', 'MAGEB18', 'TECR', 'CTNS', 'OR10X1', 'MASTL', 'IL36B', 'MTHFSD', 'PREX1', 'LINC00111', 'DDB1', 'HNMT', 'GPR150', 'LOC100190940', 'PLSCR2', 'ULK1', 'CYTH2', 'BVES', 'PPIAL4G', 'GEMIN5', 'FN3KRP', 'TPM2', 'GPR19', 'PDZD8', 'FCGR1B', 'TMCO4', 'ATF6B', 'CCDC121', 'MYO15A', 'GRB2', 'TEX15', 'FOXJ1', 'PIPOX', 'TCP10L', 'PRKCG', 'BRMS1L', 'ZNF19', 'SNORA41', 'ANKRD34C', 'ZCCHC6', 'LSM2', 'OR5A1', 'PPT1', 'ARRDC3', 'OR2T2', 'JADE3', 'LINC01366', 'MOSPD1', 'ERI1', 'APIP', 'RPS6KC1', 'RAB7A', 'AMELY', 'TLE3', 'IL3', 'LOC285074', 'OR6F1', 'VLDLR.AS1', 'PNPLA3', 'SLC28A1', 'TRIM47', 'CAAP1', 'CRTAP', 'KIAA1324', 'UPF3A', 'YIF1A', 'VAMP8', 'NR5A1', 'LRRC75B', 'SLC25A20', 'MAN2C1', 'LINC01600', 'C1ORF210', 'MUS81', 'FAM214B', 'GTPBP6', 'CFP', 'C20ORF27', 'TRIM26', 'ZNF579', 'SGPL1', 'KRTAP26.1', 'KIF16B', 'PAIP2', 'LOC401127', 'CHTF18', 'CNBD1', 'LRRC37A6P', 'CH25H', 'OS9', 'LOC389705', 'ZNF773', 'PAK2', 'SERF2', 'LPAR6', 'FLJ42627', 'YRDC', 'TMEM198', 'CHRM4', 'RPL11', 'TLL2', 'F2R', 'ASB13', 'CLASRP', 'RHOBTB1', 'NRADDP', 'PLEKHA7', 'TCEAL5', 'SSB', 'GRASP', 'CES1', 'CYP4F12', 'KRTAP15.1', 'RGAG1', 'DENND5B', 'HNF1A', 'AGBL5', 'KRTAP5.1', 'KCNK10', 'DXO', 'WNT8A', 'TSPAN33', 'KCNA1', 'SNORD115.27', 'TIGD2', 'SLC25A19', 'SYAP1', 'KHDRBS2', 'CXORF51A', 'PHF7', 'ZNF709', 'LGALS14', 'BCL2A1', 'DNM1P35', 'CT45A2', 'TGM3', 'TXNRD1', 'FASTKD5', 'DICER1', 'C16ORF52', 'C9ORF117', 'FIGLA', 'DLX4', 'RPN2', 'SLAMF6', 'C19ORF60', 'YME1L1', 'PITPNC1', 'WDR12', 'SOX13', 'GJB7', 'SOS2', 'VCPKMT', 'RPS13', 'ANKRD6', 'ZNF765', 'CILP', 'LSM3', 'CERKL', 'SNORD115.5', 'ZNF157', 'MEX3A', 'GJC3', 'DCAF12', 'C1ORF64', 'PYGO1', 'VPS45', 'GAGE8', 'TEX2', 'PODXL', 'BRD2', 'SLC19A2', 'CEACAM1', 'DDX28', 'KRT71', 'GXYLT1', 'STS', 'PNISR', 'DNAJC17', 'AKAP9', 'C11ORF52', 'FAM83A.AS1', 'CLCC1', 'ZNF79', 'LAIR2', 'TDRKH', 'BUD13', 'C6ORF132', 'CCDC84', 'BET1', 'TBC1D2', 'SDPR', 'MAP3K12', 'LOC441204', 'GOLPH3', 'PGLYRP4', 'DSCR10', 'SERPINB1', 'LETM1', 'FAM138E', 'KCND1', 'ALX3', 'DNAH6', 'OR1E2', 'OR7D2', 'UCP1', 'FAM207A', 'PSMC6', 'SCARNA5', 'ULK4', 'OR51B6', 'NANOGNB', 'AJUBA', 'DCHS1', 'MESTIT1', 'TIPIN', 'RPRM', 'PPM1N', 'TGFA', 'RALGAPA2', 'LAPTM4A', 'OR52J3', 'MTCH1', 'ARMCX3', 'ZMYM4', 'CHST5', 'BBS9', 'POU6F2', 'ATP5B', 'CD37', 'SEMA7A', 'UXT.AS1', 'PPP1R2P3', 'ZFP1', 'ZNF131', 'MUCL1', 'OR51D1', 'PI4K2B', 'MRRF', 'FIGNL2', 'SLC26A6', 'LOC100130691', 'SNORD116.20', 'ORC3', 'LGMN', 'HDAC11', 'SNORA70C', 'ZC3H12D', 'CD226', 'BCL3', 'KIR2DS4', 'VNN1', 'C19ORF53', 'FAM101B', 'C11ORF63', 'PRR15', 'PACS1', 'IZUMO1R', 'DPY19L3', 'USH1C', 'SMIM10', 'PITX3', 'KIAA1033', 'UNC79', 'RAET1G', 'SPOP', 'EPHX3', 'DNM2', 'MORN5', 'ZNF396', 'WDHD1', 'GTPBP2', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.043501333030021794
		RMSE:  0.4597988418920562
		NRMSE:  0.11050200478059512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10290984727382035
		RMSE:  0.4520547550562478
		NRMSE:  0.16857084713604026
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45011280589110314
		NRMSE:  0.10817419031269002
		MAPE:  382.8265287953516
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010546813555600831
		RMSE:  0.4327123127899972
		NRMSE:  0.16135806629028604
		MAPE:  261.16646791413905

	Predictor:  LinearRegression
		Pearson Correlation:  0.8830920125739036
		Spearman Correlation:  0.8276326814811921
		Coefficient of Determination:  0.7798491299267036
		RMSE:  0.21119399819802584
		NRMSE:  0.050755587166072064
		MAPE:  426.1852757251736
		Pearson Correlation:  -0.0639572121924445
		Spearman Correlation:  0.08602850409606107
		Coefficient of Determination:  -3.063742931836176e+19
		RMSE:  2382578375.9460855
		NRMSE:  888461520.8864877
		MAPE:  551398011325.1691

	Predictor:  ElasticNet
		Pearson Correlation:  0.5596485173626847
		Spearman Correlation:  0.5222415076505037
		Coefficient of Determination:  0.2881236062454634
		RMSE:  0.3797726323208383
		NRMSE:  0.09126955835636585
		MAPE:  771.8471286208129
		Pearson Correlation:  0.3938339104256331
		Spearman Correlation:  0.4260078055836108
		Coefficient of Determination:  0.1496580314507452
		RMSE:  0.39693358057734673
		NRMSE:  0.1480162064136223
		MAPE:  428.8664264687586

	Predictor:  RandomForests
		Pearson Correlation:  0.49497900740373196
		Spearman Correlation:  0.5036945205817287
		Coefficient of Determination:  0.2354852519293278
		RMSE:  0.39356303663271835
		NRMSE:  0.09458376270913683
		MAPE:  764.5536465620842
		Pearson Correlation:  0.333094857801484
		Spearman Correlation:  0.3875597531692435
		Coefficient of Determination:  0.08990018967301439
		RMSE:  0.41064406142841986
		NRMSE:  0.1531288334700953
		MAPE:  423.70815611703944

Protein:  CTNNB1
x_train_column_count:  994
x_train columns:  ['FCGBP', 'ALOX12P2', 'ANXA9', 'IL1RL2', 'CRAMP1L', 'CENPB', 'HOXA9', 'NKD1', 'MAGOH', 'XIRP2', 'NKAIN4', 'ATG4C', 'FBLN7', 'OR2M4', 'CALCOCO2', 'PSAT1', 'MYLK2', 'MPV17L', 'CDK1', 'CLK4', 'OR4M1', 'RASGEF1B', 'NRXN1', 'MAP2K1', 'WBP1', 'FERMT2', 'VPRBP', 'A2M.AS1', 'GDF6', 'PLEKHH1', 'PWWP2A', 'DOK1', 'GJB2', 'JAKMIP1', 'ZNF678', 'SLC35G3', 'MAGEA12', 'OLFM3', 'OR4K15', 'PIGR', 'MVP', 'NR2E3', 'FSTL1', 'ZNF341', 'CD5L', 'CASC8', 'TRNT1', 'RTP2', 'FCER2', 'OR6V1', 'OR52W1', 'LHPP', 'PTK6', 'LRRC25', 'MYO1C', 'SNHG5', 'RBM15B', 'CCDC185', 'SNORD113.6', 'PFKFB4', 'RPP25L', 'CHI3L2', 'UCN2', 'DEFB114', 'TEKT4', 'BMP6', 'MRPL52', 'ELOVL1', 'TTC7B', 'SACM1L', 'DMRT1', 'ALG9', 'SNORD6', 'SLC30A8', 'SOX18', 'EVA1B', 'PLK5', 'SMIM20', 'ZNF778', 'UBE2M', 'METTL21B', 'ANP32AP1', 'SRFBP1', 'RAB38', 'CTNNA1', 'ARMC1', 'PNLDC1', 'LRP2', 'FJX1', 'NME1', 'GCSAML.AS1', 'NDUFA7', 'TEAD3', 'PRICKLE4', 'ARID2', 'TMPRSS13', 'H2BFWT', 'FYB', 'C16ORF91', 'FAM106CP', 'RSPH14', 'FRMD1', 'TMPRSS11D', 'KCNF1', 'SNORD79', 'BST2', 'FUT2', 'PNPLA1', 'ACBD7', 'LINC00893', 'FAM92A1P2', 'TMEFF1', 'LINC00592', 'AARS2', 'MAGEB3', 'SULF2', 'OPN3', 'FAM95B1', 'GTPBP8', 'ACOT13', 'ITGAX', 'TMEM170B', 'SLC39A3', 'FAM195A', 'ITPR2', 'UPP1', 'HSPB11', 'LOC441666', 'USP48', 'GPHN', 'HGFAC', 'CCDC73', 'RHOA', 'USP42', 'TMEM217', 'NAGLU', 'DNAJC25.GNG10', 'L2HGDH', 'PGGT1B', 'BDH1', 'CHAF1A', 'ZNF382', 'STX17', 'FRMD6', 'AFAP1.AS1', 'LDLRAD3', 'SMARCA5', 'MPHOSPH9', 'AIP', 'RGS16', 'SLC11A1', 'MYH10', 'ZYX', 'PARP15', 'DENR', 'CSNK2A3', 'PNISR', 'DOK2', 'LINC01547', 'AADACL3', 'SLC35A1', 'CHAC2', 'ZNF334', 'RDH5', 'TIMD4', 'SIPA1L3', 'SH3BP2', 'THOC5', 'CCL18', 'TXNDC9', 'SLC7A5P1', 'SLC1A6', 'SLC30A7', 'GNAI2', 'ATP6V0D2', 'PPAPDC1B', 'ZNHIT2', 'C21ORF91', 'SLC24A5', 'PEX12', 'AOX1', 'TNNT2', 'SNX17', 'MEA1', 'LGSN', 'FAM47E', 'STOML2', 'RHBDD2', 'APOA2', 'LBR', 'MTRF1L', 'KISS1R', 'SFXN2', 'PRPF4', 'PLEKHD1', 'LRRC45', 'DKK2', 'SLC2A4', 'FAM204A', 'CFHR4', 'TFPT', 'RGPD8', 'DACT2', 'LIN7B', 'OR4N2', 'RPL11', 'NEK4', 'HEATR5A', 'BTF3L4', 'LDOC1', 'LOC388242', 'ACAN', 'MYH3', 'DCDC2', 'TROVE2', 'CRYBA2', 'DGAT2', 'ASIC4', 'CDK19', 'C3ORF84', 'SULT1C3', 'COX7B2', 'IL11', 'GIGYF1', 'EDEM2', 'NCAM1', 'CORO7', 'C17ORF97', 'CNNM4', 'KATNB1', 'NAA20', 'SLC39A11', 'TTC29', 'OR2F2', 'RNF219', 'ZNF653', 'OR2A9P', 'IL13', 'C4ORF50', 'CNTROB', 'PROSER3', 'DSTN', 'TTC39B', 'PAX7', 'AATBC', 'ERCC1', 'TYK2', 'MFRP', 'OR1N1', 'CXORF36', 'PBXIP1', 'PHYHIP', 'SLC15A2', 'HCG18', 'ZNF813', 'ITGB7', 'IL1RAPL2', 'CPTP', 'NAT16', 'LSM3', 'RPL3L', 'SOX3', 'RAB22A', 'MSGN1', 'ENG', 'IPW', 'FMO1', 'FBXL22', 'TNFAIP8L2', 'NLRP1', 'TCL1A', 'DPP9', 'LRFN1', 'DEGS1', 'FIGF', 'TMPRSS11B', 'SPDYE5', 'CBX4', 'IHH', 'ARCN1', 'RNF141', 'DACT3', 'CNGB3', 'API5', 'AJUBA', 'ZNF626', 'DNASE1L3', 'SLC25A18', 'FSCB', 'ASB13', 'GOLGA2P6', 'PDIA5', 'SLC2A13', 'SPATA45', 'REPS2', 'BCL11A', 'EPHA5', 'PSG6', 'CXORF40A', 'PRDM12', 'XKR4', 'SNRPF', 'SLC6A17', 'UPRT', 'METAP1D', 'CCKAR', 'DZIP1L', 'PCDHB5', 'HPCAL4', 'FREM1', 'TSPYL4', 'HSPB7', 'PITRM1', 'NUDT18', 'CLEC2D', 'ACACA', 'ZNF213', 'SNORD19B', 'C1GALT1', 'SFR1', 'DHX37', 'EWSR1', 'PTGES2.AS1', 'RPE', 'TRIM28', 'MAP6', 'GDPD5', 'TRIM37', 'EFR3B', 'SCLT1', 'ACTBL2', 'PCBD2', 'C4ORF22', 'TLR8', 'PAX4', 'PRKD3', 'PTP4A2', 'ZNF611', 'C1ORF100', 'PROS1', 'WISP2', 'PRRC2C', 'FBXO44', 'MRPL46', 'NME1.NME2', 'ELL3', 'STRAP', 'AKR7A3', 'NBPF9', 'TBC1D5', 'NPS', 'CD40', 'TNFRSF14', 'CHD4', 'NT5DC3', 'P2RY12', 'CDK17', 'ST3GAL1', 'ARHGEF19', 'DPH3P1', 'GOLGA2P7', 'NBPF22P', 'AADAT', 'GDE1', 'RAB3C', 'UBQLNL', 'TAS2R19', 'PPP2R1B', 'CADM3', 'MOSPD1', 'SIX1', 'LCMT1', 'INTS4P2', 'PDE1B', 'SMPDL3B', 'PDZRN3', 'FBXO48', 'RPUSD2', 'MAP4', 'SLX4', 'LIN28B', 'PCDHB2', 'MAGEB2', 'SLCO6A1', 'FOXC2', 'ZDHHC21', 'ZCCHC12', 'OR2A2', 'TRIM35', 'PARK2', 'DPH1', 'OR5W2', 'PRAMEF10', 'ESPNL', 'HIST2H2BF', 'EDEM3', 'TPPP3', 'PLA2G2F', 'COL6A4P2', 'ETAA1', 'F3', 'ZNF677', 'TRIM17', 'ABCF1', 'SVIP', 'RAB9B', 'POLR1B', 'TIMM9', 'TEX14', 'APOA1', 'C17ORF75', 'MCM7', 'ECI2', 'TRAF3IP2', 'GJA9', 'OSTN', 'FRMD4B', 'R3HDML', 'EEF1E1', 'OR52B6', 'FAM162B', 'RBM34', 'MMD2', 'HEATR4', 'FOXA2', 'KRTAP5.4', 'ZBTB22', 'SERTAD4', 'TBP', 'JHDM1D.AS1', 'SLAIN2', 'SRSF2', 'PPP6R3', 'PRMT2', 'TMEM155', 'AGAP11', 'SMAD9', 'DKFZP434J0226', 'RAX', 'FAM160B2', 'INSL3', 'GPR173', 'CRBN', 'SFMBT1', 'MCPH1', 'TPM3', 'MMP13', 'C11ORF96', 'OR51G1', 'OR13C4', 'ATF7IP', 'HIST2H2BA', 'C16ORF82', 'HMG20B', 'SPA17', 'OTUD6B', 'OR8G2', 'PSKH1', 'UNC119', 'RAB11FIP5', 'KLF3.AS1', 'CHMP1B', 'RAB8A', 'SVIL', 'ART5', 'HILS1', 'SMAD5.AS1', 'DGKQ', 'OR5B12', 'RSRP1', 'STRC', 'GTF2H4', 'ASF1B', 'LIPM', 'PHKB', 'MGC2889', 'LMX1A', 'INTS7', 'IMMT', 'DLD', 'LANCL2', 'C11ORF52', 'C1ORF68', 'TM2D3', 'RHPN2', 'ADAT3', 'PIK3C2B', 'OPN1SW', 'C7ORF72', 'BASP1', 'ZNF184', 'BTN2A1', 'ARF4', 'ZNF667', 'PAIP1', 'SDR42E1', 'CCDC103', 'MCTP2', 'IFT57', 'TTLL2', 'FAM200A', 'FBXL14', 'DDHD2', 'RAP1GAP2', 'RREB1', 'PCDHB8', 'PDRG1', 'USP53', 'DUSP21', 'VRK3', 'FAM136A', 'CSK', 'LBP', 'AKR1D1', 'ARL6', 'SNORD116.29', 'FTLP10', 'MRPL38', 'C1ORF61', 'TXLNGY', 'ORC1', 'PRSS30P', 'SLC8B1', 'METTL7A', 'ZC3H12D', 'SNORA55', 'SPNS1', 'CYP4F22', 'LPCAT4', 'C20ORF27', 'PNO1', 'RNF182', 'FAM217A', 'NUP37', 'XPC', 'RHOH', 'DPYSL5', 'URB1.AS1', 'TMEM154', 'C6ORF15', 'EVA1A', 'SRPR', 'TIMM13', 'CLEC4M', 'OR51V1', 'HNMT', 'LINC00160', 'TPD52', 'OR5M8', 'TBL2', 'PTGDR', 'EMILIN2', 'CCDC54', 'ZNF426', 'PHF5A', 'C5ORF64', 'DPRXP4', 'FLRT1', 'ANKMY2', 'TPTE2P3', 'SNORA70C', 'DNAJC13', 'LCE1C', 'APOBEC2', 'PCDH7', 'COMP', 'ADIG', 'DENND1C', 'LINC01565', 'MINPP1', 'CDKN2B', 'IDNK', 'DTNA', 'SLITRK1', 'PRKRIR', 'MED1', 'EVI5', 'GLP2R', 'C2CD2L', 'F2RL1', 'GSTZ1', 'GPR82', 'SLIT3', 'STK26', 'ATAD5', 'LAMA5', 'OR2T11', 'KIAA1671', 'ST13', 'COX6A2', 'ZNF41', 'GPC4', 'GMPPB', 'METAP2', 'PCYT2', 'SLAMF7', 'CHRNA7', 'POC1A', 'OR2C1', 'GFAP', 'RASA4', 'ASPHD2', 'FIGLA', 'LACC1', 'SUPT7L', 'PTAR1', 'MIXL1', 'FDXR', 'C7ORF73', 'SIGMAR1', 'ATPIF1', 'KIZ', 'OR51M1', 'CCDC102B', 'PPP2R3A', 'SH2D1A', 'RPGR', 'CENPP', 'SLC52A1', 'OR6T1', 'FHL5', 'DEFB135', 'SLC35E3', 'KRT6C', 'MYO5C', 'RBMY1F', 'IRF2BP1', 'PCYOX1', 'C2ORF57', 'SEL1L', 'BAZ1A', 'ADCY8', 'MEPCE', 'PRR14', 'SMAD3', 'HIGD1B', 'RANGRF', 'ZNF511', 'DTNBP1', 'NFKB2', 'MED29', 'SLC6A15', 'BRICD5', 'SLC17A2', 'GSDMD', 'VSX1', 'MMP23B', 'GPIHBP1', 'PLBD2', 'ZNF226', 'CTAGE5', 'CISD2', 'PGLYRP3', 'ACTRT3', 'CAPN5', 'KCNK2', 'TNFRSF4', 'HDX', 'CCDC78', 'MRPS23', 'ZAK', 'TNS2', 'TPPP', 'AMD1', 'CXORF56', 'EIF4E3', 'ANGPTL6', 'DUSP6', 'IL18RAP', 'SERPINB8', 'PLBD1', 'BLOC1S3', 'PDE12', 'C10ORF10', 'ANKRD22', 'TMEM156', 'SPRR3', 'CAPN7', 'PANK4', 'GDAP1', 'NCBP1', 'CCL7', 'CAMTA1', 'DUSP15', 'TFAP2B', 'APOPT1', 'NFKBID', 'CEP68', 'CARKD', 'SLC35F3', 'SCN1A', 'SEC61G', 'ETFA', 'PRAMEF16', 'UGT2B15', 'HAUS7', 'GABRB2', 'IRGQ', 'C2CD2', 'CD300E', 'GUSBP5', 'LOC284379', 'TSPO', 'PHOX2B', 'ZNF781', 'METTL21A', 'TRPV5', 'DTYMK', 'LRRC56', 'NMS', 'HOXB5', 'MRPL44', 'SERPINE3', 'RPPH1', 'SNORD25', 'KMT2D', 'SLC16A5', 'SNORD115.7', 'ZNF416', 'SNORA81', 'ATP5D', 'TRAPPC2', 'ZNF578', 'MAPKAPK5.AS1', 'UGT3A2', 'OS9', 'TRPS1', 'ZCCHC7', 'SOX2', 'NCF2', 'BEST2', 'PRG3', 'GPR65', 'ZP2', 'TM6SF1', 'SULT1A1', 'POLR2G', 'OSBPL9', 'DRC7', 'TAS2R46', 'LRRC7', 'PHKA1', 'ARHGAP30', 'HMGN3', 'TIFAB', 'TTF2', 'NFYC.AS1', 'CTBP2', 'RDH11', 'APBA1', 'FZD5', 'PTCD1', 'OR51T1', 'KCNS2', 'KRT82', 'OR1J1', 'PIWIL1', 'PCBP3', 'ABR', 'POLA2', 'PRX', 'EGR4', 'DLEC1', 'MANBA', 'PSEN2', 'CSMD3', 'NEUROD2', 'ZNF777', 'ANO9', 'SLC25A51P1', 'SNORD4A', 'SERPINB4', 'LPPR3', 'MAGEC1', 'TMEM231', 'SLC16A11', 'COPS3', 'NDST2', 'RGMB', 'RAB15', 'LARS', 'THYN1', 'TRIML2', 'THAP10', 'SIRT5', 'IL15RA', 'KIF18A', 'ZNF33A', 'EEF2', 'MAGEL2', 'ZSCAN25', 'KANSL3', 'HGF', 'RTN4', 'FEZF2', 'YWHAQ', 'PSTK', 'HOXB6', 'ZNF322', 'FOXRED2', 'PMS2P4', 'KDM4D', 'ENO2', 'OR4D5', 'ABCA11P', 'SEPT7P2', 'TOR1B', 'UNC5A', 'TMEM119', 'TREML5P', 'FIS1', 'SPINK9', 'CD164L2', 'SLC13A2', 'OR2C3', 'HHATL', 'C8ORF33', 'TMOD2', 'MCOLN1', 'NUGGC', 'ZNHIT6', 'SLC26A8', 'PSMC3', 'TSPAN5', 'SERINC3', 'ALG14', 'SLFNL1', 'MCMBP', 'OR2AK2', 'NAP1L5', 'BIVM', 'LRRC69', 'ZBBX', 'ANO2', 'TCIRG1', 'APBB1', 'CRLF1', 'DSCR3', 'LRRC52', 'ZNF19', 'FOXC1', 'FAM3B', 'MDM2', 'RAC3', 'EFCAB6', 'ATP1B1', 'STAB2', 'SNORD116.23', 'MIIP', 'PAX1', 'ZC3H8', 'TOR3A', 'MVK', 'C8ORF34', 'FMO4', 'RNF39', 'SMUG1', 'FAM138F', 'OR7C2', 'MMP17', 'SDC3', 'IFNK', 'ERICH5', 'CXADRP3', 'C12ORF77', 'PSAP', 'ANXA3', 'SUSD1', 'OCRL', 'P2RY6', 'LCN10', 'IL1RAPL1', 'WIPI2', 'TJAP1', 'TMEM9', 'FAM196B', 'RFFL', 'MORF4L2', 'LRP2BP', 'ITGA8', 'KATNBL1', 'ZDHHC14', 'NOXA1', 'FAM209A', 'C9ORF171', 'CBLN3', 'TPTE', 'SCAND2P', 'LINC00341', 'ASB16', 'MFSD7', 'KLK1', 'RAPGEF2', 'ATRNL1', 'ZDHHC22', 'ICOSLG', 'SATB2.AS1', 'REV1', 'TNPO1', 'ATL2', 'LINC01554', 'UQCRHL', 'SNORA8', 'PAIP2', 'EPHA4', 'ARFGAP1', 'FEN1', 'ALOX5AP', 'CCDC82', 'MOGAT3', 'SIKE1', 'ZNF571', 'ANGPTL3', 'KLHL12', 'C14ORF166', 'PER1', 'CABP7', 'SHB', 'RET', 'MYO1E', 'MTHFD1', 'RB1CC1', 'NLE1', 'CEACAM21', 'KRT17P5', 'FSD1', 'RAPGEFL1', 'TSG101', 'WDR81', 'LRRC61', 'ARL6IP5', 'C5ORF15', 'DUT', 'ERRFI1', 'LINC00661', 'CNOT11', 'POGK', 'SLC6A11', 'MAP1LC3B', 'TRIM49D2', 'ARL14', 'OR2AG2', 'C2CD4C', 'SMARCD3', 'FAM109B', 'G6PC3', 'MSMP', 'OR52E8', 'LOC344967', 'MIEF2', 'CCDC177', 'CTR9', 'FOXJ2', 'SNORA66', 'DNAJC30', 'PSENEN', 'VRK2', 'LYPLAL1', 'GPR17', 'SDK1', 'HSPA1B', 'DEFB110', 'TSG1', 'SUB1', 'SIM2', 'DBX2', 'PRKCA', 'RAB42', 'AGGF1', 'ZFP62', 'RPL23', 'SKAP1', 'FOSL2', 'CYP4V2', 'ZMIZ1.AS1', 'ROGDI', 'LOC388955', 'MGC57346', 'C9ORF50', 'SCARNA9L', 'ZNF430', 'MTMR3', 'TBC1D22B', 'HYAL3', 'OR52A5', 'HLCS', 'ZNF222', 'SLC22A1', 'CHD8', 'NFE2L3P2', 'MAX', 'AVPR1A', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.43619721536848943
		RMSE:  0.9218173342266688
		NRMSE:  0.18131733560713392
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5414936126562622
		RMSE:  0.7610450185362576
		NRMSE:  0.2487969592128731
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  LinearRegression
		Pearson Correlation:  0.9084006581647258
		Spearman Correlation:  0.8971419680763077
		Coefficient of Determination:  0.8230277786989667
		RMSE:  0.32358649014985225
		NRMSE:  0.06364801143781516
		MAPE:  225.3776163407442
		Pearson Correlation:  0.07404428565044079
		Spearman Correlation:  0.07091110861731444
		Coefficient of Determination:  -2.0500603898601087e+21
		RMSE:  27753822734.922134
		NRMSE:  9073138296.420979
		MAPE:  1470761225992.8584

	Predictor:  ElasticNet
		Pearson Correlation:  0.6569859113727684
		Spearman Correlation:  0.658756421319637
		Coefficient of Determination:  0.4062146178659609
		RMSE:  0.5927240937148464
		NRMSE:  0.11658617106900991
		MAPE:  219.63557126735824
		Pearson Correlation:  0.12041363879246304
		Spearman Correlation:  0.11157994488709339
		Coefficient of Determination:  -0.19602739452695328
		RMSE:  0.67036301628815
		NRMSE:  0.21915166114882798
		MAPE:  1089.9185313706264

	Predictor:  RandomForests
		Pearson Correlation:  0.4781511401125594
		Spearman Correlation:  0.4916524382732782
		Coefficient of Determination:  0.204676810607339
		RMSE:  0.6859771555793125
		NRMSE:  0.1349286301296838
		MAPE:  343.2800046667745
		Pearson Correlation:  0.11183562501123481
		Spearman Correlation:  0.1327822042668861
		Coefficient of Determination:  -0.05740982127241123
		RMSE:  0.6303200947587865
		NRMSE:  0.20606103329915537
		MAPE:  1140.9873921364558

Protein:  CCNE1
x_train_column_count:  352
x_train columns:  ['MOS', 'TTTY5', 'FAM111B', 'ASB1', 'CST13P', 'PLA2G4D', 'KIR2DL4', 'MSANTD2', 'C2ORF69', 'MED21', 'POLR1C', 'TCAF1', 'PHF14', 'GPHN', 'CCDC97', 'BLOC1S3', 'ZNF304', 'USP40', 'TACC1', 'SLAIN2', 'FAM78A', 'PTP4A3', 'SPIRE1', 'MVB12A', 'KMT2B', 'FXYD7', 'TGFBI', 'PDE6D', 'WFDC10B', 'ZUFSP', 'TTF2', 'AMZ2P1', 'ANLN', 'AFF1', 'ZYG11B', 'TBCEL', 'LOC645752', 'LINC01566', 'HS3ST1', 'DNAJC1', 'PROKR2', 'WFDC5', 'GOLPH3L', 'VENTXP7', 'OGT', 'SKA3', 'OGFOD3', 'CAGE1', 'PRSS16', 'IRF9', 'LINC00606', 'AFAP1.AS1', 'FRAS1', 'PLEKHN1', 'UBE2E2', 'ARL15', 'LRRC71', 'ZNF398', 'GPR32', 'MFF', 'LTK', 'FTH1P3', 'FN3K', 'SLC34A1', 'TAS2R60', 'CFTR', 'HERC5', 'SH3BP5L', 'ENTPD7', 'MPLKIP', 'FBXL8', 'FAM45A', 'MAPT.IT1', 'VWA1', 'GPR19', 'STK32C', 'NR5A2', 'SULT1E1', 'PMM1', 'CCDC64', 'MAPK10', 'MBD3', 'CTXN2', 'PDZD4', 'CDC123', 'SPATA32', 'GABRB1', 'SLC7A13', 'ARHGEF11', 'LGALS13', 'FGF12', 'P4HTM', 'ZGRF1', 'DKK1', 'SNORD53', 'UQCC2', 'ANKRD29', 'ARPC2', 'MT1IP', 'DHRS2', 'LPP', 'ADIPOR2', 'SLC2A8', 'LOC115110', 'POF1B', 'ZNF184', 'SLC23A3', 'PRSS30P', 'CCDC106', 'LIN9', 'VRK2', 'HMG20A', 'VAPB', 'DNAJC2', 'GTPBP6', 'PAGE2B', 'TOP3B', 'FUT2', 'GRXCR2', 'SNORA46', 'MYL6B', 'PINK1', 'MAGEA12', 'FAM21C', 'KMT2A', 'GPR183', 'NBL1', 'PCDHAC2', 'OR2T2', 'POMZP3', 'CXORF57', 'CLN6', 'NLRX1', 'NFKBIZ', 'NOMO3', 'CACNG6', 'TRIM74', 'SIDT2', 'UBL3', 'HRH1', 'MSTN', 'NEK7', 'ADCY7', 'CDH15', 'CRELD1', 'SMIM12', 'FAM208B', 'UNC93A', 'MYBPHL', 'TMEM130', 'OSBPL11', 'RAB11FIP2', 'PPIE', 'NOP58', 'CYSLTR2', 'CPA2', 'GPAA1', 'KIAA1257', 'KLK3', 'ACOX2', 'OR4C45', 'PRAP1', 'PAOX', 'STK10', 'CT45A2', 'HMCN1', 'LENG8', 'ADD2', 'NCOR2', 'DHX15', 'OR2F2', 'ACOT7', 'REEP2', 'XPO5', 'EVI2A', 'PKIB', 'LOC441666', 'MAP1A', 'ZNF397', 'C2ORF15', 'COQ4', 'VAX2', 'ANXA10', 'TUBB8', 'C8ORF82', 'CHRAC1', 'POM121L10P', 'C2CD4C', 'RNASEH2A', 'IFNA7', 'DDX1', 'SAPCD2', 'PAX5', 'CSDC2', 'SUPT4H1', 'KCNH2', 'CYP4F30P', 'ADAMTS16', 'PTK7', 'RALGPS2', 'GATC', 'C20ORF202', 'TATDN2', 'TIAM1', 'MPZ', 'LINC00899', 'HRASLS2', 'FAM83B', 'LGALS8', 'LINC00482', 'SCHIP1', 'TDGF1', 'E2F2', 'LAP3', 'UBE2Q2', 'VANGL2', 'IFNK', 'FAM167A.AS1', 'C2CD2L', 'COMTD1', 'REC114', 'PAQR4', 'DCAF15', 'KRTAP19.7', 'TMED2', 'ZNF524', 'ANK2', 'TMEM168', 'CNTNAP2', 'CWC25', 'SBDSP1', 'GJA5', 'PGA3', 'IMPDH2', 'KIAA1467', 'MPZL1', 'NLRP12', 'PIDD1', 'CATSPERG', 'NDUFA3', 'ZNF688', 'INSM2', 'ABCA8', 'CHCHD2', 'MARCKS', 'CACTIN', 'ZMAT1', 'MEPCE', 'IL13RA1', 'SNORD15A', 'SRFBP1', 'EIF1AD', 'RANBP6', 'TRIM17', 'METTL5', 'UG0898H09', 'ACTR10', 'CXADRP3', 'ZNF19', 'RBMXL3', 'PKD1L3', 'ZAR1L', 'OR5M3', 'XPR1', 'NAP1L5', 'SNORD62A', 'PROP1', 'SLC35B3', 'NEO1', 'OR5AC2', 'VPS41', 'IL1RAP', 'ELP4', 'SERINC4', 'PCDHGB4', 'CKB', 'FBXO2', 'TERF2', 'WDR31', 'SGK223', 'DCAF12L2', 'LY86', 'ERICH1', 'ERICH4', 'BRWD3', 'HECTD2', 'ZP3', 'ABCA1', 'B2M', 'PIK3C2A', 'ADRA1D', 'LCE1C', 'SGCE', 'PCNP', 'TRAF2', 'AP2M1', 'RAB11FIP5', 'MYO1B', 'METTL21C', 'ELOVL3', 'RBM33', 'GPATCH2L', 'NKX2.1', 'MYRF', 'RMI2', 'NAB2', 'ENTPD2', 'LRRN1', 'GKN1', 'ADGRD1', 'TNRC6B', 'PRO0611', 'NRXN2', 'ZNF614', 'PHLDB3', 'C2ORF78', 'PRR23C', 'SAXO1', 'ASAP1.IT1', 'C11ORF70', 'LAMP3', 'FAM9B', 'SLC17A9', 'NCR2', 'RGL2', 'SNORD73A', 'ATP4B', 'ATP2A3', 'NAT10', 'OSBPL10', 'SEC11A', 'MRVI1', 'HCFC1', 'SHARPIN', 'PIEZO2', 'TMEM244', 'SFTA3', 'KLHL28', 'ITGAE', 'SPPL2B', 'OR1C1', 'PTPRE', 'CDH10', 'SNCAIP', 'HIC1', 'PLG', 'SH2D3A', 'CASP4', 'SON', 'WRB', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.3882525061775621
		RMSE:  0.8073510115699897
		NRMSE:  0.1948381908849554
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.2068608862157744
		RMSE:  0.7484097025916991
		NRMSE:  0.3260050104942715
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5224229806426052
		NRMSE:  0.12607644873967835
		MAPE:  105.82433067667067
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010783677474574871
		RMSE:  0.36685077747270034
		NRMSE:  0.1597990928573857
		MAPE:  133.3645349232411

	Predictor:  LinearRegression
		Pearson Correlation:  0.6773500131290323
		Spearman Correlation:  0.5819771662641231
		Coefficient of Determination:  -0.9651005063556828
		RMSE:  0.7323432052029774
		NRMSE:  0.17673654106305411
		MAPE:  165.19451828402381
		Pearson Correlation:  -0.017147682032679426
		Spearman Correlation:  0.3591192732894807
		Coefficient of Determination:  -7.788933838839727e+22
		RMSE:  101835533085.81361
		NRMSE:  44359251246.16179
		MAPE:  2357341446629.65

	Predictor:  ElasticNet
		Pearson Correlation:  0.6513017775826737
		Spearman Correlation:  0.5508403266879777
		Coefficient of Determination:  0.40408191329632326
		RMSE:  0.4032882382239263
		NRMSE:  0.09732563607981425
		MAPE:  75.19340830507065
		Pearson Correlation:  0.4207100161802212
		Spearman Correlation:  0.4076085736729885
		Coefficient of Determination:  0.11207821746094337
		RMSE:  0.3438331047527286
		NRMSE:  0.14977266400345368
		MAPE:  117.19872601408325

	Predictor:  RandomForests
		Pearson Correlation:  0.6039361881298265
		Spearman Correlation:  0.4683644534151674
		Coefficient of Determination:  0.31173739584045335
		RMSE:  0.4334104309850477
		NRMSE:  0.10459503124865403
		MAPE:  88.60737895922658
		Pearson Correlation:  0.35760789468028015
		Spearman Correlation:  0.368103087228749
		Coefficient of Determination:  0.11145999325416067
		RMSE:  0.3439527825020681
		NRMSE:  0.1498247952703176
		MAPE:  116.0724103063349

Protein:  CCND1
x_train_column_count:  859
x_train columns:  ['SNORD88A', 'HSD11B1', 'SDC4P', 'IFNA17', 'LINC00461', 'HCN3', 'GORAB', 'RUFY3', 'HLA.H', 'CLK4', 'GFI1', 'ZNF85', 'KCNK4', 'TNPO2', 'ARHGDIA', 'ZBTB21', 'OR4F15', 'RYR2', 'KHDC1', 'ZSWIM5', 'RIPK3', 'IFT46', 'FAM212A', 'ASZ1', 'LRRC28', 'ZC2HC1C', 'RNF185', 'C1ORF177', 'SMIM4', 'FKBP3', 'POLR3B', 'MACF1', 'LOC400736', 'NRSN2', 'ZNF182', 'PCID2', 'KDSR', 'DNAJC12', 'USP20', 'CENPL', 'BNIP3', 'WWP1', 'NMUR1', 'SLC35A4', 'GRXCR2', 'COL13A1', 'ADI1', 'TTYH1', 'CEACAM22P', 'ZNF136', 'C5ORF56', 'MRPL52', 'ZNF578', 'PDAP1', 'IRAK2', 'SQLE', 'THEM4', 'UTP15', 'RPS28', 'NSUN6', 'SAA4', 'CALN1', 'ASB6', 'TNN', 'FAM95B1', 'PHLDB2', 'KCNH2', 'PCYOX1', 'ATXN1', 'C2ORF27A', 'UMODL1', 'IZUMO1', 'ANKRD30A', 'OGFOD3', 'SERPINB7', 'DDX23', 'TRMT10C', 'ARHGAP19', 'SLC28A3', 'ANKRD19P', 'GINS4', 'EXTL1', 'LRRC19', 'CCDC53', 'PARP4', 'BSND', 'PSMB5', 'POPDC2', 'TMEM109', 'PFN1P2', 'MRM1', 'GRAMD4', 'ADARB1', 'SPHKAP', 'BICD1', 'MEOX1', 'PWP1', 'ERGIC2', 'LCMT2', 'SLCO1B3', 'RNF17', 'N4BP2L2.IT2', 'PANX1', 'ACTA2', 'PLGLB2', 'TMEM219', 'CEP162', 'UBQLN4', 'LUC7L3', 'LINC00239', 'SHOX', 'UBAP2L', 'B9D2', 'RTN4IP1', 'SNTB1', 'SNORD55', 'TGM2', 'GPER1', 'NPFFR1', 'HYLS1', 'SLC51B', 'F12', 'ATXN3', 'CSRP2', 'NDUFAF3', 'SLC5A7', 'AMHR2', 'GFRA4', 'AOC4P', 'ATCAY', 'KRTAP19.3', 'PRX', 'WDSUB1', 'ISL2', 'JTB', 'DDTL', 'PM20D2', 'SIRPB2', 'SEMA3C', 'ESYT1', 'ZNF793', 'GFRAL', 'MAP3K10', 'EVX2', 'SLC38A10', 'COG1', 'FRMPD2B', 'POLR2A', 'ZNF528', 'ARL10', 'SNURF', 'TMEM127', 'FAM192A', 'HIST2H4A', 'SUGP1', 'ZIC1', 'RALB', 'GPA33', 'PRR26', 'LTBP4', 'LINC01001', 'LINC00887', 'DPM2', 'ZNF556', 'SPRY3', 'SLAMF1', 'IFI30', 'MGEA5', 'RAD51AP1', 'EBI3', 'IQSEC3', 'SLC38A4', 'SCARNA9', 'ANKS1A', 'TAS2R1', 'EFCAB8', 'CDS2', 'XAB2', 'TUBB2A', 'RNF214', 'XIRP1', 'TEX14', 'DISP2', 'FAM117A', 'NIPAL1', 'EPX', 'MEF2BNB.MEF2B', 'PTDSS1', 'SLC5A4', 'TTLL6', 'DKFZP434H168', 'CCNE1', 'HBA2', 'A2M', 'C19ORF52', 'HPRT1', 'CD209', 'S100A13', 'TGIF2LY', 'GAS2L2', 'TTC13', 'URB1.AS1', 'TAGLN2', 'RASL12', 'CFAP52', 'ZMYND8', 'PLEKHA5', 'ARHGAP26', 'LINC00152', 'CRYGD', 'STK24', 'TMEM229B', 'NLGN4X', 'LOH12CR1', 'CAND1', 'PPP1CC', 'DNAAF3', 'DNAJC3', 'PTRF', 'C15ORF56', 'CYP46A1', 'RGS20', 'STK26', 'TOMM40', 'MAPKBP1', 'BMF', 'INTS4P2', 'FRMPD1', 'TBCCD1', 'ZNF33B', 'PSMA7', 'TRIM25', 'PPWD1', 'SNORD116.1', 'SOCS7', 'SNAR.H', 'VPS13C', 'KIF13A', 'KIN', 'WAS', 'ITPRIP', 'MCUR1', 'NAGLU', 'GPAA1', 'LSM5', 'H2BFWT', 'FOXS1', 'KRTAP1.1', 'USP39', 'TTC5', 'IMP4', 'RNF31', 'IL27', 'RBL1', 'C9ORF43', 'ZIC3', 'RBM15B', 'QSOX2', 'CD24', 'SCN5A', 'RCN2', 'SPATA7', 'SEC24A', 'TAPT1', 'EMILIN2', 'SNORD116.11', 'SNORD116.27', 'FBXO31', 'ACVR1C', 'TMEM184B', 'ASH1L', 'SLC17A7', 'GDE1', 'CUL7', 'IFNL1', 'VN1R1', 'ABT1', 'IGLL1', 'DDX11', 'ACBD5', 'TMEM60', 'METTL7B', 'TIMM10', 'BRPF1', 'MMP15', 'CNR2', 'MAP7D2', 'SNRNP40', 'ARMC8', 'IFNA8', 'PLIN5', 'PCDHGB5', 'GAD1', 'JADE2', 'PRDM2', 'TRMT2B', 'FAM13C', 'CANX', 'MYLPF', 'FAM150A', 'STX16', 'OR52E2', 'CCDC54', 'MGMT', 'CYLC1', 'GJC3', 'TSC2', 'POU1F1', 'OR4D5', 'CYHR1', 'SLC9A4', 'DBIL5P', 'FBLN7', 'NTN4', 'LDHAL6B', 'CCDC40', 'CCL2', 'SNORD77', 'INE1', 'ATP1A1.AS1', 'CP', 'NUAK1', 'GPR161', 'F2R', 'UBXN6', 'GYPA', 'IFNA16', 'SMYD1', 'SNORD126', 'SRBD1', 'TFCP2L1', 'ALG11', 'MFSD6L', 'AK8', 'VSIG10L', 'SCARNA15', 'CRYGS', 'IGSF9B', 'CCNH', 'EPB41L4A.AS1', 'LINC00303', 'ABCB6', 'CEP104', 'TMEM199', 'TMEM141', 'CDH20', 'RXRG', 'USP6NL', 'LILRB2', 'WDR90', 'GPRASP1', 'NUP107', 'TOLLIP', 'CTDSP2', 'SPRR2F', 'CGB2', 'CPN1', 'SF3B5', 'DOC2A', 'ATP7B', 'RBM4B', 'XRN2', 'RPA3', 'LPPR1', 'CWH43', 'NAA40', 'MMS22L', 'LRRC6', 'PWP2', 'TMUB2', 'OR9Q1', 'RELB', 'KIF14', 'ZSCAN18', 'UVSSA', 'SPINT3', 'CDH11', 'SPAG5', 'H1FX', 'RPN2', 'PIK3R2', 'COA4', 'CHM', 'KLF1', 'RAMP2.AS1', 'ITFG1', 'CLSPN', 'CHODL', 'NACAD', 'CDS1', 'TLR2', 'DANCR', 'TTC14', 'MIXL1', 'C3ORF35', 'ZSCAN12', 'WIPF1', 'KIAA1804', 'KCNQ1OT1', 'SNAP25', 'LLGL2', 'TMEM121', 'SORBS3', 'SUPT20H', 'C12ORF75', 'SIX1', 'SNORA81', 'ADAD1', 'SLC11A2', 'SYTL1', 'SFTPB', 'SCNN1A', 'MRPS22', 'GNB2', 'RAB37', 'KLHL15', 'SAMD8', 'CDH22', 'GTPBP2', 'DDX12P', 'AMZ1', 'CECR5', 'IPO4', 'DZIP1L', 'CRISPLD1', 'ALDH3B2', 'CATSPER1', 'ZNF287', 'LRCH3', 'C17ORF102', 'PDE4DIP', 'DAP', 'SNORD116.12', 'ARSD', 'CITED1', 'SORBS1', 'PROC', 'PRRG4', 'DAB2', 'HNRNPA1P33', 'GOLGA6L6', 'KLKP1', 'COL20A1', 'HIST1H3J', 'GP2', 'MRE11A', 'GSTM2', 'SNRNP70', 'AGAP4', 'PABPC1L2B', 'HNF4G', 'ZSCAN31', 'BCL10', 'BPIFB2', 'C7ORF61', 'RADIL', 'PDE6G', 'RFPL3S', 'LINC00634', 'FOXI3', 'SERP2', 'KCNT1', 'NAPRT', 'TMLHE', 'IFIT5', 'GNPNAT1', 'C7', 'NUDCD3', 'CTAGE6', 'PIGQ', 'RPL3L', 'NAALADL1', 'COX17', 'NSA2', 'CCRL2', 'PRSS3P2', 'SNORD71', 'CDC42BPB', 'DNAH5', 'SQRDL', 'SOAT1', 'KLF4', 'PPP1R3A', 'SYNC', 'INTS4P1', 'IL10', 'ABHD3', 'RNF13', 'GAL3ST1', 'FAM201A', 'FBF1', 'NCKAP1L', 'SNORA71A', 'LCN8', 'IGFBP4', 'SNAR.C3', 'LARP6', 'ZNF416', 'RENBP', 'IBSP', 'TMEM179B', 'DIXDC1', 'UNC5B', 'DTX2', 'RPRD1A', 'IFITM5', 'C1ORF123', 'TACC2', 'TXNDC12', 'PSD2', 'STARD5', 'MTOR', 'WBP4', 'ANKS6', 'HYI', 'LOC100128573', 'ZBTB25', 'SIRPG', 'MESTIT1', 'SUPT5H', 'YLPM1', 'NKAPP1', 'TUBE1', 'CCHCR1', 'ANKRD10', 'PAX9', 'HMMR', 'RHOBTB1', 'CLK1', 'LOC284023', 'LINC00597', 'PIGY', 'ARHGAP33', 'EIF4A1', 'KRT80', 'OR4F6', 'HIRIP3', 'DIRAS2', 'MTTP', 'LIPT1', 'ABCC1', 'THOC6', 'TAMM41', 'CDC42SE1', 'RAB1A', 'HOXB7', 'OIP5', 'DGAT2', 'LY6G5C', 'LILRA5', 'PI4KB', 'MMRN1', 'PCDHA13', 'ATF3', 'DYRK2', 'DLEC1', 'PSG11', 'AGAP2', 'RAB3C', 'C8ORF22', 'FNDC5', 'HIST1H3I', 'HPCA', 'OR14J1', 'SNORD4A', 'LSR', 'SDHAF1', 'ZNF177', 'CAPS2', 'SNORD90', 'SPTSSA', 'RSBN1L', 'STOML1', 'CANT1', 'FOS', 'OR8J3', 'PCDH18', 'PAXIP1.AS2', 'OLFM1', 'DOK6', 'CYTH4', 'CTRB2', 'ADGRF1', 'CCDC96', 'LIMD2', 'GNAI2', 'COMMD2', 'NUDT8', 'OR5A1', 'OR6C4', 'OSGIN1', 'PTGR1', 'HOMER2', 'MAGEB10', 'HTR2C', 'HIP1R', 'ANGPTL1', 'TMEM89', 'HCG9', 'GOSR2', 'SLC13A1', 'ZNF804B', 'OSBPL8', 'ERO1LB', 'SLC17A9', 'DPYSL3', 'OR5K4', 'ARID4A', 'PRADC1', 'ADGRD1', 'MS4A10', 'WBP1', 'GDF15', 'GSG1L', 'NUTM2F', 'THEG', 'CROT', 'ANP32A', 'C11ORF86', 'FAM168B', 'BHLHE22', 'VHL', 'NSUN2', 'SNX17', 'RAB33B', 'SLC10A5', 'ELF1', 'ZNF324B', 'TMEM207', 'POLR3A', 'BIN2', 'TFR2', 'VSIG10', 'CAPN6', 'PCDH1', 'UBE2D1', 'OR4K15', 'INSR', 'ASGR2', 'UCN3', 'OR2Y1', 'SNAPC5', 'METTL5', 'TCHP', 'CCDC88A', 'DHODH', 'FAM83F', 'CPD', 'NAA11', 'CXORF65', 'TXLNGY', 'AKNAD1', 'PQLC3', 'FAM183CP', 'ATXN8OS', 'LINC00593', 'GABRA4', 'NPHS1', 'RBBP6', 'KRT40', 'POMC', 'GAR1', 'CEP41', 'GALNT18', 'ORC3', 'CNOT8', 'GBP3', 'SBNO2', 'PMCHL1', 'KRTAP13.4', 'BSG', 'SRP72', 'HCG4B', 'AGO3', 'ZNF44', 'SUN5', 'ADCY8', 'RAB22A', 'NDC1', 'COLEC11', 'SELENBP1', 'SMAD5.AS1', 'ADPRHL1', 'CCNB1', 'KIF22', 'DNASE1L1', 'SNX32', 'THBS2', 'MSN', 'PPFIA3', 'IER5L', 'HNRNPL', 'RARS', 'CFAP126', 'PTP4A3', 'ZNF653', 'CTPS2', 'C21ORF91', 'KRTAP19.1', 'SUMF1', 'SSPO', 'RNY5', 'PPM1G', 'ISY1', 'BCKDHA', 'MDC1', 'SLC11A1', 'DOK7', 'OR5T3', 'RIT2', 'RNF125', 'ARHGEF39', 'C9ORF40', 'LINC00470', 'KRT1', 'CACNG2', 'EN2', 'NPEPPS', 'PALM2.AKAP2', 'TOM1L2', 'MOXD1', 'SNORD114.4', 'CACTIN', 'PACRG', 'TCTE1', 'CYFIP1', 'SPESP1', 'SLC25A42', 'MYL10', 'SH3RF1', 'CLDN25', 'PRR7', 'RBM11', 'TCEAL6', 'LAIR1', 'GAB1', 'VN1R2', 'MAP6', 'SOX30', 'RAB5B', 'SNORD116.24', 'ACADL', 'CHI3L1', 'DBF4B', 'TEN1', 'BMP15', 'BIN1', 'SNORD80', 'LINC00202.1', 'PRPF18', 'KLF7', 'MAPK10', 'VEPH1', 'SNAR.G2', 'VTI1A', 'NTAN1', 'ADRA2B', 'ZNF492', 'WDR35', 'PLAUR', 'ARHGEF5', 'RAET1G', 'PCGF1', 'ATAT1', 'ZNF879', 'PSKH1', 'SNORD38A', 'AP3M1', 'MLXIP', 'INSRR', 'GRM3', 'MGAT4A', 'KHDC1L', 'BDP1', 'LOC646762', 'LRGUK', 'ESRP2', 'GPX6', 'LGALS3BP', 'MKKS', 'APOF', 'GOLT1A', 'KCTD2', 'CEP57', 'TRIM42', 'SLC25A51P1', 'ADAMTS10', 'FAM171A2', 'OR4K1', 'IGFBP6', 'EID2B', 'MBNL1.AS1', 'ATP6V0C', 'PNPLA6', 'LIMK1', 'FBXL15', 'NAGK', 'EPC2', 'RNASE6', 'WDR11', 'EFS', 'DLL1', 'OR2T33', 'PTPRVP', 'BCL7C', 'MYO15A', 'UBFD1', 'CPA1', 'NRP2', 'BPHL', 'C12ORF76', 'C10ORF67', 'PLEKHG1', 'CATSPERB', 'LRFN4', 'IMP3', 'CBLN1', 'P2RY11', 'PRPF38A', 'PRAMEF10', 'RNF4', 'ADAM23', 'TRA2A', 'GREB1', 'DEAF1', 'BNC2', 'BCLAF1', 'ARHGEF40', 'ZBTB40', 'PPBPP1', 'SYNPO2', 'G2E3', 'GPM6A', 'NUPR1L', 'CHD3', 'ERC2.IT1', 'SCARB2', 'ANKEF1', 'RELL2', 'RWDD4', 'FBLN2', 'IKZF3', 'DOCK7', 'HHLA3', 'TRPM7', 'ZNF660', 'CD52', 'TCEAL4', 'TOPORS', 'FZD8', 'PREX2', 'RIMKLA', 'SERTAD1', 'UGT2A3', 'NRXN2', 'SSR3', 'SNHG12', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.44064885869713843
		RMSE:  0.2936537728092399
		NRMSE:  0.17653615611766113
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6507167710215811
		RMSE:  0.2694738938084911
		NRMSE:  0.2553456206196082
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  LinearRegression
		Pearson Correlation:  0.8341555706139011
		Spearman Correlation:  0.8011996706553319
		Coefficient of Determination:  0.4140709194914517
		RMSE:  0.18727467057365912
		NRMSE:  0.11258411620255807
		MAPE:  340.2412279533715
		Pearson Correlation:  -0.03438038008114727
		Spearman Correlation:  -0.19874431876076926
		Coefficient of Determination:  -1.199602300061613e+23
		RMSE:  72643884772.90518
		NRMSE:  68835231418.51854
		MAPE:  6063692835287.606

	Predictor:  ElasticNet
		Pearson Correlation:  0.4881555226293874
		Spearman Correlation:  0.49866810262559746
		Coefficient of Determination:  0.1705841975051523
		RMSE:  0.22281409887137105
		NRMSE:  0.13394939273987994
		MAPE:  580.3673045745892
		Pearson Correlation:  0.16911138832859363
		Spearman Correlation:  0.1672913627351962
		Coefficient of Determination:  0.02538978980992812
		RMSE:  0.20705984968099478
		NRMSE:  0.1962038885287017
		MAPE:  416.3942504555589

	Predictor:  RandomForests
		Pearson Correlation:  0.5021902903428627
		Spearman Correlation:  0.45712549524143054
		Coefficient of Determination:  0.1352962941143575
		RMSE:  0.22750459637161513
		NRMSE:  0.13676918419377856
		MAPE:  580.0111289057953
		Pearson Correlation:  0.15616129603955595
		Spearman Correlation:  0.11421353659473035
		Coefficient of Determination:  0.021344840479886495
		RMSE:  0.2074890876304352
		NRMSE:  0.19661062191962247
		MAPE:  449.7956078503113

Protein:  ERBB2
x_train_column_count:  665
x_train columns:  ['PABPC4L', 'OSR1', 'LRRC2', 'SUSD5', 'UBE2V2', 'SMAD1', 'STK32C', 'CYP19A1', 'MYO18B', 'C10ORF25', 'KCNE5', 'DMXL2', 'MS4A3', 'FAM27C', 'CD200', 'C2ORF49', 'ASGR1', 'CCT3', 'ATMIN', 'RECK', 'TRA2A', 'FAM43B', 'CDC42BPA', 'FUOM', 'TNFRSF17', 'CDH15', 'SPTLC1', 'C9ORF40', 'SYNE1', 'ENG', 'RPS25', 'NQO2', 'SYNM', 'OR10A4', 'SNRNP70', 'THRSP', 'FAM186A', 'CDK15', 'TMEM170B', 'SLFN14', 'EPB41L4A.AS2', 'ALOX5AP', 'IFNGR1', 'CCNB1IP1', 'PIEZO2', 'GSTZ1', 'GDNF', 'SRP9', 'ZNF484', 'JMY', 'RNF115', 'AKAP6', 'RHOU', 'ARMC7', 'LPAR6', 'ANGPTL5', 'ACAN', 'AGAP2.AS1', 'PAXIP1', 'NKAIN2', 'MICALCL', 'FLT3LG', 'MCEMP1', 'BPIFB3', 'AKAP3', 'LIPA', 'EPB41L2', 'EPHB3', 'NCOR1', 'SPA17', 'TAF2', 'ZC3H12D', 'ZNF10', 'ATP6V1C2', 'ERC2', 'SPIN2B', 'RASGEF1A', 'GRIK1.AS1', 'DENND1B', 'PPCDC', 'VPS28', 'TCEB3B', 'MAGEB18', 'ACBD5', 'SNORD115.38', 'TXNDC11', 'NDNF', 'DYNLT3', 'SLC39A2', 'ZNF529', 'SNHG5', 'ZC3H12A', 'SLC26A4.AS1', 'ZEB1', 'LBX1', 'P4HA1', 'ATXN10', 'SGSM2', 'HERPUD2', 'ADORA2B', 'MOS', 'KIAA1429', 'DDX53', 'WSB2', 'LDHA', 'ZNF429', 'OTOA', 'VPS26B', 'GGACT', 'CCDC64', 'DPCD', 'NPS', 'OR6C2', 'LPA', 'TOX2', 'VDAC2', 'FAM27B', 'PPIP5K2', 'CNOT7', 'LGALS3BP', 'CLCA4', 'TTYH3', 'CMA1', 'KLHL12', 'TP53I11', 'TAS2R39', 'BSND', 'TOM1', 'PON2', 'KLRC1', 'DKFZP434A062', 'MSX2P1', 'MFI2', 'TEX26', 'NUP153', 'ZNF273', 'TMEM119', 'ZSCAN4', 'C10ORF128', 'CCL15.CCL14', 'MALAT1', 'MAGI2', 'SLC22A18', 'UTF1', 'GKN2', 'TNFRSF11B', 'TTLL9', 'SNORD114.10', 'LINC00608', 'PEPD', 'CLRN1.AS1', 'CD8B', 'C20ORF24', 'MGAT4C', 'LOC727896', 'LINC00661', 'GTF2A1L', 'PCDHA2', 'BID', 'AOC2', 'ACY1', 'GUCA1C', 'GLI2', 'CDC6', 'C10ORF95', 'ACTA2', 'DCLRE1C', 'MAPK8IP1', 'FGF20', 'ABI2', 'CCDC113', 'HSPA5', 'VPS4A', 'CLEC10A', 'FAM200A', 'SNORD15A', 'ANP32C', 'RXFP4', 'NOVA2', 'SLC7A10', 'HOXA9', 'OR4C16', 'SLITRK5', 'ZSWIM5', 'SNORD116.10', 'LEUTX', 'CDKL4', 'PTPN2', 'LIX1', 'LEFTY1', 'UIMC1', 'ZFAND3', 'RCCD1', 'RPL41', 'TK2', 'ATP6V1D', 'MFSD4', 'ALG10', 'MYCN', 'NDUFV1', 'NFYC.AS1', 'FAM155A', 'PIP5K1A', 'CNTF', 'CFLAR', 'LINC00493', 'ZNF561', 'OR5M1', 'ERN1', 'C14ORF39', 'CADM4', 'ID2', 'LYN', 'EPHX2', 'ATP11C', 'BRPF1', 'USP7', 'PRR15', 'AIF1L', 'APRT', 'ADAM12', 'SLC46A1', 'EHD4', 'GBP7', 'IL13RA1', 'TRIM32', 'ADAMTSL2', 'TMPRSS4', 'ORM1', 'MPPE1', 'CALHM3', 'NID2', 'GPX6', 'UBALD2', 'MYO1F', 'PSMB5', 'CCR7', 'PRMT5', 'GPRASP2', 'COX4I1', 'TPTE2P6', 'OR13C2', 'LRGUK', 'TM9SF2', 'ZCCHC10', 'TNFAIP8L2', 'DDC', 'RAD51D', 'ST8SIA6', 'MAOB', 'GTF2IP1', 'USP18', 'TMEM69', 'CALCA', 'NBEAL1', 'GLA', 'COMP', 'AGAP2', 'HRSP12', 'RBM42', 'PYDC1', 'INCA1', 'CARD11', 'MXD4', 'TARP', 'FUBP1', 'RXFP2', 'NLRP8', 'HIATL2', 'SNAP23', 'FAM225A', 'SMPD3', 'BMP15', 'CENPU', 'TMEM106C', 'CHKA', 'MBTPS2', 'RPIA', 'KANSL2', 'CT83', 'UBE2F', 'BUD13', 'GIPC1', 'SNORD114.27', 'TP53I3', 'PMCHL1', 'TCHHL1', 'IZUMO2', 'TFF1', 'MYLIP', 'MORN2', 'NDUFS5', 'IMMT', 'KAT7', 'RAB11FIP1', 'SLC25A12', 'FAM49A', 'CPSF1', 'GRB2', 'CCDC130', 'TSPAN12', 'GPATCH4', 'C14ORF119', 'KPNA7', 'TTL', 'PLEK', 'PHYHIP', 'ABCB5', 'PACRGL', 'KRT78', 'CST6', 'TSPAN18', 'FLJ36777', 'C9ORF114', 'SORT1', 'DZIP1', 'C4ORF3', 'CCDC167', 'SIX6', 'GVINP1', 'FUT8', 'ABHD16A', 'POSTN', 'PEX11G', 'PDHB', 'CHRNA10', 'ZNF778', 'DNASE2', 'KLK3', 'ACTR3B', 'SCAF4', 'SNORD90', 'OR10A7', 'WDR90', 'SNORD50A', 'AES', 'SNORD65', 'TMTC3', 'DNAJB13', 'GNLY', 'HNRNPA3', 'OR8I2', 'PADI3', 'HSPBAP1', 'TRIOBP', 'KHSRP', 'NAALADL1', 'HNRNPD', 'IL18RAP', 'TIMP2', 'NBEAP1', 'DIMT1', 'ATPIF1', 'KIAA0753', 'TAS2R46', 'OR5B17', 'CCT7', 'TPRG1', 'PARD3', 'CALM2', 'REXO2', 'OR6P1', 'MDM2', 'LINC00160', 'PADI6', 'PCDH8', 'IQCF5', 'ADAM18', 'LPCAT3', 'RABL2B', 'B9D2', 'ATG12', 'RTP1', 'C3ORF33', 'WWOX', 'TPM3P9', 'SYS1', 'NCMAP', 'KIAA1919', 'OR6C76', 'KCNG3', 'CPSF4', 'LOC340017', 'TYMSOS', 'LIN28A', 'OR6M1', 'PIK3C2B', 'GNAQ', 'UBE2I', 'MFSD2B', 'CARD9', 'HMSD', 'CAP2', 'DUSP5', 'ARID5A', 'LINC00052', 'OR6V1', 'PCSK1', 'IL16', 'PAX7', 'RAB3C', 'PRY2', 'LINC00598', 'HSDL1', 'RPL24', 'MRPS12', 'COPS6', 'L3MBTL3', 'FGF7', 'CHCHD6', 'ZNF613', 'TUBA3FP', 'R3HDM4', 'ATP5O', 'ADAMTS7', 'MIR7.3HG', 'SPDYE3', 'PTPN5', 'PARG', 'RQCD1', 'PRMT7', 'CAPN5', 'ZDHHC8P1', 'TXNDC5', 'MIAT', 'PLCB2', 'SLC5A1', 'TMEM123', 'ZNF461', 'WDR18', 'SYNJ1', 'ARL5A', 'GLMN', 'ARGFXP2', 'FMR1', 'TP53INP1', 'NET1', 'PDPK1', 'KHDRBS1', 'ICA1', 'SNAR.H', 'ADAM5', 'MTHFD1L', 'FSTL1', 'BTK', 'OR51I2', 'HES5', 'MEPE', 'SDR16C6P', 'PDGFD', 'ETS1', 'NDRG3', 'RHBDD1', 'SNORD116.13', 'TERF2', 'ODF4', 'PIK3C2G', 'PCGEM1', 'CYB561', 'MRGPRX4', 'DGKA', 'GPATCH2', 'PRG2', 'THBS3', 'DEFA6', 'GFER', 'KRTAP12.4', 'IL4I1', 'PAXIP1.AS2', 'LURAP1L', 'ATP2A1', 'LINC00634', 'CYP27B1', 'PCDH1', 'S1PR4', 'ZNF800', 'PHLDB1', 'LMO2', 'PRAMEF6', 'CCKBR', 'SNORA41', 'MRAP', 'GABRA2', 'MAPT.AS1', 'CSF3', 'CXCL2', 'CFL1P1', 'UGT1A9', 'FAM181B', 'SESN3', 'CIPC', 'UBE2E3', 'SPTAN1', 'ZNF676', 'FBLIM1', 'FAM170B', 'KIAA0586', 'PDE4DIP', 'PRR30', 'C3AR1', 'ZBTB9', 'CFAP57', 'CRIP3', 'LIMCH1', 'KIAA0195', 'CPLX3', 'METTL13', 'GPR65', 'THEG', 'AKR1C8P', 'ACOT9', 'RGPD6', 'SCAF8', 'SFXN2', 'DPP4', 'C12ORF43', 'KPRP', 'IFFO1', 'DNAH3', 'PCID2', 'CAB39L', 'HPN.AS1', 'LYZ', 'CITED4', 'LAMA5', 'MYO6', 'PMEPA1', 'TUBA1A', 'TRIM40', 'BCCIP', 'MED13', 'OMP', 'MEIG1', 'ZNF133', 'SGK494', 'FAM99A', 'CPEB1', 'SCGB1C1', 'GNMT', 'NEUROD4', 'OR10C1', 'PPP1CB', 'CTRB2', 'CLDN5', 'SLC30A9', 'GCN1L1', 'ZNF347', 'PTPRH', 'FAT2', 'EPB41L3', 'WDR72', 'EAF1', 'TNF', 'DCUN1D2', 'TEAD1', 'POLA2', 'MZT2B', 'SLC1A4', 'LSS', 'SNORA61', 'FAM95B1', 'HGS', 'PHGDH', 'KIAA1456', 'ANXA7', 'TRIM60', 'ROBO1', 'KIAA0895', 'PRR20D', 'NAT8L', 'CYFIP1', 'ACER1', 'TAAR2', 'IRX1', 'PSG8', 'TMCO1', 'OR2J2', 'PGM1', 'ABCA4', 'LCE3A', 'FAM92A1', 'RNF7', 'SLC4A11', 'CA7', 'SNORD11', 'P2RX7', 'HIST1H2AL', 'LEPROT', 'SMYD2', 'TAS2R8', 'BICD2', 'ZNF644', 'KRTAP13.4', 'SIN3A', 'BCL2', 'SHC1', 'MAN2B2', 'PUS7', 'TPD52L2', 'ANKRD53', 'CLEC4C', 'CNIH3', 'ROBO4', 'BTBD7', 'GALNT5', 'EFHD1', 'SPAG16', 'NPR2', 'STX4', 'RPN1', 'ZNF295.AS1', 'PCDH11Y', 'USO1', 'SLC22A16', 'RPL35', 'SIRPB2', 'SLC17A8', 'SNORA68', 'CABP5', 'ANXA13', 'DNAJB14', 'PLEKHG4', 'CHRM4', 'ADAMDEC1', 'TAF11', 'OR13C4', 'COL9A3', 'FXYD3', 'CLTA', 'GNGT1', 'RASSF9', 'ASTE1', 'RYK', 'HES1', 'ZXDB', 'OR1A1', 'ZCCHC8', 'TLR2', 'RPL13AP20', 'KRTAP13.2', 'C3ORF22', 'SNORD27', 'CXADR', 'AFG3L2', 'ZNF236', 'C15ORF57', 'RBM41', 'STRADB', 'LINGO3', 'NUB1', 'ZNF350', 'CIB4', 'METTL23', 'CASC8', 'NPY2R', 'ETFB', 'RARA', 'BRCA2', 'SGSH', 'SLC38A5', 'COX10', 'RAB17', 'BEND3P3', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08695701084953744
		RMSE:  1.023008454816054
		NRMSE:  0.1742863272085548
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1111491455026472
		RMSE:  1.1242523174677488
		NRMSE:  0.20280184671833265
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865388
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792788993

	Predictor:  LinearRegression
		Pearson Correlation:  0.82237635958463
		Spearman Correlation:  0.7225091544343931
		Coefficient of Determination:  0.5841451609144843
		RMSE:  0.6327671412387298
		NRMSE:  0.10780229675089524
		MAPE:  757.0130745816394
		Pearson Correlation:  0.06310252406510408
		Spearman Correlation:  0.27397588228711867
		Coefficient of Determination:  -2.129472160102546e+23
		RMSE:  492168253116.98883
		NRMSE:  88781343011.21814
		MAPE:  9407981575652.137

	Predictor:  ElasticNet
		Pearson Correlation:  0.6622531417309419
		Spearman Correlation:  0.5978565110651454
		Coefficient of Determination:  0.4129720372509674
		RMSE:  0.7518001941639278
		NRMSE:  0.12808153639264833
		MAPE:  1171.1154781884504
		Pearson Correlation:  0.558461541618489
		Spearman Correlation:  0.5559901694416589
		Coefficient of Determination:  0.3045785664478827
		RMSE:  0.8894092648532222
		NRMSE:  0.16043893225579448
		MAPE:  285.2286977095289

	Predictor:  RandomForests
		Pearson Correlation:  0.5680696980918193
		Spearman Correlation:  0.5382708904569781
		Coefficient of Determination:  0.19365853284479828
		RMSE:  0.8811148814426268
		NRMSE:  0.15011242166424635
		MAPE:  725.7730661438853
		Pearson Correlation:  0.45357206329910466
		Spearman Correlation:  0.48861828356534004
		Coefficient of Determination:  0.13025494704308982
		RMSE:  0.9946575803266856
		NRMSE:  0.17942448595257335
		MAPE:  239.317180869333

Protein:  ERBB3
x_train_column_count:  247
x_train columns:  ['UROD', 'PLP1', 'NWD1', 'TMC5', 'MDP1', 'AMELX', 'NSMCE1', 'HIST1H2BD', 'RCVRN', 'KRTAP4.4', 'F13A1', 'G0S2', 'LRRTM4', 'IZUMO1', 'GUCY1A2', 'C1ORF174', 'CHN2', 'SLC2A7', 'MDH1', 'RLTPR', 'GPATCH2L', 'SUSD2', 'CCDC130', 'IL12RB1', 'SUGCT', 'KLHL26', 'LEAP2', 'INTS12', 'PCBD1', 'MAPKAPK3', 'PCDHB15', 'SYCE3', 'ROBO2', 'PAX1', 'FAM83G', 'TRAPPC10', 'BPIFA1', 'YIPF1', 'AEBP2', 'CTPS2', 'NT5DC3', 'CENPBD1P1', 'BTG2', 'TP53I13', 'PCED1B', 'NIF3L1', 'GBA2', 'CFAP20', 'PLA2G16', 'FOXI1', 'DVL3', 'OR52L1', 'LOC100133331', 'SNRNP48', 'PLAC8L1', 'SLC46A3', 'DDRGK1', 'CHML', 'ALG8', 'C7ORF57', 'FAM178B', 'GLRX3', 'CDK1', 'RAD1', 'ATG12', 'KRTAP9.4', 'ATXN10', 'ZNF781', 'ZCCHC24', 'LINC00636', 'ANKRD20A3', 'RAB8A', 'GOPC', 'FASTKD2', 'BRD7P3', 'PPFIA2', 'STOML1', 'PEBP1', 'MED6', 'ARHGEF26', 'RWDD3', 'DEPDC4', 'ERP44', 'SLC22A15', 'LCE1F', 'VHL', 'DHX32', 'TTLL9', 'AGBL4', 'KLHDC7B', 'RPL28', 'PRKAA2', 'KRTAP6.3', 'HNRNPDL', 'FILIP1', 'ZFP82', 'FMO2', 'CMSS1', 'PLA2G6', 'MTFR1', 'SEC24A', 'RNASE10', 'RBBP8', 'AP3M2', 'IRX2', 'FKRP', 'LOC221122', 'FAHD2A', 'MAST4', 'ANAPC2', 'RRP7BP', 'COX7C', 'HS6ST3', 'WIBG', 'CPNE6', 'CA13', 'ZC3H3', 'B4GALNT3', 'BOK', 'ELAC1', 'CELSR3', 'CD8B', 'CACNB3', 'GOLGA8B', 'CT45A6', 'LINC00667', 'AUTS2', 'CDH12', 'TMEM87B', 'BIRC8', 'KCNAB3', 'NR2E3', 'ACOX3', 'USP14', 'NARF', 'RFX6', 'SLFN12', 'TRMT2B', 'ZNHIT3', 'ZNF665', 'SYF2', 'PANK4', 'TMEM147', 'TMEM145', 'ICAM2', 'HRK', 'TMEM2', 'C16ORF78', 'FRG2C', 'BEST1', 'EIF2S3', 'CD27', 'CDKN2A.AS1', 'RAB11FIP4', 'C11ORF87', 'POLR1C', 'RC3H2', 'SYCN', 'TMEM207', 'TUBB4A', 'VSIG2', 'TSC2', 'IL16', 'CHTF18', 'PKNOX1', 'CEACAM22P', 'TLR9', 'ATP6V1E2', 'RALB', 'SLC30A9', 'CDIPT', 'DHRS9', 'GPHB5', 'AFF4', 'SMARCD3', 'FGF3', 'ARHGEF35', 'SGMS1', 'SNX16', 'ATP6V0D1', 'LRRC75A.AS1', 'DHRS7', 'HPCAL4', 'FAM217B', 'ALDH1A3', 'MYO5A', 'MYL3', 'BCORP1', 'RGL3', 'VILL', 'EIF4B', 'FAM185A', 'TMEM126A', 'MOGAT3', 'ZNF843', 'EEF1E1', 'KCNAB2', 'ARL13B', 'KLK5', 'SERPINA9', 'MPLKIP', 'RBX1', 'ULK4', 'RGL2', 'SPIRE2', 'SOD3', 'SNORA45A', 'B3GNTL1', 'SLC4A5', 'SEC16B', 'ECHS1', 'WDR45B', 'SNX1', 'CEP162', 'RXRB', 'PCDHB12', 'BRCC3', 'DMRTC1B', 'PRRT1', 'ZNF157', 'EEFSEC', 'GBP4', 'EEF1A2', 'FBXO3', 'PCNX', 'DUSP6', 'TFRC', 'WFDC6', 'ING1', 'FAM188B', 'LOC728392', 'MSMB', 'EYA3', 'ZMYND10', 'SGK1', 'LHX2', 'TBC1D23', 'VNN2', 'USP6NL', 'SLCO4C1', 'EPB41L1', 'C10ORF71', 'DEFA6', 'TLX2', 'FLJ16779', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19951943522205973
		RMSE:  0.4939516163098853
		NRMSE:  0.17910620018705933
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27774471248359456
		RMSE:  0.5592204608326292
		NRMSE:  0.15547938022732444
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  LinearRegression
		Pearson Correlation:  0.4786916299532047
		Spearman Correlation:  0.4752558110680678
		Coefficient of Determination:  0.2046401709660377
		RMSE:  0.40221900986800735
		NRMSE:  0.14584407889712253
		MAPE:  278.48657466587184
		Pearson Correlation:  -0.16326159366439394
		Spearman Correlation:  0.18504466448761386
		Coefficient of Determination:  -2.1060990883125506e+21
		RMSE:  22703896949.057964
		NRMSE:  6312336678.684358
		MAPE:  164512495675.05255

	Predictor:  ElasticNet
		Pearson Correlation:  0.39588394937348126
		Spearman Correlation:  0.4207498538340636
		Coefficient of Determination:  0.14170744400456847
		RMSE:  0.41782886511899403
		NRMSE:  0.15150419168379728
		MAPE:  221.37080712739157
		Pearson Correlation:  0.18907622583930733
		Spearman Correlation:  0.21001784313766267
		Coefficient of Determination:  0.013760436664680631
		RMSE:  0.49130616868751165
		NRMSE:  0.1365972527107838
		MAPE:  146.21255552237696

	Predictor:  RandomForests
		Pearson Correlation:  0.4352269740400251
		Spearman Correlation:  0.44730237266833256
		Coefficient of Determination:  0.1293842586396653
		RMSE:  0.4208177248132973
		NRMSE:  0.15258794824023514
		MAPE:  223.74577032755542
		Pearson Correlation:  0.1669179180667871
		Spearman Correlation:  0.15028653795365365
		Coefficient of Determination:  0.0091911561102056
		RMSE:  0.4924429723709277
		NRMSE:  0.13691331684741162
		MAPE:  149.0689088587369


Fold:  4

Protein:  RB1
x_train_column_count:  371
x_train columns:  ['FAM189A1', 'IPO7', 'DLL3', 'ABRACL', 'HIRIP3', 'CAGE1', 'GDAP1', 'UTRN', 'EFCAB10', 'TMEM223', 'SSMEM1', 'CCM2', 'GLT8D1', 'PLEKHG7', 'PATE3', 'MAPT.IT1', 'IGF2.AS', 'ZBED4', 'DDX3X', 'DENND2C', 'BTBD2', 'SEC11A', 'GMDS', 'OR8K3', 'ZNF541', 'CCDC102A', 'SPR', 'EPOR', 'ZNF30', 'NANS', 'FLJ30679', 'ACE2', 'TNFAIP8L3', 'MYLPF', 'COL15A1', 'MIAT', 'MLEC', 'UBR3', 'EMC2', 'TMEM196', 'MAP4K2', 'YIF1A', 'IKBKG', 'PTPN20', 'PCP4', 'DOCK9', 'ANTXR2', 'C11ORF68', 'GCNT3', 'PFKFB1', 'FHL3', 'TRA2B', 'SGSM1', 'PRIMA1', 'EDF1', 'SLC4A2', 'GCK', 'POLR3B', 'ZBTB11.AS1', 'ETNPPL', 'LY6E', 'CELP', 'GAK', 'HOMEZ', 'PARVB', 'UGT3A1', 'TUBD1', 'HIPK1', 'CDHR5', 'FGR', 'YJEFN3', 'OR2W1', 'IGFBP3', 'MGARP', 'BRWD1', 'DIS3L2', 'CAMTA1', 'PPIL3', 'C19ORF66', 'IGFBPL1', 'BDNF', 'LINC00917', 'TSPAN14', 'QKI', 'TPBG', 'GP5', 'PITPNA', 'ACVR1C', 'GDF2', 'FAM83C', 'KIAA0101', 'TCL6', 'GLT1D1', 'CLK1', 'KIR2DL1', 'DEFB113', 'GAA', 'CCSAP', 'NABP2', 'ANKRD34B', 'RINT1', 'LCE1A', 'TOE1', 'CD72', 'KIFC3', 'RELL1', 'CPB1', 'LOH12CR2', 'FAM26D', 'GLUD2', 'SMAD2', 'BTG1', 'PSG4', 'BEND2', 'MTHFD2', 'TNPO1', 'EHF', 'ZNF234', 'TRRAP', 'MCAM', 'POLE2', 'GABRA3', 'JADE2', 'EME2', 'MS4A1', 'KLF4', 'SENP2', 'INF2', 'LDAH', 'ZNF468', 'DDX17', 'CNR2', 'GPR155', 'PLIN4', 'CCDC14', 'NLRP1', 'MKS1', 'PPP3CC', 'HAAO', 'RRP8', 'TMEM204', 'SH2D1B', 'CDH7', 'PPIL1', 'ZNF284', 'PDGFRL', 'MPP6', 'TNKS', 'MYL1', 'NR2C2', 'EPHA4', 'TPMT', 'DUSP16', 'NOL11', 'SPRY2', 'SLC22A8', 'PALLD', 'CFAP70', 'SNAPC3', 'KLHDC1', 'EIF2A', 'GTDC1', 'TRIM36', 'CNIH1', 'DCD', 'NDUFAF2', 'C17ORF74', 'PIF1', 'G6PC', 'DUX4L2', 'TMEM87B', 'C3P1', 'GALNT12', 'GPR37', 'SH2B3', 'CCDC186', 'P3H1', 'NDUFS4', 'NPC1L1', 'RAI2', 'SPRR2A', 'SERINC4', 'NFYB', 'RBM38', 'RAB11B', 'EMX2OS', 'TROVE2', 'TAF5', 'OR11A1', 'CPXCR1', 'C12ORF4', 'CXORF40A', 'ANKRD20A9P', 'BRCA1', 'C1QTNF9', 'FGF23', 'TTC4', 'CSPP1', 'STX1A', 'ZFAS1', 'OR2G2', 'SPAG17', 'EIF2S1', 'KRTCAP3', 'C3ORF79', 'FUZ', 'AP3D1', 'CNBP', 'POM121L12', 'SLCO1C1', 'SGIP1', 'LINC01001', 'PNPO', 'GPR26', 'COMTD1', 'GFM1', 'OR5I1', 'LINC01550', 'CSTF1', 'ZNHIT2', 'ARHGEF16', 'RAB27A', 'CTNNA2', 'MRPL54', 'MS4A13', 'PQBP1', 'ISOC2', 'FGF14', 'HPN.AS1', 'CDK15', 'ARHGAP39', 'TUSC3', 'CFAP97', 'EGR3', 'C3ORF62', 'DNAL1', 'ABCG5', 'NFIC', 'MNDA', 'SDHAP2', 'ZNF510', 'PARP9', 'IL36A', 'MRPS10', 'ZNF764', 'ARHGAP9', 'ZNF586', 'STON1.GTF2A1L', 'SH2D6', 'FLNA', 'DDX4', 'YWHAE', 'MRPL3', 'ARHGAP29', 'SLC6A11', 'MARVELD2', 'ATOH8', 'VEGFA', 'C6ORF120', 'MBIP', 'PREX2', 'PGS1', 'MYO3B', 'PRKCA', 'PRR35', 'PWAR4', 'HSP90B3P', 'KCNS2', 'RBP5', 'STK32B', 'LOC100130987', 'PTENP1', 'SNX14', 'PVRL4', 'FAM86C2P', 'INPP5F', 'USP22', 'CEACAM22P', 'HDDC3', 'STON2', 'DHRS2', 'ERCC6L', 'RHOXF1', 'TADA2A', 'INE2', 'HDAC3', 'NOS3', 'BCL6B', 'GKN2', 'CHRM3', 'MOB3A', 'CCDC53', 'TNXB', 'MAPKAP1', 'TUBGCP2', 'PGBD1', 'TAS2R5', 'ZRANB2', 'ARHGEF38', 'METRNL', 'KIF18A', 'PCGF5', 'SPTY2D1', 'PCGF6', 'BTBD17', 'SPNS2', 'CPEB1', 'COL6A1', 'ZNF180', 'PON1', 'LINC01106', 'TMIE', 'SLC25A52', 'MYOCD', 'DHRS3', 'NAPB', 'ADNP', 'GGT6', 'ANP32AP1', 'GOLGA7', 'NDUFC1', 'B3GALT2', 'L3MBTL3', 'GLIS2', 'RBMY1A3P', 'KCTD13', 'PCDHGB7', 'DOCK10', 'OR13C3', 'WDR92', 'TRANK1', 'SFTA1P', 'SNORD88A', 'CSF3R', 'LARGE', 'MTG2', 'OBSL1', 'ENAM', 'KIF1A', 'KLRC1', 'FAM50A', 'COL9A3', 'KIAA2013', 'MOB1A', 'GPR65', 'ITGA4', 'OR9A4', 'RAB11FIP1', 'WDR38', 'CNGA3', 'CDH11', 'CPN2', 'ESF1', 'ATP4A', 'ANKRD26P1', 'MACF1', 'GLDC', 'RAB11FIP5', 'TAAR9', 'GBP3', 'ASIC2', 'GAST', 'OR51T1', 'NEU3', 'GTPBP10', 'TREML3P', 'KCTD17', 'MPHOSPH10', 'APOBEC3F', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0017653619110491459
		RMSE:  0.25173274438657
		NRMSE:  0.09206141909982812
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11040193949010524
		RMSE:  0.1737457828578019
		NRMSE:  0.1664678101960314
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  LinearRegression
		Pearson Correlation:  0.5014014859967668
		Spearman Correlation:  0.4643613815818788
		Coefficient of Determination:  -0.3131745486653561
		RMSE:  0.2882158983960406
		NRMSE:  0.10540370772236711
		MAPE:  1259.1144062176006
		Pearson Correlation:  -0.09715663257070443
		Spearman Correlation:  0.10421114704688571
		Coefficient of Determination:  -3.3144652475389085e+23
		RMSE:  94925064580.58278
		NRMSE:  90948783754.82196
		MAPE:  3423486247951.8823

	Predictor:  ElasticNet
		Pearson Correlation:  0.3252484123629398
		Spearman Correlation:  0.2938781664108796
		Coefficient of Determination:  0.07580000182543634
		RMSE:  0.24179075239258105
		NRMSE:  0.08842552384164024
		MAPE:  244.62177049070823
		Pearson Correlation:  0.10145972151288622
		Spearman Correlation:  0.12012374484134002
		Coefficient of Determination:  -0.08732104352181835
		RMSE:  0.1719305541763166
		NRMSE:  0.16472861895557872
		MAPE:  126.07261999557275

	Predictor:  RandomForests
		Pearson Correlation:  0.42719564939926885
		Spearman Correlation:  0.3520822791999259
		Coefficient of Determination:  0.1008923090718924
		RMSE:  0.23848581981287884
		NRMSE:  0.08721687383443492
		MAPE:  251.047269991439
		Pearson Correlation:  0.03917535519851291
		Spearman Correlation:  0.025025249691392665
		Coefficient of Determination:  -0.10778290750065289
		RMSE:  0.1735407605205415
		NRMSE:  0.16627137596342073
		MAPE:  112.38270723233622

Protein:  CDH1
x_train_column_count:  836
x_train columns:  ['CHID1', 'ZFHX4.AS1', 'AMBN', 'NUDT5', 'CETN2', 'PBX4', 'PM20D1', 'CCDC71', 'BSG', 'SLC17A8', 'TNFRSF10B', 'PPIE', 'HNRNPH3', 'NMRAL1', 'ARL4D', 'WIBG', 'PGBD5', 'DUSP5', 'TATDN1', 'SNX8', 'SF1', 'SORD', 'SIRPB1', 'KDM5B', 'MRPS16', 'NKX2.4', 'GPR18', 'FBXO15', 'CYHR1', 'SUPT16H', 'TBC1D29', 'ZNF23', 'JUN', 'HSPA9', 'AQP4.AS1', 'TMEM169', 'TSPAN8', 'RPS27', 'HS3ST6', 'RMDN1', 'ABCF1', 'USH1G', 'SFT2D1', 'ZNF202', 'SEPHS1P1', 'TBX15', 'TMEM176A', 'STARD8', 'ELSPBP1', 'RTP4', 'SLC39A5', 'GCLC', 'CAPN15', 'LRRC28', 'SEMA5B', 'SAMSN1', 'CDH4', 'FAM197Y2', 'CPO', 'PI4KAP2', 'PLEKHO2', 'PUM2', 'SCG5', 'OR9G4', 'CORO6', 'MED30', 'C1ORF185', 'LINC01106', 'CXCR3', 'MAN2B1', 'FAM168A', 'SYNJ2', 'LINC01559', 'RAC2', 'FAM47A', 'RABEP2', 'LOXHD1', 'CAMSAP2', 'CDK2AP2', 'TRIM58', 'BNIP1', 'IQSEC1', 'CKMT1B', 'CATSPER1', 'SLC10A7', 'RHOBTB3', 'SOGA3', 'SNCG', 'ERI2', 'KRTAP12.3', 'IMPDH2', 'OR2D2', 'LPCAT1', 'MEP1A', 'FAM134B', 'ZNF227', 'ZDHHC23', 'ELF5', 'NLRP5', 'ATF5', 'OR13C3', 'MAN2A2', 'ARMCX2', 'YWHAE', 'ACER1', 'FRMPD4', 'PCDHGB2', 'DIO1', 'PEAR1', 'MALSU1', 'ANGEL2', 'LAMP1', 'METTL17', 'CLDN10', 'NCF4', 'YTHDC1', 'MYOF', 'CHRNA3', 'RBM17', 'TARDBP', 'CNIH2', 'IBA57', 'MPST', 'MRPL42P5', 'NAALAD2', 'SNORD114.22', 'UFL1', 'TTLL6', 'RPLP1', 'GRIN2D', 'TBC1D10A', 'PROS1', 'ITPKC', 'LINC00326', 'TYMP', 'NKAIN4', 'GALT', 'ADAMTS18', 'CNBD2', 'DNAI1', 'MMS22L', 'FAM118B', 'ATP1A2', 'ZNF25', 'RASA1', 'C9ORF64', 'STX12', 'C10ORF55', 'SLC26A3', 'B3GNT9', 'KLHL5', 'KLF13', 'COMMD4', 'PRSS23', 'GRK4', 'CNPPD1', 'TBL3', 'HGC6.3', 'LDLRAD2', 'MTCP1', 'RGS13', 'TEDDM1', 'MYO1F', 'F2R', 'WNT10A', 'C5ORF46', 'DSC2', 'P3H3', 'CGN', 'MYT1', 'PTP4A2', 'MOCOS', 'SSX2', 'MAP3K14', 'DOCK9', 'MIR143HG', 'SLC15A4', 'C2CD3', 'NXPE3', 'E2F1', 'C20ORF24', 'PCDHGA11', 'OR8G2', 'C2CD2', 'CRYBB2', 'AMBP', 'PER4', 'CCDC9', 'WIPI1', 'ANK2', 'NOS2', 'ZNF831', 'VMAC', 'LOC154449', 'MMP16', 'HSPA1L', 'SLC38A3', 'ANKRD20A4', 'C5ORF47', 'SRBD1', 'CAPN1', 'FAM210A', 'GULP1', 'HLA.DRA', 'PLA2G2D', 'DEFB118', 'VHL', 'SMU1', 'OR10G9', 'ACOT6', 'FAM138D', 'KLK10', 'EXT2', 'AP2B1', 'ABCD1', 'MRPS34', 'YBX1', 'N4BP2L2.IT2', 'PRRT1', 'SNORD115.1', 'SLC6A17', 'HSD17B10', 'PMCHL1', 'TNIP2', 'C1QBP', 'HYALP1', 'PRB1', 'GOT1', 'TMEM181', 'WDR63', 'PPBPP1', 'FAM195A', 'SNAI3.AS1', 'MZF1', 'SNORD70', 'CAPS2', 'CARD8', 'ZNF557', 'SIDT2', 'ENDOG', 'SMO', 'MOSPD2', 'MAPKAPK5', 'CEP135', 'ZBTB40', 'ARID3B', 'EIF5', 'HMOX2', 'SYTL1', 'ABCB11', 'BOD1L1', 'PRKCB', 'SNORA14B', 'ULK4P3', 'SEC16B', 'SLITRK1', 'KRT222', 'SPAG17', 'HENMT1', 'PLEKHA4', 'LINC01098', 'MCF2L2', 'TCEAL4', 'SON', 'SCMH1', 'TMEM211', 'GZF1', 'GALR3', 'TERT', 'S100A16', 'CBWD1', 'ATF6', 'EOMES', 'RASSF8', 'MTMR11', 'PKP4', 'FHL1', 'FAM20B', 'KLHDC8A', 'AADACL4', 'ITGA8', 'GNGT1', 'ZBTB8OS', 'MSTO2P', 'MBP', 'CMTM8', 'SRRD', 'STYX', 'CRYGB', 'AGTPBP1', 'YWHAB', 'COX16', 'APMAP', 'CHKB.CPT1B', 'VPS72', 'PPP1R14B', 'METTL7B', 'ZNF823', 'TTC27', 'SNORA9', 'TM7SF3', 'RWDD2A', 'BTBD1', 'TMEM38A', 'AMOTL1', 'PTF1A', 'LRTOMT', 'CREB3L1', 'TXK', 'HMG20B', 'AGER', 'SLED1', 'ARHGEF11', 'VPS26B', 'TEAD4', 'WARS', 'KIAA0922', 'CXORF21', 'HERC5', 'TEX12', 'CCDC81', 'LMNTD2', 'CENPL', 'RAB3IL1', 'TAF1L', 'TAS2R10', 'ARPP21', 'CEP44', 'MFSD11', 'DDX21', 'ITIH5', 'DCAF7', 'WNT2B', 'TTLL7', 'SEMA7A', 'ZNF773', 'ARL16', 'FCF1', 'LINC00298', 'FARP1', 'TNFAIP8L3', 'RNF41', 'DLEU7', 'MYBPC2', 'CACNA1C', 'CDKL4', 'CAPZB', 'STX10', 'TPRN', 'LINC00597', 'LMOD2', 'POU4F3', 'MRPL17', 'ADAMTS6', 'UBE2Q1', 'BMP8B', 'FCGR3A', 'OBP2A', 'NNMT', 'TMEM132C', 'TREML1', 'SMOX', 'NEK4', 'ZNF706', 'ASPRV1', 'VTRNA1.3', 'EHF', 'CHD1', 'CRCP', 'SAMD1', 'SLC6A19', 'C19ORF52', 'SLC48A1', 'PCSK1N', 'PSMD12', 'P2RX4', 'AIF1L', 'ZNF493', 'OR3A2', 'NEDD4', 'SPZ1', 'GRIA3', 'AS3MT', 'MS4A15', 'FAM114A2', 'MVB12A', 'ZNF567', 'FKBP7', 'RAB26', 'CTDSP2', 'ACOT4', 'TDRD3', 'GATAD1', 'TRIM16L', 'ARHGAP10', 'KRT76', 'LINC00304', 'SNORD45A', 'ZNF839', 'BHMT', 'AGPAT1', 'ANKFN1', 'ZNF252P', 'EGLN1', 'EVX2', 'GNAL', 'CCDC108', 'SV2B', 'WFDC9', 'SGSH', 'PRRG2', 'HACE1', 'FBXW8', 'C19ORF80', 'ODF3', 'KRT72', 'IL20RA', 'FUBP3', 'TMEM189.UBE2V1', 'ASAP1', 'KCNQ5', 'HIST1H1T', 'ASB17', 'H1FNT', 'MAP3K1', 'FAM19A1', 'SNHG3', 'PGAM1', 'AGMAT', 'APOL5', 'TUBB4A', 'DYNLT1', 'CCM2', 'FRRS1L', 'UTP3', 'ITGB1BP2', 'GRTP1', 'AFMID', 'FYTTD1', 'NCALD', 'PLAGL2', 'BHLHA15', 'CTSG', 'CHRNB3', 'EMC4', 'CISH', 'STXBP2', 'FZD2', 'STK19', 'MCM2', 'NAT2', 'KIAA1429', 'SPATA6L', 'CNIH3', 'RSPH3', 'SNORD116.13', 'TRIM61', 'NGRN', 'NDP', 'FAM110D', 'TENM1', 'CXCL8', 'USP51', 'ZNF559', 'SIAH3', 'DOC2A', 'ERCC2', 'KRBA1', 'CHRD', 'ZDHHC8P1', 'NDUFAF2', 'TMEM260', 'ALS2', 'RMI2', 'CDH6', 'OXCT2', 'SERPINA4', 'LPAR3', 'MKRN1', 'TMPRSS9', 'TRPC3', 'TWF2', 'PKP1', 'HCG4B', 'CUL9', 'ATG9B', 'ARHGDIG', 'ATP5G2', 'SPIB', 'ASCC2', 'IGFBP2', 'YWHAQ', 'FAM167A.AS1', 'ARHGEF33', 'ARID5A', 'CELF5', 'MYCBP2', 'MYLPF', 'DHRS4', 'HEPACAM2', 'HIST1H2BK', 'SNORD65', 'CLP1', 'ADGRE4P', 'AOC2', 'UBL5', 'PSME3', 'ICOSLG', 'KIF4A', 'SOX1', 'DIDO1', 'RAPSN', 'USH1C', 'SLC4A4', 'DNAJC14', 'ABL1', 'WDFY3.AS2', 'SLC45A3', 'NUP188', 'HOXD10', 'CORIN', 'KLRB1', 'OR14C36', 'AKR1B15', 'SMPD1', 'UBR7', 'TDGF1P3', 'SLC26A2', 'FAM3A', 'FAM105A', 'LRRC8A', 'ARHGAP11A', 'SLC6A9', 'SFRP1', 'RBSN', 'OMA1', 'VEGFB', 'TCTA', 'KRT9', 'ZNF271P', 'XPO4', 'LMOD1', 'ZP2', 'FBXL3', 'THOC6', 'ARHGEF15', 'OGFRL1', 'RGS22', 'FAF2', 'OLFML3', 'AK4', 'HCN4', 'SNRNP25', 'KCNMB3', 'LINC00301', 'WEE2.AS1', 'GPM6B', 'HFM1', 'CRP', 'ARHGEF2', 'IGF1', 'FAM150A', 'OTOA', 'WDR4', 'STUB1', 'MRPL3', 'NCK1', 'SERINC4', 'OCEL1', 'IFNW1', 'CEP68', 'OR5R1', 'FDCSP', 'NMNAT2', 'PNPLA5', 'SLC2A3', 'DAPK2', 'GFI1', 'HIST1H2BM', 'IFT80', 'BCORP1', 'OR6C4', 'GNL3', 'CRAMP1L', 'MAGEA10', 'ARPP19', 'KLHL10', 'PRAM1', 'PPP1R3D', 'LILRA6', 'FRG1B', 'HAUS7', 'ALPL', 'SRP14', 'CCDC66', 'FGF17', 'C2ORF47', 'NME1', 'GPR149', 'KCNU1', 'GPX7', 'CPTP', 'LGALS1', 'PCDHGC4', 'KIF6', 'KIF22', 'HMHA1', 'C6ORF201', 'DNAJC3', 'RGAG1', 'MGC16275', 'COMMD8', 'LINC00238', 'PMS2', 'SPATA7', 'CACNA1H', 'CLNS1A', 'KRTAP9.8', 'KCND2', 'NECAB2', 'RFX7', 'TRPC6', 'GDI1', 'TCF21', 'SLC46A1', 'FAM182B', 'ATP6AP1L', 'KCNJ4', 'ZNF738', 'PHYHD1', 'PIGU', 'DRAXIN', 'SNRPE', 'ECEL1', 'LINC00475', 'PPIP5K2', 'MIF', 'ANKMY2', 'TSTD1', 'DLEU1', 'SPATC1L', 'ZFAND5', 'SF3B5', 'KHK', 'RNF181', 'ALG9', 'NEXN', 'DPP8', 'MEMO1', 'ASXL2', 'CHRNA1', 'GAS2L2', 'PGLYRP3', 'TBRG1', 'CDH8', 'TMEM41B', 'SAMD8', 'RGR', 'KLRC4', 'LINC00923', 'FAM76A', 'SF3A2', 'ROBO1', 'ASMT', 'OR6N2', 'TMEM185B', 'GPR88', 'ISOC1', 'ZFAND2B', 'MAP3K2', 'DPY19L2P2', 'IL21', 'TNFAIP2', 'ST13P4', 'OR7C2', 'MPI', 'FBLIM1', 'MCF2', 'PDCD10', 'ERCC6L', 'SIGLEC16', 'IL17RC', 'OR8G5', 'TRIM37', 'TEX40', 'KDELC2', 'THAP9', 'FAM50B', 'MSH2', 'CX3CL1', 'MYL6B', 'CD27.AS1', 'TRMT10C', 'CYTH1', 'STMN4', 'ASIC4', 'OR5W2', 'GIPC2', 'SUSD5', 'SHROOM2', 'SPANXN4', 'KIAA1549L', 'DNM2', 'TTTY22', 'ZNRD1.AS1', 'SNORD91A', 'GUCA2B', 'INO80C', 'TIGD7', 'STON1', 'FTHL17', 'IRAK1BP1', 'SARS2', 'PIDD1', 'SCNN1D', 'LCN1', 'DIRAS3', 'OR8S1', 'FANCG', 'GTSE1.AS1', 'NFATC1', 'DCX', 'SMARCD2', 'MUC5B', 'RIPK4', 'TMCO3', 'SLX1B', 'SLC35B3', 'EPN2', 'TPX2', 'EAF1', 'ERGIC1', 'NLRC4', 'LRRC29', 'C12ORF49', 'WDR13', 'DEPDC5', 'HEPHL1', 'CDC42SE1', 'KLHL6', 'UBP1', 'DUSP9', 'RPS6KA1', 'OLAH', 'IL1B', 'EVI2A', 'SKAP1', 'C8ORF44', 'ATF3', 'CELA2A', 'LOC642929', 'CYP2U1', 'CCDC25', 'TPP1', 'RAVER2', 'AP3S2', 'CLPSL2', 'FAM69B', 'SPSB2', 'CAMKK1', 'FAM89A', 'NXF4', 'SNORD115.8', 'ZNF322', 'STYXL1', 'CST1', 'C17ORF104', 'SSX1', 'METTL22', 'SYCE1', 'ZIC3', 'UAP1', 'LOC100190986', 'KRTAP5.11', 'PLOD3', 'ZNF641', 'MTHFS', 'ADAMTSL2', 'PYGO1', 'ING1', 'LOC100133050', 'ATP1B1', 'ZCCHC13', 'PDHX', 'ZNF207', 'WDR7', 'TRANK1', 'KIAA1147', 'BORA', 'LRP2BP', 'SNORD121A', 'ZNF112', 'GNB3', 'KRTAP23.1', 'ANKHD1', 'MPV17L2', 'ACTRT2', 'JPH2', 'DDX1', 'KRTAP10.4', 'GPR176', 'CES5A', 'GOLGA8A', 'CD46', 'ABHD6', 'TBX2', 'TTPAL', 'MRTO4', 'GPR3', 'ITPR1', 'C1S', 'MBOAT7', 'TMEM161B', 'PER3', 'LRIT3', 'C5ORF58', 'NF1', 'PLCZ1', 'POLA1', 'C9ORF173', 'LRRC43', 'DEFB132', 'OPLAH', 'SUPT20HL1', 'NME1.NME2', 'CDV3', 'GALNT14', 'DKFZP434H168', 'ZNF503', 'RSG1', 'NUDT1', 'SNAI2', 'ZBED8', 'IL27RA', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1648542010437435
		RMSE:  1.2077311247232185
		NRMSE:  0.19230774891296748
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01787767410405383
		RMSE:  1.1768276141426715
		NRMSE:  0.21349508619837296
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.119011303751291
		NRMSE:  0.17818083878718685
		MAPE:  552.7314487209006
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06543533401046742
		RMSE:  1.204005869039757
		NRMSE:  0.21842565020132743
		MAPE:  371.74257556440244

	Predictor:  LinearRegression
		Pearson Correlation:  0.869456600384241
		Spearman Correlation:  0.8349395772107466
		Coefficient of Determination:  0.6626195635479218
		RMSE:  0.6499716606996255
		NRMSE:  0.10349537605484307
		MAPE:  634.4938188403283
		Pearson Correlation:  -0.035840382994057174
		Spearman Correlation:  0.23208396253814442
		Coefficient of Determination:  -2.508481742365273e+22
		RMSE:  184744079036.91058
		NRMSE:  33515489103.608467
		MAPE:  11268738666622.625

	Predictor:  ElasticNet
		Pearson Correlation:  0.7304345802661693
		Spearman Correlation:  0.7046649283451959
		Coefficient of Determination:  0.503436815162347
		RMSE:  0.7885363758932092
		NRMSE:  0.12555911848240647
		MAPE:  461.11117893158024
		Pearson Correlation:  0.517168574903971
		Spearman Correlation:  0.5090811606129753
		Coefficient of Determination:  0.25168745801180414
		RMSE:  1.0090357842536712
		NRMSE:  0.18305500240442496
		MAPE:  330.11837900793387

	Predictor:  RandomForests
		Pearson Correlation:  0.6082249430624947
		Spearman Correlation:  0.5324169522852709
		Coefficient of Determination:  0.36757237877135795
		RMSE:  0.8898972984174334
		NRMSE:  0.14169887876459877
		MAPE:  244.53110262116468
		Pearson Correlation:  0.668579671301823
		Spearman Correlation:  0.5079528962390303
		Coefficient of Determination:  0.3699485942652653
		RMSE:  0.9258764729721125
		NRMSE:  0.16796859202716022
		MAPE:  229.65306871048435

Protein:  CDH2
x_train_column_count:  474
x_train columns:  ['PSMG1', 'SMR3B', 'LY6K', 'CEBPB', 'CHST8', 'NANS', 'NDUFB6', 'TMEM159', 'CLTCL1', 'GLT6D1', 'VCP', 'SLC9A3R2', 'FBXL3', 'CDH12', 'USB1', 'PSMD5', 'PHF20L1', 'IFIT1B', 'KRBA1', 'OGN', 'PROM1', 'ASPM', 'SCMH1', 'DEFB105A', 'NCF1', 'C10ORF10', 'CDKL4', 'VLDLR', 'RAB40A', 'TM6SF2', 'ZNF567', 'SKP1', 'ZNF839', 'ADD2', 'SNORD57', 'C9ORF163', 'RASA1', 'PTBP2', 'ANAPC15', 'TMEM145', 'RAB22A', 'KIF20B', 'KIF3C', 'GDF6', 'DNHD1', 'RNY5', 'SNX5', 'ZNF366', 'DCAF5', 'GLMN', 'GSTK1', 'DFNA5', 'GIMAP7', 'SEBOX', 'NPPC', 'SLC22A10', 'SQSTM1', 'PRDM14', 'C9ORF142', 'JAG1', 'FLG2', 'SLC34A3', 'CYMP', 'R3HDM1', 'FAM98C', 'SLC12A6', 'SEC1P', 'UBXN4', 'HYLS1', 'CYP1B1.AS1', 'CD177', 'DNAI1', 'TMEM140', 'DEFB115', 'ARL10', 'MED28', 'TIGD7', 'LURAP1L', 'C10ORF88', 'SCARNA12', 'SNAPIN', 'CST4', 'CPEB3', 'OLIG1', 'SNORD58C', 'HIST2H4A', 'ORC6', 'PROSER2', 'UBE2A', 'GUCY1B3', 'PGAP2', 'TEDDM1', 'FOXO1', 'GNMT', 'SNORA26', 'ARL13B', 'C2CD2', 'GTF2H4', 'SLC38A8', 'CLSTN3', 'PTPRU', 'GCKR', 'GDF10', 'E2F4', 'SLC7A6OS', 'NAP1L6', 'AKAP3', 'GFPT1', 'ZCCHC24', 'SNORD78', 'RBFA', 'TAF13', 'TMEM97', 'ADPRHL2', 'FTH1P3', 'OLR1', 'NAPSA', 'AP4S1', 'ALDH1A2', 'SMUG1', 'MRPL40', 'CFH', 'NUDT7', 'MRPS36', 'FAM81A', 'TM4SF1', 'SCAMP4', 'KIAA0125', 'KLK5', 'MT1M', 'FAM66C', 'MT1B', 'MEFV', 'CTHRC1', 'PHYHD1', 'LYPD3', 'AK2', 'NLN', 'MBTPS2', 'LYPD6B', 'SMAP1', 'UGT1A8', 'DUSP5P1', 'DPH3', 'MRPS15', 'ZNF98', 'C6ORF10', 'ATP13A5', 'CDC42BPG', 'BICC1', 'TMPRSS12', 'SASS6', 'TOR1B', 'PAQR8', 'KANK4', 'FOXQ1', 'POLE', 'LRRC14B', 'CEP170B', 'HIST1H2AA', 'PCDH15', 'LCE3A', 'OR4A16', 'HLA.DQA1', 'EIF4E', 'GPR20', 'CTAGE9', 'PRRT3', 'TUBB', 'KRCC1', 'TBC1D2', 'TRIM42', 'AGPAT4', 'CA4', 'EXOSC5', 'NOS1AP', 'JRK', 'DDIT3', 'HSPBAP1', 'MYOC', 'RBCK1', 'EGLN2', 'FBXL15', 'DEPTOR', 'CHP2', 'IL6ST', 'CDC42SE1', 'CDRT4', 'GLIPR1L1', 'MAP3K15', 'KRT39', 'SOCS5', 'MMADHC', 'PAAF1', 'PLCG2', 'SLC6A18', 'OR6C65', 'SBK2', 'SLC22A5', 'ADRA2C', 'VDAC3', 'SNORD116.1', 'SMIM15', 'CXCL8', 'KIT', 'ZFYVE9', 'LOC493754', 'MIF4GD', 'SFT2D3', 'MYOM3', 'GPR101', 'NAT8', 'OR8K5', 'ADAM15', 'PPP5C', 'GPR119', 'ACAD9', 'NPHS2', 'STAT1', 'LOC646214', 'TUBGCP2', 'OR2T6', 'RASGRF2', 'RTCA', 'TGIF2', 'FABP4', 'PCSK1N', 'ATP5J', 'OR2B3', 'VSIG1', 'LOC90246', 'FIBIN', 'CACTIN', 'CCT6P1', 'ZCWPW1', 'NUBPL', 'MEP1A', 'SMAGP', 'CDC16', 'RELT', 'ASAP1.IT1', 'CCDC28B', 'FAM184B', 'YBEY', 'SNORA78', 'TBC1D3P2', 'COLQ', 'ABCC2', 'ACTR3C', 'CYR61', 'GUSBP1', 'INPP4A', 'CERS4', 'MRE11A', 'LHX9', 'NPAS2', 'ASMTL.AS1', 'PIN1P1', 'COPRS', 'ZRANB3', 'KCNT2', 'SEMG2', 'DUSP27', 'FIGNL2', 'SBSN', 'DDX43', 'PSMG2', 'OR1A2', 'PATE3', 'CDC25B', 'NOLC1', 'HERPUD1', 'SNORD115.48', 'PPP1R3G', 'DVL2', 'VPS37A', 'ATP12A', 'DSTN', 'OGFRL1', 'ZCCHC3', 'CEACAM19', 'CSN1S1', 'GALNT1', 'SPSB4', 'OR6B3', 'SYCE2', 'CAPRIN2', 'PRIMPOL', 'GLYCTK', 'TBX4', 'ARSG', 'THUMPD1', 'NT5DC3', 'N4BP2L1', 'TAF10', 'NADSYN1', 'LZTR1', 'OSGIN1', 'STAM', 'WFDC11', 'GTF3C5', 'HIGD2A', 'SNORD51', 'COL6A6', 'ATG101', 'RPL31P11', 'SLC11A1', 'CYP4Z2P', 'KRI1', 'ABCB9', 'INADL', 'SH2B1', 'HEATR6', 'TMEFF2', 'FAM224B', 'PTGER1', 'ZNF826P', 'WDR54', 'SHH', 'COL18A1', 'SLC9A3R1', 'ACPT', 'GLTSCR2', 'ZNF814', 'GALK1', 'CRYM', 'KRTAP4.8', 'DKFZP434A062', 'MCTP2', 'APBA1', 'GOLGA6L9', 'VGLL4', 'RPS6KA4', 'MTG1', 'TMEM161B', 'RXFP1', 'SLC7A2', 'EIF4A2', 'VWA8', 'DCD', 'WWP2', 'LMTK3', 'IL20RB', 'DMRTC2', 'ANO8', 'NPY5R', 'HOXD10', 'EOGT', 'RAB3IL1', 'GOLM1', 'PRKX', 'NCAPH', 'TMEM45B', 'MSH2', 'PCDHGB2', 'NUP107', 'ATP1B3', 'IFNAR1', 'KCNMB2', 'AARS', 'THNSL2', 'SMYD3', 'HNRNPA2B1', 'ABCC10', 'PPP1R14D', 'PAPSS2', 'ANP32B', 'CENPU', 'KRTAP27.1', 'WDR60', 'GATS', 'DNAJC21', 'ARSA', 'SLC2A2', 'CA2', 'ARL8A', 'TIE1', 'FITM1', 'SNORA81', 'PSMD1', 'UBE2W', 'PIGQ', 'METTL10', 'CALCR', 'DAND5', 'DIP2A', 'AIMP2', 'CDH3', 'ATG5', 'NPDC1', 'ZGPAT', 'LILRA1', 'DMRTC1B', 'RSBN1L', 'UBL4A', 'RAD51AP1', 'TAB2', 'IL11', 'ZNF354A', 'IL9R', 'COL15A1', 'HIST1H4C', 'FANK1', 'OTOS', 'ETF1', 'ARL15', 'RPL22', 'CYP2B7P', 'CNOT7', 'CELSR2', 'SLC36A4', 'CLEC12A', 'NUTM2F', 'STXBP2', 'TUBA3C', 'OR5AC2', 'C7ORF49', 'PIK3IP1', 'CPLX1', 'HOXA6', 'CDIPT', 'SMCHD1', 'HCG18', 'TPPP3', 'TFIP11', 'SNORD111', 'GHDC', 'SUMF2', 'VAMP3', 'C5ORF38', 'CORT', 'SSFA2', 'GAGE1', 'ACSM4', 'MAPK4', 'CNPPD1', 'AP1B1', 'PMPCB', 'SNX4', 'TUBA1B', 'ABHD14A', 'LRIT2', 'SNORA21', 'GATA1', 'PLCH2', 'JUP', 'PDRG1', 'PDCD1LG2', 'HIST1H2BK', 'DHX34', 'FBXO22', 'RFXANK', 'RHEBL1', 'SKIDA1', 'CDHR5', 'PHYHIP', 'NUMA1', 'C10ORF95', 'NPTX1', 'DUS3L', 'BDP1', 'PCDHGA3', 'ZNF334', 'FOXD1', 'AATK.AS1', 'TCP10L2', 'CRYBA1', 'PLD1', 'PAH', 'OR13C4', 'MS4A7', 'RCCD1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011628294333081435
		RMSE:  0.38156283556505555
		NRMSE:  0.1382574228440668
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.013534078125908788
		RMSE:  0.33551468363995024
		NRMSE:  0.17308132332546644
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  LinearRegression
		Pearson Correlation:  0.5117304491419483
		Spearman Correlation:  0.5132680336466853
		Coefficient of Determination:  -0.025303041967703832
		RMSE:  0.38413307840599076
		NRMSE:  0.1391887377367892
		MAPE:  2734.0480159684075
		Pearson Correlation:  0.0262042569135507
		Spearman Correlation:  0.25412314645474077
		Coefficient of Determination:  -1.1268569696530274e+26
		RMSE:  3537746837434.8257
		NRMSE:  1825010749367.9714
		MAPE:  219442632508127.84

	Predictor:  ElasticNet
		Pearson Correlation:  0.374051523106415
		Spearman Correlation:  0.3699735292733395
		Coefficient of Determination:  0.11576322127208183
		RMSE:  0.35673019495276553
		NRMSE:  0.12925943726094846
		MAPE:  960.3738178264902
		Pearson Correlation:  0.2318412897958148
		Spearman Correlation:  0.21308744498061075
		Coefficient of Determination:  0.01491992593217728
		RMSE:  0.3307715291529552
		NRMSE:  0.17063448121876687
		MAPE:  230.88858694853263

	Predictor:  RandomForests
		Pearson Correlation:  0.43332386808094475
		Spearman Correlation:  0.3821302931340068
		Coefficient of Determination:  0.11135777231859711
		RMSE:  0.3576177423317529
		NRMSE:  0.12958103570249763
		MAPE:  637.4341435771017
		Pearson Correlation:  0.19493753425707275
		Spearman Correlation:  0.2234317136123892
		Coefficient of Determination:  -0.013887502736710244
		RMSE:  0.33557317639986484
		NRMSE:  0.17311149787455368
		MAPE:  138.04954738083651

Protein:  CDH3
x_train_column_count:  75
x_train columns:  ['ADIG', 'KIAA2018', 'TCAF1', 'ORAOV1', 'TEX2', 'P2RY8', 'ACKR1', 'EFHC2', 'TNXB', 'ITPR3', 'RNF17', 'VPS52', 'NEUROG2', 'FAM186A', 'DNAJB14', 'C12ORF10', 'WTAP', 'CLRN1.AS1', 'ABCA10', 'AP4M1', 'SMC2', 'PFDN2', 'NFIA', 'KCNE1', 'RNF168', 'HSFY2', 'SIVA1', 'ACBD6', 'TMEM19', 'SNORD77', 'MEIS1', 'RNF214', 'GPR1', 'PCDH10', 'GMCL1P1', 'PALB2', 'INE1', 'TMEM135', 'MYT1', 'YDJC', 'NKX1.2', 'SNORD114.8', 'TPGS2', 'SLC39A8', 'SLC5A4', 'DIMT1', 'ATAT1', 'RTN4RL1', 'SPRR1B', 'NINJ2', 'ARMT1', 'S1PR5', 'KARS', 'NGLY1', 'PERP', 'ECEL1', 'SH2B3', 'GPR6', 'CDC14B', 'SNORD30', 'WNT9A', 'TM6SF2', 'SGCE', 'LTF', 'ZNF69', 'NID2', 'CEBPA', 'MTRF1L', 'KRTAP10.6', 'FZD8', 'NBPF6', 'HNRNPR', 'FANCI', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006306553616452382
		RMSE:  0.206558346691537
		NRMSE:  0.1472115018398285
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056823148221427866
		RMSE:  0.21361844422784051
		NRMSE:  0.19012980777528213
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  LinearRegression
		Pearson Correlation:  0.4224162466051482
		Spearman Correlation:  0.41319941782046016
		Coefficient of Determination:  0.17828198625028668
		RMSE:  0.18665473099536173
		NRMSE:  0.13302644853354742
		MAPE:  475.6468952954675
		Pearson Correlation:  0.080735492838657
		Spearman Correlation:  0.2536287190762385
		Coefficient of Determination:  -3.0224072461152603e+20
		RMSE:  3612551774.3635697
		NRMSE:  3215329916.4814506
		MAPE:  128421440713.78624

	Predictor:  ElasticNet
		Pearson Correlation:  0.36416761335501385
		Spearman Correlation:  0.365220693060574
		Coefficient of Determination:  0.10464269694255524
		RMSE:  0.19483895357850858
		NRMSE:  0.1388592396899159
		MAPE:  295.8902917577994
		Pearson Correlation:  0.21584718861886326
		Spearman Correlation:  0.21789415132501785
		Coefficient of Determination:  -0.026137220867789468
		RMSE:  0.2104942852677213
		NRMSE:  0.18734916893721743
		MAPE:  286.81764068317733

	Predictor:  RandomForests
		Pearson Correlation:  0.38713948162257805
		Spearman Correlation:  0.382750441202785
		Coefficient of Determination:  0.12020739591480367
		RMSE:  0.1931380097072297
		NRMSE:  0.13764699866530045
		MAPE:  371.63945426628527
		Pearson Correlation:  0.20295872766955658
		Spearman Correlation:  0.22198861334949854
		Coefficient of Determination:  -0.03816670068200434
		RMSE:  0.21172451002826154
		NRMSE:  0.18844412306483213
		MAPE:  260.32432430051296

Protein:  PTEN
x_train_column_count:  886
x_train columns:  ['CYP27C1', 'ZP3', 'HBS1L', 'VLDLR', 'HOXA13', 'CD38', 'GSTA3', 'SPSB1', 'ERMAP', 'TMEM116', 'CTAGE10P', 'FAM161A', 'GPX3', 'SNAP23', 'ZNF177', 'LRRC74A', 'NUP153', 'PIFO', 'METTL21A', 'HIST1H2BM', 'SAP30BP', 'TELO2', 'VASH2', 'ZMAT3', 'LMBR1', 'SRPK2', 'ZNF831', 'ZNF770', 'EEF1B2', 'ZNF320', 'C20ORF141', 'RNU6ATAC', 'ZMYM2', 'SLC7A10', 'WNT5B', 'SNTA1', 'LOC401463', 'GRAMD1B', 'IGLL1', 'PPP1R10', 'KCNMB1', 'BLNK', 'SART3', 'LINC00628', 'IFT122', 'IFNGR1', 'FAM27L', 'EMILIN2', 'CNTNAP5', 'CACNG4', 'PLEKHB2', 'C1ORF53', 'TRNT1', 'SLC22A12', 'VPS33A', 'R3HDM2', 'AIFM1', 'GUCY1A3', 'CPNE8', 'DUX4L6', 'GAS7', 'CNNM2', 'PWWP2A', 'RHOT2', 'SERPINB3', 'C9ORF16', 'AKNA', 'PCSK2', 'COL6A3', 'FOXQ1', 'CDH11', 'LAMB2', 'TMEM91', 'POMK', 'ANKRD13A', 'CYSTM1', 'CCDC25', 'ANAPC10', 'LINC00518', 'GBGT1', 'TCP10L', 'RASA3', 'PLCZ1', 'SPEG', 'POLB', 'RNF115', 'ATAD3C', 'FAM173A', 'C12ORF74', 'BMS1P6', 'ARF3', 'TARM1', 'ACTL8', 'CFL2', 'ZRSR2', 'RBFOX2', 'BRI3', 'HMGB3P1', 'PNPLA1', 'DLGAP2', 'FRAT2', 'CARD11', 'TCF3', 'FAM189B', 'SPON1', 'CACNG5', 'RFX3', 'VCX3B', 'LINC00893', 'ZNF700', 'OR4K14', 'UBE2D4', 'TEKT5', 'HIST1H3F', 'PRKCD', 'ZNF311', 'RNF5', 'OR5H15', 'DDX3X', 'E2F3', 'MTL5', 'BTN3A2', 'CRIPT', 'RPL7A', 'SYT4', 'TLE6', 'GLT1D1', 'SLC30A8', 'SUSD2', 'FUT5', 'IHH', 'TENM4', 'OR1M1', 'C20ORF202', 'TMEM50B', 'LCE1B', 'BTBD6', 'SPX', 'PTRHD1', 'SUGCT', 'TJP3', 'ZNRD1.AS1', 'XKRY', 'HGSNAT', 'ARL17A', 'ANAPC7', 'ALDH16A1', 'DIP2A', 'PROSER2', 'C19ORF54', 'TAAR1', 'BRWD1', 'BCL2L1', 'CTSS', 'ARF5', 'TRIM33', 'ACTR2', 'GULP1', 'SLC22A24', 'PTPRA', 'PTCHD3', 'FBF1', 'KIAA0930', 'TMPRSS4', 'NOMO2', 'HES5', 'CLDN16', 'C19ORF66', 'DSCR9', 'RNF4', 'RNF144B', 'CEP162', 'TACSTD2', 'FAHD1', 'PIWIL2', 'ITPR2', 'SYT1', 'SNORD56B', 'DEC1', 'C21ORF91', 'DHX35', 'SNORA15', 'ZNF512', 'CDON', 'DDX24', 'SUPT20H', 'HACD2', 'AATBC', 'EVA1B', 'SLC25A53', 'PLCXD3', 'NRSN2', 'SWSAP1', 'NHLH2', 'EXOSC7', 'DUSP9', 'ABCA9', 'RASA4CP', 'RNF130', 'ZNF90', 'RPP21', 'OR8U1', 'FAR2', 'DTX1', 'GK', 'TK2', 'LINC01548', 'DHRS7', 'AKAP8L', 'SH2D5', 'TIMM13', 'CCDC24', 'CABIN1', 'SV2B', 'AFP', 'MAP1A', 'TTC37', 'AMT', 'FAM53A', 'TRDN', 'CEP44', 'OR2W3', 'TERT', 'MTMR14', 'RMDN3', 'TNNT3', 'MPC1', 'DPP7', 'OLIG1', 'MRPL46', 'ZNHIT6', 'PPP1R27', 'LOC646471', 'DSC1', 'C2ORF73', 'NEGR1', 'B3GNT2', 'CENPA', 'RCCD1', 'CCKAR', 'CXORF66', 'NFYB', 'HPYR1', 'SUFU', 'RDH13', 'CMAHP', 'KRTAP11.1', 'DSCR8', 'KLK6', 'CXORF40A', 'TMEM14C', 'COX19', 'EP400', 'GNG5', 'C2ORF44', 'SPACA6P', 'OTOR', 'SCN2B', 'LIN9', 'MSX2', 'SPATA33', 'SMCR5', 'PIEZO1', 'SGOL2', 'TIMM10B', 'MBLAC2', 'NKX2.5', 'STATH', 'HTR1D', 'INTU', 'BCAR3', 'GINS1', 'TTC23L', 'TSGA10', 'IL13RA1', 'RANBP3', 'OGDH', 'USH2A', 'NFIB', 'GSTK1', 'POLE2', 'ROPN1L', 'ADAMTS2', 'ADIPOR1', 'MPDZ', 'TMEM17', 'SLC25A48', 'METTL2B', 'RPL19', 'LCE1E', 'USP17L2', 'MYCL', 'SNAR.I', 'CAPNS1', 'SNORA74A', 'PAXIP1.AS2', 'TMEM79', 'CMC2', 'KCTD2', 'MYADM', 'UBE2Z', 'DUSP3', 'RPS6KA6', 'FAM102A', 'DNAJB6', 'UGDH', 'PDILT', 'SNORD113.2', 'SIAE', 'DEFB121', 'CCDC112', 'LINC00982', 'CNOT1', 'OR10Q1', 'OR5B21', 'ZNF592', 'FOXL1', 'PCDHGB8P', 'CHP2', 'EPB41', 'PCF11', 'SNORD115.9', 'PCP4', 'SSR4', 'TNFRSF10A', 'FRG1', 'DNAH3', 'NAT8B', 'FAM183CP', 'CALHM2', 'ARID1A', 'CDH20', 'ICOS', 'TRMT13', 'ATG7', 'AP2M1', 'RFPL1S', 'BOLL', 'HOXC9', 'KCNH6', 'DNAJC22', 'PRAMEF11', 'SC5D', 'TMEM47', 'CHN1', 'DUX4L1', 'DEF8', 'HORMAD1', 'ANKRD30BL', 'SHISA3', 'PSMD3', 'ARL10', 'MAN2B2', 'TFAMP1', 'AP1S3', 'TCP10', 'NR4A2', 'LOC220729', 'HLA.DMB', 'DMTF1', 'ZNF765', 'PGAP2', 'CFH', 'BLOC1S5', 'TAAR2', 'CASD1', 'PQBP1', 'C1QB', 'C3ORF79', 'PLEKHH1', 'TMTC1', 'RLF', 'COLGALT2', 'EAF2', 'FGD4', 'ANKS4B', 'DYDC2', 'PTX4', 'RAB6A', 'ARHGAP33', 'ERH', 'ADAMTS15', 'C1ORF186', 'DTX2P1.UPK3BP1.PMS2P11', 'ADI1', 'ARMC10', 'HBZ', 'SLC16A11', 'LACTB', 'UGP2', 'SNORD116.10', 'DNA2', 'ZG16', 'ZBTB7B', 'BREA2', 'C6ORF10', 'LRRC40', 'IP6K3', 'SSX3', 'HOMER3', 'CRCT1', 'UBE2Q2P1', 'BACH1', 'LILRA4', 'FNDC5', 'IRF8', 'MRPS7', 'RPTOR', 'TNFSF4', 'PCBP2', 'ISCA1', 'FBXO41', 'TBC1D23', 'TEAD1', 'APBB2', 'SNORA11', 'SELO', 'DLG1', 'RNF148', 'JAKMIP2', 'TMEM25', 'ACOT4', 'ZNF532', 'T', 'DSCAM', 'AP2A1', 'SLC43A3', 'DYNLRB1', 'CETN1', 'CYP46A1', 'EN1', 'ZFP64', 'TSPAN3', 'LAMA1', 'ZP4', 'CCDC57', 'SLC7A8', 'TMLHE', 'CCM2', 'PCDHB7', 'PRR32', 'SNAI2', 'TTTY17A', 'AURKAIP1', 'UG0898H09', 'LRRFIP2', 'REG4', 'INTS10', 'PUS7L', 'HOXB6', 'APOL4', 'KCTD18', 'NR1I2', 'SLC26A4.AS1', 'KLRD1', 'CEP41', 'LINC00669', 'WDR63', 'LAX1', 'CCR4', 'SSTR4', 'LINC00152', 'TUBAL3', 'SERPINE1', 'STRN', 'RXFP2', 'SOWAHD', 'ADCK4', 'SLC2A9', 'EXPH5', 'OR4X2', 'CRMP1', 'BOD1L1', 'MARVELD1', 'ZSCAN23', 'ABCG2', 'MKRN3', 'PNMA5', 'HIGD2A', 'ANKRD32', 'SNORD115.45', 'MAGEB18', 'TSPAN2', 'ASB12', 'EIF3C', 'TM6SF1', 'USP48', 'MBP', 'MSR1', 'CACNA2D4', 'SMNDC1', 'DAPK2', 'SOCS2', 'PTPN11', 'ALG3', 'PABPN1', 'PAK1', 'HIST1H3E', 'PRDX3', 'C7ORF49', 'C15ORF57', 'STAU2', 'ACTL9', 'HLA.DQA1', 'TPM2', 'OR10G9', 'SLC30A7', 'SMIM7', 'MEG8', 'TRPS1', 'AGPAT2', 'IGFL1', 'MANEAL', 'HMBOX1', 'CSRNP2', 'NT5C1A', 'UGGT2', 'OCLM', 'AARS', 'SNX15', 'MT1L', 'MAU2', 'GALNT15', 'CRIP3', 'OTC', 'SLC45A4', 'CDK10', 'TARBP2', 'RASA2', 'LOC727896', 'PRPF38A', 'CENPP', 'PIK3C3', 'SLC22A25', 'TGFBRAP1', 'SEL1L2', 'PPRC1', 'NLRP5', 'DPP4', 'KIF1A', 'NUFIP1', 'DACT2', 'NDUFS2', 'DNMT3L', 'ZZZ3', 'C7ORF66', 'LINC00523', 'PPP1R11', 'TSPO', 'FKBP6', 'EEF1A1', 'RHOBTB3', 'FAM214A', 'ARHGEF2', 'STRBP', 'SPATA31D5P', 'SNORD62A', 'CMTR2', 'WSB1', 'KRTAP9.8', 'KCTD20', 'SUN1', 'TMEM59', 'THEM4', 'KCNA7', 'ZNF576', 'IRX2', 'ERCC6', 'ZP2', 'UBA6', 'A1CF', 'TRAT1', 'TP53', 'C9ORF85', 'ZNF518B', 'SLC43A2', 'BTBD8', 'MROH5', 'TSSC4', 'RNASE11', 'PYGM', 'WFDC10A', 'C7ORF61', 'ZNF92', 'PRDX6', 'F2', 'TACO1', 'OR7E156P', 'TMEM183A', 'QSOX2', 'MUC2', 'SMAD6', 'CRIP2', 'UCHL5', 'VWCE', 'RPS9', 'C9ORF153', 'ATP13A3', 'CPSF3L', 'ACTRT2', 'DCLK1', 'ADAM18', 'GALNT13', 'ZNF853', 'C15ORF61', 'PADI2', 'FGB', 'HOXB13', 'KRTAP19.6', 'TDRD5', 'TMEM18', 'IGF2', 'PDCL', 'CAV3', 'CHM', 'UNK', 'OR10X1', 'SFSWAP', 'GPR183', 'TRAM2', 'SNORD88A', 'COTL1', 'BTN2A2', 'TSHB', 'PCAT4', 'SPEF1', 'DNHD1', 'PRPF31', 'PFAS', 'MEX3D', 'XRCC6BP1', 'MAX', 'POM121', 'MAGEA6', 'NUMB', 'PTK6', 'IARS2', 'FBRSL1', 'POR', 'C6ORF48', 'ZNF687', 'MAGEB10', 'SMIM11', 'RNF113B', 'PDPK1', 'ANKDD1A', 'OOEP', 'SPACA3', 'CSN1S1', 'ATP1B1', 'GATA3', 'IDO1', 'TRAP1', 'EPHA6', 'CCBL1', 'GLS', 'PRSS55', 'EFHD2', 'GBP7', 'IFI27', 'MED11', 'FUT10', 'LRFN2', 'NDUFA10', 'OSGEP', 'QTRT1', 'MMP8', 'BACE2', 'CMTM8', 'FUNDC2', 'TRAPPC6B', 'RGN', 'NCAPD3', 'IFRD1', 'NUFIP2', 'LYN', 'BRD8', 'SHFM1', 'ARX', 'DCAF16', 'FCER1G', 'GYPB', 'OR2G3', 'LARS2', 'NUTM2F', 'DFFA', 'ITPKC', 'OR51S1', 'LUC7L3', 'MAP3K15', 'PIM1', 'TLN1', 'C1ORF123', 'DENND5B', 'XYLT2', 'SFRP5', 'CYP4Z1', 'MCTP1', 'HELT', 'GTF2E2', 'ZNF385B', 'LMF1', 'KLHL32', 'OPALIN', 'KRTCAP2', 'CELF4', 'DPM2', 'NEUROD6', 'CAMK2A', 'MUT', 'CACNB4', 'RAB3B', 'HPGDS', 'PDXDC2P', 'RPL35', 'SLC25A5', 'PCSK7', 'SNORD19B', 'GRB10', 'LPA', 'MPZL1', 'SPAG6', 'ARGFX', 'OR2Y1', 'CEMIP', 'EZH1', 'CD9', 'GAGE2B', 'NFATC2IP', 'C2ORF69', 'OR5AU1', 'PPIAL4E', 'TCAF2', 'PCYT2', 'WNK1', 'GOLGA8CP', 'SDHAF2', 'F8', 'MAGEA3', 'RABEP1', 'CT47A9', 'MSI1', 'NEURL1B', 'TRIM47', 'PRPF4B', 'DOCK3', 'ISM2', 'ZNF704', 'ZNF746', 'FKBP1A', 'RPL19P12', 'GPR107', 'OLFML2B', 'UTP18', 'ITPK1.AS1', 'SDHAP1', 'PTPN5', 'SLC7A3', 'CYP4B1', 'CECR5', 'CYP7B1', 'RRN3P1', 'IFT88', 'MIA3', 'KCNQ1OT1', 'CD3D', 'TMED10P1', 'MFSD7', 'PTGDR', 'LRIF1', 'TBC1D13', 'ICAM3', 'PIH1D2', 'ALG14', 'SNORD59B', 'LIMS3', 'IKZF2', 'TMC6', 'FABP6', 'LIG3', 'CSF3R', 'TCEB3C', 'TANK', 'LHX9', 'ANKRD50', 'TIMM17A', 'NKX6.3', 'SPRYD4', 'TXNDC15', 'LINC00471', 'MYO9A', 'CLDN20', 'LRRC71', 'SUDS3', 'SDHAF3', 'WTIP', 'TIAM1', 'B3GNT3', 'PGBD4', 'PTER', 'ARFGEF1', 'GBP6', 'CD248', 'CAB39', 'RER1', 'DEPDC7', 'GJA10', 'APOBR', 'SUZ12P1', 'GRPEL2', 'SEPT8', 'RFX7', 'TTC9C', 'WASH3P', 'SNORD46', 'CSTF1', 'OR4E2', 'DNAJB7', 'CLDN2', 'KLHDC8A', 'PPP1R9B', 'MCHR2', 'PPIL4', 'ZMAT2', 'UTP20', 'CYP21A2', 'SH3BGRL', 'OR52H1', 'GRAMD2', 'SRRM2', 'ZNF542P', 'SH3YL1', 'CTU1', 'ERBB2', 'CCNL2', 'ST3GAL3', 'MRPS35', 'RAB35', 'DMC1', 'SBDS', 'HERC3', 'RFC3', 'LRMP', 'OXTR', 'CTLA4', 'ULK2', 'PTCD1', 'KDM2B', 'COL8A1', 'CASK', 'TEX28', 'MAGED1', 'SPATA2', 'EVA1C', 'DHX38', 'GGT5', 'TMEM233', 'POTEE', 'KRTAP19.8', 'TMSB10', 'SOD3', 'NES', 'DAGLB', 'RPLP0P2', 'TTTY2', 'KLF14', 'CRLS1', 'SNX24', 'ODC1', 'C22ORF31', 'RPL9', 'WNK4', 'RNMTL1', 'FGFR2', 'TDGF1P3', 'ZNF432', 'FRY', 'LOC100129550', 'HNRNPL', 'C6ORF106', 'REL', 'OR1I1', 'ZPLD1', 'IQSEC3', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04663541191913323
		RMSE:  0.5747314783713694
		NRMSE:  0.11117523181123673
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02346833201832421
		RMSE:  0.7542692946958974
		NRMSE:  0.11793750210239971
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  LinearRegression
		Pearson Correlation:  0.8292125097159042
		Spearman Correlation:  0.7882599584751815
		Coefficient of Determination:  0.6875832766425638
		RMSE:  0.3140034419605462
		NRMSE:  0.06074037487630497
		MAPE:  431.3314429306328
		Pearson Correlation:  0.087541638235505
		Spearman Correlation:  0.24118535291649934
		Coefficient of Determination:  -1.4179464475328358e+20
		RMSE:  8878081720.837517
		NRMSE:  1388176330.3631485
		MAPE:  794180051633.567

	Predictor:  ElasticNet
		Pearson Correlation:  0.5458579777258941
		Spearman Correlation:  0.5278264430128952
		Coefficient of Determination:  0.255312167907752
		RMSE:  0.48479083502417525
		NRMSE:  0.09377724292482499
		MAPE:  375.0491586357564
		Pearson Correlation:  0.24000289805112585
		Spearman Correlation:  0.21874836344592824
		Coefficient of Determination:  0.0500636072885442
		RMSE:  0.7266687548756254
		NRMSE:  0.11362188333603712
		MAPE:  847.6905965075155

	Predictor:  RandomForests
		Pearson Correlation:  0.4596479941169801
		Spearman Correlation:  0.4319563272348848
		Coefficient of Determination:  0.12059748903618883
		RMSE:  0.5268186276940013
		NRMSE:  0.10190703878327169
		MAPE:  315.72837200864655
		Pearson Correlation:  0.18839327234890538
		Spearman Correlation:  0.21450917655994503
		Coefficient of Determination:  0.020451254986305067
		RMSE:  0.737908053296928
		NRMSE:  0.1153792593693891
		MAPE:  518.9273092002088

Protein:  BRCA2
x_train_column_count:  363
x_train columns:  ['FAM71E1', 'TRAF3', 'MUC5B', 'SNORA28', 'LYRM7', 'TBATA', 'MRGPRE', 'AADACL2', 'EIF1AX', 'TTC19', 'TINAGL1', 'NFXL1', 'PABPC1L2B', 'SNORA34', 'CCDC60', 'INTS7', 'TAF1L', 'OR1A2', 'FANCA', 'DUSP2', 'SEMA3B', 'C4ORF29', 'AGO1', 'C14ORF37', 'HIST2H3D', 'CDC42EP4', 'MTHFD1L', 'ZSCAN12P1', 'CDKN3', 'CFAP126', 'CD200', 'TTC39A', 'GOLGA3', 'C2ORF40', 'DSG3', 'MAPK11', 'SUOX', 'TOB2P1', 'RPS14', 'TMEM223', 'PIK3AP1', 'NF1', 'DHX15', 'STYK1', 'DNAL4', 'FAM167A', 'TMEM125', 'PCBP4', 'INTS4P1', 'CORO1C', 'IGSF11', 'CDC73', 'WRNIP1', 'CD244', 'LOC399815', 'KIAA0408', 'KLHDC8B', 'MGAT5', 'KRT12', 'SLC4A3', 'P2RX6', 'SNAR.E', 'ETAA1', 'DNAJA4', 'USP22', 'GDF7', 'PPP1R3F', 'ICA1L', 'BMI1', 'SERPINA3', 'LINC01001', 'RTN4RL1', 'DYSF', 'COG2', 'SMPDL3A', 'CCL7', 'TTC38', 'COL5A1', 'SNX13', 'ACYP2', 'FAF2', 'DNAAF3', 'SSX9', 'IGFL4', 'BCAS3', 'TCF15', 'RASA4', 'FAM41C', 'SNORD114.18', 'ZAR1L', 'IL4', 'NDRG2', 'CHGA', 'ADCY7', 'DEFB110', 'SNORD115.48', 'RBBP5', 'PTGER3', 'LOC100133331', 'ZNF48', 'ALG3', 'RPS26P11', 'C14ORF1', 'LINC00488', 'LINC00176', 'SAV1', 'ENKD1', 'OXSM', 'ITFG1', 'GAB3', 'MITF', 'MC1R', 'XPNPEP2', 'PWP2', 'ZNF257', 'WTIP', 'MSANTD3', 'PRAMEF22', 'GALR1', 'METTL23', 'EIF1AD', 'TKTL2', 'RBMY1B', 'EPHA8', 'RAD54B', 'TLR3', 'MFSD8', 'ARHGAP21', 'CES4A', 'NCR2', 'MAPK8IP1', 'CPLX2', 'PPP4R2', 'FURIN', 'SMIM7', 'SNORD45A', 'FLNB', 'TPBG', 'SLC6A17', 'RMI1', 'PRAMEF8', 'SLC35G2', 'CCDC85A', 'AASDHPPT', 'OR51B5', 'SH2B2', 'DUSP14', 'GPR19', 'OCM2', 'BTF3P11', 'CD300A', 'F2', 'SUGT1', 'GDAP2', 'CCDC181', 'LRRC1', 'SCN4A', 'MTCP1', 'TMEM218', 'POMGNT2', 'PRDM11', 'EGR1', 'ZNF83', 'KRT8P41', 'EGF', 'CUL2', 'ADGRF4', 'AMICA1', 'SLC30A2', 'ITIH2', 'BAG5', 'STAM2', 'SI', 'TARSL2', 'P2RY4', 'SEPT7P2', 'CT47B1', 'FAM43A', 'NDUFA13', 'CYBRD1', 'TPM1', 'DBI', 'SNORA38', 'TCAP', 'GPAM', 'ADAMDEC1', 'ST3GAL1', 'HIBCH', 'TPI1', 'SNORD59A', 'KRT222', 'TREML4', 'UBQLNL', 'DYNC1LI1', 'CARD16', 'MAF', 'RBBP4', 'CLN8', 'ZNF263', 'UTP6', 'ZNF285', 'SLFN13', 'SNORD9', 'LINC00998', 'C9ORF156', 'ABCA12', 'GEMIN5', 'CLDN1', 'LTA4H', 'CX3CR1', 'HCFC1R1', 'HMCES', 'FGD5', 'ALS2CR11', 'BCCIP', 'SCARA3', 'SMNDC1', 'CPEB3', 'PCOLCE', 'MAGEE1', 'TMEM207', 'PEX10', 'ATP6V1C1', 'UBAC1', 'CUEDC2', 'SMOC1', 'GAGE1', 'LOC100133920', 'GUSBP2', 'SLC35A5', 'PCDHGC4', 'LRIT1', 'CMTM4', 'SCGB1A1', 'IL22', 'BACH1', 'FOXO3', 'METTL11B', 'PDP2', 'CRYZL1', 'FAM212A', 'ROM1', 'NPHP1', 'G2E3', 'UNC93B1', 'ZNF687', 'DOK5', 'TTI2', 'SLC39A13', 'TSPAN6', 'CD68', 'PAK1', 'YBX2', 'NUPL1', 'RFPL3', 'TBPL2', 'DISC2', 'NINL', 'MRPL23', 'FOXL2NB', 'ZBTB10', 'LOC148696', 'ZNF236', 'STEAP1B', 'USP14', 'TIMM44', 'ITM2B', 'GAL', 'TINAG', 'OR1K1', 'PITHD1', 'SKINTL', 'WNT9A', 'CIAPIN1', 'SH3RF1', 'RANBP10', 'TPP2', 'MTFMT', 'METTL1', 'EYA1', 'ACSL1', 'ADM', 'NRIP1', 'COA3', 'LHX5', 'ELN', 'ZNF90', 'CRNN', 'STX10', 'PADI1', 'CYFIP2', 'PCIF1', 'NXF2', 'RPL12', 'CNTN4', 'PIGM', 'SPINK14', 'PLOD1', 'CNTRL', 'MARCH6', 'MCM2', 'SCOC', 'CDCA5', 'BCORP1', 'CP', 'LINC00917', 'YAF2', 'C8ORF82', 'CRELD1', 'PCDH15', 'TMX3', 'WNT8A', 'CCNH', 'MFSD4', 'FAM65A', 'RBM4', 'MPV17L', 'HIAT1', 'HPSE', 'C9ORF47', 'MGC16275', 'TEAD4', 'C9ORF171', 'DCBLD1', 'OSCAR', 'GPM6B', 'IL1RL1', 'NLRP6', 'HSCB', 'SLC2A14', 'SLC12A8', 'PDE9A', 'SLC4A2', 'NTN4', 'FIZ1', 'OR13C2', 'KLHL42', 'ZNF600', 'WDR37', 'FAM58BP', 'RSU1P2', 'SIRT6', 'NDUFB1', 'DDX20', 'ATG9B', 'MARCH9', 'NOL4L', 'TOPAZ1', 'SFPQ', 'KANK2', 'MED22', 'TMEM88', 'WNT2', 'PCDHA11', 'TMED5', 'CKS1B', 'GAB2', 'ZNF324', 'UGT3A1', 'BSPRY', 'ATG16L2', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015699866052385492
		RMSE:  0.1919477679021074
		NRMSE:  0.12365776640496533
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0014129332580739007
		RMSE:  0.2082543553514594
		NRMSE:  0.20232423210836328
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  LinearRegression
		Pearson Correlation:  0.5297335255227342
		Spearman Correlation:  0.5076510209401641
		Coefficient of Determination:  0.23275334402517533
		RMSE:  0.16800024590710586
		NRMSE:  0.10823014714582437
		MAPE:  175.32029576185892
		Pearson Correlation:  -0.02190104564528543
		Spearman Correlation:  0.17818742464853354
		Coefficient of Determination:  -8.387403290107645e+25
		RMSE:  1905905036212.361
		NRMSE:  1851633653818.9285
		MAPE:  460605939450664.56

	Predictor:  ElasticNet
		Pearson Correlation:  0.23825785390699733
		Spearman Correlation:  0.23278650391398073
		Coefficient of Determination:  0.029736123144440407
		RMSE:  0.18892409334344742
		NRMSE:  0.12170983626570941
		MAPE:  108.6191912947391
		Pearson Correlation:  0.16398595560106285
		Spearman Correlation:  0.1434415771120011
		Coefficient of Determination:  0.016002748029657732
		RMSE:  0.20643552572436064
		NRMSE:  0.20055719435773542
		MAPE:  133.52957255634502

	Predictor:  RandomForests
		Pearson Correlation:  0.39023057150232043
		Spearman Correlation:  0.3379989101613264
		Coefficient of Determination:  0.08745271541790667
		RMSE:  0.1832188293099682
		NRMSE:  0.11803435613462278
		MAPE:  115.56903925709068
		Pearson Correlation:  0.11611175257220642
		Spearman Correlation:  0.14229853240065338
		Coefficient of Determination:  0.011502798663815428
		RMSE:  0.20690701575172785
		NRMSE:  0.20101525852437832
		MAPE:  127.27406491537042

Protein:  CDKN2A
x_train_column_count:  614
x_train columns:  ['GPR87', 'C20ORF195', 'TRPS1', 'ALDH5A1', 'PDCL', 'COPS4', 'LUZP1', 'SIAH3', 'SIL1', 'ALAD', 'BCL9', 'ABCA8', 'C4ORF33', 'ALX1', 'C11ORF80', 'GTF2H3', 'PVR', 'SIN3A', 'C16ORF82', 'KCNQ3', 'EHD1', 'GRM6', 'GTF3A', 'VBP1', 'SRCIN1', 'RFNG', 'GPANK1', 'CALCRL', 'CACNG3', 'PLA2G5', 'OR2W1', 'SYT6', 'GRM3', 'SLC9A1', 'MKI67', 'ARSJ', 'SLC25A5.AS1', 'FGD2', 'GOLGA6L5P', 'ZNF99', 'DMRT2', 'GNAS.AS1', 'PQLC2', 'USP2', 'NPHS1', 'OR51B6', 'GJA1', 'MYH2', 'SOX13', 'HDAC10', 'ATP6V1G2', 'MYO18B', 'ZBTB42', 'MS4A2', 'SH3D19', 'EIF4E1B', 'ETV3', 'LRRFIP1', 'DIP2B', 'NCSTN', 'MTMR8', 'DMRT3', 'RPL18A', 'KLHL2', 'TUBD1', 'FTHL17', 'ACVR2B.AS1', 'PTGES2', 'CAPN12', 'USP18', 'SLC27A4', 'TAS2R30', 'S100A16', 'ZNF740', 'SLC2A7', 'TLE6', 'RPLP0P2', 'RIPK4', 'OR2D2', 'IL6', 'COL1A1', 'JAM2', 'LOC100270804', 'SHC1', 'MYOT', 'TRUB1', 'ORMDL2', 'CLLU1', 'ICAM3', 'MYCNOS', 'ZMYM6', 'VN1R1', 'TDO2', 'PTCH2', 'WWC1', 'PARP14', 'CCDC129', 'MS4A6A', 'EYA3', 'DNAH8', 'NF1P2', 'NSUN6', 'DUOX1', 'HCG9', 'KBTBD6', 'GRIP2', 'LRIG3', 'BPNT1', 'KCNN4', 'COL7A1', 'WIBG', 'TRMT112', 'TMEM181', 'METTL21C', 'OR2C1', 'SEC63', 'KIAA1671', 'CDRT15', 'LSM14A', 'PDE1C', 'APOC3', 'NIPSNAP1', 'FANCL', 'ZNF578', 'TAF9B', 'PAFAH1B3', 'ZFYVE21', 'BRD7P3', 'TCAF1', 'RRM2', 'TRIM29', 'FAM72A', 'LMNB1', 'CTAGE10P', 'ZZZ3', 'TFCP2', 'SOS1', 'BCAS1', 'SCARB2', 'LINC00593', 'ALG1L2', 'SLC47A2', 'BCRP3', 'SQRDL', 'EXOC1', 'TRPC4AP', 'MANF', 'CYLC1', 'NDRG2', 'MRPL11', 'FAM167A', 'STK24', 'ATL2', 'EIF4EBP1', 'AGR3', 'CIB1', 'LINC00623', 'C16ORF90', 'MACROD1', 'AKR7L', 'CYP3A5', 'CCDC186', 'SNORD4A', 'PPOX', 'ZC3H12B', 'PIP5K1P1', 'XPR1', 'NPR3', 'PLGLA', 'FBXW8', 'TAS2R5', 'STX1B', 'TOP1P1', 'ARHGAP25', 'SMG8', 'ACOT1', 'COMMD4', 'TAP1', 'SMC2', 'PLP2', 'CYB561A3', 'SPDYE4', 'SMAGP', 'PPBP', 'CLDN23', 'PSAPL1', 'POTEC', 'OR6A2', 'ALG11', 'RAB3IP', 'CD163L1', 'TAS2R43', 'MSH5', 'ARL16', 'TTTY18', 'FSCB', 'UCP1', 'LEP', 'FMNL3', 'PRDM15', 'SLC27A6', 'TMEM170B', 'FARP2', 'PPP3CA', 'CAMK2N1', 'LINC01341', 'FCRL3', 'FRRS1', 'ZBTB16', 'BCLAF1', 'SNORD116.1', 'ZSWIM7', 'DNAJC22', 'TIGIT', 'C4ORF19', 'ZNF84', 'LRRC20', 'SEC23B', 'ELK3', 'C17ORF98', 'BACE2', 'USP32', 'TRAPPC2', 'HMP19', 'DNAJC21', 'CEP41', 'OR8J1', 'PNO1', 'ZSWIM8', 'C15ORF56', 'MAGEA3', 'LIG4', 'EXOC4', 'CMAS', 'ZNF569', 'ATP6V0E2.AS1', 'OR5AK2', 'CDC42EP5', 'LCE3E', 'NAT6', 'ALG12', 'TAS2R60', 'UBALD1', 'TTTY9B', 'C21ORF2', 'ZFP64', 'RDH16', 'WNT8A', 'ZNF433', 'ZIM3', 'LOC440461', 'LIN28B', 'AGK', 'SLK', 'OR2T10', 'ZMAT3', 'ZNF416', 'EDA', 'PRSS41', 'OCRL', 'VCP', 'CCDC137', 'SAMD1', 'UGT2B7', 'WDR24', 'LINC00483', 'NADSYN1', 'HOXD8', 'SSB', 'HPDL', 'PRR20B', 'RPL13AP17', 'RFTN2', 'CIAPIN1', 'LINC00471', 'LINC01102', 'MAGEC1', 'ZNF560', 'NCBP2.AS2', 'GLE1', 'TMEM30C', 'MCM6', 'SLC9A8', 'GATB', 'PCOLCE2', 'SSX4', 'LOC400043', 'TFG', 'GNB1', 'EPB41L2', 'HIST2H3C', 'RHOA', 'TXLNGY', 'SSH2', 'SNORD17', 'SYCP2L', 'RNF150', 'MS4A14', 'CAND1', 'TRIM14', 'C2CD4B', 'DUSP6', 'UBE3B', 'ABCC10', 'ARMC5', 'ADAM6', 'STAU2', 'PPP2R1A', 'OR2A14', 'MMEL1', 'CBX3', 'YAF2', 'PTAR1', 'SORBS1', 'DHFR', 'LEF1', 'TIMM21', 'XG', 'GRK5', 'GZF1', 'HAUS6', 'FUNDC1', 'FERD3L', 'MIEN1', 'WDFY4', 'SFT2D1', 'SNORD45B', 'PPP4R1', 'YWHAH', 'CEP72', 'DOPEY1', 'VWF', 'ACTL7A', 'BTG4', 'TYW1', 'OR10R2', 'TACC2', 'FCMR', 'ELP5', 'LINC00319', 'PCDHB7', 'C2ORF48', 'PLCB2', 'ASTL', 'DCTN1', 'GPR176', 'SNORD36A', 'PPBPP2', 'OGG1', 'CD163', 'ACMSD', 'TAMM41', 'MKNK2', 'KLK9', 'SERPINB7', 'SRSF2', 'TMEM187', 'OR5AN1', 'ZNRD1.AS1', 'TRANK1', 'ZNF689', 'IRGQ', 'SMIM14', 'PRICKLE3', 'XAF1', 'KIAA0408', 'LOC256880', 'ZNF788', 'SRP54', 'GTF2IRD1P1', 'RPL23AP53', 'DDT', 'VGLL4', 'TRIM37', 'ITGA11', 'TANGO2', 'RARA', 'HAS1', 'STK38L', 'HSPE1', 'SGPP1', 'LRRC4C', 'ATMIN', 'DOCK1', 'C14ORF28', 'PSMD11', 'CHST10', 'ACER2', 'DICER1.AS1', 'HRH1', 'ITGAL', 'PMP2', 'CD63', 'IL10', 'ZDHHC4', 'FXN', 'MBOAT2', 'AGTPBP1', 'EPO', 'CALML5', 'CETN4P', 'MBNL3', 'FBRS', 'SCGB1D1', 'DNM1P46', 'CASC5', 'CCDC153', 'RNF168', 'ACVR1', 'CYFIP2', 'ARHGEF15', 'PIK3C3', 'TMEM5', 'GGH', 'NCKAP1', 'OST4', 'BTN3A2', 'VCX', 'AATK', 'NDP', 'TPCN2', 'PEBP4', 'PGM5', 'CABLES1', 'BPIFB3', 'CLDN19', 'KLLN', 'EMILIN3', 'ZNF347', 'SRRT', 'NELFB', 'ADGRE4P', 'SMAP2', 'ILKAP', 'JDP2', 'PDE7B', 'RBM25', 'CPT1C', 'CHURC1', 'BRK1', 'SYNDIG1', 'CFL1P1', 'TSC22D3', 'SUV420H1', 'BCAR4', 'IGIP', 'ZAK', 'CASC2', 'IZUMO2', 'SPAM1', 'FBXO24', 'C11ORF49', 'MYCN', 'C5AR2', 'VPS26A', 'SEPT9', 'COG4', 'BRF2', 'ANKRD33', 'ARHGEF10L', 'OR10A4', 'MOV10L1', 'C9ORF57', 'HFE', 'NPAS1', 'PKD1', 'OSTC', 'KLHL36', 'CXCL8', 'CITED1', 'STRA8', 'EPHX2', 'SPTAN1', 'PHF21B', 'KRTAP10.4', 'ETFA', 'OR5B12', 'KLHDC9', 'LEUTX', 'UHRF1BP1', 'ZSCAN5B', 'COL4A6', 'IFITM1', 'CCR6', 'YWHAB', 'MTIF3', 'SNORD115.9', 'MTIF2', 'SDE2', 'BDH1', 'CDC20B', 'SS18', 'JRKL', 'INSL4', 'DCHS1', 'TXNIP', 'NRBP1', 'RGSL1', 'ANXA8', 'DYNLRB1', 'UBL3', 'TMBIM6', 'TREML5P', 'KIAA1467', 'HNRNPUL1', 'PAGR1', 'NPY', 'DBH', 'SNORD113.1', 'CYS1', 'EFNB2', 'PARD6A', 'PGAM5', 'RASAL2', 'VPRBP', 'CNGB1', 'MRPS35', 'MYO10', 'CCL28', 'HEXIM2', 'GPRASP1', 'HMGCL', 'IQCF6', 'HSPA13', 'ADGRE1', 'FETUB', 'EIF3B', 'IFRD2', 'PTMS', 'RHBG', 'KLF3.AS1', 'PIGO', 'RNF157', 'TNFRSF1A', 'KCNN3', 'GPHN', 'TRDN', 'DPY19L2P1', 'CAPZA2', 'ARID3A', 'CNN3', 'ROGDI', 'SULT2A1', 'CTSH', 'C17ORF89', 'STIM1', 'ADAT1', 'PSMA7', 'FBXW7', 'PPEF1', 'CCT3', 'OARD1', 'LSMEM2', 'RPS13', 'OR9A4', 'UCP2', 'CCDC51', 'CHDH', 'ABHD11', 'C9ORF163', 'SNORD113.7', 'TMEM59', 'EMILIN1', 'GPSM1', 'SUPT20HL2', 'VPREB1', 'ANKRD9', 'SPCS2P4', 'MED13L', 'NDN', 'C5ORF24', 'USP22', 'ACVR2B', 'PTPN1', 'CAND2', 'GDI1', 'ZFP92', 'GRM5', 'KCNC3', 'ADAMTS7', 'METRNL', 'ERGIC1', 'INTU', 'OSBPL2', 'NFU1', 'PDCD2L', 'IFNG', 'LINC01465', 'HADH', 'HIVEP3', 'SNX16', 'PI4KB', 'COX5B', 'KREMEN1', 'APOM', 'UBTFL1', 'PCBP2', 'ADHFE1', 'EPB41L1', 'UBC', 'C1QL4', 'RHNO1', 'DHCR24', 'COL11A2', 'FADS2', 'MYO3A', 'FOPNL', 'VCY', 'LRFN4', 'UCHL5', 'DOK6', 'PHIP', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06343046233027927
		RMSE:  0.6950010485750925
		NRMSE:  0.15711564339891315
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10006794882547432
		RMSE:  0.6614783461565592
		NRMSE:  0.1993004959796804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6739550183850767
		NRMSE:  0.1523578655781794
		MAPE:  281.71125082022354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0022276354551518107
		RMSE:  0.6313774446715202
		NRMSE:  0.19023122768048215
		MAPE:  197.14658329930893

	Predictor:  LinearRegression
		Pearson Correlation:  0.7219592456750685
		Spearman Correlation:  0.6842489015642582
		Coefficient of Determination:  0.48837074262105307
		RMSE:  0.4820683258722556
		NRMSE:  0.10897893655979554
		MAPE:  377.4937248287114
		Pearson Correlation:  0.17475923788894995
		Spearman Correlation:  0.26155964204627624
		Coefficient of Determination:  -2.0128328256450314e+24
		RMSE:  894766528026.1749
		NRMSE:  269589191933.1651
		MAPE:  28950968343643.24

	Predictor:  ElasticNet
		Pearson Correlation:  0.58882019965657
		Spearman Correlation:  0.5124701154147945
		Coefficient of Determination:  0.3192582122798735
		RMSE:  0.5560605909518868
		NRMSE:  0.12570602259565652
		MAPE:  316.78776167929374
		Pearson Correlation:  0.3720262797652788
		Spearman Correlation:  0.2649434531602639
		Coefficient of Determination:  0.12324647413993162
		RMSE:  0.5905336322458883
		NRMSE:  0.17792516789571808
		MAPE:  158.75029927903114

	Predictor:  RandomForests
		Pearson Correlation:  0.5106469679058335
		Spearman Correlation:  0.40029195475017554
		Coefficient of Determination:  0.20293177622816616
		RMSE:  0.6016981266634227
		NRMSE:  0.13602308729816268
		MAPE:  200.4915627323912
		Pearson Correlation:  0.36610629273816897
		Spearman Correlation:  0.2677581251571705
		Coefficient of Determination:  0.11819786792134845
		RMSE:  0.5922314253472394
		NRMSE:  0.1784367054375533
		MAPE:  153.38105162926186

Protein:  TP53
x_train_column_count:  1002
x_train columns:  ['SBDSP1', 'TXNDC15', 'NOP56', 'CCDC69', 'ZNF433', 'IDE', 'FAM204A', 'FGF7', 'TBC1D2B', 'RPP21', 'ANGPTL1', 'SS18L1', 'TMEM161B', 'WBP2NL', 'APOL6', 'WNT6', 'CBX1', 'OR2T35', 'ITGA6', 'PALD1', 'DCUN1D5', 'RNASEH2A', 'METTL24', 'KATNAL2', 'HNRNPC', 'TSC22D4', 'ERAS', 'CEP97', 'GIMAP2', 'TMIGD2', 'ATP6V1C2', 'QPCT', 'LOC283332', 'NID2', 'TCF12', 'FAM126A', 'FUS', 'SLC22A20', 'LRRC75A', 'TM6SF1', 'DNAJB1', 'HOXA11', 'MS4A14', 'NUTF2', 'ZG16B', 'EXOSC7', 'MAD2L1BP', 'PINK1', 'DNAH3', 'PRAMEF4', 'UBE2F', 'C16ORF54', 'ZNF525', 'ZNF101', 'TGFB1I1', 'ARRB2', 'ITGB1', 'TAF15', 'TNRC18', 'CCDC183', 'PTPRN2', 'MBLAC2', 'TEKT1', 'ASXL3', 'GALR1', 'TOMM7', 'NSA2', 'WTAP', 'ZFX', 'CEP44', 'C1ORF111', 'FAM169B', 'GPR52', 'BPIFA2', 'ANKRD66', 'MPP4', 'GSDMB', 'CHCHD10', 'KC6', 'CCBL1', 'KCTD16', 'PSMB2', 'CDKN2AIP', 'KAT6A', 'MARCH6', 'EXOSC1', 'UGT1A6', 'LINC01588', 'HAGH', 'SYS1.DBNDD2', 'FABP5', 'PDE7B', 'OTUD7B', 'GJA3', 'KRTAP19.7', 'CDC16', 'MAP3K5', 'DIRAS1', 'ESYT3', 'LUZP2', 'CELF6', 'GNMT', 'SPIN3', 'ZDHHC5', 'LOC400736', 'ACTA1', 'MESDC2', 'UBN1', 'TMEM86B', 'MT1E', 'BATF2', 'SPAG4', 'GCNT7', 'ARHGEF15', 'GIT1', 'IQCC', 'NOX4', 'CDC42SE2', 'C9ORF173', 'CHRFAM7A', 'IKBKG', 'LOC493754', 'CPOX', 'BEST2', 'RNF185', 'GC', 'NRM', 'MYL6B', 'ARSJ', 'TCEB2', 'IL27RA', 'HSPA6', 'SCARNA23', 'GUCY1A2', 'RAX2', 'YPEL4', 'FAM47C', 'TMEM69', 'GOLGA8F', 'IRGM', 'KIAA0754', 'PP7080', 'AKIRIN2', 'UGT2B11', 'MRGPRD', 'EPHA1', 'PLEC', 'S100A9', 'OR4X1', 'UQCRHL', 'CABYR', 'ARL15', 'MTMR2', 'SLC8A1', 'ADAM9', 'NME4', 'ZFAND5', 'NUCB1', 'OR4C16', 'NR2F6', 'SNORD116.8', 'GGT1', 'OSR1', 'ZNF16', 'HHIP', 'DEDD2', 'ABCD2', 'HEXIM1', 'PPM1A', 'SLC12A2', 'ZNF805', 'SLC16A4', 'PIGP', 'LRRN4', 'ADH4', 'EFHC1', 'ZSWIM3', 'AURKB', 'ZKSCAN1', 'CSN1S2AP', 'RASL12', 'NFE2L3P2', 'TFAP4', 'RBMY1E', 'FABP9', 'C17ORF50', 'SOX8', 'QSOX1', 'STK17A', 'MYCL', 'ZNF608', 'APH1A', 'STEAP1B', 'YIPF4', 'TMEM189', 'SMG6', 'KLC4', 'KCNS3', 'MMS19', 'WASF2', 'THAP1', 'KRT37', 'C3ORF35', 'ZADH2', 'PPIF', 'RASGRP3', 'MAGEA5', 'CTSZ', 'GIP', 'CIRBP', 'HES4', 'FIG4', 'PCDH9', 'ZNF154', 'DHX57', 'AP3S2', 'GJD4', 'TMED8', 'MAGEA4', 'RASGEF1C', 'TKTL2', 'GLIDR', 'TOP1MT', 'MEP1A', 'WIPF1', 'STRN3', 'SNORA36C', 'HLF', 'TTYH1', 'SLC35E3', 'SHE', 'PPAPDC3', 'KIF1BP', 'VPS54', 'ZNF879', 'FAM183CP', 'SNORD32B', 'NFE2L3', 'FOXP1', 'NIPAL4', 'TAS2R46', 'TOP2B', 'SYNPO', 'GIPR', 'SCG5', 'LRRC37B', 'SLC10A1', 'ARL14EP', 'SMIM19', 'MTAP', 'ZNF561', 'PRSS42', 'TIMM21', 'SZT2', 'NAP1L6', 'LRRTM2', 'LINC00469', 'RNF19A', 'TACC3', 'SV2C', 'CAV1', 'DYX1C1', 'OR6S1', 'FAM124A', 'NARF', 'CADPS', 'IFNG', 'SYPL2', 'RAB8B', 'CATSPER3', 'FAM173A', 'LOC284661', 'EIF2B5', 'ARIH2', 'PRAMEF14', 'CTSW', 'OR52B6', 'LBH', 'SNORD29', 'OCIAD1', 'AUP1', 'BEX5', 'EFNB2', 'PI4KB', 'CYP2A6', 'MAFG.AS1', 'LOC152225', 'HERC2P2', 'ALG9', 'CCDC142', 'OR1N2', 'TMEM38A', 'DTX3L', 'VCP', 'C1ORF189', 'SLC6A20', 'MYLK4', 'TBL1X', 'SPTBN5', 'NOP10', 'ZSCAN22', 'EGR3', 'LMO3', 'FOS', 'IL21', 'WDR87', 'NPTX2', 'DCLRE1B', 'N4BP2L2', 'HSDL1', 'KCTD9', 'GSTA2', 'NOSIP', 'ZPLD1', 'MLF1', 'FAM182A', 'FRA10AC1', 'CEP112', 'GAS2L1', 'CCDC42', 'OR2B6', 'PIGN', 'SRXN1', 'NDUFB11', 'PDE3A', 'C1ORF116', 'MED18', 'SLC1A2', 'NKX6.1', 'PAGE2', 'RYK', 'AADAC', 'ALDH18A1', 'OAZ3', 'POF1B', 'TREML2', 'PTCHD2', 'ZNF580', 'BUB1', 'DYRK4', 'NT5M', 'INTS3', 'GRAP', 'CEBPD', 'IP6K2', 'GDF3', 'PCDHB7', 'LOC100132287', 'LCE2B', 'RHOG', 'PRTN3', 'DHFR', 'AMHR2', 'WBSCR28', 'CELF3', 'LTBR', 'RCAN3', 'LRRTM3', 'KCNV1', 'A2M.AS1', 'MRPL44', 'ZIC3', 'DPH5', 'ELN', 'PSIP1', 'HMBOX1', 'KDM8', 'DNAJC27', 'ENOX2', 'SPATA31D5P', 'ZBTB9', 'GPR62', 'TRIP10', 'HLA.DRB5', 'NUDCD2', 'NFKBIB', 'TMEM181', 'FAM84A', 'PDIA5', 'MS4A4A', 'OR1L1', 'PAX5', 'RNF220', 'TTTY23', 'EIF4EBP3', 'SRGN', 'TST', 'NEU1', 'REEP1', 'LINC00476', 'HOXB8', 'CACNG6', 'TTC33', 'TBCD', 'SPP1', 'HIGD2B', 'C17ORF53', 'PPM1G', 'COL26A1', 'TMEM176A', 'CKAP2L', 'SLC16A2', 'TAAR6', 'OR4D6', 'SMARCAD1', 'FAM83G', 'PTPMT1', 'MKKS', 'RPAP1', 'RNF222', 'CEP126', 'ZNF140', 'NIPBL', 'SP5', 'LOC340017', 'ST6GAL2', 'NF1P2', 'SP140L', 'ABL2', 'BCAS4', 'FOXO3', 'BRINP1', 'ATXN3', 'PVRIG', 'SKOR1', 'ITGA5', 'MUSTN1', 'WDFY4', 'GAS1', 'TMCO3', 'CLCN1', 'SH3PXD2A', 'INSC', 'TRAPPC6A', 'IGFBPL1', 'EMD', 'ALPK3', 'FHL3', 'RAB8A', 'G6PD', 'BLMH', 'DTHD1', 'PTDSS1', 'SETD8', 'SPATA24', 'FBXL19.AS1', 'BAP1', 'AZIN2', 'TFAP2C', 'CATSPERD', 'PTPN7', 'VRTN', 'RAPGEF3', 'NCF1C', 'DNASE1', 'SNORD114.21', 'LANCL1', 'TAF10', 'PRR34.AS1', 'DRAM2', 'OR10R2', 'NKTR', 'PDE6C', 'SLC9A4', 'CCDC88C', 'LOC647859', 'TMEM8B', 'SLC45A2', 'SNORD115.3', 'CA7', 'TMED3', 'HSPB7', 'YTHDC2', 'PTP4A3', 'ACLY', 'LGALS13', 'FAM183B', 'ZNF223', 'CCDC85C', 'WWC2', 'NCOA1', 'HIST1H2AH', 'ABHD4', 'ZBTB33', 'MYL2', 'GALNT11', 'IFNA13', 'USP44', 'TMEM52', 'PSMD5.AS1', 'TAPBPL', 'RNF43', 'SHISA6', 'PSMA8', 'SPG20', 'ABCD3', 'IQCF3', 'CBX6', 'TDRP', 'TACSTD2', 'DAZL', 'GALNT16', 'SNORA28', 'SEZ6L2', 'PCDHB15', 'USP17L6P', 'MAPK8', 'NPNT', 'MSI1', 'CHRDL1', 'STEAP2', 'TRAPPC2B', 'HAO2', 'LINC00598', 'LINC00470', 'APBB2', 'PAFAH2', 'HAPLN1', 'APLF', 'MIR155HG', 'NPM3', 'SESN2', 'PRG1', 'NPEPPS', 'MAPK8IP1', 'RPS6KA4', 'CDHR2', 'KRTAP19.2', 'IFNB1', 'HARS', 'ADORA2A.AS1', 'TMEM114', 'C8ORF76', 'TTTY17B', 'UTF1', 'OR2L1P', 'PTGER2', 'CNTN6', 'SPNS1', 'MPO', 'MRPL36', 'DCD', 'DAD1P1', 'HRG', 'OPALIN', 'FGF11', 'CHKA', 'EIF3B', 'C10ORF105', 'PTRH2', 'LGALS8', 'SNORA31', 'TIMM44', 'PUM1', 'SYN2', 'UBASH3B', 'GALNT4', 'QSOX2', 'TNFRSF21', 'STK16', 'FTHL17', 'RIPK2', 'ANKLE1', 'ZXDB', 'PALLD', 'SLC46A3', 'MRPL23', 'PCDH17', 'MICAL1', 'GREB1L', 'PF4', 'PCYT1B', 'SFMBT1', 'ZNRF2', 'C11ORF68', 'LINC00312', 'CTNND2', 'SCO2', 'TNFSF12.TNFSF13', 'C6ORF141', 'DR1', 'RRAGC', 'TMEM30A', 'CBLN4', 'OR56A3', 'ATG5', 'SNORD115.48', 'ZNF808', 'SYNGR2', 'BLVRA', 'PCDHA6', 'SHROOM1', 'GRIN3A', 'UNCX', 'TMEM200B', 'SLC5A9', 'EBP', 'MFSD8', 'PPP2R2D', 'BAALC', 'GAB2', 'R3HDML', 'SENP1', 'KCMF1', 'SLC25A36', 'SH2D6', 'PSD3', 'DNMBP.AS1', 'LINC01465', 'NUTM2G', 'DUSP15', 'FOXD4L1', 'LINC01105', 'NME7', 'CTCFL', 'CPQ', 'KYNU', 'TUSC7', 'LYPLA2', 'TMEM143', 'ZNF138', 'PHF2', 'MDH1B', 'LINC00589', 'HENMT1', 'C19ORF57', 'RYBP', 'LINC00167', 'PRSS36', 'TRA2A', 'LYRM2', 'NRK', 'LRRK1', 'OR4D5', 'SGK3', 'C12ORF57', 'MTFP1', 'LDHC', 'AXIN1', 'KRTCAP3', 'GYG2', 'CDK5R1', 'GNPTAB', 'ASAP1.IT1', 'TTK', 'ALG8', 'KLHDC4', 'EHMT2', 'SERHL2', 'NKX3.1', 'NUFIP2', 'GRAMD1A', 'MT3', 'VDAC1', 'HPCAL1', 'FAM86C2P', 'MTHFD2', 'DPYSL2', 'LAS1L', 'HTR2A', 'H1FX.AS1', 'IHH', 'PRODH2', 'FAM155A', 'C3ORF17', 'METTL4', 'PES1', 'KIAA0753', 'MMP10', 'OR7G2', 'ZNF552', 'PXYLP1', 'CDHR5', 'FAM21A', 'TECPR2', 'SVEP1', 'GPATCH3', 'MUT', 'TMEM236', 'RIOK1', 'POLD1', 'MTO1', 'CYP2C9', 'HDAC6', 'UBR5', 'TLE1', 'C14ORF166', 'FBXO36', 'GALK1', 'OR4D11', 'FOXK1', 'RPS6KA5', 'WFDC10B', 'MRPS15', 'BAX', 'RLN1', 'TOPORS', 'SLC6A11', 'STT3B', 'CCDC103', 'PCDH11X', 'UBL4A', 'LY86', 'MECR', 'SLC6A4', 'GPRIN2', 'FERD3L', 'CAPN15', 'PA2G4P4', 'TUBD1', 'GP1BA', 'MTMR12', 'ATP6V0C', 'STARD13', 'TXLNGY', 'ATAD5', 'SLC2A3', 'TTC31', 'DNAJB8', 'SNX27', 'GOLGA6L5P', 'OR5H6', 'TBC1D3B', 'RHOBTB2', 'EDA', 'EIF3CL', 'PRICKLE4', 'BMS1P5', 'FAM129A', 'MAGEB18', 'TECR', 'CTNS', 'OR10X1', 'MASTL', 'IL36B', 'MTHFSD', 'PREX1', 'LINC00111', 'DDB1', 'HNMT', 'GPR150', 'LOC100190940', 'PLSCR2', 'ULK1', 'CYTH2', 'BVES', 'PPIAL4G', 'GEMIN5', 'FN3KRP', 'TPM2', 'GPR19', 'PDZD8', 'FCGR1B', 'TMCO4', 'ATF6B', 'CCDC121', 'MYO15A', 'GRB2', 'TEX15', 'FOXJ1', 'PIPOX', 'TCP10L', 'PRKCG', 'BRMS1L', 'ZNF19', 'SNORA41', 'ANKRD34C', 'ZCCHC6', 'LSM2', 'OR5A1', 'PPT1', 'ARRDC3', 'OR2T2', 'JADE3', 'LINC01366', 'MOSPD1', 'ERI1', 'APIP', 'RPS6KC1', 'RAB7A', 'AMELY', 'TLE3', 'IL3', 'LOC285074', 'OR6F1', 'VLDLR.AS1', 'PNPLA3', 'SLC28A1', 'TRIM47', 'CAAP1', 'CRTAP', 'KIAA1324', 'UPF3A', 'YIF1A', 'VAMP8', 'NR5A1', 'LRRC75B', 'SLC25A20', 'MAN2C1', 'LINC01600', 'C1ORF210', 'MUS81', 'FAM214B', 'GTPBP6', 'CFP', 'C20ORF27', 'TRIM26', 'ZNF579', 'SGPL1', 'KRTAP26.1', 'KIF16B', 'PAIP2', 'LOC401127', 'CHTF18', 'CNBD1', 'LRRC37A6P', 'CH25H', 'OS9', 'LOC389705', 'ZNF773', 'PAK2', 'SERF2', 'LPAR6', 'FLJ42627', 'YRDC', 'TMEM198', 'CHRM4', 'RPL11', 'TLL2', 'F2R', 'ASB13', 'CLASRP', 'RHOBTB1', 'NRADDP', 'PLEKHA7', 'TCEAL5', 'SSB', 'GRASP', 'CES1', 'CYP4F12', 'KRTAP15.1', 'RGAG1', 'DENND5B', 'HNF1A', 'AGBL5', 'KRTAP5.1', 'KCNK10', 'DXO', 'WNT8A', 'TSPAN33', 'KCNA1', 'SNORD115.27', 'TIGD2', 'SLC25A19', 'SYAP1', 'KHDRBS2', 'CXORF51A', 'PHF7', 'ZNF709', 'LGALS14', 'BCL2A1', 'DNM1P35', 'CT45A2', 'TGM3', 'TXNRD1', 'FASTKD5', 'DICER1', 'C16ORF52', 'C9ORF117', 'FIGLA', 'DLX4', 'RPN2', 'SLAMF6', 'C19ORF60', 'YME1L1', 'PITPNC1', 'WDR12', 'SOX13', 'GJB7', 'SOS2', 'VCPKMT', 'RPS13', 'ANKRD6', 'ZNF765', 'CILP', 'LSM3', 'CERKL', 'SNORD115.5', 'ZNF157', 'MEX3A', 'GJC3', 'DCAF12', 'C1ORF64', 'PYGO1', 'VPS45', 'GAGE8', 'TEX2', 'PODXL', 'BRD2', 'SLC19A2', 'CEACAM1', 'DDX28', 'KRT71', 'GXYLT1', 'STS', 'PNISR', 'DNAJC17', 'AKAP9', 'C11ORF52', 'FAM83A.AS1', 'CLCC1', 'ZNF79', 'LAIR2', 'TDRKH', 'BUD13', 'C6ORF132', 'CCDC84', 'BET1', 'TBC1D2', 'SDPR', 'MAP3K12', 'LOC441204', 'GOLPH3', 'PGLYRP4', 'DSCR10', 'SERPINB1', 'LETM1', 'FAM138E', 'KCND1', 'ALX3', 'DNAH6', 'OR1E2', 'OR7D2', 'UCP1', 'FAM207A', 'PSMC6', 'SCARNA5', 'ULK4', 'OR51B6', 'NANOGNB', 'AJUBA', 'DCHS1', 'MESTIT1', 'TIPIN', 'RPRM', 'PPM1N', 'TGFA', 'RALGAPA2', 'LAPTM4A', 'OR52J3', 'MTCH1', 'ARMCX3', 'ZMYM4', 'CHST5', 'BBS9', 'POU6F2', 'ATP5B', 'CD37', 'SEMA7A', 'UXT.AS1', 'PPP1R2P3', 'ZFP1', 'ZNF131', 'MUCL1', 'OR51D1', 'PI4K2B', 'MRRF', 'FIGNL2', 'SLC26A6', 'LOC100130691', 'SNORD116.20', 'ORC3', 'LGMN', 'HDAC11', 'SNORA70C', 'ZC3H12D', 'CD226', 'BCL3', 'KIR2DS4', 'VNN1', 'C19ORF53', 'FAM101B', 'C11ORF63', 'PRR15', 'PACS1', 'IZUMO1R', 'DPY19L3', 'USH1C', 'SMIM10', 'PITX3', 'KIAA1033', 'UNC79', 'RAET1G', 'SPOP', 'EPHX3', 'DNM2', 'MORN5', 'ZNF396', 'WDHD1', 'GTPBP2', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04782361373877353
		RMSE:  0.460756629216985
		NRMSE:  0.11073218678610552
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07696826201632412
		RMSE:  0.4481222561682025
		NRMSE:  0.1422068596624151
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4501191620264231
		NRMSE:  0.10817571786263473
		MAPE:  418.8529054417374
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002447694094247499
		RMSE:  0.4323405014905614
		NRMSE:  0.13719868668778923
		MAPE:  185.65040333639752

	Predictor:  LinearRegression
		Pearson Correlation:  0.887079376652741
		Spearman Correlation:  0.8375437517701773
		Coefficient of Determination:  0.7858785188450327
		RMSE:  0.2082848208798554
		NRMSE:  0.05005643376108037
		MAPE:  480.20657052578485
		Pearson Correlation:  0.01614568787760555
		Spearman Correlation:  0.08195364031970474
		Coefficient of Determination:  -1.447069690774077e+22
		RMSE:  51944525684.14298
		NRMSE:  16484045977.450806
		MAPE:  11567110995257.742

	Predictor:  ElasticNet
		Pearson Correlation:  0.5827299047900101
		Spearman Correlation:  0.5616305554860399
		Coefficient of Determination:  0.312509388640802
		RMSE:  0.3732165444608239
		NRMSE:  0.08969395444864792
		MAPE:  897.0464070044104
		Pearson Correlation:  0.32400197918968787
		Spearman Correlation:  0.30444020499008717
		Coefficient of Determination:  0.08704365144488768
		RMSE:  0.4125913016938391
		NRMSE:  0.13093148695539447
		MAPE:  208.91944048721953

	Predictor:  RandomForests
		Pearson Correlation:  0.4886699626878827
		Spearman Correlation:  0.5143794982802846
		Coefficient of Determination:  0.2280405588868143
		RMSE:  0.39548019825664354
		NRMSE:  0.09504450811262763
		MAPE:  823.9400082167338
		Pearson Correlation:  0.3177015082416595
		Spearman Correlation:  0.30790643128445894
		Coefficient of Determination:  0.09318998273768087
		RMSE:  0.4112001040567925
		NRMSE:  0.13049000509545333
		MAPE:  270.3015922396461

Protein:  CTNNB1
x_train_column_count:  994
x_train columns:  ['FCGBP', 'ALOX12P2', 'ANXA9', 'IL1RL2', 'CRAMP1L', 'CENPB', 'HOXA9', 'NKD1', 'MAGOH', 'XIRP2', 'NKAIN4', 'ATG4C', 'FBLN7', 'OR2M4', 'CALCOCO2', 'PSAT1', 'MYLK2', 'MPV17L', 'CDK1', 'CLK4', 'OR4M1', 'RASGEF1B', 'NRXN1', 'MAP2K1', 'WBP1', 'FERMT2', 'VPRBP', 'A2M.AS1', 'GDF6', 'PLEKHH1', 'PWWP2A', 'DOK1', 'GJB2', 'JAKMIP1', 'ZNF678', 'SLC35G3', 'MAGEA12', 'OLFM3', 'OR4K15', 'PIGR', 'MVP', 'NR2E3', 'FSTL1', 'ZNF341', 'CD5L', 'CASC8', 'TRNT1', 'RTP2', 'FCER2', 'OR6V1', 'OR52W1', 'LHPP', 'PTK6', 'LRRC25', 'MYO1C', 'SNHG5', 'RBM15B', 'CCDC185', 'SNORD113.6', 'PFKFB4', 'RPP25L', 'CHI3L2', 'UCN2', 'DEFB114', 'TEKT4', 'BMP6', 'MRPL52', 'ELOVL1', 'TTC7B', 'SACM1L', 'DMRT1', 'ALG9', 'SNORD6', 'SLC30A8', 'SOX18', 'EVA1B', 'PLK5', 'SMIM20', 'ZNF778', 'UBE2M', 'METTL21B', 'ANP32AP1', 'SRFBP1', 'RAB38', 'CTNNA1', 'ARMC1', 'PNLDC1', 'LRP2', 'FJX1', 'NME1', 'GCSAML.AS1', 'NDUFA7', 'TEAD3', 'PRICKLE4', 'ARID2', 'TMPRSS13', 'H2BFWT', 'FYB', 'C16ORF91', 'FAM106CP', 'RSPH14', 'FRMD1', 'TMPRSS11D', 'KCNF1', 'SNORD79', 'BST2', 'FUT2', 'PNPLA1', 'ACBD7', 'LINC00893', 'FAM92A1P2', 'TMEFF1', 'LINC00592', 'AARS2', 'MAGEB3', 'SULF2', 'OPN3', 'FAM95B1', 'GTPBP8', 'ACOT13', 'ITGAX', 'TMEM170B', 'SLC39A3', 'FAM195A', 'ITPR2', 'UPP1', 'HSPB11', 'LOC441666', 'USP48', 'GPHN', 'HGFAC', 'CCDC73', 'RHOA', 'USP42', 'TMEM217', 'NAGLU', 'DNAJC25.GNG10', 'L2HGDH', 'PGGT1B', 'BDH1', 'CHAF1A', 'ZNF382', 'STX17', 'FRMD6', 'AFAP1.AS1', 'LDLRAD3', 'SMARCA5', 'MPHOSPH9', 'AIP', 'RGS16', 'SLC11A1', 'MYH10', 'ZYX', 'PARP15', 'DENR', 'CSNK2A3', 'PNISR', 'DOK2', 'LINC01547', 'AADACL3', 'SLC35A1', 'CHAC2', 'ZNF334', 'RDH5', 'TIMD4', 'SIPA1L3', 'SH3BP2', 'THOC5', 'CCL18', 'TXNDC9', 'SLC7A5P1', 'SLC1A6', 'SLC30A7', 'GNAI2', 'ATP6V0D2', 'PPAPDC1B', 'ZNHIT2', 'C21ORF91', 'SLC24A5', 'PEX12', 'AOX1', 'TNNT2', 'SNX17', 'MEA1', 'LGSN', 'FAM47E', 'STOML2', 'RHBDD2', 'APOA2', 'LBR', 'MTRF1L', 'KISS1R', 'SFXN2', 'PRPF4', 'PLEKHD1', 'LRRC45', 'DKK2', 'SLC2A4', 'FAM204A', 'CFHR4', 'TFPT', 'RGPD8', 'DACT2', 'LIN7B', 'OR4N2', 'RPL11', 'NEK4', 'HEATR5A', 'BTF3L4', 'LDOC1', 'LOC388242', 'ACAN', 'MYH3', 'DCDC2', 'TROVE2', 'CRYBA2', 'DGAT2', 'ASIC4', 'CDK19', 'C3ORF84', 'SULT1C3', 'COX7B2', 'IL11', 'GIGYF1', 'EDEM2', 'NCAM1', 'CORO7', 'C17ORF97', 'CNNM4', 'KATNB1', 'NAA20', 'SLC39A11', 'TTC29', 'OR2F2', 'RNF219', 'ZNF653', 'OR2A9P', 'IL13', 'C4ORF50', 'CNTROB', 'PROSER3', 'DSTN', 'TTC39B', 'PAX7', 'AATBC', 'ERCC1', 'TYK2', 'MFRP', 'OR1N1', 'CXORF36', 'PBXIP1', 'PHYHIP', 'SLC15A2', 'HCG18', 'ZNF813', 'ITGB7', 'IL1RAPL2', 'CPTP', 'NAT16', 'LSM3', 'RPL3L', 'SOX3', 'RAB22A', 'MSGN1', 'ENG', 'IPW', 'FMO1', 'FBXL22', 'TNFAIP8L2', 'NLRP1', 'TCL1A', 'DPP9', 'LRFN1', 'DEGS1', 'FIGF', 'TMPRSS11B', 'SPDYE5', 'CBX4', 'IHH', 'ARCN1', 'RNF141', 'DACT3', 'CNGB3', 'API5', 'AJUBA', 'ZNF626', 'DNASE1L3', 'SLC25A18', 'FSCB', 'ASB13', 'GOLGA2P6', 'PDIA5', 'SLC2A13', 'SPATA45', 'REPS2', 'BCL11A', 'EPHA5', 'PSG6', 'CXORF40A', 'PRDM12', 'XKR4', 'SNRPF', 'SLC6A17', 'UPRT', 'METAP1D', 'CCKAR', 'DZIP1L', 'PCDHB5', 'HPCAL4', 'FREM1', 'TSPYL4', 'HSPB7', 'PITRM1', 'NUDT18', 'CLEC2D', 'ACACA', 'ZNF213', 'SNORD19B', 'C1GALT1', 'SFR1', 'DHX37', 'EWSR1', 'PTGES2.AS1', 'RPE', 'TRIM28', 'MAP6', 'GDPD5', 'TRIM37', 'EFR3B', 'SCLT1', 'ACTBL2', 'PCBD2', 'C4ORF22', 'TLR8', 'PAX4', 'PRKD3', 'PTP4A2', 'ZNF611', 'C1ORF100', 'PROS1', 'WISP2', 'PRRC2C', 'FBXO44', 'MRPL46', 'NME1.NME2', 'ELL3', 'STRAP', 'AKR7A3', 'NBPF9', 'TBC1D5', 'NPS', 'CD40', 'TNFRSF14', 'CHD4', 'NT5DC3', 'P2RY12', 'CDK17', 'ST3GAL1', 'ARHGEF19', 'DPH3P1', 'GOLGA2P7', 'NBPF22P', 'AADAT', 'GDE1', 'RAB3C', 'UBQLNL', 'TAS2R19', 'PPP2R1B', 'CADM3', 'MOSPD1', 'SIX1', 'LCMT1', 'INTS4P2', 'PDE1B', 'SMPDL3B', 'PDZRN3', 'FBXO48', 'RPUSD2', 'MAP4', 'SLX4', 'LIN28B', 'PCDHB2', 'MAGEB2', 'SLCO6A1', 'FOXC2', 'ZDHHC21', 'ZCCHC12', 'OR2A2', 'TRIM35', 'PARK2', 'DPH1', 'OR5W2', 'PRAMEF10', 'ESPNL', 'HIST2H2BF', 'EDEM3', 'TPPP3', 'PLA2G2F', 'COL6A4P2', 'ETAA1', 'F3', 'ZNF677', 'TRIM17', 'ABCF1', 'SVIP', 'RAB9B', 'POLR1B', 'TIMM9', 'TEX14', 'APOA1', 'C17ORF75', 'MCM7', 'ECI2', 'TRAF3IP2', 'GJA9', 'OSTN', 'FRMD4B', 'R3HDML', 'EEF1E1', 'OR52B6', 'FAM162B', 'RBM34', 'MMD2', 'HEATR4', 'FOXA2', 'KRTAP5.4', 'ZBTB22', 'SERTAD4', 'TBP', 'JHDM1D.AS1', 'SLAIN2', 'SRSF2', 'PPP6R3', 'PRMT2', 'TMEM155', 'AGAP11', 'SMAD9', 'DKFZP434J0226', 'RAX', 'FAM160B2', 'INSL3', 'GPR173', 'CRBN', 'SFMBT1', 'MCPH1', 'TPM3', 'MMP13', 'C11ORF96', 'OR51G1', 'OR13C4', 'ATF7IP', 'HIST2H2BA', 'C16ORF82', 'HMG20B', 'SPA17', 'OTUD6B', 'OR8G2', 'PSKH1', 'UNC119', 'RAB11FIP5', 'KLF3.AS1', 'CHMP1B', 'RAB8A', 'SVIL', 'ART5', 'HILS1', 'SMAD5.AS1', 'DGKQ', 'OR5B12', 'RSRP1', 'STRC', 'GTF2H4', 'ASF1B', 'LIPM', 'PHKB', 'MGC2889', 'LMX1A', 'INTS7', 'IMMT', 'DLD', 'LANCL2', 'C11ORF52', 'C1ORF68', 'TM2D3', 'RHPN2', 'ADAT3', 'PIK3C2B', 'OPN1SW', 'C7ORF72', 'BASP1', 'ZNF184', 'BTN2A1', 'ARF4', 'ZNF667', 'PAIP1', 'SDR42E1', 'CCDC103', 'MCTP2', 'IFT57', 'TTLL2', 'FAM200A', 'FBXL14', 'DDHD2', 'RAP1GAP2', 'RREB1', 'PCDHB8', 'PDRG1', 'USP53', 'DUSP21', 'VRK3', 'FAM136A', 'CSK', 'LBP', 'AKR1D1', 'ARL6', 'SNORD116.29', 'FTLP10', 'MRPL38', 'C1ORF61', 'TXLNGY', 'ORC1', 'PRSS30P', 'SLC8B1', 'METTL7A', 'ZC3H12D', 'SNORA55', 'SPNS1', 'CYP4F22', 'LPCAT4', 'C20ORF27', 'PNO1', 'RNF182', 'FAM217A', 'NUP37', 'XPC', 'RHOH', 'DPYSL5', 'URB1.AS1', 'TMEM154', 'C6ORF15', 'EVA1A', 'SRPR', 'TIMM13', 'CLEC4M', 'OR51V1', 'HNMT', 'LINC00160', 'TPD52', 'OR5M8', 'TBL2', 'PTGDR', 'EMILIN2', 'CCDC54', 'ZNF426', 'PHF5A', 'C5ORF64', 'DPRXP4', 'FLRT1', 'ANKMY2', 'TPTE2P3', 'SNORA70C', 'DNAJC13', 'LCE1C', 'APOBEC2', 'PCDH7', 'COMP', 'ADIG', 'DENND1C', 'LINC01565', 'MINPP1', 'CDKN2B', 'IDNK', 'DTNA', 'SLITRK1', 'PRKRIR', 'MED1', 'EVI5', 'GLP2R', 'C2CD2L', 'F2RL1', 'GSTZ1', 'GPR82', 'SLIT3', 'STK26', 'ATAD5', 'LAMA5', 'OR2T11', 'KIAA1671', 'ST13', 'COX6A2', 'ZNF41', 'GPC4', 'GMPPB', 'METAP2', 'PCYT2', 'SLAMF7', 'CHRNA7', 'POC1A', 'OR2C1', 'GFAP', 'RASA4', 'ASPHD2', 'FIGLA', 'LACC1', 'SUPT7L', 'PTAR1', 'MIXL1', 'FDXR', 'C7ORF73', 'SIGMAR1', 'ATPIF1', 'KIZ', 'OR51M1', 'CCDC102B', 'PPP2R3A', 'SH2D1A', 'RPGR', 'CENPP', 'SLC52A1', 'OR6T1', 'FHL5', 'DEFB135', 'SLC35E3', 'KRT6C', 'MYO5C', 'RBMY1F', 'IRF2BP1', 'PCYOX1', 'C2ORF57', 'SEL1L', 'BAZ1A', 'ADCY8', 'MEPCE', 'PRR14', 'SMAD3', 'HIGD1B', 'RANGRF', 'ZNF511', 'DTNBP1', 'NFKB2', 'MED29', 'SLC6A15', 'BRICD5', 'SLC17A2', 'GSDMD', 'VSX1', 'MMP23B', 'GPIHBP1', 'PLBD2', 'ZNF226', 'CTAGE5', 'CISD2', 'PGLYRP3', 'ACTRT3', 'CAPN5', 'KCNK2', 'TNFRSF4', 'HDX', 'CCDC78', 'MRPS23', 'ZAK', 'TNS2', 'TPPP', 'AMD1', 'CXORF56', 'EIF4E3', 'ANGPTL6', 'DUSP6', 'IL18RAP', 'SERPINB8', 'PLBD1', 'BLOC1S3', 'PDE12', 'C10ORF10', 'ANKRD22', 'TMEM156', 'SPRR3', 'CAPN7', 'PANK4', 'GDAP1', 'NCBP1', 'CCL7', 'CAMTA1', 'DUSP15', 'TFAP2B', 'APOPT1', 'NFKBID', 'CEP68', 'CARKD', 'SLC35F3', 'SCN1A', 'SEC61G', 'ETFA', 'PRAMEF16', 'UGT2B15', 'HAUS7', 'GABRB2', 'IRGQ', 'C2CD2', 'CD300E', 'GUSBP5', 'LOC284379', 'TSPO', 'PHOX2B', 'ZNF781', 'METTL21A', 'TRPV5', 'DTYMK', 'LRRC56', 'NMS', 'HOXB5', 'MRPL44', 'SERPINE3', 'RPPH1', 'SNORD25', 'KMT2D', 'SLC16A5', 'SNORD115.7', 'ZNF416', 'SNORA81', 'ATP5D', 'TRAPPC2', 'ZNF578', 'MAPKAPK5.AS1', 'UGT3A2', 'OS9', 'TRPS1', 'ZCCHC7', 'SOX2', 'NCF2', 'BEST2', 'PRG3', 'GPR65', 'ZP2', 'TM6SF1', 'SULT1A1', 'POLR2G', 'OSBPL9', 'DRC7', 'TAS2R46', 'LRRC7', 'PHKA1', 'ARHGAP30', 'HMGN3', 'TIFAB', 'TTF2', 'NFYC.AS1', 'CTBP2', 'RDH11', 'APBA1', 'FZD5', 'PTCD1', 'OR51T1', 'KCNS2', 'KRT82', 'OR1J1', 'PIWIL1', 'PCBP3', 'ABR', 'POLA2', 'PRX', 'EGR4', 'DLEC1', 'MANBA', 'PSEN2', 'CSMD3', 'NEUROD2', 'ZNF777', 'ANO9', 'SLC25A51P1', 'SNORD4A', 'SERPINB4', 'LPPR3', 'MAGEC1', 'TMEM231', 'SLC16A11', 'COPS3', 'NDST2', 'RGMB', 'RAB15', 'LARS', 'THYN1', 'TRIML2', 'THAP10', 'SIRT5', 'IL15RA', 'KIF18A', 'ZNF33A', 'EEF2', 'MAGEL2', 'ZSCAN25', 'KANSL3', 'HGF', 'RTN4', 'FEZF2', 'YWHAQ', 'PSTK', 'HOXB6', 'ZNF322', 'FOXRED2', 'PMS2P4', 'KDM4D', 'ENO2', 'OR4D5', 'ABCA11P', 'SEPT7P2', 'TOR1B', 'UNC5A', 'TMEM119', 'TREML5P', 'FIS1', 'SPINK9', 'CD164L2', 'SLC13A2', 'OR2C3', 'HHATL', 'C8ORF33', 'TMOD2', 'MCOLN1', 'NUGGC', 'ZNHIT6', 'SLC26A8', 'PSMC3', 'TSPAN5', 'SERINC3', 'ALG14', 'SLFNL1', 'MCMBP', 'OR2AK2', 'NAP1L5', 'BIVM', 'LRRC69', 'ZBBX', 'ANO2', 'TCIRG1', 'APBB1', 'CRLF1', 'DSCR3', 'LRRC52', 'ZNF19', 'FOXC1', 'FAM3B', 'MDM2', 'RAC3', 'EFCAB6', 'ATP1B1', 'STAB2', 'SNORD116.23', 'MIIP', 'PAX1', 'ZC3H8', 'TOR3A', 'MVK', 'C8ORF34', 'FMO4', 'RNF39', 'SMUG1', 'FAM138F', 'OR7C2', 'MMP17', 'SDC3', 'IFNK', 'ERICH5', 'CXADRP3', 'C12ORF77', 'PSAP', 'ANXA3', 'SUSD1', 'OCRL', 'P2RY6', 'LCN10', 'IL1RAPL1', 'WIPI2', 'TJAP1', 'TMEM9', 'FAM196B', 'RFFL', 'MORF4L2', 'LRP2BP', 'ITGA8', 'KATNBL1', 'ZDHHC14', 'NOXA1', 'FAM209A', 'C9ORF171', 'CBLN3', 'TPTE', 'SCAND2P', 'LINC00341', 'ASB16', 'MFSD7', 'KLK1', 'RAPGEF2', 'ATRNL1', 'ZDHHC22', 'ICOSLG', 'SATB2.AS1', 'REV1', 'TNPO1', 'ATL2', 'LINC01554', 'UQCRHL', 'SNORA8', 'PAIP2', 'EPHA4', 'ARFGAP1', 'FEN1', 'ALOX5AP', 'CCDC82', 'MOGAT3', 'SIKE1', 'ZNF571', 'ANGPTL3', 'KLHL12', 'C14ORF166', 'PER1', 'CABP7', 'SHB', 'RET', 'MYO1E', 'MTHFD1', 'RB1CC1', 'NLE1', 'CEACAM21', 'KRT17P5', 'FSD1', 'RAPGEFL1', 'TSG101', 'WDR81', 'LRRC61', 'ARL6IP5', 'C5ORF15', 'DUT', 'ERRFI1', 'LINC00661', 'CNOT11', 'POGK', 'SLC6A11', 'MAP1LC3B', 'TRIM49D2', 'ARL14', 'OR2AG2', 'C2CD4C', 'SMARCD3', 'FAM109B', 'G6PC3', 'MSMP', 'OR52E8', 'LOC344967', 'MIEF2', 'CCDC177', 'CTR9', 'FOXJ2', 'SNORA66', 'DNAJC30', 'PSENEN', 'VRK2', 'LYPLAL1', 'GPR17', 'SDK1', 'HSPA1B', 'DEFB110', 'TSG1', 'SUB1', 'SIM2', 'DBX2', 'PRKCA', 'RAB42', 'AGGF1', 'ZFP62', 'RPL23', 'SKAP1', 'FOSL2', 'CYP4V2', 'ZMIZ1.AS1', 'ROGDI', 'LOC388955', 'MGC57346', 'C9ORF50', 'SCARNA9L', 'ZNF430', 'MTMR3', 'TBC1D22B', 'HYAL3', 'OR52A5', 'HLCS', 'ZNF222', 'SLC22A1', 'CHD8', 'NFE2L3P2', 'MAX', 'AVPR1A', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6170193939500923
		RMSE:  0.9046651382507068
		NRMSE:  0.21849703851094263
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09478783275970826
		RMSE:  0.8396248247596424
		NRMSE:  0.17652527641906535
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  LinearRegression
		Pearson Correlation:  0.9017803338274701
		Spearman Correlation:  0.8974116957409007
		Coefficient of Determination:  0.8126324925338568
		RMSE:  0.30794799459299355
		NRMSE:  0.07437638744879567
		MAPE:  147.6121646290154
		Pearson Correlation:  -0.06430122745159769
		Spearman Correlation:  0.2071300229805261
		Coefficient of Determination:  -4.160114970760833e+22
		RMSE:  163671459890.59113
		NRMSE:  34410785444.99855
		MAPE:  126769693163708.08

	Predictor:  ElasticNet
		Pearson Correlation:  0.633041004167163
		Spearman Correlation:  0.6244927757503728
		Coefficient of Determination:  0.36660709815559733
		RMSE:  0.5661960517462598
		NRMSE:  0.13674911886442367
		MAPE:  344.53677144609895
		Pearson Correlation:  0.2481592626396199
		Spearman Correlation:  0.27615556303694566
		Coefficient of Determination:  -0.0059336762127815135
		RMSE:  0.8048314956137071
		NRMSE:  0.16921022109446368
		MAPE:  450.0690794614865

	Predictor:  RandomForests
		Pearson Correlation:  0.4300175225194389
		Spearman Correlation:  0.5018278249804586
		Coefficient of Determination:  0.17255379859395148
		RMSE:  0.6471428002230158
		NRMSE:  0.15629958463506324
		MAPE:  524.671716710153
		Pearson Correlation:  0.1859336486937113
		Spearman Correlation:  0.1565081858876046
		Coefficient of Determination:  -0.08598071042504496
		RMSE:  0.8362407852951601
		NRMSE:  0.1758138056713397
		MAPE:  723.2651478964001

Protein:  CCNE1
x_train_column_count:  352
x_train columns:  ['MOS', 'TTTY5', 'FAM111B', 'ASB1', 'CST13P', 'PLA2G4D', 'KIR2DL4', 'MSANTD2', 'C2ORF69', 'MED21', 'POLR1C', 'TCAF1', 'PHF14', 'GPHN', 'CCDC97', 'BLOC1S3', 'ZNF304', 'USP40', 'TACC1', 'SLAIN2', 'FAM78A', 'PTP4A3', 'SPIRE1', 'MVB12A', 'KMT2B', 'FXYD7', 'TGFBI', 'PDE6D', 'WFDC10B', 'ZUFSP', 'TTF2', 'AMZ2P1', 'ANLN', 'AFF1', 'ZYG11B', 'TBCEL', 'LOC645752', 'LINC01566', 'HS3ST1', 'DNAJC1', 'PROKR2', 'WFDC5', 'GOLPH3L', 'VENTXP7', 'OGT', 'SKA3', 'OGFOD3', 'CAGE1', 'PRSS16', 'IRF9', 'LINC00606', 'AFAP1.AS1', 'FRAS1', 'PLEKHN1', 'UBE2E2', 'ARL15', 'LRRC71', 'ZNF398', 'GPR32', 'MFF', 'LTK', 'FTH1P3', 'FN3K', 'SLC34A1', 'TAS2R60', 'CFTR', 'HERC5', 'SH3BP5L', 'ENTPD7', 'MPLKIP', 'FBXL8', 'FAM45A', 'MAPT.IT1', 'VWA1', 'GPR19', 'STK32C', 'NR5A2', 'SULT1E1', 'PMM1', 'CCDC64', 'MAPK10', 'MBD3', 'CTXN2', 'PDZD4', 'CDC123', 'SPATA32', 'GABRB1', 'SLC7A13', 'ARHGEF11', 'LGALS13', 'FGF12', 'P4HTM', 'ZGRF1', 'DKK1', 'SNORD53', 'UQCC2', 'ANKRD29', 'ARPC2', 'MT1IP', 'DHRS2', 'LPP', 'ADIPOR2', 'SLC2A8', 'LOC115110', 'POF1B', 'ZNF184', 'SLC23A3', 'PRSS30P', 'CCDC106', 'LIN9', 'VRK2', 'HMG20A', 'VAPB', 'DNAJC2', 'GTPBP6', 'PAGE2B', 'TOP3B', 'FUT2', 'GRXCR2', 'SNORA46', 'MYL6B', 'PINK1', 'MAGEA12', 'FAM21C', 'KMT2A', 'GPR183', 'NBL1', 'PCDHAC2', 'OR2T2', 'POMZP3', 'CXORF57', 'CLN6', 'NLRX1', 'NFKBIZ', 'NOMO3', 'CACNG6', 'TRIM74', 'SIDT2', 'UBL3', 'HRH1', 'MSTN', 'NEK7', 'ADCY7', 'CDH15', 'CRELD1', 'SMIM12', 'FAM208B', 'UNC93A', 'MYBPHL', 'TMEM130', 'OSBPL11', 'RAB11FIP2', 'PPIE', 'NOP58', 'CYSLTR2', 'CPA2', 'GPAA1', 'KIAA1257', 'KLK3', 'ACOX2', 'OR4C45', 'PRAP1', 'PAOX', 'STK10', 'CT45A2', 'HMCN1', 'LENG8', 'ADD2', 'NCOR2', 'DHX15', 'OR2F2', 'ACOT7', 'REEP2', 'XPO5', 'EVI2A', 'PKIB', 'LOC441666', 'MAP1A', 'ZNF397', 'C2ORF15', 'COQ4', 'VAX2', 'ANXA10', 'TUBB8', 'C8ORF82', 'CHRAC1', 'POM121L10P', 'C2CD4C', 'RNASEH2A', 'IFNA7', 'DDX1', 'SAPCD2', 'PAX5', 'CSDC2', 'SUPT4H1', 'KCNH2', 'CYP4F30P', 'ADAMTS16', 'PTK7', 'RALGPS2', 'GATC', 'C20ORF202', 'TATDN2', 'TIAM1', 'MPZ', 'LINC00899', 'HRASLS2', 'FAM83B', 'LGALS8', 'LINC00482', 'SCHIP1', 'TDGF1', 'E2F2', 'LAP3', 'UBE2Q2', 'VANGL2', 'IFNK', 'FAM167A.AS1', 'C2CD2L', 'COMTD1', 'REC114', 'PAQR4', 'DCAF15', 'KRTAP19.7', 'TMED2', 'ZNF524', 'ANK2', 'TMEM168', 'CNTNAP2', 'CWC25', 'SBDSP1', 'GJA5', 'PGA3', 'IMPDH2', 'KIAA1467', 'MPZL1', 'NLRP12', 'PIDD1', 'CATSPERG', 'NDUFA3', 'ZNF688', 'INSM2', 'ABCA8', 'CHCHD2', 'MARCKS', 'CACTIN', 'ZMAT1', 'MEPCE', 'IL13RA1', 'SNORD15A', 'SRFBP1', 'EIF1AD', 'RANBP6', 'TRIM17', 'METTL5', 'UG0898H09', 'ACTR10', 'CXADRP3', 'ZNF19', 'RBMXL3', 'PKD1L3', 'ZAR1L', 'OR5M3', 'XPR1', 'NAP1L5', 'SNORD62A', 'PROP1', 'SLC35B3', 'NEO1', 'OR5AC2', 'VPS41', 'IL1RAP', 'ELP4', 'SERINC4', 'PCDHGB4', 'CKB', 'FBXO2', 'TERF2', 'WDR31', 'SGK223', 'DCAF12L2', 'LY86', 'ERICH1', 'ERICH4', 'BRWD3', 'HECTD2', 'ZP3', 'ABCA1', 'B2M', 'PIK3C2A', 'ADRA1D', 'LCE1C', 'SGCE', 'PCNP', 'TRAF2', 'AP2M1', 'RAB11FIP5', 'MYO1B', 'METTL21C', 'ELOVL3', 'RBM33', 'GPATCH2L', 'NKX2.1', 'MYRF', 'RMI2', 'NAB2', 'ENTPD2', 'LRRN1', 'GKN1', 'ADGRD1', 'TNRC6B', 'PRO0611', 'NRXN2', 'ZNF614', 'PHLDB3', 'C2ORF78', 'PRR23C', 'SAXO1', 'ASAP1.IT1', 'C11ORF70', 'LAMP3', 'FAM9B', 'SLC17A9', 'NCR2', 'RGL2', 'SNORD73A', 'ATP4B', 'ATP2A3', 'NAT10', 'OSBPL10', 'SEC11A', 'MRVI1', 'HCFC1', 'SHARPIN', 'PIEZO2', 'TMEM244', 'SFTA3', 'KLHL28', 'ITGAE', 'SPPL2B', 'OR1C1', 'PTPRE', 'CDH10', 'SNCAIP', 'HIC1', 'PLG', 'SH2D3A', 'CASP4', 'SON', 'WRB', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4688329016852353
		RMSE:  0.7931748470731899
		NRMSE:  0.19141705409976348
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.186170633384966
		RMSE:  0.8069776954058596
		NRMSE:  0.32929800677624244
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5048043460690237
		NRMSE:  0.12182453992060809
		MAPE:  103.07374645056161
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01570191691728584
		RMSE:  0.4556277343037054
		NRMSE:  0.18592497115143453
		MAPE:  142.6844229696492

	Predictor:  LinearRegression
		Pearson Correlation:  0.649315892957389
		Spearman Correlation:  0.5299859991559228
		Coefficient of Determination:  0.3513323739285984
		RMSE:  0.4065689396098864
		NRMSE:  0.09811736844122074
		MAPE:  74.02811820005901
		Pearson Correlation:  0.24142979350323038
		Spearman Correlation:  0.32873112470786153
		Coefficient of Determination:  -1.737135585127185e+23
		RMSE:  188427321363.14996
		NRMSE:  76890280487.69688
		MAPE:  2998598403619.4224

	Predictor:  ElasticNet
		Pearson Correlation:  0.6224809630114106
		Spearman Correlation:  0.5434801982893254
		Coefficient of Determination:  0.3689592150194805
		RMSE:  0.40100685789634477
		NRMSE:  0.0967750700814115
		MAPE:  79.12505736263094
		Pearson Correlation:  0.5068791166302463
		Spearman Correlation:  0.3235875759049365
		Coefficient of Determination:  0.24907962828359143
		RMSE:  0.39176348929892096
		NRMSE:  0.1598643145755819
		MAPE:  102.58989294867504

	Predictor:  RandomForests
		Pearson Correlation:  0.5749288200159526
		Spearman Correlation:  0.48603019355732896
		Coefficient of Determination:  0.2898933253956032
		RMSE:  0.4253876553924374
		NRMSE:  0.10265889311302397
		MAPE:  82.21143211157678
		Pearson Correlation:  0.46556092056879633
		Spearman Correlation:  0.32895858214810936
		Coefficient of Determination:  0.19275473770995544
		RMSE:  0.4061905060122265
		NRMSE:  0.16575145107819578
		MAPE:  126.81061647676144

Protein:  CCND1
x_train_column_count:  859
x_train columns:  ['SNORD88A', 'HSD11B1', 'SDC4P', 'IFNA17', 'LINC00461', 'HCN3', 'GORAB', 'RUFY3', 'HLA.H', 'CLK4', 'GFI1', 'ZNF85', 'KCNK4', 'TNPO2', 'ARHGDIA', 'ZBTB21', 'OR4F15', 'RYR2', 'KHDC1', 'ZSWIM5', 'RIPK3', 'IFT46', 'FAM212A', 'ASZ1', 'LRRC28', 'ZC2HC1C', 'RNF185', 'C1ORF177', 'SMIM4', 'FKBP3', 'POLR3B', 'MACF1', 'LOC400736', 'NRSN2', 'ZNF182', 'PCID2', 'KDSR', 'DNAJC12', 'USP20', 'CENPL', 'BNIP3', 'WWP1', 'NMUR1', 'SLC35A4', 'GRXCR2', 'COL13A1', 'ADI1', 'TTYH1', 'CEACAM22P', 'ZNF136', 'C5ORF56', 'MRPL52', 'ZNF578', 'PDAP1', 'IRAK2', 'SQLE', 'THEM4', 'UTP15', 'RPS28', 'NSUN6', 'SAA4', 'CALN1', 'ASB6', 'TNN', 'FAM95B1', 'PHLDB2', 'KCNH2', 'PCYOX1', 'ATXN1', 'C2ORF27A', 'UMODL1', 'IZUMO1', 'ANKRD30A', 'OGFOD3', 'SERPINB7', 'DDX23', 'TRMT10C', 'ARHGAP19', 'SLC28A3', 'ANKRD19P', 'GINS4', 'EXTL1', 'LRRC19', 'CCDC53', 'PARP4', 'BSND', 'PSMB5', 'POPDC2', 'TMEM109', 'PFN1P2', 'MRM1', 'GRAMD4', 'ADARB1', 'SPHKAP', 'BICD1', 'MEOX1', 'PWP1', 'ERGIC2', 'LCMT2', 'SLCO1B3', 'RNF17', 'N4BP2L2.IT2', 'PANX1', 'ACTA2', 'PLGLB2', 'TMEM219', 'CEP162', 'UBQLN4', 'LUC7L3', 'LINC00239', 'SHOX', 'UBAP2L', 'B9D2', 'RTN4IP1', 'SNTB1', 'SNORD55', 'TGM2', 'GPER1', 'NPFFR1', 'HYLS1', 'SLC51B', 'F12', 'ATXN3', 'CSRP2', 'NDUFAF3', 'SLC5A7', 'AMHR2', 'GFRA4', 'AOC4P', 'ATCAY', 'KRTAP19.3', 'PRX', 'WDSUB1', 'ISL2', 'JTB', 'DDTL', 'PM20D2', 'SIRPB2', 'SEMA3C', 'ESYT1', 'ZNF793', 'GFRAL', 'MAP3K10', 'EVX2', 'SLC38A10', 'COG1', 'FRMPD2B', 'POLR2A', 'ZNF528', 'ARL10', 'SNURF', 'TMEM127', 'FAM192A', 'HIST2H4A', 'SUGP1', 'ZIC1', 'RALB', 'GPA33', 'PRR26', 'LTBP4', 'LINC01001', 'LINC00887', 'DPM2', 'ZNF556', 'SPRY3', 'SLAMF1', 'IFI30', 'MGEA5', 'RAD51AP1', 'EBI3', 'IQSEC3', 'SLC38A4', 'SCARNA9', 'ANKS1A', 'TAS2R1', 'EFCAB8', 'CDS2', 'XAB2', 'TUBB2A', 'RNF214', 'XIRP1', 'TEX14', 'DISP2', 'FAM117A', 'NIPAL1', 'EPX', 'MEF2BNB.MEF2B', 'PTDSS1', 'SLC5A4', 'TTLL6', 'DKFZP434H168', 'CCNE1', 'HBA2', 'A2M', 'C19ORF52', 'HPRT1', 'CD209', 'S100A13', 'TGIF2LY', 'GAS2L2', 'TTC13', 'URB1.AS1', 'TAGLN2', 'RASL12', 'CFAP52', 'ZMYND8', 'PLEKHA5', 'ARHGAP26', 'LINC00152', 'CRYGD', 'STK24', 'TMEM229B', 'NLGN4X', 'LOH12CR1', 'CAND1', 'PPP1CC', 'DNAAF3', 'DNAJC3', 'PTRF', 'C15ORF56', 'CYP46A1', 'RGS20', 'STK26', 'TOMM40', 'MAPKBP1', 'BMF', 'INTS4P2', 'FRMPD1', 'TBCCD1', 'ZNF33B', 'PSMA7', 'TRIM25', 'PPWD1', 'SNORD116.1', 'SOCS7', 'SNAR.H', 'VPS13C', 'KIF13A', 'KIN', 'WAS', 'ITPRIP', 'MCUR1', 'NAGLU', 'GPAA1', 'LSM5', 'H2BFWT', 'FOXS1', 'KRTAP1.1', 'USP39', 'TTC5', 'IMP4', 'RNF31', 'IL27', 'RBL1', 'C9ORF43', 'ZIC3', 'RBM15B', 'QSOX2', 'CD24', 'SCN5A', 'RCN2', 'SPATA7', 'SEC24A', 'TAPT1', 'EMILIN2', 'SNORD116.11', 'SNORD116.27', 'FBXO31', 'ACVR1C', 'TMEM184B', 'ASH1L', 'SLC17A7', 'GDE1', 'CUL7', 'IFNL1', 'VN1R1', 'ABT1', 'IGLL1', 'DDX11', 'ACBD5', 'TMEM60', 'METTL7B', 'TIMM10', 'BRPF1', 'MMP15', 'CNR2', 'MAP7D2', 'SNRNP40', 'ARMC8', 'IFNA8', 'PLIN5', 'PCDHGB5', 'GAD1', 'JADE2', 'PRDM2', 'TRMT2B', 'FAM13C', 'CANX', 'MYLPF', 'FAM150A', 'STX16', 'OR52E2', 'CCDC54', 'MGMT', 'CYLC1', 'GJC3', 'TSC2', 'POU1F1', 'OR4D5', 'CYHR1', 'SLC9A4', 'DBIL5P', 'FBLN7', 'NTN4', 'LDHAL6B', 'CCDC40', 'CCL2', 'SNORD77', 'INE1', 'ATP1A1.AS1', 'CP', 'NUAK1', 'GPR161', 'F2R', 'UBXN6', 'GYPA', 'IFNA16', 'SMYD1', 'SNORD126', 'SRBD1', 'TFCP2L1', 'ALG11', 'MFSD6L', 'AK8', 'VSIG10L', 'SCARNA15', 'CRYGS', 'IGSF9B', 'CCNH', 'EPB41L4A.AS1', 'LINC00303', 'ABCB6', 'CEP104', 'TMEM199', 'TMEM141', 'CDH20', 'RXRG', 'USP6NL', 'LILRB2', 'WDR90', 'GPRASP1', 'NUP107', 'TOLLIP', 'CTDSP2', 'SPRR2F', 'CGB2', 'CPN1', 'SF3B5', 'DOC2A', 'ATP7B', 'RBM4B', 'XRN2', 'RPA3', 'LPPR1', 'CWH43', 'NAA40', 'MMS22L', 'LRRC6', 'PWP2', 'TMUB2', 'OR9Q1', 'RELB', 'KIF14', 'ZSCAN18', 'UVSSA', 'SPINT3', 'CDH11', 'SPAG5', 'H1FX', 'RPN2', 'PIK3R2', 'COA4', 'CHM', 'KLF1', 'RAMP2.AS1', 'ITFG1', 'CLSPN', 'CHODL', 'NACAD', 'CDS1', 'TLR2', 'DANCR', 'TTC14', 'MIXL1', 'C3ORF35', 'ZSCAN12', 'WIPF1', 'KIAA1804', 'KCNQ1OT1', 'SNAP25', 'LLGL2', 'TMEM121', 'SORBS3', 'SUPT20H', 'C12ORF75', 'SIX1', 'SNORA81', 'ADAD1', 'SLC11A2', 'SYTL1', 'SFTPB', 'SCNN1A', 'MRPS22', 'GNB2', 'RAB37', 'KLHL15', 'SAMD8', 'CDH22', 'GTPBP2', 'DDX12P', 'AMZ1', 'CECR5', 'IPO4', 'DZIP1L', 'CRISPLD1', 'ALDH3B2', 'CATSPER1', 'ZNF287', 'LRCH3', 'C17ORF102', 'PDE4DIP', 'DAP', 'SNORD116.12', 'ARSD', 'CITED1', 'SORBS1', 'PROC', 'PRRG4', 'DAB2', 'HNRNPA1P33', 'GOLGA6L6', 'KLKP1', 'COL20A1', 'HIST1H3J', 'GP2', 'MRE11A', 'GSTM2', 'SNRNP70', 'AGAP4', 'PABPC1L2B', 'HNF4G', 'ZSCAN31', 'BCL10', 'BPIFB2', 'C7ORF61', 'RADIL', 'PDE6G', 'RFPL3S', 'LINC00634', 'FOXI3', 'SERP2', 'KCNT1', 'NAPRT', 'TMLHE', 'IFIT5', 'GNPNAT1', 'C7', 'NUDCD3', 'CTAGE6', 'PIGQ', 'RPL3L', 'NAALADL1', 'COX17', 'NSA2', 'CCRL2', 'PRSS3P2', 'SNORD71', 'CDC42BPB', 'DNAH5', 'SQRDL', 'SOAT1', 'KLF4', 'PPP1R3A', 'SYNC', 'INTS4P1', 'IL10', 'ABHD3', 'RNF13', 'GAL3ST1', 'FAM201A', 'FBF1', 'NCKAP1L', 'SNORA71A', 'LCN8', 'IGFBP4', 'SNAR.C3', 'LARP6', 'ZNF416', 'RENBP', 'IBSP', 'TMEM179B', 'DIXDC1', 'UNC5B', 'DTX2', 'RPRD1A', 'IFITM5', 'C1ORF123', 'TACC2', 'TXNDC12', 'PSD2', 'STARD5', 'MTOR', 'WBP4', 'ANKS6', 'HYI', 'LOC100128573', 'ZBTB25', 'SIRPG', 'MESTIT1', 'SUPT5H', 'YLPM1', 'NKAPP1', 'TUBE1', 'CCHCR1', 'ANKRD10', 'PAX9', 'HMMR', 'RHOBTB1', 'CLK1', 'LOC284023', 'LINC00597', 'PIGY', 'ARHGAP33', 'EIF4A1', 'KRT80', 'OR4F6', 'HIRIP3', 'DIRAS2', 'MTTP', 'LIPT1', 'ABCC1', 'THOC6', 'TAMM41', 'CDC42SE1', 'RAB1A', 'HOXB7', 'OIP5', 'DGAT2', 'LY6G5C', 'LILRA5', 'PI4KB', 'MMRN1', 'PCDHA13', 'ATF3', 'DYRK2', 'DLEC1', 'PSG11', 'AGAP2', 'RAB3C', 'C8ORF22', 'FNDC5', 'HIST1H3I', 'HPCA', 'OR14J1', 'SNORD4A', 'LSR', 'SDHAF1', 'ZNF177', 'CAPS2', 'SNORD90', 'SPTSSA', 'RSBN1L', 'STOML1', 'CANT1', 'FOS', 'OR8J3', 'PCDH18', 'PAXIP1.AS2', 'OLFM1', 'DOK6', 'CYTH4', 'CTRB2', 'ADGRF1', 'CCDC96', 'LIMD2', 'GNAI2', 'COMMD2', 'NUDT8', 'OR5A1', 'OR6C4', 'OSGIN1', 'PTGR1', 'HOMER2', 'MAGEB10', 'HTR2C', 'HIP1R', 'ANGPTL1', 'TMEM89', 'HCG9', 'GOSR2', 'SLC13A1', 'ZNF804B', 'OSBPL8', 'ERO1LB', 'SLC17A9', 'DPYSL3', 'OR5K4', 'ARID4A', 'PRADC1', 'ADGRD1', 'MS4A10', 'WBP1', 'GDF15', 'GSG1L', 'NUTM2F', 'THEG', 'CROT', 'ANP32A', 'C11ORF86', 'FAM168B', 'BHLHE22', 'VHL', 'NSUN2', 'SNX17', 'RAB33B', 'SLC10A5', 'ELF1', 'ZNF324B', 'TMEM207', 'POLR3A', 'BIN2', 'TFR2', 'VSIG10', 'CAPN6', 'PCDH1', 'UBE2D1', 'OR4K15', 'INSR', 'ASGR2', 'UCN3', 'OR2Y1', 'SNAPC5', 'METTL5', 'TCHP', 'CCDC88A', 'DHODH', 'FAM83F', 'CPD', 'NAA11', 'CXORF65', 'TXLNGY', 'AKNAD1', 'PQLC3', 'FAM183CP', 'ATXN8OS', 'LINC00593', 'GABRA4', 'NPHS1', 'RBBP6', 'KRT40', 'POMC', 'GAR1', 'CEP41', 'GALNT18', 'ORC3', 'CNOT8', 'GBP3', 'SBNO2', 'PMCHL1', 'KRTAP13.4', 'BSG', 'SRP72', 'HCG4B', 'AGO3', 'ZNF44', 'SUN5', 'ADCY8', 'RAB22A', 'NDC1', 'COLEC11', 'SELENBP1', 'SMAD5.AS1', 'ADPRHL1', 'CCNB1', 'KIF22', 'DNASE1L1', 'SNX32', 'THBS2', 'MSN', 'PPFIA3', 'IER5L', 'HNRNPL', 'RARS', 'CFAP126', 'PTP4A3', 'ZNF653', 'CTPS2', 'C21ORF91', 'KRTAP19.1', 'SUMF1', 'SSPO', 'RNY5', 'PPM1G', 'ISY1', 'BCKDHA', 'MDC1', 'SLC11A1', 'DOK7', 'OR5T3', 'RIT2', 'RNF125', 'ARHGEF39', 'C9ORF40', 'LINC00470', 'KRT1', 'CACNG2', 'EN2', 'NPEPPS', 'PALM2.AKAP2', 'TOM1L2', 'MOXD1', 'SNORD114.4', 'CACTIN', 'PACRG', 'TCTE1', 'CYFIP1', 'SPESP1', 'SLC25A42', 'MYL10', 'SH3RF1', 'CLDN25', 'PRR7', 'RBM11', 'TCEAL6', 'LAIR1', 'GAB1', 'VN1R2', 'MAP6', 'SOX30', 'RAB5B', 'SNORD116.24', 'ACADL', 'CHI3L1', 'DBF4B', 'TEN1', 'BMP15', 'BIN1', 'SNORD80', 'LINC00202.1', 'PRPF18', 'KLF7', 'MAPK10', 'VEPH1', 'SNAR.G2', 'VTI1A', 'NTAN1', 'ADRA2B', 'ZNF492', 'WDR35', 'PLAUR', 'ARHGEF5', 'RAET1G', 'PCGF1', 'ATAT1', 'ZNF879', 'PSKH1', 'SNORD38A', 'AP3M1', 'MLXIP', 'INSRR', 'GRM3', 'MGAT4A', 'KHDC1L', 'BDP1', 'LOC646762', 'LRGUK', 'ESRP2', 'GPX6', 'LGALS3BP', 'MKKS', 'APOF', 'GOLT1A', 'KCTD2', 'CEP57', 'TRIM42', 'SLC25A51P1', 'ADAMTS10', 'FAM171A2', 'OR4K1', 'IGFBP6', 'EID2B', 'MBNL1.AS1', 'ATP6V0C', 'PNPLA6', 'LIMK1', 'FBXL15', 'NAGK', 'EPC2', 'RNASE6', 'WDR11', 'EFS', 'DLL1', 'OR2T33', 'PTPRVP', 'BCL7C', 'MYO15A', 'UBFD1', 'CPA1', 'NRP2', 'BPHL', 'C12ORF76', 'C10ORF67', 'PLEKHG1', 'CATSPERB', 'LRFN4', 'IMP3', 'CBLN1', 'P2RY11', 'PRPF38A', 'PRAMEF10', 'RNF4', 'ADAM23', 'TRA2A', 'GREB1', 'DEAF1', 'BNC2', 'BCLAF1', 'ARHGEF40', 'ZBTB40', 'PPBPP1', 'SYNPO2', 'G2E3', 'GPM6A', 'NUPR1L', 'CHD3', 'ERC2.IT1', 'SCARB2', 'ANKEF1', 'RELL2', 'RWDD4', 'FBLN2', 'IKZF3', 'DOCK7', 'HHLA3', 'TRPM7', 'ZNF660', 'CD52', 'TCEAL4', 'TOPORS', 'FZD8', 'PREX2', 'RIMKLA', 'SERTAD1', 'UGT2A3', 'NRXN2', 'SSR3', 'SNHG12', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47371951525638445
		RMSE:  0.2917253166285864
		NRMSE:  0.18637975276867558
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47112550847095647
		RMSE:  0.27775626016480953
		NRMSE:  0.17517423067911803
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  LinearRegression
		Pearson Correlation:  0.8003917581882263
		Spearman Correlation:  0.7529118419186841
		Coefficient of Determination:  0.6339407310909762
		RMSE:  0.14539263470480562
		NRMSE:  0.09288958402320799
		MAPE:  390.9715589079632
		Pearson Correlation:  0.03147495146345201
		Spearman Correlation:  0.18413538391173512
		Coefficient of Determination:  -2.1945055295661678e+24
		RMSE:  339240217329.1979
		NRMSE:  213950692059.28223
		MAPE:  22001307661788.61

	Predictor:  ElasticNet
		Pearson Correlation:  0.43339480248682805
		Spearman Correlation:  0.443066392719132
		Coefficient of Determination:  0.13472878617643158
		RMSE:  0.22353360925006258
		NRMSE:  0.14281290122159349
		MAPE:  575.5034889279565
		Pearson Correlation:  0.23651002813071928
		Spearman Correlation:  0.20403995062282573
		Coefficient of Determination:  0.04778100514478234
		RMSE:  0.2234639202049273
		NRMSE:  0.14093335028060502
		MAPE:  526.5149173731602

	Predictor:  RandomForests
		Pearson Correlation:  0.46453413229586205
		Spearman Correlation:  0.449770650226202
		Coefficient of Determination:  0.14520288103527013
		RMSE:  0.22217655449741008
		NRMSE:  0.14194589546351954
		MAPE:  574.7079225232774
		Pearson Correlation:  0.11170790911682203
		Spearman Correlation:  0.1549921507652806
		Coefficient of Determination:  0.008004032769923564
		RMSE:  0.2280835407607377
		NRMSE:  0.14384683448583357
		MAPE:  484.05513092887713

Protein:  ERBB2
x_train_column_count:  665
x_train columns:  ['PABPC4L', 'OSR1', 'LRRC2', 'SUSD5', 'UBE2V2', 'SMAD1', 'STK32C', 'CYP19A1', 'MYO18B', 'C10ORF25', 'KCNE5', 'DMXL2', 'MS4A3', 'FAM27C', 'CD200', 'C2ORF49', 'ASGR1', 'CCT3', 'ATMIN', 'RECK', 'TRA2A', 'FAM43B', 'CDC42BPA', 'FUOM', 'TNFRSF17', 'CDH15', 'SPTLC1', 'C9ORF40', 'SYNE1', 'ENG', 'RPS25', 'NQO2', 'SYNM', 'OR10A4', 'SNRNP70', 'THRSP', 'FAM186A', 'CDK15', 'TMEM170B', 'SLFN14', 'EPB41L4A.AS2', 'ALOX5AP', 'IFNGR1', 'CCNB1IP1', 'PIEZO2', 'GSTZ1', 'GDNF', 'SRP9', 'ZNF484', 'JMY', 'RNF115', 'AKAP6', 'RHOU', 'ARMC7', 'LPAR6', 'ANGPTL5', 'ACAN', 'AGAP2.AS1', 'PAXIP1', 'NKAIN2', 'MICALCL', 'FLT3LG', 'MCEMP1', 'BPIFB3', 'AKAP3', 'LIPA', 'EPB41L2', 'EPHB3', 'NCOR1', 'SPA17', 'TAF2', 'ZC3H12D', 'ZNF10', 'ATP6V1C2', 'ERC2', 'SPIN2B', 'RASGEF1A', 'GRIK1.AS1', 'DENND1B', 'PPCDC', 'VPS28', 'TCEB3B', 'MAGEB18', 'ACBD5', 'SNORD115.38', 'TXNDC11', 'NDNF', 'DYNLT3', 'SLC39A2', 'ZNF529', 'SNHG5', 'ZC3H12A', 'SLC26A4.AS1', 'ZEB1', 'LBX1', 'P4HA1', 'ATXN10', 'SGSM2', 'HERPUD2', 'ADORA2B', 'MOS', 'KIAA1429', 'DDX53', 'WSB2', 'LDHA', 'ZNF429', 'OTOA', 'VPS26B', 'GGACT', 'CCDC64', 'DPCD', 'NPS', 'OR6C2', 'LPA', 'TOX2', 'VDAC2', 'FAM27B', 'PPIP5K2', 'CNOT7', 'LGALS3BP', 'CLCA4', 'TTYH3', 'CMA1', 'KLHL12', 'TP53I11', 'TAS2R39', 'BSND', 'TOM1', 'PON2', 'KLRC1', 'DKFZP434A062', 'MSX2P1', 'MFI2', 'TEX26', 'NUP153', 'ZNF273', 'TMEM119', 'ZSCAN4', 'C10ORF128', 'CCL15.CCL14', 'MALAT1', 'MAGI2', 'SLC22A18', 'UTF1', 'GKN2', 'TNFRSF11B', 'TTLL9', 'SNORD114.10', 'LINC00608', 'PEPD', 'CLRN1.AS1', 'CD8B', 'C20ORF24', 'MGAT4C', 'LOC727896', 'LINC00661', 'GTF2A1L', 'PCDHA2', 'BID', 'AOC2', 'ACY1', 'GUCA1C', 'GLI2', 'CDC6', 'C10ORF95', 'ACTA2', 'DCLRE1C', 'MAPK8IP1', 'FGF20', 'ABI2', 'CCDC113', 'HSPA5', 'VPS4A', 'CLEC10A', 'FAM200A', 'SNORD15A', 'ANP32C', 'RXFP4', 'NOVA2', 'SLC7A10', 'HOXA9', 'OR4C16', 'SLITRK5', 'ZSWIM5', 'SNORD116.10', 'LEUTX', 'CDKL4', 'PTPN2', 'LIX1', 'LEFTY1', 'UIMC1', 'ZFAND3', 'RCCD1', 'RPL41', 'TK2', 'ATP6V1D', 'MFSD4', 'ALG10', 'MYCN', 'NDUFV1', 'NFYC.AS1', 'FAM155A', 'PIP5K1A', 'CNTF', 'CFLAR', 'LINC00493', 'ZNF561', 'OR5M1', 'ERN1', 'C14ORF39', 'CADM4', 'ID2', 'LYN', 'EPHX2', 'ATP11C', 'BRPF1', 'USP7', 'PRR15', 'AIF1L', 'APRT', 'ADAM12', 'SLC46A1', 'EHD4', 'GBP7', 'IL13RA1', 'TRIM32', 'ADAMTSL2', 'TMPRSS4', 'ORM1', 'MPPE1', 'CALHM3', 'NID2', 'GPX6', 'UBALD2', 'MYO1F', 'PSMB5', 'CCR7', 'PRMT5', 'GPRASP2', 'COX4I1', 'TPTE2P6', 'OR13C2', 'LRGUK', 'TM9SF2', 'ZCCHC10', 'TNFAIP8L2', 'DDC', 'RAD51D', 'ST8SIA6', 'MAOB', 'GTF2IP1', 'USP18', 'TMEM69', 'CALCA', 'NBEAL1', 'GLA', 'COMP', 'AGAP2', 'HRSP12', 'RBM42', 'PYDC1', 'INCA1', 'CARD11', 'MXD4', 'TARP', 'FUBP1', 'RXFP2', 'NLRP8', 'HIATL2', 'SNAP23', 'FAM225A', 'SMPD3', 'BMP15', 'CENPU', 'TMEM106C', 'CHKA', 'MBTPS2', 'RPIA', 'KANSL2', 'CT83', 'UBE2F', 'BUD13', 'GIPC1', 'SNORD114.27', 'TP53I3', 'PMCHL1', 'TCHHL1', 'IZUMO2', 'TFF1', 'MYLIP', 'MORN2', 'NDUFS5', 'IMMT', 'KAT7', 'RAB11FIP1', 'SLC25A12', 'FAM49A', 'CPSF1', 'GRB2', 'CCDC130', 'TSPAN12', 'GPATCH4', 'C14ORF119', 'KPNA7', 'TTL', 'PLEK', 'PHYHIP', 'ABCB5', 'PACRGL', 'KRT78', 'CST6', 'TSPAN18', 'FLJ36777', 'C9ORF114', 'SORT1', 'DZIP1', 'C4ORF3', 'CCDC167', 'SIX6', 'GVINP1', 'FUT8', 'ABHD16A', 'POSTN', 'PEX11G', 'PDHB', 'CHRNA10', 'ZNF778', 'DNASE2', 'KLK3', 'ACTR3B', 'SCAF4', 'SNORD90', 'OR10A7', 'WDR90', 'SNORD50A', 'AES', 'SNORD65', 'TMTC3', 'DNAJB13', 'GNLY', 'HNRNPA3', 'OR8I2', 'PADI3', 'HSPBAP1', 'TRIOBP', 'KHSRP', 'NAALADL1', 'HNRNPD', 'IL18RAP', 'TIMP2', 'NBEAP1', 'DIMT1', 'ATPIF1', 'KIAA0753', 'TAS2R46', 'OR5B17', 'CCT7', 'TPRG1', 'PARD3', 'CALM2', 'REXO2', 'OR6P1', 'MDM2', 'LINC00160', 'PADI6', 'PCDH8', 'IQCF5', 'ADAM18', 'LPCAT3', 'RABL2B', 'B9D2', 'ATG12', 'RTP1', 'C3ORF33', 'WWOX', 'TPM3P9', 'SYS1', 'NCMAP', 'KIAA1919', 'OR6C76', 'KCNG3', 'CPSF4', 'LOC340017', 'TYMSOS', 'LIN28A', 'OR6M1', 'PIK3C2B', 'GNAQ', 'UBE2I', 'MFSD2B', 'CARD9', 'HMSD', 'CAP2', 'DUSP5', 'ARID5A', 'LINC00052', 'OR6V1', 'PCSK1', 'IL16', 'PAX7', 'RAB3C', 'PRY2', 'LINC00598', 'HSDL1', 'RPL24', 'MRPS12', 'COPS6', 'L3MBTL3', 'FGF7', 'CHCHD6', 'ZNF613', 'TUBA3FP', 'R3HDM4', 'ATP5O', 'ADAMTS7', 'MIR7.3HG', 'SPDYE3', 'PTPN5', 'PARG', 'RQCD1', 'PRMT7', 'CAPN5', 'ZDHHC8P1', 'TXNDC5', 'MIAT', 'PLCB2', 'SLC5A1', 'TMEM123', 'ZNF461', 'WDR18', 'SYNJ1', 'ARL5A', 'GLMN', 'ARGFXP2', 'FMR1', 'TP53INP1', 'NET1', 'PDPK1', 'KHDRBS1', 'ICA1', 'SNAR.H', 'ADAM5', 'MTHFD1L', 'FSTL1', 'BTK', 'OR51I2', 'HES5', 'MEPE', 'SDR16C6P', 'PDGFD', 'ETS1', 'NDRG3', 'RHBDD1', 'SNORD116.13', 'TERF2', 'ODF4', 'PIK3C2G', 'PCGEM1', 'CYB561', 'MRGPRX4', 'DGKA', 'GPATCH2', 'PRG2', 'THBS3', 'DEFA6', 'GFER', 'KRTAP12.4', 'IL4I1', 'PAXIP1.AS2', 'LURAP1L', 'ATP2A1', 'LINC00634', 'CYP27B1', 'PCDH1', 'S1PR4', 'ZNF800', 'PHLDB1', 'LMO2', 'PRAMEF6', 'CCKBR', 'SNORA41', 'MRAP', 'GABRA2', 'MAPT.AS1', 'CSF3', 'CXCL2', 'CFL1P1', 'UGT1A9', 'FAM181B', 'SESN3', 'CIPC', 'UBE2E3', 'SPTAN1', 'ZNF676', 'FBLIM1', 'FAM170B', 'KIAA0586', 'PDE4DIP', 'PRR30', 'C3AR1', 'ZBTB9', 'CFAP57', 'CRIP3', 'LIMCH1', 'KIAA0195', 'CPLX3', 'METTL13', 'GPR65', 'THEG', 'AKR1C8P', 'ACOT9', 'RGPD6', 'SCAF8', 'SFXN2', 'DPP4', 'C12ORF43', 'KPRP', 'IFFO1', 'DNAH3', 'PCID2', 'CAB39L', 'HPN.AS1', 'LYZ', 'CITED4', 'LAMA5', 'MYO6', 'PMEPA1', 'TUBA1A', 'TRIM40', 'BCCIP', 'MED13', 'OMP', 'MEIG1', 'ZNF133', 'SGK494', 'FAM99A', 'CPEB1', 'SCGB1C1', 'GNMT', 'NEUROD4', 'OR10C1', 'PPP1CB', 'CTRB2', 'CLDN5', 'SLC30A9', 'GCN1L1', 'ZNF347', 'PTPRH', 'FAT2', 'EPB41L3', 'WDR72', 'EAF1', 'TNF', 'DCUN1D2', 'TEAD1', 'POLA2', 'MZT2B', 'SLC1A4', 'LSS', 'SNORA61', 'FAM95B1', 'HGS', 'PHGDH', 'KIAA1456', 'ANXA7', 'TRIM60', 'ROBO1', 'KIAA0895', 'PRR20D', 'NAT8L', 'CYFIP1', 'ACER1', 'TAAR2', 'IRX1', 'PSG8', 'TMCO1', 'OR2J2', 'PGM1', 'ABCA4', 'LCE3A', 'FAM92A1', 'RNF7', 'SLC4A11', 'CA7', 'SNORD11', 'P2RX7', 'HIST1H2AL', 'LEPROT', 'SMYD2', 'TAS2R8', 'BICD2', 'ZNF644', 'KRTAP13.4', 'SIN3A', 'BCL2', 'SHC1', 'MAN2B2', 'PUS7', 'TPD52L2', 'ANKRD53', 'CLEC4C', 'CNIH3', 'ROBO4', 'BTBD7', 'GALNT5', 'EFHD1', 'SPAG16', 'NPR2', 'STX4', 'RPN1', 'ZNF295.AS1', 'PCDH11Y', 'USO1', 'SLC22A16', 'RPL35', 'SIRPB2', 'SLC17A8', 'SNORA68', 'CABP5', 'ANXA13', 'DNAJB14', 'PLEKHG4', 'CHRM4', 'ADAMDEC1', 'TAF11', 'OR13C4', 'COL9A3', 'FXYD3', 'CLTA', 'GNGT1', 'RASSF9', 'ASTE1', 'RYK', 'HES1', 'ZXDB', 'OR1A1', 'ZCCHC8', 'TLR2', 'RPL13AP20', 'KRTAP13.2', 'C3ORF22', 'SNORD27', 'CXADR', 'AFG3L2', 'ZNF236', 'C15ORF57', 'RBM41', 'STRADB', 'LINGO3', 'NUB1', 'ZNF350', 'CIB4', 'METTL23', 'CASC8', 'NPY2R', 'ETFB', 'RARA', 'BRCA2', 'SGSH', 'SLC38A5', 'COX10', 'RAB17', 'BEND3P3', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06177154229692228
		RMSE:  1.0106646016782141
		NRMSE:  0.1721833486682819
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.26989975035857605
		RMSE:  1.1682171872252598
		NRMSE:  0.21036071365744585
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9808249714864398
		NRMSE:  0.1670996765569688
		MAPE:  529.9728174248761
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556425
		RMSE:  1.07776630779691
		NRMSE:  0.19407323581894154
		MAPE:  193.8969179437583

	Predictor:  LinearRegression
		Pearson Correlation:  0.8164011052540465
		Spearman Correlation:  0.7008037317384755
		Coefficient of Determination:  0.6665107353404247
		RMSE:  0.5664119969137995
		NRMSE:  0.09649760582547652
		MAPE:  536.9727152405925
		Pearson Correlation:  0.06841234464332098
		Spearman Correlation:  0.25893778959286173
		Coefficient of Determination:  -1.7336880407291334e+17
		RMSE:  431642649.066767
		NRMSE:  77725834.4557869
		MAPE:  243547307841.65512

	Predictor:  ElasticNet
		Pearson Correlation:  0.6737915460489668
		Spearman Correlation:  0.6103084499025719
		Coefficient of Determination:  0.42876735141274624
		RMSE:  0.7413068701557224
		NRMSE:  0.12629382594608282
		MAPE:  1253.9467548289924
		Pearson Correlation:  0.46380480200176133
		Spearman Correlation:  0.43680648986491377
		Coefficient of Determination:  0.1762890630457623
		RMSE:  0.9408627807065019
		NRMSE:  0.1694210358890953
		MAPE:  284.09822265577685

	Predictor:  RandomForests
		Pearson Correlation:  0.5652259779093062
		Spearman Correlation:  0.5068998508749553
		Coefficient of Determination:  0.20598171432032875
		RMSE:  0.8739906093037129
		NRMSE:  0.1488986846523183
		MAPE:  672.5137069486441
		Pearson Correlation:  0.32216841392363826
		Spearman Correlation:  0.37542160802733465
		Coefficient of Determination:  0.03699211172228756
		RMSE:  1.0173111273133506
		NRMSE:  0.18318707950325036
		MAPE:  237.56402206321502

Protein:  ERBB3
x_train_column_count:  247
x_train columns:  ['UROD', 'PLP1', 'NWD1', 'TMC5', 'MDP1', 'AMELX', 'NSMCE1', 'HIST1H2BD', 'RCVRN', 'KRTAP4.4', 'F13A1', 'G0S2', 'LRRTM4', 'IZUMO1', 'GUCY1A2', 'C1ORF174', 'CHN2', 'SLC2A7', 'MDH1', 'RLTPR', 'GPATCH2L', 'SUSD2', 'CCDC130', 'IL12RB1', 'SUGCT', 'KLHL26', 'LEAP2', 'INTS12', 'PCBD1', 'MAPKAPK3', 'PCDHB15', 'SYCE3', 'ROBO2', 'PAX1', 'FAM83G', 'TRAPPC10', 'BPIFA1', 'YIPF1', 'AEBP2', 'CTPS2', 'NT5DC3', 'CENPBD1P1', 'BTG2', 'TP53I13', 'PCED1B', 'NIF3L1', 'GBA2', 'CFAP20', 'PLA2G16', 'FOXI1', 'DVL3', 'OR52L1', 'LOC100133331', 'SNRNP48', 'PLAC8L1', 'SLC46A3', 'DDRGK1', 'CHML', 'ALG8', 'C7ORF57', 'FAM178B', 'GLRX3', 'CDK1', 'RAD1', 'ATG12', 'KRTAP9.4', 'ATXN10', 'ZNF781', 'ZCCHC24', 'LINC00636', 'ANKRD20A3', 'RAB8A', 'GOPC', 'FASTKD2', 'BRD7P3', 'PPFIA2', 'STOML1', 'PEBP1', 'MED6', 'ARHGEF26', 'RWDD3', 'DEPDC4', 'ERP44', 'SLC22A15', 'LCE1F', 'VHL', 'DHX32', 'TTLL9', 'AGBL4', 'KLHDC7B', 'RPL28', 'PRKAA2', 'KRTAP6.3', 'HNRNPDL', 'FILIP1', 'ZFP82', 'FMO2', 'CMSS1', 'PLA2G6', 'MTFR1', 'SEC24A', 'RNASE10', 'RBBP8', 'AP3M2', 'IRX2', 'FKRP', 'LOC221122', 'FAHD2A', 'MAST4', 'ANAPC2', 'RRP7BP', 'COX7C', 'HS6ST3', 'WIBG', 'CPNE6', 'CA13', 'ZC3H3', 'B4GALNT3', 'BOK', 'ELAC1', 'CELSR3', 'CD8B', 'CACNB3', 'GOLGA8B', 'CT45A6', 'LINC00667', 'AUTS2', 'CDH12', 'TMEM87B', 'BIRC8', 'KCNAB3', 'NR2E3', 'ACOX3', 'USP14', 'NARF', 'RFX6', 'SLFN12', 'TRMT2B', 'ZNHIT3', 'ZNF665', 'SYF2', 'PANK4', 'TMEM147', 'TMEM145', 'ICAM2', 'HRK', 'TMEM2', 'C16ORF78', 'FRG2C', 'BEST1', 'EIF2S3', 'CD27', 'CDKN2A.AS1', 'RAB11FIP4', 'C11ORF87', 'POLR1C', 'RC3H2', 'SYCN', 'TMEM207', 'TUBB4A', 'VSIG2', 'TSC2', 'IL16', 'CHTF18', 'PKNOX1', 'CEACAM22P', 'TLR9', 'ATP6V1E2', 'RALB', 'SLC30A9', 'CDIPT', 'DHRS9', 'GPHB5', 'AFF4', 'SMARCD3', 'FGF3', 'ARHGEF35', 'SGMS1', 'SNX16', 'ATP6V0D1', 'LRRC75A.AS1', 'DHRS7', 'HPCAL4', 'FAM217B', 'ALDH1A3', 'MYO5A', 'MYL3', 'BCORP1', 'RGL3', 'VILL', 'EIF4B', 'FAM185A', 'TMEM126A', 'MOGAT3', 'ZNF843', 'EEF1E1', 'KCNAB2', 'ARL13B', 'KLK5', 'SERPINA9', 'MPLKIP', 'RBX1', 'ULK4', 'RGL2', 'SPIRE2', 'SOD3', 'SNORA45A', 'B3GNTL1', 'SLC4A5', 'SEC16B', 'ECHS1', 'WDR45B', 'SNX1', 'CEP162', 'RXRB', 'PCDHB12', 'BRCC3', 'DMRTC1B', 'PRRT1', 'ZNF157', 'EEFSEC', 'GBP4', 'EEF1A2', 'FBXO3', 'PCNX', 'DUSP6', 'TFRC', 'WFDC6', 'ING1', 'FAM188B', 'LOC728392', 'MSMB', 'EYA3', 'ZMYND10', 'SGK1', 'LHX2', 'TBC1D23', 'VNN2', 'USP6NL', 'SLCO4C1', 'EPB41L1', 'C10ORF71', 'DEFA6', 'TLX2', 'FLJ16779', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20254353309139272
		RMSE:  0.523865801474932
		NRMSE:  0.14324270860276114
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.287905849531515
		RMSE:  0.4364451552160674
		NRMSE:  0.21482088883335748
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  LinearRegression
		Pearson Correlation:  0.4934715409100514
		Spearman Correlation:  0.4270369535906255
		Coefficient of Determination:  0.2376158200303664
		RMSE:  0.4171157439175989
		NRMSE:  0.11405361600507465
		MAPE:  222.0808026915023
		Pearson Correlation:  -0.14952320477845563
		Spearman Correlation:  0.23630605685697287
		Coefficient of Determination:  -9.561663309719888e+25
		RMSE:  3760575762270.821
		NRMSE:  1850977650046.9175
		MAPE:  144701534199968.6

	Predictor:  ElasticNet
		Pearson Correlation:  0.3719508058441757
		Spearman Correlation:  0.3870333291784485
		Coefficient of Determination:  0.12200973373816437
		RMSE:  0.4476251660969574
		NRMSE:  0.12239592859461976
		MAPE:  224.62282207940248
		Pearson Correlation:  0.33572645216859887
		Spearman Correlation:  0.3541964363645432
		Coefficient of Determination:  0.1096624446327833
		RMSE:  0.36288161479876835
		NRMSE:  0.1786124787976238
		MAPE:  199.10741866732698

	Predictor:  RandomForests
		Pearson Correlation:  0.40942076906321223
		Spearman Correlation:  0.37955927430054637
		Coefficient of Determination:  0.12182812354106076
		RMSE:  0.44767145880336356
		NRMSE:  0.12240858659335817
		MAPE:  228.45125979639215
		Pearson Correlation:  0.13914290529687534
		Spearman Correlation:  0.3357000707891413
		Coefficient of Determination:  -0.024724676451726824
		RMSE:  0.38930610689758627
		NRMSE:  0.19161877022232265
		MAPE:  247.50835125932008


Fold:  5

Protein:  RB1
x_train_column_count:  371
x_train columns:  ['FAM189A1', 'IPO7', 'DLL3', 'ABRACL', 'HIRIP3', 'CAGE1', 'GDAP1', 'UTRN', 'EFCAB10', 'TMEM223', 'SSMEM1', 'CCM2', 'GLT8D1', 'PLEKHG7', 'PATE3', 'MAPT.IT1', 'IGF2.AS', 'ZBED4', 'DDX3X', 'DENND2C', 'BTBD2', 'SEC11A', 'GMDS', 'OR8K3', 'ZNF541', 'CCDC102A', 'SPR', 'EPOR', 'ZNF30', 'NANS', 'FLJ30679', 'ACE2', 'TNFAIP8L3', 'MYLPF', 'COL15A1', 'MIAT', 'MLEC', 'UBR3', 'EMC2', 'TMEM196', 'MAP4K2', 'YIF1A', 'IKBKG', 'PTPN20', 'PCP4', 'DOCK9', 'ANTXR2', 'C11ORF68', 'GCNT3', 'PFKFB1', 'FHL3', 'TRA2B', 'SGSM1', 'PRIMA1', 'EDF1', 'SLC4A2', 'GCK', 'POLR3B', 'ZBTB11.AS1', 'ETNPPL', 'LY6E', 'CELP', 'GAK', 'HOMEZ', 'PARVB', 'UGT3A1', 'TUBD1', 'HIPK1', 'CDHR5', 'FGR', 'YJEFN3', 'OR2W1', 'IGFBP3', 'MGARP', 'BRWD1', 'DIS3L2', 'CAMTA1', 'PPIL3', 'C19ORF66', 'IGFBPL1', 'BDNF', 'LINC00917', 'TSPAN14', 'QKI', 'TPBG', 'GP5', 'PITPNA', 'ACVR1C', 'GDF2', 'FAM83C', 'KIAA0101', 'TCL6', 'GLT1D1', 'CLK1', 'KIR2DL1', 'DEFB113', 'GAA', 'CCSAP', 'NABP2', 'ANKRD34B', 'RINT1', 'LCE1A', 'TOE1', 'CD72', 'KIFC3', 'RELL1', 'CPB1', 'LOH12CR2', 'FAM26D', 'GLUD2', 'SMAD2', 'BTG1', 'PSG4', 'BEND2', 'MTHFD2', 'TNPO1', 'EHF', 'ZNF234', 'TRRAP', 'MCAM', 'POLE2', 'GABRA3', 'JADE2', 'EME2', 'MS4A1', 'KLF4', 'SENP2', 'INF2', 'LDAH', 'ZNF468', 'DDX17', 'CNR2', 'GPR155', 'PLIN4', 'CCDC14', 'NLRP1', 'MKS1', 'PPP3CC', 'HAAO', 'RRP8', 'TMEM204', 'SH2D1B', 'CDH7', 'PPIL1', 'ZNF284', 'PDGFRL', 'MPP6', 'TNKS', 'MYL1', 'NR2C2', 'EPHA4', 'TPMT', 'DUSP16', 'NOL11', 'SPRY2', 'SLC22A8', 'PALLD', 'CFAP70', 'SNAPC3', 'KLHDC1', 'EIF2A', 'GTDC1', 'TRIM36', 'CNIH1', 'DCD', 'NDUFAF2', 'C17ORF74', 'PIF1', 'G6PC', 'DUX4L2', 'TMEM87B', 'C3P1', 'GALNT12', 'GPR37', 'SH2B3', 'CCDC186', 'P3H1', 'NDUFS4', 'NPC1L1', 'RAI2', 'SPRR2A', 'SERINC4', 'NFYB', 'RBM38', 'RAB11B', 'EMX2OS', 'TROVE2', 'TAF5', 'OR11A1', 'CPXCR1', 'C12ORF4', 'CXORF40A', 'ANKRD20A9P', 'BRCA1', 'C1QTNF9', 'FGF23', 'TTC4', 'CSPP1', 'STX1A', 'ZFAS1', 'OR2G2', 'SPAG17', 'EIF2S1', 'KRTCAP3', 'C3ORF79', 'FUZ', 'AP3D1', 'CNBP', 'POM121L12', 'SLCO1C1', 'SGIP1', 'LINC01001', 'PNPO', 'GPR26', 'COMTD1', 'GFM1', 'OR5I1', 'LINC01550', 'CSTF1', 'ZNHIT2', 'ARHGEF16', 'RAB27A', 'CTNNA2', 'MRPL54', 'MS4A13', 'PQBP1', 'ISOC2', 'FGF14', 'HPN.AS1', 'CDK15', 'ARHGAP39', 'TUSC3', 'CFAP97', 'EGR3', 'C3ORF62', 'DNAL1', 'ABCG5', 'NFIC', 'MNDA', 'SDHAP2', 'ZNF510', 'PARP9', 'IL36A', 'MRPS10', 'ZNF764', 'ARHGAP9', 'ZNF586', 'STON1.GTF2A1L', 'SH2D6', 'FLNA', 'DDX4', 'YWHAE', 'MRPL3', 'ARHGAP29', 'SLC6A11', 'MARVELD2', 'ATOH8', 'VEGFA', 'C6ORF120', 'MBIP', 'PREX2', 'PGS1', 'MYO3B', 'PRKCA', 'PRR35', 'PWAR4', 'HSP90B3P', 'KCNS2', 'RBP5', 'STK32B', 'LOC100130987', 'PTENP1', 'SNX14', 'PVRL4', 'FAM86C2P', 'INPP5F', 'USP22', 'CEACAM22P', 'HDDC3', 'STON2', 'DHRS2', 'ERCC6L', 'RHOXF1', 'TADA2A', 'INE2', 'HDAC3', 'NOS3', 'BCL6B', 'GKN2', 'CHRM3', 'MOB3A', 'CCDC53', 'TNXB', 'MAPKAP1', 'TUBGCP2', 'PGBD1', 'TAS2R5', 'ZRANB2', 'ARHGEF38', 'METRNL', 'KIF18A', 'PCGF5', 'SPTY2D1', 'PCGF6', 'BTBD17', 'SPNS2', 'CPEB1', 'COL6A1', 'ZNF180', 'PON1', 'LINC01106', 'TMIE', 'SLC25A52', 'MYOCD', 'DHRS3', 'NAPB', 'ADNP', 'GGT6', 'ANP32AP1', 'GOLGA7', 'NDUFC1', 'B3GALT2', 'L3MBTL3', 'GLIS2', 'RBMY1A3P', 'KCTD13', 'PCDHGB7', 'DOCK10', 'OR13C3', 'WDR92', 'TRANK1', 'SFTA1P', 'SNORD88A', 'CSF3R', 'LARGE', 'MTG2', 'OBSL1', 'ENAM', 'KIF1A', 'KLRC1', 'FAM50A', 'COL9A3', 'KIAA2013', 'MOB1A', 'GPR65', 'ITGA4', 'OR9A4', 'RAB11FIP1', 'WDR38', 'CNGA3', 'CDH11', 'CPN2', 'ESF1', 'ATP4A', 'ANKRD26P1', 'MACF1', 'GLDC', 'RAB11FIP5', 'TAAR9', 'GBP3', 'ASIC2', 'GAST', 'OR51T1', 'NEU3', 'GTPBP10', 'TREML3P', 'KCTD17', 'MPHOSPH10', 'APOBEC3F', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00018503513771928048
		RMSE:  0.23392670305630597
		NRMSE:  0.11556330212293363
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12340187398900859
		RMSE:  0.2547692202160761
		NRMSE:  0.12845593258580365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  LinearRegression
		Pearson Correlation:  0.3718695976530435
		Spearman Correlation:  0.358297061108674
		Coefficient of Determination:  -0.4681256632027806
		RMSE:  0.28341396043032774
		NRMSE:  0.14001074997916627
		MAPE:  713.3022817559951
		Pearson Correlation:  -0.0068138596284733795
		Spearman Correlation:  -0.017932656710047023
		Coefficient of Determination:  -1.967363296389902e+25
		RMSE:  1066158241085.1082
		NRMSE:  537562390882.5143
		MAPE:  248505377530026.56

	Predictor:  ElasticNet
		Pearson Correlation:  0.3008226064350746
		Spearman Correlation:  0.27600339969624804
		Coefficient of Determination:  0.07018890017967438
		RMSE:  0.22554696471581345
		NRMSE:  0.11142358561814292
		MAPE:  165.43302024534609
		Pearson Correlation:  0.006518892839764337
		Spearman Correlation:  0.011217447150899453
		Coefficient of Determination:  -0.12802114382543328
		RMSE:  0.2552924704100896
		NRMSE:  0.1287197579866535
		MAPE:  300.8574696933643

	Predictor:  RandomForests
		Pearson Correlation:  0.419134510984045
		Spearman Correlation:  0.3486167653451795
		Coefficient of Determination:  0.11138877898600263
		RMSE:  0.22049336242861572
		NRMSE:  0.10892703024291493
		MAPE:  154.64604664284292
		Pearson Correlation:  -0.06632033155374528
		Spearman Correlation:  -0.02845172633075226
		Coefficient of Determination:  -0.13911169728171902
		RMSE:  0.25654440149391966
		NRMSE:  0.1293509879867695
		MAPE:  363.31488386151574

Protein:  CDH1
x_train_column_count:  836
x_train columns:  ['CHID1', 'ZFHX4.AS1', 'AMBN', 'NUDT5', 'CETN2', 'PBX4', 'PM20D1', 'CCDC71', 'BSG', 'SLC17A8', 'TNFRSF10B', 'PPIE', 'HNRNPH3', 'NMRAL1', 'ARL4D', 'WIBG', 'PGBD5', 'DUSP5', 'TATDN1', 'SNX8', 'SF1', 'SORD', 'SIRPB1', 'KDM5B', 'MRPS16', 'NKX2.4', 'GPR18', 'FBXO15', 'CYHR1', 'SUPT16H', 'TBC1D29', 'ZNF23', 'JUN', 'HSPA9', 'AQP4.AS1', 'TMEM169', 'TSPAN8', 'RPS27', 'HS3ST6', 'RMDN1', 'ABCF1', 'USH1G', 'SFT2D1', 'ZNF202', 'SEPHS1P1', 'TBX15', 'TMEM176A', 'STARD8', 'ELSPBP1', 'RTP4', 'SLC39A5', 'GCLC', 'CAPN15', 'LRRC28', 'SEMA5B', 'SAMSN1', 'CDH4', 'FAM197Y2', 'CPO', 'PI4KAP2', 'PLEKHO2', 'PUM2', 'SCG5', 'OR9G4', 'CORO6', 'MED30', 'C1ORF185', 'LINC01106', 'CXCR3', 'MAN2B1', 'FAM168A', 'SYNJ2', 'LINC01559', 'RAC2', 'FAM47A', 'RABEP2', 'LOXHD1', 'CAMSAP2', 'CDK2AP2', 'TRIM58', 'BNIP1', 'IQSEC1', 'CKMT1B', 'CATSPER1', 'SLC10A7', 'RHOBTB3', 'SOGA3', 'SNCG', 'ERI2', 'KRTAP12.3', 'IMPDH2', 'OR2D2', 'LPCAT1', 'MEP1A', 'FAM134B', 'ZNF227', 'ZDHHC23', 'ELF5', 'NLRP5', 'ATF5', 'OR13C3', 'MAN2A2', 'ARMCX2', 'YWHAE', 'ACER1', 'FRMPD4', 'PCDHGB2', 'DIO1', 'PEAR1', 'MALSU1', 'ANGEL2', 'LAMP1', 'METTL17', 'CLDN10', 'NCF4', 'YTHDC1', 'MYOF', 'CHRNA3', 'RBM17', 'TARDBP', 'CNIH2', 'IBA57', 'MPST', 'MRPL42P5', 'NAALAD2', 'SNORD114.22', 'UFL1', 'TTLL6', 'RPLP1', 'GRIN2D', 'TBC1D10A', 'PROS1', 'ITPKC', 'LINC00326', 'TYMP', 'NKAIN4', 'GALT', 'ADAMTS18', 'CNBD2', 'DNAI1', 'MMS22L', 'FAM118B', 'ATP1A2', 'ZNF25', 'RASA1', 'C9ORF64', 'STX12', 'C10ORF55', 'SLC26A3', 'B3GNT9', 'KLHL5', 'KLF13', 'COMMD4', 'PRSS23', 'GRK4', 'CNPPD1', 'TBL3', 'HGC6.3', 'LDLRAD2', 'MTCP1', 'RGS13', 'TEDDM1', 'MYO1F', 'F2R', 'WNT10A', 'C5ORF46', 'DSC2', 'P3H3', 'CGN', 'MYT1', 'PTP4A2', 'MOCOS', 'SSX2', 'MAP3K14', 'DOCK9', 'MIR143HG', 'SLC15A4', 'C2CD3', 'NXPE3', 'E2F1', 'C20ORF24', 'PCDHGA11', 'OR8G2', 'C2CD2', 'CRYBB2', 'AMBP', 'PER4', 'CCDC9', 'WIPI1', 'ANK2', 'NOS2', 'ZNF831', 'VMAC', 'LOC154449', 'MMP16', 'HSPA1L', 'SLC38A3', 'ANKRD20A4', 'C5ORF47', 'SRBD1', 'CAPN1', 'FAM210A', 'GULP1', 'HLA.DRA', 'PLA2G2D', 'DEFB118', 'VHL', 'SMU1', 'OR10G9', 'ACOT6', 'FAM138D', 'KLK10', 'EXT2', 'AP2B1', 'ABCD1', 'MRPS34', 'YBX1', 'N4BP2L2.IT2', 'PRRT1', 'SNORD115.1', 'SLC6A17', 'HSD17B10', 'PMCHL1', 'TNIP2', 'C1QBP', 'HYALP1', 'PRB1', 'GOT1', 'TMEM181', 'WDR63', 'PPBPP1', 'FAM195A', 'SNAI3.AS1', 'MZF1', 'SNORD70', 'CAPS2', 'CARD8', 'ZNF557', 'SIDT2', 'ENDOG', 'SMO', 'MOSPD2', 'MAPKAPK5', 'CEP135', 'ZBTB40', 'ARID3B', 'EIF5', 'HMOX2', 'SYTL1', 'ABCB11', 'BOD1L1', 'PRKCB', 'SNORA14B', 'ULK4P3', 'SEC16B', 'SLITRK1', 'KRT222', 'SPAG17', 'HENMT1', 'PLEKHA4', 'LINC01098', 'MCF2L2', 'TCEAL4', 'SON', 'SCMH1', 'TMEM211', 'GZF1', 'GALR3', 'TERT', 'S100A16', 'CBWD1', 'ATF6', 'EOMES', 'RASSF8', 'MTMR11', 'PKP4', 'FHL1', 'FAM20B', 'KLHDC8A', 'AADACL4', 'ITGA8', 'GNGT1', 'ZBTB8OS', 'MSTO2P', 'MBP', 'CMTM8', 'SRRD', 'STYX', 'CRYGB', 'AGTPBP1', 'YWHAB', 'COX16', 'APMAP', 'CHKB.CPT1B', 'VPS72', 'PPP1R14B', 'METTL7B', 'ZNF823', 'TTC27', 'SNORA9', 'TM7SF3', 'RWDD2A', 'BTBD1', 'TMEM38A', 'AMOTL1', 'PTF1A', 'LRTOMT', 'CREB3L1', 'TXK', 'HMG20B', 'AGER', 'SLED1', 'ARHGEF11', 'VPS26B', 'TEAD4', 'WARS', 'KIAA0922', 'CXORF21', 'HERC5', 'TEX12', 'CCDC81', 'LMNTD2', 'CENPL', 'RAB3IL1', 'TAF1L', 'TAS2R10', 'ARPP21', 'CEP44', 'MFSD11', 'DDX21', 'ITIH5', 'DCAF7', 'WNT2B', 'TTLL7', 'SEMA7A', 'ZNF773', 'ARL16', 'FCF1', 'LINC00298', 'FARP1', 'TNFAIP8L3', 'RNF41', 'DLEU7', 'MYBPC2', 'CACNA1C', 'CDKL4', 'CAPZB', 'STX10', 'TPRN', 'LINC00597', 'LMOD2', 'POU4F3', 'MRPL17', 'ADAMTS6', 'UBE2Q1', 'BMP8B', 'FCGR3A', 'OBP2A', 'NNMT', 'TMEM132C', 'TREML1', 'SMOX', 'NEK4', 'ZNF706', 'ASPRV1', 'VTRNA1.3', 'EHF', 'CHD1', 'CRCP', 'SAMD1', 'SLC6A19', 'C19ORF52', 'SLC48A1', 'PCSK1N', 'PSMD12', 'P2RX4', 'AIF1L', 'ZNF493', 'OR3A2', 'NEDD4', 'SPZ1', 'GRIA3', 'AS3MT', 'MS4A15', 'FAM114A2', 'MVB12A', 'ZNF567', 'FKBP7', 'RAB26', 'CTDSP2', 'ACOT4', 'TDRD3', 'GATAD1', 'TRIM16L', 'ARHGAP10', 'KRT76', 'LINC00304', 'SNORD45A', 'ZNF839', 'BHMT', 'AGPAT1', 'ANKFN1', 'ZNF252P', 'EGLN1', 'EVX2', 'GNAL', 'CCDC108', 'SV2B', 'WFDC9', 'SGSH', 'PRRG2', 'HACE1', 'FBXW8', 'C19ORF80', 'ODF3', 'KRT72', 'IL20RA', 'FUBP3', 'TMEM189.UBE2V1', 'ASAP1', 'KCNQ5', 'HIST1H1T', 'ASB17', 'H1FNT', 'MAP3K1', 'FAM19A1', 'SNHG3', 'PGAM1', 'AGMAT', 'APOL5', 'TUBB4A', 'DYNLT1', 'CCM2', 'FRRS1L', 'UTP3', 'ITGB1BP2', 'GRTP1', 'AFMID', 'FYTTD1', 'NCALD', 'PLAGL2', 'BHLHA15', 'CTSG', 'CHRNB3', 'EMC4', 'CISH', 'STXBP2', 'FZD2', 'STK19', 'MCM2', 'NAT2', 'KIAA1429', 'SPATA6L', 'CNIH3', 'RSPH3', 'SNORD116.13', 'TRIM61', 'NGRN', 'NDP', 'FAM110D', 'TENM1', 'CXCL8', 'USP51', 'ZNF559', 'SIAH3', 'DOC2A', 'ERCC2', 'KRBA1', 'CHRD', 'ZDHHC8P1', 'NDUFAF2', 'TMEM260', 'ALS2', 'RMI2', 'CDH6', 'OXCT2', 'SERPINA4', 'LPAR3', 'MKRN1', 'TMPRSS9', 'TRPC3', 'TWF2', 'PKP1', 'HCG4B', 'CUL9', 'ATG9B', 'ARHGDIG', 'ATP5G2', 'SPIB', 'ASCC2', 'IGFBP2', 'YWHAQ', 'FAM167A.AS1', 'ARHGEF33', 'ARID5A', 'CELF5', 'MYCBP2', 'MYLPF', 'DHRS4', 'HEPACAM2', 'HIST1H2BK', 'SNORD65', 'CLP1', 'ADGRE4P', 'AOC2', 'UBL5', 'PSME3', 'ICOSLG', 'KIF4A', 'SOX1', 'DIDO1', 'RAPSN', 'USH1C', 'SLC4A4', 'DNAJC14', 'ABL1', 'WDFY3.AS2', 'SLC45A3', 'NUP188', 'HOXD10', 'CORIN', 'KLRB1', 'OR14C36', 'AKR1B15', 'SMPD1', 'UBR7', 'TDGF1P3', 'SLC26A2', 'FAM3A', 'FAM105A', 'LRRC8A', 'ARHGAP11A', 'SLC6A9', 'SFRP1', 'RBSN', 'OMA1', 'VEGFB', 'TCTA', 'KRT9', 'ZNF271P', 'XPO4', 'LMOD1', 'ZP2', 'FBXL3', 'THOC6', 'ARHGEF15', 'OGFRL1', 'RGS22', 'FAF2', 'OLFML3', 'AK4', 'HCN4', 'SNRNP25', 'KCNMB3', 'LINC00301', 'WEE2.AS1', 'GPM6B', 'HFM1', 'CRP', 'ARHGEF2', 'IGF1', 'FAM150A', 'OTOA', 'WDR4', 'STUB1', 'MRPL3', 'NCK1', 'SERINC4', 'OCEL1', 'IFNW1', 'CEP68', 'OR5R1', 'FDCSP', 'NMNAT2', 'PNPLA5', 'SLC2A3', 'DAPK2', 'GFI1', 'HIST1H2BM', 'IFT80', 'BCORP1', 'OR6C4', 'GNL3', 'CRAMP1L', 'MAGEA10', 'ARPP19', 'KLHL10', 'PRAM1', 'PPP1R3D', 'LILRA6', 'FRG1B', 'HAUS7', 'ALPL', 'SRP14', 'CCDC66', 'FGF17', 'C2ORF47', 'NME1', 'GPR149', 'KCNU1', 'GPX7', 'CPTP', 'LGALS1', 'PCDHGC4', 'KIF6', 'KIF22', 'HMHA1', 'C6ORF201', 'DNAJC3', 'RGAG1', 'MGC16275', 'COMMD8', 'LINC00238', 'PMS2', 'SPATA7', 'CACNA1H', 'CLNS1A', 'KRTAP9.8', 'KCND2', 'NECAB2', 'RFX7', 'TRPC6', 'GDI1', 'TCF21', 'SLC46A1', 'FAM182B', 'ATP6AP1L', 'KCNJ4', 'ZNF738', 'PHYHD1', 'PIGU', 'DRAXIN', 'SNRPE', 'ECEL1', 'LINC00475', 'PPIP5K2', 'MIF', 'ANKMY2', 'TSTD1', 'DLEU1', 'SPATC1L', 'ZFAND5', 'SF3B5', 'KHK', 'RNF181', 'ALG9', 'NEXN', 'DPP8', 'MEMO1', 'ASXL2', 'CHRNA1', 'GAS2L2', 'PGLYRP3', 'TBRG1', 'CDH8', 'TMEM41B', 'SAMD8', 'RGR', 'KLRC4', 'LINC00923', 'FAM76A', 'SF3A2', 'ROBO1', 'ASMT', 'OR6N2', 'TMEM185B', 'GPR88', 'ISOC1', 'ZFAND2B', 'MAP3K2', 'DPY19L2P2', 'IL21', 'TNFAIP2', 'ST13P4', 'OR7C2', 'MPI', 'FBLIM1', 'MCF2', 'PDCD10', 'ERCC6L', 'SIGLEC16', 'IL17RC', 'OR8G5', 'TRIM37', 'TEX40', 'KDELC2', 'THAP9', 'FAM50B', 'MSH2', 'CX3CL1', 'MYL6B', 'CD27.AS1', 'TRMT10C', 'CYTH1', 'STMN4', 'ASIC4', 'OR5W2', 'GIPC2', 'SUSD5', 'SHROOM2', 'SPANXN4', 'KIAA1549L', 'DNM2', 'TTTY22', 'ZNRD1.AS1', 'SNORD91A', 'GUCA2B', 'INO80C', 'TIGD7', 'STON1', 'FTHL17', 'IRAK1BP1', 'SARS2', 'PIDD1', 'SCNN1D', 'LCN1', 'DIRAS3', 'OR8S1', 'FANCG', 'GTSE1.AS1', 'NFATC1', 'DCX', 'SMARCD2', 'MUC5B', 'RIPK4', 'TMCO3', 'SLX1B', 'SLC35B3', 'EPN2', 'TPX2', 'EAF1', 'ERGIC1', 'NLRC4', 'LRRC29', 'C12ORF49', 'WDR13', 'DEPDC5', 'HEPHL1', 'CDC42SE1', 'KLHL6', 'UBP1', 'DUSP9', 'RPS6KA1', 'OLAH', 'IL1B', 'EVI2A', 'SKAP1', 'C8ORF44', 'ATF3', 'CELA2A', 'LOC642929', 'CYP2U1', 'CCDC25', 'TPP1', 'RAVER2', 'AP3S2', 'CLPSL2', 'FAM69B', 'SPSB2', 'CAMKK1', 'FAM89A', 'NXF4', 'SNORD115.8', 'ZNF322', 'STYXL1', 'CST1', 'C17ORF104', 'SSX1', 'METTL22', 'SYCE1', 'ZIC3', 'UAP1', 'LOC100190986', 'KRTAP5.11', 'PLOD3', 'ZNF641', 'MTHFS', 'ADAMTSL2', 'PYGO1', 'ING1', 'LOC100133050', 'ATP1B1', 'ZCCHC13', 'PDHX', 'ZNF207', 'WDR7', 'TRANK1', 'KIAA1147', 'BORA', 'LRP2BP', 'SNORD121A', 'ZNF112', 'GNB3', 'KRTAP23.1', 'ANKHD1', 'MPV17L2', 'ACTRT2', 'JPH2', 'DDX1', 'KRTAP10.4', 'GPR176', 'CES5A', 'GOLGA8A', 'CD46', 'ABHD6', 'TBX2', 'TTPAL', 'MRTO4', 'GPR3', 'ITPR1', 'C1S', 'MBOAT7', 'TMEM161B', 'PER3', 'LRIT3', 'C5ORF58', 'NF1', 'PLCZ1', 'POLA1', 'C9ORF173', 'LRRC43', 'DEFB132', 'OPLAH', 'SUPT20HL1', 'NME1.NME2', 'CDV3', 'GALNT14', 'DKFZP434H168', 'ZNF503', 'RSG1', 'NUDT1', 'SNAI2', 'ZBED8', 'IL27RA', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10476316856458312
		RMSE:  1.1835893765747125
		NRMSE:  0.18846364392451076
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19786466090973764
		RMSE:  1.2714981376898562
		NRMSE:  0.2500438806886504
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1260727912856485
		NRMSE:  0.17930524366829853
		MAPE:  266.31463004312263
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01718399286470018
		RMSE:  1.1716869980595492
		NRMSE:  0.23041572398960675
		MAPE:  1066.779337530299

	Predictor:  LinearRegression
		Pearson Correlation:  0.8491356763500273
		Spearman Correlation:  0.7987218512162358
		Coefficient of Determination:  0.6699294624996426
		RMSE:  0.6469487009705457
		NRMSE:  0.10301402837020249
		MAPE:  262.6147651131188
		Pearson Correlation:  -0.11202992227244145
		Spearman Correlation:  0.17673397881849987
		Coefficient of Determination:  -3.066894697403873e+23
		RMSE:  643370708539.0792
		NRMSE:  126520758399.8504
		MAPE:  136929729142555.72

	Predictor:  ElasticNet
		Pearson Correlation:  0.7480773691319884
		Spearman Correlation:  0.7006673001356393
		Coefficient of Determination:  0.5248270893320552
		RMSE:  0.7762333573008677
		NRMSE:  0.1236001014777981
		MAPE:  239.61930905815532
		Pearson Correlation:  0.49543137973852125
		Spearman Correlation:  0.47991371463484583
		Coefficient of Determination:  0.24112404424232914
		RMSE:  1.0120389992702588
		NRMSE:  0.19902047143030793
		MAPE:  1571.8965169041796

	Predictor:  RandomForests
		Pearson Correlation:  0.6603342851486207
		Spearman Correlation:  0.5319568643870608
		Coefficient of Determination:  0.4342575375854165
		RMSE:  0.8469852614767792
		NRMSE:  0.13486596947179694
		MAPE:  171.125151555385
		Pearson Correlation:  0.43661984691372335
		Spearman Correlation:  0.41283851323848075
		Coefficient of Determination:  0.15481119730200876
		RMSE:  1.0680429544786092
		NRMSE:  0.2100338153583232
		MAPE:  472.44333747551605

Protein:  CDH2
x_train_column_count:  474
x_train columns:  ['PSMG1', 'SMR3B', 'LY6K', 'CEBPB', 'CHST8', 'NANS', 'NDUFB6', 'TMEM159', 'CLTCL1', 'GLT6D1', 'VCP', 'SLC9A3R2', 'FBXL3', 'CDH12', 'USB1', 'PSMD5', 'PHF20L1', 'IFIT1B', 'KRBA1', 'OGN', 'PROM1', 'ASPM', 'SCMH1', 'DEFB105A', 'NCF1', 'C10ORF10', 'CDKL4', 'VLDLR', 'RAB40A', 'TM6SF2', 'ZNF567', 'SKP1', 'ZNF839', 'ADD2', 'SNORD57', 'C9ORF163', 'RASA1', 'PTBP2', 'ANAPC15', 'TMEM145', 'RAB22A', 'KIF20B', 'KIF3C', 'GDF6', 'DNHD1', 'RNY5', 'SNX5', 'ZNF366', 'DCAF5', 'GLMN', 'GSTK1', 'DFNA5', 'GIMAP7', 'SEBOX', 'NPPC', 'SLC22A10', 'SQSTM1', 'PRDM14', 'C9ORF142', 'JAG1', 'FLG2', 'SLC34A3', 'CYMP', 'R3HDM1', 'FAM98C', 'SLC12A6', 'SEC1P', 'UBXN4', 'HYLS1', 'CYP1B1.AS1', 'CD177', 'DNAI1', 'TMEM140', 'DEFB115', 'ARL10', 'MED28', 'TIGD7', 'LURAP1L', 'C10ORF88', 'SCARNA12', 'SNAPIN', 'CST4', 'CPEB3', 'OLIG1', 'SNORD58C', 'HIST2H4A', 'ORC6', 'PROSER2', 'UBE2A', 'GUCY1B3', 'PGAP2', 'TEDDM1', 'FOXO1', 'GNMT', 'SNORA26', 'ARL13B', 'C2CD2', 'GTF2H4', 'SLC38A8', 'CLSTN3', 'PTPRU', 'GCKR', 'GDF10', 'E2F4', 'SLC7A6OS', 'NAP1L6', 'AKAP3', 'GFPT1', 'ZCCHC24', 'SNORD78', 'RBFA', 'TAF13', 'TMEM97', 'ADPRHL2', 'FTH1P3', 'OLR1', 'NAPSA', 'AP4S1', 'ALDH1A2', 'SMUG1', 'MRPL40', 'CFH', 'NUDT7', 'MRPS36', 'FAM81A', 'TM4SF1', 'SCAMP4', 'KIAA0125', 'KLK5', 'MT1M', 'FAM66C', 'MT1B', 'MEFV', 'CTHRC1', 'PHYHD1', 'LYPD3', 'AK2', 'NLN', 'MBTPS2', 'LYPD6B', 'SMAP1', 'UGT1A8', 'DUSP5P1', 'DPH3', 'MRPS15', 'ZNF98', 'C6ORF10', 'ATP13A5', 'CDC42BPG', 'BICC1', 'TMPRSS12', 'SASS6', 'TOR1B', 'PAQR8', 'KANK4', 'FOXQ1', 'POLE', 'LRRC14B', 'CEP170B', 'HIST1H2AA', 'PCDH15', 'LCE3A', 'OR4A16', 'HLA.DQA1', 'EIF4E', 'GPR20', 'CTAGE9', 'PRRT3', 'TUBB', 'KRCC1', 'TBC1D2', 'TRIM42', 'AGPAT4', 'CA4', 'EXOSC5', 'NOS1AP', 'JRK', 'DDIT3', 'HSPBAP1', 'MYOC', 'RBCK1', 'EGLN2', 'FBXL15', 'DEPTOR', 'CHP2', 'IL6ST', 'CDC42SE1', 'CDRT4', 'GLIPR1L1', 'MAP3K15', 'KRT39', 'SOCS5', 'MMADHC', 'PAAF1', 'PLCG2', 'SLC6A18', 'OR6C65', 'SBK2', 'SLC22A5', 'ADRA2C', 'VDAC3', 'SNORD116.1', 'SMIM15', 'CXCL8', 'KIT', 'ZFYVE9', 'LOC493754', 'MIF4GD', 'SFT2D3', 'MYOM3', 'GPR101', 'NAT8', 'OR8K5', 'ADAM15', 'PPP5C', 'GPR119', 'ACAD9', 'NPHS2', 'STAT1', 'LOC646214', 'TUBGCP2', 'OR2T6', 'RASGRF2', 'RTCA', 'TGIF2', 'FABP4', 'PCSK1N', 'ATP5J', 'OR2B3', 'VSIG1', 'LOC90246', 'FIBIN', 'CACTIN', 'CCT6P1', 'ZCWPW1', 'NUBPL', 'MEP1A', 'SMAGP', 'CDC16', 'RELT', 'ASAP1.IT1', 'CCDC28B', 'FAM184B', 'YBEY', 'SNORA78', 'TBC1D3P2', 'COLQ', 'ABCC2', 'ACTR3C', 'CYR61', 'GUSBP1', 'INPP4A', 'CERS4', 'MRE11A', 'LHX9', 'NPAS2', 'ASMTL.AS1', 'PIN1P1', 'COPRS', 'ZRANB3', 'KCNT2', 'SEMG2', 'DUSP27', 'FIGNL2', 'SBSN', 'DDX43', 'PSMG2', 'OR1A2', 'PATE3', 'CDC25B', 'NOLC1', 'HERPUD1', 'SNORD115.48', 'PPP1R3G', 'DVL2', 'VPS37A', 'ATP12A', 'DSTN', 'OGFRL1', 'ZCCHC3', 'CEACAM19', 'CSN1S1', 'GALNT1', 'SPSB4', 'OR6B3', 'SYCE2', 'CAPRIN2', 'PRIMPOL', 'GLYCTK', 'TBX4', 'ARSG', 'THUMPD1', 'NT5DC3', 'N4BP2L1', 'TAF10', 'NADSYN1', 'LZTR1', 'OSGIN1', 'STAM', 'WFDC11', 'GTF3C5', 'HIGD2A', 'SNORD51', 'COL6A6', 'ATG101', 'RPL31P11', 'SLC11A1', 'CYP4Z2P', 'KRI1', 'ABCB9', 'INADL', 'SH2B1', 'HEATR6', 'TMEFF2', 'FAM224B', 'PTGER1', 'ZNF826P', 'WDR54', 'SHH', 'COL18A1', 'SLC9A3R1', 'ACPT', 'GLTSCR2', 'ZNF814', 'GALK1', 'CRYM', 'KRTAP4.8', 'DKFZP434A062', 'MCTP2', 'APBA1', 'GOLGA6L9', 'VGLL4', 'RPS6KA4', 'MTG1', 'TMEM161B', 'RXFP1', 'SLC7A2', 'EIF4A2', 'VWA8', 'DCD', 'WWP2', 'LMTK3', 'IL20RB', 'DMRTC2', 'ANO8', 'NPY5R', 'HOXD10', 'EOGT', 'RAB3IL1', 'GOLM1', 'PRKX', 'NCAPH', 'TMEM45B', 'MSH2', 'PCDHGB2', 'NUP107', 'ATP1B3', 'IFNAR1', 'KCNMB2', 'AARS', 'THNSL2', 'SMYD3', 'HNRNPA2B1', 'ABCC10', 'PPP1R14D', 'PAPSS2', 'ANP32B', 'CENPU', 'KRTAP27.1', 'WDR60', 'GATS', 'DNAJC21', 'ARSA', 'SLC2A2', 'CA2', 'ARL8A', 'TIE1', 'FITM1', 'SNORA81', 'PSMD1', 'UBE2W', 'PIGQ', 'METTL10', 'CALCR', 'DAND5', 'DIP2A', 'AIMP2', 'CDH3', 'ATG5', 'NPDC1', 'ZGPAT', 'LILRA1', 'DMRTC1B', 'RSBN1L', 'UBL4A', 'RAD51AP1', 'TAB2', 'IL11', 'ZNF354A', 'IL9R', 'COL15A1', 'HIST1H4C', 'FANK1', 'OTOS', 'ETF1', 'ARL15', 'RPL22', 'CYP2B7P', 'CNOT7', 'CELSR2', 'SLC36A4', 'CLEC12A', 'NUTM2F', 'STXBP2', 'TUBA3C', 'OR5AC2', 'C7ORF49', 'PIK3IP1', 'CPLX1', 'HOXA6', 'CDIPT', 'SMCHD1', 'HCG18', 'TPPP3', 'TFIP11', 'SNORD111', 'GHDC', 'SUMF2', 'VAMP3', 'C5ORF38', 'CORT', 'SSFA2', 'GAGE1', 'ACSM4', 'MAPK4', 'CNPPD1', 'AP1B1', 'PMPCB', 'SNX4', 'TUBA1B', 'ABHD14A', 'LRIT2', 'SNORA21', 'GATA1', 'PLCH2', 'JUP', 'PDRG1', 'PDCD1LG2', 'HIST1H2BK', 'DHX34', 'FBXO22', 'RFXANK', 'RHEBL1', 'SKIDA1', 'CDHR5', 'PHYHIP', 'NUMA1', 'C10ORF95', 'NPTX1', 'DUS3L', 'BDP1', 'PCDHGA3', 'ZNF334', 'FOXD1', 'AATK.AS1', 'TCP10L2', 'CRYBA1', 'PLD1', 'PAH', 'OR13C4', 'MS4A7', 'RCCD1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0016678089051440637
		RMSE:  0.3594357673583712
		NRMSE:  0.1765314902796381
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02548752338232485
		RMSE:  0.4223734458481898
		NRMSE:  0.15794680397441796
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  LinearRegression
		Pearson Correlation:  0.465941535738387
		Spearman Correlation:  0.46841551489260924
		Coefficient of Determination:  -3.4798600404580737
		RMSE:  0.7601366210724807
		NRMSE:  0.37332970928367004
		MAPE:  4812.475759233684
		Pearson Correlation:  0.05465180443369065
		Spearman Correlation:  0.08847097598861123
		Coefficient of Determination:  -1.1721890926754623e+26
		RMSE:  4515753781585.314
		NRMSE:  1688668841158.9905
		MAPE:  6761247356340197.0

	Predictor:  ElasticNet
		Pearson Correlation:  0.35806507996666803
		Spearman Correlation:  0.3810818144644895
		Coefficient of Determination:  0.10810177759749562
		RMSE:  0.3391697272802416
		NRMSE:  0.16657812842210185
		MAPE:  780.769172732219
		Pearson Correlation:  0.18757017738375434
		Spearman Correlation:  0.16642123520410348
		Coefficient of Determination:  0.01730483412668926
		RMSE:  0.4134669744707416
		NRMSE:  0.15461622364891334
		MAPE:  2088.7420334637736

	Predictor:  RandomForests
		Pearson Correlation:  0.392392142739742
		Spearman Correlation:  0.39904277622636425
		Coefficient of Determination:  0.10239367691252965
		RMSE:  0.3402533303074177
		NRMSE:  0.16711032380895716
		MAPE:  480.87708953201985
		Pearson Correlation:  0.1901263710024535
		Spearman Correlation:  0.16595011396679252
		Coefficient of Determination:  0.016083549508972617
		RMSE:  0.41372382119219225
		NRMSE:  0.15471227163479695
		MAPE:  806.337498170309

Protein:  CDH3
x_train_column_count:  75
x_train columns:  ['ADIG', 'KIAA2018', 'TCAF1', 'ORAOV1', 'TEX2', 'P2RY8', 'ACKR1', 'EFHC2', 'TNXB', 'ITPR3', 'RNF17', 'VPS52', 'NEUROG2', 'FAM186A', 'DNAJB14', 'C12ORF10', 'WTAP', 'CLRN1.AS1', 'ABCA10', 'AP4M1', 'SMC2', 'PFDN2', 'NFIA', 'KCNE1', 'RNF168', 'HSFY2', 'SIVA1', 'ACBD6', 'TMEM19', 'SNORD77', 'MEIS1', 'RNF214', 'GPR1', 'PCDH10', 'GMCL1P1', 'PALB2', 'INE1', 'TMEM135', 'MYT1', 'YDJC', 'NKX1.2', 'SNORD114.8', 'TPGS2', 'SLC39A8', 'SLC5A4', 'DIMT1', 'ATAT1', 'RTN4RL1', 'SPRR1B', 'NINJ2', 'ARMT1', 'S1PR5', 'KARS', 'NGLY1', 'PERP', 'ECEL1', 'SH2B3', 'GPR6', 'CDC14B', 'SNORD30', 'WNT9A', 'TM6SF2', 'SGCE', 'LTF', 'ZNF69', 'NID2', 'CEBPA', 'MTRF1L', 'KRTAP10.6', 'FZD8', 'NBPF6', 'HNRNPR', 'FANCI', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011481892643820935
		RMSE:  0.2038847376288621
		NRMSE:  0.14304087222095618
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026977014897064944
		RMSE:  0.22369326249691865
		NRMSE:  0.20181818899206835
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  LinearRegression
		Pearson Correlation:  0.40023899916102995
		Spearman Correlation:  0.40205621031527616
		Coefficient of Determination:  0.16013925349983849
		RMSE:  0.18674078295664506
		NRMSE:  0.13101306544076238
		MAPE:  680.461570741795
		Pearson Correlation:  0.31182725602635797
		Spearman Correlation:  0.34292989408008
		Coefficient of Determination:  0.08053617718914408
		RMSE:  0.2142077685060674
		NRMSE:  0.19326028609611004
		MAPE:  183.61998035395598

	Predictor:  ElasticNet
		Pearson Correlation:  0.33071386891050353
		Spearman Correlation:  0.3491681914581108
		Coefficient of Determination:  0.08072086500773779
		RMSE:  0.19537061114584642
		NRMSE:  0.13706755566723244
		MAPE:  322.0423671797365
		Pearson Correlation:  0.35376739526507156
		Spearman Correlation:  0.36256813263141874
		Coefficient of Determination:  0.07586935081149349
		RMSE:  0.21475069644290076
		NRMSE:  0.193750120844559
		MAPE:  163.38609933993382

	Predictor:  RandomForests
		Pearson Correlation:  0.37380291312592273
		Spearman Correlation:  0.36105297756540367
		Coefficient of Determination:  0.10466194842595122
		RMSE:  0.19280977803874205
		NRMSE:  0.13527093368604567
		MAPE:  344.4726314609607
		Pearson Correlation:  0.28175898442324154
		Spearman Correlation:  0.30217133547980884
		Coefficient of Determination:  0.059835651242455934
		RMSE:  0.21660565126283773
		NRMSE:  0.19542367872575334
		MAPE:  199.89800671789823

Protein:  PTEN
x_train_column_count:  886
x_train columns:  ['CYP27C1', 'ZP3', 'HBS1L', 'VLDLR', 'HOXA13', 'CD38', 'GSTA3', 'SPSB1', 'ERMAP', 'TMEM116', 'CTAGE10P', 'FAM161A', 'GPX3', 'SNAP23', 'ZNF177', 'LRRC74A', 'NUP153', 'PIFO', 'METTL21A', 'HIST1H2BM', 'SAP30BP', 'TELO2', 'VASH2', 'ZMAT3', 'LMBR1', 'SRPK2', 'ZNF831', 'ZNF770', 'EEF1B2', 'ZNF320', 'C20ORF141', 'RNU6ATAC', 'ZMYM2', 'SLC7A10', 'WNT5B', 'SNTA1', 'LOC401463', 'GRAMD1B', 'IGLL1', 'PPP1R10', 'KCNMB1', 'BLNK', 'SART3', 'LINC00628', 'IFT122', 'IFNGR1', 'FAM27L', 'EMILIN2', 'CNTNAP5', 'CACNG4', 'PLEKHB2', 'C1ORF53', 'TRNT1', 'SLC22A12', 'VPS33A', 'R3HDM2', 'AIFM1', 'GUCY1A3', 'CPNE8', 'DUX4L6', 'GAS7', 'CNNM2', 'PWWP2A', 'RHOT2', 'SERPINB3', 'C9ORF16', 'AKNA', 'PCSK2', 'COL6A3', 'FOXQ1', 'CDH11', 'LAMB2', 'TMEM91', 'POMK', 'ANKRD13A', 'CYSTM1', 'CCDC25', 'ANAPC10', 'LINC00518', 'GBGT1', 'TCP10L', 'RASA3', 'PLCZ1', 'SPEG', 'POLB', 'RNF115', 'ATAD3C', 'FAM173A', 'C12ORF74', 'BMS1P6', 'ARF3', 'TARM1', 'ACTL8', 'CFL2', 'ZRSR2', 'RBFOX2', 'BRI3', 'HMGB3P1', 'PNPLA1', 'DLGAP2', 'FRAT2', 'CARD11', 'TCF3', 'FAM189B', 'SPON1', 'CACNG5', 'RFX3', 'VCX3B', 'LINC00893', 'ZNF700', 'OR4K14', 'UBE2D4', 'TEKT5', 'HIST1H3F', 'PRKCD', 'ZNF311', 'RNF5', 'OR5H15', 'DDX3X', 'E2F3', 'MTL5', 'BTN3A2', 'CRIPT', 'RPL7A', 'SYT4', 'TLE6', 'GLT1D1', 'SLC30A8', 'SUSD2', 'FUT5', 'IHH', 'TENM4', 'OR1M1', 'C20ORF202', 'TMEM50B', 'LCE1B', 'BTBD6', 'SPX', 'PTRHD1', 'SUGCT', 'TJP3', 'ZNRD1.AS1', 'XKRY', 'HGSNAT', 'ARL17A', 'ANAPC7', 'ALDH16A1', 'DIP2A', 'PROSER2', 'C19ORF54', 'TAAR1', 'BRWD1', 'BCL2L1', 'CTSS', 'ARF5', 'TRIM33', 'ACTR2', 'GULP1', 'SLC22A24', 'PTPRA', 'PTCHD3', 'FBF1', 'KIAA0930', 'TMPRSS4', 'NOMO2', 'HES5', 'CLDN16', 'C19ORF66', 'DSCR9', 'RNF4', 'RNF144B', 'CEP162', 'TACSTD2', 'FAHD1', 'PIWIL2', 'ITPR2', 'SYT1', 'SNORD56B', 'DEC1', 'C21ORF91', 'DHX35', 'SNORA15', 'ZNF512', 'CDON', 'DDX24', 'SUPT20H', 'HACD2', 'AATBC', 'EVA1B', 'SLC25A53', 'PLCXD3', 'NRSN2', 'SWSAP1', 'NHLH2', 'EXOSC7', 'DUSP9', 'ABCA9', 'RASA4CP', 'RNF130', 'ZNF90', 'RPP21', 'OR8U1', 'FAR2', 'DTX1', 'GK', 'TK2', 'LINC01548', 'DHRS7', 'AKAP8L', 'SH2D5', 'TIMM13', 'CCDC24', 'CABIN1', 'SV2B', 'AFP', 'MAP1A', 'TTC37', 'AMT', 'FAM53A', 'TRDN', 'CEP44', 'OR2W3', 'TERT', 'MTMR14', 'RMDN3', 'TNNT3', 'MPC1', 'DPP7', 'OLIG1', 'MRPL46', 'ZNHIT6', 'PPP1R27', 'LOC646471', 'DSC1', 'C2ORF73', 'NEGR1', 'B3GNT2', 'CENPA', 'RCCD1', 'CCKAR', 'CXORF66', 'NFYB', 'HPYR1', 'SUFU', 'RDH13', 'CMAHP', 'KRTAP11.1', 'DSCR8', 'KLK6', 'CXORF40A', 'TMEM14C', 'COX19', 'EP400', 'GNG5', 'C2ORF44', 'SPACA6P', 'OTOR', 'SCN2B', 'LIN9', 'MSX2', 'SPATA33', 'SMCR5', 'PIEZO1', 'SGOL2', 'TIMM10B', 'MBLAC2', 'NKX2.5', 'STATH', 'HTR1D', 'INTU', 'BCAR3', 'GINS1', 'TTC23L', 'TSGA10', 'IL13RA1', 'RANBP3', 'OGDH', 'USH2A', 'NFIB', 'GSTK1', 'POLE2', 'ROPN1L', 'ADAMTS2', 'ADIPOR1', 'MPDZ', 'TMEM17', 'SLC25A48', 'METTL2B', 'RPL19', 'LCE1E', 'USP17L2', 'MYCL', 'SNAR.I', 'CAPNS1', 'SNORA74A', 'PAXIP1.AS2', 'TMEM79', 'CMC2', 'KCTD2', 'MYADM', 'UBE2Z', 'DUSP3', 'RPS6KA6', 'FAM102A', 'DNAJB6', 'UGDH', 'PDILT', 'SNORD113.2', 'SIAE', 'DEFB121', 'CCDC112', 'LINC00982', 'CNOT1', 'OR10Q1', 'OR5B21', 'ZNF592', 'FOXL1', 'PCDHGB8P', 'CHP2', 'EPB41', 'PCF11', 'SNORD115.9', 'PCP4', 'SSR4', 'TNFRSF10A', 'FRG1', 'DNAH3', 'NAT8B', 'FAM183CP', 'CALHM2', 'ARID1A', 'CDH20', 'ICOS', 'TRMT13', 'ATG7', 'AP2M1', 'RFPL1S', 'BOLL', 'HOXC9', 'KCNH6', 'DNAJC22', 'PRAMEF11', 'SC5D', 'TMEM47', 'CHN1', 'DUX4L1', 'DEF8', 'HORMAD1', 'ANKRD30BL', 'SHISA3', 'PSMD3', 'ARL10', 'MAN2B2', 'TFAMP1', 'AP1S3', 'TCP10', 'NR4A2', 'LOC220729', 'HLA.DMB', 'DMTF1', 'ZNF765', 'PGAP2', 'CFH', 'BLOC1S5', 'TAAR2', 'CASD1', 'PQBP1', 'C1QB', 'C3ORF79', 'PLEKHH1', 'TMTC1', 'RLF', 'COLGALT2', 'EAF2', 'FGD4', 'ANKS4B', 'DYDC2', 'PTX4', 'RAB6A', 'ARHGAP33', 'ERH', 'ADAMTS15', 'C1ORF186', 'DTX2P1.UPK3BP1.PMS2P11', 'ADI1', 'ARMC10', 'HBZ', 'SLC16A11', 'LACTB', 'UGP2', 'SNORD116.10', 'DNA2', 'ZG16', 'ZBTB7B', 'BREA2', 'C6ORF10', 'LRRC40', 'IP6K3', 'SSX3', 'HOMER3', 'CRCT1', 'UBE2Q2P1', 'BACH1', 'LILRA4', 'FNDC5', 'IRF8', 'MRPS7', 'RPTOR', 'TNFSF4', 'PCBP2', 'ISCA1', 'FBXO41', 'TBC1D23', 'TEAD1', 'APBB2', 'SNORA11', 'SELO', 'DLG1', 'RNF148', 'JAKMIP2', 'TMEM25', 'ACOT4', 'ZNF532', 'T', 'DSCAM', 'AP2A1', 'SLC43A3', 'DYNLRB1', 'CETN1', 'CYP46A1', 'EN1', 'ZFP64', 'TSPAN3', 'LAMA1', 'ZP4', 'CCDC57', 'SLC7A8', 'TMLHE', 'CCM2', 'PCDHB7', 'PRR32', 'SNAI2', 'TTTY17A', 'AURKAIP1', 'UG0898H09', 'LRRFIP2', 'REG4', 'INTS10', 'PUS7L', 'HOXB6', 'APOL4', 'KCTD18', 'NR1I2', 'SLC26A4.AS1', 'KLRD1', 'CEP41', 'LINC00669', 'WDR63', 'LAX1', 'CCR4', 'SSTR4', 'LINC00152', 'TUBAL3', 'SERPINE1', 'STRN', 'RXFP2', 'SOWAHD', 'ADCK4', 'SLC2A9', 'EXPH5', 'OR4X2', 'CRMP1', 'BOD1L1', 'MARVELD1', 'ZSCAN23', 'ABCG2', 'MKRN3', 'PNMA5', 'HIGD2A', 'ANKRD32', 'SNORD115.45', 'MAGEB18', 'TSPAN2', 'ASB12', 'EIF3C', 'TM6SF1', 'USP48', 'MBP', 'MSR1', 'CACNA2D4', 'SMNDC1', 'DAPK2', 'SOCS2', 'PTPN11', 'ALG3', 'PABPN1', 'PAK1', 'HIST1H3E', 'PRDX3', 'C7ORF49', 'C15ORF57', 'STAU2', 'ACTL9', 'HLA.DQA1', 'TPM2', 'OR10G9', 'SLC30A7', 'SMIM7', 'MEG8', 'TRPS1', 'AGPAT2', 'IGFL1', 'MANEAL', 'HMBOX1', 'CSRNP2', 'NT5C1A', 'UGGT2', 'OCLM', 'AARS', 'SNX15', 'MT1L', 'MAU2', 'GALNT15', 'CRIP3', 'OTC', 'SLC45A4', 'CDK10', 'TARBP2', 'RASA2', 'LOC727896', 'PRPF38A', 'CENPP', 'PIK3C3', 'SLC22A25', 'TGFBRAP1', 'SEL1L2', 'PPRC1', 'NLRP5', 'DPP4', 'KIF1A', 'NUFIP1', 'DACT2', 'NDUFS2', 'DNMT3L', 'ZZZ3', 'C7ORF66', 'LINC00523', 'PPP1R11', 'TSPO', 'FKBP6', 'EEF1A1', 'RHOBTB3', 'FAM214A', 'ARHGEF2', 'STRBP', 'SPATA31D5P', 'SNORD62A', 'CMTR2', 'WSB1', 'KRTAP9.8', 'KCTD20', 'SUN1', 'TMEM59', 'THEM4', 'KCNA7', 'ZNF576', 'IRX2', 'ERCC6', 'ZP2', 'UBA6', 'A1CF', 'TRAT1', 'TP53', 'C9ORF85', 'ZNF518B', 'SLC43A2', 'BTBD8', 'MROH5', 'TSSC4', 'RNASE11', 'PYGM', 'WFDC10A', 'C7ORF61', 'ZNF92', 'PRDX6', 'F2', 'TACO1', 'OR7E156P', 'TMEM183A', 'QSOX2', 'MUC2', 'SMAD6', 'CRIP2', 'UCHL5', 'VWCE', 'RPS9', 'C9ORF153', 'ATP13A3', 'CPSF3L', 'ACTRT2', 'DCLK1', 'ADAM18', 'GALNT13', 'ZNF853', 'C15ORF61', 'PADI2', 'FGB', 'HOXB13', 'KRTAP19.6', 'TDRD5', 'TMEM18', 'IGF2', 'PDCL', 'CAV3', 'CHM', 'UNK', 'OR10X1', 'SFSWAP', 'GPR183', 'TRAM2', 'SNORD88A', 'COTL1', 'BTN2A2', 'TSHB', 'PCAT4', 'SPEF1', 'DNHD1', 'PRPF31', 'PFAS', 'MEX3D', 'XRCC6BP1', 'MAX', 'POM121', 'MAGEA6', 'NUMB', 'PTK6', 'IARS2', 'FBRSL1', 'POR', 'C6ORF48', 'ZNF687', 'MAGEB10', 'SMIM11', 'RNF113B', 'PDPK1', 'ANKDD1A', 'OOEP', 'SPACA3', 'CSN1S1', 'ATP1B1', 'GATA3', 'IDO1', 'TRAP1', 'EPHA6', 'CCBL1', 'GLS', 'PRSS55', 'EFHD2', 'GBP7', 'IFI27', 'MED11', 'FUT10', 'LRFN2', 'NDUFA10', 'OSGEP', 'QTRT1', 'MMP8', 'BACE2', 'CMTM8', 'FUNDC2', 'TRAPPC6B', 'RGN', 'NCAPD3', 'IFRD1', 'NUFIP2', 'LYN', 'BRD8', 'SHFM1', 'ARX', 'DCAF16', 'FCER1G', 'GYPB', 'OR2G3', 'LARS2', 'NUTM2F', 'DFFA', 'ITPKC', 'OR51S1', 'LUC7L3', 'MAP3K15', 'PIM1', 'TLN1', 'C1ORF123', 'DENND5B', 'XYLT2', 'SFRP5', 'CYP4Z1', 'MCTP1', 'HELT', 'GTF2E2', 'ZNF385B', 'LMF1', 'KLHL32', 'OPALIN', 'KRTCAP2', 'CELF4', 'DPM2', 'NEUROD6', 'CAMK2A', 'MUT', 'CACNB4', 'RAB3B', 'HPGDS', 'PDXDC2P', 'RPL35', 'SLC25A5', 'PCSK7', 'SNORD19B', 'GRB10', 'LPA', 'MPZL1', 'SPAG6', 'ARGFX', 'OR2Y1', 'CEMIP', 'EZH1', 'CD9', 'GAGE2B', 'NFATC2IP', 'C2ORF69', 'OR5AU1', 'PPIAL4E', 'TCAF2', 'PCYT2', 'WNK1', 'GOLGA8CP', 'SDHAF2', 'F8', 'MAGEA3', 'RABEP1', 'CT47A9', 'MSI1', 'NEURL1B', 'TRIM47', 'PRPF4B', 'DOCK3', 'ISM2', 'ZNF704', 'ZNF746', 'FKBP1A', 'RPL19P12', 'GPR107', 'OLFML2B', 'UTP18', 'ITPK1.AS1', 'SDHAP1', 'PTPN5', 'SLC7A3', 'CYP4B1', 'CECR5', 'CYP7B1', 'RRN3P1', 'IFT88', 'MIA3', 'KCNQ1OT1', 'CD3D', 'TMED10P1', 'MFSD7', 'PTGDR', 'LRIF1', 'TBC1D13', 'ICAM3', 'PIH1D2', 'ALG14', 'SNORD59B', 'LIMS3', 'IKZF2', 'TMC6', 'FABP6', 'LIG3', 'CSF3R', 'TCEB3C', 'TANK', 'LHX9', 'ANKRD50', 'TIMM17A', 'NKX6.3', 'SPRYD4', 'TXNDC15', 'LINC00471', 'MYO9A', 'CLDN20', 'LRRC71', 'SUDS3', 'SDHAF3', 'WTIP', 'TIAM1', 'B3GNT3', 'PGBD4', 'PTER', 'ARFGEF1', 'GBP6', 'CD248', 'CAB39', 'RER1', 'DEPDC7', 'GJA10', 'APOBR', 'SUZ12P1', 'GRPEL2', 'SEPT8', 'RFX7', 'TTC9C', 'WASH3P', 'SNORD46', 'CSTF1', 'OR4E2', 'DNAJB7', 'CLDN2', 'KLHDC8A', 'PPP1R9B', 'MCHR2', 'PPIL4', 'ZMAT2', 'UTP20', 'CYP21A2', 'SH3BGRL', 'OR52H1', 'GRAMD2', 'SRRM2', 'ZNF542P', 'SH3YL1', 'CTU1', 'ERBB2', 'CCNL2', 'ST3GAL3', 'MRPS35', 'RAB35', 'DMC1', 'SBDS', 'HERC3', 'RFC3', 'LRMP', 'OXTR', 'CTLA4', 'ULK2', 'PTCD1', 'KDM2B', 'COL8A1', 'CASK', 'TEX28', 'MAGED1', 'SPATA2', 'EVA1C', 'DHX38', 'GGT5', 'TMEM233', 'POTEE', 'KRTAP19.8', 'TMSB10', 'SOD3', 'NES', 'DAGLB', 'RPLP0P2', 'TTTY2', 'KLF14', 'CRLS1', 'SNX24', 'ODC1', 'C22ORF31', 'RPL9', 'WNK4', 'RNMTL1', 'FGFR2', 'TDGF1P3', 'ZNF432', 'FRY', 'LOC100129550', 'HNRNPL', 'C6ORF106', 'REL', 'OR1I1', 'ZPLD1', 'IQSEC3', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05240378988513572
		RMSE:  0.5837468026637292
		NRMSE:  0.09127461538014686
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011774083334460839
		RMSE:  0.7259408088203396
		NRMSE:  0.14042494754339593
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5690275755039937
		NRMSE:  0.08897311789601967
		MAPE:  304.4741530818047
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005181468299075398
		RMSE:  0.7235718660416283
		NRMSE:  0.13996670265429206
		MAPE:  391.1377632658283

	Predictor:  LinearRegression
		Pearson Correlation:  0.8211550410188758
		Spearman Correlation:  0.7415481398967557
		Coefficient of Determination:  0.6742550704626012
		RMSE:  0.32476718823856865
		NRMSE:  0.050780578256362854
		MAPE:  429.18813051785173
		Pearson Correlation:  -0.10926661987327342
		Spearman Correlation:  0.18210474208513278
		Coefficient of Determination:  -3.763683457847824e+20
		RMSE:  14001223257.738436
		NRMSE:  2708376519.989639
		MAPE:  1359210425214.789

	Predictor:  ElasticNet
		Pearson Correlation:  0.5475698970473618
		Spearman Correlation:  0.501654061440685
		Coefficient of Determination:  0.23938223828919525
		RMSE:  0.4962683111135136
		NRMSE:  0.0775964836390452
		MAPE:  531.2343282472646
		Pearson Correlation:  0.3745916564372025
		Spearman Correlation:  0.4131697402710758
		Coefficient of Determination:  0.11339421793574123
		RMSE:  0.6795551611641647
		NRMSE:  0.1314521744746527
		MAPE:  775.9091840178929

	Predictor:  RandomForests
		Pearson Correlation:  0.5160923544794217
		Spearman Correlation:  0.42050479467729346
		Coefficient of Determination:  0.1544736427162593
		RMSE:  0.5232351221023486
		NRMSE:  0.08181301260297844
		MAPE:  368.84523515241267
		Pearson Correlation:  0.3427880061010433
		Spearman Correlation:  0.43667626778388763
		Coefficient of Determination:  0.055090464675502604
		RMSE:  0.7015434132490588
		NRMSE:  0.1357055503808919
		MAPE:  476.2812152380598

Protein:  BRCA2
x_train_column_count:  363
x_train columns:  ['FAM71E1', 'TRAF3', 'MUC5B', 'SNORA28', 'LYRM7', 'TBATA', 'MRGPRE', 'AADACL2', 'EIF1AX', 'TTC19', 'TINAGL1', 'NFXL1', 'PABPC1L2B', 'SNORA34', 'CCDC60', 'INTS7', 'TAF1L', 'OR1A2', 'FANCA', 'DUSP2', 'SEMA3B', 'C4ORF29', 'AGO1', 'C14ORF37', 'HIST2H3D', 'CDC42EP4', 'MTHFD1L', 'ZSCAN12P1', 'CDKN3', 'CFAP126', 'CD200', 'TTC39A', 'GOLGA3', 'C2ORF40', 'DSG3', 'MAPK11', 'SUOX', 'TOB2P1', 'RPS14', 'TMEM223', 'PIK3AP1', 'NF1', 'DHX15', 'STYK1', 'DNAL4', 'FAM167A', 'TMEM125', 'PCBP4', 'INTS4P1', 'CORO1C', 'IGSF11', 'CDC73', 'WRNIP1', 'CD244', 'LOC399815', 'KIAA0408', 'KLHDC8B', 'MGAT5', 'KRT12', 'SLC4A3', 'P2RX6', 'SNAR.E', 'ETAA1', 'DNAJA4', 'USP22', 'GDF7', 'PPP1R3F', 'ICA1L', 'BMI1', 'SERPINA3', 'LINC01001', 'RTN4RL1', 'DYSF', 'COG2', 'SMPDL3A', 'CCL7', 'TTC38', 'COL5A1', 'SNX13', 'ACYP2', 'FAF2', 'DNAAF3', 'SSX9', 'IGFL4', 'BCAS3', 'TCF15', 'RASA4', 'FAM41C', 'SNORD114.18', 'ZAR1L', 'IL4', 'NDRG2', 'CHGA', 'ADCY7', 'DEFB110', 'SNORD115.48', 'RBBP5', 'PTGER3', 'LOC100133331', 'ZNF48', 'ALG3', 'RPS26P11', 'C14ORF1', 'LINC00488', 'LINC00176', 'SAV1', 'ENKD1', 'OXSM', 'ITFG1', 'GAB3', 'MITF', 'MC1R', 'XPNPEP2', 'PWP2', 'ZNF257', 'WTIP', 'MSANTD3', 'PRAMEF22', 'GALR1', 'METTL23', 'EIF1AD', 'TKTL2', 'RBMY1B', 'EPHA8', 'RAD54B', 'TLR3', 'MFSD8', 'ARHGAP21', 'CES4A', 'NCR2', 'MAPK8IP1', 'CPLX2', 'PPP4R2', 'FURIN', 'SMIM7', 'SNORD45A', 'FLNB', 'TPBG', 'SLC6A17', 'RMI1', 'PRAMEF8', 'SLC35G2', 'CCDC85A', 'AASDHPPT', 'OR51B5', 'SH2B2', 'DUSP14', 'GPR19', 'OCM2', 'BTF3P11', 'CD300A', 'F2', 'SUGT1', 'GDAP2', 'CCDC181', 'LRRC1', 'SCN4A', 'MTCP1', 'TMEM218', 'POMGNT2', 'PRDM11', 'EGR1', 'ZNF83', 'KRT8P41', 'EGF', 'CUL2', 'ADGRF4', 'AMICA1', 'SLC30A2', 'ITIH2', 'BAG5', 'STAM2', 'SI', 'TARSL2', 'P2RY4', 'SEPT7P2', 'CT47B1', 'FAM43A', 'NDUFA13', 'CYBRD1', 'TPM1', 'DBI', 'SNORA38', 'TCAP', 'GPAM', 'ADAMDEC1', 'ST3GAL1', 'HIBCH', 'TPI1', 'SNORD59A', 'KRT222', 'TREML4', 'UBQLNL', 'DYNC1LI1', 'CARD16', 'MAF', 'RBBP4', 'CLN8', 'ZNF263', 'UTP6', 'ZNF285', 'SLFN13', 'SNORD9', 'LINC00998', 'C9ORF156', 'ABCA12', 'GEMIN5', 'CLDN1', 'LTA4H', 'CX3CR1', 'HCFC1R1', 'HMCES', 'FGD5', 'ALS2CR11', 'BCCIP', 'SCARA3', 'SMNDC1', 'CPEB3', 'PCOLCE', 'MAGEE1', 'TMEM207', 'PEX10', 'ATP6V1C1', 'UBAC1', 'CUEDC2', 'SMOC1', 'GAGE1', 'LOC100133920', 'GUSBP2', 'SLC35A5', 'PCDHGC4', 'LRIT1', 'CMTM4', 'SCGB1A1', 'IL22', 'BACH1', 'FOXO3', 'METTL11B', 'PDP2', 'CRYZL1', 'FAM212A', 'ROM1', 'NPHP1', 'G2E3', 'UNC93B1', 'ZNF687', 'DOK5', 'TTI2', 'SLC39A13', 'TSPAN6', 'CD68', 'PAK1', 'YBX2', 'NUPL1', 'RFPL3', 'TBPL2', 'DISC2', 'NINL', 'MRPL23', 'FOXL2NB', 'ZBTB10', 'LOC148696', 'ZNF236', 'STEAP1B', 'USP14', 'TIMM44', 'ITM2B', 'GAL', 'TINAG', 'OR1K1', 'PITHD1', 'SKINTL', 'WNT9A', 'CIAPIN1', 'SH3RF1', 'RANBP10', 'TPP2', 'MTFMT', 'METTL1', 'EYA1', 'ACSL1', 'ADM', 'NRIP1', 'COA3', 'LHX5', 'ELN', 'ZNF90', 'CRNN', 'STX10', 'PADI1', 'CYFIP2', 'PCIF1', 'NXF2', 'RPL12', 'CNTN4', 'PIGM', 'SPINK14', 'PLOD1', 'CNTRL', 'MARCH6', 'MCM2', 'SCOC', 'CDCA5', 'BCORP1', 'CP', 'LINC00917', 'YAF2', 'C8ORF82', 'CRELD1', 'PCDH15', 'TMX3', 'WNT8A', 'CCNH', 'MFSD4', 'FAM65A', 'RBM4', 'MPV17L', 'HIAT1', 'HPSE', 'C9ORF47', 'MGC16275', 'TEAD4', 'C9ORF171', 'DCBLD1', 'OSCAR', 'GPM6B', 'IL1RL1', 'NLRP6', 'HSCB', 'SLC2A14', 'SLC12A8', 'PDE9A', 'SLC4A2', 'NTN4', 'FIZ1', 'OR13C2', 'KLHL42', 'ZNF600', 'WDR37', 'FAM58BP', 'RSU1P2', 'SIRT6', 'NDUFB1', 'DDX20', 'ATG9B', 'MARCH9', 'NOL4L', 'TOPAZ1', 'SFPQ', 'KANK2', 'MED22', 'TMEM88', 'WNT2', 'PCDHA11', 'TMED5', 'CKS1B', 'GAB2', 'ZNF324', 'UGT3A1', 'BSPRY', 'ATG16L2', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00015423459462815536
		RMSE:  0.20048365981157823
		NRMSE:  0.1291568109593031
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08467605477038265
		RMSE:  0.17297650483593724
		NRMSE:  0.22621657599677922
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  LinearRegression
		Pearson Correlation:  0.5035416523677897
		Spearman Correlation:  0.46671923595638964
		Coefficient of Determination:  0.08431676080296535
		RMSE:  0.19183070599364951
		NRMSE:  0.12358235206548528
		MAPE:  382.7246075151122
		Pearson Correlation:  -0.06740798794544643
		Spearman Correlation:  0.0007357645215187407
		Coefficient of Determination:  -1.6688865126672166e+25
		RMSE:  678501002275.369
		NRMSE:  887335385176.7069
		MAPE:  136164566746306.3

	Predictor:  ElasticNet
		Pearson Correlation:  0.284085671670197
		Spearman Correlation:  0.2603199871716914
		Coefficient of Determination:  0.04107199869197564
		RMSE:  0.19630822351557992
		NRMSE:  0.12646688582095664
		MAPE:  117.97696616768319
		Pearson Correlation:  0.10698123182932212
		Spearman Correlation:  0.11013437369689895
		Coefficient of Determination:  -0.06214659836642311
		RMSE:  0.17117065888134525
		NRMSE:  0.22385491254998396
		MAPE:  118.92340717150825

	Predictor:  RandomForests
		Pearson Correlation:  0.44491072694542916
		Spearman Correlation:  0.37610817918773165
		Coefficient of Determination:  0.08412290662361921
		RMSE:  0.19185101062221954
		NRMSE:  0.1235954328376354
		MAPE:  117.03164245702766
		Pearson Correlation:  0.08608010378658068
		Spearman Correlation:  0.13912909029935167
		Coefficient of Determination:  -0.07097648540460977
		RMSE:  0.17188067827833498
		NRMSE:  0.2247834673096645
		MAPE:  119.25504805916705

Protein:  CDKN2A
x_train_column_count:  614
x_train columns:  ['GPR87', 'C20ORF195', 'TRPS1', 'ALDH5A1', 'PDCL', 'COPS4', 'LUZP1', 'SIAH3', 'SIL1', 'ALAD', 'BCL9', 'ABCA8', 'C4ORF33', 'ALX1', 'C11ORF80', 'GTF2H3', 'PVR', 'SIN3A', 'C16ORF82', 'KCNQ3', 'EHD1', 'GRM6', 'GTF3A', 'VBP1', 'SRCIN1', 'RFNG', 'GPANK1', 'CALCRL', 'CACNG3', 'PLA2G5', 'OR2W1', 'SYT6', 'GRM3', 'SLC9A1', 'MKI67', 'ARSJ', 'SLC25A5.AS1', 'FGD2', 'GOLGA6L5P', 'ZNF99', 'DMRT2', 'GNAS.AS1', 'PQLC2', 'USP2', 'NPHS1', 'OR51B6', 'GJA1', 'MYH2', 'SOX13', 'HDAC10', 'ATP6V1G2', 'MYO18B', 'ZBTB42', 'MS4A2', 'SH3D19', 'EIF4E1B', 'ETV3', 'LRRFIP1', 'DIP2B', 'NCSTN', 'MTMR8', 'DMRT3', 'RPL18A', 'KLHL2', 'TUBD1', 'FTHL17', 'ACVR2B.AS1', 'PTGES2', 'CAPN12', 'USP18', 'SLC27A4', 'TAS2R30', 'S100A16', 'ZNF740', 'SLC2A7', 'TLE6', 'RPLP0P2', 'RIPK4', 'OR2D2', 'IL6', 'COL1A1', 'JAM2', 'LOC100270804', 'SHC1', 'MYOT', 'TRUB1', 'ORMDL2', 'CLLU1', 'ICAM3', 'MYCNOS', 'ZMYM6', 'VN1R1', 'TDO2', 'PTCH2', 'WWC1', 'PARP14', 'CCDC129', 'MS4A6A', 'EYA3', 'DNAH8', 'NF1P2', 'NSUN6', 'DUOX1', 'HCG9', 'KBTBD6', 'GRIP2', 'LRIG3', 'BPNT1', 'KCNN4', 'COL7A1', 'WIBG', 'TRMT112', 'TMEM181', 'METTL21C', 'OR2C1', 'SEC63', 'KIAA1671', 'CDRT15', 'LSM14A', 'PDE1C', 'APOC3', 'NIPSNAP1', 'FANCL', 'ZNF578', 'TAF9B', 'PAFAH1B3', 'ZFYVE21', 'BRD7P3', 'TCAF1', 'RRM2', 'TRIM29', 'FAM72A', 'LMNB1', 'CTAGE10P', 'ZZZ3', 'TFCP2', 'SOS1', 'BCAS1', 'SCARB2', 'LINC00593', 'ALG1L2', 'SLC47A2', 'BCRP3', 'SQRDL', 'EXOC1', 'TRPC4AP', 'MANF', 'CYLC1', 'NDRG2', 'MRPL11', 'FAM167A', 'STK24', 'ATL2', 'EIF4EBP1', 'AGR3', 'CIB1', 'LINC00623', 'C16ORF90', 'MACROD1', 'AKR7L', 'CYP3A5', 'CCDC186', 'SNORD4A', 'PPOX', 'ZC3H12B', 'PIP5K1P1', 'XPR1', 'NPR3', 'PLGLA', 'FBXW8', 'TAS2R5', 'STX1B', 'TOP1P1', 'ARHGAP25', 'SMG8', 'ACOT1', 'COMMD4', 'TAP1', 'SMC2', 'PLP2', 'CYB561A3', 'SPDYE4', 'SMAGP', 'PPBP', 'CLDN23', 'PSAPL1', 'POTEC', 'OR6A2', 'ALG11', 'RAB3IP', 'CD163L1', 'TAS2R43', 'MSH5', 'ARL16', 'TTTY18', 'FSCB', 'UCP1', 'LEP', 'FMNL3', 'PRDM15', 'SLC27A6', 'TMEM170B', 'FARP2', 'PPP3CA', 'CAMK2N1', 'LINC01341', 'FCRL3', 'FRRS1', 'ZBTB16', 'BCLAF1', 'SNORD116.1', 'ZSWIM7', 'DNAJC22', 'TIGIT', 'C4ORF19', 'ZNF84', 'LRRC20', 'SEC23B', 'ELK3', 'C17ORF98', 'BACE2', 'USP32', 'TRAPPC2', 'HMP19', 'DNAJC21', 'CEP41', 'OR8J1', 'PNO1', 'ZSWIM8', 'C15ORF56', 'MAGEA3', 'LIG4', 'EXOC4', 'CMAS', 'ZNF569', 'ATP6V0E2.AS1', 'OR5AK2', 'CDC42EP5', 'LCE3E', 'NAT6', 'ALG12', 'TAS2R60', 'UBALD1', 'TTTY9B', 'C21ORF2', 'ZFP64', 'RDH16', 'WNT8A', 'ZNF433', 'ZIM3', 'LOC440461', 'LIN28B', 'AGK', 'SLK', 'OR2T10', 'ZMAT3', 'ZNF416', 'EDA', 'PRSS41', 'OCRL', 'VCP', 'CCDC137', 'SAMD1', 'UGT2B7', 'WDR24', 'LINC00483', 'NADSYN1', 'HOXD8', 'SSB', 'HPDL', 'PRR20B', 'RPL13AP17', 'RFTN2', 'CIAPIN1', 'LINC00471', 'LINC01102', 'MAGEC1', 'ZNF560', 'NCBP2.AS2', 'GLE1', 'TMEM30C', 'MCM6', 'SLC9A8', 'GATB', 'PCOLCE2', 'SSX4', 'LOC400043', 'TFG', 'GNB1', 'EPB41L2', 'HIST2H3C', 'RHOA', 'TXLNGY', 'SSH2', 'SNORD17', 'SYCP2L', 'RNF150', 'MS4A14', 'CAND1', 'TRIM14', 'C2CD4B', 'DUSP6', 'UBE3B', 'ABCC10', 'ARMC5', 'ADAM6', 'STAU2', 'PPP2R1A', 'OR2A14', 'MMEL1', 'CBX3', 'YAF2', 'PTAR1', 'SORBS1', 'DHFR', 'LEF1', 'TIMM21', 'XG', 'GRK5', 'GZF1', 'HAUS6', 'FUNDC1', 'FERD3L', 'MIEN1', 'WDFY4', 'SFT2D1', 'SNORD45B', 'PPP4R1', 'YWHAH', 'CEP72', 'DOPEY1', 'VWF', 'ACTL7A', 'BTG4', 'TYW1', 'OR10R2', 'TACC2', 'FCMR', 'ELP5', 'LINC00319', 'PCDHB7', 'C2ORF48', 'PLCB2', 'ASTL', 'DCTN1', 'GPR176', 'SNORD36A', 'PPBPP2', 'OGG1', 'CD163', 'ACMSD', 'TAMM41', 'MKNK2', 'KLK9', 'SERPINB7', 'SRSF2', 'TMEM187', 'OR5AN1', 'ZNRD1.AS1', 'TRANK1', 'ZNF689', 'IRGQ', 'SMIM14', 'PRICKLE3', 'XAF1', 'KIAA0408', 'LOC256880', 'ZNF788', 'SRP54', 'GTF2IRD1P1', 'RPL23AP53', 'DDT', 'VGLL4', 'TRIM37', 'ITGA11', 'TANGO2', 'RARA', 'HAS1', 'STK38L', 'HSPE1', 'SGPP1', 'LRRC4C', 'ATMIN', 'DOCK1', 'C14ORF28', 'PSMD11', 'CHST10', 'ACER2', 'DICER1.AS1', 'HRH1', 'ITGAL', 'PMP2', 'CD63', 'IL10', 'ZDHHC4', 'FXN', 'MBOAT2', 'AGTPBP1', 'EPO', 'CALML5', 'CETN4P', 'MBNL3', 'FBRS', 'SCGB1D1', 'DNM1P46', 'CASC5', 'CCDC153', 'RNF168', 'ACVR1', 'CYFIP2', 'ARHGEF15', 'PIK3C3', 'TMEM5', 'GGH', 'NCKAP1', 'OST4', 'BTN3A2', 'VCX', 'AATK', 'NDP', 'TPCN2', 'PEBP4', 'PGM5', 'CABLES1', 'BPIFB3', 'CLDN19', 'KLLN', 'EMILIN3', 'ZNF347', 'SRRT', 'NELFB', 'ADGRE4P', 'SMAP2', 'ILKAP', 'JDP2', 'PDE7B', 'RBM25', 'CPT1C', 'CHURC1', 'BRK1', 'SYNDIG1', 'CFL1P1', 'TSC22D3', 'SUV420H1', 'BCAR4', 'IGIP', 'ZAK', 'CASC2', 'IZUMO2', 'SPAM1', 'FBXO24', 'C11ORF49', 'MYCN', 'C5AR2', 'VPS26A', 'SEPT9', 'COG4', 'BRF2', 'ANKRD33', 'ARHGEF10L', 'OR10A4', 'MOV10L1', 'C9ORF57', 'HFE', 'NPAS1', 'PKD1', 'OSTC', 'KLHL36', 'CXCL8', 'CITED1', 'STRA8', 'EPHX2', 'SPTAN1', 'PHF21B', 'KRTAP10.4', 'ETFA', 'OR5B12', 'KLHDC9', 'LEUTX', 'UHRF1BP1', 'ZSCAN5B', 'COL4A6', 'IFITM1', 'CCR6', 'YWHAB', 'MTIF3', 'SNORD115.9', 'MTIF2', 'SDE2', 'BDH1', 'CDC20B', 'SS18', 'JRKL', 'INSL4', 'DCHS1', 'TXNIP', 'NRBP1', 'RGSL1', 'ANXA8', 'DYNLRB1', 'UBL3', 'TMBIM6', 'TREML5P', 'KIAA1467', 'HNRNPUL1', 'PAGR1', 'NPY', 'DBH', 'SNORD113.1', 'CYS1', 'EFNB2', 'PARD6A', 'PGAM5', 'RASAL2', 'VPRBP', 'CNGB1', 'MRPS35', 'MYO10', 'CCL28', 'HEXIM2', 'GPRASP1', 'HMGCL', 'IQCF6', 'HSPA13', 'ADGRE1', 'FETUB', 'EIF3B', 'IFRD2', 'PTMS', 'RHBG', 'KLF3.AS1', 'PIGO', 'RNF157', 'TNFRSF1A', 'KCNN3', 'GPHN', 'TRDN', 'DPY19L2P1', 'CAPZA2', 'ARID3A', 'CNN3', 'ROGDI', 'SULT2A1', 'CTSH', 'C17ORF89', 'STIM1', 'ADAT1', 'PSMA7', 'FBXW7', 'PPEF1', 'CCT3', 'OARD1', 'LSMEM2', 'RPS13', 'OR9A4', 'UCP2', 'CCDC51', 'CHDH', 'ABHD11', 'C9ORF163', 'SNORD113.7', 'TMEM59', 'EMILIN1', 'GPSM1', 'SUPT20HL2', 'VPREB1', 'ANKRD9', 'SPCS2P4', 'MED13L', 'NDN', 'C5ORF24', 'USP22', 'ACVR2B', 'PTPN1', 'CAND2', 'GDI1', 'ZFP92', 'GRM5', 'KCNC3', 'ADAMTS7', 'METRNL', 'ERGIC1', 'INTU', 'OSBPL2', 'NFU1', 'PDCD2L', 'IFNG', 'LINC01465', 'HADH', 'HIVEP3', 'SNX16', 'PI4KB', 'COX5B', 'KREMEN1', 'APOM', 'UBTFL1', 'PCBP2', 'ADHFE1', 'EPB41L1', 'UBC', 'C1QL4', 'RHNO1', 'DHCR24', 'COL11A2', 'FADS2', 'MYO3A', 'FOPNL', 'VCY', 'LRFN4', 'UCHL5', 'DOK6', 'PHIP', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06876053865938014
		RMSE:  0.7026668514343448
		NRMSE:  0.1789276696377339
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07452018232747903
		RMSE:  0.6281215662347416
		NRMSE:  0.15805378984795088
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6796874655065666
		NRMSE:  0.1730761797526334
		MAPE:  274.2442116656758
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00044725008449963966
		RMSE:  0.6060849693149379
		NRMSE:  0.15250873639690443
		MAPE:  274.3248072759207

	Predictor:  LinearRegression
		Pearson Correlation:  0.7598207023115313
		Spearman Correlation:  0.6998966045720947
		Coefficient of Determination:  0.21683760195919433
		RMSE:  0.6014993670765607
		NRMSE:  0.15316629754184022
		MAPE:  556.5334679573232
		Pearson Correlation:  0.03617792642311468
		Spearman Correlation:  0.2308164269320331
		Coefficient of Determination:  -2.863860304617688e+23
		RMSE:  324274151260.7971
		NRMSE:  81596877597.64403
		MAPE:  22620344078956.09

	Predictor:  ElasticNet
		Pearson Correlation:  0.5993329726176516
		Spearman Correlation:  0.5127248314276027
		Coefficient of Determination:  0.33124081556543006
		RMSE:  0.5558327609811103
		NRMSE:  0.14153771510303031
		MAPE:  330.13150810145225
		Pearson Correlation:  0.34522429885093303
		Spearman Correlation:  0.32728837017917933
		Coefficient of Determination:  0.0994917146353439
		RMSE:  0.5750164550135057
		NRMSE:  0.14469098790002913
		MAPE:  343.9630947926118

	Predictor:  RandomForests
		Pearson Correlation:  0.5279259633562564
		Spearman Correlation:  0.4049905068729057
		Coefficient of Determination:  0.22598231354708065
		RMSE:  0.5979773072562554
		NRMSE:  0.15226943730902076
		MAPE:  200.48574480709158
		Pearson Correlation:  0.23090824448270394
		Spearman Correlation:  0.2059363769980357
		Coefficient of Determination:  0.04348463593432483
		RMSE:  0.5926283066453396
		NRMSE:  0.14912264579284357
		MAPE:  211.00547192936335

Protein:  TP53
x_train_column_count:  1002
x_train columns:  ['SBDSP1', 'TXNDC15', 'NOP56', 'CCDC69', 'ZNF433', 'IDE', 'FAM204A', 'FGF7', 'TBC1D2B', 'RPP21', 'ANGPTL1', 'SS18L1', 'TMEM161B', 'WBP2NL', 'APOL6', 'WNT6', 'CBX1', 'OR2T35', 'ITGA6', 'PALD1', 'DCUN1D5', 'RNASEH2A', 'METTL24', 'KATNAL2', 'HNRNPC', 'TSC22D4', 'ERAS', 'CEP97', 'GIMAP2', 'TMIGD2', 'ATP6V1C2', 'QPCT', 'LOC283332', 'NID2', 'TCF12', 'FAM126A', 'FUS', 'SLC22A20', 'LRRC75A', 'TM6SF1', 'DNAJB1', 'HOXA11', 'MS4A14', 'NUTF2', 'ZG16B', 'EXOSC7', 'MAD2L1BP', 'PINK1', 'DNAH3', 'PRAMEF4', 'UBE2F', 'C16ORF54', 'ZNF525', 'ZNF101', 'TGFB1I1', 'ARRB2', 'ITGB1', 'TAF15', 'TNRC18', 'CCDC183', 'PTPRN2', 'MBLAC2', 'TEKT1', 'ASXL3', 'GALR1', 'TOMM7', 'NSA2', 'WTAP', 'ZFX', 'CEP44', 'C1ORF111', 'FAM169B', 'GPR52', 'BPIFA2', 'ANKRD66', 'MPP4', 'GSDMB', 'CHCHD10', 'KC6', 'CCBL1', 'KCTD16', 'PSMB2', 'CDKN2AIP', 'KAT6A', 'MARCH6', 'EXOSC1', 'UGT1A6', 'LINC01588', 'HAGH', 'SYS1.DBNDD2', 'FABP5', 'PDE7B', 'OTUD7B', 'GJA3', 'KRTAP19.7', 'CDC16', 'MAP3K5', 'DIRAS1', 'ESYT3', 'LUZP2', 'CELF6', 'GNMT', 'SPIN3', 'ZDHHC5', 'LOC400736', 'ACTA1', 'MESDC2', 'UBN1', 'TMEM86B', 'MT1E', 'BATF2', 'SPAG4', 'GCNT7', 'ARHGEF15', 'GIT1', 'IQCC', 'NOX4', 'CDC42SE2', 'C9ORF173', 'CHRFAM7A', 'IKBKG', 'LOC493754', 'CPOX', 'BEST2', 'RNF185', 'GC', 'NRM', 'MYL6B', 'ARSJ', 'TCEB2', 'IL27RA', 'HSPA6', 'SCARNA23', 'GUCY1A2', 'RAX2', 'YPEL4', 'FAM47C', 'TMEM69', 'GOLGA8F', 'IRGM', 'KIAA0754', 'PP7080', 'AKIRIN2', 'UGT2B11', 'MRGPRD', 'EPHA1', 'PLEC', 'S100A9', 'OR4X1', 'UQCRHL', 'CABYR', 'ARL15', 'MTMR2', 'SLC8A1', 'ADAM9', 'NME4', 'ZFAND5', 'NUCB1', 'OR4C16', 'NR2F6', 'SNORD116.8', 'GGT1', 'OSR1', 'ZNF16', 'HHIP', 'DEDD2', 'ABCD2', 'HEXIM1', 'PPM1A', 'SLC12A2', 'ZNF805', 'SLC16A4', 'PIGP', 'LRRN4', 'ADH4', 'EFHC1', 'ZSWIM3', 'AURKB', 'ZKSCAN1', 'CSN1S2AP', 'RASL12', 'NFE2L3P2', 'TFAP4', 'RBMY1E', 'FABP9', 'C17ORF50', 'SOX8', 'QSOX1', 'STK17A', 'MYCL', 'ZNF608', 'APH1A', 'STEAP1B', 'YIPF4', 'TMEM189', 'SMG6', 'KLC4', 'KCNS3', 'MMS19', 'WASF2', 'THAP1', 'KRT37', 'C3ORF35', 'ZADH2', 'PPIF', 'RASGRP3', 'MAGEA5', 'CTSZ', 'GIP', 'CIRBP', 'HES4', 'FIG4', 'PCDH9', 'ZNF154', 'DHX57', 'AP3S2', 'GJD4', 'TMED8', 'MAGEA4', 'RASGEF1C', 'TKTL2', 'GLIDR', 'TOP1MT', 'MEP1A', 'WIPF1', 'STRN3', 'SNORA36C', 'HLF', 'TTYH1', 'SLC35E3', 'SHE', 'PPAPDC3', 'KIF1BP', 'VPS54', 'ZNF879', 'FAM183CP', 'SNORD32B', 'NFE2L3', 'FOXP1', 'NIPAL4', 'TAS2R46', 'TOP2B', 'SYNPO', 'GIPR', 'SCG5', 'LRRC37B', 'SLC10A1', 'ARL14EP', 'SMIM19', 'MTAP', 'ZNF561', 'PRSS42', 'TIMM21', 'SZT2', 'NAP1L6', 'LRRTM2', 'LINC00469', 'RNF19A', 'TACC3', 'SV2C', 'CAV1', 'DYX1C1', 'OR6S1', 'FAM124A', 'NARF', 'CADPS', 'IFNG', 'SYPL2', 'RAB8B', 'CATSPER3', 'FAM173A', 'LOC284661', 'EIF2B5', 'ARIH2', 'PRAMEF14', 'CTSW', 'OR52B6', 'LBH', 'SNORD29', 'OCIAD1', 'AUP1', 'BEX5', 'EFNB2', 'PI4KB', 'CYP2A6', 'MAFG.AS1', 'LOC152225', 'HERC2P2', 'ALG9', 'CCDC142', 'OR1N2', 'TMEM38A', 'DTX3L', 'VCP', 'C1ORF189', 'SLC6A20', 'MYLK4', 'TBL1X', 'SPTBN5', 'NOP10', 'ZSCAN22', 'EGR3', 'LMO3', 'FOS', 'IL21', 'WDR87', 'NPTX2', 'DCLRE1B', 'N4BP2L2', 'HSDL1', 'KCTD9', 'GSTA2', 'NOSIP', 'ZPLD1', 'MLF1', 'FAM182A', 'FRA10AC1', 'CEP112', 'GAS2L1', 'CCDC42', 'OR2B6', 'PIGN', 'SRXN1', 'NDUFB11', 'PDE3A', 'C1ORF116', 'MED18', 'SLC1A2', 'NKX6.1', 'PAGE2', 'RYK', 'AADAC', 'ALDH18A1', 'OAZ3', 'POF1B', 'TREML2', 'PTCHD2', 'ZNF580', 'BUB1', 'DYRK4', 'NT5M', 'INTS3', 'GRAP', 'CEBPD', 'IP6K2', 'GDF3', 'PCDHB7', 'LOC100132287', 'LCE2B', 'RHOG', 'PRTN3', 'DHFR', 'AMHR2', 'WBSCR28', 'CELF3', 'LTBR', 'RCAN3', 'LRRTM3', 'KCNV1', 'A2M.AS1', 'MRPL44', 'ZIC3', 'DPH5', 'ELN', 'PSIP1', 'HMBOX1', 'KDM8', 'DNAJC27', 'ENOX2', 'SPATA31D5P', 'ZBTB9', 'GPR62', 'TRIP10', 'HLA.DRB5', 'NUDCD2', 'NFKBIB', 'TMEM181', 'FAM84A', 'PDIA5', 'MS4A4A', 'OR1L1', 'PAX5', 'RNF220', 'TTTY23', 'EIF4EBP3', 'SRGN', 'TST', 'NEU1', 'REEP1', 'LINC00476', 'HOXB8', 'CACNG6', 'TTC33', 'TBCD', 'SPP1', 'HIGD2B', 'C17ORF53', 'PPM1G', 'COL26A1', 'TMEM176A', 'CKAP2L', 'SLC16A2', 'TAAR6', 'OR4D6', 'SMARCAD1', 'FAM83G', 'PTPMT1', 'MKKS', 'RPAP1', 'RNF222', 'CEP126', 'ZNF140', 'NIPBL', 'SP5', 'LOC340017', 'ST6GAL2', 'NF1P2', 'SP140L', 'ABL2', 'BCAS4', 'FOXO3', 'BRINP1', 'ATXN3', 'PVRIG', 'SKOR1', 'ITGA5', 'MUSTN1', 'WDFY4', 'GAS1', 'TMCO3', 'CLCN1', 'SH3PXD2A', 'INSC', 'TRAPPC6A', 'IGFBPL1', 'EMD', 'ALPK3', 'FHL3', 'RAB8A', 'G6PD', 'BLMH', 'DTHD1', 'PTDSS1', 'SETD8', 'SPATA24', 'FBXL19.AS1', 'BAP1', 'AZIN2', 'TFAP2C', 'CATSPERD', 'PTPN7', 'VRTN', 'RAPGEF3', 'NCF1C', 'DNASE1', 'SNORD114.21', 'LANCL1', 'TAF10', 'PRR34.AS1', 'DRAM2', 'OR10R2', 'NKTR', 'PDE6C', 'SLC9A4', 'CCDC88C', 'LOC647859', 'TMEM8B', 'SLC45A2', 'SNORD115.3', 'CA7', 'TMED3', 'HSPB7', 'YTHDC2', 'PTP4A3', 'ACLY', 'LGALS13', 'FAM183B', 'ZNF223', 'CCDC85C', 'WWC2', 'NCOA1', 'HIST1H2AH', 'ABHD4', 'ZBTB33', 'MYL2', 'GALNT11', 'IFNA13', 'USP44', 'TMEM52', 'PSMD5.AS1', 'TAPBPL', 'RNF43', 'SHISA6', 'PSMA8', 'SPG20', 'ABCD3', 'IQCF3', 'CBX6', 'TDRP', 'TACSTD2', 'DAZL', 'GALNT16', 'SNORA28', 'SEZ6L2', 'PCDHB15', 'USP17L6P', 'MAPK8', 'NPNT', 'MSI1', 'CHRDL1', 'STEAP2', 'TRAPPC2B', 'HAO2', 'LINC00598', 'LINC00470', 'APBB2', 'PAFAH2', 'HAPLN1', 'APLF', 'MIR155HG', 'NPM3', 'SESN2', 'PRG1', 'NPEPPS', 'MAPK8IP1', 'RPS6KA4', 'CDHR2', 'KRTAP19.2', 'IFNB1', 'HARS', 'ADORA2A.AS1', 'TMEM114', 'C8ORF76', 'TTTY17B', 'UTF1', 'OR2L1P', 'PTGER2', 'CNTN6', 'SPNS1', 'MPO', 'MRPL36', 'DCD', 'DAD1P1', 'HRG', 'OPALIN', 'FGF11', 'CHKA', 'EIF3B', 'C10ORF105', 'PTRH2', 'LGALS8', 'SNORA31', 'TIMM44', 'PUM1', 'SYN2', 'UBASH3B', 'GALNT4', 'QSOX2', 'TNFRSF21', 'STK16', 'FTHL17', 'RIPK2', 'ANKLE1', 'ZXDB', 'PALLD', 'SLC46A3', 'MRPL23', 'PCDH17', 'MICAL1', 'GREB1L', 'PF4', 'PCYT1B', 'SFMBT1', 'ZNRF2', 'C11ORF68', 'LINC00312', 'CTNND2', 'SCO2', 'TNFSF12.TNFSF13', 'C6ORF141', 'DR1', 'RRAGC', 'TMEM30A', 'CBLN4', 'OR56A3', 'ATG5', 'SNORD115.48', 'ZNF808', 'SYNGR2', 'BLVRA', 'PCDHA6', 'SHROOM1', 'GRIN3A', 'UNCX', 'TMEM200B', 'SLC5A9', 'EBP', 'MFSD8', 'PPP2R2D', 'BAALC', 'GAB2', 'R3HDML', 'SENP1', 'KCMF1', 'SLC25A36', 'SH2D6', 'PSD3', 'DNMBP.AS1', 'LINC01465', 'NUTM2G', 'DUSP15', 'FOXD4L1', 'LINC01105', 'NME7', 'CTCFL', 'CPQ', 'KYNU', 'TUSC7', 'LYPLA2', 'TMEM143', 'ZNF138', 'PHF2', 'MDH1B', 'LINC00589', 'HENMT1', 'C19ORF57', 'RYBP', 'LINC00167', 'PRSS36', 'TRA2A', 'LYRM2', 'NRK', 'LRRK1', 'OR4D5', 'SGK3', 'C12ORF57', 'MTFP1', 'LDHC', 'AXIN1', 'KRTCAP3', 'GYG2', 'CDK5R1', 'GNPTAB', 'ASAP1.IT1', 'TTK', 'ALG8', 'KLHDC4', 'EHMT2', 'SERHL2', 'NKX3.1', 'NUFIP2', 'GRAMD1A', 'MT3', 'VDAC1', 'HPCAL1', 'FAM86C2P', 'MTHFD2', 'DPYSL2', 'LAS1L', 'HTR2A', 'H1FX.AS1', 'IHH', 'PRODH2', 'FAM155A', 'C3ORF17', 'METTL4', 'PES1', 'KIAA0753', 'MMP10', 'OR7G2', 'ZNF552', 'PXYLP1', 'CDHR5', 'FAM21A', 'TECPR2', 'SVEP1', 'GPATCH3', 'MUT', 'TMEM236', 'RIOK1', 'POLD1', 'MTO1', 'CYP2C9', 'HDAC6', 'UBR5', 'TLE1', 'C14ORF166', 'FBXO36', 'GALK1', 'OR4D11', 'FOXK1', 'RPS6KA5', 'WFDC10B', 'MRPS15', 'BAX', 'RLN1', 'TOPORS', 'SLC6A11', 'STT3B', 'CCDC103', 'PCDH11X', 'UBL4A', 'LY86', 'MECR', 'SLC6A4', 'GPRIN2', 'FERD3L', 'CAPN15', 'PA2G4P4', 'TUBD1', 'GP1BA', 'MTMR12', 'ATP6V0C', 'STARD13', 'TXLNGY', 'ATAD5', 'SLC2A3', 'TTC31', 'DNAJB8', 'SNX27', 'GOLGA6L5P', 'OR5H6', 'TBC1D3B', 'RHOBTB2', 'EDA', 'EIF3CL', 'PRICKLE4', 'BMS1P5', 'FAM129A', 'MAGEB18', 'TECR', 'CTNS', 'OR10X1', 'MASTL', 'IL36B', 'MTHFSD', 'PREX1', 'LINC00111', 'DDB1', 'HNMT', 'GPR150', 'LOC100190940', 'PLSCR2', 'ULK1', 'CYTH2', 'BVES', 'PPIAL4G', 'GEMIN5', 'FN3KRP', 'TPM2', 'GPR19', 'PDZD8', 'FCGR1B', 'TMCO4', 'ATF6B', 'CCDC121', 'MYO15A', 'GRB2', 'TEX15', 'FOXJ1', 'PIPOX', 'TCP10L', 'PRKCG', 'BRMS1L', 'ZNF19', 'SNORA41', 'ANKRD34C', 'ZCCHC6', 'LSM2', 'OR5A1', 'PPT1', 'ARRDC3', 'OR2T2', 'JADE3', 'LINC01366', 'MOSPD1', 'ERI1', 'APIP', 'RPS6KC1', 'RAB7A', 'AMELY', 'TLE3', 'IL3', 'LOC285074', 'OR6F1', 'VLDLR.AS1', 'PNPLA3', 'SLC28A1', 'TRIM47', 'CAAP1', 'CRTAP', 'KIAA1324', 'UPF3A', 'YIF1A', 'VAMP8', 'NR5A1', 'LRRC75B', 'SLC25A20', 'MAN2C1', 'LINC01600', 'C1ORF210', 'MUS81', 'FAM214B', 'GTPBP6', 'CFP', 'C20ORF27', 'TRIM26', 'ZNF579', 'SGPL1', 'KRTAP26.1', 'KIF16B', 'PAIP2', 'LOC401127', 'CHTF18', 'CNBD1', 'LRRC37A6P', 'CH25H', 'OS9', 'LOC389705', 'ZNF773', 'PAK2', 'SERF2', 'LPAR6', 'FLJ42627', 'YRDC', 'TMEM198', 'CHRM4', 'RPL11', 'TLL2', 'F2R', 'ASB13', 'CLASRP', 'RHOBTB1', 'NRADDP', 'PLEKHA7', 'TCEAL5', 'SSB', 'GRASP', 'CES1', 'CYP4F12', 'KRTAP15.1', 'RGAG1', 'DENND5B', 'HNF1A', 'AGBL5', 'KRTAP5.1', 'KCNK10', 'DXO', 'WNT8A', 'TSPAN33', 'KCNA1', 'SNORD115.27', 'TIGD2', 'SLC25A19', 'SYAP1', 'KHDRBS2', 'CXORF51A', 'PHF7', 'ZNF709', 'LGALS14', 'BCL2A1', 'DNM1P35', 'CT45A2', 'TGM3', 'TXNRD1', 'FASTKD5', 'DICER1', 'C16ORF52', 'C9ORF117', 'FIGLA', 'DLX4', 'RPN2', 'SLAMF6', 'C19ORF60', 'YME1L1', 'PITPNC1', 'WDR12', 'SOX13', 'GJB7', 'SOS2', 'VCPKMT', 'RPS13', 'ANKRD6', 'ZNF765', 'CILP', 'LSM3', 'CERKL', 'SNORD115.5', 'ZNF157', 'MEX3A', 'GJC3', 'DCAF12', 'C1ORF64', 'PYGO1', 'VPS45', 'GAGE8', 'TEX2', 'PODXL', 'BRD2', 'SLC19A2', 'CEACAM1', 'DDX28', 'KRT71', 'GXYLT1', 'STS', 'PNISR', 'DNAJC17', 'AKAP9', 'C11ORF52', 'FAM83A.AS1', 'CLCC1', 'ZNF79', 'LAIR2', 'TDRKH', 'BUD13', 'C6ORF132', 'CCDC84', 'BET1', 'TBC1D2', 'SDPR', 'MAP3K12', 'LOC441204', 'GOLPH3', 'PGLYRP4', 'DSCR10', 'SERPINB1', 'LETM1', 'FAM138E', 'KCND1', 'ALX3', 'DNAH6', 'OR1E2', 'OR7D2', 'UCP1', 'FAM207A', 'PSMC6', 'SCARNA5', 'ULK4', 'OR51B6', 'NANOGNB', 'AJUBA', 'DCHS1', 'MESTIT1', 'TIPIN', 'RPRM', 'PPM1N', 'TGFA', 'RALGAPA2', 'LAPTM4A', 'OR52J3', 'MTCH1', 'ARMCX3', 'ZMYM4', 'CHST5', 'BBS9', 'POU6F2', 'ATP5B', 'CD37', 'SEMA7A', 'UXT.AS1', 'PPP1R2P3', 'ZFP1', 'ZNF131', 'MUCL1', 'OR51D1', 'PI4K2B', 'MRRF', 'FIGNL2', 'SLC26A6', 'LOC100130691', 'SNORD116.20', 'ORC3', 'LGMN', 'HDAC11', 'SNORA70C', 'ZC3H12D', 'CD226', 'BCL3', 'KIR2DS4', 'VNN1', 'C19ORF53', 'FAM101B', 'C11ORF63', 'PRR15', 'PACS1', 'IZUMO1R', 'DPY19L3', 'USH1C', 'SMIM10', 'PITX3', 'KIAA1033', 'UNC79', 'RAET1G', 'SPOP', 'EPHX3', 'DNM2', 'MORN5', 'ZNF396', 'WDHD1', 'GTPBP2', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0629013951002304
		RMSE:  0.43691826486349494
		NRMSE:  0.11112140819031384
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02793228386718627
		RMSE:  0.5354711484549424
		NRMSE:  0.14342336907859712
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4237929343776606
		NRMSE:  0.10778324331179852
		MAPE:  459.9790072255086
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011640203076264122
		RMSE:  0.5284530873849588
		NRMSE:  0.1415436152095778
		MAPE:  140.42972129387252

	Predictor:  LinearRegression
		Pearson Correlation:  0.8837930498169757
		Spearman Correlation:  0.8348027186761932
		Coefficient of Determination:  0.7774875034767827
		RMSE:  0.19990834094537893
		NRMSE:  0.05084268189561763
		MAPE:  782.1323865719347
		Pearson Correlation:  -0.022068963852965723
		Spearman Correlation:  0.0854076552172826
		Coefficient of Determination:  -1.8932237550980613e+23
		RMSE:  229802524474.29977
		NRMSE:  61551499792.23243
		MAPE:  26927261771708.32

	Predictor:  ElasticNet
		Pearson Correlation:  0.5520175891080074
		Spearman Correlation:  0.5370953673911333
		Coefficient of Determination:  0.2851717623106811
		RMSE:  0.3583063968725981
		NRMSE:  0.09112805434334498
		MAPE:  891.8574915868494
		Pearson Correlation:  0.33588136717081746
		Spearman Correlation:  0.33544308532525347
		Coefficient of Determination:  0.10897029812060777
		RMSE:  0.4985398897634934
		NRMSE:  0.13353150924427304
		MAPE:  172.5982847115115

	Predictor:  RandomForests
		Pearson Correlation:  0.4985958776771747
		Spearman Correlation:  0.5086846054896796
		Coefficient of Determination:  0.232443510189153
		RMSE:  0.3712862667987284
		NRMSE:  0.09442922424240913
		MAPE:  829.4784807032489
		Pearson Correlation:  0.39056968374808965
		Spearman Correlation:  0.3700912144923789
		Coefficient of Determination:  0.13942692561595327
		RMSE:  0.4899454170140541
		NRMSE:  0.13122952109657268
		MAPE:  200.3955471234948

Protein:  CTNNB1
x_train_column_count:  994
x_train columns:  ['FCGBP', 'ALOX12P2', 'ANXA9', 'IL1RL2', 'CRAMP1L', 'CENPB', 'HOXA9', 'NKD1', 'MAGOH', 'XIRP2', 'NKAIN4', 'ATG4C', 'FBLN7', 'OR2M4', 'CALCOCO2', 'PSAT1', 'MYLK2', 'MPV17L', 'CDK1', 'CLK4', 'OR4M1', 'RASGEF1B', 'NRXN1', 'MAP2K1', 'WBP1', 'FERMT2', 'VPRBP', 'A2M.AS1', 'GDF6', 'PLEKHH1', 'PWWP2A', 'DOK1', 'GJB2', 'JAKMIP1', 'ZNF678', 'SLC35G3', 'MAGEA12', 'OLFM3', 'OR4K15', 'PIGR', 'MVP', 'NR2E3', 'FSTL1', 'ZNF341', 'CD5L', 'CASC8', 'TRNT1', 'RTP2', 'FCER2', 'OR6V1', 'OR52W1', 'LHPP', 'PTK6', 'LRRC25', 'MYO1C', 'SNHG5', 'RBM15B', 'CCDC185', 'SNORD113.6', 'PFKFB4', 'RPP25L', 'CHI3L2', 'UCN2', 'DEFB114', 'TEKT4', 'BMP6', 'MRPL52', 'ELOVL1', 'TTC7B', 'SACM1L', 'DMRT1', 'ALG9', 'SNORD6', 'SLC30A8', 'SOX18', 'EVA1B', 'PLK5', 'SMIM20', 'ZNF778', 'UBE2M', 'METTL21B', 'ANP32AP1', 'SRFBP1', 'RAB38', 'CTNNA1', 'ARMC1', 'PNLDC1', 'LRP2', 'FJX1', 'NME1', 'GCSAML.AS1', 'NDUFA7', 'TEAD3', 'PRICKLE4', 'ARID2', 'TMPRSS13', 'H2BFWT', 'FYB', 'C16ORF91', 'FAM106CP', 'RSPH14', 'FRMD1', 'TMPRSS11D', 'KCNF1', 'SNORD79', 'BST2', 'FUT2', 'PNPLA1', 'ACBD7', 'LINC00893', 'FAM92A1P2', 'TMEFF1', 'LINC00592', 'AARS2', 'MAGEB3', 'SULF2', 'OPN3', 'FAM95B1', 'GTPBP8', 'ACOT13', 'ITGAX', 'TMEM170B', 'SLC39A3', 'FAM195A', 'ITPR2', 'UPP1', 'HSPB11', 'LOC441666', 'USP48', 'GPHN', 'HGFAC', 'CCDC73', 'RHOA', 'USP42', 'TMEM217', 'NAGLU', 'DNAJC25.GNG10', 'L2HGDH', 'PGGT1B', 'BDH1', 'CHAF1A', 'ZNF382', 'STX17', 'FRMD6', 'AFAP1.AS1', 'LDLRAD3', 'SMARCA5', 'MPHOSPH9', 'AIP', 'RGS16', 'SLC11A1', 'MYH10', 'ZYX', 'PARP15', 'DENR', 'CSNK2A3', 'PNISR', 'DOK2', 'LINC01547', 'AADACL3', 'SLC35A1', 'CHAC2', 'ZNF334', 'RDH5', 'TIMD4', 'SIPA1L3', 'SH3BP2', 'THOC5', 'CCL18', 'TXNDC9', 'SLC7A5P1', 'SLC1A6', 'SLC30A7', 'GNAI2', 'ATP6V0D2', 'PPAPDC1B', 'ZNHIT2', 'C21ORF91', 'SLC24A5', 'PEX12', 'AOX1', 'TNNT2', 'SNX17', 'MEA1', 'LGSN', 'FAM47E', 'STOML2', 'RHBDD2', 'APOA2', 'LBR', 'MTRF1L', 'KISS1R', 'SFXN2', 'PRPF4', 'PLEKHD1', 'LRRC45', 'DKK2', 'SLC2A4', 'FAM204A', 'CFHR4', 'TFPT', 'RGPD8', 'DACT2', 'LIN7B', 'OR4N2', 'RPL11', 'NEK4', 'HEATR5A', 'BTF3L4', 'LDOC1', 'LOC388242', 'ACAN', 'MYH3', 'DCDC2', 'TROVE2', 'CRYBA2', 'DGAT2', 'ASIC4', 'CDK19', 'C3ORF84', 'SULT1C3', 'COX7B2', 'IL11', 'GIGYF1', 'EDEM2', 'NCAM1', 'CORO7', 'C17ORF97', 'CNNM4', 'KATNB1', 'NAA20', 'SLC39A11', 'TTC29', 'OR2F2', 'RNF219', 'ZNF653', 'OR2A9P', 'IL13', 'C4ORF50', 'CNTROB', 'PROSER3', 'DSTN', 'TTC39B', 'PAX7', 'AATBC', 'ERCC1', 'TYK2', 'MFRP', 'OR1N1', 'CXORF36', 'PBXIP1', 'PHYHIP', 'SLC15A2', 'HCG18', 'ZNF813', 'ITGB7', 'IL1RAPL2', 'CPTP', 'NAT16', 'LSM3', 'RPL3L', 'SOX3', 'RAB22A', 'MSGN1', 'ENG', 'IPW', 'FMO1', 'FBXL22', 'TNFAIP8L2', 'NLRP1', 'TCL1A', 'DPP9', 'LRFN1', 'DEGS1', 'FIGF', 'TMPRSS11B', 'SPDYE5', 'CBX4', 'IHH', 'ARCN1', 'RNF141', 'DACT3', 'CNGB3', 'API5', 'AJUBA', 'ZNF626', 'DNASE1L3', 'SLC25A18', 'FSCB', 'ASB13', 'GOLGA2P6', 'PDIA5', 'SLC2A13', 'SPATA45', 'REPS2', 'BCL11A', 'EPHA5', 'PSG6', 'CXORF40A', 'PRDM12', 'XKR4', 'SNRPF', 'SLC6A17', 'UPRT', 'METAP1D', 'CCKAR', 'DZIP1L', 'PCDHB5', 'HPCAL4', 'FREM1', 'TSPYL4', 'HSPB7', 'PITRM1', 'NUDT18', 'CLEC2D', 'ACACA', 'ZNF213', 'SNORD19B', 'C1GALT1', 'SFR1', 'DHX37', 'EWSR1', 'PTGES2.AS1', 'RPE', 'TRIM28', 'MAP6', 'GDPD5', 'TRIM37', 'EFR3B', 'SCLT1', 'ACTBL2', 'PCBD2', 'C4ORF22', 'TLR8', 'PAX4', 'PRKD3', 'PTP4A2', 'ZNF611', 'C1ORF100', 'PROS1', 'WISP2', 'PRRC2C', 'FBXO44', 'MRPL46', 'NME1.NME2', 'ELL3', 'STRAP', 'AKR7A3', 'NBPF9', 'TBC1D5', 'NPS', 'CD40', 'TNFRSF14', 'CHD4', 'NT5DC3', 'P2RY12', 'CDK17', 'ST3GAL1', 'ARHGEF19', 'DPH3P1', 'GOLGA2P7', 'NBPF22P', 'AADAT', 'GDE1', 'RAB3C', 'UBQLNL', 'TAS2R19', 'PPP2R1B', 'CADM3', 'MOSPD1', 'SIX1', 'LCMT1', 'INTS4P2', 'PDE1B', 'SMPDL3B', 'PDZRN3', 'FBXO48', 'RPUSD2', 'MAP4', 'SLX4', 'LIN28B', 'PCDHB2', 'MAGEB2', 'SLCO6A1', 'FOXC2', 'ZDHHC21', 'ZCCHC12', 'OR2A2', 'TRIM35', 'PARK2', 'DPH1', 'OR5W2', 'PRAMEF10', 'ESPNL', 'HIST2H2BF', 'EDEM3', 'TPPP3', 'PLA2G2F', 'COL6A4P2', 'ETAA1', 'F3', 'ZNF677', 'TRIM17', 'ABCF1', 'SVIP', 'RAB9B', 'POLR1B', 'TIMM9', 'TEX14', 'APOA1', 'C17ORF75', 'MCM7', 'ECI2', 'TRAF3IP2', 'GJA9', 'OSTN', 'FRMD4B', 'R3HDML', 'EEF1E1', 'OR52B6', 'FAM162B', 'RBM34', 'MMD2', 'HEATR4', 'FOXA2', 'KRTAP5.4', 'ZBTB22', 'SERTAD4', 'TBP', 'JHDM1D.AS1', 'SLAIN2', 'SRSF2', 'PPP6R3', 'PRMT2', 'TMEM155', 'AGAP11', 'SMAD9', 'DKFZP434J0226', 'RAX', 'FAM160B2', 'INSL3', 'GPR173', 'CRBN', 'SFMBT1', 'MCPH1', 'TPM3', 'MMP13', 'C11ORF96', 'OR51G1', 'OR13C4', 'ATF7IP', 'HIST2H2BA', 'C16ORF82', 'HMG20B', 'SPA17', 'OTUD6B', 'OR8G2', 'PSKH1', 'UNC119', 'RAB11FIP5', 'KLF3.AS1', 'CHMP1B', 'RAB8A', 'SVIL', 'ART5', 'HILS1', 'SMAD5.AS1', 'DGKQ', 'OR5B12', 'RSRP1', 'STRC', 'GTF2H4', 'ASF1B', 'LIPM', 'PHKB', 'MGC2889', 'LMX1A', 'INTS7', 'IMMT', 'DLD', 'LANCL2', 'C11ORF52', 'C1ORF68', 'TM2D3', 'RHPN2', 'ADAT3', 'PIK3C2B', 'OPN1SW', 'C7ORF72', 'BASP1', 'ZNF184', 'BTN2A1', 'ARF4', 'ZNF667', 'PAIP1', 'SDR42E1', 'CCDC103', 'MCTP2', 'IFT57', 'TTLL2', 'FAM200A', 'FBXL14', 'DDHD2', 'RAP1GAP2', 'RREB1', 'PCDHB8', 'PDRG1', 'USP53', 'DUSP21', 'VRK3', 'FAM136A', 'CSK', 'LBP', 'AKR1D1', 'ARL6', 'SNORD116.29', 'FTLP10', 'MRPL38', 'C1ORF61', 'TXLNGY', 'ORC1', 'PRSS30P', 'SLC8B1', 'METTL7A', 'ZC3H12D', 'SNORA55', 'SPNS1', 'CYP4F22', 'LPCAT4', 'C20ORF27', 'PNO1', 'RNF182', 'FAM217A', 'NUP37', 'XPC', 'RHOH', 'DPYSL5', 'URB1.AS1', 'TMEM154', 'C6ORF15', 'EVA1A', 'SRPR', 'TIMM13', 'CLEC4M', 'OR51V1', 'HNMT', 'LINC00160', 'TPD52', 'OR5M8', 'TBL2', 'PTGDR', 'EMILIN2', 'CCDC54', 'ZNF426', 'PHF5A', 'C5ORF64', 'DPRXP4', 'FLRT1', 'ANKMY2', 'TPTE2P3', 'SNORA70C', 'DNAJC13', 'LCE1C', 'APOBEC2', 'PCDH7', 'COMP', 'ADIG', 'DENND1C', 'LINC01565', 'MINPP1', 'CDKN2B', 'IDNK', 'DTNA', 'SLITRK1', 'PRKRIR', 'MED1', 'EVI5', 'GLP2R', 'C2CD2L', 'F2RL1', 'GSTZ1', 'GPR82', 'SLIT3', 'STK26', 'ATAD5', 'LAMA5', 'OR2T11', 'KIAA1671', 'ST13', 'COX6A2', 'ZNF41', 'GPC4', 'GMPPB', 'METAP2', 'PCYT2', 'SLAMF7', 'CHRNA7', 'POC1A', 'OR2C1', 'GFAP', 'RASA4', 'ASPHD2', 'FIGLA', 'LACC1', 'SUPT7L', 'PTAR1', 'MIXL1', 'FDXR', 'C7ORF73', 'SIGMAR1', 'ATPIF1', 'KIZ', 'OR51M1', 'CCDC102B', 'PPP2R3A', 'SH2D1A', 'RPGR', 'CENPP', 'SLC52A1', 'OR6T1', 'FHL5', 'DEFB135', 'SLC35E3', 'KRT6C', 'MYO5C', 'RBMY1F', 'IRF2BP1', 'PCYOX1', 'C2ORF57', 'SEL1L', 'BAZ1A', 'ADCY8', 'MEPCE', 'PRR14', 'SMAD3', 'HIGD1B', 'RANGRF', 'ZNF511', 'DTNBP1', 'NFKB2', 'MED29', 'SLC6A15', 'BRICD5', 'SLC17A2', 'GSDMD', 'VSX1', 'MMP23B', 'GPIHBP1', 'PLBD2', 'ZNF226', 'CTAGE5', 'CISD2', 'PGLYRP3', 'ACTRT3', 'CAPN5', 'KCNK2', 'TNFRSF4', 'HDX', 'CCDC78', 'MRPS23', 'ZAK', 'TNS2', 'TPPP', 'AMD1', 'CXORF56', 'EIF4E3', 'ANGPTL6', 'DUSP6', 'IL18RAP', 'SERPINB8', 'PLBD1', 'BLOC1S3', 'PDE12', 'C10ORF10', 'ANKRD22', 'TMEM156', 'SPRR3', 'CAPN7', 'PANK4', 'GDAP1', 'NCBP1', 'CCL7', 'CAMTA1', 'DUSP15', 'TFAP2B', 'APOPT1', 'NFKBID', 'CEP68', 'CARKD', 'SLC35F3', 'SCN1A', 'SEC61G', 'ETFA', 'PRAMEF16', 'UGT2B15', 'HAUS7', 'GABRB2', 'IRGQ', 'C2CD2', 'CD300E', 'GUSBP5', 'LOC284379', 'TSPO', 'PHOX2B', 'ZNF781', 'METTL21A', 'TRPV5', 'DTYMK', 'LRRC56', 'NMS', 'HOXB5', 'MRPL44', 'SERPINE3', 'RPPH1', 'SNORD25', 'KMT2D', 'SLC16A5', 'SNORD115.7', 'ZNF416', 'SNORA81', 'ATP5D', 'TRAPPC2', 'ZNF578', 'MAPKAPK5.AS1', 'UGT3A2', 'OS9', 'TRPS1', 'ZCCHC7', 'SOX2', 'NCF2', 'BEST2', 'PRG3', 'GPR65', 'ZP2', 'TM6SF1', 'SULT1A1', 'POLR2G', 'OSBPL9', 'DRC7', 'TAS2R46', 'LRRC7', 'PHKA1', 'ARHGAP30', 'HMGN3', 'TIFAB', 'TTF2', 'NFYC.AS1', 'CTBP2', 'RDH11', 'APBA1', 'FZD5', 'PTCD1', 'OR51T1', 'KCNS2', 'KRT82', 'OR1J1', 'PIWIL1', 'PCBP3', 'ABR', 'POLA2', 'PRX', 'EGR4', 'DLEC1', 'MANBA', 'PSEN2', 'CSMD3', 'NEUROD2', 'ZNF777', 'ANO9', 'SLC25A51P1', 'SNORD4A', 'SERPINB4', 'LPPR3', 'MAGEC1', 'TMEM231', 'SLC16A11', 'COPS3', 'NDST2', 'RGMB', 'RAB15', 'LARS', 'THYN1', 'TRIML2', 'THAP10', 'SIRT5', 'IL15RA', 'KIF18A', 'ZNF33A', 'EEF2', 'MAGEL2', 'ZSCAN25', 'KANSL3', 'HGF', 'RTN4', 'FEZF2', 'YWHAQ', 'PSTK', 'HOXB6', 'ZNF322', 'FOXRED2', 'PMS2P4', 'KDM4D', 'ENO2', 'OR4D5', 'ABCA11P', 'SEPT7P2', 'TOR1B', 'UNC5A', 'TMEM119', 'TREML5P', 'FIS1', 'SPINK9', 'CD164L2', 'SLC13A2', 'OR2C3', 'HHATL', 'C8ORF33', 'TMOD2', 'MCOLN1', 'NUGGC', 'ZNHIT6', 'SLC26A8', 'PSMC3', 'TSPAN5', 'SERINC3', 'ALG14', 'SLFNL1', 'MCMBP', 'OR2AK2', 'NAP1L5', 'BIVM', 'LRRC69', 'ZBBX', 'ANO2', 'TCIRG1', 'APBB1', 'CRLF1', 'DSCR3', 'LRRC52', 'ZNF19', 'FOXC1', 'FAM3B', 'MDM2', 'RAC3', 'EFCAB6', 'ATP1B1', 'STAB2', 'SNORD116.23', 'MIIP', 'PAX1', 'ZC3H8', 'TOR3A', 'MVK', 'C8ORF34', 'FMO4', 'RNF39', 'SMUG1', 'FAM138F', 'OR7C2', 'MMP17', 'SDC3', 'IFNK', 'ERICH5', 'CXADRP3', 'C12ORF77', 'PSAP', 'ANXA3', 'SUSD1', 'OCRL', 'P2RY6', 'LCN10', 'IL1RAPL1', 'WIPI2', 'TJAP1', 'TMEM9', 'FAM196B', 'RFFL', 'MORF4L2', 'LRP2BP', 'ITGA8', 'KATNBL1', 'ZDHHC14', 'NOXA1', 'FAM209A', 'C9ORF171', 'CBLN3', 'TPTE', 'SCAND2P', 'LINC00341', 'ASB16', 'MFSD7', 'KLK1', 'RAPGEF2', 'ATRNL1', 'ZDHHC22', 'ICOSLG', 'SATB2.AS1', 'REV1', 'TNPO1', 'ATL2', 'LINC01554', 'UQCRHL', 'SNORA8', 'PAIP2', 'EPHA4', 'ARFGAP1', 'FEN1', 'ALOX5AP', 'CCDC82', 'MOGAT3', 'SIKE1', 'ZNF571', 'ANGPTL3', 'KLHL12', 'C14ORF166', 'PER1', 'CABP7', 'SHB', 'RET', 'MYO1E', 'MTHFD1', 'RB1CC1', 'NLE1', 'CEACAM21', 'KRT17P5', 'FSD1', 'RAPGEFL1', 'TSG101', 'WDR81', 'LRRC61', 'ARL6IP5', 'C5ORF15', 'DUT', 'ERRFI1', 'LINC00661', 'CNOT11', 'POGK', 'SLC6A11', 'MAP1LC3B', 'TRIM49D2', 'ARL14', 'OR2AG2', 'C2CD4C', 'SMARCD3', 'FAM109B', 'G6PC3', 'MSMP', 'OR52E8', 'LOC344967', 'MIEF2', 'CCDC177', 'CTR9', 'FOXJ2', 'SNORA66', 'DNAJC30', 'PSENEN', 'VRK2', 'LYPLAL1', 'GPR17', 'SDK1', 'HSPA1B', 'DEFB110', 'TSG1', 'SUB1', 'SIM2', 'DBX2', 'PRKCA', 'RAB42', 'AGGF1', 'ZFP62', 'RPL23', 'SKAP1', 'FOSL2', 'CYP4V2', 'ZMIZ1.AS1', 'ROGDI', 'LOC388955', 'MGC57346', 'C9ORF50', 'SCARNA9L', 'ZNF430', 'MTMR3', 'TBC1D22B', 'HYAL3', 'OR52A5', 'HLCS', 'ZNF222', 'SLC22A1', 'CHD8', 'NFE2L3P2', 'MAX', 'AVPR1A', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.4291206958720877
		RMSE:  0.9037435622191023
		NRMSE:  0.1777623057079273
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5497170498826627
		RMSE:  0.8436000623678614
		NRMSE:  0.27017767234966206
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  LinearRegression
		Pearson Correlation:  0.897150461835722
		Spearman Correlation:  0.8906131987905813
		Coefficient of Determination:  0.8038556801507906
		RMSE:  0.3348101614594847
		NRMSE:  0.06585565725009535
		MAPE:  362.3426020513998
		Pearson Correlation:  -0.10652454567030507
		Spearman Correlation:  0.12291175700445144
		Coefficient of Determination:  -2.709911045290423e+22
		RMSE:  111554710926.12065
		NRMSE:  35727346976.55342
		MAPE:  15101509912002.182

	Predictor:  ElasticNet
		Pearson Correlation:  0.6523968178333699
		Spearman Correlation:  0.6453785657074641
		Coefficient of Determination:  0.38832453372895626
		RMSE:  0.5912501898861916
		NRMSE:  0.11629626079586775
		MAPE:  376.7546953252788
		Pearson Correlation:  0.39029086796101586
		Spearman Correlation:  0.3591541041658874
		Coefficient of Determination:  0.13327071328819817
		RMSE:  0.6308878061330937
		NRMSE:  0.20205285250500216
		MAPE:  275.1927547975041

	Predictor:  RandomForests
		Pearson Correlation:  0.43264107359843407
		Spearman Correlation:  0.48536249844071494
		Coefficient of Determination:  0.1669293492248719
		RMSE:  0.6900041131663689
		NRMSE:  0.13572071462753127
		MAPE:  595.5713211196564
		Pearson Correlation:  0.3645885085778817
		Spearman Correlation:  0.35876008429032785
		Coefficient of Determination:  0.12544331103528228
		RMSE:  0.6337301662363818
		NRMSE:  0.2029631680335838
		MAPE:  270.36525902955424

Protein:  CCNE1
x_train_column_count:  352
x_train columns:  ['MOS', 'TTTY5', 'FAM111B', 'ASB1', 'CST13P', 'PLA2G4D', 'KIR2DL4', 'MSANTD2', 'C2ORF69', 'MED21', 'POLR1C', 'TCAF1', 'PHF14', 'GPHN', 'CCDC97', 'BLOC1S3', 'ZNF304', 'USP40', 'TACC1', 'SLAIN2', 'FAM78A', 'PTP4A3', 'SPIRE1', 'MVB12A', 'KMT2B', 'FXYD7', 'TGFBI', 'PDE6D', 'WFDC10B', 'ZUFSP', 'TTF2', 'AMZ2P1', 'ANLN', 'AFF1', 'ZYG11B', 'TBCEL', 'LOC645752', 'LINC01566', 'HS3ST1', 'DNAJC1', 'PROKR2', 'WFDC5', 'GOLPH3L', 'VENTXP7', 'OGT', 'SKA3', 'OGFOD3', 'CAGE1', 'PRSS16', 'IRF9', 'LINC00606', 'AFAP1.AS1', 'FRAS1', 'PLEKHN1', 'UBE2E2', 'ARL15', 'LRRC71', 'ZNF398', 'GPR32', 'MFF', 'LTK', 'FTH1P3', 'FN3K', 'SLC34A1', 'TAS2R60', 'CFTR', 'HERC5', 'SH3BP5L', 'ENTPD7', 'MPLKIP', 'FBXL8', 'FAM45A', 'MAPT.IT1', 'VWA1', 'GPR19', 'STK32C', 'NR5A2', 'SULT1E1', 'PMM1', 'CCDC64', 'MAPK10', 'MBD3', 'CTXN2', 'PDZD4', 'CDC123', 'SPATA32', 'GABRB1', 'SLC7A13', 'ARHGEF11', 'LGALS13', 'FGF12', 'P4HTM', 'ZGRF1', 'DKK1', 'SNORD53', 'UQCC2', 'ANKRD29', 'ARPC2', 'MT1IP', 'DHRS2', 'LPP', 'ADIPOR2', 'SLC2A8', 'LOC115110', 'POF1B', 'ZNF184', 'SLC23A3', 'PRSS30P', 'CCDC106', 'LIN9', 'VRK2', 'HMG20A', 'VAPB', 'DNAJC2', 'GTPBP6', 'PAGE2B', 'TOP3B', 'FUT2', 'GRXCR2', 'SNORA46', 'MYL6B', 'PINK1', 'MAGEA12', 'FAM21C', 'KMT2A', 'GPR183', 'NBL1', 'PCDHAC2', 'OR2T2', 'POMZP3', 'CXORF57', 'CLN6', 'NLRX1', 'NFKBIZ', 'NOMO3', 'CACNG6', 'TRIM74', 'SIDT2', 'UBL3', 'HRH1', 'MSTN', 'NEK7', 'ADCY7', 'CDH15', 'CRELD1', 'SMIM12', 'FAM208B', 'UNC93A', 'MYBPHL', 'TMEM130', 'OSBPL11', 'RAB11FIP2', 'PPIE', 'NOP58', 'CYSLTR2', 'CPA2', 'GPAA1', 'KIAA1257', 'KLK3', 'ACOX2', 'OR4C45', 'PRAP1', 'PAOX', 'STK10', 'CT45A2', 'HMCN1', 'LENG8', 'ADD2', 'NCOR2', 'DHX15', 'OR2F2', 'ACOT7', 'REEP2', 'XPO5', 'EVI2A', 'PKIB', 'LOC441666', 'MAP1A', 'ZNF397', 'C2ORF15', 'COQ4', 'VAX2', 'ANXA10', 'TUBB8', 'C8ORF82', 'CHRAC1', 'POM121L10P', 'C2CD4C', 'RNASEH2A', 'IFNA7', 'DDX1', 'SAPCD2', 'PAX5', 'CSDC2', 'SUPT4H1', 'KCNH2', 'CYP4F30P', 'ADAMTS16', 'PTK7', 'RALGPS2', 'GATC', 'C20ORF202', 'TATDN2', 'TIAM1', 'MPZ', 'LINC00899', 'HRASLS2', 'FAM83B', 'LGALS8', 'LINC00482', 'SCHIP1', 'TDGF1', 'E2F2', 'LAP3', 'UBE2Q2', 'VANGL2', 'IFNK', 'FAM167A.AS1', 'C2CD2L', 'COMTD1', 'REC114', 'PAQR4', 'DCAF15', 'KRTAP19.7', 'TMED2', 'ZNF524', 'ANK2', 'TMEM168', 'CNTNAP2', 'CWC25', 'SBDSP1', 'GJA5', 'PGA3', 'IMPDH2', 'KIAA1467', 'MPZL1', 'NLRP12', 'PIDD1', 'CATSPERG', 'NDUFA3', 'ZNF688', 'INSM2', 'ABCA8', 'CHCHD2', 'MARCKS', 'CACTIN', 'ZMAT1', 'MEPCE', 'IL13RA1', 'SNORD15A', 'SRFBP1', 'EIF1AD', 'RANBP6', 'TRIM17', 'METTL5', 'UG0898H09', 'ACTR10', 'CXADRP3', 'ZNF19', 'RBMXL3', 'PKD1L3', 'ZAR1L', 'OR5M3', 'XPR1', 'NAP1L5', 'SNORD62A', 'PROP1', 'SLC35B3', 'NEO1', 'OR5AC2', 'VPS41', 'IL1RAP', 'ELP4', 'SERINC4', 'PCDHGB4', 'CKB', 'FBXO2', 'TERF2', 'WDR31', 'SGK223', 'DCAF12L2', 'LY86', 'ERICH1', 'ERICH4', 'BRWD3', 'HECTD2', 'ZP3', 'ABCA1', 'B2M', 'PIK3C2A', 'ADRA1D', 'LCE1C', 'SGCE', 'PCNP', 'TRAF2', 'AP2M1', 'RAB11FIP5', 'MYO1B', 'METTL21C', 'ELOVL3', 'RBM33', 'GPATCH2L', 'NKX2.1', 'MYRF', 'RMI2', 'NAB2', 'ENTPD2', 'LRRN1', 'GKN1', 'ADGRD1', 'TNRC6B', 'PRO0611', 'NRXN2', 'ZNF614', 'PHLDB3', 'C2ORF78', 'PRR23C', 'SAXO1', 'ASAP1.IT1', 'C11ORF70', 'LAMP3', 'FAM9B', 'SLC17A9', 'NCR2', 'RGL2', 'SNORD73A', 'ATP4B', 'ATP2A3', 'NAT10', 'OSBPL10', 'SEC11A', 'MRVI1', 'HCFC1', 'SHARPIN', 'PIEZO2', 'TMEM244', 'SFTA3', 'KLHL28', 'ITGAE', 'SPPL2B', 'OR1C1', 'PTPRE', 'CDH10', 'SNCAIP', 'HIC1', 'PLG', 'SH2D3A', 'CASP4', 'SON', 'WRB', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9790551557409413
		RMSE:  0.7746141645114569
		NRMSE:  0.27590887426944144
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8285524646781477
		RMSE:  0.8763813407881366
		NRMSE:  0.2114972948785232
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4487930906545114
		NRMSE:  0.15985506345663808
		MAPE:  112.14421009479175
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0040862214035515265
		RMSE:  0.6494188844018614
		NRMSE:  0.15672439713344627
		MAPE:  115.49088793396595

	Predictor:  LinearRegression
		Pearson Correlation:  0.6308278656706452
		Spearman Correlation:  0.4982540811498837
		Coefficient of Determination:  -1.9881599703173047
		RMSE:  0.775796978763531
		NRMSE:  0.27633017943491756
		MAPE:  141.6107777177809
		Pearson Correlation:  0.06942868435308308
		Spearman Correlation:  0.33379655596730284
		Coefficient of Determination:  -7.052193954480972e+25
		RMSE:  5442538796892.86
		NRMSE:  1313449042375.8623
		MAPE:  53294238559016.97

	Predictor:  ElasticNet
		Pearson Correlation:  0.6487670904197484
		Spearman Correlation:  0.5039229560317909
		Coefficient of Determination:  0.402591083488932
		RMSE:  0.34688219791936276
		NRMSE:  0.12355554689914969
		MAPE:  80.37954724713916
		Pearson Correlation:  0.43431842721317354
		Spearman Correlation:  0.48598860334916893
		Coefficient of Determination:  0.17096613045142928
		RMSE:  0.5900999072529871
		NRMSE:  0.14240893579481795
		MAPE:  108.89483533625639

	Predictor:  RandomForests
		Pearson Correlation:  0.5870163909504712
		Spearman Correlation:  0.45593517688018154
		Coefficient of Determination:  0.32557725572167107
		RMSE:  0.36856345138834024
		NRMSE:  0.13127816612229393
		MAPE:  87.30982247106344
		Pearson Correlation:  0.3510457950548703
		Spearman Correlation:  0.36102405919815694
		Coefficient of Determination:  0.11638119629915566
		RMSE:  0.609216818305294
		NRMSE:  0.14702242399432727
		MAPE:  116.50014238922904

Protein:  CCND1
x_train_column_count:  859
x_train columns:  ['SNORD88A', 'HSD11B1', 'SDC4P', 'IFNA17', 'LINC00461', 'HCN3', 'GORAB', 'RUFY3', 'HLA.H', 'CLK4', 'GFI1', 'ZNF85', 'KCNK4', 'TNPO2', 'ARHGDIA', 'ZBTB21', 'OR4F15', 'RYR2', 'KHDC1', 'ZSWIM5', 'RIPK3', 'IFT46', 'FAM212A', 'ASZ1', 'LRRC28', 'ZC2HC1C', 'RNF185', 'C1ORF177', 'SMIM4', 'FKBP3', 'POLR3B', 'MACF1', 'LOC400736', 'NRSN2', 'ZNF182', 'PCID2', 'KDSR', 'DNAJC12', 'USP20', 'CENPL', 'BNIP3', 'WWP1', 'NMUR1', 'SLC35A4', 'GRXCR2', 'COL13A1', 'ADI1', 'TTYH1', 'CEACAM22P', 'ZNF136', 'C5ORF56', 'MRPL52', 'ZNF578', 'PDAP1', 'IRAK2', 'SQLE', 'THEM4', 'UTP15', 'RPS28', 'NSUN6', 'SAA4', 'CALN1', 'ASB6', 'TNN', 'FAM95B1', 'PHLDB2', 'KCNH2', 'PCYOX1', 'ATXN1', 'C2ORF27A', 'UMODL1', 'IZUMO1', 'ANKRD30A', 'OGFOD3', 'SERPINB7', 'DDX23', 'TRMT10C', 'ARHGAP19', 'SLC28A3', 'ANKRD19P', 'GINS4', 'EXTL1', 'LRRC19', 'CCDC53', 'PARP4', 'BSND', 'PSMB5', 'POPDC2', 'TMEM109', 'PFN1P2', 'MRM1', 'GRAMD4', 'ADARB1', 'SPHKAP', 'BICD1', 'MEOX1', 'PWP1', 'ERGIC2', 'LCMT2', 'SLCO1B3', 'RNF17', 'N4BP2L2.IT2', 'PANX1', 'ACTA2', 'PLGLB2', 'TMEM219', 'CEP162', 'UBQLN4', 'LUC7L3', 'LINC00239', 'SHOX', 'UBAP2L', 'B9D2', 'RTN4IP1', 'SNTB1', 'SNORD55', 'TGM2', 'GPER1', 'NPFFR1', 'HYLS1', 'SLC51B', 'F12', 'ATXN3', 'CSRP2', 'NDUFAF3', 'SLC5A7', 'AMHR2', 'GFRA4', 'AOC4P', 'ATCAY', 'KRTAP19.3', 'PRX', 'WDSUB1', 'ISL2', 'JTB', 'DDTL', 'PM20D2', 'SIRPB2', 'SEMA3C', 'ESYT1', 'ZNF793', 'GFRAL', 'MAP3K10', 'EVX2', 'SLC38A10', 'COG1', 'FRMPD2B', 'POLR2A', 'ZNF528', 'ARL10', 'SNURF', 'TMEM127', 'FAM192A', 'HIST2H4A', 'SUGP1', 'ZIC1', 'RALB', 'GPA33', 'PRR26', 'LTBP4', 'LINC01001', 'LINC00887', 'DPM2', 'ZNF556', 'SPRY3', 'SLAMF1', 'IFI30', 'MGEA5', 'RAD51AP1', 'EBI3', 'IQSEC3', 'SLC38A4', 'SCARNA9', 'ANKS1A', 'TAS2R1', 'EFCAB8', 'CDS2', 'XAB2', 'TUBB2A', 'RNF214', 'XIRP1', 'TEX14', 'DISP2', 'FAM117A', 'NIPAL1', 'EPX', 'MEF2BNB.MEF2B', 'PTDSS1', 'SLC5A4', 'TTLL6', 'DKFZP434H168', 'CCNE1', 'HBA2', 'A2M', 'C19ORF52', 'HPRT1', 'CD209', 'S100A13', 'TGIF2LY', 'GAS2L2', 'TTC13', 'URB1.AS1', 'TAGLN2', 'RASL12', 'CFAP52', 'ZMYND8', 'PLEKHA5', 'ARHGAP26', 'LINC00152', 'CRYGD', 'STK24', 'TMEM229B', 'NLGN4X', 'LOH12CR1', 'CAND1', 'PPP1CC', 'DNAAF3', 'DNAJC3', 'PTRF', 'C15ORF56', 'CYP46A1', 'RGS20', 'STK26', 'TOMM40', 'MAPKBP1', 'BMF', 'INTS4P2', 'FRMPD1', 'TBCCD1', 'ZNF33B', 'PSMA7', 'TRIM25', 'PPWD1', 'SNORD116.1', 'SOCS7', 'SNAR.H', 'VPS13C', 'KIF13A', 'KIN', 'WAS', 'ITPRIP', 'MCUR1', 'NAGLU', 'GPAA1', 'LSM5', 'H2BFWT', 'FOXS1', 'KRTAP1.1', 'USP39', 'TTC5', 'IMP4', 'RNF31', 'IL27', 'RBL1', 'C9ORF43', 'ZIC3', 'RBM15B', 'QSOX2', 'CD24', 'SCN5A', 'RCN2', 'SPATA7', 'SEC24A', 'TAPT1', 'EMILIN2', 'SNORD116.11', 'SNORD116.27', 'FBXO31', 'ACVR1C', 'TMEM184B', 'ASH1L', 'SLC17A7', 'GDE1', 'CUL7', 'IFNL1', 'VN1R1', 'ABT1', 'IGLL1', 'DDX11', 'ACBD5', 'TMEM60', 'METTL7B', 'TIMM10', 'BRPF1', 'MMP15', 'CNR2', 'MAP7D2', 'SNRNP40', 'ARMC8', 'IFNA8', 'PLIN5', 'PCDHGB5', 'GAD1', 'JADE2', 'PRDM2', 'TRMT2B', 'FAM13C', 'CANX', 'MYLPF', 'FAM150A', 'STX16', 'OR52E2', 'CCDC54', 'MGMT', 'CYLC1', 'GJC3', 'TSC2', 'POU1F1', 'OR4D5', 'CYHR1', 'SLC9A4', 'DBIL5P', 'FBLN7', 'NTN4', 'LDHAL6B', 'CCDC40', 'CCL2', 'SNORD77', 'INE1', 'ATP1A1.AS1', 'CP', 'NUAK1', 'GPR161', 'F2R', 'UBXN6', 'GYPA', 'IFNA16', 'SMYD1', 'SNORD126', 'SRBD1', 'TFCP2L1', 'ALG11', 'MFSD6L', 'AK8', 'VSIG10L', 'SCARNA15', 'CRYGS', 'IGSF9B', 'CCNH', 'EPB41L4A.AS1', 'LINC00303', 'ABCB6', 'CEP104', 'TMEM199', 'TMEM141', 'CDH20', 'RXRG', 'USP6NL', 'LILRB2', 'WDR90', 'GPRASP1', 'NUP107', 'TOLLIP', 'CTDSP2', 'SPRR2F', 'CGB2', 'CPN1', 'SF3B5', 'DOC2A', 'ATP7B', 'RBM4B', 'XRN2', 'RPA3', 'LPPR1', 'CWH43', 'NAA40', 'MMS22L', 'LRRC6', 'PWP2', 'TMUB2', 'OR9Q1', 'RELB', 'KIF14', 'ZSCAN18', 'UVSSA', 'SPINT3', 'CDH11', 'SPAG5', 'H1FX', 'RPN2', 'PIK3R2', 'COA4', 'CHM', 'KLF1', 'RAMP2.AS1', 'ITFG1', 'CLSPN', 'CHODL', 'NACAD', 'CDS1', 'TLR2', 'DANCR', 'TTC14', 'MIXL1', 'C3ORF35', 'ZSCAN12', 'WIPF1', 'KIAA1804', 'KCNQ1OT1', 'SNAP25', 'LLGL2', 'TMEM121', 'SORBS3', 'SUPT20H', 'C12ORF75', 'SIX1', 'SNORA81', 'ADAD1', 'SLC11A2', 'SYTL1', 'SFTPB', 'SCNN1A', 'MRPS22', 'GNB2', 'RAB37', 'KLHL15', 'SAMD8', 'CDH22', 'GTPBP2', 'DDX12P', 'AMZ1', 'CECR5', 'IPO4', 'DZIP1L', 'CRISPLD1', 'ALDH3B2', 'CATSPER1', 'ZNF287', 'LRCH3', 'C17ORF102', 'PDE4DIP', 'DAP', 'SNORD116.12', 'ARSD', 'CITED1', 'SORBS1', 'PROC', 'PRRG4', 'DAB2', 'HNRNPA1P33', 'GOLGA6L6', 'KLKP1', 'COL20A1', 'HIST1H3J', 'GP2', 'MRE11A', 'GSTM2', 'SNRNP70', 'AGAP4', 'PABPC1L2B', 'HNF4G', 'ZSCAN31', 'BCL10', 'BPIFB2', 'C7ORF61', 'RADIL', 'PDE6G', 'RFPL3S', 'LINC00634', 'FOXI3', 'SERP2', 'KCNT1', 'NAPRT', 'TMLHE', 'IFIT5', 'GNPNAT1', 'C7', 'NUDCD3', 'CTAGE6', 'PIGQ', 'RPL3L', 'NAALADL1', 'COX17', 'NSA2', 'CCRL2', 'PRSS3P2', 'SNORD71', 'CDC42BPB', 'DNAH5', 'SQRDL', 'SOAT1', 'KLF4', 'PPP1R3A', 'SYNC', 'INTS4P1', 'IL10', 'ABHD3', 'RNF13', 'GAL3ST1', 'FAM201A', 'FBF1', 'NCKAP1L', 'SNORA71A', 'LCN8', 'IGFBP4', 'SNAR.C3', 'LARP6', 'ZNF416', 'RENBP', 'IBSP', 'TMEM179B', 'DIXDC1', 'UNC5B', 'DTX2', 'RPRD1A', 'IFITM5', 'C1ORF123', 'TACC2', 'TXNDC12', 'PSD2', 'STARD5', 'MTOR', 'WBP4', 'ANKS6', 'HYI', 'LOC100128573', 'ZBTB25', 'SIRPG', 'MESTIT1', 'SUPT5H', 'YLPM1', 'NKAPP1', 'TUBE1', 'CCHCR1', 'ANKRD10', 'PAX9', 'HMMR', 'RHOBTB1', 'CLK1', 'LOC284023', 'LINC00597', 'PIGY', 'ARHGAP33', 'EIF4A1', 'KRT80', 'OR4F6', 'HIRIP3', 'DIRAS2', 'MTTP', 'LIPT1', 'ABCC1', 'THOC6', 'TAMM41', 'CDC42SE1', 'RAB1A', 'HOXB7', 'OIP5', 'DGAT2', 'LY6G5C', 'LILRA5', 'PI4KB', 'MMRN1', 'PCDHA13', 'ATF3', 'DYRK2', 'DLEC1', 'PSG11', 'AGAP2', 'RAB3C', 'C8ORF22', 'FNDC5', 'HIST1H3I', 'HPCA', 'OR14J1', 'SNORD4A', 'LSR', 'SDHAF1', 'ZNF177', 'CAPS2', 'SNORD90', 'SPTSSA', 'RSBN1L', 'STOML1', 'CANT1', 'FOS', 'OR8J3', 'PCDH18', 'PAXIP1.AS2', 'OLFM1', 'DOK6', 'CYTH4', 'CTRB2', 'ADGRF1', 'CCDC96', 'LIMD2', 'GNAI2', 'COMMD2', 'NUDT8', 'OR5A1', 'OR6C4', 'OSGIN1', 'PTGR1', 'HOMER2', 'MAGEB10', 'HTR2C', 'HIP1R', 'ANGPTL1', 'TMEM89', 'HCG9', 'GOSR2', 'SLC13A1', 'ZNF804B', 'OSBPL8', 'ERO1LB', 'SLC17A9', 'DPYSL3', 'OR5K4', 'ARID4A', 'PRADC1', 'ADGRD1', 'MS4A10', 'WBP1', 'GDF15', 'GSG1L', 'NUTM2F', 'THEG', 'CROT', 'ANP32A', 'C11ORF86', 'FAM168B', 'BHLHE22', 'VHL', 'NSUN2', 'SNX17', 'RAB33B', 'SLC10A5', 'ELF1', 'ZNF324B', 'TMEM207', 'POLR3A', 'BIN2', 'TFR2', 'VSIG10', 'CAPN6', 'PCDH1', 'UBE2D1', 'OR4K15', 'INSR', 'ASGR2', 'UCN3', 'OR2Y1', 'SNAPC5', 'METTL5', 'TCHP', 'CCDC88A', 'DHODH', 'FAM83F', 'CPD', 'NAA11', 'CXORF65', 'TXLNGY', 'AKNAD1', 'PQLC3', 'FAM183CP', 'ATXN8OS', 'LINC00593', 'GABRA4', 'NPHS1', 'RBBP6', 'KRT40', 'POMC', 'GAR1', 'CEP41', 'GALNT18', 'ORC3', 'CNOT8', 'GBP3', 'SBNO2', 'PMCHL1', 'KRTAP13.4', 'BSG', 'SRP72', 'HCG4B', 'AGO3', 'ZNF44', 'SUN5', 'ADCY8', 'RAB22A', 'NDC1', 'COLEC11', 'SELENBP1', 'SMAD5.AS1', 'ADPRHL1', 'CCNB1', 'KIF22', 'DNASE1L1', 'SNX32', 'THBS2', 'MSN', 'PPFIA3', 'IER5L', 'HNRNPL', 'RARS', 'CFAP126', 'PTP4A3', 'ZNF653', 'CTPS2', 'C21ORF91', 'KRTAP19.1', 'SUMF1', 'SSPO', 'RNY5', 'PPM1G', 'ISY1', 'BCKDHA', 'MDC1', 'SLC11A1', 'DOK7', 'OR5T3', 'RIT2', 'RNF125', 'ARHGEF39', 'C9ORF40', 'LINC00470', 'KRT1', 'CACNG2', 'EN2', 'NPEPPS', 'PALM2.AKAP2', 'TOM1L2', 'MOXD1', 'SNORD114.4', 'CACTIN', 'PACRG', 'TCTE1', 'CYFIP1', 'SPESP1', 'SLC25A42', 'MYL10', 'SH3RF1', 'CLDN25', 'PRR7', 'RBM11', 'TCEAL6', 'LAIR1', 'GAB1', 'VN1R2', 'MAP6', 'SOX30', 'RAB5B', 'SNORD116.24', 'ACADL', 'CHI3L1', 'DBF4B', 'TEN1', 'BMP15', 'BIN1', 'SNORD80', 'LINC00202.1', 'PRPF18', 'KLF7', 'MAPK10', 'VEPH1', 'SNAR.G2', 'VTI1A', 'NTAN1', 'ADRA2B', 'ZNF492', 'WDR35', 'PLAUR', 'ARHGEF5', 'RAET1G', 'PCGF1', 'ATAT1', 'ZNF879', 'PSKH1', 'SNORD38A', 'AP3M1', 'MLXIP', 'INSRR', 'GRM3', 'MGAT4A', 'KHDC1L', 'BDP1', 'LOC646762', 'LRGUK', 'ESRP2', 'GPX6', 'LGALS3BP', 'MKKS', 'APOF', 'GOLT1A', 'KCTD2', 'CEP57', 'TRIM42', 'SLC25A51P1', 'ADAMTS10', 'FAM171A2', 'OR4K1', 'IGFBP6', 'EID2B', 'MBNL1.AS1', 'ATP6V0C', 'PNPLA6', 'LIMK1', 'FBXL15', 'NAGK', 'EPC2', 'RNASE6', 'WDR11', 'EFS', 'DLL1', 'OR2T33', 'PTPRVP', 'BCL7C', 'MYO15A', 'UBFD1', 'CPA1', 'NRP2', 'BPHL', 'C12ORF76', 'C10ORF67', 'PLEKHG1', 'CATSPERB', 'LRFN4', 'IMP3', 'CBLN1', 'P2RY11', 'PRPF38A', 'PRAMEF10', 'RNF4', 'ADAM23', 'TRA2A', 'GREB1', 'DEAF1', 'BNC2', 'BCLAF1', 'ARHGEF40', 'ZBTB40', 'PPBPP1', 'SYNPO2', 'G2E3', 'GPM6A', 'NUPR1L', 'CHD3', 'ERC2.IT1', 'SCARB2', 'ANKEF1', 'RELL2', 'RWDD4', 'FBLN2', 'IKZF3', 'DOCK7', 'HHLA3', 'TRPM7', 'ZNF660', 'CD52', 'TCEAL4', 'TOPORS', 'FZD8', 'PREX2', 'RIMKLA', 'SERTAD1', 'UGT2A3', 'NRXN2', 'SSR3', 'SNHG12', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5366759284640548
		RMSE:  0.28216244755564185
		NRMSE:  0.17771997351836757
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.30240520386774006
		RMSE:  0.3149325402631455
		NRMSE:  0.20120656537940065
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  LinearRegression
		Pearson Correlation:  0.8145659973355851
		Spearman Correlation:  0.7731052879856393
		Coefficient of Determination:  0.6403266776410879
		RMSE:  0.13650928220096242
		NRMSE:  0.08598035007114936
		MAPE:  338.1216722390346
		Pearson Correlation:  0.032060170880838804
		Spearman Correlation:  0.03949704732374522
		Coefficient of Determination:  -1.456938809633144e+24
		RMSE:  333092712278.11926
		NRMSE:  212808878162.89035
		MAPE:  94121993831483.33

	Predictor:  ElasticNet
		Pearson Correlation:  0.4174930481464212
		Spearman Correlation:  0.4320159883551238
		Coefficient of Determination:  0.11854004848882138
		RMSE:  0.21370238169270098
		NRMSE:  0.1346004117282456
		MAPE:  672.2580371284812
		Pearson Correlation:  0.2642228869262641
		Spearman Correlation:  0.26603074851307373
		Coefficient of Determination:  0.05176318096122623
		RMSE:  0.2687217889710689
		NRMSE:  0.17168307903749563
		MAPE:  263.8995859117677

	Predictor:  RandomForests
		Pearson Correlation:  0.47550484092419165
		Spearman Correlation:  0.4363241403687237
		Coefficient of Determination:  0.13103828112622085
		RMSE:  0.21218192833107408
		NRMSE:  0.1336427544159239
		MAPE:  665.6796644733871
		Pearson Correlation:  0.2064142645367833
		Spearman Correlation:  0.19313256557514782
		Coefficient of Determination:  0.030392303453405378
		RMSE:  0.2717330740744185
		NRMSE:  0.17360695242484667
		MAPE:  269.8407612483397

Protein:  ERBB2
x_train_column_count:  665
x_train columns:  ['PABPC4L', 'OSR1', 'LRRC2', 'SUSD5', 'UBE2V2', 'SMAD1', 'STK32C', 'CYP19A1', 'MYO18B', 'C10ORF25', 'KCNE5', 'DMXL2', 'MS4A3', 'FAM27C', 'CD200', 'C2ORF49', 'ASGR1', 'CCT3', 'ATMIN', 'RECK', 'TRA2A', 'FAM43B', 'CDC42BPA', 'FUOM', 'TNFRSF17', 'CDH15', 'SPTLC1', 'C9ORF40', 'SYNE1', 'ENG', 'RPS25', 'NQO2', 'SYNM', 'OR10A4', 'SNRNP70', 'THRSP', 'FAM186A', 'CDK15', 'TMEM170B', 'SLFN14', 'EPB41L4A.AS2', 'ALOX5AP', 'IFNGR1', 'CCNB1IP1', 'PIEZO2', 'GSTZ1', 'GDNF', 'SRP9', 'ZNF484', 'JMY', 'RNF115', 'AKAP6', 'RHOU', 'ARMC7', 'LPAR6', 'ANGPTL5', 'ACAN', 'AGAP2.AS1', 'PAXIP1', 'NKAIN2', 'MICALCL', 'FLT3LG', 'MCEMP1', 'BPIFB3', 'AKAP3', 'LIPA', 'EPB41L2', 'EPHB3', 'NCOR1', 'SPA17', 'TAF2', 'ZC3H12D', 'ZNF10', 'ATP6V1C2', 'ERC2', 'SPIN2B', 'RASGEF1A', 'GRIK1.AS1', 'DENND1B', 'PPCDC', 'VPS28', 'TCEB3B', 'MAGEB18', 'ACBD5', 'SNORD115.38', 'TXNDC11', 'NDNF', 'DYNLT3', 'SLC39A2', 'ZNF529', 'SNHG5', 'ZC3H12A', 'SLC26A4.AS1', 'ZEB1', 'LBX1', 'P4HA1', 'ATXN10', 'SGSM2', 'HERPUD2', 'ADORA2B', 'MOS', 'KIAA1429', 'DDX53', 'WSB2', 'LDHA', 'ZNF429', 'OTOA', 'VPS26B', 'GGACT', 'CCDC64', 'DPCD', 'NPS', 'OR6C2', 'LPA', 'TOX2', 'VDAC2', 'FAM27B', 'PPIP5K2', 'CNOT7', 'LGALS3BP', 'CLCA4', 'TTYH3', 'CMA1', 'KLHL12', 'TP53I11', 'TAS2R39', 'BSND', 'TOM1', 'PON2', 'KLRC1', 'DKFZP434A062', 'MSX2P1', 'MFI2', 'TEX26', 'NUP153', 'ZNF273', 'TMEM119', 'ZSCAN4', 'C10ORF128', 'CCL15.CCL14', 'MALAT1', 'MAGI2', 'SLC22A18', 'UTF1', 'GKN2', 'TNFRSF11B', 'TTLL9', 'SNORD114.10', 'LINC00608', 'PEPD', 'CLRN1.AS1', 'CD8B', 'C20ORF24', 'MGAT4C', 'LOC727896', 'LINC00661', 'GTF2A1L', 'PCDHA2', 'BID', 'AOC2', 'ACY1', 'GUCA1C', 'GLI2', 'CDC6', 'C10ORF95', 'ACTA2', 'DCLRE1C', 'MAPK8IP1', 'FGF20', 'ABI2', 'CCDC113', 'HSPA5', 'VPS4A', 'CLEC10A', 'FAM200A', 'SNORD15A', 'ANP32C', 'RXFP4', 'NOVA2', 'SLC7A10', 'HOXA9', 'OR4C16', 'SLITRK5', 'ZSWIM5', 'SNORD116.10', 'LEUTX', 'CDKL4', 'PTPN2', 'LIX1', 'LEFTY1', 'UIMC1', 'ZFAND3', 'RCCD1', 'RPL41', 'TK2', 'ATP6V1D', 'MFSD4', 'ALG10', 'MYCN', 'NDUFV1', 'NFYC.AS1', 'FAM155A', 'PIP5K1A', 'CNTF', 'CFLAR', 'LINC00493', 'ZNF561', 'OR5M1', 'ERN1', 'C14ORF39', 'CADM4', 'ID2', 'LYN', 'EPHX2', 'ATP11C', 'BRPF1', 'USP7', 'PRR15', 'AIF1L', 'APRT', 'ADAM12', 'SLC46A1', 'EHD4', 'GBP7', 'IL13RA1', 'TRIM32', 'ADAMTSL2', 'TMPRSS4', 'ORM1', 'MPPE1', 'CALHM3', 'NID2', 'GPX6', 'UBALD2', 'MYO1F', 'PSMB5', 'CCR7', 'PRMT5', 'GPRASP2', 'COX4I1', 'TPTE2P6', 'OR13C2', 'LRGUK', 'TM9SF2', 'ZCCHC10', 'TNFAIP8L2', 'DDC', 'RAD51D', 'ST8SIA6', 'MAOB', 'GTF2IP1', 'USP18', 'TMEM69', 'CALCA', 'NBEAL1', 'GLA', 'COMP', 'AGAP2', 'HRSP12', 'RBM42', 'PYDC1', 'INCA1', 'CARD11', 'MXD4', 'TARP', 'FUBP1', 'RXFP2', 'NLRP8', 'HIATL2', 'SNAP23', 'FAM225A', 'SMPD3', 'BMP15', 'CENPU', 'TMEM106C', 'CHKA', 'MBTPS2', 'RPIA', 'KANSL2', 'CT83', 'UBE2F', 'BUD13', 'GIPC1', 'SNORD114.27', 'TP53I3', 'PMCHL1', 'TCHHL1', 'IZUMO2', 'TFF1', 'MYLIP', 'MORN2', 'NDUFS5', 'IMMT', 'KAT7', 'RAB11FIP1', 'SLC25A12', 'FAM49A', 'CPSF1', 'GRB2', 'CCDC130', 'TSPAN12', 'GPATCH4', 'C14ORF119', 'KPNA7', 'TTL', 'PLEK', 'PHYHIP', 'ABCB5', 'PACRGL', 'KRT78', 'CST6', 'TSPAN18', 'FLJ36777', 'C9ORF114', 'SORT1', 'DZIP1', 'C4ORF3', 'CCDC167', 'SIX6', 'GVINP1', 'FUT8', 'ABHD16A', 'POSTN', 'PEX11G', 'PDHB', 'CHRNA10', 'ZNF778', 'DNASE2', 'KLK3', 'ACTR3B', 'SCAF4', 'SNORD90', 'OR10A7', 'WDR90', 'SNORD50A', 'AES', 'SNORD65', 'TMTC3', 'DNAJB13', 'GNLY', 'HNRNPA3', 'OR8I2', 'PADI3', 'HSPBAP1', 'TRIOBP', 'KHSRP', 'NAALADL1', 'HNRNPD', 'IL18RAP', 'TIMP2', 'NBEAP1', 'DIMT1', 'ATPIF1', 'KIAA0753', 'TAS2R46', 'OR5B17', 'CCT7', 'TPRG1', 'PARD3', 'CALM2', 'REXO2', 'OR6P1', 'MDM2', 'LINC00160', 'PADI6', 'PCDH8', 'IQCF5', 'ADAM18', 'LPCAT3', 'RABL2B', 'B9D2', 'ATG12', 'RTP1', 'C3ORF33', 'WWOX', 'TPM3P9', 'SYS1', 'NCMAP', 'KIAA1919', 'OR6C76', 'KCNG3', 'CPSF4', 'LOC340017', 'TYMSOS', 'LIN28A', 'OR6M1', 'PIK3C2B', 'GNAQ', 'UBE2I', 'MFSD2B', 'CARD9', 'HMSD', 'CAP2', 'DUSP5', 'ARID5A', 'LINC00052', 'OR6V1', 'PCSK1', 'IL16', 'PAX7', 'RAB3C', 'PRY2', 'LINC00598', 'HSDL1', 'RPL24', 'MRPS12', 'COPS6', 'L3MBTL3', 'FGF7', 'CHCHD6', 'ZNF613', 'TUBA3FP', 'R3HDM4', 'ATP5O', 'ADAMTS7', 'MIR7.3HG', 'SPDYE3', 'PTPN5', 'PARG', 'RQCD1', 'PRMT7', 'CAPN5', 'ZDHHC8P1', 'TXNDC5', 'MIAT', 'PLCB2', 'SLC5A1', 'TMEM123', 'ZNF461', 'WDR18', 'SYNJ1', 'ARL5A', 'GLMN', 'ARGFXP2', 'FMR1', 'TP53INP1', 'NET1', 'PDPK1', 'KHDRBS1', 'ICA1', 'SNAR.H', 'ADAM5', 'MTHFD1L', 'FSTL1', 'BTK', 'OR51I2', 'HES5', 'MEPE', 'SDR16C6P', 'PDGFD', 'ETS1', 'NDRG3', 'RHBDD1', 'SNORD116.13', 'TERF2', 'ODF4', 'PIK3C2G', 'PCGEM1', 'CYB561', 'MRGPRX4', 'DGKA', 'GPATCH2', 'PRG2', 'THBS3', 'DEFA6', 'GFER', 'KRTAP12.4', 'IL4I1', 'PAXIP1.AS2', 'LURAP1L', 'ATP2A1', 'LINC00634', 'CYP27B1', 'PCDH1', 'S1PR4', 'ZNF800', 'PHLDB1', 'LMO2', 'PRAMEF6', 'CCKBR', 'SNORA41', 'MRAP', 'GABRA2', 'MAPT.AS1', 'CSF3', 'CXCL2', 'CFL1P1', 'UGT1A9', 'FAM181B', 'SESN3', 'CIPC', 'UBE2E3', 'SPTAN1', 'ZNF676', 'FBLIM1', 'FAM170B', 'KIAA0586', 'PDE4DIP', 'PRR30', 'C3AR1', 'ZBTB9', 'CFAP57', 'CRIP3', 'LIMCH1', 'KIAA0195', 'CPLX3', 'METTL13', 'GPR65', 'THEG', 'AKR1C8P', 'ACOT9', 'RGPD6', 'SCAF8', 'SFXN2', 'DPP4', 'C12ORF43', 'KPRP', 'IFFO1', 'DNAH3', 'PCID2', 'CAB39L', 'HPN.AS1', 'LYZ', 'CITED4', 'LAMA5', 'MYO6', 'PMEPA1', 'TUBA1A', 'TRIM40', 'BCCIP', 'MED13', 'OMP', 'MEIG1', 'ZNF133', 'SGK494', 'FAM99A', 'CPEB1', 'SCGB1C1', 'GNMT', 'NEUROD4', 'OR10C1', 'PPP1CB', 'CTRB2', 'CLDN5', 'SLC30A9', 'GCN1L1', 'ZNF347', 'PTPRH', 'FAT2', 'EPB41L3', 'WDR72', 'EAF1', 'TNF', 'DCUN1D2', 'TEAD1', 'POLA2', 'MZT2B', 'SLC1A4', 'LSS', 'SNORA61', 'FAM95B1', 'HGS', 'PHGDH', 'KIAA1456', 'ANXA7', 'TRIM60', 'ROBO1', 'KIAA0895', 'PRR20D', 'NAT8L', 'CYFIP1', 'ACER1', 'TAAR2', 'IRX1', 'PSG8', 'TMCO1', 'OR2J2', 'PGM1', 'ABCA4', 'LCE3A', 'FAM92A1', 'RNF7', 'SLC4A11', 'CA7', 'SNORD11', 'P2RX7', 'HIST1H2AL', 'LEPROT', 'SMYD2', 'TAS2R8', 'BICD2', 'ZNF644', 'KRTAP13.4', 'SIN3A', 'BCL2', 'SHC1', 'MAN2B2', 'PUS7', 'TPD52L2', 'ANKRD53', 'CLEC4C', 'CNIH3', 'ROBO4', 'BTBD7', 'GALNT5', 'EFHD1', 'SPAG16', 'NPR2', 'STX4', 'RPN1', 'ZNF295.AS1', 'PCDH11Y', 'USO1', 'SLC22A16', 'RPL35', 'SIRPB2', 'SLC17A8', 'SNORA68', 'CABP5', 'ANXA13', 'DNAJB14', 'PLEKHG4', 'CHRM4', 'ADAMDEC1', 'TAF11', 'OR13C4', 'COL9A3', 'FXYD3', 'CLTA', 'GNGT1', 'RASSF9', 'ASTE1', 'RYK', 'HES1', 'ZXDB', 'OR1A1', 'ZCCHC8', 'TLR2', 'RPL13AP20', 'KRTAP13.2', 'C3ORF22', 'SNORD27', 'CXADR', 'AFG3L2', 'ZNF236', 'C15ORF57', 'RBM41', 'STRADB', 'LINGO3', 'NUB1', 'ZNF350', 'CIB4', 'METTL23', 'CASC8', 'NPY2R', 'ETFB', 'RARA', 'BRCA2', 'SGSH', 'SLC38A5', 'COX10', 'RAB17', 'BEND3P3', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10085609607150081
		RMSE:  1.0785113826338413
		NRMSE:  0.1837421644434709
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05671362529003088
		RMSE:  0.8919867459254164
		NRMSE:  0.19736403273048267
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959455
		RMSE:  0.875951357919715
		NRMSE:  0.1938159880340115
		MAPE:  565.705361200264

	Predictor:  LinearRegression
		Pearson Correlation:  0.7978670419095277
		Spearman Correlation:  0.6761186656258936
		Coefficient of Determination:  0.6313387153105866
		RMSE:  0.6241273628612344
		NRMSE:  0.10633036830864173
		MAPE:  659.8141615993746
		Pearson Correlation:  0.07595944649693895
		Spearman Correlation:  0.26593045160699
		Coefficient of Determination:  -1.9158787727118754e+24
		RMSE:  1201057391799.8599
		NRMSE:  265750059033.04788
		MAPE:  111912699547524.48

	Predictor:  ElasticNet
		Pearson Correlation:  0.6874284521618759
		Spearman Correlation:  0.6087039580343041
		Coefficient of Determination:  0.4487184190002893
		RMSE:  0.7632137717686795
		NRMSE:  0.13002602718515077
		MAPE:  1110.1685013673923
		Pearson Correlation:  0.42713584837787866
		Spearman Correlation:  0.35962792553523115
		Coefficient of Determination:  0.13581399770198355
		RMSE:  0.8066466998312495
		NRMSE:  0.17848140277270705
		MAPE:  541.2197511328013

	Predictor:  RandomForests
		Pearson Correlation:  0.5796948276996527
		Spearman Correlation:  0.5227187981807309
		Coefficient of Determination:  0.20516777339661896
		RMSE:  0.9164255542037917
		NRMSE:  0.15612817592105077
		MAPE:  648.6133056753024
		Pearson Correlation:  0.4672692865015817
		Spearman Correlation:  0.4583473609396626
		Coefficient of Determination:  0.1523321755594016
		RMSE:  0.7989003232922425
		NRMSE:  0.17676741305282498
		MAPE:  457.8005851970591

Protein:  ERBB3
x_train_column_count:  247
x_train columns:  ['UROD', 'PLP1', 'NWD1', 'TMC5', 'MDP1', 'AMELX', 'NSMCE1', 'HIST1H2BD', 'RCVRN', 'KRTAP4.4', 'F13A1', 'G0S2', 'LRRTM4', 'IZUMO1', 'GUCY1A2', 'C1ORF174', 'CHN2', 'SLC2A7', 'MDH1', 'RLTPR', 'GPATCH2L', 'SUSD2', 'CCDC130', 'IL12RB1', 'SUGCT', 'KLHL26', 'LEAP2', 'INTS12', 'PCBD1', 'MAPKAPK3', 'PCDHB15', 'SYCE3', 'ROBO2', 'PAX1', 'FAM83G', 'TRAPPC10', 'BPIFA1', 'YIPF1', 'AEBP2', 'CTPS2', 'NT5DC3', 'CENPBD1P1', 'BTG2', 'TP53I13', 'PCED1B', 'NIF3L1', 'GBA2', 'CFAP20', 'PLA2G16', 'FOXI1', 'DVL3', 'OR52L1', 'LOC100133331', 'SNRNP48', 'PLAC8L1', 'SLC46A3', 'DDRGK1', 'CHML', 'ALG8', 'C7ORF57', 'FAM178B', 'GLRX3', 'CDK1', 'RAD1', 'ATG12', 'KRTAP9.4', 'ATXN10', 'ZNF781', 'ZCCHC24', 'LINC00636', 'ANKRD20A3', 'RAB8A', 'GOPC', 'FASTKD2', 'BRD7P3', 'PPFIA2', 'STOML1', 'PEBP1', 'MED6', 'ARHGEF26', 'RWDD3', 'DEPDC4', 'ERP44', 'SLC22A15', 'LCE1F', 'VHL', 'DHX32', 'TTLL9', 'AGBL4', 'KLHDC7B', 'RPL28', 'PRKAA2', 'KRTAP6.3', 'HNRNPDL', 'FILIP1', 'ZFP82', 'FMO2', 'CMSS1', 'PLA2G6', 'MTFR1', 'SEC24A', 'RNASE10', 'RBBP8', 'AP3M2', 'IRX2', 'FKRP', 'LOC221122', 'FAHD2A', 'MAST4', 'ANAPC2', 'RRP7BP', 'COX7C', 'HS6ST3', 'WIBG', 'CPNE6', 'CA13', 'ZC3H3', 'B4GALNT3', 'BOK', 'ELAC1', 'CELSR3', 'CD8B', 'CACNB3', 'GOLGA8B', 'CT45A6', 'LINC00667', 'AUTS2', 'CDH12', 'TMEM87B', 'BIRC8', 'KCNAB3', 'NR2E3', 'ACOX3', 'USP14', 'NARF', 'RFX6', 'SLFN12', 'TRMT2B', 'ZNHIT3', 'ZNF665', 'SYF2', 'PANK4', 'TMEM147', 'TMEM145', 'ICAM2', 'HRK', 'TMEM2', 'C16ORF78', 'FRG2C', 'BEST1', 'EIF2S3', 'CD27', 'CDKN2A.AS1', 'RAB11FIP4', 'C11ORF87', 'POLR1C', 'RC3H2', 'SYCN', 'TMEM207', 'TUBB4A', 'VSIG2', 'TSC2', 'IL16', 'CHTF18', 'PKNOX1', 'CEACAM22P', 'TLR9', 'ATP6V1E2', 'RALB', 'SLC30A9', 'CDIPT', 'DHRS9', 'GPHB5', 'AFF4', 'SMARCD3', 'FGF3', 'ARHGEF35', 'SGMS1', 'SNX16', 'ATP6V0D1', 'LRRC75A.AS1', 'DHRS7', 'HPCAL4', 'FAM217B', 'ALDH1A3', 'MYO5A', 'MYL3', 'BCORP1', 'RGL3', 'VILL', 'EIF4B', 'FAM185A', 'TMEM126A', 'MOGAT3', 'ZNF843', 'EEF1E1', 'KCNAB2', 'ARL13B', 'KLK5', 'SERPINA9', 'MPLKIP', 'RBX1', 'ULK4', 'RGL2', 'SPIRE2', 'SOD3', 'SNORA45A', 'B3GNTL1', 'SLC4A5', 'SEC16B', 'ECHS1', 'WDR45B', 'SNX1', 'CEP162', 'RXRB', 'PCDHB12', 'BRCC3', 'DMRTC1B', 'PRRT1', 'ZNF157', 'EEFSEC', 'GBP4', 'EEF1A2', 'FBXO3', 'PCNX', 'DUSP6', 'TFRC', 'WFDC6', 'ING1', 'FAM188B', 'LOC728392', 'MSMB', 'EYA3', 'ZMYND10', 'SGK1', 'LHX2', 'TBC1D23', 'VNN2', 'USP6NL', 'SLCO4C1', 'EPB41L1', 'C10ORF71', 'DEFA6', 'TLX2', 'FLJ16779', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.24617901957450639
		RMSE:  0.5234556686317032
		NRMSE:  0.14126566093685908
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10551624527684367
		RMSE:  0.43841640970600765
		NRMSE:  0.21211918179733683
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  LinearRegression
		Pearson Correlation:  0.49056595657618934
		Spearman Correlation:  0.46869720442371904
		Coefficient of Determination:  0.1960686989515329
		RMSE:  0.42043528665404706
		NRMSE:  0.11346341669317173
		MAPE:  217.62604912689895
		Pearson Correlation:  -0.10872738521745706
		Spearman Correlation:  0.13546277762065334
		Coefficient of Determination:  -1.8959643117346937e+25
		RMSE:  1815596412430.8887
		NRMSE:  878440717438.6448
		MAPE:  50622396229895.29

	Predictor:  ElasticNet
		Pearson Correlation:  0.34738098408118384
		Spearman Correlation:  0.36143218089464946
		Coefficient of Determination:  0.10645496278776623
		RMSE:  0.4432491517320241
		NRMSE:  0.11962022408278143
		MAPE:  230.71296594742554
		Pearson Correlation:  0.40886099530063114
		Spearman Correlation:  0.4107063812599126
		Coefficient of Determination:  0.07707044105116223
		RMSE:  0.400579310374408
		NRMSE:  0.19381244333107933
		MAPE:  237.45958988930104

	Predictor:  RandomForests
		Pearson Correlation:  0.4263287317483146
		Spearman Correlation:  0.37461852885823604
		Coefficient of Determination:  0.11389930426529704
		RMSE:  0.4413988815534875
		NRMSE:  0.11912088926735002
		MAPE:  232.62260165728455
		Pearson Correlation:  0.3855340305174493
		Spearman Correlation:  0.36606058491912075
		Coefficient of Determination:  0.03743554742720012
		RMSE:  0.40909026645617297
		NRMSE:  0.19793030251793703
		MAPE:  239.95162894628734

Unnormalized

In [135]:
random_genes.clear()
scenario = Scenario.NRandomGenes_Mutations 
normalizeTechnique = NormalizeTechnique.UN
X, Y, Z = get_data(normalizeTechnique)
In [136]:
X.head()
Out[136]:
UBE2Q2P2 HMGB1P1 LOC155060 RNU12-2P SSX9 CXORF67 EFCAB8 SRP14P1 LOC391343 TRIM75P ... ZXDA ZXDB ZXDC ZYG11A ZYG11B ZYX ZZEF1 ZZZ3 TPTEP1 AKR1C6P
TCGA-A1-A0SF-01 10.7401 141.1933 314.4482 0.0000 0.0 0.000 2.9988 9.4249 0.0 0.0000 ... 74.1138 533.3625 1053.4444 94.6772 881.2262 5343.4779 934.3482 508.0867 52.2652 0.8568
TCGA-A1-A0SH-01 3.0048 79.8003 95.7054 0.0000 0.0 0.000 0.3612 3.9727 0.0 0.0000 ... 87.7601 581.0946 801.3977 19.8634 1353.2389 5464.9614 1312.7898 1001.1151 455.7746 0.0000
TCGA-A1-A0SJ-01 4.9419 134.8733 63.6488 0.3658 0.0 0.000 0.3658 4.7554 0.0 0.7316 ... 83.7677 2731.4129 834.3850 51.2117 1092.6383 3032.0988 958.3905 718.7929 43.5299 0.0000
TCGA-A1-A0SK-01 28.8560 1119.1932 166.7192 0.3152 0.0 1.891 0.0000 3.4668 0.0 0.0000 ... 69.0199 610.1481 1775.6067 158.5251 1380.7123 591.2386 1798.9285 1335.6445 49.4800 0.0000
TCGA-A1-A0SQ-01 1.0368 41.5532 75.8447 0.0000 0.0 0.000 0.4034 5.6480 0.0 0.0000 ... 106.1019 617.2466 875.0378 25.4160 969.4402 2903.0761 715.6833 691.4776 17.7509 0.0000

5 rows × 20440 columns

In [137]:
Y.head()
Out[137]:
RB1 CDH1 PTEN BRCA2 CDKN2A TP53 CTNNB1 CCNE1 CCND1 CDH2 CDH3 ERBB2 ERBB3
TCGA-A1-A0SF-01 0.017184 0.705680 0.197730 0.108550 0.17550 -0.472550 0.06978 -0.75401 -0.202360 -0.222000 -0.114060 0.25604 0.461410
TCGA-A1-A0SH-01 -0.081896 0.018364 0.699160 -0.282430 0.68156 -0.035545 -0.11192 -0.77956 -0.014111 0.072251 -0.031553 0.68354 0.033670
TCGA-A1-A0SJ-01 -0.106090 0.114310 -0.110550 0.108220 -0.00989 -0.431850 -0.85672 -0.29589 0.290760 -0.225320 0.128230 0.36458 0.430620
TCGA-A1-A0SK-01 -0.060244 -0.963820 -0.081596 0.309150 1.23630 0.898470 -0.85965 0.92670 0.045974 0.389790 -0.224090 -1.04130 -0.056604
TCGA-A1-A0SQ-01 0.376500 0.425490 0.657440 0.003187 -0.34580 -0.020122 0.39368 -1.02750 0.362490 0.292880 -0.144850 0.31196 0.649260
In [138]:
perform_kFoldCV(num_folds, scenario, normalizeTechnique, X, Y, Z)

Fold:  1

Protein:  RB1
x_train_column_count:  371
x_train columns:  ['TBC1D13', 'STX10', 'GPIHBP1', 'RIPPLY1', 'C1QBP', 'C16ORF70', 'DPAGT1', 'SLC25A52', 'CSRNP3', 'SMTN', 'PGM2', 'LIX1', 'GTF3C5', 'NFE2L3P2', 'LOC148413', 'FHIT', 'RNF212', 'LY6G5B', 'MRPL39', 'KLHDC4', 'CEP85L', 'PDHA2', 'GZMA', 'ANXA7', 'PHF21A', 'PDK4', 'YAE1D1', 'SLC27A4', 'CLCN6', 'CEP89', 'TSSC4', 'BTNL9', 'SOGA1', 'GABARAPL3', 'TYK2', 'C4ORF3', 'FAM186B', 'PSMA7', 'GUCY2GP', 'SNORD114-14', 'RNFT1', 'ZNF586', 'LRRC23', 'SNORD115-8', 'EIF4EBP2', 'STK17B', 'MFSD1', 'MTMR14', 'EID2B', 'FBF1', 'FAM19A2', 'BUB1B', 'SMUG1', 'GLT8D1', 'CES4A', 'MPP2', 'BMX', 'LRP1', 'GIMAP5', 'SIX2', 'ITPRIPL2', 'FLJ37201', 'FCRLA', 'SDHAP2', 'PCP4', 'RSL24D1', 'ZNF30', 'CRCP', 'MIR31HG', 'TSR1', 'PPP2R5C', 'OR52B6', 'RSAD2', 'IAH1', 'NUP205', 'CDH2', 'C8ORF74', 'AGPAT5', 'GSTM4', 'SPRR1B', 'PAPSS2', 'ARHGAP11B', 'IMPAD1', 'PIP4K2C', 'FUBP1', 'NCAN', 'OSBPL7', 'DAZAP2', 'LINC00957', 'PIWIL1', 'BRCC3', 'SNORD8', 'TMEM145', 'SLC25A32', 'DES', 'RGN', 'CENPE', 'ZNF675', 'LOC153684', 'HAUS5', 'JMJD1C-AS1', 'DUSP10', 'ZYX', 'SEPT3', 'XKRY2', 'IFI27L2', 'ZFHX3', 'COA7', 'HMGB4', 'CHCHD3', 'OR2W5', 'NCKAP5L', 'ZNF492', 'PRKACB', 'DDX46', 'ZBTB33', 'F8', 'ZNF536', 'TOP3A', 'GLTP', 'KRTAP3-2', 'MKS1', 'ALDH3A2', 'C1S', 'MIS18BP1', 'PDLIM5', 'TOM1', 'TIAF1', 'EBPL', 'ABO', 'LAGE3', 'LY75', 'ERGIC1', 'SERTM1', 'HADHB', 'DGKG', 'SPRR2E', 'ARHGAP5', 'DAGLA', 'PIGZ', 'OR10R2', 'POMGNT2', 'SIX4', 'ASCC2', 'MIR600HG', 'KIAA0907', 'KCNQ5', 'SMIM20', 'ZNF263', 'FARSA', 'NLRP5', 'TMED10P1', 'BRICD5', 'MNT', 'ATG14', 'FAM150B', 'MYRIP', 'SLC17A9', 'NOTCH2', 'C19ORF40', 'RAB11FIP2', 'AREG', 'CIRBP-AS1', 'GRN', 'CLTA', 'CBLN2', 'PCDHA1', 'NRK', 'DHRS12', 'SNORD117', 'TUBA1C', 'ADD2', 'DHX38', 'GIMAP7', 'LONRF2', 'CLTCL1', 'KCNK7', 'AGAP3', 'LRIT1', 'KTI12', 'CITED1', 'CD200R1L', 'SYNPO2', 'THY1', 'GRAPL', 'CHIA', 'KLC1', 'CDK5RAP3', 'C15ORF48', 'EID3', 'ATXN7L1', 'MAFB', 'HOXD13', 'CDC42EP4', 'VMAC', 'CHPT1', 'NPTXR', 'GPATCH2', 'VWA8', 'MDGA2', 'ZAR1', 'HS6ST2', 'ZNF766', 'CACNB1', 'GFI1', 'TINAGL1', 'NKX2-1', 'ANGPTL1', 'KHDC3L', 'KLRC4', 'KIAA0196', 'MAPKBP1', 'FAR2', 'DSPP', 'KDELC2', 'HOXA13', 'AAGAB', 'RHBDF2', 'GMPPB', 'IGFALS', 'EFNA5', 'ZNF692', 'LINC00628', 'CEACAM19', 'TPP1', 'TRIM14', 'SNORD115-39', 'FBXO43', 'ARIH1', 'USP3', 'HMGB3P1', 'MDM4', 'SULT1C2', 'ACSS2', 'NIT2', 'ANKRD30BP2', 'AZI2', 'BTBD19', 'D2HGDH', 'MIEF2', 'DRC7', 'PLBD1', 'PLK5', 'FAM210B', 'MPRIP', 'TMX1', 'LEMD3', 'ASL', 'TOP2B', 'TTC9C', 'ACSL6', 'ITFG1', 'GGT1', 'OR2D3', 'MAML3', 'TRIM29', 'OR1E2', 'STX8', 'CDC26', 'LMCD1', 'STX3', 'OR51M1', 'LINC00696', 'SPAG5', 'MAGI1', 'AP3B2', 'BBOX1', 'CPVL', 'EYS', 'TRIM3', 'EPSTI1', 'SCNM1', 'ZC3H13', 'PRCC', 'PUSL1', 'PRDM13', 'IP6K3', 'ID2', 'AZGP1', 'PLIN4', 'HDDC3', 'SNORD115-25', 'SP110', 'GLIS3-AS1', 'WDR60', 'ZG16B', 'EMB', 'PTPRE', 'LOXL1', 'NUDT16L1', 'DTHD1', 'DACH1', 'ETV1', 'NOXO1', 'TMEM39B', 'ELP2', 'HECW1', 'DPY19L1', 'TPTE2P3', 'PRKCD', 'DEFB125', 'ABCA13', 'CDC14C', 'CSF3', 'TRPC6', 'FABP5P3', 'POMZP3', 'SFXN5', 'RAD50', 'PRAM1', 'POLR2K', 'DHRSX', 'UGT1A9', 'BEAN1', 'MYOT', 'MIR503HG', 'MEIS1', 'ADCY2', 'CFDP1', 'NANOS2', 'TM9SF1', 'OR13J1', 'CERKL', 'AFP', 'GPX3', 'ZNF407', 'RIMS4', 'KIAA0226', 'RNF7', 'LINC00336', 'GPR139', 'DR1', 'DSG1', 'ZNF84', 'ZP3', 'FAM129C', 'LINC00698', 'ALKBH8', 'TCP10', 'TNC', 'RARB', 'A4GALT', 'KLHL42', 'NUP188', 'DUX4L2', 'CEP44', 'OR6V1', 'ADRBK2', 'C20ORF85', 'IFIT1B', 'EOMES', 'IRX2', 'CCSAP', 'RPGRIP1L', 'GBAP1', 'SF3B4', 'ZNF876P', 'GDNF', 'ID1', 'ZNF684', 'SLC13A2', 'PLCL2', 'MMAA', 'CHMP6', 'AMOT', 'WFIKKN2', 'SLC12A3', 'GDF10', 'PLCB1', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017832262764705176
		RMSE:  0.22609122586734381
		NRMSE:  0.08562439911658541
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0064622508272080825
		RMSE:  0.2813710133086082
		NRMSE:  0.13900150344012696
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  LinearRegression
		Pearson Correlation:  0.8051188707862562
		Spearman Correlation:  0.7435895846306876
		Coefficient of Determination:  0.6482163960961363
		RMSE:  0.13291787794742027
		NRMSE:  0.050338147300670426
		MAPE:  504.95780981446103
		Pearson Correlation:  0.04157338105291179
		Spearman Correlation:  0.1248170910155107
		Coefficient of Determination:  -7.591136110531258
		RMSE:  0.8220645286447626
		NRMSE:  0.40611221483959953
		MAPE:  553.2326520246071

	Predictor:  ElasticNet
		Pearson Correlation:  0.7698394415783557
		Spearman Correlation:  0.7038466056872704
		Coefficient of Determination:  0.5921980102977982
		RMSE:  0.14311009578532097
		NRMSE:  0.05419810482307175
		MAPE:  591.9380904943722
		Pearson Correlation:  0.05328750316768637
		Spearman Correlation:  0.11270607745585796
		Coefficient of Determination:  -1.0687643583022517
		RMSE:  0.403400211922878
		NRMSE:  0.19928575899125986
		MAPE:  369.2107792527828

	Predictor:  RandomForests
		Pearson Correlation:  0.5724333386165535
		Spearman Correlation:  0.4288236199985836
		Coefficient of Determination:  0.18520834110928663
		RMSE:  0.20228742653335702
		NRMSE:  0.07660951582403219
		MAPE:  186.85101775180686
		Pearson Correlation:  0.19765549296988144
		Spearman Correlation:  0.30101770807256645
		Coefficient of Determination:  -0.006535895709416373
		RMSE:  0.2813813073638843
		NRMSE:  0.13900658885792833
		MAPE:  144.5210480872398

Protein:  CDH1
x_train_column_count:  836
x_train columns:  ['TTC22', 'KCNH1', 'TMEM211', 'CATSPERG', 'LPA', 'MFI2', 'FLJ45079', 'LBR', 'CSMD1', 'F12', 'ENOX1', 'SLC7A14', 'ACTR3BP2', 'LIMK1', 'NDUFS6', 'SNORD115-27', 'DGCR6', 'NDUFAF2', 'GCNT4', 'SLC35F5', 'OGN', 'CLEC3B', 'DGKH', 'HOXA5', 'TTC19', 'TMEM130', 'ERMP1', 'SRRM5', 'CHRM3', 'GPR146', 'FRYL', 'TUBB2B', 'NPTX1', 'NR2F1-AS1', 'MPST', 'TTLL13P', 'PRRT2', 'OTUD6A', 'COA4', 'RPL13AP17', 'M6PR', 'TRIM37', 'SNX15', 'TTC31', 'EPHA2', 'RPS4Y1', 'BEAN1', 'CCNB1', 'TACC3', 'EIF3K', 'OR8B2', 'C4ORF33', 'OCRL', 'TRIM52', 'TBCEL', 'DTNBP1', 'TMEM135', 'WDR18', 'H2AFX', 'TMCO4', 'CCNJL', 'CYP46A1', 'CXCL16', 'PILRB', 'GPR87', 'DDX56', 'AOC4P', 'THNSL1', 'CSNK1G2', 'FAM81A', 'KLK10', 'FAM58A', 'IGDCC4', 'SPDYA', 'CC2D2A', 'NEDD4', 'EFCC1', 'ZNF768', 'DEFB114', 'SYBU', 'TLCD1', 'CKS2', 'PSMD4', 'CSRNP1', 'CYTH2', 'WDR83OS', 'CASP3', 'OR6Q1', 'ZNF595', 'MRPS34', 'MRPL23-AS1', 'ZSCAN30', 'PDLIM1', 'PSG9', 'PPP1R2', 'SGPP1', 'PWWP2A', 'MBTPS1', 'SLC50A1', 'SEPT1', 'VCX3A', 'TXNDC9', 'ATRIP', 'TSPYL5', 'ATP6V1B2', 'CNGA3', 'SAR1B', 'NUP54', 'OR2K2', 'DUX4L5', 'SNORA27', 'GFRA1', 'FDPSP2', 'RAB13', 'SEPW1', 'CA14', 'LYPD6B', 'KRTAP20-3', 'TRAM2', 'ZNF697', 'SNORD86', 'CFH', 'TCP10', 'TLE4', 'ACOT2', 'SNORD91A', 'CERKL', 'FGF6', 'CBLN1', 'CWC27', 'B3GNT2', 'CAPN10', 'NGFR', 'SUMF2', 'AFM', 'PNLDC1', 'RPS6KA1', 'SERPINB8', 'KCNE3', 'LOC256880', 'ZFP28', 'NOL4L', 'ATP9A', 'GALNT9', 'PPY', 'ADGRF4', 'DFNA5', 'ZNF283', 'USP6', 'OR10J3', 'LINC00696', 'AMBP', 'FAM65C', 'MLKL', 'WNT11', 'CARKD', 'CLRN1-AS1', 'SH3RF2', 'PCDHGC3', 'ARSJ', 'TARM1', 'MLN', 'DCAF8L2', 'EPO', 'ERICH4', 'EIF3A', 'TUFT1', 'EEF1G', 'RIMBP3C', 'KCNT1', 'ACAD10', 'CHRND', 'BCDIN3D', 'STK10', 'PHOX2B', 'AK3', 'SNAR-A4', 'AGPAT5', 'RHBDF1', 'JMJD1C', 'FGFR1', 'LINC00202-1', 'RPL34-AS1', 'RTL1', 'C2ORF66', 'ZNF136', 'KLLN', 'SAMD4A', 'MRPS36', 'SLC7A5P1', 'GPX7', 'ZNF324B', 'NFKBIA', 'DOHH', 'CSTF2T', 'MAL2', 'C1ORF95', 'FZD8', 'PRTG', 'TIFAB', 'CAMSAP2', 'C19ORF38', 'RAC3', 'SUN3', 'DICER1', 'MS4A8', 'LINC01548', 'UBAP2', 'ZNF221', 'RFX8', 'DNAH3', 'GCOM1', 'SRGAP3', 'CDC14C', 'C11ORF94', 'PSMD8', 'AOX2P', 'TEKT1', 'IL17RE', 'NANOS1', 'CUEDC1', 'GAS6', 'GAMT', 'BTN3A3', 'SNORA2A', 'CCL15', 'ADAMTS12', 'SOGA1', 'DNAH8', 'GRM1', 'OSBP2', 'KIAA1211L', 'D2HGDH', 'ZBTB17', 'SLC6A4', 'EPHX1', 'ZNF133', 'C8G', 'MACF1', 'PTK7', 'HHEX', 'RPL23AP7', 'CHMP2A', 'MATR3', 'FAM101B', 'CXORF49B', 'LYAR', 'ARPC1B', 'KRTAP12-3', 'MTF2', 'MAP3K9', 'ALOXE3', 'RBL2', 'RGS16', 'ZNF562', 'TRADD', 'CDKL4', 'SNORA37', 'FAM199X', 'ADAMTSL4', 'PML', 'CTIF', 'LPIN1', 'TBC1D9', 'SIAH2', 'CREBRF', 'MRGPRG', 'TRPC3', 'TESK2', 'LTB4R2', 'PSMD7', 'PQLC2', 'SNORD10', 'WRAP53', 'LINC00264', 'C1ORF52', 'MFSD6L', 'TMEM132B', 'DPP10', 'ZMAT4', 'PGM2L1', 'AMER3', 'OR2F1', 'ZNF295-AS1', 'RHOD', 'FUT1', 'WDR61', 'HOXD12', 'LCE1B', 'SLC2A9', 'HMBS', 'CDK9', 'PLEKHA1', 'SUGP2', 'UBA52', 'LAPTM5', 'MYH15', 'CD6', 'IL1RN', 'C10ORF10', 'CLN3', 'AANAT', 'CRELD1', 'DNTTIP2', 'CERS1', 'TREM2', 'NASP', 'CACNB3', 'GOLGA3', 'TREML4', 'CDHR1', 'HRAS', 'KHDC1', 'C17ORF49', 'PGLYRP4', 'AP2A2', 'TMEM244', 'GEMIN5', 'TAS1R1', 'FAM168A', 'ADAR', 'IRGM', 'SRPK2', 'GFRAL', 'RILPL1', 'HECTD3', 'SMIM7', 'LRRC20', 'PRKAG1', 'HIBCH', 'CST4', 'ASH1L-AS1', 'FOXO3', 'FERD3L', 'SOHLH1', 'CTBP2', 'PSMG3', 'PEAK1', 'FAM111A', 'IGFL1', 'BARX1', 'EYA4', 'ARFGEF2', 'TNFSF18', 'RAC2', 'ZNF45', 'PSME4', 'CMTM6', 'ARID4A', 'PAX8', 'WNT2', 'RASGRP3', 'SLITRK6', 'LY86-AS1', 'HDAC7', 'C20ORF173', 'KRTAP10-6', 'APBA1', 'DEFB134', 'SMC4', 'PODXL2', 'TRIM17', 'ACOXL', 'TTC14', 'FCRL2', 'DUSP22', 'SLC25A31', 'TXNIP', 'GALNTL6', 'ROS1', 'MYH6', 'SYTL4', 'SNORD12B', 'VPS37B', 'NDUFAF6', 'ARRB2', 'GABARAP', 'POU2F2', 'KIF21A', 'IMPDH2', 'XKR6', 'CCDC88B', 'OR10A6', 'STX7', 'TAF1L', 'ENOSF1', 'PC', 'SPATA20', 'UBA2', 'PAX5', 'CS', 'ZNF525', 'MYOF', 'APBB1', 'CUL4B', 'ADCY5', 'GGH', 'CHD1', 'GRIA1', 'NFKBID', 'GUCA1A', 'GOLGA6L6', 'LINC00926', 'SP140L', 'NKX2-5', 'TSSC4', 'RRNAD1', 'GTF2H2', 'OR7A5', 'XPOT', 'DLGAP4', 'POLG', 'SLC25A13', 'RNF216', 'TIMM13', 'STIM2', 'LRRC15', 'C14ORF39', 'PDCD4-AS1', 'HIST1H3E', 'PPP1R16A', 'DNMBP-AS1', 'MARCKSL1', 'PPP1R12C', 'KRTAP23-1', 'UGT1A1', 'ZNF419', 'TJP2', 'IL34', 'EVI2A', 'CCL3L3', 'AGO2', 'SHISA4', 'STS', 'MGRN1', 'EFNA4', 'PLEKHM1', 'MARCH2', 'OR51G1', 'FUT9', 'NDST2', 'TMEM98', 'ABHD5', 'PARP15', 'P2RX1', 'LMX1B', 'ING3', 'TEAD3', 'EHD4', 'C11ORF95', 'SEC61A1', 'MYC', 'HLA-DRB1', 'ADCY3', 'NAT8B', 'PSEN2', 'TMEM54', 'GJC1', 'NDUFA5', 'LOC100288778', 'NRAS', 'ZNF28', 'RIMBP2', 'FAM107B', 'GPR18', 'MOGS', 'TUBA1A', 'HAPLN4', 'ARX', 'CHRNA2', 'GPKOW', 'TTLL3', 'SCARA5', 'C1ORF123', 'ILK', 'GCNT7', 'PTPRR', 'DAD1', 'NPBWR2', 'INA', 'STAG2', 'ZNF281', 'PI4KA', 'FRAT2', 'GPR135', 'DKFZP434L187', 'SLC7A11', 'RBFOX3', 'REG3A', 'FNBP1', 'STXBP6', 'TIMM22', 'SNX14', 'HIST2H2BF', 'SLC38A7', 'PIK3C2A', 'CENPT', 'AFAP1L2', 'ABTB2', 'NOP9', 'C11ORF70', 'TMEM256', 'SORD', 'CAPN9', 'ASPDH', 'EPS8L3', 'ISYNA1', 'CELF3', 'CYP4F3', 'METTL21A', 'LYSMD4', 'OR6Y1', 'LMNB1', 'P2RX7', 'CCL26', 'CTXN2', 'PRDM16', 'MPPED2', 'AQP7P1', 'TMEM95', 'UGGT2', 'SNX12', 'KATNBL1', 'STX3', 'METTL12', 'AP2B1', 'ALDOB', 'GMPPA', 'GRIA4', 'C1ORF228', 'CYFIP1', 'MFGE8', 'EIF4ENIF1', 'SYMPK', 'FTSJ1', 'LRRC19', 'BGLAP', 'PPFIBP1', 'CCDC134', 'RAMP3', 'MTG1', 'GUCA1B', 'HEBP2', 'MPDZ', 'ZBTB20', 'C3ORF58', 'RPTN', 'VPS4A', 'TMCO1', 'SNX22', 'DPEP2', 'C7ORF43', 'APMAP', 'HLF', 'RUVBL2', 'HNRNPA2B1', 'RBP7', 'CASZ1', 'KRTAP2-1', 'GGA2', 'CCR1', 'ASB4', 'RCC2', 'AGPAT1', 'RBM15B', 'SQSTM1', 'LPO', 'HK1', 'FAM222A', 'ALDH2', 'NPNT', 'COG4', 'FRMD7', 'ULK4P2', 'CDC23', 'APOC2', 'PRG2', 'ZSCAN12', 'KLHL24', 'FLOT1', 'FAM180B', 'COA3', 'DNAJC30', 'LRRC58', 'PMF1', 'ZNF343', 'KLHL36', 'COQ2', 'HSPE1', 'SLC48A1', 'SLC22A23', 'PACS2', 'LPAR5', 'IFI30', 'SERTAD3', 'CPS1', 'SNORD15B', 'MGMT', 'LINC00161', 'ACY1', 'TPTE2P6', 'FLG2', 'SEC24B', 'MARC1', 'OR5AP2', 'ADIPOR1', 'ATF6B', 'PCDHA13', 'LIPE', 'MYH10', 'OR1J2', 'COL6A5', 'EXOSC7', 'ETFB', 'YARS2', 'TAOK3', 'EXOC3-AS1', 'ACTR1B', 'SUPT7L', 'MRPL43', 'ZNF513', 'UBE2Q1', 'PRKAB1', 'NAIF1', 'HERC3', 'PMEL', 'GPR180', 'DALRD3', 'LY86', 'STARD10', 'CYTH4', 'LOC115110', 'ELK4', 'SORT1', 'NINL', 'CEP170P1', 'KCNN4', 'AP1M2', 'NT5DC1', 'FOXL2NB', 'LINC00623', 'POLR3A', 'TICAM2', 'CECR5', 'SELM', 'MLH1', 'DPH5', 'C6ORF10', 'PART1', 'CYB561', 'DYNC1I1', 'OR5A1', 'SNORD116-20', 'ZDHHC8P1', 'ZNF493', 'WNT1', 'CCNT2', 'ANO1', 'RBM25', 'ZC4H2', 'ZNF879', 'SARDH', 'LINC00661', 'GPR149', 'PRAMEF10', 'ZNF296', 'ZCCHC24', 'MTHFSD', 'GPATCH3', 'ALG1L', 'TXLNB', 'USP9X', 'KPNA5', 'FAM195B', 'TBX4', 'OR10J1', 'SLC47A1', 'TLK1', 'ARHGDIA', 'RNF113A', 'DOCK1', 'XKRY2', 'ZNF737', 'WDR37', 'WDR81', 'TECTA', 'RWDD2B', 'GYS2', 'PPP1R32', 'GDF11', 'GRB14', 'U2AF1L4', 'VPS41', 'CAPN12', 'DENND6B', 'RFTN2', 'SNORD115-7', 'C6ORF47', 'CCDC126', 'TOMM70A', 'PDZK1IP1', 'PCDH19', 'CHST6', 'NAA15', 'HR', 'PDDC1', 'FAM216A', 'DCBLD1', 'NUTM2F', 'BDKRB1', 'AGGF1', 'ARSE', 'REEP1', 'FAM26E', 'LRIG3', 'BTG2', 'CCDC116', 'CEP170', 'C1GALT1', 'HSFY2', 'TMOD2', 'GSG1', 'HIF3A', 'SNRNP70', 'HIST2H2AC', 'FGF1', 'ETNPPL', 'IPCEF1', 'C17ORF62', 'DCAF16', 'LRRFIP1', 'SLC35F1', 'OR2V2', 'IFNGR2', 'OGG1', 'AFAP1L1', 'RBM39', 'CCNI2', 'OR5C1', 'ALKBH1', 'PNMA3', 'CEP126', 'PCDHGA5', 'NPTX2', 'PROP1', 'PCDHA11', 'GRIK1-AS1', 'IFNA17', 'RMDN3', 'CENPI', 'ZMAT5', 'PPP3CA', 'RRBP1', 'SGCB', 'ZBTB41', 'PYGL', 'MS4A12', 'LIME1', 'PKD1L2', 'GTF3C4', 'CTDP1', 'LINC00092', 'TSG101', 'FMO5', 'FCHO1', 'LOXL3', 'OLMALINC', 'CNNM2', 'PUF60', 'XK', 'IL2RA', 'ZMAT2', 'C16ORF92', 'POLR3B', 'PSAT1', 'CDKN1C', 'NUDT16P1', 'GAS5', 'AIDA', 'KRTAP19-4', 'LOC100132287', 'TBC1D2B', 'CD46', 'TMEM18', 'GHSR', 'RGS8', 'AGL', 'PEMT', 'PPCDC', 'PVRL3', 'KCNK10', 'HNRNPDL', 'APP', 'FBXO28', 'TMEM194A', 'CCDC58', 'TTC36', 'ZDHHC11', 'GRHL2', 'ZNF831', 'TMEM99', 'SQLE', 'GALE', 'SERP1', 'CBX2', 'RTN4', 'GUSB', 'ELMO2', 'USP8', 'SNORD11', 'HAUS2', 'PLA2G2F', 'INS', 'GRIK4', 'SYT12', 'KLRC4', 'SYCP1', 'MUC13', 'LAMB3', 'ZNF836', 'PXDC1', 'AP3M1', 'SSTR2', 'TRIM27', 'ARRDC4', 'GLRA3', 'SCUBE3', 'SLC25A32', 'XKRY', 'TMEM97', 'SNORD60', 'TK1', 'TEX35', 'KRI1', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12177449909053428
		RMSE:  1.1951653206606205
		NRMSE:  0.20089175544360185
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11829904064371455
		RMSE:  1.227018913081223
		NRMSE:  0.19873326310796913
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  2.3160369040216563e-14
		NRMSE:  3.892956993296113e-15
		MAPE:  2.8793134242555714e-11
		Pearson Correlation:  0.2687992857860067
		Spearman Correlation:  0.28704028875231685
		Coefficient of Determination:  -5.322787178200627
		RMSE:  2.9176054578629804
		NRMSE:  0.472547934609015
		MAPE:  1944.486480148194

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.9958483020595168, tolerance: 0.06837930598298066
  positive)
		Pearson Correlation:  0.9999365088724845
		Spearman Correlation:  0.9998182799941849
		Coefficient of Determination:  0.9998662402422779
		RMSE:  0.013050824157920249
		NRMSE:  0.0021936739041433866
		MAPE:  11.112572822352266
		Pearson Correlation:  0.28958884223973813
		Spearman Correlation:  0.3272363671836894
		Coefficient of Determination:  -5.355748154518358
		RMSE:  2.9252003773515183
		NRMSE:  0.4737780404508306
		MAPE:  1195.9219036182421

	Predictor:  RandomForests
		Pearson Correlation:  0.7495030530779215
		Spearman Correlation:  0.7067488562876051
		Coefficient of Determination:  0.5558583074044325
		RMSE:  0.7520313978967605
		NRMSE:  0.12640670295610584
		MAPE:  204.09343959922103
		Pearson Correlation:  0.7661353393730507
		Spearman Correlation:  0.7202711930543363
		Coefficient of Determination:  0.5787784872898201
		RMSE:  0.7530564844056444
		NRMSE:  0.12196826866730012
		MAPE:  131.6711218799386

Protein:  CDH2
x_train_column_count:  474
x_train columns:  ['PWRN2', 'PHLDB3', 'ISCA1P1', 'SORL1', 'HMGXB3', 'B4GALT7', 'ZUFSP', 'IFITM5', 'CACFD1', 'WDFY3', 'TRRAP', 'IKZF2', 'PTPRA', 'LRRC16B', 'FRZB', 'HRK', 'DUOX1', 'CENPF', 'FAM175A', 'ARMCX6', 'SBF1', 'CD164', 'CAPS', 'ACAD9', 'SEC14L4', 'CRX', 'FOXP4', 'PIGB', 'GBA2', 'CST9', 'TRAF6', 'CXCL9', 'PAGE3', 'UTP20', 'TMEM9', 'MROH2B', 'SNORD115-3', 'HIST1H3A', 'OR5J2', 'ZAR1', 'RBPMS', 'PLD1', 'PHKA2', 'BAALC', 'EDN3', 'LAMA1', 'CADM1', 'RPF2', 'CSF1R', 'TM4SF5', 'HNRNPA3P1', 'OR13J1', 'IL5', 'LOC613037', 'FGFRL1', 'RBFOX2', 'ZC3H14', 'B3GALNT1', 'CLIP3', 'ANKRD23', 'SORCS1', 'SNORD35A', 'CASC3', 'AKR1C4', 'AKIRIN2', 'STEAP2', 'ZBTB44', 'ARPP19', 'DHRS9', 'CYSLTR2', 'UROC1', 'SARNP', 'ITPR3', 'CMTM3', 'PLA1A', 'FAM175B', 'C8G', 'PROKR2', 'ARHGAP17', 'C3ORF36', 'MYADM', 'FAM47A', 'PHAX', 'ANXA4', 'PDE2A', 'LINC01020', 'SGK223', 'FZD3', 'POFUT2', 'SNORD17', 'LINC00628', 'CLK2P1', 'NANP', 'BUB1', 'CASR', 'ZNF519', 'SLC23A3', 'ZDHHC11', 'GREB1', 'SLC6A20', 'SPATA2', 'HIST2H4A', 'PPP2R5B', 'DYNC2LI1', 'PLXNB2', 'HBD', 'CLDN23', 'ZBTB1', 'PPP6R2', 'UGT1A1', 'DCDC1', 'SP7', 'ARMC1', 'RNF220', 'C6ORF106', 'GMNN', 'OR2T10', 'CTR9', 'SYT9', 'MGC16275', 'CRYAA', 'CCL15', 'ELOVL7', 'RPL8', 'OXCT2', 'CRYZ', 'MFSD10', 'BEX4', 'OR10C1', 'NFE2L3P2', 'LOC728392', 'SV2A', 'PRDM6', 'IRX4', 'SLC2A6', 'ZNF444', 'GNRHR', 'MORC4', 'TUBB1', 'CREB1', 'C11ORF95', 'THEMIS2', 'LINC00882', 'DKFZP434L192', 'TUT1', 'ACSS2', 'TMEM256', 'MAGEB6', 'ZNF599', 'MYLK4', 'SYCE2', 'EOGT', 'LIF', 'SLC35G5', 'NDOR1', 'AKAP5', 'KIAA0930', 'SCUBE3', 'PRRC1', 'PCF11', 'HOXA11', 'LOC391322', 'GABARAPL1', 'CKLF', 'RNF138', 'SDK2', 'CYP2S1', 'C9ORF69', 'UCA1', 'GGT8P', 'CHPF2', 'THNSL2', 'FLRT3', 'RRAGB', 'IKZF5', 'KLHL5', 'C1ORF122', 'RPS7', 'XRCC2', 'GLUD2', 'KLLN', 'MOG', 'FAM150A', 'CCDC7', 'SNORD94', 'EFNA4', 'OR1E2', 'LYNX1', 'LINC00894', 'RFTN1', 'VWDE', 'FBXO2', 'TEX37', 'RNASE13', 'KPNA1', 'ZFYVE16', 'KLHL22', 'UCK1', 'ALDH7A1', 'ANO1', 'IRF4', 'ERCC6', 'MUCL1', 'PIM1', 'LETM2', 'ZNF93', 'MAN1C1', 'VPS37A', 'PRSS21', 'RNF166', 'FNTB', 'ABCA4', 'GDPD1', 'GMCL1P1', 'HIST1H2BN', 'AHCTF1', 'TSPYL4', 'RPLP0P2', 'ZNF837', 'RGS10', 'ITGAV', 'TMPRSS3', 'PAM', 'CENPN', 'THG1L', 'KCNQ2', 'COL3A1', 'WFDC6', 'ARMCX1', 'EHHADH', 'SLC25A45', 'CYP4F12', 'HBS1L', 'BANP', 'ATP13A5', 'ZNF71', 'CLEC19A', 'TTTY14', 'PHRF1', 'CUTC', 'FAM170B', 'HPVC1', 'SNORA11C', 'MMP2', 'NMU', 'ZNF576', 'SUSD6', 'IL22RA1', 'COL4A4', 'PHF1', 'DEFB1', 'TMEM105', 'SOHLH2', 'LOC100270804', 'FITM2', 'RPS6KC1', 'CSN1S1', 'FAM71F1', 'SNAR-C2', 'MYO18B', 'MYT1L', 'NINJ1', 'MESP2', 'TMEM254-AS1', 'ST6GAL1', 'FAM57B', 'MRM1', 'UBAP2', 'NEURL3', 'C12ORF50', 'PRR22', 'CAST', 'CXCL10', 'PREX1', 'LRRC8A', 'DIO1', 'DDB1', 'IL5RA', 'TRPM6', 'TSPAN14', 'SNORD96A', 'EP300', 'SNORD4A', 'GNGT1', 'NDUFAF7', 'GPRC5B', 'OR13C9', 'DNASE1L2', 'CHSY3', 'KRBOX4', 'SAMD9L', 'CAPN2', 'RYR1', 'LAMA4', 'MGC15885', 'GLYAT', 'OCIAD2', 'TRDN', 'GPR4', 'CCDC113', 'CYP26C1', 'HAPLN4', 'TTLL12', 'ZBTB40', 'B3GNT7', 'APOA4', 'DDX27', 'AGPAT6', 'TRMT10A', 'SMC3', 'BCAP31', 'MAGEC1', 'KIAA1217', 'UXT-AS1', 'LRRC61', 'PPM1G', 'RAD54L2', 'LIPE', 'DUSP11', 'PPP1R26', 'ARPC5L', 'MPP6', 'IGSF11', 'TRIM58', 'RAF1', 'SUSD3', 'TPH2', 'BMX', 'HAUS3', 'ABCB10', 'ABHD8', 'SNORD27', 'CGNL1', 'C1QL4', 'HOXB2', 'DNASE1', 'TBX4', 'TRIM50', 'DPP3', 'SLC6A15', 'ARHGAP4', 'PTBP1', 'POTED', 'MAP3K9', 'HSF1', 'EMC1', 'TSPO2', 'OR5B3', 'NUDCD3', 'RRM2', 'PDSS2', 'WFDC11', 'TUBB7P', 'C10ORF32', 'RPL32P3', 'TUBGCP5', 'PRY2', 'TMEM133', 'EXOC6B', 'SARDH', 'ACTA1', 'LOC285627', 'VWA2', 'RPE', 'HEATR6', 'ZFP36L2', 'DUSP23', 'ELMO2', 'DTHD1', 'PEX5L', 'IRX2', 'STMN3', 'ECT2L', 'MSL1', 'UHRF2', 'RPL14', 'SLC17A4', 'EPHX1', 'CRISPLD1', 'SLURP1', 'LSM2', 'HDAC11', 'CACNB2', 'CRMP1', 'KIF20B', 'UBE4A', 'POU2AF1', 'GALNT11', 'SPRED2', 'SARS2', 'PANK3', 'RGPD8', 'PNN', 'STARD7', 'SF3B2', 'ENTHD2', 'CLEC4M', 'NSFL1C', 'ZBTB25', 'ACAD10', 'DHRS12', 'HM13', 'LAMB2P1', 'MOV10L1', 'TMEM167A', 'ADCY6', 'PACSIN1', 'DIRC1', 'PAQR3', 'PTPRC', 'WNT5B', 'KCTD9', 'PNMAL1', 'CYP4A11', 'SEC1P', 'ZNF606', 'KCNA10', 'LGMN', 'CA13', 'BRD7', 'WTIP', 'TTTY15', 'GOPC', 'NOTO', 'LOC392196', 'HBZ', 'NEDD8', 'SCARB1', 'CTDNEP1', 'PHF10', 'HDHD3', 'ANKRD20A9P', 'TIMM17B', 'DDAH2', 'SPAG5', 'TMPPE', 'CCNI', 'GLYR1', 'OR4D6', 'ADGB', 'RAD23A', 'FBXO5', 'PSMB7', 'FGF2', 'ADAM7', 'ADRBK1', 'TRUB1', 'ZMYM2', 'PKIG', 'PPP1R12B', 'HEXDC', 'ABHD2', 'RAMP2', 'HLA-DMA', 'OR8K1', 'SART1', 'ERH', 'KRT6A', 'MFSD6L', 'KIAA1467', 'EDNRA', 'DOCK4', 'STAMBP', 'C4BPA', 'STRC', 'PIWIL2', 'RHOJ', 'WRB', 'TNRC6C', 'DHX33', 'LMO3', 'GIMAP5', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004084060130477685
		RMSE:  0.37195168053170635
		NRMSE:  0.13741024893390016
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006474841096328898
		RMSE:  0.3763274359057868
		NRMSE:  0.1942134674644098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  LinearRegression
		Pearson Correlation:  0.9469185477880204
		Spearman Correlation:  0.9293556822098098
		Coefficient of Determination:  0.8966547361449738
		RMSE:  0.11932921347791592
		NRMSE:  0.04408383611991559
		MAPE:  1306.589987122746
		Pearson Correlation:  0.08644666747134876
		Spearman Correlation:  0.06929567847039314
		Coefficient of Determination:  -509.47812601227406
		RMSE:  8.475259185879686
		NRMSE:  4.373875824885011
		MAPE:  1061.6095512010002

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.296108318282803, tolerance: 0.007399072171665535
  positive)
		Pearson Correlation:  0.9056877551001321
		Spearman Correlation:  0.884552668555642
		Coefficient of Determination:  0.8195143837712024
		RMSE:  0.15769676606235516
		NRMSE:  0.058257975470693155
		MAPE:  330.38020982122055
		Pearson Correlation:  0.09808104220564004
		Spearman Correlation:  0.07084674665886256
		Coefficient of Determination:  -19.093700948986523
		RMSE:  1.6814903800104664
		NRMSE:  0.8677764256646883
		MAPE:  555.7785478653044

	Predictor:  RandomForests
		Pearson Correlation:  0.5692273399267134
		Spearman Correlation:  0.5125666661119516
		Coefficient of Determination:  0.1812287356986919
		RMSE:  0.3358789485723444
		NRMSE:  0.12408388602790102
		MAPE:  716.3526621407841
		Pearson Correlation:  0.17195418114229521
		Spearman Correlation:  0.23324065944785874
		Coefficient of Determination:  0.02844092121418429
		RMSE:  0.36974220511970146
		NRMSE:  0.19081498948222195
		MAPE:  113.09308742299129

Protein:  CDH3
x_train_column_count:  75
x_train columns:  ['GPR88', 'FUT9', 'NDUFB2-AS1', 'KLHL9', 'PSMA7', 'SERPINA3', 'RBM4', 'ENPP6', 'ETV6', 'CSK', 'ANKRD17', 'GALNT12', 'UBR4', 'COL13A1', 'ARHGAP30', 'CRP', 'ZNF425', 'RPS27A', 'TISP43', 'HOXB2', 'RAPGEF5', 'MNAT1', 'DHRS4-AS1', 'SLC25A21', 'SFXN3', 'SLC5A12', 'FAM95B1', 'EPHA2', 'AGAP3', 'CCDC36', 'HKDC1', 'HIST2H3C', 'XKR8', 'C12ORF50', 'SERP1', 'STARD13', 'CCSER1', 'OCEL1', 'TSPAN6', 'KIAA0319', 'FAM92B', 'RPL37', 'TOP3A', 'PIAS2', 'KRTAP10-2', 'BRAF', 'LEAP2', 'SAMSN1', 'COL6A6', 'ANP32B', 'PPP3R1', 'SNORD15A', 'ZNF510', 'THEM4', 'VTRNA1-3', 'CPA6', 'SNORD115-3', 'MND1', 'MAN1A2', 'SNORD19B', 'EGFL7', 'DDX21', 'FOXA1', 'MRPL30', 'SPATA31D1', 'SERTM1', 'UOX', 'HIST1H2BJ', 'CALB1', 'TCIRG1', 'COL8A1', 'LOC401010', 'C10ORF35', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003025178489952651
		RMSE:  0.20883135309817671
		NRMSE:  0.14651130458142275
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.766266116724594e-05
		RMSE:  0.2045852237570374
		NRMSE:  0.1565890990172577
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  LinearRegression
		Pearson Correlation:  0.549284886016029
		Spearman Correlation:  0.5524501000825858
		Coefficient of Determination:  0.301713886005642
		RMSE:  0.17448043060369622
		NRMSE:  0.12241148243510147
		MAPE:  712.2646941201222
		Pearson Correlation:  0.33375051457090843
		Spearman Correlation:  0.4175495073651352
		Coefficient of Determination:  -0.007896104681119454
		RMSE:  0.20538542729587028
		NRMSE:  0.15720157311912675
		MAPE:  494.2473652999295

	Predictor:  ElasticNet
		Pearson Correlation:  0.5353439079065717
		Spearman Correlation:  0.5319596772985853
		Coefficient of Determination:  0.2865697944795327
		RMSE:  0.17636230563122607
		NRMSE:  0.12373176294495852
		MAPE:  710.8626582045334
		Pearson Correlation:  0.39310879809948057
		Spearman Correlation:  0.4446395473612331
		Coefficient of Determination:  0.11046549144125728
		RMSE:  0.1929492713622
		NRMSE:  0.14768296558174066
		MAPE:  469.48596733225355

	Predictor:  RandomForests
		Pearson Correlation:  0.5500256916882715
		Spearman Correlation:  0.547038485953828
		Coefficient of Determination:  0.25155388684907054
		RMSE:  0.1806384882996372
		NRMSE:  0.1267318349747693
		MAPE:  434.4494836553783
		Pearson Correlation:  0.5066633887244145
		Spearman Correlation:  0.5434689298605014
		Coefficient of Determination:  0.2297499085021989
		RMSE:  0.17954678037936947
		NRMSE:  0.13742472723467059
		MAPE:  267.8372135789038

Protein:  PTEN
x_train_column_count:  886
x_train columns:  ['MRPL19', 'ZNF696', 'AOX2P', 'ADGRG4', 'CDR2', 'FAM78A', 'FAM200A', 'KIN', 'BAP1', 'RC3H1', 'SPAG8', 'HDAC10', 'MICAL1', 'OR2F2', 'RPS4X', 'PDZK1', 'FGF3', 'KCNAB1', 'G0S2', 'ST3GAL2', 'FBXO7', 'GOLGA2P10', 'SNHG8', 'KRTAP21-2', 'ENDOG', 'HEMGN', 'UGT1A4', 'KCNMB3', 'IFNA21', 'BRD1', 'RFPL2', 'GGNBP2', 'WDR90', 'SNORD110', 'CDH23', 'DOCK11', 'ATP13A1', 'AFM', 'AGRN', 'SERAC1', 'PAX9', 'ZNF57', 'KRT74', 'KCNS1', 'PAIP2B', 'FUK', 'UBE2J1', 'ACSF2', 'CHMP4B', 'OR5R1', 'RTL1', 'FAM45A', 'C10ORF76', 'ZIC1', 'SNAI3', 'CAMKMT', 'MAG', 'ZNF467', 'HECTD3', 'MAT2A', 'SWT1', 'PIDD1', 'GUCY1B3', 'TREM2', 'NACAD', 'PTGER4P2-CDK2AP2P2', 'HAUS8', 'ZC3H10', 'SLC9C2', 'NR2E1', 'PLSCR2', 'CLVS1', 'UBB', 'SNAR-A3', 'CREBBP', 'SRP68', 'ADGRA2', 'CD109', 'FAM155B', 'CUL7', 'ATAD3A', 'MGMT', 'MAGEB10', 'HPCA', 'ALS2CR12', 'SAR1B', 'CRYBA1', 'ZNF692', 'ENOX2', 'ABCC3', 'TCEAL4', 'TMEM260', 'LRRD1', 'NHSL2', 'KLHL17', 'SLC17A9', 'LIN9', 'ABCF1', 'PAX4', 'ACE', 'GSPT2', 'SPDYE7P', 'SLC41A1', 'SCAND1', 'SNX11', 'SNORA19', 'GEMIN7', 'MRPL48', 'DMTN', 'MYO1G', 'FOXB2', 'GRXCR1', 'OR5AP2', 'TGM6', 'BAG3', 'TRIML2', 'FLJ23867', 'ZC4H2', 'PLGLB2', 'HERC4', 'RAB3B', 'R3HDM2', 'CECR5-AS1', 'DRD2', 'DNAJB3', 'LINC00158', 'SYNPO2L', 'COBL', 'BCL11B', 'CHD4', 'NEDD4L', 'RRN3P3', 'PDE4D', 'SLC51A', 'MALSU1', 'DHX16', 'LIG4', 'KRTAP5-4', 'KIAA0355', 'EIF1B', 'TBC1D17', 'SALL2', 'MRGPRG', 'LOC90768', 'PUS7', 'TFAP2E', 'PADI3', 'ZNF71', 'KRT15', 'FBLL1', 'OR2M3', 'VAMP3', 'TTTY5', 'IGIP', 'DAND5', 'RAB3A', 'ZNF625', 'CCDC91', 'ZNF766', 'RHPN1', 'ZBTB44', 'MROH9', 'GRIP2', 'KRT33A', 'ANPEP', 'NRSN1', 'TNS2', 'USP34', 'PSG1', 'FKBP9P1', 'ATP11C', 'LOC388955', 'KANSL1', 'DDX11', 'FAM89A', 'SNORA77', 'BTN3A2', 'KCNMB4', 'ODC1', 'PEX26', 'MSMP', 'KATNA1', 'SUPT5H', 'OGFOD3', 'HIGD2B', 'INIP', 'ARPC5L', 'BET1L', 'GABRG3', 'STX5', 'OR4N3P', 'MPP6', 'CDC25C', 'KRTAP23-1', 'SNORD114-22', 'PPFIBP1', 'CEP295', 'OR51A4', 'SNORA59B', 'FAM124B', 'SHARPIN', 'DUPD1', 'CNFN', 'SGK494', 'SNORD20', 'STAM2', 'MRPS11', 'PCSK4', 'PECR', 'FUCA2', 'SIGLECL1', 'C17ORF89', 'UTP15', 'STRADA', 'ANKRD7', 'TTTY2', 'BIRC5', 'MUC2', 'TRAP1', 'DNM2', 'CD14', 'ZFYVE26', 'PLCXD3', 'LRRTM1', 'MST1R', 'HSD17B6', 'TERT', 'NFIA', 'ARMCX6', 'GABRA6', 'C9ORF16', 'SPANXN1', 'OR8D1', 'FBXO34', 'PZP', 'TIAF1', 'IRX3', 'C4ORF36', 'ZNF843', 'NUMB', 'FDPSP2', 'PFN3', 'TSPAN1', 'RAB4A', 'EIF1AX', 'NFKBIE', 'GNAL', 'TRIM72', 'POU2AF1', 'NOMO1', 'PKD1L1', 'ORC3', 'FGF9', 'PGRMC1', 'PTPN11', 'LVRN', 'C1QB', 'CBFA2T2', 'ERVFRD-1', 'POGZ', 'DOK5', 'XPO5', 'GNA13', 'ATP6AP1', 'IQCF3', 'JAK3', 'MT1DP', 'RAB8A', 'BCAR3', 'ALG11', 'ABCC12', 'BLOC1S4', 'CDC20', 'SLC35D2', 'ARMC2', 'OPA1', 'PLEKHJ1', 'ELMOD3', 'SNORD115-38', 'KCTD9', 'ZNF470', 'RNF166', 'GMNC', 'UNC119B', 'TIFA', 'MUC20', 'TMED8', 'HMGB3', 'TMEM169', 'LSM6', 'FFAR3', 'KRT37', 'ANKRD12', 'HSDL2', 'C2CD5', 'DESI2', 'KLK12', 'SOD1', 'PARVA', 'NDC80', 'SGPP1', 'GNPDA2', 'YBEY', 'GSDMA', 'CTSL3P', 'CLDN10', 'ZDHHC5', 'OR6K6', 'PNLDC1', 'WRNIP1', 'RCN3', 'SPATC1', 'RPL31', 'KCND1', 'CASP7', 'COL9A1', 'FABP12', 'CD84', 'METTL9', 'A1BG-AS1', 'SRPX', 'FBXO6', 'PROSER1', 'ATM', 'MC4R', 'CDCP2', 'ETV1', 'IL16', 'PDCL', 'PLEKHG4B', 'STYXL1', 'TMEM184C', 'FAM131B', 'ARSB', 'BST2', 'PNMAL2', 'RIMS2', 'LCA5L', 'SNORD22', 'C1ORF159', 'EME1', 'LZTS3', 'XPOT', 'OSBPL9', 'CTNNB1', 'APOL5', 'ACTN1', 'PPP2R5D', 'SNORD114-25', 'MUC16', 'SNORD50A', 'VTI1B', 'PRRT2', 'ZBTB22', 'LMNB1', 'FOXJ3', 'FKBP4', 'CALML3', 'MMP1', 'CLPP', 'KIAA0930', 'GGA1', 'TBC1D15', 'KIF1B', 'ADGRA1', 'SNORA30', 'EHD3', 'SERTAD1', 'ALPI', 'CHCHD4', 'TOMM7', 'DDB1', 'RNF40', 'PSMG1', 'SNORA47', 'SEC24C', 'ALDH1B1', 'NSUN4', 'SGPL1', 'CPNE7', 'PLA2G1B', 'LOC100240735', 'C5AR2', 'GPR176', 'C1ORF229', 'GARNL3', 'SPOP', 'LRRC16A', 'IL31RA', 'RTBDN', 'CXCL14', 'MDC1', 'ADGRL2', 'FEZ1', 'CAMKK1', 'NDUFS4', 'PHLDA3', 'LY6D', 'GLS2', 'SCN11A', 'CTNNA1', 'RGS2', 'MAP1A', 'RAPGEF3', 'CFHR2', 'LRRC4', 'ATP10B', 'RPS19', 'SLC25A37', 'LCMT2', 'CLDN14', 'FEM1B', 'SMC4', 'CSDC2', 'YIPF4', 'SLPI', 'ZNF833P', 'DIRC1', 'TP53I11', 'C5ORF58', 'PRSS1', 'BOD1L1', 'SF3B4', 'C2CD4D', 'LOC646471', 'CDS2', 'MRPS16', 'CCDC176', 'FAM160A1', 'IMPAD1', 'GNAI2', 'DHRS7B', 'PIGC', 'NCOA2', 'DTX3', 'ZFYVE28', 'NOL3', 'CDC42SE1', 'CA5BP1', 'SPG11', 'DEC1', 'CST7', 'KLHL38', 'TENM1', 'PLCB4', 'CACNA1G', 'MARCH2', 'ERC1', 'PRSS12', 'VPRBP', 'ANKMY2', 'POM121L9P', 'FAM196B', 'WNT8B', 'GOLPH3', 'KIR2DS4', 'GTF3C6', 'ZKSCAN8', 'LAMTOR4', 'KIFC3', 'ADAMTS4', 'BHMT2', 'SNORD9', 'ZCCHC8', 'ABCB1', 'GCNT2', 'ADAM33', 'GNG5', 'SNORD43', 'IKBKB', 'HIST1H2BM', 'DCUN1D2', 'MESTIT1', 'VWA1', 'CRIP2', 'PPP1R1C', 'IGLL1', 'TIE1', 'TMA7', 'MTERF3', 'ISCA2', 'NUCB2', 'IL7R', 'PPP2R3C', 'GOLGA8CP', 'CTTN', 'CRTC3', 'ZFAND3', 'CXCL10', 'SHMT2', 'PARD6A', 'OSBPL7', 'PDCD5', 'NBPF3', 'CDKN2D', 'CWH43', 'KIF27', 'LONRF3', 'C9ORF3', 'SLC35G2', 'RPS27A', 'RMDN3', 'SCARNA10', 'VBP1', 'ARRB1', 'NAP1L6', 'RNF115', 'DDX25', 'GPR89A', 'SLC25A26', 'MAP3K6', 'CD82', 'SCARNA23', 'GRPEL2', 'RPL29P2', 'SMR3B', 'DHRSX', 'KRTAP5-2', 'RGS17', 'TSPAN9', 'AHNAK', 'EXOC5', 'DGAT2', 'OLFML2B', 'COG4', 'ANK3', 'RSPO4', 'REM1', 'COX6B2', 'LAG3', 'KDELR2', 'NIPBL', 'PNRC2', 'NUMBL', 'GOT1L1', 'PLIN4', 'EMID1', 'ADAL', 'SPPL2A', 'TMBIM1', 'RAB1A', 'CCDC101', 'GLT6D1', 'HSP90AA1', 'INHBA', 'PCNAP1', 'GSPT1', 'PSAT1', 'NUP210', 'PMS2P1', 'CTXN1', 'DHFRL1', 'CACNA1F', 'N6AMT1', 'PVRL1', 'ARPC1A', 'ADGRG5', 'NGFR', 'SSBP1', 'ZBED1', 'C5ORF51', 'FAM212A', 'FZD6', 'ZNF208', 'PHLDA2', 'LIMK2', 'ALX1', 'RNASE4', 'ARHGAP24', 'C2ORF71', 'FBXO46', 'G6PC2', 'ASMTL-AS1', 'DPY19L2P4', 'DEFB116', 'STAG3L1', 'CCDC154', 'C14ORF169', 'BRICD5', 'OR52A1', 'SNORD116-15', 'UNC5A', 'VHLL', 'PANX2', 'ANGPT2', 'CORO2B', 'SPRR2G', 'LRP5', 'ZNF567', 'C9ORF139', 'DIRC2', 'GTF2IRD1', 'ELN', 'FCGR1A', 'TMEM100', 'HRK', 'PRSS48', 'CR2', 'PRSS8', 'S100PBP', 'DAPL1', 'CSTB', 'NANOS3', 'PALM', 'TEP1', 'MEX3B', 'MLST8', 'BDH2', 'MTX1', 'CD36', 'TINAG', 'PQLC2', 'MAOB', 'MAGEE1', 'ACTRT1', 'RGL4', 'LRRK1', 'PCDH20', 'SNORA41', 'KIAA0232', 'INO80B', 'ZBTB46', 'CIDECP', 'AMER1', 'SNORD116-25', 'HORMAD1', 'ZNF69', 'THEMIS2', 'PRSS37', 'C3ORF30', 'CHPT1', 'ZADH2', 'NME1-NME2', 'CLEC18C', 'CCDC103', 'SMIM5', 'OR6W1P', 'CLEC2B', 'TELO2', 'IRF6', 'HIST2H3D', 'RNF139', 'ENAH', 'C11ORF94', 'FSCN2', 'NAA35', 'MRAP', 'SHISA9', 'FKBP1B', 'CCL19', 'ARL15', 'LYPLAL1', 'EIF3IP1', 'HIST1H1T', 'SLC25A11', 'ACLY', 'AK9', 'CIZ1', 'SYN3', 'SH3D21', 'RPAP2', 'HHEX', 'LRRC31', 'PHF2', 'ZNF131', 'OR52E2', 'FANCG', 'SCARNA20', 'LINC00887', 'ABLIM3', 'INTS6', 'ADAMTS10', 'S100G', 'FAM49A', 'MUS81', 'TNIK', 'ROR2', 'WNK2', 'TM6SF2', 'SAT1', 'LCE2D', 'SLC35A1', 'SPATS2', 'RFX4', 'PRAMEF9', 'C16ORF90', 'BAZ1B', 'CXORF57', 'ZNF75A', 'CSH1', 'TRAF3IP1', 'UBA7', 'RPL23AP32', 'MSANTD2', 'CMTM2', 'POU3F3', 'SREK1IP1', 'CYP4F35P', 'GFOD2', 'PGS1', 'FAM205A', 'CYP4F2', 'SCOC', 'ACOT11', 'ACOX1', 'MSN', 'TLL2', 'EQTN', 'CHEK1', 'MARVELD3', 'KRTAP27-1', 'PCGF1', 'HJURP', 'HNF4A', 'CCDC134', 'TUBAL3', 'CDK8', 'PPM1K', 'THRSP', 'TMEM187', 'SNORA14B', 'NUP62CL', 'SNORA64', 'ZFP41', 'B4GALNT1', 'SLC10A2', 'CCDC183', 'NT5C1B', 'FKTN', 'ASPN', 'CCL22', 'BOP1', 'MYF6', 'MRPS25', 'NF2', 'YLPM1', 'OLFM1', 'CFAP58', 'APOC3', 'PXDNL', 'CAMTA1', 'TPX2', 'RPAP1', 'EMC2', 'DCLRE1C', 'TRNT1', 'TM7SF3', 'ASPHD2', 'C20ORF194', 'IFIT5', 'PRORSD1P', 'ZC3H12C', 'RAD54L', 'KCNU1', 'SAMD13', 'UBR5', 'CMKLR1', 'PNLIPRP2', 'PDGFA', 'FAM218A', 'ZNF385A', 'ATXN1', 'LRPAP1', 'CDC26', 'HBB', 'ATP11A', 'TLX3', 'CST13P', 'ACTL9', 'MAF', 'VSX1', 'APOBEC3D', 'SNORD115-35', 'GABARAPL3', 'EFCAB10', 'ZSCAN12P1', 'CSAG3', 'SEBOX', 'OR1C1', 'CNTNAP4', 'LINC00636', 'C3ORF38', 'C14ORF79', 'CYP1A1', 'AKR1C8P', 'TNRC18', 'LINC01124', 'SIGLEC14', 'ECD', 'ASCL4', 'C22ORF31', 'MICB', 'BZW1', 'TSSK2', 'NUP160', 'HSBP1L1', 'EHMT1-IT1', 'C11ORF45', 'KLHL1', 'CDK3', 'TRMT1', 'RPS7', 'OXNAD1', 'MARCH10', 'MUM1L1', 'CTU1', 'RTKN2', 'ZNF268', 'CANT1', 'LINC00669', 'PBOV1', 'ARPC3', 'NPY4R', 'S100P', 'GALNT16', 'TIAM1', 'NFATC2', 'IMPG1', 'ATP5L2', 'TMEM92', 'C1ORF115', 'ARMC1', 'CSN1S1', 'SLC25A51', 'CLNS1A', 'DPCD', 'SRSF10', 'PLSCR3', 'GPX8', 'TMEM248', 'DEFB129', 'SLC39A4', 'GREB1L', 'ALPK2', 'CD320', 'ACACB', 'RUNX2', 'EXOC7', 'RCSD1', 'SLFN5', 'WIZ', 'FABP2', 'DNAJB5', 'PPP5C', 'PLD4', 'TUBB1', 'RSAD2', 'GPATCH2L', 'ALOX15B', 'WDR55', 'AKAP1', 'LINC00341', 'TTTY8', 'ATF1', 'SLC35F4', 'NDUFA10', 'DCAF4L2', 'RSPO2', 'SNORD88B', 'SMAD2', 'NHLRC4', 'LINC00662', 'TRMT61A', 'SHANK1', 'RUFY3', 'CETN4P', 'C4ORF45', 'BARX1', 'OPTC', 'LTA4H', 'CACNG2', 'TAZ', 'UBE3C', 'LRRTM3', 'VWCE', 'DNASE2B', 'EED', 'MAP2', 'TMC3', 'SLC28A1', 'FGF14', 'PPAT', 'CD99', 'SNORD115-7', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.042477457330321045
		RMSE:  0.639641264822803
		NRMSE:  0.10001427016227082
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.028094267476815427
		RMSE:  0.5035947533045023
		NRMSE:  0.16597282753427667
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.458230587102
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389449
		RMSE:  0.49877990548911916
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809618

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  1.2387470260059932e-14
		NRMSE:  1.9369041138394077e-15
		MAPE:  3.576747744845743e-11
		Pearson Correlation:  0.05135483883792531
		Spearman Correlation:  0.050931616427665596
		Coefficient of Determination:  -15.353053845809185
		RMSE:  2.008464506733477
		NRMSE:  0.6619420297717609
		MAPE:  1176.1650103098082

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.1822430631287688, tolerance: 0.021075629727119613
  positive)
		Pearson Correlation:  0.9997928312254858
		Spearman Correlation:  0.9995951789721202
		Coefficient of Determination:  0.9995548593636763
		RMSE:  0.013217574235515459
		NRMSE:  0.0020666991221195306
		MAPE:  22.174427839668766
		Pearson Correlation:  -0.02191671485555638
		Spearman Correlation:  -0.047244171300360946
		Coefficient of Determination:  -10.289001747518766
		RMSE:  1.6687546854779232
		NRMSE:  0.5499817696519422
		MAPE:  896.153574858668

	Predictor:  RandomForests
		Pearson Correlation:  0.5980014362822843
		Spearman Correlation:  0.5695024879959678
		Coefficient of Determination:  0.30719465095425313
		RMSE:  0.521445295027979
		NRMSE:  0.08153315534797576
		MAPE:  314.5409385512582
		Pearson Correlation:  0.3218309474366205
		Spearman Correlation:  0.35747906292037235
		Coefficient of Determination:  0.09307532838902455
		RMSE:  0.4729882326673257
		NRMSE:  0.15588564783709896
		MAPE:  219.3130079264832

Protein:  BRCA2
x_train_column_count:  363
x_train columns:  ['RAB30', 'LXN', 'ZNF596', 'SLC38A8', 'YPEL4', 'MT1A', 'ADAM12', 'SPATA5', 'GPR89A', 'C16ORF93', 'GJD3', 'PCDHGB4', 'SLC2A9', 'ZNF761', 'HSD17B1', 'SMIM19', 'TTLL2', 'ATP6V1G2', 'TRIM26', 'AGO2', 'CPNE2', 'SNORD50B', 'GYPA', 'SLC35F2', 'ASIC5', 'NDUFS5', 'CCDC54', 'AAMDC', 'MYCBP2', 'KRT6A', 'COX5B', 'BNIP3L', 'MTMR9LP', 'SNORA71B', 'RBM7', 'FOXL1', 'HEXIM2', 'LSM11', 'INHBA', 'CCNA1', 'GPC5', 'ZNRF2', 'TSSK2', 'OTOA', 'FGF23', 'FGF6', 'KRTAP5-8', 'SHFM1', 'SNORA61', 'MTUS1', 'TONSL', 'DENR', 'VPS25', 'DDX41', 'TAF9B', 'FAM92A1', 'HVCN1', 'GYPB', 'OR6C68', 'LRRC40', 'CHST1', 'LOC90246', 'PLN', 'ZFP90', 'GLE1', 'PITHD1', 'HEY2', 'ZNF454', 'RHBDF1', 'ME1', 'BTD', 'TTTY17A', 'SYNM', 'RAB39A', 'SECISBP2L', 'TSNAX', 'NDUFAB1', 'ABCA5', 'AWAT1', 'UPF3A', 'MORN4', 'TIMM17A', 'KIAA0556', 'TMEM138', 'PRDM13', 'HOXA13', 'FAM224B', 'CACNG2', 'TSIX', 'OLFM3', 'L1TD1', 'GSTT2', 'CCR4', 'NFKBIB', 'CCDC101', 'SMARCD3', 'CCNH', 'LSG1', 'HIST1H1T', 'HMP19', 'DMP1', 'GJA4', 'GGA1', 'TUBD1', 'ARID5A', 'SNRPE', 'KRT71', 'ZNF280D', 'RIBC1', 'PSD', 'RAB40B', 'RTTN', 'ATAD1', 'CACNA1D', 'LCE3B', 'LOC285740', 'SCN9A', 'LAMA3', 'SLC16A10', 'KMO', 'LYRM7', 'IFI30', 'ZNF324B', 'HIPK4', 'ABCC12', 'WDR81', 'ATP10D', 'AIG1', 'OBP2B', 'LRRC8E', 'CCKBR', 'DLG1', 'C16ORF86', 'KLF13', 'LINC01512', 'OR52B2', 'PAX9', 'CA11', 'DYSF', 'ATXN1L', 'CCDC186', 'MYLK4', 'MDC1', 'CCDC64', 'RPUSD1', 'GK2', 'DYRK4', 'MTX1', 'CATSPER2P1', 'ADGRG5', 'ING4', 'TIGD3', 'SPDYE7P', 'TSR2', 'PAGE1', 'ASRGL1', 'OTUD7A', 'ABI3BP', 'MMACHC', 'AP5M1', 'CUL3', 'CLDN7', 'IGFL1', 'NAPB', 'HAPLN2', 'TRIM72', 'PCDHB17P', 'PDE4DIP', 'ZNRD1', 'DDX17', 'PSMD3', 'LOC285627', 'TK2', 'COMMD2', 'GPRIN3', 'TSC22D2', 'B3GNT8', 'PMP2', 'DMBX1', 'KAAG1', 'RGS7BP', 'COA1', 'COX5A', 'RFX4', 'FBXW7', 'ACCS', 'MTIF3', 'GFOD2', 'FZD5', 'PRRC2C', 'SENP3', 'CLIP2', 'KCNC1', 'FERMT2', 'PCDHB8', 'BTK', 'KDM5D', 'SETD9', 'TIMM9', 'LCMT2', 'FTH1', 'CDK1', 'FAM183A', 'RARS2', 'CHSY1', 'OSGIN1', 'TELO2', 'UNG', 'VSTM5', 'TBC1D19', 'ARPC4', 'LOC100129550', 'NR1I3', 'GAGE8', 'DBP', 'ANKRD39', 'TMA16', 'ARMT1', 'BPIFA4P', 'KLHL24', 'KIAA1024', 'WBP2NL', 'CLPB', 'PDLIM1', 'PLEKHH1', 'SEPT10', 'AP3S2', 'PSMD13', 'LDHAL6A', 'BCL2L10', 'SSX2IP', 'PNPO', 'RAB11FIP3', 'TEC', 'ST6GALNAC1', 'N4BP2L2', 'VCAN', 'TCOF1', 'TMIGD1', 'ZNF607', 'RIC3', 'GSKIP', 'RNF139', 'LINC00654', 'TYROBP', 'CYSLTR1', 'APP', 'KIAA0930', 'CEP250', 'R3HCC1L', 'SLC27A2', 'BAHCC1', 'IPO8', 'FGF11', 'AP3B1', 'GHRL', 'OR5K4', 'GRIN2D', 'PFN4', 'MYCNOS', 'PLAGL1', 'TECPR2', 'FAM19A3', 'FDXR', 'ZBTB44', 'ZNF853', 'RPL31P11', 'INTS8', 'PNN', 'FAM83F', 'NUDT19', 'ZNF75A', 'RLTPR', 'COL22A1', 'RTN4RL2', 'EPHB3', 'CHD4', 'RND3', 'B4GALT4', 'KLF8', 'WDTC1', 'TRMT10A', 'MAP3K11', 'LY6G6D', 'TNNT2', 'WDR55', 'KIAA0100', 'HTRA3', 'WSB2', 'TCEAL8', 'TMEM108', 'GYLTL1B', 'MVK', 'CLDN22', 'GOT2', 'ZNF623', 'KLHL31', 'TNFAIP3', 'ITGAL', 'PRRG4', 'ZC3H12B', 'PRELP', 'LINC00628', 'AFAP1', 'SELPLG', 'SKIDA1', 'BSPRY', 'MST1P2', 'DKK2', 'E2F5', 'SCN2A', 'DGKG', 'STUB1', 'HIST2H3C', 'N4BP2L1', 'DOPEY1', 'TGM3', 'OCIAD2', 'GLT8D1', 'CXCR2', 'RBM26', 'FKBP15', 'FOXL2NB', 'OR12D3', 'ADAMTSL1', 'LAPTM4B', 'HIST1H4K', 'SSX4', 'STAP2', 'CCDC25', 'SUSD4', 'RAB6C', 'PPARGC1A', 'SLC13A4', 'RPL3L', 'PARP8', 'SECTM1', 'CLINT1', 'DNAJC22', 'ETS1', 'GDF3', 'KMT2B', 'SCARNA12', 'IPPK', 'TMEM104', 'VTI1A', 'CRADD', 'LINS', 'TM9SF3', 'CPXM2', 'AARD', 'LY6G5B', 'TAB3', 'TXNIP', 'KIAA1875', 'JAM2', 'RAB9B', 'TLR9', 'FAM65A', 'ZNF799', 'TMEM140', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026562361008646285
		RMSE:  0.19787350383771835
		NRMSE:  0.12800221484333532
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00017758204834872338
		RMSE:  0.18475106890837595
		NRMSE:  0.18489898809885505
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  LinearRegression
		Pearson Correlation:  0.8541175769304451
		Spearman Correlation:  0.8209424461495126
		Coefficient of Determination:  0.7295168352215349
		RMSE:  0.10277363895400021
		NRMSE:  0.06648314786203163
		MAPE:  241.8746913086276
		Pearson Correlation:  0.07727759974160345
		Spearman Correlation:  0.06318415664836988
		Coefficient of Determination:  -5.3317233597679135
		RMSE:  0.4648462883665663
		NRMSE:  0.465218463137076
		MAPE:  465.0709673541677

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.033171247226541745, tolerance: 0.002096995577721637
  positive)
		Pearson Correlation:  0.8284570293132505
		Spearman Correlation:  0.7935270165270524
		Coefficient of Determination:  0.6858194165209008
		RMSE:  0.11076467700282235
		NRMSE:  0.07165246335555765
		MAPE:  208.198608927583
		Pearson Correlation:  0.12269554819120383
		Spearman Correlation:  0.14773698631484292
		Coefficient of Determination:  -2.4095199470037882
		RMSE:  0.34111044622384057
		NRMSE:  0.34138355306629364
		MAPE:  595.4895385310922

	Predictor:  RandomForests
		Pearson Correlation:  0.6329841250936965
		Spearman Correlation:  0.5572060542524963
		Coefficient of Determination:  0.1775243854613453
		RMSE:  0.17921449371460604
		NRMSE:  0.11593190438630022
		MAPE:  148.09409582577652
		Pearson Correlation:  0.20438787391188876
		Spearman Correlation:  0.27712695971994034
		Coefficient of Determination:  0.03742910097751395
		RMSE:  0.1812444704244631
		NRMSE:  0.18138958209013523
		MAPE:  114.07901896165838

Protein:  CDKN2A
x_train_column_count:  614
x_train columns:  ['ARF6', 'STAT3', 'MLST8', 'UBA5', 'GIMAP6', 'USP36', 'FTO', 'DHRS4-AS1', 'PHF19', 'TIPRL', 'HIST1H4H', 'TNFRSF8', 'PCDHB8', 'C16ORF13', 'PCYT1B', 'MYH8', 'NCL', 'TSPAN4', 'TPSAB1', 'PABPN1', 'NTN4', 'OR5K4', 'NRTN', 'LRTOMT', 'SLC6A4', 'CFAP57', 'ZNF763', 'ELSPBP1', 'GDF2', 'LXN', 'CBR4', 'CSF1', 'MIR100HG', 'TDP1', 'GOLGA6L9', 'SVOPL', 'SPRTN', 'TMEM219', 'SEPT12', 'G6PC3', 'ANKRD34B', 'SERGEF', 'ZNF622', 'RPL23AP64', 'EBF2', 'ENO3', 'FBLN2', 'LINGO3', 'USP43', 'DLGAP1', 'CCDC6', 'CLK2P1', 'MBNL3', 'UBE2QL1', 'CTTNBP2NL', 'AHCYL1', 'SPATA24', 'GDF9', 'GATA6', 'MCM4', 'TTI2', 'CASP1', 'ILF2', 'GMPS', 'PLEKHB1', 'ATG4D', 'RGS22', 'PHKB', 'ACKR2', 'KCNK12', 'RRN3', 'ARMC12', 'UBE4A', 'WRNIP1', 'HLA-DQA2', 'SPAG7', 'ATP1A3', 'CYP3A43', 'TNS1', 'ZNF592', 'ZNF587', 'GCLC', 'C20ORF27', 'HRASLS', 'TMEM87B', 'PGM5-AS1', 'MBOAT4', 'KRTAP3-2', 'TGM1', 'MDN1', 'LINC00032', 'SMARCAD1', 'TTTY6', 'SUCLG1', 'ZBTB21', 'TEX37', 'CSAG1', 'FAM110B', 'ANG', 'FEN1', 'MRC2', 'HMSD', 'CAMK1', 'LYPD5', 'CTDSPL2', 'VWCE', 'RBM24', 'RETN', 'SNORD114-25', 'HOXB6', 'DRAXIN', 'EGR2', 'MESP2', 'ZNF287', 'SCD5', 'ASPA', 'PDZRN4', 'NRARP', 'CRYBB1', 'ARMCX1', 'MARK1', 'GOLGA8B', 'NTSR1', 'PTGES3', 'APOA1BP', 'PPM1H', 'RBMS1', 'BAG2', 'ACMSD', 'POLH', 'PANK3', 'FICD', 'RHCE', 'NAT1', 'FIGF', 'FLG2', 'LOC200726', 'SNORA28', 'CROCC', 'RBPMS', 'ZFP92', 'ELAC2', 'BCAS4', 'RNASEH2C', 'PPM1E', 'OR8H2', 'NOL11', 'CERCAM', 'ZBTB40', 'TMEM160', 'PRSS3P2', 'CCDC127', 'HBBP1', 'RAD18', 'ZNF137P', 'EXOC2', 'PSMG1', 'WASH3P', 'PLIN5', 'CSNK1G3', 'BUB1', 'ARRB1', 'C7ORF13', 'ALS2CR12', 'DYNLRB1', 'DNASE1L3', 'B4GALT1', 'UGT2A3', 'AGFG2', 'ERRFI1', 'SNORD116-24', 'TAAR5', 'ASB7', 'PRDM1', 'RSF1', 'ZFYVE9', 'IWS1', 'MSMB', 'MTMR11', 'TERT', 'TRIM16', 'SP140', 'SLC16A6', 'EZR', 'HAVCR2', 'ADAMTS9', 'PRR22', 'STK11', 'ARHGAP39', 'KRT20', 'ZNF48', 'IGF1', 'TAGAP', 'VENTX', 'CPSF7', 'ATRN', 'SERPINA5', 'PLCD1', 'CDRT15P1', 'LOC256880', 'CCDC43', 'SNORA21', 'BACH2', 'IFNAR2', 'SNX9', 'MRPL45', 'ZBED4', 'RANGRF', 'HMGCL', 'CHCHD3', 'OR5AN1', 'ATP6V1C2', 'MCM3AP', 'PASD1', 'KLF8', 'LRRC1', 'GPR176', 'PLK3', 'CFAP221', 'TBX2', 'NT5DC1', 'ITGBL1', 'ECH1', 'SLC25A43', 'SPRR3', 'NFKBID', 'OR10A5', 'AOC1', 'SEC24B', 'PABPC1P2', 'ETV5', 'CCDC112', 'EDC4', 'TRPV2', 'SH3PXD2A', 'LSS', 'NAA10', 'SSH1', 'LOC284441', 'OR3A4P', 'OTUD3', 'LRRC34', 'DNAJC16', 'MUC5B', 'PPL', 'SLC25A44', 'PCBP3', 'BEND3P3', 'NR1I3', 'H2AFX', 'CLIC6', 'SPATA32', 'IL17RA', 'GPRC6A', 'HECW1', 'TAS2R40', 'NGDN', 'OR2H2', 'GP6', 'C1ORF158', 'GDF7', 'PSG8', 'MAP1S', 'IL1RL1', 'C16ORF90', 'OSBPL10', 'RAC2', 'VCX3A', 'PRO0628', 'EREG', 'LRRC41', 'GTF2H2', 'CXCL11', 'CCT6P1', 'FGFR4', 'LTBR', 'BUD13', 'DLX5', 'BPNT1', 'OSBPL1A', 'EPN2', 'DLX3', 'RFPL4B', 'ZCCHC12', 'ZMYM2', 'KTN1-AS1', 'CUL3', 'DHX36', 'CCND1', 'HINT1', 'MYL12B', 'HTR5A', 'CHRM5', 'CLN3', 'FOCAD', 'COQ10A', 'CTSE', 'HSPA2', 'EXOC5', 'RHBDL3', 'LINC00593', 'BRF1', 'TMEM200C', 'NRIP1', 'PAN3', 'SLC52A3', 'FSHR', 'B3GALNT1', 'ZW10', 'COPS3', 'PEX11G', 'SUGT1', 'ANXA2P3', 'WRAP53', 'TCL1B', 'HIST1H3J', 'HDGFRP2', 'FRRS1L', 'MNAT1', 'PDP1', 'SNORA69', 'GPAT2', 'TMPRSS4', 'ZNF18', 'C1ORF21', 'TYK2', 'DIRAS1', 'EEF2', 'CABLES1', 'CFAP70', 'POU4F1', 'PLAC9', 'CCRN4L', 'RNF24', 'ZNF205-AS1', 'OR5W2', 'COX4I2', 'NAP1L1', 'C17ORF53', 'OR4N4', 'ZNF25', 'ADAM22', 'KCTD16', 'MEGF11', 'SNORD49A', 'RPL13P5', 'UXS1', 'NSFL1C', 'GFI1B', 'LETM2', 'LINC00923', 'C4ORF45', 'PREX1', 'EVA1A', 'PLB1', 'TEPP', 'FAM222B', 'ESYT2', 'ZNF782', 'CHRNA5', 'SSTR4', 'ARPC3', 'FABP5', 'GIMAP8', 'SPOPL', 'CLTB', 'C9', 'RNF222', 'FAM134A', 'PRMT6', 'SCN8A', 'SRMS', 'ZEB1', 'LOC81691', 'KHDRBS2', 'DNAJB8', 'AKAP3', 'RAMP2', 'CEACAM16', 'ZNF385D', 'BDH1', 'ERLEC1', 'CT83', 'GAPDH', 'SUGP1', 'KRTAP5-8', 'HCG27', 'OMD', 'PTPN1', 'TBC1D8B', 'ZNF235', 'CLDN1', 'TRHDE', 'KRTAP11-1', 'FEZF2', 'TUBA4B', 'CKMT1A', 'PUM2', 'SNORD43', 'TAS2R10', 'HNRNPL', 'SDHA', 'SMIM10L2A', 'BTG1', 'LAMTOR3', 'MAP3K7CL', 'ZDHHC6', 'HIST1H4F', 'GSTA2', 'NEUROG3', 'FLJ44635', 'NDC1', 'LIPE', 'PDK1', 'ABHD14A', 'IRX6', 'UBXN11', 'ZNF134', 'RASL10A', 'PLA2G2F', 'KDM3B', 'CENPI', 'FAM185A', 'PKHD1', 'APH1B', 'UBAP2', 'DHX58', 'SNORA24', 'ZNF594', 'AHSA2', 'B3GALT5-AS1', 'HOXB7', 'VRK3', 'WNT7B', 'GSKIP', 'ZNF780A', 'KCTD4', 'HBG2', 'GAP43', 'ZNF418', 'BPHL', 'C11ORF73', 'TMEM26', 'SON', 'TJP1', 'HYAL1', 'IPO5', 'EML3', 'ANAPC1', 'WBP2NL', 'PLEKHO1', 'LIMD2', 'OR4K5', 'GNAI1', 'STAM2', 'ZSWIM6', 'FABP7', 'NLE1', 'SERPINA10', 'PCAT18', 'DMRT1', 'SLC2A1', 'WT1-AS', 'RTL1', 'CLEC3B', 'AKAP1', 'FAM169A', 'SPINK4', 'USP32P2', 'FBXO47', 'TMEM175', 'AP5S1', 'NKX2-4', 'ADCK5', 'TROVE2', 'CACNA1F', 'DUSP5', 'ZNF428', 'XKRY2', 'HMHB1', 'ANKRD32', 'FANCI', 'NTN5', 'FBXO9', 'DIRC1', 'TBC1D10B', 'EARS2', 'INSL4', 'GPR142', 'LMBR1', 'FERD3L', 'TAF9', 'TFE3', 'TYW5', 'MRPS31', 'FASTKD1', 'CCL27', 'PROX1', 'MYT1', 'B3GNT7', 'ZDHHC22', 'PIK3R1', 'ZNF562', 'CACNA1I', 'CAPG', 'CEP97', 'ACADS', 'CAMK2A', 'PIKFYVE', 'TCEAL6', 'PCDHA9', 'LOC285627', 'S1PR2', 'PSPN', 'GJB1', 'POLE4', 'GPR61', 'FLYWCH1', 'HPYR1', 'WAPAL', 'AGO3', 'PRSS48', 'LIN37', 'EMB', 'SGCZ', 'TRIM68', 'BCR', 'RER1', 'HIST1H3E', 'SPEF2', 'NYNRIN', 'LRSAM1', 'FAM168A', 'JPH4', 'LSM8', 'TMEM8B', 'IGFBP5', 'RHOD', 'DDX27', 'NDUFB5', 'HLA-DOA', 'LOC100287704', 'OR6Y1', 'CLIP4', 'POLDIP3', 'DCAF16', 'ZUFSP', 'TNP1', 'SURF6', 'SRCIN1', 'PCNXL3', 'ATF1', 'CCSER2', 'CALML5', 'OSGEPL1', 'COL23A1', 'SNORD116-4', 'EPHB2', 'DHRSX', 'TTC37', 'PFN1', 'RASGRF1', 'EGFL6', 'FOXE1', 'SCRIB', 'HP', 'SYP', 'KCNB1', 'ERP29', 'EDNRB', 'ZNF488', 'TEFM', 'CDKN2D', 'RBM34', 'IL2RA', 'TEKT4P2', 'SDHC', 'ITGB3BP', 'DEFB134', 'KRT25', 'GIMAP1', 'LINC01119', 'TBC1D23', 'PRKG1', 'SNX29P2', 'CTRC', 'RIN3', 'LINC00628', 'LAMC1', 'LRIG1', 'PPAPDC3', 'LOC401127', 'CT55', 'SPEF1', 'DPYSL4', 'C6ORF25', 'NXPE1', 'TCTEX1D1', 'CRIP2', 'RBMS3', 'SLC7A13', 'TRPV3', 'SLC35B1', 'SNORD65', 'EVC', 'B4GALNT3', 'TPR', 'TSPAN17', 'PIWIL3', 'ANKRD9', 'SNORD35A', 'MYH2', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.062199248812668806
		RMSE:  0.6624014175436462
		NRMSE:  0.14974599695798488
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10057809021042674
		RMSE:  0.783524323220729
		NRMSE:  0.21159176970584093
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6427147371513342
		NRMSE:  0.145295521001771
		MAPE:  207.86247046219444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010510594090658465
		RMSE:  0.7507796405829533
		NRMSE:  0.20274902527219912
		MAPE:  439.74244050751946

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  2.574166911944385e-13
		NRMSE:  5.819298998404848e-14
		MAPE:  1.4019122385446873e-10
		Pearson Correlation:  -0.018672691432494084
		Spearman Correlation:  0.0369281045751634
		Coefficient of Determination:  -304.2566174779463
		RMSE:  13.048920803613044
		NRMSE:  3.523878153824749
		MAPE:  4305.6989202812365

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.3901445161210635, tolerance: 0.02218251593097602
  positive)
		Pearson Correlation:  0.9861403719487921
		Spearman Correlation:  0.9809250753484198
		Coefficient of Determination:  0.9722347871231216
		RMSE:  0.1070948931773172
		NRMSE:  0.02421044267600705
		MAPE:  91.83426146902792
		Pearson Correlation:  0.022933322774194836
		Spearman Correlation:  0.19182031021363768
		Coefficient of Determination:  -18.347622296617452
		RMSE:  3.285154898473369
		NRMSE:  0.8871603830605912
		MAPE:  3976.7922018232007

	Predictor:  RandomForests
		Pearson Correlation:  0.6495772441299253
		Spearman Correlation:  0.575046106680005
		Coefficient of Determination:  0.4132994850493924
		RMSE:  0.49229621065398943
		NRMSE:  0.11129110673764878
		MAPE:  179.80259077828677
		Pearson Correlation:  0.6851733089181166
		Spearman Correlation:  0.5868008165653522
		Coefficient of Determination:  0.42815022236590083
		RMSE:  0.5647848387061816
		NRMSE:  0.15252088541889863
		MAPE:  396.4382550853893

Protein:  TP53
x_train_column_count:  1002
x_train columns:  ['PAXIP1', 'LOC644936', 'SH3BGR', 'KRTAP11-1', 'LGSN', 'SMAD9', 'XKR5', 'ATP6AP2', 'POLR2H', 'ZAP70', 'AGAP6', 'SHISA6', 'ZNF554', 'SPDYE1', 'PDHA2', 'LOC407835', 'SPOCK1', 'EFCAB8', 'ARSE', 'C15ORF56', 'GALR3', 'FAM43B', 'PPIB', 'ZPLD1', 'TMEM143', 'CHST8', 'DNALI1', 'SPIC', 'ESRRB', 'CDKN2C', 'KHDRBS2', 'GGH', 'SPAG17', 'NFAT5', 'C21ORF2', 'HP', 'KRTDAP', 'SMAD2', 'TRIM55', 'NOL6', 'SLC4A11', 'BST1', 'NAA11', 'FAM71A', 'PTRF', 'ATP4A', 'PLCD1', 'DENND2C', 'ABHD15', 'MGC15885', 'DNAJB1', 'EDN3', 'CMKLR1', 'AMMECR1L', 'MAN2C1', 'BAP1', 'GTF2H4', 'PRSS53', 'TIA1', 'CYB5D1', 'IGF2', 'SPICE1', 'ZC3H7A', 'SCNN1D', 'HTATIP2', 'PARN', 'ZFAND1', 'ANKRD28', 'LOC646813', 'RTN4', 'MPZL1', 'LOC284578', 'RNF135', 'IL5', 'LINC00472', 'GAMT', 'HS6ST3', 'SEC22C', 'RUFY2', 'SNAR-E', 'LHFPL2', 'SNORD45C', 'MLH3', 'GMFG', 'HSPA1A', 'ADD2', 'TMEM200B', 'UCP2', 'ID2', 'LOC440173', 'BCL2A1', 'PLOD3', 'HIGD2A', 'DPT', 'NPFFR2', 'KANSL2', 'CCDC107', 'MLLT3', 'SLC22A2', 'EIF3B', 'FZD3', 'PHOSPHO2', 'ZFYVE27', 'GATAD2B', 'PIP5K1C', 'MTG2', 'HAPLN2', 'NPTX1', 'FUNDC2P2', 'TOLLIP', 'S100A5', 'ZYG11A', 'ZNF619', 'ZNF546', 'C10ORF90', 'OR2T33', 'PKD1L1', 'TACC1', 'S100A7L2', 'HEATR1', 'TTC39A', 'SNORD65', 'RTP3', 'G6PC2', 'VAT1', 'FAM184A', 'FRY', 'UGGT2', 'FGF21', 'ALPK3', 'ZNF808', 'CS', 'SPP1', 'SNORA79', 'PID1', 'CLCN7', 'C17ORF70', 'CHRM4', 'KLHL40', 'FAHD2CP', 'PLAC1', 'DDX31', 'PLEKHS1', 'C19ORF38', 'GPR151', 'PPP1R15B', 'DYNLT3', 'RASGRF2', 'FLT4', 'HSPA9', 'FAM178B', 'SRRM4', 'RPS15AP10', 'ADAM12', 'LY6H', 'SPIN2B', 'OR10A6', 'CD40', 'MPV17', 'CDKAL1', 'CWH43', 'H2AFZ', 'KIAA0907', 'ANXA11', 'MSL2', 'TEX29', 'ZNF718', 'CHCHD6', 'EEF1DP3', 'MAPK1', 'HMGXB3', 'KRTAP10-4', 'ARMC5', 'GTF2IRD1', 'SMC5', 'ZBTB26', 'GLUD1', 'GCSAML', 'IVL', 'PQLC2', 'ITPK1-AS1', 'CD7', 'SOX18', 'RLN1', 'FN3K', 'CKMT1A', 'SNORA70', 'TMOD4', 'TRO', 'BPIFB3', 'C12ORF49', 'C19ORF40', 'ACTL6B', 'GALNT10', 'FLVCR1', 'OR4K17', 'ALPPL2', 'TMEM50B', 'GPR176', 'HMGA1', 'GPR161', 'ATXN7L3', 'ZNF605', 'FMO4', 'WNT3A', 'EBNA1BP2', 'SRA1', 'WDYHV1', 'ANKRD26P1', 'XDH', 'FAM209A', 'GRK1', 'ISPD', 'HOXC6', 'CACNA1D', 'FAM111B', 'SPATA31A6', 'SLC35D2', 'NSMCE2', 'CORO6', 'THUMPD3-AS1', 'BAK1', 'RGS7BP', 'DHX35', 'DPY19L1', 'RS1', 'C11ORF42', 'PNRC2', 'NSRP1', 'RPS6', 'SPOP', 'RNF151', 'WNT8A', 'LMCD1', 'TRIM44', 'MORF4', 'KDSR', 'FOXC2', 'ASB2', 'AP3M1', 'OR2H2', 'GABARAP', 'CWC22', 'OLFM3', 'ZNF558', 'LIX1', 'KCNJ4', 'CEBPE', 'OR10G3', 'NETO1', 'BTG2', 'LIPM', 'IGFL4', 'TPTEP1', 'MAP1LC3B', 'EIF5A2', 'TERT', 'AKT3', 'OPRK1', 'CLDN7', 'MID2', 'ADGRF4', 'HIPK3', 'TM4SF20', 'OR5H15', 'ATAD5', 'RRS1', 'TBCE', 'RTEL1', 'COL9A2', 'TMEM216', 'TMPRSS3', 'APH1A', 'RASA2', 'SPSB2', 'TRIM75P', 'ITGAX', 'OGDHL', 'SECTM1', 'USP1', 'ASAP1', 'SNORD119', 'TTLL11', 'TM7SF3', 'CD72', 'SLC35F6', 'GPR135', 'SNORD115-39', 'LGALS3BP', 'CACYBP', 'OR1N2', 'ZNF844', 'ELAVL4', 'ZBTB43', 'SNORD29', 'PUSL1', 'WDR13', 'FAM78B', 'FBLIM1', 'BAHD1', 'TMEM182', 'APCDD1L', 'ITGB1BP1', 'SEPN1', 'LUC7L', 'TRIO', 'LINC01184', 'NEO1', 'MRPL40', 'TMEM8C', 'KMT2D', 'ZNF439', 'TBL1X', 'MON1B', 'SLC25A53', 'LINC00667', 'MCF2', 'XAGE3', 'CDKN2AIP', 'TEDDM1', 'DNAL4', 'ALDH9A1', 'RANBP9', 'AIG1', 'CAMTA2', 'SLC22A13', 'P3H4', 'OR10H1', 'TMEM41B', 'BARX2', 'TRPM1', 'WDHD1', 'DKK1', 'LOC284023', 'FZD8', 'TTR', 'RPA1', 'ACBD3', 'PDIA3P1', 'POU3F2', 'KCNH8', 'KLHL7', 'SUOX', 'CEL', 'SNAPC3', 'JAZF1', 'PLRG1', 'CYP4F3', 'ENDOD1', 'FBXO24', 'OR8U1', 'EXOSC4', 'CDKL1', 'SCARNA4', 'UBE2J2', 'FEZF2', 'SYT12', 'EBF4', 'NDUFAF5', 'ALKBH7', 'CDH17', 'OR2J3', 'FAM110C', 'LRRC59', 'SPTSSA', 'TSHB', 'CDK20', 'CABP4', 'SLC25A40', 'FBXO27', 'RGS7', 'ZNF233', 'GOPC', 'PRPF4', 'AKR1B15', 'AMPH', 'CTSL', 'SPDYE4', 'RFC3', 'SNORD78', 'MANSC1', 'LOC153910', 'NTN5', 'PIAS1', 'OR5K4', 'TMEM31', 'CBS', 'SND1-IT1', 'STON2', 'RPL30', 'FAM175A', 'SNORD37', 'DOLPP1', 'SDHAF2', 'NIPAL4', 'TMEM187', 'DLG2', 'VAX2', 'SLC52A1', 'SLC19A3', 'INCENP', 'CDH20', 'ERO1L', 'ZNF217', 'MAML2', 'SYNPO2L', 'ST8SIA4', 'SEC24A', 'TMEM38B', 'POP1', 'IRGQ', 'CNNM4', 'MMP13', 'NMT2', 'SPRR2G', 'CSRNP1', 'KPNA2', 'DDO', 'WFDC6', 'KIAA0513', 'C15ORF57', 'MALL', 'LINC00167', 'TRIM5', 'ZNF530', 'ABCA3', 'C1QTNF2', 'MUS81', 'OR2B3', 'PTCH2', 'SLC25A32', 'SPINK1', 'DNAH12', 'CDAN1', 'ALS2CR11', 'SALL1', 'ANKRD13A', 'AQP6', 'LRP10', 'ANAPC15', 'SIPA1', 'LAMC1', 'HNRNPU-AS1', 'SNORA34', 'MTMR6', 'MSMO1', 'EPHX4', 'MST1R', 'KIAA1210', 'MYLIP', 'SLX4', 'ZNF644', 'RNASEH2A', 'P4HA3', 'IL32', 'SNX1', 'C2CD4C', 'KAT6B', 'RHBDL2', 'MAFF', 'C9ORF117', 'STMN2', 'MRTO4', 'GYS2', 'NCK1', 'EBPL', 'LOC440461', 'SSR3', 'ARSF', 'DCAF6', 'HEXIM2', 'HES2', 'ELSPBP1', 'NDUFAF1', 'CD40LG', 'FAM210A', 'LARP6', 'TUBB', 'TMCO3', 'VWA8', 'PTPN4', 'ERC2', 'MIR99AHG', 'SMPDL3A', 'FAM160A2', 'EXOC3L2', 'CREG2', 'ANKFN1', 'ESCO2', 'FXYD5', 'RBM12', 'CDHR5', 'FAM106CP', 'HIST2H3C', 'STEAP2', 'GNPDA2', 'LLGL1', 'IL22RA1', 'DAPK2', 'NDUFB2-AS1', 'KIAA0754', 'SLC44A2', 'DUOX2', 'DMP1', 'PLN', 'PCDHGA3', 'SUPT3H', 'OR2T5', 'UPK3B', 'FUT10', 'PDIA6', 'LBX2', 'TTPA', 'DHX34', 'HACE1', 'ZNF503', 'NUTM2A-AS1', 'PELI1', 'OR4K15', 'IRF2', 'SLC22A3', 'CNGA2', 'SARAF', 'AARS', 'LEPROTL1', 'GLYATL3', 'CLN6', 'BCL9', 'FRZB', 'HOXA13', 'SYK', 'UQCRB', 'SPRR1B', 'VPS35', 'MSN', 'PDLIM5', 'TANGO6', 'C6ORF223', 'FCGR1A', 'ZNF140', 'LINC01566', 'NDST3', 'TMEM179', 'LOC100130093', 'BRDT', 'SPNS1', 'LOC151174', 'HIST1H4G', 'RNPS1', 'TAP2', 'NEMF', 'GCM1', 'SPAG5', 'YAP1', 'CMTM3', 'APOPT1', 'ZHX2', 'RASEF', 'PARPBP', 'CKAP2', 'GPT2', 'TRIP4', 'ATG7', 'AP2A1', 'MTHFR', 'TRIM35', 'PTPRZ1', 'USP44', 'PITX2', 'NUP107', 'NUDT18', 'ITFG2', 'FOXF2', 'ALDH3B2', 'C2CD2L', 'C17ORF102', 'BOLA2', 'NAPSA', 'KIAA1958', 'ADRA2A', 'PLEKHA7', 'CSN2', 'STAT5B', 'C1ORF186', 'NAA40', 'RAB24', 'OR1B1', 'LRRC47', 'QKI', 'ZNF768', 'POLR2D', 'RALBP1', 'ERLIN2', 'JADE1', 'CYGB', 'CAGE1', 'COL5A3', 'LGMN', 'KCNK7', 'SNORD36B', 'TRAPPC4', 'LINC01558', 'EVC', 'XRRA1', 'GTSF1L', 'PGA4', 'RBP2', 'GALR1', 'ST6GAL1', 'MRPS34', 'CCT6B', 'DPF2', 'NLE1', 'ARHGAP39', 'FECH', 'GTF3C3', 'FGF1', 'ITM2C', 'PNMAL1', 'TMEM30A', 'SENP8', 'ARHGEF15', 'CLDN20', 'KLF1', 'UQCR11', 'NPY1R', 'CACNA2D4', 'ZNF737', 'C16ORF70', 'EIF6', 'SELM', 'ARHGAP4', 'CHAC2', 'CCDC62', 'TANC2', 'NCOR1P1', 'CFAP47', 'LRRC75B', 'GFPT1', 'CABP5', 'CCL17', 'PCDHA13', 'HPSE', 'NDST2', 'RASSF3', 'PAPOLG', 'BEND7', 'HIST2H2BF', 'SSBP2', 'PDCL3', 'QSOX2', 'LOC400043', 'RBMY1J', 'AATK-AS1', 'GPR50', 'TMTC1', 'RBBP4', 'SDCBP', 'NXPE1', 'DMRTC1', 'LOC400927', 'GRIP1', 'PDGFC', 'ONECUT1', 'EXTL3', 'SNORD115-11', 'UBE2A', 'SOX10', 'OR10R2', 'BDP1', 'FDPS', 'ADCY5', 'TXNDC8', 'SHOC2', 'TIFA', 'COASY', 'TFEC', 'FBXO16', 'C1ORF106', 'ZNF568', 'TCEAL8', 'OVCA2', 'MSTO1', 'ICAM1', 'EPHA8', 'FANCA', 'SYT9', 'CAPN9', 'TSR3', 'MID1', 'UNC80', 'CMA1', 'MAGEE1', 'DNAH10', 'HIST1H3F', 'RNF141', 'CNOT1', 'GLIS3', 'FAM107B', 'TOP2A', 'MUT', 'LINC00284', 'MYEF2', 'MORN2', 'REXO4', 'OR8K1', 'TNRC6A', 'KRTAP5-9', 'H3F3B', 'PRCP', 'EME2', 'PPARD', 'ANKRD39', 'ARSA', 'LRRC17', 'SPAM1', 'PCMTD2', 'FRS2', 'LOC143666', 'GPATCH3', 'SNORD114-14', 'TXNRD1', 'ZNF131', 'PGRMC1', 'ZNF273', 'PRAMEF8', 'ZNRF2P1', 'DNAJC3', 'ZNF252P', 'LRRC28', 'ZNF674', 'SLC24A5', 'ZNF846', 'CERS5', 'WASF1', 'CLRN2', 'DUS4L', 'NTRK3', 'SNORD12', 'CLMN', 'ATP13A1', 'CACNG1', 'PLEK2', 'LINC00620', 'CPXCR1', 'FAM118A', 'PABPC4', 'CYB5A', 'ARL2', 'PIP4K2B', 'EDNRB', 'GPR157', 'OR4S1', 'ZNF823', 'S100P', 'FMR1-AS1', 'MSRB2', 'RHBDL3', 'APOH', 'CAMK4', 'SCARB2', 'C11ORF96', 'EIF2AK1', 'HRASLS', 'KDM2A', 'RECK', 'HOMER1', 'CNIH1', 'JRK', 'PPP5C', 'ZNF512B', 'HESX1', 'CCDC167', 'FAR2P1', 'LGALS13', 'ATP13A2', 'MTCH1', 'TMEM190', 'SAMD10', 'TMEM176A', 'TMEM39A', 'C6ORF1', 'PARG', 'ORC4', 'FRS3', 'FAM163B', 'HOGA1', 'WWC2-AS2', 'CYYR1', 'ADIRF', 'EMC7', 'CYP2C8', 'LOC644172', 'CATSPER1', 'SUPT20HL2', 'ETAA1', 'RPS19BP1', 'PMEL', 'TRAP1', 'TCAF2', 'PHF10', 'SORCS3', 'CMTM4', 'RNGTT', 'ID1', 'HNF1B', 'PPP1R9B', 'DNAJC30', 'CXCR2P1', 'ZNF526', 'DHX15', 'MS4A12', 'AMY2A', 'NUDT16P1', 'RNF187', 'MAP3K11', 'TMED9', 'SNORD52', 'ARHGAP29', 'LPAR1', 'RC3H2', 'MYOM1', 'OR51B5', 'WWP2', 'C2ORF73', 'SIPA1L3', 'CPSF4', 'RPL28', 'FDCSP', 'USP3', 'SPP2', 'FAM102A', 'FKBP9', 'PPAP2B', 'SP140L', 'EPC1', 'AP2M1', 'C11ORF53', 'HSPH1', 'FAM117A', 'DNAAF2', 'ITLN2', 'ARL5C', 'SNORD27', 'SPACA4', 'HAUS7', 'SNORA24', 'XKRX', 'POU2F1', 'CXORF56', 'TAB3', 'RFX7', 'UFD1L', 'TOR2A', 'FAM217B', 'ZNF221', 'MAS1L', 'LSMEM2', 'BRIX1', 'RPS27', 'SSTR4', 'PWP2', 'RAI2', 'GPR153', 'C11ORF1', 'AKIRIN2', 'ZNF518B', 'SNORD116-26', 'PAX8', 'TOP2B', 'ZNF773', 'FEM1C', 'TXN', 'C14ORF169', 'PALM2', 'HPR', 'PQLC3', 'KLF10', 'ALAS1', 'CSHL1', 'DKFZP779M0652', 'UCN3', 'LILRA2', 'PRKCSH', 'TP53RK', 'UPP2', 'EXOC5', 'SMIM1', 'RAP2A', 'OR13C8', 'FAM53B', 'EIF2B3', 'SUB1', 'SPATA33', 'PRKRA', 'FLJ41941', 'PWRN1', 'PCDHB19P', 'KRT75', 'PSG3', 'KDM5A', 'RNF168', 'FAM27L', 'E2F7', 'LOC100133050', 'WDR91', 'RCC1', 'DSCC1', 'OR52B4', 'PDLIM2', 'NEDD9', 'BTNL2', 'TRPV5', 'NKG7', 'DCK', 'CTHRC1', 'EIF3IP1', 'HOXA4', 'SAMD4A', 'POTEC', 'MGC16275', 'HPSE2', 'DEFB122', 'KATNAL2', 'KRTAP10-10', 'FOXB2', 'ISCA1P1', 'SUGT1', 'DHDDS', 'VAC14', 'MDFI', 'TAF1', 'RANBP6', 'SNORD63', 'CD93', 'RGS13', 'SLC35F4', 'SYT14', 'BGN', 'RSU1P2', 'ECE2', 'FGG', 'DACH2', 'CCDC57', 'ADA', 'GTSE1', 'MLF1', 'FBXL13', 'HACD3', 'SDHC', 'NOXO1', 'MAP3K10', 'MIOS', 'CHST2', 'SAMD4B', 'LGALS12', 'GXYLT2', 'TDRKH', 'HIST3H3', 'PRAMEF9', 'PRR7', 'GTF2B', 'TSKU', 'CLLU1OS', 'KLHL6', 'PATZ1', 'LINC00596', 'NR2F1-AS1', 'CTNNB1', 'ZNF707', 'HAGH', 'PLA2G2C', 'NOBOX', 'DDIT4', 'ABHD6', 'OR6C2', 'SP2', 'ICAM5', 'RABGEF1', 'HFE', 'NCAPD3', 'MVB12B', 'C5ORF60', 'WDR43', 'RAMP1', 'PRRT2', 'MBNL3', 'GATA6', 'OR6T1', 'MTM1', 'ARRDC2', 'NCKAP1', 'SHISA3', 'DUSP5P1', 'ARPP21', 'OXGR1', 'COX11', 'CLEC4D', 'STBD1', 'FAM183B', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05546789854165435
		RMSE:  0.4652085657713222
		NRMSE:  0.11180210665016156
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04275496084346875
		RMSE:  0.4295356456720749
		NRMSE:  0.1544592202783541
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.3344719792315793e-14
		NRMSE:  3.207094398537802e-15
		MAPE:  1.1069565613331544e-11
		Pearson Correlation:  0.22918824600957236
		Spearman Correlation:  0.3011852502194908
		Coefficient of Determination:  -11.075393331605147
		RMSE:  1.4617015950887906
		NRMSE:  0.5256217753564639
		MAPE:  3287.8833882169247

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.5520377099244351, tolerance: 0.011010946742365387
  positive)
		Pearson Correlation:  0.9998589314339278
		Spearman Correlation:  0.9996109293232959
		Coefficient of Determination:  0.9996943709528193
		RMSE:  0.007916304699861718
		NRMSE:  0.0019025005286858253
		MAPE:  15.07745023588988
		Pearson Correlation:  0.26933115316007
		Spearman Correlation:  0.35711150131694475
		Coefficient of Determination:  -10.250160407716042
		RMSE:  1.410871417586877
		NRMSE:  0.5073434562864099
		MAPE:  2281.284035441137

	Predictor:  RandomForests
		Pearson Correlation:  0.6501406744015868
		Spearman Correlation:  0.5859579590919564
		Coefficient of Determination:  0.36609828780485565
		RMSE:  0.3605256351122491
		NRMSE:  0.0866439882509611
		MAPE:  553.9801709174884
		Pearson Correlation:  0.49424807168313134
		Spearman Correlation:  0.5094283484538095
		Coefficient of Determination:  0.24069174897983325
		RMSE:  0.3665364231844804
		NRMSE:  0.1318049635673632
		MAPE:  319.4158413922059

Protein:  CTNNB1
x_train_column_count:  994
x_train columns:  ['STAG3L2', 'KRTAP5-9', 'SNORD115-22', 'GPR39', 'DLK1', 'COBLL1', 'SLCO4C1', 'ELF2', 'HSD17B10', 'SAT1', 'HBA1', 'DDX50', 'RAD54L', 'FGF2', 'FCRL1', 'BLNK', 'STK31', 'SP7', 'NBEAL1', 'LCOR', 'RAP2C', 'MSL3', 'NDUFA13', 'FHOD1', 'LOC284441', 'SMIM24', 'CCDC71L', 'FOXO4', 'SNORD116-11', 'AMER2', 'TTC27', 'SYNE3', 'CCDC115', 'GSTA5', 'CFHR5', 'LRWD1', 'MRPL52', 'FXYD2', 'AKTIP', 'EEF1A1P9', 'TMEM132E', 'SSR2', 'POU3F2', 'MBTPS2', 'SNRNP27', 'ZNF473', 'SLC4A10', 'MED4', 'CLINT1', 'LRRC18', 'PPARD', 'CRAT', 'ZCCHC14', 'DNAJC22', 'PRH2', 'SMARCAL1', 'ME3', 'PSMC1', 'CELF2', 'FAM135B', 'EGFL7', 'MTIF3', 'FAM65C', 'GBGT1', 'OR9Q1', 'PSMB10', 'TNFRSF1A', 'NYAP1', 'SLC2A4RG', 'IL25', 'TRIM42', 'SRSF4', 'UQCRH', 'FCER1G', 'CYB5B', 'ADCY10P1', 'SS18', 'C17ORF58', 'C16ORF87', 'OR13H1', 'STX4', 'CCT8', 'FAM83A-AS1', 'DEFB131', 'OR14I1', 'PACS2', 'ST6GAL1', 'ANKRD54', 'GDAP2', 'IKZF4', 'CD248', 'SUPT3H', 'TUBA4B', 'SNORA27', 'MYEOV2', 'TTI2', 'REEP1', 'NT5C3A', 'COX6A1', 'C12ORF50', 'TMEM55A', 'ATXN3L', 'DCAF12L2', 'SLC45A2', 'ZNF267', 'SNRK', 'GJA8', 'FAM57A', 'USH1G', 'MAZ', 'TRIM24', 'FGD2', 'STAMBP', 'VAMP4', 'PDE8A', 'SLC22A9', 'DHFR', 'ITPK1-AS1', 'ALX1', 'PSME4', 'USP32', 'TMEM40', 'USP17L9P', 'MYOF', 'TUBG1', 'JAGN1', 'ROPN1', 'CCDC163P', 'TBL1Y', 'KLRF1', 'DENND6A', 'DIAPH2', 'EED', 'ZNF575', 'GCLC', 'GLA', 'LSMEM2', 'KIR2DL4', 'LINC00895', 'ISL2', 'NUDT21', 'CHST14', 'PPFIA3', 'VAMP7', 'IDH3A', 'C9', 'PDE6A', 'SNORD115-25', 'DQX1', 'HNRNPU', 'KAAG1', 'UBA6', 'FOXRED2', 'PNN', 'BCAM', 'KLHDC2', 'PLEK', 'PIP4K2B', 'KCND3', 'SCARNA17', 'MMADHC', 'MT1X', 'KRTAP10-8', 'DUSP23', 'ZNF557', 'LILRA2', 'FOXD4L6', 'AMIGO1', 'ADRB3', 'PARD6G-AS1', 'TNFSF10', 'PKD2L1', 'ETFDH', 'PEX26', 'CORO1C', 'OSTF1', 'MANF', 'PALB2', 'BCDIN3D', 'AASDH', 'MAP3K14-AS1', 'GLOD5', 'SARDH', 'RHEB', 'IRX6', 'ZFYVE26', 'G2E3', 'LACRT', 'SPOP', 'TMEM261', 'KCNC4', 'LINC00235', 'TOR2A', 'ZNF483', 'PAX8-AS1', 'GNB1L', 'ZG16B', 'ZNF320', 'ADGRF1', 'CD52', 'CCM2', 'KIAA0125', 'MED11', 'CNN2', 'CST2', 'POGZ', 'GOLGA8DP', 'C18ORF42', 'RELB', 'FAM173B', 'SMPD1', 'LYST', 'ABCA11P', 'RHOC', 'C11ORF42', 'AACS', 'TMED6', 'FAM71C', 'OR2T33', 'EFNA1', 'HOXB7', 'MASTL', 'TRIML2', 'LINC00667', 'SYNJ2', 'SCGB1D1', 'RER1', 'SNORA5C', 'UNC79', 'MTFR1', 'LINC00847', 'PPP1R2P9', 'SNRNP200', 'SFXN2', 'PMPCB', 'PRDX4', 'FMO5', 'CABP5', 'RAX', 'STX12', 'LGR5', 'TECPR1', 'TGM2', 'VRK3', 'TSPAN16', 'UGT1A1', 'CBX8', 'TSNAX', 'RBP5', 'NUP153', 'OR5M8', 'GBA', 'RNF7', 'FZD10', 'C21ORF2', 'FAM183A', 'CTGF', 'LOC728554', 'HOXB8', 'GPR143', 'ELOVL1', 'LOC100129534', 'LCN10', 'NAT9', 'COX8A', 'LGI1', 'NCBP2-AS2', 'FBXO10', 'ZNF439', 'FRMPD4', 'STX16', 'MIS12', 'C4ORF17', 'MRPS23', 'RPL26', 'TTLL12', 'BAHD1', 'OR2T1', 'ZNF418', 'SNORD115-41', 'AGR2', 'TAS2R9', 'MZB1', 'GAPDH', 'CCNE1', 'RSRC2', 'EIF2AK1', 'MDM1', 'PRPF38B', 'RFNG', 'SNORD114-15', 'GADD45G', 'SEPHS1P1', 'PLEKHB1', 'SCN1B', 'STPG2', 'TTC12', 'PLD2', 'TCEANC', 'RIBC2', 'TPRX1', 'ATP2B4', 'STOX1', 'ZNF19', 'ULBP2', 'FCAMR', 'SLC10A5', 'TEPP', 'TEX29', 'SETD3', 'ZIM3', 'WDR38', 'RAPGEF2', 'LOC100134368', 'ESPL1', 'WDR24', 'PBX1', 'AGPAT6', 'ANKRD36BP1', 'HCRTR2', 'SIRPB1', 'LINC00964', 'CTSG', 'RPL13AP17', 'LINC00520', 'FAM13A-AS1', 'ELOVL5', 'ATP6V1B1', 'BMS1P4', 'FAM134B', 'ABCC9', 'TMEM143', 'APOC4', 'PEMT', 'OR5AU1', 'TMEM134', 'ETS2', 'ZCCHC16', 'SNORD95', 'PQLC2L', 'CCND3', 'HRASLS2', 'ATCAY', 'TLR8', 'ATP1B1', 'LOC652276', 'MED29', 'SFR1', 'LMOD2', 'GALNT1', 'ZNF766', 'PTPDC1', 'SEC11A', 'LOC644172', 'ZNF846', 'NHLH2', 'CCHCR1', 'C8ORF82', 'CRHR1', 'BPNT1', 'GCNT3', 'RNF128', 'SERPINA10', 'ZNF154', 'NKAIN4', 'MICALCL', 'SNORD58C', 'PDXP', 'SIDT1', 'HK2', 'CELA3B', 'NR2E3', 'RPL34-AS1', 'OR51F1', 'KCNIP4', 'RPS26P11', 'RAVER2', 'ZNF716', 'CD163L1', 'AGAP6', 'CTNND2', 'RHBG', 'SEMA5A', 'FRS3', 'TPGS1', 'DIRC2', 'SPDYE7P', 'SERTAD3', 'DMXL1', 'HTR2B', 'MLNR', 'TGFBI', 'TBX6', 'CHAC2', 'CRNKL1', 'NBPF15', 'SLC13A5', 'UNKL', 'SUPV3L1', 'FAM35BP', 'ANKRD20A4', 'C18ORF8', 'LPAR4', 'OAS2', 'CHST4', 'ATE1', 'DEFB124', 'PAXIP1-AS2', 'BLOC1S2', 'PSMG2', 'DNASE1L1', 'PRDM9', 'ZNF296', 'LINC00473', 'PPAT', 'FITM2', 'TM4SF18', 'DGKB', 'SERPINF1', 'MAOA', 'TESC', 'C10ORF113', 'ADGRD1', 'DYNLRB2', 'MRPL39', 'METTL2B', 'MYADML', 'IAH1', 'NGFRAP1', 'PLEKHG6', 'NKAIN2', 'RSL1D1', 'C11ORF70', 'ZMYM5', 'ZNF48', 'NPY4R', 'EOMES', 'NUPR1', 'HOXA11-AS', 'PPL', 'PTTG1IP', 'ALDH1A2', 'CLIP4', 'SHKBP1', 'DOT1L', 'ATP5G2', 'PPP1R11', 'SLC45A4', 'KRTAP5-1', 'FATE1', 'CCDC65', 'SNORD77', 'TFAM', 'ARL2BP', 'TRIM6-TRIM34', 'CT45A6', 'ADHFE1', 'CCDC183-AS1', 'OR1S1', 'ADAMTS18', 'ANKRD23', 'PAQR3', 'ZMYM2', 'OXA1L', 'SLC25A19', 'CD300E', 'HAUS7', 'ISX', 'ZHX3', 'GUCY2C', 'PCDHB10', 'SNORD8', 'SGTB', 'OR13C5', 'HBD', 'NRM', 'ARID4B', 'ZNF791', 'TYRO3', 'SPR', 'SRY', 'SLC37A3', 'SSX2', 'LRRC46', 'FAM189A1', 'RHD', 'ZNF226', 'PRR26', 'DIS3', 'CYBB', 'FEZF1', 'BMP3', 'RECQL4', 'AATK', 'ZNF484', 'PFDN4', 'WFDC10A', 'CNOT7', 'GTF3C5', 'KCND2', 'IPW', 'F2RL1', 'MLLT4-AS1', 'ERGIC2', 'MMRN2', 'TRIOBP', 'IMP4', 'IL1RL1', 'CPSF4L', 'SLC2A8', 'IGHMBP2', 'C11ORF95', 'ASCL2', 'KCNC3', 'OOEP', 'MMP19', 'ANKRD53', 'JMJD7-PLA2G4B', 'IGIP', 'AKAP6', 'EFCAB10', 'UBAP1', 'RTN4', 'TMEM194B', 'SNORA29', 'OR4F15', 'USP3', 'DNAH1', 'SMIM12', 'FAM47A', 'GPR34', 'SNORA48', 'AMMECR1', 'PTPRZ1', 'SLC4A2', 'H3F3C', 'PPIAL4G', 'SEL1L3', 'ABLIM1', 'ANTXR1', 'GOLGA2P5', 'SERPINH1', 'DIP2A', 'MRPS35', 'PPY', 'MGEA5', 'PRPH2', 'FAM58BP', 'EIF3F', 'TMEM52', 'CDK5RAP1', 'IHH', 'KLF7', 'CWC27', 'SMN2', 'SCEL', 'CSF2RA', 'FBXO38', 'ABTB2', 'CLEC18A', 'LRPAP1', 'NOP16', 'GHSR', 'SIPA1L3', 'CRTAP', 'THBS4', 'TBL1X', 'VWC2', 'FAM83D', 'SCUBE1', 'KLF1', 'SNRNP25', 'CIZ1', 'PRPF8', 'PAPOLB', 'PAPL', 'METTL3', 'ADORA2A-AS1', 'FAM99B', 'C1ORF174', 'CABLES1', 'POM121C', 'ZBED4', 'GPM6B', 'CT45A2', 'SLC27A1', 'ZUFSP', 'RANBP1', 'KCNJ9', 'OR4P4', 'FKBP11', 'HSD11B1', 'CGGBP1', 'PPP2R3B', 'EPHX2', 'C5ORF51', 'DTX2P1-UPK3BP1-PMS2P11', 'TPRG1', 'COX8C', 'CEP112', 'ADAMTS14', 'SPTB', 'SHOX', 'FUNDC1', 'GRAMD3', 'FAM214B', 'PAX2', 'BRMS1L', 'TMEM241', 'SLC24A5', 'MGMT', 'LIMS1', 'ZDHHC8', 'PITX1', 'PTPRM', 'RASA4CP', 'NTRK3', 'POLR2J3', 'JMJD4', 'AMER3', 'FAM66E', 'SOCS7', 'RALGAPB', 'SOGA1', 'TMED5', 'ZNF638', 'HS3ST5', 'BOLA2', 'LRRC69', 'NAPG', 'IFIT1', 'SLC4A7', 'MT1DP', 'OTOP3', 'ZNF124', 'TTC3', 'TFIP11', 'SSC4D', 'SPRN', 'CLDN7', 'EIF4EBP2', 'FBXL15', 'PDIA2', 'ZNF827', 'CHMP5', 'NME8', 'APLF', 'CYP39A1', 'MKS1', 'ADAMTS9', 'PCDH10', 'SSR1', 'KBTBD8', 'ZNF385D', 'MED13', 'GHRLOS', 'CFAP57', 'TTLL2', 'DAB2', 'SLC25A20', 'PPBP', 'CFAP70', 'MEIS3P1', 'ASPHD1', 'SNORD97', 'WNT10B', 'LOC644145', 'AIRE', 'TTC22', 'ASCL1', 'RAB27B', 'NMNAT1', 'CYP46A1', 'ZNRD1', 'SNORD18A', 'NCKAP1', 'CES1P1', 'ZNF564', 'PVRL1', 'RBM48', 'NUDT15', 'NOXO1', 'SPICE1', 'NEMF', 'IGFBP6', 'GRWD1', 'BMI1', 'RPL12', 'LIG1', 'HOXC4', 'LOXL2', 'MRPL50', 'NEFH', 'SCN4A', 'DDX23', 'FOXD4L5', 'CDH26', 'CHD1L', 'DIRAS1', 'NR1D1', 'MIR1-1HG', 'FAXDC2', 'ADAM21P1', 'ACRC', 'MTMR11', 'PUM2', 'TANGO6', 'HELT', 'KIAA1919', 'DCTPP1', 'PRTFDC1', 'C6ORF52', 'P2RX6', 'TDG', 'HAR1A', 'WHSC1L1', 'GEMIN8P4', 'GLIPR1L2', 'KRTAP4-9', 'ZNF586', 'TRMT2A', 'TSGA13', 'MYOT', 'RPS19BP1', 'TM7SF3', 'CCDC159', 'STAG3L1', 'ABCB1', 'MARK2', 'KRTAP5-AS1', 'ITGB5', 'BAALC', 'SLC39A3', 'ZGLP1', 'SNORD115-45', 'PRKAA1', 'CD8B', 'EXOC8', 'CA1', 'SNAR-D', 'OR51B6', 'LYPD3', 'OTOA', 'MYPOP', 'ZNF283', 'RBM24', 'RGS7BP', 'FLG', 'MEX3B', 'STRA6', 'MRPL32', 'TMEM184C', 'SLC27A4', 'CAND2', 'PCDH19', 'FGD5', 'ANKRD50', 'TNRC6A', 'TBC1D31', 'C17ORF64', 'RUNDC1', 'SNORA14A', 'TRAF1', 'STH', 'WIPF1', 'B9D2', 'KRT1', 'FGFBP2', 'LINC01089', 'TSPY4', 'IFT81', 'ARHGAP21', 'IQCF2', 'DCTN3', 'ST7', 'OR10A5', 'ERN2', 'OR4C16', 'TMEM223', 'COX19', 'SPEF1', 'NTPCR', 'PAPOLA', 'ASPH', 'APOOL', 'NUSAP1', 'LINC00928', 'DUSP6', 'EDDM3A', 'CABP1', 'WDR11', 'CRCT1', 'APOBEC1', 'MALAT1', 'NDN', 'DOC2B', 'LRRC41', 'KRTAP19-7', 'ACAP3', 'SLC22A7', 'MYH1', 'DYX1C1', 'RRAGA', 'FAM153B', 'FAM57B', 'MTTP', 'TSLP', 'MAPK10', 'ITGAV', 'SUMO2', 'KCTD7', 'LOC285768', 'STARD8', 'PTGER2', 'HTRA3', 'KIAA1328', 'H2AFZ', 'SLC14A1', 'BSCL2', 'FYTTD1', 'KIAA1033', 'NEDD4', 'NME1', 'CFL1', 'SUN5', 'GSG1', 'SIGLEC11', 'LINC00652', 'LARGE', 'AHNAK2', 'OSBP', 'RUNDC3B', 'NF2', 'LSM6', 'VAX2', 'S100A16', 'ATP6V0E2', 'FCGR2A', 'MATR3', 'CHID1', 'OR51B2', 'AKR7A2', 'ITGA6', 'ARID2', 'TMEM176A', 'SNAR-F', 'ASIC2', 'SPACA3', 'PKIA', 'GPR32', 'HSPA6', 'SPON1', 'TEX15', 'HIST1H1C', 'STRIP2', 'TAL2', 'RGCC', 'UCHL1', 'ABI2', 'ZBED2', 'RPL28', 'CRYGD', 'C5AR1', 'MED1', 'ACTA1', 'CRB2', 'HCRT', 'TMEM51', 'OR6N1', 'GABRG3', 'INTS4P2', 'ATP1B4', 'ACTR1B', 'LOC100272217', 'CLEC17A', 'ZNF322P1', 'SUGT1P3', 'LPCAT2', 'KIAA0355', 'TGS1', 'FIP1L1', 'NUP205', 'MRPL44', 'OR51A4', 'TMEM190', 'GNG13', 'TSPAN12', 'TRIP11', 'VWA5B2', 'CDKL1', 'OR2A14', 'WTH3DI', 'ARMCX5', 'LARP1B', 'MOSPD2', 'HYALP1', 'FREM2', 'OXT', 'C15ORF39', 'BMPR1B', 'FSTL1', 'RBMX2', 'C15ORF56', 'HSD11B1L', 'CELSR2', 'LMNB1', 'LRR1', 'PRDM15', 'SPACA7', 'UMPS', 'GXYLT2', 'MYO3B', 'SMURF1', 'GATM', 'CGB1', 'FAM63A', 'ATP6V1A', 'HSD17B1', 'KIF4A', 'ZNF274', 'DEXI', 'TSPAN32', 'STAT3', 'FER1L5', 'NKD2', 'ZSWIM2', 'DNAJC4', 'GTF2IRD2B', 'GTF2H2C', 'C1ORF105', 'TRIP13', 'NUP98', 'SYT2', 'GRIN2C', 'PRKCI', 'MMD2', 'C11ORF88', 'HPVC1', 'CDX4', 'RPGRIP1', 'ST8SIA1', 'FCRLA', 'RBFA', 'VAT1', 'TBX18', 'KLHL22', 'C17ORF104', 'ZNF788', 'FAM21C', 'ADORA3', 'ARRB2', 'UBAP2', 'OLIG3', 'RSU1P2', 'TRIM64', 'RPIA', 'ITGA9', 'CANX', 'TAC1', 'SPRR1A', 'EPC2', 'GRIK1', 'ELMOD1', 'STT3B', 'GRAMD1B', 'LPCAT1', 'GYPA', 'KIAA0753', 'AMFR', 'RNY4', 'EEF1B2', 'COA1', 'CERK', 'NXF3', 'LINC00488', 'SLC16A6', 'DRAM2', 'MINA', 'FAM138D', 'SLX1B', 'SFTPD', 'FDX1', 'PSMG1', 'SLC22A4', 'PLA2G7', 'PDLIM3', 'IFT22', 'SYS1', 'TNFAIP6', 'KLRB1', 'FAM66A', 'RABEP2', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.41897644861846284
		RMSE:  0.8782004120680554
		NRMSE:  0.17699587078381512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5843844136424388
		RMSE:  0.9452480588674593
		NRMSE:  0.23451795238114906
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  2.0013721649567722e-14
		NRMSE:  4.033642027846852e-15
		MAPE:  1.7328071393058e-11
		Pearson Correlation:  0.06595798467018635
		Spearman Correlation:  0.1588820602868013
		Coefficient of Determination:  -55.06070797042685
		RMSE:  5.622698578585858
		NRMSE:  1.395002872670535
		MAPE:  1284.7493354023813

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.1006133841637655, tolerance: 0.02918679256026189
  positive)
		Pearson Correlation:  0.9999304094975343
		Spearman Correlation:  0.9998840517850883
		Coefficient of Determination:  0.9998502608587252
		RMSE:  0.009021395275134455
		NRMSE:  0.0018182065169467028
		MAPE:  7.309743390342064
		Pearson Correlation:  0.035822271550600755
		Spearman Correlation:  0.042390986245244365
		Coefficient of Determination:  -18.321015611490512
		RMSE:  3.30088572244258
		NRMSE:  0.8189564140432145
		MAPE:  1288.5560506669062

	Predictor:  RandomForests
		Pearson Correlation:  0.6477197399683473
		Spearman Correlation:  0.616165901146911
		Coefficient of Determination:  0.2859684351724977
		RMSE:  0.6229665791481582
		NRMSE:  0.1255550676478139
		MAPE:  501.3506948884119
		Pearson Correlation:  0.5272733704719634
		Spearman Correlation:  0.4577455857965077
		Coefficient of Determination:  0.1861973187291216
		RMSE:  0.6774466066029845
		NRMSE:  0.16807587123579232
		MAPE:  277.189870391024

Protein:  CCNE1
x_train_column_count:  352
x_train columns:  ['HCST', 'RITA1', 'RBM15B', 'PGA3', 'PBLD', 'KRTAP9-2', 'CYB5R3', 'FAM66A', 'OR4C12', 'DTX1', 'CYB5R4', 'CCL24', 'HOXC5', 'CERS1', 'MAPRE2', 'GATS', 'ATG4B', 'SPACA6P', 'ARSH', 'GNG4', 'OSGEP', 'UXT', 'USH1G', 'NALCN', 'MAP3K10', 'SBSN', 'ZNF202', 'SUPT20HL1', 'IL4I1', 'LOC93622', 'LEO1', 'PDS5B', 'RNF217', 'ZNF2', 'FGGY', 'SNORD62A', 'SERPINA13P', 'PNPLA6', 'FERMT2', 'FAM132A', 'RAI2', 'GADL1', 'VSTM4', 'EIF5A', 'LRRN4', 'NEDD1', 'ANKIB1', 'PLOD1', 'PDZD3', 'FOLH1', 'HTRA1', 'NTN3', 'C9ORF129', 'MYCNOS', 'FCRL6', 'HOXA6', 'C10ORF91', 'SLC8A2', 'ADCK3', 'KCNJ5', 'GALNT3', 'LINC01020', 'C5ORF60', 'RBM20', 'ZCCHC14', 'TTC13', 'FBXO27', 'LINC00592', 'LINC01300', 'OR51L1', 'SMIM6', 'FMN1', 'HSDL1', 'PHC2', 'SLC16A12', 'PAXBP1', 'TMEM44', 'CLPTM1', 'HMGB2', 'AGR3', 'DLK2', 'CCDC178', 'ADGRE3', 'TMEM110', 'TMCO5A', 'FAHD1', 'KCNQ4', 'EIF4E2', 'VARS', 'BMP8A', 'GALR1', 'ZNF645', 'NRG3', 'L2HGDH', 'PLA2G2D', 'LRP5L', 'ZNFX1', 'ICAM3', 'PDZD2', 'GALNTL5', 'TMED8', 'DCAF6', 'DEFB119', 'NUDT3', 'CALM3', 'FBXO18', 'CASC4', 'FAM58BP', 'DPCD', 'IFNL3', 'PUS7', 'SLC38A9', 'TRIM25', 'LRRC37A', 'QRFPR', 'ZNF70', 'JUNB', 'CCDC77', 'AMPD3', 'ORMDL3', 'NOXA1', 'AKAP12', 'PKN2', 'C9ORF89', 'ZNF398', 'NHLRC1', 'OR6C68', 'GLTSCR1L', 'C1ORF112', 'LOC728613', 'BAZ2B', 'SKA3', 'SUCNR1', 'SEPHS2', 'AOAH', 'NPAS1', 'INSRR', 'SDC1', 'MAGEB16', 'MEF2BNB-MEF2B', 'CLPS', 'TRIM35', 'GDAP1L1', 'GRAMD3', 'DDX28', 'TMEM56', 'NKAIN1', 'DMRTC1B', 'BRINP1', 'SP110', 'C19ORF45', 'C19ORF38', 'MS4A14', 'VPS37B', 'IL17D', 'KCNV2', 'CROCCP3', 'MUC6', 'FBXL16', 'HPVC1', 'FAM197Y2', 'ATP5G3', 'EXOC2', 'MOCOS', 'LCN9', 'HSP90AB1', 'PPIAL4E', 'TRIM36', 'KLF17', 'SNORD115-31', 'GOLGA2P5', 'HSPA1L', 'SFXN5', 'RANBP3L', 'LINC00114', 'GULP1', 'CD180', 'LCE1A', 'PDX1', 'RNFT2', 'SGOL1', 'DEGS1', 'CRTC3', 'PRDX2', 'PNPLA3', 'RPS6KB1', 'P2RX1', 'MANBA', 'HIST1H1E', 'FAM181A-AS1', 'PLEK', 'LYPLA1', 'RAB19', 'ZNF675', 'SNAP23', 'HHLA2', 'POLR2A', 'SKINTL', 'LGALS9', 'PRDX6', 'NOTCH1', 'LARP1B', 'ZIK1', 'TRIM34', 'IPO5', 'OR51B4', 'FAM188A', 'UBXN11', 'ID2B', 'GSTM2P1', 'ZNF74', 'OR52J3', 'SCARNA12', 'ZNF75A', 'C9ORF156', 'DBF4', 'PPIL2', 'LASP1', 'ST13', 'FMR1NB', 'MEOX2', 'DMXL2', 'RNASE1', 'UBE2D2', 'MSH4', 'FYN', 'CEACAM7', 'KIF25', 'ORAI1', 'HCG4B', 'IGFL1', 'OR13A1', 'TMEM125', 'USHBP1', 'SSR2', 'ZNF429', 'C3ORF17', 'VWC2L', 'CWC25', 'PCNAP1', 'RDH14', 'FAM71D', 'TYMSOS', 'COLQ', 'SUSD2', 'NSMCE2', 'LOC100268168', 'LAMA1', 'ACSF3', 'C4ORF45', 'PSMB8', 'ZNF688', 'TRIM9', 'COBLL1', 'ATP8A1', 'KRT27', 'RNASE2', 'TIMP2', 'ZFP36', 'LMBRD1', 'CD63', 'TTTY9B', 'OSBPL1A', 'KRT78', 'SCIMP', 'BRK1', 'MTHFD1L', 'SUN2', 'CAPZA3', 'APOF', 'ST5', 'TSPY4', 'CHRAC1', 'SERPINB7', 'SERPINA9', 'AWAT1', 'PYCR2', 'GPR161', 'DCDC1', 'ABCC6P2', 'ACACA', 'TAAR2', 'CCBL1', 'BAHCC1', 'FOXP4', 'PCDHB15', 'USH2A', 'PNCK', 'FJX1', 'CYP3A4', 'CD99', 'ECH1', 'MEGF9', 'MFRP', 'TXNRD1', 'CDC26', 'NPY6R', 'MRPL37', 'GTF2F1', 'ADGRB3', 'FBXO34', 'SP7', 'NEFH', 'VASP', 'NUTM2A-AS1', 'POU4F2', 'PIGL', 'SLC25A12', 'ZBTB38', 'CLEC18C', 'ESYT2', 'VPS4A', 'ACTN2', 'COLGALT1', 'SPATA24', 'UBQLN1', 'FOXA3', 'ABL2', 'SYT12', 'TGM7', 'LIMCH1', 'SLC16A1', 'SNORD33', 'GUCY1A3', 'GSTA5', 'PCF11', 'JAM3', 'C1QTNF9B-AS1', 'WDR33', 'MAFG', 'RNF19A', 'SPCS3', 'SMCP', 'CYTIP', 'MTMR10', 'RNPEPL1', 'MFSD9', 'SPERT', 'MYBPHL', 'NOA1', 'SUPT16H', 'BPTF', 'MYO1C', 'PTCHD3P1', 'CKAP2', 'OXR1', 'ANP32AP1', 'SPDYE1', 'MMP16', 'ATG16L1', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.7135069779129597
		RMSE:  0.7967382438332794
		NRMSE:  0.19227700939577658
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.179220592822603
		RMSE:  0.7927883268238614
		NRMSE:  0.2823823069719898
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.48367116033059243
		NRMSE:  0.11672446372338549
		MAPE:  119.9663870203584
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008650225247206267
		RMSE:  0.5393577763958428
		NRMSE:  0.19211318838676503
		MAPE:  85.21064296831354

	Predictor:  LinearRegression
		Pearson Correlation:  0.9587263295820769
		Spearman Correlation:  0.87208026987553
		Coefficient of Determination:  0.9191561750339209
		RMSE:  0.13752245582333697
		NRMSE:  0.033188323436382214
		MAPE:  33.008988051956095
		Pearson Correlation:  0.13994293331836352
		Spearman Correlation:  0.38011413520632137
		Coefficient of Determination:  -15.371786806732352
		RMSE:  2.172974801395128
		NRMSE:  0.7739892435957713
		MAPE:  121.46279613954592

	Predictor:  ElasticNet
		Pearson Correlation:  0.9494283571209493
		Spearman Correlation:  0.8520828929981037
		Coefficient of Determination:  0.9013604233053311
		RMSE:  0.15190630240455338
		NRMSE:  0.03665958018306185
		MAPE:  40.26162441307359
		Pearson Correlation:  0.5029230872578424
		Spearman Correlation:  0.5245439469320067
		Coefficient of Determination:  -0.42737629978439395
		RMSE:  0.6416170416817736
		NRMSE:  0.2285367913381206
		MAPE:  71.47950778948095

	Predictor:  RandomForests
		Pearson Correlation:  0.8592125258606597
		Spearman Correlation:  0.7214535494875526
		Coefficient of Determination:  0.7309008461578619
		RMSE:  0.2509032915290131
		NRMSE:  0.0605505445686254
		MAPE:  54.7314814903877
		Pearson Correlation:  0.8465246894088339
		Spearman Correlation:  0.7071265796637546
		Coefficient of Determination:  0.7113605234286724
		RMSE:  0.28852570703776786
		NRMSE:  0.10276961960383539
		MAPE:  42.51670583518446

Protein:  CCND1
x_train_column_count:  859
x_train columns:  ['PHOX2B', 'ITIH2', 'C12ORF76', 'C14ORF80', 'HS2ST1', 'GUF1', 'HIST2H2BA', 'CEL', 'SLC25A5-AS1', 'PIK3CD-AS1', 'DAB1', 'ZFYVE9', 'DKC1', 'LIX1L', 'CA5BP1', 'F2RL1', 'WDR33', 'BRD7', 'PSMA2', 'CUZD1', 'CCL18', 'NOL4', 'OR8G2', 'MIB2', 'NLGN4X', 'TAF6L', 'GDI2', 'C19ORF45', 'RSAD1', 'RWDD3', 'SLC7A11', 'RPRML', 'GABRP', 'OR10J3', 'CDS1', 'IRF2BP2', 'EXOC7', 'CST2', 'ABHD11', 'PGK1', 'WBP5', 'STK19', 'SAT2', 'CSNK1A1P1', 'DUSP23', 'MLLT6', 'IGSF22', 'FBXL20', 'ZWILCH', 'OIT3', 'CCDC176', 'CST5', 'BCYRN1', 'SCGB2A1', 'PRDX2', 'MBD3L1', 'ZNF543', 'NEGR1', 'CYP4F3', 'GEMIN6', 'VGLL1', 'H1FNT', 'TAP2', 'LRRFIP1', 'SHCBP1', 'LOC401127', 'CCDC107', 'SNORD114-16', 'PLB1', 'SEC61G', 'ROPN1', 'DEFA1B', 'PCDH7', 'TRIM78P', 'PPP3CB', 'POTEF', 'XYLB', 'TPD52', 'HSD17B4', 'THBS2', 'CHPF', 'PCDHGA1', 'CFAP57', 'NUB1', 'TTC28-AS1', 'METTL13', 'COX7B2', 'PBLD', 'HTR7P1', 'SYTL5', 'SEC22A', 'CRYGA', 'RASSF1', 'ATP1A1-AS1', 'MTHFD1L', 'BBOX1', 'TRAPPC5', 'ZBTB5', 'INS-IGF2', 'GRIA1', 'OR5B2', 'DNAH3', 'C9ORF50', 'CLK4', 'DOCK11', 'SNORA28', 'SNORD66', 'VBP1', 'DFNB59', 'GOLGA3', 'PSMD9', 'SEH1L', 'C7ORF50', 'TNS4', 'ERCC1', 'DGKI', 'ZNF385A', 'LRRC25', 'PABPC4', 'RAP2C', 'MIER2', 'STK26', 'PFKFB3', 'PCDH11Y', 'RBP1', 'FAM182A', 'AP1S3', 'EDRF1', 'TSPAN33', 'HCCS', 'STX3', 'THAP10', 'RNF114', 'CAP1', 'EPS8', 'OS9', 'ZNF674', 'GPX8', 'GRB2', 'TMPRSS2', 'C1ORF204', 'ZDHHC17', 'TCF7', 'PVRL2', 'COG1', 'OTOP2', 'HES2', 'TTC9C', 'ZNF263', 'SUOX', 'KRT9', 'ZNF717', 'TONSL', 'THUMPD2', 'LINC00982', 'ZNF24', 'ZMYND10', 'LIPG', 'EXTL2', 'GID8', 'CHRNA4', 'MKNK1', 'GNG12', 'RDH10', 'ZNF750', 'PIK3C2G', 'SEPT1', 'P4HTM', 'PTPRR', 'GAK', 'UBE2MP1', 'ITGB4', 'C20ORF194', 'ZNF593', 'SRCAP', 'TMEM230', 'FES', 'MAPKAPK5', 'AQP3', 'RAD1', 'OCA2', 'CD40', 'ERBB2IP', 'RALGDS', 'CLTA', 'C1QL1', 'SPOCK1', 'RAD51B', 'GATM', 'RBPMS2', 'ZNF767P', 'VDR', 'PHKB', 'FIZ1', 'NXF1', 'VIT', 'SRP72', 'ARHGEF1', 'OAZ3', 'FAM83A', 'CPNE5', 'CIDECP', 'ESF1', 'MT4', 'SOX15', 'CHIC1', 'KIAA1755', 'HIST1H4C', 'IL4R', 'SERPINE2', 'FAM208B', 'NBPF22P', 'FAM96A', 'SNORD126', 'SWI5', 'TSIX', 'OR56A3', 'ZNF714', 'OSGEP', 'F2R', 'NAA15', 'ARHGEF3', 'PRMT9', 'NACC2', 'IWS1', 'IL12B', 'UBXN10', 'PAPOLB', 'PSMD12', 'FUBP3', 'TMEM182', 'NANOS3', 'HBG2', 'RPL6', 'SEMA3D', 'CCNB1IP1', 'SNORD86', 'DCUN1D4', 'SERPINB6', 'LRRC70', 'PTPRS', 'NAA30', 'WNT8A', 'CDK16', 'MTMR4', 'TEX13B', 'CCDC65', 'MAP1B', 'DHRS7', 'CYP17A1', 'TRIM9', 'SMG8', 'TADA2A', 'NUDT13', 'ALG3', 'CDC45', 'CC2D1B', 'C4ORF45', 'INPP5D', 'MED13', 'RGS9', 'IFNLR1', 'OR2C3', 'BRDTP1', 'KIF18A', 'PTGES3', 'STC1', 'CDC42SE2', 'ULK4P3', 'MAZ', 'AGMAT', 'BPIFC', 'SMARCA1', 'TOE1', 'GCAT', 'CXADRP2', 'LHX2', 'ROBO3', 'KRTAP12-1', 'FLYWCH2', 'C1QL3', 'SNORD81', 'LIN7A', 'KCNK12', 'OR2L2', 'SMAD9', 'AKAP10', 'ATP5L', 'SERPINB2', 'C1ORF110', 'RCVRN', 'CSGALNACT2', 'FOXR1', 'RABL2A', 'C21ORF62-AS1', 'ZNF331', 'DPY19L2', 'PFN1P2', 'TFAMP1', 'OR10R2', 'LYZL6', 'EDDM3B', 'PMS2P3', 'GFI1', 'RNASEH2B', 'SLC7A7', 'SKINTL', 'ZNF333', 'SPTSSB', 'MUC16', 'RAB39B', 'APOLD1', 'MIR1-1HG', 'OR10P1', 'MX2', 'GPR176', 'ZNF786', 'CLCN1', 'IGFLR1', 'ZBTB20', 'LEO1', 'OR5M9', 'STAC3', 'TMEM120B', 'CX3CR1', 'C11ORF74', 'SMIM20', 'WDR64', 'ANKRD28', 'CCDC7', 'ARID1A', 'NR1H2', 'BCAS4', 'PGC', 'RCN3', 'KDR', 'TMED1', 'DGCR2', 'RUVBL1', 'PGK2', 'LINC00152', 'CACNG5', 'GTF2A2', 'FTMT', 'ZACN', 'C1GALT1C1', 'PAX8-AS1', 'OSCP1', 'TPRA1', 'ARL15', 'AGR3', 'SNORD114-30', 'FCGR2C', 'ZBP1', 'ANXA2P2', 'HDC', 'CNPY4', 'ARL4D', 'CCDC183-AS1', 'TMEM8A', 'EVI5L', 'LOC613037', 'KRIT1', 'GDNF', 'KPRP', 'CLDN2', 'AGBL4', 'C10ORF67', 'SNORD111B', 'P2RY2', 'ZNF426', 'GYPA', 'GCSAM', 'SETD6', 'CLU', 'AMPH', 'TBC1D5', 'TMEM256', 'METTL18', 'TAS2R13', 'EXOSC7', 'TACC2', 'LIMS2', 'GAGE8', 'IER5', 'SP1', 'ADORA2B', 'SNORD85', 'SUGP1', 'PRAMEF20', 'SCGB3A2', 'LHFPL3-AS2', 'MMP15', 'KRTAP20-4', 'DCDC2B', 'HAL', 'FAM63A', 'XIAP', 'KLHL34', 'EPS8L3', 'RGS20', 'ZNF789', 'TNFRSF4', 'PDE1B', 'HEATR1', 'GREB1L', 'TMIGD2', 'HADHA', 'ZNF572', 'PSMA1', 'LGALS9C', 'SYT5', 'CRIP2', 'SS18L2', 'FAM66D', 'SCARNA8', 'LBX2', 'CALR', 'SRSF11', 'BIN3-IT1', 'LIPF', 'OPN1MW', 'RCAN1', 'RAB5C', 'JAM3', 'YEATS2', 'DNAJA1', 'TREX1', 'SPATA31A5', 'MRPS33', 'DHRS9', 'ATRIP', 'RAD9A', 'YY2', 'C15ORF62', 'PEX16', 'KCNAB2', 'UBA6', 'FAM175B', 'RPP14', 'TCAF1', 'FAM131B', 'PRELID1', 'CATSPERG', 'SPAG8', 'ZNF645', 'GSTO1', 'PRKCE', 'EPHB3', 'SNORA53', 'MATR3', 'SELM', 'SNORD115-44', 'TBX15', 'XPO5', 'CYP1A1', 'NGRN', 'CLN6', 'ARFIP2', 'HSPA1B', 'IDS', 'APOC1P1', 'AP3D1', 'EIF2S2', 'ERMARD', 'OR6K2', 'ILF3', 'RPRM', 'TMEM98', 'ZNF292', 'RITA1', 'OTOR', 'OR10H2', 'SLC25A28', 'MSTO2P', 'ARL14', 'ANKRD35', 'PTTG2', 'PPIL6', 'SNORD116-11', 'RERGL', 'ADCY2', 'UBE2D1', 'DIAPH2', 'MDFIC', 'KRT73', 'PILRB', 'SLC22A25', 'PRCD', 'EPHX3', 'MAN1C1', 'CYSLTR2', 'FAM184A', 'CPTP', 'OR4N5', 'KNG1', 'CSTA', 'OR4C6', 'CLEC2L', 'ELMOD1', 'ARPC2', 'G3BP1', 'ISY1', 'TSNAXIP1', 'PPP3CA', 'ARMCX1', 'TOP1P1', 'FCRLA', 'PCDHB7', 'CAMSAP3', 'SAP30BP', 'SPRR2C', 'CDNF', 'FPR3', 'IKZF2', 'CEP83-AS1', 'PEX11A', 'NRM', 'LINC00910', 'CP', 'CHRNA1', 'FRYL', 'RAB35', 'ANKRD22', 'TNXB', 'STIM2', 'OR2C1', 'CLIC5', 'MAP4K3', 'RAN', 'TSSK1B', 'ADAMTSL5', 'POLR2I', 'PPAPDC1B', 'SLCO2A1', 'GPR68', 'PPP1R26', 'SPEN', 'GTDC1', 'LRRC45', 'DEFB132', 'MAPK10', 'RNFT2', 'RAP1GAP2', 'PALMD', 'CLPS', 'PPP1R14A', 'POSTN', 'NEMF', 'KRT82', 'ELOF1', 'CDC6', 'SNORA30', 'NPS', 'CCDC36', 'HIST1H4L', 'C10ORF131', 'GSE1', 'MEFV', 'CREBZF', 'PCDHB8', 'IL2RA', 'ITGA9', 'SEMA5B', 'GDF2', 'HPDL', 'PIM2', 'GNA11', 'LSM3', 'UGGT2', 'AURKB', 'ZNF436', 'ID2B', 'ZKSCAN1', 'RFX5', 'PRSS57', 'WEE2-AS1', 'WBP1L', 'SRSF1', 'SNORD115-45', 'CKMT2', 'RBM26', 'BDKRB2', 'CDKL1', 'TP53I13', 'TNFRSF13C', 'TECTB', 'TTLL5', 'ABHD17C', 'TCAF2', 'ZNF577', 'PRCP', 'NACAP1', 'IDH1', 'RPL21', 'HAND2', 'PCSK6', 'FBXL8', 'NRADDP', 'CD274', 'B4GALNT2', 'PEG10', 'LSM6', 'CDC37', 'ZW10', 'CRCP', 'SLC17A4', 'DGKA', 'LRRC6', 'FAF1', 'HRNR', 'EMC6', 'STYXL1', 'G6PC3', 'EFHD1', 'PDGFA', 'LOC344967', 'SYNJ2', 'MTX2', 'CSTF2T', 'COL21A1', 'CD3EAP', 'FAIM2', 'IFNK', 'GRM6', 'ATP1A4', 'PTRH1', 'LRRC47', 'CIAO1', 'RTN3', 'ZFYVE28', 'ANKRA2', 'ODAM', 'MAB21L2', 'MAATS1', 'PABPC5', 'RPS7', 'COQ9', 'DERL2', 'CENPK', 'EIF5B', 'BPIFB3', 'TNFRSF13B', 'KHDC3L', 'C4ORF17', 'ARNTL2', 'ZUFSP', 'EPB41L4B', 'PRR14', 'TSR1', 'NCR2', 'MRGBP', 'IRGC', 'PSMA6', 'SH3RF1', 'CA9', 'EPHA3', 'ST13', 'GCNT1', 'SPACA6P', 'FBLN1', 'POLR3H', 'UGT2A3', 'IFNB1', 'TUBB2A', 'SUSD5', 'TSEN54', 'GCLC', 'RNMT', 'MESDC1', 'NICN1', 'GCA', 'GALP', 'RNF150', 'PECR', 'GOLGA8A', 'LINC00242', 'VEGFC', 'TSPAN3', 'MGC72080', 'SNORA31', 'ZNF221', 'DNAJB11', 'SNORD17', 'PACSIN1', 'ARHGAP18', 'SNORD115-32', 'RASGEF1A', 'OGFOD1', 'BTBD17', 'PYCR1', 'HLA-DRB1', 'SPRY2', 'LOC389705', 'RAB38', 'DBF4', 'ATP5O', 'CLEC11A', 'EVL', 'ALDOB', 'SNRPE', 'HOXC12', 'SPRR3', 'PATE4', 'KLC3', 'BCL10', 'TBC1D25', 'IL9', 'PFDN2', 'TNMD', 'LGALS14', 'UBQLNL', 'ZSCAN10', 'CT45A2', 'MGST3', 'SEPT10', 'FCGR1A', 'POM121L2', 'LOC389332', 'ETAA1', 'C9', 'ADGRE4P', 'C1QTNF2', 'KRT6A', 'SLC25A23', 'SH2D4B', 'MAN2B2', 'GRIA3', 'TSHR', 'MAT2B', 'ELOVL2', 'SYCP3', 'PTPRO', 'ADRM1', 'WDR47', 'MAP3K4', 'ZNF585B', 'POU6F2', 'MRPL55', 'C3', 'ZNF800', 'BCLAF1', 'FAM217B', 'DDAH2', 'BIVM', 'C4ORF48', 'KRT31', 'GPN2', 'IRF9', 'FAM195B', 'IRF7', 'LRRC71', 'RPP25L', 'SPRR2F', 'DNMT1', 'AFG3L1P', 'HS3ST5', 'FAM150A', 'C8ORF86', 'RSPO4', 'PPP1R3F', 'ZNF253', 'SIRPA', 'RALGAPB', 'IFITM2', 'SOCS1', 'LIMD1', 'NFS1', 'LOC284023', 'AMPD2', 'COA3', 'HSPA12B', 'YBX1', 'DDX27', 'NMB', 'MED6', 'SEMA3F', 'PABPC3', 'PRKAB2', 'C1ORF226', 'BCL11B', 'TSPYL4', 'NDUFA7', 'GABPA', 'C19ORF12', 'SDC4P', 'ICE1', 'CWC27', 'SNORD27', 'DIP2B', 'CAPZB', 'GPD1L', 'MEG8', 'PAPLN', 'RHPN2', 'NR0B1', 'L3HYPDH', 'PLAT', 'B3GNT9', 'MSX1', 'PDK3', 'MCM2', 'SPTBN4', 'COL7A1', 'KIAA1257', 'SIRT2', 'PGAP2', 'CD33', 'MS4A13', 'SLC25A20', 'LRRK2', 'CARTPT', 'IL6ST', 'CCDC64', 'ATP6V1G1', 'KBTBD7', 'KCNC1', 'FBF1', 'FAM150B', 'FAHD2CP', 'PCNA', 'C12ORF73', 'SNORD38B', 'EPS15L1', 'EBPL', 'UFC1', 'YEATS4', 'STH', 'BOC', 'PDC', 'C3ORF38', 'ZNF814', 'LOC145474', 'HMP19', 'INMT', 'PWAR1', 'SCARB2', 'NLRP4', 'SNORA71B', 'UBN2', 'DHX37', 'MED17', 'NAIP', 'HAND1', 'TRAP1', 'NRIP2', 'IGF1R', 'PLBD1', 'TUBBP5', 'HDAC5', 'PSMD14', 'ZNF835', 'SEPT7P9', 'PCGF2', 'FHOD3', 'MUTYH', 'ERBB4', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.46307157054532877
		RMSE:  0.2889602070536637
		NRMSE:  0.17371452011738692
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5143850316766378
		RMSE:  0.2891269997261264
		NRMSE:  0.20591917819933792
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  6.934669346464192e-15
		NRMSE:  4.168922669238191e-15
		MAPE:  9.01886727433352e-12
		Pearson Correlation:  0.008517634647232056
		Spearman Correlation:  0.027636328163106044
		Coefficient of Determination:  -11.881364211731752
		RMSE:  0.8432404381822909
		NRMSE:  0.6005643825012043
		MAPE:  6763.23057637167

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.3973514573264728, tolerance: 0.0030646775987981157
  positive)
		Pearson Correlation:  0.9992062103103075
		Spearman Correlation:  0.9989565048120642
		Coefficient of Determination:  0.9982644515673115
		RMSE:  0.00995230376115852
		NRMSE:  0.0059830372131864
		MAPE:  15.437965356547382
		Pearson Correlation:  0.10644846786054879
		Spearman Correlation:  0.12337820700419472
		Coefficient of Determination:  -6.430139045391846
		RMSE:  0.640426015977491
		NRMSE:  0.4561178964001275
		MAPE:  5981.522754564558

	Predictor:  RandomForests
		Pearson Correlation:  0.566265718009083
		Spearman Correlation:  0.5539153397844583
		Coefficient of Determination:  0.26132545057517387
		RMSE:  0.2053202678083602
		NRMSE:  0.1234326074042396
		MAPE:  329.7871688615501
		Pearson Correlation:  0.5060619458910673
		Spearman Correlation:  0.5277729002048581
		Coefficient of Determination:  0.23092120502428315
		RMSE:  0.2060420745475153
		NRMSE:  0.14674525279721617
		MAPE:  995.0001150653113

Protein:  ERBB2
x_train_column_count:  665
x_train columns:  ['CRABP1', 'C3AR1', 'MED30', 'ZNF804B', 'BEAN1', 'GDF6', 'CELSR2', 'CPLX3', 'GPR4', 'C16ORF54', 'CLP1', 'LINC01555', 'OR51E2', 'SRSF12', 'CACTIN', 'FANCM', 'CHTOP', 'PFN4', 'LYZL4', 'SLC13A5', 'SMNDC1', 'NETO1', 'LINC00643', 'MORF4L1', 'CDC37L1', 'ZFYVE21', 'C14ORF166', 'CAPN10', 'GPA33', 'ELOVL2', 'FLJ16779', 'GRIK2', 'CLGN', 'AJUBA', 'EMC6', 'KRTAP13-1', 'EPC2', 'ARHGAP30', 'KRAS', 'TMCO5A', 'ABCC6P2', 'DEPDC5', 'ENSA', 'SAR1B', 'C7ORF43', 'ANAPC16', 'ARCN1', 'OR13A1', 'HBA2', 'ALCAM', 'CYMP', 'AP2S1', 'HOXD12', 'SREK1IP1', 'CLPP', 'CLIP2', 'EXOC3-AS1', 'XIST', 'UBQLN4', 'RHBDF2', 'DPP10', 'DCDC1', 'KRTAP1-3', 'TNFSF14', 'RPS6KA3', 'USP12', 'RRBP1', 'AKT3', 'ARAP3', 'NCKIPSD', 'TNFRSF6B', 'MLYCD', 'PARPBP', 'MED12', 'TMSB4Y', 'HRSP12', 'SLC4A1AP', 'TLX1', 'EGF', 'DTNBP1', 'FAM214B', 'TUBA1C', 'KPNA7', 'SNX2', 'MAGEA1', 'ZSCAN32', 'LOC340017', 'BMP7', 'GPI', 'SNCG', 'METRN', 'VPS29', 'BMP5', 'KIAA1875', 'GFM2', 'RHBDF1', 'RPS5', 'KCNJ14', 'ZMYM5', 'ZNF587', 'AFF1', 'ZNF408', 'RBP1', 'ARX', 'TPTEP1', 'CROCCP2', 'IFRD1', 'C12ORF77', 'RASSF8', 'FARS2', 'EPOR', 'ZFP14', 'CSN2', 'CDRT1', 'SDHAP3', 'CYP2D6', 'CEBPA-AS1', 'OR11L1', 'NRP2', 'LOC100132215', 'ZC3H11A', 'MAP3K19', 'CASP6', 'SNORA49', 'MGMT', 'ATP5J2', 'LOC90784', 'ZNF395', 'ZDHHC17', 'HCFC2', 'CDH17', 'TULP2', 'AGR3', 'CABP5', 'VTRNA1-1', 'VTN', 'COL26A1', 'ITPK1', 'ISCA2', 'CHRNG', 'KLHL35', 'GPR45', 'CD59', 'LOC440173', 'NCF4', 'CXCL3', 'MAS1L', 'CLEC4C', 'TRIM61', 'SRP14P1', 'MBD1', 'ANKIB1', 'SERTM1', 'WDR13', 'TNNT2', 'OPN1LW', 'NME3', 'DEPDC1B', 'HLA-DPB1', 'DET1', 'GPR61', 'VPS28', 'SLC27A4', 'EXOC7', 'SNORD115-2', 'RNF20', 'HDC', 'SPCS3', 'TEX14', 'SEC23B', 'BOLA2', 'HDAC2', 'VWA5A', 'BLM', 'RNPEPL1', 'PRAMEF17', 'A2M-AS1', 'CPTP', 'NGFRAP1', 'REM1', 'CLDN8', 'SORL1', 'POU2AF1', 'MAML2', 'NUP153', 'CEP170B', 'RPS26P11', 'LRGUK', 'TMEM86B', 'CCDC113', 'TMC6', 'FADS1', 'MAB21L3', 'SNORA23', 'C12ORF43', 'AIM1', 'SPTBN2', 'PAX1', 'FAM189A1', 'USP25', 'LINC00882', 'COMMD8', 'FAM9C', 'ZNF841', 'INO80', 'KDM8', 'CLIC4', 'GJA9', 'ZP1', 'EIF1AX', 'PDCD2', 'NAA38', 'CDCA5', 'GCNT2', 'OR2L2', 'ZKSCAN7', 'IRX1', 'TRAF5', 'KRT23', 'SSR4', 'FERMT3', 'STRA6', 'TBC1D3P1-DHX40P1', 'ARMS2', 'IGIP', 'KRTAP17-1', 'CDH16', 'ATXN1L', 'MRPL23', 'FAM66E', 'SLC28A1', 'MTERF3', 'CIITA', 'TMC1', 'INGX', 'GATA1', 'ZKSCAN5', 'GOLGA8IP', 'DYNLRB2', 'VCAN', 'HIPK1', 'GPR141', 'KLHL3', 'C10ORF95', 'CEACAM18', 'KALRN', 'FAM126B', 'PROZ', 'NF2', 'NAGK', 'PEX6', 'COL1A1', 'MB21D2', 'SP110', 'NUCB1', 'SUPT20HL2', 'ATRX', 'FOXL2', 'THG1L', 'PSME1', 'ARV1', 'RAB42', 'IL7R', 'SDR42E1', 'C6ORF47', 'ERH', 'YAF2', 'DYX1C1', 'IL23R', 'PYGM', 'RNASEL', 'ICAM3', 'SNX15', 'KLRG2', 'HPVC1', 'PTTG3P', 'TNIP3', 'ENOSF1', 'KRT13', 'TAF1', 'RBM41', 'KCNV1', 'MT1E', 'FOXB1', 'GBX2', 'CCP110', 'NOVA2', 'GGA3', 'AUTS2', 'OR1J2', 'SERINC5', 'COPS7B', 'MRPL4', 'INPP5D', 'TTC17', 'ETV6', 'C3ORF20', 'KIAA0895L', 'PRKD3', 'ZNF772', 'CMAS', 'FN3KRP', 'SNHG15', 'ELAVL1', 'IGF2-AS', 'INSL4', 'PCGF5', 'XPOT', 'HSD3B2', 'SNORD19', 'KLHL8', 'LY6G6F', 'GKAP1', 'EIF3D', 'TUSC5', 'FAM171B', 'GAB2', 'TMEM31', 'SLC8A2', 'ARHGAP9', 'DGCR5', 'SRRM1', 'BAX', 'KCNB2', 'SEPT12', 'ARL1', 'KLK4', 'CYB5D2', 'APOBEC4', 'NKX6-2', 'PAX8', 'MSTO2P', 'TNS2', 'C9ORF139', 'OR9I1', 'MTM1', 'WRAP53', 'ZBED3', 'TTBK2', 'PTPMT1', 'TECPR1', 'KDM6B', 'USP16', 'HRNR', 'YTHDF2', 'TPD52L3', 'LYRM7', 'OR4D2', 'SLC44A2', 'RPL36', 'TMEM107', 'OR10W1', 'CHN2', 'C19ORF57', 'HSPB6', 'MCRS1', 'SNORA66', 'RPAIN', 'FSCN3', 'C22ORF39', 'PAPOLB', 'KIAA1191', 'MMD', 'LINC00628', 'FAM107A', 'CYP1A1', 'JMJD6', 'CCDC137', 'POLR2A', 'TAOK2', 'SIGLEC12', 'SNORD49B', 'RFPL3', 'TMEM189-UBE2V1', 'PI15', 'OR6K6', 'HAO1', 'ANKRD36', 'RORB', 'PROCR', 'ADGRG5', 'CCL8', 'ZDHHC16', 'GNL3L', 'LRRC14B', 'PIF1', 'DHX33', 'ZBTB38', 'AIFM2', 'NPR2', 'S100A5', 'ZNF20', 'MLH3', 'EBI3', 'SFMBT2', 'RGS9BP', 'STOX2', 'MMACHC', 'OR14A16', 'NACC1', 'APOA4', 'ATM', 'LINC00112', 'SCARNA18', 'ARRB2', 'PAPOLG', 'C1ORF61', 'TAS2R8', 'PTCHD3P1', 'NTN4', 'MTHFSD', 'NR1I2', 'PTPRCAP', 'SATB2-AS1', 'RNF126', 'SMCHD1', 'MYO18A', 'SLC43A1', 'HAO2', 'RDX', 'SNORD23', 'CCDC102A', 'COLEC12', 'DPH3P1', 'UNC5D', 'FZD10', 'SEPN1', 'BMP10', 'STAG3', 'NDUFA1', 'CTH', 'UMPS', 'UGT2B10', 'ART5', 'WASF3', 'TET1', 'APBB1IP', 'ZHX1', 'CNTROB', 'ELF5', 'TRMT13', 'RPL28', 'KIF3B', 'PGA5', 'AS3MT', 'C2ORF57', 'MRPL51', 'TBC1D2', 'MRC1', 'MMS22L', 'WDR5B', 'TRIM6', 'METTL22', 'TONSL', 'OR52A5', 'MND1', 'PROK1', 'NOL11', 'C12ORF4', 'TMEM220', 'METTL24', 'SPC25', 'DNMBP-AS1', 'BLID', 'SMEK3P', 'MUTYH', 'CAPZA2', 'NCOR2', 'EXT2', 'CD47', 'LYL1', 'KLHL4', 'PRIM1', 'ALDH1L2', 'PRPF18', 'VSX1', 'C1ORF162', 'MAP3K10', 'C9ORF72', 'GALNT7', 'DRAP1', 'HKDC1', 'IMMP1L', 'IKZF3', 'IFIT2', 'CD70', 'SMARCA5', 'NKX2-1', 'GTPBP2', 'GEMIN8P4', 'OR51G1', 'SNRPB2', 'CFI', 'SLC39A11', 'BANF1', 'VLDLR', 'MGC16275', 'FBXO24', 'TINF2', 'OSTC', 'TAF13', 'NEUROD1', 'MTNR1A', 'CFAP58', 'CBLB', 'RGL3', 'PIGZ', 'GABPB1', 'FAM45A', 'MMP25', 'DLX6', 'EPHX2', 'FAM160A1', 'SPATC1', 'TWISTNB', 'ZDHHC21', 'SNORD72', 'STK36', 'LOC100129034', 'RNH1', 'BLOC1S3', 'CDK19', 'OR8H2', 'HCN4', 'KRTAP20-4', 'FUT3', 'CLEC1A', 'SDK1', 'WDR18', 'OR6C2', 'SLC17A9', 'MRPL52', 'NINL', 'OR3A3', 'OR6B3', 'IRF8', 'ADGRF4', 'RGS11', 'PEMT', 'FAM127C', 'ZNF43', 'ZMYND19', 'ZNF441', 'FBXO9', 'CDC42EP3', 'GSTA1', 'CGB8', 'LINC00937', 'MIR205HG', 'SLC17A3', 'BTBD2', 'PIP4K2B', 'TPM3P9', 'DENND5B', 'TMEM212', 'SCCPDH', 'LCE4A', 'AKT2', 'FOCAD', 'OPA3', 'OLA1', 'SPIB', 'WDR25', 'MEPE', 'CLDN14', 'PLCL1', 'CACNA1B', 'RGS13', 'GIP', 'SNORD44', 'CALR', 'ECE1', 'RNASE11', 'CRYL1', 'FIP1L1', 'IDE', 'FUT6', 'MRPS9', 'LINC01547', 'WDR27', 'SLC25A35', 'PCDHA8', 'CD200R1L', 'TM9SF1', 'TG', 'P2RY10', 'TRAT1', 'NXF1', 'C20ORF27', 'FAM114A1', 'ZC3H18', 'FAR2', 'BPY2', 'EEF1E1', 'FAM186B', 'TGIF1', 'TMEM63C', 'FAM32A', 'LPAL2', 'SOAT1', 'SNORD115-14', 'MRPL12', 'GIGYF2', 'RBM11', 'EBNA1BP2', 'NANOS1', 'ZFAND6', 'VSIG2', 'RRP1', 'TEX12', 'CDYL2', 'FBN3', 'PSPC1', 'ZNF618', 'SSX5', 'DNTTIP2', 'ST13', 'LINC00410', 'CRISPLD2', 'RHOT2', 'GFPT1', 'QPCTL', 'GOLGA7', 'NKPD1', 'FNDC7', 'C17ORF51', 'GOT1', 'EFR3B', 'FAM181A', 'NPHS2', 'HOXD8', 'TTLL2', 'CBX3', 'PRDX6', 'TEFM', 'FAM69A', 'SCAPER', 'GRK4', 'SDCBP2', 'HLA-J', 'CCL24', 'ZYX', 'RAMP3', 'ITGB3BP', 'CLEC1B', 'HS6ST2', 'GJA10', 'CT45A3', 'ATP5I', 'TMUB1', 'RHBG', 'ARL3', 'NELL2', 'TMEM184A', 'STK39', 'ANKHD1-EIF4EBP3', 'H3F3AP5', 'ZBTB37', 'GBP4', 'SLC6A10P', 'N6AMT2', 'TMEM217', 'VEGFA', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10512598969709641
		RMSE:  1.0713675802437574
		NRMSE:  0.18252510013182233
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.044647408489899565
		RMSE:  0.9270678870989714
		NRMSE:  0.17190207437399804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  5.062619169094681e-13
		NRMSE:  8.625004973158222e-14
		MAPE:  2.3063130344828223e-10
		Pearson Correlation:  0.17231021077250347
		Spearman Correlation:  0.20515071700321919
		Coefficient of Determination:  -21.550689316752976
		RMSE:  4.307314498731493
		NRMSE:  0.798686167018634
		MAPE:  5300.438821098629

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3.821411842685273, tolerance: 0.05577498909165362
  positive)
		Pearson Correlation:  0.9982214917037844
		Spearman Correlation:  0.9947927723480267
		Coefficient of Determination:  0.9964264972386813
		RMSE:  0.06092277334112809
		NRMSE:  0.010379197120999044
		MAPE:  46.956248453468866
		Pearson Correlation:  0.30364728836188315
		Spearman Correlation:  0.30025363379182524
		Coefficient of Determination:  -10.571412134828597
		RMSE:  3.085459520527446
		NRMSE:  0.5721230336598269
		MAPE:  3836.2255172310947

	Predictor:  RandomForests
		Pearson Correlation:  0.8538046334809909
		Spearman Correlation:  0.7103445941732767
		Coefficient of Determination:  0.7236995639940886
		RMSE:  0.5357021498698797
		NRMSE:  0.09126567795115248
		MAPE:  396.71640473380535
		Pearson Correlation:  0.8039717298196324
		Spearman Correlation:  0.7273113045366097
		Coefficient of Determination:  0.637672813455971
		RMSE:  0.5459805013343627
		NRMSE:  0.10123873564516275
		MAPE:  251.27079991663913

Protein:  ERBB3
x_train_column_count:  247
x_train columns:  ['CCDC105', 'DNAH2', 'LACC1', 'TNNC1', 'GSTM2P1', 'FAM167A-AS1', 'RASSF3', 'TOPBP1', 'DYNLT3', 'FAM74A3', 'ELFN1', 'SMEK3P', 'FMO3', 'NPHS1', 'NOL11', 'MAP2K5', 'BOLA1', 'WFDC13', 'CSRP2', 'BTN2A3P', 'HIST1H3E', 'MEP1B', 'SNRNP200', 'NHLRC1', 'ARRDC5', 'COBL', 'HOGA1', 'IL17C', 'TRABD', 'MAS1', 'METTL3', 'MICAL1', 'CNP', 'CLSTN2', 'INTS4P2', 'MAPK6', 'KIF1BP', 'RAB40A', 'KDM7A', 'CABP4', 'ARC', 'HKDC1', 'RCOR3', 'PTGIR', 'CSMD1', 'GAGE1', 'MYO6', 'SRRD', 'COL6A2', 'RNF31', 'IQCD', 'IPO9', 'AGER', 'CELF1', 'FAM13C', 'PAGE2B', 'CALCB', 'GAS2L1', 'GOSR2', 'TFPT', 'SDC1', 'HLA-DRA', 'VASN', 'PPP1CA', 'CREBBP', 'CECR5-AS1', 'TUBD1', 'TSPAN16', 'PHOX2A', 'ALOX12P2', 'MMADHC', 'ZNRF1', 'SAV1', 'CP', 'KLHDC3', 'RIC1', 'MRGPRD', 'FGFBP3', 'PDZD2', 'SUV420H1', 'VSTM5', 'NEU2', 'WHAMMP3', 'OR56A4', 'ZNF18', 'SCNN1B', 'C9ORF89', 'ZSCAN23', 'MATN2', 'TOX4', 'PAQR8', 'SNORA77', 'PPP1R7', 'LILRA5', 'RMND1', 'KCNK17', 'LRP8', 'OCLM', 'GPR179', 'MBD4', 'BACH1', 'NKX2-8', 'CREB3L2', 'TRMT1L', 'PTGS2', 'TAOK1', 'TRIM61', 'HLF', 'MED6', 'LOC392196', 'NUBPL', 'ERCC3', 'ZNF800', 'STKLD1', 'PFKM', 'KLHDC7B', 'SGIP1', 'TEKT4', 'ATG5', 'PLCXD3', 'ZNF99', 'TMEM255B', 'ARHGEF2', 'EGFEM1P', 'MRPL13', 'QTRTD1', 'MUM1L1', 'ABCB10', 'EPM2AIP1', 'KRT24', 'SUZ12', 'CEP76', 'LYZ', 'ACIN1', 'SELM', 'GPATCH8', 'LOC100132111', 'IPO5', 'CTAG2', 'MTM1', 'LDLR', 'MKKS', 'TMEM200B', 'LMCD1', 'LY6G6C', 'TSTA3', 'ZNF83', 'TDRG1', 'ZNF296', 'GATA3-AS1', 'FGF4', 'GIN1', 'NEIL3', 'FHOD3', 'TADA1', 'KLHL26', 'TMEM53', 'RIPK1', 'CMPK2', 'SH3GLB1', 'DYNLL2', 'C4ORF29', 'ZDHHC6', 'THAP9', 'CLEC12B', 'MCMDC2', 'DEFB105A', 'MC4R', 'LMF1', 'DMXL1', 'MUL1', 'EXOSC1', 'ARMCX1', 'C1QTNF2', 'ZFAND2B', 'ARNTL', 'GLUD1', 'MAP1S', 'NUFIP2', 'PABPC3', 'SPTB', 'NDUFA9', 'SLITRK5', 'GNB4', 'FAM63B', 'LEP', 'PEAR1', 'PXDN', 'NGLY1', 'NLRP12', 'ARFGEF3', 'PLEC', 'TPP1', 'UQCRFS1', 'SYNGR3', 'ATP6AP2', 'PRSS3', 'TWF2', 'CPNE9', 'RTN4R', 'SNORD50A', 'ADORA1', 'TAF10', 'AQP4-AS1', 'CHD8', 'CLEC4A', 'ZNF30', 'OR52H1', 'GDAP1L1', 'KCNJ6', 'AQP12A', 'GHRH', 'HILS1', 'DHH', 'LINC00320', 'TCERG1', 'MYO9B', 'CSN1S2AP', 'PRMT5', 'CACNG1', 'DBI', 'ANKMY2', 'MCOLN3', 'SCARNA15', 'SNORD42B', 'THSD4', 'SKIV2L', 'POP5', 'ABR', 'UNQ6494', 'SDHAF2', 'HOOK3', 'KCNE3', 'S100G', 'CCDC88C', 'RELN', 'SNAI2', 'NKTR', 'ZNF641', 'RPS26P11', 'CDS2', 'ITIH1', 'FAM171B', 'CHD5', 'RLN3', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20107865915633893
		RMSE:  0.5031866190144979
		NRMSE:  0.13579562619977975
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27170508071542576
		RMSE:  0.5249654097328843
		NRMSE:  0.21064675210776365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  LinearRegression
		Pearson Correlation:  0.73253111424873
		Spearman Correlation:  0.7260783523225586
		Coefficient of Determination:  0.5366018333424858
		RMSE:  0.3125507274288731
		NRMSE:  0.08434847062015698
		MAPE:  216.46307511530978
		Pearson Correlation:  0.21504033579120235
		Spearman Correlation:  0.2548559346113672
		Coefficient of Determination:  -1.5916928943932227
		RMSE:  0.7494268596494853
		NRMSE:  0.3007137822810274
		MAPE:  472.63011055412284

	Predictor:  ElasticNet
		Pearson Correlation:  0.7206636057359616
		Spearman Correlation:  0.7208951473588512
		Coefficient of Determination:  0.5192436218761227
		RMSE:  0.31835075613435615
		NRMSE:  0.08591373189753422
		MAPE:  214.76740699386062
		Pearson Correlation:  0.23732317146952836
		Spearman Correlation:  0.23669426969858307
		Coefficient of Determination:  -1.079044629376054
		RMSE:  0.6712269593681907
		NRMSE:  0.26933541962321467
		MAPE:  442.3050077486023

	Predictor:  RandomForests
		Pearson Correlation:  0.5612287425303115
		Spearman Correlation:  0.5598784079468171
		Coefficient of Determination:  0.2914403788751313
		RMSE:  0.3864840345132731
		NRMSE:  0.10430094819638888
		MAPE:  238.16107060101976
		Pearson Correlation:  0.3910197492075754
		Spearman Correlation:  0.4129407044934107
		Coefficient of Determination:  0.14419353996031348
		RMSE:  0.43065080707861797
		NRMSE:  0.17280223062669248
		MAPE:  289.78660860826113


Fold:  2

Protein:  RB1
x_train_column_count:  371
x_train columns:  ['TBC1D13', 'STX10', 'GPIHBP1', 'RIPPLY1', 'C1QBP', 'C16ORF70', 'DPAGT1', 'SLC25A52', 'CSRNP3', 'SMTN', 'PGM2', 'LIX1', 'GTF3C5', 'NFE2L3P2', 'LOC148413', 'FHIT', 'RNF212', 'LY6G5B', 'MRPL39', 'KLHDC4', 'CEP85L', 'PDHA2', 'GZMA', 'ANXA7', 'PHF21A', 'PDK4', 'YAE1D1', 'SLC27A4', 'CLCN6', 'CEP89', 'TSSC4', 'BTNL9', 'SOGA1', 'GABARAPL3', 'TYK2', 'C4ORF3', 'FAM186B', 'PSMA7', 'GUCY2GP', 'SNORD114-14', 'RNFT1', 'ZNF586', 'LRRC23', 'SNORD115-8', 'EIF4EBP2', 'STK17B', 'MFSD1', 'MTMR14', 'EID2B', 'FBF1', 'FAM19A2', 'BUB1B', 'SMUG1', 'GLT8D1', 'CES4A', 'MPP2', 'BMX', 'LRP1', 'GIMAP5', 'SIX2', 'ITPRIPL2', 'FLJ37201', 'FCRLA', 'SDHAP2', 'PCP4', 'RSL24D1', 'ZNF30', 'CRCP', 'MIR31HG', 'TSR1', 'PPP2R5C', 'OR52B6', 'RSAD2', 'IAH1', 'NUP205', 'CDH2', 'C8ORF74', 'AGPAT5', 'GSTM4', 'SPRR1B', 'PAPSS2', 'ARHGAP11B', 'IMPAD1', 'PIP4K2C', 'FUBP1', 'NCAN', 'OSBPL7', 'DAZAP2', 'LINC00957', 'PIWIL1', 'BRCC3', 'SNORD8', 'TMEM145', 'SLC25A32', 'DES', 'RGN', 'CENPE', 'ZNF675', 'LOC153684', 'HAUS5', 'JMJD1C-AS1', 'DUSP10', 'ZYX', 'SEPT3', 'XKRY2', 'IFI27L2', 'ZFHX3', 'COA7', 'HMGB4', 'CHCHD3', 'OR2W5', 'NCKAP5L', 'ZNF492', 'PRKACB', 'DDX46', 'ZBTB33', 'F8', 'ZNF536', 'TOP3A', 'GLTP', 'KRTAP3-2', 'MKS1', 'ALDH3A2', 'C1S', 'MIS18BP1', 'PDLIM5', 'TOM1', 'TIAF1', 'EBPL', 'ABO', 'LAGE3', 'LY75', 'ERGIC1', 'SERTM1', 'HADHB', 'DGKG', 'SPRR2E', 'ARHGAP5', 'DAGLA', 'PIGZ', 'OR10R2', 'POMGNT2', 'SIX4', 'ASCC2', 'MIR600HG', 'KIAA0907', 'KCNQ5', 'SMIM20', 'ZNF263', 'FARSA', 'NLRP5', 'TMED10P1', 'BRICD5', 'MNT', 'ATG14', 'FAM150B', 'MYRIP', 'SLC17A9', 'NOTCH2', 'C19ORF40', 'RAB11FIP2', 'AREG', 'CIRBP-AS1', 'GRN', 'CLTA', 'CBLN2', 'PCDHA1', 'NRK', 'DHRS12', 'SNORD117', 'TUBA1C', 'ADD2', 'DHX38', 'GIMAP7', 'LONRF2', 'CLTCL1', 'KCNK7', 'AGAP3', 'LRIT1', 'KTI12', 'CITED1', 'CD200R1L', 'SYNPO2', 'THY1', 'GRAPL', 'CHIA', 'KLC1', 'CDK5RAP3', 'C15ORF48', 'EID3', 'ATXN7L1', 'MAFB', 'HOXD13', 'CDC42EP4', 'VMAC', 'CHPT1', 'NPTXR', 'GPATCH2', 'VWA8', 'MDGA2', 'ZAR1', 'HS6ST2', 'ZNF766', 'CACNB1', 'GFI1', 'TINAGL1', 'NKX2-1', 'ANGPTL1', 'KHDC3L', 'KLRC4', 'KIAA0196', 'MAPKBP1', 'FAR2', 'DSPP', 'KDELC2', 'HOXA13', 'AAGAB', 'RHBDF2', 'GMPPB', 'IGFALS', 'EFNA5', 'ZNF692', 'LINC00628', 'CEACAM19', 'TPP1', 'TRIM14', 'SNORD115-39', 'FBXO43', 'ARIH1', 'USP3', 'HMGB3P1', 'MDM4', 'SULT1C2', 'ACSS2', 'NIT2', 'ANKRD30BP2', 'AZI2', 'BTBD19', 'D2HGDH', 'MIEF2', 'DRC7', 'PLBD1', 'PLK5', 'FAM210B', 'MPRIP', 'TMX1', 'LEMD3', 'ASL', 'TOP2B', 'TTC9C', 'ACSL6', 'ITFG1', 'GGT1', 'OR2D3', 'MAML3', 'TRIM29', 'OR1E2', 'STX8', 'CDC26', 'LMCD1', 'STX3', 'OR51M1', 'LINC00696', 'SPAG5', 'MAGI1', 'AP3B2', 'BBOX1', 'CPVL', 'EYS', 'TRIM3', 'EPSTI1', 'SCNM1', 'ZC3H13', 'PRCC', 'PUSL1', 'PRDM13', 'IP6K3', 'ID2', 'AZGP1', 'PLIN4', 'HDDC3', 'SNORD115-25', 'SP110', 'GLIS3-AS1', 'WDR60', 'ZG16B', 'EMB', 'PTPRE', 'LOXL1', 'NUDT16L1', 'DTHD1', 'DACH1', 'ETV1', 'NOXO1', 'TMEM39B', 'ELP2', 'HECW1', 'DPY19L1', 'TPTE2P3', 'PRKCD', 'DEFB125', 'ABCA13', 'CDC14C', 'CSF3', 'TRPC6', 'FABP5P3', 'POMZP3', 'SFXN5', 'RAD50', 'PRAM1', 'POLR2K', 'DHRSX', 'UGT1A9', 'BEAN1', 'MYOT', 'MIR503HG', 'MEIS1', 'ADCY2', 'CFDP1', 'NANOS2', 'TM9SF1', 'OR13J1', 'CERKL', 'AFP', 'GPX3', 'ZNF407', 'RIMS4', 'KIAA0226', 'RNF7', 'LINC00336', 'GPR139', 'DR1', 'DSG1', 'ZNF84', 'ZP3', 'FAM129C', 'LINC00698', 'ALKBH8', 'TCP10', 'TNC', 'RARB', 'A4GALT', 'KLHL42', 'NUP188', 'DUX4L2', 'CEP44', 'OR6V1', 'ADRBK2', 'C20ORF85', 'IFIT1B', 'EOMES', 'IRX2', 'CCSAP', 'RPGRIP1L', 'GBAP1', 'SF3B4', 'ZNF876P', 'GDNF', 'ID1', 'ZNF684', 'SLC13A2', 'PLCL2', 'MMAA', 'CHMP6', 'AMOT', 'WFIKKN2', 'SLC12A3', 'GDF10', 'PLCB1', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.012372001566697044
		RMSE:  0.23649063304821735
		NRMSE:  0.08648721220312221
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0009378943328373079
		RMSE:  0.2450188572791325
		NRMSE:  0.14037816530069125
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  LinearRegression
		Pearson Correlation:  0.8229978805583843
		Spearman Correlation:  0.7707000397071773
		Coefficient of Determination:  0.6773255114035927
		RMSE:  0.13351381212655347
		NRMSE:  0.04882746201234402
		MAPE:  455.57121925536376
		Pearson Correlation:  -0.12098879488837498
		Spearman Correlation:  -0.05697980684811239
		Coefficient of Determination:  -2.970135234138615
		RMSE:  0.4879761480654301
		NRMSE:  0.2795752014216808
		MAPE:  2446.9654693566263

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.018054979211573396, tolerance: 0.0029666208701464043
  positive)
		Pearson Correlation:  0.7814005898121451
		Spearman Correlation:  0.7232981630858395
		Coefficient of Determination:  0.6097248961567696
		RMSE:  0.1468349044505035
		NRMSE:  0.053699131235555704
		MAPE:  509.7182326768858
		Pearson Correlation:  -0.04227563168917463
		Spearman Correlation:  -0.049502487562189064
		Coefficient of Determination:  -1.6879990641133134
		RMSE:  0.4015230678551364
		NRMSE:  0.2300438105757562
		MAPE:  2008.5941523289378

	Predictor:  RandomForests
		Pearson Correlation:  0.5958757800171167
		Spearman Correlation:  0.4566143035821656
		Coefficient of Determination:  0.2081771897329232
		RMSE:  0.20915000784172005
		NRMSE:  0.07648844640203338
		MAPE:  162.42257055583912
		Pearson Correlation:  0.09478673670693294
		Spearman Correlation:  0.15867778269707689
		Coefficient of Determination:  -0.012552742682063078
		RMSE:  0.2464363521285086
		NRMSE:  0.14119028779807072
		MAPE:  170.882044880205

Protein:  CDH1
x_train_column_count:  836
x_train columns:  ['TTC22', 'KCNH1', 'TMEM211', 'CATSPERG', 'LPA', 'MFI2', 'FLJ45079', 'LBR', 'CSMD1', 'F12', 'ENOX1', 'SLC7A14', 'ACTR3BP2', 'LIMK1', 'NDUFS6', 'SNORD115-27', 'DGCR6', 'NDUFAF2', 'GCNT4', 'SLC35F5', 'OGN', 'CLEC3B', 'DGKH', 'HOXA5', 'TTC19', 'TMEM130', 'ERMP1', 'SRRM5', 'CHRM3', 'GPR146', 'FRYL', 'TUBB2B', 'NPTX1', 'NR2F1-AS1', 'MPST', 'TTLL13P', 'PRRT2', 'OTUD6A', 'COA4', 'RPL13AP17', 'M6PR', 'TRIM37', 'SNX15', 'TTC31', 'EPHA2', 'RPS4Y1', 'BEAN1', 'CCNB1', 'TACC3', 'EIF3K', 'OR8B2', 'C4ORF33', 'OCRL', 'TRIM52', 'TBCEL', 'DTNBP1', 'TMEM135', 'WDR18', 'H2AFX', 'TMCO4', 'CCNJL', 'CYP46A1', 'CXCL16', 'PILRB', 'GPR87', 'DDX56', 'AOC4P', 'THNSL1', 'CSNK1G2', 'FAM81A', 'KLK10', 'FAM58A', 'IGDCC4', 'SPDYA', 'CC2D2A', 'NEDD4', 'EFCC1', 'ZNF768', 'DEFB114', 'SYBU', 'TLCD1', 'CKS2', 'PSMD4', 'CSRNP1', 'CYTH2', 'WDR83OS', 'CASP3', 'OR6Q1', 'ZNF595', 'MRPS34', 'MRPL23-AS1', 'ZSCAN30', 'PDLIM1', 'PSG9', 'PPP1R2', 'SGPP1', 'PWWP2A', 'MBTPS1', 'SLC50A1', 'SEPT1', 'VCX3A', 'TXNDC9', 'ATRIP', 'TSPYL5', 'ATP6V1B2', 'CNGA3', 'SAR1B', 'NUP54', 'OR2K2', 'DUX4L5', 'SNORA27', 'GFRA1', 'FDPSP2', 'RAB13', 'SEPW1', 'CA14', 'LYPD6B', 'KRTAP20-3', 'TRAM2', 'ZNF697', 'SNORD86', 'CFH', 'TCP10', 'TLE4', 'ACOT2', 'SNORD91A', 'CERKL', 'FGF6', 'CBLN1', 'CWC27', 'B3GNT2', 'CAPN10', 'NGFR', 'SUMF2', 'AFM', 'PNLDC1', 'RPS6KA1', 'SERPINB8', 'KCNE3', 'LOC256880', 'ZFP28', 'NOL4L', 'ATP9A', 'GALNT9', 'PPY', 'ADGRF4', 'DFNA5', 'ZNF283', 'USP6', 'OR10J3', 'LINC00696', 'AMBP', 'FAM65C', 'MLKL', 'WNT11', 'CARKD', 'CLRN1-AS1', 'SH3RF2', 'PCDHGC3', 'ARSJ', 'TARM1', 'MLN', 'DCAF8L2', 'EPO', 'ERICH4', 'EIF3A', 'TUFT1', 'EEF1G', 'RIMBP3C', 'KCNT1', 'ACAD10', 'CHRND', 'BCDIN3D', 'STK10', 'PHOX2B', 'AK3', 'SNAR-A4', 'AGPAT5', 'RHBDF1', 'JMJD1C', 'FGFR1', 'LINC00202-1', 'RPL34-AS1', 'RTL1', 'C2ORF66', 'ZNF136', 'KLLN', 'SAMD4A', 'MRPS36', 'SLC7A5P1', 'GPX7', 'ZNF324B', 'NFKBIA', 'DOHH', 'CSTF2T', 'MAL2', 'C1ORF95', 'FZD8', 'PRTG', 'TIFAB', 'CAMSAP2', 'C19ORF38', 'RAC3', 'SUN3', 'DICER1', 'MS4A8', 'LINC01548', 'UBAP2', 'ZNF221', 'RFX8', 'DNAH3', 'GCOM1', 'SRGAP3', 'CDC14C', 'C11ORF94', 'PSMD8', 'AOX2P', 'TEKT1', 'IL17RE', 'NANOS1', 'CUEDC1', 'GAS6', 'GAMT', 'BTN3A3', 'SNORA2A', 'CCL15', 'ADAMTS12', 'SOGA1', 'DNAH8', 'GRM1', 'OSBP2', 'KIAA1211L', 'D2HGDH', 'ZBTB17', 'SLC6A4', 'EPHX1', 'ZNF133', 'C8G', 'MACF1', 'PTK7', 'HHEX', 'RPL23AP7', 'CHMP2A', 'MATR3', 'FAM101B', 'CXORF49B', 'LYAR', 'ARPC1B', 'KRTAP12-3', 'MTF2', 'MAP3K9', 'ALOXE3', 'RBL2', 'RGS16', 'ZNF562', 'TRADD', 'CDKL4', 'SNORA37', 'FAM199X', 'ADAMTSL4', 'PML', 'CTIF', 'LPIN1', 'TBC1D9', 'SIAH2', 'CREBRF', 'MRGPRG', 'TRPC3', 'TESK2', 'LTB4R2', 'PSMD7', 'PQLC2', 'SNORD10', 'WRAP53', 'LINC00264', 'C1ORF52', 'MFSD6L', 'TMEM132B', 'DPP10', 'ZMAT4', 'PGM2L1', 'AMER3', 'OR2F1', 'ZNF295-AS1', 'RHOD', 'FUT1', 'WDR61', 'HOXD12', 'LCE1B', 'SLC2A9', 'HMBS', 'CDK9', 'PLEKHA1', 'SUGP2', 'UBA52', 'LAPTM5', 'MYH15', 'CD6', 'IL1RN', 'C10ORF10', 'CLN3', 'AANAT', 'CRELD1', 'DNTTIP2', 'CERS1', 'TREM2', 'NASP', 'CACNB3', 'GOLGA3', 'TREML4', 'CDHR1', 'HRAS', 'KHDC1', 'C17ORF49', 'PGLYRP4', 'AP2A2', 'TMEM244', 'GEMIN5', 'TAS1R1', 'FAM168A', 'ADAR', 'IRGM', 'SRPK2', 'GFRAL', 'RILPL1', 'HECTD3', 'SMIM7', 'LRRC20', 'PRKAG1', 'HIBCH', 'CST4', 'ASH1L-AS1', 'FOXO3', 'FERD3L', 'SOHLH1', 'CTBP2', 'PSMG3', 'PEAK1', 'FAM111A', 'IGFL1', 'BARX1', 'EYA4', 'ARFGEF2', 'TNFSF18', 'RAC2', 'ZNF45', 'PSME4', 'CMTM6', 'ARID4A', 'PAX8', 'WNT2', 'RASGRP3', 'SLITRK6', 'LY86-AS1', 'HDAC7', 'C20ORF173', 'KRTAP10-6', 'APBA1', 'DEFB134', 'SMC4', 'PODXL2', 'TRIM17', 'ACOXL', 'TTC14', 'FCRL2', 'DUSP22', 'SLC25A31', 'TXNIP', 'GALNTL6', 'ROS1', 'MYH6', 'SYTL4', 'SNORD12B', 'VPS37B', 'NDUFAF6', 'ARRB2', 'GABARAP', 'POU2F2', 'KIF21A', 'IMPDH2', 'XKR6', 'CCDC88B', 'OR10A6', 'STX7', 'TAF1L', 'ENOSF1', 'PC', 'SPATA20', 'UBA2', 'PAX5', 'CS', 'ZNF525', 'MYOF', 'APBB1', 'CUL4B', 'ADCY5', 'GGH', 'CHD1', 'GRIA1', 'NFKBID', 'GUCA1A', 'GOLGA6L6', 'LINC00926', 'SP140L', 'NKX2-5', 'TSSC4', 'RRNAD1', 'GTF2H2', 'OR7A5', 'XPOT', 'DLGAP4', 'POLG', 'SLC25A13', 'RNF216', 'TIMM13', 'STIM2', 'LRRC15', 'C14ORF39', 'PDCD4-AS1', 'HIST1H3E', 'PPP1R16A', 'DNMBP-AS1', 'MARCKSL1', 'PPP1R12C', 'KRTAP23-1', 'UGT1A1', 'ZNF419', 'TJP2', 'IL34', 'EVI2A', 'CCL3L3', 'AGO2', 'SHISA4', 'STS', 'MGRN1', 'EFNA4', 'PLEKHM1', 'MARCH2', 'OR51G1', 'FUT9', 'NDST2', 'TMEM98', 'ABHD5', 'PARP15', 'P2RX1', 'LMX1B', 'ING3', 'TEAD3', 'EHD4', 'C11ORF95', 'SEC61A1', 'MYC', 'HLA-DRB1', 'ADCY3', 'NAT8B', 'PSEN2', 'TMEM54', 'GJC1', 'NDUFA5', 'LOC100288778', 'NRAS', 'ZNF28', 'RIMBP2', 'FAM107B', 'GPR18', 'MOGS', 'TUBA1A', 'HAPLN4', 'ARX', 'CHRNA2', 'GPKOW', 'TTLL3', 'SCARA5', 'C1ORF123', 'ILK', 'GCNT7', 'PTPRR', 'DAD1', 'NPBWR2', 'INA', 'STAG2', 'ZNF281', 'PI4KA', 'FRAT2', 'GPR135', 'DKFZP434L187', 'SLC7A11', 'RBFOX3', 'REG3A', 'FNBP1', 'STXBP6', 'TIMM22', 'SNX14', 'HIST2H2BF', 'SLC38A7', 'PIK3C2A', 'CENPT', 'AFAP1L2', 'ABTB2', 'NOP9', 'C11ORF70', 'TMEM256', 'SORD', 'CAPN9', 'ASPDH', 'EPS8L3', 'ISYNA1', 'CELF3', 'CYP4F3', 'METTL21A', 'LYSMD4', 'OR6Y1', 'LMNB1', 'P2RX7', 'CCL26', 'CTXN2', 'PRDM16', 'MPPED2', 'AQP7P1', 'TMEM95', 'UGGT2', 'SNX12', 'KATNBL1', 'STX3', 'METTL12', 'AP2B1', 'ALDOB', 'GMPPA', 'GRIA4', 'C1ORF228', 'CYFIP1', 'MFGE8', 'EIF4ENIF1', 'SYMPK', 'FTSJ1', 'LRRC19', 'BGLAP', 'PPFIBP1', 'CCDC134', 'RAMP3', 'MTG1', 'GUCA1B', 'HEBP2', 'MPDZ', 'ZBTB20', 'C3ORF58', 'RPTN', 'VPS4A', 'TMCO1', 'SNX22', 'DPEP2', 'C7ORF43', 'APMAP', 'HLF', 'RUVBL2', 'HNRNPA2B1', 'RBP7', 'CASZ1', 'KRTAP2-1', 'GGA2', 'CCR1', 'ASB4', 'RCC2', 'AGPAT1', 'RBM15B', 'SQSTM1', 'LPO', 'HK1', 'FAM222A', 'ALDH2', 'NPNT', 'COG4', 'FRMD7', 'ULK4P2', 'CDC23', 'APOC2', 'PRG2', 'ZSCAN12', 'KLHL24', 'FLOT1', 'FAM180B', 'COA3', 'DNAJC30', 'LRRC58', 'PMF1', 'ZNF343', 'KLHL36', 'COQ2', 'HSPE1', 'SLC48A1', 'SLC22A23', 'PACS2', 'LPAR5', 'IFI30', 'SERTAD3', 'CPS1', 'SNORD15B', 'MGMT', 'LINC00161', 'ACY1', 'TPTE2P6', 'FLG2', 'SEC24B', 'MARC1', 'OR5AP2', 'ADIPOR1', 'ATF6B', 'PCDHA13', 'LIPE', 'MYH10', 'OR1J2', 'COL6A5', 'EXOSC7', 'ETFB', 'YARS2', 'TAOK3', 'EXOC3-AS1', 'ACTR1B', 'SUPT7L', 'MRPL43', 'ZNF513', 'UBE2Q1', 'PRKAB1', 'NAIF1', 'HERC3', 'PMEL', 'GPR180', 'DALRD3', 'LY86', 'STARD10', 'CYTH4', 'LOC115110', 'ELK4', 'SORT1', 'NINL', 'CEP170P1', 'KCNN4', 'AP1M2', 'NT5DC1', 'FOXL2NB', 'LINC00623', 'POLR3A', 'TICAM2', 'CECR5', 'SELM', 'MLH1', 'DPH5', 'C6ORF10', 'PART1', 'CYB561', 'DYNC1I1', 'OR5A1', 'SNORD116-20', 'ZDHHC8P1', 'ZNF493', 'WNT1', 'CCNT2', 'ANO1', 'RBM25', 'ZC4H2', 'ZNF879', 'SARDH', 'LINC00661', 'GPR149', 'PRAMEF10', 'ZNF296', 'ZCCHC24', 'MTHFSD', 'GPATCH3', 'ALG1L', 'TXLNB', 'USP9X', 'KPNA5', 'FAM195B', 'TBX4', 'OR10J1', 'SLC47A1', 'TLK1', 'ARHGDIA', 'RNF113A', 'DOCK1', 'XKRY2', 'ZNF737', 'WDR37', 'WDR81', 'TECTA', 'RWDD2B', 'GYS2', 'PPP1R32', 'GDF11', 'GRB14', 'U2AF1L4', 'VPS41', 'CAPN12', 'DENND6B', 'RFTN2', 'SNORD115-7', 'C6ORF47', 'CCDC126', 'TOMM70A', 'PDZK1IP1', 'PCDH19', 'CHST6', 'NAA15', 'HR', 'PDDC1', 'FAM216A', 'DCBLD1', 'NUTM2F', 'BDKRB1', 'AGGF1', 'ARSE', 'REEP1', 'FAM26E', 'LRIG3', 'BTG2', 'CCDC116', 'CEP170', 'C1GALT1', 'HSFY2', 'TMOD2', 'GSG1', 'HIF3A', 'SNRNP70', 'HIST2H2AC', 'FGF1', 'ETNPPL', 'IPCEF1', 'C17ORF62', 'DCAF16', 'LRRFIP1', 'SLC35F1', 'OR2V2', 'IFNGR2', 'OGG1', 'AFAP1L1', 'RBM39', 'CCNI2', 'OR5C1', 'ALKBH1', 'PNMA3', 'CEP126', 'PCDHGA5', 'NPTX2', 'PROP1', 'PCDHA11', 'GRIK1-AS1', 'IFNA17', 'RMDN3', 'CENPI', 'ZMAT5', 'PPP3CA', 'RRBP1', 'SGCB', 'ZBTB41', 'PYGL', 'MS4A12', 'LIME1', 'PKD1L2', 'GTF3C4', 'CTDP1', 'LINC00092', 'TSG101', 'FMO5', 'FCHO1', 'LOXL3', 'OLMALINC', 'CNNM2', 'PUF60', 'XK', 'IL2RA', 'ZMAT2', 'C16ORF92', 'POLR3B', 'PSAT1', 'CDKN1C', 'NUDT16P1', 'GAS5', 'AIDA', 'KRTAP19-4', 'LOC100132287', 'TBC1D2B', 'CD46', 'TMEM18', 'GHSR', 'RGS8', 'AGL', 'PEMT', 'PPCDC', 'PVRL3', 'KCNK10', 'HNRNPDL', 'APP', 'FBXO28', 'TMEM194A', 'CCDC58', 'TTC36', 'ZDHHC11', 'GRHL2', 'ZNF831', 'TMEM99', 'SQLE', 'GALE', 'SERP1', 'CBX2', 'RTN4', 'GUSB', 'ELMO2', 'USP8', 'SNORD11', 'HAUS2', 'PLA2G2F', 'INS', 'GRIK4', 'SYT12', 'KLRC4', 'SYCP1', 'MUC13', 'LAMB3', 'ZNF836', 'PXDC1', 'AP3M1', 'SSTR2', 'TRIM27', 'ARRDC4', 'GLRA3', 'SCUBE3', 'SLC25A32', 'XKRY', 'TMEM97', 'SNORD60', 'TK1', 'TEX35', 'KRI1', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0848918633043636
		RMSE:  1.167193365558287
		NRMSE:  0.18724526599154356
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3357437347566168
		RMSE:  1.329821844339591
		NRMSE:  0.2361608674018098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  1.8909194811549452e-14
		NRMSE:  3.0334795558754232e-15
		MAPE:  1.7652766916165332e-11
		Pearson Correlation:  0.2530366735792612
		Spearman Correlation:  0.31773485513608435
		Coefficient of Determination:  -5.6367927461167335
		RMSE:  2.9642239884967316
		NRMSE:  0.5264116477529269
		MAPE:  1067.0935663529094

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.0911714641328745, tolerance: 0.0674331510902594
  positive)
		Pearson Correlation:  0.9999107047939683
		Spearman Correlation:  0.9997404774842324
		Coefficient of Determination:  0.999812500732757
		RMSE:  0.015344380938738683
		NRMSE:  0.002461599573071097
		MAPE:  8.443108295193891
		Pearson Correlation:  0.23554001262724786
		Spearman Correlation:  0.3062920690664326
		Coefficient of Determination:  -6.780703814444451
		RMSE:  3.209529201770395
		NRMSE:  0.5699749958746927
		MAPE:  1047.8341097933571

	Predictor:  RandomForests
		Pearson Correlation:  0.7764708193154399
		Spearman Correlation:  0.6756585497821992
		Coefficient of Determination:  0.59771317066153
		RMSE:  0.7107510196968031
		NRMSE:  0.11402117906421802
		MAPE:  156.05300008430845
		Pearson Correlation:  0.6608150363804642
		Spearman Correlation:  0.6756958780805409
		Coefficient of Determination:  0.40023793620470927
		RMSE:  0.8910896222337499
		NRMSE:  0.15824713589659917
		MAPE:  216.66072169184196

Protein:  CDH2
x_train_column_count:  474
x_train columns:  ['PWRN2', 'PHLDB3', 'ISCA1P1', 'SORL1', 'HMGXB3', 'B4GALT7', 'ZUFSP', 'IFITM5', 'CACFD1', 'WDFY3', 'TRRAP', 'IKZF2', 'PTPRA', 'LRRC16B', 'FRZB', 'HRK', 'DUOX1', 'CENPF', 'FAM175A', 'ARMCX6', 'SBF1', 'CD164', 'CAPS', 'ACAD9', 'SEC14L4', 'CRX', 'FOXP4', 'PIGB', 'GBA2', 'CST9', 'TRAF6', 'CXCL9', 'PAGE3', 'UTP20', 'TMEM9', 'MROH2B', 'SNORD115-3', 'HIST1H3A', 'OR5J2', 'ZAR1', 'RBPMS', 'PLD1', 'PHKA2', 'BAALC', 'EDN3', 'LAMA1', 'CADM1', 'RPF2', 'CSF1R', 'TM4SF5', 'HNRNPA3P1', 'OR13J1', 'IL5', 'LOC613037', 'FGFRL1', 'RBFOX2', 'ZC3H14', 'B3GALNT1', 'CLIP3', 'ANKRD23', 'SORCS1', 'SNORD35A', 'CASC3', 'AKR1C4', 'AKIRIN2', 'STEAP2', 'ZBTB44', 'ARPP19', 'DHRS9', 'CYSLTR2', 'UROC1', 'SARNP', 'ITPR3', 'CMTM3', 'PLA1A', 'FAM175B', 'C8G', 'PROKR2', 'ARHGAP17', 'C3ORF36', 'MYADM', 'FAM47A', 'PHAX', 'ANXA4', 'PDE2A', 'LINC01020', 'SGK223', 'FZD3', 'POFUT2', 'SNORD17', 'LINC00628', 'CLK2P1', 'NANP', 'BUB1', 'CASR', 'ZNF519', 'SLC23A3', 'ZDHHC11', 'GREB1', 'SLC6A20', 'SPATA2', 'HIST2H4A', 'PPP2R5B', 'DYNC2LI1', 'PLXNB2', 'HBD', 'CLDN23', 'ZBTB1', 'PPP6R2', 'UGT1A1', 'DCDC1', 'SP7', 'ARMC1', 'RNF220', 'C6ORF106', 'GMNN', 'OR2T10', 'CTR9', 'SYT9', 'MGC16275', 'CRYAA', 'CCL15', 'ELOVL7', 'RPL8', 'OXCT2', 'CRYZ', 'MFSD10', 'BEX4', 'OR10C1', 'NFE2L3P2', 'LOC728392', 'SV2A', 'PRDM6', 'IRX4', 'SLC2A6', 'ZNF444', 'GNRHR', 'MORC4', 'TUBB1', 'CREB1', 'C11ORF95', 'THEMIS2', 'LINC00882', 'DKFZP434L192', 'TUT1', 'ACSS2', 'TMEM256', 'MAGEB6', 'ZNF599', 'MYLK4', 'SYCE2', 'EOGT', 'LIF', 'SLC35G5', 'NDOR1', 'AKAP5', 'KIAA0930', 'SCUBE3', 'PRRC1', 'PCF11', 'HOXA11', 'LOC391322', 'GABARAPL1', 'CKLF', 'RNF138', 'SDK2', 'CYP2S1', 'C9ORF69', 'UCA1', 'GGT8P', 'CHPF2', 'THNSL2', 'FLRT3', 'RRAGB', 'IKZF5', 'KLHL5', 'C1ORF122', 'RPS7', 'XRCC2', 'GLUD2', 'KLLN', 'MOG', 'FAM150A', 'CCDC7', 'SNORD94', 'EFNA4', 'OR1E2', 'LYNX1', 'LINC00894', 'RFTN1', 'VWDE', 'FBXO2', 'TEX37', 'RNASE13', 'KPNA1', 'ZFYVE16', 'KLHL22', 'UCK1', 'ALDH7A1', 'ANO1', 'IRF4', 'ERCC6', 'MUCL1', 'PIM1', 'LETM2', 'ZNF93', 'MAN1C1', 'VPS37A', 'PRSS21', 'RNF166', 'FNTB', 'ABCA4', 'GDPD1', 'GMCL1P1', 'HIST1H2BN', 'AHCTF1', 'TSPYL4', 'RPLP0P2', 'ZNF837', 'RGS10', 'ITGAV', 'TMPRSS3', 'PAM', 'CENPN', 'THG1L', 'KCNQ2', 'COL3A1', 'WFDC6', 'ARMCX1', 'EHHADH', 'SLC25A45', 'CYP4F12', 'HBS1L', 'BANP', 'ATP13A5', 'ZNF71', 'CLEC19A', 'TTTY14', 'PHRF1', 'CUTC', 'FAM170B', 'HPVC1', 'SNORA11C', 'MMP2', 'NMU', 'ZNF576', 'SUSD6', 'IL22RA1', 'COL4A4', 'PHF1', 'DEFB1', 'TMEM105', 'SOHLH2', 'LOC100270804', 'FITM2', 'RPS6KC1', 'CSN1S1', 'FAM71F1', 'SNAR-C2', 'MYO18B', 'MYT1L', 'NINJ1', 'MESP2', 'TMEM254-AS1', 'ST6GAL1', 'FAM57B', 'MRM1', 'UBAP2', 'NEURL3', 'C12ORF50', 'PRR22', 'CAST', 'CXCL10', 'PREX1', 'LRRC8A', 'DIO1', 'DDB1', 'IL5RA', 'TRPM6', 'TSPAN14', 'SNORD96A', 'EP300', 'SNORD4A', 'GNGT1', 'NDUFAF7', 'GPRC5B', 'OR13C9', 'DNASE1L2', 'CHSY3', 'KRBOX4', 'SAMD9L', 'CAPN2', 'RYR1', 'LAMA4', 'MGC15885', 'GLYAT', 'OCIAD2', 'TRDN', 'GPR4', 'CCDC113', 'CYP26C1', 'HAPLN4', 'TTLL12', 'ZBTB40', 'B3GNT7', 'APOA4', 'DDX27', 'AGPAT6', 'TRMT10A', 'SMC3', 'BCAP31', 'MAGEC1', 'KIAA1217', 'UXT-AS1', 'LRRC61', 'PPM1G', 'RAD54L2', 'LIPE', 'DUSP11', 'PPP1R26', 'ARPC5L', 'MPP6', 'IGSF11', 'TRIM58', 'RAF1', 'SUSD3', 'TPH2', 'BMX', 'HAUS3', 'ABCB10', 'ABHD8', 'SNORD27', 'CGNL1', 'C1QL4', 'HOXB2', 'DNASE1', 'TBX4', 'TRIM50', 'DPP3', 'SLC6A15', 'ARHGAP4', 'PTBP1', 'POTED', 'MAP3K9', 'HSF1', 'EMC1', 'TSPO2', 'OR5B3', 'NUDCD3', 'RRM2', 'PDSS2', 'WFDC11', 'TUBB7P', 'C10ORF32', 'RPL32P3', 'TUBGCP5', 'PRY2', 'TMEM133', 'EXOC6B', 'SARDH', 'ACTA1', 'LOC285627', 'VWA2', 'RPE', 'HEATR6', 'ZFP36L2', 'DUSP23', 'ELMO2', 'DTHD1', 'PEX5L', 'IRX2', 'STMN3', 'ECT2L', 'MSL1', 'UHRF2', 'RPL14', 'SLC17A4', 'EPHX1', 'CRISPLD1', 'SLURP1', 'LSM2', 'HDAC11', 'CACNB2', 'CRMP1', 'KIF20B', 'UBE4A', 'POU2AF1', 'GALNT11', 'SPRED2', 'SARS2', 'PANK3', 'RGPD8', 'PNN', 'STARD7', 'SF3B2', 'ENTHD2', 'CLEC4M', 'NSFL1C', 'ZBTB25', 'ACAD10', 'DHRS12', 'HM13', 'LAMB2P1', 'MOV10L1', 'TMEM167A', 'ADCY6', 'PACSIN1', 'DIRC1', 'PAQR3', 'PTPRC', 'WNT5B', 'KCTD9', 'PNMAL1', 'CYP4A11', 'SEC1P', 'ZNF606', 'KCNA10', 'LGMN', 'CA13', 'BRD7', 'WTIP', 'TTTY15', 'GOPC', 'NOTO', 'LOC392196', 'HBZ', 'NEDD8', 'SCARB1', 'CTDNEP1', 'PHF10', 'HDHD3', 'ANKRD20A9P', 'TIMM17B', 'DDAH2', 'SPAG5', 'TMPPE', 'CCNI', 'GLYR1', 'OR4D6', 'ADGB', 'RAD23A', 'FBXO5', 'PSMB7', 'FGF2', 'ADAM7', 'ADRBK1', 'TRUB1', 'ZMYM2', 'PKIG', 'PPP1R12B', 'HEXDC', 'ABHD2', 'RAMP2', 'HLA-DMA', 'OR8K1', 'SART1', 'ERH', 'KRT6A', 'MFSD6L', 'KIAA1467', 'EDNRA', 'DOCK4', 'STAMBP', 'C4BPA', 'STRC', 'PIWIL2', 'RHOJ', 'WRB', 'TNRC6C', 'DHX33', 'LMO3', 'GIMAP5', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0042702958885580955
		RMSE:  0.36888339320753855
		NRMSE:  0.13366308906715652
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005559500410650786
		RMSE:  0.3881548727768219
		NRMSE:  0.20448899349205915
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  LinearRegression
		Pearson Correlation:  0.9207714465869554
		Spearman Correlation:  0.9015928010977599
		Coefficient of Determination:  0.8478200568498344
		RMSE:  0.14359605349421525
		NRMSE:  0.052031325999788124
		MAPE:  420.2438091074753
		Pearson Correlation:  0.02020141596798837
		Spearman Correlation:  0.1343186030631158
		Coefficient of Determination:  -6287.249172773283
		RMSE:  30.694886154471227
		NRMSE:  16.17077825193277
		MAPE:  16266.462899787206

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.0901846987265, tolerance: 0.007276153902921154
  positive)
		Pearson Correlation:  0.8813586466605156
		Spearman Correlation:  0.8605918066747045
		Coefficient of Determination:  0.7763239609669658
		RMSE:  0.17408988048677218
		NRMSE:  0.06308061471366483
		MAPE:  496.79035015148554
		Pearson Correlation:  0.024095231499928746
		Spearman Correlation:  0.12023217247097846
		Coefficient of Determination:  -19.703406250489547
		RMSE:  1.7612542651266823
		NRMSE:  0.9278696139580134
		MAPE:  1260.6129333703734

	Predictor:  RandomForests
		Pearson Correlation:  0.5654928355522434
		Spearman Correlation:  0.47828199807547306
		Coefficient of Determination:  0.1756797527068491
		RMSE:  0.33420410429237063
		NRMSE:  0.12109721874497088
		MAPE:  608.5187691368783
		Pearson Correlation:  0.20539804153126018
		Spearman Correlation:  0.3161447663642572
		Coefficient of Determination:  0.03627329461698481
		RMSE:  0.3799951928728724
		NRMSE:  0.20019028478633233
		MAPE:  139.25857806051872

Protein:  CDH3
x_train_column_count:  75
x_train columns:  ['GPR88', 'FUT9', 'NDUFB2-AS1', 'KLHL9', 'PSMA7', 'SERPINA3', 'RBM4', 'ENPP6', 'ETV6', 'CSK', 'ANKRD17', 'GALNT12', 'UBR4', 'COL13A1', 'ARHGAP30', 'CRP', 'ZNF425', 'RPS27A', 'TISP43', 'HOXB2', 'RAPGEF5', 'MNAT1', 'DHRS4-AS1', 'SLC25A21', 'SFXN3', 'SLC5A12', 'FAM95B1', 'EPHA2', 'AGAP3', 'CCDC36', 'HKDC1', 'HIST2H3C', 'XKR8', 'C12ORF50', 'SERP1', 'STARD13', 'CCSER1', 'OCEL1', 'TSPAN6', 'KIAA0319', 'FAM92B', 'RPL37', 'TOP3A', 'PIAS2', 'KRTAP10-2', 'BRAF', 'LEAP2', 'SAMSN1', 'COL6A6', 'ANP32B', 'PPP3R1', 'SNORD15A', 'ZNF510', 'THEM4', 'VTRNA1-3', 'CPA6', 'SNORD115-3', 'MND1', 'MAN1A2', 'SNORD19B', 'EGFL7', 'DDX21', 'FOXA1', 'MRPL30', 'SPATA31D1', 'SERTM1', 'UOX', 'HIST1H2BJ', 'CALB1', 'TCIRG1', 'COL8A1', 'LOC401010', 'C10ORF35', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032535082492379797
		RMSE:  0.20804431995898212
		NRMSE:  0.15657381105189322
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10171995354262497
		RMSE:  0.2077503373255318
		NRMSE:  0.17094572313464315
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  LinearRegression
		Pearson Correlation:  0.5764310997303123
		Spearman Correlation:  0.5670355247126628
		Coefficient of Determination:  0.3322728127362973
		RMSE:  0.1697266538828243
		NRMSE:  0.12773599894848786
		MAPE:  520.5562333044662
		Pearson Correlation:  0.30323551714909663
		Spearman Correlation:  0.3425080479953176
		Coefficient of Determination:  -0.1693668772254442
		RMSE:  0.2140333870127149
		NRMSE:  0.17611568091229732
		MAPE:  1253.5066776292547

	Predictor:  ElasticNet
		Pearson Correlation:  0.5712648081545941
		Spearman Correlation:  0.5561632047196062
		Coefficient of Determination:  0.3263286211680282
		RMSE:  0.17048044404699786
		NRMSE:  0.12830330017911679
		MAPE:  530.115733611415
		Pearson Correlation:  0.30043970200619574
		Spearman Correlation:  0.33928884986830554
		Coefficient of Determination:  -0.15991508079345818
		RMSE:  0.21316663401138836
		NRMSE:  0.17540248005545
		MAPE:  1254.5719919879555

	Predictor:  RandomForests
		Pearson Correlation:  0.5695576307907372
		Spearman Correlation:  0.5646613469327584
		Coefficient of Determination:  0.28911204214867015
		RMSE:  0.17512618959410967
		NRMSE:  0.13179968059282898
		MAPE:  244.61923417198372
		Pearson Correlation:  0.27438999667472264
		Spearman Correlation:  0.3592381231099405
		Coefficient of Determination:  -0.06601456755650204
		RMSE:  0.20435614421718598
		NRMSE:  0.16815283816110096
		MAPE:  1426.6219762027106

Protein:  PTEN
x_train_column_count:  886
x_train columns:  ['MRPL19', 'ZNF696', 'AOX2P', 'ADGRG4', 'CDR2', 'FAM78A', 'FAM200A', 'KIN', 'BAP1', 'RC3H1', 'SPAG8', 'HDAC10', 'MICAL1', 'OR2F2', 'RPS4X', 'PDZK1', 'FGF3', 'KCNAB1', 'G0S2', 'ST3GAL2', 'FBXO7', 'GOLGA2P10', 'SNHG8', 'KRTAP21-2', 'ENDOG', 'HEMGN', 'UGT1A4', 'KCNMB3', 'IFNA21', 'BRD1', 'RFPL2', 'GGNBP2', 'WDR90', 'SNORD110', 'CDH23', 'DOCK11', 'ATP13A1', 'AFM', 'AGRN', 'SERAC1', 'PAX9', 'ZNF57', 'KRT74', 'KCNS1', 'PAIP2B', 'FUK', 'UBE2J1', 'ACSF2', 'CHMP4B', 'OR5R1', 'RTL1', 'FAM45A', 'C10ORF76', 'ZIC1', 'SNAI3', 'CAMKMT', 'MAG', 'ZNF467', 'HECTD3', 'MAT2A', 'SWT1', 'PIDD1', 'GUCY1B3', 'TREM2', 'NACAD', 'PTGER4P2-CDK2AP2P2', 'HAUS8', 'ZC3H10', 'SLC9C2', 'NR2E1', 'PLSCR2', 'CLVS1', 'UBB', 'SNAR-A3', 'CREBBP', 'SRP68', 'ADGRA2', 'CD109', 'FAM155B', 'CUL7', 'ATAD3A', 'MGMT', 'MAGEB10', 'HPCA', 'ALS2CR12', 'SAR1B', 'CRYBA1', 'ZNF692', 'ENOX2', 'ABCC3', 'TCEAL4', 'TMEM260', 'LRRD1', 'NHSL2', 'KLHL17', 'SLC17A9', 'LIN9', 'ABCF1', 'PAX4', 'ACE', 'GSPT2', 'SPDYE7P', 'SLC41A1', 'SCAND1', 'SNX11', 'SNORA19', 'GEMIN7', 'MRPL48', 'DMTN', 'MYO1G', 'FOXB2', 'GRXCR1', 'OR5AP2', 'TGM6', 'BAG3', 'TRIML2', 'FLJ23867', 'ZC4H2', 'PLGLB2', 'HERC4', 'RAB3B', 'R3HDM2', 'CECR5-AS1', 'DRD2', 'DNAJB3', 'LINC00158', 'SYNPO2L', 'COBL', 'BCL11B', 'CHD4', 'NEDD4L', 'RRN3P3', 'PDE4D', 'SLC51A', 'MALSU1', 'DHX16', 'LIG4', 'KRTAP5-4', 'KIAA0355', 'EIF1B', 'TBC1D17', 'SALL2', 'MRGPRG', 'LOC90768', 'PUS7', 'TFAP2E', 'PADI3', 'ZNF71', 'KRT15', 'FBLL1', 'OR2M3', 'VAMP3', 'TTTY5', 'IGIP', 'DAND5', 'RAB3A', 'ZNF625', 'CCDC91', 'ZNF766', 'RHPN1', 'ZBTB44', 'MROH9', 'GRIP2', 'KRT33A', 'ANPEP', 'NRSN1', 'TNS2', 'USP34', 'PSG1', 'FKBP9P1', 'ATP11C', 'LOC388955', 'KANSL1', 'DDX11', 'FAM89A', 'SNORA77', 'BTN3A2', 'KCNMB4', 'ODC1', 'PEX26', 'MSMP', 'KATNA1', 'SUPT5H', 'OGFOD3', 'HIGD2B', 'INIP', 'ARPC5L', 'BET1L', 'GABRG3', 'STX5', 'OR4N3P', 'MPP6', 'CDC25C', 'KRTAP23-1', 'SNORD114-22', 'PPFIBP1', 'CEP295', 'OR51A4', 'SNORA59B', 'FAM124B', 'SHARPIN', 'DUPD1', 'CNFN', 'SGK494', 'SNORD20', 'STAM2', 'MRPS11', 'PCSK4', 'PECR', 'FUCA2', 'SIGLECL1', 'C17ORF89', 'UTP15', 'STRADA', 'ANKRD7', 'TTTY2', 'BIRC5', 'MUC2', 'TRAP1', 'DNM2', 'CD14', 'ZFYVE26', 'PLCXD3', 'LRRTM1', 'MST1R', 'HSD17B6', 'TERT', 'NFIA', 'ARMCX6', 'GABRA6', 'C9ORF16', 'SPANXN1', 'OR8D1', 'FBXO34', 'PZP', 'TIAF1', 'IRX3', 'C4ORF36', 'ZNF843', 'NUMB', 'FDPSP2', 'PFN3', 'TSPAN1', 'RAB4A', 'EIF1AX', 'NFKBIE', 'GNAL', 'TRIM72', 'POU2AF1', 'NOMO1', 'PKD1L1', 'ORC3', 'FGF9', 'PGRMC1', 'PTPN11', 'LVRN', 'C1QB', 'CBFA2T2', 'ERVFRD-1', 'POGZ', 'DOK5', 'XPO5', 'GNA13', 'ATP6AP1', 'IQCF3', 'JAK3', 'MT1DP', 'RAB8A', 'BCAR3', 'ALG11', 'ABCC12', 'BLOC1S4', 'CDC20', 'SLC35D2', 'ARMC2', 'OPA1', 'PLEKHJ1', 'ELMOD3', 'SNORD115-38', 'KCTD9', 'ZNF470', 'RNF166', 'GMNC', 'UNC119B', 'TIFA', 'MUC20', 'TMED8', 'HMGB3', 'TMEM169', 'LSM6', 'FFAR3', 'KRT37', 'ANKRD12', 'HSDL2', 'C2CD5', 'DESI2', 'KLK12', 'SOD1', 'PARVA', 'NDC80', 'SGPP1', 'GNPDA2', 'YBEY', 'GSDMA', 'CTSL3P', 'CLDN10', 'ZDHHC5', 'OR6K6', 'PNLDC1', 'WRNIP1', 'RCN3', 'SPATC1', 'RPL31', 'KCND1', 'CASP7', 'COL9A1', 'FABP12', 'CD84', 'METTL9', 'A1BG-AS1', 'SRPX', 'FBXO6', 'PROSER1', 'ATM', 'MC4R', 'CDCP2', 'ETV1', 'IL16', 'PDCL', 'PLEKHG4B', 'STYXL1', 'TMEM184C', 'FAM131B', 'ARSB', 'BST2', 'PNMAL2', 'RIMS2', 'LCA5L', 'SNORD22', 'C1ORF159', 'EME1', 'LZTS3', 'XPOT', 'OSBPL9', 'CTNNB1', 'APOL5', 'ACTN1', 'PPP2R5D', 'SNORD114-25', 'MUC16', 'SNORD50A', 'VTI1B', 'PRRT2', 'ZBTB22', 'LMNB1', 'FOXJ3', 'FKBP4', 'CALML3', 'MMP1', 'CLPP', 'KIAA0930', 'GGA1', 'TBC1D15', 'KIF1B', 'ADGRA1', 'SNORA30', 'EHD3', 'SERTAD1', 'ALPI', 'CHCHD4', 'TOMM7', 'DDB1', 'RNF40', 'PSMG1', 'SNORA47', 'SEC24C', 'ALDH1B1', 'NSUN4', 'SGPL1', 'CPNE7', 'PLA2G1B', 'LOC100240735', 'C5AR2', 'GPR176', 'C1ORF229', 'GARNL3', 'SPOP', 'LRRC16A', 'IL31RA', 'RTBDN', 'CXCL14', 'MDC1', 'ADGRL2', 'FEZ1', 'CAMKK1', 'NDUFS4', 'PHLDA3', 'LY6D', 'GLS2', 'SCN11A', 'CTNNA1', 'RGS2', 'MAP1A', 'RAPGEF3', 'CFHR2', 'LRRC4', 'ATP10B', 'RPS19', 'SLC25A37', 'LCMT2', 'CLDN14', 'FEM1B', 'SMC4', 'CSDC2', 'YIPF4', 'SLPI', 'ZNF833P', 'DIRC1', 'TP53I11', 'C5ORF58', 'PRSS1', 'BOD1L1', 'SF3B4', 'C2CD4D', 'LOC646471', 'CDS2', 'MRPS16', 'CCDC176', 'FAM160A1', 'IMPAD1', 'GNAI2', 'DHRS7B', 'PIGC', 'NCOA2', 'DTX3', 'ZFYVE28', 'NOL3', 'CDC42SE1', 'CA5BP1', 'SPG11', 'DEC1', 'CST7', 'KLHL38', 'TENM1', 'PLCB4', 'CACNA1G', 'MARCH2', 'ERC1', 'PRSS12', 'VPRBP', 'ANKMY2', 'POM121L9P', 'FAM196B', 'WNT8B', 'GOLPH3', 'KIR2DS4', 'GTF3C6', 'ZKSCAN8', 'LAMTOR4', 'KIFC3', 'ADAMTS4', 'BHMT2', 'SNORD9', 'ZCCHC8', 'ABCB1', 'GCNT2', 'ADAM33', 'GNG5', 'SNORD43', 'IKBKB', 'HIST1H2BM', 'DCUN1D2', 'MESTIT1', 'VWA1', 'CRIP2', 'PPP1R1C', 'IGLL1', 'TIE1', 'TMA7', 'MTERF3', 'ISCA2', 'NUCB2', 'IL7R', 'PPP2R3C', 'GOLGA8CP', 'CTTN', 'CRTC3', 'ZFAND3', 'CXCL10', 'SHMT2', 'PARD6A', 'OSBPL7', 'PDCD5', 'NBPF3', 'CDKN2D', 'CWH43', 'KIF27', 'LONRF3', 'C9ORF3', 'SLC35G2', 'RPS27A', 'RMDN3', 'SCARNA10', 'VBP1', 'ARRB1', 'NAP1L6', 'RNF115', 'DDX25', 'GPR89A', 'SLC25A26', 'MAP3K6', 'CD82', 'SCARNA23', 'GRPEL2', 'RPL29P2', 'SMR3B', 'DHRSX', 'KRTAP5-2', 'RGS17', 'TSPAN9', 'AHNAK', 'EXOC5', 'DGAT2', 'OLFML2B', 'COG4', 'ANK3', 'RSPO4', 'REM1', 'COX6B2', 'LAG3', 'KDELR2', 'NIPBL', 'PNRC2', 'NUMBL', 'GOT1L1', 'PLIN4', 'EMID1', 'ADAL', 'SPPL2A', 'TMBIM1', 'RAB1A', 'CCDC101', 'GLT6D1', 'HSP90AA1', 'INHBA', 'PCNAP1', 'GSPT1', 'PSAT1', 'NUP210', 'PMS2P1', 'CTXN1', 'DHFRL1', 'CACNA1F', 'N6AMT1', 'PVRL1', 'ARPC1A', 'ADGRG5', 'NGFR', 'SSBP1', 'ZBED1', 'C5ORF51', 'FAM212A', 'FZD6', 'ZNF208', 'PHLDA2', 'LIMK2', 'ALX1', 'RNASE4', 'ARHGAP24', 'C2ORF71', 'FBXO46', 'G6PC2', 'ASMTL-AS1', 'DPY19L2P4', 'DEFB116', 'STAG3L1', 'CCDC154', 'C14ORF169', 'BRICD5', 'OR52A1', 'SNORD116-15', 'UNC5A', 'VHLL', 'PANX2', 'ANGPT2', 'CORO2B', 'SPRR2G', 'LRP5', 'ZNF567', 'C9ORF139', 'DIRC2', 'GTF2IRD1', 'ELN', 'FCGR1A', 'TMEM100', 'HRK', 'PRSS48', 'CR2', 'PRSS8', 'S100PBP', 'DAPL1', 'CSTB', 'NANOS3', 'PALM', 'TEP1', 'MEX3B', 'MLST8', 'BDH2', 'MTX1', 'CD36', 'TINAG', 'PQLC2', 'MAOB', 'MAGEE1', 'ACTRT1', 'RGL4', 'LRRK1', 'PCDH20', 'SNORA41', 'KIAA0232', 'INO80B', 'ZBTB46', 'CIDECP', 'AMER1', 'SNORD116-25', 'HORMAD1', 'ZNF69', 'THEMIS2', 'PRSS37', 'C3ORF30', 'CHPT1', 'ZADH2', 'NME1-NME2', 'CLEC18C', 'CCDC103', 'SMIM5', 'OR6W1P', 'CLEC2B', 'TELO2', 'IRF6', 'HIST2H3D', 'RNF139', 'ENAH', 'C11ORF94', 'FSCN2', 'NAA35', 'MRAP', 'SHISA9', 'FKBP1B', 'CCL19', 'ARL15', 'LYPLAL1', 'EIF3IP1', 'HIST1H1T', 'SLC25A11', 'ACLY', 'AK9', 'CIZ1', 'SYN3', 'SH3D21', 'RPAP2', 'HHEX', 'LRRC31', 'PHF2', 'ZNF131', 'OR52E2', 'FANCG', 'SCARNA20', 'LINC00887', 'ABLIM3', 'INTS6', 'ADAMTS10', 'S100G', 'FAM49A', 'MUS81', 'TNIK', 'ROR2', 'WNK2', 'TM6SF2', 'SAT1', 'LCE2D', 'SLC35A1', 'SPATS2', 'RFX4', 'PRAMEF9', 'C16ORF90', 'BAZ1B', 'CXORF57', 'ZNF75A', 'CSH1', 'TRAF3IP1', 'UBA7', 'RPL23AP32', 'MSANTD2', 'CMTM2', 'POU3F3', 'SREK1IP1', 'CYP4F35P', 'GFOD2', 'PGS1', 'FAM205A', 'CYP4F2', 'SCOC', 'ACOT11', 'ACOX1', 'MSN', 'TLL2', 'EQTN', 'CHEK1', 'MARVELD3', 'KRTAP27-1', 'PCGF1', 'HJURP', 'HNF4A', 'CCDC134', 'TUBAL3', 'CDK8', 'PPM1K', 'THRSP', 'TMEM187', 'SNORA14B', 'NUP62CL', 'SNORA64', 'ZFP41', 'B4GALNT1', 'SLC10A2', 'CCDC183', 'NT5C1B', 'FKTN', 'ASPN', 'CCL22', 'BOP1', 'MYF6', 'MRPS25', 'NF2', 'YLPM1', 'OLFM1', 'CFAP58', 'APOC3', 'PXDNL', 'CAMTA1', 'TPX2', 'RPAP1', 'EMC2', 'DCLRE1C', 'TRNT1', 'TM7SF3', 'ASPHD2', 'C20ORF194', 'IFIT5', 'PRORSD1P', 'ZC3H12C', 'RAD54L', 'KCNU1', 'SAMD13', 'UBR5', 'CMKLR1', 'PNLIPRP2', 'PDGFA', 'FAM218A', 'ZNF385A', 'ATXN1', 'LRPAP1', 'CDC26', 'HBB', 'ATP11A', 'TLX3', 'CST13P', 'ACTL9', 'MAF', 'VSX1', 'APOBEC3D', 'SNORD115-35', 'GABARAPL3', 'EFCAB10', 'ZSCAN12P1', 'CSAG3', 'SEBOX', 'OR1C1', 'CNTNAP4', 'LINC00636', 'C3ORF38', 'C14ORF79', 'CYP1A1', 'AKR1C8P', 'TNRC18', 'LINC01124', 'SIGLEC14', 'ECD', 'ASCL4', 'C22ORF31', 'MICB', 'BZW1', 'TSSK2', 'NUP160', 'HSBP1L1', 'EHMT1-IT1', 'C11ORF45', 'KLHL1', 'CDK3', 'TRMT1', 'RPS7', 'OXNAD1', 'MARCH10', 'MUM1L1', 'CTU1', 'RTKN2', 'ZNF268', 'CANT1', 'LINC00669', 'PBOV1', 'ARPC3', 'NPY4R', 'S100P', 'GALNT16', 'TIAM1', 'NFATC2', 'IMPG1', 'ATP5L2', 'TMEM92', 'C1ORF115', 'ARMC1', 'CSN1S1', 'SLC25A51', 'CLNS1A', 'DPCD', 'SRSF10', 'PLSCR3', 'GPX8', 'TMEM248', 'DEFB129', 'SLC39A4', 'GREB1L', 'ALPK2', 'CD320', 'ACACB', 'RUNX2', 'EXOC7', 'RCSD1', 'SLFN5', 'WIZ', 'FABP2', 'DNAJB5', 'PPP5C', 'PLD4', 'TUBB1', 'RSAD2', 'GPATCH2L', 'ALOX15B', 'WDR55', 'AKAP1', 'LINC00341', 'TTTY8', 'ATF1', 'SLC35F4', 'NDUFA10', 'DCAF4L2', 'RSPO2', 'SNORD88B', 'SMAD2', 'NHLRC4', 'LINC00662', 'TRMT61A', 'SHANK1', 'RUFY3', 'CETN4P', 'C4ORF45', 'BARX1', 'OPTC', 'LTA4H', 'CACNG2', 'TAZ', 'UBE3C', 'LRRTM3', 'VWCE', 'DNASE2B', 'EED', 'MAP2', 'TMC3', 'SLC28A1', 'FGF14', 'PPAT', 'CD99', 'SNORD115-7', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.03862384422015608
		RMSE:  0.6356813050691055
		NRMSE:  0.09939509109047072
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04557869434051831
		RMSE:  0.5231599683741948
		NRMSE:  0.17546282813730707
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  1.1960782659791673e-14
		NRMSE:  1.8701872660138648e-15
		MAPE:  5.2261225913071414e-11
		Pearson Correlation:  0.10674884190095107
		Spearman Correlation:  0.027811920788215788
		Coefficient of Determination:  -28.332891135793513
		RMSE:  2.770981188804047
		NRMSE:  0.9293604738409066
		MAPE:  1959.2468373798397

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.211223982751145, tolerance: 0.020892714789331884
  positive)
		Pearson Correlation:  0.9997923900349241
		Spearman Correlation:  0.9995429490002996
		Coefficient of Determination:  0.9995528469166278
		RMSE:  0.013189806061844332
		NRMSE:  0.0020623572921342087
		MAPE:  15.791670169888672
		Pearson Correlation:  0.01772808598799403
		Spearman Correlation:  0.016115500926738857
		Coefficient of Determination:  -8.704730428842872
		RMSE:  1.5938515917384568
		NRMSE:  0.5345625139986775
		MAPE:  3810.7803111420894

	Predictor:  RandomForests
		Pearson Correlation:  0.6111885329893056
		Spearman Correlation:  0.5606253815315249
		Coefficient of Determination:  0.3183307496692148
		RMSE:  0.5149880443337312
		NRMSE:  0.0805235000130922
		MAPE:  262.4106182500367
		Pearson Correlation:  0.29234774424405385
		Spearman Correlation:  0.30345856923562853
		Coefficient of Determination:  0.06738339672303129
		RMSE:  0.4940918766808048
		NRMSE:  0.16571366939925034
		MAPE:  613.8097928860229

Protein:  BRCA2
x_train_column_count:  363
x_train columns:  ['RAB30', 'LXN', 'ZNF596', 'SLC38A8', 'YPEL4', 'MT1A', 'ADAM12', 'SPATA5', 'GPR89A', 'C16ORF93', 'GJD3', 'PCDHGB4', 'SLC2A9', 'ZNF761', 'HSD17B1', 'SMIM19', 'TTLL2', 'ATP6V1G2', 'TRIM26', 'AGO2', 'CPNE2', 'SNORD50B', 'GYPA', 'SLC35F2', 'ASIC5', 'NDUFS5', 'CCDC54', 'AAMDC', 'MYCBP2', 'KRT6A', 'COX5B', 'BNIP3L', 'MTMR9LP', 'SNORA71B', 'RBM7', 'FOXL1', 'HEXIM2', 'LSM11', 'INHBA', 'CCNA1', 'GPC5', 'ZNRF2', 'TSSK2', 'OTOA', 'FGF23', 'FGF6', 'KRTAP5-8', 'SHFM1', 'SNORA61', 'MTUS1', 'TONSL', 'DENR', 'VPS25', 'DDX41', 'TAF9B', 'FAM92A1', 'HVCN1', 'GYPB', 'OR6C68', 'LRRC40', 'CHST1', 'LOC90246', 'PLN', 'ZFP90', 'GLE1', 'PITHD1', 'HEY2', 'ZNF454', 'RHBDF1', 'ME1', 'BTD', 'TTTY17A', 'SYNM', 'RAB39A', 'SECISBP2L', 'TSNAX', 'NDUFAB1', 'ABCA5', 'AWAT1', 'UPF3A', 'MORN4', 'TIMM17A', 'KIAA0556', 'TMEM138', 'PRDM13', 'HOXA13', 'FAM224B', 'CACNG2', 'TSIX', 'OLFM3', 'L1TD1', 'GSTT2', 'CCR4', 'NFKBIB', 'CCDC101', 'SMARCD3', 'CCNH', 'LSG1', 'HIST1H1T', 'HMP19', 'DMP1', 'GJA4', 'GGA1', 'TUBD1', 'ARID5A', 'SNRPE', 'KRT71', 'ZNF280D', 'RIBC1', 'PSD', 'RAB40B', 'RTTN', 'ATAD1', 'CACNA1D', 'LCE3B', 'LOC285740', 'SCN9A', 'LAMA3', 'SLC16A10', 'KMO', 'LYRM7', 'IFI30', 'ZNF324B', 'HIPK4', 'ABCC12', 'WDR81', 'ATP10D', 'AIG1', 'OBP2B', 'LRRC8E', 'CCKBR', 'DLG1', 'C16ORF86', 'KLF13', 'LINC01512', 'OR52B2', 'PAX9', 'CA11', 'DYSF', 'ATXN1L', 'CCDC186', 'MYLK4', 'MDC1', 'CCDC64', 'RPUSD1', 'GK2', 'DYRK4', 'MTX1', 'CATSPER2P1', 'ADGRG5', 'ING4', 'TIGD3', 'SPDYE7P', 'TSR2', 'PAGE1', 'ASRGL1', 'OTUD7A', 'ABI3BP', 'MMACHC', 'AP5M1', 'CUL3', 'CLDN7', 'IGFL1', 'NAPB', 'HAPLN2', 'TRIM72', 'PCDHB17P', 'PDE4DIP', 'ZNRD1', 'DDX17', 'PSMD3', 'LOC285627', 'TK2', 'COMMD2', 'GPRIN3', 'TSC22D2', 'B3GNT8', 'PMP2', 'DMBX1', 'KAAG1', 'RGS7BP', 'COA1', 'COX5A', 'RFX4', 'FBXW7', 'ACCS', 'MTIF3', 'GFOD2', 'FZD5', 'PRRC2C', 'SENP3', 'CLIP2', 'KCNC1', 'FERMT2', 'PCDHB8', 'BTK', 'KDM5D', 'SETD9', 'TIMM9', 'LCMT2', 'FTH1', 'CDK1', 'FAM183A', 'RARS2', 'CHSY1', 'OSGIN1', 'TELO2', 'UNG', 'VSTM5', 'TBC1D19', 'ARPC4', 'LOC100129550', 'NR1I3', 'GAGE8', 'DBP', 'ANKRD39', 'TMA16', 'ARMT1', 'BPIFA4P', 'KLHL24', 'KIAA1024', 'WBP2NL', 'CLPB', 'PDLIM1', 'PLEKHH1', 'SEPT10', 'AP3S2', 'PSMD13', 'LDHAL6A', 'BCL2L10', 'SSX2IP', 'PNPO', 'RAB11FIP3', 'TEC', 'ST6GALNAC1', 'N4BP2L2', 'VCAN', 'TCOF1', 'TMIGD1', 'ZNF607', 'RIC3', 'GSKIP', 'RNF139', 'LINC00654', 'TYROBP', 'CYSLTR1', 'APP', 'KIAA0930', 'CEP250', 'R3HCC1L', 'SLC27A2', 'BAHCC1', 'IPO8', 'FGF11', 'AP3B1', 'GHRL', 'OR5K4', 'GRIN2D', 'PFN4', 'MYCNOS', 'PLAGL1', 'TECPR2', 'FAM19A3', 'FDXR', 'ZBTB44', 'ZNF853', 'RPL31P11', 'INTS8', 'PNN', 'FAM83F', 'NUDT19', 'ZNF75A', 'RLTPR', 'COL22A1', 'RTN4RL2', 'EPHB3', 'CHD4', 'RND3', 'B4GALT4', 'KLF8', 'WDTC1', 'TRMT10A', 'MAP3K11', 'LY6G6D', 'TNNT2', 'WDR55', 'KIAA0100', 'HTRA3', 'WSB2', 'TCEAL8', 'TMEM108', 'GYLTL1B', 'MVK', 'CLDN22', 'GOT2', 'ZNF623', 'KLHL31', 'TNFAIP3', 'ITGAL', 'PRRG4', 'ZC3H12B', 'PRELP', 'LINC00628', 'AFAP1', 'SELPLG', 'SKIDA1', 'BSPRY', 'MST1P2', 'DKK2', 'E2F5', 'SCN2A', 'DGKG', 'STUB1', 'HIST2H3C', 'N4BP2L1', 'DOPEY1', 'TGM3', 'OCIAD2', 'GLT8D1', 'CXCR2', 'RBM26', 'FKBP15', 'FOXL2NB', 'OR12D3', 'ADAMTSL1', 'LAPTM4B', 'HIST1H4K', 'SSX4', 'STAP2', 'CCDC25', 'SUSD4', 'RAB6C', 'PPARGC1A', 'SLC13A4', 'RPL3L', 'PARP8', 'SECTM1', 'CLINT1', 'DNAJC22', 'ETS1', 'GDF3', 'KMT2B', 'SCARNA12', 'IPPK', 'TMEM104', 'VTI1A', 'CRADD', 'LINS', 'TM9SF3', 'CPXM2', 'AARD', 'LY6G5B', 'TAB3', 'TXNIP', 'KIAA1875', 'JAM2', 'RAB9B', 'TLR9', 'FAM65A', 'ZNF799', 'TMEM140', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004232193403179485
		RMSE:  0.1957372843548259
		NRMSE:  0.12609907189874434
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0041831029428383015
		RMSE:  0.19359139518213575
		NRMSE:  0.1310414025181481
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  LinearRegression
		Pearson Correlation:  0.8261499825032838
		Spearman Correlation:  0.7948377488198488
		Coefficient of Determination:  0.682523793590176
		RMSE:  0.1100555832876393
		NRMSE:  0.07090068177654328
		MAPE:  174.05999575385042
		Pearson Correlation:  0.20621612681196558
		Spearman Correlation:  0.2514096185737977
		Coefficient of Determination:  -2.710293140800212
		RMSE:  0.37212059506916106
		NRMSE:  0.2518872527256341
		MAPE:  570.8875116298867

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.03179354354525632, tolerance: 0.0020487419647026942
  positive)
		Pearson Correlation:  0.8050499457059572
		Spearman Correlation:  0.7698944869245687
		Coefficient of Determination:  0.6476627125268145
		RMSE:  0.11594066633964888
		NRMSE:  0.0746920060168458
		MAPE:  180.17802165727716
		Pearson Correlation:  0.2558023641104625
		Spearman Correlation:  0.24084479562969469
		Coefficient of Determination:  -1.3845998847447318
		RMSE:  0.2983234235679941
		NRMSE:  0.2019341809670108
		MAPE:  475.4916037882637

	Predictor:  RandomForests
		Pearson Correlation:  0.604968919920704
		Spearman Correlation:  0.529517104425934
		Coefficient of Determination:  0.19027618923957035
		RMSE:  0.1757619830660767
		NRMSE:  0.11323046098635962
		MAPE:  133.1518511829688
		Pearson Correlation:  0.2511184473934857
		Spearman Correlation:  0.2319285923324554
		Coefficient of Determination:  0.0375933228278974
		RMSE:  0.1895216849225438
		NRMSE:  0.12828662852750827
		MAPE:  131.43174276558133

Protein:  CDKN2A
x_train_column_count:  614
x_train columns:  ['ARF6', 'STAT3', 'MLST8', 'UBA5', 'GIMAP6', 'USP36', 'FTO', 'DHRS4-AS1', 'PHF19', 'TIPRL', 'HIST1H4H', 'TNFRSF8', 'PCDHB8', 'C16ORF13', 'PCYT1B', 'MYH8', 'NCL', 'TSPAN4', 'TPSAB1', 'PABPN1', 'NTN4', 'OR5K4', 'NRTN', 'LRTOMT', 'SLC6A4', 'CFAP57', 'ZNF763', 'ELSPBP1', 'GDF2', 'LXN', 'CBR4', 'CSF1', 'MIR100HG', 'TDP1', 'GOLGA6L9', 'SVOPL', 'SPRTN', 'TMEM219', 'SEPT12', 'G6PC3', 'ANKRD34B', 'SERGEF', 'ZNF622', 'RPL23AP64', 'EBF2', 'ENO3', 'FBLN2', 'LINGO3', 'USP43', 'DLGAP1', 'CCDC6', 'CLK2P1', 'MBNL3', 'UBE2QL1', 'CTTNBP2NL', 'AHCYL1', 'SPATA24', 'GDF9', 'GATA6', 'MCM4', 'TTI2', 'CASP1', 'ILF2', 'GMPS', 'PLEKHB1', 'ATG4D', 'RGS22', 'PHKB', 'ACKR2', 'KCNK12', 'RRN3', 'ARMC12', 'UBE4A', 'WRNIP1', 'HLA-DQA2', 'SPAG7', 'ATP1A3', 'CYP3A43', 'TNS1', 'ZNF592', 'ZNF587', 'GCLC', 'C20ORF27', 'HRASLS', 'TMEM87B', 'PGM5-AS1', 'MBOAT4', 'KRTAP3-2', 'TGM1', 'MDN1', 'LINC00032', 'SMARCAD1', 'TTTY6', 'SUCLG1', 'ZBTB21', 'TEX37', 'CSAG1', 'FAM110B', 'ANG', 'FEN1', 'MRC2', 'HMSD', 'CAMK1', 'LYPD5', 'CTDSPL2', 'VWCE', 'RBM24', 'RETN', 'SNORD114-25', 'HOXB6', 'DRAXIN', 'EGR2', 'MESP2', 'ZNF287', 'SCD5', 'ASPA', 'PDZRN4', 'NRARP', 'CRYBB1', 'ARMCX1', 'MARK1', 'GOLGA8B', 'NTSR1', 'PTGES3', 'APOA1BP', 'PPM1H', 'RBMS1', 'BAG2', 'ACMSD', 'POLH', 'PANK3', 'FICD', 'RHCE', 'NAT1', 'FIGF', 'FLG2', 'LOC200726', 'SNORA28', 'CROCC', 'RBPMS', 'ZFP92', 'ELAC2', 'BCAS4', 'RNASEH2C', 'PPM1E', 'OR8H2', 'NOL11', 'CERCAM', 'ZBTB40', 'TMEM160', 'PRSS3P2', 'CCDC127', 'HBBP1', 'RAD18', 'ZNF137P', 'EXOC2', 'PSMG1', 'WASH3P', 'PLIN5', 'CSNK1G3', 'BUB1', 'ARRB1', 'C7ORF13', 'ALS2CR12', 'DYNLRB1', 'DNASE1L3', 'B4GALT1', 'UGT2A3', 'AGFG2', 'ERRFI1', 'SNORD116-24', 'TAAR5', 'ASB7', 'PRDM1', 'RSF1', 'ZFYVE9', 'IWS1', 'MSMB', 'MTMR11', 'TERT', 'TRIM16', 'SP140', 'SLC16A6', 'EZR', 'HAVCR2', 'ADAMTS9', 'PRR22', 'STK11', 'ARHGAP39', 'KRT20', 'ZNF48', 'IGF1', 'TAGAP', 'VENTX', 'CPSF7', 'ATRN', 'SERPINA5', 'PLCD1', 'CDRT15P1', 'LOC256880', 'CCDC43', 'SNORA21', 'BACH2', 'IFNAR2', 'SNX9', 'MRPL45', 'ZBED4', 'RANGRF', 'HMGCL', 'CHCHD3', 'OR5AN1', 'ATP6V1C2', 'MCM3AP', 'PASD1', 'KLF8', 'LRRC1', 'GPR176', 'PLK3', 'CFAP221', 'TBX2', 'NT5DC1', 'ITGBL1', 'ECH1', 'SLC25A43', 'SPRR3', 'NFKBID', 'OR10A5', 'AOC1', 'SEC24B', 'PABPC1P2', 'ETV5', 'CCDC112', 'EDC4', 'TRPV2', 'SH3PXD2A', 'LSS', 'NAA10', 'SSH1', 'LOC284441', 'OR3A4P', 'OTUD3', 'LRRC34', 'DNAJC16', 'MUC5B', 'PPL', 'SLC25A44', 'PCBP3', 'BEND3P3', 'NR1I3', 'H2AFX', 'CLIC6', 'SPATA32', 'IL17RA', 'GPRC6A', 'HECW1', 'TAS2R40', 'NGDN', 'OR2H2', 'GP6', 'C1ORF158', 'GDF7', 'PSG8', 'MAP1S', 'IL1RL1', 'C16ORF90', 'OSBPL10', 'RAC2', 'VCX3A', 'PRO0628', 'EREG', 'LRRC41', 'GTF2H2', 'CXCL11', 'CCT6P1', 'FGFR4', 'LTBR', 'BUD13', 'DLX5', 'BPNT1', 'OSBPL1A', 'EPN2', 'DLX3', 'RFPL4B', 'ZCCHC12', 'ZMYM2', 'KTN1-AS1', 'CUL3', 'DHX36', 'CCND1', 'HINT1', 'MYL12B', 'HTR5A', 'CHRM5', 'CLN3', 'FOCAD', 'COQ10A', 'CTSE', 'HSPA2', 'EXOC5', 'RHBDL3', 'LINC00593', 'BRF1', 'TMEM200C', 'NRIP1', 'PAN3', 'SLC52A3', 'FSHR', 'B3GALNT1', 'ZW10', 'COPS3', 'PEX11G', 'SUGT1', 'ANXA2P3', 'WRAP53', 'TCL1B', 'HIST1H3J', 'HDGFRP2', 'FRRS1L', 'MNAT1', 'PDP1', 'SNORA69', 'GPAT2', 'TMPRSS4', 'ZNF18', 'C1ORF21', 'TYK2', 'DIRAS1', 'EEF2', 'CABLES1', 'CFAP70', 'POU4F1', 'PLAC9', 'CCRN4L', 'RNF24', 'ZNF205-AS1', 'OR5W2', 'COX4I2', 'NAP1L1', 'C17ORF53', 'OR4N4', 'ZNF25', 'ADAM22', 'KCTD16', 'MEGF11', 'SNORD49A', 'RPL13P5', 'UXS1', 'NSFL1C', 'GFI1B', 'LETM2', 'LINC00923', 'C4ORF45', 'PREX1', 'EVA1A', 'PLB1', 'TEPP', 'FAM222B', 'ESYT2', 'ZNF782', 'CHRNA5', 'SSTR4', 'ARPC3', 'FABP5', 'GIMAP8', 'SPOPL', 'CLTB', 'C9', 'RNF222', 'FAM134A', 'PRMT6', 'SCN8A', 'SRMS', 'ZEB1', 'LOC81691', 'KHDRBS2', 'DNAJB8', 'AKAP3', 'RAMP2', 'CEACAM16', 'ZNF385D', 'BDH1', 'ERLEC1', 'CT83', 'GAPDH', 'SUGP1', 'KRTAP5-8', 'HCG27', 'OMD', 'PTPN1', 'TBC1D8B', 'ZNF235', 'CLDN1', 'TRHDE', 'KRTAP11-1', 'FEZF2', 'TUBA4B', 'CKMT1A', 'PUM2', 'SNORD43', 'TAS2R10', 'HNRNPL', 'SDHA', 'SMIM10L2A', 'BTG1', 'LAMTOR3', 'MAP3K7CL', 'ZDHHC6', 'HIST1H4F', 'GSTA2', 'NEUROG3', 'FLJ44635', 'NDC1', 'LIPE', 'PDK1', 'ABHD14A', 'IRX6', 'UBXN11', 'ZNF134', 'RASL10A', 'PLA2G2F', 'KDM3B', 'CENPI', 'FAM185A', 'PKHD1', 'APH1B', 'UBAP2', 'DHX58', 'SNORA24', 'ZNF594', 'AHSA2', 'B3GALT5-AS1', 'HOXB7', 'VRK3', 'WNT7B', 'GSKIP', 'ZNF780A', 'KCTD4', 'HBG2', 'GAP43', 'ZNF418', 'BPHL', 'C11ORF73', 'TMEM26', 'SON', 'TJP1', 'HYAL1', 'IPO5', 'EML3', 'ANAPC1', 'WBP2NL', 'PLEKHO1', 'LIMD2', 'OR4K5', 'GNAI1', 'STAM2', 'ZSWIM6', 'FABP7', 'NLE1', 'SERPINA10', 'PCAT18', 'DMRT1', 'SLC2A1', 'WT1-AS', 'RTL1', 'CLEC3B', 'AKAP1', 'FAM169A', 'SPINK4', 'USP32P2', 'FBXO47', 'TMEM175', 'AP5S1', 'NKX2-4', 'ADCK5', 'TROVE2', 'CACNA1F', 'DUSP5', 'ZNF428', 'XKRY2', 'HMHB1', 'ANKRD32', 'FANCI', 'NTN5', 'FBXO9', 'DIRC1', 'TBC1D10B', 'EARS2', 'INSL4', 'GPR142', 'LMBR1', 'FERD3L', 'TAF9', 'TFE3', 'TYW5', 'MRPS31', 'FASTKD1', 'CCL27', 'PROX1', 'MYT1', 'B3GNT7', 'ZDHHC22', 'PIK3R1', 'ZNF562', 'CACNA1I', 'CAPG', 'CEP97', 'ACADS', 'CAMK2A', 'PIKFYVE', 'TCEAL6', 'PCDHA9', 'LOC285627', 'S1PR2', 'PSPN', 'GJB1', 'POLE4', 'GPR61', 'FLYWCH1', 'HPYR1', 'WAPAL', 'AGO3', 'PRSS48', 'LIN37', 'EMB', 'SGCZ', 'TRIM68', 'BCR', 'RER1', 'HIST1H3E', 'SPEF2', 'NYNRIN', 'LRSAM1', 'FAM168A', 'JPH4', 'LSM8', 'TMEM8B', 'IGFBP5', 'RHOD', 'DDX27', 'NDUFB5', 'HLA-DOA', 'LOC100287704', 'OR6Y1', 'CLIP4', 'POLDIP3', 'DCAF16', 'ZUFSP', 'TNP1', 'SURF6', 'SRCIN1', 'PCNXL3', 'ATF1', 'CCSER2', 'CALML5', 'OSGEPL1', 'COL23A1', 'SNORD116-4', 'EPHB2', 'DHRSX', 'TTC37', 'PFN1', 'RASGRF1', 'EGFL6', 'FOXE1', 'SCRIB', 'HP', 'SYP', 'KCNB1', 'ERP29', 'EDNRB', 'ZNF488', 'TEFM', 'CDKN2D', 'RBM34', 'IL2RA', 'TEKT4P2', 'SDHC', 'ITGB3BP', 'DEFB134', 'KRT25', 'GIMAP1', 'LINC01119', 'TBC1D23', 'PRKG1', 'SNX29P2', 'CTRC', 'RIN3', 'LINC00628', 'LAMC1', 'LRIG1', 'PPAPDC3', 'LOC401127', 'CT55', 'SPEF1', 'DPYSL4', 'C6ORF25', 'NXPE1', 'TCTEX1D1', 'CRIP2', 'RBMS3', 'SLC7A13', 'TRPV3', 'SLC35B1', 'SNORD65', 'EVC', 'B4GALNT3', 'TPR', 'TSPAN17', 'PIWIL3', 'ANKRD9', 'SNORD35A', 'MYH2', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07796029040511754
		RMSE:  0.688717064305458
		NRMSE:  0.155695052403178
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04182297654643197
		RMSE:  0.6873705418142212
		NRMSE:  0.18569552134596423
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6633450034781481
		NRMSE:  0.14995930902637006
		MAPE:  291.0442764508337
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00497373418246827
		RMSE:  0.6751049711753466
		NRMSE:  0.1823819351565125
		MAPE:  246.23249271843073

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  1.932371622580958e-13
		NRMSE:  4.3684223410895393e-14
		MAPE:  1.1619816470114231e-10
		Pearson Correlation:  -0.13704809348774852
		Spearman Correlation:  -0.05571163788898645
		Coefficient of Determination:  -53.06534436195689
		RMSE:  4.95168987658598
		NRMSE:  1.3377160894170035
		MAPE:  2972.9202574277347

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.644684269597235, tolerance: 0.023629428078437084
  positive)
		Pearson Correlation:  0.9906265668042625
		Spearman Correlation:  0.9888289854335721
		Coefficient of Determination:  0.9811128238843237
		RMSE:  0.09116391703765765
		NRMSE:  0.020609001251872417
		MAPE:  104.99487962772986
		Pearson Correlation:  -0.007886129684638463
		Spearman Correlation:  0.13788410886742758
		Coefficient of Determination:  -22.265142886223238
		RMSE:  3.2482302940217793
		NRMSE:  0.8775206110929812
		MAPE:  2687.8817211906958

	Predictor:  RandomForests
		Pearson Correlation:  0.6566003737717229
		Spearman Correlation:  0.6063808017188466
		Coefficient of Determination:  0.4164805664310778
		RMSE:  0.506718924726262
		NRMSE:  0.11455158239544748
		MAPE:  158.5755169142142
		Pearson Correlation:  0.704237296289468
		Spearman Correlation:  0.6085211198907424
		Coefficient of Determination:  0.4523835039155054
		RMSE:  0.4983474167407958
		NRMSE:  0.13463027251480328
		MAPE:  119.54778302354919

Protein:  TP53
x_train_column_count:  1002
x_train columns:  ['PAXIP1', 'LOC644936', 'SH3BGR', 'KRTAP11-1', 'LGSN', 'SMAD9', 'XKR5', 'ATP6AP2', 'POLR2H', 'ZAP70', 'AGAP6', 'SHISA6', 'ZNF554', 'SPDYE1', 'PDHA2', 'LOC407835', 'SPOCK1', 'EFCAB8', 'ARSE', 'C15ORF56', 'GALR3', 'FAM43B', 'PPIB', 'ZPLD1', 'TMEM143', 'CHST8', 'DNALI1', 'SPIC', 'ESRRB', 'CDKN2C', 'KHDRBS2', 'GGH', 'SPAG17', 'NFAT5', 'C21ORF2', 'HP', 'KRTDAP', 'SMAD2', 'TRIM55', 'NOL6', 'SLC4A11', 'BST1', 'NAA11', 'FAM71A', 'PTRF', 'ATP4A', 'PLCD1', 'DENND2C', 'ABHD15', 'MGC15885', 'DNAJB1', 'EDN3', 'CMKLR1', 'AMMECR1L', 'MAN2C1', 'BAP1', 'GTF2H4', 'PRSS53', 'TIA1', 'CYB5D1', 'IGF2', 'SPICE1', 'ZC3H7A', 'SCNN1D', 'HTATIP2', 'PARN', 'ZFAND1', 'ANKRD28', 'LOC646813', 'RTN4', 'MPZL1', 'LOC284578', 'RNF135', 'IL5', 'LINC00472', 'GAMT', 'HS6ST3', 'SEC22C', 'RUFY2', 'SNAR-E', 'LHFPL2', 'SNORD45C', 'MLH3', 'GMFG', 'HSPA1A', 'ADD2', 'TMEM200B', 'UCP2', 'ID2', 'LOC440173', 'BCL2A1', 'PLOD3', 'HIGD2A', 'DPT', 'NPFFR2', 'KANSL2', 'CCDC107', 'MLLT3', 'SLC22A2', 'EIF3B', 'FZD3', 'PHOSPHO2', 'ZFYVE27', 'GATAD2B', 'PIP5K1C', 'MTG2', 'HAPLN2', 'NPTX1', 'FUNDC2P2', 'TOLLIP', 'S100A5', 'ZYG11A', 'ZNF619', 'ZNF546', 'C10ORF90', 'OR2T33', 'PKD1L1', 'TACC1', 'S100A7L2', 'HEATR1', 'TTC39A', 'SNORD65', 'RTP3', 'G6PC2', 'VAT1', 'FAM184A', 'FRY', 'UGGT2', 'FGF21', 'ALPK3', 'ZNF808', 'CS', 'SPP1', 'SNORA79', 'PID1', 'CLCN7', 'C17ORF70', 'CHRM4', 'KLHL40', 'FAHD2CP', 'PLAC1', 'DDX31', 'PLEKHS1', 'C19ORF38', 'GPR151', 'PPP1R15B', 'DYNLT3', 'RASGRF2', 'FLT4', 'HSPA9', 'FAM178B', 'SRRM4', 'RPS15AP10', 'ADAM12', 'LY6H', 'SPIN2B', 'OR10A6', 'CD40', 'MPV17', 'CDKAL1', 'CWH43', 'H2AFZ', 'KIAA0907', 'ANXA11', 'MSL2', 'TEX29', 'ZNF718', 'CHCHD6', 'EEF1DP3', 'MAPK1', 'HMGXB3', 'KRTAP10-4', 'ARMC5', 'GTF2IRD1', 'SMC5', 'ZBTB26', 'GLUD1', 'GCSAML', 'IVL', 'PQLC2', 'ITPK1-AS1', 'CD7', 'SOX18', 'RLN1', 'FN3K', 'CKMT1A', 'SNORA70', 'TMOD4', 'TRO', 'BPIFB3', 'C12ORF49', 'C19ORF40', 'ACTL6B', 'GALNT10', 'FLVCR1', 'OR4K17', 'ALPPL2', 'TMEM50B', 'GPR176', 'HMGA1', 'GPR161', 'ATXN7L3', 'ZNF605', 'FMO4', 'WNT3A', 'EBNA1BP2', 'SRA1', 'WDYHV1', 'ANKRD26P1', 'XDH', 'FAM209A', 'GRK1', 'ISPD', 'HOXC6', 'CACNA1D', 'FAM111B', 'SPATA31A6', 'SLC35D2', 'NSMCE2', 'CORO6', 'THUMPD3-AS1', 'BAK1', 'RGS7BP', 'DHX35', 'DPY19L1', 'RS1', 'C11ORF42', 'PNRC2', 'NSRP1', 'RPS6', 'SPOP', 'RNF151', 'WNT8A', 'LMCD1', 'TRIM44', 'MORF4', 'KDSR', 'FOXC2', 'ASB2', 'AP3M1', 'OR2H2', 'GABARAP', 'CWC22', 'OLFM3', 'ZNF558', 'LIX1', 'KCNJ4', 'CEBPE', 'OR10G3', 'NETO1', 'BTG2', 'LIPM', 'IGFL4', 'TPTEP1', 'MAP1LC3B', 'EIF5A2', 'TERT', 'AKT3', 'OPRK1', 'CLDN7', 'MID2', 'ADGRF4', 'HIPK3', 'TM4SF20', 'OR5H15', 'ATAD5', 'RRS1', 'TBCE', 'RTEL1', 'COL9A2', 'TMEM216', 'TMPRSS3', 'APH1A', 'RASA2', 'SPSB2', 'TRIM75P', 'ITGAX', 'OGDHL', 'SECTM1', 'USP1', 'ASAP1', 'SNORD119', 'TTLL11', 'TM7SF3', 'CD72', 'SLC35F6', 'GPR135', 'SNORD115-39', 'LGALS3BP', 'CACYBP', 'OR1N2', 'ZNF844', 'ELAVL4', 'ZBTB43', 'SNORD29', 'PUSL1', 'WDR13', 'FAM78B', 'FBLIM1', 'BAHD1', 'TMEM182', 'APCDD1L', 'ITGB1BP1', 'SEPN1', 'LUC7L', 'TRIO', 'LINC01184', 'NEO1', 'MRPL40', 'TMEM8C', 'KMT2D', 'ZNF439', 'TBL1X', 'MON1B', 'SLC25A53', 'LINC00667', 'MCF2', 'XAGE3', 'CDKN2AIP', 'TEDDM1', 'DNAL4', 'ALDH9A1', 'RANBP9', 'AIG1', 'CAMTA2', 'SLC22A13', 'P3H4', 'OR10H1', 'TMEM41B', 'BARX2', 'TRPM1', 'WDHD1', 'DKK1', 'LOC284023', 'FZD8', 'TTR', 'RPA1', 'ACBD3', 'PDIA3P1', 'POU3F2', 'KCNH8', 'KLHL7', 'SUOX', 'CEL', 'SNAPC3', 'JAZF1', 'PLRG1', 'CYP4F3', 'ENDOD1', 'FBXO24', 'OR8U1', 'EXOSC4', 'CDKL1', 'SCARNA4', 'UBE2J2', 'FEZF2', 'SYT12', 'EBF4', 'NDUFAF5', 'ALKBH7', 'CDH17', 'OR2J3', 'FAM110C', 'LRRC59', 'SPTSSA', 'TSHB', 'CDK20', 'CABP4', 'SLC25A40', 'FBXO27', 'RGS7', 'ZNF233', 'GOPC', 'PRPF4', 'AKR1B15', 'AMPH', 'CTSL', 'SPDYE4', 'RFC3', 'SNORD78', 'MANSC1', 'LOC153910', 'NTN5', 'PIAS1', 'OR5K4', 'TMEM31', 'CBS', 'SND1-IT1', 'STON2', 'RPL30', 'FAM175A', 'SNORD37', 'DOLPP1', 'SDHAF2', 'NIPAL4', 'TMEM187', 'DLG2', 'VAX2', 'SLC52A1', 'SLC19A3', 'INCENP', 'CDH20', 'ERO1L', 'ZNF217', 'MAML2', 'SYNPO2L', 'ST8SIA4', 'SEC24A', 'TMEM38B', 'POP1', 'IRGQ', 'CNNM4', 'MMP13', 'NMT2', 'SPRR2G', 'CSRNP1', 'KPNA2', 'DDO', 'WFDC6', 'KIAA0513', 'C15ORF57', 'MALL', 'LINC00167', 'TRIM5', 'ZNF530', 'ABCA3', 'C1QTNF2', 'MUS81', 'OR2B3', 'PTCH2', 'SLC25A32', 'SPINK1', 'DNAH12', 'CDAN1', 'ALS2CR11', 'SALL1', 'ANKRD13A', 'AQP6', 'LRP10', 'ANAPC15', 'SIPA1', 'LAMC1', 'HNRNPU-AS1', 'SNORA34', 'MTMR6', 'MSMO1', 'EPHX4', 'MST1R', 'KIAA1210', 'MYLIP', 'SLX4', 'ZNF644', 'RNASEH2A', 'P4HA3', 'IL32', 'SNX1', 'C2CD4C', 'KAT6B', 'RHBDL2', 'MAFF', 'C9ORF117', 'STMN2', 'MRTO4', 'GYS2', 'NCK1', 'EBPL', 'LOC440461', 'SSR3', 'ARSF', 'DCAF6', 'HEXIM2', 'HES2', 'ELSPBP1', 'NDUFAF1', 'CD40LG', 'FAM210A', 'LARP6', 'TUBB', 'TMCO3', 'VWA8', 'PTPN4', 'ERC2', 'MIR99AHG', 'SMPDL3A', 'FAM160A2', 'EXOC3L2', 'CREG2', 'ANKFN1', 'ESCO2', 'FXYD5', 'RBM12', 'CDHR5', 'FAM106CP', 'HIST2H3C', 'STEAP2', 'GNPDA2', 'LLGL1', 'IL22RA1', 'DAPK2', 'NDUFB2-AS1', 'KIAA0754', 'SLC44A2', 'DUOX2', 'DMP1', 'PLN', 'PCDHGA3', 'SUPT3H', 'OR2T5', 'UPK3B', 'FUT10', 'PDIA6', 'LBX2', 'TTPA', 'DHX34', 'HACE1', 'ZNF503', 'NUTM2A-AS1', 'PELI1', 'OR4K15', 'IRF2', 'SLC22A3', 'CNGA2', 'SARAF', 'AARS', 'LEPROTL1', 'GLYATL3', 'CLN6', 'BCL9', 'FRZB', 'HOXA13', 'SYK', 'UQCRB', 'SPRR1B', 'VPS35', 'MSN', 'PDLIM5', 'TANGO6', 'C6ORF223', 'FCGR1A', 'ZNF140', 'LINC01566', 'NDST3', 'TMEM179', 'LOC100130093', 'BRDT', 'SPNS1', 'LOC151174', 'HIST1H4G', 'RNPS1', 'TAP2', 'NEMF', 'GCM1', 'SPAG5', 'YAP1', 'CMTM3', 'APOPT1', 'ZHX2', 'RASEF', 'PARPBP', 'CKAP2', 'GPT2', 'TRIP4', 'ATG7', 'AP2A1', 'MTHFR', 'TRIM35', 'PTPRZ1', 'USP44', 'PITX2', 'NUP107', 'NUDT18', 'ITFG2', 'FOXF2', 'ALDH3B2', 'C2CD2L', 'C17ORF102', 'BOLA2', 'NAPSA', 'KIAA1958', 'ADRA2A', 'PLEKHA7', 'CSN2', 'STAT5B', 'C1ORF186', 'NAA40', 'RAB24', 'OR1B1', 'LRRC47', 'QKI', 'ZNF768', 'POLR2D', 'RALBP1', 'ERLIN2', 'JADE1', 'CYGB', 'CAGE1', 'COL5A3', 'LGMN', 'KCNK7', 'SNORD36B', 'TRAPPC4', 'LINC01558', 'EVC', 'XRRA1', 'GTSF1L', 'PGA4', 'RBP2', 'GALR1', 'ST6GAL1', 'MRPS34', 'CCT6B', 'DPF2', 'NLE1', 'ARHGAP39', 'FECH', 'GTF3C3', 'FGF1', 'ITM2C', 'PNMAL1', 'TMEM30A', 'SENP8', 'ARHGEF15', 'CLDN20', 'KLF1', 'UQCR11', 'NPY1R', 'CACNA2D4', 'ZNF737', 'C16ORF70', 'EIF6', 'SELM', 'ARHGAP4', 'CHAC2', 'CCDC62', 'TANC2', 'NCOR1P1', 'CFAP47', 'LRRC75B', 'GFPT1', 'CABP5', 'CCL17', 'PCDHA13', 'HPSE', 'NDST2', 'RASSF3', 'PAPOLG', 'BEND7', 'HIST2H2BF', 'SSBP2', 'PDCL3', 'QSOX2', 'LOC400043', 'RBMY1J', 'AATK-AS1', 'GPR50', 'TMTC1', 'RBBP4', 'SDCBP', 'NXPE1', 'DMRTC1', 'LOC400927', 'GRIP1', 'PDGFC', 'ONECUT1', 'EXTL3', 'SNORD115-11', 'UBE2A', 'SOX10', 'OR10R2', 'BDP1', 'FDPS', 'ADCY5', 'TXNDC8', 'SHOC2', 'TIFA', 'COASY', 'TFEC', 'FBXO16', 'C1ORF106', 'ZNF568', 'TCEAL8', 'OVCA2', 'MSTO1', 'ICAM1', 'EPHA8', 'FANCA', 'SYT9', 'CAPN9', 'TSR3', 'MID1', 'UNC80', 'CMA1', 'MAGEE1', 'DNAH10', 'HIST1H3F', 'RNF141', 'CNOT1', 'GLIS3', 'FAM107B', 'TOP2A', 'MUT', 'LINC00284', 'MYEF2', 'MORN2', 'REXO4', 'OR8K1', 'TNRC6A', 'KRTAP5-9', 'H3F3B', 'PRCP', 'EME2', 'PPARD', 'ANKRD39', 'ARSA', 'LRRC17', 'SPAM1', 'PCMTD2', 'FRS2', 'LOC143666', 'GPATCH3', 'SNORD114-14', 'TXNRD1', 'ZNF131', 'PGRMC1', 'ZNF273', 'PRAMEF8', 'ZNRF2P1', 'DNAJC3', 'ZNF252P', 'LRRC28', 'ZNF674', 'SLC24A5', 'ZNF846', 'CERS5', 'WASF1', 'CLRN2', 'DUS4L', 'NTRK3', 'SNORD12', 'CLMN', 'ATP13A1', 'CACNG1', 'PLEK2', 'LINC00620', 'CPXCR1', 'FAM118A', 'PABPC4', 'CYB5A', 'ARL2', 'PIP4K2B', 'EDNRB', 'GPR157', 'OR4S1', 'ZNF823', 'S100P', 'FMR1-AS1', 'MSRB2', 'RHBDL3', 'APOH', 'CAMK4', 'SCARB2', 'C11ORF96', 'EIF2AK1', 'HRASLS', 'KDM2A', 'RECK', 'HOMER1', 'CNIH1', 'JRK', 'PPP5C', 'ZNF512B', 'HESX1', 'CCDC167', 'FAR2P1', 'LGALS13', 'ATP13A2', 'MTCH1', 'TMEM190', 'SAMD10', 'TMEM176A', 'TMEM39A', 'C6ORF1', 'PARG', 'ORC4', 'FRS3', 'FAM163B', 'HOGA1', 'WWC2-AS2', 'CYYR1', 'ADIRF', 'EMC7', 'CYP2C8', 'LOC644172', 'CATSPER1', 'SUPT20HL2', 'ETAA1', 'RPS19BP1', 'PMEL', 'TRAP1', 'TCAF2', 'PHF10', 'SORCS3', 'CMTM4', 'RNGTT', 'ID1', 'HNF1B', 'PPP1R9B', 'DNAJC30', 'CXCR2P1', 'ZNF526', 'DHX15', 'MS4A12', 'AMY2A', 'NUDT16P1', 'RNF187', 'MAP3K11', 'TMED9', 'SNORD52', 'ARHGAP29', 'LPAR1', 'RC3H2', 'MYOM1', 'OR51B5', 'WWP2', 'C2ORF73', 'SIPA1L3', 'CPSF4', 'RPL28', 'FDCSP', 'USP3', 'SPP2', 'FAM102A', 'FKBP9', 'PPAP2B', 'SP140L', 'EPC1', 'AP2M1', 'C11ORF53', 'HSPH1', 'FAM117A', 'DNAAF2', 'ITLN2', 'ARL5C', 'SNORD27', 'SPACA4', 'HAUS7', 'SNORA24', 'XKRX', 'POU2F1', 'CXORF56', 'TAB3', 'RFX7', 'UFD1L', 'TOR2A', 'FAM217B', 'ZNF221', 'MAS1L', 'LSMEM2', 'BRIX1', 'RPS27', 'SSTR4', 'PWP2', 'RAI2', 'GPR153', 'C11ORF1', 'AKIRIN2', 'ZNF518B', 'SNORD116-26', 'PAX8', 'TOP2B', 'ZNF773', 'FEM1C', 'TXN', 'C14ORF169', 'PALM2', 'HPR', 'PQLC3', 'KLF10', 'ALAS1', 'CSHL1', 'DKFZP779M0652', 'UCN3', 'LILRA2', 'PRKCSH', 'TP53RK', 'UPP2', 'EXOC5', 'SMIM1', 'RAP2A', 'OR13C8', 'FAM53B', 'EIF2B3', 'SUB1', 'SPATA33', 'PRKRA', 'FLJ41941', 'PWRN1', 'PCDHB19P', 'KRT75', 'PSG3', 'KDM5A', 'RNF168', 'FAM27L', 'E2F7', 'LOC100133050', 'WDR91', 'RCC1', 'DSCC1', 'OR52B4', 'PDLIM2', 'NEDD9', 'BTNL2', 'TRPV5', 'NKG7', 'DCK', 'CTHRC1', 'EIF3IP1', 'HOXA4', 'SAMD4A', 'POTEC', 'MGC16275', 'HPSE2', 'DEFB122', 'KATNAL2', 'KRTAP10-10', 'FOXB2', 'ISCA1P1', 'SUGT1', 'DHDDS', 'VAC14', 'MDFI', 'TAF1', 'RANBP6', 'SNORD63', 'CD93', 'RGS13', 'SLC35F4', 'SYT14', 'BGN', 'RSU1P2', 'ECE2', 'FGG', 'DACH2', 'CCDC57', 'ADA', 'GTSE1', 'MLF1', 'FBXL13', 'HACD3', 'SDHC', 'NOXO1', 'MAP3K10', 'MIOS', 'CHST2', 'SAMD4B', 'LGALS12', 'GXYLT2', 'TDRKH', 'HIST3H3', 'PRAMEF9', 'PRR7', 'GTF2B', 'TSKU', 'CLLU1OS', 'KLHL6', 'PATZ1', 'LINC00596', 'NR2F1-AS1', 'CTNNB1', 'ZNF707', 'HAGH', 'PLA2G2C', 'NOBOX', 'DDIT4', 'ABHD6', 'OR6C2', 'SP2', 'ICAM5', 'RABGEF1', 'HFE', 'NCAPD3', 'MVB12B', 'C5ORF60', 'WDR43', 'RAMP1', 'PRRT2', 'MBNL3', 'GATA6', 'OR6T1', 'MTM1', 'ARRDC2', 'NCKAP1', 'SHISA3', 'DUSP5P1', 'ARPP21', 'OXGR1', 'COX11', 'CLEC4D', 'STBD1', 'FAM183B', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056514421630322165
		RMSE:  0.4680116353271619
		NRMSE:  0.125354663272308
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.038787823290495904
		RMSE:  0.4172475009588805
		NRMSE:  0.13741067049526773
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941389
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.0021480661046902e-14
		NRMSE:  2.68420534647031e-15
		MAPE:  1.1462102299179783e-11
		Pearson Correlation:  -0.10291031303262264
		Spearman Correlation:  0.13268949370793096
		Coefficient of Determination:  -35343.782064668485
		RMSE:  76.96494674544509
		NRMSE:  25.34659863179486
		MAPE:  2191.301315971675

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.6143696232877575, tolerance: 0.011132998655991638
  positive)
		Pearson Correlation:  0.9998446500723581
		Spearman Correlation:  0.9996407252054237
		Coefficient of Determination:  0.9996638122990179
		RMSE:  0.008348526808560967
		NRMSE:  0.002236112711547065
		MAPE:  10.616269543582426
		Pearson Correlation:  -0.10293033124295389
		Spearman Correlation:  0.2386206223783046
		Coefficient of Determination:  -87099.8681955402
		RMSE:  120.82075940381351
		NRMSE:  39.78948111437955
		MAPE:  3681.0838956698894

	Predictor:  RandomForests
		Pearson Correlation:  0.6672273247723026
		Spearman Correlation:  0.5939099235089054
		Coefficient of Determination:  0.3852372388992402
		RMSE:  0.357003695506082
		NRMSE:  0.09562172104086836
		MAPE:  317.7290464104057
		Pearson Correlation:  0.5853521082349048
		Spearman Correlation:  0.4676616915422886
		Coefficient of Determination:  0.3111386482320484
		RMSE:  0.33977876142788144
		NRMSE:  0.11189815953495189
		MAPE:  1786.8190025876024

Protein:  CTNNB1
x_train_column_count:  994
x_train columns:  ['STAG3L2', 'KRTAP5-9', 'SNORD115-22', 'GPR39', 'DLK1', 'COBLL1', 'SLCO4C1', 'ELF2', 'HSD17B10', 'SAT1', 'HBA1', 'DDX50', 'RAD54L', 'FGF2', 'FCRL1', 'BLNK', 'STK31', 'SP7', 'NBEAL1', 'LCOR', 'RAP2C', 'MSL3', 'NDUFA13', 'FHOD1', 'LOC284441', 'SMIM24', 'CCDC71L', 'FOXO4', 'SNORD116-11', 'AMER2', 'TTC27', 'SYNE3', 'CCDC115', 'GSTA5', 'CFHR5', 'LRWD1', 'MRPL52', 'FXYD2', 'AKTIP', 'EEF1A1P9', 'TMEM132E', 'SSR2', 'POU3F2', 'MBTPS2', 'SNRNP27', 'ZNF473', 'SLC4A10', 'MED4', 'CLINT1', 'LRRC18', 'PPARD', 'CRAT', 'ZCCHC14', 'DNAJC22', 'PRH2', 'SMARCAL1', 'ME3', 'PSMC1', 'CELF2', 'FAM135B', 'EGFL7', 'MTIF3', 'FAM65C', 'GBGT1', 'OR9Q1', 'PSMB10', 'TNFRSF1A', 'NYAP1', 'SLC2A4RG', 'IL25', 'TRIM42', 'SRSF4', 'UQCRH', 'FCER1G', 'CYB5B', 'ADCY10P1', 'SS18', 'C17ORF58', 'C16ORF87', 'OR13H1', 'STX4', 'CCT8', 'FAM83A-AS1', 'DEFB131', 'OR14I1', 'PACS2', 'ST6GAL1', 'ANKRD54', 'GDAP2', 'IKZF4', 'CD248', 'SUPT3H', 'TUBA4B', 'SNORA27', 'MYEOV2', 'TTI2', 'REEP1', 'NT5C3A', 'COX6A1', 'C12ORF50', 'TMEM55A', 'ATXN3L', 'DCAF12L2', 'SLC45A2', 'ZNF267', 'SNRK', 'GJA8', 'FAM57A', 'USH1G', 'MAZ', 'TRIM24', 'FGD2', 'STAMBP', 'VAMP4', 'PDE8A', 'SLC22A9', 'DHFR', 'ITPK1-AS1', 'ALX1', 'PSME4', 'USP32', 'TMEM40', 'USP17L9P', 'MYOF', 'TUBG1', 'JAGN1', 'ROPN1', 'CCDC163P', 'TBL1Y', 'KLRF1', 'DENND6A', 'DIAPH2', 'EED', 'ZNF575', 'GCLC', 'GLA', 'LSMEM2', 'KIR2DL4', 'LINC00895', 'ISL2', 'NUDT21', 'CHST14', 'PPFIA3', 'VAMP7', 'IDH3A', 'C9', 'PDE6A', 'SNORD115-25', 'DQX1', 'HNRNPU', 'KAAG1', 'UBA6', 'FOXRED2', 'PNN', 'BCAM', 'KLHDC2', 'PLEK', 'PIP4K2B', 'KCND3', 'SCARNA17', 'MMADHC', 'MT1X', 'KRTAP10-8', 'DUSP23', 'ZNF557', 'LILRA2', 'FOXD4L6', 'AMIGO1', 'ADRB3', 'PARD6G-AS1', 'TNFSF10', 'PKD2L1', 'ETFDH', 'PEX26', 'CORO1C', 'OSTF1', 'MANF', 'PALB2', 'BCDIN3D', 'AASDH', 'MAP3K14-AS1', 'GLOD5', 'SARDH', 'RHEB', 'IRX6', 'ZFYVE26', 'G2E3', 'LACRT', 'SPOP', 'TMEM261', 'KCNC4', 'LINC00235', 'TOR2A', 'ZNF483', 'PAX8-AS1', 'GNB1L', 'ZG16B', 'ZNF320', 'ADGRF1', 'CD52', 'CCM2', 'KIAA0125', 'MED11', 'CNN2', 'CST2', 'POGZ', 'GOLGA8DP', 'C18ORF42', 'RELB', 'FAM173B', 'SMPD1', 'LYST', 'ABCA11P', 'RHOC', 'C11ORF42', 'AACS', 'TMED6', 'FAM71C', 'OR2T33', 'EFNA1', 'HOXB7', 'MASTL', 'TRIML2', 'LINC00667', 'SYNJ2', 'SCGB1D1', 'RER1', 'SNORA5C', 'UNC79', 'MTFR1', 'LINC00847', 'PPP1R2P9', 'SNRNP200', 'SFXN2', 'PMPCB', 'PRDX4', 'FMO5', 'CABP5', 'RAX', 'STX12', 'LGR5', 'TECPR1', 'TGM2', 'VRK3', 'TSPAN16', 'UGT1A1', 'CBX8', 'TSNAX', 'RBP5', 'NUP153', 'OR5M8', 'GBA', 'RNF7', 'FZD10', 'C21ORF2', 'FAM183A', 'CTGF', 'LOC728554', 'HOXB8', 'GPR143', 'ELOVL1', 'LOC100129534', 'LCN10', 'NAT9', 'COX8A', 'LGI1', 'NCBP2-AS2', 'FBXO10', 'ZNF439', 'FRMPD4', 'STX16', 'MIS12', 'C4ORF17', 'MRPS23', 'RPL26', 'TTLL12', 'BAHD1', 'OR2T1', 'ZNF418', 'SNORD115-41', 'AGR2', 'TAS2R9', 'MZB1', 'GAPDH', 'CCNE1', 'RSRC2', 'EIF2AK1', 'MDM1', 'PRPF38B', 'RFNG', 'SNORD114-15', 'GADD45G', 'SEPHS1P1', 'PLEKHB1', 'SCN1B', 'STPG2', 'TTC12', 'PLD2', 'TCEANC', 'RIBC2', 'TPRX1', 'ATP2B4', 'STOX1', 'ZNF19', 'ULBP2', 'FCAMR', 'SLC10A5', 'TEPP', 'TEX29', 'SETD3', 'ZIM3', 'WDR38', 'RAPGEF2', 'LOC100134368', 'ESPL1', 'WDR24', 'PBX1', 'AGPAT6', 'ANKRD36BP1', 'HCRTR2', 'SIRPB1', 'LINC00964', 'CTSG', 'RPL13AP17', 'LINC00520', 'FAM13A-AS1', 'ELOVL5', 'ATP6V1B1', 'BMS1P4', 'FAM134B', 'ABCC9', 'TMEM143', 'APOC4', 'PEMT', 'OR5AU1', 'TMEM134', 'ETS2', 'ZCCHC16', 'SNORD95', 'PQLC2L', 'CCND3', 'HRASLS2', 'ATCAY', 'TLR8', 'ATP1B1', 'LOC652276', 'MED29', 'SFR1', 'LMOD2', 'GALNT1', 'ZNF766', 'PTPDC1', 'SEC11A', 'LOC644172', 'ZNF846', 'NHLH2', 'CCHCR1', 'C8ORF82', 'CRHR1', 'BPNT1', 'GCNT3', 'RNF128', 'SERPINA10', 'ZNF154', 'NKAIN4', 'MICALCL', 'SNORD58C', 'PDXP', 'SIDT1', 'HK2', 'CELA3B', 'NR2E3', 'RPL34-AS1', 'OR51F1', 'KCNIP4', 'RPS26P11', 'RAVER2', 'ZNF716', 'CD163L1', 'AGAP6', 'CTNND2', 'RHBG', 'SEMA5A', 'FRS3', 'TPGS1', 'DIRC2', 'SPDYE7P', 'SERTAD3', 'DMXL1', 'HTR2B', 'MLNR', 'TGFBI', 'TBX6', 'CHAC2', 'CRNKL1', 'NBPF15', 'SLC13A5', 'UNKL', 'SUPV3L1', 'FAM35BP', 'ANKRD20A4', 'C18ORF8', 'LPAR4', 'OAS2', 'CHST4', 'ATE1', 'DEFB124', 'PAXIP1-AS2', 'BLOC1S2', 'PSMG2', 'DNASE1L1', 'PRDM9', 'ZNF296', 'LINC00473', 'PPAT', 'FITM2', 'TM4SF18', 'DGKB', 'SERPINF1', 'MAOA', 'TESC', 'C10ORF113', 'ADGRD1', 'DYNLRB2', 'MRPL39', 'METTL2B', 'MYADML', 'IAH1', 'NGFRAP1', 'PLEKHG6', 'NKAIN2', 'RSL1D1', 'C11ORF70', 'ZMYM5', 'ZNF48', 'NPY4R', 'EOMES', 'NUPR1', 'HOXA11-AS', 'PPL', 'PTTG1IP', 'ALDH1A2', 'CLIP4', 'SHKBP1', 'DOT1L', 'ATP5G2', 'PPP1R11', 'SLC45A4', 'KRTAP5-1', 'FATE1', 'CCDC65', 'SNORD77', 'TFAM', 'ARL2BP', 'TRIM6-TRIM34', 'CT45A6', 'ADHFE1', 'CCDC183-AS1', 'OR1S1', 'ADAMTS18', 'ANKRD23', 'PAQR3', 'ZMYM2', 'OXA1L', 'SLC25A19', 'CD300E', 'HAUS7', 'ISX', 'ZHX3', 'GUCY2C', 'PCDHB10', 'SNORD8', 'SGTB', 'OR13C5', 'HBD', 'NRM', 'ARID4B', 'ZNF791', 'TYRO3', 'SPR', 'SRY', 'SLC37A3', 'SSX2', 'LRRC46', 'FAM189A1', 'RHD', 'ZNF226', 'PRR26', 'DIS3', 'CYBB', 'FEZF1', 'BMP3', 'RECQL4', 'AATK', 'ZNF484', 'PFDN4', 'WFDC10A', 'CNOT7', 'GTF3C5', 'KCND2', 'IPW', 'F2RL1', 'MLLT4-AS1', 'ERGIC2', 'MMRN2', 'TRIOBP', 'IMP4', 'IL1RL1', 'CPSF4L', 'SLC2A8', 'IGHMBP2', 'C11ORF95', 'ASCL2', 'KCNC3', 'OOEP', 'MMP19', 'ANKRD53', 'JMJD7-PLA2G4B', 'IGIP', 'AKAP6', 'EFCAB10', 'UBAP1', 'RTN4', 'TMEM194B', 'SNORA29', 'OR4F15', 'USP3', 'DNAH1', 'SMIM12', 'FAM47A', 'GPR34', 'SNORA48', 'AMMECR1', 'PTPRZ1', 'SLC4A2', 'H3F3C', 'PPIAL4G', 'SEL1L3', 'ABLIM1', 'ANTXR1', 'GOLGA2P5', 'SERPINH1', 'DIP2A', 'MRPS35', 'PPY', 'MGEA5', 'PRPH2', 'FAM58BP', 'EIF3F', 'TMEM52', 'CDK5RAP1', 'IHH', 'KLF7', 'CWC27', 'SMN2', 'SCEL', 'CSF2RA', 'FBXO38', 'ABTB2', 'CLEC18A', 'LRPAP1', 'NOP16', 'GHSR', 'SIPA1L3', 'CRTAP', 'THBS4', 'TBL1X', 'VWC2', 'FAM83D', 'SCUBE1', 'KLF1', 'SNRNP25', 'CIZ1', 'PRPF8', 'PAPOLB', 'PAPL', 'METTL3', 'ADORA2A-AS1', 'FAM99B', 'C1ORF174', 'CABLES1', 'POM121C', 'ZBED4', 'GPM6B', 'CT45A2', 'SLC27A1', 'ZUFSP', 'RANBP1', 'KCNJ9', 'OR4P4', 'FKBP11', 'HSD11B1', 'CGGBP1', 'PPP2R3B', 'EPHX2', 'C5ORF51', 'DTX2P1-UPK3BP1-PMS2P11', 'TPRG1', 'COX8C', 'CEP112', 'ADAMTS14', 'SPTB', 'SHOX', 'FUNDC1', 'GRAMD3', 'FAM214B', 'PAX2', 'BRMS1L', 'TMEM241', 'SLC24A5', 'MGMT', 'LIMS1', 'ZDHHC8', 'PITX1', 'PTPRM', 'RASA4CP', 'NTRK3', 'POLR2J3', 'JMJD4', 'AMER3', 'FAM66E', 'SOCS7', 'RALGAPB', 'SOGA1', 'TMED5', 'ZNF638', 'HS3ST5', 'BOLA2', 'LRRC69', 'NAPG', 'IFIT1', 'SLC4A7', 'MT1DP', 'OTOP3', 'ZNF124', 'TTC3', 'TFIP11', 'SSC4D', 'SPRN', 'CLDN7', 'EIF4EBP2', 'FBXL15', 'PDIA2', 'ZNF827', 'CHMP5', 'NME8', 'APLF', 'CYP39A1', 'MKS1', 'ADAMTS9', 'PCDH10', 'SSR1', 'KBTBD8', 'ZNF385D', 'MED13', 'GHRLOS', 'CFAP57', 'TTLL2', 'DAB2', 'SLC25A20', 'PPBP', 'CFAP70', 'MEIS3P1', 'ASPHD1', 'SNORD97', 'WNT10B', 'LOC644145', 'AIRE', 'TTC22', 'ASCL1', 'RAB27B', 'NMNAT1', 'CYP46A1', 'ZNRD1', 'SNORD18A', 'NCKAP1', 'CES1P1', 'ZNF564', 'PVRL1', 'RBM48', 'NUDT15', 'NOXO1', 'SPICE1', 'NEMF', 'IGFBP6', 'GRWD1', 'BMI1', 'RPL12', 'LIG1', 'HOXC4', 'LOXL2', 'MRPL50', 'NEFH', 'SCN4A', 'DDX23', 'FOXD4L5', 'CDH26', 'CHD1L', 'DIRAS1', 'NR1D1', 'MIR1-1HG', 'FAXDC2', 'ADAM21P1', 'ACRC', 'MTMR11', 'PUM2', 'TANGO6', 'HELT', 'KIAA1919', 'DCTPP1', 'PRTFDC1', 'C6ORF52', 'P2RX6', 'TDG', 'HAR1A', 'WHSC1L1', 'GEMIN8P4', 'GLIPR1L2', 'KRTAP4-9', 'ZNF586', 'TRMT2A', 'TSGA13', 'MYOT', 'RPS19BP1', 'TM7SF3', 'CCDC159', 'STAG3L1', 'ABCB1', 'MARK2', 'KRTAP5-AS1', 'ITGB5', 'BAALC', 'SLC39A3', 'ZGLP1', 'SNORD115-45', 'PRKAA1', 'CD8B', 'EXOC8', 'CA1', 'SNAR-D', 'OR51B6', 'LYPD3', 'OTOA', 'MYPOP', 'ZNF283', 'RBM24', 'RGS7BP', 'FLG', 'MEX3B', 'STRA6', 'MRPL32', 'TMEM184C', 'SLC27A4', 'CAND2', 'PCDH19', 'FGD5', 'ANKRD50', 'TNRC6A', 'TBC1D31', 'C17ORF64', 'RUNDC1', 'SNORA14A', 'TRAF1', 'STH', 'WIPF1', 'B9D2', 'KRT1', 'FGFBP2', 'LINC01089', 'TSPY4', 'IFT81', 'ARHGAP21', 'IQCF2', 'DCTN3', 'ST7', 'OR10A5', 'ERN2', 'OR4C16', 'TMEM223', 'COX19', 'SPEF1', 'NTPCR', 'PAPOLA', 'ASPH', 'APOOL', 'NUSAP1', 'LINC00928', 'DUSP6', 'EDDM3A', 'CABP1', 'WDR11', 'CRCT1', 'APOBEC1', 'MALAT1', 'NDN', 'DOC2B', 'LRRC41', 'KRTAP19-7', 'ACAP3', 'SLC22A7', 'MYH1', 'DYX1C1', 'RRAGA', 'FAM153B', 'FAM57B', 'MTTP', 'TSLP', 'MAPK10', 'ITGAV', 'SUMO2', 'KCTD7', 'LOC285768', 'STARD8', 'PTGER2', 'HTRA3', 'KIAA1328', 'H2AFZ', 'SLC14A1', 'BSCL2', 'FYTTD1', 'KIAA1033', 'NEDD4', 'NME1', 'CFL1', 'SUN5', 'GSG1', 'SIGLEC11', 'LINC00652', 'LARGE', 'AHNAK2', 'OSBP', 'RUNDC3B', 'NF2', 'LSM6', 'VAX2', 'S100A16', 'ATP6V0E2', 'FCGR2A', 'MATR3', 'CHID1', 'OR51B2', 'AKR7A2', 'ITGA6', 'ARID2', 'TMEM176A', 'SNAR-F', 'ASIC2', 'SPACA3', 'PKIA', 'GPR32', 'HSPA6', 'SPON1', 'TEX15', 'HIST1H1C', 'STRIP2', 'TAL2', 'RGCC', 'UCHL1', 'ABI2', 'ZBED2', 'RPL28', 'CRYGD', 'C5AR1', 'MED1', 'ACTA1', 'CRB2', 'HCRT', 'TMEM51', 'OR6N1', 'GABRG3', 'INTS4P2', 'ATP1B4', 'ACTR1B', 'LOC100272217', 'CLEC17A', 'ZNF322P1', 'SUGT1P3', 'LPCAT2', 'KIAA0355', 'TGS1', 'FIP1L1', 'NUP205', 'MRPL44', 'OR51A4', 'TMEM190', 'GNG13', 'TSPAN12', 'TRIP11', 'VWA5B2', 'CDKL1', 'OR2A14', 'WTH3DI', 'ARMCX5', 'LARP1B', 'MOSPD2', 'HYALP1', 'FREM2', 'OXT', 'C15ORF39', 'BMPR1B', 'FSTL1', 'RBMX2', 'C15ORF56', 'HSD11B1L', 'CELSR2', 'LMNB1', 'LRR1', 'PRDM15', 'SPACA7', 'UMPS', 'GXYLT2', 'MYO3B', 'SMURF1', 'GATM', 'CGB1', 'FAM63A', 'ATP6V1A', 'HSD17B1', 'KIF4A', 'ZNF274', 'DEXI', 'TSPAN32', 'STAT3', 'FER1L5', 'NKD2', 'ZSWIM2', 'DNAJC4', 'GTF2IRD2B', 'GTF2H2C', 'C1ORF105', 'TRIP13', 'NUP98', 'SYT2', 'GRIN2C', 'PRKCI', 'MMD2', 'C11ORF88', 'HPVC1', 'CDX4', 'RPGRIP1', 'ST8SIA1', 'FCRLA', 'RBFA', 'VAT1', 'TBX18', 'KLHL22', 'C17ORF104', 'ZNF788', 'FAM21C', 'ADORA3', 'ARRB2', 'UBAP2', 'OLIG3', 'RSU1P2', 'TRIM64', 'RPIA', 'ITGA9', 'CANX', 'TAC1', 'SPRR1A', 'EPC2', 'GRIK1', 'ELMOD1', 'STT3B', 'GRAMD1B', 'LPCAT1', 'GYPA', 'KIAA0753', 'AMFR', 'RNY4', 'EEF1B2', 'COA1', 'CERK', 'NXF3', 'LINC00488', 'SLC16A6', 'DRAM2', 'MINA', 'FAM138D', 'SLX1B', 'SFTPD', 'FDX1', 'PSMG1', 'SLC22A4', 'PLA2G7', 'PDLIM3', 'IFT22', 'SYS1', 'TNFAIP6', 'KLRB1', 'FAM66A', 'RABEP2', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3748966387166963
		RMSE:  0.8500866572002603
		NRMSE:  0.167208233123576
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8495839638322671
		RMSE:  1.0424819908687044
		NRMSE:  0.25944650229429445
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999418805934
		Coefficient of Determination:  1.0
		RMSE:  1.2649812498419485e-14
		NRMSE:  2.4881613883594584e-15
		MAPE:  1.735858464248998e-11
		Pearson Correlation:  0.13454920503204848
		Spearman Correlation:  0.14026436445224857
		Coefficient of Determination:  -9.550848636487844
		RMSE:  2.4898617403852654
		NRMSE:  0.61966146695833
		MAPE:  1518.1810713298785

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.2670186512337251, tolerance: 0.028224784501103505
  positive)
		Pearson Correlation:  0.9999072114570895
		Spearman Correlation:  0.9998487539266699
		Coefficient of Determination:  0.9997946824660229
		RMSE:  0.01038822133346433
		NRMSE:  0.0020433165486751243
		MAPE:  4.909484134008446
		Pearson Correlation:  0.1430020438325703
		Spearman Correlation:  0.12028582577309531
		Coefficient of Determination:  -4.475632280582061
		RMSE:  1.7936953119316497
		NRMSE:  0.4464038505591324
		MAPE:  968.8303838727757

	Predictor:  RandomForests
		Pearson Correlation:  0.6399455989306899
		Spearman Correlation:  0.607744810232287
		Coefficient of Determination:  0.270775494537136
		RMSE:  0.6190971458264438
		NRMSE:  0.1217736321452486
		MAPE:  524.7801344951465
		Pearson Correlation:  0.4688063536901193
		Spearman Correlation:  0.5118622573407473
		Coefficient of Determination:  0.06132015036223193
		RMSE:  0.742660427141638
		NRMSE:  0.18482875666151616
		MAPE:  246.34557424145208

Protein:  CCNE1
x_train_column_count:  352
x_train columns:  ['HCST', 'RITA1', 'RBM15B', 'PGA3', 'PBLD', 'KRTAP9-2', 'CYB5R3', 'FAM66A', 'OR4C12', 'DTX1', 'CYB5R4', 'CCL24', 'HOXC5', 'CERS1', 'MAPRE2', 'GATS', 'ATG4B', 'SPACA6P', 'ARSH', 'GNG4', 'OSGEP', 'UXT', 'USH1G', 'NALCN', 'MAP3K10', 'SBSN', 'ZNF202', 'SUPT20HL1', 'IL4I1', 'LOC93622', 'LEO1', 'PDS5B', 'RNF217', 'ZNF2', 'FGGY', 'SNORD62A', 'SERPINA13P', 'PNPLA6', 'FERMT2', 'FAM132A', 'RAI2', 'GADL1', 'VSTM4', 'EIF5A', 'LRRN4', 'NEDD1', 'ANKIB1', 'PLOD1', 'PDZD3', 'FOLH1', 'HTRA1', 'NTN3', 'C9ORF129', 'MYCNOS', 'FCRL6', 'HOXA6', 'C10ORF91', 'SLC8A2', 'ADCK3', 'KCNJ5', 'GALNT3', 'LINC01020', 'C5ORF60', 'RBM20', 'ZCCHC14', 'TTC13', 'FBXO27', 'LINC00592', 'LINC01300', 'OR51L1', 'SMIM6', 'FMN1', 'HSDL1', 'PHC2', 'SLC16A12', 'PAXBP1', 'TMEM44', 'CLPTM1', 'HMGB2', 'AGR3', 'DLK2', 'CCDC178', 'ADGRE3', 'TMEM110', 'TMCO5A', 'FAHD1', 'KCNQ4', 'EIF4E2', 'VARS', 'BMP8A', 'GALR1', 'ZNF645', 'NRG3', 'L2HGDH', 'PLA2G2D', 'LRP5L', 'ZNFX1', 'ICAM3', 'PDZD2', 'GALNTL5', 'TMED8', 'DCAF6', 'DEFB119', 'NUDT3', 'CALM3', 'FBXO18', 'CASC4', 'FAM58BP', 'DPCD', 'IFNL3', 'PUS7', 'SLC38A9', 'TRIM25', 'LRRC37A', 'QRFPR', 'ZNF70', 'JUNB', 'CCDC77', 'AMPD3', 'ORMDL3', 'NOXA1', 'AKAP12', 'PKN2', 'C9ORF89', 'ZNF398', 'NHLRC1', 'OR6C68', 'GLTSCR1L', 'C1ORF112', 'LOC728613', 'BAZ2B', 'SKA3', 'SUCNR1', 'SEPHS2', 'AOAH', 'NPAS1', 'INSRR', 'SDC1', 'MAGEB16', 'MEF2BNB-MEF2B', 'CLPS', 'TRIM35', 'GDAP1L1', 'GRAMD3', 'DDX28', 'TMEM56', 'NKAIN1', 'DMRTC1B', 'BRINP1', 'SP110', 'C19ORF45', 'C19ORF38', 'MS4A14', 'VPS37B', 'IL17D', 'KCNV2', 'CROCCP3', 'MUC6', 'FBXL16', 'HPVC1', 'FAM197Y2', 'ATP5G3', 'EXOC2', 'MOCOS', 'LCN9', 'HSP90AB1', 'PPIAL4E', 'TRIM36', 'KLF17', 'SNORD115-31', 'GOLGA2P5', 'HSPA1L', 'SFXN5', 'RANBP3L', 'LINC00114', 'GULP1', 'CD180', 'LCE1A', 'PDX1', 'RNFT2', 'SGOL1', 'DEGS1', 'CRTC3', 'PRDX2', 'PNPLA3', 'RPS6KB1', 'P2RX1', 'MANBA', 'HIST1H1E', 'FAM181A-AS1', 'PLEK', 'LYPLA1', 'RAB19', 'ZNF675', 'SNAP23', 'HHLA2', 'POLR2A', 'SKINTL', 'LGALS9', 'PRDX6', 'NOTCH1', 'LARP1B', 'ZIK1', 'TRIM34', 'IPO5', 'OR51B4', 'FAM188A', 'UBXN11', 'ID2B', 'GSTM2P1', 'ZNF74', 'OR52J3', 'SCARNA12', 'ZNF75A', 'C9ORF156', 'DBF4', 'PPIL2', 'LASP1', 'ST13', 'FMR1NB', 'MEOX2', 'DMXL2', 'RNASE1', 'UBE2D2', 'MSH4', 'FYN', 'CEACAM7', 'KIF25', 'ORAI1', 'HCG4B', 'IGFL1', 'OR13A1', 'TMEM125', 'USHBP1', 'SSR2', 'ZNF429', 'C3ORF17', 'VWC2L', 'CWC25', 'PCNAP1', 'RDH14', 'FAM71D', 'TYMSOS', 'COLQ', 'SUSD2', 'NSMCE2', 'LOC100268168', 'LAMA1', 'ACSF3', 'C4ORF45', 'PSMB8', 'ZNF688', 'TRIM9', 'COBLL1', 'ATP8A1', 'KRT27', 'RNASE2', 'TIMP2', 'ZFP36', 'LMBRD1', 'CD63', 'TTTY9B', 'OSBPL1A', 'KRT78', 'SCIMP', 'BRK1', 'MTHFD1L', 'SUN2', 'CAPZA3', 'APOF', 'ST5', 'TSPY4', 'CHRAC1', 'SERPINB7', 'SERPINA9', 'AWAT1', 'PYCR2', 'GPR161', 'DCDC1', 'ABCC6P2', 'ACACA', 'TAAR2', 'CCBL1', 'BAHCC1', 'FOXP4', 'PCDHB15', 'USH2A', 'PNCK', 'FJX1', 'CYP3A4', 'CD99', 'ECH1', 'MEGF9', 'MFRP', 'TXNRD1', 'CDC26', 'NPY6R', 'MRPL37', 'GTF2F1', 'ADGRB3', 'FBXO34', 'SP7', 'NEFH', 'VASP', 'NUTM2A-AS1', 'POU4F2', 'PIGL', 'SLC25A12', 'ZBTB38', 'CLEC18C', 'ESYT2', 'VPS4A', 'ACTN2', 'COLGALT1', 'SPATA24', 'UBQLN1', 'FOXA3', 'ABL2', 'SYT12', 'TGM7', 'LIMCH1', 'SLC16A1', 'SNORD33', 'GUCY1A3', 'GSTA5', 'PCF11', 'JAM3', 'C1QTNF9B-AS1', 'WDR33', 'MAFG', 'RNF19A', 'SPCS3', 'SMCP', 'CYTIP', 'MTMR10', 'RNPEPL1', 'MFSD9', 'SPERT', 'MYBPHL', 'NOA1', 'SUPT16H', 'BPTF', 'MYO1C', 'PTCHD3P1', 'CKAP2', 'OXR1', 'ANP32AP1', 'SPDYE1', 'MMP16', 'ATG16L1', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4791855590206433
		RMSE:  0.8074207285197392
		NRMSE:  0.19485501569122746
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.202859557398884
		RMSE:  0.7485643095226329
		NRMSE:  0.4068306401244751
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5127968844139411
		NRMSE:  0.12375338089483821
		MAPE:  119.54577818111471
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.708057571667368e-05
		RMSE:  0.41828317133084
		NRMSE:  0.22732904598983691
		MAPE:  82.35330275987332

	Predictor:  LinearRegression
		Pearson Correlation:  0.9535350345609711
		Spearman Correlation:  0.8533956001401143
		Coefficient of Determination:  0.9092290621351926
		RMSE:  0.1544965512163433
		NRMSE:  0.037284685478278665
		MAPE:  38.00076889108437
		Pearson Correlation:  0.4604309412804242
		Spearman Correlation:  0.35502390010730667
		Coefficient of Determination:  -0.2853028570447793
		RMSE:  0.4742014802985042
		NRMSE:  0.25771959646438525
		MAPE:  73.82836725796066

	Predictor:  ElasticNet
		Pearson Correlation:  0.9464643057664871
		Spearman Correlation:  0.8394353188259162
		Coefficient of Determination:  0.8957423289682325
		RMSE:  0.16557676281938863
		NRMSE:  0.03995867529487864
		MAPE:  42.86559985648771
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.015797649190195884, tolerance: 0.014120986618491432
  positive)
		Pearson Correlation:  0.5613679918860282
		Spearman Correlation:  0.4233001658374793
		Coefficient of Determination:  0.06489953391417325
		RMSE:  0.40447278524670843
		NRMSE:  0.21982336058712737
		MAPE:  67.51714818868936

	Predictor:  RandomForests
		Pearson Correlation:  0.8609777656747423
		Spearman Correlation:  0.7112318290810835
		Coefficient of Determination:  0.7363377980093381
		RMSE:  0.26331118967708966
		NRMSE:  0.06354494526077893
		MAPE:  67.66096758407005
		Pearson Correlation:  0.838504831940783
		Spearman Correlation:  0.7368049090732464
		Coefficient of Determination:  0.7002783863753199
		RMSE:  0.22899141458166836
		NRMSE:  0.12445253212336392
		MAPE:  40.3690228887749

Protein:  CCND1
x_train_column_count:  859
x_train columns:  ['PHOX2B', 'ITIH2', 'C12ORF76', 'C14ORF80', 'HS2ST1', 'GUF1', 'HIST2H2BA', 'CEL', 'SLC25A5-AS1', 'PIK3CD-AS1', 'DAB1', 'ZFYVE9', 'DKC1', 'LIX1L', 'CA5BP1', 'F2RL1', 'WDR33', 'BRD7', 'PSMA2', 'CUZD1', 'CCL18', 'NOL4', 'OR8G2', 'MIB2', 'NLGN4X', 'TAF6L', 'GDI2', 'C19ORF45', 'RSAD1', 'RWDD3', 'SLC7A11', 'RPRML', 'GABRP', 'OR10J3', 'CDS1', 'IRF2BP2', 'EXOC7', 'CST2', 'ABHD11', 'PGK1', 'WBP5', 'STK19', 'SAT2', 'CSNK1A1P1', 'DUSP23', 'MLLT6', 'IGSF22', 'FBXL20', 'ZWILCH', 'OIT3', 'CCDC176', 'CST5', 'BCYRN1', 'SCGB2A1', 'PRDX2', 'MBD3L1', 'ZNF543', 'NEGR1', 'CYP4F3', 'GEMIN6', 'VGLL1', 'H1FNT', 'TAP2', 'LRRFIP1', 'SHCBP1', 'LOC401127', 'CCDC107', 'SNORD114-16', 'PLB1', 'SEC61G', 'ROPN1', 'DEFA1B', 'PCDH7', 'TRIM78P', 'PPP3CB', 'POTEF', 'XYLB', 'TPD52', 'HSD17B4', 'THBS2', 'CHPF', 'PCDHGA1', 'CFAP57', 'NUB1', 'TTC28-AS1', 'METTL13', 'COX7B2', 'PBLD', 'HTR7P1', 'SYTL5', 'SEC22A', 'CRYGA', 'RASSF1', 'ATP1A1-AS1', 'MTHFD1L', 'BBOX1', 'TRAPPC5', 'ZBTB5', 'INS-IGF2', 'GRIA1', 'OR5B2', 'DNAH3', 'C9ORF50', 'CLK4', 'DOCK11', 'SNORA28', 'SNORD66', 'VBP1', 'DFNB59', 'GOLGA3', 'PSMD9', 'SEH1L', 'C7ORF50', 'TNS4', 'ERCC1', 'DGKI', 'ZNF385A', 'LRRC25', 'PABPC4', 'RAP2C', 'MIER2', 'STK26', 'PFKFB3', 'PCDH11Y', 'RBP1', 'FAM182A', 'AP1S3', 'EDRF1', 'TSPAN33', 'HCCS', 'STX3', 'THAP10', 'RNF114', 'CAP1', 'EPS8', 'OS9', 'ZNF674', 'GPX8', 'GRB2', 'TMPRSS2', 'C1ORF204', 'ZDHHC17', 'TCF7', 'PVRL2', 'COG1', 'OTOP2', 'HES2', 'TTC9C', 'ZNF263', 'SUOX', 'KRT9', 'ZNF717', 'TONSL', 'THUMPD2', 'LINC00982', 'ZNF24', 'ZMYND10', 'LIPG', 'EXTL2', 'GID8', 'CHRNA4', 'MKNK1', 'GNG12', 'RDH10', 'ZNF750', 'PIK3C2G', 'SEPT1', 'P4HTM', 'PTPRR', 'GAK', 'UBE2MP1', 'ITGB4', 'C20ORF194', 'ZNF593', 'SRCAP', 'TMEM230', 'FES', 'MAPKAPK5', 'AQP3', 'RAD1', 'OCA2', 'CD40', 'ERBB2IP', 'RALGDS', 'CLTA', 'C1QL1', 'SPOCK1', 'RAD51B', 'GATM', 'RBPMS2', 'ZNF767P', 'VDR', 'PHKB', 'FIZ1', 'NXF1', 'VIT', 'SRP72', 'ARHGEF1', 'OAZ3', 'FAM83A', 'CPNE5', 'CIDECP', 'ESF1', 'MT4', 'SOX15', 'CHIC1', 'KIAA1755', 'HIST1H4C', 'IL4R', 'SERPINE2', 'FAM208B', 'NBPF22P', 'FAM96A', 'SNORD126', 'SWI5', 'TSIX', 'OR56A3', 'ZNF714', 'OSGEP', 'F2R', 'NAA15', 'ARHGEF3', 'PRMT9', 'NACC2', 'IWS1', 'IL12B', 'UBXN10', 'PAPOLB', 'PSMD12', 'FUBP3', 'TMEM182', 'NANOS3', 'HBG2', 'RPL6', 'SEMA3D', 'CCNB1IP1', 'SNORD86', 'DCUN1D4', 'SERPINB6', 'LRRC70', 'PTPRS', 'NAA30', 'WNT8A', 'CDK16', 'MTMR4', 'TEX13B', 'CCDC65', 'MAP1B', 'DHRS7', 'CYP17A1', 'TRIM9', 'SMG8', 'TADA2A', 'NUDT13', 'ALG3', 'CDC45', 'CC2D1B', 'C4ORF45', 'INPP5D', 'MED13', 'RGS9', 'IFNLR1', 'OR2C3', 'BRDTP1', 'KIF18A', 'PTGES3', 'STC1', 'CDC42SE2', 'ULK4P3', 'MAZ', 'AGMAT', 'BPIFC', 'SMARCA1', 'TOE1', 'GCAT', 'CXADRP2', 'LHX2', 'ROBO3', 'KRTAP12-1', 'FLYWCH2', 'C1QL3', 'SNORD81', 'LIN7A', 'KCNK12', 'OR2L2', 'SMAD9', 'AKAP10', 'ATP5L', 'SERPINB2', 'C1ORF110', 'RCVRN', 'CSGALNACT2', 'FOXR1', 'RABL2A', 'C21ORF62-AS1', 'ZNF331', 'DPY19L2', 'PFN1P2', 'TFAMP1', 'OR10R2', 'LYZL6', 'EDDM3B', 'PMS2P3', 'GFI1', 'RNASEH2B', 'SLC7A7', 'SKINTL', 'ZNF333', 'SPTSSB', 'MUC16', 'RAB39B', 'APOLD1', 'MIR1-1HG', 'OR10P1', 'MX2', 'GPR176', 'ZNF786', 'CLCN1', 'IGFLR1', 'ZBTB20', 'LEO1', 'OR5M9', 'STAC3', 'TMEM120B', 'CX3CR1', 'C11ORF74', 'SMIM20', 'WDR64', 'ANKRD28', 'CCDC7', 'ARID1A', 'NR1H2', 'BCAS4', 'PGC', 'RCN3', 'KDR', 'TMED1', 'DGCR2', 'RUVBL1', 'PGK2', 'LINC00152', 'CACNG5', 'GTF2A2', 'FTMT', 'ZACN', 'C1GALT1C1', 'PAX8-AS1', 'OSCP1', 'TPRA1', 'ARL15', 'AGR3', 'SNORD114-30', 'FCGR2C', 'ZBP1', 'ANXA2P2', 'HDC', 'CNPY4', 'ARL4D', 'CCDC183-AS1', 'TMEM8A', 'EVI5L', 'LOC613037', 'KRIT1', 'GDNF', 'KPRP', 'CLDN2', 'AGBL4', 'C10ORF67', 'SNORD111B', 'P2RY2', 'ZNF426', 'GYPA', 'GCSAM', 'SETD6', 'CLU', 'AMPH', 'TBC1D5', 'TMEM256', 'METTL18', 'TAS2R13', 'EXOSC7', 'TACC2', 'LIMS2', 'GAGE8', 'IER5', 'SP1', 'ADORA2B', 'SNORD85', 'SUGP1', 'PRAMEF20', 'SCGB3A2', 'LHFPL3-AS2', 'MMP15', 'KRTAP20-4', 'DCDC2B', 'HAL', 'FAM63A', 'XIAP', 'KLHL34', 'EPS8L3', 'RGS20', 'ZNF789', 'TNFRSF4', 'PDE1B', 'HEATR1', 'GREB1L', 'TMIGD2', 'HADHA', 'ZNF572', 'PSMA1', 'LGALS9C', 'SYT5', 'CRIP2', 'SS18L2', 'FAM66D', 'SCARNA8', 'LBX2', 'CALR', 'SRSF11', 'BIN3-IT1', 'LIPF', 'OPN1MW', 'RCAN1', 'RAB5C', 'JAM3', 'YEATS2', 'DNAJA1', 'TREX1', 'SPATA31A5', 'MRPS33', 'DHRS9', 'ATRIP', 'RAD9A', 'YY2', 'C15ORF62', 'PEX16', 'KCNAB2', 'UBA6', 'FAM175B', 'RPP14', 'TCAF1', 'FAM131B', 'PRELID1', 'CATSPERG', 'SPAG8', 'ZNF645', 'GSTO1', 'PRKCE', 'EPHB3', 'SNORA53', 'MATR3', 'SELM', 'SNORD115-44', 'TBX15', 'XPO5', 'CYP1A1', 'NGRN', 'CLN6', 'ARFIP2', 'HSPA1B', 'IDS', 'APOC1P1', 'AP3D1', 'EIF2S2', 'ERMARD', 'OR6K2', 'ILF3', 'RPRM', 'TMEM98', 'ZNF292', 'RITA1', 'OTOR', 'OR10H2', 'SLC25A28', 'MSTO2P', 'ARL14', 'ANKRD35', 'PTTG2', 'PPIL6', 'SNORD116-11', 'RERGL', 'ADCY2', 'UBE2D1', 'DIAPH2', 'MDFIC', 'KRT73', 'PILRB', 'SLC22A25', 'PRCD', 'EPHX3', 'MAN1C1', 'CYSLTR2', 'FAM184A', 'CPTP', 'OR4N5', 'KNG1', 'CSTA', 'OR4C6', 'CLEC2L', 'ELMOD1', 'ARPC2', 'G3BP1', 'ISY1', 'TSNAXIP1', 'PPP3CA', 'ARMCX1', 'TOP1P1', 'FCRLA', 'PCDHB7', 'CAMSAP3', 'SAP30BP', 'SPRR2C', 'CDNF', 'FPR3', 'IKZF2', 'CEP83-AS1', 'PEX11A', 'NRM', 'LINC00910', 'CP', 'CHRNA1', 'FRYL', 'RAB35', 'ANKRD22', 'TNXB', 'STIM2', 'OR2C1', 'CLIC5', 'MAP4K3', 'RAN', 'TSSK1B', 'ADAMTSL5', 'POLR2I', 'PPAPDC1B', 'SLCO2A1', 'GPR68', 'PPP1R26', 'SPEN', 'GTDC1', 'LRRC45', 'DEFB132', 'MAPK10', 'RNFT2', 'RAP1GAP2', 'PALMD', 'CLPS', 'PPP1R14A', 'POSTN', 'NEMF', 'KRT82', 'ELOF1', 'CDC6', 'SNORA30', 'NPS', 'CCDC36', 'HIST1H4L', 'C10ORF131', 'GSE1', 'MEFV', 'CREBZF', 'PCDHB8', 'IL2RA', 'ITGA9', 'SEMA5B', 'GDF2', 'HPDL', 'PIM2', 'GNA11', 'LSM3', 'UGGT2', 'AURKB', 'ZNF436', 'ID2B', 'ZKSCAN1', 'RFX5', 'PRSS57', 'WEE2-AS1', 'WBP1L', 'SRSF1', 'SNORD115-45', 'CKMT2', 'RBM26', 'BDKRB2', 'CDKL1', 'TP53I13', 'TNFRSF13C', 'TECTB', 'TTLL5', 'ABHD17C', 'TCAF2', 'ZNF577', 'PRCP', 'NACAP1', 'IDH1', 'RPL21', 'HAND2', 'PCSK6', 'FBXL8', 'NRADDP', 'CD274', 'B4GALNT2', 'PEG10', 'LSM6', 'CDC37', 'ZW10', 'CRCP', 'SLC17A4', 'DGKA', 'LRRC6', 'FAF1', 'HRNR', 'EMC6', 'STYXL1', 'G6PC3', 'EFHD1', 'PDGFA', 'LOC344967', 'SYNJ2', 'MTX2', 'CSTF2T', 'COL21A1', 'CD3EAP', 'FAIM2', 'IFNK', 'GRM6', 'ATP1A4', 'PTRH1', 'LRRC47', 'CIAO1', 'RTN3', 'ZFYVE28', 'ANKRA2', 'ODAM', 'MAB21L2', 'MAATS1', 'PABPC5', 'RPS7', 'COQ9', 'DERL2', 'CENPK', 'EIF5B', 'BPIFB3', 'TNFRSF13B', 'KHDC3L', 'C4ORF17', 'ARNTL2', 'ZUFSP', 'EPB41L4B', 'PRR14', 'TSR1', 'NCR2', 'MRGBP', 'IRGC', 'PSMA6', 'SH3RF1', 'CA9', 'EPHA3', 'ST13', 'GCNT1', 'SPACA6P', 'FBLN1', 'POLR3H', 'UGT2A3', 'IFNB1', 'TUBB2A', 'SUSD5', 'TSEN54', 'GCLC', 'RNMT', 'MESDC1', 'NICN1', 'GCA', 'GALP', 'RNF150', 'PECR', 'GOLGA8A', 'LINC00242', 'VEGFC', 'TSPAN3', 'MGC72080', 'SNORA31', 'ZNF221', 'DNAJB11', 'SNORD17', 'PACSIN1', 'ARHGAP18', 'SNORD115-32', 'RASGEF1A', 'OGFOD1', 'BTBD17', 'PYCR1', 'HLA-DRB1', 'SPRY2', 'LOC389705', 'RAB38', 'DBF4', 'ATP5O', 'CLEC11A', 'EVL', 'ALDOB', 'SNRPE', 'HOXC12', 'SPRR3', 'PATE4', 'KLC3', 'BCL10', 'TBC1D25', 'IL9', 'PFDN2', 'TNMD', 'LGALS14', 'UBQLNL', 'ZSCAN10', 'CT45A2', 'MGST3', 'SEPT10', 'FCGR1A', 'POM121L2', 'LOC389332', 'ETAA1', 'C9', 'ADGRE4P', 'C1QTNF2', 'KRT6A', 'SLC25A23', 'SH2D4B', 'MAN2B2', 'GRIA3', 'TSHR', 'MAT2B', 'ELOVL2', 'SYCP3', 'PTPRO', 'ADRM1', 'WDR47', 'MAP3K4', 'ZNF585B', 'POU6F2', 'MRPL55', 'C3', 'ZNF800', 'BCLAF1', 'FAM217B', 'DDAH2', 'BIVM', 'C4ORF48', 'KRT31', 'GPN2', 'IRF9', 'FAM195B', 'IRF7', 'LRRC71', 'RPP25L', 'SPRR2F', 'DNMT1', 'AFG3L1P', 'HS3ST5', 'FAM150A', 'C8ORF86', 'RSPO4', 'PPP1R3F', 'ZNF253', 'SIRPA', 'RALGAPB', 'IFITM2', 'SOCS1', 'LIMD1', 'NFS1', 'LOC284023', 'AMPD2', 'COA3', 'HSPA12B', 'YBX1', 'DDX27', 'NMB', 'MED6', 'SEMA3F', 'PABPC3', 'PRKAB2', 'C1ORF226', 'BCL11B', 'TSPYL4', 'NDUFA7', 'GABPA', 'C19ORF12', 'SDC4P', 'ICE1', 'CWC27', 'SNORD27', 'DIP2B', 'CAPZB', 'GPD1L', 'MEG8', 'PAPLN', 'RHPN2', 'NR0B1', 'L3HYPDH', 'PLAT', 'B3GNT9', 'MSX1', 'PDK3', 'MCM2', 'SPTBN4', 'COL7A1', 'KIAA1257', 'SIRT2', 'PGAP2', 'CD33', 'MS4A13', 'SLC25A20', 'LRRK2', 'CARTPT', 'IL6ST', 'CCDC64', 'ATP6V1G1', 'KBTBD7', 'KCNC1', 'FBF1', 'FAM150B', 'FAHD2CP', 'PCNA', 'C12ORF73', 'SNORD38B', 'EPS15L1', 'EBPL', 'UFC1', 'YEATS4', 'STH', 'BOC', 'PDC', 'C3ORF38', 'ZNF814', 'LOC145474', 'HMP19', 'INMT', 'PWAR1', 'SCARB2', 'NLRP4', 'SNORA71B', 'UBN2', 'DHX37', 'MED17', 'NAIP', 'HAND1', 'TRAP1', 'NRIP2', 'IGF1R', 'PLBD1', 'TUBBP5', 'HDAC5', 'PSMD14', 'ZNF835', 'SEPT7P9', 'PCGF2', 'FHOD3', 'MUTYH', 'ERBB4', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.45856423758787734
		RMSE:  0.28833360256132
		NRMSE:  0.17333782361719832
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5341468996847767
		RMSE:  0.29160473760802996
		NRMSE:  0.22560247695118987
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  5.2853243448081984e-15
		NRMSE:  3.1773841512114793e-15
		MAPE:  1.654853681258763e-11
		Pearson Correlation:  0.1739897323613128
		Spearman Correlation:  0.17989952199785392
		Coefficient of Determination:  -17.60783163398195
		RMSE:  1.0155679487030989
		NRMSE:  0.7857027516734998
		MAPE:  4148.097194585921

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.3605854513202739, tolerance: 0.003060830225233494
  positive)
		Pearson Correlation:  0.9991826628216053
		Spearman Correlation:  0.9988070991924484
		Coefficient of Determination:  0.9982415259043275
		RMSE:  0.010011530282168366
		NRMSE:  0.0060186424848615305
		MAPE:  20.615009669381443
		Pearson Correlation:  0.11514822755868985
		Spearman Correlation:  0.16350599941469127
		Coefficient of Determination:  -20.302102313297258
		RMSE:  1.086606591762397
		NRMSE:  0.8406624000142331
		MAPE:  2363.429399659273

	Predictor:  RandomForests
		Pearson Correlation:  0.5911866537010902
		Spearman Correlation:  0.5693983441818711
		Coefficient of Determination:  0.31095389707176446
		RMSE:  0.19817853707975197
		NRMSE:  0.11913920542000937
		MAPE:  461.19592477419405
		Pearson Correlation:  0.24912770196278144
		Spearman Correlation:  0.38639157155399473
		Coefficient of Determination:  0.03978603608643272
		RMSE:  0.2306986806747542
		NRMSE:  0.17848198975270332
		MAPE:  327.3779945664579

Protein:  ERBB2
x_train_column_count:  665
x_train columns:  ['CRABP1', 'C3AR1', 'MED30', 'ZNF804B', 'BEAN1', 'GDF6', 'CELSR2', 'CPLX3', 'GPR4', 'C16ORF54', 'CLP1', 'LINC01555', 'OR51E2', 'SRSF12', 'CACTIN', 'FANCM', 'CHTOP', 'PFN4', 'LYZL4', 'SLC13A5', 'SMNDC1', 'NETO1', 'LINC00643', 'MORF4L1', 'CDC37L1', 'ZFYVE21', 'C14ORF166', 'CAPN10', 'GPA33', 'ELOVL2', 'FLJ16779', 'GRIK2', 'CLGN', 'AJUBA', 'EMC6', 'KRTAP13-1', 'EPC2', 'ARHGAP30', 'KRAS', 'TMCO5A', 'ABCC6P2', 'DEPDC5', 'ENSA', 'SAR1B', 'C7ORF43', 'ANAPC16', 'ARCN1', 'OR13A1', 'HBA2', 'ALCAM', 'CYMP', 'AP2S1', 'HOXD12', 'SREK1IP1', 'CLPP', 'CLIP2', 'EXOC3-AS1', 'XIST', 'UBQLN4', 'RHBDF2', 'DPP10', 'DCDC1', 'KRTAP1-3', 'TNFSF14', 'RPS6KA3', 'USP12', 'RRBP1', 'AKT3', 'ARAP3', 'NCKIPSD', 'TNFRSF6B', 'MLYCD', 'PARPBP', 'MED12', 'TMSB4Y', 'HRSP12', 'SLC4A1AP', 'TLX1', 'EGF', 'DTNBP1', 'FAM214B', 'TUBA1C', 'KPNA7', 'SNX2', 'MAGEA1', 'ZSCAN32', 'LOC340017', 'BMP7', 'GPI', 'SNCG', 'METRN', 'VPS29', 'BMP5', 'KIAA1875', 'GFM2', 'RHBDF1', 'RPS5', 'KCNJ14', 'ZMYM5', 'ZNF587', 'AFF1', 'ZNF408', 'RBP1', 'ARX', 'TPTEP1', 'CROCCP2', 'IFRD1', 'C12ORF77', 'RASSF8', 'FARS2', 'EPOR', 'ZFP14', 'CSN2', 'CDRT1', 'SDHAP3', 'CYP2D6', 'CEBPA-AS1', 'OR11L1', 'NRP2', 'LOC100132215', 'ZC3H11A', 'MAP3K19', 'CASP6', 'SNORA49', 'MGMT', 'ATP5J2', 'LOC90784', 'ZNF395', 'ZDHHC17', 'HCFC2', 'CDH17', 'TULP2', 'AGR3', 'CABP5', 'VTRNA1-1', 'VTN', 'COL26A1', 'ITPK1', 'ISCA2', 'CHRNG', 'KLHL35', 'GPR45', 'CD59', 'LOC440173', 'NCF4', 'CXCL3', 'MAS1L', 'CLEC4C', 'TRIM61', 'SRP14P1', 'MBD1', 'ANKIB1', 'SERTM1', 'WDR13', 'TNNT2', 'OPN1LW', 'NME3', 'DEPDC1B', 'HLA-DPB1', 'DET1', 'GPR61', 'VPS28', 'SLC27A4', 'EXOC7', 'SNORD115-2', 'RNF20', 'HDC', 'SPCS3', 'TEX14', 'SEC23B', 'BOLA2', 'HDAC2', 'VWA5A', 'BLM', 'RNPEPL1', 'PRAMEF17', 'A2M-AS1', 'CPTP', 'NGFRAP1', 'REM1', 'CLDN8', 'SORL1', 'POU2AF1', 'MAML2', 'NUP153', 'CEP170B', 'RPS26P11', 'LRGUK', 'TMEM86B', 'CCDC113', 'TMC6', 'FADS1', 'MAB21L3', 'SNORA23', 'C12ORF43', 'AIM1', 'SPTBN2', 'PAX1', 'FAM189A1', 'USP25', 'LINC00882', 'COMMD8', 'FAM9C', 'ZNF841', 'INO80', 'KDM8', 'CLIC4', 'GJA9', 'ZP1', 'EIF1AX', 'PDCD2', 'NAA38', 'CDCA5', 'GCNT2', 'OR2L2', 'ZKSCAN7', 'IRX1', 'TRAF5', 'KRT23', 'SSR4', 'FERMT3', 'STRA6', 'TBC1D3P1-DHX40P1', 'ARMS2', 'IGIP', 'KRTAP17-1', 'CDH16', 'ATXN1L', 'MRPL23', 'FAM66E', 'SLC28A1', 'MTERF3', 'CIITA', 'TMC1', 'INGX', 'GATA1', 'ZKSCAN5', 'GOLGA8IP', 'DYNLRB2', 'VCAN', 'HIPK1', 'GPR141', 'KLHL3', 'C10ORF95', 'CEACAM18', 'KALRN', 'FAM126B', 'PROZ', 'NF2', 'NAGK', 'PEX6', 'COL1A1', 'MB21D2', 'SP110', 'NUCB1', 'SUPT20HL2', 'ATRX', 'FOXL2', 'THG1L', 'PSME1', 'ARV1', 'RAB42', 'IL7R', 'SDR42E1', 'C6ORF47', 'ERH', 'YAF2', 'DYX1C1', 'IL23R', 'PYGM', 'RNASEL', 'ICAM3', 'SNX15', 'KLRG2', 'HPVC1', 'PTTG3P', 'TNIP3', 'ENOSF1', 'KRT13', 'TAF1', 'RBM41', 'KCNV1', 'MT1E', 'FOXB1', 'GBX2', 'CCP110', 'NOVA2', 'GGA3', 'AUTS2', 'OR1J2', 'SERINC5', 'COPS7B', 'MRPL4', 'INPP5D', 'TTC17', 'ETV6', 'C3ORF20', 'KIAA0895L', 'PRKD3', 'ZNF772', 'CMAS', 'FN3KRP', 'SNHG15', 'ELAVL1', 'IGF2-AS', 'INSL4', 'PCGF5', 'XPOT', 'HSD3B2', 'SNORD19', 'KLHL8', 'LY6G6F', 'GKAP1', 'EIF3D', 'TUSC5', 'FAM171B', 'GAB2', 'TMEM31', 'SLC8A2', 'ARHGAP9', 'DGCR5', 'SRRM1', 'BAX', 'KCNB2', 'SEPT12', 'ARL1', 'KLK4', 'CYB5D2', 'APOBEC4', 'NKX6-2', 'PAX8', 'MSTO2P', 'TNS2', 'C9ORF139', 'OR9I1', 'MTM1', 'WRAP53', 'ZBED3', 'TTBK2', 'PTPMT1', 'TECPR1', 'KDM6B', 'USP16', 'HRNR', 'YTHDF2', 'TPD52L3', 'LYRM7', 'OR4D2', 'SLC44A2', 'RPL36', 'TMEM107', 'OR10W1', 'CHN2', 'C19ORF57', 'HSPB6', 'MCRS1', 'SNORA66', 'RPAIN', 'FSCN3', 'C22ORF39', 'PAPOLB', 'KIAA1191', 'MMD', 'LINC00628', 'FAM107A', 'CYP1A1', 'JMJD6', 'CCDC137', 'POLR2A', 'TAOK2', 'SIGLEC12', 'SNORD49B', 'RFPL3', 'TMEM189-UBE2V1', 'PI15', 'OR6K6', 'HAO1', 'ANKRD36', 'RORB', 'PROCR', 'ADGRG5', 'CCL8', 'ZDHHC16', 'GNL3L', 'LRRC14B', 'PIF1', 'DHX33', 'ZBTB38', 'AIFM2', 'NPR2', 'S100A5', 'ZNF20', 'MLH3', 'EBI3', 'SFMBT2', 'RGS9BP', 'STOX2', 'MMACHC', 'OR14A16', 'NACC1', 'APOA4', 'ATM', 'LINC00112', 'SCARNA18', 'ARRB2', 'PAPOLG', 'C1ORF61', 'TAS2R8', 'PTCHD3P1', 'NTN4', 'MTHFSD', 'NR1I2', 'PTPRCAP', 'SATB2-AS1', 'RNF126', 'SMCHD1', 'MYO18A', 'SLC43A1', 'HAO2', 'RDX', 'SNORD23', 'CCDC102A', 'COLEC12', 'DPH3P1', 'UNC5D', 'FZD10', 'SEPN1', 'BMP10', 'STAG3', 'NDUFA1', 'CTH', 'UMPS', 'UGT2B10', 'ART5', 'WASF3', 'TET1', 'APBB1IP', 'ZHX1', 'CNTROB', 'ELF5', 'TRMT13', 'RPL28', 'KIF3B', 'PGA5', 'AS3MT', 'C2ORF57', 'MRPL51', 'TBC1D2', 'MRC1', 'MMS22L', 'WDR5B', 'TRIM6', 'METTL22', 'TONSL', 'OR52A5', 'MND1', 'PROK1', 'NOL11', 'C12ORF4', 'TMEM220', 'METTL24', 'SPC25', 'DNMBP-AS1', 'BLID', 'SMEK3P', 'MUTYH', 'CAPZA2', 'NCOR2', 'EXT2', 'CD47', 'LYL1', 'KLHL4', 'PRIM1', 'ALDH1L2', 'PRPF18', 'VSX1', 'C1ORF162', 'MAP3K10', 'C9ORF72', 'GALNT7', 'DRAP1', 'HKDC1', 'IMMP1L', 'IKZF3', 'IFIT2', 'CD70', 'SMARCA5', 'NKX2-1', 'GTPBP2', 'GEMIN8P4', 'OR51G1', 'SNRPB2', 'CFI', 'SLC39A11', 'BANF1', 'VLDLR', 'MGC16275', 'FBXO24', 'TINF2', 'OSTC', 'TAF13', 'NEUROD1', 'MTNR1A', 'CFAP58', 'CBLB', 'RGL3', 'PIGZ', 'GABPB1', 'FAM45A', 'MMP25', 'DLX6', 'EPHX2', 'FAM160A1', 'SPATC1', 'TWISTNB', 'ZDHHC21', 'SNORD72', 'STK36', 'LOC100129034', 'RNH1', 'BLOC1S3', 'CDK19', 'OR8H2', 'HCN4', 'KRTAP20-4', 'FUT3', 'CLEC1A', 'SDK1', 'WDR18', 'OR6C2', 'SLC17A9', 'MRPL52', 'NINL', 'OR3A3', 'OR6B3', 'IRF8', 'ADGRF4', 'RGS11', 'PEMT', 'FAM127C', 'ZNF43', 'ZMYND19', 'ZNF441', 'FBXO9', 'CDC42EP3', 'GSTA1', 'CGB8', 'LINC00937', 'MIR205HG', 'SLC17A3', 'BTBD2', 'PIP4K2B', 'TPM3P9', 'DENND5B', 'TMEM212', 'SCCPDH', 'LCE4A', 'AKT2', 'FOCAD', 'OPA3', 'OLA1', 'SPIB', 'WDR25', 'MEPE', 'CLDN14', 'PLCL1', 'CACNA1B', 'RGS13', 'GIP', 'SNORD44', 'CALR', 'ECE1', 'RNASE11', 'CRYL1', 'FIP1L1', 'IDE', 'FUT6', 'MRPS9', 'LINC01547', 'WDR27', 'SLC25A35', 'PCDHA8', 'CD200R1L', 'TM9SF1', 'TG', 'P2RY10', 'TRAT1', 'NXF1', 'C20ORF27', 'FAM114A1', 'ZC3H18', 'FAR2', 'BPY2', 'EEF1E1', 'FAM186B', 'TGIF1', 'TMEM63C', 'FAM32A', 'LPAL2', 'SOAT1', 'SNORD115-14', 'MRPL12', 'GIGYF2', 'RBM11', 'EBNA1BP2', 'NANOS1', 'ZFAND6', 'VSIG2', 'RRP1', 'TEX12', 'CDYL2', 'FBN3', 'PSPC1', 'ZNF618', 'SSX5', 'DNTTIP2', 'ST13', 'LINC00410', 'CRISPLD2', 'RHOT2', 'GFPT1', 'QPCTL', 'GOLGA7', 'NKPD1', 'FNDC7', 'C17ORF51', 'GOT1', 'EFR3B', 'FAM181A', 'NPHS2', 'HOXD8', 'TTLL2', 'CBX3', 'PRDX6', 'TEFM', 'FAM69A', 'SCAPER', 'GRK4', 'SDCBP2', 'HLA-J', 'CCL24', 'ZYX', 'RAMP3', 'ITGB3BP', 'CLEC1B', 'HS6ST2', 'GJA10', 'CT45A3', 'ATP5I', 'TMUB1', 'RHBG', 'ARL3', 'NELL2', 'TMEM184A', 'STK39', 'ANKHD1-EIF4EBP3', 'H3F3AP5', 'ZBTB37', 'GBP4', 'SLC6A10P', 'N6AMT2', 'TMEM217', 'VEGFA', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10787728881134795
		RMSE:  1.034673205097243
		NRMSE:  0.18568153277771168
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04400358650048397
		RMSE:  1.0802115255265201
		NRMSE:  0.18403181176661842
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999997
		Spearman Correlation:  0.9999999418805934
		Coefficient of Determination:  1.0
		RMSE:  3.3841555014235856e-13
		NRMSE:  6.073175352051372e-14
		MAPE:  1.9084482556240666e-10
		Pearson Correlation:  -0.002552211743449727
		Spearman Correlation:  0.14982440737489028
		Coefficient of Determination:  -1035.6911229932084
		RMSE:  34.0394474192735
		NRMSE:  5.799180097666576
		MAPE:  46954.11285388711

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3.459465479110303, tolerance: 0.0518906404354321
  positive)
		Pearson Correlation:  0.998326521352598
		Spearman Correlation:  0.9953954898835533
		Coefficient of Determination:  0.9966283005498967
		RMSE:  0.05707971553814297
		NRMSE:  0.010243474963326268
		MAPE:  42.62364752051736
		Pearson Correlation:  0.16507487762048825
		Spearman Correlation:  0.23037264657106626
		Coefficient of Determination:  -16.06972967210352
		RMSE:  4.3678843727497245
		NRMSE:  0.7441409906383162
		MAPE:  15912.686370674686

	Predictor:  RandomForests
		Pearson Correlation:  0.8501706292916049
		Spearman Correlation:  0.6991545255593542
		Coefficient of Determination:  0.7189052935997544
		RMSE:  0.5211751571894813
		NRMSE:  0.09352962998931881
		MAPE:  270.62581054825915
		Pearson Correlation:  0.8037860496237277
		Spearman Correlation:  0.5428697856317868
		Coefficient of Determination:  0.6247529261497631
		RMSE:  0.6476143577899718
		NRMSE:  0.11033176444962635
		MAPE:  1412.2341979990701

Protein:  ERBB3
x_train_column_count:  247
x_train columns:  ['CCDC105', 'DNAH2', 'LACC1', 'TNNC1', 'GSTM2P1', 'FAM167A-AS1', 'RASSF3', 'TOPBP1', 'DYNLT3', 'FAM74A3', 'ELFN1', 'SMEK3P', 'FMO3', 'NPHS1', 'NOL11', 'MAP2K5', 'BOLA1', 'WFDC13', 'CSRP2', 'BTN2A3P', 'HIST1H3E', 'MEP1B', 'SNRNP200', 'NHLRC1', 'ARRDC5', 'COBL', 'HOGA1', 'IL17C', 'TRABD', 'MAS1', 'METTL3', 'MICAL1', 'CNP', 'CLSTN2', 'INTS4P2', 'MAPK6', 'KIF1BP', 'RAB40A', 'KDM7A', 'CABP4', 'ARC', 'HKDC1', 'RCOR3', 'PTGIR', 'CSMD1', 'GAGE1', 'MYO6', 'SRRD', 'COL6A2', 'RNF31', 'IQCD', 'IPO9', 'AGER', 'CELF1', 'FAM13C', 'PAGE2B', 'CALCB', 'GAS2L1', 'GOSR2', 'TFPT', 'SDC1', 'HLA-DRA', 'VASN', 'PPP1CA', 'CREBBP', 'CECR5-AS1', 'TUBD1', 'TSPAN16', 'PHOX2A', 'ALOX12P2', 'MMADHC', 'ZNRF1', 'SAV1', 'CP', 'KLHDC3', 'RIC1', 'MRGPRD', 'FGFBP3', 'PDZD2', 'SUV420H1', 'VSTM5', 'NEU2', 'WHAMMP3', 'OR56A4', 'ZNF18', 'SCNN1B', 'C9ORF89', 'ZSCAN23', 'MATN2', 'TOX4', 'PAQR8', 'SNORA77', 'PPP1R7', 'LILRA5', 'RMND1', 'KCNK17', 'LRP8', 'OCLM', 'GPR179', 'MBD4', 'BACH1', 'NKX2-8', 'CREB3L2', 'TRMT1L', 'PTGS2', 'TAOK1', 'TRIM61', 'HLF', 'MED6', 'LOC392196', 'NUBPL', 'ERCC3', 'ZNF800', 'STKLD1', 'PFKM', 'KLHDC7B', 'SGIP1', 'TEKT4', 'ATG5', 'PLCXD3', 'ZNF99', 'TMEM255B', 'ARHGEF2', 'EGFEM1P', 'MRPL13', 'QTRTD1', 'MUM1L1', 'ABCB10', 'EPM2AIP1', 'KRT24', 'SUZ12', 'CEP76', 'LYZ', 'ACIN1', 'SELM', 'GPATCH8', 'LOC100132111', 'IPO5', 'CTAG2', 'MTM1', 'LDLR', 'MKKS', 'TMEM200B', 'LMCD1', 'LY6G6C', 'TSTA3', 'ZNF83', 'TDRG1', 'ZNF296', 'GATA3-AS1', 'FGF4', 'GIN1', 'NEIL3', 'FHOD3', 'TADA1', 'KLHL26', 'TMEM53', 'RIPK1', 'CMPK2', 'SH3GLB1', 'DYNLL2', 'C4ORF29', 'ZDHHC6', 'THAP9', 'CLEC12B', 'MCMDC2', 'DEFB105A', 'MC4R', 'LMF1', 'DMXL1', 'MUL1', 'EXOSC1', 'ARMCX1', 'C1QTNF2', 'ZFAND2B', 'ARNTL', 'GLUD1', 'MAP1S', 'NUFIP2', 'PABPC3', 'SPTB', 'NDUFA9', 'SLITRK5', 'GNB4', 'FAM63B', 'LEP', 'PEAR1', 'PXDN', 'NGLY1', 'NLRP12', 'ARFGEF3', 'PLEC', 'TPP1', 'UQCRFS1', 'SYNGR3', 'ATP6AP2', 'PRSS3', 'TWF2', 'CPNE9', 'RTN4R', 'SNORD50A', 'ADORA1', 'TAF10', 'AQP4-AS1', 'CHD8', 'CLEC4A', 'ZNF30', 'OR52H1', 'GDAP1L1', 'KCNJ6', 'AQP12A', 'GHRH', 'HILS1', 'DHH', 'LINC00320', 'TCERG1', 'MYO9B', 'CSN1S2AP', 'PRMT5', 'CACNG1', 'DBI', 'ANKMY2', 'MCOLN3', 'SCARNA15', 'SNORD42B', 'THSD4', 'SKIV2L', 'POP5', 'ABR', 'UNQ6494', 'SDHAF2', 'HOOK3', 'KCNE3', 'S100G', 'CCDC88C', 'RELN', 'SNAI2', 'NKTR', 'ZNF641', 'RPS26P11', 'CDS2', 'ITIH1', 'FAM171B', 'CHD5', 'RLN3', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.22544319167926496
		RMSE:  0.49276112816642853
		NRMSE:  0.13298208544838536
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.18202543932109472
		RMSE:  0.5629306521688778
		NRMSE:  0.2077549194412726
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  LinearRegression
		Pearson Correlation:  0.7413822038397982
		Spearman Correlation:  0.7425321634308105
		Coefficient of Determination:  0.549647572170356
		RMSE:  0.2987212400025919
		NRMSE:  0.08061628889252698
		MAPE:  198.20195060586653
		Pearson Correlation:  -0.024215926390150324
		Spearman Correlation:  0.2516730075114624
		Coefficient of Determination:  -9582.070456139485
		RMSE:  50.68667769828366
		NRMSE:  18.70640122612043
		MAPE:  7974.948877054774

	Predictor:  ElasticNet
		Pearson Correlation:  0.7269479385746485
		Spearman Correlation:  0.7270397740813175
		Coefficient of Determination:  0.5283493202795512
		RMSE:  0.30570326809296083
		NRMSE:  0.08250053787858512
		MAPE:  203.8506526483979
		Pearson Correlation:  -0.02100418206233174
		Spearman Correlation:  0.2564188859623452
		Coefficient of Determination:  -1869.36860221336
		RMSE:  22.39262911784016
		NRMSE:  8.264213079410597
		MAPE:  3732.9462753016883

	Predictor:  RandomForests
		Pearson Correlation:  0.5717159164885429
		Spearman Correlation:  0.5563870229912602
		Coefficient of Determination:  0.299165167135485
		RMSE:  0.3726470509784722
		NRMSE:  0.10056674348421987
		MAPE:  204.21350638833084
		Pearson Correlation:  0.4042710865528474
		Spearman Correlation:  0.37054966655679017
		Coefficient of Determination:  0.15847032007179995
		RMSE:  0.47498096362135395
		NRMSE:  0.17529624910829827
		MAPE:  373.8640747535528


Fold:  3

Protein:  RB1
x_train_column_count:  371
x_train columns:  ['TBC1D13', 'STX10', 'GPIHBP1', 'RIPPLY1', 'C1QBP', 'C16ORF70', 'DPAGT1', 'SLC25A52', 'CSRNP3', 'SMTN', 'PGM2', 'LIX1', 'GTF3C5', 'NFE2L3P2', 'LOC148413', 'FHIT', 'RNF212', 'LY6G5B', 'MRPL39', 'KLHDC4', 'CEP85L', 'PDHA2', 'GZMA', 'ANXA7', 'PHF21A', 'PDK4', 'YAE1D1', 'SLC27A4', 'CLCN6', 'CEP89', 'TSSC4', 'BTNL9', 'SOGA1', 'GABARAPL3', 'TYK2', 'C4ORF3', 'FAM186B', 'PSMA7', 'GUCY2GP', 'SNORD114-14', 'RNFT1', 'ZNF586', 'LRRC23', 'SNORD115-8', 'EIF4EBP2', 'STK17B', 'MFSD1', 'MTMR14', 'EID2B', 'FBF1', 'FAM19A2', 'BUB1B', 'SMUG1', 'GLT8D1', 'CES4A', 'MPP2', 'BMX', 'LRP1', 'GIMAP5', 'SIX2', 'ITPRIPL2', 'FLJ37201', 'FCRLA', 'SDHAP2', 'PCP4', 'RSL24D1', 'ZNF30', 'CRCP', 'MIR31HG', 'TSR1', 'PPP2R5C', 'OR52B6', 'RSAD2', 'IAH1', 'NUP205', 'CDH2', 'C8ORF74', 'AGPAT5', 'GSTM4', 'SPRR1B', 'PAPSS2', 'ARHGAP11B', 'IMPAD1', 'PIP4K2C', 'FUBP1', 'NCAN', 'OSBPL7', 'DAZAP2', 'LINC00957', 'PIWIL1', 'BRCC3', 'SNORD8', 'TMEM145', 'SLC25A32', 'DES', 'RGN', 'CENPE', 'ZNF675', 'LOC153684', 'HAUS5', 'JMJD1C-AS1', 'DUSP10', 'ZYX', 'SEPT3', 'XKRY2', 'IFI27L2', 'ZFHX3', 'COA7', 'HMGB4', 'CHCHD3', 'OR2W5', 'NCKAP5L', 'ZNF492', 'PRKACB', 'DDX46', 'ZBTB33', 'F8', 'ZNF536', 'TOP3A', 'GLTP', 'KRTAP3-2', 'MKS1', 'ALDH3A2', 'C1S', 'MIS18BP1', 'PDLIM5', 'TOM1', 'TIAF1', 'EBPL', 'ABO', 'LAGE3', 'LY75', 'ERGIC1', 'SERTM1', 'HADHB', 'DGKG', 'SPRR2E', 'ARHGAP5', 'DAGLA', 'PIGZ', 'OR10R2', 'POMGNT2', 'SIX4', 'ASCC2', 'MIR600HG', 'KIAA0907', 'KCNQ5', 'SMIM20', 'ZNF263', 'FARSA', 'NLRP5', 'TMED10P1', 'BRICD5', 'MNT', 'ATG14', 'FAM150B', 'MYRIP', 'SLC17A9', 'NOTCH2', 'C19ORF40', 'RAB11FIP2', 'AREG', 'CIRBP-AS1', 'GRN', 'CLTA', 'CBLN2', 'PCDHA1', 'NRK', 'DHRS12', 'SNORD117', 'TUBA1C', 'ADD2', 'DHX38', 'GIMAP7', 'LONRF2', 'CLTCL1', 'KCNK7', 'AGAP3', 'LRIT1', 'KTI12', 'CITED1', 'CD200R1L', 'SYNPO2', 'THY1', 'GRAPL', 'CHIA', 'KLC1', 'CDK5RAP3', 'C15ORF48', 'EID3', 'ATXN7L1', 'MAFB', 'HOXD13', 'CDC42EP4', 'VMAC', 'CHPT1', 'NPTXR', 'GPATCH2', 'VWA8', 'MDGA2', 'ZAR1', 'HS6ST2', 'ZNF766', 'CACNB1', 'GFI1', 'TINAGL1', 'NKX2-1', 'ANGPTL1', 'KHDC3L', 'KLRC4', 'KIAA0196', 'MAPKBP1', 'FAR2', 'DSPP', 'KDELC2', 'HOXA13', 'AAGAB', 'RHBDF2', 'GMPPB', 'IGFALS', 'EFNA5', 'ZNF692', 'LINC00628', 'CEACAM19', 'TPP1', 'TRIM14', 'SNORD115-39', 'FBXO43', 'ARIH1', 'USP3', 'HMGB3P1', 'MDM4', 'SULT1C2', 'ACSS2', 'NIT2', 'ANKRD30BP2', 'AZI2', 'BTBD19', 'D2HGDH', 'MIEF2', 'DRC7', 'PLBD1', 'PLK5', 'FAM210B', 'MPRIP', 'TMX1', 'LEMD3', 'ASL', 'TOP2B', 'TTC9C', 'ACSL6', 'ITFG1', 'GGT1', 'OR2D3', 'MAML3', 'TRIM29', 'OR1E2', 'STX8', 'CDC26', 'LMCD1', 'STX3', 'OR51M1', 'LINC00696', 'SPAG5', 'MAGI1', 'AP3B2', 'BBOX1', 'CPVL', 'EYS', 'TRIM3', 'EPSTI1', 'SCNM1', 'ZC3H13', 'PRCC', 'PUSL1', 'PRDM13', 'IP6K3', 'ID2', 'AZGP1', 'PLIN4', 'HDDC3', 'SNORD115-25', 'SP110', 'GLIS3-AS1', 'WDR60', 'ZG16B', 'EMB', 'PTPRE', 'LOXL1', 'NUDT16L1', 'DTHD1', 'DACH1', 'ETV1', 'NOXO1', 'TMEM39B', 'ELP2', 'HECW1', 'DPY19L1', 'TPTE2P3', 'PRKCD', 'DEFB125', 'ABCA13', 'CDC14C', 'CSF3', 'TRPC6', 'FABP5P3', 'POMZP3', 'SFXN5', 'RAD50', 'PRAM1', 'POLR2K', 'DHRSX', 'UGT1A9', 'BEAN1', 'MYOT', 'MIR503HG', 'MEIS1', 'ADCY2', 'CFDP1', 'NANOS2', 'TM9SF1', 'OR13J1', 'CERKL', 'AFP', 'GPX3', 'ZNF407', 'RIMS4', 'KIAA0226', 'RNF7', 'LINC00336', 'GPR139', 'DR1', 'DSG1', 'ZNF84', 'ZP3', 'FAM129C', 'LINC00698', 'ALKBH8', 'TCP10', 'TNC', 'RARB', 'A4GALT', 'KLHL42', 'NUP188', 'DUX4L2', 'CEP44', 'OR6V1', 'ADRBK2', 'C20ORF85', 'IFIT1B', 'EOMES', 'IRX2', 'CCSAP', 'RPGRIP1L', 'GBAP1', 'SF3B4', 'ZNF876P', 'GDNF', 'ID1', 'ZNF684', 'SLC13A2', 'PLCL2', 'MMAA', 'CHMP6', 'AMOT', 'WFIKKN2', 'SLC12A3', 'GDF10', 'PLCB1', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01272330861584492
		RMSE:  0.2421068018038906
		NRMSE:  0.08854110656959135
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028050639565306845
		RMSE:  0.22197574606877257
		NRMSE:  0.15575715092466183
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  LinearRegression
		Pearson Correlation:  0.8080420933064375
		Spearman Correlation:  0.7707901653999791
		Coefficient of Determination:  0.6529320245550496
		RMSE:  0.14173230793673908
		NRMSE:  0.051833055857496736
		MAPE:  655.9699657464232
		Pearson Correlation:  -0.16613979371394824
		Spearman Correlation:  -0.18599982543423238
		Coefficient of Determination:  -11.574773020709177
		RMSE:  0.7860448786341964
		NRMSE:  0.5515562531640374
		MAPE:  1426.3788494492321

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.17145869661426438, tolerance: 0.003113905664439024
  positive)
		Pearson Correlation:  0.7789918516507977
		Spearman Correlation:  0.722569719122231
		Coefficient of Determination:  0.606335789261621
		RMSE:  0.15094702385071898
		NRMSE:  0.055202978295318526
		MAPE:  607.3465499745269
		Pearson Correlation:  -0.1843967840948485
		Spearman Correlation:  -0.19826431751019344
		Coefficient of Determination:  -6.180053028721937
		RMSE:  0.5939653235119648
		NRMSE:  0.4167768243905615
		MAPE:  1367.6354357361306

	Predictor:  RandomForests
		Pearson Correlation:  0.5785710985321638
		Spearman Correlation:  0.4223959203784099
		Coefficient of Determination:  0.18422555361334247
		RMSE:  0.21729345059424324
		NRMSE:  0.07946659252276303
		MAPE:  194.91579594857853
		Pearson Correlation:  0.0673549157181666
		Spearman Correlation:  0.22493297921420471
		Coefficient of Determination:  -0.027057991592395414
		RMSE:  0.22464396105337023
		NRMSE:  0.1576293985526827
		MAPE:  188.61270964394419

Protein:  CDH1
x_train_column_count:  836
x_train columns:  ['TTC22', 'KCNH1', 'TMEM211', 'CATSPERG', 'LPA', 'MFI2', 'FLJ45079', 'LBR', 'CSMD1', 'F12', 'ENOX1', 'SLC7A14', 'ACTR3BP2', 'LIMK1', 'NDUFS6', 'SNORD115-27', 'DGCR6', 'NDUFAF2', 'GCNT4', 'SLC35F5', 'OGN', 'CLEC3B', 'DGKH', 'HOXA5', 'TTC19', 'TMEM130', 'ERMP1', 'SRRM5', 'CHRM3', 'GPR146', 'FRYL', 'TUBB2B', 'NPTX1', 'NR2F1-AS1', 'MPST', 'TTLL13P', 'PRRT2', 'OTUD6A', 'COA4', 'RPL13AP17', 'M6PR', 'TRIM37', 'SNX15', 'TTC31', 'EPHA2', 'RPS4Y1', 'BEAN1', 'CCNB1', 'TACC3', 'EIF3K', 'OR8B2', 'C4ORF33', 'OCRL', 'TRIM52', 'TBCEL', 'DTNBP1', 'TMEM135', 'WDR18', 'H2AFX', 'TMCO4', 'CCNJL', 'CYP46A1', 'CXCL16', 'PILRB', 'GPR87', 'DDX56', 'AOC4P', 'THNSL1', 'CSNK1G2', 'FAM81A', 'KLK10', 'FAM58A', 'IGDCC4', 'SPDYA', 'CC2D2A', 'NEDD4', 'EFCC1', 'ZNF768', 'DEFB114', 'SYBU', 'TLCD1', 'CKS2', 'PSMD4', 'CSRNP1', 'CYTH2', 'WDR83OS', 'CASP3', 'OR6Q1', 'ZNF595', 'MRPS34', 'MRPL23-AS1', 'ZSCAN30', 'PDLIM1', 'PSG9', 'PPP1R2', 'SGPP1', 'PWWP2A', 'MBTPS1', 'SLC50A1', 'SEPT1', 'VCX3A', 'TXNDC9', 'ATRIP', 'TSPYL5', 'ATP6V1B2', 'CNGA3', 'SAR1B', 'NUP54', 'OR2K2', 'DUX4L5', 'SNORA27', 'GFRA1', 'FDPSP2', 'RAB13', 'SEPW1', 'CA14', 'LYPD6B', 'KRTAP20-3', 'TRAM2', 'ZNF697', 'SNORD86', 'CFH', 'TCP10', 'TLE4', 'ACOT2', 'SNORD91A', 'CERKL', 'FGF6', 'CBLN1', 'CWC27', 'B3GNT2', 'CAPN10', 'NGFR', 'SUMF2', 'AFM', 'PNLDC1', 'RPS6KA1', 'SERPINB8', 'KCNE3', 'LOC256880', 'ZFP28', 'NOL4L', 'ATP9A', 'GALNT9', 'PPY', 'ADGRF4', 'DFNA5', 'ZNF283', 'USP6', 'OR10J3', 'LINC00696', 'AMBP', 'FAM65C', 'MLKL', 'WNT11', 'CARKD', 'CLRN1-AS1', 'SH3RF2', 'PCDHGC3', 'ARSJ', 'TARM1', 'MLN', 'DCAF8L2', 'EPO', 'ERICH4', 'EIF3A', 'TUFT1', 'EEF1G', 'RIMBP3C', 'KCNT1', 'ACAD10', 'CHRND', 'BCDIN3D', 'STK10', 'PHOX2B', 'AK3', 'SNAR-A4', 'AGPAT5', 'RHBDF1', 'JMJD1C', 'FGFR1', 'LINC00202-1', 'RPL34-AS1', 'RTL1', 'C2ORF66', 'ZNF136', 'KLLN', 'SAMD4A', 'MRPS36', 'SLC7A5P1', 'GPX7', 'ZNF324B', 'NFKBIA', 'DOHH', 'CSTF2T', 'MAL2', 'C1ORF95', 'FZD8', 'PRTG', 'TIFAB', 'CAMSAP2', 'C19ORF38', 'RAC3', 'SUN3', 'DICER1', 'MS4A8', 'LINC01548', 'UBAP2', 'ZNF221', 'RFX8', 'DNAH3', 'GCOM1', 'SRGAP3', 'CDC14C', 'C11ORF94', 'PSMD8', 'AOX2P', 'TEKT1', 'IL17RE', 'NANOS1', 'CUEDC1', 'GAS6', 'GAMT', 'BTN3A3', 'SNORA2A', 'CCL15', 'ADAMTS12', 'SOGA1', 'DNAH8', 'GRM1', 'OSBP2', 'KIAA1211L', 'D2HGDH', 'ZBTB17', 'SLC6A4', 'EPHX1', 'ZNF133', 'C8G', 'MACF1', 'PTK7', 'HHEX', 'RPL23AP7', 'CHMP2A', 'MATR3', 'FAM101B', 'CXORF49B', 'LYAR', 'ARPC1B', 'KRTAP12-3', 'MTF2', 'MAP3K9', 'ALOXE3', 'RBL2', 'RGS16', 'ZNF562', 'TRADD', 'CDKL4', 'SNORA37', 'FAM199X', 'ADAMTSL4', 'PML', 'CTIF', 'LPIN1', 'TBC1D9', 'SIAH2', 'CREBRF', 'MRGPRG', 'TRPC3', 'TESK2', 'LTB4R2', 'PSMD7', 'PQLC2', 'SNORD10', 'WRAP53', 'LINC00264', 'C1ORF52', 'MFSD6L', 'TMEM132B', 'DPP10', 'ZMAT4', 'PGM2L1', 'AMER3', 'OR2F1', 'ZNF295-AS1', 'RHOD', 'FUT1', 'WDR61', 'HOXD12', 'LCE1B', 'SLC2A9', 'HMBS', 'CDK9', 'PLEKHA1', 'SUGP2', 'UBA52', 'LAPTM5', 'MYH15', 'CD6', 'IL1RN', 'C10ORF10', 'CLN3', 'AANAT', 'CRELD1', 'DNTTIP2', 'CERS1', 'TREM2', 'NASP', 'CACNB3', 'GOLGA3', 'TREML4', 'CDHR1', 'HRAS', 'KHDC1', 'C17ORF49', 'PGLYRP4', 'AP2A2', 'TMEM244', 'GEMIN5', 'TAS1R1', 'FAM168A', 'ADAR', 'IRGM', 'SRPK2', 'GFRAL', 'RILPL1', 'HECTD3', 'SMIM7', 'LRRC20', 'PRKAG1', 'HIBCH', 'CST4', 'ASH1L-AS1', 'FOXO3', 'FERD3L', 'SOHLH1', 'CTBP2', 'PSMG3', 'PEAK1', 'FAM111A', 'IGFL1', 'BARX1', 'EYA4', 'ARFGEF2', 'TNFSF18', 'RAC2', 'ZNF45', 'PSME4', 'CMTM6', 'ARID4A', 'PAX8', 'WNT2', 'RASGRP3', 'SLITRK6', 'LY86-AS1', 'HDAC7', 'C20ORF173', 'KRTAP10-6', 'APBA1', 'DEFB134', 'SMC4', 'PODXL2', 'TRIM17', 'ACOXL', 'TTC14', 'FCRL2', 'DUSP22', 'SLC25A31', 'TXNIP', 'GALNTL6', 'ROS1', 'MYH6', 'SYTL4', 'SNORD12B', 'VPS37B', 'NDUFAF6', 'ARRB2', 'GABARAP', 'POU2F2', 'KIF21A', 'IMPDH2', 'XKR6', 'CCDC88B', 'OR10A6', 'STX7', 'TAF1L', 'ENOSF1', 'PC', 'SPATA20', 'UBA2', 'PAX5', 'CS', 'ZNF525', 'MYOF', 'APBB1', 'CUL4B', 'ADCY5', 'GGH', 'CHD1', 'GRIA1', 'NFKBID', 'GUCA1A', 'GOLGA6L6', 'LINC00926', 'SP140L', 'NKX2-5', 'TSSC4', 'RRNAD1', 'GTF2H2', 'OR7A5', 'XPOT', 'DLGAP4', 'POLG', 'SLC25A13', 'RNF216', 'TIMM13', 'STIM2', 'LRRC15', 'C14ORF39', 'PDCD4-AS1', 'HIST1H3E', 'PPP1R16A', 'DNMBP-AS1', 'MARCKSL1', 'PPP1R12C', 'KRTAP23-1', 'UGT1A1', 'ZNF419', 'TJP2', 'IL34', 'EVI2A', 'CCL3L3', 'AGO2', 'SHISA4', 'STS', 'MGRN1', 'EFNA4', 'PLEKHM1', 'MARCH2', 'OR51G1', 'FUT9', 'NDST2', 'TMEM98', 'ABHD5', 'PARP15', 'P2RX1', 'LMX1B', 'ING3', 'TEAD3', 'EHD4', 'C11ORF95', 'SEC61A1', 'MYC', 'HLA-DRB1', 'ADCY3', 'NAT8B', 'PSEN2', 'TMEM54', 'GJC1', 'NDUFA5', 'LOC100288778', 'NRAS', 'ZNF28', 'RIMBP2', 'FAM107B', 'GPR18', 'MOGS', 'TUBA1A', 'HAPLN4', 'ARX', 'CHRNA2', 'GPKOW', 'TTLL3', 'SCARA5', 'C1ORF123', 'ILK', 'GCNT7', 'PTPRR', 'DAD1', 'NPBWR2', 'INA', 'STAG2', 'ZNF281', 'PI4KA', 'FRAT2', 'GPR135', 'DKFZP434L187', 'SLC7A11', 'RBFOX3', 'REG3A', 'FNBP1', 'STXBP6', 'TIMM22', 'SNX14', 'HIST2H2BF', 'SLC38A7', 'PIK3C2A', 'CENPT', 'AFAP1L2', 'ABTB2', 'NOP9', 'C11ORF70', 'TMEM256', 'SORD', 'CAPN9', 'ASPDH', 'EPS8L3', 'ISYNA1', 'CELF3', 'CYP4F3', 'METTL21A', 'LYSMD4', 'OR6Y1', 'LMNB1', 'P2RX7', 'CCL26', 'CTXN2', 'PRDM16', 'MPPED2', 'AQP7P1', 'TMEM95', 'UGGT2', 'SNX12', 'KATNBL1', 'STX3', 'METTL12', 'AP2B1', 'ALDOB', 'GMPPA', 'GRIA4', 'C1ORF228', 'CYFIP1', 'MFGE8', 'EIF4ENIF1', 'SYMPK', 'FTSJ1', 'LRRC19', 'BGLAP', 'PPFIBP1', 'CCDC134', 'RAMP3', 'MTG1', 'GUCA1B', 'HEBP2', 'MPDZ', 'ZBTB20', 'C3ORF58', 'RPTN', 'VPS4A', 'TMCO1', 'SNX22', 'DPEP2', 'C7ORF43', 'APMAP', 'HLF', 'RUVBL2', 'HNRNPA2B1', 'RBP7', 'CASZ1', 'KRTAP2-1', 'GGA2', 'CCR1', 'ASB4', 'RCC2', 'AGPAT1', 'RBM15B', 'SQSTM1', 'LPO', 'HK1', 'FAM222A', 'ALDH2', 'NPNT', 'COG4', 'FRMD7', 'ULK4P2', 'CDC23', 'APOC2', 'PRG2', 'ZSCAN12', 'KLHL24', 'FLOT1', 'FAM180B', 'COA3', 'DNAJC30', 'LRRC58', 'PMF1', 'ZNF343', 'KLHL36', 'COQ2', 'HSPE1', 'SLC48A1', 'SLC22A23', 'PACS2', 'LPAR5', 'IFI30', 'SERTAD3', 'CPS1', 'SNORD15B', 'MGMT', 'LINC00161', 'ACY1', 'TPTE2P6', 'FLG2', 'SEC24B', 'MARC1', 'OR5AP2', 'ADIPOR1', 'ATF6B', 'PCDHA13', 'LIPE', 'MYH10', 'OR1J2', 'COL6A5', 'EXOSC7', 'ETFB', 'YARS2', 'TAOK3', 'EXOC3-AS1', 'ACTR1B', 'SUPT7L', 'MRPL43', 'ZNF513', 'UBE2Q1', 'PRKAB1', 'NAIF1', 'HERC3', 'PMEL', 'GPR180', 'DALRD3', 'LY86', 'STARD10', 'CYTH4', 'LOC115110', 'ELK4', 'SORT1', 'NINL', 'CEP170P1', 'KCNN4', 'AP1M2', 'NT5DC1', 'FOXL2NB', 'LINC00623', 'POLR3A', 'TICAM2', 'CECR5', 'SELM', 'MLH1', 'DPH5', 'C6ORF10', 'PART1', 'CYB561', 'DYNC1I1', 'OR5A1', 'SNORD116-20', 'ZDHHC8P1', 'ZNF493', 'WNT1', 'CCNT2', 'ANO1', 'RBM25', 'ZC4H2', 'ZNF879', 'SARDH', 'LINC00661', 'GPR149', 'PRAMEF10', 'ZNF296', 'ZCCHC24', 'MTHFSD', 'GPATCH3', 'ALG1L', 'TXLNB', 'USP9X', 'KPNA5', 'FAM195B', 'TBX4', 'OR10J1', 'SLC47A1', 'TLK1', 'ARHGDIA', 'RNF113A', 'DOCK1', 'XKRY2', 'ZNF737', 'WDR37', 'WDR81', 'TECTA', 'RWDD2B', 'GYS2', 'PPP1R32', 'GDF11', 'GRB14', 'U2AF1L4', 'VPS41', 'CAPN12', 'DENND6B', 'RFTN2', 'SNORD115-7', 'C6ORF47', 'CCDC126', 'TOMM70A', 'PDZK1IP1', 'PCDH19', 'CHST6', 'NAA15', 'HR', 'PDDC1', 'FAM216A', 'DCBLD1', 'NUTM2F', 'BDKRB1', 'AGGF1', 'ARSE', 'REEP1', 'FAM26E', 'LRIG3', 'BTG2', 'CCDC116', 'CEP170', 'C1GALT1', 'HSFY2', 'TMOD2', 'GSG1', 'HIF3A', 'SNRNP70', 'HIST2H2AC', 'FGF1', 'ETNPPL', 'IPCEF1', 'C17ORF62', 'DCAF16', 'LRRFIP1', 'SLC35F1', 'OR2V2', 'IFNGR2', 'OGG1', 'AFAP1L1', 'RBM39', 'CCNI2', 'OR5C1', 'ALKBH1', 'PNMA3', 'CEP126', 'PCDHGA5', 'NPTX2', 'PROP1', 'PCDHA11', 'GRIK1-AS1', 'IFNA17', 'RMDN3', 'CENPI', 'ZMAT5', 'PPP3CA', 'RRBP1', 'SGCB', 'ZBTB41', 'PYGL', 'MS4A12', 'LIME1', 'PKD1L2', 'GTF3C4', 'CTDP1', 'LINC00092', 'TSG101', 'FMO5', 'FCHO1', 'LOXL3', 'OLMALINC', 'CNNM2', 'PUF60', 'XK', 'IL2RA', 'ZMAT2', 'C16ORF92', 'POLR3B', 'PSAT1', 'CDKN1C', 'NUDT16P1', 'GAS5', 'AIDA', 'KRTAP19-4', 'LOC100132287', 'TBC1D2B', 'CD46', 'TMEM18', 'GHSR', 'RGS8', 'AGL', 'PEMT', 'PPCDC', 'PVRL3', 'KCNK10', 'HNRNPDL', 'APP', 'FBXO28', 'TMEM194A', 'CCDC58', 'TTC36', 'ZDHHC11', 'GRHL2', 'ZNF831', 'TMEM99', 'SQLE', 'GALE', 'SERP1', 'CBX2', 'RTN4', 'GUSB', 'ELMO2', 'USP8', 'SNORD11', 'HAUS2', 'PLA2G2F', 'INS', 'GRIK4', 'SYT12', 'KLRC4', 'SYCP1', 'MUC13', 'LAMB3', 'ZNF836', 'PXDC1', 'AP3M1', 'SSTR2', 'TRIM27', 'ARRDC4', 'GLRA3', 'SCUBE3', 'SLC25A32', 'XKRY', 'TMEM97', 'SNORD60', 'TK1', 'TEX35', 'KRI1', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.13712289650471754
		RMSE:  1.2526616491661007
		NRMSE:  0.19946206317730336
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.061578293423971475
		RMSE:  0.970096042376724
		NRMSE:  0.19071600723011914
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1747084136438477
		NRMSE:  0.18704952288841878
		MAPE:  547.6986763085636
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.045733924340672916
		RMSE:  0.9628293412733254
		NRMSE:  0.18928741030812832
		MAPE:  293.35791980552335

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.1058531340039115e-14
		NRMSE:  3.353162533046577e-15
		MAPE:  1.4972712241337233e-11
		Pearson Correlation:  0.17994865642334054
		Spearman Correlation:  0.1565829997880273
		Coefficient of Determination:  -7.796690128099241
		RMSE:  2.792533327236554
		NRMSE:  0.5489980197453218
		MAPE:  1810.9061606670848

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.301960263687724, tolerance: 0.07424076431120771
  positive)
		Pearson Correlation:  0.9998964177539454
		Spearman Correlation:  0.9997316728077399
		Coefficient of Determination:  0.9997821793210132
		RMSE:  0.01733722690142084
		NRMSE:  0.002760617002869469
		MAPE:  15.926845938721815
		Pearson Correlation:  0.17577078757252507
		Spearman Correlation:  0.15641840920709735
		Coefficient of Determination:  -5.646675508278239
		RMSE:  2.427397813733132
		NRMSE:  0.4772142125846601
		MAPE:  1317.9469511462544

	Predictor:  RandomForests
		Pearson Correlation:  0.7600930091276052
		Spearman Correlation:  0.7183703042033197
		Coefficient of Determination:  0.572676245674925
		RMSE:  0.767906947795529
		NRMSE:  0.12227428231513789
		MAPE:  199.01403866175585
		Pearson Correlation:  0.7410780295804471
		Spearman Correlation:  0.4846469407349219
		Coefficient of Determination:  0.5404897653167995
		RMSE:  0.6382433704572165
		NRMSE:  0.12547543947965567
		MAPE:  134.44031301881722

Protein:  CDH2
x_train_column_count:  474
x_train columns:  ['PWRN2', 'PHLDB3', 'ISCA1P1', 'SORL1', 'HMGXB3', 'B4GALT7', 'ZUFSP', 'IFITM5', 'CACFD1', 'WDFY3', 'TRRAP', 'IKZF2', 'PTPRA', 'LRRC16B', 'FRZB', 'HRK', 'DUOX1', 'CENPF', 'FAM175A', 'ARMCX6', 'SBF1', 'CD164', 'CAPS', 'ACAD9', 'SEC14L4', 'CRX', 'FOXP4', 'PIGB', 'GBA2', 'CST9', 'TRAF6', 'CXCL9', 'PAGE3', 'UTP20', 'TMEM9', 'MROH2B', 'SNORD115-3', 'HIST1H3A', 'OR5J2', 'ZAR1', 'RBPMS', 'PLD1', 'PHKA2', 'BAALC', 'EDN3', 'LAMA1', 'CADM1', 'RPF2', 'CSF1R', 'TM4SF5', 'HNRNPA3P1', 'OR13J1', 'IL5', 'LOC613037', 'FGFRL1', 'RBFOX2', 'ZC3H14', 'B3GALNT1', 'CLIP3', 'ANKRD23', 'SORCS1', 'SNORD35A', 'CASC3', 'AKR1C4', 'AKIRIN2', 'STEAP2', 'ZBTB44', 'ARPP19', 'DHRS9', 'CYSLTR2', 'UROC1', 'SARNP', 'ITPR3', 'CMTM3', 'PLA1A', 'FAM175B', 'C8G', 'PROKR2', 'ARHGAP17', 'C3ORF36', 'MYADM', 'FAM47A', 'PHAX', 'ANXA4', 'PDE2A', 'LINC01020', 'SGK223', 'FZD3', 'POFUT2', 'SNORD17', 'LINC00628', 'CLK2P1', 'NANP', 'BUB1', 'CASR', 'ZNF519', 'SLC23A3', 'ZDHHC11', 'GREB1', 'SLC6A20', 'SPATA2', 'HIST2H4A', 'PPP2R5B', 'DYNC2LI1', 'PLXNB2', 'HBD', 'CLDN23', 'ZBTB1', 'PPP6R2', 'UGT1A1', 'DCDC1', 'SP7', 'ARMC1', 'RNF220', 'C6ORF106', 'GMNN', 'OR2T10', 'CTR9', 'SYT9', 'MGC16275', 'CRYAA', 'CCL15', 'ELOVL7', 'RPL8', 'OXCT2', 'CRYZ', 'MFSD10', 'BEX4', 'OR10C1', 'NFE2L3P2', 'LOC728392', 'SV2A', 'PRDM6', 'IRX4', 'SLC2A6', 'ZNF444', 'GNRHR', 'MORC4', 'TUBB1', 'CREB1', 'C11ORF95', 'THEMIS2', 'LINC00882', 'DKFZP434L192', 'TUT1', 'ACSS2', 'TMEM256', 'MAGEB6', 'ZNF599', 'MYLK4', 'SYCE2', 'EOGT', 'LIF', 'SLC35G5', 'NDOR1', 'AKAP5', 'KIAA0930', 'SCUBE3', 'PRRC1', 'PCF11', 'HOXA11', 'LOC391322', 'GABARAPL1', 'CKLF', 'RNF138', 'SDK2', 'CYP2S1', 'C9ORF69', 'UCA1', 'GGT8P', 'CHPF2', 'THNSL2', 'FLRT3', 'RRAGB', 'IKZF5', 'KLHL5', 'C1ORF122', 'RPS7', 'XRCC2', 'GLUD2', 'KLLN', 'MOG', 'FAM150A', 'CCDC7', 'SNORD94', 'EFNA4', 'OR1E2', 'LYNX1', 'LINC00894', 'RFTN1', 'VWDE', 'FBXO2', 'TEX37', 'RNASE13', 'KPNA1', 'ZFYVE16', 'KLHL22', 'UCK1', 'ALDH7A1', 'ANO1', 'IRF4', 'ERCC6', 'MUCL1', 'PIM1', 'LETM2', 'ZNF93', 'MAN1C1', 'VPS37A', 'PRSS21', 'RNF166', 'FNTB', 'ABCA4', 'GDPD1', 'GMCL1P1', 'HIST1H2BN', 'AHCTF1', 'TSPYL4', 'RPLP0P2', 'ZNF837', 'RGS10', 'ITGAV', 'TMPRSS3', 'PAM', 'CENPN', 'THG1L', 'KCNQ2', 'COL3A1', 'WFDC6', 'ARMCX1', 'EHHADH', 'SLC25A45', 'CYP4F12', 'HBS1L', 'BANP', 'ATP13A5', 'ZNF71', 'CLEC19A', 'TTTY14', 'PHRF1', 'CUTC', 'FAM170B', 'HPVC1', 'SNORA11C', 'MMP2', 'NMU', 'ZNF576', 'SUSD6', 'IL22RA1', 'COL4A4', 'PHF1', 'DEFB1', 'TMEM105', 'SOHLH2', 'LOC100270804', 'FITM2', 'RPS6KC1', 'CSN1S1', 'FAM71F1', 'SNAR-C2', 'MYO18B', 'MYT1L', 'NINJ1', 'MESP2', 'TMEM254-AS1', 'ST6GAL1', 'FAM57B', 'MRM1', 'UBAP2', 'NEURL3', 'C12ORF50', 'PRR22', 'CAST', 'CXCL10', 'PREX1', 'LRRC8A', 'DIO1', 'DDB1', 'IL5RA', 'TRPM6', 'TSPAN14', 'SNORD96A', 'EP300', 'SNORD4A', 'GNGT1', 'NDUFAF7', 'GPRC5B', 'OR13C9', 'DNASE1L2', 'CHSY3', 'KRBOX4', 'SAMD9L', 'CAPN2', 'RYR1', 'LAMA4', 'MGC15885', 'GLYAT', 'OCIAD2', 'TRDN', 'GPR4', 'CCDC113', 'CYP26C1', 'HAPLN4', 'TTLL12', 'ZBTB40', 'B3GNT7', 'APOA4', 'DDX27', 'AGPAT6', 'TRMT10A', 'SMC3', 'BCAP31', 'MAGEC1', 'KIAA1217', 'UXT-AS1', 'LRRC61', 'PPM1G', 'RAD54L2', 'LIPE', 'DUSP11', 'PPP1R26', 'ARPC5L', 'MPP6', 'IGSF11', 'TRIM58', 'RAF1', 'SUSD3', 'TPH2', 'BMX', 'HAUS3', 'ABCB10', 'ABHD8', 'SNORD27', 'CGNL1', 'C1QL4', 'HOXB2', 'DNASE1', 'TBX4', 'TRIM50', 'DPP3', 'SLC6A15', 'ARHGAP4', 'PTBP1', 'POTED', 'MAP3K9', 'HSF1', 'EMC1', 'TSPO2', 'OR5B3', 'NUDCD3', 'RRM2', 'PDSS2', 'WFDC11', 'TUBB7P', 'C10ORF32', 'RPL32P3', 'TUBGCP5', 'PRY2', 'TMEM133', 'EXOC6B', 'SARDH', 'ACTA1', 'LOC285627', 'VWA2', 'RPE', 'HEATR6', 'ZFP36L2', 'DUSP23', 'ELMO2', 'DTHD1', 'PEX5L', 'IRX2', 'STMN3', 'ECT2L', 'MSL1', 'UHRF2', 'RPL14', 'SLC17A4', 'EPHX1', 'CRISPLD1', 'SLURP1', 'LSM2', 'HDAC11', 'CACNB2', 'CRMP1', 'KIF20B', 'UBE4A', 'POU2AF1', 'GALNT11', 'SPRED2', 'SARS2', 'PANK3', 'RGPD8', 'PNN', 'STARD7', 'SF3B2', 'ENTHD2', 'CLEC4M', 'NSFL1C', 'ZBTB25', 'ACAD10', 'DHRS12', 'HM13', 'LAMB2P1', 'MOV10L1', 'TMEM167A', 'ADCY6', 'PACSIN1', 'DIRC1', 'PAQR3', 'PTPRC', 'WNT5B', 'KCTD9', 'PNMAL1', 'CYP4A11', 'SEC1P', 'ZNF606', 'KCNA10', 'LGMN', 'CA13', 'BRD7', 'WTIP', 'TTTY15', 'GOPC', 'NOTO', 'LOC392196', 'HBZ', 'NEDD8', 'SCARB1', 'CTDNEP1', 'PHF10', 'HDHD3', 'ANKRD20A9P', 'TIMM17B', 'DDAH2', 'SPAG5', 'TMPPE', 'CCNI', 'GLYR1', 'OR4D6', 'ADGB', 'RAD23A', 'FBXO5', 'PSMB7', 'FGF2', 'ADAM7', 'ADRBK1', 'TRUB1', 'ZMYM2', 'PKIG', 'PPP1R12B', 'HEXDC', 'ABHD2', 'RAMP2', 'HLA-DMA', 'OR8K1', 'SART1', 'ERH', 'KRT6A', 'MFSD6L', 'KIAA1467', 'EDNRA', 'DOCK4', 'STAMBP', 'C4BPA', 'STRC', 'PIWIL2', 'RHOJ', 'WRB', 'TNRC6C', 'DHX33', 'LMO3', 'GIMAP5', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032532184952558385
		RMSE:  0.38185758840977485
		NRMSE:  0.13836422509231644
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01322006783790175
		RMSE:  0.3341656221976159
		NRMSE:  0.1760731037776972
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  LinearRegression
		Pearson Correlation:  0.9463574174805193
		Spearman Correlation:  0.9305404365703628
		Coefficient of Determination:  0.8955923616203978
		RMSE:  0.12318626308457387
		NRMSE:  0.04463593850444738
		MAPE:  1235.3243444791242
		Pearson Correlation:  -0.020567879398209706
		Spearman Correlation:  -0.01589296624646193
		Coefficient of Determination:  -11.978016008300852
		RMSE:  1.1959527739772944
		NRMSE:  0.6301519453165082
		MAPE:  15412.47036012997

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.389615291901968, tolerance: 0.007819420435861616
  positive)
		Pearson Correlation:  0.9100703138536914
		Spearman Correlation:  0.8894443762024449
		Coefficient of Determination:  0.827591702458454
		RMSE:  0.1582979265568634
		NRMSE:  0.05735847762767715
		MAPE:  1689.003314346174
		Pearson Correlation:  -0.010522668814230808
		Spearman Correlation:  -0.032411875459793765
		Coefficient of Determination:  -5.570274423983779
		RMSE:  0.8509452774452273
		NRMSE:  0.44836621780366903
		MAPE:  1325.468399693127

	Predictor:  RandomForests
		Pearson Correlation:  0.5511209992348323
		Spearman Correlation:  0.5149307288898085
		Coefficient of Determination:  0.19481746181874338
		RMSE:  0.34209231546234875
		NRMSE:  0.12395547339022711
		MAPE:  451.8768596104497
		Pearson Correlation:  -0.05553049311526365
		Spearman Correlation:  -0.038716193468746496
		Coefficient of Determination:  -0.0742116640398729
		RMSE:  0.3440763397507873
		NRMSE:  0.18129509755663548
		MAPE:  2496.170718677829

Protein:  CDH3
x_train_column_count:  75
x_train columns:  ['GPR88', 'FUT9', 'NDUFB2-AS1', 'KLHL9', 'PSMA7', 'SERPINA3', 'RBM4', 'ENPP6', 'ETV6', 'CSK', 'ANKRD17', 'GALNT12', 'UBR4', 'COL13A1', 'ARHGAP30', 'CRP', 'ZNF425', 'RPS27A', 'TISP43', 'HOXB2', 'RAPGEF5', 'MNAT1', 'DHRS4-AS1', 'SLC25A21', 'SFXN3', 'SLC5A12', 'FAM95B1', 'EPHA2', 'AGAP3', 'CCDC36', 'HKDC1', 'HIST2H3C', 'XKR8', 'C12ORF50', 'SERP1', 'STARD13', 'CCSER1', 'OCEL1', 'TSPAN6', 'KIAA0319', 'FAM92B', 'RPL37', 'TOP3A', 'PIAS2', 'KRTAP10-2', 'BRAF', 'LEAP2', 'SAMSN1', 'COL6A6', 'ANP32B', 'PPP3R1', 'SNORD15A', 'ZNF510', 'THEM4', 'VTRNA1-3', 'CPA6', 'SNORD115-3', 'MND1', 'MAN1A2', 'SNORD19B', 'EGFL7', 'DDX21', 'FOXA1', 'MRPL30', 'SPATA31D1', 'SERTM1', 'UOX', 'HIST1H2BJ', 'CALB1', 'TCIRG1', 'COL8A1', 'LOC401010', 'C10ORF35', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.2263418226753373e-05
		RMSE:  0.21251306884336046
		NRMSE:  0.14909431220418734
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004123239054339534
		RMSE:  0.18871613277479948
		NRMSE:  0.16414808838605816
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  LinearRegression
		Pearson Correlation:  0.5799449522437305
		Spearman Correlation:  0.5866831880799843
		Coefficient of Determination:  0.33633614763298303
		RMSE:  0.17312304825558145
		NRMSE:  0.12145917400206366
		MAPE:  724.7091686152023
		Pearson Correlation:  0.12240811379993047
		Spearman Correlation:  0.1646180126934251
		Coefficient of Determination:  -0.24527166326304073
		RMSE:  0.21015879610492536
		NRMSE:  0.18279923465422718
		MAPE:  291.3877621335748

	Predictor:  ElasticNet
		Pearson Correlation:  0.5726945075714086
		Spearman Correlation:  0.5768860089909644
		Coefficient of Determination:  0.32794650850465756
		RMSE:  0.17421387041112196
		NRMSE:  0.12222446989611184
		MAPE:  688.5345499625902
		Pearson Correlation:  0.15960542357285473
		Spearman Correlation:  0.20033416875522142
		Coefficient of Determination:  -0.19053363554156255
		RMSE:  0.2054879473888819
		NRMSE:  0.17873646123573017
		MAPE:  296.9144726240324

	Predictor:  RandomForests
		Pearson Correlation:  0.5716869824655069
		Spearman Correlation:  0.5808510129611786
		Coefficient of Determination:  0.28172732079429474
		RMSE:  0.18010488080433765
		NRMSE:  0.1263574681514408
		MAPE:  486.03838317714576
		Pearson Correlation:  0.29584527231592145
		Spearman Correlation:  0.2824951464423778
		Coefficient of Determination:  0.07642461204451367
		RMSE:  0.1809887975244826
		NRMSE:  0.15742673769384485
		MAPE:  214.71295453952538

Protein:  PTEN
x_train_column_count:  886
x_train columns:  ['MRPL19', 'ZNF696', 'AOX2P', 'ADGRG4', 'CDR2', 'FAM78A', 'FAM200A', 'KIN', 'BAP1', 'RC3H1', 'SPAG8', 'HDAC10', 'MICAL1', 'OR2F2', 'RPS4X', 'PDZK1', 'FGF3', 'KCNAB1', 'G0S2', 'ST3GAL2', 'FBXO7', 'GOLGA2P10', 'SNHG8', 'KRTAP21-2', 'ENDOG', 'HEMGN', 'UGT1A4', 'KCNMB3', 'IFNA21', 'BRD1', 'RFPL2', 'GGNBP2', 'WDR90', 'SNORD110', 'CDH23', 'DOCK11', 'ATP13A1', 'AFM', 'AGRN', 'SERAC1', 'PAX9', 'ZNF57', 'KRT74', 'KCNS1', 'PAIP2B', 'FUK', 'UBE2J1', 'ACSF2', 'CHMP4B', 'OR5R1', 'RTL1', 'FAM45A', 'C10ORF76', 'ZIC1', 'SNAI3', 'CAMKMT', 'MAG', 'ZNF467', 'HECTD3', 'MAT2A', 'SWT1', 'PIDD1', 'GUCY1B3', 'TREM2', 'NACAD', 'PTGER4P2-CDK2AP2P2', 'HAUS8', 'ZC3H10', 'SLC9C2', 'NR2E1', 'PLSCR2', 'CLVS1', 'UBB', 'SNAR-A3', 'CREBBP', 'SRP68', 'ADGRA2', 'CD109', 'FAM155B', 'CUL7', 'ATAD3A', 'MGMT', 'MAGEB10', 'HPCA', 'ALS2CR12', 'SAR1B', 'CRYBA1', 'ZNF692', 'ENOX2', 'ABCC3', 'TCEAL4', 'TMEM260', 'LRRD1', 'NHSL2', 'KLHL17', 'SLC17A9', 'LIN9', 'ABCF1', 'PAX4', 'ACE', 'GSPT2', 'SPDYE7P', 'SLC41A1', 'SCAND1', 'SNX11', 'SNORA19', 'GEMIN7', 'MRPL48', 'DMTN', 'MYO1G', 'FOXB2', 'GRXCR1', 'OR5AP2', 'TGM6', 'BAG3', 'TRIML2', 'FLJ23867', 'ZC4H2', 'PLGLB2', 'HERC4', 'RAB3B', 'R3HDM2', 'CECR5-AS1', 'DRD2', 'DNAJB3', 'LINC00158', 'SYNPO2L', 'COBL', 'BCL11B', 'CHD4', 'NEDD4L', 'RRN3P3', 'PDE4D', 'SLC51A', 'MALSU1', 'DHX16', 'LIG4', 'KRTAP5-4', 'KIAA0355', 'EIF1B', 'TBC1D17', 'SALL2', 'MRGPRG', 'LOC90768', 'PUS7', 'TFAP2E', 'PADI3', 'ZNF71', 'KRT15', 'FBLL1', 'OR2M3', 'VAMP3', 'TTTY5', 'IGIP', 'DAND5', 'RAB3A', 'ZNF625', 'CCDC91', 'ZNF766', 'RHPN1', 'ZBTB44', 'MROH9', 'GRIP2', 'KRT33A', 'ANPEP', 'NRSN1', 'TNS2', 'USP34', 'PSG1', 'FKBP9P1', 'ATP11C', 'LOC388955', 'KANSL1', 'DDX11', 'FAM89A', 'SNORA77', 'BTN3A2', 'KCNMB4', 'ODC1', 'PEX26', 'MSMP', 'KATNA1', 'SUPT5H', 'OGFOD3', 'HIGD2B', 'INIP', 'ARPC5L', 'BET1L', 'GABRG3', 'STX5', 'OR4N3P', 'MPP6', 'CDC25C', 'KRTAP23-1', 'SNORD114-22', 'PPFIBP1', 'CEP295', 'OR51A4', 'SNORA59B', 'FAM124B', 'SHARPIN', 'DUPD1', 'CNFN', 'SGK494', 'SNORD20', 'STAM2', 'MRPS11', 'PCSK4', 'PECR', 'FUCA2', 'SIGLECL1', 'C17ORF89', 'UTP15', 'STRADA', 'ANKRD7', 'TTTY2', 'BIRC5', 'MUC2', 'TRAP1', 'DNM2', 'CD14', 'ZFYVE26', 'PLCXD3', 'LRRTM1', 'MST1R', 'HSD17B6', 'TERT', 'NFIA', 'ARMCX6', 'GABRA6', 'C9ORF16', 'SPANXN1', 'OR8D1', 'FBXO34', 'PZP', 'TIAF1', 'IRX3', 'C4ORF36', 'ZNF843', 'NUMB', 'FDPSP2', 'PFN3', 'TSPAN1', 'RAB4A', 'EIF1AX', 'NFKBIE', 'GNAL', 'TRIM72', 'POU2AF1', 'NOMO1', 'PKD1L1', 'ORC3', 'FGF9', 'PGRMC1', 'PTPN11', 'LVRN', 'C1QB', 'CBFA2T2', 'ERVFRD-1', 'POGZ', 'DOK5', 'XPO5', 'GNA13', 'ATP6AP1', 'IQCF3', 'JAK3', 'MT1DP', 'RAB8A', 'BCAR3', 'ALG11', 'ABCC12', 'BLOC1S4', 'CDC20', 'SLC35D2', 'ARMC2', 'OPA1', 'PLEKHJ1', 'ELMOD3', 'SNORD115-38', 'KCTD9', 'ZNF470', 'RNF166', 'GMNC', 'UNC119B', 'TIFA', 'MUC20', 'TMED8', 'HMGB3', 'TMEM169', 'LSM6', 'FFAR3', 'KRT37', 'ANKRD12', 'HSDL2', 'C2CD5', 'DESI2', 'KLK12', 'SOD1', 'PARVA', 'NDC80', 'SGPP1', 'GNPDA2', 'YBEY', 'GSDMA', 'CTSL3P', 'CLDN10', 'ZDHHC5', 'OR6K6', 'PNLDC1', 'WRNIP1', 'RCN3', 'SPATC1', 'RPL31', 'KCND1', 'CASP7', 'COL9A1', 'FABP12', 'CD84', 'METTL9', 'A1BG-AS1', 'SRPX', 'FBXO6', 'PROSER1', 'ATM', 'MC4R', 'CDCP2', 'ETV1', 'IL16', 'PDCL', 'PLEKHG4B', 'STYXL1', 'TMEM184C', 'FAM131B', 'ARSB', 'BST2', 'PNMAL2', 'RIMS2', 'LCA5L', 'SNORD22', 'C1ORF159', 'EME1', 'LZTS3', 'XPOT', 'OSBPL9', 'CTNNB1', 'APOL5', 'ACTN1', 'PPP2R5D', 'SNORD114-25', 'MUC16', 'SNORD50A', 'VTI1B', 'PRRT2', 'ZBTB22', 'LMNB1', 'FOXJ3', 'FKBP4', 'CALML3', 'MMP1', 'CLPP', 'KIAA0930', 'GGA1', 'TBC1D15', 'KIF1B', 'ADGRA1', 'SNORA30', 'EHD3', 'SERTAD1', 'ALPI', 'CHCHD4', 'TOMM7', 'DDB1', 'RNF40', 'PSMG1', 'SNORA47', 'SEC24C', 'ALDH1B1', 'NSUN4', 'SGPL1', 'CPNE7', 'PLA2G1B', 'LOC100240735', 'C5AR2', 'GPR176', 'C1ORF229', 'GARNL3', 'SPOP', 'LRRC16A', 'IL31RA', 'RTBDN', 'CXCL14', 'MDC1', 'ADGRL2', 'FEZ1', 'CAMKK1', 'NDUFS4', 'PHLDA3', 'LY6D', 'GLS2', 'SCN11A', 'CTNNA1', 'RGS2', 'MAP1A', 'RAPGEF3', 'CFHR2', 'LRRC4', 'ATP10B', 'RPS19', 'SLC25A37', 'LCMT2', 'CLDN14', 'FEM1B', 'SMC4', 'CSDC2', 'YIPF4', 'SLPI', 'ZNF833P', 'DIRC1', 'TP53I11', 'C5ORF58', 'PRSS1', 'BOD1L1', 'SF3B4', 'C2CD4D', 'LOC646471', 'CDS2', 'MRPS16', 'CCDC176', 'FAM160A1', 'IMPAD1', 'GNAI2', 'DHRS7B', 'PIGC', 'NCOA2', 'DTX3', 'ZFYVE28', 'NOL3', 'CDC42SE1', 'CA5BP1', 'SPG11', 'DEC1', 'CST7', 'KLHL38', 'TENM1', 'PLCB4', 'CACNA1G', 'MARCH2', 'ERC1', 'PRSS12', 'VPRBP', 'ANKMY2', 'POM121L9P', 'FAM196B', 'WNT8B', 'GOLPH3', 'KIR2DS4', 'GTF3C6', 'ZKSCAN8', 'LAMTOR4', 'KIFC3', 'ADAMTS4', 'BHMT2', 'SNORD9', 'ZCCHC8', 'ABCB1', 'GCNT2', 'ADAM33', 'GNG5', 'SNORD43', 'IKBKB', 'HIST1H2BM', 'DCUN1D2', 'MESTIT1', 'VWA1', 'CRIP2', 'PPP1R1C', 'IGLL1', 'TIE1', 'TMA7', 'MTERF3', 'ISCA2', 'NUCB2', 'IL7R', 'PPP2R3C', 'GOLGA8CP', 'CTTN', 'CRTC3', 'ZFAND3', 'CXCL10', 'SHMT2', 'PARD6A', 'OSBPL7', 'PDCD5', 'NBPF3', 'CDKN2D', 'CWH43', 'KIF27', 'LONRF3', 'C9ORF3', 'SLC35G2', 'RPS27A', 'RMDN3', 'SCARNA10', 'VBP1', 'ARRB1', 'NAP1L6', 'RNF115', 'DDX25', 'GPR89A', 'SLC25A26', 'MAP3K6', 'CD82', 'SCARNA23', 'GRPEL2', 'RPL29P2', 'SMR3B', 'DHRSX', 'KRTAP5-2', 'RGS17', 'TSPAN9', 'AHNAK', 'EXOC5', 'DGAT2', 'OLFML2B', 'COG4', 'ANK3', 'RSPO4', 'REM1', 'COX6B2', 'LAG3', 'KDELR2', 'NIPBL', 'PNRC2', 'NUMBL', 'GOT1L1', 'PLIN4', 'EMID1', 'ADAL', 'SPPL2A', 'TMBIM1', 'RAB1A', 'CCDC101', 'GLT6D1', 'HSP90AA1', 'INHBA', 'PCNAP1', 'GSPT1', 'PSAT1', 'NUP210', 'PMS2P1', 'CTXN1', 'DHFRL1', 'CACNA1F', 'N6AMT1', 'PVRL1', 'ARPC1A', 'ADGRG5', 'NGFR', 'SSBP1', 'ZBED1', 'C5ORF51', 'FAM212A', 'FZD6', 'ZNF208', 'PHLDA2', 'LIMK2', 'ALX1', 'RNASE4', 'ARHGAP24', 'C2ORF71', 'FBXO46', 'G6PC2', 'ASMTL-AS1', 'DPY19L2P4', 'DEFB116', 'STAG3L1', 'CCDC154', 'C14ORF169', 'BRICD5', 'OR52A1', 'SNORD116-15', 'UNC5A', 'VHLL', 'PANX2', 'ANGPT2', 'CORO2B', 'SPRR2G', 'LRP5', 'ZNF567', 'C9ORF139', 'DIRC2', 'GTF2IRD1', 'ELN', 'FCGR1A', 'TMEM100', 'HRK', 'PRSS48', 'CR2', 'PRSS8', 'S100PBP', 'DAPL1', 'CSTB', 'NANOS3', 'PALM', 'TEP1', 'MEX3B', 'MLST8', 'BDH2', 'MTX1', 'CD36', 'TINAG', 'PQLC2', 'MAOB', 'MAGEE1', 'ACTRT1', 'RGL4', 'LRRK1', 'PCDH20', 'SNORA41', 'KIAA0232', 'INO80B', 'ZBTB46', 'CIDECP', 'AMER1', 'SNORD116-25', 'HORMAD1', 'ZNF69', 'THEMIS2', 'PRSS37', 'C3ORF30', 'CHPT1', 'ZADH2', 'NME1-NME2', 'CLEC18C', 'CCDC103', 'SMIM5', 'OR6W1P', 'CLEC2B', 'TELO2', 'IRF6', 'HIST2H3D', 'RNF139', 'ENAH', 'C11ORF94', 'FSCN2', 'NAA35', 'MRAP', 'SHISA9', 'FKBP1B', 'CCL19', 'ARL15', 'LYPLAL1', 'EIF3IP1', 'HIST1H1T', 'SLC25A11', 'ACLY', 'AK9', 'CIZ1', 'SYN3', 'SH3D21', 'RPAP2', 'HHEX', 'LRRC31', 'PHF2', 'ZNF131', 'OR52E2', 'FANCG', 'SCARNA20', 'LINC00887', 'ABLIM3', 'INTS6', 'ADAMTS10', 'S100G', 'FAM49A', 'MUS81', 'TNIK', 'ROR2', 'WNK2', 'TM6SF2', 'SAT1', 'LCE2D', 'SLC35A1', 'SPATS2', 'RFX4', 'PRAMEF9', 'C16ORF90', 'BAZ1B', 'CXORF57', 'ZNF75A', 'CSH1', 'TRAF3IP1', 'UBA7', 'RPL23AP32', 'MSANTD2', 'CMTM2', 'POU3F3', 'SREK1IP1', 'CYP4F35P', 'GFOD2', 'PGS1', 'FAM205A', 'CYP4F2', 'SCOC', 'ACOT11', 'ACOX1', 'MSN', 'TLL2', 'EQTN', 'CHEK1', 'MARVELD3', 'KRTAP27-1', 'PCGF1', 'HJURP', 'HNF4A', 'CCDC134', 'TUBAL3', 'CDK8', 'PPM1K', 'THRSP', 'TMEM187', 'SNORA14B', 'NUP62CL', 'SNORA64', 'ZFP41', 'B4GALNT1', 'SLC10A2', 'CCDC183', 'NT5C1B', 'FKTN', 'ASPN', 'CCL22', 'BOP1', 'MYF6', 'MRPS25', 'NF2', 'YLPM1', 'OLFM1', 'CFAP58', 'APOC3', 'PXDNL', 'CAMTA1', 'TPX2', 'RPAP1', 'EMC2', 'DCLRE1C', 'TRNT1', 'TM7SF3', 'ASPHD2', 'C20ORF194', 'IFIT5', 'PRORSD1P', 'ZC3H12C', 'RAD54L', 'KCNU1', 'SAMD13', 'UBR5', 'CMKLR1', 'PNLIPRP2', 'PDGFA', 'FAM218A', 'ZNF385A', 'ATXN1', 'LRPAP1', 'CDC26', 'HBB', 'ATP11A', 'TLX3', 'CST13P', 'ACTL9', 'MAF', 'VSX1', 'APOBEC3D', 'SNORD115-35', 'GABARAPL3', 'EFCAB10', 'ZSCAN12P1', 'CSAG3', 'SEBOX', 'OR1C1', 'CNTNAP4', 'LINC00636', 'C3ORF38', 'C14ORF79', 'CYP1A1', 'AKR1C8P', 'TNRC18', 'LINC01124', 'SIGLEC14', 'ECD', 'ASCL4', 'C22ORF31', 'MICB', 'BZW1', 'TSSK2', 'NUP160', 'HSBP1L1', 'EHMT1-IT1', 'C11ORF45', 'KLHL1', 'CDK3', 'TRMT1', 'RPS7', 'OXNAD1', 'MARCH10', 'MUM1L1', 'CTU1', 'RTKN2', 'ZNF268', 'CANT1', 'LINC00669', 'PBOV1', 'ARPC3', 'NPY4R', 'S100P', 'GALNT16', 'TIAM1', 'NFATC2', 'IMPG1', 'ATP5L2', 'TMEM92', 'C1ORF115', 'ARMC1', 'CSN1S1', 'SLC25A51', 'CLNS1A', 'DPCD', 'SRSF10', 'PLSCR3', 'GPX8', 'TMEM248', 'DEFB129', 'SLC39A4', 'GREB1L', 'ALPK2', 'CD320', 'ACACB', 'RUNX2', 'EXOC7', 'RCSD1', 'SLFN5', 'WIZ', 'FABP2', 'DNAJB5', 'PPP5C', 'PLD4', 'TUBB1', 'RSAD2', 'GPATCH2L', 'ALOX15B', 'WDR55', 'AKAP1', 'LINC00341', 'TTTY8', 'ATF1', 'SLC35F4', 'NDUFA10', 'DCAF4L2', 'RSPO2', 'SNORD88B', 'SMAD2', 'NHLRC4', 'LINC00662', 'TRMT61A', 'SHANK1', 'RUFY3', 'CETN4P', 'C4ORF45', 'BARX1', 'OPTC', 'LTA4H', 'CACNG2', 'TAZ', 'UBE3C', 'LRRTM3', 'VWCE', 'DNASE2B', 'EED', 'MAP2', 'TMC3', 'SLC28A1', 'FGF14', 'PPAT', 'CD99', 'SNORD115-7', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023393971457565055
		RMSE:  0.6366126117528933
		NRMSE:  0.09954071014821253
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20813248536085016
		RMSE:  0.517654316968625
		NRMSE:  0.12376376344107133
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6292943186382643
		NRMSE:  0.09839642227163854
		MAPE:  299.798968451812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06342466003107061
		RMSE:  0.4856640113421529
		NRMSE:  0.11611533767086332
		MAPE:  95.15154235140719

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.776176187120897e-14
		NRMSE:  2.7772280308355827e-15
		MAPE:  4.8248169497167735e-11
		Pearson Correlation:  0.12138524066710472
		Spearman Correlation:  0.18324667389867705
		Coefficient of Determination:  -16.948734342966624
		RMSE:  1.9952598979020693
		NRMSE:  0.47703818149047705
		MAPE:  772.3685693025532

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.3209957048730625, tolerance: 0.02130541006350738
  positive)
		Pearson Correlation:  0.9997365013757584
		Spearman Correlation:  0.9995535843122453
		Coefficient of Determination:  0.9994373547600192
		RMSE:  0.014926951970562034
		NRMSE:  0.0023339773232056967
		MAPE:  29.846785278127115
		Pearson Correlation:  0.09393423643018635
		Spearman Correlation:  0.19198493746804826
		Coefficient of Determination:  -12.99105353191963
		RMSE:  1.7616018925065733
		NRMSE:  0.4211738852643268
		MAPE:  626.5670480814875

	Predictor:  RandomForests
		Pearson Correlation:  0.6106462653408715
		Spearman Correlation:  0.5288946072368547
		Coefficient of Determination:  0.29828138740817467
		RMSE:  0.5271513328293855
		NRMSE:  0.0824253510795693
		MAPE:  267.4589731412912
		Pearson Correlation:  0.40665631995587626
		Spearman Correlation:  0.41675581989800375
		Coefficient of Determination:  0.15284590652227503
		RMSE:  0.4334747111870965
		NRMSE:  0.10363762042440026
		MAPE:  106.00277956987976

Protein:  BRCA2
x_train_column_count:  363
x_train columns:  ['RAB30', 'LXN', 'ZNF596', 'SLC38A8', 'YPEL4', 'MT1A', 'ADAM12', 'SPATA5', 'GPR89A', 'C16ORF93', 'GJD3', 'PCDHGB4', 'SLC2A9', 'ZNF761', 'HSD17B1', 'SMIM19', 'TTLL2', 'ATP6V1G2', 'TRIM26', 'AGO2', 'CPNE2', 'SNORD50B', 'GYPA', 'SLC35F2', 'ASIC5', 'NDUFS5', 'CCDC54', 'AAMDC', 'MYCBP2', 'KRT6A', 'COX5B', 'BNIP3L', 'MTMR9LP', 'SNORA71B', 'RBM7', 'FOXL1', 'HEXIM2', 'LSM11', 'INHBA', 'CCNA1', 'GPC5', 'ZNRF2', 'TSSK2', 'OTOA', 'FGF23', 'FGF6', 'KRTAP5-8', 'SHFM1', 'SNORA61', 'MTUS1', 'TONSL', 'DENR', 'VPS25', 'DDX41', 'TAF9B', 'FAM92A1', 'HVCN1', 'GYPB', 'OR6C68', 'LRRC40', 'CHST1', 'LOC90246', 'PLN', 'ZFP90', 'GLE1', 'PITHD1', 'HEY2', 'ZNF454', 'RHBDF1', 'ME1', 'BTD', 'TTTY17A', 'SYNM', 'RAB39A', 'SECISBP2L', 'TSNAX', 'NDUFAB1', 'ABCA5', 'AWAT1', 'UPF3A', 'MORN4', 'TIMM17A', 'KIAA0556', 'TMEM138', 'PRDM13', 'HOXA13', 'FAM224B', 'CACNG2', 'TSIX', 'OLFM3', 'L1TD1', 'GSTT2', 'CCR4', 'NFKBIB', 'CCDC101', 'SMARCD3', 'CCNH', 'LSG1', 'HIST1H1T', 'HMP19', 'DMP1', 'GJA4', 'GGA1', 'TUBD1', 'ARID5A', 'SNRPE', 'KRT71', 'ZNF280D', 'RIBC1', 'PSD', 'RAB40B', 'RTTN', 'ATAD1', 'CACNA1D', 'LCE3B', 'LOC285740', 'SCN9A', 'LAMA3', 'SLC16A10', 'KMO', 'LYRM7', 'IFI30', 'ZNF324B', 'HIPK4', 'ABCC12', 'WDR81', 'ATP10D', 'AIG1', 'OBP2B', 'LRRC8E', 'CCKBR', 'DLG1', 'C16ORF86', 'KLF13', 'LINC01512', 'OR52B2', 'PAX9', 'CA11', 'DYSF', 'ATXN1L', 'CCDC186', 'MYLK4', 'MDC1', 'CCDC64', 'RPUSD1', 'GK2', 'DYRK4', 'MTX1', 'CATSPER2P1', 'ADGRG5', 'ING4', 'TIGD3', 'SPDYE7P', 'TSR2', 'PAGE1', 'ASRGL1', 'OTUD7A', 'ABI3BP', 'MMACHC', 'AP5M1', 'CUL3', 'CLDN7', 'IGFL1', 'NAPB', 'HAPLN2', 'TRIM72', 'PCDHB17P', 'PDE4DIP', 'ZNRD1', 'DDX17', 'PSMD3', 'LOC285627', 'TK2', 'COMMD2', 'GPRIN3', 'TSC22D2', 'B3GNT8', 'PMP2', 'DMBX1', 'KAAG1', 'RGS7BP', 'COA1', 'COX5A', 'RFX4', 'FBXW7', 'ACCS', 'MTIF3', 'GFOD2', 'FZD5', 'PRRC2C', 'SENP3', 'CLIP2', 'KCNC1', 'FERMT2', 'PCDHB8', 'BTK', 'KDM5D', 'SETD9', 'TIMM9', 'LCMT2', 'FTH1', 'CDK1', 'FAM183A', 'RARS2', 'CHSY1', 'OSGIN1', 'TELO2', 'UNG', 'VSTM5', 'TBC1D19', 'ARPC4', 'LOC100129550', 'NR1I3', 'GAGE8', 'DBP', 'ANKRD39', 'TMA16', 'ARMT1', 'BPIFA4P', 'KLHL24', 'KIAA1024', 'WBP2NL', 'CLPB', 'PDLIM1', 'PLEKHH1', 'SEPT10', 'AP3S2', 'PSMD13', 'LDHAL6A', 'BCL2L10', 'SSX2IP', 'PNPO', 'RAB11FIP3', 'TEC', 'ST6GALNAC1', 'N4BP2L2', 'VCAN', 'TCOF1', 'TMIGD1', 'ZNF607', 'RIC3', 'GSKIP', 'RNF139', 'LINC00654', 'TYROBP', 'CYSLTR1', 'APP', 'KIAA0930', 'CEP250', 'R3HCC1L', 'SLC27A2', 'BAHCC1', 'IPO8', 'FGF11', 'AP3B1', 'GHRL', 'OR5K4', 'GRIN2D', 'PFN4', 'MYCNOS', 'PLAGL1', 'TECPR2', 'FAM19A3', 'FDXR', 'ZBTB44', 'ZNF853', 'RPL31P11', 'INTS8', 'PNN', 'FAM83F', 'NUDT19', 'ZNF75A', 'RLTPR', 'COL22A1', 'RTN4RL2', 'EPHB3', 'CHD4', 'RND3', 'B4GALT4', 'KLF8', 'WDTC1', 'TRMT10A', 'MAP3K11', 'LY6G6D', 'TNNT2', 'WDR55', 'KIAA0100', 'HTRA3', 'WSB2', 'TCEAL8', 'TMEM108', 'GYLTL1B', 'MVK', 'CLDN22', 'GOT2', 'ZNF623', 'KLHL31', 'TNFAIP3', 'ITGAL', 'PRRG4', 'ZC3H12B', 'PRELP', 'LINC00628', 'AFAP1', 'SELPLG', 'SKIDA1', 'BSPRY', 'MST1P2', 'DKK2', 'E2F5', 'SCN2A', 'DGKG', 'STUB1', 'HIST2H3C', 'N4BP2L1', 'DOPEY1', 'TGM3', 'OCIAD2', 'GLT8D1', 'CXCR2', 'RBM26', 'FKBP15', 'FOXL2NB', 'OR12D3', 'ADAMTSL1', 'LAPTM4B', 'HIST1H4K', 'SSX4', 'STAP2', 'CCDC25', 'SUSD4', 'RAB6C', 'PPARGC1A', 'SLC13A4', 'RPL3L', 'PARP8', 'SECTM1', 'CLINT1', 'DNAJC22', 'ETS1', 'GDF3', 'KMT2B', 'SCARNA12', 'IPPK', 'TMEM104', 'VTI1A', 'CRADD', 'LINS', 'TM9SF3', 'CPXM2', 'AARD', 'LY6G5B', 'TAB3', 'TXNIP', 'KIAA1875', 'JAM2', 'RAB9B', 'TLR9', 'FAM65A', 'ZNF799', 'TMEM140', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00289910117318648
		RMSE:  0.19032543678137456
		NRMSE:  0.12827584502559417
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001649424828515933
		RMSE:  0.21414907824527551
		NRMSE:  0.14729386559180924
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  LinearRegression
		Pearson Correlation:  0.8478985813208257
		Spearman Correlation:  0.8297601068500196
		Coefficient of Determination:  0.718932004205869
		RMSE:  0.100756694792139
		NRMSE:  0.06790815975530357
		MAPE:  195.78759426853026
		Pearson Correlation:  0.00993027077616961
		Spearman Correlation:  0.16968041995536107
		Coefficient of Determination:  -8.217371928346628
		RMSE:  0.650105666599641
		NRMSE:  0.44714914236953346
		MAPE:  1357.9726877924327

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.12316539373729274, tolerance: 0.0019432053784754488
  positive)
		Pearson Correlation:  0.828490119749061
		Spearman Correlation:  0.8080350049095716
		Coefficient of Determination:  0.6859266450951162
		RMSE:  0.10650837554435158
		NRMSE:  0.07178468683063623
		MAPE:  240.7654377838217
		Pearson Correlation:  0.029464131053736672
		Spearman Correlation:  0.16339106472649284
		Coefficient of Determination:  -1.5856078936062787
		RMSE:  0.34431958645658
		NRMSE:  0.23682643560144168
		MAPE:  1008.2254861795061

	Predictor:  RandomForests
		Pearson Correlation:  0.608183509244449
		Spearman Correlation:  0.5505242706655489
		Coefficient of Determination:  0.20628847974781928
		RMSE:  0.16931660666350457
		NRMSE:  0.11411627979908916
		MAPE:  155.227981206787
		Pearson Correlation:  0.10608410480189294
		Spearman Correlation:  0.14083716754573
		Coefficient of Determination:  0.010279564580917167
		RMSE:  0.21302798738773998
		NRMSE:  0.1465227681514695
		MAPE:  155.5763653801346

Protein:  CDKN2A
x_train_column_count:  614
x_train columns:  ['ARF6', 'STAT3', 'MLST8', 'UBA5', 'GIMAP6', 'USP36', 'FTO', 'DHRS4-AS1', 'PHF19', 'TIPRL', 'HIST1H4H', 'TNFRSF8', 'PCDHB8', 'C16ORF13', 'PCYT1B', 'MYH8', 'NCL', 'TSPAN4', 'TPSAB1', 'PABPN1', 'NTN4', 'OR5K4', 'NRTN', 'LRTOMT', 'SLC6A4', 'CFAP57', 'ZNF763', 'ELSPBP1', 'GDF2', 'LXN', 'CBR4', 'CSF1', 'MIR100HG', 'TDP1', 'GOLGA6L9', 'SVOPL', 'SPRTN', 'TMEM219', 'SEPT12', 'G6PC3', 'ANKRD34B', 'SERGEF', 'ZNF622', 'RPL23AP64', 'EBF2', 'ENO3', 'FBLN2', 'LINGO3', 'USP43', 'DLGAP1', 'CCDC6', 'CLK2P1', 'MBNL3', 'UBE2QL1', 'CTTNBP2NL', 'AHCYL1', 'SPATA24', 'GDF9', 'GATA6', 'MCM4', 'TTI2', 'CASP1', 'ILF2', 'GMPS', 'PLEKHB1', 'ATG4D', 'RGS22', 'PHKB', 'ACKR2', 'KCNK12', 'RRN3', 'ARMC12', 'UBE4A', 'WRNIP1', 'HLA-DQA2', 'SPAG7', 'ATP1A3', 'CYP3A43', 'TNS1', 'ZNF592', 'ZNF587', 'GCLC', 'C20ORF27', 'HRASLS', 'TMEM87B', 'PGM5-AS1', 'MBOAT4', 'KRTAP3-2', 'TGM1', 'MDN1', 'LINC00032', 'SMARCAD1', 'TTTY6', 'SUCLG1', 'ZBTB21', 'TEX37', 'CSAG1', 'FAM110B', 'ANG', 'FEN1', 'MRC2', 'HMSD', 'CAMK1', 'LYPD5', 'CTDSPL2', 'VWCE', 'RBM24', 'RETN', 'SNORD114-25', 'HOXB6', 'DRAXIN', 'EGR2', 'MESP2', 'ZNF287', 'SCD5', 'ASPA', 'PDZRN4', 'NRARP', 'CRYBB1', 'ARMCX1', 'MARK1', 'GOLGA8B', 'NTSR1', 'PTGES3', 'APOA1BP', 'PPM1H', 'RBMS1', 'BAG2', 'ACMSD', 'POLH', 'PANK3', 'FICD', 'RHCE', 'NAT1', 'FIGF', 'FLG2', 'LOC200726', 'SNORA28', 'CROCC', 'RBPMS', 'ZFP92', 'ELAC2', 'BCAS4', 'RNASEH2C', 'PPM1E', 'OR8H2', 'NOL11', 'CERCAM', 'ZBTB40', 'TMEM160', 'PRSS3P2', 'CCDC127', 'HBBP1', 'RAD18', 'ZNF137P', 'EXOC2', 'PSMG1', 'WASH3P', 'PLIN5', 'CSNK1G3', 'BUB1', 'ARRB1', 'C7ORF13', 'ALS2CR12', 'DYNLRB1', 'DNASE1L3', 'B4GALT1', 'UGT2A3', 'AGFG2', 'ERRFI1', 'SNORD116-24', 'TAAR5', 'ASB7', 'PRDM1', 'RSF1', 'ZFYVE9', 'IWS1', 'MSMB', 'MTMR11', 'TERT', 'TRIM16', 'SP140', 'SLC16A6', 'EZR', 'HAVCR2', 'ADAMTS9', 'PRR22', 'STK11', 'ARHGAP39', 'KRT20', 'ZNF48', 'IGF1', 'TAGAP', 'VENTX', 'CPSF7', 'ATRN', 'SERPINA5', 'PLCD1', 'CDRT15P1', 'LOC256880', 'CCDC43', 'SNORA21', 'BACH2', 'IFNAR2', 'SNX9', 'MRPL45', 'ZBED4', 'RANGRF', 'HMGCL', 'CHCHD3', 'OR5AN1', 'ATP6V1C2', 'MCM3AP', 'PASD1', 'KLF8', 'LRRC1', 'GPR176', 'PLK3', 'CFAP221', 'TBX2', 'NT5DC1', 'ITGBL1', 'ECH1', 'SLC25A43', 'SPRR3', 'NFKBID', 'OR10A5', 'AOC1', 'SEC24B', 'PABPC1P2', 'ETV5', 'CCDC112', 'EDC4', 'TRPV2', 'SH3PXD2A', 'LSS', 'NAA10', 'SSH1', 'LOC284441', 'OR3A4P', 'OTUD3', 'LRRC34', 'DNAJC16', 'MUC5B', 'PPL', 'SLC25A44', 'PCBP3', 'BEND3P3', 'NR1I3', 'H2AFX', 'CLIC6', 'SPATA32', 'IL17RA', 'GPRC6A', 'HECW1', 'TAS2R40', 'NGDN', 'OR2H2', 'GP6', 'C1ORF158', 'GDF7', 'PSG8', 'MAP1S', 'IL1RL1', 'C16ORF90', 'OSBPL10', 'RAC2', 'VCX3A', 'PRO0628', 'EREG', 'LRRC41', 'GTF2H2', 'CXCL11', 'CCT6P1', 'FGFR4', 'LTBR', 'BUD13', 'DLX5', 'BPNT1', 'OSBPL1A', 'EPN2', 'DLX3', 'RFPL4B', 'ZCCHC12', 'ZMYM2', 'KTN1-AS1', 'CUL3', 'DHX36', 'CCND1', 'HINT1', 'MYL12B', 'HTR5A', 'CHRM5', 'CLN3', 'FOCAD', 'COQ10A', 'CTSE', 'HSPA2', 'EXOC5', 'RHBDL3', 'LINC00593', 'BRF1', 'TMEM200C', 'NRIP1', 'PAN3', 'SLC52A3', 'FSHR', 'B3GALNT1', 'ZW10', 'COPS3', 'PEX11G', 'SUGT1', 'ANXA2P3', 'WRAP53', 'TCL1B', 'HIST1H3J', 'HDGFRP2', 'FRRS1L', 'MNAT1', 'PDP1', 'SNORA69', 'GPAT2', 'TMPRSS4', 'ZNF18', 'C1ORF21', 'TYK2', 'DIRAS1', 'EEF2', 'CABLES1', 'CFAP70', 'POU4F1', 'PLAC9', 'CCRN4L', 'RNF24', 'ZNF205-AS1', 'OR5W2', 'COX4I2', 'NAP1L1', 'C17ORF53', 'OR4N4', 'ZNF25', 'ADAM22', 'KCTD16', 'MEGF11', 'SNORD49A', 'RPL13P5', 'UXS1', 'NSFL1C', 'GFI1B', 'LETM2', 'LINC00923', 'C4ORF45', 'PREX1', 'EVA1A', 'PLB1', 'TEPP', 'FAM222B', 'ESYT2', 'ZNF782', 'CHRNA5', 'SSTR4', 'ARPC3', 'FABP5', 'GIMAP8', 'SPOPL', 'CLTB', 'C9', 'RNF222', 'FAM134A', 'PRMT6', 'SCN8A', 'SRMS', 'ZEB1', 'LOC81691', 'KHDRBS2', 'DNAJB8', 'AKAP3', 'RAMP2', 'CEACAM16', 'ZNF385D', 'BDH1', 'ERLEC1', 'CT83', 'GAPDH', 'SUGP1', 'KRTAP5-8', 'HCG27', 'OMD', 'PTPN1', 'TBC1D8B', 'ZNF235', 'CLDN1', 'TRHDE', 'KRTAP11-1', 'FEZF2', 'TUBA4B', 'CKMT1A', 'PUM2', 'SNORD43', 'TAS2R10', 'HNRNPL', 'SDHA', 'SMIM10L2A', 'BTG1', 'LAMTOR3', 'MAP3K7CL', 'ZDHHC6', 'HIST1H4F', 'GSTA2', 'NEUROG3', 'FLJ44635', 'NDC1', 'LIPE', 'PDK1', 'ABHD14A', 'IRX6', 'UBXN11', 'ZNF134', 'RASL10A', 'PLA2G2F', 'KDM3B', 'CENPI', 'FAM185A', 'PKHD1', 'APH1B', 'UBAP2', 'DHX58', 'SNORA24', 'ZNF594', 'AHSA2', 'B3GALT5-AS1', 'HOXB7', 'VRK3', 'WNT7B', 'GSKIP', 'ZNF780A', 'KCTD4', 'HBG2', 'GAP43', 'ZNF418', 'BPHL', 'C11ORF73', 'TMEM26', 'SON', 'TJP1', 'HYAL1', 'IPO5', 'EML3', 'ANAPC1', 'WBP2NL', 'PLEKHO1', 'LIMD2', 'OR4K5', 'GNAI1', 'STAM2', 'ZSWIM6', 'FABP7', 'NLE1', 'SERPINA10', 'PCAT18', 'DMRT1', 'SLC2A1', 'WT1-AS', 'RTL1', 'CLEC3B', 'AKAP1', 'FAM169A', 'SPINK4', 'USP32P2', 'FBXO47', 'TMEM175', 'AP5S1', 'NKX2-4', 'ADCK5', 'TROVE2', 'CACNA1F', 'DUSP5', 'ZNF428', 'XKRY2', 'HMHB1', 'ANKRD32', 'FANCI', 'NTN5', 'FBXO9', 'DIRC1', 'TBC1D10B', 'EARS2', 'INSL4', 'GPR142', 'LMBR1', 'FERD3L', 'TAF9', 'TFE3', 'TYW5', 'MRPS31', 'FASTKD1', 'CCL27', 'PROX1', 'MYT1', 'B3GNT7', 'ZDHHC22', 'PIK3R1', 'ZNF562', 'CACNA1I', 'CAPG', 'CEP97', 'ACADS', 'CAMK2A', 'PIKFYVE', 'TCEAL6', 'PCDHA9', 'LOC285627', 'S1PR2', 'PSPN', 'GJB1', 'POLE4', 'GPR61', 'FLYWCH1', 'HPYR1', 'WAPAL', 'AGO3', 'PRSS48', 'LIN37', 'EMB', 'SGCZ', 'TRIM68', 'BCR', 'RER1', 'HIST1H3E', 'SPEF2', 'NYNRIN', 'LRSAM1', 'FAM168A', 'JPH4', 'LSM8', 'TMEM8B', 'IGFBP5', 'RHOD', 'DDX27', 'NDUFB5', 'HLA-DOA', 'LOC100287704', 'OR6Y1', 'CLIP4', 'POLDIP3', 'DCAF16', 'ZUFSP', 'TNP1', 'SURF6', 'SRCIN1', 'PCNXL3', 'ATF1', 'CCSER2', 'CALML5', 'OSGEPL1', 'COL23A1', 'SNORD116-4', 'EPHB2', 'DHRSX', 'TTC37', 'PFN1', 'RASGRF1', 'EGFL6', 'FOXE1', 'SCRIB', 'HP', 'SYP', 'KCNB1', 'ERP29', 'EDNRB', 'ZNF488', 'TEFM', 'CDKN2D', 'RBM34', 'IL2RA', 'TEKT4P2', 'SDHC', 'ITGB3BP', 'DEFB134', 'KRT25', 'GIMAP1', 'LINC01119', 'TBC1D23', 'PRKG1', 'SNX29P2', 'CTRC', 'RIN3', 'LINC00628', 'LAMC1', 'LRIG1', 'PPAPDC3', 'LOC401127', 'CT55', 'SPEF1', 'DPYSL4', 'C6ORF25', 'NXPE1', 'TCTEX1D1', 'CRIP2', 'RBMS3', 'SLC7A13', 'TRPV3', 'SLC35B1', 'SNORD65', 'EVC', 'B4GALNT3', 'TPR', 'TSPAN17', 'PIWIL3', 'ANKRD9', 'SNORD35A', 'MYH2', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07669790023289091
		RMSE:  0.6927164423772558
		NRMSE:  0.16172871740223568
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04462654135164201
		RMSE:  0.6710309035955896
		NRMSE:  0.2071658496482324
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6675880639420501
		NRMSE:  0.15586198728568595
		MAPE:  307.97311558867955
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004949645588538276
		RMSE:  0.658164031136248
		NRMSE:  0.20319348928290204
		MAPE:  176.07940307985857

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  1.7505434681756876e-13
		NRMSE:  4.086999131900653e-14
		MAPE:  1.5593675885169735e-10
		Pearson Correlation:  0.06404803695808636
		Spearman Correlation:  0.043773613137320914
		Coefficient of Determination:  -42.466019538579594
		RMSE:  4.3284950882828515
		NRMSE:  1.3363264759602518
		MAPE:  2348.3412778712022

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.473888769584587, tolerance: 0.02397725168374273
  positive)
		Pearson Correlation:  0.9850050748185899
		Spearman Correlation:  0.9786968664997252
		Coefficient of Determination:  0.9700998659347294
		RMSE:  0.1154370263849807
		NRMSE:  0.026951117478749696
		MAPE:  137.03955140588684
		Pearson Correlation:  0.2090549312515558
		Spearman Correlation:  0.22123218493996186
		Coefficient of Determination:  -5.527606851861923
		RMSE:  1.6774090755000781
		NRMSE:  0.5178627012133241
		MAPE:  815.1614751055838

	Predictor:  RandomForests
		Pearson Correlation:  0.6761827484739901
		Spearman Correlation:  0.6055492883355402
		Coefficient of Determination:  0.445653578238292
		RMSE:  0.4970489806027825
		NRMSE:  0.1160461758971756
		MAPE:  186.79177423111838
		Pearson Correlation:  0.6105156048700109
		Spearman Correlation:  0.5725340372503326
		Coefficient of Determination:  0.3652326481981716
		RMSE:  0.5230814082959625
		NRMSE:  0.16148973736407105
		MAPE:  101.30315752910077

Protein:  TP53
x_train_column_count:  1002
x_train columns:  ['PAXIP1', 'LOC644936', 'SH3BGR', 'KRTAP11-1', 'LGSN', 'SMAD9', 'XKR5', 'ATP6AP2', 'POLR2H', 'ZAP70', 'AGAP6', 'SHISA6', 'ZNF554', 'SPDYE1', 'PDHA2', 'LOC407835', 'SPOCK1', 'EFCAB8', 'ARSE', 'C15ORF56', 'GALR3', 'FAM43B', 'PPIB', 'ZPLD1', 'TMEM143', 'CHST8', 'DNALI1', 'SPIC', 'ESRRB', 'CDKN2C', 'KHDRBS2', 'GGH', 'SPAG17', 'NFAT5', 'C21ORF2', 'HP', 'KRTDAP', 'SMAD2', 'TRIM55', 'NOL6', 'SLC4A11', 'BST1', 'NAA11', 'FAM71A', 'PTRF', 'ATP4A', 'PLCD1', 'DENND2C', 'ABHD15', 'MGC15885', 'DNAJB1', 'EDN3', 'CMKLR1', 'AMMECR1L', 'MAN2C1', 'BAP1', 'GTF2H4', 'PRSS53', 'TIA1', 'CYB5D1', 'IGF2', 'SPICE1', 'ZC3H7A', 'SCNN1D', 'HTATIP2', 'PARN', 'ZFAND1', 'ANKRD28', 'LOC646813', 'RTN4', 'MPZL1', 'LOC284578', 'RNF135', 'IL5', 'LINC00472', 'GAMT', 'HS6ST3', 'SEC22C', 'RUFY2', 'SNAR-E', 'LHFPL2', 'SNORD45C', 'MLH3', 'GMFG', 'HSPA1A', 'ADD2', 'TMEM200B', 'UCP2', 'ID2', 'LOC440173', 'BCL2A1', 'PLOD3', 'HIGD2A', 'DPT', 'NPFFR2', 'KANSL2', 'CCDC107', 'MLLT3', 'SLC22A2', 'EIF3B', 'FZD3', 'PHOSPHO2', 'ZFYVE27', 'GATAD2B', 'PIP5K1C', 'MTG2', 'HAPLN2', 'NPTX1', 'FUNDC2P2', 'TOLLIP', 'S100A5', 'ZYG11A', 'ZNF619', 'ZNF546', 'C10ORF90', 'OR2T33', 'PKD1L1', 'TACC1', 'S100A7L2', 'HEATR1', 'TTC39A', 'SNORD65', 'RTP3', 'G6PC2', 'VAT1', 'FAM184A', 'FRY', 'UGGT2', 'FGF21', 'ALPK3', 'ZNF808', 'CS', 'SPP1', 'SNORA79', 'PID1', 'CLCN7', 'C17ORF70', 'CHRM4', 'KLHL40', 'FAHD2CP', 'PLAC1', 'DDX31', 'PLEKHS1', 'C19ORF38', 'GPR151', 'PPP1R15B', 'DYNLT3', 'RASGRF2', 'FLT4', 'HSPA9', 'FAM178B', 'SRRM4', 'RPS15AP10', 'ADAM12', 'LY6H', 'SPIN2B', 'OR10A6', 'CD40', 'MPV17', 'CDKAL1', 'CWH43', 'H2AFZ', 'KIAA0907', 'ANXA11', 'MSL2', 'TEX29', 'ZNF718', 'CHCHD6', 'EEF1DP3', 'MAPK1', 'HMGXB3', 'KRTAP10-4', 'ARMC5', 'GTF2IRD1', 'SMC5', 'ZBTB26', 'GLUD1', 'GCSAML', 'IVL', 'PQLC2', 'ITPK1-AS1', 'CD7', 'SOX18', 'RLN1', 'FN3K', 'CKMT1A', 'SNORA70', 'TMOD4', 'TRO', 'BPIFB3', 'C12ORF49', 'C19ORF40', 'ACTL6B', 'GALNT10', 'FLVCR1', 'OR4K17', 'ALPPL2', 'TMEM50B', 'GPR176', 'HMGA1', 'GPR161', 'ATXN7L3', 'ZNF605', 'FMO4', 'WNT3A', 'EBNA1BP2', 'SRA1', 'WDYHV1', 'ANKRD26P1', 'XDH', 'FAM209A', 'GRK1', 'ISPD', 'HOXC6', 'CACNA1D', 'FAM111B', 'SPATA31A6', 'SLC35D2', 'NSMCE2', 'CORO6', 'THUMPD3-AS1', 'BAK1', 'RGS7BP', 'DHX35', 'DPY19L1', 'RS1', 'C11ORF42', 'PNRC2', 'NSRP1', 'RPS6', 'SPOP', 'RNF151', 'WNT8A', 'LMCD1', 'TRIM44', 'MORF4', 'KDSR', 'FOXC2', 'ASB2', 'AP3M1', 'OR2H2', 'GABARAP', 'CWC22', 'OLFM3', 'ZNF558', 'LIX1', 'KCNJ4', 'CEBPE', 'OR10G3', 'NETO1', 'BTG2', 'LIPM', 'IGFL4', 'TPTEP1', 'MAP1LC3B', 'EIF5A2', 'TERT', 'AKT3', 'OPRK1', 'CLDN7', 'MID2', 'ADGRF4', 'HIPK3', 'TM4SF20', 'OR5H15', 'ATAD5', 'RRS1', 'TBCE', 'RTEL1', 'COL9A2', 'TMEM216', 'TMPRSS3', 'APH1A', 'RASA2', 'SPSB2', 'TRIM75P', 'ITGAX', 'OGDHL', 'SECTM1', 'USP1', 'ASAP1', 'SNORD119', 'TTLL11', 'TM7SF3', 'CD72', 'SLC35F6', 'GPR135', 'SNORD115-39', 'LGALS3BP', 'CACYBP', 'OR1N2', 'ZNF844', 'ELAVL4', 'ZBTB43', 'SNORD29', 'PUSL1', 'WDR13', 'FAM78B', 'FBLIM1', 'BAHD1', 'TMEM182', 'APCDD1L', 'ITGB1BP1', 'SEPN1', 'LUC7L', 'TRIO', 'LINC01184', 'NEO1', 'MRPL40', 'TMEM8C', 'KMT2D', 'ZNF439', 'TBL1X', 'MON1B', 'SLC25A53', 'LINC00667', 'MCF2', 'XAGE3', 'CDKN2AIP', 'TEDDM1', 'DNAL4', 'ALDH9A1', 'RANBP9', 'AIG1', 'CAMTA2', 'SLC22A13', 'P3H4', 'OR10H1', 'TMEM41B', 'BARX2', 'TRPM1', 'WDHD1', 'DKK1', 'LOC284023', 'FZD8', 'TTR', 'RPA1', 'ACBD3', 'PDIA3P1', 'POU3F2', 'KCNH8', 'KLHL7', 'SUOX', 'CEL', 'SNAPC3', 'JAZF1', 'PLRG1', 'CYP4F3', 'ENDOD1', 'FBXO24', 'OR8U1', 'EXOSC4', 'CDKL1', 'SCARNA4', 'UBE2J2', 'FEZF2', 'SYT12', 'EBF4', 'NDUFAF5', 'ALKBH7', 'CDH17', 'OR2J3', 'FAM110C', 'LRRC59', 'SPTSSA', 'TSHB', 'CDK20', 'CABP4', 'SLC25A40', 'FBXO27', 'RGS7', 'ZNF233', 'GOPC', 'PRPF4', 'AKR1B15', 'AMPH', 'CTSL', 'SPDYE4', 'RFC3', 'SNORD78', 'MANSC1', 'LOC153910', 'NTN5', 'PIAS1', 'OR5K4', 'TMEM31', 'CBS', 'SND1-IT1', 'STON2', 'RPL30', 'FAM175A', 'SNORD37', 'DOLPP1', 'SDHAF2', 'NIPAL4', 'TMEM187', 'DLG2', 'VAX2', 'SLC52A1', 'SLC19A3', 'INCENP', 'CDH20', 'ERO1L', 'ZNF217', 'MAML2', 'SYNPO2L', 'ST8SIA4', 'SEC24A', 'TMEM38B', 'POP1', 'IRGQ', 'CNNM4', 'MMP13', 'NMT2', 'SPRR2G', 'CSRNP1', 'KPNA2', 'DDO', 'WFDC6', 'KIAA0513', 'C15ORF57', 'MALL', 'LINC00167', 'TRIM5', 'ZNF530', 'ABCA3', 'C1QTNF2', 'MUS81', 'OR2B3', 'PTCH2', 'SLC25A32', 'SPINK1', 'DNAH12', 'CDAN1', 'ALS2CR11', 'SALL1', 'ANKRD13A', 'AQP6', 'LRP10', 'ANAPC15', 'SIPA1', 'LAMC1', 'HNRNPU-AS1', 'SNORA34', 'MTMR6', 'MSMO1', 'EPHX4', 'MST1R', 'KIAA1210', 'MYLIP', 'SLX4', 'ZNF644', 'RNASEH2A', 'P4HA3', 'IL32', 'SNX1', 'C2CD4C', 'KAT6B', 'RHBDL2', 'MAFF', 'C9ORF117', 'STMN2', 'MRTO4', 'GYS2', 'NCK1', 'EBPL', 'LOC440461', 'SSR3', 'ARSF', 'DCAF6', 'HEXIM2', 'HES2', 'ELSPBP1', 'NDUFAF1', 'CD40LG', 'FAM210A', 'LARP6', 'TUBB', 'TMCO3', 'VWA8', 'PTPN4', 'ERC2', 'MIR99AHG', 'SMPDL3A', 'FAM160A2', 'EXOC3L2', 'CREG2', 'ANKFN1', 'ESCO2', 'FXYD5', 'RBM12', 'CDHR5', 'FAM106CP', 'HIST2H3C', 'STEAP2', 'GNPDA2', 'LLGL1', 'IL22RA1', 'DAPK2', 'NDUFB2-AS1', 'KIAA0754', 'SLC44A2', 'DUOX2', 'DMP1', 'PLN', 'PCDHGA3', 'SUPT3H', 'OR2T5', 'UPK3B', 'FUT10', 'PDIA6', 'LBX2', 'TTPA', 'DHX34', 'HACE1', 'ZNF503', 'NUTM2A-AS1', 'PELI1', 'OR4K15', 'IRF2', 'SLC22A3', 'CNGA2', 'SARAF', 'AARS', 'LEPROTL1', 'GLYATL3', 'CLN6', 'BCL9', 'FRZB', 'HOXA13', 'SYK', 'UQCRB', 'SPRR1B', 'VPS35', 'MSN', 'PDLIM5', 'TANGO6', 'C6ORF223', 'FCGR1A', 'ZNF140', 'LINC01566', 'NDST3', 'TMEM179', 'LOC100130093', 'BRDT', 'SPNS1', 'LOC151174', 'HIST1H4G', 'RNPS1', 'TAP2', 'NEMF', 'GCM1', 'SPAG5', 'YAP1', 'CMTM3', 'APOPT1', 'ZHX2', 'RASEF', 'PARPBP', 'CKAP2', 'GPT2', 'TRIP4', 'ATG7', 'AP2A1', 'MTHFR', 'TRIM35', 'PTPRZ1', 'USP44', 'PITX2', 'NUP107', 'NUDT18', 'ITFG2', 'FOXF2', 'ALDH3B2', 'C2CD2L', 'C17ORF102', 'BOLA2', 'NAPSA', 'KIAA1958', 'ADRA2A', 'PLEKHA7', 'CSN2', 'STAT5B', 'C1ORF186', 'NAA40', 'RAB24', 'OR1B1', 'LRRC47', 'QKI', 'ZNF768', 'POLR2D', 'RALBP1', 'ERLIN2', 'JADE1', 'CYGB', 'CAGE1', 'COL5A3', 'LGMN', 'KCNK7', 'SNORD36B', 'TRAPPC4', 'LINC01558', 'EVC', 'XRRA1', 'GTSF1L', 'PGA4', 'RBP2', 'GALR1', 'ST6GAL1', 'MRPS34', 'CCT6B', 'DPF2', 'NLE1', 'ARHGAP39', 'FECH', 'GTF3C3', 'FGF1', 'ITM2C', 'PNMAL1', 'TMEM30A', 'SENP8', 'ARHGEF15', 'CLDN20', 'KLF1', 'UQCR11', 'NPY1R', 'CACNA2D4', 'ZNF737', 'C16ORF70', 'EIF6', 'SELM', 'ARHGAP4', 'CHAC2', 'CCDC62', 'TANC2', 'NCOR1P1', 'CFAP47', 'LRRC75B', 'GFPT1', 'CABP5', 'CCL17', 'PCDHA13', 'HPSE', 'NDST2', 'RASSF3', 'PAPOLG', 'BEND7', 'HIST2H2BF', 'SSBP2', 'PDCL3', 'QSOX2', 'LOC400043', 'RBMY1J', 'AATK-AS1', 'GPR50', 'TMTC1', 'RBBP4', 'SDCBP', 'NXPE1', 'DMRTC1', 'LOC400927', 'GRIP1', 'PDGFC', 'ONECUT1', 'EXTL3', 'SNORD115-11', 'UBE2A', 'SOX10', 'OR10R2', 'BDP1', 'FDPS', 'ADCY5', 'TXNDC8', 'SHOC2', 'TIFA', 'COASY', 'TFEC', 'FBXO16', 'C1ORF106', 'ZNF568', 'TCEAL8', 'OVCA2', 'MSTO1', 'ICAM1', 'EPHA8', 'FANCA', 'SYT9', 'CAPN9', 'TSR3', 'MID1', 'UNC80', 'CMA1', 'MAGEE1', 'DNAH10', 'HIST1H3F', 'RNF141', 'CNOT1', 'GLIS3', 'FAM107B', 'TOP2A', 'MUT', 'LINC00284', 'MYEF2', 'MORN2', 'REXO4', 'OR8K1', 'TNRC6A', 'KRTAP5-9', 'H3F3B', 'PRCP', 'EME2', 'PPARD', 'ANKRD39', 'ARSA', 'LRRC17', 'SPAM1', 'PCMTD2', 'FRS2', 'LOC143666', 'GPATCH3', 'SNORD114-14', 'TXNRD1', 'ZNF131', 'PGRMC1', 'ZNF273', 'PRAMEF8', 'ZNRF2P1', 'DNAJC3', 'ZNF252P', 'LRRC28', 'ZNF674', 'SLC24A5', 'ZNF846', 'CERS5', 'WASF1', 'CLRN2', 'DUS4L', 'NTRK3', 'SNORD12', 'CLMN', 'ATP13A1', 'CACNG1', 'PLEK2', 'LINC00620', 'CPXCR1', 'FAM118A', 'PABPC4', 'CYB5A', 'ARL2', 'PIP4K2B', 'EDNRB', 'GPR157', 'OR4S1', 'ZNF823', 'S100P', 'FMR1-AS1', 'MSRB2', 'RHBDL3', 'APOH', 'CAMK4', 'SCARB2', 'C11ORF96', 'EIF2AK1', 'HRASLS', 'KDM2A', 'RECK', 'HOMER1', 'CNIH1', 'JRK', 'PPP5C', 'ZNF512B', 'HESX1', 'CCDC167', 'FAR2P1', 'LGALS13', 'ATP13A2', 'MTCH1', 'TMEM190', 'SAMD10', 'TMEM176A', 'TMEM39A', 'C6ORF1', 'PARG', 'ORC4', 'FRS3', 'FAM163B', 'HOGA1', 'WWC2-AS2', 'CYYR1', 'ADIRF', 'EMC7', 'CYP2C8', 'LOC644172', 'CATSPER1', 'SUPT20HL2', 'ETAA1', 'RPS19BP1', 'PMEL', 'TRAP1', 'TCAF2', 'PHF10', 'SORCS3', 'CMTM4', 'RNGTT', 'ID1', 'HNF1B', 'PPP1R9B', 'DNAJC30', 'CXCR2P1', 'ZNF526', 'DHX15', 'MS4A12', 'AMY2A', 'NUDT16P1', 'RNF187', 'MAP3K11', 'TMED9', 'SNORD52', 'ARHGAP29', 'LPAR1', 'RC3H2', 'MYOM1', 'OR51B5', 'WWP2', 'C2ORF73', 'SIPA1L3', 'CPSF4', 'RPL28', 'FDCSP', 'USP3', 'SPP2', 'FAM102A', 'FKBP9', 'PPAP2B', 'SP140L', 'EPC1', 'AP2M1', 'C11ORF53', 'HSPH1', 'FAM117A', 'DNAAF2', 'ITLN2', 'ARL5C', 'SNORD27', 'SPACA4', 'HAUS7', 'SNORA24', 'XKRX', 'POU2F1', 'CXORF56', 'TAB3', 'RFX7', 'UFD1L', 'TOR2A', 'FAM217B', 'ZNF221', 'MAS1L', 'LSMEM2', 'BRIX1', 'RPS27', 'SSTR4', 'PWP2', 'RAI2', 'GPR153', 'C11ORF1', 'AKIRIN2', 'ZNF518B', 'SNORD116-26', 'PAX8', 'TOP2B', 'ZNF773', 'FEM1C', 'TXN', 'C14ORF169', 'PALM2', 'HPR', 'PQLC3', 'KLF10', 'ALAS1', 'CSHL1', 'DKFZP779M0652', 'UCN3', 'LILRA2', 'PRKCSH', 'TP53RK', 'UPP2', 'EXOC5', 'SMIM1', 'RAP2A', 'OR13C8', 'FAM53B', 'EIF2B3', 'SUB1', 'SPATA33', 'PRKRA', 'FLJ41941', 'PWRN1', 'PCDHB19P', 'KRT75', 'PSG3', 'KDM5A', 'RNF168', 'FAM27L', 'E2F7', 'LOC100133050', 'WDR91', 'RCC1', 'DSCC1', 'OR52B4', 'PDLIM2', 'NEDD9', 'BTNL2', 'TRPV5', 'NKG7', 'DCK', 'CTHRC1', 'EIF3IP1', 'HOXA4', 'SAMD4A', 'POTEC', 'MGC16275', 'HPSE2', 'DEFB122', 'KATNAL2', 'KRTAP10-10', 'FOXB2', 'ISCA1P1', 'SUGT1', 'DHDDS', 'VAC14', 'MDFI', 'TAF1', 'RANBP6', 'SNORD63', 'CD93', 'RGS13', 'SLC35F4', 'SYT14', 'BGN', 'RSU1P2', 'ECE2', 'FGG', 'DACH2', 'CCDC57', 'ADA', 'GTSE1', 'MLF1', 'FBXL13', 'HACD3', 'SDHC', 'NOXO1', 'MAP3K10', 'MIOS', 'CHST2', 'SAMD4B', 'LGALS12', 'GXYLT2', 'TDRKH', 'HIST3H3', 'PRAMEF9', 'PRR7', 'GTF2B', 'TSKU', 'CLLU1OS', 'KLHL6', 'PATZ1', 'LINC00596', 'NR2F1-AS1', 'CTNNB1', 'ZNF707', 'HAGH', 'PLA2G2C', 'NOBOX', 'DDIT4', 'ABHD6', 'OR6C2', 'SP2', 'ICAM5', 'RABGEF1', 'HFE', 'NCAPD3', 'MVB12B', 'C5ORF60', 'WDR43', 'RAMP1', 'PRRT2', 'MBNL3', 'GATA6', 'OR6T1', 'MTM1', 'ARRDC2', 'NCKAP1', 'SHISA3', 'DUSP5P1', 'ARPP21', 'OXGR1', 'COX11', 'CLEC4D', 'STBD1', 'FAM183B', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.043501333030021794
		RMSE:  0.4597988418920562
		NRMSE:  0.11050200478059512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10290984727382035
		RMSE:  0.4520547550562478
		NRMSE:  0.16857084713604026
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45011280589110314
		NRMSE:  0.10817419031269002
		MAPE:  382.8265287953516
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010546813555600831
		RMSE:  0.4327123127899972
		NRMSE:  0.16135806629028604
		MAPE:  261.16646791413905

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.0701402653338724e-14
		NRMSE:  2.571834331492123e-15
		MAPE:  1.8286767042889968e-11
		Pearson Correlation:  0.2654657001872527
		Spearman Correlation:  0.24976121896781756
		Coefficient of Determination:  -6.8678175440053195
		RMSE:  1.207391668417884
		NRMSE:  0.45023536218499677
		MAPE:  1743.9770876283674

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.6458487513139529, tolerance: 0.010899962745861313
  positive)
		Pearson Correlation:  0.9997905996021158
		Spearman Correlation:  0.9994664280645582
		Coefficient of Determination:  0.9995491783180416
		RMSE:  0.009557047982549999
		NRMSE:  0.0022968151844628693
		MAPE:  49.891579636290295
		Pearson Correlation:  0.16040326339738187
		Spearman Correlation:  0.1254255040586541
		Coefficient of Determination:  -5.995504855829415
		RMSE:  1.1384935273623942
		NRMSE:  0.4245433019336292
		MAPE:  2215.802058264663

	Predictor:  RandomForests
		Pearson Correlation:  0.6756404121958505
		Spearman Correlation:  0.5955552815600672
		Coefficient of Determination:  0.3840098940866473
		RMSE:  0.35327120299786624
		NRMSE:  0.08490055347221011
		MAPE:  512.6461535958115
		Pearson Correlation:  0.4835480623640427
		Spearman Correlation:  0.4467312560006983
		Coefficient of Determination:  0.20654900992903635
		RMSE:  0.38342558413689215
		NRMSE:  0.1429790856276796
		MAPE:  366.24291204848174

Protein:  CTNNB1
x_train_column_count:  994
x_train columns:  ['STAG3L2', 'KRTAP5-9', 'SNORD115-22', 'GPR39', 'DLK1', 'COBLL1', 'SLCO4C1', 'ELF2', 'HSD17B10', 'SAT1', 'HBA1', 'DDX50', 'RAD54L', 'FGF2', 'FCRL1', 'BLNK', 'STK31', 'SP7', 'NBEAL1', 'LCOR', 'RAP2C', 'MSL3', 'NDUFA13', 'FHOD1', 'LOC284441', 'SMIM24', 'CCDC71L', 'FOXO4', 'SNORD116-11', 'AMER2', 'TTC27', 'SYNE3', 'CCDC115', 'GSTA5', 'CFHR5', 'LRWD1', 'MRPL52', 'FXYD2', 'AKTIP', 'EEF1A1P9', 'TMEM132E', 'SSR2', 'POU3F2', 'MBTPS2', 'SNRNP27', 'ZNF473', 'SLC4A10', 'MED4', 'CLINT1', 'LRRC18', 'PPARD', 'CRAT', 'ZCCHC14', 'DNAJC22', 'PRH2', 'SMARCAL1', 'ME3', 'PSMC1', 'CELF2', 'FAM135B', 'EGFL7', 'MTIF3', 'FAM65C', 'GBGT1', 'OR9Q1', 'PSMB10', 'TNFRSF1A', 'NYAP1', 'SLC2A4RG', 'IL25', 'TRIM42', 'SRSF4', 'UQCRH', 'FCER1G', 'CYB5B', 'ADCY10P1', 'SS18', 'C17ORF58', 'C16ORF87', 'OR13H1', 'STX4', 'CCT8', 'FAM83A-AS1', 'DEFB131', 'OR14I1', 'PACS2', 'ST6GAL1', 'ANKRD54', 'GDAP2', 'IKZF4', 'CD248', 'SUPT3H', 'TUBA4B', 'SNORA27', 'MYEOV2', 'TTI2', 'REEP1', 'NT5C3A', 'COX6A1', 'C12ORF50', 'TMEM55A', 'ATXN3L', 'DCAF12L2', 'SLC45A2', 'ZNF267', 'SNRK', 'GJA8', 'FAM57A', 'USH1G', 'MAZ', 'TRIM24', 'FGD2', 'STAMBP', 'VAMP4', 'PDE8A', 'SLC22A9', 'DHFR', 'ITPK1-AS1', 'ALX1', 'PSME4', 'USP32', 'TMEM40', 'USP17L9P', 'MYOF', 'TUBG1', 'JAGN1', 'ROPN1', 'CCDC163P', 'TBL1Y', 'KLRF1', 'DENND6A', 'DIAPH2', 'EED', 'ZNF575', 'GCLC', 'GLA', 'LSMEM2', 'KIR2DL4', 'LINC00895', 'ISL2', 'NUDT21', 'CHST14', 'PPFIA3', 'VAMP7', 'IDH3A', 'C9', 'PDE6A', 'SNORD115-25', 'DQX1', 'HNRNPU', 'KAAG1', 'UBA6', 'FOXRED2', 'PNN', 'BCAM', 'KLHDC2', 'PLEK', 'PIP4K2B', 'KCND3', 'SCARNA17', 'MMADHC', 'MT1X', 'KRTAP10-8', 'DUSP23', 'ZNF557', 'LILRA2', 'FOXD4L6', 'AMIGO1', 'ADRB3', 'PARD6G-AS1', 'TNFSF10', 'PKD2L1', 'ETFDH', 'PEX26', 'CORO1C', 'OSTF1', 'MANF', 'PALB2', 'BCDIN3D', 'AASDH', 'MAP3K14-AS1', 'GLOD5', 'SARDH', 'RHEB', 'IRX6', 'ZFYVE26', 'G2E3', 'LACRT', 'SPOP', 'TMEM261', 'KCNC4', 'LINC00235', 'TOR2A', 'ZNF483', 'PAX8-AS1', 'GNB1L', 'ZG16B', 'ZNF320', 'ADGRF1', 'CD52', 'CCM2', 'KIAA0125', 'MED11', 'CNN2', 'CST2', 'POGZ', 'GOLGA8DP', 'C18ORF42', 'RELB', 'FAM173B', 'SMPD1', 'LYST', 'ABCA11P', 'RHOC', 'C11ORF42', 'AACS', 'TMED6', 'FAM71C', 'OR2T33', 'EFNA1', 'HOXB7', 'MASTL', 'TRIML2', 'LINC00667', 'SYNJ2', 'SCGB1D1', 'RER1', 'SNORA5C', 'UNC79', 'MTFR1', 'LINC00847', 'PPP1R2P9', 'SNRNP200', 'SFXN2', 'PMPCB', 'PRDX4', 'FMO5', 'CABP5', 'RAX', 'STX12', 'LGR5', 'TECPR1', 'TGM2', 'VRK3', 'TSPAN16', 'UGT1A1', 'CBX8', 'TSNAX', 'RBP5', 'NUP153', 'OR5M8', 'GBA', 'RNF7', 'FZD10', 'C21ORF2', 'FAM183A', 'CTGF', 'LOC728554', 'HOXB8', 'GPR143', 'ELOVL1', 'LOC100129534', 'LCN10', 'NAT9', 'COX8A', 'LGI1', 'NCBP2-AS2', 'FBXO10', 'ZNF439', 'FRMPD4', 'STX16', 'MIS12', 'C4ORF17', 'MRPS23', 'RPL26', 'TTLL12', 'BAHD1', 'OR2T1', 'ZNF418', 'SNORD115-41', 'AGR2', 'TAS2R9', 'MZB1', 'GAPDH', 'CCNE1', 'RSRC2', 'EIF2AK1', 'MDM1', 'PRPF38B', 'RFNG', 'SNORD114-15', 'GADD45G', 'SEPHS1P1', 'PLEKHB1', 'SCN1B', 'STPG2', 'TTC12', 'PLD2', 'TCEANC', 'RIBC2', 'TPRX1', 'ATP2B4', 'STOX1', 'ZNF19', 'ULBP2', 'FCAMR', 'SLC10A5', 'TEPP', 'TEX29', 'SETD3', 'ZIM3', 'WDR38', 'RAPGEF2', 'LOC100134368', 'ESPL1', 'WDR24', 'PBX1', 'AGPAT6', 'ANKRD36BP1', 'HCRTR2', 'SIRPB1', 'LINC00964', 'CTSG', 'RPL13AP17', 'LINC00520', 'FAM13A-AS1', 'ELOVL5', 'ATP6V1B1', 'BMS1P4', 'FAM134B', 'ABCC9', 'TMEM143', 'APOC4', 'PEMT', 'OR5AU1', 'TMEM134', 'ETS2', 'ZCCHC16', 'SNORD95', 'PQLC2L', 'CCND3', 'HRASLS2', 'ATCAY', 'TLR8', 'ATP1B1', 'LOC652276', 'MED29', 'SFR1', 'LMOD2', 'GALNT1', 'ZNF766', 'PTPDC1', 'SEC11A', 'LOC644172', 'ZNF846', 'NHLH2', 'CCHCR1', 'C8ORF82', 'CRHR1', 'BPNT1', 'GCNT3', 'RNF128', 'SERPINA10', 'ZNF154', 'NKAIN4', 'MICALCL', 'SNORD58C', 'PDXP', 'SIDT1', 'HK2', 'CELA3B', 'NR2E3', 'RPL34-AS1', 'OR51F1', 'KCNIP4', 'RPS26P11', 'RAVER2', 'ZNF716', 'CD163L1', 'AGAP6', 'CTNND2', 'RHBG', 'SEMA5A', 'FRS3', 'TPGS1', 'DIRC2', 'SPDYE7P', 'SERTAD3', 'DMXL1', 'HTR2B', 'MLNR', 'TGFBI', 'TBX6', 'CHAC2', 'CRNKL1', 'NBPF15', 'SLC13A5', 'UNKL', 'SUPV3L1', 'FAM35BP', 'ANKRD20A4', 'C18ORF8', 'LPAR4', 'OAS2', 'CHST4', 'ATE1', 'DEFB124', 'PAXIP1-AS2', 'BLOC1S2', 'PSMG2', 'DNASE1L1', 'PRDM9', 'ZNF296', 'LINC00473', 'PPAT', 'FITM2', 'TM4SF18', 'DGKB', 'SERPINF1', 'MAOA', 'TESC', 'C10ORF113', 'ADGRD1', 'DYNLRB2', 'MRPL39', 'METTL2B', 'MYADML', 'IAH1', 'NGFRAP1', 'PLEKHG6', 'NKAIN2', 'RSL1D1', 'C11ORF70', 'ZMYM5', 'ZNF48', 'NPY4R', 'EOMES', 'NUPR1', 'HOXA11-AS', 'PPL', 'PTTG1IP', 'ALDH1A2', 'CLIP4', 'SHKBP1', 'DOT1L', 'ATP5G2', 'PPP1R11', 'SLC45A4', 'KRTAP5-1', 'FATE1', 'CCDC65', 'SNORD77', 'TFAM', 'ARL2BP', 'TRIM6-TRIM34', 'CT45A6', 'ADHFE1', 'CCDC183-AS1', 'OR1S1', 'ADAMTS18', 'ANKRD23', 'PAQR3', 'ZMYM2', 'OXA1L', 'SLC25A19', 'CD300E', 'HAUS7', 'ISX', 'ZHX3', 'GUCY2C', 'PCDHB10', 'SNORD8', 'SGTB', 'OR13C5', 'HBD', 'NRM', 'ARID4B', 'ZNF791', 'TYRO3', 'SPR', 'SRY', 'SLC37A3', 'SSX2', 'LRRC46', 'FAM189A1', 'RHD', 'ZNF226', 'PRR26', 'DIS3', 'CYBB', 'FEZF1', 'BMP3', 'RECQL4', 'AATK', 'ZNF484', 'PFDN4', 'WFDC10A', 'CNOT7', 'GTF3C5', 'KCND2', 'IPW', 'F2RL1', 'MLLT4-AS1', 'ERGIC2', 'MMRN2', 'TRIOBP', 'IMP4', 'IL1RL1', 'CPSF4L', 'SLC2A8', 'IGHMBP2', 'C11ORF95', 'ASCL2', 'KCNC3', 'OOEP', 'MMP19', 'ANKRD53', 'JMJD7-PLA2G4B', 'IGIP', 'AKAP6', 'EFCAB10', 'UBAP1', 'RTN4', 'TMEM194B', 'SNORA29', 'OR4F15', 'USP3', 'DNAH1', 'SMIM12', 'FAM47A', 'GPR34', 'SNORA48', 'AMMECR1', 'PTPRZ1', 'SLC4A2', 'H3F3C', 'PPIAL4G', 'SEL1L3', 'ABLIM1', 'ANTXR1', 'GOLGA2P5', 'SERPINH1', 'DIP2A', 'MRPS35', 'PPY', 'MGEA5', 'PRPH2', 'FAM58BP', 'EIF3F', 'TMEM52', 'CDK5RAP1', 'IHH', 'KLF7', 'CWC27', 'SMN2', 'SCEL', 'CSF2RA', 'FBXO38', 'ABTB2', 'CLEC18A', 'LRPAP1', 'NOP16', 'GHSR', 'SIPA1L3', 'CRTAP', 'THBS4', 'TBL1X', 'VWC2', 'FAM83D', 'SCUBE1', 'KLF1', 'SNRNP25', 'CIZ1', 'PRPF8', 'PAPOLB', 'PAPL', 'METTL3', 'ADORA2A-AS1', 'FAM99B', 'C1ORF174', 'CABLES1', 'POM121C', 'ZBED4', 'GPM6B', 'CT45A2', 'SLC27A1', 'ZUFSP', 'RANBP1', 'KCNJ9', 'OR4P4', 'FKBP11', 'HSD11B1', 'CGGBP1', 'PPP2R3B', 'EPHX2', 'C5ORF51', 'DTX2P1-UPK3BP1-PMS2P11', 'TPRG1', 'COX8C', 'CEP112', 'ADAMTS14', 'SPTB', 'SHOX', 'FUNDC1', 'GRAMD3', 'FAM214B', 'PAX2', 'BRMS1L', 'TMEM241', 'SLC24A5', 'MGMT', 'LIMS1', 'ZDHHC8', 'PITX1', 'PTPRM', 'RASA4CP', 'NTRK3', 'POLR2J3', 'JMJD4', 'AMER3', 'FAM66E', 'SOCS7', 'RALGAPB', 'SOGA1', 'TMED5', 'ZNF638', 'HS3ST5', 'BOLA2', 'LRRC69', 'NAPG', 'IFIT1', 'SLC4A7', 'MT1DP', 'OTOP3', 'ZNF124', 'TTC3', 'TFIP11', 'SSC4D', 'SPRN', 'CLDN7', 'EIF4EBP2', 'FBXL15', 'PDIA2', 'ZNF827', 'CHMP5', 'NME8', 'APLF', 'CYP39A1', 'MKS1', 'ADAMTS9', 'PCDH10', 'SSR1', 'KBTBD8', 'ZNF385D', 'MED13', 'GHRLOS', 'CFAP57', 'TTLL2', 'DAB2', 'SLC25A20', 'PPBP', 'CFAP70', 'MEIS3P1', 'ASPHD1', 'SNORD97', 'WNT10B', 'LOC644145', 'AIRE', 'TTC22', 'ASCL1', 'RAB27B', 'NMNAT1', 'CYP46A1', 'ZNRD1', 'SNORD18A', 'NCKAP1', 'CES1P1', 'ZNF564', 'PVRL1', 'RBM48', 'NUDT15', 'NOXO1', 'SPICE1', 'NEMF', 'IGFBP6', 'GRWD1', 'BMI1', 'RPL12', 'LIG1', 'HOXC4', 'LOXL2', 'MRPL50', 'NEFH', 'SCN4A', 'DDX23', 'FOXD4L5', 'CDH26', 'CHD1L', 'DIRAS1', 'NR1D1', 'MIR1-1HG', 'FAXDC2', 'ADAM21P1', 'ACRC', 'MTMR11', 'PUM2', 'TANGO6', 'HELT', 'KIAA1919', 'DCTPP1', 'PRTFDC1', 'C6ORF52', 'P2RX6', 'TDG', 'HAR1A', 'WHSC1L1', 'GEMIN8P4', 'GLIPR1L2', 'KRTAP4-9', 'ZNF586', 'TRMT2A', 'TSGA13', 'MYOT', 'RPS19BP1', 'TM7SF3', 'CCDC159', 'STAG3L1', 'ABCB1', 'MARK2', 'KRTAP5-AS1', 'ITGB5', 'BAALC', 'SLC39A3', 'ZGLP1', 'SNORD115-45', 'PRKAA1', 'CD8B', 'EXOC8', 'CA1', 'SNAR-D', 'OR51B6', 'LYPD3', 'OTOA', 'MYPOP', 'ZNF283', 'RBM24', 'RGS7BP', 'FLG', 'MEX3B', 'STRA6', 'MRPL32', 'TMEM184C', 'SLC27A4', 'CAND2', 'PCDH19', 'FGD5', 'ANKRD50', 'TNRC6A', 'TBC1D31', 'C17ORF64', 'RUNDC1', 'SNORA14A', 'TRAF1', 'STH', 'WIPF1', 'B9D2', 'KRT1', 'FGFBP2', 'LINC01089', 'TSPY4', 'IFT81', 'ARHGAP21', 'IQCF2', 'DCTN3', 'ST7', 'OR10A5', 'ERN2', 'OR4C16', 'TMEM223', 'COX19', 'SPEF1', 'NTPCR', 'PAPOLA', 'ASPH', 'APOOL', 'NUSAP1', 'LINC00928', 'DUSP6', 'EDDM3A', 'CABP1', 'WDR11', 'CRCT1', 'APOBEC1', 'MALAT1', 'NDN', 'DOC2B', 'LRRC41', 'KRTAP19-7', 'ACAP3', 'SLC22A7', 'MYH1', 'DYX1C1', 'RRAGA', 'FAM153B', 'FAM57B', 'MTTP', 'TSLP', 'MAPK10', 'ITGAV', 'SUMO2', 'KCTD7', 'LOC285768', 'STARD8', 'PTGER2', 'HTRA3', 'KIAA1328', 'H2AFZ', 'SLC14A1', 'BSCL2', 'FYTTD1', 'KIAA1033', 'NEDD4', 'NME1', 'CFL1', 'SUN5', 'GSG1', 'SIGLEC11', 'LINC00652', 'LARGE', 'AHNAK2', 'OSBP', 'RUNDC3B', 'NF2', 'LSM6', 'VAX2', 'S100A16', 'ATP6V0E2', 'FCGR2A', 'MATR3', 'CHID1', 'OR51B2', 'AKR7A2', 'ITGA6', 'ARID2', 'TMEM176A', 'SNAR-F', 'ASIC2', 'SPACA3', 'PKIA', 'GPR32', 'HSPA6', 'SPON1', 'TEX15', 'HIST1H1C', 'STRIP2', 'TAL2', 'RGCC', 'UCHL1', 'ABI2', 'ZBED2', 'RPL28', 'CRYGD', 'C5AR1', 'MED1', 'ACTA1', 'CRB2', 'HCRT', 'TMEM51', 'OR6N1', 'GABRG3', 'INTS4P2', 'ATP1B4', 'ACTR1B', 'LOC100272217', 'CLEC17A', 'ZNF322P1', 'SUGT1P3', 'LPCAT2', 'KIAA0355', 'TGS1', 'FIP1L1', 'NUP205', 'MRPL44', 'OR51A4', 'TMEM190', 'GNG13', 'TSPAN12', 'TRIP11', 'VWA5B2', 'CDKL1', 'OR2A14', 'WTH3DI', 'ARMCX5', 'LARP1B', 'MOSPD2', 'HYALP1', 'FREM2', 'OXT', 'C15ORF39', 'BMPR1B', 'FSTL1', 'RBMX2', 'C15ORF56', 'HSD11B1L', 'CELSR2', 'LMNB1', 'LRR1', 'PRDM15', 'SPACA7', 'UMPS', 'GXYLT2', 'MYO3B', 'SMURF1', 'GATM', 'CGB1', 'FAM63A', 'ATP6V1A', 'HSD17B1', 'KIF4A', 'ZNF274', 'DEXI', 'TSPAN32', 'STAT3', 'FER1L5', 'NKD2', 'ZSWIM2', 'DNAJC4', 'GTF2IRD2B', 'GTF2H2C', 'C1ORF105', 'TRIP13', 'NUP98', 'SYT2', 'GRIN2C', 'PRKCI', 'MMD2', 'C11ORF88', 'HPVC1', 'CDX4', 'RPGRIP1', 'ST8SIA1', 'FCRLA', 'RBFA', 'VAT1', 'TBX18', 'KLHL22', 'C17ORF104', 'ZNF788', 'FAM21C', 'ADORA3', 'ARRB2', 'UBAP2', 'OLIG3', 'RSU1P2', 'TRIM64', 'RPIA', 'ITGA9', 'CANX', 'TAC1', 'SPRR1A', 'EPC2', 'GRIK1', 'ELMOD1', 'STT3B', 'GRAMD1B', 'LPCAT1', 'GYPA', 'KIAA0753', 'AMFR', 'RNY4', 'EEF1B2', 'COA1', 'CERK', 'NXF3', 'LINC00488', 'SLC16A6', 'DRAM2', 'MINA', 'FAM138D', 'SLX1B', 'SFTPD', 'FDX1', 'PSMG1', 'SLC22A4', 'PLA2G7', 'PDLIM3', 'IFT22', 'SYS1', 'TNFAIP6', 'KLRB1', 'FAM66A', 'RABEP2', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.43619721536848943
		RMSE:  0.9218173342266688
		NRMSE:  0.18131733560713392
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5414936126562622
		RMSE:  0.7610450185362576
		NRMSE:  0.2487969592128731
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  1.3013350075063208e-14
		NRMSE:  2.559667599343668e-15
		MAPE:  6.034645995987412e-12
		Pearson Correlation:  0.05093303317922046
		Spearman Correlation:  0.09495629621316976
		Coefficient of Determination:  -8.632255582004818
		RMSE:  1.9024072031202328
		NRMSE:  0.6219252682729846
		MAPE:  1799.2942148805494

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.23935707093417, tolerance: 0.03183156097646061
  positive)
		Pearson Correlation:  0.9999240383771264
		Spearman Correlation:  0.9998879915023048
		Coefficient of Determination:  0.999833855709375
		RMSE:  0.009914721994539867
		NRMSE:  0.001950181352191162
		MAPE:  4.041009022411764
		Pearson Correlation:  0.02096736765314395
		Spearman Correlation:  0.04028229778426165
		Coefficient of Determination:  -6.811580324251914
		RMSE:  1.7132034262226916
		NRMSE:  0.5600717337025373
		MAPE:  2390.0979919413935

	Predictor:  RandomForests
		Pearson Correlation:  0.6368813128739134
		Spearman Correlation:  0.6223696497736639
		Coefficient of Determination:  0.31516930449467784
		RMSE:  0.6365454810847356
		NRMSE:  0.12520564144074267
		MAPE:  301.0201545078596
		Pearson Correlation:  0.13636649706166565
		Spearman Correlation:  0.13986458684023495
		Coefficient of Determination:  -0.03297097707490626
		RMSE:  0.6229935389120577
		NRMSE:  0.20366587299750158
		MAPE:  1334.794944620143

Protein:  CCNE1
x_train_column_count:  352
x_train columns:  ['HCST', 'RITA1', 'RBM15B', 'PGA3', 'PBLD', 'KRTAP9-2', 'CYB5R3', 'FAM66A', 'OR4C12', 'DTX1', 'CYB5R4', 'CCL24', 'HOXC5', 'CERS1', 'MAPRE2', 'GATS', 'ATG4B', 'SPACA6P', 'ARSH', 'GNG4', 'OSGEP', 'UXT', 'USH1G', 'NALCN', 'MAP3K10', 'SBSN', 'ZNF202', 'SUPT20HL1', 'IL4I1', 'LOC93622', 'LEO1', 'PDS5B', 'RNF217', 'ZNF2', 'FGGY', 'SNORD62A', 'SERPINA13P', 'PNPLA6', 'FERMT2', 'FAM132A', 'RAI2', 'GADL1', 'VSTM4', 'EIF5A', 'LRRN4', 'NEDD1', 'ANKIB1', 'PLOD1', 'PDZD3', 'FOLH1', 'HTRA1', 'NTN3', 'C9ORF129', 'MYCNOS', 'FCRL6', 'HOXA6', 'C10ORF91', 'SLC8A2', 'ADCK3', 'KCNJ5', 'GALNT3', 'LINC01020', 'C5ORF60', 'RBM20', 'ZCCHC14', 'TTC13', 'FBXO27', 'LINC00592', 'LINC01300', 'OR51L1', 'SMIM6', 'FMN1', 'HSDL1', 'PHC2', 'SLC16A12', 'PAXBP1', 'TMEM44', 'CLPTM1', 'HMGB2', 'AGR3', 'DLK2', 'CCDC178', 'ADGRE3', 'TMEM110', 'TMCO5A', 'FAHD1', 'KCNQ4', 'EIF4E2', 'VARS', 'BMP8A', 'GALR1', 'ZNF645', 'NRG3', 'L2HGDH', 'PLA2G2D', 'LRP5L', 'ZNFX1', 'ICAM3', 'PDZD2', 'GALNTL5', 'TMED8', 'DCAF6', 'DEFB119', 'NUDT3', 'CALM3', 'FBXO18', 'CASC4', 'FAM58BP', 'DPCD', 'IFNL3', 'PUS7', 'SLC38A9', 'TRIM25', 'LRRC37A', 'QRFPR', 'ZNF70', 'JUNB', 'CCDC77', 'AMPD3', 'ORMDL3', 'NOXA1', 'AKAP12', 'PKN2', 'C9ORF89', 'ZNF398', 'NHLRC1', 'OR6C68', 'GLTSCR1L', 'C1ORF112', 'LOC728613', 'BAZ2B', 'SKA3', 'SUCNR1', 'SEPHS2', 'AOAH', 'NPAS1', 'INSRR', 'SDC1', 'MAGEB16', 'MEF2BNB-MEF2B', 'CLPS', 'TRIM35', 'GDAP1L1', 'GRAMD3', 'DDX28', 'TMEM56', 'NKAIN1', 'DMRTC1B', 'BRINP1', 'SP110', 'C19ORF45', 'C19ORF38', 'MS4A14', 'VPS37B', 'IL17D', 'KCNV2', 'CROCCP3', 'MUC6', 'FBXL16', 'HPVC1', 'FAM197Y2', 'ATP5G3', 'EXOC2', 'MOCOS', 'LCN9', 'HSP90AB1', 'PPIAL4E', 'TRIM36', 'KLF17', 'SNORD115-31', 'GOLGA2P5', 'HSPA1L', 'SFXN5', 'RANBP3L', 'LINC00114', 'GULP1', 'CD180', 'LCE1A', 'PDX1', 'RNFT2', 'SGOL1', 'DEGS1', 'CRTC3', 'PRDX2', 'PNPLA3', 'RPS6KB1', 'P2RX1', 'MANBA', 'HIST1H1E', 'FAM181A-AS1', 'PLEK', 'LYPLA1', 'RAB19', 'ZNF675', 'SNAP23', 'HHLA2', 'POLR2A', 'SKINTL', 'LGALS9', 'PRDX6', 'NOTCH1', 'LARP1B', 'ZIK1', 'TRIM34', 'IPO5', 'OR51B4', 'FAM188A', 'UBXN11', 'ID2B', 'GSTM2P1', 'ZNF74', 'OR52J3', 'SCARNA12', 'ZNF75A', 'C9ORF156', 'DBF4', 'PPIL2', 'LASP1', 'ST13', 'FMR1NB', 'MEOX2', 'DMXL2', 'RNASE1', 'UBE2D2', 'MSH4', 'FYN', 'CEACAM7', 'KIF25', 'ORAI1', 'HCG4B', 'IGFL1', 'OR13A1', 'TMEM125', 'USHBP1', 'SSR2', 'ZNF429', 'C3ORF17', 'VWC2L', 'CWC25', 'PCNAP1', 'RDH14', 'FAM71D', 'TYMSOS', 'COLQ', 'SUSD2', 'NSMCE2', 'LOC100268168', 'LAMA1', 'ACSF3', 'C4ORF45', 'PSMB8', 'ZNF688', 'TRIM9', 'COBLL1', 'ATP8A1', 'KRT27', 'RNASE2', 'TIMP2', 'ZFP36', 'LMBRD1', 'CD63', 'TTTY9B', 'OSBPL1A', 'KRT78', 'SCIMP', 'BRK1', 'MTHFD1L', 'SUN2', 'CAPZA3', 'APOF', 'ST5', 'TSPY4', 'CHRAC1', 'SERPINB7', 'SERPINA9', 'AWAT1', 'PYCR2', 'GPR161', 'DCDC1', 'ABCC6P2', 'ACACA', 'TAAR2', 'CCBL1', 'BAHCC1', 'FOXP4', 'PCDHB15', 'USH2A', 'PNCK', 'FJX1', 'CYP3A4', 'CD99', 'ECH1', 'MEGF9', 'MFRP', 'TXNRD1', 'CDC26', 'NPY6R', 'MRPL37', 'GTF2F1', 'ADGRB3', 'FBXO34', 'SP7', 'NEFH', 'VASP', 'NUTM2A-AS1', 'POU4F2', 'PIGL', 'SLC25A12', 'ZBTB38', 'CLEC18C', 'ESYT2', 'VPS4A', 'ACTN2', 'COLGALT1', 'SPATA24', 'UBQLN1', 'FOXA3', 'ABL2', 'SYT12', 'TGM7', 'LIMCH1', 'SLC16A1', 'SNORD33', 'GUCY1A3', 'GSTA5', 'PCF11', 'JAM3', 'C1QTNF9B-AS1', 'WDR33', 'MAFG', 'RNF19A', 'SPCS3', 'SMCP', 'CYTIP', 'MTMR10', 'RNPEPL1', 'MFSD9', 'SPERT', 'MYBPHL', 'NOA1', 'SUPT16H', 'BPTF', 'MYO1C', 'PTCHD3P1', 'CKAP2', 'OXR1', 'ANP32AP1', 'SPDYE1', 'MMP16', 'ATG16L1', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.3882525061775621
		RMSE:  0.8073510115699897
		NRMSE:  0.1948381908849554
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.2068608862157744
		RMSE:  0.7484097025916991
		NRMSE:  0.3260050104942715
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5224229806426052
		NRMSE:  0.12607644873967835
		MAPE:  105.82433067667067
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010783677474574871
		RMSE:  0.36685077747270034
		NRMSE:  0.1597990928573857
		MAPE:  133.3645349232411

	Predictor:  LinearRegression
		Pearson Correlation:  0.9624256555793649
		Spearman Correlation:  0.8696992302180503
		Coefficient of Determination:  0.9262631425173709
		RMSE:  0.14186151224945046
		NRMSE:  0.034235468844136994
		MAPE:  31.538289609670755
		Pearson Correlation:  0.4178648246862214
		Spearman Correlation:  0.32770234042818486
		Coefficient of Determination:  -4.716853419406921
		RMSE:  0.8724466155636811
		NRMSE:  0.3800351158965375
		MAPE:  177.26401008942872

	Predictor:  ElasticNet
		Pearson Correlation:  0.9529417972738475
		Spearman Correlation:  0.8454040211358144
		Coefficient of Determination:  0.9080371317056535
		RMSE:  0.1584267550173875
		NRMSE:  0.038233162395295874
		MAPE:  35.424032040239524
		Pearson Correlation:  0.5507648341459936
		Spearman Correlation:  0.37277522163618
		Coefficient of Determination:  -1.0411723946680893
		RMSE:  0.5213149467137541
		NRMSE:  0.22708321937263323
		MAPE:  148.6670550747791

	Predictor:  RandomForests
		Pearson Correlation:  0.8643266368514518
		Spearman Correlation:  0.72737202146597
		Coefficient of Determination:  0.7432265395844614
		RMSE:  0.26472645236189846
		NRMSE:  0.06388649090472245
		MAPE:  55.493197522119544
		Pearson Correlation:  0.7767961495752354
		Spearman Correlation:  0.6683399939741601
		Coefficient of Determination:  0.5532203641464355
		RMSE:  0.24389731463232933
		NRMSE:  0.10624093506657199
		MAPE:  77.53193628570807

Protein:  CCND1
x_train_column_count:  859
x_train columns:  ['PHOX2B', 'ITIH2', 'C12ORF76', 'C14ORF80', 'HS2ST1', 'GUF1', 'HIST2H2BA', 'CEL', 'SLC25A5-AS1', 'PIK3CD-AS1', 'DAB1', 'ZFYVE9', 'DKC1', 'LIX1L', 'CA5BP1', 'F2RL1', 'WDR33', 'BRD7', 'PSMA2', 'CUZD1', 'CCL18', 'NOL4', 'OR8G2', 'MIB2', 'NLGN4X', 'TAF6L', 'GDI2', 'C19ORF45', 'RSAD1', 'RWDD3', 'SLC7A11', 'RPRML', 'GABRP', 'OR10J3', 'CDS1', 'IRF2BP2', 'EXOC7', 'CST2', 'ABHD11', 'PGK1', 'WBP5', 'STK19', 'SAT2', 'CSNK1A1P1', 'DUSP23', 'MLLT6', 'IGSF22', 'FBXL20', 'ZWILCH', 'OIT3', 'CCDC176', 'CST5', 'BCYRN1', 'SCGB2A1', 'PRDX2', 'MBD3L1', 'ZNF543', 'NEGR1', 'CYP4F3', 'GEMIN6', 'VGLL1', 'H1FNT', 'TAP2', 'LRRFIP1', 'SHCBP1', 'LOC401127', 'CCDC107', 'SNORD114-16', 'PLB1', 'SEC61G', 'ROPN1', 'DEFA1B', 'PCDH7', 'TRIM78P', 'PPP3CB', 'POTEF', 'XYLB', 'TPD52', 'HSD17B4', 'THBS2', 'CHPF', 'PCDHGA1', 'CFAP57', 'NUB1', 'TTC28-AS1', 'METTL13', 'COX7B2', 'PBLD', 'HTR7P1', 'SYTL5', 'SEC22A', 'CRYGA', 'RASSF1', 'ATP1A1-AS1', 'MTHFD1L', 'BBOX1', 'TRAPPC5', 'ZBTB5', 'INS-IGF2', 'GRIA1', 'OR5B2', 'DNAH3', 'C9ORF50', 'CLK4', 'DOCK11', 'SNORA28', 'SNORD66', 'VBP1', 'DFNB59', 'GOLGA3', 'PSMD9', 'SEH1L', 'C7ORF50', 'TNS4', 'ERCC1', 'DGKI', 'ZNF385A', 'LRRC25', 'PABPC4', 'RAP2C', 'MIER2', 'STK26', 'PFKFB3', 'PCDH11Y', 'RBP1', 'FAM182A', 'AP1S3', 'EDRF1', 'TSPAN33', 'HCCS', 'STX3', 'THAP10', 'RNF114', 'CAP1', 'EPS8', 'OS9', 'ZNF674', 'GPX8', 'GRB2', 'TMPRSS2', 'C1ORF204', 'ZDHHC17', 'TCF7', 'PVRL2', 'COG1', 'OTOP2', 'HES2', 'TTC9C', 'ZNF263', 'SUOX', 'KRT9', 'ZNF717', 'TONSL', 'THUMPD2', 'LINC00982', 'ZNF24', 'ZMYND10', 'LIPG', 'EXTL2', 'GID8', 'CHRNA4', 'MKNK1', 'GNG12', 'RDH10', 'ZNF750', 'PIK3C2G', 'SEPT1', 'P4HTM', 'PTPRR', 'GAK', 'UBE2MP1', 'ITGB4', 'C20ORF194', 'ZNF593', 'SRCAP', 'TMEM230', 'FES', 'MAPKAPK5', 'AQP3', 'RAD1', 'OCA2', 'CD40', 'ERBB2IP', 'RALGDS', 'CLTA', 'C1QL1', 'SPOCK1', 'RAD51B', 'GATM', 'RBPMS2', 'ZNF767P', 'VDR', 'PHKB', 'FIZ1', 'NXF1', 'VIT', 'SRP72', 'ARHGEF1', 'OAZ3', 'FAM83A', 'CPNE5', 'CIDECP', 'ESF1', 'MT4', 'SOX15', 'CHIC1', 'KIAA1755', 'HIST1H4C', 'IL4R', 'SERPINE2', 'FAM208B', 'NBPF22P', 'FAM96A', 'SNORD126', 'SWI5', 'TSIX', 'OR56A3', 'ZNF714', 'OSGEP', 'F2R', 'NAA15', 'ARHGEF3', 'PRMT9', 'NACC2', 'IWS1', 'IL12B', 'UBXN10', 'PAPOLB', 'PSMD12', 'FUBP3', 'TMEM182', 'NANOS3', 'HBG2', 'RPL6', 'SEMA3D', 'CCNB1IP1', 'SNORD86', 'DCUN1D4', 'SERPINB6', 'LRRC70', 'PTPRS', 'NAA30', 'WNT8A', 'CDK16', 'MTMR4', 'TEX13B', 'CCDC65', 'MAP1B', 'DHRS7', 'CYP17A1', 'TRIM9', 'SMG8', 'TADA2A', 'NUDT13', 'ALG3', 'CDC45', 'CC2D1B', 'C4ORF45', 'INPP5D', 'MED13', 'RGS9', 'IFNLR1', 'OR2C3', 'BRDTP1', 'KIF18A', 'PTGES3', 'STC1', 'CDC42SE2', 'ULK4P3', 'MAZ', 'AGMAT', 'BPIFC', 'SMARCA1', 'TOE1', 'GCAT', 'CXADRP2', 'LHX2', 'ROBO3', 'KRTAP12-1', 'FLYWCH2', 'C1QL3', 'SNORD81', 'LIN7A', 'KCNK12', 'OR2L2', 'SMAD9', 'AKAP10', 'ATP5L', 'SERPINB2', 'C1ORF110', 'RCVRN', 'CSGALNACT2', 'FOXR1', 'RABL2A', 'C21ORF62-AS1', 'ZNF331', 'DPY19L2', 'PFN1P2', 'TFAMP1', 'OR10R2', 'LYZL6', 'EDDM3B', 'PMS2P3', 'GFI1', 'RNASEH2B', 'SLC7A7', 'SKINTL', 'ZNF333', 'SPTSSB', 'MUC16', 'RAB39B', 'APOLD1', 'MIR1-1HG', 'OR10P1', 'MX2', 'GPR176', 'ZNF786', 'CLCN1', 'IGFLR1', 'ZBTB20', 'LEO1', 'OR5M9', 'STAC3', 'TMEM120B', 'CX3CR1', 'C11ORF74', 'SMIM20', 'WDR64', 'ANKRD28', 'CCDC7', 'ARID1A', 'NR1H2', 'BCAS4', 'PGC', 'RCN3', 'KDR', 'TMED1', 'DGCR2', 'RUVBL1', 'PGK2', 'LINC00152', 'CACNG5', 'GTF2A2', 'FTMT', 'ZACN', 'C1GALT1C1', 'PAX8-AS1', 'OSCP1', 'TPRA1', 'ARL15', 'AGR3', 'SNORD114-30', 'FCGR2C', 'ZBP1', 'ANXA2P2', 'HDC', 'CNPY4', 'ARL4D', 'CCDC183-AS1', 'TMEM8A', 'EVI5L', 'LOC613037', 'KRIT1', 'GDNF', 'KPRP', 'CLDN2', 'AGBL4', 'C10ORF67', 'SNORD111B', 'P2RY2', 'ZNF426', 'GYPA', 'GCSAM', 'SETD6', 'CLU', 'AMPH', 'TBC1D5', 'TMEM256', 'METTL18', 'TAS2R13', 'EXOSC7', 'TACC2', 'LIMS2', 'GAGE8', 'IER5', 'SP1', 'ADORA2B', 'SNORD85', 'SUGP1', 'PRAMEF20', 'SCGB3A2', 'LHFPL3-AS2', 'MMP15', 'KRTAP20-4', 'DCDC2B', 'HAL', 'FAM63A', 'XIAP', 'KLHL34', 'EPS8L3', 'RGS20', 'ZNF789', 'TNFRSF4', 'PDE1B', 'HEATR1', 'GREB1L', 'TMIGD2', 'HADHA', 'ZNF572', 'PSMA1', 'LGALS9C', 'SYT5', 'CRIP2', 'SS18L2', 'FAM66D', 'SCARNA8', 'LBX2', 'CALR', 'SRSF11', 'BIN3-IT1', 'LIPF', 'OPN1MW', 'RCAN1', 'RAB5C', 'JAM3', 'YEATS2', 'DNAJA1', 'TREX1', 'SPATA31A5', 'MRPS33', 'DHRS9', 'ATRIP', 'RAD9A', 'YY2', 'C15ORF62', 'PEX16', 'KCNAB2', 'UBA6', 'FAM175B', 'RPP14', 'TCAF1', 'FAM131B', 'PRELID1', 'CATSPERG', 'SPAG8', 'ZNF645', 'GSTO1', 'PRKCE', 'EPHB3', 'SNORA53', 'MATR3', 'SELM', 'SNORD115-44', 'TBX15', 'XPO5', 'CYP1A1', 'NGRN', 'CLN6', 'ARFIP2', 'HSPA1B', 'IDS', 'APOC1P1', 'AP3D1', 'EIF2S2', 'ERMARD', 'OR6K2', 'ILF3', 'RPRM', 'TMEM98', 'ZNF292', 'RITA1', 'OTOR', 'OR10H2', 'SLC25A28', 'MSTO2P', 'ARL14', 'ANKRD35', 'PTTG2', 'PPIL6', 'SNORD116-11', 'RERGL', 'ADCY2', 'UBE2D1', 'DIAPH2', 'MDFIC', 'KRT73', 'PILRB', 'SLC22A25', 'PRCD', 'EPHX3', 'MAN1C1', 'CYSLTR2', 'FAM184A', 'CPTP', 'OR4N5', 'KNG1', 'CSTA', 'OR4C6', 'CLEC2L', 'ELMOD1', 'ARPC2', 'G3BP1', 'ISY1', 'TSNAXIP1', 'PPP3CA', 'ARMCX1', 'TOP1P1', 'FCRLA', 'PCDHB7', 'CAMSAP3', 'SAP30BP', 'SPRR2C', 'CDNF', 'FPR3', 'IKZF2', 'CEP83-AS1', 'PEX11A', 'NRM', 'LINC00910', 'CP', 'CHRNA1', 'FRYL', 'RAB35', 'ANKRD22', 'TNXB', 'STIM2', 'OR2C1', 'CLIC5', 'MAP4K3', 'RAN', 'TSSK1B', 'ADAMTSL5', 'POLR2I', 'PPAPDC1B', 'SLCO2A1', 'GPR68', 'PPP1R26', 'SPEN', 'GTDC1', 'LRRC45', 'DEFB132', 'MAPK10', 'RNFT2', 'RAP1GAP2', 'PALMD', 'CLPS', 'PPP1R14A', 'POSTN', 'NEMF', 'KRT82', 'ELOF1', 'CDC6', 'SNORA30', 'NPS', 'CCDC36', 'HIST1H4L', 'C10ORF131', 'GSE1', 'MEFV', 'CREBZF', 'PCDHB8', 'IL2RA', 'ITGA9', 'SEMA5B', 'GDF2', 'HPDL', 'PIM2', 'GNA11', 'LSM3', 'UGGT2', 'AURKB', 'ZNF436', 'ID2B', 'ZKSCAN1', 'RFX5', 'PRSS57', 'WEE2-AS1', 'WBP1L', 'SRSF1', 'SNORD115-45', 'CKMT2', 'RBM26', 'BDKRB2', 'CDKL1', 'TP53I13', 'TNFRSF13C', 'TECTB', 'TTLL5', 'ABHD17C', 'TCAF2', 'ZNF577', 'PRCP', 'NACAP1', 'IDH1', 'RPL21', 'HAND2', 'PCSK6', 'FBXL8', 'NRADDP', 'CD274', 'B4GALNT2', 'PEG10', 'LSM6', 'CDC37', 'ZW10', 'CRCP', 'SLC17A4', 'DGKA', 'LRRC6', 'FAF1', 'HRNR', 'EMC6', 'STYXL1', 'G6PC3', 'EFHD1', 'PDGFA', 'LOC344967', 'SYNJ2', 'MTX2', 'CSTF2T', 'COL21A1', 'CD3EAP', 'FAIM2', 'IFNK', 'GRM6', 'ATP1A4', 'PTRH1', 'LRRC47', 'CIAO1', 'RTN3', 'ZFYVE28', 'ANKRA2', 'ODAM', 'MAB21L2', 'MAATS1', 'PABPC5', 'RPS7', 'COQ9', 'DERL2', 'CENPK', 'EIF5B', 'BPIFB3', 'TNFRSF13B', 'KHDC3L', 'C4ORF17', 'ARNTL2', 'ZUFSP', 'EPB41L4B', 'PRR14', 'TSR1', 'NCR2', 'MRGBP', 'IRGC', 'PSMA6', 'SH3RF1', 'CA9', 'EPHA3', 'ST13', 'GCNT1', 'SPACA6P', 'FBLN1', 'POLR3H', 'UGT2A3', 'IFNB1', 'TUBB2A', 'SUSD5', 'TSEN54', 'GCLC', 'RNMT', 'MESDC1', 'NICN1', 'GCA', 'GALP', 'RNF150', 'PECR', 'GOLGA8A', 'LINC00242', 'VEGFC', 'TSPAN3', 'MGC72080', 'SNORA31', 'ZNF221', 'DNAJB11', 'SNORD17', 'PACSIN1', 'ARHGAP18', 'SNORD115-32', 'RASGEF1A', 'OGFOD1', 'BTBD17', 'PYCR1', 'HLA-DRB1', 'SPRY2', 'LOC389705', 'RAB38', 'DBF4', 'ATP5O', 'CLEC11A', 'EVL', 'ALDOB', 'SNRPE', 'HOXC12', 'SPRR3', 'PATE4', 'KLC3', 'BCL10', 'TBC1D25', 'IL9', 'PFDN2', 'TNMD', 'LGALS14', 'UBQLNL', 'ZSCAN10', 'CT45A2', 'MGST3', 'SEPT10', 'FCGR1A', 'POM121L2', 'LOC389332', 'ETAA1', 'C9', 'ADGRE4P', 'C1QTNF2', 'KRT6A', 'SLC25A23', 'SH2D4B', 'MAN2B2', 'GRIA3', 'TSHR', 'MAT2B', 'ELOVL2', 'SYCP3', 'PTPRO', 'ADRM1', 'WDR47', 'MAP3K4', 'ZNF585B', 'POU6F2', 'MRPL55', 'C3', 'ZNF800', 'BCLAF1', 'FAM217B', 'DDAH2', 'BIVM', 'C4ORF48', 'KRT31', 'GPN2', 'IRF9', 'FAM195B', 'IRF7', 'LRRC71', 'RPP25L', 'SPRR2F', 'DNMT1', 'AFG3L1P', 'HS3ST5', 'FAM150A', 'C8ORF86', 'RSPO4', 'PPP1R3F', 'ZNF253', 'SIRPA', 'RALGAPB', 'IFITM2', 'SOCS1', 'LIMD1', 'NFS1', 'LOC284023', 'AMPD2', 'COA3', 'HSPA12B', 'YBX1', 'DDX27', 'NMB', 'MED6', 'SEMA3F', 'PABPC3', 'PRKAB2', 'C1ORF226', 'BCL11B', 'TSPYL4', 'NDUFA7', 'GABPA', 'C19ORF12', 'SDC4P', 'ICE1', 'CWC27', 'SNORD27', 'DIP2B', 'CAPZB', 'GPD1L', 'MEG8', 'PAPLN', 'RHPN2', 'NR0B1', 'L3HYPDH', 'PLAT', 'B3GNT9', 'MSX1', 'PDK3', 'MCM2', 'SPTBN4', 'COL7A1', 'KIAA1257', 'SIRT2', 'PGAP2', 'CD33', 'MS4A13', 'SLC25A20', 'LRRK2', 'CARTPT', 'IL6ST', 'CCDC64', 'ATP6V1G1', 'KBTBD7', 'KCNC1', 'FBF1', 'FAM150B', 'FAHD2CP', 'PCNA', 'C12ORF73', 'SNORD38B', 'EPS15L1', 'EBPL', 'UFC1', 'YEATS4', 'STH', 'BOC', 'PDC', 'C3ORF38', 'ZNF814', 'LOC145474', 'HMP19', 'INMT', 'PWAR1', 'SCARB2', 'NLRP4', 'SNORA71B', 'UBN2', 'DHX37', 'MED17', 'NAIP', 'HAND1', 'TRAP1', 'NRIP2', 'IGF1R', 'PLBD1', 'TUBBP5', 'HDAC5', 'PSMD14', 'ZNF835', 'SEPT7P9', 'PCGF2', 'FHOD3', 'MUTYH', 'ERBB4', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.44064885869713843
		RMSE:  0.2936537728092399
		NRMSE:  0.17653615611766113
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6507167710215811
		RMSE:  0.2694738938084911
		NRMSE:  0.2553456206196082
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  1.1566164652503188e-14
		NRMSE:  6.953243710249479e-15
		MAPE:  2.700700720312423e-11
		Pearson Correlation:  0.0054250058155723615
		Spearman Correlation:  -0.03698051097893989
		Coefficient of Determination:  -22.89187802950672
		RMSE:  1.0251928307394482
		NRMSE:  0.971442895340271
		MAPE:  1763.5512641185237

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.43441921127752525, tolerance: 0.0032202923923696524
  positive)
		Pearson Correlation:  0.9989159735340938
		Spearman Correlation:  0.9984208805721072
		Coefficient of Determination:  0.997707515367767
		RMSE:  0.011714121701042865
		NRMSE:  0.007042191209101049
		MAPE:  28.819512276627634
		Pearson Correlation:  0.002881465443218141
		Spearman Correlation:  0.03022232197408946
		Coefficient of Determination:  -27.27097701149108
		RMSE:  1.1151950285524357
		NRMSE:  1.0567263591032525
		MAPE:  1742.6201829950248

	Predictor:  RandomForests
		Pearson Correlation:  0.5790845078341315
		Spearman Correlation:  0.5676563967745484
		Coefficient of Determination:  0.2827167477887811
		RMSE:  0.2072057774430075
		NRMSE:  0.12456612127003855
		MAPE:  488.95958960728194
		Pearson Correlation:  0.41383868974989385
		Spearman Correlation:  0.43620244641454387
		Coefficient of Determination:  0.1599099715827913
		RMSE:  0.19223981103023785
		NRMSE:  0.18216085113683667
		MAPE:  304.9747033911145

Protein:  ERBB2
x_train_column_count:  665
x_train columns:  ['CRABP1', 'C3AR1', 'MED30', 'ZNF804B', 'BEAN1', 'GDF6', 'CELSR2', 'CPLX3', 'GPR4', 'C16ORF54', 'CLP1', 'LINC01555', 'OR51E2', 'SRSF12', 'CACTIN', 'FANCM', 'CHTOP', 'PFN4', 'LYZL4', 'SLC13A5', 'SMNDC1', 'NETO1', 'LINC00643', 'MORF4L1', 'CDC37L1', 'ZFYVE21', 'C14ORF166', 'CAPN10', 'GPA33', 'ELOVL2', 'FLJ16779', 'GRIK2', 'CLGN', 'AJUBA', 'EMC6', 'KRTAP13-1', 'EPC2', 'ARHGAP30', 'KRAS', 'TMCO5A', 'ABCC6P2', 'DEPDC5', 'ENSA', 'SAR1B', 'C7ORF43', 'ANAPC16', 'ARCN1', 'OR13A1', 'HBA2', 'ALCAM', 'CYMP', 'AP2S1', 'HOXD12', 'SREK1IP1', 'CLPP', 'CLIP2', 'EXOC3-AS1', 'XIST', 'UBQLN4', 'RHBDF2', 'DPP10', 'DCDC1', 'KRTAP1-3', 'TNFSF14', 'RPS6KA3', 'USP12', 'RRBP1', 'AKT3', 'ARAP3', 'NCKIPSD', 'TNFRSF6B', 'MLYCD', 'PARPBP', 'MED12', 'TMSB4Y', 'HRSP12', 'SLC4A1AP', 'TLX1', 'EGF', 'DTNBP1', 'FAM214B', 'TUBA1C', 'KPNA7', 'SNX2', 'MAGEA1', 'ZSCAN32', 'LOC340017', 'BMP7', 'GPI', 'SNCG', 'METRN', 'VPS29', 'BMP5', 'KIAA1875', 'GFM2', 'RHBDF1', 'RPS5', 'KCNJ14', 'ZMYM5', 'ZNF587', 'AFF1', 'ZNF408', 'RBP1', 'ARX', 'TPTEP1', 'CROCCP2', 'IFRD1', 'C12ORF77', 'RASSF8', 'FARS2', 'EPOR', 'ZFP14', 'CSN2', 'CDRT1', 'SDHAP3', 'CYP2D6', 'CEBPA-AS1', 'OR11L1', 'NRP2', 'LOC100132215', 'ZC3H11A', 'MAP3K19', 'CASP6', 'SNORA49', 'MGMT', 'ATP5J2', 'LOC90784', 'ZNF395', 'ZDHHC17', 'HCFC2', 'CDH17', 'TULP2', 'AGR3', 'CABP5', 'VTRNA1-1', 'VTN', 'COL26A1', 'ITPK1', 'ISCA2', 'CHRNG', 'KLHL35', 'GPR45', 'CD59', 'LOC440173', 'NCF4', 'CXCL3', 'MAS1L', 'CLEC4C', 'TRIM61', 'SRP14P1', 'MBD1', 'ANKIB1', 'SERTM1', 'WDR13', 'TNNT2', 'OPN1LW', 'NME3', 'DEPDC1B', 'HLA-DPB1', 'DET1', 'GPR61', 'VPS28', 'SLC27A4', 'EXOC7', 'SNORD115-2', 'RNF20', 'HDC', 'SPCS3', 'TEX14', 'SEC23B', 'BOLA2', 'HDAC2', 'VWA5A', 'BLM', 'RNPEPL1', 'PRAMEF17', 'A2M-AS1', 'CPTP', 'NGFRAP1', 'REM1', 'CLDN8', 'SORL1', 'POU2AF1', 'MAML2', 'NUP153', 'CEP170B', 'RPS26P11', 'LRGUK', 'TMEM86B', 'CCDC113', 'TMC6', 'FADS1', 'MAB21L3', 'SNORA23', 'C12ORF43', 'AIM1', 'SPTBN2', 'PAX1', 'FAM189A1', 'USP25', 'LINC00882', 'COMMD8', 'FAM9C', 'ZNF841', 'INO80', 'KDM8', 'CLIC4', 'GJA9', 'ZP1', 'EIF1AX', 'PDCD2', 'NAA38', 'CDCA5', 'GCNT2', 'OR2L2', 'ZKSCAN7', 'IRX1', 'TRAF5', 'KRT23', 'SSR4', 'FERMT3', 'STRA6', 'TBC1D3P1-DHX40P1', 'ARMS2', 'IGIP', 'KRTAP17-1', 'CDH16', 'ATXN1L', 'MRPL23', 'FAM66E', 'SLC28A1', 'MTERF3', 'CIITA', 'TMC1', 'INGX', 'GATA1', 'ZKSCAN5', 'GOLGA8IP', 'DYNLRB2', 'VCAN', 'HIPK1', 'GPR141', 'KLHL3', 'C10ORF95', 'CEACAM18', 'KALRN', 'FAM126B', 'PROZ', 'NF2', 'NAGK', 'PEX6', 'COL1A1', 'MB21D2', 'SP110', 'NUCB1', 'SUPT20HL2', 'ATRX', 'FOXL2', 'THG1L', 'PSME1', 'ARV1', 'RAB42', 'IL7R', 'SDR42E1', 'C6ORF47', 'ERH', 'YAF2', 'DYX1C1', 'IL23R', 'PYGM', 'RNASEL', 'ICAM3', 'SNX15', 'KLRG2', 'HPVC1', 'PTTG3P', 'TNIP3', 'ENOSF1', 'KRT13', 'TAF1', 'RBM41', 'KCNV1', 'MT1E', 'FOXB1', 'GBX2', 'CCP110', 'NOVA2', 'GGA3', 'AUTS2', 'OR1J2', 'SERINC5', 'COPS7B', 'MRPL4', 'INPP5D', 'TTC17', 'ETV6', 'C3ORF20', 'KIAA0895L', 'PRKD3', 'ZNF772', 'CMAS', 'FN3KRP', 'SNHG15', 'ELAVL1', 'IGF2-AS', 'INSL4', 'PCGF5', 'XPOT', 'HSD3B2', 'SNORD19', 'KLHL8', 'LY6G6F', 'GKAP1', 'EIF3D', 'TUSC5', 'FAM171B', 'GAB2', 'TMEM31', 'SLC8A2', 'ARHGAP9', 'DGCR5', 'SRRM1', 'BAX', 'KCNB2', 'SEPT12', 'ARL1', 'KLK4', 'CYB5D2', 'APOBEC4', 'NKX6-2', 'PAX8', 'MSTO2P', 'TNS2', 'C9ORF139', 'OR9I1', 'MTM1', 'WRAP53', 'ZBED3', 'TTBK2', 'PTPMT1', 'TECPR1', 'KDM6B', 'USP16', 'HRNR', 'YTHDF2', 'TPD52L3', 'LYRM7', 'OR4D2', 'SLC44A2', 'RPL36', 'TMEM107', 'OR10W1', 'CHN2', 'C19ORF57', 'HSPB6', 'MCRS1', 'SNORA66', 'RPAIN', 'FSCN3', 'C22ORF39', 'PAPOLB', 'KIAA1191', 'MMD', 'LINC00628', 'FAM107A', 'CYP1A1', 'JMJD6', 'CCDC137', 'POLR2A', 'TAOK2', 'SIGLEC12', 'SNORD49B', 'RFPL3', 'TMEM189-UBE2V1', 'PI15', 'OR6K6', 'HAO1', 'ANKRD36', 'RORB', 'PROCR', 'ADGRG5', 'CCL8', 'ZDHHC16', 'GNL3L', 'LRRC14B', 'PIF1', 'DHX33', 'ZBTB38', 'AIFM2', 'NPR2', 'S100A5', 'ZNF20', 'MLH3', 'EBI3', 'SFMBT2', 'RGS9BP', 'STOX2', 'MMACHC', 'OR14A16', 'NACC1', 'APOA4', 'ATM', 'LINC00112', 'SCARNA18', 'ARRB2', 'PAPOLG', 'C1ORF61', 'TAS2R8', 'PTCHD3P1', 'NTN4', 'MTHFSD', 'NR1I2', 'PTPRCAP', 'SATB2-AS1', 'RNF126', 'SMCHD1', 'MYO18A', 'SLC43A1', 'HAO2', 'RDX', 'SNORD23', 'CCDC102A', 'COLEC12', 'DPH3P1', 'UNC5D', 'FZD10', 'SEPN1', 'BMP10', 'STAG3', 'NDUFA1', 'CTH', 'UMPS', 'UGT2B10', 'ART5', 'WASF3', 'TET1', 'APBB1IP', 'ZHX1', 'CNTROB', 'ELF5', 'TRMT13', 'RPL28', 'KIF3B', 'PGA5', 'AS3MT', 'C2ORF57', 'MRPL51', 'TBC1D2', 'MRC1', 'MMS22L', 'WDR5B', 'TRIM6', 'METTL22', 'TONSL', 'OR52A5', 'MND1', 'PROK1', 'NOL11', 'C12ORF4', 'TMEM220', 'METTL24', 'SPC25', 'DNMBP-AS1', 'BLID', 'SMEK3P', 'MUTYH', 'CAPZA2', 'NCOR2', 'EXT2', 'CD47', 'LYL1', 'KLHL4', 'PRIM1', 'ALDH1L2', 'PRPF18', 'VSX1', 'C1ORF162', 'MAP3K10', 'C9ORF72', 'GALNT7', 'DRAP1', 'HKDC1', 'IMMP1L', 'IKZF3', 'IFIT2', 'CD70', 'SMARCA5', 'NKX2-1', 'GTPBP2', 'GEMIN8P4', 'OR51G1', 'SNRPB2', 'CFI', 'SLC39A11', 'BANF1', 'VLDLR', 'MGC16275', 'FBXO24', 'TINF2', 'OSTC', 'TAF13', 'NEUROD1', 'MTNR1A', 'CFAP58', 'CBLB', 'RGL3', 'PIGZ', 'GABPB1', 'FAM45A', 'MMP25', 'DLX6', 'EPHX2', 'FAM160A1', 'SPATC1', 'TWISTNB', 'ZDHHC21', 'SNORD72', 'STK36', 'LOC100129034', 'RNH1', 'BLOC1S3', 'CDK19', 'OR8H2', 'HCN4', 'KRTAP20-4', 'FUT3', 'CLEC1A', 'SDK1', 'WDR18', 'OR6C2', 'SLC17A9', 'MRPL52', 'NINL', 'OR3A3', 'OR6B3', 'IRF8', 'ADGRF4', 'RGS11', 'PEMT', 'FAM127C', 'ZNF43', 'ZMYND19', 'ZNF441', 'FBXO9', 'CDC42EP3', 'GSTA1', 'CGB8', 'LINC00937', 'MIR205HG', 'SLC17A3', 'BTBD2', 'PIP4K2B', 'TPM3P9', 'DENND5B', 'TMEM212', 'SCCPDH', 'LCE4A', 'AKT2', 'FOCAD', 'OPA3', 'OLA1', 'SPIB', 'WDR25', 'MEPE', 'CLDN14', 'PLCL1', 'CACNA1B', 'RGS13', 'GIP', 'SNORD44', 'CALR', 'ECE1', 'RNASE11', 'CRYL1', 'FIP1L1', 'IDE', 'FUT6', 'MRPS9', 'LINC01547', 'WDR27', 'SLC25A35', 'PCDHA8', 'CD200R1L', 'TM9SF1', 'TG', 'P2RY10', 'TRAT1', 'NXF1', 'C20ORF27', 'FAM114A1', 'ZC3H18', 'FAR2', 'BPY2', 'EEF1E1', 'FAM186B', 'TGIF1', 'TMEM63C', 'FAM32A', 'LPAL2', 'SOAT1', 'SNORD115-14', 'MRPL12', 'GIGYF2', 'RBM11', 'EBNA1BP2', 'NANOS1', 'ZFAND6', 'VSIG2', 'RRP1', 'TEX12', 'CDYL2', 'FBN3', 'PSPC1', 'ZNF618', 'SSX5', 'DNTTIP2', 'ST13', 'LINC00410', 'CRISPLD2', 'RHOT2', 'GFPT1', 'QPCTL', 'GOLGA7', 'NKPD1', 'FNDC7', 'C17ORF51', 'GOT1', 'EFR3B', 'FAM181A', 'NPHS2', 'HOXD8', 'TTLL2', 'CBX3', 'PRDX6', 'TEFM', 'FAM69A', 'SCAPER', 'GRK4', 'SDCBP2', 'HLA-J', 'CCL24', 'ZYX', 'RAMP3', 'ITGB3BP', 'CLEC1B', 'HS6ST2', 'GJA10', 'CT45A3', 'ATP5I', 'TMUB1', 'RHBG', 'ARL3', 'NELL2', 'TMEM184A', 'STK39', 'ANKHD1-EIF4EBP3', 'H3F3AP5', 'ZBTB37', 'GBP4', 'SLC6A10P', 'N6AMT2', 'TMEM217', 'VEGFA', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08695701084953744
		RMSE:  1.023008454816054
		NRMSE:  0.1742863272085548
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1111491455026472
		RMSE:  1.1242523174677488
		NRMSE:  0.20280184671833265
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865388
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792788993

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  3.8256553197599033e-13
		NRMSE:  6.517633473192673e-14
		MAPE:  2.9647504000828564e-10
		Pearson Correlation:  0.3418269306452466
		Spearman Correlation:  0.22649687215178912
		Coefficient of Determination:  -8.051090609081019
		RMSE:  3.2086922804578086
		NRMSE:  0.5788102100544428
		MAPE:  1375.4534702243031

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3.968832156858779, tolerance: 0.05179983228777935
  positive)
		Pearson Correlation:  0.9979230616918194
		Spearman Correlation:  0.9940972639102078
		Coefficient of Determination:  0.9958255070009293
		RMSE:  0.0633979051109772
		NRMSE:  0.010800876554334498
		MAPE:  89.82382013288056
		Pearson Correlation:  0.39792640056268536
		Spearman Correlation:  0.27920083691942665
		Coefficient of Determination:  -3.2782490709843577
		RMSE:  2.2060260956609095
		NRMSE:  0.3979410663938433
		MAPE:  757.3440005101208

	Predictor:  RandomForests
		Pearson Correlation:  0.8421378139542376
		Spearman Correlation:  0.6620042935245383
		Coefficient of Determination:  0.701695250746665
		RMSE:  0.5359238970756081
		NRMSE:  0.09130345623721962
		MAPE:  528.0662403750241
		Pearson Correlation:  0.8546508690862087
		Spearman Correlation:  0.7158813764879666
		Coefficient of Determination:  0.7260252226089989
		RMSE:  0.5582553637964076
		NRMSE:  0.1007026776456468
		MAPE:  189.64004204659025

Protein:  ERBB3
x_train_column_count:  247
x_train columns:  ['CCDC105', 'DNAH2', 'LACC1', 'TNNC1', 'GSTM2P1', 'FAM167A-AS1', 'RASSF3', 'TOPBP1', 'DYNLT3', 'FAM74A3', 'ELFN1', 'SMEK3P', 'FMO3', 'NPHS1', 'NOL11', 'MAP2K5', 'BOLA1', 'WFDC13', 'CSRP2', 'BTN2A3P', 'HIST1H3E', 'MEP1B', 'SNRNP200', 'NHLRC1', 'ARRDC5', 'COBL', 'HOGA1', 'IL17C', 'TRABD', 'MAS1', 'METTL3', 'MICAL1', 'CNP', 'CLSTN2', 'INTS4P2', 'MAPK6', 'KIF1BP', 'RAB40A', 'KDM7A', 'CABP4', 'ARC', 'HKDC1', 'RCOR3', 'PTGIR', 'CSMD1', 'GAGE1', 'MYO6', 'SRRD', 'COL6A2', 'RNF31', 'IQCD', 'IPO9', 'AGER', 'CELF1', 'FAM13C', 'PAGE2B', 'CALCB', 'GAS2L1', 'GOSR2', 'TFPT', 'SDC1', 'HLA-DRA', 'VASN', 'PPP1CA', 'CREBBP', 'CECR5-AS1', 'TUBD1', 'TSPAN16', 'PHOX2A', 'ALOX12P2', 'MMADHC', 'ZNRF1', 'SAV1', 'CP', 'KLHDC3', 'RIC1', 'MRGPRD', 'FGFBP3', 'PDZD2', 'SUV420H1', 'VSTM5', 'NEU2', 'WHAMMP3', 'OR56A4', 'ZNF18', 'SCNN1B', 'C9ORF89', 'ZSCAN23', 'MATN2', 'TOX4', 'PAQR8', 'SNORA77', 'PPP1R7', 'LILRA5', 'RMND1', 'KCNK17', 'LRP8', 'OCLM', 'GPR179', 'MBD4', 'BACH1', 'NKX2-8', 'CREB3L2', 'TRMT1L', 'PTGS2', 'TAOK1', 'TRIM61', 'HLF', 'MED6', 'LOC392196', 'NUBPL', 'ERCC3', 'ZNF800', 'STKLD1', 'PFKM', 'KLHDC7B', 'SGIP1', 'TEKT4', 'ATG5', 'PLCXD3', 'ZNF99', 'TMEM255B', 'ARHGEF2', 'EGFEM1P', 'MRPL13', 'QTRTD1', 'MUM1L1', 'ABCB10', 'EPM2AIP1', 'KRT24', 'SUZ12', 'CEP76', 'LYZ', 'ACIN1', 'SELM', 'GPATCH8', 'LOC100132111', 'IPO5', 'CTAG2', 'MTM1', 'LDLR', 'MKKS', 'TMEM200B', 'LMCD1', 'LY6G6C', 'TSTA3', 'ZNF83', 'TDRG1', 'ZNF296', 'GATA3-AS1', 'FGF4', 'GIN1', 'NEIL3', 'FHOD3', 'TADA1', 'KLHL26', 'TMEM53', 'RIPK1', 'CMPK2', 'SH3GLB1', 'DYNLL2', 'C4ORF29', 'ZDHHC6', 'THAP9', 'CLEC12B', 'MCMDC2', 'DEFB105A', 'MC4R', 'LMF1', 'DMXL1', 'MUL1', 'EXOSC1', 'ARMCX1', 'C1QTNF2', 'ZFAND2B', 'ARNTL', 'GLUD1', 'MAP1S', 'NUFIP2', 'PABPC3', 'SPTB', 'NDUFA9', 'SLITRK5', 'GNB4', 'FAM63B', 'LEP', 'PEAR1', 'PXDN', 'NGLY1', 'NLRP12', 'ARFGEF3', 'PLEC', 'TPP1', 'UQCRFS1', 'SYNGR3', 'ATP6AP2', 'PRSS3', 'TWF2', 'CPNE9', 'RTN4R', 'SNORD50A', 'ADORA1', 'TAF10', 'AQP4-AS1', 'CHD8', 'CLEC4A', 'ZNF30', 'OR52H1', 'GDAP1L1', 'KCNJ6', 'AQP12A', 'GHRH', 'HILS1', 'DHH', 'LINC00320', 'TCERG1', 'MYO9B', 'CSN1S2AP', 'PRMT5', 'CACNG1', 'DBI', 'ANKMY2', 'MCOLN3', 'SCARNA15', 'SNORD42B', 'THSD4', 'SKIV2L', 'POP5', 'ABR', 'UNQ6494', 'SDHAF2', 'HOOK3', 'KCNE3', 'S100G', 'CCDC88C', 'RELN', 'SNAI2', 'NKTR', 'ZNF641', 'RPS26P11', 'CDS2', 'ITIH1', 'FAM171B', 'CHD5', 'RLN3', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19951943522205973
		RMSE:  0.4939516163098853
		NRMSE:  0.17910620018705933
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27774471248359456
		RMSE:  0.5592204608326292
		NRMSE:  0.15547938022732444
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  LinearRegression
		Pearson Correlation:  0.7428841326198573
		Spearman Correlation:  0.728540969567521
		Coefficient of Determination:  0.5518768344983578
		RMSE:  0.30191136654957723
		NRMSE:  0.1094726606219935
		MAPE:  220.0666118451172
		Pearson Correlation:  0.19980773440786295
		Spearman Correlation:  0.20228431775957306
		Coefficient of Determination:  -0.47525636447695474
		RMSE:  0.6008896938623312
		NRMSE:  0.1670646260825276
		MAPE:  291.41408323148

	Predictor:  ElasticNet
		Pearson Correlation:  0.7235567200407748
		Spearman Correlation:  0.710501936047964
		Coefficient of Determination:  0.5234183246963744
		RMSE:  0.311350405840548
		NRMSE:  0.11289524373540015
		MAPE:  216.08018423954763
		Pearson Correlation:  0.24656706245705157
		Spearman Correlation:  0.24426489108343
		Coefficient of Determination:  -0.30559859593088756
		RMSE:  0.5652828946699181
		NRMSE:  0.15716491128655538
		MAPE:  281.51364846379533

	Predictor:  RandomForests
		Pearson Correlation:  0.5618744066250835
		Spearman Correlation:  0.5836542231620334
		Coefficient of Determination:  0.30103101496352336
		RMSE:  0.3770593539638106
		NRMSE:  0.13672122107416615
		MAPE:  232.4603571156334
		Pearson Correlation:  0.39351333419360235
		Spearman Correlation:  0.3808136780113289
		Coefficient of Determination:  0.13111312931987895
		RMSE:  0.46115043671866657
		NRMSE:  0.1282130914627557
		MAPE:  159.24309930170756


Fold:  4

Protein:  RB1
x_train_column_count:  371
x_train columns:  ['TBC1D13', 'STX10', 'GPIHBP1', 'RIPPLY1', 'C1QBP', 'C16ORF70', 'DPAGT1', 'SLC25A52', 'CSRNP3', 'SMTN', 'PGM2', 'LIX1', 'GTF3C5', 'NFE2L3P2', 'LOC148413', 'FHIT', 'RNF212', 'LY6G5B', 'MRPL39', 'KLHDC4', 'CEP85L', 'PDHA2', 'GZMA', 'ANXA7', 'PHF21A', 'PDK4', 'YAE1D1', 'SLC27A4', 'CLCN6', 'CEP89', 'TSSC4', 'BTNL9', 'SOGA1', 'GABARAPL3', 'TYK2', 'C4ORF3', 'FAM186B', 'PSMA7', 'GUCY2GP', 'SNORD114-14', 'RNFT1', 'ZNF586', 'LRRC23', 'SNORD115-8', 'EIF4EBP2', 'STK17B', 'MFSD1', 'MTMR14', 'EID2B', 'FBF1', 'FAM19A2', 'BUB1B', 'SMUG1', 'GLT8D1', 'CES4A', 'MPP2', 'BMX', 'LRP1', 'GIMAP5', 'SIX2', 'ITPRIPL2', 'FLJ37201', 'FCRLA', 'SDHAP2', 'PCP4', 'RSL24D1', 'ZNF30', 'CRCP', 'MIR31HG', 'TSR1', 'PPP2R5C', 'OR52B6', 'RSAD2', 'IAH1', 'NUP205', 'CDH2', 'C8ORF74', 'AGPAT5', 'GSTM4', 'SPRR1B', 'PAPSS2', 'ARHGAP11B', 'IMPAD1', 'PIP4K2C', 'FUBP1', 'NCAN', 'OSBPL7', 'DAZAP2', 'LINC00957', 'PIWIL1', 'BRCC3', 'SNORD8', 'TMEM145', 'SLC25A32', 'DES', 'RGN', 'CENPE', 'ZNF675', 'LOC153684', 'HAUS5', 'JMJD1C-AS1', 'DUSP10', 'ZYX', 'SEPT3', 'XKRY2', 'IFI27L2', 'ZFHX3', 'COA7', 'HMGB4', 'CHCHD3', 'OR2W5', 'NCKAP5L', 'ZNF492', 'PRKACB', 'DDX46', 'ZBTB33', 'F8', 'ZNF536', 'TOP3A', 'GLTP', 'KRTAP3-2', 'MKS1', 'ALDH3A2', 'C1S', 'MIS18BP1', 'PDLIM5', 'TOM1', 'TIAF1', 'EBPL', 'ABO', 'LAGE3', 'LY75', 'ERGIC1', 'SERTM1', 'HADHB', 'DGKG', 'SPRR2E', 'ARHGAP5', 'DAGLA', 'PIGZ', 'OR10R2', 'POMGNT2', 'SIX4', 'ASCC2', 'MIR600HG', 'KIAA0907', 'KCNQ5', 'SMIM20', 'ZNF263', 'FARSA', 'NLRP5', 'TMED10P1', 'BRICD5', 'MNT', 'ATG14', 'FAM150B', 'MYRIP', 'SLC17A9', 'NOTCH2', 'C19ORF40', 'RAB11FIP2', 'AREG', 'CIRBP-AS1', 'GRN', 'CLTA', 'CBLN2', 'PCDHA1', 'NRK', 'DHRS12', 'SNORD117', 'TUBA1C', 'ADD2', 'DHX38', 'GIMAP7', 'LONRF2', 'CLTCL1', 'KCNK7', 'AGAP3', 'LRIT1', 'KTI12', 'CITED1', 'CD200R1L', 'SYNPO2', 'THY1', 'GRAPL', 'CHIA', 'KLC1', 'CDK5RAP3', 'C15ORF48', 'EID3', 'ATXN7L1', 'MAFB', 'HOXD13', 'CDC42EP4', 'VMAC', 'CHPT1', 'NPTXR', 'GPATCH2', 'VWA8', 'MDGA2', 'ZAR1', 'HS6ST2', 'ZNF766', 'CACNB1', 'GFI1', 'TINAGL1', 'NKX2-1', 'ANGPTL1', 'KHDC3L', 'KLRC4', 'KIAA0196', 'MAPKBP1', 'FAR2', 'DSPP', 'KDELC2', 'HOXA13', 'AAGAB', 'RHBDF2', 'GMPPB', 'IGFALS', 'EFNA5', 'ZNF692', 'LINC00628', 'CEACAM19', 'TPP1', 'TRIM14', 'SNORD115-39', 'FBXO43', 'ARIH1', 'USP3', 'HMGB3P1', 'MDM4', 'SULT1C2', 'ACSS2', 'NIT2', 'ANKRD30BP2', 'AZI2', 'BTBD19', 'D2HGDH', 'MIEF2', 'DRC7', 'PLBD1', 'PLK5', 'FAM210B', 'MPRIP', 'TMX1', 'LEMD3', 'ASL', 'TOP2B', 'TTC9C', 'ACSL6', 'ITFG1', 'GGT1', 'OR2D3', 'MAML3', 'TRIM29', 'OR1E2', 'STX8', 'CDC26', 'LMCD1', 'STX3', 'OR51M1', 'LINC00696', 'SPAG5', 'MAGI1', 'AP3B2', 'BBOX1', 'CPVL', 'EYS', 'TRIM3', 'EPSTI1', 'SCNM1', 'ZC3H13', 'PRCC', 'PUSL1', 'PRDM13', 'IP6K3', 'ID2', 'AZGP1', 'PLIN4', 'HDDC3', 'SNORD115-25', 'SP110', 'GLIS3-AS1', 'WDR60', 'ZG16B', 'EMB', 'PTPRE', 'LOXL1', 'NUDT16L1', 'DTHD1', 'DACH1', 'ETV1', 'NOXO1', 'TMEM39B', 'ELP2', 'HECW1', 'DPY19L1', 'TPTE2P3', 'PRKCD', 'DEFB125', 'ABCA13', 'CDC14C', 'CSF3', 'TRPC6', 'FABP5P3', 'POMZP3', 'SFXN5', 'RAD50', 'PRAM1', 'POLR2K', 'DHRSX', 'UGT1A9', 'BEAN1', 'MYOT', 'MIR503HG', 'MEIS1', 'ADCY2', 'CFDP1', 'NANOS2', 'TM9SF1', 'OR13J1', 'CERKL', 'AFP', 'GPX3', 'ZNF407', 'RIMS4', 'KIAA0226', 'RNF7', 'LINC00336', 'GPR139', 'DR1', 'DSG1', 'ZNF84', 'ZP3', 'FAM129C', 'LINC00698', 'ALKBH8', 'TCP10', 'TNC', 'RARB', 'A4GALT', 'KLHL42', 'NUP188', 'DUX4L2', 'CEP44', 'OR6V1', 'ADRBK2', 'C20ORF85', 'IFIT1B', 'EOMES', 'IRX2', 'CCSAP', 'RPGRIP1L', 'GBAP1', 'SF3B4', 'ZNF876P', 'GDNF', 'ID1', 'ZNF684', 'SLC13A2', 'PLCL2', 'MMAA', 'CHMP6', 'AMOT', 'WFIKKN2', 'SLC12A3', 'GDF10', 'PLCB1', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0017653619110491459
		RMSE:  0.25173274438657
		NRMSE:  0.09206141909982812
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11040193949010524
		RMSE:  0.1737457828578019
		NRMSE:  0.1664678101960314
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  LinearRegression
		Pearson Correlation:  0.8110362640943771
		Spearman Correlation:  0.7554922018084035
		Coefficient of Determination:  0.6577798216761643
		RMSE:  0.14713280399192613
		NRMSE:  0.053808076357492005
		MAPE:  484.4507024019138
		Pearson Correlation:  0.019690941997920753
		Spearman Correlation:  0.04722004015012656
		Coefficient of Determination:  -11.177993464346509
		RMSE:  0.5753896355578932
		NRMSE:  0.5512873525063171
		MAPE:  598.4390033197151

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.5117436200033616, tolerance: 0.0034032643600116126
  positive)
		Pearson Correlation:  0.7782640295920448
		Spearman Correlation:  0.7185021963798253
		Coefficient of Determination:  0.6050848631023001
		RMSE:  0.1580551295892097
		NRMSE:  0.057802490341285
		MAPE:  535.1545173206894
		Pearson Correlation:  0.043152638167636086
		Spearman Correlation:  0.042352149029289646
		Coefficient of Determination:  -6.963300055061759
		RMSE:  0.46528677269803514
		NRMSE:  0.4457965476354148
		MAPE:  494.4071480237197

	Predictor:  RandomForests
		Pearson Correlation:  0.6018143532709441
		Spearman Correlation:  0.45428668294533703
		Coefficient of Determination:  0.18229705429750775
		RMSE:  0.22743352687859147
		NRMSE:  0.08317492937338776
		MAPE:  141.5611622639285
		Pearson Correlation:  0.14710745957552582
		Spearman Correlation:  0.161555630369456
		Coefficient of Determination:  -0.06661188534749463
		RMSE:  0.1702853850744404
		NRMSE:  0.16315236373207412
		MAPE:  98.07181767126117

Protein:  CDH1
x_train_column_count:  836
x_train columns:  ['TTC22', 'KCNH1', 'TMEM211', 'CATSPERG', 'LPA', 'MFI2', 'FLJ45079', 'LBR', 'CSMD1', 'F12', 'ENOX1', 'SLC7A14', 'ACTR3BP2', 'LIMK1', 'NDUFS6', 'SNORD115-27', 'DGCR6', 'NDUFAF2', 'GCNT4', 'SLC35F5', 'OGN', 'CLEC3B', 'DGKH', 'HOXA5', 'TTC19', 'TMEM130', 'ERMP1', 'SRRM5', 'CHRM3', 'GPR146', 'FRYL', 'TUBB2B', 'NPTX1', 'NR2F1-AS1', 'MPST', 'TTLL13P', 'PRRT2', 'OTUD6A', 'COA4', 'RPL13AP17', 'M6PR', 'TRIM37', 'SNX15', 'TTC31', 'EPHA2', 'RPS4Y1', 'BEAN1', 'CCNB1', 'TACC3', 'EIF3K', 'OR8B2', 'C4ORF33', 'OCRL', 'TRIM52', 'TBCEL', 'DTNBP1', 'TMEM135', 'WDR18', 'H2AFX', 'TMCO4', 'CCNJL', 'CYP46A1', 'CXCL16', 'PILRB', 'GPR87', 'DDX56', 'AOC4P', 'THNSL1', 'CSNK1G2', 'FAM81A', 'KLK10', 'FAM58A', 'IGDCC4', 'SPDYA', 'CC2D2A', 'NEDD4', 'EFCC1', 'ZNF768', 'DEFB114', 'SYBU', 'TLCD1', 'CKS2', 'PSMD4', 'CSRNP1', 'CYTH2', 'WDR83OS', 'CASP3', 'OR6Q1', 'ZNF595', 'MRPS34', 'MRPL23-AS1', 'ZSCAN30', 'PDLIM1', 'PSG9', 'PPP1R2', 'SGPP1', 'PWWP2A', 'MBTPS1', 'SLC50A1', 'SEPT1', 'VCX3A', 'TXNDC9', 'ATRIP', 'TSPYL5', 'ATP6V1B2', 'CNGA3', 'SAR1B', 'NUP54', 'OR2K2', 'DUX4L5', 'SNORA27', 'GFRA1', 'FDPSP2', 'RAB13', 'SEPW1', 'CA14', 'LYPD6B', 'KRTAP20-3', 'TRAM2', 'ZNF697', 'SNORD86', 'CFH', 'TCP10', 'TLE4', 'ACOT2', 'SNORD91A', 'CERKL', 'FGF6', 'CBLN1', 'CWC27', 'B3GNT2', 'CAPN10', 'NGFR', 'SUMF2', 'AFM', 'PNLDC1', 'RPS6KA1', 'SERPINB8', 'KCNE3', 'LOC256880', 'ZFP28', 'NOL4L', 'ATP9A', 'GALNT9', 'PPY', 'ADGRF4', 'DFNA5', 'ZNF283', 'USP6', 'OR10J3', 'LINC00696', 'AMBP', 'FAM65C', 'MLKL', 'WNT11', 'CARKD', 'CLRN1-AS1', 'SH3RF2', 'PCDHGC3', 'ARSJ', 'TARM1', 'MLN', 'DCAF8L2', 'EPO', 'ERICH4', 'EIF3A', 'TUFT1', 'EEF1G', 'RIMBP3C', 'KCNT1', 'ACAD10', 'CHRND', 'BCDIN3D', 'STK10', 'PHOX2B', 'AK3', 'SNAR-A4', 'AGPAT5', 'RHBDF1', 'JMJD1C', 'FGFR1', 'LINC00202-1', 'RPL34-AS1', 'RTL1', 'C2ORF66', 'ZNF136', 'KLLN', 'SAMD4A', 'MRPS36', 'SLC7A5P1', 'GPX7', 'ZNF324B', 'NFKBIA', 'DOHH', 'CSTF2T', 'MAL2', 'C1ORF95', 'FZD8', 'PRTG', 'TIFAB', 'CAMSAP2', 'C19ORF38', 'RAC3', 'SUN3', 'DICER1', 'MS4A8', 'LINC01548', 'UBAP2', 'ZNF221', 'RFX8', 'DNAH3', 'GCOM1', 'SRGAP3', 'CDC14C', 'C11ORF94', 'PSMD8', 'AOX2P', 'TEKT1', 'IL17RE', 'NANOS1', 'CUEDC1', 'GAS6', 'GAMT', 'BTN3A3', 'SNORA2A', 'CCL15', 'ADAMTS12', 'SOGA1', 'DNAH8', 'GRM1', 'OSBP2', 'KIAA1211L', 'D2HGDH', 'ZBTB17', 'SLC6A4', 'EPHX1', 'ZNF133', 'C8G', 'MACF1', 'PTK7', 'HHEX', 'RPL23AP7', 'CHMP2A', 'MATR3', 'FAM101B', 'CXORF49B', 'LYAR', 'ARPC1B', 'KRTAP12-3', 'MTF2', 'MAP3K9', 'ALOXE3', 'RBL2', 'RGS16', 'ZNF562', 'TRADD', 'CDKL4', 'SNORA37', 'FAM199X', 'ADAMTSL4', 'PML', 'CTIF', 'LPIN1', 'TBC1D9', 'SIAH2', 'CREBRF', 'MRGPRG', 'TRPC3', 'TESK2', 'LTB4R2', 'PSMD7', 'PQLC2', 'SNORD10', 'WRAP53', 'LINC00264', 'C1ORF52', 'MFSD6L', 'TMEM132B', 'DPP10', 'ZMAT4', 'PGM2L1', 'AMER3', 'OR2F1', 'ZNF295-AS1', 'RHOD', 'FUT1', 'WDR61', 'HOXD12', 'LCE1B', 'SLC2A9', 'HMBS', 'CDK9', 'PLEKHA1', 'SUGP2', 'UBA52', 'LAPTM5', 'MYH15', 'CD6', 'IL1RN', 'C10ORF10', 'CLN3', 'AANAT', 'CRELD1', 'DNTTIP2', 'CERS1', 'TREM2', 'NASP', 'CACNB3', 'GOLGA3', 'TREML4', 'CDHR1', 'HRAS', 'KHDC1', 'C17ORF49', 'PGLYRP4', 'AP2A2', 'TMEM244', 'GEMIN5', 'TAS1R1', 'FAM168A', 'ADAR', 'IRGM', 'SRPK2', 'GFRAL', 'RILPL1', 'HECTD3', 'SMIM7', 'LRRC20', 'PRKAG1', 'HIBCH', 'CST4', 'ASH1L-AS1', 'FOXO3', 'FERD3L', 'SOHLH1', 'CTBP2', 'PSMG3', 'PEAK1', 'FAM111A', 'IGFL1', 'BARX1', 'EYA4', 'ARFGEF2', 'TNFSF18', 'RAC2', 'ZNF45', 'PSME4', 'CMTM6', 'ARID4A', 'PAX8', 'WNT2', 'RASGRP3', 'SLITRK6', 'LY86-AS1', 'HDAC7', 'C20ORF173', 'KRTAP10-6', 'APBA1', 'DEFB134', 'SMC4', 'PODXL2', 'TRIM17', 'ACOXL', 'TTC14', 'FCRL2', 'DUSP22', 'SLC25A31', 'TXNIP', 'GALNTL6', 'ROS1', 'MYH6', 'SYTL4', 'SNORD12B', 'VPS37B', 'NDUFAF6', 'ARRB2', 'GABARAP', 'POU2F2', 'KIF21A', 'IMPDH2', 'XKR6', 'CCDC88B', 'OR10A6', 'STX7', 'TAF1L', 'ENOSF1', 'PC', 'SPATA20', 'UBA2', 'PAX5', 'CS', 'ZNF525', 'MYOF', 'APBB1', 'CUL4B', 'ADCY5', 'GGH', 'CHD1', 'GRIA1', 'NFKBID', 'GUCA1A', 'GOLGA6L6', 'LINC00926', 'SP140L', 'NKX2-5', 'TSSC4', 'RRNAD1', 'GTF2H2', 'OR7A5', 'XPOT', 'DLGAP4', 'POLG', 'SLC25A13', 'RNF216', 'TIMM13', 'STIM2', 'LRRC15', 'C14ORF39', 'PDCD4-AS1', 'HIST1H3E', 'PPP1R16A', 'DNMBP-AS1', 'MARCKSL1', 'PPP1R12C', 'KRTAP23-1', 'UGT1A1', 'ZNF419', 'TJP2', 'IL34', 'EVI2A', 'CCL3L3', 'AGO2', 'SHISA4', 'STS', 'MGRN1', 'EFNA4', 'PLEKHM1', 'MARCH2', 'OR51G1', 'FUT9', 'NDST2', 'TMEM98', 'ABHD5', 'PARP15', 'P2RX1', 'LMX1B', 'ING3', 'TEAD3', 'EHD4', 'C11ORF95', 'SEC61A1', 'MYC', 'HLA-DRB1', 'ADCY3', 'NAT8B', 'PSEN2', 'TMEM54', 'GJC1', 'NDUFA5', 'LOC100288778', 'NRAS', 'ZNF28', 'RIMBP2', 'FAM107B', 'GPR18', 'MOGS', 'TUBA1A', 'HAPLN4', 'ARX', 'CHRNA2', 'GPKOW', 'TTLL3', 'SCARA5', 'C1ORF123', 'ILK', 'GCNT7', 'PTPRR', 'DAD1', 'NPBWR2', 'INA', 'STAG2', 'ZNF281', 'PI4KA', 'FRAT2', 'GPR135', 'DKFZP434L187', 'SLC7A11', 'RBFOX3', 'REG3A', 'FNBP1', 'STXBP6', 'TIMM22', 'SNX14', 'HIST2H2BF', 'SLC38A7', 'PIK3C2A', 'CENPT', 'AFAP1L2', 'ABTB2', 'NOP9', 'C11ORF70', 'TMEM256', 'SORD', 'CAPN9', 'ASPDH', 'EPS8L3', 'ISYNA1', 'CELF3', 'CYP4F3', 'METTL21A', 'LYSMD4', 'OR6Y1', 'LMNB1', 'P2RX7', 'CCL26', 'CTXN2', 'PRDM16', 'MPPED2', 'AQP7P1', 'TMEM95', 'UGGT2', 'SNX12', 'KATNBL1', 'STX3', 'METTL12', 'AP2B1', 'ALDOB', 'GMPPA', 'GRIA4', 'C1ORF228', 'CYFIP1', 'MFGE8', 'EIF4ENIF1', 'SYMPK', 'FTSJ1', 'LRRC19', 'BGLAP', 'PPFIBP1', 'CCDC134', 'RAMP3', 'MTG1', 'GUCA1B', 'HEBP2', 'MPDZ', 'ZBTB20', 'C3ORF58', 'RPTN', 'VPS4A', 'TMCO1', 'SNX22', 'DPEP2', 'C7ORF43', 'APMAP', 'HLF', 'RUVBL2', 'HNRNPA2B1', 'RBP7', 'CASZ1', 'KRTAP2-1', 'GGA2', 'CCR1', 'ASB4', 'RCC2', 'AGPAT1', 'RBM15B', 'SQSTM1', 'LPO', 'HK1', 'FAM222A', 'ALDH2', 'NPNT', 'COG4', 'FRMD7', 'ULK4P2', 'CDC23', 'APOC2', 'PRG2', 'ZSCAN12', 'KLHL24', 'FLOT1', 'FAM180B', 'COA3', 'DNAJC30', 'LRRC58', 'PMF1', 'ZNF343', 'KLHL36', 'COQ2', 'HSPE1', 'SLC48A1', 'SLC22A23', 'PACS2', 'LPAR5', 'IFI30', 'SERTAD3', 'CPS1', 'SNORD15B', 'MGMT', 'LINC00161', 'ACY1', 'TPTE2P6', 'FLG2', 'SEC24B', 'MARC1', 'OR5AP2', 'ADIPOR1', 'ATF6B', 'PCDHA13', 'LIPE', 'MYH10', 'OR1J2', 'COL6A5', 'EXOSC7', 'ETFB', 'YARS2', 'TAOK3', 'EXOC3-AS1', 'ACTR1B', 'SUPT7L', 'MRPL43', 'ZNF513', 'UBE2Q1', 'PRKAB1', 'NAIF1', 'HERC3', 'PMEL', 'GPR180', 'DALRD3', 'LY86', 'STARD10', 'CYTH4', 'LOC115110', 'ELK4', 'SORT1', 'NINL', 'CEP170P1', 'KCNN4', 'AP1M2', 'NT5DC1', 'FOXL2NB', 'LINC00623', 'POLR3A', 'TICAM2', 'CECR5', 'SELM', 'MLH1', 'DPH5', 'C6ORF10', 'PART1', 'CYB561', 'DYNC1I1', 'OR5A1', 'SNORD116-20', 'ZDHHC8P1', 'ZNF493', 'WNT1', 'CCNT2', 'ANO1', 'RBM25', 'ZC4H2', 'ZNF879', 'SARDH', 'LINC00661', 'GPR149', 'PRAMEF10', 'ZNF296', 'ZCCHC24', 'MTHFSD', 'GPATCH3', 'ALG1L', 'TXLNB', 'USP9X', 'KPNA5', 'FAM195B', 'TBX4', 'OR10J1', 'SLC47A1', 'TLK1', 'ARHGDIA', 'RNF113A', 'DOCK1', 'XKRY2', 'ZNF737', 'WDR37', 'WDR81', 'TECTA', 'RWDD2B', 'GYS2', 'PPP1R32', 'GDF11', 'GRB14', 'U2AF1L4', 'VPS41', 'CAPN12', 'DENND6B', 'RFTN2', 'SNORD115-7', 'C6ORF47', 'CCDC126', 'TOMM70A', 'PDZK1IP1', 'PCDH19', 'CHST6', 'NAA15', 'HR', 'PDDC1', 'FAM216A', 'DCBLD1', 'NUTM2F', 'BDKRB1', 'AGGF1', 'ARSE', 'REEP1', 'FAM26E', 'LRIG3', 'BTG2', 'CCDC116', 'CEP170', 'C1GALT1', 'HSFY2', 'TMOD2', 'GSG1', 'HIF3A', 'SNRNP70', 'HIST2H2AC', 'FGF1', 'ETNPPL', 'IPCEF1', 'C17ORF62', 'DCAF16', 'LRRFIP1', 'SLC35F1', 'OR2V2', 'IFNGR2', 'OGG1', 'AFAP1L1', 'RBM39', 'CCNI2', 'OR5C1', 'ALKBH1', 'PNMA3', 'CEP126', 'PCDHGA5', 'NPTX2', 'PROP1', 'PCDHA11', 'GRIK1-AS1', 'IFNA17', 'RMDN3', 'CENPI', 'ZMAT5', 'PPP3CA', 'RRBP1', 'SGCB', 'ZBTB41', 'PYGL', 'MS4A12', 'LIME1', 'PKD1L2', 'GTF3C4', 'CTDP1', 'LINC00092', 'TSG101', 'FMO5', 'FCHO1', 'LOXL3', 'OLMALINC', 'CNNM2', 'PUF60', 'XK', 'IL2RA', 'ZMAT2', 'C16ORF92', 'POLR3B', 'PSAT1', 'CDKN1C', 'NUDT16P1', 'GAS5', 'AIDA', 'KRTAP19-4', 'LOC100132287', 'TBC1D2B', 'CD46', 'TMEM18', 'GHSR', 'RGS8', 'AGL', 'PEMT', 'PPCDC', 'PVRL3', 'KCNK10', 'HNRNPDL', 'APP', 'FBXO28', 'TMEM194A', 'CCDC58', 'TTC36', 'ZDHHC11', 'GRHL2', 'ZNF831', 'TMEM99', 'SQLE', 'GALE', 'SERP1', 'CBX2', 'RTN4', 'GUSB', 'ELMO2', 'USP8', 'SNORD11', 'HAUS2', 'PLA2G2F', 'INS', 'GRIK4', 'SYT12', 'KLRC4', 'SYCP1', 'MUC13', 'LAMB3', 'ZNF836', 'PXDC1', 'AP3M1', 'SSTR2', 'TRIM27', 'ARRDC4', 'GLRA3', 'SCUBE3', 'SLC25A32', 'XKRY', 'TMEM97', 'SNORD60', 'TK1', 'TEX35', 'KRI1', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1648542010437435
		RMSE:  1.2077311247232185
		NRMSE:  0.19230774891296748
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01787767410405383
		RMSE:  1.1768276141426715
		NRMSE:  0.21349508619837296
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.119011303751291
		NRMSE:  0.17818083878718685
		MAPE:  552.7314487209006
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06543533401046742
		RMSE:  1.204005869039757
		NRMSE:  0.21842565020132743
		MAPE:  371.74257556440244

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.1127579871326535e-14
		NRMSE:  3.3641571719573473e-15
		MAPE:  1.158554467120182e-11
		Pearson Correlation:  0.17244646084479748
		Spearman Correlation:  0.15833863265127995
		Coefficient of Determination:  -6.887647074884101
		RMSE:  3.2759615159168503
		NRMSE:  0.5943110765060865
		MAPE:  1496.7121877193915

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.17375491584027, tolerance: 0.06736762282826622
  positive)
		Pearson Correlation:  0.9998816841407108
		Spearman Correlation:  0.9996885185206448
		Coefficient of Determination:  0.9997527547246675
		RMSE:  0.01759537285758852
		NRMSE:  0.002801721737777223
		MAPE:  9.065754914213404
		Pearson Correlation:  0.18082753706293786
		Spearman Correlation:  0.17656828638761082
		Coefficient of Determination:  -6.562048996942878
		RMSE:  3.2076339364674733
		NRMSE:  0.5819153761596955
		MAPE:  1411.2978984149509

	Predictor:  RandomForests
		Pearson Correlation:  0.7537436268568755
		Spearman Correlation:  0.7428295020816311
		Coefficient of Determination:  0.5623623627105365
		RMSE:  0.740272823268107
		NRMSE:  0.11787408414829255
		MAPE:  215.2464759581902
		Pearson Correlation:  0.7542597026278476
		Spearman Correlation:  0.4102071098143369
		Coefficient of Determination:  0.5020949092432978
		RMSE:  0.8230729698780344
		NRMSE:  0.14931841549255004
		MAPE:  144.20317688858216

Protein:  CDH2
x_train_column_count:  474
x_train columns:  ['PWRN2', 'PHLDB3', 'ISCA1P1', 'SORL1', 'HMGXB3', 'B4GALT7', 'ZUFSP', 'IFITM5', 'CACFD1', 'WDFY3', 'TRRAP', 'IKZF2', 'PTPRA', 'LRRC16B', 'FRZB', 'HRK', 'DUOX1', 'CENPF', 'FAM175A', 'ARMCX6', 'SBF1', 'CD164', 'CAPS', 'ACAD9', 'SEC14L4', 'CRX', 'FOXP4', 'PIGB', 'GBA2', 'CST9', 'TRAF6', 'CXCL9', 'PAGE3', 'UTP20', 'TMEM9', 'MROH2B', 'SNORD115-3', 'HIST1H3A', 'OR5J2', 'ZAR1', 'RBPMS', 'PLD1', 'PHKA2', 'BAALC', 'EDN3', 'LAMA1', 'CADM1', 'RPF2', 'CSF1R', 'TM4SF5', 'HNRNPA3P1', 'OR13J1', 'IL5', 'LOC613037', 'FGFRL1', 'RBFOX2', 'ZC3H14', 'B3GALNT1', 'CLIP3', 'ANKRD23', 'SORCS1', 'SNORD35A', 'CASC3', 'AKR1C4', 'AKIRIN2', 'STEAP2', 'ZBTB44', 'ARPP19', 'DHRS9', 'CYSLTR2', 'UROC1', 'SARNP', 'ITPR3', 'CMTM3', 'PLA1A', 'FAM175B', 'C8G', 'PROKR2', 'ARHGAP17', 'C3ORF36', 'MYADM', 'FAM47A', 'PHAX', 'ANXA4', 'PDE2A', 'LINC01020', 'SGK223', 'FZD3', 'POFUT2', 'SNORD17', 'LINC00628', 'CLK2P1', 'NANP', 'BUB1', 'CASR', 'ZNF519', 'SLC23A3', 'ZDHHC11', 'GREB1', 'SLC6A20', 'SPATA2', 'HIST2H4A', 'PPP2R5B', 'DYNC2LI1', 'PLXNB2', 'HBD', 'CLDN23', 'ZBTB1', 'PPP6R2', 'UGT1A1', 'DCDC1', 'SP7', 'ARMC1', 'RNF220', 'C6ORF106', 'GMNN', 'OR2T10', 'CTR9', 'SYT9', 'MGC16275', 'CRYAA', 'CCL15', 'ELOVL7', 'RPL8', 'OXCT2', 'CRYZ', 'MFSD10', 'BEX4', 'OR10C1', 'NFE2L3P2', 'LOC728392', 'SV2A', 'PRDM6', 'IRX4', 'SLC2A6', 'ZNF444', 'GNRHR', 'MORC4', 'TUBB1', 'CREB1', 'C11ORF95', 'THEMIS2', 'LINC00882', 'DKFZP434L192', 'TUT1', 'ACSS2', 'TMEM256', 'MAGEB6', 'ZNF599', 'MYLK4', 'SYCE2', 'EOGT', 'LIF', 'SLC35G5', 'NDOR1', 'AKAP5', 'KIAA0930', 'SCUBE3', 'PRRC1', 'PCF11', 'HOXA11', 'LOC391322', 'GABARAPL1', 'CKLF', 'RNF138', 'SDK2', 'CYP2S1', 'C9ORF69', 'UCA1', 'GGT8P', 'CHPF2', 'THNSL2', 'FLRT3', 'RRAGB', 'IKZF5', 'KLHL5', 'C1ORF122', 'RPS7', 'XRCC2', 'GLUD2', 'KLLN', 'MOG', 'FAM150A', 'CCDC7', 'SNORD94', 'EFNA4', 'OR1E2', 'LYNX1', 'LINC00894', 'RFTN1', 'VWDE', 'FBXO2', 'TEX37', 'RNASE13', 'KPNA1', 'ZFYVE16', 'KLHL22', 'UCK1', 'ALDH7A1', 'ANO1', 'IRF4', 'ERCC6', 'MUCL1', 'PIM1', 'LETM2', 'ZNF93', 'MAN1C1', 'VPS37A', 'PRSS21', 'RNF166', 'FNTB', 'ABCA4', 'GDPD1', 'GMCL1P1', 'HIST1H2BN', 'AHCTF1', 'TSPYL4', 'RPLP0P2', 'ZNF837', 'RGS10', 'ITGAV', 'TMPRSS3', 'PAM', 'CENPN', 'THG1L', 'KCNQ2', 'COL3A1', 'WFDC6', 'ARMCX1', 'EHHADH', 'SLC25A45', 'CYP4F12', 'HBS1L', 'BANP', 'ATP13A5', 'ZNF71', 'CLEC19A', 'TTTY14', 'PHRF1', 'CUTC', 'FAM170B', 'HPVC1', 'SNORA11C', 'MMP2', 'NMU', 'ZNF576', 'SUSD6', 'IL22RA1', 'COL4A4', 'PHF1', 'DEFB1', 'TMEM105', 'SOHLH2', 'LOC100270804', 'FITM2', 'RPS6KC1', 'CSN1S1', 'FAM71F1', 'SNAR-C2', 'MYO18B', 'MYT1L', 'NINJ1', 'MESP2', 'TMEM254-AS1', 'ST6GAL1', 'FAM57B', 'MRM1', 'UBAP2', 'NEURL3', 'C12ORF50', 'PRR22', 'CAST', 'CXCL10', 'PREX1', 'LRRC8A', 'DIO1', 'DDB1', 'IL5RA', 'TRPM6', 'TSPAN14', 'SNORD96A', 'EP300', 'SNORD4A', 'GNGT1', 'NDUFAF7', 'GPRC5B', 'OR13C9', 'DNASE1L2', 'CHSY3', 'KRBOX4', 'SAMD9L', 'CAPN2', 'RYR1', 'LAMA4', 'MGC15885', 'GLYAT', 'OCIAD2', 'TRDN', 'GPR4', 'CCDC113', 'CYP26C1', 'HAPLN4', 'TTLL12', 'ZBTB40', 'B3GNT7', 'APOA4', 'DDX27', 'AGPAT6', 'TRMT10A', 'SMC3', 'BCAP31', 'MAGEC1', 'KIAA1217', 'UXT-AS1', 'LRRC61', 'PPM1G', 'RAD54L2', 'LIPE', 'DUSP11', 'PPP1R26', 'ARPC5L', 'MPP6', 'IGSF11', 'TRIM58', 'RAF1', 'SUSD3', 'TPH2', 'BMX', 'HAUS3', 'ABCB10', 'ABHD8', 'SNORD27', 'CGNL1', 'C1QL4', 'HOXB2', 'DNASE1', 'TBX4', 'TRIM50', 'DPP3', 'SLC6A15', 'ARHGAP4', 'PTBP1', 'POTED', 'MAP3K9', 'HSF1', 'EMC1', 'TSPO2', 'OR5B3', 'NUDCD3', 'RRM2', 'PDSS2', 'WFDC11', 'TUBB7P', 'C10ORF32', 'RPL32P3', 'TUBGCP5', 'PRY2', 'TMEM133', 'EXOC6B', 'SARDH', 'ACTA1', 'LOC285627', 'VWA2', 'RPE', 'HEATR6', 'ZFP36L2', 'DUSP23', 'ELMO2', 'DTHD1', 'PEX5L', 'IRX2', 'STMN3', 'ECT2L', 'MSL1', 'UHRF2', 'RPL14', 'SLC17A4', 'EPHX1', 'CRISPLD1', 'SLURP1', 'LSM2', 'HDAC11', 'CACNB2', 'CRMP1', 'KIF20B', 'UBE4A', 'POU2AF1', 'GALNT11', 'SPRED2', 'SARS2', 'PANK3', 'RGPD8', 'PNN', 'STARD7', 'SF3B2', 'ENTHD2', 'CLEC4M', 'NSFL1C', 'ZBTB25', 'ACAD10', 'DHRS12', 'HM13', 'LAMB2P1', 'MOV10L1', 'TMEM167A', 'ADCY6', 'PACSIN1', 'DIRC1', 'PAQR3', 'PTPRC', 'WNT5B', 'KCTD9', 'PNMAL1', 'CYP4A11', 'SEC1P', 'ZNF606', 'KCNA10', 'LGMN', 'CA13', 'BRD7', 'WTIP', 'TTTY15', 'GOPC', 'NOTO', 'LOC392196', 'HBZ', 'NEDD8', 'SCARB1', 'CTDNEP1', 'PHF10', 'HDHD3', 'ANKRD20A9P', 'TIMM17B', 'DDAH2', 'SPAG5', 'TMPPE', 'CCNI', 'GLYR1', 'OR4D6', 'ADGB', 'RAD23A', 'FBXO5', 'PSMB7', 'FGF2', 'ADAM7', 'ADRBK1', 'TRUB1', 'ZMYM2', 'PKIG', 'PPP1R12B', 'HEXDC', 'ABHD2', 'RAMP2', 'HLA-DMA', 'OR8K1', 'SART1', 'ERH', 'KRT6A', 'MFSD6L', 'KIAA1467', 'EDNRA', 'DOCK4', 'STAMBP', 'C4BPA', 'STRC', 'PIWIL2', 'RHOJ', 'WRB', 'TNRC6C', 'DHX33', 'LMO3', 'GIMAP5', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011628294333081435
		RMSE:  0.38156283556505555
		NRMSE:  0.1382574228440668
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.013534078125908788
		RMSE:  0.33551468363995024
		NRMSE:  0.17308132332546644
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  LinearRegression
		Pearson Correlation:  0.935405669804358
		Spearman Correlation:  0.9196240344203293
		Coefficient of Determination:  0.8749837671021398
		RMSE:  0.1341339728182455
		NRMSE:  0.04860278745497699
		MAPE:  1733.4419505123794
		Pearson Correlation:  -0.016233385321957602
		Spearman Correlation:  0.00509482661878577
		Coefficient of Determination:  -20.536255070829192
		RMSE:  1.5465980096896992
		NRMSE:  0.7978405811201039
		MAPE:  2217.736574673468

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.818610783076327, tolerance: 0.007742718020581794
  positive)
		Pearson Correlation:  0.8872336342939531
		Spearman Correlation:  0.8753117439991928
		Coefficient of Determination:  0.786510146783505
		RMSE:  0.17528477804617654
		NRMSE:  0.06351357998629485
		MAPE:  1018.2347334339271
		Pearson Correlation:  0.04992475597577793
		Spearman Correlation:  0.05084103293058517
		Coefficient of Determination:  -6.560187062553474
		RMSE:  0.9163441772198351
		NRMSE:  0.47271273225405214
		MAPE:  995.9664701278642

	Predictor:  RandomForests
		Pearson Correlation:  0.5848335354634439
		Spearman Correlation:  0.5265253534447254
		Coefficient of Determination:  0.1980887574229807
		RMSE:  0.33971813783616867
		NRMSE:  0.12309520176685582
		MAPE:  977.511095045385
		Pearson Correlation:  0.09374501030990562
		Spearman Correlation:  0.08358458334891956
		Coefficient of Determination:  -0.05392543456392884
		RMSE:  0.34213483639587855
		NRMSE:  0.17649644896820113
		MAPE:  151.40345466785865

Protein:  CDH3
x_train_column_count:  75
x_train columns:  ['GPR88', 'FUT9', 'NDUFB2-AS1', 'KLHL9', 'PSMA7', 'SERPINA3', 'RBM4', 'ENPP6', 'ETV6', 'CSK', 'ANKRD17', 'GALNT12', 'UBR4', 'COL13A1', 'ARHGAP30', 'CRP', 'ZNF425', 'RPS27A', 'TISP43', 'HOXB2', 'RAPGEF5', 'MNAT1', 'DHRS4-AS1', 'SLC25A21', 'SFXN3', 'SLC5A12', 'FAM95B1', 'EPHA2', 'AGAP3', 'CCDC36', 'HKDC1', 'HIST2H3C', 'XKR8', 'C12ORF50', 'SERP1', 'STARD13', 'CCSER1', 'OCEL1', 'TSPAN6', 'KIAA0319', 'FAM92B', 'RPL37', 'TOP3A', 'PIAS2', 'KRTAP10-2', 'BRAF', 'LEAP2', 'SAMSN1', 'COL6A6', 'ANP32B', 'PPP3R1', 'SNORD15A', 'ZNF510', 'THEM4', 'VTRNA1-3', 'CPA6', 'SNORD115-3', 'MND1', 'MAN1A2', 'SNORD19B', 'EGFL7', 'DDX21', 'FOXA1', 'MRPL30', 'SPATA31D1', 'SERTM1', 'UOX', 'HIST1H2BJ', 'CALB1', 'TCIRG1', 'COL8A1', 'LOC401010', 'C10ORF35', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006306553616452382
		RMSE:  0.206558346691537
		NRMSE:  0.1472115018398285
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056823148221427866
		RMSE:  0.21361844422784051
		NRMSE:  0.19012980777528213
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  LinearRegression
		Pearson Correlation:  0.5340562685612661
		Spearman Correlation:  0.526994471781488
		Coefficient of Determination:  0.28521609798958314
		RMSE:  0.17408645425158795
		NRMSE:  0.12406919783598781
		MAPE:  428.917678351996
		Pearson Correlation:  0.3335539050457758
		Spearman Correlation:  0.35121385553435835
		Coefficient of Determination:  0.05971939944625593
		RMSE:  0.20149595267263054
		NRMSE:  0.17934025728735115
		MAPE:  2294.0678751590945

	Predictor:  ElasticNet
		Pearson Correlation:  0.5307102575903364
		Spearman Correlation:  0.5237006821614199
		Coefficient of Determination:  0.28163266232660733
		RMSE:  0.1745222836678456
		NRMSE:  0.12437980790786779
		MAPE:  439.2541396261673
		Pearson Correlation:  0.3289000756861343
		Spearman Correlation:  0.3480018454095438
		Coefficient of Determination:  0.05784460111521128
		RMSE:  0.20169673112096478
		NRMSE:  0.17951895893422998
		MAPE:  2365.015577693094

	Predictor:  RandomForests
		Pearson Correlation:  0.554271694694296
		Spearman Correlation:  0.5458963199717898
		Coefficient of Determination:  0.259313727931598
		RMSE:  0.17721266062892266
		NRMSE:  0.126297205288797
		MAPE:  401.1157082162466
		Pearson Correlation:  0.427751829830294
		Spearman Correlation:  0.35996708188381404
		Coefficient of Determination:  0.11874796440456314
		RMSE:  0.19506872965426603
		NRMSE:  0.17361974620775938
		MAPE:  538.6004440249696

Protein:  PTEN
x_train_column_count:  886
x_train columns:  ['MRPL19', 'ZNF696', 'AOX2P', 'ADGRG4', 'CDR2', 'FAM78A', 'FAM200A', 'KIN', 'BAP1', 'RC3H1', 'SPAG8', 'HDAC10', 'MICAL1', 'OR2F2', 'RPS4X', 'PDZK1', 'FGF3', 'KCNAB1', 'G0S2', 'ST3GAL2', 'FBXO7', 'GOLGA2P10', 'SNHG8', 'KRTAP21-2', 'ENDOG', 'HEMGN', 'UGT1A4', 'KCNMB3', 'IFNA21', 'BRD1', 'RFPL2', 'GGNBP2', 'WDR90', 'SNORD110', 'CDH23', 'DOCK11', 'ATP13A1', 'AFM', 'AGRN', 'SERAC1', 'PAX9', 'ZNF57', 'KRT74', 'KCNS1', 'PAIP2B', 'FUK', 'UBE2J1', 'ACSF2', 'CHMP4B', 'OR5R1', 'RTL1', 'FAM45A', 'C10ORF76', 'ZIC1', 'SNAI3', 'CAMKMT', 'MAG', 'ZNF467', 'HECTD3', 'MAT2A', 'SWT1', 'PIDD1', 'GUCY1B3', 'TREM2', 'NACAD', 'PTGER4P2-CDK2AP2P2', 'HAUS8', 'ZC3H10', 'SLC9C2', 'NR2E1', 'PLSCR2', 'CLVS1', 'UBB', 'SNAR-A3', 'CREBBP', 'SRP68', 'ADGRA2', 'CD109', 'FAM155B', 'CUL7', 'ATAD3A', 'MGMT', 'MAGEB10', 'HPCA', 'ALS2CR12', 'SAR1B', 'CRYBA1', 'ZNF692', 'ENOX2', 'ABCC3', 'TCEAL4', 'TMEM260', 'LRRD1', 'NHSL2', 'KLHL17', 'SLC17A9', 'LIN9', 'ABCF1', 'PAX4', 'ACE', 'GSPT2', 'SPDYE7P', 'SLC41A1', 'SCAND1', 'SNX11', 'SNORA19', 'GEMIN7', 'MRPL48', 'DMTN', 'MYO1G', 'FOXB2', 'GRXCR1', 'OR5AP2', 'TGM6', 'BAG3', 'TRIML2', 'FLJ23867', 'ZC4H2', 'PLGLB2', 'HERC4', 'RAB3B', 'R3HDM2', 'CECR5-AS1', 'DRD2', 'DNAJB3', 'LINC00158', 'SYNPO2L', 'COBL', 'BCL11B', 'CHD4', 'NEDD4L', 'RRN3P3', 'PDE4D', 'SLC51A', 'MALSU1', 'DHX16', 'LIG4', 'KRTAP5-4', 'KIAA0355', 'EIF1B', 'TBC1D17', 'SALL2', 'MRGPRG', 'LOC90768', 'PUS7', 'TFAP2E', 'PADI3', 'ZNF71', 'KRT15', 'FBLL1', 'OR2M3', 'VAMP3', 'TTTY5', 'IGIP', 'DAND5', 'RAB3A', 'ZNF625', 'CCDC91', 'ZNF766', 'RHPN1', 'ZBTB44', 'MROH9', 'GRIP2', 'KRT33A', 'ANPEP', 'NRSN1', 'TNS2', 'USP34', 'PSG1', 'FKBP9P1', 'ATP11C', 'LOC388955', 'KANSL1', 'DDX11', 'FAM89A', 'SNORA77', 'BTN3A2', 'KCNMB4', 'ODC1', 'PEX26', 'MSMP', 'KATNA1', 'SUPT5H', 'OGFOD3', 'HIGD2B', 'INIP', 'ARPC5L', 'BET1L', 'GABRG3', 'STX5', 'OR4N3P', 'MPP6', 'CDC25C', 'KRTAP23-1', 'SNORD114-22', 'PPFIBP1', 'CEP295', 'OR51A4', 'SNORA59B', 'FAM124B', 'SHARPIN', 'DUPD1', 'CNFN', 'SGK494', 'SNORD20', 'STAM2', 'MRPS11', 'PCSK4', 'PECR', 'FUCA2', 'SIGLECL1', 'C17ORF89', 'UTP15', 'STRADA', 'ANKRD7', 'TTTY2', 'BIRC5', 'MUC2', 'TRAP1', 'DNM2', 'CD14', 'ZFYVE26', 'PLCXD3', 'LRRTM1', 'MST1R', 'HSD17B6', 'TERT', 'NFIA', 'ARMCX6', 'GABRA6', 'C9ORF16', 'SPANXN1', 'OR8D1', 'FBXO34', 'PZP', 'TIAF1', 'IRX3', 'C4ORF36', 'ZNF843', 'NUMB', 'FDPSP2', 'PFN3', 'TSPAN1', 'RAB4A', 'EIF1AX', 'NFKBIE', 'GNAL', 'TRIM72', 'POU2AF1', 'NOMO1', 'PKD1L1', 'ORC3', 'FGF9', 'PGRMC1', 'PTPN11', 'LVRN', 'C1QB', 'CBFA2T2', 'ERVFRD-1', 'POGZ', 'DOK5', 'XPO5', 'GNA13', 'ATP6AP1', 'IQCF3', 'JAK3', 'MT1DP', 'RAB8A', 'BCAR3', 'ALG11', 'ABCC12', 'BLOC1S4', 'CDC20', 'SLC35D2', 'ARMC2', 'OPA1', 'PLEKHJ1', 'ELMOD3', 'SNORD115-38', 'KCTD9', 'ZNF470', 'RNF166', 'GMNC', 'UNC119B', 'TIFA', 'MUC20', 'TMED8', 'HMGB3', 'TMEM169', 'LSM6', 'FFAR3', 'KRT37', 'ANKRD12', 'HSDL2', 'C2CD5', 'DESI2', 'KLK12', 'SOD1', 'PARVA', 'NDC80', 'SGPP1', 'GNPDA2', 'YBEY', 'GSDMA', 'CTSL3P', 'CLDN10', 'ZDHHC5', 'OR6K6', 'PNLDC1', 'WRNIP1', 'RCN3', 'SPATC1', 'RPL31', 'KCND1', 'CASP7', 'COL9A1', 'FABP12', 'CD84', 'METTL9', 'A1BG-AS1', 'SRPX', 'FBXO6', 'PROSER1', 'ATM', 'MC4R', 'CDCP2', 'ETV1', 'IL16', 'PDCL', 'PLEKHG4B', 'STYXL1', 'TMEM184C', 'FAM131B', 'ARSB', 'BST2', 'PNMAL2', 'RIMS2', 'LCA5L', 'SNORD22', 'C1ORF159', 'EME1', 'LZTS3', 'XPOT', 'OSBPL9', 'CTNNB1', 'APOL5', 'ACTN1', 'PPP2R5D', 'SNORD114-25', 'MUC16', 'SNORD50A', 'VTI1B', 'PRRT2', 'ZBTB22', 'LMNB1', 'FOXJ3', 'FKBP4', 'CALML3', 'MMP1', 'CLPP', 'KIAA0930', 'GGA1', 'TBC1D15', 'KIF1B', 'ADGRA1', 'SNORA30', 'EHD3', 'SERTAD1', 'ALPI', 'CHCHD4', 'TOMM7', 'DDB1', 'RNF40', 'PSMG1', 'SNORA47', 'SEC24C', 'ALDH1B1', 'NSUN4', 'SGPL1', 'CPNE7', 'PLA2G1B', 'LOC100240735', 'C5AR2', 'GPR176', 'C1ORF229', 'GARNL3', 'SPOP', 'LRRC16A', 'IL31RA', 'RTBDN', 'CXCL14', 'MDC1', 'ADGRL2', 'FEZ1', 'CAMKK1', 'NDUFS4', 'PHLDA3', 'LY6D', 'GLS2', 'SCN11A', 'CTNNA1', 'RGS2', 'MAP1A', 'RAPGEF3', 'CFHR2', 'LRRC4', 'ATP10B', 'RPS19', 'SLC25A37', 'LCMT2', 'CLDN14', 'FEM1B', 'SMC4', 'CSDC2', 'YIPF4', 'SLPI', 'ZNF833P', 'DIRC1', 'TP53I11', 'C5ORF58', 'PRSS1', 'BOD1L1', 'SF3B4', 'C2CD4D', 'LOC646471', 'CDS2', 'MRPS16', 'CCDC176', 'FAM160A1', 'IMPAD1', 'GNAI2', 'DHRS7B', 'PIGC', 'NCOA2', 'DTX3', 'ZFYVE28', 'NOL3', 'CDC42SE1', 'CA5BP1', 'SPG11', 'DEC1', 'CST7', 'KLHL38', 'TENM1', 'PLCB4', 'CACNA1G', 'MARCH2', 'ERC1', 'PRSS12', 'VPRBP', 'ANKMY2', 'POM121L9P', 'FAM196B', 'WNT8B', 'GOLPH3', 'KIR2DS4', 'GTF3C6', 'ZKSCAN8', 'LAMTOR4', 'KIFC3', 'ADAMTS4', 'BHMT2', 'SNORD9', 'ZCCHC8', 'ABCB1', 'GCNT2', 'ADAM33', 'GNG5', 'SNORD43', 'IKBKB', 'HIST1H2BM', 'DCUN1D2', 'MESTIT1', 'VWA1', 'CRIP2', 'PPP1R1C', 'IGLL1', 'TIE1', 'TMA7', 'MTERF3', 'ISCA2', 'NUCB2', 'IL7R', 'PPP2R3C', 'GOLGA8CP', 'CTTN', 'CRTC3', 'ZFAND3', 'CXCL10', 'SHMT2', 'PARD6A', 'OSBPL7', 'PDCD5', 'NBPF3', 'CDKN2D', 'CWH43', 'KIF27', 'LONRF3', 'C9ORF3', 'SLC35G2', 'RPS27A', 'RMDN3', 'SCARNA10', 'VBP1', 'ARRB1', 'NAP1L6', 'RNF115', 'DDX25', 'GPR89A', 'SLC25A26', 'MAP3K6', 'CD82', 'SCARNA23', 'GRPEL2', 'RPL29P2', 'SMR3B', 'DHRSX', 'KRTAP5-2', 'RGS17', 'TSPAN9', 'AHNAK', 'EXOC5', 'DGAT2', 'OLFML2B', 'COG4', 'ANK3', 'RSPO4', 'REM1', 'COX6B2', 'LAG3', 'KDELR2', 'NIPBL', 'PNRC2', 'NUMBL', 'GOT1L1', 'PLIN4', 'EMID1', 'ADAL', 'SPPL2A', 'TMBIM1', 'RAB1A', 'CCDC101', 'GLT6D1', 'HSP90AA1', 'INHBA', 'PCNAP1', 'GSPT1', 'PSAT1', 'NUP210', 'PMS2P1', 'CTXN1', 'DHFRL1', 'CACNA1F', 'N6AMT1', 'PVRL1', 'ARPC1A', 'ADGRG5', 'NGFR', 'SSBP1', 'ZBED1', 'C5ORF51', 'FAM212A', 'FZD6', 'ZNF208', 'PHLDA2', 'LIMK2', 'ALX1', 'RNASE4', 'ARHGAP24', 'C2ORF71', 'FBXO46', 'G6PC2', 'ASMTL-AS1', 'DPY19L2P4', 'DEFB116', 'STAG3L1', 'CCDC154', 'C14ORF169', 'BRICD5', 'OR52A1', 'SNORD116-15', 'UNC5A', 'VHLL', 'PANX2', 'ANGPT2', 'CORO2B', 'SPRR2G', 'LRP5', 'ZNF567', 'C9ORF139', 'DIRC2', 'GTF2IRD1', 'ELN', 'FCGR1A', 'TMEM100', 'HRK', 'PRSS48', 'CR2', 'PRSS8', 'S100PBP', 'DAPL1', 'CSTB', 'NANOS3', 'PALM', 'TEP1', 'MEX3B', 'MLST8', 'BDH2', 'MTX1', 'CD36', 'TINAG', 'PQLC2', 'MAOB', 'MAGEE1', 'ACTRT1', 'RGL4', 'LRRK1', 'PCDH20', 'SNORA41', 'KIAA0232', 'INO80B', 'ZBTB46', 'CIDECP', 'AMER1', 'SNORD116-25', 'HORMAD1', 'ZNF69', 'THEMIS2', 'PRSS37', 'C3ORF30', 'CHPT1', 'ZADH2', 'NME1-NME2', 'CLEC18C', 'CCDC103', 'SMIM5', 'OR6W1P', 'CLEC2B', 'TELO2', 'IRF6', 'HIST2H3D', 'RNF139', 'ENAH', 'C11ORF94', 'FSCN2', 'NAA35', 'MRAP', 'SHISA9', 'FKBP1B', 'CCL19', 'ARL15', 'LYPLAL1', 'EIF3IP1', 'HIST1H1T', 'SLC25A11', 'ACLY', 'AK9', 'CIZ1', 'SYN3', 'SH3D21', 'RPAP2', 'HHEX', 'LRRC31', 'PHF2', 'ZNF131', 'OR52E2', 'FANCG', 'SCARNA20', 'LINC00887', 'ABLIM3', 'INTS6', 'ADAMTS10', 'S100G', 'FAM49A', 'MUS81', 'TNIK', 'ROR2', 'WNK2', 'TM6SF2', 'SAT1', 'LCE2D', 'SLC35A1', 'SPATS2', 'RFX4', 'PRAMEF9', 'C16ORF90', 'BAZ1B', 'CXORF57', 'ZNF75A', 'CSH1', 'TRAF3IP1', 'UBA7', 'RPL23AP32', 'MSANTD2', 'CMTM2', 'POU3F3', 'SREK1IP1', 'CYP4F35P', 'GFOD2', 'PGS1', 'FAM205A', 'CYP4F2', 'SCOC', 'ACOT11', 'ACOX1', 'MSN', 'TLL2', 'EQTN', 'CHEK1', 'MARVELD3', 'KRTAP27-1', 'PCGF1', 'HJURP', 'HNF4A', 'CCDC134', 'TUBAL3', 'CDK8', 'PPM1K', 'THRSP', 'TMEM187', 'SNORA14B', 'NUP62CL', 'SNORA64', 'ZFP41', 'B4GALNT1', 'SLC10A2', 'CCDC183', 'NT5C1B', 'FKTN', 'ASPN', 'CCL22', 'BOP1', 'MYF6', 'MRPS25', 'NF2', 'YLPM1', 'OLFM1', 'CFAP58', 'APOC3', 'PXDNL', 'CAMTA1', 'TPX2', 'RPAP1', 'EMC2', 'DCLRE1C', 'TRNT1', 'TM7SF3', 'ASPHD2', 'C20ORF194', 'IFIT5', 'PRORSD1P', 'ZC3H12C', 'RAD54L', 'KCNU1', 'SAMD13', 'UBR5', 'CMKLR1', 'PNLIPRP2', 'PDGFA', 'FAM218A', 'ZNF385A', 'ATXN1', 'LRPAP1', 'CDC26', 'HBB', 'ATP11A', 'TLX3', 'CST13P', 'ACTL9', 'MAF', 'VSX1', 'APOBEC3D', 'SNORD115-35', 'GABARAPL3', 'EFCAB10', 'ZSCAN12P1', 'CSAG3', 'SEBOX', 'OR1C1', 'CNTNAP4', 'LINC00636', 'C3ORF38', 'C14ORF79', 'CYP1A1', 'AKR1C8P', 'TNRC18', 'LINC01124', 'SIGLEC14', 'ECD', 'ASCL4', 'C22ORF31', 'MICB', 'BZW1', 'TSSK2', 'NUP160', 'HSBP1L1', 'EHMT1-IT1', 'C11ORF45', 'KLHL1', 'CDK3', 'TRMT1', 'RPS7', 'OXNAD1', 'MARCH10', 'MUM1L1', 'CTU1', 'RTKN2', 'ZNF268', 'CANT1', 'LINC00669', 'PBOV1', 'ARPC3', 'NPY4R', 'S100P', 'GALNT16', 'TIAM1', 'NFATC2', 'IMPG1', 'ATP5L2', 'TMEM92', 'C1ORF115', 'ARMC1', 'CSN1S1', 'SLC25A51', 'CLNS1A', 'DPCD', 'SRSF10', 'PLSCR3', 'GPX8', 'TMEM248', 'DEFB129', 'SLC39A4', 'GREB1L', 'ALPK2', 'CD320', 'ACACB', 'RUNX2', 'EXOC7', 'RCSD1', 'SLFN5', 'WIZ', 'FABP2', 'DNAJB5', 'PPP5C', 'PLD4', 'TUBB1', 'RSAD2', 'GPATCH2L', 'ALOX15B', 'WDR55', 'AKAP1', 'LINC00341', 'TTTY8', 'ATF1', 'SLC35F4', 'NDUFA10', 'DCAF4L2', 'RSPO2', 'SNORD88B', 'SMAD2', 'NHLRC4', 'LINC00662', 'TRMT61A', 'SHANK1', 'RUFY3', 'CETN4P', 'C4ORF45', 'BARX1', 'OPTC', 'LTA4H', 'CACNG2', 'TAZ', 'UBE3C', 'LRRTM3', 'VWCE', 'DNASE2B', 'EED', 'MAP2', 'TMC3', 'SLC28A1', 'FGF14', 'PPAT', 'CD99', 'SNORD115-7', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04663541191913323
		RMSE:  0.5747314783713694
		NRMSE:  0.11117523181123673
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02346833201832421
		RMSE:  0.7542692946958974
		NRMSE:  0.11793750210239971
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.4801898500179896e-14
		NRMSE:  4.797643628168504e-15
		MAPE:  5.184908491532929e-11
		Pearson Correlation:  0.07695441421104696
		Spearman Correlation:  -0.005688350228805846
		Coefficient of Determination:  -4.594519290626845
		RMSE:  1.7634802967930217
		NRMSE:  0.2757376744262406
		MAPE:  1762.0931353647052

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.2151764953179505, tolerance: 0.016979184196949017
  positive)
		Pearson Correlation:  0.9996780126626318
		Spearman Correlation:  0.9993864385109782
		Coefficient of Determination:  0.9993149802605247
		RMSE:  0.014703435311043279
		NRMSE:  0.0028442114111426955
		MAPE:  21.206648319549917
		Pearson Correlation:  -0.0026919835138520787
		Spearman Correlation:  0.039274803925235975
		Coefficient of Determination:  -2.9652144487476075
		RMSE:  1.484644808092052
		NRMSE:  0.23213897398046313
		MAPE:  1173.2405944041557

	Predictor:  RandomForests
		Pearson Correlation:  0.5895074225646632
		Spearman Correlation:  0.5453340707322284
		Coefficient of Determination:  0.2771323385711778
		RMSE:  0.477635579409451
		NRMSE:  0.09239314055428872
		MAPE:  174.3640204994566
		Pearson Correlation:  0.38735283931997555
		Spearman Correlation:  0.44916021396775524
		Coefficient of Determination:  0.12906823044825078
		RMSE:  0.6957949787288531
		NRMSE:  0.10879446153214808
		MAPE:  218.2002839123029

Protein:  BRCA2
x_train_column_count:  363
x_train columns:  ['RAB30', 'LXN', 'ZNF596', 'SLC38A8', 'YPEL4', 'MT1A', 'ADAM12', 'SPATA5', 'GPR89A', 'C16ORF93', 'GJD3', 'PCDHGB4', 'SLC2A9', 'ZNF761', 'HSD17B1', 'SMIM19', 'TTLL2', 'ATP6V1G2', 'TRIM26', 'AGO2', 'CPNE2', 'SNORD50B', 'GYPA', 'SLC35F2', 'ASIC5', 'NDUFS5', 'CCDC54', 'AAMDC', 'MYCBP2', 'KRT6A', 'COX5B', 'BNIP3L', 'MTMR9LP', 'SNORA71B', 'RBM7', 'FOXL1', 'HEXIM2', 'LSM11', 'INHBA', 'CCNA1', 'GPC5', 'ZNRF2', 'TSSK2', 'OTOA', 'FGF23', 'FGF6', 'KRTAP5-8', 'SHFM1', 'SNORA61', 'MTUS1', 'TONSL', 'DENR', 'VPS25', 'DDX41', 'TAF9B', 'FAM92A1', 'HVCN1', 'GYPB', 'OR6C68', 'LRRC40', 'CHST1', 'LOC90246', 'PLN', 'ZFP90', 'GLE1', 'PITHD1', 'HEY2', 'ZNF454', 'RHBDF1', 'ME1', 'BTD', 'TTTY17A', 'SYNM', 'RAB39A', 'SECISBP2L', 'TSNAX', 'NDUFAB1', 'ABCA5', 'AWAT1', 'UPF3A', 'MORN4', 'TIMM17A', 'KIAA0556', 'TMEM138', 'PRDM13', 'HOXA13', 'FAM224B', 'CACNG2', 'TSIX', 'OLFM3', 'L1TD1', 'GSTT2', 'CCR4', 'NFKBIB', 'CCDC101', 'SMARCD3', 'CCNH', 'LSG1', 'HIST1H1T', 'HMP19', 'DMP1', 'GJA4', 'GGA1', 'TUBD1', 'ARID5A', 'SNRPE', 'KRT71', 'ZNF280D', 'RIBC1', 'PSD', 'RAB40B', 'RTTN', 'ATAD1', 'CACNA1D', 'LCE3B', 'LOC285740', 'SCN9A', 'LAMA3', 'SLC16A10', 'KMO', 'LYRM7', 'IFI30', 'ZNF324B', 'HIPK4', 'ABCC12', 'WDR81', 'ATP10D', 'AIG1', 'OBP2B', 'LRRC8E', 'CCKBR', 'DLG1', 'C16ORF86', 'KLF13', 'LINC01512', 'OR52B2', 'PAX9', 'CA11', 'DYSF', 'ATXN1L', 'CCDC186', 'MYLK4', 'MDC1', 'CCDC64', 'RPUSD1', 'GK2', 'DYRK4', 'MTX1', 'CATSPER2P1', 'ADGRG5', 'ING4', 'TIGD3', 'SPDYE7P', 'TSR2', 'PAGE1', 'ASRGL1', 'OTUD7A', 'ABI3BP', 'MMACHC', 'AP5M1', 'CUL3', 'CLDN7', 'IGFL1', 'NAPB', 'HAPLN2', 'TRIM72', 'PCDHB17P', 'PDE4DIP', 'ZNRD1', 'DDX17', 'PSMD3', 'LOC285627', 'TK2', 'COMMD2', 'GPRIN3', 'TSC22D2', 'B3GNT8', 'PMP2', 'DMBX1', 'KAAG1', 'RGS7BP', 'COA1', 'COX5A', 'RFX4', 'FBXW7', 'ACCS', 'MTIF3', 'GFOD2', 'FZD5', 'PRRC2C', 'SENP3', 'CLIP2', 'KCNC1', 'FERMT2', 'PCDHB8', 'BTK', 'KDM5D', 'SETD9', 'TIMM9', 'LCMT2', 'FTH1', 'CDK1', 'FAM183A', 'RARS2', 'CHSY1', 'OSGIN1', 'TELO2', 'UNG', 'VSTM5', 'TBC1D19', 'ARPC4', 'LOC100129550', 'NR1I3', 'GAGE8', 'DBP', 'ANKRD39', 'TMA16', 'ARMT1', 'BPIFA4P', 'KLHL24', 'KIAA1024', 'WBP2NL', 'CLPB', 'PDLIM1', 'PLEKHH1', 'SEPT10', 'AP3S2', 'PSMD13', 'LDHAL6A', 'BCL2L10', 'SSX2IP', 'PNPO', 'RAB11FIP3', 'TEC', 'ST6GALNAC1', 'N4BP2L2', 'VCAN', 'TCOF1', 'TMIGD1', 'ZNF607', 'RIC3', 'GSKIP', 'RNF139', 'LINC00654', 'TYROBP', 'CYSLTR1', 'APP', 'KIAA0930', 'CEP250', 'R3HCC1L', 'SLC27A2', 'BAHCC1', 'IPO8', 'FGF11', 'AP3B1', 'GHRL', 'OR5K4', 'GRIN2D', 'PFN4', 'MYCNOS', 'PLAGL1', 'TECPR2', 'FAM19A3', 'FDXR', 'ZBTB44', 'ZNF853', 'RPL31P11', 'INTS8', 'PNN', 'FAM83F', 'NUDT19', 'ZNF75A', 'RLTPR', 'COL22A1', 'RTN4RL2', 'EPHB3', 'CHD4', 'RND3', 'B4GALT4', 'KLF8', 'WDTC1', 'TRMT10A', 'MAP3K11', 'LY6G6D', 'TNNT2', 'WDR55', 'KIAA0100', 'HTRA3', 'WSB2', 'TCEAL8', 'TMEM108', 'GYLTL1B', 'MVK', 'CLDN22', 'GOT2', 'ZNF623', 'KLHL31', 'TNFAIP3', 'ITGAL', 'PRRG4', 'ZC3H12B', 'PRELP', 'LINC00628', 'AFAP1', 'SELPLG', 'SKIDA1', 'BSPRY', 'MST1P2', 'DKK2', 'E2F5', 'SCN2A', 'DGKG', 'STUB1', 'HIST2H3C', 'N4BP2L1', 'DOPEY1', 'TGM3', 'OCIAD2', 'GLT8D1', 'CXCR2', 'RBM26', 'FKBP15', 'FOXL2NB', 'OR12D3', 'ADAMTSL1', 'LAPTM4B', 'HIST1H4K', 'SSX4', 'STAP2', 'CCDC25', 'SUSD4', 'RAB6C', 'PPARGC1A', 'SLC13A4', 'RPL3L', 'PARP8', 'SECTM1', 'CLINT1', 'DNAJC22', 'ETS1', 'GDF3', 'KMT2B', 'SCARNA12', 'IPPK', 'TMEM104', 'VTI1A', 'CRADD', 'LINS', 'TM9SF3', 'CPXM2', 'AARD', 'LY6G5B', 'TAB3', 'TXNIP', 'KIAA1875', 'JAM2', 'RAB9B', 'TLR9', 'FAM65A', 'ZNF799', 'TMEM140', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015699866052385492
		RMSE:  0.1919477679021074
		NRMSE:  0.12365776640496533
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0014129332580739007
		RMSE:  0.2082543553514594
		NRMSE:  0.20232423210836328
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  LinearRegression
		Pearson Correlation:  0.8481833406824093
		Spearman Correlation:  0.8221062245170566
		Coefficient of Determination:  0.7194149794111724
		RMSE:  0.10159554309301531
		NRMSE:  0.06545050287841218
		MAPE:  179.75705705022622
		Pearson Correlation:  0.06303513375919104
		Spearman Correlation:  0.08336512924101298
		Coefficient of Determination:  -78.54744894934889
		RMSE:  1.8560968048152848
		NRMSE:  1.8032437310579756
		MAPE:  1276.9954005463576

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.07120815461733176, tolerance: 0.001979097117455079
  positive)
		Pearson Correlation:  0.819665856732063
		Spearman Correlation:  0.780060806707042
		Coefficient of Determination:  0.6711224782154075
		RMSE:  0.10999159780006255
		NRMSE:  0.07085946065392981
		MAPE:  194.01964796341917
		Pearson Correlation:  0.08043695866442056
		Spearman Correlation:  0.16152071721592542
		Coefficient of Determination:  -66.05395779990818
		RMSE:  1.7041181548142825
		NRMSE:  1.6555927318439367
		MAPE:  713.8430228947641

	Predictor:  RandomForests
		Pearson Correlation:  0.5856373897499045
		Spearman Correlation:  0.4921027070570803
		Coefficient of Determination:  0.17107910500191248
		RMSE:  0.17462200035817138
		NRMSE:  0.11249605434573773
		MAPE:  132.37775851648962
		Pearson Correlation:  0.3467252147846855
		Spearman Correlation:  0.3559071808875423
		Coefficient of Determination:  0.06806376630280397
		RMSE:  0.20090030383092328
		NRMSE:  0.1951795900466558
		MAPE:  145.89434083846754

Protein:  CDKN2A
x_train_column_count:  614
x_train columns:  ['ARF6', 'STAT3', 'MLST8', 'UBA5', 'GIMAP6', 'USP36', 'FTO', 'DHRS4-AS1', 'PHF19', 'TIPRL', 'HIST1H4H', 'TNFRSF8', 'PCDHB8', 'C16ORF13', 'PCYT1B', 'MYH8', 'NCL', 'TSPAN4', 'TPSAB1', 'PABPN1', 'NTN4', 'OR5K4', 'NRTN', 'LRTOMT', 'SLC6A4', 'CFAP57', 'ZNF763', 'ELSPBP1', 'GDF2', 'LXN', 'CBR4', 'CSF1', 'MIR100HG', 'TDP1', 'GOLGA6L9', 'SVOPL', 'SPRTN', 'TMEM219', 'SEPT12', 'G6PC3', 'ANKRD34B', 'SERGEF', 'ZNF622', 'RPL23AP64', 'EBF2', 'ENO3', 'FBLN2', 'LINGO3', 'USP43', 'DLGAP1', 'CCDC6', 'CLK2P1', 'MBNL3', 'UBE2QL1', 'CTTNBP2NL', 'AHCYL1', 'SPATA24', 'GDF9', 'GATA6', 'MCM4', 'TTI2', 'CASP1', 'ILF2', 'GMPS', 'PLEKHB1', 'ATG4D', 'RGS22', 'PHKB', 'ACKR2', 'KCNK12', 'RRN3', 'ARMC12', 'UBE4A', 'WRNIP1', 'HLA-DQA2', 'SPAG7', 'ATP1A3', 'CYP3A43', 'TNS1', 'ZNF592', 'ZNF587', 'GCLC', 'C20ORF27', 'HRASLS', 'TMEM87B', 'PGM5-AS1', 'MBOAT4', 'KRTAP3-2', 'TGM1', 'MDN1', 'LINC00032', 'SMARCAD1', 'TTTY6', 'SUCLG1', 'ZBTB21', 'TEX37', 'CSAG1', 'FAM110B', 'ANG', 'FEN1', 'MRC2', 'HMSD', 'CAMK1', 'LYPD5', 'CTDSPL2', 'VWCE', 'RBM24', 'RETN', 'SNORD114-25', 'HOXB6', 'DRAXIN', 'EGR2', 'MESP2', 'ZNF287', 'SCD5', 'ASPA', 'PDZRN4', 'NRARP', 'CRYBB1', 'ARMCX1', 'MARK1', 'GOLGA8B', 'NTSR1', 'PTGES3', 'APOA1BP', 'PPM1H', 'RBMS1', 'BAG2', 'ACMSD', 'POLH', 'PANK3', 'FICD', 'RHCE', 'NAT1', 'FIGF', 'FLG2', 'LOC200726', 'SNORA28', 'CROCC', 'RBPMS', 'ZFP92', 'ELAC2', 'BCAS4', 'RNASEH2C', 'PPM1E', 'OR8H2', 'NOL11', 'CERCAM', 'ZBTB40', 'TMEM160', 'PRSS3P2', 'CCDC127', 'HBBP1', 'RAD18', 'ZNF137P', 'EXOC2', 'PSMG1', 'WASH3P', 'PLIN5', 'CSNK1G3', 'BUB1', 'ARRB1', 'C7ORF13', 'ALS2CR12', 'DYNLRB1', 'DNASE1L3', 'B4GALT1', 'UGT2A3', 'AGFG2', 'ERRFI1', 'SNORD116-24', 'TAAR5', 'ASB7', 'PRDM1', 'RSF1', 'ZFYVE9', 'IWS1', 'MSMB', 'MTMR11', 'TERT', 'TRIM16', 'SP140', 'SLC16A6', 'EZR', 'HAVCR2', 'ADAMTS9', 'PRR22', 'STK11', 'ARHGAP39', 'KRT20', 'ZNF48', 'IGF1', 'TAGAP', 'VENTX', 'CPSF7', 'ATRN', 'SERPINA5', 'PLCD1', 'CDRT15P1', 'LOC256880', 'CCDC43', 'SNORA21', 'BACH2', 'IFNAR2', 'SNX9', 'MRPL45', 'ZBED4', 'RANGRF', 'HMGCL', 'CHCHD3', 'OR5AN1', 'ATP6V1C2', 'MCM3AP', 'PASD1', 'KLF8', 'LRRC1', 'GPR176', 'PLK3', 'CFAP221', 'TBX2', 'NT5DC1', 'ITGBL1', 'ECH1', 'SLC25A43', 'SPRR3', 'NFKBID', 'OR10A5', 'AOC1', 'SEC24B', 'PABPC1P2', 'ETV5', 'CCDC112', 'EDC4', 'TRPV2', 'SH3PXD2A', 'LSS', 'NAA10', 'SSH1', 'LOC284441', 'OR3A4P', 'OTUD3', 'LRRC34', 'DNAJC16', 'MUC5B', 'PPL', 'SLC25A44', 'PCBP3', 'BEND3P3', 'NR1I3', 'H2AFX', 'CLIC6', 'SPATA32', 'IL17RA', 'GPRC6A', 'HECW1', 'TAS2R40', 'NGDN', 'OR2H2', 'GP6', 'C1ORF158', 'GDF7', 'PSG8', 'MAP1S', 'IL1RL1', 'C16ORF90', 'OSBPL10', 'RAC2', 'VCX3A', 'PRO0628', 'EREG', 'LRRC41', 'GTF2H2', 'CXCL11', 'CCT6P1', 'FGFR4', 'LTBR', 'BUD13', 'DLX5', 'BPNT1', 'OSBPL1A', 'EPN2', 'DLX3', 'RFPL4B', 'ZCCHC12', 'ZMYM2', 'KTN1-AS1', 'CUL3', 'DHX36', 'CCND1', 'HINT1', 'MYL12B', 'HTR5A', 'CHRM5', 'CLN3', 'FOCAD', 'COQ10A', 'CTSE', 'HSPA2', 'EXOC5', 'RHBDL3', 'LINC00593', 'BRF1', 'TMEM200C', 'NRIP1', 'PAN3', 'SLC52A3', 'FSHR', 'B3GALNT1', 'ZW10', 'COPS3', 'PEX11G', 'SUGT1', 'ANXA2P3', 'WRAP53', 'TCL1B', 'HIST1H3J', 'HDGFRP2', 'FRRS1L', 'MNAT1', 'PDP1', 'SNORA69', 'GPAT2', 'TMPRSS4', 'ZNF18', 'C1ORF21', 'TYK2', 'DIRAS1', 'EEF2', 'CABLES1', 'CFAP70', 'POU4F1', 'PLAC9', 'CCRN4L', 'RNF24', 'ZNF205-AS1', 'OR5W2', 'COX4I2', 'NAP1L1', 'C17ORF53', 'OR4N4', 'ZNF25', 'ADAM22', 'KCTD16', 'MEGF11', 'SNORD49A', 'RPL13P5', 'UXS1', 'NSFL1C', 'GFI1B', 'LETM2', 'LINC00923', 'C4ORF45', 'PREX1', 'EVA1A', 'PLB1', 'TEPP', 'FAM222B', 'ESYT2', 'ZNF782', 'CHRNA5', 'SSTR4', 'ARPC3', 'FABP5', 'GIMAP8', 'SPOPL', 'CLTB', 'C9', 'RNF222', 'FAM134A', 'PRMT6', 'SCN8A', 'SRMS', 'ZEB1', 'LOC81691', 'KHDRBS2', 'DNAJB8', 'AKAP3', 'RAMP2', 'CEACAM16', 'ZNF385D', 'BDH1', 'ERLEC1', 'CT83', 'GAPDH', 'SUGP1', 'KRTAP5-8', 'HCG27', 'OMD', 'PTPN1', 'TBC1D8B', 'ZNF235', 'CLDN1', 'TRHDE', 'KRTAP11-1', 'FEZF2', 'TUBA4B', 'CKMT1A', 'PUM2', 'SNORD43', 'TAS2R10', 'HNRNPL', 'SDHA', 'SMIM10L2A', 'BTG1', 'LAMTOR3', 'MAP3K7CL', 'ZDHHC6', 'HIST1H4F', 'GSTA2', 'NEUROG3', 'FLJ44635', 'NDC1', 'LIPE', 'PDK1', 'ABHD14A', 'IRX6', 'UBXN11', 'ZNF134', 'RASL10A', 'PLA2G2F', 'KDM3B', 'CENPI', 'FAM185A', 'PKHD1', 'APH1B', 'UBAP2', 'DHX58', 'SNORA24', 'ZNF594', 'AHSA2', 'B3GALT5-AS1', 'HOXB7', 'VRK3', 'WNT7B', 'GSKIP', 'ZNF780A', 'KCTD4', 'HBG2', 'GAP43', 'ZNF418', 'BPHL', 'C11ORF73', 'TMEM26', 'SON', 'TJP1', 'HYAL1', 'IPO5', 'EML3', 'ANAPC1', 'WBP2NL', 'PLEKHO1', 'LIMD2', 'OR4K5', 'GNAI1', 'STAM2', 'ZSWIM6', 'FABP7', 'NLE1', 'SERPINA10', 'PCAT18', 'DMRT1', 'SLC2A1', 'WT1-AS', 'RTL1', 'CLEC3B', 'AKAP1', 'FAM169A', 'SPINK4', 'USP32P2', 'FBXO47', 'TMEM175', 'AP5S1', 'NKX2-4', 'ADCK5', 'TROVE2', 'CACNA1F', 'DUSP5', 'ZNF428', 'XKRY2', 'HMHB1', 'ANKRD32', 'FANCI', 'NTN5', 'FBXO9', 'DIRC1', 'TBC1D10B', 'EARS2', 'INSL4', 'GPR142', 'LMBR1', 'FERD3L', 'TAF9', 'TFE3', 'TYW5', 'MRPS31', 'FASTKD1', 'CCL27', 'PROX1', 'MYT1', 'B3GNT7', 'ZDHHC22', 'PIK3R1', 'ZNF562', 'CACNA1I', 'CAPG', 'CEP97', 'ACADS', 'CAMK2A', 'PIKFYVE', 'TCEAL6', 'PCDHA9', 'LOC285627', 'S1PR2', 'PSPN', 'GJB1', 'POLE4', 'GPR61', 'FLYWCH1', 'HPYR1', 'WAPAL', 'AGO3', 'PRSS48', 'LIN37', 'EMB', 'SGCZ', 'TRIM68', 'BCR', 'RER1', 'HIST1H3E', 'SPEF2', 'NYNRIN', 'LRSAM1', 'FAM168A', 'JPH4', 'LSM8', 'TMEM8B', 'IGFBP5', 'RHOD', 'DDX27', 'NDUFB5', 'HLA-DOA', 'LOC100287704', 'OR6Y1', 'CLIP4', 'POLDIP3', 'DCAF16', 'ZUFSP', 'TNP1', 'SURF6', 'SRCIN1', 'PCNXL3', 'ATF1', 'CCSER2', 'CALML5', 'OSGEPL1', 'COL23A1', 'SNORD116-4', 'EPHB2', 'DHRSX', 'TTC37', 'PFN1', 'RASGRF1', 'EGFL6', 'FOXE1', 'SCRIB', 'HP', 'SYP', 'KCNB1', 'ERP29', 'EDNRB', 'ZNF488', 'TEFM', 'CDKN2D', 'RBM34', 'IL2RA', 'TEKT4P2', 'SDHC', 'ITGB3BP', 'DEFB134', 'KRT25', 'GIMAP1', 'LINC01119', 'TBC1D23', 'PRKG1', 'SNX29P2', 'CTRC', 'RIN3', 'LINC00628', 'LAMC1', 'LRIG1', 'PPAPDC3', 'LOC401127', 'CT55', 'SPEF1', 'DPYSL4', 'C6ORF25', 'NXPE1', 'TCTEX1D1', 'CRIP2', 'RBMS3', 'SLC7A13', 'TRPV3', 'SLC35B1', 'SNORD65', 'EVC', 'B4GALNT3', 'TPR', 'TSPAN17', 'PIWIL3', 'ANKRD9', 'SNORD35A', 'MYH2', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06343046233027927
		RMSE:  0.6950010485750925
		NRMSE:  0.15711564339891315
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10006794882547432
		RMSE:  0.6614783461565592
		NRMSE:  0.1993004959796804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6739550183850767
		NRMSE:  0.1523578655781794
		MAPE:  281.71125082022354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0022276354551518107
		RMSE:  0.6313774446715202
		NRMSE:  0.19023122768048215
		MAPE:  197.14658329930893

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  1.3271356376636084e-13
		NRMSE:  3.0001935970693076e-14
		MAPE:  9.539760190766776e-11
		Pearson Correlation:  0.09713659121316401
		Spearman Correlation:  0.17401463858651606
		Coefficient of Determination:  -144.50150229861532
		RMSE:  7.607458903104148
		NRMSE:  2.292093673728276
		MAPE:  3388.491701634387

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.341885575866966, tolerance: 0.024436786734185888
  positive)
		Pearson Correlation:  0.9904378384844913
		Spearman Correlation:  0.9868647787551904
		Coefficient of Determination:  0.9808556905273971
		RMSE:  0.09325041313235102
		NRMSE:  0.021080685686074605
		MAPE:  93.40822591180114
		Pearson Correlation:  0.006881555410123823
		Spearman Correlation:  0.02011745782366364
		Coefficient of Determination:  -11.3907049715156
		RMSE:  2.2200046512213807
		NRMSE:  0.668877568912739
		MAPE:  1326.1374560012287

	Predictor:  RandomForests
		Pearson Correlation:  0.6831674188383121
		Spearman Correlation:  0.6113759091874175
		Coefficient of Determination:  0.45729892605491307
		RMSE:  0.49649085325734915
		NRMSE:  0.11223937001409497
		MAPE:  221.37581133772173
		Pearson Correlation:  0.5783272065556534
		Spearman Correlation:  0.4854024883287763
		Coefficient of Determination:  0.32252428971562597
		RMSE:  0.519102046050142
		NRMSE:  0.15640314734864175
		MAPE:  146.55522162903986

Protein:  TP53
x_train_column_count:  1002
x_train columns:  ['PAXIP1', 'LOC644936', 'SH3BGR', 'KRTAP11-1', 'LGSN', 'SMAD9', 'XKR5', 'ATP6AP2', 'POLR2H', 'ZAP70', 'AGAP6', 'SHISA6', 'ZNF554', 'SPDYE1', 'PDHA2', 'LOC407835', 'SPOCK1', 'EFCAB8', 'ARSE', 'C15ORF56', 'GALR3', 'FAM43B', 'PPIB', 'ZPLD1', 'TMEM143', 'CHST8', 'DNALI1', 'SPIC', 'ESRRB', 'CDKN2C', 'KHDRBS2', 'GGH', 'SPAG17', 'NFAT5', 'C21ORF2', 'HP', 'KRTDAP', 'SMAD2', 'TRIM55', 'NOL6', 'SLC4A11', 'BST1', 'NAA11', 'FAM71A', 'PTRF', 'ATP4A', 'PLCD1', 'DENND2C', 'ABHD15', 'MGC15885', 'DNAJB1', 'EDN3', 'CMKLR1', 'AMMECR1L', 'MAN2C1', 'BAP1', 'GTF2H4', 'PRSS53', 'TIA1', 'CYB5D1', 'IGF2', 'SPICE1', 'ZC3H7A', 'SCNN1D', 'HTATIP2', 'PARN', 'ZFAND1', 'ANKRD28', 'LOC646813', 'RTN4', 'MPZL1', 'LOC284578', 'RNF135', 'IL5', 'LINC00472', 'GAMT', 'HS6ST3', 'SEC22C', 'RUFY2', 'SNAR-E', 'LHFPL2', 'SNORD45C', 'MLH3', 'GMFG', 'HSPA1A', 'ADD2', 'TMEM200B', 'UCP2', 'ID2', 'LOC440173', 'BCL2A1', 'PLOD3', 'HIGD2A', 'DPT', 'NPFFR2', 'KANSL2', 'CCDC107', 'MLLT3', 'SLC22A2', 'EIF3B', 'FZD3', 'PHOSPHO2', 'ZFYVE27', 'GATAD2B', 'PIP5K1C', 'MTG2', 'HAPLN2', 'NPTX1', 'FUNDC2P2', 'TOLLIP', 'S100A5', 'ZYG11A', 'ZNF619', 'ZNF546', 'C10ORF90', 'OR2T33', 'PKD1L1', 'TACC1', 'S100A7L2', 'HEATR1', 'TTC39A', 'SNORD65', 'RTP3', 'G6PC2', 'VAT1', 'FAM184A', 'FRY', 'UGGT2', 'FGF21', 'ALPK3', 'ZNF808', 'CS', 'SPP1', 'SNORA79', 'PID1', 'CLCN7', 'C17ORF70', 'CHRM4', 'KLHL40', 'FAHD2CP', 'PLAC1', 'DDX31', 'PLEKHS1', 'C19ORF38', 'GPR151', 'PPP1R15B', 'DYNLT3', 'RASGRF2', 'FLT4', 'HSPA9', 'FAM178B', 'SRRM4', 'RPS15AP10', 'ADAM12', 'LY6H', 'SPIN2B', 'OR10A6', 'CD40', 'MPV17', 'CDKAL1', 'CWH43', 'H2AFZ', 'KIAA0907', 'ANXA11', 'MSL2', 'TEX29', 'ZNF718', 'CHCHD6', 'EEF1DP3', 'MAPK1', 'HMGXB3', 'KRTAP10-4', 'ARMC5', 'GTF2IRD1', 'SMC5', 'ZBTB26', 'GLUD1', 'GCSAML', 'IVL', 'PQLC2', 'ITPK1-AS1', 'CD7', 'SOX18', 'RLN1', 'FN3K', 'CKMT1A', 'SNORA70', 'TMOD4', 'TRO', 'BPIFB3', 'C12ORF49', 'C19ORF40', 'ACTL6B', 'GALNT10', 'FLVCR1', 'OR4K17', 'ALPPL2', 'TMEM50B', 'GPR176', 'HMGA1', 'GPR161', 'ATXN7L3', 'ZNF605', 'FMO4', 'WNT3A', 'EBNA1BP2', 'SRA1', 'WDYHV1', 'ANKRD26P1', 'XDH', 'FAM209A', 'GRK1', 'ISPD', 'HOXC6', 'CACNA1D', 'FAM111B', 'SPATA31A6', 'SLC35D2', 'NSMCE2', 'CORO6', 'THUMPD3-AS1', 'BAK1', 'RGS7BP', 'DHX35', 'DPY19L1', 'RS1', 'C11ORF42', 'PNRC2', 'NSRP1', 'RPS6', 'SPOP', 'RNF151', 'WNT8A', 'LMCD1', 'TRIM44', 'MORF4', 'KDSR', 'FOXC2', 'ASB2', 'AP3M1', 'OR2H2', 'GABARAP', 'CWC22', 'OLFM3', 'ZNF558', 'LIX1', 'KCNJ4', 'CEBPE', 'OR10G3', 'NETO1', 'BTG2', 'LIPM', 'IGFL4', 'TPTEP1', 'MAP1LC3B', 'EIF5A2', 'TERT', 'AKT3', 'OPRK1', 'CLDN7', 'MID2', 'ADGRF4', 'HIPK3', 'TM4SF20', 'OR5H15', 'ATAD5', 'RRS1', 'TBCE', 'RTEL1', 'COL9A2', 'TMEM216', 'TMPRSS3', 'APH1A', 'RASA2', 'SPSB2', 'TRIM75P', 'ITGAX', 'OGDHL', 'SECTM1', 'USP1', 'ASAP1', 'SNORD119', 'TTLL11', 'TM7SF3', 'CD72', 'SLC35F6', 'GPR135', 'SNORD115-39', 'LGALS3BP', 'CACYBP', 'OR1N2', 'ZNF844', 'ELAVL4', 'ZBTB43', 'SNORD29', 'PUSL1', 'WDR13', 'FAM78B', 'FBLIM1', 'BAHD1', 'TMEM182', 'APCDD1L', 'ITGB1BP1', 'SEPN1', 'LUC7L', 'TRIO', 'LINC01184', 'NEO1', 'MRPL40', 'TMEM8C', 'KMT2D', 'ZNF439', 'TBL1X', 'MON1B', 'SLC25A53', 'LINC00667', 'MCF2', 'XAGE3', 'CDKN2AIP', 'TEDDM1', 'DNAL4', 'ALDH9A1', 'RANBP9', 'AIG1', 'CAMTA2', 'SLC22A13', 'P3H4', 'OR10H1', 'TMEM41B', 'BARX2', 'TRPM1', 'WDHD1', 'DKK1', 'LOC284023', 'FZD8', 'TTR', 'RPA1', 'ACBD3', 'PDIA3P1', 'POU3F2', 'KCNH8', 'KLHL7', 'SUOX', 'CEL', 'SNAPC3', 'JAZF1', 'PLRG1', 'CYP4F3', 'ENDOD1', 'FBXO24', 'OR8U1', 'EXOSC4', 'CDKL1', 'SCARNA4', 'UBE2J2', 'FEZF2', 'SYT12', 'EBF4', 'NDUFAF5', 'ALKBH7', 'CDH17', 'OR2J3', 'FAM110C', 'LRRC59', 'SPTSSA', 'TSHB', 'CDK20', 'CABP4', 'SLC25A40', 'FBXO27', 'RGS7', 'ZNF233', 'GOPC', 'PRPF4', 'AKR1B15', 'AMPH', 'CTSL', 'SPDYE4', 'RFC3', 'SNORD78', 'MANSC1', 'LOC153910', 'NTN5', 'PIAS1', 'OR5K4', 'TMEM31', 'CBS', 'SND1-IT1', 'STON2', 'RPL30', 'FAM175A', 'SNORD37', 'DOLPP1', 'SDHAF2', 'NIPAL4', 'TMEM187', 'DLG2', 'VAX2', 'SLC52A1', 'SLC19A3', 'INCENP', 'CDH20', 'ERO1L', 'ZNF217', 'MAML2', 'SYNPO2L', 'ST8SIA4', 'SEC24A', 'TMEM38B', 'POP1', 'IRGQ', 'CNNM4', 'MMP13', 'NMT2', 'SPRR2G', 'CSRNP1', 'KPNA2', 'DDO', 'WFDC6', 'KIAA0513', 'C15ORF57', 'MALL', 'LINC00167', 'TRIM5', 'ZNF530', 'ABCA3', 'C1QTNF2', 'MUS81', 'OR2B3', 'PTCH2', 'SLC25A32', 'SPINK1', 'DNAH12', 'CDAN1', 'ALS2CR11', 'SALL1', 'ANKRD13A', 'AQP6', 'LRP10', 'ANAPC15', 'SIPA1', 'LAMC1', 'HNRNPU-AS1', 'SNORA34', 'MTMR6', 'MSMO1', 'EPHX4', 'MST1R', 'KIAA1210', 'MYLIP', 'SLX4', 'ZNF644', 'RNASEH2A', 'P4HA3', 'IL32', 'SNX1', 'C2CD4C', 'KAT6B', 'RHBDL2', 'MAFF', 'C9ORF117', 'STMN2', 'MRTO4', 'GYS2', 'NCK1', 'EBPL', 'LOC440461', 'SSR3', 'ARSF', 'DCAF6', 'HEXIM2', 'HES2', 'ELSPBP1', 'NDUFAF1', 'CD40LG', 'FAM210A', 'LARP6', 'TUBB', 'TMCO3', 'VWA8', 'PTPN4', 'ERC2', 'MIR99AHG', 'SMPDL3A', 'FAM160A2', 'EXOC3L2', 'CREG2', 'ANKFN1', 'ESCO2', 'FXYD5', 'RBM12', 'CDHR5', 'FAM106CP', 'HIST2H3C', 'STEAP2', 'GNPDA2', 'LLGL1', 'IL22RA1', 'DAPK2', 'NDUFB2-AS1', 'KIAA0754', 'SLC44A2', 'DUOX2', 'DMP1', 'PLN', 'PCDHGA3', 'SUPT3H', 'OR2T5', 'UPK3B', 'FUT10', 'PDIA6', 'LBX2', 'TTPA', 'DHX34', 'HACE1', 'ZNF503', 'NUTM2A-AS1', 'PELI1', 'OR4K15', 'IRF2', 'SLC22A3', 'CNGA2', 'SARAF', 'AARS', 'LEPROTL1', 'GLYATL3', 'CLN6', 'BCL9', 'FRZB', 'HOXA13', 'SYK', 'UQCRB', 'SPRR1B', 'VPS35', 'MSN', 'PDLIM5', 'TANGO6', 'C6ORF223', 'FCGR1A', 'ZNF140', 'LINC01566', 'NDST3', 'TMEM179', 'LOC100130093', 'BRDT', 'SPNS1', 'LOC151174', 'HIST1H4G', 'RNPS1', 'TAP2', 'NEMF', 'GCM1', 'SPAG5', 'YAP1', 'CMTM3', 'APOPT1', 'ZHX2', 'RASEF', 'PARPBP', 'CKAP2', 'GPT2', 'TRIP4', 'ATG7', 'AP2A1', 'MTHFR', 'TRIM35', 'PTPRZ1', 'USP44', 'PITX2', 'NUP107', 'NUDT18', 'ITFG2', 'FOXF2', 'ALDH3B2', 'C2CD2L', 'C17ORF102', 'BOLA2', 'NAPSA', 'KIAA1958', 'ADRA2A', 'PLEKHA7', 'CSN2', 'STAT5B', 'C1ORF186', 'NAA40', 'RAB24', 'OR1B1', 'LRRC47', 'QKI', 'ZNF768', 'POLR2D', 'RALBP1', 'ERLIN2', 'JADE1', 'CYGB', 'CAGE1', 'COL5A3', 'LGMN', 'KCNK7', 'SNORD36B', 'TRAPPC4', 'LINC01558', 'EVC', 'XRRA1', 'GTSF1L', 'PGA4', 'RBP2', 'GALR1', 'ST6GAL1', 'MRPS34', 'CCT6B', 'DPF2', 'NLE1', 'ARHGAP39', 'FECH', 'GTF3C3', 'FGF1', 'ITM2C', 'PNMAL1', 'TMEM30A', 'SENP8', 'ARHGEF15', 'CLDN20', 'KLF1', 'UQCR11', 'NPY1R', 'CACNA2D4', 'ZNF737', 'C16ORF70', 'EIF6', 'SELM', 'ARHGAP4', 'CHAC2', 'CCDC62', 'TANC2', 'NCOR1P1', 'CFAP47', 'LRRC75B', 'GFPT1', 'CABP5', 'CCL17', 'PCDHA13', 'HPSE', 'NDST2', 'RASSF3', 'PAPOLG', 'BEND7', 'HIST2H2BF', 'SSBP2', 'PDCL3', 'QSOX2', 'LOC400043', 'RBMY1J', 'AATK-AS1', 'GPR50', 'TMTC1', 'RBBP4', 'SDCBP', 'NXPE1', 'DMRTC1', 'LOC400927', 'GRIP1', 'PDGFC', 'ONECUT1', 'EXTL3', 'SNORD115-11', 'UBE2A', 'SOX10', 'OR10R2', 'BDP1', 'FDPS', 'ADCY5', 'TXNDC8', 'SHOC2', 'TIFA', 'COASY', 'TFEC', 'FBXO16', 'C1ORF106', 'ZNF568', 'TCEAL8', 'OVCA2', 'MSTO1', 'ICAM1', 'EPHA8', 'FANCA', 'SYT9', 'CAPN9', 'TSR3', 'MID1', 'UNC80', 'CMA1', 'MAGEE1', 'DNAH10', 'HIST1H3F', 'RNF141', 'CNOT1', 'GLIS3', 'FAM107B', 'TOP2A', 'MUT', 'LINC00284', 'MYEF2', 'MORN2', 'REXO4', 'OR8K1', 'TNRC6A', 'KRTAP5-9', 'H3F3B', 'PRCP', 'EME2', 'PPARD', 'ANKRD39', 'ARSA', 'LRRC17', 'SPAM1', 'PCMTD2', 'FRS2', 'LOC143666', 'GPATCH3', 'SNORD114-14', 'TXNRD1', 'ZNF131', 'PGRMC1', 'ZNF273', 'PRAMEF8', 'ZNRF2P1', 'DNAJC3', 'ZNF252P', 'LRRC28', 'ZNF674', 'SLC24A5', 'ZNF846', 'CERS5', 'WASF1', 'CLRN2', 'DUS4L', 'NTRK3', 'SNORD12', 'CLMN', 'ATP13A1', 'CACNG1', 'PLEK2', 'LINC00620', 'CPXCR1', 'FAM118A', 'PABPC4', 'CYB5A', 'ARL2', 'PIP4K2B', 'EDNRB', 'GPR157', 'OR4S1', 'ZNF823', 'S100P', 'FMR1-AS1', 'MSRB2', 'RHBDL3', 'APOH', 'CAMK4', 'SCARB2', 'C11ORF96', 'EIF2AK1', 'HRASLS', 'KDM2A', 'RECK', 'HOMER1', 'CNIH1', 'JRK', 'PPP5C', 'ZNF512B', 'HESX1', 'CCDC167', 'FAR2P1', 'LGALS13', 'ATP13A2', 'MTCH1', 'TMEM190', 'SAMD10', 'TMEM176A', 'TMEM39A', 'C6ORF1', 'PARG', 'ORC4', 'FRS3', 'FAM163B', 'HOGA1', 'WWC2-AS2', 'CYYR1', 'ADIRF', 'EMC7', 'CYP2C8', 'LOC644172', 'CATSPER1', 'SUPT20HL2', 'ETAA1', 'RPS19BP1', 'PMEL', 'TRAP1', 'TCAF2', 'PHF10', 'SORCS3', 'CMTM4', 'RNGTT', 'ID1', 'HNF1B', 'PPP1R9B', 'DNAJC30', 'CXCR2P1', 'ZNF526', 'DHX15', 'MS4A12', 'AMY2A', 'NUDT16P1', 'RNF187', 'MAP3K11', 'TMED9', 'SNORD52', 'ARHGAP29', 'LPAR1', 'RC3H2', 'MYOM1', 'OR51B5', 'WWP2', 'C2ORF73', 'SIPA1L3', 'CPSF4', 'RPL28', 'FDCSP', 'USP3', 'SPP2', 'FAM102A', 'FKBP9', 'PPAP2B', 'SP140L', 'EPC1', 'AP2M1', 'C11ORF53', 'HSPH1', 'FAM117A', 'DNAAF2', 'ITLN2', 'ARL5C', 'SNORD27', 'SPACA4', 'HAUS7', 'SNORA24', 'XKRX', 'POU2F1', 'CXORF56', 'TAB3', 'RFX7', 'UFD1L', 'TOR2A', 'FAM217B', 'ZNF221', 'MAS1L', 'LSMEM2', 'BRIX1', 'RPS27', 'SSTR4', 'PWP2', 'RAI2', 'GPR153', 'C11ORF1', 'AKIRIN2', 'ZNF518B', 'SNORD116-26', 'PAX8', 'TOP2B', 'ZNF773', 'FEM1C', 'TXN', 'C14ORF169', 'PALM2', 'HPR', 'PQLC3', 'KLF10', 'ALAS1', 'CSHL1', 'DKFZP779M0652', 'UCN3', 'LILRA2', 'PRKCSH', 'TP53RK', 'UPP2', 'EXOC5', 'SMIM1', 'RAP2A', 'OR13C8', 'FAM53B', 'EIF2B3', 'SUB1', 'SPATA33', 'PRKRA', 'FLJ41941', 'PWRN1', 'PCDHB19P', 'KRT75', 'PSG3', 'KDM5A', 'RNF168', 'FAM27L', 'E2F7', 'LOC100133050', 'WDR91', 'RCC1', 'DSCC1', 'OR52B4', 'PDLIM2', 'NEDD9', 'BTNL2', 'TRPV5', 'NKG7', 'DCK', 'CTHRC1', 'EIF3IP1', 'HOXA4', 'SAMD4A', 'POTEC', 'MGC16275', 'HPSE2', 'DEFB122', 'KATNAL2', 'KRTAP10-10', 'FOXB2', 'ISCA1P1', 'SUGT1', 'DHDDS', 'VAC14', 'MDFI', 'TAF1', 'RANBP6', 'SNORD63', 'CD93', 'RGS13', 'SLC35F4', 'SYT14', 'BGN', 'RSU1P2', 'ECE2', 'FGG', 'DACH2', 'CCDC57', 'ADA', 'GTSE1', 'MLF1', 'FBXL13', 'HACD3', 'SDHC', 'NOXO1', 'MAP3K10', 'MIOS', 'CHST2', 'SAMD4B', 'LGALS12', 'GXYLT2', 'TDRKH', 'HIST3H3', 'PRAMEF9', 'PRR7', 'GTF2B', 'TSKU', 'CLLU1OS', 'KLHL6', 'PATZ1', 'LINC00596', 'NR2F1-AS1', 'CTNNB1', 'ZNF707', 'HAGH', 'PLA2G2C', 'NOBOX', 'DDIT4', 'ABHD6', 'OR6C2', 'SP2', 'ICAM5', 'RABGEF1', 'HFE', 'NCAPD3', 'MVB12B', 'C5ORF60', 'WDR43', 'RAMP1', 'PRRT2', 'MBNL3', 'GATA6', 'OR6T1', 'MTM1', 'ARRDC2', 'NCKAP1', 'SHISA3', 'DUSP5P1', 'ARPP21', 'OXGR1', 'COX11', 'CLEC4D', 'STBD1', 'FAM183B', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04782361373877353
		RMSE:  0.460756629216985
		NRMSE:  0.11073218678610552
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07696826201632412
		RMSE:  0.4481222561682025
		NRMSE:  0.1422068596624151
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4501191620264231
		NRMSE:  0.10817571786263473
		MAPE:  418.8529054417374
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002447694094247499
		RMSE:  0.4323405014905614
		NRMSE:  0.13719868668778923
		MAPE:  185.65040333639752

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  9.145652354552296e-15
		NRMSE:  2.197945771341576e-15
		MAPE:  1.8346564982032656e-11
		Pearson Correlation:  0.11289711308532271
		Spearman Correlation:  0.2270427312061248
		Coefficient of Determination:  -9.070508115113372
		RMSE:  1.3703160777106713
		NRMSE:  0.43485531788228965
		MAPE:  1555.581860565626

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.553278387635146, tolerance: 0.01090027058925727
  positive)
		Pearson Correlation:  0.9998600136418249
		Spearman Correlation:  0.9996396038998915
		Coefficient of Determination:  0.9996950508329808
		RMSE:  0.007860338108260092
		NRMSE:  0.0018890502543283086
		MAPE:  20.758134253332404
		Pearson Correlation:  0.09487627409312846
		Spearman Correlation:  0.1900896519906732
		Coefficient of Determination:  -5.775807812812052
		RMSE:  1.124024043230806
		NRMSE:  0.3566971449704258
		MAPE:  1319.527093989508

	Predictor:  RandomForests
		Pearson Correlation:  0.6762274397244774
		Spearman Correlation:  0.6131800477613936
		Coefficient of Determination:  0.36807514968499444
		RMSE:  0.35781638093161844
		NRMSE:  0.08599288174275858
		MAPE:  699.8184216008328
		Pearson Correlation:  0.6390099708226034
		Spearman Correlation:  0.5101135924388085
		Coefficient of Determination:  0.30172448213090874
		RMSE:  0.3608348445423183
		NRMSE:  0.11450712253818172
		MAPE:  179.35221524868456

Protein:  CTNNB1
x_train_column_count:  994
x_train columns:  ['STAG3L2', 'KRTAP5-9', 'SNORD115-22', 'GPR39', 'DLK1', 'COBLL1', 'SLCO4C1', 'ELF2', 'HSD17B10', 'SAT1', 'HBA1', 'DDX50', 'RAD54L', 'FGF2', 'FCRL1', 'BLNK', 'STK31', 'SP7', 'NBEAL1', 'LCOR', 'RAP2C', 'MSL3', 'NDUFA13', 'FHOD1', 'LOC284441', 'SMIM24', 'CCDC71L', 'FOXO4', 'SNORD116-11', 'AMER2', 'TTC27', 'SYNE3', 'CCDC115', 'GSTA5', 'CFHR5', 'LRWD1', 'MRPL52', 'FXYD2', 'AKTIP', 'EEF1A1P9', 'TMEM132E', 'SSR2', 'POU3F2', 'MBTPS2', 'SNRNP27', 'ZNF473', 'SLC4A10', 'MED4', 'CLINT1', 'LRRC18', 'PPARD', 'CRAT', 'ZCCHC14', 'DNAJC22', 'PRH2', 'SMARCAL1', 'ME3', 'PSMC1', 'CELF2', 'FAM135B', 'EGFL7', 'MTIF3', 'FAM65C', 'GBGT1', 'OR9Q1', 'PSMB10', 'TNFRSF1A', 'NYAP1', 'SLC2A4RG', 'IL25', 'TRIM42', 'SRSF4', 'UQCRH', 'FCER1G', 'CYB5B', 'ADCY10P1', 'SS18', 'C17ORF58', 'C16ORF87', 'OR13H1', 'STX4', 'CCT8', 'FAM83A-AS1', 'DEFB131', 'OR14I1', 'PACS2', 'ST6GAL1', 'ANKRD54', 'GDAP2', 'IKZF4', 'CD248', 'SUPT3H', 'TUBA4B', 'SNORA27', 'MYEOV2', 'TTI2', 'REEP1', 'NT5C3A', 'COX6A1', 'C12ORF50', 'TMEM55A', 'ATXN3L', 'DCAF12L2', 'SLC45A2', 'ZNF267', 'SNRK', 'GJA8', 'FAM57A', 'USH1G', 'MAZ', 'TRIM24', 'FGD2', 'STAMBP', 'VAMP4', 'PDE8A', 'SLC22A9', 'DHFR', 'ITPK1-AS1', 'ALX1', 'PSME4', 'USP32', 'TMEM40', 'USP17L9P', 'MYOF', 'TUBG1', 'JAGN1', 'ROPN1', 'CCDC163P', 'TBL1Y', 'KLRF1', 'DENND6A', 'DIAPH2', 'EED', 'ZNF575', 'GCLC', 'GLA', 'LSMEM2', 'KIR2DL4', 'LINC00895', 'ISL2', 'NUDT21', 'CHST14', 'PPFIA3', 'VAMP7', 'IDH3A', 'C9', 'PDE6A', 'SNORD115-25', 'DQX1', 'HNRNPU', 'KAAG1', 'UBA6', 'FOXRED2', 'PNN', 'BCAM', 'KLHDC2', 'PLEK', 'PIP4K2B', 'KCND3', 'SCARNA17', 'MMADHC', 'MT1X', 'KRTAP10-8', 'DUSP23', 'ZNF557', 'LILRA2', 'FOXD4L6', 'AMIGO1', 'ADRB3', 'PARD6G-AS1', 'TNFSF10', 'PKD2L1', 'ETFDH', 'PEX26', 'CORO1C', 'OSTF1', 'MANF', 'PALB2', 'BCDIN3D', 'AASDH', 'MAP3K14-AS1', 'GLOD5', 'SARDH', 'RHEB', 'IRX6', 'ZFYVE26', 'G2E3', 'LACRT', 'SPOP', 'TMEM261', 'KCNC4', 'LINC00235', 'TOR2A', 'ZNF483', 'PAX8-AS1', 'GNB1L', 'ZG16B', 'ZNF320', 'ADGRF1', 'CD52', 'CCM2', 'KIAA0125', 'MED11', 'CNN2', 'CST2', 'POGZ', 'GOLGA8DP', 'C18ORF42', 'RELB', 'FAM173B', 'SMPD1', 'LYST', 'ABCA11P', 'RHOC', 'C11ORF42', 'AACS', 'TMED6', 'FAM71C', 'OR2T33', 'EFNA1', 'HOXB7', 'MASTL', 'TRIML2', 'LINC00667', 'SYNJ2', 'SCGB1D1', 'RER1', 'SNORA5C', 'UNC79', 'MTFR1', 'LINC00847', 'PPP1R2P9', 'SNRNP200', 'SFXN2', 'PMPCB', 'PRDX4', 'FMO5', 'CABP5', 'RAX', 'STX12', 'LGR5', 'TECPR1', 'TGM2', 'VRK3', 'TSPAN16', 'UGT1A1', 'CBX8', 'TSNAX', 'RBP5', 'NUP153', 'OR5M8', 'GBA', 'RNF7', 'FZD10', 'C21ORF2', 'FAM183A', 'CTGF', 'LOC728554', 'HOXB8', 'GPR143', 'ELOVL1', 'LOC100129534', 'LCN10', 'NAT9', 'COX8A', 'LGI1', 'NCBP2-AS2', 'FBXO10', 'ZNF439', 'FRMPD4', 'STX16', 'MIS12', 'C4ORF17', 'MRPS23', 'RPL26', 'TTLL12', 'BAHD1', 'OR2T1', 'ZNF418', 'SNORD115-41', 'AGR2', 'TAS2R9', 'MZB1', 'GAPDH', 'CCNE1', 'RSRC2', 'EIF2AK1', 'MDM1', 'PRPF38B', 'RFNG', 'SNORD114-15', 'GADD45G', 'SEPHS1P1', 'PLEKHB1', 'SCN1B', 'STPG2', 'TTC12', 'PLD2', 'TCEANC', 'RIBC2', 'TPRX1', 'ATP2B4', 'STOX1', 'ZNF19', 'ULBP2', 'FCAMR', 'SLC10A5', 'TEPP', 'TEX29', 'SETD3', 'ZIM3', 'WDR38', 'RAPGEF2', 'LOC100134368', 'ESPL1', 'WDR24', 'PBX1', 'AGPAT6', 'ANKRD36BP1', 'HCRTR2', 'SIRPB1', 'LINC00964', 'CTSG', 'RPL13AP17', 'LINC00520', 'FAM13A-AS1', 'ELOVL5', 'ATP6V1B1', 'BMS1P4', 'FAM134B', 'ABCC9', 'TMEM143', 'APOC4', 'PEMT', 'OR5AU1', 'TMEM134', 'ETS2', 'ZCCHC16', 'SNORD95', 'PQLC2L', 'CCND3', 'HRASLS2', 'ATCAY', 'TLR8', 'ATP1B1', 'LOC652276', 'MED29', 'SFR1', 'LMOD2', 'GALNT1', 'ZNF766', 'PTPDC1', 'SEC11A', 'LOC644172', 'ZNF846', 'NHLH2', 'CCHCR1', 'C8ORF82', 'CRHR1', 'BPNT1', 'GCNT3', 'RNF128', 'SERPINA10', 'ZNF154', 'NKAIN4', 'MICALCL', 'SNORD58C', 'PDXP', 'SIDT1', 'HK2', 'CELA3B', 'NR2E3', 'RPL34-AS1', 'OR51F1', 'KCNIP4', 'RPS26P11', 'RAVER2', 'ZNF716', 'CD163L1', 'AGAP6', 'CTNND2', 'RHBG', 'SEMA5A', 'FRS3', 'TPGS1', 'DIRC2', 'SPDYE7P', 'SERTAD3', 'DMXL1', 'HTR2B', 'MLNR', 'TGFBI', 'TBX6', 'CHAC2', 'CRNKL1', 'NBPF15', 'SLC13A5', 'UNKL', 'SUPV3L1', 'FAM35BP', 'ANKRD20A4', 'C18ORF8', 'LPAR4', 'OAS2', 'CHST4', 'ATE1', 'DEFB124', 'PAXIP1-AS2', 'BLOC1S2', 'PSMG2', 'DNASE1L1', 'PRDM9', 'ZNF296', 'LINC00473', 'PPAT', 'FITM2', 'TM4SF18', 'DGKB', 'SERPINF1', 'MAOA', 'TESC', 'C10ORF113', 'ADGRD1', 'DYNLRB2', 'MRPL39', 'METTL2B', 'MYADML', 'IAH1', 'NGFRAP1', 'PLEKHG6', 'NKAIN2', 'RSL1D1', 'C11ORF70', 'ZMYM5', 'ZNF48', 'NPY4R', 'EOMES', 'NUPR1', 'HOXA11-AS', 'PPL', 'PTTG1IP', 'ALDH1A2', 'CLIP4', 'SHKBP1', 'DOT1L', 'ATP5G2', 'PPP1R11', 'SLC45A4', 'KRTAP5-1', 'FATE1', 'CCDC65', 'SNORD77', 'TFAM', 'ARL2BP', 'TRIM6-TRIM34', 'CT45A6', 'ADHFE1', 'CCDC183-AS1', 'OR1S1', 'ADAMTS18', 'ANKRD23', 'PAQR3', 'ZMYM2', 'OXA1L', 'SLC25A19', 'CD300E', 'HAUS7', 'ISX', 'ZHX3', 'GUCY2C', 'PCDHB10', 'SNORD8', 'SGTB', 'OR13C5', 'HBD', 'NRM', 'ARID4B', 'ZNF791', 'TYRO3', 'SPR', 'SRY', 'SLC37A3', 'SSX2', 'LRRC46', 'FAM189A1', 'RHD', 'ZNF226', 'PRR26', 'DIS3', 'CYBB', 'FEZF1', 'BMP3', 'RECQL4', 'AATK', 'ZNF484', 'PFDN4', 'WFDC10A', 'CNOT7', 'GTF3C5', 'KCND2', 'IPW', 'F2RL1', 'MLLT4-AS1', 'ERGIC2', 'MMRN2', 'TRIOBP', 'IMP4', 'IL1RL1', 'CPSF4L', 'SLC2A8', 'IGHMBP2', 'C11ORF95', 'ASCL2', 'KCNC3', 'OOEP', 'MMP19', 'ANKRD53', 'JMJD7-PLA2G4B', 'IGIP', 'AKAP6', 'EFCAB10', 'UBAP1', 'RTN4', 'TMEM194B', 'SNORA29', 'OR4F15', 'USP3', 'DNAH1', 'SMIM12', 'FAM47A', 'GPR34', 'SNORA48', 'AMMECR1', 'PTPRZ1', 'SLC4A2', 'H3F3C', 'PPIAL4G', 'SEL1L3', 'ABLIM1', 'ANTXR1', 'GOLGA2P5', 'SERPINH1', 'DIP2A', 'MRPS35', 'PPY', 'MGEA5', 'PRPH2', 'FAM58BP', 'EIF3F', 'TMEM52', 'CDK5RAP1', 'IHH', 'KLF7', 'CWC27', 'SMN2', 'SCEL', 'CSF2RA', 'FBXO38', 'ABTB2', 'CLEC18A', 'LRPAP1', 'NOP16', 'GHSR', 'SIPA1L3', 'CRTAP', 'THBS4', 'TBL1X', 'VWC2', 'FAM83D', 'SCUBE1', 'KLF1', 'SNRNP25', 'CIZ1', 'PRPF8', 'PAPOLB', 'PAPL', 'METTL3', 'ADORA2A-AS1', 'FAM99B', 'C1ORF174', 'CABLES1', 'POM121C', 'ZBED4', 'GPM6B', 'CT45A2', 'SLC27A1', 'ZUFSP', 'RANBP1', 'KCNJ9', 'OR4P4', 'FKBP11', 'HSD11B1', 'CGGBP1', 'PPP2R3B', 'EPHX2', 'C5ORF51', 'DTX2P1-UPK3BP1-PMS2P11', 'TPRG1', 'COX8C', 'CEP112', 'ADAMTS14', 'SPTB', 'SHOX', 'FUNDC1', 'GRAMD3', 'FAM214B', 'PAX2', 'BRMS1L', 'TMEM241', 'SLC24A5', 'MGMT', 'LIMS1', 'ZDHHC8', 'PITX1', 'PTPRM', 'RASA4CP', 'NTRK3', 'POLR2J3', 'JMJD4', 'AMER3', 'FAM66E', 'SOCS7', 'RALGAPB', 'SOGA1', 'TMED5', 'ZNF638', 'HS3ST5', 'BOLA2', 'LRRC69', 'NAPG', 'IFIT1', 'SLC4A7', 'MT1DP', 'OTOP3', 'ZNF124', 'TTC3', 'TFIP11', 'SSC4D', 'SPRN', 'CLDN7', 'EIF4EBP2', 'FBXL15', 'PDIA2', 'ZNF827', 'CHMP5', 'NME8', 'APLF', 'CYP39A1', 'MKS1', 'ADAMTS9', 'PCDH10', 'SSR1', 'KBTBD8', 'ZNF385D', 'MED13', 'GHRLOS', 'CFAP57', 'TTLL2', 'DAB2', 'SLC25A20', 'PPBP', 'CFAP70', 'MEIS3P1', 'ASPHD1', 'SNORD97', 'WNT10B', 'LOC644145', 'AIRE', 'TTC22', 'ASCL1', 'RAB27B', 'NMNAT1', 'CYP46A1', 'ZNRD1', 'SNORD18A', 'NCKAP1', 'CES1P1', 'ZNF564', 'PVRL1', 'RBM48', 'NUDT15', 'NOXO1', 'SPICE1', 'NEMF', 'IGFBP6', 'GRWD1', 'BMI1', 'RPL12', 'LIG1', 'HOXC4', 'LOXL2', 'MRPL50', 'NEFH', 'SCN4A', 'DDX23', 'FOXD4L5', 'CDH26', 'CHD1L', 'DIRAS1', 'NR1D1', 'MIR1-1HG', 'FAXDC2', 'ADAM21P1', 'ACRC', 'MTMR11', 'PUM2', 'TANGO6', 'HELT', 'KIAA1919', 'DCTPP1', 'PRTFDC1', 'C6ORF52', 'P2RX6', 'TDG', 'HAR1A', 'WHSC1L1', 'GEMIN8P4', 'GLIPR1L2', 'KRTAP4-9', 'ZNF586', 'TRMT2A', 'TSGA13', 'MYOT', 'RPS19BP1', 'TM7SF3', 'CCDC159', 'STAG3L1', 'ABCB1', 'MARK2', 'KRTAP5-AS1', 'ITGB5', 'BAALC', 'SLC39A3', 'ZGLP1', 'SNORD115-45', 'PRKAA1', 'CD8B', 'EXOC8', 'CA1', 'SNAR-D', 'OR51B6', 'LYPD3', 'OTOA', 'MYPOP', 'ZNF283', 'RBM24', 'RGS7BP', 'FLG', 'MEX3B', 'STRA6', 'MRPL32', 'TMEM184C', 'SLC27A4', 'CAND2', 'PCDH19', 'FGD5', 'ANKRD50', 'TNRC6A', 'TBC1D31', 'C17ORF64', 'RUNDC1', 'SNORA14A', 'TRAF1', 'STH', 'WIPF1', 'B9D2', 'KRT1', 'FGFBP2', 'LINC01089', 'TSPY4', 'IFT81', 'ARHGAP21', 'IQCF2', 'DCTN3', 'ST7', 'OR10A5', 'ERN2', 'OR4C16', 'TMEM223', 'COX19', 'SPEF1', 'NTPCR', 'PAPOLA', 'ASPH', 'APOOL', 'NUSAP1', 'LINC00928', 'DUSP6', 'EDDM3A', 'CABP1', 'WDR11', 'CRCT1', 'APOBEC1', 'MALAT1', 'NDN', 'DOC2B', 'LRRC41', 'KRTAP19-7', 'ACAP3', 'SLC22A7', 'MYH1', 'DYX1C1', 'RRAGA', 'FAM153B', 'FAM57B', 'MTTP', 'TSLP', 'MAPK10', 'ITGAV', 'SUMO2', 'KCTD7', 'LOC285768', 'STARD8', 'PTGER2', 'HTRA3', 'KIAA1328', 'H2AFZ', 'SLC14A1', 'BSCL2', 'FYTTD1', 'KIAA1033', 'NEDD4', 'NME1', 'CFL1', 'SUN5', 'GSG1', 'SIGLEC11', 'LINC00652', 'LARGE', 'AHNAK2', 'OSBP', 'RUNDC3B', 'NF2', 'LSM6', 'VAX2', 'S100A16', 'ATP6V0E2', 'FCGR2A', 'MATR3', 'CHID1', 'OR51B2', 'AKR7A2', 'ITGA6', 'ARID2', 'TMEM176A', 'SNAR-F', 'ASIC2', 'SPACA3', 'PKIA', 'GPR32', 'HSPA6', 'SPON1', 'TEX15', 'HIST1H1C', 'STRIP2', 'TAL2', 'RGCC', 'UCHL1', 'ABI2', 'ZBED2', 'RPL28', 'CRYGD', 'C5AR1', 'MED1', 'ACTA1', 'CRB2', 'HCRT', 'TMEM51', 'OR6N1', 'GABRG3', 'INTS4P2', 'ATP1B4', 'ACTR1B', 'LOC100272217', 'CLEC17A', 'ZNF322P1', 'SUGT1P3', 'LPCAT2', 'KIAA0355', 'TGS1', 'FIP1L1', 'NUP205', 'MRPL44', 'OR51A4', 'TMEM190', 'GNG13', 'TSPAN12', 'TRIP11', 'VWA5B2', 'CDKL1', 'OR2A14', 'WTH3DI', 'ARMCX5', 'LARP1B', 'MOSPD2', 'HYALP1', 'FREM2', 'OXT', 'C15ORF39', 'BMPR1B', 'FSTL1', 'RBMX2', 'C15ORF56', 'HSD11B1L', 'CELSR2', 'LMNB1', 'LRR1', 'PRDM15', 'SPACA7', 'UMPS', 'GXYLT2', 'MYO3B', 'SMURF1', 'GATM', 'CGB1', 'FAM63A', 'ATP6V1A', 'HSD17B1', 'KIF4A', 'ZNF274', 'DEXI', 'TSPAN32', 'STAT3', 'FER1L5', 'NKD2', 'ZSWIM2', 'DNAJC4', 'GTF2IRD2B', 'GTF2H2C', 'C1ORF105', 'TRIP13', 'NUP98', 'SYT2', 'GRIN2C', 'PRKCI', 'MMD2', 'C11ORF88', 'HPVC1', 'CDX4', 'RPGRIP1', 'ST8SIA1', 'FCRLA', 'RBFA', 'VAT1', 'TBX18', 'KLHL22', 'C17ORF104', 'ZNF788', 'FAM21C', 'ADORA3', 'ARRB2', 'UBAP2', 'OLIG3', 'RSU1P2', 'TRIM64', 'RPIA', 'ITGA9', 'CANX', 'TAC1', 'SPRR1A', 'EPC2', 'GRIK1', 'ELMOD1', 'STT3B', 'GRAMD1B', 'LPCAT1', 'GYPA', 'KIAA0753', 'AMFR', 'RNY4', 'EEF1B2', 'COA1', 'CERK', 'NXF3', 'LINC00488', 'SLC16A6', 'DRAM2', 'MINA', 'FAM138D', 'SLX1B', 'SFTPD', 'FDX1', 'PSMG1', 'SLC22A4', 'PLA2G7', 'PDLIM3', 'IFT22', 'SYS1', 'TNFAIP6', 'KLRB1', 'FAM66A', 'RABEP2', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6170193939500923
		RMSE:  0.9046651382507068
		NRMSE:  0.21849703851094263
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09478783275970826
		RMSE:  0.8396248247596424
		NRMSE:  0.17652527641906535
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999422040781
		Coefficient of Determination:  1.0
		RMSE:  1.4808081796898622e-14
		NRMSE:  3.576485797724525e-15
		MAPE:  1.563866485551485e-11
		Pearson Correlation:  0.06891116707469175
		Spearman Correlation:  0.10618835646329756
		Coefficient of Determination:  -5.566682375472549
		RMSE:  2.0563322881865593
		NRMSE:  0.4323295534830038
		MAPE:  1659.3192298855183

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.2677824454655815, tolerance: 0.02722969373777278
  positive)
		Pearson Correlation:  0.9999107245405672
		Spearman Correlation:  0.999833567005465
		Coefficient of Determination:  0.9998020453495707
		RMSE:  0.010009516387490635
		NRMSE:  0.0024175240043209922
		MAPE:  10.720201149417463
		Pearson Correlation:  0.03639494404764283
		Spearman Correlation:  0.059489519819449124
		Coefficient of Determination:  -12.598656151934124
		RMSE:  2.9591588966370646
		NRMSE:  0.622142565099038
		MAPE:  2135.635015206319

	Predictor:  RandomForests
		Pearson Correlation:  0.6136975580403391
		Spearman Correlation:  0.5939327958633541
		Coefficient of Determination:  0.28588211524905394
		RMSE:  0.6011947722424429
		NRMSE:  0.14520209937263137
		MAPE:  516.6639382791461
		Pearson Correlation:  0.31182013607774905
		Spearman Correlation:  0.2694921383059639
		Coefficient of Determination:  -0.0009462409109486369
		RMSE:  0.8028338326933525
		NRMSE:  0.1687902263672846
		MAPE:  655.143796090379

Protein:  CCNE1
x_train_column_count:  352
x_train columns:  ['HCST', 'RITA1', 'RBM15B', 'PGA3', 'PBLD', 'KRTAP9-2', 'CYB5R3', 'FAM66A', 'OR4C12', 'DTX1', 'CYB5R4', 'CCL24', 'HOXC5', 'CERS1', 'MAPRE2', 'GATS', 'ATG4B', 'SPACA6P', 'ARSH', 'GNG4', 'OSGEP', 'UXT', 'USH1G', 'NALCN', 'MAP3K10', 'SBSN', 'ZNF202', 'SUPT20HL1', 'IL4I1', 'LOC93622', 'LEO1', 'PDS5B', 'RNF217', 'ZNF2', 'FGGY', 'SNORD62A', 'SERPINA13P', 'PNPLA6', 'FERMT2', 'FAM132A', 'RAI2', 'GADL1', 'VSTM4', 'EIF5A', 'LRRN4', 'NEDD1', 'ANKIB1', 'PLOD1', 'PDZD3', 'FOLH1', 'HTRA1', 'NTN3', 'C9ORF129', 'MYCNOS', 'FCRL6', 'HOXA6', 'C10ORF91', 'SLC8A2', 'ADCK3', 'KCNJ5', 'GALNT3', 'LINC01020', 'C5ORF60', 'RBM20', 'ZCCHC14', 'TTC13', 'FBXO27', 'LINC00592', 'LINC01300', 'OR51L1', 'SMIM6', 'FMN1', 'HSDL1', 'PHC2', 'SLC16A12', 'PAXBP1', 'TMEM44', 'CLPTM1', 'HMGB2', 'AGR3', 'DLK2', 'CCDC178', 'ADGRE3', 'TMEM110', 'TMCO5A', 'FAHD1', 'KCNQ4', 'EIF4E2', 'VARS', 'BMP8A', 'GALR1', 'ZNF645', 'NRG3', 'L2HGDH', 'PLA2G2D', 'LRP5L', 'ZNFX1', 'ICAM3', 'PDZD2', 'GALNTL5', 'TMED8', 'DCAF6', 'DEFB119', 'NUDT3', 'CALM3', 'FBXO18', 'CASC4', 'FAM58BP', 'DPCD', 'IFNL3', 'PUS7', 'SLC38A9', 'TRIM25', 'LRRC37A', 'QRFPR', 'ZNF70', 'JUNB', 'CCDC77', 'AMPD3', 'ORMDL3', 'NOXA1', 'AKAP12', 'PKN2', 'C9ORF89', 'ZNF398', 'NHLRC1', 'OR6C68', 'GLTSCR1L', 'C1ORF112', 'LOC728613', 'BAZ2B', 'SKA3', 'SUCNR1', 'SEPHS2', 'AOAH', 'NPAS1', 'INSRR', 'SDC1', 'MAGEB16', 'MEF2BNB-MEF2B', 'CLPS', 'TRIM35', 'GDAP1L1', 'GRAMD3', 'DDX28', 'TMEM56', 'NKAIN1', 'DMRTC1B', 'BRINP1', 'SP110', 'C19ORF45', 'C19ORF38', 'MS4A14', 'VPS37B', 'IL17D', 'KCNV2', 'CROCCP3', 'MUC6', 'FBXL16', 'HPVC1', 'FAM197Y2', 'ATP5G3', 'EXOC2', 'MOCOS', 'LCN9', 'HSP90AB1', 'PPIAL4E', 'TRIM36', 'KLF17', 'SNORD115-31', 'GOLGA2P5', 'HSPA1L', 'SFXN5', 'RANBP3L', 'LINC00114', 'GULP1', 'CD180', 'LCE1A', 'PDX1', 'RNFT2', 'SGOL1', 'DEGS1', 'CRTC3', 'PRDX2', 'PNPLA3', 'RPS6KB1', 'P2RX1', 'MANBA', 'HIST1H1E', 'FAM181A-AS1', 'PLEK', 'LYPLA1', 'RAB19', 'ZNF675', 'SNAP23', 'HHLA2', 'POLR2A', 'SKINTL', 'LGALS9', 'PRDX6', 'NOTCH1', 'LARP1B', 'ZIK1', 'TRIM34', 'IPO5', 'OR51B4', 'FAM188A', 'UBXN11', 'ID2B', 'GSTM2P1', 'ZNF74', 'OR52J3', 'SCARNA12', 'ZNF75A', 'C9ORF156', 'DBF4', 'PPIL2', 'LASP1', 'ST13', 'FMR1NB', 'MEOX2', 'DMXL2', 'RNASE1', 'UBE2D2', 'MSH4', 'FYN', 'CEACAM7', 'KIF25', 'ORAI1', 'HCG4B', 'IGFL1', 'OR13A1', 'TMEM125', 'USHBP1', 'SSR2', 'ZNF429', 'C3ORF17', 'VWC2L', 'CWC25', 'PCNAP1', 'RDH14', 'FAM71D', 'TYMSOS', 'COLQ', 'SUSD2', 'NSMCE2', 'LOC100268168', 'LAMA1', 'ACSF3', 'C4ORF45', 'PSMB8', 'ZNF688', 'TRIM9', 'COBLL1', 'ATP8A1', 'KRT27', 'RNASE2', 'TIMP2', 'ZFP36', 'LMBRD1', 'CD63', 'TTTY9B', 'OSBPL1A', 'KRT78', 'SCIMP', 'BRK1', 'MTHFD1L', 'SUN2', 'CAPZA3', 'APOF', 'ST5', 'TSPY4', 'CHRAC1', 'SERPINB7', 'SERPINA9', 'AWAT1', 'PYCR2', 'GPR161', 'DCDC1', 'ABCC6P2', 'ACACA', 'TAAR2', 'CCBL1', 'BAHCC1', 'FOXP4', 'PCDHB15', 'USH2A', 'PNCK', 'FJX1', 'CYP3A4', 'CD99', 'ECH1', 'MEGF9', 'MFRP', 'TXNRD1', 'CDC26', 'NPY6R', 'MRPL37', 'GTF2F1', 'ADGRB3', 'FBXO34', 'SP7', 'NEFH', 'VASP', 'NUTM2A-AS1', 'POU4F2', 'PIGL', 'SLC25A12', 'ZBTB38', 'CLEC18C', 'ESYT2', 'VPS4A', 'ACTN2', 'COLGALT1', 'SPATA24', 'UBQLN1', 'FOXA3', 'ABL2', 'SYT12', 'TGM7', 'LIMCH1', 'SLC16A1', 'SNORD33', 'GUCY1A3', 'GSTA5', 'PCF11', 'JAM3', 'C1QTNF9B-AS1', 'WDR33', 'MAFG', 'RNF19A', 'SPCS3', 'SMCP', 'CYTIP', 'MTMR10', 'RNPEPL1', 'MFSD9', 'SPERT', 'MYBPHL', 'NOA1', 'SUPT16H', 'BPTF', 'MYO1C', 'PTCHD3P1', 'CKAP2', 'OXR1', 'ANP32AP1', 'SPDYE1', 'MMP16', 'ATG16L1', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4688329016852353
		RMSE:  0.7931748470731899
		NRMSE:  0.19141705409976348
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.186170633384966
		RMSE:  0.8069776954058596
		NRMSE:  0.32929800677624244
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5048043460690237
		NRMSE:  0.12182453992060809
		MAPE:  103.07374645056161
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01570191691728584
		RMSE:  0.4556277343037054
		NRMSE:  0.18592497115143453
		MAPE:  142.6844229696492

	Predictor:  LinearRegression
		Pearson Correlation:  0.9588131711611212
		Spearman Correlation:  0.8544017507694274
		Coefficient of Determination:  0.9193226971920451
		RMSE:  0.14338336569216711
		NRMSE:  0.034602738058297444
		MAPE:  31.515837710878476
		Pearson Correlation:  0.42308147812667846
		Spearman Correlation:  0.3569795134602677
		Coefficient of Determination:  -0.4315130825468658
		RMSE:  0.5409095841511616
		NRMSE:  0.2207253669106185
		MAPE:  151.8184035946869

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.04435849881525833, tolerance: 0.013709715616187399
  positive)
		Pearson Correlation:  0.9514900570514312
		Spearman Correlation:  0.8392592967338484
		Coefficient of Determination:  0.9052717577039743
		RMSE:  0.15536844700670474
		NRMSE:  0.037495100274321194
		MAPE:  34.53848851597013
		Pearson Correlation:  0.4763469716355504
		Spearman Correlation:  0.40668088130774704
		Coefficient of Determination:  -0.2118378238488201
		RMSE:  0.4976789449809218
		NRMSE:  0.2030845282710038
		MAPE:  133.15706577839725

	Predictor:  RandomForests
		Pearson Correlation:  0.8588677325611868
		Spearman Correlation:  0.7168310122462735
		Coefficient of Determination:  0.7322880818785162
		RMSE:  0.26119023620538684
		NRMSE:  0.06303309510953661
		MAPE:  55.0739358313589
		Pearson Correlation:  0.8403905968148044
		Spearman Correlation:  0.7084689292951976
		Coefficient of Determination:  0.6962619460571505
		RMSE:  0.24915902282331465
		NRMSE:  0.10167266090888545
		MAPE:  71.18837917315965

Protein:  CCND1
x_train_column_count:  859
x_train columns:  ['PHOX2B', 'ITIH2', 'C12ORF76', 'C14ORF80', 'HS2ST1', 'GUF1', 'HIST2H2BA', 'CEL', 'SLC25A5-AS1', 'PIK3CD-AS1', 'DAB1', 'ZFYVE9', 'DKC1', 'LIX1L', 'CA5BP1', 'F2RL1', 'WDR33', 'BRD7', 'PSMA2', 'CUZD1', 'CCL18', 'NOL4', 'OR8G2', 'MIB2', 'NLGN4X', 'TAF6L', 'GDI2', 'C19ORF45', 'RSAD1', 'RWDD3', 'SLC7A11', 'RPRML', 'GABRP', 'OR10J3', 'CDS1', 'IRF2BP2', 'EXOC7', 'CST2', 'ABHD11', 'PGK1', 'WBP5', 'STK19', 'SAT2', 'CSNK1A1P1', 'DUSP23', 'MLLT6', 'IGSF22', 'FBXL20', 'ZWILCH', 'OIT3', 'CCDC176', 'CST5', 'BCYRN1', 'SCGB2A1', 'PRDX2', 'MBD3L1', 'ZNF543', 'NEGR1', 'CYP4F3', 'GEMIN6', 'VGLL1', 'H1FNT', 'TAP2', 'LRRFIP1', 'SHCBP1', 'LOC401127', 'CCDC107', 'SNORD114-16', 'PLB1', 'SEC61G', 'ROPN1', 'DEFA1B', 'PCDH7', 'TRIM78P', 'PPP3CB', 'POTEF', 'XYLB', 'TPD52', 'HSD17B4', 'THBS2', 'CHPF', 'PCDHGA1', 'CFAP57', 'NUB1', 'TTC28-AS1', 'METTL13', 'COX7B2', 'PBLD', 'HTR7P1', 'SYTL5', 'SEC22A', 'CRYGA', 'RASSF1', 'ATP1A1-AS1', 'MTHFD1L', 'BBOX1', 'TRAPPC5', 'ZBTB5', 'INS-IGF2', 'GRIA1', 'OR5B2', 'DNAH3', 'C9ORF50', 'CLK4', 'DOCK11', 'SNORA28', 'SNORD66', 'VBP1', 'DFNB59', 'GOLGA3', 'PSMD9', 'SEH1L', 'C7ORF50', 'TNS4', 'ERCC1', 'DGKI', 'ZNF385A', 'LRRC25', 'PABPC4', 'RAP2C', 'MIER2', 'STK26', 'PFKFB3', 'PCDH11Y', 'RBP1', 'FAM182A', 'AP1S3', 'EDRF1', 'TSPAN33', 'HCCS', 'STX3', 'THAP10', 'RNF114', 'CAP1', 'EPS8', 'OS9', 'ZNF674', 'GPX8', 'GRB2', 'TMPRSS2', 'C1ORF204', 'ZDHHC17', 'TCF7', 'PVRL2', 'COG1', 'OTOP2', 'HES2', 'TTC9C', 'ZNF263', 'SUOX', 'KRT9', 'ZNF717', 'TONSL', 'THUMPD2', 'LINC00982', 'ZNF24', 'ZMYND10', 'LIPG', 'EXTL2', 'GID8', 'CHRNA4', 'MKNK1', 'GNG12', 'RDH10', 'ZNF750', 'PIK3C2G', 'SEPT1', 'P4HTM', 'PTPRR', 'GAK', 'UBE2MP1', 'ITGB4', 'C20ORF194', 'ZNF593', 'SRCAP', 'TMEM230', 'FES', 'MAPKAPK5', 'AQP3', 'RAD1', 'OCA2', 'CD40', 'ERBB2IP', 'RALGDS', 'CLTA', 'C1QL1', 'SPOCK1', 'RAD51B', 'GATM', 'RBPMS2', 'ZNF767P', 'VDR', 'PHKB', 'FIZ1', 'NXF1', 'VIT', 'SRP72', 'ARHGEF1', 'OAZ3', 'FAM83A', 'CPNE5', 'CIDECP', 'ESF1', 'MT4', 'SOX15', 'CHIC1', 'KIAA1755', 'HIST1H4C', 'IL4R', 'SERPINE2', 'FAM208B', 'NBPF22P', 'FAM96A', 'SNORD126', 'SWI5', 'TSIX', 'OR56A3', 'ZNF714', 'OSGEP', 'F2R', 'NAA15', 'ARHGEF3', 'PRMT9', 'NACC2', 'IWS1', 'IL12B', 'UBXN10', 'PAPOLB', 'PSMD12', 'FUBP3', 'TMEM182', 'NANOS3', 'HBG2', 'RPL6', 'SEMA3D', 'CCNB1IP1', 'SNORD86', 'DCUN1D4', 'SERPINB6', 'LRRC70', 'PTPRS', 'NAA30', 'WNT8A', 'CDK16', 'MTMR4', 'TEX13B', 'CCDC65', 'MAP1B', 'DHRS7', 'CYP17A1', 'TRIM9', 'SMG8', 'TADA2A', 'NUDT13', 'ALG3', 'CDC45', 'CC2D1B', 'C4ORF45', 'INPP5D', 'MED13', 'RGS9', 'IFNLR1', 'OR2C3', 'BRDTP1', 'KIF18A', 'PTGES3', 'STC1', 'CDC42SE2', 'ULK4P3', 'MAZ', 'AGMAT', 'BPIFC', 'SMARCA1', 'TOE1', 'GCAT', 'CXADRP2', 'LHX2', 'ROBO3', 'KRTAP12-1', 'FLYWCH2', 'C1QL3', 'SNORD81', 'LIN7A', 'KCNK12', 'OR2L2', 'SMAD9', 'AKAP10', 'ATP5L', 'SERPINB2', 'C1ORF110', 'RCVRN', 'CSGALNACT2', 'FOXR1', 'RABL2A', 'C21ORF62-AS1', 'ZNF331', 'DPY19L2', 'PFN1P2', 'TFAMP1', 'OR10R2', 'LYZL6', 'EDDM3B', 'PMS2P3', 'GFI1', 'RNASEH2B', 'SLC7A7', 'SKINTL', 'ZNF333', 'SPTSSB', 'MUC16', 'RAB39B', 'APOLD1', 'MIR1-1HG', 'OR10P1', 'MX2', 'GPR176', 'ZNF786', 'CLCN1', 'IGFLR1', 'ZBTB20', 'LEO1', 'OR5M9', 'STAC3', 'TMEM120B', 'CX3CR1', 'C11ORF74', 'SMIM20', 'WDR64', 'ANKRD28', 'CCDC7', 'ARID1A', 'NR1H2', 'BCAS4', 'PGC', 'RCN3', 'KDR', 'TMED1', 'DGCR2', 'RUVBL1', 'PGK2', 'LINC00152', 'CACNG5', 'GTF2A2', 'FTMT', 'ZACN', 'C1GALT1C1', 'PAX8-AS1', 'OSCP1', 'TPRA1', 'ARL15', 'AGR3', 'SNORD114-30', 'FCGR2C', 'ZBP1', 'ANXA2P2', 'HDC', 'CNPY4', 'ARL4D', 'CCDC183-AS1', 'TMEM8A', 'EVI5L', 'LOC613037', 'KRIT1', 'GDNF', 'KPRP', 'CLDN2', 'AGBL4', 'C10ORF67', 'SNORD111B', 'P2RY2', 'ZNF426', 'GYPA', 'GCSAM', 'SETD6', 'CLU', 'AMPH', 'TBC1D5', 'TMEM256', 'METTL18', 'TAS2R13', 'EXOSC7', 'TACC2', 'LIMS2', 'GAGE8', 'IER5', 'SP1', 'ADORA2B', 'SNORD85', 'SUGP1', 'PRAMEF20', 'SCGB3A2', 'LHFPL3-AS2', 'MMP15', 'KRTAP20-4', 'DCDC2B', 'HAL', 'FAM63A', 'XIAP', 'KLHL34', 'EPS8L3', 'RGS20', 'ZNF789', 'TNFRSF4', 'PDE1B', 'HEATR1', 'GREB1L', 'TMIGD2', 'HADHA', 'ZNF572', 'PSMA1', 'LGALS9C', 'SYT5', 'CRIP2', 'SS18L2', 'FAM66D', 'SCARNA8', 'LBX2', 'CALR', 'SRSF11', 'BIN3-IT1', 'LIPF', 'OPN1MW', 'RCAN1', 'RAB5C', 'JAM3', 'YEATS2', 'DNAJA1', 'TREX1', 'SPATA31A5', 'MRPS33', 'DHRS9', 'ATRIP', 'RAD9A', 'YY2', 'C15ORF62', 'PEX16', 'KCNAB2', 'UBA6', 'FAM175B', 'RPP14', 'TCAF1', 'FAM131B', 'PRELID1', 'CATSPERG', 'SPAG8', 'ZNF645', 'GSTO1', 'PRKCE', 'EPHB3', 'SNORA53', 'MATR3', 'SELM', 'SNORD115-44', 'TBX15', 'XPO5', 'CYP1A1', 'NGRN', 'CLN6', 'ARFIP2', 'HSPA1B', 'IDS', 'APOC1P1', 'AP3D1', 'EIF2S2', 'ERMARD', 'OR6K2', 'ILF3', 'RPRM', 'TMEM98', 'ZNF292', 'RITA1', 'OTOR', 'OR10H2', 'SLC25A28', 'MSTO2P', 'ARL14', 'ANKRD35', 'PTTG2', 'PPIL6', 'SNORD116-11', 'RERGL', 'ADCY2', 'UBE2D1', 'DIAPH2', 'MDFIC', 'KRT73', 'PILRB', 'SLC22A25', 'PRCD', 'EPHX3', 'MAN1C1', 'CYSLTR2', 'FAM184A', 'CPTP', 'OR4N5', 'KNG1', 'CSTA', 'OR4C6', 'CLEC2L', 'ELMOD1', 'ARPC2', 'G3BP1', 'ISY1', 'TSNAXIP1', 'PPP3CA', 'ARMCX1', 'TOP1P1', 'FCRLA', 'PCDHB7', 'CAMSAP3', 'SAP30BP', 'SPRR2C', 'CDNF', 'FPR3', 'IKZF2', 'CEP83-AS1', 'PEX11A', 'NRM', 'LINC00910', 'CP', 'CHRNA1', 'FRYL', 'RAB35', 'ANKRD22', 'TNXB', 'STIM2', 'OR2C1', 'CLIC5', 'MAP4K3', 'RAN', 'TSSK1B', 'ADAMTSL5', 'POLR2I', 'PPAPDC1B', 'SLCO2A1', 'GPR68', 'PPP1R26', 'SPEN', 'GTDC1', 'LRRC45', 'DEFB132', 'MAPK10', 'RNFT2', 'RAP1GAP2', 'PALMD', 'CLPS', 'PPP1R14A', 'POSTN', 'NEMF', 'KRT82', 'ELOF1', 'CDC6', 'SNORA30', 'NPS', 'CCDC36', 'HIST1H4L', 'C10ORF131', 'GSE1', 'MEFV', 'CREBZF', 'PCDHB8', 'IL2RA', 'ITGA9', 'SEMA5B', 'GDF2', 'HPDL', 'PIM2', 'GNA11', 'LSM3', 'UGGT2', 'AURKB', 'ZNF436', 'ID2B', 'ZKSCAN1', 'RFX5', 'PRSS57', 'WEE2-AS1', 'WBP1L', 'SRSF1', 'SNORD115-45', 'CKMT2', 'RBM26', 'BDKRB2', 'CDKL1', 'TP53I13', 'TNFRSF13C', 'TECTB', 'TTLL5', 'ABHD17C', 'TCAF2', 'ZNF577', 'PRCP', 'NACAP1', 'IDH1', 'RPL21', 'HAND2', 'PCSK6', 'FBXL8', 'NRADDP', 'CD274', 'B4GALNT2', 'PEG10', 'LSM6', 'CDC37', 'ZW10', 'CRCP', 'SLC17A4', 'DGKA', 'LRRC6', 'FAF1', 'HRNR', 'EMC6', 'STYXL1', 'G6PC3', 'EFHD1', 'PDGFA', 'LOC344967', 'SYNJ2', 'MTX2', 'CSTF2T', 'COL21A1', 'CD3EAP', 'FAIM2', 'IFNK', 'GRM6', 'ATP1A4', 'PTRH1', 'LRRC47', 'CIAO1', 'RTN3', 'ZFYVE28', 'ANKRA2', 'ODAM', 'MAB21L2', 'MAATS1', 'PABPC5', 'RPS7', 'COQ9', 'DERL2', 'CENPK', 'EIF5B', 'BPIFB3', 'TNFRSF13B', 'KHDC3L', 'C4ORF17', 'ARNTL2', 'ZUFSP', 'EPB41L4B', 'PRR14', 'TSR1', 'NCR2', 'MRGBP', 'IRGC', 'PSMA6', 'SH3RF1', 'CA9', 'EPHA3', 'ST13', 'GCNT1', 'SPACA6P', 'FBLN1', 'POLR3H', 'UGT2A3', 'IFNB1', 'TUBB2A', 'SUSD5', 'TSEN54', 'GCLC', 'RNMT', 'MESDC1', 'NICN1', 'GCA', 'GALP', 'RNF150', 'PECR', 'GOLGA8A', 'LINC00242', 'VEGFC', 'TSPAN3', 'MGC72080', 'SNORA31', 'ZNF221', 'DNAJB11', 'SNORD17', 'PACSIN1', 'ARHGAP18', 'SNORD115-32', 'RASGEF1A', 'OGFOD1', 'BTBD17', 'PYCR1', 'HLA-DRB1', 'SPRY2', 'LOC389705', 'RAB38', 'DBF4', 'ATP5O', 'CLEC11A', 'EVL', 'ALDOB', 'SNRPE', 'HOXC12', 'SPRR3', 'PATE4', 'KLC3', 'BCL10', 'TBC1D25', 'IL9', 'PFDN2', 'TNMD', 'LGALS14', 'UBQLNL', 'ZSCAN10', 'CT45A2', 'MGST3', 'SEPT10', 'FCGR1A', 'POM121L2', 'LOC389332', 'ETAA1', 'C9', 'ADGRE4P', 'C1QTNF2', 'KRT6A', 'SLC25A23', 'SH2D4B', 'MAN2B2', 'GRIA3', 'TSHR', 'MAT2B', 'ELOVL2', 'SYCP3', 'PTPRO', 'ADRM1', 'WDR47', 'MAP3K4', 'ZNF585B', 'POU6F2', 'MRPL55', 'C3', 'ZNF800', 'BCLAF1', 'FAM217B', 'DDAH2', 'BIVM', 'C4ORF48', 'KRT31', 'GPN2', 'IRF9', 'FAM195B', 'IRF7', 'LRRC71', 'RPP25L', 'SPRR2F', 'DNMT1', 'AFG3L1P', 'HS3ST5', 'FAM150A', 'C8ORF86', 'RSPO4', 'PPP1R3F', 'ZNF253', 'SIRPA', 'RALGAPB', 'IFITM2', 'SOCS1', 'LIMD1', 'NFS1', 'LOC284023', 'AMPD2', 'COA3', 'HSPA12B', 'YBX1', 'DDX27', 'NMB', 'MED6', 'SEMA3F', 'PABPC3', 'PRKAB2', 'C1ORF226', 'BCL11B', 'TSPYL4', 'NDUFA7', 'GABPA', 'C19ORF12', 'SDC4P', 'ICE1', 'CWC27', 'SNORD27', 'DIP2B', 'CAPZB', 'GPD1L', 'MEG8', 'PAPLN', 'RHPN2', 'NR0B1', 'L3HYPDH', 'PLAT', 'B3GNT9', 'MSX1', 'PDK3', 'MCM2', 'SPTBN4', 'COL7A1', 'KIAA1257', 'SIRT2', 'PGAP2', 'CD33', 'MS4A13', 'SLC25A20', 'LRRK2', 'CARTPT', 'IL6ST', 'CCDC64', 'ATP6V1G1', 'KBTBD7', 'KCNC1', 'FBF1', 'FAM150B', 'FAHD2CP', 'PCNA', 'C12ORF73', 'SNORD38B', 'EPS15L1', 'EBPL', 'UFC1', 'YEATS4', 'STH', 'BOC', 'PDC', 'C3ORF38', 'ZNF814', 'LOC145474', 'HMP19', 'INMT', 'PWAR1', 'SCARB2', 'NLRP4', 'SNORA71B', 'UBN2', 'DHX37', 'MED17', 'NAIP', 'HAND1', 'TRAP1', 'NRIP2', 'IGF1R', 'PLBD1', 'TUBBP5', 'HDAC5', 'PSMD14', 'ZNF835', 'SEPT7P9', 'PCGF2', 'FHOD3', 'MUTYH', 'ERBB4', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47371951525638445
		RMSE:  0.2917253166285864
		NRMSE:  0.18637975276867558
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47112550847095647
		RMSE:  0.27775626016480953
		NRMSE:  0.17517423067911803
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  6.6419442321756295e-15
		NRMSE:  4.243457298127822e-15
		MAPE:  2.9204115573146283e-11
		Pearson Correlation:  0.1743563521165062
		Spearman Correlation:  0.11384431227322038
		Coefficient of Determination:  -12.553971537285301
		RMSE:  0.8430867766202812
		NRMSE:  0.5317146673942238
		MAPE:  1787.0284716022677

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.38741422361636424, tolerance: 0.003106817057166876
  positive)
		Pearson Correlation:  0.999032393251466
		Spearman Correlation:  0.9986906526927947
		Coefficient of Determination:  0.9979417832114101
		RMSE:  0.010902152703541602
		NRMSE:  0.006965252618508325
		MAPE:  34.51103372230798
		Pearson Correlation:  0.19443925889722738
		Spearman Correlation:  0.12642801032431827
		Coefficient of Determination:  -8.99408604934607
		RMSE:  0.7239532718657238
		NRMSE:  0.4565800150515413
		MAPE:  1400.707594733028

	Predictor:  RandomForests
		Pearson Correlation:  0.5854308228914306
		Spearman Correlation:  0.549164234389582
		Coefficient of Determination:  0.27527353334052895
		RMSE:  0.20457556699084783
		NRMSE:  0.1307008388538658
		MAPE:  490.56990994954407
		Pearson Correlation:  0.498308975837521
		Spearman Correlation:  0.4550156485741717
		Coefficient of Determination:  0.20559968044288934
		RMSE:  0.204107375363857
		NRMSE:  0.12872564036570194
		MAPE:  501.50046906279056

Protein:  ERBB2
x_train_column_count:  665
x_train columns:  ['CRABP1', 'C3AR1', 'MED30', 'ZNF804B', 'BEAN1', 'GDF6', 'CELSR2', 'CPLX3', 'GPR4', 'C16ORF54', 'CLP1', 'LINC01555', 'OR51E2', 'SRSF12', 'CACTIN', 'FANCM', 'CHTOP', 'PFN4', 'LYZL4', 'SLC13A5', 'SMNDC1', 'NETO1', 'LINC00643', 'MORF4L1', 'CDC37L1', 'ZFYVE21', 'C14ORF166', 'CAPN10', 'GPA33', 'ELOVL2', 'FLJ16779', 'GRIK2', 'CLGN', 'AJUBA', 'EMC6', 'KRTAP13-1', 'EPC2', 'ARHGAP30', 'KRAS', 'TMCO5A', 'ABCC6P2', 'DEPDC5', 'ENSA', 'SAR1B', 'C7ORF43', 'ANAPC16', 'ARCN1', 'OR13A1', 'HBA2', 'ALCAM', 'CYMP', 'AP2S1', 'HOXD12', 'SREK1IP1', 'CLPP', 'CLIP2', 'EXOC3-AS1', 'XIST', 'UBQLN4', 'RHBDF2', 'DPP10', 'DCDC1', 'KRTAP1-3', 'TNFSF14', 'RPS6KA3', 'USP12', 'RRBP1', 'AKT3', 'ARAP3', 'NCKIPSD', 'TNFRSF6B', 'MLYCD', 'PARPBP', 'MED12', 'TMSB4Y', 'HRSP12', 'SLC4A1AP', 'TLX1', 'EGF', 'DTNBP1', 'FAM214B', 'TUBA1C', 'KPNA7', 'SNX2', 'MAGEA1', 'ZSCAN32', 'LOC340017', 'BMP7', 'GPI', 'SNCG', 'METRN', 'VPS29', 'BMP5', 'KIAA1875', 'GFM2', 'RHBDF1', 'RPS5', 'KCNJ14', 'ZMYM5', 'ZNF587', 'AFF1', 'ZNF408', 'RBP1', 'ARX', 'TPTEP1', 'CROCCP2', 'IFRD1', 'C12ORF77', 'RASSF8', 'FARS2', 'EPOR', 'ZFP14', 'CSN2', 'CDRT1', 'SDHAP3', 'CYP2D6', 'CEBPA-AS1', 'OR11L1', 'NRP2', 'LOC100132215', 'ZC3H11A', 'MAP3K19', 'CASP6', 'SNORA49', 'MGMT', 'ATP5J2', 'LOC90784', 'ZNF395', 'ZDHHC17', 'HCFC2', 'CDH17', 'TULP2', 'AGR3', 'CABP5', 'VTRNA1-1', 'VTN', 'COL26A1', 'ITPK1', 'ISCA2', 'CHRNG', 'KLHL35', 'GPR45', 'CD59', 'LOC440173', 'NCF4', 'CXCL3', 'MAS1L', 'CLEC4C', 'TRIM61', 'SRP14P1', 'MBD1', 'ANKIB1', 'SERTM1', 'WDR13', 'TNNT2', 'OPN1LW', 'NME3', 'DEPDC1B', 'HLA-DPB1', 'DET1', 'GPR61', 'VPS28', 'SLC27A4', 'EXOC7', 'SNORD115-2', 'RNF20', 'HDC', 'SPCS3', 'TEX14', 'SEC23B', 'BOLA2', 'HDAC2', 'VWA5A', 'BLM', 'RNPEPL1', 'PRAMEF17', 'A2M-AS1', 'CPTP', 'NGFRAP1', 'REM1', 'CLDN8', 'SORL1', 'POU2AF1', 'MAML2', 'NUP153', 'CEP170B', 'RPS26P11', 'LRGUK', 'TMEM86B', 'CCDC113', 'TMC6', 'FADS1', 'MAB21L3', 'SNORA23', 'C12ORF43', 'AIM1', 'SPTBN2', 'PAX1', 'FAM189A1', 'USP25', 'LINC00882', 'COMMD8', 'FAM9C', 'ZNF841', 'INO80', 'KDM8', 'CLIC4', 'GJA9', 'ZP1', 'EIF1AX', 'PDCD2', 'NAA38', 'CDCA5', 'GCNT2', 'OR2L2', 'ZKSCAN7', 'IRX1', 'TRAF5', 'KRT23', 'SSR4', 'FERMT3', 'STRA6', 'TBC1D3P1-DHX40P1', 'ARMS2', 'IGIP', 'KRTAP17-1', 'CDH16', 'ATXN1L', 'MRPL23', 'FAM66E', 'SLC28A1', 'MTERF3', 'CIITA', 'TMC1', 'INGX', 'GATA1', 'ZKSCAN5', 'GOLGA8IP', 'DYNLRB2', 'VCAN', 'HIPK1', 'GPR141', 'KLHL3', 'C10ORF95', 'CEACAM18', 'KALRN', 'FAM126B', 'PROZ', 'NF2', 'NAGK', 'PEX6', 'COL1A1', 'MB21D2', 'SP110', 'NUCB1', 'SUPT20HL2', 'ATRX', 'FOXL2', 'THG1L', 'PSME1', 'ARV1', 'RAB42', 'IL7R', 'SDR42E1', 'C6ORF47', 'ERH', 'YAF2', 'DYX1C1', 'IL23R', 'PYGM', 'RNASEL', 'ICAM3', 'SNX15', 'KLRG2', 'HPVC1', 'PTTG3P', 'TNIP3', 'ENOSF1', 'KRT13', 'TAF1', 'RBM41', 'KCNV1', 'MT1E', 'FOXB1', 'GBX2', 'CCP110', 'NOVA2', 'GGA3', 'AUTS2', 'OR1J2', 'SERINC5', 'COPS7B', 'MRPL4', 'INPP5D', 'TTC17', 'ETV6', 'C3ORF20', 'KIAA0895L', 'PRKD3', 'ZNF772', 'CMAS', 'FN3KRP', 'SNHG15', 'ELAVL1', 'IGF2-AS', 'INSL4', 'PCGF5', 'XPOT', 'HSD3B2', 'SNORD19', 'KLHL8', 'LY6G6F', 'GKAP1', 'EIF3D', 'TUSC5', 'FAM171B', 'GAB2', 'TMEM31', 'SLC8A2', 'ARHGAP9', 'DGCR5', 'SRRM1', 'BAX', 'KCNB2', 'SEPT12', 'ARL1', 'KLK4', 'CYB5D2', 'APOBEC4', 'NKX6-2', 'PAX8', 'MSTO2P', 'TNS2', 'C9ORF139', 'OR9I1', 'MTM1', 'WRAP53', 'ZBED3', 'TTBK2', 'PTPMT1', 'TECPR1', 'KDM6B', 'USP16', 'HRNR', 'YTHDF2', 'TPD52L3', 'LYRM7', 'OR4D2', 'SLC44A2', 'RPL36', 'TMEM107', 'OR10W1', 'CHN2', 'C19ORF57', 'HSPB6', 'MCRS1', 'SNORA66', 'RPAIN', 'FSCN3', 'C22ORF39', 'PAPOLB', 'KIAA1191', 'MMD', 'LINC00628', 'FAM107A', 'CYP1A1', 'JMJD6', 'CCDC137', 'POLR2A', 'TAOK2', 'SIGLEC12', 'SNORD49B', 'RFPL3', 'TMEM189-UBE2V1', 'PI15', 'OR6K6', 'HAO1', 'ANKRD36', 'RORB', 'PROCR', 'ADGRG5', 'CCL8', 'ZDHHC16', 'GNL3L', 'LRRC14B', 'PIF1', 'DHX33', 'ZBTB38', 'AIFM2', 'NPR2', 'S100A5', 'ZNF20', 'MLH3', 'EBI3', 'SFMBT2', 'RGS9BP', 'STOX2', 'MMACHC', 'OR14A16', 'NACC1', 'APOA4', 'ATM', 'LINC00112', 'SCARNA18', 'ARRB2', 'PAPOLG', 'C1ORF61', 'TAS2R8', 'PTCHD3P1', 'NTN4', 'MTHFSD', 'NR1I2', 'PTPRCAP', 'SATB2-AS1', 'RNF126', 'SMCHD1', 'MYO18A', 'SLC43A1', 'HAO2', 'RDX', 'SNORD23', 'CCDC102A', 'COLEC12', 'DPH3P1', 'UNC5D', 'FZD10', 'SEPN1', 'BMP10', 'STAG3', 'NDUFA1', 'CTH', 'UMPS', 'UGT2B10', 'ART5', 'WASF3', 'TET1', 'APBB1IP', 'ZHX1', 'CNTROB', 'ELF5', 'TRMT13', 'RPL28', 'KIF3B', 'PGA5', 'AS3MT', 'C2ORF57', 'MRPL51', 'TBC1D2', 'MRC1', 'MMS22L', 'WDR5B', 'TRIM6', 'METTL22', 'TONSL', 'OR52A5', 'MND1', 'PROK1', 'NOL11', 'C12ORF4', 'TMEM220', 'METTL24', 'SPC25', 'DNMBP-AS1', 'BLID', 'SMEK3P', 'MUTYH', 'CAPZA2', 'NCOR2', 'EXT2', 'CD47', 'LYL1', 'KLHL4', 'PRIM1', 'ALDH1L2', 'PRPF18', 'VSX1', 'C1ORF162', 'MAP3K10', 'C9ORF72', 'GALNT7', 'DRAP1', 'HKDC1', 'IMMP1L', 'IKZF3', 'IFIT2', 'CD70', 'SMARCA5', 'NKX2-1', 'GTPBP2', 'GEMIN8P4', 'OR51G1', 'SNRPB2', 'CFI', 'SLC39A11', 'BANF1', 'VLDLR', 'MGC16275', 'FBXO24', 'TINF2', 'OSTC', 'TAF13', 'NEUROD1', 'MTNR1A', 'CFAP58', 'CBLB', 'RGL3', 'PIGZ', 'GABPB1', 'FAM45A', 'MMP25', 'DLX6', 'EPHX2', 'FAM160A1', 'SPATC1', 'TWISTNB', 'ZDHHC21', 'SNORD72', 'STK36', 'LOC100129034', 'RNH1', 'BLOC1S3', 'CDK19', 'OR8H2', 'HCN4', 'KRTAP20-4', 'FUT3', 'CLEC1A', 'SDK1', 'WDR18', 'OR6C2', 'SLC17A9', 'MRPL52', 'NINL', 'OR3A3', 'OR6B3', 'IRF8', 'ADGRF4', 'RGS11', 'PEMT', 'FAM127C', 'ZNF43', 'ZMYND19', 'ZNF441', 'FBXO9', 'CDC42EP3', 'GSTA1', 'CGB8', 'LINC00937', 'MIR205HG', 'SLC17A3', 'BTBD2', 'PIP4K2B', 'TPM3P9', 'DENND5B', 'TMEM212', 'SCCPDH', 'LCE4A', 'AKT2', 'FOCAD', 'OPA3', 'OLA1', 'SPIB', 'WDR25', 'MEPE', 'CLDN14', 'PLCL1', 'CACNA1B', 'RGS13', 'GIP', 'SNORD44', 'CALR', 'ECE1', 'RNASE11', 'CRYL1', 'FIP1L1', 'IDE', 'FUT6', 'MRPS9', 'LINC01547', 'WDR27', 'SLC25A35', 'PCDHA8', 'CD200R1L', 'TM9SF1', 'TG', 'P2RY10', 'TRAT1', 'NXF1', 'C20ORF27', 'FAM114A1', 'ZC3H18', 'FAR2', 'BPY2', 'EEF1E1', 'FAM186B', 'TGIF1', 'TMEM63C', 'FAM32A', 'LPAL2', 'SOAT1', 'SNORD115-14', 'MRPL12', 'GIGYF2', 'RBM11', 'EBNA1BP2', 'NANOS1', 'ZFAND6', 'VSIG2', 'RRP1', 'TEX12', 'CDYL2', 'FBN3', 'PSPC1', 'ZNF618', 'SSX5', 'DNTTIP2', 'ST13', 'LINC00410', 'CRISPLD2', 'RHOT2', 'GFPT1', 'QPCTL', 'GOLGA7', 'NKPD1', 'FNDC7', 'C17ORF51', 'GOT1', 'EFR3B', 'FAM181A', 'NPHS2', 'HOXD8', 'TTLL2', 'CBX3', 'PRDX6', 'TEFM', 'FAM69A', 'SCAPER', 'GRK4', 'SDCBP2', 'HLA-J', 'CCL24', 'ZYX', 'RAMP3', 'ITGB3BP', 'CLEC1B', 'HS6ST2', 'GJA10', 'CT45A3', 'ATP5I', 'TMUB1', 'RHBG', 'ARL3', 'NELL2', 'TMEM184A', 'STK39', 'ANKHD1-EIF4EBP3', 'H3F3AP5', 'ZBTB37', 'GBP4', 'SLC6A10P', 'N6AMT2', 'TMEM217', 'VEGFA', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06177154229692228
		RMSE:  1.0106646016782141
		NRMSE:  0.1721833486682819
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.26989975035857605
		RMSE:  1.1682171872252598
		NRMSE:  0.21036071365744585
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9808249714864398
		NRMSE:  0.1670996765569688
		MAPE:  529.9728174248761
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556425
		RMSE:  1.07776630779691
		NRMSE:  0.19407323581894154
		MAPE:  193.8969179437583

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  4.815420052957319e-13
		NRMSE:  8.203860594165492e-14
		MAPE:  6.451328363284029e-10
		Pearson Correlation:  0.24135020238913632
		Spearman Correlation:  0.1921622366393053
		Coefficient of Determination:  -26.985054063380932
		RMSE:  5.484056842928981
		NRMSE:  0.987513386921342
		MAPE:  1408.04290311157

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3.463701098128281, tolerance: 0.051756548208396
  positive)
		Pearson Correlation:  0.9978313208717604
		Spearman Correlation:  0.9942298477562936
		Coefficient of Determination:  0.9956453586358057
		RMSE:  0.06472435199803117
		NRMSE:  0.011026858612540874
		MAPE:  52.91175914352229
		Pearson Correlation:  0.3811846170557375
		Spearman Correlation:  0.3239645431548338
		Coefficient of Determination:  -5.845282744700988
		RMSE:  2.712280291580868
		NRMSE:  0.4883999516658026
		MAPE:  861.2527017892281

	Predictor:  RandomForests
		Pearson Correlation:  0.849048154622841
		Spearman Correlation:  0.6686279124941542
		Coefficient of Determination:  0.7175421745977208
		RMSE:  0.5212767079670756
		NRMSE:  0.08880806650545608
		MAPE:  419.63666587051705
		Pearson Correlation:  0.7807610526786283
		Spearman Correlation:  0.7056378609483779
		Coefficient of Determination:  0.5583171024730618
		RMSE:  0.6889602474637249
		NRMSE:  0.12406098020378954
		MAPE:  203.16460213576408

Protein:  ERBB3
x_train_column_count:  247
x_train columns:  ['CCDC105', 'DNAH2', 'LACC1', 'TNNC1', 'GSTM2P1', 'FAM167A-AS1', 'RASSF3', 'TOPBP1', 'DYNLT3', 'FAM74A3', 'ELFN1', 'SMEK3P', 'FMO3', 'NPHS1', 'NOL11', 'MAP2K5', 'BOLA1', 'WFDC13', 'CSRP2', 'BTN2A3P', 'HIST1H3E', 'MEP1B', 'SNRNP200', 'NHLRC1', 'ARRDC5', 'COBL', 'HOGA1', 'IL17C', 'TRABD', 'MAS1', 'METTL3', 'MICAL1', 'CNP', 'CLSTN2', 'INTS4P2', 'MAPK6', 'KIF1BP', 'RAB40A', 'KDM7A', 'CABP4', 'ARC', 'HKDC1', 'RCOR3', 'PTGIR', 'CSMD1', 'GAGE1', 'MYO6', 'SRRD', 'COL6A2', 'RNF31', 'IQCD', 'IPO9', 'AGER', 'CELF1', 'FAM13C', 'PAGE2B', 'CALCB', 'GAS2L1', 'GOSR2', 'TFPT', 'SDC1', 'HLA-DRA', 'VASN', 'PPP1CA', 'CREBBP', 'CECR5-AS1', 'TUBD1', 'TSPAN16', 'PHOX2A', 'ALOX12P2', 'MMADHC', 'ZNRF1', 'SAV1', 'CP', 'KLHDC3', 'RIC1', 'MRGPRD', 'FGFBP3', 'PDZD2', 'SUV420H1', 'VSTM5', 'NEU2', 'WHAMMP3', 'OR56A4', 'ZNF18', 'SCNN1B', 'C9ORF89', 'ZSCAN23', 'MATN2', 'TOX4', 'PAQR8', 'SNORA77', 'PPP1R7', 'LILRA5', 'RMND1', 'KCNK17', 'LRP8', 'OCLM', 'GPR179', 'MBD4', 'BACH1', 'NKX2-8', 'CREB3L2', 'TRMT1L', 'PTGS2', 'TAOK1', 'TRIM61', 'HLF', 'MED6', 'LOC392196', 'NUBPL', 'ERCC3', 'ZNF800', 'STKLD1', 'PFKM', 'KLHDC7B', 'SGIP1', 'TEKT4', 'ATG5', 'PLCXD3', 'ZNF99', 'TMEM255B', 'ARHGEF2', 'EGFEM1P', 'MRPL13', 'QTRTD1', 'MUM1L1', 'ABCB10', 'EPM2AIP1', 'KRT24', 'SUZ12', 'CEP76', 'LYZ', 'ACIN1', 'SELM', 'GPATCH8', 'LOC100132111', 'IPO5', 'CTAG2', 'MTM1', 'LDLR', 'MKKS', 'TMEM200B', 'LMCD1', 'LY6G6C', 'TSTA3', 'ZNF83', 'TDRG1', 'ZNF296', 'GATA3-AS1', 'FGF4', 'GIN1', 'NEIL3', 'FHOD3', 'TADA1', 'KLHL26', 'TMEM53', 'RIPK1', 'CMPK2', 'SH3GLB1', 'DYNLL2', 'C4ORF29', 'ZDHHC6', 'THAP9', 'CLEC12B', 'MCMDC2', 'DEFB105A', 'MC4R', 'LMF1', 'DMXL1', 'MUL1', 'EXOSC1', 'ARMCX1', 'C1QTNF2', 'ZFAND2B', 'ARNTL', 'GLUD1', 'MAP1S', 'NUFIP2', 'PABPC3', 'SPTB', 'NDUFA9', 'SLITRK5', 'GNB4', 'FAM63B', 'LEP', 'PEAR1', 'PXDN', 'NGLY1', 'NLRP12', 'ARFGEF3', 'PLEC', 'TPP1', 'UQCRFS1', 'SYNGR3', 'ATP6AP2', 'PRSS3', 'TWF2', 'CPNE9', 'RTN4R', 'SNORD50A', 'ADORA1', 'TAF10', 'AQP4-AS1', 'CHD8', 'CLEC4A', 'ZNF30', 'OR52H1', 'GDAP1L1', 'KCNJ6', 'AQP12A', 'GHRH', 'HILS1', 'DHH', 'LINC00320', 'TCERG1', 'MYO9B', 'CSN1S2AP', 'PRMT5', 'CACNG1', 'DBI', 'ANKMY2', 'MCOLN3', 'SCARNA15', 'SNORD42B', 'THSD4', 'SKIV2L', 'POP5', 'ABR', 'UNQ6494', 'SDHAF2', 'HOOK3', 'KCNE3', 'S100G', 'CCDC88C', 'RELN', 'SNAI2', 'NKTR', 'ZNF641', 'RPS26P11', 'CDS2', 'ITIH1', 'FAM171B', 'CHD5', 'RLN3', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20254353309139272
		RMSE:  0.523865801474932
		NRMSE:  0.14324270860276114
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.287905849531515
		RMSE:  0.4364451552160674
		NRMSE:  0.21482088883335748
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  LinearRegression
		Pearson Correlation:  0.7421049733573004
		Spearman Correlation:  0.7275074487870817
		Coefficient of Determination:  0.5507197914816395
		RMSE:  0.32020513218107904
		NRMSE:  0.08755496219257929
		MAPE:  212.5555056941705
		Pearson Correlation:  0.05548808597750502
		Spearman Correlation:  0.10384418758338634
		Coefficient of Determination:  -3.0491387498212985
		RMSE:  0.7738716704152315
		NRMSE:  0.38090421693248977
		MAPE:  706.9396633997915

	Predictor:  ElasticNet
		Pearson Correlation:  0.7268983115206067
		Spearman Correlation:  0.7123688848852185
		Coefficient of Determination:  0.5282801556016097
		RMSE:  0.3281041457138105
		NRMSE:  0.08971482086350738
		MAPE:  213.0632343922631
		Pearson Correlation:  0.05199574371734276
		Spearman Correlation:  0.07720545143954415
		Coefficient of Determination:  -1.5015653038854904
		RMSE:  0.6082659998379959
		NRMSE:  0.29939212560996414
		MAPE:  585.817841731747

	Predictor:  RandomForests
		Pearson Correlation:  0.5649751963614121
		Spearman Correlation:  0.5621554082582801
		Coefficient of Determination:  0.29732830093818285
		RMSE:  0.40044776644265506
		NRMSE:  0.10949602466447056
		MAPE:  236.569259670221
		Pearson Correlation:  0.4201948777831716
		Spearman Correlation:  0.3741667601840422
		Coefficient of Determination:  0.16443228878242155
		RMSE:  0.35154299117925436
		NRMSE:  0.17303154113574268
		MAPE:  243.10466661344944


Fold:  5

Protein:  RB1
x_train_column_count:  371
x_train columns:  ['TBC1D13', 'STX10', 'GPIHBP1', 'RIPPLY1', 'C1QBP', 'C16ORF70', 'DPAGT1', 'SLC25A52', 'CSRNP3', 'SMTN', 'PGM2', 'LIX1', 'GTF3C5', 'NFE2L3P2', 'LOC148413', 'FHIT', 'RNF212', 'LY6G5B', 'MRPL39', 'KLHDC4', 'CEP85L', 'PDHA2', 'GZMA', 'ANXA7', 'PHF21A', 'PDK4', 'YAE1D1', 'SLC27A4', 'CLCN6', 'CEP89', 'TSSC4', 'BTNL9', 'SOGA1', 'GABARAPL3', 'TYK2', 'C4ORF3', 'FAM186B', 'PSMA7', 'GUCY2GP', 'SNORD114-14', 'RNFT1', 'ZNF586', 'LRRC23', 'SNORD115-8', 'EIF4EBP2', 'STK17B', 'MFSD1', 'MTMR14', 'EID2B', 'FBF1', 'FAM19A2', 'BUB1B', 'SMUG1', 'GLT8D1', 'CES4A', 'MPP2', 'BMX', 'LRP1', 'GIMAP5', 'SIX2', 'ITPRIPL2', 'FLJ37201', 'FCRLA', 'SDHAP2', 'PCP4', 'RSL24D1', 'ZNF30', 'CRCP', 'MIR31HG', 'TSR1', 'PPP2R5C', 'OR52B6', 'RSAD2', 'IAH1', 'NUP205', 'CDH2', 'C8ORF74', 'AGPAT5', 'GSTM4', 'SPRR1B', 'PAPSS2', 'ARHGAP11B', 'IMPAD1', 'PIP4K2C', 'FUBP1', 'NCAN', 'OSBPL7', 'DAZAP2', 'LINC00957', 'PIWIL1', 'BRCC3', 'SNORD8', 'TMEM145', 'SLC25A32', 'DES', 'RGN', 'CENPE', 'ZNF675', 'LOC153684', 'HAUS5', 'JMJD1C-AS1', 'DUSP10', 'ZYX', 'SEPT3', 'XKRY2', 'IFI27L2', 'ZFHX3', 'COA7', 'HMGB4', 'CHCHD3', 'OR2W5', 'NCKAP5L', 'ZNF492', 'PRKACB', 'DDX46', 'ZBTB33', 'F8', 'ZNF536', 'TOP3A', 'GLTP', 'KRTAP3-2', 'MKS1', 'ALDH3A2', 'C1S', 'MIS18BP1', 'PDLIM5', 'TOM1', 'TIAF1', 'EBPL', 'ABO', 'LAGE3', 'LY75', 'ERGIC1', 'SERTM1', 'HADHB', 'DGKG', 'SPRR2E', 'ARHGAP5', 'DAGLA', 'PIGZ', 'OR10R2', 'POMGNT2', 'SIX4', 'ASCC2', 'MIR600HG', 'KIAA0907', 'KCNQ5', 'SMIM20', 'ZNF263', 'FARSA', 'NLRP5', 'TMED10P1', 'BRICD5', 'MNT', 'ATG14', 'FAM150B', 'MYRIP', 'SLC17A9', 'NOTCH2', 'C19ORF40', 'RAB11FIP2', 'AREG', 'CIRBP-AS1', 'GRN', 'CLTA', 'CBLN2', 'PCDHA1', 'NRK', 'DHRS12', 'SNORD117', 'TUBA1C', 'ADD2', 'DHX38', 'GIMAP7', 'LONRF2', 'CLTCL1', 'KCNK7', 'AGAP3', 'LRIT1', 'KTI12', 'CITED1', 'CD200R1L', 'SYNPO2', 'THY1', 'GRAPL', 'CHIA', 'KLC1', 'CDK5RAP3', 'C15ORF48', 'EID3', 'ATXN7L1', 'MAFB', 'HOXD13', 'CDC42EP4', 'VMAC', 'CHPT1', 'NPTXR', 'GPATCH2', 'VWA8', 'MDGA2', 'ZAR1', 'HS6ST2', 'ZNF766', 'CACNB1', 'GFI1', 'TINAGL1', 'NKX2-1', 'ANGPTL1', 'KHDC3L', 'KLRC4', 'KIAA0196', 'MAPKBP1', 'FAR2', 'DSPP', 'KDELC2', 'HOXA13', 'AAGAB', 'RHBDF2', 'GMPPB', 'IGFALS', 'EFNA5', 'ZNF692', 'LINC00628', 'CEACAM19', 'TPP1', 'TRIM14', 'SNORD115-39', 'FBXO43', 'ARIH1', 'USP3', 'HMGB3P1', 'MDM4', 'SULT1C2', 'ACSS2', 'NIT2', 'ANKRD30BP2', 'AZI2', 'BTBD19', 'D2HGDH', 'MIEF2', 'DRC7', 'PLBD1', 'PLK5', 'FAM210B', 'MPRIP', 'TMX1', 'LEMD3', 'ASL', 'TOP2B', 'TTC9C', 'ACSL6', 'ITFG1', 'GGT1', 'OR2D3', 'MAML3', 'TRIM29', 'OR1E2', 'STX8', 'CDC26', 'LMCD1', 'STX3', 'OR51M1', 'LINC00696', 'SPAG5', 'MAGI1', 'AP3B2', 'BBOX1', 'CPVL', 'EYS', 'TRIM3', 'EPSTI1', 'SCNM1', 'ZC3H13', 'PRCC', 'PUSL1', 'PRDM13', 'IP6K3', 'ID2', 'AZGP1', 'PLIN4', 'HDDC3', 'SNORD115-25', 'SP110', 'GLIS3-AS1', 'WDR60', 'ZG16B', 'EMB', 'PTPRE', 'LOXL1', 'NUDT16L1', 'DTHD1', 'DACH1', 'ETV1', 'NOXO1', 'TMEM39B', 'ELP2', 'HECW1', 'DPY19L1', 'TPTE2P3', 'PRKCD', 'DEFB125', 'ABCA13', 'CDC14C', 'CSF3', 'TRPC6', 'FABP5P3', 'POMZP3', 'SFXN5', 'RAD50', 'PRAM1', 'POLR2K', 'DHRSX', 'UGT1A9', 'BEAN1', 'MYOT', 'MIR503HG', 'MEIS1', 'ADCY2', 'CFDP1', 'NANOS2', 'TM9SF1', 'OR13J1', 'CERKL', 'AFP', 'GPX3', 'ZNF407', 'RIMS4', 'KIAA0226', 'RNF7', 'LINC00336', 'GPR139', 'DR1', 'DSG1', 'ZNF84', 'ZP3', 'FAM129C', 'LINC00698', 'ALKBH8', 'TCP10', 'TNC', 'RARB', 'A4GALT', 'KLHL42', 'NUP188', 'DUX4L2', 'CEP44', 'OR6V1', 'ADRBK2', 'C20ORF85', 'IFIT1B', 'EOMES', 'IRX2', 'CCSAP', 'RPGRIP1L', 'GBAP1', 'SF3B4', 'ZNF876P', 'GDNF', 'ID1', 'ZNF684', 'SLC13A2', 'PLCL2', 'MMAA', 'CHMP6', 'AMOT', 'WFIKKN2', 'SLC12A3', 'GDF10', 'PLCB1', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00018503513771928048
		RMSE:  0.23392670305630597
		NRMSE:  0.11556330212293363
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12340187398900859
		RMSE:  0.2547692202160761
		NRMSE:  0.12845593258580365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  LinearRegression
		Pearson Correlation:  0.8072004331056782
		Spearman Correlation:  0.7636617707228909
		Coefficient of Determination:  0.6515725392059946
		RMSE:  0.13806888313681961
		NRMSE:  0.06820810043167999
		MAPE:  371.83710069015706
		Pearson Correlation:  0.0732761060944343
		Spearman Correlation:  0.10536540355864786
		Coefficient of Determination:  -7.831208356419928
		RMSE:  0.7143144760166119
		NRMSE:  0.3601609805863965
		MAPE:  5175.297566113948

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.3212119027640199, tolerance: 0.002943482941498817
  positive)
		Pearson Correlation:  0.7658820545947016
		Spearman Correlation:  0.7325446014006108
		Coefficient of Determination:  0.5857173149533735
		RMSE:  0.15055251503796888
		NRMSE:  0.07437520194739178
		MAPE:  440.8546119311409
		Pearson Correlation:  0.09529765688434717
		Spearman Correlation:  0.10641778575792717
		Coefficient of Determination:  -2.7921382026335784
		RMSE:  0.46808148629631646
		NRMSE:  0.23600905869769703
		MAPE:  4444.968310618595

	Predictor:  RandomForests
		Pearson Correlation:  0.5777518267344762
		Spearman Correlation:  0.4474758834468148
		Coefficient of Determination:  0.19309208309548165
		RMSE:  0.2101123654403618
		NRMSE:  0.10379866193088817
		MAPE:  178.118511126211
		Pearson Correlation:  -0.024129766975338012
		Spearman Correlation:  0.07807329268444745
		Coefficient of Determination:  -0.13273997878021104
		RMSE:  0.25582589382356796
		NRMSE:  0.12898871277633864
		MAPE:  416.24620240074313

Protein:  CDH1
x_train_column_count:  836
x_train columns:  ['TTC22', 'KCNH1', 'TMEM211', 'CATSPERG', 'LPA', 'MFI2', 'FLJ45079', 'LBR', 'CSMD1', 'F12', 'ENOX1', 'SLC7A14', 'ACTR3BP2', 'LIMK1', 'NDUFS6', 'SNORD115-27', 'DGCR6', 'NDUFAF2', 'GCNT4', 'SLC35F5', 'OGN', 'CLEC3B', 'DGKH', 'HOXA5', 'TTC19', 'TMEM130', 'ERMP1', 'SRRM5', 'CHRM3', 'GPR146', 'FRYL', 'TUBB2B', 'NPTX1', 'NR2F1-AS1', 'MPST', 'TTLL13P', 'PRRT2', 'OTUD6A', 'COA4', 'RPL13AP17', 'M6PR', 'TRIM37', 'SNX15', 'TTC31', 'EPHA2', 'RPS4Y1', 'BEAN1', 'CCNB1', 'TACC3', 'EIF3K', 'OR8B2', 'C4ORF33', 'OCRL', 'TRIM52', 'TBCEL', 'DTNBP1', 'TMEM135', 'WDR18', 'H2AFX', 'TMCO4', 'CCNJL', 'CYP46A1', 'CXCL16', 'PILRB', 'GPR87', 'DDX56', 'AOC4P', 'THNSL1', 'CSNK1G2', 'FAM81A', 'KLK10', 'FAM58A', 'IGDCC4', 'SPDYA', 'CC2D2A', 'NEDD4', 'EFCC1', 'ZNF768', 'DEFB114', 'SYBU', 'TLCD1', 'CKS2', 'PSMD4', 'CSRNP1', 'CYTH2', 'WDR83OS', 'CASP3', 'OR6Q1', 'ZNF595', 'MRPS34', 'MRPL23-AS1', 'ZSCAN30', 'PDLIM1', 'PSG9', 'PPP1R2', 'SGPP1', 'PWWP2A', 'MBTPS1', 'SLC50A1', 'SEPT1', 'VCX3A', 'TXNDC9', 'ATRIP', 'TSPYL5', 'ATP6V1B2', 'CNGA3', 'SAR1B', 'NUP54', 'OR2K2', 'DUX4L5', 'SNORA27', 'GFRA1', 'FDPSP2', 'RAB13', 'SEPW1', 'CA14', 'LYPD6B', 'KRTAP20-3', 'TRAM2', 'ZNF697', 'SNORD86', 'CFH', 'TCP10', 'TLE4', 'ACOT2', 'SNORD91A', 'CERKL', 'FGF6', 'CBLN1', 'CWC27', 'B3GNT2', 'CAPN10', 'NGFR', 'SUMF2', 'AFM', 'PNLDC1', 'RPS6KA1', 'SERPINB8', 'KCNE3', 'LOC256880', 'ZFP28', 'NOL4L', 'ATP9A', 'GALNT9', 'PPY', 'ADGRF4', 'DFNA5', 'ZNF283', 'USP6', 'OR10J3', 'LINC00696', 'AMBP', 'FAM65C', 'MLKL', 'WNT11', 'CARKD', 'CLRN1-AS1', 'SH3RF2', 'PCDHGC3', 'ARSJ', 'TARM1', 'MLN', 'DCAF8L2', 'EPO', 'ERICH4', 'EIF3A', 'TUFT1', 'EEF1G', 'RIMBP3C', 'KCNT1', 'ACAD10', 'CHRND', 'BCDIN3D', 'STK10', 'PHOX2B', 'AK3', 'SNAR-A4', 'AGPAT5', 'RHBDF1', 'JMJD1C', 'FGFR1', 'LINC00202-1', 'RPL34-AS1', 'RTL1', 'C2ORF66', 'ZNF136', 'KLLN', 'SAMD4A', 'MRPS36', 'SLC7A5P1', 'GPX7', 'ZNF324B', 'NFKBIA', 'DOHH', 'CSTF2T', 'MAL2', 'C1ORF95', 'FZD8', 'PRTG', 'TIFAB', 'CAMSAP2', 'C19ORF38', 'RAC3', 'SUN3', 'DICER1', 'MS4A8', 'LINC01548', 'UBAP2', 'ZNF221', 'RFX8', 'DNAH3', 'GCOM1', 'SRGAP3', 'CDC14C', 'C11ORF94', 'PSMD8', 'AOX2P', 'TEKT1', 'IL17RE', 'NANOS1', 'CUEDC1', 'GAS6', 'GAMT', 'BTN3A3', 'SNORA2A', 'CCL15', 'ADAMTS12', 'SOGA1', 'DNAH8', 'GRM1', 'OSBP2', 'KIAA1211L', 'D2HGDH', 'ZBTB17', 'SLC6A4', 'EPHX1', 'ZNF133', 'C8G', 'MACF1', 'PTK7', 'HHEX', 'RPL23AP7', 'CHMP2A', 'MATR3', 'FAM101B', 'CXORF49B', 'LYAR', 'ARPC1B', 'KRTAP12-3', 'MTF2', 'MAP3K9', 'ALOXE3', 'RBL2', 'RGS16', 'ZNF562', 'TRADD', 'CDKL4', 'SNORA37', 'FAM199X', 'ADAMTSL4', 'PML', 'CTIF', 'LPIN1', 'TBC1D9', 'SIAH2', 'CREBRF', 'MRGPRG', 'TRPC3', 'TESK2', 'LTB4R2', 'PSMD7', 'PQLC2', 'SNORD10', 'WRAP53', 'LINC00264', 'C1ORF52', 'MFSD6L', 'TMEM132B', 'DPP10', 'ZMAT4', 'PGM2L1', 'AMER3', 'OR2F1', 'ZNF295-AS1', 'RHOD', 'FUT1', 'WDR61', 'HOXD12', 'LCE1B', 'SLC2A9', 'HMBS', 'CDK9', 'PLEKHA1', 'SUGP2', 'UBA52', 'LAPTM5', 'MYH15', 'CD6', 'IL1RN', 'C10ORF10', 'CLN3', 'AANAT', 'CRELD1', 'DNTTIP2', 'CERS1', 'TREM2', 'NASP', 'CACNB3', 'GOLGA3', 'TREML4', 'CDHR1', 'HRAS', 'KHDC1', 'C17ORF49', 'PGLYRP4', 'AP2A2', 'TMEM244', 'GEMIN5', 'TAS1R1', 'FAM168A', 'ADAR', 'IRGM', 'SRPK2', 'GFRAL', 'RILPL1', 'HECTD3', 'SMIM7', 'LRRC20', 'PRKAG1', 'HIBCH', 'CST4', 'ASH1L-AS1', 'FOXO3', 'FERD3L', 'SOHLH1', 'CTBP2', 'PSMG3', 'PEAK1', 'FAM111A', 'IGFL1', 'BARX1', 'EYA4', 'ARFGEF2', 'TNFSF18', 'RAC2', 'ZNF45', 'PSME4', 'CMTM6', 'ARID4A', 'PAX8', 'WNT2', 'RASGRP3', 'SLITRK6', 'LY86-AS1', 'HDAC7', 'C20ORF173', 'KRTAP10-6', 'APBA1', 'DEFB134', 'SMC4', 'PODXL2', 'TRIM17', 'ACOXL', 'TTC14', 'FCRL2', 'DUSP22', 'SLC25A31', 'TXNIP', 'GALNTL6', 'ROS1', 'MYH6', 'SYTL4', 'SNORD12B', 'VPS37B', 'NDUFAF6', 'ARRB2', 'GABARAP', 'POU2F2', 'KIF21A', 'IMPDH2', 'XKR6', 'CCDC88B', 'OR10A6', 'STX7', 'TAF1L', 'ENOSF1', 'PC', 'SPATA20', 'UBA2', 'PAX5', 'CS', 'ZNF525', 'MYOF', 'APBB1', 'CUL4B', 'ADCY5', 'GGH', 'CHD1', 'GRIA1', 'NFKBID', 'GUCA1A', 'GOLGA6L6', 'LINC00926', 'SP140L', 'NKX2-5', 'TSSC4', 'RRNAD1', 'GTF2H2', 'OR7A5', 'XPOT', 'DLGAP4', 'POLG', 'SLC25A13', 'RNF216', 'TIMM13', 'STIM2', 'LRRC15', 'C14ORF39', 'PDCD4-AS1', 'HIST1H3E', 'PPP1R16A', 'DNMBP-AS1', 'MARCKSL1', 'PPP1R12C', 'KRTAP23-1', 'UGT1A1', 'ZNF419', 'TJP2', 'IL34', 'EVI2A', 'CCL3L3', 'AGO2', 'SHISA4', 'STS', 'MGRN1', 'EFNA4', 'PLEKHM1', 'MARCH2', 'OR51G1', 'FUT9', 'NDST2', 'TMEM98', 'ABHD5', 'PARP15', 'P2RX1', 'LMX1B', 'ING3', 'TEAD3', 'EHD4', 'C11ORF95', 'SEC61A1', 'MYC', 'HLA-DRB1', 'ADCY3', 'NAT8B', 'PSEN2', 'TMEM54', 'GJC1', 'NDUFA5', 'LOC100288778', 'NRAS', 'ZNF28', 'RIMBP2', 'FAM107B', 'GPR18', 'MOGS', 'TUBA1A', 'HAPLN4', 'ARX', 'CHRNA2', 'GPKOW', 'TTLL3', 'SCARA5', 'C1ORF123', 'ILK', 'GCNT7', 'PTPRR', 'DAD1', 'NPBWR2', 'INA', 'STAG2', 'ZNF281', 'PI4KA', 'FRAT2', 'GPR135', 'DKFZP434L187', 'SLC7A11', 'RBFOX3', 'REG3A', 'FNBP1', 'STXBP6', 'TIMM22', 'SNX14', 'HIST2H2BF', 'SLC38A7', 'PIK3C2A', 'CENPT', 'AFAP1L2', 'ABTB2', 'NOP9', 'C11ORF70', 'TMEM256', 'SORD', 'CAPN9', 'ASPDH', 'EPS8L3', 'ISYNA1', 'CELF3', 'CYP4F3', 'METTL21A', 'LYSMD4', 'OR6Y1', 'LMNB1', 'P2RX7', 'CCL26', 'CTXN2', 'PRDM16', 'MPPED2', 'AQP7P1', 'TMEM95', 'UGGT2', 'SNX12', 'KATNBL1', 'STX3', 'METTL12', 'AP2B1', 'ALDOB', 'GMPPA', 'GRIA4', 'C1ORF228', 'CYFIP1', 'MFGE8', 'EIF4ENIF1', 'SYMPK', 'FTSJ1', 'LRRC19', 'BGLAP', 'PPFIBP1', 'CCDC134', 'RAMP3', 'MTG1', 'GUCA1B', 'HEBP2', 'MPDZ', 'ZBTB20', 'C3ORF58', 'RPTN', 'VPS4A', 'TMCO1', 'SNX22', 'DPEP2', 'C7ORF43', 'APMAP', 'HLF', 'RUVBL2', 'HNRNPA2B1', 'RBP7', 'CASZ1', 'KRTAP2-1', 'GGA2', 'CCR1', 'ASB4', 'RCC2', 'AGPAT1', 'RBM15B', 'SQSTM1', 'LPO', 'HK1', 'FAM222A', 'ALDH2', 'NPNT', 'COG4', 'FRMD7', 'ULK4P2', 'CDC23', 'APOC2', 'PRG2', 'ZSCAN12', 'KLHL24', 'FLOT1', 'FAM180B', 'COA3', 'DNAJC30', 'LRRC58', 'PMF1', 'ZNF343', 'KLHL36', 'COQ2', 'HSPE1', 'SLC48A1', 'SLC22A23', 'PACS2', 'LPAR5', 'IFI30', 'SERTAD3', 'CPS1', 'SNORD15B', 'MGMT', 'LINC00161', 'ACY1', 'TPTE2P6', 'FLG2', 'SEC24B', 'MARC1', 'OR5AP2', 'ADIPOR1', 'ATF6B', 'PCDHA13', 'LIPE', 'MYH10', 'OR1J2', 'COL6A5', 'EXOSC7', 'ETFB', 'YARS2', 'TAOK3', 'EXOC3-AS1', 'ACTR1B', 'SUPT7L', 'MRPL43', 'ZNF513', 'UBE2Q1', 'PRKAB1', 'NAIF1', 'HERC3', 'PMEL', 'GPR180', 'DALRD3', 'LY86', 'STARD10', 'CYTH4', 'LOC115110', 'ELK4', 'SORT1', 'NINL', 'CEP170P1', 'KCNN4', 'AP1M2', 'NT5DC1', 'FOXL2NB', 'LINC00623', 'POLR3A', 'TICAM2', 'CECR5', 'SELM', 'MLH1', 'DPH5', 'C6ORF10', 'PART1', 'CYB561', 'DYNC1I1', 'OR5A1', 'SNORD116-20', 'ZDHHC8P1', 'ZNF493', 'WNT1', 'CCNT2', 'ANO1', 'RBM25', 'ZC4H2', 'ZNF879', 'SARDH', 'LINC00661', 'GPR149', 'PRAMEF10', 'ZNF296', 'ZCCHC24', 'MTHFSD', 'GPATCH3', 'ALG1L', 'TXLNB', 'USP9X', 'KPNA5', 'FAM195B', 'TBX4', 'OR10J1', 'SLC47A1', 'TLK1', 'ARHGDIA', 'RNF113A', 'DOCK1', 'XKRY2', 'ZNF737', 'WDR37', 'WDR81', 'TECTA', 'RWDD2B', 'GYS2', 'PPP1R32', 'GDF11', 'GRB14', 'U2AF1L4', 'VPS41', 'CAPN12', 'DENND6B', 'RFTN2', 'SNORD115-7', 'C6ORF47', 'CCDC126', 'TOMM70A', 'PDZK1IP1', 'PCDH19', 'CHST6', 'NAA15', 'HR', 'PDDC1', 'FAM216A', 'DCBLD1', 'NUTM2F', 'BDKRB1', 'AGGF1', 'ARSE', 'REEP1', 'FAM26E', 'LRIG3', 'BTG2', 'CCDC116', 'CEP170', 'C1GALT1', 'HSFY2', 'TMOD2', 'GSG1', 'HIF3A', 'SNRNP70', 'HIST2H2AC', 'FGF1', 'ETNPPL', 'IPCEF1', 'C17ORF62', 'DCAF16', 'LRRFIP1', 'SLC35F1', 'OR2V2', 'IFNGR2', 'OGG1', 'AFAP1L1', 'RBM39', 'CCNI2', 'OR5C1', 'ALKBH1', 'PNMA3', 'CEP126', 'PCDHGA5', 'NPTX2', 'PROP1', 'PCDHA11', 'GRIK1-AS1', 'IFNA17', 'RMDN3', 'CENPI', 'ZMAT5', 'PPP3CA', 'RRBP1', 'SGCB', 'ZBTB41', 'PYGL', 'MS4A12', 'LIME1', 'PKD1L2', 'GTF3C4', 'CTDP1', 'LINC00092', 'TSG101', 'FMO5', 'FCHO1', 'LOXL3', 'OLMALINC', 'CNNM2', 'PUF60', 'XK', 'IL2RA', 'ZMAT2', 'C16ORF92', 'POLR3B', 'PSAT1', 'CDKN1C', 'NUDT16P1', 'GAS5', 'AIDA', 'KRTAP19-4', 'LOC100132287', 'TBC1D2B', 'CD46', 'TMEM18', 'GHSR', 'RGS8', 'AGL', 'PEMT', 'PPCDC', 'PVRL3', 'KCNK10', 'HNRNPDL', 'APP', 'FBXO28', 'TMEM194A', 'CCDC58', 'TTC36', 'ZDHHC11', 'GRHL2', 'ZNF831', 'TMEM99', 'SQLE', 'GALE', 'SERP1', 'CBX2', 'RTN4', 'GUSB', 'ELMO2', 'USP8', 'SNORD11', 'HAUS2', 'PLA2G2F', 'INS', 'GRIK4', 'SYT12', 'KLRC4', 'SYCP1', 'MUC13', 'LAMB3', 'ZNF836', 'PXDC1', 'AP3M1', 'SSTR2', 'TRIM27', 'ARRDC4', 'GLRA3', 'SCUBE3', 'SLC25A32', 'XKRY', 'TMEM97', 'SNORD60', 'TK1', 'TEX35', 'KRI1', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10476316856458312
		RMSE:  1.1835893765747125
		NRMSE:  0.18846364392451076
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19786466090973764
		RMSE:  1.2714981376898562
		NRMSE:  0.2500438806886504
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1260727912856485
		NRMSE:  0.17930524366829853
		MAPE:  266.31463004312263
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01718399286470018
		RMSE:  1.1716869980595492
		NRMSE:  0.23041572398960675
		MAPE:  1066.779337530299

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.5010270559986978e-14
		NRMSE:  3.982400331197569e-15
		MAPE:  1.3317727980195851e-11
		Pearson Correlation:  0.0712578815935876
		Spearman Correlation:  0.11730071447274903
		Coefficient of Determination:  -6.197498248890445
		RMSE:  3.1167547931263706
		NRMSE:  0.6129190759525616
		MAPE:  7213.302521375198

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.1733457684950523, tolerance: 0.0682205483025332
  positive)
		Pearson Correlation:  0.9998961029154686
		Spearman Correlation:  0.9997470079919042
		Coefficient of Determination:  0.9997821771449593
		RMSE:  0.016619508961931116
		NRMSE:  0.0026463343463474275
		MAPE:  7.176079420553797
		Pearson Correlation:  0.14872614542085516
		Spearman Correlation:  0.2415616154814898
		Coefficient of Determination:  -4.768309325653439
		RMSE:  2.7902050652255266
		NRMSE:  0.5487021032478273
		MAPE:  5960.363584406276

	Predictor:  RandomForests
		Pearson Correlation:  0.7850684538943103
		Spearman Correlation:  0.7147937494550167
		Coefficient of Determination:  0.61097216688682
		RMSE:  0.7023551998557795
		NRMSE:  0.11183643830702517
		MAPE:  137.29491556346292
		Pearson Correlation:  0.6412713907176999
		Spearman Correlation:  0.5959899749373434
		Coefficient of Determination:  0.40227554238292995
		RMSE:  0.8981779010558762
		NRMSE:  0.17662934869636315
		MAPE:  404.3381259646642

Protein:  CDH2
x_train_column_count:  474
x_train columns:  ['PWRN2', 'PHLDB3', 'ISCA1P1', 'SORL1', 'HMGXB3', 'B4GALT7', 'ZUFSP', 'IFITM5', 'CACFD1', 'WDFY3', 'TRRAP', 'IKZF2', 'PTPRA', 'LRRC16B', 'FRZB', 'HRK', 'DUOX1', 'CENPF', 'FAM175A', 'ARMCX6', 'SBF1', 'CD164', 'CAPS', 'ACAD9', 'SEC14L4', 'CRX', 'FOXP4', 'PIGB', 'GBA2', 'CST9', 'TRAF6', 'CXCL9', 'PAGE3', 'UTP20', 'TMEM9', 'MROH2B', 'SNORD115-3', 'HIST1H3A', 'OR5J2', 'ZAR1', 'RBPMS', 'PLD1', 'PHKA2', 'BAALC', 'EDN3', 'LAMA1', 'CADM1', 'RPF2', 'CSF1R', 'TM4SF5', 'HNRNPA3P1', 'OR13J1', 'IL5', 'LOC613037', 'FGFRL1', 'RBFOX2', 'ZC3H14', 'B3GALNT1', 'CLIP3', 'ANKRD23', 'SORCS1', 'SNORD35A', 'CASC3', 'AKR1C4', 'AKIRIN2', 'STEAP2', 'ZBTB44', 'ARPP19', 'DHRS9', 'CYSLTR2', 'UROC1', 'SARNP', 'ITPR3', 'CMTM3', 'PLA1A', 'FAM175B', 'C8G', 'PROKR2', 'ARHGAP17', 'C3ORF36', 'MYADM', 'FAM47A', 'PHAX', 'ANXA4', 'PDE2A', 'LINC01020', 'SGK223', 'FZD3', 'POFUT2', 'SNORD17', 'LINC00628', 'CLK2P1', 'NANP', 'BUB1', 'CASR', 'ZNF519', 'SLC23A3', 'ZDHHC11', 'GREB1', 'SLC6A20', 'SPATA2', 'HIST2H4A', 'PPP2R5B', 'DYNC2LI1', 'PLXNB2', 'HBD', 'CLDN23', 'ZBTB1', 'PPP6R2', 'UGT1A1', 'DCDC1', 'SP7', 'ARMC1', 'RNF220', 'C6ORF106', 'GMNN', 'OR2T10', 'CTR9', 'SYT9', 'MGC16275', 'CRYAA', 'CCL15', 'ELOVL7', 'RPL8', 'OXCT2', 'CRYZ', 'MFSD10', 'BEX4', 'OR10C1', 'NFE2L3P2', 'LOC728392', 'SV2A', 'PRDM6', 'IRX4', 'SLC2A6', 'ZNF444', 'GNRHR', 'MORC4', 'TUBB1', 'CREB1', 'C11ORF95', 'THEMIS2', 'LINC00882', 'DKFZP434L192', 'TUT1', 'ACSS2', 'TMEM256', 'MAGEB6', 'ZNF599', 'MYLK4', 'SYCE2', 'EOGT', 'LIF', 'SLC35G5', 'NDOR1', 'AKAP5', 'KIAA0930', 'SCUBE3', 'PRRC1', 'PCF11', 'HOXA11', 'LOC391322', 'GABARAPL1', 'CKLF', 'RNF138', 'SDK2', 'CYP2S1', 'C9ORF69', 'UCA1', 'GGT8P', 'CHPF2', 'THNSL2', 'FLRT3', 'RRAGB', 'IKZF5', 'KLHL5', 'C1ORF122', 'RPS7', 'XRCC2', 'GLUD2', 'KLLN', 'MOG', 'FAM150A', 'CCDC7', 'SNORD94', 'EFNA4', 'OR1E2', 'LYNX1', 'LINC00894', 'RFTN1', 'VWDE', 'FBXO2', 'TEX37', 'RNASE13', 'KPNA1', 'ZFYVE16', 'KLHL22', 'UCK1', 'ALDH7A1', 'ANO1', 'IRF4', 'ERCC6', 'MUCL1', 'PIM1', 'LETM2', 'ZNF93', 'MAN1C1', 'VPS37A', 'PRSS21', 'RNF166', 'FNTB', 'ABCA4', 'GDPD1', 'GMCL1P1', 'HIST1H2BN', 'AHCTF1', 'TSPYL4', 'RPLP0P2', 'ZNF837', 'RGS10', 'ITGAV', 'TMPRSS3', 'PAM', 'CENPN', 'THG1L', 'KCNQ2', 'COL3A1', 'WFDC6', 'ARMCX1', 'EHHADH', 'SLC25A45', 'CYP4F12', 'HBS1L', 'BANP', 'ATP13A5', 'ZNF71', 'CLEC19A', 'TTTY14', 'PHRF1', 'CUTC', 'FAM170B', 'HPVC1', 'SNORA11C', 'MMP2', 'NMU', 'ZNF576', 'SUSD6', 'IL22RA1', 'COL4A4', 'PHF1', 'DEFB1', 'TMEM105', 'SOHLH2', 'LOC100270804', 'FITM2', 'RPS6KC1', 'CSN1S1', 'FAM71F1', 'SNAR-C2', 'MYO18B', 'MYT1L', 'NINJ1', 'MESP2', 'TMEM254-AS1', 'ST6GAL1', 'FAM57B', 'MRM1', 'UBAP2', 'NEURL3', 'C12ORF50', 'PRR22', 'CAST', 'CXCL10', 'PREX1', 'LRRC8A', 'DIO1', 'DDB1', 'IL5RA', 'TRPM6', 'TSPAN14', 'SNORD96A', 'EP300', 'SNORD4A', 'GNGT1', 'NDUFAF7', 'GPRC5B', 'OR13C9', 'DNASE1L2', 'CHSY3', 'KRBOX4', 'SAMD9L', 'CAPN2', 'RYR1', 'LAMA4', 'MGC15885', 'GLYAT', 'OCIAD2', 'TRDN', 'GPR4', 'CCDC113', 'CYP26C1', 'HAPLN4', 'TTLL12', 'ZBTB40', 'B3GNT7', 'APOA4', 'DDX27', 'AGPAT6', 'TRMT10A', 'SMC3', 'BCAP31', 'MAGEC1', 'KIAA1217', 'UXT-AS1', 'LRRC61', 'PPM1G', 'RAD54L2', 'LIPE', 'DUSP11', 'PPP1R26', 'ARPC5L', 'MPP6', 'IGSF11', 'TRIM58', 'RAF1', 'SUSD3', 'TPH2', 'BMX', 'HAUS3', 'ABCB10', 'ABHD8', 'SNORD27', 'CGNL1', 'C1QL4', 'HOXB2', 'DNASE1', 'TBX4', 'TRIM50', 'DPP3', 'SLC6A15', 'ARHGAP4', 'PTBP1', 'POTED', 'MAP3K9', 'HSF1', 'EMC1', 'TSPO2', 'OR5B3', 'NUDCD3', 'RRM2', 'PDSS2', 'WFDC11', 'TUBB7P', 'C10ORF32', 'RPL32P3', 'TUBGCP5', 'PRY2', 'TMEM133', 'EXOC6B', 'SARDH', 'ACTA1', 'LOC285627', 'VWA2', 'RPE', 'HEATR6', 'ZFP36L2', 'DUSP23', 'ELMO2', 'DTHD1', 'PEX5L', 'IRX2', 'STMN3', 'ECT2L', 'MSL1', 'UHRF2', 'RPL14', 'SLC17A4', 'EPHX1', 'CRISPLD1', 'SLURP1', 'LSM2', 'HDAC11', 'CACNB2', 'CRMP1', 'KIF20B', 'UBE4A', 'POU2AF1', 'GALNT11', 'SPRED2', 'SARS2', 'PANK3', 'RGPD8', 'PNN', 'STARD7', 'SF3B2', 'ENTHD2', 'CLEC4M', 'NSFL1C', 'ZBTB25', 'ACAD10', 'DHRS12', 'HM13', 'LAMB2P1', 'MOV10L1', 'TMEM167A', 'ADCY6', 'PACSIN1', 'DIRC1', 'PAQR3', 'PTPRC', 'WNT5B', 'KCTD9', 'PNMAL1', 'CYP4A11', 'SEC1P', 'ZNF606', 'KCNA10', 'LGMN', 'CA13', 'BRD7', 'WTIP', 'TTTY15', 'GOPC', 'NOTO', 'LOC392196', 'HBZ', 'NEDD8', 'SCARB1', 'CTDNEP1', 'PHF10', 'HDHD3', 'ANKRD20A9P', 'TIMM17B', 'DDAH2', 'SPAG5', 'TMPPE', 'CCNI', 'GLYR1', 'OR4D6', 'ADGB', 'RAD23A', 'FBXO5', 'PSMB7', 'FGF2', 'ADAM7', 'ADRBK1', 'TRUB1', 'ZMYM2', 'PKIG', 'PPP1R12B', 'HEXDC', 'ABHD2', 'RAMP2', 'HLA-DMA', 'OR8K1', 'SART1', 'ERH', 'KRT6A', 'MFSD6L', 'KIAA1467', 'EDNRA', 'DOCK4', 'STAMBP', 'C4BPA', 'STRC', 'PIWIL2', 'RHOJ', 'WRB', 'TNRC6C', 'DHX33', 'LMO3', 'GIMAP5', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0016678089051440637
		RMSE:  0.3594357673583712
		NRMSE:  0.1765314902796381
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02548752338232485
		RMSE:  0.4223734458481898
		NRMSE:  0.15794680397441796
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  LinearRegression
		Pearson Correlation:  0.9521173697991793
		Spearman Correlation:  0.9408426753378024
		Coefficient of Determination:  0.9065274858733066
		RMSE:  0.1097997610646614
		NRMSE:  0.053926507079544904
		MAPE:  1073.767950065226
		Pearson Correlation:  0.002285104280236711
		Spearman Correlation:  0.04137712612021586
		Coefficient of Determination:  -16.166467659148626
		RMSE:  1.7281120008397526
		NRMSE:  0.6462285215263738
		MAPE:  35320.19144805702

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.636918517345354, tolerance: 0.0069390679727214565
  positive)
		Pearson Correlation:  0.9023515506188482
		Spearman Correlation:  0.8930027555554603
		Coefficient of Determination:  0.8135646843875785
		RMSE:  0.15506847795118164
		NRMSE:  0.0761595589367819
		MAPE:  1707.7560974199223
		Pearson Correlation:  -0.02508376945601935
		Spearman Correlation:  0.025082638290569618
		Coefficient of Determination:  -3.5651271584630386
		RMSE:  0.8911644548685717
		NRMSE:  0.33325148359986223
		MAPE:  2448.553169053604

	Predictor:  RandomForests
		Pearson Correlation:  0.6309248771343509
		Spearman Correlation:  0.5792173646076578
		Coefficient of Determination:  0.18470067232314735
		RMSE:  0.3242783653463006
		NRMSE:  0.1592644591848635
		MAPE:  809.2819247925979
		Pearson Correlation:  0.18434778324796766
		Spearman Correlation:  0.231549310526883
		Coefficient of Determination:  0.012869337102421885
		RMSE:  0.4143990370499434
		NRMSE:  0.15496476901069253
		MAPE:  1016.9338875653058

Protein:  CDH3
x_train_column_count:  75
x_train columns:  ['GPR88', 'FUT9', 'NDUFB2-AS1', 'KLHL9', 'PSMA7', 'SERPINA3', 'RBM4', 'ENPP6', 'ETV6', 'CSK', 'ANKRD17', 'GALNT12', 'UBR4', 'COL13A1', 'ARHGAP30', 'CRP', 'ZNF425', 'RPS27A', 'TISP43', 'HOXB2', 'RAPGEF5', 'MNAT1', 'DHRS4-AS1', 'SLC25A21', 'SFXN3', 'SLC5A12', 'FAM95B1', 'EPHA2', 'AGAP3', 'CCDC36', 'HKDC1', 'HIST2H3C', 'XKR8', 'C12ORF50', 'SERP1', 'STARD13', 'CCSER1', 'OCEL1', 'TSPAN6', 'KIAA0319', 'FAM92B', 'RPL37', 'TOP3A', 'PIAS2', 'KRTAP10-2', 'BRAF', 'LEAP2', 'SAMSN1', 'COL6A6', 'ANP32B', 'PPP3R1', 'SNORD15A', 'ZNF510', 'THEM4', 'VTRNA1-3', 'CPA6', 'SNORD115-3', 'MND1', 'MAN1A2', 'SNORD19B', 'EGFL7', 'DDX21', 'FOXA1', 'MRPL30', 'SPATA31D1', 'SERTM1', 'UOX', 'HIST1H2BJ', 'CALB1', 'TCIRG1', 'COL8A1', 'LOC401010', 'C10ORF35', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011481892643820935
		RMSE:  0.2038847376288621
		NRMSE:  0.14304087222095618
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026977014897064944
		RMSE:  0.22369326249691865
		NRMSE:  0.20181818899206835
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  LinearRegression
		Pearson Correlation:  0.5420400077747629
		Spearman Correlation:  0.5429528402428069
		Coefficient of Determination:  0.293807370028465
		RMSE:  0.17123680813422668
		NRMSE:  0.12013583104214141
		MAPE:  575.8840722993984
		Pearson Correlation:  0.4126013601592894
		Spearman Correlation:  0.44133467998354103
		Coefficient of Determination:  0.11612042766477682
		RMSE:  0.2100218319429885
		NRMSE:  0.1894836943160697
		MAPE:  287.02503011415075

	Predictor:  ElasticNet
		Pearson Correlation:  0.5377109719332624
		Spearman Correlation:  0.538426803112819
		Coefficient of Determination:  0.28910942081749647
		RMSE:  0.17180544075942394
		NRMSE:  0.12053477069612165
		MAPE:  595.930529010274
		Pearson Correlation:  0.4387122728220491
		Spearman Correlation:  0.46205314280726695
		Coefficient of Determination:  0.1518859635961426
		RMSE:  0.20572876517074593
		NRMSE:  0.18561044864239656
		MAPE:  333.9746717497922

	Predictor:  RandomForests
		Pearson Correlation:  0.5599754414439898
		Spearman Correlation:  0.5483205506733841
		Coefficient of Determination:  0.25987167356289953
		RMSE:  0.17530287817929127
		NRMSE:  0.12298849285744744
		MAPE:  411.1020087522691
		Pearson Correlation:  0.4934857435927026
		Spearman Correlation:  0.5426626267160439
		Coefficient of Determination:  0.1856433336807467
		RMSE:  0.20159289509406703
		NRMSE:  0.1818790273225733
		MAPE:  217.91454410536068

Protein:  PTEN
x_train_column_count:  886
x_train columns:  ['MRPL19', 'ZNF696', 'AOX2P', 'ADGRG4', 'CDR2', 'FAM78A', 'FAM200A', 'KIN', 'BAP1', 'RC3H1', 'SPAG8', 'HDAC10', 'MICAL1', 'OR2F2', 'RPS4X', 'PDZK1', 'FGF3', 'KCNAB1', 'G0S2', 'ST3GAL2', 'FBXO7', 'GOLGA2P10', 'SNHG8', 'KRTAP21-2', 'ENDOG', 'HEMGN', 'UGT1A4', 'KCNMB3', 'IFNA21', 'BRD1', 'RFPL2', 'GGNBP2', 'WDR90', 'SNORD110', 'CDH23', 'DOCK11', 'ATP13A1', 'AFM', 'AGRN', 'SERAC1', 'PAX9', 'ZNF57', 'KRT74', 'KCNS1', 'PAIP2B', 'FUK', 'UBE2J1', 'ACSF2', 'CHMP4B', 'OR5R1', 'RTL1', 'FAM45A', 'C10ORF76', 'ZIC1', 'SNAI3', 'CAMKMT', 'MAG', 'ZNF467', 'HECTD3', 'MAT2A', 'SWT1', 'PIDD1', 'GUCY1B3', 'TREM2', 'NACAD', 'PTGER4P2-CDK2AP2P2', 'HAUS8', 'ZC3H10', 'SLC9C2', 'NR2E1', 'PLSCR2', 'CLVS1', 'UBB', 'SNAR-A3', 'CREBBP', 'SRP68', 'ADGRA2', 'CD109', 'FAM155B', 'CUL7', 'ATAD3A', 'MGMT', 'MAGEB10', 'HPCA', 'ALS2CR12', 'SAR1B', 'CRYBA1', 'ZNF692', 'ENOX2', 'ABCC3', 'TCEAL4', 'TMEM260', 'LRRD1', 'NHSL2', 'KLHL17', 'SLC17A9', 'LIN9', 'ABCF1', 'PAX4', 'ACE', 'GSPT2', 'SPDYE7P', 'SLC41A1', 'SCAND1', 'SNX11', 'SNORA19', 'GEMIN7', 'MRPL48', 'DMTN', 'MYO1G', 'FOXB2', 'GRXCR1', 'OR5AP2', 'TGM6', 'BAG3', 'TRIML2', 'FLJ23867', 'ZC4H2', 'PLGLB2', 'HERC4', 'RAB3B', 'R3HDM2', 'CECR5-AS1', 'DRD2', 'DNAJB3', 'LINC00158', 'SYNPO2L', 'COBL', 'BCL11B', 'CHD4', 'NEDD4L', 'RRN3P3', 'PDE4D', 'SLC51A', 'MALSU1', 'DHX16', 'LIG4', 'KRTAP5-4', 'KIAA0355', 'EIF1B', 'TBC1D17', 'SALL2', 'MRGPRG', 'LOC90768', 'PUS7', 'TFAP2E', 'PADI3', 'ZNF71', 'KRT15', 'FBLL1', 'OR2M3', 'VAMP3', 'TTTY5', 'IGIP', 'DAND5', 'RAB3A', 'ZNF625', 'CCDC91', 'ZNF766', 'RHPN1', 'ZBTB44', 'MROH9', 'GRIP2', 'KRT33A', 'ANPEP', 'NRSN1', 'TNS2', 'USP34', 'PSG1', 'FKBP9P1', 'ATP11C', 'LOC388955', 'KANSL1', 'DDX11', 'FAM89A', 'SNORA77', 'BTN3A2', 'KCNMB4', 'ODC1', 'PEX26', 'MSMP', 'KATNA1', 'SUPT5H', 'OGFOD3', 'HIGD2B', 'INIP', 'ARPC5L', 'BET1L', 'GABRG3', 'STX5', 'OR4N3P', 'MPP6', 'CDC25C', 'KRTAP23-1', 'SNORD114-22', 'PPFIBP1', 'CEP295', 'OR51A4', 'SNORA59B', 'FAM124B', 'SHARPIN', 'DUPD1', 'CNFN', 'SGK494', 'SNORD20', 'STAM2', 'MRPS11', 'PCSK4', 'PECR', 'FUCA2', 'SIGLECL1', 'C17ORF89', 'UTP15', 'STRADA', 'ANKRD7', 'TTTY2', 'BIRC5', 'MUC2', 'TRAP1', 'DNM2', 'CD14', 'ZFYVE26', 'PLCXD3', 'LRRTM1', 'MST1R', 'HSD17B6', 'TERT', 'NFIA', 'ARMCX6', 'GABRA6', 'C9ORF16', 'SPANXN1', 'OR8D1', 'FBXO34', 'PZP', 'TIAF1', 'IRX3', 'C4ORF36', 'ZNF843', 'NUMB', 'FDPSP2', 'PFN3', 'TSPAN1', 'RAB4A', 'EIF1AX', 'NFKBIE', 'GNAL', 'TRIM72', 'POU2AF1', 'NOMO1', 'PKD1L1', 'ORC3', 'FGF9', 'PGRMC1', 'PTPN11', 'LVRN', 'C1QB', 'CBFA2T2', 'ERVFRD-1', 'POGZ', 'DOK5', 'XPO5', 'GNA13', 'ATP6AP1', 'IQCF3', 'JAK3', 'MT1DP', 'RAB8A', 'BCAR3', 'ALG11', 'ABCC12', 'BLOC1S4', 'CDC20', 'SLC35D2', 'ARMC2', 'OPA1', 'PLEKHJ1', 'ELMOD3', 'SNORD115-38', 'KCTD9', 'ZNF470', 'RNF166', 'GMNC', 'UNC119B', 'TIFA', 'MUC20', 'TMED8', 'HMGB3', 'TMEM169', 'LSM6', 'FFAR3', 'KRT37', 'ANKRD12', 'HSDL2', 'C2CD5', 'DESI2', 'KLK12', 'SOD1', 'PARVA', 'NDC80', 'SGPP1', 'GNPDA2', 'YBEY', 'GSDMA', 'CTSL3P', 'CLDN10', 'ZDHHC5', 'OR6K6', 'PNLDC1', 'WRNIP1', 'RCN3', 'SPATC1', 'RPL31', 'KCND1', 'CASP7', 'COL9A1', 'FABP12', 'CD84', 'METTL9', 'A1BG-AS1', 'SRPX', 'FBXO6', 'PROSER1', 'ATM', 'MC4R', 'CDCP2', 'ETV1', 'IL16', 'PDCL', 'PLEKHG4B', 'STYXL1', 'TMEM184C', 'FAM131B', 'ARSB', 'BST2', 'PNMAL2', 'RIMS2', 'LCA5L', 'SNORD22', 'C1ORF159', 'EME1', 'LZTS3', 'XPOT', 'OSBPL9', 'CTNNB1', 'APOL5', 'ACTN1', 'PPP2R5D', 'SNORD114-25', 'MUC16', 'SNORD50A', 'VTI1B', 'PRRT2', 'ZBTB22', 'LMNB1', 'FOXJ3', 'FKBP4', 'CALML3', 'MMP1', 'CLPP', 'KIAA0930', 'GGA1', 'TBC1D15', 'KIF1B', 'ADGRA1', 'SNORA30', 'EHD3', 'SERTAD1', 'ALPI', 'CHCHD4', 'TOMM7', 'DDB1', 'RNF40', 'PSMG1', 'SNORA47', 'SEC24C', 'ALDH1B1', 'NSUN4', 'SGPL1', 'CPNE7', 'PLA2G1B', 'LOC100240735', 'C5AR2', 'GPR176', 'C1ORF229', 'GARNL3', 'SPOP', 'LRRC16A', 'IL31RA', 'RTBDN', 'CXCL14', 'MDC1', 'ADGRL2', 'FEZ1', 'CAMKK1', 'NDUFS4', 'PHLDA3', 'LY6D', 'GLS2', 'SCN11A', 'CTNNA1', 'RGS2', 'MAP1A', 'RAPGEF3', 'CFHR2', 'LRRC4', 'ATP10B', 'RPS19', 'SLC25A37', 'LCMT2', 'CLDN14', 'FEM1B', 'SMC4', 'CSDC2', 'YIPF4', 'SLPI', 'ZNF833P', 'DIRC1', 'TP53I11', 'C5ORF58', 'PRSS1', 'BOD1L1', 'SF3B4', 'C2CD4D', 'LOC646471', 'CDS2', 'MRPS16', 'CCDC176', 'FAM160A1', 'IMPAD1', 'GNAI2', 'DHRS7B', 'PIGC', 'NCOA2', 'DTX3', 'ZFYVE28', 'NOL3', 'CDC42SE1', 'CA5BP1', 'SPG11', 'DEC1', 'CST7', 'KLHL38', 'TENM1', 'PLCB4', 'CACNA1G', 'MARCH2', 'ERC1', 'PRSS12', 'VPRBP', 'ANKMY2', 'POM121L9P', 'FAM196B', 'WNT8B', 'GOLPH3', 'KIR2DS4', 'GTF3C6', 'ZKSCAN8', 'LAMTOR4', 'KIFC3', 'ADAMTS4', 'BHMT2', 'SNORD9', 'ZCCHC8', 'ABCB1', 'GCNT2', 'ADAM33', 'GNG5', 'SNORD43', 'IKBKB', 'HIST1H2BM', 'DCUN1D2', 'MESTIT1', 'VWA1', 'CRIP2', 'PPP1R1C', 'IGLL1', 'TIE1', 'TMA7', 'MTERF3', 'ISCA2', 'NUCB2', 'IL7R', 'PPP2R3C', 'GOLGA8CP', 'CTTN', 'CRTC3', 'ZFAND3', 'CXCL10', 'SHMT2', 'PARD6A', 'OSBPL7', 'PDCD5', 'NBPF3', 'CDKN2D', 'CWH43', 'KIF27', 'LONRF3', 'C9ORF3', 'SLC35G2', 'RPS27A', 'RMDN3', 'SCARNA10', 'VBP1', 'ARRB1', 'NAP1L6', 'RNF115', 'DDX25', 'GPR89A', 'SLC25A26', 'MAP3K6', 'CD82', 'SCARNA23', 'GRPEL2', 'RPL29P2', 'SMR3B', 'DHRSX', 'KRTAP5-2', 'RGS17', 'TSPAN9', 'AHNAK', 'EXOC5', 'DGAT2', 'OLFML2B', 'COG4', 'ANK3', 'RSPO4', 'REM1', 'COX6B2', 'LAG3', 'KDELR2', 'NIPBL', 'PNRC2', 'NUMBL', 'GOT1L1', 'PLIN4', 'EMID1', 'ADAL', 'SPPL2A', 'TMBIM1', 'RAB1A', 'CCDC101', 'GLT6D1', 'HSP90AA1', 'INHBA', 'PCNAP1', 'GSPT1', 'PSAT1', 'NUP210', 'PMS2P1', 'CTXN1', 'DHFRL1', 'CACNA1F', 'N6AMT1', 'PVRL1', 'ARPC1A', 'ADGRG5', 'NGFR', 'SSBP1', 'ZBED1', 'C5ORF51', 'FAM212A', 'FZD6', 'ZNF208', 'PHLDA2', 'LIMK2', 'ALX1', 'RNASE4', 'ARHGAP24', 'C2ORF71', 'FBXO46', 'G6PC2', 'ASMTL-AS1', 'DPY19L2P4', 'DEFB116', 'STAG3L1', 'CCDC154', 'C14ORF169', 'BRICD5', 'OR52A1', 'SNORD116-15', 'UNC5A', 'VHLL', 'PANX2', 'ANGPT2', 'CORO2B', 'SPRR2G', 'LRP5', 'ZNF567', 'C9ORF139', 'DIRC2', 'GTF2IRD1', 'ELN', 'FCGR1A', 'TMEM100', 'HRK', 'PRSS48', 'CR2', 'PRSS8', 'S100PBP', 'DAPL1', 'CSTB', 'NANOS3', 'PALM', 'TEP1', 'MEX3B', 'MLST8', 'BDH2', 'MTX1', 'CD36', 'TINAG', 'PQLC2', 'MAOB', 'MAGEE1', 'ACTRT1', 'RGL4', 'LRRK1', 'PCDH20', 'SNORA41', 'KIAA0232', 'INO80B', 'ZBTB46', 'CIDECP', 'AMER1', 'SNORD116-25', 'HORMAD1', 'ZNF69', 'THEMIS2', 'PRSS37', 'C3ORF30', 'CHPT1', 'ZADH2', 'NME1-NME2', 'CLEC18C', 'CCDC103', 'SMIM5', 'OR6W1P', 'CLEC2B', 'TELO2', 'IRF6', 'HIST2H3D', 'RNF139', 'ENAH', 'C11ORF94', 'FSCN2', 'NAA35', 'MRAP', 'SHISA9', 'FKBP1B', 'CCL19', 'ARL15', 'LYPLAL1', 'EIF3IP1', 'HIST1H1T', 'SLC25A11', 'ACLY', 'AK9', 'CIZ1', 'SYN3', 'SH3D21', 'RPAP2', 'HHEX', 'LRRC31', 'PHF2', 'ZNF131', 'OR52E2', 'FANCG', 'SCARNA20', 'LINC00887', 'ABLIM3', 'INTS6', 'ADAMTS10', 'S100G', 'FAM49A', 'MUS81', 'TNIK', 'ROR2', 'WNK2', 'TM6SF2', 'SAT1', 'LCE2D', 'SLC35A1', 'SPATS2', 'RFX4', 'PRAMEF9', 'C16ORF90', 'BAZ1B', 'CXORF57', 'ZNF75A', 'CSH1', 'TRAF3IP1', 'UBA7', 'RPL23AP32', 'MSANTD2', 'CMTM2', 'POU3F3', 'SREK1IP1', 'CYP4F35P', 'GFOD2', 'PGS1', 'FAM205A', 'CYP4F2', 'SCOC', 'ACOT11', 'ACOX1', 'MSN', 'TLL2', 'EQTN', 'CHEK1', 'MARVELD3', 'KRTAP27-1', 'PCGF1', 'HJURP', 'HNF4A', 'CCDC134', 'TUBAL3', 'CDK8', 'PPM1K', 'THRSP', 'TMEM187', 'SNORA14B', 'NUP62CL', 'SNORA64', 'ZFP41', 'B4GALNT1', 'SLC10A2', 'CCDC183', 'NT5C1B', 'FKTN', 'ASPN', 'CCL22', 'BOP1', 'MYF6', 'MRPS25', 'NF2', 'YLPM1', 'OLFM1', 'CFAP58', 'APOC3', 'PXDNL', 'CAMTA1', 'TPX2', 'RPAP1', 'EMC2', 'DCLRE1C', 'TRNT1', 'TM7SF3', 'ASPHD2', 'C20ORF194', 'IFIT5', 'PRORSD1P', 'ZC3H12C', 'RAD54L', 'KCNU1', 'SAMD13', 'UBR5', 'CMKLR1', 'PNLIPRP2', 'PDGFA', 'FAM218A', 'ZNF385A', 'ATXN1', 'LRPAP1', 'CDC26', 'HBB', 'ATP11A', 'TLX3', 'CST13P', 'ACTL9', 'MAF', 'VSX1', 'APOBEC3D', 'SNORD115-35', 'GABARAPL3', 'EFCAB10', 'ZSCAN12P1', 'CSAG3', 'SEBOX', 'OR1C1', 'CNTNAP4', 'LINC00636', 'C3ORF38', 'C14ORF79', 'CYP1A1', 'AKR1C8P', 'TNRC18', 'LINC01124', 'SIGLEC14', 'ECD', 'ASCL4', 'C22ORF31', 'MICB', 'BZW1', 'TSSK2', 'NUP160', 'HSBP1L1', 'EHMT1-IT1', 'C11ORF45', 'KLHL1', 'CDK3', 'TRMT1', 'RPS7', 'OXNAD1', 'MARCH10', 'MUM1L1', 'CTU1', 'RTKN2', 'ZNF268', 'CANT1', 'LINC00669', 'PBOV1', 'ARPC3', 'NPY4R', 'S100P', 'GALNT16', 'TIAM1', 'NFATC2', 'IMPG1', 'ATP5L2', 'TMEM92', 'C1ORF115', 'ARMC1', 'CSN1S1', 'SLC25A51', 'CLNS1A', 'DPCD', 'SRSF10', 'PLSCR3', 'GPX8', 'TMEM248', 'DEFB129', 'SLC39A4', 'GREB1L', 'ALPK2', 'CD320', 'ACACB', 'RUNX2', 'EXOC7', 'RCSD1', 'SLFN5', 'WIZ', 'FABP2', 'DNAJB5', 'PPP5C', 'PLD4', 'TUBB1', 'RSAD2', 'GPATCH2L', 'ALOX15B', 'WDR55', 'AKAP1', 'LINC00341', 'TTTY8', 'ATF1', 'SLC35F4', 'NDUFA10', 'DCAF4L2', 'RSPO2', 'SNORD88B', 'SMAD2', 'NHLRC4', 'LINC00662', 'TRMT61A', 'SHANK1', 'RUFY3', 'CETN4P', 'C4ORF45', 'BARX1', 'OPTC', 'LTA4H', 'CACNG2', 'TAZ', 'UBE3C', 'LRRTM3', 'VWCE', 'DNASE2B', 'EED', 'MAP2', 'TMC3', 'SLC28A1', 'FGF14', 'PPAT', 'CD99', 'SNORD115-7', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05240378988513572
		RMSE:  0.5837468026637292
		NRMSE:  0.09127461538014686
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011774083334460839
		RMSE:  0.7259408088203396
		NRMSE:  0.14042494754339593
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5690275755039937
		NRMSE:  0.08897311789601967
		MAPE:  304.4741530818047
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005181468299075398
		RMSE:  0.7235718660416283
		NRMSE:  0.13996670265429206
		MAPE:  391.1377632658283

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.0910449073673394e-14
		NRMSE:  1.7059571688958477e-15
		MAPE:  2.111233959231058e-11
		Pearson Correlation:  0.26341710801518
		Spearman Correlation:  0.3007244479357598
		Coefficient of Determination:  -5.302014736364568
		RMSE:  1.8117536411551018
		NRMSE:  0.3504630225075638
		MAPE:  3832.2840228377368

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.1693477113734816, tolerance: 0.017420030134596684
  positive)
		Pearson Correlation:  0.9997923759997205
		Spearman Correlation:  0.9995533531285642
		Coefficient of Determination:  0.9995399135696964
		RMSE:  0.012205428343505777
		NRMSE:  0.001908440050583344
		MAPE:  18.491108211043002
		Pearson Correlation:  0.29605072540213384
		Spearman Correlation:  0.30485916283245434
		Coefficient of Determination:  -2.8319821408982477
		RMSE:  1.4127690555332555
		NRMSE:  0.27328401724180895
		MAPE:  4128.092768995774

	Predictor:  RandomForests
		Pearson Correlation:  0.5795750650477386
		Spearman Correlation:  0.5339352799993385
		Coefficient of Determination:  0.2905525351011651
		RMSE:  0.47928455466375774
		NRMSE:  0.07494090448968145
		MAPE:  245.99835035702372
		Pearson Correlation:  0.44517429507581696
		Spearman Correlation:  0.48007661423191506
		Coefficient of Determination:  0.16159748917601302
		RMSE:  0.6608238681027939
		NRMSE:  0.12782882004464444
		MAPE:  408.1192912222235

Protein:  BRCA2
x_train_column_count:  363
x_train columns:  ['RAB30', 'LXN', 'ZNF596', 'SLC38A8', 'YPEL4', 'MT1A', 'ADAM12', 'SPATA5', 'GPR89A', 'C16ORF93', 'GJD3', 'PCDHGB4', 'SLC2A9', 'ZNF761', 'HSD17B1', 'SMIM19', 'TTLL2', 'ATP6V1G2', 'TRIM26', 'AGO2', 'CPNE2', 'SNORD50B', 'GYPA', 'SLC35F2', 'ASIC5', 'NDUFS5', 'CCDC54', 'AAMDC', 'MYCBP2', 'KRT6A', 'COX5B', 'BNIP3L', 'MTMR9LP', 'SNORA71B', 'RBM7', 'FOXL1', 'HEXIM2', 'LSM11', 'INHBA', 'CCNA1', 'GPC5', 'ZNRF2', 'TSSK2', 'OTOA', 'FGF23', 'FGF6', 'KRTAP5-8', 'SHFM1', 'SNORA61', 'MTUS1', 'TONSL', 'DENR', 'VPS25', 'DDX41', 'TAF9B', 'FAM92A1', 'HVCN1', 'GYPB', 'OR6C68', 'LRRC40', 'CHST1', 'LOC90246', 'PLN', 'ZFP90', 'GLE1', 'PITHD1', 'HEY2', 'ZNF454', 'RHBDF1', 'ME1', 'BTD', 'TTTY17A', 'SYNM', 'RAB39A', 'SECISBP2L', 'TSNAX', 'NDUFAB1', 'ABCA5', 'AWAT1', 'UPF3A', 'MORN4', 'TIMM17A', 'KIAA0556', 'TMEM138', 'PRDM13', 'HOXA13', 'FAM224B', 'CACNG2', 'TSIX', 'OLFM3', 'L1TD1', 'GSTT2', 'CCR4', 'NFKBIB', 'CCDC101', 'SMARCD3', 'CCNH', 'LSG1', 'HIST1H1T', 'HMP19', 'DMP1', 'GJA4', 'GGA1', 'TUBD1', 'ARID5A', 'SNRPE', 'KRT71', 'ZNF280D', 'RIBC1', 'PSD', 'RAB40B', 'RTTN', 'ATAD1', 'CACNA1D', 'LCE3B', 'LOC285740', 'SCN9A', 'LAMA3', 'SLC16A10', 'KMO', 'LYRM7', 'IFI30', 'ZNF324B', 'HIPK4', 'ABCC12', 'WDR81', 'ATP10D', 'AIG1', 'OBP2B', 'LRRC8E', 'CCKBR', 'DLG1', 'C16ORF86', 'KLF13', 'LINC01512', 'OR52B2', 'PAX9', 'CA11', 'DYSF', 'ATXN1L', 'CCDC186', 'MYLK4', 'MDC1', 'CCDC64', 'RPUSD1', 'GK2', 'DYRK4', 'MTX1', 'CATSPER2P1', 'ADGRG5', 'ING4', 'TIGD3', 'SPDYE7P', 'TSR2', 'PAGE1', 'ASRGL1', 'OTUD7A', 'ABI3BP', 'MMACHC', 'AP5M1', 'CUL3', 'CLDN7', 'IGFL1', 'NAPB', 'HAPLN2', 'TRIM72', 'PCDHB17P', 'PDE4DIP', 'ZNRD1', 'DDX17', 'PSMD3', 'LOC285627', 'TK2', 'COMMD2', 'GPRIN3', 'TSC22D2', 'B3GNT8', 'PMP2', 'DMBX1', 'KAAG1', 'RGS7BP', 'COA1', 'COX5A', 'RFX4', 'FBXW7', 'ACCS', 'MTIF3', 'GFOD2', 'FZD5', 'PRRC2C', 'SENP3', 'CLIP2', 'KCNC1', 'FERMT2', 'PCDHB8', 'BTK', 'KDM5D', 'SETD9', 'TIMM9', 'LCMT2', 'FTH1', 'CDK1', 'FAM183A', 'RARS2', 'CHSY1', 'OSGIN1', 'TELO2', 'UNG', 'VSTM5', 'TBC1D19', 'ARPC4', 'LOC100129550', 'NR1I3', 'GAGE8', 'DBP', 'ANKRD39', 'TMA16', 'ARMT1', 'BPIFA4P', 'KLHL24', 'KIAA1024', 'WBP2NL', 'CLPB', 'PDLIM1', 'PLEKHH1', 'SEPT10', 'AP3S2', 'PSMD13', 'LDHAL6A', 'BCL2L10', 'SSX2IP', 'PNPO', 'RAB11FIP3', 'TEC', 'ST6GALNAC1', 'N4BP2L2', 'VCAN', 'TCOF1', 'TMIGD1', 'ZNF607', 'RIC3', 'GSKIP', 'RNF139', 'LINC00654', 'TYROBP', 'CYSLTR1', 'APP', 'KIAA0930', 'CEP250', 'R3HCC1L', 'SLC27A2', 'BAHCC1', 'IPO8', 'FGF11', 'AP3B1', 'GHRL', 'OR5K4', 'GRIN2D', 'PFN4', 'MYCNOS', 'PLAGL1', 'TECPR2', 'FAM19A3', 'FDXR', 'ZBTB44', 'ZNF853', 'RPL31P11', 'INTS8', 'PNN', 'FAM83F', 'NUDT19', 'ZNF75A', 'RLTPR', 'COL22A1', 'RTN4RL2', 'EPHB3', 'CHD4', 'RND3', 'B4GALT4', 'KLF8', 'WDTC1', 'TRMT10A', 'MAP3K11', 'LY6G6D', 'TNNT2', 'WDR55', 'KIAA0100', 'HTRA3', 'WSB2', 'TCEAL8', 'TMEM108', 'GYLTL1B', 'MVK', 'CLDN22', 'GOT2', 'ZNF623', 'KLHL31', 'TNFAIP3', 'ITGAL', 'PRRG4', 'ZC3H12B', 'PRELP', 'LINC00628', 'AFAP1', 'SELPLG', 'SKIDA1', 'BSPRY', 'MST1P2', 'DKK2', 'E2F5', 'SCN2A', 'DGKG', 'STUB1', 'HIST2H3C', 'N4BP2L1', 'DOPEY1', 'TGM3', 'OCIAD2', 'GLT8D1', 'CXCR2', 'RBM26', 'FKBP15', 'FOXL2NB', 'OR12D3', 'ADAMTSL1', 'LAPTM4B', 'HIST1H4K', 'SSX4', 'STAP2', 'CCDC25', 'SUSD4', 'RAB6C', 'PPARGC1A', 'SLC13A4', 'RPL3L', 'PARP8', 'SECTM1', 'CLINT1', 'DNAJC22', 'ETS1', 'GDF3', 'KMT2B', 'SCARNA12', 'IPPK', 'TMEM104', 'VTI1A', 'CRADD', 'LINS', 'TM9SF3', 'CPXM2', 'AARD', 'LY6G5B', 'TAB3', 'TXNIP', 'KIAA1875', 'JAM2', 'RAB9B', 'TLR9', 'FAM65A', 'ZNF799', 'TMEM140', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00015423459462815536
		RMSE:  0.20048365981157823
		NRMSE:  0.1291568109593031
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08467605477038265
		RMSE:  0.17297650483593724
		NRMSE:  0.22621657599677922
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  LinearRegression
		Pearson Correlation:  0.8543641949552435
		Spearman Correlation:  0.8232941166135371
		Coefficient of Determination:  0.7299381776215214
		RMSE:  0.10417825764029516
		NRMSE:  0.06711435505897578
		MAPE:  196.95413896935716
		Pearson Correlation:  0.08341917824466008
		Spearman Correlation:  0.0011795658299978804
		Coefficient of Determination:  -12.353721475603178
		RMSE:  0.6069295013092133
		NRMSE:  0.7937350438883323
		MAPE:  905.6956393188351

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.2949740886784262, tolerance: 0.0021620874757223526
  positive)
		Pearson Correlation:  0.8348843290513905
		Spearman Correlation:  0.8037435269525193
		Coefficient of Determination:  0.6966539292854077
		RMSE:  0.11041159395623054
		NRMSE:  0.07113003314944794
		MAPE:  211.3706623126375
		Pearson Correlation:  0.07300525414079058
		Spearman Correlation:  0.015254554296188232
		Coefficient of Determination:  -3.3991989939075253
		RMSE:  0.34835648099628236
		NRMSE:  0.45557638265387085
		MAPE:  670.2026390332646

	Predictor:  RandomForests
		Pearson Correlation:  0.6204266165026749
		Spearman Correlation:  0.5316817235331102
		Coefficient of Determination:  0.1874245206354006
		RMSE:  0.1807079874003475
		NRMSE:  0.11641680618479465
		MAPE:  126.46289503530532
		Pearson Correlation:  0.10845579893208952
		Spearman Correlation:  0.09339517949101611
		Coefficient of Determination:  -0.07140995101728365
		RMSE:  0.17191545813921788
		NRMSE:  0.22482895199008418
		MAPE:  137.44564796849846

Protein:  CDKN2A
x_train_column_count:  614
x_train columns:  ['ARF6', 'STAT3', 'MLST8', 'UBA5', 'GIMAP6', 'USP36', 'FTO', 'DHRS4-AS1', 'PHF19', 'TIPRL', 'HIST1H4H', 'TNFRSF8', 'PCDHB8', 'C16ORF13', 'PCYT1B', 'MYH8', 'NCL', 'TSPAN4', 'TPSAB1', 'PABPN1', 'NTN4', 'OR5K4', 'NRTN', 'LRTOMT', 'SLC6A4', 'CFAP57', 'ZNF763', 'ELSPBP1', 'GDF2', 'LXN', 'CBR4', 'CSF1', 'MIR100HG', 'TDP1', 'GOLGA6L9', 'SVOPL', 'SPRTN', 'TMEM219', 'SEPT12', 'G6PC3', 'ANKRD34B', 'SERGEF', 'ZNF622', 'RPL23AP64', 'EBF2', 'ENO3', 'FBLN2', 'LINGO3', 'USP43', 'DLGAP1', 'CCDC6', 'CLK2P1', 'MBNL3', 'UBE2QL1', 'CTTNBP2NL', 'AHCYL1', 'SPATA24', 'GDF9', 'GATA6', 'MCM4', 'TTI2', 'CASP1', 'ILF2', 'GMPS', 'PLEKHB1', 'ATG4D', 'RGS22', 'PHKB', 'ACKR2', 'KCNK12', 'RRN3', 'ARMC12', 'UBE4A', 'WRNIP1', 'HLA-DQA2', 'SPAG7', 'ATP1A3', 'CYP3A43', 'TNS1', 'ZNF592', 'ZNF587', 'GCLC', 'C20ORF27', 'HRASLS', 'TMEM87B', 'PGM5-AS1', 'MBOAT4', 'KRTAP3-2', 'TGM1', 'MDN1', 'LINC00032', 'SMARCAD1', 'TTTY6', 'SUCLG1', 'ZBTB21', 'TEX37', 'CSAG1', 'FAM110B', 'ANG', 'FEN1', 'MRC2', 'HMSD', 'CAMK1', 'LYPD5', 'CTDSPL2', 'VWCE', 'RBM24', 'RETN', 'SNORD114-25', 'HOXB6', 'DRAXIN', 'EGR2', 'MESP2', 'ZNF287', 'SCD5', 'ASPA', 'PDZRN4', 'NRARP', 'CRYBB1', 'ARMCX1', 'MARK1', 'GOLGA8B', 'NTSR1', 'PTGES3', 'APOA1BP', 'PPM1H', 'RBMS1', 'BAG2', 'ACMSD', 'POLH', 'PANK3', 'FICD', 'RHCE', 'NAT1', 'FIGF', 'FLG2', 'LOC200726', 'SNORA28', 'CROCC', 'RBPMS', 'ZFP92', 'ELAC2', 'BCAS4', 'RNASEH2C', 'PPM1E', 'OR8H2', 'NOL11', 'CERCAM', 'ZBTB40', 'TMEM160', 'PRSS3P2', 'CCDC127', 'HBBP1', 'RAD18', 'ZNF137P', 'EXOC2', 'PSMG1', 'WASH3P', 'PLIN5', 'CSNK1G3', 'BUB1', 'ARRB1', 'C7ORF13', 'ALS2CR12', 'DYNLRB1', 'DNASE1L3', 'B4GALT1', 'UGT2A3', 'AGFG2', 'ERRFI1', 'SNORD116-24', 'TAAR5', 'ASB7', 'PRDM1', 'RSF1', 'ZFYVE9', 'IWS1', 'MSMB', 'MTMR11', 'TERT', 'TRIM16', 'SP140', 'SLC16A6', 'EZR', 'HAVCR2', 'ADAMTS9', 'PRR22', 'STK11', 'ARHGAP39', 'KRT20', 'ZNF48', 'IGF1', 'TAGAP', 'VENTX', 'CPSF7', 'ATRN', 'SERPINA5', 'PLCD1', 'CDRT15P1', 'LOC256880', 'CCDC43', 'SNORA21', 'BACH2', 'IFNAR2', 'SNX9', 'MRPL45', 'ZBED4', 'RANGRF', 'HMGCL', 'CHCHD3', 'OR5AN1', 'ATP6V1C2', 'MCM3AP', 'PASD1', 'KLF8', 'LRRC1', 'GPR176', 'PLK3', 'CFAP221', 'TBX2', 'NT5DC1', 'ITGBL1', 'ECH1', 'SLC25A43', 'SPRR3', 'NFKBID', 'OR10A5', 'AOC1', 'SEC24B', 'PABPC1P2', 'ETV5', 'CCDC112', 'EDC4', 'TRPV2', 'SH3PXD2A', 'LSS', 'NAA10', 'SSH1', 'LOC284441', 'OR3A4P', 'OTUD3', 'LRRC34', 'DNAJC16', 'MUC5B', 'PPL', 'SLC25A44', 'PCBP3', 'BEND3P3', 'NR1I3', 'H2AFX', 'CLIC6', 'SPATA32', 'IL17RA', 'GPRC6A', 'HECW1', 'TAS2R40', 'NGDN', 'OR2H2', 'GP6', 'C1ORF158', 'GDF7', 'PSG8', 'MAP1S', 'IL1RL1', 'C16ORF90', 'OSBPL10', 'RAC2', 'VCX3A', 'PRO0628', 'EREG', 'LRRC41', 'GTF2H2', 'CXCL11', 'CCT6P1', 'FGFR4', 'LTBR', 'BUD13', 'DLX5', 'BPNT1', 'OSBPL1A', 'EPN2', 'DLX3', 'RFPL4B', 'ZCCHC12', 'ZMYM2', 'KTN1-AS1', 'CUL3', 'DHX36', 'CCND1', 'HINT1', 'MYL12B', 'HTR5A', 'CHRM5', 'CLN3', 'FOCAD', 'COQ10A', 'CTSE', 'HSPA2', 'EXOC5', 'RHBDL3', 'LINC00593', 'BRF1', 'TMEM200C', 'NRIP1', 'PAN3', 'SLC52A3', 'FSHR', 'B3GALNT1', 'ZW10', 'COPS3', 'PEX11G', 'SUGT1', 'ANXA2P3', 'WRAP53', 'TCL1B', 'HIST1H3J', 'HDGFRP2', 'FRRS1L', 'MNAT1', 'PDP1', 'SNORA69', 'GPAT2', 'TMPRSS4', 'ZNF18', 'C1ORF21', 'TYK2', 'DIRAS1', 'EEF2', 'CABLES1', 'CFAP70', 'POU4F1', 'PLAC9', 'CCRN4L', 'RNF24', 'ZNF205-AS1', 'OR5W2', 'COX4I2', 'NAP1L1', 'C17ORF53', 'OR4N4', 'ZNF25', 'ADAM22', 'KCTD16', 'MEGF11', 'SNORD49A', 'RPL13P5', 'UXS1', 'NSFL1C', 'GFI1B', 'LETM2', 'LINC00923', 'C4ORF45', 'PREX1', 'EVA1A', 'PLB1', 'TEPP', 'FAM222B', 'ESYT2', 'ZNF782', 'CHRNA5', 'SSTR4', 'ARPC3', 'FABP5', 'GIMAP8', 'SPOPL', 'CLTB', 'C9', 'RNF222', 'FAM134A', 'PRMT6', 'SCN8A', 'SRMS', 'ZEB1', 'LOC81691', 'KHDRBS2', 'DNAJB8', 'AKAP3', 'RAMP2', 'CEACAM16', 'ZNF385D', 'BDH1', 'ERLEC1', 'CT83', 'GAPDH', 'SUGP1', 'KRTAP5-8', 'HCG27', 'OMD', 'PTPN1', 'TBC1D8B', 'ZNF235', 'CLDN1', 'TRHDE', 'KRTAP11-1', 'FEZF2', 'TUBA4B', 'CKMT1A', 'PUM2', 'SNORD43', 'TAS2R10', 'HNRNPL', 'SDHA', 'SMIM10L2A', 'BTG1', 'LAMTOR3', 'MAP3K7CL', 'ZDHHC6', 'HIST1H4F', 'GSTA2', 'NEUROG3', 'FLJ44635', 'NDC1', 'LIPE', 'PDK1', 'ABHD14A', 'IRX6', 'UBXN11', 'ZNF134', 'RASL10A', 'PLA2G2F', 'KDM3B', 'CENPI', 'FAM185A', 'PKHD1', 'APH1B', 'UBAP2', 'DHX58', 'SNORA24', 'ZNF594', 'AHSA2', 'B3GALT5-AS1', 'HOXB7', 'VRK3', 'WNT7B', 'GSKIP', 'ZNF780A', 'KCTD4', 'HBG2', 'GAP43', 'ZNF418', 'BPHL', 'C11ORF73', 'TMEM26', 'SON', 'TJP1', 'HYAL1', 'IPO5', 'EML3', 'ANAPC1', 'WBP2NL', 'PLEKHO1', 'LIMD2', 'OR4K5', 'GNAI1', 'STAM2', 'ZSWIM6', 'FABP7', 'NLE1', 'SERPINA10', 'PCAT18', 'DMRT1', 'SLC2A1', 'WT1-AS', 'RTL1', 'CLEC3B', 'AKAP1', 'FAM169A', 'SPINK4', 'USP32P2', 'FBXO47', 'TMEM175', 'AP5S1', 'NKX2-4', 'ADCK5', 'TROVE2', 'CACNA1F', 'DUSP5', 'ZNF428', 'XKRY2', 'HMHB1', 'ANKRD32', 'FANCI', 'NTN5', 'FBXO9', 'DIRC1', 'TBC1D10B', 'EARS2', 'INSL4', 'GPR142', 'LMBR1', 'FERD3L', 'TAF9', 'TFE3', 'TYW5', 'MRPS31', 'FASTKD1', 'CCL27', 'PROX1', 'MYT1', 'B3GNT7', 'ZDHHC22', 'PIK3R1', 'ZNF562', 'CACNA1I', 'CAPG', 'CEP97', 'ACADS', 'CAMK2A', 'PIKFYVE', 'TCEAL6', 'PCDHA9', 'LOC285627', 'S1PR2', 'PSPN', 'GJB1', 'POLE4', 'GPR61', 'FLYWCH1', 'HPYR1', 'WAPAL', 'AGO3', 'PRSS48', 'LIN37', 'EMB', 'SGCZ', 'TRIM68', 'BCR', 'RER1', 'HIST1H3E', 'SPEF2', 'NYNRIN', 'LRSAM1', 'FAM168A', 'JPH4', 'LSM8', 'TMEM8B', 'IGFBP5', 'RHOD', 'DDX27', 'NDUFB5', 'HLA-DOA', 'LOC100287704', 'OR6Y1', 'CLIP4', 'POLDIP3', 'DCAF16', 'ZUFSP', 'TNP1', 'SURF6', 'SRCIN1', 'PCNXL3', 'ATF1', 'CCSER2', 'CALML5', 'OSGEPL1', 'COL23A1', 'SNORD116-4', 'EPHB2', 'DHRSX', 'TTC37', 'PFN1', 'RASGRF1', 'EGFL6', 'FOXE1', 'SCRIB', 'HP', 'SYP', 'KCNB1', 'ERP29', 'EDNRB', 'ZNF488', 'TEFM', 'CDKN2D', 'RBM34', 'IL2RA', 'TEKT4P2', 'SDHC', 'ITGB3BP', 'DEFB134', 'KRT25', 'GIMAP1', 'LINC01119', 'TBC1D23', 'PRKG1', 'SNX29P2', 'CTRC', 'RIN3', 'LINC00628', 'LAMC1', 'LRIG1', 'PPAPDC3', 'LOC401127', 'CT55', 'SPEF1', 'DPYSL4', 'C6ORF25', 'NXPE1', 'TCTEX1D1', 'CRIP2', 'RBMS3', 'SLC7A13', 'TRPV3', 'SLC35B1', 'SNORD65', 'EVC', 'B4GALNT3', 'TPR', 'TSPAN17', 'PIWIL3', 'ANKRD9', 'SNORD35A', 'MYH2', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06876053865938014
		RMSE:  0.7026668514343448
		NRMSE:  0.1789276696377339
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07452018232747903
		RMSE:  0.6281215662347416
		NRMSE:  0.15805378984795088
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6796874655065666
		NRMSE:  0.1730761797526334
		MAPE:  274.2442116656758
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00044725008449963966
		RMSE:  0.6060849693149379
		NRMSE:  0.15250873639690443
		MAPE:  274.3248072759207

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  3.2096528191344156e-13
		NRMSE:  8.173086550213684e-14
		MAPE:  2.893174296207929e-10
		Pearson Correlation:  0.20058016142674912
		Spearman Correlation:  0.14903178343869625
		Coefficient of Determination:  -79.27835195993383
		RMSE:  5.429197500896122
		NRMSE:  1.3661451651684966
		MAPE:  6190.481100710636

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.433374150607323, tolerance: 0.024854257731250624
  positive)
		Pearson Correlation:  0.9881570154260009
		Spearman Correlation:  0.9834916357166301
		Coefficient of Determination:  0.9762639851102645
		RMSE:  0.1047160287811073
		NRMSE:  0.02666497638998429
		MAPE:  94.97485778004545
		Pearson Correlation:  0.20403123583066893
		Spearman Correlation:  0.18999488771680448
		Coefficient of Determination:  -13.343860462744573
		RMSE:  2.2949299949762683
		NRMSE:  0.5774716275323389
		MAPE:  2604.1012675247566

	Predictor:  RandomForests
		Pearson Correlation:  0.7026939889576465
		Spearman Correlation:  0.6271367152992676
		Coefficient of Determination:  0.49008994231888026
		RMSE:  0.4853511355541539
		NRMSE:  0.12359021556725164
		MAPE:  210.74169172210705
		Pearson Correlation:  0.38449523487533577
		Spearman Correlation:  0.35848634482443226
		Coefficient of Determination:  -0.03202030902711983
		RMSE:  0.6155743827671091
		NRMSE:  0.1548965508585866
		MAPE:  489.4249286238427

Protein:  TP53
x_train_column_count:  1002
x_train columns:  ['PAXIP1', 'LOC644936', 'SH3BGR', 'KRTAP11-1', 'LGSN', 'SMAD9', 'XKR5', 'ATP6AP2', 'POLR2H', 'ZAP70', 'AGAP6', 'SHISA6', 'ZNF554', 'SPDYE1', 'PDHA2', 'LOC407835', 'SPOCK1', 'EFCAB8', 'ARSE', 'C15ORF56', 'GALR3', 'FAM43B', 'PPIB', 'ZPLD1', 'TMEM143', 'CHST8', 'DNALI1', 'SPIC', 'ESRRB', 'CDKN2C', 'KHDRBS2', 'GGH', 'SPAG17', 'NFAT5', 'C21ORF2', 'HP', 'KRTDAP', 'SMAD2', 'TRIM55', 'NOL6', 'SLC4A11', 'BST1', 'NAA11', 'FAM71A', 'PTRF', 'ATP4A', 'PLCD1', 'DENND2C', 'ABHD15', 'MGC15885', 'DNAJB1', 'EDN3', 'CMKLR1', 'AMMECR1L', 'MAN2C1', 'BAP1', 'GTF2H4', 'PRSS53', 'TIA1', 'CYB5D1', 'IGF2', 'SPICE1', 'ZC3H7A', 'SCNN1D', 'HTATIP2', 'PARN', 'ZFAND1', 'ANKRD28', 'LOC646813', 'RTN4', 'MPZL1', 'LOC284578', 'RNF135', 'IL5', 'LINC00472', 'GAMT', 'HS6ST3', 'SEC22C', 'RUFY2', 'SNAR-E', 'LHFPL2', 'SNORD45C', 'MLH3', 'GMFG', 'HSPA1A', 'ADD2', 'TMEM200B', 'UCP2', 'ID2', 'LOC440173', 'BCL2A1', 'PLOD3', 'HIGD2A', 'DPT', 'NPFFR2', 'KANSL2', 'CCDC107', 'MLLT3', 'SLC22A2', 'EIF3B', 'FZD3', 'PHOSPHO2', 'ZFYVE27', 'GATAD2B', 'PIP5K1C', 'MTG2', 'HAPLN2', 'NPTX1', 'FUNDC2P2', 'TOLLIP', 'S100A5', 'ZYG11A', 'ZNF619', 'ZNF546', 'C10ORF90', 'OR2T33', 'PKD1L1', 'TACC1', 'S100A7L2', 'HEATR1', 'TTC39A', 'SNORD65', 'RTP3', 'G6PC2', 'VAT1', 'FAM184A', 'FRY', 'UGGT2', 'FGF21', 'ALPK3', 'ZNF808', 'CS', 'SPP1', 'SNORA79', 'PID1', 'CLCN7', 'C17ORF70', 'CHRM4', 'KLHL40', 'FAHD2CP', 'PLAC1', 'DDX31', 'PLEKHS1', 'C19ORF38', 'GPR151', 'PPP1R15B', 'DYNLT3', 'RASGRF2', 'FLT4', 'HSPA9', 'FAM178B', 'SRRM4', 'RPS15AP10', 'ADAM12', 'LY6H', 'SPIN2B', 'OR10A6', 'CD40', 'MPV17', 'CDKAL1', 'CWH43', 'H2AFZ', 'KIAA0907', 'ANXA11', 'MSL2', 'TEX29', 'ZNF718', 'CHCHD6', 'EEF1DP3', 'MAPK1', 'HMGXB3', 'KRTAP10-4', 'ARMC5', 'GTF2IRD1', 'SMC5', 'ZBTB26', 'GLUD1', 'GCSAML', 'IVL', 'PQLC2', 'ITPK1-AS1', 'CD7', 'SOX18', 'RLN1', 'FN3K', 'CKMT1A', 'SNORA70', 'TMOD4', 'TRO', 'BPIFB3', 'C12ORF49', 'C19ORF40', 'ACTL6B', 'GALNT10', 'FLVCR1', 'OR4K17', 'ALPPL2', 'TMEM50B', 'GPR176', 'HMGA1', 'GPR161', 'ATXN7L3', 'ZNF605', 'FMO4', 'WNT3A', 'EBNA1BP2', 'SRA1', 'WDYHV1', 'ANKRD26P1', 'XDH', 'FAM209A', 'GRK1', 'ISPD', 'HOXC6', 'CACNA1D', 'FAM111B', 'SPATA31A6', 'SLC35D2', 'NSMCE2', 'CORO6', 'THUMPD3-AS1', 'BAK1', 'RGS7BP', 'DHX35', 'DPY19L1', 'RS1', 'C11ORF42', 'PNRC2', 'NSRP1', 'RPS6', 'SPOP', 'RNF151', 'WNT8A', 'LMCD1', 'TRIM44', 'MORF4', 'KDSR', 'FOXC2', 'ASB2', 'AP3M1', 'OR2H2', 'GABARAP', 'CWC22', 'OLFM3', 'ZNF558', 'LIX1', 'KCNJ4', 'CEBPE', 'OR10G3', 'NETO1', 'BTG2', 'LIPM', 'IGFL4', 'TPTEP1', 'MAP1LC3B', 'EIF5A2', 'TERT', 'AKT3', 'OPRK1', 'CLDN7', 'MID2', 'ADGRF4', 'HIPK3', 'TM4SF20', 'OR5H15', 'ATAD5', 'RRS1', 'TBCE', 'RTEL1', 'COL9A2', 'TMEM216', 'TMPRSS3', 'APH1A', 'RASA2', 'SPSB2', 'TRIM75P', 'ITGAX', 'OGDHL', 'SECTM1', 'USP1', 'ASAP1', 'SNORD119', 'TTLL11', 'TM7SF3', 'CD72', 'SLC35F6', 'GPR135', 'SNORD115-39', 'LGALS3BP', 'CACYBP', 'OR1N2', 'ZNF844', 'ELAVL4', 'ZBTB43', 'SNORD29', 'PUSL1', 'WDR13', 'FAM78B', 'FBLIM1', 'BAHD1', 'TMEM182', 'APCDD1L', 'ITGB1BP1', 'SEPN1', 'LUC7L', 'TRIO', 'LINC01184', 'NEO1', 'MRPL40', 'TMEM8C', 'KMT2D', 'ZNF439', 'TBL1X', 'MON1B', 'SLC25A53', 'LINC00667', 'MCF2', 'XAGE3', 'CDKN2AIP', 'TEDDM1', 'DNAL4', 'ALDH9A1', 'RANBP9', 'AIG1', 'CAMTA2', 'SLC22A13', 'P3H4', 'OR10H1', 'TMEM41B', 'BARX2', 'TRPM1', 'WDHD1', 'DKK1', 'LOC284023', 'FZD8', 'TTR', 'RPA1', 'ACBD3', 'PDIA3P1', 'POU3F2', 'KCNH8', 'KLHL7', 'SUOX', 'CEL', 'SNAPC3', 'JAZF1', 'PLRG1', 'CYP4F3', 'ENDOD1', 'FBXO24', 'OR8U1', 'EXOSC4', 'CDKL1', 'SCARNA4', 'UBE2J2', 'FEZF2', 'SYT12', 'EBF4', 'NDUFAF5', 'ALKBH7', 'CDH17', 'OR2J3', 'FAM110C', 'LRRC59', 'SPTSSA', 'TSHB', 'CDK20', 'CABP4', 'SLC25A40', 'FBXO27', 'RGS7', 'ZNF233', 'GOPC', 'PRPF4', 'AKR1B15', 'AMPH', 'CTSL', 'SPDYE4', 'RFC3', 'SNORD78', 'MANSC1', 'LOC153910', 'NTN5', 'PIAS1', 'OR5K4', 'TMEM31', 'CBS', 'SND1-IT1', 'STON2', 'RPL30', 'FAM175A', 'SNORD37', 'DOLPP1', 'SDHAF2', 'NIPAL4', 'TMEM187', 'DLG2', 'VAX2', 'SLC52A1', 'SLC19A3', 'INCENP', 'CDH20', 'ERO1L', 'ZNF217', 'MAML2', 'SYNPO2L', 'ST8SIA4', 'SEC24A', 'TMEM38B', 'POP1', 'IRGQ', 'CNNM4', 'MMP13', 'NMT2', 'SPRR2G', 'CSRNP1', 'KPNA2', 'DDO', 'WFDC6', 'KIAA0513', 'C15ORF57', 'MALL', 'LINC00167', 'TRIM5', 'ZNF530', 'ABCA3', 'C1QTNF2', 'MUS81', 'OR2B3', 'PTCH2', 'SLC25A32', 'SPINK1', 'DNAH12', 'CDAN1', 'ALS2CR11', 'SALL1', 'ANKRD13A', 'AQP6', 'LRP10', 'ANAPC15', 'SIPA1', 'LAMC1', 'HNRNPU-AS1', 'SNORA34', 'MTMR6', 'MSMO1', 'EPHX4', 'MST1R', 'KIAA1210', 'MYLIP', 'SLX4', 'ZNF644', 'RNASEH2A', 'P4HA3', 'IL32', 'SNX1', 'C2CD4C', 'KAT6B', 'RHBDL2', 'MAFF', 'C9ORF117', 'STMN2', 'MRTO4', 'GYS2', 'NCK1', 'EBPL', 'LOC440461', 'SSR3', 'ARSF', 'DCAF6', 'HEXIM2', 'HES2', 'ELSPBP1', 'NDUFAF1', 'CD40LG', 'FAM210A', 'LARP6', 'TUBB', 'TMCO3', 'VWA8', 'PTPN4', 'ERC2', 'MIR99AHG', 'SMPDL3A', 'FAM160A2', 'EXOC3L2', 'CREG2', 'ANKFN1', 'ESCO2', 'FXYD5', 'RBM12', 'CDHR5', 'FAM106CP', 'HIST2H3C', 'STEAP2', 'GNPDA2', 'LLGL1', 'IL22RA1', 'DAPK2', 'NDUFB2-AS1', 'KIAA0754', 'SLC44A2', 'DUOX2', 'DMP1', 'PLN', 'PCDHGA3', 'SUPT3H', 'OR2T5', 'UPK3B', 'FUT10', 'PDIA6', 'LBX2', 'TTPA', 'DHX34', 'HACE1', 'ZNF503', 'NUTM2A-AS1', 'PELI1', 'OR4K15', 'IRF2', 'SLC22A3', 'CNGA2', 'SARAF', 'AARS', 'LEPROTL1', 'GLYATL3', 'CLN6', 'BCL9', 'FRZB', 'HOXA13', 'SYK', 'UQCRB', 'SPRR1B', 'VPS35', 'MSN', 'PDLIM5', 'TANGO6', 'C6ORF223', 'FCGR1A', 'ZNF140', 'LINC01566', 'NDST3', 'TMEM179', 'LOC100130093', 'BRDT', 'SPNS1', 'LOC151174', 'HIST1H4G', 'RNPS1', 'TAP2', 'NEMF', 'GCM1', 'SPAG5', 'YAP1', 'CMTM3', 'APOPT1', 'ZHX2', 'RASEF', 'PARPBP', 'CKAP2', 'GPT2', 'TRIP4', 'ATG7', 'AP2A1', 'MTHFR', 'TRIM35', 'PTPRZ1', 'USP44', 'PITX2', 'NUP107', 'NUDT18', 'ITFG2', 'FOXF2', 'ALDH3B2', 'C2CD2L', 'C17ORF102', 'BOLA2', 'NAPSA', 'KIAA1958', 'ADRA2A', 'PLEKHA7', 'CSN2', 'STAT5B', 'C1ORF186', 'NAA40', 'RAB24', 'OR1B1', 'LRRC47', 'QKI', 'ZNF768', 'POLR2D', 'RALBP1', 'ERLIN2', 'JADE1', 'CYGB', 'CAGE1', 'COL5A3', 'LGMN', 'KCNK7', 'SNORD36B', 'TRAPPC4', 'LINC01558', 'EVC', 'XRRA1', 'GTSF1L', 'PGA4', 'RBP2', 'GALR1', 'ST6GAL1', 'MRPS34', 'CCT6B', 'DPF2', 'NLE1', 'ARHGAP39', 'FECH', 'GTF3C3', 'FGF1', 'ITM2C', 'PNMAL1', 'TMEM30A', 'SENP8', 'ARHGEF15', 'CLDN20', 'KLF1', 'UQCR11', 'NPY1R', 'CACNA2D4', 'ZNF737', 'C16ORF70', 'EIF6', 'SELM', 'ARHGAP4', 'CHAC2', 'CCDC62', 'TANC2', 'NCOR1P1', 'CFAP47', 'LRRC75B', 'GFPT1', 'CABP5', 'CCL17', 'PCDHA13', 'HPSE', 'NDST2', 'RASSF3', 'PAPOLG', 'BEND7', 'HIST2H2BF', 'SSBP2', 'PDCL3', 'QSOX2', 'LOC400043', 'RBMY1J', 'AATK-AS1', 'GPR50', 'TMTC1', 'RBBP4', 'SDCBP', 'NXPE1', 'DMRTC1', 'LOC400927', 'GRIP1', 'PDGFC', 'ONECUT1', 'EXTL3', 'SNORD115-11', 'UBE2A', 'SOX10', 'OR10R2', 'BDP1', 'FDPS', 'ADCY5', 'TXNDC8', 'SHOC2', 'TIFA', 'COASY', 'TFEC', 'FBXO16', 'C1ORF106', 'ZNF568', 'TCEAL8', 'OVCA2', 'MSTO1', 'ICAM1', 'EPHA8', 'FANCA', 'SYT9', 'CAPN9', 'TSR3', 'MID1', 'UNC80', 'CMA1', 'MAGEE1', 'DNAH10', 'HIST1H3F', 'RNF141', 'CNOT1', 'GLIS3', 'FAM107B', 'TOP2A', 'MUT', 'LINC00284', 'MYEF2', 'MORN2', 'REXO4', 'OR8K1', 'TNRC6A', 'KRTAP5-9', 'H3F3B', 'PRCP', 'EME2', 'PPARD', 'ANKRD39', 'ARSA', 'LRRC17', 'SPAM1', 'PCMTD2', 'FRS2', 'LOC143666', 'GPATCH3', 'SNORD114-14', 'TXNRD1', 'ZNF131', 'PGRMC1', 'ZNF273', 'PRAMEF8', 'ZNRF2P1', 'DNAJC3', 'ZNF252P', 'LRRC28', 'ZNF674', 'SLC24A5', 'ZNF846', 'CERS5', 'WASF1', 'CLRN2', 'DUS4L', 'NTRK3', 'SNORD12', 'CLMN', 'ATP13A1', 'CACNG1', 'PLEK2', 'LINC00620', 'CPXCR1', 'FAM118A', 'PABPC4', 'CYB5A', 'ARL2', 'PIP4K2B', 'EDNRB', 'GPR157', 'OR4S1', 'ZNF823', 'S100P', 'FMR1-AS1', 'MSRB2', 'RHBDL3', 'APOH', 'CAMK4', 'SCARB2', 'C11ORF96', 'EIF2AK1', 'HRASLS', 'KDM2A', 'RECK', 'HOMER1', 'CNIH1', 'JRK', 'PPP5C', 'ZNF512B', 'HESX1', 'CCDC167', 'FAR2P1', 'LGALS13', 'ATP13A2', 'MTCH1', 'TMEM190', 'SAMD10', 'TMEM176A', 'TMEM39A', 'C6ORF1', 'PARG', 'ORC4', 'FRS3', 'FAM163B', 'HOGA1', 'WWC2-AS2', 'CYYR1', 'ADIRF', 'EMC7', 'CYP2C8', 'LOC644172', 'CATSPER1', 'SUPT20HL2', 'ETAA1', 'RPS19BP1', 'PMEL', 'TRAP1', 'TCAF2', 'PHF10', 'SORCS3', 'CMTM4', 'RNGTT', 'ID1', 'HNF1B', 'PPP1R9B', 'DNAJC30', 'CXCR2P1', 'ZNF526', 'DHX15', 'MS4A12', 'AMY2A', 'NUDT16P1', 'RNF187', 'MAP3K11', 'TMED9', 'SNORD52', 'ARHGAP29', 'LPAR1', 'RC3H2', 'MYOM1', 'OR51B5', 'WWP2', 'C2ORF73', 'SIPA1L3', 'CPSF4', 'RPL28', 'FDCSP', 'USP3', 'SPP2', 'FAM102A', 'FKBP9', 'PPAP2B', 'SP140L', 'EPC1', 'AP2M1', 'C11ORF53', 'HSPH1', 'FAM117A', 'DNAAF2', 'ITLN2', 'ARL5C', 'SNORD27', 'SPACA4', 'HAUS7', 'SNORA24', 'XKRX', 'POU2F1', 'CXORF56', 'TAB3', 'RFX7', 'UFD1L', 'TOR2A', 'FAM217B', 'ZNF221', 'MAS1L', 'LSMEM2', 'BRIX1', 'RPS27', 'SSTR4', 'PWP2', 'RAI2', 'GPR153', 'C11ORF1', 'AKIRIN2', 'ZNF518B', 'SNORD116-26', 'PAX8', 'TOP2B', 'ZNF773', 'FEM1C', 'TXN', 'C14ORF169', 'PALM2', 'HPR', 'PQLC3', 'KLF10', 'ALAS1', 'CSHL1', 'DKFZP779M0652', 'UCN3', 'LILRA2', 'PRKCSH', 'TP53RK', 'UPP2', 'EXOC5', 'SMIM1', 'RAP2A', 'OR13C8', 'FAM53B', 'EIF2B3', 'SUB1', 'SPATA33', 'PRKRA', 'FLJ41941', 'PWRN1', 'PCDHB19P', 'KRT75', 'PSG3', 'KDM5A', 'RNF168', 'FAM27L', 'E2F7', 'LOC100133050', 'WDR91', 'RCC1', 'DSCC1', 'OR52B4', 'PDLIM2', 'NEDD9', 'BTNL2', 'TRPV5', 'NKG7', 'DCK', 'CTHRC1', 'EIF3IP1', 'HOXA4', 'SAMD4A', 'POTEC', 'MGC16275', 'HPSE2', 'DEFB122', 'KATNAL2', 'KRTAP10-10', 'FOXB2', 'ISCA1P1', 'SUGT1', 'DHDDS', 'VAC14', 'MDFI', 'TAF1', 'RANBP6', 'SNORD63', 'CD93', 'RGS13', 'SLC35F4', 'SYT14', 'BGN', 'RSU1P2', 'ECE2', 'FGG', 'DACH2', 'CCDC57', 'ADA', 'GTSE1', 'MLF1', 'FBXL13', 'HACD3', 'SDHC', 'NOXO1', 'MAP3K10', 'MIOS', 'CHST2', 'SAMD4B', 'LGALS12', 'GXYLT2', 'TDRKH', 'HIST3H3', 'PRAMEF9', 'PRR7', 'GTF2B', 'TSKU', 'CLLU1OS', 'KLHL6', 'PATZ1', 'LINC00596', 'NR2F1-AS1', 'CTNNB1', 'ZNF707', 'HAGH', 'PLA2G2C', 'NOBOX', 'DDIT4', 'ABHD6', 'OR6C2', 'SP2', 'ICAM5', 'RABGEF1', 'HFE', 'NCAPD3', 'MVB12B', 'C5ORF60', 'WDR43', 'RAMP1', 'PRRT2', 'MBNL3', 'GATA6', 'OR6T1', 'MTM1', 'ARRDC2', 'NCKAP1', 'SHISA3', 'DUSP5P1', 'ARPP21', 'OXGR1', 'COX11', 'CLEC4D', 'STBD1', 'FAM183B', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0629013951002304
		RMSE:  0.43691826486349494
		NRMSE:  0.11112140819031384
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02793228386718627
		RMSE:  0.5354711484549424
		NRMSE:  0.14342336907859712
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4237929343776606
		NRMSE:  0.10778324331179852
		MAPE:  459.9790072255086
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011640203076264122
		RMSE:  0.5284530873849588
		NRMSE:  0.1415436152095778
		MAPE:  140.42972129387252

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  9.047678669610361e-15
		NRMSE:  2.3010958238028336e-15
		MAPE:  1.1993664772039028e-11
		Pearson Correlation:  0.14717842052966118
		Spearman Correlation:  0.13129590144515518
		Coefficient of Determination:  -3.137746141194599
		RMSE:  1.074325152936446
		NRMSE:  0.2877528198570901
		MAPE:  750.1464786296882

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.5023073784458539, tolerance: 0.009662504276089433
  positive)
		Pearson Correlation:  0.9998609029518322
		Spearman Correlation:  0.9996840489694813
		Coefficient of Determination:  0.9996976711530338
		RMSE:  0.007368744624052878
		NRMSE:  0.0018740925822256106
		MAPE:  24.04999322391456
		Pearson Correlation:  0.19148192394877817
		Spearman Correlation:  0.19168069427299594
		Coefficient of Determination:  -2.523745110286222
		RMSE:  0.9914163249353328
		NRMSE:  0.2655460894429712
		MAPE:  547.5812265387932

	Predictor:  RandomForests
		Pearson Correlation:  0.6730491655802952
		Spearman Correlation:  0.6126507457854015
		Coefficient of Determination:  0.3685315110298121
		RMSE:  0.3367670196969701
		NRMSE:  0.08564994524198737
		MAPE:  651.885590135498
		Pearson Correlation:  0.5553845630576946
		Spearman Correlation:  0.49335527874412405
		Coefficient of Determination:  0.23866065461426778
		RMSE:  0.46083235143122625
		NRMSE:  0.12343172664556751
		MAPE:  151.51425384733272

Protein:  CTNNB1
x_train_column_count:  994
x_train columns:  ['STAG3L2', 'KRTAP5-9', 'SNORD115-22', 'GPR39', 'DLK1', 'COBLL1', 'SLCO4C1', 'ELF2', 'HSD17B10', 'SAT1', 'HBA1', 'DDX50', 'RAD54L', 'FGF2', 'FCRL1', 'BLNK', 'STK31', 'SP7', 'NBEAL1', 'LCOR', 'RAP2C', 'MSL3', 'NDUFA13', 'FHOD1', 'LOC284441', 'SMIM24', 'CCDC71L', 'FOXO4', 'SNORD116-11', 'AMER2', 'TTC27', 'SYNE3', 'CCDC115', 'GSTA5', 'CFHR5', 'LRWD1', 'MRPL52', 'FXYD2', 'AKTIP', 'EEF1A1P9', 'TMEM132E', 'SSR2', 'POU3F2', 'MBTPS2', 'SNRNP27', 'ZNF473', 'SLC4A10', 'MED4', 'CLINT1', 'LRRC18', 'PPARD', 'CRAT', 'ZCCHC14', 'DNAJC22', 'PRH2', 'SMARCAL1', 'ME3', 'PSMC1', 'CELF2', 'FAM135B', 'EGFL7', 'MTIF3', 'FAM65C', 'GBGT1', 'OR9Q1', 'PSMB10', 'TNFRSF1A', 'NYAP1', 'SLC2A4RG', 'IL25', 'TRIM42', 'SRSF4', 'UQCRH', 'FCER1G', 'CYB5B', 'ADCY10P1', 'SS18', 'C17ORF58', 'C16ORF87', 'OR13H1', 'STX4', 'CCT8', 'FAM83A-AS1', 'DEFB131', 'OR14I1', 'PACS2', 'ST6GAL1', 'ANKRD54', 'GDAP2', 'IKZF4', 'CD248', 'SUPT3H', 'TUBA4B', 'SNORA27', 'MYEOV2', 'TTI2', 'REEP1', 'NT5C3A', 'COX6A1', 'C12ORF50', 'TMEM55A', 'ATXN3L', 'DCAF12L2', 'SLC45A2', 'ZNF267', 'SNRK', 'GJA8', 'FAM57A', 'USH1G', 'MAZ', 'TRIM24', 'FGD2', 'STAMBP', 'VAMP4', 'PDE8A', 'SLC22A9', 'DHFR', 'ITPK1-AS1', 'ALX1', 'PSME4', 'USP32', 'TMEM40', 'USP17L9P', 'MYOF', 'TUBG1', 'JAGN1', 'ROPN1', 'CCDC163P', 'TBL1Y', 'KLRF1', 'DENND6A', 'DIAPH2', 'EED', 'ZNF575', 'GCLC', 'GLA', 'LSMEM2', 'KIR2DL4', 'LINC00895', 'ISL2', 'NUDT21', 'CHST14', 'PPFIA3', 'VAMP7', 'IDH3A', 'C9', 'PDE6A', 'SNORD115-25', 'DQX1', 'HNRNPU', 'KAAG1', 'UBA6', 'FOXRED2', 'PNN', 'BCAM', 'KLHDC2', 'PLEK', 'PIP4K2B', 'KCND3', 'SCARNA17', 'MMADHC', 'MT1X', 'KRTAP10-8', 'DUSP23', 'ZNF557', 'LILRA2', 'FOXD4L6', 'AMIGO1', 'ADRB3', 'PARD6G-AS1', 'TNFSF10', 'PKD2L1', 'ETFDH', 'PEX26', 'CORO1C', 'OSTF1', 'MANF', 'PALB2', 'BCDIN3D', 'AASDH', 'MAP3K14-AS1', 'GLOD5', 'SARDH', 'RHEB', 'IRX6', 'ZFYVE26', 'G2E3', 'LACRT', 'SPOP', 'TMEM261', 'KCNC4', 'LINC00235', 'TOR2A', 'ZNF483', 'PAX8-AS1', 'GNB1L', 'ZG16B', 'ZNF320', 'ADGRF1', 'CD52', 'CCM2', 'KIAA0125', 'MED11', 'CNN2', 'CST2', 'POGZ', 'GOLGA8DP', 'C18ORF42', 'RELB', 'FAM173B', 'SMPD1', 'LYST', 'ABCA11P', 'RHOC', 'C11ORF42', 'AACS', 'TMED6', 'FAM71C', 'OR2T33', 'EFNA1', 'HOXB7', 'MASTL', 'TRIML2', 'LINC00667', 'SYNJ2', 'SCGB1D1', 'RER1', 'SNORA5C', 'UNC79', 'MTFR1', 'LINC00847', 'PPP1R2P9', 'SNRNP200', 'SFXN2', 'PMPCB', 'PRDX4', 'FMO5', 'CABP5', 'RAX', 'STX12', 'LGR5', 'TECPR1', 'TGM2', 'VRK3', 'TSPAN16', 'UGT1A1', 'CBX8', 'TSNAX', 'RBP5', 'NUP153', 'OR5M8', 'GBA', 'RNF7', 'FZD10', 'C21ORF2', 'FAM183A', 'CTGF', 'LOC728554', 'HOXB8', 'GPR143', 'ELOVL1', 'LOC100129534', 'LCN10', 'NAT9', 'COX8A', 'LGI1', 'NCBP2-AS2', 'FBXO10', 'ZNF439', 'FRMPD4', 'STX16', 'MIS12', 'C4ORF17', 'MRPS23', 'RPL26', 'TTLL12', 'BAHD1', 'OR2T1', 'ZNF418', 'SNORD115-41', 'AGR2', 'TAS2R9', 'MZB1', 'GAPDH', 'CCNE1', 'RSRC2', 'EIF2AK1', 'MDM1', 'PRPF38B', 'RFNG', 'SNORD114-15', 'GADD45G', 'SEPHS1P1', 'PLEKHB1', 'SCN1B', 'STPG2', 'TTC12', 'PLD2', 'TCEANC', 'RIBC2', 'TPRX1', 'ATP2B4', 'STOX1', 'ZNF19', 'ULBP2', 'FCAMR', 'SLC10A5', 'TEPP', 'TEX29', 'SETD3', 'ZIM3', 'WDR38', 'RAPGEF2', 'LOC100134368', 'ESPL1', 'WDR24', 'PBX1', 'AGPAT6', 'ANKRD36BP1', 'HCRTR2', 'SIRPB1', 'LINC00964', 'CTSG', 'RPL13AP17', 'LINC00520', 'FAM13A-AS1', 'ELOVL5', 'ATP6V1B1', 'BMS1P4', 'FAM134B', 'ABCC9', 'TMEM143', 'APOC4', 'PEMT', 'OR5AU1', 'TMEM134', 'ETS2', 'ZCCHC16', 'SNORD95', 'PQLC2L', 'CCND3', 'HRASLS2', 'ATCAY', 'TLR8', 'ATP1B1', 'LOC652276', 'MED29', 'SFR1', 'LMOD2', 'GALNT1', 'ZNF766', 'PTPDC1', 'SEC11A', 'LOC644172', 'ZNF846', 'NHLH2', 'CCHCR1', 'C8ORF82', 'CRHR1', 'BPNT1', 'GCNT3', 'RNF128', 'SERPINA10', 'ZNF154', 'NKAIN4', 'MICALCL', 'SNORD58C', 'PDXP', 'SIDT1', 'HK2', 'CELA3B', 'NR2E3', 'RPL34-AS1', 'OR51F1', 'KCNIP4', 'RPS26P11', 'RAVER2', 'ZNF716', 'CD163L1', 'AGAP6', 'CTNND2', 'RHBG', 'SEMA5A', 'FRS3', 'TPGS1', 'DIRC2', 'SPDYE7P', 'SERTAD3', 'DMXL1', 'HTR2B', 'MLNR', 'TGFBI', 'TBX6', 'CHAC2', 'CRNKL1', 'NBPF15', 'SLC13A5', 'UNKL', 'SUPV3L1', 'FAM35BP', 'ANKRD20A4', 'C18ORF8', 'LPAR4', 'OAS2', 'CHST4', 'ATE1', 'DEFB124', 'PAXIP1-AS2', 'BLOC1S2', 'PSMG2', 'DNASE1L1', 'PRDM9', 'ZNF296', 'LINC00473', 'PPAT', 'FITM2', 'TM4SF18', 'DGKB', 'SERPINF1', 'MAOA', 'TESC', 'C10ORF113', 'ADGRD1', 'DYNLRB2', 'MRPL39', 'METTL2B', 'MYADML', 'IAH1', 'NGFRAP1', 'PLEKHG6', 'NKAIN2', 'RSL1D1', 'C11ORF70', 'ZMYM5', 'ZNF48', 'NPY4R', 'EOMES', 'NUPR1', 'HOXA11-AS', 'PPL', 'PTTG1IP', 'ALDH1A2', 'CLIP4', 'SHKBP1', 'DOT1L', 'ATP5G2', 'PPP1R11', 'SLC45A4', 'KRTAP5-1', 'FATE1', 'CCDC65', 'SNORD77', 'TFAM', 'ARL2BP', 'TRIM6-TRIM34', 'CT45A6', 'ADHFE1', 'CCDC183-AS1', 'OR1S1', 'ADAMTS18', 'ANKRD23', 'PAQR3', 'ZMYM2', 'OXA1L', 'SLC25A19', 'CD300E', 'HAUS7', 'ISX', 'ZHX3', 'GUCY2C', 'PCDHB10', 'SNORD8', 'SGTB', 'OR13C5', 'HBD', 'NRM', 'ARID4B', 'ZNF791', 'TYRO3', 'SPR', 'SRY', 'SLC37A3', 'SSX2', 'LRRC46', 'FAM189A1', 'RHD', 'ZNF226', 'PRR26', 'DIS3', 'CYBB', 'FEZF1', 'BMP3', 'RECQL4', 'AATK', 'ZNF484', 'PFDN4', 'WFDC10A', 'CNOT7', 'GTF3C5', 'KCND2', 'IPW', 'F2RL1', 'MLLT4-AS1', 'ERGIC2', 'MMRN2', 'TRIOBP', 'IMP4', 'IL1RL1', 'CPSF4L', 'SLC2A8', 'IGHMBP2', 'C11ORF95', 'ASCL2', 'KCNC3', 'OOEP', 'MMP19', 'ANKRD53', 'JMJD7-PLA2G4B', 'IGIP', 'AKAP6', 'EFCAB10', 'UBAP1', 'RTN4', 'TMEM194B', 'SNORA29', 'OR4F15', 'USP3', 'DNAH1', 'SMIM12', 'FAM47A', 'GPR34', 'SNORA48', 'AMMECR1', 'PTPRZ1', 'SLC4A2', 'H3F3C', 'PPIAL4G', 'SEL1L3', 'ABLIM1', 'ANTXR1', 'GOLGA2P5', 'SERPINH1', 'DIP2A', 'MRPS35', 'PPY', 'MGEA5', 'PRPH2', 'FAM58BP', 'EIF3F', 'TMEM52', 'CDK5RAP1', 'IHH', 'KLF7', 'CWC27', 'SMN2', 'SCEL', 'CSF2RA', 'FBXO38', 'ABTB2', 'CLEC18A', 'LRPAP1', 'NOP16', 'GHSR', 'SIPA1L3', 'CRTAP', 'THBS4', 'TBL1X', 'VWC2', 'FAM83D', 'SCUBE1', 'KLF1', 'SNRNP25', 'CIZ1', 'PRPF8', 'PAPOLB', 'PAPL', 'METTL3', 'ADORA2A-AS1', 'FAM99B', 'C1ORF174', 'CABLES1', 'POM121C', 'ZBED4', 'GPM6B', 'CT45A2', 'SLC27A1', 'ZUFSP', 'RANBP1', 'KCNJ9', 'OR4P4', 'FKBP11', 'HSD11B1', 'CGGBP1', 'PPP2R3B', 'EPHX2', 'C5ORF51', 'DTX2P1-UPK3BP1-PMS2P11', 'TPRG1', 'COX8C', 'CEP112', 'ADAMTS14', 'SPTB', 'SHOX', 'FUNDC1', 'GRAMD3', 'FAM214B', 'PAX2', 'BRMS1L', 'TMEM241', 'SLC24A5', 'MGMT', 'LIMS1', 'ZDHHC8', 'PITX1', 'PTPRM', 'RASA4CP', 'NTRK3', 'POLR2J3', 'JMJD4', 'AMER3', 'FAM66E', 'SOCS7', 'RALGAPB', 'SOGA1', 'TMED5', 'ZNF638', 'HS3ST5', 'BOLA2', 'LRRC69', 'NAPG', 'IFIT1', 'SLC4A7', 'MT1DP', 'OTOP3', 'ZNF124', 'TTC3', 'TFIP11', 'SSC4D', 'SPRN', 'CLDN7', 'EIF4EBP2', 'FBXL15', 'PDIA2', 'ZNF827', 'CHMP5', 'NME8', 'APLF', 'CYP39A1', 'MKS1', 'ADAMTS9', 'PCDH10', 'SSR1', 'KBTBD8', 'ZNF385D', 'MED13', 'GHRLOS', 'CFAP57', 'TTLL2', 'DAB2', 'SLC25A20', 'PPBP', 'CFAP70', 'MEIS3P1', 'ASPHD1', 'SNORD97', 'WNT10B', 'LOC644145', 'AIRE', 'TTC22', 'ASCL1', 'RAB27B', 'NMNAT1', 'CYP46A1', 'ZNRD1', 'SNORD18A', 'NCKAP1', 'CES1P1', 'ZNF564', 'PVRL1', 'RBM48', 'NUDT15', 'NOXO1', 'SPICE1', 'NEMF', 'IGFBP6', 'GRWD1', 'BMI1', 'RPL12', 'LIG1', 'HOXC4', 'LOXL2', 'MRPL50', 'NEFH', 'SCN4A', 'DDX23', 'FOXD4L5', 'CDH26', 'CHD1L', 'DIRAS1', 'NR1D1', 'MIR1-1HG', 'FAXDC2', 'ADAM21P1', 'ACRC', 'MTMR11', 'PUM2', 'TANGO6', 'HELT', 'KIAA1919', 'DCTPP1', 'PRTFDC1', 'C6ORF52', 'P2RX6', 'TDG', 'HAR1A', 'WHSC1L1', 'GEMIN8P4', 'GLIPR1L2', 'KRTAP4-9', 'ZNF586', 'TRMT2A', 'TSGA13', 'MYOT', 'RPS19BP1', 'TM7SF3', 'CCDC159', 'STAG3L1', 'ABCB1', 'MARK2', 'KRTAP5-AS1', 'ITGB5', 'BAALC', 'SLC39A3', 'ZGLP1', 'SNORD115-45', 'PRKAA1', 'CD8B', 'EXOC8', 'CA1', 'SNAR-D', 'OR51B6', 'LYPD3', 'OTOA', 'MYPOP', 'ZNF283', 'RBM24', 'RGS7BP', 'FLG', 'MEX3B', 'STRA6', 'MRPL32', 'TMEM184C', 'SLC27A4', 'CAND2', 'PCDH19', 'FGD5', 'ANKRD50', 'TNRC6A', 'TBC1D31', 'C17ORF64', 'RUNDC1', 'SNORA14A', 'TRAF1', 'STH', 'WIPF1', 'B9D2', 'KRT1', 'FGFBP2', 'LINC01089', 'TSPY4', 'IFT81', 'ARHGAP21', 'IQCF2', 'DCTN3', 'ST7', 'OR10A5', 'ERN2', 'OR4C16', 'TMEM223', 'COX19', 'SPEF1', 'NTPCR', 'PAPOLA', 'ASPH', 'APOOL', 'NUSAP1', 'LINC00928', 'DUSP6', 'EDDM3A', 'CABP1', 'WDR11', 'CRCT1', 'APOBEC1', 'MALAT1', 'NDN', 'DOC2B', 'LRRC41', 'KRTAP19-7', 'ACAP3', 'SLC22A7', 'MYH1', 'DYX1C1', 'RRAGA', 'FAM153B', 'FAM57B', 'MTTP', 'TSLP', 'MAPK10', 'ITGAV', 'SUMO2', 'KCTD7', 'LOC285768', 'STARD8', 'PTGER2', 'HTRA3', 'KIAA1328', 'H2AFZ', 'SLC14A1', 'BSCL2', 'FYTTD1', 'KIAA1033', 'NEDD4', 'NME1', 'CFL1', 'SUN5', 'GSG1', 'SIGLEC11', 'LINC00652', 'LARGE', 'AHNAK2', 'OSBP', 'RUNDC3B', 'NF2', 'LSM6', 'VAX2', 'S100A16', 'ATP6V0E2', 'FCGR2A', 'MATR3', 'CHID1', 'OR51B2', 'AKR7A2', 'ITGA6', 'ARID2', 'TMEM176A', 'SNAR-F', 'ASIC2', 'SPACA3', 'PKIA', 'GPR32', 'HSPA6', 'SPON1', 'TEX15', 'HIST1H1C', 'STRIP2', 'TAL2', 'RGCC', 'UCHL1', 'ABI2', 'ZBED2', 'RPL28', 'CRYGD', 'C5AR1', 'MED1', 'ACTA1', 'CRB2', 'HCRT', 'TMEM51', 'OR6N1', 'GABRG3', 'INTS4P2', 'ATP1B4', 'ACTR1B', 'LOC100272217', 'CLEC17A', 'ZNF322P1', 'SUGT1P3', 'LPCAT2', 'KIAA0355', 'TGS1', 'FIP1L1', 'NUP205', 'MRPL44', 'OR51A4', 'TMEM190', 'GNG13', 'TSPAN12', 'TRIP11', 'VWA5B2', 'CDKL1', 'OR2A14', 'WTH3DI', 'ARMCX5', 'LARP1B', 'MOSPD2', 'HYALP1', 'FREM2', 'OXT', 'C15ORF39', 'BMPR1B', 'FSTL1', 'RBMX2', 'C15ORF56', 'HSD11B1L', 'CELSR2', 'LMNB1', 'LRR1', 'PRDM15', 'SPACA7', 'UMPS', 'GXYLT2', 'MYO3B', 'SMURF1', 'GATM', 'CGB1', 'FAM63A', 'ATP6V1A', 'HSD17B1', 'KIF4A', 'ZNF274', 'DEXI', 'TSPAN32', 'STAT3', 'FER1L5', 'NKD2', 'ZSWIM2', 'DNAJC4', 'GTF2IRD2B', 'GTF2H2C', 'C1ORF105', 'TRIP13', 'NUP98', 'SYT2', 'GRIN2C', 'PRKCI', 'MMD2', 'C11ORF88', 'HPVC1', 'CDX4', 'RPGRIP1', 'ST8SIA1', 'FCRLA', 'RBFA', 'VAT1', 'TBX18', 'KLHL22', 'C17ORF104', 'ZNF788', 'FAM21C', 'ADORA3', 'ARRB2', 'UBAP2', 'OLIG3', 'RSU1P2', 'TRIM64', 'RPIA', 'ITGA9', 'CANX', 'TAC1', 'SPRR1A', 'EPC2', 'GRIK1', 'ELMOD1', 'STT3B', 'GRAMD1B', 'LPCAT1', 'GYPA', 'KIAA0753', 'AMFR', 'RNY4', 'EEF1B2', 'COA1', 'CERK', 'NXF3', 'LINC00488', 'SLC16A6', 'DRAM2', 'MINA', 'FAM138D', 'SLX1B', 'SFTPD', 'FDX1', 'PSMG1', 'SLC22A4', 'PLA2G7', 'PDLIM3', 'IFT22', 'SYS1', 'TNFAIP6', 'KLRB1', 'FAM66A', 'RABEP2', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.4291206958720877
		RMSE:  0.9037435622191023
		NRMSE:  0.1777623057079273
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5497170498826627
		RMSE:  0.8436000623678614
		NRMSE:  0.27017767234966206
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999422040781
		Coefficient of Determination:  1.0
		RMSE:  2.8930756384348784e-14
		NRMSE:  5.690550036260579e-15
		MAPE:  1.9111929829734602e-11
		Pearson Correlation:  0.1535024572129539
		Spearman Correlation:  0.1896756817416676
		Coefficient of Determination:  -12.382975358714846
		RMSE:  2.4790582804510737
		NRMSE:  0.7939617666118177
		MAPE:  1326.7435981435572

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.414526142403078, tolerance: 0.030747074518831245
  positive)
		Pearson Correlation:  0.9998793085772086
		Spearman Correlation:  0.9998118742688231
		Coefficient of Determination:  0.9997388825346849
		RMSE:  0.012215991533595994
		NRMSE:  0.0024028307501172295
		MAPE:  5.951337885828932
		Pearson Correlation:  0.17917420517160335
		Spearman Correlation:  0.18795496203194553
		Coefficient of Determination:  -7.575147315487028
		RMSE:  1.9844090200763433
		NRMSE:  0.6355416908446233
		MAPE:  844.473646331746

	Predictor:  RandomForests
		Pearson Correlation:  0.6299903918913434
		Spearman Correlation:  0.5935049904371837
		Coefficient of Determination:  0.297338908966986
		RMSE:  0.6337000118128928
		NRMSE:  0.124645950395927
		MAPE:  554.931810906388
		Pearson Correlation:  0.4209562050780491
		Spearman Correlation:  0.4075237845858427
		Coefficient of Determination:  0.16865968174085844
		RMSE:  0.6178738558949699
		NRMSE:  0.19788490736101827
		MAPE:  254.86663918510598

Protein:  CCNE1
x_train_column_count:  352
x_train columns:  ['HCST', 'RITA1', 'RBM15B', 'PGA3', 'PBLD', 'KRTAP9-2', 'CYB5R3', 'FAM66A', 'OR4C12', 'DTX1', 'CYB5R4', 'CCL24', 'HOXC5', 'CERS1', 'MAPRE2', 'GATS', 'ATG4B', 'SPACA6P', 'ARSH', 'GNG4', 'OSGEP', 'UXT', 'USH1G', 'NALCN', 'MAP3K10', 'SBSN', 'ZNF202', 'SUPT20HL1', 'IL4I1', 'LOC93622', 'LEO1', 'PDS5B', 'RNF217', 'ZNF2', 'FGGY', 'SNORD62A', 'SERPINA13P', 'PNPLA6', 'FERMT2', 'FAM132A', 'RAI2', 'GADL1', 'VSTM4', 'EIF5A', 'LRRN4', 'NEDD1', 'ANKIB1', 'PLOD1', 'PDZD3', 'FOLH1', 'HTRA1', 'NTN3', 'C9ORF129', 'MYCNOS', 'FCRL6', 'HOXA6', 'C10ORF91', 'SLC8A2', 'ADCK3', 'KCNJ5', 'GALNT3', 'LINC01020', 'C5ORF60', 'RBM20', 'ZCCHC14', 'TTC13', 'FBXO27', 'LINC00592', 'LINC01300', 'OR51L1', 'SMIM6', 'FMN1', 'HSDL1', 'PHC2', 'SLC16A12', 'PAXBP1', 'TMEM44', 'CLPTM1', 'HMGB2', 'AGR3', 'DLK2', 'CCDC178', 'ADGRE3', 'TMEM110', 'TMCO5A', 'FAHD1', 'KCNQ4', 'EIF4E2', 'VARS', 'BMP8A', 'GALR1', 'ZNF645', 'NRG3', 'L2HGDH', 'PLA2G2D', 'LRP5L', 'ZNFX1', 'ICAM3', 'PDZD2', 'GALNTL5', 'TMED8', 'DCAF6', 'DEFB119', 'NUDT3', 'CALM3', 'FBXO18', 'CASC4', 'FAM58BP', 'DPCD', 'IFNL3', 'PUS7', 'SLC38A9', 'TRIM25', 'LRRC37A', 'QRFPR', 'ZNF70', 'JUNB', 'CCDC77', 'AMPD3', 'ORMDL3', 'NOXA1', 'AKAP12', 'PKN2', 'C9ORF89', 'ZNF398', 'NHLRC1', 'OR6C68', 'GLTSCR1L', 'C1ORF112', 'LOC728613', 'BAZ2B', 'SKA3', 'SUCNR1', 'SEPHS2', 'AOAH', 'NPAS1', 'INSRR', 'SDC1', 'MAGEB16', 'MEF2BNB-MEF2B', 'CLPS', 'TRIM35', 'GDAP1L1', 'GRAMD3', 'DDX28', 'TMEM56', 'NKAIN1', 'DMRTC1B', 'BRINP1', 'SP110', 'C19ORF45', 'C19ORF38', 'MS4A14', 'VPS37B', 'IL17D', 'KCNV2', 'CROCCP3', 'MUC6', 'FBXL16', 'HPVC1', 'FAM197Y2', 'ATP5G3', 'EXOC2', 'MOCOS', 'LCN9', 'HSP90AB1', 'PPIAL4E', 'TRIM36', 'KLF17', 'SNORD115-31', 'GOLGA2P5', 'HSPA1L', 'SFXN5', 'RANBP3L', 'LINC00114', 'GULP1', 'CD180', 'LCE1A', 'PDX1', 'RNFT2', 'SGOL1', 'DEGS1', 'CRTC3', 'PRDX2', 'PNPLA3', 'RPS6KB1', 'P2RX1', 'MANBA', 'HIST1H1E', 'FAM181A-AS1', 'PLEK', 'LYPLA1', 'RAB19', 'ZNF675', 'SNAP23', 'HHLA2', 'POLR2A', 'SKINTL', 'LGALS9', 'PRDX6', 'NOTCH1', 'LARP1B', 'ZIK1', 'TRIM34', 'IPO5', 'OR51B4', 'FAM188A', 'UBXN11', 'ID2B', 'GSTM2P1', 'ZNF74', 'OR52J3', 'SCARNA12', 'ZNF75A', 'C9ORF156', 'DBF4', 'PPIL2', 'LASP1', 'ST13', 'FMR1NB', 'MEOX2', 'DMXL2', 'RNASE1', 'UBE2D2', 'MSH4', 'FYN', 'CEACAM7', 'KIF25', 'ORAI1', 'HCG4B', 'IGFL1', 'OR13A1', 'TMEM125', 'USHBP1', 'SSR2', 'ZNF429', 'C3ORF17', 'VWC2L', 'CWC25', 'PCNAP1', 'RDH14', 'FAM71D', 'TYMSOS', 'COLQ', 'SUSD2', 'NSMCE2', 'LOC100268168', 'LAMA1', 'ACSF3', 'C4ORF45', 'PSMB8', 'ZNF688', 'TRIM9', 'COBLL1', 'ATP8A1', 'KRT27', 'RNASE2', 'TIMP2', 'ZFP36', 'LMBRD1', 'CD63', 'TTTY9B', 'OSBPL1A', 'KRT78', 'SCIMP', 'BRK1', 'MTHFD1L', 'SUN2', 'CAPZA3', 'APOF', 'ST5', 'TSPY4', 'CHRAC1', 'SERPINB7', 'SERPINA9', 'AWAT1', 'PYCR2', 'GPR161', 'DCDC1', 'ABCC6P2', 'ACACA', 'TAAR2', 'CCBL1', 'BAHCC1', 'FOXP4', 'PCDHB15', 'USH2A', 'PNCK', 'FJX1', 'CYP3A4', 'CD99', 'ECH1', 'MEGF9', 'MFRP', 'TXNRD1', 'CDC26', 'NPY6R', 'MRPL37', 'GTF2F1', 'ADGRB3', 'FBXO34', 'SP7', 'NEFH', 'VASP', 'NUTM2A-AS1', 'POU4F2', 'PIGL', 'SLC25A12', 'ZBTB38', 'CLEC18C', 'ESYT2', 'VPS4A', 'ACTN2', 'COLGALT1', 'SPATA24', 'UBQLN1', 'FOXA3', 'ABL2', 'SYT12', 'TGM7', 'LIMCH1', 'SLC16A1', 'SNORD33', 'GUCY1A3', 'GSTA5', 'PCF11', 'JAM3', 'C1QTNF9B-AS1', 'WDR33', 'MAFG', 'RNF19A', 'SPCS3', 'SMCP', 'CYTIP', 'MTMR10', 'RNPEPL1', 'MFSD9', 'SPERT', 'MYBPHL', 'NOA1', 'SUPT16H', 'BPTF', 'MYO1C', 'PTCHD3P1', 'CKAP2', 'OXR1', 'ANP32AP1', 'SPDYE1', 'MMP16', 'ATG16L1', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9790551557409413
		RMSE:  0.7746141645114569
		NRMSE:  0.27590887426944144
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8285524646781477
		RMSE:  0.8763813407881366
		NRMSE:  0.2114972948785232
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4487930906545114
		NRMSE:  0.15985506345663808
		MAPE:  112.14421009479175
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0040862214035515265
		RMSE:  0.6494188844018614
		NRMSE:  0.15672439713344627
		MAPE:  115.49088793396595

	Predictor:  LinearRegression
		Pearson Correlation:  0.9549668485611394
		Spearman Correlation:  0.8714031092973302
		Coefficient of Determination:  0.9119616818507945
		RMSE:  0.13316252784639696
		NRMSE:  0.04743099834243881
		MAPE:  31.82004667882179
		Pearson Correlation:  0.46989986000125533
		Spearman Correlation:  0.4034439332161249
		Coefficient of Determination:  -1.487322623654768
		RMSE:  1.0221284333367522
		NRMSE:  0.246670471640503
		MAPE:  160.33820161578046

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.014718440976130509, tolerance: 0.010836139816194496
  positive)
		Pearson Correlation:  0.944375743334943
		Spearman Correlation:  0.8438208144539747
		Coefficient of Determination:  0.8917897912895114
		RMSE:  0.14763192393644234
		NRMSE:  0.05258483488386192
		MAPE:  37.329120625898454
		Pearson Correlation:  0.6517860439800612
		Spearman Correlation:  0.45000311724585096
		Coefficient of Determination:  -0.0031032517449673946
		RMSE:  0.6491009259658822
		NRMSE:  0.15664766415664313
		MAPE:  133.53893405437762

	Predictor:  RandomForests
		Pearson Correlation:  0.863085810992885
		Spearman Correlation:  0.7124951490340891
		Coefficient of Determination:  0.7421827847211484
		RMSE:  0.22787785287826462
		NRMSE:  0.0811675344179037
		MAPE:  54.33707761351231
		Pearson Correlation:  0.7855954202125759
		Spearman Correlation:  0.7310129634786015
		Coefficient of Determination:  0.5860841085886412
		RMSE:  0.41696102323014045
		NRMSE:  0.10062529218576163
		MAPE:  76.85397091794455

Protein:  CCND1
x_train_column_count:  859
x_train columns:  ['PHOX2B', 'ITIH2', 'C12ORF76', 'C14ORF80', 'HS2ST1', 'GUF1', 'HIST2H2BA', 'CEL', 'SLC25A5-AS1', 'PIK3CD-AS1', 'DAB1', 'ZFYVE9', 'DKC1', 'LIX1L', 'CA5BP1', 'F2RL1', 'WDR33', 'BRD7', 'PSMA2', 'CUZD1', 'CCL18', 'NOL4', 'OR8G2', 'MIB2', 'NLGN4X', 'TAF6L', 'GDI2', 'C19ORF45', 'RSAD1', 'RWDD3', 'SLC7A11', 'RPRML', 'GABRP', 'OR10J3', 'CDS1', 'IRF2BP2', 'EXOC7', 'CST2', 'ABHD11', 'PGK1', 'WBP5', 'STK19', 'SAT2', 'CSNK1A1P1', 'DUSP23', 'MLLT6', 'IGSF22', 'FBXL20', 'ZWILCH', 'OIT3', 'CCDC176', 'CST5', 'BCYRN1', 'SCGB2A1', 'PRDX2', 'MBD3L1', 'ZNF543', 'NEGR1', 'CYP4F3', 'GEMIN6', 'VGLL1', 'H1FNT', 'TAP2', 'LRRFIP1', 'SHCBP1', 'LOC401127', 'CCDC107', 'SNORD114-16', 'PLB1', 'SEC61G', 'ROPN1', 'DEFA1B', 'PCDH7', 'TRIM78P', 'PPP3CB', 'POTEF', 'XYLB', 'TPD52', 'HSD17B4', 'THBS2', 'CHPF', 'PCDHGA1', 'CFAP57', 'NUB1', 'TTC28-AS1', 'METTL13', 'COX7B2', 'PBLD', 'HTR7P1', 'SYTL5', 'SEC22A', 'CRYGA', 'RASSF1', 'ATP1A1-AS1', 'MTHFD1L', 'BBOX1', 'TRAPPC5', 'ZBTB5', 'INS-IGF2', 'GRIA1', 'OR5B2', 'DNAH3', 'C9ORF50', 'CLK4', 'DOCK11', 'SNORA28', 'SNORD66', 'VBP1', 'DFNB59', 'GOLGA3', 'PSMD9', 'SEH1L', 'C7ORF50', 'TNS4', 'ERCC1', 'DGKI', 'ZNF385A', 'LRRC25', 'PABPC4', 'RAP2C', 'MIER2', 'STK26', 'PFKFB3', 'PCDH11Y', 'RBP1', 'FAM182A', 'AP1S3', 'EDRF1', 'TSPAN33', 'HCCS', 'STX3', 'THAP10', 'RNF114', 'CAP1', 'EPS8', 'OS9', 'ZNF674', 'GPX8', 'GRB2', 'TMPRSS2', 'C1ORF204', 'ZDHHC17', 'TCF7', 'PVRL2', 'COG1', 'OTOP2', 'HES2', 'TTC9C', 'ZNF263', 'SUOX', 'KRT9', 'ZNF717', 'TONSL', 'THUMPD2', 'LINC00982', 'ZNF24', 'ZMYND10', 'LIPG', 'EXTL2', 'GID8', 'CHRNA4', 'MKNK1', 'GNG12', 'RDH10', 'ZNF750', 'PIK3C2G', 'SEPT1', 'P4HTM', 'PTPRR', 'GAK', 'UBE2MP1', 'ITGB4', 'C20ORF194', 'ZNF593', 'SRCAP', 'TMEM230', 'FES', 'MAPKAPK5', 'AQP3', 'RAD1', 'OCA2', 'CD40', 'ERBB2IP', 'RALGDS', 'CLTA', 'C1QL1', 'SPOCK1', 'RAD51B', 'GATM', 'RBPMS2', 'ZNF767P', 'VDR', 'PHKB', 'FIZ1', 'NXF1', 'VIT', 'SRP72', 'ARHGEF1', 'OAZ3', 'FAM83A', 'CPNE5', 'CIDECP', 'ESF1', 'MT4', 'SOX15', 'CHIC1', 'KIAA1755', 'HIST1H4C', 'IL4R', 'SERPINE2', 'FAM208B', 'NBPF22P', 'FAM96A', 'SNORD126', 'SWI5', 'TSIX', 'OR56A3', 'ZNF714', 'OSGEP', 'F2R', 'NAA15', 'ARHGEF3', 'PRMT9', 'NACC2', 'IWS1', 'IL12B', 'UBXN10', 'PAPOLB', 'PSMD12', 'FUBP3', 'TMEM182', 'NANOS3', 'HBG2', 'RPL6', 'SEMA3D', 'CCNB1IP1', 'SNORD86', 'DCUN1D4', 'SERPINB6', 'LRRC70', 'PTPRS', 'NAA30', 'WNT8A', 'CDK16', 'MTMR4', 'TEX13B', 'CCDC65', 'MAP1B', 'DHRS7', 'CYP17A1', 'TRIM9', 'SMG8', 'TADA2A', 'NUDT13', 'ALG3', 'CDC45', 'CC2D1B', 'C4ORF45', 'INPP5D', 'MED13', 'RGS9', 'IFNLR1', 'OR2C3', 'BRDTP1', 'KIF18A', 'PTGES3', 'STC1', 'CDC42SE2', 'ULK4P3', 'MAZ', 'AGMAT', 'BPIFC', 'SMARCA1', 'TOE1', 'GCAT', 'CXADRP2', 'LHX2', 'ROBO3', 'KRTAP12-1', 'FLYWCH2', 'C1QL3', 'SNORD81', 'LIN7A', 'KCNK12', 'OR2L2', 'SMAD9', 'AKAP10', 'ATP5L', 'SERPINB2', 'C1ORF110', 'RCVRN', 'CSGALNACT2', 'FOXR1', 'RABL2A', 'C21ORF62-AS1', 'ZNF331', 'DPY19L2', 'PFN1P2', 'TFAMP1', 'OR10R2', 'LYZL6', 'EDDM3B', 'PMS2P3', 'GFI1', 'RNASEH2B', 'SLC7A7', 'SKINTL', 'ZNF333', 'SPTSSB', 'MUC16', 'RAB39B', 'APOLD1', 'MIR1-1HG', 'OR10P1', 'MX2', 'GPR176', 'ZNF786', 'CLCN1', 'IGFLR1', 'ZBTB20', 'LEO1', 'OR5M9', 'STAC3', 'TMEM120B', 'CX3CR1', 'C11ORF74', 'SMIM20', 'WDR64', 'ANKRD28', 'CCDC7', 'ARID1A', 'NR1H2', 'BCAS4', 'PGC', 'RCN3', 'KDR', 'TMED1', 'DGCR2', 'RUVBL1', 'PGK2', 'LINC00152', 'CACNG5', 'GTF2A2', 'FTMT', 'ZACN', 'C1GALT1C1', 'PAX8-AS1', 'OSCP1', 'TPRA1', 'ARL15', 'AGR3', 'SNORD114-30', 'FCGR2C', 'ZBP1', 'ANXA2P2', 'HDC', 'CNPY4', 'ARL4D', 'CCDC183-AS1', 'TMEM8A', 'EVI5L', 'LOC613037', 'KRIT1', 'GDNF', 'KPRP', 'CLDN2', 'AGBL4', 'C10ORF67', 'SNORD111B', 'P2RY2', 'ZNF426', 'GYPA', 'GCSAM', 'SETD6', 'CLU', 'AMPH', 'TBC1D5', 'TMEM256', 'METTL18', 'TAS2R13', 'EXOSC7', 'TACC2', 'LIMS2', 'GAGE8', 'IER5', 'SP1', 'ADORA2B', 'SNORD85', 'SUGP1', 'PRAMEF20', 'SCGB3A2', 'LHFPL3-AS2', 'MMP15', 'KRTAP20-4', 'DCDC2B', 'HAL', 'FAM63A', 'XIAP', 'KLHL34', 'EPS8L3', 'RGS20', 'ZNF789', 'TNFRSF4', 'PDE1B', 'HEATR1', 'GREB1L', 'TMIGD2', 'HADHA', 'ZNF572', 'PSMA1', 'LGALS9C', 'SYT5', 'CRIP2', 'SS18L2', 'FAM66D', 'SCARNA8', 'LBX2', 'CALR', 'SRSF11', 'BIN3-IT1', 'LIPF', 'OPN1MW', 'RCAN1', 'RAB5C', 'JAM3', 'YEATS2', 'DNAJA1', 'TREX1', 'SPATA31A5', 'MRPS33', 'DHRS9', 'ATRIP', 'RAD9A', 'YY2', 'C15ORF62', 'PEX16', 'KCNAB2', 'UBA6', 'FAM175B', 'RPP14', 'TCAF1', 'FAM131B', 'PRELID1', 'CATSPERG', 'SPAG8', 'ZNF645', 'GSTO1', 'PRKCE', 'EPHB3', 'SNORA53', 'MATR3', 'SELM', 'SNORD115-44', 'TBX15', 'XPO5', 'CYP1A1', 'NGRN', 'CLN6', 'ARFIP2', 'HSPA1B', 'IDS', 'APOC1P1', 'AP3D1', 'EIF2S2', 'ERMARD', 'OR6K2', 'ILF3', 'RPRM', 'TMEM98', 'ZNF292', 'RITA1', 'OTOR', 'OR10H2', 'SLC25A28', 'MSTO2P', 'ARL14', 'ANKRD35', 'PTTG2', 'PPIL6', 'SNORD116-11', 'RERGL', 'ADCY2', 'UBE2D1', 'DIAPH2', 'MDFIC', 'KRT73', 'PILRB', 'SLC22A25', 'PRCD', 'EPHX3', 'MAN1C1', 'CYSLTR2', 'FAM184A', 'CPTP', 'OR4N5', 'KNG1', 'CSTA', 'OR4C6', 'CLEC2L', 'ELMOD1', 'ARPC2', 'G3BP1', 'ISY1', 'TSNAXIP1', 'PPP3CA', 'ARMCX1', 'TOP1P1', 'FCRLA', 'PCDHB7', 'CAMSAP3', 'SAP30BP', 'SPRR2C', 'CDNF', 'FPR3', 'IKZF2', 'CEP83-AS1', 'PEX11A', 'NRM', 'LINC00910', 'CP', 'CHRNA1', 'FRYL', 'RAB35', 'ANKRD22', 'TNXB', 'STIM2', 'OR2C1', 'CLIC5', 'MAP4K3', 'RAN', 'TSSK1B', 'ADAMTSL5', 'POLR2I', 'PPAPDC1B', 'SLCO2A1', 'GPR68', 'PPP1R26', 'SPEN', 'GTDC1', 'LRRC45', 'DEFB132', 'MAPK10', 'RNFT2', 'RAP1GAP2', 'PALMD', 'CLPS', 'PPP1R14A', 'POSTN', 'NEMF', 'KRT82', 'ELOF1', 'CDC6', 'SNORA30', 'NPS', 'CCDC36', 'HIST1H4L', 'C10ORF131', 'GSE1', 'MEFV', 'CREBZF', 'PCDHB8', 'IL2RA', 'ITGA9', 'SEMA5B', 'GDF2', 'HPDL', 'PIM2', 'GNA11', 'LSM3', 'UGGT2', 'AURKB', 'ZNF436', 'ID2B', 'ZKSCAN1', 'RFX5', 'PRSS57', 'WEE2-AS1', 'WBP1L', 'SRSF1', 'SNORD115-45', 'CKMT2', 'RBM26', 'BDKRB2', 'CDKL1', 'TP53I13', 'TNFRSF13C', 'TECTB', 'TTLL5', 'ABHD17C', 'TCAF2', 'ZNF577', 'PRCP', 'NACAP1', 'IDH1', 'RPL21', 'HAND2', 'PCSK6', 'FBXL8', 'NRADDP', 'CD274', 'B4GALNT2', 'PEG10', 'LSM6', 'CDC37', 'ZW10', 'CRCP', 'SLC17A4', 'DGKA', 'LRRC6', 'FAF1', 'HRNR', 'EMC6', 'STYXL1', 'G6PC3', 'EFHD1', 'PDGFA', 'LOC344967', 'SYNJ2', 'MTX2', 'CSTF2T', 'COL21A1', 'CD3EAP', 'FAIM2', 'IFNK', 'GRM6', 'ATP1A4', 'PTRH1', 'LRRC47', 'CIAO1', 'RTN3', 'ZFYVE28', 'ANKRA2', 'ODAM', 'MAB21L2', 'MAATS1', 'PABPC5', 'RPS7', 'COQ9', 'DERL2', 'CENPK', 'EIF5B', 'BPIFB3', 'TNFRSF13B', 'KHDC3L', 'C4ORF17', 'ARNTL2', 'ZUFSP', 'EPB41L4B', 'PRR14', 'TSR1', 'NCR2', 'MRGBP', 'IRGC', 'PSMA6', 'SH3RF1', 'CA9', 'EPHA3', 'ST13', 'GCNT1', 'SPACA6P', 'FBLN1', 'POLR3H', 'UGT2A3', 'IFNB1', 'TUBB2A', 'SUSD5', 'TSEN54', 'GCLC', 'RNMT', 'MESDC1', 'NICN1', 'GCA', 'GALP', 'RNF150', 'PECR', 'GOLGA8A', 'LINC00242', 'VEGFC', 'TSPAN3', 'MGC72080', 'SNORA31', 'ZNF221', 'DNAJB11', 'SNORD17', 'PACSIN1', 'ARHGAP18', 'SNORD115-32', 'RASGEF1A', 'OGFOD1', 'BTBD17', 'PYCR1', 'HLA-DRB1', 'SPRY2', 'LOC389705', 'RAB38', 'DBF4', 'ATP5O', 'CLEC11A', 'EVL', 'ALDOB', 'SNRPE', 'HOXC12', 'SPRR3', 'PATE4', 'KLC3', 'BCL10', 'TBC1D25', 'IL9', 'PFDN2', 'TNMD', 'LGALS14', 'UBQLNL', 'ZSCAN10', 'CT45A2', 'MGST3', 'SEPT10', 'FCGR1A', 'POM121L2', 'LOC389332', 'ETAA1', 'C9', 'ADGRE4P', 'C1QTNF2', 'KRT6A', 'SLC25A23', 'SH2D4B', 'MAN2B2', 'GRIA3', 'TSHR', 'MAT2B', 'ELOVL2', 'SYCP3', 'PTPRO', 'ADRM1', 'WDR47', 'MAP3K4', 'ZNF585B', 'POU6F2', 'MRPL55', 'C3', 'ZNF800', 'BCLAF1', 'FAM217B', 'DDAH2', 'BIVM', 'C4ORF48', 'KRT31', 'GPN2', 'IRF9', 'FAM195B', 'IRF7', 'LRRC71', 'RPP25L', 'SPRR2F', 'DNMT1', 'AFG3L1P', 'HS3ST5', 'FAM150A', 'C8ORF86', 'RSPO4', 'PPP1R3F', 'ZNF253', 'SIRPA', 'RALGAPB', 'IFITM2', 'SOCS1', 'LIMD1', 'NFS1', 'LOC284023', 'AMPD2', 'COA3', 'HSPA12B', 'YBX1', 'DDX27', 'NMB', 'MED6', 'SEMA3F', 'PABPC3', 'PRKAB2', 'C1ORF226', 'BCL11B', 'TSPYL4', 'NDUFA7', 'GABPA', 'C19ORF12', 'SDC4P', 'ICE1', 'CWC27', 'SNORD27', 'DIP2B', 'CAPZB', 'GPD1L', 'MEG8', 'PAPLN', 'RHPN2', 'NR0B1', 'L3HYPDH', 'PLAT', 'B3GNT9', 'MSX1', 'PDK3', 'MCM2', 'SPTBN4', 'COL7A1', 'KIAA1257', 'SIRT2', 'PGAP2', 'CD33', 'MS4A13', 'SLC25A20', 'LRRK2', 'CARTPT', 'IL6ST', 'CCDC64', 'ATP6V1G1', 'KBTBD7', 'KCNC1', 'FBF1', 'FAM150B', 'FAHD2CP', 'PCNA', 'C12ORF73', 'SNORD38B', 'EPS15L1', 'EBPL', 'UFC1', 'YEATS4', 'STH', 'BOC', 'PDC', 'C3ORF38', 'ZNF814', 'LOC145474', 'HMP19', 'INMT', 'PWAR1', 'SCARB2', 'NLRP4', 'SNORA71B', 'UBN2', 'DHX37', 'MED17', 'NAIP', 'HAND1', 'TRAP1', 'NRIP2', 'IGF1R', 'PLBD1', 'TUBBP5', 'HDAC5', 'PSMD14', 'ZNF835', 'SEPT7P9', 'PCGF2', 'FHOD3', 'MUTYH', 'ERBB4', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5366759284640548
		RMSE:  0.28216244755564185
		NRMSE:  0.17771997351836757
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.30240520386774006
		RMSE:  0.3149325402631455
		NRMSE:  0.20120656537940065
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.0129618083898321e-14
		NRMSE:  6.380138367869043e-15
		MAPE:  2.88118844879157e-11
		Pearson Correlation:  0.14893554287237942
		Spearman Correlation:  0.003962642925722266
		Coefficient of Determination:  -6.017510026810089
		RMSE:  0.7310313396349912
		NRMSE:  0.4670470219106523
		MAPE:  786.6204636415564

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.37537869104340005, tolerance: 0.0027873943484564415
  positive)
		Pearson Correlation:  0.9991975420465201
		Spearman Correlation:  0.9988542536776216
		Coefficient of Determination:  0.998251507012673
		RMSE:  0.009517875445503435
		NRMSE:  0.005994832362631913
		MAPE:  18.639784725523047
		Pearson Correlation:  0.18682185363801732
		Spearman Correlation:  0.013513884213020112
		Coefficient of Determination:  -7.118138699659285
		RMSE:  0.7862718155256503
		NRMSE:  0.5023394893533498
		MAPE:  692.9300977061354

	Predictor:  RandomForests
		Pearson Correlation:  0.5757007949442724
		Spearman Correlation:  0.58819199250595
		Coefficient of Determination:  0.2911408441695924
		RMSE:  0.19164083142145064
		NRMSE:  0.12070494773597365
		MAPE:  519.0980873622718
		Pearson Correlation:  0.3312680578667598
		Spearman Correlation:  0.2885148193867754
		Coefficient of Determination:  0.10822712261053258
		RMSE:  0.2605983157696347
		NRMSE:  0.16649309091989287
		MAPE:  249.34311398151414

Protein:  ERBB2
x_train_column_count:  665
x_train columns:  ['CRABP1', 'C3AR1', 'MED30', 'ZNF804B', 'BEAN1', 'GDF6', 'CELSR2', 'CPLX3', 'GPR4', 'C16ORF54', 'CLP1', 'LINC01555', 'OR51E2', 'SRSF12', 'CACTIN', 'FANCM', 'CHTOP', 'PFN4', 'LYZL4', 'SLC13A5', 'SMNDC1', 'NETO1', 'LINC00643', 'MORF4L1', 'CDC37L1', 'ZFYVE21', 'C14ORF166', 'CAPN10', 'GPA33', 'ELOVL2', 'FLJ16779', 'GRIK2', 'CLGN', 'AJUBA', 'EMC6', 'KRTAP13-1', 'EPC2', 'ARHGAP30', 'KRAS', 'TMCO5A', 'ABCC6P2', 'DEPDC5', 'ENSA', 'SAR1B', 'C7ORF43', 'ANAPC16', 'ARCN1', 'OR13A1', 'HBA2', 'ALCAM', 'CYMP', 'AP2S1', 'HOXD12', 'SREK1IP1', 'CLPP', 'CLIP2', 'EXOC3-AS1', 'XIST', 'UBQLN4', 'RHBDF2', 'DPP10', 'DCDC1', 'KRTAP1-3', 'TNFSF14', 'RPS6KA3', 'USP12', 'RRBP1', 'AKT3', 'ARAP3', 'NCKIPSD', 'TNFRSF6B', 'MLYCD', 'PARPBP', 'MED12', 'TMSB4Y', 'HRSP12', 'SLC4A1AP', 'TLX1', 'EGF', 'DTNBP1', 'FAM214B', 'TUBA1C', 'KPNA7', 'SNX2', 'MAGEA1', 'ZSCAN32', 'LOC340017', 'BMP7', 'GPI', 'SNCG', 'METRN', 'VPS29', 'BMP5', 'KIAA1875', 'GFM2', 'RHBDF1', 'RPS5', 'KCNJ14', 'ZMYM5', 'ZNF587', 'AFF1', 'ZNF408', 'RBP1', 'ARX', 'TPTEP1', 'CROCCP2', 'IFRD1', 'C12ORF77', 'RASSF8', 'FARS2', 'EPOR', 'ZFP14', 'CSN2', 'CDRT1', 'SDHAP3', 'CYP2D6', 'CEBPA-AS1', 'OR11L1', 'NRP2', 'LOC100132215', 'ZC3H11A', 'MAP3K19', 'CASP6', 'SNORA49', 'MGMT', 'ATP5J2', 'LOC90784', 'ZNF395', 'ZDHHC17', 'HCFC2', 'CDH17', 'TULP2', 'AGR3', 'CABP5', 'VTRNA1-1', 'VTN', 'COL26A1', 'ITPK1', 'ISCA2', 'CHRNG', 'KLHL35', 'GPR45', 'CD59', 'LOC440173', 'NCF4', 'CXCL3', 'MAS1L', 'CLEC4C', 'TRIM61', 'SRP14P1', 'MBD1', 'ANKIB1', 'SERTM1', 'WDR13', 'TNNT2', 'OPN1LW', 'NME3', 'DEPDC1B', 'HLA-DPB1', 'DET1', 'GPR61', 'VPS28', 'SLC27A4', 'EXOC7', 'SNORD115-2', 'RNF20', 'HDC', 'SPCS3', 'TEX14', 'SEC23B', 'BOLA2', 'HDAC2', 'VWA5A', 'BLM', 'RNPEPL1', 'PRAMEF17', 'A2M-AS1', 'CPTP', 'NGFRAP1', 'REM1', 'CLDN8', 'SORL1', 'POU2AF1', 'MAML2', 'NUP153', 'CEP170B', 'RPS26P11', 'LRGUK', 'TMEM86B', 'CCDC113', 'TMC6', 'FADS1', 'MAB21L3', 'SNORA23', 'C12ORF43', 'AIM1', 'SPTBN2', 'PAX1', 'FAM189A1', 'USP25', 'LINC00882', 'COMMD8', 'FAM9C', 'ZNF841', 'INO80', 'KDM8', 'CLIC4', 'GJA9', 'ZP1', 'EIF1AX', 'PDCD2', 'NAA38', 'CDCA5', 'GCNT2', 'OR2L2', 'ZKSCAN7', 'IRX1', 'TRAF5', 'KRT23', 'SSR4', 'FERMT3', 'STRA6', 'TBC1D3P1-DHX40P1', 'ARMS2', 'IGIP', 'KRTAP17-1', 'CDH16', 'ATXN1L', 'MRPL23', 'FAM66E', 'SLC28A1', 'MTERF3', 'CIITA', 'TMC1', 'INGX', 'GATA1', 'ZKSCAN5', 'GOLGA8IP', 'DYNLRB2', 'VCAN', 'HIPK1', 'GPR141', 'KLHL3', 'C10ORF95', 'CEACAM18', 'KALRN', 'FAM126B', 'PROZ', 'NF2', 'NAGK', 'PEX6', 'COL1A1', 'MB21D2', 'SP110', 'NUCB1', 'SUPT20HL2', 'ATRX', 'FOXL2', 'THG1L', 'PSME1', 'ARV1', 'RAB42', 'IL7R', 'SDR42E1', 'C6ORF47', 'ERH', 'YAF2', 'DYX1C1', 'IL23R', 'PYGM', 'RNASEL', 'ICAM3', 'SNX15', 'KLRG2', 'HPVC1', 'PTTG3P', 'TNIP3', 'ENOSF1', 'KRT13', 'TAF1', 'RBM41', 'KCNV1', 'MT1E', 'FOXB1', 'GBX2', 'CCP110', 'NOVA2', 'GGA3', 'AUTS2', 'OR1J2', 'SERINC5', 'COPS7B', 'MRPL4', 'INPP5D', 'TTC17', 'ETV6', 'C3ORF20', 'KIAA0895L', 'PRKD3', 'ZNF772', 'CMAS', 'FN3KRP', 'SNHG15', 'ELAVL1', 'IGF2-AS', 'INSL4', 'PCGF5', 'XPOT', 'HSD3B2', 'SNORD19', 'KLHL8', 'LY6G6F', 'GKAP1', 'EIF3D', 'TUSC5', 'FAM171B', 'GAB2', 'TMEM31', 'SLC8A2', 'ARHGAP9', 'DGCR5', 'SRRM1', 'BAX', 'KCNB2', 'SEPT12', 'ARL1', 'KLK4', 'CYB5D2', 'APOBEC4', 'NKX6-2', 'PAX8', 'MSTO2P', 'TNS2', 'C9ORF139', 'OR9I1', 'MTM1', 'WRAP53', 'ZBED3', 'TTBK2', 'PTPMT1', 'TECPR1', 'KDM6B', 'USP16', 'HRNR', 'YTHDF2', 'TPD52L3', 'LYRM7', 'OR4D2', 'SLC44A2', 'RPL36', 'TMEM107', 'OR10W1', 'CHN2', 'C19ORF57', 'HSPB6', 'MCRS1', 'SNORA66', 'RPAIN', 'FSCN3', 'C22ORF39', 'PAPOLB', 'KIAA1191', 'MMD', 'LINC00628', 'FAM107A', 'CYP1A1', 'JMJD6', 'CCDC137', 'POLR2A', 'TAOK2', 'SIGLEC12', 'SNORD49B', 'RFPL3', 'TMEM189-UBE2V1', 'PI15', 'OR6K6', 'HAO1', 'ANKRD36', 'RORB', 'PROCR', 'ADGRG5', 'CCL8', 'ZDHHC16', 'GNL3L', 'LRRC14B', 'PIF1', 'DHX33', 'ZBTB38', 'AIFM2', 'NPR2', 'S100A5', 'ZNF20', 'MLH3', 'EBI3', 'SFMBT2', 'RGS9BP', 'STOX2', 'MMACHC', 'OR14A16', 'NACC1', 'APOA4', 'ATM', 'LINC00112', 'SCARNA18', 'ARRB2', 'PAPOLG', 'C1ORF61', 'TAS2R8', 'PTCHD3P1', 'NTN4', 'MTHFSD', 'NR1I2', 'PTPRCAP', 'SATB2-AS1', 'RNF126', 'SMCHD1', 'MYO18A', 'SLC43A1', 'HAO2', 'RDX', 'SNORD23', 'CCDC102A', 'COLEC12', 'DPH3P1', 'UNC5D', 'FZD10', 'SEPN1', 'BMP10', 'STAG3', 'NDUFA1', 'CTH', 'UMPS', 'UGT2B10', 'ART5', 'WASF3', 'TET1', 'APBB1IP', 'ZHX1', 'CNTROB', 'ELF5', 'TRMT13', 'RPL28', 'KIF3B', 'PGA5', 'AS3MT', 'C2ORF57', 'MRPL51', 'TBC1D2', 'MRC1', 'MMS22L', 'WDR5B', 'TRIM6', 'METTL22', 'TONSL', 'OR52A5', 'MND1', 'PROK1', 'NOL11', 'C12ORF4', 'TMEM220', 'METTL24', 'SPC25', 'DNMBP-AS1', 'BLID', 'SMEK3P', 'MUTYH', 'CAPZA2', 'NCOR2', 'EXT2', 'CD47', 'LYL1', 'KLHL4', 'PRIM1', 'ALDH1L2', 'PRPF18', 'VSX1', 'C1ORF162', 'MAP3K10', 'C9ORF72', 'GALNT7', 'DRAP1', 'HKDC1', 'IMMP1L', 'IKZF3', 'IFIT2', 'CD70', 'SMARCA5', 'NKX2-1', 'GTPBP2', 'GEMIN8P4', 'OR51G1', 'SNRPB2', 'CFI', 'SLC39A11', 'BANF1', 'VLDLR', 'MGC16275', 'FBXO24', 'TINF2', 'OSTC', 'TAF13', 'NEUROD1', 'MTNR1A', 'CFAP58', 'CBLB', 'RGL3', 'PIGZ', 'GABPB1', 'FAM45A', 'MMP25', 'DLX6', 'EPHX2', 'FAM160A1', 'SPATC1', 'TWISTNB', 'ZDHHC21', 'SNORD72', 'STK36', 'LOC100129034', 'RNH1', 'BLOC1S3', 'CDK19', 'OR8H2', 'HCN4', 'KRTAP20-4', 'FUT3', 'CLEC1A', 'SDK1', 'WDR18', 'OR6C2', 'SLC17A9', 'MRPL52', 'NINL', 'OR3A3', 'OR6B3', 'IRF8', 'ADGRF4', 'RGS11', 'PEMT', 'FAM127C', 'ZNF43', 'ZMYND19', 'ZNF441', 'FBXO9', 'CDC42EP3', 'GSTA1', 'CGB8', 'LINC00937', 'MIR205HG', 'SLC17A3', 'BTBD2', 'PIP4K2B', 'TPM3P9', 'DENND5B', 'TMEM212', 'SCCPDH', 'LCE4A', 'AKT2', 'FOCAD', 'OPA3', 'OLA1', 'SPIB', 'WDR25', 'MEPE', 'CLDN14', 'PLCL1', 'CACNA1B', 'RGS13', 'GIP', 'SNORD44', 'CALR', 'ECE1', 'RNASE11', 'CRYL1', 'FIP1L1', 'IDE', 'FUT6', 'MRPS9', 'LINC01547', 'WDR27', 'SLC25A35', 'PCDHA8', 'CD200R1L', 'TM9SF1', 'TG', 'P2RY10', 'TRAT1', 'NXF1', 'C20ORF27', 'FAM114A1', 'ZC3H18', 'FAR2', 'BPY2', 'EEF1E1', 'FAM186B', 'TGIF1', 'TMEM63C', 'FAM32A', 'LPAL2', 'SOAT1', 'SNORD115-14', 'MRPL12', 'GIGYF2', 'RBM11', 'EBNA1BP2', 'NANOS1', 'ZFAND6', 'VSIG2', 'RRP1', 'TEX12', 'CDYL2', 'FBN3', 'PSPC1', 'ZNF618', 'SSX5', 'DNTTIP2', 'ST13', 'LINC00410', 'CRISPLD2', 'RHOT2', 'GFPT1', 'QPCTL', 'GOLGA7', 'NKPD1', 'FNDC7', 'C17ORF51', 'GOT1', 'EFR3B', 'FAM181A', 'NPHS2', 'HOXD8', 'TTLL2', 'CBX3', 'PRDX6', 'TEFM', 'FAM69A', 'SCAPER', 'GRK4', 'SDCBP2', 'HLA-J', 'CCL24', 'ZYX', 'RAMP3', 'ITGB3BP', 'CLEC1B', 'HS6ST2', 'GJA10', 'CT45A3', 'ATP5I', 'TMUB1', 'RHBG', 'ARL3', 'NELL2', 'TMEM184A', 'STK39', 'ANKHD1-EIF4EBP3', 'H3F3AP5', 'ZBTB37', 'GBP4', 'SLC6A10P', 'N6AMT2', 'TMEM217', 'VEGFA', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10085609607150081
		RMSE:  1.0785113826338413
		NRMSE:  0.1837421644434709
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05671362529003088
		RMSE:  0.8919867459254164
		NRMSE:  0.19736403273048267
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959455
		RMSE:  0.875951357919715
		NRMSE:  0.1938159880340115
		MAPE:  565.705361200264

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  5.354295293631399e-13
		NRMSE:  9.121923256097245e-14
		MAPE:  9.473703792373486e-10
		Pearson Correlation:  0.19223043263967712
		Spearman Correlation:  0.2411077444855921
		Coefficient of Determination:  -35.158949964354235
		RMSE:  5.217802695038787
		NRMSE:  1.1545088383756583
		MAPE:  7006.598107333608

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.162917109598258, tolerance: 0.05684616744754108
  positive)
		Pearson Correlation:  0.9978376561934014
		Spearman Correlation:  0.9931518767414882
		Coefficient of Determination:  0.9956563205344108
		RMSE:  0.06774673070471503
		NRMSE:  0.011541770568293955
		MAPE:  70.90218450636826
		Pearson Correlation:  0.2194790177768223
		Spearman Correlation:  0.25350690158231404
		Coefficient of Determination:  -6.251153767991165
		RMSE:  2.3365942575363454
		NRMSE:  0.5170028227760473
		MAPE:  4388.625136017578

	Predictor:  RandomForests
		Pearson Correlation:  0.8537614383341078
		Spearman Correlation:  0.6908844278583077
		Coefficient of Determination:  0.7240674882832658
		RMSE:  0.5399591366417813
		NRMSE:  0.09199092571030569
		MAPE:  517.4033908657608
		Pearson Correlation:  0.7949057844168548
		Spearman Correlation:  0.601980464150743
		Coefficient of Determination:  0.6077847881864886
		RMSE:  0.543427940882799
		NRMSE:  0.12024072151406107
		MAPE:  232.2777744428535

Protein:  ERBB3
x_train_column_count:  247
x_train columns:  ['CCDC105', 'DNAH2', 'LACC1', 'TNNC1', 'GSTM2P1', 'FAM167A-AS1', 'RASSF3', 'TOPBP1', 'DYNLT3', 'FAM74A3', 'ELFN1', 'SMEK3P', 'FMO3', 'NPHS1', 'NOL11', 'MAP2K5', 'BOLA1', 'WFDC13', 'CSRP2', 'BTN2A3P', 'HIST1H3E', 'MEP1B', 'SNRNP200', 'NHLRC1', 'ARRDC5', 'COBL', 'HOGA1', 'IL17C', 'TRABD', 'MAS1', 'METTL3', 'MICAL1', 'CNP', 'CLSTN2', 'INTS4P2', 'MAPK6', 'KIF1BP', 'RAB40A', 'KDM7A', 'CABP4', 'ARC', 'HKDC1', 'RCOR3', 'PTGIR', 'CSMD1', 'GAGE1', 'MYO6', 'SRRD', 'COL6A2', 'RNF31', 'IQCD', 'IPO9', 'AGER', 'CELF1', 'FAM13C', 'PAGE2B', 'CALCB', 'GAS2L1', 'GOSR2', 'TFPT', 'SDC1', 'HLA-DRA', 'VASN', 'PPP1CA', 'CREBBP', 'CECR5-AS1', 'TUBD1', 'TSPAN16', 'PHOX2A', 'ALOX12P2', 'MMADHC', 'ZNRF1', 'SAV1', 'CP', 'KLHDC3', 'RIC1', 'MRGPRD', 'FGFBP3', 'PDZD2', 'SUV420H1', 'VSTM5', 'NEU2', 'WHAMMP3', 'OR56A4', 'ZNF18', 'SCNN1B', 'C9ORF89', 'ZSCAN23', 'MATN2', 'TOX4', 'PAQR8', 'SNORA77', 'PPP1R7', 'LILRA5', 'RMND1', 'KCNK17', 'LRP8', 'OCLM', 'GPR179', 'MBD4', 'BACH1', 'NKX2-8', 'CREB3L2', 'TRMT1L', 'PTGS2', 'TAOK1', 'TRIM61', 'HLF', 'MED6', 'LOC392196', 'NUBPL', 'ERCC3', 'ZNF800', 'STKLD1', 'PFKM', 'KLHDC7B', 'SGIP1', 'TEKT4', 'ATG5', 'PLCXD3', 'ZNF99', 'TMEM255B', 'ARHGEF2', 'EGFEM1P', 'MRPL13', 'QTRTD1', 'MUM1L1', 'ABCB10', 'EPM2AIP1', 'KRT24', 'SUZ12', 'CEP76', 'LYZ', 'ACIN1', 'SELM', 'GPATCH8', 'LOC100132111', 'IPO5', 'CTAG2', 'MTM1', 'LDLR', 'MKKS', 'TMEM200B', 'LMCD1', 'LY6G6C', 'TSTA3', 'ZNF83', 'TDRG1', 'ZNF296', 'GATA3-AS1', 'FGF4', 'GIN1', 'NEIL3', 'FHOD3', 'TADA1', 'KLHL26', 'TMEM53', 'RIPK1', 'CMPK2', 'SH3GLB1', 'DYNLL2', 'C4ORF29', 'ZDHHC6', 'THAP9', 'CLEC12B', 'MCMDC2', 'DEFB105A', 'MC4R', 'LMF1', 'DMXL1', 'MUL1', 'EXOSC1', 'ARMCX1', 'C1QTNF2', 'ZFAND2B', 'ARNTL', 'GLUD1', 'MAP1S', 'NUFIP2', 'PABPC3', 'SPTB', 'NDUFA9', 'SLITRK5', 'GNB4', 'FAM63B', 'LEP', 'PEAR1', 'PXDN', 'NGLY1', 'NLRP12', 'ARFGEF3', 'PLEC', 'TPP1', 'UQCRFS1', 'SYNGR3', 'ATP6AP2', 'PRSS3', 'TWF2', 'CPNE9', 'RTN4R', 'SNORD50A', 'ADORA1', 'TAF10', 'AQP4-AS1', 'CHD8', 'CLEC4A', 'ZNF30', 'OR52H1', 'GDAP1L1', 'KCNJ6', 'AQP12A', 'GHRH', 'HILS1', 'DHH', 'LINC00320', 'TCERG1', 'MYO9B', 'CSN1S2AP', 'PRMT5', 'CACNG1', 'DBI', 'ANKMY2', 'MCOLN3', 'SCARNA15', 'SNORD42B', 'THSD4', 'SKIV2L', 'POP5', 'ABR', 'UNQ6494', 'SDHAF2', 'HOOK3', 'KCNE3', 'S100G', 'CCDC88C', 'RELN', 'SNAI2', 'NKTR', 'ZNF641', 'RPS26P11', 'CDS2', 'ITIH1', 'FAM171B', 'CHD5', 'RLN3', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.24617901957450639
		RMSE:  0.5234556686317032
		NRMSE:  0.14126566093685908
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10551624527684367
		RMSE:  0.43841640970600765
		NRMSE:  0.21211918179733683
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  LinearRegression
		Pearson Correlation:  0.7245719259542289
		Spearman Correlation:  0.7134586132093497
		Coefficient of Determination:  0.525004475881021
		RMSE:  0.3231725374870623
		NRMSE:  0.08721499229168292
		MAPE:  249.28142112588597
		Pearson Correlation:  0.1731439854327249
		Spearman Correlation:  0.23629471689173187
		Coefficient of Determination:  -1.8490569993272752
		RMSE:  0.7038089832980717
		NRMSE:  0.34052417376191274
		MAPE:  388.6056456094517

	Predictor:  ElasticNet
		Pearson Correlation:  0.7034414760210242
		Spearman Correlation:  0.6970043424203402
		Coefficient of Determination:  0.49469394248600396
		RMSE:  0.33332427399832826
		NRMSE:  0.08995465460476762
		MAPE:  262.7698420935549
		Pearson Correlation:  0.2264778591562077
		Spearman Correlation:  0.25353682714248316
		Coefficient of Determination:  -0.9574608192386891
		RMSE:  0.583378978609457
		NRMSE:  0.28225647781611396
		MAPE:  335.5874475334391

	Predictor:  RandomForests
		Pearson Correlation:  0.5323163080091166
		Spearman Correlation:  0.5375604331173618
		Coefficient of Determination:  0.261591164489236
		RMSE:  0.40293791229077236
		NRMSE:  0.1087413775555523
		MAPE:  251.461288224735
		Pearson Correlation:  0.546637284906212
		Spearman Correlation:  0.5554857292484944
		Coefficient of Determination:  0.24776761074989206
		RMSE:  0.3616431566330084
		NRMSE:  0.17497394894283466
		MAPE:  225.69893301150924

N Most Variable Genes

ZScore

In [139]:
scenario = Scenario.NMostVariableGenes_Mutations 
normalizeTechnique = NormalizeTechnique.ZScore
X, Y, Z = get_data(normalizeTechnique)
In [140]:
X.head()
Out[140]:
UBE2Q2P2 HMGB1P1 LOC155060 RNU12-2P SSX9 CXORF67 EFCAB8 SRP14P1 LOC391343 TRIM75P ... ZXDA ZXDB ZXDC ZYG11A ZYG11B ZYX ZZEF1 ZZZ3 TPTEP1 AKR1C6P
TCGA-A1-A0SF-01 0.648331 0.348611 0.770359 -0.860535 -0.0703 -0.190586 0.719543 0.931178 -0.283665 -0.568745 ... 0.238689 -0.239582 -0.271725 -0.222943 -0.211122 0.792968 -0.619672 -0.946953 -0.457066 0.454464
TCGA-A1-A0SH-01 -0.757220 -0.562180 -0.708360 -0.860535 -0.0703 -0.190586 -0.527186 -0.611509 -0.283665 -0.568745 ... 0.739490 -0.107967 -1.200905 -0.903627 1.252346 0.854083 0.108510 -0.031025 0.991113 -0.083768
TCGA-A1-A0SJ-01 -0.405237 0.254851 -0.925065 -0.223237 -0.0703 -0.190586 -0.525012 -0.390046 -0.283665 1.475888 ... 0.592975 5.821247 -1.079296 -0.618408 0.444358 -0.369825 -0.573411 -0.555512 -0.488416 -0.083768
TCGA-A1-A0SK-01 3.940101 14.857648 -0.228301 -0.311392 -0.0703 -0.004913 -0.697917 -0.754652 -0.283665 -0.568745 ... 0.051750 -0.027856 2.390553 0.357970 1.337526 -1.597758 1.043918 0.590450 -0.467061 -0.083768
TCGA-A1-A0SQ-01 -1.114818 -1.129592 -0.842620 -0.860535 -0.0703 -0.190586 -0.507239 -0.137487 -0.283665 -0.568745 ... 1.412610 -0.008283 -0.929428 -0.853107 0.062384 -0.434733 -1.040418 -0.606257 -0.580936 -0.083768

5 rows × 20133 columns

In [141]:
Y.head()
Out[141]:
RB1 CDH1 PTEN BRCA2 CDKN2A TP53 CTNNB1 CCNE1 CCND1 CDH2 CDH3 ERBB2 ERBB3
TCGA-A1-A0SF-01 0.017184 0.705680 0.197730 0.108550 0.17550 -0.472550 0.06978 -0.75401 -0.202360 -0.222000 -0.114060 0.25604 0.461410
TCGA-A1-A0SH-01 -0.081896 0.018364 0.699160 -0.282430 0.68156 -0.035545 -0.11192 -0.77956 -0.014111 0.072251 -0.031553 0.68354 0.033670
TCGA-A1-A0SJ-01 -0.106090 0.114310 -0.110550 0.108220 -0.00989 -0.431850 -0.85672 -0.29589 0.290760 -0.225320 0.128230 0.36458 0.430620
TCGA-A1-A0SK-01 -0.060244 -0.963820 -0.081596 0.309150 1.23630 0.898470 -0.85965 0.92670 0.045974 0.389790 -0.224090 -1.04130 -0.056604
TCGA-A1-A0SQ-01 0.376500 0.425490 0.657440 0.003187 -0.34580 -0.020122 0.39368 -1.02750 0.362490 0.292880 -0.144850 0.31196 0.649260
In [142]:
perform_kFoldCV(num_folds, scenario, normalizeTechnique, X, Y, Z)

Fold:  1

Protein:  RB1
x_train_column_count:  381
x_train columns:  ['BCORP1', 'OR5A1', 'CT45A6', 'MS4A5', 'DEFB124', 'OR8K3', 'SNAR-G1', 'OR9K2', 'OR7G3', 'OR52A1', 'MROH5', 'FAM92A1P2', 'SNORA36A', 'HES3', 'TAAR8', 'GJA8', 'TBC1D21', 'SNAR-E', 'OR8I2', 'DEFB113', 'FAM41AY1', 'SNAR-I', 'SNORA58', 'C11ORF40', 'OR51A2', 'CSN2', 'GJA10', 'SMR3B', 'SNORD8', 'CPN1', 'SNAR-A13', 'LRTM1', 'ZNRF4', 'TTTY21', 'LINC00326', 'TMEM247', 'SCP2D1', 'CCDC38', 'ST8SIA3', 'CT47B1', 'C17ORF102', 'SPRR2G', 'CEACAM20', 'ESX1', 'LINC00305', 'SNORA55', 'HYALP1', 'H1FOO', 'FAM224B', 'ANXA8L1', 'SCARNA4', 'GNAT3', 'OR6T1', 'CT47A6', 'CT47A7', 'SPANXN4', 'LINC00671', 'OR7G2', 'KRTAP6-2', 'HIST1H4G', 'OR8H1', 'OC90', 'CFHR2', 'PSG1', 'OR8B8', 'C12ORF40', 'ASB11', 'OR4A47', 'CA5A', 'OR5K3', 'SSX6', 'FAM25BP', 'OR10G4', 'SEC14L3', 'OR10T2', 'SNORA22', 'CCL15-CCL14', 'SCARNA14', 'EIF1AY', 'SNORD115-7', 'GLYCAM1', 'OR4S2', 'KRTAP19-5', 'SPATA31A3', 'SPAM1', 'CD5L', 'LYPD8', 'OR13C9', 'CLCA1', 'NMS', 'C1ORF105', 'SNORD15A', 'SNORA28', 'OR6C2', 'KLHL40', 'SCARNA22', 'BTNL3', 'CST13P', 'CSH2', 'LRRC7', 'KCNU1', 'SNORA20', 'SOX1', 'PLSCR5', 'GPR50', 'LILRP2', 'OR11L1', 'GJD2', 'VSTM2B', 'IFNA14', 'C22ORF42', 'CT47A11', 'LINC00314', 'OR2L2', 'CELA2A', 'SNORA24', 'CXORF51A', 'BRDTP1', 'MAGEB10', 'OR4B1', 'HHLA1', 'HBBP1', 'FAM153C', 'IQCF2', 'TEX33', 'SLC5A7', 'PLA2G2F', 'IGFL4', 'MC2R', 'SOST', 'PPBPP1', 'C4ORF51', 'OR6C4', 'SPRR4', 'NKX2-6', 'PRB1', 'CD300LD', 'OR1B1', 'PIWIL3', 'GPR151', 'RAB9BP1', 'AKAP14', 'DUSP21', 'PRSS3P2', 'TXLNGY', 'OR11H6', 'GABRA6', 'OR5B2', 'NPHS2', 'OR6B1', 'PWRN2', 'SCGB1C1', 'OR2AG1', 'KRT39', 'PGM5-AS1', 'OR14C36', 'OR8G5', 'OR10A5', 'MOS', 'OR8S1', 'GOLGA8EP', 'DDI1', 'PRAMEF8', 'PSAPL1', 'ZNF735', 'ZAR1L', 'DNMT3L', 'OR10S1', 'TTTY15', 'CASC8', 'SNORA51', 'LOC391003', 'USP17L6P', 'TMEM252', 'RNASE8', 'FLJ25758', 'MS4A10', 'DNAJC5G', 'CRYAA', 'CCKBR', 'TFAMP1', 'SNORA54', 'MRGPRX1', 'OR52A5', 'TBC1D28', 'OR52A4P', 'SCARNA20', 'OR4A16', 'KRTAP19-1', 'PABPC1L2A', 'SYT10', 'IFITM5', 'C17ORF64', 'IFNA13', 'ACSM2A', 'MORC1', 'FAM24A', 'NPPC', 'TSPY1', 'CFC1B', 'TSPY2', 'HFE2', 'HAND1', 'LINC00207', 'DAZL', 'PAGE5', 'HMHB1', 'VRTN', 'TGIF2LX', 'FBP2', 'NPBWR2', 'ARL5C', 'OR2W1', 'OR51L1', 'OR2T29', 'KRTAP12-3', 'SNORA34', 'GHSR', 'OR52B4', 'PRAMEF5', 'KHDC1L', 'GDNF', 'EDDM3A', 'OR6S1', 'IGF2BP2-AS1', 'LOC727924', 'CRLF2', 'P2RX3', 'CYP3A4', 'SERPINB4', 'GAGE1', 'OR5H1', 'SNORD116-19', 'SLC25A3P1', 'LINC01020', 'TMIGD1', 'LOC391343', 'FGA', 'SCGB1A1', 'SDR16C6P', 'SYCP1', 'OR9A2', 'PRSS1', 'GAGE2D', 'HTR5A', 'C3ORF49', 'CRNN', 'TTTY2', 'SLC13A1', 'OTX2', 'PF4', 'OR4F15', 'OR6C74', 'GYS2', 'IQCF6', 'IL13', 'ANKRD18DP', 'C10ORF53', 'LINC00469', 'LINC00696', 'LINC00895', 'CYP11B2', 'ADAM18', 'TCP10L2', 'C17ORF78', 'SNORA5B', 'FMO6P', 'PLET1', 'SCARNA11', 'LY6G6D', 'CGB5', 'POTEH', 'CLCA4', 'PLG', 'SST', 'TPD52L3', 'ZNF479', 'OR8B3', 'TMPRSS11F', 'TAAR9', 'OR2A2', 'F13B', 'SNORD89', 'OR1S2', 'OR5H14', 'ZCCHC13', 'OLAH', 'OPRD1', 'OR4D6', 'NOX3', 'LEUTX', 'VWC2L', 'EPS8L3', 'RPL13AP17', 'RAX2', 'DPPA5', 'KRTAP4-5', 'OR5T2', 'PRDM14', 'LOC285627', 'TKTL2', 'C18ORF42', 'OR10V1', 'OR2G2', 'OR8A1', 'SNORA71A', 'ZPBP', 'GPR78', 'FCAMR', 'BEND2', 'ACTRT2', 'TSGA13', 'SLC1A6', 'TTTY14', 'CST11', 'SSX5', 'STATH', 'CT45A1', 'OR5H6', 'IL26', 'LIPN', 'SPANXA2', 'OR6M1', 'ASB17', 'LINC01205', 'OR9G4', 'ACTR3BP2', 'SNORA74A', 'BARHL2', 'OR8D4', 'RTP2', 'LMNTD1', 'KLK9', 'OR4C12', 'LCNL1', 'TMEM202', 'OR11H4', 'OR2L8', 'GAGE2B', 'LOC145845', 'HNRNPCL1', 'KRTAP21-2', 'SERPINB3', 'DEFB110', 'KRT85', 'PWAR4', 'MYBPC2', 'LOC646813', 'C2ORF83', 'GPR52', 'PROP1', 'SSX8', 'LPO', 'NCOR1P1', 'SPATA31C1', 'ANKUB1', 'LINC00488', 'GOT1L1', 'OR2M4', 'LOC100129935', 'USP26', 'OR4C16', 'LINC00934', 'ZIM3', 'BPIFA3', 'DYDC1', 'FAM27B', 'COL6A4P1', 'TEX13B', 'CABS1', 'UGT2A3', 'OR4D9', 'FAM138D', 'ZAR1', 'FOXN3-AS2', 'POTED', 'CPLX4', 'SYCN', 'OR2M7', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017832262764705176
		RMSE:  0.22609122586734381
		NRMSE:  0.08562439911658541
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0064622508272080825
		RMSE:  0.2813710133086082
		NRMSE:  0.13900150344012696
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  LinearRegression
		Pearson Correlation:  0.8411934520103701
		Spearman Correlation:  0.7600145933950939
		Coefficient of Determination:  0.7076064237051225
		RMSE:  0.12117960033289252
		NRMSE:  0.045892671968525846
		MAPE:  378.1180824056791
		Pearson Correlation:  -0.02984260347910947
		Spearman Correlation:  -0.029060579455662865
		Coefficient of Determination:  -6.237859065848669
		RMSE:  0.7545459120237885
		NRMSE:  0.37275700489756025
		MAPE:  1095.4149670777952

	Predictor:  ElasticNet
		Pearson Correlation:  0.5466168404925923
		Spearman Correlation:  0.45582235548183775
		Coefficient of Determination:  0.2466784560097569
		RMSE:  0.19450725107738956
		NRMSE:  0.07366303771156582
		MAPE:  172.1264591594906
		Pearson Correlation:  0.2515947511217702
		Spearman Correlation:  0.2593600624329334
		Coefficient of Determination:  0.01846554684440249
		RMSE:  0.2778647039685739
		NRMSE:  0.1372693340028425
		MAPE:  131.10733853903403

	Predictor:  RandomForests
		Pearson Correlation:  0.5419051278137599
		Spearman Correlation:  0.4427385975022923
		Coefficient of Determination:  0.16867511800796864
		RMSE:  0.20432946217334857
		NRMSE:  0.0773828677043547
		MAPE:  211.1388341570644
		Pearson Correlation:  0.24448311199117975
		Spearman Correlation:  0.2667761083303845
		Coefficient of Determination:  0.004690517103891678
		RMSE:  0.27980771202008453
		NRMSE:  0.13822920914129547
		MAPE:  124.96697924075883

Protein:  CDH1
x_train_column_count:  887
x_train columns:  ['BCORP1', 'OR5A1', 'CT45A6', 'MS4A5', 'DEFB124', 'OR8K3', 'SNAR-G1', 'OR9K2', 'OR7G3', 'OR52A1', 'MROH5', 'FAM92A1P2', 'SNORA36A', 'HES3', 'TAAR8', 'GJA8', 'TBC1D21', 'SNAR-E', 'OR8I2', 'DEFB113', 'FAM41AY1', 'SNAR-I', 'SNORA58', 'C11ORF40', 'OR51A2', 'CSN2', 'GJA10', 'SMR3B', 'SNORD8', 'CPN1', 'SNAR-A13', 'LRTM1', 'ZNRF4', 'TTTY21', 'LINC00326', 'TMEM247', 'SCP2D1', 'CCDC38', 'ST8SIA3', 'CT47B1', 'C17ORF102', 'SPRR2G', 'CEACAM20', 'ESX1', 'LINC00305', 'SNORA55', 'HYALP1', 'H1FOO', 'FAM224B', 'ANXA8L1', 'SCARNA4', 'GNAT3', 'OR6T1', 'CT47A6', 'CT47A7', 'SPANXN4', 'LINC00671', 'OR7G2', 'KRTAP6-2', 'HIST1H4G', 'OR8H1', 'OC90', 'CFHR2', 'PSG1', 'OR8B8', 'C12ORF40', 'ASB11', 'OR4A47', 'CA5A', 'OR5K3', 'SSX6', 'FAM25BP', 'OR10G4', 'SEC14L3', 'OR10T2', 'SNORA22', 'CCL15-CCL14', 'SCARNA14', 'EIF1AY', 'SNORD115-7', 'GLYCAM1', 'OR4S2', 'KRTAP19-5', 'SPATA31A3', 'SPAM1', 'CD5L', 'LYPD8', 'OR13C9', 'CLCA1', 'NMS', 'C1ORF105', 'SNORD15A', 'SNORA28', 'OR6C2', 'KLHL40', 'SCARNA22', 'BTNL3', 'CST13P', 'CSH2', 'LRRC7', 'KCNU1', 'SNORA20', 'SOX1', 'PLSCR5', 'GPR50', 'LILRP2', 'OR11L1', 'GJD2', 'VSTM2B', 'IFNA14', 'C22ORF42', 'CT47A11', 'LINC00314', 'OR2L2', 'CELA2A', 'SNORA24', 'CXORF51A', 'BRDTP1', 'MAGEB10', 'OR4B1', 'HHLA1', 'HBBP1', 'FAM153C', 'IQCF2', 'TEX33', 'SLC5A7', 'PLA2G2F', 'IGFL4', 'MC2R', 'SOST', 'PPBPP1', 'C4ORF51', 'OR6C4', 'SPRR4', 'NKX2-6', 'PRB1', 'CD300LD', 'OR1B1', 'PIWIL3', 'GPR151', 'RAB9BP1', 'AKAP14', 'DUSP21', 'PRSS3P2', 'TXLNGY', 'OR11H6', 'GABRA6', 'OR5B2', 'NPHS2', 'OR6B1', 'PWRN2', 'SCGB1C1', 'OR2AG1', 'KRT39', 'PGM5-AS1', 'OR14C36', 'OR8G5', 'OR10A5', 'MOS', 'OR8S1', 'GOLGA8EP', 'DDI1', 'PRAMEF8', 'PSAPL1', 'ZNF735', 'ZAR1L', 'DNMT3L', 'OR10S1', 'TTTY15', 'CASC8', 'SNORA51', 'LOC391003', 'USP17L6P', 'TMEM252', 'RNASE8', 'FLJ25758', 'MS4A10', 'DNAJC5G', 'CRYAA', 'CCKBR', 'TFAMP1', 'SNORA54', 'MRGPRX1', 'OR52A5', 'TBC1D28', 'OR52A4P', 'SCARNA20', 'OR4A16', 'KRTAP19-1', 'PABPC1L2A', 'SYT10', 'IFITM5', 'C17ORF64', 'IFNA13', 'ACSM2A', 'MORC1', 'FAM24A', 'NPPC', 'TSPY1', 'CFC1B', 'TSPY2', 'HFE2', 'HAND1', 'LINC00207', 'DAZL', 'PAGE5', 'HMHB1', 'VRTN', 'TGIF2LX', 'FBP2', 'NPBWR2', 'ARL5C', 'OR2W1', 'OR51L1', 'OR2T29', 'KRTAP12-3', 'SNORA34', 'GHSR', 'OR52B4', 'PRAMEF5', 'KHDC1L', 'GDNF', 'EDDM3A', 'OR6S1', 'IGF2BP2-AS1', 'LOC727924', 'CRLF2', 'P2RX3', 'CYP3A4', 'SERPINB4', 'GAGE1', 'OR5H1', 'SNORD116-19', 'SLC25A3P1', 'LINC01020', 'TMIGD1', 'LOC391343', 'FGA', 'SCGB1A1', 'SDR16C6P', 'SYCP1', 'OR9A2', 'PRSS1', 'GAGE2D', 'HTR5A', 'C3ORF49', 'CRNN', 'TTTY2', 'SLC13A1', 'OTX2', 'PF4', 'OR4F15', 'OR6C74', 'GYS2', 'IQCF6', 'IL13', 'ANKRD18DP', 'C10ORF53', 'LINC00469', 'LINC00696', 'LINC00895', 'CYP11B2', 'ADAM18', 'TCP10L2', 'C17ORF78', 'SNORA5B', 'FMO6P', 'PLET1', 'SCARNA11', 'LY6G6D', 'CGB5', 'POTEH', 'CLCA4', 'PLG', 'SST', 'TPD52L3', 'ZNF479', 'OR8B3', 'TMPRSS11F', 'TAAR9', 'OR2A2', 'F13B', 'SNORD89', 'OR1S2', 'OR5H14', 'ZCCHC13', 'OLAH', 'OPRD1', 'OR4D6', 'NOX3', 'LEUTX', 'VWC2L', 'EPS8L3', 'RPL13AP17', 'RAX2', 'DPPA5', 'KRTAP4-5', 'OR5T2', 'PRDM14', 'LOC285627', 'TKTL2', 'C18ORF42', 'OR10V1', 'OR2G2', 'OR8A1', 'SNORA71A', 'ZPBP', 'GPR78', 'FCAMR', 'BEND2', 'ACTRT2', 'TSGA13', 'SLC1A6', 'TTTY14', 'CST11', 'SSX5', 'STATH', 'CT45A1', 'OR5H6', 'IL26', 'LIPN', 'SPANXA2', 'OR6M1', 'ASB17', 'LINC01205', 'OR9G4', 'ACTR3BP2', 'SNORA74A', 'BARHL2', 'OR8D4', 'RTP2', 'LMNTD1', 'KLK9', 'OR4C12', 'LCNL1', 'TMEM202', 'OR11H4', 'OR2L8', 'GAGE2B', 'LOC145845', 'HNRNPCL1', 'KRTAP21-2', 'SERPINB3', 'DEFB110', 'KRT85', 'PWAR4', 'MYBPC2', 'LOC646813', 'C2ORF83', 'GPR52', 'PROP1', 'SSX8', 'LPO', 'NCOR1P1', 'SPATA31C1', 'ANKUB1', 'LINC00488', 'GOT1L1', 'OR2M4', 'LOC100129935', 'USP26', 'OR4C16', 'LINC00934', 'ZIM3', 'BPIFA3', 'DYDC1', 'FAM27B', 'COL6A4P1', 'TEX13B', 'CABS1', 'UGT2A3', 'OR4D9', 'FAM138D', 'ZAR1', 'FOXN3-AS2', 'POTED', 'CPLX4', 'SYCN', 'OR2M7', 'GSTA5', 'HIST1H4F', 'OR2T35', 'DUXA', 'SLC32A1', 'OR4K17', 'SLC38A8', 'TBC1D3P2', 'LINC00114', 'HTR3E', 'C3ORF30', 'KRTAP19-2', 'ASB18', 'CLRN2', 'RGS8', 'TMEM72', 'RBPJL', 'TRHR', 'HBD', 'CTRB1', 'B3GNT6', 'GABRG3', 'DAOA', 'WFDC8', 'DEFB104A', 'FRMPD4', 'LINC01565', 'KRTAP6-1', 'KRTAP25-1', 'HSFY2', 'EPPIN', 'LINC00608', 'OR56A1', 'OR6Y1', 'OR7A17', 'OR8H2', 'IL31', 'FBXW12', 'ALLC', 'OR4K2', 'OR4X2', 'GRIN2B', 'PRAMEF20', 'OR8G2', 'MYF5', 'LINC01566', 'KIR3DL3', 'MMD2', 'ITIH1', 'MAGEB3', 'ABRA', 'TCERG1L', 'OR8J3', 'CYLC2', 'SLC25A31', 'FAM169B', 'LINC00113', 'LOC729609', 'BMP15', 'FAM74A3', 'CFHR4', 'DEFB126', 'DEFB129', 'DEFB134', 'OR6B3', 'OR2AT4', 'FAM170B', 'INS', 'RHAG', 'CT47A1', 'CSNK1A1P1', 'OTOP1', 'GAGE12F', 'SRY', 'NKAIN3', 'PSKH2', 'MYH1', 'CCK', 'TCP10', 'SNORA70B', 'OR52H1', 'CD200R1L', 'OR5P3', 'REG4', 'POU6F2', 'TRPV5', 'KRTAP10-3', 'GPRC6A', 'ODF3', 'SPINK1', 'SCARNA8', 'FTHL17', 'ZNF705A', 'HOXC12', 'OR6B2', 'AQP2', 'KRTAP11-1', 'OR10H2', 'OR51I2', 'SNORA47', 'ACOT12', 'LCN9', 'DISC2', 'GUCY2EP', 'FGF6', 'TFF2', 'CHIAP2', 'CXADRP2', 'SNORA38B', 'C20ORF166-AS1', 'SNORD94', 'TMEM88B', 'OR4S1', 'OR5M10', 'MGC27382', 'MBD3L5', 'CNTN5', 'PYDC2', 'SNORA59B', 'ENAM', 'FIGLA', 'CCDC37', 'PCGEM1', 'PSG11', 'OR5AN1', 'OR6F1', 'OR14I1', 'SNORD115-26', 'LOC392196', 'SNCB', 'PISRT1', 'BOLL', 'OR7C2', 'SPATA19', 'TTTY8', 'TTTY9B', 'NANOS2', 'AVPR1B', 'XAGE3', 'CNGB1', 'MOGAT3', 'OR2T12', 'NLRP8', 'KRTAP10-7', 'MAGEA1', 'SLC51B', 'CYP2C18', 'CNTNAP4', 'UGT1A4', 'TAS2R60', 'OPN1MW', 'RESP18', 'RPL3L', 'OACYLP', 'IHH', 'LRRTM1', 'SLC17A6', 'MAGEB6', 'SNAR-F', 'MAGEA5', 'CLEC4G', 'PRAMEF1', 'PRDM9', 'SPDYC', 'SPRR2C', 'GRK1', 'KRTAP2-1', 'DNTT', 'KRTAP19-6', 'FOXR1', 'OR6K6', 'APCS', 'SFTPC', 'BSX', 'NEU2', 'PAQR9', 'OR5M3', 'KCNIP4-IT1', 'SLC6A5', 'MUSK', 'PAPOLB', 'CNGA2', 'IL17F', 'SLC2A2', 'GOLGA6L1', 'C10ORF120', 'ZFY', 'F9', 'CALR3', 'ANP32D', 'KRTAP10-12', 'C11ORF94', 'CA6', 'APOA2', 'CCDC166', 'HAO1', 'LINC00304', 'DEFB123', 'PPIAL4E', 'KGFLP1', 'SFTPB', 'LINC00575', 'OR5M8', 'ALX4', 'DKFZP434K028', 'EPB42', 'HCRTR1', 'SPANXN3', 'IZUMO1R', 'KRT3', 'OR4D11', 'KRTAP3-2', 'OR52R1', 'SSX9', 'LELP1', 'CRYGB', 'FTMT', 'OTOL1', 'AWAT1', 'OR7E24', 'LINC00410', 'LINC01553', 'BTN1A1', 'KRT25', 'PLA2G12B', 'KRTAP10-11', 'SCN1A', 'OR1K1', 'C16ORF90', 'ANXA10', 'KRTAP13-1', 'GABRR3', 'PROKR2', 'CELA2B', 'MT4', 'OR12D2', 'C12ORF77', 'COX7B2', 'ALPPL2', 'ZNF679', 'FKBP6', 'FOXD4L3', 'IQCJ', 'OR1E2', 'LGALS14', 'OR4D5', 'TMEM14E', 'PRR32', 'OR2T10', 'HBE1', 'NXNL1', 'PRB4', 'LOC286238', 'LINC01591', 'AADACL3', 'PRAMEF16', 'AGXT2', 'AKR1C8P', 'TMPRSS11BNL', 'SCTR', 'BANF2', 'BTF3P11', 'RPS4Y2', 'CDX4', 'SLC36A3', 'CHAT', 'OR4K5', 'OR10W1', 'MTNR1B', 'YIPF7', 'SPACA3', 'LYZL1', 'TNP1', 'EPGN', 'NEUROD1', 'KRTAP9-2', 'SVOP', 'SLC5A8', 'ANGPTL3', 'SPRR2E', 'OR2G6', 'INSC', 'OR51B5', 'NCAN', 'OR7D4', 'OR2M3', 'PLCZ1', 'SLC10A1', 'LINC01142', 'DAW1', 'OR6A2', 'AADAC', 'NKX2-3', 'TRIM49', 'ACSM2B', 'GBA3', 'ITPK1-AS1', 'OCSTAMP', 'BCYRN1', 'CETN1', 'HIST1H3B', 'SNORA16B', 'GKN2', 'EDDM3B', 'PCSK2', 'HIST1H4B', 'FAM170A', 'HULC', 'LOC647859', 'MCF2', 'RSPH6A', 'C1ORF141', 'C1ORF94', 'OR5B17', 'OR4D10', 'CTRC', 'KRTAP1-3', 'SLC9C1', 'PTH2', 'BET1P1', 'SHH', 'GPHA2', 'OR10AG1', 'C12ORF50', 'ZSCAN10', 'LHX3', 'OR10G8', 'PRAC1', 'PSG4', 'DEFB119', 'HS3ST4', 'PRG1', 'IL3', 'GUCY2F', 'DMRT1', 'LINC00520', 'OR1M1', 'OR1N1', 'OR1S1', 'NLRP13', 'UGT2B28', 'FAM47C', 'MMP23A', 'KRT71', 'TDRG1', 'FAM138B', 'NXPE1', 'FAM150A', 'AMER3', 'PCDH8', 'GCGR', 'NPSR1-AS1', 'ARL13A', 'DRD3', 'HSD52', 'TARM1', 'TCEB3C', 'LINC00202-2', 'SH2D7', 'IGFBP1', 'OR5E1P', 'OR2B3', 'OR5H2', 'SNORA27', 'SLCO6A1', 'CALCB', 'TMEM8C', 'GABRA4', 'SNORD15B', 'LINC00479', 'LOC284798', 'CHRNB3', 'HGC6.3', 'CCKAR', 'XKR7', 'ISL1', 'MRGPRG-AS1', 'CGB8', 'SNORA36B', 'LINC00523', 'MYH7', 'CGB2', 'GUCA1C', 'NEUROG3', 'PRSS57', 'FAM71B', 'VWA5B1', 'PROKR1', 'SLCO1B7', 'VGLL2', 'UBE2DNL', 'NKX6-2', 'PRKY', 'CACNG7', 'GH1', 'CCER1', 'PPP1R2P9', 'TRPM3', 'C7ORF72', 'IL36A', 'BPIFB4', 'UGT2B10', 'USP50', 'MTVR2', 'MUC13', 'LINC00032', 'FGF23', 'OR4K1', 'KRTAP12-2', 'OR52N2', 'DEFB118', 'KRTAP1-5', 'DEFB115', 'AIRE', 'RNF151', 'EXD1', 'FGF16', 'APOA5', 'PASD1', 'SNORA77', 'OR2A14', 'POU4F3', 'SYT14P1', 'HTR1A', 'FMO9P', 'SNORD97', 'ZFAT-AS1', 'B4GALNT2', 'OLFM3', 'HMSD', 'OR2B11', 'FOXE3', 'OR10K1', 'LINC00923', 'OR1L4', 'DSCR10', 'KDM5D', 'ANKRD34C', 'CHRNA9', 'DPRX', 'POU4F2', 'KRTAP3-3', 'MYADML', 'SFTA3', 'OR52K2', 'HCRTR2', 'PTCHD3', 'LINC00710', 'OR1L1', 'MEP1A', 'FAM9B', 'SNORA2B', 'MAGEA9B', 'KRTAP12-1', 'LINC00964', 'OTC', 'GPR148', 'MYH16', 'PACRG-AS1', 'C12ORF42', 'ITLN2', 'OTOR', 'SPATA3', 'OR10AD1', 'HIST1H3F', 'LOC100129055', 'PLD5', 'LOC100132831', 'FAM83A-AS1', 'ARID3C', 'IGLL1', 'C11ORF87', 'MYL1', 'LINC00052', 'OVCH1', 'NPSR1', 'CLEC18C', 'MIR1-1HG', 'TMSB4Y', 'POM121L2', 'HRK', 'CDH10', 'VIL1', 'CLEC4M', 'SNORA64', 'SLC39A12', 'VCX3A', 'CLRN1-AS1', 'OR51F2', 'CMTM5', 'PSG3', 'HTR4', 'HPVC1', 'OR2M2', 'LOC100130264', 'C4ORF50', 'SOX3', 'HIST2H2AB', 'C7ORF57', 'ATOH7', 'AATK-AS1', 'CPA2', 'SPINK14', 'FERD3L', 'TSNAX-DISC1', 'H3F3AP5', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12177449909053428
		RMSE:  1.1951653206606205
		NRMSE:  0.20089175544360185
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11829904064371455
		RMSE:  1.227018913081223
		NRMSE:  0.19873326310796913
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  5.337739660260673e-15
		NRMSE:  8.972046560537665e-16
		MAPE:  4.220481444560227e-12
		Pearson Correlation:  0.40886723227067506
		Spearman Correlation:  0.3607062725587748
		Coefficient of Determination:  -1.4183278646880533
		RMSE:  1.8043877530734578
		NRMSE:  0.2922464048902623
		MAPE:  793.7362348998103

	Predictor:  ElasticNet
		Pearson Correlation:  0.909139748848752
		Spearman Correlation:  0.8824165397597172
		Coefficient of Determination:  0.7972576514292677
		RMSE:  0.5080979444983691
		NRMSE:  0.08540466012780816
		MAPE:  241.57957940605752
		Pearson Correlation:  0.5460718714935495
		Spearman Correlation:  0.5058628426494977
		Coefficient of Determination:  0.262736923043825
		RMSE:  0.9962848424589645
		NRMSE:  0.16136258016568375
		MAPE:  379.65950776766067

	Predictor:  RandomForests
		Pearson Correlation:  0.7410476373786478
		Spearman Correlation:  0.6671420838499043
		Coefficient of Determination:  0.5445596962678452
		RMSE:  0.7615368647578079
		NRMSE:  0.12800444838179414
		MAPE:  228.0975686833993
		Pearson Correlation:  0.7450901497568989
		Spearman Correlation:  0.7196517412935325
		Coefficient of Determination:  0.5514414551326716
		RMSE:  0.7771088374489301
		NRMSE:  0.12586389126509184
		MAPE:  124.2908335586383

Protein:  CDH2
x_train_column_count:  500
x_train columns:  ['BCORP1', 'OR5A1', 'CT45A6', 'MS4A5', 'DEFB124', 'OR8K3', 'SNAR-G1', 'OR9K2', 'OR7G3', 'OR52A1', 'MROH5', 'FAM92A1P2', 'SNORA36A', 'HES3', 'TAAR8', 'GJA8', 'TBC1D21', 'SNAR-E', 'OR8I2', 'DEFB113', 'FAM41AY1', 'SNAR-I', 'SNORA58', 'C11ORF40', 'OR51A2', 'CSN2', 'GJA10', 'SMR3B', 'SNORD8', 'CPN1', 'SNAR-A13', 'LRTM1', 'ZNRF4', 'TTTY21', 'LINC00326', 'TMEM247', 'SCP2D1', 'CCDC38', 'ST8SIA3', 'CT47B1', 'C17ORF102', 'SPRR2G', 'CEACAM20', 'ESX1', 'LINC00305', 'SNORA55', 'HYALP1', 'H1FOO', 'FAM224B', 'ANXA8L1', 'SCARNA4', 'GNAT3', 'OR6T1', 'CT47A6', 'CT47A7', 'SPANXN4', 'LINC00671', 'OR7G2', 'KRTAP6-2', 'HIST1H4G', 'OR8H1', 'OC90', 'CFHR2', 'PSG1', 'OR8B8', 'C12ORF40', 'ASB11', 'OR4A47', 'CA5A', 'OR5K3', 'SSX6', 'FAM25BP', 'OR10G4', 'SEC14L3', 'OR10T2', 'SNORA22', 'CCL15-CCL14', 'SCARNA14', 'EIF1AY', 'SNORD115-7', 'GLYCAM1', 'OR4S2', 'KRTAP19-5', 'SPATA31A3', 'SPAM1', 'CD5L', 'LYPD8', 'OR13C9', 'CLCA1', 'NMS', 'C1ORF105', 'SNORD15A', 'SNORA28', 'OR6C2', 'KLHL40', 'SCARNA22', 'BTNL3', 'CST13P', 'CSH2', 'LRRC7', 'KCNU1', 'SNORA20', 'SOX1', 'PLSCR5', 'GPR50', 'LILRP2', 'OR11L1', 'GJD2', 'VSTM2B', 'IFNA14', 'C22ORF42', 'CT47A11', 'LINC00314', 'OR2L2', 'CELA2A', 'SNORA24', 'CXORF51A', 'BRDTP1', 'MAGEB10', 'OR4B1', 'HHLA1', 'HBBP1', 'FAM153C', 'IQCF2', 'TEX33', 'SLC5A7', 'PLA2G2F', 'IGFL4', 'MC2R', 'SOST', 'PPBPP1', 'C4ORF51', 'OR6C4', 'SPRR4', 'NKX2-6', 'PRB1', 'CD300LD', 'OR1B1', 'PIWIL3', 'GPR151', 'RAB9BP1', 'AKAP14', 'DUSP21', 'PRSS3P2', 'TXLNGY', 'OR11H6', 'GABRA6', 'OR5B2', 'NPHS2', 'OR6B1', 'PWRN2', 'SCGB1C1', 'OR2AG1', 'KRT39', 'PGM5-AS1', 'OR14C36', 'OR8G5', 'OR10A5', 'MOS', 'OR8S1', 'GOLGA8EP', 'DDI1', 'PRAMEF8', 'PSAPL1', 'ZNF735', 'ZAR1L', 'DNMT3L', 'OR10S1', 'TTTY15', 'CASC8', 'SNORA51', 'LOC391003', 'USP17L6P', 'TMEM252', 'RNASE8', 'FLJ25758', 'MS4A10', 'DNAJC5G', 'CRYAA', 'CCKBR', 'TFAMP1', 'SNORA54', 'MRGPRX1', 'OR52A5', 'TBC1D28', 'OR52A4P', 'SCARNA20', 'OR4A16', 'KRTAP19-1', 'PABPC1L2A', 'SYT10', 'IFITM5', 'C17ORF64', 'IFNA13', 'ACSM2A', 'MORC1', 'FAM24A', 'NPPC', 'TSPY1', 'CFC1B', 'TSPY2', 'HFE2', 'HAND1', 'LINC00207', 'DAZL', 'PAGE5', 'HMHB1', 'VRTN', 'TGIF2LX', 'FBP2', 'NPBWR2', 'ARL5C', 'OR2W1', 'OR51L1', 'OR2T29', 'KRTAP12-3', 'SNORA34', 'GHSR', 'OR52B4', 'PRAMEF5', 'KHDC1L', 'GDNF', 'EDDM3A', 'OR6S1', 'IGF2BP2-AS1', 'LOC727924', 'CRLF2', 'P2RX3', 'CYP3A4', 'SERPINB4', 'GAGE1', 'OR5H1', 'SNORD116-19', 'SLC25A3P1', 'LINC01020', 'TMIGD1', 'LOC391343', 'FGA', 'SCGB1A1', 'SDR16C6P', 'SYCP1', 'OR9A2', 'PRSS1', 'GAGE2D', 'HTR5A', 'C3ORF49', 'CRNN', 'TTTY2', 'SLC13A1', 'OTX2', 'PF4', 'OR4F15', 'OR6C74', 'GYS2', 'IQCF6', 'IL13', 'ANKRD18DP', 'C10ORF53', 'LINC00469', 'LINC00696', 'LINC00895', 'CYP11B2', 'ADAM18', 'TCP10L2', 'C17ORF78', 'SNORA5B', 'FMO6P', 'PLET1', 'SCARNA11', 'LY6G6D', 'CGB5', 'POTEH', 'CLCA4', 'PLG', 'SST', 'TPD52L3', 'ZNF479', 'OR8B3', 'TMPRSS11F', 'TAAR9', 'OR2A2', 'F13B', 'SNORD89', 'OR1S2', 'OR5H14', 'ZCCHC13', 'OLAH', 'OPRD1', 'OR4D6', 'NOX3', 'LEUTX', 'VWC2L', 'EPS8L3', 'RPL13AP17', 'RAX2', 'DPPA5', 'KRTAP4-5', 'OR5T2', 'PRDM14', 'LOC285627', 'TKTL2', 'C18ORF42', 'OR10V1', 'OR2G2', 'OR8A1', 'SNORA71A', 'ZPBP', 'GPR78', 'FCAMR', 'BEND2', 'ACTRT2', 'TSGA13', 'SLC1A6', 'TTTY14', 'CST11', 'SSX5', 'STATH', 'CT45A1', 'OR5H6', 'IL26', 'LIPN', 'SPANXA2', 'OR6M1', 'ASB17', 'LINC01205', 'OR9G4', 'ACTR3BP2', 'SNORA74A', 'BARHL2', 'OR8D4', 'RTP2', 'LMNTD1', 'KLK9', 'OR4C12', 'LCNL1', 'TMEM202', 'OR11H4', 'OR2L8', 'GAGE2B', 'LOC145845', 'HNRNPCL1', 'KRTAP21-2', 'SERPINB3', 'DEFB110', 'KRT85', 'PWAR4', 'MYBPC2', 'LOC646813', 'C2ORF83', 'GPR52', 'PROP1', 'SSX8', 'LPO', 'NCOR1P1', 'SPATA31C1', 'ANKUB1', 'LINC00488', 'GOT1L1', 'OR2M4', 'LOC100129935', 'USP26', 'OR4C16', 'LINC00934', 'ZIM3', 'BPIFA3', 'DYDC1', 'FAM27B', 'COL6A4P1', 'TEX13B', 'CABS1', 'UGT2A3', 'OR4D9', 'FAM138D', 'ZAR1', 'FOXN3-AS2', 'POTED', 'CPLX4', 'SYCN', 'OR2M7', 'GSTA5', 'HIST1H4F', 'OR2T35', 'DUXA', 'SLC32A1', 'OR4K17', 'SLC38A8', 'TBC1D3P2', 'LINC00114', 'HTR3E', 'C3ORF30', 'KRTAP19-2', 'ASB18', 'CLRN2', 'RGS8', 'TMEM72', 'RBPJL', 'TRHR', 'HBD', 'CTRB1', 'B3GNT6', 'GABRG3', 'DAOA', 'WFDC8', 'DEFB104A', 'FRMPD4', 'LINC01565', 'KRTAP6-1', 'KRTAP25-1', 'HSFY2', 'EPPIN', 'LINC00608', 'OR56A1', 'OR6Y1', 'OR7A17', 'OR8H2', 'IL31', 'FBXW12', 'ALLC', 'OR4K2', 'OR4X2', 'GRIN2B', 'PRAMEF20', 'OR8G2', 'MYF5', 'LINC01566', 'KIR3DL3', 'MMD2', 'ITIH1', 'MAGEB3', 'ABRA', 'TCERG1L', 'OR8J3', 'CYLC2', 'SLC25A31', 'FAM169B', 'LINC00113', 'LOC729609', 'BMP15', 'FAM74A3', 'CFHR4', 'DEFB126', 'DEFB129', 'DEFB134', 'OR6B3', 'OR2AT4', 'FAM170B', 'INS', 'RHAG', 'CT47A1', 'CSNK1A1P1', 'OTOP1', 'GAGE12F', 'SRY', 'NKAIN3', 'PSKH2', 'MYH1', 'CCK', 'TCP10', 'SNORA70B', 'OR52H1', 'CD200R1L', 'OR5P3', 'REG4', 'POU6F2', 'TRPV5', 'KRTAP10-3', 'GPRC6A', 'ODF3', 'SPINK1', 'SCARNA8', 'FTHL17', 'ZNF705A', 'HOXC12', 'OR6B2', 'AQP2', 'KRTAP11-1', 'OR10H2', 'OR51I2', 'SNORA47', 'ACOT12', 'LCN9', 'DISC2', 'GUCY2EP', 'FGF6', 'TFF2', 'CHIAP2', 'CXADRP2', 'SNORA38B', 'C20ORF166-AS1', 'SNORD94', 'TMEM88B', 'OR4S1', 'OR5M10', 'MGC27382', 'MBD3L5', 'CNTN5', 'PYDC2', 'SNORA59B', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004084060130477685
		RMSE:  0.37195168053170635
		NRMSE:  0.13741024893390016
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006474841096328898
		RMSE:  0.3763274359057868
		NRMSE:  0.1942134674644098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  LinearRegression
		Pearson Correlation:  0.9579967745065195
		Spearman Correlation:  0.9351227550723904
		Coefficient of Determination:  0.917744117341004
		RMSE:  0.10645963489061067
		NRMSE:  0.039329422872398996
		MAPE:  318.85264617922405
		Pearson Correlation:  -0.08619926139254135
		Spearman Correlation:  0.1324748804994635
		Coefficient of Determination:  -3.684167778472828e+25
		RMSE:  2276848425775.5776
		NRMSE:  1175026281558.3308
		MAPE:  120602204608632.17

	Predictor:  ElasticNet
		Pearson Correlation:  0.7077379168202259
		Spearman Correlation:  0.6835614497592503
		Coefficient of Determination:  0.43757846828761926
		RMSE:  0.27837642829341047
		NRMSE:  0.10284070838031027
		MAPE:  577.6543033319226
		Pearson Correlation:  0.24655401533451185
		Spearman Correlation:  0.242483660130719
		Coefficient of Determination:  0.059032858483246464
		RMSE:  0.36387452278279764
		NRMSE:  0.187786820861226
		MAPE:  112.54157718080768

	Predictor:  RandomForests
		Pearson Correlation:  0.4972121396677837
		Spearman Correlation:  0.475211979451222
		Coefficient of Determination:  0.13795036275527695
		RMSE:  0.34464154269642977
		NRMSE:  0.1273210544638013
		MAPE:  314.3476152344889
		Pearson Correlation:  -0.07025032758079737
		Spearman Correlation:  0.10577016876402302
		Coefficient of Determination:  -0.02464953770560019
		RMSE:  0.37971005175343414
		NRMSE:  0.19595915350850707
		MAPE:  100.3223933702918

Protein:  CDH3
x_train_column_count:  76
x_train columns:  ['BCORP1', 'OR5A1', 'CT45A6', 'MS4A5', 'DEFB124', 'OR8K3', 'SNAR-G1', 'OR9K2', 'OR7G3', 'OR52A1', 'MROH5', 'FAM92A1P2', 'SNORA36A', 'HES3', 'TAAR8', 'GJA8', 'TBC1D21', 'SNAR-E', 'OR8I2', 'DEFB113', 'FAM41AY1', 'SNAR-I', 'SNORA58', 'C11ORF40', 'OR51A2', 'CSN2', 'GJA10', 'SMR3B', 'SNORD8', 'CPN1', 'SNAR-A13', 'LRTM1', 'ZNRF4', 'TTTY21', 'LINC00326', 'TMEM247', 'SCP2D1', 'CCDC38', 'ST8SIA3', 'CT47B1', 'C17ORF102', 'SPRR2G', 'CEACAM20', 'ESX1', 'LINC00305', 'SNORA55', 'HYALP1', 'H1FOO', 'FAM224B', 'ANXA8L1', 'SCARNA4', 'GNAT3', 'OR6T1', 'CT47A6', 'CT47A7', 'SPANXN4', 'LINC00671', 'OR7G2', 'KRTAP6-2', 'HIST1H4G', 'OR8H1', 'OC90', 'CFHR2', 'PSG1', 'OR8B8', 'C12ORF40', 'ASB11', 'OR4A47', 'CA5A', 'OR5K3', 'SSX6', 'FAM25BP', 'OR10G4', 'SEC14L3', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003025178489952651
		RMSE:  0.20883135309817671
		NRMSE:  0.14651130458142275
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.766266116724594e-05
		RMSE:  0.2045852237570374
		NRMSE:  0.1565890990172577
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  LinearRegression
		Pearson Correlation:  0.43278986138339814
		Spearman Correlation:  0.44215171137143566
		Coefficient of Determination:  0.18730699337493562
		RMSE:  0.18823192460131863
		NRMSE:  0.1320592163392537
		MAPE:  354.06981138329917
		Pearson Correlation:  0.24991369470415462
		Spearman Correlation:  0.3334503950834065
		Coefficient of Determination:  0.02466587101137041
		RMSE:  0.20204050863889084
		NRMSE:  0.1546413794298481
		MAPE:  287.5387909656434

	Predictor:  ElasticNet
		Pearson Correlation:  0.3629295681997352
		Spearman Correlation:  0.3661702358859396
		Coefficient of Determination:  0.11311169355972728
		RMSE:  0.19663665865530078
		NRMSE:  0.1379557856648852
		MAPE:  243.52334293972325
		Pearson Correlation:  0.41692256720964566
		Spearman Correlation:  0.4866500829187396
		Coefficient of Determination:  0.13823112927037606
		RMSE:  0.1899140710862966
		NRMSE:  0.14535982968848044
		MAPE:  172.97383633669517

	Predictor:  RandomForests
		Pearson Correlation:  0.4591390288569147
		Spearman Correlation:  0.4645694038034905
		Coefficient of Determination:  0.18348616280320207
		RMSE:  0.18867388666154866
		NRMSE:  0.1323692868198551
		MAPE:  438.6228920321647
		Pearson Correlation:  0.45227375643864665
		Spearman Correlation:  0.49893887025174855
		Coefficient of Determination:  0.182559718194804
		RMSE:  0.18496508655234523
		NRMSE:  0.14157188735818724
		MAPE:  318.7323231505084

Protein:  PTEN
x_train_column_count:  887
x_train columns:  ['BCORP1', 'OR5A1', 'CT45A6', 'MS4A5', 'DEFB124', 'OR8K3', 'SNAR-G1', 'OR9K2', 'OR7G3', 'OR52A1', 'MROH5', 'FAM92A1P2', 'SNORA36A', 'HES3', 'TAAR8', 'GJA8', 'TBC1D21', 'SNAR-E', 'OR8I2', 'DEFB113', 'FAM41AY1', 'SNAR-I', 'SNORA58', 'C11ORF40', 'OR51A2', 'CSN2', 'GJA10', 'SMR3B', 'SNORD8', 'CPN1', 'SNAR-A13', 'LRTM1', 'ZNRF4', 'TTTY21', 'LINC00326', 'TMEM247', 'SCP2D1', 'CCDC38', 'ST8SIA3', 'CT47B1', 'C17ORF102', 'SPRR2G', 'CEACAM20', 'ESX1', 'LINC00305', 'SNORA55', 'HYALP1', 'H1FOO', 'FAM224B', 'ANXA8L1', 'SCARNA4', 'GNAT3', 'OR6T1', 'CT47A6', 'CT47A7', 'SPANXN4', 'LINC00671', 'OR7G2', 'KRTAP6-2', 'HIST1H4G', 'OR8H1', 'OC90', 'CFHR2', 'PSG1', 'OR8B8', 'C12ORF40', 'ASB11', 'OR4A47', 'CA5A', 'OR5K3', 'SSX6', 'FAM25BP', 'OR10G4', 'SEC14L3', 'OR10T2', 'SNORA22', 'CCL15-CCL14', 'SCARNA14', 'EIF1AY', 'SNORD115-7', 'GLYCAM1', 'OR4S2', 'KRTAP19-5', 'SPATA31A3', 'SPAM1', 'CD5L', 'LYPD8', 'OR13C9', 'CLCA1', 'NMS', 'C1ORF105', 'SNORD15A', 'SNORA28', 'OR6C2', 'KLHL40', 'SCARNA22', 'BTNL3', 'CST13P', 'CSH2', 'LRRC7', 'KCNU1', 'SNORA20', 'SOX1', 'PLSCR5', 'GPR50', 'LILRP2', 'OR11L1', 'GJD2', 'VSTM2B', 'IFNA14', 'C22ORF42', 'CT47A11', 'LINC00314', 'OR2L2', 'CELA2A', 'SNORA24', 'CXORF51A', 'BRDTP1', 'MAGEB10', 'OR4B1', 'HHLA1', 'HBBP1', 'FAM153C', 'IQCF2', 'TEX33', 'SLC5A7', 'PLA2G2F', 'IGFL4', 'MC2R', 'SOST', 'PPBPP1', 'C4ORF51', 'OR6C4', 'SPRR4', 'NKX2-6', 'PRB1', 'CD300LD', 'OR1B1', 'PIWIL3', 'GPR151', 'RAB9BP1', 'AKAP14', 'DUSP21', 'PRSS3P2', 'TXLNGY', 'OR11H6', 'GABRA6', 'OR5B2', 'NPHS2', 'OR6B1', 'PWRN2', 'SCGB1C1', 'OR2AG1', 'KRT39', 'PGM5-AS1', 'OR14C36', 'OR8G5', 'OR10A5', 'MOS', 'OR8S1', 'GOLGA8EP', 'DDI1', 'PRAMEF8', 'PSAPL1', 'ZNF735', 'ZAR1L', 'DNMT3L', 'OR10S1', 'TTTY15', 'CASC8', 'SNORA51', 'LOC391003', 'USP17L6P', 'TMEM252', 'RNASE8', 'FLJ25758', 'MS4A10', 'DNAJC5G', 'CRYAA', 'CCKBR', 'TFAMP1', 'SNORA54', 'MRGPRX1', 'OR52A5', 'TBC1D28', 'OR52A4P', 'SCARNA20', 'OR4A16', 'KRTAP19-1', 'PABPC1L2A', 'SYT10', 'IFITM5', 'C17ORF64', 'IFNA13', 'ACSM2A', 'MORC1', 'FAM24A', 'NPPC', 'TSPY1', 'CFC1B', 'TSPY2', 'HFE2', 'HAND1', 'LINC00207', 'DAZL', 'PAGE5', 'HMHB1', 'VRTN', 'TGIF2LX', 'FBP2', 'NPBWR2', 'ARL5C', 'OR2W1', 'OR51L1', 'OR2T29', 'KRTAP12-3', 'SNORA34', 'GHSR', 'OR52B4', 'PRAMEF5', 'KHDC1L', 'GDNF', 'EDDM3A', 'OR6S1', 'IGF2BP2-AS1', 'LOC727924', 'CRLF2', 'P2RX3', 'CYP3A4', 'SERPINB4', 'GAGE1', 'OR5H1', 'SNORD116-19', 'SLC25A3P1', 'LINC01020', 'TMIGD1', 'LOC391343', 'FGA', 'SCGB1A1', 'SDR16C6P', 'SYCP1', 'OR9A2', 'PRSS1', 'GAGE2D', 'HTR5A', 'C3ORF49', 'CRNN', 'TTTY2', 'SLC13A1', 'OTX2', 'PF4', 'OR4F15', 'OR6C74', 'GYS2', 'IQCF6', 'IL13', 'ANKRD18DP', 'C10ORF53', 'LINC00469', 'LINC00696', 'LINC00895', 'CYP11B2', 'ADAM18', 'TCP10L2', 'C17ORF78', 'SNORA5B', 'FMO6P', 'PLET1', 'SCARNA11', 'LY6G6D', 'CGB5', 'POTEH', 'CLCA4', 'PLG', 'SST', 'TPD52L3', 'ZNF479', 'OR8B3', 'TMPRSS11F', 'TAAR9', 'OR2A2', 'F13B', 'SNORD89', 'OR1S2', 'OR5H14', 'ZCCHC13', 'OLAH', 'OPRD1', 'OR4D6', 'NOX3', 'LEUTX', 'VWC2L', 'EPS8L3', 'RPL13AP17', 'RAX2', 'DPPA5', 'KRTAP4-5', 'OR5T2', 'PRDM14', 'LOC285627', 'TKTL2', 'C18ORF42', 'OR10V1', 'OR2G2', 'OR8A1', 'SNORA71A', 'ZPBP', 'GPR78', 'FCAMR', 'BEND2', 'ACTRT2', 'TSGA13', 'SLC1A6', 'TTTY14', 'CST11', 'SSX5', 'STATH', 'CT45A1', 'OR5H6', 'IL26', 'LIPN', 'SPANXA2', 'OR6M1', 'ASB17', 'LINC01205', 'OR9G4', 'ACTR3BP2', 'SNORA74A', 'BARHL2', 'OR8D4', 'RTP2', 'LMNTD1', 'KLK9', 'OR4C12', 'LCNL1', 'TMEM202', 'OR11H4', 'OR2L8', 'GAGE2B', 'LOC145845', 'HNRNPCL1', 'KRTAP21-2', 'SERPINB3', 'DEFB110', 'KRT85', 'PWAR4', 'MYBPC2', 'LOC646813', 'C2ORF83', 'GPR52', 'PROP1', 'SSX8', 'LPO', 'NCOR1P1', 'SPATA31C1', 'ANKUB1', 'LINC00488', 'GOT1L1', 'OR2M4', 'LOC100129935', 'USP26', 'OR4C16', 'LINC00934', 'ZIM3', 'BPIFA3', 'DYDC1', 'FAM27B', 'COL6A4P1', 'TEX13B', 'CABS1', 'UGT2A3', 'OR4D9', 'FAM138D', 'ZAR1', 'FOXN3-AS2', 'POTED', 'CPLX4', 'SYCN', 'OR2M7', 'GSTA5', 'HIST1H4F', 'OR2T35', 'DUXA', 'SLC32A1', 'OR4K17', 'SLC38A8', 'TBC1D3P2', 'LINC00114', 'HTR3E', 'C3ORF30', 'KRTAP19-2', 'ASB18', 'CLRN2', 'RGS8', 'TMEM72', 'RBPJL', 'TRHR', 'HBD', 'CTRB1', 'B3GNT6', 'GABRG3', 'DAOA', 'WFDC8', 'DEFB104A', 'FRMPD4', 'LINC01565', 'KRTAP6-1', 'KRTAP25-1', 'HSFY2', 'EPPIN', 'LINC00608', 'OR56A1', 'OR6Y1', 'OR7A17', 'OR8H2', 'IL31', 'FBXW12', 'ALLC', 'OR4K2', 'OR4X2', 'GRIN2B', 'PRAMEF20', 'OR8G2', 'MYF5', 'LINC01566', 'KIR3DL3', 'MMD2', 'ITIH1', 'MAGEB3', 'ABRA', 'TCERG1L', 'OR8J3', 'CYLC2', 'SLC25A31', 'FAM169B', 'LINC00113', 'LOC729609', 'BMP15', 'FAM74A3', 'CFHR4', 'DEFB126', 'DEFB129', 'DEFB134', 'OR6B3', 'OR2AT4', 'FAM170B', 'INS', 'RHAG', 'CT47A1', 'CSNK1A1P1', 'OTOP1', 'GAGE12F', 'SRY', 'NKAIN3', 'PSKH2', 'MYH1', 'CCK', 'TCP10', 'SNORA70B', 'OR52H1', 'CD200R1L', 'OR5P3', 'REG4', 'POU6F2', 'TRPV5', 'KRTAP10-3', 'GPRC6A', 'ODF3', 'SPINK1', 'SCARNA8', 'FTHL17', 'ZNF705A', 'HOXC12', 'OR6B2', 'AQP2', 'KRTAP11-1', 'OR10H2', 'OR51I2', 'SNORA47', 'ACOT12', 'LCN9', 'DISC2', 'GUCY2EP', 'FGF6', 'TFF2', 'CHIAP2', 'CXADRP2', 'SNORA38B', 'C20ORF166-AS1', 'SNORD94', 'TMEM88B', 'OR4S1', 'OR5M10', 'MGC27382', 'MBD3L5', 'CNTN5', 'PYDC2', 'SNORA59B', 'ENAM', 'FIGLA', 'CCDC37', 'PCGEM1', 'PSG11', 'OR5AN1', 'OR6F1', 'OR14I1', 'SNORD115-26', 'LOC392196', 'SNCB', 'PISRT1', 'BOLL', 'OR7C2', 'SPATA19', 'TTTY8', 'TTTY9B', 'NANOS2', 'AVPR1B', 'XAGE3', 'CNGB1', 'MOGAT3', 'OR2T12', 'NLRP8', 'KRTAP10-7', 'MAGEA1', 'SLC51B', 'CYP2C18', 'CNTNAP4', 'UGT1A4', 'TAS2R60', 'OPN1MW', 'RESP18', 'RPL3L', 'OACYLP', 'IHH', 'LRRTM1', 'SLC17A6', 'MAGEB6', 'SNAR-F', 'MAGEA5', 'CLEC4G', 'PRAMEF1', 'PRDM9', 'SPDYC', 'SPRR2C', 'GRK1', 'KRTAP2-1', 'DNTT', 'KRTAP19-6', 'FOXR1', 'OR6K6', 'APCS', 'SFTPC', 'BSX', 'NEU2', 'PAQR9', 'OR5M3', 'KCNIP4-IT1', 'SLC6A5', 'MUSK', 'PAPOLB', 'CNGA2', 'IL17F', 'SLC2A2', 'GOLGA6L1', 'C10ORF120', 'ZFY', 'F9', 'CALR3', 'ANP32D', 'KRTAP10-12', 'C11ORF94', 'CA6', 'APOA2', 'CCDC166', 'HAO1', 'LINC00304', 'DEFB123', 'PPIAL4E', 'KGFLP1', 'SFTPB', 'LINC00575', 'OR5M8', 'ALX4', 'DKFZP434K028', 'EPB42', 'HCRTR1', 'SPANXN3', 'IZUMO1R', 'KRT3', 'OR4D11', 'KRTAP3-2', 'OR52R1', 'SSX9', 'LELP1', 'CRYGB', 'FTMT', 'OTOL1', 'AWAT1', 'OR7E24', 'LINC00410', 'LINC01553', 'BTN1A1', 'KRT25', 'PLA2G12B', 'KRTAP10-11', 'SCN1A', 'OR1K1', 'C16ORF90', 'ANXA10', 'KRTAP13-1', 'GABRR3', 'PROKR2', 'CELA2B', 'MT4', 'OR12D2', 'C12ORF77', 'COX7B2', 'ALPPL2', 'ZNF679', 'FKBP6', 'FOXD4L3', 'IQCJ', 'OR1E2', 'LGALS14', 'OR4D5', 'TMEM14E', 'PRR32', 'OR2T10', 'HBE1', 'NXNL1', 'PRB4', 'LOC286238', 'LINC01591', 'AADACL3', 'PRAMEF16', 'AGXT2', 'AKR1C8P', 'TMPRSS11BNL', 'SCTR', 'BANF2', 'BTF3P11', 'RPS4Y2', 'CDX4', 'SLC36A3', 'CHAT', 'OR4K5', 'OR10W1', 'MTNR1B', 'YIPF7', 'SPACA3', 'LYZL1', 'TNP1', 'EPGN', 'NEUROD1', 'KRTAP9-2', 'SVOP', 'SLC5A8', 'ANGPTL3', 'SPRR2E', 'OR2G6', 'INSC', 'OR51B5', 'NCAN', 'OR7D4', 'OR2M3', 'PLCZ1', 'SLC10A1', 'LINC01142', 'DAW1', 'OR6A2', 'AADAC', 'NKX2-3', 'TRIM49', 'ACSM2B', 'GBA3', 'ITPK1-AS1', 'OCSTAMP', 'BCYRN1', 'CETN1', 'HIST1H3B', 'SNORA16B', 'GKN2', 'EDDM3B', 'PCSK2', 'HIST1H4B', 'FAM170A', 'HULC', 'LOC647859', 'MCF2', 'RSPH6A', 'C1ORF141', 'C1ORF94', 'OR5B17', 'OR4D10', 'CTRC', 'KRTAP1-3', 'SLC9C1', 'PTH2', 'BET1P1', 'SHH', 'GPHA2', 'OR10AG1', 'C12ORF50', 'ZSCAN10', 'LHX3', 'OR10G8', 'PRAC1', 'PSG4', 'DEFB119', 'HS3ST4', 'PRG1', 'IL3', 'GUCY2F', 'DMRT1', 'LINC00520', 'OR1M1', 'OR1N1', 'OR1S1', 'NLRP13', 'UGT2B28', 'FAM47C', 'MMP23A', 'KRT71', 'TDRG1', 'FAM138B', 'NXPE1', 'FAM150A', 'AMER3', 'PCDH8', 'GCGR', 'NPSR1-AS1', 'ARL13A', 'DRD3', 'HSD52', 'TARM1', 'TCEB3C', 'LINC00202-2', 'SH2D7', 'IGFBP1', 'OR5E1P', 'OR2B3', 'OR5H2', 'SNORA27', 'SLCO6A1', 'CALCB', 'TMEM8C', 'GABRA4', 'SNORD15B', 'LINC00479', 'LOC284798', 'CHRNB3', 'HGC6.3', 'CCKAR', 'XKR7', 'ISL1', 'MRGPRG-AS1', 'CGB8', 'SNORA36B', 'LINC00523', 'MYH7', 'CGB2', 'GUCA1C', 'NEUROG3', 'PRSS57', 'FAM71B', 'VWA5B1', 'PROKR1', 'SLCO1B7', 'VGLL2', 'UBE2DNL', 'NKX6-2', 'PRKY', 'CACNG7', 'GH1', 'CCER1', 'PPP1R2P9', 'TRPM3', 'C7ORF72', 'IL36A', 'BPIFB4', 'UGT2B10', 'USP50', 'MTVR2', 'MUC13', 'LINC00032', 'FGF23', 'OR4K1', 'KRTAP12-2', 'OR52N2', 'DEFB118', 'KRTAP1-5', 'DEFB115', 'AIRE', 'RNF151', 'EXD1', 'FGF16', 'APOA5', 'PASD1', 'SNORA77', 'OR2A14', 'POU4F3', 'SYT14P1', 'HTR1A', 'FMO9P', 'SNORD97', 'ZFAT-AS1', 'B4GALNT2', 'OLFM3', 'HMSD', 'OR2B11', 'FOXE3', 'OR10K1', 'LINC00923', 'OR1L4', 'DSCR10', 'KDM5D', 'ANKRD34C', 'CHRNA9', 'DPRX', 'POU4F2', 'KRTAP3-3', 'MYADML', 'SFTA3', 'OR52K2', 'HCRTR2', 'PTCHD3', 'LINC00710', 'OR1L1', 'MEP1A', 'FAM9B', 'SNORA2B', 'MAGEA9B', 'KRTAP12-1', 'LINC00964', 'OTC', 'GPR148', 'MYH16', 'PACRG-AS1', 'C12ORF42', 'ITLN2', 'OTOR', 'SPATA3', 'OR10AD1', 'HIST1H3F', 'LOC100129055', 'PLD5', 'LOC100132831', 'FAM83A-AS1', 'ARID3C', 'IGLL1', 'C11ORF87', 'MYL1', 'LINC00052', 'OVCH1', 'NPSR1', 'CLEC18C', 'MIR1-1HG', 'TMSB4Y', 'POM121L2', 'HRK', 'CDH10', 'VIL1', 'CLEC4M', 'SNORA64', 'SLC39A12', 'VCX3A', 'CLRN1-AS1', 'OR51F2', 'CMTM5', 'PSG3', 'HTR4', 'HPVC1', 'OR2M2', 'LOC100130264', 'C4ORF50', 'SOX3', 'HIST2H2AB', 'C7ORF57', 'ATOH7', 'AATK-AS1', 'CPA2', 'SPINK14', 'FERD3L', 'TSNAX-DISC1', 'H3F3AP5', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.042477457330321045
		RMSE:  0.639641264822803
		NRMSE:  0.10001427016227082
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.028094267476815427
		RMSE:  0.5035947533045023
		NRMSE:  0.16597282753427667
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.458230587102
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389449
		RMSE:  0.49877990548911916
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809618

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  2.9414934892578465e-15
		NRMSE:  4.599317472062929e-16
		MAPE:  3.4261785915893195e-12
		Pearson Correlation:  0.11791291291736289
		Spearman Correlation:  0.12402204662959714
		Coefficient of Determination:  -5.318845966079896
		RMSE:  1.2484858149403077
		NRMSE:  0.4114711670095273
		MAPE:  825.783277638138

	Predictor:  ElasticNet
		Pearson Correlation:  0.8677550957683017
		Spearman Correlation:  0.8342443872928353
		Coefficient of Determination:  0.7019876705113256
		RMSE:  0.34199539104182186
		NRMSE:  0.053474379023035236
		MAPE:  223.4273963747917
		Pearson Correlation:  0.1815566676704098
		Spearman Correlation:  0.24180567749487858
		Coefficient of Determination:  -0.19699525296737885
		RMSE:  0.5433891243855056
		NRMSE:  0.17908810374579973
		MAPE:  241.56215016844712

	Predictor:  RandomForests
		Pearson Correlation:  0.5567177836800383
		Spearman Correlation:  0.5690105742001648
		Coefficient of Determination:  0.27438764964832274
		RMSE:  0.5336487176451035
		NRMSE:  0.08344128178330129
		MAPE:  331.84142849353003
		Pearson Correlation:  0.3528423848300199
		Spearman Correlation:  0.38409263566959884
		Coefficient of Determination:  0.12209540563237598
		RMSE:  0.465359290758827
		NRMSE:  0.1533713304194934
		MAPE:  184.41860789206314

Protein:  BRCA2
x_train_column_count:  381
x_train columns:  ['BCORP1', 'OR5A1', 'CT45A6', 'MS4A5', 'DEFB124', 'OR8K3', 'SNAR-G1', 'OR9K2', 'OR7G3', 'OR52A1', 'MROH5', 'FAM92A1P2', 'SNORA36A', 'HES3', 'TAAR8', 'GJA8', 'TBC1D21', 'SNAR-E', 'OR8I2', 'DEFB113', 'FAM41AY1', 'SNAR-I', 'SNORA58', 'C11ORF40', 'OR51A2', 'CSN2', 'GJA10', 'SMR3B', 'SNORD8', 'CPN1', 'SNAR-A13', 'LRTM1', 'ZNRF4', 'TTTY21', 'LINC00326', 'TMEM247', 'SCP2D1', 'CCDC38', 'ST8SIA3', 'CT47B1', 'C17ORF102', 'SPRR2G', 'CEACAM20', 'ESX1', 'LINC00305', 'SNORA55', 'HYALP1', 'H1FOO', 'FAM224B', 'ANXA8L1', 'SCARNA4', 'GNAT3', 'OR6T1', 'CT47A6', 'CT47A7', 'SPANXN4', 'LINC00671', 'OR7G2', 'KRTAP6-2', 'HIST1H4G', 'OR8H1', 'OC90', 'CFHR2', 'PSG1', 'OR8B8', 'C12ORF40', 'ASB11', 'OR4A47', 'CA5A', 'OR5K3', 'SSX6', 'FAM25BP', 'OR10G4', 'SEC14L3', 'OR10T2', 'SNORA22', 'CCL15-CCL14', 'SCARNA14', 'EIF1AY', 'SNORD115-7', 'GLYCAM1', 'OR4S2', 'KRTAP19-5', 'SPATA31A3', 'SPAM1', 'CD5L', 'LYPD8', 'OR13C9', 'CLCA1', 'NMS', 'C1ORF105', 'SNORD15A', 'SNORA28', 'OR6C2', 'KLHL40', 'SCARNA22', 'BTNL3', 'CST13P', 'CSH2', 'LRRC7', 'KCNU1', 'SNORA20', 'SOX1', 'PLSCR5', 'GPR50', 'LILRP2', 'OR11L1', 'GJD2', 'VSTM2B', 'IFNA14', 'C22ORF42', 'CT47A11', 'LINC00314', 'OR2L2', 'CELA2A', 'SNORA24', 'CXORF51A', 'BRDTP1', 'MAGEB10', 'OR4B1', 'HHLA1', 'HBBP1', 'FAM153C', 'IQCF2', 'TEX33', 'SLC5A7', 'PLA2G2F', 'IGFL4', 'MC2R', 'SOST', 'PPBPP1', 'C4ORF51', 'OR6C4', 'SPRR4', 'NKX2-6', 'PRB1', 'CD300LD', 'OR1B1', 'PIWIL3', 'GPR151', 'RAB9BP1', 'AKAP14', 'DUSP21', 'PRSS3P2', 'TXLNGY', 'OR11H6', 'GABRA6', 'OR5B2', 'NPHS2', 'OR6B1', 'PWRN2', 'SCGB1C1', 'OR2AG1', 'KRT39', 'PGM5-AS1', 'OR14C36', 'OR8G5', 'OR10A5', 'MOS', 'OR8S1', 'GOLGA8EP', 'DDI1', 'PRAMEF8', 'PSAPL1', 'ZNF735', 'ZAR1L', 'DNMT3L', 'OR10S1', 'TTTY15', 'CASC8', 'SNORA51', 'LOC391003', 'USP17L6P', 'TMEM252', 'RNASE8', 'FLJ25758', 'MS4A10', 'DNAJC5G', 'CRYAA', 'CCKBR', 'TFAMP1', 'SNORA54', 'MRGPRX1', 'OR52A5', 'TBC1D28', 'OR52A4P', 'SCARNA20', 'OR4A16', 'KRTAP19-1', 'PABPC1L2A', 'SYT10', 'IFITM5', 'C17ORF64', 'IFNA13', 'ACSM2A', 'MORC1', 'FAM24A', 'NPPC', 'TSPY1', 'CFC1B', 'TSPY2', 'HFE2', 'HAND1', 'LINC00207', 'DAZL', 'PAGE5', 'HMHB1', 'VRTN', 'TGIF2LX', 'FBP2', 'NPBWR2', 'ARL5C', 'OR2W1', 'OR51L1', 'OR2T29', 'KRTAP12-3', 'SNORA34', 'GHSR', 'OR52B4', 'PRAMEF5', 'KHDC1L', 'GDNF', 'EDDM3A', 'OR6S1', 'IGF2BP2-AS1', 'LOC727924', 'CRLF2', 'P2RX3', 'CYP3A4', 'SERPINB4', 'GAGE1', 'OR5H1', 'SNORD116-19', 'SLC25A3P1', 'LINC01020', 'TMIGD1', 'LOC391343', 'FGA', 'SCGB1A1', 'SDR16C6P', 'SYCP1', 'OR9A2', 'PRSS1', 'GAGE2D', 'HTR5A', 'C3ORF49', 'CRNN', 'TTTY2', 'SLC13A1', 'OTX2', 'PF4', 'OR4F15', 'OR6C74', 'GYS2', 'IQCF6', 'IL13', 'ANKRD18DP', 'C10ORF53', 'LINC00469', 'LINC00696', 'LINC00895', 'CYP11B2', 'ADAM18', 'TCP10L2', 'C17ORF78', 'SNORA5B', 'FMO6P', 'PLET1', 'SCARNA11', 'LY6G6D', 'CGB5', 'POTEH', 'CLCA4', 'PLG', 'SST', 'TPD52L3', 'ZNF479', 'OR8B3', 'TMPRSS11F', 'TAAR9', 'OR2A2', 'F13B', 'SNORD89', 'OR1S2', 'OR5H14', 'ZCCHC13', 'OLAH', 'OPRD1', 'OR4D6', 'NOX3', 'LEUTX', 'VWC2L', 'EPS8L3', 'RPL13AP17', 'RAX2', 'DPPA5', 'KRTAP4-5', 'OR5T2', 'PRDM14', 'LOC285627', 'TKTL2', 'C18ORF42', 'OR10V1', 'OR2G2', 'OR8A1', 'SNORA71A', 'ZPBP', 'GPR78', 'FCAMR', 'BEND2', 'ACTRT2', 'TSGA13', 'SLC1A6', 'TTTY14', 'CST11', 'SSX5', 'STATH', 'CT45A1', 'OR5H6', 'IL26', 'LIPN', 'SPANXA2', 'OR6M1', 'ASB17', 'LINC01205', 'OR9G4', 'ACTR3BP2', 'SNORA74A', 'BARHL2', 'OR8D4', 'RTP2', 'LMNTD1', 'KLK9', 'OR4C12', 'LCNL1', 'TMEM202', 'OR11H4', 'OR2L8', 'GAGE2B', 'LOC145845', 'HNRNPCL1', 'KRTAP21-2', 'SERPINB3', 'DEFB110', 'KRT85', 'PWAR4', 'MYBPC2', 'LOC646813', 'C2ORF83', 'GPR52', 'PROP1', 'SSX8', 'LPO', 'NCOR1P1', 'SPATA31C1', 'ANKUB1', 'LINC00488', 'GOT1L1', 'OR2M4', 'LOC100129935', 'USP26', 'OR4C16', 'LINC00934', 'ZIM3', 'BPIFA3', 'DYDC1', 'FAM27B', 'COL6A4P1', 'TEX13B', 'CABS1', 'UGT2A3', 'OR4D9', 'FAM138D', 'ZAR1', 'FOXN3-AS2', 'POTED', 'CPLX4', 'SYCN', 'OR2M7', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026562361008646285
		RMSE:  0.19787350383771835
		NRMSE:  0.12800221484333532
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00017758204834872338
		RMSE:  0.18475106890837595
		NRMSE:  0.18489898809885505
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  LinearRegression
		Pearson Correlation:  0.8527612426195912
		Spearman Correlation:  0.8049255115481659
		Coefficient of Determination:  0.7272017369141095
		RMSE:  0.10321252786738497
		NRMSE:  0.0667670603207179
		MAPE:  239.57078602833678
		Pearson Correlation:  0.046693670372669624
		Spearman Correlation:  0.01416936660981276
		Coefficient of Determination:  -6.650209066049573
		RMSE:  0.5109578239786687
		NRMSE:  0.5113669175126789
		MAPE:  669.754600628527

	Predictor:  ElasticNet
		Pearson Correlation:  0.5624790928603375
		Spearman Correlation:  0.40555023321672895
		Coefficient of Determination:  0.2516196291863765
		RMSE:  0.17095145771470624
		NRMSE:  0.11058663638020665
		MAPE:  134.30233676147208
		Pearson Correlation:  0.0214790000062923
		Spearman Correlation:  0.021317458439995413
		Coefficient of Determination:  -0.04903664109380079
		RMSE:  0.18920984526476162
		NRMSE:  0.18936133433222743
		MAPE:  126.1659197028393

	Predictor:  RandomForests
		Pearson Correlation:  0.4941063922527787
		Spearman Correlation:  0.4445798585312635
		Coefficient of Determination:  0.1289571050101378
		RMSE:  0.1844299233467572
		NRMSE:  0.11930570902071158
		MAPE:  133.1532824526627
		Pearson Correlation:  -0.109735822424622
		Spearman Correlation:  0.02161499075090714
		Coefficient of Determination:  -0.03149869907185798
		RMSE:  0.18762156059928556
		NRMSE:  0.18777177802170295
		MAPE:  111.7411405566032

Protein:  CDKN2A
x_train_column_count:  627
x_train columns:  ['BCORP1', 'OR5A1', 'CT45A6', 'MS4A5', 'DEFB124', 'OR8K3', 'SNAR-G1', 'OR9K2', 'OR7G3', 'OR52A1', 'MROH5', 'FAM92A1P2', 'SNORA36A', 'HES3', 'TAAR8', 'GJA8', 'TBC1D21', 'SNAR-E', 'OR8I2', 'DEFB113', 'FAM41AY1', 'SNAR-I', 'SNORA58', 'C11ORF40', 'OR51A2', 'CSN2', 'GJA10', 'SMR3B', 'SNORD8', 'CPN1', 'SNAR-A13', 'LRTM1', 'ZNRF4', 'TTTY21', 'LINC00326', 'TMEM247', 'SCP2D1', 'CCDC38', 'ST8SIA3', 'CT47B1', 'C17ORF102', 'SPRR2G', 'CEACAM20', 'ESX1', 'LINC00305', 'SNORA55', 'HYALP1', 'H1FOO', 'FAM224B', 'ANXA8L1', 'SCARNA4', 'GNAT3', 'OR6T1', 'CT47A6', 'CT47A7', 'SPANXN4', 'LINC00671', 'OR7G2', 'KRTAP6-2', 'HIST1H4G', 'OR8H1', 'OC90', 'CFHR2', 'PSG1', 'OR8B8', 'C12ORF40', 'ASB11', 'OR4A47', 'CA5A', 'OR5K3', 'SSX6', 'FAM25BP', 'OR10G4', 'SEC14L3', 'OR10T2', 'SNORA22', 'CCL15-CCL14', 'SCARNA14', 'EIF1AY', 'SNORD115-7', 'GLYCAM1', 'OR4S2', 'KRTAP19-5', 'SPATA31A3', 'SPAM1', 'CD5L', 'LYPD8', 'OR13C9', 'CLCA1', 'NMS', 'C1ORF105', 'SNORD15A', 'SNORA28', 'OR6C2', 'KLHL40', 'SCARNA22', 'BTNL3', 'CST13P', 'CSH2', 'LRRC7', 'KCNU1', 'SNORA20', 'SOX1', 'PLSCR5', 'GPR50', 'LILRP2', 'OR11L1', 'GJD2', 'VSTM2B', 'IFNA14', 'C22ORF42', 'CT47A11', 'LINC00314', 'OR2L2', 'CELA2A', 'SNORA24', 'CXORF51A', 'BRDTP1', 'MAGEB10', 'OR4B1', 'HHLA1', 'HBBP1', 'FAM153C', 'IQCF2', 'TEX33', 'SLC5A7', 'PLA2G2F', 'IGFL4', 'MC2R', 'SOST', 'PPBPP1', 'C4ORF51', 'OR6C4', 'SPRR4', 'NKX2-6', 'PRB1', 'CD300LD', 'OR1B1', 'PIWIL3', 'GPR151', 'RAB9BP1', 'AKAP14', 'DUSP21', 'PRSS3P2', 'TXLNGY', 'OR11H6', 'GABRA6', 'OR5B2', 'NPHS2', 'OR6B1', 'PWRN2', 'SCGB1C1', 'OR2AG1', 'KRT39', 'PGM5-AS1', 'OR14C36', 'OR8G5', 'OR10A5', 'MOS', 'OR8S1', 'GOLGA8EP', 'DDI1', 'PRAMEF8', 'PSAPL1', 'ZNF735', 'ZAR1L', 'DNMT3L', 'OR10S1', 'TTTY15', 'CASC8', 'SNORA51', 'LOC391003', 'USP17L6P', 'TMEM252', 'RNASE8', 'FLJ25758', 'MS4A10', 'DNAJC5G', 'CRYAA', 'CCKBR', 'TFAMP1', 'SNORA54', 'MRGPRX1', 'OR52A5', 'TBC1D28', 'OR52A4P', 'SCARNA20', 'OR4A16', 'KRTAP19-1', 'PABPC1L2A', 'SYT10', 'IFITM5', 'C17ORF64', 'IFNA13', 'ACSM2A', 'MORC1', 'FAM24A', 'NPPC', 'TSPY1', 'CFC1B', 'TSPY2', 'HFE2', 'HAND1', 'LINC00207', 'DAZL', 'PAGE5', 'HMHB1', 'VRTN', 'TGIF2LX', 'FBP2', 'NPBWR2', 'ARL5C', 'OR2W1', 'OR51L1', 'OR2T29', 'KRTAP12-3', 'SNORA34', 'GHSR', 'OR52B4', 'PRAMEF5', 'KHDC1L', 'GDNF', 'EDDM3A', 'OR6S1', 'IGF2BP2-AS1', 'LOC727924', 'CRLF2', 'P2RX3', 'CYP3A4', 'SERPINB4', 'GAGE1', 'OR5H1', 'SNORD116-19', 'SLC25A3P1', 'LINC01020', 'TMIGD1', 'LOC391343', 'FGA', 'SCGB1A1', 'SDR16C6P', 'SYCP1', 'OR9A2', 'PRSS1', 'GAGE2D', 'HTR5A', 'C3ORF49', 'CRNN', 'TTTY2', 'SLC13A1', 'OTX2', 'PF4', 'OR4F15', 'OR6C74', 'GYS2', 'IQCF6', 'IL13', 'ANKRD18DP', 'C10ORF53', 'LINC00469', 'LINC00696', 'LINC00895', 'CYP11B2', 'ADAM18', 'TCP10L2', 'C17ORF78', 'SNORA5B', 'FMO6P', 'PLET1', 'SCARNA11', 'LY6G6D', 'CGB5', 'POTEH', 'CLCA4', 'PLG', 'SST', 'TPD52L3', 'ZNF479', 'OR8B3', 'TMPRSS11F', 'TAAR9', 'OR2A2', 'F13B', 'SNORD89', 'OR1S2', 'OR5H14', 'ZCCHC13', 'OLAH', 'OPRD1', 'OR4D6', 'NOX3', 'LEUTX', 'VWC2L', 'EPS8L3', 'RPL13AP17', 'RAX2', 'DPPA5', 'KRTAP4-5', 'OR5T2', 'PRDM14', 'LOC285627', 'TKTL2', 'C18ORF42', 'OR10V1', 'OR2G2', 'OR8A1', 'SNORA71A', 'ZPBP', 'GPR78', 'FCAMR', 'BEND2', 'ACTRT2', 'TSGA13', 'SLC1A6', 'TTTY14', 'CST11', 'SSX5', 'STATH', 'CT45A1', 'OR5H6', 'IL26', 'LIPN', 'SPANXA2', 'OR6M1', 'ASB17', 'LINC01205', 'OR9G4', 'ACTR3BP2', 'SNORA74A', 'BARHL2', 'OR8D4', 'RTP2', 'LMNTD1', 'KLK9', 'OR4C12', 'LCNL1', 'TMEM202', 'OR11H4', 'OR2L8', 'GAGE2B', 'LOC145845', 'HNRNPCL1', 'KRTAP21-2', 'SERPINB3', 'DEFB110', 'KRT85', 'PWAR4', 'MYBPC2', 'LOC646813', 'C2ORF83', 'GPR52', 'PROP1', 'SSX8', 'LPO', 'NCOR1P1', 'SPATA31C1', 'ANKUB1', 'LINC00488', 'GOT1L1', 'OR2M4', 'LOC100129935', 'USP26', 'OR4C16', 'LINC00934', 'ZIM3', 'BPIFA3', 'DYDC1', 'FAM27B', 'COL6A4P1', 'TEX13B', 'CABS1', 'UGT2A3', 'OR4D9', 'FAM138D', 'ZAR1', 'FOXN3-AS2', 'POTED', 'CPLX4', 'SYCN', 'OR2M7', 'GSTA5', 'HIST1H4F', 'OR2T35', 'DUXA', 'SLC32A1', 'OR4K17', 'SLC38A8', 'TBC1D3P2', 'LINC00114', 'HTR3E', 'C3ORF30', 'KRTAP19-2', 'ASB18', 'CLRN2', 'RGS8', 'TMEM72', 'RBPJL', 'TRHR', 'HBD', 'CTRB1', 'B3GNT6', 'GABRG3', 'DAOA', 'WFDC8', 'DEFB104A', 'FRMPD4', 'LINC01565', 'KRTAP6-1', 'KRTAP25-1', 'HSFY2', 'EPPIN', 'LINC00608', 'OR56A1', 'OR6Y1', 'OR7A17', 'OR8H2', 'IL31', 'FBXW12', 'ALLC', 'OR4K2', 'OR4X2', 'GRIN2B', 'PRAMEF20', 'OR8G2', 'MYF5', 'LINC01566', 'KIR3DL3', 'MMD2', 'ITIH1', 'MAGEB3', 'ABRA', 'TCERG1L', 'OR8J3', 'CYLC2', 'SLC25A31', 'FAM169B', 'LINC00113', 'LOC729609', 'BMP15', 'FAM74A3', 'CFHR4', 'DEFB126', 'DEFB129', 'DEFB134', 'OR6B3', 'OR2AT4', 'FAM170B', 'INS', 'RHAG', 'CT47A1', 'CSNK1A1P1', 'OTOP1', 'GAGE12F', 'SRY', 'NKAIN3', 'PSKH2', 'MYH1', 'CCK', 'TCP10', 'SNORA70B', 'OR52H1', 'CD200R1L', 'OR5P3', 'REG4', 'POU6F2', 'TRPV5', 'KRTAP10-3', 'GPRC6A', 'ODF3', 'SPINK1', 'SCARNA8', 'FTHL17', 'ZNF705A', 'HOXC12', 'OR6B2', 'AQP2', 'KRTAP11-1', 'OR10H2', 'OR51I2', 'SNORA47', 'ACOT12', 'LCN9', 'DISC2', 'GUCY2EP', 'FGF6', 'TFF2', 'CHIAP2', 'CXADRP2', 'SNORA38B', 'C20ORF166-AS1', 'SNORD94', 'TMEM88B', 'OR4S1', 'OR5M10', 'MGC27382', 'MBD3L5', 'CNTN5', 'PYDC2', 'SNORA59B', 'ENAM', 'FIGLA', 'CCDC37', 'PCGEM1', 'PSG11', 'OR5AN1', 'OR6F1', 'OR14I1', 'SNORD115-26', 'LOC392196', 'SNCB', 'PISRT1', 'BOLL', 'OR7C2', 'SPATA19', 'TTTY8', 'TTTY9B', 'NANOS2', 'AVPR1B', 'XAGE3', 'CNGB1', 'MOGAT3', 'OR2T12', 'NLRP8', 'KRTAP10-7', 'MAGEA1', 'SLC51B', 'CYP2C18', 'CNTNAP4', 'UGT1A4', 'TAS2R60', 'OPN1MW', 'RESP18', 'RPL3L', 'OACYLP', 'IHH', 'LRRTM1', 'SLC17A6', 'MAGEB6', 'SNAR-F', 'MAGEA5', 'CLEC4G', 'PRAMEF1', 'PRDM9', 'SPDYC', 'SPRR2C', 'GRK1', 'KRTAP2-1', 'DNTT', 'KRTAP19-6', 'FOXR1', 'OR6K6', 'APCS', 'SFTPC', 'BSX', 'NEU2', 'PAQR9', 'OR5M3', 'KCNIP4-IT1', 'SLC6A5', 'MUSK', 'PAPOLB', 'CNGA2', 'IL17F', 'SLC2A2', 'GOLGA6L1', 'C10ORF120', 'ZFY', 'F9', 'CALR3', 'ANP32D', 'KRTAP10-12', 'C11ORF94', 'CA6', 'APOA2', 'CCDC166', 'HAO1', 'LINC00304', 'DEFB123', 'PPIAL4E', 'KGFLP1', 'SFTPB', 'LINC00575', 'OR5M8', 'ALX4', 'DKFZP434K028', 'EPB42', 'HCRTR1', 'SPANXN3', 'IZUMO1R', 'KRT3', 'OR4D11', 'KRTAP3-2', 'OR52R1', 'SSX9', 'LELP1', 'CRYGB', 'FTMT', 'OTOL1', 'AWAT1', 'OR7E24', 'LINC00410', 'LINC01553', 'BTN1A1', 'KRT25', 'PLA2G12B', 'KRTAP10-11', 'SCN1A', 'OR1K1', 'C16ORF90', 'ANXA10', 'KRTAP13-1', 'GABRR3', 'PROKR2', 'CELA2B', 'MT4', 'OR12D2', 'C12ORF77', 'COX7B2', 'ALPPL2', 'ZNF679', 'FKBP6', 'FOXD4L3', 'IQCJ', 'OR1E2', 'LGALS14', 'OR4D5', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.062199248812668806
		RMSE:  0.6624014175436462
		NRMSE:  0.14974599695798488
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10057809021042674
		RMSE:  0.783524323220729
		NRMSE:  0.21159176970584093
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6427147371513342
		NRMSE:  0.145295521001771
		MAPE:  207.86247046219444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010510594090658465
		RMSE:  0.7507796405829533
		NRMSE:  0.20274902527219912
		MAPE:  439.74244050751946

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  9.803125114187287e-15
		NRMSE:  2.2161467422148265e-15
		MAPE:  6.440550083955966e-12
		Pearson Correlation:  0.16423934729584824
		Spearman Correlation:  0.03741586186713492
		Coefficient of Determination:  -16.837759598876673
		RMSE:  3.15436688537908
		NRMSE:  0.8518409088250284
		MAPE:  1663.2872379731446

	Predictor:  ElasticNet
		Pearson Correlation:  0.8348105451567075
		Spearman Correlation:  0.7893268980427343
		Coefficient of Determination:  0.6631434816715647
		RMSE:  0.37302740235822285
		NRMSE:  0.08432856388792197
		MAPE:  150.40601438523868
		Pearson Correlation:  0.539398615985128
		Spearman Correlation:  0.3973514779045947
		Coefficient of Determination:  0.2853979413039647
		RMSE:  0.6313558124512325
		NRMSE:  0.17049846407000607
		MAPE:  316.5893959878376

	Predictor:  RandomForests
		Pearson Correlation:  0.6323225890702777
		Spearman Correlation:  0.5432925122292004
		Coefficient of Determination:  0.3950958958465238
		RMSE:  0.4998751227128747
		NRMSE:  0.11300443601511803
		MAPE:  214.9924346795375
		Pearson Correlation:  0.6770255177612925
		Spearman Correlation:  0.5542299670467452
		Coefficient of Determination:  0.4376688749707317
		RMSE:  0.5600645866586008
		NRMSE:  0.15124617517110472
		MAPE:  452.9783269038752

Protein:  TP53
x_train_column_count:  1002
x_train columns:  ['BCORP1', 'OR5A1', 'CT45A6', 'MS4A5', 'DEFB124', 'OR8K3', 'SNAR-G1', 'OR9K2', 'OR7G3', 'OR52A1', 'MROH5', 'FAM92A1P2', 'SNORA36A', 'HES3', 'TAAR8', 'GJA8', 'TBC1D21', 'SNAR-E', 'OR8I2', 'DEFB113', 'FAM41AY1', 'SNAR-I', 'SNORA58', 'C11ORF40', 'OR51A2', 'CSN2', 'GJA10', 'SMR3B', 'SNORD8', 'CPN1', 'SNAR-A13', 'LRTM1', 'ZNRF4', 'TTTY21', 'LINC00326', 'TMEM247', 'SCP2D1', 'CCDC38', 'ST8SIA3', 'CT47B1', 'C17ORF102', 'SPRR2G', 'CEACAM20', 'ESX1', 'LINC00305', 'SNORA55', 'HYALP1', 'H1FOO', 'FAM224B', 'ANXA8L1', 'SCARNA4', 'GNAT3', 'OR6T1', 'CT47A6', 'CT47A7', 'SPANXN4', 'LINC00671', 'OR7G2', 'KRTAP6-2', 'HIST1H4G', 'OR8H1', 'OC90', 'CFHR2', 'PSG1', 'OR8B8', 'C12ORF40', 'ASB11', 'OR4A47', 'CA5A', 'OR5K3', 'SSX6', 'FAM25BP', 'OR10G4', 'SEC14L3', 'OR10T2', 'SNORA22', 'CCL15-CCL14', 'SCARNA14', 'EIF1AY', 'SNORD115-7', 'GLYCAM1', 'OR4S2', 'KRTAP19-5', 'SPATA31A3', 'SPAM1', 'CD5L', 'LYPD8', 'OR13C9', 'CLCA1', 'NMS', 'C1ORF105', 'SNORD15A', 'SNORA28', 'OR6C2', 'KLHL40', 'SCARNA22', 'BTNL3', 'CST13P', 'CSH2', 'LRRC7', 'KCNU1', 'SNORA20', 'SOX1', 'PLSCR5', 'GPR50', 'LILRP2', 'OR11L1', 'GJD2', 'VSTM2B', 'IFNA14', 'C22ORF42', 'CT47A11', 'LINC00314', 'OR2L2', 'CELA2A', 'SNORA24', 'CXORF51A', 'BRDTP1', 'MAGEB10', 'OR4B1', 'HHLA1', 'HBBP1', 'FAM153C', 'IQCF2', 'TEX33', 'SLC5A7', 'PLA2G2F', 'IGFL4', 'MC2R', 'SOST', 'PPBPP1', 'C4ORF51', 'OR6C4', 'SPRR4', 'NKX2-6', 'PRB1', 'CD300LD', 'OR1B1', 'PIWIL3', 'GPR151', 'RAB9BP1', 'AKAP14', 'DUSP21', 'PRSS3P2', 'TXLNGY', 'OR11H6', 'GABRA6', 'OR5B2', 'NPHS2', 'OR6B1', 'PWRN2', 'SCGB1C1', 'OR2AG1', 'KRT39', 'PGM5-AS1', 'OR14C36', 'OR8G5', 'OR10A5', 'MOS', 'OR8S1', 'GOLGA8EP', 'DDI1', 'PRAMEF8', 'PSAPL1', 'ZNF735', 'ZAR1L', 'DNMT3L', 'OR10S1', 'TTTY15', 'CASC8', 'SNORA51', 'LOC391003', 'USP17L6P', 'TMEM252', 'RNASE8', 'FLJ25758', 'MS4A10', 'DNAJC5G', 'CRYAA', 'CCKBR', 'TFAMP1', 'SNORA54', 'MRGPRX1', 'OR52A5', 'TBC1D28', 'OR52A4P', 'SCARNA20', 'OR4A16', 'KRTAP19-1', 'PABPC1L2A', 'SYT10', 'IFITM5', 'C17ORF64', 'IFNA13', 'ACSM2A', 'MORC1', 'FAM24A', 'NPPC', 'TSPY1', 'CFC1B', 'TSPY2', 'HFE2', 'HAND1', 'LINC00207', 'DAZL', 'PAGE5', 'HMHB1', 'VRTN', 'TGIF2LX', 'FBP2', 'NPBWR2', 'ARL5C', 'OR2W1', 'OR51L1', 'OR2T29', 'KRTAP12-3', 'SNORA34', 'GHSR', 'OR52B4', 'PRAMEF5', 'KHDC1L', 'GDNF', 'EDDM3A', 'OR6S1', 'IGF2BP2-AS1', 'LOC727924', 'CRLF2', 'P2RX3', 'CYP3A4', 'SERPINB4', 'GAGE1', 'OR5H1', 'SNORD116-19', 'SLC25A3P1', 'LINC01020', 'TMIGD1', 'LOC391343', 'FGA', 'SCGB1A1', 'SDR16C6P', 'SYCP1', 'OR9A2', 'PRSS1', 'GAGE2D', 'HTR5A', 'C3ORF49', 'CRNN', 'TTTY2', 'SLC13A1', 'OTX2', 'PF4', 'OR4F15', 'OR6C74', 'GYS2', 'IQCF6', 'IL13', 'ANKRD18DP', 'C10ORF53', 'LINC00469', 'LINC00696', 'LINC00895', 'CYP11B2', 'ADAM18', 'TCP10L2', 'C17ORF78', 'SNORA5B', 'FMO6P', 'PLET1', 'SCARNA11', 'LY6G6D', 'CGB5', 'POTEH', 'CLCA4', 'PLG', 'SST', 'TPD52L3', 'ZNF479', 'OR8B3', 'TMPRSS11F', 'TAAR9', 'OR2A2', 'F13B', 'SNORD89', 'OR1S2', 'OR5H14', 'ZCCHC13', 'OLAH', 'OPRD1', 'OR4D6', 'NOX3', 'LEUTX', 'VWC2L', 'EPS8L3', 'RPL13AP17', 'RAX2', 'DPPA5', 'KRTAP4-5', 'OR5T2', 'PRDM14', 'LOC285627', 'TKTL2', 'C18ORF42', 'OR10V1', 'OR2G2', 'OR8A1', 'SNORA71A', 'ZPBP', 'GPR78', 'FCAMR', 'BEND2', 'ACTRT2', 'TSGA13', 'SLC1A6', 'TTTY14', 'CST11', 'SSX5', 'STATH', 'CT45A1', 'OR5H6', 'IL26', 'LIPN', 'SPANXA2', 'OR6M1', 'ASB17', 'LINC01205', 'OR9G4', 'ACTR3BP2', 'SNORA74A', 'BARHL2', 'OR8D4', 'RTP2', 'LMNTD1', 'KLK9', 'OR4C12', 'LCNL1', 'TMEM202', 'OR11H4', 'OR2L8', 'GAGE2B', 'LOC145845', 'HNRNPCL1', 'KRTAP21-2', 'SERPINB3', 'DEFB110', 'KRT85', 'PWAR4', 'MYBPC2', 'LOC646813', 'C2ORF83', 'GPR52', 'PROP1', 'SSX8', 'LPO', 'NCOR1P1', 'SPATA31C1', 'ANKUB1', 'LINC00488', 'GOT1L1', 'OR2M4', 'LOC100129935', 'USP26', 'OR4C16', 'LINC00934', 'ZIM3', 'BPIFA3', 'DYDC1', 'FAM27B', 'COL6A4P1', 'TEX13B', 'CABS1', 'UGT2A3', 'OR4D9', 'FAM138D', 'ZAR1', 'FOXN3-AS2', 'POTED', 'CPLX4', 'SYCN', 'OR2M7', 'GSTA5', 'HIST1H4F', 'OR2T35', 'DUXA', 'SLC32A1', 'OR4K17', 'SLC38A8', 'TBC1D3P2', 'LINC00114', 'HTR3E', 'C3ORF30', 'KRTAP19-2', 'ASB18', 'CLRN2', 'RGS8', 'TMEM72', 'RBPJL', 'TRHR', 'HBD', 'CTRB1', 'B3GNT6', 'GABRG3', 'DAOA', 'WFDC8', 'DEFB104A', 'FRMPD4', 'LINC01565', 'KRTAP6-1', 'KRTAP25-1', 'HSFY2', 'EPPIN', 'LINC00608', 'OR56A1', 'OR6Y1', 'OR7A17', 'OR8H2', 'IL31', 'FBXW12', 'ALLC', 'OR4K2', 'OR4X2', 'GRIN2B', 'PRAMEF20', 'OR8G2', 'MYF5', 'LINC01566', 'KIR3DL3', 'MMD2', 'ITIH1', 'MAGEB3', 'ABRA', 'TCERG1L', 'OR8J3', 'CYLC2', 'SLC25A31', 'FAM169B', 'LINC00113', 'LOC729609', 'BMP15', 'FAM74A3', 'CFHR4', 'DEFB126', 'DEFB129', 'DEFB134', 'OR6B3', 'OR2AT4', 'FAM170B', 'INS', 'RHAG', 'CT47A1', 'CSNK1A1P1', 'OTOP1', 'GAGE12F', 'SRY', 'NKAIN3', 'PSKH2', 'MYH1', 'CCK', 'TCP10', 'SNORA70B', 'OR52H1', 'CD200R1L', 'OR5P3', 'REG4', 'POU6F2', 'TRPV5', 'KRTAP10-3', 'GPRC6A', 'ODF3', 'SPINK1', 'SCARNA8', 'FTHL17', 'ZNF705A', 'HOXC12', 'OR6B2', 'AQP2', 'KRTAP11-1', 'OR10H2', 'OR51I2', 'SNORA47', 'ACOT12', 'LCN9', 'DISC2', 'GUCY2EP', 'FGF6', 'TFF2', 'CHIAP2', 'CXADRP2', 'SNORA38B', 'C20ORF166-AS1', 'SNORD94', 'TMEM88B', 'OR4S1', 'OR5M10', 'MGC27382', 'MBD3L5', 'CNTN5', 'PYDC2', 'SNORA59B', 'ENAM', 'FIGLA', 'CCDC37', 'PCGEM1', 'PSG11', 'OR5AN1', 'OR6F1', 'OR14I1', 'SNORD115-26', 'LOC392196', 'SNCB', 'PISRT1', 'BOLL', 'OR7C2', 'SPATA19', 'TTTY8', 'TTTY9B', 'NANOS2', 'AVPR1B', 'XAGE3', 'CNGB1', 'MOGAT3', 'OR2T12', 'NLRP8', 'KRTAP10-7', 'MAGEA1', 'SLC51B', 'CYP2C18', 'CNTNAP4', 'UGT1A4', 'TAS2R60', 'OPN1MW', 'RESP18', 'RPL3L', 'OACYLP', 'IHH', 'LRRTM1', 'SLC17A6', 'MAGEB6', 'SNAR-F', 'MAGEA5', 'CLEC4G', 'PRAMEF1', 'PRDM9', 'SPDYC', 'SPRR2C', 'GRK1', 'KRTAP2-1', 'DNTT', 'KRTAP19-6', 'FOXR1', 'OR6K6', 'APCS', 'SFTPC', 'BSX', 'NEU2', 'PAQR9', 'OR5M3', 'KCNIP4-IT1', 'SLC6A5', 'MUSK', 'PAPOLB', 'CNGA2', 'IL17F', 'SLC2A2', 'GOLGA6L1', 'C10ORF120', 'ZFY', 'F9', 'CALR3', 'ANP32D', 'KRTAP10-12', 'C11ORF94', 'CA6', 'APOA2', 'CCDC166', 'HAO1', 'LINC00304', 'DEFB123', 'PPIAL4E', 'KGFLP1', 'SFTPB', 'LINC00575', 'OR5M8', 'ALX4', 'DKFZP434K028', 'EPB42', 'HCRTR1', 'SPANXN3', 'IZUMO1R', 'KRT3', 'OR4D11', 'KRTAP3-2', 'OR52R1', 'SSX9', 'LELP1', 'CRYGB', 'FTMT', 'OTOL1', 'AWAT1', 'OR7E24', 'LINC00410', 'LINC01553', 'BTN1A1', 'KRT25', 'PLA2G12B', 'KRTAP10-11', 'SCN1A', 'OR1K1', 'C16ORF90', 'ANXA10', 'KRTAP13-1', 'GABRR3', 'PROKR2', 'CELA2B', 'MT4', 'OR12D2', 'C12ORF77', 'COX7B2', 'ALPPL2', 'ZNF679', 'FKBP6', 'FOXD4L3', 'IQCJ', 'OR1E2', 'LGALS14', 'OR4D5', 'TMEM14E', 'PRR32', 'OR2T10', 'HBE1', 'NXNL1', 'PRB4', 'LOC286238', 'LINC01591', 'AADACL3', 'PRAMEF16', 'AGXT2', 'AKR1C8P', 'TMPRSS11BNL', 'SCTR', 'BANF2', 'BTF3P11', 'RPS4Y2', 'CDX4', 'SLC36A3', 'CHAT', 'OR4K5', 'OR10W1', 'MTNR1B', 'YIPF7', 'SPACA3', 'LYZL1', 'TNP1', 'EPGN', 'NEUROD1', 'KRTAP9-2', 'SVOP', 'SLC5A8', 'ANGPTL3', 'SPRR2E', 'OR2G6', 'INSC', 'OR51B5', 'NCAN', 'OR7D4', 'OR2M3', 'PLCZ1', 'SLC10A1', 'LINC01142', 'DAW1', 'OR6A2', 'AADAC', 'NKX2-3', 'TRIM49', 'ACSM2B', 'GBA3', 'ITPK1-AS1', 'OCSTAMP', 'BCYRN1', 'CETN1', 'HIST1H3B', 'SNORA16B', 'GKN2', 'EDDM3B', 'PCSK2', 'HIST1H4B', 'FAM170A', 'HULC', 'LOC647859', 'MCF2', 'RSPH6A', 'C1ORF141', 'C1ORF94', 'OR5B17', 'OR4D10', 'CTRC', 'KRTAP1-3', 'SLC9C1', 'PTH2', 'BET1P1', 'SHH', 'GPHA2', 'OR10AG1', 'C12ORF50', 'ZSCAN10', 'LHX3', 'OR10G8', 'PRAC1', 'PSG4', 'DEFB119', 'HS3ST4', 'PRG1', 'IL3', 'GUCY2F', 'DMRT1', 'LINC00520', 'OR1M1', 'OR1N1', 'OR1S1', 'NLRP13', 'UGT2B28', 'FAM47C', 'MMP23A', 'KRT71', 'TDRG1', 'FAM138B', 'NXPE1', 'FAM150A', 'AMER3', 'PCDH8', 'GCGR', 'NPSR1-AS1', 'ARL13A', 'DRD3', 'HSD52', 'TARM1', 'TCEB3C', 'LINC00202-2', 'SH2D7', 'IGFBP1', 'OR5E1P', 'OR2B3', 'OR5H2', 'SNORA27', 'SLCO6A1', 'CALCB', 'TMEM8C', 'GABRA4', 'SNORD15B', 'LINC00479', 'LOC284798', 'CHRNB3', 'HGC6.3', 'CCKAR', 'XKR7', 'ISL1', 'MRGPRG-AS1', 'CGB8', 'SNORA36B', 'LINC00523', 'MYH7', 'CGB2', 'GUCA1C', 'NEUROG3', 'PRSS57', 'FAM71B', 'VWA5B1', 'PROKR1', 'SLCO1B7', 'VGLL2', 'UBE2DNL', 'NKX6-2', 'PRKY', 'CACNG7', 'GH1', 'CCER1', 'PPP1R2P9', 'TRPM3', 'C7ORF72', 'IL36A', 'BPIFB4', 'UGT2B10', 'USP50', 'MTVR2', 'MUC13', 'LINC00032', 'FGF23', 'OR4K1', 'KRTAP12-2', 'OR52N2', 'DEFB118', 'KRTAP1-5', 'DEFB115', 'AIRE', 'RNF151', 'EXD1', 'FGF16', 'APOA5', 'PASD1', 'SNORA77', 'OR2A14', 'POU4F3', 'SYT14P1', 'HTR1A', 'FMO9P', 'SNORD97', 'ZFAT-AS1', 'B4GALNT2', 'OLFM3', 'HMSD', 'OR2B11', 'FOXE3', 'OR10K1', 'LINC00923', 'OR1L4', 'DSCR10', 'KDM5D', 'ANKRD34C', 'CHRNA9', 'DPRX', 'POU4F2', 'KRTAP3-3', 'MYADML', 'SFTA3', 'OR52K2', 'HCRTR2', 'PTCHD3', 'LINC00710', 'OR1L1', 'MEP1A', 'FAM9B', 'SNORA2B', 'MAGEA9B', 'KRTAP12-1', 'LINC00964', 'OTC', 'GPR148', 'MYH16', 'PACRG-AS1', 'C12ORF42', 'ITLN2', 'OTOR', 'SPATA3', 'OR10AD1', 'HIST1H3F', 'LOC100129055', 'PLD5', 'LOC100132831', 'FAM83A-AS1', 'ARID3C', 'IGLL1', 'C11ORF87', 'MYL1', 'LINC00052', 'OVCH1', 'NPSR1', 'CLEC18C', 'MIR1-1HG', 'TMSB4Y', 'POM121L2', 'HRK', 'CDH10', 'VIL1', 'CLEC4M', 'SNORA64', 'SLC39A12', 'VCX3A', 'CLRN1-AS1', 'OR51F2', 'CMTM5', 'PSG3', 'HTR4', 'HPVC1', 'OR2M2', 'LOC100130264', 'C4ORF50', 'SOX3', 'HIST2H2AB', 'C7ORF57', 'ATOH7', 'AATK-AS1', 'CPA2', 'SPINK14', 'FERD3L', 'TSNAX-DISC1', 'H3F3AP5', 'OR5AR1', 'KRTAP4-8', 'CYP2W1', 'C15ORF43', 'C20ORF144', 'NF1P2', 'KLK12', 'DEFB108B', 'IFNA21', 'OR13C3', 'PPP1R3A', 'PRSS48', 'ADGRG7', 'ADAMTS20', 'CACNG3', 'KRTAP10-1', 'SNORA68', 'MBL2', 'PGA4', 'CXCL6', 'SLC12A1', 'COL20A1', 'KRT18P55', 'PRKAG3', 'S100A7', 'KRT73', 'LINC01101', 'LOC100130417', 'CELP', 'SNORA44', 'CLCA3P', 'LRRC30', 'TMPRSS11B', 'KRTAP7-1', 'SCARNA1', 'XIRP2', 'MCHR2', 'MMP21', 'PTX4', 'FAM19A1', 'MGC16025', 'SLURP1', 'TBX20', 'CCDC54', 'FFAR1', 'KRTAP5-2', 'FER1L6', 'HSFY1P1', 'GSX2', 'PPY2P', 'HTR6', 'NEUROD6', 'NUTM1', 'C2ORF27B', 'HEATR9', 'OR2T2', 'SLC28A2', 'HTR2C', 'KCNJ13', 'LINC01548', 'MYL2', 'FEZF1', 'MYH4', 'TMPRSS7', 'TMEM212', 'LINC00691', 'PRO0611', 'BARHL1', 'LOC285629', 'PATE3', 'SNORA72', 'OR5M1', 'TSHB', 'HILS1', 'C1ORF140', 'RFPL1', 'SNORA61', 'CDH19', 'SNORA5C', 'LOC644669', 'NYAP2', 'CLRN1', 'SALL3', 'GRM7', 'GCKR', 'TPTE2', 'ADGRE3', 'LRRC52', 'LRRIQ4', 'WFDC6', 'KRT12', 'CAPZA3', 'FAM71E2', 'C14ORF178', 'ADH6', 'PRTN3', 'LRRC74A', 'OR12D3', 'FNDC9', 'C5ORF47', 'A1CF', 'OR10R2', 'ZIC5', 'C12ORF56', 'PAGE2', 'C9ORF171', 'FSHR', 'OPRM1', 'OR4F17', 'KAAG1', 'CTXN3', 'CTRB2', 'OR5K1', 'FRG2DP', 'CAPNS2', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05546789854165435
		RMSE:  0.4652085657713222
		NRMSE:  0.11180210665016156
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04275496084346875
		RMSE:  0.4295356456720749
		NRMSE:  0.1544592202783541
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.7811161181824987e-15
		NRMSE:  4.2805001638608484e-16
		MAPE:  4.227794765386803e-12
		Pearson Correlation:  0.3779560698548651
		Spearman Correlation:  0.2939664422983124
		Coefficient of Determination:  -1.2810577581713214
		RMSE:  0.6352961434577297
		NRMSE:  0.22844983403133148
		MAPE:  1693.5058027270998

	Predictor:  ElasticNet
		Pearson Correlation:  0.8680673599596158
		Spearman Correlation:  0.7526445637403373
		Coefficient of Determination:  0.7107299568919734
		RMSE:  0.24354371044646209
		NRMSE:  0.05853009143149775
		MAPE:  588.9178402922262
		Pearson Correlation:  0.4821668778220998
		Spearman Correlation:  0.4061457418788411
		Coefficient of Determination:  0.21444179361831628
		RMSE:  0.3728183352490532
		NRMSE:  0.13406391285161395
		MAPE:  427.76531867217227

	Predictor:  RandomForests
		Pearson Correlation:  0.641750399243109
		Spearman Correlation:  0.518312831192323
		Coefficient of Determination:  0.36581217871663707
		RMSE:  0.3606069868599514
		NRMSE:  0.08666353925978165
		MAPE:  526.0549284913765
		Pearson Correlation:  0.4614351569825657
		Spearman Correlation:  0.4689536427317829
		Coefficient of Determination:  0.21154376488556337
		RMSE:  0.3735053903918798
		NRMSE:  0.13431097500517092
		MAPE:  498.46629482419286

Protein:  CTNNB1
x_train_column_count:  1002
x_train columns:  ['BCORP1', 'OR5A1', 'CT45A6', 'MS4A5', 'DEFB124', 'OR8K3', 'SNAR-G1', 'OR9K2', 'OR7G3', 'OR52A1', 'MROH5', 'FAM92A1P2', 'SNORA36A', 'HES3', 'TAAR8', 'GJA8', 'TBC1D21', 'SNAR-E', 'OR8I2', 'DEFB113', 'FAM41AY1', 'SNAR-I', 'SNORA58', 'C11ORF40', 'OR51A2', 'CSN2', 'GJA10', 'SMR3B', 'SNORD8', 'CPN1', 'SNAR-A13', 'LRTM1', 'ZNRF4', 'TTTY21', 'LINC00326', 'TMEM247', 'SCP2D1', 'CCDC38', 'ST8SIA3', 'CT47B1', 'C17ORF102', 'SPRR2G', 'CEACAM20', 'ESX1', 'LINC00305', 'SNORA55', 'HYALP1', 'H1FOO', 'FAM224B', 'ANXA8L1', 'SCARNA4', 'GNAT3', 'OR6T1', 'CT47A6', 'CT47A7', 'SPANXN4', 'LINC00671', 'OR7G2', 'KRTAP6-2', 'HIST1H4G', 'OR8H1', 'OC90', 'CFHR2', 'PSG1', 'OR8B8', 'C12ORF40', 'ASB11', 'OR4A47', 'CA5A', 'OR5K3', 'SSX6', 'FAM25BP', 'OR10G4', 'SEC14L3', 'OR10T2', 'SNORA22', 'CCL15-CCL14', 'SCARNA14', 'EIF1AY', 'SNORD115-7', 'GLYCAM1', 'OR4S2', 'KRTAP19-5', 'SPATA31A3', 'SPAM1', 'CD5L', 'LYPD8', 'OR13C9', 'CLCA1', 'NMS', 'C1ORF105', 'SNORD15A', 'SNORA28', 'OR6C2', 'KLHL40', 'SCARNA22', 'BTNL3', 'CST13P', 'CSH2', 'LRRC7', 'KCNU1', 'SNORA20', 'SOX1', 'PLSCR5', 'GPR50', 'LILRP2', 'OR11L1', 'GJD2', 'VSTM2B', 'IFNA14', 'C22ORF42', 'CT47A11', 'LINC00314', 'OR2L2', 'CELA2A', 'SNORA24', 'CXORF51A', 'BRDTP1', 'MAGEB10', 'OR4B1', 'HHLA1', 'HBBP1', 'FAM153C', 'IQCF2', 'TEX33', 'SLC5A7', 'PLA2G2F', 'IGFL4', 'MC2R', 'SOST', 'PPBPP1', 'C4ORF51', 'OR6C4', 'SPRR4', 'NKX2-6', 'PRB1', 'CD300LD', 'OR1B1', 'PIWIL3', 'GPR151', 'RAB9BP1', 'AKAP14', 'DUSP21', 'PRSS3P2', 'TXLNGY', 'OR11H6', 'GABRA6', 'OR5B2', 'NPHS2', 'OR6B1', 'PWRN2', 'SCGB1C1', 'OR2AG1', 'KRT39', 'PGM5-AS1', 'OR14C36', 'OR8G5', 'OR10A5', 'MOS', 'OR8S1', 'GOLGA8EP', 'DDI1', 'PRAMEF8', 'PSAPL1', 'ZNF735', 'ZAR1L', 'DNMT3L', 'OR10S1', 'TTTY15', 'CASC8', 'SNORA51', 'LOC391003', 'USP17L6P', 'TMEM252', 'RNASE8', 'FLJ25758', 'MS4A10', 'DNAJC5G', 'CRYAA', 'CCKBR', 'TFAMP1', 'SNORA54', 'MRGPRX1', 'OR52A5', 'TBC1D28', 'OR52A4P', 'SCARNA20', 'OR4A16', 'KRTAP19-1', 'PABPC1L2A', 'SYT10', 'IFITM5', 'C17ORF64', 'IFNA13', 'ACSM2A', 'MORC1', 'FAM24A', 'NPPC', 'TSPY1', 'CFC1B', 'TSPY2', 'HFE2', 'HAND1', 'LINC00207', 'DAZL', 'PAGE5', 'HMHB1', 'VRTN', 'TGIF2LX', 'FBP2', 'NPBWR2', 'ARL5C', 'OR2W1', 'OR51L1', 'OR2T29', 'KRTAP12-3', 'SNORA34', 'GHSR', 'OR52B4', 'PRAMEF5', 'KHDC1L', 'GDNF', 'EDDM3A', 'OR6S1', 'IGF2BP2-AS1', 'LOC727924', 'CRLF2', 'P2RX3', 'CYP3A4', 'SERPINB4', 'GAGE1', 'OR5H1', 'SNORD116-19', 'SLC25A3P1', 'LINC01020', 'TMIGD1', 'LOC391343', 'FGA', 'SCGB1A1', 'SDR16C6P', 'SYCP1', 'OR9A2', 'PRSS1', 'GAGE2D', 'HTR5A', 'C3ORF49', 'CRNN', 'TTTY2', 'SLC13A1', 'OTX2', 'PF4', 'OR4F15', 'OR6C74', 'GYS2', 'IQCF6', 'IL13', 'ANKRD18DP', 'C10ORF53', 'LINC00469', 'LINC00696', 'LINC00895', 'CYP11B2', 'ADAM18', 'TCP10L2', 'C17ORF78', 'SNORA5B', 'FMO6P', 'PLET1', 'SCARNA11', 'LY6G6D', 'CGB5', 'POTEH', 'CLCA4', 'PLG', 'SST', 'TPD52L3', 'ZNF479', 'OR8B3', 'TMPRSS11F', 'TAAR9', 'OR2A2', 'F13B', 'SNORD89', 'OR1S2', 'OR5H14', 'ZCCHC13', 'OLAH', 'OPRD1', 'OR4D6', 'NOX3', 'LEUTX', 'VWC2L', 'EPS8L3', 'RPL13AP17', 'RAX2', 'DPPA5', 'KRTAP4-5', 'OR5T2', 'PRDM14', 'LOC285627', 'TKTL2', 'C18ORF42', 'OR10V1', 'OR2G2', 'OR8A1', 'SNORA71A', 'ZPBP', 'GPR78', 'FCAMR', 'BEND2', 'ACTRT2', 'TSGA13', 'SLC1A6', 'TTTY14', 'CST11', 'SSX5', 'STATH', 'CT45A1', 'OR5H6', 'IL26', 'LIPN', 'SPANXA2', 'OR6M1', 'ASB17', 'LINC01205', 'OR9G4', 'ACTR3BP2', 'SNORA74A', 'BARHL2', 'OR8D4', 'RTP2', 'LMNTD1', 'KLK9', 'OR4C12', 'LCNL1', 'TMEM202', 'OR11H4', 'OR2L8', 'GAGE2B', 'LOC145845', 'HNRNPCL1', 'KRTAP21-2', 'SERPINB3', 'DEFB110', 'KRT85', 'PWAR4', 'MYBPC2', 'LOC646813', 'C2ORF83', 'GPR52', 'PROP1', 'SSX8', 'LPO', 'NCOR1P1', 'SPATA31C1', 'ANKUB1', 'LINC00488', 'GOT1L1', 'OR2M4', 'LOC100129935', 'USP26', 'OR4C16', 'LINC00934', 'ZIM3', 'BPIFA3', 'DYDC1', 'FAM27B', 'COL6A4P1', 'TEX13B', 'CABS1', 'UGT2A3', 'OR4D9', 'FAM138D', 'ZAR1', 'FOXN3-AS2', 'POTED', 'CPLX4', 'SYCN', 'OR2M7', 'GSTA5', 'HIST1H4F', 'OR2T35', 'DUXA', 'SLC32A1', 'OR4K17', 'SLC38A8', 'TBC1D3P2', 'LINC00114', 'HTR3E', 'C3ORF30', 'KRTAP19-2', 'ASB18', 'CLRN2', 'RGS8', 'TMEM72', 'RBPJL', 'TRHR', 'HBD', 'CTRB1', 'B3GNT6', 'GABRG3', 'DAOA', 'WFDC8', 'DEFB104A', 'FRMPD4', 'LINC01565', 'KRTAP6-1', 'KRTAP25-1', 'HSFY2', 'EPPIN', 'LINC00608', 'OR56A1', 'OR6Y1', 'OR7A17', 'OR8H2', 'IL31', 'FBXW12', 'ALLC', 'OR4K2', 'OR4X2', 'GRIN2B', 'PRAMEF20', 'OR8G2', 'MYF5', 'LINC01566', 'KIR3DL3', 'MMD2', 'ITIH1', 'MAGEB3', 'ABRA', 'TCERG1L', 'OR8J3', 'CYLC2', 'SLC25A31', 'FAM169B', 'LINC00113', 'LOC729609', 'BMP15', 'FAM74A3', 'CFHR4', 'DEFB126', 'DEFB129', 'DEFB134', 'OR6B3', 'OR2AT4', 'FAM170B', 'INS', 'RHAG', 'CT47A1', 'CSNK1A1P1', 'OTOP1', 'GAGE12F', 'SRY', 'NKAIN3', 'PSKH2', 'MYH1', 'CCK', 'TCP10', 'SNORA70B', 'OR52H1', 'CD200R1L', 'OR5P3', 'REG4', 'POU6F2', 'TRPV5', 'KRTAP10-3', 'GPRC6A', 'ODF3', 'SPINK1', 'SCARNA8', 'FTHL17', 'ZNF705A', 'HOXC12', 'OR6B2', 'AQP2', 'KRTAP11-1', 'OR10H2', 'OR51I2', 'SNORA47', 'ACOT12', 'LCN9', 'DISC2', 'GUCY2EP', 'FGF6', 'TFF2', 'CHIAP2', 'CXADRP2', 'SNORA38B', 'C20ORF166-AS1', 'SNORD94', 'TMEM88B', 'OR4S1', 'OR5M10', 'MGC27382', 'MBD3L5', 'CNTN5', 'PYDC2', 'SNORA59B', 'ENAM', 'FIGLA', 'CCDC37', 'PCGEM1', 'PSG11', 'OR5AN1', 'OR6F1', 'OR14I1', 'SNORD115-26', 'LOC392196', 'SNCB', 'PISRT1', 'BOLL', 'OR7C2', 'SPATA19', 'TTTY8', 'TTTY9B', 'NANOS2', 'AVPR1B', 'XAGE3', 'CNGB1', 'MOGAT3', 'OR2T12', 'NLRP8', 'KRTAP10-7', 'MAGEA1', 'SLC51B', 'CYP2C18', 'CNTNAP4', 'UGT1A4', 'TAS2R60', 'OPN1MW', 'RESP18', 'RPL3L', 'OACYLP', 'IHH', 'LRRTM1', 'SLC17A6', 'MAGEB6', 'SNAR-F', 'MAGEA5', 'CLEC4G', 'PRAMEF1', 'PRDM9', 'SPDYC', 'SPRR2C', 'GRK1', 'KRTAP2-1', 'DNTT', 'KRTAP19-6', 'FOXR1', 'OR6K6', 'APCS', 'SFTPC', 'BSX', 'NEU2', 'PAQR9', 'OR5M3', 'KCNIP4-IT1', 'SLC6A5', 'MUSK', 'PAPOLB', 'CNGA2', 'IL17F', 'SLC2A2', 'GOLGA6L1', 'C10ORF120', 'ZFY', 'F9', 'CALR3', 'ANP32D', 'KRTAP10-12', 'C11ORF94', 'CA6', 'APOA2', 'CCDC166', 'HAO1', 'LINC00304', 'DEFB123', 'PPIAL4E', 'KGFLP1', 'SFTPB', 'LINC00575', 'OR5M8', 'ALX4', 'DKFZP434K028', 'EPB42', 'HCRTR1', 'SPANXN3', 'IZUMO1R', 'KRT3', 'OR4D11', 'KRTAP3-2', 'OR52R1', 'SSX9', 'LELP1', 'CRYGB', 'FTMT', 'OTOL1', 'AWAT1', 'OR7E24', 'LINC00410', 'LINC01553', 'BTN1A1', 'KRT25', 'PLA2G12B', 'KRTAP10-11', 'SCN1A', 'OR1K1', 'C16ORF90', 'ANXA10', 'KRTAP13-1', 'GABRR3', 'PROKR2', 'CELA2B', 'MT4', 'OR12D2', 'C12ORF77', 'COX7B2', 'ALPPL2', 'ZNF679', 'FKBP6', 'FOXD4L3', 'IQCJ', 'OR1E2', 'LGALS14', 'OR4D5', 'TMEM14E', 'PRR32', 'OR2T10', 'HBE1', 'NXNL1', 'PRB4', 'LOC286238', 'LINC01591', 'AADACL3', 'PRAMEF16', 'AGXT2', 'AKR1C8P', 'TMPRSS11BNL', 'SCTR', 'BANF2', 'BTF3P11', 'RPS4Y2', 'CDX4', 'SLC36A3', 'CHAT', 'OR4K5', 'OR10W1', 'MTNR1B', 'YIPF7', 'SPACA3', 'LYZL1', 'TNP1', 'EPGN', 'NEUROD1', 'KRTAP9-2', 'SVOP', 'SLC5A8', 'ANGPTL3', 'SPRR2E', 'OR2G6', 'INSC', 'OR51B5', 'NCAN', 'OR7D4', 'OR2M3', 'PLCZ1', 'SLC10A1', 'LINC01142', 'DAW1', 'OR6A2', 'AADAC', 'NKX2-3', 'TRIM49', 'ACSM2B', 'GBA3', 'ITPK1-AS1', 'OCSTAMP', 'BCYRN1', 'CETN1', 'HIST1H3B', 'SNORA16B', 'GKN2', 'EDDM3B', 'PCSK2', 'HIST1H4B', 'FAM170A', 'HULC', 'LOC647859', 'MCF2', 'RSPH6A', 'C1ORF141', 'C1ORF94', 'OR5B17', 'OR4D10', 'CTRC', 'KRTAP1-3', 'SLC9C1', 'PTH2', 'BET1P1', 'SHH', 'GPHA2', 'OR10AG1', 'C12ORF50', 'ZSCAN10', 'LHX3', 'OR10G8', 'PRAC1', 'PSG4', 'DEFB119', 'HS3ST4', 'PRG1', 'IL3', 'GUCY2F', 'DMRT1', 'LINC00520', 'OR1M1', 'OR1N1', 'OR1S1', 'NLRP13', 'UGT2B28', 'FAM47C', 'MMP23A', 'KRT71', 'TDRG1', 'FAM138B', 'NXPE1', 'FAM150A', 'AMER3', 'PCDH8', 'GCGR', 'NPSR1-AS1', 'ARL13A', 'DRD3', 'HSD52', 'TARM1', 'TCEB3C', 'LINC00202-2', 'SH2D7', 'IGFBP1', 'OR5E1P', 'OR2B3', 'OR5H2', 'SNORA27', 'SLCO6A1', 'CALCB', 'TMEM8C', 'GABRA4', 'SNORD15B', 'LINC00479', 'LOC284798', 'CHRNB3', 'HGC6.3', 'CCKAR', 'XKR7', 'ISL1', 'MRGPRG-AS1', 'CGB8', 'SNORA36B', 'LINC00523', 'MYH7', 'CGB2', 'GUCA1C', 'NEUROG3', 'PRSS57', 'FAM71B', 'VWA5B1', 'PROKR1', 'SLCO1B7', 'VGLL2', 'UBE2DNL', 'NKX6-2', 'PRKY', 'CACNG7', 'GH1', 'CCER1', 'PPP1R2P9', 'TRPM3', 'C7ORF72', 'IL36A', 'BPIFB4', 'UGT2B10', 'USP50', 'MTVR2', 'MUC13', 'LINC00032', 'FGF23', 'OR4K1', 'KRTAP12-2', 'OR52N2', 'DEFB118', 'KRTAP1-5', 'DEFB115', 'AIRE', 'RNF151', 'EXD1', 'FGF16', 'APOA5', 'PASD1', 'SNORA77', 'OR2A14', 'POU4F3', 'SYT14P1', 'HTR1A', 'FMO9P', 'SNORD97', 'ZFAT-AS1', 'B4GALNT2', 'OLFM3', 'HMSD', 'OR2B11', 'FOXE3', 'OR10K1', 'LINC00923', 'OR1L4', 'DSCR10', 'KDM5D', 'ANKRD34C', 'CHRNA9', 'DPRX', 'POU4F2', 'KRTAP3-3', 'MYADML', 'SFTA3', 'OR52K2', 'HCRTR2', 'PTCHD3', 'LINC00710', 'OR1L1', 'MEP1A', 'FAM9B', 'SNORA2B', 'MAGEA9B', 'KRTAP12-1', 'LINC00964', 'OTC', 'GPR148', 'MYH16', 'PACRG-AS1', 'C12ORF42', 'ITLN2', 'OTOR', 'SPATA3', 'OR10AD1', 'HIST1H3F', 'LOC100129055', 'PLD5', 'LOC100132831', 'FAM83A-AS1', 'ARID3C', 'IGLL1', 'C11ORF87', 'MYL1', 'LINC00052', 'OVCH1', 'NPSR1', 'CLEC18C', 'MIR1-1HG', 'TMSB4Y', 'POM121L2', 'HRK', 'CDH10', 'VIL1', 'CLEC4M', 'SNORA64', 'SLC39A12', 'VCX3A', 'CLRN1-AS1', 'OR51F2', 'CMTM5', 'PSG3', 'HTR4', 'HPVC1', 'OR2M2', 'LOC100130264', 'C4ORF50', 'SOX3', 'HIST2H2AB', 'C7ORF57', 'ATOH7', 'AATK-AS1', 'CPA2', 'SPINK14', 'FERD3L', 'TSNAX-DISC1', 'H3F3AP5', 'OR5AR1', 'KRTAP4-8', 'CYP2W1', 'C15ORF43', 'C20ORF144', 'NF1P2', 'KLK12', 'DEFB108B', 'IFNA21', 'OR13C3', 'PPP1R3A', 'PRSS48', 'ADGRG7', 'ADAMTS20', 'CACNG3', 'KRTAP10-1', 'SNORA68', 'MBL2', 'PGA4', 'CXCL6', 'SLC12A1', 'COL20A1', 'KRT18P55', 'PRKAG3', 'S100A7', 'KRT73', 'LINC01101', 'LOC100130417', 'CELP', 'SNORA44', 'CLCA3P', 'LRRC30', 'TMPRSS11B', 'KRTAP7-1', 'SCARNA1', 'XIRP2', 'MCHR2', 'MMP21', 'PTX4', 'FAM19A1', 'MGC16025', 'SLURP1', 'TBX20', 'CCDC54', 'FFAR1', 'KRTAP5-2', 'FER1L6', 'HSFY1P1', 'GSX2', 'PPY2P', 'HTR6', 'NEUROD6', 'NUTM1', 'C2ORF27B', 'HEATR9', 'OR2T2', 'SLC28A2', 'HTR2C', 'KCNJ13', 'LINC01548', 'MYL2', 'FEZF1', 'MYH4', 'TMPRSS7', 'TMEM212', 'LINC00691', 'PRO0611', 'BARHL1', 'LOC285629', 'PATE3', 'SNORA72', 'OR5M1', 'TSHB', 'HILS1', 'C1ORF140', 'RFPL1', 'SNORA61', 'CDH19', 'SNORA5C', 'LOC644669', 'NYAP2', 'CLRN1', 'SALL3', 'GRM7', 'GCKR', 'TPTE2', 'ADGRE3', 'LRRC52', 'LRRIQ4', 'WFDC6', 'KRT12', 'CAPZA3', 'FAM71E2', 'C14ORF178', 'ADH6', 'PRTN3', 'LRRC74A', 'OR12D3', 'FNDC9', 'C5ORF47', 'A1CF', 'OR10R2', 'ZIC5', 'C12ORF56', 'PAGE2', 'C9ORF171', 'FSHR', 'OPRM1', 'OR4F17', 'KAAG1', 'CTXN3', 'CTRB2', 'OR5K1', 'FRG2DP', 'CAPNS2', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.41897644861846284
		RMSE:  0.8782004120680554
		NRMSE:  0.17699587078381512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5843844136424388
		RMSE:  0.9452480588674593
		NRMSE:  0.23451795238114906
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  3.947977000566632e-15
		NRMSE:  7.956903884891534e-16
		MAPE:  3.5603132810827935e-12
		Pearson Correlation:  0.27269172898732946
		Spearman Correlation:  0.2576236464735148
		Coefficient of Determination:  -2.0721752549068677
		RMSE:  1.3162503718165306
		NRMSE:  0.3265643754816977
		MAPE:  797.7032032831576

	Predictor:  ElasticNet
		Pearson Correlation:  0.8792757937027341
		Spearman Correlation:  0.8830628059030176
		Coefficient of Determination:  0.722208092331891
		RMSE:  0.3885669316993077
		NRMSE:  0.07831326595709288
		MAPE:  215.9553304458755
		Pearson Correlation:  0.28433439057008136
		Spearman Correlation:  0.26749097649009856
		Coefficient of Determination:  0.0006506429405107594
		RMSE:  0.7507134245952714
		NRMSE:  0.18625351674571314
		MAPE:  262.30595395059066

	Predictor:  RandomForests
		Pearson Correlation:  0.5977801955491041
		Spearman Correlation:  0.5760015944865297
		Coefficient of Determination:  0.18928163661016506
		RMSE:  0.6638058080366055
		NRMSE:  0.13378596207682963
		MAPE:  555.2554119705992
		Pearson Correlation:  0.44360238056235424
		Spearman Correlation:  0.40000487757291975
		Coefficient of Determination:  0.10915491354411755
		RMSE:  0.7087884108818361
		NRMSE:  0.17585183617373
		MAPE:  299.3884024264422

Protein:  CCNE1
x_train_column_count:  360
x_train columns:  ['BCORP1', 'OR5A1', 'CT45A6', 'MS4A5', 'DEFB124', 'OR8K3', 'SNAR-G1', 'OR9K2', 'OR7G3', 'OR52A1', 'MROH5', 'FAM92A1P2', 'SNORA36A', 'HES3', 'TAAR8', 'GJA8', 'TBC1D21', 'SNAR-E', 'OR8I2', 'DEFB113', 'FAM41AY1', 'SNAR-I', 'SNORA58', 'C11ORF40', 'OR51A2', 'CSN2', 'GJA10', 'SMR3B', 'SNORD8', 'CPN1', 'SNAR-A13', 'LRTM1', 'ZNRF4', 'TTTY21', 'LINC00326', 'TMEM247', 'SCP2D1', 'CCDC38', 'ST8SIA3', 'CT47B1', 'C17ORF102', 'SPRR2G', 'CEACAM20', 'ESX1', 'LINC00305', 'SNORA55', 'HYALP1', 'H1FOO', 'FAM224B', 'ANXA8L1', 'SCARNA4', 'GNAT3', 'OR6T1', 'CT47A6', 'CT47A7', 'SPANXN4', 'LINC00671', 'OR7G2', 'KRTAP6-2', 'HIST1H4G', 'OR8H1', 'OC90', 'CFHR2', 'PSG1', 'OR8B8', 'C12ORF40', 'ASB11', 'OR4A47', 'CA5A', 'OR5K3', 'SSX6', 'FAM25BP', 'OR10G4', 'SEC14L3', 'OR10T2', 'SNORA22', 'CCL15-CCL14', 'SCARNA14', 'EIF1AY', 'SNORD115-7', 'GLYCAM1', 'OR4S2', 'KRTAP19-5', 'SPATA31A3', 'SPAM1', 'CD5L', 'LYPD8', 'OR13C9', 'CLCA1', 'NMS', 'C1ORF105', 'SNORD15A', 'SNORA28', 'OR6C2', 'KLHL40', 'SCARNA22', 'BTNL3', 'CST13P', 'CSH2', 'LRRC7', 'KCNU1', 'SNORA20', 'SOX1', 'PLSCR5', 'GPR50', 'LILRP2', 'OR11L1', 'GJD2', 'VSTM2B', 'IFNA14', 'C22ORF42', 'CT47A11', 'LINC00314', 'OR2L2', 'CELA2A', 'SNORA24', 'CXORF51A', 'BRDTP1', 'MAGEB10', 'OR4B1', 'HHLA1', 'HBBP1', 'FAM153C', 'IQCF2', 'TEX33', 'SLC5A7', 'PLA2G2F', 'IGFL4', 'MC2R', 'SOST', 'PPBPP1', 'C4ORF51', 'OR6C4', 'SPRR4', 'NKX2-6', 'PRB1', 'CD300LD', 'OR1B1', 'PIWIL3', 'GPR151', 'RAB9BP1', 'AKAP14', 'DUSP21', 'PRSS3P2', 'TXLNGY', 'OR11H6', 'GABRA6', 'OR5B2', 'NPHS2', 'OR6B1', 'PWRN2', 'SCGB1C1', 'OR2AG1', 'KRT39', 'PGM5-AS1', 'OR14C36', 'OR8G5', 'OR10A5', 'MOS', 'OR8S1', 'GOLGA8EP', 'DDI1', 'PRAMEF8', 'PSAPL1', 'ZNF735', 'ZAR1L', 'DNMT3L', 'OR10S1', 'TTTY15', 'CASC8', 'SNORA51', 'LOC391003', 'USP17L6P', 'TMEM252', 'RNASE8', 'FLJ25758', 'MS4A10', 'DNAJC5G', 'CRYAA', 'CCKBR', 'TFAMP1', 'SNORA54', 'MRGPRX1', 'OR52A5', 'TBC1D28', 'OR52A4P', 'SCARNA20', 'OR4A16', 'KRTAP19-1', 'PABPC1L2A', 'SYT10', 'IFITM5', 'C17ORF64', 'IFNA13', 'ACSM2A', 'MORC1', 'FAM24A', 'NPPC', 'TSPY1', 'CFC1B', 'TSPY2', 'HFE2', 'HAND1', 'LINC00207', 'DAZL', 'PAGE5', 'HMHB1', 'VRTN', 'TGIF2LX', 'FBP2', 'NPBWR2', 'ARL5C', 'OR2W1', 'OR51L1', 'OR2T29', 'KRTAP12-3', 'SNORA34', 'GHSR', 'OR52B4', 'PRAMEF5', 'KHDC1L', 'GDNF', 'EDDM3A', 'OR6S1', 'IGF2BP2-AS1', 'LOC727924', 'CRLF2', 'P2RX3', 'CYP3A4', 'SERPINB4', 'GAGE1', 'OR5H1', 'SNORD116-19', 'SLC25A3P1', 'LINC01020', 'TMIGD1', 'LOC391343', 'FGA', 'SCGB1A1', 'SDR16C6P', 'SYCP1', 'OR9A2', 'PRSS1', 'GAGE2D', 'HTR5A', 'C3ORF49', 'CRNN', 'TTTY2', 'SLC13A1', 'OTX2', 'PF4', 'OR4F15', 'OR6C74', 'GYS2', 'IQCF6', 'IL13', 'ANKRD18DP', 'C10ORF53', 'LINC00469', 'LINC00696', 'LINC00895', 'CYP11B2', 'ADAM18', 'TCP10L2', 'C17ORF78', 'SNORA5B', 'FMO6P', 'PLET1', 'SCARNA11', 'LY6G6D', 'CGB5', 'POTEH', 'CLCA4', 'PLG', 'SST', 'TPD52L3', 'ZNF479', 'OR8B3', 'TMPRSS11F', 'TAAR9', 'OR2A2', 'F13B', 'SNORD89', 'OR1S2', 'OR5H14', 'ZCCHC13', 'OLAH', 'OPRD1', 'OR4D6', 'NOX3', 'LEUTX', 'VWC2L', 'EPS8L3', 'RPL13AP17', 'RAX2', 'DPPA5', 'KRTAP4-5', 'OR5T2', 'PRDM14', 'LOC285627', 'TKTL2', 'C18ORF42', 'OR10V1', 'OR2G2', 'OR8A1', 'SNORA71A', 'ZPBP', 'GPR78', 'FCAMR', 'BEND2', 'ACTRT2', 'TSGA13', 'SLC1A6', 'TTTY14', 'CST11', 'SSX5', 'STATH', 'CT45A1', 'OR5H6', 'IL26', 'LIPN', 'SPANXA2', 'OR6M1', 'ASB17', 'LINC01205', 'OR9G4', 'ACTR3BP2', 'SNORA74A', 'BARHL2', 'OR8D4', 'RTP2', 'LMNTD1', 'KLK9', 'OR4C12', 'LCNL1', 'TMEM202', 'OR11H4', 'OR2L8', 'GAGE2B', 'LOC145845', 'HNRNPCL1', 'KRTAP21-2', 'SERPINB3', 'DEFB110', 'KRT85', 'PWAR4', 'MYBPC2', 'LOC646813', 'C2ORF83', 'GPR52', 'PROP1', 'SSX8', 'LPO', 'NCOR1P1', 'SPATA31C1', 'ANKUB1', 'LINC00488', 'GOT1L1', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.7135069779129597
		RMSE:  0.7967382438332794
		NRMSE:  0.19227700939577658
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.179220592822603
		RMSE:  0.7927883268238614
		NRMSE:  0.2823823069719898
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.48367116033059243
		NRMSE:  0.11672446372338549
		MAPE:  119.9663870203584
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008650225247206267
		RMSE:  0.5393577763958428
		NRMSE:  0.19211318838676503
		MAPE:  85.21064296831354

	Predictor:  LinearRegression
		Pearson Correlation:  0.9315220251728643
		Spearman Correlation:  0.8290471110101992
		Coefficient of Determination:  0.867724821704849
		RMSE:  0.1759095308926796
		NRMSE:  0.042452284405888364
		MAPE:  44.13639963093557
		Pearson Correlation:  0.013101416707518748
		Spearman Correlation:  0.44558091893473806
		Coefficient of Determination:  -1.1091203553173894e+22
		RMSE:  56558253185.446556
		NRMSE:  20145415204.077133
		MAPE:  1307455060579.0044

	Predictor:  ElasticNet
		Pearson Correlation:  0.843599961874434
		Spearman Correlation:  0.7256764372493484
		Coefficient of Determination:  0.6980421856865682
		RMSE:  0.26578063164382737
		NRMSE:  0.06414089621445264
		MAPE:  75.23897559698905
		Pearson Correlation:  0.7411297650204647
		Spearman Correlation:  0.6721002828992294
		Coefficient of Determination:  0.4898802545087212
		RMSE:  0.38356830816906073
		NRMSE:  0.13662272775389517
		MAPE:  53.28031061195738

	Predictor:  RandomForests
		Pearson Correlation:  0.857140341317151
		Spearman Correlation:  0.7209735045074233
		Coefficient of Determination:  0.7288472560993999
		RMSE:  0.2518588374917151
		NRMSE:  0.06078114667850354
		MAPE:  55.482965968994066
		Pearson Correlation:  0.8363508170956581
		Spearman Correlation:  0.7070328769701888
		Coefficient of Determination:  0.6968742623635448
		RMSE:  0.29567734930535144
		NRMSE:  0.10531695433850452
		MAPE:  43.9216388427058

Protein:  CCND1
x_train_column_count:  887
x_train columns:  ['BCORP1', 'OR5A1', 'CT45A6', 'MS4A5', 'DEFB124', 'OR8K3', 'SNAR-G1', 'OR9K2', 'OR7G3', 'OR52A1', 'MROH5', 'FAM92A1P2', 'SNORA36A', 'HES3', 'TAAR8', 'GJA8', 'TBC1D21', 'SNAR-E', 'OR8I2', 'DEFB113', 'FAM41AY1', 'SNAR-I', 'SNORA58', 'C11ORF40', 'OR51A2', 'CSN2', 'GJA10', 'SMR3B', 'SNORD8', 'CPN1', 'SNAR-A13', 'LRTM1', 'ZNRF4', 'TTTY21', 'LINC00326', 'TMEM247', 'SCP2D1', 'CCDC38', 'ST8SIA3', 'CT47B1', 'C17ORF102', 'SPRR2G', 'CEACAM20', 'ESX1', 'LINC00305', 'SNORA55', 'HYALP1', 'H1FOO', 'FAM224B', 'ANXA8L1', 'SCARNA4', 'GNAT3', 'OR6T1', 'CT47A6', 'CT47A7', 'SPANXN4', 'LINC00671', 'OR7G2', 'KRTAP6-2', 'HIST1H4G', 'OR8H1', 'OC90', 'CFHR2', 'PSG1', 'OR8B8', 'C12ORF40', 'ASB11', 'OR4A47', 'CA5A', 'OR5K3', 'SSX6', 'FAM25BP', 'OR10G4', 'SEC14L3', 'OR10T2', 'SNORA22', 'CCL15-CCL14', 'SCARNA14', 'EIF1AY', 'SNORD115-7', 'GLYCAM1', 'OR4S2', 'KRTAP19-5', 'SPATA31A3', 'SPAM1', 'CD5L', 'LYPD8', 'OR13C9', 'CLCA1', 'NMS', 'C1ORF105', 'SNORD15A', 'SNORA28', 'OR6C2', 'KLHL40', 'SCARNA22', 'BTNL3', 'CST13P', 'CSH2', 'LRRC7', 'KCNU1', 'SNORA20', 'SOX1', 'PLSCR5', 'GPR50', 'LILRP2', 'OR11L1', 'GJD2', 'VSTM2B', 'IFNA14', 'C22ORF42', 'CT47A11', 'LINC00314', 'OR2L2', 'CELA2A', 'SNORA24', 'CXORF51A', 'BRDTP1', 'MAGEB10', 'OR4B1', 'HHLA1', 'HBBP1', 'FAM153C', 'IQCF2', 'TEX33', 'SLC5A7', 'PLA2G2F', 'IGFL4', 'MC2R', 'SOST', 'PPBPP1', 'C4ORF51', 'OR6C4', 'SPRR4', 'NKX2-6', 'PRB1', 'CD300LD', 'OR1B1', 'PIWIL3', 'GPR151', 'RAB9BP1', 'AKAP14', 'DUSP21', 'PRSS3P2', 'TXLNGY', 'OR11H6', 'GABRA6', 'OR5B2', 'NPHS2', 'OR6B1', 'PWRN2', 'SCGB1C1', 'OR2AG1', 'KRT39', 'PGM5-AS1', 'OR14C36', 'OR8G5', 'OR10A5', 'MOS', 'OR8S1', 'GOLGA8EP', 'DDI1', 'PRAMEF8', 'PSAPL1', 'ZNF735', 'ZAR1L', 'DNMT3L', 'OR10S1', 'TTTY15', 'CASC8', 'SNORA51', 'LOC391003', 'USP17L6P', 'TMEM252', 'RNASE8', 'FLJ25758', 'MS4A10', 'DNAJC5G', 'CRYAA', 'CCKBR', 'TFAMP1', 'SNORA54', 'MRGPRX1', 'OR52A5', 'TBC1D28', 'OR52A4P', 'SCARNA20', 'OR4A16', 'KRTAP19-1', 'PABPC1L2A', 'SYT10', 'IFITM5', 'C17ORF64', 'IFNA13', 'ACSM2A', 'MORC1', 'FAM24A', 'NPPC', 'TSPY1', 'CFC1B', 'TSPY2', 'HFE2', 'HAND1', 'LINC00207', 'DAZL', 'PAGE5', 'HMHB1', 'VRTN', 'TGIF2LX', 'FBP2', 'NPBWR2', 'ARL5C', 'OR2W1', 'OR51L1', 'OR2T29', 'KRTAP12-3', 'SNORA34', 'GHSR', 'OR52B4', 'PRAMEF5', 'KHDC1L', 'GDNF', 'EDDM3A', 'OR6S1', 'IGF2BP2-AS1', 'LOC727924', 'CRLF2', 'P2RX3', 'CYP3A4', 'SERPINB4', 'GAGE1', 'OR5H1', 'SNORD116-19', 'SLC25A3P1', 'LINC01020', 'TMIGD1', 'LOC391343', 'FGA', 'SCGB1A1', 'SDR16C6P', 'SYCP1', 'OR9A2', 'PRSS1', 'GAGE2D', 'HTR5A', 'C3ORF49', 'CRNN', 'TTTY2', 'SLC13A1', 'OTX2', 'PF4', 'OR4F15', 'OR6C74', 'GYS2', 'IQCF6', 'IL13', 'ANKRD18DP', 'C10ORF53', 'LINC00469', 'LINC00696', 'LINC00895', 'CYP11B2', 'ADAM18', 'TCP10L2', 'C17ORF78', 'SNORA5B', 'FMO6P', 'PLET1', 'SCARNA11', 'LY6G6D', 'CGB5', 'POTEH', 'CLCA4', 'PLG', 'SST', 'TPD52L3', 'ZNF479', 'OR8B3', 'TMPRSS11F', 'TAAR9', 'OR2A2', 'F13B', 'SNORD89', 'OR1S2', 'OR5H14', 'ZCCHC13', 'OLAH', 'OPRD1', 'OR4D6', 'NOX3', 'LEUTX', 'VWC2L', 'EPS8L3', 'RPL13AP17', 'RAX2', 'DPPA5', 'KRTAP4-5', 'OR5T2', 'PRDM14', 'LOC285627', 'TKTL2', 'C18ORF42', 'OR10V1', 'OR2G2', 'OR8A1', 'SNORA71A', 'ZPBP', 'GPR78', 'FCAMR', 'BEND2', 'ACTRT2', 'TSGA13', 'SLC1A6', 'TTTY14', 'CST11', 'SSX5', 'STATH', 'CT45A1', 'OR5H6', 'IL26', 'LIPN', 'SPANXA2', 'OR6M1', 'ASB17', 'LINC01205', 'OR9G4', 'ACTR3BP2', 'SNORA74A', 'BARHL2', 'OR8D4', 'RTP2', 'LMNTD1', 'KLK9', 'OR4C12', 'LCNL1', 'TMEM202', 'OR11H4', 'OR2L8', 'GAGE2B', 'LOC145845', 'HNRNPCL1', 'KRTAP21-2', 'SERPINB3', 'DEFB110', 'KRT85', 'PWAR4', 'MYBPC2', 'LOC646813', 'C2ORF83', 'GPR52', 'PROP1', 'SSX8', 'LPO', 'NCOR1P1', 'SPATA31C1', 'ANKUB1', 'LINC00488', 'GOT1L1', 'OR2M4', 'LOC100129935', 'USP26', 'OR4C16', 'LINC00934', 'ZIM3', 'BPIFA3', 'DYDC1', 'FAM27B', 'COL6A4P1', 'TEX13B', 'CABS1', 'UGT2A3', 'OR4D9', 'FAM138D', 'ZAR1', 'FOXN3-AS2', 'POTED', 'CPLX4', 'SYCN', 'OR2M7', 'GSTA5', 'HIST1H4F', 'OR2T35', 'DUXA', 'SLC32A1', 'OR4K17', 'SLC38A8', 'TBC1D3P2', 'LINC00114', 'HTR3E', 'C3ORF30', 'KRTAP19-2', 'ASB18', 'CLRN2', 'RGS8', 'TMEM72', 'RBPJL', 'TRHR', 'HBD', 'CTRB1', 'B3GNT6', 'GABRG3', 'DAOA', 'WFDC8', 'DEFB104A', 'FRMPD4', 'LINC01565', 'KRTAP6-1', 'KRTAP25-1', 'HSFY2', 'EPPIN', 'LINC00608', 'OR56A1', 'OR6Y1', 'OR7A17', 'OR8H2', 'IL31', 'FBXW12', 'ALLC', 'OR4K2', 'OR4X2', 'GRIN2B', 'PRAMEF20', 'OR8G2', 'MYF5', 'LINC01566', 'KIR3DL3', 'MMD2', 'ITIH1', 'MAGEB3', 'ABRA', 'TCERG1L', 'OR8J3', 'CYLC2', 'SLC25A31', 'FAM169B', 'LINC00113', 'LOC729609', 'BMP15', 'FAM74A3', 'CFHR4', 'DEFB126', 'DEFB129', 'DEFB134', 'OR6B3', 'OR2AT4', 'FAM170B', 'INS', 'RHAG', 'CT47A1', 'CSNK1A1P1', 'OTOP1', 'GAGE12F', 'SRY', 'NKAIN3', 'PSKH2', 'MYH1', 'CCK', 'TCP10', 'SNORA70B', 'OR52H1', 'CD200R1L', 'OR5P3', 'REG4', 'POU6F2', 'TRPV5', 'KRTAP10-3', 'GPRC6A', 'ODF3', 'SPINK1', 'SCARNA8', 'FTHL17', 'ZNF705A', 'HOXC12', 'OR6B2', 'AQP2', 'KRTAP11-1', 'OR10H2', 'OR51I2', 'SNORA47', 'ACOT12', 'LCN9', 'DISC2', 'GUCY2EP', 'FGF6', 'TFF2', 'CHIAP2', 'CXADRP2', 'SNORA38B', 'C20ORF166-AS1', 'SNORD94', 'TMEM88B', 'OR4S1', 'OR5M10', 'MGC27382', 'MBD3L5', 'CNTN5', 'PYDC2', 'SNORA59B', 'ENAM', 'FIGLA', 'CCDC37', 'PCGEM1', 'PSG11', 'OR5AN1', 'OR6F1', 'OR14I1', 'SNORD115-26', 'LOC392196', 'SNCB', 'PISRT1', 'BOLL', 'OR7C2', 'SPATA19', 'TTTY8', 'TTTY9B', 'NANOS2', 'AVPR1B', 'XAGE3', 'CNGB1', 'MOGAT3', 'OR2T12', 'NLRP8', 'KRTAP10-7', 'MAGEA1', 'SLC51B', 'CYP2C18', 'CNTNAP4', 'UGT1A4', 'TAS2R60', 'OPN1MW', 'RESP18', 'RPL3L', 'OACYLP', 'IHH', 'LRRTM1', 'SLC17A6', 'MAGEB6', 'SNAR-F', 'MAGEA5', 'CLEC4G', 'PRAMEF1', 'PRDM9', 'SPDYC', 'SPRR2C', 'GRK1', 'KRTAP2-1', 'DNTT', 'KRTAP19-6', 'FOXR1', 'OR6K6', 'APCS', 'SFTPC', 'BSX', 'NEU2', 'PAQR9', 'OR5M3', 'KCNIP4-IT1', 'SLC6A5', 'MUSK', 'PAPOLB', 'CNGA2', 'IL17F', 'SLC2A2', 'GOLGA6L1', 'C10ORF120', 'ZFY', 'F9', 'CALR3', 'ANP32D', 'KRTAP10-12', 'C11ORF94', 'CA6', 'APOA2', 'CCDC166', 'HAO1', 'LINC00304', 'DEFB123', 'PPIAL4E', 'KGFLP1', 'SFTPB', 'LINC00575', 'OR5M8', 'ALX4', 'DKFZP434K028', 'EPB42', 'HCRTR1', 'SPANXN3', 'IZUMO1R', 'KRT3', 'OR4D11', 'KRTAP3-2', 'OR52R1', 'SSX9', 'LELP1', 'CRYGB', 'FTMT', 'OTOL1', 'AWAT1', 'OR7E24', 'LINC00410', 'LINC01553', 'BTN1A1', 'KRT25', 'PLA2G12B', 'KRTAP10-11', 'SCN1A', 'OR1K1', 'C16ORF90', 'ANXA10', 'KRTAP13-1', 'GABRR3', 'PROKR2', 'CELA2B', 'MT4', 'OR12D2', 'C12ORF77', 'COX7B2', 'ALPPL2', 'ZNF679', 'FKBP6', 'FOXD4L3', 'IQCJ', 'OR1E2', 'LGALS14', 'OR4D5', 'TMEM14E', 'PRR32', 'OR2T10', 'HBE1', 'NXNL1', 'PRB4', 'LOC286238', 'LINC01591', 'AADACL3', 'PRAMEF16', 'AGXT2', 'AKR1C8P', 'TMPRSS11BNL', 'SCTR', 'BANF2', 'BTF3P11', 'RPS4Y2', 'CDX4', 'SLC36A3', 'CHAT', 'OR4K5', 'OR10W1', 'MTNR1B', 'YIPF7', 'SPACA3', 'LYZL1', 'TNP1', 'EPGN', 'NEUROD1', 'KRTAP9-2', 'SVOP', 'SLC5A8', 'ANGPTL3', 'SPRR2E', 'OR2G6', 'INSC', 'OR51B5', 'NCAN', 'OR7D4', 'OR2M3', 'PLCZ1', 'SLC10A1', 'LINC01142', 'DAW1', 'OR6A2', 'AADAC', 'NKX2-3', 'TRIM49', 'ACSM2B', 'GBA3', 'ITPK1-AS1', 'OCSTAMP', 'BCYRN1', 'CETN1', 'HIST1H3B', 'SNORA16B', 'GKN2', 'EDDM3B', 'PCSK2', 'HIST1H4B', 'FAM170A', 'HULC', 'LOC647859', 'MCF2', 'RSPH6A', 'C1ORF141', 'C1ORF94', 'OR5B17', 'OR4D10', 'CTRC', 'KRTAP1-3', 'SLC9C1', 'PTH2', 'BET1P1', 'SHH', 'GPHA2', 'OR10AG1', 'C12ORF50', 'ZSCAN10', 'LHX3', 'OR10G8', 'PRAC1', 'PSG4', 'DEFB119', 'HS3ST4', 'PRG1', 'IL3', 'GUCY2F', 'DMRT1', 'LINC00520', 'OR1M1', 'OR1N1', 'OR1S1', 'NLRP13', 'UGT2B28', 'FAM47C', 'MMP23A', 'KRT71', 'TDRG1', 'FAM138B', 'NXPE1', 'FAM150A', 'AMER3', 'PCDH8', 'GCGR', 'NPSR1-AS1', 'ARL13A', 'DRD3', 'HSD52', 'TARM1', 'TCEB3C', 'LINC00202-2', 'SH2D7', 'IGFBP1', 'OR5E1P', 'OR2B3', 'OR5H2', 'SNORA27', 'SLCO6A1', 'CALCB', 'TMEM8C', 'GABRA4', 'SNORD15B', 'LINC00479', 'LOC284798', 'CHRNB3', 'HGC6.3', 'CCKAR', 'XKR7', 'ISL1', 'MRGPRG-AS1', 'CGB8', 'SNORA36B', 'LINC00523', 'MYH7', 'CGB2', 'GUCA1C', 'NEUROG3', 'PRSS57', 'FAM71B', 'VWA5B1', 'PROKR1', 'SLCO1B7', 'VGLL2', 'UBE2DNL', 'NKX6-2', 'PRKY', 'CACNG7', 'GH1', 'CCER1', 'PPP1R2P9', 'TRPM3', 'C7ORF72', 'IL36A', 'BPIFB4', 'UGT2B10', 'USP50', 'MTVR2', 'MUC13', 'LINC00032', 'FGF23', 'OR4K1', 'KRTAP12-2', 'OR52N2', 'DEFB118', 'KRTAP1-5', 'DEFB115', 'AIRE', 'RNF151', 'EXD1', 'FGF16', 'APOA5', 'PASD1', 'SNORA77', 'OR2A14', 'POU4F3', 'SYT14P1', 'HTR1A', 'FMO9P', 'SNORD97', 'ZFAT-AS1', 'B4GALNT2', 'OLFM3', 'HMSD', 'OR2B11', 'FOXE3', 'OR10K1', 'LINC00923', 'OR1L4', 'DSCR10', 'KDM5D', 'ANKRD34C', 'CHRNA9', 'DPRX', 'POU4F2', 'KRTAP3-3', 'MYADML', 'SFTA3', 'OR52K2', 'HCRTR2', 'PTCHD3', 'LINC00710', 'OR1L1', 'MEP1A', 'FAM9B', 'SNORA2B', 'MAGEA9B', 'KRTAP12-1', 'LINC00964', 'OTC', 'GPR148', 'MYH16', 'PACRG-AS1', 'C12ORF42', 'ITLN2', 'OTOR', 'SPATA3', 'OR10AD1', 'HIST1H3F', 'LOC100129055', 'PLD5', 'LOC100132831', 'FAM83A-AS1', 'ARID3C', 'IGLL1', 'C11ORF87', 'MYL1', 'LINC00052', 'OVCH1', 'NPSR1', 'CLEC18C', 'MIR1-1HG', 'TMSB4Y', 'POM121L2', 'HRK', 'CDH10', 'VIL1', 'CLEC4M', 'SNORA64', 'SLC39A12', 'VCX3A', 'CLRN1-AS1', 'OR51F2', 'CMTM5', 'PSG3', 'HTR4', 'HPVC1', 'OR2M2', 'LOC100130264', 'C4ORF50', 'SOX3', 'HIST2H2AB', 'C7ORF57', 'ATOH7', 'AATK-AS1', 'CPA2', 'SPINK14', 'FERD3L', 'TSNAX-DISC1', 'H3F3AP5', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.46307157054532877
		RMSE:  0.2889602070536637
		NRMSE:  0.17371452011738692
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5143850316766378
		RMSE:  0.2891269997261264
		NRMSE:  0.20591917819933792
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.2166727616339496e-15
		NRMSE:  7.314284796587451e-16
		MAPE:  2.8814963437586647e-12
		Pearson Correlation:  0.30038120208663716
		Spearman Correlation:  0.28527460735538
		Coefficient of Determination:  -2.7477608009990995
		RMSE:  0.45483767157262456
		NRMSE:  0.32393999741654644
		MAPE:  2819.6276973571566

	Predictor:  ElasticNet
		Pearson Correlation:  0.7062932644132358
		Spearman Correlation:  0.6774065904422909
		Coefficient of Determination:  0.4240620690096156
		RMSE:  0.18129803417470372
		NRMSE:  0.10899113523626248
		MAPE:  305.96894985685026
		Pearson Correlation:  0.48728400427747376
		Spearman Correlation:  0.4287386596429617
		Coefficient of Determination:  0.2262741638298147
		RMSE:  0.20666362594250737
		NRMSE:  0.1471879279973416
		MAPE:  974.9072938246239

	Predictor:  RandomForests
		Pearson Correlation:  0.5381991817609222
		Spearman Correlation:  0.5212219383454604
		Coefficient of Determination:  0.24359701987100035
		RMSE:  0.20776953591265712
		NRMSE:  0.12490503655881084
		MAPE:  328.21121962325674
		Pearson Correlation:  0.5160748446969927
		Spearman Correlation:  0.4833388002866732
		Coefficient of Determination:  0.24078315625110525
		RMSE:  0.20471676623616833
		NRMSE:  0.14580135479186965
		MAPE:  1044.3484910403204

Protein:  ERBB2
x_train_column_count:  674
x_train columns:  ['BCORP1', 'OR5A1', 'CT45A6', 'MS4A5', 'DEFB124', 'OR8K3', 'SNAR-G1', 'OR9K2', 'OR7G3', 'OR52A1', 'MROH5', 'FAM92A1P2', 'SNORA36A', 'HES3', 'TAAR8', 'GJA8', 'TBC1D21', 'SNAR-E', 'OR8I2', 'DEFB113', 'FAM41AY1', 'SNAR-I', 'SNORA58', 'C11ORF40', 'OR51A2', 'CSN2', 'GJA10', 'SMR3B', 'SNORD8', 'CPN1', 'SNAR-A13', 'LRTM1', 'ZNRF4', 'TTTY21', 'LINC00326', 'TMEM247', 'SCP2D1', 'CCDC38', 'ST8SIA3', 'CT47B1', 'C17ORF102', 'SPRR2G', 'CEACAM20', 'ESX1', 'LINC00305', 'SNORA55', 'HYALP1', 'H1FOO', 'FAM224B', 'ANXA8L1', 'SCARNA4', 'GNAT3', 'OR6T1', 'CT47A6', 'CT47A7', 'SPANXN4', 'LINC00671', 'OR7G2', 'KRTAP6-2', 'HIST1H4G', 'OR8H1', 'OC90', 'CFHR2', 'PSG1', 'OR8B8', 'C12ORF40', 'ASB11', 'OR4A47', 'CA5A', 'OR5K3', 'SSX6', 'FAM25BP', 'OR10G4', 'SEC14L3', 'OR10T2', 'SNORA22', 'CCL15-CCL14', 'SCARNA14', 'EIF1AY', 'SNORD115-7', 'GLYCAM1', 'OR4S2', 'KRTAP19-5', 'SPATA31A3', 'SPAM1', 'CD5L', 'LYPD8', 'OR13C9', 'CLCA1', 'NMS', 'C1ORF105', 'SNORD15A', 'SNORA28', 'OR6C2', 'KLHL40', 'SCARNA22', 'BTNL3', 'CST13P', 'CSH2', 'LRRC7', 'KCNU1', 'SNORA20', 'SOX1', 'PLSCR5', 'GPR50', 'LILRP2', 'OR11L1', 'GJD2', 'VSTM2B', 'IFNA14', 'C22ORF42', 'CT47A11', 'LINC00314', 'OR2L2', 'CELA2A', 'SNORA24', 'CXORF51A', 'BRDTP1', 'MAGEB10', 'OR4B1', 'HHLA1', 'HBBP1', 'FAM153C', 'IQCF2', 'TEX33', 'SLC5A7', 'PLA2G2F', 'IGFL4', 'MC2R', 'SOST', 'PPBPP1', 'C4ORF51', 'OR6C4', 'SPRR4', 'NKX2-6', 'PRB1', 'CD300LD', 'OR1B1', 'PIWIL3', 'GPR151', 'RAB9BP1', 'AKAP14', 'DUSP21', 'PRSS3P2', 'TXLNGY', 'OR11H6', 'GABRA6', 'OR5B2', 'NPHS2', 'OR6B1', 'PWRN2', 'SCGB1C1', 'OR2AG1', 'KRT39', 'PGM5-AS1', 'OR14C36', 'OR8G5', 'OR10A5', 'MOS', 'OR8S1', 'GOLGA8EP', 'DDI1', 'PRAMEF8', 'PSAPL1', 'ZNF735', 'ZAR1L', 'DNMT3L', 'OR10S1', 'TTTY15', 'CASC8', 'SNORA51', 'LOC391003', 'USP17L6P', 'TMEM252', 'RNASE8', 'FLJ25758', 'MS4A10', 'DNAJC5G', 'CRYAA', 'CCKBR', 'TFAMP1', 'SNORA54', 'MRGPRX1', 'OR52A5', 'TBC1D28', 'OR52A4P', 'SCARNA20', 'OR4A16', 'KRTAP19-1', 'PABPC1L2A', 'SYT10', 'IFITM5', 'C17ORF64', 'IFNA13', 'ACSM2A', 'MORC1', 'FAM24A', 'NPPC', 'TSPY1', 'CFC1B', 'TSPY2', 'HFE2', 'HAND1', 'LINC00207', 'DAZL', 'PAGE5', 'HMHB1', 'VRTN', 'TGIF2LX', 'FBP2', 'NPBWR2', 'ARL5C', 'OR2W1', 'OR51L1', 'OR2T29', 'KRTAP12-3', 'SNORA34', 'GHSR', 'OR52B4', 'PRAMEF5', 'KHDC1L', 'GDNF', 'EDDM3A', 'OR6S1', 'IGF2BP2-AS1', 'LOC727924', 'CRLF2', 'P2RX3', 'CYP3A4', 'SERPINB4', 'GAGE1', 'OR5H1', 'SNORD116-19', 'SLC25A3P1', 'LINC01020', 'TMIGD1', 'LOC391343', 'FGA', 'SCGB1A1', 'SDR16C6P', 'SYCP1', 'OR9A2', 'PRSS1', 'GAGE2D', 'HTR5A', 'C3ORF49', 'CRNN', 'TTTY2', 'SLC13A1', 'OTX2', 'PF4', 'OR4F15', 'OR6C74', 'GYS2', 'IQCF6', 'IL13', 'ANKRD18DP', 'C10ORF53', 'LINC00469', 'LINC00696', 'LINC00895', 'CYP11B2', 'ADAM18', 'TCP10L2', 'C17ORF78', 'SNORA5B', 'FMO6P', 'PLET1', 'SCARNA11', 'LY6G6D', 'CGB5', 'POTEH', 'CLCA4', 'PLG', 'SST', 'TPD52L3', 'ZNF479', 'OR8B3', 'TMPRSS11F', 'TAAR9', 'OR2A2', 'F13B', 'SNORD89', 'OR1S2', 'OR5H14', 'ZCCHC13', 'OLAH', 'OPRD1', 'OR4D6', 'NOX3', 'LEUTX', 'VWC2L', 'EPS8L3', 'RPL13AP17', 'RAX2', 'DPPA5', 'KRTAP4-5', 'OR5T2', 'PRDM14', 'LOC285627', 'TKTL2', 'C18ORF42', 'OR10V1', 'OR2G2', 'OR8A1', 'SNORA71A', 'ZPBP', 'GPR78', 'FCAMR', 'BEND2', 'ACTRT2', 'TSGA13', 'SLC1A6', 'TTTY14', 'CST11', 'SSX5', 'STATH', 'CT45A1', 'OR5H6', 'IL26', 'LIPN', 'SPANXA2', 'OR6M1', 'ASB17', 'LINC01205', 'OR9G4', 'ACTR3BP2', 'SNORA74A', 'BARHL2', 'OR8D4', 'RTP2', 'LMNTD1', 'KLK9', 'OR4C12', 'LCNL1', 'TMEM202', 'OR11H4', 'OR2L8', 'GAGE2B', 'LOC145845', 'HNRNPCL1', 'KRTAP21-2', 'SERPINB3', 'DEFB110', 'KRT85', 'PWAR4', 'MYBPC2', 'LOC646813', 'C2ORF83', 'GPR52', 'PROP1', 'SSX8', 'LPO', 'NCOR1P1', 'SPATA31C1', 'ANKUB1', 'LINC00488', 'GOT1L1', 'OR2M4', 'LOC100129935', 'USP26', 'OR4C16', 'LINC00934', 'ZIM3', 'BPIFA3', 'DYDC1', 'FAM27B', 'COL6A4P1', 'TEX13B', 'CABS1', 'UGT2A3', 'OR4D9', 'FAM138D', 'ZAR1', 'FOXN3-AS2', 'POTED', 'CPLX4', 'SYCN', 'OR2M7', 'GSTA5', 'HIST1H4F', 'OR2T35', 'DUXA', 'SLC32A1', 'OR4K17', 'SLC38A8', 'TBC1D3P2', 'LINC00114', 'HTR3E', 'C3ORF30', 'KRTAP19-2', 'ASB18', 'CLRN2', 'RGS8', 'TMEM72', 'RBPJL', 'TRHR', 'HBD', 'CTRB1', 'B3GNT6', 'GABRG3', 'DAOA', 'WFDC8', 'DEFB104A', 'FRMPD4', 'LINC01565', 'KRTAP6-1', 'KRTAP25-1', 'HSFY2', 'EPPIN', 'LINC00608', 'OR56A1', 'OR6Y1', 'OR7A17', 'OR8H2', 'IL31', 'FBXW12', 'ALLC', 'OR4K2', 'OR4X2', 'GRIN2B', 'PRAMEF20', 'OR8G2', 'MYF5', 'LINC01566', 'KIR3DL3', 'MMD2', 'ITIH1', 'MAGEB3', 'ABRA', 'TCERG1L', 'OR8J3', 'CYLC2', 'SLC25A31', 'FAM169B', 'LINC00113', 'LOC729609', 'BMP15', 'FAM74A3', 'CFHR4', 'DEFB126', 'DEFB129', 'DEFB134', 'OR6B3', 'OR2AT4', 'FAM170B', 'INS', 'RHAG', 'CT47A1', 'CSNK1A1P1', 'OTOP1', 'GAGE12F', 'SRY', 'NKAIN3', 'PSKH2', 'MYH1', 'CCK', 'TCP10', 'SNORA70B', 'OR52H1', 'CD200R1L', 'OR5P3', 'REG4', 'POU6F2', 'TRPV5', 'KRTAP10-3', 'GPRC6A', 'ODF3', 'SPINK1', 'SCARNA8', 'FTHL17', 'ZNF705A', 'HOXC12', 'OR6B2', 'AQP2', 'KRTAP11-1', 'OR10H2', 'OR51I2', 'SNORA47', 'ACOT12', 'LCN9', 'DISC2', 'GUCY2EP', 'FGF6', 'TFF2', 'CHIAP2', 'CXADRP2', 'SNORA38B', 'C20ORF166-AS1', 'SNORD94', 'TMEM88B', 'OR4S1', 'OR5M10', 'MGC27382', 'MBD3L5', 'CNTN5', 'PYDC2', 'SNORA59B', 'ENAM', 'FIGLA', 'CCDC37', 'PCGEM1', 'PSG11', 'OR5AN1', 'OR6F1', 'OR14I1', 'SNORD115-26', 'LOC392196', 'SNCB', 'PISRT1', 'BOLL', 'OR7C2', 'SPATA19', 'TTTY8', 'TTTY9B', 'NANOS2', 'AVPR1B', 'XAGE3', 'CNGB1', 'MOGAT3', 'OR2T12', 'NLRP8', 'KRTAP10-7', 'MAGEA1', 'SLC51B', 'CYP2C18', 'CNTNAP4', 'UGT1A4', 'TAS2R60', 'OPN1MW', 'RESP18', 'RPL3L', 'OACYLP', 'IHH', 'LRRTM1', 'SLC17A6', 'MAGEB6', 'SNAR-F', 'MAGEA5', 'CLEC4G', 'PRAMEF1', 'PRDM9', 'SPDYC', 'SPRR2C', 'GRK1', 'KRTAP2-1', 'DNTT', 'KRTAP19-6', 'FOXR1', 'OR6K6', 'APCS', 'SFTPC', 'BSX', 'NEU2', 'PAQR9', 'OR5M3', 'KCNIP4-IT1', 'SLC6A5', 'MUSK', 'PAPOLB', 'CNGA2', 'IL17F', 'SLC2A2', 'GOLGA6L1', 'C10ORF120', 'ZFY', 'F9', 'CALR3', 'ANP32D', 'KRTAP10-12', 'C11ORF94', 'CA6', 'APOA2', 'CCDC166', 'HAO1', 'LINC00304', 'DEFB123', 'PPIAL4E', 'KGFLP1', 'SFTPB', 'LINC00575', 'OR5M8', 'ALX4', 'DKFZP434K028', 'EPB42', 'HCRTR1', 'SPANXN3', 'IZUMO1R', 'KRT3', 'OR4D11', 'KRTAP3-2', 'OR52R1', 'SSX9', 'LELP1', 'CRYGB', 'FTMT', 'OTOL1', 'AWAT1', 'OR7E24', 'LINC00410', 'LINC01553', 'BTN1A1', 'KRT25', 'PLA2G12B', 'KRTAP10-11', 'SCN1A', 'OR1K1', 'C16ORF90', 'ANXA10', 'KRTAP13-1', 'GABRR3', 'PROKR2', 'CELA2B', 'MT4', 'OR12D2', 'C12ORF77', 'COX7B2', 'ALPPL2', 'ZNF679', 'FKBP6', 'FOXD4L3', 'IQCJ', 'OR1E2', 'LGALS14', 'OR4D5', 'TMEM14E', 'PRR32', 'OR2T10', 'HBE1', 'NXNL1', 'PRB4', 'LOC286238', 'LINC01591', 'AADACL3', 'PRAMEF16', 'AGXT2', 'AKR1C8P', 'TMPRSS11BNL', 'SCTR', 'BANF2', 'BTF3P11', 'RPS4Y2', 'CDX4', 'SLC36A3', 'CHAT', 'OR4K5', 'OR10W1', 'MTNR1B', 'YIPF7', 'SPACA3', 'LYZL1', 'TNP1', 'EPGN', 'NEUROD1', 'KRTAP9-2', 'SVOP', 'SLC5A8', 'ANGPTL3', 'SPRR2E', 'OR2G6', 'INSC', 'OR51B5', 'NCAN', 'OR7D4', 'OR2M3', 'PLCZ1', 'SLC10A1', 'LINC01142', 'DAW1', 'OR6A2', 'AADAC', 'NKX2-3', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10512598969709641
		RMSE:  1.0713675802437574
		NRMSE:  0.18252510013182233
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.044647408489899565
		RMSE:  0.9270678870989714
		NRMSE:  0.17190207437399804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  5.9555279976722114e-15
		NRMSE:  1.0146222119822498e-15
		MAPE:  6.519963596701759e-12
		Pearson Correlation:  0.16510127225009663
		Spearman Correlation:  0.22103697200273145
		Coefficient of Determination:  -11.107546951094438
		RMSE:  3.156129052854414
		NRMSE:  0.5852269706757676
		MAPE:  1599.867545967303

	Predictor:  ElasticNet
		Pearson Correlation:  0.9390295060003547
		Spearman Correlation:  0.8579423753827894
		Coefficient of Determination:  0.8680960937960739
		RMSE:  0.3701360897660599
		NRMSE:  0.0630587746845767
		MAPE:  350.55514838767306
		Pearson Correlation:  0.7447891380265447
		Spearman Correlation:  0.5187737781679836
		Coefficient of Determination:  0.5463483763112611
		RMSE:  0.6109250132461007
		NRMSE:  0.11328110759245331
		MAPE:  339.84529209373034

	Predictor:  RandomForests
		Pearson Correlation:  0.8417877633611578
		Spearman Correlation:  0.6360468490309766
		Coefficient of Determination:  0.7066469566267894
		RMSE:  0.5519857970898392
		NRMSE:  0.0940398652554371
		MAPE:  464.1515036286078
		Pearson Correlation:  0.8090662532459557
		Spearman Correlation:  0.7211503453733257
		Coefficient of Determination:  0.6435534541343422
		RMSE:  0.5415316913865033
		NRMSE:  0.10041381260643488
		MAPE:  337.0737252374249

Protein:  ERBB3
x_train_column_count:  254
x_train columns:  ['BCORP1', 'OR5A1', 'CT45A6', 'MS4A5', 'DEFB124', 'OR8K3', 'SNAR-G1', 'OR9K2', 'OR7G3', 'OR52A1', 'MROH5', 'FAM92A1P2', 'SNORA36A', 'HES3', 'TAAR8', 'GJA8', 'TBC1D21', 'SNAR-E', 'OR8I2', 'DEFB113', 'FAM41AY1', 'SNAR-I', 'SNORA58', 'C11ORF40', 'OR51A2', 'CSN2', 'GJA10', 'SMR3B', 'SNORD8', 'CPN1', 'SNAR-A13', 'LRTM1', 'ZNRF4', 'TTTY21', 'LINC00326', 'TMEM247', 'SCP2D1', 'CCDC38', 'ST8SIA3', 'CT47B1', 'C17ORF102', 'SPRR2G', 'CEACAM20', 'ESX1', 'LINC00305', 'SNORA55', 'HYALP1', 'H1FOO', 'FAM224B', 'ANXA8L1', 'SCARNA4', 'GNAT3', 'OR6T1', 'CT47A6', 'CT47A7', 'SPANXN4', 'LINC00671', 'OR7G2', 'KRTAP6-2', 'HIST1H4G', 'OR8H1', 'OC90', 'CFHR2', 'PSG1', 'OR8B8', 'C12ORF40', 'ASB11', 'OR4A47', 'CA5A', 'OR5K3', 'SSX6', 'FAM25BP', 'OR10G4', 'SEC14L3', 'OR10T2', 'SNORA22', 'CCL15-CCL14', 'SCARNA14', 'EIF1AY', 'SNORD115-7', 'GLYCAM1', 'OR4S2', 'KRTAP19-5', 'SPATA31A3', 'SPAM1', 'CD5L', 'LYPD8', 'OR13C9', 'CLCA1', 'NMS', 'C1ORF105', 'SNORD15A', 'SNORA28', 'OR6C2', 'KLHL40', 'SCARNA22', 'BTNL3', 'CST13P', 'CSH2', 'LRRC7', 'KCNU1', 'SNORA20', 'SOX1', 'PLSCR5', 'GPR50', 'LILRP2', 'OR11L1', 'GJD2', 'VSTM2B', 'IFNA14', 'C22ORF42', 'CT47A11', 'LINC00314', 'OR2L2', 'CELA2A', 'SNORA24', 'CXORF51A', 'BRDTP1', 'MAGEB10', 'OR4B1', 'HHLA1', 'HBBP1', 'FAM153C', 'IQCF2', 'TEX33', 'SLC5A7', 'PLA2G2F', 'IGFL4', 'MC2R', 'SOST', 'PPBPP1', 'C4ORF51', 'OR6C4', 'SPRR4', 'NKX2-6', 'PRB1', 'CD300LD', 'OR1B1', 'PIWIL3', 'GPR151', 'RAB9BP1', 'AKAP14', 'DUSP21', 'PRSS3P2', 'TXLNGY', 'OR11H6', 'GABRA6', 'OR5B2', 'NPHS2', 'OR6B1', 'PWRN2', 'SCGB1C1', 'OR2AG1', 'KRT39', 'PGM5-AS1', 'OR14C36', 'OR8G5', 'OR10A5', 'MOS', 'OR8S1', 'GOLGA8EP', 'DDI1', 'PRAMEF8', 'PSAPL1', 'ZNF735', 'ZAR1L', 'DNMT3L', 'OR10S1', 'TTTY15', 'CASC8', 'SNORA51', 'LOC391003', 'USP17L6P', 'TMEM252', 'RNASE8', 'FLJ25758', 'MS4A10', 'DNAJC5G', 'CRYAA', 'CCKBR', 'TFAMP1', 'SNORA54', 'MRGPRX1', 'OR52A5', 'TBC1D28', 'OR52A4P', 'SCARNA20', 'OR4A16', 'KRTAP19-1', 'PABPC1L2A', 'SYT10', 'IFITM5', 'C17ORF64', 'IFNA13', 'ACSM2A', 'MORC1', 'FAM24A', 'NPPC', 'TSPY1', 'CFC1B', 'TSPY2', 'HFE2', 'HAND1', 'LINC00207', 'DAZL', 'PAGE5', 'HMHB1', 'VRTN', 'TGIF2LX', 'FBP2', 'NPBWR2', 'ARL5C', 'OR2W1', 'OR51L1', 'OR2T29', 'KRTAP12-3', 'SNORA34', 'GHSR', 'OR52B4', 'PRAMEF5', 'KHDC1L', 'GDNF', 'EDDM3A', 'OR6S1', 'IGF2BP2-AS1', 'LOC727924', 'CRLF2', 'P2RX3', 'CYP3A4', 'SERPINB4', 'GAGE1', 'OR5H1', 'SNORD116-19', 'SLC25A3P1', 'LINC01020', 'TMIGD1', 'LOC391343', 'FGA', 'SCGB1A1', 'SDR16C6P', 'SYCP1', 'OR9A2', 'PRSS1', 'GAGE2D', 'HTR5A', 'C3ORF49', 'CRNN', 'TTTY2', 'SLC13A1', 'OTX2', 'PF4', 'OR4F15', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20107865915633893
		RMSE:  0.5031866190144979
		NRMSE:  0.13579562619977975
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27170508071542576
		RMSE:  0.5249654097328843
		NRMSE:  0.21064675210776365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  LinearRegression
		Pearson Correlation:  0.7297834016647659
		Spearman Correlation:  0.7048447369099117
		Coefficient of Determination:  0.5254662780500221
		RMSE:  0.31628376396817903
		NRMSE:  0.08535591003791126
		MAPE:  163.48378262501723
		Pearson Correlation:  0.18549826524484875
		Spearman Correlation:  0.3027830245624929
		Coefficient of Determination:  -1.0617780115084328
		RMSE:  0.668433853518746
		NRMSE:  0.26821466258937865
		MAPE:  566.7058580365756

	Predictor:  ElasticNet
		Pearson Correlation:  0.6235924458751059
		Spearman Correlation:  0.5907585105700801
		Coefficient of Determination:  0.3616409961270751
		RMSE:  0.3668392970519448
		NRMSE:  0.09899939739140913
		MAPE:  183.5389608485966
		Pearson Correlation:  0.43519735262420917
		Spearman Correlation:  0.47418846233142065
		Coefficient of Determination:  0.17670972970247623
		RMSE:  0.4223903393327814
		NRMSE:  0.16948764900037774
		MAPE:  205.22457752958698

	Predictor:  RandomForests
		Pearson Correlation:  0.5553464159951567
		Spearman Correlation:  0.5141246331071472
		Coefficient of Determination:  0.2899661490578346
		RMSE:  0.3868858851229105
		NRMSE:  0.10440939614216564
		MAPE:  246.9031289525639
		Pearson Correlation:  0.39414878571785456
		Spearman Correlation:  0.45695809272959553
		Coefficient of Determination:  0.14315329697975376
		RMSE:  0.43091245819426666
		NRMSE:  0.17290722032063216
		MAPE:  274.8337608870041


Fold:  2

Protein:  RB1
x_train_column_count:  382
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'OR7G3', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'C12ORF77', 'DUX4L6', 'TAAR8', 'GUCA1C', 'GJA8', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'CTSL3P', 'SNORA36B', 'FGF6', 'LCE2D', 'BTBD17', 'OR7G1', 'FGF22', 'DEFB127', 'CPN1', 'MRGPRG-AS1', 'SMCP', 'FAM150A', 'LINC00326', 'REXO1L6P', 'CT47B1', 'SCP2D1', 'ST8SIA3', 'CHAT', 'CEACAM20', 'ZNRF4', 'LHX3', 'HNF1B', 'CTXN3', 'ANXA8L1', 'FAM224B', 'LINC01553', 'ESX1', 'CT47A2', 'SLC18A3', 'GNAT3', 'AMBN', 'SCARNA4', 'H1FOO', 'OR6T1', 'CT47A6', 'CT47A7', 'OR7G2', 'SSX6', 'FLG2', 'OC90', 'KRT78', 'KRTAP6-2', 'OR5AN1', 'LINC00671', 'CFHR2', 'DEFB119', 'NR0B1', 'OR4A47', 'OR8B8', 'FAM25BP', 'SEC14L3', 'OR10G4', 'SPAM1', 'LOC727924', 'OR4M2', 'OR10T2', 'SCARNA14', 'LCE1F', 'ATP4B', 'LINC01548', 'GYPA', 'BARHL1', 'CXORF51A', 'KRTAP19-5', 'LCE2A', 'SNORA55', 'CHODL-AS1', 'KRTAP4-11', 'TYR', 'CLCA1', 'SLC28A2', 'NMS', 'SPATA31A3', 'PROL1', 'ASB10', 'CLC', 'SNORA24', 'BTNL3', 'SUN3', 'PSMB11', 'ZNF536', 'SOX1', 'FXYD4', 'C1ORF105', 'C1ORF87', 'KLHL40', 'IL37', 'SNORA28', 'KCNU1', 'OR8U1', 'CSH2', 'GPR50', 'IGFL4', 'OR2B3', 'ZNF804B', 'C22ORF42', 'OLIG3', 'CT47A11', 'SNORD115-7', 'BRDTP1', 'SNORA20', 'GLRA4', 'OR6C76', 'SNORA5B', 'OR2AE1', 'PIWIL3', 'MAGEB10', 'FAM153C', 'CNTNAP5', 'APOA2', 'HAO2', 'IQCF2', 'OR7C2', 'KRT39', 'ASB18', 'SPIC', 'PPBPP1', 'GAGE2C', 'TMEM179', 'OR2T12', 'TSPYL6', 'PLA2G2F', 'AHSP', 'GPR151', 'MC2R', 'OR6C4', 'DEFB128', 'DMBT1P1', 'OLIG2', 'SLCO1A2', 'LELP1', 'SATB2-AS1', 'PRSS3P2', 'FGF4', 'CCKBR', 'OR2C3', 'TEX36-AS1', 'LOC440040', 'TEX33', 'NPHS2', 'BMP10', 'CDKL4', 'LOC100129935', 'MOS', 'IFNA21', 'KRTAP1-3', 'OR5B2', 'OR6B1', 'HTR3B', 'GNAT1', 'SYT10', 'DNAJC5G', 'PSG8', 'OR10S1', 'PRAP1', 'PRAMEF8', 'PSAPL1', 'LINC00111', 'KRTDAP', 'GOLGA8EP', 'RNASE8', 'KRTAP19-1', 'AKAP14', 'ZNF735', 'KRTAP12-2', 'TMEM196', 'CFC1B', 'USP17L6P', 'SLCO6A1', 'NKX2-6', 'NCOR1P1', 'GOT1L1', 'HFE2', 'USP26', 'ITLN2', 'KRTAP10-11', 'FAM24A', 'SNORD15A', 'FLJ25758', 'SPRR4', 'IFNA13', 'SNORA54', 'SOX3', 'KRT2', 'LY6G6D', 'DNMT3L', 'OR52A5', 'SCARNA20', 'FBP2', 'TAGLN3', 'IL31', 'MORC1', 'ARG1', 'MS4A10', 'LINC00207', 'GABRA6', 'TSPY1', 'TSPY2', 'LOC646813', 'OR1M1', 'GABRA1', 'KRTAP12-3', 'GHSR', 'NPBWR2', 'HAND1', 'OR2T29', 'FOXE1', 'LINC01020', 'SERPINB4', 'OTX2', 'OR6C74', 'TGIF2LX', 'SLC25A3P1', 'TMIGD1', 'PRAMEF5', 'OR1E2', 'SCGB1A1', 'FAM71A', 'FGF23', 'GUCA2B', 'C3ORF49', 'SYCP1', 'MRGPRX1', 'OR2T34', 'CYP3A4', 'SNORD116-19', 'ACSM2A', 'VRTN', 'OR4D11', 'OR8B3', 'LGALS14', 'OR52A4P', 'OR52B4', 'CT45A1', 'ARL5C', 'GYS2', 'SERPINI2', 'OR9A2', 'TMEM252', 'TMPRSS11F', 'TMPRSS11B', 'C10ORF53', 'TTTY2', 'MOGAT3', 'SNORA37', 'OR4F15', 'OR6S1', 'OR14C36', 'NXF2B', 'LINC00895', 'F13B', 'CGB5', 'LINC00469', 'HTR5A', 'HBG1', 'TCP10L2', 'IFNA16', 'OR10V1', 'FGA', 'PRSS1', 'ZNF479', 'MAGEB3', 'ZCCHC13', 'PPY', 'SNORA51', 'OR5H14', 'LINC00696', 'RAX2', 'WFDC5', 'OR4A16', 'GPR78', 'CLEC6A', 'ASB17', 'OR5T2', 'VWC2L', 'PSG7', 'ALPPL2', 'SST', 'PLG', 'ANKUB1', 'LINC00575', 'NOX3', 'SCARNA11', 'OR1S2', 'SNORA34', 'PLET1', 'LEUTX', 'LINC00523', 'RPL13AP17', 'OR1N1', 'LOC145845', 'ADAM18', 'TPD52L3', 'LINC01205', 'C18ORF42', 'POTED', 'ALOX12B', 'OR2G2', 'XAGE5', 'OR6M1', 'AMTN', 'OR2M2', 'HIST1H4F', 'C2ORF83', 'ARSF', 'SSX5', 'SFTA3', 'ARHGAP36', 'OR9G4', 'EPPIN', 'SLC1A6', 'ACTR3BP2', 'RESP18', 'OR11H4', 'OR4S1', 'ARR3', 'MBD3L5', 'OR2A2', 'LINC00488', 'CABS1', 'FMR1NB', 'TAAR9', 'PLSCR5', 'HNRNPCL1', 'SNORD89', 'TSGA13', 'ACTRT2', 'ZPBP', 'PROKR1', 'GH1', 'LINC01101', 'KRT13', 'BPIFA3', 'OPN1MW', 'OR4D9', 'SNORA70B', 'DEFB126', 'LINC00934', 'PROP1', 'SNORA1', 'FAM27B', 'OR8G5', 'CLCA4', 'ZIM3', 'PWAR4', 'CASC8', 'GABRG3', 'TRHR', 'CLRN2', 'ADGRG7', 'SPATA31C1', 'PRAMEF20', 'RGS8', 'RTP2', 'STATH', 'TCERG1L', 'ZAR1', 'COL6A4P1', 'MYBPHL', 'TMEM72', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.012372001566697044
		RMSE:  0.23649063304821735
		NRMSE:  0.08648721220312221
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0009378943328373079
		RMSE:  0.2450188572791325
		NRMSE:  0.14037816530069125
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  LinearRegression
		Pearson Correlation:  0.807673981682757
		Spearman Correlation:  0.7857378545167456
		Coefficient of Determination:  0.6523372606872784
		RMSE:  0.13858714716642342
		NRMSE:  0.05068283614921863
		MAPE:  310.8461020487971
		Pearson Correlation:  0.13493836129529221
		Spearman Correlation:  0.18562579260559947
		Coefficient of Determination:  -7.503643779553368
		RMSE:  0.7141648545897572
		NRMSE:  0.4091650460002505
		MAPE:  1462.7895483203295

	Predictor:  ElasticNet
		Pearson Correlation:  0.5114066002947645
		Spearman Correlation:  0.4636283340002858
		Coefficient of Determination:  0.21466464070138946
		RMSE:  0.20829145651190475
		NRMSE:  0.07617446478638998
		MAPE:  232.503663930078
		Pearson Correlation:  0.13194252245839244
		Spearman Correlation:  0.16468149448834263
		Coefficient of Determination:  -0.009443354582810093
		RMSE:  0.24605767781181517
		NRMSE:  0.1409733346769346
		MAPE:  170.98428949553806

	Predictor:  RandomForests
		Pearson Correlation:  0.5400262963130433
		Spearman Correlation:  0.4343939741235512
		Coefficient of Determination:  0.19635502459643817
		RMSE:  0.21070556103048474
		NRMSE:  0.07705732922413866
		MAPE:  140.6567497433899
		Pearson Correlation:  0.10433927477367883
		Spearman Correlation:  0.15044280225062806
		Coefficient of Determination:  -0.021774683687508123
		RMSE:  0.2475560322672569
		NRMSE:  0.14183178390717244
		MAPE:  213.4485604401169

Protein:  CDH1
x_train_column_count:  837
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'OR7G3', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'C12ORF77', 'DUX4L6', 'TAAR8', 'GUCA1C', 'GJA8', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'CTSL3P', 'SNORA36B', 'FGF6', 'LCE2D', 'BTBD17', 'OR7G1', 'FGF22', 'DEFB127', 'CPN1', 'MRGPRG-AS1', 'SMCP', 'FAM150A', 'LINC00326', 'REXO1L6P', 'CT47B1', 'SCP2D1', 'ST8SIA3', 'CHAT', 'CEACAM20', 'ZNRF4', 'LHX3', 'HNF1B', 'CTXN3', 'ANXA8L1', 'FAM224B', 'LINC01553', 'ESX1', 'CT47A2', 'SLC18A3', 'GNAT3', 'AMBN', 'SCARNA4', 'H1FOO', 'OR6T1', 'CT47A6', 'CT47A7', 'OR7G2', 'SSX6', 'FLG2', 'OC90', 'KRT78', 'KRTAP6-2', 'OR5AN1', 'LINC00671', 'CFHR2', 'DEFB119', 'NR0B1', 'OR4A47', 'OR8B8', 'FAM25BP', 'SEC14L3', 'OR10G4', 'SPAM1', 'LOC727924', 'OR4M2', 'OR10T2', 'SCARNA14', 'LCE1F', 'ATP4B', 'LINC01548', 'GYPA', 'BARHL1', 'CXORF51A', 'KRTAP19-5', 'LCE2A', 'SNORA55', 'CHODL-AS1', 'KRTAP4-11', 'TYR', 'CLCA1', 'SLC28A2', 'NMS', 'SPATA31A3', 'PROL1', 'ASB10', 'CLC', 'SNORA24', 'BTNL3', 'SUN3', 'PSMB11', 'ZNF536', 'SOX1', 'FXYD4', 'C1ORF105', 'C1ORF87', 'KLHL40', 'IL37', 'SNORA28', 'KCNU1', 'OR8U1', 'CSH2', 'GPR50', 'IGFL4', 'OR2B3', 'ZNF804B', 'C22ORF42', 'OLIG3', 'CT47A11', 'SNORD115-7', 'BRDTP1', 'SNORA20', 'GLRA4', 'OR6C76', 'SNORA5B', 'OR2AE1', 'PIWIL3', 'MAGEB10', 'FAM153C', 'CNTNAP5', 'APOA2', 'HAO2', 'IQCF2', 'OR7C2', 'KRT39', 'ASB18', 'SPIC', 'PPBPP1', 'GAGE2C', 'TMEM179', 'OR2T12', 'TSPYL6', 'PLA2G2F', 'AHSP', 'GPR151', 'MC2R', 'OR6C4', 'DEFB128', 'DMBT1P1', 'OLIG2', 'SLCO1A2', 'LELP1', 'SATB2-AS1', 'PRSS3P2', 'FGF4', 'CCKBR', 'OR2C3', 'TEX36-AS1', 'LOC440040', 'TEX33', 'NPHS2', 'BMP10', 'CDKL4', 'LOC100129935', 'MOS', 'IFNA21', 'KRTAP1-3', 'OR5B2', 'OR6B1', 'HTR3B', 'GNAT1', 'SYT10', 'DNAJC5G', 'PSG8', 'OR10S1', 'PRAP1', 'PRAMEF8', 'PSAPL1', 'LINC00111', 'KRTDAP', 'GOLGA8EP', 'RNASE8', 'KRTAP19-1', 'AKAP14', 'ZNF735', 'KRTAP12-2', 'TMEM196', 'CFC1B', 'USP17L6P', 'SLCO6A1', 'NKX2-6', 'NCOR1P1', 'GOT1L1', 'HFE2', 'USP26', 'ITLN2', 'KRTAP10-11', 'FAM24A', 'SNORD15A', 'FLJ25758', 'SPRR4', 'IFNA13', 'SNORA54', 'SOX3', 'KRT2', 'LY6G6D', 'DNMT3L', 'OR52A5', 'SCARNA20', 'FBP2', 'TAGLN3', 'IL31', 'MORC1', 'ARG1', 'MS4A10', 'LINC00207', 'GABRA6', 'TSPY1', 'TSPY2', 'LOC646813', 'OR1M1', 'GABRA1', 'KRTAP12-3', 'GHSR', 'NPBWR2', 'HAND1', 'OR2T29', 'FOXE1', 'LINC01020', 'SERPINB4', 'OTX2', 'OR6C74', 'TGIF2LX', 'SLC25A3P1', 'TMIGD1', 'PRAMEF5', 'OR1E2', 'SCGB1A1', 'FAM71A', 'FGF23', 'GUCA2B', 'C3ORF49', 'SYCP1', 'MRGPRX1', 'OR2T34', 'CYP3A4', 'SNORD116-19', 'ACSM2A', 'VRTN', 'OR4D11', 'OR8B3', 'LGALS14', 'OR52A4P', 'OR52B4', 'CT45A1', 'ARL5C', 'GYS2', 'SERPINI2', 'OR9A2', 'TMEM252', 'TMPRSS11F', 'TMPRSS11B', 'C10ORF53', 'TTTY2', 'MOGAT3', 'SNORA37', 'OR4F15', 'OR6S1', 'OR14C36', 'NXF2B', 'LINC00895', 'F13B', 'CGB5', 'LINC00469', 'HTR5A', 'HBG1', 'TCP10L2', 'IFNA16', 'OR10V1', 'FGA', 'PRSS1', 'ZNF479', 'MAGEB3', 'ZCCHC13', 'PPY', 'SNORA51', 'OR5H14', 'LINC00696', 'RAX2', 'WFDC5', 'OR4A16', 'GPR78', 'CLEC6A', 'ASB17', 'OR5T2', 'VWC2L', 'PSG7', 'ALPPL2', 'SST', 'PLG', 'ANKUB1', 'LINC00575', 'NOX3', 'SCARNA11', 'OR1S2', 'SNORA34', 'PLET1', 'LEUTX', 'LINC00523', 'RPL13AP17', 'OR1N1', 'LOC145845', 'ADAM18', 'TPD52L3', 'LINC01205', 'C18ORF42', 'POTED', 'ALOX12B', 'OR2G2', 'XAGE5', 'OR6M1', 'AMTN', 'OR2M2', 'HIST1H4F', 'C2ORF83', 'ARSF', 'SSX5', 'SFTA3', 'ARHGAP36', 'OR9G4', 'EPPIN', 'SLC1A6', 'ACTR3BP2', 'RESP18', 'OR11H4', 'OR4S1', 'ARR3', 'MBD3L5', 'OR2A2', 'LINC00488', 'CABS1', 'FMR1NB', 'TAAR9', 'PLSCR5', 'HNRNPCL1', 'SNORD89', 'TSGA13', 'ACTRT2', 'ZPBP', 'PROKR1', 'GH1', 'LINC01101', 'KRT13', 'BPIFA3', 'OPN1MW', 'OR4D9', 'SNORA70B', 'DEFB126', 'LINC00934', 'PROP1', 'SNORA1', 'FAM27B', 'OR8G5', 'CLCA4', 'ZIM3', 'PWAR4', 'CASC8', 'GABRG3', 'TRHR', 'CLRN2', 'ADGRG7', 'SPATA31C1', 'PRAMEF20', 'RGS8', 'RTP2', 'STATH', 'TCERG1L', 'ZAR1', 'COL6A4P1', 'MYBPHL', 'TMEM72', 'OR8G2', 'KRTAP25-1', 'OR2M4', 'CYP2W1', 'KRTAP19-8', 'SVOP', 'WFDC8', 'LINC00114', 'OR8H2', 'SLC38A8', 'OR2M7', 'SERPINB3', 'SLC32A1', 'LHX9', 'HYALP1', 'LINC00636', 'GYPB', 'NKAIN3', 'OR2T35', 'KRTAP6-1', 'HBD', 'KCNQ1DN', 'OR4C16', 'KRTAP19-2', 'DUXA', 'OR6Y1', 'IQCJ', 'LGI3', 'SPACA7', 'DAOA', 'OR7A17', 'FAM169B', 'OR2L8', 'HSFY2', 'SPANXA2', 'PPY2P', 'B3GNT6', 'DEFB104A', 'UGT2A3', 'OR6B3', 'TCP10', 'OR4K17', 'RHAG', 'SNORA38B', 'CTRB1', 'KRT3', 'INS', 'LINC00200', 'SPDYC', 'PRKAG3', 'OLIG1', 'KRTAP10-12', 'MYH1', 'LINC01566', 'FAM71C', 'LINC01565', 'PABPC1L2A', 'TRPV5', 'FDCSP', 'OR8J3', 'FTMT', 'INSM2', 'NEU2', 'TBC1D3P2', 'PPIAL4E', 'DYDC1', 'SFTPC', 'PRR27', 'MYF5', 'ACER1', 'DEFB129', 'HPD', 'IVL', 'C9ORF135', 'SNORD115-26', 'FBXW12', 'C3ORF30', 'IL13', 'MMD2', 'SLC51B', 'ITIH1', 'TEX13B', 'OR2AT4', 'HMX3', 'DNTT', 'CT47A1', 'OR6B2', 'KRTAP4-3', 'GSTA5', 'FAM27L', 'GPR148', 'OR1K1', 'LINC00602', 'AVPR1B', 'PRG1', 'C11ORF94', 'APOC3', 'LCN9', 'CYP2C18', 'SCARNA8', 'TAS2R60', 'KRTAP10-7', 'ZFAT-AS1', 'UCMA', 'SCN1A', 'LINC00113', 'FTHL17', 'HHLA1', 'LCE1D', 'PYDC2', 'OR11L1', 'GUCY2EP', 'CYLC2', 'KRTAP10-1', 'CSNK1A1P1', 'CCDC37', 'OR5M10', 'SPINK1', 'PSKH2', 'SULT1C3', 'CYP11B2', 'SNORD94', 'CYP7A1', 'CCK', 'SLC25A31', 'C20ORF173', 'OR5M8', 'LRRTM1', 'LOC729609', 'EPB42', 'TTTY8', 'TTTY9B', 'SLC17A6', 'EPGN', 'LYZL1', 'CGB8', 'SNORA77', 'CHIAP2', 'SPATA19', 'FAM138D', 'OLFM3', 'PCGEM1', 'UGT1A4', 'GBX2', 'SBSN', 'ACOT12', 'HBG2', 'CPLX3', 'REG4', 'PSG11', 'CNTNAP4', 'KRTAP21-1', 'SNORA47', 'KRTAP3-2', 'FFAR1', 'ABRA', 'TMEM202', 'HAO1', 'BOLL', 'ANGPTL3', 'ASAP1-IT1', 'SNCB', 'MMP20', 'LCN1', 'OR52K1', 'PRAMEF1', 'SPACA3', 'MUSK', 'PRDM9', 'SLITRK3', 'FOXN3-AS2', 'CCDC166', 'OR6K6', 'AADAC', 'KRTAP19-6', 'OR51G2', 'INSC', 'CCL24', 'UGT2B28', 'NKX2-1', 'OR2W1', 'DPRX', 'DPPA5', 'SNAR-F', 'MGC27382', 'CFHR4', 'NCAN', 'BRINP3', 'AWAT1', 'FOXD4L3', 'LOC285847', 'KRTAP2-1', 'CRLF2', 'DEFB123', 'BMP15', 'C1ORF94', 'IL17F', 'ENAM', 'TSKS', 'IQCF6', 'DPPA2', 'OR4C12', 'SPRR2E', 'DUSP21', 'LINC00923', 'APCS', 'KCNIP4-IT1', 'GRK1', 'OR51I2', 'PRSS54', 'MAGEA5', 'CRYGB', 'GAGE12F', 'ARL13A', 'OR56A1', 'MAP3K15', 'ASB11', 'DKFZP434K028', 'OR5H1', 'KRT25', 'NYX', 'CA6', 'NTS', 'C10ORF120', 'GCSAML-AS1', 'SLC10A1', 'SLC6A5', 'RPL3L', 'KRTAP10-6', 'IZUMO1R', 'MMP23A', 'MTNR1B', 'DAW1', 'BANF2', 'PROKR2', 'FAM74A3', 'NXNL1', 'TMPRSS12', 'OR6K2', 'PAPOLB', 'KRTAP10-3', 'OR12D2', 'AQP2', 'CD200R1L', 'FAM138B', 'OR6C2', 'LINC01312', 'LINC00410', 'IGLL3P', 'ADAM29', 'TFF2', 'NUTM1', 'SLURP1', 'KRTAP19-3', 'KRTAP5-4', 'AKR1C8P', 'TMEM88B', 'GOLGA6L1', 'OR4D5', 'KCNMB2', 'OTOL1', 'GRIN2B', 'YWHAEP7', 'ANP32D', 'OR1L1', 'TTTY15', 'SFTPB', 'NMUR2', 'IL3', 'OR51F2', 'YIPF7', 'USP9Y', 'CSN3', 'FAM71B', 'NEUROD1', 'OR2T10', 'OR2M3', 'OR10W1', 'ZNF705A', 'GPHA2', 'HBE1', 'SLC22A10', 'SNAR-G1', 'SNORA59B', 'PRB4', 'LRRC30', 'RBPJL', 'MAGEA9B', 'OR1B1', 'TARM1', 'AMER3', 'OR51B5', 'EDDM3B', 'TRIM48', 'GABRR3', 'IL36RN', 'URAD', 'RPS4Y2', 'KRTAP9-2', 'SDR16C6P', 'SLC9C1', 'SCTR', 'OCSTAMP', 'OR52R1', 'C16ORF90', 'PLA2G12B', 'NKX2-3', 'MUC2', 'SPANXN3', 'OR6A2', 'COX7B2', 'SYT14P1', 'OR7D4', 'SNORA76C', 'USH1C', 'TNP1', 'SPZ1', 'SNORD15B', 'AKR1D1', 'OR8I2', 'PSG4', 'BCYRN1', 'SHH', 'CCL15-CCL14', 'B4GALNT2', 'HULC', 'TBC1D21', 'OR13C9', 'FIGLA', 'ZNF679', 'OR5M3', 'PTH2', 'OR2L1P', 'TCEB3C', 'DEFB124', 'TRHDE', 'ANKRD34C', 'DEFB113', 'DMP1', 'GKN2', 'SNAR-I', 'CD300LD', 'DDI1', 'SNAR-E', 'GPR22', 'BPIFB4', 'CTRB2', 'CPA2', 'ADGRD2', 'KRTAP1-5', 'XKR7', 'OR10G8', 'BPIFB3', 'PPP1R2P9', 'SNORA36A', 'FKBP6', 'VIL1', 'SLC36A3', 'PCDH8', 'FAM41AY1', 'ACSM2B', 'AADACL3', 'SNORD97', 'NEUROD6', 'LINC00520', 'MAGEA1', 'CHRNB3', 'OR2AG1', 'OR4D2', 'C12ORF50', 'PRAC1', 'SH2D7', 'OACYLP', 'DISC2', 'NXPE1', 'USP50', 'BHLHE23', 'MYH7', 'CALCB', 'LOC284798', 'DEFB110', 'RAPGEF4-AS1', 'AIRE', 'KGFLP1', 'RFX6', 'CPNE4', 'CNGB1', 'CETN1', 'C2ORF27B', 'SSX9', 'SLC5A8', 'C11ORF40', 'LOC400736', 'SLCO1B7', 'TNFSF18', 'KRTAP1-1', 'KRT71', 'PRMT8', 'POU4F1', 'DMRT1', 'FAM183CP', 'KCNK4', 'ASB15', 'SCEL', 'GLYATL3', 'NEUROG3', 'CA5A', 'SNORA27', 'OR2L2', 'XIRP2', 'UGT2B10', 'FAM47C', 'NF1P2', 'DEFB118', 'TRIM75P', 'LINC00029', 'KCNJ16', 'CACNG7', 'HTR1A', 'DSCR10', 'MIR1-1HG', 'OR2A14', 'CD1B', 'OR8D4', 'GAGE2B', 'SPATA3', 'CIB4', 'HYMAI', 'ARL14', 'PRL', 'LOC100132831', 'FMO9P', 'HGC6.3', 'BTF3P11', 'OR52N1', 'SNORA16B', 'CDH10', 'HRK', 'KRTAP11-1', 'LINC00479', 'OR10H2', 'SNORA58', 'C12ORF42', 'LINC00202-2', 'C6ORF10', 'ODF3', 'GFI1B', 'OR1L4', 'OVCH1', 'HSD52', 'POU4F2', 'HIST1H3A', 'FAM19A1', 'HOXC12', 'OR52N2', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0848918633043636
		RMSE:  1.167193365558287
		NRMSE:  0.18724526599154356
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3357437347566168
		RMSE:  1.329821844339591
		NRMSE:  0.2361608674018098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  5.884156808759403e-15
		NRMSE:  9.439571362411811e-16
		MAPE:  4.08830922031855e-12
		Pearson Correlation:  0.24806820315232536
		Spearman Correlation:  0.33236757389522975
		Coefficient of Determination:  -5.841410389826711
		RMSE:  3.0095718159094544
		NRMSE:  0.5344648936084984
		MAPE:  1409.0868043911692

	Predictor:  ElasticNet
		Pearson Correlation:  0.8885735162086607
		Spearman Correlation:  0.843941648737476
		Coefficient of Determination:  0.7616234102061497
		RMSE:  0.5471184817493239
		NRMSE:  0.08777067165305588
		MAPE:  223.12667979274985
		Pearson Correlation:  0.626903034717484
		Spearman Correlation:  0.6889718076285242
		Coefficient of Determination:  0.36209480821012063
		RMSE:  0.9189882489247212
		NRMSE:  0.16320160698361236
		MAPE:  333.95032817225956

	Predictor:  RandomForests
		Pearson Correlation:  0.7637056575108045
		Spearman Correlation:  0.6771465558562935
		Coefficient of Determination:  0.5786933493783033
		RMSE:  0.7273588740064822
		NRMSE:  0.11668546948046558
		MAPE:  133.88546183899066
		Pearson Correlation:  0.6428810596047162
		Spearman Correlation:  0.6624215006528565
		Coefficient of Determination:  0.3795698825463335
		RMSE:  0.9063132420749421
		NRMSE:  0.16095067342833283
		MAPE:  205.31404357816854

Protein:  CDH2
x_train_column_count:  478
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'OR7G3', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'C12ORF77', 'DUX4L6', 'TAAR8', 'GUCA1C', 'GJA8', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'CTSL3P', 'SNORA36B', 'FGF6', 'LCE2D', 'BTBD17', 'OR7G1', 'FGF22', 'DEFB127', 'CPN1', 'MRGPRG-AS1', 'SMCP', 'FAM150A', 'LINC00326', 'REXO1L6P', 'CT47B1', 'SCP2D1', 'ST8SIA3', 'CHAT', 'CEACAM20', 'ZNRF4', 'LHX3', 'HNF1B', 'CTXN3', 'ANXA8L1', 'FAM224B', 'LINC01553', 'ESX1', 'CT47A2', 'SLC18A3', 'GNAT3', 'AMBN', 'SCARNA4', 'H1FOO', 'OR6T1', 'CT47A6', 'CT47A7', 'OR7G2', 'SSX6', 'FLG2', 'OC90', 'KRT78', 'KRTAP6-2', 'OR5AN1', 'LINC00671', 'CFHR2', 'DEFB119', 'NR0B1', 'OR4A47', 'OR8B8', 'FAM25BP', 'SEC14L3', 'OR10G4', 'SPAM1', 'LOC727924', 'OR4M2', 'OR10T2', 'SCARNA14', 'LCE1F', 'ATP4B', 'LINC01548', 'GYPA', 'BARHL1', 'CXORF51A', 'KRTAP19-5', 'LCE2A', 'SNORA55', 'CHODL-AS1', 'KRTAP4-11', 'TYR', 'CLCA1', 'SLC28A2', 'NMS', 'SPATA31A3', 'PROL1', 'ASB10', 'CLC', 'SNORA24', 'BTNL3', 'SUN3', 'PSMB11', 'ZNF536', 'SOX1', 'FXYD4', 'C1ORF105', 'C1ORF87', 'KLHL40', 'IL37', 'SNORA28', 'KCNU1', 'OR8U1', 'CSH2', 'GPR50', 'IGFL4', 'OR2B3', 'ZNF804B', 'C22ORF42', 'OLIG3', 'CT47A11', 'SNORD115-7', 'BRDTP1', 'SNORA20', 'GLRA4', 'OR6C76', 'SNORA5B', 'OR2AE1', 'PIWIL3', 'MAGEB10', 'FAM153C', 'CNTNAP5', 'APOA2', 'HAO2', 'IQCF2', 'OR7C2', 'KRT39', 'ASB18', 'SPIC', 'PPBPP1', 'GAGE2C', 'TMEM179', 'OR2T12', 'TSPYL6', 'PLA2G2F', 'AHSP', 'GPR151', 'MC2R', 'OR6C4', 'DEFB128', 'DMBT1P1', 'OLIG2', 'SLCO1A2', 'LELP1', 'SATB2-AS1', 'PRSS3P2', 'FGF4', 'CCKBR', 'OR2C3', 'TEX36-AS1', 'LOC440040', 'TEX33', 'NPHS2', 'BMP10', 'CDKL4', 'LOC100129935', 'MOS', 'IFNA21', 'KRTAP1-3', 'OR5B2', 'OR6B1', 'HTR3B', 'GNAT1', 'SYT10', 'DNAJC5G', 'PSG8', 'OR10S1', 'PRAP1', 'PRAMEF8', 'PSAPL1', 'LINC00111', 'KRTDAP', 'GOLGA8EP', 'RNASE8', 'KRTAP19-1', 'AKAP14', 'ZNF735', 'KRTAP12-2', 'TMEM196', 'CFC1B', 'USP17L6P', 'SLCO6A1', 'NKX2-6', 'NCOR1P1', 'GOT1L1', 'HFE2', 'USP26', 'ITLN2', 'KRTAP10-11', 'FAM24A', 'SNORD15A', 'FLJ25758', 'SPRR4', 'IFNA13', 'SNORA54', 'SOX3', 'KRT2', 'LY6G6D', 'DNMT3L', 'OR52A5', 'SCARNA20', 'FBP2', 'TAGLN3', 'IL31', 'MORC1', 'ARG1', 'MS4A10', 'LINC00207', 'GABRA6', 'TSPY1', 'TSPY2', 'LOC646813', 'OR1M1', 'GABRA1', 'KRTAP12-3', 'GHSR', 'NPBWR2', 'HAND1', 'OR2T29', 'FOXE1', 'LINC01020', 'SERPINB4', 'OTX2', 'OR6C74', 'TGIF2LX', 'SLC25A3P1', 'TMIGD1', 'PRAMEF5', 'OR1E2', 'SCGB1A1', 'FAM71A', 'FGF23', 'GUCA2B', 'C3ORF49', 'SYCP1', 'MRGPRX1', 'OR2T34', 'CYP3A4', 'SNORD116-19', 'ACSM2A', 'VRTN', 'OR4D11', 'OR8B3', 'LGALS14', 'OR52A4P', 'OR52B4', 'CT45A1', 'ARL5C', 'GYS2', 'SERPINI2', 'OR9A2', 'TMEM252', 'TMPRSS11F', 'TMPRSS11B', 'C10ORF53', 'TTTY2', 'MOGAT3', 'SNORA37', 'OR4F15', 'OR6S1', 'OR14C36', 'NXF2B', 'LINC00895', 'F13B', 'CGB5', 'LINC00469', 'HTR5A', 'HBG1', 'TCP10L2', 'IFNA16', 'OR10V1', 'FGA', 'PRSS1', 'ZNF479', 'MAGEB3', 'ZCCHC13', 'PPY', 'SNORA51', 'OR5H14', 'LINC00696', 'RAX2', 'WFDC5', 'OR4A16', 'GPR78', 'CLEC6A', 'ASB17', 'OR5T2', 'VWC2L', 'PSG7', 'ALPPL2', 'SST', 'PLG', 'ANKUB1', 'LINC00575', 'NOX3', 'SCARNA11', 'OR1S2', 'SNORA34', 'PLET1', 'LEUTX', 'LINC00523', 'RPL13AP17', 'OR1N1', 'LOC145845', 'ADAM18', 'TPD52L3', 'LINC01205', 'C18ORF42', 'POTED', 'ALOX12B', 'OR2G2', 'XAGE5', 'OR6M1', 'AMTN', 'OR2M2', 'HIST1H4F', 'C2ORF83', 'ARSF', 'SSX5', 'SFTA3', 'ARHGAP36', 'OR9G4', 'EPPIN', 'SLC1A6', 'ACTR3BP2', 'RESP18', 'OR11H4', 'OR4S1', 'ARR3', 'MBD3L5', 'OR2A2', 'LINC00488', 'CABS1', 'FMR1NB', 'TAAR9', 'PLSCR5', 'HNRNPCL1', 'SNORD89', 'TSGA13', 'ACTRT2', 'ZPBP', 'PROKR1', 'GH1', 'LINC01101', 'KRT13', 'BPIFA3', 'OPN1MW', 'OR4D9', 'SNORA70B', 'DEFB126', 'LINC00934', 'PROP1', 'SNORA1', 'FAM27B', 'OR8G5', 'CLCA4', 'ZIM3', 'PWAR4', 'CASC8', 'GABRG3', 'TRHR', 'CLRN2', 'ADGRG7', 'SPATA31C1', 'PRAMEF20', 'RGS8', 'RTP2', 'STATH', 'TCERG1L', 'ZAR1', 'COL6A4P1', 'MYBPHL', 'TMEM72', 'OR8G2', 'KRTAP25-1', 'OR2M4', 'CYP2W1', 'KRTAP19-8', 'SVOP', 'WFDC8', 'LINC00114', 'OR8H2', 'SLC38A8', 'OR2M7', 'SERPINB3', 'SLC32A1', 'LHX9', 'HYALP1', 'LINC00636', 'GYPB', 'NKAIN3', 'OR2T35', 'KRTAP6-1', 'HBD', 'KCNQ1DN', 'OR4C16', 'KRTAP19-2', 'DUXA', 'OR6Y1', 'IQCJ', 'LGI3', 'SPACA7', 'DAOA', 'OR7A17', 'FAM169B', 'OR2L8', 'HSFY2', 'SPANXA2', 'PPY2P', 'B3GNT6', 'DEFB104A', 'UGT2A3', 'OR6B3', 'TCP10', 'OR4K17', 'RHAG', 'SNORA38B', 'CTRB1', 'KRT3', 'INS', 'LINC00200', 'SPDYC', 'PRKAG3', 'OLIG1', 'KRTAP10-12', 'MYH1', 'LINC01566', 'FAM71C', 'LINC01565', 'PABPC1L2A', 'TRPV5', 'FDCSP', 'OR8J3', 'FTMT', 'INSM2', 'NEU2', 'TBC1D3P2', 'PPIAL4E', 'DYDC1', 'SFTPC', 'PRR27', 'MYF5', 'ACER1', 'DEFB129', 'HPD', 'IVL', 'C9ORF135', 'SNORD115-26', 'FBXW12', 'C3ORF30', 'IL13', 'MMD2', 'SLC51B', 'ITIH1', 'TEX13B', 'OR2AT4', 'HMX3', 'DNTT', 'CT47A1', 'OR6B2', 'KRTAP4-3', 'GSTA5', 'FAM27L', 'GPR148', 'OR1K1', 'LINC00602', 'AVPR1B', 'PRG1', 'C11ORF94', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0042702958885580955
		RMSE:  0.36888339320753855
		NRMSE:  0.13366308906715652
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005559500410650786
		RMSE:  0.3881548727768219
		NRMSE:  0.20448899349205915
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  LinearRegression
		Pearson Correlation:  0.9381198835605329
		Spearman Correlation:  0.9217827469440337
		Coefficient of Determination:  0.8800689159316276
		RMSE:  0.12747636619061192
		NRMSE:  0.04619043633256465
		MAPE:  168.12643650181843
		Pearson Correlation:  0.058609593169232345
		Spearman Correlation:  0.09547361233050435
		Coefficient of Determination:  -269.89648883295865
		RMSE:  6.370930153430125
		NRMSE:  3.35635383207517
		MAPE:  2919.071535371027

	Predictor:  ElasticNet
		Pearson Correlation:  0.6751668870081332
		Spearman Correlation:  0.6504503963452971
		Coefficient of Determination:  0.4008056413316772
		RMSE:  0.2849362165691053
		NRMSE:  0.10324524116570233
		MAPE:  672.1589041286686
		Pearson Correlation:  0.12949707889555306
		Spearman Correlation:  0.15650668227490003
		Coefficient of Determination:  0.005016195512548616
		RMSE:  0.38610832139869217
		NRMSE:  0.20341082273910777
		MAPE:  285.6839049641843

	Predictor:  RandomForests
		Pearson Correlation:  0.49373831389924583
		Spearman Correlation:  0.45507535312344544
		Coefficient of Determination:  0.13680646055777634
		RMSE:  0.34199352692396545
		NRMSE:  0.12391967784765762
		MAPE:  246.22299879964737
		Pearson Correlation:  0.10754183797217712
		Spearman Correlation:  0.23443595068297435
		Coefficient of Determination:  0.00895252778526634
		RMSE:  0.3853438080368212
		NRMSE:  0.2030080593607639
		MAPE:  122.82885989917418

Protein:  CDH3
x_train_column_count:  77
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'OR7G3', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'C12ORF77', 'DUX4L6', 'TAAR8', 'GUCA1C', 'GJA8', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'CTSL3P', 'SNORA36B', 'FGF6', 'LCE2D', 'BTBD17', 'OR7G1', 'FGF22', 'DEFB127', 'CPN1', 'MRGPRG-AS1', 'SMCP', 'FAM150A', 'LINC00326', 'REXO1L6P', 'CT47B1', 'SCP2D1', 'ST8SIA3', 'CHAT', 'CEACAM20', 'ZNRF4', 'LHX3', 'HNF1B', 'CTXN3', 'ANXA8L1', 'FAM224B', 'LINC01553', 'ESX1', 'CT47A2', 'SLC18A3', 'GNAT3', 'AMBN', 'SCARNA4', 'H1FOO', 'OR6T1', 'CT47A6', 'CT47A7', 'OR7G2', 'SSX6', 'FLG2', 'OC90', 'KRT78', 'KRTAP6-2', 'OR5AN1', 'LINC00671', 'CFHR2', 'DEFB119', 'NR0B1', 'OR4A47', 'OR8B8', 'FAM25BP', 'SEC14L3', 'OR10G4', 'SPAM1', 'LOC727924', 'OR4M2', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032535082492379797
		RMSE:  0.20804431995898212
		NRMSE:  0.15657381105189322
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10171995354262497
		RMSE:  0.2077503373255318
		NRMSE:  0.17094572313464315
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  LinearRegression
		Pearson Correlation:  0.4797563450631481
		Spearman Correlation:  0.47499763163416103
		Coefficient of Determination:  0.2301661463537471
		RMSE:  0.1822422305506826
		NRMSE:  0.13715520124531136
		MAPE:  264.14458008247544
		Pearson Correlation:  0.09910607109405539
		Spearman Correlation:  0.1529899521997854
		Coefficient of Determination:  -0.27491572161500444
		RMSE:  0.22348422254281022
		NRMSE:  0.18389222623451842
		MAPE:  795.5962622244557

	Predictor:  ElasticNet
		Pearson Correlation:  0.40350423487938425
		Spearman Correlation:  0.408571333919823
		Coefficient of Determination:  0.149552630122755
		RMSE:  0.19154650881001314
		NRMSE:  0.14415758567204257
		MAPE:  211.65188145472857
		Pearson Correlation:  0.11735045577003467
		Spearman Correlation:  0.24494195688225542
		Coefficient of Determination:  -0.16502224600964666
		RMSE:  0.2136354103434572
		NRMSE:  0.17578820895536676
		MAPE:  563.2531813833859

	Predictor:  RandomForests
		Pearson Correlation:  0.4893009863244689
		Spearman Correlation:  0.5181328829361499
		Coefficient of Determination:  0.22710791556628007
		RMSE:  0.18260385817678146
		NRMSE:  0.1374273615985049
		MAPE:  405.98371540012386
		Pearson Correlation:  0.1176937205286002
		Spearman Correlation:  0.2801948155894898
		Coefficient of Determination:  -0.21096409502880809
		RMSE:  0.2178069649415461
		NRMSE:  0.17922073968694655
		MAPE:  1058.4786146959934

Protein:  PTEN
x_train_column_count:  910
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'OR7G3', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'C12ORF77', 'DUX4L6', 'TAAR8', 'GUCA1C', 'GJA8', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'CTSL3P', 'SNORA36B', 'FGF6', 'LCE2D', 'BTBD17', 'OR7G1', 'FGF22', 'DEFB127', 'CPN1', 'MRGPRG-AS1', 'SMCP', 'FAM150A', 'LINC00326', 'REXO1L6P', 'CT47B1', 'SCP2D1', 'ST8SIA3', 'CHAT', 'CEACAM20', 'ZNRF4', 'LHX3', 'HNF1B', 'CTXN3', 'ANXA8L1', 'FAM224B', 'LINC01553', 'ESX1', 'CT47A2', 'SLC18A3', 'GNAT3', 'AMBN', 'SCARNA4', 'H1FOO', 'OR6T1', 'CT47A6', 'CT47A7', 'OR7G2', 'SSX6', 'FLG2', 'OC90', 'KRT78', 'KRTAP6-2', 'OR5AN1', 'LINC00671', 'CFHR2', 'DEFB119', 'NR0B1', 'OR4A47', 'OR8B8', 'FAM25BP', 'SEC14L3', 'OR10G4', 'SPAM1', 'LOC727924', 'OR4M2', 'OR10T2', 'SCARNA14', 'LCE1F', 'ATP4B', 'LINC01548', 'GYPA', 'BARHL1', 'CXORF51A', 'KRTAP19-5', 'LCE2A', 'SNORA55', 'CHODL-AS1', 'KRTAP4-11', 'TYR', 'CLCA1', 'SLC28A2', 'NMS', 'SPATA31A3', 'PROL1', 'ASB10', 'CLC', 'SNORA24', 'BTNL3', 'SUN3', 'PSMB11', 'ZNF536', 'SOX1', 'FXYD4', 'C1ORF105', 'C1ORF87', 'KLHL40', 'IL37', 'SNORA28', 'KCNU1', 'OR8U1', 'CSH2', 'GPR50', 'IGFL4', 'OR2B3', 'ZNF804B', 'C22ORF42', 'OLIG3', 'CT47A11', 'SNORD115-7', 'BRDTP1', 'SNORA20', 'GLRA4', 'OR6C76', 'SNORA5B', 'OR2AE1', 'PIWIL3', 'MAGEB10', 'FAM153C', 'CNTNAP5', 'APOA2', 'HAO2', 'IQCF2', 'OR7C2', 'KRT39', 'ASB18', 'SPIC', 'PPBPP1', 'GAGE2C', 'TMEM179', 'OR2T12', 'TSPYL6', 'PLA2G2F', 'AHSP', 'GPR151', 'MC2R', 'OR6C4', 'DEFB128', 'DMBT1P1', 'OLIG2', 'SLCO1A2', 'LELP1', 'SATB2-AS1', 'PRSS3P2', 'FGF4', 'CCKBR', 'OR2C3', 'TEX36-AS1', 'LOC440040', 'TEX33', 'NPHS2', 'BMP10', 'CDKL4', 'LOC100129935', 'MOS', 'IFNA21', 'KRTAP1-3', 'OR5B2', 'OR6B1', 'HTR3B', 'GNAT1', 'SYT10', 'DNAJC5G', 'PSG8', 'OR10S1', 'PRAP1', 'PRAMEF8', 'PSAPL1', 'LINC00111', 'KRTDAP', 'GOLGA8EP', 'RNASE8', 'KRTAP19-1', 'AKAP14', 'ZNF735', 'KRTAP12-2', 'TMEM196', 'CFC1B', 'USP17L6P', 'SLCO6A1', 'NKX2-6', 'NCOR1P1', 'GOT1L1', 'HFE2', 'USP26', 'ITLN2', 'KRTAP10-11', 'FAM24A', 'SNORD15A', 'FLJ25758', 'SPRR4', 'IFNA13', 'SNORA54', 'SOX3', 'KRT2', 'LY6G6D', 'DNMT3L', 'OR52A5', 'SCARNA20', 'FBP2', 'TAGLN3', 'IL31', 'MORC1', 'ARG1', 'MS4A10', 'LINC00207', 'GABRA6', 'TSPY1', 'TSPY2', 'LOC646813', 'OR1M1', 'GABRA1', 'KRTAP12-3', 'GHSR', 'NPBWR2', 'HAND1', 'OR2T29', 'FOXE1', 'LINC01020', 'SERPINB4', 'OTX2', 'OR6C74', 'TGIF2LX', 'SLC25A3P1', 'TMIGD1', 'PRAMEF5', 'OR1E2', 'SCGB1A1', 'FAM71A', 'FGF23', 'GUCA2B', 'C3ORF49', 'SYCP1', 'MRGPRX1', 'OR2T34', 'CYP3A4', 'SNORD116-19', 'ACSM2A', 'VRTN', 'OR4D11', 'OR8B3', 'LGALS14', 'OR52A4P', 'OR52B4', 'CT45A1', 'ARL5C', 'GYS2', 'SERPINI2', 'OR9A2', 'TMEM252', 'TMPRSS11F', 'TMPRSS11B', 'C10ORF53', 'TTTY2', 'MOGAT3', 'SNORA37', 'OR4F15', 'OR6S1', 'OR14C36', 'NXF2B', 'LINC00895', 'F13B', 'CGB5', 'LINC00469', 'HTR5A', 'HBG1', 'TCP10L2', 'IFNA16', 'OR10V1', 'FGA', 'PRSS1', 'ZNF479', 'MAGEB3', 'ZCCHC13', 'PPY', 'SNORA51', 'OR5H14', 'LINC00696', 'RAX2', 'WFDC5', 'OR4A16', 'GPR78', 'CLEC6A', 'ASB17', 'OR5T2', 'VWC2L', 'PSG7', 'ALPPL2', 'SST', 'PLG', 'ANKUB1', 'LINC00575', 'NOX3', 'SCARNA11', 'OR1S2', 'SNORA34', 'PLET1', 'LEUTX', 'LINC00523', 'RPL13AP17', 'OR1N1', 'LOC145845', 'ADAM18', 'TPD52L3', 'LINC01205', 'C18ORF42', 'POTED', 'ALOX12B', 'OR2G2', 'XAGE5', 'OR6M1', 'AMTN', 'OR2M2', 'HIST1H4F', 'C2ORF83', 'ARSF', 'SSX5', 'SFTA3', 'ARHGAP36', 'OR9G4', 'EPPIN', 'SLC1A6', 'ACTR3BP2', 'RESP18', 'OR11H4', 'OR4S1', 'ARR3', 'MBD3L5', 'OR2A2', 'LINC00488', 'CABS1', 'FMR1NB', 'TAAR9', 'PLSCR5', 'HNRNPCL1', 'SNORD89', 'TSGA13', 'ACTRT2', 'ZPBP', 'PROKR1', 'GH1', 'LINC01101', 'KRT13', 'BPIFA3', 'OPN1MW', 'OR4D9', 'SNORA70B', 'DEFB126', 'LINC00934', 'PROP1', 'SNORA1', 'FAM27B', 'OR8G5', 'CLCA4', 'ZIM3', 'PWAR4', 'CASC8', 'GABRG3', 'TRHR', 'CLRN2', 'ADGRG7', 'SPATA31C1', 'PRAMEF20', 'RGS8', 'RTP2', 'STATH', 'TCERG1L', 'ZAR1', 'COL6A4P1', 'MYBPHL', 'TMEM72', 'OR8G2', 'KRTAP25-1', 'OR2M4', 'CYP2W1', 'KRTAP19-8', 'SVOP', 'WFDC8', 'LINC00114', 'OR8H2', 'SLC38A8', 'OR2M7', 'SERPINB3', 'SLC32A1', 'LHX9', 'HYALP1', 'LINC00636', 'GYPB', 'NKAIN3', 'OR2T35', 'KRTAP6-1', 'HBD', 'KCNQ1DN', 'OR4C16', 'KRTAP19-2', 'DUXA', 'OR6Y1', 'IQCJ', 'LGI3', 'SPACA7', 'DAOA', 'OR7A17', 'FAM169B', 'OR2L8', 'HSFY2', 'SPANXA2', 'PPY2P', 'B3GNT6', 'DEFB104A', 'UGT2A3', 'OR6B3', 'TCP10', 'OR4K17', 'RHAG', 'SNORA38B', 'CTRB1', 'KRT3', 'INS', 'LINC00200', 'SPDYC', 'PRKAG3', 'OLIG1', 'KRTAP10-12', 'MYH1', 'LINC01566', 'FAM71C', 'LINC01565', 'PABPC1L2A', 'TRPV5', 'FDCSP', 'OR8J3', 'FTMT', 'INSM2', 'NEU2', 'TBC1D3P2', 'PPIAL4E', 'DYDC1', 'SFTPC', 'PRR27', 'MYF5', 'ACER1', 'DEFB129', 'HPD', 'IVL', 'C9ORF135', 'SNORD115-26', 'FBXW12', 'C3ORF30', 'IL13', 'MMD2', 'SLC51B', 'ITIH1', 'TEX13B', 'OR2AT4', 'HMX3', 'DNTT', 'CT47A1', 'OR6B2', 'KRTAP4-3', 'GSTA5', 'FAM27L', 'GPR148', 'OR1K1', 'LINC00602', 'AVPR1B', 'PRG1', 'C11ORF94', 'APOC3', 'LCN9', 'CYP2C18', 'SCARNA8', 'TAS2R60', 'KRTAP10-7', 'ZFAT-AS1', 'UCMA', 'SCN1A', 'LINC00113', 'FTHL17', 'HHLA1', 'LCE1D', 'PYDC2', 'OR11L1', 'GUCY2EP', 'CYLC2', 'KRTAP10-1', 'CSNK1A1P1', 'CCDC37', 'OR5M10', 'SPINK1', 'PSKH2', 'SULT1C3', 'CYP11B2', 'SNORD94', 'CYP7A1', 'CCK', 'SLC25A31', 'C20ORF173', 'OR5M8', 'LRRTM1', 'LOC729609', 'EPB42', 'TTTY8', 'TTTY9B', 'SLC17A6', 'EPGN', 'LYZL1', 'CGB8', 'SNORA77', 'CHIAP2', 'SPATA19', 'FAM138D', 'OLFM3', 'PCGEM1', 'UGT1A4', 'GBX2', 'SBSN', 'ACOT12', 'HBG2', 'CPLX3', 'REG4', 'PSG11', 'CNTNAP4', 'KRTAP21-1', 'SNORA47', 'KRTAP3-2', 'FFAR1', 'ABRA', 'TMEM202', 'HAO1', 'BOLL', 'ANGPTL3', 'ASAP1-IT1', 'SNCB', 'MMP20', 'LCN1', 'OR52K1', 'PRAMEF1', 'SPACA3', 'MUSK', 'PRDM9', 'SLITRK3', 'FOXN3-AS2', 'CCDC166', 'OR6K6', 'AADAC', 'KRTAP19-6', 'OR51G2', 'INSC', 'CCL24', 'UGT2B28', 'NKX2-1', 'OR2W1', 'DPRX', 'DPPA5', 'SNAR-F', 'MGC27382', 'CFHR4', 'NCAN', 'BRINP3', 'AWAT1', 'FOXD4L3', 'LOC285847', 'KRTAP2-1', 'CRLF2', 'DEFB123', 'BMP15', 'C1ORF94', 'IL17F', 'ENAM', 'TSKS', 'IQCF6', 'DPPA2', 'OR4C12', 'SPRR2E', 'DUSP21', 'LINC00923', 'APCS', 'KCNIP4-IT1', 'GRK1', 'OR51I2', 'PRSS54', 'MAGEA5', 'CRYGB', 'GAGE12F', 'ARL13A', 'OR56A1', 'MAP3K15', 'ASB11', 'DKFZP434K028', 'OR5H1', 'KRT25', 'NYX', 'CA6', 'NTS', 'C10ORF120', 'GCSAML-AS1', 'SLC10A1', 'SLC6A5', 'RPL3L', 'KRTAP10-6', 'IZUMO1R', 'MMP23A', 'MTNR1B', 'DAW1', 'BANF2', 'PROKR2', 'FAM74A3', 'NXNL1', 'TMPRSS12', 'OR6K2', 'PAPOLB', 'KRTAP10-3', 'OR12D2', 'AQP2', 'CD200R1L', 'FAM138B', 'OR6C2', 'LINC01312', 'LINC00410', 'IGLL3P', 'ADAM29', 'TFF2', 'NUTM1', 'SLURP1', 'KRTAP19-3', 'KRTAP5-4', 'AKR1C8P', 'TMEM88B', 'GOLGA6L1', 'OR4D5', 'KCNMB2', 'OTOL1', 'GRIN2B', 'YWHAEP7', 'ANP32D', 'OR1L1', 'TTTY15', 'SFTPB', 'NMUR2', 'IL3', 'OR51F2', 'YIPF7', 'USP9Y', 'CSN3', 'FAM71B', 'NEUROD1', 'OR2T10', 'OR2M3', 'OR10W1', 'ZNF705A', 'GPHA2', 'HBE1', 'SLC22A10', 'SNAR-G1', 'SNORA59B', 'PRB4', 'LRRC30', 'RBPJL', 'MAGEA9B', 'OR1B1', 'TARM1', 'AMER3', 'OR51B5', 'EDDM3B', 'TRIM48', 'GABRR3', 'IL36RN', 'URAD', 'RPS4Y2', 'KRTAP9-2', 'SDR16C6P', 'SLC9C1', 'SCTR', 'OCSTAMP', 'OR52R1', 'C16ORF90', 'PLA2G12B', 'NKX2-3', 'MUC2', 'SPANXN3', 'OR6A2', 'COX7B2', 'SYT14P1', 'OR7D4', 'SNORA76C', 'USH1C', 'TNP1', 'SPZ1', 'SNORD15B', 'AKR1D1', 'OR8I2', 'PSG4', 'BCYRN1', 'SHH', 'CCL15-CCL14', 'B4GALNT2', 'HULC', 'TBC1D21', 'OR13C9', 'FIGLA', 'ZNF679', 'OR5M3', 'PTH2', 'OR2L1P', 'TCEB3C', 'DEFB124', 'TRHDE', 'ANKRD34C', 'DEFB113', 'DMP1', 'GKN2', 'SNAR-I', 'CD300LD', 'DDI1', 'SNAR-E', 'GPR22', 'BPIFB4', 'CTRB2', 'CPA2', 'ADGRD2', 'KRTAP1-5', 'XKR7', 'OR10G8', 'BPIFB3', 'PPP1R2P9', 'SNORA36A', 'FKBP6', 'VIL1', 'SLC36A3', 'PCDH8', 'FAM41AY1', 'ACSM2B', 'AADACL3', 'SNORD97', 'NEUROD6', 'LINC00520', 'MAGEA1', 'CHRNB3', 'OR2AG1', 'OR4D2', 'C12ORF50', 'PRAC1', 'SH2D7', 'OACYLP', 'DISC2', 'NXPE1', 'USP50', 'BHLHE23', 'MYH7', 'CALCB', 'LOC284798', 'DEFB110', 'RAPGEF4-AS1', 'AIRE', 'KGFLP1', 'RFX6', 'CPNE4', 'CNGB1', 'CETN1', 'C2ORF27B', 'SSX9', 'SLC5A8', 'C11ORF40', 'LOC400736', 'SLCO1B7', 'TNFSF18', 'KRTAP1-1', 'KRT71', 'PRMT8', 'POU4F1', 'DMRT1', 'FAM183CP', 'KCNK4', 'ASB15', 'SCEL', 'GLYATL3', 'NEUROG3', 'CA5A', 'SNORA27', 'OR2L2', 'XIRP2', 'UGT2B10', 'FAM47C', 'NF1P2', 'DEFB118', 'TRIM75P', 'LINC00029', 'KCNJ16', 'CACNG7', 'HTR1A', 'DSCR10', 'MIR1-1HG', 'OR2A14', 'CD1B', 'OR8D4', 'GAGE2B', 'SPATA3', 'CIB4', 'HYMAI', 'ARL14', 'PRL', 'LOC100132831', 'FMO9P', 'HGC6.3', 'BTF3P11', 'OR52N1', 'SNORA16B', 'CDH10', 'HRK', 'KRTAP11-1', 'LINC00479', 'OR10H2', 'SNORA58', 'C12ORF42', 'LINC00202-2', 'C6ORF10', 'ODF3', 'GFI1B', 'OR1L4', 'OVCH1', 'HSD52', 'POU4F2', 'HIST1H3A', 'FAM19A1', 'HOXC12', 'OR52N2', 'NPB', 'ADRB3', 'HIST2H2AB', 'HIST1H3F', 'RAET1L', 'SNORA2B', 'HCRTR2', 'SPOCK3', 'SCARNA1', 'GPR52', 'SLC39A12', 'ANKRD20A20P', 'XAGE3', 'HTR2C', 'IFNL1', 'GSC2', 'DEFB109P1', 'CLRN1-AS1', 'SPINT3', 'HPVC1', 'HHATL', 'CYP2A7', 'SLC2A2', 'OR2A12', 'HIST1H2BM', 'RNF222', 'IGFBP1', 'NEUROG1', 'CA4', 'TPSD1', 'SERPINB11', 'NKX6-2', 'OR5H2', 'AATK-AS1', 'KRT12', 'KLRC4', 'LINC00314', 'FOXG1', 'GABBR2', 'SNORA72', 'MYH16', 'LOC647859', 'OR51T1', 'CRYGC', 'OR5M1', 'FOXE3', 'GBA3', 'LINC00710', 'CRISP2', 'EXD1', 'F2', 'TRPM3', 'CLCA3P', 'SLC13A1', 'LOC285627', 'CGB2', 'MROH5', 'LINC00452', 'LINC00964', 'PLD5', 'LINC00691', 'KRTAP12-1', 'OR51L1', 'LOC400940', 'OR4N4', 'MYL1', 'TMEM207', 'FAM170A', 'SCGB3A2', 'PTCHD3', 'NYAP2', 'OR51A2', 'C5ORF47', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.03862384422015608
		RMSE:  0.6356813050691055
		NRMSE:  0.09939509109047072
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04557869434051831
		RMSE:  0.5231599683741948
		NRMSE:  0.17546282813730707
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  3.646077088676651e-15
		NRMSE:  5.701003969473303e-16
		MAPE:  4.5720783576429206e-12
		Pearson Correlation:  0.21178928489495363
		Spearman Correlation:  0.2681153058238221
		Coefficient of Determination:  -3.9782254943319932
		RMSE:  1.141546020995729
		NRMSE:  0.3828635702293162
		MAPE:  5502.429602708332

	Predictor:  ElasticNet
		Pearson Correlation:  0.8425015180346682
		Spearman Correlation:  0.811039323744303
		Coefficient of Determination:  0.6683105063824748
		RMSE:  0.3592329400141734
		NRMSE:  0.05616964115615251
		MAPE:  218.67030710898274
		Pearson Correlation:  0.3784143003922319
		Spearman Correlation:  0.36165739927811924
		Coefficient of Determination:  0.08077154839053158
		RMSE:  0.4905325956296925
		NRMSE:  0.16451992072366933
		MAPE:  264.01945029814766

	Predictor:  RandomForests
		Pearson Correlation:  0.5697228762426049
		Spearman Correlation:  0.5572947559163044
		Coefficient of Determination:  0.2887543214498336
		RMSE:  0.5260416306268718
		NRMSE:  0.0822518381091192
		MAPE:  265.3386185000175
		Pearson Correlation:  0.3166763017484638
		Spearman Correlation:  0.33694561339059625
		Coefficient of Determination:  0.0898428320205582
		RMSE:  0.488106216872884
		NRMSE:  0.16370613659541322
		MAPE:  566.9808705001245

Protein:  BRCA2
x_train_column_count:  382
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'OR7G3', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'C12ORF77', 'DUX4L6', 'TAAR8', 'GUCA1C', 'GJA8', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'CTSL3P', 'SNORA36B', 'FGF6', 'LCE2D', 'BTBD17', 'OR7G1', 'FGF22', 'DEFB127', 'CPN1', 'MRGPRG-AS1', 'SMCP', 'FAM150A', 'LINC00326', 'REXO1L6P', 'CT47B1', 'SCP2D1', 'ST8SIA3', 'CHAT', 'CEACAM20', 'ZNRF4', 'LHX3', 'HNF1B', 'CTXN3', 'ANXA8L1', 'FAM224B', 'LINC01553', 'ESX1', 'CT47A2', 'SLC18A3', 'GNAT3', 'AMBN', 'SCARNA4', 'H1FOO', 'OR6T1', 'CT47A6', 'CT47A7', 'OR7G2', 'SSX6', 'FLG2', 'OC90', 'KRT78', 'KRTAP6-2', 'OR5AN1', 'LINC00671', 'CFHR2', 'DEFB119', 'NR0B1', 'OR4A47', 'OR8B8', 'FAM25BP', 'SEC14L3', 'OR10G4', 'SPAM1', 'LOC727924', 'OR4M2', 'OR10T2', 'SCARNA14', 'LCE1F', 'ATP4B', 'LINC01548', 'GYPA', 'BARHL1', 'CXORF51A', 'KRTAP19-5', 'LCE2A', 'SNORA55', 'CHODL-AS1', 'KRTAP4-11', 'TYR', 'CLCA1', 'SLC28A2', 'NMS', 'SPATA31A3', 'PROL1', 'ASB10', 'CLC', 'SNORA24', 'BTNL3', 'SUN3', 'PSMB11', 'ZNF536', 'SOX1', 'FXYD4', 'C1ORF105', 'C1ORF87', 'KLHL40', 'IL37', 'SNORA28', 'KCNU1', 'OR8U1', 'CSH2', 'GPR50', 'IGFL4', 'OR2B3', 'ZNF804B', 'C22ORF42', 'OLIG3', 'CT47A11', 'SNORD115-7', 'BRDTP1', 'SNORA20', 'GLRA4', 'OR6C76', 'SNORA5B', 'OR2AE1', 'PIWIL3', 'MAGEB10', 'FAM153C', 'CNTNAP5', 'APOA2', 'HAO2', 'IQCF2', 'OR7C2', 'KRT39', 'ASB18', 'SPIC', 'PPBPP1', 'GAGE2C', 'TMEM179', 'OR2T12', 'TSPYL6', 'PLA2G2F', 'AHSP', 'GPR151', 'MC2R', 'OR6C4', 'DEFB128', 'DMBT1P1', 'OLIG2', 'SLCO1A2', 'LELP1', 'SATB2-AS1', 'PRSS3P2', 'FGF4', 'CCKBR', 'OR2C3', 'TEX36-AS1', 'LOC440040', 'TEX33', 'NPHS2', 'BMP10', 'CDKL4', 'LOC100129935', 'MOS', 'IFNA21', 'KRTAP1-3', 'OR5B2', 'OR6B1', 'HTR3B', 'GNAT1', 'SYT10', 'DNAJC5G', 'PSG8', 'OR10S1', 'PRAP1', 'PRAMEF8', 'PSAPL1', 'LINC00111', 'KRTDAP', 'GOLGA8EP', 'RNASE8', 'KRTAP19-1', 'AKAP14', 'ZNF735', 'KRTAP12-2', 'TMEM196', 'CFC1B', 'USP17L6P', 'SLCO6A1', 'NKX2-6', 'NCOR1P1', 'GOT1L1', 'HFE2', 'USP26', 'ITLN2', 'KRTAP10-11', 'FAM24A', 'SNORD15A', 'FLJ25758', 'SPRR4', 'IFNA13', 'SNORA54', 'SOX3', 'KRT2', 'LY6G6D', 'DNMT3L', 'OR52A5', 'SCARNA20', 'FBP2', 'TAGLN3', 'IL31', 'MORC1', 'ARG1', 'MS4A10', 'LINC00207', 'GABRA6', 'TSPY1', 'TSPY2', 'LOC646813', 'OR1M1', 'GABRA1', 'KRTAP12-3', 'GHSR', 'NPBWR2', 'HAND1', 'OR2T29', 'FOXE1', 'LINC01020', 'SERPINB4', 'OTX2', 'OR6C74', 'TGIF2LX', 'SLC25A3P1', 'TMIGD1', 'PRAMEF5', 'OR1E2', 'SCGB1A1', 'FAM71A', 'FGF23', 'GUCA2B', 'C3ORF49', 'SYCP1', 'MRGPRX1', 'OR2T34', 'CYP3A4', 'SNORD116-19', 'ACSM2A', 'VRTN', 'OR4D11', 'OR8B3', 'LGALS14', 'OR52A4P', 'OR52B4', 'CT45A1', 'ARL5C', 'GYS2', 'SERPINI2', 'OR9A2', 'TMEM252', 'TMPRSS11F', 'TMPRSS11B', 'C10ORF53', 'TTTY2', 'MOGAT3', 'SNORA37', 'OR4F15', 'OR6S1', 'OR14C36', 'NXF2B', 'LINC00895', 'F13B', 'CGB5', 'LINC00469', 'HTR5A', 'HBG1', 'TCP10L2', 'IFNA16', 'OR10V1', 'FGA', 'PRSS1', 'ZNF479', 'MAGEB3', 'ZCCHC13', 'PPY', 'SNORA51', 'OR5H14', 'LINC00696', 'RAX2', 'WFDC5', 'OR4A16', 'GPR78', 'CLEC6A', 'ASB17', 'OR5T2', 'VWC2L', 'PSG7', 'ALPPL2', 'SST', 'PLG', 'ANKUB1', 'LINC00575', 'NOX3', 'SCARNA11', 'OR1S2', 'SNORA34', 'PLET1', 'LEUTX', 'LINC00523', 'RPL13AP17', 'OR1N1', 'LOC145845', 'ADAM18', 'TPD52L3', 'LINC01205', 'C18ORF42', 'POTED', 'ALOX12B', 'OR2G2', 'XAGE5', 'OR6M1', 'AMTN', 'OR2M2', 'HIST1H4F', 'C2ORF83', 'ARSF', 'SSX5', 'SFTA3', 'ARHGAP36', 'OR9G4', 'EPPIN', 'SLC1A6', 'ACTR3BP2', 'RESP18', 'OR11H4', 'OR4S1', 'ARR3', 'MBD3L5', 'OR2A2', 'LINC00488', 'CABS1', 'FMR1NB', 'TAAR9', 'PLSCR5', 'HNRNPCL1', 'SNORD89', 'TSGA13', 'ACTRT2', 'ZPBP', 'PROKR1', 'GH1', 'LINC01101', 'KRT13', 'BPIFA3', 'OPN1MW', 'OR4D9', 'SNORA70B', 'DEFB126', 'LINC00934', 'PROP1', 'SNORA1', 'FAM27B', 'OR8G5', 'CLCA4', 'ZIM3', 'PWAR4', 'CASC8', 'GABRG3', 'TRHR', 'CLRN2', 'ADGRG7', 'SPATA31C1', 'PRAMEF20', 'RGS8', 'RTP2', 'STATH', 'TCERG1L', 'ZAR1', 'COL6A4P1', 'MYBPHL', 'TMEM72', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004232193403179485
		RMSE:  0.1957372843548259
		NRMSE:  0.12609907189874434
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0041831029428383015
		RMSE:  0.19359139518213575
		NRMSE:  0.1310414025181481
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  LinearRegression
		Pearson Correlation:  0.8588592942981297
		Spearman Correlation:  0.8222007542039536
		Coefficient of Determination:  0.7376392874022816
		RMSE:  0.10004741909125028
		NRMSE:  0.06445316095426014
		MAPE:  153.1628851987684
		Pearson Correlation:  0.1371000282625172
		Spearman Correlation:  0.09270315091210614
		Coefficient of Determination:  -7.597553230692094
		RMSE:  0.5664571092622045
		NRMSE:  0.38343302394333323
		MAPE:  694.73473795973

	Predictor:  ElasticNet
		Pearson Correlation:  0.5371203305221677
		Spearman Correlation:  0.40365320783880615
		Coefficient of Determination:  0.22548944246560643
		RMSE:  0.1718977372000218
		NRMSE:  0.11074101285232521
		MAPE:  119.87804247341684
		Pearson Correlation:  0.016299988198913568
		Spearman Correlation:  -0.05029753194810264
		Coefficient of Determination:  -0.03637543233990992
		RMSE:  0.19667001445631418
		NRMSE:  0.13312531015840345
		MAPE:  122.45224306346792

	Predictor:  RandomForests
		Pearson Correlation:  0.5102188963706693
		Spearman Correlation:  0.47714947659052553
		Coefficient of Determination:  0.1267839530078847
		RMSE:  0.1825228926089592
		NRMSE:  0.11758601553162133
		MAPE:  122.21749473144325
		Pearson Correlation:  -0.00821518455381758
		Spearman Correlation:  0.03414938713896438
		Coefficient of Determination:  -0.02268165806654232
		RMSE:  0.19536637958528755
		NRMSE:  0.1322428838413134
		MAPE:  107.91644340511475

Protein:  CDKN2A
x_train_column_count:  653
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'OR7G3', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'C12ORF77', 'DUX4L6', 'TAAR8', 'GUCA1C', 'GJA8', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'CTSL3P', 'SNORA36B', 'FGF6', 'LCE2D', 'BTBD17', 'OR7G1', 'FGF22', 'DEFB127', 'CPN1', 'MRGPRG-AS1', 'SMCP', 'FAM150A', 'LINC00326', 'REXO1L6P', 'CT47B1', 'SCP2D1', 'ST8SIA3', 'CHAT', 'CEACAM20', 'ZNRF4', 'LHX3', 'HNF1B', 'CTXN3', 'ANXA8L1', 'FAM224B', 'LINC01553', 'ESX1', 'CT47A2', 'SLC18A3', 'GNAT3', 'AMBN', 'SCARNA4', 'H1FOO', 'OR6T1', 'CT47A6', 'CT47A7', 'OR7G2', 'SSX6', 'FLG2', 'OC90', 'KRT78', 'KRTAP6-2', 'OR5AN1', 'LINC00671', 'CFHR2', 'DEFB119', 'NR0B1', 'OR4A47', 'OR8B8', 'FAM25BP', 'SEC14L3', 'OR10G4', 'SPAM1', 'LOC727924', 'OR4M2', 'OR10T2', 'SCARNA14', 'LCE1F', 'ATP4B', 'LINC01548', 'GYPA', 'BARHL1', 'CXORF51A', 'KRTAP19-5', 'LCE2A', 'SNORA55', 'CHODL-AS1', 'KRTAP4-11', 'TYR', 'CLCA1', 'SLC28A2', 'NMS', 'SPATA31A3', 'PROL1', 'ASB10', 'CLC', 'SNORA24', 'BTNL3', 'SUN3', 'PSMB11', 'ZNF536', 'SOX1', 'FXYD4', 'C1ORF105', 'C1ORF87', 'KLHL40', 'IL37', 'SNORA28', 'KCNU1', 'OR8U1', 'CSH2', 'GPR50', 'IGFL4', 'OR2B3', 'ZNF804B', 'C22ORF42', 'OLIG3', 'CT47A11', 'SNORD115-7', 'BRDTP1', 'SNORA20', 'GLRA4', 'OR6C76', 'SNORA5B', 'OR2AE1', 'PIWIL3', 'MAGEB10', 'FAM153C', 'CNTNAP5', 'APOA2', 'HAO2', 'IQCF2', 'OR7C2', 'KRT39', 'ASB18', 'SPIC', 'PPBPP1', 'GAGE2C', 'TMEM179', 'OR2T12', 'TSPYL6', 'PLA2G2F', 'AHSP', 'GPR151', 'MC2R', 'OR6C4', 'DEFB128', 'DMBT1P1', 'OLIG2', 'SLCO1A2', 'LELP1', 'SATB2-AS1', 'PRSS3P2', 'FGF4', 'CCKBR', 'OR2C3', 'TEX36-AS1', 'LOC440040', 'TEX33', 'NPHS2', 'BMP10', 'CDKL4', 'LOC100129935', 'MOS', 'IFNA21', 'KRTAP1-3', 'OR5B2', 'OR6B1', 'HTR3B', 'GNAT1', 'SYT10', 'DNAJC5G', 'PSG8', 'OR10S1', 'PRAP1', 'PRAMEF8', 'PSAPL1', 'LINC00111', 'KRTDAP', 'GOLGA8EP', 'RNASE8', 'KRTAP19-1', 'AKAP14', 'ZNF735', 'KRTAP12-2', 'TMEM196', 'CFC1B', 'USP17L6P', 'SLCO6A1', 'NKX2-6', 'NCOR1P1', 'GOT1L1', 'HFE2', 'USP26', 'ITLN2', 'KRTAP10-11', 'FAM24A', 'SNORD15A', 'FLJ25758', 'SPRR4', 'IFNA13', 'SNORA54', 'SOX3', 'KRT2', 'LY6G6D', 'DNMT3L', 'OR52A5', 'SCARNA20', 'FBP2', 'TAGLN3', 'IL31', 'MORC1', 'ARG1', 'MS4A10', 'LINC00207', 'GABRA6', 'TSPY1', 'TSPY2', 'LOC646813', 'OR1M1', 'GABRA1', 'KRTAP12-3', 'GHSR', 'NPBWR2', 'HAND1', 'OR2T29', 'FOXE1', 'LINC01020', 'SERPINB4', 'OTX2', 'OR6C74', 'TGIF2LX', 'SLC25A3P1', 'TMIGD1', 'PRAMEF5', 'OR1E2', 'SCGB1A1', 'FAM71A', 'FGF23', 'GUCA2B', 'C3ORF49', 'SYCP1', 'MRGPRX1', 'OR2T34', 'CYP3A4', 'SNORD116-19', 'ACSM2A', 'VRTN', 'OR4D11', 'OR8B3', 'LGALS14', 'OR52A4P', 'OR52B4', 'CT45A1', 'ARL5C', 'GYS2', 'SERPINI2', 'OR9A2', 'TMEM252', 'TMPRSS11F', 'TMPRSS11B', 'C10ORF53', 'TTTY2', 'MOGAT3', 'SNORA37', 'OR4F15', 'OR6S1', 'OR14C36', 'NXF2B', 'LINC00895', 'F13B', 'CGB5', 'LINC00469', 'HTR5A', 'HBG1', 'TCP10L2', 'IFNA16', 'OR10V1', 'FGA', 'PRSS1', 'ZNF479', 'MAGEB3', 'ZCCHC13', 'PPY', 'SNORA51', 'OR5H14', 'LINC00696', 'RAX2', 'WFDC5', 'OR4A16', 'GPR78', 'CLEC6A', 'ASB17', 'OR5T2', 'VWC2L', 'PSG7', 'ALPPL2', 'SST', 'PLG', 'ANKUB1', 'LINC00575', 'NOX3', 'SCARNA11', 'OR1S2', 'SNORA34', 'PLET1', 'LEUTX', 'LINC00523', 'RPL13AP17', 'OR1N1', 'LOC145845', 'ADAM18', 'TPD52L3', 'LINC01205', 'C18ORF42', 'POTED', 'ALOX12B', 'OR2G2', 'XAGE5', 'OR6M1', 'AMTN', 'OR2M2', 'HIST1H4F', 'C2ORF83', 'ARSF', 'SSX5', 'SFTA3', 'ARHGAP36', 'OR9G4', 'EPPIN', 'SLC1A6', 'ACTR3BP2', 'RESP18', 'OR11H4', 'OR4S1', 'ARR3', 'MBD3L5', 'OR2A2', 'LINC00488', 'CABS1', 'FMR1NB', 'TAAR9', 'PLSCR5', 'HNRNPCL1', 'SNORD89', 'TSGA13', 'ACTRT2', 'ZPBP', 'PROKR1', 'GH1', 'LINC01101', 'KRT13', 'BPIFA3', 'OPN1MW', 'OR4D9', 'SNORA70B', 'DEFB126', 'LINC00934', 'PROP1', 'SNORA1', 'FAM27B', 'OR8G5', 'CLCA4', 'ZIM3', 'PWAR4', 'CASC8', 'GABRG3', 'TRHR', 'CLRN2', 'ADGRG7', 'SPATA31C1', 'PRAMEF20', 'RGS8', 'RTP2', 'STATH', 'TCERG1L', 'ZAR1', 'COL6A4P1', 'MYBPHL', 'TMEM72', 'OR8G2', 'KRTAP25-1', 'OR2M4', 'CYP2W1', 'KRTAP19-8', 'SVOP', 'WFDC8', 'LINC00114', 'OR8H2', 'SLC38A8', 'OR2M7', 'SERPINB3', 'SLC32A1', 'LHX9', 'HYALP1', 'LINC00636', 'GYPB', 'NKAIN3', 'OR2T35', 'KRTAP6-1', 'HBD', 'KCNQ1DN', 'OR4C16', 'KRTAP19-2', 'DUXA', 'OR6Y1', 'IQCJ', 'LGI3', 'SPACA7', 'DAOA', 'OR7A17', 'FAM169B', 'OR2L8', 'HSFY2', 'SPANXA2', 'PPY2P', 'B3GNT6', 'DEFB104A', 'UGT2A3', 'OR6B3', 'TCP10', 'OR4K17', 'RHAG', 'SNORA38B', 'CTRB1', 'KRT3', 'INS', 'LINC00200', 'SPDYC', 'PRKAG3', 'OLIG1', 'KRTAP10-12', 'MYH1', 'LINC01566', 'FAM71C', 'LINC01565', 'PABPC1L2A', 'TRPV5', 'FDCSP', 'OR8J3', 'FTMT', 'INSM2', 'NEU2', 'TBC1D3P2', 'PPIAL4E', 'DYDC1', 'SFTPC', 'PRR27', 'MYF5', 'ACER1', 'DEFB129', 'HPD', 'IVL', 'C9ORF135', 'SNORD115-26', 'FBXW12', 'C3ORF30', 'IL13', 'MMD2', 'SLC51B', 'ITIH1', 'TEX13B', 'OR2AT4', 'HMX3', 'DNTT', 'CT47A1', 'OR6B2', 'KRTAP4-3', 'GSTA5', 'FAM27L', 'GPR148', 'OR1K1', 'LINC00602', 'AVPR1B', 'PRG1', 'C11ORF94', 'APOC3', 'LCN9', 'CYP2C18', 'SCARNA8', 'TAS2R60', 'KRTAP10-7', 'ZFAT-AS1', 'UCMA', 'SCN1A', 'LINC00113', 'FTHL17', 'HHLA1', 'LCE1D', 'PYDC2', 'OR11L1', 'GUCY2EP', 'CYLC2', 'KRTAP10-1', 'CSNK1A1P1', 'CCDC37', 'OR5M10', 'SPINK1', 'PSKH2', 'SULT1C3', 'CYP11B2', 'SNORD94', 'CYP7A1', 'CCK', 'SLC25A31', 'C20ORF173', 'OR5M8', 'LRRTM1', 'LOC729609', 'EPB42', 'TTTY8', 'TTTY9B', 'SLC17A6', 'EPGN', 'LYZL1', 'CGB8', 'SNORA77', 'CHIAP2', 'SPATA19', 'FAM138D', 'OLFM3', 'PCGEM1', 'UGT1A4', 'GBX2', 'SBSN', 'ACOT12', 'HBG2', 'CPLX3', 'REG4', 'PSG11', 'CNTNAP4', 'KRTAP21-1', 'SNORA47', 'KRTAP3-2', 'FFAR1', 'ABRA', 'TMEM202', 'HAO1', 'BOLL', 'ANGPTL3', 'ASAP1-IT1', 'SNCB', 'MMP20', 'LCN1', 'OR52K1', 'PRAMEF1', 'SPACA3', 'MUSK', 'PRDM9', 'SLITRK3', 'FOXN3-AS2', 'CCDC166', 'OR6K6', 'AADAC', 'KRTAP19-6', 'OR51G2', 'INSC', 'CCL24', 'UGT2B28', 'NKX2-1', 'OR2W1', 'DPRX', 'DPPA5', 'SNAR-F', 'MGC27382', 'CFHR4', 'NCAN', 'BRINP3', 'AWAT1', 'FOXD4L3', 'LOC285847', 'KRTAP2-1', 'CRLF2', 'DEFB123', 'BMP15', 'C1ORF94', 'IL17F', 'ENAM', 'TSKS', 'IQCF6', 'DPPA2', 'OR4C12', 'SPRR2E', 'DUSP21', 'LINC00923', 'APCS', 'KCNIP4-IT1', 'GRK1', 'OR51I2', 'PRSS54', 'MAGEA5', 'CRYGB', 'GAGE12F', 'ARL13A', 'OR56A1', 'MAP3K15', 'ASB11', 'DKFZP434K028', 'OR5H1', 'KRT25', 'NYX', 'CA6', 'NTS', 'C10ORF120', 'GCSAML-AS1', 'SLC10A1', 'SLC6A5', 'RPL3L', 'KRTAP10-6', 'IZUMO1R', 'MMP23A', 'MTNR1B', 'DAW1', 'BANF2', 'PROKR2', 'FAM74A3', 'NXNL1', 'TMPRSS12', 'OR6K2', 'PAPOLB', 'KRTAP10-3', 'OR12D2', 'AQP2', 'CD200R1L', 'FAM138B', 'OR6C2', 'LINC01312', 'LINC00410', 'IGLL3P', 'ADAM29', 'TFF2', 'NUTM1', 'SLURP1', 'KRTAP19-3', 'KRTAP5-4', 'AKR1C8P', 'TMEM88B', 'GOLGA6L1', 'OR4D5', 'KCNMB2', 'OTOL1', 'GRIN2B', 'YWHAEP7', 'ANP32D', 'OR1L1', 'TTTY15', 'SFTPB', 'NMUR2', 'IL3', 'OR51F2', 'YIPF7', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07796029040511754
		RMSE:  0.688717064305458
		NRMSE:  0.155695052403178
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04182297654643197
		RMSE:  0.6873705418142212
		NRMSE:  0.18569552134596423
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6633450034781481
		NRMSE:  0.14995930902637006
		MAPE:  291.0442764508337
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00497373418246827
		RMSE:  0.6751049711753466
		NRMSE:  0.1823819351565125
		MAPE:  246.23249271843073

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  6.888026921447471e-15
		NRMSE:  1.557144098891708e-15
		MAPE:  7.007202133084303e-12
		Pearson Correlation:  0.16077113131329843
		Spearman Correlation:  0.05268754267876306
		Coefficient of Determination:  -20.806707597812533
		RMSE:  3.144770815553205
		NRMSE:  0.8495706763435285
		MAPE:  929.3579609859545

	Predictor:  ElasticNet
		Pearson Correlation:  0.8393293289399653
		Spearman Correlation:  0.8091357195042833
		Coefficient of Determination:  0.6778800596340758
		RMSE:  0.37648551114558454
		NRMSE:  0.08511032240207629
		MAPE:  198.05565458546826
		Pearson Correlation:  0.4929283383248816
		Spearman Correlation:  0.28921080870159016
		Coefficient of Determination:  0.23738975903508963
		RMSE:  0.5880919935647024
		NRMSE:  0.15887507930751632
		MAPE:  200.91111993839084

	Predictor:  RandomForests
		Pearson Correlation:  0.6424773561991695
		Spearman Correlation:  0.58698203122567
		Coefficient of Determination:  0.40193098553368234
		RMSE:  0.5129973403409624
		NRMSE:  0.11597091451135128
		MAPE:  198.75628962584352
		Pearson Correlation:  0.6951270676122842
		Spearman Correlation:  0.5737966591043184
		Coefficient of Determination:  0.44532805539166387
		RMSE:  0.5015474771563914
		NRMSE:  0.13549477986719025
		MAPE:  229.10325857891553

Protein:  TP53
x_train_column_count:  1030
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'OR7G3', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'C12ORF77', 'DUX4L6', 'TAAR8', 'GUCA1C', 'GJA8', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'CTSL3P', 'SNORA36B', 'FGF6', 'LCE2D', 'BTBD17', 'OR7G1', 'FGF22', 'DEFB127', 'CPN1', 'MRGPRG-AS1', 'SMCP', 'FAM150A', 'LINC00326', 'REXO1L6P', 'CT47B1', 'SCP2D1', 'ST8SIA3', 'CHAT', 'CEACAM20', 'ZNRF4', 'LHX3', 'HNF1B', 'CTXN3', 'ANXA8L1', 'FAM224B', 'LINC01553', 'ESX1', 'CT47A2', 'SLC18A3', 'GNAT3', 'AMBN', 'SCARNA4', 'H1FOO', 'OR6T1', 'CT47A6', 'CT47A7', 'OR7G2', 'SSX6', 'FLG2', 'OC90', 'KRT78', 'KRTAP6-2', 'OR5AN1', 'LINC00671', 'CFHR2', 'DEFB119', 'NR0B1', 'OR4A47', 'OR8B8', 'FAM25BP', 'SEC14L3', 'OR10G4', 'SPAM1', 'LOC727924', 'OR4M2', 'OR10T2', 'SCARNA14', 'LCE1F', 'ATP4B', 'LINC01548', 'GYPA', 'BARHL1', 'CXORF51A', 'KRTAP19-5', 'LCE2A', 'SNORA55', 'CHODL-AS1', 'KRTAP4-11', 'TYR', 'CLCA1', 'SLC28A2', 'NMS', 'SPATA31A3', 'PROL1', 'ASB10', 'CLC', 'SNORA24', 'BTNL3', 'SUN3', 'PSMB11', 'ZNF536', 'SOX1', 'FXYD4', 'C1ORF105', 'C1ORF87', 'KLHL40', 'IL37', 'SNORA28', 'KCNU1', 'OR8U1', 'CSH2', 'GPR50', 'IGFL4', 'OR2B3', 'ZNF804B', 'C22ORF42', 'OLIG3', 'CT47A11', 'SNORD115-7', 'BRDTP1', 'SNORA20', 'GLRA4', 'OR6C76', 'SNORA5B', 'OR2AE1', 'PIWIL3', 'MAGEB10', 'FAM153C', 'CNTNAP5', 'APOA2', 'HAO2', 'IQCF2', 'OR7C2', 'KRT39', 'ASB18', 'SPIC', 'PPBPP1', 'GAGE2C', 'TMEM179', 'OR2T12', 'TSPYL6', 'PLA2G2F', 'AHSP', 'GPR151', 'MC2R', 'OR6C4', 'DEFB128', 'DMBT1P1', 'OLIG2', 'SLCO1A2', 'LELP1', 'SATB2-AS1', 'PRSS3P2', 'FGF4', 'CCKBR', 'OR2C3', 'TEX36-AS1', 'LOC440040', 'TEX33', 'NPHS2', 'BMP10', 'CDKL4', 'LOC100129935', 'MOS', 'IFNA21', 'KRTAP1-3', 'OR5B2', 'OR6B1', 'HTR3B', 'GNAT1', 'SYT10', 'DNAJC5G', 'PSG8', 'OR10S1', 'PRAP1', 'PRAMEF8', 'PSAPL1', 'LINC00111', 'KRTDAP', 'GOLGA8EP', 'RNASE8', 'KRTAP19-1', 'AKAP14', 'ZNF735', 'KRTAP12-2', 'TMEM196', 'CFC1B', 'USP17L6P', 'SLCO6A1', 'NKX2-6', 'NCOR1P1', 'GOT1L1', 'HFE2', 'USP26', 'ITLN2', 'KRTAP10-11', 'FAM24A', 'SNORD15A', 'FLJ25758', 'SPRR4', 'IFNA13', 'SNORA54', 'SOX3', 'KRT2', 'LY6G6D', 'DNMT3L', 'OR52A5', 'SCARNA20', 'FBP2', 'TAGLN3', 'IL31', 'MORC1', 'ARG1', 'MS4A10', 'LINC00207', 'GABRA6', 'TSPY1', 'TSPY2', 'LOC646813', 'OR1M1', 'GABRA1', 'KRTAP12-3', 'GHSR', 'NPBWR2', 'HAND1', 'OR2T29', 'FOXE1', 'LINC01020', 'SERPINB4', 'OTX2', 'OR6C74', 'TGIF2LX', 'SLC25A3P1', 'TMIGD1', 'PRAMEF5', 'OR1E2', 'SCGB1A1', 'FAM71A', 'FGF23', 'GUCA2B', 'C3ORF49', 'SYCP1', 'MRGPRX1', 'OR2T34', 'CYP3A4', 'SNORD116-19', 'ACSM2A', 'VRTN', 'OR4D11', 'OR8B3', 'LGALS14', 'OR52A4P', 'OR52B4', 'CT45A1', 'ARL5C', 'GYS2', 'SERPINI2', 'OR9A2', 'TMEM252', 'TMPRSS11F', 'TMPRSS11B', 'C10ORF53', 'TTTY2', 'MOGAT3', 'SNORA37', 'OR4F15', 'OR6S1', 'OR14C36', 'NXF2B', 'LINC00895', 'F13B', 'CGB5', 'LINC00469', 'HTR5A', 'HBG1', 'TCP10L2', 'IFNA16', 'OR10V1', 'FGA', 'PRSS1', 'ZNF479', 'MAGEB3', 'ZCCHC13', 'PPY', 'SNORA51', 'OR5H14', 'LINC00696', 'RAX2', 'WFDC5', 'OR4A16', 'GPR78', 'CLEC6A', 'ASB17', 'OR5T2', 'VWC2L', 'PSG7', 'ALPPL2', 'SST', 'PLG', 'ANKUB1', 'LINC00575', 'NOX3', 'SCARNA11', 'OR1S2', 'SNORA34', 'PLET1', 'LEUTX', 'LINC00523', 'RPL13AP17', 'OR1N1', 'LOC145845', 'ADAM18', 'TPD52L3', 'LINC01205', 'C18ORF42', 'POTED', 'ALOX12B', 'OR2G2', 'XAGE5', 'OR6M1', 'AMTN', 'OR2M2', 'HIST1H4F', 'C2ORF83', 'ARSF', 'SSX5', 'SFTA3', 'ARHGAP36', 'OR9G4', 'EPPIN', 'SLC1A6', 'ACTR3BP2', 'RESP18', 'OR11H4', 'OR4S1', 'ARR3', 'MBD3L5', 'OR2A2', 'LINC00488', 'CABS1', 'FMR1NB', 'TAAR9', 'PLSCR5', 'HNRNPCL1', 'SNORD89', 'TSGA13', 'ACTRT2', 'ZPBP', 'PROKR1', 'GH1', 'LINC01101', 'KRT13', 'BPIFA3', 'OPN1MW', 'OR4D9', 'SNORA70B', 'DEFB126', 'LINC00934', 'PROP1', 'SNORA1', 'FAM27B', 'OR8G5', 'CLCA4', 'ZIM3', 'PWAR4', 'CASC8', 'GABRG3', 'TRHR', 'CLRN2', 'ADGRG7', 'SPATA31C1', 'PRAMEF20', 'RGS8', 'RTP2', 'STATH', 'TCERG1L', 'ZAR1', 'COL6A4P1', 'MYBPHL', 'TMEM72', 'OR8G2', 'KRTAP25-1', 'OR2M4', 'CYP2W1', 'KRTAP19-8', 'SVOP', 'WFDC8', 'LINC00114', 'OR8H2', 'SLC38A8', 'OR2M7', 'SERPINB3', 'SLC32A1', 'LHX9', 'HYALP1', 'LINC00636', 'GYPB', 'NKAIN3', 'OR2T35', 'KRTAP6-1', 'HBD', 'KCNQ1DN', 'OR4C16', 'KRTAP19-2', 'DUXA', 'OR6Y1', 'IQCJ', 'LGI3', 'SPACA7', 'DAOA', 'OR7A17', 'FAM169B', 'OR2L8', 'HSFY2', 'SPANXA2', 'PPY2P', 'B3GNT6', 'DEFB104A', 'UGT2A3', 'OR6B3', 'TCP10', 'OR4K17', 'RHAG', 'SNORA38B', 'CTRB1', 'KRT3', 'INS', 'LINC00200', 'SPDYC', 'PRKAG3', 'OLIG1', 'KRTAP10-12', 'MYH1', 'LINC01566', 'FAM71C', 'LINC01565', 'PABPC1L2A', 'TRPV5', 'FDCSP', 'OR8J3', 'FTMT', 'INSM2', 'NEU2', 'TBC1D3P2', 'PPIAL4E', 'DYDC1', 'SFTPC', 'PRR27', 'MYF5', 'ACER1', 'DEFB129', 'HPD', 'IVL', 'C9ORF135', 'SNORD115-26', 'FBXW12', 'C3ORF30', 'IL13', 'MMD2', 'SLC51B', 'ITIH1', 'TEX13B', 'OR2AT4', 'HMX3', 'DNTT', 'CT47A1', 'OR6B2', 'KRTAP4-3', 'GSTA5', 'FAM27L', 'GPR148', 'OR1K1', 'LINC00602', 'AVPR1B', 'PRG1', 'C11ORF94', 'APOC3', 'LCN9', 'CYP2C18', 'SCARNA8', 'TAS2R60', 'KRTAP10-7', 'ZFAT-AS1', 'UCMA', 'SCN1A', 'LINC00113', 'FTHL17', 'HHLA1', 'LCE1D', 'PYDC2', 'OR11L1', 'GUCY2EP', 'CYLC2', 'KRTAP10-1', 'CSNK1A1P1', 'CCDC37', 'OR5M10', 'SPINK1', 'PSKH2', 'SULT1C3', 'CYP11B2', 'SNORD94', 'CYP7A1', 'CCK', 'SLC25A31', 'C20ORF173', 'OR5M8', 'LRRTM1', 'LOC729609', 'EPB42', 'TTTY8', 'TTTY9B', 'SLC17A6', 'EPGN', 'LYZL1', 'CGB8', 'SNORA77', 'CHIAP2', 'SPATA19', 'FAM138D', 'OLFM3', 'PCGEM1', 'UGT1A4', 'GBX2', 'SBSN', 'ACOT12', 'HBG2', 'CPLX3', 'REG4', 'PSG11', 'CNTNAP4', 'KRTAP21-1', 'SNORA47', 'KRTAP3-2', 'FFAR1', 'ABRA', 'TMEM202', 'HAO1', 'BOLL', 'ANGPTL3', 'ASAP1-IT1', 'SNCB', 'MMP20', 'LCN1', 'OR52K1', 'PRAMEF1', 'SPACA3', 'MUSK', 'PRDM9', 'SLITRK3', 'FOXN3-AS2', 'CCDC166', 'OR6K6', 'AADAC', 'KRTAP19-6', 'OR51G2', 'INSC', 'CCL24', 'UGT2B28', 'NKX2-1', 'OR2W1', 'DPRX', 'DPPA5', 'SNAR-F', 'MGC27382', 'CFHR4', 'NCAN', 'BRINP3', 'AWAT1', 'FOXD4L3', 'LOC285847', 'KRTAP2-1', 'CRLF2', 'DEFB123', 'BMP15', 'C1ORF94', 'IL17F', 'ENAM', 'TSKS', 'IQCF6', 'DPPA2', 'OR4C12', 'SPRR2E', 'DUSP21', 'LINC00923', 'APCS', 'KCNIP4-IT1', 'GRK1', 'OR51I2', 'PRSS54', 'MAGEA5', 'CRYGB', 'GAGE12F', 'ARL13A', 'OR56A1', 'MAP3K15', 'ASB11', 'DKFZP434K028', 'OR5H1', 'KRT25', 'NYX', 'CA6', 'NTS', 'C10ORF120', 'GCSAML-AS1', 'SLC10A1', 'SLC6A5', 'RPL3L', 'KRTAP10-6', 'IZUMO1R', 'MMP23A', 'MTNR1B', 'DAW1', 'BANF2', 'PROKR2', 'FAM74A3', 'NXNL1', 'TMPRSS12', 'OR6K2', 'PAPOLB', 'KRTAP10-3', 'OR12D2', 'AQP2', 'CD200R1L', 'FAM138B', 'OR6C2', 'LINC01312', 'LINC00410', 'IGLL3P', 'ADAM29', 'TFF2', 'NUTM1', 'SLURP1', 'KRTAP19-3', 'KRTAP5-4', 'AKR1C8P', 'TMEM88B', 'GOLGA6L1', 'OR4D5', 'KCNMB2', 'OTOL1', 'GRIN2B', 'YWHAEP7', 'ANP32D', 'OR1L1', 'TTTY15', 'SFTPB', 'NMUR2', 'IL3', 'OR51F2', 'YIPF7', 'USP9Y', 'CSN3', 'FAM71B', 'NEUROD1', 'OR2T10', 'OR2M3', 'OR10W1', 'ZNF705A', 'GPHA2', 'HBE1', 'SLC22A10', 'SNAR-G1', 'SNORA59B', 'PRB4', 'LRRC30', 'RBPJL', 'MAGEA9B', 'OR1B1', 'TARM1', 'AMER3', 'OR51B5', 'EDDM3B', 'TRIM48', 'GABRR3', 'IL36RN', 'URAD', 'RPS4Y2', 'KRTAP9-2', 'SDR16C6P', 'SLC9C1', 'SCTR', 'OCSTAMP', 'OR52R1', 'C16ORF90', 'PLA2G12B', 'NKX2-3', 'MUC2', 'SPANXN3', 'OR6A2', 'COX7B2', 'SYT14P1', 'OR7D4', 'SNORA76C', 'USH1C', 'TNP1', 'SPZ1', 'SNORD15B', 'AKR1D1', 'OR8I2', 'PSG4', 'BCYRN1', 'SHH', 'CCL15-CCL14', 'B4GALNT2', 'HULC', 'TBC1D21', 'OR13C9', 'FIGLA', 'ZNF679', 'OR5M3', 'PTH2', 'OR2L1P', 'TCEB3C', 'DEFB124', 'TRHDE', 'ANKRD34C', 'DEFB113', 'DMP1', 'GKN2', 'SNAR-I', 'CD300LD', 'DDI1', 'SNAR-E', 'GPR22', 'BPIFB4', 'CTRB2', 'CPA2', 'ADGRD2', 'KRTAP1-5', 'XKR7', 'OR10G8', 'BPIFB3', 'PPP1R2P9', 'SNORA36A', 'FKBP6', 'VIL1', 'SLC36A3', 'PCDH8', 'FAM41AY1', 'ACSM2B', 'AADACL3', 'SNORD97', 'NEUROD6', 'LINC00520', 'MAGEA1', 'CHRNB3', 'OR2AG1', 'OR4D2', 'C12ORF50', 'PRAC1', 'SH2D7', 'OACYLP', 'DISC2', 'NXPE1', 'USP50', 'BHLHE23', 'MYH7', 'CALCB', 'LOC284798', 'DEFB110', 'RAPGEF4-AS1', 'AIRE', 'KGFLP1', 'RFX6', 'CPNE4', 'CNGB1', 'CETN1', 'C2ORF27B', 'SSX9', 'SLC5A8', 'C11ORF40', 'LOC400736', 'SLCO1B7', 'TNFSF18', 'KRTAP1-1', 'KRT71', 'PRMT8', 'POU4F1', 'DMRT1', 'FAM183CP', 'KCNK4', 'ASB15', 'SCEL', 'GLYATL3', 'NEUROG3', 'CA5A', 'SNORA27', 'OR2L2', 'XIRP2', 'UGT2B10', 'FAM47C', 'NF1P2', 'DEFB118', 'TRIM75P', 'LINC00029', 'KCNJ16', 'CACNG7', 'HTR1A', 'DSCR10', 'MIR1-1HG', 'OR2A14', 'CD1B', 'OR8D4', 'GAGE2B', 'SPATA3', 'CIB4', 'HYMAI', 'ARL14', 'PRL', 'LOC100132831', 'FMO9P', 'HGC6.3', 'BTF3P11', 'OR52N1', 'SNORA16B', 'CDH10', 'HRK', 'KRTAP11-1', 'LINC00479', 'OR10H2', 'SNORA58', 'C12ORF42', 'LINC00202-2', 'C6ORF10', 'ODF3', 'GFI1B', 'OR1L4', 'OVCH1', 'HSD52', 'POU4F2', 'HIST1H3A', 'FAM19A1', 'HOXC12', 'OR52N2', 'NPB', 'ADRB3', 'HIST2H2AB', 'HIST1H3F', 'RAET1L', 'SNORA2B', 'HCRTR2', 'SPOCK3', 'SCARNA1', 'GPR52', 'SLC39A12', 'ANKRD20A20P', 'XAGE3', 'HTR2C', 'IFNL1', 'GSC2', 'DEFB109P1', 'CLRN1-AS1', 'SPINT3', 'HPVC1', 'HHATL', 'CYP2A7', 'SLC2A2', 'OR2A12', 'HIST1H2BM', 'RNF222', 'IGFBP1', 'NEUROG1', 'CA4', 'TPSD1', 'SERPINB11', 'NKX6-2', 'OR5H2', 'AATK-AS1', 'KRT12', 'KLRC4', 'LINC00314', 'FOXG1', 'GABBR2', 'SNORA72', 'MYH16', 'LOC647859', 'OR51T1', 'CRYGC', 'OR5M1', 'FOXE3', 'GBA3', 'LINC00710', 'CRISP2', 'EXD1', 'F2', 'TRPM3', 'CLCA3P', 'SLC13A1', 'LOC285627', 'CGB2', 'MROH5', 'LINC00452', 'LINC00964', 'PLD5', 'LINC00691', 'KRTAP12-1', 'OR51L1', 'LOC400940', 'OR4N4', 'MYL1', 'TMEM207', 'FAM170A', 'SCGB3A2', 'PTCHD3', 'NYAP2', 'OR51A2', 'C5ORF47', 'FAM92A1P2', 'IGLL1', 'FRMPD2', 'HBM', 'POU4F3', 'POU6F2', 'PRSS48', 'TSHB', 'LINC01105', 'OR10AD1', 'FOXI3', 'SNORA68', 'STON1-GTF2A1L', 'S100A12', 'B3GALT1', 'TKTL2', 'C12ORF56', 'C1ORF146', 'MEP1A', 'OR3A2', 'MT1B', 'CACNG3', 'LOC100130417', 'ALAS2', 'DPP10', 'MAGEA11', 'SLC22A12', 'INS-IGF2', 'PRAMEF14', 'ART1', 'OR13C2', 'SSX8', 'CLEC18C', 'ZIC5', 'OR5A1', 'GH2', 'GPRC6A', 'MYH4', 'OR5E1P', 'OR52K2', 'OR13H1', 'MAGEB4', 'PAQR9', 'HIST1H3B', 'LOC391343', 'C11ORF87', 'CCL7', 'CWH43', 'PDX1', 'VSTM5', 'NHLH2', 'SPANXN2', 'HMHB1', 'PCSK2', 'FGF16', 'FAM9B', 'SNORA64', 'PAEP', 'FAM71E2', 'FEZF1', 'PATE3', 'FRG2DP', 'DACH2', 'DAPL1', 'LOC100130264', 'LOC100129055', 'MYADML', 'FEZF2', 'MMP21', 'ABCA13', 'TBATA', 'SNORA16A', 'HIST1H4B', 'CYP1A2', 'BRDT', 'LINC00608', 'OTC', 'IFNE', 'CASR', 'MAGEA12', 'GABRA3', 'SLITRK1', 'GABRB1', 'OR52A1', 'KLK12', 'IFNL2', 'TAS2R42', 'SPRR1B', 'C4ORF51', 'GJA10', 'OR12D3', 'GJB7', 'GPR61', 'MYL2', 'TBX20', 'OR2T2', 'KAAG1', 'SPRR2G', 'VAX1', 'ISL1', 'C17ORF78', 'GCKR', 'RNF151', 'LINC00652', 'KRT18P55', 'PLCZ1', 'OR7A5', 'KRTAP10-4', 'OR9K2', 'ADCYAP1R1', 'S100A7', 'ZG16', 'KRTAP4-5', 'FOXR1', 'KRT73', 'CST13P', 'OPRM1', 'SPINK14', 'FSHR', 'OR5K1', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056514421630322165
		RMSE:  0.4680116353271619
		NRMSE:  0.125354663272308
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.038787823290495904
		RMSE:  0.4172475009588805
		NRMSE:  0.13741067049526773
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941389
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  2.2113727840799722e-15
		NRMSE:  5.92305553523496e-16
		MAPE:  4.286600922469506e-12
		Pearson Correlation:  0.1220297046308328
		Spearman Correlation:  0.0929470295580919
		Coefficient of Determination:  -1.767776533121534
		RMSE:  0.681076398022761
		NRMSE:  0.22429652495398023
		MAPE:  2695.5155340641886

	Predictor:  ElasticNet
		Pearson Correlation:  0.8654674762031456
		Spearman Correlation:  0.782478455959565
		Coefficient of Determination:  0.7073442064952036
		RMSE:  0.24631876501639177
		NRMSE:  0.06597529530370745
		MAPE:  273.9432099369972
		Pearson Correlation:  0.3662422251325018
		Spearman Correlation:  0.3710174617110526
		Coefficient of Determination:  0.11711748115707166
		RMSE:  0.38466420784866256
		NRMSE:  0.12668012772885312
		MAPE:  1283.408940098084

	Predictor:  RandomForests
		Pearson Correlation:  0.656465670053954
		Spearman Correlation:  0.5715890637512641
		Coefficient of Determination:  0.38357927822314053
		RMSE:  0.35748477502883214
		NRMSE:  0.09575057587487135
		MAPE:  320.46611313542314
		Pearson Correlation:  0.5546068006651379
		Spearman Correlation:  0.4503881395568437
		Coefficient of Determination:  0.29498062776699374
		RMSE:  0.34374061084078367
		NRMSE:  0.11320290164359745
		MAPE:  1520.1230943249782

Protein:  CTNNB1
x_train_column_count:  1030
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'OR7G3', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'C12ORF77', 'DUX4L6', 'TAAR8', 'GUCA1C', 'GJA8', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'CTSL3P', 'SNORA36B', 'FGF6', 'LCE2D', 'BTBD17', 'OR7G1', 'FGF22', 'DEFB127', 'CPN1', 'MRGPRG-AS1', 'SMCP', 'FAM150A', 'LINC00326', 'REXO1L6P', 'CT47B1', 'SCP2D1', 'ST8SIA3', 'CHAT', 'CEACAM20', 'ZNRF4', 'LHX3', 'HNF1B', 'CTXN3', 'ANXA8L1', 'FAM224B', 'LINC01553', 'ESX1', 'CT47A2', 'SLC18A3', 'GNAT3', 'AMBN', 'SCARNA4', 'H1FOO', 'OR6T1', 'CT47A6', 'CT47A7', 'OR7G2', 'SSX6', 'FLG2', 'OC90', 'KRT78', 'KRTAP6-2', 'OR5AN1', 'LINC00671', 'CFHR2', 'DEFB119', 'NR0B1', 'OR4A47', 'OR8B8', 'FAM25BP', 'SEC14L3', 'OR10G4', 'SPAM1', 'LOC727924', 'OR4M2', 'OR10T2', 'SCARNA14', 'LCE1F', 'ATP4B', 'LINC01548', 'GYPA', 'BARHL1', 'CXORF51A', 'KRTAP19-5', 'LCE2A', 'SNORA55', 'CHODL-AS1', 'KRTAP4-11', 'TYR', 'CLCA1', 'SLC28A2', 'NMS', 'SPATA31A3', 'PROL1', 'ASB10', 'CLC', 'SNORA24', 'BTNL3', 'SUN3', 'PSMB11', 'ZNF536', 'SOX1', 'FXYD4', 'C1ORF105', 'C1ORF87', 'KLHL40', 'IL37', 'SNORA28', 'KCNU1', 'OR8U1', 'CSH2', 'GPR50', 'IGFL4', 'OR2B3', 'ZNF804B', 'C22ORF42', 'OLIG3', 'CT47A11', 'SNORD115-7', 'BRDTP1', 'SNORA20', 'GLRA4', 'OR6C76', 'SNORA5B', 'OR2AE1', 'PIWIL3', 'MAGEB10', 'FAM153C', 'CNTNAP5', 'APOA2', 'HAO2', 'IQCF2', 'OR7C2', 'KRT39', 'ASB18', 'SPIC', 'PPBPP1', 'GAGE2C', 'TMEM179', 'OR2T12', 'TSPYL6', 'PLA2G2F', 'AHSP', 'GPR151', 'MC2R', 'OR6C4', 'DEFB128', 'DMBT1P1', 'OLIG2', 'SLCO1A2', 'LELP1', 'SATB2-AS1', 'PRSS3P2', 'FGF4', 'CCKBR', 'OR2C3', 'TEX36-AS1', 'LOC440040', 'TEX33', 'NPHS2', 'BMP10', 'CDKL4', 'LOC100129935', 'MOS', 'IFNA21', 'KRTAP1-3', 'OR5B2', 'OR6B1', 'HTR3B', 'GNAT1', 'SYT10', 'DNAJC5G', 'PSG8', 'OR10S1', 'PRAP1', 'PRAMEF8', 'PSAPL1', 'LINC00111', 'KRTDAP', 'GOLGA8EP', 'RNASE8', 'KRTAP19-1', 'AKAP14', 'ZNF735', 'KRTAP12-2', 'TMEM196', 'CFC1B', 'USP17L6P', 'SLCO6A1', 'NKX2-6', 'NCOR1P1', 'GOT1L1', 'HFE2', 'USP26', 'ITLN2', 'KRTAP10-11', 'FAM24A', 'SNORD15A', 'FLJ25758', 'SPRR4', 'IFNA13', 'SNORA54', 'SOX3', 'KRT2', 'LY6G6D', 'DNMT3L', 'OR52A5', 'SCARNA20', 'FBP2', 'TAGLN3', 'IL31', 'MORC1', 'ARG1', 'MS4A10', 'LINC00207', 'GABRA6', 'TSPY1', 'TSPY2', 'LOC646813', 'OR1M1', 'GABRA1', 'KRTAP12-3', 'GHSR', 'NPBWR2', 'HAND1', 'OR2T29', 'FOXE1', 'LINC01020', 'SERPINB4', 'OTX2', 'OR6C74', 'TGIF2LX', 'SLC25A3P1', 'TMIGD1', 'PRAMEF5', 'OR1E2', 'SCGB1A1', 'FAM71A', 'FGF23', 'GUCA2B', 'C3ORF49', 'SYCP1', 'MRGPRX1', 'OR2T34', 'CYP3A4', 'SNORD116-19', 'ACSM2A', 'VRTN', 'OR4D11', 'OR8B3', 'LGALS14', 'OR52A4P', 'OR52B4', 'CT45A1', 'ARL5C', 'GYS2', 'SERPINI2', 'OR9A2', 'TMEM252', 'TMPRSS11F', 'TMPRSS11B', 'C10ORF53', 'TTTY2', 'MOGAT3', 'SNORA37', 'OR4F15', 'OR6S1', 'OR14C36', 'NXF2B', 'LINC00895', 'F13B', 'CGB5', 'LINC00469', 'HTR5A', 'HBG1', 'TCP10L2', 'IFNA16', 'OR10V1', 'FGA', 'PRSS1', 'ZNF479', 'MAGEB3', 'ZCCHC13', 'PPY', 'SNORA51', 'OR5H14', 'LINC00696', 'RAX2', 'WFDC5', 'OR4A16', 'GPR78', 'CLEC6A', 'ASB17', 'OR5T2', 'VWC2L', 'PSG7', 'ALPPL2', 'SST', 'PLG', 'ANKUB1', 'LINC00575', 'NOX3', 'SCARNA11', 'OR1S2', 'SNORA34', 'PLET1', 'LEUTX', 'LINC00523', 'RPL13AP17', 'OR1N1', 'LOC145845', 'ADAM18', 'TPD52L3', 'LINC01205', 'C18ORF42', 'POTED', 'ALOX12B', 'OR2G2', 'XAGE5', 'OR6M1', 'AMTN', 'OR2M2', 'HIST1H4F', 'C2ORF83', 'ARSF', 'SSX5', 'SFTA3', 'ARHGAP36', 'OR9G4', 'EPPIN', 'SLC1A6', 'ACTR3BP2', 'RESP18', 'OR11H4', 'OR4S1', 'ARR3', 'MBD3L5', 'OR2A2', 'LINC00488', 'CABS1', 'FMR1NB', 'TAAR9', 'PLSCR5', 'HNRNPCL1', 'SNORD89', 'TSGA13', 'ACTRT2', 'ZPBP', 'PROKR1', 'GH1', 'LINC01101', 'KRT13', 'BPIFA3', 'OPN1MW', 'OR4D9', 'SNORA70B', 'DEFB126', 'LINC00934', 'PROP1', 'SNORA1', 'FAM27B', 'OR8G5', 'CLCA4', 'ZIM3', 'PWAR4', 'CASC8', 'GABRG3', 'TRHR', 'CLRN2', 'ADGRG7', 'SPATA31C1', 'PRAMEF20', 'RGS8', 'RTP2', 'STATH', 'TCERG1L', 'ZAR1', 'COL6A4P1', 'MYBPHL', 'TMEM72', 'OR8G2', 'KRTAP25-1', 'OR2M4', 'CYP2W1', 'KRTAP19-8', 'SVOP', 'WFDC8', 'LINC00114', 'OR8H2', 'SLC38A8', 'OR2M7', 'SERPINB3', 'SLC32A1', 'LHX9', 'HYALP1', 'LINC00636', 'GYPB', 'NKAIN3', 'OR2T35', 'KRTAP6-1', 'HBD', 'KCNQ1DN', 'OR4C16', 'KRTAP19-2', 'DUXA', 'OR6Y1', 'IQCJ', 'LGI3', 'SPACA7', 'DAOA', 'OR7A17', 'FAM169B', 'OR2L8', 'HSFY2', 'SPANXA2', 'PPY2P', 'B3GNT6', 'DEFB104A', 'UGT2A3', 'OR6B3', 'TCP10', 'OR4K17', 'RHAG', 'SNORA38B', 'CTRB1', 'KRT3', 'INS', 'LINC00200', 'SPDYC', 'PRKAG3', 'OLIG1', 'KRTAP10-12', 'MYH1', 'LINC01566', 'FAM71C', 'LINC01565', 'PABPC1L2A', 'TRPV5', 'FDCSP', 'OR8J3', 'FTMT', 'INSM2', 'NEU2', 'TBC1D3P2', 'PPIAL4E', 'DYDC1', 'SFTPC', 'PRR27', 'MYF5', 'ACER1', 'DEFB129', 'HPD', 'IVL', 'C9ORF135', 'SNORD115-26', 'FBXW12', 'C3ORF30', 'IL13', 'MMD2', 'SLC51B', 'ITIH1', 'TEX13B', 'OR2AT4', 'HMX3', 'DNTT', 'CT47A1', 'OR6B2', 'KRTAP4-3', 'GSTA5', 'FAM27L', 'GPR148', 'OR1K1', 'LINC00602', 'AVPR1B', 'PRG1', 'C11ORF94', 'APOC3', 'LCN9', 'CYP2C18', 'SCARNA8', 'TAS2R60', 'KRTAP10-7', 'ZFAT-AS1', 'UCMA', 'SCN1A', 'LINC00113', 'FTHL17', 'HHLA1', 'LCE1D', 'PYDC2', 'OR11L1', 'GUCY2EP', 'CYLC2', 'KRTAP10-1', 'CSNK1A1P1', 'CCDC37', 'OR5M10', 'SPINK1', 'PSKH2', 'SULT1C3', 'CYP11B2', 'SNORD94', 'CYP7A1', 'CCK', 'SLC25A31', 'C20ORF173', 'OR5M8', 'LRRTM1', 'LOC729609', 'EPB42', 'TTTY8', 'TTTY9B', 'SLC17A6', 'EPGN', 'LYZL1', 'CGB8', 'SNORA77', 'CHIAP2', 'SPATA19', 'FAM138D', 'OLFM3', 'PCGEM1', 'UGT1A4', 'GBX2', 'SBSN', 'ACOT12', 'HBG2', 'CPLX3', 'REG4', 'PSG11', 'CNTNAP4', 'KRTAP21-1', 'SNORA47', 'KRTAP3-2', 'FFAR1', 'ABRA', 'TMEM202', 'HAO1', 'BOLL', 'ANGPTL3', 'ASAP1-IT1', 'SNCB', 'MMP20', 'LCN1', 'OR52K1', 'PRAMEF1', 'SPACA3', 'MUSK', 'PRDM9', 'SLITRK3', 'FOXN3-AS2', 'CCDC166', 'OR6K6', 'AADAC', 'KRTAP19-6', 'OR51G2', 'INSC', 'CCL24', 'UGT2B28', 'NKX2-1', 'OR2W1', 'DPRX', 'DPPA5', 'SNAR-F', 'MGC27382', 'CFHR4', 'NCAN', 'BRINP3', 'AWAT1', 'FOXD4L3', 'LOC285847', 'KRTAP2-1', 'CRLF2', 'DEFB123', 'BMP15', 'C1ORF94', 'IL17F', 'ENAM', 'TSKS', 'IQCF6', 'DPPA2', 'OR4C12', 'SPRR2E', 'DUSP21', 'LINC00923', 'APCS', 'KCNIP4-IT1', 'GRK1', 'OR51I2', 'PRSS54', 'MAGEA5', 'CRYGB', 'GAGE12F', 'ARL13A', 'OR56A1', 'MAP3K15', 'ASB11', 'DKFZP434K028', 'OR5H1', 'KRT25', 'NYX', 'CA6', 'NTS', 'C10ORF120', 'GCSAML-AS1', 'SLC10A1', 'SLC6A5', 'RPL3L', 'KRTAP10-6', 'IZUMO1R', 'MMP23A', 'MTNR1B', 'DAW1', 'BANF2', 'PROKR2', 'FAM74A3', 'NXNL1', 'TMPRSS12', 'OR6K2', 'PAPOLB', 'KRTAP10-3', 'OR12D2', 'AQP2', 'CD200R1L', 'FAM138B', 'OR6C2', 'LINC01312', 'LINC00410', 'IGLL3P', 'ADAM29', 'TFF2', 'NUTM1', 'SLURP1', 'KRTAP19-3', 'KRTAP5-4', 'AKR1C8P', 'TMEM88B', 'GOLGA6L1', 'OR4D5', 'KCNMB2', 'OTOL1', 'GRIN2B', 'YWHAEP7', 'ANP32D', 'OR1L1', 'TTTY15', 'SFTPB', 'NMUR2', 'IL3', 'OR51F2', 'YIPF7', 'USP9Y', 'CSN3', 'FAM71B', 'NEUROD1', 'OR2T10', 'OR2M3', 'OR10W1', 'ZNF705A', 'GPHA2', 'HBE1', 'SLC22A10', 'SNAR-G1', 'SNORA59B', 'PRB4', 'LRRC30', 'RBPJL', 'MAGEA9B', 'OR1B1', 'TARM1', 'AMER3', 'OR51B5', 'EDDM3B', 'TRIM48', 'GABRR3', 'IL36RN', 'URAD', 'RPS4Y2', 'KRTAP9-2', 'SDR16C6P', 'SLC9C1', 'SCTR', 'OCSTAMP', 'OR52R1', 'C16ORF90', 'PLA2G12B', 'NKX2-3', 'MUC2', 'SPANXN3', 'OR6A2', 'COX7B2', 'SYT14P1', 'OR7D4', 'SNORA76C', 'USH1C', 'TNP1', 'SPZ1', 'SNORD15B', 'AKR1D1', 'OR8I2', 'PSG4', 'BCYRN1', 'SHH', 'CCL15-CCL14', 'B4GALNT2', 'HULC', 'TBC1D21', 'OR13C9', 'FIGLA', 'ZNF679', 'OR5M3', 'PTH2', 'OR2L1P', 'TCEB3C', 'DEFB124', 'TRHDE', 'ANKRD34C', 'DEFB113', 'DMP1', 'GKN2', 'SNAR-I', 'CD300LD', 'DDI1', 'SNAR-E', 'GPR22', 'BPIFB4', 'CTRB2', 'CPA2', 'ADGRD2', 'KRTAP1-5', 'XKR7', 'OR10G8', 'BPIFB3', 'PPP1R2P9', 'SNORA36A', 'FKBP6', 'VIL1', 'SLC36A3', 'PCDH8', 'FAM41AY1', 'ACSM2B', 'AADACL3', 'SNORD97', 'NEUROD6', 'LINC00520', 'MAGEA1', 'CHRNB3', 'OR2AG1', 'OR4D2', 'C12ORF50', 'PRAC1', 'SH2D7', 'OACYLP', 'DISC2', 'NXPE1', 'USP50', 'BHLHE23', 'MYH7', 'CALCB', 'LOC284798', 'DEFB110', 'RAPGEF4-AS1', 'AIRE', 'KGFLP1', 'RFX6', 'CPNE4', 'CNGB1', 'CETN1', 'C2ORF27B', 'SSX9', 'SLC5A8', 'C11ORF40', 'LOC400736', 'SLCO1B7', 'TNFSF18', 'KRTAP1-1', 'KRT71', 'PRMT8', 'POU4F1', 'DMRT1', 'FAM183CP', 'KCNK4', 'ASB15', 'SCEL', 'GLYATL3', 'NEUROG3', 'CA5A', 'SNORA27', 'OR2L2', 'XIRP2', 'UGT2B10', 'FAM47C', 'NF1P2', 'DEFB118', 'TRIM75P', 'LINC00029', 'KCNJ16', 'CACNG7', 'HTR1A', 'DSCR10', 'MIR1-1HG', 'OR2A14', 'CD1B', 'OR8D4', 'GAGE2B', 'SPATA3', 'CIB4', 'HYMAI', 'ARL14', 'PRL', 'LOC100132831', 'FMO9P', 'HGC6.3', 'BTF3P11', 'OR52N1', 'SNORA16B', 'CDH10', 'HRK', 'KRTAP11-1', 'LINC00479', 'OR10H2', 'SNORA58', 'C12ORF42', 'LINC00202-2', 'C6ORF10', 'ODF3', 'GFI1B', 'OR1L4', 'OVCH1', 'HSD52', 'POU4F2', 'HIST1H3A', 'FAM19A1', 'HOXC12', 'OR52N2', 'NPB', 'ADRB3', 'HIST2H2AB', 'HIST1H3F', 'RAET1L', 'SNORA2B', 'HCRTR2', 'SPOCK3', 'SCARNA1', 'GPR52', 'SLC39A12', 'ANKRD20A20P', 'XAGE3', 'HTR2C', 'IFNL1', 'GSC2', 'DEFB109P1', 'CLRN1-AS1', 'SPINT3', 'HPVC1', 'HHATL', 'CYP2A7', 'SLC2A2', 'OR2A12', 'HIST1H2BM', 'RNF222', 'IGFBP1', 'NEUROG1', 'CA4', 'TPSD1', 'SERPINB11', 'NKX6-2', 'OR5H2', 'AATK-AS1', 'KRT12', 'KLRC4', 'LINC00314', 'FOXG1', 'GABBR2', 'SNORA72', 'MYH16', 'LOC647859', 'OR51T1', 'CRYGC', 'OR5M1', 'FOXE3', 'GBA3', 'LINC00710', 'CRISP2', 'EXD1', 'F2', 'TRPM3', 'CLCA3P', 'SLC13A1', 'LOC285627', 'CGB2', 'MROH5', 'LINC00452', 'LINC00964', 'PLD5', 'LINC00691', 'KRTAP12-1', 'OR51L1', 'LOC400940', 'OR4N4', 'MYL1', 'TMEM207', 'FAM170A', 'SCGB3A2', 'PTCHD3', 'NYAP2', 'OR51A2', 'C5ORF47', 'FAM92A1P2', 'IGLL1', 'FRMPD2', 'HBM', 'POU4F3', 'POU6F2', 'PRSS48', 'TSHB', 'LINC01105', 'OR10AD1', 'FOXI3', 'SNORA68', 'STON1-GTF2A1L', 'S100A12', 'B3GALT1', 'TKTL2', 'C12ORF56', 'C1ORF146', 'MEP1A', 'OR3A2', 'MT1B', 'CACNG3', 'LOC100130417', 'ALAS2', 'DPP10', 'MAGEA11', 'SLC22A12', 'INS-IGF2', 'PRAMEF14', 'ART1', 'OR13C2', 'SSX8', 'CLEC18C', 'ZIC5', 'OR5A1', 'GH2', 'GPRC6A', 'MYH4', 'OR5E1P', 'OR52K2', 'OR13H1', 'MAGEB4', 'PAQR9', 'HIST1H3B', 'LOC391343', 'C11ORF87', 'CCL7', 'CWH43', 'PDX1', 'VSTM5', 'NHLH2', 'SPANXN2', 'HMHB1', 'PCSK2', 'FGF16', 'FAM9B', 'SNORA64', 'PAEP', 'FAM71E2', 'FEZF1', 'PATE3', 'FRG2DP', 'DACH2', 'DAPL1', 'LOC100130264', 'LOC100129055', 'MYADML', 'FEZF2', 'MMP21', 'ABCA13', 'TBATA', 'SNORA16A', 'HIST1H4B', 'CYP1A2', 'BRDT', 'LINC00608', 'OTC', 'IFNE', 'CASR', 'MAGEA12', 'GABRA3', 'SLITRK1', 'GABRB1', 'OR52A1', 'KLK12', 'IFNL2', 'TAS2R42', 'SPRR1B', 'C4ORF51', 'GJA10', 'OR12D3', 'GJB7', 'GPR61', 'MYL2', 'TBX20', 'OR2T2', 'KAAG1', 'SPRR2G', 'VAX1', 'ISL1', 'C17ORF78', 'GCKR', 'RNF151', 'LINC00652', 'KRT18P55', 'PLCZ1', 'OR7A5', 'KRTAP10-4', 'OR9K2', 'ADCYAP1R1', 'S100A7', 'ZG16', 'KRTAP4-5', 'FOXR1', 'KRT73', 'CST13P', 'OPRM1', 'SPINK14', 'FSHR', 'OR5K1', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3748966387166963
		RMSE:  0.8500866572002603
		NRMSE:  0.167208233123576
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8495839638322671
		RMSE:  1.0424819908687044
		NRMSE:  0.25944650229429445
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999418805934
		Coefficient of Determination:  1.0
		RMSE:  3.4235060496299002e-15
		NRMSE:  6.733882867092645e-16
		MAPE:  3.652142331381804e-12
		Pearson Correlation:  0.11212831971326614
		Spearman Correlation:  0.12759730757974833
		Coefficient of Determination:  -1.8212868282240136
		RMSE:  1.2875234749611322
		NRMSE:  0.3204309188325657
		MAPE:  426.1211904680549

	Predictor:  ElasticNet
		Pearson Correlation:  0.8757022315895961
		Spearman Correlation:  0.8774492027169907
		Coefficient of Determination:  0.7243120044580299
		RMSE:  0.3806598765251608
		NRMSE:  0.07487409058323384
		MAPE:  257.5251940364497
		Pearson Correlation:  0.24875024508811946
		Spearman Correlation:  0.331045751633987
		Coefficient of Determination:  -0.03503525817793851
		RMSE:  0.7798464644738937
		NRMSE:  0.19408338878422485
		MAPE:  225.59969008713273

	Predictor:  RandomForests
		Pearson Correlation:  0.5972590525658618
		Spearman Correlation:  0.5538335183887589
		Coefficient of Determination:  0.20898274764799762
		RMSE:  0.6447942446680092
		NRMSE:  0.12682813624469103
		MAPE:  510.22488960743874
		Pearson Correlation:  0.37204848188453643
		Spearman Correlation:  0.3828650863330407
		Coefficient of Determination:  -0.017462050768773052
		RMSE:  0.773197863728417
		NRMSE:  0.19242872594719324
		MAPE:  242.36904765127494

Protein:  CCNE1
x_train_column_count:  362
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'OR7G3', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'C12ORF77', 'DUX4L6', 'TAAR8', 'GUCA1C', 'GJA8', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'CTSL3P', 'SNORA36B', 'FGF6', 'LCE2D', 'BTBD17', 'OR7G1', 'FGF22', 'DEFB127', 'CPN1', 'MRGPRG-AS1', 'SMCP', 'FAM150A', 'LINC00326', 'REXO1L6P', 'CT47B1', 'SCP2D1', 'ST8SIA3', 'CHAT', 'CEACAM20', 'ZNRF4', 'LHX3', 'HNF1B', 'CTXN3', 'ANXA8L1', 'FAM224B', 'LINC01553', 'ESX1', 'CT47A2', 'SLC18A3', 'GNAT3', 'AMBN', 'SCARNA4', 'H1FOO', 'OR6T1', 'CT47A6', 'CT47A7', 'OR7G2', 'SSX6', 'FLG2', 'OC90', 'KRT78', 'KRTAP6-2', 'OR5AN1', 'LINC00671', 'CFHR2', 'DEFB119', 'NR0B1', 'OR4A47', 'OR8B8', 'FAM25BP', 'SEC14L3', 'OR10G4', 'SPAM1', 'LOC727924', 'OR4M2', 'OR10T2', 'SCARNA14', 'LCE1F', 'ATP4B', 'LINC01548', 'GYPA', 'BARHL1', 'CXORF51A', 'KRTAP19-5', 'LCE2A', 'SNORA55', 'CHODL-AS1', 'KRTAP4-11', 'TYR', 'CLCA1', 'SLC28A2', 'NMS', 'SPATA31A3', 'PROL1', 'ASB10', 'CLC', 'SNORA24', 'BTNL3', 'SUN3', 'PSMB11', 'ZNF536', 'SOX1', 'FXYD4', 'C1ORF105', 'C1ORF87', 'KLHL40', 'IL37', 'SNORA28', 'KCNU1', 'OR8U1', 'CSH2', 'GPR50', 'IGFL4', 'OR2B3', 'ZNF804B', 'C22ORF42', 'OLIG3', 'CT47A11', 'SNORD115-7', 'BRDTP1', 'SNORA20', 'GLRA4', 'OR6C76', 'SNORA5B', 'OR2AE1', 'PIWIL3', 'MAGEB10', 'FAM153C', 'CNTNAP5', 'APOA2', 'HAO2', 'IQCF2', 'OR7C2', 'KRT39', 'ASB18', 'SPIC', 'PPBPP1', 'GAGE2C', 'TMEM179', 'OR2T12', 'TSPYL6', 'PLA2G2F', 'AHSP', 'GPR151', 'MC2R', 'OR6C4', 'DEFB128', 'DMBT1P1', 'OLIG2', 'SLCO1A2', 'LELP1', 'SATB2-AS1', 'PRSS3P2', 'FGF4', 'CCKBR', 'OR2C3', 'TEX36-AS1', 'LOC440040', 'TEX33', 'NPHS2', 'BMP10', 'CDKL4', 'LOC100129935', 'MOS', 'IFNA21', 'KRTAP1-3', 'OR5B2', 'OR6B1', 'HTR3B', 'GNAT1', 'SYT10', 'DNAJC5G', 'PSG8', 'OR10S1', 'PRAP1', 'PRAMEF8', 'PSAPL1', 'LINC00111', 'KRTDAP', 'GOLGA8EP', 'RNASE8', 'KRTAP19-1', 'AKAP14', 'ZNF735', 'KRTAP12-2', 'TMEM196', 'CFC1B', 'USP17L6P', 'SLCO6A1', 'NKX2-6', 'NCOR1P1', 'GOT1L1', 'HFE2', 'USP26', 'ITLN2', 'KRTAP10-11', 'FAM24A', 'SNORD15A', 'FLJ25758', 'SPRR4', 'IFNA13', 'SNORA54', 'SOX3', 'KRT2', 'LY6G6D', 'DNMT3L', 'OR52A5', 'SCARNA20', 'FBP2', 'TAGLN3', 'IL31', 'MORC1', 'ARG1', 'MS4A10', 'LINC00207', 'GABRA6', 'TSPY1', 'TSPY2', 'LOC646813', 'OR1M1', 'GABRA1', 'KRTAP12-3', 'GHSR', 'NPBWR2', 'HAND1', 'OR2T29', 'FOXE1', 'LINC01020', 'SERPINB4', 'OTX2', 'OR6C74', 'TGIF2LX', 'SLC25A3P1', 'TMIGD1', 'PRAMEF5', 'OR1E2', 'SCGB1A1', 'FAM71A', 'FGF23', 'GUCA2B', 'C3ORF49', 'SYCP1', 'MRGPRX1', 'OR2T34', 'CYP3A4', 'SNORD116-19', 'ACSM2A', 'VRTN', 'OR4D11', 'OR8B3', 'LGALS14', 'OR52A4P', 'OR52B4', 'CT45A1', 'ARL5C', 'GYS2', 'SERPINI2', 'OR9A2', 'TMEM252', 'TMPRSS11F', 'TMPRSS11B', 'C10ORF53', 'TTTY2', 'MOGAT3', 'SNORA37', 'OR4F15', 'OR6S1', 'OR14C36', 'NXF2B', 'LINC00895', 'F13B', 'CGB5', 'LINC00469', 'HTR5A', 'HBG1', 'TCP10L2', 'IFNA16', 'OR10V1', 'FGA', 'PRSS1', 'ZNF479', 'MAGEB3', 'ZCCHC13', 'PPY', 'SNORA51', 'OR5H14', 'LINC00696', 'RAX2', 'WFDC5', 'OR4A16', 'GPR78', 'CLEC6A', 'ASB17', 'OR5T2', 'VWC2L', 'PSG7', 'ALPPL2', 'SST', 'PLG', 'ANKUB1', 'LINC00575', 'NOX3', 'SCARNA11', 'OR1S2', 'SNORA34', 'PLET1', 'LEUTX', 'LINC00523', 'RPL13AP17', 'OR1N1', 'LOC145845', 'ADAM18', 'TPD52L3', 'LINC01205', 'C18ORF42', 'POTED', 'ALOX12B', 'OR2G2', 'XAGE5', 'OR6M1', 'AMTN', 'OR2M2', 'HIST1H4F', 'C2ORF83', 'ARSF', 'SSX5', 'SFTA3', 'ARHGAP36', 'OR9G4', 'EPPIN', 'SLC1A6', 'ACTR3BP2', 'RESP18', 'OR11H4', 'OR4S1', 'ARR3', 'MBD3L5', 'OR2A2', 'LINC00488', 'CABS1', 'FMR1NB', 'TAAR9', 'PLSCR5', 'HNRNPCL1', 'SNORD89', 'TSGA13', 'ACTRT2', 'ZPBP', 'PROKR1', 'GH1', 'LINC01101', 'KRT13', 'BPIFA3', 'OPN1MW', 'OR4D9', 'SNORA70B', 'DEFB126', 'LINC00934', 'PROP1', 'SNORA1', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4791855590206433
		RMSE:  0.8074207285197392
		NRMSE:  0.19485501569122746
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.202859557398884
		RMSE:  0.7485643095226329
		NRMSE:  0.4068306401244751
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5127968844139411
		NRMSE:  0.12375338089483821
		MAPE:  119.54577818111471
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.708057571667368e-05
		RMSE:  0.41828317133084
		NRMSE:  0.22732904598983691
		MAPE:  82.35330275987332

	Predictor:  LinearRegression
		Pearson Correlation:  0.9565153291590928
		Spearman Correlation:  0.8636585960703417
		Coefficient of Determination:  0.9149215749163275
		RMSE:  0.14957365244940432
		NRMSE:  0.03609664127456243
		MAPE:  37.101482620188925
		Pearson Correlation:  0.1415498723635159
		Spearman Correlation:  0.2528289922934348
		Coefficient of Determination:  -3.9652821011069186
		RMSE:  0.9320348099502108
		NRMSE:  0.5065434105349544
		MAPE:  107.67043684821311

	Predictor:  ElasticNet
		Pearson Correlation:  0.8632324781484835
		Spearman Correlation:  0.7224831492953283
		Coefficient of Determination:  0.7342653006670377
		RMSE:  0.2643440331204042
		NRMSE:  0.06379420158805035
		MAPE:  72.33128502221837
		Pearson Correlation:  0.7541887650733728
		Spearman Correlation:  0.630670178519169
		Coefficient of Determination:  0.48525224313562
		RMSE:  0.30009406076694733
		NRMSE:  0.1630954846314096
		MAPE:  53.43874513244995

	Predictor:  RandomForests
		Pearson Correlation:  0.8583520131515926
		Spearman Correlation:  0.7109802859432093
		Coefficient of Determination:  0.7324880392857284
		RMSE:  0.2652265402348114
		NRMSE:  0.06400717721717582
		MAPE:  68.55101369667162
		Pearson Correlation:  0.8365777098834983
		Spearman Correlation:  0.7372077905160039
		Coefficient of Determination:  0.6969705038168368
		RMSE:  0.23025158093275133
		NRMSE:  0.12513740886241304
		MAPE:  41.08133355137975

Protein:  CCND1
x_train_column_count:  910
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'OR7G3', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'C12ORF77', 'DUX4L6', 'TAAR8', 'GUCA1C', 'GJA8', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'CTSL3P', 'SNORA36B', 'FGF6', 'LCE2D', 'BTBD17', 'OR7G1', 'FGF22', 'DEFB127', 'CPN1', 'MRGPRG-AS1', 'SMCP', 'FAM150A', 'LINC00326', 'REXO1L6P', 'CT47B1', 'SCP2D1', 'ST8SIA3', 'CHAT', 'CEACAM20', 'ZNRF4', 'LHX3', 'HNF1B', 'CTXN3', 'ANXA8L1', 'FAM224B', 'LINC01553', 'ESX1', 'CT47A2', 'SLC18A3', 'GNAT3', 'AMBN', 'SCARNA4', 'H1FOO', 'OR6T1', 'CT47A6', 'CT47A7', 'OR7G2', 'SSX6', 'FLG2', 'OC90', 'KRT78', 'KRTAP6-2', 'OR5AN1', 'LINC00671', 'CFHR2', 'DEFB119', 'NR0B1', 'OR4A47', 'OR8B8', 'FAM25BP', 'SEC14L3', 'OR10G4', 'SPAM1', 'LOC727924', 'OR4M2', 'OR10T2', 'SCARNA14', 'LCE1F', 'ATP4B', 'LINC01548', 'GYPA', 'BARHL1', 'CXORF51A', 'KRTAP19-5', 'LCE2A', 'SNORA55', 'CHODL-AS1', 'KRTAP4-11', 'TYR', 'CLCA1', 'SLC28A2', 'NMS', 'SPATA31A3', 'PROL1', 'ASB10', 'CLC', 'SNORA24', 'BTNL3', 'SUN3', 'PSMB11', 'ZNF536', 'SOX1', 'FXYD4', 'C1ORF105', 'C1ORF87', 'KLHL40', 'IL37', 'SNORA28', 'KCNU1', 'OR8U1', 'CSH2', 'GPR50', 'IGFL4', 'OR2B3', 'ZNF804B', 'C22ORF42', 'OLIG3', 'CT47A11', 'SNORD115-7', 'BRDTP1', 'SNORA20', 'GLRA4', 'OR6C76', 'SNORA5B', 'OR2AE1', 'PIWIL3', 'MAGEB10', 'FAM153C', 'CNTNAP5', 'APOA2', 'HAO2', 'IQCF2', 'OR7C2', 'KRT39', 'ASB18', 'SPIC', 'PPBPP1', 'GAGE2C', 'TMEM179', 'OR2T12', 'TSPYL6', 'PLA2G2F', 'AHSP', 'GPR151', 'MC2R', 'OR6C4', 'DEFB128', 'DMBT1P1', 'OLIG2', 'SLCO1A2', 'LELP1', 'SATB2-AS1', 'PRSS3P2', 'FGF4', 'CCKBR', 'OR2C3', 'TEX36-AS1', 'LOC440040', 'TEX33', 'NPHS2', 'BMP10', 'CDKL4', 'LOC100129935', 'MOS', 'IFNA21', 'KRTAP1-3', 'OR5B2', 'OR6B1', 'HTR3B', 'GNAT1', 'SYT10', 'DNAJC5G', 'PSG8', 'OR10S1', 'PRAP1', 'PRAMEF8', 'PSAPL1', 'LINC00111', 'KRTDAP', 'GOLGA8EP', 'RNASE8', 'KRTAP19-1', 'AKAP14', 'ZNF735', 'KRTAP12-2', 'TMEM196', 'CFC1B', 'USP17L6P', 'SLCO6A1', 'NKX2-6', 'NCOR1P1', 'GOT1L1', 'HFE2', 'USP26', 'ITLN2', 'KRTAP10-11', 'FAM24A', 'SNORD15A', 'FLJ25758', 'SPRR4', 'IFNA13', 'SNORA54', 'SOX3', 'KRT2', 'LY6G6D', 'DNMT3L', 'OR52A5', 'SCARNA20', 'FBP2', 'TAGLN3', 'IL31', 'MORC1', 'ARG1', 'MS4A10', 'LINC00207', 'GABRA6', 'TSPY1', 'TSPY2', 'LOC646813', 'OR1M1', 'GABRA1', 'KRTAP12-3', 'GHSR', 'NPBWR2', 'HAND1', 'OR2T29', 'FOXE1', 'LINC01020', 'SERPINB4', 'OTX2', 'OR6C74', 'TGIF2LX', 'SLC25A3P1', 'TMIGD1', 'PRAMEF5', 'OR1E2', 'SCGB1A1', 'FAM71A', 'FGF23', 'GUCA2B', 'C3ORF49', 'SYCP1', 'MRGPRX1', 'OR2T34', 'CYP3A4', 'SNORD116-19', 'ACSM2A', 'VRTN', 'OR4D11', 'OR8B3', 'LGALS14', 'OR52A4P', 'OR52B4', 'CT45A1', 'ARL5C', 'GYS2', 'SERPINI2', 'OR9A2', 'TMEM252', 'TMPRSS11F', 'TMPRSS11B', 'C10ORF53', 'TTTY2', 'MOGAT3', 'SNORA37', 'OR4F15', 'OR6S1', 'OR14C36', 'NXF2B', 'LINC00895', 'F13B', 'CGB5', 'LINC00469', 'HTR5A', 'HBG1', 'TCP10L2', 'IFNA16', 'OR10V1', 'FGA', 'PRSS1', 'ZNF479', 'MAGEB3', 'ZCCHC13', 'PPY', 'SNORA51', 'OR5H14', 'LINC00696', 'RAX2', 'WFDC5', 'OR4A16', 'GPR78', 'CLEC6A', 'ASB17', 'OR5T2', 'VWC2L', 'PSG7', 'ALPPL2', 'SST', 'PLG', 'ANKUB1', 'LINC00575', 'NOX3', 'SCARNA11', 'OR1S2', 'SNORA34', 'PLET1', 'LEUTX', 'LINC00523', 'RPL13AP17', 'OR1N1', 'LOC145845', 'ADAM18', 'TPD52L3', 'LINC01205', 'C18ORF42', 'POTED', 'ALOX12B', 'OR2G2', 'XAGE5', 'OR6M1', 'AMTN', 'OR2M2', 'HIST1H4F', 'C2ORF83', 'ARSF', 'SSX5', 'SFTA3', 'ARHGAP36', 'OR9G4', 'EPPIN', 'SLC1A6', 'ACTR3BP2', 'RESP18', 'OR11H4', 'OR4S1', 'ARR3', 'MBD3L5', 'OR2A2', 'LINC00488', 'CABS1', 'FMR1NB', 'TAAR9', 'PLSCR5', 'HNRNPCL1', 'SNORD89', 'TSGA13', 'ACTRT2', 'ZPBP', 'PROKR1', 'GH1', 'LINC01101', 'KRT13', 'BPIFA3', 'OPN1MW', 'OR4D9', 'SNORA70B', 'DEFB126', 'LINC00934', 'PROP1', 'SNORA1', 'FAM27B', 'OR8G5', 'CLCA4', 'ZIM3', 'PWAR4', 'CASC8', 'GABRG3', 'TRHR', 'CLRN2', 'ADGRG7', 'SPATA31C1', 'PRAMEF20', 'RGS8', 'RTP2', 'STATH', 'TCERG1L', 'ZAR1', 'COL6A4P1', 'MYBPHL', 'TMEM72', 'OR8G2', 'KRTAP25-1', 'OR2M4', 'CYP2W1', 'KRTAP19-8', 'SVOP', 'WFDC8', 'LINC00114', 'OR8H2', 'SLC38A8', 'OR2M7', 'SERPINB3', 'SLC32A1', 'LHX9', 'HYALP1', 'LINC00636', 'GYPB', 'NKAIN3', 'OR2T35', 'KRTAP6-1', 'HBD', 'KCNQ1DN', 'OR4C16', 'KRTAP19-2', 'DUXA', 'OR6Y1', 'IQCJ', 'LGI3', 'SPACA7', 'DAOA', 'OR7A17', 'FAM169B', 'OR2L8', 'HSFY2', 'SPANXA2', 'PPY2P', 'B3GNT6', 'DEFB104A', 'UGT2A3', 'OR6B3', 'TCP10', 'OR4K17', 'RHAG', 'SNORA38B', 'CTRB1', 'KRT3', 'INS', 'LINC00200', 'SPDYC', 'PRKAG3', 'OLIG1', 'KRTAP10-12', 'MYH1', 'LINC01566', 'FAM71C', 'LINC01565', 'PABPC1L2A', 'TRPV5', 'FDCSP', 'OR8J3', 'FTMT', 'INSM2', 'NEU2', 'TBC1D3P2', 'PPIAL4E', 'DYDC1', 'SFTPC', 'PRR27', 'MYF5', 'ACER1', 'DEFB129', 'HPD', 'IVL', 'C9ORF135', 'SNORD115-26', 'FBXW12', 'C3ORF30', 'IL13', 'MMD2', 'SLC51B', 'ITIH1', 'TEX13B', 'OR2AT4', 'HMX3', 'DNTT', 'CT47A1', 'OR6B2', 'KRTAP4-3', 'GSTA5', 'FAM27L', 'GPR148', 'OR1K1', 'LINC00602', 'AVPR1B', 'PRG1', 'C11ORF94', 'APOC3', 'LCN9', 'CYP2C18', 'SCARNA8', 'TAS2R60', 'KRTAP10-7', 'ZFAT-AS1', 'UCMA', 'SCN1A', 'LINC00113', 'FTHL17', 'HHLA1', 'LCE1D', 'PYDC2', 'OR11L1', 'GUCY2EP', 'CYLC2', 'KRTAP10-1', 'CSNK1A1P1', 'CCDC37', 'OR5M10', 'SPINK1', 'PSKH2', 'SULT1C3', 'CYP11B2', 'SNORD94', 'CYP7A1', 'CCK', 'SLC25A31', 'C20ORF173', 'OR5M8', 'LRRTM1', 'LOC729609', 'EPB42', 'TTTY8', 'TTTY9B', 'SLC17A6', 'EPGN', 'LYZL1', 'CGB8', 'SNORA77', 'CHIAP2', 'SPATA19', 'FAM138D', 'OLFM3', 'PCGEM1', 'UGT1A4', 'GBX2', 'SBSN', 'ACOT12', 'HBG2', 'CPLX3', 'REG4', 'PSG11', 'CNTNAP4', 'KRTAP21-1', 'SNORA47', 'KRTAP3-2', 'FFAR1', 'ABRA', 'TMEM202', 'HAO1', 'BOLL', 'ANGPTL3', 'ASAP1-IT1', 'SNCB', 'MMP20', 'LCN1', 'OR52K1', 'PRAMEF1', 'SPACA3', 'MUSK', 'PRDM9', 'SLITRK3', 'FOXN3-AS2', 'CCDC166', 'OR6K6', 'AADAC', 'KRTAP19-6', 'OR51G2', 'INSC', 'CCL24', 'UGT2B28', 'NKX2-1', 'OR2W1', 'DPRX', 'DPPA5', 'SNAR-F', 'MGC27382', 'CFHR4', 'NCAN', 'BRINP3', 'AWAT1', 'FOXD4L3', 'LOC285847', 'KRTAP2-1', 'CRLF2', 'DEFB123', 'BMP15', 'C1ORF94', 'IL17F', 'ENAM', 'TSKS', 'IQCF6', 'DPPA2', 'OR4C12', 'SPRR2E', 'DUSP21', 'LINC00923', 'APCS', 'KCNIP4-IT1', 'GRK1', 'OR51I2', 'PRSS54', 'MAGEA5', 'CRYGB', 'GAGE12F', 'ARL13A', 'OR56A1', 'MAP3K15', 'ASB11', 'DKFZP434K028', 'OR5H1', 'KRT25', 'NYX', 'CA6', 'NTS', 'C10ORF120', 'GCSAML-AS1', 'SLC10A1', 'SLC6A5', 'RPL3L', 'KRTAP10-6', 'IZUMO1R', 'MMP23A', 'MTNR1B', 'DAW1', 'BANF2', 'PROKR2', 'FAM74A3', 'NXNL1', 'TMPRSS12', 'OR6K2', 'PAPOLB', 'KRTAP10-3', 'OR12D2', 'AQP2', 'CD200R1L', 'FAM138B', 'OR6C2', 'LINC01312', 'LINC00410', 'IGLL3P', 'ADAM29', 'TFF2', 'NUTM1', 'SLURP1', 'KRTAP19-3', 'KRTAP5-4', 'AKR1C8P', 'TMEM88B', 'GOLGA6L1', 'OR4D5', 'KCNMB2', 'OTOL1', 'GRIN2B', 'YWHAEP7', 'ANP32D', 'OR1L1', 'TTTY15', 'SFTPB', 'NMUR2', 'IL3', 'OR51F2', 'YIPF7', 'USP9Y', 'CSN3', 'FAM71B', 'NEUROD1', 'OR2T10', 'OR2M3', 'OR10W1', 'ZNF705A', 'GPHA2', 'HBE1', 'SLC22A10', 'SNAR-G1', 'SNORA59B', 'PRB4', 'LRRC30', 'RBPJL', 'MAGEA9B', 'OR1B1', 'TARM1', 'AMER3', 'OR51B5', 'EDDM3B', 'TRIM48', 'GABRR3', 'IL36RN', 'URAD', 'RPS4Y2', 'KRTAP9-2', 'SDR16C6P', 'SLC9C1', 'SCTR', 'OCSTAMP', 'OR52R1', 'C16ORF90', 'PLA2G12B', 'NKX2-3', 'MUC2', 'SPANXN3', 'OR6A2', 'COX7B2', 'SYT14P1', 'OR7D4', 'SNORA76C', 'USH1C', 'TNP1', 'SPZ1', 'SNORD15B', 'AKR1D1', 'OR8I2', 'PSG4', 'BCYRN1', 'SHH', 'CCL15-CCL14', 'B4GALNT2', 'HULC', 'TBC1D21', 'OR13C9', 'FIGLA', 'ZNF679', 'OR5M3', 'PTH2', 'OR2L1P', 'TCEB3C', 'DEFB124', 'TRHDE', 'ANKRD34C', 'DEFB113', 'DMP1', 'GKN2', 'SNAR-I', 'CD300LD', 'DDI1', 'SNAR-E', 'GPR22', 'BPIFB4', 'CTRB2', 'CPA2', 'ADGRD2', 'KRTAP1-5', 'XKR7', 'OR10G8', 'BPIFB3', 'PPP1R2P9', 'SNORA36A', 'FKBP6', 'VIL1', 'SLC36A3', 'PCDH8', 'FAM41AY1', 'ACSM2B', 'AADACL3', 'SNORD97', 'NEUROD6', 'LINC00520', 'MAGEA1', 'CHRNB3', 'OR2AG1', 'OR4D2', 'C12ORF50', 'PRAC1', 'SH2D7', 'OACYLP', 'DISC2', 'NXPE1', 'USP50', 'BHLHE23', 'MYH7', 'CALCB', 'LOC284798', 'DEFB110', 'RAPGEF4-AS1', 'AIRE', 'KGFLP1', 'RFX6', 'CPNE4', 'CNGB1', 'CETN1', 'C2ORF27B', 'SSX9', 'SLC5A8', 'C11ORF40', 'LOC400736', 'SLCO1B7', 'TNFSF18', 'KRTAP1-1', 'KRT71', 'PRMT8', 'POU4F1', 'DMRT1', 'FAM183CP', 'KCNK4', 'ASB15', 'SCEL', 'GLYATL3', 'NEUROG3', 'CA5A', 'SNORA27', 'OR2L2', 'XIRP2', 'UGT2B10', 'FAM47C', 'NF1P2', 'DEFB118', 'TRIM75P', 'LINC00029', 'KCNJ16', 'CACNG7', 'HTR1A', 'DSCR10', 'MIR1-1HG', 'OR2A14', 'CD1B', 'OR8D4', 'GAGE2B', 'SPATA3', 'CIB4', 'HYMAI', 'ARL14', 'PRL', 'LOC100132831', 'FMO9P', 'HGC6.3', 'BTF3P11', 'OR52N1', 'SNORA16B', 'CDH10', 'HRK', 'KRTAP11-1', 'LINC00479', 'OR10H2', 'SNORA58', 'C12ORF42', 'LINC00202-2', 'C6ORF10', 'ODF3', 'GFI1B', 'OR1L4', 'OVCH1', 'HSD52', 'POU4F2', 'HIST1H3A', 'FAM19A1', 'HOXC12', 'OR52N2', 'NPB', 'ADRB3', 'HIST2H2AB', 'HIST1H3F', 'RAET1L', 'SNORA2B', 'HCRTR2', 'SPOCK3', 'SCARNA1', 'GPR52', 'SLC39A12', 'ANKRD20A20P', 'XAGE3', 'HTR2C', 'IFNL1', 'GSC2', 'DEFB109P1', 'CLRN1-AS1', 'SPINT3', 'HPVC1', 'HHATL', 'CYP2A7', 'SLC2A2', 'OR2A12', 'HIST1H2BM', 'RNF222', 'IGFBP1', 'NEUROG1', 'CA4', 'TPSD1', 'SERPINB11', 'NKX6-2', 'OR5H2', 'AATK-AS1', 'KRT12', 'KLRC4', 'LINC00314', 'FOXG1', 'GABBR2', 'SNORA72', 'MYH16', 'LOC647859', 'OR51T1', 'CRYGC', 'OR5M1', 'FOXE3', 'GBA3', 'LINC00710', 'CRISP2', 'EXD1', 'F2', 'TRPM3', 'CLCA3P', 'SLC13A1', 'LOC285627', 'CGB2', 'MROH5', 'LINC00452', 'LINC00964', 'PLD5', 'LINC00691', 'KRTAP12-1', 'OR51L1', 'LOC400940', 'OR4N4', 'MYL1', 'TMEM207', 'FAM170A', 'SCGB3A2', 'PTCHD3', 'NYAP2', 'OR51A2', 'C5ORF47', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.45856423758787734
		RMSE:  0.28833360256132
		NRMSE:  0.17333782361719832
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5341468996847767
		RMSE:  0.29160473760802996
		NRMSE:  0.22560247695118987
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999996
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.279098570171657e-15
		NRMSE:  7.689570704762821e-16
		MAPE:  4.884584751930696e-12
		Pearson Correlation:  -0.09834360980227544
		Spearman Correlation:  -0.06541800799921958
		Coefficient of Determination:  -3.53521522077064
		RMSE:  0.5013719729584944
		NRMSE:  0.3878906766095922
		MAPE:  1533.9731159833557

	Predictor:  ElasticNet
		Pearson Correlation:  0.7398064880766703
		Spearman Correlation:  0.7297317241154716
		Coefficient of Determination:  0.4799167866178199
		RMSE:  0.1721745259782713
		NRMSE:  0.10350634594887119
		MAPE:  395.9773654729305
		Pearson Correlation:  0.2872588081160602
		Spearman Correlation:  0.32676324261047707
		Coefficient of Determination:  0.07710360166010766
		RMSE:  0.2261713434507006
		NRMSE:  0.17497937693468824
		MAPE:  402.62393793714466

	Predictor:  RandomForests
		Pearson Correlation:  0.5667487975651887
		Spearman Correlation:  0.56559946103911
		Coefficient of Determination:  0.2906192059577013
		RMSE:  0.20108153453466512
		NRMSE:  0.12088440353889285
		MAPE:  479.4248937355052
		Pearson Correlation:  0.2562030423063652
		Spearman Correlation:  0.40900937592628195
		Coefficient of Determination:  0.048430663630586346
		RMSE:  0.22965786417388495
		NRMSE:  0.17767675324463464
		MAPE:  315.04486439687014

Protein:  ERBB2
x_train_column_count:  698
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'OR7G3', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'C12ORF77', 'DUX4L6', 'TAAR8', 'GUCA1C', 'GJA8', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'CTSL3P', 'SNORA36B', 'FGF6', 'LCE2D', 'BTBD17', 'OR7G1', 'FGF22', 'DEFB127', 'CPN1', 'MRGPRG-AS1', 'SMCP', 'FAM150A', 'LINC00326', 'REXO1L6P', 'CT47B1', 'SCP2D1', 'ST8SIA3', 'CHAT', 'CEACAM20', 'ZNRF4', 'LHX3', 'HNF1B', 'CTXN3', 'ANXA8L1', 'FAM224B', 'LINC01553', 'ESX1', 'CT47A2', 'SLC18A3', 'GNAT3', 'AMBN', 'SCARNA4', 'H1FOO', 'OR6T1', 'CT47A6', 'CT47A7', 'OR7G2', 'SSX6', 'FLG2', 'OC90', 'KRT78', 'KRTAP6-2', 'OR5AN1', 'LINC00671', 'CFHR2', 'DEFB119', 'NR0B1', 'OR4A47', 'OR8B8', 'FAM25BP', 'SEC14L3', 'OR10G4', 'SPAM1', 'LOC727924', 'OR4M2', 'OR10T2', 'SCARNA14', 'LCE1F', 'ATP4B', 'LINC01548', 'GYPA', 'BARHL1', 'CXORF51A', 'KRTAP19-5', 'LCE2A', 'SNORA55', 'CHODL-AS1', 'KRTAP4-11', 'TYR', 'CLCA1', 'SLC28A2', 'NMS', 'SPATA31A3', 'PROL1', 'ASB10', 'CLC', 'SNORA24', 'BTNL3', 'SUN3', 'PSMB11', 'ZNF536', 'SOX1', 'FXYD4', 'C1ORF105', 'C1ORF87', 'KLHL40', 'IL37', 'SNORA28', 'KCNU1', 'OR8U1', 'CSH2', 'GPR50', 'IGFL4', 'OR2B3', 'ZNF804B', 'C22ORF42', 'OLIG3', 'CT47A11', 'SNORD115-7', 'BRDTP1', 'SNORA20', 'GLRA4', 'OR6C76', 'SNORA5B', 'OR2AE1', 'PIWIL3', 'MAGEB10', 'FAM153C', 'CNTNAP5', 'APOA2', 'HAO2', 'IQCF2', 'OR7C2', 'KRT39', 'ASB18', 'SPIC', 'PPBPP1', 'GAGE2C', 'TMEM179', 'OR2T12', 'TSPYL6', 'PLA2G2F', 'AHSP', 'GPR151', 'MC2R', 'OR6C4', 'DEFB128', 'DMBT1P1', 'OLIG2', 'SLCO1A2', 'LELP1', 'SATB2-AS1', 'PRSS3P2', 'FGF4', 'CCKBR', 'OR2C3', 'TEX36-AS1', 'LOC440040', 'TEX33', 'NPHS2', 'BMP10', 'CDKL4', 'LOC100129935', 'MOS', 'IFNA21', 'KRTAP1-3', 'OR5B2', 'OR6B1', 'HTR3B', 'GNAT1', 'SYT10', 'DNAJC5G', 'PSG8', 'OR10S1', 'PRAP1', 'PRAMEF8', 'PSAPL1', 'LINC00111', 'KRTDAP', 'GOLGA8EP', 'RNASE8', 'KRTAP19-1', 'AKAP14', 'ZNF735', 'KRTAP12-2', 'TMEM196', 'CFC1B', 'USP17L6P', 'SLCO6A1', 'NKX2-6', 'NCOR1P1', 'GOT1L1', 'HFE2', 'USP26', 'ITLN2', 'KRTAP10-11', 'FAM24A', 'SNORD15A', 'FLJ25758', 'SPRR4', 'IFNA13', 'SNORA54', 'SOX3', 'KRT2', 'LY6G6D', 'DNMT3L', 'OR52A5', 'SCARNA20', 'FBP2', 'TAGLN3', 'IL31', 'MORC1', 'ARG1', 'MS4A10', 'LINC00207', 'GABRA6', 'TSPY1', 'TSPY2', 'LOC646813', 'OR1M1', 'GABRA1', 'KRTAP12-3', 'GHSR', 'NPBWR2', 'HAND1', 'OR2T29', 'FOXE1', 'LINC01020', 'SERPINB4', 'OTX2', 'OR6C74', 'TGIF2LX', 'SLC25A3P1', 'TMIGD1', 'PRAMEF5', 'OR1E2', 'SCGB1A1', 'FAM71A', 'FGF23', 'GUCA2B', 'C3ORF49', 'SYCP1', 'MRGPRX1', 'OR2T34', 'CYP3A4', 'SNORD116-19', 'ACSM2A', 'VRTN', 'OR4D11', 'OR8B3', 'LGALS14', 'OR52A4P', 'OR52B4', 'CT45A1', 'ARL5C', 'GYS2', 'SERPINI2', 'OR9A2', 'TMEM252', 'TMPRSS11F', 'TMPRSS11B', 'C10ORF53', 'TTTY2', 'MOGAT3', 'SNORA37', 'OR4F15', 'OR6S1', 'OR14C36', 'NXF2B', 'LINC00895', 'F13B', 'CGB5', 'LINC00469', 'HTR5A', 'HBG1', 'TCP10L2', 'IFNA16', 'OR10V1', 'FGA', 'PRSS1', 'ZNF479', 'MAGEB3', 'ZCCHC13', 'PPY', 'SNORA51', 'OR5H14', 'LINC00696', 'RAX2', 'WFDC5', 'OR4A16', 'GPR78', 'CLEC6A', 'ASB17', 'OR5T2', 'VWC2L', 'PSG7', 'ALPPL2', 'SST', 'PLG', 'ANKUB1', 'LINC00575', 'NOX3', 'SCARNA11', 'OR1S2', 'SNORA34', 'PLET1', 'LEUTX', 'LINC00523', 'RPL13AP17', 'OR1N1', 'LOC145845', 'ADAM18', 'TPD52L3', 'LINC01205', 'C18ORF42', 'POTED', 'ALOX12B', 'OR2G2', 'XAGE5', 'OR6M1', 'AMTN', 'OR2M2', 'HIST1H4F', 'C2ORF83', 'ARSF', 'SSX5', 'SFTA3', 'ARHGAP36', 'OR9G4', 'EPPIN', 'SLC1A6', 'ACTR3BP2', 'RESP18', 'OR11H4', 'OR4S1', 'ARR3', 'MBD3L5', 'OR2A2', 'LINC00488', 'CABS1', 'FMR1NB', 'TAAR9', 'PLSCR5', 'HNRNPCL1', 'SNORD89', 'TSGA13', 'ACTRT2', 'ZPBP', 'PROKR1', 'GH1', 'LINC01101', 'KRT13', 'BPIFA3', 'OPN1MW', 'OR4D9', 'SNORA70B', 'DEFB126', 'LINC00934', 'PROP1', 'SNORA1', 'FAM27B', 'OR8G5', 'CLCA4', 'ZIM3', 'PWAR4', 'CASC8', 'GABRG3', 'TRHR', 'CLRN2', 'ADGRG7', 'SPATA31C1', 'PRAMEF20', 'RGS8', 'RTP2', 'STATH', 'TCERG1L', 'ZAR1', 'COL6A4P1', 'MYBPHL', 'TMEM72', 'OR8G2', 'KRTAP25-1', 'OR2M4', 'CYP2W1', 'KRTAP19-8', 'SVOP', 'WFDC8', 'LINC00114', 'OR8H2', 'SLC38A8', 'OR2M7', 'SERPINB3', 'SLC32A1', 'LHX9', 'HYALP1', 'LINC00636', 'GYPB', 'NKAIN3', 'OR2T35', 'KRTAP6-1', 'HBD', 'KCNQ1DN', 'OR4C16', 'KRTAP19-2', 'DUXA', 'OR6Y1', 'IQCJ', 'LGI3', 'SPACA7', 'DAOA', 'OR7A17', 'FAM169B', 'OR2L8', 'HSFY2', 'SPANXA2', 'PPY2P', 'B3GNT6', 'DEFB104A', 'UGT2A3', 'OR6B3', 'TCP10', 'OR4K17', 'RHAG', 'SNORA38B', 'CTRB1', 'KRT3', 'INS', 'LINC00200', 'SPDYC', 'PRKAG3', 'OLIG1', 'KRTAP10-12', 'MYH1', 'LINC01566', 'FAM71C', 'LINC01565', 'PABPC1L2A', 'TRPV5', 'FDCSP', 'OR8J3', 'FTMT', 'INSM2', 'NEU2', 'TBC1D3P2', 'PPIAL4E', 'DYDC1', 'SFTPC', 'PRR27', 'MYF5', 'ACER1', 'DEFB129', 'HPD', 'IVL', 'C9ORF135', 'SNORD115-26', 'FBXW12', 'C3ORF30', 'IL13', 'MMD2', 'SLC51B', 'ITIH1', 'TEX13B', 'OR2AT4', 'HMX3', 'DNTT', 'CT47A1', 'OR6B2', 'KRTAP4-3', 'GSTA5', 'FAM27L', 'GPR148', 'OR1K1', 'LINC00602', 'AVPR1B', 'PRG1', 'C11ORF94', 'APOC3', 'LCN9', 'CYP2C18', 'SCARNA8', 'TAS2R60', 'KRTAP10-7', 'ZFAT-AS1', 'UCMA', 'SCN1A', 'LINC00113', 'FTHL17', 'HHLA1', 'LCE1D', 'PYDC2', 'OR11L1', 'GUCY2EP', 'CYLC2', 'KRTAP10-1', 'CSNK1A1P1', 'CCDC37', 'OR5M10', 'SPINK1', 'PSKH2', 'SULT1C3', 'CYP11B2', 'SNORD94', 'CYP7A1', 'CCK', 'SLC25A31', 'C20ORF173', 'OR5M8', 'LRRTM1', 'LOC729609', 'EPB42', 'TTTY8', 'TTTY9B', 'SLC17A6', 'EPGN', 'LYZL1', 'CGB8', 'SNORA77', 'CHIAP2', 'SPATA19', 'FAM138D', 'OLFM3', 'PCGEM1', 'UGT1A4', 'GBX2', 'SBSN', 'ACOT12', 'HBG2', 'CPLX3', 'REG4', 'PSG11', 'CNTNAP4', 'KRTAP21-1', 'SNORA47', 'KRTAP3-2', 'FFAR1', 'ABRA', 'TMEM202', 'HAO1', 'BOLL', 'ANGPTL3', 'ASAP1-IT1', 'SNCB', 'MMP20', 'LCN1', 'OR52K1', 'PRAMEF1', 'SPACA3', 'MUSK', 'PRDM9', 'SLITRK3', 'FOXN3-AS2', 'CCDC166', 'OR6K6', 'AADAC', 'KRTAP19-6', 'OR51G2', 'INSC', 'CCL24', 'UGT2B28', 'NKX2-1', 'OR2W1', 'DPRX', 'DPPA5', 'SNAR-F', 'MGC27382', 'CFHR4', 'NCAN', 'BRINP3', 'AWAT1', 'FOXD4L3', 'LOC285847', 'KRTAP2-1', 'CRLF2', 'DEFB123', 'BMP15', 'C1ORF94', 'IL17F', 'ENAM', 'TSKS', 'IQCF6', 'DPPA2', 'OR4C12', 'SPRR2E', 'DUSP21', 'LINC00923', 'APCS', 'KCNIP4-IT1', 'GRK1', 'OR51I2', 'PRSS54', 'MAGEA5', 'CRYGB', 'GAGE12F', 'ARL13A', 'OR56A1', 'MAP3K15', 'ASB11', 'DKFZP434K028', 'OR5H1', 'KRT25', 'NYX', 'CA6', 'NTS', 'C10ORF120', 'GCSAML-AS1', 'SLC10A1', 'SLC6A5', 'RPL3L', 'KRTAP10-6', 'IZUMO1R', 'MMP23A', 'MTNR1B', 'DAW1', 'BANF2', 'PROKR2', 'FAM74A3', 'NXNL1', 'TMPRSS12', 'OR6K2', 'PAPOLB', 'KRTAP10-3', 'OR12D2', 'AQP2', 'CD200R1L', 'FAM138B', 'OR6C2', 'LINC01312', 'LINC00410', 'IGLL3P', 'ADAM29', 'TFF2', 'NUTM1', 'SLURP1', 'KRTAP19-3', 'KRTAP5-4', 'AKR1C8P', 'TMEM88B', 'GOLGA6L1', 'OR4D5', 'KCNMB2', 'OTOL1', 'GRIN2B', 'YWHAEP7', 'ANP32D', 'OR1L1', 'TTTY15', 'SFTPB', 'NMUR2', 'IL3', 'OR51F2', 'YIPF7', 'USP9Y', 'CSN3', 'FAM71B', 'NEUROD1', 'OR2T10', 'OR2M3', 'OR10W1', 'ZNF705A', 'GPHA2', 'HBE1', 'SLC22A10', 'SNAR-G1', 'SNORA59B', 'PRB4', 'LRRC30', 'RBPJL', 'MAGEA9B', 'OR1B1', 'TARM1', 'AMER3', 'OR51B5', 'EDDM3B', 'TRIM48', 'GABRR3', 'IL36RN', 'URAD', 'RPS4Y2', 'KRTAP9-2', 'SDR16C6P', 'SLC9C1', 'SCTR', 'OCSTAMP', 'OR52R1', 'C16ORF90', 'PLA2G12B', 'NKX2-3', 'MUC2', 'SPANXN3', 'OR6A2', 'COX7B2', 'SYT14P1', 'OR7D4', 'SNORA76C', 'USH1C', 'TNP1', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10787728881134795
		RMSE:  1.034673205097243
		NRMSE:  0.18568153277771168
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04400358650048397
		RMSE:  1.0802115255265201
		NRMSE:  0.18403181176661842
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999997
		Spearman Correlation:  0.9999999418805934
		Coefficient of Determination:  1.0
		RMSE:  5.1078244807177966e-15
		NRMSE:  9.166456365805495e-16
		MAPE:  5.0359059746179296e-12
		Pearson Correlation:  0.42552992828821423
		Spearman Correlation:  0.3648570871134524
		Coefficient of Determination:  -1.3822563577257814
		RMSE:  1.6317441289920376
		NRMSE:  0.2779944680293776
		MAPE:  1096.1748988300749

	Predictor:  ElasticNet
		Pearson Correlation:  0.9361567306206121
		Spearman Correlation:  0.8728561033776904
		Coefficient of Determination:  0.8612173614650129
		RMSE:  0.366205567401555
		NRMSE:  0.06571892529145147
		MAPE:  181.67283125801006
		Pearson Correlation:  0.7981124117502933
		Spearman Correlation:  0.4739879036191592
		Coefficient of Determination:  0.6077281339042808
		RMSE:  0.6621423901708546
		NRMSE:  0.11280685387172337
		MAPE:  1177.9206240279389

	Predictor:  RandomForests
		Pearson Correlation:  0.845481607978856
		Spearman Correlation:  0.6681326017901326
		Coefficient of Determination:  0.7121704878277108
		RMSE:  0.5273816727292395
		NRMSE:  0.09464344574578532
		MAPE:  278.8496141655355
		Pearson Correlation:  0.8064757431741914
		Spearman Correlation:  0.5014348149400902
		Coefficient of Determination:  0.6286012150696798
		RMSE:  0.6442850450262027
		NRMSE:  0.10976456122565083
		MAPE:  1421.060295700622

Protein:  ERBB3
x_train_column_count:  251
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'OR7G3', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'C12ORF77', 'DUX4L6', 'TAAR8', 'GUCA1C', 'GJA8', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'CTSL3P', 'SNORA36B', 'FGF6', 'LCE2D', 'BTBD17', 'OR7G1', 'FGF22', 'DEFB127', 'CPN1', 'MRGPRG-AS1', 'SMCP', 'FAM150A', 'LINC00326', 'REXO1L6P', 'CT47B1', 'SCP2D1', 'ST8SIA3', 'CHAT', 'CEACAM20', 'ZNRF4', 'LHX3', 'HNF1B', 'CTXN3', 'ANXA8L1', 'FAM224B', 'LINC01553', 'ESX1', 'CT47A2', 'SLC18A3', 'GNAT3', 'AMBN', 'SCARNA4', 'H1FOO', 'OR6T1', 'CT47A6', 'CT47A7', 'OR7G2', 'SSX6', 'FLG2', 'OC90', 'KRT78', 'KRTAP6-2', 'OR5AN1', 'LINC00671', 'CFHR2', 'DEFB119', 'NR0B1', 'OR4A47', 'OR8B8', 'FAM25BP', 'SEC14L3', 'OR10G4', 'SPAM1', 'LOC727924', 'OR4M2', 'OR10T2', 'SCARNA14', 'LCE1F', 'ATP4B', 'LINC01548', 'GYPA', 'BARHL1', 'CXORF51A', 'KRTAP19-5', 'LCE2A', 'SNORA55', 'CHODL-AS1', 'KRTAP4-11', 'TYR', 'CLCA1', 'SLC28A2', 'NMS', 'SPATA31A3', 'PROL1', 'ASB10', 'CLC', 'SNORA24', 'BTNL3', 'SUN3', 'PSMB11', 'ZNF536', 'SOX1', 'FXYD4', 'C1ORF105', 'C1ORF87', 'KLHL40', 'IL37', 'SNORA28', 'KCNU1', 'OR8U1', 'CSH2', 'GPR50', 'IGFL4', 'OR2B3', 'ZNF804B', 'C22ORF42', 'OLIG3', 'CT47A11', 'SNORD115-7', 'BRDTP1', 'SNORA20', 'GLRA4', 'OR6C76', 'SNORA5B', 'OR2AE1', 'PIWIL3', 'MAGEB10', 'FAM153C', 'CNTNAP5', 'APOA2', 'HAO2', 'IQCF2', 'OR7C2', 'KRT39', 'ASB18', 'SPIC', 'PPBPP1', 'GAGE2C', 'TMEM179', 'OR2T12', 'TSPYL6', 'PLA2G2F', 'AHSP', 'GPR151', 'MC2R', 'OR6C4', 'DEFB128', 'DMBT1P1', 'OLIG2', 'SLCO1A2', 'LELP1', 'SATB2-AS1', 'PRSS3P2', 'FGF4', 'CCKBR', 'OR2C3', 'TEX36-AS1', 'LOC440040', 'TEX33', 'NPHS2', 'BMP10', 'CDKL4', 'LOC100129935', 'MOS', 'IFNA21', 'KRTAP1-3', 'OR5B2', 'OR6B1', 'HTR3B', 'GNAT1', 'SYT10', 'DNAJC5G', 'PSG8', 'OR10S1', 'PRAP1', 'PRAMEF8', 'PSAPL1', 'LINC00111', 'KRTDAP', 'GOLGA8EP', 'RNASE8', 'KRTAP19-1', 'AKAP14', 'ZNF735', 'KRTAP12-2', 'TMEM196', 'CFC1B', 'USP17L6P', 'SLCO6A1', 'NKX2-6', 'NCOR1P1', 'GOT1L1', 'HFE2', 'USP26', 'ITLN2', 'KRTAP10-11', 'FAM24A', 'SNORD15A', 'FLJ25758', 'SPRR4', 'IFNA13', 'SNORA54', 'SOX3', 'KRT2', 'LY6G6D', 'DNMT3L', 'OR52A5', 'SCARNA20', 'FBP2', 'TAGLN3', 'IL31', 'MORC1', 'ARG1', 'MS4A10', 'LINC00207', 'GABRA6', 'TSPY1', 'TSPY2', 'LOC646813', 'OR1M1', 'GABRA1', 'KRTAP12-3', 'GHSR', 'NPBWR2', 'HAND1', 'OR2T29', 'FOXE1', 'LINC01020', 'SERPINB4', 'OTX2', 'OR6C74', 'TGIF2LX', 'SLC25A3P1', 'TMIGD1', 'PRAMEF5', 'OR1E2', 'SCGB1A1', 'FAM71A', 'FGF23', 'GUCA2B', 'C3ORF49', 'SYCP1', 'MRGPRX1', 'OR2T34', 'CYP3A4', 'SNORD116-19', 'ACSM2A', 'VRTN', 'OR4D11', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.22544319167926496
		RMSE:  0.49276112816642853
		NRMSE:  0.13298208544838536
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.18202543932109472
		RMSE:  0.5629306521688778
		NRMSE:  0.2077549194412726
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  LinearRegression
		Pearson Correlation:  0.7618542005433064
		Spearman Correlation:  0.7189509073225805
		Coefficient of Determination:  0.5804218228854803
		RMSE:  0.28833429093828006
		NRMSE:  0.07781314946235701
		MAPE:  149.115406297276
		Pearson Correlation:  0.21608852746944782
		Spearman Correlation:  0.24824895132182231
		Coefficient of Determination:  -0.5436648855907551
		RMSE:  0.6433065865245
		NRMSE:  0.23741842364509022
		MAPE:  560.2159906171119

	Predictor:  ElasticNet
		Pearson Correlation:  0.6250628125984088
		Spearman Correlation:  0.6076295567536344
		Coefficient of Determination:  0.36230471556328625
		RMSE:  0.3554646779669734
		NRMSE:  0.09592971417039496
		MAPE:  174.7604168971406
		Pearson Correlation:  0.34029295217991673
		Spearman Correlation:  0.3829772705101942
		Coefficient of Determination:  0.11290886845319481
		RMSE:  0.4876695106638645
		NRMSE:  0.17997907826049864
		MAPE:  292.12330906441963

	Predictor:  RandomForests
		Pearson Correlation:  0.5648631216611818
		Spearman Correlation:  0.5265345702229367
		Coefficient of Determination:  0.29935291915419127
		RMSE:  0.37259713199662814
		NRMSE:  0.10055327178377592
		MAPE:  208.00245204501488
		Pearson Correlation:  0.4279264229017254
		Spearman Correlation:  0.4103628526744945
		Coefficient of Determination:  0.17480424909278558
		RMSE:  0.47034873127878485
		NRMSE:  0.17358667963743032
		MAPE:  364.38316725286654


Fold:  3

Protein:  RB1
x_train_column_count:  380
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'OR2W1', 'GABRA4', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'LCE5A', 'RAG2', 'CTSL3P', 'OR8K3', 'SNORA36B', 'MS4A5', 'PRSS54', 'SNAR-G1', 'FGF6', 'BTBD17', 'LCE2D', 'OR9K2', 'FGF22', 'DEFB127', 'SMCP', 'MRGPRG-AS1', 'OR52A1', 'MROH5', 'FAM150A', 'SNORA36A', 'REXO1L6P', 'FAM92A1P2', 'ST8SIA3', 'CHAT', 'LHX3', 'HNF1B', 'CTXN3', 'HYALP1', 'CT47A2', 'HES3', 'SLC18A3', 'AMBN', 'FAM41AY1', 'SNAR-I', 'DEFB113', 'OR8I2', 'TBC1D21', 'SNAR-E', 'C11ORF40', 'SNORA58', 'FLG2', 'OC90', 'OR51A2', 'SSX6', 'GJA10', 'SEC14L3', 'NR0B1', 'CSN2', 'OR2T34', 'CFHR2', 'SMR3B', 'DEFB119', 'SNORD8', 'OR4M2', 'HHLA1', 'OLIG3', 'SPATA31A3', 'OR10T2', 'LOC727924', 'BARHL1', 'LINC01548', 'ATP4B', 'LELP1', 'C17ORF102', 'SPRR2G', 'SNAR-A13', 'LCE1F', 'SPAM1', 'TTTY21', 'CABP5', 'LRTM1', 'GYPA', 'LCE2A', 'SNORA5B', 'CHODL-AS1', 'C3ORF79', 'FAM25BP', 'CLCA1', 'GLYATL3', 'IGF2BP2-AS1', 'KRTAP4-11', 'SLC28A2', 'LINC00305', 'TYR', 'CELA2B', 'KLHL40', 'CLC', 'PROL1', 'CCL15-CCL14', 'GLYCAM1', 'ZNF536', 'DEFB109P1', 'FXYD4', 'OR8U1', 'PSMB11', 'CSH2', 'IL37', 'CA5A', 'OR2B3', 'SPANXN4', 'SOX1', 'ZNF804B', 'CELA2A', 'FAM153C', 'OR8D4', 'SPANXN1', 'OR2T12', 'CT47A11', 'OR13C9', 'FNDC7', 'OR7C2', 'C22ORF42', 'OR5K3', 'OR6C76', 'GLRA4', 'C12ORF40', 'CNTNAP5', 'PAQR9', 'APOA2', 'OR2AE1', 'OR8H1', 'GAGE2C', 'TMEM179', 'IFNA14', 'PGM5-AS1', 'HAO2', 'IQCF2', 'DMBT1P1', 'OR2M2', 'PPBPP1', 'SPIC', 'TSPYL6', 'CD300LD', 'TEX33', 'OR6C4', 'OLIG2', 'AHSP', 'IFNA21', 'LOC440040', 'SNORD115-7', 'DEFB128', 'SLC6A19', 'OR4S2', 'CST13P', 'GABRA6', 'LINC00314', 'DUSP21', 'TEX36-AS1', 'OR2C3', 'ZPBP', 'KRTAP1-3', 'FGF4', 'CD5L', 'CDKL4', 'NPHS2', 'CABS1', 'LOC100129935', 'PSG8', 'OR52A4P', 'LYPD8', 'HTR3B', 'KRTDAP', 'C4ORF51', 'OR4B1', 'RNASE8', 'HFE2', 'GNAT1', 'MOS', 'OR52N5', 'IQCF6', 'DNAJC5G', 'DDI1', 'OR6B1', 'TMEM196', 'ZNF735', 'PLCZ1', 'TTTY2', 'C17ORF64', 'GOLGA8EP', 'SPRR4', 'SCARNA22', 'PLSCR5', 'ARL5C', 'PRB1', 'GOT1L1', 'SOST', 'KRT2', 'KRTAP4-5', 'FAM24A', 'OR6C2', 'PABPC1L2A', 'OR4A16', 'OR52A5', 'MS4A10', 'DNMT3L', 'MORC1', 'VRTN', 'TSPY2', 'NPBWR2', 'TSPY1', 'VSTM2B', 'ARG1', 'PWRN2', 'LILRP2', 'KRTAP21-2', 'OR14C36', 'TAGLN3', 'LRRC7', 'TEX13B', 'LY6G6D', 'OR5H1', 'SLC25A3P1', 'LINC01020', 'OR1B1', 'GJD2', 'LGALS14', 'GABRA1', 'OR2T29', 'BSX', 'PRAMEF5', 'CFC1B', 'TMIGD1', 'ACSM2A', 'KRTAP12-3', 'URAD', 'SYCP1', 'NCOR1P1', 'SNORD116-19', 'SNORA69', 'FAM183CP', 'SNORA28', 'GHSR', 'CCDC38', 'MRGPRX1', 'OR1M1', 'ZAR1L', 'OR6S1', 'H1FNT', 'OR4D11', 'HAND1', 'LINC00200', 'OR52B4', 'OR4F15', 'OR8J3', 'HTR5A', 'DAZL', 'RAB9BP1', 'SNORA32', 'C10ORF53', 'KRTAP19-8', 'IFNA16', 'OR2L2', 'TGIF2LX', 'F13B', 'FAM71A', 'OR11L1', 'OR9A2', 'OR8B3', 'TXLNGY', 'ZCCHC13', 'HBG1', 'OR2M3', 'GUCA2B', 'CLEC6A', 'NXF2B', 'OR10V1', 'OR10A5', 'SNORA51', 'OTX2', 'GRIN2B', 'TMPRSS11F', 'WFDC5', 'IL31', 'OR8S1', 'FGF23', 'OR5H14', 'HMHB1', 'PSG7', 'C18ORF42', 'LINC00895', 'MS4A6E', 'PPY', 'GOLGA6D', 'SCGB1C1', 'NOX3', 'KRTAP10-12', 'OR1N1', 'ASB17', 'ADAM18', 'ITLN2', 'RPL13AP17', 'OR1S2', 'KRTAP10-11', 'VWC2L', 'OR2G2', 'OR8G5', 'TAAR9', 'BRDTP1', 'PLG', 'SSX5', 'LEUTX', 'OR4D9', 'PWAR4', 'CRYAA', 'MAGEA10', 'TTTY14', 'TPD52L3', 'HIST1H4F', 'LINC01205', 'GDNF', 'SNORA34', 'CAPZA3', 'POTED', 'GPR52', 'MMP23A', 'LINC00636', 'ARSF', 'TCP10L2', 'SNORD89', 'XAGE5', 'C2ORF83', 'KRTAP12-2', 'COL6A4P1', 'TSGA13', 'LOC391343', 'ALOX12B', 'BTNL3', 'LOC391003', 'CYP11B2', 'CFHR4', 'SNORA70B', 'SFTA3', 'FAM27B', 'FMR1NB', 'HBD', 'RSPH6A', 'OR5T2', 'ANKUB1', 'OR4S1', 'BPIFA3', 'TRIM51', 'CYP2W1', 'OR9G4', 'CASC8', 'OPN1MW', 'SLC38A8', 'SSX8', 'ACTR3BP2', 'PROKR1', 'FOXN3-AS2', 'ARR3', 'OR56A1', 'ACTRT2', 'INSM2', 'P2RX3', 'ARHGAP36', 'HNRNPCL1', 'TBC1D28', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01272330861584492
		RMSE:  0.2421068018038906
		NRMSE:  0.08854110656959135
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028050639565306845
		RMSE:  0.22197574606877257
		NRMSE:  0.15575715092466183
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  LinearRegression
		Pearson Correlation:  0.8291596561259732
		Spearman Correlation:  0.7815028318652334
		Coefficient of Determination:  0.6875057353469424
		RMSE:  0.13448771456224506
		NRMSE:  0.0491836287895864
		MAPE:  641.9371531591997
		Pearson Correlation:  0.03050837523389166
		Spearman Correlation:  0.04540954375989726
		Coefficient of Determination:  -163237.3349840763
		RMSE:  89.5588159823237
		NRMSE:  62.84211795495438
		MAPE:  10682.427638570534

	Predictor:  ElasticNet
		Pearson Correlation:  0.5618378477167113
		Spearman Correlation:  0.42220570885752146
		Coefficient of Determination:  0.26921697772795317
		RMSE:  0.20566283233638613
		NRMSE:  0.07521314816280944
		MAPE:  271.4908796046589
		Pearson Correlation:  0.1876517687674993
		Spearman Correlation:  0.2570331300889039
		Coefficient of Determination:  -0.004108403379673664
		RMSE:  0.22211994946819422
		NRMSE:  0.1558583363516526
		MAPE:  237.96923558517875

	Predictor:  RandomForests
		Pearson Correlation:  0.5829353679289165
		Spearman Correlation:  0.40652467854058655
		Coefficient of Determination:  0.1821780248032916
		RMSE:  0.2175659743151438
		NRMSE:  0.07956625742947038
		MAPE:  192.41206534222724
		Pearson Correlation:  0.17490931986307762
		Spearman Correlation:  0.3066723584894404
		Coefficient of Determination:  -0.00859835044422308
		RMSE:  0.22261600866565057
		NRMSE:  0.15620641387207612
		MAPE:  199.37188313924028

Protein:  CDH1
x_train_column_count:  877
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'OR2W1', 'GABRA4', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'LCE5A', 'RAG2', 'CTSL3P', 'OR8K3', 'SNORA36B', 'MS4A5', 'PRSS54', 'SNAR-G1', 'FGF6', 'BTBD17', 'LCE2D', 'OR9K2', 'FGF22', 'DEFB127', 'SMCP', 'MRGPRG-AS1', 'OR52A1', 'MROH5', 'FAM150A', 'SNORA36A', 'REXO1L6P', 'FAM92A1P2', 'ST8SIA3', 'CHAT', 'LHX3', 'HNF1B', 'CTXN3', 'HYALP1', 'CT47A2', 'HES3', 'SLC18A3', 'AMBN', 'FAM41AY1', 'SNAR-I', 'DEFB113', 'OR8I2', 'TBC1D21', 'SNAR-E', 'C11ORF40', 'SNORA58', 'FLG2', 'OC90', 'OR51A2', 'SSX6', 'GJA10', 'SEC14L3', 'NR0B1', 'CSN2', 'OR2T34', 'CFHR2', 'SMR3B', 'DEFB119', 'SNORD8', 'OR4M2', 'HHLA1', 'OLIG3', 'SPATA31A3', 'OR10T2', 'LOC727924', 'BARHL1', 'LINC01548', 'ATP4B', 'LELP1', 'C17ORF102', 'SPRR2G', 'SNAR-A13', 'LCE1F', 'SPAM1', 'TTTY21', 'CABP5', 'LRTM1', 'GYPA', 'LCE2A', 'SNORA5B', 'CHODL-AS1', 'C3ORF79', 'FAM25BP', 'CLCA1', 'GLYATL3', 'IGF2BP2-AS1', 'KRTAP4-11', 'SLC28A2', 'LINC00305', 'TYR', 'CELA2B', 'KLHL40', 'CLC', 'PROL1', 'CCL15-CCL14', 'GLYCAM1', 'ZNF536', 'DEFB109P1', 'FXYD4', 'OR8U1', 'PSMB11', 'CSH2', 'IL37', 'CA5A', 'OR2B3', 'SPANXN4', 'SOX1', 'ZNF804B', 'CELA2A', 'FAM153C', 'OR8D4', 'SPANXN1', 'OR2T12', 'CT47A11', 'OR13C9', 'FNDC7', 'OR7C2', 'C22ORF42', 'OR5K3', 'OR6C76', 'GLRA4', 'C12ORF40', 'CNTNAP5', 'PAQR9', 'APOA2', 'OR2AE1', 'OR8H1', 'GAGE2C', 'TMEM179', 'IFNA14', 'PGM5-AS1', 'HAO2', 'IQCF2', 'DMBT1P1', 'OR2M2', 'PPBPP1', 'SPIC', 'TSPYL6', 'CD300LD', 'TEX33', 'OR6C4', 'OLIG2', 'AHSP', 'IFNA21', 'LOC440040', 'SNORD115-7', 'DEFB128', 'SLC6A19', 'OR4S2', 'CST13P', 'GABRA6', 'LINC00314', 'DUSP21', 'TEX36-AS1', 'OR2C3', 'ZPBP', 'KRTAP1-3', 'FGF4', 'CD5L', 'CDKL4', 'NPHS2', 'CABS1', 'LOC100129935', 'PSG8', 'OR52A4P', 'LYPD8', 'HTR3B', 'KRTDAP', 'C4ORF51', 'OR4B1', 'RNASE8', 'HFE2', 'GNAT1', 'MOS', 'OR52N5', 'IQCF6', 'DNAJC5G', 'DDI1', 'OR6B1', 'TMEM196', 'ZNF735', 'PLCZ1', 'TTTY2', 'C17ORF64', 'GOLGA8EP', 'SPRR4', 'SCARNA22', 'PLSCR5', 'ARL5C', 'PRB1', 'GOT1L1', 'SOST', 'KRT2', 'KRTAP4-5', 'FAM24A', 'OR6C2', 'PABPC1L2A', 'OR4A16', 'OR52A5', 'MS4A10', 'DNMT3L', 'MORC1', 'VRTN', 'TSPY2', 'NPBWR2', 'TSPY1', 'VSTM2B', 'ARG1', 'PWRN2', 'LILRP2', 'KRTAP21-2', 'OR14C36', 'TAGLN3', 'LRRC7', 'TEX13B', 'LY6G6D', 'OR5H1', 'SLC25A3P1', 'LINC01020', 'OR1B1', 'GJD2', 'LGALS14', 'GABRA1', 'OR2T29', 'BSX', 'PRAMEF5', 'CFC1B', 'TMIGD1', 'ACSM2A', 'KRTAP12-3', 'URAD', 'SYCP1', 'NCOR1P1', 'SNORD116-19', 'SNORA69', 'FAM183CP', 'SNORA28', 'GHSR', 'CCDC38', 'MRGPRX1', 'OR1M1', 'ZAR1L', 'OR6S1', 'H1FNT', 'OR4D11', 'HAND1', 'LINC00200', 'OR52B4', 'OR4F15', 'OR8J3', 'HTR5A', 'DAZL', 'RAB9BP1', 'SNORA32', 'C10ORF53', 'KRTAP19-8', 'IFNA16', 'OR2L2', 'TGIF2LX', 'F13B', 'FAM71A', 'OR11L1', 'OR9A2', 'OR8B3', 'TXLNGY', 'ZCCHC13', 'HBG1', 'OR2M3', 'GUCA2B', 'CLEC6A', 'NXF2B', 'OR10V1', 'OR10A5', 'SNORA51', 'OTX2', 'GRIN2B', 'TMPRSS11F', 'WFDC5', 'IL31', 'OR8S1', 'FGF23', 'OR5H14', 'HMHB1', 'PSG7', 'C18ORF42', 'LINC00895', 'MS4A6E', 'PPY', 'GOLGA6D', 'SCGB1C1', 'NOX3', 'KRTAP10-12', 'OR1N1', 'ASB17', 'ADAM18', 'ITLN2', 'RPL13AP17', 'OR1S2', 'KRTAP10-11', 'VWC2L', 'OR2G2', 'OR8G5', 'TAAR9', 'BRDTP1', 'PLG', 'SSX5', 'LEUTX', 'OR4D9', 'PWAR4', 'CRYAA', 'MAGEA10', 'TTTY14', 'TPD52L3', 'HIST1H4F', 'LINC01205', 'GDNF', 'SNORA34', 'CAPZA3', 'POTED', 'GPR52', 'MMP23A', 'LINC00636', 'ARSF', 'TCP10L2', 'SNORD89', 'XAGE5', 'C2ORF83', 'KRTAP12-2', 'COL6A4P1', 'TSGA13', 'LOC391343', 'ALOX12B', 'BTNL3', 'LOC391003', 'CYP11B2', 'CFHR4', 'SNORA70B', 'SFTA3', 'FAM27B', 'FMR1NB', 'HBD', 'RSPH6A', 'OR5T2', 'ANKUB1', 'OR4S1', 'BPIFA3', 'TRIM51', 'CYP2W1', 'OR9G4', 'CASC8', 'OPN1MW', 'SLC38A8', 'SSX8', 'ACTR3BP2', 'PROKR1', 'FOXN3-AS2', 'ARR3', 'OR56A1', 'ACTRT2', 'INSM2', 'P2RX3', 'ARHGAP36', 'HNRNPCL1', 'TBC1D28', 'DMRT1', 'SDR16C6P', 'LINC00469', 'TAS2R60', 'STATH', 'KHDC1L', 'LINC00111', 'SLC13A1', 'ANKRD18DP', 'PF4', 'POTEH', 'C11ORF94', 'RESP18', 'EDDM3A', 'RTP2', 'DAOA', 'ASB18', 'C20ORF173', 'TKTL2', 'ADGRG7', 'OR4C16', 'DEFB126', 'DEFB129', 'GAGE1', 'OR4F5', 'ZIM3', 'IFITM5', 'OR6Y1', 'OR7A17', 'LINC00114', 'SPACA7', 'DUXA', 'OR6B3', 'DEFB104A', 'LHX9', 'SOX3', 'YWHAEP7', 'OR8H2', 'LGI3', 'FAM169B', 'PRAMEF20', 'CTRB1', 'LINC01566', 'KRTAP19-2', 'RGS8', 'MYBPHL', 'KRTAP6-1', 'KRTAP25-1', 'TRPV5', 'LINC00523', 'WFDC8', 'TCP10', 'GAGE2D', 'KCNQ1DN', 'TAS2R13', 'CPLX4', 'OR52H1', 'CLRN2', 'TMEM72', 'HSFY2', 'OR2T35', 'SFTPC', 'OR4K17', 'KRTAP13-1', 'SPANXA2', 'CCKAR', 'MYF5', 'TMEM202', 'GABRG3', 'AVPR1B', 'OR4K2', 'FCAMR', 'ASAP1-IT1', 'INS', 'CGB5', 'MMD2', 'CNTNAP4', 'LCNL1', 'FDCSP', 'KLK9', 'OLFM3', 'GH1', 'MAGEB6', 'CCDC166', 'LINC01101', 'SPDYC', 'MBD3L5', 'CRNN', 'LINC00113', 'CRLF2', 'NEU2', 'BEND2', 'HPD', 'OR8G2', 'OR14I1', 'SVOP', 'FAM71C', 'OLIG1', 'YIPF7', 'TPTE', 'IQCJ', 'OTOL1', 'IZUMO1R', 'LIPN', 'PRDM14', 'CYLC2', 'OR10H2', 'FAM27L', 'LRRTM1', 'OLAH', 'PRKAG3', 'HOXC12', 'PSG11', 'LOC285847', 'TARM1', 'DNTT', 'XAGE3', 'ALPPL2', 'FTMT', 'TCEB3C', 'FRMPD4', 'RHAG', 'SNORD115-26', 'GUCY2EP', 'KRTAP10-7', 'NANOS2', 'KRTAP10-1', 'SCN1A', 'KRT85', 'DEFB110', 'DAW1', 'OR4D6', 'LPO', 'BARHL2', 'OPRD1', 'DISC2', 'OR5H6', 'ABRA', 'OR5M10', 'IL17F', 'UGT2A3', 'C9ORF135', 'XKR7', 'PYDC2', 'UCMA', 'NKX1-2', 'LOC646813', 'OR1L1', 'TFF2', 'F11', 'OR6B2', 'SNORA59B', 'LCE1D', 'C20ORF166-AS1', 'PISRT1', 'TTTY15', 'C1ORF146', 'LCN9', 'TBC1D3P2', 'SNORA16B', 'FBXW12', 'MYBPC2', 'TMEM207', 'EPS8L3', 'SPATA19', 'SLC2A2', 'TTTY9B', 'TTTY8', 'ANXA8L1', 'SBSN', 'ADAM29', 'REG4', 'CHIAP2', 'ANP32D', 'GRK1', 'SPACA3', 'IGLL3P', 'CXADRP2', 'CETN1', 'IL26', 'CGB8', 'OR2M7', 'HBG2', 'FRMPD2B', 'CPLX3', 'OR4C12', 'ZNF679', 'SULT1C3', 'IVL', 'GUCY2F', 'GAGE2B', 'KRTAP21-1', 'SNORD94', 'PCGEM1', 'LMNTD1', 'MAGEA1', 'UGT1A5', 'DEFB134', 'CALR3', 'PSKH2', 'SNCB', 'FKBP6', 'PRAMEF1', 'MOGAT3', 'CYP7A1', 'POM121L2', 'CNGB1', 'GBX2', 'OR1E2', 'OR51I2', 'NYX', 'HAO1', 'LYZL1', 'OR51G2', 'NKX2-1', 'OR52E8', 'ZNF705A', 'OR5M8', 'LOC729609', 'OR6K6', 'GOLGA6L1', 'LINC00032', 'SATB2-AS1', 'ALX4', 'CCL24', 'FAM74A3', 'LINC00923', 'KCNK4', 'SNORA1', 'SNAR-F', 'SNORA84', 'TMEM88B', 'HTR3E', 'SLITRK3', 'SYCN', 'SLC25A31', 'KRTAP19-6', 'LINC00608', 'IFNA13', 'TSKS', 'SRY', 'TRHR', 'RPL3L', 'MAP3K15', 'BMP15', 'CRYGB', 'KGFLP1', 'ALLC', 'C10ORF120', 'DMRTB1', 'KRTAP2-1', 'NTS', 'INSC', 'DPPA2', 'RAX2', 'MUSK', 'CLRN1-AS1', 'TRIML1', 'TFAMP1', 'DKFZP434K028', 'FFAR1', 'KCNIP4-IT1', 'PROKR2', 'SLC6A5', 'NLRP13', 'POU6F2', 'FAM138D', 'LOC286238', 'OACYLP', 'CT47B1', 'OR1K1', 'GDPD2', 'DEFB123', 'ADGRD2', 'ANGPTL3', 'OR51F2', 'NKX2-3', 'KCNMB2', 'SLC36A3', 'CD200R1L', 'LCN1', 'MGC27382', 'MUC2', 'SPRR2E', 'LINC00520', 'MAGEA9B', 'GAGE12F', 'FOXD4L3', 'KIR3DL3', 'PTX4', 'AKR1C8P', 'CDRT15', 'GCSAML-AS1', 'LINC00575', 'IFNA7', 'LINC00479', 'HGC6.3', 'OR6A2', 'SLC10A1', 'CTRC', 'LINC00202-2', 'OR13C3', 'LINC01565', 'KRT25', 'ARL13A', 'KRTAP19-3', 'PAPOLB', 'MTVR2', 'SLC9C1', 'ADGRG4', 'IL36RN', 'LRRC30', 'KRTAP9-2', 'USP26', 'C12ORF50', 'KRT71', 'TRIM48', 'LHCGR', 'FAM71B', 'USP17L6P', 'BPIFB4', 'C6ORF10', 'OR7D4', 'LINC00303', 'USH1C', 'OCSTAMP', 'EDDM3B', 'CSN3', 'DAZ1', 'KRTAP10-6', 'OR2M4', 'DMRTC1', 'MAGEA6', 'ODF3', 'TNP1', 'AMER3', 'HULC', 'OR10W1', 'OR12D2', 'FOXR1', 'OR7G3', 'SLC17A6', 'PRB4', 'LINC01312', 'RPS4Y2', 'LINC00410', 'GUCA1C', 'KRTAP1-1', 'NKAIN3', 'NEUROD1', 'AQP2', 'XIRP2', 'CER1', 'SPOCK3', 'ACSM4', 'FAM170B', 'SPZ1', 'OR5M3', 'GKN2', 'KRTAP4-3', 'KRTAP1-5', 'FAM224B', 'ACSM2B', 'CRYGC', 'BTF3P11', 'OVCH1', 'BCYRN1', 'POTEG', 'BTN1A1', 'OR51B5', 'CHRNB3', 'GNAT3', 'FAM205A', 'LOC647859', 'HTR1A', 'PTH2', 'CALCB', 'SLC5A8', 'SLC5A7', 'OR1L4', 'LINC00304', 'TDH', 'HBE1', 'DMP1', 'MAGEB3', 'CNTN5', 'FAM19A1', 'OR2T10', 'FAM19A4', 'OR2AG1', 'FBXO47', 'HCRTR1', 'SHH', 'KCNG4', 'PRAC1', 'OR51M1', 'NLRP8', 'SHD', 'BPIFB3', 'SPANXN3', 'AHSG', 'OR13H1', 'SSX9', 'SERPINB12', 'LOC284798', 'LINC00671', 'NUTM1', 'KRT83', 'RFX6', 'SCTR', 'NCAN', 'LINC01142', 'OR7G2', 'AATK-AS1', 'H3F3AP5', 'SLC22A10', 'KRTAP11-1', 'FAM138B', 'C2ORF27B', 'GPHA2', 'DSCR10', 'CRISP2', 'UROC1', 'PPP1R2P9', 'DCT', 'PRL', 'POU4F2', 'HTR2C', 'NYAP2', 'SNORA76C', 'AVP', 'OR2G6', 'PTCHD3', 'AADACL3', 'TMEM14E', 'CLEC4G', 'HIST1H3A', 'PCP4', 'PPY2P', 'UGT1A4', 'GPR22', 'OR5H2', 'AIRE', 'KLRC4', 'OR2L8', 'AKR1D1', 'KCNJ16', 'TRIM75P', 'TRIM55', 'ARL14', 'CPA2', 'NF1P2', 'ISL1', 'ASB15', 'SPATA22', 'SPATA3', 'SSTR3', 'HIST2H2AB', 'OR2A14', 'LINC00207', 'IFNW1', 'SPATA45', 'CNGA2', 'POU4F3', 'SLC22A13', 'C16ORF90', 'GFI1B', 'APCS', 'C6ORF118', 'LOC145845', 'SNORA71B', 'SNORA62', 'PPAN-P2RY11', 'PCDH8', 'SNORA80E', 'FOXE3', 'NXPE1', 'UGT2B10', 'DEFB131', 'CACNG7', 'PRO0611', 'DEFB118', 'PCSK2', 'USP50', 'FAM170A', 'GNAS-AS1', 'LOC392196', 'ZFY', 'LOC400794', 'C1ORF140', 'CT47A6', 'MYH16', 'MIR1-1HG', 'C1ORF94', 'CGB2', 'CT47A7', 'MYL2', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.13712289650471754
		RMSE:  1.2526616491661007
		NRMSE:  0.19946206317730336
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.061578293423971475
		RMSE:  0.970096042376724
		NRMSE:  0.19071600723011914
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1747084136438477
		NRMSE:  0.18704952288841878
		MAPE:  547.6986763085636
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.045733924340672916
		RMSE:  0.9628293412733254
		NRMSE:  0.18928741030812832
		MAPE:  293.35791980552335

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  5.524028588498764e-15
		NRMSE:  8.795943741439387e-16
		MAPE:  5.792413178625105e-12
		Pearson Correlation:  0.34177746701332273
		Spearman Correlation:  0.2917816930385666
		Coefficient of Determination:  -4.011906024178598
		RMSE:  2.1078523074102993
		NRMSE:  0.414393171747395
		MAPE:  742.0944162696566

	Predictor:  ElasticNet
		Pearson Correlation:  0.9077222902562047
		Spearman Correlation:  0.8918086574358361
		Coefficient of Determination:  0.8015154684461061
		RMSE:  0.5233514269648948
		NRMSE:  0.08333356054980649
		MAPE:  241.74495370507998
		Pearson Correlation:  0.37319134456486425
		Spearman Correlation:  0.3551091659497002
		Coefficient of Determination:  -0.0017820021866139513
		RMSE:  0.9423784157213578
		NRMSE:  0.185266861109849
		MAPE:  286.60696173425

	Predictor:  RandomForests
		Pearson Correlation:  0.7521519829563229
		Spearman Correlation:  0.6827408320707337
		Coefficient of Determination:  0.5613737681582754
		RMSE:  0.777996028062923
		NRMSE:  0.12388077259687955
		MAPE:  183.60587603365084
		Pearson Correlation:  0.7300270358723214
		Spearman Correlation:  0.5067613315463262
		Coefficient of Determination:  0.5285386408754698
		RMSE:  0.6464899380025885
		NRMSE:  0.12709667322034138
		MAPE:  144.5833121592465

Protein:  CDH2
x_train_column_count:  482
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'OR2W1', 'GABRA4', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'LCE5A', 'RAG2', 'CTSL3P', 'OR8K3', 'SNORA36B', 'MS4A5', 'PRSS54', 'SNAR-G1', 'FGF6', 'BTBD17', 'LCE2D', 'OR9K2', 'FGF22', 'DEFB127', 'SMCP', 'MRGPRG-AS1', 'OR52A1', 'MROH5', 'FAM150A', 'SNORA36A', 'REXO1L6P', 'FAM92A1P2', 'ST8SIA3', 'CHAT', 'LHX3', 'HNF1B', 'CTXN3', 'HYALP1', 'CT47A2', 'HES3', 'SLC18A3', 'AMBN', 'FAM41AY1', 'SNAR-I', 'DEFB113', 'OR8I2', 'TBC1D21', 'SNAR-E', 'C11ORF40', 'SNORA58', 'FLG2', 'OC90', 'OR51A2', 'SSX6', 'GJA10', 'SEC14L3', 'NR0B1', 'CSN2', 'OR2T34', 'CFHR2', 'SMR3B', 'DEFB119', 'SNORD8', 'OR4M2', 'HHLA1', 'OLIG3', 'SPATA31A3', 'OR10T2', 'LOC727924', 'BARHL1', 'LINC01548', 'ATP4B', 'LELP1', 'C17ORF102', 'SPRR2G', 'SNAR-A13', 'LCE1F', 'SPAM1', 'TTTY21', 'CABP5', 'LRTM1', 'GYPA', 'LCE2A', 'SNORA5B', 'CHODL-AS1', 'C3ORF79', 'FAM25BP', 'CLCA1', 'GLYATL3', 'IGF2BP2-AS1', 'KRTAP4-11', 'SLC28A2', 'LINC00305', 'TYR', 'CELA2B', 'KLHL40', 'CLC', 'PROL1', 'CCL15-CCL14', 'GLYCAM1', 'ZNF536', 'DEFB109P1', 'FXYD4', 'OR8U1', 'PSMB11', 'CSH2', 'IL37', 'CA5A', 'OR2B3', 'SPANXN4', 'SOX1', 'ZNF804B', 'CELA2A', 'FAM153C', 'OR8D4', 'SPANXN1', 'OR2T12', 'CT47A11', 'OR13C9', 'FNDC7', 'OR7C2', 'C22ORF42', 'OR5K3', 'OR6C76', 'GLRA4', 'C12ORF40', 'CNTNAP5', 'PAQR9', 'APOA2', 'OR2AE1', 'OR8H1', 'GAGE2C', 'TMEM179', 'IFNA14', 'PGM5-AS1', 'HAO2', 'IQCF2', 'DMBT1P1', 'OR2M2', 'PPBPP1', 'SPIC', 'TSPYL6', 'CD300LD', 'TEX33', 'OR6C4', 'OLIG2', 'AHSP', 'IFNA21', 'LOC440040', 'SNORD115-7', 'DEFB128', 'SLC6A19', 'OR4S2', 'CST13P', 'GABRA6', 'LINC00314', 'DUSP21', 'TEX36-AS1', 'OR2C3', 'ZPBP', 'KRTAP1-3', 'FGF4', 'CD5L', 'CDKL4', 'NPHS2', 'CABS1', 'LOC100129935', 'PSG8', 'OR52A4P', 'LYPD8', 'HTR3B', 'KRTDAP', 'C4ORF51', 'OR4B1', 'RNASE8', 'HFE2', 'GNAT1', 'MOS', 'OR52N5', 'IQCF6', 'DNAJC5G', 'DDI1', 'OR6B1', 'TMEM196', 'ZNF735', 'PLCZ1', 'TTTY2', 'C17ORF64', 'GOLGA8EP', 'SPRR4', 'SCARNA22', 'PLSCR5', 'ARL5C', 'PRB1', 'GOT1L1', 'SOST', 'KRT2', 'KRTAP4-5', 'FAM24A', 'OR6C2', 'PABPC1L2A', 'OR4A16', 'OR52A5', 'MS4A10', 'DNMT3L', 'MORC1', 'VRTN', 'TSPY2', 'NPBWR2', 'TSPY1', 'VSTM2B', 'ARG1', 'PWRN2', 'LILRP2', 'KRTAP21-2', 'OR14C36', 'TAGLN3', 'LRRC7', 'TEX13B', 'LY6G6D', 'OR5H1', 'SLC25A3P1', 'LINC01020', 'OR1B1', 'GJD2', 'LGALS14', 'GABRA1', 'OR2T29', 'BSX', 'PRAMEF5', 'CFC1B', 'TMIGD1', 'ACSM2A', 'KRTAP12-3', 'URAD', 'SYCP1', 'NCOR1P1', 'SNORD116-19', 'SNORA69', 'FAM183CP', 'SNORA28', 'GHSR', 'CCDC38', 'MRGPRX1', 'OR1M1', 'ZAR1L', 'OR6S1', 'H1FNT', 'OR4D11', 'HAND1', 'LINC00200', 'OR52B4', 'OR4F15', 'OR8J3', 'HTR5A', 'DAZL', 'RAB9BP1', 'SNORA32', 'C10ORF53', 'KRTAP19-8', 'IFNA16', 'OR2L2', 'TGIF2LX', 'F13B', 'FAM71A', 'OR11L1', 'OR9A2', 'OR8B3', 'TXLNGY', 'ZCCHC13', 'HBG1', 'OR2M3', 'GUCA2B', 'CLEC6A', 'NXF2B', 'OR10V1', 'OR10A5', 'SNORA51', 'OTX2', 'GRIN2B', 'TMPRSS11F', 'WFDC5', 'IL31', 'OR8S1', 'FGF23', 'OR5H14', 'HMHB1', 'PSG7', 'C18ORF42', 'LINC00895', 'MS4A6E', 'PPY', 'GOLGA6D', 'SCGB1C1', 'NOX3', 'KRTAP10-12', 'OR1N1', 'ASB17', 'ADAM18', 'ITLN2', 'RPL13AP17', 'OR1S2', 'KRTAP10-11', 'VWC2L', 'OR2G2', 'OR8G5', 'TAAR9', 'BRDTP1', 'PLG', 'SSX5', 'LEUTX', 'OR4D9', 'PWAR4', 'CRYAA', 'MAGEA10', 'TTTY14', 'TPD52L3', 'HIST1H4F', 'LINC01205', 'GDNF', 'SNORA34', 'CAPZA3', 'POTED', 'GPR52', 'MMP23A', 'LINC00636', 'ARSF', 'TCP10L2', 'SNORD89', 'XAGE5', 'C2ORF83', 'KRTAP12-2', 'COL6A4P1', 'TSGA13', 'LOC391343', 'ALOX12B', 'BTNL3', 'LOC391003', 'CYP11B2', 'CFHR4', 'SNORA70B', 'SFTA3', 'FAM27B', 'FMR1NB', 'HBD', 'RSPH6A', 'OR5T2', 'ANKUB1', 'OR4S1', 'BPIFA3', 'TRIM51', 'CYP2W1', 'OR9G4', 'CASC8', 'OPN1MW', 'SLC38A8', 'SSX8', 'ACTR3BP2', 'PROKR1', 'FOXN3-AS2', 'ARR3', 'OR56A1', 'ACTRT2', 'INSM2', 'P2RX3', 'ARHGAP36', 'HNRNPCL1', 'TBC1D28', 'DMRT1', 'SDR16C6P', 'LINC00469', 'TAS2R60', 'STATH', 'KHDC1L', 'LINC00111', 'SLC13A1', 'ANKRD18DP', 'PF4', 'POTEH', 'C11ORF94', 'RESP18', 'EDDM3A', 'RTP2', 'DAOA', 'ASB18', 'C20ORF173', 'TKTL2', 'ADGRG7', 'OR4C16', 'DEFB126', 'DEFB129', 'GAGE1', 'OR4F5', 'ZIM3', 'IFITM5', 'OR6Y1', 'OR7A17', 'LINC00114', 'SPACA7', 'DUXA', 'OR6B3', 'DEFB104A', 'LHX9', 'SOX3', 'YWHAEP7', 'OR8H2', 'LGI3', 'FAM169B', 'PRAMEF20', 'CTRB1', 'LINC01566', 'KRTAP19-2', 'RGS8', 'MYBPHL', 'KRTAP6-1', 'KRTAP25-1', 'TRPV5', 'LINC00523', 'WFDC8', 'TCP10', 'GAGE2D', 'KCNQ1DN', 'TAS2R13', 'CPLX4', 'OR52H1', 'CLRN2', 'TMEM72', 'HSFY2', 'OR2T35', 'SFTPC', 'OR4K17', 'KRTAP13-1', 'SPANXA2', 'CCKAR', 'MYF5', 'TMEM202', 'GABRG3', 'AVPR1B', 'OR4K2', 'FCAMR', 'ASAP1-IT1', 'INS', 'CGB5', 'MMD2', 'CNTNAP4', 'LCNL1', 'FDCSP', 'KLK9', 'OLFM3', 'GH1', 'MAGEB6', 'CCDC166', 'LINC01101', 'SPDYC', 'MBD3L5', 'CRNN', 'LINC00113', 'CRLF2', 'NEU2', 'BEND2', 'HPD', 'OR8G2', 'OR14I1', 'SVOP', 'FAM71C', 'OLIG1', 'YIPF7', 'TPTE', 'IQCJ', 'OTOL1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032532184952558385
		RMSE:  0.38185758840977485
		NRMSE:  0.13836422509231644
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01322006783790175
		RMSE:  0.3341656221976159
		NRMSE:  0.1760731037776972
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  LinearRegression
		Pearson Correlation:  0.944837213912435
		Spearman Correlation:  0.9203531731579715
		Coefficient of Determination:  0.8927062386789633
		RMSE:  0.12487726538903755
		NRMSE:  0.04524866489928167
		MAPE:  184.53947740941365
		Pearson Correlation:  0.015231876760113736
		Spearman Correlation:  0.018835646329754735
		Coefficient of Determination:  -1280325.923167207
		RMSE:  375.638689517949
		NRMSE:  197.9254165268347
		MAPE:  41292.76370426067

	Predictor:  ElasticNet
		Pearson Correlation:  0.723220491859214
		Spearman Correlation:  0.6746963055459276
		Coefficient of Determination:  0.4641410829095247
		RMSE:  0.2790752842105039
		NRMSE:  0.10112156105895498
		MAPE:  312.5340111466861
		Pearson Correlation:  -0.012747974360724317
		Spearman Correlation:  0.002571104377860073
		Coefficient of Determination:  -0.07674086885496179
		RMSE:  0.3444811612245911
		NRMSE:  0.1815083994902687
		MAPE:  2349.838934478684

	Predictor:  RandomForests
		Pearson Correlation:  0.5317373792897031
		Spearman Correlation:  0.46735021163820406
		Coefficient of Determination:  0.15870000479660196
		RMSE:  0.34968063961935986
		NRMSE:  0.12670506544653956
		MAPE:  236.22968448894306
		Pearson Correlation:  -0.08644078492005822
		Spearman Correlation:  -0.04854929431704209
		Coefficient of Determination:  -0.04707572964837037
		RMSE:  0.33970264178212556
		NRMSE:  0.17899057990079753
		MAPE:  1195.6829566884114

Protein:  CDH3
x_train_column_count:  77
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'OR2W1', 'GABRA4', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'LCE5A', 'RAG2', 'CTSL3P', 'OR8K3', 'SNORA36B', 'MS4A5', 'PRSS54', 'SNAR-G1', 'FGF6', 'BTBD17', 'LCE2D', 'OR9K2', 'FGF22', 'DEFB127', 'SMCP', 'MRGPRG-AS1', 'OR52A1', 'MROH5', 'FAM150A', 'SNORA36A', 'REXO1L6P', 'FAM92A1P2', 'ST8SIA3', 'CHAT', 'LHX3', 'HNF1B', 'CTXN3', 'HYALP1', 'CT47A2', 'HES3', 'SLC18A3', 'AMBN', 'FAM41AY1', 'SNAR-I', 'DEFB113', 'OR8I2', 'TBC1D21', 'SNAR-E', 'C11ORF40', 'SNORA58', 'FLG2', 'OC90', 'OR51A2', 'SSX6', 'GJA10', 'SEC14L3', 'NR0B1', 'CSN2', 'OR2T34', 'CFHR2', 'SMR3B', 'DEFB119', 'SNORD8', 'OR4M2', 'HHLA1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.2263418226753373e-05
		RMSE:  0.21251306884336046
		NRMSE:  0.14909431220418734
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004123239054339534
		RMSE:  0.18871613277479948
		NRMSE:  0.16414808838605816
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  LinearRegression
		Pearson Correlation:  0.4552478991561304
		Spearman Correlation:  0.4556562150707948
		Coefficient of Determination:  0.20725064968607032
		RMSE:  0.18921203466829145
		NRMSE:  0.13274683916224073
		MAPE:  380.2683105660067
		Pearson Correlation:  0.23229200704466843
		Spearman Correlation:  0.3272783949924563
		Coefficient of Determination:  -0.38196240837178075
		RMSE:  0.22139287189636103
		NRMSE:  0.1925708002264659
		MAPE:  197.55784476597174

	Predictor:  ElasticNet
		Pearson Correlation:  0.3623115846441366
		Spearman Correlation:  0.3850161919123548
		Coefficient of Determination:  0.11953537607410103
		RMSE:  0.19940533068034388
		NRMSE:  0.13989822268082722
		MAPE:  287.09150654600126
		Pearson Correlation:  0.23461068123232287
		Spearman Correlation:  0.30194640830933056
		Coefficient of Determination:  0.04923503800286122
		RMSE:  0.18363358099734828
		NRMSE:  0.15972720954478092
		MAPE:  131.43841722760737

	Predictor:  RandomForests
		Pearson Correlation:  0.45840679785656985
		Spearman Correlation:  0.49224919938960504
		Coefficient of Determination:  0.19716706676528573
		RMSE:  0.1904115981886461
		NRMSE:  0.1335884255126046
		MAPE:  541.3925866510423
		Pearson Correlation:  0.3021385045527537
		Spearman Correlation:  0.301515371970968
		Coefficient of Determination:  0.08017428539122728
		RMSE:  0.1806210207833562
		NRMSE:  0.1571068400352764
		MAPE:  191.81523686251037

Protein:  PTEN
x_train_column_count:  950
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'OR2W1', 'GABRA4', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'LCE5A', 'RAG2', 'CTSL3P', 'OR8K3', 'SNORA36B', 'MS4A5', 'PRSS54', 'SNAR-G1', 'FGF6', 'BTBD17', 'LCE2D', 'OR9K2', 'FGF22', 'DEFB127', 'SMCP', 'MRGPRG-AS1', 'OR52A1', 'MROH5', 'FAM150A', 'SNORA36A', 'REXO1L6P', 'FAM92A1P2', 'ST8SIA3', 'CHAT', 'LHX3', 'HNF1B', 'CTXN3', 'HYALP1', 'CT47A2', 'HES3', 'SLC18A3', 'AMBN', 'FAM41AY1', 'SNAR-I', 'DEFB113', 'OR8I2', 'TBC1D21', 'SNAR-E', 'C11ORF40', 'SNORA58', 'FLG2', 'OC90', 'OR51A2', 'SSX6', 'GJA10', 'SEC14L3', 'NR0B1', 'CSN2', 'OR2T34', 'CFHR2', 'SMR3B', 'DEFB119', 'SNORD8', 'OR4M2', 'HHLA1', 'OLIG3', 'SPATA31A3', 'OR10T2', 'LOC727924', 'BARHL1', 'LINC01548', 'ATP4B', 'LELP1', 'C17ORF102', 'SPRR2G', 'SNAR-A13', 'LCE1F', 'SPAM1', 'TTTY21', 'CABP5', 'LRTM1', 'GYPA', 'LCE2A', 'SNORA5B', 'CHODL-AS1', 'C3ORF79', 'FAM25BP', 'CLCA1', 'GLYATL3', 'IGF2BP2-AS1', 'KRTAP4-11', 'SLC28A2', 'LINC00305', 'TYR', 'CELA2B', 'KLHL40', 'CLC', 'PROL1', 'CCL15-CCL14', 'GLYCAM1', 'ZNF536', 'DEFB109P1', 'FXYD4', 'OR8U1', 'PSMB11', 'CSH2', 'IL37', 'CA5A', 'OR2B3', 'SPANXN4', 'SOX1', 'ZNF804B', 'CELA2A', 'FAM153C', 'OR8D4', 'SPANXN1', 'OR2T12', 'CT47A11', 'OR13C9', 'FNDC7', 'OR7C2', 'C22ORF42', 'OR5K3', 'OR6C76', 'GLRA4', 'C12ORF40', 'CNTNAP5', 'PAQR9', 'APOA2', 'OR2AE1', 'OR8H1', 'GAGE2C', 'TMEM179', 'IFNA14', 'PGM5-AS1', 'HAO2', 'IQCF2', 'DMBT1P1', 'OR2M2', 'PPBPP1', 'SPIC', 'TSPYL6', 'CD300LD', 'TEX33', 'OR6C4', 'OLIG2', 'AHSP', 'IFNA21', 'LOC440040', 'SNORD115-7', 'DEFB128', 'SLC6A19', 'OR4S2', 'CST13P', 'GABRA6', 'LINC00314', 'DUSP21', 'TEX36-AS1', 'OR2C3', 'ZPBP', 'KRTAP1-3', 'FGF4', 'CD5L', 'CDKL4', 'NPHS2', 'CABS1', 'LOC100129935', 'PSG8', 'OR52A4P', 'LYPD8', 'HTR3B', 'KRTDAP', 'C4ORF51', 'OR4B1', 'RNASE8', 'HFE2', 'GNAT1', 'MOS', 'OR52N5', 'IQCF6', 'DNAJC5G', 'DDI1', 'OR6B1', 'TMEM196', 'ZNF735', 'PLCZ1', 'TTTY2', 'C17ORF64', 'GOLGA8EP', 'SPRR4', 'SCARNA22', 'PLSCR5', 'ARL5C', 'PRB1', 'GOT1L1', 'SOST', 'KRT2', 'KRTAP4-5', 'FAM24A', 'OR6C2', 'PABPC1L2A', 'OR4A16', 'OR52A5', 'MS4A10', 'DNMT3L', 'MORC1', 'VRTN', 'TSPY2', 'NPBWR2', 'TSPY1', 'VSTM2B', 'ARG1', 'PWRN2', 'LILRP2', 'KRTAP21-2', 'OR14C36', 'TAGLN3', 'LRRC7', 'TEX13B', 'LY6G6D', 'OR5H1', 'SLC25A3P1', 'LINC01020', 'OR1B1', 'GJD2', 'LGALS14', 'GABRA1', 'OR2T29', 'BSX', 'PRAMEF5', 'CFC1B', 'TMIGD1', 'ACSM2A', 'KRTAP12-3', 'URAD', 'SYCP1', 'NCOR1P1', 'SNORD116-19', 'SNORA69', 'FAM183CP', 'SNORA28', 'GHSR', 'CCDC38', 'MRGPRX1', 'OR1M1', 'ZAR1L', 'OR6S1', 'H1FNT', 'OR4D11', 'HAND1', 'LINC00200', 'OR52B4', 'OR4F15', 'OR8J3', 'HTR5A', 'DAZL', 'RAB9BP1', 'SNORA32', 'C10ORF53', 'KRTAP19-8', 'IFNA16', 'OR2L2', 'TGIF2LX', 'F13B', 'FAM71A', 'OR11L1', 'OR9A2', 'OR8B3', 'TXLNGY', 'ZCCHC13', 'HBG1', 'OR2M3', 'GUCA2B', 'CLEC6A', 'NXF2B', 'OR10V1', 'OR10A5', 'SNORA51', 'OTX2', 'GRIN2B', 'TMPRSS11F', 'WFDC5', 'IL31', 'OR8S1', 'FGF23', 'OR5H14', 'HMHB1', 'PSG7', 'C18ORF42', 'LINC00895', 'MS4A6E', 'PPY', 'GOLGA6D', 'SCGB1C1', 'NOX3', 'KRTAP10-12', 'OR1N1', 'ASB17', 'ADAM18', 'ITLN2', 'RPL13AP17', 'OR1S2', 'KRTAP10-11', 'VWC2L', 'OR2G2', 'OR8G5', 'TAAR9', 'BRDTP1', 'PLG', 'SSX5', 'LEUTX', 'OR4D9', 'PWAR4', 'CRYAA', 'MAGEA10', 'TTTY14', 'TPD52L3', 'HIST1H4F', 'LINC01205', 'GDNF', 'SNORA34', 'CAPZA3', 'POTED', 'GPR52', 'MMP23A', 'LINC00636', 'ARSF', 'TCP10L2', 'SNORD89', 'XAGE5', 'C2ORF83', 'KRTAP12-2', 'COL6A4P1', 'TSGA13', 'LOC391343', 'ALOX12B', 'BTNL3', 'LOC391003', 'CYP11B2', 'CFHR4', 'SNORA70B', 'SFTA3', 'FAM27B', 'FMR1NB', 'HBD', 'RSPH6A', 'OR5T2', 'ANKUB1', 'OR4S1', 'BPIFA3', 'TRIM51', 'CYP2W1', 'OR9G4', 'CASC8', 'OPN1MW', 'SLC38A8', 'SSX8', 'ACTR3BP2', 'PROKR1', 'FOXN3-AS2', 'ARR3', 'OR56A1', 'ACTRT2', 'INSM2', 'P2RX3', 'ARHGAP36', 'HNRNPCL1', 'TBC1D28', 'DMRT1', 'SDR16C6P', 'LINC00469', 'TAS2R60', 'STATH', 'KHDC1L', 'LINC00111', 'SLC13A1', 'ANKRD18DP', 'PF4', 'POTEH', 'C11ORF94', 'RESP18', 'EDDM3A', 'RTP2', 'DAOA', 'ASB18', 'C20ORF173', 'TKTL2', 'ADGRG7', 'OR4C16', 'DEFB126', 'DEFB129', 'GAGE1', 'OR4F5', 'ZIM3', 'IFITM5', 'OR6Y1', 'OR7A17', 'LINC00114', 'SPACA7', 'DUXA', 'OR6B3', 'DEFB104A', 'LHX9', 'SOX3', 'YWHAEP7', 'OR8H2', 'LGI3', 'FAM169B', 'PRAMEF20', 'CTRB1', 'LINC01566', 'KRTAP19-2', 'RGS8', 'MYBPHL', 'KRTAP6-1', 'KRTAP25-1', 'TRPV5', 'LINC00523', 'WFDC8', 'TCP10', 'GAGE2D', 'KCNQ1DN', 'TAS2R13', 'CPLX4', 'OR52H1', 'CLRN2', 'TMEM72', 'HSFY2', 'OR2T35', 'SFTPC', 'OR4K17', 'KRTAP13-1', 'SPANXA2', 'CCKAR', 'MYF5', 'TMEM202', 'GABRG3', 'AVPR1B', 'OR4K2', 'FCAMR', 'ASAP1-IT1', 'INS', 'CGB5', 'MMD2', 'CNTNAP4', 'LCNL1', 'FDCSP', 'KLK9', 'OLFM3', 'GH1', 'MAGEB6', 'CCDC166', 'LINC01101', 'SPDYC', 'MBD3L5', 'CRNN', 'LINC00113', 'CRLF2', 'NEU2', 'BEND2', 'HPD', 'OR8G2', 'OR14I1', 'SVOP', 'FAM71C', 'OLIG1', 'YIPF7', 'TPTE', 'IQCJ', 'OTOL1', 'IZUMO1R', 'LIPN', 'PRDM14', 'CYLC2', 'OR10H2', 'FAM27L', 'LRRTM1', 'OLAH', 'PRKAG3', 'HOXC12', 'PSG11', 'LOC285847', 'TARM1', 'DNTT', 'XAGE3', 'ALPPL2', 'FTMT', 'TCEB3C', 'FRMPD4', 'RHAG', 'SNORD115-26', 'GUCY2EP', 'KRTAP10-7', 'NANOS2', 'KRTAP10-1', 'SCN1A', 'KRT85', 'DEFB110', 'DAW1', 'OR4D6', 'LPO', 'BARHL2', 'OPRD1', 'DISC2', 'OR5H6', 'ABRA', 'OR5M10', 'IL17F', 'UGT2A3', 'C9ORF135', 'XKR7', 'PYDC2', 'UCMA', 'NKX1-2', 'LOC646813', 'OR1L1', 'TFF2', 'F11', 'OR6B2', 'SNORA59B', 'LCE1D', 'C20ORF166-AS1', 'PISRT1', 'TTTY15', 'C1ORF146', 'LCN9', 'TBC1D3P2', 'SNORA16B', 'FBXW12', 'MYBPC2', 'TMEM207', 'EPS8L3', 'SPATA19', 'SLC2A2', 'TTTY9B', 'TTTY8', 'ANXA8L1', 'SBSN', 'ADAM29', 'REG4', 'CHIAP2', 'ANP32D', 'GRK1', 'SPACA3', 'IGLL3P', 'CXADRP2', 'CETN1', 'IL26', 'CGB8', 'OR2M7', 'HBG2', 'FRMPD2B', 'CPLX3', 'OR4C12', 'ZNF679', 'SULT1C3', 'IVL', 'GUCY2F', 'GAGE2B', 'KRTAP21-1', 'SNORD94', 'PCGEM1', 'LMNTD1', 'MAGEA1', 'UGT1A5', 'DEFB134', 'CALR3', 'PSKH2', 'SNCB', 'FKBP6', 'PRAMEF1', 'MOGAT3', 'CYP7A1', 'POM121L2', 'CNGB1', 'GBX2', 'OR1E2', 'OR51I2', 'NYX', 'HAO1', 'LYZL1', 'OR51G2', 'NKX2-1', 'OR52E8', 'ZNF705A', 'OR5M8', 'LOC729609', 'OR6K6', 'GOLGA6L1', 'LINC00032', 'SATB2-AS1', 'ALX4', 'CCL24', 'FAM74A3', 'LINC00923', 'KCNK4', 'SNORA1', 'SNAR-F', 'SNORA84', 'TMEM88B', 'HTR3E', 'SLITRK3', 'SYCN', 'SLC25A31', 'KRTAP19-6', 'LINC00608', 'IFNA13', 'TSKS', 'SRY', 'TRHR', 'RPL3L', 'MAP3K15', 'BMP15', 'CRYGB', 'KGFLP1', 'ALLC', 'C10ORF120', 'DMRTB1', 'KRTAP2-1', 'NTS', 'INSC', 'DPPA2', 'RAX2', 'MUSK', 'CLRN1-AS1', 'TRIML1', 'TFAMP1', 'DKFZP434K028', 'FFAR1', 'KCNIP4-IT1', 'PROKR2', 'SLC6A5', 'NLRP13', 'POU6F2', 'FAM138D', 'LOC286238', 'OACYLP', 'CT47B1', 'OR1K1', 'GDPD2', 'DEFB123', 'ADGRD2', 'ANGPTL3', 'OR51F2', 'NKX2-3', 'KCNMB2', 'SLC36A3', 'CD200R1L', 'LCN1', 'MGC27382', 'MUC2', 'SPRR2E', 'LINC00520', 'MAGEA9B', 'GAGE12F', 'FOXD4L3', 'KIR3DL3', 'PTX4', 'AKR1C8P', 'CDRT15', 'GCSAML-AS1', 'LINC00575', 'IFNA7', 'LINC00479', 'HGC6.3', 'OR6A2', 'SLC10A1', 'CTRC', 'LINC00202-2', 'OR13C3', 'LINC01565', 'KRT25', 'ARL13A', 'KRTAP19-3', 'PAPOLB', 'MTVR2', 'SLC9C1', 'ADGRG4', 'IL36RN', 'LRRC30', 'KRTAP9-2', 'USP26', 'C12ORF50', 'KRT71', 'TRIM48', 'LHCGR', 'FAM71B', 'USP17L6P', 'BPIFB4', 'C6ORF10', 'OR7D4', 'LINC00303', 'USH1C', 'OCSTAMP', 'EDDM3B', 'CSN3', 'DAZ1', 'KRTAP10-6', 'OR2M4', 'DMRTC1', 'MAGEA6', 'ODF3', 'TNP1', 'AMER3', 'HULC', 'OR10W1', 'OR12D2', 'FOXR1', 'OR7G3', 'SLC17A6', 'PRB4', 'LINC01312', 'RPS4Y2', 'LINC00410', 'GUCA1C', 'KRTAP1-1', 'NKAIN3', 'NEUROD1', 'AQP2', 'XIRP2', 'CER1', 'SPOCK3', 'ACSM4', 'FAM170B', 'SPZ1', 'OR5M3', 'GKN2', 'KRTAP4-3', 'KRTAP1-5', 'FAM224B', 'ACSM2B', 'CRYGC', 'BTF3P11', 'OVCH1', 'BCYRN1', 'POTEG', 'BTN1A1', 'OR51B5', 'CHRNB3', 'GNAT3', 'FAM205A', 'LOC647859', 'HTR1A', 'PTH2', 'CALCB', 'SLC5A8', 'SLC5A7', 'OR1L4', 'LINC00304', 'TDH', 'HBE1', 'DMP1', 'MAGEB3', 'CNTN5', 'FAM19A1', 'OR2T10', 'FAM19A4', 'OR2AG1', 'FBXO47', 'HCRTR1', 'SHH', 'KCNG4', 'PRAC1', 'OR51M1', 'NLRP8', 'SHD', 'BPIFB3', 'SPANXN3', 'AHSG', 'OR13H1', 'SSX9', 'SERPINB12', 'LOC284798', 'LINC00671', 'NUTM1', 'KRT83', 'RFX6', 'SCTR', 'NCAN', 'LINC01142', 'OR7G2', 'AATK-AS1', 'H3F3AP5', 'SLC22A10', 'KRTAP11-1', 'FAM138B', 'C2ORF27B', 'GPHA2', 'DSCR10', 'CRISP2', 'UROC1', 'PPP1R2P9', 'DCT', 'PRL', 'POU4F2', 'HTR2C', 'NYAP2', 'SNORA76C', 'AVP', 'OR2G6', 'PTCHD3', 'AADACL3', 'TMEM14E', 'CLEC4G', 'HIST1H3A', 'PCP4', 'PPY2P', 'UGT1A4', 'GPR22', 'OR5H2', 'AIRE', 'KLRC4', 'OR2L8', 'AKR1D1', 'KCNJ16', 'TRIM75P', 'TRIM55', 'ARL14', 'CPA2', 'NF1P2', 'ISL1', 'ASB15', 'SPATA22', 'SPATA3', 'SSTR3', 'HIST2H2AB', 'OR2A14', 'LINC00207', 'IFNW1', 'SPATA45', 'CNGA2', 'POU4F3', 'SLC22A13', 'C16ORF90', 'GFI1B', 'APCS', 'C6ORF118', 'LOC145845', 'SNORA71B', 'SNORA62', 'PPAN-P2RY11', 'PCDH8', 'SNORA80E', 'FOXE3', 'NXPE1', 'UGT2B10', 'DEFB131', 'CACNG7', 'PRO0611', 'DEFB118', 'PCSK2', 'USP50', 'FAM170A', 'GNAS-AS1', 'LOC392196', 'ZFY', 'LOC400794', 'C1ORF140', 'CT47A6', 'MYH16', 'MIR1-1HG', 'C1ORF94', 'CGB2', 'CT47A7', 'MYL2', 'TMEM132D', 'CA4', 'MAGEA12', 'IGLL1', 'SLC4A9', 'LOC100132831', 'LRRC74A', 'OR10AD1', 'OR4D10', 'CALHM3', 'GH2', 'TDRG1', 'HPVC1', 'TMPRSS11B', 'HBM', 'SLC39A12', 'SLC22A12', 'IFNL1', 'RAPGEF4-AS1', 'ANKRD34C', 'ART1', 'GABRB1', 'OR2A12', 'DNAJC25-GNG10', 'LINC00710', 'ASB10', 'OR2A2', 'ZFAT-AS1', 'LINC00691', 'SH2D7', 'LINC01591', 'LINC00452', 'SCGB3A2', 'FAM47C', 'CSNK1A1P1', 'PRR32', 'SNORA72', 'GPR139', 'NEUROD6', 'KRTAP6-2', 'OR5B17', 'PDX1', 'ADRB3', 'GBA3', 'MTNR1A', 'GPR50', 'SPRR1B', 'MUC13', 'GPR61', 'KRTAP12-1', 'GSC2', 'GPRC6A', 'ANKRD20A20P', 'TRPM3', 'FERD3L', 'VIL1', 'CST9L', 'APOA5', 'NEUROG1', 'B4GALNT2', 'SNORA27', 'LHFPL4', 'C11ORF87', 'PRAMEF16', 'OR51L1', 'NKX6-2', 'SNORA2B', 'PRDM9', 'BANF2', 'PRSS1', 'PRSS57', 'OR51T1', 'VWA5B1', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023393971457565055
		RMSE:  0.6366126117528933
		NRMSE:  0.09954071014821253
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20813248536085016
		RMSE:  0.517654316968625
		NRMSE:  0.12376376344107133
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6292943186382643
		NRMSE:  0.09839642227163854
		MAPE:  299.798968451812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06342466003107061
		RMSE:  0.4856640113421529
		NRMSE:  0.11611533767086332
		MAPE:  95.15154235140719

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.850053337675275e-15
		NRMSE:  4.456341705379212e-16
		MAPE:  3.741858620752533e-12
		Pearson Correlation:  0.1368679022981531
		Spearman Correlation:  0.09759473310141024
		Coefficient of Determination:  -4.066293632805446
		RMSE:  1.060053386020037
		NRMSE:  0.25344364414958087
		MAPE:  387.74813365472176

	Predictor:  ElasticNet
		Pearson Correlation:  0.8618668871327266
		Spearman Correlation:  0.8326005902350556
		Coefficient of Determination:  0.7004199000789852
		RMSE:  0.3444373914783303
		NRMSE:  0.0538562100661919
		MAPE:  284.2869614187279
		Pearson Correlation:  0.3333169711260669
		Spearman Correlation:  0.34728861955884743
		Coefficient of Determination:  0.03659537154611758
		RMSE:  0.4622606474978051
		NRMSE:  0.11051992719786857
		MAPE:  122.88462708318042

	Predictor:  RandomForests
		Pearson Correlation:  0.5773748229480761
		Spearman Correlation:  0.5282493245545491
		Coefficient of Determination:  0.2814110918343762
		RMSE:  0.5334504251111242
		NRMSE:  0.0834102767744702
		MAPE:  347.7930583140399
		Pearson Correlation:  0.3959342204139854
		Spearman Correlation:  0.40638162570605624
		Coefficient of Determination:  0.14813424549827459
		RMSE:  0.4346784791769532
		NRMSE:  0.1039254241804029
		MAPE:  117.16991852767853

Protein:  BRCA2
x_train_column_count:  380
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'OR2W1', 'GABRA4', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'LCE5A', 'RAG2', 'CTSL3P', 'OR8K3', 'SNORA36B', 'MS4A5', 'PRSS54', 'SNAR-G1', 'FGF6', 'BTBD17', 'LCE2D', 'OR9K2', 'FGF22', 'DEFB127', 'SMCP', 'MRGPRG-AS1', 'OR52A1', 'MROH5', 'FAM150A', 'SNORA36A', 'REXO1L6P', 'FAM92A1P2', 'ST8SIA3', 'CHAT', 'LHX3', 'HNF1B', 'CTXN3', 'HYALP1', 'CT47A2', 'HES3', 'SLC18A3', 'AMBN', 'FAM41AY1', 'SNAR-I', 'DEFB113', 'OR8I2', 'TBC1D21', 'SNAR-E', 'C11ORF40', 'SNORA58', 'FLG2', 'OC90', 'OR51A2', 'SSX6', 'GJA10', 'SEC14L3', 'NR0B1', 'CSN2', 'OR2T34', 'CFHR2', 'SMR3B', 'DEFB119', 'SNORD8', 'OR4M2', 'HHLA1', 'OLIG3', 'SPATA31A3', 'OR10T2', 'LOC727924', 'BARHL1', 'LINC01548', 'ATP4B', 'LELP1', 'C17ORF102', 'SPRR2G', 'SNAR-A13', 'LCE1F', 'SPAM1', 'TTTY21', 'CABP5', 'LRTM1', 'GYPA', 'LCE2A', 'SNORA5B', 'CHODL-AS1', 'C3ORF79', 'FAM25BP', 'CLCA1', 'GLYATL3', 'IGF2BP2-AS1', 'KRTAP4-11', 'SLC28A2', 'LINC00305', 'TYR', 'CELA2B', 'KLHL40', 'CLC', 'PROL1', 'CCL15-CCL14', 'GLYCAM1', 'ZNF536', 'DEFB109P1', 'FXYD4', 'OR8U1', 'PSMB11', 'CSH2', 'IL37', 'CA5A', 'OR2B3', 'SPANXN4', 'SOX1', 'ZNF804B', 'CELA2A', 'FAM153C', 'OR8D4', 'SPANXN1', 'OR2T12', 'CT47A11', 'OR13C9', 'FNDC7', 'OR7C2', 'C22ORF42', 'OR5K3', 'OR6C76', 'GLRA4', 'C12ORF40', 'CNTNAP5', 'PAQR9', 'APOA2', 'OR2AE1', 'OR8H1', 'GAGE2C', 'TMEM179', 'IFNA14', 'PGM5-AS1', 'HAO2', 'IQCF2', 'DMBT1P1', 'OR2M2', 'PPBPP1', 'SPIC', 'TSPYL6', 'CD300LD', 'TEX33', 'OR6C4', 'OLIG2', 'AHSP', 'IFNA21', 'LOC440040', 'SNORD115-7', 'DEFB128', 'SLC6A19', 'OR4S2', 'CST13P', 'GABRA6', 'LINC00314', 'DUSP21', 'TEX36-AS1', 'OR2C3', 'ZPBP', 'KRTAP1-3', 'FGF4', 'CD5L', 'CDKL4', 'NPHS2', 'CABS1', 'LOC100129935', 'PSG8', 'OR52A4P', 'LYPD8', 'HTR3B', 'KRTDAP', 'C4ORF51', 'OR4B1', 'RNASE8', 'HFE2', 'GNAT1', 'MOS', 'OR52N5', 'IQCF6', 'DNAJC5G', 'DDI1', 'OR6B1', 'TMEM196', 'ZNF735', 'PLCZ1', 'TTTY2', 'C17ORF64', 'GOLGA8EP', 'SPRR4', 'SCARNA22', 'PLSCR5', 'ARL5C', 'PRB1', 'GOT1L1', 'SOST', 'KRT2', 'KRTAP4-5', 'FAM24A', 'OR6C2', 'PABPC1L2A', 'OR4A16', 'OR52A5', 'MS4A10', 'DNMT3L', 'MORC1', 'VRTN', 'TSPY2', 'NPBWR2', 'TSPY1', 'VSTM2B', 'ARG1', 'PWRN2', 'LILRP2', 'KRTAP21-2', 'OR14C36', 'TAGLN3', 'LRRC7', 'TEX13B', 'LY6G6D', 'OR5H1', 'SLC25A3P1', 'LINC01020', 'OR1B1', 'GJD2', 'LGALS14', 'GABRA1', 'OR2T29', 'BSX', 'PRAMEF5', 'CFC1B', 'TMIGD1', 'ACSM2A', 'KRTAP12-3', 'URAD', 'SYCP1', 'NCOR1P1', 'SNORD116-19', 'SNORA69', 'FAM183CP', 'SNORA28', 'GHSR', 'CCDC38', 'MRGPRX1', 'OR1M1', 'ZAR1L', 'OR6S1', 'H1FNT', 'OR4D11', 'HAND1', 'LINC00200', 'OR52B4', 'OR4F15', 'OR8J3', 'HTR5A', 'DAZL', 'RAB9BP1', 'SNORA32', 'C10ORF53', 'KRTAP19-8', 'IFNA16', 'OR2L2', 'TGIF2LX', 'F13B', 'FAM71A', 'OR11L1', 'OR9A2', 'OR8B3', 'TXLNGY', 'ZCCHC13', 'HBG1', 'OR2M3', 'GUCA2B', 'CLEC6A', 'NXF2B', 'OR10V1', 'OR10A5', 'SNORA51', 'OTX2', 'GRIN2B', 'TMPRSS11F', 'WFDC5', 'IL31', 'OR8S1', 'FGF23', 'OR5H14', 'HMHB1', 'PSG7', 'C18ORF42', 'LINC00895', 'MS4A6E', 'PPY', 'GOLGA6D', 'SCGB1C1', 'NOX3', 'KRTAP10-12', 'OR1N1', 'ASB17', 'ADAM18', 'ITLN2', 'RPL13AP17', 'OR1S2', 'KRTAP10-11', 'VWC2L', 'OR2G2', 'OR8G5', 'TAAR9', 'BRDTP1', 'PLG', 'SSX5', 'LEUTX', 'OR4D9', 'PWAR4', 'CRYAA', 'MAGEA10', 'TTTY14', 'TPD52L3', 'HIST1H4F', 'LINC01205', 'GDNF', 'SNORA34', 'CAPZA3', 'POTED', 'GPR52', 'MMP23A', 'LINC00636', 'ARSF', 'TCP10L2', 'SNORD89', 'XAGE5', 'C2ORF83', 'KRTAP12-2', 'COL6A4P1', 'TSGA13', 'LOC391343', 'ALOX12B', 'BTNL3', 'LOC391003', 'CYP11B2', 'CFHR4', 'SNORA70B', 'SFTA3', 'FAM27B', 'FMR1NB', 'HBD', 'RSPH6A', 'OR5T2', 'ANKUB1', 'OR4S1', 'BPIFA3', 'TRIM51', 'CYP2W1', 'OR9G4', 'CASC8', 'OPN1MW', 'SLC38A8', 'SSX8', 'ACTR3BP2', 'PROKR1', 'FOXN3-AS2', 'ARR3', 'OR56A1', 'ACTRT2', 'INSM2', 'P2RX3', 'ARHGAP36', 'HNRNPCL1', 'TBC1D28', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00289910117318648
		RMSE:  0.19032543678137456
		NRMSE:  0.12827584502559417
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001649424828515933
		RMSE:  0.21414907824527551
		NRMSE:  0.14729386559180924
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  LinearRegression
		Pearson Correlation:  0.8494898159198341
		Spearman Correlation:  0.8326796486069571
		Coefficient of Determination:  0.7216329473515134
		RMSE:  0.1002714117801701
		NRMSE:  0.06758108792775598
		MAPE:  268.03389906284906
		Pearson Correlation:  -0.02265781568115147
		Spearman Correlation:  0.020172321350640284
		Coefficient of Determination:  -77146.78917410607
		RMSE:  59.476052763336284
		NRMSE:  40.90822054167529
		MAPE:  11140.154223438978

	Predictor:  ElasticNet
		Pearson Correlation:  0.5131791591148518
		Spearman Correlation:  0.4019031349587193
		Coefficient of Determination:  0.18194723664887957
		RMSE:  0.17189326947150158
		NRMSE:  0.11585290315659395
		MAPE:  105.16629411627196
		Pearson Correlation:  -0.1665389513419802
		Spearman Correlation:  0.07330515343084078
		Coefficient of Determination:  -0.05908868891741781
		RMSE:  0.22036700055480254
		NRMSE:  0.15157061438953603
		MAPE:  149.18349761836473

	Predictor:  RandomForests
		Pearson Correlation:  0.48919101726605924
		Spearman Correlation:  0.4562047619152324
		Coefficient of Determination:  0.14132983469572535
		RMSE:  0.17610893909851022
		NRMSE:  0.11869418697497522
		MAPE:  116.13314714242959
		Pearson Correlation:  0.08147583522140009
		Spearman Correlation:  0.09097891739056807
		Coefficient of Determination:  0.0032318015896283248
		RMSE:  0.21378512414309891
		NRMSE:  0.14704353434104295
		MAPE:  126.85575552764404

Protein:  CDKN2A
x_train_column_count:  619
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'OR2W1', 'GABRA4', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'LCE5A', 'RAG2', 'CTSL3P', 'OR8K3', 'SNORA36B', 'MS4A5', 'PRSS54', 'SNAR-G1', 'FGF6', 'BTBD17', 'LCE2D', 'OR9K2', 'FGF22', 'DEFB127', 'SMCP', 'MRGPRG-AS1', 'OR52A1', 'MROH5', 'FAM150A', 'SNORA36A', 'REXO1L6P', 'FAM92A1P2', 'ST8SIA3', 'CHAT', 'LHX3', 'HNF1B', 'CTXN3', 'HYALP1', 'CT47A2', 'HES3', 'SLC18A3', 'AMBN', 'FAM41AY1', 'SNAR-I', 'DEFB113', 'OR8I2', 'TBC1D21', 'SNAR-E', 'C11ORF40', 'SNORA58', 'FLG2', 'OC90', 'OR51A2', 'SSX6', 'GJA10', 'SEC14L3', 'NR0B1', 'CSN2', 'OR2T34', 'CFHR2', 'SMR3B', 'DEFB119', 'SNORD8', 'OR4M2', 'HHLA1', 'OLIG3', 'SPATA31A3', 'OR10T2', 'LOC727924', 'BARHL1', 'LINC01548', 'ATP4B', 'LELP1', 'C17ORF102', 'SPRR2G', 'SNAR-A13', 'LCE1F', 'SPAM1', 'TTTY21', 'CABP5', 'LRTM1', 'GYPA', 'LCE2A', 'SNORA5B', 'CHODL-AS1', 'C3ORF79', 'FAM25BP', 'CLCA1', 'GLYATL3', 'IGF2BP2-AS1', 'KRTAP4-11', 'SLC28A2', 'LINC00305', 'TYR', 'CELA2B', 'KLHL40', 'CLC', 'PROL1', 'CCL15-CCL14', 'GLYCAM1', 'ZNF536', 'DEFB109P1', 'FXYD4', 'OR8U1', 'PSMB11', 'CSH2', 'IL37', 'CA5A', 'OR2B3', 'SPANXN4', 'SOX1', 'ZNF804B', 'CELA2A', 'FAM153C', 'OR8D4', 'SPANXN1', 'OR2T12', 'CT47A11', 'OR13C9', 'FNDC7', 'OR7C2', 'C22ORF42', 'OR5K3', 'OR6C76', 'GLRA4', 'C12ORF40', 'CNTNAP5', 'PAQR9', 'APOA2', 'OR2AE1', 'OR8H1', 'GAGE2C', 'TMEM179', 'IFNA14', 'PGM5-AS1', 'HAO2', 'IQCF2', 'DMBT1P1', 'OR2M2', 'PPBPP1', 'SPIC', 'TSPYL6', 'CD300LD', 'TEX33', 'OR6C4', 'OLIG2', 'AHSP', 'IFNA21', 'LOC440040', 'SNORD115-7', 'DEFB128', 'SLC6A19', 'OR4S2', 'CST13P', 'GABRA6', 'LINC00314', 'DUSP21', 'TEX36-AS1', 'OR2C3', 'ZPBP', 'KRTAP1-3', 'FGF4', 'CD5L', 'CDKL4', 'NPHS2', 'CABS1', 'LOC100129935', 'PSG8', 'OR52A4P', 'LYPD8', 'HTR3B', 'KRTDAP', 'C4ORF51', 'OR4B1', 'RNASE8', 'HFE2', 'GNAT1', 'MOS', 'OR52N5', 'IQCF6', 'DNAJC5G', 'DDI1', 'OR6B1', 'TMEM196', 'ZNF735', 'PLCZ1', 'TTTY2', 'C17ORF64', 'GOLGA8EP', 'SPRR4', 'SCARNA22', 'PLSCR5', 'ARL5C', 'PRB1', 'GOT1L1', 'SOST', 'KRT2', 'KRTAP4-5', 'FAM24A', 'OR6C2', 'PABPC1L2A', 'OR4A16', 'OR52A5', 'MS4A10', 'DNMT3L', 'MORC1', 'VRTN', 'TSPY2', 'NPBWR2', 'TSPY1', 'VSTM2B', 'ARG1', 'PWRN2', 'LILRP2', 'KRTAP21-2', 'OR14C36', 'TAGLN3', 'LRRC7', 'TEX13B', 'LY6G6D', 'OR5H1', 'SLC25A3P1', 'LINC01020', 'OR1B1', 'GJD2', 'LGALS14', 'GABRA1', 'OR2T29', 'BSX', 'PRAMEF5', 'CFC1B', 'TMIGD1', 'ACSM2A', 'KRTAP12-3', 'URAD', 'SYCP1', 'NCOR1P1', 'SNORD116-19', 'SNORA69', 'FAM183CP', 'SNORA28', 'GHSR', 'CCDC38', 'MRGPRX1', 'OR1M1', 'ZAR1L', 'OR6S1', 'H1FNT', 'OR4D11', 'HAND1', 'LINC00200', 'OR52B4', 'OR4F15', 'OR8J3', 'HTR5A', 'DAZL', 'RAB9BP1', 'SNORA32', 'C10ORF53', 'KRTAP19-8', 'IFNA16', 'OR2L2', 'TGIF2LX', 'F13B', 'FAM71A', 'OR11L1', 'OR9A2', 'OR8B3', 'TXLNGY', 'ZCCHC13', 'HBG1', 'OR2M3', 'GUCA2B', 'CLEC6A', 'NXF2B', 'OR10V1', 'OR10A5', 'SNORA51', 'OTX2', 'GRIN2B', 'TMPRSS11F', 'WFDC5', 'IL31', 'OR8S1', 'FGF23', 'OR5H14', 'HMHB1', 'PSG7', 'C18ORF42', 'LINC00895', 'MS4A6E', 'PPY', 'GOLGA6D', 'SCGB1C1', 'NOX3', 'KRTAP10-12', 'OR1N1', 'ASB17', 'ADAM18', 'ITLN2', 'RPL13AP17', 'OR1S2', 'KRTAP10-11', 'VWC2L', 'OR2G2', 'OR8G5', 'TAAR9', 'BRDTP1', 'PLG', 'SSX5', 'LEUTX', 'OR4D9', 'PWAR4', 'CRYAA', 'MAGEA10', 'TTTY14', 'TPD52L3', 'HIST1H4F', 'LINC01205', 'GDNF', 'SNORA34', 'CAPZA3', 'POTED', 'GPR52', 'MMP23A', 'LINC00636', 'ARSF', 'TCP10L2', 'SNORD89', 'XAGE5', 'C2ORF83', 'KRTAP12-2', 'COL6A4P1', 'TSGA13', 'LOC391343', 'ALOX12B', 'BTNL3', 'LOC391003', 'CYP11B2', 'CFHR4', 'SNORA70B', 'SFTA3', 'FAM27B', 'FMR1NB', 'HBD', 'RSPH6A', 'OR5T2', 'ANKUB1', 'OR4S1', 'BPIFA3', 'TRIM51', 'CYP2W1', 'OR9G4', 'CASC8', 'OPN1MW', 'SLC38A8', 'SSX8', 'ACTR3BP2', 'PROKR1', 'FOXN3-AS2', 'ARR3', 'OR56A1', 'ACTRT2', 'INSM2', 'P2RX3', 'ARHGAP36', 'HNRNPCL1', 'TBC1D28', 'DMRT1', 'SDR16C6P', 'LINC00469', 'TAS2R60', 'STATH', 'KHDC1L', 'LINC00111', 'SLC13A1', 'ANKRD18DP', 'PF4', 'POTEH', 'C11ORF94', 'RESP18', 'EDDM3A', 'RTP2', 'DAOA', 'ASB18', 'C20ORF173', 'TKTL2', 'ADGRG7', 'OR4C16', 'DEFB126', 'DEFB129', 'GAGE1', 'OR4F5', 'ZIM3', 'IFITM5', 'OR6Y1', 'OR7A17', 'LINC00114', 'SPACA7', 'DUXA', 'OR6B3', 'DEFB104A', 'LHX9', 'SOX3', 'YWHAEP7', 'OR8H2', 'LGI3', 'FAM169B', 'PRAMEF20', 'CTRB1', 'LINC01566', 'KRTAP19-2', 'RGS8', 'MYBPHL', 'KRTAP6-1', 'KRTAP25-1', 'TRPV5', 'LINC00523', 'WFDC8', 'TCP10', 'GAGE2D', 'KCNQ1DN', 'TAS2R13', 'CPLX4', 'OR52H1', 'CLRN2', 'TMEM72', 'HSFY2', 'OR2T35', 'SFTPC', 'OR4K17', 'KRTAP13-1', 'SPANXA2', 'CCKAR', 'MYF5', 'TMEM202', 'GABRG3', 'AVPR1B', 'OR4K2', 'FCAMR', 'ASAP1-IT1', 'INS', 'CGB5', 'MMD2', 'CNTNAP4', 'LCNL1', 'FDCSP', 'KLK9', 'OLFM3', 'GH1', 'MAGEB6', 'CCDC166', 'LINC01101', 'SPDYC', 'MBD3L5', 'CRNN', 'LINC00113', 'CRLF2', 'NEU2', 'BEND2', 'HPD', 'OR8G2', 'OR14I1', 'SVOP', 'FAM71C', 'OLIG1', 'YIPF7', 'TPTE', 'IQCJ', 'OTOL1', 'IZUMO1R', 'LIPN', 'PRDM14', 'CYLC2', 'OR10H2', 'FAM27L', 'LRRTM1', 'OLAH', 'PRKAG3', 'HOXC12', 'PSG11', 'LOC285847', 'TARM1', 'DNTT', 'XAGE3', 'ALPPL2', 'FTMT', 'TCEB3C', 'FRMPD4', 'RHAG', 'SNORD115-26', 'GUCY2EP', 'KRTAP10-7', 'NANOS2', 'KRTAP10-1', 'SCN1A', 'KRT85', 'DEFB110', 'DAW1', 'OR4D6', 'LPO', 'BARHL2', 'OPRD1', 'DISC2', 'OR5H6', 'ABRA', 'OR5M10', 'IL17F', 'UGT2A3', 'C9ORF135', 'XKR7', 'PYDC2', 'UCMA', 'NKX1-2', 'LOC646813', 'OR1L1', 'TFF2', 'F11', 'OR6B2', 'SNORA59B', 'LCE1D', 'C20ORF166-AS1', 'PISRT1', 'TTTY15', 'C1ORF146', 'LCN9', 'TBC1D3P2', 'SNORA16B', 'FBXW12', 'MYBPC2', 'TMEM207', 'EPS8L3', 'SPATA19', 'SLC2A2', 'TTTY9B', 'TTTY8', 'ANXA8L1', 'SBSN', 'ADAM29', 'REG4', 'CHIAP2', 'ANP32D', 'GRK1', 'SPACA3', 'IGLL3P', 'CXADRP2', 'CETN1', 'IL26', 'CGB8', 'OR2M7', 'HBG2', 'FRMPD2B', 'CPLX3', 'OR4C12', 'ZNF679', 'SULT1C3', 'IVL', 'GUCY2F', 'GAGE2B', 'KRTAP21-1', 'SNORD94', 'PCGEM1', 'LMNTD1', 'MAGEA1', 'UGT1A5', 'DEFB134', 'CALR3', 'PSKH2', 'SNCB', 'FKBP6', 'PRAMEF1', 'MOGAT3', 'CYP7A1', 'POM121L2', 'CNGB1', 'GBX2', 'OR1E2', 'OR51I2', 'NYX', 'HAO1', 'LYZL1', 'OR51G2', 'NKX2-1', 'OR52E8', 'ZNF705A', 'OR5M8', 'LOC729609', 'OR6K6', 'GOLGA6L1', 'LINC00032', 'SATB2-AS1', 'ALX4', 'CCL24', 'FAM74A3', 'LINC00923', 'KCNK4', 'SNORA1', 'SNAR-F', 'SNORA84', 'TMEM88B', 'HTR3E', 'SLITRK3', 'SYCN', 'SLC25A31', 'KRTAP19-6', 'LINC00608', 'IFNA13', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07669790023289091
		RMSE:  0.6927164423772558
		NRMSE:  0.16172871740223568
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04462654135164201
		RMSE:  0.6710309035955896
		NRMSE:  0.2071658496482324
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6675880639420501
		NRMSE:  0.15586198728568595
		MAPE:  307.97311558867955
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004949645588538276
		RMSE:  0.658164031136248
		NRMSE:  0.20319348928290204
		MAPE:  176.07940307985857

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  9.26651592050229e-15
		NRMSE:  2.163456275799003e-15
		MAPE:  1.1505023547150294e-11
		Pearson Correlation:  -0.056476579897349805
		Spearman Correlation:  -0.07247721293282959
		Coefficient of Determination:  -28.169404698534258
		RMSE:  3.545894226941124
		NRMSE:  1.094715886184781
		MAPE:  1274.4010911454493

	Predictor:  ElasticNet
		Pearson Correlation:  0.8683947239738548
		Spearman Correlation:  0.828189737151278
		Coefficient of Determination:  0.7243124091886253
		RMSE:  0.35052352643305856
		NRMSE:  0.08183683377686277
		MAPE:  214.66594064749822
		Pearson Correlation:  0.35561495528734616
		Spearman Correlation:  0.3130837042855896
		Coefficient of Determination:  0.10938131299541709
		RMSE:  0.6195949868750718
		NRMSE:  0.19128615568369972
		MAPE:  136.32308073725733

	Predictor:  RandomForests
		Pearson Correlation:  0.6629891126535916
		Spearman Correlation:  0.5681547587609801
		Coefficient of Determination:  0.4330200240540818
		RMSE:  0.5026809460394429
		NRMSE:  0.11736107257177879
		MAPE:  206.1356502347852
		Pearson Correlation:  0.5972992615086624
		Spearman Correlation:  0.547003717161622
		Coefficient of Determination:  0.35210562383454136
		RMSE:  0.5284624072173522
		NRMSE:  0.16315100096241306
		MAPE:  105.96323980177796

Protein:  TP53
x_train_column_count:  1053
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'OR2W1', 'GABRA4', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'LCE5A', 'RAG2', 'CTSL3P', 'OR8K3', 'SNORA36B', 'MS4A5', 'PRSS54', 'SNAR-G1', 'FGF6', 'BTBD17', 'LCE2D', 'OR9K2', 'FGF22', 'DEFB127', 'SMCP', 'MRGPRG-AS1', 'OR52A1', 'MROH5', 'FAM150A', 'SNORA36A', 'REXO1L6P', 'FAM92A1P2', 'ST8SIA3', 'CHAT', 'LHX3', 'HNF1B', 'CTXN3', 'HYALP1', 'CT47A2', 'HES3', 'SLC18A3', 'AMBN', 'FAM41AY1', 'SNAR-I', 'DEFB113', 'OR8I2', 'TBC1D21', 'SNAR-E', 'C11ORF40', 'SNORA58', 'FLG2', 'OC90', 'OR51A2', 'SSX6', 'GJA10', 'SEC14L3', 'NR0B1', 'CSN2', 'OR2T34', 'CFHR2', 'SMR3B', 'DEFB119', 'SNORD8', 'OR4M2', 'HHLA1', 'OLIG3', 'SPATA31A3', 'OR10T2', 'LOC727924', 'BARHL1', 'LINC01548', 'ATP4B', 'LELP1', 'C17ORF102', 'SPRR2G', 'SNAR-A13', 'LCE1F', 'SPAM1', 'TTTY21', 'CABP5', 'LRTM1', 'GYPA', 'LCE2A', 'SNORA5B', 'CHODL-AS1', 'C3ORF79', 'FAM25BP', 'CLCA1', 'GLYATL3', 'IGF2BP2-AS1', 'KRTAP4-11', 'SLC28A2', 'LINC00305', 'TYR', 'CELA2B', 'KLHL40', 'CLC', 'PROL1', 'CCL15-CCL14', 'GLYCAM1', 'ZNF536', 'DEFB109P1', 'FXYD4', 'OR8U1', 'PSMB11', 'CSH2', 'IL37', 'CA5A', 'OR2B3', 'SPANXN4', 'SOX1', 'ZNF804B', 'CELA2A', 'FAM153C', 'OR8D4', 'SPANXN1', 'OR2T12', 'CT47A11', 'OR13C9', 'FNDC7', 'OR7C2', 'C22ORF42', 'OR5K3', 'OR6C76', 'GLRA4', 'C12ORF40', 'CNTNAP5', 'PAQR9', 'APOA2', 'OR2AE1', 'OR8H1', 'GAGE2C', 'TMEM179', 'IFNA14', 'PGM5-AS1', 'HAO2', 'IQCF2', 'DMBT1P1', 'OR2M2', 'PPBPP1', 'SPIC', 'TSPYL6', 'CD300LD', 'TEX33', 'OR6C4', 'OLIG2', 'AHSP', 'IFNA21', 'LOC440040', 'SNORD115-7', 'DEFB128', 'SLC6A19', 'OR4S2', 'CST13P', 'GABRA6', 'LINC00314', 'DUSP21', 'TEX36-AS1', 'OR2C3', 'ZPBP', 'KRTAP1-3', 'FGF4', 'CD5L', 'CDKL4', 'NPHS2', 'CABS1', 'LOC100129935', 'PSG8', 'OR52A4P', 'LYPD8', 'HTR3B', 'KRTDAP', 'C4ORF51', 'OR4B1', 'RNASE8', 'HFE2', 'GNAT1', 'MOS', 'OR52N5', 'IQCF6', 'DNAJC5G', 'DDI1', 'OR6B1', 'TMEM196', 'ZNF735', 'PLCZ1', 'TTTY2', 'C17ORF64', 'GOLGA8EP', 'SPRR4', 'SCARNA22', 'PLSCR5', 'ARL5C', 'PRB1', 'GOT1L1', 'SOST', 'KRT2', 'KRTAP4-5', 'FAM24A', 'OR6C2', 'PABPC1L2A', 'OR4A16', 'OR52A5', 'MS4A10', 'DNMT3L', 'MORC1', 'VRTN', 'TSPY2', 'NPBWR2', 'TSPY1', 'VSTM2B', 'ARG1', 'PWRN2', 'LILRP2', 'KRTAP21-2', 'OR14C36', 'TAGLN3', 'LRRC7', 'TEX13B', 'LY6G6D', 'OR5H1', 'SLC25A3P1', 'LINC01020', 'OR1B1', 'GJD2', 'LGALS14', 'GABRA1', 'OR2T29', 'BSX', 'PRAMEF5', 'CFC1B', 'TMIGD1', 'ACSM2A', 'KRTAP12-3', 'URAD', 'SYCP1', 'NCOR1P1', 'SNORD116-19', 'SNORA69', 'FAM183CP', 'SNORA28', 'GHSR', 'CCDC38', 'MRGPRX1', 'OR1M1', 'ZAR1L', 'OR6S1', 'H1FNT', 'OR4D11', 'HAND1', 'LINC00200', 'OR52B4', 'OR4F15', 'OR8J3', 'HTR5A', 'DAZL', 'RAB9BP1', 'SNORA32', 'C10ORF53', 'KRTAP19-8', 'IFNA16', 'OR2L2', 'TGIF2LX', 'F13B', 'FAM71A', 'OR11L1', 'OR9A2', 'OR8B3', 'TXLNGY', 'ZCCHC13', 'HBG1', 'OR2M3', 'GUCA2B', 'CLEC6A', 'NXF2B', 'OR10V1', 'OR10A5', 'SNORA51', 'OTX2', 'GRIN2B', 'TMPRSS11F', 'WFDC5', 'IL31', 'OR8S1', 'FGF23', 'OR5H14', 'HMHB1', 'PSG7', 'C18ORF42', 'LINC00895', 'MS4A6E', 'PPY', 'GOLGA6D', 'SCGB1C1', 'NOX3', 'KRTAP10-12', 'OR1N1', 'ASB17', 'ADAM18', 'ITLN2', 'RPL13AP17', 'OR1S2', 'KRTAP10-11', 'VWC2L', 'OR2G2', 'OR8G5', 'TAAR9', 'BRDTP1', 'PLG', 'SSX5', 'LEUTX', 'OR4D9', 'PWAR4', 'CRYAA', 'MAGEA10', 'TTTY14', 'TPD52L3', 'HIST1H4F', 'LINC01205', 'GDNF', 'SNORA34', 'CAPZA3', 'POTED', 'GPR52', 'MMP23A', 'LINC00636', 'ARSF', 'TCP10L2', 'SNORD89', 'XAGE5', 'C2ORF83', 'KRTAP12-2', 'COL6A4P1', 'TSGA13', 'LOC391343', 'ALOX12B', 'BTNL3', 'LOC391003', 'CYP11B2', 'CFHR4', 'SNORA70B', 'SFTA3', 'FAM27B', 'FMR1NB', 'HBD', 'RSPH6A', 'OR5T2', 'ANKUB1', 'OR4S1', 'BPIFA3', 'TRIM51', 'CYP2W1', 'OR9G4', 'CASC8', 'OPN1MW', 'SLC38A8', 'SSX8', 'ACTR3BP2', 'PROKR1', 'FOXN3-AS2', 'ARR3', 'OR56A1', 'ACTRT2', 'INSM2', 'P2RX3', 'ARHGAP36', 'HNRNPCL1', 'TBC1D28', 'DMRT1', 'SDR16C6P', 'LINC00469', 'TAS2R60', 'STATH', 'KHDC1L', 'LINC00111', 'SLC13A1', 'ANKRD18DP', 'PF4', 'POTEH', 'C11ORF94', 'RESP18', 'EDDM3A', 'RTP2', 'DAOA', 'ASB18', 'C20ORF173', 'TKTL2', 'ADGRG7', 'OR4C16', 'DEFB126', 'DEFB129', 'GAGE1', 'OR4F5', 'ZIM3', 'IFITM5', 'OR6Y1', 'OR7A17', 'LINC00114', 'SPACA7', 'DUXA', 'OR6B3', 'DEFB104A', 'LHX9', 'SOX3', 'YWHAEP7', 'OR8H2', 'LGI3', 'FAM169B', 'PRAMEF20', 'CTRB1', 'LINC01566', 'KRTAP19-2', 'RGS8', 'MYBPHL', 'KRTAP6-1', 'KRTAP25-1', 'TRPV5', 'LINC00523', 'WFDC8', 'TCP10', 'GAGE2D', 'KCNQ1DN', 'TAS2R13', 'CPLX4', 'OR52H1', 'CLRN2', 'TMEM72', 'HSFY2', 'OR2T35', 'SFTPC', 'OR4K17', 'KRTAP13-1', 'SPANXA2', 'CCKAR', 'MYF5', 'TMEM202', 'GABRG3', 'AVPR1B', 'OR4K2', 'FCAMR', 'ASAP1-IT1', 'INS', 'CGB5', 'MMD2', 'CNTNAP4', 'LCNL1', 'FDCSP', 'KLK9', 'OLFM3', 'GH1', 'MAGEB6', 'CCDC166', 'LINC01101', 'SPDYC', 'MBD3L5', 'CRNN', 'LINC00113', 'CRLF2', 'NEU2', 'BEND2', 'HPD', 'OR8G2', 'OR14I1', 'SVOP', 'FAM71C', 'OLIG1', 'YIPF7', 'TPTE', 'IQCJ', 'OTOL1', 'IZUMO1R', 'LIPN', 'PRDM14', 'CYLC2', 'OR10H2', 'FAM27L', 'LRRTM1', 'OLAH', 'PRKAG3', 'HOXC12', 'PSG11', 'LOC285847', 'TARM1', 'DNTT', 'XAGE3', 'ALPPL2', 'FTMT', 'TCEB3C', 'FRMPD4', 'RHAG', 'SNORD115-26', 'GUCY2EP', 'KRTAP10-7', 'NANOS2', 'KRTAP10-1', 'SCN1A', 'KRT85', 'DEFB110', 'DAW1', 'OR4D6', 'LPO', 'BARHL2', 'OPRD1', 'DISC2', 'OR5H6', 'ABRA', 'OR5M10', 'IL17F', 'UGT2A3', 'C9ORF135', 'XKR7', 'PYDC2', 'UCMA', 'NKX1-2', 'LOC646813', 'OR1L1', 'TFF2', 'F11', 'OR6B2', 'SNORA59B', 'LCE1D', 'C20ORF166-AS1', 'PISRT1', 'TTTY15', 'C1ORF146', 'LCN9', 'TBC1D3P2', 'SNORA16B', 'FBXW12', 'MYBPC2', 'TMEM207', 'EPS8L3', 'SPATA19', 'SLC2A2', 'TTTY9B', 'TTTY8', 'ANXA8L1', 'SBSN', 'ADAM29', 'REG4', 'CHIAP2', 'ANP32D', 'GRK1', 'SPACA3', 'IGLL3P', 'CXADRP2', 'CETN1', 'IL26', 'CGB8', 'OR2M7', 'HBG2', 'FRMPD2B', 'CPLX3', 'OR4C12', 'ZNF679', 'SULT1C3', 'IVL', 'GUCY2F', 'GAGE2B', 'KRTAP21-1', 'SNORD94', 'PCGEM1', 'LMNTD1', 'MAGEA1', 'UGT1A5', 'DEFB134', 'CALR3', 'PSKH2', 'SNCB', 'FKBP6', 'PRAMEF1', 'MOGAT3', 'CYP7A1', 'POM121L2', 'CNGB1', 'GBX2', 'OR1E2', 'OR51I2', 'NYX', 'HAO1', 'LYZL1', 'OR51G2', 'NKX2-1', 'OR52E8', 'ZNF705A', 'OR5M8', 'LOC729609', 'OR6K6', 'GOLGA6L1', 'LINC00032', 'SATB2-AS1', 'ALX4', 'CCL24', 'FAM74A3', 'LINC00923', 'KCNK4', 'SNORA1', 'SNAR-F', 'SNORA84', 'TMEM88B', 'HTR3E', 'SLITRK3', 'SYCN', 'SLC25A31', 'KRTAP19-6', 'LINC00608', 'IFNA13', 'TSKS', 'SRY', 'TRHR', 'RPL3L', 'MAP3K15', 'BMP15', 'CRYGB', 'KGFLP1', 'ALLC', 'C10ORF120', 'DMRTB1', 'KRTAP2-1', 'NTS', 'INSC', 'DPPA2', 'RAX2', 'MUSK', 'CLRN1-AS1', 'TRIML1', 'TFAMP1', 'DKFZP434K028', 'FFAR1', 'KCNIP4-IT1', 'PROKR2', 'SLC6A5', 'NLRP13', 'POU6F2', 'FAM138D', 'LOC286238', 'OACYLP', 'CT47B1', 'OR1K1', 'GDPD2', 'DEFB123', 'ADGRD2', 'ANGPTL3', 'OR51F2', 'NKX2-3', 'KCNMB2', 'SLC36A3', 'CD200R1L', 'LCN1', 'MGC27382', 'MUC2', 'SPRR2E', 'LINC00520', 'MAGEA9B', 'GAGE12F', 'FOXD4L3', 'KIR3DL3', 'PTX4', 'AKR1C8P', 'CDRT15', 'GCSAML-AS1', 'LINC00575', 'IFNA7', 'LINC00479', 'HGC6.3', 'OR6A2', 'SLC10A1', 'CTRC', 'LINC00202-2', 'OR13C3', 'LINC01565', 'KRT25', 'ARL13A', 'KRTAP19-3', 'PAPOLB', 'MTVR2', 'SLC9C1', 'ADGRG4', 'IL36RN', 'LRRC30', 'KRTAP9-2', 'USP26', 'C12ORF50', 'KRT71', 'TRIM48', 'LHCGR', 'FAM71B', 'USP17L6P', 'BPIFB4', 'C6ORF10', 'OR7D4', 'LINC00303', 'USH1C', 'OCSTAMP', 'EDDM3B', 'CSN3', 'DAZ1', 'KRTAP10-6', 'OR2M4', 'DMRTC1', 'MAGEA6', 'ODF3', 'TNP1', 'AMER3', 'HULC', 'OR10W1', 'OR12D2', 'FOXR1', 'OR7G3', 'SLC17A6', 'PRB4', 'LINC01312', 'RPS4Y2', 'LINC00410', 'GUCA1C', 'KRTAP1-1', 'NKAIN3', 'NEUROD1', 'AQP2', 'XIRP2', 'CER1', 'SPOCK3', 'ACSM4', 'FAM170B', 'SPZ1', 'OR5M3', 'GKN2', 'KRTAP4-3', 'KRTAP1-5', 'FAM224B', 'ACSM2B', 'CRYGC', 'BTF3P11', 'OVCH1', 'BCYRN1', 'POTEG', 'BTN1A1', 'OR51B5', 'CHRNB3', 'GNAT3', 'FAM205A', 'LOC647859', 'HTR1A', 'PTH2', 'CALCB', 'SLC5A8', 'SLC5A7', 'OR1L4', 'LINC00304', 'TDH', 'HBE1', 'DMP1', 'MAGEB3', 'CNTN5', 'FAM19A1', 'OR2T10', 'FAM19A4', 'OR2AG1', 'FBXO47', 'HCRTR1', 'SHH', 'KCNG4', 'PRAC1', 'OR51M1', 'NLRP8', 'SHD', 'BPIFB3', 'SPANXN3', 'AHSG', 'OR13H1', 'SSX9', 'SERPINB12', 'LOC284798', 'LINC00671', 'NUTM1', 'KRT83', 'RFX6', 'SCTR', 'NCAN', 'LINC01142', 'OR7G2', 'AATK-AS1', 'H3F3AP5', 'SLC22A10', 'KRTAP11-1', 'FAM138B', 'C2ORF27B', 'GPHA2', 'DSCR10', 'CRISP2', 'UROC1', 'PPP1R2P9', 'DCT', 'PRL', 'POU4F2', 'HTR2C', 'NYAP2', 'SNORA76C', 'AVP', 'OR2G6', 'PTCHD3', 'AADACL3', 'TMEM14E', 'CLEC4G', 'HIST1H3A', 'PCP4', 'PPY2P', 'UGT1A4', 'GPR22', 'OR5H2', 'AIRE', 'KLRC4', 'OR2L8', 'AKR1D1', 'KCNJ16', 'TRIM75P', 'TRIM55', 'ARL14', 'CPA2', 'NF1P2', 'ISL1', 'ASB15', 'SPATA22', 'SPATA3', 'SSTR3', 'HIST2H2AB', 'OR2A14', 'LINC00207', 'IFNW1', 'SPATA45', 'CNGA2', 'POU4F3', 'SLC22A13', 'C16ORF90', 'GFI1B', 'APCS', 'C6ORF118', 'LOC145845', 'SNORA71B', 'SNORA62', 'PPAN-P2RY11', 'PCDH8', 'SNORA80E', 'FOXE3', 'NXPE1', 'UGT2B10', 'DEFB131', 'CACNG7', 'PRO0611', 'DEFB118', 'PCSK2', 'USP50', 'FAM170A', 'GNAS-AS1', 'LOC392196', 'ZFY', 'LOC400794', 'C1ORF140', 'CT47A6', 'MYH16', 'MIR1-1HG', 'C1ORF94', 'CGB2', 'CT47A7', 'MYL2', 'TMEM132D', 'CA4', 'MAGEA12', 'IGLL1', 'SLC4A9', 'LOC100132831', 'LRRC74A', 'OR10AD1', 'OR4D10', 'CALHM3', 'GH2', 'TDRG1', 'HPVC1', 'TMPRSS11B', 'HBM', 'SLC39A12', 'SLC22A12', 'IFNL1', 'RAPGEF4-AS1', 'ANKRD34C', 'ART1', 'GABRB1', 'OR2A12', 'DNAJC25-GNG10', 'LINC00710', 'ASB10', 'OR2A2', 'ZFAT-AS1', 'LINC00691', 'SH2D7', 'LINC01591', 'LINC00452', 'SCGB3A2', 'FAM47C', 'CSNK1A1P1', 'PRR32', 'SNORA72', 'GPR139', 'NEUROD6', 'KRTAP6-2', 'OR5B17', 'PDX1', 'ADRB3', 'GBA3', 'MTNR1A', 'GPR50', 'SPRR1B', 'MUC13', 'GPR61', 'KRTAP12-1', 'GSC2', 'GPRC6A', 'ANKRD20A20P', 'TRPM3', 'FERD3L', 'VIL1', 'CST9L', 'APOA5', 'NEUROG1', 'B4GALNT2', 'SNORA27', 'LHFPL4', 'C11ORF87', 'PRAMEF16', 'OR51L1', 'NKX6-2', 'SNORA2B', 'PRDM9', 'BANF2', 'PRSS1', 'PRSS57', 'OR51T1', 'VWA5B1', 'ZSCAN10', 'TKTL1', 'VSTM5', 'OTOP1', 'PRSS48', 'PAEP', 'SERPINB11', 'LINC00336', 'SPINK14', 'SNORA16A', 'RAET1L', 'SST', 'SSX2', 'CDHR5', 'NPSR1-AS1', 'C4ORF50', 'FOXG1', 'B3GALT1', 'TMEM252', 'PSAPL1', 'GOLGA2P6', 'PACRG-AS1', 'INS-IGF2', 'ZG16', 'MT1B', 'BET1P1', 'ITPK1-AS1', 'HYMAI', 'NHLH2', 'FAM71E2', 'FEZF1', 'OR52K2', 'NPY', 'MEP1A', 'OR2T2', 'SYT14P1', 'ADGRE3', 'OR3A2', 'SCARNA8', 'TRIM49', 'TRIM49D2', 'CLLU1', 'MAGEA11', 'OR2K2', 'BAGE', 'C9ORF171', 'NPSR1', 'CLEC4M', 'GJB4', 'ACTL7B', 'LINC00244', 'CPN1', 'OTC', 'CTRB2', 'FRMPD2', 'C1ORF158', 'SPINT3', 'GCGR', 'OR4D1', 'SNORA67', 'GCKR', 'C17ORF78', 'SNORA38', 'NPPC', 'MBL2', 'KLK13', 'KRTAP3-2', 'TAS2R42', 'CCER1', 'RNF222', 'SLCO1A2', 'DACH2', 'IFNL2', 'CACNG3', 'PASD1', 'LOC100130264', 'IL13', 'FER1L6', 'DMRTC2', 'CYP1A2', 'OPRM1', 'OR12D3', 'FAM9B', 'FRG2DP', 'CMTM5', 'TNP2', 'TP53TG5', 'LINC00964', 'CHRNA9', 'MAS1L', 'CCDC54', 'F2', 'C12ORF56', 'CLRN1', 'S100A12', 'OR5M1', 'CYP2A7', 'OR5K1', 'POU4F1', 'ATOH7', 'VCX3A', 'MYADML', 'SLITRK1', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.043501333030021794
		RMSE:  0.4597988418920562
		NRMSE:  0.11050200478059512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10290984727382035
		RMSE:  0.4520547550562478
		NRMSE:  0.16857084713604026
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45011280589110314
		NRMSE:  0.10817419031269002
		MAPE:  382.8265287953516
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010546813555600831
		RMSE:  0.4327123127899972
		NRMSE:  0.16135806629028604
		MAPE:  261.16646791413905

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.832002186906911e-15
		NRMSE:  4.4027930471206706e-16
		MAPE:  6.545408443832372e-12
		Pearson Correlation:  0.16545161345120193
		Spearman Correlation:  0.08004837965560668
		Coefficient of Determination:  -1.0673370606097579
		RMSE:  0.6189088313450309
		NRMSE:  0.2307905952384619
		MAPE:  915.3536634574035

	Predictor:  ElasticNet
		Pearson Correlation:  0.8748082779178036
		Spearman Correlation:  0.800564542842555
		Coefficient of Determination:  0.7240062754665688
		RMSE:  0.236467234678122
		NRMSE:  0.056829424339851484
		MAPE:  476.4810015979293
		Pearson Correlation:  0.3721620933199065
		Spearman Correlation:  0.3661915983989826
		Coefficient of Determination:  0.12479197740589232
		RMSE:  0.40269541019148625
		NRMSE:  0.15016478794770693
		MAPE:  453.65213563624394

	Predictor:  RandomForests
		Pearson Correlation:  0.6644503413671478
		Spearman Correlation:  0.544360907093898
		Coefficient of Determination:  0.37944533660549906
		RMSE:  0.35457767729180817
		NRMSE:  0.08521453431670468
		MAPE:  500.36145296381795
		Pearson Correlation:  0.44740685341985637
		Spearman Correlation:  0.38969409967952806
		Coefficient of Determination:  0.18500512890703014
		RMSE:  0.3885961311948405
		NRMSE:  0.1449071783818564
		MAPE:  369.7703007666136

Protein:  CTNNB1
x_train_column_count:  1053
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'OR2W1', 'GABRA4', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'LCE5A', 'RAG2', 'CTSL3P', 'OR8K3', 'SNORA36B', 'MS4A5', 'PRSS54', 'SNAR-G1', 'FGF6', 'BTBD17', 'LCE2D', 'OR9K2', 'FGF22', 'DEFB127', 'SMCP', 'MRGPRG-AS1', 'OR52A1', 'MROH5', 'FAM150A', 'SNORA36A', 'REXO1L6P', 'FAM92A1P2', 'ST8SIA3', 'CHAT', 'LHX3', 'HNF1B', 'CTXN3', 'HYALP1', 'CT47A2', 'HES3', 'SLC18A3', 'AMBN', 'FAM41AY1', 'SNAR-I', 'DEFB113', 'OR8I2', 'TBC1D21', 'SNAR-E', 'C11ORF40', 'SNORA58', 'FLG2', 'OC90', 'OR51A2', 'SSX6', 'GJA10', 'SEC14L3', 'NR0B1', 'CSN2', 'OR2T34', 'CFHR2', 'SMR3B', 'DEFB119', 'SNORD8', 'OR4M2', 'HHLA1', 'OLIG3', 'SPATA31A3', 'OR10T2', 'LOC727924', 'BARHL1', 'LINC01548', 'ATP4B', 'LELP1', 'C17ORF102', 'SPRR2G', 'SNAR-A13', 'LCE1F', 'SPAM1', 'TTTY21', 'CABP5', 'LRTM1', 'GYPA', 'LCE2A', 'SNORA5B', 'CHODL-AS1', 'C3ORF79', 'FAM25BP', 'CLCA1', 'GLYATL3', 'IGF2BP2-AS1', 'KRTAP4-11', 'SLC28A2', 'LINC00305', 'TYR', 'CELA2B', 'KLHL40', 'CLC', 'PROL1', 'CCL15-CCL14', 'GLYCAM1', 'ZNF536', 'DEFB109P1', 'FXYD4', 'OR8U1', 'PSMB11', 'CSH2', 'IL37', 'CA5A', 'OR2B3', 'SPANXN4', 'SOX1', 'ZNF804B', 'CELA2A', 'FAM153C', 'OR8D4', 'SPANXN1', 'OR2T12', 'CT47A11', 'OR13C9', 'FNDC7', 'OR7C2', 'C22ORF42', 'OR5K3', 'OR6C76', 'GLRA4', 'C12ORF40', 'CNTNAP5', 'PAQR9', 'APOA2', 'OR2AE1', 'OR8H1', 'GAGE2C', 'TMEM179', 'IFNA14', 'PGM5-AS1', 'HAO2', 'IQCF2', 'DMBT1P1', 'OR2M2', 'PPBPP1', 'SPIC', 'TSPYL6', 'CD300LD', 'TEX33', 'OR6C4', 'OLIG2', 'AHSP', 'IFNA21', 'LOC440040', 'SNORD115-7', 'DEFB128', 'SLC6A19', 'OR4S2', 'CST13P', 'GABRA6', 'LINC00314', 'DUSP21', 'TEX36-AS1', 'OR2C3', 'ZPBP', 'KRTAP1-3', 'FGF4', 'CD5L', 'CDKL4', 'NPHS2', 'CABS1', 'LOC100129935', 'PSG8', 'OR52A4P', 'LYPD8', 'HTR3B', 'KRTDAP', 'C4ORF51', 'OR4B1', 'RNASE8', 'HFE2', 'GNAT1', 'MOS', 'OR52N5', 'IQCF6', 'DNAJC5G', 'DDI1', 'OR6B1', 'TMEM196', 'ZNF735', 'PLCZ1', 'TTTY2', 'C17ORF64', 'GOLGA8EP', 'SPRR4', 'SCARNA22', 'PLSCR5', 'ARL5C', 'PRB1', 'GOT1L1', 'SOST', 'KRT2', 'KRTAP4-5', 'FAM24A', 'OR6C2', 'PABPC1L2A', 'OR4A16', 'OR52A5', 'MS4A10', 'DNMT3L', 'MORC1', 'VRTN', 'TSPY2', 'NPBWR2', 'TSPY1', 'VSTM2B', 'ARG1', 'PWRN2', 'LILRP2', 'KRTAP21-2', 'OR14C36', 'TAGLN3', 'LRRC7', 'TEX13B', 'LY6G6D', 'OR5H1', 'SLC25A3P1', 'LINC01020', 'OR1B1', 'GJD2', 'LGALS14', 'GABRA1', 'OR2T29', 'BSX', 'PRAMEF5', 'CFC1B', 'TMIGD1', 'ACSM2A', 'KRTAP12-3', 'URAD', 'SYCP1', 'NCOR1P1', 'SNORD116-19', 'SNORA69', 'FAM183CP', 'SNORA28', 'GHSR', 'CCDC38', 'MRGPRX1', 'OR1M1', 'ZAR1L', 'OR6S1', 'H1FNT', 'OR4D11', 'HAND1', 'LINC00200', 'OR52B4', 'OR4F15', 'OR8J3', 'HTR5A', 'DAZL', 'RAB9BP1', 'SNORA32', 'C10ORF53', 'KRTAP19-8', 'IFNA16', 'OR2L2', 'TGIF2LX', 'F13B', 'FAM71A', 'OR11L1', 'OR9A2', 'OR8B3', 'TXLNGY', 'ZCCHC13', 'HBG1', 'OR2M3', 'GUCA2B', 'CLEC6A', 'NXF2B', 'OR10V1', 'OR10A5', 'SNORA51', 'OTX2', 'GRIN2B', 'TMPRSS11F', 'WFDC5', 'IL31', 'OR8S1', 'FGF23', 'OR5H14', 'HMHB1', 'PSG7', 'C18ORF42', 'LINC00895', 'MS4A6E', 'PPY', 'GOLGA6D', 'SCGB1C1', 'NOX3', 'KRTAP10-12', 'OR1N1', 'ASB17', 'ADAM18', 'ITLN2', 'RPL13AP17', 'OR1S2', 'KRTAP10-11', 'VWC2L', 'OR2G2', 'OR8G5', 'TAAR9', 'BRDTP1', 'PLG', 'SSX5', 'LEUTX', 'OR4D9', 'PWAR4', 'CRYAA', 'MAGEA10', 'TTTY14', 'TPD52L3', 'HIST1H4F', 'LINC01205', 'GDNF', 'SNORA34', 'CAPZA3', 'POTED', 'GPR52', 'MMP23A', 'LINC00636', 'ARSF', 'TCP10L2', 'SNORD89', 'XAGE5', 'C2ORF83', 'KRTAP12-2', 'COL6A4P1', 'TSGA13', 'LOC391343', 'ALOX12B', 'BTNL3', 'LOC391003', 'CYP11B2', 'CFHR4', 'SNORA70B', 'SFTA3', 'FAM27B', 'FMR1NB', 'HBD', 'RSPH6A', 'OR5T2', 'ANKUB1', 'OR4S1', 'BPIFA3', 'TRIM51', 'CYP2W1', 'OR9G4', 'CASC8', 'OPN1MW', 'SLC38A8', 'SSX8', 'ACTR3BP2', 'PROKR1', 'FOXN3-AS2', 'ARR3', 'OR56A1', 'ACTRT2', 'INSM2', 'P2RX3', 'ARHGAP36', 'HNRNPCL1', 'TBC1D28', 'DMRT1', 'SDR16C6P', 'LINC00469', 'TAS2R60', 'STATH', 'KHDC1L', 'LINC00111', 'SLC13A1', 'ANKRD18DP', 'PF4', 'POTEH', 'C11ORF94', 'RESP18', 'EDDM3A', 'RTP2', 'DAOA', 'ASB18', 'C20ORF173', 'TKTL2', 'ADGRG7', 'OR4C16', 'DEFB126', 'DEFB129', 'GAGE1', 'OR4F5', 'ZIM3', 'IFITM5', 'OR6Y1', 'OR7A17', 'LINC00114', 'SPACA7', 'DUXA', 'OR6B3', 'DEFB104A', 'LHX9', 'SOX3', 'YWHAEP7', 'OR8H2', 'LGI3', 'FAM169B', 'PRAMEF20', 'CTRB1', 'LINC01566', 'KRTAP19-2', 'RGS8', 'MYBPHL', 'KRTAP6-1', 'KRTAP25-1', 'TRPV5', 'LINC00523', 'WFDC8', 'TCP10', 'GAGE2D', 'KCNQ1DN', 'TAS2R13', 'CPLX4', 'OR52H1', 'CLRN2', 'TMEM72', 'HSFY2', 'OR2T35', 'SFTPC', 'OR4K17', 'KRTAP13-1', 'SPANXA2', 'CCKAR', 'MYF5', 'TMEM202', 'GABRG3', 'AVPR1B', 'OR4K2', 'FCAMR', 'ASAP1-IT1', 'INS', 'CGB5', 'MMD2', 'CNTNAP4', 'LCNL1', 'FDCSP', 'KLK9', 'OLFM3', 'GH1', 'MAGEB6', 'CCDC166', 'LINC01101', 'SPDYC', 'MBD3L5', 'CRNN', 'LINC00113', 'CRLF2', 'NEU2', 'BEND2', 'HPD', 'OR8G2', 'OR14I1', 'SVOP', 'FAM71C', 'OLIG1', 'YIPF7', 'TPTE', 'IQCJ', 'OTOL1', 'IZUMO1R', 'LIPN', 'PRDM14', 'CYLC2', 'OR10H2', 'FAM27L', 'LRRTM1', 'OLAH', 'PRKAG3', 'HOXC12', 'PSG11', 'LOC285847', 'TARM1', 'DNTT', 'XAGE3', 'ALPPL2', 'FTMT', 'TCEB3C', 'FRMPD4', 'RHAG', 'SNORD115-26', 'GUCY2EP', 'KRTAP10-7', 'NANOS2', 'KRTAP10-1', 'SCN1A', 'KRT85', 'DEFB110', 'DAW1', 'OR4D6', 'LPO', 'BARHL2', 'OPRD1', 'DISC2', 'OR5H6', 'ABRA', 'OR5M10', 'IL17F', 'UGT2A3', 'C9ORF135', 'XKR7', 'PYDC2', 'UCMA', 'NKX1-2', 'LOC646813', 'OR1L1', 'TFF2', 'F11', 'OR6B2', 'SNORA59B', 'LCE1D', 'C20ORF166-AS1', 'PISRT1', 'TTTY15', 'C1ORF146', 'LCN9', 'TBC1D3P2', 'SNORA16B', 'FBXW12', 'MYBPC2', 'TMEM207', 'EPS8L3', 'SPATA19', 'SLC2A2', 'TTTY9B', 'TTTY8', 'ANXA8L1', 'SBSN', 'ADAM29', 'REG4', 'CHIAP2', 'ANP32D', 'GRK1', 'SPACA3', 'IGLL3P', 'CXADRP2', 'CETN1', 'IL26', 'CGB8', 'OR2M7', 'HBG2', 'FRMPD2B', 'CPLX3', 'OR4C12', 'ZNF679', 'SULT1C3', 'IVL', 'GUCY2F', 'GAGE2B', 'KRTAP21-1', 'SNORD94', 'PCGEM1', 'LMNTD1', 'MAGEA1', 'UGT1A5', 'DEFB134', 'CALR3', 'PSKH2', 'SNCB', 'FKBP6', 'PRAMEF1', 'MOGAT3', 'CYP7A1', 'POM121L2', 'CNGB1', 'GBX2', 'OR1E2', 'OR51I2', 'NYX', 'HAO1', 'LYZL1', 'OR51G2', 'NKX2-1', 'OR52E8', 'ZNF705A', 'OR5M8', 'LOC729609', 'OR6K6', 'GOLGA6L1', 'LINC00032', 'SATB2-AS1', 'ALX4', 'CCL24', 'FAM74A3', 'LINC00923', 'KCNK4', 'SNORA1', 'SNAR-F', 'SNORA84', 'TMEM88B', 'HTR3E', 'SLITRK3', 'SYCN', 'SLC25A31', 'KRTAP19-6', 'LINC00608', 'IFNA13', 'TSKS', 'SRY', 'TRHR', 'RPL3L', 'MAP3K15', 'BMP15', 'CRYGB', 'KGFLP1', 'ALLC', 'C10ORF120', 'DMRTB1', 'KRTAP2-1', 'NTS', 'INSC', 'DPPA2', 'RAX2', 'MUSK', 'CLRN1-AS1', 'TRIML1', 'TFAMP1', 'DKFZP434K028', 'FFAR1', 'KCNIP4-IT1', 'PROKR2', 'SLC6A5', 'NLRP13', 'POU6F2', 'FAM138D', 'LOC286238', 'OACYLP', 'CT47B1', 'OR1K1', 'GDPD2', 'DEFB123', 'ADGRD2', 'ANGPTL3', 'OR51F2', 'NKX2-3', 'KCNMB2', 'SLC36A3', 'CD200R1L', 'LCN1', 'MGC27382', 'MUC2', 'SPRR2E', 'LINC00520', 'MAGEA9B', 'GAGE12F', 'FOXD4L3', 'KIR3DL3', 'PTX4', 'AKR1C8P', 'CDRT15', 'GCSAML-AS1', 'LINC00575', 'IFNA7', 'LINC00479', 'HGC6.3', 'OR6A2', 'SLC10A1', 'CTRC', 'LINC00202-2', 'OR13C3', 'LINC01565', 'KRT25', 'ARL13A', 'KRTAP19-3', 'PAPOLB', 'MTVR2', 'SLC9C1', 'ADGRG4', 'IL36RN', 'LRRC30', 'KRTAP9-2', 'USP26', 'C12ORF50', 'KRT71', 'TRIM48', 'LHCGR', 'FAM71B', 'USP17L6P', 'BPIFB4', 'C6ORF10', 'OR7D4', 'LINC00303', 'USH1C', 'OCSTAMP', 'EDDM3B', 'CSN3', 'DAZ1', 'KRTAP10-6', 'OR2M4', 'DMRTC1', 'MAGEA6', 'ODF3', 'TNP1', 'AMER3', 'HULC', 'OR10W1', 'OR12D2', 'FOXR1', 'OR7G3', 'SLC17A6', 'PRB4', 'LINC01312', 'RPS4Y2', 'LINC00410', 'GUCA1C', 'KRTAP1-1', 'NKAIN3', 'NEUROD1', 'AQP2', 'XIRP2', 'CER1', 'SPOCK3', 'ACSM4', 'FAM170B', 'SPZ1', 'OR5M3', 'GKN2', 'KRTAP4-3', 'KRTAP1-5', 'FAM224B', 'ACSM2B', 'CRYGC', 'BTF3P11', 'OVCH1', 'BCYRN1', 'POTEG', 'BTN1A1', 'OR51B5', 'CHRNB3', 'GNAT3', 'FAM205A', 'LOC647859', 'HTR1A', 'PTH2', 'CALCB', 'SLC5A8', 'SLC5A7', 'OR1L4', 'LINC00304', 'TDH', 'HBE1', 'DMP1', 'MAGEB3', 'CNTN5', 'FAM19A1', 'OR2T10', 'FAM19A4', 'OR2AG1', 'FBXO47', 'HCRTR1', 'SHH', 'KCNG4', 'PRAC1', 'OR51M1', 'NLRP8', 'SHD', 'BPIFB3', 'SPANXN3', 'AHSG', 'OR13H1', 'SSX9', 'SERPINB12', 'LOC284798', 'LINC00671', 'NUTM1', 'KRT83', 'RFX6', 'SCTR', 'NCAN', 'LINC01142', 'OR7G2', 'AATK-AS1', 'H3F3AP5', 'SLC22A10', 'KRTAP11-1', 'FAM138B', 'C2ORF27B', 'GPHA2', 'DSCR10', 'CRISP2', 'UROC1', 'PPP1R2P9', 'DCT', 'PRL', 'POU4F2', 'HTR2C', 'NYAP2', 'SNORA76C', 'AVP', 'OR2G6', 'PTCHD3', 'AADACL3', 'TMEM14E', 'CLEC4G', 'HIST1H3A', 'PCP4', 'PPY2P', 'UGT1A4', 'GPR22', 'OR5H2', 'AIRE', 'KLRC4', 'OR2L8', 'AKR1D1', 'KCNJ16', 'TRIM75P', 'TRIM55', 'ARL14', 'CPA2', 'NF1P2', 'ISL1', 'ASB15', 'SPATA22', 'SPATA3', 'SSTR3', 'HIST2H2AB', 'OR2A14', 'LINC00207', 'IFNW1', 'SPATA45', 'CNGA2', 'POU4F3', 'SLC22A13', 'C16ORF90', 'GFI1B', 'APCS', 'C6ORF118', 'LOC145845', 'SNORA71B', 'SNORA62', 'PPAN-P2RY11', 'PCDH8', 'SNORA80E', 'FOXE3', 'NXPE1', 'UGT2B10', 'DEFB131', 'CACNG7', 'PRO0611', 'DEFB118', 'PCSK2', 'USP50', 'FAM170A', 'GNAS-AS1', 'LOC392196', 'ZFY', 'LOC400794', 'C1ORF140', 'CT47A6', 'MYH16', 'MIR1-1HG', 'C1ORF94', 'CGB2', 'CT47A7', 'MYL2', 'TMEM132D', 'CA4', 'MAGEA12', 'IGLL1', 'SLC4A9', 'LOC100132831', 'LRRC74A', 'OR10AD1', 'OR4D10', 'CALHM3', 'GH2', 'TDRG1', 'HPVC1', 'TMPRSS11B', 'HBM', 'SLC39A12', 'SLC22A12', 'IFNL1', 'RAPGEF4-AS1', 'ANKRD34C', 'ART1', 'GABRB1', 'OR2A12', 'DNAJC25-GNG10', 'LINC00710', 'ASB10', 'OR2A2', 'ZFAT-AS1', 'LINC00691', 'SH2D7', 'LINC01591', 'LINC00452', 'SCGB3A2', 'FAM47C', 'CSNK1A1P1', 'PRR32', 'SNORA72', 'GPR139', 'NEUROD6', 'KRTAP6-2', 'OR5B17', 'PDX1', 'ADRB3', 'GBA3', 'MTNR1A', 'GPR50', 'SPRR1B', 'MUC13', 'GPR61', 'KRTAP12-1', 'GSC2', 'GPRC6A', 'ANKRD20A20P', 'TRPM3', 'FERD3L', 'VIL1', 'CST9L', 'APOA5', 'NEUROG1', 'B4GALNT2', 'SNORA27', 'LHFPL4', 'C11ORF87', 'PRAMEF16', 'OR51L1', 'NKX6-2', 'SNORA2B', 'PRDM9', 'BANF2', 'PRSS1', 'PRSS57', 'OR51T1', 'VWA5B1', 'ZSCAN10', 'TKTL1', 'VSTM5', 'OTOP1', 'PRSS48', 'PAEP', 'SERPINB11', 'LINC00336', 'SPINK14', 'SNORA16A', 'RAET1L', 'SST', 'SSX2', 'CDHR5', 'NPSR1-AS1', 'C4ORF50', 'FOXG1', 'B3GALT1', 'TMEM252', 'PSAPL1', 'GOLGA2P6', 'PACRG-AS1', 'INS-IGF2', 'ZG16', 'MT1B', 'BET1P1', 'ITPK1-AS1', 'HYMAI', 'NHLH2', 'FAM71E2', 'FEZF1', 'OR52K2', 'NPY', 'MEP1A', 'OR2T2', 'SYT14P1', 'ADGRE3', 'OR3A2', 'SCARNA8', 'TRIM49', 'TRIM49D2', 'CLLU1', 'MAGEA11', 'OR2K2', 'BAGE', 'C9ORF171', 'NPSR1', 'CLEC4M', 'GJB4', 'ACTL7B', 'LINC00244', 'CPN1', 'OTC', 'CTRB2', 'FRMPD2', 'C1ORF158', 'SPINT3', 'GCGR', 'OR4D1', 'SNORA67', 'GCKR', 'C17ORF78', 'SNORA38', 'NPPC', 'MBL2', 'KLK13', 'KRTAP3-2', 'TAS2R42', 'CCER1', 'RNF222', 'SLCO1A2', 'DACH2', 'IFNL2', 'CACNG3', 'PASD1', 'LOC100130264', 'IL13', 'FER1L6', 'DMRTC2', 'CYP1A2', 'OPRM1', 'OR12D3', 'FAM9B', 'FRG2DP', 'CMTM5', 'TNP2', 'TP53TG5', 'LINC00964', 'CHRNA9', 'MAS1L', 'CCDC54', 'F2', 'C12ORF56', 'CLRN1', 'S100A12', 'OR5M1', 'CYP2A7', 'OR5K1', 'POU4F1', 'ATOH7', 'VCX3A', 'MYADML', 'SLITRK1', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.43619721536848943
		RMSE:  0.9218173342266688
		NRMSE:  0.18131733560713392
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5414936126562622
		RMSE:  0.7610450185362576
		NRMSE:  0.2487969592128731
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999997
		Spearman Correlation:  0.9999999807346924
		Coefficient of Determination:  1.0
		RMSE:  3.1665789513353546e-15
		NRMSE:  6.228518787048298e-16
		MAPE:  1.543068252145602e-12
		Pearson Correlation:  0.010844019549723265
		Spearman Correlation:  0.07807329268444745
		Coefficient of Determination:  -2.6945073792858176
		RMSE:  1.178196564417447
		NRMSE:  0.3851700168091297
		MAPE:  1125.8371604803115

	Predictor:  ElasticNet
		Pearson Correlation:  0.8957886847281182
		Spearman Correlation:  0.8947538178830453
		Coefficient of Determination:  0.7615890190100636
		RMSE:  0.37557870288423373
		NRMSE:  0.07387464651538823
		MAPE:  136.5525925596509
		Pearson Correlation:  0.0625878442380667
		Spearman Correlation:  0.14242322223469123
		Coefficient of Determination:  -0.23192274988770567
		RMSE:  0.6803481693481469
		NRMSE:  0.22241595650336618
		MAPE:  827.9910211886247

	Predictor:  RandomForests
		Pearson Correlation:  0.607194432048588
		Spearman Correlation:  0.5963183033428682
		Coefficient of Determination:  0.24953568153897454
		RMSE:  0.66635069405492
		NRMSE:  0.1310681931657986
		MAPE:  334.7958998767034
		Pearson Correlation:  0.03724568992909676
		Spearman Correlation:  0.018905472636815922
		Coefficient of Determination:  -0.06457394119555171
		RMSE:  0.6324517497858498
		NRMSE:  0.2067579030977965
		MAPE:  1111.1968978550617

Protein:  CCNE1
x_train_column_count:  380
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'OR2W1', 'GABRA4', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'LCE5A', 'RAG2', 'CTSL3P', 'OR8K3', 'SNORA36B', 'MS4A5', 'PRSS54', 'SNAR-G1', 'FGF6', 'BTBD17', 'LCE2D', 'OR9K2', 'FGF22', 'DEFB127', 'SMCP', 'MRGPRG-AS1', 'OR52A1', 'MROH5', 'FAM150A', 'SNORA36A', 'REXO1L6P', 'FAM92A1P2', 'ST8SIA3', 'CHAT', 'LHX3', 'HNF1B', 'CTXN3', 'HYALP1', 'CT47A2', 'HES3', 'SLC18A3', 'AMBN', 'FAM41AY1', 'SNAR-I', 'DEFB113', 'OR8I2', 'TBC1D21', 'SNAR-E', 'C11ORF40', 'SNORA58', 'FLG2', 'OC90', 'OR51A2', 'SSX6', 'GJA10', 'SEC14L3', 'NR0B1', 'CSN2', 'OR2T34', 'CFHR2', 'SMR3B', 'DEFB119', 'SNORD8', 'OR4M2', 'HHLA1', 'OLIG3', 'SPATA31A3', 'OR10T2', 'LOC727924', 'BARHL1', 'LINC01548', 'ATP4B', 'LELP1', 'C17ORF102', 'SPRR2G', 'SNAR-A13', 'LCE1F', 'SPAM1', 'TTTY21', 'CABP5', 'LRTM1', 'GYPA', 'LCE2A', 'SNORA5B', 'CHODL-AS1', 'C3ORF79', 'FAM25BP', 'CLCA1', 'GLYATL3', 'IGF2BP2-AS1', 'KRTAP4-11', 'SLC28A2', 'LINC00305', 'TYR', 'CELA2B', 'KLHL40', 'CLC', 'PROL1', 'CCL15-CCL14', 'GLYCAM1', 'ZNF536', 'DEFB109P1', 'FXYD4', 'OR8U1', 'PSMB11', 'CSH2', 'IL37', 'CA5A', 'OR2B3', 'SPANXN4', 'SOX1', 'ZNF804B', 'CELA2A', 'FAM153C', 'OR8D4', 'SPANXN1', 'OR2T12', 'CT47A11', 'OR13C9', 'FNDC7', 'OR7C2', 'C22ORF42', 'OR5K3', 'OR6C76', 'GLRA4', 'C12ORF40', 'CNTNAP5', 'PAQR9', 'APOA2', 'OR2AE1', 'OR8H1', 'GAGE2C', 'TMEM179', 'IFNA14', 'PGM5-AS1', 'HAO2', 'IQCF2', 'DMBT1P1', 'OR2M2', 'PPBPP1', 'SPIC', 'TSPYL6', 'CD300LD', 'TEX33', 'OR6C4', 'OLIG2', 'AHSP', 'IFNA21', 'LOC440040', 'SNORD115-7', 'DEFB128', 'SLC6A19', 'OR4S2', 'CST13P', 'GABRA6', 'LINC00314', 'DUSP21', 'TEX36-AS1', 'OR2C3', 'ZPBP', 'KRTAP1-3', 'FGF4', 'CD5L', 'CDKL4', 'NPHS2', 'CABS1', 'LOC100129935', 'PSG8', 'OR52A4P', 'LYPD8', 'HTR3B', 'KRTDAP', 'C4ORF51', 'OR4B1', 'RNASE8', 'HFE2', 'GNAT1', 'MOS', 'OR52N5', 'IQCF6', 'DNAJC5G', 'DDI1', 'OR6B1', 'TMEM196', 'ZNF735', 'PLCZ1', 'TTTY2', 'C17ORF64', 'GOLGA8EP', 'SPRR4', 'SCARNA22', 'PLSCR5', 'ARL5C', 'PRB1', 'GOT1L1', 'SOST', 'KRT2', 'KRTAP4-5', 'FAM24A', 'OR6C2', 'PABPC1L2A', 'OR4A16', 'OR52A5', 'MS4A10', 'DNMT3L', 'MORC1', 'VRTN', 'TSPY2', 'NPBWR2', 'TSPY1', 'VSTM2B', 'ARG1', 'PWRN2', 'LILRP2', 'KRTAP21-2', 'OR14C36', 'TAGLN3', 'LRRC7', 'TEX13B', 'LY6G6D', 'OR5H1', 'SLC25A3P1', 'LINC01020', 'OR1B1', 'GJD2', 'LGALS14', 'GABRA1', 'OR2T29', 'BSX', 'PRAMEF5', 'CFC1B', 'TMIGD1', 'ACSM2A', 'KRTAP12-3', 'URAD', 'SYCP1', 'NCOR1P1', 'SNORD116-19', 'SNORA69', 'FAM183CP', 'SNORA28', 'GHSR', 'CCDC38', 'MRGPRX1', 'OR1M1', 'ZAR1L', 'OR6S1', 'H1FNT', 'OR4D11', 'HAND1', 'LINC00200', 'OR52B4', 'OR4F15', 'OR8J3', 'HTR5A', 'DAZL', 'RAB9BP1', 'SNORA32', 'C10ORF53', 'KRTAP19-8', 'IFNA16', 'OR2L2', 'TGIF2LX', 'F13B', 'FAM71A', 'OR11L1', 'OR9A2', 'OR8B3', 'TXLNGY', 'ZCCHC13', 'HBG1', 'OR2M3', 'GUCA2B', 'CLEC6A', 'NXF2B', 'OR10V1', 'OR10A5', 'SNORA51', 'OTX2', 'GRIN2B', 'TMPRSS11F', 'WFDC5', 'IL31', 'OR8S1', 'FGF23', 'OR5H14', 'HMHB1', 'PSG7', 'C18ORF42', 'LINC00895', 'MS4A6E', 'PPY', 'GOLGA6D', 'SCGB1C1', 'NOX3', 'KRTAP10-12', 'OR1N1', 'ASB17', 'ADAM18', 'ITLN2', 'RPL13AP17', 'OR1S2', 'KRTAP10-11', 'VWC2L', 'OR2G2', 'OR8G5', 'TAAR9', 'BRDTP1', 'PLG', 'SSX5', 'LEUTX', 'OR4D9', 'PWAR4', 'CRYAA', 'MAGEA10', 'TTTY14', 'TPD52L3', 'HIST1H4F', 'LINC01205', 'GDNF', 'SNORA34', 'CAPZA3', 'POTED', 'GPR52', 'MMP23A', 'LINC00636', 'ARSF', 'TCP10L2', 'SNORD89', 'XAGE5', 'C2ORF83', 'KRTAP12-2', 'COL6A4P1', 'TSGA13', 'LOC391343', 'ALOX12B', 'BTNL3', 'LOC391003', 'CYP11B2', 'CFHR4', 'SNORA70B', 'SFTA3', 'FAM27B', 'FMR1NB', 'HBD', 'RSPH6A', 'OR5T2', 'ANKUB1', 'OR4S1', 'BPIFA3', 'TRIM51', 'CYP2W1', 'OR9G4', 'CASC8', 'OPN1MW', 'SLC38A8', 'SSX8', 'ACTR3BP2', 'PROKR1', 'FOXN3-AS2', 'ARR3', 'OR56A1', 'ACTRT2', 'INSM2', 'P2RX3', 'ARHGAP36', 'HNRNPCL1', 'TBC1D28', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.3882525061775621
		RMSE:  0.8073510115699897
		NRMSE:  0.1948381908849554
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.2068608862157744
		RMSE:  0.7484097025916991
		NRMSE:  0.3260050104942715
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5224229806426052
		NRMSE:  0.12607644873967835
		MAPE:  105.82433067667067
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010783677474574871
		RMSE:  0.36685077747270034
		NRMSE:  0.1597990928573857
		MAPE:  133.3645349232411

	Predictor:  LinearRegression
		Pearson Correlation:  0.9506042964924557
		Spearman Correlation:  0.8369049767817409
		Coefficient of Determination:  0.903648528509917
		RMSE:  0.16216287989193945
		NRMSE:  0.039134802203812886
		MAPE:  30.66098126173889
		Pearson Correlation:  0.04014547659846672
		Spearman Correlation:  0.33467499594758043
		Coefficient of Determination:  -452480.27872921235
		RMSE:  245.44864634701287
		NRMSE:  106.91669048526065
		MAPE:  2886.5587340728953

	Predictor:  ElasticNet
		Pearson Correlation:  0.8825331577543224
		Spearman Correlation:  0.7428459678781444
		Coefficient of Determination:  0.7653326612309621
		RMSE:  0.2530746219842675
		NRMSE:  0.06107455220799467
		MAPE:  61.65825775088669
		Pearson Correlation:  0.6428434414627986
		Spearman Correlation:  0.5437449344754923
		Coefficient of Determination:  0.40612699401029206
		RMSE:  0.2811946971383004
		NRMSE:  0.12248756245951144
		MAPE:  94.6368988925641

	Predictor:  RandomForests
		Pearson Correlation:  0.8633610980603431
		Spearman Correlation:  0.7272684119539691
		Coefficient of Determination:  0.742184369182501
		RMSE:  0.2652631330213
		NRMSE:  0.0640160081621015
		MAPE:  55.768678567224825
		Pearson Correlation:  0.7730644965426068
		Spearman Correlation:  0.6681455802541714
		Coefficient of Determination:  0.5390810488935164
		RMSE:  0.24772658523446808
		NRMSE:  0.10790895379817401
		MAPE:  79.73369783711594

Protein:  CCND1
x_train_column_count:  877
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'OR2W1', 'GABRA4', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'LCE5A', 'RAG2', 'CTSL3P', 'OR8K3', 'SNORA36B', 'MS4A5', 'PRSS54', 'SNAR-G1', 'FGF6', 'BTBD17', 'LCE2D', 'OR9K2', 'FGF22', 'DEFB127', 'SMCP', 'MRGPRG-AS1', 'OR52A1', 'MROH5', 'FAM150A', 'SNORA36A', 'REXO1L6P', 'FAM92A1P2', 'ST8SIA3', 'CHAT', 'LHX3', 'HNF1B', 'CTXN3', 'HYALP1', 'CT47A2', 'HES3', 'SLC18A3', 'AMBN', 'FAM41AY1', 'SNAR-I', 'DEFB113', 'OR8I2', 'TBC1D21', 'SNAR-E', 'C11ORF40', 'SNORA58', 'FLG2', 'OC90', 'OR51A2', 'SSX6', 'GJA10', 'SEC14L3', 'NR0B1', 'CSN2', 'OR2T34', 'CFHR2', 'SMR3B', 'DEFB119', 'SNORD8', 'OR4M2', 'HHLA1', 'OLIG3', 'SPATA31A3', 'OR10T2', 'LOC727924', 'BARHL1', 'LINC01548', 'ATP4B', 'LELP1', 'C17ORF102', 'SPRR2G', 'SNAR-A13', 'LCE1F', 'SPAM1', 'TTTY21', 'CABP5', 'LRTM1', 'GYPA', 'LCE2A', 'SNORA5B', 'CHODL-AS1', 'C3ORF79', 'FAM25BP', 'CLCA1', 'GLYATL3', 'IGF2BP2-AS1', 'KRTAP4-11', 'SLC28A2', 'LINC00305', 'TYR', 'CELA2B', 'KLHL40', 'CLC', 'PROL1', 'CCL15-CCL14', 'GLYCAM1', 'ZNF536', 'DEFB109P1', 'FXYD4', 'OR8U1', 'PSMB11', 'CSH2', 'IL37', 'CA5A', 'OR2B3', 'SPANXN4', 'SOX1', 'ZNF804B', 'CELA2A', 'FAM153C', 'OR8D4', 'SPANXN1', 'OR2T12', 'CT47A11', 'OR13C9', 'FNDC7', 'OR7C2', 'C22ORF42', 'OR5K3', 'OR6C76', 'GLRA4', 'C12ORF40', 'CNTNAP5', 'PAQR9', 'APOA2', 'OR2AE1', 'OR8H1', 'GAGE2C', 'TMEM179', 'IFNA14', 'PGM5-AS1', 'HAO2', 'IQCF2', 'DMBT1P1', 'OR2M2', 'PPBPP1', 'SPIC', 'TSPYL6', 'CD300LD', 'TEX33', 'OR6C4', 'OLIG2', 'AHSP', 'IFNA21', 'LOC440040', 'SNORD115-7', 'DEFB128', 'SLC6A19', 'OR4S2', 'CST13P', 'GABRA6', 'LINC00314', 'DUSP21', 'TEX36-AS1', 'OR2C3', 'ZPBP', 'KRTAP1-3', 'FGF4', 'CD5L', 'CDKL4', 'NPHS2', 'CABS1', 'LOC100129935', 'PSG8', 'OR52A4P', 'LYPD8', 'HTR3B', 'KRTDAP', 'C4ORF51', 'OR4B1', 'RNASE8', 'HFE2', 'GNAT1', 'MOS', 'OR52N5', 'IQCF6', 'DNAJC5G', 'DDI1', 'OR6B1', 'TMEM196', 'ZNF735', 'PLCZ1', 'TTTY2', 'C17ORF64', 'GOLGA8EP', 'SPRR4', 'SCARNA22', 'PLSCR5', 'ARL5C', 'PRB1', 'GOT1L1', 'SOST', 'KRT2', 'KRTAP4-5', 'FAM24A', 'OR6C2', 'PABPC1L2A', 'OR4A16', 'OR52A5', 'MS4A10', 'DNMT3L', 'MORC1', 'VRTN', 'TSPY2', 'NPBWR2', 'TSPY1', 'VSTM2B', 'ARG1', 'PWRN2', 'LILRP2', 'KRTAP21-2', 'OR14C36', 'TAGLN3', 'LRRC7', 'TEX13B', 'LY6G6D', 'OR5H1', 'SLC25A3P1', 'LINC01020', 'OR1B1', 'GJD2', 'LGALS14', 'GABRA1', 'OR2T29', 'BSX', 'PRAMEF5', 'CFC1B', 'TMIGD1', 'ACSM2A', 'KRTAP12-3', 'URAD', 'SYCP1', 'NCOR1P1', 'SNORD116-19', 'SNORA69', 'FAM183CP', 'SNORA28', 'GHSR', 'CCDC38', 'MRGPRX1', 'OR1M1', 'ZAR1L', 'OR6S1', 'H1FNT', 'OR4D11', 'HAND1', 'LINC00200', 'OR52B4', 'OR4F15', 'OR8J3', 'HTR5A', 'DAZL', 'RAB9BP1', 'SNORA32', 'C10ORF53', 'KRTAP19-8', 'IFNA16', 'OR2L2', 'TGIF2LX', 'F13B', 'FAM71A', 'OR11L1', 'OR9A2', 'OR8B3', 'TXLNGY', 'ZCCHC13', 'HBG1', 'OR2M3', 'GUCA2B', 'CLEC6A', 'NXF2B', 'OR10V1', 'OR10A5', 'SNORA51', 'OTX2', 'GRIN2B', 'TMPRSS11F', 'WFDC5', 'IL31', 'OR8S1', 'FGF23', 'OR5H14', 'HMHB1', 'PSG7', 'C18ORF42', 'LINC00895', 'MS4A6E', 'PPY', 'GOLGA6D', 'SCGB1C1', 'NOX3', 'KRTAP10-12', 'OR1N1', 'ASB17', 'ADAM18', 'ITLN2', 'RPL13AP17', 'OR1S2', 'KRTAP10-11', 'VWC2L', 'OR2G2', 'OR8G5', 'TAAR9', 'BRDTP1', 'PLG', 'SSX5', 'LEUTX', 'OR4D9', 'PWAR4', 'CRYAA', 'MAGEA10', 'TTTY14', 'TPD52L3', 'HIST1H4F', 'LINC01205', 'GDNF', 'SNORA34', 'CAPZA3', 'POTED', 'GPR52', 'MMP23A', 'LINC00636', 'ARSF', 'TCP10L2', 'SNORD89', 'XAGE5', 'C2ORF83', 'KRTAP12-2', 'COL6A4P1', 'TSGA13', 'LOC391343', 'ALOX12B', 'BTNL3', 'LOC391003', 'CYP11B2', 'CFHR4', 'SNORA70B', 'SFTA3', 'FAM27B', 'FMR1NB', 'HBD', 'RSPH6A', 'OR5T2', 'ANKUB1', 'OR4S1', 'BPIFA3', 'TRIM51', 'CYP2W1', 'OR9G4', 'CASC8', 'OPN1MW', 'SLC38A8', 'SSX8', 'ACTR3BP2', 'PROKR1', 'FOXN3-AS2', 'ARR3', 'OR56A1', 'ACTRT2', 'INSM2', 'P2RX3', 'ARHGAP36', 'HNRNPCL1', 'TBC1D28', 'DMRT1', 'SDR16C6P', 'LINC00469', 'TAS2R60', 'STATH', 'KHDC1L', 'LINC00111', 'SLC13A1', 'ANKRD18DP', 'PF4', 'POTEH', 'C11ORF94', 'RESP18', 'EDDM3A', 'RTP2', 'DAOA', 'ASB18', 'C20ORF173', 'TKTL2', 'ADGRG7', 'OR4C16', 'DEFB126', 'DEFB129', 'GAGE1', 'OR4F5', 'ZIM3', 'IFITM5', 'OR6Y1', 'OR7A17', 'LINC00114', 'SPACA7', 'DUXA', 'OR6B3', 'DEFB104A', 'LHX9', 'SOX3', 'YWHAEP7', 'OR8H2', 'LGI3', 'FAM169B', 'PRAMEF20', 'CTRB1', 'LINC01566', 'KRTAP19-2', 'RGS8', 'MYBPHL', 'KRTAP6-1', 'KRTAP25-1', 'TRPV5', 'LINC00523', 'WFDC8', 'TCP10', 'GAGE2D', 'KCNQ1DN', 'TAS2R13', 'CPLX4', 'OR52H1', 'CLRN2', 'TMEM72', 'HSFY2', 'OR2T35', 'SFTPC', 'OR4K17', 'KRTAP13-1', 'SPANXA2', 'CCKAR', 'MYF5', 'TMEM202', 'GABRG3', 'AVPR1B', 'OR4K2', 'FCAMR', 'ASAP1-IT1', 'INS', 'CGB5', 'MMD2', 'CNTNAP4', 'LCNL1', 'FDCSP', 'KLK9', 'OLFM3', 'GH1', 'MAGEB6', 'CCDC166', 'LINC01101', 'SPDYC', 'MBD3L5', 'CRNN', 'LINC00113', 'CRLF2', 'NEU2', 'BEND2', 'HPD', 'OR8G2', 'OR14I1', 'SVOP', 'FAM71C', 'OLIG1', 'YIPF7', 'TPTE', 'IQCJ', 'OTOL1', 'IZUMO1R', 'LIPN', 'PRDM14', 'CYLC2', 'OR10H2', 'FAM27L', 'LRRTM1', 'OLAH', 'PRKAG3', 'HOXC12', 'PSG11', 'LOC285847', 'TARM1', 'DNTT', 'XAGE3', 'ALPPL2', 'FTMT', 'TCEB3C', 'FRMPD4', 'RHAG', 'SNORD115-26', 'GUCY2EP', 'KRTAP10-7', 'NANOS2', 'KRTAP10-1', 'SCN1A', 'KRT85', 'DEFB110', 'DAW1', 'OR4D6', 'LPO', 'BARHL2', 'OPRD1', 'DISC2', 'OR5H6', 'ABRA', 'OR5M10', 'IL17F', 'UGT2A3', 'C9ORF135', 'XKR7', 'PYDC2', 'UCMA', 'NKX1-2', 'LOC646813', 'OR1L1', 'TFF2', 'F11', 'OR6B2', 'SNORA59B', 'LCE1D', 'C20ORF166-AS1', 'PISRT1', 'TTTY15', 'C1ORF146', 'LCN9', 'TBC1D3P2', 'SNORA16B', 'FBXW12', 'MYBPC2', 'TMEM207', 'EPS8L3', 'SPATA19', 'SLC2A2', 'TTTY9B', 'TTTY8', 'ANXA8L1', 'SBSN', 'ADAM29', 'REG4', 'CHIAP2', 'ANP32D', 'GRK1', 'SPACA3', 'IGLL3P', 'CXADRP2', 'CETN1', 'IL26', 'CGB8', 'OR2M7', 'HBG2', 'FRMPD2B', 'CPLX3', 'OR4C12', 'ZNF679', 'SULT1C3', 'IVL', 'GUCY2F', 'GAGE2B', 'KRTAP21-1', 'SNORD94', 'PCGEM1', 'LMNTD1', 'MAGEA1', 'UGT1A5', 'DEFB134', 'CALR3', 'PSKH2', 'SNCB', 'FKBP6', 'PRAMEF1', 'MOGAT3', 'CYP7A1', 'POM121L2', 'CNGB1', 'GBX2', 'OR1E2', 'OR51I2', 'NYX', 'HAO1', 'LYZL1', 'OR51G2', 'NKX2-1', 'OR52E8', 'ZNF705A', 'OR5M8', 'LOC729609', 'OR6K6', 'GOLGA6L1', 'LINC00032', 'SATB2-AS1', 'ALX4', 'CCL24', 'FAM74A3', 'LINC00923', 'KCNK4', 'SNORA1', 'SNAR-F', 'SNORA84', 'TMEM88B', 'HTR3E', 'SLITRK3', 'SYCN', 'SLC25A31', 'KRTAP19-6', 'LINC00608', 'IFNA13', 'TSKS', 'SRY', 'TRHR', 'RPL3L', 'MAP3K15', 'BMP15', 'CRYGB', 'KGFLP1', 'ALLC', 'C10ORF120', 'DMRTB1', 'KRTAP2-1', 'NTS', 'INSC', 'DPPA2', 'RAX2', 'MUSK', 'CLRN1-AS1', 'TRIML1', 'TFAMP1', 'DKFZP434K028', 'FFAR1', 'KCNIP4-IT1', 'PROKR2', 'SLC6A5', 'NLRP13', 'POU6F2', 'FAM138D', 'LOC286238', 'OACYLP', 'CT47B1', 'OR1K1', 'GDPD2', 'DEFB123', 'ADGRD2', 'ANGPTL3', 'OR51F2', 'NKX2-3', 'KCNMB2', 'SLC36A3', 'CD200R1L', 'LCN1', 'MGC27382', 'MUC2', 'SPRR2E', 'LINC00520', 'MAGEA9B', 'GAGE12F', 'FOXD4L3', 'KIR3DL3', 'PTX4', 'AKR1C8P', 'CDRT15', 'GCSAML-AS1', 'LINC00575', 'IFNA7', 'LINC00479', 'HGC6.3', 'OR6A2', 'SLC10A1', 'CTRC', 'LINC00202-2', 'OR13C3', 'LINC01565', 'KRT25', 'ARL13A', 'KRTAP19-3', 'PAPOLB', 'MTVR2', 'SLC9C1', 'ADGRG4', 'IL36RN', 'LRRC30', 'KRTAP9-2', 'USP26', 'C12ORF50', 'KRT71', 'TRIM48', 'LHCGR', 'FAM71B', 'USP17L6P', 'BPIFB4', 'C6ORF10', 'OR7D4', 'LINC00303', 'USH1C', 'OCSTAMP', 'EDDM3B', 'CSN3', 'DAZ1', 'KRTAP10-6', 'OR2M4', 'DMRTC1', 'MAGEA6', 'ODF3', 'TNP1', 'AMER3', 'HULC', 'OR10W1', 'OR12D2', 'FOXR1', 'OR7G3', 'SLC17A6', 'PRB4', 'LINC01312', 'RPS4Y2', 'LINC00410', 'GUCA1C', 'KRTAP1-1', 'NKAIN3', 'NEUROD1', 'AQP2', 'XIRP2', 'CER1', 'SPOCK3', 'ACSM4', 'FAM170B', 'SPZ1', 'OR5M3', 'GKN2', 'KRTAP4-3', 'KRTAP1-5', 'FAM224B', 'ACSM2B', 'CRYGC', 'BTF3P11', 'OVCH1', 'BCYRN1', 'POTEG', 'BTN1A1', 'OR51B5', 'CHRNB3', 'GNAT3', 'FAM205A', 'LOC647859', 'HTR1A', 'PTH2', 'CALCB', 'SLC5A8', 'SLC5A7', 'OR1L4', 'LINC00304', 'TDH', 'HBE1', 'DMP1', 'MAGEB3', 'CNTN5', 'FAM19A1', 'OR2T10', 'FAM19A4', 'OR2AG1', 'FBXO47', 'HCRTR1', 'SHH', 'KCNG4', 'PRAC1', 'OR51M1', 'NLRP8', 'SHD', 'BPIFB3', 'SPANXN3', 'AHSG', 'OR13H1', 'SSX9', 'SERPINB12', 'LOC284798', 'LINC00671', 'NUTM1', 'KRT83', 'RFX6', 'SCTR', 'NCAN', 'LINC01142', 'OR7G2', 'AATK-AS1', 'H3F3AP5', 'SLC22A10', 'KRTAP11-1', 'FAM138B', 'C2ORF27B', 'GPHA2', 'DSCR10', 'CRISP2', 'UROC1', 'PPP1R2P9', 'DCT', 'PRL', 'POU4F2', 'HTR2C', 'NYAP2', 'SNORA76C', 'AVP', 'OR2G6', 'PTCHD3', 'AADACL3', 'TMEM14E', 'CLEC4G', 'HIST1H3A', 'PCP4', 'PPY2P', 'UGT1A4', 'GPR22', 'OR5H2', 'AIRE', 'KLRC4', 'OR2L8', 'AKR1D1', 'KCNJ16', 'TRIM75P', 'TRIM55', 'ARL14', 'CPA2', 'NF1P2', 'ISL1', 'ASB15', 'SPATA22', 'SPATA3', 'SSTR3', 'HIST2H2AB', 'OR2A14', 'LINC00207', 'IFNW1', 'SPATA45', 'CNGA2', 'POU4F3', 'SLC22A13', 'C16ORF90', 'GFI1B', 'APCS', 'C6ORF118', 'LOC145845', 'SNORA71B', 'SNORA62', 'PPAN-P2RY11', 'PCDH8', 'SNORA80E', 'FOXE3', 'NXPE1', 'UGT2B10', 'DEFB131', 'CACNG7', 'PRO0611', 'DEFB118', 'PCSK2', 'USP50', 'FAM170A', 'GNAS-AS1', 'LOC392196', 'ZFY', 'LOC400794', 'C1ORF140', 'CT47A6', 'MYH16', 'MIR1-1HG', 'C1ORF94', 'CGB2', 'CT47A7', 'MYL2', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.44064885869713843
		RMSE:  0.2936537728092399
		NRMSE:  0.17653615611766113
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6507167710215811
		RMSE:  0.2694738938084911
		NRMSE:  0.2553456206196082
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  1.25399686293137e-15
		NRMSE:  7.538666499930085e-16
		MAPE:  3.84203789836982e-12
		Pearson Correlation:  0.07412175132152257
		Spearman Correlation:  0.05330989164453422
		Coefficient of Determination:  -3.764683748351649
		RMSE:  0.4578228409532724
		NRMSE:  0.4338196023549718
		MAPE:  1401.939556687805

	Predictor:  ElasticNet
		Pearson Correlation:  0.7179706693340736
		Spearman Correlation:  0.7000839601349166
		Coefficient of Determination:  0.45422067836052027
		RMSE:  0.1807444846314524
		NRMSE:  0.10865835725881161
		MAPE:  348.24753935588296
		Pearson Correlation:  0.27912474776184476
		Spearman Correlation:  0.2220351874711655
		Coefficient of Determination:  0.06857140372358128
		RMSE:  0.20242082922711255
		NRMSE:  0.19180808773285374
		MAPE:  259.8160045743752

	Predictor:  RandomForests
		Pearson Correlation:  0.5587964687286338
		Spearman Correlation:  0.5363703857012737
		Coefficient of Determination:  0.27139216503117314
		RMSE:  0.2088350707263052
		NRMSE:  0.12554560527485856
		MAPE:  503.36086342085594
		Pearson Correlation:  0.38339306296775555
		Spearman Correlation:  0.38402723225975394
		Coefficient of Determination:  0.1331450354185666
		RMSE:  0.19527814294428136
		NRMSE:  0.1850398860491802
		MAPE:  299.77884592002744

Protein:  ERBB2
x_train_column_count:  687
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'OR2W1', 'GABRA4', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'LCE5A', 'RAG2', 'CTSL3P', 'OR8K3', 'SNORA36B', 'MS4A5', 'PRSS54', 'SNAR-G1', 'FGF6', 'BTBD17', 'LCE2D', 'OR9K2', 'FGF22', 'DEFB127', 'SMCP', 'MRGPRG-AS1', 'OR52A1', 'MROH5', 'FAM150A', 'SNORA36A', 'REXO1L6P', 'FAM92A1P2', 'ST8SIA3', 'CHAT', 'LHX3', 'HNF1B', 'CTXN3', 'HYALP1', 'CT47A2', 'HES3', 'SLC18A3', 'AMBN', 'FAM41AY1', 'SNAR-I', 'DEFB113', 'OR8I2', 'TBC1D21', 'SNAR-E', 'C11ORF40', 'SNORA58', 'FLG2', 'OC90', 'OR51A2', 'SSX6', 'GJA10', 'SEC14L3', 'NR0B1', 'CSN2', 'OR2T34', 'CFHR2', 'SMR3B', 'DEFB119', 'SNORD8', 'OR4M2', 'HHLA1', 'OLIG3', 'SPATA31A3', 'OR10T2', 'LOC727924', 'BARHL1', 'LINC01548', 'ATP4B', 'LELP1', 'C17ORF102', 'SPRR2G', 'SNAR-A13', 'LCE1F', 'SPAM1', 'TTTY21', 'CABP5', 'LRTM1', 'GYPA', 'LCE2A', 'SNORA5B', 'CHODL-AS1', 'C3ORF79', 'FAM25BP', 'CLCA1', 'GLYATL3', 'IGF2BP2-AS1', 'KRTAP4-11', 'SLC28A2', 'LINC00305', 'TYR', 'CELA2B', 'KLHL40', 'CLC', 'PROL1', 'CCL15-CCL14', 'GLYCAM1', 'ZNF536', 'DEFB109P1', 'FXYD4', 'OR8U1', 'PSMB11', 'CSH2', 'IL37', 'CA5A', 'OR2B3', 'SPANXN4', 'SOX1', 'ZNF804B', 'CELA2A', 'FAM153C', 'OR8D4', 'SPANXN1', 'OR2T12', 'CT47A11', 'OR13C9', 'FNDC7', 'OR7C2', 'C22ORF42', 'OR5K3', 'OR6C76', 'GLRA4', 'C12ORF40', 'CNTNAP5', 'PAQR9', 'APOA2', 'OR2AE1', 'OR8H1', 'GAGE2C', 'TMEM179', 'IFNA14', 'PGM5-AS1', 'HAO2', 'IQCF2', 'DMBT1P1', 'OR2M2', 'PPBPP1', 'SPIC', 'TSPYL6', 'CD300LD', 'TEX33', 'OR6C4', 'OLIG2', 'AHSP', 'IFNA21', 'LOC440040', 'SNORD115-7', 'DEFB128', 'SLC6A19', 'OR4S2', 'CST13P', 'GABRA6', 'LINC00314', 'DUSP21', 'TEX36-AS1', 'OR2C3', 'ZPBP', 'KRTAP1-3', 'FGF4', 'CD5L', 'CDKL4', 'NPHS2', 'CABS1', 'LOC100129935', 'PSG8', 'OR52A4P', 'LYPD8', 'HTR3B', 'KRTDAP', 'C4ORF51', 'OR4B1', 'RNASE8', 'HFE2', 'GNAT1', 'MOS', 'OR52N5', 'IQCF6', 'DNAJC5G', 'DDI1', 'OR6B1', 'TMEM196', 'ZNF735', 'PLCZ1', 'TTTY2', 'C17ORF64', 'GOLGA8EP', 'SPRR4', 'SCARNA22', 'PLSCR5', 'ARL5C', 'PRB1', 'GOT1L1', 'SOST', 'KRT2', 'KRTAP4-5', 'FAM24A', 'OR6C2', 'PABPC1L2A', 'OR4A16', 'OR52A5', 'MS4A10', 'DNMT3L', 'MORC1', 'VRTN', 'TSPY2', 'NPBWR2', 'TSPY1', 'VSTM2B', 'ARG1', 'PWRN2', 'LILRP2', 'KRTAP21-2', 'OR14C36', 'TAGLN3', 'LRRC7', 'TEX13B', 'LY6G6D', 'OR5H1', 'SLC25A3P1', 'LINC01020', 'OR1B1', 'GJD2', 'LGALS14', 'GABRA1', 'OR2T29', 'BSX', 'PRAMEF5', 'CFC1B', 'TMIGD1', 'ACSM2A', 'KRTAP12-3', 'URAD', 'SYCP1', 'NCOR1P1', 'SNORD116-19', 'SNORA69', 'FAM183CP', 'SNORA28', 'GHSR', 'CCDC38', 'MRGPRX1', 'OR1M1', 'ZAR1L', 'OR6S1', 'H1FNT', 'OR4D11', 'HAND1', 'LINC00200', 'OR52B4', 'OR4F15', 'OR8J3', 'HTR5A', 'DAZL', 'RAB9BP1', 'SNORA32', 'C10ORF53', 'KRTAP19-8', 'IFNA16', 'OR2L2', 'TGIF2LX', 'F13B', 'FAM71A', 'OR11L1', 'OR9A2', 'OR8B3', 'TXLNGY', 'ZCCHC13', 'HBG1', 'OR2M3', 'GUCA2B', 'CLEC6A', 'NXF2B', 'OR10V1', 'OR10A5', 'SNORA51', 'OTX2', 'GRIN2B', 'TMPRSS11F', 'WFDC5', 'IL31', 'OR8S1', 'FGF23', 'OR5H14', 'HMHB1', 'PSG7', 'C18ORF42', 'LINC00895', 'MS4A6E', 'PPY', 'GOLGA6D', 'SCGB1C1', 'NOX3', 'KRTAP10-12', 'OR1N1', 'ASB17', 'ADAM18', 'ITLN2', 'RPL13AP17', 'OR1S2', 'KRTAP10-11', 'VWC2L', 'OR2G2', 'OR8G5', 'TAAR9', 'BRDTP1', 'PLG', 'SSX5', 'LEUTX', 'OR4D9', 'PWAR4', 'CRYAA', 'MAGEA10', 'TTTY14', 'TPD52L3', 'HIST1H4F', 'LINC01205', 'GDNF', 'SNORA34', 'CAPZA3', 'POTED', 'GPR52', 'MMP23A', 'LINC00636', 'ARSF', 'TCP10L2', 'SNORD89', 'XAGE5', 'C2ORF83', 'KRTAP12-2', 'COL6A4P1', 'TSGA13', 'LOC391343', 'ALOX12B', 'BTNL3', 'LOC391003', 'CYP11B2', 'CFHR4', 'SNORA70B', 'SFTA3', 'FAM27B', 'FMR1NB', 'HBD', 'RSPH6A', 'OR5T2', 'ANKUB1', 'OR4S1', 'BPIFA3', 'TRIM51', 'CYP2W1', 'OR9G4', 'CASC8', 'OPN1MW', 'SLC38A8', 'SSX8', 'ACTR3BP2', 'PROKR1', 'FOXN3-AS2', 'ARR3', 'OR56A1', 'ACTRT2', 'INSM2', 'P2RX3', 'ARHGAP36', 'HNRNPCL1', 'TBC1D28', 'DMRT1', 'SDR16C6P', 'LINC00469', 'TAS2R60', 'STATH', 'KHDC1L', 'LINC00111', 'SLC13A1', 'ANKRD18DP', 'PF4', 'POTEH', 'C11ORF94', 'RESP18', 'EDDM3A', 'RTP2', 'DAOA', 'ASB18', 'C20ORF173', 'TKTL2', 'ADGRG7', 'OR4C16', 'DEFB126', 'DEFB129', 'GAGE1', 'OR4F5', 'ZIM3', 'IFITM5', 'OR6Y1', 'OR7A17', 'LINC00114', 'SPACA7', 'DUXA', 'OR6B3', 'DEFB104A', 'LHX9', 'SOX3', 'YWHAEP7', 'OR8H2', 'LGI3', 'FAM169B', 'PRAMEF20', 'CTRB1', 'LINC01566', 'KRTAP19-2', 'RGS8', 'MYBPHL', 'KRTAP6-1', 'KRTAP25-1', 'TRPV5', 'LINC00523', 'WFDC8', 'TCP10', 'GAGE2D', 'KCNQ1DN', 'TAS2R13', 'CPLX4', 'OR52H1', 'CLRN2', 'TMEM72', 'HSFY2', 'OR2T35', 'SFTPC', 'OR4K17', 'KRTAP13-1', 'SPANXA2', 'CCKAR', 'MYF5', 'TMEM202', 'GABRG3', 'AVPR1B', 'OR4K2', 'FCAMR', 'ASAP1-IT1', 'INS', 'CGB5', 'MMD2', 'CNTNAP4', 'LCNL1', 'FDCSP', 'KLK9', 'OLFM3', 'GH1', 'MAGEB6', 'CCDC166', 'LINC01101', 'SPDYC', 'MBD3L5', 'CRNN', 'LINC00113', 'CRLF2', 'NEU2', 'BEND2', 'HPD', 'OR8G2', 'OR14I1', 'SVOP', 'FAM71C', 'OLIG1', 'YIPF7', 'TPTE', 'IQCJ', 'OTOL1', 'IZUMO1R', 'LIPN', 'PRDM14', 'CYLC2', 'OR10H2', 'FAM27L', 'LRRTM1', 'OLAH', 'PRKAG3', 'HOXC12', 'PSG11', 'LOC285847', 'TARM1', 'DNTT', 'XAGE3', 'ALPPL2', 'FTMT', 'TCEB3C', 'FRMPD4', 'RHAG', 'SNORD115-26', 'GUCY2EP', 'KRTAP10-7', 'NANOS2', 'KRTAP10-1', 'SCN1A', 'KRT85', 'DEFB110', 'DAW1', 'OR4D6', 'LPO', 'BARHL2', 'OPRD1', 'DISC2', 'OR5H6', 'ABRA', 'OR5M10', 'IL17F', 'UGT2A3', 'C9ORF135', 'XKR7', 'PYDC2', 'UCMA', 'NKX1-2', 'LOC646813', 'OR1L1', 'TFF2', 'F11', 'OR6B2', 'SNORA59B', 'LCE1D', 'C20ORF166-AS1', 'PISRT1', 'TTTY15', 'C1ORF146', 'LCN9', 'TBC1D3P2', 'SNORA16B', 'FBXW12', 'MYBPC2', 'TMEM207', 'EPS8L3', 'SPATA19', 'SLC2A2', 'TTTY9B', 'TTTY8', 'ANXA8L1', 'SBSN', 'ADAM29', 'REG4', 'CHIAP2', 'ANP32D', 'GRK1', 'SPACA3', 'IGLL3P', 'CXADRP2', 'CETN1', 'IL26', 'CGB8', 'OR2M7', 'HBG2', 'FRMPD2B', 'CPLX3', 'OR4C12', 'ZNF679', 'SULT1C3', 'IVL', 'GUCY2F', 'GAGE2B', 'KRTAP21-1', 'SNORD94', 'PCGEM1', 'LMNTD1', 'MAGEA1', 'UGT1A5', 'DEFB134', 'CALR3', 'PSKH2', 'SNCB', 'FKBP6', 'PRAMEF1', 'MOGAT3', 'CYP7A1', 'POM121L2', 'CNGB1', 'GBX2', 'OR1E2', 'OR51I2', 'NYX', 'HAO1', 'LYZL1', 'OR51G2', 'NKX2-1', 'OR52E8', 'ZNF705A', 'OR5M8', 'LOC729609', 'OR6K6', 'GOLGA6L1', 'LINC00032', 'SATB2-AS1', 'ALX4', 'CCL24', 'FAM74A3', 'LINC00923', 'KCNK4', 'SNORA1', 'SNAR-F', 'SNORA84', 'TMEM88B', 'HTR3E', 'SLITRK3', 'SYCN', 'SLC25A31', 'KRTAP19-6', 'LINC00608', 'IFNA13', 'TSKS', 'SRY', 'TRHR', 'RPL3L', 'MAP3K15', 'BMP15', 'CRYGB', 'KGFLP1', 'ALLC', 'C10ORF120', 'DMRTB1', 'KRTAP2-1', 'NTS', 'INSC', 'DPPA2', 'RAX2', 'MUSK', 'CLRN1-AS1', 'TRIML1', 'TFAMP1', 'DKFZP434K028', 'FFAR1', 'KCNIP4-IT1', 'PROKR2', 'SLC6A5', 'NLRP13', 'POU6F2', 'FAM138D', 'LOC286238', 'OACYLP', 'CT47B1', 'OR1K1', 'GDPD2', 'DEFB123', 'ADGRD2', 'ANGPTL3', 'OR51F2', 'NKX2-3', 'KCNMB2', 'SLC36A3', 'CD200R1L', 'LCN1', 'MGC27382', 'MUC2', 'SPRR2E', 'LINC00520', 'MAGEA9B', 'GAGE12F', 'FOXD4L3', 'KIR3DL3', 'PTX4', 'AKR1C8P', 'CDRT15', 'GCSAML-AS1', 'LINC00575', 'IFNA7', 'LINC00479', 'HGC6.3', 'OR6A2', 'SLC10A1', 'CTRC', 'LINC00202-2', 'OR13C3', 'LINC01565', 'KRT25', 'ARL13A', 'KRTAP19-3', 'PAPOLB', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08695701084953744
		RMSE:  1.023008454816054
		NRMSE:  0.1742863272085548
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1111491455026472
		RMSE:  1.1242523174677488
		NRMSE:  0.20280184671833265
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865388
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792788993

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  4.7928699173232555e-15
		NRMSE:  8.165442726754784e-16
		MAPE:  4.823155759193431e-12
		Pearson Correlation:  0.4477116679568309
		Spearman Correlation:  0.37201008991424067
		Coefficient of Determination:  -1.4900552850949946
		RMSE:  1.6829922183831356
		NRMSE:  0.3035919291404747
		MAPE:  939.4136607503577

	Predictor:  ElasticNet
		Pearson Correlation:  0.9342891004642445
		Spearman Correlation:  0.8772661588537117
		Coefficient of Determination:  0.8571746216181457
		RMSE:  0.37083074242601327
		NRMSE:  0.06317712019796809
		MAPE:  468.75413106657504
		Pearson Correlation:  0.7862563961761218
		Spearman Correlation:  0.5590625307832757
		Coefficient of Determination:  0.6164273830636793
		RMSE:  0.6605434811877926
		NRMSE:  0.11915424655238341
		MAPE:  217.29806190564483

	Predictor:  RandomForests
		Pearson Correlation:  0.8368023469187987
		Spearman Correlation:  0.6432675141295189
		Coefficient of Determination:  0.693848411347717
		RMSE:  0.5429268222584062
		NRMSE:  0.09249651979801458
		MAPE:  536.463432395008
		Pearson Correlation:  0.8620790220905912
		Spearman Correlation:  0.6981126094030845
		Coefficient of Determination:  0.7394682994250211
		RMSE:  0.5443871938167051
		NRMSE:  0.09820102348955645
		MAPE:  200.7770358826022

Protein:  ERBB3
x_train_column_count:  262
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'OR2W1', 'GABRA4', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'LCE5A', 'RAG2', 'CTSL3P', 'OR8K3', 'SNORA36B', 'MS4A5', 'PRSS54', 'SNAR-G1', 'FGF6', 'BTBD17', 'LCE2D', 'OR9K2', 'FGF22', 'DEFB127', 'SMCP', 'MRGPRG-AS1', 'OR52A1', 'MROH5', 'FAM150A', 'SNORA36A', 'REXO1L6P', 'FAM92A1P2', 'ST8SIA3', 'CHAT', 'LHX3', 'HNF1B', 'CTXN3', 'HYALP1', 'CT47A2', 'HES3', 'SLC18A3', 'AMBN', 'FAM41AY1', 'SNAR-I', 'DEFB113', 'OR8I2', 'TBC1D21', 'SNAR-E', 'C11ORF40', 'SNORA58', 'FLG2', 'OC90', 'OR51A2', 'SSX6', 'GJA10', 'SEC14L3', 'NR0B1', 'CSN2', 'OR2T34', 'CFHR2', 'SMR3B', 'DEFB119', 'SNORD8', 'OR4M2', 'HHLA1', 'OLIG3', 'SPATA31A3', 'OR10T2', 'LOC727924', 'BARHL1', 'LINC01548', 'ATP4B', 'LELP1', 'C17ORF102', 'SPRR2G', 'SNAR-A13', 'LCE1F', 'SPAM1', 'TTTY21', 'CABP5', 'LRTM1', 'GYPA', 'LCE2A', 'SNORA5B', 'CHODL-AS1', 'C3ORF79', 'FAM25BP', 'CLCA1', 'GLYATL3', 'IGF2BP2-AS1', 'KRTAP4-11', 'SLC28A2', 'LINC00305', 'TYR', 'CELA2B', 'KLHL40', 'CLC', 'PROL1', 'CCL15-CCL14', 'GLYCAM1', 'ZNF536', 'DEFB109P1', 'FXYD4', 'OR8U1', 'PSMB11', 'CSH2', 'IL37', 'CA5A', 'OR2B3', 'SPANXN4', 'SOX1', 'ZNF804B', 'CELA2A', 'FAM153C', 'OR8D4', 'SPANXN1', 'OR2T12', 'CT47A11', 'OR13C9', 'FNDC7', 'OR7C2', 'C22ORF42', 'OR5K3', 'OR6C76', 'GLRA4', 'C12ORF40', 'CNTNAP5', 'PAQR9', 'APOA2', 'OR2AE1', 'OR8H1', 'GAGE2C', 'TMEM179', 'IFNA14', 'PGM5-AS1', 'HAO2', 'IQCF2', 'DMBT1P1', 'OR2M2', 'PPBPP1', 'SPIC', 'TSPYL6', 'CD300LD', 'TEX33', 'OR6C4', 'OLIG2', 'AHSP', 'IFNA21', 'LOC440040', 'SNORD115-7', 'DEFB128', 'SLC6A19', 'OR4S2', 'CST13P', 'GABRA6', 'LINC00314', 'DUSP21', 'TEX36-AS1', 'OR2C3', 'ZPBP', 'KRTAP1-3', 'FGF4', 'CD5L', 'CDKL4', 'NPHS2', 'CABS1', 'LOC100129935', 'PSG8', 'OR52A4P', 'LYPD8', 'HTR3B', 'KRTDAP', 'C4ORF51', 'OR4B1', 'RNASE8', 'HFE2', 'GNAT1', 'MOS', 'OR52N5', 'IQCF6', 'DNAJC5G', 'DDI1', 'OR6B1', 'TMEM196', 'ZNF735', 'PLCZ1', 'TTTY2', 'C17ORF64', 'GOLGA8EP', 'SPRR4', 'SCARNA22', 'PLSCR5', 'ARL5C', 'PRB1', 'GOT1L1', 'SOST', 'KRT2', 'KRTAP4-5', 'FAM24A', 'OR6C2', 'PABPC1L2A', 'OR4A16', 'OR52A5', 'MS4A10', 'DNMT3L', 'MORC1', 'VRTN', 'TSPY2', 'NPBWR2', 'TSPY1', 'VSTM2B', 'ARG1', 'PWRN2', 'LILRP2', 'KRTAP21-2', 'OR14C36', 'TAGLN3', 'LRRC7', 'TEX13B', 'LY6G6D', 'OR5H1', 'SLC25A3P1', 'LINC01020', 'OR1B1', 'GJD2', 'LGALS14', 'GABRA1', 'OR2T29', 'BSX', 'PRAMEF5', 'CFC1B', 'TMIGD1', 'ACSM2A', 'KRTAP12-3', 'URAD', 'SYCP1', 'NCOR1P1', 'SNORD116-19', 'SNORA69', 'FAM183CP', 'SNORA28', 'GHSR', 'CCDC38', 'MRGPRX1', 'OR1M1', 'ZAR1L', 'OR6S1', 'H1FNT', 'OR4D11', 'HAND1', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19951943522205973
		RMSE:  0.4939516163098853
		NRMSE:  0.17910620018705933
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27774471248359456
		RMSE:  0.5592204608326292
		NRMSE:  0.15547938022732444
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  LinearRegression
		Pearson Correlation:  0.6903928974754523
		Spearman Correlation:  0.6655740796210604
		Coefficient of Determination:  0.4536381194487049
		RMSE:  0.3333657373988952
		NRMSE:  0.12087797372569961
		MAPE:  203.9310743688987
		Pearson Correlation:  0.36507514196802043
		Spearman Correlation:  0.3531889425055176
		Coefficient of Determination:  -0.9126906849941958
		RMSE:  0.6842004858390056
		NRMSE:  0.19022742360158632
		MAPE:  277.6383437776841

	Predictor:  ElasticNet
		Pearson Correlation:  0.6146281545288641
		Spearman Correlation:  0.612632817929811
		Coefficient of Determination:  0.3553175403285763
		RMSE:  0.3621209853749542
		NRMSE:  0.13130458845955545
		MAPE:  181.0155420944635
		Pearson Correlation:  0.3841180042747777
		Spearman Correlation:  0.4034588959962095
		Coefficient of Determination:  0.11917055347303795
		RMSE:  0.46430880467832314
		NRMSE:  0.12909120864066814
		MAPE:  144.1259343537446

	Predictor:  RandomForests
		Pearson Correlation:  0.5299703409714386
		Spearman Correlation:  0.5606832979608602
		Coefficient of Determination:  0.27425526288165236
		RMSE:  0.3842135826789409
		NRMSE:  0.13931533490662754
		MAPE:  243.46764449622333
		Pearson Correlation:  0.4067949683666696
		Spearman Correlation:  0.43597257590513516
		Coefficient of Determination:  0.14199470638723555
		RMSE:  0.45825371085287137
		NRMSE:  0.12740771831594394
		MAPE:  163.60143074765222


Fold:  4

Protein:  RB1
x_train_column_count:  380
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'GABRA4', 'BCORP1', 'OR2W1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'ADAD1', 'OR4K1', 'RAG2', 'LCE5A', 'OR8K3', 'CTSL3P', 'MS4A5', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'FGF22', 'DEFB127', 'MRGPRG-AS1', 'SMCP', 'MROH5', 'FAM150A', 'OR52A1', 'REXO1L6P', 'SNORA36A', 'CHAT', 'FAM92A1P2', 'LHX3', 'HNF1B', 'CTXN3', 'OR7G3', 'CT47A2', 'HES3', 'SLC18A3', 'TBC1D21', 'AMBN', 'FAM41AY1', 'DEFB113', 'SNAR-E', 'SNAR-I', 'OR8I2', 'C11ORF40', 'SNORA58', 'BSX', 'FLG2', 'OR51A2', 'GJA10', 'TMPRSS11B', 'NR0B1', 'CSN2', 'SMR3B', 'DEFB119', 'SNORD8', 'HHLA1', 'GJA8', 'TAAR8', 'BARHL1', 'GUCA1C', 'SNAR-A13', 'LINC01548', 'SPRR2G', 'ATP4B', 'GSX2', 'LCE1F', 'C17ORF102', 'TTTY21', 'LRTM1', 'LELP1', 'LCE2A', 'CT47B1', 'SNORA5B', 'GYPA', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CPN1', 'CCDC38', 'TYR', 'SLC28A2', 'KRTAP4-11', 'CLC', 'PROL1', 'CEACAM20', 'FAM224B', 'IL37', 'ESX1', 'OR8U1', 'FXYD4', 'PSMB11', 'ZNF536', 'ASB18', 'TMEM247', 'GNAT3', 'CA5A', 'SPANXN4', 'OR8D4', 'ZNF804B', 'OR2B3', 'ZNRF4', 'ANXA8L1', 'OR7C2', 'OR7G1', 'OR13C9', 'FNDC7', 'OR2T12', 'OR7G2', 'C12ORF40', 'CT47A6', 'OR6C76', 'OR5K3', 'CT47A7', 'GLRA4', 'LINC00671', 'OR8H1', 'PAQR9', 'H1FOO', 'KRTAP6-2', 'OR2AE1', 'PGM5-AS1', 'OR8A1', 'SNORA55', 'OR2M2', 'MAGEA10', 'APOA2', 'HAO2', 'TSPYL6', 'SPIC', 'CD300LD', 'KRT78', 'DMBT1P1', 'OR6T1', 'DPRX', 'OLIG2', 'DEFB128', 'SNORD115-7', 'OR6C4', 'AHSP', 'EIF1AY', 'PLCZ1', 'LINC00314', 'DUSP21', 'OR4S2', 'TEX36-AS1', 'GABRA6', 'SLC6A19', 'CST13P', 'FGF4', 'LOC440040', 'CD5L', 'CDKL4', 'IFNA21', 'OR52A4P', 'KRTAP1-3', 'OR2C3', 'PSG8', 'LOC100129935', 'LYPD8', 'HTR3B', 'TMEM196', 'PSG1', 'OR4A47', 'OR4B1', 'ZPBP', 'RSPH6A', 'KRTDAP', 'OR6B1', 'DDI1', 'OR10G4', 'GNAT1', 'BRDTP1', 'MOS', 'ITLN2', 'GOT1L1', 'OR4A16', 'PLSCR5', 'SCARNA22', 'KRTAP10-11', 'ASB11', 'IL13', 'SOST', 'SPRR4', 'RNASE8', 'OR6C2', 'PRB1', 'SNORA24', 'KRT2', 'DNMT3L', 'SCARNA4', 'OR52A5', 'KRTAP19-5', 'C1ORF105', 'SLC25A3P1', 'PWRN2', 'KRTAP21-2', 'GJD2', 'TAGLN3', 'VSTM2B', 'SNORA22', 'ARG1', 'SNORA28', 'LILRP2', 'MORC1', 'TEX13B', 'LRRC7', 'KRTAP10-7', 'GPR50', 'GABRA1', 'LINC00207', 'OR52H1', 'IGFL4', 'OR1M1', 'IL31', 'SLCO1A2', 'NMS', 'FLJ25758', 'FAM71A', 'OR5H1', 'TFAMP1', 'LINC01020', 'GHSR', 'OR5T2', 'OR2L2', 'ASB17', 'NCOR1P1', 'PRAMEF5', 'H1FNT', 'MRGPRX1', 'TMIGD1', 'URAD', 'OR4D11', 'KRTAP12-2', 'CIB4', 'KRTAP12-3', 'HIST1H4G', 'SNORD116-19', 'SNORA69', 'DEFB109P1', 'OR8J3', 'TXLNGY', 'OR52B4', 'IFNA16', 'LINC00111', 'SNORA20', 'RAB9BP1', 'DAZL', 'OR5AN1', 'OR2T34', 'F13B', 'KRTAP19-8', 'OR11L1', 'LGALS14', 'SST', 'HBG1', 'OR2M3', 'SNORD15A', 'OTX2', 'FAM183CP', 'CLEC6A', 'OR10V1', 'NXF2B', 'TMPRSS11F', 'GPR151', 'OR8S1', 'OR2M7', 'OR5H14', 'PRM3', 'MS4A6E', 'OR8G5', 'DNAJB8', 'OR2G2', 'FGF23', 'MBD3L5', 'SCGB1C1', 'OR8B3', 'OR10A5', 'WFDC5', 'TCP10L2', 'TMEM252', 'ACOT12', 'LOC145845', 'PRSS3P2', 'PPY', 'MAGEB10', 'LINC01205', 'TAAR9', 'TSGA13', 'PLA2G2F', 'PSAPL1', 'SUN3', 'PSG7', 'CRYAA', 'USP26', 'SPRR1B', 'TTTY14', 'KRTAP10-12', 'OR1S2', 'OR2AG1', 'PRAMEF8', 'HIST1H4F', 'NPPC', 'SNORD89', 'MC2R', 'C1ORF87', 'NOX3', 'C20ORF173', 'LEUTX', 'SFTA3', 'FOXN3-AS2', 'XAGE5', 'LOC391003', 'VWC2L', 'LINC00636', 'SDR16C6P', 'FAM169B', 'LOC391343', 'ACTRT2', 'RPL13AP17', 'SLC5A7', 'ALOX12B', 'CAPZA3', 'KRTAP19-1', 'OR4S1', 'BMP10', 'OR5B2', 'TTTY15', 'OPN1MW', 'RTP2', 'SLC38A8', 'C10ORF53', 'OR4D9', 'FMR1NB', 'P2RX3', 'ARHGAP36', 'ARR3', 'CCKBR', 'SNORA70B', 'STATH', 'CASC8', 'TBC1D28', 'C11ORF94', 'KRT39', 'OR1N1', 'C1ORF94', 'SNORA34', 'TAS2R60', 'ACTR3BP2', 'SSX8', 'HNRNPCL1', 'IFITM5', 'ANKRD18DP', 'PF4', 'BEND2', 'GAGE1', 'PROKR1', 'EDDM3A', 'CABS1', 'BPIFA3', 'KHDC1L', 'LINC00029', 'MMP23A', 'DEFB129', 'OR4C16', 'AKAP14', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0017653619110491459
		RMSE:  0.25173274438657
		NRMSE:  0.09206141909982812
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11040193949010524
		RMSE:  0.1737457828578019
		NRMSE:  0.1664678101960314
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  LinearRegression
		Pearson Correlation:  0.7948212463825206
		Spearman Correlation:  0.7385210747822216
		Coefficient of Determination:  0.6313634072787018
		RMSE:  0.15270593857693868
		NRMSE:  0.05584623265686757
		MAPE:  701.4685938742297
		Pearson Correlation:  0.09744470793523596
		Spearman Correlation:  0.0023616254566765174
		Coefficient of Determination:  -6.180819027975259e+26
		RMSE:  4099181804304.693
		NRMSE:  3927472697950.3057
		MAPE:  158186560539828.4

	Predictor:  ElasticNet
		Pearson Correlation:  0.549636417905403
		Spearman Correlation:  0.4435581418673299
		Coefficient of Determination:  0.25548088364574895
		RMSE:  0.21701743775703264
		NRMSE:  0.07936565160804294
		MAPE:  303.4215565298054
		Pearson Correlation:  0.25444331536408993
		Spearman Correlation:  0.2827042731206125
		Coefficient of Determination:  0.008328271063699821
		RMSE:  0.16419432118524044
		NRMSE:  0.15731644615916188
		MAPE:  112.25851575916363

	Predictor:  RandomForests
		Pearson Correlation:  0.5617739264944551
		Spearman Correlation:  0.42247727368749793
		Coefficient of Determination:  0.169391436139408
		RMSE:  0.22922126623458292
		NRMSE:  0.08382872521744548
		MAPE:  139.57757966827057
		Pearson Correlation:  0.16082302622451827
		Spearman Correlation:  0.20889533031800062
		Coefficient of Determination:  -0.04082953315843407
		RMSE:  0.16821470943082512
		NRMSE:  0.16116842585255156
		MAPE:  94.62457313035952

Protein:  CDH1
x_train_column_count:  885
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'GABRA4', 'BCORP1', 'OR2W1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'ADAD1', 'OR4K1', 'RAG2', 'LCE5A', 'OR8K3', 'CTSL3P', 'MS4A5', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'FGF22', 'DEFB127', 'MRGPRG-AS1', 'SMCP', 'MROH5', 'FAM150A', 'OR52A1', 'REXO1L6P', 'SNORA36A', 'CHAT', 'FAM92A1P2', 'LHX3', 'HNF1B', 'CTXN3', 'OR7G3', 'CT47A2', 'HES3', 'SLC18A3', 'TBC1D21', 'AMBN', 'FAM41AY1', 'DEFB113', 'SNAR-E', 'SNAR-I', 'OR8I2', 'C11ORF40', 'SNORA58', 'BSX', 'FLG2', 'OR51A2', 'GJA10', 'TMPRSS11B', 'NR0B1', 'CSN2', 'SMR3B', 'DEFB119', 'SNORD8', 'HHLA1', 'GJA8', 'TAAR8', 'BARHL1', 'GUCA1C', 'SNAR-A13', 'LINC01548', 'SPRR2G', 'ATP4B', 'GSX2', 'LCE1F', 'C17ORF102', 'TTTY21', 'LRTM1', 'LELP1', 'LCE2A', 'CT47B1', 'SNORA5B', 'GYPA', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CPN1', 'CCDC38', 'TYR', 'SLC28A2', 'KRTAP4-11', 'CLC', 'PROL1', 'CEACAM20', 'FAM224B', 'IL37', 'ESX1', 'OR8U1', 'FXYD4', 'PSMB11', 'ZNF536', 'ASB18', 'TMEM247', 'GNAT3', 'CA5A', 'SPANXN4', 'OR8D4', 'ZNF804B', 'OR2B3', 'ZNRF4', 'ANXA8L1', 'OR7C2', 'OR7G1', 'OR13C9', 'FNDC7', 'OR2T12', 'OR7G2', 'C12ORF40', 'CT47A6', 'OR6C76', 'OR5K3', 'CT47A7', 'GLRA4', 'LINC00671', 'OR8H1', 'PAQR9', 'H1FOO', 'KRTAP6-2', 'OR2AE1', 'PGM5-AS1', 'OR8A1', 'SNORA55', 'OR2M2', 'MAGEA10', 'APOA2', 'HAO2', 'TSPYL6', 'SPIC', 'CD300LD', 'KRT78', 'DMBT1P1', 'OR6T1', 'DPRX', 'OLIG2', 'DEFB128', 'SNORD115-7', 'OR6C4', 'AHSP', 'EIF1AY', 'PLCZ1', 'LINC00314', 'DUSP21', 'OR4S2', 'TEX36-AS1', 'GABRA6', 'SLC6A19', 'CST13P', 'FGF4', 'LOC440040', 'CD5L', 'CDKL4', 'IFNA21', 'OR52A4P', 'KRTAP1-3', 'OR2C3', 'PSG8', 'LOC100129935', 'LYPD8', 'HTR3B', 'TMEM196', 'PSG1', 'OR4A47', 'OR4B1', 'ZPBP', 'RSPH6A', 'KRTDAP', 'OR6B1', 'DDI1', 'OR10G4', 'GNAT1', 'BRDTP1', 'MOS', 'ITLN2', 'GOT1L1', 'OR4A16', 'PLSCR5', 'SCARNA22', 'KRTAP10-11', 'ASB11', 'IL13', 'SOST', 'SPRR4', 'RNASE8', 'OR6C2', 'PRB1', 'SNORA24', 'KRT2', 'DNMT3L', 'SCARNA4', 'OR52A5', 'KRTAP19-5', 'C1ORF105', 'SLC25A3P1', 'PWRN2', 'KRTAP21-2', 'GJD2', 'TAGLN3', 'VSTM2B', 'SNORA22', 'ARG1', 'SNORA28', 'LILRP2', 'MORC1', 'TEX13B', 'LRRC7', 'KRTAP10-7', 'GPR50', 'GABRA1', 'LINC00207', 'OR52H1', 'IGFL4', 'OR1M1', 'IL31', 'SLCO1A2', 'NMS', 'FLJ25758', 'FAM71A', 'OR5H1', 'TFAMP1', 'LINC01020', 'GHSR', 'OR5T2', 'OR2L2', 'ASB17', 'NCOR1P1', 'PRAMEF5', 'H1FNT', 'MRGPRX1', 'TMIGD1', 'URAD', 'OR4D11', 'KRTAP12-2', 'CIB4', 'KRTAP12-3', 'HIST1H4G', 'SNORD116-19', 'SNORA69', 'DEFB109P1', 'OR8J3', 'TXLNGY', 'OR52B4', 'IFNA16', 'LINC00111', 'SNORA20', 'RAB9BP1', 'DAZL', 'OR5AN1', 'OR2T34', 'F13B', 'KRTAP19-8', 'OR11L1', 'LGALS14', 'SST', 'HBG1', 'OR2M3', 'SNORD15A', 'OTX2', 'FAM183CP', 'CLEC6A', 'OR10V1', 'NXF2B', 'TMPRSS11F', 'GPR151', 'OR8S1', 'OR2M7', 'OR5H14', 'PRM3', 'MS4A6E', 'OR8G5', 'DNAJB8', 'OR2G2', 'FGF23', 'MBD3L5', 'SCGB1C1', 'OR8B3', 'OR10A5', 'WFDC5', 'TCP10L2', 'TMEM252', 'ACOT12', 'LOC145845', 'PRSS3P2', 'PPY', 'MAGEB10', 'LINC01205', 'TAAR9', 'TSGA13', 'PLA2G2F', 'PSAPL1', 'SUN3', 'PSG7', 'CRYAA', 'USP26', 'SPRR1B', 'TTTY14', 'KRTAP10-12', 'OR1S2', 'OR2AG1', 'PRAMEF8', 'HIST1H4F', 'NPPC', 'SNORD89', 'MC2R', 'C1ORF87', 'NOX3', 'C20ORF173', 'LEUTX', 'SFTA3', 'FOXN3-AS2', 'XAGE5', 'LOC391003', 'VWC2L', 'LINC00636', 'SDR16C6P', 'FAM169B', 'LOC391343', 'ACTRT2', 'RPL13AP17', 'SLC5A7', 'ALOX12B', 'CAPZA3', 'KRTAP19-1', 'OR4S1', 'BMP10', 'OR5B2', 'TTTY15', 'OPN1MW', 'RTP2', 'SLC38A8', 'C10ORF53', 'OR4D9', 'FMR1NB', 'P2RX3', 'ARHGAP36', 'ARR3', 'CCKBR', 'SNORA70B', 'STATH', 'CASC8', 'TBC1D28', 'C11ORF94', 'KRT39', 'OR1N1', 'C1ORF94', 'SNORA34', 'TAS2R60', 'ACTR3BP2', 'SSX8', 'HNRNPCL1', 'IFITM5', 'ANKRD18DP', 'PF4', 'BEND2', 'GAGE1', 'PROKR1', 'EDDM3A', 'CABS1', 'BPIFA3', 'KHDC1L', 'LINC00029', 'MMP23A', 'DEFB129', 'OR4C16', 'AKAP14', 'CYP11B2', 'HBD', 'OR10S1', 'LINC00114', 'PRSS1', 'DEFB104A', 'HSFY2', 'CABP5', 'CYP2W1', 'CYP3A4', 'SFTPC', 'CGB5', 'CCL15-CCL14', 'DMRT1', 'RGS8', 'PROP1', 'TKTL2', 'SERPINB4', 'CLRN2', 'KCNQ1DN', 'PRAP1', 'LINC00469', 'YWHAEP7', 'SNORA51', 'KRTAP25-1', 'DUXA', 'SNORA32', 'OR4F5', 'XKR7', 'OTP', 'SNORA54', 'SLC13A1', 'LHX9', 'SVOP', 'LGI3', 'KRTAP6-1', 'PAGE2', 'LOC646813', 'MYBPHL', 'OR6Y1', 'OR4K17', 'KRTAP19-2', 'TAS2R13', 'GAGE2D', 'OR7A17', 'OR2T35', 'FBP2', 'SPACA7', 'KRTAP19-3', 'ANKUB1', 'LOC285627', 'PLET1', 'GABRG3', 'INS', 'AVPR1B', 'PRAMEF20', 'OR4K2', 'NEU2', 'MGC27382', 'FCAMR', 'TCP10', 'LCNL1', 'CRLF2', 'LINC01101', 'OTOL1', 'DNTT', 'FDCSP', 'KRT85', 'FAM71C', 'C3ORF49', 'ZFAT-AS1', 'FOXE1', 'OR6B3', 'LINC00113', 'HPD', 'C9ORF135', 'IFNA13', 'KRTAP4-5', 'OR10H2', 'IZUMO1R', 'OLIG1', 'OR1L3', 'OR8H2', 'PRDM14', 'FGF6', 'XAGE3', 'SCARNA20', 'DAW1', 'GH1', 'TCEB3C', 'CCDC166', 'TMEM207', 'UGT2A3', 'PTF1A', 'SPANXN1', 'FAM27L', 'OR14I1', 'OR8G2', 'OR1L1', 'OLAH', 'PSG11', 'DEFB108B', 'DEFA4', 'ALPPL2', 'CYLC2', 'PRKAG3', 'SNORA47', 'SPATA19', 'IL26', 'FGA', 'PRG1', 'OR51I2', 'CER1', 'LINC00923', 'BARHL2', 'KRTAP10-1', 'C17ORF78', 'SLC25A31', 'SULT1C3', 'IVL', 'NANOS2', 'LCN9', 'HBBP1', 'LCE1D', 'PYDC2', 'TFF2', 'NKX2-1', 'ZNF479', 'PISRT1', 'OR5H6', 'GYS2', 'GUCY2EP', 'FTMT', 'LINC00696', 'DEFB110', 'OPRD1', 'OR4D6', 'MYBPC2', 'EPS8L3', 'LPO', 'TARM1', 'OR7E24', 'SCGB1A1', 'UCMA', 'HOXC12', 'SCN1A', 'ENAM', 'FMO6P', 'OR1E2', 'GAGE2B', 'CPLX3', 'OR14C36', 'OR6B2', 'OR1B1', 'LOC729609', 'CLCA4', 'OR6M1', 'RESP18', 'MAGEA9B', 'ST8SIA3', 'OR1K1', 'TTTY9B', 'CYP7A1', 'GBX2', 'PRAMEF1', 'SCARNA11', 'SBSN', 'HBZ', 'HBG2', 'GPR78', 'OR4C12', 'SERPINI2', 'FRMPD2B', 'ZNF679', 'SNORA59B', 'TTTY8', 'HAO1', 'LINC00326', 'SPATA31A3', 'FAM27B', 'KRTAP21-1', 'SLC1A6', 'LINC00488', 'HTR3E', 'SLITRK3', 'OR4M2', 'MAGEB6', 'OR2M4', 'C12ORF50', 'KRTAP19-6', 'LYZL1', 'ADGRD2', 'YIPF7', 'GPRC6A', 'OR12D2', 'CCL24', 'SYCN', 'SNAR-F', 'CGB8', 'LINC00608', 'NYX', 'ANP32D', 'ASB10', 'LOC286238', 'ANGPTL3', 'TMEM88B', 'ALX4', 'ALLC', 'OR6F1', 'SNORD94', 'OC90', 'CD200R1L', 'SNORA38B', 'OR6C74', 'LMNTD1', 'OR51G2', 'GPR148', 'FAM71B', 'DPPA2', 'BRINP3', 'OR6A2', 'SLC51B', 'OR6K6', 'DYDC1', 'OR51F2', 'POU6F2', 'GDPD2', 'DKFZP434K028', 'ADGRG4', 'FFAR1', 'MAP3K15', 'KRT13', 'KRTAP2-1', 'CNBD1', 'SRY', 'NTS', 'LINC00575', 'RAX2', 'LINC00934', 'SERPINB3', 'BET1P1', 'C10ORF120', 'MOGAT3', 'SPACA3', 'IL17F', 'IL36RN', 'ARID3C', 'OR11H4', 'SLC6A5', 'CNTN5', 'TRHR', 'SNORA37', 'TSKS', 'SNORA16B', 'LOC284798', 'OR13C3', 'KCNK4', 'TCERG1L', 'GUCA2B', 'LINC00304', 'OR2A14', 'KRT25', 'KCNMB2', 'SLC2A2', 'MYH1', 'IFNA7', 'LINC00410', 'APOC3', 'TMEM179', 'HBE1', 'BMP15', 'OR2L8', 'SLC22A12', 'SNORA71A', 'KIR3DL3', 'GAGE12F', 'LINC01312', 'PRB4', 'MUSK', 'SPRR2E', 'FAM25BP', 'NLRP8', 'OR2A2', 'SPATA31C1', 'ITIH1', 'SEC14L3', 'NKAIN3', 'RPS4Y2', 'SNORA74A', 'LINC00710', 'LINC00928', 'SNORA76C', 'ZNF705A', 'DCT', 'OR2AT4', 'FAM170B', 'GPR22', 'TDRG1', 'SLC17A6', 'OR56B1', 'MAGEB3', 'PAPOLB', 'MAGEA1', 'TNP1', 'LOC100130264', 'OR11H6', 'HTR1A', 'SSX6', 'LRRC30', 'USH1C', 'CSN3', 'OR10W1', 'PROKR2', 'SPANXN3', 'USP9Y', 'CFHR2', 'SOX3', 'CTRC', 'GDNF', 'EDDM3B', 'KCNIP4-IT1', 'EPPIN', 'GKN2', 'PAGE5', 'MUC2', 'GCSAML-AS1', 'DMRTC1', 'BTN1A1', 'FAM205A', 'OR51B5', 'BCYRN1', 'DMP1', 'PPY2P', 'SCP2D1', 'ZCCHC13', 'SCARNA8', 'CHRNB3', 'LOC647859', 'HPVC1', 'SPOCK3', 'HMHB1', 'OCSTAMP', 'SPZ1', 'CRYGC', 'BPIFB3', 'ADAM29', 'ACER1', 'MAGEA12', 'PTH2', 'KRTAP4-3', 'ZFY', 'BPIFB4', 'LINC00479', 'ANKRD34C', 'GAGE2C', 'SLC32A1', 'NXPE1', 'CCKAR', 'KRTAP1-1', 'KRTAP1-5', 'TRIM48', 'ZAR1L', 'ASB15', 'FAM19A4', 'OR2T10', 'MS4A10', 'NUTM1', 'TMEM14E', 'VRTN', 'C4ORF51', 'KRT83', 'OR4F21', 'C6ORF10', 'KRT71', 'KRT3', 'C2ORF27B', 'KRTAP11-1', 'DAOA', 'KLRC4', 'HMSD', 'SOX1', 'LOC644669', 'AATK-AS1', 'ODF3', 'SPATA3', 'MMP20', 'CT47A1', 'ATOH7', 'AVP', 'AIRE', 'TPTE', 'CLEC4G', 'LINC01142', 'KCNU1', 'BTF3P11', 'FOXD4L3', 'MTVR2', 'OR2G6', 'PPP1R2P9', 'AADACL3', 'SSX9', 'RFX6', 'OR6S1', 'AFM', 'AKR1D1', 'LRRC52', 'C1ORF146', 'ZNF735', 'LOC400940', 'OACYLP', 'EPB42', 'TBR1', 'ASAP1-IT1', 'PCP4', 'B3GNT6', 'FAM170A', 'SLC22A10', 'GFI1B', 'MTNR1B', 'BTNL3', 'GNAS-AS1', 'MYH16', 'CPA2', 'LINC00303', 'IGLL1', 'HCRTR1', 'CNGA2', 'CA4', 'SH2D7', 'INSM2', 'CA6', 'CLCA1', 'HULC', 'CACNG7', 'PRR32', 'PRL', 'NF1P2', 'ZIM3', 'HYALP1', 'CT47A11', 'KRTAP3-2', 'CFHR4', 'TMEM132D', 'KCNJ16', 'USP50', 'TSPEAR-AS2', 'UGT1A4', 'PLA2G12B', 'TRIM55', 'NEUROG1', 'SSTR3', 'C11ORF87', 'SNORA72', 'DISC2', 'SERPINB11', 'NEUROD6', 'PRAMEF16', 'LINC01591', 'SNORA2B', 'PRSS48', 'GSC2', 'SNORA27', 'VWA5B1', 'OR51F1', 'OR10AD1', 'SCGB3A2', 'FERD3L', 'LINC00691', 'GABRR3', 'NKX6-2', 'RAPGEF4-AS1', 'ADRB3', 'GAGE12J', 'FAM47C', 'OR51L1', 'POM121L2', 'OR5H2', 'KRTAP12-1', 'C17ORF64', 'COX7B2', 'IFNW1', 'HIST1H3A', 'ANKRD20A20P', 'SLC10A1', 'LINC00032', 'GSTA5', 'KRTAP9-2', 'OR4D10', 'APCS', 'CGB2', 'OR5B17', 'AADAC', 'IFNL1', 'ZSCAN10', 'MMD2', 'FER1L6', 'UTS2R', 'OR51T1', 'LINC00452', 'MCF2', 'ART1', 'C12ORF56', 'OR52K2', 'MAGEA5', 'PATE3', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1648542010437435
		RMSE:  1.2077311247232185
		NRMSE:  0.19230774891296748
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01787767410405383
		RMSE:  1.1768276141426715
		NRMSE:  0.21349508619837296
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.119011303751291
		NRMSE:  0.17818083878718685
		MAPE:  552.7314487209006
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06543533401046742
		RMSE:  1.204005869039757
		NRMSE:  0.21842565020132743
		MAPE:  371.74257556440244

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  5.346226950196883e-15
		NRMSE:  8.51282912995905e-16
		MAPE:  3.470265198312674e-12
		Pearson Correlation:  0.16887063263060964
		Spearman Correlation:  0.12528585144453175
		Coefficient of Determination:  -2.227951862943126
		RMSE:  2.095697430754734
		NRMSE:  0.380192560276248
		MAPE:  902.1718448138315

	Predictor:  ElasticNet
		Pearson Correlation:  0.9145647338353758
		Spearman Correlation:  0.8937310268034744
		Coefficient of Determination:  0.8107416766105788
		RMSE:  0.48681277645121873
		NRMSE:  0.07751548938747471
		MAPE:  244.21392151305707
		Pearson Correlation:  0.4397501210267807
		Spearman Correlation:  0.38131896906445223
		Coefficient of Determination:  0.13379328810438018
		RMSE:  1.0856149826722763
		NRMSE:  0.19694767654879655
		MAPE:  392.0037546884568

	Predictor:  RandomForests
		Pearson Correlation:  0.7447307174752974
		Spearman Correlation:  0.6906461505909994
		Coefficient of Determination:  0.5493926358416389
		RMSE:  0.751162011248155
		NRMSE:  0.11960797605938583
		MAPE:  242.84357349447396
		Pearson Correlation:  0.7609719704060809
		Spearman Correlation:  0.4104640334912239
		Coefficient of Determination:  0.5194468899943138
		RMSE:  0.8086037521536624
		NRMSE:  0.1466934712371943
		MAPE:  138.0956579190937

Protein:  CDH2
x_train_column_count:  485
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'GABRA4', 'BCORP1', 'OR2W1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'ADAD1', 'OR4K1', 'RAG2', 'LCE5A', 'OR8K3', 'CTSL3P', 'MS4A5', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'FGF22', 'DEFB127', 'MRGPRG-AS1', 'SMCP', 'MROH5', 'FAM150A', 'OR52A1', 'REXO1L6P', 'SNORA36A', 'CHAT', 'FAM92A1P2', 'LHX3', 'HNF1B', 'CTXN3', 'OR7G3', 'CT47A2', 'HES3', 'SLC18A3', 'TBC1D21', 'AMBN', 'FAM41AY1', 'DEFB113', 'SNAR-E', 'SNAR-I', 'OR8I2', 'C11ORF40', 'SNORA58', 'BSX', 'FLG2', 'OR51A2', 'GJA10', 'TMPRSS11B', 'NR0B1', 'CSN2', 'SMR3B', 'DEFB119', 'SNORD8', 'HHLA1', 'GJA8', 'TAAR8', 'BARHL1', 'GUCA1C', 'SNAR-A13', 'LINC01548', 'SPRR2G', 'ATP4B', 'GSX2', 'LCE1F', 'C17ORF102', 'TTTY21', 'LRTM1', 'LELP1', 'LCE2A', 'CT47B1', 'SNORA5B', 'GYPA', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CPN1', 'CCDC38', 'TYR', 'SLC28A2', 'KRTAP4-11', 'CLC', 'PROL1', 'CEACAM20', 'FAM224B', 'IL37', 'ESX1', 'OR8U1', 'FXYD4', 'PSMB11', 'ZNF536', 'ASB18', 'TMEM247', 'GNAT3', 'CA5A', 'SPANXN4', 'OR8D4', 'ZNF804B', 'OR2B3', 'ZNRF4', 'ANXA8L1', 'OR7C2', 'OR7G1', 'OR13C9', 'FNDC7', 'OR2T12', 'OR7G2', 'C12ORF40', 'CT47A6', 'OR6C76', 'OR5K3', 'CT47A7', 'GLRA4', 'LINC00671', 'OR8H1', 'PAQR9', 'H1FOO', 'KRTAP6-2', 'OR2AE1', 'PGM5-AS1', 'OR8A1', 'SNORA55', 'OR2M2', 'MAGEA10', 'APOA2', 'HAO2', 'TSPYL6', 'SPIC', 'CD300LD', 'KRT78', 'DMBT1P1', 'OR6T1', 'DPRX', 'OLIG2', 'DEFB128', 'SNORD115-7', 'OR6C4', 'AHSP', 'EIF1AY', 'PLCZ1', 'LINC00314', 'DUSP21', 'OR4S2', 'TEX36-AS1', 'GABRA6', 'SLC6A19', 'CST13P', 'FGF4', 'LOC440040', 'CD5L', 'CDKL4', 'IFNA21', 'OR52A4P', 'KRTAP1-3', 'OR2C3', 'PSG8', 'LOC100129935', 'LYPD8', 'HTR3B', 'TMEM196', 'PSG1', 'OR4A47', 'OR4B1', 'ZPBP', 'RSPH6A', 'KRTDAP', 'OR6B1', 'DDI1', 'OR10G4', 'GNAT1', 'BRDTP1', 'MOS', 'ITLN2', 'GOT1L1', 'OR4A16', 'PLSCR5', 'SCARNA22', 'KRTAP10-11', 'ASB11', 'IL13', 'SOST', 'SPRR4', 'RNASE8', 'OR6C2', 'PRB1', 'SNORA24', 'KRT2', 'DNMT3L', 'SCARNA4', 'OR52A5', 'KRTAP19-5', 'C1ORF105', 'SLC25A3P1', 'PWRN2', 'KRTAP21-2', 'GJD2', 'TAGLN3', 'VSTM2B', 'SNORA22', 'ARG1', 'SNORA28', 'LILRP2', 'MORC1', 'TEX13B', 'LRRC7', 'KRTAP10-7', 'GPR50', 'GABRA1', 'LINC00207', 'OR52H1', 'IGFL4', 'OR1M1', 'IL31', 'SLCO1A2', 'NMS', 'FLJ25758', 'FAM71A', 'OR5H1', 'TFAMP1', 'LINC01020', 'GHSR', 'OR5T2', 'OR2L2', 'ASB17', 'NCOR1P1', 'PRAMEF5', 'H1FNT', 'MRGPRX1', 'TMIGD1', 'URAD', 'OR4D11', 'KRTAP12-2', 'CIB4', 'KRTAP12-3', 'HIST1H4G', 'SNORD116-19', 'SNORA69', 'DEFB109P1', 'OR8J3', 'TXLNGY', 'OR52B4', 'IFNA16', 'LINC00111', 'SNORA20', 'RAB9BP1', 'DAZL', 'OR5AN1', 'OR2T34', 'F13B', 'KRTAP19-8', 'OR11L1', 'LGALS14', 'SST', 'HBG1', 'OR2M3', 'SNORD15A', 'OTX2', 'FAM183CP', 'CLEC6A', 'OR10V1', 'NXF2B', 'TMPRSS11F', 'GPR151', 'OR8S1', 'OR2M7', 'OR5H14', 'PRM3', 'MS4A6E', 'OR8G5', 'DNAJB8', 'OR2G2', 'FGF23', 'MBD3L5', 'SCGB1C1', 'OR8B3', 'OR10A5', 'WFDC5', 'TCP10L2', 'TMEM252', 'ACOT12', 'LOC145845', 'PRSS3P2', 'PPY', 'MAGEB10', 'LINC01205', 'TAAR9', 'TSGA13', 'PLA2G2F', 'PSAPL1', 'SUN3', 'PSG7', 'CRYAA', 'USP26', 'SPRR1B', 'TTTY14', 'KRTAP10-12', 'OR1S2', 'OR2AG1', 'PRAMEF8', 'HIST1H4F', 'NPPC', 'SNORD89', 'MC2R', 'C1ORF87', 'NOX3', 'C20ORF173', 'LEUTX', 'SFTA3', 'FOXN3-AS2', 'XAGE5', 'LOC391003', 'VWC2L', 'LINC00636', 'SDR16C6P', 'FAM169B', 'LOC391343', 'ACTRT2', 'RPL13AP17', 'SLC5A7', 'ALOX12B', 'CAPZA3', 'KRTAP19-1', 'OR4S1', 'BMP10', 'OR5B2', 'TTTY15', 'OPN1MW', 'RTP2', 'SLC38A8', 'C10ORF53', 'OR4D9', 'FMR1NB', 'P2RX3', 'ARHGAP36', 'ARR3', 'CCKBR', 'SNORA70B', 'STATH', 'CASC8', 'TBC1D28', 'C11ORF94', 'KRT39', 'OR1N1', 'C1ORF94', 'SNORA34', 'TAS2R60', 'ACTR3BP2', 'SSX8', 'HNRNPCL1', 'IFITM5', 'ANKRD18DP', 'PF4', 'BEND2', 'GAGE1', 'PROKR1', 'EDDM3A', 'CABS1', 'BPIFA3', 'KHDC1L', 'LINC00029', 'MMP23A', 'DEFB129', 'OR4C16', 'AKAP14', 'CYP11B2', 'HBD', 'OR10S1', 'LINC00114', 'PRSS1', 'DEFB104A', 'HSFY2', 'CABP5', 'CYP2W1', 'CYP3A4', 'SFTPC', 'CGB5', 'CCL15-CCL14', 'DMRT1', 'RGS8', 'PROP1', 'TKTL2', 'SERPINB4', 'CLRN2', 'KCNQ1DN', 'PRAP1', 'LINC00469', 'YWHAEP7', 'SNORA51', 'KRTAP25-1', 'DUXA', 'SNORA32', 'OR4F5', 'XKR7', 'OTP', 'SNORA54', 'SLC13A1', 'LHX9', 'SVOP', 'LGI3', 'KRTAP6-1', 'PAGE2', 'LOC646813', 'MYBPHL', 'OR6Y1', 'OR4K17', 'KRTAP19-2', 'TAS2R13', 'GAGE2D', 'OR7A17', 'OR2T35', 'FBP2', 'SPACA7', 'KRTAP19-3', 'ANKUB1', 'LOC285627', 'PLET1', 'GABRG3', 'INS', 'AVPR1B', 'PRAMEF20', 'OR4K2', 'NEU2', 'MGC27382', 'FCAMR', 'TCP10', 'LCNL1', 'CRLF2', 'LINC01101', 'OTOL1', 'DNTT', 'FDCSP', 'KRT85', 'FAM71C', 'C3ORF49', 'ZFAT-AS1', 'FOXE1', 'OR6B3', 'LINC00113', 'HPD', 'C9ORF135', 'IFNA13', 'KRTAP4-5', 'OR10H2', 'IZUMO1R', 'OLIG1', 'OR1L3', 'OR8H2', 'PRDM14', 'FGF6', 'XAGE3', 'SCARNA20', 'DAW1', 'GH1', 'TCEB3C', 'CCDC166', 'TMEM207', 'UGT2A3', 'PTF1A', 'SPANXN1', 'FAM27L', 'OR14I1', 'OR8G2', 'OR1L1', 'OLAH', 'PSG11', 'DEFB108B', 'DEFA4', 'ALPPL2', 'CYLC2', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011628294333081435
		RMSE:  0.38156283556505555
		NRMSE:  0.1382574228440668
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.013534078125908788
		RMSE:  0.33551468363995024
		NRMSE:  0.17308132332546644
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  LinearRegression
		Pearson Correlation:  0.9277958710352593
		Spearman Correlation:  0.9081586713163659
		Coefficient of Determination:  0.860367562569324
		RMSE:  0.141758380590052
		NRMSE:  0.05136545423220958
		MAPE:  504.5748907883453
		Pearson Correlation:  0.023045865780504337
		Spearman Correlation:  -0.08927542737440618
		Coefficient of Determination:  -7.988936925718366e+25
		RMSE:  2978769167924.7803
		NRMSE:  1536651999465.963
		MAPE:  303887155662883.4

	Predictor:  ElasticNet
		Pearson Correlation:  0.7175004083170967
		Spearman Correlation:  0.6706533654095614
		Coefficient of Determination:  0.4519500698942466
		RMSE:  0.28084432146615423
		NRMSE:  0.10176256303578311
		MAPE:  734.2118396429041
		Pearson Correlation:  0.15517475242206477
		Spearman Correlation:  0.10547513061260118
		Coefficient of Determination:  -0.008890129836808258
		RMSE:  0.3347451477315342
		NRMSE:  0.17268434429632193
		MAPE:  183.02558774823302

	Predictor:  RandomForests
		Pearson Correlation:  0.49717142891566196
		Spearman Correlation:  0.44704252007221246
		Coefficient of Determination:  0.14267273620604326
		RMSE:  0.35126016515245284
		NRMSE:  0.1272773987797858
		MAPE:  339.0862828489548
		Pearson Correlation:  0.020656056004860084
		Spearman Correlation:  0.09401898035819478
		Coefficient of Determination:  -0.03994579077910787
		RMSE:  0.33985816213931774
		NRMSE:  0.17532198533867654
		MAPE:  127.39945963325259

Protein:  CDH3
x_train_column_count:  75
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'GABRA4', 'BCORP1', 'OR2W1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'ADAD1', 'OR4K1', 'RAG2', 'LCE5A', 'OR8K3', 'CTSL3P', 'MS4A5', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'FGF22', 'DEFB127', 'MRGPRG-AS1', 'SMCP', 'MROH5', 'FAM150A', 'OR52A1', 'REXO1L6P', 'SNORA36A', 'CHAT', 'FAM92A1P2', 'LHX3', 'HNF1B', 'CTXN3', 'OR7G3', 'CT47A2', 'HES3', 'SLC18A3', 'TBC1D21', 'AMBN', 'FAM41AY1', 'DEFB113', 'SNAR-E', 'SNAR-I', 'OR8I2', 'C11ORF40', 'SNORA58', 'BSX', 'FLG2', 'OR51A2', 'GJA10', 'TMPRSS11B', 'NR0B1', 'CSN2', 'SMR3B', 'DEFB119', 'SNORD8', 'HHLA1', 'GJA8', 'TAAR8', 'BARHL1', 'GUCA1C', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006306553616452382
		RMSE:  0.206558346691537
		NRMSE:  0.1472115018398285
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056823148221427866
		RMSE:  0.21361844422784051
		NRMSE:  0.19012980777528213
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  LinearRegression
		Pearson Correlation:  0.43276192816482667
		Spearman Correlation:  0.40484379149265626
		Coefficient of Determination:  0.18726098470496266
		RMSE:  0.18563213195218672
		NRMSE:  0.13229765522484335
		MAPE:  201.74319735663775
		Pearson Correlation:  0.2888588063909453
		Spearman Correlation:  0.3449594134590207
		Coefficient of Determination:  0.00218849823550038
		RMSE:  0.2075686888433383
		NRMSE:  0.18474525948638967
		MAPE:  449.2018047791869

	Predictor:  ElasticNet
		Pearson Correlation:  0.32934932240759757
		Spearman Correlation:  0.3733415074748625
		Coefficient of Determination:  0.09723088032647553
		RMSE:  0.1956437352496859
		NRMSE:  0.13943279733290043
		MAPE:  154.10305580898194
		Pearson Correlation:  0.4269839505580554
		Spearman Correlation:  0.35420641155126625
		Coefficient of Determination:  0.014417717442761324
		RMSE:  0.20629278216397984
		NRMSE:  0.1836096464424763
		MAPE:  441.64364930304816

	Predictor:  RandomForests
		Pearson Correlation:  0.43827324138357854
		Spearman Correlation:  0.45204391190675935
		Coefficient of Determination:  0.17736902999295445
		RMSE:  0.1867583920420393
		NRMSE:  0.1331003264407253
		MAPE:  300.69066356706446
		Pearson Correlation:  0.3526330326270272
		Spearman Correlation:  0.33777045165003217
		Coefficient of Determination:  0.03172131042408621
		RMSE:  0.2044738508019339
		NRMSE:  0.18199071755516835
		MAPE:  723.2262449960062

Protein:  PTEN
x_train_column_count:  929
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'GABRA4', 'BCORP1', 'OR2W1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'ADAD1', 'OR4K1', 'RAG2', 'LCE5A', 'OR8K3', 'CTSL3P', 'MS4A5', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'FGF22', 'DEFB127', 'MRGPRG-AS1', 'SMCP', 'MROH5', 'FAM150A', 'OR52A1', 'REXO1L6P', 'SNORA36A', 'CHAT', 'FAM92A1P2', 'LHX3', 'HNF1B', 'CTXN3', 'OR7G3', 'CT47A2', 'HES3', 'SLC18A3', 'TBC1D21', 'AMBN', 'FAM41AY1', 'DEFB113', 'SNAR-E', 'SNAR-I', 'OR8I2', 'C11ORF40', 'SNORA58', 'BSX', 'FLG2', 'OR51A2', 'GJA10', 'TMPRSS11B', 'NR0B1', 'CSN2', 'SMR3B', 'DEFB119', 'SNORD8', 'HHLA1', 'GJA8', 'TAAR8', 'BARHL1', 'GUCA1C', 'SNAR-A13', 'LINC01548', 'SPRR2G', 'ATP4B', 'GSX2', 'LCE1F', 'C17ORF102', 'TTTY21', 'LRTM1', 'LELP1', 'LCE2A', 'CT47B1', 'SNORA5B', 'GYPA', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CPN1', 'CCDC38', 'TYR', 'SLC28A2', 'KRTAP4-11', 'CLC', 'PROL1', 'CEACAM20', 'FAM224B', 'IL37', 'ESX1', 'OR8U1', 'FXYD4', 'PSMB11', 'ZNF536', 'ASB18', 'TMEM247', 'GNAT3', 'CA5A', 'SPANXN4', 'OR8D4', 'ZNF804B', 'OR2B3', 'ZNRF4', 'ANXA8L1', 'OR7C2', 'OR7G1', 'OR13C9', 'FNDC7', 'OR2T12', 'OR7G2', 'C12ORF40', 'CT47A6', 'OR6C76', 'OR5K3', 'CT47A7', 'GLRA4', 'LINC00671', 'OR8H1', 'PAQR9', 'H1FOO', 'KRTAP6-2', 'OR2AE1', 'PGM5-AS1', 'OR8A1', 'SNORA55', 'OR2M2', 'MAGEA10', 'APOA2', 'HAO2', 'TSPYL6', 'SPIC', 'CD300LD', 'KRT78', 'DMBT1P1', 'OR6T1', 'DPRX', 'OLIG2', 'DEFB128', 'SNORD115-7', 'OR6C4', 'AHSP', 'EIF1AY', 'PLCZ1', 'LINC00314', 'DUSP21', 'OR4S2', 'TEX36-AS1', 'GABRA6', 'SLC6A19', 'CST13P', 'FGF4', 'LOC440040', 'CD5L', 'CDKL4', 'IFNA21', 'OR52A4P', 'KRTAP1-3', 'OR2C3', 'PSG8', 'LOC100129935', 'LYPD8', 'HTR3B', 'TMEM196', 'PSG1', 'OR4A47', 'OR4B1', 'ZPBP', 'RSPH6A', 'KRTDAP', 'OR6B1', 'DDI1', 'OR10G4', 'GNAT1', 'BRDTP1', 'MOS', 'ITLN2', 'GOT1L1', 'OR4A16', 'PLSCR5', 'SCARNA22', 'KRTAP10-11', 'ASB11', 'IL13', 'SOST', 'SPRR4', 'RNASE8', 'OR6C2', 'PRB1', 'SNORA24', 'KRT2', 'DNMT3L', 'SCARNA4', 'OR52A5', 'KRTAP19-5', 'C1ORF105', 'SLC25A3P1', 'PWRN2', 'KRTAP21-2', 'GJD2', 'TAGLN3', 'VSTM2B', 'SNORA22', 'ARG1', 'SNORA28', 'LILRP2', 'MORC1', 'TEX13B', 'LRRC7', 'KRTAP10-7', 'GPR50', 'GABRA1', 'LINC00207', 'OR52H1', 'IGFL4', 'OR1M1', 'IL31', 'SLCO1A2', 'NMS', 'FLJ25758', 'FAM71A', 'OR5H1', 'TFAMP1', 'LINC01020', 'GHSR', 'OR5T2', 'OR2L2', 'ASB17', 'NCOR1P1', 'PRAMEF5', 'H1FNT', 'MRGPRX1', 'TMIGD1', 'URAD', 'OR4D11', 'KRTAP12-2', 'CIB4', 'KRTAP12-3', 'HIST1H4G', 'SNORD116-19', 'SNORA69', 'DEFB109P1', 'OR8J3', 'TXLNGY', 'OR52B4', 'IFNA16', 'LINC00111', 'SNORA20', 'RAB9BP1', 'DAZL', 'OR5AN1', 'OR2T34', 'F13B', 'KRTAP19-8', 'OR11L1', 'LGALS14', 'SST', 'HBG1', 'OR2M3', 'SNORD15A', 'OTX2', 'FAM183CP', 'CLEC6A', 'OR10V1', 'NXF2B', 'TMPRSS11F', 'GPR151', 'OR8S1', 'OR2M7', 'OR5H14', 'PRM3', 'MS4A6E', 'OR8G5', 'DNAJB8', 'OR2G2', 'FGF23', 'MBD3L5', 'SCGB1C1', 'OR8B3', 'OR10A5', 'WFDC5', 'TCP10L2', 'TMEM252', 'ACOT12', 'LOC145845', 'PRSS3P2', 'PPY', 'MAGEB10', 'LINC01205', 'TAAR9', 'TSGA13', 'PLA2G2F', 'PSAPL1', 'SUN3', 'PSG7', 'CRYAA', 'USP26', 'SPRR1B', 'TTTY14', 'KRTAP10-12', 'OR1S2', 'OR2AG1', 'PRAMEF8', 'HIST1H4F', 'NPPC', 'SNORD89', 'MC2R', 'C1ORF87', 'NOX3', 'C20ORF173', 'LEUTX', 'SFTA3', 'FOXN3-AS2', 'XAGE5', 'LOC391003', 'VWC2L', 'LINC00636', 'SDR16C6P', 'FAM169B', 'LOC391343', 'ACTRT2', 'RPL13AP17', 'SLC5A7', 'ALOX12B', 'CAPZA3', 'KRTAP19-1', 'OR4S1', 'BMP10', 'OR5B2', 'TTTY15', 'OPN1MW', 'RTP2', 'SLC38A8', 'C10ORF53', 'OR4D9', 'FMR1NB', 'P2RX3', 'ARHGAP36', 'ARR3', 'CCKBR', 'SNORA70B', 'STATH', 'CASC8', 'TBC1D28', 'C11ORF94', 'KRT39', 'OR1N1', 'C1ORF94', 'SNORA34', 'TAS2R60', 'ACTR3BP2', 'SSX8', 'HNRNPCL1', 'IFITM5', 'ANKRD18DP', 'PF4', 'BEND2', 'GAGE1', 'PROKR1', 'EDDM3A', 'CABS1', 'BPIFA3', 'KHDC1L', 'LINC00029', 'MMP23A', 'DEFB129', 'OR4C16', 'AKAP14', 'CYP11B2', 'HBD', 'OR10S1', 'LINC00114', 'PRSS1', 'DEFB104A', 'HSFY2', 'CABP5', 'CYP2W1', 'CYP3A4', 'SFTPC', 'CGB5', 'CCL15-CCL14', 'DMRT1', 'RGS8', 'PROP1', 'TKTL2', 'SERPINB4', 'CLRN2', 'KCNQ1DN', 'PRAP1', 'LINC00469', 'YWHAEP7', 'SNORA51', 'KRTAP25-1', 'DUXA', 'SNORA32', 'OR4F5', 'XKR7', 'OTP', 'SNORA54', 'SLC13A1', 'LHX9', 'SVOP', 'LGI3', 'KRTAP6-1', 'PAGE2', 'LOC646813', 'MYBPHL', 'OR6Y1', 'OR4K17', 'KRTAP19-2', 'TAS2R13', 'GAGE2D', 'OR7A17', 'OR2T35', 'FBP2', 'SPACA7', 'KRTAP19-3', 'ANKUB1', 'LOC285627', 'PLET1', 'GABRG3', 'INS', 'AVPR1B', 'PRAMEF20', 'OR4K2', 'NEU2', 'MGC27382', 'FCAMR', 'TCP10', 'LCNL1', 'CRLF2', 'LINC01101', 'OTOL1', 'DNTT', 'FDCSP', 'KRT85', 'FAM71C', 'C3ORF49', 'ZFAT-AS1', 'FOXE1', 'OR6B3', 'LINC00113', 'HPD', 'C9ORF135', 'IFNA13', 'KRTAP4-5', 'OR10H2', 'IZUMO1R', 'OLIG1', 'OR1L3', 'OR8H2', 'PRDM14', 'FGF6', 'XAGE3', 'SCARNA20', 'DAW1', 'GH1', 'TCEB3C', 'CCDC166', 'TMEM207', 'UGT2A3', 'PTF1A', 'SPANXN1', 'FAM27L', 'OR14I1', 'OR8G2', 'OR1L1', 'OLAH', 'PSG11', 'DEFB108B', 'DEFA4', 'ALPPL2', 'CYLC2', 'PRKAG3', 'SNORA47', 'SPATA19', 'IL26', 'FGA', 'PRG1', 'OR51I2', 'CER1', 'LINC00923', 'BARHL2', 'KRTAP10-1', 'C17ORF78', 'SLC25A31', 'SULT1C3', 'IVL', 'NANOS2', 'LCN9', 'HBBP1', 'LCE1D', 'PYDC2', 'TFF2', 'NKX2-1', 'ZNF479', 'PISRT1', 'OR5H6', 'GYS2', 'GUCY2EP', 'FTMT', 'LINC00696', 'DEFB110', 'OPRD1', 'OR4D6', 'MYBPC2', 'EPS8L3', 'LPO', 'TARM1', 'OR7E24', 'SCGB1A1', 'UCMA', 'HOXC12', 'SCN1A', 'ENAM', 'FMO6P', 'OR1E2', 'GAGE2B', 'CPLX3', 'OR14C36', 'OR6B2', 'OR1B1', 'LOC729609', 'CLCA4', 'OR6M1', 'RESP18', 'MAGEA9B', 'ST8SIA3', 'OR1K1', 'TTTY9B', 'CYP7A1', 'GBX2', 'PRAMEF1', 'SCARNA11', 'SBSN', 'HBZ', 'HBG2', 'GPR78', 'OR4C12', 'SERPINI2', 'FRMPD2B', 'ZNF679', 'SNORA59B', 'TTTY8', 'HAO1', 'LINC00326', 'SPATA31A3', 'FAM27B', 'KRTAP21-1', 'SLC1A6', 'LINC00488', 'HTR3E', 'SLITRK3', 'OR4M2', 'MAGEB6', 'OR2M4', 'C12ORF50', 'KRTAP19-6', 'LYZL1', 'ADGRD2', 'YIPF7', 'GPRC6A', 'OR12D2', 'CCL24', 'SYCN', 'SNAR-F', 'CGB8', 'LINC00608', 'NYX', 'ANP32D', 'ASB10', 'LOC286238', 'ANGPTL3', 'TMEM88B', 'ALX4', 'ALLC', 'OR6F1', 'SNORD94', 'OC90', 'CD200R1L', 'SNORA38B', 'OR6C74', 'LMNTD1', 'OR51G2', 'GPR148', 'FAM71B', 'DPPA2', 'BRINP3', 'OR6A2', 'SLC51B', 'OR6K6', 'DYDC1', 'OR51F2', 'POU6F2', 'GDPD2', 'DKFZP434K028', 'ADGRG4', 'FFAR1', 'MAP3K15', 'KRT13', 'KRTAP2-1', 'CNBD1', 'SRY', 'NTS', 'LINC00575', 'RAX2', 'LINC00934', 'SERPINB3', 'BET1P1', 'C10ORF120', 'MOGAT3', 'SPACA3', 'IL17F', 'IL36RN', 'ARID3C', 'OR11H4', 'SLC6A5', 'CNTN5', 'TRHR', 'SNORA37', 'TSKS', 'SNORA16B', 'LOC284798', 'OR13C3', 'KCNK4', 'TCERG1L', 'GUCA2B', 'LINC00304', 'OR2A14', 'KRT25', 'KCNMB2', 'SLC2A2', 'MYH1', 'IFNA7', 'LINC00410', 'APOC3', 'TMEM179', 'HBE1', 'BMP15', 'OR2L8', 'SLC22A12', 'SNORA71A', 'KIR3DL3', 'GAGE12F', 'LINC01312', 'PRB4', 'MUSK', 'SPRR2E', 'FAM25BP', 'NLRP8', 'OR2A2', 'SPATA31C1', 'ITIH1', 'SEC14L3', 'NKAIN3', 'RPS4Y2', 'SNORA74A', 'LINC00710', 'LINC00928', 'SNORA76C', 'ZNF705A', 'DCT', 'OR2AT4', 'FAM170B', 'GPR22', 'TDRG1', 'SLC17A6', 'OR56B1', 'MAGEB3', 'PAPOLB', 'MAGEA1', 'TNP1', 'LOC100130264', 'OR11H6', 'HTR1A', 'SSX6', 'LRRC30', 'USH1C', 'CSN3', 'OR10W1', 'PROKR2', 'SPANXN3', 'USP9Y', 'CFHR2', 'SOX3', 'CTRC', 'GDNF', 'EDDM3B', 'KCNIP4-IT1', 'EPPIN', 'GKN2', 'PAGE5', 'MUC2', 'GCSAML-AS1', 'DMRTC1', 'BTN1A1', 'FAM205A', 'OR51B5', 'BCYRN1', 'DMP1', 'PPY2P', 'SCP2D1', 'ZCCHC13', 'SCARNA8', 'CHRNB3', 'LOC647859', 'HPVC1', 'SPOCK3', 'HMHB1', 'OCSTAMP', 'SPZ1', 'CRYGC', 'BPIFB3', 'ADAM29', 'ACER1', 'MAGEA12', 'PTH2', 'KRTAP4-3', 'ZFY', 'BPIFB4', 'LINC00479', 'ANKRD34C', 'GAGE2C', 'SLC32A1', 'NXPE1', 'CCKAR', 'KRTAP1-1', 'KRTAP1-5', 'TRIM48', 'ZAR1L', 'ASB15', 'FAM19A4', 'OR2T10', 'MS4A10', 'NUTM1', 'TMEM14E', 'VRTN', 'C4ORF51', 'KRT83', 'OR4F21', 'C6ORF10', 'KRT71', 'KRT3', 'C2ORF27B', 'KRTAP11-1', 'DAOA', 'KLRC4', 'HMSD', 'SOX1', 'LOC644669', 'AATK-AS1', 'ODF3', 'SPATA3', 'MMP20', 'CT47A1', 'ATOH7', 'AVP', 'AIRE', 'TPTE', 'CLEC4G', 'LINC01142', 'KCNU1', 'BTF3P11', 'FOXD4L3', 'MTVR2', 'OR2G6', 'PPP1R2P9', 'AADACL3', 'SSX9', 'RFX6', 'OR6S1', 'AFM', 'AKR1D1', 'LRRC52', 'C1ORF146', 'ZNF735', 'LOC400940', 'OACYLP', 'EPB42', 'TBR1', 'ASAP1-IT1', 'PCP4', 'B3GNT6', 'FAM170A', 'SLC22A10', 'GFI1B', 'MTNR1B', 'BTNL3', 'GNAS-AS1', 'MYH16', 'CPA2', 'LINC00303', 'IGLL1', 'HCRTR1', 'CNGA2', 'CA4', 'SH2D7', 'INSM2', 'CA6', 'CLCA1', 'HULC', 'CACNG7', 'PRR32', 'PRL', 'NF1P2', 'ZIM3', 'HYALP1', 'CT47A11', 'KRTAP3-2', 'CFHR4', 'TMEM132D', 'KCNJ16', 'USP50', 'TSPEAR-AS2', 'UGT1A4', 'PLA2G12B', 'TRIM55', 'NEUROG1', 'SSTR3', 'C11ORF87', 'SNORA72', 'DISC2', 'SERPINB11', 'NEUROD6', 'PRAMEF16', 'LINC01591', 'SNORA2B', 'PRSS48', 'GSC2', 'SNORA27', 'VWA5B1', 'OR51F1', 'OR10AD1', 'SCGB3A2', 'FERD3L', 'LINC00691', 'GABRR3', 'NKX6-2', 'RAPGEF4-AS1', 'ADRB3', 'GAGE12J', 'FAM47C', 'OR51L1', 'POM121L2', 'OR5H2', 'KRTAP12-1', 'C17ORF64', 'COX7B2', 'IFNW1', 'HIST1H3A', 'ANKRD20A20P', 'SLC10A1', 'LINC00032', 'GSTA5', 'KRTAP9-2', 'OR4D10', 'APCS', 'CGB2', 'OR5B17', 'AADAC', 'IFNL1', 'ZSCAN10', 'MMD2', 'FER1L6', 'UTS2R', 'OR51T1', 'LINC00452', 'MCF2', 'ART1', 'C12ORF56', 'OR52K2', 'MAGEA5', 'PATE3', 'CYP2C18', 'BAGE', 'PRDM9', 'GCGR', 'APOA5', 'PACRG-AS1', 'OLIG3', 'SNORD15B', 'SPINK14', 'B3GALT1', 'REG1B', 'CST9L', 'OR2A12', 'INS-IGF2', 'ISL1', 'DACH2', 'OTOP1', 'MT1B', 'GPR52', 'PDX1', 'TRIM49', 'NPSR1-AS1', 'CNTNAP5', 'OR4D5', 'FOXG1', 'NPHS2', 'EPGN', 'HAND1', 'LOC100130417', 'OR4N4', 'MYADML', 'PRSS57', 'MUC13', 'CLRN1', 'LINC00052', 'FAM138B', 'TRIM75P', 'HBM', 'PPBPP1', 'HRK', 'NHLH2', 'TAS2R42', 'NEUROG3', 'EXD1', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04663541191913323
		RMSE:  0.5747314783713694
		NRMSE:  0.11117523181123673
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02346833201832421
		RMSE:  0.7542692946958974
		NRMSE:  0.11793750210239971
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  3.0543290938032825e-15
		NRMSE:  5.908250336202574e-16
		MAPE:  6.2249534332536675e-12
		Pearson Correlation:  0.1320193045652653
		Spearman Correlation:  0.1302584820259604
		Coefficient of Determination:  -1.8180975198296476
		RMSE:  1.2516048365591133
		NRMSE:  0.19570085787805694
		MAPE:  3640.5938874719127

	Predictor:  ElasticNet
		Pearson Correlation:  0.8395154222506441
		Spearman Correlation:  0.8063781959265511
		Coefficient of Determination:  0.6626751262825021
		RMSE:  0.32628075251555716
		NRMSE:  0.06311528019876918
		MAPE:  259.03201461782095
		Pearson Correlation:  0.3593082000237718
		Spearman Correlation:  0.3554981982318982
		Coefficient of Determination:  0.12033475845772434
		RMSE:  0.6992748999911406
		NRMSE:  0.10933858181395364
		MAPE:  199.78333429995322

	Predictor:  RandomForests
		Pearson Correlation:  0.5706155589904446
		Spearman Correlation:  0.5507947433204587
		Coefficient of Determination:  0.2625441092346765
		RMSE:  0.4824310996595935
		NRMSE:  0.0933207791046877
		MAPE:  205.09022641917477
		Pearson Correlation:  0.41505925990711096
		Spearman Correlation:  0.46172453736932534
		Coefficient of Determination:  0.13515566507191967
		RMSE:  0.6933590624870081
		NRMSE:  0.10841358181330749
		MAPE:  238.40020248050982

Protein:  BRCA2
x_train_column_count:  366
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'GABRA4', 'BCORP1', 'OR2W1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'ADAD1', 'OR4K1', 'RAG2', 'LCE5A', 'OR8K3', 'CTSL3P', 'MS4A5', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'FGF22', 'DEFB127', 'MRGPRG-AS1', 'SMCP', 'MROH5', 'FAM150A', 'OR52A1', 'REXO1L6P', 'SNORA36A', 'CHAT', 'FAM92A1P2', 'LHX3', 'HNF1B', 'CTXN3', 'OR7G3', 'CT47A2', 'HES3', 'SLC18A3', 'TBC1D21', 'AMBN', 'FAM41AY1', 'DEFB113', 'SNAR-E', 'SNAR-I', 'OR8I2', 'C11ORF40', 'SNORA58', 'BSX', 'FLG2', 'OR51A2', 'GJA10', 'TMPRSS11B', 'NR0B1', 'CSN2', 'SMR3B', 'DEFB119', 'SNORD8', 'HHLA1', 'GJA8', 'TAAR8', 'BARHL1', 'GUCA1C', 'SNAR-A13', 'LINC01548', 'SPRR2G', 'ATP4B', 'GSX2', 'LCE1F', 'C17ORF102', 'TTTY21', 'LRTM1', 'LELP1', 'LCE2A', 'CT47B1', 'SNORA5B', 'GYPA', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CPN1', 'CCDC38', 'TYR', 'SLC28A2', 'KRTAP4-11', 'CLC', 'PROL1', 'CEACAM20', 'FAM224B', 'IL37', 'ESX1', 'OR8U1', 'FXYD4', 'PSMB11', 'ZNF536', 'ASB18', 'TMEM247', 'GNAT3', 'CA5A', 'SPANXN4', 'OR8D4', 'ZNF804B', 'OR2B3', 'ZNRF4', 'ANXA8L1', 'OR7C2', 'OR7G1', 'OR13C9', 'FNDC7', 'OR2T12', 'OR7G2', 'C12ORF40', 'CT47A6', 'OR6C76', 'OR5K3', 'CT47A7', 'GLRA4', 'LINC00671', 'OR8H1', 'PAQR9', 'H1FOO', 'KRTAP6-2', 'OR2AE1', 'PGM5-AS1', 'OR8A1', 'SNORA55', 'OR2M2', 'MAGEA10', 'APOA2', 'HAO2', 'TSPYL6', 'SPIC', 'CD300LD', 'KRT78', 'DMBT1P1', 'OR6T1', 'DPRX', 'OLIG2', 'DEFB128', 'SNORD115-7', 'OR6C4', 'AHSP', 'EIF1AY', 'PLCZ1', 'LINC00314', 'DUSP21', 'OR4S2', 'TEX36-AS1', 'GABRA6', 'SLC6A19', 'CST13P', 'FGF4', 'LOC440040', 'CD5L', 'CDKL4', 'IFNA21', 'OR52A4P', 'KRTAP1-3', 'OR2C3', 'PSG8', 'LOC100129935', 'LYPD8', 'HTR3B', 'TMEM196', 'PSG1', 'OR4A47', 'OR4B1', 'ZPBP', 'RSPH6A', 'KRTDAP', 'OR6B1', 'DDI1', 'OR10G4', 'GNAT1', 'BRDTP1', 'MOS', 'ITLN2', 'GOT1L1', 'OR4A16', 'PLSCR5', 'SCARNA22', 'KRTAP10-11', 'ASB11', 'IL13', 'SOST', 'SPRR4', 'RNASE8', 'OR6C2', 'PRB1', 'SNORA24', 'KRT2', 'DNMT3L', 'SCARNA4', 'OR52A5', 'KRTAP19-5', 'C1ORF105', 'SLC25A3P1', 'PWRN2', 'KRTAP21-2', 'GJD2', 'TAGLN3', 'VSTM2B', 'SNORA22', 'ARG1', 'SNORA28', 'LILRP2', 'MORC1', 'TEX13B', 'LRRC7', 'KRTAP10-7', 'GPR50', 'GABRA1', 'LINC00207', 'OR52H1', 'IGFL4', 'OR1M1', 'IL31', 'SLCO1A2', 'NMS', 'FLJ25758', 'FAM71A', 'OR5H1', 'TFAMP1', 'LINC01020', 'GHSR', 'OR5T2', 'OR2L2', 'ASB17', 'NCOR1P1', 'PRAMEF5', 'H1FNT', 'MRGPRX1', 'TMIGD1', 'URAD', 'OR4D11', 'KRTAP12-2', 'CIB4', 'KRTAP12-3', 'HIST1H4G', 'SNORD116-19', 'SNORA69', 'DEFB109P1', 'OR8J3', 'TXLNGY', 'OR52B4', 'IFNA16', 'LINC00111', 'SNORA20', 'RAB9BP1', 'DAZL', 'OR5AN1', 'OR2T34', 'F13B', 'KRTAP19-8', 'OR11L1', 'LGALS14', 'SST', 'HBG1', 'OR2M3', 'SNORD15A', 'OTX2', 'FAM183CP', 'CLEC6A', 'OR10V1', 'NXF2B', 'TMPRSS11F', 'GPR151', 'OR8S1', 'OR2M7', 'OR5H14', 'PRM3', 'MS4A6E', 'OR8G5', 'DNAJB8', 'OR2G2', 'FGF23', 'MBD3L5', 'SCGB1C1', 'OR8B3', 'OR10A5', 'WFDC5', 'TCP10L2', 'TMEM252', 'ACOT12', 'LOC145845', 'PRSS3P2', 'PPY', 'MAGEB10', 'LINC01205', 'TAAR9', 'TSGA13', 'PLA2G2F', 'PSAPL1', 'SUN3', 'PSG7', 'CRYAA', 'USP26', 'SPRR1B', 'TTTY14', 'KRTAP10-12', 'OR1S2', 'OR2AG1', 'PRAMEF8', 'HIST1H4F', 'NPPC', 'SNORD89', 'MC2R', 'C1ORF87', 'NOX3', 'C20ORF173', 'LEUTX', 'SFTA3', 'FOXN3-AS2', 'XAGE5', 'LOC391003', 'VWC2L', 'LINC00636', 'SDR16C6P', 'FAM169B', 'LOC391343', 'ACTRT2', 'RPL13AP17', 'SLC5A7', 'ALOX12B', 'CAPZA3', 'KRTAP19-1', 'OR4S1', 'BMP10', 'OR5B2', 'TTTY15', 'OPN1MW', 'RTP2', 'SLC38A8', 'C10ORF53', 'OR4D9', 'FMR1NB', 'P2RX3', 'ARHGAP36', 'ARR3', 'CCKBR', 'SNORA70B', 'STATH', 'CASC8', 'TBC1D28', 'C11ORF94', 'KRT39', 'OR1N1', 'C1ORF94', 'SNORA34', 'TAS2R60', 'ACTR3BP2', 'SSX8', 'HNRNPCL1', 'IFITM5', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015699866052385492
		RMSE:  0.1919477679021074
		NRMSE:  0.12365776640496533
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0014129332580739007
		RMSE:  0.2082543553514594
		NRMSE:  0.20232423210836328
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  LinearRegression
		Pearson Correlation:  0.8233608329624333
		Spearman Correlation:  0.7940235700257565
		Coefficient of Determination:  0.6779226728599903
		RMSE:  0.10884851088697914
		NRMSE:  0.0701230542032399
		MAPE:  154.00041674750065
		Pearson Correlation:  -0.075669989078492
		Spearman Correlation:  0.10939537899475056
		Coefficient of Determination:  -3.17134072187731e+25
		RMSE:  1171949631806.9177
		NRMSE:  1138577913171.8508
		MAPE:  250993185026457.8

	Predictor:  ElasticNet
		Pearson Correlation:  0.5448033700149972
		Spearman Correlation:  0.37609241522118203
		Coefficient of Determination:  0.22835381122889808
		RMSE:  0.16848122946491406
		NRMSE:  0.10854000931867552
		MAPE:  117.1612688641377
		Pearson Correlation:  0.0742073027803069
		Spearman Correlation:  0.08388383895061036
		Coefficient of Determination:  0.003485410837059
		RMSE:  0.20774439988872045
		NRMSE:  0.20182879782448482
		MAPE:  127.6625770624112

	Predictor:  RandomForests
		Pearson Correlation:  0.4505893622733489
		Spearman Correlation:  0.40679228420189445
		Coefficient of Determination:  0.1300315851192948
		RMSE:  0.17889333399360874
		NRMSE:  0.11524775905531245
		MAPE:  111.32568151371014
		Pearson Correlation:  0.02486783212240672
		Spearman Correlation:  0.09583547444771427
		Coefficient of Determination:  0.0004965316902778572
		RMSE:  0.20805571395261316
		NRMSE:  0.20213124710010896
		MAPE:  155.45489973712253

Protein:  CDKN2A
x_train_column_count:  638
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'GABRA4', 'BCORP1', 'OR2W1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'ADAD1', 'OR4K1', 'RAG2', 'LCE5A', 'OR8K3', 'CTSL3P', 'MS4A5', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'FGF22', 'DEFB127', 'MRGPRG-AS1', 'SMCP', 'MROH5', 'FAM150A', 'OR52A1', 'REXO1L6P', 'SNORA36A', 'CHAT', 'FAM92A1P2', 'LHX3', 'HNF1B', 'CTXN3', 'OR7G3', 'CT47A2', 'HES3', 'SLC18A3', 'TBC1D21', 'AMBN', 'FAM41AY1', 'DEFB113', 'SNAR-E', 'SNAR-I', 'OR8I2', 'C11ORF40', 'SNORA58', 'BSX', 'FLG2', 'OR51A2', 'GJA10', 'TMPRSS11B', 'NR0B1', 'CSN2', 'SMR3B', 'DEFB119', 'SNORD8', 'HHLA1', 'GJA8', 'TAAR8', 'BARHL1', 'GUCA1C', 'SNAR-A13', 'LINC01548', 'SPRR2G', 'ATP4B', 'GSX2', 'LCE1F', 'C17ORF102', 'TTTY21', 'LRTM1', 'LELP1', 'LCE2A', 'CT47B1', 'SNORA5B', 'GYPA', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CPN1', 'CCDC38', 'TYR', 'SLC28A2', 'KRTAP4-11', 'CLC', 'PROL1', 'CEACAM20', 'FAM224B', 'IL37', 'ESX1', 'OR8U1', 'FXYD4', 'PSMB11', 'ZNF536', 'ASB18', 'TMEM247', 'GNAT3', 'CA5A', 'SPANXN4', 'OR8D4', 'ZNF804B', 'OR2B3', 'ZNRF4', 'ANXA8L1', 'OR7C2', 'OR7G1', 'OR13C9', 'FNDC7', 'OR2T12', 'OR7G2', 'C12ORF40', 'CT47A6', 'OR6C76', 'OR5K3', 'CT47A7', 'GLRA4', 'LINC00671', 'OR8H1', 'PAQR9', 'H1FOO', 'KRTAP6-2', 'OR2AE1', 'PGM5-AS1', 'OR8A1', 'SNORA55', 'OR2M2', 'MAGEA10', 'APOA2', 'HAO2', 'TSPYL6', 'SPIC', 'CD300LD', 'KRT78', 'DMBT1P1', 'OR6T1', 'DPRX', 'OLIG2', 'DEFB128', 'SNORD115-7', 'OR6C4', 'AHSP', 'EIF1AY', 'PLCZ1', 'LINC00314', 'DUSP21', 'OR4S2', 'TEX36-AS1', 'GABRA6', 'SLC6A19', 'CST13P', 'FGF4', 'LOC440040', 'CD5L', 'CDKL4', 'IFNA21', 'OR52A4P', 'KRTAP1-3', 'OR2C3', 'PSG8', 'LOC100129935', 'LYPD8', 'HTR3B', 'TMEM196', 'PSG1', 'OR4A47', 'OR4B1', 'ZPBP', 'RSPH6A', 'KRTDAP', 'OR6B1', 'DDI1', 'OR10G4', 'GNAT1', 'BRDTP1', 'MOS', 'ITLN2', 'GOT1L1', 'OR4A16', 'PLSCR5', 'SCARNA22', 'KRTAP10-11', 'ASB11', 'IL13', 'SOST', 'SPRR4', 'RNASE8', 'OR6C2', 'PRB1', 'SNORA24', 'KRT2', 'DNMT3L', 'SCARNA4', 'OR52A5', 'KRTAP19-5', 'C1ORF105', 'SLC25A3P1', 'PWRN2', 'KRTAP21-2', 'GJD2', 'TAGLN3', 'VSTM2B', 'SNORA22', 'ARG1', 'SNORA28', 'LILRP2', 'MORC1', 'TEX13B', 'LRRC7', 'KRTAP10-7', 'GPR50', 'GABRA1', 'LINC00207', 'OR52H1', 'IGFL4', 'OR1M1', 'IL31', 'SLCO1A2', 'NMS', 'FLJ25758', 'FAM71A', 'OR5H1', 'TFAMP1', 'LINC01020', 'GHSR', 'OR5T2', 'OR2L2', 'ASB17', 'NCOR1P1', 'PRAMEF5', 'H1FNT', 'MRGPRX1', 'TMIGD1', 'URAD', 'OR4D11', 'KRTAP12-2', 'CIB4', 'KRTAP12-3', 'HIST1H4G', 'SNORD116-19', 'SNORA69', 'DEFB109P1', 'OR8J3', 'TXLNGY', 'OR52B4', 'IFNA16', 'LINC00111', 'SNORA20', 'RAB9BP1', 'DAZL', 'OR5AN1', 'OR2T34', 'F13B', 'KRTAP19-8', 'OR11L1', 'LGALS14', 'SST', 'HBG1', 'OR2M3', 'SNORD15A', 'OTX2', 'FAM183CP', 'CLEC6A', 'OR10V1', 'NXF2B', 'TMPRSS11F', 'GPR151', 'OR8S1', 'OR2M7', 'OR5H14', 'PRM3', 'MS4A6E', 'OR8G5', 'DNAJB8', 'OR2G2', 'FGF23', 'MBD3L5', 'SCGB1C1', 'OR8B3', 'OR10A5', 'WFDC5', 'TCP10L2', 'TMEM252', 'ACOT12', 'LOC145845', 'PRSS3P2', 'PPY', 'MAGEB10', 'LINC01205', 'TAAR9', 'TSGA13', 'PLA2G2F', 'PSAPL1', 'SUN3', 'PSG7', 'CRYAA', 'USP26', 'SPRR1B', 'TTTY14', 'KRTAP10-12', 'OR1S2', 'OR2AG1', 'PRAMEF8', 'HIST1H4F', 'NPPC', 'SNORD89', 'MC2R', 'C1ORF87', 'NOX3', 'C20ORF173', 'LEUTX', 'SFTA3', 'FOXN3-AS2', 'XAGE5', 'LOC391003', 'VWC2L', 'LINC00636', 'SDR16C6P', 'FAM169B', 'LOC391343', 'ACTRT2', 'RPL13AP17', 'SLC5A7', 'ALOX12B', 'CAPZA3', 'KRTAP19-1', 'OR4S1', 'BMP10', 'OR5B2', 'TTTY15', 'OPN1MW', 'RTP2', 'SLC38A8', 'C10ORF53', 'OR4D9', 'FMR1NB', 'P2RX3', 'ARHGAP36', 'ARR3', 'CCKBR', 'SNORA70B', 'STATH', 'CASC8', 'TBC1D28', 'C11ORF94', 'KRT39', 'OR1N1', 'C1ORF94', 'SNORA34', 'TAS2R60', 'ACTR3BP2', 'SSX8', 'HNRNPCL1', 'IFITM5', 'ANKRD18DP', 'PF4', 'BEND2', 'GAGE1', 'PROKR1', 'EDDM3A', 'CABS1', 'BPIFA3', 'KHDC1L', 'LINC00029', 'MMP23A', 'DEFB129', 'OR4C16', 'AKAP14', 'CYP11B2', 'HBD', 'OR10S1', 'LINC00114', 'PRSS1', 'DEFB104A', 'HSFY2', 'CABP5', 'CYP2W1', 'CYP3A4', 'SFTPC', 'CGB5', 'CCL15-CCL14', 'DMRT1', 'RGS8', 'PROP1', 'TKTL2', 'SERPINB4', 'CLRN2', 'KCNQ1DN', 'PRAP1', 'LINC00469', 'YWHAEP7', 'SNORA51', 'KRTAP25-1', 'DUXA', 'SNORA32', 'OR4F5', 'XKR7', 'OTP', 'SNORA54', 'SLC13A1', 'LHX9', 'SVOP', 'LGI3', 'KRTAP6-1', 'PAGE2', 'LOC646813', 'MYBPHL', 'OR6Y1', 'OR4K17', 'KRTAP19-2', 'TAS2R13', 'GAGE2D', 'OR7A17', 'OR2T35', 'FBP2', 'SPACA7', 'KRTAP19-3', 'ANKUB1', 'LOC285627', 'PLET1', 'GABRG3', 'INS', 'AVPR1B', 'PRAMEF20', 'OR4K2', 'NEU2', 'MGC27382', 'FCAMR', 'TCP10', 'LCNL1', 'CRLF2', 'LINC01101', 'OTOL1', 'DNTT', 'FDCSP', 'KRT85', 'FAM71C', 'C3ORF49', 'ZFAT-AS1', 'FOXE1', 'OR6B3', 'LINC00113', 'HPD', 'C9ORF135', 'IFNA13', 'KRTAP4-5', 'OR10H2', 'IZUMO1R', 'OLIG1', 'OR1L3', 'OR8H2', 'PRDM14', 'FGF6', 'XAGE3', 'SCARNA20', 'DAW1', 'GH1', 'TCEB3C', 'CCDC166', 'TMEM207', 'UGT2A3', 'PTF1A', 'SPANXN1', 'FAM27L', 'OR14I1', 'OR8G2', 'OR1L1', 'OLAH', 'PSG11', 'DEFB108B', 'DEFA4', 'ALPPL2', 'CYLC2', 'PRKAG3', 'SNORA47', 'SPATA19', 'IL26', 'FGA', 'PRG1', 'OR51I2', 'CER1', 'LINC00923', 'BARHL2', 'KRTAP10-1', 'C17ORF78', 'SLC25A31', 'SULT1C3', 'IVL', 'NANOS2', 'LCN9', 'HBBP1', 'LCE1D', 'PYDC2', 'TFF2', 'NKX2-1', 'ZNF479', 'PISRT1', 'OR5H6', 'GYS2', 'GUCY2EP', 'FTMT', 'LINC00696', 'DEFB110', 'OPRD1', 'OR4D6', 'MYBPC2', 'EPS8L3', 'LPO', 'TARM1', 'OR7E24', 'SCGB1A1', 'UCMA', 'HOXC12', 'SCN1A', 'ENAM', 'FMO6P', 'OR1E2', 'GAGE2B', 'CPLX3', 'OR14C36', 'OR6B2', 'OR1B1', 'LOC729609', 'CLCA4', 'OR6M1', 'RESP18', 'MAGEA9B', 'ST8SIA3', 'OR1K1', 'TTTY9B', 'CYP7A1', 'GBX2', 'PRAMEF1', 'SCARNA11', 'SBSN', 'HBZ', 'HBG2', 'GPR78', 'OR4C12', 'SERPINI2', 'FRMPD2B', 'ZNF679', 'SNORA59B', 'TTTY8', 'HAO1', 'LINC00326', 'SPATA31A3', 'FAM27B', 'KRTAP21-1', 'SLC1A6', 'LINC00488', 'HTR3E', 'SLITRK3', 'OR4M2', 'MAGEB6', 'OR2M4', 'C12ORF50', 'KRTAP19-6', 'LYZL1', 'ADGRD2', 'YIPF7', 'GPRC6A', 'OR12D2', 'CCL24', 'SYCN', 'SNAR-F', 'CGB8', 'LINC00608', 'NYX', 'ANP32D', 'ASB10', 'LOC286238', 'ANGPTL3', 'TMEM88B', 'ALX4', 'ALLC', 'OR6F1', 'SNORD94', 'OC90', 'CD200R1L', 'SNORA38B', 'OR6C74', 'LMNTD1', 'OR51G2', 'GPR148', 'FAM71B', 'DPPA2', 'BRINP3', 'OR6A2', 'SLC51B', 'OR6K6', 'DYDC1', 'OR51F2', 'POU6F2', 'GDPD2', 'DKFZP434K028', 'ADGRG4', 'FFAR1', 'MAP3K15', 'KRT13', 'KRTAP2-1', 'CNBD1', 'SRY', 'NTS', 'LINC00575', 'RAX2', 'LINC00934', 'SERPINB3', 'BET1P1', 'C10ORF120', 'MOGAT3', 'SPACA3', 'IL17F', 'IL36RN', 'ARID3C', 'OR11H4', 'SLC6A5', 'CNTN5', 'TRHR', 'SNORA37', 'TSKS', 'SNORA16B', 'LOC284798', 'OR13C3', 'KCNK4', 'TCERG1L', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06343046233027927
		RMSE:  0.6950010485750925
		NRMSE:  0.15711564339891315
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10006794882547432
		RMSE:  0.6614783461565592
		NRMSE:  0.1993004959796804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6739550183850767
		NRMSE:  0.1523578655781794
		MAPE:  281.71125082022354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0022276354551518107
		RMSE:  0.6313774446715202
		NRMSE:  0.19023122768048215
		MAPE:  197.14658329930893

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  7.0709136714972096e-15
		NRMSE:  1.5984884529212633e-15
		MAPE:  5.094270804688172e-12
		Pearson Correlation:  0.018737769520306556
		Spearman Correlation:  -0.07366924774623125
		Coefficient of Determination:  -16.927131414353425
		RMSE:  2.670307510328914
		NRMSE:  0.8045518259502603
		MAPE:  1519.8576186405387

	Predictor:  ElasticNet
		Pearson Correlation:  0.8558200335423919
		Spearman Correlation:  0.8127135306435999
		Coefficient of Determination:  0.7041410540445266
		RMSE:  0.3665837962323604
		NRMSE:  0.08287188792412352
		MAPE:  206.5532208576084
		Pearson Correlation:  0.4670667011639691
		Spearman Correlation:  0.2754223868128032
		Coefficient of Determination:  0.2114734951789321
		RMSE:  0.5600335229383648
		NRMSE:  0.1687356200477146
		MAPE:  199.3996583565105

	Predictor:  RandomForests
		Pearson Correlation:  0.6709436412709644
		Spearman Correlation:  0.5756498619170534
		Coefficient of Determination:  0.4436237559924451
		RMSE:  0.5027073102256171
		NRMSE:  0.11364469542796814
		MAPE:  235.9946678524082
		Pearson Correlation:  0.5825361521120446
		Spearman Correlation:  0.4758893505510104
		Coefficient of Determination:  0.32078484417540665
		RMSE:  0.519768026304744
		NRMSE:  0.1566038042496969
		MAPE:  110.36912875495248

Protein:  TP53
x_train_column_count:  1003
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'GABRA4', 'BCORP1', 'OR2W1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'ADAD1', 'OR4K1', 'RAG2', 'LCE5A', 'OR8K3', 'CTSL3P', 'MS4A5', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'FGF22', 'DEFB127', 'MRGPRG-AS1', 'SMCP', 'MROH5', 'FAM150A', 'OR52A1', 'REXO1L6P', 'SNORA36A', 'CHAT', 'FAM92A1P2', 'LHX3', 'HNF1B', 'CTXN3', 'OR7G3', 'CT47A2', 'HES3', 'SLC18A3', 'TBC1D21', 'AMBN', 'FAM41AY1', 'DEFB113', 'SNAR-E', 'SNAR-I', 'OR8I2', 'C11ORF40', 'SNORA58', 'BSX', 'FLG2', 'OR51A2', 'GJA10', 'TMPRSS11B', 'NR0B1', 'CSN2', 'SMR3B', 'DEFB119', 'SNORD8', 'HHLA1', 'GJA8', 'TAAR8', 'BARHL1', 'GUCA1C', 'SNAR-A13', 'LINC01548', 'SPRR2G', 'ATP4B', 'GSX2', 'LCE1F', 'C17ORF102', 'TTTY21', 'LRTM1', 'LELP1', 'LCE2A', 'CT47B1', 'SNORA5B', 'GYPA', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CPN1', 'CCDC38', 'TYR', 'SLC28A2', 'KRTAP4-11', 'CLC', 'PROL1', 'CEACAM20', 'FAM224B', 'IL37', 'ESX1', 'OR8U1', 'FXYD4', 'PSMB11', 'ZNF536', 'ASB18', 'TMEM247', 'GNAT3', 'CA5A', 'SPANXN4', 'OR8D4', 'ZNF804B', 'OR2B3', 'ZNRF4', 'ANXA8L1', 'OR7C2', 'OR7G1', 'OR13C9', 'FNDC7', 'OR2T12', 'OR7G2', 'C12ORF40', 'CT47A6', 'OR6C76', 'OR5K3', 'CT47A7', 'GLRA4', 'LINC00671', 'OR8H1', 'PAQR9', 'H1FOO', 'KRTAP6-2', 'OR2AE1', 'PGM5-AS1', 'OR8A1', 'SNORA55', 'OR2M2', 'MAGEA10', 'APOA2', 'HAO2', 'TSPYL6', 'SPIC', 'CD300LD', 'KRT78', 'DMBT1P1', 'OR6T1', 'DPRX', 'OLIG2', 'DEFB128', 'SNORD115-7', 'OR6C4', 'AHSP', 'EIF1AY', 'PLCZ1', 'LINC00314', 'DUSP21', 'OR4S2', 'TEX36-AS1', 'GABRA6', 'SLC6A19', 'CST13P', 'FGF4', 'LOC440040', 'CD5L', 'CDKL4', 'IFNA21', 'OR52A4P', 'KRTAP1-3', 'OR2C3', 'PSG8', 'LOC100129935', 'LYPD8', 'HTR3B', 'TMEM196', 'PSG1', 'OR4A47', 'OR4B1', 'ZPBP', 'RSPH6A', 'KRTDAP', 'OR6B1', 'DDI1', 'OR10G4', 'GNAT1', 'BRDTP1', 'MOS', 'ITLN2', 'GOT1L1', 'OR4A16', 'PLSCR5', 'SCARNA22', 'KRTAP10-11', 'ASB11', 'IL13', 'SOST', 'SPRR4', 'RNASE8', 'OR6C2', 'PRB1', 'SNORA24', 'KRT2', 'DNMT3L', 'SCARNA4', 'OR52A5', 'KRTAP19-5', 'C1ORF105', 'SLC25A3P1', 'PWRN2', 'KRTAP21-2', 'GJD2', 'TAGLN3', 'VSTM2B', 'SNORA22', 'ARG1', 'SNORA28', 'LILRP2', 'MORC1', 'TEX13B', 'LRRC7', 'KRTAP10-7', 'GPR50', 'GABRA1', 'LINC00207', 'OR52H1', 'IGFL4', 'OR1M1', 'IL31', 'SLCO1A2', 'NMS', 'FLJ25758', 'FAM71A', 'OR5H1', 'TFAMP1', 'LINC01020', 'GHSR', 'OR5T2', 'OR2L2', 'ASB17', 'NCOR1P1', 'PRAMEF5', 'H1FNT', 'MRGPRX1', 'TMIGD1', 'URAD', 'OR4D11', 'KRTAP12-2', 'CIB4', 'KRTAP12-3', 'HIST1H4G', 'SNORD116-19', 'SNORA69', 'DEFB109P1', 'OR8J3', 'TXLNGY', 'OR52B4', 'IFNA16', 'LINC00111', 'SNORA20', 'RAB9BP1', 'DAZL', 'OR5AN1', 'OR2T34', 'F13B', 'KRTAP19-8', 'OR11L1', 'LGALS14', 'SST', 'HBG1', 'OR2M3', 'SNORD15A', 'OTX2', 'FAM183CP', 'CLEC6A', 'OR10V1', 'NXF2B', 'TMPRSS11F', 'GPR151', 'OR8S1', 'OR2M7', 'OR5H14', 'PRM3', 'MS4A6E', 'OR8G5', 'DNAJB8', 'OR2G2', 'FGF23', 'MBD3L5', 'SCGB1C1', 'OR8B3', 'OR10A5', 'WFDC5', 'TCP10L2', 'TMEM252', 'ACOT12', 'LOC145845', 'PRSS3P2', 'PPY', 'MAGEB10', 'LINC01205', 'TAAR9', 'TSGA13', 'PLA2G2F', 'PSAPL1', 'SUN3', 'PSG7', 'CRYAA', 'USP26', 'SPRR1B', 'TTTY14', 'KRTAP10-12', 'OR1S2', 'OR2AG1', 'PRAMEF8', 'HIST1H4F', 'NPPC', 'SNORD89', 'MC2R', 'C1ORF87', 'NOX3', 'C20ORF173', 'LEUTX', 'SFTA3', 'FOXN3-AS2', 'XAGE5', 'LOC391003', 'VWC2L', 'LINC00636', 'SDR16C6P', 'FAM169B', 'LOC391343', 'ACTRT2', 'RPL13AP17', 'SLC5A7', 'ALOX12B', 'CAPZA3', 'KRTAP19-1', 'OR4S1', 'BMP10', 'OR5B2', 'TTTY15', 'OPN1MW', 'RTP2', 'SLC38A8', 'C10ORF53', 'OR4D9', 'FMR1NB', 'P2RX3', 'ARHGAP36', 'ARR3', 'CCKBR', 'SNORA70B', 'STATH', 'CASC8', 'TBC1D28', 'C11ORF94', 'KRT39', 'OR1N1', 'C1ORF94', 'SNORA34', 'TAS2R60', 'ACTR3BP2', 'SSX8', 'HNRNPCL1', 'IFITM5', 'ANKRD18DP', 'PF4', 'BEND2', 'GAGE1', 'PROKR1', 'EDDM3A', 'CABS1', 'BPIFA3', 'KHDC1L', 'LINC00029', 'MMP23A', 'DEFB129', 'OR4C16', 'AKAP14', 'CYP11B2', 'HBD', 'OR10S1', 'LINC00114', 'PRSS1', 'DEFB104A', 'HSFY2', 'CABP5', 'CYP2W1', 'CYP3A4', 'SFTPC', 'CGB5', 'CCL15-CCL14', 'DMRT1', 'RGS8', 'PROP1', 'TKTL2', 'SERPINB4', 'CLRN2', 'KCNQ1DN', 'PRAP1', 'LINC00469', 'YWHAEP7', 'SNORA51', 'KRTAP25-1', 'DUXA', 'SNORA32', 'OR4F5', 'XKR7', 'OTP', 'SNORA54', 'SLC13A1', 'LHX9', 'SVOP', 'LGI3', 'KRTAP6-1', 'PAGE2', 'LOC646813', 'MYBPHL', 'OR6Y1', 'OR4K17', 'KRTAP19-2', 'TAS2R13', 'GAGE2D', 'OR7A17', 'OR2T35', 'FBP2', 'SPACA7', 'KRTAP19-3', 'ANKUB1', 'LOC285627', 'PLET1', 'GABRG3', 'INS', 'AVPR1B', 'PRAMEF20', 'OR4K2', 'NEU2', 'MGC27382', 'FCAMR', 'TCP10', 'LCNL1', 'CRLF2', 'LINC01101', 'OTOL1', 'DNTT', 'FDCSP', 'KRT85', 'FAM71C', 'C3ORF49', 'ZFAT-AS1', 'FOXE1', 'OR6B3', 'LINC00113', 'HPD', 'C9ORF135', 'IFNA13', 'KRTAP4-5', 'OR10H2', 'IZUMO1R', 'OLIG1', 'OR1L3', 'OR8H2', 'PRDM14', 'FGF6', 'XAGE3', 'SCARNA20', 'DAW1', 'GH1', 'TCEB3C', 'CCDC166', 'TMEM207', 'UGT2A3', 'PTF1A', 'SPANXN1', 'FAM27L', 'OR14I1', 'OR8G2', 'OR1L1', 'OLAH', 'PSG11', 'DEFB108B', 'DEFA4', 'ALPPL2', 'CYLC2', 'PRKAG3', 'SNORA47', 'SPATA19', 'IL26', 'FGA', 'PRG1', 'OR51I2', 'CER1', 'LINC00923', 'BARHL2', 'KRTAP10-1', 'C17ORF78', 'SLC25A31', 'SULT1C3', 'IVL', 'NANOS2', 'LCN9', 'HBBP1', 'LCE1D', 'PYDC2', 'TFF2', 'NKX2-1', 'ZNF479', 'PISRT1', 'OR5H6', 'GYS2', 'GUCY2EP', 'FTMT', 'LINC00696', 'DEFB110', 'OPRD1', 'OR4D6', 'MYBPC2', 'EPS8L3', 'LPO', 'TARM1', 'OR7E24', 'SCGB1A1', 'UCMA', 'HOXC12', 'SCN1A', 'ENAM', 'FMO6P', 'OR1E2', 'GAGE2B', 'CPLX3', 'OR14C36', 'OR6B2', 'OR1B1', 'LOC729609', 'CLCA4', 'OR6M1', 'RESP18', 'MAGEA9B', 'ST8SIA3', 'OR1K1', 'TTTY9B', 'CYP7A1', 'GBX2', 'PRAMEF1', 'SCARNA11', 'SBSN', 'HBZ', 'HBG2', 'GPR78', 'OR4C12', 'SERPINI2', 'FRMPD2B', 'ZNF679', 'SNORA59B', 'TTTY8', 'HAO1', 'LINC00326', 'SPATA31A3', 'FAM27B', 'KRTAP21-1', 'SLC1A6', 'LINC00488', 'HTR3E', 'SLITRK3', 'OR4M2', 'MAGEB6', 'OR2M4', 'C12ORF50', 'KRTAP19-6', 'LYZL1', 'ADGRD2', 'YIPF7', 'GPRC6A', 'OR12D2', 'CCL24', 'SYCN', 'SNAR-F', 'CGB8', 'LINC00608', 'NYX', 'ANP32D', 'ASB10', 'LOC286238', 'ANGPTL3', 'TMEM88B', 'ALX4', 'ALLC', 'OR6F1', 'SNORD94', 'OC90', 'CD200R1L', 'SNORA38B', 'OR6C74', 'LMNTD1', 'OR51G2', 'GPR148', 'FAM71B', 'DPPA2', 'BRINP3', 'OR6A2', 'SLC51B', 'OR6K6', 'DYDC1', 'OR51F2', 'POU6F2', 'GDPD2', 'DKFZP434K028', 'ADGRG4', 'FFAR1', 'MAP3K15', 'KRT13', 'KRTAP2-1', 'CNBD1', 'SRY', 'NTS', 'LINC00575', 'RAX2', 'LINC00934', 'SERPINB3', 'BET1P1', 'C10ORF120', 'MOGAT3', 'SPACA3', 'IL17F', 'IL36RN', 'ARID3C', 'OR11H4', 'SLC6A5', 'CNTN5', 'TRHR', 'SNORA37', 'TSKS', 'SNORA16B', 'LOC284798', 'OR13C3', 'KCNK4', 'TCERG1L', 'GUCA2B', 'LINC00304', 'OR2A14', 'KRT25', 'KCNMB2', 'SLC2A2', 'MYH1', 'IFNA7', 'LINC00410', 'APOC3', 'TMEM179', 'HBE1', 'BMP15', 'OR2L8', 'SLC22A12', 'SNORA71A', 'KIR3DL3', 'GAGE12F', 'LINC01312', 'PRB4', 'MUSK', 'SPRR2E', 'FAM25BP', 'NLRP8', 'OR2A2', 'SPATA31C1', 'ITIH1', 'SEC14L3', 'NKAIN3', 'RPS4Y2', 'SNORA74A', 'LINC00710', 'LINC00928', 'SNORA76C', 'ZNF705A', 'DCT', 'OR2AT4', 'FAM170B', 'GPR22', 'TDRG1', 'SLC17A6', 'OR56B1', 'MAGEB3', 'PAPOLB', 'MAGEA1', 'TNP1', 'LOC100130264', 'OR11H6', 'HTR1A', 'SSX6', 'LRRC30', 'USH1C', 'CSN3', 'OR10W1', 'PROKR2', 'SPANXN3', 'USP9Y', 'CFHR2', 'SOX3', 'CTRC', 'GDNF', 'EDDM3B', 'KCNIP4-IT1', 'EPPIN', 'GKN2', 'PAGE5', 'MUC2', 'GCSAML-AS1', 'DMRTC1', 'BTN1A1', 'FAM205A', 'OR51B5', 'BCYRN1', 'DMP1', 'PPY2P', 'SCP2D1', 'ZCCHC13', 'SCARNA8', 'CHRNB3', 'LOC647859', 'HPVC1', 'SPOCK3', 'HMHB1', 'OCSTAMP', 'SPZ1', 'CRYGC', 'BPIFB3', 'ADAM29', 'ACER1', 'MAGEA12', 'PTH2', 'KRTAP4-3', 'ZFY', 'BPIFB4', 'LINC00479', 'ANKRD34C', 'GAGE2C', 'SLC32A1', 'NXPE1', 'CCKAR', 'KRTAP1-1', 'KRTAP1-5', 'TRIM48', 'ZAR1L', 'ASB15', 'FAM19A4', 'OR2T10', 'MS4A10', 'NUTM1', 'TMEM14E', 'VRTN', 'C4ORF51', 'KRT83', 'OR4F21', 'C6ORF10', 'KRT71', 'KRT3', 'C2ORF27B', 'KRTAP11-1', 'DAOA', 'KLRC4', 'HMSD', 'SOX1', 'LOC644669', 'AATK-AS1', 'ODF3', 'SPATA3', 'MMP20', 'CT47A1', 'ATOH7', 'AVP', 'AIRE', 'TPTE', 'CLEC4G', 'LINC01142', 'KCNU1', 'BTF3P11', 'FOXD4L3', 'MTVR2', 'OR2G6', 'PPP1R2P9', 'AADACL3', 'SSX9', 'RFX6', 'OR6S1', 'AFM', 'AKR1D1', 'LRRC52', 'C1ORF146', 'ZNF735', 'LOC400940', 'OACYLP', 'EPB42', 'TBR1', 'ASAP1-IT1', 'PCP4', 'B3GNT6', 'FAM170A', 'SLC22A10', 'GFI1B', 'MTNR1B', 'BTNL3', 'GNAS-AS1', 'MYH16', 'CPA2', 'LINC00303', 'IGLL1', 'HCRTR1', 'CNGA2', 'CA4', 'SH2D7', 'INSM2', 'CA6', 'CLCA1', 'HULC', 'CACNG7', 'PRR32', 'PRL', 'NF1P2', 'ZIM3', 'HYALP1', 'CT47A11', 'KRTAP3-2', 'CFHR4', 'TMEM132D', 'KCNJ16', 'USP50', 'TSPEAR-AS2', 'UGT1A4', 'PLA2G12B', 'TRIM55', 'NEUROG1', 'SSTR3', 'C11ORF87', 'SNORA72', 'DISC2', 'SERPINB11', 'NEUROD6', 'PRAMEF16', 'LINC01591', 'SNORA2B', 'PRSS48', 'GSC2', 'SNORA27', 'VWA5B1', 'OR51F1', 'OR10AD1', 'SCGB3A2', 'FERD3L', 'LINC00691', 'GABRR3', 'NKX6-2', 'RAPGEF4-AS1', 'ADRB3', 'GAGE12J', 'FAM47C', 'OR51L1', 'POM121L2', 'OR5H2', 'KRTAP12-1', 'C17ORF64', 'COX7B2', 'IFNW1', 'HIST1H3A', 'ANKRD20A20P', 'SLC10A1', 'LINC00032', 'GSTA5', 'KRTAP9-2', 'OR4D10', 'APCS', 'CGB2', 'OR5B17', 'AADAC', 'IFNL1', 'ZSCAN10', 'MMD2', 'FER1L6', 'UTS2R', 'OR51T1', 'LINC00452', 'MCF2', 'ART1', 'C12ORF56', 'OR52K2', 'MAGEA5', 'PATE3', 'CYP2C18', 'BAGE', 'PRDM9', 'GCGR', 'APOA5', 'PACRG-AS1', 'OLIG3', 'SNORD15B', 'SPINK14', 'B3GALT1', 'REG1B', 'CST9L', 'OR2A12', 'INS-IGF2', 'ISL1', 'DACH2', 'OTOP1', 'MT1B', 'GPR52', 'PDX1', 'TRIM49', 'NPSR1-AS1', 'CNTNAP5', 'OR4D5', 'FOXG1', 'NPHS2', 'EPGN', 'HAND1', 'LOC100130417', 'OR4N4', 'MYADML', 'PRSS57', 'MUC13', 'CLRN1', 'LINC00052', 'FAM138B', 'TRIM75P', 'HBM', 'PPBPP1', 'HRK', 'NHLH2', 'TAS2R42', 'NEUROG3', 'EXD1', 'OR13H1', 'IGFBP1', 'OR5K1', 'MMP21', 'PSKH2', 'OR10G8', 'ACSM2A', 'SYT10', 'CPNE6', 'COL20A1', 'MAGEA11', 'MAS1L', 'MBL2', 'PSG4', 'SSX5', 'ALAS2', 'LINC00202-2', 'ADCYAP1R1', 'SPINT3', 'HYMAI', 'CLEC4M', 'OR3A2', 'NPSR1', 'OPRM1', 'PPAN-P2RY11', 'NYAP2', 'TNP2', 'SLITRK1', 'CCER1', 'HIST2H2AB', 'VCX3A', 'PWAR4', 'SFTPB', 'PASD1', 'SHD', 'SLCO4A1-AS1', 'POU4F2', 'CALHM3', 'KRTAP10-6', 'GPHA2', 'C4ORF50', 'LHCGR', 'ADGRG7', 'OR2T2', 'PNLIPRP1', 'LINC01565', 'NBPF22P', 'TMEM202', 'TNFSF18', 'CACNG3', 'OR2K2', 'OTC', 'SCARNA14', 'RNF151', 'LOC392196', 'IFNL2', 'ARL14', 'SNORD115-26', 'H3F3AP5', 'IQCF2', 'NXNL1', 'CYP1A2', 'F2', 'SALL3', 'LOC285629', 'FOXR1', 'NMUR2', 'SNORA68', 'AWAT1', 'SDC4P', 'SNORA16A', 'SCTR', 'KCNB2', 'AMER3', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04782361373877353
		RMSE:  0.460756629216985
		NRMSE:  0.11073218678610552
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07696826201632412
		RMSE:  0.4481222561682025
		NRMSE:  0.1422068596624151
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4501191620264231
		NRMSE:  0.10817571786263473
		MAPE:  418.8529054417374
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002447694094247499
		RMSE:  0.4323405014905614
		NRMSE:  0.13719868668778923
		MAPE:  185.65040333639752

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  1.9533152041732012e-15
		NRMSE:  4.694340793494837e-16
		MAPE:  7.28973996936754e-12
		Pearson Correlation:  0.25169496378633205
		Spearman Correlation:  0.20407985136971785
		Coefficient of Determination:  -1.6457697786991101
		RMSE:  0.7023783024788572
		NRMSE:  0.2228923275193124
		MAPE:  718.2878603805864

	Predictor:  ElasticNet
		Pearson Correlation:  0.8639429633155309
		Spearman Correlation:  0.7967143481091111
		Coefficient of Determination:  0.701555013184299
		RMSE:  0.24590063246449725
		NRMSE:  0.05909652306284482
		MAPE:  409.0246190649695
		Pearson Correlation:  0.46916078749040346
		Spearman Correlation:  0.40020698512450287
		Coefficient of Determination:  0.20798499197379816
		RMSE:  0.3842923746061818
		NRMSE:  0.12195112166989774
		MAPE:  229.4877112986543

	Predictor:  RandomForests
		Pearson Correlation:  0.6554794006101635
		Spearman Correlation:  0.5503354566830744
		Coefficient of Determination:  0.36080838849234664
		RMSE:  0.3598678382927371
		NRMSE:  0.08648590201700003
		MAPE:  540.9786670935528
		Pearson Correlation:  0.613604399659856
		Spearman Correlation:  0.49421334766625485
		Coefficient of Determination:  0.2874274640521677
		RMSE:  0.3645101292127265
		NRMSE:  0.11567343526679566
		MAPE:  188.5180424568354

Protein:  CTNNB1
x_train_column_count:  1003
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'GABRA4', 'BCORP1', 'OR2W1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'ADAD1', 'OR4K1', 'RAG2', 'LCE5A', 'OR8K3', 'CTSL3P', 'MS4A5', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'FGF22', 'DEFB127', 'MRGPRG-AS1', 'SMCP', 'MROH5', 'FAM150A', 'OR52A1', 'REXO1L6P', 'SNORA36A', 'CHAT', 'FAM92A1P2', 'LHX3', 'HNF1B', 'CTXN3', 'OR7G3', 'CT47A2', 'HES3', 'SLC18A3', 'TBC1D21', 'AMBN', 'FAM41AY1', 'DEFB113', 'SNAR-E', 'SNAR-I', 'OR8I2', 'C11ORF40', 'SNORA58', 'BSX', 'FLG2', 'OR51A2', 'GJA10', 'TMPRSS11B', 'NR0B1', 'CSN2', 'SMR3B', 'DEFB119', 'SNORD8', 'HHLA1', 'GJA8', 'TAAR8', 'BARHL1', 'GUCA1C', 'SNAR-A13', 'LINC01548', 'SPRR2G', 'ATP4B', 'GSX2', 'LCE1F', 'C17ORF102', 'TTTY21', 'LRTM1', 'LELP1', 'LCE2A', 'CT47B1', 'SNORA5B', 'GYPA', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CPN1', 'CCDC38', 'TYR', 'SLC28A2', 'KRTAP4-11', 'CLC', 'PROL1', 'CEACAM20', 'FAM224B', 'IL37', 'ESX1', 'OR8U1', 'FXYD4', 'PSMB11', 'ZNF536', 'ASB18', 'TMEM247', 'GNAT3', 'CA5A', 'SPANXN4', 'OR8D4', 'ZNF804B', 'OR2B3', 'ZNRF4', 'ANXA8L1', 'OR7C2', 'OR7G1', 'OR13C9', 'FNDC7', 'OR2T12', 'OR7G2', 'C12ORF40', 'CT47A6', 'OR6C76', 'OR5K3', 'CT47A7', 'GLRA4', 'LINC00671', 'OR8H1', 'PAQR9', 'H1FOO', 'KRTAP6-2', 'OR2AE1', 'PGM5-AS1', 'OR8A1', 'SNORA55', 'OR2M2', 'MAGEA10', 'APOA2', 'HAO2', 'TSPYL6', 'SPIC', 'CD300LD', 'KRT78', 'DMBT1P1', 'OR6T1', 'DPRX', 'OLIG2', 'DEFB128', 'SNORD115-7', 'OR6C4', 'AHSP', 'EIF1AY', 'PLCZ1', 'LINC00314', 'DUSP21', 'OR4S2', 'TEX36-AS1', 'GABRA6', 'SLC6A19', 'CST13P', 'FGF4', 'LOC440040', 'CD5L', 'CDKL4', 'IFNA21', 'OR52A4P', 'KRTAP1-3', 'OR2C3', 'PSG8', 'LOC100129935', 'LYPD8', 'HTR3B', 'TMEM196', 'PSG1', 'OR4A47', 'OR4B1', 'ZPBP', 'RSPH6A', 'KRTDAP', 'OR6B1', 'DDI1', 'OR10G4', 'GNAT1', 'BRDTP1', 'MOS', 'ITLN2', 'GOT1L1', 'OR4A16', 'PLSCR5', 'SCARNA22', 'KRTAP10-11', 'ASB11', 'IL13', 'SOST', 'SPRR4', 'RNASE8', 'OR6C2', 'PRB1', 'SNORA24', 'KRT2', 'DNMT3L', 'SCARNA4', 'OR52A5', 'KRTAP19-5', 'C1ORF105', 'SLC25A3P1', 'PWRN2', 'KRTAP21-2', 'GJD2', 'TAGLN3', 'VSTM2B', 'SNORA22', 'ARG1', 'SNORA28', 'LILRP2', 'MORC1', 'TEX13B', 'LRRC7', 'KRTAP10-7', 'GPR50', 'GABRA1', 'LINC00207', 'OR52H1', 'IGFL4', 'OR1M1', 'IL31', 'SLCO1A2', 'NMS', 'FLJ25758', 'FAM71A', 'OR5H1', 'TFAMP1', 'LINC01020', 'GHSR', 'OR5T2', 'OR2L2', 'ASB17', 'NCOR1P1', 'PRAMEF5', 'H1FNT', 'MRGPRX1', 'TMIGD1', 'URAD', 'OR4D11', 'KRTAP12-2', 'CIB4', 'KRTAP12-3', 'HIST1H4G', 'SNORD116-19', 'SNORA69', 'DEFB109P1', 'OR8J3', 'TXLNGY', 'OR52B4', 'IFNA16', 'LINC00111', 'SNORA20', 'RAB9BP1', 'DAZL', 'OR5AN1', 'OR2T34', 'F13B', 'KRTAP19-8', 'OR11L1', 'LGALS14', 'SST', 'HBG1', 'OR2M3', 'SNORD15A', 'OTX2', 'FAM183CP', 'CLEC6A', 'OR10V1', 'NXF2B', 'TMPRSS11F', 'GPR151', 'OR8S1', 'OR2M7', 'OR5H14', 'PRM3', 'MS4A6E', 'OR8G5', 'DNAJB8', 'OR2G2', 'FGF23', 'MBD3L5', 'SCGB1C1', 'OR8B3', 'OR10A5', 'WFDC5', 'TCP10L2', 'TMEM252', 'ACOT12', 'LOC145845', 'PRSS3P2', 'PPY', 'MAGEB10', 'LINC01205', 'TAAR9', 'TSGA13', 'PLA2G2F', 'PSAPL1', 'SUN3', 'PSG7', 'CRYAA', 'USP26', 'SPRR1B', 'TTTY14', 'KRTAP10-12', 'OR1S2', 'OR2AG1', 'PRAMEF8', 'HIST1H4F', 'NPPC', 'SNORD89', 'MC2R', 'C1ORF87', 'NOX3', 'C20ORF173', 'LEUTX', 'SFTA3', 'FOXN3-AS2', 'XAGE5', 'LOC391003', 'VWC2L', 'LINC00636', 'SDR16C6P', 'FAM169B', 'LOC391343', 'ACTRT2', 'RPL13AP17', 'SLC5A7', 'ALOX12B', 'CAPZA3', 'KRTAP19-1', 'OR4S1', 'BMP10', 'OR5B2', 'TTTY15', 'OPN1MW', 'RTP2', 'SLC38A8', 'C10ORF53', 'OR4D9', 'FMR1NB', 'P2RX3', 'ARHGAP36', 'ARR3', 'CCKBR', 'SNORA70B', 'STATH', 'CASC8', 'TBC1D28', 'C11ORF94', 'KRT39', 'OR1N1', 'C1ORF94', 'SNORA34', 'TAS2R60', 'ACTR3BP2', 'SSX8', 'HNRNPCL1', 'IFITM5', 'ANKRD18DP', 'PF4', 'BEND2', 'GAGE1', 'PROKR1', 'EDDM3A', 'CABS1', 'BPIFA3', 'KHDC1L', 'LINC00029', 'MMP23A', 'DEFB129', 'OR4C16', 'AKAP14', 'CYP11B2', 'HBD', 'OR10S1', 'LINC00114', 'PRSS1', 'DEFB104A', 'HSFY2', 'CABP5', 'CYP2W1', 'CYP3A4', 'SFTPC', 'CGB5', 'CCL15-CCL14', 'DMRT1', 'RGS8', 'PROP1', 'TKTL2', 'SERPINB4', 'CLRN2', 'KCNQ1DN', 'PRAP1', 'LINC00469', 'YWHAEP7', 'SNORA51', 'KRTAP25-1', 'DUXA', 'SNORA32', 'OR4F5', 'XKR7', 'OTP', 'SNORA54', 'SLC13A1', 'LHX9', 'SVOP', 'LGI3', 'KRTAP6-1', 'PAGE2', 'LOC646813', 'MYBPHL', 'OR6Y1', 'OR4K17', 'KRTAP19-2', 'TAS2R13', 'GAGE2D', 'OR7A17', 'OR2T35', 'FBP2', 'SPACA7', 'KRTAP19-3', 'ANKUB1', 'LOC285627', 'PLET1', 'GABRG3', 'INS', 'AVPR1B', 'PRAMEF20', 'OR4K2', 'NEU2', 'MGC27382', 'FCAMR', 'TCP10', 'LCNL1', 'CRLF2', 'LINC01101', 'OTOL1', 'DNTT', 'FDCSP', 'KRT85', 'FAM71C', 'C3ORF49', 'ZFAT-AS1', 'FOXE1', 'OR6B3', 'LINC00113', 'HPD', 'C9ORF135', 'IFNA13', 'KRTAP4-5', 'OR10H2', 'IZUMO1R', 'OLIG1', 'OR1L3', 'OR8H2', 'PRDM14', 'FGF6', 'XAGE3', 'SCARNA20', 'DAW1', 'GH1', 'TCEB3C', 'CCDC166', 'TMEM207', 'UGT2A3', 'PTF1A', 'SPANXN1', 'FAM27L', 'OR14I1', 'OR8G2', 'OR1L1', 'OLAH', 'PSG11', 'DEFB108B', 'DEFA4', 'ALPPL2', 'CYLC2', 'PRKAG3', 'SNORA47', 'SPATA19', 'IL26', 'FGA', 'PRG1', 'OR51I2', 'CER1', 'LINC00923', 'BARHL2', 'KRTAP10-1', 'C17ORF78', 'SLC25A31', 'SULT1C3', 'IVL', 'NANOS2', 'LCN9', 'HBBP1', 'LCE1D', 'PYDC2', 'TFF2', 'NKX2-1', 'ZNF479', 'PISRT1', 'OR5H6', 'GYS2', 'GUCY2EP', 'FTMT', 'LINC00696', 'DEFB110', 'OPRD1', 'OR4D6', 'MYBPC2', 'EPS8L3', 'LPO', 'TARM1', 'OR7E24', 'SCGB1A1', 'UCMA', 'HOXC12', 'SCN1A', 'ENAM', 'FMO6P', 'OR1E2', 'GAGE2B', 'CPLX3', 'OR14C36', 'OR6B2', 'OR1B1', 'LOC729609', 'CLCA4', 'OR6M1', 'RESP18', 'MAGEA9B', 'ST8SIA3', 'OR1K1', 'TTTY9B', 'CYP7A1', 'GBX2', 'PRAMEF1', 'SCARNA11', 'SBSN', 'HBZ', 'HBG2', 'GPR78', 'OR4C12', 'SERPINI2', 'FRMPD2B', 'ZNF679', 'SNORA59B', 'TTTY8', 'HAO1', 'LINC00326', 'SPATA31A3', 'FAM27B', 'KRTAP21-1', 'SLC1A6', 'LINC00488', 'HTR3E', 'SLITRK3', 'OR4M2', 'MAGEB6', 'OR2M4', 'C12ORF50', 'KRTAP19-6', 'LYZL1', 'ADGRD2', 'YIPF7', 'GPRC6A', 'OR12D2', 'CCL24', 'SYCN', 'SNAR-F', 'CGB8', 'LINC00608', 'NYX', 'ANP32D', 'ASB10', 'LOC286238', 'ANGPTL3', 'TMEM88B', 'ALX4', 'ALLC', 'OR6F1', 'SNORD94', 'OC90', 'CD200R1L', 'SNORA38B', 'OR6C74', 'LMNTD1', 'OR51G2', 'GPR148', 'FAM71B', 'DPPA2', 'BRINP3', 'OR6A2', 'SLC51B', 'OR6K6', 'DYDC1', 'OR51F2', 'POU6F2', 'GDPD2', 'DKFZP434K028', 'ADGRG4', 'FFAR1', 'MAP3K15', 'KRT13', 'KRTAP2-1', 'CNBD1', 'SRY', 'NTS', 'LINC00575', 'RAX2', 'LINC00934', 'SERPINB3', 'BET1P1', 'C10ORF120', 'MOGAT3', 'SPACA3', 'IL17F', 'IL36RN', 'ARID3C', 'OR11H4', 'SLC6A5', 'CNTN5', 'TRHR', 'SNORA37', 'TSKS', 'SNORA16B', 'LOC284798', 'OR13C3', 'KCNK4', 'TCERG1L', 'GUCA2B', 'LINC00304', 'OR2A14', 'KRT25', 'KCNMB2', 'SLC2A2', 'MYH1', 'IFNA7', 'LINC00410', 'APOC3', 'TMEM179', 'HBE1', 'BMP15', 'OR2L8', 'SLC22A12', 'SNORA71A', 'KIR3DL3', 'GAGE12F', 'LINC01312', 'PRB4', 'MUSK', 'SPRR2E', 'FAM25BP', 'NLRP8', 'OR2A2', 'SPATA31C1', 'ITIH1', 'SEC14L3', 'NKAIN3', 'RPS4Y2', 'SNORA74A', 'LINC00710', 'LINC00928', 'SNORA76C', 'ZNF705A', 'DCT', 'OR2AT4', 'FAM170B', 'GPR22', 'TDRG1', 'SLC17A6', 'OR56B1', 'MAGEB3', 'PAPOLB', 'MAGEA1', 'TNP1', 'LOC100130264', 'OR11H6', 'HTR1A', 'SSX6', 'LRRC30', 'USH1C', 'CSN3', 'OR10W1', 'PROKR2', 'SPANXN3', 'USP9Y', 'CFHR2', 'SOX3', 'CTRC', 'GDNF', 'EDDM3B', 'KCNIP4-IT1', 'EPPIN', 'GKN2', 'PAGE5', 'MUC2', 'GCSAML-AS1', 'DMRTC1', 'BTN1A1', 'FAM205A', 'OR51B5', 'BCYRN1', 'DMP1', 'PPY2P', 'SCP2D1', 'ZCCHC13', 'SCARNA8', 'CHRNB3', 'LOC647859', 'HPVC1', 'SPOCK3', 'HMHB1', 'OCSTAMP', 'SPZ1', 'CRYGC', 'BPIFB3', 'ADAM29', 'ACER1', 'MAGEA12', 'PTH2', 'KRTAP4-3', 'ZFY', 'BPIFB4', 'LINC00479', 'ANKRD34C', 'GAGE2C', 'SLC32A1', 'NXPE1', 'CCKAR', 'KRTAP1-1', 'KRTAP1-5', 'TRIM48', 'ZAR1L', 'ASB15', 'FAM19A4', 'OR2T10', 'MS4A10', 'NUTM1', 'TMEM14E', 'VRTN', 'C4ORF51', 'KRT83', 'OR4F21', 'C6ORF10', 'KRT71', 'KRT3', 'C2ORF27B', 'KRTAP11-1', 'DAOA', 'KLRC4', 'HMSD', 'SOX1', 'LOC644669', 'AATK-AS1', 'ODF3', 'SPATA3', 'MMP20', 'CT47A1', 'ATOH7', 'AVP', 'AIRE', 'TPTE', 'CLEC4G', 'LINC01142', 'KCNU1', 'BTF3P11', 'FOXD4L3', 'MTVR2', 'OR2G6', 'PPP1R2P9', 'AADACL3', 'SSX9', 'RFX6', 'OR6S1', 'AFM', 'AKR1D1', 'LRRC52', 'C1ORF146', 'ZNF735', 'LOC400940', 'OACYLP', 'EPB42', 'TBR1', 'ASAP1-IT1', 'PCP4', 'B3GNT6', 'FAM170A', 'SLC22A10', 'GFI1B', 'MTNR1B', 'BTNL3', 'GNAS-AS1', 'MYH16', 'CPA2', 'LINC00303', 'IGLL1', 'HCRTR1', 'CNGA2', 'CA4', 'SH2D7', 'INSM2', 'CA6', 'CLCA1', 'HULC', 'CACNG7', 'PRR32', 'PRL', 'NF1P2', 'ZIM3', 'HYALP1', 'CT47A11', 'KRTAP3-2', 'CFHR4', 'TMEM132D', 'KCNJ16', 'USP50', 'TSPEAR-AS2', 'UGT1A4', 'PLA2G12B', 'TRIM55', 'NEUROG1', 'SSTR3', 'C11ORF87', 'SNORA72', 'DISC2', 'SERPINB11', 'NEUROD6', 'PRAMEF16', 'LINC01591', 'SNORA2B', 'PRSS48', 'GSC2', 'SNORA27', 'VWA5B1', 'OR51F1', 'OR10AD1', 'SCGB3A2', 'FERD3L', 'LINC00691', 'GABRR3', 'NKX6-2', 'RAPGEF4-AS1', 'ADRB3', 'GAGE12J', 'FAM47C', 'OR51L1', 'POM121L2', 'OR5H2', 'KRTAP12-1', 'C17ORF64', 'COX7B2', 'IFNW1', 'HIST1H3A', 'ANKRD20A20P', 'SLC10A1', 'LINC00032', 'GSTA5', 'KRTAP9-2', 'OR4D10', 'APCS', 'CGB2', 'OR5B17', 'AADAC', 'IFNL1', 'ZSCAN10', 'MMD2', 'FER1L6', 'UTS2R', 'OR51T1', 'LINC00452', 'MCF2', 'ART1', 'C12ORF56', 'OR52K2', 'MAGEA5', 'PATE3', 'CYP2C18', 'BAGE', 'PRDM9', 'GCGR', 'APOA5', 'PACRG-AS1', 'OLIG3', 'SNORD15B', 'SPINK14', 'B3GALT1', 'REG1B', 'CST9L', 'OR2A12', 'INS-IGF2', 'ISL1', 'DACH2', 'OTOP1', 'MT1B', 'GPR52', 'PDX1', 'TRIM49', 'NPSR1-AS1', 'CNTNAP5', 'OR4D5', 'FOXG1', 'NPHS2', 'EPGN', 'HAND1', 'LOC100130417', 'OR4N4', 'MYADML', 'PRSS57', 'MUC13', 'CLRN1', 'LINC00052', 'FAM138B', 'TRIM75P', 'HBM', 'PPBPP1', 'HRK', 'NHLH2', 'TAS2R42', 'NEUROG3', 'EXD1', 'OR13H1', 'IGFBP1', 'OR5K1', 'MMP21', 'PSKH2', 'OR10G8', 'ACSM2A', 'SYT10', 'CPNE6', 'COL20A1', 'MAGEA11', 'MAS1L', 'MBL2', 'PSG4', 'SSX5', 'ALAS2', 'LINC00202-2', 'ADCYAP1R1', 'SPINT3', 'HYMAI', 'CLEC4M', 'OR3A2', 'NPSR1', 'OPRM1', 'PPAN-P2RY11', 'NYAP2', 'TNP2', 'SLITRK1', 'CCER1', 'HIST2H2AB', 'VCX3A', 'PWAR4', 'SFTPB', 'PASD1', 'SHD', 'SLCO4A1-AS1', 'POU4F2', 'CALHM3', 'KRTAP10-6', 'GPHA2', 'C4ORF50', 'LHCGR', 'ADGRG7', 'OR2T2', 'PNLIPRP1', 'LINC01565', 'NBPF22P', 'TMEM202', 'TNFSF18', 'CACNG3', 'OR2K2', 'OTC', 'SCARNA14', 'RNF151', 'LOC392196', 'IFNL2', 'ARL14', 'SNORD115-26', 'H3F3AP5', 'IQCF2', 'NXNL1', 'CYP1A2', 'F2', 'SALL3', 'LOC285629', 'FOXR1', 'NMUR2', 'SNORA68', 'AWAT1', 'SDC4P', 'SNORA16A', 'SCTR', 'KCNB2', 'AMER3', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6170193939500923
		RMSE:  0.9046651382507068
		NRMSE:  0.21849703851094263
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09478783275970826
		RMSE:  0.8396248247596424
		NRMSE:  0.17652527641906535
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999422040781
		Coefficient of Determination:  1.0
		RMSE:  3.1297354471032873e-15
		NRMSE:  7.559017116953163e-16
		MAPE:  2.976168192052226e-12
		Pearson Correlation:  0.05353888788606333
		Spearman Correlation:  0.011204628486639485
		Coefficient of Determination:  -1.5609183398286586
		RMSE:  1.284157092532732
		NRMSE:  0.2699850921984551
		MAPE:  684.973089017786

	Predictor:  ElasticNet
		Pearson Correlation:  0.8830869714725302
		Spearman Correlation:  0.8839238808421459
		Coefficient of Determination:  0.7345012467369539
		RMSE:  0.36657385231744016
		NRMSE:  0.0885358545834799
		MAPE:  352.8801982941252
		Pearson Correlation:  0.18620284972874715
		Spearman Correlation:  0.1904687090861482
		Coefficient of Determination:  -0.09409561732858851
		RMSE:  0.8393593426531603
		NRMSE:  0.1764694606536793
		MAPE:  600.4227737368318

	Predictor:  RandomForests
		Pearson Correlation:  0.5107080497160787
		Spearman Correlation:  0.5590889050610455
		Coefficient of Determination:  0.21862823013812638
		RMSE:  0.6288674245878954
		NRMSE:  0.15188566915947624
		MAPE:  508.7703963024707
		Pearson Correlation:  0.0509370913536166
		Spearman Correlation:  0.11746530505367898
		Coefficient of Determination:  -0.11605001438247142
		RMSE:  0.8477389123457137
		NRMSE:  0.178231206867739
		MAPE:  731.0720073221628

Protein:  CCNE1
x_train_column_count:  366
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'GABRA4', 'BCORP1', 'OR2W1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'ADAD1', 'OR4K1', 'RAG2', 'LCE5A', 'OR8K3', 'CTSL3P', 'MS4A5', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'FGF22', 'DEFB127', 'MRGPRG-AS1', 'SMCP', 'MROH5', 'FAM150A', 'OR52A1', 'REXO1L6P', 'SNORA36A', 'CHAT', 'FAM92A1P2', 'LHX3', 'HNF1B', 'CTXN3', 'OR7G3', 'CT47A2', 'HES3', 'SLC18A3', 'TBC1D21', 'AMBN', 'FAM41AY1', 'DEFB113', 'SNAR-E', 'SNAR-I', 'OR8I2', 'C11ORF40', 'SNORA58', 'BSX', 'FLG2', 'OR51A2', 'GJA10', 'TMPRSS11B', 'NR0B1', 'CSN2', 'SMR3B', 'DEFB119', 'SNORD8', 'HHLA1', 'GJA8', 'TAAR8', 'BARHL1', 'GUCA1C', 'SNAR-A13', 'LINC01548', 'SPRR2G', 'ATP4B', 'GSX2', 'LCE1F', 'C17ORF102', 'TTTY21', 'LRTM1', 'LELP1', 'LCE2A', 'CT47B1', 'SNORA5B', 'GYPA', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CPN1', 'CCDC38', 'TYR', 'SLC28A2', 'KRTAP4-11', 'CLC', 'PROL1', 'CEACAM20', 'FAM224B', 'IL37', 'ESX1', 'OR8U1', 'FXYD4', 'PSMB11', 'ZNF536', 'ASB18', 'TMEM247', 'GNAT3', 'CA5A', 'SPANXN4', 'OR8D4', 'ZNF804B', 'OR2B3', 'ZNRF4', 'ANXA8L1', 'OR7C2', 'OR7G1', 'OR13C9', 'FNDC7', 'OR2T12', 'OR7G2', 'C12ORF40', 'CT47A6', 'OR6C76', 'OR5K3', 'CT47A7', 'GLRA4', 'LINC00671', 'OR8H1', 'PAQR9', 'H1FOO', 'KRTAP6-2', 'OR2AE1', 'PGM5-AS1', 'OR8A1', 'SNORA55', 'OR2M2', 'MAGEA10', 'APOA2', 'HAO2', 'TSPYL6', 'SPIC', 'CD300LD', 'KRT78', 'DMBT1P1', 'OR6T1', 'DPRX', 'OLIG2', 'DEFB128', 'SNORD115-7', 'OR6C4', 'AHSP', 'EIF1AY', 'PLCZ1', 'LINC00314', 'DUSP21', 'OR4S2', 'TEX36-AS1', 'GABRA6', 'SLC6A19', 'CST13P', 'FGF4', 'LOC440040', 'CD5L', 'CDKL4', 'IFNA21', 'OR52A4P', 'KRTAP1-3', 'OR2C3', 'PSG8', 'LOC100129935', 'LYPD8', 'HTR3B', 'TMEM196', 'PSG1', 'OR4A47', 'OR4B1', 'ZPBP', 'RSPH6A', 'KRTDAP', 'OR6B1', 'DDI1', 'OR10G4', 'GNAT1', 'BRDTP1', 'MOS', 'ITLN2', 'GOT1L1', 'OR4A16', 'PLSCR5', 'SCARNA22', 'KRTAP10-11', 'ASB11', 'IL13', 'SOST', 'SPRR4', 'RNASE8', 'OR6C2', 'PRB1', 'SNORA24', 'KRT2', 'DNMT3L', 'SCARNA4', 'OR52A5', 'KRTAP19-5', 'C1ORF105', 'SLC25A3P1', 'PWRN2', 'KRTAP21-2', 'GJD2', 'TAGLN3', 'VSTM2B', 'SNORA22', 'ARG1', 'SNORA28', 'LILRP2', 'MORC1', 'TEX13B', 'LRRC7', 'KRTAP10-7', 'GPR50', 'GABRA1', 'LINC00207', 'OR52H1', 'IGFL4', 'OR1M1', 'IL31', 'SLCO1A2', 'NMS', 'FLJ25758', 'FAM71A', 'OR5H1', 'TFAMP1', 'LINC01020', 'GHSR', 'OR5T2', 'OR2L2', 'ASB17', 'NCOR1P1', 'PRAMEF5', 'H1FNT', 'MRGPRX1', 'TMIGD1', 'URAD', 'OR4D11', 'KRTAP12-2', 'CIB4', 'KRTAP12-3', 'HIST1H4G', 'SNORD116-19', 'SNORA69', 'DEFB109P1', 'OR8J3', 'TXLNGY', 'OR52B4', 'IFNA16', 'LINC00111', 'SNORA20', 'RAB9BP1', 'DAZL', 'OR5AN1', 'OR2T34', 'F13B', 'KRTAP19-8', 'OR11L1', 'LGALS14', 'SST', 'HBG1', 'OR2M3', 'SNORD15A', 'OTX2', 'FAM183CP', 'CLEC6A', 'OR10V1', 'NXF2B', 'TMPRSS11F', 'GPR151', 'OR8S1', 'OR2M7', 'OR5H14', 'PRM3', 'MS4A6E', 'OR8G5', 'DNAJB8', 'OR2G2', 'FGF23', 'MBD3L5', 'SCGB1C1', 'OR8B3', 'OR10A5', 'WFDC5', 'TCP10L2', 'TMEM252', 'ACOT12', 'LOC145845', 'PRSS3P2', 'PPY', 'MAGEB10', 'LINC01205', 'TAAR9', 'TSGA13', 'PLA2G2F', 'PSAPL1', 'SUN3', 'PSG7', 'CRYAA', 'USP26', 'SPRR1B', 'TTTY14', 'KRTAP10-12', 'OR1S2', 'OR2AG1', 'PRAMEF8', 'HIST1H4F', 'NPPC', 'SNORD89', 'MC2R', 'C1ORF87', 'NOX3', 'C20ORF173', 'LEUTX', 'SFTA3', 'FOXN3-AS2', 'XAGE5', 'LOC391003', 'VWC2L', 'LINC00636', 'SDR16C6P', 'FAM169B', 'LOC391343', 'ACTRT2', 'RPL13AP17', 'SLC5A7', 'ALOX12B', 'CAPZA3', 'KRTAP19-1', 'OR4S1', 'BMP10', 'OR5B2', 'TTTY15', 'OPN1MW', 'RTP2', 'SLC38A8', 'C10ORF53', 'OR4D9', 'FMR1NB', 'P2RX3', 'ARHGAP36', 'ARR3', 'CCKBR', 'SNORA70B', 'STATH', 'CASC8', 'TBC1D28', 'C11ORF94', 'KRT39', 'OR1N1', 'C1ORF94', 'SNORA34', 'TAS2R60', 'ACTR3BP2', 'SSX8', 'HNRNPCL1', 'IFITM5', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4688329016852353
		RMSE:  0.7931748470731899
		NRMSE:  0.19141705409976348
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.186170633384966
		RMSE:  0.8069776954058596
		NRMSE:  0.32929800677624244
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5048043460690237
		NRMSE:  0.12182453992060809
		MAPE:  103.07374645056161
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01570191691728584
		RMSE:  0.4556277343037054
		NRMSE:  0.18592497115143453
		MAPE:  142.6844229696492

	Predictor:  LinearRegression
		Pearson Correlation:  0.9488852502960334
		Spearman Correlation:  0.8267688277627249
		Coefficient of Determination:  0.9003779749695002
		RMSE:  0.15933117834172664
		NRMSE:  0.038451427068013286
		MAPE:  34.50750326766078
		Pearson Correlation:  0.13142572529001073
		Spearman Correlation:  0.18721181062108008
		Coefficient of Determination:  -1.4181587833235481e+25
		RMSE:  1702509113860.67
		NRMSE:  694731540790.284
		MAPE:  13009347375616.598

	Predictor:  ElasticNet
		Pearson Correlation:  0.8686077872170644
		Spearman Correlation:  0.7287556549936502
		Coefficient of Determination:  0.7412780668319013
		RMSE:  0.2567672968804682
		NRMSE:  0.06196570622401916
		MAPE:  61.23929040413686
		Pearson Correlation:  0.7858395085713675
		Spearman Correlation:  0.5403832965498323
		Coefficient of Determination:  0.4926608198564528
		RMSE:  0.32201508522921707
		NRMSE:  0.13140254844903987
		MAPE:  99.8737519385266

	Predictor:  RandomForests
		Pearson Correlation:  0.8575410201855053
		Spearman Correlation:  0.7167027695109632
		Coefficient of Determination:  0.7303496634788526
		RMSE:  0.2621341291473355
		NRMSE:  0.0632608849934444
		MAPE:  56.000741443297905
		Pearson Correlation:  0.8425448311383597
		Spearman Correlation:  0.7089048091926338
		Coefficient of Determination:  0.7005862835544734
		RMSE:  0.24737901837875365
		NRMSE:  0.10094630636527939
		MAPE:  72.12604285004788

Protein:  CCND1
x_train_column_count:  885
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'GABRA4', 'BCORP1', 'OR2W1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'ADAD1', 'OR4K1', 'RAG2', 'LCE5A', 'OR8K3', 'CTSL3P', 'MS4A5', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'FGF22', 'DEFB127', 'MRGPRG-AS1', 'SMCP', 'MROH5', 'FAM150A', 'OR52A1', 'REXO1L6P', 'SNORA36A', 'CHAT', 'FAM92A1P2', 'LHX3', 'HNF1B', 'CTXN3', 'OR7G3', 'CT47A2', 'HES3', 'SLC18A3', 'TBC1D21', 'AMBN', 'FAM41AY1', 'DEFB113', 'SNAR-E', 'SNAR-I', 'OR8I2', 'C11ORF40', 'SNORA58', 'BSX', 'FLG2', 'OR51A2', 'GJA10', 'TMPRSS11B', 'NR0B1', 'CSN2', 'SMR3B', 'DEFB119', 'SNORD8', 'HHLA1', 'GJA8', 'TAAR8', 'BARHL1', 'GUCA1C', 'SNAR-A13', 'LINC01548', 'SPRR2G', 'ATP4B', 'GSX2', 'LCE1F', 'C17ORF102', 'TTTY21', 'LRTM1', 'LELP1', 'LCE2A', 'CT47B1', 'SNORA5B', 'GYPA', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CPN1', 'CCDC38', 'TYR', 'SLC28A2', 'KRTAP4-11', 'CLC', 'PROL1', 'CEACAM20', 'FAM224B', 'IL37', 'ESX1', 'OR8U1', 'FXYD4', 'PSMB11', 'ZNF536', 'ASB18', 'TMEM247', 'GNAT3', 'CA5A', 'SPANXN4', 'OR8D4', 'ZNF804B', 'OR2B3', 'ZNRF4', 'ANXA8L1', 'OR7C2', 'OR7G1', 'OR13C9', 'FNDC7', 'OR2T12', 'OR7G2', 'C12ORF40', 'CT47A6', 'OR6C76', 'OR5K3', 'CT47A7', 'GLRA4', 'LINC00671', 'OR8H1', 'PAQR9', 'H1FOO', 'KRTAP6-2', 'OR2AE1', 'PGM5-AS1', 'OR8A1', 'SNORA55', 'OR2M2', 'MAGEA10', 'APOA2', 'HAO2', 'TSPYL6', 'SPIC', 'CD300LD', 'KRT78', 'DMBT1P1', 'OR6T1', 'DPRX', 'OLIG2', 'DEFB128', 'SNORD115-7', 'OR6C4', 'AHSP', 'EIF1AY', 'PLCZ1', 'LINC00314', 'DUSP21', 'OR4S2', 'TEX36-AS1', 'GABRA6', 'SLC6A19', 'CST13P', 'FGF4', 'LOC440040', 'CD5L', 'CDKL4', 'IFNA21', 'OR52A4P', 'KRTAP1-3', 'OR2C3', 'PSG8', 'LOC100129935', 'LYPD8', 'HTR3B', 'TMEM196', 'PSG1', 'OR4A47', 'OR4B1', 'ZPBP', 'RSPH6A', 'KRTDAP', 'OR6B1', 'DDI1', 'OR10G4', 'GNAT1', 'BRDTP1', 'MOS', 'ITLN2', 'GOT1L1', 'OR4A16', 'PLSCR5', 'SCARNA22', 'KRTAP10-11', 'ASB11', 'IL13', 'SOST', 'SPRR4', 'RNASE8', 'OR6C2', 'PRB1', 'SNORA24', 'KRT2', 'DNMT3L', 'SCARNA4', 'OR52A5', 'KRTAP19-5', 'C1ORF105', 'SLC25A3P1', 'PWRN2', 'KRTAP21-2', 'GJD2', 'TAGLN3', 'VSTM2B', 'SNORA22', 'ARG1', 'SNORA28', 'LILRP2', 'MORC1', 'TEX13B', 'LRRC7', 'KRTAP10-7', 'GPR50', 'GABRA1', 'LINC00207', 'OR52H1', 'IGFL4', 'OR1M1', 'IL31', 'SLCO1A2', 'NMS', 'FLJ25758', 'FAM71A', 'OR5H1', 'TFAMP1', 'LINC01020', 'GHSR', 'OR5T2', 'OR2L2', 'ASB17', 'NCOR1P1', 'PRAMEF5', 'H1FNT', 'MRGPRX1', 'TMIGD1', 'URAD', 'OR4D11', 'KRTAP12-2', 'CIB4', 'KRTAP12-3', 'HIST1H4G', 'SNORD116-19', 'SNORA69', 'DEFB109P1', 'OR8J3', 'TXLNGY', 'OR52B4', 'IFNA16', 'LINC00111', 'SNORA20', 'RAB9BP1', 'DAZL', 'OR5AN1', 'OR2T34', 'F13B', 'KRTAP19-8', 'OR11L1', 'LGALS14', 'SST', 'HBG1', 'OR2M3', 'SNORD15A', 'OTX2', 'FAM183CP', 'CLEC6A', 'OR10V1', 'NXF2B', 'TMPRSS11F', 'GPR151', 'OR8S1', 'OR2M7', 'OR5H14', 'PRM3', 'MS4A6E', 'OR8G5', 'DNAJB8', 'OR2G2', 'FGF23', 'MBD3L5', 'SCGB1C1', 'OR8B3', 'OR10A5', 'WFDC5', 'TCP10L2', 'TMEM252', 'ACOT12', 'LOC145845', 'PRSS3P2', 'PPY', 'MAGEB10', 'LINC01205', 'TAAR9', 'TSGA13', 'PLA2G2F', 'PSAPL1', 'SUN3', 'PSG7', 'CRYAA', 'USP26', 'SPRR1B', 'TTTY14', 'KRTAP10-12', 'OR1S2', 'OR2AG1', 'PRAMEF8', 'HIST1H4F', 'NPPC', 'SNORD89', 'MC2R', 'C1ORF87', 'NOX3', 'C20ORF173', 'LEUTX', 'SFTA3', 'FOXN3-AS2', 'XAGE5', 'LOC391003', 'VWC2L', 'LINC00636', 'SDR16C6P', 'FAM169B', 'LOC391343', 'ACTRT2', 'RPL13AP17', 'SLC5A7', 'ALOX12B', 'CAPZA3', 'KRTAP19-1', 'OR4S1', 'BMP10', 'OR5B2', 'TTTY15', 'OPN1MW', 'RTP2', 'SLC38A8', 'C10ORF53', 'OR4D9', 'FMR1NB', 'P2RX3', 'ARHGAP36', 'ARR3', 'CCKBR', 'SNORA70B', 'STATH', 'CASC8', 'TBC1D28', 'C11ORF94', 'KRT39', 'OR1N1', 'C1ORF94', 'SNORA34', 'TAS2R60', 'ACTR3BP2', 'SSX8', 'HNRNPCL1', 'IFITM5', 'ANKRD18DP', 'PF4', 'BEND2', 'GAGE1', 'PROKR1', 'EDDM3A', 'CABS1', 'BPIFA3', 'KHDC1L', 'LINC00029', 'MMP23A', 'DEFB129', 'OR4C16', 'AKAP14', 'CYP11B2', 'HBD', 'OR10S1', 'LINC00114', 'PRSS1', 'DEFB104A', 'HSFY2', 'CABP5', 'CYP2W1', 'CYP3A4', 'SFTPC', 'CGB5', 'CCL15-CCL14', 'DMRT1', 'RGS8', 'PROP1', 'TKTL2', 'SERPINB4', 'CLRN2', 'KCNQ1DN', 'PRAP1', 'LINC00469', 'YWHAEP7', 'SNORA51', 'KRTAP25-1', 'DUXA', 'SNORA32', 'OR4F5', 'XKR7', 'OTP', 'SNORA54', 'SLC13A1', 'LHX9', 'SVOP', 'LGI3', 'KRTAP6-1', 'PAGE2', 'LOC646813', 'MYBPHL', 'OR6Y1', 'OR4K17', 'KRTAP19-2', 'TAS2R13', 'GAGE2D', 'OR7A17', 'OR2T35', 'FBP2', 'SPACA7', 'KRTAP19-3', 'ANKUB1', 'LOC285627', 'PLET1', 'GABRG3', 'INS', 'AVPR1B', 'PRAMEF20', 'OR4K2', 'NEU2', 'MGC27382', 'FCAMR', 'TCP10', 'LCNL1', 'CRLF2', 'LINC01101', 'OTOL1', 'DNTT', 'FDCSP', 'KRT85', 'FAM71C', 'C3ORF49', 'ZFAT-AS1', 'FOXE1', 'OR6B3', 'LINC00113', 'HPD', 'C9ORF135', 'IFNA13', 'KRTAP4-5', 'OR10H2', 'IZUMO1R', 'OLIG1', 'OR1L3', 'OR8H2', 'PRDM14', 'FGF6', 'XAGE3', 'SCARNA20', 'DAW1', 'GH1', 'TCEB3C', 'CCDC166', 'TMEM207', 'UGT2A3', 'PTF1A', 'SPANXN1', 'FAM27L', 'OR14I1', 'OR8G2', 'OR1L1', 'OLAH', 'PSG11', 'DEFB108B', 'DEFA4', 'ALPPL2', 'CYLC2', 'PRKAG3', 'SNORA47', 'SPATA19', 'IL26', 'FGA', 'PRG1', 'OR51I2', 'CER1', 'LINC00923', 'BARHL2', 'KRTAP10-1', 'C17ORF78', 'SLC25A31', 'SULT1C3', 'IVL', 'NANOS2', 'LCN9', 'HBBP1', 'LCE1D', 'PYDC2', 'TFF2', 'NKX2-1', 'ZNF479', 'PISRT1', 'OR5H6', 'GYS2', 'GUCY2EP', 'FTMT', 'LINC00696', 'DEFB110', 'OPRD1', 'OR4D6', 'MYBPC2', 'EPS8L3', 'LPO', 'TARM1', 'OR7E24', 'SCGB1A1', 'UCMA', 'HOXC12', 'SCN1A', 'ENAM', 'FMO6P', 'OR1E2', 'GAGE2B', 'CPLX3', 'OR14C36', 'OR6B2', 'OR1B1', 'LOC729609', 'CLCA4', 'OR6M1', 'RESP18', 'MAGEA9B', 'ST8SIA3', 'OR1K1', 'TTTY9B', 'CYP7A1', 'GBX2', 'PRAMEF1', 'SCARNA11', 'SBSN', 'HBZ', 'HBG2', 'GPR78', 'OR4C12', 'SERPINI2', 'FRMPD2B', 'ZNF679', 'SNORA59B', 'TTTY8', 'HAO1', 'LINC00326', 'SPATA31A3', 'FAM27B', 'KRTAP21-1', 'SLC1A6', 'LINC00488', 'HTR3E', 'SLITRK3', 'OR4M2', 'MAGEB6', 'OR2M4', 'C12ORF50', 'KRTAP19-6', 'LYZL1', 'ADGRD2', 'YIPF7', 'GPRC6A', 'OR12D2', 'CCL24', 'SYCN', 'SNAR-F', 'CGB8', 'LINC00608', 'NYX', 'ANP32D', 'ASB10', 'LOC286238', 'ANGPTL3', 'TMEM88B', 'ALX4', 'ALLC', 'OR6F1', 'SNORD94', 'OC90', 'CD200R1L', 'SNORA38B', 'OR6C74', 'LMNTD1', 'OR51G2', 'GPR148', 'FAM71B', 'DPPA2', 'BRINP3', 'OR6A2', 'SLC51B', 'OR6K6', 'DYDC1', 'OR51F2', 'POU6F2', 'GDPD2', 'DKFZP434K028', 'ADGRG4', 'FFAR1', 'MAP3K15', 'KRT13', 'KRTAP2-1', 'CNBD1', 'SRY', 'NTS', 'LINC00575', 'RAX2', 'LINC00934', 'SERPINB3', 'BET1P1', 'C10ORF120', 'MOGAT3', 'SPACA3', 'IL17F', 'IL36RN', 'ARID3C', 'OR11H4', 'SLC6A5', 'CNTN5', 'TRHR', 'SNORA37', 'TSKS', 'SNORA16B', 'LOC284798', 'OR13C3', 'KCNK4', 'TCERG1L', 'GUCA2B', 'LINC00304', 'OR2A14', 'KRT25', 'KCNMB2', 'SLC2A2', 'MYH1', 'IFNA7', 'LINC00410', 'APOC3', 'TMEM179', 'HBE1', 'BMP15', 'OR2L8', 'SLC22A12', 'SNORA71A', 'KIR3DL3', 'GAGE12F', 'LINC01312', 'PRB4', 'MUSK', 'SPRR2E', 'FAM25BP', 'NLRP8', 'OR2A2', 'SPATA31C1', 'ITIH1', 'SEC14L3', 'NKAIN3', 'RPS4Y2', 'SNORA74A', 'LINC00710', 'LINC00928', 'SNORA76C', 'ZNF705A', 'DCT', 'OR2AT4', 'FAM170B', 'GPR22', 'TDRG1', 'SLC17A6', 'OR56B1', 'MAGEB3', 'PAPOLB', 'MAGEA1', 'TNP1', 'LOC100130264', 'OR11H6', 'HTR1A', 'SSX6', 'LRRC30', 'USH1C', 'CSN3', 'OR10W1', 'PROKR2', 'SPANXN3', 'USP9Y', 'CFHR2', 'SOX3', 'CTRC', 'GDNF', 'EDDM3B', 'KCNIP4-IT1', 'EPPIN', 'GKN2', 'PAGE5', 'MUC2', 'GCSAML-AS1', 'DMRTC1', 'BTN1A1', 'FAM205A', 'OR51B5', 'BCYRN1', 'DMP1', 'PPY2P', 'SCP2D1', 'ZCCHC13', 'SCARNA8', 'CHRNB3', 'LOC647859', 'HPVC1', 'SPOCK3', 'HMHB1', 'OCSTAMP', 'SPZ1', 'CRYGC', 'BPIFB3', 'ADAM29', 'ACER1', 'MAGEA12', 'PTH2', 'KRTAP4-3', 'ZFY', 'BPIFB4', 'LINC00479', 'ANKRD34C', 'GAGE2C', 'SLC32A1', 'NXPE1', 'CCKAR', 'KRTAP1-1', 'KRTAP1-5', 'TRIM48', 'ZAR1L', 'ASB15', 'FAM19A4', 'OR2T10', 'MS4A10', 'NUTM1', 'TMEM14E', 'VRTN', 'C4ORF51', 'KRT83', 'OR4F21', 'C6ORF10', 'KRT71', 'KRT3', 'C2ORF27B', 'KRTAP11-1', 'DAOA', 'KLRC4', 'HMSD', 'SOX1', 'LOC644669', 'AATK-AS1', 'ODF3', 'SPATA3', 'MMP20', 'CT47A1', 'ATOH7', 'AVP', 'AIRE', 'TPTE', 'CLEC4G', 'LINC01142', 'KCNU1', 'BTF3P11', 'FOXD4L3', 'MTVR2', 'OR2G6', 'PPP1R2P9', 'AADACL3', 'SSX9', 'RFX6', 'OR6S1', 'AFM', 'AKR1D1', 'LRRC52', 'C1ORF146', 'ZNF735', 'LOC400940', 'OACYLP', 'EPB42', 'TBR1', 'ASAP1-IT1', 'PCP4', 'B3GNT6', 'FAM170A', 'SLC22A10', 'GFI1B', 'MTNR1B', 'BTNL3', 'GNAS-AS1', 'MYH16', 'CPA2', 'LINC00303', 'IGLL1', 'HCRTR1', 'CNGA2', 'CA4', 'SH2D7', 'INSM2', 'CA6', 'CLCA1', 'HULC', 'CACNG7', 'PRR32', 'PRL', 'NF1P2', 'ZIM3', 'HYALP1', 'CT47A11', 'KRTAP3-2', 'CFHR4', 'TMEM132D', 'KCNJ16', 'USP50', 'TSPEAR-AS2', 'UGT1A4', 'PLA2G12B', 'TRIM55', 'NEUROG1', 'SSTR3', 'C11ORF87', 'SNORA72', 'DISC2', 'SERPINB11', 'NEUROD6', 'PRAMEF16', 'LINC01591', 'SNORA2B', 'PRSS48', 'GSC2', 'SNORA27', 'VWA5B1', 'OR51F1', 'OR10AD1', 'SCGB3A2', 'FERD3L', 'LINC00691', 'GABRR3', 'NKX6-2', 'RAPGEF4-AS1', 'ADRB3', 'GAGE12J', 'FAM47C', 'OR51L1', 'POM121L2', 'OR5H2', 'KRTAP12-1', 'C17ORF64', 'COX7B2', 'IFNW1', 'HIST1H3A', 'ANKRD20A20P', 'SLC10A1', 'LINC00032', 'GSTA5', 'KRTAP9-2', 'OR4D10', 'APCS', 'CGB2', 'OR5B17', 'AADAC', 'IFNL1', 'ZSCAN10', 'MMD2', 'FER1L6', 'UTS2R', 'OR51T1', 'LINC00452', 'MCF2', 'ART1', 'C12ORF56', 'OR52K2', 'MAGEA5', 'PATE3', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47371951525638445
		RMSE:  0.2917253166285864
		NRMSE:  0.18637975276867558
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47112550847095647
		RMSE:  0.27775626016480953
		NRMSE:  0.17517423067911803
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.153256444409575e-15
		NRMSE:  7.368015003702834e-16
		MAPE:  2.9508810647346856e-12
		Pearson Correlation:  0.10798906410373335
		Spearman Correlation:  0.06468659210214592
		Coefficient of Determination:  -4.318288374922927
		RMSE:  0.5281106604660627
		NRMSE:  0.33306676366426763
		MAPE:  2184.2116870651475

	Predictor:  ElasticNet
		Pearson Correlation:  0.7044116830017639
		Spearman Correlation:  0.6806244456167169
		Coefficient of Determination:  0.42572813416099664
		RMSE:  0.18210651057566773
		NRMSE:  0.11634563229173389
		MAPE:  413.68916465159754
		Pearson Correlation:  0.5504607253494472
		Spearman Correlation:  0.44288582151897155
		Coefficient of Determination:  0.23667775856265993
		RMSE:  0.20007505800117997
		NRMSE:  0.12618255423888747
		MAPE:  450.4761320236522

	Predictor:  RandomForests
		Pearson Correlation:  0.5454677949615393
		Spearman Correlation:  0.546526785895414
		Coefficient of Determination:  0.24835790183626172
		RMSE:  0.20833980373168115
		NRMSE:  0.13310576387452316
		MAPE:  486.7335164666157
		Pearson Correlation:  0.4986692741342949
		Spearman Correlation:  0.46759934662526975
		Coefficient of Determination:  0.21460905787738982
		RMSE:  0.20294667348202194
		NRMSE:  0.12799361344728932
		MAPE:  480.01651618154506

Protein:  ERBB2
x_train_column_count:  702
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'GABRA4', 'BCORP1', 'OR2W1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'ADAD1', 'OR4K1', 'RAG2', 'LCE5A', 'OR8K3', 'CTSL3P', 'MS4A5', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'FGF22', 'DEFB127', 'MRGPRG-AS1', 'SMCP', 'MROH5', 'FAM150A', 'OR52A1', 'REXO1L6P', 'SNORA36A', 'CHAT', 'FAM92A1P2', 'LHX3', 'HNF1B', 'CTXN3', 'OR7G3', 'CT47A2', 'HES3', 'SLC18A3', 'TBC1D21', 'AMBN', 'FAM41AY1', 'DEFB113', 'SNAR-E', 'SNAR-I', 'OR8I2', 'C11ORF40', 'SNORA58', 'BSX', 'FLG2', 'OR51A2', 'GJA10', 'TMPRSS11B', 'NR0B1', 'CSN2', 'SMR3B', 'DEFB119', 'SNORD8', 'HHLA1', 'GJA8', 'TAAR8', 'BARHL1', 'GUCA1C', 'SNAR-A13', 'LINC01548', 'SPRR2G', 'ATP4B', 'GSX2', 'LCE1F', 'C17ORF102', 'TTTY21', 'LRTM1', 'LELP1', 'LCE2A', 'CT47B1', 'SNORA5B', 'GYPA', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CPN1', 'CCDC38', 'TYR', 'SLC28A2', 'KRTAP4-11', 'CLC', 'PROL1', 'CEACAM20', 'FAM224B', 'IL37', 'ESX1', 'OR8U1', 'FXYD4', 'PSMB11', 'ZNF536', 'ASB18', 'TMEM247', 'GNAT3', 'CA5A', 'SPANXN4', 'OR8D4', 'ZNF804B', 'OR2B3', 'ZNRF4', 'ANXA8L1', 'OR7C2', 'OR7G1', 'OR13C9', 'FNDC7', 'OR2T12', 'OR7G2', 'C12ORF40', 'CT47A6', 'OR6C76', 'OR5K3', 'CT47A7', 'GLRA4', 'LINC00671', 'OR8H1', 'PAQR9', 'H1FOO', 'KRTAP6-2', 'OR2AE1', 'PGM5-AS1', 'OR8A1', 'SNORA55', 'OR2M2', 'MAGEA10', 'APOA2', 'HAO2', 'TSPYL6', 'SPIC', 'CD300LD', 'KRT78', 'DMBT1P1', 'OR6T1', 'DPRX', 'OLIG2', 'DEFB128', 'SNORD115-7', 'OR6C4', 'AHSP', 'EIF1AY', 'PLCZ1', 'LINC00314', 'DUSP21', 'OR4S2', 'TEX36-AS1', 'GABRA6', 'SLC6A19', 'CST13P', 'FGF4', 'LOC440040', 'CD5L', 'CDKL4', 'IFNA21', 'OR52A4P', 'KRTAP1-3', 'OR2C3', 'PSG8', 'LOC100129935', 'LYPD8', 'HTR3B', 'TMEM196', 'PSG1', 'OR4A47', 'OR4B1', 'ZPBP', 'RSPH6A', 'KRTDAP', 'OR6B1', 'DDI1', 'OR10G4', 'GNAT1', 'BRDTP1', 'MOS', 'ITLN2', 'GOT1L1', 'OR4A16', 'PLSCR5', 'SCARNA22', 'KRTAP10-11', 'ASB11', 'IL13', 'SOST', 'SPRR4', 'RNASE8', 'OR6C2', 'PRB1', 'SNORA24', 'KRT2', 'DNMT3L', 'SCARNA4', 'OR52A5', 'KRTAP19-5', 'C1ORF105', 'SLC25A3P1', 'PWRN2', 'KRTAP21-2', 'GJD2', 'TAGLN3', 'VSTM2B', 'SNORA22', 'ARG1', 'SNORA28', 'LILRP2', 'MORC1', 'TEX13B', 'LRRC7', 'KRTAP10-7', 'GPR50', 'GABRA1', 'LINC00207', 'OR52H1', 'IGFL4', 'OR1M1', 'IL31', 'SLCO1A2', 'NMS', 'FLJ25758', 'FAM71A', 'OR5H1', 'TFAMP1', 'LINC01020', 'GHSR', 'OR5T2', 'OR2L2', 'ASB17', 'NCOR1P1', 'PRAMEF5', 'H1FNT', 'MRGPRX1', 'TMIGD1', 'URAD', 'OR4D11', 'KRTAP12-2', 'CIB4', 'KRTAP12-3', 'HIST1H4G', 'SNORD116-19', 'SNORA69', 'DEFB109P1', 'OR8J3', 'TXLNGY', 'OR52B4', 'IFNA16', 'LINC00111', 'SNORA20', 'RAB9BP1', 'DAZL', 'OR5AN1', 'OR2T34', 'F13B', 'KRTAP19-8', 'OR11L1', 'LGALS14', 'SST', 'HBG1', 'OR2M3', 'SNORD15A', 'OTX2', 'FAM183CP', 'CLEC6A', 'OR10V1', 'NXF2B', 'TMPRSS11F', 'GPR151', 'OR8S1', 'OR2M7', 'OR5H14', 'PRM3', 'MS4A6E', 'OR8G5', 'DNAJB8', 'OR2G2', 'FGF23', 'MBD3L5', 'SCGB1C1', 'OR8B3', 'OR10A5', 'WFDC5', 'TCP10L2', 'TMEM252', 'ACOT12', 'LOC145845', 'PRSS3P2', 'PPY', 'MAGEB10', 'LINC01205', 'TAAR9', 'TSGA13', 'PLA2G2F', 'PSAPL1', 'SUN3', 'PSG7', 'CRYAA', 'USP26', 'SPRR1B', 'TTTY14', 'KRTAP10-12', 'OR1S2', 'OR2AG1', 'PRAMEF8', 'HIST1H4F', 'NPPC', 'SNORD89', 'MC2R', 'C1ORF87', 'NOX3', 'C20ORF173', 'LEUTX', 'SFTA3', 'FOXN3-AS2', 'XAGE5', 'LOC391003', 'VWC2L', 'LINC00636', 'SDR16C6P', 'FAM169B', 'LOC391343', 'ACTRT2', 'RPL13AP17', 'SLC5A7', 'ALOX12B', 'CAPZA3', 'KRTAP19-1', 'OR4S1', 'BMP10', 'OR5B2', 'TTTY15', 'OPN1MW', 'RTP2', 'SLC38A8', 'C10ORF53', 'OR4D9', 'FMR1NB', 'P2RX3', 'ARHGAP36', 'ARR3', 'CCKBR', 'SNORA70B', 'STATH', 'CASC8', 'TBC1D28', 'C11ORF94', 'KRT39', 'OR1N1', 'C1ORF94', 'SNORA34', 'TAS2R60', 'ACTR3BP2', 'SSX8', 'HNRNPCL1', 'IFITM5', 'ANKRD18DP', 'PF4', 'BEND2', 'GAGE1', 'PROKR1', 'EDDM3A', 'CABS1', 'BPIFA3', 'KHDC1L', 'LINC00029', 'MMP23A', 'DEFB129', 'OR4C16', 'AKAP14', 'CYP11B2', 'HBD', 'OR10S1', 'LINC00114', 'PRSS1', 'DEFB104A', 'HSFY2', 'CABP5', 'CYP2W1', 'CYP3A4', 'SFTPC', 'CGB5', 'CCL15-CCL14', 'DMRT1', 'RGS8', 'PROP1', 'TKTL2', 'SERPINB4', 'CLRN2', 'KCNQ1DN', 'PRAP1', 'LINC00469', 'YWHAEP7', 'SNORA51', 'KRTAP25-1', 'DUXA', 'SNORA32', 'OR4F5', 'XKR7', 'OTP', 'SNORA54', 'SLC13A1', 'LHX9', 'SVOP', 'LGI3', 'KRTAP6-1', 'PAGE2', 'LOC646813', 'MYBPHL', 'OR6Y1', 'OR4K17', 'KRTAP19-2', 'TAS2R13', 'GAGE2D', 'OR7A17', 'OR2T35', 'FBP2', 'SPACA7', 'KRTAP19-3', 'ANKUB1', 'LOC285627', 'PLET1', 'GABRG3', 'INS', 'AVPR1B', 'PRAMEF20', 'OR4K2', 'NEU2', 'MGC27382', 'FCAMR', 'TCP10', 'LCNL1', 'CRLF2', 'LINC01101', 'OTOL1', 'DNTT', 'FDCSP', 'KRT85', 'FAM71C', 'C3ORF49', 'ZFAT-AS1', 'FOXE1', 'OR6B3', 'LINC00113', 'HPD', 'C9ORF135', 'IFNA13', 'KRTAP4-5', 'OR10H2', 'IZUMO1R', 'OLIG1', 'OR1L3', 'OR8H2', 'PRDM14', 'FGF6', 'XAGE3', 'SCARNA20', 'DAW1', 'GH1', 'TCEB3C', 'CCDC166', 'TMEM207', 'UGT2A3', 'PTF1A', 'SPANXN1', 'FAM27L', 'OR14I1', 'OR8G2', 'OR1L1', 'OLAH', 'PSG11', 'DEFB108B', 'DEFA4', 'ALPPL2', 'CYLC2', 'PRKAG3', 'SNORA47', 'SPATA19', 'IL26', 'FGA', 'PRG1', 'OR51I2', 'CER1', 'LINC00923', 'BARHL2', 'KRTAP10-1', 'C17ORF78', 'SLC25A31', 'SULT1C3', 'IVL', 'NANOS2', 'LCN9', 'HBBP1', 'LCE1D', 'PYDC2', 'TFF2', 'NKX2-1', 'ZNF479', 'PISRT1', 'OR5H6', 'GYS2', 'GUCY2EP', 'FTMT', 'LINC00696', 'DEFB110', 'OPRD1', 'OR4D6', 'MYBPC2', 'EPS8L3', 'LPO', 'TARM1', 'OR7E24', 'SCGB1A1', 'UCMA', 'HOXC12', 'SCN1A', 'ENAM', 'FMO6P', 'OR1E2', 'GAGE2B', 'CPLX3', 'OR14C36', 'OR6B2', 'OR1B1', 'LOC729609', 'CLCA4', 'OR6M1', 'RESP18', 'MAGEA9B', 'ST8SIA3', 'OR1K1', 'TTTY9B', 'CYP7A1', 'GBX2', 'PRAMEF1', 'SCARNA11', 'SBSN', 'HBZ', 'HBG2', 'GPR78', 'OR4C12', 'SERPINI2', 'FRMPD2B', 'ZNF679', 'SNORA59B', 'TTTY8', 'HAO1', 'LINC00326', 'SPATA31A3', 'FAM27B', 'KRTAP21-1', 'SLC1A6', 'LINC00488', 'HTR3E', 'SLITRK3', 'OR4M2', 'MAGEB6', 'OR2M4', 'C12ORF50', 'KRTAP19-6', 'LYZL1', 'ADGRD2', 'YIPF7', 'GPRC6A', 'OR12D2', 'CCL24', 'SYCN', 'SNAR-F', 'CGB8', 'LINC00608', 'NYX', 'ANP32D', 'ASB10', 'LOC286238', 'ANGPTL3', 'TMEM88B', 'ALX4', 'ALLC', 'OR6F1', 'SNORD94', 'OC90', 'CD200R1L', 'SNORA38B', 'OR6C74', 'LMNTD1', 'OR51G2', 'GPR148', 'FAM71B', 'DPPA2', 'BRINP3', 'OR6A2', 'SLC51B', 'OR6K6', 'DYDC1', 'OR51F2', 'POU6F2', 'GDPD2', 'DKFZP434K028', 'ADGRG4', 'FFAR1', 'MAP3K15', 'KRT13', 'KRTAP2-1', 'CNBD1', 'SRY', 'NTS', 'LINC00575', 'RAX2', 'LINC00934', 'SERPINB3', 'BET1P1', 'C10ORF120', 'MOGAT3', 'SPACA3', 'IL17F', 'IL36RN', 'ARID3C', 'OR11H4', 'SLC6A5', 'CNTN5', 'TRHR', 'SNORA37', 'TSKS', 'SNORA16B', 'LOC284798', 'OR13C3', 'KCNK4', 'TCERG1L', 'GUCA2B', 'LINC00304', 'OR2A14', 'KRT25', 'KCNMB2', 'SLC2A2', 'MYH1', 'IFNA7', 'LINC00410', 'APOC3', 'TMEM179', 'HBE1', 'BMP15', 'OR2L8', 'SLC22A12', 'SNORA71A', 'KIR3DL3', 'GAGE12F', 'LINC01312', 'PRB4', 'MUSK', 'SPRR2E', 'FAM25BP', 'NLRP8', 'OR2A2', 'SPATA31C1', 'ITIH1', 'SEC14L3', 'NKAIN3', 'RPS4Y2', 'SNORA74A', 'LINC00710', 'LINC00928', 'SNORA76C', 'ZNF705A', 'DCT', 'OR2AT4', 'FAM170B', 'GPR22', 'TDRG1', 'SLC17A6', 'OR56B1', 'MAGEB3', 'PAPOLB', 'MAGEA1', 'TNP1', 'LOC100130264', 'OR11H6', 'HTR1A', 'SSX6', 'LRRC30', 'USH1C', 'CSN3', 'OR10W1', 'PROKR2', 'SPANXN3', 'USP9Y', 'CFHR2', 'SOX3', 'CTRC', 'GDNF', 'EDDM3B', 'KCNIP4-IT1', 'EPPIN', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06177154229692228
		RMSE:  1.0106646016782141
		NRMSE:  0.1721833486682819
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.26989975035857605
		RMSE:  1.1682171872252598
		NRMSE:  0.21036071365744585
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9808249714864398
		NRMSE:  0.1670996765569688
		MAPE:  529.9728174248761
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556425
		RMSE:  1.07776630779691
		NRMSE:  0.19407323581894154
		MAPE:  193.8969179437583

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  5.170602104576315e-15
		NRMSE:  8.808971675854499e-16
		MAPE:  5.384869834396056e-12
		Pearson Correlation:  0.3727404283453757
		Spearman Correlation:  0.23883369971427149
		Coefficient of Determination:  -1.979251585150994
		RMSE:  1.789338317164985
		NRMSE:  0.3222059129839351
		MAPE:  953.6272459103596

	Predictor:  ElasticNet
		Pearson Correlation:  0.9347702711224813
		Spearman Correlation:  0.8733759153140243
		Coefficient of Determination:  0.8582754141544311
		RMSE:  0.369244565884893
		NRMSE:  0.0629068889184955
		MAPE:  389.8927870202106
		Pearson Correlation:  0.7755122636983788
		Spearman Correlation:  0.5444239260143711
		Coefficient of Determination:  0.5836021590607599
		RMSE:  0.6689491512200745
		NRMSE:  0.12045758476250126
		MAPE:  242.18802107762997

	Predictor:  RandomForests
		Pearson Correlation:  0.843651508263647
		Spearman Correlation:  0.6247523106105647
		Coefficient of Determination:  0.7098198773669752
		RMSE:  0.5283544192188371
		NRMSE:  0.09001387110394689
		MAPE:  437.79323089117054
		Pearson Correlation:  0.7845930635999361
		Spearman Correlation:  0.6582735621872314
		Coefficient of Determination:  0.5634875622647124
		RMSE:  0.6849157985072024
		NRMSE:  0.1233326968176617
		MAPE:  218.96930999488228

Protein:  ERBB3
x_train_column_count:  253
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'GABRA4', 'BCORP1', 'OR2W1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'ADAD1', 'OR4K1', 'RAG2', 'LCE5A', 'OR8K3', 'CTSL3P', 'MS4A5', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'FGF22', 'DEFB127', 'MRGPRG-AS1', 'SMCP', 'MROH5', 'FAM150A', 'OR52A1', 'REXO1L6P', 'SNORA36A', 'CHAT', 'FAM92A1P2', 'LHX3', 'HNF1B', 'CTXN3', 'OR7G3', 'CT47A2', 'HES3', 'SLC18A3', 'TBC1D21', 'AMBN', 'FAM41AY1', 'DEFB113', 'SNAR-E', 'SNAR-I', 'OR8I2', 'C11ORF40', 'SNORA58', 'BSX', 'FLG2', 'OR51A2', 'GJA10', 'TMPRSS11B', 'NR0B1', 'CSN2', 'SMR3B', 'DEFB119', 'SNORD8', 'HHLA1', 'GJA8', 'TAAR8', 'BARHL1', 'GUCA1C', 'SNAR-A13', 'LINC01548', 'SPRR2G', 'ATP4B', 'GSX2', 'LCE1F', 'C17ORF102', 'TTTY21', 'LRTM1', 'LELP1', 'LCE2A', 'CT47B1', 'SNORA5B', 'GYPA', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CPN1', 'CCDC38', 'TYR', 'SLC28A2', 'KRTAP4-11', 'CLC', 'PROL1', 'CEACAM20', 'FAM224B', 'IL37', 'ESX1', 'OR8U1', 'FXYD4', 'PSMB11', 'ZNF536', 'ASB18', 'TMEM247', 'GNAT3', 'CA5A', 'SPANXN4', 'OR8D4', 'ZNF804B', 'OR2B3', 'ZNRF4', 'ANXA8L1', 'OR7C2', 'OR7G1', 'OR13C9', 'FNDC7', 'OR2T12', 'OR7G2', 'C12ORF40', 'CT47A6', 'OR6C76', 'OR5K3', 'CT47A7', 'GLRA4', 'LINC00671', 'OR8H1', 'PAQR9', 'H1FOO', 'KRTAP6-2', 'OR2AE1', 'PGM5-AS1', 'OR8A1', 'SNORA55', 'OR2M2', 'MAGEA10', 'APOA2', 'HAO2', 'TSPYL6', 'SPIC', 'CD300LD', 'KRT78', 'DMBT1P1', 'OR6T1', 'DPRX', 'OLIG2', 'DEFB128', 'SNORD115-7', 'OR6C4', 'AHSP', 'EIF1AY', 'PLCZ1', 'LINC00314', 'DUSP21', 'OR4S2', 'TEX36-AS1', 'GABRA6', 'SLC6A19', 'CST13P', 'FGF4', 'LOC440040', 'CD5L', 'CDKL4', 'IFNA21', 'OR52A4P', 'KRTAP1-3', 'OR2C3', 'PSG8', 'LOC100129935', 'LYPD8', 'HTR3B', 'TMEM196', 'PSG1', 'OR4A47', 'OR4B1', 'ZPBP', 'RSPH6A', 'KRTDAP', 'OR6B1', 'DDI1', 'OR10G4', 'GNAT1', 'BRDTP1', 'MOS', 'ITLN2', 'GOT1L1', 'OR4A16', 'PLSCR5', 'SCARNA22', 'KRTAP10-11', 'ASB11', 'IL13', 'SOST', 'SPRR4', 'RNASE8', 'OR6C2', 'PRB1', 'SNORA24', 'KRT2', 'DNMT3L', 'SCARNA4', 'OR52A5', 'KRTAP19-5', 'C1ORF105', 'SLC25A3P1', 'PWRN2', 'KRTAP21-2', 'GJD2', 'TAGLN3', 'VSTM2B', 'SNORA22', 'ARG1', 'SNORA28', 'LILRP2', 'MORC1', 'TEX13B', 'LRRC7', 'KRTAP10-7', 'GPR50', 'GABRA1', 'LINC00207', 'OR52H1', 'IGFL4', 'OR1M1', 'IL31', 'SLCO1A2', 'NMS', 'FLJ25758', 'FAM71A', 'OR5H1', 'TFAMP1', 'LINC01020', 'GHSR', 'OR5T2', 'OR2L2', 'ASB17', 'NCOR1P1', 'PRAMEF5', 'H1FNT', 'MRGPRX1', 'TMIGD1', 'URAD', 'OR4D11', 'KRTAP12-2', 'CIB4', 'KRTAP12-3', 'HIST1H4G', 'SNORD116-19', 'SNORA69', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20254353309139272
		RMSE:  0.523865801474932
		NRMSE:  0.14324270860276114
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.287905849531515
		RMSE:  0.4364451552160674
		NRMSE:  0.21482088883335748
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  LinearRegression
		Pearson Correlation:  0.7652413089925142
		Spearman Correlation:  0.7315175020814723
		Coefficient of Determination:  0.5855935202136264
		RMSE:  0.3075267604802548
		NRMSE:  0.08408826461853357
		MAPE:  179.9799177537033
		Pearson Correlation:  0.018232767502192975
		Spearman Correlation:  0.12628103377986322
		Coefficient of Determination:  -1.421516982133713e+27
		RMSE:  14499854532270.672
		NRMSE:  7136914229314.146
		MAPE:  436110525240613.8

	Predictor:  ElasticNet
		Pearson Correlation:  0.6286927317750521
		Spearman Correlation:  0.6182398971325024
		Coefficient of Determination:  0.3730087545237868
		RMSE:  0.37826867922003865
		NRMSE:  0.10343150867743778
		MAPE:  190.74122109196915
		Pearson Correlation:  0.31845572898869107
		Spearman Correlation:  0.34259030661230194
		Coefficient of Determination:  0.04852384898643003
		RMSE:  0.37513412499876186
		NRMSE:  0.18464323684395686
		MAPE:  186.43254236970404

	Predictor:  RandomForests
		Pearson Correlation:  0.5458546843220063
		Spearman Correlation:  0.5400118094519417
		Coefficient of Determination:  0.2848770760794782
		RMSE:  0.40398012066174904
		NRMSE:  0.11046189032064209
		MAPE:  242.2530549212541
		Pearson Correlation:  0.4164301002779678
		Spearman Correlation:  0.3069679172736834
		Coefficient of Determination:  0.16091326181012888
		RMSE:  0.3522824821110486
		NRMSE:  0.1733955229496171
		MAPE:  246.9650122209046


Fold:  5

Protein:  RB1
x_train_column_count:  379
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'OR2W1', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'OR8K3', 'MS4A5', 'CTSL3P', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'DEFB127', 'FGF22', 'MRGPRG-AS1', 'SMCP', 'OR52A1', 'MROH5', 'FAM150A', 'REXO1L6P', 'SNORA36A', 'HNF1B', 'FAM92A1P2', 'LHX3', 'CHAT', 'OR7G3', 'CTXN3', 'HES3', 'CT47A2', 'SLC18A3', 'TBC1D21', 'OR8I2', 'AMBN', 'SNAR-I', 'SNAR-E', 'DEFB113', 'FAM41AY1', 'C11ORF40', 'SNORA58', 'OR51A2', 'FLG2', 'BSX', 'TMPRSS11B', 'GJA10', 'NR0B1', 'CSN2', 'DEFB119', 'SMR3B', 'GJA8', 'HHLA1', 'SNORD8', 'TAAR8', 'GUCA1C', 'BARHL1', 'SNAR-A13', 'LINC01548', 'LCE1F', 'ATP4B', 'SPRR2G', 'GSX2', 'C17ORF102', 'TTTY21', 'LELP1', 'LRTM1', 'LCE2A', 'SNORA5B', 'CT47B1', 'GYPA', 'TYR', 'SLC28A2', 'KRTAP4-11', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CCDC38', 'CPN1', 'FGF6', 'CLC', 'CEACAM20', 'PROL1', 'ESX1', 'FXYD4', 'OR8U1', 'ASB18', 'FAM224B', 'PSMB11', 'IL37', 'ZNF536', 'SPANXN4', 'TMEM247', 'CA5A', 'GNAT3', 'ZNRF4', 'OR2B3', 'ZNF804B', 'OR2T12', 'LINC00326', 'ANXA8L1', 'OR13C9', 'OR7C2', 'FNDC7', 'OR7G1', 'OR6C76', 'GLRA4', 'ST8SIA3', 'OR7G2', 'OR5K3', 'C12ORF40', 'CT47A7', 'CT47A6', 'PAQR9', 'KRTAP6-2', 'OR4M2', 'LINC00671', 'H1FOO', 'OR8H1', 'OR2AE1', 'PGM5-AS1', 'CD300LD', 'MAGEA10', 'HAO2', 'APOA2', 'SPIC', 'TSPYL6', 'OR2M2', 'OR8A1', 'SNORA55', 'AHSP', 'DPRX', 'KRT78', 'DEFB128', 'SCP2D1', 'OLIG2', 'OR6T1', 'SNORD115-7', 'EIF1AY', 'FGF4', 'SLC6A19', 'OR4S2', 'LOC440040', 'TEX36-AS1', 'PLCZ1', 'CST13P', 'LINC00314', 'ZPBP', 'CDKL4', 'KRTAP1-3', 'HYALP1', 'LYPD8', 'PSG8', 'HTR3B', 'IFNA21', 'OR2C3', 'CD5L', 'PSG1', 'OR4B1', 'KRTDAP', 'OR10G4', 'GNAT1', 'OC90', 'OR4A47', 'RSPH6A', 'TMEM196', 'CCL15-CCL14', 'SEC14L3', 'IL13', 'GOT1L1', 'PLSCR5', 'CFHR2', 'OR6C2', 'SPRR4', 'HBM', 'SOST', 'FAM25BP', 'OR52H1', 'DDI1', 'SSX6', 'SCARNA22', 'ASB11', 'SCARNA4', 'TEX13B', 'KRTAP19-5', 'SNORA24', 'KRT2', 'OR8B8', 'ASB10', 'C1ORF105', 'GPR50', 'LILRP2', 'SNORA28', 'TAGLN3', 'SNORA22', 'GJD2', 'VSTM2B', 'LRRC7', 'ARG1', 'TFAMP1', 'SLCO1A2', 'FAM71A', 'GABRA1', 'SPAM1', 'NMS', 'OR1M1', 'CABP5', 'NCOR1P1', 'CIB4', 'OR4D11', 'TMEM179', 'OR2L2', 'OLIG3', 'URAD', 'H1FNT', 'IGFL4', 'LGALS14', 'HIST1H4G', 'SPATA31A3', 'GLYCAM1', 'SNORA20', 'IFNA16', 'OR11L1', 'DAZL', 'CLCA1', 'OR2T34', 'SCARNA14', 'DEFB109P1', 'OR5AN1', 'RAB9BP1', 'TXLNGY', 'BTNL3', 'F9', 'FAM183CP', 'LINC00111', 'KCNU1', 'LOC727924', 'CXORF51A', 'OR2M3', 'OR10T2', 'OR1S1', 'SOX1', 'SNORD15A', 'HBG1', 'OR10V1', 'FGF23', 'MS4A6E', 'WFDC5', 'GPR151', 'PRM3', 'SCGB1C1', 'CLEC6A', 'PRSS3P2', 'ASAP1-IT1', 'PPY', 'DNAJB8', 'CT47A11', 'TMEM252', 'OR10A5', 'MAGEB10', 'OR8S1', 'PSG7', 'SUN3', 'SPRR1B', 'PRAMEF8', 'CELA2B', 'PLA2G2F', 'CRYAA', 'KLHL40', 'OR2AG1', 'MC2R', 'USP26', 'HIST1H4F', 'DMBT1P1', 'OR8G5', 'OR10K1', 'NPPC', 'PSAPL1', 'SNORD89', 'SLC5A7', 'C1ORF87', 'ALOX12B', 'TUSC7', 'HBBP1', 'LOC391003', 'C15ORF43', 'SFTA3', 'CAPZA3', 'XAGE5', 'LOC391343', 'LINC00636', 'TBC1D28', 'KRT39', 'C20ORF173', 'C22ORF42', 'BMP10', 'SNORA34', 'IFITM5', 'SNORA70B', 'OR4S1', 'PIWIL3', 'C4ORF51', 'TAS2R60', 'CCKBR', 'OR5B2', 'CASC8', 'IQCF2', 'ARR3', 'KRTAP19-1', 'PROKR1', 'FMR1NB', 'NXF2B', 'ARHGAP36', 'P2RX3', 'TTTY15', 'OPN1MW', 'PPBPP1', 'CHODL-AS1', 'PF4', 'KHDC1L', 'LYZL6', 'TEX33', 'OR1B1', 'HBD', 'FAM153C', 'TKTL2', 'ANKRD18DP', 'MYBPHL', 'AKAP14', 'EDDM3A', 'SYT10', 'ACOT12', 'GAGE1', 'C11ORF94', 'CSH2', 'SERPINB4', 'BRDTP1', 'LGI3', 'PRB1', 'SNORA54', 'PRAP1', 'SNORA51', 'OR10S1', 'SFTPC', 'OTP', 'IGF2BP2-AS1', 'SPACA7', 'KCNQ1DN', 'DMRT1', 'YWHAEP7', 'CYP3A4', 'PRSS1', 'ZAR1L', 'C17ORF64', 'GAGE2D', 'FBP2', 'IFNA13', 'KRTAP19-3', 'SLC13A1', 'LHX9', 'CYP2W1', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00018503513771928048
		RMSE:  0.23392670305630597
		NRMSE:  0.11556330212293363
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12340187398900859
		RMSE:  0.2547692202160761
		NRMSE:  0.12845593258580365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  LinearRegression
		Pearson Correlation:  0.8341993200180651
		Spearman Correlation:  0.7485961755744572
		Coefficient of Determination:  0.6958713051347339
		RMSE:  0.12899364738660796
		NRMSE:  0.06372479776834053
		MAPE:  285.3784171429158
		Pearson Correlation:  0.020907234248521638
		Spearman Correlation:  -0.11830820833177472
		Coefficient of Determination:  -4.850249827570435e+25
		RMSE:  1674023075700.2727
		NRMSE:  844050922544.1547
		MAPE:  546082500866997.6

	Predictor:  ElasticNet
		Pearson Correlation:  0.5739137072869047
		Spearman Correlation:  0.4235186780423935
		Coefficient of Determination:  0.28041941130191494
		RMSE:  0.19841721222979258
		NRMSE:  0.09802108072194986
		MAPE:  164.76592547333345
		Pearson Correlation:  0.09501327666447162
		Spearman Correlation:  0.21662863626728512
		Coefficient of Determination:  -0.20248172374406992
		RMSE:  0.26358374732877654
		NRMSE:  0.13290026184820228
		MAPE:  541.3658216040079

	Predictor:  RandomForests
		Pearson Correlation:  0.5619478702017143
		Spearman Correlation:  0.4619434304304732
		Coefficient of Determination:  0.17751678896055556
		RMSE:  0.21213051417449674
		NRMSE:  0.10479565769428213
		MAPE:  120.45109933230103
		Pearson Correlation:  0.1812092369004648
		Spearman Correlation:  0.24415297466692462
		Coefficient of Determination:  -0.07720420047693222
		RMSE:  0.24947578906999623
		NRMSE:  0.12578695776273938
		MAPE:  143.14524014735238

Protein:  CDH1
x_train_column_count:  862
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'OR2W1', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'OR8K3', 'MS4A5', 'CTSL3P', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'DEFB127', 'FGF22', 'MRGPRG-AS1', 'SMCP', 'OR52A1', 'MROH5', 'FAM150A', 'REXO1L6P', 'SNORA36A', 'HNF1B', 'FAM92A1P2', 'LHX3', 'CHAT', 'OR7G3', 'CTXN3', 'HES3', 'CT47A2', 'SLC18A3', 'TBC1D21', 'OR8I2', 'AMBN', 'SNAR-I', 'SNAR-E', 'DEFB113', 'FAM41AY1', 'C11ORF40', 'SNORA58', 'OR51A2', 'FLG2', 'BSX', 'TMPRSS11B', 'GJA10', 'NR0B1', 'CSN2', 'DEFB119', 'SMR3B', 'GJA8', 'HHLA1', 'SNORD8', 'TAAR8', 'GUCA1C', 'BARHL1', 'SNAR-A13', 'LINC01548', 'LCE1F', 'ATP4B', 'SPRR2G', 'GSX2', 'C17ORF102', 'TTTY21', 'LELP1', 'LRTM1', 'LCE2A', 'SNORA5B', 'CT47B1', 'GYPA', 'TYR', 'SLC28A2', 'KRTAP4-11', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CCDC38', 'CPN1', 'FGF6', 'CLC', 'CEACAM20', 'PROL1', 'ESX1', 'FXYD4', 'OR8U1', 'ASB18', 'FAM224B', 'PSMB11', 'IL37', 'ZNF536', 'SPANXN4', 'TMEM247', 'CA5A', 'GNAT3', 'ZNRF4', 'OR2B3', 'ZNF804B', 'OR2T12', 'LINC00326', 'ANXA8L1', 'OR13C9', 'OR7C2', 'FNDC7', 'OR7G1', 'OR6C76', 'GLRA4', 'ST8SIA3', 'OR7G2', 'OR5K3', 'C12ORF40', 'CT47A7', 'CT47A6', 'PAQR9', 'KRTAP6-2', 'OR4M2', 'LINC00671', 'H1FOO', 'OR8H1', 'OR2AE1', 'PGM5-AS1', 'CD300LD', 'MAGEA10', 'HAO2', 'APOA2', 'SPIC', 'TSPYL6', 'OR2M2', 'OR8A1', 'SNORA55', 'AHSP', 'DPRX', 'KRT78', 'DEFB128', 'SCP2D1', 'OLIG2', 'OR6T1', 'SNORD115-7', 'EIF1AY', 'FGF4', 'SLC6A19', 'OR4S2', 'LOC440040', 'TEX36-AS1', 'PLCZ1', 'CST13P', 'LINC00314', 'ZPBP', 'CDKL4', 'KRTAP1-3', 'HYALP1', 'LYPD8', 'PSG8', 'HTR3B', 'IFNA21', 'OR2C3', 'CD5L', 'PSG1', 'OR4B1', 'KRTDAP', 'OR10G4', 'GNAT1', 'OC90', 'OR4A47', 'RSPH6A', 'TMEM196', 'CCL15-CCL14', 'SEC14L3', 'IL13', 'GOT1L1', 'PLSCR5', 'CFHR2', 'OR6C2', 'SPRR4', 'HBM', 'SOST', 'FAM25BP', 'OR52H1', 'DDI1', 'SSX6', 'SCARNA22', 'ASB11', 'SCARNA4', 'TEX13B', 'KRTAP19-5', 'SNORA24', 'KRT2', 'OR8B8', 'ASB10', 'C1ORF105', 'GPR50', 'LILRP2', 'SNORA28', 'TAGLN3', 'SNORA22', 'GJD2', 'VSTM2B', 'LRRC7', 'ARG1', 'TFAMP1', 'SLCO1A2', 'FAM71A', 'GABRA1', 'SPAM1', 'NMS', 'OR1M1', 'CABP5', 'NCOR1P1', 'CIB4', 'OR4D11', 'TMEM179', 'OR2L2', 'OLIG3', 'URAD', 'H1FNT', 'IGFL4', 'LGALS14', 'HIST1H4G', 'SPATA31A3', 'GLYCAM1', 'SNORA20', 'IFNA16', 'OR11L1', 'DAZL', 'CLCA1', 'OR2T34', 'SCARNA14', 'DEFB109P1', 'OR5AN1', 'RAB9BP1', 'TXLNGY', 'BTNL3', 'F9', 'FAM183CP', 'LINC00111', 'KCNU1', 'LOC727924', 'CXORF51A', 'OR2M3', 'OR10T2', 'OR1S1', 'SOX1', 'SNORD15A', 'HBG1', 'OR10V1', 'FGF23', 'MS4A6E', 'WFDC5', 'GPR151', 'PRM3', 'SCGB1C1', 'CLEC6A', 'PRSS3P2', 'ASAP1-IT1', 'PPY', 'DNAJB8', 'CT47A11', 'TMEM252', 'OR10A5', 'MAGEB10', 'OR8S1', 'PSG7', 'SUN3', 'SPRR1B', 'PRAMEF8', 'CELA2B', 'PLA2G2F', 'CRYAA', 'KLHL40', 'OR2AG1', 'MC2R', 'USP26', 'HIST1H4F', 'DMBT1P1', 'OR8G5', 'OR10K1', 'NPPC', 'PSAPL1', 'SNORD89', 'SLC5A7', 'C1ORF87', 'ALOX12B', 'TUSC7', 'HBBP1', 'LOC391003', 'C15ORF43', 'SFTA3', 'CAPZA3', 'XAGE5', 'LOC391343', 'LINC00636', 'TBC1D28', 'KRT39', 'C20ORF173', 'C22ORF42', 'BMP10', 'SNORA34', 'IFITM5', 'SNORA70B', 'OR4S1', 'PIWIL3', 'C4ORF51', 'TAS2R60', 'CCKBR', 'OR5B2', 'CASC8', 'IQCF2', 'ARR3', 'KRTAP19-1', 'PROKR1', 'FMR1NB', 'NXF2B', 'ARHGAP36', 'P2RX3', 'TTTY15', 'OPN1MW', 'PPBPP1', 'CHODL-AS1', 'PF4', 'KHDC1L', 'LYZL6', 'TEX33', 'OR1B1', 'HBD', 'FAM153C', 'TKTL2', 'ANKRD18DP', 'MYBPHL', 'AKAP14', 'EDDM3A', 'SYT10', 'ACOT12', 'GAGE1', 'C11ORF94', 'CSH2', 'SERPINB4', 'BRDTP1', 'LGI3', 'PRB1', 'SNORA54', 'PRAP1', 'SNORA51', 'OR10S1', 'SFTPC', 'OTP', 'IGF2BP2-AS1', 'SPACA7', 'KCNQ1DN', 'DMRT1', 'YWHAEP7', 'CYP3A4', 'PRSS1', 'ZAR1L', 'C17ORF64', 'GAGE2D', 'FBP2', 'IFNA13', 'KRTAP19-3', 'SLC13A1', 'LHX9', 'CYP2W1', 'LINC00469', 'LOC646813', 'FOXE1', 'C9ORF135', 'OR4K2', 'OTOL1', 'HPD', 'OLIG1', 'PLET1', 'LCNL1', 'CRLF2', 'NEU2', 'GABRG3', 'FCAMR', 'CCDC166', 'SVOP', 'FERD3L', 'FDCSP', 'HAND1', 'NPHS2', 'GH1', 'FAM71C', 'C3ORF49', 'USP17L6P', 'XKR7', 'LINC01101', 'FAM27L', 'VRTN', 'SATB2-AS1', 'SCARNA20', 'CNTNAP5', 'ZFAT-AS1', 'ACSM2A', 'OLAH', 'PTF1A', 'C17ORF78', 'PRDM14', 'HOXC12', 'DNAJC5G', 'LCE1D', 'FMO6P', 'PISRT1', 'TMEM207', 'LINC00696', 'GDNF', 'OR13H1', 'CRNN', 'OR51I2', 'AVPR1B', 'CLDN22', 'SPANXN1', 'ZNF479', 'OR5H6', 'LPO', 'FGA', 'OR6M1', 'PRKAG3', 'OR4D6', 'OR7E24', 'CELA2A', 'IL26', 'HFE2', 'UCMA', 'SCGB1A1', 'OR1L1', 'PWRN2', 'SCN1A', 'MYBPC2', 'FTMT', 'BARHL2', 'OPRD1', 'GYS2', 'IVL', 'OR1K1', 'DEFB110', 'ADAM18', 'EPS8L3', 'CCKAR', 'LOC285627', 'HBZ', 'SLC1A6', 'KRTAP21-1', 'CER1', 'SBSN', 'GABRA6', 'LOC729609', 'PRG1', 'SERPINI2', 'CPLX3', 'FAM27B', 'LMNTD1', 'TFF2', 'CT45A1', 'OR4C12', 'OR4D2', 'SCARNA11', 'POM121L2', 'OR56B1', 'NKX2-1', 'CLCA4', 'HBG2', 'LINC00488', 'SNORA59B', 'OR8D4', 'CYP7A1', 'FOXN3-AS2', 'GBX2', 'GAGE2B', 'LINC00608', 'CGB8', 'OR2M4', 'OR52A4P', 'DRGX', 'HTR3E', 'SNORA38B', 'ANP32D', 'LYZL1', 'CCL24', 'HTR5A', 'SLITRK3', 'YIPF7', 'TSPY1', 'SLC25A31', 'RAX', 'ALLC', 'SYCN', 'SNORA44', 'TARM1', 'HMHB1', 'SLC35G3', 'TMEM88B', 'OR6C74', 'ALX4', 'SPACA3', 'LINC00923', 'A1CF', 'OR6F1', 'CD200R1L', 'SLC51B', 'TSPY2', 'FRMPD2B', 'OR9A2', 'KRT13', 'SNORD94', 'TSKS', 'OR8J3', 'NPBWR2', 'ARL5C', 'OR2T29', 'DYDC1', 'GDPD2', 'ARID3C', 'LINC00602', 'NKX2-6', 'LINC00934', 'OR11H4', 'GOLGA8EP', 'OR13C3', 'PLG', 'TRHR', 'LINC00895', 'MAP3K15', 'MAGEA9B', 'ITLN2', 'POU6F2', 'SRY', 'RAX2', 'OR1N1', 'LINC00575', 'SSX5', 'SNORA37', 'TPTE2', 'CNTN5', 'TCERG1L', 'DPPA2', 'NTS', 'ADGRG4', 'ZIM3', 'BMP15', 'ZCCHC13', 'POTED', 'MUSK', 'SNORA71A', 'KIR3DL3', 'LINC00304', 'KCNK4', 'GRIN2B', 'APOC3', 'IQCF3', 'C2ORF83', 'MYH1', 'C18ORF42', 'TRPM1', 'GPR22', 'IL36RN', 'ALPPL2', 'GAGE2C', 'GAGE12F', 'KCNMB2', 'SNORD116-19', 'TPD52L3', 'OR2L8', 'C20ORF166-AS1', 'NLRP8', 'SNORA74A', 'SNORA76C', 'OR2A14', 'OR4F15', 'CFHR4', 'OR2AT4', 'OR11H6', 'SPANXN3', 'CPLX4', 'SOX3', 'FAM170B', 'DAOA', 'CYP2C18', 'LINC01312', 'CSN3', 'EDDM3B', 'GUCA2B', 'ITIH1', 'USH1C', 'F13B', 'ZNF705A', 'FFAR1', 'GPR52', 'SYCP1', 'ARSF', 'EPPIN', 'DNMT3L', 'PRAMEF14', 'MUC2', 'MTVR2', 'LRRC30', 'SPATA31C1', 'MAGEA1', 'ADAM29', 'TRIM48', 'OR52N5', 'CXADRP2', 'BPIFB3', 'DUSP21', 'OR2T10', 'FAM205A', 'SLC32A1', 'DMP1', 'FOXD4L3', 'PPIAL4E', 'MMP23A', 'PSKH2', 'BTN1A1', 'OR5C1', 'C6ORF10', 'ACER1', 'NKAIN3', 'AATK-AS1', 'SPINK1', 'IFNA14', 'MORC1', 'TRIM75P', 'LOC647859', 'TTTY2', 'TMIGD1', 'SPOCK3', 'CHRNB3', 'BET1P1', 'GCSAML-AS1', 'CSNK1A1P1', 'OR2A2', 'SCARNA8', 'FAM19A4', 'ADGRG7', 'KRTAP4-3', 'OR9G4', 'TMEM72', 'CRYGC', 'PAGE5', 'ODAM', 'OR1S2', 'KRTAP1-5', 'REC114', 'KRTAP1-1', 'TREML4', 'IQCF6', 'TMEM14E', 'KRTAP12-2', 'PPY2P', 'ZFY', 'TSPAN19', 'IQCJ', 'KRT83', 'RFX6', 'PLA2G12B', 'DMRTC1', 'SNORD115-26', 'OR6C4', 'COL6A4P1', 'DCT', 'VWC2L', 'SH2D7', 'HCRTR1', 'NUTM1', 'OR52A5', 'KRT3', 'TPTE', 'REG4', 'AADACL3', 'OR2G6', 'CT47A1', 'CLEC4G', 'OR6S1', 'SNORA16B', 'CGB5', 'BTF3P11', 'SPATA3', 'MAGEA5', 'LINC01020', 'SPDYC', 'KLRC4', 'S100G', 'KRTAP11-1', 'RAPGEF4-AS1', 'LOC400736', 'NF1P2', 'NXPE1', 'KRT85', 'FRMPD4', 'TSGA13', 'RPE65', 'TRPV5', 'LOC100129935', 'ANKRD34C', 'EPB42', 'CA6', 'OR2F1', 'APCS', 'CHIAP2', 'FOXG1', 'KCNJ16', 'ASB15', 'IHH', 'AKR1D1', 'OACYLP', 'GNAS-AS1', 'KRT74', 'KRTAP3-2', 'LOC400940', 'SDR16C6P', 'B3GNT6', 'IFNL1', 'PCGEM1', 'MAGEA12', 'POTEH', 'COX7B2', 'TCP10L2', 'CPA2', 'LINC00303', 'C2ORF27B', 'MAGEB3', 'PCP4', 'DEFB126', 'GFI1B', 'CTRB1', 'C1ORF146', 'UGT1A4', 'CNGA2', 'SLC22A10', 'DISC2', 'SPANXA2', 'INSM2', 'MTNR1B', 'LY6G6D', 'C15ORF32', 'TSPEAR-AS2', 'PRR32', 'TMPRSS11F', 'PRSS48', 'FAM24A', 'GABRR3', 'OR2A12', 'GML', 'TMEM132D', 'LINC00113', 'RNASE8', 'HIST2H2AB', 'ZSCAN10', 'LINC01591', 'NKX6-2', 'ABRA', 'GLTPD2', 'SNORA72', 'OR6B1', 'WFDC8', 'FBXW12', 'LINC00691', 'MOS', 'LOC284661', 'TRIM55', 'LINC01142', 'OR4A16', 'RBM46', 'TLX3', 'HYPM', 'TAAR9', 'OR4D10', 'CNTNAP4', 'CABS1', 'PRAMEF16', 'VWA5B1', 'CRYGB', 'SNORA2B', 'LINC00452', 'GCG', 'SNORA27', 'CFC1B', 'SCGB3A2', 'PRAMEF5', 'FAM170A', 'OR51T1', 'CGB2', 'GSC2', 'HIST1H3A', 'CCK', 'LRRTM1', 'AGXT2', 'ADRB3', 'AIRE', 'GSTA5', 'OR4D5', 'OR10AD1', 'DUXA', 'MCF2', 'KRTAP12-1', 'MS4A10', 'RPL3L', 'LOC643923', 'AADAC', 'DEFB123', 'OR5B17', 'SERPINB3', 'ANKRD20A20P', 'SNCB', 'MYF5', 'HMSD', 'MT1B', 'CST9L', 'EPGN', 'ZG16', 'SNORD15B', 'TRIM15', 'RHAG', 'GABRB1', 'CLRN1', 'TBC1D3P2', 'ART1', 'OR4D1', 'PRLHR', 'KRTAP10-11', 'GRK1', 'HYMAI', 'MYADML', 'BANF2', 'USP50', 'B3GALT1', 'NPSR1-AS1', 'HRK', 'INS-IGF2', 'NHLH2', 'PABPC1L2A', 'SLC5A2', 'FAM47C', 'TRIM49', 'OR5T2', 'CEACAM22P', 'AQP2', 'MMD2', 'APOA5', 'PACRG-AS1', 'UTS2R', 'PRSS57', 'LINC00523', 'SPINK14', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10476316856458312
		RMSE:  1.1835893765747125
		NRMSE:  0.18846364392451076
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19786466090973764
		RMSE:  1.2714981376898562
		NRMSE:  0.2500438806886504
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1260727912856485
		NRMSE:  0.17930524366829853
		MAPE:  266.31463004312263
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01718399286470018
		RMSE:  1.1716869980595492
		NRMSE:  0.23041572398960675
		MAPE:  1066.779337530299

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  5.63073248402896e-15
		NRMSE:  8.965848992116428e-16
		MAPE:  2.884406460104315e-12
		Pearson Correlation:  0.15282719686347096
		Spearman Correlation:  0.14335091459993268
		Coefficient of Determination:  -2.591090162411753
		RMSE:  2.201532021468415
		NRMSE:  0.4329378028885204
		MAPE:  2372.60826395797

	Predictor:  ElasticNet
		Pearson Correlation:  0.9062556760883894
		Spearman Correlation:  0.8757772250860956
		Coefficient of Determination:  0.7952167253550019
		RMSE:  0.5095815631543961
		NRMSE:  0.08114097690430178
		MAPE:  138.38629498686348
		Pearson Correlation:  0.46360116458907785
		Spearman Correlation:  0.5120886794099677
		Coefficient of Determination:  0.1907279600362256
		RMSE:  1.0451030617610326
		NRMSE:  0.2055226174039906
		MAPE:  965.1198086227507

	Predictor:  RandomForests
		Pearson Correlation:  0.775229775259976
		Spearman Correlation:  0.6837210778073392
		Coefficient of Determination:  0.5967478252303777
		RMSE:  0.7150803171538865
		NRMSE:  0.11386266634086278
		MAPE:  136.23234083553996
		Pearson Correlation:  0.6274030294059526
		Spearman Correlation:  0.525729476756449
		Coefficient of Determination:  0.3826609722985752
		RMSE:  0.9127959802724861
		NRMSE:  0.17950403733898765
		MAPE:  450.4658343048412

Protein:  CDH2
x_train_column_count:  487
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'OR2W1', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'OR8K3', 'MS4A5', 'CTSL3P', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'DEFB127', 'FGF22', 'MRGPRG-AS1', 'SMCP', 'OR52A1', 'MROH5', 'FAM150A', 'REXO1L6P', 'SNORA36A', 'HNF1B', 'FAM92A1P2', 'LHX3', 'CHAT', 'OR7G3', 'CTXN3', 'HES3', 'CT47A2', 'SLC18A3', 'TBC1D21', 'OR8I2', 'AMBN', 'SNAR-I', 'SNAR-E', 'DEFB113', 'FAM41AY1', 'C11ORF40', 'SNORA58', 'OR51A2', 'FLG2', 'BSX', 'TMPRSS11B', 'GJA10', 'NR0B1', 'CSN2', 'DEFB119', 'SMR3B', 'GJA8', 'HHLA1', 'SNORD8', 'TAAR8', 'GUCA1C', 'BARHL1', 'SNAR-A13', 'LINC01548', 'LCE1F', 'ATP4B', 'SPRR2G', 'GSX2', 'C17ORF102', 'TTTY21', 'LELP1', 'LRTM1', 'LCE2A', 'SNORA5B', 'CT47B1', 'GYPA', 'TYR', 'SLC28A2', 'KRTAP4-11', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CCDC38', 'CPN1', 'FGF6', 'CLC', 'CEACAM20', 'PROL1', 'ESX1', 'FXYD4', 'OR8U1', 'ASB18', 'FAM224B', 'PSMB11', 'IL37', 'ZNF536', 'SPANXN4', 'TMEM247', 'CA5A', 'GNAT3', 'ZNRF4', 'OR2B3', 'ZNF804B', 'OR2T12', 'LINC00326', 'ANXA8L1', 'OR13C9', 'OR7C2', 'FNDC7', 'OR7G1', 'OR6C76', 'GLRA4', 'ST8SIA3', 'OR7G2', 'OR5K3', 'C12ORF40', 'CT47A7', 'CT47A6', 'PAQR9', 'KRTAP6-2', 'OR4M2', 'LINC00671', 'H1FOO', 'OR8H1', 'OR2AE1', 'PGM5-AS1', 'CD300LD', 'MAGEA10', 'HAO2', 'APOA2', 'SPIC', 'TSPYL6', 'OR2M2', 'OR8A1', 'SNORA55', 'AHSP', 'DPRX', 'KRT78', 'DEFB128', 'SCP2D1', 'OLIG2', 'OR6T1', 'SNORD115-7', 'EIF1AY', 'FGF4', 'SLC6A19', 'OR4S2', 'LOC440040', 'TEX36-AS1', 'PLCZ1', 'CST13P', 'LINC00314', 'ZPBP', 'CDKL4', 'KRTAP1-3', 'HYALP1', 'LYPD8', 'PSG8', 'HTR3B', 'IFNA21', 'OR2C3', 'CD5L', 'PSG1', 'OR4B1', 'KRTDAP', 'OR10G4', 'GNAT1', 'OC90', 'OR4A47', 'RSPH6A', 'TMEM196', 'CCL15-CCL14', 'SEC14L3', 'IL13', 'GOT1L1', 'PLSCR5', 'CFHR2', 'OR6C2', 'SPRR4', 'HBM', 'SOST', 'FAM25BP', 'OR52H1', 'DDI1', 'SSX6', 'SCARNA22', 'ASB11', 'SCARNA4', 'TEX13B', 'KRTAP19-5', 'SNORA24', 'KRT2', 'OR8B8', 'ASB10', 'C1ORF105', 'GPR50', 'LILRP2', 'SNORA28', 'TAGLN3', 'SNORA22', 'GJD2', 'VSTM2B', 'LRRC7', 'ARG1', 'TFAMP1', 'SLCO1A2', 'FAM71A', 'GABRA1', 'SPAM1', 'NMS', 'OR1M1', 'CABP5', 'NCOR1P1', 'CIB4', 'OR4D11', 'TMEM179', 'OR2L2', 'OLIG3', 'URAD', 'H1FNT', 'IGFL4', 'LGALS14', 'HIST1H4G', 'SPATA31A3', 'GLYCAM1', 'SNORA20', 'IFNA16', 'OR11L1', 'DAZL', 'CLCA1', 'OR2T34', 'SCARNA14', 'DEFB109P1', 'OR5AN1', 'RAB9BP1', 'TXLNGY', 'BTNL3', 'F9', 'FAM183CP', 'LINC00111', 'KCNU1', 'LOC727924', 'CXORF51A', 'OR2M3', 'OR10T2', 'OR1S1', 'SOX1', 'SNORD15A', 'HBG1', 'OR10V1', 'FGF23', 'MS4A6E', 'WFDC5', 'GPR151', 'PRM3', 'SCGB1C1', 'CLEC6A', 'PRSS3P2', 'ASAP1-IT1', 'PPY', 'DNAJB8', 'CT47A11', 'TMEM252', 'OR10A5', 'MAGEB10', 'OR8S1', 'PSG7', 'SUN3', 'SPRR1B', 'PRAMEF8', 'CELA2B', 'PLA2G2F', 'CRYAA', 'KLHL40', 'OR2AG1', 'MC2R', 'USP26', 'HIST1H4F', 'DMBT1P1', 'OR8G5', 'OR10K1', 'NPPC', 'PSAPL1', 'SNORD89', 'SLC5A7', 'C1ORF87', 'ALOX12B', 'TUSC7', 'HBBP1', 'LOC391003', 'C15ORF43', 'SFTA3', 'CAPZA3', 'XAGE5', 'LOC391343', 'LINC00636', 'TBC1D28', 'KRT39', 'C20ORF173', 'C22ORF42', 'BMP10', 'SNORA34', 'IFITM5', 'SNORA70B', 'OR4S1', 'PIWIL3', 'C4ORF51', 'TAS2R60', 'CCKBR', 'OR5B2', 'CASC8', 'IQCF2', 'ARR3', 'KRTAP19-1', 'PROKR1', 'FMR1NB', 'NXF2B', 'ARHGAP36', 'P2RX3', 'TTTY15', 'OPN1MW', 'PPBPP1', 'CHODL-AS1', 'PF4', 'KHDC1L', 'LYZL6', 'TEX33', 'OR1B1', 'HBD', 'FAM153C', 'TKTL2', 'ANKRD18DP', 'MYBPHL', 'AKAP14', 'EDDM3A', 'SYT10', 'ACOT12', 'GAGE1', 'C11ORF94', 'CSH2', 'SERPINB4', 'BRDTP1', 'LGI3', 'PRB1', 'SNORA54', 'PRAP1', 'SNORA51', 'OR10S1', 'SFTPC', 'OTP', 'IGF2BP2-AS1', 'SPACA7', 'KCNQ1DN', 'DMRT1', 'YWHAEP7', 'CYP3A4', 'PRSS1', 'ZAR1L', 'C17ORF64', 'GAGE2D', 'FBP2', 'IFNA13', 'KRTAP19-3', 'SLC13A1', 'LHX9', 'CYP2W1', 'LINC00469', 'LOC646813', 'FOXE1', 'C9ORF135', 'OR4K2', 'OTOL1', 'HPD', 'OLIG1', 'PLET1', 'LCNL1', 'CRLF2', 'NEU2', 'GABRG3', 'FCAMR', 'CCDC166', 'SVOP', 'FERD3L', 'FDCSP', 'HAND1', 'NPHS2', 'GH1', 'FAM71C', 'C3ORF49', 'USP17L6P', 'XKR7', 'LINC01101', 'FAM27L', 'VRTN', 'SATB2-AS1', 'SCARNA20', 'CNTNAP5', 'ZFAT-AS1', 'ACSM2A', 'OLAH', 'PTF1A', 'C17ORF78', 'PRDM14', 'HOXC12', 'DNAJC5G', 'LCE1D', 'FMO6P', 'PISRT1', 'TMEM207', 'LINC00696', 'GDNF', 'OR13H1', 'CRNN', 'OR51I2', 'AVPR1B', 'CLDN22', 'SPANXN1', 'ZNF479', 'OR5H6', 'LPO', 'FGA', 'OR6M1', 'PRKAG3', 'OR4D6', 'OR7E24', 'CELA2A', 'IL26', 'HFE2', 'UCMA', 'SCGB1A1', 'OR1L1', 'PWRN2', 'SCN1A', 'MYBPC2', 'FTMT', 'BARHL2', 'OPRD1', 'GYS2', 'IVL', 'OR1K1', 'DEFB110', 'ADAM18', 'EPS8L3', 'CCKAR', 'LOC285627', 'HBZ', 'SLC1A6', 'KRTAP21-1', 'CER1', 'SBSN', 'GABRA6', 'LOC729609', 'PRG1', 'SERPINI2', 'CPLX3', 'FAM27B', 'LMNTD1', 'TFF2', 'CT45A1', 'OR4C12', 'OR4D2', 'SCARNA11', 'POM121L2', 'OR56B1', 'NKX2-1', 'CLCA4', 'HBG2', 'LINC00488', 'SNORA59B', 'OR8D4', 'CYP7A1', 'FOXN3-AS2', 'GBX2', 'GAGE2B', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0016678089051440637
		RMSE:  0.3594357673583712
		NRMSE:  0.1765314902796381
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02548752338232485
		RMSE:  0.4223734458481898
		NRMSE:  0.15794680397441796
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  LinearRegression
		Pearson Correlation:  0.938984664695915
		Spearman Correlation:  0.9173397997987575
		Coefficient of Determination:  0.8801269340357167
		RMSE:  0.12434268459525362
		NRMSE:  0.061069046017019596
		MAPE:  180.7653356797936
		Pearson Correlation:  0.10818452018914587
		Spearman Correlation:  0.003438949910786986
		Coefficient of Determination:  -3.734136375842569e+26
		RMSE:  8059841546093.397
		NRMSE:  3013982591138.641
		MAPE:  118620076511277.48

	Predictor:  ElasticNet
		Pearson Correlation:  0.7340573951571691
		Spearman Correlation:  0.6824020817628902
		Coefficient of Determination:  0.46139757341703935
		RMSE:  0.2635685491110771
		NRMSE:  0.129447742798034
		MAPE:  363.18238798812035
		Pearson Correlation:  0.1846669172060297
		Spearman Correlation:  0.17850868278755855
		Coefficient of Determination:  -0.02332119886236561
		RMSE:  0.4219270817180395
		NRMSE:  0.15777988583962735
		MAPE:  835.893636984675

	Predictor:  RandomForests
		Pearson Correlation:  0.6065449369017719
		Spearman Correlation:  0.49878407007147085
		Coefficient of Determination:  0.139097367782406
		RMSE:  0.33322413622078373
		NRMSE:  0.16365804047973267
		MAPE:  418.1264994772313
		Pearson Correlation:  0.07193293017047774
		Spearman Correlation:  0.11098669805533247
		Coefficient of Determination:  -0.00966421703770548
		RMSE:  0.41910215967006004
		NRMSE:  0.1567235045416525
		MAPE:  278.47852611872486

Protein:  CDH3
x_train_column_count:  82
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'OR2W1', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'OR8K3', 'MS4A5', 'CTSL3P', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'DEFB127', 'FGF22', 'MRGPRG-AS1', 'SMCP', 'OR52A1', 'MROH5', 'FAM150A', 'REXO1L6P', 'SNORA36A', 'HNF1B', 'FAM92A1P2', 'LHX3', 'CHAT', 'OR7G3', 'CTXN3', 'HES3', 'CT47A2', 'SLC18A3', 'TBC1D21', 'OR8I2', 'AMBN', 'SNAR-I', 'SNAR-E', 'DEFB113', 'FAM41AY1', 'C11ORF40', 'SNORA58', 'OR51A2', 'FLG2', 'BSX', 'TMPRSS11B', 'GJA10', 'NR0B1', 'CSN2', 'DEFB119', 'SMR3B', 'GJA8', 'HHLA1', 'SNORD8', 'TAAR8', 'GUCA1C', 'BARHL1', 'SNAR-A13', 'LINC01548', 'LCE1F', 'ATP4B', 'SPRR2G', 'GSX2', 'C17ORF102', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011481892643820935
		RMSE:  0.2038847376288621
		NRMSE:  0.14304087222095618
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026977014897064944
		RMSE:  0.22369326249691865
		NRMSE:  0.20181818899206835
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  LinearRegression
		Pearson Correlation:  0.44467787283148497
		Spearman Correlation:  0.4771317625827549
		Coefficient of Determination:  0.19713745508486602
		RMSE:  0.18258123165050055
		NRMSE:  0.12809481930915737
		MAPE:  376.61396164230626
		Pearson Correlation:  0.0671969185584296
		Spearman Correlation:  0.3310889163206524
		Coefficient of Determination:  -0.6422276358673782
		RMSE:  0.28627575720193
		NRMSE:  0.258280710942836
		MAPE:  181.0328501326582

	Predictor:  ElasticNet
		Pearson Correlation:  0.3578628679368281
		Spearman Correlation:  0.39072870966348006
		Coefficient of Determination:  0.11578265715265146
		RMSE:  0.19160862217449795
		NRMSE:  0.1344282301836013
		MAPE:  257.5291696626051
		Pearson Correlation:  0.25623958472829444
		Spearman Correlation:  0.2831681193032332
		Coefficient of Determination:  0.05697116163283167
		RMSE:  0.21693537699081852
		NRMSE:  0.19572116041358956
		MAPE:  114.35765131032906

	Predictor:  RandomForests
		Pearson Correlation:  0.4468818008105274
		Spearman Correlation:  0.4630385305722384
		Coefficient of Determination:  0.18149516924195652
		RMSE:  0.18435127984512578
		NRMSE:  0.1293366446688035
		MAPE:  463.258906046624
		Pearson Correlation:  0.3718163223653611
		Spearman Correlation:  0.3787321645015605
		Coefficient of Determination:  0.12182966380435445
		RMSE:  0.20934243690664417
		NRMSE:  0.1888707376524907
		MAPE:  143.33759385535018

Protein:  PTEN
x_train_column_count:  947
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'OR2W1', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'OR8K3', 'MS4A5', 'CTSL3P', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'DEFB127', 'FGF22', 'MRGPRG-AS1', 'SMCP', 'OR52A1', 'MROH5', 'FAM150A', 'REXO1L6P', 'SNORA36A', 'HNF1B', 'FAM92A1P2', 'LHX3', 'CHAT', 'OR7G3', 'CTXN3', 'HES3', 'CT47A2', 'SLC18A3', 'TBC1D21', 'OR8I2', 'AMBN', 'SNAR-I', 'SNAR-E', 'DEFB113', 'FAM41AY1', 'C11ORF40', 'SNORA58', 'OR51A2', 'FLG2', 'BSX', 'TMPRSS11B', 'GJA10', 'NR0B1', 'CSN2', 'DEFB119', 'SMR3B', 'GJA8', 'HHLA1', 'SNORD8', 'TAAR8', 'GUCA1C', 'BARHL1', 'SNAR-A13', 'LINC01548', 'LCE1F', 'ATP4B', 'SPRR2G', 'GSX2', 'C17ORF102', 'TTTY21', 'LELP1', 'LRTM1', 'LCE2A', 'SNORA5B', 'CT47B1', 'GYPA', 'TYR', 'SLC28A2', 'KRTAP4-11', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CCDC38', 'CPN1', 'FGF6', 'CLC', 'CEACAM20', 'PROL1', 'ESX1', 'FXYD4', 'OR8U1', 'ASB18', 'FAM224B', 'PSMB11', 'IL37', 'ZNF536', 'SPANXN4', 'TMEM247', 'CA5A', 'GNAT3', 'ZNRF4', 'OR2B3', 'ZNF804B', 'OR2T12', 'LINC00326', 'ANXA8L1', 'OR13C9', 'OR7C2', 'FNDC7', 'OR7G1', 'OR6C76', 'GLRA4', 'ST8SIA3', 'OR7G2', 'OR5K3', 'C12ORF40', 'CT47A7', 'CT47A6', 'PAQR9', 'KRTAP6-2', 'OR4M2', 'LINC00671', 'H1FOO', 'OR8H1', 'OR2AE1', 'PGM5-AS1', 'CD300LD', 'MAGEA10', 'HAO2', 'APOA2', 'SPIC', 'TSPYL6', 'OR2M2', 'OR8A1', 'SNORA55', 'AHSP', 'DPRX', 'KRT78', 'DEFB128', 'SCP2D1', 'OLIG2', 'OR6T1', 'SNORD115-7', 'EIF1AY', 'FGF4', 'SLC6A19', 'OR4S2', 'LOC440040', 'TEX36-AS1', 'PLCZ1', 'CST13P', 'LINC00314', 'ZPBP', 'CDKL4', 'KRTAP1-3', 'HYALP1', 'LYPD8', 'PSG8', 'HTR3B', 'IFNA21', 'OR2C3', 'CD5L', 'PSG1', 'OR4B1', 'KRTDAP', 'OR10G4', 'GNAT1', 'OC90', 'OR4A47', 'RSPH6A', 'TMEM196', 'CCL15-CCL14', 'SEC14L3', 'IL13', 'GOT1L1', 'PLSCR5', 'CFHR2', 'OR6C2', 'SPRR4', 'HBM', 'SOST', 'FAM25BP', 'OR52H1', 'DDI1', 'SSX6', 'SCARNA22', 'ASB11', 'SCARNA4', 'TEX13B', 'KRTAP19-5', 'SNORA24', 'KRT2', 'OR8B8', 'ASB10', 'C1ORF105', 'GPR50', 'LILRP2', 'SNORA28', 'TAGLN3', 'SNORA22', 'GJD2', 'VSTM2B', 'LRRC7', 'ARG1', 'TFAMP1', 'SLCO1A2', 'FAM71A', 'GABRA1', 'SPAM1', 'NMS', 'OR1M1', 'CABP5', 'NCOR1P1', 'CIB4', 'OR4D11', 'TMEM179', 'OR2L2', 'OLIG3', 'URAD', 'H1FNT', 'IGFL4', 'LGALS14', 'HIST1H4G', 'SPATA31A3', 'GLYCAM1', 'SNORA20', 'IFNA16', 'OR11L1', 'DAZL', 'CLCA1', 'OR2T34', 'SCARNA14', 'DEFB109P1', 'OR5AN1', 'RAB9BP1', 'TXLNGY', 'BTNL3', 'F9', 'FAM183CP', 'LINC00111', 'KCNU1', 'LOC727924', 'CXORF51A', 'OR2M3', 'OR10T2', 'OR1S1', 'SOX1', 'SNORD15A', 'HBG1', 'OR10V1', 'FGF23', 'MS4A6E', 'WFDC5', 'GPR151', 'PRM3', 'SCGB1C1', 'CLEC6A', 'PRSS3P2', 'ASAP1-IT1', 'PPY', 'DNAJB8', 'CT47A11', 'TMEM252', 'OR10A5', 'MAGEB10', 'OR8S1', 'PSG7', 'SUN3', 'SPRR1B', 'PRAMEF8', 'CELA2B', 'PLA2G2F', 'CRYAA', 'KLHL40', 'OR2AG1', 'MC2R', 'USP26', 'HIST1H4F', 'DMBT1P1', 'OR8G5', 'OR10K1', 'NPPC', 'PSAPL1', 'SNORD89', 'SLC5A7', 'C1ORF87', 'ALOX12B', 'TUSC7', 'HBBP1', 'LOC391003', 'C15ORF43', 'SFTA3', 'CAPZA3', 'XAGE5', 'LOC391343', 'LINC00636', 'TBC1D28', 'KRT39', 'C20ORF173', 'C22ORF42', 'BMP10', 'SNORA34', 'IFITM5', 'SNORA70B', 'OR4S1', 'PIWIL3', 'C4ORF51', 'TAS2R60', 'CCKBR', 'OR5B2', 'CASC8', 'IQCF2', 'ARR3', 'KRTAP19-1', 'PROKR1', 'FMR1NB', 'NXF2B', 'ARHGAP36', 'P2RX3', 'TTTY15', 'OPN1MW', 'PPBPP1', 'CHODL-AS1', 'PF4', 'KHDC1L', 'LYZL6', 'TEX33', 'OR1B1', 'HBD', 'FAM153C', 'TKTL2', 'ANKRD18DP', 'MYBPHL', 'AKAP14', 'EDDM3A', 'SYT10', 'ACOT12', 'GAGE1', 'C11ORF94', 'CSH2', 'SERPINB4', 'BRDTP1', 'LGI3', 'PRB1', 'SNORA54', 'PRAP1', 'SNORA51', 'OR10S1', 'SFTPC', 'OTP', 'IGF2BP2-AS1', 'SPACA7', 'KCNQ1DN', 'DMRT1', 'YWHAEP7', 'CYP3A4', 'PRSS1', 'ZAR1L', 'C17ORF64', 'GAGE2D', 'FBP2', 'IFNA13', 'KRTAP19-3', 'SLC13A1', 'LHX9', 'CYP2W1', 'LINC00469', 'LOC646813', 'FOXE1', 'C9ORF135', 'OR4K2', 'OTOL1', 'HPD', 'OLIG1', 'PLET1', 'LCNL1', 'CRLF2', 'NEU2', 'GABRG3', 'FCAMR', 'CCDC166', 'SVOP', 'FERD3L', 'FDCSP', 'HAND1', 'NPHS2', 'GH1', 'FAM71C', 'C3ORF49', 'USP17L6P', 'XKR7', 'LINC01101', 'FAM27L', 'VRTN', 'SATB2-AS1', 'SCARNA20', 'CNTNAP5', 'ZFAT-AS1', 'ACSM2A', 'OLAH', 'PTF1A', 'C17ORF78', 'PRDM14', 'HOXC12', 'DNAJC5G', 'LCE1D', 'FMO6P', 'PISRT1', 'TMEM207', 'LINC00696', 'GDNF', 'OR13H1', 'CRNN', 'OR51I2', 'AVPR1B', 'CLDN22', 'SPANXN1', 'ZNF479', 'OR5H6', 'LPO', 'FGA', 'OR6M1', 'PRKAG3', 'OR4D6', 'OR7E24', 'CELA2A', 'IL26', 'HFE2', 'UCMA', 'SCGB1A1', 'OR1L1', 'PWRN2', 'SCN1A', 'MYBPC2', 'FTMT', 'BARHL2', 'OPRD1', 'GYS2', 'IVL', 'OR1K1', 'DEFB110', 'ADAM18', 'EPS8L3', 'CCKAR', 'LOC285627', 'HBZ', 'SLC1A6', 'KRTAP21-1', 'CER1', 'SBSN', 'GABRA6', 'LOC729609', 'PRG1', 'SERPINI2', 'CPLX3', 'FAM27B', 'LMNTD1', 'TFF2', 'CT45A1', 'OR4C12', 'OR4D2', 'SCARNA11', 'POM121L2', 'OR56B1', 'NKX2-1', 'CLCA4', 'HBG2', 'LINC00488', 'SNORA59B', 'OR8D4', 'CYP7A1', 'FOXN3-AS2', 'GBX2', 'GAGE2B', 'LINC00608', 'CGB8', 'OR2M4', 'OR52A4P', 'DRGX', 'HTR3E', 'SNORA38B', 'ANP32D', 'LYZL1', 'CCL24', 'HTR5A', 'SLITRK3', 'YIPF7', 'TSPY1', 'SLC25A31', 'RAX', 'ALLC', 'SYCN', 'SNORA44', 'TARM1', 'HMHB1', 'SLC35G3', 'TMEM88B', 'OR6C74', 'ALX4', 'SPACA3', 'LINC00923', 'A1CF', 'OR6F1', 'CD200R1L', 'SLC51B', 'TSPY2', 'FRMPD2B', 'OR9A2', 'KRT13', 'SNORD94', 'TSKS', 'OR8J3', 'NPBWR2', 'ARL5C', 'OR2T29', 'DYDC1', 'GDPD2', 'ARID3C', 'LINC00602', 'NKX2-6', 'LINC00934', 'OR11H4', 'GOLGA8EP', 'OR13C3', 'PLG', 'TRHR', 'LINC00895', 'MAP3K15', 'MAGEA9B', 'ITLN2', 'POU6F2', 'SRY', 'RAX2', 'OR1N1', 'LINC00575', 'SSX5', 'SNORA37', 'TPTE2', 'CNTN5', 'TCERG1L', 'DPPA2', 'NTS', 'ADGRG4', 'ZIM3', 'BMP15', 'ZCCHC13', 'POTED', 'MUSK', 'SNORA71A', 'KIR3DL3', 'LINC00304', 'KCNK4', 'GRIN2B', 'APOC3', 'IQCF3', 'C2ORF83', 'MYH1', 'C18ORF42', 'TRPM1', 'GPR22', 'IL36RN', 'ALPPL2', 'GAGE2C', 'GAGE12F', 'KCNMB2', 'SNORD116-19', 'TPD52L3', 'OR2L8', 'C20ORF166-AS1', 'NLRP8', 'SNORA74A', 'SNORA76C', 'OR2A14', 'OR4F15', 'CFHR4', 'OR2AT4', 'OR11H6', 'SPANXN3', 'CPLX4', 'SOX3', 'FAM170B', 'DAOA', 'CYP2C18', 'LINC01312', 'CSN3', 'EDDM3B', 'GUCA2B', 'ITIH1', 'USH1C', 'F13B', 'ZNF705A', 'FFAR1', 'GPR52', 'SYCP1', 'ARSF', 'EPPIN', 'DNMT3L', 'PRAMEF14', 'MUC2', 'MTVR2', 'LRRC30', 'SPATA31C1', 'MAGEA1', 'ADAM29', 'TRIM48', 'OR52N5', 'CXADRP2', 'BPIFB3', 'DUSP21', 'OR2T10', 'FAM205A', 'SLC32A1', 'DMP1', 'FOXD4L3', 'PPIAL4E', 'MMP23A', 'PSKH2', 'BTN1A1', 'OR5C1', 'C6ORF10', 'ACER1', 'NKAIN3', 'AATK-AS1', 'SPINK1', 'IFNA14', 'MORC1', 'TRIM75P', 'LOC647859', 'TTTY2', 'TMIGD1', 'SPOCK3', 'CHRNB3', 'BET1P1', 'GCSAML-AS1', 'CSNK1A1P1', 'OR2A2', 'SCARNA8', 'FAM19A4', 'ADGRG7', 'KRTAP4-3', 'OR9G4', 'TMEM72', 'CRYGC', 'PAGE5', 'ODAM', 'OR1S2', 'KRTAP1-5', 'REC114', 'KRTAP1-1', 'TREML4', 'IQCF6', 'TMEM14E', 'KRTAP12-2', 'PPY2P', 'ZFY', 'TSPAN19', 'IQCJ', 'KRT83', 'RFX6', 'PLA2G12B', 'DMRTC1', 'SNORD115-26', 'OR6C4', 'COL6A4P1', 'DCT', 'VWC2L', 'SH2D7', 'HCRTR1', 'NUTM1', 'OR52A5', 'KRT3', 'TPTE', 'REG4', 'AADACL3', 'OR2G6', 'CT47A1', 'CLEC4G', 'OR6S1', 'SNORA16B', 'CGB5', 'BTF3P11', 'SPATA3', 'MAGEA5', 'LINC01020', 'SPDYC', 'KLRC4', 'S100G', 'KRTAP11-1', 'RAPGEF4-AS1', 'LOC400736', 'NF1P2', 'NXPE1', 'KRT85', 'FRMPD4', 'TSGA13', 'RPE65', 'TRPV5', 'LOC100129935', 'ANKRD34C', 'EPB42', 'CA6', 'OR2F1', 'APCS', 'CHIAP2', 'FOXG1', 'KCNJ16', 'ASB15', 'IHH', 'AKR1D1', 'OACYLP', 'GNAS-AS1', 'KRT74', 'KRTAP3-2', 'LOC400940', 'SDR16C6P', 'B3GNT6', 'IFNL1', 'PCGEM1', 'MAGEA12', 'POTEH', 'COX7B2', 'TCP10L2', 'CPA2', 'LINC00303', 'C2ORF27B', 'MAGEB3', 'PCP4', 'DEFB126', 'GFI1B', 'CTRB1', 'C1ORF146', 'UGT1A4', 'CNGA2', 'SLC22A10', 'DISC2', 'SPANXA2', 'INSM2', 'MTNR1B', 'LY6G6D', 'C15ORF32', 'TSPEAR-AS2', 'PRR32', 'TMPRSS11F', 'PRSS48', 'FAM24A', 'GABRR3', 'OR2A12', 'GML', 'TMEM132D', 'LINC00113', 'RNASE8', 'HIST2H2AB', 'ZSCAN10', 'LINC01591', 'NKX6-2', 'ABRA', 'GLTPD2', 'SNORA72', 'OR6B1', 'WFDC8', 'FBXW12', 'LINC00691', 'MOS', 'LOC284661', 'TRIM55', 'LINC01142', 'OR4A16', 'RBM46', 'TLX3', 'HYPM', 'TAAR9', 'OR4D10', 'CNTNAP4', 'CABS1', 'PRAMEF16', 'VWA5B1', 'CRYGB', 'SNORA2B', 'LINC00452', 'GCG', 'SNORA27', 'CFC1B', 'SCGB3A2', 'PRAMEF5', 'FAM170A', 'OR51T1', 'CGB2', 'GSC2', 'HIST1H3A', 'CCK', 'LRRTM1', 'AGXT2', 'ADRB3', 'AIRE', 'GSTA5', 'OR4D5', 'OR10AD1', 'DUXA', 'MCF2', 'KRTAP12-1', 'MS4A10', 'RPL3L', 'LOC643923', 'AADAC', 'DEFB123', 'OR5B17', 'SERPINB3', 'ANKRD20A20P', 'SNCB', 'MYF5', 'HMSD', 'MT1B', 'CST9L', 'EPGN', 'ZG16', 'SNORD15B', 'TRIM15', 'RHAG', 'GABRB1', 'CLRN1', 'TBC1D3P2', 'ART1', 'OR4D1', 'PRLHR', 'KRTAP10-11', 'GRK1', 'HYMAI', 'MYADML', 'BANF2', 'USP50', 'B3GALT1', 'NPSR1-AS1', 'HRK', 'INS-IGF2', 'NHLH2', 'PABPC1L2A', 'SLC5A2', 'FAM47C', 'TRIM49', 'OR5T2', 'CEACAM22P', 'AQP2', 'MMD2', 'APOA5', 'PACRG-AS1', 'UTS2R', 'PRSS57', 'LINC00523', 'SPINK14', 'MYH7', 'WFDC6', 'INS', 'IGFBP1', 'FAM19A1', 'IFNB1', 'TAS2R42', 'INSC', 'MUC13', 'KRTAP12-3', 'SLCO1B7', 'GHSR', 'CYP1A2', 'C1ORF140', 'SPINT3', 'TNFSF18', 'KLK9', 'STATH', 'KCNB2', 'FLJ25758', 'LINC00202-2', 'MAS1L', 'IFNL2', 'FOXR1', 'SNORA16A', 'IL31', 'MAGEA11', 'TNP2', 'LOC392196', 'SNORA68', 'SLITRK1', 'LOC285629', 'FAM138D', 'FAM138B', 'AMER3', 'F2', 'NPSR1', 'MRGPRX1', 'TAS2R13', 'CTRB2', 'LOC100130417', 'VCX3A', 'ACTR3BP2', 'FAM9B', 'LINC01105', 'KCNK18', 'CLEC4M', 'NMUR2', 'GOLGA2P6', 'ALAS2', 'OR52W1', 'OR52K2', 'ZNF735', 'OR7D4', 'OR10G8', 'SLC5A8', 'OR52N2', 'SFTPB', 'PSG4', 'AKR1C8P', 'SLC10A1', 'C3ORF30', 'CALHM3', 'PASD1', 'OR5H14', 'AWAT1', 'HIST1H3B', 'RNF151', 'OR5K1', 'OR6B2', 'ADCYAP1R1', 'OR52K1', 'CACNG3', 'SHH', 'CCER1', 'OTC', 'OR51B5', 'OR8G2', 'C4ORF50', 'HGC6.3', 'SDC4P', 'OR8H2', 'OR3A2', 'SHD', 'PDX1', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05240378988513572
		RMSE:  0.5837468026637292
		NRMSE:  0.09127461538014686
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011774083334460839
		RMSE:  0.7259408088203396
		NRMSE:  0.14042494754339593
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5690275755039937
		NRMSE:  0.08897311789601967
		MAPE:  304.4741530818047
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005181468299075398
		RMSE:  0.7235718660416283
		NRMSE:  0.13996670265429206
		MAPE:  391.1377632658283

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.4014189206223175e-15
		NRMSE:  3.7548571974393205e-16
		MAPE:  2.6227644739399173e-12
		Pearson Correlation:  0.20211169390260825
		Spearman Correlation:  0.21724211025075127
		Coefficient of Determination:  -1.79584744032439
		RMSE:  1.206746840747213
		NRMSE:  0.23343137587960636
		MAPE:  1148.6833765488357

	Predictor:  ElasticNet
		Pearson Correlation:  0.8607447432331816
		Spearman Correlation:  0.8065502736463434
		Coefficient of Determination:  0.6937667027649128
		RMSE:  0.3148904708984997
		NRMSE:  0.04923625531991239
		MAPE:  236.15361035694477
		Pearson Correlation:  0.4669702760845659
		Spearman Correlation:  0.49088642003017496
		Coefficient of Determination:  0.21560190761741582
		RMSE:  0.639186656282243
		NRMSE:  0.12364334886301513
		MAPE:  313.2719102599244

	Predictor:  RandomForests
		Pearson Correlation:  0.5641272265334536
		Spearman Correlation:  0.535034661588795
		Coefficient of Determination:  0.2806321770785436
		RMSE:  0.48262389154551677
		NRMSE:  0.07546304300610066
		MAPE:  290.64327722290733
		Pearson Correlation:  0.3976394013905507
		Spearman Correlation:  0.4474145562912257
		Coefficient of Determination:  0.13922856024989672
		RMSE:  0.6695813674889552
		NRMSE:  0.1295228581493646
		MAPE:  376.20079671089235

Protein:  BRCA2
x_train_column_count:  379
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'OR2W1', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'OR8K3', 'MS4A5', 'CTSL3P', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'DEFB127', 'FGF22', 'MRGPRG-AS1', 'SMCP', 'OR52A1', 'MROH5', 'FAM150A', 'REXO1L6P', 'SNORA36A', 'HNF1B', 'FAM92A1P2', 'LHX3', 'CHAT', 'OR7G3', 'CTXN3', 'HES3', 'CT47A2', 'SLC18A3', 'TBC1D21', 'OR8I2', 'AMBN', 'SNAR-I', 'SNAR-E', 'DEFB113', 'FAM41AY1', 'C11ORF40', 'SNORA58', 'OR51A2', 'FLG2', 'BSX', 'TMPRSS11B', 'GJA10', 'NR0B1', 'CSN2', 'DEFB119', 'SMR3B', 'GJA8', 'HHLA1', 'SNORD8', 'TAAR8', 'GUCA1C', 'BARHL1', 'SNAR-A13', 'LINC01548', 'LCE1F', 'ATP4B', 'SPRR2G', 'GSX2', 'C17ORF102', 'TTTY21', 'LELP1', 'LRTM1', 'LCE2A', 'SNORA5B', 'CT47B1', 'GYPA', 'TYR', 'SLC28A2', 'KRTAP4-11', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CCDC38', 'CPN1', 'FGF6', 'CLC', 'CEACAM20', 'PROL1', 'ESX1', 'FXYD4', 'OR8U1', 'ASB18', 'FAM224B', 'PSMB11', 'IL37', 'ZNF536', 'SPANXN4', 'TMEM247', 'CA5A', 'GNAT3', 'ZNRF4', 'OR2B3', 'ZNF804B', 'OR2T12', 'LINC00326', 'ANXA8L1', 'OR13C9', 'OR7C2', 'FNDC7', 'OR7G1', 'OR6C76', 'GLRA4', 'ST8SIA3', 'OR7G2', 'OR5K3', 'C12ORF40', 'CT47A7', 'CT47A6', 'PAQR9', 'KRTAP6-2', 'OR4M2', 'LINC00671', 'H1FOO', 'OR8H1', 'OR2AE1', 'PGM5-AS1', 'CD300LD', 'MAGEA10', 'HAO2', 'APOA2', 'SPIC', 'TSPYL6', 'OR2M2', 'OR8A1', 'SNORA55', 'AHSP', 'DPRX', 'KRT78', 'DEFB128', 'SCP2D1', 'OLIG2', 'OR6T1', 'SNORD115-7', 'EIF1AY', 'FGF4', 'SLC6A19', 'OR4S2', 'LOC440040', 'TEX36-AS1', 'PLCZ1', 'CST13P', 'LINC00314', 'ZPBP', 'CDKL4', 'KRTAP1-3', 'HYALP1', 'LYPD8', 'PSG8', 'HTR3B', 'IFNA21', 'OR2C3', 'CD5L', 'PSG1', 'OR4B1', 'KRTDAP', 'OR10G4', 'GNAT1', 'OC90', 'OR4A47', 'RSPH6A', 'TMEM196', 'CCL15-CCL14', 'SEC14L3', 'IL13', 'GOT1L1', 'PLSCR5', 'CFHR2', 'OR6C2', 'SPRR4', 'HBM', 'SOST', 'FAM25BP', 'OR52H1', 'DDI1', 'SSX6', 'SCARNA22', 'ASB11', 'SCARNA4', 'TEX13B', 'KRTAP19-5', 'SNORA24', 'KRT2', 'OR8B8', 'ASB10', 'C1ORF105', 'GPR50', 'LILRP2', 'SNORA28', 'TAGLN3', 'SNORA22', 'GJD2', 'VSTM2B', 'LRRC7', 'ARG1', 'TFAMP1', 'SLCO1A2', 'FAM71A', 'GABRA1', 'SPAM1', 'NMS', 'OR1M1', 'CABP5', 'NCOR1P1', 'CIB4', 'OR4D11', 'TMEM179', 'OR2L2', 'OLIG3', 'URAD', 'H1FNT', 'IGFL4', 'LGALS14', 'HIST1H4G', 'SPATA31A3', 'GLYCAM1', 'SNORA20', 'IFNA16', 'OR11L1', 'DAZL', 'CLCA1', 'OR2T34', 'SCARNA14', 'DEFB109P1', 'OR5AN1', 'RAB9BP1', 'TXLNGY', 'BTNL3', 'F9', 'FAM183CP', 'LINC00111', 'KCNU1', 'LOC727924', 'CXORF51A', 'OR2M3', 'OR10T2', 'OR1S1', 'SOX1', 'SNORD15A', 'HBG1', 'OR10V1', 'FGF23', 'MS4A6E', 'WFDC5', 'GPR151', 'PRM3', 'SCGB1C1', 'CLEC6A', 'PRSS3P2', 'ASAP1-IT1', 'PPY', 'DNAJB8', 'CT47A11', 'TMEM252', 'OR10A5', 'MAGEB10', 'OR8S1', 'PSG7', 'SUN3', 'SPRR1B', 'PRAMEF8', 'CELA2B', 'PLA2G2F', 'CRYAA', 'KLHL40', 'OR2AG1', 'MC2R', 'USP26', 'HIST1H4F', 'DMBT1P1', 'OR8G5', 'OR10K1', 'NPPC', 'PSAPL1', 'SNORD89', 'SLC5A7', 'C1ORF87', 'ALOX12B', 'TUSC7', 'HBBP1', 'LOC391003', 'C15ORF43', 'SFTA3', 'CAPZA3', 'XAGE5', 'LOC391343', 'LINC00636', 'TBC1D28', 'KRT39', 'C20ORF173', 'C22ORF42', 'BMP10', 'SNORA34', 'IFITM5', 'SNORA70B', 'OR4S1', 'PIWIL3', 'C4ORF51', 'TAS2R60', 'CCKBR', 'OR5B2', 'CASC8', 'IQCF2', 'ARR3', 'KRTAP19-1', 'PROKR1', 'FMR1NB', 'NXF2B', 'ARHGAP36', 'P2RX3', 'TTTY15', 'OPN1MW', 'PPBPP1', 'CHODL-AS1', 'PF4', 'KHDC1L', 'LYZL6', 'TEX33', 'OR1B1', 'HBD', 'FAM153C', 'TKTL2', 'ANKRD18DP', 'MYBPHL', 'AKAP14', 'EDDM3A', 'SYT10', 'ACOT12', 'GAGE1', 'C11ORF94', 'CSH2', 'SERPINB4', 'BRDTP1', 'LGI3', 'PRB1', 'SNORA54', 'PRAP1', 'SNORA51', 'OR10S1', 'SFTPC', 'OTP', 'IGF2BP2-AS1', 'SPACA7', 'KCNQ1DN', 'DMRT1', 'YWHAEP7', 'CYP3A4', 'PRSS1', 'ZAR1L', 'C17ORF64', 'GAGE2D', 'FBP2', 'IFNA13', 'KRTAP19-3', 'SLC13A1', 'LHX9', 'CYP2W1', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00015423459462815536
		RMSE:  0.20048365981157823
		NRMSE:  0.1291568109593031
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08467605477038265
		RMSE:  0.17297650483593724
		NRMSE:  0.22621657599677922
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  LinearRegression
		Pearson Correlation:  0.832753633533519
		Spearman Correlation:  0.8106031099488002
		Coefficient of Determination:  0.6934766375098154
		RMSE:  0.11098832142055923
		NRMSE:  0.071501576048033
		MAPE:  178.4758568064121
		Pearson Correlation:  0.07067244362810299
		Spearman Correlation:  0.07668434355090632
		Coefficient of Determination:  -8.99259114173665e+25
		RMSE:  1574996217714.2996
		NRMSE:  2059760959542.6658
		MAPE:  156323115789823.4

	Predictor:  ElasticNet
		Pearson Correlation:  0.5620179146083444
		Spearman Correlation:  0.39228045234637465
		Coefficient of Determination:  0.2486479723147459
		RMSE:  0.17376696830395583
		NRMSE:  0.11194522036009395
		MAPE:  111.4969278725531
		Pearson Correlation:  0.11166619274706302
		Spearman Correlation:  0.03435703687078393
		Coefficient of Determination:  -0.06798393199860597
		RMSE:  0.1716403733181127
		NRMSE:  0.22446919939594936
		MAPE:  107.16343755374031

	Predictor:  RandomForests
		Pearson Correlation:  0.4869492406286058
		Spearman Correlation:  0.41551703643640386
		Coefficient of Determination:  0.12429272120638557
		RMSE:  0.1875966041039896
		NRMSE:  0.12085463301915902
		MAPE:  115.50480922846505
		Pearson Correlation:  0.22578141926160383
		Spearman Correlation:  0.16978017182259134
		Coefficient of Determination:  -0.05777066544789711
		RMSE:  0.17081769235203795
		NRMSE:  0.22339330720203746
		MAPE:  111.08872845372153

Protein:  CDKN2A
x_train_column_count:  618
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'OR2W1', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'OR8K3', 'MS4A5', 'CTSL3P', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'DEFB127', 'FGF22', 'MRGPRG-AS1', 'SMCP', 'OR52A1', 'MROH5', 'FAM150A', 'REXO1L6P', 'SNORA36A', 'HNF1B', 'FAM92A1P2', 'LHX3', 'CHAT', 'OR7G3', 'CTXN3', 'HES3', 'CT47A2', 'SLC18A3', 'TBC1D21', 'OR8I2', 'AMBN', 'SNAR-I', 'SNAR-E', 'DEFB113', 'FAM41AY1', 'C11ORF40', 'SNORA58', 'OR51A2', 'FLG2', 'BSX', 'TMPRSS11B', 'GJA10', 'NR0B1', 'CSN2', 'DEFB119', 'SMR3B', 'GJA8', 'HHLA1', 'SNORD8', 'TAAR8', 'GUCA1C', 'BARHL1', 'SNAR-A13', 'LINC01548', 'LCE1F', 'ATP4B', 'SPRR2G', 'GSX2', 'C17ORF102', 'TTTY21', 'LELP1', 'LRTM1', 'LCE2A', 'SNORA5B', 'CT47B1', 'GYPA', 'TYR', 'SLC28A2', 'KRTAP4-11', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CCDC38', 'CPN1', 'FGF6', 'CLC', 'CEACAM20', 'PROL1', 'ESX1', 'FXYD4', 'OR8U1', 'ASB18', 'FAM224B', 'PSMB11', 'IL37', 'ZNF536', 'SPANXN4', 'TMEM247', 'CA5A', 'GNAT3', 'ZNRF4', 'OR2B3', 'ZNF804B', 'OR2T12', 'LINC00326', 'ANXA8L1', 'OR13C9', 'OR7C2', 'FNDC7', 'OR7G1', 'OR6C76', 'GLRA4', 'ST8SIA3', 'OR7G2', 'OR5K3', 'C12ORF40', 'CT47A7', 'CT47A6', 'PAQR9', 'KRTAP6-2', 'OR4M2', 'LINC00671', 'H1FOO', 'OR8H1', 'OR2AE1', 'PGM5-AS1', 'CD300LD', 'MAGEA10', 'HAO2', 'APOA2', 'SPIC', 'TSPYL6', 'OR2M2', 'OR8A1', 'SNORA55', 'AHSP', 'DPRX', 'KRT78', 'DEFB128', 'SCP2D1', 'OLIG2', 'OR6T1', 'SNORD115-7', 'EIF1AY', 'FGF4', 'SLC6A19', 'OR4S2', 'LOC440040', 'TEX36-AS1', 'PLCZ1', 'CST13P', 'LINC00314', 'ZPBP', 'CDKL4', 'KRTAP1-3', 'HYALP1', 'LYPD8', 'PSG8', 'HTR3B', 'IFNA21', 'OR2C3', 'CD5L', 'PSG1', 'OR4B1', 'KRTDAP', 'OR10G4', 'GNAT1', 'OC90', 'OR4A47', 'RSPH6A', 'TMEM196', 'CCL15-CCL14', 'SEC14L3', 'IL13', 'GOT1L1', 'PLSCR5', 'CFHR2', 'OR6C2', 'SPRR4', 'HBM', 'SOST', 'FAM25BP', 'OR52H1', 'DDI1', 'SSX6', 'SCARNA22', 'ASB11', 'SCARNA4', 'TEX13B', 'KRTAP19-5', 'SNORA24', 'KRT2', 'OR8B8', 'ASB10', 'C1ORF105', 'GPR50', 'LILRP2', 'SNORA28', 'TAGLN3', 'SNORA22', 'GJD2', 'VSTM2B', 'LRRC7', 'ARG1', 'TFAMP1', 'SLCO1A2', 'FAM71A', 'GABRA1', 'SPAM1', 'NMS', 'OR1M1', 'CABP5', 'NCOR1P1', 'CIB4', 'OR4D11', 'TMEM179', 'OR2L2', 'OLIG3', 'URAD', 'H1FNT', 'IGFL4', 'LGALS14', 'HIST1H4G', 'SPATA31A3', 'GLYCAM1', 'SNORA20', 'IFNA16', 'OR11L1', 'DAZL', 'CLCA1', 'OR2T34', 'SCARNA14', 'DEFB109P1', 'OR5AN1', 'RAB9BP1', 'TXLNGY', 'BTNL3', 'F9', 'FAM183CP', 'LINC00111', 'KCNU1', 'LOC727924', 'CXORF51A', 'OR2M3', 'OR10T2', 'OR1S1', 'SOX1', 'SNORD15A', 'HBG1', 'OR10V1', 'FGF23', 'MS4A6E', 'WFDC5', 'GPR151', 'PRM3', 'SCGB1C1', 'CLEC6A', 'PRSS3P2', 'ASAP1-IT1', 'PPY', 'DNAJB8', 'CT47A11', 'TMEM252', 'OR10A5', 'MAGEB10', 'OR8S1', 'PSG7', 'SUN3', 'SPRR1B', 'PRAMEF8', 'CELA2B', 'PLA2G2F', 'CRYAA', 'KLHL40', 'OR2AG1', 'MC2R', 'USP26', 'HIST1H4F', 'DMBT1P1', 'OR8G5', 'OR10K1', 'NPPC', 'PSAPL1', 'SNORD89', 'SLC5A7', 'C1ORF87', 'ALOX12B', 'TUSC7', 'HBBP1', 'LOC391003', 'C15ORF43', 'SFTA3', 'CAPZA3', 'XAGE5', 'LOC391343', 'LINC00636', 'TBC1D28', 'KRT39', 'C20ORF173', 'C22ORF42', 'BMP10', 'SNORA34', 'IFITM5', 'SNORA70B', 'OR4S1', 'PIWIL3', 'C4ORF51', 'TAS2R60', 'CCKBR', 'OR5B2', 'CASC8', 'IQCF2', 'ARR3', 'KRTAP19-1', 'PROKR1', 'FMR1NB', 'NXF2B', 'ARHGAP36', 'P2RX3', 'TTTY15', 'OPN1MW', 'PPBPP1', 'CHODL-AS1', 'PF4', 'KHDC1L', 'LYZL6', 'TEX33', 'OR1B1', 'HBD', 'FAM153C', 'TKTL2', 'ANKRD18DP', 'MYBPHL', 'AKAP14', 'EDDM3A', 'SYT10', 'ACOT12', 'GAGE1', 'C11ORF94', 'CSH2', 'SERPINB4', 'BRDTP1', 'LGI3', 'PRB1', 'SNORA54', 'PRAP1', 'SNORA51', 'OR10S1', 'SFTPC', 'OTP', 'IGF2BP2-AS1', 'SPACA7', 'KCNQ1DN', 'DMRT1', 'YWHAEP7', 'CYP3A4', 'PRSS1', 'ZAR1L', 'C17ORF64', 'GAGE2D', 'FBP2', 'IFNA13', 'KRTAP19-3', 'SLC13A1', 'LHX9', 'CYP2W1', 'LINC00469', 'LOC646813', 'FOXE1', 'C9ORF135', 'OR4K2', 'OTOL1', 'HPD', 'OLIG1', 'PLET1', 'LCNL1', 'CRLF2', 'NEU2', 'GABRG3', 'FCAMR', 'CCDC166', 'SVOP', 'FERD3L', 'FDCSP', 'HAND1', 'NPHS2', 'GH1', 'FAM71C', 'C3ORF49', 'USP17L6P', 'XKR7', 'LINC01101', 'FAM27L', 'VRTN', 'SATB2-AS1', 'SCARNA20', 'CNTNAP5', 'ZFAT-AS1', 'ACSM2A', 'OLAH', 'PTF1A', 'C17ORF78', 'PRDM14', 'HOXC12', 'DNAJC5G', 'LCE1D', 'FMO6P', 'PISRT1', 'TMEM207', 'LINC00696', 'GDNF', 'OR13H1', 'CRNN', 'OR51I2', 'AVPR1B', 'CLDN22', 'SPANXN1', 'ZNF479', 'OR5H6', 'LPO', 'FGA', 'OR6M1', 'PRKAG3', 'OR4D6', 'OR7E24', 'CELA2A', 'IL26', 'HFE2', 'UCMA', 'SCGB1A1', 'OR1L1', 'PWRN2', 'SCN1A', 'MYBPC2', 'FTMT', 'BARHL2', 'OPRD1', 'GYS2', 'IVL', 'OR1K1', 'DEFB110', 'ADAM18', 'EPS8L3', 'CCKAR', 'LOC285627', 'HBZ', 'SLC1A6', 'KRTAP21-1', 'CER1', 'SBSN', 'GABRA6', 'LOC729609', 'PRG1', 'SERPINI2', 'CPLX3', 'FAM27B', 'LMNTD1', 'TFF2', 'CT45A1', 'OR4C12', 'OR4D2', 'SCARNA11', 'POM121L2', 'OR56B1', 'NKX2-1', 'CLCA4', 'HBG2', 'LINC00488', 'SNORA59B', 'OR8D4', 'CYP7A1', 'FOXN3-AS2', 'GBX2', 'GAGE2B', 'LINC00608', 'CGB8', 'OR2M4', 'OR52A4P', 'DRGX', 'HTR3E', 'SNORA38B', 'ANP32D', 'LYZL1', 'CCL24', 'HTR5A', 'SLITRK3', 'YIPF7', 'TSPY1', 'SLC25A31', 'RAX', 'ALLC', 'SYCN', 'SNORA44', 'TARM1', 'HMHB1', 'SLC35G3', 'TMEM88B', 'OR6C74', 'ALX4', 'SPACA3', 'LINC00923', 'A1CF', 'OR6F1', 'CD200R1L', 'SLC51B', 'TSPY2', 'FRMPD2B', 'OR9A2', 'KRT13', 'SNORD94', 'TSKS', 'OR8J3', 'NPBWR2', 'ARL5C', 'OR2T29', 'DYDC1', 'GDPD2', 'ARID3C', 'LINC00602', 'NKX2-6', 'LINC00934', 'OR11H4', 'GOLGA8EP', 'OR13C3', 'PLG', 'TRHR', 'LINC00895', 'MAP3K15', 'MAGEA9B', 'ITLN2', 'POU6F2', 'SRY', 'RAX2', 'OR1N1', 'LINC00575', 'SSX5', 'SNORA37', 'TPTE2', 'CNTN5', 'TCERG1L', 'DPPA2', 'NTS', 'ADGRG4', 'ZIM3', 'BMP15', 'ZCCHC13', 'POTED', 'MUSK', 'SNORA71A', 'KIR3DL3', 'LINC00304', 'KCNK4', 'GRIN2B', 'APOC3', 'IQCF3', 'C2ORF83', 'MYH1', 'C18ORF42', 'TRPM1', 'GPR22', 'IL36RN', 'ALPPL2', 'GAGE2C', 'GAGE12F', 'KCNMB2', 'SNORD116-19', 'TPD52L3', 'OR2L8', 'C20ORF166-AS1', 'NLRP8', 'SNORA74A', 'SNORA76C', 'OR2A14', 'OR4F15', 'CFHR4', 'OR2AT4', 'OR11H6', 'SPANXN3', 'CPLX4', 'SOX3', 'FAM170B', 'DAOA', 'CYP2C18', 'LINC01312', 'CSN3', 'EDDM3B', 'GUCA2B', 'ITIH1', 'USH1C', 'F13B', 'ZNF705A', 'FFAR1', 'GPR52', 'SYCP1', 'ARSF', 'EPPIN', 'DNMT3L', 'PRAMEF14', 'MUC2', 'MTVR2', 'LRRC30', 'SPATA31C1', 'MAGEA1', 'ADAM29', 'TRIM48', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06876053865938014
		RMSE:  0.7026668514343448
		NRMSE:  0.1789276696377339
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07452018232747903
		RMSE:  0.6281215662347416
		NRMSE:  0.15805378984795088
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6796874655065666
		NRMSE:  0.1730761797526334
		MAPE:  274.2442116656758
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00044725008449963966
		RMSE:  0.6060849693149379
		NRMSE:  0.15250873639690443
		MAPE:  274.3248072759207

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  8.108227841521515e-15
		NRMSE:  2.0646858601821996e-15
		MAPE:  7.157797047580723e-12
		Pearson Correlation:  0.07603993095438619
		Spearman Correlation:  0.0734996695719398
		Coefficient of Determination:  -40.34648745869262
		RMSE:  3.8963299485149157
		NRMSE:  0.9804307764059575
		MAPE:  1838.0439674944264

	Predictor:  ElasticNet
		Pearson Correlation:  0.8673316619728375
		Spearman Correlation:  0.8259633067573562
		Coefficient of Determination:  0.7278124025589883
		RMSE:  0.35460383408232965
		NRMSE:  0.09029661431650064
		MAPE:  198.18115998029572
		Pearson Correlation:  0.3260093952442686
		Spearman Correlation:  0.25212533822117483
		Coefficient of Determination:  0.0349936248766316
		RMSE:  0.5952528831334517
		NRMSE:  0.1497830661365974
		MAPE:  306.5709364192943

	Predictor:  RandomForests
		Pearson Correlation:  0.6894764125721379
		Spearman Correlation:  0.5921426274964147
		Coefficient of Determination:  0.47373803558419203
		RMSE:  0.49307189914615623
		NRMSE:  0.1255562372096856
		MAPE:  251.85218521681887
		Pearson Correlation:  0.3717400853681722
		Spearman Correlation:  0.3305649488402713
		Coefficient of Determination:  -0.08059642980225523
		RMSE:  0.629895028353752
		NRMSE:  0.15850004487902972
		MAPE:  516.9001773997148

Protein:  TP53
x_train_column_count:  1007
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'OR2W1', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'OR8K3', 'MS4A5', 'CTSL3P', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'DEFB127', 'FGF22', 'MRGPRG-AS1', 'SMCP', 'OR52A1', 'MROH5', 'FAM150A', 'REXO1L6P', 'SNORA36A', 'HNF1B', 'FAM92A1P2', 'LHX3', 'CHAT', 'OR7G3', 'CTXN3', 'HES3', 'CT47A2', 'SLC18A3', 'TBC1D21', 'OR8I2', 'AMBN', 'SNAR-I', 'SNAR-E', 'DEFB113', 'FAM41AY1', 'C11ORF40', 'SNORA58', 'OR51A2', 'FLG2', 'BSX', 'TMPRSS11B', 'GJA10', 'NR0B1', 'CSN2', 'DEFB119', 'SMR3B', 'GJA8', 'HHLA1', 'SNORD8', 'TAAR8', 'GUCA1C', 'BARHL1', 'SNAR-A13', 'LINC01548', 'LCE1F', 'ATP4B', 'SPRR2G', 'GSX2', 'C17ORF102', 'TTTY21', 'LELP1', 'LRTM1', 'LCE2A', 'SNORA5B', 'CT47B1', 'GYPA', 'TYR', 'SLC28A2', 'KRTAP4-11', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CCDC38', 'CPN1', 'FGF6', 'CLC', 'CEACAM20', 'PROL1', 'ESX1', 'FXYD4', 'OR8U1', 'ASB18', 'FAM224B', 'PSMB11', 'IL37', 'ZNF536', 'SPANXN4', 'TMEM247', 'CA5A', 'GNAT3', 'ZNRF4', 'OR2B3', 'ZNF804B', 'OR2T12', 'LINC00326', 'ANXA8L1', 'OR13C9', 'OR7C2', 'FNDC7', 'OR7G1', 'OR6C76', 'GLRA4', 'ST8SIA3', 'OR7G2', 'OR5K3', 'C12ORF40', 'CT47A7', 'CT47A6', 'PAQR9', 'KRTAP6-2', 'OR4M2', 'LINC00671', 'H1FOO', 'OR8H1', 'OR2AE1', 'PGM5-AS1', 'CD300LD', 'MAGEA10', 'HAO2', 'APOA2', 'SPIC', 'TSPYL6', 'OR2M2', 'OR8A1', 'SNORA55', 'AHSP', 'DPRX', 'KRT78', 'DEFB128', 'SCP2D1', 'OLIG2', 'OR6T1', 'SNORD115-7', 'EIF1AY', 'FGF4', 'SLC6A19', 'OR4S2', 'LOC440040', 'TEX36-AS1', 'PLCZ1', 'CST13P', 'LINC00314', 'ZPBP', 'CDKL4', 'KRTAP1-3', 'HYALP1', 'LYPD8', 'PSG8', 'HTR3B', 'IFNA21', 'OR2C3', 'CD5L', 'PSG1', 'OR4B1', 'KRTDAP', 'OR10G4', 'GNAT1', 'OC90', 'OR4A47', 'RSPH6A', 'TMEM196', 'CCL15-CCL14', 'SEC14L3', 'IL13', 'GOT1L1', 'PLSCR5', 'CFHR2', 'OR6C2', 'SPRR4', 'HBM', 'SOST', 'FAM25BP', 'OR52H1', 'DDI1', 'SSX6', 'SCARNA22', 'ASB11', 'SCARNA4', 'TEX13B', 'KRTAP19-5', 'SNORA24', 'KRT2', 'OR8B8', 'ASB10', 'C1ORF105', 'GPR50', 'LILRP2', 'SNORA28', 'TAGLN3', 'SNORA22', 'GJD2', 'VSTM2B', 'LRRC7', 'ARG1', 'TFAMP1', 'SLCO1A2', 'FAM71A', 'GABRA1', 'SPAM1', 'NMS', 'OR1M1', 'CABP5', 'NCOR1P1', 'CIB4', 'OR4D11', 'TMEM179', 'OR2L2', 'OLIG3', 'URAD', 'H1FNT', 'IGFL4', 'LGALS14', 'HIST1H4G', 'SPATA31A3', 'GLYCAM1', 'SNORA20', 'IFNA16', 'OR11L1', 'DAZL', 'CLCA1', 'OR2T34', 'SCARNA14', 'DEFB109P1', 'OR5AN1', 'RAB9BP1', 'TXLNGY', 'BTNL3', 'F9', 'FAM183CP', 'LINC00111', 'KCNU1', 'LOC727924', 'CXORF51A', 'OR2M3', 'OR10T2', 'OR1S1', 'SOX1', 'SNORD15A', 'HBG1', 'OR10V1', 'FGF23', 'MS4A6E', 'WFDC5', 'GPR151', 'PRM3', 'SCGB1C1', 'CLEC6A', 'PRSS3P2', 'ASAP1-IT1', 'PPY', 'DNAJB8', 'CT47A11', 'TMEM252', 'OR10A5', 'MAGEB10', 'OR8S1', 'PSG7', 'SUN3', 'SPRR1B', 'PRAMEF8', 'CELA2B', 'PLA2G2F', 'CRYAA', 'KLHL40', 'OR2AG1', 'MC2R', 'USP26', 'HIST1H4F', 'DMBT1P1', 'OR8G5', 'OR10K1', 'NPPC', 'PSAPL1', 'SNORD89', 'SLC5A7', 'C1ORF87', 'ALOX12B', 'TUSC7', 'HBBP1', 'LOC391003', 'C15ORF43', 'SFTA3', 'CAPZA3', 'XAGE5', 'LOC391343', 'LINC00636', 'TBC1D28', 'KRT39', 'C20ORF173', 'C22ORF42', 'BMP10', 'SNORA34', 'IFITM5', 'SNORA70B', 'OR4S1', 'PIWIL3', 'C4ORF51', 'TAS2R60', 'CCKBR', 'OR5B2', 'CASC8', 'IQCF2', 'ARR3', 'KRTAP19-1', 'PROKR1', 'FMR1NB', 'NXF2B', 'ARHGAP36', 'P2RX3', 'TTTY15', 'OPN1MW', 'PPBPP1', 'CHODL-AS1', 'PF4', 'KHDC1L', 'LYZL6', 'TEX33', 'OR1B1', 'HBD', 'FAM153C', 'TKTL2', 'ANKRD18DP', 'MYBPHL', 'AKAP14', 'EDDM3A', 'SYT10', 'ACOT12', 'GAGE1', 'C11ORF94', 'CSH2', 'SERPINB4', 'BRDTP1', 'LGI3', 'PRB1', 'SNORA54', 'PRAP1', 'SNORA51', 'OR10S1', 'SFTPC', 'OTP', 'IGF2BP2-AS1', 'SPACA7', 'KCNQ1DN', 'DMRT1', 'YWHAEP7', 'CYP3A4', 'PRSS1', 'ZAR1L', 'C17ORF64', 'GAGE2D', 'FBP2', 'IFNA13', 'KRTAP19-3', 'SLC13A1', 'LHX9', 'CYP2W1', 'LINC00469', 'LOC646813', 'FOXE1', 'C9ORF135', 'OR4K2', 'OTOL1', 'HPD', 'OLIG1', 'PLET1', 'LCNL1', 'CRLF2', 'NEU2', 'GABRG3', 'FCAMR', 'CCDC166', 'SVOP', 'FERD3L', 'FDCSP', 'HAND1', 'NPHS2', 'GH1', 'FAM71C', 'C3ORF49', 'USP17L6P', 'XKR7', 'LINC01101', 'FAM27L', 'VRTN', 'SATB2-AS1', 'SCARNA20', 'CNTNAP5', 'ZFAT-AS1', 'ACSM2A', 'OLAH', 'PTF1A', 'C17ORF78', 'PRDM14', 'HOXC12', 'DNAJC5G', 'LCE1D', 'FMO6P', 'PISRT1', 'TMEM207', 'LINC00696', 'GDNF', 'OR13H1', 'CRNN', 'OR51I2', 'AVPR1B', 'CLDN22', 'SPANXN1', 'ZNF479', 'OR5H6', 'LPO', 'FGA', 'OR6M1', 'PRKAG3', 'OR4D6', 'OR7E24', 'CELA2A', 'IL26', 'HFE2', 'UCMA', 'SCGB1A1', 'OR1L1', 'PWRN2', 'SCN1A', 'MYBPC2', 'FTMT', 'BARHL2', 'OPRD1', 'GYS2', 'IVL', 'OR1K1', 'DEFB110', 'ADAM18', 'EPS8L3', 'CCKAR', 'LOC285627', 'HBZ', 'SLC1A6', 'KRTAP21-1', 'CER1', 'SBSN', 'GABRA6', 'LOC729609', 'PRG1', 'SERPINI2', 'CPLX3', 'FAM27B', 'LMNTD1', 'TFF2', 'CT45A1', 'OR4C12', 'OR4D2', 'SCARNA11', 'POM121L2', 'OR56B1', 'NKX2-1', 'CLCA4', 'HBG2', 'LINC00488', 'SNORA59B', 'OR8D4', 'CYP7A1', 'FOXN3-AS2', 'GBX2', 'GAGE2B', 'LINC00608', 'CGB8', 'OR2M4', 'OR52A4P', 'DRGX', 'HTR3E', 'SNORA38B', 'ANP32D', 'LYZL1', 'CCL24', 'HTR5A', 'SLITRK3', 'YIPF7', 'TSPY1', 'SLC25A31', 'RAX', 'ALLC', 'SYCN', 'SNORA44', 'TARM1', 'HMHB1', 'SLC35G3', 'TMEM88B', 'OR6C74', 'ALX4', 'SPACA3', 'LINC00923', 'A1CF', 'OR6F1', 'CD200R1L', 'SLC51B', 'TSPY2', 'FRMPD2B', 'OR9A2', 'KRT13', 'SNORD94', 'TSKS', 'OR8J3', 'NPBWR2', 'ARL5C', 'OR2T29', 'DYDC1', 'GDPD2', 'ARID3C', 'LINC00602', 'NKX2-6', 'LINC00934', 'OR11H4', 'GOLGA8EP', 'OR13C3', 'PLG', 'TRHR', 'LINC00895', 'MAP3K15', 'MAGEA9B', 'ITLN2', 'POU6F2', 'SRY', 'RAX2', 'OR1N1', 'LINC00575', 'SSX5', 'SNORA37', 'TPTE2', 'CNTN5', 'TCERG1L', 'DPPA2', 'NTS', 'ADGRG4', 'ZIM3', 'BMP15', 'ZCCHC13', 'POTED', 'MUSK', 'SNORA71A', 'KIR3DL3', 'LINC00304', 'KCNK4', 'GRIN2B', 'APOC3', 'IQCF3', 'C2ORF83', 'MYH1', 'C18ORF42', 'TRPM1', 'GPR22', 'IL36RN', 'ALPPL2', 'GAGE2C', 'GAGE12F', 'KCNMB2', 'SNORD116-19', 'TPD52L3', 'OR2L8', 'C20ORF166-AS1', 'NLRP8', 'SNORA74A', 'SNORA76C', 'OR2A14', 'OR4F15', 'CFHR4', 'OR2AT4', 'OR11H6', 'SPANXN3', 'CPLX4', 'SOX3', 'FAM170B', 'DAOA', 'CYP2C18', 'LINC01312', 'CSN3', 'EDDM3B', 'GUCA2B', 'ITIH1', 'USH1C', 'F13B', 'ZNF705A', 'FFAR1', 'GPR52', 'SYCP1', 'ARSF', 'EPPIN', 'DNMT3L', 'PRAMEF14', 'MUC2', 'MTVR2', 'LRRC30', 'SPATA31C1', 'MAGEA1', 'ADAM29', 'TRIM48', 'OR52N5', 'CXADRP2', 'BPIFB3', 'DUSP21', 'OR2T10', 'FAM205A', 'SLC32A1', 'DMP1', 'FOXD4L3', 'PPIAL4E', 'MMP23A', 'PSKH2', 'BTN1A1', 'OR5C1', 'C6ORF10', 'ACER1', 'NKAIN3', 'AATK-AS1', 'SPINK1', 'IFNA14', 'MORC1', 'TRIM75P', 'LOC647859', 'TTTY2', 'TMIGD1', 'SPOCK3', 'CHRNB3', 'BET1P1', 'GCSAML-AS1', 'CSNK1A1P1', 'OR2A2', 'SCARNA8', 'FAM19A4', 'ADGRG7', 'KRTAP4-3', 'OR9G4', 'TMEM72', 'CRYGC', 'PAGE5', 'ODAM', 'OR1S2', 'KRTAP1-5', 'REC114', 'KRTAP1-1', 'TREML4', 'IQCF6', 'TMEM14E', 'KRTAP12-2', 'PPY2P', 'ZFY', 'TSPAN19', 'IQCJ', 'KRT83', 'RFX6', 'PLA2G12B', 'DMRTC1', 'SNORD115-26', 'OR6C4', 'COL6A4P1', 'DCT', 'VWC2L', 'SH2D7', 'HCRTR1', 'NUTM1', 'OR52A5', 'KRT3', 'TPTE', 'REG4', 'AADACL3', 'OR2G6', 'CT47A1', 'CLEC4G', 'OR6S1', 'SNORA16B', 'CGB5', 'BTF3P11', 'SPATA3', 'MAGEA5', 'LINC01020', 'SPDYC', 'KLRC4', 'S100G', 'KRTAP11-1', 'RAPGEF4-AS1', 'LOC400736', 'NF1P2', 'NXPE1', 'KRT85', 'FRMPD4', 'TSGA13', 'RPE65', 'TRPV5', 'LOC100129935', 'ANKRD34C', 'EPB42', 'CA6', 'OR2F1', 'APCS', 'CHIAP2', 'FOXG1', 'KCNJ16', 'ASB15', 'IHH', 'AKR1D1', 'OACYLP', 'GNAS-AS1', 'KRT74', 'KRTAP3-2', 'LOC400940', 'SDR16C6P', 'B3GNT6', 'IFNL1', 'PCGEM1', 'MAGEA12', 'POTEH', 'COX7B2', 'TCP10L2', 'CPA2', 'LINC00303', 'C2ORF27B', 'MAGEB3', 'PCP4', 'DEFB126', 'GFI1B', 'CTRB1', 'C1ORF146', 'UGT1A4', 'CNGA2', 'SLC22A10', 'DISC2', 'SPANXA2', 'INSM2', 'MTNR1B', 'LY6G6D', 'C15ORF32', 'TSPEAR-AS2', 'PRR32', 'TMPRSS11F', 'PRSS48', 'FAM24A', 'GABRR3', 'OR2A12', 'GML', 'TMEM132D', 'LINC00113', 'RNASE8', 'HIST2H2AB', 'ZSCAN10', 'LINC01591', 'NKX6-2', 'ABRA', 'GLTPD2', 'SNORA72', 'OR6B1', 'WFDC8', 'FBXW12', 'LINC00691', 'MOS', 'LOC284661', 'TRIM55', 'LINC01142', 'OR4A16', 'RBM46', 'TLX3', 'HYPM', 'TAAR9', 'OR4D10', 'CNTNAP4', 'CABS1', 'PRAMEF16', 'VWA5B1', 'CRYGB', 'SNORA2B', 'LINC00452', 'GCG', 'SNORA27', 'CFC1B', 'SCGB3A2', 'PRAMEF5', 'FAM170A', 'OR51T1', 'CGB2', 'GSC2', 'HIST1H3A', 'CCK', 'LRRTM1', 'AGXT2', 'ADRB3', 'AIRE', 'GSTA5', 'OR4D5', 'OR10AD1', 'DUXA', 'MCF2', 'KRTAP12-1', 'MS4A10', 'RPL3L', 'LOC643923', 'AADAC', 'DEFB123', 'OR5B17', 'SERPINB3', 'ANKRD20A20P', 'SNCB', 'MYF5', 'HMSD', 'MT1B', 'CST9L', 'EPGN', 'ZG16', 'SNORD15B', 'TRIM15', 'RHAG', 'GABRB1', 'CLRN1', 'TBC1D3P2', 'ART1', 'OR4D1', 'PRLHR', 'KRTAP10-11', 'GRK1', 'HYMAI', 'MYADML', 'BANF2', 'USP50', 'B3GALT1', 'NPSR1-AS1', 'HRK', 'INS-IGF2', 'NHLH2', 'PABPC1L2A', 'SLC5A2', 'FAM47C', 'TRIM49', 'OR5T2', 'CEACAM22P', 'AQP2', 'MMD2', 'APOA5', 'PACRG-AS1', 'UTS2R', 'PRSS57', 'LINC00523', 'SPINK14', 'MYH7', 'WFDC6', 'INS', 'IGFBP1', 'FAM19A1', 'IFNB1', 'TAS2R42', 'INSC', 'MUC13', 'KRTAP12-3', 'SLCO1B7', 'GHSR', 'CYP1A2', 'C1ORF140', 'SPINT3', 'TNFSF18', 'KLK9', 'STATH', 'KCNB2', 'FLJ25758', 'LINC00202-2', 'MAS1L', 'IFNL2', 'FOXR1', 'SNORA16A', 'IL31', 'MAGEA11', 'TNP2', 'LOC392196', 'SNORA68', 'SLITRK1', 'LOC285629', 'FAM138D', 'FAM138B', 'AMER3', 'F2', 'NPSR1', 'MRGPRX1', 'TAS2R13', 'CTRB2', 'LOC100130417', 'VCX3A', 'ACTR3BP2', 'FAM9B', 'LINC01105', 'KCNK18', 'CLEC4M', 'NMUR2', 'GOLGA2P6', 'ALAS2', 'OR52W1', 'OR52K2', 'ZNF735', 'OR7D4', 'OR10G8', 'SLC5A8', 'OR52N2', 'SFTPB', 'PSG4', 'AKR1C8P', 'SLC10A1', 'C3ORF30', 'CALHM3', 'PASD1', 'OR5H14', 'AWAT1', 'HIST1H3B', 'RNF151', 'OR5K1', 'OR6B2', 'ADCYAP1R1', 'OR52K1', 'CACNG3', 'SHH', 'CCER1', 'OTC', 'OR51B5', 'OR8G2', 'C4ORF50', 'HGC6.3', 'SDC4P', 'OR8H2', 'OR3A2', 'SHD', 'PDX1', 'ERC2-IT1', 'HAO1', 'KRTAP21-2', 'OR4C16', 'CLCA3P', 'VPREB1', 'LINC00052', 'SERPINA7', 'PRLH', 'TSNAX-DISC1', 'SKINTL', 'DSCR10', 'TSPAN16', 'LINC00597', 'CHRNA9', 'HTR1B', 'TMEM8C', 'PRAC1', 'HAVCR1', 'SLC38A8', 'LEUTX', 'F11', 'OR4X2', 'HNRNPCL1', 'FMO9P', 'C7ORF57', 'GPR61', 'NEUROG3', 'AHSG', 'PSG11', 'KRTAP7-1', 'GPHA2', 'DACH2', 'HSD52', 'BRINP3', 'ACSM2B', 'B4GALNT2', 'CALR3', 'SPATA45', 'PPAN-P2RY11', 'SLC4A9', 'POU4F2', 'UGT2B28', 'KRT32', 'SLC25A3P1', 'CCDC63', 'HS3ST4', 'NXNL1', 'SLC9C1', 'GOLGA6L1', 'CPNE6', 'RNF222', 'CELP', 'SSX2', 'ACTBL2', 'VGLL2', 'HPSE2', 'CD1B', 'CLRN1-AS1', 'KRTAP10-7', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0629013951002304
		RMSE:  0.43691826486349494
		NRMSE:  0.11112140819031384
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02793228386718627
		RMSE:  0.5354711484549424
		NRMSE:  0.14342336907859712
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4237929343776606
		NRMSE:  0.10778324331179852
		MAPE:  459.9790072255086
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011640203076264122
		RMSE:  0.5284530873849588
		NRMSE:  0.1415436152095778
		MAPE:  140.42972129387252

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.6108924558042391e-15
		NRMSE:  4.0969822625301745e-16
		MAPE:  7.325056251974543e-12
		Pearson Correlation:  0.26090369586339146
		Spearman Correlation:  0.22421975336350833
		Coefficient of Determination:  -0.7194633028843229
		RMSE:  0.6925486363290646
		NRMSE:  0.18549581795341225
		MAPE:  398.45706788198385

	Predictor:  ElasticNet
		Pearson Correlation:  0.8551476650673357
		Spearman Correlation:  0.7678237705295442
		Coefficient of Determination:  0.6872443037237383
		RMSE:  0.23700435476057777
		NRMSE:  0.06027730989103939
		MAPE:  565.6953145181438
		Pearson Correlation:  0.5023578070691405
		Spearman Correlation:  0.43417748350976954
		Coefficient of Determination:  0.2410807162044597
		RMSE:  0.4600993469280658
		NRMSE:  0.12323539491845878
		MAPE:  160.35501654464144

	Predictor:  RandomForests
		Pearson Correlation:  0.6502683900131322
		Spearman Correlation:  0.5678507669606474
		Coefficient of Determination:  0.36179509163699897
		RMSE:  0.33855854666245333
		NRMSE:  0.08610558423725256
		MAPE:  641.8254671785085
		Pearson Correlation:  0.5684016542543556
		Spearman Correlation:  0.49431096014754444
		Coefficient of Determination:  0.2678960549681868
		RMSE:  0.451897767996809
		NRMSE:  0.12103864148836453
		MAPE:  178.85023289793455

Protein:  CTNNB1
x_train_column_count:  1007
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'OR2W1', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'OR8K3', 'MS4A5', 'CTSL3P', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'DEFB127', 'FGF22', 'MRGPRG-AS1', 'SMCP', 'OR52A1', 'MROH5', 'FAM150A', 'REXO1L6P', 'SNORA36A', 'HNF1B', 'FAM92A1P2', 'LHX3', 'CHAT', 'OR7G3', 'CTXN3', 'HES3', 'CT47A2', 'SLC18A3', 'TBC1D21', 'OR8I2', 'AMBN', 'SNAR-I', 'SNAR-E', 'DEFB113', 'FAM41AY1', 'C11ORF40', 'SNORA58', 'OR51A2', 'FLG2', 'BSX', 'TMPRSS11B', 'GJA10', 'NR0B1', 'CSN2', 'DEFB119', 'SMR3B', 'GJA8', 'HHLA1', 'SNORD8', 'TAAR8', 'GUCA1C', 'BARHL1', 'SNAR-A13', 'LINC01548', 'LCE1F', 'ATP4B', 'SPRR2G', 'GSX2', 'C17ORF102', 'TTTY21', 'LELP1', 'LRTM1', 'LCE2A', 'SNORA5B', 'CT47B1', 'GYPA', 'TYR', 'SLC28A2', 'KRTAP4-11', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CCDC38', 'CPN1', 'FGF6', 'CLC', 'CEACAM20', 'PROL1', 'ESX1', 'FXYD4', 'OR8U1', 'ASB18', 'FAM224B', 'PSMB11', 'IL37', 'ZNF536', 'SPANXN4', 'TMEM247', 'CA5A', 'GNAT3', 'ZNRF4', 'OR2B3', 'ZNF804B', 'OR2T12', 'LINC00326', 'ANXA8L1', 'OR13C9', 'OR7C2', 'FNDC7', 'OR7G1', 'OR6C76', 'GLRA4', 'ST8SIA3', 'OR7G2', 'OR5K3', 'C12ORF40', 'CT47A7', 'CT47A6', 'PAQR9', 'KRTAP6-2', 'OR4M2', 'LINC00671', 'H1FOO', 'OR8H1', 'OR2AE1', 'PGM5-AS1', 'CD300LD', 'MAGEA10', 'HAO2', 'APOA2', 'SPIC', 'TSPYL6', 'OR2M2', 'OR8A1', 'SNORA55', 'AHSP', 'DPRX', 'KRT78', 'DEFB128', 'SCP2D1', 'OLIG2', 'OR6T1', 'SNORD115-7', 'EIF1AY', 'FGF4', 'SLC6A19', 'OR4S2', 'LOC440040', 'TEX36-AS1', 'PLCZ1', 'CST13P', 'LINC00314', 'ZPBP', 'CDKL4', 'KRTAP1-3', 'HYALP1', 'LYPD8', 'PSG8', 'HTR3B', 'IFNA21', 'OR2C3', 'CD5L', 'PSG1', 'OR4B1', 'KRTDAP', 'OR10G4', 'GNAT1', 'OC90', 'OR4A47', 'RSPH6A', 'TMEM196', 'CCL15-CCL14', 'SEC14L3', 'IL13', 'GOT1L1', 'PLSCR5', 'CFHR2', 'OR6C2', 'SPRR4', 'HBM', 'SOST', 'FAM25BP', 'OR52H1', 'DDI1', 'SSX6', 'SCARNA22', 'ASB11', 'SCARNA4', 'TEX13B', 'KRTAP19-5', 'SNORA24', 'KRT2', 'OR8B8', 'ASB10', 'C1ORF105', 'GPR50', 'LILRP2', 'SNORA28', 'TAGLN3', 'SNORA22', 'GJD2', 'VSTM2B', 'LRRC7', 'ARG1', 'TFAMP1', 'SLCO1A2', 'FAM71A', 'GABRA1', 'SPAM1', 'NMS', 'OR1M1', 'CABP5', 'NCOR1P1', 'CIB4', 'OR4D11', 'TMEM179', 'OR2L2', 'OLIG3', 'URAD', 'H1FNT', 'IGFL4', 'LGALS14', 'HIST1H4G', 'SPATA31A3', 'GLYCAM1', 'SNORA20', 'IFNA16', 'OR11L1', 'DAZL', 'CLCA1', 'OR2T34', 'SCARNA14', 'DEFB109P1', 'OR5AN1', 'RAB9BP1', 'TXLNGY', 'BTNL3', 'F9', 'FAM183CP', 'LINC00111', 'KCNU1', 'LOC727924', 'CXORF51A', 'OR2M3', 'OR10T2', 'OR1S1', 'SOX1', 'SNORD15A', 'HBG1', 'OR10V1', 'FGF23', 'MS4A6E', 'WFDC5', 'GPR151', 'PRM3', 'SCGB1C1', 'CLEC6A', 'PRSS3P2', 'ASAP1-IT1', 'PPY', 'DNAJB8', 'CT47A11', 'TMEM252', 'OR10A5', 'MAGEB10', 'OR8S1', 'PSG7', 'SUN3', 'SPRR1B', 'PRAMEF8', 'CELA2B', 'PLA2G2F', 'CRYAA', 'KLHL40', 'OR2AG1', 'MC2R', 'USP26', 'HIST1H4F', 'DMBT1P1', 'OR8G5', 'OR10K1', 'NPPC', 'PSAPL1', 'SNORD89', 'SLC5A7', 'C1ORF87', 'ALOX12B', 'TUSC7', 'HBBP1', 'LOC391003', 'C15ORF43', 'SFTA3', 'CAPZA3', 'XAGE5', 'LOC391343', 'LINC00636', 'TBC1D28', 'KRT39', 'C20ORF173', 'C22ORF42', 'BMP10', 'SNORA34', 'IFITM5', 'SNORA70B', 'OR4S1', 'PIWIL3', 'C4ORF51', 'TAS2R60', 'CCKBR', 'OR5B2', 'CASC8', 'IQCF2', 'ARR3', 'KRTAP19-1', 'PROKR1', 'FMR1NB', 'NXF2B', 'ARHGAP36', 'P2RX3', 'TTTY15', 'OPN1MW', 'PPBPP1', 'CHODL-AS1', 'PF4', 'KHDC1L', 'LYZL6', 'TEX33', 'OR1B1', 'HBD', 'FAM153C', 'TKTL2', 'ANKRD18DP', 'MYBPHL', 'AKAP14', 'EDDM3A', 'SYT10', 'ACOT12', 'GAGE1', 'C11ORF94', 'CSH2', 'SERPINB4', 'BRDTP1', 'LGI3', 'PRB1', 'SNORA54', 'PRAP1', 'SNORA51', 'OR10S1', 'SFTPC', 'OTP', 'IGF2BP2-AS1', 'SPACA7', 'KCNQ1DN', 'DMRT1', 'YWHAEP7', 'CYP3A4', 'PRSS1', 'ZAR1L', 'C17ORF64', 'GAGE2D', 'FBP2', 'IFNA13', 'KRTAP19-3', 'SLC13A1', 'LHX9', 'CYP2W1', 'LINC00469', 'LOC646813', 'FOXE1', 'C9ORF135', 'OR4K2', 'OTOL1', 'HPD', 'OLIG1', 'PLET1', 'LCNL1', 'CRLF2', 'NEU2', 'GABRG3', 'FCAMR', 'CCDC166', 'SVOP', 'FERD3L', 'FDCSP', 'HAND1', 'NPHS2', 'GH1', 'FAM71C', 'C3ORF49', 'USP17L6P', 'XKR7', 'LINC01101', 'FAM27L', 'VRTN', 'SATB2-AS1', 'SCARNA20', 'CNTNAP5', 'ZFAT-AS1', 'ACSM2A', 'OLAH', 'PTF1A', 'C17ORF78', 'PRDM14', 'HOXC12', 'DNAJC5G', 'LCE1D', 'FMO6P', 'PISRT1', 'TMEM207', 'LINC00696', 'GDNF', 'OR13H1', 'CRNN', 'OR51I2', 'AVPR1B', 'CLDN22', 'SPANXN1', 'ZNF479', 'OR5H6', 'LPO', 'FGA', 'OR6M1', 'PRKAG3', 'OR4D6', 'OR7E24', 'CELA2A', 'IL26', 'HFE2', 'UCMA', 'SCGB1A1', 'OR1L1', 'PWRN2', 'SCN1A', 'MYBPC2', 'FTMT', 'BARHL2', 'OPRD1', 'GYS2', 'IVL', 'OR1K1', 'DEFB110', 'ADAM18', 'EPS8L3', 'CCKAR', 'LOC285627', 'HBZ', 'SLC1A6', 'KRTAP21-1', 'CER1', 'SBSN', 'GABRA6', 'LOC729609', 'PRG1', 'SERPINI2', 'CPLX3', 'FAM27B', 'LMNTD1', 'TFF2', 'CT45A1', 'OR4C12', 'OR4D2', 'SCARNA11', 'POM121L2', 'OR56B1', 'NKX2-1', 'CLCA4', 'HBG2', 'LINC00488', 'SNORA59B', 'OR8D4', 'CYP7A1', 'FOXN3-AS2', 'GBX2', 'GAGE2B', 'LINC00608', 'CGB8', 'OR2M4', 'OR52A4P', 'DRGX', 'HTR3E', 'SNORA38B', 'ANP32D', 'LYZL1', 'CCL24', 'HTR5A', 'SLITRK3', 'YIPF7', 'TSPY1', 'SLC25A31', 'RAX', 'ALLC', 'SYCN', 'SNORA44', 'TARM1', 'HMHB1', 'SLC35G3', 'TMEM88B', 'OR6C74', 'ALX4', 'SPACA3', 'LINC00923', 'A1CF', 'OR6F1', 'CD200R1L', 'SLC51B', 'TSPY2', 'FRMPD2B', 'OR9A2', 'KRT13', 'SNORD94', 'TSKS', 'OR8J3', 'NPBWR2', 'ARL5C', 'OR2T29', 'DYDC1', 'GDPD2', 'ARID3C', 'LINC00602', 'NKX2-6', 'LINC00934', 'OR11H4', 'GOLGA8EP', 'OR13C3', 'PLG', 'TRHR', 'LINC00895', 'MAP3K15', 'MAGEA9B', 'ITLN2', 'POU6F2', 'SRY', 'RAX2', 'OR1N1', 'LINC00575', 'SSX5', 'SNORA37', 'TPTE2', 'CNTN5', 'TCERG1L', 'DPPA2', 'NTS', 'ADGRG4', 'ZIM3', 'BMP15', 'ZCCHC13', 'POTED', 'MUSK', 'SNORA71A', 'KIR3DL3', 'LINC00304', 'KCNK4', 'GRIN2B', 'APOC3', 'IQCF3', 'C2ORF83', 'MYH1', 'C18ORF42', 'TRPM1', 'GPR22', 'IL36RN', 'ALPPL2', 'GAGE2C', 'GAGE12F', 'KCNMB2', 'SNORD116-19', 'TPD52L3', 'OR2L8', 'C20ORF166-AS1', 'NLRP8', 'SNORA74A', 'SNORA76C', 'OR2A14', 'OR4F15', 'CFHR4', 'OR2AT4', 'OR11H6', 'SPANXN3', 'CPLX4', 'SOX3', 'FAM170B', 'DAOA', 'CYP2C18', 'LINC01312', 'CSN3', 'EDDM3B', 'GUCA2B', 'ITIH1', 'USH1C', 'F13B', 'ZNF705A', 'FFAR1', 'GPR52', 'SYCP1', 'ARSF', 'EPPIN', 'DNMT3L', 'PRAMEF14', 'MUC2', 'MTVR2', 'LRRC30', 'SPATA31C1', 'MAGEA1', 'ADAM29', 'TRIM48', 'OR52N5', 'CXADRP2', 'BPIFB3', 'DUSP21', 'OR2T10', 'FAM205A', 'SLC32A1', 'DMP1', 'FOXD4L3', 'PPIAL4E', 'MMP23A', 'PSKH2', 'BTN1A1', 'OR5C1', 'C6ORF10', 'ACER1', 'NKAIN3', 'AATK-AS1', 'SPINK1', 'IFNA14', 'MORC1', 'TRIM75P', 'LOC647859', 'TTTY2', 'TMIGD1', 'SPOCK3', 'CHRNB3', 'BET1P1', 'GCSAML-AS1', 'CSNK1A1P1', 'OR2A2', 'SCARNA8', 'FAM19A4', 'ADGRG7', 'KRTAP4-3', 'OR9G4', 'TMEM72', 'CRYGC', 'PAGE5', 'ODAM', 'OR1S2', 'KRTAP1-5', 'REC114', 'KRTAP1-1', 'TREML4', 'IQCF6', 'TMEM14E', 'KRTAP12-2', 'PPY2P', 'ZFY', 'TSPAN19', 'IQCJ', 'KRT83', 'RFX6', 'PLA2G12B', 'DMRTC1', 'SNORD115-26', 'OR6C4', 'COL6A4P1', 'DCT', 'VWC2L', 'SH2D7', 'HCRTR1', 'NUTM1', 'OR52A5', 'KRT3', 'TPTE', 'REG4', 'AADACL3', 'OR2G6', 'CT47A1', 'CLEC4G', 'OR6S1', 'SNORA16B', 'CGB5', 'BTF3P11', 'SPATA3', 'MAGEA5', 'LINC01020', 'SPDYC', 'KLRC4', 'S100G', 'KRTAP11-1', 'RAPGEF4-AS1', 'LOC400736', 'NF1P2', 'NXPE1', 'KRT85', 'FRMPD4', 'TSGA13', 'RPE65', 'TRPV5', 'LOC100129935', 'ANKRD34C', 'EPB42', 'CA6', 'OR2F1', 'APCS', 'CHIAP2', 'FOXG1', 'KCNJ16', 'ASB15', 'IHH', 'AKR1D1', 'OACYLP', 'GNAS-AS1', 'KRT74', 'KRTAP3-2', 'LOC400940', 'SDR16C6P', 'B3GNT6', 'IFNL1', 'PCGEM1', 'MAGEA12', 'POTEH', 'COX7B2', 'TCP10L2', 'CPA2', 'LINC00303', 'C2ORF27B', 'MAGEB3', 'PCP4', 'DEFB126', 'GFI1B', 'CTRB1', 'C1ORF146', 'UGT1A4', 'CNGA2', 'SLC22A10', 'DISC2', 'SPANXA2', 'INSM2', 'MTNR1B', 'LY6G6D', 'C15ORF32', 'TSPEAR-AS2', 'PRR32', 'TMPRSS11F', 'PRSS48', 'FAM24A', 'GABRR3', 'OR2A12', 'GML', 'TMEM132D', 'LINC00113', 'RNASE8', 'HIST2H2AB', 'ZSCAN10', 'LINC01591', 'NKX6-2', 'ABRA', 'GLTPD2', 'SNORA72', 'OR6B1', 'WFDC8', 'FBXW12', 'LINC00691', 'MOS', 'LOC284661', 'TRIM55', 'LINC01142', 'OR4A16', 'RBM46', 'TLX3', 'HYPM', 'TAAR9', 'OR4D10', 'CNTNAP4', 'CABS1', 'PRAMEF16', 'VWA5B1', 'CRYGB', 'SNORA2B', 'LINC00452', 'GCG', 'SNORA27', 'CFC1B', 'SCGB3A2', 'PRAMEF5', 'FAM170A', 'OR51T1', 'CGB2', 'GSC2', 'HIST1H3A', 'CCK', 'LRRTM1', 'AGXT2', 'ADRB3', 'AIRE', 'GSTA5', 'OR4D5', 'OR10AD1', 'DUXA', 'MCF2', 'KRTAP12-1', 'MS4A10', 'RPL3L', 'LOC643923', 'AADAC', 'DEFB123', 'OR5B17', 'SERPINB3', 'ANKRD20A20P', 'SNCB', 'MYF5', 'HMSD', 'MT1B', 'CST9L', 'EPGN', 'ZG16', 'SNORD15B', 'TRIM15', 'RHAG', 'GABRB1', 'CLRN1', 'TBC1D3P2', 'ART1', 'OR4D1', 'PRLHR', 'KRTAP10-11', 'GRK1', 'HYMAI', 'MYADML', 'BANF2', 'USP50', 'B3GALT1', 'NPSR1-AS1', 'HRK', 'INS-IGF2', 'NHLH2', 'PABPC1L2A', 'SLC5A2', 'FAM47C', 'TRIM49', 'OR5T2', 'CEACAM22P', 'AQP2', 'MMD2', 'APOA5', 'PACRG-AS1', 'UTS2R', 'PRSS57', 'LINC00523', 'SPINK14', 'MYH7', 'WFDC6', 'INS', 'IGFBP1', 'FAM19A1', 'IFNB1', 'TAS2R42', 'INSC', 'MUC13', 'KRTAP12-3', 'SLCO1B7', 'GHSR', 'CYP1A2', 'C1ORF140', 'SPINT3', 'TNFSF18', 'KLK9', 'STATH', 'KCNB2', 'FLJ25758', 'LINC00202-2', 'MAS1L', 'IFNL2', 'FOXR1', 'SNORA16A', 'IL31', 'MAGEA11', 'TNP2', 'LOC392196', 'SNORA68', 'SLITRK1', 'LOC285629', 'FAM138D', 'FAM138B', 'AMER3', 'F2', 'NPSR1', 'MRGPRX1', 'TAS2R13', 'CTRB2', 'LOC100130417', 'VCX3A', 'ACTR3BP2', 'FAM9B', 'LINC01105', 'KCNK18', 'CLEC4M', 'NMUR2', 'GOLGA2P6', 'ALAS2', 'OR52W1', 'OR52K2', 'ZNF735', 'OR7D4', 'OR10G8', 'SLC5A8', 'OR52N2', 'SFTPB', 'PSG4', 'AKR1C8P', 'SLC10A1', 'C3ORF30', 'CALHM3', 'PASD1', 'OR5H14', 'AWAT1', 'HIST1H3B', 'RNF151', 'OR5K1', 'OR6B2', 'ADCYAP1R1', 'OR52K1', 'CACNG3', 'SHH', 'CCER1', 'OTC', 'OR51B5', 'OR8G2', 'C4ORF50', 'HGC6.3', 'SDC4P', 'OR8H2', 'OR3A2', 'SHD', 'PDX1', 'ERC2-IT1', 'HAO1', 'KRTAP21-2', 'OR4C16', 'CLCA3P', 'VPREB1', 'LINC00052', 'SERPINA7', 'PRLH', 'TSNAX-DISC1', 'SKINTL', 'DSCR10', 'TSPAN16', 'LINC00597', 'CHRNA9', 'HTR1B', 'TMEM8C', 'PRAC1', 'HAVCR1', 'SLC38A8', 'LEUTX', 'F11', 'OR4X2', 'HNRNPCL1', 'FMO9P', 'C7ORF57', 'GPR61', 'NEUROG3', 'AHSG', 'PSG11', 'KRTAP7-1', 'GPHA2', 'DACH2', 'HSD52', 'BRINP3', 'ACSM2B', 'B4GALNT2', 'CALR3', 'SPATA45', 'PPAN-P2RY11', 'SLC4A9', 'POU4F2', 'UGT2B28', 'KRT32', 'SLC25A3P1', 'CCDC63', 'HS3ST4', 'NXNL1', 'SLC9C1', 'GOLGA6L1', 'CPNE6', 'RNF222', 'CELP', 'SSX2', 'ACTBL2', 'VGLL2', 'HPSE2', 'CD1B', 'CLRN1-AS1', 'KRTAP10-7', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.4291206958720877
		RMSE:  0.9037435622191023
		NRMSE:  0.1777623057079273
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5497170498826627
		RMSE:  0.8436000623678614
		NRMSE:  0.27017767234966206
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999422040781
		Coefficient of Determination:  1.0
		RMSE:  3.204711481928924e-15
		NRMSE:  6.303523764612361e-16
		MAPE:  4.596331633889109e-12
		Pearson Correlation:  0.12065613974229439
		Spearman Correlation:  0.09587401339168818
		Coefficient of Determination:  -3.066664551395209
		RMSE:  1.3665627316145021
		NRMSE:  0.4376656124361473
		MAPE:  518.0517401387906

	Predictor:  ElasticNet
		Pearson Correlation:  0.8846253085595108
		Spearman Correlation:  0.8874494707097498
		Coefficient of Determination:  0.7370515597771052
		RMSE:  0.38765559979796127
		NRMSE:  0.0762501179775691
		MAPE:  199.8289549336806
		Pearson Correlation:  0.32290305686205567
		Spearman Correlation:  0.3165450940784798
		Coefficient of Determination:  -0.01739178568140165
		RMSE:  0.6835251691473025
		NRMSE:  0.218910888501213
		MAPE:  241.68912179955325

	Predictor:  RandomForests
		Pearson Correlation:  0.5835862140697211
		Spearman Correlation:  0.564692566625456
		Coefficient of Determination:  0.20408078255743978
		RMSE:  0.6744430097599473
		NRMSE:  0.13265991537371113
		MAPE:  578.8796090056196
		Pearson Correlation:  0.365179665000061
		Spearman Correlation:  0.40040648885896335
		Coefficient of Determination:  0.1185755429660369
		RMSE:  0.6362135962534538
		NRMSE:  0.2037585299252988
		MAPE:  248.00798041319018

Protein:  CCNE1
x_train_column_count:  352
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'OR2W1', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'OR8K3', 'MS4A5', 'CTSL3P', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'DEFB127', 'FGF22', 'MRGPRG-AS1', 'SMCP', 'OR52A1', 'MROH5', 'FAM150A', 'REXO1L6P', 'SNORA36A', 'HNF1B', 'FAM92A1P2', 'LHX3', 'CHAT', 'OR7G3', 'CTXN3', 'HES3', 'CT47A2', 'SLC18A3', 'TBC1D21', 'OR8I2', 'AMBN', 'SNAR-I', 'SNAR-E', 'DEFB113', 'FAM41AY1', 'C11ORF40', 'SNORA58', 'OR51A2', 'FLG2', 'BSX', 'TMPRSS11B', 'GJA10', 'NR0B1', 'CSN2', 'DEFB119', 'SMR3B', 'GJA8', 'HHLA1', 'SNORD8', 'TAAR8', 'GUCA1C', 'BARHL1', 'SNAR-A13', 'LINC01548', 'LCE1F', 'ATP4B', 'SPRR2G', 'GSX2', 'C17ORF102', 'TTTY21', 'LELP1', 'LRTM1', 'LCE2A', 'SNORA5B', 'CT47B1', 'GYPA', 'TYR', 'SLC28A2', 'KRTAP4-11', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CCDC38', 'CPN1', 'FGF6', 'CLC', 'CEACAM20', 'PROL1', 'ESX1', 'FXYD4', 'OR8U1', 'ASB18', 'FAM224B', 'PSMB11', 'IL37', 'ZNF536', 'SPANXN4', 'TMEM247', 'CA5A', 'GNAT3', 'ZNRF4', 'OR2B3', 'ZNF804B', 'OR2T12', 'LINC00326', 'ANXA8L1', 'OR13C9', 'OR7C2', 'FNDC7', 'OR7G1', 'OR6C76', 'GLRA4', 'ST8SIA3', 'OR7G2', 'OR5K3', 'C12ORF40', 'CT47A7', 'CT47A6', 'PAQR9', 'KRTAP6-2', 'OR4M2', 'LINC00671', 'H1FOO', 'OR8H1', 'OR2AE1', 'PGM5-AS1', 'CD300LD', 'MAGEA10', 'HAO2', 'APOA2', 'SPIC', 'TSPYL6', 'OR2M2', 'OR8A1', 'SNORA55', 'AHSP', 'DPRX', 'KRT78', 'DEFB128', 'SCP2D1', 'OLIG2', 'OR6T1', 'SNORD115-7', 'EIF1AY', 'FGF4', 'SLC6A19', 'OR4S2', 'LOC440040', 'TEX36-AS1', 'PLCZ1', 'CST13P', 'LINC00314', 'ZPBP', 'CDKL4', 'KRTAP1-3', 'HYALP1', 'LYPD8', 'PSG8', 'HTR3B', 'IFNA21', 'OR2C3', 'CD5L', 'PSG1', 'OR4B1', 'KRTDAP', 'OR10G4', 'GNAT1', 'OC90', 'OR4A47', 'RSPH6A', 'TMEM196', 'CCL15-CCL14', 'SEC14L3', 'IL13', 'GOT1L1', 'PLSCR5', 'CFHR2', 'OR6C2', 'SPRR4', 'HBM', 'SOST', 'FAM25BP', 'OR52H1', 'DDI1', 'SSX6', 'SCARNA22', 'ASB11', 'SCARNA4', 'TEX13B', 'KRTAP19-5', 'SNORA24', 'KRT2', 'OR8B8', 'ASB10', 'C1ORF105', 'GPR50', 'LILRP2', 'SNORA28', 'TAGLN3', 'SNORA22', 'GJD2', 'VSTM2B', 'LRRC7', 'ARG1', 'TFAMP1', 'SLCO1A2', 'FAM71A', 'GABRA1', 'SPAM1', 'NMS', 'OR1M1', 'CABP5', 'NCOR1P1', 'CIB4', 'OR4D11', 'TMEM179', 'OR2L2', 'OLIG3', 'URAD', 'H1FNT', 'IGFL4', 'LGALS14', 'HIST1H4G', 'SPATA31A3', 'GLYCAM1', 'SNORA20', 'IFNA16', 'OR11L1', 'DAZL', 'CLCA1', 'OR2T34', 'SCARNA14', 'DEFB109P1', 'OR5AN1', 'RAB9BP1', 'TXLNGY', 'BTNL3', 'F9', 'FAM183CP', 'LINC00111', 'KCNU1', 'LOC727924', 'CXORF51A', 'OR2M3', 'OR10T2', 'OR1S1', 'SOX1', 'SNORD15A', 'HBG1', 'OR10V1', 'FGF23', 'MS4A6E', 'WFDC5', 'GPR151', 'PRM3', 'SCGB1C1', 'CLEC6A', 'PRSS3P2', 'ASAP1-IT1', 'PPY', 'DNAJB8', 'CT47A11', 'TMEM252', 'OR10A5', 'MAGEB10', 'OR8S1', 'PSG7', 'SUN3', 'SPRR1B', 'PRAMEF8', 'CELA2B', 'PLA2G2F', 'CRYAA', 'KLHL40', 'OR2AG1', 'MC2R', 'USP26', 'HIST1H4F', 'DMBT1P1', 'OR8G5', 'OR10K1', 'NPPC', 'PSAPL1', 'SNORD89', 'SLC5A7', 'C1ORF87', 'ALOX12B', 'TUSC7', 'HBBP1', 'LOC391003', 'C15ORF43', 'SFTA3', 'CAPZA3', 'XAGE5', 'LOC391343', 'LINC00636', 'TBC1D28', 'KRT39', 'C20ORF173', 'C22ORF42', 'BMP10', 'SNORA34', 'IFITM5', 'SNORA70B', 'OR4S1', 'PIWIL3', 'C4ORF51', 'TAS2R60', 'CCKBR', 'OR5B2', 'CASC8', 'IQCF2', 'ARR3', 'KRTAP19-1', 'PROKR1', 'FMR1NB', 'NXF2B', 'ARHGAP36', 'P2RX3', 'TTTY15', 'OPN1MW', 'PPBPP1', 'CHODL-AS1', 'PF4', 'KHDC1L', 'LYZL6', 'TEX33', 'OR1B1', 'HBD', 'FAM153C', 'TKTL2', 'ANKRD18DP', 'MYBPHL', 'AKAP14', 'EDDM3A', 'SYT10', 'ACOT12', 'GAGE1', 'C11ORF94', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9790551557409413
		RMSE:  0.7746141645114569
		NRMSE:  0.27590887426944144
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8285524646781477
		RMSE:  0.8763813407881366
		NRMSE:  0.2114972948785232
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4487930906545114
		NRMSE:  0.15985506345663808
		MAPE:  112.14421009479175
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0040862214035515265
		RMSE:  0.6494188844018614
		NRMSE:  0.15672439713344627
		MAPE:  115.49088793396595

	Predictor:  LinearRegression
		Pearson Correlation:  0.9455334122927708
		Spearman Correlation:  0.8516484244754488
		Coefficient of Determination:  0.8940317114692515
		RMSE:  0.14609458606705672
		NRMSE:  0.05203725238363552
		MAPE:  28.26423608364081
		Pearson Correlation:  -0.01701871730269025
		Spearman Correlation:  0.26529258469556977
		Coefficient of Determination:  -7.253356793831849e+24
		RMSE:  1745456098803.643
		NRMSE:  421231290586.5876
		MAPE:  21026095854396.87

	Predictor:  ElasticNet
		Pearson Correlation:  0.8561894644382064
		Spearman Correlation:  0.7294656096537382
		Coefficient of Determination:  0.7087570077721321
		RMSE:  0.24219986923872797
		NRMSE:  0.08626887595324237
		MAPE:  58.58050050769332
		Pearson Correlation:  0.7949060007880667
		Spearman Correlation:  0.6633573984713027
		Coefficient of Determination:  0.6258067705888976
		RMSE:  0.39644904144639026
		NRMSE:  0.09567513127069775
		MAPE:  98.85734312072911

	Predictor:  RandomForests
		Pearson Correlation:  0.8619694406563877
		Spearman Correlation:  0.7122059201594867
		Coefficient of Determination:  0.7405251481357392
		RMSE:  0.22860924981316724
		NRMSE:  0.08142804979988147
		MAPE:  57.3993267801535
		Pearson Correlation:  0.7807286040754466
		Spearman Correlation:  0.7306522599538879
		Coefficient of Determination:  0.5792723298778331
		RMSE:  0.42037796859568743
		NRMSE:  0.10144990433566316
		MAPE:  77.73294578263943

Protein:  CCND1
x_train_column_count:  862
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'OR2W1', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'OR8K3', 'MS4A5', 'CTSL3P', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'DEFB127', 'FGF22', 'MRGPRG-AS1', 'SMCP', 'OR52A1', 'MROH5', 'FAM150A', 'REXO1L6P', 'SNORA36A', 'HNF1B', 'FAM92A1P2', 'LHX3', 'CHAT', 'OR7G3', 'CTXN3', 'HES3', 'CT47A2', 'SLC18A3', 'TBC1D21', 'OR8I2', 'AMBN', 'SNAR-I', 'SNAR-E', 'DEFB113', 'FAM41AY1', 'C11ORF40', 'SNORA58', 'OR51A2', 'FLG2', 'BSX', 'TMPRSS11B', 'GJA10', 'NR0B1', 'CSN2', 'DEFB119', 'SMR3B', 'GJA8', 'HHLA1', 'SNORD8', 'TAAR8', 'GUCA1C', 'BARHL1', 'SNAR-A13', 'LINC01548', 'LCE1F', 'ATP4B', 'SPRR2G', 'GSX2', 'C17ORF102', 'TTTY21', 'LELP1', 'LRTM1', 'LCE2A', 'SNORA5B', 'CT47B1', 'GYPA', 'TYR', 'SLC28A2', 'KRTAP4-11', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CCDC38', 'CPN1', 'FGF6', 'CLC', 'CEACAM20', 'PROL1', 'ESX1', 'FXYD4', 'OR8U1', 'ASB18', 'FAM224B', 'PSMB11', 'IL37', 'ZNF536', 'SPANXN4', 'TMEM247', 'CA5A', 'GNAT3', 'ZNRF4', 'OR2B3', 'ZNF804B', 'OR2T12', 'LINC00326', 'ANXA8L1', 'OR13C9', 'OR7C2', 'FNDC7', 'OR7G1', 'OR6C76', 'GLRA4', 'ST8SIA3', 'OR7G2', 'OR5K3', 'C12ORF40', 'CT47A7', 'CT47A6', 'PAQR9', 'KRTAP6-2', 'OR4M2', 'LINC00671', 'H1FOO', 'OR8H1', 'OR2AE1', 'PGM5-AS1', 'CD300LD', 'MAGEA10', 'HAO2', 'APOA2', 'SPIC', 'TSPYL6', 'OR2M2', 'OR8A1', 'SNORA55', 'AHSP', 'DPRX', 'KRT78', 'DEFB128', 'SCP2D1', 'OLIG2', 'OR6T1', 'SNORD115-7', 'EIF1AY', 'FGF4', 'SLC6A19', 'OR4S2', 'LOC440040', 'TEX36-AS1', 'PLCZ1', 'CST13P', 'LINC00314', 'ZPBP', 'CDKL4', 'KRTAP1-3', 'HYALP1', 'LYPD8', 'PSG8', 'HTR3B', 'IFNA21', 'OR2C3', 'CD5L', 'PSG1', 'OR4B1', 'KRTDAP', 'OR10G4', 'GNAT1', 'OC90', 'OR4A47', 'RSPH6A', 'TMEM196', 'CCL15-CCL14', 'SEC14L3', 'IL13', 'GOT1L1', 'PLSCR5', 'CFHR2', 'OR6C2', 'SPRR4', 'HBM', 'SOST', 'FAM25BP', 'OR52H1', 'DDI1', 'SSX6', 'SCARNA22', 'ASB11', 'SCARNA4', 'TEX13B', 'KRTAP19-5', 'SNORA24', 'KRT2', 'OR8B8', 'ASB10', 'C1ORF105', 'GPR50', 'LILRP2', 'SNORA28', 'TAGLN3', 'SNORA22', 'GJD2', 'VSTM2B', 'LRRC7', 'ARG1', 'TFAMP1', 'SLCO1A2', 'FAM71A', 'GABRA1', 'SPAM1', 'NMS', 'OR1M1', 'CABP5', 'NCOR1P1', 'CIB4', 'OR4D11', 'TMEM179', 'OR2L2', 'OLIG3', 'URAD', 'H1FNT', 'IGFL4', 'LGALS14', 'HIST1H4G', 'SPATA31A3', 'GLYCAM1', 'SNORA20', 'IFNA16', 'OR11L1', 'DAZL', 'CLCA1', 'OR2T34', 'SCARNA14', 'DEFB109P1', 'OR5AN1', 'RAB9BP1', 'TXLNGY', 'BTNL3', 'F9', 'FAM183CP', 'LINC00111', 'KCNU1', 'LOC727924', 'CXORF51A', 'OR2M3', 'OR10T2', 'OR1S1', 'SOX1', 'SNORD15A', 'HBG1', 'OR10V1', 'FGF23', 'MS4A6E', 'WFDC5', 'GPR151', 'PRM3', 'SCGB1C1', 'CLEC6A', 'PRSS3P2', 'ASAP1-IT1', 'PPY', 'DNAJB8', 'CT47A11', 'TMEM252', 'OR10A5', 'MAGEB10', 'OR8S1', 'PSG7', 'SUN3', 'SPRR1B', 'PRAMEF8', 'CELA2B', 'PLA2G2F', 'CRYAA', 'KLHL40', 'OR2AG1', 'MC2R', 'USP26', 'HIST1H4F', 'DMBT1P1', 'OR8G5', 'OR10K1', 'NPPC', 'PSAPL1', 'SNORD89', 'SLC5A7', 'C1ORF87', 'ALOX12B', 'TUSC7', 'HBBP1', 'LOC391003', 'C15ORF43', 'SFTA3', 'CAPZA3', 'XAGE5', 'LOC391343', 'LINC00636', 'TBC1D28', 'KRT39', 'C20ORF173', 'C22ORF42', 'BMP10', 'SNORA34', 'IFITM5', 'SNORA70B', 'OR4S1', 'PIWIL3', 'C4ORF51', 'TAS2R60', 'CCKBR', 'OR5B2', 'CASC8', 'IQCF2', 'ARR3', 'KRTAP19-1', 'PROKR1', 'FMR1NB', 'NXF2B', 'ARHGAP36', 'P2RX3', 'TTTY15', 'OPN1MW', 'PPBPP1', 'CHODL-AS1', 'PF4', 'KHDC1L', 'LYZL6', 'TEX33', 'OR1B1', 'HBD', 'FAM153C', 'TKTL2', 'ANKRD18DP', 'MYBPHL', 'AKAP14', 'EDDM3A', 'SYT10', 'ACOT12', 'GAGE1', 'C11ORF94', 'CSH2', 'SERPINB4', 'BRDTP1', 'LGI3', 'PRB1', 'SNORA54', 'PRAP1', 'SNORA51', 'OR10S1', 'SFTPC', 'OTP', 'IGF2BP2-AS1', 'SPACA7', 'KCNQ1DN', 'DMRT1', 'YWHAEP7', 'CYP3A4', 'PRSS1', 'ZAR1L', 'C17ORF64', 'GAGE2D', 'FBP2', 'IFNA13', 'KRTAP19-3', 'SLC13A1', 'LHX9', 'CYP2W1', 'LINC00469', 'LOC646813', 'FOXE1', 'C9ORF135', 'OR4K2', 'OTOL1', 'HPD', 'OLIG1', 'PLET1', 'LCNL1', 'CRLF2', 'NEU2', 'GABRG3', 'FCAMR', 'CCDC166', 'SVOP', 'FERD3L', 'FDCSP', 'HAND1', 'NPHS2', 'GH1', 'FAM71C', 'C3ORF49', 'USP17L6P', 'XKR7', 'LINC01101', 'FAM27L', 'VRTN', 'SATB2-AS1', 'SCARNA20', 'CNTNAP5', 'ZFAT-AS1', 'ACSM2A', 'OLAH', 'PTF1A', 'C17ORF78', 'PRDM14', 'HOXC12', 'DNAJC5G', 'LCE1D', 'FMO6P', 'PISRT1', 'TMEM207', 'LINC00696', 'GDNF', 'OR13H1', 'CRNN', 'OR51I2', 'AVPR1B', 'CLDN22', 'SPANXN1', 'ZNF479', 'OR5H6', 'LPO', 'FGA', 'OR6M1', 'PRKAG3', 'OR4D6', 'OR7E24', 'CELA2A', 'IL26', 'HFE2', 'UCMA', 'SCGB1A1', 'OR1L1', 'PWRN2', 'SCN1A', 'MYBPC2', 'FTMT', 'BARHL2', 'OPRD1', 'GYS2', 'IVL', 'OR1K1', 'DEFB110', 'ADAM18', 'EPS8L3', 'CCKAR', 'LOC285627', 'HBZ', 'SLC1A6', 'KRTAP21-1', 'CER1', 'SBSN', 'GABRA6', 'LOC729609', 'PRG1', 'SERPINI2', 'CPLX3', 'FAM27B', 'LMNTD1', 'TFF2', 'CT45A1', 'OR4C12', 'OR4D2', 'SCARNA11', 'POM121L2', 'OR56B1', 'NKX2-1', 'CLCA4', 'HBG2', 'LINC00488', 'SNORA59B', 'OR8D4', 'CYP7A1', 'FOXN3-AS2', 'GBX2', 'GAGE2B', 'LINC00608', 'CGB8', 'OR2M4', 'OR52A4P', 'DRGX', 'HTR3E', 'SNORA38B', 'ANP32D', 'LYZL1', 'CCL24', 'HTR5A', 'SLITRK3', 'YIPF7', 'TSPY1', 'SLC25A31', 'RAX', 'ALLC', 'SYCN', 'SNORA44', 'TARM1', 'HMHB1', 'SLC35G3', 'TMEM88B', 'OR6C74', 'ALX4', 'SPACA3', 'LINC00923', 'A1CF', 'OR6F1', 'CD200R1L', 'SLC51B', 'TSPY2', 'FRMPD2B', 'OR9A2', 'KRT13', 'SNORD94', 'TSKS', 'OR8J3', 'NPBWR2', 'ARL5C', 'OR2T29', 'DYDC1', 'GDPD2', 'ARID3C', 'LINC00602', 'NKX2-6', 'LINC00934', 'OR11H4', 'GOLGA8EP', 'OR13C3', 'PLG', 'TRHR', 'LINC00895', 'MAP3K15', 'MAGEA9B', 'ITLN2', 'POU6F2', 'SRY', 'RAX2', 'OR1N1', 'LINC00575', 'SSX5', 'SNORA37', 'TPTE2', 'CNTN5', 'TCERG1L', 'DPPA2', 'NTS', 'ADGRG4', 'ZIM3', 'BMP15', 'ZCCHC13', 'POTED', 'MUSK', 'SNORA71A', 'KIR3DL3', 'LINC00304', 'KCNK4', 'GRIN2B', 'APOC3', 'IQCF3', 'C2ORF83', 'MYH1', 'C18ORF42', 'TRPM1', 'GPR22', 'IL36RN', 'ALPPL2', 'GAGE2C', 'GAGE12F', 'KCNMB2', 'SNORD116-19', 'TPD52L3', 'OR2L8', 'C20ORF166-AS1', 'NLRP8', 'SNORA74A', 'SNORA76C', 'OR2A14', 'OR4F15', 'CFHR4', 'OR2AT4', 'OR11H6', 'SPANXN3', 'CPLX4', 'SOX3', 'FAM170B', 'DAOA', 'CYP2C18', 'LINC01312', 'CSN3', 'EDDM3B', 'GUCA2B', 'ITIH1', 'USH1C', 'F13B', 'ZNF705A', 'FFAR1', 'GPR52', 'SYCP1', 'ARSF', 'EPPIN', 'DNMT3L', 'PRAMEF14', 'MUC2', 'MTVR2', 'LRRC30', 'SPATA31C1', 'MAGEA1', 'ADAM29', 'TRIM48', 'OR52N5', 'CXADRP2', 'BPIFB3', 'DUSP21', 'OR2T10', 'FAM205A', 'SLC32A1', 'DMP1', 'FOXD4L3', 'PPIAL4E', 'MMP23A', 'PSKH2', 'BTN1A1', 'OR5C1', 'C6ORF10', 'ACER1', 'NKAIN3', 'AATK-AS1', 'SPINK1', 'IFNA14', 'MORC1', 'TRIM75P', 'LOC647859', 'TTTY2', 'TMIGD1', 'SPOCK3', 'CHRNB3', 'BET1P1', 'GCSAML-AS1', 'CSNK1A1P1', 'OR2A2', 'SCARNA8', 'FAM19A4', 'ADGRG7', 'KRTAP4-3', 'OR9G4', 'TMEM72', 'CRYGC', 'PAGE5', 'ODAM', 'OR1S2', 'KRTAP1-5', 'REC114', 'KRTAP1-1', 'TREML4', 'IQCF6', 'TMEM14E', 'KRTAP12-2', 'PPY2P', 'ZFY', 'TSPAN19', 'IQCJ', 'KRT83', 'RFX6', 'PLA2G12B', 'DMRTC1', 'SNORD115-26', 'OR6C4', 'COL6A4P1', 'DCT', 'VWC2L', 'SH2D7', 'HCRTR1', 'NUTM1', 'OR52A5', 'KRT3', 'TPTE', 'REG4', 'AADACL3', 'OR2G6', 'CT47A1', 'CLEC4G', 'OR6S1', 'SNORA16B', 'CGB5', 'BTF3P11', 'SPATA3', 'MAGEA5', 'LINC01020', 'SPDYC', 'KLRC4', 'S100G', 'KRTAP11-1', 'RAPGEF4-AS1', 'LOC400736', 'NF1P2', 'NXPE1', 'KRT85', 'FRMPD4', 'TSGA13', 'RPE65', 'TRPV5', 'LOC100129935', 'ANKRD34C', 'EPB42', 'CA6', 'OR2F1', 'APCS', 'CHIAP2', 'FOXG1', 'KCNJ16', 'ASB15', 'IHH', 'AKR1D1', 'OACYLP', 'GNAS-AS1', 'KRT74', 'KRTAP3-2', 'LOC400940', 'SDR16C6P', 'B3GNT6', 'IFNL1', 'PCGEM1', 'MAGEA12', 'POTEH', 'COX7B2', 'TCP10L2', 'CPA2', 'LINC00303', 'C2ORF27B', 'MAGEB3', 'PCP4', 'DEFB126', 'GFI1B', 'CTRB1', 'C1ORF146', 'UGT1A4', 'CNGA2', 'SLC22A10', 'DISC2', 'SPANXA2', 'INSM2', 'MTNR1B', 'LY6G6D', 'C15ORF32', 'TSPEAR-AS2', 'PRR32', 'TMPRSS11F', 'PRSS48', 'FAM24A', 'GABRR3', 'OR2A12', 'GML', 'TMEM132D', 'LINC00113', 'RNASE8', 'HIST2H2AB', 'ZSCAN10', 'LINC01591', 'NKX6-2', 'ABRA', 'GLTPD2', 'SNORA72', 'OR6B1', 'WFDC8', 'FBXW12', 'LINC00691', 'MOS', 'LOC284661', 'TRIM55', 'LINC01142', 'OR4A16', 'RBM46', 'TLX3', 'HYPM', 'TAAR9', 'OR4D10', 'CNTNAP4', 'CABS1', 'PRAMEF16', 'VWA5B1', 'CRYGB', 'SNORA2B', 'LINC00452', 'GCG', 'SNORA27', 'CFC1B', 'SCGB3A2', 'PRAMEF5', 'FAM170A', 'OR51T1', 'CGB2', 'GSC2', 'HIST1H3A', 'CCK', 'LRRTM1', 'AGXT2', 'ADRB3', 'AIRE', 'GSTA5', 'OR4D5', 'OR10AD1', 'DUXA', 'MCF2', 'KRTAP12-1', 'MS4A10', 'RPL3L', 'LOC643923', 'AADAC', 'DEFB123', 'OR5B17', 'SERPINB3', 'ANKRD20A20P', 'SNCB', 'MYF5', 'HMSD', 'MT1B', 'CST9L', 'EPGN', 'ZG16', 'SNORD15B', 'TRIM15', 'RHAG', 'GABRB1', 'CLRN1', 'TBC1D3P2', 'ART1', 'OR4D1', 'PRLHR', 'KRTAP10-11', 'GRK1', 'HYMAI', 'MYADML', 'BANF2', 'USP50', 'B3GALT1', 'NPSR1-AS1', 'HRK', 'INS-IGF2', 'NHLH2', 'PABPC1L2A', 'SLC5A2', 'FAM47C', 'TRIM49', 'OR5T2', 'CEACAM22P', 'AQP2', 'MMD2', 'APOA5', 'PACRG-AS1', 'UTS2R', 'PRSS57', 'LINC00523', 'SPINK14', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5366759284640548
		RMSE:  0.28216244755564185
		NRMSE:  0.17771997351836757
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.30240520386774006
		RMSE:  0.3149325402631455
		NRMSE:  0.20120656537940065
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.0842927056529414e-15
		NRMSE:  6.829415912859905e-16
		MAPE:  4.083862542380664e-12
		Pearson Correlation:  0.08590017559171995
		Spearman Correlation:  0.07319043878352599
		Coefficient of Determination:  -2.649433044947394
		RMSE:  0.5271778747069713
		NRMSE:  0.3368075252724673
		MAPE:  729.3829073263349

	Predictor:  ElasticNet
		Pearson Correlation:  0.7140832722108549
		Spearman Correlation:  0.7089699537890792
		Coefficient of Determination:  0.44648577873214834
		RMSE:  0.1693450324126174
		NRMSE:  0.1066619422129254
		MAPE:  513.9826410885407
		Pearson Correlation:  0.32583141147677164
		Spearman Correlation:  0.23519245875883743
		Coefficient of Determination:  0.09837561675263384
		RMSE:  0.2620337902762825
		NRMSE:  0.1674101981039614
		MAPE:  259.01784849067656

	Predictor:  RandomForests
		Pearson Correlation:  0.5516661647708384
		Spearman Correlation:  0.5693334738160837
		Coefficient of Determination:  0.27298838263446545
		RMSE:  0.19407908907482221
		NRMSE:  0.12224068393808715
		MAPE:  514.8189533782679
		Pearson Correlation:  0.3447849592704686
		Spearman Correlation:  0.32486439980548387
		Coefficient of Determination:  0.11531453622095
		RMSE:  0.25956069034263785
		NRMSE:  0.16583016466863307
		MAPE:  250.98184207749222

Protein:  ERBB2
x_train_column_count:  701
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'OR2W1', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'OR8K3', 'MS4A5', 'CTSL3P', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'DEFB127', 'FGF22', 'MRGPRG-AS1', 'SMCP', 'OR52A1', 'MROH5', 'FAM150A', 'REXO1L6P', 'SNORA36A', 'HNF1B', 'FAM92A1P2', 'LHX3', 'CHAT', 'OR7G3', 'CTXN3', 'HES3', 'CT47A2', 'SLC18A3', 'TBC1D21', 'OR8I2', 'AMBN', 'SNAR-I', 'SNAR-E', 'DEFB113', 'FAM41AY1', 'C11ORF40', 'SNORA58', 'OR51A2', 'FLG2', 'BSX', 'TMPRSS11B', 'GJA10', 'NR0B1', 'CSN2', 'DEFB119', 'SMR3B', 'GJA8', 'HHLA1', 'SNORD8', 'TAAR8', 'GUCA1C', 'BARHL1', 'SNAR-A13', 'LINC01548', 'LCE1F', 'ATP4B', 'SPRR2G', 'GSX2', 'C17ORF102', 'TTTY21', 'LELP1', 'LRTM1', 'LCE2A', 'SNORA5B', 'CT47B1', 'GYPA', 'TYR', 'SLC28A2', 'KRTAP4-11', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CCDC38', 'CPN1', 'FGF6', 'CLC', 'CEACAM20', 'PROL1', 'ESX1', 'FXYD4', 'OR8U1', 'ASB18', 'FAM224B', 'PSMB11', 'IL37', 'ZNF536', 'SPANXN4', 'TMEM247', 'CA5A', 'GNAT3', 'ZNRF4', 'OR2B3', 'ZNF804B', 'OR2T12', 'LINC00326', 'ANXA8L1', 'OR13C9', 'OR7C2', 'FNDC7', 'OR7G1', 'OR6C76', 'GLRA4', 'ST8SIA3', 'OR7G2', 'OR5K3', 'C12ORF40', 'CT47A7', 'CT47A6', 'PAQR9', 'KRTAP6-2', 'OR4M2', 'LINC00671', 'H1FOO', 'OR8H1', 'OR2AE1', 'PGM5-AS1', 'CD300LD', 'MAGEA10', 'HAO2', 'APOA2', 'SPIC', 'TSPYL6', 'OR2M2', 'OR8A1', 'SNORA55', 'AHSP', 'DPRX', 'KRT78', 'DEFB128', 'SCP2D1', 'OLIG2', 'OR6T1', 'SNORD115-7', 'EIF1AY', 'FGF4', 'SLC6A19', 'OR4S2', 'LOC440040', 'TEX36-AS1', 'PLCZ1', 'CST13P', 'LINC00314', 'ZPBP', 'CDKL4', 'KRTAP1-3', 'HYALP1', 'LYPD8', 'PSG8', 'HTR3B', 'IFNA21', 'OR2C3', 'CD5L', 'PSG1', 'OR4B1', 'KRTDAP', 'OR10G4', 'GNAT1', 'OC90', 'OR4A47', 'RSPH6A', 'TMEM196', 'CCL15-CCL14', 'SEC14L3', 'IL13', 'GOT1L1', 'PLSCR5', 'CFHR2', 'OR6C2', 'SPRR4', 'HBM', 'SOST', 'FAM25BP', 'OR52H1', 'DDI1', 'SSX6', 'SCARNA22', 'ASB11', 'SCARNA4', 'TEX13B', 'KRTAP19-5', 'SNORA24', 'KRT2', 'OR8B8', 'ASB10', 'C1ORF105', 'GPR50', 'LILRP2', 'SNORA28', 'TAGLN3', 'SNORA22', 'GJD2', 'VSTM2B', 'LRRC7', 'ARG1', 'TFAMP1', 'SLCO1A2', 'FAM71A', 'GABRA1', 'SPAM1', 'NMS', 'OR1M1', 'CABP5', 'NCOR1P1', 'CIB4', 'OR4D11', 'TMEM179', 'OR2L2', 'OLIG3', 'URAD', 'H1FNT', 'IGFL4', 'LGALS14', 'HIST1H4G', 'SPATA31A3', 'GLYCAM1', 'SNORA20', 'IFNA16', 'OR11L1', 'DAZL', 'CLCA1', 'OR2T34', 'SCARNA14', 'DEFB109P1', 'OR5AN1', 'RAB9BP1', 'TXLNGY', 'BTNL3', 'F9', 'FAM183CP', 'LINC00111', 'KCNU1', 'LOC727924', 'CXORF51A', 'OR2M3', 'OR10T2', 'OR1S1', 'SOX1', 'SNORD15A', 'HBG1', 'OR10V1', 'FGF23', 'MS4A6E', 'WFDC5', 'GPR151', 'PRM3', 'SCGB1C1', 'CLEC6A', 'PRSS3P2', 'ASAP1-IT1', 'PPY', 'DNAJB8', 'CT47A11', 'TMEM252', 'OR10A5', 'MAGEB10', 'OR8S1', 'PSG7', 'SUN3', 'SPRR1B', 'PRAMEF8', 'CELA2B', 'PLA2G2F', 'CRYAA', 'KLHL40', 'OR2AG1', 'MC2R', 'USP26', 'HIST1H4F', 'DMBT1P1', 'OR8G5', 'OR10K1', 'NPPC', 'PSAPL1', 'SNORD89', 'SLC5A7', 'C1ORF87', 'ALOX12B', 'TUSC7', 'HBBP1', 'LOC391003', 'C15ORF43', 'SFTA3', 'CAPZA3', 'XAGE5', 'LOC391343', 'LINC00636', 'TBC1D28', 'KRT39', 'C20ORF173', 'C22ORF42', 'BMP10', 'SNORA34', 'IFITM5', 'SNORA70B', 'OR4S1', 'PIWIL3', 'C4ORF51', 'TAS2R60', 'CCKBR', 'OR5B2', 'CASC8', 'IQCF2', 'ARR3', 'KRTAP19-1', 'PROKR1', 'FMR1NB', 'NXF2B', 'ARHGAP36', 'P2RX3', 'TTTY15', 'OPN1MW', 'PPBPP1', 'CHODL-AS1', 'PF4', 'KHDC1L', 'LYZL6', 'TEX33', 'OR1B1', 'HBD', 'FAM153C', 'TKTL2', 'ANKRD18DP', 'MYBPHL', 'AKAP14', 'EDDM3A', 'SYT10', 'ACOT12', 'GAGE1', 'C11ORF94', 'CSH2', 'SERPINB4', 'BRDTP1', 'LGI3', 'PRB1', 'SNORA54', 'PRAP1', 'SNORA51', 'OR10S1', 'SFTPC', 'OTP', 'IGF2BP2-AS1', 'SPACA7', 'KCNQ1DN', 'DMRT1', 'YWHAEP7', 'CYP3A4', 'PRSS1', 'ZAR1L', 'C17ORF64', 'GAGE2D', 'FBP2', 'IFNA13', 'KRTAP19-3', 'SLC13A1', 'LHX9', 'CYP2W1', 'LINC00469', 'LOC646813', 'FOXE1', 'C9ORF135', 'OR4K2', 'OTOL1', 'HPD', 'OLIG1', 'PLET1', 'LCNL1', 'CRLF2', 'NEU2', 'GABRG3', 'FCAMR', 'CCDC166', 'SVOP', 'FERD3L', 'FDCSP', 'HAND1', 'NPHS2', 'GH1', 'FAM71C', 'C3ORF49', 'USP17L6P', 'XKR7', 'LINC01101', 'FAM27L', 'VRTN', 'SATB2-AS1', 'SCARNA20', 'CNTNAP5', 'ZFAT-AS1', 'ACSM2A', 'OLAH', 'PTF1A', 'C17ORF78', 'PRDM14', 'HOXC12', 'DNAJC5G', 'LCE1D', 'FMO6P', 'PISRT1', 'TMEM207', 'LINC00696', 'GDNF', 'OR13H1', 'CRNN', 'OR51I2', 'AVPR1B', 'CLDN22', 'SPANXN1', 'ZNF479', 'OR5H6', 'LPO', 'FGA', 'OR6M1', 'PRKAG3', 'OR4D6', 'OR7E24', 'CELA2A', 'IL26', 'HFE2', 'UCMA', 'SCGB1A1', 'OR1L1', 'PWRN2', 'SCN1A', 'MYBPC2', 'FTMT', 'BARHL2', 'OPRD1', 'GYS2', 'IVL', 'OR1K1', 'DEFB110', 'ADAM18', 'EPS8L3', 'CCKAR', 'LOC285627', 'HBZ', 'SLC1A6', 'KRTAP21-1', 'CER1', 'SBSN', 'GABRA6', 'LOC729609', 'PRG1', 'SERPINI2', 'CPLX3', 'FAM27B', 'LMNTD1', 'TFF2', 'CT45A1', 'OR4C12', 'OR4D2', 'SCARNA11', 'POM121L2', 'OR56B1', 'NKX2-1', 'CLCA4', 'HBG2', 'LINC00488', 'SNORA59B', 'OR8D4', 'CYP7A1', 'FOXN3-AS2', 'GBX2', 'GAGE2B', 'LINC00608', 'CGB8', 'OR2M4', 'OR52A4P', 'DRGX', 'HTR3E', 'SNORA38B', 'ANP32D', 'LYZL1', 'CCL24', 'HTR5A', 'SLITRK3', 'YIPF7', 'TSPY1', 'SLC25A31', 'RAX', 'ALLC', 'SYCN', 'SNORA44', 'TARM1', 'HMHB1', 'SLC35G3', 'TMEM88B', 'OR6C74', 'ALX4', 'SPACA3', 'LINC00923', 'A1CF', 'OR6F1', 'CD200R1L', 'SLC51B', 'TSPY2', 'FRMPD2B', 'OR9A2', 'KRT13', 'SNORD94', 'TSKS', 'OR8J3', 'NPBWR2', 'ARL5C', 'OR2T29', 'DYDC1', 'GDPD2', 'ARID3C', 'LINC00602', 'NKX2-6', 'LINC00934', 'OR11H4', 'GOLGA8EP', 'OR13C3', 'PLG', 'TRHR', 'LINC00895', 'MAP3K15', 'MAGEA9B', 'ITLN2', 'POU6F2', 'SRY', 'RAX2', 'OR1N1', 'LINC00575', 'SSX5', 'SNORA37', 'TPTE2', 'CNTN5', 'TCERG1L', 'DPPA2', 'NTS', 'ADGRG4', 'ZIM3', 'BMP15', 'ZCCHC13', 'POTED', 'MUSK', 'SNORA71A', 'KIR3DL3', 'LINC00304', 'KCNK4', 'GRIN2B', 'APOC3', 'IQCF3', 'C2ORF83', 'MYH1', 'C18ORF42', 'TRPM1', 'GPR22', 'IL36RN', 'ALPPL2', 'GAGE2C', 'GAGE12F', 'KCNMB2', 'SNORD116-19', 'TPD52L3', 'OR2L8', 'C20ORF166-AS1', 'NLRP8', 'SNORA74A', 'SNORA76C', 'OR2A14', 'OR4F15', 'CFHR4', 'OR2AT4', 'OR11H6', 'SPANXN3', 'CPLX4', 'SOX3', 'FAM170B', 'DAOA', 'CYP2C18', 'LINC01312', 'CSN3', 'EDDM3B', 'GUCA2B', 'ITIH1', 'USH1C', 'F13B', 'ZNF705A', 'FFAR1', 'GPR52', 'SYCP1', 'ARSF', 'EPPIN', 'DNMT3L', 'PRAMEF14', 'MUC2', 'MTVR2', 'LRRC30', 'SPATA31C1', 'MAGEA1', 'ADAM29', 'TRIM48', 'OR52N5', 'CXADRP2', 'BPIFB3', 'DUSP21', 'OR2T10', 'FAM205A', 'SLC32A1', 'DMP1', 'FOXD4L3', 'PPIAL4E', 'MMP23A', 'PSKH2', 'BTN1A1', 'OR5C1', 'C6ORF10', 'ACER1', 'NKAIN3', 'AATK-AS1', 'SPINK1', 'IFNA14', 'MORC1', 'TRIM75P', 'LOC647859', 'TTTY2', 'TMIGD1', 'SPOCK3', 'CHRNB3', 'BET1P1', 'GCSAML-AS1', 'CSNK1A1P1', 'OR2A2', 'SCARNA8', 'FAM19A4', 'ADGRG7', 'KRTAP4-3', 'OR9G4', 'TMEM72', 'CRYGC', 'PAGE5', 'ODAM', 'OR1S2', 'KRTAP1-5', 'REC114', 'KRTAP1-1', 'TREML4', 'IQCF6', 'TMEM14E', 'KRTAP12-2', 'PPY2P', 'ZFY', 'TSPAN19', 'IQCJ', 'KRT83', 'RFX6', 'PLA2G12B', 'DMRTC1', 'SNORD115-26', 'OR6C4', 'COL6A4P1', 'DCT', 'VWC2L', 'SH2D7', 'HCRTR1', 'NUTM1', 'OR52A5', 'KRT3', 'TPTE', 'REG4', 'AADACL3', 'OR2G6', 'CT47A1', 'CLEC4G', 'OR6S1', 'SNORA16B', 'CGB5', 'BTF3P11', 'SPATA3', 'MAGEA5', 'LINC01020', 'SPDYC', 'KLRC4', 'S100G', 'KRTAP11-1', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10085609607150081
		RMSE:  1.0785113826338413
		NRMSE:  0.1837421644434709
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05671362529003088
		RMSE:  0.8919867459254164
		NRMSE:  0.19736403273048267
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959455
		RMSE:  0.875951357919715
		NRMSE:  0.1938159880340115
		MAPE:  565.705361200264

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  5.599338519626898e-15
		NRMSE:  9.539394721411483e-16
		MAPE:  1.0034505352767168e-11
		Pearson Correlation:  0.28726637065988325
		Spearman Correlation:  0.18466315041334683
		Coefficient of Determination:  -7.288055140344014
		RMSE:  2.4980783958014494
		NRMSE:  0.5527333545306892
		MAPE:  2968.3158677911365

	Predictor:  ElasticNet
		Pearson Correlation:  0.9377044093620469
		Spearman Correlation:  0.8705496947065261
		Coefficient of Determination:  0.8665938654663805
		RMSE:  0.3754458925824246
		NRMSE:  0.06396338698441566
		MAPE:  381.1472795735649
		Pearson Correlation:  0.7161786936726399
		Spearman Correlation:  0.5614459033155027
		Coefficient of Determination:  0.512352250596211
		RMSE:  0.6059445165168549
		NRMSE:  0.13407335247634802
		MAPE:  286.9491581206602

	Predictor:  RandomForests
		Pearson Correlation:  0.8485803747583326
		Spearman Correlation:  0.6648252772453114
		Coefficient of Determination:  0.7165601763337733
		RMSE:  0.5472551934814445
		NRMSE:  0.09323392907328219
		MAPE:  541.4799700994992
		Pearson Correlation:  0.7888975125440271
		Spearman Correlation:  0.6103510590429463
		Coefficient of Determination:  0.6089427981744895
		RMSE:  0.5426251161229562
		NRMSE:  0.12006308576677867
		MAPE:  283.6435280163146

Protein:  ERBB3
x_train_column_count:  249
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'OR2W1', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'OR8K3', 'MS4A5', 'CTSL3P', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'DEFB127', 'FGF22', 'MRGPRG-AS1', 'SMCP', 'OR52A1', 'MROH5', 'FAM150A', 'REXO1L6P', 'SNORA36A', 'HNF1B', 'FAM92A1P2', 'LHX3', 'CHAT', 'OR7G3', 'CTXN3', 'HES3', 'CT47A2', 'SLC18A3', 'TBC1D21', 'OR8I2', 'AMBN', 'SNAR-I', 'SNAR-E', 'DEFB113', 'FAM41AY1', 'C11ORF40', 'SNORA58', 'OR51A2', 'FLG2', 'BSX', 'TMPRSS11B', 'GJA10', 'NR0B1', 'CSN2', 'DEFB119', 'SMR3B', 'GJA8', 'HHLA1', 'SNORD8', 'TAAR8', 'GUCA1C', 'BARHL1', 'SNAR-A13', 'LINC01548', 'LCE1F', 'ATP4B', 'SPRR2G', 'GSX2', 'C17ORF102', 'TTTY21', 'LELP1', 'LRTM1', 'LCE2A', 'SNORA5B', 'CT47B1', 'GYPA', 'TYR', 'SLC28A2', 'KRTAP4-11', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CCDC38', 'CPN1', 'FGF6', 'CLC', 'CEACAM20', 'PROL1', 'ESX1', 'FXYD4', 'OR8U1', 'ASB18', 'FAM224B', 'PSMB11', 'IL37', 'ZNF536', 'SPANXN4', 'TMEM247', 'CA5A', 'GNAT3', 'ZNRF4', 'OR2B3', 'ZNF804B', 'OR2T12', 'LINC00326', 'ANXA8L1', 'OR13C9', 'OR7C2', 'FNDC7', 'OR7G1', 'OR6C76', 'GLRA4', 'ST8SIA3', 'OR7G2', 'OR5K3', 'C12ORF40', 'CT47A7', 'CT47A6', 'PAQR9', 'KRTAP6-2', 'OR4M2', 'LINC00671', 'H1FOO', 'OR8H1', 'OR2AE1', 'PGM5-AS1', 'CD300LD', 'MAGEA10', 'HAO2', 'APOA2', 'SPIC', 'TSPYL6', 'OR2M2', 'OR8A1', 'SNORA55', 'AHSP', 'DPRX', 'KRT78', 'DEFB128', 'SCP2D1', 'OLIG2', 'OR6T1', 'SNORD115-7', 'EIF1AY', 'FGF4', 'SLC6A19', 'OR4S2', 'LOC440040', 'TEX36-AS1', 'PLCZ1', 'CST13P', 'LINC00314', 'ZPBP', 'CDKL4', 'KRTAP1-3', 'HYALP1', 'LYPD8', 'PSG8', 'HTR3B', 'IFNA21', 'OR2C3', 'CD5L', 'PSG1', 'OR4B1', 'KRTDAP', 'OR10G4', 'GNAT1', 'OC90', 'OR4A47', 'RSPH6A', 'TMEM196', 'CCL15-CCL14', 'SEC14L3', 'IL13', 'GOT1L1', 'PLSCR5', 'CFHR2', 'OR6C2', 'SPRR4', 'HBM', 'SOST', 'FAM25BP', 'OR52H1', 'DDI1', 'SSX6', 'SCARNA22', 'ASB11', 'SCARNA4', 'TEX13B', 'KRTAP19-5', 'SNORA24', 'KRT2', 'OR8B8', 'ASB10', 'C1ORF105', 'GPR50', 'LILRP2', 'SNORA28', 'TAGLN3', 'SNORA22', 'GJD2', 'VSTM2B', 'LRRC7', 'ARG1', 'TFAMP1', 'SLCO1A2', 'FAM71A', 'GABRA1', 'SPAM1', 'NMS', 'OR1M1', 'CABP5', 'NCOR1P1', 'CIB4', 'OR4D11', 'TMEM179', 'OR2L2', 'OLIG3', 'URAD', 'H1FNT', 'IGFL4', 'LGALS14', 'HIST1H4G', 'SPATA31A3', 'GLYCAM1', 'SNORA20', 'IFNA16', 'OR11L1', 'DAZL', 'CLCA1', 'OR2T34', 'SCARNA14', 'DEFB109P1', 'OR5AN1', 'RAB9BP1', 'TXLNGY', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.24617901957450639
		RMSE:  0.5234556686317032
		NRMSE:  0.14126566093685908
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10551624527684367
		RMSE:  0.43841640970600765
		NRMSE:  0.21211918179733683
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  LinearRegression
		Pearson Correlation:  0.7297797616634306
		Spearman Correlation:  0.6944094977057772
		Coefficient of Determination:  0.5325655639676676
		RMSE:  0.3205900516893861
		NRMSE:  0.0865180534964218
		MAPE:  177.66354056873064
		Pearson Correlation:  0.05951002510718941
		Spearman Correlation:  0.214498933901919
		Coefficient of Determination:  -6.662696267072153
		RMSE:  1.1542371345885805
		NRMSE:  0.5584550011556678
		MAPE:  538.2889321696689

	Predictor:  ElasticNet
		Pearson Correlation:  0.602818491127124
		Spearman Correlation:  0.5787688530091013
		Coefficient of Determination:  0.34064797822780357
		RMSE:  0.3807574071268104
		NRMSE:  0.1027554958282783
		MAPE:  195.19126972655405
		Pearson Correlation:  0.4979338603748124
		Spearman Correlation:  0.5435903190812854
		Coefficient of Determination:  0.21072183150941115
		RMSE:  0.37044119965580724
		NRMSE:  0.17923070951588282
		MAPE:  193.6072962830104

	Predictor:  RandomForests
		Pearson Correlation:  0.5303702877096366
		Spearman Correlation:  0.5175725645346669
		Coefficient of Determination:  0.26179029274883236
		RMSE:  0.4028835780714043
		NRMSE:  0.10872671430922509
		MAPE:  257.828882651883
		Pearson Correlation:  0.4791482378587275
		Spearman Correlation:  0.5399809982412606
		Coefficient of Determination:  0.20483913647592789
		RMSE:  0.37181913409778977
		NRMSE:  0.17989739607216318
		MAPE:  227.00814447623196

Min-Max

In [143]:
scenario = Scenario.NMostVariableGenes_Mutations 
normalizeTechnique = NormalizeTechnique.MinMax
X, Y, Z = get_data(normalizeTechnique)
In [144]:
X.head()
Out[144]:
UBE2Q2P2 HMGB1P1 LOC155060 RNU12-2P SSX9 CXORF67 EFCAB8 SRP14P1 LOC391343 TRIM75P ... ZXDA ZXDB ZXDC ZYG11A ZYG11B ZYX ZZEF1 ZZZ3 TPTEP1 AKR1C6P
TCGA-A1-A0SF-01 0.266811 0.102965 0.232299 0.000000 0.0 0.00000 0.165596 0.256402 0.0 0.00000 ... 0.362558 0.154626 0.343226 0.136973 0.283236 0.203583 0.106969 0.050188 0.019658 0.021305
TCGA-A1-A0SH-01 0.074647 0.046655 0.060467 0.000000 0.0 0.00000 0.019946 0.108076 0.0 0.00000 ... 0.437102 0.171136 0.196632 0.028737 0.498917 0.208787 0.168174 0.119445 0.172767 0.000000
TCGA-A1-A0SJ-01 0.122769 0.097168 0.035285 0.088368 0.0 0.00000 0.020200 0.129369 0.0 0.29443 ... 0.415293 0.914898 0.215818 0.074090 0.379839 0.104565 0.110857 0.079787 0.016343 0.000000
TCGA-A1-A0SK-01 0.716855 1.000000 0.116251 0.076144 0.0 0.01449 0.000000 0.094313 0.0 0.00000 ... 0.334733 0.181185 0.763246 0.229344 0.511470 0.000000 0.246798 0.166438 0.018601 0.000000
TCGA-A1-A0SQ-01 0.025757 0.011574 0.044865 0.000000 0.0 0.00000 0.022276 0.153652 0.0 0.00000 ... 0.537294 0.183640 0.239462 0.036770 0.323545 0.099038 0.071604 0.075950 0.006561 0.000000

5 rows × 20440 columns

In [145]:
Y.head()
Out[145]:
RB1 CDH1 PTEN BRCA2 CDKN2A TP53 CTNNB1 CCNE1 CCND1 CDH2 CDH3 ERBB2 ERBB3
TCGA-A1-A0SF-01 0.017184 0.705680 0.197730 0.108550 0.17550 -0.472550 0.06978 -0.75401 -0.202360 -0.222000 -0.114060 0.25604 0.461410
TCGA-A1-A0SH-01 -0.081896 0.018364 0.699160 -0.282430 0.68156 -0.035545 -0.11192 -0.77956 -0.014111 0.072251 -0.031553 0.68354 0.033670
TCGA-A1-A0SJ-01 -0.106090 0.114310 -0.110550 0.108220 -0.00989 -0.431850 -0.85672 -0.29589 0.290760 -0.225320 0.128230 0.36458 0.430620
TCGA-A1-A0SK-01 -0.060244 -0.963820 -0.081596 0.309150 1.23630 0.898470 -0.85965 0.92670 0.045974 0.389790 -0.224090 -1.04130 -0.056604
TCGA-A1-A0SQ-01 0.376500 0.425490 0.657440 0.003187 -0.34580 -0.020122 0.39368 -1.02750 0.362490 0.292880 -0.144850 0.31196 0.649260
In [146]:
perform_kFoldCV(num_folds, scenario, normalizeTechnique, X, Y, Z)

Fold:  1

Protein:  RB1
x_train_column_count:  371
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017832262764705176
		RMSE:  0.22609122586734381
		NRMSE:  0.08562439911658541
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0064622508272080825
		RMSE:  0.2813710133086082
		NRMSE:  0.13900150344012696
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  LinearRegression
		Pearson Correlation:  0.8291847527807681
		Spearman Correlation:  0.7398971426020816
		Coefficient of Determination:  0.6875473542441033
		RMSE:  0.12526729672948506
		NRMSE:  0.047440748619384604
		MAPE:  557.634180761792
		Pearson Correlation:  0.09708844807007722
		Spearman Correlation:  0.1375963320651644
		Coefficient of Determination:  -1.0764692824495685
		RMSE:  0.4041507274120109
		NRMSE:  0.19965652490676003
		MAPE:  535.7719535848273

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  RandomForests
		Pearson Correlation:  0.5774352883015229
		Spearman Correlation:  0.4146223528222209
		Coefficient of Determination:  0.18356685781928717
		RMSE:  0.20249108863332196
		NRMSE:  0.07668664595088882
		MAPE:  212.2091029127584
		Pearson Correlation:  0.1920581277680577
		Spearman Correlation:  0.24579065457028587
		Coefficient of Determination:  -0.007074799676827004
		RMSE:  0.28145662370983715
		NRMSE:  0.13904379626319002
		MAPE:  128.882750583963

Protein:  CDH1
x_train_column_count:  836
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12177449909053428
		RMSE:  1.1951653206606205
		NRMSE:  0.20089175544360185
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11829904064371455
		RMSE:  1.227018913081223
		NRMSE:  0.19873326310796913
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  5.808626811048573e-15
		NRMSE:  9.763546654309874e-16
		MAPE:  5.551216105812379e-12
		Pearson Correlation:  0.45959078461174613
		Spearman Correlation:  0.49638084089357143
		Coefficient of Determination:  -0.5364449750269655
		RMSE:  1.4382380904323366
		NRMSE:  0.23294322996215489
		MAPE:  880.7712782891066

	Predictor:  ElasticNet
		Pearson Correlation:  0.701730462991032
		Spearman Correlation:  0.6768816041079725
		Coefficient of Determination:  0.40741128192441367
		RMSE:  0.8686641349965406
		NRMSE:  0.14601115005068505
		MAPE:  394.50896409196866
		Pearson Correlation:  0.69233585958734
		Spearman Correlation:  0.6268461613501123
		Coefficient of Determination:  0.40829240990582605
		RMSE:  0.8925362233327442
		NRMSE:  0.1445590073746792
		MAPE:  261.41020007804514

	Predictor:  RandomForests
		Pearson Correlation:  0.7538582144176262
		Spearman Correlation:  0.6992369925408993
		Coefficient of Determination:  0.5614276548294443
		RMSE:  0.7473014467100612
		NRMSE:  0.12561165964232113
		MAPE:  212.87414455774046
		Pearson Correlation:  0.758652351304768
		Spearman Correlation:  0.6760153594963559
		Coefficient of Determination:  0.5682524452778982
		RMSE:  0.7624076125549784
		NRMSE:  0.12348281762090285
		MAPE:  127.5955338384151

Protein:  CDH2
x_train_column_count:  474
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004084060130477685
		RMSE:  0.37195168053170635
		NRMSE:  0.13741024893390016
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006474841096328898
		RMSE:  0.3763274359057868
		NRMSE:  0.1942134674644098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  LinearRegression
		Pearson Correlation:  0.9599887121010388
		Spearman Correlation:  0.9401739905292915
		Coefficient of Determination:  0.9215783273614113
		RMSE:  0.10394881419051163
		NRMSE:  0.03840184943883956
		MAPE:  718.5408043523353
		Pearson Correlation:  0.04529660488879918
		Spearman Correlation:  0.08728904497122232
		Coefficient of Determination:  -6.176433696935291
		RMSE:  1.0048905408262174
		NRMSE:  0.518599649494874
		MAPE:  927.1113329354853

	Predictor:  ElasticNet
		Pearson Correlation:  0.14355741657293344
		Spearman Correlation:  0.14363782215177615
		Coefficient of Determination:  0.00021679678934838353
		RMSE:  0.37115422355717675
		NRMSE:  0.13711564410451066
		MAPE:  454.64306818332744
		Pearson Correlation:  0.045443603978313846
		Spearman Correlation:  0.09462003706955419
		Coefficient of Determination:  -0.00022059428765075495
		RMSE:  0.375156362190072
		NRMSE:  0.19360910470664808
		MAPE:  105.29410893649612

	Predictor:  RandomForests
		Pearson Correlation:  0.5655487494912812
		Spearman Correlation:  0.5312016864238138
		Coefficient of Determination:  0.17181386215244132
		RMSE:  0.33780452860181215
		NRMSE:  0.12479525378086578
		MAPE:  273.3107642405301
		Pearson Correlation:  0.09068431158886454
		Spearman Correlation:  0.19681982245634574
		Coefficient of Determination:  0.0075649601983969195
		RMSE:  0.37369343176106185
		NRMSE:  0.1928541217737843
		MAPE:  108.57572484937619

Protein:  CDH3
x_train_column_count:  75
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003025178489952651
		RMSE:  0.20883135309817671
		NRMSE:  0.14651130458142275
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.766266116724594e-05
		RMSE:  0.2045852237570374
		NRMSE:  0.1565890990172577
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  LinearRegression
		Pearson Correlation:  0.5513408664257738
		Spearman Correlation:  0.5483606636933942
		Coefficient of Determination:  0.30397675099112287
		RMSE:  0.17419749067667722
		NRMSE:  0.12221297824877732
		MAPE:  471.6926141872558
		Pearson Correlation:  0.40228668022566366
		Spearman Correlation:  0.475719442005658
		Coefficient of Determination:  0.11093099324031086
		RMSE:  0.19289877866864025
		NRMSE:  0.14764431858052388
		MAPE:  315.66907109210615

	Predictor:  ElasticNet
		Pearson Correlation:  0.34986218103665956
		Spearman Correlation:  0.35953079118664155
		Coefficient of Determination:  0.019243907857821818
		RMSE:  0.2067809511791429
		NRMSE:  0.14507278945609736
		MAPE:  113.85475272414556
		Pearson Correlation:  0.4326734355354927
		Spearman Correlation:  0.4386889083991806
		Coefficient of Determination:  0.026515269070147784
		RMSE:  0.20184886630375307
		NRMSE:  0.15449469679049763
		MAPE:  117.28528723993337

	Predictor:  RandomForests
		Pearson Correlation:  0.5040026786872635
		Spearman Correlation:  0.5313296241915906
		Coefficient of Determination:  0.22062795663433876
		RMSE:  0.18433272066051076
		NRMSE:  0.12932362396903993
		MAPE:  419.01385703014614
		Pearson Correlation:  0.41281900763225626
		Spearman Correlation:  0.4692078821578384
		Coefficient of Determination:  0.16189419358089985
		RMSE:  0.18728852408637184
		NRMSE:  0.14335024154914378
		MAPE:  305.96288100113867

Protein:  PTEN
x_train_column_count:  886
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.042477457330321045
		RMSE:  0.639641264822803
		NRMSE:  0.10001427016227082
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.028094267476815427
		RMSE:  0.5035947533045023
		NRMSE:  0.16597282753427667
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.458230587102
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389449
		RMSE:  0.49877990548911916
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809618

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  2.7337929735547737e-15
		NRMSE:  4.2745570691185576e-16
		MAPE:  3.0100620392203646e-12
		Pearson Correlation:  0.19462088772916947
		Spearman Correlation:  0.1874597600234124
		Coefficient of Determination:  -2.5363919807124287
		RMSE:  0.933995806915997
		NRMSE:  0.30782275621778293
		MAPE:  517.1279791344533

	Predictor:  ElasticNet
		Pearson Correlation:  0.48861440278026036
		Spearman Correlation:  0.46561663758629956
		Coefficient of Determination:  0.13535428934464078
		RMSE:  0.5825352802658917
		NRMSE:  0.09108518181000574
		MAPE:  460.45960514374104
		Pearson Correlation:  0.1982414794315036
		Spearman Correlation:  0.2583260169739538
		Coefficient of Determination:  0.036418984533811205
		RMSE:  0.4875384198725983
		NRMSE:  0.16068104273699765
		MAPE:  154.1500415087992

	Predictor:  RandomForests
		Pearson Correlation:  0.6079067266956076
		Spearman Correlation:  0.5506233025481305
		Coefficient of Determination:  0.3059348455984082
		RMSE:  0.5219191808099048
		NRMSE:  0.08160725210068093
		MAPE:  290.03366899787113
		Pearson Correlation:  0.2814536999286226
		Spearman Correlation:  0.31190942186630216
		Coefficient of Determination:  0.06135241981824835
		RMSE:  0.4811893541385281
		NRMSE:  0.15858854200070135
		MAPE:  174.46055958840165

Protein:  BRCA2
x_train_column_count:  363
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026562361008646285
		RMSE:  0.19787350383771835
		NRMSE:  0.12800221484333532
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00017758204834872338
		RMSE:  0.18475106890837595
		NRMSE:  0.18489898809885505
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  LinearRegression
		Pearson Correlation:  0.860476172698356
		Spearman Correlation:  0.8129275857136872
		Coefficient of Determination:  0.7404192437816104
		RMSE:  0.10068107896740573
		NRMSE:  0.0651294935941196
		MAPE:  273.2739876590816
		Pearson Correlation:  0.176776259589048
		Spearman Correlation:  0.13024842728576078
		Coefficient of Determination:  -2.560234331055414
		RMSE:  0.3485681437034204
		NRMSE:  0.34884722148060493
		MAPE:  461.1513877875395

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  RandomForests
		Pearson Correlation:  0.5177669672832886
		Spearman Correlation:  0.523125617010205
		Coefficient of Determination:  0.21322561467551449
		RMSE:  0.1752817581045173
		NRMSE:  0.1133878605465678
		MAPE:  178.40744518979125
		Pearson Correlation:  0.3556275559394979
		Spearman Correlation:  0.3442253734094031
		Coefficient of Determination:  0.11222295820798112
		RMSE:  0.17406055207067747
		NRMSE:  0.1741999120002777
		MAPE:  153.41840350818504

Protein:  CDKN2A
x_train_column_count:  614
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.062199248812668806
		RMSE:  0.6624014175436462
		NRMSE:  0.14974599695798488
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10057809021042674
		RMSE:  0.783524323220729
		NRMSE:  0.21159176970584093
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6427147371513342
		NRMSE:  0.145295521001771
		MAPE:  207.86247046219444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010510594090658465
		RMSE:  0.7507796405829533
		NRMSE:  0.20274902527219912
		MAPE:  439.74244050751946

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  4.694962575872795e-15
		NRMSE:  1.061368277579472e-15
		MAPE:  2.7291536175423892e-12
		Pearson Correlation:  0.23967218201743004
		Spearman Correlation:  0.20191200858452837
		Coefficient of Determination:  -4.165129880753286
		RMSE:  1.6973940476116238
		NRMSE:  0.45838348571742477
		MAPE:  846.938584018417

	Predictor:  ElasticNet
		Pearson Correlation:  0.4713552716389777
		Spearman Correlation:  0.3757547071245926
		Coefficient of Determination:  0.14645373520765137
		RMSE:  0.593788512291423
		NRMSE:  0.13423499769219463
		MAPE:  161.51629854590897
		Pearson Correlation:  0.524198966032349
		Spearman Correlation:  0.3668568920105356
		Coefficient of Determination:  0.1485641422389552
		RMSE:  0.6891567586727467
		NRMSE:  0.18610768530184899
		MAPE:  354.84723782670113

	Predictor:  RandomForests
		Pearson Correlation:  0.6541305386823169
		Spearman Correlation:  0.6132472433488344
		Coefficient of Determination:  0.4157310370569892
		RMSE:  0.4912750025092552
		NRMSE:  0.11106024697846843
		MAPE:  172.18973686908527
		Pearson Correlation:  0.6988379091845354
		Spearman Correlation:  0.6171332274090378
		Coefficient of Determination:  0.4469766852828647
		RMSE:  0.5554100987300212
		NRMSE:  0.1499892246097816
		MAPE:  278.5683736894839

Protein:  TP53
x_train_column_count:  1001
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05546789854165435
		RMSE:  0.4652085657713222
		NRMSE:  0.11180210665016156
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04275496084346875
		RMSE:  0.4295356456720749
		NRMSE:  0.1544592202783541
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.801555620106396e-15
		NRMSE:  4.3296217738678115e-16
		MAPE:  4.937717421388165e-12
		Pearson Correlation:  0.3362815777818592
		Spearman Correlation:  0.3841430104380061
		Coefficient of Determination:  -0.8641939835216788
		RMSE:  0.5743195882047223
		NRMSE:  0.20652291999162944
		MAPE:  1046.557763189288

	Predictor:  ElasticNet
		Pearson Correlation:  0.48748623297728966
		Spearman Correlation:  0.4727241462554703
		Coefficient of Determination:  0.18427853520959003
		RMSE:  0.4089744089058369
		NRMSE:  0.0982875291770817
		MAPE:  542.8871824260805
		Pearson Correlation:  0.529872273050651
		Spearman Correlation:  0.4707589503463077
		Coefficient of Determination:  0.22142890973382356
		RMSE:  0.3711566230859456
		NRMSE:  0.13346636811318122
		MAPE:  598.3212603557769

	Predictor:  RandomForests
		Pearson Correlation:  0.6530591557775642
		Spearman Correlation:  0.5980284463118771
		Coefficient of Determination:  0.36868372481543554
		RMSE:  0.35978966242126675
		NRMSE:  0.08646711425649287
		MAPE:  608.440839032735
		Pearson Correlation:  0.4919579374581136
		Spearman Correlation:  0.4747244171300362
		Coefficient of Determination:  0.24067670404353358
		RMSE:  0.3665400544434684
		NRMSE:  0.13180626935289597
		MAPE:  405.50694494350495

Protein:  CTNNB1
x_train_column_count:  994
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.41897644861846284
		RMSE:  0.8782004120680554
		NRMSE:  0.17699587078381512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5843844136424388
		RMSE:  0.9452480588674593
		NRMSE:  0.23451795238114906
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  3.145719623240271e-15
		NRMSE:  6.340003674628194e-16
		MAPE:  3.241293234738837e-12
		Pearson Correlation:  0.33609676394628685
		Spearman Correlation:  0.34401034045458984
		Coefficient of Determination:  -0.4733573049971116
		RMSE:  0.9115270348026838
		NRMSE:  0.22615169820936928
		MAPE:  514.6265203610645

	Predictor:  ElasticNet
		Pearson Correlation:  0.5654294979176141
		Spearman Correlation:  0.5629712624141356
		Coefficient of Determination:  0.21180897517766117
		RMSE:  0.6545182876090692
		NRMSE:  0.13191411967855154
		MAPE:  663.5293372265993
		Pearson Correlation:  0.49481112450054177
		Spearman Correlation:  0.4443810359964882
		Coefficient of Determination:  0.1663474798035286
		RMSE:  0.6856587888185416
		NRMSE:  0.17011333022838823
		MAPE:  322.0497289640768

	Predictor:  RandomForests
		Pearson Correlation:  0.6645895860474808
		Spearman Correlation:  0.6562140464878917
		Coefficient of Determination:  0.2710389057929081
		RMSE:  0.6294456229093188
		NRMSE:  0.1268608789143477
		MAPE:  567.1492765556733
		Pearson Correlation:  0.5007887164433864
		Spearman Correlation:  0.43379182518778664
		Coefficient of Determination:  0.15544485562653876
		RMSE:  0.6901277954450372
		NRMSE:  0.1712220997978061
		MAPE:  312.88766939114953

Protein:  CCNE1
x_train_column_count:  352
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.7135069779129597
		RMSE:  0.7967382438332794
		NRMSE:  0.19227700939577658
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.179220592822603
		RMSE:  0.7927883268238614
		NRMSE:  0.2823823069719898
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.48367116033059243
		NRMSE:  0.11672446372338549
		MAPE:  119.9663870203584
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008650225247206267
		RMSE:  0.5393577763958428
		NRMSE:  0.19211318838676503
		MAPE:  85.21064296831354

	Predictor:  LinearRegression
		Pearson Correlation:  0.9488554747092095
		Spearman Correlation:  0.8662073037883978
		Coefficient of Determination:  0.9003267118856395
		RMSE:  0.1527001927851586
		NRMSE:  0.03685116991702068
		MAPE:  38.91078000647225
		Pearson Correlation:  0.5967779897750507
		Spearman Correlation:  0.4439127889961956
		Coefficient of Determination:  0.19596121351712215
		RMSE:  0.4815541717124881
		NRMSE:  0.17152419295191026
		MAPE:  69.59802421358717

	Predictor:  ElasticNet
		Pearson Correlation:  0.6623779683605396
		Spearman Correlation:  0.6279286223937566
		Coefficient of Determination:  0.35571515467351267
		RMSE:  0.38823005255471854
		NRMSE:  0.09369164093798261
		MAPE:  85.42722264818178
		Pearson Correlation:  0.7227883876180188
		Spearman Correlation:  0.6077358306506683
		Coefficient of Determination:  0.379647552244454
		RMSE:  0.4229859089984207
		NRMSE:  0.1506628349059379
		MAPE:  61.47727280787769

	Predictor:  RandomForests
		Pearson Correlation:  0.8587570249665001
		Spearman Correlation:  0.7210004911564247
		Coefficient of Determination:  0.7303066641016753
		RMSE:  0.25118014120938864
		NRMSE:  0.060617356760718354
		MAPE:  54.17614982505702
		Pearson Correlation:  0.8407626682528961
		Spearman Correlation:  0.7067926632336369
		Coefficient of Determination:  0.7029651029759798
		RMSE:  0.29269168672349505
		NRMSE:  0.10425349482582191
		MAPE:  43.39863490086028

Protein:  CCND1
x_train_column_count:  859
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.46307157054532877
		RMSE:  0.2889602070536637
		NRMSE:  0.17371452011738692
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5143850316766378
		RMSE:  0.2891269997261264
		NRMSE:  0.20591917819933792
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.0157803986874209e-15
		NRMSE:  6.106578006080371e-16
		MAPE:  2.2191325250650887e-12
		Pearson Correlation:  0.3694520537617822
		Spearman Correlation:  0.3150082918739635
		Coefficient of Determination:  -1.6550809242786557
		RMSE:  0.3828330087675141
		NRMSE:  0.2726575471251738
		MAPE:  1973.041574199652

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  RandomForests
		Pearson Correlation:  0.5675328824948965
		Spearman Correlation:  0.5437008822002752
		Coefficient of Determination:  0.2610724039695447
		RMSE:  0.20535543292136632
		NRMSE:  0.12345374765324833
		MAPE:  321.4978117037175
		Pearson Correlation:  0.5056897104845651
		Spearman Correlation:  0.4937079309335676
		Coefficient of Determination:  0.22789258941074286
		RMSE:  0.20644737053815404
		NRMSE:  0.14703390870759075
		MAPE:  1019.4300238341643

Protein:  ERBB2
x_train_column_count:  665
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10512598969709641
		RMSE:  1.0713675802437574
		NRMSE:  0.18252510013182233
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.044647408489899565
		RMSE:  0.9270678870989714
		NRMSE:  0.17190207437399804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  8.895628068055658e-15
		NRMSE:  1.5155166478790499e-15
		MAPE:  1.7526618743709454e-11
		Pearson Correlation:  0.30684422743377504
		Spearman Correlation:  0.2314115696029656
		Coefficient of Determination:  -1.6996127496303184
		RMSE:  1.490312717093449
		NRMSE:  0.2763420576846744
		MAPE:  1125.548561423725

	Predictor:  ElasticNet
		Pearson Correlation:  0.7327786107107452
		Spearman Correlation:  0.6176455944423902
		Coefficient of Determination:  0.3693824640564538
		RMSE:  0.8093113401027654
		NRMSE:  0.13787950663624468
		MAPE:  880.835572511422
		Pearson Correlation:  0.6019547000889927
		Spearman Correlation:  0.5099404936103795
		Coefficient of Determination:  0.2833657473814748
		RMSE:  0.7678483460776233
		NRMSE:  0.14237870314808518
		MAPE:  559.5698288714459

	Predictor:  RandomForests
		Pearson Correlation:  0.8528952673080121
		Spearman Correlation:  0.6881736281446229
		Coefficient of Determination:  0.7235299112107079
		RMSE:  0.5358665893753556
		NRMSE:  0.09129369292729707
		MAPE:  470.1019264252636
		Pearson Correlation:  0.7882440858943033
		Spearman Correlation:  0.6523570535968691
		Coefficient of Determination:  0.6168400332811796
		RMSE:  0.561457303473134
		NRMSE:  0.1041085302193833
		MAPE:  379.5408772599159

Protein:  ERBB3
x_train_column_count:  247
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20107865915633893
		RMSE:  0.5031866190144979
		NRMSE:  0.13579562619977975
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27170508071542576
		RMSE:  0.5249654097328843
		NRMSE:  0.21064675210776365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  LinearRegression
		Pearson Correlation:  0.7373251798753129
		Spearman Correlation:  0.7242522405515768
		Coefficient of Determination:  0.5436484208781622
		RMSE:  0.3101652486350335
		NRMSE:  0.08370469836081076
		MAPE:  191.67855682217964
		Pearson Correlation:  0.3126008557875987
		Spearman Correlation:  0.3132527476013786
		Coefficient of Determination:  -0.14344840159157002
		RMSE:  0.4977895451932205
		NRMSE:  0.19974220964674036
		MAPE:  281.72718518971493

	Predictor:  ElasticNet
		Pearson Correlation:  0.43686619752890515
		Spearman Correlation:  0.4468792687493694
		Coefficient of Determination:  0.10686820861904633
		RMSE:  0.433911472241357
		NRMSE:  0.1171002523947993
		MAPE:  206.35448005886002
		Pearson Correlation:  0.37387849282621677
		Spearman Correlation:  0.3688108096905601
		Coefficient of Determination:  0.08347541411258186
		RMSE:  0.44566604319271497
		NRMSE:  0.17882721943724117
		MAPE:  235.34096025488225

	Predictor:  RandomForests
		Pearson Correlation:  0.5739938249286378
		Spearman Correlation:  0.5330786526688833
		Coefficient of Determination:  0.3019561377421488
		RMSE:  0.38360540237758545
		NRMSE:  0.10352408800437878
		MAPE:  236.91679166445545
		Pearson Correlation:  0.32784610677198583
		Spearman Correlation:  0.35380150476642935
		Coefficient of Determination:  0.08632050369056687
		RMSE:  0.444973783885337
		NRMSE:  0.17854944461243938
		MAPE:  281.19013044355626


Fold:  2

Protein:  RB1
x_train_column_count:  371
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.012372001566697044
		RMSE:  0.23649063304821735
		NRMSE:  0.08648721220312221
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0009378943328373079
		RMSE:  0.2450188572791325
		NRMSE:  0.14037816530069125
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  LinearRegression
		Pearson Correlation:  0.8735442324230008
		Spearman Correlation:  0.7990027175083854
		Coefficient of Determination:  0.7630795259994896
		RMSE:  0.11440504529892478
		NRMSE:  0.041839176893989465
		MAPE:  407.19946226187653
		Pearson Correlation:  -0.03349243870368232
		Spearman Correlation:  0.06473027021753976
		Coefficient of Determination:  -3.137234181449915
		RMSE:  0.4981395182461264
		NRMSE:  0.28539808083219304
		MAPE:  1480.8235647427778

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  RandomForests
		Pearson Correlation:  0.608696241718142
		Spearman Correlation:  0.4505157449079276
		Coefficient of Determination:  0.2077545069546014
		RMSE:  0.20920582355620668
		NRMSE:  0.07650885881956067
		MAPE:  170.95008724877755
		Pearson Correlation:  0.16819661031103791
		Spearman Correlation:  0.20744805384840506
		Coefficient of Determination:  0.009143223603396922
		RMSE:  0.24378185998497717
		NRMSE:  0.13966945490768823
		MAPE:  223.05222063555092

Protein:  CDH1
x_train_column_count:  836
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0848918633043636
		RMSE:  1.167193365558287
		NRMSE:  0.18724526599154356
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3357437347566168
		RMSE:  1.329821844339591
		NRMSE:  0.2361608674018098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  4.098543295287029e-15
		NRMSE:  6.57502734464912e-16
		MAPE:  4.103990245742505e-12
		Pearson Correlation:  0.4476456576681859
		Spearman Correlation:  0.3932738269437129
		Coefficient of Determination:  -0.5678578376905223
		RMSE:  1.4407387278111683
		NRMSE:  0.25585841374732166
		MAPE:  619.6262025899723

	Predictor:  ElasticNet
		Pearson Correlation:  0.6973863834326812
		Spearman Correlation:  0.6447853565137284
		Coefficient of Determination:  0.39613437252750194
		RMSE:  0.8708026445340582
		NRMSE:  0.13969722379627147
		MAPE:  376.63234890025865
		Pearson Correlation:  0.6813678298191918
		Spearman Correlation:  0.7097502682665107
		Coefficient of Determination:  0.3689389378230984
		RMSE:  0.9140450093380597
		NRMSE:  0.1623237452207529
		MAPE:  163.99650754553255

	Predictor:  RandomForests
		Pearson Correlation:  0.7754829149733395
		Spearman Correlation:  0.6583380235796261
		Coefficient of Determination:  0.5962293219265364
		RMSE:  0.7120606279025822
		NRMSE:  0.1142312710199057
		MAPE:  147.53932499906855
		Pearson Correlation:  0.6538794324423199
		Spearman Correlation:  0.6487017088637692
		Coefficient of Determination:  0.38972486727710687
		RMSE:  0.8988655307291381
		NRMSE:  0.1596280466576342
		MAPE:  204.98287208644416

Protein:  CDH2
x_train_column_count:  474
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0042702958885580955
		RMSE:  0.36888339320753855
		NRMSE:  0.13366308906715652
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005559500410650786
		RMSE:  0.3881548727768219
		NRMSE:  0.20448899349205915
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  LinearRegression
		Pearson Correlation:  0.9598704643446667
		Spearman Correlation:  0.9397517177675101
		Coefficient of Determination:  0.9213513083212462
		RMSE:  0.10323086030779936
		NRMSE:  0.037405196140227324
		MAPE:  844.2431094389655
		Pearson Correlation:  0.07949501479098868
		Spearman Correlation:  0.0855428738659643
		Coefficient of Determination:  -6.427560217874282
		RMSE:  1.054931466124137
		NRMSE:  0.5557623743522113
		MAPE:  2108.1139071990265

	Predictor:  ElasticNet
		Pearson Correlation:  0.17852812910846552
		Spearman Correlation:  0.18118047102679763
		Coefficient of Determination:  0.0009724126903641883
		RMSE:  0.3679192709233093
		NRMSE:  0.13331374408410368
		MAPE:  465.39604536189154
		Pearson Correlation:  0.09102438149903282
		Spearman Correlation:  0.09537118329919032
		Coefficient of Determination:  0.00028225110599533476
		RMSE:  0.3870257465754021
		NRMSE:  0.203894143609583
		MAPE:  137.47764156288068

	Predictor:  RandomForests
		Pearson Correlation:  0.5493655425793792
		Spearman Correlation:  0.5120817654816059
		Coefficient of Determination:  0.17000872571102954
		RMSE:  0.3353517359054917
		NRMSE:  0.12151305743368786
		MAPE:  610.5666943640239
		Pearson Correlation:  0.21970028257364474
		Spearman Correlation:  0.29996097941664235
		Coefficient of Determination:  0.0435029906992912
		RMSE:  0.37856718351279484
		NRMSE:  0.1994379763207694
		MAPE:  146.86111997052018

Protein:  CDH3
x_train_column_count:  75
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032535082492379797
		RMSE:  0.20804431995898212
		NRMSE:  0.15657381105189322
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10171995354262497
		RMSE:  0.2077503373255318
		NRMSE:  0.17094572313464315
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  LinearRegression
		Pearson Correlation:  0.5837518064328462
		Spearman Correlation:  0.585104189692446
		Coefficient of Determination:  0.3407661715136112
		RMSE:  0.1686437544312653
		NRMSE:  0.12692101061258892
		MAPE:  295.76675608103653
		Pearson Correlation:  0.23367899334892914
		Spearman Correlation:  0.30939420544337143
		Coefficient of Determination:  -0.26000337386192274
		RMSE:  0.22217336051805225
		NRMSE:  0.1828135937777111
		MAPE:  2816.195128057508

	Predictor:  ElasticNet
		Pearson Correlation:  0.4101860323990973
		Spearman Correlation:  0.42336698511581383
		Coefficient of Determination:  0.037973682434135236
		RMSE:  0.20372484501116006
		NRMSE:  0.15332298135148603
		MAPE:  131.91117439441007
		Pearson Correlation:  0.24178632020664997
		Spearman Correlation:  0.2528485025851137
		Coefficient of Determination:  -0.11894141609684361
		RMSE:  0.20936775900522947
		NRMSE:  0.17227660578065457
		MAPE:  305.9206303138362

	Predictor:  RandomForests
		Pearson Correlation:  0.5544877471596632
		Spearman Correlation:  0.5569509659532826
		Coefficient of Determination:  0.272297778080836
		RMSE:  0.17718517020196192
		NRMSE:  0.13334926599230987
		MAPE:  248.97901686314188
		Pearson Correlation:  0.18971090812238542
		Spearman Correlation:  0.23190908204077657
		Coefficient of Determination:  -0.14379433371693118
		RMSE:  0.21168013335163996
		NRMSE:  0.17417932473598288
		MAPE:  1459.8920061191423

Protein:  PTEN
x_train_column_count:  886
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.03862384422015608
		RMSE:  0.6356813050691055
		NRMSE:  0.09939509109047072
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04557869434051831
		RMSE:  0.5231599683741948
		NRMSE:  0.17546282813730707
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999997
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  2.8060391145235634e-15
		NRMSE:  4.3875210922110285e-16
		MAPE:  2.9630974534066067e-12
		Pearson Correlation:  0.1933736078830396
		Spearman Correlation:  0.182123695249244
		Coefficient of Determination:  -2.4650550780016753
		RMSE:  0.9523820762518095
		NRMSE:  0.3194198001917794
		MAPE:  5200.494968179748

	Predictor:  ElasticNet
		Pearson Correlation:  0.44716570199405303
		Spearman Correlation:  0.43813824793087164
		Coefficient of Determination:  0.11488508373127304
		RMSE:  0.5868270503226877
		NRMSE:  0.09175624272108321
		MAPE:  319.72684265147876
		Pearson Correlation:  0.28561371043654066
		Spearman Correlation:  0.2672812408545508
		Coefficient of Determination:  0.07236820773796937
		RMSE:  0.4927696535119634
		NRMSE:  0.16527020844914256
		MAPE:  490.02804806963115

	Predictor:  RandomForests
		Pearson Correlation:  0.6015618104442768
		Spearman Correlation:  0.553701541960766
		Coefficient of Determination:  0.3110972699039264
		RMSE:  0.5177132115498015
		NRMSE:  0.0809496069970763
		MAPE:  241.20949464405535
		Pearson Correlation:  0.3050308357140823
		Spearman Correlation:  0.3214250438797555
		Coefficient of Determination:  0.08090593848048555
		RMSE:  0.49049673668235017
		NRMSE:  0.16450789397717674
		MAPE:  511.53270253580524

Protein:  BRCA2
x_train_column_count:  363
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004232193403179485
		RMSE:  0.1957372843548259
		NRMSE:  0.12609907189874434
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0041831029428383015
		RMSE:  0.19359139518213575
		NRMSE:  0.1310414025181481
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  LinearRegression
		Pearson Correlation:  0.8428930672615108
		Spearman Correlation:  0.8067633866629308
		Coefficient of Determination:  0.7104687228375179
		RMSE:  0.10510036682360843
		NRMSE:  0.06770840188346493
		MAPE:  346.1634618973154
		Pearson Correlation:  0.17745918604666758
		Spearman Correlation:  0.18285533118720126
		Coefficient of Determination:  -1.391060764262941
		RMSE:  0.29872729172219514
		NRMSE:  0.20220755804200494
		MAPE:  561.6151147193748

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  RandomForests
		Pearson Correlation:  0.5556947570508174
		Spearman Correlation:  0.4945635491957955
		Coefficient of Determination:  0.20617546573534362
		RMSE:  0.17402784703849092
		NRMSE:  0.11211328525591298
		MAPE:  173.7205390648931
		Pearson Correlation:  0.4121269278613817
		Spearman Correlation:  0.3884986830553117
		Coefficient of Determination:  0.11299431012941985
		RMSE:  0.18194611966637683
		NRMSE:  0.12315875238868555
		MAPE:  158.60973492360787

Protein:  CDKN2A
x_train_column_count:  614
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07796029040511754
		RMSE:  0.688717064305458
		NRMSE:  0.155695052403178
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04182297654643197
		RMSE:  0.6873705418142212
		NRMSE:  0.18569552134596423
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6633450034781481
		NRMSE:  0.14995930902637006
		MAPE:  291.0442764508337
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00497373418246827
		RMSE:  0.6751049711753466
		NRMSE:  0.1823819351565125
		MAPE:  246.23249271843073

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  3.755609040227598e-15
		NRMSE:  8.490130078507059e-16
		MAPE:  2.4490962375082443e-12
		Pearson Correlation:  0.02491121165899406
		Spearman Correlation:  -0.011452541215491174
		Coefficient of Determination:  -4.88902196768515
		RMSE:  1.6342388761078213
		NRMSE:  0.4414952658601203
		MAPE:  1752.7306782099622

	Predictor:  ElasticNet
		Pearson Correlation:  0.4850620905266957
		Spearman Correlation:  0.3595514359832579
		Coefficient of Determination:  0.1615856226104484
		RMSE:  0.6073916549813992
		NRMSE:  0.1373101966726346
		MAPE:  232.32670852839382
		Pearson Correlation:  0.46867676591403656
		Spearman Correlation:  0.3984733196761292
		Coefficient of Determination:  0.14842014606392173
		RMSE:  0.6214506400606786
		NRMSE:  0.16788703265092897
		MAPE:  183.86802372719004

	Predictor:  RandomForests
		Pearson Correlation:  0.6650136701741173
		Spearman Correlation:  0.6358313260182442
		Coefficient of Determination:  0.4266274375479594
		RMSE:  0.5022939135029205
		NRMSE:  0.11355124076023973
		MAPE:  161.66907817203366
		Pearson Correlation:  0.6865406209493548
		Spearman Correlation:  0.5499365915520438
		Coefficient of Determination:  0.430915936717958
		RMSE:  0.5080215815552276
		NRMSE:  0.1372437814877965
		MAPE:  122.92552780553332

Protein:  TP53
x_train_column_count:  1001
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056514421630322165
		RMSE:  0.4680116353271619
		NRMSE:  0.125354663272308
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.038787823290495904
		RMSE:  0.4172475009588805
		NRMSE:  0.13741067049526773
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941389
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  2.5476835681219156e-15
		NRMSE:  6.823847778550732e-16
		MAPE:  4.209467711822812e-12
		Pearson Correlation:  0.23719793180009743
		Spearman Correlation:  0.2854063018242123
		Coefficient of Determination:  -1.1088898542768169
		RMSE:  0.5945074042277578
		NRMSE:  0.1957870588597918
		MAPE:  2001.337920618533

	Predictor:  ElasticNet
		Pearson Correlation:  0.49008557943462416
		Spearman Correlation:  0.49147207175592345
		Coefficient of Determination:  0.19232173318785306
		RMSE:  0.40920236393929377
		NRMSE:  0.10960288306931668
		MAPE:  324.7902675326891
		Pearson Correlation:  0.44055834265387717
		Spearman Correlation:  0.4434103989854649
		Coefficient of Determination:  0.16528487705522155
		RMSE:  0.3740239910526728
		NRMSE:  0.12317602208222388
		MAPE:  1721.334437305324

	Predictor:  RandomForests
		Pearson Correlation:  0.6505453354646915
		Spearman Correlation:  0.5819069248692361
		Coefficient of Determination:  0.36529986789386737
		RMSE:  0.36274649919177704
		NRMSE:  0.0971599033592546
		MAPE:  354.6929875131954
		Pearson Correlation:  0.6336804868102075
		Spearman Correlation:  0.47527070529704424
		Coefficient of Determination:  0.34763982816256334
		RMSE:  0.3306541960671895
		NRMSE:  0.10889319811203342
		MAPE:  1879.1378770775584

Protein:  CTNNB1
x_train_column_count:  994
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3748966387166963
		RMSE:  0.8500866572002603
		NRMSE:  0.167208233123576
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8495839638322671
		RMSE:  1.0424819908687044
		NRMSE:  0.25944650229429445
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999418805934
		Coefficient of Determination:  1.0
		RMSE:  4.2590782647439784e-15
		NRMSE:  8.377415941667937e-16
		MAPE:  2.951955380757281e-12
		Pearson Correlation:  0.37737779907512187
		Spearman Correlation:  0.37150521900302413
		Coefficient of Determination:  -0.48345548275847494
		RMSE:  0.9336170933793003
		NRMSE:  0.23235287657830825
		MAPE:  275.5321154777403

	Predictor:  ElasticNet
		Pearson Correlation:  0.5420312116579821
		Spearman Correlation:  0.5153468075173743
		Coefficient of Determination:  0.1998386226382125
		RMSE:  0.6485104324877792
		NRMSE:  0.12755909372300928
		MAPE:  647.6953782355914
		Pearson Correlation:  0.4721703908029855
		Spearman Correlation:  0.4993073846454005
		Coefficient of Determination:  0.06239513175016442
		RMSE:  0.7422350558951895
		NRMSE:  0.18472289288349955
		MAPE:  242.71416401840926

	Predictor:  RandomForests
		Pearson Correlation:  0.6410652602353805
		Spearman Correlation:  0.6032518700064903
		Coefficient of Determination:  0.2662699013246782
		RMSE:  0.6210067802969268
		NRMSE:  0.12214924868153557
		MAPE:  576.893927756645
		Pearson Correlation:  0.4112545183054059
		Spearman Correlation:  0.4323383084577115
		Coefficient of Determination:  0.03919075416296702
		RMSE:  0.7513635490759296
		NRMSE:  0.1869947360881834
		MAPE:  238.20971631080448

Protein:  CCNE1
x_train_column_count:  352
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4791855590206433
		RMSE:  0.8074207285197392
		NRMSE:  0.19485501569122746
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.202859557398884
		RMSE:  0.7485643095226329
		NRMSE:  0.4068306401244751
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5127968844139411
		NRMSE:  0.12375338089483821
		MAPE:  119.54577818111471
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.708057571667368e-05
		RMSE:  0.41828317133084
		NRMSE:  0.22732904598983691
		MAPE:  82.35330275987332

	Predictor:  LinearRegression
		Pearson Correlation:  0.9544761056842739
		Spearman Correlation:  0.8715046771301358
		Coefficient of Determination:  0.9110246363222173
		RMSE:  0.15296084136791668
		NRMSE:  0.03691407229478888
		MAPE:  36.322395549356315
		Pearson Correlation:  0.5073457097809748
		Spearman Correlation:  0.4794946834455176
		Coefficient of Determination:  -0.25895942089384416
		RMSE:  0.4693167288092081
		NRMSE:  0.25506482579210116
		MAPE:  78.45821354491402

	Predictor:  ElasticNet
		Pearson Correlation:  0.6726188993565676
		Spearman Correlation:  0.6140254021712752
		Coefficient of Determination:  0.3731797189577253
		RMSE:  0.40599145950592413
		NRMSE:  0.0979780050452311
		MAPE:  83.13272639481194
		Pearson Correlation:  0.7287590523731049
		Spearman Correlation:  0.6625646278411864
		Coefficient of Determination:  0.4746679021593526
		RMSE:  0.303163657141347
		NRMSE:  0.1647637525972136
		MAPE:  53.215830200238024

	Predictor:  RandomForests
		Pearson Correlation:  0.8601666551404066
		Spearman Correlation:  0.7113393454881213
		Coefficient of Determination:  0.7348264342628519
		RMSE:  0.2640647871153272
		NRMSE:  0.06372681109040887
		MAPE:  68.28606293399753
		Pearson Correlation:  0.8394601414804943
		Spearman Correlation:  0.7380981055063798
		Coefficient of Determination:  0.7018944615029981
		RMSE:  0.22837322839566587
		NRMSE:  0.12411655954416377
		MAPE:  41.145629433483656

Protein:  CCND1
x_train_column_count:  859
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.45856423758787734
		RMSE:  0.28833360256132
		NRMSE:  0.17333782361719832
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5341468996847767
		RMSE:  0.29160473760802996
		NRMSE:  0.22560247695118987
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  9.847418240698052e-16
		NRMSE:  5.919983071442e-16
		MAPE:  3.171235612142203e-12
		Pearson Correlation:  0.1678123040060668
		Spearman Correlation:  0.26983221149156184
		Coefficient of Determination:  -1.2168821492863944
		RMSE:  0.35053582144966905
		NRMSE:  0.2711950094770603
		MAPE:  744.8791611086734

	Predictor:  ElasticNet
		Pearson Correlation:  0.2553211072643501
		Spearman Correlation:  0.2013501874186171
		Coefficient of Determination:  0.0010956886527865306
		RMSE:  0.23861317613783342
		NRMSE:  0.14344734110316903
		MAPE:  629.5364547656819
		Pearson Correlation:  0.06978611061687223
		Spearman Correlation:  0.08860598965954541
		Coefficient of Determination:  -0.0017641462745487946
		RMSE:  0.2356371949239719
		NRMSE:  0.18230271316145627
		MAPE:  420.4752730384974

	Predictor:  RandomForests
		Pearson Correlation:  0.5848700025629117
		Spearman Correlation:  0.5733946679048425
		Coefficient of Determination:  0.3058273738047287
		RMSE:  0.19891439798107882
		NRMSE:  0.11958158371372163
		MAPE:  476.49107250785033
		Pearson Correlation:  0.25308027630238145
		Spearman Correlation:  0.39063018242122727
		Coefficient of Determination:  0.04518044892874762
		RMSE:  0.23004974369050288
		NRMSE:  0.17797993415431615
		MAPE:  303.77507172907644

Protein:  ERBB2
x_train_column_count:  665
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10787728881134795
		RMSE:  1.034673205097243
		NRMSE:  0.18568153277771168
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04400358650048397
		RMSE:  1.0802115255265201
		NRMSE:  0.18403181176661842
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999996
		Spearman Correlation:  0.9999999418805934
		Coefficient of Determination:  1.0
		RMSE:  6.04082001046161e-15
		NRMSE:  1.0840801842078872e-15
		MAPE:  6.9842921855527574e-12
		Pearson Correlation:  0.338332152105857
		Spearman Correlation:  0.2431226221832017
		Coefficient of Determination:  -1.2690407656345566
		RMSE:  1.5924982387815179
		NRMSE:  0.2713082847132763
		MAPE:  4502.909290726943

	Predictor:  ElasticNet
		Pearson Correlation:  0.7233739550581938
		Spearman Correlation:  0.619284341242372
		Coefficient of Determination:  0.36352932870982324
		RMSE:  0.7842356317465236
		NRMSE:  0.14073822869309324
		MAPE:  362.05225994589114
		Pearson Correlation:  0.6066824317183247
		Spearman Correlation:  0.45524339088869387
		Coefficient of Determination:  0.2591158489324197
		RMSE:  0.9099823392326404
		NRMSE:  0.1550304682066614
		MAPE:  2351.2436986885127

	Predictor:  RandomForests
		Pearson Correlation:  0.8515796739482241
		Spearman Correlation:  0.7048712720382518
		Coefficient of Determination:  0.7214987644531584
		RMSE:  0.5187653203783733
		NRMSE:  0.09309716281936961
		MAPE:  259.70392022517353
		Pearson Correlation:  0.8140939991468883
		Spearman Correlation:  0.5456280388304897
		Coefficient of Determination:  0.6411067376064739
		RMSE:  0.6333451717444715
		NRMSE:  0.10790077376091989
		MAPE:  1386.3461066112197

Protein:  ERBB3
x_train_column_count:  247
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.22544319167926496
		RMSE:  0.49276112816642853
		NRMSE:  0.13298208544838536
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.18202543932109472
		RMSE:  0.5629306521688778
		NRMSE:  0.2077549194412726
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  LinearRegression
		Pearson Correlation:  0.7767425827744902
		Spearman Correlation:  0.7789599805385371
		Coefficient of Determination:  0.6033290398951856
		RMSE:  0.28035290002686264
		NRMSE:  0.075659201134232
		MAPE:  156.2633123001785
		Pearson Correlation:  0.14921105433854365
		Spearman Correlation:  0.1423665983806458
		Coefficient of Determination:  -0.3556603643092202
		RMSE:  0.6028606461894046
		NRMSE:  0.22249146409213372
		MAPE:  321.18905058144054

	Predictor:  ElasticNet
		Pearson Correlation:  0.42985089818097677
		Spearman Correlation:  0.4440220798765861
		Coefficient of Determination:  0.10194131907099924
		RMSE:  0.42183460774771764
		NRMSE:  0.11384105329356806
		MAPE:  200.49737787651173
		Pearson Correlation:  0.36266883817755813
		Spearman Correlation:  0.3345332162715833
		Coefficient of Determination:  0.07370998630226311
		RMSE:  0.4983276401699614
		NRMSE:  0.18391256247991813
		MAPE:  300.1779873771697

	Predictor:  RandomForests
		Pearson Correlation:  0.5716440103686522
		Spearman Correlation:  0.5791464917896721
		Coefficient of Determination:  0.3023260459260617
		RMSE:  0.37180575198106014
		NRMSE:  0.10033970103146433
		MAPE:  198.52760475855482
		Pearson Correlation:  0.3924130683415336
		Spearman Correlation:  0.3616135011218419
		Coefficient of Determination:  0.14877586781419327
		RMSE:  0.47770902818337785
		NRMSE:  0.1763030673213947
		MAPE:  379.33122772248294


Fold:  3

Protein:  RB1
x_train_column_count:  371
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01272330861584492
		RMSE:  0.2421068018038906
		NRMSE:  0.08854110656959135
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028050639565306845
		RMSE:  0.22197574606877257
		NRMSE:  0.15575715092466183
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  LinearRegression
		Pearson Correlation:  0.8445041645976727
		Spearman Correlation:  0.7669788712372014
		Coefficient of Determination:  0.7131872840228131
		RMSE:  0.12884298828566926
		NRMSE:  0.04711929062524475
		MAPE:  533.3998165897772
		Pearson Correlation:  -0.0161308939664125
		Spearman Correlation:  0.029982917492736825
		Coefficient of Determination:  -2.2025586771634114
		RMSE:  0.39668503134268
		NRMSE:  0.2783481141099681
		MAPE:  1474.9294647200838

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  RandomForests
		Pearson Correlation:  0.6348626211614683
		Spearman Correlation:  0.44821220351293334
		Coefficient of Determination:  0.18713766590755776
		RMSE:  0.21690526200765473
		NRMSE:  0.07932462770906039
		MAPE:  225.21191852464804
		Pearson Correlation:  0.23499155905840322
		Spearman Correlation:  0.22072843801044903
		Coefficient of Determination:  0.010624377473585689
		RMSE:  0.22048440038712697
		NRMSE:  0.15471069536124657
		MAPE:  202.97632552758108

Protein:  CDH1
x_train_column_count:  836
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.13712289650471754
		RMSE:  1.2526616491661007
		NRMSE:  0.19946206317730336
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.061578293423971475
		RMSE:  0.970096042376724
		NRMSE:  0.19071600723011914
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1747084136438477
		NRMSE:  0.18704952288841878
		MAPE:  547.6986763085636
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.045733924340672916
		RMSE:  0.9628293412733254
		NRMSE:  0.18928741030812832
		MAPE:  293.35791980552335

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  4.474629500436693e-15
		NRMSE:  7.12497930071764e-16
		MAPE:  4.0428307550081526e-12
		Pearson Correlation:  0.40318442315105063
		Spearman Correlation:  0.20276811431563987
		Coefficient of Determination:  -1.3114519789781887
		RMSE:  1.4314663903818918
		NRMSE:  0.28141909927690245
		MAPE:  705.6595194524994

	Predictor:  ElasticNet
		Pearson Correlation:  0.7055906341281423
		Spearman Correlation:  0.6916720201743208
		Coefficient of Determination:  0.43106933784858914
		RMSE:  0.8860531003392852
		NRMSE:  0.14108676480673946
		MAPE:  433.20992074356406
		Pearson Correlation:  0.594197548630309
		Spearman Correlation:  0.5014800683300291
		Coefficient of Determination:  0.28870333207859544
		RMSE:  0.7940797206822227
		NRMSE:  0.15611208286128705
		MAPE:  207.76342131195463

	Predictor:  RandomForests
		Pearson Correlation:  0.761883039454922
		Spearman Correlation:  0.694343325597399
		Coefficient of Determination:  0.5759765683340765
		RMSE:  0.764935836324877
		NRMSE:  0.12180119045967915
		MAPE:  213.92655914173613
		Pearson Correlation:  0.7193356885059549
		Spearman Correlation:  0.4568389683187596
		Coefficient of Determination:  0.5078883336909982
		RMSE:  0.6604965422249376
		NRMSE:  0.12985030122772334
		MAPE:  146.20083511009287

Protein:  CDH2
x_train_column_count:  474
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032532184952558385
		RMSE:  0.38185758840977485
		NRMSE:  0.13836422509231644
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01322006783790175
		RMSE:  0.3341656221976159
		NRMSE:  0.1760731037776972
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  LinearRegression
		Pearson Correlation:  0.9565892050876684
		Spearman Correlation:  0.9348848019379982
		Coefficient of Determination:  0.9150629072902579
		RMSE:  0.11110787471358001
		NRMSE:  0.04025939369286906
		MAPE:  340.931385366361
		Pearson Correlation:  -0.02160650655030942
		Spearman Correlation:  -0.030202371600643402
		Coefficient of Determination:  -9.270616503724352
		RMSE:  1.0639179455667513
		NRMSE:  0.5605823052915629
		MAPE:  16058.883745402423

	Predictor:  ElasticNet
		Pearson Correlation:  0.15830323465523358
		Spearman Correlation:  0.13887262040701592
		Coefficient of Determination:  0.0004926328255235868
		RMSE:  0.38114405000308904
		NRMSE:  0.1381056779487967
		MAPE:  301.15752374079466
		Pearson Correlation:  -0.1732712087320546
		Spearman Correlation:  -0.20031920597513686
		Coefficient of Determination:  -0.0030911344306878696
		RMSE:  0.3324911374955035
		NRMSE:  0.17519081158740465
		MAPE:  592.823604573626

	Predictor:  RandomForests
		Pearson Correlation:  0.5652517785700716
		Spearman Correlation:  0.5088470145015367
		Coefficient of Determination:  0.18043142866362039
		RMSE:  0.345134832638925
		NRMSE:  0.1250579145731303
		MAPE:  245.36236864938084
		Pearson Correlation:  0.03066613145403758
		Spearman Correlation:  0.02759884786593349
		Coefficient of Determination:  -0.010996809210259029
		RMSE:  0.3337987993221108
		NRMSE:  0.17587982344621939
		MAPE:  1919.6362894195954

Protein:  CDH3
x_train_column_count:  75
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.2263418226753373e-05
		RMSE:  0.21251306884336046
		NRMSE:  0.14909431220418734
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004123239054339534
		RMSE:  0.18871613277479948
		NRMSE:  0.16414808838605816
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  LinearRegression
		Pearson Correlation:  0.5732544744639588
		Spearman Correlation:  0.5850948791311993
		Coefficient of Determination:  0.32862069249294956
		RMSE:  0.1741264654096039
		NRMSE:  0.1221631485446511
		MAPE:  654.6066681940183
		Pearson Correlation:  0.2557237835851185
		Spearman Correlation:  0.22250900884050925
		Coefficient of Determination:  -0.06833813883732964
		RMSE:  0.19465693705629297
		NRMSE:  0.16931548797158574
		MAPE:  345.68714005041744

	Predictor:  ElasticNet
		Pearson Correlation:  0.35818175563434973
		Spearman Correlation:  0.3766490380119528
		Coefficient of Determination:  0.023671510224962167
		RMSE:  0.20998041499215755
		NRMSE:  0.14731746014491606
		MAPE:  115.99666009221052
		Pearson Correlation:  0.4627964949137583
		Spearman Correlation:  0.43870123068866196
		Coefficient of Determination:  0.02882235976432157
		RMSE:  0.1855943951296169
		NRMSE:  0.16143275472928484
		MAPE:  102.34259653448716

	Predictor:  RandomForests
		Pearson Correlation:  0.5225956139302995
		Spearman Correlation:  0.5622402253948459
		Coefficient of Determination:  0.23315455049600298
		RMSE:  0.18609501123253902
		NRMSE:  0.13056000675796922
		MAPE:  469.6983093031111
		Pearson Correlation:  0.39932281403695874
		Spearman Correlation:  0.3854187708076161
		Coefficient of Determination:  0.15213700167083843
		RMSE:  0.17341168588359643
		NRMSE:  0.1508360537228913
		MAPE:  184.38821913274916

Protein:  PTEN
x_train_column_count:  886
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023393971457565055
		RMSE:  0.6366126117528933
		NRMSE:  0.09954071014821253
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20813248536085016
		RMSE:  0.517654316968625
		NRMSE:  0.12376376344107133
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6292943186382643
		NRMSE:  0.09839642227163854
		MAPE:  299.798968451812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06342466003107061
		RMSE:  0.4856640113421529
		NRMSE:  0.11611533767086332
		MAPE:  95.15154235140719

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.7079827278422664e-15
		NRMSE:  4.2342001842580975e-16
		MAPE:  7.437074235555386e-12
		Pearson Correlation:  0.09257553769143255
		Spearman Correlation:  0.22394543572862508
		Coefficient of Determination:  -2.7630666509838
		RMSE:  0.9135945798512659
		NRMSE:  0.2184274326618051
		MAPE:  340.15196452217816

	Predictor:  ElasticNet
		Pearson Correlation:  0.4548429657047358
		Spearman Correlation:  0.4413333842451172
		Coefficient of Determination:  0.11834636190873338
		RMSE:  0.5908847926368316
		NRMSE:  0.09239071106822477
		MAPE:  384.2263805113973
		Pearson Correlation:  0.23722232943186483
		Spearman Correlation:  0.21576578261574336
		Coefficient of Determination:  0.00901927242387568
		RMSE:  0.4688297509517139
		NRMSE:  0.11209050613295891
		MAPE:  101.07284088653219

	Predictor:  RandomForests
		Pearson Correlation:  0.6060411672853728
		Spearman Correlation:  0.5257816714293839
		Coefficient of Determination:  0.29220554148664435
		RMSE:  0.5294285896942086
		NRMSE:  0.08278142282764578
		MAPE:  258.9368253437717
		Pearson Correlation:  0.4114203501209551
		Spearman Correlation:  0.4148555468272672
		Coefficient of Determination:  0.15242233418112272
		RMSE:  0.43358306511860956
		NRMSE:  0.10366352630388026
		MAPE:  104.94304075951999

Protein:  BRCA2
x_train_column_count:  363
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00289910117318648
		RMSE:  0.19032543678137456
		NRMSE:  0.12827584502559417
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001649424828515933
		RMSE:  0.21414907824527551
		NRMSE:  0.14729386559180924
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  LinearRegression
		Pearson Correlation:  0.8621656854765118
		Spearman Correlation:  0.845304744028025
		Coefficient of Determination:  0.7433296692131832
		RMSE:  0.09628442678666146
		NRMSE:  0.0648939333477081
		MAPE:  224.3198084044078
		Pearson Correlation:  -0.025405348305672336
		Spearman Correlation:  -0.035838352099153356
		Coefficient of Determination:  -1.3274645946420116
		RMSE:  0.3266795413490752
		NRMSE:  0.22469343715760834
		MAPE:  722.184166857073

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  RandomForests
		Pearson Correlation:  0.5605405316592658
		Spearman Correlation:  0.4983927339274552
		Coefficient of Determination:  0.24554202322065388
		RMSE:  0.16507668592587535
		NRMSE:  0.11125865117803585
		MAPE:  190.69652864516428
		Pearson Correlation:  0.20616610433964286
		Spearman Correlation:  0.24763151660245142
		Coefficient of Determination:  0.04184350790161473
		RMSE:  0.20960354273128404
		NRMSE:  0.14416740106286174
		MAPE:  203.44582532613623

Protein:  CDKN2A
x_train_column_count:  614
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07669790023289091
		RMSE:  0.6927164423772558
		NRMSE:  0.16172871740223568
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04462654135164201
		RMSE:  0.6710309035955896
		NRMSE:  0.2071658496482324
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6675880639420501
		NRMSE:  0.15586198728568595
		MAPE:  307.97311558867955
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004949645588538276
		RMSE:  0.658164031136248
		NRMSE:  0.20319348928290204
		MAPE:  176.07940307985857

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  4.4290661408969766e-15
		NRMSE:  1.0340554120510312e-15
		MAPE:  6.5733273515265225e-12
		Pearson Correlation:  0.22454035016127913
		Spearman Correlation:  0.18675295203182085
		Coefficient of Determination:  -4.192027759557082
		RMSE:  1.495996221075639
		NRMSE:  0.4618555219275845
		MAPE:  739.4493847252487

	Predictor:  ElasticNet
		Pearson Correlation:  0.5044880528620912
		Spearman Correlation:  0.3884753622826554
		Coefficient of Determination:  0.1907830231889429
		RMSE:  0.6005387779213667
		NRMSE:  0.14020797019083084
		MAPE:  229.14304317003786
		Pearson Correlation:  0.33450300671669403
		Spearman Correlation:  0.2786094589708102
		Coefficient of Determination:  0.09272125792935082
		RMSE:  0.6253632575871491
		NRMSE:  0.19306698082404034
		MAPE:  159.83283403773382

	Predictor:  RandomForests
		Pearson Correlation:  0.674000277923669
		Spearman Correlation:  0.6378490512894603
		Coefficient of Determination:  0.4430090737569734
		RMSE:  0.4982331537951955
		NRMSE:  0.11632264517071243
		MAPE:  165.4712241981439
		Pearson Correlation:  0.6095567272806891
		Spearman Correlation:  0.6109727053953292
		Coefficient of Determination:  0.3615088635348833
		RMSE:  0.5246134610821274
		NRMSE:  0.16196272454759883
		MAPE:  97.78707783701522

Protein:  TP53
x_train_column_count:  1001
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.043501333030021794
		RMSE:  0.4597988418920562
		NRMSE:  0.11050200478059512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10290984727382035
		RMSE:  0.4520547550562478
		NRMSE:  0.16857084713604026
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45011280589110314
		NRMSE:  0.10817419031269002
		MAPE:  382.8265287953516
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010546813555600831
		RMSE:  0.4327123127899972
		NRMSE:  0.16135806629028604
		MAPE:  261.16646791413905

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.9492126600735497e-15
		NRMSE:  4.684481278715573e-16
		MAPE:  3.998658717330757e-12
		Pearson Correlation:  0.2450186588585545
		Spearman Correlation:  0.17782017232135067
		Coefficient of Determination:  -0.7616597411941362
		RMSE:  0.5713234492506785
		NRMSE:  0.21304604531123225
		MAPE:  1156.506262633099

	Predictor:  ElasticNet
		Pearson Correlation:  0.5041834053878547
		Spearman Correlation:  0.48651808054817036
		Coefficient of Determination:  0.20338291519108287
		RMSE:  0.4017410193159278
		NRMSE:  0.09654915148183799
		MAPE:  582.1853224142912
		Pearson Correlation:  0.4207340219743935
		Spearman Correlation:  0.46240726193593445
		Coefficient of Determination:  0.14329720766091647
		RMSE:  0.3984154082500403
		NRMSE:  0.14856877873655802
		MAPE:  291.61337665938436

	Predictor:  RandomForests
		Pearson Correlation:  0.6491535493646411
		Spearman Correlation:  0.5937027524327151
		Coefficient of Determination:  0.3697300023395774
		RMSE:  0.35734251202225764
		NRMSE:  0.0858789983230612
		MAPE:  572.7841332127937
		Pearson Correlation:  0.47974776336749136
		Spearman Correlation:  0.41579820197259315
		Coefficient of Determination:  0.21329241450136505
		RMSE:  0.381792773182401
		NRMSE:  0.14237021176288123
		MAPE:  415.847666435099

Protein:  CTNNB1
x_train_column_count:  994
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.43619721536848943
		RMSE:  0.9218173342266688
		NRMSE:  0.18131733560713392
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5414936126562622
		RMSE:  0.7610450185362576
		NRMSE:  0.2487969592128731
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  4.109730126633464e-15
		NRMSE:  8.083654851757404e-16
		MAPE:  2.4006693693642466e-12
		Pearson Correlation:  0.3227572666034448
		Spearman Correlation:  0.26753700170825073
		Coefficient of Determination:  -0.9886312078867192
		RMSE:  0.8644036820082395
		NRMSE:  0.28258644676460143
		MAPE:  743.2187836258108

	Predictor:  ElasticNet
		Pearson Correlation:  0.5767741501762601
		Spearman Correlation:  0.5642870980852291
		Coefficient of Determination:  0.2435843291118608
		RMSE:  0.6689876326425915
		NRMSE:  0.13158686716022652
		MAPE:  331.57408979369507
		Pearson Correlation:  0.3088909155404072
		Spearman Correlation:  0.2901307996359057
		Coefficient of Determination:  0.08908074311959413
		RMSE:  0.5850317342484043
		NRMSE:  0.19125559326830044
		MAPE:  2060.517452359517

	Predictor:  RandomForests
		Pearson Correlation:  0.6498732717738358
		Spearman Correlation:  0.648096271669811
		Coefficient of Determination:  0.3072239027457424
		RMSE:  0.6402274308780905
		NRMSE:  0.1259298644528109
		MAPE:  324.44732417919585
		Pearson Correlation:  0.11812289218865393
		Spearman Correlation:  0.12336064040698763
		Coefficient of Determination:  -0.02481403294529816
		RMSE:  0.6205289026949041
		NRMSE:  0.2028601466850515
		MAPE:  1652.5197809322694

Protein:  CCNE1
x_train_column_count:  352
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.3882525061775621
		RMSE:  0.8073510115699897
		NRMSE:  0.1948381908849554
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.2068608862157744
		RMSE:  0.7484097025916991
		NRMSE:  0.3260050104942715
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5224229806426052
		NRMSE:  0.12607644873967835
		MAPE:  105.82433067667067
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010783677474574871
		RMSE:  0.36685077747270034
		NRMSE:  0.1597990928573857
		MAPE:  133.3645349232411

	Predictor:  LinearRegression
		Pearson Correlation:  0.9544533346044815
		Spearman Correlation:  0.8721154079745697
		Coefficient of Determination:  0.9109811679376143
		RMSE:  0.1558702452290122
		NRMSE:  0.03761619934575674
		MAPE:  32.56886761652151
		Pearson Correlation:  0.5680098126924269
		Spearman Correlation:  0.39923440441900776
		Coefficient of Determination:  -0.4750482184010103
		RMSE:  0.44316294770503056
		NRMSE:  0.1930404441804376
		MAPE:  159.2662877122222

	Predictor:  ElasticNet
		Pearson Correlation:  0.6972603860920463
		Spearman Correlation:  0.6321086743644284
		Coefficient of Determination:  0.41294826690043496
		RMSE:  0.40027683757497934
		NRMSE:  0.0965988941223977
		MAPE:  74.31268664441002
		Pearson Correlation:  0.5773729047237426
		Spearman Correlation:  0.5325128742253644
		Coefficient of Determination:  0.3202575910062483
		RMSE:  0.30083787816522567
		NRMSE:  0.1310440729037878
		MAPE:  75.23600187744381

	Predictor:  RandomForests
		Pearson Correlation:  0.8639692097627703
		Spearman Correlation:  0.7275169540040112
		Coefficient of Determination:  0.7429467272253591
		RMSE:  0.26487065255304676
		NRMSE:  0.06392129076744137
		MAPE:  55.38554580037876
		Pearson Correlation:  0.7760238688287519
		Spearman Correlation:  0.6684071147859494
		Coefficient of Determination:  0.5477607744341675
		RMSE:  0.2453829866482355
		NRMSE:  0.10688808931839329
		MAPE:  80.02763552235753

Protein:  CCND1
x_train_column_count:  859
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.44064885869713843
		RMSE:  0.2936537728092399
		NRMSE:  0.17653615611766113
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6507167710215811
		RMSE:  0.2694738938084911
		NRMSE:  0.2553456206196082
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  1.3931912453528291e-15
		NRMSE:  8.375462873795128e-16
		MAPE:  5.085997180338718e-12
		Pearson Correlation:  0.23083229812956602
		Spearman Correlation:  0.21655382236686244
		Coefficient of Determination:  -1.3109830365675599
		RMSE:  0.3188444008074788
		NRMSE:  0.3021276764684779
		MAPE:  501.09837433937975

	Predictor:  ElasticNet
		Pearson Correlation:  0.22324045281592123
		Spearman Correlation:  0.2597344851521026
		Coefficient of Determination:  0.0003115901717327674
		RMSE:  0.24461824369214077
		NRMSE:  0.1470574140578692
		MAPE:  620.5422396961181
		Pearson Correlation:  0.07607581205909651
		Spearman Correlation:  0.08772428583897555
		Coefficient of Determination:  -0.0009309097943495104
		RMSE:  0.20983719222611147
		NRMSE:  0.19883561750932074
		MAPE:  467.64618390592904

	Predictor:  RandomForests
		Pearson Correlation:  0.5897710312353405
		Spearman Correlation:  0.5713633831299172
		Coefficient of Determination:  0.29123185736813684
		RMSE:  0.20597220089215873
		NRMSE:  0.12382453072114002
		MAPE:  479.9119266859347
		Pearson Correlation:  0.39371097182997356
		Spearman Correlation:  0.3903714510155987
		Coefficient of Determination:  0.13908917150487698
		RMSE:  0.19460746755706568
		NRMSE:  0.18440437356757192
		MAPE:  300.2271654611187

Protein:  ERBB2
x_train_column_count:  665
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08695701084953744
		RMSE:  1.023008454816054
		NRMSE:  0.1742863272085548
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1111491455026472
		RMSE:  1.1242523174677488
		NRMSE:  0.20280184671833265
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865388
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792788993

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  3.899880691110149e-15
		NRMSE:  6.644088609486257e-16
		MAPE:  1.1687841540871375e-11
		Pearson Correlation:  0.5950720881631723
		Spearman Correlation:  0.34308699994665004
		Coefficient of Determination:  -0.6817418393779306
		RMSE:  1.3831117717221837
		NRMSE:  0.24949703653261127
		MAPE:  628.2714074974228

	Predictor:  ElasticNet
		Pearson Correlation:  0.7091131726238019
		Spearman Correlation:  0.5992643041440296
		Coefficient of Determination:  0.33383730310947934
		RMSE:  0.800872154416297
		NRMSE:  0.13644175246031262
		MAPE:  844.4248052888801
		Pearson Correlation:  0.7059542441027785
		Spearman Correlation:  0.5740253295249159
		Coefficient of Determination:  0.3114414160339698
		RMSE:  0.8850097628385445
		NRMSE:  0.15964531402672352
		MAPE:  184.8240978818005

	Predictor:  RandomForests
		Pearson Correlation:  0.8449849078963357
		Spearman Correlation:  0.6637984079557606
		Coefficient of Determination:  0.7051627916818983
		RMSE:  0.5327999607717844
		NRMSE:  0.09077124227333329
		MAPE:  545.0259590118802
		Pearson Correlation:  0.8590935633979401
		Spearman Correlation:  0.7056050337675138
		Coefficient of Determination:  0.729751059609612
		RMSE:  0.5544464575874581
		NRMSE:  0.10001559592817992
		MAPE:  195.76151695391974

Protein:  ERBB3
x_train_column_count:  247
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19951943522205973
		RMSE:  0.4939516163098853
		NRMSE:  0.17910620018705933
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27774471248359456
		RMSE:  0.5592204608326292
		NRMSE:  0.15547938022732444
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  LinearRegression
		Pearson Correlation:  0.7875229898223587
		Spearman Correlation:  0.7767506713767574
		Coefficient of Determination:  0.6201924594987467
		RMSE:  0.277947362786117
		NRMSE:  0.1007833446776378
		MAPE:  178.13249189293754
		Pearson Correlation:  0.12092833241419283
		Spearman Correlation:  0.13810396638362074
		Coefficient of Determination:  -0.753427459936225
		RMSE:  0.6550959411675095
		NRMSE:  0.1821355226711641
		MAPE:  273.60678319673315

	Predictor:  ElasticNet
		Pearson Correlation:  0.4505901136585096
		Spearman Correlation:  0.451689309441168
		Coefficient of Determination:  0.11974337748141317
		RMSE:  0.423141300909502
		NRMSE:  0.1534304738473902
		MAPE:  222.6955145887451
		Pearson Correlation:  0.33899014924642706
		Spearman Correlation:  0.39477549595381495
		Coefficient of Determination:  0.05343364241702142
		RMSE:  0.4813229161784311
		NRMSE:  0.1338216212354017
		MAPE:  146.40305019731565

	Predictor:  RandomForests
		Pearson Correlation:  0.5606451160135087
		Spearman Correlation:  0.6004710985802729
		Coefficient of Determination:  0.30016484465582927
		RMSE:  0.3772929097476907
		NRMSE:  0.1368059080912772
		MAPE:  235.00265445870744
		Pearson Correlation:  0.3683699387537341
		Spearman Correlation:  0.33612638561578073
		Coefficient of Determination:  0.11059982664782475
		RMSE:  0.46656226612841395
		NRMSE:  0.1297177357693512
		MAPE:  160.24857145858988


Fold:  4

Protein:  RB1
x_train_column_count:  371
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0017653619110491459
		RMSE:  0.25173274438657
		NRMSE:  0.09206141909982812
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11040193949010524
		RMSE:  0.1737457828578019
		NRMSE:  0.1664678101960314
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  LinearRegression
		Pearson Correlation:  0.8398703817808183
		Spearman Correlation:  0.7506062117745007
		Coefficient of Determination:  0.7053822581926574
		RMSE:  0.13651681681612177
		NRMSE:  0.04992569368641083
		MAPE:  475.1924065452071
		Pearson Correlation:  0.10167487438263645
		Spearman Correlation:  0.10561977082008503
		Coefficient of Determination:  -4.279099410069374
		RMSE:  0.3788384809320053
		NRMSE:  0.3629694563024617
		MAPE:  594.1201206026583

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  RandomForests
		Pearson Correlation:  0.6257425471713854
		Spearman Correlation:  0.45723712614179207
		Coefficient of Determination:  0.19012921276554873
		RMSE:  0.22634169921415628
		NRMSE:  0.08277563604964756
		MAPE:  154.994205808006
		Pearson Correlation:  0.1925534966260292
		Spearman Correlation:  0.19314704672128083
		Coefficient of Determination:  -0.053290047746569424
		RMSE:  0.1692186230126267
		NRMSE:  0.1621302868706422
		MAPE:  105.09269540272494

Protein:  CDH1
x_train_column_count:  836
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1648542010437435
		RMSE:  1.2077311247232185
		NRMSE:  0.19230774891296748
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01787767410405383
		RMSE:  1.1768276141426715
		NRMSE:  0.21349508619837296
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.119011303751291
		NRMSE:  0.17818083878718685
		MAPE:  552.7314487209006
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06543533401046742
		RMSE:  1.204005869039757
		NRMSE:  0.21842565020132743
		MAPE:  371.74257556440244

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  4.29358793713091e-15
		NRMSE:  6.836705737286884e-16
		MAPE:  3.577876066188565e-12
		Pearson Correlation:  0.23616266736175404
		Spearman Correlation:  0.23164129228543998
		Coefficient of Determination:  -1.1417903453250564
		RMSE:  1.7070786643216183
		NRMSE:  0.3096909880486227
		MAPE:  886.0823046370177

	Predictor:  ElasticNet
		Pearson Correlation:  0.7017017887936349
		Spearman Correlation:  0.6829456068338512
		Coefficient of Determination:  0.41556301533054407
		RMSE:  0.8554671146237143
		NRMSE:  0.13621654001842523
		MAPE:  381.50467029977176
		Pearson Correlation:  0.6519688010193061
		Spearman Correlation:  0.5065923515255801
		Coefficient of Determination:  0.3160229538389212
		RMSE:  0.9646856533103695
		NRMSE:  0.17500918930923579
		MAPE:  258.57248770542043

	Predictor:  RandomForests
		Pearson Correlation:  0.7494142949687495
		Spearman Correlation:  0.7191521424935826
		Coefficient of Determination:  0.5567404513379521
		RMSE:  0.7450124383245037
		NRMSE:  0.11862877588683539
		MAPE:  223.650607306605
		Pearson Correlation:  0.7730195641847599
		Spearman Correlation:  0.5187321537675034
		Coefficient of Determination:  0.5299743770162841
		RMSE:  0.7996976558936354
		NRMSE:  0.1450777649384339
		MAPE:  149.35397387043358

Protein:  CDH2
x_train_column_count:  474
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011628294333081435
		RMSE:  0.38156283556505555
		NRMSE:  0.1382574228440668
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.013534078125908788
		RMSE:  0.33551468363995024
		NRMSE:  0.17308132332546644
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  LinearRegression
		Pearson Correlation:  0.9462941657111009
		Spearman Correlation:  0.92443465903766
		Coefficient of Determination:  0.8954726480588682
		RMSE:  0.12265084874295047
		NRMSE:  0.04444193374264457
		MAPE:  1263.891967121989
		Pearson Correlation:  0.21101530774341806
		Spearman Correlation:  0.29054476988491135
		Coefficient of Determination:  -10.698582283594614
		RMSE:  1.139879572533342
		NRMSE:  0.5880275125527948
		MAPE:  1054.6753919089504

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  RandomForests
		Pearson Correlation:  0.5551909831155625
		Spearman Correlation:  0.5319185224633426
		Coefficient of Determination:  0.1621186002086169
		RMSE:  0.34725368134240964
		NRMSE:  0.1258256690131204
		MAPE:  746.5447768031952
		Pearson Correlation:  0.19127219849889193
		Spearman Correlation:  0.15188468684148182
		Coefficient of Determination:  -0.020031245588358892
		RMSE:  0.33658835880338656
		NRMSE:  0.1736351980950985
		MAPE:  166.70450734569494

Protein:  CDH3
x_train_column_count:  75
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006306553616452382
		RMSE:  0.206558346691537
		NRMSE:  0.1472115018398285
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056823148221427866
		RMSE:  0.21361844422784051
		NRMSE:  0.19012980777528213
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  LinearRegression
		Pearson Correlation:  0.5493156064038008
		Spearman Correlation:  0.5590690895539345
		Coefficient of Determination:  0.30174763543877525
		RMSE:  0.17206154006860347
		NRMSE:  0.12262606729806254
		MAPE:  612.2957994865696
		Pearson Correlation:  0.30323642915312965
		Spearman Correlation:  0.21644409531290917
		Coefficient of Determination:  0.023369711617291733
		RMSE:  0.20535377158461188
		NRMSE:  0.1827738857402601
		MAPE:  370.1577939959501

	Predictor:  ElasticNet
		Pearson Correlation:  0.37454135690241697
		Spearman Correlation:  0.3752559781405035
		Coefficient of Determination:  0.02529570818890048
		RMSE:  0.20328907392322934
		NRMSE:  0.14488153279304228
		MAPE:  173.0695721384089
		Pearson Correlation:  0.289551772207729
		Spearman Correlation:  0.2790832803401539
		Coefficient of Determination:  -0.07410947900271037
		RMSE:  0.21535842369527122
		NRMSE:  0.191678466005012
		MAPE:  174.07632460863118

	Predictor:  RandomForests
		Pearson Correlation:  0.5159809720497014
		Spearman Correlation:  0.533584219015726
		Coefficient of Determination:  0.22916603505065325
		RMSE:  0.1807831792229734
		NRMSE:  0.12884186839728992
		MAPE:  293.4305742187338
		Pearson Correlation:  0.38126170209617005
		Spearman Correlation:  0.360281749500585
		Coefficient of Determination:  0.068997810424264
		RMSE:  0.200499336754623
		NRMSE:  0.17845322530094432
		MAPE:  286.753328452953

Protein:  PTEN
x_train_column_count:  886
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04663541191913323
		RMSE:  0.5747314783713694
		NRMSE:  0.11117523181123673
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02346833201832421
		RMSE:  0.7542692946958974
		NRMSE:  0.11793750210239971
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.7986042956768405e-15
		NRMSE:  5.413579959139663e-16
		MAPE:  2.477410699846715e-12
		Pearson Correlation:  0.11704042681823644
		Spearman Correlation:  0.21468347485629496
		Coefficient of Determination:  -0.7047157648787168
		RMSE:  0.9734535036612341
		NRMSE:  0.1522091319930004
		MAPE:  522.2726226844613

	Predictor:  ElasticNet
		Pearson Correlation:  0.42271100422693253
		Spearman Correlation:  0.3948925128814583
		Coefficient of Determination:  0.09821335648941931
		RMSE:  0.5334812638295254
		NRMSE:  0.10319584954919635
		MAPE:  256.9519720834883
		Pearson Correlation:  0.2823839447495531
		Spearman Correlation:  0.29986159428421805
		Coefficient of Determination:  0.039046077114628486
		RMSE:  0.7308706228221148
		NRMSE:  0.11427888715848875
		MAPE:  632.4862724423841

	Predictor:  RandomForests
		Pearson Correlation:  0.6056395735700819
		Spearman Correlation:  0.531673816474884
		Coefficient of Determination:  0.2812108868850163
		RMSE:  0.47628622080922206
		NRMSE:  0.09213212256445799
		MAPE:  175.64886646189873
		Pearson Correlation:  0.43505564588252316
		Spearman Correlation:  0.4688761705258171
		Coefficient of Determination:  0.14481069815334868
		RMSE:  0.6894779052939363
		NRMSE:  0.10780672430520463
		MAPE:  454.9202229500479

Protein:  BRCA2
x_train_column_count:  363
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015699866052385492
		RMSE:  0.1919477679021074
		NRMSE:  0.12365776640496533
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0014129332580739007
		RMSE:  0.2082543553514594
		NRMSE:  0.20232423210836328
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  LinearRegression
		Pearson Correlation:  0.8492008889056355
		Spearman Correlation:  0.8179276176939857
		Coefficient of Determination:  0.7211421497181215
		RMSE:  0.10128236943430233
		NRMSE:  0.06524874822631814
		MAPE:  211.40701722278706
		Pearson Correlation:  0.12141654028279596
		Spearman Correlation:  0.1352211374206661
		Coefficient of Determination:  -1.855324214330301
		RMSE:  0.35165371433906245
		NRMSE:  0.3416402389358526
		MAPE:  940.9358621228607

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  RandomForests
		Pearson Correlation:  0.5269892125734114
		Spearman Correlation:  0.45687235350052896
		Coefficient of Determination:  0.21659947143226044
		RMSE:  0.16975960084763375
		NRMSE:  0.10936356955879128
		MAPE:  151.90301686965086
		Pearson Correlation:  0.34697437637148304
		Spearman Correlation:  0.365972144291076
		Coefficient of Determination:  0.10677167893302919
		RMSE:  0.19668386642927202
		NRMSE:  0.19108321732934883
		MAPE:  210.6387968686485

Protein:  CDKN2A
x_train_column_count:  614
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06343046233027927
		RMSE:  0.6950010485750925
		NRMSE:  0.15711564339891315
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10006794882547432
		RMSE:  0.6614783461565592
		NRMSE:  0.1993004959796804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6739550183850767
		NRMSE:  0.1523578655781794
		MAPE:  281.71125082022354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0022276354551518107
		RMSE:  0.6313774446715202
		NRMSE:  0.19023122768048215
		MAPE:  197.14658329930893

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  4.3189902676263116e-15
		NRMSE:  9.763739725616165e-16
		MAPE:  3.2564151759427783e-12
		Pearson Correlation:  0.19412005314432754
		Spearman Correlation:  0.18843875858801232
		Coefficient of Determination:  -6.613105958331328
		RMSE:  1.7401505108164244
		NRMSE:  0.5242996417042556
		MAPE:  1069.397340206037

	Predictor:  ElasticNet
		Pearson Correlation:  0.48820863800905206
		Spearman Correlation:  0.39394385823646894
		Coefficient of Determination:  0.16808700704121682
		RMSE:  0.6147094152913293
		NRMSE:  0.13896448859304378
		MAPE:  209.49730863059193
		Pearson Correlation:  0.4701521851707853
		Spearman Correlation:  0.29736779760346144
		Coefficient of Determination:  0.1540993165216864
		RMSE:  0.5800501776235633
		NRMSE:  0.1747665494497027
		MAPE:  133.7488655772837

	Predictor:  RandomForests
		Pearson Correlation:  0.6819690718633923
		Spearman Correlation:  0.6462979435515678
		Coefficient of Determination:  0.4553534615841366
		RMSE:  0.49737996263059614
		NRMSE:  0.11244036682052584
		MAPE:  187.13921669204146
		Pearson Correlation:  0.5879725581535926
		Spearman Correlation:  0.5370098592378884
		Coefficient of Determination:  0.32702705808545407
		RMSE:  0.5173740925523513
		NRMSE:  0.15588252261294105
		MAPE:  120.1624623454324

Protein:  TP53
x_train_column_count:  1001
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04782361373877353
		RMSE:  0.460756629216985
		NRMSE:  0.11073218678610552
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07696826201632412
		RMSE:  0.4481222561682025
		NRMSE:  0.1422068596624151
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4501191620264231
		NRMSE:  0.10817571786263473
		MAPE:  418.8529054417374
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002447694094247499
		RMSE:  0.4323405014905614
		NRMSE:  0.13719868668778923
		MAPE:  185.65040333639752

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  1.6408257881980406e-15
		NRMSE:  3.9433448406585934e-16
		MAPE:  7.77026299626469e-12
		Pearson Correlation:  0.36854420773416885
		Spearman Correlation:  0.32326338233643814
		Coefficient of Determination:  -1.1006498049639646
		RMSE:  0.6258523545242678
		NRMSE:  0.19860762710214133
		MAPE:  660.3006668487272

	Predictor:  ElasticNet
		Pearson Correlation:  0.5006659671684368
		Spearman Correlation:  0.5051125790376082
		Coefficient of Determination:  0.19764522709242416
		RMSE:  0.40319090032573485
		NRMSE:  0.09689759680983775
		MAPE:  636.0158666339481
		Pearson Correlation:  0.4512113360972279
		Spearman Correlation:  0.4104365391089665
		Coefficient of Determination:  0.17350042261298115
		RMSE:  0.3925693413442478
		NRMSE:  0.12457772954564858
		MAPE:  192.87969015069407

	Predictor:  RandomForests
		Pearson Correlation:  0.6433824266604506
		Spearman Correlation:  0.6041917396723134
		Coefficient of Determination:  0.3583414686990819
		RMSE:  0.36056161317796764
		NRMSE:  0.08665263474596675
		MAPE:  941.2731495586623
		Pearson Correlation:  0.5358288936353018
		Spearman Correlation:  0.42058629159964595
		Coefficient of Determination:  0.25469168301376355
		RMSE:  0.3727889623838569
		NRMSE:  0.11830063543534428
		MAPE:  241.8061378960294

Protein:  CTNNB1
x_train_column_count:  994
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6170193939500923
		RMSE:  0.9046651382507068
		NRMSE:  0.21849703851094263
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09478783275970826
		RMSE:  0.8396248247596424
		NRMSE:  0.17652527641906535
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999422040781
		Coefficient of Determination:  1.0
		RMSE:  2.8549987064371644e-15
		NRMSE:  6.895465912561986e-16
		MAPE:  1.4128897352403341e-12
		Pearson Correlation:  0.2753329473212207
		Spearman Correlation:  0.24738213693437575
		Coefficient of Determination:  -0.4816471618149014
		RMSE:  0.976770840894011
		NRMSE:  0.2053592719060657
		MAPE:  527.5741874325549

	Predictor:  ElasticNet
		Pearson Correlation:  0.5541095747909084
		Spearman Correlation:  0.5337895101362018
		Coefficient of Determination:  0.2109594471619537
		RMSE:  0.6319459031783659
		NRMSE:  0.15262919118403195
		MAPE:  689.60926251423
		Pearson Correlation:  0.3609479099274049
		Spearman Correlation:  0.3023504033716132
		Coefficient of Determination:  0.021795043204534403
		RMSE:  0.7936613276990756
		NRMSE:  0.16686177102410973
		MAPE:  642.7131208478266

	Predictor:  RandomForests
		Pearson Correlation:  0.6372468278179654
		Spearman Correlation:  0.619141181473903
		Coefficient of Determination:  0.2818379794243988
		RMSE:  0.6028946882332625
		NRMSE:  0.14561266743147103
		MAPE:  598.9458415167467
		Pearson Correlation:  0.29554981000557057
		Spearman Correlation:  0.2490579683038442
		Coefficient of Determination:  -0.016567701288256576
		RMSE:  0.809074368879058
		NRMSE:  0.1701022556721592
		MAPE:  689.0307806101766

Protein:  CCNE1
x_train_column_count:  352
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4688329016852353
		RMSE:  0.7931748470731899
		NRMSE:  0.19141705409976348
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.186170633384966
		RMSE:  0.8069776954058596
		NRMSE:  0.32929800677624244
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5048043460690237
		NRMSE:  0.12182453992060809
		MAPE:  103.07374645056161
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01570191691728584
		RMSE:  0.4556277343037054
		NRMSE:  0.18592497115143453
		MAPE:  142.6844229696492

	Predictor:  LinearRegression
		Pearson Correlation:  0.9444685803682439
		Spearman Correlation:  0.8405528464895278
		Coefficient of Determination:  0.8920208993028061
		RMSE:  0.16587958430114821
		NRMSE:  0.040031755267308976
		MAPE:  32.02378853707825
		Pearson Correlation:  0.6305255244470445
		Spearman Correlation:  0.4441925709796881
		Coefficient of Determination:  0.07011176359192928
		RMSE:  0.4359557325540313
		NRMSE:  0.17789754858158466
		MAPE:  122.07888089902335

	Predictor:  ElasticNet
		Pearson Correlation:  0.6823297415461541
		Spearman Correlation:  0.6361039400287953
		Coefficient of Determination:  0.3870982334629558
		RMSE:  0.39520144314886696
		NRMSE:  0.09537404810890435
		MAPE:  71.466684452007
		Pearson Correlation:  0.6473596964055295
		Spearman Correlation:  0.537784760408484
		Coefficient of Determination:  0.374051179645585
		RMSE:  0.3576814591538612
		NRMSE:  0.14595668781272392
		MAPE:  98.05561069326617

	Predictor:  RandomForests
		Pearson Correlation:  0.8576246588103699
		Spearman Correlation:  0.7171161000368212
		Coefficient of Determination:  0.7307177811604746
		RMSE:  0.261955139636337
		NRMSE:  0.0632176894167862
		MAPE:  55.86991146233804
		Pearson Correlation:  0.8422166070167482
		Spearman Correlation:  0.7086185752833065
		Coefficient of Determination:  0.7016854226742207
		RMSE:  0.24692454027950614
		NRMSE:  0.10076085051803892
		MAPE:  75.41903994396631

Protein:  CCND1
x_train_column_count:  859
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47371951525638445
		RMSE:  0.2917253166285864
		NRMSE:  0.18637975276867558
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47112550847095647
		RMSE:  0.27775626016480953
		NRMSE:  0.17517423067911803
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.0031219852228343e-15
		NRMSE:  6.408824224216623e-16
		MAPE:  3.5033095691473313e-12
		Pearson Correlation:  0.27171358707549326
		Spearman Correlation:  0.22909761967106823
		Coefficient of Determination:  -1.85330199962816
		RMSE:  0.38682351181188973
		NRMSE:  0.2439603379237448
		MAPE:  758.5739381151889

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  RandomForests
		Pearson Correlation:  0.5871579891062465
		Spearman Correlation:  0.5460872566584656
		Coefficient of Determination:  0.27114373943761383
		RMSE:  0.20515761746171324
		NRMSE:  0.1310727038126993
		MAPE:  469.4096588608179
		Pearson Correlation:  0.48332030152953764
		Spearman Correlation:  0.41814237085250444
		Coefficient of Determination:  0.19407731900565095
		RMSE:  0.20558228183165161
		NRMSE:  0.1296558286022021
		MAPE:  500.77086320043105

Protein:  ERBB2
x_train_column_count:  665
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06177154229692228
		RMSE:  1.0106646016782141
		NRMSE:  0.1721833486682819
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.26989975035857605
		RMSE:  1.1682171872252598
		NRMSE:  0.21036071365744585
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9808249714864398
		NRMSE:  0.1670996765569688
		MAPE:  529.9728174248761
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556425
		RMSE:  1.07776630779691
		NRMSE:  0.19407323581894154
		MAPE:  193.8969179437583

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  5.5325170172581285e-15
		NRMSE:  9.425553294475236e-16
		MAPE:  9.742896605968851e-12
		Pearson Correlation:  0.4163903898185696
		Spearman Correlation:  0.2682904628369806
		Coefficient of Determination:  -1.2129185776079412
		RMSE:  1.5421321449521068
		NRMSE:  0.27769153040517647
		MAPE:  902.8478201487246

	Predictor:  ElasticNet
		Pearson Correlation:  0.7115140854653665
		Spearman Correlation:  0.5931660637139171
		Coefficient of Determination:  0.34266654430958754
		RMSE:  0.795214668924979
		NRMSE:  0.1354779066945464
		MAPE:  746.5390441232867
		Pearson Correlation:  0.62713860014732
		Spearman Correlation:  0.5123686235101971
		Coefficient of Determination:  0.22821020419003823
		RMSE:  0.9107273701823793
		NRMSE:  0.1639945565207583
		MAPE:  284.6717588756601

	Predictor:  RandomForests
		Pearson Correlation:  0.8538791896038284
		Spearman Correlation:  0.6855346565573451
		Coefficient of Determination:  0.7245388513570387
		RMSE:  0.5147800306075009
		NRMSE:  0.08770125059330135
		MAPE:  384.1425396529065
		Pearson Correlation:  0.7853228528382237
		Spearman Correlation:  0.6864460211679355
		Coefficient of Determination:  0.5681769065457153
		RMSE:  0.6812269247679369
		NRMSE:  0.12266844181365234
		MAPE:  205.8208193896694

Protein:  ERBB3
x_train_column_count:  247
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20254353309139272
		RMSE:  0.523865801474932
		NRMSE:  0.14324270860276114
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.287905849531515
		RMSE:  0.4364451552160674
		NRMSE:  0.21482088883335748
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  LinearRegression
		Pearson Correlation:  0.7717515445364852
		Spearman Correlation:  0.7520275244234539
		Coefficient of Determination:  0.5956004464944502
		RMSE:  0.30379105233805176
		NRMSE:  0.08306679509078056
		MAPE:  174.32019294318587
		Pearson Correlation:  0.11802124811646539
		Spearman Correlation:  0.12498160824947943
		Coefficient of Determination:  -1.4594558231853099
		RMSE:  0.6031247242974894
		NRMSE:  0.2968615593563371
		MAPE:  328.3417530231292

	Predictor:  ElasticNet
		Pearson Correlation:  0.45567888818600144
		Spearman Correlation:  0.46834797455045246
		Coefficient of Determination:  0.12102823188114187
		RMSE:  0.44787529541600746
		NRMSE:  0.12246432244865797
		MAPE:  225.84328847315064
		Pearson Correlation:  0.322255677574242
		Spearman Correlation:  0.3114377984762903
		Coefficient of Determination:  0.08497869408580994
		RMSE:  0.3678774965223215
		NRMSE:  0.1810714813539214
		MAPE:  199.56716108312972

	Predictor:  RandomForests
		Pearson Correlation:  0.5749455998545075
		Spearman Correlation:  0.592504273825388
		Coefficient of Determination:  0.30694618856596667
		RMSE:  0.39769773971346695
		NRMSE:  0.1087440739238232
		MAPE:  235.54871055429544
		Pearson Correlation:  0.408409834324933
		Spearman Correlation:  0.32077956084240455
		Coefficient of Determination:  0.1541628574918943
		RMSE:  0.35369668960947587
		NRMSE:  0.17409160425141673
		MAPE:  235.07872096060925


Fold:  5

Protein:  RB1
x_train_column_count:  371
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00018503513771928048
		RMSE:  0.23392670305630597
		NRMSE:  0.11556330212293363
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12340187398900859
		RMSE:  0.2547692202160761
		NRMSE:  0.12845593258580365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  LinearRegression
		Pearson Correlation:  0.8317518643147351
		Spearman Correlation:  0.7597441320669143
		Coefficient of Determination:  0.6918111637910375
		RMSE:  0.1298518302116713
		NRMSE:  0.06414875296368065
		MAPE:  323.44274069646343
		Pearson Correlation:  0.11634708484278043
		Spearman Correlation:  0.12236312173468497
		Coefficient of Determination:  -1.4631122606301177
		RMSE:  0.3772432596608072
		NRMSE:  0.19020796425226752
		MAPE:  1890.9544327297979

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  RandomForests
		Pearson Correlation:  0.5965999450363038
		Spearman Correlation:  0.4460678591571146
		Coefficient of Determination:  0.20414087701589445
		RMSE:  0.20866889838042393
		NRMSE:  0.10308556753947126
		MAPE:  148.65124954812745
		Pearson Correlation:  0.03277263994947263
		Spearman Correlation:  0.06947468172919863
		Coefficient of Determination:  -0.10732740711026412
		RMSE:  0.2529399395214556
		NRMSE:  0.12753359998459937
		MAPE:  273.33423820737823

Protein:  CDH1
x_train_column_count:  836
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10476316856458312
		RMSE:  1.1835893765747125
		NRMSE:  0.18846364392451076
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19786466090973764
		RMSE:  1.2714981376898562
		NRMSE:  0.2500438806886504
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1260727912856485
		NRMSE:  0.17930524366829853
		MAPE:  266.31463004312263
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01718399286470018
		RMSE:  1.1716869980595492
		NRMSE:  0.23041572398960675
		MAPE:  1066.779337530299

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  4.454967526986674e-15
		NRMSE:  7.093671422863401e-16
		MAPE:  2.4623449793079476e-12
		Pearson Correlation:  0.3504459326612748
		Spearman Correlation:  0.306440229928054
		Coefficient of Determination:  -0.7774210354824331
		RMSE:  1.5488416184723315
		NRMSE:  0.30458429892673333
		MAPE:  3156.3048302344077

	Predictor:  ElasticNet
		Pearson Correlation:  0.7266551247196824
		Spearman Correlation:  0.6760816862876752
		Coefficient of Determination:  0.4462646610830311
		RMSE:  0.8379489967200725
		NRMSE:  0.13342711963314424
		MAPE:  206.79772164683453
		Pearson Correlation:  0.5390809864397121
		Spearman Correlation:  0.555715158543124
		Coefficient of Determination:  0.26347218785611637
		RMSE:  0.9970258709041528
		NRMSE:  0.19606809520051777
		MAPE:  820.5708462663862

	Predictor:  RandomForests
		Pearson Correlation:  0.7880643798131389
		Spearman Correlation:  0.7005427928972505
		Coefficient of Determination:  0.6158969123229191
		RMSE:  0.6978954455361632
		NRMSE:  0.1111263089608871
		MAPE:  138.8624794310874
		Pearson Correlation:  0.6373054357471448
		Spearman Correlation:  0.5630718587513561
		Coefficient of Determination:  0.3948137677269272
		RMSE:  0.9037667758491557
		NRMSE:  0.17772841750391452
		MAPE:  336.9709126967755

Protein:  CDH2
x_train_column_count:  474
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0016678089051440637
		RMSE:  0.3594357673583712
		NRMSE:  0.1765314902796381
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02548752338232485
		RMSE:  0.4223734458481898
		NRMSE:  0.15794680397441796
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  LinearRegression
		Pearson Correlation:  0.9410509786138535
		Spearman Correlation:  0.9226169238482473
		Coefficient of Determination:  0.8855769443500913
		RMSE:  0.1214831945482306
		NRMSE:  0.05966465033555846
		MAPE:  340.0479778776273
		Pearson Correlation:  0.13144084076128118
		Spearman Correlation:  0.11514123011671205
		Coefficient of Determination:  -3.1480157151320407
		RMSE:  0.8494769769956638
		NRMSE:  0.3176624261898786
		MAPE:  5845.679194093277

	Predictor:  ElasticNet
		Pearson Correlation:  0.23221614978546967
		Spearman Correlation:  0.2444401863833733
		Coefficient of Determination:  0.0009905499537362639
		RMSE:  0.3589584913319304
		NRMSE:  0.17629708331218033
		MAPE:  197.487552145442
		Pearson Correlation:  -0.04263508250691145
		Spearman Correlation:  -0.07257705529632608
		Coefficient of Determination:  -0.015746119601998343
		RMSE:  0.4203625348876348
		NRMSE:  0.1571948226119084
		MAPE:  600.7699587126888

	Predictor:  RandomForests
		Pearson Correlation:  0.6785269262889105
		Spearman Correlation:  0.609916054119794
		Coefficient of Determination:  0.18164516472413417
		RMSE:  0.32488544815024617
		NRMSE:  0.15956261880568054
		MAPE:  495.4766685268787
		Pearson Correlation:  0.11066317527196014
		Spearman Correlation:  0.11659262159465116
		Coefficient of Determination:  -0.0065618770901907375
		RMSE:  0.4184577881806257
		NRMSE:  0.15648254143583032
		MAPE:  801.818100876645

Protein:  CDH3
x_train_column_count:  75
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011481892643820935
		RMSE:  0.2038847376288621
		NRMSE:  0.14304087222095618
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026977014897064944
		RMSE:  0.22369326249691865
		NRMSE:  0.20181818899206835
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  LinearRegression
		Pearson Correlation:  0.5508034122964364
		Spearman Correlation:  0.5541673296340477
		Coefficient of Determination:  0.3033843989973981
		RMSE:  0.1700717309048601
		NRMSE:  0.11931843948536518
		MAPE:  744.1943748327363
		Pearson Correlation:  0.4023421217849817
		Spearman Correlation:  0.39993266748961964
		Coefficient of Determination:  0.1326610019173461
		RMSE:  0.20804741828997972
		NRMSE:  0.18770235953949396
		MAPE:  220.8517087236633

	Predictor:  ElasticNet
		Pearson Correlation:  0.3741009057856108
		Spearman Correlation:  0.3911173294385048
		Coefficient of Determination:  0.026598873743802653
		RMSE:  0.20103952790470367
		NRMSE:  0.1410447381045516
		MAPE:  127.83500590491951
		Pearson Correlation:  0.36793519379187806
		Spearman Correlation:  0.3687552213868004
		Coefficient of Determination:  0.01532970157787883
		RMSE:  0.2216732624206902
		NRMSE:  0.19999572571088714
		MAPE:  116.5652883885615

	Predictor:  RandomForests
		Pearson Correlation:  0.5173937655382825
		Spearman Correlation:  0.5408788632913746
		Coefficient of Determination:  0.22944641589597048
		RMSE:  0.17886977305173116
		NRMSE:  0.12549094478007744
		MAPE:  414.8585871122312
		Pearson Correlation:  0.4326336687210953
		Spearman Correlation:  0.44842205015025133
		Coefficient of Determination:  0.1565084946338191
		RMSE:  0.20516735071924774
		NRMSE:  0.18510393518459003
		MAPE:  211.53182388739688

Protein:  PTEN
x_train_column_count:  886
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05240378988513572
		RMSE:  0.5837468026637292
		NRMSE:  0.09127461538014686
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011774083334460839
		RMSE:  0.7259408088203396
		NRMSE:  0.14042494754339593
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5690275755039937
		NRMSE:  0.08897311789601967
		MAPE:  304.4741530818047
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005181468299075398
		RMSE:  0.7235718660416283
		NRMSE:  0.13996670265429206
		MAPE:  391.1377632658283

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  3.422649364060355e-15
		NRMSE:  5.351652512016816e-16
		MAPE:  5.037952729652862e-12
		Pearson Correlation:  0.2658121400808326
		Spearman Correlation:  0.2771181685557177
		Coefficient of Determination:  -0.6991461707314943
		RMSE:  0.9407512545859544
		NRMSE:  0.18197757168561482
		MAPE:  1110.1298608669204

	Predictor:  ElasticNet
		Pearson Correlation:  0.43905403916963115
		Spearman Correlation:  0.42218459408133546
		Coefficient of Determination:  0.07879313786480924
		RMSE:  0.5461499463648739
		NRMSE:  0.08539597316314188
		MAPE:  339.4661651305673
		Pearson Correlation:  0.41019954856345164
		Spearman Correlation:  0.43077594483721743
		Coefficient of Determination:  0.05538908332640491
		RMSE:  0.7014325505188561
		NRMSE:  0.13568410525357014
		MAPE:  427.3478275645001

	Predictor:  RandomForests
		Pearson Correlation:  0.5819771470150942
		Spearman Correlation:  0.5467377872862089
		Coefficient of Determination:  0.2900196057166555
		RMSE:  0.479464537597846
		NRMSE:  0.07496904661056149
		MAPE:  263.4419350409604
		Pearson Correlation:  0.3954619183059733
		Spearman Correlation:  0.45036222396787995
		Coefficient of Determination:  0.14130125812540162
		RMSE:  0.6687747210990298
		NRMSE:  0.12936682163011254
		MAPE:  399.53375732983966

Protein:  BRCA2
x_train_column_count:  363
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00015423459462815536
		RMSE:  0.20048365981157823
		NRMSE:  0.1291568109593031
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08467605477038265
		RMSE:  0.17297650483593724
		NRMSE:  0.22621657599677922
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  LinearRegression
		Pearson Correlation:  0.8562034672316303
		Spearman Correlation:  0.8146234945991302
		Coefficient of Determination:  0.7330843772994652
		RMSE:  0.10356964548954534
		NRMSE:  0.06672227121246277
		MAPE:  340.56952530517754
		Pearson Correlation:  0.07530421890658907
		Spearman Correlation:  0.10326562675345079
		Coefficient of Determination:  -3.288833464381004
		RMSE:  0.34395900388092326
		NRMSE:  0.4498254153938707
		MAPE:  943.6000937040408

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  RandomForests
		Pearson Correlation:  0.5374555566427357
		Spearman Correlation:  0.509073652277976
		Coefficient of Determination:  0.22436690230393408
		RMSE:  0.17655241364436364
		NRMSE:  0.11373967701360196
		MAPE:  175.8557583596619
		Pearson Correlation:  0.26472075350013713
		Spearman Correlation:  0.2325041459369818
		Coefficient of Determination:  -0.01826073948759821
		RMSE:  0.1675971351685284
		NRMSE:  0.21918150156088195
		MAPE:  164.81814649411595

Protein:  CDKN2A
x_train_column_count:  614
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06876053865938014
		RMSE:  0.7026668514343448
		NRMSE:  0.1789276696377339
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07452018232747903
		RMSE:  0.6281215662347416
		NRMSE:  0.15805378984795088
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6796874655065666
		NRMSE:  0.1730761797526334
		MAPE:  274.2442116656758
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00044725008449963966
		RMSE:  0.6060849693149379
		NRMSE:  0.15250873639690443
		MAPE:  274.3248072759207

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  4.253970171212126e-15
		NRMSE:  1.0832344914089598e-15
		MAPE:  3.718579126098466e-12
		Pearson Correlation:  0.054035346931626774
		Spearman Correlation:  0.09392386438733652
		Coefficient of Determination:  -6.5785143854683765
		RMSE:  1.6681244811544276
		NRMSE:  0.4197489950314354
		MAPE:  2240.9027566880955

	Predictor:  ElasticNet
		Pearson Correlation:  0.5321376583519405
		Spearman Correlation:  0.4195910984881396
		Coefficient of Determination:  0.20545362356401542
		RMSE:  0.6058552653815459
		NRMSE:  0.15427548709774283
		MAPE:  201.05815753196077
		Pearson Correlation:  0.28680659171954914
		Spearman Correlation:  0.2279355104178357
		Coefficient of Determination:  0.08211531649024728
		RMSE:  0.5805377666848698
		NRMSE:  0.14608031168940636
		MAPE:  244.19639648642763

	Predictor:  RandomForests
		Pearson Correlation:  0.7056450231069856
		Spearman Correlation:  0.6564174575454519
		Coefficient of Determination:  0.49359949086383403
		RMSE:  0.4836779930041094
		NRMSE:  0.12316416516108819
		MAPE:  181.1020306473699
		Pearson Correlation:  0.36854120386969186
		Spearman Correlation:  0.32810964752691846
		Coefficient of Determination:  -0.07496682044992875
		RMSE:  0.6282520960725495
		NRMSE:  0.1580866349796305
		MAPE:  478.66457497203606

Protein:  TP53
x_train_column_count:  1001
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0629013951002304
		RMSE:  0.43691826486349494
		NRMSE:  0.11112140819031384
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02793228386718627
		RMSE:  0.5354711484549424
		NRMSE:  0.14342336907859712
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4237929343776606
		NRMSE:  0.10778324331179852
		MAPE:  459.9790072255086
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011640203076264122
		RMSE:  0.5284530873849588
		NRMSE:  0.1415436152095778
		MAPE:  140.42972129387252

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.6434013121754137e-15
		NRMSE:  4.1796620264386526e-16
		MAPE:  7.720763723287795e-12
		Pearson Correlation:  0.24313954701855237
		Spearman Correlation:  0.14658287509819326
		Coefficient of Determination:  -0.5312488894848961
		RMSE:  0.6535468354564562
		NRMSE:  0.17504937336452558
		MAPE:  392.59663605820566

	Predictor:  ElasticNet
		Pearson Correlation:  0.493363668131485
		Spearman Correlation:  0.48738155159620955
		Coefficient of Determination:  0.18960746035593656
		RMSE:  0.38150604948313155
		NRMSE:  0.09702842124243535
		MAPE:  656.8446636117651
		Pearson Correlation:  0.46652205540742325
		Spearman Correlation:  0.43634708662202776
		Coefficient of Determination:  0.14974091181099058
		RMSE:  0.4870005638788619
		NRMSE:  0.13044075636235755
		MAPE:  157.5658988123128

	Predictor:  RandomForests
		Pearson Correlation:  0.6530727746641888
		Spearman Correlation:  0.5959312206892813
		Coefficient of Determination:  0.3758632534461287
		RMSE:  0.33480627429801607
		NRMSE:  0.08515126892800327
		MAPE:  742.679459909424
		Pearson Correlation:  0.49415112658010396
		Spearman Correlation:  0.3946662610088742
		Coefficient of Determination:  0.21459470396151326
		RMSE:  0.4680591455079002
		NRMSE:  0.12536738864548017
		MAPE:  148.29271555874683

Protein:  CTNNB1
x_train_column_count:  994
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.4291206958720877
		RMSE:  0.9037435622191023
		NRMSE:  0.1777623057079273
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5497170498826627
		RMSE:  0.8436000623678614
		NRMSE:  0.27017767234966206
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999422040781
		Coefficient of Determination:  1.0
		RMSE:  2.9137521208990404e-15
		NRMSE:  5.731219749998113e-16
		MAPE:  3.70782409724583e-12
		Pearson Correlation:  0.2721825192874613
		Spearman Correlation:  0.24998566066908565
		Coefficient of Determination:  -0.8149687214472985
		RMSE:  0.9129457476287389
		NRMSE:  0.29238684073057464
		MAPE:  342.29811849767935

	Predictor:  ElasticNet
		Pearson Correlation:  0.5528786428690461
		Spearman Correlation:  0.5342535728717503
		Coefficient of Determination:  0.20670555676859492
		RMSE:  0.6733300057776254
		NRMSE:  0.13244099248183033
		MAPE:  771.7518021349326
		Pearson Correlation:  0.5416559521710368
		Spearman Correlation:  0.5134652551777454
		Coefficient of Determination:  0.2093564035386033
		RMSE:  0.6025606634796759
		NRMSE:  0.19298058970201537
		MAPE:  255.9694070953486

	Predictor:  RandomForests
		Pearson Correlation:  0.6255295564125625
		Spearman Correlation:  0.6072170347705104
		Coefficient of Determination:  0.2695428709283161
		RMSE:  0.6461124779848941
		NRMSE:  0.12708742682629703
		MAPE:  648.7392605197148
		Pearson Correlation:  0.476995013527657
		Spearman Correlation:  0.44343445678873805
		Coefficient of Determination:  0.19098672756440327
		RMSE:  0.6095203653633464
		NRMSE:  0.19520955593738976
		MAPE:  254.01594966021239

Protein:  CCNE1
x_train_column_count:  352
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9790551557409413
		RMSE:  0.7746141645114569
		NRMSE:  0.27590887426944144
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8285524646781477
		RMSE:  0.8763813407881366
		NRMSE:  0.2114972948785232
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4487930906545114
		NRMSE:  0.15985506345663808
		MAPE:  112.14421009479175
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0040862214035515265
		RMSE:  0.6494188844018614
		NRMSE:  0.15672439713344627
		MAPE:  115.49088793396595

	Predictor:  LinearRegression
		Pearson Correlation:  0.9489212881094693
		Spearman Correlation:  0.8709361182439848
		Coefficient of Determination:  0.9004516110273343
		RMSE:  0.14160000875448378
		NRMSE:  0.05043633437381435
		MAPE:  29.8942842639769
		Pearson Correlation:  0.7178647628882102
		Spearman Correlation:  0.44009276923652424
		Coefficient of Determination:  0.2724825213501558
		RMSE:  0.5527912058673922
		NRMSE:  0.13340521897516525
		MAPE:  144.48144341103475

	Predictor:  ElasticNet
		Pearson Correlation:  0.6970293895461044
		Spearman Correlation:  0.6161430253344963
		Coefficient of Determination:  0.40062997610173956
		RMSE:  0.3474510845355542
		NRMSE:  0.12375817792895963
		MAPE:  75.84940533485421
		Pearson Correlation:  0.6200537244015452
		Spearman Correlation:  0.6518460329929302
		Coefficient of Determination:  0.24934707849089
		RMSE:  0.5615119446468297
		NRMSE:  0.13550979671473073
		MAPE:  102.58061850035702

	Predictor:  RandomForests
		Pearson Correlation:  0.8642743809375889
		Spearman Correlation:  0.712444018843912
		Coefficient of Determination:  0.7437307296664993
		RMSE:  0.2271927290484665
		NRMSE:  0.08092350099678236
		MAPE:  54.02401511592223
		Pearson Correlation:  0.7836002503138819
		Spearman Correlation:  0.7325660649467042
		Coefficient of Determination:  0.5834274407327997
		RMSE:  0.4182969893042453
		NRMSE:  0.10094770116182285
		MAPE:  76.3162680747975

Protein:  CCND1
x_train_column_count:  859
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5366759284640548
		RMSE:  0.28216244755564185
		NRMSE:  0.17771997351836757
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.30240520386774006
		RMSE:  0.3149325402631455
		NRMSE:  0.20120656537940065
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  9.44787870305914e-16
		NRMSE:  5.950744925337059e-16
		MAPE:  3.756724984070302e-12
		Pearson Correlation:  0.0949837787145281
		Spearman Correlation:  0.012391675706679636
		Coefficient of Determination:  -0.9564941683898012
		RMSE:  0.38599684392926714
		NRMSE:  0.24660868371811448
		MAPE:  483.78376895175046

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  RandomForests
		Pearson Correlation:  0.5735393384007444
		Spearman Correlation:  0.5797095323466234
		Coefficient of Determination:  0.2916794941021762
		RMSE:  0.19156800529111231
		NRMSE:  0.1206590782091557
		MAPE:  511.53426213392777
		Pearson Correlation:  0.3587291669929732
		Spearman Correlation:  0.28818065063155407
		Coefficient of Determination:  0.1245046338260326
		RMSE:  0.2582090148569781
		NRMSE:  0.16496659565874325
		MAPE:  233.58768498104726

Protein:  ERBB2
x_train_column_count:  665
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10085609607150081
		RMSE:  1.0785113826338413
		NRMSE:  0.1837421644434709
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05671362529003088
		RMSE:  0.8919867459254164
		NRMSE:  0.19736403273048267
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959455
		RMSE:  0.875951357919715
		NRMSE:  0.1938159880340115
		MAPE:  565.705361200264

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  5.2197141332821866e-15
		NRMSE:  8.89264209973625e-16
		MAPE:  7.114712972684909e-12
		Pearson Correlation:  0.42732276518029816
		Spearman Correlation:  0.25366151697652095
		Coefficient of Determination:  -2.2073737763900323
		RMSE:  1.5540125959551496
		NRMSE:  0.3438461325268613
		MAPE:  2237.607895282257

	Predictor:  ElasticNet
		Pearson Correlation:  0.7380636157298364
		Spearman Correlation:  0.6007712750258275
		Coefficient of Determination:  0.3704262559695707
		RMSE:  0.8156104115187992
		NRMSE:  0.1389526571236689
		MAPE:  828.9836135910851
		Pearson Correlation:  0.6245990085656
		Spearman Correlation:  0.5455654060524446
		Coefficient of Determination:  0.3026212729607579
		RMSE:  0.7246263046684513
		NRMSE:  0.160333290113608
		MAPE:  432.6658887272196

	Predictor:  RandomForests
		Pearson Correlation:  0.8516880218712113
		Spearman Correlation:  0.6972120514795691
		Coefficient of Determination:  0.7205317513932848
		RMSE:  0.5434075821222613
		NRMSE:  0.09257842515328914
		MAPE:  498.8613571595705
		Pearson Correlation:  0.8067774348726954
		Spearman Correlation:  0.6311619060503226
		Coefficient of Determination:  0.6297988075689844
		RMSE:  0.5279571237841779
		NRMSE:  0.11681759570398892
		MAPE:  206.58630100845863

Protein:  ERBB3
x_train_column_count:  247
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.24617901957450639
		RMSE:  0.5234556686317032
		NRMSE:  0.14126566093685908
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10551624527684367
		RMSE:  0.43841640970600765
		NRMSE:  0.21211918179733683
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  LinearRegression
		Pearson Correlation:  0.7416978110336306
		Spearman Correlation:  0.7229001567368054
		Coefficient of Determination:  0.550115642892079
		RMSE:  0.3145141114520203
		NRMSE:  0.08487833161569795
		MAPE:  189.26843431600713
		Pearson Correlation:  0.3593589698101202
		Spearman Correlation:  0.4179378795246824
		Coefficient of Determination:  -0.5105449112038107
		RMSE:  0.512473081016475
		NRMSE:  0.24795004984250113
		MAPE:  326.2058289999269

	Predictor:  ElasticNet
		Pearson Correlation:  0.40321290795769243
		Spearman Correlation:  0.4060465950422316
		Coefficient of Determination:  0.08888729753152969
		RMSE:  0.4475852234793049
		NRMSE:  0.1207904053950794
		MAPE:  236.1063857293186
		Pearson Correlation:  0.4950571071097122
		Spearman Correlation:  0.5032007880397512
		Coefficient of Determination:  0.07561303248755091
		RMSE:  0.4008954652852179
		NRMSE:  0.19396540868437706
		MAPE:  231.14093563056701

	Predictor:  RandomForests
		Pearson Correlation:  0.532600764858108
		Spearman Correlation:  0.5117946832911409
		Coefficient of Determination:  0.2624970549080692
		RMSE:  0.4026906714686944
		NRMSE:  0.10867465435388612
		MAPE:  252.17048478389822
		Pearson Correlation:  0.538081735650257
		Spearman Correlation:  0.566258930909363
		Coefficient of Determination:  0.2407984168365016
		RMSE:  0.36331454875968805
		NRMSE:  0.1757826192446866
		MAPE:  240.03589656852267

TMM

In [147]:
scenario = Scenario.NMostVariableGenes_Mutations 
normalizeTechnique = NormalizeTechnique.TMM
X, Y, Z = get_data(normalizeTechnique)
In [148]:
X.head()
Out[148]:
UBE2Q2P2 HMGB1P1 LOC155060 RNU12.2P SSX9 CXORF67 EFCAB8 SRP14P1 LOC391343 TRIM75P ... ZXDA ZXDB ZXDC ZYG11A ZYG11B ZYX ZZEF1 ZZZ3 TPTEP1 AKR1C6P
TCGA-A1-A0SF-01 6.676054 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092
TCGA-A1-A0SH-01 5.091092 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092
TCGA-A1-A0SJ-01 5.091092 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092
TCGA-A1-A0SK-01 6.676054 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092
TCGA-A1-A0SQ-01 5.091092 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092

5 rows × 20440 columns

In [149]:
Y.head()
Out[149]:
RB1 CDH1 PTEN BRCA2 CDKN2A TP53 CTNNB1 CCNE1 CCND1 CDH2 CDH3 ERBB2 ERBB3
TCGA-A1-A0SF-01 0.017184 0.705680 0.197730 0.108550 0.17550 -0.472550 0.06978 -0.75401 -0.202360 -0.222000 -0.114060 0.25604 0.461410
TCGA-A1-A0SH-01 -0.081896 0.018364 0.699160 -0.282430 0.68156 -0.035545 -0.11192 -0.77956 -0.014111 0.072251 -0.031553 0.68354 0.033670
TCGA-A1-A0SJ-01 -0.106090 0.114310 -0.110550 0.108220 -0.00989 -0.431850 -0.85672 -0.29589 0.290760 -0.225320 0.128230 0.36458 0.430620
TCGA-A1-A0SK-01 -0.060244 -0.963820 -0.081596 0.309150 1.23630 0.898470 -0.85965 0.92670 0.045974 0.389790 -0.224090 -1.04130 -0.056604
TCGA-A1-A0SQ-01 0.376500 0.425490 0.657440 0.003187 -0.34580 -0.020122 0.39368 -1.02750 0.362490 0.292880 -0.144850 0.31196 0.649260
In [150]:
perform_kFoldCV(num_folds, scenario, normalizeTechnique, X, Y, Z)

Fold:  1

Protein:  RB1
x_train_column_count:  371
x_train columns:  ['DES', 'SOX15', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'CATSPER3', 'C4ORF36', 'ALOX15', 'PCDHGA1', 'MST1L', 'NPTX1', 'TAT', 'TMEM200C', 'PPP2R2B', 'MUC6', 'ACTA1', 'CA14', 'LEP', 'ABCA10', 'MPZ', 'FIBCD1', 'C10ORF55', 'GRIK4', 'TUBA3E', 'CYP4F35P', 'GLDC', 'ANP32AP1', 'C1ORF228', 'FDCSP', 'LOC100272216', 'MOGAT2', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'BMX', 'FBLL1', 'CACNA1F', 'IRX6', 'PDE6G', 'CCL13', 'LOC399815', 'MAST1', 'SLC26A4', 'LRFN2', 'LINC00922', 'XKRX', 'FOXP2', 'PCDHA2', 'KIAA0125', 'CFAP57', 'C1ORF186', 'FOXF1', 'GIPR', 'ALG1L', 'ASB14', 'LINC01139', 'CADM2', 'TSSK4', 'HHIPL2', 'ZNF280B', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'PDZRN4', 'ASAH2B', 'MAT1A', 'RNASE2', 'TMEM35', 'LRFN5', 'C2CD4B', 'DNAJC5B', 'CERS1', 'HSD17B2', 'BRINP2', 'C10ORF95', 'WNK3', 'DNAI1', 'LGR5', 'FCGR3B', 'PTCHD2', 'PCDHAC1', 'GDF6', 'GPR141', 'LGALS12', 'GSDMA', 'TMEM151B', 'LINGO4', 'TMEM132C', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'KRT6A', 'HIST1H2AM', 'TLL2', 'DMC1', 'ESYT3', 'NFE2', 'PCP4L1', 'IL1RL2', 'AOC1', 'MYT1', 'C19ORF26', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'AQP5', 'KIF1A', 'HAND2.AS1', 'UMODL1', 'DYDC2', 'PRAME', 'DGKI', 'PQLC2L', 'ATP8A2', 'IQSEC3', 'TGM1', 'SPSB4', 'EPHA7', 'LOC644172', 'IGDCC3', 'PKD1L2', 'C2CD4C', 'GP1BA', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'UGT2B15', 'NBPF6', 'MGAM', 'PLA2G10', 'TMEM232', 'GPR27', 'CNTF', 'SLC25A21', 'MCHR1', 'KERA', 'PRSS12', 'PLEKHD1', 'CD244', 'PTCHD4', 'SLC6A4', 'LOC100130987', 'PNMT', 'DIO3', 'FCRL3', 'L1TD1', 'LINC00242', 'STAP1', 'CST4', 'IL10', 'RGN', 'LINC00839', 'DCANP1', 'PLCXD3', 'FCRLA', 'TBC1D3H', 'SNAP25', 'SPDYA', 'C6', 'TPSD1', 'PCDHGB3', 'GFRA2', 'FLG', 'IGFL2', 'GJB3', 'C1GALT1C1L', 'DLGAP1', 'GPR158', 'SFTPD', 'DNASE1L3', 'ITPKA', 'PROC', 'FAM186B', 'GDF10', 'NR6A1', 'TM4SF19', 'ZBED2', 'BCO2', 'PTH2R', 'ALOX12P2', 'C1ORF229', 'GUSBP5', 'HIST2H2BA', 'KCNG1', 'SLC17A7', 'FBXL13', 'PNPLA3', 'DOC2B', 'SULT4A1', 'BCAN', 'FAM86B2', 'PPM1N', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'FGF18', 'PRR34', 'HTR1D', 'EGOT', 'HCN2', 'LRRIQ3', 'ATP1A4', 'LCN12', 'NAALAD2', 'C10ORF82', 'KCNJ3', 'GJB5', 'ZNF660', 'RNF183', 'SLC7A4', 'LRRC31', 'ADRA1B', 'SYT8', 'PCDHA7', 'LRRIQ1', 'LTA', 'RAET1E', 'AURKAPS1', 'SLC38A4', 'TNFSF15', 'TRPA1', 'CNGA1', 'FBXO24', 'LY6G6C', 'C4ORF47', 'MAL', 'SCGB3A1', 'KLK11', 'GRM8', 'PTGDR', 'TUBA3D', 'ACSL6', 'RP1', 'RPL13AP3', 'LINC01119', 'IQUB', 'NKPD1', 'LINC01341', 'SOX8', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'PPP1R3G', 'C19ORF18', 'FXYD1', 'RNF138P1', 'CCIN', 'MYCBPAP', 'ETV2', 'XPNPEP2', 'TEKT3', 'STKLD1', 'SLC30A8', 'UGT8', 'SLC28A3', 'CCR8', 'METTL7B', 'HEPACAM2', 'UBE2Q2P1', 'TEX14', 'PLP1', 'SLC25A18', 'JPH4', 'IDI2.AS1', 'CASQ1', 'S100A3', 'LINC00482', 'LRIT3', 'GLIS1', 'SGK2', 'CCDC36', 'NR1I3', 'ALOXE3', 'ZNF843', 'CACNG1', 'MS4A15', 'WNT2B', 'PBX4', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'LGALS2', 'PYGO1', 'TMEM92', 'FUT9', 'ADAMTS8', 'BCHE', 'AOC2', 'GJB1', 'C9ORF43', 'CCDC151', 'FCRL6', 'PNCK', 'PITX2', 'TNNI3K', 'FAM189A1', 'DQX1', 'LPAR3', 'CKMT2', 'ABCA17P', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'NLRP12', 'C1ORF101', 'CLDN9', 'IYD', 'ZNF835', 'SLC6A20', 'OTOA', 'CA3', 'SPIB', 'FAM95B1', 'FAM90A1', 'C1ORF95', 'C2CD4A', 'RYR2', 'PCDH9', 'CCDC158', 'CLEC3A', 'SCN2B', 'CLECL1', 'PCSK1N', 'ULBP3', 'SVOPL', 'LINC01550', 'GSDMC', 'ARC', 'TAS1R3', 'CCDC65', 'IL20RB', 'DDX11L2', 'VSIG1', 'AURKC', 'TTC16', 'ZCCHC18', 'PDE1C', 'ALDH8A1', 'COLCA2', 'PCYT1B', 'MYOZ1', 'BPIFB2', 'KNDC1', 'B3GALT5.AS1', 'DUOXA1', 'CRYGS', 'GSTM1', 'PPP1R36', 'KLHL4', 'LOC148709', 'LOC441455', 'CPEB1', 'OR7E91P', 'IL22RA1', 'HOXD3', 'TARP', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017832262764705176
		RMSE:  0.22609122586734381
		NRMSE:  0.08562439911658541
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0064622508272080825
		RMSE:  0.2813710133086082
		NRMSE:  0.13900150344012696
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  LinearRegression
		Pearson Correlation:  0.8635047254262793
		Spearman Correlation:  0.7817359072842056
		Coefficient of Determination:  0.7456404108335138
		RMSE:  0.11302373621237617
		NRMSE:  0.042803914490579874
		MAPE:  467.5899976151151
		Pearson Correlation:  0.2294008149453472
		Spearman Correlation:  0.27141742269046926
		Coefficient of Determination:  -0.980752390350365
		RMSE:  0.39472597277578453
		NRMSE:  0.19500055466808836
		MAPE:  529.5990094643992

	Predictor:  ElasticNet
		Pearson Correlation:  0.4595387050828242
		Spearman Correlation:  0.40741346330588746
		Coefficient of Determination:  0.14701204528826928
		RMSE:  0.20697459974002266
		NRMSE:  0.07838462402576127
		MAPE:  260.6314056597216
		Pearson Correlation:  0.38810526420542496
		Spearman Correlation:  0.4092039800995026
		Coefficient of Determination:  0.06548921194820034
		RMSE:  0.27112700020288766
		NRMSE:  0.1339408072219499
		MAPE:  120.88015870538096

	Predictor:  RandomForests
		Pearson Correlation:  0.452100184345328
		Spearman Correlation:  0.43109309116811323
		Coefficient of Determination:  0.1132070476273771
		RMSE:  0.21103608361349716
		NRMSE:  0.07992277357072415
		MAPE:  212.88616407682733
		Pearson Correlation:  0.3630029259810247
		Spearman Correlation:  0.3847819724904888
		Coefficient of Determination:  0.0387554017311742
		RMSE:  0.27497775725477674
		NRMSE:  0.13584313899842246
		MAPE:  144.38481934830747

Protein:  CDH1
x_train_column_count:  836
x_train columns:  ['DES', 'SOX15', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'CATSPER3', 'C4ORF36', 'ALOX15', 'PCDHGA1', 'MST1L', 'NPTX1', 'TAT', 'TMEM200C', 'PPP2R2B', 'MUC6', 'ACTA1', 'CA14', 'LEP', 'ABCA10', 'MPZ', 'FIBCD1', 'C10ORF55', 'GRIK4', 'TUBA3E', 'CYP4F35P', 'GLDC', 'ANP32AP1', 'C1ORF228', 'FDCSP', 'LOC100272216', 'MOGAT2', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'BMX', 'FBLL1', 'CACNA1F', 'IRX6', 'PDE6G', 'CCL13', 'LOC399815', 'MAST1', 'SLC26A4', 'LRFN2', 'LINC00922', 'XKRX', 'FOXP2', 'PCDHA2', 'KIAA0125', 'CFAP57', 'C1ORF186', 'FOXF1', 'GIPR', 'ALG1L', 'ASB14', 'LINC01139', 'CADM2', 'TSSK4', 'HHIPL2', 'ZNF280B', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'PDZRN4', 'ASAH2B', 'MAT1A', 'RNASE2', 'TMEM35', 'LRFN5', 'C2CD4B', 'DNAJC5B', 'CERS1', 'HSD17B2', 'BRINP2', 'C10ORF95', 'WNK3', 'DNAI1', 'LGR5', 'FCGR3B', 'PTCHD2', 'PCDHAC1', 'GDF6', 'GPR141', 'LGALS12', 'GSDMA', 'TMEM151B', 'LINGO4', 'TMEM132C', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'KRT6A', 'HIST1H2AM', 'TLL2', 'DMC1', 'ESYT3', 'NFE2', 'PCP4L1', 'IL1RL2', 'AOC1', 'MYT1', 'C19ORF26', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'AQP5', 'KIF1A', 'HAND2.AS1', 'UMODL1', 'DYDC2', 'PRAME', 'DGKI', 'PQLC2L', 'ATP8A2', 'IQSEC3', 'TGM1', 'SPSB4', 'EPHA7', 'LOC644172', 'IGDCC3', 'PKD1L2', 'C2CD4C', 'GP1BA', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'UGT2B15', 'NBPF6', 'MGAM', 'PLA2G10', 'TMEM232', 'GPR27', 'CNTF', 'SLC25A21', 'MCHR1', 'KERA', 'PRSS12', 'PLEKHD1', 'CD244', 'PTCHD4', 'SLC6A4', 'LOC100130987', 'PNMT', 'DIO3', 'FCRL3', 'L1TD1', 'LINC00242', 'STAP1', 'CST4', 'IL10', 'RGN', 'LINC00839', 'DCANP1', 'PLCXD3', 'FCRLA', 'TBC1D3H', 'SNAP25', 'SPDYA', 'C6', 'TPSD1', 'PCDHGB3', 'GFRA2', 'FLG', 'IGFL2', 'GJB3', 'C1GALT1C1L', 'DLGAP1', 'GPR158', 'SFTPD', 'DNASE1L3', 'ITPKA', 'PROC', 'FAM186B', 'GDF10', 'NR6A1', 'TM4SF19', 'ZBED2', 'BCO2', 'PTH2R', 'ALOX12P2', 'C1ORF229', 'GUSBP5', 'HIST2H2BA', 'KCNG1', 'SLC17A7', 'FBXL13', 'PNPLA3', 'DOC2B', 'SULT4A1', 'BCAN', 'FAM86B2', 'PPM1N', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'FGF18', 'PRR34', 'HTR1D', 'EGOT', 'HCN2', 'LRRIQ3', 'ATP1A4', 'LCN12', 'NAALAD2', 'C10ORF82', 'KCNJ3', 'GJB5', 'ZNF660', 'RNF183', 'SLC7A4', 'LRRC31', 'ADRA1B', 'SYT8', 'PCDHA7', 'LRRIQ1', 'LTA', 'RAET1E', 'AURKAPS1', 'SLC38A4', 'TNFSF15', 'TRPA1', 'CNGA1', 'FBXO24', 'LY6G6C', 'C4ORF47', 'MAL', 'SCGB3A1', 'KLK11', 'GRM8', 'PTGDR', 'TUBA3D', 'ACSL6', 'RP1', 'RPL13AP3', 'LINC01119', 'IQUB', 'NKPD1', 'LINC01341', 'SOX8', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'PPP1R3G', 'C19ORF18', 'FXYD1', 'RNF138P1', 'CCIN', 'MYCBPAP', 'ETV2', 'XPNPEP2', 'TEKT3', 'STKLD1', 'SLC30A8', 'UGT8', 'SLC28A3', 'CCR8', 'METTL7B', 'HEPACAM2', 'UBE2Q2P1', 'TEX14', 'PLP1', 'SLC25A18', 'JPH4', 'IDI2.AS1', 'CASQ1', 'S100A3', 'LINC00482', 'LRIT3', 'GLIS1', 'SGK2', 'CCDC36', 'NR1I3', 'ALOXE3', 'ZNF843', 'CACNG1', 'MS4A15', 'WNT2B', 'PBX4', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'LGALS2', 'PYGO1', 'TMEM92', 'FUT9', 'ADAMTS8', 'BCHE', 'AOC2', 'GJB1', 'C9ORF43', 'CCDC151', 'FCRL6', 'PNCK', 'PITX2', 'TNNI3K', 'FAM189A1', 'DQX1', 'LPAR3', 'CKMT2', 'ABCA17P', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'NLRP12', 'C1ORF101', 'CLDN9', 'IYD', 'ZNF835', 'SLC6A20', 'OTOA', 'CA3', 'SPIB', 'FAM95B1', 'FAM90A1', 'C1ORF95', 'C2CD4A', 'RYR2', 'PCDH9', 'CCDC158', 'CLEC3A', 'SCN2B', 'CLECL1', 'PCSK1N', 'ULBP3', 'SVOPL', 'LINC01550', 'GSDMC', 'ARC', 'TAS1R3', 'CCDC65', 'IL20RB', 'DDX11L2', 'VSIG1', 'AURKC', 'TTC16', 'ZCCHC18', 'PDE1C', 'ALDH8A1', 'COLCA2', 'PCYT1B', 'MYOZ1', 'BPIFB2', 'KNDC1', 'B3GALT5.AS1', 'DUOXA1', 'CRYGS', 'GSTM1', 'PPP1R36', 'KLHL4', 'LOC148709', 'LOC441455', 'CPEB1', 'OR7E91P', 'IL22RA1', 'HOXD3', 'TARP', 'FAM57B', 'LOC90768', 'CAMP', 'JPH3', 'LUZP2', 'FUT7', 'IL12RB2', 'PLA2G5', 'RIMS1', 'FLJ37201', 'LBX2', 'SCARA5', 'RELN', 'HOXB13', 'CD177', 'IGSF5', 'TUBB8', 'SLC22A18AS', 'HIST1H2BN', 'ZBED3.AS1', 'GPR18', 'ASTN1', 'ZC3H12D', 'KCNE1', 'MNX1', 'TCHH', 'CIDEA', 'ONECUT2', 'GAL', 'KCNE2', 'SP5', 'WDR72', 'BTBD8', 'CHRNA6', 'FAM135B', 'IRX4', 'C10ORF128', 'SLC16A10', 'RSPH4A', 'MGC16142', 'SCN7A', 'ALB', 'HOXB8', 'SCART1', 'LINC01124', 'CCDC183', 'CCDC7', 'MGAT5B', 'YPEL4', 'GBP1P1', 'DCSTAMP', 'CELF5', 'CXXC4', 'GRIN2C', 'GPR3', 'SKIDA1', 'OBP2B', 'CXCR5', 'SLC35F1', 'PYDC1', 'SLC30A2', 'HOXA11', 'NIPAL1', 'ATP13A5', 'CCDC153', 'FOXJ1', 'STRC', 'SRL', 'WT1', 'PCSK9', 'PCAT18', 'TNFRSF9', 'LRP1B', 'RPGRIP1', 'INSM1', 'GPR174', 'CNNM1', 'PCK1', 'NOXO1', 'SLC18A2', 'C17ORF104', 'SLC25A53', 'FOXD4', 'DMRT3', 'PPP4R4', 'MARCO', 'GPX2', 'LBP', 'IL20', 'COL23A1', 'INHA', 'FOXD1', 'NOS2', 'PKNOX2', 'BTLA', 'TNFRSF17', 'CRISP3', 'ADH1C', 'KLHL14', 'AVPR2', 'CXCL2', 'GLOD5', 'MYBPC1', 'PARP15', 'GPLD1', 'PFN1P2', 'GPR55', 'CST9', 'SLCO4C1', 'STEAP1B', 'BCL2L14', 'SLC23A1', 'C2ORF40', 'DHRS4L1', 'SCN3A', 'AMH', 'CXCR2P1', 'ZNF98', 'VAT1L', 'ULBP2', 'VSIG2', 'ZNF454', 'RNF212', 'TPSG1', 'VGLL1', 'CYSLTR2', 'HAP1', 'P2RX1', 'FAM218A', 'SYN2', 'EMILIN3', 'DBIL5P', 'TMEM105', 'ORM1', 'FAM178B', 'DKK1', 'ZNF488', 'IL23A', 'DPY19L2P2', 'AMBP', 'PRKG2', 'CXCL1', 'SIGLEC17P', 'CRYM', 'SUCNR1', 'DEPDC4', 'SPDYE1', 'FABP7', 'LRRC2', 'GPBAR1', 'CTCFL', 'BRINP1', 'BDKRB1', 'LRGUK', 'XIRP1', 'ADAMTS18', 'VWDE', 'LINC00930', 'FUT6', 'RERGL', 'TENM1', 'BMPER', 'HCG27', 'CLEC12A', 'RDM1', 'CYP4F8', 'CDR1', 'KIAA0319', 'NUGGC', 'CECR2', 'SORCS1', 'FAM184B', 'PCDHGA3', 'PKD1L1', 'SSUH2', 'WSCD2', 'CBLN2', 'ECEL1', 'SPESP1', 'SEC14L5', 'ABHD11.AS1', 'FSCN2', 'DMRT2', 'CCL17', 'ZNF732', 'FAM162B', 'PIANP', 'HOXD4', 'GNB3', 'TMEM217', 'CTSG', 'GRIA3', 'RSPO1', 'RGS6', 'SERPINA6', 'ADAMTS19', 'IL1R2', 'MT1A', 'RNF175', 'ADAM32', 'COL2A1', 'CHRNB2', 'FLJ12825', 'POM121L9P', 'PFKFB1', 'RASL10A', 'HECTD2.AS1', 'PRSS21', 'DIRC3', 'LRRC16B', 'CYP46A1', 'SMIM5', 'FOXC2', 'CAPN11', 'ZNF804A', 'IGF2BP3', 'TBX21', 'TRAT1', 'PART1', 'HIST1H2BE', 'LOC100126784', 'CYSRT1', 'VIPR2', 'GPR87', 'ULBP1', 'SLC26A10', 'HS3ST3B1', 'SLC13A2', 'XKR9', 'CA9', 'HTR7', 'HOGA1', 'EMX1', 'WIPF3', 'CEP83.AS1', 'ZSCAN1', 'ZBTB16', 'CITED1', 'OTUD7A', 'TMEM40', 'CYP26A1', 'TMSB15A', 'WFDC3', 'MAPT.IT1', 'CDHR1', 'ANKK1', 'GZMM', 'ROPN1L', 'PVALB', 'FIRRE', 'M1AP', 'MYO3B', 'INE2', 'CRTAC1', 'MRAP2', 'IGSF22', 'RFX8', 'RBM12B.AS1', 'SPAG17', 'TTC23L', 'HEATR4', 'PYGM', 'MROH7', 'PCDHA12', 'CFAP61', 'BTC', 'KCNT2', 'ADGRB1', 'SLC27A6', 'NPAS1', 'UGT2B11', 'GPR37L1', 'NRTN', 'B3GAT1', 'OPCML', 'SRSF12', 'NWD1', 'LRRC4B', 'CIDEC', 'CCBE1', 'ADGRF1', 'CLEC4E', 'MIA', 'LINC00173', 'TMEM59L', 'HPDL', 'TSPAN8', 'RNF182', 'FRMPD1', 'GALNT13', 'SMC1B', 'KCNA6', 'KLK6', 'LSAMP', 'LOC613037', 'ABCC6P2', 'FASLG', 'IL11', 'NLRP7', 'DHDH', 'GAS2', 'RFPL1S', 'SCN3B', 'COL28A1', 'C15ORF56', 'FAM83A', 'PSORS1C1', 'ANO5', 'SLC16A11', 'PTCHD1', 'SLC6A14', 'SLC24A5', 'C9ORF47', 'ADGRG2', 'TMPRSS4', 'TUSC5', 'LINC00908', 'RUFY4', 'CYP4F12', 'INTS4P2', 'PIK3C2G', 'IGSF1', 'KCNQ3', 'LOC100133669', 'VENTX', 'MYOM2', 'FAM157A', 'NBPF4', 'EBF2', 'MAG', 'DSCAML1', 'PCDHA5', 'PTPRN', 'KLK7', 'CDKN2B.AS1', 'DLX2', 'SYT6', 'SFTPA2', 'CNTN2', 'ZBTB20', 'FAM19A2', 'NKX3.2', 'DLX5', 'PLAC1', 'CCNI2', 'BRE.AS1', 'OR2W3', 'SLC6A17', 'RYR3', 'GHRLOS', 'ABCC2', 'PTPRR', 'ABCD2', 'TFAP2E', 'CD160', 'GRIA2', 'CD1A', 'DEFB1', 'CCDC144A', 'RGS9', 'DLK2', 'CACNA1I', 'GGT3P', 'CDKL2', 'MYO16', 'PWAR5', 'DCX', 'SLC6A11', 'WDR17', 'MSMB', 'CABP4', 'BTBD19', 'CHRFAM7A', 'MMP12', 'CHRNA10', 'TCEAL2', 'FKBP1AP1', 'UNC13A', 'AGBL4', 'SLC39A2', 'XCL2', 'LY6H', 'S100A7', 'TUBAL3', 'SPAG8', 'ZNF727', 'LINC00202.1', 'KCNH3', 'ARL9', 'TM6SF2', 'MAK', 'SNORD116.4', 'TCN1', 'P2RY12', 'GRID2IP', 'MPL', 'HRCT1', 'PCBP3', 'SYCE3', 'TCTEX1D1', 'ELOVL3', 'GPM6A', 'CD70', 'NOX5', 'SLC46A2', 'SYCE2', 'GRIN2A', 'ARMC3', 'JAKMIP1', 'PGLYRP2', 'TIGD4', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'KLF3.AS1', 'SOSTDC1', 'ASIC3', 'LONRF3', 'LRRC43', 'AGAP7P', 'ACY3', 'THPO', 'BEX1', 'PRPH2', 'LOC400927', 'AKR1E2', 'SCN9A', 'SCN2A', 'KLK10', 'ACHE', 'CEACAM7', 'RIMS2', 'OLFM4', 'CTAGE11P', 'TMEM145', 'CD40LG', 'C6ORF52', 'HRC', 'BEGAIN', 'VN1R1', 'GPR82', 'CXADRP3', 'PAH', 'CHODL', 'TTBK1', 'LOC285593', 'MLLT4.AS1', 'CHST9', 'TTYH1', 'HIST1H2BH', 'APOBEC3A', 'GABRB3', 'ADGRL3', 'SLC25A34', 'BRSK2', 'TRH', 'MAPK4', 'CAMK4', 'DGCR5', 'C8ORF46', 'DNASE1L2', 'ST8SIA2', 'EPYC', 'GBP6', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12177449909053428
		RMSE:  1.1951653206606205
		NRMSE:  0.20089175544360185
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11829904064371455
		RMSE:  1.227018913081223
		NRMSE:  0.19873326310796913
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  5.611340111124624e-15
		NRMSE:  9.43193335539412e-16
		MAPE:  5.0547000232638306e-12
		Pearson Correlation:  0.35474548567041786
		Spearman Correlation:  0.28671349136669594
		Coefficient of Determination:  -0.4777346407309775
		RMSE:  1.4104916119715922
		NRMSE:  0.22844929091568014
		MAPE:  659.115186474354

	Predictor:  ElasticNet
		Pearson Correlation:  0.9167817951607486
		Spearman Correlation:  0.8748804677573688
		Coefficient of Determination:  0.8005470840529061
		RMSE:  0.5039592215617211
		NRMSE:  0.08470899459797306
		MAPE:  359.0783942881882
		Pearson Correlation:  0.5503615476898589
		Spearman Correlation:  0.4643790849673204
		Coefficient of Determination:  0.2895349036310362
		RMSE:  0.978010807938426
		NRMSE:  0.15840283890033138
		MAPE:  388.2463767706927

	Predictor:  RandomForests
		Pearson Correlation:  0.6442586427286383
		Spearman Correlation:  0.5842240962471854
		Coefficient of Determination:  0.40812305026542783
		RMSE:  0.868142294652709
		NRMSE:  0.14592343547185535
		MAPE:  284.03970988810056
		Pearson Correlation:  0.6688762619131711
		Spearman Correlation:  0.5790801550804627
		Coefficient of Determination:  0.4295292075537963
		RMSE:  0.8763729973596167
		NRMSE:  0.1419411417446174
		MAPE:  193.9256067967293

Protein:  CDH2
x_train_column_count:  474
x_train columns:  ['DES', 'SOX15', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'CATSPER3', 'C4ORF36', 'ALOX15', 'PCDHGA1', 'MST1L', 'NPTX1', 'TAT', 'TMEM200C', 'PPP2R2B', 'MUC6', 'ACTA1', 'CA14', 'LEP', 'ABCA10', 'MPZ', 'FIBCD1', 'C10ORF55', 'GRIK4', 'TUBA3E', 'CYP4F35P', 'GLDC', 'ANP32AP1', 'C1ORF228', 'FDCSP', 'LOC100272216', 'MOGAT2', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'BMX', 'FBLL1', 'CACNA1F', 'IRX6', 'PDE6G', 'CCL13', 'LOC399815', 'MAST1', 'SLC26A4', 'LRFN2', 'LINC00922', 'XKRX', 'FOXP2', 'PCDHA2', 'KIAA0125', 'CFAP57', 'C1ORF186', 'FOXF1', 'GIPR', 'ALG1L', 'ASB14', 'LINC01139', 'CADM2', 'TSSK4', 'HHIPL2', 'ZNF280B', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'PDZRN4', 'ASAH2B', 'MAT1A', 'RNASE2', 'TMEM35', 'LRFN5', 'C2CD4B', 'DNAJC5B', 'CERS1', 'HSD17B2', 'BRINP2', 'C10ORF95', 'WNK3', 'DNAI1', 'LGR5', 'FCGR3B', 'PTCHD2', 'PCDHAC1', 'GDF6', 'GPR141', 'LGALS12', 'GSDMA', 'TMEM151B', 'LINGO4', 'TMEM132C', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'KRT6A', 'HIST1H2AM', 'TLL2', 'DMC1', 'ESYT3', 'NFE2', 'PCP4L1', 'IL1RL2', 'AOC1', 'MYT1', 'C19ORF26', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'AQP5', 'KIF1A', 'HAND2.AS1', 'UMODL1', 'DYDC2', 'PRAME', 'DGKI', 'PQLC2L', 'ATP8A2', 'IQSEC3', 'TGM1', 'SPSB4', 'EPHA7', 'LOC644172', 'IGDCC3', 'PKD1L2', 'C2CD4C', 'GP1BA', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'UGT2B15', 'NBPF6', 'MGAM', 'PLA2G10', 'TMEM232', 'GPR27', 'CNTF', 'SLC25A21', 'MCHR1', 'KERA', 'PRSS12', 'PLEKHD1', 'CD244', 'PTCHD4', 'SLC6A4', 'LOC100130987', 'PNMT', 'DIO3', 'FCRL3', 'L1TD1', 'LINC00242', 'STAP1', 'CST4', 'IL10', 'RGN', 'LINC00839', 'DCANP1', 'PLCXD3', 'FCRLA', 'TBC1D3H', 'SNAP25', 'SPDYA', 'C6', 'TPSD1', 'PCDHGB3', 'GFRA2', 'FLG', 'IGFL2', 'GJB3', 'C1GALT1C1L', 'DLGAP1', 'GPR158', 'SFTPD', 'DNASE1L3', 'ITPKA', 'PROC', 'FAM186B', 'GDF10', 'NR6A1', 'TM4SF19', 'ZBED2', 'BCO2', 'PTH2R', 'ALOX12P2', 'C1ORF229', 'GUSBP5', 'HIST2H2BA', 'KCNG1', 'SLC17A7', 'FBXL13', 'PNPLA3', 'DOC2B', 'SULT4A1', 'BCAN', 'FAM86B2', 'PPM1N', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'FGF18', 'PRR34', 'HTR1D', 'EGOT', 'HCN2', 'LRRIQ3', 'ATP1A4', 'LCN12', 'NAALAD2', 'C10ORF82', 'KCNJ3', 'GJB5', 'ZNF660', 'RNF183', 'SLC7A4', 'LRRC31', 'ADRA1B', 'SYT8', 'PCDHA7', 'LRRIQ1', 'LTA', 'RAET1E', 'AURKAPS1', 'SLC38A4', 'TNFSF15', 'TRPA1', 'CNGA1', 'FBXO24', 'LY6G6C', 'C4ORF47', 'MAL', 'SCGB3A1', 'KLK11', 'GRM8', 'PTGDR', 'TUBA3D', 'ACSL6', 'RP1', 'RPL13AP3', 'LINC01119', 'IQUB', 'NKPD1', 'LINC01341', 'SOX8', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'PPP1R3G', 'C19ORF18', 'FXYD1', 'RNF138P1', 'CCIN', 'MYCBPAP', 'ETV2', 'XPNPEP2', 'TEKT3', 'STKLD1', 'SLC30A8', 'UGT8', 'SLC28A3', 'CCR8', 'METTL7B', 'HEPACAM2', 'UBE2Q2P1', 'TEX14', 'PLP1', 'SLC25A18', 'JPH4', 'IDI2.AS1', 'CASQ1', 'S100A3', 'LINC00482', 'LRIT3', 'GLIS1', 'SGK2', 'CCDC36', 'NR1I3', 'ALOXE3', 'ZNF843', 'CACNG1', 'MS4A15', 'WNT2B', 'PBX4', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'LGALS2', 'PYGO1', 'TMEM92', 'FUT9', 'ADAMTS8', 'BCHE', 'AOC2', 'GJB1', 'C9ORF43', 'CCDC151', 'FCRL6', 'PNCK', 'PITX2', 'TNNI3K', 'FAM189A1', 'DQX1', 'LPAR3', 'CKMT2', 'ABCA17P', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'NLRP12', 'C1ORF101', 'CLDN9', 'IYD', 'ZNF835', 'SLC6A20', 'OTOA', 'CA3', 'SPIB', 'FAM95B1', 'FAM90A1', 'C1ORF95', 'C2CD4A', 'RYR2', 'PCDH9', 'CCDC158', 'CLEC3A', 'SCN2B', 'CLECL1', 'PCSK1N', 'ULBP3', 'SVOPL', 'LINC01550', 'GSDMC', 'ARC', 'TAS1R3', 'CCDC65', 'IL20RB', 'DDX11L2', 'VSIG1', 'AURKC', 'TTC16', 'ZCCHC18', 'PDE1C', 'ALDH8A1', 'COLCA2', 'PCYT1B', 'MYOZ1', 'BPIFB2', 'KNDC1', 'B3GALT5.AS1', 'DUOXA1', 'CRYGS', 'GSTM1', 'PPP1R36', 'KLHL4', 'LOC148709', 'LOC441455', 'CPEB1', 'OR7E91P', 'IL22RA1', 'HOXD3', 'TARP', 'FAM57B', 'LOC90768', 'CAMP', 'JPH3', 'LUZP2', 'FUT7', 'IL12RB2', 'PLA2G5', 'RIMS1', 'FLJ37201', 'LBX2', 'SCARA5', 'RELN', 'HOXB13', 'CD177', 'IGSF5', 'TUBB8', 'SLC22A18AS', 'HIST1H2BN', 'ZBED3.AS1', 'GPR18', 'ASTN1', 'ZC3H12D', 'KCNE1', 'MNX1', 'TCHH', 'CIDEA', 'ONECUT2', 'GAL', 'KCNE2', 'SP5', 'WDR72', 'BTBD8', 'CHRNA6', 'FAM135B', 'IRX4', 'C10ORF128', 'SLC16A10', 'RSPH4A', 'MGC16142', 'SCN7A', 'ALB', 'HOXB8', 'SCART1', 'LINC01124', 'CCDC183', 'CCDC7', 'MGAT5B', 'YPEL4', 'GBP1P1', 'DCSTAMP', 'CELF5', 'CXXC4', 'GRIN2C', 'GPR3', 'SKIDA1', 'OBP2B', 'CXCR5', 'SLC35F1', 'PYDC1', 'SLC30A2', 'HOXA11', 'NIPAL1', 'ATP13A5', 'CCDC153', 'FOXJ1', 'STRC', 'SRL', 'WT1', 'PCSK9', 'PCAT18', 'TNFRSF9', 'LRP1B', 'RPGRIP1', 'INSM1', 'GPR174', 'CNNM1', 'PCK1', 'NOXO1', 'SLC18A2', 'C17ORF104', 'SLC25A53', 'FOXD4', 'DMRT3', 'PPP4R4', 'MARCO', 'GPX2', 'LBP', 'IL20', 'COL23A1', 'INHA', 'FOXD1', 'NOS2', 'PKNOX2', 'BTLA', 'TNFRSF17', 'CRISP3', 'ADH1C', 'KLHL14', 'AVPR2', 'CXCL2', 'GLOD5', 'MYBPC1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004084060130477685
		RMSE:  0.37195168053170635
		NRMSE:  0.13741024893390016
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006474841096328898
		RMSE:  0.3763274359057868
		NRMSE:  0.1942134674644098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  LinearRegression
		Pearson Correlation:  0.9534693063184488
		Spearman Correlation:  0.9413656709216642
		Coefficient of Determination:  0.9091037180913835
		RMSE:  0.1119114565853062
		NRMSE:  0.04134349140716259
		MAPE:  945.3507545503473
		Pearson Correlation:  0.17481405713026651
		Spearman Correlation:  0.18135791630084871
		Coefficient of Determination:  -4.855607945687453
		RMSE:  0.907716887931919
		NRMSE:  0.4684506827330954
		MAPE:  694.4305797950124

	Predictor:  ElasticNet
		Pearson Correlation:  0.6583832203671176
		Spearman Correlation:  0.6605778576631258
		Coefficient of Determination:  0.34571320292972474
		RMSE:  0.30025176377146273
		NRMSE:  0.11092212177587499
		MAPE:  715.3473908936406
		Pearson Correlation:  0.1820104054642951
		Spearman Correlation:  0.21490586284264954
		Coefficient of Determination:  0.007160909657639047
		RMSE:  0.3737694950105397
		NRMSE:  0.19289337617306068
		MAPE:  130.64174296008505

	Predictor:  RandomForests
		Pearson Correlation:  0.4529617722718923
		Spearman Correlation:  0.47325981137500533
		Coefficient of Determination:  0.133885179666677
		RMSE:  0.34545320311413164
		NRMSE:  0.12762090647653254
		MAPE:  878.1963551849751
		Pearson Correlation:  0.21033414446731016
		Spearman Correlation:  0.26333528436250125
		Coefficient of Determination:  0.04203209697717247
		RMSE:  0.3671469281292651
		NRMSE:  0.18947562993717557
		MAPE:  111.21303032482213

Protein:  CDH3
x_train_column_count:  75
x_train columns:  ['DES', 'SOX15', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'CATSPER3', 'C4ORF36', 'ALOX15', 'PCDHGA1', 'MST1L', 'NPTX1', 'TAT', 'TMEM200C', 'PPP2R2B', 'MUC6', 'ACTA1', 'CA14', 'LEP', 'ABCA10', 'MPZ', 'FIBCD1', 'C10ORF55', 'GRIK4', 'TUBA3E', 'CYP4F35P', 'GLDC', 'ANP32AP1', 'C1ORF228', 'FDCSP', 'LOC100272216', 'MOGAT2', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'BMX', 'FBLL1', 'CACNA1F', 'IRX6', 'PDE6G', 'CCL13', 'LOC399815', 'MAST1', 'SLC26A4', 'LRFN2', 'LINC00922', 'XKRX', 'FOXP2', 'PCDHA2', 'KIAA0125', 'CFAP57', 'C1ORF186', 'FOXF1', 'GIPR', 'ALG1L', 'ASB14', 'LINC01139', 'CADM2', 'TSSK4', 'HHIPL2', 'ZNF280B', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'PDZRN4', 'ASAH2B', 'MAT1A', 'RNASE2', 'TMEM35', 'LRFN5', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003025178489952651
		RMSE:  0.20883135309817671
		NRMSE:  0.14651130458142275
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.766266116724594e-05
		RMSE:  0.2045852237570374
		NRMSE:  0.1565890990172577
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  LinearRegression
		Pearson Correlation:  0.5397912087135193
		Spearman Correlation:  0.5339191149514866
		Coefficient of Determination:  0.2913745490044022
		RMSE:  0.17576742675081802
		NRMSE:  0.12331440951816947
		MAPE:  441.4884674780064
		Pearson Correlation:  0.470866658341916
		Spearman Correlation:  0.4713393815237538
		Coefficient of Determination:  0.21044691185555686
		RMSE:  0.18178264185800383
		NRMSE:  0.13913605089743195
		MAPE:  520.3589224752473

	Predictor:  ElasticNet
		Pearson Correlation:  0.4662997030801478
		Spearman Correlation:  0.47792261714939777
		Coefficient of Determination:  0.18464956568309954
		RMSE:  0.18853942354630812
		NRMSE:  0.13227495057129998
		MAPE:  175.82312291109355
		Pearson Correlation:  0.5062651739558789
		Spearman Correlation:  0.524934152765584
		Coefficient of Determination:  0.20739344622948075
		RMSE:  0.18213380977466065
		NRMSE:  0.1394048340806122
		MAPE:  278.897757986947

	Predictor:  RandomForests
		Pearson Correlation:  0.4421703366364154
		Spearman Correlation:  0.4407830381070928
		Coefficient of Determination:  0.15650178379720314
		RMSE:  0.19176621910747707
		NRMSE:  0.1345387965899682
		MAPE:  258.58479419514225
		Pearson Correlation:  0.47573524620073404
		Spearman Correlation:  0.5009755145839432
		Coefficient of Determination:  0.1693955924068088
		RMSE:  0.1864484847256676
		NRMSE:  0.1427072771931846
		MAPE:  256.53935447855105

Protein:  PTEN
x_train_column_count:  886
x_train columns:  ['DES', 'SOX15', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'CATSPER3', 'C4ORF36', 'ALOX15', 'PCDHGA1', 'MST1L', 'NPTX1', 'TAT', 'TMEM200C', 'PPP2R2B', 'MUC6', 'ACTA1', 'CA14', 'LEP', 'ABCA10', 'MPZ', 'FIBCD1', 'C10ORF55', 'GRIK4', 'TUBA3E', 'CYP4F35P', 'GLDC', 'ANP32AP1', 'C1ORF228', 'FDCSP', 'LOC100272216', 'MOGAT2', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'BMX', 'FBLL1', 'CACNA1F', 'IRX6', 'PDE6G', 'CCL13', 'LOC399815', 'MAST1', 'SLC26A4', 'LRFN2', 'LINC00922', 'XKRX', 'FOXP2', 'PCDHA2', 'KIAA0125', 'CFAP57', 'C1ORF186', 'FOXF1', 'GIPR', 'ALG1L', 'ASB14', 'LINC01139', 'CADM2', 'TSSK4', 'HHIPL2', 'ZNF280B', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'PDZRN4', 'ASAH2B', 'MAT1A', 'RNASE2', 'TMEM35', 'LRFN5', 'C2CD4B', 'DNAJC5B', 'CERS1', 'HSD17B2', 'BRINP2', 'C10ORF95', 'WNK3', 'DNAI1', 'LGR5', 'FCGR3B', 'PTCHD2', 'PCDHAC1', 'GDF6', 'GPR141', 'LGALS12', 'GSDMA', 'TMEM151B', 'LINGO4', 'TMEM132C', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'KRT6A', 'HIST1H2AM', 'TLL2', 'DMC1', 'ESYT3', 'NFE2', 'PCP4L1', 'IL1RL2', 'AOC1', 'MYT1', 'C19ORF26', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'AQP5', 'KIF1A', 'HAND2.AS1', 'UMODL1', 'DYDC2', 'PRAME', 'DGKI', 'PQLC2L', 'ATP8A2', 'IQSEC3', 'TGM1', 'SPSB4', 'EPHA7', 'LOC644172', 'IGDCC3', 'PKD1L2', 'C2CD4C', 'GP1BA', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'UGT2B15', 'NBPF6', 'MGAM', 'PLA2G10', 'TMEM232', 'GPR27', 'CNTF', 'SLC25A21', 'MCHR1', 'KERA', 'PRSS12', 'PLEKHD1', 'CD244', 'PTCHD4', 'SLC6A4', 'LOC100130987', 'PNMT', 'DIO3', 'FCRL3', 'L1TD1', 'LINC00242', 'STAP1', 'CST4', 'IL10', 'RGN', 'LINC00839', 'DCANP1', 'PLCXD3', 'FCRLA', 'TBC1D3H', 'SNAP25', 'SPDYA', 'C6', 'TPSD1', 'PCDHGB3', 'GFRA2', 'FLG', 'IGFL2', 'GJB3', 'C1GALT1C1L', 'DLGAP1', 'GPR158', 'SFTPD', 'DNASE1L3', 'ITPKA', 'PROC', 'FAM186B', 'GDF10', 'NR6A1', 'TM4SF19', 'ZBED2', 'BCO2', 'PTH2R', 'ALOX12P2', 'C1ORF229', 'GUSBP5', 'HIST2H2BA', 'KCNG1', 'SLC17A7', 'FBXL13', 'PNPLA3', 'DOC2B', 'SULT4A1', 'BCAN', 'FAM86B2', 'PPM1N', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'FGF18', 'PRR34', 'HTR1D', 'EGOT', 'HCN2', 'LRRIQ3', 'ATP1A4', 'LCN12', 'NAALAD2', 'C10ORF82', 'KCNJ3', 'GJB5', 'ZNF660', 'RNF183', 'SLC7A4', 'LRRC31', 'ADRA1B', 'SYT8', 'PCDHA7', 'LRRIQ1', 'LTA', 'RAET1E', 'AURKAPS1', 'SLC38A4', 'TNFSF15', 'TRPA1', 'CNGA1', 'FBXO24', 'LY6G6C', 'C4ORF47', 'MAL', 'SCGB3A1', 'KLK11', 'GRM8', 'PTGDR', 'TUBA3D', 'ACSL6', 'RP1', 'RPL13AP3', 'LINC01119', 'IQUB', 'NKPD1', 'LINC01341', 'SOX8', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'PPP1R3G', 'C19ORF18', 'FXYD1', 'RNF138P1', 'CCIN', 'MYCBPAP', 'ETV2', 'XPNPEP2', 'TEKT3', 'STKLD1', 'SLC30A8', 'UGT8', 'SLC28A3', 'CCR8', 'METTL7B', 'HEPACAM2', 'UBE2Q2P1', 'TEX14', 'PLP1', 'SLC25A18', 'JPH4', 'IDI2.AS1', 'CASQ1', 'S100A3', 'LINC00482', 'LRIT3', 'GLIS1', 'SGK2', 'CCDC36', 'NR1I3', 'ALOXE3', 'ZNF843', 'CACNG1', 'MS4A15', 'WNT2B', 'PBX4', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'LGALS2', 'PYGO1', 'TMEM92', 'FUT9', 'ADAMTS8', 'BCHE', 'AOC2', 'GJB1', 'C9ORF43', 'CCDC151', 'FCRL6', 'PNCK', 'PITX2', 'TNNI3K', 'FAM189A1', 'DQX1', 'LPAR3', 'CKMT2', 'ABCA17P', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'NLRP12', 'C1ORF101', 'CLDN9', 'IYD', 'ZNF835', 'SLC6A20', 'OTOA', 'CA3', 'SPIB', 'FAM95B1', 'FAM90A1', 'C1ORF95', 'C2CD4A', 'RYR2', 'PCDH9', 'CCDC158', 'CLEC3A', 'SCN2B', 'CLECL1', 'PCSK1N', 'ULBP3', 'SVOPL', 'LINC01550', 'GSDMC', 'ARC', 'TAS1R3', 'CCDC65', 'IL20RB', 'DDX11L2', 'VSIG1', 'AURKC', 'TTC16', 'ZCCHC18', 'PDE1C', 'ALDH8A1', 'COLCA2', 'PCYT1B', 'MYOZ1', 'BPIFB2', 'KNDC1', 'B3GALT5.AS1', 'DUOXA1', 'CRYGS', 'GSTM1', 'PPP1R36', 'KLHL4', 'LOC148709', 'LOC441455', 'CPEB1', 'OR7E91P', 'IL22RA1', 'HOXD3', 'TARP', 'FAM57B', 'LOC90768', 'CAMP', 'JPH3', 'LUZP2', 'FUT7', 'IL12RB2', 'PLA2G5', 'RIMS1', 'FLJ37201', 'LBX2', 'SCARA5', 'RELN', 'HOXB13', 'CD177', 'IGSF5', 'TUBB8', 'SLC22A18AS', 'HIST1H2BN', 'ZBED3.AS1', 'GPR18', 'ASTN1', 'ZC3H12D', 'KCNE1', 'MNX1', 'TCHH', 'CIDEA', 'ONECUT2', 'GAL', 'KCNE2', 'SP5', 'WDR72', 'BTBD8', 'CHRNA6', 'FAM135B', 'IRX4', 'C10ORF128', 'SLC16A10', 'RSPH4A', 'MGC16142', 'SCN7A', 'ALB', 'HOXB8', 'SCART1', 'LINC01124', 'CCDC183', 'CCDC7', 'MGAT5B', 'YPEL4', 'GBP1P1', 'DCSTAMP', 'CELF5', 'CXXC4', 'GRIN2C', 'GPR3', 'SKIDA1', 'OBP2B', 'CXCR5', 'SLC35F1', 'PYDC1', 'SLC30A2', 'HOXA11', 'NIPAL1', 'ATP13A5', 'CCDC153', 'FOXJ1', 'STRC', 'SRL', 'WT1', 'PCSK9', 'PCAT18', 'TNFRSF9', 'LRP1B', 'RPGRIP1', 'INSM1', 'GPR174', 'CNNM1', 'PCK1', 'NOXO1', 'SLC18A2', 'C17ORF104', 'SLC25A53', 'FOXD4', 'DMRT3', 'PPP4R4', 'MARCO', 'GPX2', 'LBP', 'IL20', 'COL23A1', 'INHA', 'FOXD1', 'NOS2', 'PKNOX2', 'BTLA', 'TNFRSF17', 'CRISP3', 'ADH1C', 'KLHL14', 'AVPR2', 'CXCL2', 'GLOD5', 'MYBPC1', 'PARP15', 'GPLD1', 'PFN1P2', 'GPR55', 'CST9', 'SLCO4C1', 'STEAP1B', 'BCL2L14', 'SLC23A1', 'C2ORF40', 'DHRS4L1', 'SCN3A', 'AMH', 'CXCR2P1', 'ZNF98', 'VAT1L', 'ULBP2', 'VSIG2', 'ZNF454', 'RNF212', 'TPSG1', 'VGLL1', 'CYSLTR2', 'HAP1', 'P2RX1', 'FAM218A', 'SYN2', 'EMILIN3', 'DBIL5P', 'TMEM105', 'ORM1', 'FAM178B', 'DKK1', 'ZNF488', 'IL23A', 'DPY19L2P2', 'AMBP', 'PRKG2', 'CXCL1', 'SIGLEC17P', 'CRYM', 'SUCNR1', 'DEPDC4', 'SPDYE1', 'FABP7', 'LRRC2', 'GPBAR1', 'CTCFL', 'BRINP1', 'BDKRB1', 'LRGUK', 'XIRP1', 'ADAMTS18', 'VWDE', 'LINC00930', 'FUT6', 'RERGL', 'TENM1', 'BMPER', 'HCG27', 'CLEC12A', 'RDM1', 'CYP4F8', 'CDR1', 'KIAA0319', 'NUGGC', 'CECR2', 'SORCS1', 'FAM184B', 'PCDHGA3', 'PKD1L1', 'SSUH2', 'WSCD2', 'CBLN2', 'ECEL1', 'SPESP1', 'SEC14L5', 'ABHD11.AS1', 'FSCN2', 'DMRT2', 'CCL17', 'ZNF732', 'FAM162B', 'PIANP', 'HOXD4', 'GNB3', 'TMEM217', 'CTSG', 'GRIA3', 'RSPO1', 'RGS6', 'SERPINA6', 'ADAMTS19', 'IL1R2', 'MT1A', 'RNF175', 'ADAM32', 'COL2A1', 'CHRNB2', 'FLJ12825', 'POM121L9P', 'PFKFB1', 'RASL10A', 'HECTD2.AS1', 'PRSS21', 'DIRC3', 'LRRC16B', 'CYP46A1', 'SMIM5', 'FOXC2', 'CAPN11', 'ZNF804A', 'IGF2BP3', 'TBX21', 'TRAT1', 'PART1', 'HIST1H2BE', 'LOC100126784', 'CYSRT1', 'VIPR2', 'GPR87', 'ULBP1', 'SLC26A10', 'HS3ST3B1', 'SLC13A2', 'XKR9', 'CA9', 'HTR7', 'HOGA1', 'EMX1', 'WIPF3', 'CEP83.AS1', 'ZSCAN1', 'ZBTB16', 'CITED1', 'OTUD7A', 'TMEM40', 'CYP26A1', 'TMSB15A', 'WFDC3', 'MAPT.IT1', 'CDHR1', 'ANKK1', 'GZMM', 'ROPN1L', 'PVALB', 'FIRRE', 'M1AP', 'MYO3B', 'INE2', 'CRTAC1', 'MRAP2', 'IGSF22', 'RFX8', 'RBM12B.AS1', 'SPAG17', 'TTC23L', 'HEATR4', 'PYGM', 'MROH7', 'PCDHA12', 'CFAP61', 'BTC', 'KCNT2', 'ADGRB1', 'SLC27A6', 'NPAS1', 'UGT2B11', 'GPR37L1', 'NRTN', 'B3GAT1', 'OPCML', 'SRSF12', 'NWD1', 'LRRC4B', 'CIDEC', 'CCBE1', 'ADGRF1', 'CLEC4E', 'MIA', 'LINC00173', 'TMEM59L', 'HPDL', 'TSPAN8', 'RNF182', 'FRMPD1', 'GALNT13', 'SMC1B', 'KCNA6', 'KLK6', 'LSAMP', 'LOC613037', 'ABCC6P2', 'FASLG', 'IL11', 'NLRP7', 'DHDH', 'GAS2', 'RFPL1S', 'SCN3B', 'COL28A1', 'C15ORF56', 'FAM83A', 'PSORS1C1', 'ANO5', 'SLC16A11', 'PTCHD1', 'SLC6A14', 'SLC24A5', 'C9ORF47', 'ADGRG2', 'TMPRSS4', 'TUSC5', 'LINC00908', 'RUFY4', 'CYP4F12', 'INTS4P2', 'PIK3C2G', 'IGSF1', 'KCNQ3', 'LOC100133669', 'VENTX', 'MYOM2', 'FAM157A', 'NBPF4', 'EBF2', 'MAG', 'DSCAML1', 'PCDHA5', 'PTPRN', 'KLK7', 'CDKN2B.AS1', 'DLX2', 'SYT6', 'SFTPA2', 'CNTN2', 'ZBTB20', 'FAM19A2', 'NKX3.2', 'DLX5', 'PLAC1', 'CCNI2', 'BRE.AS1', 'OR2W3', 'SLC6A17', 'RYR3', 'GHRLOS', 'ABCC2', 'PTPRR', 'ABCD2', 'TFAP2E', 'CD160', 'GRIA2', 'CD1A', 'DEFB1', 'CCDC144A', 'RGS9', 'DLK2', 'CACNA1I', 'GGT3P', 'CDKL2', 'MYO16', 'PWAR5', 'DCX', 'SLC6A11', 'WDR17', 'MSMB', 'CABP4', 'BTBD19', 'CHRFAM7A', 'MMP12', 'CHRNA10', 'TCEAL2', 'FKBP1AP1', 'UNC13A', 'AGBL4', 'SLC39A2', 'XCL2', 'LY6H', 'S100A7', 'TUBAL3', 'SPAG8', 'ZNF727', 'LINC00202.1', 'KCNH3', 'ARL9', 'TM6SF2', 'MAK', 'SNORD116.4', 'TCN1', 'P2RY12', 'GRID2IP', 'MPL', 'HRCT1', 'PCBP3', 'SYCE3', 'TCTEX1D1', 'ELOVL3', 'GPM6A', 'CD70', 'NOX5', 'SLC46A2', 'SYCE2', 'GRIN2A', 'ARMC3', 'JAKMIP1', 'PGLYRP2', 'TIGD4', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'KLF3.AS1', 'SOSTDC1', 'ASIC3', 'LONRF3', 'LRRC43', 'AGAP7P', 'ACY3', 'THPO', 'BEX1', 'PRPH2', 'LOC400927', 'AKR1E2', 'SCN9A', 'SCN2A', 'KLK10', 'ACHE', 'CEACAM7', 'RIMS2', 'OLFM4', 'CTAGE11P', 'TMEM145', 'CD40LG', 'C6ORF52', 'HRC', 'BEGAIN', 'VN1R1', 'GPR82', 'CXADRP3', 'PAH', 'CHODL', 'TTBK1', 'LOC285593', 'MLLT4.AS1', 'CHST9', 'TTYH1', 'HIST1H2BH', 'APOBEC3A', 'GABRB3', 'ADGRL3', 'SLC25A34', 'BRSK2', 'TRH', 'MAPK4', 'CAMK4', 'DGCR5', 'C8ORF46', 'DNASE1L2', 'ST8SIA2', 'EPYC', 'GBP6', 'MUC15', 'GPR63', 'CAPSL', 'SLC35F3', 'ANKLE1', 'IL17D', 'ROBO2', 'AIM1L', 'ASGR1', 'PCDHA1', 'TNFSF11', 'RMRP', 'FAM201A', 'HAMP', 'MYO15A', 'DUSP9', 'FAM159A', 'NMU', 'CHKB.AS1', 'PTX3', 'DCLK3', 'RHCE', 'NEK5', 'TDRD6', 'LYG1', 'MTUS2', 'KCNK17', 'ROPN1B', 'RUNDC3A', 'LOC100132215', 'CYP2E1', 'C1QL3', 'UCKL1.AS1', 'PNMA6A', 'LINC00961', 'CYTL1', 'FOLR1', 'RRN3P1', 'XCL1', 'SIGLEC6', 'LINC00689', 'RRN3P2', 'HBA1', 'ATP13A4', 'THSD7B', 'SLC2A14', 'ADRA2B', 'MT1L', 'ZMAT4', 'TMEM150B', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.042477457330321045
		RMSE:  0.639641264822803
		NRMSE:  0.10001427016227082
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.028094267476815427
		RMSE:  0.5035947533045023
		NRMSE:  0.16597282753427667
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.458230587102
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389449
		RMSE:  0.49877990548911916
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809618

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  4.036908692228344e-15
		NRMSE:  6.312108032567187e-16
		MAPE:  7.303204884600224e-12
		Pearson Correlation:  0.025579920593008905
		Spearman Correlation:  0.06240854550775535
		Coefficient of Determination:  -2.1558732970665746
		RMSE:  0.8823167161274872
		NRMSE:  0.29079055966234496
		MAPE:  504.9271338856097

	Predictor:  ElasticNet
		Pearson Correlation:  0.8469525503617161
		Spearman Correlation:  0.7974734022355667
		Coefficient of Determination:  0.6425981482864285
		RMSE:  0.3745256239913508
		NRMSE:  0.05856080431418197
		MAPE:  331.1999032465007
		Pearson Correlation:  0.11215159690872795
		Spearman Correlation:  0.12145156570090725
		Coefficient of Determination:  -0.3069402439827358
		RMSE:  0.5677963463045173
		NRMSE:  0.18713214234543446
		MAPE:  280.6069838155501

	Predictor:  RandomForests
		Pearson Correlation:  0.524342618251774
		Spearman Correlation:  0.5066631960341178
		Coefficient of Determination:  0.17271031331141162
		RMSE:  0.5698124607963886
		NRMSE:  0.08909584251370316
		MAPE:  408.9680483980852
		Pearson Correlation:  0.1262123047162386
		Spearman Correlation:  0.1864062042727539
		Coefficient of Determination:  -0.005724965466336052
		RMSE:  0.4980860097472167
		NRMSE:  0.16415727695841298
		MAPE:  169.7537035938659

Protein:  BRCA2
x_train_column_count:  363
x_train columns:  ['DES', 'SOX15', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'CATSPER3', 'C4ORF36', 'ALOX15', 'PCDHGA1', 'MST1L', 'NPTX1', 'TAT', 'TMEM200C', 'PPP2R2B', 'MUC6', 'ACTA1', 'CA14', 'LEP', 'ABCA10', 'MPZ', 'FIBCD1', 'C10ORF55', 'GRIK4', 'TUBA3E', 'CYP4F35P', 'GLDC', 'ANP32AP1', 'C1ORF228', 'FDCSP', 'LOC100272216', 'MOGAT2', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'BMX', 'FBLL1', 'CACNA1F', 'IRX6', 'PDE6G', 'CCL13', 'LOC399815', 'MAST1', 'SLC26A4', 'LRFN2', 'LINC00922', 'XKRX', 'FOXP2', 'PCDHA2', 'KIAA0125', 'CFAP57', 'C1ORF186', 'FOXF1', 'GIPR', 'ALG1L', 'ASB14', 'LINC01139', 'CADM2', 'TSSK4', 'HHIPL2', 'ZNF280B', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'PDZRN4', 'ASAH2B', 'MAT1A', 'RNASE2', 'TMEM35', 'LRFN5', 'C2CD4B', 'DNAJC5B', 'CERS1', 'HSD17B2', 'BRINP2', 'C10ORF95', 'WNK3', 'DNAI1', 'LGR5', 'FCGR3B', 'PTCHD2', 'PCDHAC1', 'GDF6', 'GPR141', 'LGALS12', 'GSDMA', 'TMEM151B', 'LINGO4', 'TMEM132C', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'KRT6A', 'HIST1H2AM', 'TLL2', 'DMC1', 'ESYT3', 'NFE2', 'PCP4L1', 'IL1RL2', 'AOC1', 'MYT1', 'C19ORF26', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'AQP5', 'KIF1A', 'HAND2.AS1', 'UMODL1', 'DYDC2', 'PRAME', 'DGKI', 'PQLC2L', 'ATP8A2', 'IQSEC3', 'TGM1', 'SPSB4', 'EPHA7', 'LOC644172', 'IGDCC3', 'PKD1L2', 'C2CD4C', 'GP1BA', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'UGT2B15', 'NBPF6', 'MGAM', 'PLA2G10', 'TMEM232', 'GPR27', 'CNTF', 'SLC25A21', 'MCHR1', 'KERA', 'PRSS12', 'PLEKHD1', 'CD244', 'PTCHD4', 'SLC6A4', 'LOC100130987', 'PNMT', 'DIO3', 'FCRL3', 'L1TD1', 'LINC00242', 'STAP1', 'CST4', 'IL10', 'RGN', 'LINC00839', 'DCANP1', 'PLCXD3', 'FCRLA', 'TBC1D3H', 'SNAP25', 'SPDYA', 'C6', 'TPSD1', 'PCDHGB3', 'GFRA2', 'FLG', 'IGFL2', 'GJB3', 'C1GALT1C1L', 'DLGAP1', 'GPR158', 'SFTPD', 'DNASE1L3', 'ITPKA', 'PROC', 'FAM186B', 'GDF10', 'NR6A1', 'TM4SF19', 'ZBED2', 'BCO2', 'PTH2R', 'ALOX12P2', 'C1ORF229', 'GUSBP5', 'HIST2H2BA', 'KCNG1', 'SLC17A7', 'FBXL13', 'PNPLA3', 'DOC2B', 'SULT4A1', 'BCAN', 'FAM86B2', 'PPM1N', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'FGF18', 'PRR34', 'HTR1D', 'EGOT', 'HCN2', 'LRRIQ3', 'ATP1A4', 'LCN12', 'NAALAD2', 'C10ORF82', 'KCNJ3', 'GJB5', 'ZNF660', 'RNF183', 'SLC7A4', 'LRRC31', 'ADRA1B', 'SYT8', 'PCDHA7', 'LRRIQ1', 'LTA', 'RAET1E', 'AURKAPS1', 'SLC38A4', 'TNFSF15', 'TRPA1', 'CNGA1', 'FBXO24', 'LY6G6C', 'C4ORF47', 'MAL', 'SCGB3A1', 'KLK11', 'GRM8', 'PTGDR', 'TUBA3D', 'ACSL6', 'RP1', 'RPL13AP3', 'LINC01119', 'IQUB', 'NKPD1', 'LINC01341', 'SOX8', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'PPP1R3G', 'C19ORF18', 'FXYD1', 'RNF138P1', 'CCIN', 'MYCBPAP', 'ETV2', 'XPNPEP2', 'TEKT3', 'STKLD1', 'SLC30A8', 'UGT8', 'SLC28A3', 'CCR8', 'METTL7B', 'HEPACAM2', 'UBE2Q2P1', 'TEX14', 'PLP1', 'SLC25A18', 'JPH4', 'IDI2.AS1', 'CASQ1', 'S100A3', 'LINC00482', 'LRIT3', 'GLIS1', 'SGK2', 'CCDC36', 'NR1I3', 'ALOXE3', 'ZNF843', 'CACNG1', 'MS4A15', 'WNT2B', 'PBX4', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'LGALS2', 'PYGO1', 'TMEM92', 'FUT9', 'ADAMTS8', 'BCHE', 'AOC2', 'GJB1', 'C9ORF43', 'CCDC151', 'FCRL6', 'PNCK', 'PITX2', 'TNNI3K', 'FAM189A1', 'DQX1', 'LPAR3', 'CKMT2', 'ABCA17P', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'NLRP12', 'C1ORF101', 'CLDN9', 'IYD', 'ZNF835', 'SLC6A20', 'OTOA', 'CA3', 'SPIB', 'FAM95B1', 'FAM90A1', 'C1ORF95', 'C2CD4A', 'RYR2', 'PCDH9', 'CCDC158', 'CLEC3A', 'SCN2B', 'CLECL1', 'PCSK1N', 'ULBP3', 'SVOPL', 'LINC01550', 'GSDMC', 'ARC', 'TAS1R3', 'CCDC65', 'IL20RB', 'DDX11L2', 'VSIG1', 'AURKC', 'TTC16', 'ZCCHC18', 'PDE1C', 'ALDH8A1', 'COLCA2', 'PCYT1B', 'MYOZ1', 'BPIFB2', 'KNDC1', 'B3GALT5.AS1', 'DUOXA1', 'CRYGS', 'GSTM1', 'PPP1R36', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026562361008646285
		RMSE:  0.19787350383771835
		NRMSE:  0.12800221484333532
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00017758204834872338
		RMSE:  0.18475106890837595
		NRMSE:  0.18489898809885505
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  LinearRegression
		Pearson Correlation:  0.8441961445526212
		Spearman Correlation:  0.8062893803806384
		Coefficient of Determination:  0.7126671304775102
		RMSE:  0.10592641385944983
		NRMSE:  0.06852264361549547
		MAPE:  317.1748578374848
		Pearson Correlation:  0.06636025559994134
		Spearman Correlation:  0.061389207625164685
		Coefficient of Determination:  -2.492236592615603
		RMSE:  0.3452234044491522
		NRMSE:  0.34549980429258637
		MAPE:  619.0985894093243

	Predictor:  ElasticNet
		Pearson Correlation:  0.4768726538590419
		Spearman Correlation:  0.4669740034008014
		Coefficient of Determination:  0.1650388334373305
		RMSE:  0.18056964867690284
		NRMSE:  0.11680853937413663
		MAPE:  189.87578525423098
		Pearson Correlation:  0.32482137511192755
		Spearman Correlation:  0.3329435334890944
		Coefficient of Determination:  0.08552914715626803
		RMSE:  0.17665801066225423
		NRMSE:  0.1767994502224322
		MAPE:  128.95221264619985

	Predictor:  RandomForests
		Pearson Correlation:  0.5009107961762462
		Spearman Correlation:  0.48815624248867384
		Coefficient of Determination:  0.12848748052908332
		RMSE:  0.1844796345241979
		NRMSE:  0.1193378666400566
		MAPE:  153.51780208535118
		Pearson Correlation:  0.33373587802386034
		Spearman Correlation:  0.34736165662114477
		Coefficient of Determination:  0.07361626204311844
		RMSE:  0.17780495644391983
		NRMSE:  0.17794731429535615
		MAPE:  112.72143791548712

Protein:  CDKN2A
x_train_column_count:  615
x_train columns:  ['DES', 'SOX15', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'CATSPER3', 'C4ORF36', 'ALOX15', 'PCDHGA1', 'MST1L', 'NPTX1', 'TAT', 'TMEM200C', 'PPP2R2B', 'MUC6', 'ACTA1', 'CA14', 'LEP', 'ABCA10', 'MPZ', 'FIBCD1', 'C10ORF55', 'GRIK4', 'TUBA3E', 'CYP4F35P', 'GLDC', 'ANP32AP1', 'C1ORF228', 'FDCSP', 'LOC100272216', 'MOGAT2', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'BMX', 'FBLL1', 'CACNA1F', 'IRX6', 'PDE6G', 'CCL13', 'LOC399815', 'MAST1', 'SLC26A4', 'LRFN2', 'LINC00922', 'XKRX', 'FOXP2', 'PCDHA2', 'KIAA0125', 'CFAP57', 'C1ORF186', 'FOXF1', 'GIPR', 'ALG1L', 'ASB14', 'LINC01139', 'CADM2', 'TSSK4', 'HHIPL2', 'ZNF280B', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'PDZRN4', 'ASAH2B', 'MAT1A', 'RNASE2', 'TMEM35', 'LRFN5', 'C2CD4B', 'DNAJC5B', 'CERS1', 'HSD17B2', 'BRINP2', 'C10ORF95', 'WNK3', 'DNAI1', 'LGR5', 'FCGR3B', 'PTCHD2', 'PCDHAC1', 'GDF6', 'GPR141', 'LGALS12', 'GSDMA', 'TMEM151B', 'LINGO4', 'TMEM132C', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'KRT6A', 'HIST1H2AM', 'TLL2', 'DMC1', 'ESYT3', 'NFE2', 'PCP4L1', 'IL1RL2', 'AOC1', 'MYT1', 'C19ORF26', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'AQP5', 'KIF1A', 'HAND2.AS1', 'UMODL1', 'DYDC2', 'PRAME', 'DGKI', 'PQLC2L', 'ATP8A2', 'IQSEC3', 'TGM1', 'SPSB4', 'EPHA7', 'LOC644172', 'IGDCC3', 'PKD1L2', 'C2CD4C', 'GP1BA', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'UGT2B15', 'NBPF6', 'MGAM', 'PLA2G10', 'TMEM232', 'GPR27', 'CNTF', 'SLC25A21', 'MCHR1', 'KERA', 'PRSS12', 'PLEKHD1', 'CD244', 'PTCHD4', 'SLC6A4', 'LOC100130987', 'PNMT', 'DIO3', 'FCRL3', 'L1TD1', 'LINC00242', 'STAP1', 'CST4', 'IL10', 'RGN', 'LINC00839', 'DCANP1', 'PLCXD3', 'FCRLA', 'TBC1D3H', 'SNAP25', 'SPDYA', 'C6', 'TPSD1', 'PCDHGB3', 'GFRA2', 'FLG', 'IGFL2', 'GJB3', 'C1GALT1C1L', 'DLGAP1', 'GPR158', 'SFTPD', 'DNASE1L3', 'ITPKA', 'PROC', 'FAM186B', 'GDF10', 'NR6A1', 'TM4SF19', 'ZBED2', 'BCO2', 'PTH2R', 'ALOX12P2', 'C1ORF229', 'GUSBP5', 'HIST2H2BA', 'KCNG1', 'SLC17A7', 'FBXL13', 'PNPLA3', 'DOC2B', 'SULT4A1', 'BCAN', 'FAM86B2', 'PPM1N', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'FGF18', 'PRR34', 'HTR1D', 'EGOT', 'HCN2', 'LRRIQ3', 'ATP1A4', 'LCN12', 'NAALAD2', 'C10ORF82', 'KCNJ3', 'GJB5', 'ZNF660', 'RNF183', 'SLC7A4', 'LRRC31', 'ADRA1B', 'SYT8', 'PCDHA7', 'LRRIQ1', 'LTA', 'RAET1E', 'AURKAPS1', 'SLC38A4', 'TNFSF15', 'TRPA1', 'CNGA1', 'FBXO24', 'LY6G6C', 'C4ORF47', 'MAL', 'SCGB3A1', 'KLK11', 'GRM8', 'PTGDR', 'TUBA3D', 'ACSL6', 'RP1', 'RPL13AP3', 'LINC01119', 'IQUB', 'NKPD1', 'LINC01341', 'SOX8', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'PPP1R3G', 'C19ORF18', 'FXYD1', 'RNF138P1', 'CCIN', 'MYCBPAP', 'ETV2', 'XPNPEP2', 'TEKT3', 'STKLD1', 'SLC30A8', 'UGT8', 'SLC28A3', 'CCR8', 'METTL7B', 'HEPACAM2', 'UBE2Q2P1', 'TEX14', 'PLP1', 'SLC25A18', 'JPH4', 'IDI2.AS1', 'CASQ1', 'S100A3', 'LINC00482', 'LRIT3', 'GLIS1', 'SGK2', 'CCDC36', 'NR1I3', 'ALOXE3', 'ZNF843', 'CACNG1', 'MS4A15', 'WNT2B', 'PBX4', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'LGALS2', 'PYGO1', 'TMEM92', 'FUT9', 'ADAMTS8', 'BCHE', 'AOC2', 'GJB1', 'C9ORF43', 'CCDC151', 'FCRL6', 'PNCK', 'PITX2', 'TNNI3K', 'FAM189A1', 'DQX1', 'LPAR3', 'CKMT2', 'ABCA17P', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'NLRP12', 'C1ORF101', 'CLDN9', 'IYD', 'ZNF835', 'SLC6A20', 'OTOA', 'CA3', 'SPIB', 'FAM95B1', 'FAM90A1', 'C1ORF95', 'C2CD4A', 'RYR2', 'PCDH9', 'CCDC158', 'CLEC3A', 'SCN2B', 'CLECL1', 'PCSK1N', 'ULBP3', 'SVOPL', 'LINC01550', 'GSDMC', 'ARC', 'TAS1R3', 'CCDC65', 'IL20RB', 'DDX11L2', 'VSIG1', 'AURKC', 'TTC16', 'ZCCHC18', 'PDE1C', 'ALDH8A1', 'COLCA2', 'PCYT1B', 'MYOZ1', 'BPIFB2', 'KNDC1', 'B3GALT5.AS1', 'DUOXA1', 'CRYGS', 'GSTM1', 'PPP1R36', 'KLHL4', 'LOC148709', 'LOC441455', 'CPEB1', 'OR7E91P', 'IL22RA1', 'HOXD3', 'TARP', 'FAM57B', 'LOC90768', 'CAMP', 'JPH3', 'LUZP2', 'FUT7', 'IL12RB2', 'PLA2G5', 'RIMS1', 'FLJ37201', 'LBX2', 'SCARA5', 'RELN', 'HOXB13', 'CD177', 'IGSF5', 'TUBB8', 'SLC22A18AS', 'HIST1H2BN', 'ZBED3.AS1', 'GPR18', 'ASTN1', 'ZC3H12D', 'KCNE1', 'MNX1', 'TCHH', 'CIDEA', 'ONECUT2', 'GAL', 'KCNE2', 'SP5', 'WDR72', 'BTBD8', 'CHRNA6', 'FAM135B', 'IRX4', 'C10ORF128', 'SLC16A10', 'RSPH4A', 'MGC16142', 'SCN7A', 'ALB', 'HOXB8', 'SCART1', 'LINC01124', 'CCDC183', 'CCDC7', 'MGAT5B', 'YPEL4', 'GBP1P1', 'DCSTAMP', 'CELF5', 'CXXC4', 'GRIN2C', 'GPR3', 'SKIDA1', 'OBP2B', 'CXCR5', 'SLC35F1', 'PYDC1', 'SLC30A2', 'HOXA11', 'NIPAL1', 'ATP13A5', 'CCDC153', 'FOXJ1', 'STRC', 'SRL', 'WT1', 'PCSK9', 'PCAT18', 'TNFRSF9', 'LRP1B', 'RPGRIP1', 'INSM1', 'GPR174', 'CNNM1', 'PCK1', 'NOXO1', 'SLC18A2', 'C17ORF104', 'SLC25A53', 'FOXD4', 'DMRT3', 'PPP4R4', 'MARCO', 'GPX2', 'LBP', 'IL20', 'COL23A1', 'INHA', 'FOXD1', 'NOS2', 'PKNOX2', 'BTLA', 'TNFRSF17', 'CRISP3', 'ADH1C', 'KLHL14', 'AVPR2', 'CXCL2', 'GLOD5', 'MYBPC1', 'PARP15', 'GPLD1', 'PFN1P2', 'GPR55', 'CST9', 'SLCO4C1', 'STEAP1B', 'BCL2L14', 'SLC23A1', 'C2ORF40', 'DHRS4L1', 'SCN3A', 'AMH', 'CXCR2P1', 'ZNF98', 'VAT1L', 'ULBP2', 'VSIG2', 'ZNF454', 'RNF212', 'TPSG1', 'VGLL1', 'CYSLTR2', 'HAP1', 'P2RX1', 'FAM218A', 'SYN2', 'EMILIN3', 'DBIL5P', 'TMEM105', 'ORM1', 'FAM178B', 'DKK1', 'ZNF488', 'IL23A', 'DPY19L2P2', 'AMBP', 'PRKG2', 'CXCL1', 'SIGLEC17P', 'CRYM', 'SUCNR1', 'DEPDC4', 'SPDYE1', 'FABP7', 'LRRC2', 'GPBAR1', 'CTCFL', 'BRINP1', 'BDKRB1', 'LRGUK', 'XIRP1', 'ADAMTS18', 'VWDE', 'LINC00930', 'FUT6', 'RERGL', 'TENM1', 'BMPER', 'HCG27', 'CLEC12A', 'RDM1', 'CYP4F8', 'CDR1', 'KIAA0319', 'NUGGC', 'CECR2', 'SORCS1', 'FAM184B', 'PCDHGA3', 'PKD1L1', 'SSUH2', 'WSCD2', 'CBLN2', 'ECEL1', 'SPESP1', 'SEC14L5', 'ABHD11.AS1', 'FSCN2', 'DMRT2', 'CCL17', 'ZNF732', 'FAM162B', 'PIANP', 'HOXD4', 'GNB3', 'TMEM217', 'CTSG', 'GRIA3', 'RSPO1', 'RGS6', 'SERPINA6', 'ADAMTS19', 'IL1R2', 'MT1A', 'RNF175', 'ADAM32', 'COL2A1', 'CHRNB2', 'FLJ12825', 'POM121L9P', 'PFKFB1', 'RASL10A', 'HECTD2.AS1', 'PRSS21', 'DIRC3', 'LRRC16B', 'CYP46A1', 'SMIM5', 'FOXC2', 'CAPN11', 'ZNF804A', 'IGF2BP3', 'TBX21', 'TRAT1', 'PART1', 'HIST1H2BE', 'LOC100126784', 'CYSRT1', 'VIPR2', 'GPR87', 'ULBP1', 'SLC26A10', 'HS3ST3B1', 'SLC13A2', 'XKR9', 'CA9', 'HTR7', 'HOGA1', 'EMX1', 'WIPF3', 'CEP83.AS1', 'ZSCAN1', 'ZBTB16', 'CITED1', 'OTUD7A', 'TMEM40', 'CYP26A1', 'TMSB15A', 'WFDC3', 'MAPT.IT1', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.062199248812668806
		RMSE:  0.6624014175436462
		NRMSE:  0.14974599695798488
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10057809021042674
		RMSE:  0.783524323220729
		NRMSE:  0.21159176970584093
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6427147371513342
		NRMSE:  0.145295521001771
		MAPE:  207.86247046219444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010510594090658465
		RMSE:  0.7507796405829533
		NRMSE:  0.20274902527219912
		MAPE:  439.74244050751946

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  4.2647290706174875e-15
		NRMSE:  9.641073969972843e-16
		MAPE:  3.2817919099874694e-12
		Pearson Correlation:  0.20761524116024582
		Spearman Correlation:  0.18261633011413525
		Coefficient of Determination:  -2.0216571278438633
		RMSE:  1.298268867748059
		NRMSE:  0.35059920814152284
		MAPE:  2239.9721687164765

	Predictor:  ElasticNet
		Pearson Correlation:  0.8069706841644965
		Spearman Correlation:  0.788500827552535
		Coefficient of Determination:  0.5914613927634004
		RMSE:  0.4108041385960095
		NRMSE:  0.09286857434068259
		MAPE:  167.76412603639073
		Pearson Correlation:  0.5175149575363702
		Spearman Correlation:  0.45072675836503756
		Coefficient of Determination:  0.25328014289719025
		RMSE:  0.6453880232820103
		NRMSE:  0.17428788098352965
		MAPE:  1277.2135147028441

	Predictor:  RandomForests
		Pearson Correlation:  0.5420547662999063
		Spearman Correlation:  0.5031804973126458
		Coefficient of Determination:  0.1954549701520769
		RMSE:  0.576492200954563
		NRMSE:  0.13032490131221044
		MAPE:  181.04631578294257
		Pearson Correlation:  0.5153730144546627
		Spearman Correlation:  0.4495707735830651
		Coefficient of Determination:  0.15396195108858957
		RMSE:  0.6869687776537536
		NRMSE:  0.18551681816196428
		MAPE:  571.0861137486792

Protein:  TP53
x_train_column_count:  1002
x_train columns:  ['DES', 'SOX15', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'CATSPER3', 'C4ORF36', 'ALOX15', 'PCDHGA1', 'MST1L', 'NPTX1', 'TAT', 'TMEM200C', 'PPP2R2B', 'MUC6', 'ACTA1', 'CA14', 'LEP', 'ABCA10', 'MPZ', 'FIBCD1', 'C10ORF55', 'GRIK4', 'TUBA3E', 'CYP4F35P', 'GLDC', 'ANP32AP1', 'C1ORF228', 'FDCSP', 'LOC100272216', 'MOGAT2', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'BMX', 'FBLL1', 'CACNA1F', 'IRX6', 'PDE6G', 'CCL13', 'LOC399815', 'MAST1', 'SLC26A4', 'LRFN2', 'LINC00922', 'XKRX', 'FOXP2', 'PCDHA2', 'KIAA0125', 'CFAP57', 'C1ORF186', 'FOXF1', 'GIPR', 'ALG1L', 'ASB14', 'LINC01139', 'CADM2', 'TSSK4', 'HHIPL2', 'ZNF280B', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'PDZRN4', 'ASAH2B', 'MAT1A', 'RNASE2', 'TMEM35', 'LRFN5', 'C2CD4B', 'DNAJC5B', 'CERS1', 'HSD17B2', 'BRINP2', 'C10ORF95', 'WNK3', 'DNAI1', 'LGR5', 'FCGR3B', 'PTCHD2', 'PCDHAC1', 'GDF6', 'GPR141', 'LGALS12', 'GSDMA', 'TMEM151B', 'LINGO4', 'TMEM132C', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'KRT6A', 'HIST1H2AM', 'TLL2', 'DMC1', 'ESYT3', 'NFE2', 'PCP4L1', 'IL1RL2', 'AOC1', 'MYT1', 'C19ORF26', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'AQP5', 'KIF1A', 'HAND2.AS1', 'UMODL1', 'DYDC2', 'PRAME', 'DGKI', 'PQLC2L', 'ATP8A2', 'IQSEC3', 'TGM1', 'SPSB4', 'EPHA7', 'LOC644172', 'IGDCC3', 'PKD1L2', 'C2CD4C', 'GP1BA', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'UGT2B15', 'NBPF6', 'MGAM', 'PLA2G10', 'TMEM232', 'GPR27', 'CNTF', 'SLC25A21', 'MCHR1', 'KERA', 'PRSS12', 'PLEKHD1', 'CD244', 'PTCHD4', 'SLC6A4', 'LOC100130987', 'PNMT', 'DIO3', 'FCRL3', 'L1TD1', 'LINC00242', 'STAP1', 'CST4', 'IL10', 'RGN', 'LINC00839', 'DCANP1', 'PLCXD3', 'FCRLA', 'TBC1D3H', 'SNAP25', 'SPDYA', 'C6', 'TPSD1', 'PCDHGB3', 'GFRA2', 'FLG', 'IGFL2', 'GJB3', 'C1GALT1C1L', 'DLGAP1', 'GPR158', 'SFTPD', 'DNASE1L3', 'ITPKA', 'PROC', 'FAM186B', 'GDF10', 'NR6A1', 'TM4SF19', 'ZBED2', 'BCO2', 'PTH2R', 'ALOX12P2', 'C1ORF229', 'GUSBP5', 'HIST2H2BA', 'KCNG1', 'SLC17A7', 'FBXL13', 'PNPLA3', 'DOC2B', 'SULT4A1', 'BCAN', 'FAM86B2', 'PPM1N', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'FGF18', 'PRR34', 'HTR1D', 'EGOT', 'HCN2', 'LRRIQ3', 'ATP1A4', 'LCN12', 'NAALAD2', 'C10ORF82', 'KCNJ3', 'GJB5', 'ZNF660', 'RNF183', 'SLC7A4', 'LRRC31', 'ADRA1B', 'SYT8', 'PCDHA7', 'LRRIQ1', 'LTA', 'RAET1E', 'AURKAPS1', 'SLC38A4', 'TNFSF15', 'TRPA1', 'CNGA1', 'FBXO24', 'LY6G6C', 'C4ORF47', 'MAL', 'SCGB3A1', 'KLK11', 'GRM8', 'PTGDR', 'TUBA3D', 'ACSL6', 'RP1', 'RPL13AP3', 'LINC01119', 'IQUB', 'NKPD1', 'LINC01341', 'SOX8', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'PPP1R3G', 'C19ORF18', 'FXYD1', 'RNF138P1', 'CCIN', 'MYCBPAP', 'ETV2', 'XPNPEP2', 'TEKT3', 'STKLD1', 'SLC30A8', 'UGT8', 'SLC28A3', 'CCR8', 'METTL7B', 'HEPACAM2', 'UBE2Q2P1', 'TEX14', 'PLP1', 'SLC25A18', 'JPH4', 'IDI2.AS1', 'CASQ1', 'S100A3', 'LINC00482', 'LRIT3', 'GLIS1', 'SGK2', 'CCDC36', 'NR1I3', 'ALOXE3', 'ZNF843', 'CACNG1', 'MS4A15', 'WNT2B', 'PBX4', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'LGALS2', 'PYGO1', 'TMEM92', 'FUT9', 'ADAMTS8', 'BCHE', 'AOC2', 'GJB1', 'C9ORF43', 'CCDC151', 'FCRL6', 'PNCK', 'PITX2', 'TNNI3K', 'FAM189A1', 'DQX1', 'LPAR3', 'CKMT2', 'ABCA17P', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'NLRP12', 'C1ORF101', 'CLDN9', 'IYD', 'ZNF835', 'SLC6A20', 'OTOA', 'CA3', 'SPIB', 'FAM95B1', 'FAM90A1', 'C1ORF95', 'C2CD4A', 'RYR2', 'PCDH9', 'CCDC158', 'CLEC3A', 'SCN2B', 'CLECL1', 'PCSK1N', 'ULBP3', 'SVOPL', 'LINC01550', 'GSDMC', 'ARC', 'TAS1R3', 'CCDC65', 'IL20RB', 'DDX11L2', 'VSIG1', 'AURKC', 'TTC16', 'ZCCHC18', 'PDE1C', 'ALDH8A1', 'COLCA2', 'PCYT1B', 'MYOZ1', 'BPIFB2', 'KNDC1', 'B3GALT5.AS1', 'DUOXA1', 'CRYGS', 'GSTM1', 'PPP1R36', 'KLHL4', 'LOC148709', 'LOC441455', 'CPEB1', 'OR7E91P', 'IL22RA1', 'HOXD3', 'TARP', 'FAM57B', 'LOC90768', 'CAMP', 'JPH3', 'LUZP2', 'FUT7', 'IL12RB2', 'PLA2G5', 'RIMS1', 'FLJ37201', 'LBX2', 'SCARA5', 'RELN', 'HOXB13', 'CD177', 'IGSF5', 'TUBB8', 'SLC22A18AS', 'HIST1H2BN', 'ZBED3.AS1', 'GPR18', 'ASTN1', 'ZC3H12D', 'KCNE1', 'MNX1', 'TCHH', 'CIDEA', 'ONECUT2', 'GAL', 'KCNE2', 'SP5', 'WDR72', 'BTBD8', 'CHRNA6', 'FAM135B', 'IRX4', 'C10ORF128', 'SLC16A10', 'RSPH4A', 'MGC16142', 'SCN7A', 'ALB', 'HOXB8', 'SCART1', 'LINC01124', 'CCDC183', 'CCDC7', 'MGAT5B', 'YPEL4', 'GBP1P1', 'DCSTAMP', 'CELF5', 'CXXC4', 'GRIN2C', 'GPR3', 'SKIDA1', 'OBP2B', 'CXCR5', 'SLC35F1', 'PYDC1', 'SLC30A2', 'HOXA11', 'NIPAL1', 'ATP13A5', 'CCDC153', 'FOXJ1', 'STRC', 'SRL', 'WT1', 'PCSK9', 'PCAT18', 'TNFRSF9', 'LRP1B', 'RPGRIP1', 'INSM1', 'GPR174', 'CNNM1', 'PCK1', 'NOXO1', 'SLC18A2', 'C17ORF104', 'SLC25A53', 'FOXD4', 'DMRT3', 'PPP4R4', 'MARCO', 'GPX2', 'LBP', 'IL20', 'COL23A1', 'INHA', 'FOXD1', 'NOS2', 'PKNOX2', 'BTLA', 'TNFRSF17', 'CRISP3', 'ADH1C', 'KLHL14', 'AVPR2', 'CXCL2', 'GLOD5', 'MYBPC1', 'PARP15', 'GPLD1', 'PFN1P2', 'GPR55', 'CST9', 'SLCO4C1', 'STEAP1B', 'BCL2L14', 'SLC23A1', 'C2ORF40', 'DHRS4L1', 'SCN3A', 'AMH', 'CXCR2P1', 'ZNF98', 'VAT1L', 'ULBP2', 'VSIG2', 'ZNF454', 'RNF212', 'TPSG1', 'VGLL1', 'CYSLTR2', 'HAP1', 'P2RX1', 'FAM218A', 'SYN2', 'EMILIN3', 'DBIL5P', 'TMEM105', 'ORM1', 'FAM178B', 'DKK1', 'ZNF488', 'IL23A', 'DPY19L2P2', 'AMBP', 'PRKG2', 'CXCL1', 'SIGLEC17P', 'CRYM', 'SUCNR1', 'DEPDC4', 'SPDYE1', 'FABP7', 'LRRC2', 'GPBAR1', 'CTCFL', 'BRINP1', 'BDKRB1', 'LRGUK', 'XIRP1', 'ADAMTS18', 'VWDE', 'LINC00930', 'FUT6', 'RERGL', 'TENM1', 'BMPER', 'HCG27', 'CLEC12A', 'RDM1', 'CYP4F8', 'CDR1', 'KIAA0319', 'NUGGC', 'CECR2', 'SORCS1', 'FAM184B', 'PCDHGA3', 'PKD1L1', 'SSUH2', 'WSCD2', 'CBLN2', 'ECEL1', 'SPESP1', 'SEC14L5', 'ABHD11.AS1', 'FSCN2', 'DMRT2', 'CCL17', 'ZNF732', 'FAM162B', 'PIANP', 'HOXD4', 'GNB3', 'TMEM217', 'CTSG', 'GRIA3', 'RSPO1', 'RGS6', 'SERPINA6', 'ADAMTS19', 'IL1R2', 'MT1A', 'RNF175', 'ADAM32', 'COL2A1', 'CHRNB2', 'FLJ12825', 'POM121L9P', 'PFKFB1', 'RASL10A', 'HECTD2.AS1', 'PRSS21', 'DIRC3', 'LRRC16B', 'CYP46A1', 'SMIM5', 'FOXC2', 'CAPN11', 'ZNF804A', 'IGF2BP3', 'TBX21', 'TRAT1', 'PART1', 'HIST1H2BE', 'LOC100126784', 'CYSRT1', 'VIPR2', 'GPR87', 'ULBP1', 'SLC26A10', 'HS3ST3B1', 'SLC13A2', 'XKR9', 'CA9', 'HTR7', 'HOGA1', 'EMX1', 'WIPF3', 'CEP83.AS1', 'ZSCAN1', 'ZBTB16', 'CITED1', 'OTUD7A', 'TMEM40', 'CYP26A1', 'TMSB15A', 'WFDC3', 'MAPT.IT1', 'CDHR1', 'ANKK1', 'GZMM', 'ROPN1L', 'PVALB', 'FIRRE', 'M1AP', 'MYO3B', 'INE2', 'CRTAC1', 'MRAP2', 'IGSF22', 'RFX8', 'RBM12B.AS1', 'SPAG17', 'TTC23L', 'HEATR4', 'PYGM', 'MROH7', 'PCDHA12', 'CFAP61', 'BTC', 'KCNT2', 'ADGRB1', 'SLC27A6', 'NPAS1', 'UGT2B11', 'GPR37L1', 'NRTN', 'B3GAT1', 'OPCML', 'SRSF12', 'NWD1', 'LRRC4B', 'CIDEC', 'CCBE1', 'ADGRF1', 'CLEC4E', 'MIA', 'LINC00173', 'TMEM59L', 'HPDL', 'TSPAN8', 'RNF182', 'FRMPD1', 'GALNT13', 'SMC1B', 'KCNA6', 'KLK6', 'LSAMP', 'LOC613037', 'ABCC6P2', 'FASLG', 'IL11', 'NLRP7', 'DHDH', 'GAS2', 'RFPL1S', 'SCN3B', 'COL28A1', 'C15ORF56', 'FAM83A', 'PSORS1C1', 'ANO5', 'SLC16A11', 'PTCHD1', 'SLC6A14', 'SLC24A5', 'C9ORF47', 'ADGRG2', 'TMPRSS4', 'TUSC5', 'LINC00908', 'RUFY4', 'CYP4F12', 'INTS4P2', 'PIK3C2G', 'IGSF1', 'KCNQ3', 'LOC100133669', 'VENTX', 'MYOM2', 'FAM157A', 'NBPF4', 'EBF2', 'MAG', 'DSCAML1', 'PCDHA5', 'PTPRN', 'KLK7', 'CDKN2B.AS1', 'DLX2', 'SYT6', 'SFTPA2', 'CNTN2', 'ZBTB20', 'FAM19A2', 'NKX3.2', 'DLX5', 'PLAC1', 'CCNI2', 'BRE.AS1', 'OR2W3', 'SLC6A17', 'RYR3', 'GHRLOS', 'ABCC2', 'PTPRR', 'ABCD2', 'TFAP2E', 'CD160', 'GRIA2', 'CD1A', 'DEFB1', 'CCDC144A', 'RGS9', 'DLK2', 'CACNA1I', 'GGT3P', 'CDKL2', 'MYO16', 'PWAR5', 'DCX', 'SLC6A11', 'WDR17', 'MSMB', 'CABP4', 'BTBD19', 'CHRFAM7A', 'MMP12', 'CHRNA10', 'TCEAL2', 'FKBP1AP1', 'UNC13A', 'AGBL4', 'SLC39A2', 'XCL2', 'LY6H', 'S100A7', 'TUBAL3', 'SPAG8', 'ZNF727', 'LINC00202.1', 'KCNH3', 'ARL9', 'TM6SF2', 'MAK', 'SNORD116.4', 'TCN1', 'P2RY12', 'GRID2IP', 'MPL', 'HRCT1', 'PCBP3', 'SYCE3', 'TCTEX1D1', 'ELOVL3', 'GPM6A', 'CD70', 'NOX5', 'SLC46A2', 'SYCE2', 'GRIN2A', 'ARMC3', 'JAKMIP1', 'PGLYRP2', 'TIGD4', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'KLF3.AS1', 'SOSTDC1', 'ASIC3', 'LONRF3', 'LRRC43', 'AGAP7P', 'ACY3', 'THPO', 'BEX1', 'PRPH2', 'LOC400927', 'AKR1E2', 'SCN9A', 'SCN2A', 'KLK10', 'ACHE', 'CEACAM7', 'RIMS2', 'OLFM4', 'CTAGE11P', 'TMEM145', 'CD40LG', 'C6ORF52', 'HRC', 'BEGAIN', 'VN1R1', 'GPR82', 'CXADRP3', 'PAH', 'CHODL', 'TTBK1', 'LOC285593', 'MLLT4.AS1', 'CHST9', 'TTYH1', 'HIST1H2BH', 'APOBEC3A', 'GABRB3', 'ADGRL3', 'SLC25A34', 'BRSK2', 'TRH', 'MAPK4', 'CAMK4', 'DGCR5', 'C8ORF46', 'DNASE1L2', 'ST8SIA2', 'EPYC', 'GBP6', 'MUC15', 'GPR63', 'CAPSL', 'SLC35F3', 'ANKLE1', 'IL17D', 'ROBO2', 'AIM1L', 'ASGR1', 'PCDHA1', 'TNFSF11', 'RMRP', 'FAM201A', 'HAMP', 'MYO15A', 'DUSP9', 'FAM159A', 'NMU', 'CHKB.AS1', 'PTX3', 'DCLK3', 'RHCE', 'NEK5', 'TDRD6', 'LYG1', 'MTUS2', 'KCNK17', 'ROPN1B', 'RUNDC3A', 'LOC100132215', 'CYP2E1', 'C1QL3', 'UCKL1.AS1', 'PNMA6A', 'LINC00961', 'CYTL1', 'FOLR1', 'RRN3P1', 'XCL1', 'SIGLEC6', 'LINC00689', 'RRN3P2', 'HBA1', 'ATP13A4', 'THSD7B', 'SLC2A14', 'ADRA2B', 'MT1L', 'ZMAT4', 'TMEM150B', 'IL1RL1', 'KISS1R', 'CCR10', 'KIF19', 'IL24', 'GLI1', 'GPR173', 'ARRDC3.AS1', 'DPEP1', 'LIN7A', 'TTLL9', 'PRRT4', 'NIPAL4', 'KIAA1210', 'GPR135', 'WBP2NL', 'A2ML1', 'RHBG', 'B3GALT5', 'PCDHB18P', 'GNMT', 'RRAD', 'CBLN1', 'FIGF', 'DPF3', 'LOC90246', 'OXGR1', 'CD300LB', 'CNTNAP3', 'IL18RAP', 'MAP7D2', 'CACNA2D3', 'DPY19L2P4', 'MS4A8', 'SLC5A8', 'HIST1H1D', 'RAB39A', 'TRIM7', 'LRRC24', 'AIM2', 'PCDH20', 'GABRB2', 'DNAH11', 'TIFAB', 'PON3', 'KLK8', 'FOXN1', 'PHKG1', 'WFIKKN1', 'MASP2', 'CD19', 'GPR171', 'WNT10A', 'FREM2', 'LINC00669', 'ANK1', 'DCST2', 'C19ORF45', 'CRB2', 'CLCA2', 'KCNB1', 'SLC26A3', 'SEPHS1P1', 'HIST1H2AG', 'UCA1', 'LINC01465', 'LINC00685', 'TYMSOS', 'RASAL1', 'CD1E', 'ANO2', 'RIC3', 'COLCA1', 'CST2', 'HNRNPCL3', 'NEURL3', 'LOC646999', 'MED12L', 'TTC41P', 'PCDHGC5', 'EYA1', 'STXBP6', 'RAB3B', 'CLPSL1', 'MYEOV', 'NRXN1', 'FAM182B', 'SEC14L1P1', 'IL6', 'MAPT.AS1', 'ARHGEF33', 'VSTM2A', 'TDRD9', 'AJAP1', 'ZNF676', 'CR2', 'CLDN14', 'CXCR2', 'LPAR4', 'KIF4B', 'PATL2', 'FNDC8', 'CLEC4F', 'MSLN', 'KCNRG', 'MKX', 'ABHD1', 'C9ORF117', 'PDCD1', 'MAGEL2', 'NDP', 'VIT', 'HAPLN1', 'SEZ6L', 'DMRTC1B', 'POU3F1', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05546789854165435
		RMSE:  0.4652085657713222
		NRMSE:  0.11180210665016156
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04275496084346875
		RMSE:  0.4295356456720749
		NRMSE:  0.1544592202783541
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  2.1789840570009644e-15
		NRMSE:  5.236683626534402e-16
		MAPE:  3.916700301534307e-12
		Pearson Correlation:  0.19604119209560847
		Spearman Correlation:  0.20419959028387477
		Coefficient of Determination:  -0.9856078295623765
		RMSE:  0.5927271439972583
		NRMSE:  0.21314220000620604
		MAPE:  1248.193857150084

	Predictor:  ElasticNet
		Pearson Correlation:  0.7973572073827991
		Spearman Correlation:  0.7314271834264533
		Coefficient of Determination:  0.5771850254814479
		RMSE:  0.29444241299096086
		NRMSE:  0.07076241600359551
		MAPE:  667.5094051156225
		Pearson Correlation:  0.4881651207322523
		Spearman Correlation:  0.49733684518583554
		Coefficient of Determination:  0.2362600943164328
		RMSE:  0.36760450035573455
		NRMSE:  0.13218903964750064
		MAPE:  556.0436389408072

	Predictor:  RandomForests
		Pearson Correlation:  0.5029915829893747
		Spearman Correlation:  0.5325551687321626
		Coefficient of Determination:  0.22476513012888932
		RMSE:  0.3986959624622658
		NRMSE:  0.09581734257684832
		MAPE:  596.5086028446158
		Pearson Correlation:  0.5012043295190987
		Spearman Correlation:  0.49536630572627066
		Coefficient of Determination:  0.2330521507101344
		RMSE:  0.3683757176139241
		NRMSE:  0.1324663661454652
		MAPE:  811.1548290279641

Protein:  CTNNB1
x_train_column_count:  994
x_train columns:  ['DES', 'SOX15', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'CATSPER3', 'C4ORF36', 'ALOX15', 'PCDHGA1', 'MST1L', 'NPTX1', 'TAT', 'TMEM200C', 'PPP2R2B', 'MUC6', 'ACTA1', 'CA14', 'LEP', 'ABCA10', 'MPZ', 'FIBCD1', 'C10ORF55', 'GRIK4', 'TUBA3E', 'CYP4F35P', 'GLDC', 'ANP32AP1', 'C1ORF228', 'FDCSP', 'LOC100272216', 'MOGAT2', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'BMX', 'FBLL1', 'CACNA1F', 'IRX6', 'PDE6G', 'CCL13', 'LOC399815', 'MAST1', 'SLC26A4', 'LRFN2', 'LINC00922', 'XKRX', 'FOXP2', 'PCDHA2', 'KIAA0125', 'CFAP57', 'C1ORF186', 'FOXF1', 'GIPR', 'ALG1L', 'ASB14', 'LINC01139', 'CADM2', 'TSSK4', 'HHIPL2', 'ZNF280B', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'PDZRN4', 'ASAH2B', 'MAT1A', 'RNASE2', 'TMEM35', 'LRFN5', 'C2CD4B', 'DNAJC5B', 'CERS1', 'HSD17B2', 'BRINP2', 'C10ORF95', 'WNK3', 'DNAI1', 'LGR5', 'FCGR3B', 'PTCHD2', 'PCDHAC1', 'GDF6', 'GPR141', 'LGALS12', 'GSDMA', 'TMEM151B', 'LINGO4', 'TMEM132C', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'KRT6A', 'HIST1H2AM', 'TLL2', 'DMC1', 'ESYT3', 'NFE2', 'PCP4L1', 'IL1RL2', 'AOC1', 'MYT1', 'C19ORF26', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'AQP5', 'KIF1A', 'HAND2.AS1', 'UMODL1', 'DYDC2', 'PRAME', 'DGKI', 'PQLC2L', 'ATP8A2', 'IQSEC3', 'TGM1', 'SPSB4', 'EPHA7', 'LOC644172', 'IGDCC3', 'PKD1L2', 'C2CD4C', 'GP1BA', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'UGT2B15', 'NBPF6', 'MGAM', 'PLA2G10', 'TMEM232', 'GPR27', 'CNTF', 'SLC25A21', 'MCHR1', 'KERA', 'PRSS12', 'PLEKHD1', 'CD244', 'PTCHD4', 'SLC6A4', 'LOC100130987', 'PNMT', 'DIO3', 'FCRL3', 'L1TD1', 'LINC00242', 'STAP1', 'CST4', 'IL10', 'RGN', 'LINC00839', 'DCANP1', 'PLCXD3', 'FCRLA', 'TBC1D3H', 'SNAP25', 'SPDYA', 'C6', 'TPSD1', 'PCDHGB3', 'GFRA2', 'FLG', 'IGFL2', 'GJB3', 'C1GALT1C1L', 'DLGAP1', 'GPR158', 'SFTPD', 'DNASE1L3', 'ITPKA', 'PROC', 'FAM186B', 'GDF10', 'NR6A1', 'TM4SF19', 'ZBED2', 'BCO2', 'PTH2R', 'ALOX12P2', 'C1ORF229', 'GUSBP5', 'HIST2H2BA', 'KCNG1', 'SLC17A7', 'FBXL13', 'PNPLA3', 'DOC2B', 'SULT4A1', 'BCAN', 'FAM86B2', 'PPM1N', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'FGF18', 'PRR34', 'HTR1D', 'EGOT', 'HCN2', 'LRRIQ3', 'ATP1A4', 'LCN12', 'NAALAD2', 'C10ORF82', 'KCNJ3', 'GJB5', 'ZNF660', 'RNF183', 'SLC7A4', 'LRRC31', 'ADRA1B', 'SYT8', 'PCDHA7', 'LRRIQ1', 'LTA', 'RAET1E', 'AURKAPS1', 'SLC38A4', 'TNFSF15', 'TRPA1', 'CNGA1', 'FBXO24', 'LY6G6C', 'C4ORF47', 'MAL', 'SCGB3A1', 'KLK11', 'GRM8', 'PTGDR', 'TUBA3D', 'ACSL6', 'RP1', 'RPL13AP3', 'LINC01119', 'IQUB', 'NKPD1', 'LINC01341', 'SOX8', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'PPP1R3G', 'C19ORF18', 'FXYD1', 'RNF138P1', 'CCIN', 'MYCBPAP', 'ETV2', 'XPNPEP2', 'TEKT3', 'STKLD1', 'SLC30A8', 'UGT8', 'SLC28A3', 'CCR8', 'METTL7B', 'HEPACAM2', 'UBE2Q2P1', 'TEX14', 'PLP1', 'SLC25A18', 'JPH4', 'IDI2.AS1', 'CASQ1', 'S100A3', 'LINC00482', 'LRIT3', 'GLIS1', 'SGK2', 'CCDC36', 'NR1I3', 'ALOXE3', 'ZNF843', 'CACNG1', 'MS4A15', 'WNT2B', 'PBX4', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'LGALS2', 'PYGO1', 'TMEM92', 'FUT9', 'ADAMTS8', 'BCHE', 'AOC2', 'GJB1', 'C9ORF43', 'CCDC151', 'FCRL6', 'PNCK', 'PITX2', 'TNNI3K', 'FAM189A1', 'DQX1', 'LPAR3', 'CKMT2', 'ABCA17P', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'NLRP12', 'C1ORF101', 'CLDN9', 'IYD', 'ZNF835', 'SLC6A20', 'OTOA', 'CA3', 'SPIB', 'FAM95B1', 'FAM90A1', 'C1ORF95', 'C2CD4A', 'RYR2', 'PCDH9', 'CCDC158', 'CLEC3A', 'SCN2B', 'CLECL1', 'PCSK1N', 'ULBP3', 'SVOPL', 'LINC01550', 'GSDMC', 'ARC', 'TAS1R3', 'CCDC65', 'IL20RB', 'DDX11L2', 'VSIG1', 'AURKC', 'TTC16', 'ZCCHC18', 'PDE1C', 'ALDH8A1', 'COLCA2', 'PCYT1B', 'MYOZ1', 'BPIFB2', 'KNDC1', 'B3GALT5.AS1', 'DUOXA1', 'CRYGS', 'GSTM1', 'PPP1R36', 'KLHL4', 'LOC148709', 'LOC441455', 'CPEB1', 'OR7E91P', 'IL22RA1', 'HOXD3', 'TARP', 'FAM57B', 'LOC90768', 'CAMP', 'JPH3', 'LUZP2', 'FUT7', 'IL12RB2', 'PLA2G5', 'RIMS1', 'FLJ37201', 'LBX2', 'SCARA5', 'RELN', 'HOXB13', 'CD177', 'IGSF5', 'TUBB8', 'SLC22A18AS', 'HIST1H2BN', 'ZBED3.AS1', 'GPR18', 'ASTN1', 'ZC3H12D', 'KCNE1', 'MNX1', 'TCHH', 'CIDEA', 'ONECUT2', 'GAL', 'KCNE2', 'SP5', 'WDR72', 'BTBD8', 'CHRNA6', 'FAM135B', 'IRX4', 'C10ORF128', 'SLC16A10', 'RSPH4A', 'MGC16142', 'SCN7A', 'ALB', 'HOXB8', 'SCART1', 'LINC01124', 'CCDC183', 'CCDC7', 'MGAT5B', 'YPEL4', 'GBP1P1', 'DCSTAMP', 'CELF5', 'CXXC4', 'GRIN2C', 'GPR3', 'SKIDA1', 'OBP2B', 'CXCR5', 'SLC35F1', 'PYDC1', 'SLC30A2', 'HOXA11', 'NIPAL1', 'ATP13A5', 'CCDC153', 'FOXJ1', 'STRC', 'SRL', 'WT1', 'PCSK9', 'PCAT18', 'TNFRSF9', 'LRP1B', 'RPGRIP1', 'INSM1', 'GPR174', 'CNNM1', 'PCK1', 'NOXO1', 'SLC18A2', 'C17ORF104', 'SLC25A53', 'FOXD4', 'DMRT3', 'PPP4R4', 'MARCO', 'GPX2', 'LBP', 'IL20', 'COL23A1', 'INHA', 'FOXD1', 'NOS2', 'PKNOX2', 'BTLA', 'TNFRSF17', 'CRISP3', 'ADH1C', 'KLHL14', 'AVPR2', 'CXCL2', 'GLOD5', 'MYBPC1', 'PARP15', 'GPLD1', 'PFN1P2', 'GPR55', 'CST9', 'SLCO4C1', 'STEAP1B', 'BCL2L14', 'SLC23A1', 'C2ORF40', 'DHRS4L1', 'SCN3A', 'AMH', 'CXCR2P1', 'ZNF98', 'VAT1L', 'ULBP2', 'VSIG2', 'ZNF454', 'RNF212', 'TPSG1', 'VGLL1', 'CYSLTR2', 'HAP1', 'P2RX1', 'FAM218A', 'SYN2', 'EMILIN3', 'DBIL5P', 'TMEM105', 'ORM1', 'FAM178B', 'DKK1', 'ZNF488', 'IL23A', 'DPY19L2P2', 'AMBP', 'PRKG2', 'CXCL1', 'SIGLEC17P', 'CRYM', 'SUCNR1', 'DEPDC4', 'SPDYE1', 'FABP7', 'LRRC2', 'GPBAR1', 'CTCFL', 'BRINP1', 'BDKRB1', 'LRGUK', 'XIRP1', 'ADAMTS18', 'VWDE', 'LINC00930', 'FUT6', 'RERGL', 'TENM1', 'BMPER', 'HCG27', 'CLEC12A', 'RDM1', 'CYP4F8', 'CDR1', 'KIAA0319', 'NUGGC', 'CECR2', 'SORCS1', 'FAM184B', 'PCDHGA3', 'PKD1L1', 'SSUH2', 'WSCD2', 'CBLN2', 'ECEL1', 'SPESP1', 'SEC14L5', 'ABHD11.AS1', 'FSCN2', 'DMRT2', 'CCL17', 'ZNF732', 'FAM162B', 'PIANP', 'HOXD4', 'GNB3', 'TMEM217', 'CTSG', 'GRIA3', 'RSPO1', 'RGS6', 'SERPINA6', 'ADAMTS19', 'IL1R2', 'MT1A', 'RNF175', 'ADAM32', 'COL2A1', 'CHRNB2', 'FLJ12825', 'POM121L9P', 'PFKFB1', 'RASL10A', 'HECTD2.AS1', 'PRSS21', 'DIRC3', 'LRRC16B', 'CYP46A1', 'SMIM5', 'FOXC2', 'CAPN11', 'ZNF804A', 'IGF2BP3', 'TBX21', 'TRAT1', 'PART1', 'HIST1H2BE', 'LOC100126784', 'CYSRT1', 'VIPR2', 'GPR87', 'ULBP1', 'SLC26A10', 'HS3ST3B1', 'SLC13A2', 'XKR9', 'CA9', 'HTR7', 'HOGA1', 'EMX1', 'WIPF3', 'CEP83.AS1', 'ZSCAN1', 'ZBTB16', 'CITED1', 'OTUD7A', 'TMEM40', 'CYP26A1', 'TMSB15A', 'WFDC3', 'MAPT.IT1', 'CDHR1', 'ANKK1', 'GZMM', 'ROPN1L', 'PVALB', 'FIRRE', 'M1AP', 'MYO3B', 'INE2', 'CRTAC1', 'MRAP2', 'IGSF22', 'RFX8', 'RBM12B.AS1', 'SPAG17', 'TTC23L', 'HEATR4', 'PYGM', 'MROH7', 'PCDHA12', 'CFAP61', 'BTC', 'KCNT2', 'ADGRB1', 'SLC27A6', 'NPAS1', 'UGT2B11', 'GPR37L1', 'NRTN', 'B3GAT1', 'OPCML', 'SRSF12', 'NWD1', 'LRRC4B', 'CIDEC', 'CCBE1', 'ADGRF1', 'CLEC4E', 'MIA', 'LINC00173', 'TMEM59L', 'HPDL', 'TSPAN8', 'RNF182', 'FRMPD1', 'GALNT13', 'SMC1B', 'KCNA6', 'KLK6', 'LSAMP', 'LOC613037', 'ABCC6P2', 'FASLG', 'IL11', 'NLRP7', 'DHDH', 'GAS2', 'RFPL1S', 'SCN3B', 'COL28A1', 'C15ORF56', 'FAM83A', 'PSORS1C1', 'ANO5', 'SLC16A11', 'PTCHD1', 'SLC6A14', 'SLC24A5', 'C9ORF47', 'ADGRG2', 'TMPRSS4', 'TUSC5', 'LINC00908', 'RUFY4', 'CYP4F12', 'INTS4P2', 'PIK3C2G', 'IGSF1', 'KCNQ3', 'LOC100133669', 'VENTX', 'MYOM2', 'FAM157A', 'NBPF4', 'EBF2', 'MAG', 'DSCAML1', 'PCDHA5', 'PTPRN', 'KLK7', 'CDKN2B.AS1', 'DLX2', 'SYT6', 'SFTPA2', 'CNTN2', 'ZBTB20', 'FAM19A2', 'NKX3.2', 'DLX5', 'PLAC1', 'CCNI2', 'BRE.AS1', 'OR2W3', 'SLC6A17', 'RYR3', 'GHRLOS', 'ABCC2', 'PTPRR', 'ABCD2', 'TFAP2E', 'CD160', 'GRIA2', 'CD1A', 'DEFB1', 'CCDC144A', 'RGS9', 'DLK2', 'CACNA1I', 'GGT3P', 'CDKL2', 'MYO16', 'PWAR5', 'DCX', 'SLC6A11', 'WDR17', 'MSMB', 'CABP4', 'BTBD19', 'CHRFAM7A', 'MMP12', 'CHRNA10', 'TCEAL2', 'FKBP1AP1', 'UNC13A', 'AGBL4', 'SLC39A2', 'XCL2', 'LY6H', 'S100A7', 'TUBAL3', 'SPAG8', 'ZNF727', 'LINC00202.1', 'KCNH3', 'ARL9', 'TM6SF2', 'MAK', 'SNORD116.4', 'TCN1', 'P2RY12', 'GRID2IP', 'MPL', 'HRCT1', 'PCBP3', 'SYCE3', 'TCTEX1D1', 'ELOVL3', 'GPM6A', 'CD70', 'NOX5', 'SLC46A2', 'SYCE2', 'GRIN2A', 'ARMC3', 'JAKMIP1', 'PGLYRP2', 'TIGD4', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'KLF3.AS1', 'SOSTDC1', 'ASIC3', 'LONRF3', 'LRRC43', 'AGAP7P', 'ACY3', 'THPO', 'BEX1', 'PRPH2', 'LOC400927', 'AKR1E2', 'SCN9A', 'SCN2A', 'KLK10', 'ACHE', 'CEACAM7', 'RIMS2', 'OLFM4', 'CTAGE11P', 'TMEM145', 'CD40LG', 'C6ORF52', 'HRC', 'BEGAIN', 'VN1R1', 'GPR82', 'CXADRP3', 'PAH', 'CHODL', 'TTBK1', 'LOC285593', 'MLLT4.AS1', 'CHST9', 'TTYH1', 'HIST1H2BH', 'APOBEC3A', 'GABRB3', 'ADGRL3', 'SLC25A34', 'BRSK2', 'TRH', 'MAPK4', 'CAMK4', 'DGCR5', 'C8ORF46', 'DNASE1L2', 'ST8SIA2', 'EPYC', 'GBP6', 'MUC15', 'GPR63', 'CAPSL', 'SLC35F3', 'ANKLE1', 'IL17D', 'ROBO2', 'AIM1L', 'ASGR1', 'PCDHA1', 'TNFSF11', 'RMRP', 'FAM201A', 'HAMP', 'MYO15A', 'DUSP9', 'FAM159A', 'NMU', 'CHKB.AS1', 'PTX3', 'DCLK3', 'RHCE', 'NEK5', 'TDRD6', 'LYG1', 'MTUS2', 'KCNK17', 'ROPN1B', 'RUNDC3A', 'LOC100132215', 'CYP2E1', 'C1QL3', 'UCKL1.AS1', 'PNMA6A', 'LINC00961', 'CYTL1', 'FOLR1', 'RRN3P1', 'XCL1', 'SIGLEC6', 'LINC00689', 'RRN3P2', 'HBA1', 'ATP13A4', 'THSD7B', 'SLC2A14', 'ADRA2B', 'MT1L', 'ZMAT4', 'TMEM150B', 'IL1RL1', 'KISS1R', 'CCR10', 'KIF19', 'IL24', 'GLI1', 'GPR173', 'ARRDC3.AS1', 'DPEP1', 'LIN7A', 'TTLL9', 'PRRT4', 'NIPAL4', 'KIAA1210', 'GPR135', 'WBP2NL', 'A2ML1', 'RHBG', 'B3GALT5', 'PCDHB18P', 'GNMT', 'RRAD', 'CBLN1', 'FIGF', 'DPF3', 'LOC90246', 'OXGR1', 'CD300LB', 'CNTNAP3', 'IL18RAP', 'MAP7D2', 'CACNA2D3', 'DPY19L2P4', 'MS4A8', 'SLC5A8', 'HIST1H1D', 'RAB39A', 'TRIM7', 'LRRC24', 'AIM2', 'PCDH20', 'GABRB2', 'DNAH11', 'TIFAB', 'PON3', 'KLK8', 'FOXN1', 'PHKG1', 'WFIKKN1', 'MASP2', 'CD19', 'GPR171', 'WNT10A', 'FREM2', 'LINC00669', 'ANK1', 'DCST2', 'C19ORF45', 'CRB2', 'CLCA2', 'KCNB1', 'SLC26A3', 'SEPHS1P1', 'HIST1H2AG', 'UCA1', 'LINC01465', 'LINC00685', 'TYMSOS', 'RASAL1', 'CD1E', 'ANO2', 'RIC3', 'COLCA1', 'CST2', 'HNRNPCL3', 'NEURL3', 'LOC646999', 'MED12L', 'TTC41P', 'PCDHGC5', 'EYA1', 'STXBP6', 'RAB3B', 'CLPSL1', 'MYEOV', 'NRXN1', 'FAM182B', 'SEC14L1P1', 'IL6', 'MAPT.AS1', 'ARHGEF33', 'VSTM2A', 'TDRD9', 'AJAP1', 'ZNF676', 'CR2', 'CLDN14', 'CXCR2', 'LPAR4', 'KIF4B', 'PATL2', 'FNDC8', 'CLEC4F', 'MSLN', 'KCNRG', 'MKX', 'ABHD1', 'C9ORF117', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.41897644861846284
		RMSE:  0.8782004120680554
		NRMSE:  0.17699587078381512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5843844136424388
		RMSE:  0.9452480588674593
		NRMSE:  0.23451795238114906
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  3.0883376074704154e-15
		NRMSE:  6.224353764779038e-16
		MAPE:  1.7439582607289639e-12
		Pearson Correlation:  0.20334713661644063
		Spearman Correlation:  0.16428153350892596
		Coefficient of Determination:  -0.6390205824712107
		RMSE:  0.9614079680132976
		NRMSE:  0.23852725847598316
		MAPE:  461.2411664454568

	Predictor:  ElasticNet
		Pearson Correlation:  0.891552910119654
		Spearman Correlation:  0.8784037218427704
		Coefficient of Determination:  0.7370674024393437
		RMSE:  0.3780317344115821
		NRMSE:  0.07618996199116879
		MAPE:  381.70132231225216
		Pearson Correlation:  0.3871652782985032
		Spearman Correlation:  0.33544532240757
		Coefficient of Determination:  0.10410356477726235
		RMSE:  0.7107950877281135
		NRMSE:  0.17634969675187653
		MAPE:  267.91969099131575

	Predictor:  RandomForests
		Pearson Correlation:  0.504934166630769
		Spearman Correlation:  0.530375768500797
		Coefficient of Determination:  0.2021620766990806
		RMSE:  0.6585115257145909
		NRMSE:  0.13271893216328898
		MAPE:  610.8189524946588
		Pearson Correlation:  0.4805331278789748
		Spearman Correlation:  0.45674568334796606
		Coefficient of Determination:  0.1778848473529664
		RMSE:  0.6808976572795028
		NRMSE:  0.16893208387820743
		MAPE:  255.25270173250226

Protein:  CCNE1
x_train_column_count:  352
x_train columns:  ['DES', 'SOX15', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'CATSPER3', 'C4ORF36', 'ALOX15', 'PCDHGA1', 'MST1L', 'NPTX1', 'TAT', 'TMEM200C', 'PPP2R2B', 'MUC6', 'ACTA1', 'CA14', 'LEP', 'ABCA10', 'MPZ', 'FIBCD1', 'C10ORF55', 'GRIK4', 'TUBA3E', 'CYP4F35P', 'GLDC', 'ANP32AP1', 'C1ORF228', 'FDCSP', 'LOC100272216', 'MOGAT2', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'BMX', 'FBLL1', 'CACNA1F', 'IRX6', 'PDE6G', 'CCL13', 'LOC399815', 'MAST1', 'SLC26A4', 'LRFN2', 'LINC00922', 'XKRX', 'FOXP2', 'PCDHA2', 'KIAA0125', 'CFAP57', 'C1ORF186', 'FOXF1', 'GIPR', 'ALG1L', 'ASB14', 'LINC01139', 'CADM2', 'TSSK4', 'HHIPL2', 'ZNF280B', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'PDZRN4', 'ASAH2B', 'MAT1A', 'RNASE2', 'TMEM35', 'LRFN5', 'C2CD4B', 'DNAJC5B', 'CERS1', 'HSD17B2', 'BRINP2', 'C10ORF95', 'WNK3', 'DNAI1', 'LGR5', 'FCGR3B', 'PTCHD2', 'PCDHAC1', 'GDF6', 'GPR141', 'LGALS12', 'GSDMA', 'TMEM151B', 'LINGO4', 'TMEM132C', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'KRT6A', 'HIST1H2AM', 'TLL2', 'DMC1', 'ESYT3', 'NFE2', 'PCP4L1', 'IL1RL2', 'AOC1', 'MYT1', 'C19ORF26', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'AQP5', 'KIF1A', 'HAND2.AS1', 'UMODL1', 'DYDC2', 'PRAME', 'DGKI', 'PQLC2L', 'ATP8A2', 'IQSEC3', 'TGM1', 'SPSB4', 'EPHA7', 'LOC644172', 'IGDCC3', 'PKD1L2', 'C2CD4C', 'GP1BA', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'UGT2B15', 'NBPF6', 'MGAM', 'PLA2G10', 'TMEM232', 'GPR27', 'CNTF', 'SLC25A21', 'MCHR1', 'KERA', 'PRSS12', 'PLEKHD1', 'CD244', 'PTCHD4', 'SLC6A4', 'LOC100130987', 'PNMT', 'DIO3', 'FCRL3', 'L1TD1', 'LINC00242', 'STAP1', 'CST4', 'IL10', 'RGN', 'LINC00839', 'DCANP1', 'PLCXD3', 'FCRLA', 'TBC1D3H', 'SNAP25', 'SPDYA', 'C6', 'TPSD1', 'PCDHGB3', 'GFRA2', 'FLG', 'IGFL2', 'GJB3', 'C1GALT1C1L', 'DLGAP1', 'GPR158', 'SFTPD', 'DNASE1L3', 'ITPKA', 'PROC', 'FAM186B', 'GDF10', 'NR6A1', 'TM4SF19', 'ZBED2', 'BCO2', 'PTH2R', 'ALOX12P2', 'C1ORF229', 'GUSBP5', 'HIST2H2BA', 'KCNG1', 'SLC17A7', 'FBXL13', 'PNPLA3', 'DOC2B', 'SULT4A1', 'BCAN', 'FAM86B2', 'PPM1N', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'FGF18', 'PRR34', 'HTR1D', 'EGOT', 'HCN2', 'LRRIQ3', 'ATP1A4', 'LCN12', 'NAALAD2', 'C10ORF82', 'KCNJ3', 'GJB5', 'ZNF660', 'RNF183', 'SLC7A4', 'LRRC31', 'ADRA1B', 'SYT8', 'PCDHA7', 'LRRIQ1', 'LTA', 'RAET1E', 'AURKAPS1', 'SLC38A4', 'TNFSF15', 'TRPA1', 'CNGA1', 'FBXO24', 'LY6G6C', 'C4ORF47', 'MAL', 'SCGB3A1', 'KLK11', 'GRM8', 'PTGDR', 'TUBA3D', 'ACSL6', 'RP1', 'RPL13AP3', 'LINC01119', 'IQUB', 'NKPD1', 'LINC01341', 'SOX8', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'PPP1R3G', 'C19ORF18', 'FXYD1', 'RNF138P1', 'CCIN', 'MYCBPAP', 'ETV2', 'XPNPEP2', 'TEKT3', 'STKLD1', 'SLC30A8', 'UGT8', 'SLC28A3', 'CCR8', 'METTL7B', 'HEPACAM2', 'UBE2Q2P1', 'TEX14', 'PLP1', 'SLC25A18', 'JPH4', 'IDI2.AS1', 'CASQ1', 'S100A3', 'LINC00482', 'LRIT3', 'GLIS1', 'SGK2', 'CCDC36', 'NR1I3', 'ALOXE3', 'ZNF843', 'CACNG1', 'MS4A15', 'WNT2B', 'PBX4', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'LGALS2', 'PYGO1', 'TMEM92', 'FUT9', 'ADAMTS8', 'BCHE', 'AOC2', 'GJB1', 'C9ORF43', 'CCDC151', 'FCRL6', 'PNCK', 'PITX2', 'TNNI3K', 'FAM189A1', 'DQX1', 'LPAR3', 'CKMT2', 'ABCA17P', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'NLRP12', 'C1ORF101', 'CLDN9', 'IYD', 'ZNF835', 'SLC6A20', 'OTOA', 'CA3', 'SPIB', 'FAM95B1', 'FAM90A1', 'C1ORF95', 'C2CD4A', 'RYR2', 'PCDH9', 'CCDC158', 'CLEC3A', 'SCN2B', 'CLECL1', 'PCSK1N', 'ULBP3', 'SVOPL', 'LINC01550', 'GSDMC', 'ARC', 'TAS1R3', 'CCDC65', 'IL20RB', 'DDX11L2', 'VSIG1', 'AURKC', 'TTC16', 'ZCCHC18', 'PDE1C', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.7135069779129597
		RMSE:  0.7967382438332794
		NRMSE:  0.19227700939577658
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.179220592822603
		RMSE:  0.7927883268238614
		NRMSE:  0.2823823069719898
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.48367116033059243
		NRMSE:  0.11672446372338549
		MAPE:  119.9663870203584
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008650225247206267
		RMSE:  0.5393577763958428
		NRMSE:  0.19211318838676503
		MAPE:  85.21064296831354

	Predictor:  LinearRegression
		Pearson Correlation:  0.8995660912471326
		Spearman Correlation:  0.8095625022884522
		Coefficient of Determination:  0.8092191525216441
		RMSE:  0.2112601478940347
		NRMSE:  0.05098345630572548
		MAPE:  47.75165992097009
		Pearson Correlation:  0.4561773353723235
		Spearman Correlation:  0.39854160569700525
		Coefficient of Determination:  -0.2889514114157379
		RMSE:  0.6097122532111794
		NRMSE:  0.21717266365491697
		MAPE:  97.23968917460154

	Predictor:  ElasticNet
		Pearson Correlation:  0.7662951015109425
		Spearman Correlation:  0.6947138268200532
		Coefficient of Determination:  0.563845992934639
		RMSE:  0.3194258992239308
		NRMSE:  0.07708712001928972
		MAPE:  60.87150995677798
		Pearson Correlation:  0.6776879967031533
		Spearman Correlation:  0.5938298702565604
		Coefficient of Determination:  0.4490074873775868
		RMSE:  0.3986387372345899
		NRMSE:  0.14199064549762774
		MAPE:  52.51850892535774

	Predictor:  RandomForests
		Pearson Correlation:  0.5827605095308536
		Spearman Correlation:  0.5987656832320156
		Coefficient of Determination:  0.3102577510099761
		RMSE:  0.40169239265828205
		NRMSE:  0.09694051033093179
		MAPE:  87.14179696028977
		Pearson Correlation:  0.5557288622316139
		Spearman Correlation:  0.5209741988275735
		Coefficient of Determination:  0.2699600559176638
		RMSE:  0.45885974705300714
		NRMSE:  0.1634406935184353
		MAPE:  62.29628951032247

Protein:  CCND1
x_train_column_count:  859
x_train columns:  ['DES', 'SOX15', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'CATSPER3', 'C4ORF36', 'ALOX15', 'PCDHGA1', 'MST1L', 'NPTX1', 'TAT', 'TMEM200C', 'PPP2R2B', 'MUC6', 'ACTA1', 'CA14', 'LEP', 'ABCA10', 'MPZ', 'FIBCD1', 'C10ORF55', 'GRIK4', 'TUBA3E', 'CYP4F35P', 'GLDC', 'ANP32AP1', 'C1ORF228', 'FDCSP', 'LOC100272216', 'MOGAT2', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'BMX', 'FBLL1', 'CACNA1F', 'IRX6', 'PDE6G', 'CCL13', 'LOC399815', 'MAST1', 'SLC26A4', 'LRFN2', 'LINC00922', 'XKRX', 'FOXP2', 'PCDHA2', 'KIAA0125', 'CFAP57', 'C1ORF186', 'FOXF1', 'GIPR', 'ALG1L', 'ASB14', 'LINC01139', 'CADM2', 'TSSK4', 'HHIPL2', 'ZNF280B', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'PDZRN4', 'ASAH2B', 'MAT1A', 'RNASE2', 'TMEM35', 'LRFN5', 'C2CD4B', 'DNAJC5B', 'CERS1', 'HSD17B2', 'BRINP2', 'C10ORF95', 'WNK3', 'DNAI1', 'LGR5', 'FCGR3B', 'PTCHD2', 'PCDHAC1', 'GDF6', 'GPR141', 'LGALS12', 'GSDMA', 'TMEM151B', 'LINGO4', 'TMEM132C', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'KRT6A', 'HIST1H2AM', 'TLL2', 'DMC1', 'ESYT3', 'NFE2', 'PCP4L1', 'IL1RL2', 'AOC1', 'MYT1', 'C19ORF26', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'AQP5', 'KIF1A', 'HAND2.AS1', 'UMODL1', 'DYDC2', 'PRAME', 'DGKI', 'PQLC2L', 'ATP8A2', 'IQSEC3', 'TGM1', 'SPSB4', 'EPHA7', 'LOC644172', 'IGDCC3', 'PKD1L2', 'C2CD4C', 'GP1BA', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'UGT2B15', 'NBPF6', 'MGAM', 'PLA2G10', 'TMEM232', 'GPR27', 'CNTF', 'SLC25A21', 'MCHR1', 'KERA', 'PRSS12', 'PLEKHD1', 'CD244', 'PTCHD4', 'SLC6A4', 'LOC100130987', 'PNMT', 'DIO3', 'FCRL3', 'L1TD1', 'LINC00242', 'STAP1', 'CST4', 'IL10', 'RGN', 'LINC00839', 'DCANP1', 'PLCXD3', 'FCRLA', 'TBC1D3H', 'SNAP25', 'SPDYA', 'C6', 'TPSD1', 'PCDHGB3', 'GFRA2', 'FLG', 'IGFL2', 'GJB3', 'C1GALT1C1L', 'DLGAP1', 'GPR158', 'SFTPD', 'DNASE1L3', 'ITPKA', 'PROC', 'FAM186B', 'GDF10', 'NR6A1', 'TM4SF19', 'ZBED2', 'BCO2', 'PTH2R', 'ALOX12P2', 'C1ORF229', 'GUSBP5', 'HIST2H2BA', 'KCNG1', 'SLC17A7', 'FBXL13', 'PNPLA3', 'DOC2B', 'SULT4A1', 'BCAN', 'FAM86B2', 'PPM1N', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'FGF18', 'PRR34', 'HTR1D', 'EGOT', 'HCN2', 'LRRIQ3', 'ATP1A4', 'LCN12', 'NAALAD2', 'C10ORF82', 'KCNJ3', 'GJB5', 'ZNF660', 'RNF183', 'SLC7A4', 'LRRC31', 'ADRA1B', 'SYT8', 'PCDHA7', 'LRRIQ1', 'LTA', 'RAET1E', 'AURKAPS1', 'SLC38A4', 'TNFSF15', 'TRPA1', 'CNGA1', 'FBXO24', 'LY6G6C', 'C4ORF47', 'MAL', 'SCGB3A1', 'KLK11', 'GRM8', 'PTGDR', 'TUBA3D', 'ACSL6', 'RP1', 'RPL13AP3', 'LINC01119', 'IQUB', 'NKPD1', 'LINC01341', 'SOX8', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'PPP1R3G', 'C19ORF18', 'FXYD1', 'RNF138P1', 'CCIN', 'MYCBPAP', 'ETV2', 'XPNPEP2', 'TEKT3', 'STKLD1', 'SLC30A8', 'UGT8', 'SLC28A3', 'CCR8', 'METTL7B', 'HEPACAM2', 'UBE2Q2P1', 'TEX14', 'PLP1', 'SLC25A18', 'JPH4', 'IDI2.AS1', 'CASQ1', 'S100A3', 'LINC00482', 'LRIT3', 'GLIS1', 'SGK2', 'CCDC36', 'NR1I3', 'ALOXE3', 'ZNF843', 'CACNG1', 'MS4A15', 'WNT2B', 'PBX4', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'LGALS2', 'PYGO1', 'TMEM92', 'FUT9', 'ADAMTS8', 'BCHE', 'AOC2', 'GJB1', 'C9ORF43', 'CCDC151', 'FCRL6', 'PNCK', 'PITX2', 'TNNI3K', 'FAM189A1', 'DQX1', 'LPAR3', 'CKMT2', 'ABCA17P', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'NLRP12', 'C1ORF101', 'CLDN9', 'IYD', 'ZNF835', 'SLC6A20', 'OTOA', 'CA3', 'SPIB', 'FAM95B1', 'FAM90A1', 'C1ORF95', 'C2CD4A', 'RYR2', 'PCDH9', 'CCDC158', 'CLEC3A', 'SCN2B', 'CLECL1', 'PCSK1N', 'ULBP3', 'SVOPL', 'LINC01550', 'GSDMC', 'ARC', 'TAS1R3', 'CCDC65', 'IL20RB', 'DDX11L2', 'VSIG1', 'AURKC', 'TTC16', 'ZCCHC18', 'PDE1C', 'ALDH8A1', 'COLCA2', 'PCYT1B', 'MYOZ1', 'BPIFB2', 'KNDC1', 'B3GALT5.AS1', 'DUOXA1', 'CRYGS', 'GSTM1', 'PPP1R36', 'KLHL4', 'LOC148709', 'LOC441455', 'CPEB1', 'OR7E91P', 'IL22RA1', 'HOXD3', 'TARP', 'FAM57B', 'LOC90768', 'CAMP', 'JPH3', 'LUZP2', 'FUT7', 'IL12RB2', 'PLA2G5', 'RIMS1', 'FLJ37201', 'LBX2', 'SCARA5', 'RELN', 'HOXB13', 'CD177', 'IGSF5', 'TUBB8', 'SLC22A18AS', 'HIST1H2BN', 'ZBED3.AS1', 'GPR18', 'ASTN1', 'ZC3H12D', 'KCNE1', 'MNX1', 'TCHH', 'CIDEA', 'ONECUT2', 'GAL', 'KCNE2', 'SP5', 'WDR72', 'BTBD8', 'CHRNA6', 'FAM135B', 'IRX4', 'C10ORF128', 'SLC16A10', 'RSPH4A', 'MGC16142', 'SCN7A', 'ALB', 'HOXB8', 'SCART1', 'LINC01124', 'CCDC183', 'CCDC7', 'MGAT5B', 'YPEL4', 'GBP1P1', 'DCSTAMP', 'CELF5', 'CXXC4', 'GRIN2C', 'GPR3', 'SKIDA1', 'OBP2B', 'CXCR5', 'SLC35F1', 'PYDC1', 'SLC30A2', 'HOXA11', 'NIPAL1', 'ATP13A5', 'CCDC153', 'FOXJ1', 'STRC', 'SRL', 'WT1', 'PCSK9', 'PCAT18', 'TNFRSF9', 'LRP1B', 'RPGRIP1', 'INSM1', 'GPR174', 'CNNM1', 'PCK1', 'NOXO1', 'SLC18A2', 'C17ORF104', 'SLC25A53', 'FOXD4', 'DMRT3', 'PPP4R4', 'MARCO', 'GPX2', 'LBP', 'IL20', 'COL23A1', 'INHA', 'FOXD1', 'NOS2', 'PKNOX2', 'BTLA', 'TNFRSF17', 'CRISP3', 'ADH1C', 'KLHL14', 'AVPR2', 'CXCL2', 'GLOD5', 'MYBPC1', 'PARP15', 'GPLD1', 'PFN1P2', 'GPR55', 'CST9', 'SLCO4C1', 'STEAP1B', 'BCL2L14', 'SLC23A1', 'C2ORF40', 'DHRS4L1', 'SCN3A', 'AMH', 'CXCR2P1', 'ZNF98', 'VAT1L', 'ULBP2', 'VSIG2', 'ZNF454', 'RNF212', 'TPSG1', 'VGLL1', 'CYSLTR2', 'HAP1', 'P2RX1', 'FAM218A', 'SYN2', 'EMILIN3', 'DBIL5P', 'TMEM105', 'ORM1', 'FAM178B', 'DKK1', 'ZNF488', 'IL23A', 'DPY19L2P2', 'AMBP', 'PRKG2', 'CXCL1', 'SIGLEC17P', 'CRYM', 'SUCNR1', 'DEPDC4', 'SPDYE1', 'FABP7', 'LRRC2', 'GPBAR1', 'CTCFL', 'BRINP1', 'BDKRB1', 'LRGUK', 'XIRP1', 'ADAMTS18', 'VWDE', 'LINC00930', 'FUT6', 'RERGL', 'TENM1', 'BMPER', 'HCG27', 'CLEC12A', 'RDM1', 'CYP4F8', 'CDR1', 'KIAA0319', 'NUGGC', 'CECR2', 'SORCS1', 'FAM184B', 'PCDHGA3', 'PKD1L1', 'SSUH2', 'WSCD2', 'CBLN2', 'ECEL1', 'SPESP1', 'SEC14L5', 'ABHD11.AS1', 'FSCN2', 'DMRT2', 'CCL17', 'ZNF732', 'FAM162B', 'PIANP', 'HOXD4', 'GNB3', 'TMEM217', 'CTSG', 'GRIA3', 'RSPO1', 'RGS6', 'SERPINA6', 'ADAMTS19', 'IL1R2', 'MT1A', 'RNF175', 'ADAM32', 'COL2A1', 'CHRNB2', 'FLJ12825', 'POM121L9P', 'PFKFB1', 'RASL10A', 'HECTD2.AS1', 'PRSS21', 'DIRC3', 'LRRC16B', 'CYP46A1', 'SMIM5', 'FOXC2', 'CAPN11', 'ZNF804A', 'IGF2BP3', 'TBX21', 'TRAT1', 'PART1', 'HIST1H2BE', 'LOC100126784', 'CYSRT1', 'VIPR2', 'GPR87', 'ULBP1', 'SLC26A10', 'HS3ST3B1', 'SLC13A2', 'XKR9', 'CA9', 'HTR7', 'HOGA1', 'EMX1', 'WIPF3', 'CEP83.AS1', 'ZSCAN1', 'ZBTB16', 'CITED1', 'OTUD7A', 'TMEM40', 'CYP26A1', 'TMSB15A', 'WFDC3', 'MAPT.IT1', 'CDHR1', 'ANKK1', 'GZMM', 'ROPN1L', 'PVALB', 'FIRRE', 'M1AP', 'MYO3B', 'INE2', 'CRTAC1', 'MRAP2', 'IGSF22', 'RFX8', 'RBM12B.AS1', 'SPAG17', 'TTC23L', 'HEATR4', 'PYGM', 'MROH7', 'PCDHA12', 'CFAP61', 'BTC', 'KCNT2', 'ADGRB1', 'SLC27A6', 'NPAS1', 'UGT2B11', 'GPR37L1', 'NRTN', 'B3GAT1', 'OPCML', 'SRSF12', 'NWD1', 'LRRC4B', 'CIDEC', 'CCBE1', 'ADGRF1', 'CLEC4E', 'MIA', 'LINC00173', 'TMEM59L', 'HPDL', 'TSPAN8', 'RNF182', 'FRMPD1', 'GALNT13', 'SMC1B', 'KCNA6', 'KLK6', 'LSAMP', 'LOC613037', 'ABCC6P2', 'FASLG', 'IL11', 'NLRP7', 'DHDH', 'GAS2', 'RFPL1S', 'SCN3B', 'COL28A1', 'C15ORF56', 'FAM83A', 'PSORS1C1', 'ANO5', 'SLC16A11', 'PTCHD1', 'SLC6A14', 'SLC24A5', 'C9ORF47', 'ADGRG2', 'TMPRSS4', 'TUSC5', 'LINC00908', 'RUFY4', 'CYP4F12', 'INTS4P2', 'PIK3C2G', 'IGSF1', 'KCNQ3', 'LOC100133669', 'VENTX', 'MYOM2', 'FAM157A', 'NBPF4', 'EBF2', 'MAG', 'DSCAML1', 'PCDHA5', 'PTPRN', 'KLK7', 'CDKN2B.AS1', 'DLX2', 'SYT6', 'SFTPA2', 'CNTN2', 'ZBTB20', 'FAM19A2', 'NKX3.2', 'DLX5', 'PLAC1', 'CCNI2', 'BRE.AS1', 'OR2W3', 'SLC6A17', 'RYR3', 'GHRLOS', 'ABCC2', 'PTPRR', 'ABCD2', 'TFAP2E', 'CD160', 'GRIA2', 'CD1A', 'DEFB1', 'CCDC144A', 'RGS9', 'DLK2', 'CACNA1I', 'GGT3P', 'CDKL2', 'MYO16', 'PWAR5', 'DCX', 'SLC6A11', 'WDR17', 'MSMB', 'CABP4', 'BTBD19', 'CHRFAM7A', 'MMP12', 'CHRNA10', 'TCEAL2', 'FKBP1AP1', 'UNC13A', 'AGBL4', 'SLC39A2', 'XCL2', 'LY6H', 'S100A7', 'TUBAL3', 'SPAG8', 'ZNF727', 'LINC00202.1', 'KCNH3', 'ARL9', 'TM6SF2', 'MAK', 'SNORD116.4', 'TCN1', 'P2RY12', 'GRID2IP', 'MPL', 'HRCT1', 'PCBP3', 'SYCE3', 'TCTEX1D1', 'ELOVL3', 'GPM6A', 'CD70', 'NOX5', 'SLC46A2', 'SYCE2', 'GRIN2A', 'ARMC3', 'JAKMIP1', 'PGLYRP2', 'TIGD4', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'KLF3.AS1', 'SOSTDC1', 'ASIC3', 'LONRF3', 'LRRC43', 'AGAP7P', 'ACY3', 'THPO', 'BEX1', 'PRPH2', 'LOC400927', 'AKR1E2', 'SCN9A', 'SCN2A', 'KLK10', 'ACHE', 'CEACAM7', 'RIMS2', 'OLFM4', 'CTAGE11P', 'TMEM145', 'CD40LG', 'C6ORF52', 'HRC', 'BEGAIN', 'VN1R1', 'GPR82', 'CXADRP3', 'PAH', 'CHODL', 'TTBK1', 'LOC285593', 'MLLT4.AS1', 'CHST9', 'TTYH1', 'HIST1H2BH', 'APOBEC3A', 'GABRB3', 'ADGRL3', 'SLC25A34', 'BRSK2', 'TRH', 'MAPK4', 'CAMK4', 'DGCR5', 'C8ORF46', 'DNASE1L2', 'ST8SIA2', 'EPYC', 'GBP6', 'MUC15', 'GPR63', 'CAPSL', 'SLC35F3', 'ANKLE1', 'IL17D', 'ROBO2', 'AIM1L', 'ASGR1', 'PCDHA1', 'TNFSF11', 'RMRP', 'FAM201A', 'HAMP', 'MYO15A', 'DUSP9', 'FAM159A', 'NMU', 'CHKB.AS1', 'PTX3', 'DCLK3', 'RHCE', 'NEK5', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.46307157054532877
		RMSE:  0.2889602070536637
		NRMSE:  0.17371452011738692
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5143850316766378
		RMSE:  0.2891269997261264
		NRMSE:  0.20591917819933792
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  2.004749574988021e-15
		NRMSE:  1.2051974696637175e-15
		MAPE:  4.894171211162293e-12
		Pearson Correlation:  0.09407622522612177
		Spearman Correlation:  0.08769388352355868
		Coefficient of Determination:  -1.25840581140943
		RMSE:  0.35307867383944336
		NRMSE:  0.25146620836379935
		MAPE:  4756.332027470384

	Predictor:  ElasticNet
		Pearson Correlation:  0.600045976155611
		Spearman Correlation:  0.589528033808291
		Coefficient of Determination:  0.27538205102492397
		RMSE:  0.20335731439212482
		NRMSE:  0.12225253657652597
		MAPE:  318.7294678050602
		Pearson Correlation:  0.29199359703462674
		Spearman Correlation:  0.3030289727831431
		Coefficient of Determination:  0.0843299734669114
		RMSE:  0.22482261476418877
		NRMSE:  0.1601209437953598
		MAPE:  1522.7254573027872

	Predictor:  RandomForests
		Pearson Correlation:  0.5400045185281005
		Spearman Correlation:  0.5611955595766436
		Coefficient of Determination:  0.1455562326195029
		RMSE:  0.22082436853271217
		NRMSE:  0.13275322440075998
		MAPE:  368.84863864916883
		Pearson Correlation:  0.32993656188677545
		Spearman Correlation:  0.3532387084186909
		Coefficient of Determination:  0.07673841564619788
		RMSE:  0.22575266099648592
		NRMSE:  0.16078333214381368
		MAPE:  1314.3415880688337

Protein:  ERBB2
x_train_column_count:  666
x_train columns:  ['DES', 'SOX15', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'CATSPER3', 'C4ORF36', 'ALOX15', 'PCDHGA1', 'MST1L', 'NPTX1', 'TAT', 'TMEM200C', 'PPP2R2B', 'MUC6', 'ACTA1', 'CA14', 'LEP', 'ABCA10', 'MPZ', 'FIBCD1', 'C10ORF55', 'GRIK4', 'TUBA3E', 'CYP4F35P', 'GLDC', 'ANP32AP1', 'C1ORF228', 'FDCSP', 'LOC100272216', 'MOGAT2', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'BMX', 'FBLL1', 'CACNA1F', 'IRX6', 'PDE6G', 'CCL13', 'LOC399815', 'MAST1', 'SLC26A4', 'LRFN2', 'LINC00922', 'XKRX', 'FOXP2', 'PCDHA2', 'KIAA0125', 'CFAP57', 'C1ORF186', 'FOXF1', 'GIPR', 'ALG1L', 'ASB14', 'LINC01139', 'CADM2', 'TSSK4', 'HHIPL2', 'ZNF280B', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'PDZRN4', 'ASAH2B', 'MAT1A', 'RNASE2', 'TMEM35', 'LRFN5', 'C2CD4B', 'DNAJC5B', 'CERS1', 'HSD17B2', 'BRINP2', 'C10ORF95', 'WNK3', 'DNAI1', 'LGR5', 'FCGR3B', 'PTCHD2', 'PCDHAC1', 'GDF6', 'GPR141', 'LGALS12', 'GSDMA', 'TMEM151B', 'LINGO4', 'TMEM132C', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'KRT6A', 'HIST1H2AM', 'TLL2', 'DMC1', 'ESYT3', 'NFE2', 'PCP4L1', 'IL1RL2', 'AOC1', 'MYT1', 'C19ORF26', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'AQP5', 'KIF1A', 'HAND2.AS1', 'UMODL1', 'DYDC2', 'PRAME', 'DGKI', 'PQLC2L', 'ATP8A2', 'IQSEC3', 'TGM1', 'SPSB4', 'EPHA7', 'LOC644172', 'IGDCC3', 'PKD1L2', 'C2CD4C', 'GP1BA', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'UGT2B15', 'NBPF6', 'MGAM', 'PLA2G10', 'TMEM232', 'GPR27', 'CNTF', 'SLC25A21', 'MCHR1', 'KERA', 'PRSS12', 'PLEKHD1', 'CD244', 'PTCHD4', 'SLC6A4', 'LOC100130987', 'PNMT', 'DIO3', 'FCRL3', 'L1TD1', 'LINC00242', 'STAP1', 'CST4', 'IL10', 'RGN', 'LINC00839', 'DCANP1', 'PLCXD3', 'FCRLA', 'TBC1D3H', 'SNAP25', 'SPDYA', 'C6', 'TPSD1', 'PCDHGB3', 'GFRA2', 'FLG', 'IGFL2', 'GJB3', 'C1GALT1C1L', 'DLGAP1', 'GPR158', 'SFTPD', 'DNASE1L3', 'ITPKA', 'PROC', 'FAM186B', 'GDF10', 'NR6A1', 'TM4SF19', 'ZBED2', 'BCO2', 'PTH2R', 'ALOX12P2', 'C1ORF229', 'GUSBP5', 'HIST2H2BA', 'KCNG1', 'SLC17A7', 'FBXL13', 'PNPLA3', 'DOC2B', 'SULT4A1', 'BCAN', 'FAM86B2', 'PPM1N', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'FGF18', 'PRR34', 'HTR1D', 'EGOT', 'HCN2', 'LRRIQ3', 'ATP1A4', 'LCN12', 'NAALAD2', 'C10ORF82', 'KCNJ3', 'GJB5', 'ZNF660', 'RNF183', 'SLC7A4', 'LRRC31', 'ADRA1B', 'SYT8', 'PCDHA7', 'LRRIQ1', 'LTA', 'RAET1E', 'AURKAPS1', 'SLC38A4', 'TNFSF15', 'TRPA1', 'CNGA1', 'FBXO24', 'LY6G6C', 'C4ORF47', 'MAL', 'SCGB3A1', 'KLK11', 'GRM8', 'PTGDR', 'TUBA3D', 'ACSL6', 'RP1', 'RPL13AP3', 'LINC01119', 'IQUB', 'NKPD1', 'LINC01341', 'SOX8', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'PPP1R3G', 'C19ORF18', 'FXYD1', 'RNF138P1', 'CCIN', 'MYCBPAP', 'ETV2', 'XPNPEP2', 'TEKT3', 'STKLD1', 'SLC30A8', 'UGT8', 'SLC28A3', 'CCR8', 'METTL7B', 'HEPACAM2', 'UBE2Q2P1', 'TEX14', 'PLP1', 'SLC25A18', 'JPH4', 'IDI2.AS1', 'CASQ1', 'S100A3', 'LINC00482', 'LRIT3', 'GLIS1', 'SGK2', 'CCDC36', 'NR1I3', 'ALOXE3', 'ZNF843', 'CACNG1', 'MS4A15', 'WNT2B', 'PBX4', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'LGALS2', 'PYGO1', 'TMEM92', 'FUT9', 'ADAMTS8', 'BCHE', 'AOC2', 'GJB1', 'C9ORF43', 'CCDC151', 'FCRL6', 'PNCK', 'PITX2', 'TNNI3K', 'FAM189A1', 'DQX1', 'LPAR3', 'CKMT2', 'ABCA17P', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'NLRP12', 'C1ORF101', 'CLDN9', 'IYD', 'ZNF835', 'SLC6A20', 'OTOA', 'CA3', 'SPIB', 'FAM95B1', 'FAM90A1', 'C1ORF95', 'C2CD4A', 'RYR2', 'PCDH9', 'CCDC158', 'CLEC3A', 'SCN2B', 'CLECL1', 'PCSK1N', 'ULBP3', 'SVOPL', 'LINC01550', 'GSDMC', 'ARC', 'TAS1R3', 'CCDC65', 'IL20RB', 'DDX11L2', 'VSIG1', 'AURKC', 'TTC16', 'ZCCHC18', 'PDE1C', 'ALDH8A1', 'COLCA2', 'PCYT1B', 'MYOZ1', 'BPIFB2', 'KNDC1', 'B3GALT5.AS1', 'DUOXA1', 'CRYGS', 'GSTM1', 'PPP1R36', 'KLHL4', 'LOC148709', 'LOC441455', 'CPEB1', 'OR7E91P', 'IL22RA1', 'HOXD3', 'TARP', 'FAM57B', 'LOC90768', 'CAMP', 'JPH3', 'LUZP2', 'FUT7', 'IL12RB2', 'PLA2G5', 'RIMS1', 'FLJ37201', 'LBX2', 'SCARA5', 'RELN', 'HOXB13', 'CD177', 'IGSF5', 'TUBB8', 'SLC22A18AS', 'HIST1H2BN', 'ZBED3.AS1', 'GPR18', 'ASTN1', 'ZC3H12D', 'KCNE1', 'MNX1', 'TCHH', 'CIDEA', 'ONECUT2', 'GAL', 'KCNE2', 'SP5', 'WDR72', 'BTBD8', 'CHRNA6', 'FAM135B', 'IRX4', 'C10ORF128', 'SLC16A10', 'RSPH4A', 'MGC16142', 'SCN7A', 'ALB', 'HOXB8', 'SCART1', 'LINC01124', 'CCDC183', 'CCDC7', 'MGAT5B', 'YPEL4', 'GBP1P1', 'DCSTAMP', 'CELF5', 'CXXC4', 'GRIN2C', 'GPR3', 'SKIDA1', 'OBP2B', 'CXCR5', 'SLC35F1', 'PYDC1', 'SLC30A2', 'HOXA11', 'NIPAL1', 'ATP13A5', 'CCDC153', 'FOXJ1', 'STRC', 'SRL', 'WT1', 'PCSK9', 'PCAT18', 'TNFRSF9', 'LRP1B', 'RPGRIP1', 'INSM1', 'GPR174', 'CNNM1', 'PCK1', 'NOXO1', 'SLC18A2', 'C17ORF104', 'SLC25A53', 'FOXD4', 'DMRT3', 'PPP4R4', 'MARCO', 'GPX2', 'LBP', 'IL20', 'COL23A1', 'INHA', 'FOXD1', 'NOS2', 'PKNOX2', 'BTLA', 'TNFRSF17', 'CRISP3', 'ADH1C', 'KLHL14', 'AVPR2', 'CXCL2', 'GLOD5', 'MYBPC1', 'PARP15', 'GPLD1', 'PFN1P2', 'GPR55', 'CST9', 'SLCO4C1', 'STEAP1B', 'BCL2L14', 'SLC23A1', 'C2ORF40', 'DHRS4L1', 'SCN3A', 'AMH', 'CXCR2P1', 'ZNF98', 'VAT1L', 'ULBP2', 'VSIG2', 'ZNF454', 'RNF212', 'TPSG1', 'VGLL1', 'CYSLTR2', 'HAP1', 'P2RX1', 'FAM218A', 'SYN2', 'EMILIN3', 'DBIL5P', 'TMEM105', 'ORM1', 'FAM178B', 'DKK1', 'ZNF488', 'IL23A', 'DPY19L2P2', 'AMBP', 'PRKG2', 'CXCL1', 'SIGLEC17P', 'CRYM', 'SUCNR1', 'DEPDC4', 'SPDYE1', 'FABP7', 'LRRC2', 'GPBAR1', 'CTCFL', 'BRINP1', 'BDKRB1', 'LRGUK', 'XIRP1', 'ADAMTS18', 'VWDE', 'LINC00930', 'FUT6', 'RERGL', 'TENM1', 'BMPER', 'HCG27', 'CLEC12A', 'RDM1', 'CYP4F8', 'CDR1', 'KIAA0319', 'NUGGC', 'CECR2', 'SORCS1', 'FAM184B', 'PCDHGA3', 'PKD1L1', 'SSUH2', 'WSCD2', 'CBLN2', 'ECEL1', 'SPESP1', 'SEC14L5', 'ABHD11.AS1', 'FSCN2', 'DMRT2', 'CCL17', 'ZNF732', 'FAM162B', 'PIANP', 'HOXD4', 'GNB3', 'TMEM217', 'CTSG', 'GRIA3', 'RSPO1', 'RGS6', 'SERPINA6', 'ADAMTS19', 'IL1R2', 'MT1A', 'RNF175', 'ADAM32', 'COL2A1', 'CHRNB2', 'FLJ12825', 'POM121L9P', 'PFKFB1', 'RASL10A', 'HECTD2.AS1', 'PRSS21', 'DIRC3', 'LRRC16B', 'CYP46A1', 'SMIM5', 'FOXC2', 'CAPN11', 'ZNF804A', 'IGF2BP3', 'TBX21', 'TRAT1', 'PART1', 'HIST1H2BE', 'LOC100126784', 'CYSRT1', 'VIPR2', 'GPR87', 'ULBP1', 'SLC26A10', 'HS3ST3B1', 'SLC13A2', 'XKR9', 'CA9', 'HTR7', 'HOGA1', 'EMX1', 'WIPF3', 'CEP83.AS1', 'ZSCAN1', 'ZBTB16', 'CITED1', 'OTUD7A', 'TMEM40', 'CYP26A1', 'TMSB15A', 'WFDC3', 'MAPT.IT1', 'CDHR1', 'ANKK1', 'GZMM', 'ROPN1L', 'PVALB', 'FIRRE', 'M1AP', 'MYO3B', 'INE2', 'CRTAC1', 'MRAP2', 'IGSF22', 'RFX8', 'RBM12B.AS1', 'SPAG17', 'TTC23L', 'HEATR4', 'PYGM', 'MROH7', 'PCDHA12', 'CFAP61', 'BTC', 'KCNT2', 'ADGRB1', 'SLC27A6', 'NPAS1', 'UGT2B11', 'GPR37L1', 'NRTN', 'B3GAT1', 'OPCML', 'SRSF12', 'NWD1', 'LRRC4B', 'CIDEC', 'CCBE1', 'ADGRF1', 'CLEC4E', 'MIA', 'LINC00173', 'TMEM59L', 'HPDL', 'TSPAN8', 'RNF182', 'FRMPD1', 'GALNT13', 'SMC1B', 'KCNA6', 'KLK6', 'LSAMP', 'LOC613037', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10512598969709641
		RMSE:  1.0713675802437574
		NRMSE:  0.18252510013182233
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.044647408489899565
		RMSE:  0.9270678870989714
		NRMSE:  0.17190207437399804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  7.464250851551974e-15
		NRMSE:  1.2716579810811412e-15
		MAPE:  7.423819165802129e-12
		Pearson Correlation:  0.23689332539706298
		Spearman Correlation:  0.20788703541117942
		Coefficient of Determination:  -3.291134274532065
		RMSE:  1.8789391876066477
		NRMSE:  0.34840333536188534
		MAPE:  1844.0638342387222

	Predictor:  ElasticNet
		Pearson Correlation:  0.8951875741607087
		Spearman Correlation:  0.7940437294293629
		Coefficient of Determination:  0.7755064909300006
		RMSE:  0.4828747523265023
		NRMSE:  0.08226566133303274
		MAPE:  790.9057319088132
		Pearson Correlation:  0.6289937724904119
		Spearman Correlation:  0.5875036581796899
		Coefficient of Determination:  0.3806636914802305
		RMSE:  0.7138220228958945
		NRMSE:  0.13236084236897727
		MAPE:  692.392723623118

	Predictor:  RandomForests
		Pearson Correlation:  0.5812646571301153
		Spearman Correlation:  0.5500395115102583
		Coefficient of Determination:  0.29712116855122306
		RMSE:  0.8544228142813297
		NRMSE:  0.14556498871855966
		MAPE:  698.5954763570832
		Pearson Correlation:  0.32329287526182504
		Spearman Correlation:  0.4316554482489514
		Coefficient of Determination:  0.09382156720436752
		RMSE:  0.8634427215626689
		NRMSE:  0.16010434295617818
		MAPE:  356.68614651151773

Protein:  ERBB3
x_train_column_count:  247
x_train columns:  ['DES', 'SOX15', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'CATSPER3', 'C4ORF36', 'ALOX15', 'PCDHGA1', 'MST1L', 'NPTX1', 'TAT', 'TMEM200C', 'PPP2R2B', 'MUC6', 'ACTA1', 'CA14', 'LEP', 'ABCA10', 'MPZ', 'FIBCD1', 'C10ORF55', 'GRIK4', 'TUBA3E', 'CYP4F35P', 'GLDC', 'ANP32AP1', 'C1ORF228', 'FDCSP', 'LOC100272216', 'MOGAT2', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'BMX', 'FBLL1', 'CACNA1F', 'IRX6', 'PDE6G', 'CCL13', 'LOC399815', 'MAST1', 'SLC26A4', 'LRFN2', 'LINC00922', 'XKRX', 'FOXP2', 'PCDHA2', 'KIAA0125', 'CFAP57', 'C1ORF186', 'FOXF1', 'GIPR', 'ALG1L', 'ASB14', 'LINC01139', 'CADM2', 'TSSK4', 'HHIPL2', 'ZNF280B', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'PDZRN4', 'ASAH2B', 'MAT1A', 'RNASE2', 'TMEM35', 'LRFN5', 'C2CD4B', 'DNAJC5B', 'CERS1', 'HSD17B2', 'BRINP2', 'C10ORF95', 'WNK3', 'DNAI1', 'LGR5', 'FCGR3B', 'PTCHD2', 'PCDHAC1', 'GDF6', 'GPR141', 'LGALS12', 'GSDMA', 'TMEM151B', 'LINGO4', 'TMEM132C', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'KRT6A', 'HIST1H2AM', 'TLL2', 'DMC1', 'ESYT3', 'NFE2', 'PCP4L1', 'IL1RL2', 'AOC1', 'MYT1', 'C19ORF26', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'AQP5', 'KIF1A', 'HAND2.AS1', 'UMODL1', 'DYDC2', 'PRAME', 'DGKI', 'PQLC2L', 'ATP8A2', 'IQSEC3', 'TGM1', 'SPSB4', 'EPHA7', 'LOC644172', 'IGDCC3', 'PKD1L2', 'C2CD4C', 'GP1BA', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'UGT2B15', 'NBPF6', 'MGAM', 'PLA2G10', 'TMEM232', 'GPR27', 'CNTF', 'SLC25A21', 'MCHR1', 'KERA', 'PRSS12', 'PLEKHD1', 'CD244', 'PTCHD4', 'SLC6A4', 'LOC100130987', 'PNMT', 'DIO3', 'FCRL3', 'L1TD1', 'LINC00242', 'STAP1', 'CST4', 'IL10', 'RGN', 'LINC00839', 'DCANP1', 'PLCXD3', 'FCRLA', 'TBC1D3H', 'SNAP25', 'SPDYA', 'C6', 'TPSD1', 'PCDHGB3', 'GFRA2', 'FLG', 'IGFL2', 'GJB3', 'C1GALT1C1L', 'DLGAP1', 'GPR158', 'SFTPD', 'DNASE1L3', 'ITPKA', 'PROC', 'FAM186B', 'GDF10', 'NR6A1', 'TM4SF19', 'ZBED2', 'BCO2', 'PTH2R', 'ALOX12P2', 'C1ORF229', 'GUSBP5', 'HIST2H2BA', 'KCNG1', 'SLC17A7', 'FBXL13', 'PNPLA3', 'DOC2B', 'SULT4A1', 'BCAN', 'FAM86B2', 'PPM1N', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'FGF18', 'PRR34', 'HTR1D', 'EGOT', 'HCN2', 'LRRIQ3', 'ATP1A4', 'LCN12', 'NAALAD2', 'C10ORF82', 'KCNJ3', 'GJB5', 'ZNF660', 'RNF183', 'SLC7A4', 'LRRC31', 'ADRA1B', 'SYT8', 'PCDHA7', 'LRRIQ1', 'LTA', 'RAET1E', 'AURKAPS1', 'SLC38A4', 'TNFSF15', 'TRPA1', 'CNGA1', 'FBXO24', 'LY6G6C', 'C4ORF47', 'MAL', 'SCGB3A1', 'KLK11', 'GRM8', 'PTGDR', 'TUBA3D', 'ACSL6', 'RP1', 'RPL13AP3', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20107865915633893
		RMSE:  0.5031866190144979
		NRMSE:  0.13579562619977975
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27170508071542576
		RMSE:  0.5249654097328843
		NRMSE:  0.21064675210776365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  LinearRegression
		Pearson Correlation:  0.7565467042176283
		Spearman Correlation:  0.7505038468266906
		Coefficient of Determination:  0.5723629156625554
		RMSE:  0.30024863266704854
		NRMSE:  0.08102848833401662
		MAPE:  171.89990051263726
		Pearson Correlation:  0.32922342418010464
		Spearman Correlation:  0.3318680273488315
		Coefficient of Determination:  -0.21338657469729116
		RMSE:  0.5127870843187574
		NRMSE:  0.20576009739292717
		MAPE:  350.9350730401587

	Predictor:  ElasticNet
		Pearson Correlation:  0.618927609926515
		Spearman Correlation:  0.6274048115507288
		Coefficient of Determination:  0.3524349346178046
		RMSE:  0.36947500540274314
		NRMSE:  0.0997106994261843
		MAPE:  177.87247378139062
		Pearson Correlation:  0.3987779372406433
		Spearman Correlation:  0.40771681752641953
		Coefficient of Determination:  0.1529653429467266
		RMSE:  0.4284380907903878
		NRMSE:  0.17191435974832586
		MAPE:  249.89776763476016

	Predictor:  RandomForests
		Pearson Correlation:  0.4944273833372727
		Spearman Correlation:  0.5165700948140637
		Coefficient of Determination:  0.19795165454717667
		RMSE:  0.41119102991907436
		NRMSE:  0.11096865712556689
		MAPE:  199.81575660191368
		Pearson Correlation:  0.3397005517069244
		Spearman Correlation:  0.3303169572689965
		Coefficient of Determination:  0.10033226507657289
		RMSE:  0.44154864666745913
		NRMSE:  0.17717507971697607
		MAPE:  241.2465045777347


Fold:  2

Protein:  RB1
x_train_column_count:  371
x_train columns:  ['AMDHD1', 'DES', 'ALDH1L1', 'SOX15', 'POU5F1B', 'PCSK1', 'ALOX15', 'CATSPER3', 'C4ORF36', 'MST1L', 'PPP2R2B', 'CA14', 'NPTX1', 'TAT', 'TMEM200C', 'LEP', 'PCDHGA1', 'ACTA1', 'MPZ', 'ABCA10', 'MUC6', 'C10ORF55', 'FIBCD1', 'TUBA3E', 'GRIK4', 'GLDC', 'CYP4F35P', 'FDCSP', 'ANP32AP1', 'C1ORF228', 'LOC100272216', 'SLITRK5', 'ZSCAN23', 'MOGAT2', 'PTPRH', 'PDZD7', 'CLPSL2', 'SLC1A7', 'SLC26A4', 'PDE6G', 'LRFN2', 'FBLL1', 'IRX6', 'CACNA1F', 'LINC00922', 'CCL13', 'BMX', 'LOC399815', 'MAST1', 'XKRX', 'FOXP2', 'CFAP57', 'PCDHA2', 'KIAA0125', 'GIPR', 'C1ORF186', 'FOXF1', 'ALG1L', 'ASB14', 'LINC01139', 'KCNJ10', 'HHIPL2', 'JAKMIP2', 'ZNF280B', 'CADM2', 'TSSK4', 'NXNL2', 'CERS1', 'TMEM35', 'LRFN5', 'PDZRN4', 'BRINP2', 'HSD17B2', 'C2CD4B', 'DNAJC5B', 'RNASE2', 'ASAH2B', 'C10ORF95', 'DNAI1', 'WNK3', 'MAT1A', 'LGR5', 'PCDHAC1', 'FCGR3B', 'GDF6', 'GPR141', 'TMEM151B', 'LGALS12', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'KRT6A', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'HIST1H2AM', 'IL1RL2', 'ESYT3', 'PCP4L1', 'AOC1', 'NFE2', 'MYT1', 'TLL2', 'C19ORF26', 'DMC1', 'C1QL1', 'HMGCLL1', 'AQP5', 'KIAA1875', 'SLC24A2', 'ERICH3', 'SLC6A16', 'CD164L2', 'KIF1A', 'DGKI', 'PQLC2L', 'DYDC2', 'PRAME', 'HAND2.AS1', 'UMODL1', 'ATP8A2', 'IGDCC3', 'IQSEC3', 'TGM1', 'EPHA7', 'SPSB4', 'PKD1L2', 'LOC644172', 'UGT2B15', 'NPC1L1', 'CD300LG', 'GP1BA', 'AQP7', 'TEKT2', 'NBPF6', 'C2CD4C', 'MGAM', 'CNTF', 'PLA2G10', 'TMEM232', 'GPR27', 'KERA', 'MCHR1', 'PRSS12', 'PLEKHD1', 'FCRL3', 'LOC100130987', 'PTCHD4', 'CD244', 'SLC25A21', 'SLC6A4', 'DIO3', 'PNMT', 'L1TD1', 'IL10', 'PLCXD3', 'CST4', 'FCRLA', 'RGN', 'LINC00839', 'DCANP1', 'TBC1D3H', 'SPDYA', 'SNAP25', 'LINC00242', 'C6', 'STAP1', 'PCDHGB3', 'GFRA2', 'TPSD1', 'FLG', 'DNASE1L3', 'IGFL2', 'GPR158', 'GJB3', 'C1GALT1C1L', 'SFTPD', 'DLGAP1', 'GDF10', 'PROC', 'FAM186B', 'TM4SF19', 'NR6A1', 'ZBED2', 'BCO2', 'PTH2R', 'ITPKA', 'PNPLA3', 'C1ORF229', 'ALOX12P2', 'SULT4A1', 'BCAN', 'HIST2H2BA', 'FBXL13', 'KCNG1', 'GUSBP5', 'FAM86B2', 'DOC2B', 'SLC17A7', 'PPM1N', 'PRR34', 'SIGLEC15', 'ZNF492', 'PTPRZ1', 'HTR1D', 'NNAT', 'FGF18', 'LRRIQ3', 'LCN12', 'HCN2', 'C10ORF82', 'ATP1A4', 'NAALAD2', 'KCNJ3', 'EGOT', 'ZNF660', 'RNF183', 'SLC7A4', 'GJB5', 'LRRC31', 'SYT8', 'LRRIQ1', 'SLC38A4', 'RAET1E', 'LTA', 'AURKAPS1', 'ADRA1B', 'TNFSF15', 'PCDHA7', 'TRPA1', 'FBXO24', 'SCGB3A1', 'MAL', 'CNGA1', 'LY6G6C', 'C4ORF47', 'RP1', 'GRM8', 'KLK11', 'ACSL6', 'RPL13AP3', 'PTGDR', 'TUBA3D', 'IQUB', 'LINC01119', 'CBLN4', 'NKPD1', 'LINC01341', 'SOX8', 'EYS', 'ECT2L', 'PAX2', 'FXYD1', 'PPP1R3G', 'RNF138P1', 'CCR8', 'CCIN', 'MYCBPAP', 'XPNPEP2', 'ETV2', 'TEKT3', 'STKLD1', 'SLC30A8', 'C19ORF18', 'UGT8', 'SLC28A3', 'JPH4', 'UBE2Q2P1', 'METTL7B', 'SLC25A18', 'HEPACAM2', 'CASQ1', 'PLP1', 'TEX14', 'IDI2.AS1', 'S100A3', 'GLIS1', 'SGK2', 'ZNF843', 'LRIT3', 'CCDC36', 'NR1I3', 'LINC00482', 'ALOXE3', 'CACNG1', 'WNT2B', 'MS4A15', 'PBX4', 'ZIC2', 'ST6GALNAC1', 'GTSE1.AS1', 'ADAMTS8', 'PYGO1', 'LGALS2', 'TMEM92', 'FUT9', 'FCRL6', 'CCDC151', 'C9ORF43', 'PITX2', 'BCHE', 'PNCK', 'TNNI3K', 'AOC2', 'GJB1', 'DQX1', 'CKMT2', 'LPAR3', 'FAM189A1', 'ABCA17P', 'CACNA1G', 'C2ORF50', 'C1ORF101', 'NLRP12', 'ADCYAP1', 'ENPP6', 'SLC6A20', 'IYD', 'ZNF835', 'OTOA', 'CA3', 'SPIB', 'CLDN9', 'FAM95B1', 'FAM90A1', 'RYR2', 'C2CD4A', 'C1ORF95', 'PCDH9', 'LINC01550', 'CLEC3A', 'SVOPL', 'CCDC158', 'SCN2B', 'VSIG1', 'CLECL1', 'PCSK1N', 'IL20RB', 'ARC', 'CCDC65', 'TAS1R3', 'GSDMC', 'TTC16', 'AURKC', 'ZCCHC18', 'ULBP3', 'DDX11L2', 'DUOXA1', 'B3GALT5.AS1', 'ALDH8A1', 'KNDC1', 'COLCA2', 'GSTM1', 'PCYT1B', 'BPIFB2', 'MYOZ1', 'PDE1C', 'CRYGS', 'PPP1R36', 'TARP', 'KLHL4', 'LOC148709', 'LUZP2', 'LOC441455', 'JPH3', 'CPEB1', 'IL22RA1', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.012372001566697044
		RMSE:  0.23649063304821735
		NRMSE:  0.08648721220312221
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0009378943328373079
		RMSE:  0.2450188572791325
		NRMSE:  0.14037816530069125
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  LinearRegression
		Pearson Correlation:  0.8578303529457928
		Spearman Correlation:  0.7845953045100347
		Coefficient of Determination:  0.7358729144351038
		RMSE:  0.1207953873050854
		NRMSE:  0.04417619488922082
		MAPE:  451.9424178722512
		Pearson Correlation:  0.06565029331565415
		Spearman Correlation:  0.13271875914544923
		Coefficient of Determination:  -1.6161432980036143
		RMSE:  0.39611994368485015
		NRMSE:  0.2269482094194235
		MAPE:  2187.0415085438285

	Predictor:  ElasticNet
		Pearson Correlation:  0.5218695786706964
		Spearman Correlation:  0.471966686267113
		Coefficient of Determination:  0.2101099536342952
		RMSE:  0.2088945942834463
		NRMSE:  0.07639503886901929
		MAPE:  246.77637428652613
		Pearson Correlation:  0.1280305845867133
		Spearman Correlation:  0.20700907228563067
		Coefficient of Determination:  -0.007516644694659069
		RMSE:  0.24582274229357393
		NRMSE:  0.14083873353896137
		MAPE:  255.68999343001266

	Predictor:  RandomForests
		Pearson Correlation:  0.45349470752490856
		Spearman Correlation:  0.4311161064524317
		Coefficient of Determination:  0.13488426688064703
		RMSE:  0.21861551791545544
		NRMSE:  0.07995008700828535
		MAPE:  179.9909349997878
		Pearson Correlation:  0.16724489473055335
		Spearman Correlation:  0.2232416349624427
		Coefficient of Determination:  0.014438972590626209
		RMSE:  0.24312952698441143
		NRMSE:  0.13929571506251298
		MAPE:  187.93881520012025

Protein:  CDH1
x_train_column_count:  836
x_train columns:  ['AMDHD1', 'DES', 'ALDH1L1', 'SOX15', 'POU5F1B', 'PCSK1', 'ALOX15', 'CATSPER3', 'C4ORF36', 'MST1L', 'PPP2R2B', 'CA14', 'NPTX1', 'TAT', 'TMEM200C', 'LEP', 'PCDHGA1', 'ACTA1', 'MPZ', 'ABCA10', 'MUC6', 'C10ORF55', 'FIBCD1', 'TUBA3E', 'GRIK4', 'GLDC', 'CYP4F35P', 'FDCSP', 'ANP32AP1', 'C1ORF228', 'LOC100272216', 'SLITRK5', 'ZSCAN23', 'MOGAT2', 'PTPRH', 'PDZD7', 'CLPSL2', 'SLC1A7', 'SLC26A4', 'PDE6G', 'LRFN2', 'FBLL1', 'IRX6', 'CACNA1F', 'LINC00922', 'CCL13', 'BMX', 'LOC399815', 'MAST1', 'XKRX', 'FOXP2', 'CFAP57', 'PCDHA2', 'KIAA0125', 'GIPR', 'C1ORF186', 'FOXF1', 'ALG1L', 'ASB14', 'LINC01139', 'KCNJ10', 'HHIPL2', 'JAKMIP2', 'ZNF280B', 'CADM2', 'TSSK4', 'NXNL2', 'CERS1', 'TMEM35', 'LRFN5', 'PDZRN4', 'BRINP2', 'HSD17B2', 'C2CD4B', 'DNAJC5B', 'RNASE2', 'ASAH2B', 'C10ORF95', 'DNAI1', 'WNK3', 'MAT1A', 'LGR5', 'PCDHAC1', 'FCGR3B', 'GDF6', 'GPR141', 'TMEM151B', 'LGALS12', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'KRT6A', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'HIST1H2AM', 'IL1RL2', 'ESYT3', 'PCP4L1', 'AOC1', 'NFE2', 'MYT1', 'TLL2', 'C19ORF26', 'DMC1', 'C1QL1', 'HMGCLL1', 'AQP5', 'KIAA1875', 'SLC24A2', 'ERICH3', 'SLC6A16', 'CD164L2', 'KIF1A', 'DGKI', 'PQLC2L', 'DYDC2', 'PRAME', 'HAND2.AS1', 'UMODL1', 'ATP8A2', 'IGDCC3', 'IQSEC3', 'TGM1', 'EPHA7', 'SPSB4', 'PKD1L2', 'LOC644172', 'UGT2B15', 'NPC1L1', 'CD300LG', 'GP1BA', 'AQP7', 'TEKT2', 'NBPF6', 'C2CD4C', 'MGAM', 'CNTF', 'PLA2G10', 'TMEM232', 'GPR27', 'KERA', 'MCHR1', 'PRSS12', 'PLEKHD1', 'FCRL3', 'LOC100130987', 'PTCHD4', 'CD244', 'SLC25A21', 'SLC6A4', 'DIO3', 'PNMT', 'L1TD1', 'IL10', 'PLCXD3', 'CST4', 'FCRLA', 'RGN', 'LINC00839', 'DCANP1', 'TBC1D3H', 'SPDYA', 'SNAP25', 'LINC00242', 'C6', 'STAP1', 'PCDHGB3', 'GFRA2', 'TPSD1', 'FLG', 'DNASE1L3', 'IGFL2', 'GPR158', 'GJB3', 'C1GALT1C1L', 'SFTPD', 'DLGAP1', 'GDF10', 'PROC', 'FAM186B', 'TM4SF19', 'NR6A1', 'ZBED2', 'BCO2', 'PTH2R', 'ITPKA', 'PNPLA3', 'C1ORF229', 'ALOX12P2', 'SULT4A1', 'BCAN', 'HIST2H2BA', 'FBXL13', 'KCNG1', 'GUSBP5', 'FAM86B2', 'DOC2B', 'SLC17A7', 'PPM1N', 'PRR34', 'SIGLEC15', 'ZNF492', 'PTPRZ1', 'HTR1D', 'NNAT', 'FGF18', 'LRRIQ3', 'LCN12', 'HCN2', 'C10ORF82', 'ATP1A4', 'NAALAD2', 'KCNJ3', 'EGOT', 'ZNF660', 'RNF183', 'SLC7A4', 'GJB5', 'LRRC31', 'SYT8', 'LRRIQ1', 'SLC38A4', 'RAET1E', 'LTA', 'AURKAPS1', 'ADRA1B', 'TNFSF15', 'PCDHA7', 'TRPA1', 'FBXO24', 'SCGB3A1', 'MAL', 'CNGA1', 'LY6G6C', 'C4ORF47', 'RP1', 'GRM8', 'KLK11', 'ACSL6', 'RPL13AP3', 'PTGDR', 'TUBA3D', 'IQUB', 'LINC01119', 'CBLN4', 'NKPD1', 'LINC01341', 'SOX8', 'EYS', 'ECT2L', 'PAX2', 'FXYD1', 'PPP1R3G', 'RNF138P1', 'CCR8', 'CCIN', 'MYCBPAP', 'XPNPEP2', 'ETV2', 'TEKT3', 'STKLD1', 'SLC30A8', 'C19ORF18', 'UGT8', 'SLC28A3', 'JPH4', 'UBE2Q2P1', 'METTL7B', 'SLC25A18', 'HEPACAM2', 'CASQ1', 'PLP1', 'TEX14', 'IDI2.AS1', 'S100A3', 'GLIS1', 'SGK2', 'ZNF843', 'LRIT3', 'CCDC36', 'NR1I3', 'LINC00482', 'ALOXE3', 'CACNG1', 'WNT2B', 'MS4A15', 'PBX4', 'ZIC2', 'ST6GALNAC1', 'GTSE1.AS1', 'ADAMTS8', 'PYGO1', 'LGALS2', 'TMEM92', 'FUT9', 'FCRL6', 'CCDC151', 'C9ORF43', 'PITX2', 'BCHE', 'PNCK', 'TNNI3K', 'AOC2', 'GJB1', 'DQX1', 'CKMT2', 'LPAR3', 'FAM189A1', 'ABCA17P', 'CACNA1G', 'C2ORF50', 'C1ORF101', 'NLRP12', 'ADCYAP1', 'ENPP6', 'SLC6A20', 'IYD', 'ZNF835', 'OTOA', 'CA3', 'SPIB', 'CLDN9', 'FAM95B1', 'FAM90A1', 'RYR2', 'C2CD4A', 'C1ORF95', 'PCDH9', 'LINC01550', 'CLEC3A', 'SVOPL', 'CCDC158', 'SCN2B', 'VSIG1', 'CLECL1', 'PCSK1N', 'IL20RB', 'ARC', 'CCDC65', 'TAS1R3', 'GSDMC', 'TTC16', 'AURKC', 'ZCCHC18', 'ULBP3', 'DDX11L2', 'DUOXA1', 'B3GALT5.AS1', 'ALDH8A1', 'KNDC1', 'COLCA2', 'GSTM1', 'PCYT1B', 'BPIFB2', 'MYOZ1', 'PDE1C', 'CRYGS', 'PPP1R36', 'TARP', 'KLHL4', 'LOC148709', 'LUZP2', 'LOC441455', 'JPH3', 'CPEB1', 'IL22RA1', 'HOXD3', 'FAM57B', 'LOC90768', 'CAMP', 'OR7E91P', 'FLJ37201', 'RIMS1', 'IL12RB2', 'RELN', 'LBX2', 'FUT7', 'SCARA5', 'PLA2G5', 'KCNE1', 'IGSF5', 'TUBB8', 'HIST1H2BN', 'GPR18', 'ZBED3.AS1', 'SLC22A18AS', 'HOXB13', 'CD177', 'ZC3H12D', 'MNX1', 'ASTN1', 'CIDEA', 'TCHH', 'ONECUT2', 'C10ORF128', 'GAL', 'SP5', 'WDR72', 'CHRNA6', 'KCNE2', 'IRX4', 'FAM135B', 'BTBD8', 'SLC16A10', 'RSPH4A', 'SCN7A', 'ALB', 'HOXB8', 'SCART1', 'LINC01124', 'CCDC183', 'MGC16142', 'CCDC7', 'DCSTAMP', 'CELF5', 'GRIN2C', 'MGAT5B', 'GBP1P1', 'CXXC4', 'YPEL4', 'GPR3', 'CXCR5', 'HOXA11', 'SLC30A2', 'OBP2B', 'SLC35F1', 'ATP13A5', 'NIPAL1', 'PYDC1', 'SKIDA1', 'CCDC153', 'RPGRIP1', 'SRL', 'STRC', 'WT1', 'TNFRSF9', 'LRP1B', 'PCSK9', 'PCAT18', 'FOXJ1', 'SLC18A2', 'PPP4R4', 'NOXO1', 'PCK1', 'INSM1', 'CNNM1', 'GPR174', 'MARCO', 'SLC25A53', 'C17ORF104', 'FOXD4', 'DMRT3', 'GPX2', 'INHA', 'COL23A1', 'NOS2', 'ADH1C', 'FOXD1', 'PKNOX2', 'KLHL14', 'BTLA', 'CRISP3', 'LBP', 'IL20', 'TNFRSF17', 'AVPR2', 'GLOD5', 'MYBPC1', 'PARP15', 'CXCL2', 'GPLD1', 'PFN1P2', 'CST9', 'GPR55', 'SLCO4C1', 'SLC23A1', 'STEAP1B', 'C2ORF40', 'BCL2L14', 'DHRS4L1', 'SCN3A', 'AMH', 'ULBP2', 'CXCR2P1', 'VAT1L', 'ZNF98', 'VSIG2', 'RNF212', 'VGLL1', 'HAP1', 'CYSLTR2', 'ZNF454', 'TPSG1', 'FAM218A', 'SYN2', 'EMILIN3', 'DBIL5P', 'ORM1', 'ZNF488', 'TMEM105', 'FAM178B', 'P2RX1', 'DKK1', 'DPY19L2P2', 'IL23A', 'SIGLEC17P', 'CRYM', 'PRKG2', 'CXCL1', 'AMBP', 'BRINP1', 'CTCFL', 'SUCNR1', 'DEPDC4', 'FABP7', 'SPDYE1', 'LRRC2', 'GPBAR1', 'XIRP1', 'LRGUK', 'ADAMTS18', 'VWDE', 'FUT6', 'RERGL', 'BDKRB1', 'TENM1', 'LINC00930', 'BMPER', 'HCG27', 'CLEC12A', 'RDM1', 'CYP4F8', 'CDR1', 'NUGGC', 'KIAA0319', 'CECR2', 'SORCS1', 'ABHD11.AS1', 'PCDHGA3', 'PKD1L1', 'FAM184B', 'ECEL1', 'CBLN2', 'WSCD2', 'SPESP1', 'SEC14L5', 'SSUH2', 'FSCN2', 'DMRT2', 'FAM162B', 'CCL17', 'ZNF732', 'HOXD4', 'PIANP', 'TMEM217', 'GRIA3', 'CTSG', 'GNB3', 'RSPO1', 'RGS6', 'COL2A1', 'SERPINA6', 'MT1A', 'ADAMTS19', 'IL1R2', 'RNF175', 'CHRNB2', 'ADAM32', 'FLJ12825', 'RASL10A', 'PFKFB1', 'POM121L9P', 'HECTD2.AS1', 'DIRC3', 'PRSS21', 'SMIM5', 'CYP46A1', 'LRRC16B', 'CAPN11', 'IGF2BP3', 'VIPR2', 'TRAT1', 'ZNF804A', 'TBX21', 'HIST1H2BE', 'GPR87', 'LOC100126784', 'CYSRT1', 'PART1', 'FOXC2', 'HOGA1', 'EMX1', 'CA9', 'ZSCAN1', 'HTR7', 'CEP83.AS1', 'SLC13A2', 'XKR9', 'WIPF3', 'ULBP1', 'SLC26A10', 'HS3ST3B1', 'OTUD7A', 'CITED1', 'ZBTB16', 'CYP26A1', 'TMEM40', 'TMSB15A', 'PVALB', 'ANKK1', 'WFDC3', 'MAPT.IT1', 'ROPN1L', 'MYO3B', 'GZMM', 'CDHR1', 'FIRRE', 'M1AP', 'MRAP2', 'INE2', 'RFX8', 'TTC23L', 'IGSF22', 'CRTAC1', 'RBM12B.AS1', 'SPAG17', 'MROH7', 'KCNT2', 'PYGM', 'PCDHA12', 'CFAP61', 'BTC', 'HEATR4', 'ADGRB1', 'SLC27A6', 'NPAS1', 'UGT2B11', 'GPR37L1', 'NRTN', 'NWD1', 'CLEC4E', 'LRRC4B', 'SRSF12', 'B3GAT1', 'CCBE1', 'OPCML', 'ADGRF1', 'MIA', 'LINC00173', 'TMEM59L', 'CIDEC', 'HPDL', 'NLRP7', 'RNF182', 'FRMPD1', 'SMC1B', 'KCNA6', 'KLK6', 'ABCC6P2', 'FASLG', 'IL11', 'LOC613037', 'LSAMP', 'GALNT13', 'TSPAN8', 'DHDH', 'GAS2', 'RFPL1S', 'SCN3B', 'C15ORF56', 'FAM83A', 'COL28A1', 'PSORS1C1', 'ANO5', 'SLC6A14', 'SLC16A11', 'PTCHD1', 'TMPRSS4', 'C9ORF47', 'ADGRG2', 'SLC24A5', 'TUSC5', 'CYP4F12', 'LOC100133669', 'RUFY4', 'LINC00908', 'KCNQ3', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'VENTX', 'NBPF4', 'MYOM2', 'FAM157A', 'EBF2', 'MAG', 'DSCAML1', 'PTPRN', 'PCDHA5', 'KLK7', 'CCNI2', 'CDKN2B.AS1', 'SYT6', 'DLX2', 'SFTPA2', 'ZBTB20', 'NKX3.2', 'DLX5', 'FAM19A2', 'PLAC1', 'BRE.AS1', 'CNTN2', 'OR2W3', 'SLC6A17', 'GHRLOS', 'PTPRR', 'ABCC2', 'RYR3', 'TFAP2E', 'CD160', 'ABCD2', 'CD1A', 'GRIA2', 'CCDC144A', 'DEFB1', 'RGS9', 'CACNA1I', 'GGT3P', 'DLK2', 'MYO16', 'PWAR5', 'CDKL2', 'DCX', 'SLC6A11', 'WDR17', 'MSMB', 'BTBD19', 'CHRFAM7A', 'MMP12', 'CABP4', 'CHRNA10', 'TCEAL2', 'UNC13A', 'FKBP1AP1', 'LY6H', 'AGBL4', 'SLC39A2', 'XCL2', 'TUBAL3', 'S100A7', 'SPAG8', 'PCBP3', 'MPL', 'KCNH3', 'LINC00202.1', 'ARL9', 'TM6SF2', 'ZNF727', 'GRID2IP', 'P2RY12', 'MAK', 'TCN1', 'HRCT1', 'SNORD116.4', 'ELOVL3', 'NOX5', 'SLC46A2', 'TCTEX1D1', 'GPM6A', 'CD70', 'SYCE3', 'SYCE2', 'PGLYRP2', 'TIGD4', 'GRIN2A', 'JAKMIP1', 'ARMC3', 'BAIAP2L2', 'RAB9B', 'CTAGE6', 'MKRN3', 'SOSTDC1', 'ASIC3', 'KLF3.AS1', 'LONRF3', 'AGAP7P', 'LRRC43', 'ACY3', 'THPO', 'BEX1', 'PRPH2', 'AKR1E2', 'SCN9A', 'SCN2A', 'KLK10', 'LOC400927', 'ACHE', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'VN1R1', 'HRC', 'TMEM145', 'C6ORF52', 'CD40LG', 'BEGAIN', 'GPR82', 'CHODL', 'CXADRP3', 'TTBK1', 'LOC285593', 'PAH', 'TTYH1', 'HIST1H2BH', 'ADGRL3', 'MLLT4.AS1', 'APOBEC3A', 'CHST9', 'GABRB3', 'SLC25A34', 'MAPK4', 'BRSK2', 'TRH', 'DNASE1L2', 'C8ORF46', 'ST8SIA2', 'CAMK4', 'DGCR5', 'EPYC', 'GBP6', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0848918633043636
		RMSE:  1.167193365558287
		NRMSE:  0.18724526599154356
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3357437347566168
		RMSE:  1.329821844339591
		NRMSE:  0.2361608674018098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  4.669152120123989e-15
		NRMSE:  7.490418095971748e-16
		MAPE:  5.222050308059627e-12
		Pearson Correlation:  0.4168118061260681
		Spearman Correlation:  0.4024192761681788
		Coefficient of Determination:  -0.4348688685084017
		RMSE:  1.3782817201621707
		NRMSE:  0.2447667768002434
		MAPE:  503.66258414892775

	Predictor:  ElasticNet
		Pearson Correlation:  0.9180548408835203
		Spearman Correlation:  0.8641100121291323
		Coefficient of Determination:  0.8010060345842588
		RMSE:  0.49988434669748916
		NRMSE:  0.08019320553420857
		MAPE:  235.66887916788204
		Pearson Correlation:  0.5424689152724902
		Spearman Correlation:  0.5232952882645596
		Coefficient of Determination:  0.24343924771706538
		RMSE:  1.0008149718750878
		NRMSE:  0.17773307971498628
		MAPE:  233.49463908576018

	Predictor:  RandomForests
		Pearson Correlation:  0.6507549541417902
		Spearman Correlation:  0.5821633846341023
		Coefficient of Determination:  0.4168824454117347
		RMSE:  0.8557120393351876
		NRMSE:  0.13727633582019533
		MAPE:  245.67971974543877
		Pearson Correlation:  0.5972286109503283
		Spearman Correlation:  0.6409210853704442
		Coefficient of Determination:  0.319774688189184
		RMSE:  0.9489826751238722
		NRMSE:  0.168528267647642
		MAPE:  171.86138357041943

Protein:  CDH2
x_train_column_count:  474
x_train columns:  ['AMDHD1', 'DES', 'ALDH1L1', 'SOX15', 'POU5F1B', 'PCSK1', 'ALOX15', 'CATSPER3', 'C4ORF36', 'MST1L', 'PPP2R2B', 'CA14', 'NPTX1', 'TAT', 'TMEM200C', 'LEP', 'PCDHGA1', 'ACTA1', 'MPZ', 'ABCA10', 'MUC6', 'C10ORF55', 'FIBCD1', 'TUBA3E', 'GRIK4', 'GLDC', 'CYP4F35P', 'FDCSP', 'ANP32AP1', 'C1ORF228', 'LOC100272216', 'SLITRK5', 'ZSCAN23', 'MOGAT2', 'PTPRH', 'PDZD7', 'CLPSL2', 'SLC1A7', 'SLC26A4', 'PDE6G', 'LRFN2', 'FBLL1', 'IRX6', 'CACNA1F', 'LINC00922', 'CCL13', 'BMX', 'LOC399815', 'MAST1', 'XKRX', 'FOXP2', 'CFAP57', 'PCDHA2', 'KIAA0125', 'GIPR', 'C1ORF186', 'FOXF1', 'ALG1L', 'ASB14', 'LINC01139', 'KCNJ10', 'HHIPL2', 'JAKMIP2', 'ZNF280B', 'CADM2', 'TSSK4', 'NXNL2', 'CERS1', 'TMEM35', 'LRFN5', 'PDZRN4', 'BRINP2', 'HSD17B2', 'C2CD4B', 'DNAJC5B', 'RNASE2', 'ASAH2B', 'C10ORF95', 'DNAI1', 'WNK3', 'MAT1A', 'LGR5', 'PCDHAC1', 'FCGR3B', 'GDF6', 'GPR141', 'TMEM151B', 'LGALS12', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'KRT6A', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'HIST1H2AM', 'IL1RL2', 'ESYT3', 'PCP4L1', 'AOC1', 'NFE2', 'MYT1', 'TLL2', 'C19ORF26', 'DMC1', 'C1QL1', 'HMGCLL1', 'AQP5', 'KIAA1875', 'SLC24A2', 'ERICH3', 'SLC6A16', 'CD164L2', 'KIF1A', 'DGKI', 'PQLC2L', 'DYDC2', 'PRAME', 'HAND2.AS1', 'UMODL1', 'ATP8A2', 'IGDCC3', 'IQSEC3', 'TGM1', 'EPHA7', 'SPSB4', 'PKD1L2', 'LOC644172', 'UGT2B15', 'NPC1L1', 'CD300LG', 'GP1BA', 'AQP7', 'TEKT2', 'NBPF6', 'C2CD4C', 'MGAM', 'CNTF', 'PLA2G10', 'TMEM232', 'GPR27', 'KERA', 'MCHR1', 'PRSS12', 'PLEKHD1', 'FCRL3', 'LOC100130987', 'PTCHD4', 'CD244', 'SLC25A21', 'SLC6A4', 'DIO3', 'PNMT', 'L1TD1', 'IL10', 'PLCXD3', 'CST4', 'FCRLA', 'RGN', 'LINC00839', 'DCANP1', 'TBC1D3H', 'SPDYA', 'SNAP25', 'LINC00242', 'C6', 'STAP1', 'PCDHGB3', 'GFRA2', 'TPSD1', 'FLG', 'DNASE1L3', 'IGFL2', 'GPR158', 'GJB3', 'C1GALT1C1L', 'SFTPD', 'DLGAP1', 'GDF10', 'PROC', 'FAM186B', 'TM4SF19', 'NR6A1', 'ZBED2', 'BCO2', 'PTH2R', 'ITPKA', 'PNPLA3', 'C1ORF229', 'ALOX12P2', 'SULT4A1', 'BCAN', 'HIST2H2BA', 'FBXL13', 'KCNG1', 'GUSBP5', 'FAM86B2', 'DOC2B', 'SLC17A7', 'PPM1N', 'PRR34', 'SIGLEC15', 'ZNF492', 'PTPRZ1', 'HTR1D', 'NNAT', 'FGF18', 'LRRIQ3', 'LCN12', 'HCN2', 'C10ORF82', 'ATP1A4', 'NAALAD2', 'KCNJ3', 'EGOT', 'ZNF660', 'RNF183', 'SLC7A4', 'GJB5', 'LRRC31', 'SYT8', 'LRRIQ1', 'SLC38A4', 'RAET1E', 'LTA', 'AURKAPS1', 'ADRA1B', 'TNFSF15', 'PCDHA7', 'TRPA1', 'FBXO24', 'SCGB3A1', 'MAL', 'CNGA1', 'LY6G6C', 'C4ORF47', 'RP1', 'GRM8', 'KLK11', 'ACSL6', 'RPL13AP3', 'PTGDR', 'TUBA3D', 'IQUB', 'LINC01119', 'CBLN4', 'NKPD1', 'LINC01341', 'SOX8', 'EYS', 'ECT2L', 'PAX2', 'FXYD1', 'PPP1R3G', 'RNF138P1', 'CCR8', 'CCIN', 'MYCBPAP', 'XPNPEP2', 'ETV2', 'TEKT3', 'STKLD1', 'SLC30A8', 'C19ORF18', 'UGT8', 'SLC28A3', 'JPH4', 'UBE2Q2P1', 'METTL7B', 'SLC25A18', 'HEPACAM2', 'CASQ1', 'PLP1', 'TEX14', 'IDI2.AS1', 'S100A3', 'GLIS1', 'SGK2', 'ZNF843', 'LRIT3', 'CCDC36', 'NR1I3', 'LINC00482', 'ALOXE3', 'CACNG1', 'WNT2B', 'MS4A15', 'PBX4', 'ZIC2', 'ST6GALNAC1', 'GTSE1.AS1', 'ADAMTS8', 'PYGO1', 'LGALS2', 'TMEM92', 'FUT9', 'FCRL6', 'CCDC151', 'C9ORF43', 'PITX2', 'BCHE', 'PNCK', 'TNNI3K', 'AOC2', 'GJB1', 'DQX1', 'CKMT2', 'LPAR3', 'FAM189A1', 'ABCA17P', 'CACNA1G', 'C2ORF50', 'C1ORF101', 'NLRP12', 'ADCYAP1', 'ENPP6', 'SLC6A20', 'IYD', 'ZNF835', 'OTOA', 'CA3', 'SPIB', 'CLDN9', 'FAM95B1', 'FAM90A1', 'RYR2', 'C2CD4A', 'C1ORF95', 'PCDH9', 'LINC01550', 'CLEC3A', 'SVOPL', 'CCDC158', 'SCN2B', 'VSIG1', 'CLECL1', 'PCSK1N', 'IL20RB', 'ARC', 'CCDC65', 'TAS1R3', 'GSDMC', 'TTC16', 'AURKC', 'ZCCHC18', 'ULBP3', 'DDX11L2', 'DUOXA1', 'B3GALT5.AS1', 'ALDH8A1', 'KNDC1', 'COLCA2', 'GSTM1', 'PCYT1B', 'BPIFB2', 'MYOZ1', 'PDE1C', 'CRYGS', 'PPP1R36', 'TARP', 'KLHL4', 'LOC148709', 'LUZP2', 'LOC441455', 'JPH3', 'CPEB1', 'IL22RA1', 'HOXD3', 'FAM57B', 'LOC90768', 'CAMP', 'OR7E91P', 'FLJ37201', 'RIMS1', 'IL12RB2', 'RELN', 'LBX2', 'FUT7', 'SCARA5', 'PLA2G5', 'KCNE1', 'IGSF5', 'TUBB8', 'HIST1H2BN', 'GPR18', 'ZBED3.AS1', 'SLC22A18AS', 'HOXB13', 'CD177', 'ZC3H12D', 'MNX1', 'ASTN1', 'CIDEA', 'TCHH', 'ONECUT2', 'C10ORF128', 'GAL', 'SP5', 'WDR72', 'CHRNA6', 'KCNE2', 'IRX4', 'FAM135B', 'BTBD8', 'SLC16A10', 'RSPH4A', 'SCN7A', 'ALB', 'HOXB8', 'SCART1', 'LINC01124', 'CCDC183', 'MGC16142', 'CCDC7', 'DCSTAMP', 'CELF5', 'GRIN2C', 'MGAT5B', 'GBP1P1', 'CXXC4', 'YPEL4', 'GPR3', 'CXCR5', 'HOXA11', 'SLC30A2', 'OBP2B', 'SLC35F1', 'ATP13A5', 'NIPAL1', 'PYDC1', 'SKIDA1', 'CCDC153', 'RPGRIP1', 'SRL', 'STRC', 'WT1', 'TNFRSF9', 'LRP1B', 'PCSK9', 'PCAT18', 'FOXJ1', 'SLC18A2', 'PPP4R4', 'NOXO1', 'PCK1', 'INSM1', 'CNNM1', 'GPR174', 'MARCO', 'SLC25A53', 'C17ORF104', 'FOXD4', 'DMRT3', 'GPX2', 'INHA', 'COL23A1', 'NOS2', 'ADH1C', 'FOXD1', 'PKNOX2', 'KLHL14', 'BTLA', 'CRISP3', 'LBP', 'IL20', 'TNFRSF17', 'AVPR2', 'GLOD5', 'MYBPC1', 'PARP15', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0042702958885580955
		RMSE:  0.36888339320753855
		NRMSE:  0.13366308906715652
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005559500410650786
		RMSE:  0.3881548727768219
		NRMSE:  0.20448899349205915
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  LinearRegression
		Pearson Correlation:  0.951978918380492
		Spearman Correlation:  0.932989253527897
		Coefficient of Determination:  0.9062638610408909
		RMSE:  0.11269828983318107
		NRMSE:  0.04083567281439999
		MAPE:  1306.8265440887503
		Pearson Correlation:  0.09041690235958305
		Spearman Correlation:  0.09125451175495075
		Coefficient of Determination:  -4.776464766562691
		RMSE:  0.930319705705494
		NRMSE:  0.4901140075470027
		MAPE:  2160.3785214250984

	Predictor:  ElasticNet
		Pearson Correlation:  0.6755319142070144
		Spearman Correlation:  0.6621844721605139
		Coefficient of Determination:  0.3543659003338624
		RMSE:  0.29577197776874603
		NRMSE:  0.10717152611375681
		MAPE:  1902.6616145684568
		Pearson Correlation:  0.22147084903087427
		Spearman Correlation:  0.2774119598087992
		Coefficient of Determination:  0.03793400231910182
		RMSE:  0.37966764511589024
		NRMSE:  0.2000177250277321
		MAPE:  167.31881109274985

	Predictor:  RandomForests
		Pearson Correlation:  0.4578089436879612
		Spearman Correlation:  0.46337541630447
		Coefficient of Determination:  0.11893762839260225
		RMSE:  0.34551517182954106
		NRMSE:  0.12519572861422607
		MAPE:  826.3279139347338
		Pearson Correlation:  0.3453027172686356
		Spearman Correlation:  0.4094234708808897
		Coefficient of Determination:  0.07890239461338333
		RMSE:  0.37149586351505115
		NRMSE:  0.19571264086728332
		MAPE:  121.43529583255706

Protein:  CDH3
x_train_column_count:  79
x_train columns:  ['AMDHD1', 'DES', 'ALDH1L1', 'SOX15', 'POU5F1B', 'PCSK1', 'ALOX15', 'CATSPER3', 'C4ORF36', 'MST1L', 'PPP2R2B', 'CA14', 'NPTX1', 'TAT', 'TMEM200C', 'LEP', 'PCDHGA1', 'ACTA1', 'MPZ', 'ABCA10', 'MUC6', 'C10ORF55', 'FIBCD1', 'TUBA3E', 'GRIK4', 'GLDC', 'CYP4F35P', 'FDCSP', 'ANP32AP1', 'C1ORF228', 'LOC100272216', 'SLITRK5', 'ZSCAN23', 'MOGAT2', 'PTPRH', 'PDZD7', 'CLPSL2', 'SLC1A7', 'SLC26A4', 'PDE6G', 'LRFN2', 'FBLL1', 'IRX6', 'CACNA1F', 'LINC00922', 'CCL13', 'BMX', 'LOC399815', 'MAST1', 'XKRX', 'FOXP2', 'CFAP57', 'PCDHA2', 'KIAA0125', 'GIPR', 'C1ORF186', 'FOXF1', 'ALG1L', 'ASB14', 'LINC01139', 'KCNJ10', 'HHIPL2', 'JAKMIP2', 'ZNF280B', 'CADM2', 'TSSK4', 'NXNL2', 'CERS1', 'TMEM35', 'LRFN5', 'PDZRN4', 'BRINP2', 'HSD17B2', 'C2CD4B', 'DNAJC5B', 'RNASE2', 'ASAH2B', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032535082492379797
		RMSE:  0.20804431995898212
		NRMSE:  0.15657381105189322
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10171995354262497
		RMSE:  0.2077503373255318
		NRMSE:  0.17094572313464315
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  LinearRegression
		Pearson Correlation:  0.5615559706379264
		Spearman Correlation:  0.564979763791106
		Coefficient of Determination:  0.31534510815910366
		RMSE:  0.17186457853519074
		NRMSE:  0.12934499750528003
		MAPE:  339.56605003568103
		Pearson Correlation:  0.40629534570305337
		Spearman Correlation:  0.4213979123987904
		Coefficient of Determination:  0.01573942547192697
		RMSE:  0.19636368553891437
		NRMSE:  0.16157630670526982
		MAPE:  807.6446321315542

	Predictor:  ElasticNet
		Pearson Correlation:  0.4888069839826531
		Spearman Correlation:  0.5026100457070394
		Coefficient of Determination:  0.21052579911825064
		RMSE:  0.1845523122275716
		NRMSE:  0.13889376489397512
		MAPE:  233.52734405460467
		Pearson Correlation:  0.38469751086345516
		Spearman Correlation:  0.4133011413520633
		Coefficient of Determination:  0.017338372469785424
		RMSE:  0.1962041227403583
		NRMSE:  0.1614450117175663
		MAPE:  953.9810061436369

	Predictor:  RandomForests
		Pearson Correlation:  0.49008871279797767
		Spearman Correlation:  0.49839166164741044
		Coefficient of Determination:  0.18651298370328595
		RMSE:  0.18733797974612773
		NRMSE:  0.14099025366035817
		MAPE:  223.34222211450245
		Pearson Correlation:  0.35807779070884727
		Spearman Correlation:  0.3962198809872208
		Coefficient of Determination:  -0.010370811634680344
		RMSE:  0.19895118296549816
		NRMSE:  0.16370540851271143
		MAPE:  830.0082874294346

Protein:  PTEN
x_train_column_count:  886
x_train columns:  ['AMDHD1', 'DES', 'ALDH1L1', 'SOX15', 'POU5F1B', 'PCSK1', 'ALOX15', 'CATSPER3', 'C4ORF36', 'MST1L', 'PPP2R2B', 'CA14', 'NPTX1', 'TAT', 'TMEM200C', 'LEP', 'PCDHGA1', 'ACTA1', 'MPZ', 'ABCA10', 'MUC6', 'C10ORF55', 'FIBCD1', 'TUBA3E', 'GRIK4', 'GLDC', 'CYP4F35P', 'FDCSP', 'ANP32AP1', 'C1ORF228', 'LOC100272216', 'SLITRK5', 'ZSCAN23', 'MOGAT2', 'PTPRH', 'PDZD7', 'CLPSL2', 'SLC1A7', 'SLC26A4', 'PDE6G', 'LRFN2', 'FBLL1', 'IRX6', 'CACNA1F', 'LINC00922', 'CCL13', 'BMX', 'LOC399815', 'MAST1', 'XKRX', 'FOXP2', 'CFAP57', 'PCDHA2', 'KIAA0125', 'GIPR', 'C1ORF186', 'FOXF1', 'ALG1L', 'ASB14', 'LINC01139', 'KCNJ10', 'HHIPL2', 'JAKMIP2', 'ZNF280B', 'CADM2', 'TSSK4', 'NXNL2', 'CERS1', 'TMEM35', 'LRFN5', 'PDZRN4', 'BRINP2', 'HSD17B2', 'C2CD4B', 'DNAJC5B', 'RNASE2', 'ASAH2B', 'C10ORF95', 'DNAI1', 'WNK3', 'MAT1A', 'LGR5', 'PCDHAC1', 'FCGR3B', 'GDF6', 'GPR141', 'TMEM151B', 'LGALS12', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'KRT6A', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'HIST1H2AM', 'IL1RL2', 'ESYT3', 'PCP4L1', 'AOC1', 'NFE2', 'MYT1', 'TLL2', 'C19ORF26', 'DMC1', 'C1QL1', 'HMGCLL1', 'AQP5', 'KIAA1875', 'SLC24A2', 'ERICH3', 'SLC6A16', 'CD164L2', 'KIF1A', 'DGKI', 'PQLC2L', 'DYDC2', 'PRAME', 'HAND2.AS1', 'UMODL1', 'ATP8A2', 'IGDCC3', 'IQSEC3', 'TGM1', 'EPHA7', 'SPSB4', 'PKD1L2', 'LOC644172', 'UGT2B15', 'NPC1L1', 'CD300LG', 'GP1BA', 'AQP7', 'TEKT2', 'NBPF6', 'C2CD4C', 'MGAM', 'CNTF', 'PLA2G10', 'TMEM232', 'GPR27', 'KERA', 'MCHR1', 'PRSS12', 'PLEKHD1', 'FCRL3', 'LOC100130987', 'PTCHD4', 'CD244', 'SLC25A21', 'SLC6A4', 'DIO3', 'PNMT', 'L1TD1', 'IL10', 'PLCXD3', 'CST4', 'FCRLA', 'RGN', 'LINC00839', 'DCANP1', 'TBC1D3H', 'SPDYA', 'SNAP25', 'LINC00242', 'C6', 'STAP1', 'PCDHGB3', 'GFRA2', 'TPSD1', 'FLG', 'DNASE1L3', 'IGFL2', 'GPR158', 'GJB3', 'C1GALT1C1L', 'SFTPD', 'DLGAP1', 'GDF10', 'PROC', 'FAM186B', 'TM4SF19', 'NR6A1', 'ZBED2', 'BCO2', 'PTH2R', 'ITPKA', 'PNPLA3', 'C1ORF229', 'ALOX12P2', 'SULT4A1', 'BCAN', 'HIST2H2BA', 'FBXL13', 'KCNG1', 'GUSBP5', 'FAM86B2', 'DOC2B', 'SLC17A7', 'PPM1N', 'PRR34', 'SIGLEC15', 'ZNF492', 'PTPRZ1', 'HTR1D', 'NNAT', 'FGF18', 'LRRIQ3', 'LCN12', 'HCN2', 'C10ORF82', 'ATP1A4', 'NAALAD2', 'KCNJ3', 'EGOT', 'ZNF660', 'RNF183', 'SLC7A4', 'GJB5', 'LRRC31', 'SYT8', 'LRRIQ1', 'SLC38A4', 'RAET1E', 'LTA', 'AURKAPS1', 'ADRA1B', 'TNFSF15', 'PCDHA7', 'TRPA1', 'FBXO24', 'SCGB3A1', 'MAL', 'CNGA1', 'LY6G6C', 'C4ORF47', 'RP1', 'GRM8', 'KLK11', 'ACSL6', 'RPL13AP3', 'PTGDR', 'TUBA3D', 'IQUB', 'LINC01119', 'CBLN4', 'NKPD1', 'LINC01341', 'SOX8', 'EYS', 'ECT2L', 'PAX2', 'FXYD1', 'PPP1R3G', 'RNF138P1', 'CCR8', 'CCIN', 'MYCBPAP', 'XPNPEP2', 'ETV2', 'TEKT3', 'STKLD1', 'SLC30A8', 'C19ORF18', 'UGT8', 'SLC28A3', 'JPH4', 'UBE2Q2P1', 'METTL7B', 'SLC25A18', 'HEPACAM2', 'CASQ1', 'PLP1', 'TEX14', 'IDI2.AS1', 'S100A3', 'GLIS1', 'SGK2', 'ZNF843', 'LRIT3', 'CCDC36', 'NR1I3', 'LINC00482', 'ALOXE3', 'CACNG1', 'WNT2B', 'MS4A15', 'PBX4', 'ZIC2', 'ST6GALNAC1', 'GTSE1.AS1', 'ADAMTS8', 'PYGO1', 'LGALS2', 'TMEM92', 'FUT9', 'FCRL6', 'CCDC151', 'C9ORF43', 'PITX2', 'BCHE', 'PNCK', 'TNNI3K', 'AOC2', 'GJB1', 'DQX1', 'CKMT2', 'LPAR3', 'FAM189A1', 'ABCA17P', 'CACNA1G', 'C2ORF50', 'C1ORF101', 'NLRP12', 'ADCYAP1', 'ENPP6', 'SLC6A20', 'IYD', 'ZNF835', 'OTOA', 'CA3', 'SPIB', 'CLDN9', 'FAM95B1', 'FAM90A1', 'RYR2', 'C2CD4A', 'C1ORF95', 'PCDH9', 'LINC01550', 'CLEC3A', 'SVOPL', 'CCDC158', 'SCN2B', 'VSIG1', 'CLECL1', 'PCSK1N', 'IL20RB', 'ARC', 'CCDC65', 'TAS1R3', 'GSDMC', 'TTC16', 'AURKC', 'ZCCHC18', 'ULBP3', 'DDX11L2', 'DUOXA1', 'B3GALT5.AS1', 'ALDH8A1', 'KNDC1', 'COLCA2', 'GSTM1', 'PCYT1B', 'BPIFB2', 'MYOZ1', 'PDE1C', 'CRYGS', 'PPP1R36', 'TARP', 'KLHL4', 'LOC148709', 'LUZP2', 'LOC441455', 'JPH3', 'CPEB1', 'IL22RA1', 'HOXD3', 'FAM57B', 'LOC90768', 'CAMP', 'OR7E91P', 'FLJ37201', 'RIMS1', 'IL12RB2', 'RELN', 'LBX2', 'FUT7', 'SCARA5', 'PLA2G5', 'KCNE1', 'IGSF5', 'TUBB8', 'HIST1H2BN', 'GPR18', 'ZBED3.AS1', 'SLC22A18AS', 'HOXB13', 'CD177', 'ZC3H12D', 'MNX1', 'ASTN1', 'CIDEA', 'TCHH', 'ONECUT2', 'C10ORF128', 'GAL', 'SP5', 'WDR72', 'CHRNA6', 'KCNE2', 'IRX4', 'FAM135B', 'BTBD8', 'SLC16A10', 'RSPH4A', 'SCN7A', 'ALB', 'HOXB8', 'SCART1', 'LINC01124', 'CCDC183', 'MGC16142', 'CCDC7', 'DCSTAMP', 'CELF5', 'GRIN2C', 'MGAT5B', 'GBP1P1', 'CXXC4', 'YPEL4', 'GPR3', 'CXCR5', 'HOXA11', 'SLC30A2', 'OBP2B', 'SLC35F1', 'ATP13A5', 'NIPAL1', 'PYDC1', 'SKIDA1', 'CCDC153', 'RPGRIP1', 'SRL', 'STRC', 'WT1', 'TNFRSF9', 'LRP1B', 'PCSK9', 'PCAT18', 'FOXJ1', 'SLC18A2', 'PPP4R4', 'NOXO1', 'PCK1', 'INSM1', 'CNNM1', 'GPR174', 'MARCO', 'SLC25A53', 'C17ORF104', 'FOXD4', 'DMRT3', 'GPX2', 'INHA', 'COL23A1', 'NOS2', 'ADH1C', 'FOXD1', 'PKNOX2', 'KLHL14', 'BTLA', 'CRISP3', 'LBP', 'IL20', 'TNFRSF17', 'AVPR2', 'GLOD5', 'MYBPC1', 'PARP15', 'CXCL2', 'GPLD1', 'PFN1P2', 'CST9', 'GPR55', 'SLCO4C1', 'SLC23A1', 'STEAP1B', 'C2ORF40', 'BCL2L14', 'DHRS4L1', 'SCN3A', 'AMH', 'ULBP2', 'CXCR2P1', 'VAT1L', 'ZNF98', 'VSIG2', 'RNF212', 'VGLL1', 'HAP1', 'CYSLTR2', 'ZNF454', 'TPSG1', 'FAM218A', 'SYN2', 'EMILIN3', 'DBIL5P', 'ORM1', 'ZNF488', 'TMEM105', 'FAM178B', 'P2RX1', 'DKK1', 'DPY19L2P2', 'IL23A', 'SIGLEC17P', 'CRYM', 'PRKG2', 'CXCL1', 'AMBP', 'BRINP1', 'CTCFL', 'SUCNR1', 'DEPDC4', 'FABP7', 'SPDYE1', 'LRRC2', 'GPBAR1', 'XIRP1', 'LRGUK', 'ADAMTS18', 'VWDE', 'FUT6', 'RERGL', 'BDKRB1', 'TENM1', 'LINC00930', 'BMPER', 'HCG27', 'CLEC12A', 'RDM1', 'CYP4F8', 'CDR1', 'NUGGC', 'KIAA0319', 'CECR2', 'SORCS1', 'ABHD11.AS1', 'PCDHGA3', 'PKD1L1', 'FAM184B', 'ECEL1', 'CBLN2', 'WSCD2', 'SPESP1', 'SEC14L5', 'SSUH2', 'FSCN2', 'DMRT2', 'FAM162B', 'CCL17', 'ZNF732', 'HOXD4', 'PIANP', 'TMEM217', 'GRIA3', 'CTSG', 'GNB3', 'RSPO1', 'RGS6', 'COL2A1', 'SERPINA6', 'MT1A', 'ADAMTS19', 'IL1R2', 'RNF175', 'CHRNB2', 'ADAM32', 'FLJ12825', 'RASL10A', 'PFKFB1', 'POM121L9P', 'HECTD2.AS1', 'DIRC3', 'PRSS21', 'SMIM5', 'CYP46A1', 'LRRC16B', 'CAPN11', 'IGF2BP3', 'VIPR2', 'TRAT1', 'ZNF804A', 'TBX21', 'HIST1H2BE', 'GPR87', 'LOC100126784', 'CYSRT1', 'PART1', 'FOXC2', 'HOGA1', 'EMX1', 'CA9', 'ZSCAN1', 'HTR7', 'CEP83.AS1', 'SLC13A2', 'XKR9', 'WIPF3', 'ULBP1', 'SLC26A10', 'HS3ST3B1', 'OTUD7A', 'CITED1', 'ZBTB16', 'CYP26A1', 'TMEM40', 'TMSB15A', 'PVALB', 'ANKK1', 'WFDC3', 'MAPT.IT1', 'ROPN1L', 'MYO3B', 'GZMM', 'CDHR1', 'FIRRE', 'M1AP', 'MRAP2', 'INE2', 'RFX8', 'TTC23L', 'IGSF22', 'CRTAC1', 'RBM12B.AS1', 'SPAG17', 'MROH7', 'KCNT2', 'PYGM', 'PCDHA12', 'CFAP61', 'BTC', 'HEATR4', 'ADGRB1', 'SLC27A6', 'NPAS1', 'UGT2B11', 'GPR37L1', 'NRTN', 'NWD1', 'CLEC4E', 'LRRC4B', 'SRSF12', 'B3GAT1', 'CCBE1', 'OPCML', 'ADGRF1', 'MIA', 'LINC00173', 'TMEM59L', 'CIDEC', 'HPDL', 'NLRP7', 'RNF182', 'FRMPD1', 'SMC1B', 'KCNA6', 'KLK6', 'ABCC6P2', 'FASLG', 'IL11', 'LOC613037', 'LSAMP', 'GALNT13', 'TSPAN8', 'DHDH', 'GAS2', 'RFPL1S', 'SCN3B', 'C15ORF56', 'FAM83A', 'COL28A1', 'PSORS1C1', 'ANO5', 'SLC6A14', 'SLC16A11', 'PTCHD1', 'TMPRSS4', 'C9ORF47', 'ADGRG2', 'SLC24A5', 'TUSC5', 'CYP4F12', 'LOC100133669', 'RUFY4', 'LINC00908', 'KCNQ3', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'VENTX', 'NBPF4', 'MYOM2', 'FAM157A', 'EBF2', 'MAG', 'DSCAML1', 'PTPRN', 'PCDHA5', 'KLK7', 'CCNI2', 'CDKN2B.AS1', 'SYT6', 'DLX2', 'SFTPA2', 'ZBTB20', 'NKX3.2', 'DLX5', 'FAM19A2', 'PLAC1', 'BRE.AS1', 'CNTN2', 'OR2W3', 'SLC6A17', 'GHRLOS', 'PTPRR', 'ABCC2', 'RYR3', 'TFAP2E', 'CD160', 'ABCD2', 'CD1A', 'GRIA2', 'CCDC144A', 'DEFB1', 'RGS9', 'CACNA1I', 'GGT3P', 'DLK2', 'MYO16', 'PWAR5', 'CDKL2', 'DCX', 'SLC6A11', 'WDR17', 'MSMB', 'BTBD19', 'CHRFAM7A', 'MMP12', 'CABP4', 'CHRNA10', 'TCEAL2', 'UNC13A', 'FKBP1AP1', 'LY6H', 'AGBL4', 'SLC39A2', 'XCL2', 'TUBAL3', 'S100A7', 'SPAG8', 'PCBP3', 'MPL', 'KCNH3', 'LINC00202.1', 'ARL9', 'TM6SF2', 'ZNF727', 'GRID2IP', 'P2RY12', 'MAK', 'TCN1', 'HRCT1', 'SNORD116.4', 'ELOVL3', 'NOX5', 'SLC46A2', 'TCTEX1D1', 'GPM6A', 'CD70', 'SYCE3', 'SYCE2', 'PGLYRP2', 'TIGD4', 'GRIN2A', 'JAKMIP1', 'ARMC3', 'BAIAP2L2', 'RAB9B', 'CTAGE6', 'MKRN3', 'SOSTDC1', 'ASIC3', 'KLF3.AS1', 'LONRF3', 'AGAP7P', 'LRRC43', 'ACY3', 'THPO', 'BEX1', 'PRPH2', 'AKR1E2', 'SCN9A', 'SCN2A', 'KLK10', 'LOC400927', 'ACHE', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'VN1R1', 'HRC', 'TMEM145', 'C6ORF52', 'CD40LG', 'BEGAIN', 'GPR82', 'CHODL', 'CXADRP3', 'TTBK1', 'LOC285593', 'PAH', 'TTYH1', 'HIST1H2BH', 'ADGRL3', 'MLLT4.AS1', 'APOBEC3A', 'CHST9', 'GABRB3', 'SLC25A34', 'MAPK4', 'BRSK2', 'TRH', 'DNASE1L2', 'C8ORF46', 'ST8SIA2', 'CAMK4', 'DGCR5', 'EPYC', 'GBP6', 'GPR63', 'CAPSL', 'MUC15', 'ANKLE1', 'IL17D', 'SLC35F3', 'ROBO2', 'AIM1L', 'ASGR1', 'PCDHA1', 'HAMP', 'MYO15A', 'RMRP', 'FAM201A', 'TNFSF11', 'DUSP9', 'FAM159A', 'NMU', 'CHKB.AS1', 'RHCE', 'DCLK3', 'PTX3', 'NEK5', 'TDRD6', 'LYG1', 'MTUS2', 'RUNDC3A', 'ROPN1B', 'CYP2E1', 'LOC100132215', 'KCNK17', 'FOLR1', 'RRN3P1', 'UCKL1.AS1', 'LINC00961', 'C1QL3', 'PNMA6A', 'CYTL1', 'LINC00689', 'XCL1', 'HBA1', 'RRN3P2', 'THSD7B', 'ATP13A4', 'MT1L', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'LIN7A', 'IL1RL1', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.03862384422015608
		RMSE:  0.6356813050691055
		NRMSE:  0.09939509109047072
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04557869434051831
		RMSE:  0.5231599683741948
		NRMSE:  0.17546282813730707
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  3.830961818354533e-15
		NRMSE:  5.990089622945091e-16
		MAPE:  3.8567800999799555e-12
		Pearson Correlation:  -0.01084364907912207
		Spearman Correlation:  0.04871719832211492
		Coefficient of Determination:  -1.840197156229955
		RMSE:  0.8622444079162409
		NRMSE:  0.2891884920566947
		MAPE:  580.3078020298773

	Predictor:  ElasticNet
		Pearson Correlation:  0.8471834368588446
		Spearman Correlation:  0.7963247303182123
		Coefficient of Determination:  0.6362266461978683
		RMSE:  0.3762060167242024
		NRMSE:  0.05882355042204712
		MAPE:  193.95632091237925
		Pearson Correlation:  0.18054840314656878
		Spearman Correlation:  0.19196175982830946
		Coefficient of Determination:  -0.12826523264004064
		RMSE:  0.5434526929228255
		NRMSE:  0.18226881302751058
		MAPE:  670.3225914352947

	Predictor:  RandomForests
		Pearson Correlation:  0.5189252923336548
		Spearman Correlation:  0.49166893203191325
		Coefficient of Determination:  0.16115152444759318
		RMSE:  0.5712839919544019
		NRMSE:  0.08932593103813649
		MAPE:  302.0310943353992
		Pearson Correlation:  0.27900649386560294
		Spearman Correlation:  0.29515169251780315
		Coefficient of Determination:  0.07369948693491413
		RMSE:  0.49241593044495674
		NRMSE:  0.16515157313018405
		MAPE:  285.29853641107985

Protein:  BRCA2
x_train_column_count:  363
x_train columns:  ['AMDHD1', 'DES', 'ALDH1L1', 'SOX15', 'POU5F1B', 'PCSK1', 'ALOX15', 'CATSPER3', 'C4ORF36', 'MST1L', 'PPP2R2B', 'CA14', 'NPTX1', 'TAT', 'TMEM200C', 'LEP', 'PCDHGA1', 'ACTA1', 'MPZ', 'ABCA10', 'MUC6', 'C10ORF55', 'FIBCD1', 'TUBA3E', 'GRIK4', 'GLDC', 'CYP4F35P', 'FDCSP', 'ANP32AP1', 'C1ORF228', 'LOC100272216', 'SLITRK5', 'ZSCAN23', 'MOGAT2', 'PTPRH', 'PDZD7', 'CLPSL2', 'SLC1A7', 'SLC26A4', 'PDE6G', 'LRFN2', 'FBLL1', 'IRX6', 'CACNA1F', 'LINC00922', 'CCL13', 'BMX', 'LOC399815', 'MAST1', 'XKRX', 'FOXP2', 'CFAP57', 'PCDHA2', 'KIAA0125', 'GIPR', 'C1ORF186', 'FOXF1', 'ALG1L', 'ASB14', 'LINC01139', 'KCNJ10', 'HHIPL2', 'JAKMIP2', 'ZNF280B', 'CADM2', 'TSSK4', 'NXNL2', 'CERS1', 'TMEM35', 'LRFN5', 'PDZRN4', 'BRINP2', 'HSD17B2', 'C2CD4B', 'DNAJC5B', 'RNASE2', 'ASAH2B', 'C10ORF95', 'DNAI1', 'WNK3', 'MAT1A', 'LGR5', 'PCDHAC1', 'FCGR3B', 'GDF6', 'GPR141', 'TMEM151B', 'LGALS12', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'KRT6A', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'HIST1H2AM', 'IL1RL2', 'ESYT3', 'PCP4L1', 'AOC1', 'NFE2', 'MYT1', 'TLL2', 'C19ORF26', 'DMC1', 'C1QL1', 'HMGCLL1', 'AQP5', 'KIAA1875', 'SLC24A2', 'ERICH3', 'SLC6A16', 'CD164L2', 'KIF1A', 'DGKI', 'PQLC2L', 'DYDC2', 'PRAME', 'HAND2.AS1', 'UMODL1', 'ATP8A2', 'IGDCC3', 'IQSEC3', 'TGM1', 'EPHA7', 'SPSB4', 'PKD1L2', 'LOC644172', 'UGT2B15', 'NPC1L1', 'CD300LG', 'GP1BA', 'AQP7', 'TEKT2', 'NBPF6', 'C2CD4C', 'MGAM', 'CNTF', 'PLA2G10', 'TMEM232', 'GPR27', 'KERA', 'MCHR1', 'PRSS12', 'PLEKHD1', 'FCRL3', 'LOC100130987', 'PTCHD4', 'CD244', 'SLC25A21', 'SLC6A4', 'DIO3', 'PNMT', 'L1TD1', 'IL10', 'PLCXD3', 'CST4', 'FCRLA', 'RGN', 'LINC00839', 'DCANP1', 'TBC1D3H', 'SPDYA', 'SNAP25', 'LINC00242', 'C6', 'STAP1', 'PCDHGB3', 'GFRA2', 'TPSD1', 'FLG', 'DNASE1L3', 'IGFL2', 'GPR158', 'GJB3', 'C1GALT1C1L', 'SFTPD', 'DLGAP1', 'GDF10', 'PROC', 'FAM186B', 'TM4SF19', 'NR6A1', 'ZBED2', 'BCO2', 'PTH2R', 'ITPKA', 'PNPLA3', 'C1ORF229', 'ALOX12P2', 'SULT4A1', 'BCAN', 'HIST2H2BA', 'FBXL13', 'KCNG1', 'GUSBP5', 'FAM86B2', 'DOC2B', 'SLC17A7', 'PPM1N', 'PRR34', 'SIGLEC15', 'ZNF492', 'PTPRZ1', 'HTR1D', 'NNAT', 'FGF18', 'LRRIQ3', 'LCN12', 'HCN2', 'C10ORF82', 'ATP1A4', 'NAALAD2', 'KCNJ3', 'EGOT', 'ZNF660', 'RNF183', 'SLC7A4', 'GJB5', 'LRRC31', 'SYT8', 'LRRIQ1', 'SLC38A4', 'RAET1E', 'LTA', 'AURKAPS1', 'ADRA1B', 'TNFSF15', 'PCDHA7', 'TRPA1', 'FBXO24', 'SCGB3A1', 'MAL', 'CNGA1', 'LY6G6C', 'C4ORF47', 'RP1', 'GRM8', 'KLK11', 'ACSL6', 'RPL13AP3', 'PTGDR', 'TUBA3D', 'IQUB', 'LINC01119', 'CBLN4', 'NKPD1', 'LINC01341', 'SOX8', 'EYS', 'ECT2L', 'PAX2', 'FXYD1', 'PPP1R3G', 'RNF138P1', 'CCR8', 'CCIN', 'MYCBPAP', 'XPNPEP2', 'ETV2', 'TEKT3', 'STKLD1', 'SLC30A8', 'C19ORF18', 'UGT8', 'SLC28A3', 'JPH4', 'UBE2Q2P1', 'METTL7B', 'SLC25A18', 'HEPACAM2', 'CASQ1', 'PLP1', 'TEX14', 'IDI2.AS1', 'S100A3', 'GLIS1', 'SGK2', 'ZNF843', 'LRIT3', 'CCDC36', 'NR1I3', 'LINC00482', 'ALOXE3', 'CACNG1', 'WNT2B', 'MS4A15', 'PBX4', 'ZIC2', 'ST6GALNAC1', 'GTSE1.AS1', 'ADAMTS8', 'PYGO1', 'LGALS2', 'TMEM92', 'FUT9', 'FCRL6', 'CCDC151', 'C9ORF43', 'PITX2', 'BCHE', 'PNCK', 'TNNI3K', 'AOC2', 'GJB1', 'DQX1', 'CKMT2', 'LPAR3', 'FAM189A1', 'ABCA17P', 'CACNA1G', 'C2ORF50', 'C1ORF101', 'NLRP12', 'ADCYAP1', 'ENPP6', 'SLC6A20', 'IYD', 'ZNF835', 'OTOA', 'CA3', 'SPIB', 'CLDN9', 'FAM95B1', 'FAM90A1', 'RYR2', 'C2CD4A', 'C1ORF95', 'PCDH9', 'LINC01550', 'CLEC3A', 'SVOPL', 'CCDC158', 'SCN2B', 'VSIG1', 'CLECL1', 'PCSK1N', 'IL20RB', 'ARC', 'CCDC65', 'TAS1R3', 'GSDMC', 'TTC16', 'AURKC', 'ZCCHC18', 'ULBP3', 'DDX11L2', 'DUOXA1', 'B3GALT5.AS1', 'ALDH8A1', 'KNDC1', 'COLCA2', 'GSTM1', 'PCYT1B', 'BPIFB2', 'MYOZ1', 'PDE1C', 'CRYGS', 'PPP1R36', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004232193403179485
		RMSE:  0.1957372843548259
		NRMSE:  0.12609907189874434
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0041831029428383015
		RMSE:  0.19359139518213575
		NRMSE:  0.1310414025181481
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  LinearRegression
		Pearson Correlation:  0.8510790841613144
		Spearman Correlation:  0.8245568375664047
		Coefficient of Determination:  0.7243356074968621
		RMSE:  0.10255263526558123
		NRMSE:  0.06606708665845143
		MAPE:  231.8499076264368
		Pearson Correlation:  -0.01151489890010136
		Spearman Correlation:  0.011872012486586675
		Coefficient of Determination:  -1.929762918330399
		RMSE:  0.33067079079157974
		NRMSE:  0.22383001143385683
		MAPE:  595.6253065502059

	Predictor:  ElasticNet
		Pearson Correlation:  0.4472379834496676
		Spearman Correlation:  0.43447079216832557
		Coefficient of Determination:  0.14901935254150556
		RMSE:  0.18018404431280205
		NRMSE:  0.11607926836063912
		MAPE:  149.89718823490338
		Pearson Correlation:  0.2624202970195912
		Spearman Correlation:  0.2640474100087797
		Coefficient of Determination:  0.05312566790856421
		RMSE:  0.18798611253425931
		NRMSE:  0.12724720443926496
		MAPE:  139.5227063195939

	Predictor:  RandomForests
		Pearson Correlation:  0.46559522285457366
		Spearman Correlation:  0.4460403517634643
		Coefficient of Determination:  0.1322991366640207
		RMSE:  0.18194557740783773
		NRMSE:  0.11721409399764068
		MAPE:  137.2141714898507
		Pearson Correlation:  0.2400867904504081
		Spearman Correlation:  0.23804506877377818
		Coefficient of Determination:  0.03782591231476362
		RMSE:  0.1894987822265651
		NRMSE:  0.1282711257651067
		MAPE:  139.16841379497714

Protein:  CDKN2A
x_train_column_count:  615
x_train columns:  ['AMDHD1', 'DES', 'ALDH1L1', 'SOX15', 'POU5F1B', 'PCSK1', 'ALOX15', 'CATSPER3', 'C4ORF36', 'MST1L', 'PPP2R2B', 'CA14', 'NPTX1', 'TAT', 'TMEM200C', 'LEP', 'PCDHGA1', 'ACTA1', 'MPZ', 'ABCA10', 'MUC6', 'C10ORF55', 'FIBCD1', 'TUBA3E', 'GRIK4', 'GLDC', 'CYP4F35P', 'FDCSP', 'ANP32AP1', 'C1ORF228', 'LOC100272216', 'SLITRK5', 'ZSCAN23', 'MOGAT2', 'PTPRH', 'PDZD7', 'CLPSL2', 'SLC1A7', 'SLC26A4', 'PDE6G', 'LRFN2', 'FBLL1', 'IRX6', 'CACNA1F', 'LINC00922', 'CCL13', 'BMX', 'LOC399815', 'MAST1', 'XKRX', 'FOXP2', 'CFAP57', 'PCDHA2', 'KIAA0125', 'GIPR', 'C1ORF186', 'FOXF1', 'ALG1L', 'ASB14', 'LINC01139', 'KCNJ10', 'HHIPL2', 'JAKMIP2', 'ZNF280B', 'CADM2', 'TSSK4', 'NXNL2', 'CERS1', 'TMEM35', 'LRFN5', 'PDZRN4', 'BRINP2', 'HSD17B2', 'C2CD4B', 'DNAJC5B', 'RNASE2', 'ASAH2B', 'C10ORF95', 'DNAI1', 'WNK3', 'MAT1A', 'LGR5', 'PCDHAC1', 'FCGR3B', 'GDF6', 'GPR141', 'TMEM151B', 'LGALS12', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'KRT6A', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'HIST1H2AM', 'IL1RL2', 'ESYT3', 'PCP4L1', 'AOC1', 'NFE2', 'MYT1', 'TLL2', 'C19ORF26', 'DMC1', 'C1QL1', 'HMGCLL1', 'AQP5', 'KIAA1875', 'SLC24A2', 'ERICH3', 'SLC6A16', 'CD164L2', 'KIF1A', 'DGKI', 'PQLC2L', 'DYDC2', 'PRAME', 'HAND2.AS1', 'UMODL1', 'ATP8A2', 'IGDCC3', 'IQSEC3', 'TGM1', 'EPHA7', 'SPSB4', 'PKD1L2', 'LOC644172', 'UGT2B15', 'NPC1L1', 'CD300LG', 'GP1BA', 'AQP7', 'TEKT2', 'NBPF6', 'C2CD4C', 'MGAM', 'CNTF', 'PLA2G10', 'TMEM232', 'GPR27', 'KERA', 'MCHR1', 'PRSS12', 'PLEKHD1', 'FCRL3', 'LOC100130987', 'PTCHD4', 'CD244', 'SLC25A21', 'SLC6A4', 'DIO3', 'PNMT', 'L1TD1', 'IL10', 'PLCXD3', 'CST4', 'FCRLA', 'RGN', 'LINC00839', 'DCANP1', 'TBC1D3H', 'SPDYA', 'SNAP25', 'LINC00242', 'C6', 'STAP1', 'PCDHGB3', 'GFRA2', 'TPSD1', 'FLG', 'DNASE1L3', 'IGFL2', 'GPR158', 'GJB3', 'C1GALT1C1L', 'SFTPD', 'DLGAP1', 'GDF10', 'PROC', 'FAM186B', 'TM4SF19', 'NR6A1', 'ZBED2', 'BCO2', 'PTH2R', 'ITPKA', 'PNPLA3', 'C1ORF229', 'ALOX12P2', 'SULT4A1', 'BCAN', 'HIST2H2BA', 'FBXL13', 'KCNG1', 'GUSBP5', 'FAM86B2', 'DOC2B', 'SLC17A7', 'PPM1N', 'PRR34', 'SIGLEC15', 'ZNF492', 'PTPRZ1', 'HTR1D', 'NNAT', 'FGF18', 'LRRIQ3', 'LCN12', 'HCN2', 'C10ORF82', 'ATP1A4', 'NAALAD2', 'KCNJ3', 'EGOT', 'ZNF660', 'RNF183', 'SLC7A4', 'GJB5', 'LRRC31', 'SYT8', 'LRRIQ1', 'SLC38A4', 'RAET1E', 'LTA', 'AURKAPS1', 'ADRA1B', 'TNFSF15', 'PCDHA7', 'TRPA1', 'FBXO24', 'SCGB3A1', 'MAL', 'CNGA1', 'LY6G6C', 'C4ORF47', 'RP1', 'GRM8', 'KLK11', 'ACSL6', 'RPL13AP3', 'PTGDR', 'TUBA3D', 'IQUB', 'LINC01119', 'CBLN4', 'NKPD1', 'LINC01341', 'SOX8', 'EYS', 'ECT2L', 'PAX2', 'FXYD1', 'PPP1R3G', 'RNF138P1', 'CCR8', 'CCIN', 'MYCBPAP', 'XPNPEP2', 'ETV2', 'TEKT3', 'STKLD1', 'SLC30A8', 'C19ORF18', 'UGT8', 'SLC28A3', 'JPH4', 'UBE2Q2P1', 'METTL7B', 'SLC25A18', 'HEPACAM2', 'CASQ1', 'PLP1', 'TEX14', 'IDI2.AS1', 'S100A3', 'GLIS1', 'SGK2', 'ZNF843', 'LRIT3', 'CCDC36', 'NR1I3', 'LINC00482', 'ALOXE3', 'CACNG1', 'WNT2B', 'MS4A15', 'PBX4', 'ZIC2', 'ST6GALNAC1', 'GTSE1.AS1', 'ADAMTS8', 'PYGO1', 'LGALS2', 'TMEM92', 'FUT9', 'FCRL6', 'CCDC151', 'C9ORF43', 'PITX2', 'BCHE', 'PNCK', 'TNNI3K', 'AOC2', 'GJB1', 'DQX1', 'CKMT2', 'LPAR3', 'FAM189A1', 'ABCA17P', 'CACNA1G', 'C2ORF50', 'C1ORF101', 'NLRP12', 'ADCYAP1', 'ENPP6', 'SLC6A20', 'IYD', 'ZNF835', 'OTOA', 'CA3', 'SPIB', 'CLDN9', 'FAM95B1', 'FAM90A1', 'RYR2', 'C2CD4A', 'C1ORF95', 'PCDH9', 'LINC01550', 'CLEC3A', 'SVOPL', 'CCDC158', 'SCN2B', 'VSIG1', 'CLECL1', 'PCSK1N', 'IL20RB', 'ARC', 'CCDC65', 'TAS1R3', 'GSDMC', 'TTC16', 'AURKC', 'ZCCHC18', 'ULBP3', 'DDX11L2', 'DUOXA1', 'B3GALT5.AS1', 'ALDH8A1', 'KNDC1', 'COLCA2', 'GSTM1', 'PCYT1B', 'BPIFB2', 'MYOZ1', 'PDE1C', 'CRYGS', 'PPP1R36', 'TARP', 'KLHL4', 'LOC148709', 'LUZP2', 'LOC441455', 'JPH3', 'CPEB1', 'IL22RA1', 'HOXD3', 'FAM57B', 'LOC90768', 'CAMP', 'OR7E91P', 'FLJ37201', 'RIMS1', 'IL12RB2', 'RELN', 'LBX2', 'FUT7', 'SCARA5', 'PLA2G5', 'KCNE1', 'IGSF5', 'TUBB8', 'HIST1H2BN', 'GPR18', 'ZBED3.AS1', 'SLC22A18AS', 'HOXB13', 'CD177', 'ZC3H12D', 'MNX1', 'ASTN1', 'CIDEA', 'TCHH', 'ONECUT2', 'C10ORF128', 'GAL', 'SP5', 'WDR72', 'CHRNA6', 'KCNE2', 'IRX4', 'FAM135B', 'BTBD8', 'SLC16A10', 'RSPH4A', 'SCN7A', 'ALB', 'HOXB8', 'SCART1', 'LINC01124', 'CCDC183', 'MGC16142', 'CCDC7', 'DCSTAMP', 'CELF5', 'GRIN2C', 'MGAT5B', 'GBP1P1', 'CXXC4', 'YPEL4', 'GPR3', 'CXCR5', 'HOXA11', 'SLC30A2', 'OBP2B', 'SLC35F1', 'ATP13A5', 'NIPAL1', 'PYDC1', 'SKIDA1', 'CCDC153', 'RPGRIP1', 'SRL', 'STRC', 'WT1', 'TNFRSF9', 'LRP1B', 'PCSK9', 'PCAT18', 'FOXJ1', 'SLC18A2', 'PPP4R4', 'NOXO1', 'PCK1', 'INSM1', 'CNNM1', 'GPR174', 'MARCO', 'SLC25A53', 'C17ORF104', 'FOXD4', 'DMRT3', 'GPX2', 'INHA', 'COL23A1', 'NOS2', 'ADH1C', 'FOXD1', 'PKNOX2', 'KLHL14', 'BTLA', 'CRISP3', 'LBP', 'IL20', 'TNFRSF17', 'AVPR2', 'GLOD5', 'MYBPC1', 'PARP15', 'CXCL2', 'GPLD1', 'PFN1P2', 'CST9', 'GPR55', 'SLCO4C1', 'SLC23A1', 'STEAP1B', 'C2ORF40', 'BCL2L14', 'DHRS4L1', 'SCN3A', 'AMH', 'ULBP2', 'CXCR2P1', 'VAT1L', 'ZNF98', 'VSIG2', 'RNF212', 'VGLL1', 'HAP1', 'CYSLTR2', 'ZNF454', 'TPSG1', 'FAM218A', 'SYN2', 'EMILIN3', 'DBIL5P', 'ORM1', 'ZNF488', 'TMEM105', 'FAM178B', 'P2RX1', 'DKK1', 'DPY19L2P2', 'IL23A', 'SIGLEC17P', 'CRYM', 'PRKG2', 'CXCL1', 'AMBP', 'BRINP1', 'CTCFL', 'SUCNR1', 'DEPDC4', 'FABP7', 'SPDYE1', 'LRRC2', 'GPBAR1', 'XIRP1', 'LRGUK', 'ADAMTS18', 'VWDE', 'FUT6', 'RERGL', 'BDKRB1', 'TENM1', 'LINC00930', 'BMPER', 'HCG27', 'CLEC12A', 'RDM1', 'CYP4F8', 'CDR1', 'NUGGC', 'KIAA0319', 'CECR2', 'SORCS1', 'ABHD11.AS1', 'PCDHGA3', 'PKD1L1', 'FAM184B', 'ECEL1', 'CBLN2', 'WSCD2', 'SPESP1', 'SEC14L5', 'SSUH2', 'FSCN2', 'DMRT2', 'FAM162B', 'CCL17', 'ZNF732', 'HOXD4', 'PIANP', 'TMEM217', 'GRIA3', 'CTSG', 'GNB3', 'RSPO1', 'RGS6', 'COL2A1', 'SERPINA6', 'MT1A', 'ADAMTS19', 'IL1R2', 'RNF175', 'CHRNB2', 'ADAM32', 'FLJ12825', 'RASL10A', 'PFKFB1', 'POM121L9P', 'HECTD2.AS1', 'DIRC3', 'PRSS21', 'SMIM5', 'CYP46A1', 'LRRC16B', 'CAPN11', 'IGF2BP3', 'VIPR2', 'TRAT1', 'ZNF804A', 'TBX21', 'HIST1H2BE', 'GPR87', 'LOC100126784', 'CYSRT1', 'PART1', 'FOXC2', 'HOGA1', 'EMX1', 'CA9', 'ZSCAN1', 'HTR7', 'CEP83.AS1', 'SLC13A2', 'XKR9', 'WIPF3', 'ULBP1', 'SLC26A10', 'HS3ST3B1', 'OTUD7A', 'CITED1', 'ZBTB16', 'CYP26A1', 'TMEM40', 'TMSB15A', 'PVALB', 'ANKK1', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07796029040511754
		RMSE:  0.688717064305458
		NRMSE:  0.155695052403178
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04182297654643197
		RMSE:  0.6873705418142212
		NRMSE:  0.18569552134596423
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6633450034781481
		NRMSE:  0.14995930902637006
		MAPE:  291.0442764508337
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00497373418246827
		RMSE:  0.6751049711753466
		NRMSE:  0.1823819351565125
		MAPE:  246.23249271843073

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999997
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  6.435542888919143e-15
		NRMSE:  1.4548531454547625e-15
		MAPE:  5.715748745558088e-12
		Pearson Correlation:  0.11201011840782447
		Spearman Correlation:  0.09813676714466883
		Coefficient of Determination:  -2.526557075555152
		RMSE:  1.2646472642245772
		NRMSE:  0.34164881786918555
		MAPE:  478.9543039886234

	Predictor:  ElasticNet
		Pearson Correlation:  0.8284694837862003
		Spearman Correlation:  0.7969220428149381
		Coefficient of Determination:  0.6330535874662055
		RMSE:  0.40182854547114055
		NRMSE:  0.09083950389310286
		MAPE:  437.39724954731923
		Pearson Correlation:  0.3826008240645536
		Spearman Correlation:  0.333167495854063
		Coefficient of Determination:  0.09305478195713512
		RMSE:  0.6413343153319709
		NRMSE:  0.17325867606763856
		MAPE:  193.00740526422234

	Predictor:  RandomForests
		Pearson Correlation:  0.5603619479451764
		Spearman Correlation:  0.502260224908148
		Coefficient of Determination:  0.22868413048644676
		RMSE:  0.5825800328556408
		NRMSE:  0.1317011490574524
		MAPE:  295.82969538371816
		Pearson Correlation:  0.3437613945220933
		Spearman Correlation:  0.3409960003902059
		Coefficient of Determination:  0.10296381927517861
		RMSE:  0.6378211707217067
		NRMSE:  0.1723095879408112
		MAPE:  169.80013652215104

Protein:  TP53
x_train_column_count:  1002
x_train columns:  ['AMDHD1', 'DES', 'ALDH1L1', 'SOX15', 'POU5F1B', 'PCSK1', 'ALOX15', 'CATSPER3', 'C4ORF36', 'MST1L', 'PPP2R2B', 'CA14', 'NPTX1', 'TAT', 'TMEM200C', 'LEP', 'PCDHGA1', 'ACTA1', 'MPZ', 'ABCA10', 'MUC6', 'C10ORF55', 'FIBCD1', 'TUBA3E', 'GRIK4', 'GLDC', 'CYP4F35P', 'FDCSP', 'ANP32AP1', 'C1ORF228', 'LOC100272216', 'SLITRK5', 'ZSCAN23', 'MOGAT2', 'PTPRH', 'PDZD7', 'CLPSL2', 'SLC1A7', 'SLC26A4', 'PDE6G', 'LRFN2', 'FBLL1', 'IRX6', 'CACNA1F', 'LINC00922', 'CCL13', 'BMX', 'LOC399815', 'MAST1', 'XKRX', 'FOXP2', 'CFAP57', 'PCDHA2', 'KIAA0125', 'GIPR', 'C1ORF186', 'FOXF1', 'ALG1L', 'ASB14', 'LINC01139', 'KCNJ10', 'HHIPL2', 'JAKMIP2', 'ZNF280B', 'CADM2', 'TSSK4', 'NXNL2', 'CERS1', 'TMEM35', 'LRFN5', 'PDZRN4', 'BRINP2', 'HSD17B2', 'C2CD4B', 'DNAJC5B', 'RNASE2', 'ASAH2B', 'C10ORF95', 'DNAI1', 'WNK3', 'MAT1A', 'LGR5', 'PCDHAC1', 'FCGR3B', 'GDF6', 'GPR141', 'TMEM151B', 'LGALS12', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'KRT6A', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'HIST1H2AM', 'IL1RL2', 'ESYT3', 'PCP4L1', 'AOC1', 'NFE2', 'MYT1', 'TLL2', 'C19ORF26', 'DMC1', 'C1QL1', 'HMGCLL1', 'AQP5', 'KIAA1875', 'SLC24A2', 'ERICH3', 'SLC6A16', 'CD164L2', 'KIF1A', 'DGKI', 'PQLC2L', 'DYDC2', 'PRAME', 'HAND2.AS1', 'UMODL1', 'ATP8A2', 'IGDCC3', 'IQSEC3', 'TGM1', 'EPHA7', 'SPSB4', 'PKD1L2', 'LOC644172', 'UGT2B15', 'NPC1L1', 'CD300LG', 'GP1BA', 'AQP7', 'TEKT2', 'NBPF6', 'C2CD4C', 'MGAM', 'CNTF', 'PLA2G10', 'TMEM232', 'GPR27', 'KERA', 'MCHR1', 'PRSS12', 'PLEKHD1', 'FCRL3', 'LOC100130987', 'PTCHD4', 'CD244', 'SLC25A21', 'SLC6A4', 'DIO3', 'PNMT', 'L1TD1', 'IL10', 'PLCXD3', 'CST4', 'FCRLA', 'RGN', 'LINC00839', 'DCANP1', 'TBC1D3H', 'SPDYA', 'SNAP25', 'LINC00242', 'C6', 'STAP1', 'PCDHGB3', 'GFRA2', 'TPSD1', 'FLG', 'DNASE1L3', 'IGFL2', 'GPR158', 'GJB3', 'C1GALT1C1L', 'SFTPD', 'DLGAP1', 'GDF10', 'PROC', 'FAM186B', 'TM4SF19', 'NR6A1', 'ZBED2', 'BCO2', 'PTH2R', 'ITPKA', 'PNPLA3', 'C1ORF229', 'ALOX12P2', 'SULT4A1', 'BCAN', 'HIST2H2BA', 'FBXL13', 'KCNG1', 'GUSBP5', 'FAM86B2', 'DOC2B', 'SLC17A7', 'PPM1N', 'PRR34', 'SIGLEC15', 'ZNF492', 'PTPRZ1', 'HTR1D', 'NNAT', 'FGF18', 'LRRIQ3', 'LCN12', 'HCN2', 'C10ORF82', 'ATP1A4', 'NAALAD2', 'KCNJ3', 'EGOT', 'ZNF660', 'RNF183', 'SLC7A4', 'GJB5', 'LRRC31', 'SYT8', 'LRRIQ1', 'SLC38A4', 'RAET1E', 'LTA', 'AURKAPS1', 'ADRA1B', 'TNFSF15', 'PCDHA7', 'TRPA1', 'FBXO24', 'SCGB3A1', 'MAL', 'CNGA1', 'LY6G6C', 'C4ORF47', 'RP1', 'GRM8', 'KLK11', 'ACSL6', 'RPL13AP3', 'PTGDR', 'TUBA3D', 'IQUB', 'LINC01119', 'CBLN4', 'NKPD1', 'LINC01341', 'SOX8', 'EYS', 'ECT2L', 'PAX2', 'FXYD1', 'PPP1R3G', 'RNF138P1', 'CCR8', 'CCIN', 'MYCBPAP', 'XPNPEP2', 'ETV2', 'TEKT3', 'STKLD1', 'SLC30A8', 'C19ORF18', 'UGT8', 'SLC28A3', 'JPH4', 'UBE2Q2P1', 'METTL7B', 'SLC25A18', 'HEPACAM2', 'CASQ1', 'PLP1', 'TEX14', 'IDI2.AS1', 'S100A3', 'GLIS1', 'SGK2', 'ZNF843', 'LRIT3', 'CCDC36', 'NR1I3', 'LINC00482', 'ALOXE3', 'CACNG1', 'WNT2B', 'MS4A15', 'PBX4', 'ZIC2', 'ST6GALNAC1', 'GTSE1.AS1', 'ADAMTS8', 'PYGO1', 'LGALS2', 'TMEM92', 'FUT9', 'FCRL6', 'CCDC151', 'C9ORF43', 'PITX2', 'BCHE', 'PNCK', 'TNNI3K', 'AOC2', 'GJB1', 'DQX1', 'CKMT2', 'LPAR3', 'FAM189A1', 'ABCA17P', 'CACNA1G', 'C2ORF50', 'C1ORF101', 'NLRP12', 'ADCYAP1', 'ENPP6', 'SLC6A20', 'IYD', 'ZNF835', 'OTOA', 'CA3', 'SPIB', 'CLDN9', 'FAM95B1', 'FAM90A1', 'RYR2', 'C2CD4A', 'C1ORF95', 'PCDH9', 'LINC01550', 'CLEC3A', 'SVOPL', 'CCDC158', 'SCN2B', 'VSIG1', 'CLECL1', 'PCSK1N', 'IL20RB', 'ARC', 'CCDC65', 'TAS1R3', 'GSDMC', 'TTC16', 'AURKC', 'ZCCHC18', 'ULBP3', 'DDX11L2', 'DUOXA1', 'B3GALT5.AS1', 'ALDH8A1', 'KNDC1', 'COLCA2', 'GSTM1', 'PCYT1B', 'BPIFB2', 'MYOZ1', 'PDE1C', 'CRYGS', 'PPP1R36', 'TARP', 'KLHL4', 'LOC148709', 'LUZP2', 'LOC441455', 'JPH3', 'CPEB1', 'IL22RA1', 'HOXD3', 'FAM57B', 'LOC90768', 'CAMP', 'OR7E91P', 'FLJ37201', 'RIMS1', 'IL12RB2', 'RELN', 'LBX2', 'FUT7', 'SCARA5', 'PLA2G5', 'KCNE1', 'IGSF5', 'TUBB8', 'HIST1H2BN', 'GPR18', 'ZBED3.AS1', 'SLC22A18AS', 'HOXB13', 'CD177', 'ZC3H12D', 'MNX1', 'ASTN1', 'CIDEA', 'TCHH', 'ONECUT2', 'C10ORF128', 'GAL', 'SP5', 'WDR72', 'CHRNA6', 'KCNE2', 'IRX4', 'FAM135B', 'BTBD8', 'SLC16A10', 'RSPH4A', 'SCN7A', 'ALB', 'HOXB8', 'SCART1', 'LINC01124', 'CCDC183', 'MGC16142', 'CCDC7', 'DCSTAMP', 'CELF5', 'GRIN2C', 'MGAT5B', 'GBP1P1', 'CXXC4', 'YPEL4', 'GPR3', 'CXCR5', 'HOXA11', 'SLC30A2', 'OBP2B', 'SLC35F1', 'ATP13A5', 'NIPAL1', 'PYDC1', 'SKIDA1', 'CCDC153', 'RPGRIP1', 'SRL', 'STRC', 'WT1', 'TNFRSF9', 'LRP1B', 'PCSK9', 'PCAT18', 'FOXJ1', 'SLC18A2', 'PPP4R4', 'NOXO1', 'PCK1', 'INSM1', 'CNNM1', 'GPR174', 'MARCO', 'SLC25A53', 'C17ORF104', 'FOXD4', 'DMRT3', 'GPX2', 'INHA', 'COL23A1', 'NOS2', 'ADH1C', 'FOXD1', 'PKNOX2', 'KLHL14', 'BTLA', 'CRISP3', 'LBP', 'IL20', 'TNFRSF17', 'AVPR2', 'GLOD5', 'MYBPC1', 'PARP15', 'CXCL2', 'GPLD1', 'PFN1P2', 'CST9', 'GPR55', 'SLCO4C1', 'SLC23A1', 'STEAP1B', 'C2ORF40', 'BCL2L14', 'DHRS4L1', 'SCN3A', 'AMH', 'ULBP2', 'CXCR2P1', 'VAT1L', 'ZNF98', 'VSIG2', 'RNF212', 'VGLL1', 'HAP1', 'CYSLTR2', 'ZNF454', 'TPSG1', 'FAM218A', 'SYN2', 'EMILIN3', 'DBIL5P', 'ORM1', 'ZNF488', 'TMEM105', 'FAM178B', 'P2RX1', 'DKK1', 'DPY19L2P2', 'IL23A', 'SIGLEC17P', 'CRYM', 'PRKG2', 'CXCL1', 'AMBP', 'BRINP1', 'CTCFL', 'SUCNR1', 'DEPDC4', 'FABP7', 'SPDYE1', 'LRRC2', 'GPBAR1', 'XIRP1', 'LRGUK', 'ADAMTS18', 'VWDE', 'FUT6', 'RERGL', 'BDKRB1', 'TENM1', 'LINC00930', 'BMPER', 'HCG27', 'CLEC12A', 'RDM1', 'CYP4F8', 'CDR1', 'NUGGC', 'KIAA0319', 'CECR2', 'SORCS1', 'ABHD11.AS1', 'PCDHGA3', 'PKD1L1', 'FAM184B', 'ECEL1', 'CBLN2', 'WSCD2', 'SPESP1', 'SEC14L5', 'SSUH2', 'FSCN2', 'DMRT2', 'FAM162B', 'CCL17', 'ZNF732', 'HOXD4', 'PIANP', 'TMEM217', 'GRIA3', 'CTSG', 'GNB3', 'RSPO1', 'RGS6', 'COL2A1', 'SERPINA6', 'MT1A', 'ADAMTS19', 'IL1R2', 'RNF175', 'CHRNB2', 'ADAM32', 'FLJ12825', 'RASL10A', 'PFKFB1', 'POM121L9P', 'HECTD2.AS1', 'DIRC3', 'PRSS21', 'SMIM5', 'CYP46A1', 'LRRC16B', 'CAPN11', 'IGF2BP3', 'VIPR2', 'TRAT1', 'ZNF804A', 'TBX21', 'HIST1H2BE', 'GPR87', 'LOC100126784', 'CYSRT1', 'PART1', 'FOXC2', 'HOGA1', 'EMX1', 'CA9', 'ZSCAN1', 'HTR7', 'CEP83.AS1', 'SLC13A2', 'XKR9', 'WIPF3', 'ULBP1', 'SLC26A10', 'HS3ST3B1', 'OTUD7A', 'CITED1', 'ZBTB16', 'CYP26A1', 'TMEM40', 'TMSB15A', 'PVALB', 'ANKK1', 'WFDC3', 'MAPT.IT1', 'ROPN1L', 'MYO3B', 'GZMM', 'CDHR1', 'FIRRE', 'M1AP', 'MRAP2', 'INE2', 'RFX8', 'TTC23L', 'IGSF22', 'CRTAC1', 'RBM12B.AS1', 'SPAG17', 'MROH7', 'KCNT2', 'PYGM', 'PCDHA12', 'CFAP61', 'BTC', 'HEATR4', 'ADGRB1', 'SLC27A6', 'NPAS1', 'UGT2B11', 'GPR37L1', 'NRTN', 'NWD1', 'CLEC4E', 'LRRC4B', 'SRSF12', 'B3GAT1', 'CCBE1', 'OPCML', 'ADGRF1', 'MIA', 'LINC00173', 'TMEM59L', 'CIDEC', 'HPDL', 'NLRP7', 'RNF182', 'FRMPD1', 'SMC1B', 'KCNA6', 'KLK6', 'ABCC6P2', 'FASLG', 'IL11', 'LOC613037', 'LSAMP', 'GALNT13', 'TSPAN8', 'DHDH', 'GAS2', 'RFPL1S', 'SCN3B', 'C15ORF56', 'FAM83A', 'COL28A1', 'PSORS1C1', 'ANO5', 'SLC6A14', 'SLC16A11', 'PTCHD1', 'TMPRSS4', 'C9ORF47', 'ADGRG2', 'SLC24A5', 'TUSC5', 'CYP4F12', 'LOC100133669', 'RUFY4', 'LINC00908', 'KCNQ3', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'VENTX', 'NBPF4', 'MYOM2', 'FAM157A', 'EBF2', 'MAG', 'DSCAML1', 'PTPRN', 'PCDHA5', 'KLK7', 'CCNI2', 'CDKN2B.AS1', 'SYT6', 'DLX2', 'SFTPA2', 'ZBTB20', 'NKX3.2', 'DLX5', 'FAM19A2', 'PLAC1', 'BRE.AS1', 'CNTN2', 'OR2W3', 'SLC6A17', 'GHRLOS', 'PTPRR', 'ABCC2', 'RYR3', 'TFAP2E', 'CD160', 'ABCD2', 'CD1A', 'GRIA2', 'CCDC144A', 'DEFB1', 'RGS9', 'CACNA1I', 'GGT3P', 'DLK2', 'MYO16', 'PWAR5', 'CDKL2', 'DCX', 'SLC6A11', 'WDR17', 'MSMB', 'BTBD19', 'CHRFAM7A', 'MMP12', 'CABP4', 'CHRNA10', 'TCEAL2', 'UNC13A', 'FKBP1AP1', 'LY6H', 'AGBL4', 'SLC39A2', 'XCL2', 'TUBAL3', 'S100A7', 'SPAG8', 'PCBP3', 'MPL', 'KCNH3', 'LINC00202.1', 'ARL9', 'TM6SF2', 'ZNF727', 'GRID2IP', 'P2RY12', 'MAK', 'TCN1', 'HRCT1', 'SNORD116.4', 'ELOVL3', 'NOX5', 'SLC46A2', 'TCTEX1D1', 'GPM6A', 'CD70', 'SYCE3', 'SYCE2', 'PGLYRP2', 'TIGD4', 'GRIN2A', 'JAKMIP1', 'ARMC3', 'BAIAP2L2', 'RAB9B', 'CTAGE6', 'MKRN3', 'SOSTDC1', 'ASIC3', 'KLF3.AS1', 'LONRF3', 'AGAP7P', 'LRRC43', 'ACY3', 'THPO', 'BEX1', 'PRPH2', 'AKR1E2', 'SCN9A', 'SCN2A', 'KLK10', 'LOC400927', 'ACHE', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'VN1R1', 'HRC', 'TMEM145', 'C6ORF52', 'CD40LG', 'BEGAIN', 'GPR82', 'CHODL', 'CXADRP3', 'TTBK1', 'LOC285593', 'PAH', 'TTYH1', 'HIST1H2BH', 'ADGRL3', 'MLLT4.AS1', 'APOBEC3A', 'CHST9', 'GABRB3', 'SLC25A34', 'MAPK4', 'BRSK2', 'TRH', 'DNASE1L2', 'C8ORF46', 'ST8SIA2', 'CAMK4', 'DGCR5', 'EPYC', 'GBP6', 'GPR63', 'CAPSL', 'MUC15', 'ANKLE1', 'IL17D', 'SLC35F3', 'ROBO2', 'AIM1L', 'ASGR1', 'PCDHA1', 'HAMP', 'MYO15A', 'RMRP', 'FAM201A', 'TNFSF11', 'DUSP9', 'FAM159A', 'NMU', 'CHKB.AS1', 'RHCE', 'DCLK3', 'PTX3', 'NEK5', 'TDRD6', 'LYG1', 'MTUS2', 'RUNDC3A', 'ROPN1B', 'CYP2E1', 'LOC100132215', 'KCNK17', 'FOLR1', 'RRN3P1', 'UCKL1.AS1', 'LINC00961', 'C1QL3', 'PNMA6A', 'CYTL1', 'LINC00689', 'XCL1', 'HBA1', 'RRN3P2', 'THSD7B', 'ATP13A4', 'MT1L', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'LIN7A', 'IL1RL1', 'CCR10', 'KISS1R', 'TMEM150B', 'ZMAT4', 'IL24', 'KIF19', 'ARRDC3.AS1', 'GLI1', 'GPR173', 'DPEP1', 'TTLL9', 'WBP2NL', 'A2ML1', 'NIPAL4', 'PRRT4', 'RHBG', 'GPR135', 'KIAA1210', 'LOC90246', 'CNTNAP3', 'RRAD', 'CD300LB', 'PCDHB18P', 'CBLN1', 'B3GALT5', 'GNMT', 'FIGF', 'OXGR1', 'DPF3', 'IL18RAP', 'MAP7D2', 'SLC5A8', 'DPY19L2P4', 'MS4A8', 'CACNA2D3', 'HIST1H1D', 'LRRC24', 'AIM2', 'RAB39A', 'TRIM7', 'PCDH20', 'GABRB2', 'FOXN1', 'TIFAB', 'PHKG1', 'PON3', 'DNAH11', 'MASP2', 'KLK8', 'WFIKKN1', 'CD19', 'CRB2', 'GPR171', 'FREM2', 'DCST2', 'WNT10A', 'LINC00669', 'C19ORF45', 'CLCA2', 'ANK1', 'SLC26A3', 'KCNB1', 'SEPHS1P1', 'HIST1H2AG', 'LINC01465', 'UCA1', 'RASAL1', 'LINC00685', 'TYMSOS', 'NEURL3', 'RIC3', 'COLCA1', 'CD1E', 'HNRNPCL3', 'TTC41P', 'ANO2', 'MED12L', 'LOC646999', 'CST2', 'PCDHGC5', 'EYA1', 'NRXN1', 'RAB3B', 'MYEOV', 'FAM182B', 'IL6', 'SEC14L1P1', 'CLPSL1', 'STXBP6', 'MAPT.AS1', 'ARHGEF33', 'VSTM2A', 'LPAR4', 'CXCR2', 'KIF4B', 'MSLN', 'CR2', 'FNDC8', 'AJAP1', 'CLDN14', 'PATL2', 'TDRD9', 'ZNF676', 'CLEC4F', 'KCNRG', 'C9ORF117', 'FAM43B', 'HAPLN1', 'ABHD1', 'MAGEL2', 'NDP', 'VIT', 'TRABD2A', 'PDCD1', 'TSPAN32', 'MKX', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056514421630322165
		RMSE:  0.4680116353271619
		NRMSE:  0.125354663272308
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.038787823290495904
		RMSE:  0.4172475009588805
		NRMSE:  0.13741067049526773
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941389
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  2.7846443925219112e-15
		NRMSE:  7.45853593818645e-16
		MAPE:  4.5063172407057366e-12
		Pearson Correlation:  0.268250532975855
		Spearman Correlation:  0.2562774363476734
		Coefficient of Determination:  -0.91634596265457
		RMSE:  0.5667183527463802
		NRMSE:  0.18663538703980903
		MAPE:  2521.360947928638

	Predictor:  ElasticNet
		Pearson Correlation:  0.8059754442137206
		Spearman Correlation:  0.744585494430795
		Coefficient of Determination:  0.5910094000562449
		RMSE:  0.29118942491487215
		NRMSE:  0.07799368552695116
		MAPE:  347.08470541085444
		Pearson Correlation:  0.406790987019494
		Spearman Correlation:  0.372997756316457
		Coefficient of Determination:  0.11275423093176151
		RMSE:  0.38561355138908865
		NRMSE:  0.12699277174019055
		MAPE:  3283.1657884932433

	Predictor:  RandomForests
		Pearson Correlation:  0.5025080028834915
		Spearman Correlation:  0.5278915513582496
		Coefficient of Determination:  0.2386702534948556
		RMSE:  0.3972878969764269
		NRMSE:  0.10641165045571901
		MAPE:  363.7120656871787
		Pearson Correlation:  0.3479156615047917
		Spearman Correlation:  0.3615842356843235
		Coefficient of Determination:  0.10667526723508303
		RMSE:  0.3869323118471989
		NRMSE:  0.12742707454213695
		MAPE:  2509.610197345597

Protein:  CTNNB1
x_train_column_count:  994
x_train columns:  ['AMDHD1', 'DES', 'ALDH1L1', 'SOX15', 'POU5F1B', 'PCSK1', 'ALOX15', 'CATSPER3', 'C4ORF36', 'MST1L', 'PPP2R2B', 'CA14', 'NPTX1', 'TAT', 'TMEM200C', 'LEP', 'PCDHGA1', 'ACTA1', 'MPZ', 'ABCA10', 'MUC6', 'C10ORF55', 'FIBCD1', 'TUBA3E', 'GRIK4', 'GLDC', 'CYP4F35P', 'FDCSP', 'ANP32AP1', 'C1ORF228', 'LOC100272216', 'SLITRK5', 'ZSCAN23', 'MOGAT2', 'PTPRH', 'PDZD7', 'CLPSL2', 'SLC1A7', 'SLC26A4', 'PDE6G', 'LRFN2', 'FBLL1', 'IRX6', 'CACNA1F', 'LINC00922', 'CCL13', 'BMX', 'LOC399815', 'MAST1', 'XKRX', 'FOXP2', 'CFAP57', 'PCDHA2', 'KIAA0125', 'GIPR', 'C1ORF186', 'FOXF1', 'ALG1L', 'ASB14', 'LINC01139', 'KCNJ10', 'HHIPL2', 'JAKMIP2', 'ZNF280B', 'CADM2', 'TSSK4', 'NXNL2', 'CERS1', 'TMEM35', 'LRFN5', 'PDZRN4', 'BRINP2', 'HSD17B2', 'C2CD4B', 'DNAJC5B', 'RNASE2', 'ASAH2B', 'C10ORF95', 'DNAI1', 'WNK3', 'MAT1A', 'LGR5', 'PCDHAC1', 'FCGR3B', 'GDF6', 'GPR141', 'TMEM151B', 'LGALS12', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'KRT6A', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'HIST1H2AM', 'IL1RL2', 'ESYT3', 'PCP4L1', 'AOC1', 'NFE2', 'MYT1', 'TLL2', 'C19ORF26', 'DMC1', 'C1QL1', 'HMGCLL1', 'AQP5', 'KIAA1875', 'SLC24A2', 'ERICH3', 'SLC6A16', 'CD164L2', 'KIF1A', 'DGKI', 'PQLC2L', 'DYDC2', 'PRAME', 'HAND2.AS1', 'UMODL1', 'ATP8A2', 'IGDCC3', 'IQSEC3', 'TGM1', 'EPHA7', 'SPSB4', 'PKD1L2', 'LOC644172', 'UGT2B15', 'NPC1L1', 'CD300LG', 'GP1BA', 'AQP7', 'TEKT2', 'NBPF6', 'C2CD4C', 'MGAM', 'CNTF', 'PLA2G10', 'TMEM232', 'GPR27', 'KERA', 'MCHR1', 'PRSS12', 'PLEKHD1', 'FCRL3', 'LOC100130987', 'PTCHD4', 'CD244', 'SLC25A21', 'SLC6A4', 'DIO3', 'PNMT', 'L1TD1', 'IL10', 'PLCXD3', 'CST4', 'FCRLA', 'RGN', 'LINC00839', 'DCANP1', 'TBC1D3H', 'SPDYA', 'SNAP25', 'LINC00242', 'C6', 'STAP1', 'PCDHGB3', 'GFRA2', 'TPSD1', 'FLG', 'DNASE1L3', 'IGFL2', 'GPR158', 'GJB3', 'C1GALT1C1L', 'SFTPD', 'DLGAP1', 'GDF10', 'PROC', 'FAM186B', 'TM4SF19', 'NR6A1', 'ZBED2', 'BCO2', 'PTH2R', 'ITPKA', 'PNPLA3', 'C1ORF229', 'ALOX12P2', 'SULT4A1', 'BCAN', 'HIST2H2BA', 'FBXL13', 'KCNG1', 'GUSBP5', 'FAM86B2', 'DOC2B', 'SLC17A7', 'PPM1N', 'PRR34', 'SIGLEC15', 'ZNF492', 'PTPRZ1', 'HTR1D', 'NNAT', 'FGF18', 'LRRIQ3', 'LCN12', 'HCN2', 'C10ORF82', 'ATP1A4', 'NAALAD2', 'KCNJ3', 'EGOT', 'ZNF660', 'RNF183', 'SLC7A4', 'GJB5', 'LRRC31', 'SYT8', 'LRRIQ1', 'SLC38A4', 'RAET1E', 'LTA', 'AURKAPS1', 'ADRA1B', 'TNFSF15', 'PCDHA7', 'TRPA1', 'FBXO24', 'SCGB3A1', 'MAL', 'CNGA1', 'LY6G6C', 'C4ORF47', 'RP1', 'GRM8', 'KLK11', 'ACSL6', 'RPL13AP3', 'PTGDR', 'TUBA3D', 'IQUB', 'LINC01119', 'CBLN4', 'NKPD1', 'LINC01341', 'SOX8', 'EYS', 'ECT2L', 'PAX2', 'FXYD1', 'PPP1R3G', 'RNF138P1', 'CCR8', 'CCIN', 'MYCBPAP', 'XPNPEP2', 'ETV2', 'TEKT3', 'STKLD1', 'SLC30A8', 'C19ORF18', 'UGT8', 'SLC28A3', 'JPH4', 'UBE2Q2P1', 'METTL7B', 'SLC25A18', 'HEPACAM2', 'CASQ1', 'PLP1', 'TEX14', 'IDI2.AS1', 'S100A3', 'GLIS1', 'SGK2', 'ZNF843', 'LRIT3', 'CCDC36', 'NR1I3', 'LINC00482', 'ALOXE3', 'CACNG1', 'WNT2B', 'MS4A15', 'PBX4', 'ZIC2', 'ST6GALNAC1', 'GTSE1.AS1', 'ADAMTS8', 'PYGO1', 'LGALS2', 'TMEM92', 'FUT9', 'FCRL6', 'CCDC151', 'C9ORF43', 'PITX2', 'BCHE', 'PNCK', 'TNNI3K', 'AOC2', 'GJB1', 'DQX1', 'CKMT2', 'LPAR3', 'FAM189A1', 'ABCA17P', 'CACNA1G', 'C2ORF50', 'C1ORF101', 'NLRP12', 'ADCYAP1', 'ENPP6', 'SLC6A20', 'IYD', 'ZNF835', 'OTOA', 'CA3', 'SPIB', 'CLDN9', 'FAM95B1', 'FAM90A1', 'RYR2', 'C2CD4A', 'C1ORF95', 'PCDH9', 'LINC01550', 'CLEC3A', 'SVOPL', 'CCDC158', 'SCN2B', 'VSIG1', 'CLECL1', 'PCSK1N', 'IL20RB', 'ARC', 'CCDC65', 'TAS1R3', 'GSDMC', 'TTC16', 'AURKC', 'ZCCHC18', 'ULBP3', 'DDX11L2', 'DUOXA1', 'B3GALT5.AS1', 'ALDH8A1', 'KNDC1', 'COLCA2', 'GSTM1', 'PCYT1B', 'BPIFB2', 'MYOZ1', 'PDE1C', 'CRYGS', 'PPP1R36', 'TARP', 'KLHL4', 'LOC148709', 'LUZP2', 'LOC441455', 'JPH3', 'CPEB1', 'IL22RA1', 'HOXD3', 'FAM57B', 'LOC90768', 'CAMP', 'OR7E91P', 'FLJ37201', 'RIMS1', 'IL12RB2', 'RELN', 'LBX2', 'FUT7', 'SCARA5', 'PLA2G5', 'KCNE1', 'IGSF5', 'TUBB8', 'HIST1H2BN', 'GPR18', 'ZBED3.AS1', 'SLC22A18AS', 'HOXB13', 'CD177', 'ZC3H12D', 'MNX1', 'ASTN1', 'CIDEA', 'TCHH', 'ONECUT2', 'C10ORF128', 'GAL', 'SP5', 'WDR72', 'CHRNA6', 'KCNE2', 'IRX4', 'FAM135B', 'BTBD8', 'SLC16A10', 'RSPH4A', 'SCN7A', 'ALB', 'HOXB8', 'SCART1', 'LINC01124', 'CCDC183', 'MGC16142', 'CCDC7', 'DCSTAMP', 'CELF5', 'GRIN2C', 'MGAT5B', 'GBP1P1', 'CXXC4', 'YPEL4', 'GPR3', 'CXCR5', 'HOXA11', 'SLC30A2', 'OBP2B', 'SLC35F1', 'ATP13A5', 'NIPAL1', 'PYDC1', 'SKIDA1', 'CCDC153', 'RPGRIP1', 'SRL', 'STRC', 'WT1', 'TNFRSF9', 'LRP1B', 'PCSK9', 'PCAT18', 'FOXJ1', 'SLC18A2', 'PPP4R4', 'NOXO1', 'PCK1', 'INSM1', 'CNNM1', 'GPR174', 'MARCO', 'SLC25A53', 'C17ORF104', 'FOXD4', 'DMRT3', 'GPX2', 'INHA', 'COL23A1', 'NOS2', 'ADH1C', 'FOXD1', 'PKNOX2', 'KLHL14', 'BTLA', 'CRISP3', 'LBP', 'IL20', 'TNFRSF17', 'AVPR2', 'GLOD5', 'MYBPC1', 'PARP15', 'CXCL2', 'GPLD1', 'PFN1P2', 'CST9', 'GPR55', 'SLCO4C1', 'SLC23A1', 'STEAP1B', 'C2ORF40', 'BCL2L14', 'DHRS4L1', 'SCN3A', 'AMH', 'ULBP2', 'CXCR2P1', 'VAT1L', 'ZNF98', 'VSIG2', 'RNF212', 'VGLL1', 'HAP1', 'CYSLTR2', 'ZNF454', 'TPSG1', 'FAM218A', 'SYN2', 'EMILIN3', 'DBIL5P', 'ORM1', 'ZNF488', 'TMEM105', 'FAM178B', 'P2RX1', 'DKK1', 'DPY19L2P2', 'IL23A', 'SIGLEC17P', 'CRYM', 'PRKG2', 'CXCL1', 'AMBP', 'BRINP1', 'CTCFL', 'SUCNR1', 'DEPDC4', 'FABP7', 'SPDYE1', 'LRRC2', 'GPBAR1', 'XIRP1', 'LRGUK', 'ADAMTS18', 'VWDE', 'FUT6', 'RERGL', 'BDKRB1', 'TENM1', 'LINC00930', 'BMPER', 'HCG27', 'CLEC12A', 'RDM1', 'CYP4F8', 'CDR1', 'NUGGC', 'KIAA0319', 'CECR2', 'SORCS1', 'ABHD11.AS1', 'PCDHGA3', 'PKD1L1', 'FAM184B', 'ECEL1', 'CBLN2', 'WSCD2', 'SPESP1', 'SEC14L5', 'SSUH2', 'FSCN2', 'DMRT2', 'FAM162B', 'CCL17', 'ZNF732', 'HOXD4', 'PIANP', 'TMEM217', 'GRIA3', 'CTSG', 'GNB3', 'RSPO1', 'RGS6', 'COL2A1', 'SERPINA6', 'MT1A', 'ADAMTS19', 'IL1R2', 'RNF175', 'CHRNB2', 'ADAM32', 'FLJ12825', 'RASL10A', 'PFKFB1', 'POM121L9P', 'HECTD2.AS1', 'DIRC3', 'PRSS21', 'SMIM5', 'CYP46A1', 'LRRC16B', 'CAPN11', 'IGF2BP3', 'VIPR2', 'TRAT1', 'ZNF804A', 'TBX21', 'HIST1H2BE', 'GPR87', 'LOC100126784', 'CYSRT1', 'PART1', 'FOXC2', 'HOGA1', 'EMX1', 'CA9', 'ZSCAN1', 'HTR7', 'CEP83.AS1', 'SLC13A2', 'XKR9', 'WIPF3', 'ULBP1', 'SLC26A10', 'HS3ST3B1', 'OTUD7A', 'CITED1', 'ZBTB16', 'CYP26A1', 'TMEM40', 'TMSB15A', 'PVALB', 'ANKK1', 'WFDC3', 'MAPT.IT1', 'ROPN1L', 'MYO3B', 'GZMM', 'CDHR1', 'FIRRE', 'M1AP', 'MRAP2', 'INE2', 'RFX8', 'TTC23L', 'IGSF22', 'CRTAC1', 'RBM12B.AS1', 'SPAG17', 'MROH7', 'KCNT2', 'PYGM', 'PCDHA12', 'CFAP61', 'BTC', 'HEATR4', 'ADGRB1', 'SLC27A6', 'NPAS1', 'UGT2B11', 'GPR37L1', 'NRTN', 'NWD1', 'CLEC4E', 'LRRC4B', 'SRSF12', 'B3GAT1', 'CCBE1', 'OPCML', 'ADGRF1', 'MIA', 'LINC00173', 'TMEM59L', 'CIDEC', 'HPDL', 'NLRP7', 'RNF182', 'FRMPD1', 'SMC1B', 'KCNA6', 'KLK6', 'ABCC6P2', 'FASLG', 'IL11', 'LOC613037', 'LSAMP', 'GALNT13', 'TSPAN8', 'DHDH', 'GAS2', 'RFPL1S', 'SCN3B', 'C15ORF56', 'FAM83A', 'COL28A1', 'PSORS1C1', 'ANO5', 'SLC6A14', 'SLC16A11', 'PTCHD1', 'TMPRSS4', 'C9ORF47', 'ADGRG2', 'SLC24A5', 'TUSC5', 'CYP4F12', 'LOC100133669', 'RUFY4', 'LINC00908', 'KCNQ3', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'VENTX', 'NBPF4', 'MYOM2', 'FAM157A', 'EBF2', 'MAG', 'DSCAML1', 'PTPRN', 'PCDHA5', 'KLK7', 'CCNI2', 'CDKN2B.AS1', 'SYT6', 'DLX2', 'SFTPA2', 'ZBTB20', 'NKX3.2', 'DLX5', 'FAM19A2', 'PLAC1', 'BRE.AS1', 'CNTN2', 'OR2W3', 'SLC6A17', 'GHRLOS', 'PTPRR', 'ABCC2', 'RYR3', 'TFAP2E', 'CD160', 'ABCD2', 'CD1A', 'GRIA2', 'CCDC144A', 'DEFB1', 'RGS9', 'CACNA1I', 'GGT3P', 'DLK2', 'MYO16', 'PWAR5', 'CDKL2', 'DCX', 'SLC6A11', 'WDR17', 'MSMB', 'BTBD19', 'CHRFAM7A', 'MMP12', 'CABP4', 'CHRNA10', 'TCEAL2', 'UNC13A', 'FKBP1AP1', 'LY6H', 'AGBL4', 'SLC39A2', 'XCL2', 'TUBAL3', 'S100A7', 'SPAG8', 'PCBP3', 'MPL', 'KCNH3', 'LINC00202.1', 'ARL9', 'TM6SF2', 'ZNF727', 'GRID2IP', 'P2RY12', 'MAK', 'TCN1', 'HRCT1', 'SNORD116.4', 'ELOVL3', 'NOX5', 'SLC46A2', 'TCTEX1D1', 'GPM6A', 'CD70', 'SYCE3', 'SYCE2', 'PGLYRP2', 'TIGD4', 'GRIN2A', 'JAKMIP1', 'ARMC3', 'BAIAP2L2', 'RAB9B', 'CTAGE6', 'MKRN3', 'SOSTDC1', 'ASIC3', 'KLF3.AS1', 'LONRF3', 'AGAP7P', 'LRRC43', 'ACY3', 'THPO', 'BEX1', 'PRPH2', 'AKR1E2', 'SCN9A', 'SCN2A', 'KLK10', 'LOC400927', 'ACHE', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'VN1R1', 'HRC', 'TMEM145', 'C6ORF52', 'CD40LG', 'BEGAIN', 'GPR82', 'CHODL', 'CXADRP3', 'TTBK1', 'LOC285593', 'PAH', 'TTYH1', 'HIST1H2BH', 'ADGRL3', 'MLLT4.AS1', 'APOBEC3A', 'CHST9', 'GABRB3', 'SLC25A34', 'MAPK4', 'BRSK2', 'TRH', 'DNASE1L2', 'C8ORF46', 'ST8SIA2', 'CAMK4', 'DGCR5', 'EPYC', 'GBP6', 'GPR63', 'CAPSL', 'MUC15', 'ANKLE1', 'IL17D', 'SLC35F3', 'ROBO2', 'AIM1L', 'ASGR1', 'PCDHA1', 'HAMP', 'MYO15A', 'RMRP', 'FAM201A', 'TNFSF11', 'DUSP9', 'FAM159A', 'NMU', 'CHKB.AS1', 'RHCE', 'DCLK3', 'PTX3', 'NEK5', 'TDRD6', 'LYG1', 'MTUS2', 'RUNDC3A', 'ROPN1B', 'CYP2E1', 'LOC100132215', 'KCNK17', 'FOLR1', 'RRN3P1', 'UCKL1.AS1', 'LINC00961', 'C1QL3', 'PNMA6A', 'CYTL1', 'LINC00689', 'XCL1', 'HBA1', 'RRN3P2', 'THSD7B', 'ATP13A4', 'MT1L', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'LIN7A', 'IL1RL1', 'CCR10', 'KISS1R', 'TMEM150B', 'ZMAT4', 'IL24', 'KIF19', 'ARRDC3.AS1', 'GLI1', 'GPR173', 'DPEP1', 'TTLL9', 'WBP2NL', 'A2ML1', 'NIPAL4', 'PRRT4', 'RHBG', 'GPR135', 'KIAA1210', 'LOC90246', 'CNTNAP3', 'RRAD', 'CD300LB', 'PCDHB18P', 'CBLN1', 'B3GALT5', 'GNMT', 'FIGF', 'OXGR1', 'DPF3', 'IL18RAP', 'MAP7D2', 'SLC5A8', 'DPY19L2P4', 'MS4A8', 'CACNA2D3', 'HIST1H1D', 'LRRC24', 'AIM2', 'RAB39A', 'TRIM7', 'PCDH20', 'GABRB2', 'FOXN1', 'TIFAB', 'PHKG1', 'PON3', 'DNAH11', 'MASP2', 'KLK8', 'WFIKKN1', 'CD19', 'CRB2', 'GPR171', 'FREM2', 'DCST2', 'WNT10A', 'LINC00669', 'C19ORF45', 'CLCA2', 'ANK1', 'SLC26A3', 'KCNB1', 'SEPHS1P1', 'HIST1H2AG', 'LINC01465', 'UCA1', 'RASAL1', 'LINC00685', 'TYMSOS', 'NEURL3', 'RIC3', 'COLCA1', 'CD1E', 'HNRNPCL3', 'TTC41P', 'ANO2', 'MED12L', 'LOC646999', 'CST2', 'PCDHGC5', 'EYA1', 'NRXN1', 'RAB3B', 'MYEOV', 'FAM182B', 'IL6', 'SEC14L1P1', 'CLPSL1', 'STXBP6', 'MAPT.AS1', 'ARHGEF33', 'VSTM2A', 'LPAR4', 'CXCR2', 'KIF4B', 'MSLN', 'CR2', 'FNDC8', 'AJAP1', 'CLDN14', 'PATL2', 'TDRD9', 'ZNF676', 'CLEC4F', 'KCNRG', 'C9ORF117', 'FAM43B', 'HAPLN1', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3748966387166963
		RMSE:  0.8500866572002603
		NRMSE:  0.167208233123576
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8495839638322671
		RMSE:  1.0424819908687044
		NRMSE:  0.25944650229429445
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.9999999418805934
		Coefficient of Determination:  1.0
		RMSE:  4.271556488609562e-15
		NRMSE:  8.401960048405905e-16
		MAPE:  7.83759723212689e-12
		Pearson Correlation:  0.30541931646468723
		Spearman Correlation:  0.3325821871036973
		Coefficient of Determination:  -0.42160436947340396
		RMSE:  0.9139467867993785
		NRMSE:  0.22745745173076293
		MAPE:  327.4530888115843

	Predictor:  ElasticNet
		Pearson Correlation:  0.8903117519070342
		Spearman Correlation:  0.8791988293821288
		Coefficient of Determination:  0.7316833296666629
		RMSE:  0.3755363686948514
		NRMSE:  0.07386631957019107
		MAPE:  250.24453335467456
		Pearson Correlation:  0.3517724995677102
		Spearman Correlation:  0.3625158521119891
		Coefficient of Determination:  0.01795567794468156
		RMSE:  0.7596212055644824
		NRMSE:  0.18904985081617742
		MAPE:  196.6244109952887

	Predictor:  RandomForests
		Pearson Correlation:  0.5067113811211299
		Spearman Correlation:  0.5189366883782056
		Coefficient of Determination:  0.2114264045742208
		RMSE:  0.643797506162766
		NRMSE:  0.12663208225074077
		MAPE:  546.9916724669365
		Pearson Correlation:  0.42051207975805166
		Spearman Correlation:  0.4134816115500927
		Coefficient of Determination:  0.04985827756061545
		RMSE:  0.7471808457519283
		NRMSE:  0.1859537706258999
		MAPE:  246.98672793189013

Protein:  CCNE1
x_train_column_count:  352
x_train columns:  ['AMDHD1', 'DES', 'ALDH1L1', 'SOX15', 'POU5F1B', 'PCSK1', 'ALOX15', 'CATSPER3', 'C4ORF36', 'MST1L', 'PPP2R2B', 'CA14', 'NPTX1', 'TAT', 'TMEM200C', 'LEP', 'PCDHGA1', 'ACTA1', 'MPZ', 'ABCA10', 'MUC6', 'C10ORF55', 'FIBCD1', 'TUBA3E', 'GRIK4', 'GLDC', 'CYP4F35P', 'FDCSP', 'ANP32AP1', 'C1ORF228', 'LOC100272216', 'SLITRK5', 'ZSCAN23', 'MOGAT2', 'PTPRH', 'PDZD7', 'CLPSL2', 'SLC1A7', 'SLC26A4', 'PDE6G', 'LRFN2', 'FBLL1', 'IRX6', 'CACNA1F', 'LINC00922', 'CCL13', 'BMX', 'LOC399815', 'MAST1', 'XKRX', 'FOXP2', 'CFAP57', 'PCDHA2', 'KIAA0125', 'GIPR', 'C1ORF186', 'FOXF1', 'ALG1L', 'ASB14', 'LINC01139', 'KCNJ10', 'HHIPL2', 'JAKMIP2', 'ZNF280B', 'CADM2', 'TSSK4', 'NXNL2', 'CERS1', 'TMEM35', 'LRFN5', 'PDZRN4', 'BRINP2', 'HSD17B2', 'C2CD4B', 'DNAJC5B', 'RNASE2', 'ASAH2B', 'C10ORF95', 'DNAI1', 'WNK3', 'MAT1A', 'LGR5', 'PCDHAC1', 'FCGR3B', 'GDF6', 'GPR141', 'TMEM151B', 'LGALS12', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'KRT6A', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'HIST1H2AM', 'IL1RL2', 'ESYT3', 'PCP4L1', 'AOC1', 'NFE2', 'MYT1', 'TLL2', 'C19ORF26', 'DMC1', 'C1QL1', 'HMGCLL1', 'AQP5', 'KIAA1875', 'SLC24A2', 'ERICH3', 'SLC6A16', 'CD164L2', 'KIF1A', 'DGKI', 'PQLC2L', 'DYDC2', 'PRAME', 'HAND2.AS1', 'UMODL1', 'ATP8A2', 'IGDCC3', 'IQSEC3', 'TGM1', 'EPHA7', 'SPSB4', 'PKD1L2', 'LOC644172', 'UGT2B15', 'NPC1L1', 'CD300LG', 'GP1BA', 'AQP7', 'TEKT2', 'NBPF6', 'C2CD4C', 'MGAM', 'CNTF', 'PLA2G10', 'TMEM232', 'GPR27', 'KERA', 'MCHR1', 'PRSS12', 'PLEKHD1', 'FCRL3', 'LOC100130987', 'PTCHD4', 'CD244', 'SLC25A21', 'SLC6A4', 'DIO3', 'PNMT', 'L1TD1', 'IL10', 'PLCXD3', 'CST4', 'FCRLA', 'RGN', 'LINC00839', 'DCANP1', 'TBC1D3H', 'SPDYA', 'SNAP25', 'LINC00242', 'C6', 'STAP1', 'PCDHGB3', 'GFRA2', 'TPSD1', 'FLG', 'DNASE1L3', 'IGFL2', 'GPR158', 'GJB3', 'C1GALT1C1L', 'SFTPD', 'DLGAP1', 'GDF10', 'PROC', 'FAM186B', 'TM4SF19', 'NR6A1', 'ZBED2', 'BCO2', 'PTH2R', 'ITPKA', 'PNPLA3', 'C1ORF229', 'ALOX12P2', 'SULT4A1', 'BCAN', 'HIST2H2BA', 'FBXL13', 'KCNG1', 'GUSBP5', 'FAM86B2', 'DOC2B', 'SLC17A7', 'PPM1N', 'PRR34', 'SIGLEC15', 'ZNF492', 'PTPRZ1', 'HTR1D', 'NNAT', 'FGF18', 'LRRIQ3', 'LCN12', 'HCN2', 'C10ORF82', 'ATP1A4', 'NAALAD2', 'KCNJ3', 'EGOT', 'ZNF660', 'RNF183', 'SLC7A4', 'GJB5', 'LRRC31', 'SYT8', 'LRRIQ1', 'SLC38A4', 'RAET1E', 'LTA', 'AURKAPS1', 'ADRA1B', 'TNFSF15', 'PCDHA7', 'TRPA1', 'FBXO24', 'SCGB3A1', 'MAL', 'CNGA1', 'LY6G6C', 'C4ORF47', 'RP1', 'GRM8', 'KLK11', 'ACSL6', 'RPL13AP3', 'PTGDR', 'TUBA3D', 'IQUB', 'LINC01119', 'CBLN4', 'NKPD1', 'LINC01341', 'SOX8', 'EYS', 'ECT2L', 'PAX2', 'FXYD1', 'PPP1R3G', 'RNF138P1', 'CCR8', 'CCIN', 'MYCBPAP', 'XPNPEP2', 'ETV2', 'TEKT3', 'STKLD1', 'SLC30A8', 'C19ORF18', 'UGT8', 'SLC28A3', 'JPH4', 'UBE2Q2P1', 'METTL7B', 'SLC25A18', 'HEPACAM2', 'CASQ1', 'PLP1', 'TEX14', 'IDI2.AS1', 'S100A3', 'GLIS1', 'SGK2', 'ZNF843', 'LRIT3', 'CCDC36', 'NR1I3', 'LINC00482', 'ALOXE3', 'CACNG1', 'WNT2B', 'MS4A15', 'PBX4', 'ZIC2', 'ST6GALNAC1', 'GTSE1.AS1', 'ADAMTS8', 'PYGO1', 'LGALS2', 'TMEM92', 'FUT9', 'FCRL6', 'CCDC151', 'C9ORF43', 'PITX2', 'BCHE', 'PNCK', 'TNNI3K', 'AOC2', 'GJB1', 'DQX1', 'CKMT2', 'LPAR3', 'FAM189A1', 'ABCA17P', 'CACNA1G', 'C2ORF50', 'C1ORF101', 'NLRP12', 'ADCYAP1', 'ENPP6', 'SLC6A20', 'IYD', 'ZNF835', 'OTOA', 'CA3', 'SPIB', 'CLDN9', 'FAM95B1', 'FAM90A1', 'RYR2', 'C2CD4A', 'C1ORF95', 'PCDH9', 'LINC01550', 'CLEC3A', 'SVOPL', 'CCDC158', 'SCN2B', 'VSIG1', 'CLECL1', 'PCSK1N', 'IL20RB', 'ARC', 'CCDC65', 'TAS1R3', 'GSDMC', 'TTC16', 'AURKC', 'ZCCHC18', 'ULBP3', 'DDX11L2', 'DUOXA1', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4791855590206433
		RMSE:  0.8074207285197392
		NRMSE:  0.19485501569122746
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.202859557398884
		RMSE:  0.7485643095226329
		NRMSE:  0.4068306401244751
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5127968844139411
		NRMSE:  0.12375338089483821
		MAPE:  119.54577818111471
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.708057571667368e-05
		RMSE:  0.41828317133084
		NRMSE:  0.22732904598983691
		MAPE:  82.35330275987332

	Predictor:  LinearRegression
		Pearson Correlation:  0.8833355335711962
		Spearman Correlation:  0.7908561358526393
		Coefficient of Determination:  0.78028166486951
		RMSE:  0.24036903929282602
		NRMSE:  0.05800831124184329
		MAPE:  49.135261005451774
		Pearson Correlation:  0.48909306583531165
		Spearman Correlation:  0.36437420739440063
		Coefficient of Determination:  -0.5823389599333393
		RMSE:  0.526150429869765
		NRMSE:  0.28595287467310426
		MAPE:  93.76962836444545

	Predictor:  ElasticNet
		Pearson Correlation:  0.7638050035195556
		Spearman Correlation:  0.6911038620713357
		Coefficient of Determination:  0.564192433574149
		RMSE:  0.3385265700311747
		NRMSE:  0.08169668895701299
		MAPE:  62.63028737505121
		Pearson Correlation:  0.71345658436748
		Spearman Correlation:  0.5744512730465322
		Coefficient of Determination:  0.5080819882293259
		RMSE:  0.293363805925539
		NRMSE:  0.15943771755582314
		MAPE:  51.80878289350734

	Predictor:  RandomForests
		Pearson Correlation:  0.6351647954206122
		Spearman Correlation:  0.5850321603739169
		Coefficient of Determination:  0.3369906903227954
		RMSE:  0.4175468302973679
		NRMSE:  0.10076666512956245
		MAPE:  84.3729762908243
		Pearson Correlation:  0.6796460995087611
		Spearman Correlation:  0.5669739537606088
		Coefficient of Determination:  0.4094326136011379
		RMSE:  0.3214362840379576
		NRMSE:  0.1746945820564012
		MAPE:  58.13603049591056

Protein:  CCND1
x_train_column_count:  859
x_train columns:  ['AMDHD1', 'DES', 'ALDH1L1', 'SOX15', 'POU5F1B', 'PCSK1', 'ALOX15', 'CATSPER3', 'C4ORF36', 'MST1L', 'PPP2R2B', 'CA14', 'NPTX1', 'TAT', 'TMEM200C', 'LEP', 'PCDHGA1', 'ACTA1', 'MPZ', 'ABCA10', 'MUC6', 'C10ORF55', 'FIBCD1', 'TUBA3E', 'GRIK4', 'GLDC', 'CYP4F35P', 'FDCSP', 'ANP32AP1', 'C1ORF228', 'LOC100272216', 'SLITRK5', 'ZSCAN23', 'MOGAT2', 'PTPRH', 'PDZD7', 'CLPSL2', 'SLC1A7', 'SLC26A4', 'PDE6G', 'LRFN2', 'FBLL1', 'IRX6', 'CACNA1F', 'LINC00922', 'CCL13', 'BMX', 'LOC399815', 'MAST1', 'XKRX', 'FOXP2', 'CFAP57', 'PCDHA2', 'KIAA0125', 'GIPR', 'C1ORF186', 'FOXF1', 'ALG1L', 'ASB14', 'LINC01139', 'KCNJ10', 'HHIPL2', 'JAKMIP2', 'ZNF280B', 'CADM2', 'TSSK4', 'NXNL2', 'CERS1', 'TMEM35', 'LRFN5', 'PDZRN4', 'BRINP2', 'HSD17B2', 'C2CD4B', 'DNAJC5B', 'RNASE2', 'ASAH2B', 'C10ORF95', 'DNAI1', 'WNK3', 'MAT1A', 'LGR5', 'PCDHAC1', 'FCGR3B', 'GDF6', 'GPR141', 'TMEM151B', 'LGALS12', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'KRT6A', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'HIST1H2AM', 'IL1RL2', 'ESYT3', 'PCP4L1', 'AOC1', 'NFE2', 'MYT1', 'TLL2', 'C19ORF26', 'DMC1', 'C1QL1', 'HMGCLL1', 'AQP5', 'KIAA1875', 'SLC24A2', 'ERICH3', 'SLC6A16', 'CD164L2', 'KIF1A', 'DGKI', 'PQLC2L', 'DYDC2', 'PRAME', 'HAND2.AS1', 'UMODL1', 'ATP8A2', 'IGDCC3', 'IQSEC3', 'TGM1', 'EPHA7', 'SPSB4', 'PKD1L2', 'LOC644172', 'UGT2B15', 'NPC1L1', 'CD300LG', 'GP1BA', 'AQP7', 'TEKT2', 'NBPF6', 'C2CD4C', 'MGAM', 'CNTF', 'PLA2G10', 'TMEM232', 'GPR27', 'KERA', 'MCHR1', 'PRSS12', 'PLEKHD1', 'FCRL3', 'LOC100130987', 'PTCHD4', 'CD244', 'SLC25A21', 'SLC6A4', 'DIO3', 'PNMT', 'L1TD1', 'IL10', 'PLCXD3', 'CST4', 'FCRLA', 'RGN', 'LINC00839', 'DCANP1', 'TBC1D3H', 'SPDYA', 'SNAP25', 'LINC00242', 'C6', 'STAP1', 'PCDHGB3', 'GFRA2', 'TPSD1', 'FLG', 'DNASE1L3', 'IGFL2', 'GPR158', 'GJB3', 'C1GALT1C1L', 'SFTPD', 'DLGAP1', 'GDF10', 'PROC', 'FAM186B', 'TM4SF19', 'NR6A1', 'ZBED2', 'BCO2', 'PTH2R', 'ITPKA', 'PNPLA3', 'C1ORF229', 'ALOX12P2', 'SULT4A1', 'BCAN', 'HIST2H2BA', 'FBXL13', 'KCNG1', 'GUSBP5', 'FAM86B2', 'DOC2B', 'SLC17A7', 'PPM1N', 'PRR34', 'SIGLEC15', 'ZNF492', 'PTPRZ1', 'HTR1D', 'NNAT', 'FGF18', 'LRRIQ3', 'LCN12', 'HCN2', 'C10ORF82', 'ATP1A4', 'NAALAD2', 'KCNJ3', 'EGOT', 'ZNF660', 'RNF183', 'SLC7A4', 'GJB5', 'LRRC31', 'SYT8', 'LRRIQ1', 'SLC38A4', 'RAET1E', 'LTA', 'AURKAPS1', 'ADRA1B', 'TNFSF15', 'PCDHA7', 'TRPA1', 'FBXO24', 'SCGB3A1', 'MAL', 'CNGA1', 'LY6G6C', 'C4ORF47', 'RP1', 'GRM8', 'KLK11', 'ACSL6', 'RPL13AP3', 'PTGDR', 'TUBA3D', 'IQUB', 'LINC01119', 'CBLN4', 'NKPD1', 'LINC01341', 'SOX8', 'EYS', 'ECT2L', 'PAX2', 'FXYD1', 'PPP1R3G', 'RNF138P1', 'CCR8', 'CCIN', 'MYCBPAP', 'XPNPEP2', 'ETV2', 'TEKT3', 'STKLD1', 'SLC30A8', 'C19ORF18', 'UGT8', 'SLC28A3', 'JPH4', 'UBE2Q2P1', 'METTL7B', 'SLC25A18', 'HEPACAM2', 'CASQ1', 'PLP1', 'TEX14', 'IDI2.AS1', 'S100A3', 'GLIS1', 'SGK2', 'ZNF843', 'LRIT3', 'CCDC36', 'NR1I3', 'LINC00482', 'ALOXE3', 'CACNG1', 'WNT2B', 'MS4A15', 'PBX4', 'ZIC2', 'ST6GALNAC1', 'GTSE1.AS1', 'ADAMTS8', 'PYGO1', 'LGALS2', 'TMEM92', 'FUT9', 'FCRL6', 'CCDC151', 'C9ORF43', 'PITX2', 'BCHE', 'PNCK', 'TNNI3K', 'AOC2', 'GJB1', 'DQX1', 'CKMT2', 'LPAR3', 'FAM189A1', 'ABCA17P', 'CACNA1G', 'C2ORF50', 'C1ORF101', 'NLRP12', 'ADCYAP1', 'ENPP6', 'SLC6A20', 'IYD', 'ZNF835', 'OTOA', 'CA3', 'SPIB', 'CLDN9', 'FAM95B1', 'FAM90A1', 'RYR2', 'C2CD4A', 'C1ORF95', 'PCDH9', 'LINC01550', 'CLEC3A', 'SVOPL', 'CCDC158', 'SCN2B', 'VSIG1', 'CLECL1', 'PCSK1N', 'IL20RB', 'ARC', 'CCDC65', 'TAS1R3', 'GSDMC', 'TTC16', 'AURKC', 'ZCCHC18', 'ULBP3', 'DDX11L2', 'DUOXA1', 'B3GALT5.AS1', 'ALDH8A1', 'KNDC1', 'COLCA2', 'GSTM1', 'PCYT1B', 'BPIFB2', 'MYOZ1', 'PDE1C', 'CRYGS', 'PPP1R36', 'TARP', 'KLHL4', 'LOC148709', 'LUZP2', 'LOC441455', 'JPH3', 'CPEB1', 'IL22RA1', 'HOXD3', 'FAM57B', 'LOC90768', 'CAMP', 'OR7E91P', 'FLJ37201', 'RIMS1', 'IL12RB2', 'RELN', 'LBX2', 'FUT7', 'SCARA5', 'PLA2G5', 'KCNE1', 'IGSF5', 'TUBB8', 'HIST1H2BN', 'GPR18', 'ZBED3.AS1', 'SLC22A18AS', 'HOXB13', 'CD177', 'ZC3H12D', 'MNX1', 'ASTN1', 'CIDEA', 'TCHH', 'ONECUT2', 'C10ORF128', 'GAL', 'SP5', 'WDR72', 'CHRNA6', 'KCNE2', 'IRX4', 'FAM135B', 'BTBD8', 'SLC16A10', 'RSPH4A', 'SCN7A', 'ALB', 'HOXB8', 'SCART1', 'LINC01124', 'CCDC183', 'MGC16142', 'CCDC7', 'DCSTAMP', 'CELF5', 'GRIN2C', 'MGAT5B', 'GBP1P1', 'CXXC4', 'YPEL4', 'GPR3', 'CXCR5', 'HOXA11', 'SLC30A2', 'OBP2B', 'SLC35F1', 'ATP13A5', 'NIPAL1', 'PYDC1', 'SKIDA1', 'CCDC153', 'RPGRIP1', 'SRL', 'STRC', 'WT1', 'TNFRSF9', 'LRP1B', 'PCSK9', 'PCAT18', 'FOXJ1', 'SLC18A2', 'PPP4R4', 'NOXO1', 'PCK1', 'INSM1', 'CNNM1', 'GPR174', 'MARCO', 'SLC25A53', 'C17ORF104', 'FOXD4', 'DMRT3', 'GPX2', 'INHA', 'COL23A1', 'NOS2', 'ADH1C', 'FOXD1', 'PKNOX2', 'KLHL14', 'BTLA', 'CRISP3', 'LBP', 'IL20', 'TNFRSF17', 'AVPR2', 'GLOD5', 'MYBPC1', 'PARP15', 'CXCL2', 'GPLD1', 'PFN1P2', 'CST9', 'GPR55', 'SLCO4C1', 'SLC23A1', 'STEAP1B', 'C2ORF40', 'BCL2L14', 'DHRS4L1', 'SCN3A', 'AMH', 'ULBP2', 'CXCR2P1', 'VAT1L', 'ZNF98', 'VSIG2', 'RNF212', 'VGLL1', 'HAP1', 'CYSLTR2', 'ZNF454', 'TPSG1', 'FAM218A', 'SYN2', 'EMILIN3', 'DBIL5P', 'ORM1', 'ZNF488', 'TMEM105', 'FAM178B', 'P2RX1', 'DKK1', 'DPY19L2P2', 'IL23A', 'SIGLEC17P', 'CRYM', 'PRKG2', 'CXCL1', 'AMBP', 'BRINP1', 'CTCFL', 'SUCNR1', 'DEPDC4', 'FABP7', 'SPDYE1', 'LRRC2', 'GPBAR1', 'XIRP1', 'LRGUK', 'ADAMTS18', 'VWDE', 'FUT6', 'RERGL', 'BDKRB1', 'TENM1', 'LINC00930', 'BMPER', 'HCG27', 'CLEC12A', 'RDM1', 'CYP4F8', 'CDR1', 'NUGGC', 'KIAA0319', 'CECR2', 'SORCS1', 'ABHD11.AS1', 'PCDHGA3', 'PKD1L1', 'FAM184B', 'ECEL1', 'CBLN2', 'WSCD2', 'SPESP1', 'SEC14L5', 'SSUH2', 'FSCN2', 'DMRT2', 'FAM162B', 'CCL17', 'ZNF732', 'HOXD4', 'PIANP', 'TMEM217', 'GRIA3', 'CTSG', 'GNB3', 'RSPO1', 'RGS6', 'COL2A1', 'SERPINA6', 'MT1A', 'ADAMTS19', 'IL1R2', 'RNF175', 'CHRNB2', 'ADAM32', 'FLJ12825', 'RASL10A', 'PFKFB1', 'POM121L9P', 'HECTD2.AS1', 'DIRC3', 'PRSS21', 'SMIM5', 'CYP46A1', 'LRRC16B', 'CAPN11', 'IGF2BP3', 'VIPR2', 'TRAT1', 'ZNF804A', 'TBX21', 'HIST1H2BE', 'GPR87', 'LOC100126784', 'CYSRT1', 'PART1', 'FOXC2', 'HOGA1', 'EMX1', 'CA9', 'ZSCAN1', 'HTR7', 'CEP83.AS1', 'SLC13A2', 'XKR9', 'WIPF3', 'ULBP1', 'SLC26A10', 'HS3ST3B1', 'OTUD7A', 'CITED1', 'ZBTB16', 'CYP26A1', 'TMEM40', 'TMSB15A', 'PVALB', 'ANKK1', 'WFDC3', 'MAPT.IT1', 'ROPN1L', 'MYO3B', 'GZMM', 'CDHR1', 'FIRRE', 'M1AP', 'MRAP2', 'INE2', 'RFX8', 'TTC23L', 'IGSF22', 'CRTAC1', 'RBM12B.AS1', 'SPAG17', 'MROH7', 'KCNT2', 'PYGM', 'PCDHA12', 'CFAP61', 'BTC', 'HEATR4', 'ADGRB1', 'SLC27A6', 'NPAS1', 'UGT2B11', 'GPR37L1', 'NRTN', 'NWD1', 'CLEC4E', 'LRRC4B', 'SRSF12', 'B3GAT1', 'CCBE1', 'OPCML', 'ADGRF1', 'MIA', 'LINC00173', 'TMEM59L', 'CIDEC', 'HPDL', 'NLRP7', 'RNF182', 'FRMPD1', 'SMC1B', 'KCNA6', 'KLK6', 'ABCC6P2', 'FASLG', 'IL11', 'LOC613037', 'LSAMP', 'GALNT13', 'TSPAN8', 'DHDH', 'GAS2', 'RFPL1S', 'SCN3B', 'C15ORF56', 'FAM83A', 'COL28A1', 'PSORS1C1', 'ANO5', 'SLC6A14', 'SLC16A11', 'PTCHD1', 'TMPRSS4', 'C9ORF47', 'ADGRG2', 'SLC24A5', 'TUSC5', 'CYP4F12', 'LOC100133669', 'RUFY4', 'LINC00908', 'KCNQ3', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'VENTX', 'NBPF4', 'MYOM2', 'FAM157A', 'EBF2', 'MAG', 'DSCAML1', 'PTPRN', 'PCDHA5', 'KLK7', 'CCNI2', 'CDKN2B.AS1', 'SYT6', 'DLX2', 'SFTPA2', 'ZBTB20', 'NKX3.2', 'DLX5', 'FAM19A2', 'PLAC1', 'BRE.AS1', 'CNTN2', 'OR2W3', 'SLC6A17', 'GHRLOS', 'PTPRR', 'ABCC2', 'RYR3', 'TFAP2E', 'CD160', 'ABCD2', 'CD1A', 'GRIA2', 'CCDC144A', 'DEFB1', 'RGS9', 'CACNA1I', 'GGT3P', 'DLK2', 'MYO16', 'PWAR5', 'CDKL2', 'DCX', 'SLC6A11', 'WDR17', 'MSMB', 'BTBD19', 'CHRFAM7A', 'MMP12', 'CABP4', 'CHRNA10', 'TCEAL2', 'UNC13A', 'FKBP1AP1', 'LY6H', 'AGBL4', 'SLC39A2', 'XCL2', 'TUBAL3', 'S100A7', 'SPAG8', 'PCBP3', 'MPL', 'KCNH3', 'LINC00202.1', 'ARL9', 'TM6SF2', 'ZNF727', 'GRID2IP', 'P2RY12', 'MAK', 'TCN1', 'HRCT1', 'SNORD116.4', 'ELOVL3', 'NOX5', 'SLC46A2', 'TCTEX1D1', 'GPM6A', 'CD70', 'SYCE3', 'SYCE2', 'PGLYRP2', 'TIGD4', 'GRIN2A', 'JAKMIP1', 'ARMC3', 'BAIAP2L2', 'RAB9B', 'CTAGE6', 'MKRN3', 'SOSTDC1', 'ASIC3', 'KLF3.AS1', 'LONRF3', 'AGAP7P', 'LRRC43', 'ACY3', 'THPO', 'BEX1', 'PRPH2', 'AKR1E2', 'SCN9A', 'SCN2A', 'KLK10', 'LOC400927', 'ACHE', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'VN1R1', 'HRC', 'TMEM145', 'C6ORF52', 'CD40LG', 'BEGAIN', 'GPR82', 'CHODL', 'CXADRP3', 'TTBK1', 'LOC285593', 'PAH', 'TTYH1', 'HIST1H2BH', 'ADGRL3', 'MLLT4.AS1', 'APOBEC3A', 'CHST9', 'GABRB3', 'SLC25A34', 'MAPK4', 'BRSK2', 'TRH', 'DNASE1L2', 'C8ORF46', 'ST8SIA2', 'CAMK4', 'DGCR5', 'EPYC', 'GBP6', 'GPR63', 'CAPSL', 'MUC15', 'ANKLE1', 'IL17D', 'SLC35F3', 'ROBO2', 'AIM1L', 'ASGR1', 'PCDHA1', 'HAMP', 'MYO15A', 'RMRP', 'FAM201A', 'TNFSF11', 'DUSP9', 'FAM159A', 'NMU', 'CHKB.AS1', 'RHCE', 'DCLK3', 'PTX3', 'NEK5', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.45856423758787734
		RMSE:  0.28833360256132
		NRMSE:  0.17333782361719832
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5341468996847767
		RMSE:  0.29160473760802996
		NRMSE:  0.22560247695118987
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.4945905210592406e-15
		NRMSE:  8.985045995955566e-16
		MAPE:  6.2313349011351364e-12
		Pearson Correlation:  0.0713406212938226
		Spearman Correlation:  0.0950053653302117
		Coefficient of Determination:  -1.3213703611883694
		RMSE:  0.3587016048578719
		NRMSE:  0.27751253702564826
		MAPE:  497.50394483202484

	Predictor:  ElasticNet
		Pearson Correlation:  0.6168268784393522
		Spearman Correlation:  0.587649188398336
		Coefficient of Determination:  0.296655336144366
		RMSE:  0.20022420421413756
		NRMSE:  0.1203690013430989
		MAPE:  545.7526547920432
		Pearson Correlation:  0.1937675644397912
		Spearman Correlation:  0.21208662569505415
		Coefficient of Determination:  0.018450402674736188
		RMSE:  0.23324762310060657
		NRMSE:  0.18045400066581557
		MAPE:  391.0272740434684

	Predictor:  RandomForests
		Pearson Correlation:  0.5256051466381508
		Spearman Correlation:  0.518360085017842
		Coefficient of Determination:  0.15133059762490642
		RMSE:  0.21993874879607694
		NRMSE:  0.1322208154260962
		MAPE:  554.3550492572584
		Pearson Correlation:  0.2355251010104509
		Spearman Correlation:  0.2591308165057068
		Coefficient of Determination:  0.04685823315465276
		RMSE:  0.2298475360924041
		NRMSE:  0.17782349453209453
		MAPE:  394.3216140786631

Protein:  ERBB2
x_train_column_count:  666
x_train columns:  ['AMDHD1', 'DES', 'ALDH1L1', 'SOX15', 'POU5F1B', 'PCSK1', 'ALOX15', 'CATSPER3', 'C4ORF36', 'MST1L', 'PPP2R2B', 'CA14', 'NPTX1', 'TAT', 'TMEM200C', 'LEP', 'PCDHGA1', 'ACTA1', 'MPZ', 'ABCA10', 'MUC6', 'C10ORF55', 'FIBCD1', 'TUBA3E', 'GRIK4', 'GLDC', 'CYP4F35P', 'FDCSP', 'ANP32AP1', 'C1ORF228', 'LOC100272216', 'SLITRK5', 'ZSCAN23', 'MOGAT2', 'PTPRH', 'PDZD7', 'CLPSL2', 'SLC1A7', 'SLC26A4', 'PDE6G', 'LRFN2', 'FBLL1', 'IRX6', 'CACNA1F', 'LINC00922', 'CCL13', 'BMX', 'LOC399815', 'MAST1', 'XKRX', 'FOXP2', 'CFAP57', 'PCDHA2', 'KIAA0125', 'GIPR', 'C1ORF186', 'FOXF1', 'ALG1L', 'ASB14', 'LINC01139', 'KCNJ10', 'HHIPL2', 'JAKMIP2', 'ZNF280B', 'CADM2', 'TSSK4', 'NXNL2', 'CERS1', 'TMEM35', 'LRFN5', 'PDZRN4', 'BRINP2', 'HSD17B2', 'C2CD4B', 'DNAJC5B', 'RNASE2', 'ASAH2B', 'C10ORF95', 'DNAI1', 'WNK3', 'MAT1A', 'LGR5', 'PCDHAC1', 'FCGR3B', 'GDF6', 'GPR141', 'TMEM151B', 'LGALS12', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'KRT6A', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'HIST1H2AM', 'IL1RL2', 'ESYT3', 'PCP4L1', 'AOC1', 'NFE2', 'MYT1', 'TLL2', 'C19ORF26', 'DMC1', 'C1QL1', 'HMGCLL1', 'AQP5', 'KIAA1875', 'SLC24A2', 'ERICH3', 'SLC6A16', 'CD164L2', 'KIF1A', 'DGKI', 'PQLC2L', 'DYDC2', 'PRAME', 'HAND2.AS1', 'UMODL1', 'ATP8A2', 'IGDCC3', 'IQSEC3', 'TGM1', 'EPHA7', 'SPSB4', 'PKD1L2', 'LOC644172', 'UGT2B15', 'NPC1L1', 'CD300LG', 'GP1BA', 'AQP7', 'TEKT2', 'NBPF6', 'C2CD4C', 'MGAM', 'CNTF', 'PLA2G10', 'TMEM232', 'GPR27', 'KERA', 'MCHR1', 'PRSS12', 'PLEKHD1', 'FCRL3', 'LOC100130987', 'PTCHD4', 'CD244', 'SLC25A21', 'SLC6A4', 'DIO3', 'PNMT', 'L1TD1', 'IL10', 'PLCXD3', 'CST4', 'FCRLA', 'RGN', 'LINC00839', 'DCANP1', 'TBC1D3H', 'SPDYA', 'SNAP25', 'LINC00242', 'C6', 'STAP1', 'PCDHGB3', 'GFRA2', 'TPSD1', 'FLG', 'DNASE1L3', 'IGFL2', 'GPR158', 'GJB3', 'C1GALT1C1L', 'SFTPD', 'DLGAP1', 'GDF10', 'PROC', 'FAM186B', 'TM4SF19', 'NR6A1', 'ZBED2', 'BCO2', 'PTH2R', 'ITPKA', 'PNPLA3', 'C1ORF229', 'ALOX12P2', 'SULT4A1', 'BCAN', 'HIST2H2BA', 'FBXL13', 'KCNG1', 'GUSBP5', 'FAM86B2', 'DOC2B', 'SLC17A7', 'PPM1N', 'PRR34', 'SIGLEC15', 'ZNF492', 'PTPRZ1', 'HTR1D', 'NNAT', 'FGF18', 'LRRIQ3', 'LCN12', 'HCN2', 'C10ORF82', 'ATP1A4', 'NAALAD2', 'KCNJ3', 'EGOT', 'ZNF660', 'RNF183', 'SLC7A4', 'GJB5', 'LRRC31', 'SYT8', 'LRRIQ1', 'SLC38A4', 'RAET1E', 'LTA', 'AURKAPS1', 'ADRA1B', 'TNFSF15', 'PCDHA7', 'TRPA1', 'FBXO24', 'SCGB3A1', 'MAL', 'CNGA1', 'LY6G6C', 'C4ORF47', 'RP1', 'GRM8', 'KLK11', 'ACSL6', 'RPL13AP3', 'PTGDR', 'TUBA3D', 'IQUB', 'LINC01119', 'CBLN4', 'NKPD1', 'LINC01341', 'SOX8', 'EYS', 'ECT2L', 'PAX2', 'FXYD1', 'PPP1R3G', 'RNF138P1', 'CCR8', 'CCIN', 'MYCBPAP', 'XPNPEP2', 'ETV2', 'TEKT3', 'STKLD1', 'SLC30A8', 'C19ORF18', 'UGT8', 'SLC28A3', 'JPH4', 'UBE2Q2P1', 'METTL7B', 'SLC25A18', 'HEPACAM2', 'CASQ1', 'PLP1', 'TEX14', 'IDI2.AS1', 'S100A3', 'GLIS1', 'SGK2', 'ZNF843', 'LRIT3', 'CCDC36', 'NR1I3', 'LINC00482', 'ALOXE3', 'CACNG1', 'WNT2B', 'MS4A15', 'PBX4', 'ZIC2', 'ST6GALNAC1', 'GTSE1.AS1', 'ADAMTS8', 'PYGO1', 'LGALS2', 'TMEM92', 'FUT9', 'FCRL6', 'CCDC151', 'C9ORF43', 'PITX2', 'BCHE', 'PNCK', 'TNNI3K', 'AOC2', 'GJB1', 'DQX1', 'CKMT2', 'LPAR3', 'FAM189A1', 'ABCA17P', 'CACNA1G', 'C2ORF50', 'C1ORF101', 'NLRP12', 'ADCYAP1', 'ENPP6', 'SLC6A20', 'IYD', 'ZNF835', 'OTOA', 'CA3', 'SPIB', 'CLDN9', 'FAM95B1', 'FAM90A1', 'RYR2', 'C2CD4A', 'C1ORF95', 'PCDH9', 'LINC01550', 'CLEC3A', 'SVOPL', 'CCDC158', 'SCN2B', 'VSIG1', 'CLECL1', 'PCSK1N', 'IL20RB', 'ARC', 'CCDC65', 'TAS1R3', 'GSDMC', 'TTC16', 'AURKC', 'ZCCHC18', 'ULBP3', 'DDX11L2', 'DUOXA1', 'B3GALT5.AS1', 'ALDH8A1', 'KNDC1', 'COLCA2', 'GSTM1', 'PCYT1B', 'BPIFB2', 'MYOZ1', 'PDE1C', 'CRYGS', 'PPP1R36', 'TARP', 'KLHL4', 'LOC148709', 'LUZP2', 'LOC441455', 'JPH3', 'CPEB1', 'IL22RA1', 'HOXD3', 'FAM57B', 'LOC90768', 'CAMP', 'OR7E91P', 'FLJ37201', 'RIMS1', 'IL12RB2', 'RELN', 'LBX2', 'FUT7', 'SCARA5', 'PLA2G5', 'KCNE1', 'IGSF5', 'TUBB8', 'HIST1H2BN', 'GPR18', 'ZBED3.AS1', 'SLC22A18AS', 'HOXB13', 'CD177', 'ZC3H12D', 'MNX1', 'ASTN1', 'CIDEA', 'TCHH', 'ONECUT2', 'C10ORF128', 'GAL', 'SP5', 'WDR72', 'CHRNA6', 'KCNE2', 'IRX4', 'FAM135B', 'BTBD8', 'SLC16A10', 'RSPH4A', 'SCN7A', 'ALB', 'HOXB8', 'SCART1', 'LINC01124', 'CCDC183', 'MGC16142', 'CCDC7', 'DCSTAMP', 'CELF5', 'GRIN2C', 'MGAT5B', 'GBP1P1', 'CXXC4', 'YPEL4', 'GPR3', 'CXCR5', 'HOXA11', 'SLC30A2', 'OBP2B', 'SLC35F1', 'ATP13A5', 'NIPAL1', 'PYDC1', 'SKIDA1', 'CCDC153', 'RPGRIP1', 'SRL', 'STRC', 'WT1', 'TNFRSF9', 'LRP1B', 'PCSK9', 'PCAT18', 'FOXJ1', 'SLC18A2', 'PPP4R4', 'NOXO1', 'PCK1', 'INSM1', 'CNNM1', 'GPR174', 'MARCO', 'SLC25A53', 'C17ORF104', 'FOXD4', 'DMRT3', 'GPX2', 'INHA', 'COL23A1', 'NOS2', 'ADH1C', 'FOXD1', 'PKNOX2', 'KLHL14', 'BTLA', 'CRISP3', 'LBP', 'IL20', 'TNFRSF17', 'AVPR2', 'GLOD5', 'MYBPC1', 'PARP15', 'CXCL2', 'GPLD1', 'PFN1P2', 'CST9', 'GPR55', 'SLCO4C1', 'SLC23A1', 'STEAP1B', 'C2ORF40', 'BCL2L14', 'DHRS4L1', 'SCN3A', 'AMH', 'ULBP2', 'CXCR2P1', 'VAT1L', 'ZNF98', 'VSIG2', 'RNF212', 'VGLL1', 'HAP1', 'CYSLTR2', 'ZNF454', 'TPSG1', 'FAM218A', 'SYN2', 'EMILIN3', 'DBIL5P', 'ORM1', 'ZNF488', 'TMEM105', 'FAM178B', 'P2RX1', 'DKK1', 'DPY19L2P2', 'IL23A', 'SIGLEC17P', 'CRYM', 'PRKG2', 'CXCL1', 'AMBP', 'BRINP1', 'CTCFL', 'SUCNR1', 'DEPDC4', 'FABP7', 'SPDYE1', 'LRRC2', 'GPBAR1', 'XIRP1', 'LRGUK', 'ADAMTS18', 'VWDE', 'FUT6', 'RERGL', 'BDKRB1', 'TENM1', 'LINC00930', 'BMPER', 'HCG27', 'CLEC12A', 'RDM1', 'CYP4F8', 'CDR1', 'NUGGC', 'KIAA0319', 'CECR2', 'SORCS1', 'ABHD11.AS1', 'PCDHGA3', 'PKD1L1', 'FAM184B', 'ECEL1', 'CBLN2', 'WSCD2', 'SPESP1', 'SEC14L5', 'SSUH2', 'FSCN2', 'DMRT2', 'FAM162B', 'CCL17', 'ZNF732', 'HOXD4', 'PIANP', 'TMEM217', 'GRIA3', 'CTSG', 'GNB3', 'RSPO1', 'RGS6', 'COL2A1', 'SERPINA6', 'MT1A', 'ADAMTS19', 'IL1R2', 'RNF175', 'CHRNB2', 'ADAM32', 'FLJ12825', 'RASL10A', 'PFKFB1', 'POM121L9P', 'HECTD2.AS1', 'DIRC3', 'PRSS21', 'SMIM5', 'CYP46A1', 'LRRC16B', 'CAPN11', 'IGF2BP3', 'VIPR2', 'TRAT1', 'ZNF804A', 'TBX21', 'HIST1H2BE', 'GPR87', 'LOC100126784', 'CYSRT1', 'PART1', 'FOXC2', 'HOGA1', 'EMX1', 'CA9', 'ZSCAN1', 'HTR7', 'CEP83.AS1', 'SLC13A2', 'XKR9', 'WIPF3', 'ULBP1', 'SLC26A10', 'HS3ST3B1', 'OTUD7A', 'CITED1', 'ZBTB16', 'CYP26A1', 'TMEM40', 'TMSB15A', 'PVALB', 'ANKK1', 'WFDC3', 'MAPT.IT1', 'ROPN1L', 'MYO3B', 'GZMM', 'CDHR1', 'FIRRE', 'M1AP', 'MRAP2', 'INE2', 'RFX8', 'TTC23L', 'IGSF22', 'CRTAC1', 'RBM12B.AS1', 'SPAG17', 'MROH7', 'KCNT2', 'PYGM', 'PCDHA12', 'CFAP61', 'BTC', 'HEATR4', 'ADGRB1', 'SLC27A6', 'NPAS1', 'UGT2B11', 'GPR37L1', 'NRTN', 'NWD1', 'CLEC4E', 'LRRC4B', 'SRSF12', 'B3GAT1', 'CCBE1', 'OPCML', 'ADGRF1', 'MIA', 'LINC00173', 'TMEM59L', 'CIDEC', 'HPDL', 'NLRP7', 'RNF182', 'FRMPD1', 'SMC1B', 'KCNA6', 'KLK6', 'ABCC6P2', 'FASLG', 'IL11', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10787728881134795
		RMSE:  1.034673205097243
		NRMSE:  0.18568153277771168
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04400358650048397
		RMSE:  1.0802115255265201
		NRMSE:  0.18403181176661842
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999418805934
		Coefficient of Determination:  1.0
		RMSE:  7.563565577506658e-15
		NRMSE:  1.3573507487943323e-15
		MAPE:  6.496411090745351e-12
		Pearson Correlation:  0.3415532103094601
		Spearman Correlation:  0.2508291873963516
		Coefficient of Determination:  -1.189652222929404
		RMSE:  1.5643912661040797
		NRMSE:  0.26651979932604386
		MAPE:  978.9291670126838

	Predictor:  ElasticNet
		Pearson Correlation:  0.9108364874471024
		Spearman Correlation:  0.835519808072667
		Coefficient of Determination:  0.8011267449428326
		RMSE:  0.43837478269224606
		NRMSE:  0.07867034845436284
		MAPE:  274.61541425745304
		Pearson Correlation:  0.5314064122637786
		Spearman Correlation:  0.41268168959125945
		Coefficient of Determination:  0.2591918335623571
		RMSE:  0.9099356744172665
		NRMSE:  0.1550225180873412
		MAPE:  4000.424971210651

	Predictor:  RandomForests
		Pearson Correlation:  0.6303086656239917
		Spearman Correlation:  0.5827506362186329
		Coefficient of Determination:  0.2768699059753875
		RMSE:  0.8359216826568023
		NRMSE:  0.15001376140136072
		MAPE:  399.34739280642196
		Pearson Correlation:  0.5633372406588792
		Spearman Correlation:  0.46538386498878165
		Coefficient of Determination:  0.22576418902050632
		RMSE:  0.9302387766577327
		NRMSE:  0.15848148570757153
		MAPE:  1798.1043541991212

Protein:  ERBB3
x_train_column_count:  247
x_train columns:  ['AMDHD1', 'DES', 'ALDH1L1', 'SOX15', 'POU5F1B', 'PCSK1', 'ALOX15', 'CATSPER3', 'C4ORF36', 'MST1L', 'PPP2R2B', 'CA14', 'NPTX1', 'TAT', 'TMEM200C', 'LEP', 'PCDHGA1', 'ACTA1', 'MPZ', 'ABCA10', 'MUC6', 'C10ORF55', 'FIBCD1', 'TUBA3E', 'GRIK4', 'GLDC', 'CYP4F35P', 'FDCSP', 'ANP32AP1', 'C1ORF228', 'LOC100272216', 'SLITRK5', 'ZSCAN23', 'MOGAT2', 'PTPRH', 'PDZD7', 'CLPSL2', 'SLC1A7', 'SLC26A4', 'PDE6G', 'LRFN2', 'FBLL1', 'IRX6', 'CACNA1F', 'LINC00922', 'CCL13', 'BMX', 'LOC399815', 'MAST1', 'XKRX', 'FOXP2', 'CFAP57', 'PCDHA2', 'KIAA0125', 'GIPR', 'C1ORF186', 'FOXF1', 'ALG1L', 'ASB14', 'LINC01139', 'KCNJ10', 'HHIPL2', 'JAKMIP2', 'ZNF280B', 'CADM2', 'TSSK4', 'NXNL2', 'CERS1', 'TMEM35', 'LRFN5', 'PDZRN4', 'BRINP2', 'HSD17B2', 'C2CD4B', 'DNAJC5B', 'RNASE2', 'ASAH2B', 'C10ORF95', 'DNAI1', 'WNK3', 'MAT1A', 'LGR5', 'PCDHAC1', 'FCGR3B', 'GDF6', 'GPR141', 'TMEM151B', 'LGALS12', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'KRT6A', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'HIST1H2AM', 'IL1RL2', 'ESYT3', 'PCP4L1', 'AOC1', 'NFE2', 'MYT1', 'TLL2', 'C19ORF26', 'DMC1', 'C1QL1', 'HMGCLL1', 'AQP5', 'KIAA1875', 'SLC24A2', 'ERICH3', 'SLC6A16', 'CD164L2', 'KIF1A', 'DGKI', 'PQLC2L', 'DYDC2', 'PRAME', 'HAND2.AS1', 'UMODL1', 'ATP8A2', 'IGDCC3', 'IQSEC3', 'TGM1', 'EPHA7', 'SPSB4', 'PKD1L2', 'LOC644172', 'UGT2B15', 'NPC1L1', 'CD300LG', 'GP1BA', 'AQP7', 'TEKT2', 'NBPF6', 'C2CD4C', 'MGAM', 'CNTF', 'PLA2G10', 'TMEM232', 'GPR27', 'KERA', 'MCHR1', 'PRSS12', 'PLEKHD1', 'FCRL3', 'LOC100130987', 'PTCHD4', 'CD244', 'SLC25A21', 'SLC6A4', 'DIO3', 'PNMT', 'L1TD1', 'IL10', 'PLCXD3', 'CST4', 'FCRLA', 'RGN', 'LINC00839', 'DCANP1', 'TBC1D3H', 'SPDYA', 'SNAP25', 'LINC00242', 'C6', 'STAP1', 'PCDHGB3', 'GFRA2', 'TPSD1', 'FLG', 'DNASE1L3', 'IGFL2', 'GPR158', 'GJB3', 'C1GALT1C1L', 'SFTPD', 'DLGAP1', 'GDF10', 'PROC', 'FAM186B', 'TM4SF19', 'NR6A1', 'ZBED2', 'BCO2', 'PTH2R', 'ITPKA', 'PNPLA3', 'C1ORF229', 'ALOX12P2', 'SULT4A1', 'BCAN', 'HIST2H2BA', 'FBXL13', 'KCNG1', 'GUSBP5', 'FAM86B2', 'DOC2B', 'SLC17A7', 'PPM1N', 'PRR34', 'SIGLEC15', 'ZNF492', 'PTPRZ1', 'HTR1D', 'NNAT', 'FGF18', 'LRRIQ3', 'LCN12', 'HCN2', 'C10ORF82', 'ATP1A4', 'NAALAD2', 'KCNJ3', 'EGOT', 'ZNF660', 'RNF183', 'SLC7A4', 'GJB5', 'LRRC31', 'SYT8', 'LRRIQ1', 'SLC38A4', 'RAET1E', 'LTA', 'AURKAPS1', 'ADRA1B', 'TNFSF15', 'PCDHA7', 'TRPA1', 'FBXO24', 'SCGB3A1', 'MAL', 'CNGA1', 'LY6G6C', 'C4ORF47', 'RP1', 'GRM8', 'KLK11', 'ACSL6', 'RPL13AP3', 'PTGDR', 'TUBA3D', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.22544319167926496
		RMSE:  0.49276112816642853
		NRMSE:  0.13298208544838536
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.18202543932109472
		RMSE:  0.5629306521688778
		NRMSE:  0.2077549194412726
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  LinearRegression
		Pearson Correlation:  0.7671679846919506
		Spearman Correlation:  0.7509509934943037
		Coefficient of Determination:  0.588546716736309
		RMSE:  0.28552892833170695
		NRMSE:  0.0770560626133006
		MAPE:  192.90855905533456
		Pearson Correlation:  0.26323381048380345
		Spearman Correlation:  0.2866549604916594
		Coefficient of Determination:  -0.2368315627587465
		RMSE:  0.575833285329226
		NRMSE:  0.21251675911456197
		MAPE:  364.08758592626447

	Predictor:  ElasticNet
		Pearson Correlation:  0.6326749588770125
		Spearman Correlation:  0.6226170433525079
		Coefficient of Determination:  0.36986646748901963
		RMSE:  0.3533508536055074
		NRMSE:  0.0953592536454235
		MAPE:  190.46916769940415
		Pearson Correlation:  0.3549759147833534
		Spearman Correlation:  0.39370305336064776
		Coefficient of Determination:  0.11758832410439246
		RMSE:  0.4863815678660727
		NRMSE:  0.17950375070253163
		MAPE:  256.0464983444937

	Predictor:  RandomForests
		Pearson Correlation:  0.5154944859599191
		Spearman Correlation:  0.5235576499382765
		Coefficient of Determination:  0.20115484466881217
		RMSE:  0.3978516394897037
		NRMSE:  0.10736873851082418
		MAPE:  194.5277930395512
		Pearson Correlation:  0.32326302191370265
		Spearman Correlation:  0.3309774656131109
		Coefficient of Determination:  0.09349563737126909
		RMSE:  0.492976746902182
		NRMSE:  0.181937764348917
		MAPE:  280.3791610842418


Fold:  3

Protein:  RB1
x_train_column_count:  372
x_train columns:  ['DES', 'POU5F1B', 'SOX15', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'ALOX15', 'C4ORF36', 'MPZ', 'PPP2R2B', 'TMEM200C', 'ACTA1', 'LEP', 'ABCA10', 'CA14', 'MST1L', 'TAT', 'NPTX1', 'PCDHGA1', 'CATSPER3', 'MUC6', 'FIBCD1', 'C10ORF55', 'GRIK4', 'GLDC', 'CYP4F35P', 'TUBA3E', 'FDCSP', 'ANP32AP1', 'LOC100272216', 'C1ORF228', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'PDE6G', 'BMX', 'LRFN2', 'IRX6', 'FBLL1', 'CACNA1F', 'LINC00922', 'CCL13', 'MAST1', 'LOC399815', 'XKRX', 'CFAP57', 'KIAA0125', 'PCDHA2', 'FOXP2', 'FOXF1', 'C1ORF186', 'GIPR', 'ALG1L', 'ASB14', 'CADM2', 'NXNL2', 'HHIPL2', 'JAKMIP2', 'KCNJ10', 'ZNF280B', 'LINC01139', 'TSSK4', 'HSD17B2', 'DNAJC5B', 'BRINP2', 'CERS1', 'TMEM35', 'ASAH2B', 'LGR5', 'MAT1A', 'PDZRN4', 'RNASE2', 'LRFN5', 'C2CD4B', 'C10ORF95', 'DNAI1', 'WNK3', 'FCGR3B', 'PCDHAC1', 'TMEM151B', 'GPR141', 'LGALS12', 'GDF6', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'TMEM253', 'KRT6A', 'MIR503HG', 'HP', 'HIST1H2AM', 'CYP11A1', 'DMC1', 'IL1RL2', 'AOC1', 'PCP4L1', 'MYT1', 'ESYT3', 'TLL2', 'C19ORF26', 'NFE2', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'KIF1A', 'HMGCLL1', 'UMODL1', 'HAND2.AS1', 'DYDC2', 'PQLC2L', 'PRAME', 'DGKI', 'EPHA7', 'SPSB4', 'LOC644172', 'TGM1', 'IGDCC3', 'IQSEC3', 'ATP8A2', 'PKD1L2', 'GP1BA', 'C2CD4C', 'UGT2B15', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'TMEM232', 'GPR27', 'CNTF', 'PLA2G10', 'MGAM', 'NBPF6', 'SLC25A21', 'DIO3', 'PLEKHD1', 'MCHR1', 'PRSS12', 'KERA', 'SLC6A4', 'CD244', 'LOC100130987', 'FCRL3', 'PTCHD4', 'PNMT', 'LINC00242', 'L1TD1', 'STAP1', 'LINC00839', 'IL10', 'RGN', 'DCANP1', 'CST4', 'FCRLA', 'PLCXD3', 'TBC1D3H', 'SPDYA', 'C6', 'SNAP25', 'TPSD1', 'GFRA2', 'FLG', 'PCDHGB3', 'DLGAP1', 'GJB3', 'GPR158', 'IGFL2', 'SFTPD', 'C1GALT1C1L', 'DNASE1L3', 'ZBED2', 'PROC', 'GDF10', 'NR6A1', 'ITPKA', 'TM4SF19', 'FAM186B', 'BCO2', 'PTH2R', 'BCAN', 'PNPLA3', 'SLC17A7', 'KCNG1', 'C1ORF229', 'PPM1N', 'DOC2B', 'HIST2H2BA', 'ALOX12P2', 'FAM86B2', 'FBXL13', 'SULT4A1', 'GUSBP5', 'FGF18', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'HTR1D', 'KCNJ3', 'HCN2', 'LCN12', 'LRRC31', 'EGOT', 'LRRIQ3', 'C10ORF82', 'ZNF660', 'RNF183', 'GJB5', 'SLC7A4', 'ATP1A4', 'NAALAD2', 'ADRA1B', 'SYT8', 'RAET1E', 'LTA', 'LRRIQ1', 'PCDHA7', 'SLC38A4', 'AURKAPS1', 'TNFSF15', 'CNGA1', 'C4ORF47', 'MAL', 'LY6G6C', 'SCGB3A1', 'FBXO24', 'TRPA1', 'RPL13AP3', 'KLK11', 'ACSL6', 'GRM8', 'TUBA3D', 'PTGDR', 'RP1', 'LINC01119', 'IQUB', 'CBLN4', 'LINC01341', 'ECT2L', 'SOX8', 'PAX2', 'EYS', 'NKPD1', 'ETV2', 'FXYD1', 'RNF138P1', 'MYCBPAP', 'TEKT3', 'XPNPEP2', 'CCR8', 'PPP1R3G', 'CCIN', 'STKLD1', 'C19ORF18', 'SLC30A8', 'UGT8', 'SLC28A3', 'JPH4', 'PLP1', 'UBE2Q2P1', 'SLC25A18', 'METTL7B', 'HEPACAM2', 'TEX14', 'IDI2.AS1', 'CASQ1', 'LINC00482', 'S100A3', 'ALOXE3', 'GLIS1', 'SGK2', 'NR1I3', 'CCDC36', 'PBX4', 'ZNF843', 'LRIT3', 'WNT2B', 'CACNG1', 'MS4A15', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'LPAR3', 'AOC2', 'TNNI3K', 'BCHE', 'GJB1', 'C9ORF43', 'PITX2', 'FCRL6', 'CCDC151', 'PNCK', 'CKMT2', 'FAM189A1', 'DQX1', 'ABCA17P', 'CACNA1G', 'C1ORF101', 'ENPP6', 'NLRP12', 'C2ORF50', 'ADCYAP1', 'CLDN9', 'FAM90A1', 'SLC6A20', 'IYD', 'SPIB', 'FAM95B1', 'CA3', 'OTOA', 'ZNF835', 'PCDH9', 'C2CD4A', 'C1ORF95', 'RYR2', 'LINC01550', 'ZCCHC18', 'CLEC3A', 'VSIG1', 'AURKC', 'ULBP3', 'CLECL1', 'CCDC158', 'CCDC65', 'IL20RB', 'ARC', 'GSDMC', 'TAS1R3', 'DDX11L2', 'SCN2B', 'TTC16', 'PCSK1N', 'SVOPL', 'ALDH8A1', 'BPIFB2', 'CRYGS', 'MYOZ1', 'COLCA2', 'GSTM1', 'PDE1C', 'KNDC1', 'DUOXA1', 'B3GALT5.AS1', 'PCYT1B', 'IL22RA1', 'LOC148709', 'KLHL4', 'PPP1R36', 'HOXD3', 'TARP', 'FAM57B', 'OR7E91P', 'CAMP', 'LOC90768', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01272330861584492
		RMSE:  0.2421068018038906
		NRMSE:  0.08854110656959135
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028050639565306845
		RMSE:  0.22197574606877257
		NRMSE:  0.15575715092466183
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  LinearRegression
		Pearson Correlation:  0.8751122607832464
		Spearman Correlation:  0.8182698991642284
		Coefficient of Determination:  0.7658214689731647
		RMSE:  0.11642201900974823
		NRMSE:  0.04257680624990793
		MAPE:  462.4080009651964
		Pearson Correlation:  -0.04374069376857086
		Spearman Correlation:  -0.08523547675158046
		Coefficient of Determination:  -1.993026792794824
		RMSE:  0.3834886964756189
		NRMSE:  0.2690884379609153
		MAPE:  809.8230863716847

	Predictor:  ElasticNet
		Pearson Correlation:  0.5302026285208183
		Spearman Correlation:  0.49811618051114626
		Coefficient of Determination:  0.21284434911712735
		RMSE:  0.21344790507267536
		NRMSE:  0.07806023444729204
		MAPE:  249.8635033775244
		Pearson Correlation:  0.161257397186638
		Spearman Correlation:  0.12740557862317486
		Coefficient of Determination:  -0.009295117092312788
		RMSE:  0.22269288992892794
		NRMSE:  0.1562603603357761
		MAPE:  241.57783622480463

	Predictor:  RandomForests
		Pearson Correlation:  0.464143739872756
		Spearman Correlation:  0.4671949778890147
		Coefficient of Determination:  0.1417187299376801
		RMSE:  0.22288272328058506
		NRMSE:  0.08151065070237898
		MAPE:  274.0268653977501
		Pearson Correlation:  0.17625778879289702
		Spearman Correlation:  0.14178979787777904
		Coefficient of Determination:  0.006561899614965672
		RMSE:  0.22093660245522445
		NRMSE:  0.1550279989721883
		MAPE:  206.82833531058037

Protein:  CDH1
x_train_column_count:  836
x_train columns:  ['DES', 'POU5F1B', 'SOX15', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'ALOX15', 'C4ORF36', 'MPZ', 'PPP2R2B', 'TMEM200C', 'ACTA1', 'LEP', 'ABCA10', 'CA14', 'MST1L', 'TAT', 'NPTX1', 'PCDHGA1', 'CATSPER3', 'MUC6', 'FIBCD1', 'C10ORF55', 'GRIK4', 'GLDC', 'CYP4F35P', 'TUBA3E', 'FDCSP', 'ANP32AP1', 'LOC100272216', 'C1ORF228', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'PDE6G', 'BMX', 'LRFN2', 'IRX6', 'FBLL1', 'CACNA1F', 'LINC00922', 'CCL13', 'MAST1', 'LOC399815', 'XKRX', 'CFAP57', 'KIAA0125', 'PCDHA2', 'FOXP2', 'FOXF1', 'C1ORF186', 'GIPR', 'ALG1L', 'ASB14', 'CADM2', 'NXNL2', 'HHIPL2', 'JAKMIP2', 'KCNJ10', 'ZNF280B', 'LINC01139', 'TSSK4', 'HSD17B2', 'DNAJC5B', 'BRINP2', 'CERS1', 'TMEM35', 'ASAH2B', 'LGR5', 'MAT1A', 'PDZRN4', 'RNASE2', 'LRFN5', 'C2CD4B', 'C10ORF95', 'DNAI1', 'WNK3', 'FCGR3B', 'PCDHAC1', 'TMEM151B', 'GPR141', 'LGALS12', 'GDF6', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'TMEM253', 'KRT6A', 'MIR503HG', 'HP', 'HIST1H2AM', 'CYP11A1', 'DMC1', 'IL1RL2', 'AOC1', 'PCP4L1', 'MYT1', 'ESYT3', 'TLL2', 'C19ORF26', 'NFE2', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'KIF1A', 'HMGCLL1', 'UMODL1', 'HAND2.AS1', 'DYDC2', 'PQLC2L', 'PRAME', 'DGKI', 'EPHA7', 'SPSB4', 'LOC644172', 'TGM1', 'IGDCC3', 'IQSEC3', 'ATP8A2', 'PKD1L2', 'GP1BA', 'C2CD4C', 'UGT2B15', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'TMEM232', 'GPR27', 'CNTF', 'PLA2G10', 'MGAM', 'NBPF6', 'SLC25A21', 'DIO3', 'PLEKHD1', 'MCHR1', 'PRSS12', 'KERA', 'SLC6A4', 'CD244', 'LOC100130987', 'FCRL3', 'PTCHD4', 'PNMT', 'LINC00242', 'L1TD1', 'STAP1', 'LINC00839', 'IL10', 'RGN', 'DCANP1', 'CST4', 'FCRLA', 'PLCXD3', 'TBC1D3H', 'SPDYA', 'C6', 'SNAP25', 'TPSD1', 'GFRA2', 'FLG', 'PCDHGB3', 'DLGAP1', 'GJB3', 'GPR158', 'IGFL2', 'SFTPD', 'C1GALT1C1L', 'DNASE1L3', 'ZBED2', 'PROC', 'GDF10', 'NR6A1', 'ITPKA', 'TM4SF19', 'FAM186B', 'BCO2', 'PTH2R', 'BCAN', 'PNPLA3', 'SLC17A7', 'KCNG1', 'C1ORF229', 'PPM1N', 'DOC2B', 'HIST2H2BA', 'ALOX12P2', 'FAM86B2', 'FBXL13', 'SULT4A1', 'GUSBP5', 'FGF18', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'HTR1D', 'KCNJ3', 'HCN2', 'LCN12', 'LRRC31', 'EGOT', 'LRRIQ3', 'C10ORF82', 'ZNF660', 'RNF183', 'GJB5', 'SLC7A4', 'ATP1A4', 'NAALAD2', 'ADRA1B', 'SYT8', 'RAET1E', 'LTA', 'LRRIQ1', 'PCDHA7', 'SLC38A4', 'AURKAPS1', 'TNFSF15', 'CNGA1', 'C4ORF47', 'MAL', 'LY6G6C', 'SCGB3A1', 'FBXO24', 'TRPA1', 'RPL13AP3', 'KLK11', 'ACSL6', 'GRM8', 'TUBA3D', 'PTGDR', 'RP1', 'LINC01119', 'IQUB', 'CBLN4', 'LINC01341', 'ECT2L', 'SOX8', 'PAX2', 'EYS', 'NKPD1', 'ETV2', 'FXYD1', 'RNF138P1', 'MYCBPAP', 'TEKT3', 'XPNPEP2', 'CCR8', 'PPP1R3G', 'CCIN', 'STKLD1', 'C19ORF18', 'SLC30A8', 'UGT8', 'SLC28A3', 'JPH4', 'PLP1', 'UBE2Q2P1', 'SLC25A18', 'METTL7B', 'HEPACAM2', 'TEX14', 'IDI2.AS1', 'CASQ1', 'LINC00482', 'S100A3', 'ALOXE3', 'GLIS1', 'SGK2', 'NR1I3', 'CCDC36', 'PBX4', 'ZNF843', 'LRIT3', 'WNT2B', 'CACNG1', 'MS4A15', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'LPAR3', 'AOC2', 'TNNI3K', 'BCHE', 'GJB1', 'C9ORF43', 'PITX2', 'FCRL6', 'CCDC151', 'PNCK', 'CKMT2', 'FAM189A1', 'DQX1', 'ABCA17P', 'CACNA1G', 'C1ORF101', 'ENPP6', 'NLRP12', 'C2ORF50', 'ADCYAP1', 'CLDN9', 'FAM90A1', 'SLC6A20', 'IYD', 'SPIB', 'FAM95B1', 'CA3', 'OTOA', 'ZNF835', 'PCDH9', 'C2CD4A', 'C1ORF95', 'RYR2', 'LINC01550', 'ZCCHC18', 'CLEC3A', 'VSIG1', 'AURKC', 'ULBP3', 'CLECL1', 'CCDC158', 'CCDC65', 'IL20RB', 'ARC', 'GSDMC', 'TAS1R3', 'DDX11L2', 'SCN2B', 'TTC16', 'PCSK1N', 'SVOPL', 'ALDH8A1', 'BPIFB2', 'CRYGS', 'MYOZ1', 'COLCA2', 'GSTM1', 'PDE1C', 'KNDC1', 'DUOXA1', 'B3GALT5.AS1', 'PCYT1B', 'IL22RA1', 'LOC148709', 'KLHL4', 'PPP1R36', 'HOXD3', 'TARP', 'FAM57B', 'OR7E91P', 'CAMP', 'LOC90768', 'LOC441455', 'JPH3', 'CPEB1', 'LUZP2', 'FLJ37201', 'IL12RB2', 'RELN', 'FUT7', 'LBX2', 'SCARA5', 'RIMS1', 'PLA2G5', 'GPR18', 'MNX1', 'ZBED3.AS1', 'HIST1H2BN', 'SLC22A18AS', 'HOXB13', 'KCNE1', 'CD177', 'TUBB8', 'ZC3H12D', 'IGSF5', 'ASTN1', 'CIDEA', 'TCHH', 'KCNE2', 'ONECUT2', 'IRX4', 'C10ORF128', 'GAL', 'WDR72', 'CHRNA6', 'SP5', 'BTBD8', 'FAM135B', 'SLC16A10', 'SCN7A', 'MGC16142', 'HOXB8', 'SCART1', 'LINC01124', 'RSPH4A', 'CCDC183', 'ALB', 'YPEL4', 'GBP1P1', 'CCDC7', 'DCSTAMP', 'GRIN2C', 'CELF5', 'MGAT5B', 'CXXC4', 'SLC35F1', 'GPR3', 'CXCR5', 'HOXA11', 'PYDC1', 'CCDC153', 'OBP2B', 'SLC30A2', 'ATP13A5', 'NIPAL1', 'SKIDA1', 'SRL', 'FOXJ1', 'PCSK9', 'LRP1B', 'RPGRIP1', 'WT1', 'TNFRSF9', 'PCAT18', 'STRC', 'SLC18A2', 'INSM1', 'NOXO1', 'CNNM1', 'GPR174', 'PCK1', 'MARCO', 'GPX2', 'FOXD4', 'SLC25A53', 'PPP4R4', 'DMRT3', 'C17ORF104', 'IL20', 'LBP', 'CRISP3', 'KLHL14', 'FOXD1', 'NOS2', 'PKNOX2', 'INHA', 'COL23A1', 'TNFRSF17', 'BTLA', 'AVPR2', 'ADH1C', 'GPLD1', 'PARP15', 'CXCL2', 'MYBPC1', 'GLOD5', 'CST9', 'GPR55', 'SLCO4C1', 'PFN1P2', 'BCL2L14', 'STEAP1B', 'C2ORF40', 'SLC23A1', 'ULBP2', 'VSIG2', 'SCN3A', 'AMH', 'VAT1L', 'CXCR2P1', 'ZNF98', 'DHRS4L1', 'CYSLTR2', 'ZNF454', 'RNF212', 'HAP1', 'TPSG1', 'VGLL1', 'FAM178B', 'FAM218A', 'P2RX1', 'ORM1', 'DBIL5P', 'TMEM105', 'DKK1', 'SYN2', 'EMILIN3', 'ZNF488', 'IL23A', 'SIGLEC17P', 'CRYM', 'AMBP', 'DPY19L2P2', 'PRKG2', 'CXCL1', 'SPDYE1', 'DEPDC4', 'SUCNR1', 'CTCFL', 'LRRC2', 'FABP7', 'GPBAR1', 'BRINP1', 'LRGUK', 'ADAMTS18', 'VWDE', 'BDKRB1', 'XIRP1', 'TENM1', 'FUT6', 'LINC00930', 'RERGL', 'BMPER', 'CYP4F8', 'KIAA0319', 'CDR1', 'NUGGC', 'RDM1', 'CECR2', 'CLEC12A', 'HCG27', 'ABHD11.AS1', 'FAM184B', 'PKD1L1', 'PCDHGA3', 'SORCS1', 'SEC14L5', 'WSCD2', 'SSUH2', 'CBLN2', 'ECEL1', 'SPESP1', 'FSCN2', 'CCL17', 'DMRT2', 'ZNF732', 'FAM162B', 'GRIA3', 'TMEM217', 'RSPO1', 'GNB3', 'CTSG', 'RGS6', 'HOXD4', 'PIANP', 'FLJ12825', 'COL2A1', 'CHRNB2', 'ADAM32', 'RNF175', 'IL1R2', 'ADAMTS19', 'SERPINA6', 'MT1A', 'RASL10A', 'DIRC3', 'PRSS21', 'HECTD2.AS1', 'PFKFB1', 'POM121L9P', 'CYP46A1', 'LRRC16B', 'SMIM5', 'CAPN11', 'FOXC2', 'ZNF804A', 'TBX21', 'TRAT1', 'PART1', 'HIST1H2BE', 'LOC100126784', 'VIPR2', 'CYSRT1', 'GPR87', 'IGF2BP3', 'XKR9', 'EMX1', 'SLC26A10', 'HOGA1', 'CA9', 'CEP83.AS1', 'HS3ST3B1', 'SLC13A2', 'HTR7', 'WIPF3', 'ULBP1', 'ZSCAN1', 'ZBTB16', 'OTUD7A', 'TMSB15A', 'TMEM40', 'CYP26A1', 'CITED1', 'ROPN1L', 'MAPT.IT1', 'ANKK1', 'WFDC3', 'GZMM', 'M1AP', 'PVALB', 'FIRRE', 'CDHR1', 'MYO3B', 'IGSF22', 'MRAP2', 'SPAG17', 'INE2', 'RBM12B.AS1', 'TTC23L', 'RFX8', 'CRTAC1', 'MROH7', 'PYGM', 'BTC', 'PCDHA12', 'CFAP61', 'KCNT2', 'HEATR4', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'CLEC4E', 'MIA', 'OPCML', 'ADGRF1', 'LRRC4B', 'NWD1', 'SRSF12', 'B3GAT1', 'CCBE1', 'CIDEC', 'HPDL', 'LINC00173', 'TMEM59L', 'IL11', 'LSAMP', 'RNF182', 'TSPAN8', 'GAS2', 'FASLG', 'KCNA6', 'LOC613037', 'KLK6', 'GALNT13', 'ABCC6P2', 'DHDH', 'NLRP7', 'SMC1B', 'FRMPD1', 'SCN3B', 'RFPL1S', 'C15ORF56', 'COL28A1', 'FAM83A', 'SLC16A11', 'PSORS1C1', 'PTCHD1', 'SLC24A5', 'TUSC5', 'C9ORF47', 'ADGRG2', 'ANO5', 'SLC6A14', 'TMPRSS4', 'RUFY4', 'INTS4P2', 'IGSF1', 'KCNQ3', 'PIK3C2G', 'LOC100133669', 'CYP4F12', 'LINC00908', 'NBPF4', 'MYOM2', 'EBF2', 'VENTX', 'FAM157A', 'DSCAML1', 'PCDHA5', 'PTPRN', 'MAG', 'PLAC1', 'DLX5', 'CCNI2', 'CDKN2B.AS1', 'DLX2', 'SYT6', 'CNTN2', 'FAM19A2', 'KLK7', 'ZBTB20', 'NKX3.2', 'SFTPA2', 'BRE.AS1', 'SLC6A17', 'OR2W3', 'PTPRR', 'RYR3', 'GHRLOS', 'ABCC2', 'TFAP2E', 'ABCD2', 'CD160', 'CD1A', 'GRIA2', 'RGS9', 'CCDC144A', 'DEFB1', 'CDKL2', 'DCX', 'DLK2', 'CACNA1I', 'PWAR5', 'GGT3P', 'MYO16', 'SLC6A11', 'WDR17', 'MSMB', 'CHRFAM7A', 'BTBD19', 'MMP12', 'CABP4', 'TCEAL2', 'CHRNA10', 'UNC13A', 'FKBP1AP1', 'AGBL4', 'SLC39A2', 'LY6H', 'XCL2', 'SPAG8', 'TUBAL3', 'S100A7', 'P2RY12', 'PCBP3', 'SNORD116.4', 'KCNH3', 'LINC00202.1', 'ZNF727', 'ARL9', 'TM6SF2', 'MAK', 'GRID2IP', 'MPL', 'HRCT1', 'TCN1', 'ELOVL3', 'SLC46A2', 'SYCE3', 'CD70', 'TCTEX1D1', 'NOX5', 'GPM6A', 'GRIN2A', 'PGLYRP2', 'TIGD4', 'SYCE2', 'ARMC3', 'JAKMIP1', 'RAB9B', 'MKRN3', 'CTAGE6', 'BAIAP2L2', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'LONRF3', 'AGAP7P', 'ACY3', 'LRRC43', 'THPO', 'BEX1', 'LOC400927', 'KLK10', 'SCN9A', 'ACHE', 'AKR1E2', 'SCN2A', 'PRPH2', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'VN1R1', 'TMEM145', 'C6ORF52', 'CD40LG', 'BEGAIN', 'HRC', 'GPR82', 'PAH', 'LOC285593', 'CHODL', 'TTBK1', 'CXADRP3', 'MLLT4.AS1', 'TTYH1', 'CHST9', 'ADGRL3', 'APOBEC3A', 'GABRB3', 'SLC25A34', 'HIST1H2BH', 'TRH', 'BRSK2', 'MAPK4', 'C8ORF46', 'DNASE1L2', 'ST8SIA2', 'DGCR5', 'CAMK4', 'EPYC', 'MUC15', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.13712289650471754
		RMSE:  1.2526616491661007
		NRMSE:  0.19946206317730336
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.061578293423971475
		RMSE:  0.970096042376724
		NRMSE:  0.19071600723011914
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1747084136438477
		NRMSE:  0.18704952288841878
		MAPE:  547.6986763085636
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.045733924340672916
		RMSE:  0.9628293412733254
		NRMSE:  0.18928741030812832
		MAPE:  293.35791980552335

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  5.883526415269963e-15
		NRMSE:  9.368374279911408e-16
		MAPE:  5.243219593717101e-12
		Pearson Correlation:  0.3175056883049439
		Spearman Correlation:  0.2647090362722727
		Coefficient of Determination:  -1.1849643556839715
		RMSE:  1.3917489304556938
		NRMSE:  0.27361084623435966
		MAPE:  648.5882637754979

	Predictor:  ElasticNet
		Pearson Correlation:  0.9230731428808026
		Spearman Correlation:  0.8894281590739458
		Coefficient of Determination:  0.8211448681010838
		RMSE:  0.4967990792580283
		NRMSE:  0.07910561435273211
		MAPE:  313.0836849334754
		Pearson Correlation:  0.32094567127438073
		Spearman Correlation:  0.3006047456950835
		Coefficient of Determination:  -0.20054184966514432
		RMSE:  1.0316380926239082
		NRMSE:  0.20281486506190938
		MAPE:  408.6664712340436

	Predictor:  RandomForests
		Pearson Correlation:  0.6536085885375041
		Spearman Correlation:  0.6254387024272486
		Coefficient of Determination:  0.41944361422199283
		RMSE:  0.8950602750768586
		NRMSE:  0.14252098262425694
		MAPE:  336.0818018437372
		Pearson Correlation:  0.6256316720599945
		Spearman Correlation:  0.39758498322389296
		Coefficient of Determination:  0.3615061652279544
		RMSE:  0.7523450571358887
		NRMSE:  0.14790725772340832
		MAPE:  181.72602055642383

Protein:  CDH2
x_train_column_count:  474
x_train columns:  ['DES', 'POU5F1B', 'SOX15', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'ALOX15', 'C4ORF36', 'MPZ', 'PPP2R2B', 'TMEM200C', 'ACTA1', 'LEP', 'ABCA10', 'CA14', 'MST1L', 'TAT', 'NPTX1', 'PCDHGA1', 'CATSPER3', 'MUC6', 'FIBCD1', 'C10ORF55', 'GRIK4', 'GLDC', 'CYP4F35P', 'TUBA3E', 'FDCSP', 'ANP32AP1', 'LOC100272216', 'C1ORF228', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'PDE6G', 'BMX', 'LRFN2', 'IRX6', 'FBLL1', 'CACNA1F', 'LINC00922', 'CCL13', 'MAST1', 'LOC399815', 'XKRX', 'CFAP57', 'KIAA0125', 'PCDHA2', 'FOXP2', 'FOXF1', 'C1ORF186', 'GIPR', 'ALG1L', 'ASB14', 'CADM2', 'NXNL2', 'HHIPL2', 'JAKMIP2', 'KCNJ10', 'ZNF280B', 'LINC01139', 'TSSK4', 'HSD17B2', 'DNAJC5B', 'BRINP2', 'CERS1', 'TMEM35', 'ASAH2B', 'LGR5', 'MAT1A', 'PDZRN4', 'RNASE2', 'LRFN5', 'C2CD4B', 'C10ORF95', 'DNAI1', 'WNK3', 'FCGR3B', 'PCDHAC1', 'TMEM151B', 'GPR141', 'LGALS12', 'GDF6', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'TMEM253', 'KRT6A', 'MIR503HG', 'HP', 'HIST1H2AM', 'CYP11A1', 'DMC1', 'IL1RL2', 'AOC1', 'PCP4L1', 'MYT1', 'ESYT3', 'TLL2', 'C19ORF26', 'NFE2', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'KIF1A', 'HMGCLL1', 'UMODL1', 'HAND2.AS1', 'DYDC2', 'PQLC2L', 'PRAME', 'DGKI', 'EPHA7', 'SPSB4', 'LOC644172', 'TGM1', 'IGDCC3', 'IQSEC3', 'ATP8A2', 'PKD1L2', 'GP1BA', 'C2CD4C', 'UGT2B15', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'TMEM232', 'GPR27', 'CNTF', 'PLA2G10', 'MGAM', 'NBPF6', 'SLC25A21', 'DIO3', 'PLEKHD1', 'MCHR1', 'PRSS12', 'KERA', 'SLC6A4', 'CD244', 'LOC100130987', 'FCRL3', 'PTCHD4', 'PNMT', 'LINC00242', 'L1TD1', 'STAP1', 'LINC00839', 'IL10', 'RGN', 'DCANP1', 'CST4', 'FCRLA', 'PLCXD3', 'TBC1D3H', 'SPDYA', 'C6', 'SNAP25', 'TPSD1', 'GFRA2', 'FLG', 'PCDHGB3', 'DLGAP1', 'GJB3', 'GPR158', 'IGFL2', 'SFTPD', 'C1GALT1C1L', 'DNASE1L3', 'ZBED2', 'PROC', 'GDF10', 'NR6A1', 'ITPKA', 'TM4SF19', 'FAM186B', 'BCO2', 'PTH2R', 'BCAN', 'PNPLA3', 'SLC17A7', 'KCNG1', 'C1ORF229', 'PPM1N', 'DOC2B', 'HIST2H2BA', 'ALOX12P2', 'FAM86B2', 'FBXL13', 'SULT4A1', 'GUSBP5', 'FGF18', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'HTR1D', 'KCNJ3', 'HCN2', 'LCN12', 'LRRC31', 'EGOT', 'LRRIQ3', 'C10ORF82', 'ZNF660', 'RNF183', 'GJB5', 'SLC7A4', 'ATP1A4', 'NAALAD2', 'ADRA1B', 'SYT8', 'RAET1E', 'LTA', 'LRRIQ1', 'PCDHA7', 'SLC38A4', 'AURKAPS1', 'TNFSF15', 'CNGA1', 'C4ORF47', 'MAL', 'LY6G6C', 'SCGB3A1', 'FBXO24', 'TRPA1', 'RPL13AP3', 'KLK11', 'ACSL6', 'GRM8', 'TUBA3D', 'PTGDR', 'RP1', 'LINC01119', 'IQUB', 'CBLN4', 'LINC01341', 'ECT2L', 'SOX8', 'PAX2', 'EYS', 'NKPD1', 'ETV2', 'FXYD1', 'RNF138P1', 'MYCBPAP', 'TEKT3', 'XPNPEP2', 'CCR8', 'PPP1R3G', 'CCIN', 'STKLD1', 'C19ORF18', 'SLC30A8', 'UGT8', 'SLC28A3', 'JPH4', 'PLP1', 'UBE2Q2P1', 'SLC25A18', 'METTL7B', 'HEPACAM2', 'TEX14', 'IDI2.AS1', 'CASQ1', 'LINC00482', 'S100A3', 'ALOXE3', 'GLIS1', 'SGK2', 'NR1I3', 'CCDC36', 'PBX4', 'ZNF843', 'LRIT3', 'WNT2B', 'CACNG1', 'MS4A15', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'LPAR3', 'AOC2', 'TNNI3K', 'BCHE', 'GJB1', 'C9ORF43', 'PITX2', 'FCRL6', 'CCDC151', 'PNCK', 'CKMT2', 'FAM189A1', 'DQX1', 'ABCA17P', 'CACNA1G', 'C1ORF101', 'ENPP6', 'NLRP12', 'C2ORF50', 'ADCYAP1', 'CLDN9', 'FAM90A1', 'SLC6A20', 'IYD', 'SPIB', 'FAM95B1', 'CA3', 'OTOA', 'ZNF835', 'PCDH9', 'C2CD4A', 'C1ORF95', 'RYR2', 'LINC01550', 'ZCCHC18', 'CLEC3A', 'VSIG1', 'AURKC', 'ULBP3', 'CLECL1', 'CCDC158', 'CCDC65', 'IL20RB', 'ARC', 'GSDMC', 'TAS1R3', 'DDX11L2', 'SCN2B', 'TTC16', 'PCSK1N', 'SVOPL', 'ALDH8A1', 'BPIFB2', 'CRYGS', 'MYOZ1', 'COLCA2', 'GSTM1', 'PDE1C', 'KNDC1', 'DUOXA1', 'B3GALT5.AS1', 'PCYT1B', 'IL22RA1', 'LOC148709', 'KLHL4', 'PPP1R36', 'HOXD3', 'TARP', 'FAM57B', 'OR7E91P', 'CAMP', 'LOC90768', 'LOC441455', 'JPH3', 'CPEB1', 'LUZP2', 'FLJ37201', 'IL12RB2', 'RELN', 'FUT7', 'LBX2', 'SCARA5', 'RIMS1', 'PLA2G5', 'GPR18', 'MNX1', 'ZBED3.AS1', 'HIST1H2BN', 'SLC22A18AS', 'HOXB13', 'KCNE1', 'CD177', 'TUBB8', 'ZC3H12D', 'IGSF5', 'ASTN1', 'CIDEA', 'TCHH', 'KCNE2', 'ONECUT2', 'IRX4', 'C10ORF128', 'GAL', 'WDR72', 'CHRNA6', 'SP5', 'BTBD8', 'FAM135B', 'SLC16A10', 'SCN7A', 'MGC16142', 'HOXB8', 'SCART1', 'LINC01124', 'RSPH4A', 'CCDC183', 'ALB', 'YPEL4', 'GBP1P1', 'CCDC7', 'DCSTAMP', 'GRIN2C', 'CELF5', 'MGAT5B', 'CXXC4', 'SLC35F1', 'GPR3', 'CXCR5', 'HOXA11', 'PYDC1', 'CCDC153', 'OBP2B', 'SLC30A2', 'ATP13A5', 'NIPAL1', 'SKIDA1', 'SRL', 'FOXJ1', 'PCSK9', 'LRP1B', 'RPGRIP1', 'WT1', 'TNFRSF9', 'PCAT18', 'STRC', 'SLC18A2', 'INSM1', 'NOXO1', 'CNNM1', 'GPR174', 'PCK1', 'MARCO', 'GPX2', 'FOXD4', 'SLC25A53', 'PPP4R4', 'DMRT3', 'C17ORF104', 'IL20', 'LBP', 'CRISP3', 'KLHL14', 'FOXD1', 'NOS2', 'PKNOX2', 'INHA', 'COL23A1', 'TNFRSF17', 'BTLA', 'AVPR2', 'ADH1C', 'GPLD1', 'PARP15', 'CXCL2', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032532184952558385
		RMSE:  0.38185758840977485
		NRMSE:  0.13836422509231644
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01322006783790175
		RMSE:  0.3341656221976159
		NRMSE:  0.1760731037776972
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  LinearRegression
		Pearson Correlation:  0.9545444724680601
		Spearman Correlation:  0.9384920381107861
		Coefficient of Determination:  0.9111551499193269
		RMSE:  0.11363504128826225
		NRMSE:  0.04117510011169732
		MAPE:  578.2018125735397
		Pearson Correlation:  0.07339792123310303
		Spearman Correlation:  0.04658162819985287
		Coefficient of Determination:  -6.435205951529378
		RMSE:  0.905224665573711
		NRMSE:  0.47696622840944164
		MAPE:  1474.2950055631698

	Predictor:  ElasticNet
		Pearson Correlation:  0.6867673692981417
		Spearman Correlation:  0.6829861673551064
		Coefficient of Determination:  0.3875074647181205
		RMSE:  0.2983640850895056
		NRMSE:  0.10811076349355231
		MAPE:  1172.6678940968661
		Pearson Correlation:  -0.02108466723077229
		Spearman Correlation:  -0.02980835172508386
		Coefficient of Determination:  -0.25622678442862523
		RMSE:  0.3720864904810388
		NRMSE:  0.19605374970021228
		MAPE:  2197.05950979228

	Predictor:  RandomForests
		Pearson Correlation:  0.4446657815066397
		Spearman Correlation:  0.478002062775003
		Coefficient of Determination:  0.1409535472719523
		RMSE:  0.35334949020348894
		NRMSE:  0.12803445546905173
		MAPE:  571.7021105068637
		Pearson Correlation:  0.07381898046211917
		Spearman Correlation:  0.07844736218656093
		Coefficient of Determination:  -0.017249139437553573
		RMSE:  0.3348293681336518
		NRMSE:  0.17642283396929828
		MAPE:  3244.3018425571026

Protein:  CDH3
x_train_column_count:  78
x_train columns:  ['DES', 'POU5F1B', 'SOX15', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'ALOX15', 'C4ORF36', 'MPZ', 'PPP2R2B', 'TMEM200C', 'ACTA1', 'LEP', 'ABCA10', 'CA14', 'MST1L', 'TAT', 'NPTX1', 'PCDHGA1', 'CATSPER3', 'MUC6', 'FIBCD1', 'C10ORF55', 'GRIK4', 'GLDC', 'CYP4F35P', 'TUBA3E', 'FDCSP', 'ANP32AP1', 'LOC100272216', 'C1ORF228', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'PDE6G', 'BMX', 'LRFN2', 'IRX6', 'FBLL1', 'CACNA1F', 'LINC00922', 'CCL13', 'MAST1', 'LOC399815', 'XKRX', 'CFAP57', 'KIAA0125', 'PCDHA2', 'FOXP2', 'FOXF1', 'C1ORF186', 'GIPR', 'ALG1L', 'ASB14', 'CADM2', 'NXNL2', 'HHIPL2', 'JAKMIP2', 'KCNJ10', 'ZNF280B', 'LINC01139', 'TSSK4', 'HSD17B2', 'DNAJC5B', 'BRINP2', 'CERS1', 'TMEM35', 'ASAH2B', 'LGR5', 'MAT1A', 'PDZRN4', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.2263418226753373e-05
		RMSE:  0.21251306884336046
		NRMSE:  0.14909431220418734
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004123239054339534
		RMSE:  0.18871613277479948
		NRMSE:  0.16414808838605816
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  LinearRegression
		Pearson Correlation:  0.5781534289266359
		Spearman Correlation:  0.5728369809430283
		Coefficient of Determination:  0.33426138737962663
		RMSE:  0.17339344759266423
		NRMSE:  0.12164887999709845
		MAPE:  652.6182670532878
		Pearson Correlation:  0.2855335217717521
		Spearman Correlation:  0.3205002556141598
		Coefficient of Determination:  -0.03295704201251359
		RMSE:  0.1914064856816547
		NRMSE:  0.16648819720585445
		MAPE:  257.72800441412625

	Predictor:  ElasticNet
		Pearson Correlation:  0.4979044362217941
		Spearman Correlation:  0.5177856062995396
		Coefficient of Determination:  0.22034245825535037
		RMSE:  0.18764316541784923
		NRMSE:  0.1316461563519737
		MAPE:  341.4808514614244
		Pearson Correlation:  0.3034165673901857
		Spearman Correlation:  0.3290938789760471
		Coefficient of Determination:  0.08938033323129868
		RMSE:  0.17971487779424755
		NRMSE:  0.15631866343754952
		MAPE:  197.20130431321547

	Predictor:  RandomForests
		Pearson Correlation:  0.4625317299652922
		Spearman Correlation:  0.4864817930407679
		Coefficient of Determination:  0.19111416014524385
		RMSE:  0.19112804823981341
		NRMSE:  0.13409107049434066
		MAPE:  300.1824559130542
		Pearson Correlation:  0.19875883485081616
		Spearman Correlation:  0.19644883352660258
		Coefficient of Determination:  0.01971098130664828
		RMSE:  0.18646296592585274
		NRMSE:  0.16218825047696533
		MAPE:  193.94707777126214

Protein:  PTEN
x_train_column_count:  886
x_train columns:  ['DES', 'POU5F1B', 'SOX15', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'ALOX15', 'C4ORF36', 'MPZ', 'PPP2R2B', 'TMEM200C', 'ACTA1', 'LEP', 'ABCA10', 'CA14', 'MST1L', 'TAT', 'NPTX1', 'PCDHGA1', 'CATSPER3', 'MUC6', 'FIBCD1', 'C10ORF55', 'GRIK4', 'GLDC', 'CYP4F35P', 'TUBA3E', 'FDCSP', 'ANP32AP1', 'LOC100272216', 'C1ORF228', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'PDE6G', 'BMX', 'LRFN2', 'IRX6', 'FBLL1', 'CACNA1F', 'LINC00922', 'CCL13', 'MAST1', 'LOC399815', 'XKRX', 'CFAP57', 'KIAA0125', 'PCDHA2', 'FOXP2', 'FOXF1', 'C1ORF186', 'GIPR', 'ALG1L', 'ASB14', 'CADM2', 'NXNL2', 'HHIPL2', 'JAKMIP2', 'KCNJ10', 'ZNF280B', 'LINC01139', 'TSSK4', 'HSD17B2', 'DNAJC5B', 'BRINP2', 'CERS1', 'TMEM35', 'ASAH2B', 'LGR5', 'MAT1A', 'PDZRN4', 'RNASE2', 'LRFN5', 'C2CD4B', 'C10ORF95', 'DNAI1', 'WNK3', 'FCGR3B', 'PCDHAC1', 'TMEM151B', 'GPR141', 'LGALS12', 'GDF6', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'TMEM253', 'KRT6A', 'MIR503HG', 'HP', 'HIST1H2AM', 'CYP11A1', 'DMC1', 'IL1RL2', 'AOC1', 'PCP4L1', 'MYT1', 'ESYT3', 'TLL2', 'C19ORF26', 'NFE2', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'KIF1A', 'HMGCLL1', 'UMODL1', 'HAND2.AS1', 'DYDC2', 'PQLC2L', 'PRAME', 'DGKI', 'EPHA7', 'SPSB4', 'LOC644172', 'TGM1', 'IGDCC3', 'IQSEC3', 'ATP8A2', 'PKD1L2', 'GP1BA', 'C2CD4C', 'UGT2B15', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'TMEM232', 'GPR27', 'CNTF', 'PLA2G10', 'MGAM', 'NBPF6', 'SLC25A21', 'DIO3', 'PLEKHD1', 'MCHR1', 'PRSS12', 'KERA', 'SLC6A4', 'CD244', 'LOC100130987', 'FCRL3', 'PTCHD4', 'PNMT', 'LINC00242', 'L1TD1', 'STAP1', 'LINC00839', 'IL10', 'RGN', 'DCANP1', 'CST4', 'FCRLA', 'PLCXD3', 'TBC1D3H', 'SPDYA', 'C6', 'SNAP25', 'TPSD1', 'GFRA2', 'FLG', 'PCDHGB3', 'DLGAP1', 'GJB3', 'GPR158', 'IGFL2', 'SFTPD', 'C1GALT1C1L', 'DNASE1L3', 'ZBED2', 'PROC', 'GDF10', 'NR6A1', 'ITPKA', 'TM4SF19', 'FAM186B', 'BCO2', 'PTH2R', 'BCAN', 'PNPLA3', 'SLC17A7', 'KCNG1', 'C1ORF229', 'PPM1N', 'DOC2B', 'HIST2H2BA', 'ALOX12P2', 'FAM86B2', 'FBXL13', 'SULT4A1', 'GUSBP5', 'FGF18', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'HTR1D', 'KCNJ3', 'HCN2', 'LCN12', 'LRRC31', 'EGOT', 'LRRIQ3', 'C10ORF82', 'ZNF660', 'RNF183', 'GJB5', 'SLC7A4', 'ATP1A4', 'NAALAD2', 'ADRA1B', 'SYT8', 'RAET1E', 'LTA', 'LRRIQ1', 'PCDHA7', 'SLC38A4', 'AURKAPS1', 'TNFSF15', 'CNGA1', 'C4ORF47', 'MAL', 'LY6G6C', 'SCGB3A1', 'FBXO24', 'TRPA1', 'RPL13AP3', 'KLK11', 'ACSL6', 'GRM8', 'TUBA3D', 'PTGDR', 'RP1', 'LINC01119', 'IQUB', 'CBLN4', 'LINC01341', 'ECT2L', 'SOX8', 'PAX2', 'EYS', 'NKPD1', 'ETV2', 'FXYD1', 'RNF138P1', 'MYCBPAP', 'TEKT3', 'XPNPEP2', 'CCR8', 'PPP1R3G', 'CCIN', 'STKLD1', 'C19ORF18', 'SLC30A8', 'UGT8', 'SLC28A3', 'JPH4', 'PLP1', 'UBE2Q2P1', 'SLC25A18', 'METTL7B', 'HEPACAM2', 'TEX14', 'IDI2.AS1', 'CASQ1', 'LINC00482', 'S100A3', 'ALOXE3', 'GLIS1', 'SGK2', 'NR1I3', 'CCDC36', 'PBX4', 'ZNF843', 'LRIT3', 'WNT2B', 'CACNG1', 'MS4A15', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'LPAR3', 'AOC2', 'TNNI3K', 'BCHE', 'GJB1', 'C9ORF43', 'PITX2', 'FCRL6', 'CCDC151', 'PNCK', 'CKMT2', 'FAM189A1', 'DQX1', 'ABCA17P', 'CACNA1G', 'C1ORF101', 'ENPP6', 'NLRP12', 'C2ORF50', 'ADCYAP1', 'CLDN9', 'FAM90A1', 'SLC6A20', 'IYD', 'SPIB', 'FAM95B1', 'CA3', 'OTOA', 'ZNF835', 'PCDH9', 'C2CD4A', 'C1ORF95', 'RYR2', 'LINC01550', 'ZCCHC18', 'CLEC3A', 'VSIG1', 'AURKC', 'ULBP3', 'CLECL1', 'CCDC158', 'CCDC65', 'IL20RB', 'ARC', 'GSDMC', 'TAS1R3', 'DDX11L2', 'SCN2B', 'TTC16', 'PCSK1N', 'SVOPL', 'ALDH8A1', 'BPIFB2', 'CRYGS', 'MYOZ1', 'COLCA2', 'GSTM1', 'PDE1C', 'KNDC1', 'DUOXA1', 'B3GALT5.AS1', 'PCYT1B', 'IL22RA1', 'LOC148709', 'KLHL4', 'PPP1R36', 'HOXD3', 'TARP', 'FAM57B', 'OR7E91P', 'CAMP', 'LOC90768', 'LOC441455', 'JPH3', 'CPEB1', 'LUZP2', 'FLJ37201', 'IL12RB2', 'RELN', 'FUT7', 'LBX2', 'SCARA5', 'RIMS1', 'PLA2G5', 'GPR18', 'MNX1', 'ZBED3.AS1', 'HIST1H2BN', 'SLC22A18AS', 'HOXB13', 'KCNE1', 'CD177', 'TUBB8', 'ZC3H12D', 'IGSF5', 'ASTN1', 'CIDEA', 'TCHH', 'KCNE2', 'ONECUT2', 'IRX4', 'C10ORF128', 'GAL', 'WDR72', 'CHRNA6', 'SP5', 'BTBD8', 'FAM135B', 'SLC16A10', 'SCN7A', 'MGC16142', 'HOXB8', 'SCART1', 'LINC01124', 'RSPH4A', 'CCDC183', 'ALB', 'YPEL4', 'GBP1P1', 'CCDC7', 'DCSTAMP', 'GRIN2C', 'CELF5', 'MGAT5B', 'CXXC4', 'SLC35F1', 'GPR3', 'CXCR5', 'HOXA11', 'PYDC1', 'CCDC153', 'OBP2B', 'SLC30A2', 'ATP13A5', 'NIPAL1', 'SKIDA1', 'SRL', 'FOXJ1', 'PCSK9', 'LRP1B', 'RPGRIP1', 'WT1', 'TNFRSF9', 'PCAT18', 'STRC', 'SLC18A2', 'INSM1', 'NOXO1', 'CNNM1', 'GPR174', 'PCK1', 'MARCO', 'GPX2', 'FOXD4', 'SLC25A53', 'PPP4R4', 'DMRT3', 'C17ORF104', 'IL20', 'LBP', 'CRISP3', 'KLHL14', 'FOXD1', 'NOS2', 'PKNOX2', 'INHA', 'COL23A1', 'TNFRSF17', 'BTLA', 'AVPR2', 'ADH1C', 'GPLD1', 'PARP15', 'CXCL2', 'MYBPC1', 'GLOD5', 'CST9', 'GPR55', 'SLCO4C1', 'PFN1P2', 'BCL2L14', 'STEAP1B', 'C2ORF40', 'SLC23A1', 'ULBP2', 'VSIG2', 'SCN3A', 'AMH', 'VAT1L', 'CXCR2P1', 'ZNF98', 'DHRS4L1', 'CYSLTR2', 'ZNF454', 'RNF212', 'HAP1', 'TPSG1', 'VGLL1', 'FAM178B', 'FAM218A', 'P2RX1', 'ORM1', 'DBIL5P', 'TMEM105', 'DKK1', 'SYN2', 'EMILIN3', 'ZNF488', 'IL23A', 'SIGLEC17P', 'CRYM', 'AMBP', 'DPY19L2P2', 'PRKG2', 'CXCL1', 'SPDYE1', 'DEPDC4', 'SUCNR1', 'CTCFL', 'LRRC2', 'FABP7', 'GPBAR1', 'BRINP1', 'LRGUK', 'ADAMTS18', 'VWDE', 'BDKRB1', 'XIRP1', 'TENM1', 'FUT6', 'LINC00930', 'RERGL', 'BMPER', 'CYP4F8', 'KIAA0319', 'CDR1', 'NUGGC', 'RDM1', 'CECR2', 'CLEC12A', 'HCG27', 'ABHD11.AS1', 'FAM184B', 'PKD1L1', 'PCDHGA3', 'SORCS1', 'SEC14L5', 'WSCD2', 'SSUH2', 'CBLN2', 'ECEL1', 'SPESP1', 'FSCN2', 'CCL17', 'DMRT2', 'ZNF732', 'FAM162B', 'GRIA3', 'TMEM217', 'RSPO1', 'GNB3', 'CTSG', 'RGS6', 'HOXD4', 'PIANP', 'FLJ12825', 'COL2A1', 'CHRNB2', 'ADAM32', 'RNF175', 'IL1R2', 'ADAMTS19', 'SERPINA6', 'MT1A', 'RASL10A', 'DIRC3', 'PRSS21', 'HECTD2.AS1', 'PFKFB1', 'POM121L9P', 'CYP46A1', 'LRRC16B', 'SMIM5', 'CAPN11', 'FOXC2', 'ZNF804A', 'TBX21', 'TRAT1', 'PART1', 'HIST1H2BE', 'LOC100126784', 'VIPR2', 'CYSRT1', 'GPR87', 'IGF2BP3', 'XKR9', 'EMX1', 'SLC26A10', 'HOGA1', 'CA9', 'CEP83.AS1', 'HS3ST3B1', 'SLC13A2', 'HTR7', 'WIPF3', 'ULBP1', 'ZSCAN1', 'ZBTB16', 'OTUD7A', 'TMSB15A', 'TMEM40', 'CYP26A1', 'CITED1', 'ROPN1L', 'MAPT.IT1', 'ANKK1', 'WFDC3', 'GZMM', 'M1AP', 'PVALB', 'FIRRE', 'CDHR1', 'MYO3B', 'IGSF22', 'MRAP2', 'SPAG17', 'INE2', 'RBM12B.AS1', 'TTC23L', 'RFX8', 'CRTAC1', 'MROH7', 'PYGM', 'BTC', 'PCDHA12', 'CFAP61', 'KCNT2', 'HEATR4', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'CLEC4E', 'MIA', 'OPCML', 'ADGRF1', 'LRRC4B', 'NWD1', 'SRSF12', 'B3GAT1', 'CCBE1', 'CIDEC', 'HPDL', 'LINC00173', 'TMEM59L', 'IL11', 'LSAMP', 'RNF182', 'TSPAN8', 'GAS2', 'FASLG', 'KCNA6', 'LOC613037', 'KLK6', 'GALNT13', 'ABCC6P2', 'DHDH', 'NLRP7', 'SMC1B', 'FRMPD1', 'SCN3B', 'RFPL1S', 'C15ORF56', 'COL28A1', 'FAM83A', 'SLC16A11', 'PSORS1C1', 'PTCHD1', 'SLC24A5', 'TUSC5', 'C9ORF47', 'ADGRG2', 'ANO5', 'SLC6A14', 'TMPRSS4', 'RUFY4', 'INTS4P2', 'IGSF1', 'KCNQ3', 'PIK3C2G', 'LOC100133669', 'CYP4F12', 'LINC00908', 'NBPF4', 'MYOM2', 'EBF2', 'VENTX', 'FAM157A', 'DSCAML1', 'PCDHA5', 'PTPRN', 'MAG', 'PLAC1', 'DLX5', 'CCNI2', 'CDKN2B.AS1', 'DLX2', 'SYT6', 'CNTN2', 'FAM19A2', 'KLK7', 'ZBTB20', 'NKX3.2', 'SFTPA2', 'BRE.AS1', 'SLC6A17', 'OR2W3', 'PTPRR', 'RYR3', 'GHRLOS', 'ABCC2', 'TFAP2E', 'ABCD2', 'CD160', 'CD1A', 'GRIA2', 'RGS9', 'CCDC144A', 'DEFB1', 'CDKL2', 'DCX', 'DLK2', 'CACNA1I', 'PWAR5', 'GGT3P', 'MYO16', 'SLC6A11', 'WDR17', 'MSMB', 'CHRFAM7A', 'BTBD19', 'MMP12', 'CABP4', 'TCEAL2', 'CHRNA10', 'UNC13A', 'FKBP1AP1', 'AGBL4', 'SLC39A2', 'LY6H', 'XCL2', 'SPAG8', 'TUBAL3', 'S100A7', 'P2RY12', 'PCBP3', 'SNORD116.4', 'KCNH3', 'LINC00202.1', 'ZNF727', 'ARL9', 'TM6SF2', 'MAK', 'GRID2IP', 'MPL', 'HRCT1', 'TCN1', 'ELOVL3', 'SLC46A2', 'SYCE3', 'CD70', 'TCTEX1D1', 'NOX5', 'GPM6A', 'GRIN2A', 'PGLYRP2', 'TIGD4', 'SYCE2', 'ARMC3', 'JAKMIP1', 'RAB9B', 'MKRN3', 'CTAGE6', 'BAIAP2L2', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'LONRF3', 'AGAP7P', 'ACY3', 'LRRC43', 'THPO', 'BEX1', 'LOC400927', 'KLK10', 'SCN9A', 'ACHE', 'AKR1E2', 'SCN2A', 'PRPH2', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'VN1R1', 'TMEM145', 'C6ORF52', 'CD40LG', 'BEGAIN', 'HRC', 'GPR82', 'PAH', 'LOC285593', 'CHODL', 'TTBK1', 'CXADRP3', 'MLLT4.AS1', 'TTYH1', 'CHST9', 'ADGRL3', 'APOBEC3A', 'GABRB3', 'SLC25A34', 'HIST1H2BH', 'TRH', 'BRSK2', 'MAPK4', 'C8ORF46', 'DNASE1L2', 'ST8SIA2', 'DGCR5', 'CAMK4', 'EPYC', 'MUC15', 'GBP6', 'GPR63', 'ANKLE1', 'CAPSL', 'IL17D', 'ROBO2', 'SLC35F3', 'AIM1L', 'ASGR1', 'HAMP', 'TNFSF11', 'RMRP', 'FAM201A', 'PCDHA1', 'MYO15A', 'FAM159A', 'CHKB.AS1', 'DUSP9', 'NMU', 'PTX3', 'DCLK3', 'NEK5', 'RHCE', 'TDRD6', 'LYG1', 'MTUS2', 'KCNK17', 'LOC100132215', 'RUNDC3A', 'UCKL1.AS1', 'C1QL3', 'CYTL1', 'LINC00961', 'CYP2E1', 'RRN3P1', 'FOLR1', 'PNMA6A', 'ROPN1B', 'SIGLEC6', 'LINC00689', 'XCL1', 'HBA1', 'RRN3P2', 'ADRA2B', 'THSD7B', 'SLC2A14', 'ATP13A4', 'MT1L', 'DPEP1', 'KISS1R', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023393971457565055
		RMSE:  0.6366126117528933
		NRMSE:  0.09954071014821253
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20813248536085016
		RMSE:  0.517654316968625
		NRMSE:  0.12376376344107133
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6292943186382643
		NRMSE:  0.09839642227163854
		MAPE:  299.798968451812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06342466003107061
		RMSE:  0.4856640113421529
		NRMSE:  0.11611533767086332
		MAPE:  95.15154235140719

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  4.1303837805142994e-15
		NRMSE:  6.45826562507122e-16
		MAPE:  8.723766037271036e-12
		Pearson Correlation:  0.011461661899979395
		Spearman Correlation:  0.047264928490380186
		Coefficient of Determination:  -3.5943789288248684
		RMSE:  1.0094759224119536
		NRMSE:  0.24135129403049627
		MAPE:  403.7170142863816

	Predictor:  ElasticNet
		Pearson Correlation:  0.8460751278842252
		Spearman Correlation:  0.8090231684193534
		Coefficient of Determination:  0.6358136342461727
		RMSE:  0.37976562577335676
		NRMSE:  0.0593801306814724
		MAPE:  356.63424389121303
		Pearson Correlation:  0.15292772921837586
		Spearman Correlation:  0.12423346924525244
		Coefficient of Determination:  -0.33509026886618054
		RMSE:  0.5441741082988921
		NRMSE:  0.13010426727367957
		MAPE:  170.36378648709407

	Predictor:  RandomForests
		Pearson Correlation:  0.5471359501005076
		Spearman Correlation:  0.5462561748679526
		Coefficient of Determination:  0.1650146651529787
		RMSE:  0.5750336171832976
		NRMSE:  0.08991222221613597
		MAPE:  335.69286854696793
		Pearson Correlation:  0.1661370525236204
		Spearman Correlation:  0.19233905659671569
		Coefficient of Determination:  -0.023409265668744572
		RMSE:  0.47643891985887155
		NRMSE:  0.1139097498825782
		MAPE:  95.08513023715432

Protein:  BRCA2
x_train_column_count:  363
x_train columns:  ['DES', 'POU5F1B', 'SOX15', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'ALOX15', 'C4ORF36', 'MPZ', 'PPP2R2B', 'TMEM200C', 'ACTA1', 'LEP', 'ABCA10', 'CA14', 'MST1L', 'TAT', 'NPTX1', 'PCDHGA1', 'CATSPER3', 'MUC6', 'FIBCD1', 'C10ORF55', 'GRIK4', 'GLDC', 'CYP4F35P', 'TUBA3E', 'FDCSP', 'ANP32AP1', 'LOC100272216', 'C1ORF228', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'PDE6G', 'BMX', 'LRFN2', 'IRX6', 'FBLL1', 'CACNA1F', 'LINC00922', 'CCL13', 'MAST1', 'LOC399815', 'XKRX', 'CFAP57', 'KIAA0125', 'PCDHA2', 'FOXP2', 'FOXF1', 'C1ORF186', 'GIPR', 'ALG1L', 'ASB14', 'CADM2', 'NXNL2', 'HHIPL2', 'JAKMIP2', 'KCNJ10', 'ZNF280B', 'LINC01139', 'TSSK4', 'HSD17B2', 'DNAJC5B', 'BRINP2', 'CERS1', 'TMEM35', 'ASAH2B', 'LGR5', 'MAT1A', 'PDZRN4', 'RNASE2', 'LRFN5', 'C2CD4B', 'C10ORF95', 'DNAI1', 'WNK3', 'FCGR3B', 'PCDHAC1', 'TMEM151B', 'GPR141', 'LGALS12', 'GDF6', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'TMEM253', 'KRT6A', 'MIR503HG', 'HP', 'HIST1H2AM', 'CYP11A1', 'DMC1', 'IL1RL2', 'AOC1', 'PCP4L1', 'MYT1', 'ESYT3', 'TLL2', 'C19ORF26', 'NFE2', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'KIF1A', 'HMGCLL1', 'UMODL1', 'HAND2.AS1', 'DYDC2', 'PQLC2L', 'PRAME', 'DGKI', 'EPHA7', 'SPSB4', 'LOC644172', 'TGM1', 'IGDCC3', 'IQSEC3', 'ATP8A2', 'PKD1L2', 'GP1BA', 'C2CD4C', 'UGT2B15', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'TMEM232', 'GPR27', 'CNTF', 'PLA2G10', 'MGAM', 'NBPF6', 'SLC25A21', 'DIO3', 'PLEKHD1', 'MCHR1', 'PRSS12', 'KERA', 'SLC6A4', 'CD244', 'LOC100130987', 'FCRL3', 'PTCHD4', 'PNMT', 'LINC00242', 'L1TD1', 'STAP1', 'LINC00839', 'IL10', 'RGN', 'DCANP1', 'CST4', 'FCRLA', 'PLCXD3', 'TBC1D3H', 'SPDYA', 'C6', 'SNAP25', 'TPSD1', 'GFRA2', 'FLG', 'PCDHGB3', 'DLGAP1', 'GJB3', 'GPR158', 'IGFL2', 'SFTPD', 'C1GALT1C1L', 'DNASE1L3', 'ZBED2', 'PROC', 'GDF10', 'NR6A1', 'ITPKA', 'TM4SF19', 'FAM186B', 'BCO2', 'PTH2R', 'BCAN', 'PNPLA3', 'SLC17A7', 'KCNG1', 'C1ORF229', 'PPM1N', 'DOC2B', 'HIST2H2BA', 'ALOX12P2', 'FAM86B2', 'FBXL13', 'SULT4A1', 'GUSBP5', 'FGF18', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'HTR1D', 'KCNJ3', 'HCN2', 'LCN12', 'LRRC31', 'EGOT', 'LRRIQ3', 'C10ORF82', 'ZNF660', 'RNF183', 'GJB5', 'SLC7A4', 'ATP1A4', 'NAALAD2', 'ADRA1B', 'SYT8', 'RAET1E', 'LTA', 'LRRIQ1', 'PCDHA7', 'SLC38A4', 'AURKAPS1', 'TNFSF15', 'CNGA1', 'C4ORF47', 'MAL', 'LY6G6C', 'SCGB3A1', 'FBXO24', 'TRPA1', 'RPL13AP3', 'KLK11', 'ACSL6', 'GRM8', 'TUBA3D', 'PTGDR', 'RP1', 'LINC01119', 'IQUB', 'CBLN4', 'LINC01341', 'ECT2L', 'SOX8', 'PAX2', 'EYS', 'NKPD1', 'ETV2', 'FXYD1', 'RNF138P1', 'MYCBPAP', 'TEKT3', 'XPNPEP2', 'CCR8', 'PPP1R3G', 'CCIN', 'STKLD1', 'C19ORF18', 'SLC30A8', 'UGT8', 'SLC28A3', 'JPH4', 'PLP1', 'UBE2Q2P1', 'SLC25A18', 'METTL7B', 'HEPACAM2', 'TEX14', 'IDI2.AS1', 'CASQ1', 'LINC00482', 'S100A3', 'ALOXE3', 'GLIS1', 'SGK2', 'NR1I3', 'CCDC36', 'PBX4', 'ZNF843', 'LRIT3', 'WNT2B', 'CACNG1', 'MS4A15', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'LPAR3', 'AOC2', 'TNNI3K', 'BCHE', 'GJB1', 'C9ORF43', 'PITX2', 'FCRL6', 'CCDC151', 'PNCK', 'CKMT2', 'FAM189A1', 'DQX1', 'ABCA17P', 'CACNA1G', 'C1ORF101', 'ENPP6', 'NLRP12', 'C2ORF50', 'ADCYAP1', 'CLDN9', 'FAM90A1', 'SLC6A20', 'IYD', 'SPIB', 'FAM95B1', 'CA3', 'OTOA', 'ZNF835', 'PCDH9', 'C2CD4A', 'C1ORF95', 'RYR2', 'LINC01550', 'ZCCHC18', 'CLEC3A', 'VSIG1', 'AURKC', 'ULBP3', 'CLECL1', 'CCDC158', 'CCDC65', 'IL20RB', 'ARC', 'GSDMC', 'TAS1R3', 'DDX11L2', 'SCN2B', 'TTC16', 'PCSK1N', 'SVOPL', 'ALDH8A1', 'BPIFB2', 'CRYGS', 'MYOZ1', 'COLCA2', 'GSTM1', 'PDE1C', 'KNDC1', 'DUOXA1', 'B3GALT5.AS1', 'PCYT1B', 'IL22RA1', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00289910117318648
		RMSE:  0.19032543678137456
		NRMSE:  0.12827584502559417
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001649424828515933
		RMSE:  0.21414907824527551
		NRMSE:  0.14729386559180924
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  LinearRegression
		Pearson Correlation:  0.8264176087410744
		Spearman Correlation:  0.8131101033899704
		Coefficient of Determination:  0.6829660640373152
		RMSE:  0.10700919335848161
		NRMSE:  0.07212222882921415
		MAPE:  216.61520201240268
		Pearson Correlation:  0.22715253005853966
		Spearman Correlation:  0.20151124078853852
		Coefficient of Determination:  -1.0216599746656034
		RMSE:  0.304462950695435
		NRMSE:  0.20941264517634417
		MAPE:  615.6593226815671

	Predictor:  ElasticNet
		Pearson Correlation:  0.49182311838252996
		Spearman Correlation:  0.48106582462374503
		Coefficient of Determination:  0.17719869005238698
		RMSE:  0.17239144156443087
		NRMSE:  0.11618866198772738
		MAPE:  155.46946661409575
		Pearson Correlation:  0.19305996594295863
		Spearman Correlation:  0.18016434120126187
		Coefficient of Determination:  0.03652066162794587
		RMSE:  0.21018494161558324
		NRMSE:  0.14456729299712032
		MAPE:  153.15265179234154

	Predictor:  RandomForests
		Pearson Correlation:  0.4921374659589384
		Spearman Correlation:  0.47651639932327944
		Coefficient of Determination:  0.14182412216438944
		RMSE:  0.17605824386298946
		NRMSE:  0.1186600193183279
		MAPE:  141.63783369491549
		Pearson Correlation:  0.20651252465455486
		Spearman Correlation:  0.1885385104552426
		Coefficient of Determination:  0.03647908041643244
		RMSE:  0.21018947707881125
		NRMSE:  0.1445704125338308
		MAPE:  139.75753004598067

Protein:  CDKN2A
x_train_column_count:  614
x_train columns:  ['DES', 'POU5F1B', 'SOX15', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'ALOX15', 'C4ORF36', 'MPZ', 'PPP2R2B', 'TMEM200C', 'ACTA1', 'LEP', 'ABCA10', 'CA14', 'MST1L', 'TAT', 'NPTX1', 'PCDHGA1', 'CATSPER3', 'MUC6', 'FIBCD1', 'C10ORF55', 'GRIK4', 'GLDC', 'CYP4F35P', 'TUBA3E', 'FDCSP', 'ANP32AP1', 'LOC100272216', 'C1ORF228', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'PDE6G', 'BMX', 'LRFN2', 'IRX6', 'FBLL1', 'CACNA1F', 'LINC00922', 'CCL13', 'MAST1', 'LOC399815', 'XKRX', 'CFAP57', 'KIAA0125', 'PCDHA2', 'FOXP2', 'FOXF1', 'C1ORF186', 'GIPR', 'ALG1L', 'ASB14', 'CADM2', 'NXNL2', 'HHIPL2', 'JAKMIP2', 'KCNJ10', 'ZNF280B', 'LINC01139', 'TSSK4', 'HSD17B2', 'DNAJC5B', 'BRINP2', 'CERS1', 'TMEM35', 'ASAH2B', 'LGR5', 'MAT1A', 'PDZRN4', 'RNASE2', 'LRFN5', 'C2CD4B', 'C10ORF95', 'DNAI1', 'WNK3', 'FCGR3B', 'PCDHAC1', 'TMEM151B', 'GPR141', 'LGALS12', 'GDF6', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'TMEM253', 'KRT6A', 'MIR503HG', 'HP', 'HIST1H2AM', 'CYP11A1', 'DMC1', 'IL1RL2', 'AOC1', 'PCP4L1', 'MYT1', 'ESYT3', 'TLL2', 'C19ORF26', 'NFE2', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'KIF1A', 'HMGCLL1', 'UMODL1', 'HAND2.AS1', 'DYDC2', 'PQLC2L', 'PRAME', 'DGKI', 'EPHA7', 'SPSB4', 'LOC644172', 'TGM1', 'IGDCC3', 'IQSEC3', 'ATP8A2', 'PKD1L2', 'GP1BA', 'C2CD4C', 'UGT2B15', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'TMEM232', 'GPR27', 'CNTF', 'PLA2G10', 'MGAM', 'NBPF6', 'SLC25A21', 'DIO3', 'PLEKHD1', 'MCHR1', 'PRSS12', 'KERA', 'SLC6A4', 'CD244', 'LOC100130987', 'FCRL3', 'PTCHD4', 'PNMT', 'LINC00242', 'L1TD1', 'STAP1', 'LINC00839', 'IL10', 'RGN', 'DCANP1', 'CST4', 'FCRLA', 'PLCXD3', 'TBC1D3H', 'SPDYA', 'C6', 'SNAP25', 'TPSD1', 'GFRA2', 'FLG', 'PCDHGB3', 'DLGAP1', 'GJB3', 'GPR158', 'IGFL2', 'SFTPD', 'C1GALT1C1L', 'DNASE1L3', 'ZBED2', 'PROC', 'GDF10', 'NR6A1', 'ITPKA', 'TM4SF19', 'FAM186B', 'BCO2', 'PTH2R', 'BCAN', 'PNPLA3', 'SLC17A7', 'KCNG1', 'C1ORF229', 'PPM1N', 'DOC2B', 'HIST2H2BA', 'ALOX12P2', 'FAM86B2', 'FBXL13', 'SULT4A1', 'GUSBP5', 'FGF18', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'HTR1D', 'KCNJ3', 'HCN2', 'LCN12', 'LRRC31', 'EGOT', 'LRRIQ3', 'C10ORF82', 'ZNF660', 'RNF183', 'GJB5', 'SLC7A4', 'ATP1A4', 'NAALAD2', 'ADRA1B', 'SYT8', 'RAET1E', 'LTA', 'LRRIQ1', 'PCDHA7', 'SLC38A4', 'AURKAPS1', 'TNFSF15', 'CNGA1', 'C4ORF47', 'MAL', 'LY6G6C', 'SCGB3A1', 'FBXO24', 'TRPA1', 'RPL13AP3', 'KLK11', 'ACSL6', 'GRM8', 'TUBA3D', 'PTGDR', 'RP1', 'LINC01119', 'IQUB', 'CBLN4', 'LINC01341', 'ECT2L', 'SOX8', 'PAX2', 'EYS', 'NKPD1', 'ETV2', 'FXYD1', 'RNF138P1', 'MYCBPAP', 'TEKT3', 'XPNPEP2', 'CCR8', 'PPP1R3G', 'CCIN', 'STKLD1', 'C19ORF18', 'SLC30A8', 'UGT8', 'SLC28A3', 'JPH4', 'PLP1', 'UBE2Q2P1', 'SLC25A18', 'METTL7B', 'HEPACAM2', 'TEX14', 'IDI2.AS1', 'CASQ1', 'LINC00482', 'S100A3', 'ALOXE3', 'GLIS1', 'SGK2', 'NR1I3', 'CCDC36', 'PBX4', 'ZNF843', 'LRIT3', 'WNT2B', 'CACNG1', 'MS4A15', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'LPAR3', 'AOC2', 'TNNI3K', 'BCHE', 'GJB1', 'C9ORF43', 'PITX2', 'FCRL6', 'CCDC151', 'PNCK', 'CKMT2', 'FAM189A1', 'DQX1', 'ABCA17P', 'CACNA1G', 'C1ORF101', 'ENPP6', 'NLRP12', 'C2ORF50', 'ADCYAP1', 'CLDN9', 'FAM90A1', 'SLC6A20', 'IYD', 'SPIB', 'FAM95B1', 'CA3', 'OTOA', 'ZNF835', 'PCDH9', 'C2CD4A', 'C1ORF95', 'RYR2', 'LINC01550', 'ZCCHC18', 'CLEC3A', 'VSIG1', 'AURKC', 'ULBP3', 'CLECL1', 'CCDC158', 'CCDC65', 'IL20RB', 'ARC', 'GSDMC', 'TAS1R3', 'DDX11L2', 'SCN2B', 'TTC16', 'PCSK1N', 'SVOPL', 'ALDH8A1', 'BPIFB2', 'CRYGS', 'MYOZ1', 'COLCA2', 'GSTM1', 'PDE1C', 'KNDC1', 'DUOXA1', 'B3GALT5.AS1', 'PCYT1B', 'IL22RA1', 'LOC148709', 'KLHL4', 'PPP1R36', 'HOXD3', 'TARP', 'FAM57B', 'OR7E91P', 'CAMP', 'LOC90768', 'LOC441455', 'JPH3', 'CPEB1', 'LUZP2', 'FLJ37201', 'IL12RB2', 'RELN', 'FUT7', 'LBX2', 'SCARA5', 'RIMS1', 'PLA2G5', 'GPR18', 'MNX1', 'ZBED3.AS1', 'HIST1H2BN', 'SLC22A18AS', 'HOXB13', 'KCNE1', 'CD177', 'TUBB8', 'ZC3H12D', 'IGSF5', 'ASTN1', 'CIDEA', 'TCHH', 'KCNE2', 'ONECUT2', 'IRX4', 'C10ORF128', 'GAL', 'WDR72', 'CHRNA6', 'SP5', 'BTBD8', 'FAM135B', 'SLC16A10', 'SCN7A', 'MGC16142', 'HOXB8', 'SCART1', 'LINC01124', 'RSPH4A', 'CCDC183', 'ALB', 'YPEL4', 'GBP1P1', 'CCDC7', 'DCSTAMP', 'GRIN2C', 'CELF5', 'MGAT5B', 'CXXC4', 'SLC35F1', 'GPR3', 'CXCR5', 'HOXA11', 'PYDC1', 'CCDC153', 'OBP2B', 'SLC30A2', 'ATP13A5', 'NIPAL1', 'SKIDA1', 'SRL', 'FOXJ1', 'PCSK9', 'LRP1B', 'RPGRIP1', 'WT1', 'TNFRSF9', 'PCAT18', 'STRC', 'SLC18A2', 'INSM1', 'NOXO1', 'CNNM1', 'GPR174', 'PCK1', 'MARCO', 'GPX2', 'FOXD4', 'SLC25A53', 'PPP4R4', 'DMRT3', 'C17ORF104', 'IL20', 'LBP', 'CRISP3', 'KLHL14', 'FOXD1', 'NOS2', 'PKNOX2', 'INHA', 'COL23A1', 'TNFRSF17', 'BTLA', 'AVPR2', 'ADH1C', 'GPLD1', 'PARP15', 'CXCL2', 'MYBPC1', 'GLOD5', 'CST9', 'GPR55', 'SLCO4C1', 'PFN1P2', 'BCL2L14', 'STEAP1B', 'C2ORF40', 'SLC23A1', 'ULBP2', 'VSIG2', 'SCN3A', 'AMH', 'VAT1L', 'CXCR2P1', 'ZNF98', 'DHRS4L1', 'CYSLTR2', 'ZNF454', 'RNF212', 'HAP1', 'TPSG1', 'VGLL1', 'FAM178B', 'FAM218A', 'P2RX1', 'ORM1', 'DBIL5P', 'TMEM105', 'DKK1', 'SYN2', 'EMILIN3', 'ZNF488', 'IL23A', 'SIGLEC17P', 'CRYM', 'AMBP', 'DPY19L2P2', 'PRKG2', 'CXCL1', 'SPDYE1', 'DEPDC4', 'SUCNR1', 'CTCFL', 'LRRC2', 'FABP7', 'GPBAR1', 'BRINP1', 'LRGUK', 'ADAMTS18', 'VWDE', 'BDKRB1', 'XIRP1', 'TENM1', 'FUT6', 'LINC00930', 'RERGL', 'BMPER', 'CYP4F8', 'KIAA0319', 'CDR1', 'NUGGC', 'RDM1', 'CECR2', 'CLEC12A', 'HCG27', 'ABHD11.AS1', 'FAM184B', 'PKD1L1', 'PCDHGA3', 'SORCS1', 'SEC14L5', 'WSCD2', 'SSUH2', 'CBLN2', 'ECEL1', 'SPESP1', 'FSCN2', 'CCL17', 'DMRT2', 'ZNF732', 'FAM162B', 'GRIA3', 'TMEM217', 'RSPO1', 'GNB3', 'CTSG', 'RGS6', 'HOXD4', 'PIANP', 'FLJ12825', 'COL2A1', 'CHRNB2', 'ADAM32', 'RNF175', 'IL1R2', 'ADAMTS19', 'SERPINA6', 'MT1A', 'RASL10A', 'DIRC3', 'PRSS21', 'HECTD2.AS1', 'PFKFB1', 'POM121L9P', 'CYP46A1', 'LRRC16B', 'SMIM5', 'CAPN11', 'FOXC2', 'ZNF804A', 'TBX21', 'TRAT1', 'PART1', 'HIST1H2BE', 'LOC100126784', 'VIPR2', 'CYSRT1', 'GPR87', 'IGF2BP3', 'XKR9', 'EMX1', 'SLC26A10', 'HOGA1', 'CA9', 'CEP83.AS1', 'HS3ST3B1', 'SLC13A2', 'HTR7', 'WIPF3', 'ULBP1', 'ZSCAN1', 'ZBTB16', 'OTUD7A', 'TMSB15A', 'TMEM40', 'CYP26A1', 'CITED1', 'ROPN1L', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07669790023289091
		RMSE:  0.6927164423772558
		NRMSE:  0.16172871740223568
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04462654135164201
		RMSE:  0.6710309035955896
		NRMSE:  0.2071658496482324
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6675880639420501
		NRMSE:  0.15586198728568595
		MAPE:  307.97311558867955
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004949645588538276
		RMSE:  0.658164031136248
		NRMSE:  0.20319348928290204
		MAPE:  176.07940307985857

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  5.016863975251957e-15
		NRMSE:  1.1712887502922948e-15
		MAPE:  7.131587275718222e-12
		Pearson Correlation:  0.10124170752041832
		Spearman Correlation:  0.1378944874624372
		Coefficient of Determination:  -3.718422235627404
		RMSE:  1.4261341991101713
		NRMSE:  0.44028717826253316
		MAPE:  648.9418629828881

	Predictor:  ElasticNet
		Pearson Correlation:  0.8293210105447208
		Spearman Correlation:  0.792533159976394
		Coefficient of Determination:  0.6382136876533056
		RMSE:  0.4015453759854247
		NRMSE:  0.09374892042991799
		MAPE:  278.34289433597064
		Pearson Correlation:  0.336552985376233
		Spearman Correlation:  0.32781206748213826
		Coefficient of Determination:  0.030167852394397676
		RMSE:  0.6465621563493302
		NRMSE:  0.19961166878124487
		MAPE:  263.39835432755063

	Predictor:  RandomForests
		Pearson Correlation:  0.5827936033923328
		Spearman Correlation:  0.5361011722997173
		Coefficient of Determination:  0.2354787843559013
		RMSE:  0.5837183336429017
		NRMSE:  0.13628089597564946
		MAPE:  271.90238540417096
		Pearson Correlation:  0.3304623588018438
		Spearman Correlation:  0.30449008092370233
		Coefficient of Determination:  0.09197771028028656
		RMSE:  0.62561945897762
		NRMSE:  0.193146077298515
		MAPE:  166.70176250768534

Protein:  TP53
x_train_column_count:  1002
x_train columns:  ['DES', 'POU5F1B', 'SOX15', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'ALOX15', 'C4ORF36', 'MPZ', 'PPP2R2B', 'TMEM200C', 'ACTA1', 'LEP', 'ABCA10', 'CA14', 'MST1L', 'TAT', 'NPTX1', 'PCDHGA1', 'CATSPER3', 'MUC6', 'FIBCD1', 'C10ORF55', 'GRIK4', 'GLDC', 'CYP4F35P', 'TUBA3E', 'FDCSP', 'ANP32AP1', 'LOC100272216', 'C1ORF228', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'PDE6G', 'BMX', 'LRFN2', 'IRX6', 'FBLL1', 'CACNA1F', 'LINC00922', 'CCL13', 'MAST1', 'LOC399815', 'XKRX', 'CFAP57', 'KIAA0125', 'PCDHA2', 'FOXP2', 'FOXF1', 'C1ORF186', 'GIPR', 'ALG1L', 'ASB14', 'CADM2', 'NXNL2', 'HHIPL2', 'JAKMIP2', 'KCNJ10', 'ZNF280B', 'LINC01139', 'TSSK4', 'HSD17B2', 'DNAJC5B', 'BRINP2', 'CERS1', 'TMEM35', 'ASAH2B', 'LGR5', 'MAT1A', 'PDZRN4', 'RNASE2', 'LRFN5', 'C2CD4B', 'C10ORF95', 'DNAI1', 'WNK3', 'FCGR3B', 'PCDHAC1', 'TMEM151B', 'GPR141', 'LGALS12', 'GDF6', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'TMEM253', 'KRT6A', 'MIR503HG', 'HP', 'HIST1H2AM', 'CYP11A1', 'DMC1', 'IL1RL2', 'AOC1', 'PCP4L1', 'MYT1', 'ESYT3', 'TLL2', 'C19ORF26', 'NFE2', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'KIF1A', 'HMGCLL1', 'UMODL1', 'HAND2.AS1', 'DYDC2', 'PQLC2L', 'PRAME', 'DGKI', 'EPHA7', 'SPSB4', 'LOC644172', 'TGM1', 'IGDCC3', 'IQSEC3', 'ATP8A2', 'PKD1L2', 'GP1BA', 'C2CD4C', 'UGT2B15', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'TMEM232', 'GPR27', 'CNTF', 'PLA2G10', 'MGAM', 'NBPF6', 'SLC25A21', 'DIO3', 'PLEKHD1', 'MCHR1', 'PRSS12', 'KERA', 'SLC6A4', 'CD244', 'LOC100130987', 'FCRL3', 'PTCHD4', 'PNMT', 'LINC00242', 'L1TD1', 'STAP1', 'LINC00839', 'IL10', 'RGN', 'DCANP1', 'CST4', 'FCRLA', 'PLCXD3', 'TBC1D3H', 'SPDYA', 'C6', 'SNAP25', 'TPSD1', 'GFRA2', 'FLG', 'PCDHGB3', 'DLGAP1', 'GJB3', 'GPR158', 'IGFL2', 'SFTPD', 'C1GALT1C1L', 'DNASE1L3', 'ZBED2', 'PROC', 'GDF10', 'NR6A1', 'ITPKA', 'TM4SF19', 'FAM186B', 'BCO2', 'PTH2R', 'BCAN', 'PNPLA3', 'SLC17A7', 'KCNG1', 'C1ORF229', 'PPM1N', 'DOC2B', 'HIST2H2BA', 'ALOX12P2', 'FAM86B2', 'FBXL13', 'SULT4A1', 'GUSBP5', 'FGF18', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'HTR1D', 'KCNJ3', 'HCN2', 'LCN12', 'LRRC31', 'EGOT', 'LRRIQ3', 'C10ORF82', 'ZNF660', 'RNF183', 'GJB5', 'SLC7A4', 'ATP1A4', 'NAALAD2', 'ADRA1B', 'SYT8', 'RAET1E', 'LTA', 'LRRIQ1', 'PCDHA7', 'SLC38A4', 'AURKAPS1', 'TNFSF15', 'CNGA1', 'C4ORF47', 'MAL', 'LY6G6C', 'SCGB3A1', 'FBXO24', 'TRPA1', 'RPL13AP3', 'KLK11', 'ACSL6', 'GRM8', 'TUBA3D', 'PTGDR', 'RP1', 'LINC01119', 'IQUB', 'CBLN4', 'LINC01341', 'ECT2L', 'SOX8', 'PAX2', 'EYS', 'NKPD1', 'ETV2', 'FXYD1', 'RNF138P1', 'MYCBPAP', 'TEKT3', 'XPNPEP2', 'CCR8', 'PPP1R3G', 'CCIN', 'STKLD1', 'C19ORF18', 'SLC30A8', 'UGT8', 'SLC28A3', 'JPH4', 'PLP1', 'UBE2Q2P1', 'SLC25A18', 'METTL7B', 'HEPACAM2', 'TEX14', 'IDI2.AS1', 'CASQ1', 'LINC00482', 'S100A3', 'ALOXE3', 'GLIS1', 'SGK2', 'NR1I3', 'CCDC36', 'PBX4', 'ZNF843', 'LRIT3', 'WNT2B', 'CACNG1', 'MS4A15', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'LPAR3', 'AOC2', 'TNNI3K', 'BCHE', 'GJB1', 'C9ORF43', 'PITX2', 'FCRL6', 'CCDC151', 'PNCK', 'CKMT2', 'FAM189A1', 'DQX1', 'ABCA17P', 'CACNA1G', 'C1ORF101', 'ENPP6', 'NLRP12', 'C2ORF50', 'ADCYAP1', 'CLDN9', 'FAM90A1', 'SLC6A20', 'IYD', 'SPIB', 'FAM95B1', 'CA3', 'OTOA', 'ZNF835', 'PCDH9', 'C2CD4A', 'C1ORF95', 'RYR2', 'LINC01550', 'ZCCHC18', 'CLEC3A', 'VSIG1', 'AURKC', 'ULBP3', 'CLECL1', 'CCDC158', 'CCDC65', 'IL20RB', 'ARC', 'GSDMC', 'TAS1R3', 'DDX11L2', 'SCN2B', 'TTC16', 'PCSK1N', 'SVOPL', 'ALDH8A1', 'BPIFB2', 'CRYGS', 'MYOZ1', 'COLCA2', 'GSTM1', 'PDE1C', 'KNDC1', 'DUOXA1', 'B3GALT5.AS1', 'PCYT1B', 'IL22RA1', 'LOC148709', 'KLHL4', 'PPP1R36', 'HOXD3', 'TARP', 'FAM57B', 'OR7E91P', 'CAMP', 'LOC90768', 'LOC441455', 'JPH3', 'CPEB1', 'LUZP2', 'FLJ37201', 'IL12RB2', 'RELN', 'FUT7', 'LBX2', 'SCARA5', 'RIMS1', 'PLA2G5', 'GPR18', 'MNX1', 'ZBED3.AS1', 'HIST1H2BN', 'SLC22A18AS', 'HOXB13', 'KCNE1', 'CD177', 'TUBB8', 'ZC3H12D', 'IGSF5', 'ASTN1', 'CIDEA', 'TCHH', 'KCNE2', 'ONECUT2', 'IRX4', 'C10ORF128', 'GAL', 'WDR72', 'CHRNA6', 'SP5', 'BTBD8', 'FAM135B', 'SLC16A10', 'SCN7A', 'MGC16142', 'HOXB8', 'SCART1', 'LINC01124', 'RSPH4A', 'CCDC183', 'ALB', 'YPEL4', 'GBP1P1', 'CCDC7', 'DCSTAMP', 'GRIN2C', 'CELF5', 'MGAT5B', 'CXXC4', 'SLC35F1', 'GPR3', 'CXCR5', 'HOXA11', 'PYDC1', 'CCDC153', 'OBP2B', 'SLC30A2', 'ATP13A5', 'NIPAL1', 'SKIDA1', 'SRL', 'FOXJ1', 'PCSK9', 'LRP1B', 'RPGRIP1', 'WT1', 'TNFRSF9', 'PCAT18', 'STRC', 'SLC18A2', 'INSM1', 'NOXO1', 'CNNM1', 'GPR174', 'PCK1', 'MARCO', 'GPX2', 'FOXD4', 'SLC25A53', 'PPP4R4', 'DMRT3', 'C17ORF104', 'IL20', 'LBP', 'CRISP3', 'KLHL14', 'FOXD1', 'NOS2', 'PKNOX2', 'INHA', 'COL23A1', 'TNFRSF17', 'BTLA', 'AVPR2', 'ADH1C', 'GPLD1', 'PARP15', 'CXCL2', 'MYBPC1', 'GLOD5', 'CST9', 'GPR55', 'SLCO4C1', 'PFN1P2', 'BCL2L14', 'STEAP1B', 'C2ORF40', 'SLC23A1', 'ULBP2', 'VSIG2', 'SCN3A', 'AMH', 'VAT1L', 'CXCR2P1', 'ZNF98', 'DHRS4L1', 'CYSLTR2', 'ZNF454', 'RNF212', 'HAP1', 'TPSG1', 'VGLL1', 'FAM178B', 'FAM218A', 'P2RX1', 'ORM1', 'DBIL5P', 'TMEM105', 'DKK1', 'SYN2', 'EMILIN3', 'ZNF488', 'IL23A', 'SIGLEC17P', 'CRYM', 'AMBP', 'DPY19L2P2', 'PRKG2', 'CXCL1', 'SPDYE1', 'DEPDC4', 'SUCNR1', 'CTCFL', 'LRRC2', 'FABP7', 'GPBAR1', 'BRINP1', 'LRGUK', 'ADAMTS18', 'VWDE', 'BDKRB1', 'XIRP1', 'TENM1', 'FUT6', 'LINC00930', 'RERGL', 'BMPER', 'CYP4F8', 'KIAA0319', 'CDR1', 'NUGGC', 'RDM1', 'CECR2', 'CLEC12A', 'HCG27', 'ABHD11.AS1', 'FAM184B', 'PKD1L1', 'PCDHGA3', 'SORCS1', 'SEC14L5', 'WSCD2', 'SSUH2', 'CBLN2', 'ECEL1', 'SPESP1', 'FSCN2', 'CCL17', 'DMRT2', 'ZNF732', 'FAM162B', 'GRIA3', 'TMEM217', 'RSPO1', 'GNB3', 'CTSG', 'RGS6', 'HOXD4', 'PIANP', 'FLJ12825', 'COL2A1', 'CHRNB2', 'ADAM32', 'RNF175', 'IL1R2', 'ADAMTS19', 'SERPINA6', 'MT1A', 'RASL10A', 'DIRC3', 'PRSS21', 'HECTD2.AS1', 'PFKFB1', 'POM121L9P', 'CYP46A1', 'LRRC16B', 'SMIM5', 'CAPN11', 'FOXC2', 'ZNF804A', 'TBX21', 'TRAT1', 'PART1', 'HIST1H2BE', 'LOC100126784', 'VIPR2', 'CYSRT1', 'GPR87', 'IGF2BP3', 'XKR9', 'EMX1', 'SLC26A10', 'HOGA1', 'CA9', 'CEP83.AS1', 'HS3ST3B1', 'SLC13A2', 'HTR7', 'WIPF3', 'ULBP1', 'ZSCAN1', 'ZBTB16', 'OTUD7A', 'TMSB15A', 'TMEM40', 'CYP26A1', 'CITED1', 'ROPN1L', 'MAPT.IT1', 'ANKK1', 'WFDC3', 'GZMM', 'M1AP', 'PVALB', 'FIRRE', 'CDHR1', 'MYO3B', 'IGSF22', 'MRAP2', 'SPAG17', 'INE2', 'RBM12B.AS1', 'TTC23L', 'RFX8', 'CRTAC1', 'MROH7', 'PYGM', 'BTC', 'PCDHA12', 'CFAP61', 'KCNT2', 'HEATR4', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'CLEC4E', 'MIA', 'OPCML', 'ADGRF1', 'LRRC4B', 'NWD1', 'SRSF12', 'B3GAT1', 'CCBE1', 'CIDEC', 'HPDL', 'LINC00173', 'TMEM59L', 'IL11', 'LSAMP', 'RNF182', 'TSPAN8', 'GAS2', 'FASLG', 'KCNA6', 'LOC613037', 'KLK6', 'GALNT13', 'ABCC6P2', 'DHDH', 'NLRP7', 'SMC1B', 'FRMPD1', 'SCN3B', 'RFPL1S', 'C15ORF56', 'COL28A1', 'FAM83A', 'SLC16A11', 'PSORS1C1', 'PTCHD1', 'SLC24A5', 'TUSC5', 'C9ORF47', 'ADGRG2', 'ANO5', 'SLC6A14', 'TMPRSS4', 'RUFY4', 'INTS4P2', 'IGSF1', 'KCNQ3', 'PIK3C2G', 'LOC100133669', 'CYP4F12', 'LINC00908', 'NBPF4', 'MYOM2', 'EBF2', 'VENTX', 'FAM157A', 'DSCAML1', 'PCDHA5', 'PTPRN', 'MAG', 'PLAC1', 'DLX5', 'CCNI2', 'CDKN2B.AS1', 'DLX2', 'SYT6', 'CNTN2', 'FAM19A2', 'KLK7', 'ZBTB20', 'NKX3.2', 'SFTPA2', 'BRE.AS1', 'SLC6A17', 'OR2W3', 'PTPRR', 'RYR3', 'GHRLOS', 'ABCC2', 'TFAP2E', 'ABCD2', 'CD160', 'CD1A', 'GRIA2', 'RGS9', 'CCDC144A', 'DEFB1', 'CDKL2', 'DCX', 'DLK2', 'CACNA1I', 'PWAR5', 'GGT3P', 'MYO16', 'SLC6A11', 'WDR17', 'MSMB', 'CHRFAM7A', 'BTBD19', 'MMP12', 'CABP4', 'TCEAL2', 'CHRNA10', 'UNC13A', 'FKBP1AP1', 'AGBL4', 'SLC39A2', 'LY6H', 'XCL2', 'SPAG8', 'TUBAL3', 'S100A7', 'P2RY12', 'PCBP3', 'SNORD116.4', 'KCNH3', 'LINC00202.1', 'ZNF727', 'ARL9', 'TM6SF2', 'MAK', 'GRID2IP', 'MPL', 'HRCT1', 'TCN1', 'ELOVL3', 'SLC46A2', 'SYCE3', 'CD70', 'TCTEX1D1', 'NOX5', 'GPM6A', 'GRIN2A', 'PGLYRP2', 'TIGD4', 'SYCE2', 'ARMC3', 'JAKMIP1', 'RAB9B', 'MKRN3', 'CTAGE6', 'BAIAP2L2', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'LONRF3', 'AGAP7P', 'ACY3', 'LRRC43', 'THPO', 'BEX1', 'LOC400927', 'KLK10', 'SCN9A', 'ACHE', 'AKR1E2', 'SCN2A', 'PRPH2', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'VN1R1', 'TMEM145', 'C6ORF52', 'CD40LG', 'BEGAIN', 'HRC', 'GPR82', 'PAH', 'LOC285593', 'CHODL', 'TTBK1', 'CXADRP3', 'MLLT4.AS1', 'TTYH1', 'CHST9', 'ADGRL3', 'APOBEC3A', 'GABRB3', 'SLC25A34', 'HIST1H2BH', 'TRH', 'BRSK2', 'MAPK4', 'C8ORF46', 'DNASE1L2', 'ST8SIA2', 'DGCR5', 'CAMK4', 'EPYC', 'MUC15', 'GBP6', 'GPR63', 'ANKLE1', 'CAPSL', 'IL17D', 'ROBO2', 'SLC35F3', 'AIM1L', 'ASGR1', 'HAMP', 'TNFSF11', 'RMRP', 'FAM201A', 'PCDHA1', 'MYO15A', 'FAM159A', 'CHKB.AS1', 'DUSP9', 'NMU', 'PTX3', 'DCLK3', 'NEK5', 'RHCE', 'TDRD6', 'LYG1', 'MTUS2', 'KCNK17', 'LOC100132215', 'RUNDC3A', 'UCKL1.AS1', 'C1QL3', 'CYTL1', 'LINC00961', 'CYP2E1', 'RRN3P1', 'FOLR1', 'PNMA6A', 'ROPN1B', 'SIGLEC6', 'LINC00689', 'XCL1', 'HBA1', 'RRN3P2', 'ADRA2B', 'THSD7B', 'SLC2A14', 'ATP13A4', 'MT1L', 'DPEP1', 'KISS1R', 'KIF19', 'TMEM150B', 'IL1RL1', 'ZMAT4', 'CCR10', 'IL24', 'ARRDC3.AS1', 'GLI1', 'GPR173', 'LIN7A', 'TTLL9', 'WBP2NL', 'RHBG', 'A2ML1', 'PRRT4', 'KIAA1210', 'NIPAL4', 'GPR135', 'LOC90246', 'GNMT', 'CD300LB', 'CNTNAP3', 'IL18RAP', 'FIGF', 'OXGR1', 'CBLN1', 'B3GALT5', 'PCDHB18P', 'RRAD', 'MAP7D2', 'DPF3', 'DPY19L2P4', 'MS4A8', 'CACNA2D3', 'HIST1H1D', 'SLC5A8', 'RAB39A', 'TRIM7', 'LRRC24', 'AIM2', 'PON3', 'PCDH20', 'GABRB2', 'MASP2', 'TIFAB', 'PHKG1', 'DNAH11', 'KLK8', 'FOXN1', 'WFIKKN1', 'CD19', 'CLCA2', 'DCST2', 'ANK1', 'LINC00669', 'WNT10A', 'GPR171', 'FREM2', 'KCNB1', 'CRB2', 'C19ORF45', 'SLC26A3', 'UCA1', 'LINC01465', 'SEPHS1P1', 'HIST1H2AG', 'RASAL1', 'LINC00685', 'TYMSOS', 'RIC3', 'ANO2', 'CD1E', 'TTC41P', 'COLCA1', 'NEURL3', 'LOC646999', 'CST2', 'MED12L', 'HNRNPCL3', 'PCDHGC5', 'NRXN1', 'RAB3B', 'STXBP6', 'FAM182B', 'MYEOV', 'SEC14L1P1', 'IL6', 'MAPT.AS1', 'EYA1', 'ARHGEF33', 'CLPSL1', 'CR2', 'KIF4B', 'FNDC8', 'CXCR2', 'PATL2', 'AJAP1', 'ZNF676', 'VSTM2A', 'CLDN14', 'KCNRG', 'TDRD9', 'CLEC4F', 'LPAR4', 'MSLN', 'C9ORF117', 'MAGEL2', 'FAM43B', 'HAPLN1', 'NDP', 'VIT', 'PDCD1', 'DMRTC1B', 'TRABD2A', 'ABHD1', 'MKX', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.043501333030021794
		RMSE:  0.4597988418920562
		NRMSE:  0.11050200478059512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10290984727382035
		RMSE:  0.4520547550562478
		NRMSE:  0.16857084713604026
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45011280589110314
		NRMSE:  0.10817419031269002
		MAPE:  382.8265287953516
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010546813555600831
		RMSE:  0.4327123127899972
		NRMSE:  0.16135806629028604
		MAPE:  261.16646791413905

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  3.151627095174617e-15
		NRMSE:  7.574205948509055e-16
		MAPE:  1.1355356818294343e-11
		Pearson Correlation:  0.213212165768622
		Spearman Correlation:  0.25383109515081237
		Coefficient of Determination:  -1.1063403726447052
		RMSE:  0.6247198574280721
		NRMSE:  0.23295752209542195
		MAPE:  1363.2620538075867

	Predictor:  ElasticNet
		Pearson Correlation:  0.8162035634081356
		Spearman Correlation:  0.7449402080013519
		Coefficient of Determination:  0.6048933547125298
		RMSE:  0.28292969801700524
		NRMSE:  0.06799560154217862
		MAPE:  602.4712726203538
		Pearson Correlation:  0.39638679178435793
		Spearman Correlation:  0.4138430653748801
		Coefficient of Determination:  0.1387358969778002
		RMSE:  0.3994746343617513
		NRMSE:  0.14896376328425406
		MAPE:  638.5195699912244

	Predictor:  RandomForests
		Pearson Correlation:  0.48894740388311264
		Spearman Correlation:  0.5397435764554679
		Coefficient of Determination:  0.2278051530212729
		RMSE:  0.3955349082628979
		NRMSE:  0.09505765639579378
		MAPE:  770.6118716941512
		Pearson Correlation:  0.3664038459129452
		Spearman Correlation:  0.4476938615194704
		Coefficient of Determination:  0.11717119042064406
		RMSE:  0.4044448253874385
		NRMSE:  0.1508171434384431
		MAPE:  386.6439988052067

Protein:  CTNNB1
x_train_column_count:  994
x_train columns:  ['DES', 'POU5F1B', 'SOX15', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'ALOX15', 'C4ORF36', 'MPZ', 'PPP2R2B', 'TMEM200C', 'ACTA1', 'LEP', 'ABCA10', 'CA14', 'MST1L', 'TAT', 'NPTX1', 'PCDHGA1', 'CATSPER3', 'MUC6', 'FIBCD1', 'C10ORF55', 'GRIK4', 'GLDC', 'CYP4F35P', 'TUBA3E', 'FDCSP', 'ANP32AP1', 'LOC100272216', 'C1ORF228', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'PDE6G', 'BMX', 'LRFN2', 'IRX6', 'FBLL1', 'CACNA1F', 'LINC00922', 'CCL13', 'MAST1', 'LOC399815', 'XKRX', 'CFAP57', 'KIAA0125', 'PCDHA2', 'FOXP2', 'FOXF1', 'C1ORF186', 'GIPR', 'ALG1L', 'ASB14', 'CADM2', 'NXNL2', 'HHIPL2', 'JAKMIP2', 'KCNJ10', 'ZNF280B', 'LINC01139', 'TSSK4', 'HSD17B2', 'DNAJC5B', 'BRINP2', 'CERS1', 'TMEM35', 'ASAH2B', 'LGR5', 'MAT1A', 'PDZRN4', 'RNASE2', 'LRFN5', 'C2CD4B', 'C10ORF95', 'DNAI1', 'WNK3', 'FCGR3B', 'PCDHAC1', 'TMEM151B', 'GPR141', 'LGALS12', 'GDF6', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'TMEM253', 'KRT6A', 'MIR503HG', 'HP', 'HIST1H2AM', 'CYP11A1', 'DMC1', 'IL1RL2', 'AOC1', 'PCP4L1', 'MYT1', 'ESYT3', 'TLL2', 'C19ORF26', 'NFE2', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'KIF1A', 'HMGCLL1', 'UMODL1', 'HAND2.AS1', 'DYDC2', 'PQLC2L', 'PRAME', 'DGKI', 'EPHA7', 'SPSB4', 'LOC644172', 'TGM1', 'IGDCC3', 'IQSEC3', 'ATP8A2', 'PKD1L2', 'GP1BA', 'C2CD4C', 'UGT2B15', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'TMEM232', 'GPR27', 'CNTF', 'PLA2G10', 'MGAM', 'NBPF6', 'SLC25A21', 'DIO3', 'PLEKHD1', 'MCHR1', 'PRSS12', 'KERA', 'SLC6A4', 'CD244', 'LOC100130987', 'FCRL3', 'PTCHD4', 'PNMT', 'LINC00242', 'L1TD1', 'STAP1', 'LINC00839', 'IL10', 'RGN', 'DCANP1', 'CST4', 'FCRLA', 'PLCXD3', 'TBC1D3H', 'SPDYA', 'C6', 'SNAP25', 'TPSD1', 'GFRA2', 'FLG', 'PCDHGB3', 'DLGAP1', 'GJB3', 'GPR158', 'IGFL2', 'SFTPD', 'C1GALT1C1L', 'DNASE1L3', 'ZBED2', 'PROC', 'GDF10', 'NR6A1', 'ITPKA', 'TM4SF19', 'FAM186B', 'BCO2', 'PTH2R', 'BCAN', 'PNPLA3', 'SLC17A7', 'KCNG1', 'C1ORF229', 'PPM1N', 'DOC2B', 'HIST2H2BA', 'ALOX12P2', 'FAM86B2', 'FBXL13', 'SULT4A1', 'GUSBP5', 'FGF18', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'HTR1D', 'KCNJ3', 'HCN2', 'LCN12', 'LRRC31', 'EGOT', 'LRRIQ3', 'C10ORF82', 'ZNF660', 'RNF183', 'GJB5', 'SLC7A4', 'ATP1A4', 'NAALAD2', 'ADRA1B', 'SYT8', 'RAET1E', 'LTA', 'LRRIQ1', 'PCDHA7', 'SLC38A4', 'AURKAPS1', 'TNFSF15', 'CNGA1', 'C4ORF47', 'MAL', 'LY6G6C', 'SCGB3A1', 'FBXO24', 'TRPA1', 'RPL13AP3', 'KLK11', 'ACSL6', 'GRM8', 'TUBA3D', 'PTGDR', 'RP1', 'LINC01119', 'IQUB', 'CBLN4', 'LINC01341', 'ECT2L', 'SOX8', 'PAX2', 'EYS', 'NKPD1', 'ETV2', 'FXYD1', 'RNF138P1', 'MYCBPAP', 'TEKT3', 'XPNPEP2', 'CCR8', 'PPP1R3G', 'CCIN', 'STKLD1', 'C19ORF18', 'SLC30A8', 'UGT8', 'SLC28A3', 'JPH4', 'PLP1', 'UBE2Q2P1', 'SLC25A18', 'METTL7B', 'HEPACAM2', 'TEX14', 'IDI2.AS1', 'CASQ1', 'LINC00482', 'S100A3', 'ALOXE3', 'GLIS1', 'SGK2', 'NR1I3', 'CCDC36', 'PBX4', 'ZNF843', 'LRIT3', 'WNT2B', 'CACNG1', 'MS4A15', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'LPAR3', 'AOC2', 'TNNI3K', 'BCHE', 'GJB1', 'C9ORF43', 'PITX2', 'FCRL6', 'CCDC151', 'PNCK', 'CKMT2', 'FAM189A1', 'DQX1', 'ABCA17P', 'CACNA1G', 'C1ORF101', 'ENPP6', 'NLRP12', 'C2ORF50', 'ADCYAP1', 'CLDN9', 'FAM90A1', 'SLC6A20', 'IYD', 'SPIB', 'FAM95B1', 'CA3', 'OTOA', 'ZNF835', 'PCDH9', 'C2CD4A', 'C1ORF95', 'RYR2', 'LINC01550', 'ZCCHC18', 'CLEC3A', 'VSIG1', 'AURKC', 'ULBP3', 'CLECL1', 'CCDC158', 'CCDC65', 'IL20RB', 'ARC', 'GSDMC', 'TAS1R3', 'DDX11L2', 'SCN2B', 'TTC16', 'PCSK1N', 'SVOPL', 'ALDH8A1', 'BPIFB2', 'CRYGS', 'MYOZ1', 'COLCA2', 'GSTM1', 'PDE1C', 'KNDC1', 'DUOXA1', 'B3GALT5.AS1', 'PCYT1B', 'IL22RA1', 'LOC148709', 'KLHL4', 'PPP1R36', 'HOXD3', 'TARP', 'FAM57B', 'OR7E91P', 'CAMP', 'LOC90768', 'LOC441455', 'JPH3', 'CPEB1', 'LUZP2', 'FLJ37201', 'IL12RB2', 'RELN', 'FUT7', 'LBX2', 'SCARA5', 'RIMS1', 'PLA2G5', 'GPR18', 'MNX1', 'ZBED3.AS1', 'HIST1H2BN', 'SLC22A18AS', 'HOXB13', 'KCNE1', 'CD177', 'TUBB8', 'ZC3H12D', 'IGSF5', 'ASTN1', 'CIDEA', 'TCHH', 'KCNE2', 'ONECUT2', 'IRX4', 'C10ORF128', 'GAL', 'WDR72', 'CHRNA6', 'SP5', 'BTBD8', 'FAM135B', 'SLC16A10', 'SCN7A', 'MGC16142', 'HOXB8', 'SCART1', 'LINC01124', 'RSPH4A', 'CCDC183', 'ALB', 'YPEL4', 'GBP1P1', 'CCDC7', 'DCSTAMP', 'GRIN2C', 'CELF5', 'MGAT5B', 'CXXC4', 'SLC35F1', 'GPR3', 'CXCR5', 'HOXA11', 'PYDC1', 'CCDC153', 'OBP2B', 'SLC30A2', 'ATP13A5', 'NIPAL1', 'SKIDA1', 'SRL', 'FOXJ1', 'PCSK9', 'LRP1B', 'RPGRIP1', 'WT1', 'TNFRSF9', 'PCAT18', 'STRC', 'SLC18A2', 'INSM1', 'NOXO1', 'CNNM1', 'GPR174', 'PCK1', 'MARCO', 'GPX2', 'FOXD4', 'SLC25A53', 'PPP4R4', 'DMRT3', 'C17ORF104', 'IL20', 'LBP', 'CRISP3', 'KLHL14', 'FOXD1', 'NOS2', 'PKNOX2', 'INHA', 'COL23A1', 'TNFRSF17', 'BTLA', 'AVPR2', 'ADH1C', 'GPLD1', 'PARP15', 'CXCL2', 'MYBPC1', 'GLOD5', 'CST9', 'GPR55', 'SLCO4C1', 'PFN1P2', 'BCL2L14', 'STEAP1B', 'C2ORF40', 'SLC23A1', 'ULBP2', 'VSIG2', 'SCN3A', 'AMH', 'VAT1L', 'CXCR2P1', 'ZNF98', 'DHRS4L1', 'CYSLTR2', 'ZNF454', 'RNF212', 'HAP1', 'TPSG1', 'VGLL1', 'FAM178B', 'FAM218A', 'P2RX1', 'ORM1', 'DBIL5P', 'TMEM105', 'DKK1', 'SYN2', 'EMILIN3', 'ZNF488', 'IL23A', 'SIGLEC17P', 'CRYM', 'AMBP', 'DPY19L2P2', 'PRKG2', 'CXCL1', 'SPDYE1', 'DEPDC4', 'SUCNR1', 'CTCFL', 'LRRC2', 'FABP7', 'GPBAR1', 'BRINP1', 'LRGUK', 'ADAMTS18', 'VWDE', 'BDKRB1', 'XIRP1', 'TENM1', 'FUT6', 'LINC00930', 'RERGL', 'BMPER', 'CYP4F8', 'KIAA0319', 'CDR1', 'NUGGC', 'RDM1', 'CECR2', 'CLEC12A', 'HCG27', 'ABHD11.AS1', 'FAM184B', 'PKD1L1', 'PCDHGA3', 'SORCS1', 'SEC14L5', 'WSCD2', 'SSUH2', 'CBLN2', 'ECEL1', 'SPESP1', 'FSCN2', 'CCL17', 'DMRT2', 'ZNF732', 'FAM162B', 'GRIA3', 'TMEM217', 'RSPO1', 'GNB3', 'CTSG', 'RGS6', 'HOXD4', 'PIANP', 'FLJ12825', 'COL2A1', 'CHRNB2', 'ADAM32', 'RNF175', 'IL1R2', 'ADAMTS19', 'SERPINA6', 'MT1A', 'RASL10A', 'DIRC3', 'PRSS21', 'HECTD2.AS1', 'PFKFB1', 'POM121L9P', 'CYP46A1', 'LRRC16B', 'SMIM5', 'CAPN11', 'FOXC2', 'ZNF804A', 'TBX21', 'TRAT1', 'PART1', 'HIST1H2BE', 'LOC100126784', 'VIPR2', 'CYSRT1', 'GPR87', 'IGF2BP3', 'XKR9', 'EMX1', 'SLC26A10', 'HOGA1', 'CA9', 'CEP83.AS1', 'HS3ST3B1', 'SLC13A2', 'HTR7', 'WIPF3', 'ULBP1', 'ZSCAN1', 'ZBTB16', 'OTUD7A', 'TMSB15A', 'TMEM40', 'CYP26A1', 'CITED1', 'ROPN1L', 'MAPT.IT1', 'ANKK1', 'WFDC3', 'GZMM', 'M1AP', 'PVALB', 'FIRRE', 'CDHR1', 'MYO3B', 'IGSF22', 'MRAP2', 'SPAG17', 'INE2', 'RBM12B.AS1', 'TTC23L', 'RFX8', 'CRTAC1', 'MROH7', 'PYGM', 'BTC', 'PCDHA12', 'CFAP61', 'KCNT2', 'HEATR4', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'CLEC4E', 'MIA', 'OPCML', 'ADGRF1', 'LRRC4B', 'NWD1', 'SRSF12', 'B3GAT1', 'CCBE1', 'CIDEC', 'HPDL', 'LINC00173', 'TMEM59L', 'IL11', 'LSAMP', 'RNF182', 'TSPAN8', 'GAS2', 'FASLG', 'KCNA6', 'LOC613037', 'KLK6', 'GALNT13', 'ABCC6P2', 'DHDH', 'NLRP7', 'SMC1B', 'FRMPD1', 'SCN3B', 'RFPL1S', 'C15ORF56', 'COL28A1', 'FAM83A', 'SLC16A11', 'PSORS1C1', 'PTCHD1', 'SLC24A5', 'TUSC5', 'C9ORF47', 'ADGRG2', 'ANO5', 'SLC6A14', 'TMPRSS4', 'RUFY4', 'INTS4P2', 'IGSF1', 'KCNQ3', 'PIK3C2G', 'LOC100133669', 'CYP4F12', 'LINC00908', 'NBPF4', 'MYOM2', 'EBF2', 'VENTX', 'FAM157A', 'DSCAML1', 'PCDHA5', 'PTPRN', 'MAG', 'PLAC1', 'DLX5', 'CCNI2', 'CDKN2B.AS1', 'DLX2', 'SYT6', 'CNTN2', 'FAM19A2', 'KLK7', 'ZBTB20', 'NKX3.2', 'SFTPA2', 'BRE.AS1', 'SLC6A17', 'OR2W3', 'PTPRR', 'RYR3', 'GHRLOS', 'ABCC2', 'TFAP2E', 'ABCD2', 'CD160', 'CD1A', 'GRIA2', 'RGS9', 'CCDC144A', 'DEFB1', 'CDKL2', 'DCX', 'DLK2', 'CACNA1I', 'PWAR5', 'GGT3P', 'MYO16', 'SLC6A11', 'WDR17', 'MSMB', 'CHRFAM7A', 'BTBD19', 'MMP12', 'CABP4', 'TCEAL2', 'CHRNA10', 'UNC13A', 'FKBP1AP1', 'AGBL4', 'SLC39A2', 'LY6H', 'XCL2', 'SPAG8', 'TUBAL3', 'S100A7', 'P2RY12', 'PCBP3', 'SNORD116.4', 'KCNH3', 'LINC00202.1', 'ZNF727', 'ARL9', 'TM6SF2', 'MAK', 'GRID2IP', 'MPL', 'HRCT1', 'TCN1', 'ELOVL3', 'SLC46A2', 'SYCE3', 'CD70', 'TCTEX1D1', 'NOX5', 'GPM6A', 'GRIN2A', 'PGLYRP2', 'TIGD4', 'SYCE2', 'ARMC3', 'JAKMIP1', 'RAB9B', 'MKRN3', 'CTAGE6', 'BAIAP2L2', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'LONRF3', 'AGAP7P', 'ACY3', 'LRRC43', 'THPO', 'BEX1', 'LOC400927', 'KLK10', 'SCN9A', 'ACHE', 'AKR1E2', 'SCN2A', 'PRPH2', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'VN1R1', 'TMEM145', 'C6ORF52', 'CD40LG', 'BEGAIN', 'HRC', 'GPR82', 'PAH', 'LOC285593', 'CHODL', 'TTBK1', 'CXADRP3', 'MLLT4.AS1', 'TTYH1', 'CHST9', 'ADGRL3', 'APOBEC3A', 'GABRB3', 'SLC25A34', 'HIST1H2BH', 'TRH', 'BRSK2', 'MAPK4', 'C8ORF46', 'DNASE1L2', 'ST8SIA2', 'DGCR5', 'CAMK4', 'EPYC', 'MUC15', 'GBP6', 'GPR63', 'ANKLE1', 'CAPSL', 'IL17D', 'ROBO2', 'SLC35F3', 'AIM1L', 'ASGR1', 'HAMP', 'TNFSF11', 'RMRP', 'FAM201A', 'PCDHA1', 'MYO15A', 'FAM159A', 'CHKB.AS1', 'DUSP9', 'NMU', 'PTX3', 'DCLK3', 'NEK5', 'RHCE', 'TDRD6', 'LYG1', 'MTUS2', 'KCNK17', 'LOC100132215', 'RUNDC3A', 'UCKL1.AS1', 'C1QL3', 'CYTL1', 'LINC00961', 'CYP2E1', 'RRN3P1', 'FOLR1', 'PNMA6A', 'ROPN1B', 'SIGLEC6', 'LINC00689', 'XCL1', 'HBA1', 'RRN3P2', 'ADRA2B', 'THSD7B', 'SLC2A14', 'ATP13A4', 'MT1L', 'DPEP1', 'KISS1R', 'KIF19', 'TMEM150B', 'IL1RL1', 'ZMAT4', 'CCR10', 'IL24', 'ARRDC3.AS1', 'GLI1', 'GPR173', 'LIN7A', 'TTLL9', 'WBP2NL', 'RHBG', 'A2ML1', 'PRRT4', 'KIAA1210', 'NIPAL4', 'GPR135', 'LOC90246', 'GNMT', 'CD300LB', 'CNTNAP3', 'IL18RAP', 'FIGF', 'OXGR1', 'CBLN1', 'B3GALT5', 'PCDHB18P', 'RRAD', 'MAP7D2', 'DPF3', 'DPY19L2P4', 'MS4A8', 'CACNA2D3', 'HIST1H1D', 'SLC5A8', 'RAB39A', 'TRIM7', 'LRRC24', 'AIM2', 'PON3', 'PCDH20', 'GABRB2', 'MASP2', 'TIFAB', 'PHKG1', 'DNAH11', 'KLK8', 'FOXN1', 'WFIKKN1', 'CD19', 'CLCA2', 'DCST2', 'ANK1', 'LINC00669', 'WNT10A', 'GPR171', 'FREM2', 'KCNB1', 'CRB2', 'C19ORF45', 'SLC26A3', 'UCA1', 'LINC01465', 'SEPHS1P1', 'HIST1H2AG', 'RASAL1', 'LINC00685', 'TYMSOS', 'RIC3', 'ANO2', 'CD1E', 'TTC41P', 'COLCA1', 'NEURL3', 'LOC646999', 'CST2', 'MED12L', 'HNRNPCL3', 'PCDHGC5', 'NRXN1', 'RAB3B', 'STXBP6', 'FAM182B', 'MYEOV', 'SEC14L1P1', 'IL6', 'MAPT.AS1', 'EYA1', 'ARHGEF33', 'CLPSL1', 'CR2', 'KIF4B', 'FNDC8', 'CXCR2', 'PATL2', 'AJAP1', 'ZNF676', 'VSTM2A', 'CLDN14', 'KCNRG', 'TDRD9', 'CLEC4F', 'LPAR4', 'MSLN', 'C9ORF117', 'MAGEL2', 'FAM43B', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.43619721536848943
		RMSE:  0.9218173342266688
		NRMSE:  0.18131733560713392
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5414936126562622
		RMSE:  0.7610450185362576
		NRMSE:  0.2487969592128731
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  3.699103592597292e-15
		NRMSE:  7.275970874502935e-16
		MAPE:  2.49294914457845e-12
		Pearson Correlation:  0.17950211567816107
		Spearman Correlation:  0.1722989064701555
		Coefficient of Determination:  -1.2063122254019292
		RMSE:  0.9104853632604664
		NRMSE:  0.2976512351696578
		MAPE:  2697.4019773319187

	Predictor:  ElasticNet
		Pearson Correlation:  0.893847270518569
		Spearman Correlation:  0.884598226636153
		Coefficient of Determination:  0.7510004428711053
		RMSE:  0.38382841063137635
		NRMSE:  0.0754973270321354
		MAPE:  212.22485349022358
		Pearson Correlation:  0.20637663074686902
		Spearman Correlation:  0.19646878390004865
		Coefficient of Determination:  -0.23845001141334765
		RMSE:  0.6821481781664878
		NRMSE:  0.2230044062135041
		MAPE:  1595.7478384684982

	Predictor:  RandomForests
		Pearson Correlation:  0.5353190449417706
		Spearman Correlation:  0.5580549637681219
		Coefficient of Determination:  0.2511654006011921
		RMSE:  0.6656267724663083
		NRMSE:  0.13092580103585924
		MAPE:  295.9630882855158
		Pearson Correlation:  0.15527456895114067
		Spearman Correlation:  0.17101709497624662
		Coefficient of Determination:  -0.06919743172240156
		RMSE:  0.6338236444592873
		NRMSE:  0.20720639591333068
		MAPE:  1956.2125943402768

Protein:  CCNE1
x_train_column_count:  352
x_train columns:  ['DES', 'POU5F1B', 'SOX15', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'ALOX15', 'C4ORF36', 'MPZ', 'PPP2R2B', 'TMEM200C', 'ACTA1', 'LEP', 'ABCA10', 'CA14', 'MST1L', 'TAT', 'NPTX1', 'PCDHGA1', 'CATSPER3', 'MUC6', 'FIBCD1', 'C10ORF55', 'GRIK4', 'GLDC', 'CYP4F35P', 'TUBA3E', 'FDCSP', 'ANP32AP1', 'LOC100272216', 'C1ORF228', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'PDE6G', 'BMX', 'LRFN2', 'IRX6', 'FBLL1', 'CACNA1F', 'LINC00922', 'CCL13', 'MAST1', 'LOC399815', 'XKRX', 'CFAP57', 'KIAA0125', 'PCDHA2', 'FOXP2', 'FOXF1', 'C1ORF186', 'GIPR', 'ALG1L', 'ASB14', 'CADM2', 'NXNL2', 'HHIPL2', 'JAKMIP2', 'KCNJ10', 'ZNF280B', 'LINC01139', 'TSSK4', 'HSD17B2', 'DNAJC5B', 'BRINP2', 'CERS1', 'TMEM35', 'ASAH2B', 'LGR5', 'MAT1A', 'PDZRN4', 'RNASE2', 'LRFN5', 'C2CD4B', 'C10ORF95', 'DNAI1', 'WNK3', 'FCGR3B', 'PCDHAC1', 'TMEM151B', 'GPR141', 'LGALS12', 'GDF6', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'TMEM253', 'KRT6A', 'MIR503HG', 'HP', 'HIST1H2AM', 'CYP11A1', 'DMC1', 'IL1RL2', 'AOC1', 'PCP4L1', 'MYT1', 'ESYT3', 'TLL2', 'C19ORF26', 'NFE2', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'KIF1A', 'HMGCLL1', 'UMODL1', 'HAND2.AS1', 'DYDC2', 'PQLC2L', 'PRAME', 'DGKI', 'EPHA7', 'SPSB4', 'LOC644172', 'TGM1', 'IGDCC3', 'IQSEC3', 'ATP8A2', 'PKD1L2', 'GP1BA', 'C2CD4C', 'UGT2B15', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'TMEM232', 'GPR27', 'CNTF', 'PLA2G10', 'MGAM', 'NBPF6', 'SLC25A21', 'DIO3', 'PLEKHD1', 'MCHR1', 'PRSS12', 'KERA', 'SLC6A4', 'CD244', 'LOC100130987', 'FCRL3', 'PTCHD4', 'PNMT', 'LINC00242', 'L1TD1', 'STAP1', 'LINC00839', 'IL10', 'RGN', 'DCANP1', 'CST4', 'FCRLA', 'PLCXD3', 'TBC1D3H', 'SPDYA', 'C6', 'SNAP25', 'TPSD1', 'GFRA2', 'FLG', 'PCDHGB3', 'DLGAP1', 'GJB3', 'GPR158', 'IGFL2', 'SFTPD', 'C1GALT1C1L', 'DNASE1L3', 'ZBED2', 'PROC', 'GDF10', 'NR6A1', 'ITPKA', 'TM4SF19', 'FAM186B', 'BCO2', 'PTH2R', 'BCAN', 'PNPLA3', 'SLC17A7', 'KCNG1', 'C1ORF229', 'PPM1N', 'DOC2B', 'HIST2H2BA', 'ALOX12P2', 'FAM86B2', 'FBXL13', 'SULT4A1', 'GUSBP5', 'FGF18', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'HTR1D', 'KCNJ3', 'HCN2', 'LCN12', 'LRRC31', 'EGOT', 'LRRIQ3', 'C10ORF82', 'ZNF660', 'RNF183', 'GJB5', 'SLC7A4', 'ATP1A4', 'NAALAD2', 'ADRA1B', 'SYT8', 'RAET1E', 'LTA', 'LRRIQ1', 'PCDHA7', 'SLC38A4', 'AURKAPS1', 'TNFSF15', 'CNGA1', 'C4ORF47', 'MAL', 'LY6G6C', 'SCGB3A1', 'FBXO24', 'TRPA1', 'RPL13AP3', 'KLK11', 'ACSL6', 'GRM8', 'TUBA3D', 'PTGDR', 'RP1', 'LINC01119', 'IQUB', 'CBLN4', 'LINC01341', 'ECT2L', 'SOX8', 'PAX2', 'EYS', 'NKPD1', 'ETV2', 'FXYD1', 'RNF138P1', 'MYCBPAP', 'TEKT3', 'XPNPEP2', 'CCR8', 'PPP1R3G', 'CCIN', 'STKLD1', 'C19ORF18', 'SLC30A8', 'UGT8', 'SLC28A3', 'JPH4', 'PLP1', 'UBE2Q2P1', 'SLC25A18', 'METTL7B', 'HEPACAM2', 'TEX14', 'IDI2.AS1', 'CASQ1', 'LINC00482', 'S100A3', 'ALOXE3', 'GLIS1', 'SGK2', 'NR1I3', 'CCDC36', 'PBX4', 'ZNF843', 'LRIT3', 'WNT2B', 'CACNG1', 'MS4A15', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'LPAR3', 'AOC2', 'TNNI3K', 'BCHE', 'GJB1', 'C9ORF43', 'PITX2', 'FCRL6', 'CCDC151', 'PNCK', 'CKMT2', 'FAM189A1', 'DQX1', 'ABCA17P', 'CACNA1G', 'C1ORF101', 'ENPP6', 'NLRP12', 'C2ORF50', 'ADCYAP1', 'CLDN9', 'FAM90A1', 'SLC6A20', 'IYD', 'SPIB', 'FAM95B1', 'CA3', 'OTOA', 'ZNF835', 'PCDH9', 'C2CD4A', 'C1ORF95', 'RYR2', 'LINC01550', 'ZCCHC18', 'CLEC3A', 'VSIG1', 'AURKC', 'ULBP3', 'CLECL1', 'CCDC158', 'CCDC65', 'IL20RB', 'ARC', 'GSDMC', 'TAS1R3', 'DDX11L2', 'SCN2B', 'TTC16', 'PCSK1N', 'SVOPL', 'ALDH8A1', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.3882525061775621
		RMSE:  0.8073510115699897
		NRMSE:  0.1948381908849554
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.2068608862157744
		RMSE:  0.7484097025916991
		NRMSE:  0.3260050104942715
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5224229806426052
		NRMSE:  0.12607644873967835
		MAPE:  105.82433067667067
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010783677474574871
		RMSE:  0.36685077747270034
		NRMSE:  0.1597990928573857
		MAPE:  133.3645349232411

	Predictor:  LinearRegression
		Pearson Correlation:  0.897594447884323
		Spearman Correlation:  0.7908412807059857
		Coefficient of Determination:  0.8056757928727626
		RMSE:  0.23029564476244133
		NRMSE:  0.05557729680296385
		MAPE:  39.53853391349215
		Pearson Correlation:  0.36218125027704634
		Spearman Correlation:  0.37224653673985963
		Coefficient of Determination:  -1.300358062466504
		RMSE:  0.553424083420223
		NRMSE:  0.24106986253440038
		MAPE:  159.0299732720448

	Predictor:  ElasticNet
		Pearson Correlation:  0.7830785890018894
		Spearman Correlation:  0.6983319345757107
		Coefficient of Determination:  0.596968703751739
		RMSE:  0.33165890180453284
		NRMSE:  0.08003931312704415
		MAPE:  54.93919857008691
		Pearson Correlation:  0.5111744580568175
		Spearman Correlation:  0.4485866407311812
		Coefficient of Determination:  0.1281245015717164
		RMSE:  0.3407121102345742
		NRMSE:  0.1484131681990566
		MAPE:  94.32653925388317

	Predictor:  RandomForests
		Pearson Correlation:  0.6326666757723072
		Spearman Correlation:  0.6085055001983019
		Coefficient of Determination:  0.35611668081665826
		RMSE:  0.41920442642133876
		NRMSE:  0.10116669315378497
		MAPE:  70.01794077756193
		Pearson Correlation:  0.4323543640997513
		Spearman Correlation:  0.3974538335889475
		Coefficient of Determination:  0.16591938782562377
		RMSE:  0.33324554090354513
		NRMSE:  0.14516075310517276
		MAPE:  101.38069842206683

Protein:  CCND1
x_train_column_count:  859
x_train columns:  ['DES', 'POU5F1B', 'SOX15', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'ALOX15', 'C4ORF36', 'MPZ', 'PPP2R2B', 'TMEM200C', 'ACTA1', 'LEP', 'ABCA10', 'CA14', 'MST1L', 'TAT', 'NPTX1', 'PCDHGA1', 'CATSPER3', 'MUC6', 'FIBCD1', 'C10ORF55', 'GRIK4', 'GLDC', 'CYP4F35P', 'TUBA3E', 'FDCSP', 'ANP32AP1', 'LOC100272216', 'C1ORF228', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'PDE6G', 'BMX', 'LRFN2', 'IRX6', 'FBLL1', 'CACNA1F', 'LINC00922', 'CCL13', 'MAST1', 'LOC399815', 'XKRX', 'CFAP57', 'KIAA0125', 'PCDHA2', 'FOXP2', 'FOXF1', 'C1ORF186', 'GIPR', 'ALG1L', 'ASB14', 'CADM2', 'NXNL2', 'HHIPL2', 'JAKMIP2', 'KCNJ10', 'ZNF280B', 'LINC01139', 'TSSK4', 'HSD17B2', 'DNAJC5B', 'BRINP2', 'CERS1', 'TMEM35', 'ASAH2B', 'LGR5', 'MAT1A', 'PDZRN4', 'RNASE2', 'LRFN5', 'C2CD4B', 'C10ORF95', 'DNAI1', 'WNK3', 'FCGR3B', 'PCDHAC1', 'TMEM151B', 'GPR141', 'LGALS12', 'GDF6', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'TMEM253', 'KRT6A', 'MIR503HG', 'HP', 'HIST1H2AM', 'CYP11A1', 'DMC1', 'IL1RL2', 'AOC1', 'PCP4L1', 'MYT1', 'ESYT3', 'TLL2', 'C19ORF26', 'NFE2', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'KIF1A', 'HMGCLL1', 'UMODL1', 'HAND2.AS1', 'DYDC2', 'PQLC2L', 'PRAME', 'DGKI', 'EPHA7', 'SPSB4', 'LOC644172', 'TGM1', 'IGDCC3', 'IQSEC3', 'ATP8A2', 'PKD1L2', 'GP1BA', 'C2CD4C', 'UGT2B15', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'TMEM232', 'GPR27', 'CNTF', 'PLA2G10', 'MGAM', 'NBPF6', 'SLC25A21', 'DIO3', 'PLEKHD1', 'MCHR1', 'PRSS12', 'KERA', 'SLC6A4', 'CD244', 'LOC100130987', 'FCRL3', 'PTCHD4', 'PNMT', 'LINC00242', 'L1TD1', 'STAP1', 'LINC00839', 'IL10', 'RGN', 'DCANP1', 'CST4', 'FCRLA', 'PLCXD3', 'TBC1D3H', 'SPDYA', 'C6', 'SNAP25', 'TPSD1', 'GFRA2', 'FLG', 'PCDHGB3', 'DLGAP1', 'GJB3', 'GPR158', 'IGFL2', 'SFTPD', 'C1GALT1C1L', 'DNASE1L3', 'ZBED2', 'PROC', 'GDF10', 'NR6A1', 'ITPKA', 'TM4SF19', 'FAM186B', 'BCO2', 'PTH2R', 'BCAN', 'PNPLA3', 'SLC17A7', 'KCNG1', 'C1ORF229', 'PPM1N', 'DOC2B', 'HIST2H2BA', 'ALOX12P2', 'FAM86B2', 'FBXL13', 'SULT4A1', 'GUSBP5', 'FGF18', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'HTR1D', 'KCNJ3', 'HCN2', 'LCN12', 'LRRC31', 'EGOT', 'LRRIQ3', 'C10ORF82', 'ZNF660', 'RNF183', 'GJB5', 'SLC7A4', 'ATP1A4', 'NAALAD2', 'ADRA1B', 'SYT8', 'RAET1E', 'LTA', 'LRRIQ1', 'PCDHA7', 'SLC38A4', 'AURKAPS1', 'TNFSF15', 'CNGA1', 'C4ORF47', 'MAL', 'LY6G6C', 'SCGB3A1', 'FBXO24', 'TRPA1', 'RPL13AP3', 'KLK11', 'ACSL6', 'GRM8', 'TUBA3D', 'PTGDR', 'RP1', 'LINC01119', 'IQUB', 'CBLN4', 'LINC01341', 'ECT2L', 'SOX8', 'PAX2', 'EYS', 'NKPD1', 'ETV2', 'FXYD1', 'RNF138P1', 'MYCBPAP', 'TEKT3', 'XPNPEP2', 'CCR8', 'PPP1R3G', 'CCIN', 'STKLD1', 'C19ORF18', 'SLC30A8', 'UGT8', 'SLC28A3', 'JPH4', 'PLP1', 'UBE2Q2P1', 'SLC25A18', 'METTL7B', 'HEPACAM2', 'TEX14', 'IDI2.AS1', 'CASQ1', 'LINC00482', 'S100A3', 'ALOXE3', 'GLIS1', 'SGK2', 'NR1I3', 'CCDC36', 'PBX4', 'ZNF843', 'LRIT3', 'WNT2B', 'CACNG1', 'MS4A15', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'LPAR3', 'AOC2', 'TNNI3K', 'BCHE', 'GJB1', 'C9ORF43', 'PITX2', 'FCRL6', 'CCDC151', 'PNCK', 'CKMT2', 'FAM189A1', 'DQX1', 'ABCA17P', 'CACNA1G', 'C1ORF101', 'ENPP6', 'NLRP12', 'C2ORF50', 'ADCYAP1', 'CLDN9', 'FAM90A1', 'SLC6A20', 'IYD', 'SPIB', 'FAM95B1', 'CA3', 'OTOA', 'ZNF835', 'PCDH9', 'C2CD4A', 'C1ORF95', 'RYR2', 'LINC01550', 'ZCCHC18', 'CLEC3A', 'VSIG1', 'AURKC', 'ULBP3', 'CLECL1', 'CCDC158', 'CCDC65', 'IL20RB', 'ARC', 'GSDMC', 'TAS1R3', 'DDX11L2', 'SCN2B', 'TTC16', 'PCSK1N', 'SVOPL', 'ALDH8A1', 'BPIFB2', 'CRYGS', 'MYOZ1', 'COLCA2', 'GSTM1', 'PDE1C', 'KNDC1', 'DUOXA1', 'B3GALT5.AS1', 'PCYT1B', 'IL22RA1', 'LOC148709', 'KLHL4', 'PPP1R36', 'HOXD3', 'TARP', 'FAM57B', 'OR7E91P', 'CAMP', 'LOC90768', 'LOC441455', 'JPH3', 'CPEB1', 'LUZP2', 'FLJ37201', 'IL12RB2', 'RELN', 'FUT7', 'LBX2', 'SCARA5', 'RIMS1', 'PLA2G5', 'GPR18', 'MNX1', 'ZBED3.AS1', 'HIST1H2BN', 'SLC22A18AS', 'HOXB13', 'KCNE1', 'CD177', 'TUBB8', 'ZC3H12D', 'IGSF5', 'ASTN1', 'CIDEA', 'TCHH', 'KCNE2', 'ONECUT2', 'IRX4', 'C10ORF128', 'GAL', 'WDR72', 'CHRNA6', 'SP5', 'BTBD8', 'FAM135B', 'SLC16A10', 'SCN7A', 'MGC16142', 'HOXB8', 'SCART1', 'LINC01124', 'RSPH4A', 'CCDC183', 'ALB', 'YPEL4', 'GBP1P1', 'CCDC7', 'DCSTAMP', 'GRIN2C', 'CELF5', 'MGAT5B', 'CXXC4', 'SLC35F1', 'GPR3', 'CXCR5', 'HOXA11', 'PYDC1', 'CCDC153', 'OBP2B', 'SLC30A2', 'ATP13A5', 'NIPAL1', 'SKIDA1', 'SRL', 'FOXJ1', 'PCSK9', 'LRP1B', 'RPGRIP1', 'WT1', 'TNFRSF9', 'PCAT18', 'STRC', 'SLC18A2', 'INSM1', 'NOXO1', 'CNNM1', 'GPR174', 'PCK1', 'MARCO', 'GPX2', 'FOXD4', 'SLC25A53', 'PPP4R4', 'DMRT3', 'C17ORF104', 'IL20', 'LBP', 'CRISP3', 'KLHL14', 'FOXD1', 'NOS2', 'PKNOX2', 'INHA', 'COL23A1', 'TNFRSF17', 'BTLA', 'AVPR2', 'ADH1C', 'GPLD1', 'PARP15', 'CXCL2', 'MYBPC1', 'GLOD5', 'CST9', 'GPR55', 'SLCO4C1', 'PFN1P2', 'BCL2L14', 'STEAP1B', 'C2ORF40', 'SLC23A1', 'ULBP2', 'VSIG2', 'SCN3A', 'AMH', 'VAT1L', 'CXCR2P1', 'ZNF98', 'DHRS4L1', 'CYSLTR2', 'ZNF454', 'RNF212', 'HAP1', 'TPSG1', 'VGLL1', 'FAM178B', 'FAM218A', 'P2RX1', 'ORM1', 'DBIL5P', 'TMEM105', 'DKK1', 'SYN2', 'EMILIN3', 'ZNF488', 'IL23A', 'SIGLEC17P', 'CRYM', 'AMBP', 'DPY19L2P2', 'PRKG2', 'CXCL1', 'SPDYE1', 'DEPDC4', 'SUCNR1', 'CTCFL', 'LRRC2', 'FABP7', 'GPBAR1', 'BRINP1', 'LRGUK', 'ADAMTS18', 'VWDE', 'BDKRB1', 'XIRP1', 'TENM1', 'FUT6', 'LINC00930', 'RERGL', 'BMPER', 'CYP4F8', 'KIAA0319', 'CDR1', 'NUGGC', 'RDM1', 'CECR2', 'CLEC12A', 'HCG27', 'ABHD11.AS1', 'FAM184B', 'PKD1L1', 'PCDHGA3', 'SORCS1', 'SEC14L5', 'WSCD2', 'SSUH2', 'CBLN2', 'ECEL1', 'SPESP1', 'FSCN2', 'CCL17', 'DMRT2', 'ZNF732', 'FAM162B', 'GRIA3', 'TMEM217', 'RSPO1', 'GNB3', 'CTSG', 'RGS6', 'HOXD4', 'PIANP', 'FLJ12825', 'COL2A1', 'CHRNB2', 'ADAM32', 'RNF175', 'IL1R2', 'ADAMTS19', 'SERPINA6', 'MT1A', 'RASL10A', 'DIRC3', 'PRSS21', 'HECTD2.AS1', 'PFKFB1', 'POM121L9P', 'CYP46A1', 'LRRC16B', 'SMIM5', 'CAPN11', 'FOXC2', 'ZNF804A', 'TBX21', 'TRAT1', 'PART1', 'HIST1H2BE', 'LOC100126784', 'VIPR2', 'CYSRT1', 'GPR87', 'IGF2BP3', 'XKR9', 'EMX1', 'SLC26A10', 'HOGA1', 'CA9', 'CEP83.AS1', 'HS3ST3B1', 'SLC13A2', 'HTR7', 'WIPF3', 'ULBP1', 'ZSCAN1', 'ZBTB16', 'OTUD7A', 'TMSB15A', 'TMEM40', 'CYP26A1', 'CITED1', 'ROPN1L', 'MAPT.IT1', 'ANKK1', 'WFDC3', 'GZMM', 'M1AP', 'PVALB', 'FIRRE', 'CDHR1', 'MYO3B', 'IGSF22', 'MRAP2', 'SPAG17', 'INE2', 'RBM12B.AS1', 'TTC23L', 'RFX8', 'CRTAC1', 'MROH7', 'PYGM', 'BTC', 'PCDHA12', 'CFAP61', 'KCNT2', 'HEATR4', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'CLEC4E', 'MIA', 'OPCML', 'ADGRF1', 'LRRC4B', 'NWD1', 'SRSF12', 'B3GAT1', 'CCBE1', 'CIDEC', 'HPDL', 'LINC00173', 'TMEM59L', 'IL11', 'LSAMP', 'RNF182', 'TSPAN8', 'GAS2', 'FASLG', 'KCNA6', 'LOC613037', 'KLK6', 'GALNT13', 'ABCC6P2', 'DHDH', 'NLRP7', 'SMC1B', 'FRMPD1', 'SCN3B', 'RFPL1S', 'C15ORF56', 'COL28A1', 'FAM83A', 'SLC16A11', 'PSORS1C1', 'PTCHD1', 'SLC24A5', 'TUSC5', 'C9ORF47', 'ADGRG2', 'ANO5', 'SLC6A14', 'TMPRSS4', 'RUFY4', 'INTS4P2', 'IGSF1', 'KCNQ3', 'PIK3C2G', 'LOC100133669', 'CYP4F12', 'LINC00908', 'NBPF4', 'MYOM2', 'EBF2', 'VENTX', 'FAM157A', 'DSCAML1', 'PCDHA5', 'PTPRN', 'MAG', 'PLAC1', 'DLX5', 'CCNI2', 'CDKN2B.AS1', 'DLX2', 'SYT6', 'CNTN2', 'FAM19A2', 'KLK7', 'ZBTB20', 'NKX3.2', 'SFTPA2', 'BRE.AS1', 'SLC6A17', 'OR2W3', 'PTPRR', 'RYR3', 'GHRLOS', 'ABCC2', 'TFAP2E', 'ABCD2', 'CD160', 'CD1A', 'GRIA2', 'RGS9', 'CCDC144A', 'DEFB1', 'CDKL2', 'DCX', 'DLK2', 'CACNA1I', 'PWAR5', 'GGT3P', 'MYO16', 'SLC6A11', 'WDR17', 'MSMB', 'CHRFAM7A', 'BTBD19', 'MMP12', 'CABP4', 'TCEAL2', 'CHRNA10', 'UNC13A', 'FKBP1AP1', 'AGBL4', 'SLC39A2', 'LY6H', 'XCL2', 'SPAG8', 'TUBAL3', 'S100A7', 'P2RY12', 'PCBP3', 'SNORD116.4', 'KCNH3', 'LINC00202.1', 'ZNF727', 'ARL9', 'TM6SF2', 'MAK', 'GRID2IP', 'MPL', 'HRCT1', 'TCN1', 'ELOVL3', 'SLC46A2', 'SYCE3', 'CD70', 'TCTEX1D1', 'NOX5', 'GPM6A', 'GRIN2A', 'PGLYRP2', 'TIGD4', 'SYCE2', 'ARMC3', 'JAKMIP1', 'RAB9B', 'MKRN3', 'CTAGE6', 'BAIAP2L2', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'LONRF3', 'AGAP7P', 'ACY3', 'LRRC43', 'THPO', 'BEX1', 'LOC400927', 'KLK10', 'SCN9A', 'ACHE', 'AKR1E2', 'SCN2A', 'PRPH2', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'VN1R1', 'TMEM145', 'C6ORF52', 'CD40LG', 'BEGAIN', 'HRC', 'GPR82', 'PAH', 'LOC285593', 'CHODL', 'TTBK1', 'CXADRP3', 'MLLT4.AS1', 'TTYH1', 'CHST9', 'ADGRL3', 'APOBEC3A', 'GABRB3', 'SLC25A34', 'HIST1H2BH', 'TRH', 'BRSK2', 'MAPK4', 'C8ORF46', 'DNASE1L2', 'ST8SIA2', 'DGCR5', 'CAMK4', 'EPYC', 'MUC15', 'GBP6', 'GPR63', 'ANKLE1', 'CAPSL', 'IL17D', 'ROBO2', 'SLC35F3', 'AIM1L', 'ASGR1', 'HAMP', 'TNFSF11', 'RMRP', 'FAM201A', 'PCDHA1', 'MYO15A', 'FAM159A', 'CHKB.AS1', 'DUSP9', 'NMU', 'PTX3', 'DCLK3', 'NEK5', 'RHCE', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.44064885869713843
		RMSE:  0.2936537728092399
		NRMSE:  0.17653615611766113
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6507167710215811
		RMSE:  0.2694738938084911
		NRMSE:  0.2553456206196082
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  1.4981410205793727e-15
		NRMSE:  9.006390572311098e-16
		MAPE:  4.63846925442469e-12
		Pearson Correlation:  -0.024399307885429523
		Spearman Correlation:  -0.00561852392174466
		Coefficient of Determination:  -1.9643343581658113
		RMSE:  0.3611137372242659
		NRMSE:  0.3421808697035674
		MAPE:  567.0046108870746

	Predictor:  ElasticNet
		Pearson Correlation:  0.6093504210886607
		Spearman Correlation:  0.6047090536944724
		Coefficient of Determination:  0.29691197523792123
		RMSE:  0.2051452027834114
		NRMSE:  0.1233273633738992
		MAPE:  626.2410754591835
		Pearson Correlation:  0.15620196821029927
		Spearman Correlation:  0.18952106634746071
		Coefficient of Determination:  -0.013972513436459888
		RMSE:  0.2111998022272684
		NRMSE:  0.20012678709718132
		MAPE:  280.3594467705005

	Predictor:  RandomForests
		Pearson Correlation:  0.5109126957280493
		Spearman Correlation:  0.5234643252845385
		Coefficient of Determination:  0.15961604340287505
		RMSE:  0.22428250167916627
		NRMSE:  0.13483215404357665
		MAPE:  593.3229894652553
		Pearson Correlation:  0.14265769250586197
		Spearman Correlation:  0.13147046721280814
		Coefficient of Determination:  0.01623158197393071
		RMSE:  0.20803042394217067
		NRMSE:  0.19712357645681508
		MAPE:  425.2551984504275

Protein:  ERBB2
x_train_column_count:  668
x_train columns:  ['DES', 'POU5F1B', 'SOX15', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'ALOX15', 'C4ORF36', 'MPZ', 'PPP2R2B', 'TMEM200C', 'ACTA1', 'LEP', 'ABCA10', 'CA14', 'MST1L', 'TAT', 'NPTX1', 'PCDHGA1', 'CATSPER3', 'MUC6', 'FIBCD1', 'C10ORF55', 'GRIK4', 'GLDC', 'CYP4F35P', 'TUBA3E', 'FDCSP', 'ANP32AP1', 'LOC100272216', 'C1ORF228', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'PDE6G', 'BMX', 'LRFN2', 'IRX6', 'FBLL1', 'CACNA1F', 'LINC00922', 'CCL13', 'MAST1', 'LOC399815', 'XKRX', 'CFAP57', 'KIAA0125', 'PCDHA2', 'FOXP2', 'FOXF1', 'C1ORF186', 'GIPR', 'ALG1L', 'ASB14', 'CADM2', 'NXNL2', 'HHIPL2', 'JAKMIP2', 'KCNJ10', 'ZNF280B', 'LINC01139', 'TSSK4', 'HSD17B2', 'DNAJC5B', 'BRINP2', 'CERS1', 'TMEM35', 'ASAH2B', 'LGR5', 'MAT1A', 'PDZRN4', 'RNASE2', 'LRFN5', 'C2CD4B', 'C10ORF95', 'DNAI1', 'WNK3', 'FCGR3B', 'PCDHAC1', 'TMEM151B', 'GPR141', 'LGALS12', 'GDF6', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'TMEM253', 'KRT6A', 'MIR503HG', 'HP', 'HIST1H2AM', 'CYP11A1', 'DMC1', 'IL1RL2', 'AOC1', 'PCP4L1', 'MYT1', 'ESYT3', 'TLL2', 'C19ORF26', 'NFE2', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'KIF1A', 'HMGCLL1', 'UMODL1', 'HAND2.AS1', 'DYDC2', 'PQLC2L', 'PRAME', 'DGKI', 'EPHA7', 'SPSB4', 'LOC644172', 'TGM1', 'IGDCC3', 'IQSEC3', 'ATP8A2', 'PKD1L2', 'GP1BA', 'C2CD4C', 'UGT2B15', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'TMEM232', 'GPR27', 'CNTF', 'PLA2G10', 'MGAM', 'NBPF6', 'SLC25A21', 'DIO3', 'PLEKHD1', 'MCHR1', 'PRSS12', 'KERA', 'SLC6A4', 'CD244', 'LOC100130987', 'FCRL3', 'PTCHD4', 'PNMT', 'LINC00242', 'L1TD1', 'STAP1', 'LINC00839', 'IL10', 'RGN', 'DCANP1', 'CST4', 'FCRLA', 'PLCXD3', 'TBC1D3H', 'SPDYA', 'C6', 'SNAP25', 'TPSD1', 'GFRA2', 'FLG', 'PCDHGB3', 'DLGAP1', 'GJB3', 'GPR158', 'IGFL2', 'SFTPD', 'C1GALT1C1L', 'DNASE1L3', 'ZBED2', 'PROC', 'GDF10', 'NR6A1', 'ITPKA', 'TM4SF19', 'FAM186B', 'BCO2', 'PTH2R', 'BCAN', 'PNPLA3', 'SLC17A7', 'KCNG1', 'C1ORF229', 'PPM1N', 'DOC2B', 'HIST2H2BA', 'ALOX12P2', 'FAM86B2', 'FBXL13', 'SULT4A1', 'GUSBP5', 'FGF18', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'HTR1D', 'KCNJ3', 'HCN2', 'LCN12', 'LRRC31', 'EGOT', 'LRRIQ3', 'C10ORF82', 'ZNF660', 'RNF183', 'GJB5', 'SLC7A4', 'ATP1A4', 'NAALAD2', 'ADRA1B', 'SYT8', 'RAET1E', 'LTA', 'LRRIQ1', 'PCDHA7', 'SLC38A4', 'AURKAPS1', 'TNFSF15', 'CNGA1', 'C4ORF47', 'MAL', 'LY6G6C', 'SCGB3A1', 'FBXO24', 'TRPA1', 'RPL13AP3', 'KLK11', 'ACSL6', 'GRM8', 'TUBA3D', 'PTGDR', 'RP1', 'LINC01119', 'IQUB', 'CBLN4', 'LINC01341', 'ECT2L', 'SOX8', 'PAX2', 'EYS', 'NKPD1', 'ETV2', 'FXYD1', 'RNF138P1', 'MYCBPAP', 'TEKT3', 'XPNPEP2', 'CCR8', 'PPP1R3G', 'CCIN', 'STKLD1', 'C19ORF18', 'SLC30A8', 'UGT8', 'SLC28A3', 'JPH4', 'PLP1', 'UBE2Q2P1', 'SLC25A18', 'METTL7B', 'HEPACAM2', 'TEX14', 'IDI2.AS1', 'CASQ1', 'LINC00482', 'S100A3', 'ALOXE3', 'GLIS1', 'SGK2', 'NR1I3', 'CCDC36', 'PBX4', 'ZNF843', 'LRIT3', 'WNT2B', 'CACNG1', 'MS4A15', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'LPAR3', 'AOC2', 'TNNI3K', 'BCHE', 'GJB1', 'C9ORF43', 'PITX2', 'FCRL6', 'CCDC151', 'PNCK', 'CKMT2', 'FAM189A1', 'DQX1', 'ABCA17P', 'CACNA1G', 'C1ORF101', 'ENPP6', 'NLRP12', 'C2ORF50', 'ADCYAP1', 'CLDN9', 'FAM90A1', 'SLC6A20', 'IYD', 'SPIB', 'FAM95B1', 'CA3', 'OTOA', 'ZNF835', 'PCDH9', 'C2CD4A', 'C1ORF95', 'RYR2', 'LINC01550', 'ZCCHC18', 'CLEC3A', 'VSIG1', 'AURKC', 'ULBP3', 'CLECL1', 'CCDC158', 'CCDC65', 'IL20RB', 'ARC', 'GSDMC', 'TAS1R3', 'DDX11L2', 'SCN2B', 'TTC16', 'PCSK1N', 'SVOPL', 'ALDH8A1', 'BPIFB2', 'CRYGS', 'MYOZ1', 'COLCA2', 'GSTM1', 'PDE1C', 'KNDC1', 'DUOXA1', 'B3GALT5.AS1', 'PCYT1B', 'IL22RA1', 'LOC148709', 'KLHL4', 'PPP1R36', 'HOXD3', 'TARP', 'FAM57B', 'OR7E91P', 'CAMP', 'LOC90768', 'LOC441455', 'JPH3', 'CPEB1', 'LUZP2', 'FLJ37201', 'IL12RB2', 'RELN', 'FUT7', 'LBX2', 'SCARA5', 'RIMS1', 'PLA2G5', 'GPR18', 'MNX1', 'ZBED3.AS1', 'HIST1H2BN', 'SLC22A18AS', 'HOXB13', 'KCNE1', 'CD177', 'TUBB8', 'ZC3H12D', 'IGSF5', 'ASTN1', 'CIDEA', 'TCHH', 'KCNE2', 'ONECUT2', 'IRX4', 'C10ORF128', 'GAL', 'WDR72', 'CHRNA6', 'SP5', 'BTBD8', 'FAM135B', 'SLC16A10', 'SCN7A', 'MGC16142', 'HOXB8', 'SCART1', 'LINC01124', 'RSPH4A', 'CCDC183', 'ALB', 'YPEL4', 'GBP1P1', 'CCDC7', 'DCSTAMP', 'GRIN2C', 'CELF5', 'MGAT5B', 'CXXC4', 'SLC35F1', 'GPR3', 'CXCR5', 'HOXA11', 'PYDC1', 'CCDC153', 'OBP2B', 'SLC30A2', 'ATP13A5', 'NIPAL1', 'SKIDA1', 'SRL', 'FOXJ1', 'PCSK9', 'LRP1B', 'RPGRIP1', 'WT1', 'TNFRSF9', 'PCAT18', 'STRC', 'SLC18A2', 'INSM1', 'NOXO1', 'CNNM1', 'GPR174', 'PCK1', 'MARCO', 'GPX2', 'FOXD4', 'SLC25A53', 'PPP4R4', 'DMRT3', 'C17ORF104', 'IL20', 'LBP', 'CRISP3', 'KLHL14', 'FOXD1', 'NOS2', 'PKNOX2', 'INHA', 'COL23A1', 'TNFRSF17', 'BTLA', 'AVPR2', 'ADH1C', 'GPLD1', 'PARP15', 'CXCL2', 'MYBPC1', 'GLOD5', 'CST9', 'GPR55', 'SLCO4C1', 'PFN1P2', 'BCL2L14', 'STEAP1B', 'C2ORF40', 'SLC23A1', 'ULBP2', 'VSIG2', 'SCN3A', 'AMH', 'VAT1L', 'CXCR2P1', 'ZNF98', 'DHRS4L1', 'CYSLTR2', 'ZNF454', 'RNF212', 'HAP1', 'TPSG1', 'VGLL1', 'FAM178B', 'FAM218A', 'P2RX1', 'ORM1', 'DBIL5P', 'TMEM105', 'DKK1', 'SYN2', 'EMILIN3', 'ZNF488', 'IL23A', 'SIGLEC17P', 'CRYM', 'AMBP', 'DPY19L2P2', 'PRKG2', 'CXCL1', 'SPDYE1', 'DEPDC4', 'SUCNR1', 'CTCFL', 'LRRC2', 'FABP7', 'GPBAR1', 'BRINP1', 'LRGUK', 'ADAMTS18', 'VWDE', 'BDKRB1', 'XIRP1', 'TENM1', 'FUT6', 'LINC00930', 'RERGL', 'BMPER', 'CYP4F8', 'KIAA0319', 'CDR1', 'NUGGC', 'RDM1', 'CECR2', 'CLEC12A', 'HCG27', 'ABHD11.AS1', 'FAM184B', 'PKD1L1', 'PCDHGA3', 'SORCS1', 'SEC14L5', 'WSCD2', 'SSUH2', 'CBLN2', 'ECEL1', 'SPESP1', 'FSCN2', 'CCL17', 'DMRT2', 'ZNF732', 'FAM162B', 'GRIA3', 'TMEM217', 'RSPO1', 'GNB3', 'CTSG', 'RGS6', 'HOXD4', 'PIANP', 'FLJ12825', 'COL2A1', 'CHRNB2', 'ADAM32', 'RNF175', 'IL1R2', 'ADAMTS19', 'SERPINA6', 'MT1A', 'RASL10A', 'DIRC3', 'PRSS21', 'HECTD2.AS1', 'PFKFB1', 'POM121L9P', 'CYP46A1', 'LRRC16B', 'SMIM5', 'CAPN11', 'FOXC2', 'ZNF804A', 'TBX21', 'TRAT1', 'PART1', 'HIST1H2BE', 'LOC100126784', 'VIPR2', 'CYSRT1', 'GPR87', 'IGF2BP3', 'XKR9', 'EMX1', 'SLC26A10', 'HOGA1', 'CA9', 'CEP83.AS1', 'HS3ST3B1', 'SLC13A2', 'HTR7', 'WIPF3', 'ULBP1', 'ZSCAN1', 'ZBTB16', 'OTUD7A', 'TMSB15A', 'TMEM40', 'CYP26A1', 'CITED1', 'ROPN1L', 'MAPT.IT1', 'ANKK1', 'WFDC3', 'GZMM', 'M1AP', 'PVALB', 'FIRRE', 'CDHR1', 'MYO3B', 'IGSF22', 'MRAP2', 'SPAG17', 'INE2', 'RBM12B.AS1', 'TTC23L', 'RFX8', 'CRTAC1', 'MROH7', 'PYGM', 'BTC', 'PCDHA12', 'CFAP61', 'KCNT2', 'HEATR4', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'CLEC4E', 'MIA', 'OPCML', 'ADGRF1', 'LRRC4B', 'NWD1', 'SRSF12', 'B3GAT1', 'CCBE1', 'CIDEC', 'HPDL', 'LINC00173', 'TMEM59L', 'IL11', 'LSAMP', 'RNF182', 'TSPAN8', 'GAS2', 'FASLG', 'KCNA6', 'LOC613037', 'KLK6', 'GALNT13', 'ABCC6P2', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08695701084953744
		RMSE:  1.023008454816054
		NRMSE:  0.1742863272085548
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1111491455026472
		RMSE:  1.1242523174677488
		NRMSE:  0.20280184671833265
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865388
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792788993

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  6.278994383940592e-15
		NRMSE:  1.0697300345742698e-15
		MAPE:  5.972289035344145e-12
		Pearson Correlation:  0.31583293895326975
		Spearman Correlation:  0.28012104904203755
		Coefficient of Determination:  -1.2841902738008333
		RMSE:  1.6119209957391984
		NRMSE:  0.29077151954311253
		MAPE:  1240.7567531504974

	Predictor:  ElasticNet
		Pearson Correlation:  0.8971790914617978
		Spearman Correlation:  0.8002976335883398
		Coefficient of Determination:  0.7731175268396618
		RMSE:  0.4673836467088039
		NRMSE:  0.07962649653454246
		MAPE:  551.5928524583496
		Pearson Correlation:  0.6830924922418344
		Spearman Correlation:  0.5736362967576334
		Coefficient of Determination:  0.464001353900365
		RMSE:  0.7808353374333538
		NRMSE:  0.14085347742141457
		MAPE:  479.4648932041901

	Predictor:  RandomForests
		Pearson Correlation:  0.5741461825703591
		Spearman Correlation:  0.5400512642125956
		Coefficient of Determination:  0.2667499174108834
		RMSE:  0.8402317712547885
		NRMSE:  0.1431473109792304
		MAPE:  733.1360480469394
		Pearson Correlation:  0.4355948341657177
		Spearman Correlation:  0.435412455782151
		Coefficient of Determination:  0.167975319024544
		RMSE:  0.9728496294232368
		NRMSE:  0.1754905890438049
		MAPE:  222.8504715158235

Protein:  ERBB3
x_train_column_count:  247
x_train columns:  ['DES', 'POU5F1B', 'SOX15', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'ALOX15', 'C4ORF36', 'MPZ', 'PPP2R2B', 'TMEM200C', 'ACTA1', 'LEP', 'ABCA10', 'CA14', 'MST1L', 'TAT', 'NPTX1', 'PCDHGA1', 'CATSPER3', 'MUC6', 'FIBCD1', 'C10ORF55', 'GRIK4', 'GLDC', 'CYP4F35P', 'TUBA3E', 'FDCSP', 'ANP32AP1', 'LOC100272216', 'C1ORF228', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'PDE6G', 'BMX', 'LRFN2', 'IRX6', 'FBLL1', 'CACNA1F', 'LINC00922', 'CCL13', 'MAST1', 'LOC399815', 'XKRX', 'CFAP57', 'KIAA0125', 'PCDHA2', 'FOXP2', 'FOXF1', 'C1ORF186', 'GIPR', 'ALG1L', 'ASB14', 'CADM2', 'NXNL2', 'HHIPL2', 'JAKMIP2', 'KCNJ10', 'ZNF280B', 'LINC01139', 'TSSK4', 'HSD17B2', 'DNAJC5B', 'BRINP2', 'CERS1', 'TMEM35', 'ASAH2B', 'LGR5', 'MAT1A', 'PDZRN4', 'RNASE2', 'LRFN5', 'C2CD4B', 'C10ORF95', 'DNAI1', 'WNK3', 'FCGR3B', 'PCDHAC1', 'TMEM151B', 'GPR141', 'LGALS12', 'GDF6', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'TMEM253', 'KRT6A', 'MIR503HG', 'HP', 'HIST1H2AM', 'CYP11A1', 'DMC1', 'IL1RL2', 'AOC1', 'PCP4L1', 'MYT1', 'ESYT3', 'TLL2', 'C19ORF26', 'NFE2', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'KIF1A', 'HMGCLL1', 'UMODL1', 'HAND2.AS1', 'DYDC2', 'PQLC2L', 'PRAME', 'DGKI', 'EPHA7', 'SPSB4', 'LOC644172', 'TGM1', 'IGDCC3', 'IQSEC3', 'ATP8A2', 'PKD1L2', 'GP1BA', 'C2CD4C', 'UGT2B15', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'TMEM232', 'GPR27', 'CNTF', 'PLA2G10', 'MGAM', 'NBPF6', 'SLC25A21', 'DIO3', 'PLEKHD1', 'MCHR1', 'PRSS12', 'KERA', 'SLC6A4', 'CD244', 'LOC100130987', 'FCRL3', 'PTCHD4', 'PNMT', 'LINC00242', 'L1TD1', 'STAP1', 'LINC00839', 'IL10', 'RGN', 'DCANP1', 'CST4', 'FCRLA', 'PLCXD3', 'TBC1D3H', 'SPDYA', 'C6', 'SNAP25', 'TPSD1', 'GFRA2', 'FLG', 'PCDHGB3', 'DLGAP1', 'GJB3', 'GPR158', 'IGFL2', 'SFTPD', 'C1GALT1C1L', 'DNASE1L3', 'ZBED2', 'PROC', 'GDF10', 'NR6A1', 'ITPKA', 'TM4SF19', 'FAM186B', 'BCO2', 'PTH2R', 'BCAN', 'PNPLA3', 'SLC17A7', 'KCNG1', 'C1ORF229', 'PPM1N', 'DOC2B', 'HIST2H2BA', 'ALOX12P2', 'FAM86B2', 'FBXL13', 'SULT4A1', 'GUSBP5', 'FGF18', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'HTR1D', 'KCNJ3', 'HCN2', 'LCN12', 'LRRC31', 'EGOT', 'LRRIQ3', 'C10ORF82', 'ZNF660', 'RNF183', 'GJB5', 'SLC7A4', 'ATP1A4', 'NAALAD2', 'ADRA1B', 'SYT8', 'RAET1E', 'LTA', 'LRRIQ1', 'PCDHA7', 'SLC38A4', 'AURKAPS1', 'TNFSF15', 'CNGA1', 'C4ORF47', 'MAL', 'LY6G6C', 'SCGB3A1', 'FBXO24', 'TRPA1', 'RPL13AP3', 'KLK11', 'ACSL6', 'GRM8', 'TUBA3D', 'PTGDR', 'RP1', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19951943522205973
		RMSE:  0.4939516163098853
		NRMSE:  0.17910620018705933
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27774471248359456
		RMSE:  0.5592204608326292
		NRMSE:  0.15547938022732444
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  LinearRegression
		Pearson Correlation:  0.7626515339829552
		Spearman Correlation:  0.7641253052684583
		Coefficient of Determination:  0.5816373622865547
		RMSE:  0.29171395985446197
		NRMSE:  0.10577509449483187
		MAPE:  203.3519384577208
		Pearson Correlation:  0.2533120003051703
		Spearman Correlation:  0.24877367548223794
		Coefficient of Determination:  -0.20408905299108127
		RMSE:  0.5428630855587594
		NRMSE:  0.15093155920171247
		MAPE:  215.2826013041756

	Predictor:  ElasticNet
		Pearson Correlation:  0.6354528059344409
		Spearman Correlation:  0.6418271203611009
		Coefficient of Determination:  0.3752963516282325
		RMSE:  0.35646573298667245
		NRMSE:  0.1292540014528141
		MAPE:  184.61036634040522
		Pearson Correlation:  0.32211156473702374
		Spearman Correlation:  0.33278968565692846
		Coefficient of Determination:  0.08708850023414139
		RMSE:  0.4726888365661786
		NRMSE:  0.13142109864910784
		MAPE:  156.34949817819998

	Predictor:  RandomForests
		Pearson Correlation:  0.5335959039783829
		Spearman Correlation:  0.5461977870633178
		Coefficient of Determination:  0.21729848596906776
		RMSE:  0.39900547349519216
		NRMSE:  0.14467885487539012
		MAPE:  211.45394891096143
		Pearson Correlation:  0.26166145310698996
		Spearman Correlation:  0.3033479220439158
		Coefficient of Determination:  0.04553050545840076
		RMSE:  0.4833280866555625
		NRMSE:  0.1343791163287864
		MAPE:  136.0016711735679


Fold:  4

Protein:  RB1
x_train_column_count:  373
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'CATSPER3', 'MUC6', 'TUBA3E', 'GLDC', 'GRIK4', 'FIBCD1', 'CYP4F35P', 'C10ORF55', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'MAST1', 'SLC26A4', 'FBLL1', 'CACNA1F', 'XKRX', 'LINC00922', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ALG1L', 'ASB14', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'AQP5', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'CD300LG', 'TEKT2', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'GPR27', 'NBPF6', 'PLA2G10', 'MGAM', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'FCRL3', 'PTCHD4', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'PCDHGB3', 'TPSD1', 'DNASE1L3', 'FLG', 'GFRA2', 'C1GALT1C1L', 'IGFL2', 'SFTPD', 'GJB3', 'GPR158', 'ITPKA', 'FAM186B', 'PROC', 'ZBED2', 'GDF10', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'EGOT', 'LRRC31', 'ATP1A4', 'HCN2', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'SYT8', 'ADRA1B', 'CNGA1', 'SCGB3A1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'SLC28A3', 'PPP1R3G', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'HEPACAM2', 'METTL7B', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'ALOXE3', 'LRIT3', 'SGK2', 'GLIS1', 'ZNF843', 'S100A3', 'WNT2B', 'NR1I3', 'LINC00482', 'CCDC36', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'FCRL6', 'BCHE', 'CKMT2', 'DQX1', 'ABCA17P', 'FAM189A1', 'LPAR3', 'PITX2', 'NLRP12', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'C1ORF101', 'SLC6A20', 'FAM90A1', 'FAM95B1', 'ZNF835', 'CA3', 'CLDN9', 'OTOA', 'SPIB', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'PCSK1N', 'CLECL1', 'ULBP3', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'LINC01550', 'SCN2B', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'GSTM1', 'PCYT1B', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'CPEB1', 'JPH3', 'CAMP', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0017653619110491459
		RMSE:  0.25173274438657
		NRMSE:  0.09206141909982812
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11040193949010524
		RMSE:  0.1737457828578019
		NRMSE:  0.1664678101960314
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  LinearRegression
		Pearson Correlation:  0.859034407947005
		Spearman Correlation:  0.7810447028709814
		Coefficient of Determination:  0.7379401140368615
		RMSE:  0.12875288787226152
		NRMSE:  0.047086339918176394
		MAPE:  374.80903743092205
		Pearson Correlation:  0.24195858832409692
		Spearman Correlation:  0.165520767091859
		Coefficient of Determination:  -3.5430485237630203
		RMSE:  0.3514373003554138
		NRMSE:  0.33671607361688366
		MAPE:  641.4522138547052

	Predictor:  ElasticNet
		Pearson Correlation:  0.5270962381143124
		Spearman Correlation:  0.4998997626090373
		Coefficient of Determination:  0.21834661952315637
		RMSE:  0.2223636582250932
		NRMSE:  0.08132082293193871
		MAPE:  297.3629102736258
		Pearson Correlation:  0.16671582452983935
		Spearman Correlation:  0.14186959937156324
		Coefficient of Determination:  -0.07784780950858727
		RMSE:  0.17117994721482688
		NRMSE:  0.1640094538907244
		MAPE:  160.84191212664106

	Predictor:  RandomForests
		Pearson Correlation:  0.449697605819958
		Spearman Correlation:  0.45466844426367586
		Coefficient of Determination:  0.1310805696794516
		RMSE:  0.2344479606707373
		NRMSE:  0.08574018456361078
		MAPE:  210.24648866997146
		Pearson Correlation:  0.10659676950180799
		Spearman Correlation:  0.0798987518547613
		Coefficient of Determination:  -0.05752259974529772
		RMSE:  0.16955827710005233
		NRMSE:  0.16245571331396574
		MAPE:  121.44943807378317

Protein:  CDH1
x_train_column_count:  836
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'CATSPER3', 'MUC6', 'TUBA3E', 'GLDC', 'GRIK4', 'FIBCD1', 'CYP4F35P', 'C10ORF55', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'MAST1', 'SLC26A4', 'FBLL1', 'CACNA1F', 'XKRX', 'LINC00922', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ALG1L', 'ASB14', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'AQP5', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'CD300LG', 'TEKT2', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'GPR27', 'NBPF6', 'PLA2G10', 'MGAM', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'FCRL3', 'PTCHD4', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'PCDHGB3', 'TPSD1', 'DNASE1L3', 'FLG', 'GFRA2', 'C1GALT1C1L', 'IGFL2', 'SFTPD', 'GJB3', 'GPR158', 'ITPKA', 'FAM186B', 'PROC', 'ZBED2', 'GDF10', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'EGOT', 'LRRC31', 'ATP1A4', 'HCN2', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'SYT8', 'ADRA1B', 'CNGA1', 'SCGB3A1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'SLC28A3', 'PPP1R3G', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'HEPACAM2', 'METTL7B', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'ALOXE3', 'LRIT3', 'SGK2', 'GLIS1', 'ZNF843', 'S100A3', 'WNT2B', 'NR1I3', 'LINC00482', 'CCDC36', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'FCRL6', 'BCHE', 'CKMT2', 'DQX1', 'ABCA17P', 'FAM189A1', 'LPAR3', 'PITX2', 'NLRP12', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'C1ORF101', 'SLC6A20', 'FAM90A1', 'FAM95B1', 'ZNF835', 'CA3', 'CLDN9', 'OTOA', 'SPIB', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'PCSK1N', 'CLECL1', 'ULBP3', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'LINC01550', 'SCN2B', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'GSTM1', 'PCYT1B', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'CPEB1', 'JPH3', 'CAMP', 'LOC441455', 'LOC90768', 'OR7E91P', 'FLJ37201', 'RELN', 'IL12RB2', 'SCARA5', 'LBX2', 'FUT7', 'PLA2G5', 'RIMS1', 'CD177', 'IGSF5', 'KCNE1', 'HIST1H2BN', 'GPR18', 'ASTN1', 'SLC22A18AS', 'ZBED3.AS1', 'TUBB8', 'MNX1', 'HOXB13', 'ZC3H12D', 'TCHH', 'KCNE2', 'IRX4', 'C10ORF128', 'FAM135B', 'GAL', 'WDR72', 'BTBD8', 'CHRNA6', 'SP5', 'ONECUT2', 'CIDEA', 'SLC16A10', 'SCN7A', 'LINC01124', 'HOXB8', 'RSPH4A', 'MGC16142', 'CCDC183', 'ALB', 'SCART1', 'CELF5', 'GBP1P1', 'CCDC7', 'MGAT5B', 'DCSTAMP', 'YPEL4', 'GRIN2C', 'CXXC4', 'GPR3', 'CCDC153', 'SKIDA1', 'NIPAL1', 'HOXA11', 'SLC30A2', 'ATP13A5', 'SLC35F1', 'PYDC1', 'CXCR5', 'OBP2B', 'STRC', 'TNFRSF9', 'PCSK9', 'SRL', 'RPGRIP1', 'FOXJ1', 'PCAT18', 'WT1', 'LRP1B', 'NOXO1', 'PPP4R4', 'INSM1', 'CNNM1', 'GPR174', 'SLC18A2', 'MARCO', 'GPX2', 'DMRT3', 'C17ORF104', 'PCK1', 'SLC25A53', 'FOXD4', 'INHA', 'NOS2', 'KLHL14', 'FOXD1', 'AVPR2', 'ADH1C', 'COL23A1', 'CRISP3', 'IL20', 'LBP', 'TNFRSF17', 'BTLA', 'PKNOX2', 'GPLD1', 'CXCL2', 'MYBPC1', 'PARP15', 'GLOD5', 'C2ORF40', 'CST9', 'PFN1P2', 'SLCO4C1', 'BCL2L14', 'SLC23A1', 'STEAP1B', 'GPR55', 'AMH', 'VAT1L', 'VSIG2', 'ZNF98', 'SCN3A', 'CXCR2P1', 'ULBP2', 'DHRS4L1', 'HAP1', 'VGLL1', 'TPSG1', 'RNF212', 'CYSLTR2', 'ZNF454', 'ZNF488', 'FAM218A', 'FAM178B', 'SYN2', 'EMILIN3', 'TMEM105', 'DKK1', 'P2RX1', 'ORM1', 'DBIL5P', 'DPY19L2P2', 'IL23A', 'CRYM', 'SIGLEC17P', 'CXCL1', 'AMBP', 'PRKG2', 'LRRC2', 'FABP7', 'GPBAR1', 'SPDYE1', 'DEPDC4', 'SUCNR1', 'BRINP1', 'CTCFL', 'VWDE', 'BDKRB1', 'LRGUK', 'XIRP1', 'TENM1', 'FUT6', 'RERGL', 'BMPER', 'ADAMTS18', 'LINC00930', 'CECR2', 'RDM1', 'HCG27', 'CYP4F8', 'KIAA0319', 'CDR1', 'NUGGC', 'CLEC12A', 'PKD1L1', 'CBLN2', 'ECEL1', 'ABHD11.AS1', 'SEC14L5', 'WSCD2', 'FAM184B', 'SORCS1', 'SPESP1', 'PCDHGA3', 'SSUH2', 'FSCN2', 'FAM162B', 'DMRT2', 'ZNF732', 'CCL17', 'CTSG', 'RSPO1', 'TMEM217', 'GRIA3', 'GNB3', 'PIANP', 'HOXD4', 'RGS6', 'FLJ12825', 'CHRNB2', 'COL2A1', 'ADAM32', 'IL1R2', 'RNF175', 'SERPINA6', 'MT1A', 'ADAMTS19', 'PFKFB1', 'DIRC3', 'RASL10A', 'HECTD2.AS1', 'POM121L9P', 'SMIM5', 'CYP46A1', 'LRRC16B', 'PRSS21', 'ZNF804A', 'IGF2BP3', 'CAPN11', 'VIPR2', 'TBX21', 'CYSRT1', 'HIST1H2BE', 'TRAT1', 'GPR87', 'LOC100126784', 'PART1', 'FOXC2', 'HOGA1', 'SLC13A2', 'CA9', 'WIPF3', 'EMX1', 'ZSCAN1', 'HTR7', 'XKR9', 'SLC26A10', 'CEP83.AS1', 'ULBP1', 'HS3ST3B1', 'ZBTB16', 'CYP26A1', 'OTUD7A', 'TMSB15A', 'TMEM40', 'CITED1', 'MAPT.IT1', 'GZMM', 'WFDC3', 'FIRRE', 'ROPN1L', 'ANKK1', 'M1AP', 'PVALB', 'CDHR1', 'MYO3B', 'MRAP2', 'CRTAC1', 'INE2', 'SPAG17', 'RBM12B.AS1', 'TTC23L', 'RFX8', 'IGSF22', 'HEATR4', 'KCNT2', 'MROH7', 'PCDHA12', 'BTC', 'CFAP61', 'PYGM', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'ADGRF1', 'LRRC4B', 'CLEC4E', 'HPDL', 'OPCML', 'TMEM59L', 'MIA', 'CIDEC', 'SRSF12', 'CCBE1', 'B3GAT1', 'LINC00173', 'NWD1', 'IL11', 'TSPAN8', 'RNF182', 'NLRP7', 'FRMPD1', 'KLK6', 'KCNA6', 'GALNT13', 'ABCC6P2', 'FASLG', 'LOC613037', 'LSAMP', 'GAS2', 'DHDH', 'SMC1B', 'FAM83A', 'RFPL1S', 'COL28A1', 'SCN3B', 'C15ORF56', 'SLC6A14', 'PSORS1C1', 'SLC16A11', 'PTCHD1', 'ANO5', 'ADGRG2', 'C9ORF47', 'TUSC5', 'TMPRSS4', 'SLC24A5', 'RUFY4', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'KCNQ3', 'CYP4F12', 'LINC00908', 'LOC100133669', 'NBPF4', 'FAM157A', 'VENTX', 'MYOM2', 'EBF2', 'MAG', 'PTPRN', 'PCDHA5', 'DSCAML1', 'PLAC1', 'NKX3.2', 'DLX2', 'CNTN2', 'SYT6', 'SFTPA2', 'BRE.AS1', 'FAM19A2', 'CCNI2', 'DLX5', 'KLK7', 'ZBTB20', 'CDKN2B.AS1', 'GHRLOS', 'CD160', 'PTPRR', 'ABCC2', 'OR2W3', 'RYR3', 'SLC6A17', 'ABCD2', 'TFAP2E', 'CD1A', 'GRIA2', 'DEFB1', 'RGS9', 'CCDC144A', 'CDKL2', 'MYO16', 'CACNA1I', 'PWAR5', 'DCX', 'DLK2', 'GGT3P', 'SLC6A11', 'BTBD19', 'CHRFAM7A', 'WDR17', 'MMP12', 'MSMB', 'CABP4', 'TCEAL2', 'CHRNA10', 'FKBP1AP1', 'UNC13A', 'SLC39A2', 'XCL2', 'AGBL4', 'LY6H', 'S100A7', 'TUBAL3', 'SPAG8', 'TCN1', 'P2RY12', 'HRCT1', 'PCBP3', 'LINC00202.1', 'TM6SF2', 'ZNF727', 'ARL9', 'KCNH3', 'SNORD116.4', 'MAK', 'MPL', 'GRID2IP', 'SLC46A2', 'TCTEX1D1', 'NOX5', 'SYCE3', 'CD70', 'GPM6A', 'ELOVL3', 'TIGD4', 'JAKMIP1', 'SYCE2', 'ARMC3', 'PGLYRP2', 'GRIN2A', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'LONRF3', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'ACY3', 'AGAP7P', 'LRRC43', 'THPO', 'BEX1', 'LOC400927', 'PRPH2', 'ACHE', 'AKR1E2', 'KLK10', 'SCN9A', 'SCN2A', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'C6ORF52', 'TMEM145', 'VN1R1', 'CD40LG', 'HRC', 'BEGAIN', 'CHODL', 'PAH', 'LOC285593', 'CXADRP3', 'GPR82', 'TTBK1', 'SLC25A34', 'CHST9', 'GABRB3', 'TTYH1', 'ADGRL3', 'APOBEC3A', 'MLLT4.AS1', 'HIST1H2BH', 'BRSK2', 'TRH', 'MAPK4', 'EPYC', 'DNASE1L2', 'ST8SIA2', 'CAMK4', 'DGCR5', 'C8ORF46', 'SLC35F3', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1648542010437435
		RMSE:  1.2077311247232185
		NRMSE:  0.19230774891296748
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01787767410405383
		RMSE:  1.1768276141426715
		NRMSE:  0.21349508619837296
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.119011303751291
		NRMSE:  0.17818083878718685
		MAPE:  552.7314487209006
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06543533401046742
		RMSE:  1.204005869039757
		NRMSE:  0.21842565020132743
		MAPE:  371.74257556440244

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  5.532222347858845e-15
		NRMSE:  8.808990713446776e-16
		MAPE:  5.992815986072382e-12
		Pearson Correlation:  0.3508914161998958
		Spearman Correlation:  0.3006695844087832
		Coefficient of Determination:  -0.5638536521070951
		RMSE:  1.4586903519852943
		NRMSE:  0.2646294314403132
		MAPE:  605.4812997920423

	Predictor:  ElasticNet
		Pearson Correlation:  0.9109853046700549
		Spearman Correlation:  0.8764014980856641
		Coefficient of Determination:  0.792102522950195
		RMSE:  0.510221885197569
		NRMSE:  0.08124293576598976
		MAPE:  400.7672056768417
		Pearson Correlation:  0.5248940933394558
		Spearman Correlation:  0.5032606391600893
		Coefficient of Determination:  0.26571090282214316
		RMSE:  0.9995363577495973
		NRMSE:  0.1813316566433724
		MAPE:  449.0892572311752

	Predictor:  RandomForests
		Pearson Correlation:  0.6331870048343657
		Spearman Correlation:  0.6117599720440282
		Coefficient of Determination:  0.39495870657633925
		RMSE:  0.8704162322146898
		NRMSE:  0.1385968969482962
		MAPE:  297.6488754968091
		Pearson Correlation:  0.683382691079747
		Spearman Correlation:  0.4860684048429532
		Coefficient of Determination:  0.3968887500805849
		RMSE:  0.9058656065377738
		NRMSE:  0.16433830531144983
		MAPE:  237.23144112745817

Protein:  CDH2
x_train_column_count:  475
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'CATSPER3', 'MUC6', 'TUBA3E', 'GLDC', 'GRIK4', 'FIBCD1', 'CYP4F35P', 'C10ORF55', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'MAST1', 'SLC26A4', 'FBLL1', 'CACNA1F', 'XKRX', 'LINC00922', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ALG1L', 'ASB14', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'AQP5', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'CD300LG', 'TEKT2', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'GPR27', 'NBPF6', 'PLA2G10', 'MGAM', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'FCRL3', 'PTCHD4', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'PCDHGB3', 'TPSD1', 'DNASE1L3', 'FLG', 'GFRA2', 'C1GALT1C1L', 'IGFL2', 'SFTPD', 'GJB3', 'GPR158', 'ITPKA', 'FAM186B', 'PROC', 'ZBED2', 'GDF10', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'EGOT', 'LRRC31', 'ATP1A4', 'HCN2', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'SYT8', 'ADRA1B', 'CNGA1', 'SCGB3A1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'SLC28A3', 'PPP1R3G', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'HEPACAM2', 'METTL7B', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'ALOXE3', 'LRIT3', 'SGK2', 'GLIS1', 'ZNF843', 'S100A3', 'WNT2B', 'NR1I3', 'LINC00482', 'CCDC36', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'FCRL6', 'BCHE', 'CKMT2', 'DQX1', 'ABCA17P', 'FAM189A1', 'LPAR3', 'PITX2', 'NLRP12', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'C1ORF101', 'SLC6A20', 'FAM90A1', 'FAM95B1', 'ZNF835', 'CA3', 'CLDN9', 'OTOA', 'SPIB', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'PCSK1N', 'CLECL1', 'ULBP3', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'LINC01550', 'SCN2B', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'GSTM1', 'PCYT1B', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'CPEB1', 'JPH3', 'CAMP', 'LOC441455', 'LOC90768', 'OR7E91P', 'FLJ37201', 'RELN', 'IL12RB2', 'SCARA5', 'LBX2', 'FUT7', 'PLA2G5', 'RIMS1', 'CD177', 'IGSF5', 'KCNE1', 'HIST1H2BN', 'GPR18', 'ASTN1', 'SLC22A18AS', 'ZBED3.AS1', 'TUBB8', 'MNX1', 'HOXB13', 'ZC3H12D', 'TCHH', 'KCNE2', 'IRX4', 'C10ORF128', 'FAM135B', 'GAL', 'WDR72', 'BTBD8', 'CHRNA6', 'SP5', 'ONECUT2', 'CIDEA', 'SLC16A10', 'SCN7A', 'LINC01124', 'HOXB8', 'RSPH4A', 'MGC16142', 'CCDC183', 'ALB', 'SCART1', 'CELF5', 'GBP1P1', 'CCDC7', 'MGAT5B', 'DCSTAMP', 'YPEL4', 'GRIN2C', 'CXXC4', 'GPR3', 'CCDC153', 'SKIDA1', 'NIPAL1', 'HOXA11', 'SLC30A2', 'ATP13A5', 'SLC35F1', 'PYDC1', 'CXCR5', 'OBP2B', 'STRC', 'TNFRSF9', 'PCSK9', 'SRL', 'RPGRIP1', 'FOXJ1', 'PCAT18', 'WT1', 'LRP1B', 'NOXO1', 'PPP4R4', 'INSM1', 'CNNM1', 'GPR174', 'SLC18A2', 'MARCO', 'GPX2', 'DMRT3', 'C17ORF104', 'PCK1', 'SLC25A53', 'FOXD4', 'INHA', 'NOS2', 'KLHL14', 'FOXD1', 'AVPR2', 'ADH1C', 'COL23A1', 'CRISP3', 'IL20', 'LBP', 'TNFRSF17', 'BTLA', 'PKNOX2', 'GPLD1', 'CXCL2', 'MYBPC1', 'PARP15', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011628294333081435
		RMSE:  0.38156283556505555
		NRMSE:  0.1382574228440668
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.013534078125908788
		RMSE:  0.33551468363995024
		NRMSE:  0.17308132332546644
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  LinearRegression
		Pearson Correlation:  0.9504652350178416
		Spearman Correlation:  0.9393905492834281
		Coefficient of Determination:  0.9033841629775211
		RMSE:  0.11791790213063962
		NRMSE:  0.04272697374108255
		MAPE:  2512.4648674384516
		Pearson Correlation:  0.008963194514635791
		Spearman Correlation:  0.058526914300677066
		Coefficient of Determination:  -6.811324287614291
		RMSE:  0.9314395782137324
		NRMSE:  0.48049996812643525
		MAPE:  2302.5408953249644

	Predictor:  ElasticNet
		Pearson Correlation:  0.6724504555524821
		Spearman Correlation:  0.67655964665729
		Coefficient of Determination:  0.3577185810718182
		RMSE:  0.30403127641337807
		NRMSE:  0.11016424248618671
		MAPE:  1576.7854014267916
		Pearson Correlation:  0.18333758843056966
		Spearman Correlation:  0.20743151410865476
		Coefficient of Determination:  -0.016355424313335032
		RMSE:  0.3359813404851218
		NRMSE:  0.17332205670686401
		MAPE:  180.76587300727854

	Predictor:  RandomForests
		Pearson Correlation:  0.44800011541999146
		Spearman Correlation:  0.47126219925095536
		Coefficient of Determination:  0.12522717237632297
		RMSE:  0.3548160248022239
		NRMSE:  0.1285658470911747
		MAPE:  1134.1425189434135
		Pearson Correlation:  0.22023771585020777
		Spearman Correlation:  0.24941707502587318
		Coefficient of Determination:  0.014737354709762673
		RMSE:  0.3308021797397345
		NRMSE:  0.17065029287881975
		MAPE:  165.0678421216959

Protein:  CDH3
x_train_column_count:  76
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'CATSPER3', 'MUC6', 'TUBA3E', 'GLDC', 'GRIK4', 'FIBCD1', 'CYP4F35P', 'C10ORF55', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'MAST1', 'SLC26A4', 'FBLL1', 'CACNA1F', 'XKRX', 'LINC00922', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ALG1L', 'ASB14', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006306553616452382
		RMSE:  0.206558346691537
		NRMSE:  0.1472115018398285
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056823148221427866
		RMSE:  0.21361844422784051
		NRMSE:  0.19012980777528213
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  LinearRegression
		Pearson Correlation:  0.552301126154792
		Spearman Correlation:  0.5531835381184148
		Coefficient of Determination:  0.3050365339518515
		RMSE:  0.17165584084631183
		NRMSE:  0.12233693063152061
		MAPE:  396.14243349585666
		Pearson Correlation:  0.3784934613576736
		Spearman Correlation:  0.34233593935086476
		Coefficient of Determination:  0.06572506374401554
		RMSE:  0.2008514346808658
		NRMSE:  0.1787666079364026
		MAPE:  620.8632725547801

	Predictor:  ElasticNet
		Pearson Correlation:  0.4620729401658624
		Spearman Correlation:  0.4732768019834945
		Coefficient of Determination:  0.18742749049758822
		RMSE:  0.1856131157563845
		NRMSE:  0.1322841026243885
		MAPE:  316.0222169380919
		Pearson Correlation:  0.39303168038131603
		Spearman Correlation:  0.36979264080599517
		Coefficient of Determination:  0.08867374626187552
		RMSE:  0.1983693316086125
		NRMSE:  0.17655742706856228
		MAPE:  354.759739809884

	Predictor:  RandomForests
		Pearson Correlation:  0.4268415649502355
		Spearman Correlation:  0.44907215967333475
		Coefficient of Determination:  0.16799238753077583
		RMSE:  0.187819745713932
		NRMSE:  0.13385673967952735
		MAPE:  365.8512848396322
		Pearson Correlation:  0.25454468546567743
		Spearman Correlation:  0.25471389917580023
		Coefficient of Determination:  0.006826783016147586
		RMSE:  0.2070856897311906
		NRMSE:  0.18431536903999018
		MAPE:  295.54695778461337

Protein:  PTEN
x_train_column_count:  886
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'CATSPER3', 'MUC6', 'TUBA3E', 'GLDC', 'GRIK4', 'FIBCD1', 'CYP4F35P', 'C10ORF55', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'MAST1', 'SLC26A4', 'FBLL1', 'CACNA1F', 'XKRX', 'LINC00922', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ALG1L', 'ASB14', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'AQP5', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'CD300LG', 'TEKT2', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'GPR27', 'NBPF6', 'PLA2G10', 'MGAM', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'FCRL3', 'PTCHD4', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'PCDHGB3', 'TPSD1', 'DNASE1L3', 'FLG', 'GFRA2', 'C1GALT1C1L', 'IGFL2', 'SFTPD', 'GJB3', 'GPR158', 'ITPKA', 'FAM186B', 'PROC', 'ZBED2', 'GDF10', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'EGOT', 'LRRC31', 'ATP1A4', 'HCN2', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'SYT8', 'ADRA1B', 'CNGA1', 'SCGB3A1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'SLC28A3', 'PPP1R3G', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'HEPACAM2', 'METTL7B', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'ALOXE3', 'LRIT3', 'SGK2', 'GLIS1', 'ZNF843', 'S100A3', 'WNT2B', 'NR1I3', 'LINC00482', 'CCDC36', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'FCRL6', 'BCHE', 'CKMT2', 'DQX1', 'ABCA17P', 'FAM189A1', 'LPAR3', 'PITX2', 'NLRP12', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'C1ORF101', 'SLC6A20', 'FAM90A1', 'FAM95B1', 'ZNF835', 'CA3', 'CLDN9', 'OTOA', 'SPIB', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'PCSK1N', 'CLECL1', 'ULBP3', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'LINC01550', 'SCN2B', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'GSTM1', 'PCYT1B', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'CPEB1', 'JPH3', 'CAMP', 'LOC441455', 'LOC90768', 'OR7E91P', 'FLJ37201', 'RELN', 'IL12RB2', 'SCARA5', 'LBX2', 'FUT7', 'PLA2G5', 'RIMS1', 'CD177', 'IGSF5', 'KCNE1', 'HIST1H2BN', 'GPR18', 'ASTN1', 'SLC22A18AS', 'ZBED3.AS1', 'TUBB8', 'MNX1', 'HOXB13', 'ZC3H12D', 'TCHH', 'KCNE2', 'IRX4', 'C10ORF128', 'FAM135B', 'GAL', 'WDR72', 'BTBD8', 'CHRNA6', 'SP5', 'ONECUT2', 'CIDEA', 'SLC16A10', 'SCN7A', 'LINC01124', 'HOXB8', 'RSPH4A', 'MGC16142', 'CCDC183', 'ALB', 'SCART1', 'CELF5', 'GBP1P1', 'CCDC7', 'MGAT5B', 'DCSTAMP', 'YPEL4', 'GRIN2C', 'CXXC4', 'GPR3', 'CCDC153', 'SKIDA1', 'NIPAL1', 'HOXA11', 'SLC30A2', 'ATP13A5', 'SLC35F1', 'PYDC1', 'CXCR5', 'OBP2B', 'STRC', 'TNFRSF9', 'PCSK9', 'SRL', 'RPGRIP1', 'FOXJ1', 'PCAT18', 'WT1', 'LRP1B', 'NOXO1', 'PPP4R4', 'INSM1', 'CNNM1', 'GPR174', 'SLC18A2', 'MARCO', 'GPX2', 'DMRT3', 'C17ORF104', 'PCK1', 'SLC25A53', 'FOXD4', 'INHA', 'NOS2', 'KLHL14', 'FOXD1', 'AVPR2', 'ADH1C', 'COL23A1', 'CRISP3', 'IL20', 'LBP', 'TNFRSF17', 'BTLA', 'PKNOX2', 'GPLD1', 'CXCL2', 'MYBPC1', 'PARP15', 'GLOD5', 'C2ORF40', 'CST9', 'PFN1P2', 'SLCO4C1', 'BCL2L14', 'SLC23A1', 'STEAP1B', 'GPR55', 'AMH', 'VAT1L', 'VSIG2', 'ZNF98', 'SCN3A', 'CXCR2P1', 'ULBP2', 'DHRS4L1', 'HAP1', 'VGLL1', 'TPSG1', 'RNF212', 'CYSLTR2', 'ZNF454', 'ZNF488', 'FAM218A', 'FAM178B', 'SYN2', 'EMILIN3', 'TMEM105', 'DKK1', 'P2RX1', 'ORM1', 'DBIL5P', 'DPY19L2P2', 'IL23A', 'CRYM', 'SIGLEC17P', 'CXCL1', 'AMBP', 'PRKG2', 'LRRC2', 'FABP7', 'GPBAR1', 'SPDYE1', 'DEPDC4', 'SUCNR1', 'BRINP1', 'CTCFL', 'VWDE', 'BDKRB1', 'LRGUK', 'XIRP1', 'TENM1', 'FUT6', 'RERGL', 'BMPER', 'ADAMTS18', 'LINC00930', 'CECR2', 'RDM1', 'HCG27', 'CYP4F8', 'KIAA0319', 'CDR1', 'NUGGC', 'CLEC12A', 'PKD1L1', 'CBLN2', 'ECEL1', 'ABHD11.AS1', 'SEC14L5', 'WSCD2', 'FAM184B', 'SORCS1', 'SPESP1', 'PCDHGA3', 'SSUH2', 'FSCN2', 'FAM162B', 'DMRT2', 'ZNF732', 'CCL17', 'CTSG', 'RSPO1', 'TMEM217', 'GRIA3', 'GNB3', 'PIANP', 'HOXD4', 'RGS6', 'FLJ12825', 'CHRNB2', 'COL2A1', 'ADAM32', 'IL1R2', 'RNF175', 'SERPINA6', 'MT1A', 'ADAMTS19', 'PFKFB1', 'DIRC3', 'RASL10A', 'HECTD2.AS1', 'POM121L9P', 'SMIM5', 'CYP46A1', 'LRRC16B', 'PRSS21', 'ZNF804A', 'IGF2BP3', 'CAPN11', 'VIPR2', 'TBX21', 'CYSRT1', 'HIST1H2BE', 'TRAT1', 'GPR87', 'LOC100126784', 'PART1', 'FOXC2', 'HOGA1', 'SLC13A2', 'CA9', 'WIPF3', 'EMX1', 'ZSCAN1', 'HTR7', 'XKR9', 'SLC26A10', 'CEP83.AS1', 'ULBP1', 'HS3ST3B1', 'ZBTB16', 'CYP26A1', 'OTUD7A', 'TMSB15A', 'TMEM40', 'CITED1', 'MAPT.IT1', 'GZMM', 'WFDC3', 'FIRRE', 'ROPN1L', 'ANKK1', 'M1AP', 'PVALB', 'CDHR1', 'MYO3B', 'MRAP2', 'CRTAC1', 'INE2', 'SPAG17', 'RBM12B.AS1', 'TTC23L', 'RFX8', 'IGSF22', 'HEATR4', 'KCNT2', 'MROH7', 'PCDHA12', 'BTC', 'CFAP61', 'PYGM', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'ADGRF1', 'LRRC4B', 'CLEC4E', 'HPDL', 'OPCML', 'TMEM59L', 'MIA', 'CIDEC', 'SRSF12', 'CCBE1', 'B3GAT1', 'LINC00173', 'NWD1', 'IL11', 'TSPAN8', 'RNF182', 'NLRP7', 'FRMPD1', 'KLK6', 'KCNA6', 'GALNT13', 'ABCC6P2', 'FASLG', 'LOC613037', 'LSAMP', 'GAS2', 'DHDH', 'SMC1B', 'FAM83A', 'RFPL1S', 'COL28A1', 'SCN3B', 'C15ORF56', 'SLC6A14', 'PSORS1C1', 'SLC16A11', 'PTCHD1', 'ANO5', 'ADGRG2', 'C9ORF47', 'TUSC5', 'TMPRSS4', 'SLC24A5', 'RUFY4', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'KCNQ3', 'CYP4F12', 'LINC00908', 'LOC100133669', 'NBPF4', 'FAM157A', 'VENTX', 'MYOM2', 'EBF2', 'MAG', 'PTPRN', 'PCDHA5', 'DSCAML1', 'PLAC1', 'NKX3.2', 'DLX2', 'CNTN2', 'SYT6', 'SFTPA2', 'BRE.AS1', 'FAM19A2', 'CCNI2', 'DLX5', 'KLK7', 'ZBTB20', 'CDKN2B.AS1', 'GHRLOS', 'CD160', 'PTPRR', 'ABCC2', 'OR2W3', 'RYR3', 'SLC6A17', 'ABCD2', 'TFAP2E', 'CD1A', 'GRIA2', 'DEFB1', 'RGS9', 'CCDC144A', 'CDKL2', 'MYO16', 'CACNA1I', 'PWAR5', 'DCX', 'DLK2', 'GGT3P', 'SLC6A11', 'BTBD19', 'CHRFAM7A', 'WDR17', 'MMP12', 'MSMB', 'CABP4', 'TCEAL2', 'CHRNA10', 'FKBP1AP1', 'UNC13A', 'SLC39A2', 'XCL2', 'AGBL4', 'LY6H', 'S100A7', 'TUBAL3', 'SPAG8', 'TCN1', 'P2RY12', 'HRCT1', 'PCBP3', 'LINC00202.1', 'TM6SF2', 'ZNF727', 'ARL9', 'KCNH3', 'SNORD116.4', 'MAK', 'MPL', 'GRID2IP', 'SLC46A2', 'TCTEX1D1', 'NOX5', 'SYCE3', 'CD70', 'GPM6A', 'ELOVL3', 'TIGD4', 'JAKMIP1', 'SYCE2', 'ARMC3', 'PGLYRP2', 'GRIN2A', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'LONRF3', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'ACY3', 'AGAP7P', 'LRRC43', 'THPO', 'BEX1', 'LOC400927', 'PRPH2', 'ACHE', 'AKR1E2', 'KLK10', 'SCN9A', 'SCN2A', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'C6ORF52', 'TMEM145', 'VN1R1', 'CD40LG', 'HRC', 'BEGAIN', 'CHODL', 'PAH', 'LOC285593', 'CXADRP3', 'GPR82', 'TTBK1', 'SLC25A34', 'CHST9', 'GABRB3', 'TTYH1', 'ADGRL3', 'APOBEC3A', 'MLLT4.AS1', 'HIST1H2BH', 'BRSK2', 'TRH', 'MAPK4', 'EPYC', 'DNASE1L2', 'ST8SIA2', 'CAMK4', 'DGCR5', 'C8ORF46', 'SLC35F3', 'IL17D', 'GPR63', 'CAPSL', 'GBP6', 'MUC15', 'ANKLE1', 'ROBO2', 'AIM1L', 'ASGR1', 'MYO15A', 'FAM201A', 'HAMP', 'PCDHA1', 'TNFSF11', 'CHKB.AS1', 'RMRP', 'DUSP9', 'FAM159A', 'NMU', 'NEK5', 'RHCE', 'DCLK3', 'PTX3', 'TDRD6', 'LYG1', 'KCNK17', 'LOC100132215', 'MTUS2', 'RUNDC3A', 'RRN3P1', 'C1QL3', 'UCKL1.AS1', 'CYP2E1', 'CYTL1', 'FOLR1', 'PNMA6A', 'LINC00961', 'ROPN1B', 'HBA1', 'LINC00689', 'RRN3P2', 'THSD7B', 'MT1L', 'XCL1', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'ATP13A4', 'CCR10', 'KIF19', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04663541191913323
		RMSE:  0.5747314783713694
		NRMSE:  0.11117523181123673
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02346833201832421
		RMSE:  0.7542692946958974
		NRMSE:  0.11793750210239971
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  3.525284905063819e-15
		NRMSE:  6.819260494165543e-16
		MAPE:  8.354861403659982e-12
		Pearson Correlation:  0.08174938605861225
		Spearman Correlation:  0.040097756829885665
		Coefficient of Determination:  -0.9070535796365664
		RMSE:  1.029605067297706
		NRMSE:  0.1609889871468542
		MAPE:  1119.4303343086951

	Predictor:  ElasticNet
		Pearson Correlation:  0.8238330260158006
		Spearman Correlation:  0.7897425264962507
		Coefficient of Determination:  0.6035140283490605
		RMSE:  0.3537375674426109
		NRMSE:  0.06842648704785881
		MAPE:  192.73006998682825
		Pearson Correlation:  0.15717010110788388
		Spearman Correlation:  0.1247771169216574
		Coefficient of Determination:  -0.033028520045752074
		RMSE:  0.7577839101040276
		NRMSE:  0.11848704715878783
		MAPE:  1805.3495120042228

	Predictor:  RandomForests
		Pearson Correlation:  0.5236978915670663
		Spearman Correlation:  0.5171879865091992
		Coefficient of Determination:  0.16611009961312573
		RMSE:  0.5130050366544093
		NRMSE:  0.09923495757010393
		MAPE:  298.36073618244103
		Pearson Correlation:  0.18300125125776087
		Spearman Correlation:  0.19381039663836208
		Coefficient of Determination:  0.02642758713016713
		RMSE:  0.7356535811818057
		NRMSE:  0.11502675024342204
		MAPE:  698.6671501800251

Protein:  BRCA2
x_train_column_count:  365
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'CATSPER3', 'MUC6', 'TUBA3E', 'GLDC', 'GRIK4', 'FIBCD1', 'CYP4F35P', 'C10ORF55', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'MAST1', 'SLC26A4', 'FBLL1', 'CACNA1F', 'XKRX', 'LINC00922', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ALG1L', 'ASB14', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'AQP5', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'CD300LG', 'TEKT2', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'GPR27', 'NBPF6', 'PLA2G10', 'MGAM', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'FCRL3', 'PTCHD4', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'PCDHGB3', 'TPSD1', 'DNASE1L3', 'FLG', 'GFRA2', 'C1GALT1C1L', 'IGFL2', 'SFTPD', 'GJB3', 'GPR158', 'ITPKA', 'FAM186B', 'PROC', 'ZBED2', 'GDF10', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'EGOT', 'LRRC31', 'ATP1A4', 'HCN2', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'SYT8', 'ADRA1B', 'CNGA1', 'SCGB3A1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'SLC28A3', 'PPP1R3G', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'HEPACAM2', 'METTL7B', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'ALOXE3', 'LRIT3', 'SGK2', 'GLIS1', 'ZNF843', 'S100A3', 'WNT2B', 'NR1I3', 'LINC00482', 'CCDC36', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'FCRL6', 'BCHE', 'CKMT2', 'DQX1', 'ABCA17P', 'FAM189A1', 'LPAR3', 'PITX2', 'NLRP12', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'C1ORF101', 'SLC6A20', 'FAM90A1', 'FAM95B1', 'ZNF835', 'CA3', 'CLDN9', 'OTOA', 'SPIB', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'PCSK1N', 'CLECL1', 'ULBP3', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'LINC01550', 'SCN2B', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'GSTM1', 'PCYT1B', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015699866052385492
		RMSE:  0.1919477679021074
		NRMSE:  0.12365776640496533
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0014129332580739007
		RMSE:  0.2082543553514594
		NRMSE:  0.20232423210836328
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  LinearRegression
		Pearson Correlation:  0.8246519253593595
		Spearman Correlation:  0.7809908972574584
		Coefficient of Determination:  0.680050797998899
		RMSE:  0.10848830675622745
		NRMSE:  0.06989100129246413
		MAPE:  229.12180912182004
		Pearson Correlation:  0.13429218959254582
		Spearman Correlation:  0.15829374431102633
		Coefficient of Determination:  -1.2352683245408862
		RMSE:  0.3111374777567836
		NRMSE:  0.3022777178466969
		MAPE:  2102.040180316576

	Predictor:  ElasticNet
		Pearson Correlation:  0.44823959055444074
		Spearman Correlation:  0.4308580995613418
		Coefficient of Determination:  0.1431089133032235
		RMSE:  0.17754368432833634
		NRMSE:  0.11437827948354733
		MAPE:  153.959640216959
		Pearson Correlation:  0.3037378475477486
		Spearman Correlation:  0.3505854187708077
		Coefficient of Determination:  0.07616958892585513
		RMSE:  0.20002469739222123
		NRMSE:  0.19432891683965106
		MAPE:  117.92834789904423

	Predictor:  RandomForests
		Pearson Correlation:  0.44718621684070464
		Spearman Correlation:  0.4395124227909071
		Coefficient of Determination:  0.1254628532786337
		RMSE:  0.1793624575907806
		NRMSE:  0.11554998073169953
		MAPE:  132.9497270779262
		Pearson Correlation:  0.26745694901989425
		Spearman Correlation:  0.2805895335353309
		Coefficient of Determination:  0.057021711405744746
		RMSE:  0.20208698361914015
		NRMSE:  0.19633247866934175
		MAPE:  228.8710697743936

Protein:  CDKN2A
x_train_column_count:  614
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'CATSPER3', 'MUC6', 'TUBA3E', 'GLDC', 'GRIK4', 'FIBCD1', 'CYP4F35P', 'C10ORF55', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'MAST1', 'SLC26A4', 'FBLL1', 'CACNA1F', 'XKRX', 'LINC00922', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ALG1L', 'ASB14', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'AQP5', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'CD300LG', 'TEKT2', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'GPR27', 'NBPF6', 'PLA2G10', 'MGAM', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'FCRL3', 'PTCHD4', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'PCDHGB3', 'TPSD1', 'DNASE1L3', 'FLG', 'GFRA2', 'C1GALT1C1L', 'IGFL2', 'SFTPD', 'GJB3', 'GPR158', 'ITPKA', 'FAM186B', 'PROC', 'ZBED2', 'GDF10', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'EGOT', 'LRRC31', 'ATP1A4', 'HCN2', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'SYT8', 'ADRA1B', 'CNGA1', 'SCGB3A1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'SLC28A3', 'PPP1R3G', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'HEPACAM2', 'METTL7B', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'ALOXE3', 'LRIT3', 'SGK2', 'GLIS1', 'ZNF843', 'S100A3', 'WNT2B', 'NR1I3', 'LINC00482', 'CCDC36', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'FCRL6', 'BCHE', 'CKMT2', 'DQX1', 'ABCA17P', 'FAM189A1', 'LPAR3', 'PITX2', 'NLRP12', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'C1ORF101', 'SLC6A20', 'FAM90A1', 'FAM95B1', 'ZNF835', 'CA3', 'CLDN9', 'OTOA', 'SPIB', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'PCSK1N', 'CLECL1', 'ULBP3', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'LINC01550', 'SCN2B', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'GSTM1', 'PCYT1B', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'CPEB1', 'JPH3', 'CAMP', 'LOC441455', 'LOC90768', 'OR7E91P', 'FLJ37201', 'RELN', 'IL12RB2', 'SCARA5', 'LBX2', 'FUT7', 'PLA2G5', 'RIMS1', 'CD177', 'IGSF5', 'KCNE1', 'HIST1H2BN', 'GPR18', 'ASTN1', 'SLC22A18AS', 'ZBED3.AS1', 'TUBB8', 'MNX1', 'HOXB13', 'ZC3H12D', 'TCHH', 'KCNE2', 'IRX4', 'C10ORF128', 'FAM135B', 'GAL', 'WDR72', 'BTBD8', 'CHRNA6', 'SP5', 'ONECUT2', 'CIDEA', 'SLC16A10', 'SCN7A', 'LINC01124', 'HOXB8', 'RSPH4A', 'MGC16142', 'CCDC183', 'ALB', 'SCART1', 'CELF5', 'GBP1P1', 'CCDC7', 'MGAT5B', 'DCSTAMP', 'YPEL4', 'GRIN2C', 'CXXC4', 'GPR3', 'CCDC153', 'SKIDA1', 'NIPAL1', 'HOXA11', 'SLC30A2', 'ATP13A5', 'SLC35F1', 'PYDC1', 'CXCR5', 'OBP2B', 'STRC', 'TNFRSF9', 'PCSK9', 'SRL', 'RPGRIP1', 'FOXJ1', 'PCAT18', 'WT1', 'LRP1B', 'NOXO1', 'PPP4R4', 'INSM1', 'CNNM1', 'GPR174', 'SLC18A2', 'MARCO', 'GPX2', 'DMRT3', 'C17ORF104', 'PCK1', 'SLC25A53', 'FOXD4', 'INHA', 'NOS2', 'KLHL14', 'FOXD1', 'AVPR2', 'ADH1C', 'COL23A1', 'CRISP3', 'IL20', 'LBP', 'TNFRSF17', 'BTLA', 'PKNOX2', 'GPLD1', 'CXCL2', 'MYBPC1', 'PARP15', 'GLOD5', 'C2ORF40', 'CST9', 'PFN1P2', 'SLCO4C1', 'BCL2L14', 'SLC23A1', 'STEAP1B', 'GPR55', 'AMH', 'VAT1L', 'VSIG2', 'ZNF98', 'SCN3A', 'CXCR2P1', 'ULBP2', 'DHRS4L1', 'HAP1', 'VGLL1', 'TPSG1', 'RNF212', 'CYSLTR2', 'ZNF454', 'ZNF488', 'FAM218A', 'FAM178B', 'SYN2', 'EMILIN3', 'TMEM105', 'DKK1', 'P2RX1', 'ORM1', 'DBIL5P', 'DPY19L2P2', 'IL23A', 'CRYM', 'SIGLEC17P', 'CXCL1', 'AMBP', 'PRKG2', 'LRRC2', 'FABP7', 'GPBAR1', 'SPDYE1', 'DEPDC4', 'SUCNR1', 'BRINP1', 'CTCFL', 'VWDE', 'BDKRB1', 'LRGUK', 'XIRP1', 'TENM1', 'FUT6', 'RERGL', 'BMPER', 'ADAMTS18', 'LINC00930', 'CECR2', 'RDM1', 'HCG27', 'CYP4F8', 'KIAA0319', 'CDR1', 'NUGGC', 'CLEC12A', 'PKD1L1', 'CBLN2', 'ECEL1', 'ABHD11.AS1', 'SEC14L5', 'WSCD2', 'FAM184B', 'SORCS1', 'SPESP1', 'PCDHGA3', 'SSUH2', 'FSCN2', 'FAM162B', 'DMRT2', 'ZNF732', 'CCL17', 'CTSG', 'RSPO1', 'TMEM217', 'GRIA3', 'GNB3', 'PIANP', 'HOXD4', 'RGS6', 'FLJ12825', 'CHRNB2', 'COL2A1', 'ADAM32', 'IL1R2', 'RNF175', 'SERPINA6', 'MT1A', 'ADAMTS19', 'PFKFB1', 'DIRC3', 'RASL10A', 'HECTD2.AS1', 'POM121L9P', 'SMIM5', 'CYP46A1', 'LRRC16B', 'PRSS21', 'ZNF804A', 'IGF2BP3', 'CAPN11', 'VIPR2', 'TBX21', 'CYSRT1', 'HIST1H2BE', 'TRAT1', 'GPR87', 'LOC100126784', 'PART1', 'FOXC2', 'HOGA1', 'SLC13A2', 'CA9', 'WIPF3', 'EMX1', 'ZSCAN1', 'HTR7', 'XKR9', 'SLC26A10', 'CEP83.AS1', 'ULBP1', 'HS3ST3B1', 'ZBTB16', 'CYP26A1', 'OTUD7A', 'TMSB15A', 'TMEM40', 'CITED1', 'MAPT.IT1', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06343046233027927
		RMSE:  0.6950010485750925
		NRMSE:  0.15711564339891315
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10006794882547432
		RMSE:  0.6614783461565592
		NRMSE:  0.1993004959796804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6739550183850767
		NRMSE:  0.1523578655781794
		MAPE:  281.71125082022354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0022276354551518107
		RMSE:  0.6313774446715202
		NRMSE:  0.19023122768048215
		MAPE:  197.14658329930893

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  7.516004409474805e-15
		NRMSE:  1.6991080387645088e-15
		MAPE:  9.510369111797122e-12
		Pearson Correlation:  0.25852496627939764
		Spearman Correlation:  0.245596578510954
		Coefficient of Determination:  -4.083996823780597
		RMSE:  1.422029190703594
		NRMSE:  0.42845109692786804
		MAPE:  1303.9071827431521

	Predictor:  ElasticNet
		Pearson Correlation:  0.8111676632217065
		Spearman Correlation:  0.7817608864445581
		Coefficient of Determination:  0.6063675035950781
		RMSE:  0.4228403111595345
		NRMSE:  0.09558953569787147
		MAPE:  358.2614376106212
		Pearson Correlation:  0.45480639448764937
		Spearman Correlation:  0.3846955697701967
		Coefficient of Determination:  0.19321634818971556
		RMSE:  0.5664797906210834
		NRMSE:  0.17067785194970878
		MAPE:  280.11198212447243

	Predictor:  RandomForests
		Pearson Correlation:  0.5520719223461276
		Spearman Correlation:  0.5054430561157748
		Coefficient of Determination:  0.2188369516326123
		RMSE:  0.5956645537127597
		NRMSE:  0.13465910562060804
		MAPE:  250.6406167882033
		Pearson Correlation:  0.4190648197158444
		Spearman Correlation:  0.31169216573772746
		Coefficient of Determination:  0.14897224845156476
		RMSE:  0.581805386044397
		NRMSE:  0.175295385973003
		MAPE:  210.7159600156701

Protein:  TP53
x_train_column_count:  1003
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'CATSPER3', 'MUC6', 'TUBA3E', 'GLDC', 'GRIK4', 'FIBCD1', 'CYP4F35P', 'C10ORF55', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'MAST1', 'SLC26A4', 'FBLL1', 'CACNA1F', 'XKRX', 'LINC00922', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ALG1L', 'ASB14', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'AQP5', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'CD300LG', 'TEKT2', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'GPR27', 'NBPF6', 'PLA2G10', 'MGAM', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'FCRL3', 'PTCHD4', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'PCDHGB3', 'TPSD1', 'DNASE1L3', 'FLG', 'GFRA2', 'C1GALT1C1L', 'IGFL2', 'SFTPD', 'GJB3', 'GPR158', 'ITPKA', 'FAM186B', 'PROC', 'ZBED2', 'GDF10', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'EGOT', 'LRRC31', 'ATP1A4', 'HCN2', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'SYT8', 'ADRA1B', 'CNGA1', 'SCGB3A1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'SLC28A3', 'PPP1R3G', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'HEPACAM2', 'METTL7B', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'ALOXE3', 'LRIT3', 'SGK2', 'GLIS1', 'ZNF843', 'S100A3', 'WNT2B', 'NR1I3', 'LINC00482', 'CCDC36', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'FCRL6', 'BCHE', 'CKMT2', 'DQX1', 'ABCA17P', 'FAM189A1', 'LPAR3', 'PITX2', 'NLRP12', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'C1ORF101', 'SLC6A20', 'FAM90A1', 'FAM95B1', 'ZNF835', 'CA3', 'CLDN9', 'OTOA', 'SPIB', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'PCSK1N', 'CLECL1', 'ULBP3', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'LINC01550', 'SCN2B', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'GSTM1', 'PCYT1B', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'CPEB1', 'JPH3', 'CAMP', 'LOC441455', 'LOC90768', 'OR7E91P', 'FLJ37201', 'RELN', 'IL12RB2', 'SCARA5', 'LBX2', 'FUT7', 'PLA2G5', 'RIMS1', 'CD177', 'IGSF5', 'KCNE1', 'HIST1H2BN', 'GPR18', 'ASTN1', 'SLC22A18AS', 'ZBED3.AS1', 'TUBB8', 'MNX1', 'HOXB13', 'ZC3H12D', 'TCHH', 'KCNE2', 'IRX4', 'C10ORF128', 'FAM135B', 'GAL', 'WDR72', 'BTBD8', 'CHRNA6', 'SP5', 'ONECUT2', 'CIDEA', 'SLC16A10', 'SCN7A', 'LINC01124', 'HOXB8', 'RSPH4A', 'MGC16142', 'CCDC183', 'ALB', 'SCART1', 'CELF5', 'GBP1P1', 'CCDC7', 'MGAT5B', 'DCSTAMP', 'YPEL4', 'GRIN2C', 'CXXC4', 'GPR3', 'CCDC153', 'SKIDA1', 'NIPAL1', 'HOXA11', 'SLC30A2', 'ATP13A5', 'SLC35F1', 'PYDC1', 'CXCR5', 'OBP2B', 'STRC', 'TNFRSF9', 'PCSK9', 'SRL', 'RPGRIP1', 'FOXJ1', 'PCAT18', 'WT1', 'LRP1B', 'NOXO1', 'PPP4R4', 'INSM1', 'CNNM1', 'GPR174', 'SLC18A2', 'MARCO', 'GPX2', 'DMRT3', 'C17ORF104', 'PCK1', 'SLC25A53', 'FOXD4', 'INHA', 'NOS2', 'KLHL14', 'FOXD1', 'AVPR2', 'ADH1C', 'COL23A1', 'CRISP3', 'IL20', 'LBP', 'TNFRSF17', 'BTLA', 'PKNOX2', 'GPLD1', 'CXCL2', 'MYBPC1', 'PARP15', 'GLOD5', 'C2ORF40', 'CST9', 'PFN1P2', 'SLCO4C1', 'BCL2L14', 'SLC23A1', 'STEAP1B', 'GPR55', 'AMH', 'VAT1L', 'VSIG2', 'ZNF98', 'SCN3A', 'CXCR2P1', 'ULBP2', 'DHRS4L1', 'HAP1', 'VGLL1', 'TPSG1', 'RNF212', 'CYSLTR2', 'ZNF454', 'ZNF488', 'FAM218A', 'FAM178B', 'SYN2', 'EMILIN3', 'TMEM105', 'DKK1', 'P2RX1', 'ORM1', 'DBIL5P', 'DPY19L2P2', 'IL23A', 'CRYM', 'SIGLEC17P', 'CXCL1', 'AMBP', 'PRKG2', 'LRRC2', 'FABP7', 'GPBAR1', 'SPDYE1', 'DEPDC4', 'SUCNR1', 'BRINP1', 'CTCFL', 'VWDE', 'BDKRB1', 'LRGUK', 'XIRP1', 'TENM1', 'FUT6', 'RERGL', 'BMPER', 'ADAMTS18', 'LINC00930', 'CECR2', 'RDM1', 'HCG27', 'CYP4F8', 'KIAA0319', 'CDR1', 'NUGGC', 'CLEC12A', 'PKD1L1', 'CBLN2', 'ECEL1', 'ABHD11.AS1', 'SEC14L5', 'WSCD2', 'FAM184B', 'SORCS1', 'SPESP1', 'PCDHGA3', 'SSUH2', 'FSCN2', 'FAM162B', 'DMRT2', 'ZNF732', 'CCL17', 'CTSG', 'RSPO1', 'TMEM217', 'GRIA3', 'GNB3', 'PIANP', 'HOXD4', 'RGS6', 'FLJ12825', 'CHRNB2', 'COL2A1', 'ADAM32', 'IL1R2', 'RNF175', 'SERPINA6', 'MT1A', 'ADAMTS19', 'PFKFB1', 'DIRC3', 'RASL10A', 'HECTD2.AS1', 'POM121L9P', 'SMIM5', 'CYP46A1', 'LRRC16B', 'PRSS21', 'ZNF804A', 'IGF2BP3', 'CAPN11', 'VIPR2', 'TBX21', 'CYSRT1', 'HIST1H2BE', 'TRAT1', 'GPR87', 'LOC100126784', 'PART1', 'FOXC2', 'HOGA1', 'SLC13A2', 'CA9', 'WIPF3', 'EMX1', 'ZSCAN1', 'HTR7', 'XKR9', 'SLC26A10', 'CEP83.AS1', 'ULBP1', 'HS3ST3B1', 'ZBTB16', 'CYP26A1', 'OTUD7A', 'TMSB15A', 'TMEM40', 'CITED1', 'MAPT.IT1', 'GZMM', 'WFDC3', 'FIRRE', 'ROPN1L', 'ANKK1', 'M1AP', 'PVALB', 'CDHR1', 'MYO3B', 'MRAP2', 'CRTAC1', 'INE2', 'SPAG17', 'RBM12B.AS1', 'TTC23L', 'RFX8', 'IGSF22', 'HEATR4', 'KCNT2', 'MROH7', 'PCDHA12', 'BTC', 'CFAP61', 'PYGM', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'ADGRF1', 'LRRC4B', 'CLEC4E', 'HPDL', 'OPCML', 'TMEM59L', 'MIA', 'CIDEC', 'SRSF12', 'CCBE1', 'B3GAT1', 'LINC00173', 'NWD1', 'IL11', 'TSPAN8', 'RNF182', 'NLRP7', 'FRMPD1', 'KLK6', 'KCNA6', 'GALNT13', 'ABCC6P2', 'FASLG', 'LOC613037', 'LSAMP', 'GAS2', 'DHDH', 'SMC1B', 'FAM83A', 'RFPL1S', 'COL28A1', 'SCN3B', 'C15ORF56', 'SLC6A14', 'PSORS1C1', 'SLC16A11', 'PTCHD1', 'ANO5', 'ADGRG2', 'C9ORF47', 'TUSC5', 'TMPRSS4', 'SLC24A5', 'RUFY4', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'KCNQ3', 'CYP4F12', 'LINC00908', 'LOC100133669', 'NBPF4', 'FAM157A', 'VENTX', 'MYOM2', 'EBF2', 'MAG', 'PTPRN', 'PCDHA5', 'DSCAML1', 'PLAC1', 'NKX3.2', 'DLX2', 'CNTN2', 'SYT6', 'SFTPA2', 'BRE.AS1', 'FAM19A2', 'CCNI2', 'DLX5', 'KLK7', 'ZBTB20', 'CDKN2B.AS1', 'GHRLOS', 'CD160', 'PTPRR', 'ABCC2', 'OR2W3', 'RYR3', 'SLC6A17', 'ABCD2', 'TFAP2E', 'CD1A', 'GRIA2', 'DEFB1', 'RGS9', 'CCDC144A', 'CDKL2', 'MYO16', 'CACNA1I', 'PWAR5', 'DCX', 'DLK2', 'GGT3P', 'SLC6A11', 'BTBD19', 'CHRFAM7A', 'WDR17', 'MMP12', 'MSMB', 'CABP4', 'TCEAL2', 'CHRNA10', 'FKBP1AP1', 'UNC13A', 'SLC39A2', 'XCL2', 'AGBL4', 'LY6H', 'S100A7', 'TUBAL3', 'SPAG8', 'TCN1', 'P2RY12', 'HRCT1', 'PCBP3', 'LINC00202.1', 'TM6SF2', 'ZNF727', 'ARL9', 'KCNH3', 'SNORD116.4', 'MAK', 'MPL', 'GRID2IP', 'SLC46A2', 'TCTEX1D1', 'NOX5', 'SYCE3', 'CD70', 'GPM6A', 'ELOVL3', 'TIGD4', 'JAKMIP1', 'SYCE2', 'ARMC3', 'PGLYRP2', 'GRIN2A', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'LONRF3', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'ACY3', 'AGAP7P', 'LRRC43', 'THPO', 'BEX1', 'LOC400927', 'PRPH2', 'ACHE', 'AKR1E2', 'KLK10', 'SCN9A', 'SCN2A', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'C6ORF52', 'TMEM145', 'VN1R1', 'CD40LG', 'HRC', 'BEGAIN', 'CHODL', 'PAH', 'LOC285593', 'CXADRP3', 'GPR82', 'TTBK1', 'SLC25A34', 'CHST9', 'GABRB3', 'TTYH1', 'ADGRL3', 'APOBEC3A', 'MLLT4.AS1', 'HIST1H2BH', 'BRSK2', 'TRH', 'MAPK4', 'EPYC', 'DNASE1L2', 'ST8SIA2', 'CAMK4', 'DGCR5', 'C8ORF46', 'SLC35F3', 'IL17D', 'GPR63', 'CAPSL', 'GBP6', 'MUC15', 'ANKLE1', 'ROBO2', 'AIM1L', 'ASGR1', 'MYO15A', 'FAM201A', 'HAMP', 'PCDHA1', 'TNFSF11', 'CHKB.AS1', 'RMRP', 'DUSP9', 'FAM159A', 'NMU', 'NEK5', 'RHCE', 'DCLK3', 'PTX3', 'TDRD6', 'LYG1', 'KCNK17', 'LOC100132215', 'MTUS2', 'RUNDC3A', 'RRN3P1', 'C1QL3', 'UCKL1.AS1', 'CYP2E1', 'CYTL1', 'FOLR1', 'PNMA6A', 'LINC00961', 'ROPN1B', 'HBA1', 'LINC00689', 'RRN3P2', 'THSD7B', 'MT1L', 'XCL1', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'ATP13A4', 'CCR10', 'KIF19', 'DPEP1', 'IL1RL1', 'GLI1', 'KISS1R', 'IL24', 'ARRDC3.AS1', 'ZMAT4', 'TMEM150B', 'LIN7A', 'GPR173', 'TTLL9', 'NIPAL4', 'KIAA1210', 'PRRT4', 'RHBG', 'WBP2NL', 'A2ML1', 'GPR135', 'LOC90246', 'CBLN1', 'GNMT', 'PCDHB18P', 'DPF3', 'IL18RAP', 'CD300LB', 'B3GALT5', 'MAP7D2', 'CNTNAP3', 'RRAD', 'OXGR1', 'FIGF', 'DPY19L2P4', 'RAB39A', 'HIST1H1D', 'CACNA2D3', 'MS4A8', 'SLC5A8', 'LRRC24', 'AIM2', 'TRIM7', 'PON3', 'GABRB2', 'PCDH20', 'MASP2', 'TIFAB', 'KLK8', 'PHKG1', 'DNAH11', 'FOXN1', 'WFIKKN1', 'DCST2', 'LINC00669', 'WNT10A', 'FREM2', 'C19ORF45', 'CLCA2', 'GPR171', 'ANK1', 'CD19', 'CRB2', 'KCNB1', 'SLC26A3', 'LINC01465', 'SEPHS1P1', 'HIST1H2AG', 'UCA1', 'RASAL1', 'LINC00685', 'TYMSOS', 'TTC41P', 'ANO2', 'CD1E', 'NEURL3', 'COLCA1', 'MED12L', 'RIC3', 'CST2', 'LOC646999', 'PCDHGC5', 'HNRNPCL3', 'CLPSL1', 'SEC14L1P1', 'FAM182B', 'IL6', 'EYA1', 'NRXN1', 'MYEOV', 'MAPT.AS1', 'ARHGEF33', 'RAB3B', 'STXBP6', 'KCNRG', 'CXCR2', 'MSLN', 'CR2', 'KIF4B', 'PATL2', 'TDRD9', 'AJAP1', 'ZNF676', 'CLEC4F', 'LPAR4', 'VSTM2A', 'CLDN14', 'FNDC8', 'MAGEL2', 'TRABD2A', 'ABHD1', 'NDP', 'PDCD1', 'VIT', 'FAM43B', 'POU3F1', 'TSPAN32', 'SEZ6L', 'HAPLN1', 'C9ORF117', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04782361373877353
		RMSE:  0.460756629216985
		NRMSE:  0.11073218678610552
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07696826201632412
		RMSE:  0.4481222561682025
		NRMSE:  0.1422068596624151
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4501191620264231
		NRMSE:  0.10817571786263473
		MAPE:  418.8529054417374
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002447694094247499
		RMSE:  0.4323405014905614
		NRMSE:  0.13719868668778923
		MAPE:  185.65040333639752

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  3.6106276650267034e-15
		NRMSE:  8.677307534310751e-16
		MAPE:  9.838287944575239e-12
		Pearson Correlation:  0.16090486153464417
		Spearman Correlation:  0.21221960373570742
		Coefficient of Determination:  -0.9494388047940692
		RMSE:  0.6029063593411451
		NRMSE:  0.19132595815598663
		MAPE:  568.4137598586633

	Predictor:  ElasticNet
		Pearson Correlation:  0.7907315162129384
		Spearman Correlation:  0.7413787991498683
		Coefficient of Determination:  0.575919077951873
		RMSE:  0.29312433137553606
		NRMSE:  0.07044564560815575
		MAPE:  771.7675063193515
		Pearson Correlation:  0.35611051397423515
		Spearman Correlation:  0.3136273519619946
		Coefficient of Determination:  0.09993723662981902
		RMSE:  0.40966745018987294
		NRMSE:  0.13000363359668474
		MAPE:  316.1715822793307

	Predictor:  RandomForests
		Pearson Correlation:  0.5384312437096184
		Spearman Correlation:  0.563842675109649
		Coefficient of Determination:  0.2565866080287805
		RMSE:  0.3880991502335039
		NRMSE:  0.09327064413206054
		MAPE:  813.728936122638
		Pearson Correlation:  0.36804535362074503
		Spearman Correlation:  0.3259566827516553
		Coefficient of Determination:  0.1312139783161077
		RMSE:  0.40248664428681247
		NRMSE:  0.12772488077139263
		MAPE:  188.20302650525167

Protein:  CTNNB1
x_train_column_count:  995
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'CATSPER3', 'MUC6', 'TUBA3E', 'GLDC', 'GRIK4', 'FIBCD1', 'CYP4F35P', 'C10ORF55', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'MAST1', 'SLC26A4', 'FBLL1', 'CACNA1F', 'XKRX', 'LINC00922', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ALG1L', 'ASB14', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'AQP5', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'CD300LG', 'TEKT2', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'GPR27', 'NBPF6', 'PLA2G10', 'MGAM', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'FCRL3', 'PTCHD4', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'PCDHGB3', 'TPSD1', 'DNASE1L3', 'FLG', 'GFRA2', 'C1GALT1C1L', 'IGFL2', 'SFTPD', 'GJB3', 'GPR158', 'ITPKA', 'FAM186B', 'PROC', 'ZBED2', 'GDF10', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'EGOT', 'LRRC31', 'ATP1A4', 'HCN2', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'SYT8', 'ADRA1B', 'CNGA1', 'SCGB3A1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'SLC28A3', 'PPP1R3G', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'HEPACAM2', 'METTL7B', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'ALOXE3', 'LRIT3', 'SGK2', 'GLIS1', 'ZNF843', 'S100A3', 'WNT2B', 'NR1I3', 'LINC00482', 'CCDC36', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'FCRL6', 'BCHE', 'CKMT2', 'DQX1', 'ABCA17P', 'FAM189A1', 'LPAR3', 'PITX2', 'NLRP12', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'C1ORF101', 'SLC6A20', 'FAM90A1', 'FAM95B1', 'ZNF835', 'CA3', 'CLDN9', 'OTOA', 'SPIB', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'PCSK1N', 'CLECL1', 'ULBP3', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'LINC01550', 'SCN2B', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'GSTM1', 'PCYT1B', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'CPEB1', 'JPH3', 'CAMP', 'LOC441455', 'LOC90768', 'OR7E91P', 'FLJ37201', 'RELN', 'IL12RB2', 'SCARA5', 'LBX2', 'FUT7', 'PLA2G5', 'RIMS1', 'CD177', 'IGSF5', 'KCNE1', 'HIST1H2BN', 'GPR18', 'ASTN1', 'SLC22A18AS', 'ZBED3.AS1', 'TUBB8', 'MNX1', 'HOXB13', 'ZC3H12D', 'TCHH', 'KCNE2', 'IRX4', 'C10ORF128', 'FAM135B', 'GAL', 'WDR72', 'BTBD8', 'CHRNA6', 'SP5', 'ONECUT2', 'CIDEA', 'SLC16A10', 'SCN7A', 'LINC01124', 'HOXB8', 'RSPH4A', 'MGC16142', 'CCDC183', 'ALB', 'SCART1', 'CELF5', 'GBP1P1', 'CCDC7', 'MGAT5B', 'DCSTAMP', 'YPEL4', 'GRIN2C', 'CXXC4', 'GPR3', 'CCDC153', 'SKIDA1', 'NIPAL1', 'HOXA11', 'SLC30A2', 'ATP13A5', 'SLC35F1', 'PYDC1', 'CXCR5', 'OBP2B', 'STRC', 'TNFRSF9', 'PCSK9', 'SRL', 'RPGRIP1', 'FOXJ1', 'PCAT18', 'WT1', 'LRP1B', 'NOXO1', 'PPP4R4', 'INSM1', 'CNNM1', 'GPR174', 'SLC18A2', 'MARCO', 'GPX2', 'DMRT3', 'C17ORF104', 'PCK1', 'SLC25A53', 'FOXD4', 'INHA', 'NOS2', 'KLHL14', 'FOXD1', 'AVPR2', 'ADH1C', 'COL23A1', 'CRISP3', 'IL20', 'LBP', 'TNFRSF17', 'BTLA', 'PKNOX2', 'GPLD1', 'CXCL2', 'MYBPC1', 'PARP15', 'GLOD5', 'C2ORF40', 'CST9', 'PFN1P2', 'SLCO4C1', 'BCL2L14', 'SLC23A1', 'STEAP1B', 'GPR55', 'AMH', 'VAT1L', 'VSIG2', 'ZNF98', 'SCN3A', 'CXCR2P1', 'ULBP2', 'DHRS4L1', 'HAP1', 'VGLL1', 'TPSG1', 'RNF212', 'CYSLTR2', 'ZNF454', 'ZNF488', 'FAM218A', 'FAM178B', 'SYN2', 'EMILIN3', 'TMEM105', 'DKK1', 'P2RX1', 'ORM1', 'DBIL5P', 'DPY19L2P2', 'IL23A', 'CRYM', 'SIGLEC17P', 'CXCL1', 'AMBP', 'PRKG2', 'LRRC2', 'FABP7', 'GPBAR1', 'SPDYE1', 'DEPDC4', 'SUCNR1', 'BRINP1', 'CTCFL', 'VWDE', 'BDKRB1', 'LRGUK', 'XIRP1', 'TENM1', 'FUT6', 'RERGL', 'BMPER', 'ADAMTS18', 'LINC00930', 'CECR2', 'RDM1', 'HCG27', 'CYP4F8', 'KIAA0319', 'CDR1', 'NUGGC', 'CLEC12A', 'PKD1L1', 'CBLN2', 'ECEL1', 'ABHD11.AS1', 'SEC14L5', 'WSCD2', 'FAM184B', 'SORCS1', 'SPESP1', 'PCDHGA3', 'SSUH2', 'FSCN2', 'FAM162B', 'DMRT2', 'ZNF732', 'CCL17', 'CTSG', 'RSPO1', 'TMEM217', 'GRIA3', 'GNB3', 'PIANP', 'HOXD4', 'RGS6', 'FLJ12825', 'CHRNB2', 'COL2A1', 'ADAM32', 'IL1R2', 'RNF175', 'SERPINA6', 'MT1A', 'ADAMTS19', 'PFKFB1', 'DIRC3', 'RASL10A', 'HECTD2.AS1', 'POM121L9P', 'SMIM5', 'CYP46A1', 'LRRC16B', 'PRSS21', 'ZNF804A', 'IGF2BP3', 'CAPN11', 'VIPR2', 'TBX21', 'CYSRT1', 'HIST1H2BE', 'TRAT1', 'GPR87', 'LOC100126784', 'PART1', 'FOXC2', 'HOGA1', 'SLC13A2', 'CA9', 'WIPF3', 'EMX1', 'ZSCAN1', 'HTR7', 'XKR9', 'SLC26A10', 'CEP83.AS1', 'ULBP1', 'HS3ST3B1', 'ZBTB16', 'CYP26A1', 'OTUD7A', 'TMSB15A', 'TMEM40', 'CITED1', 'MAPT.IT1', 'GZMM', 'WFDC3', 'FIRRE', 'ROPN1L', 'ANKK1', 'M1AP', 'PVALB', 'CDHR1', 'MYO3B', 'MRAP2', 'CRTAC1', 'INE2', 'SPAG17', 'RBM12B.AS1', 'TTC23L', 'RFX8', 'IGSF22', 'HEATR4', 'KCNT2', 'MROH7', 'PCDHA12', 'BTC', 'CFAP61', 'PYGM', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'ADGRF1', 'LRRC4B', 'CLEC4E', 'HPDL', 'OPCML', 'TMEM59L', 'MIA', 'CIDEC', 'SRSF12', 'CCBE1', 'B3GAT1', 'LINC00173', 'NWD1', 'IL11', 'TSPAN8', 'RNF182', 'NLRP7', 'FRMPD1', 'KLK6', 'KCNA6', 'GALNT13', 'ABCC6P2', 'FASLG', 'LOC613037', 'LSAMP', 'GAS2', 'DHDH', 'SMC1B', 'FAM83A', 'RFPL1S', 'COL28A1', 'SCN3B', 'C15ORF56', 'SLC6A14', 'PSORS1C1', 'SLC16A11', 'PTCHD1', 'ANO5', 'ADGRG2', 'C9ORF47', 'TUSC5', 'TMPRSS4', 'SLC24A5', 'RUFY4', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'KCNQ3', 'CYP4F12', 'LINC00908', 'LOC100133669', 'NBPF4', 'FAM157A', 'VENTX', 'MYOM2', 'EBF2', 'MAG', 'PTPRN', 'PCDHA5', 'DSCAML1', 'PLAC1', 'NKX3.2', 'DLX2', 'CNTN2', 'SYT6', 'SFTPA2', 'BRE.AS1', 'FAM19A2', 'CCNI2', 'DLX5', 'KLK7', 'ZBTB20', 'CDKN2B.AS1', 'GHRLOS', 'CD160', 'PTPRR', 'ABCC2', 'OR2W3', 'RYR3', 'SLC6A17', 'ABCD2', 'TFAP2E', 'CD1A', 'GRIA2', 'DEFB1', 'RGS9', 'CCDC144A', 'CDKL2', 'MYO16', 'CACNA1I', 'PWAR5', 'DCX', 'DLK2', 'GGT3P', 'SLC6A11', 'BTBD19', 'CHRFAM7A', 'WDR17', 'MMP12', 'MSMB', 'CABP4', 'TCEAL2', 'CHRNA10', 'FKBP1AP1', 'UNC13A', 'SLC39A2', 'XCL2', 'AGBL4', 'LY6H', 'S100A7', 'TUBAL3', 'SPAG8', 'TCN1', 'P2RY12', 'HRCT1', 'PCBP3', 'LINC00202.1', 'TM6SF2', 'ZNF727', 'ARL9', 'KCNH3', 'SNORD116.4', 'MAK', 'MPL', 'GRID2IP', 'SLC46A2', 'TCTEX1D1', 'NOX5', 'SYCE3', 'CD70', 'GPM6A', 'ELOVL3', 'TIGD4', 'JAKMIP1', 'SYCE2', 'ARMC3', 'PGLYRP2', 'GRIN2A', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'LONRF3', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'ACY3', 'AGAP7P', 'LRRC43', 'THPO', 'BEX1', 'LOC400927', 'PRPH2', 'ACHE', 'AKR1E2', 'KLK10', 'SCN9A', 'SCN2A', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'C6ORF52', 'TMEM145', 'VN1R1', 'CD40LG', 'HRC', 'BEGAIN', 'CHODL', 'PAH', 'LOC285593', 'CXADRP3', 'GPR82', 'TTBK1', 'SLC25A34', 'CHST9', 'GABRB3', 'TTYH1', 'ADGRL3', 'APOBEC3A', 'MLLT4.AS1', 'HIST1H2BH', 'BRSK2', 'TRH', 'MAPK4', 'EPYC', 'DNASE1L2', 'ST8SIA2', 'CAMK4', 'DGCR5', 'C8ORF46', 'SLC35F3', 'IL17D', 'GPR63', 'CAPSL', 'GBP6', 'MUC15', 'ANKLE1', 'ROBO2', 'AIM1L', 'ASGR1', 'MYO15A', 'FAM201A', 'HAMP', 'PCDHA1', 'TNFSF11', 'CHKB.AS1', 'RMRP', 'DUSP9', 'FAM159A', 'NMU', 'NEK5', 'RHCE', 'DCLK3', 'PTX3', 'TDRD6', 'LYG1', 'KCNK17', 'LOC100132215', 'MTUS2', 'RUNDC3A', 'RRN3P1', 'C1QL3', 'UCKL1.AS1', 'CYP2E1', 'CYTL1', 'FOLR1', 'PNMA6A', 'LINC00961', 'ROPN1B', 'HBA1', 'LINC00689', 'RRN3P2', 'THSD7B', 'MT1L', 'XCL1', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'ATP13A4', 'CCR10', 'KIF19', 'DPEP1', 'IL1RL1', 'GLI1', 'KISS1R', 'IL24', 'ARRDC3.AS1', 'ZMAT4', 'TMEM150B', 'LIN7A', 'GPR173', 'TTLL9', 'NIPAL4', 'KIAA1210', 'PRRT4', 'RHBG', 'WBP2NL', 'A2ML1', 'GPR135', 'LOC90246', 'CBLN1', 'GNMT', 'PCDHB18P', 'DPF3', 'IL18RAP', 'CD300LB', 'B3GALT5', 'MAP7D2', 'CNTNAP3', 'RRAD', 'OXGR1', 'FIGF', 'DPY19L2P4', 'RAB39A', 'HIST1H1D', 'CACNA2D3', 'MS4A8', 'SLC5A8', 'LRRC24', 'AIM2', 'TRIM7', 'PON3', 'GABRB2', 'PCDH20', 'MASP2', 'TIFAB', 'KLK8', 'PHKG1', 'DNAH11', 'FOXN1', 'WFIKKN1', 'DCST2', 'LINC00669', 'WNT10A', 'FREM2', 'C19ORF45', 'CLCA2', 'GPR171', 'ANK1', 'CD19', 'CRB2', 'KCNB1', 'SLC26A3', 'LINC01465', 'SEPHS1P1', 'HIST1H2AG', 'UCA1', 'RASAL1', 'LINC00685', 'TYMSOS', 'TTC41P', 'ANO2', 'CD1E', 'NEURL3', 'COLCA1', 'MED12L', 'RIC3', 'CST2', 'LOC646999', 'PCDHGC5', 'HNRNPCL3', 'CLPSL1', 'SEC14L1P1', 'FAM182B', 'IL6', 'EYA1', 'NRXN1', 'MYEOV', 'MAPT.AS1', 'ARHGEF33', 'RAB3B', 'STXBP6', 'KCNRG', 'CXCR2', 'MSLN', 'CR2', 'KIF4B', 'PATL2', 'TDRD9', 'AJAP1', 'ZNF676', 'CLEC4F', 'LPAR4', 'VSTM2A', 'CLDN14', 'FNDC8', 'MAGEL2', 'TRABD2A', 'ABHD1', 'NDP', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6170193939500923
		RMSE:  0.9046651382507068
		NRMSE:  0.21849703851094263
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09478783275970826
		RMSE:  0.8396248247596424
		NRMSE:  0.17652527641906535
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999422040781
		Coefficient of Determination:  1.0
		RMSE:  4.520506782285215e-15
		NRMSE:  1.0918043624493324e-15
		MAPE:  2.575437928654003e-12
		Pearson Correlation:  0.32854701506032175
		Spearman Correlation:  0.294205663412262
		Coefficient of Determination:  -0.3346930754947226
		RMSE:  0.927066724886807
		NRMSE:  0.19490932740871392
		MAPE:  887.1204272484524

	Predictor:  ElasticNet
		Pearson Correlation:  0.8726377119199304
		Spearman Correlation:  0.8636731139624851
		Coefficient of Determination:  0.7020999124984696
		RMSE:  0.3882983596636953
		NRMSE:  0.09378281317353283
		MAPE:  255.7126441868563
		Pearson Correlation:  0.40331805871289766
		Spearman Correlation:  0.40040648885896335
		Coefficient of Determination:  0.13365766832360926
		RMSE:  0.7469044680440862
		NRMSE:  0.1570314666647225
		MAPE:  384.5959802820632

	Predictor:  RandomForests
		Pearson Correlation:  0.5097745906277034
		Spearman Correlation:  0.5370604126339972
		Coefficient of Determination:  0.2224610077000858
		RMSE:  0.6273231712149495
		NRMSE:  0.15151269713432267
		MAPE:  650.8519249283903
		Pearson Correlation:  0.27102088983870076
		Spearman Correlation:  0.3178468559458347
		Coefficient of Determination:  -0.011048146415648441
		RMSE:  0.8068749046116298
		NRMSE:  0.16963983361610246
		MAPE:  587.9297491491693

Protein:  CCNE1
x_train_column_count:  352
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'CATSPER3', 'MUC6', 'TUBA3E', 'GLDC', 'GRIK4', 'FIBCD1', 'CYP4F35P', 'C10ORF55', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'MAST1', 'SLC26A4', 'FBLL1', 'CACNA1F', 'XKRX', 'LINC00922', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ALG1L', 'ASB14', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'AQP5', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'CD300LG', 'TEKT2', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'GPR27', 'NBPF6', 'PLA2G10', 'MGAM', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'FCRL3', 'PTCHD4', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'PCDHGB3', 'TPSD1', 'DNASE1L3', 'FLG', 'GFRA2', 'C1GALT1C1L', 'IGFL2', 'SFTPD', 'GJB3', 'GPR158', 'ITPKA', 'FAM186B', 'PROC', 'ZBED2', 'GDF10', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'EGOT', 'LRRC31', 'ATP1A4', 'HCN2', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'SYT8', 'ADRA1B', 'CNGA1', 'SCGB3A1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'SLC28A3', 'PPP1R3G', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'HEPACAM2', 'METTL7B', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'ALOXE3', 'LRIT3', 'SGK2', 'GLIS1', 'ZNF843', 'S100A3', 'WNT2B', 'NR1I3', 'LINC00482', 'CCDC36', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'FCRL6', 'BCHE', 'CKMT2', 'DQX1', 'ABCA17P', 'FAM189A1', 'LPAR3', 'PITX2', 'NLRP12', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'C1ORF101', 'SLC6A20', 'FAM90A1', 'FAM95B1', 'ZNF835', 'CA3', 'CLDN9', 'OTOA', 'SPIB', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'PCSK1N', 'CLECL1', 'ULBP3', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'LINC01550', 'SCN2B', 'ALDH8A1', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4688329016852353
		RMSE:  0.7931748470731899
		NRMSE:  0.19141705409976348
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.186170633384966
		RMSE:  0.8069776954058596
		NRMSE:  0.32929800677624244
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5048043460690237
		NRMSE:  0.12182453992060809
		MAPE:  103.07374645056161
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01570191691728584
		RMSE:  0.4556277343037054
		NRMSE:  0.18592497115143453
		MAPE:  142.6844229696492

	Predictor:  LinearRegression
		Pearson Correlation:  0.8890355619865796
		Spearman Correlation:  0.8012702695590159
		Coefficient of Determination:  0.7903842304767936
		RMSE:  0.2311186867738069
		NRMSE:  0.055775921706158
		MAPE:  42.60016810324696
		Pearson Correlation:  0.3781214643397565
		Spearman Correlation:  0.2937567800097258
		Coefficient of Determination:  -0.686091002506964
		RMSE:  0.587039766056007
		NRMSE:  0.23954940261813723
		MAPE:  149.4005382757414

	Predictor:  ElasticNet
		Pearson Correlation:  0.7677936816453251
		Spearman Correlation:  0.6846008049276339
		Coefficient of Determination:  0.5701575742968796
		RMSE:  0.33096168918110785
		NRMSE:  0.0798710546567338
		MAPE:  57.74237729607894
		Pearson Correlation:  0.6622150477498251
		Spearman Correlation:  0.5399992518609958
		Coefficient of Determination:  0.42608685748592556
		RMSE:  0.3424917392552888
		NRMSE:  0.13975832010743852
		MAPE:  66.284336744317

	Predictor:  RandomForests
		Pearson Correlation:  0.6343060182743792
		Spearman Correlation:  0.586554184995694
		Coefficient of Determination:  0.3382577248713977
		RMSE:  0.4106459324579687
		NRMSE:  0.09910126999009791
		MAPE:  75.5247707954288
		Pearson Correlation:  0.609977360898037
		Spearman Correlation:  0.5223132458010699
		Coefficient of Determination:  0.3112483989918624
		RMSE:  0.3751961096469366
		NRMSE:  0.15310377444174353
		MAPE:  96.91880764042892

Protein:  CCND1
x_train_column_count:  859
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'CATSPER3', 'MUC6', 'TUBA3E', 'GLDC', 'GRIK4', 'FIBCD1', 'CYP4F35P', 'C10ORF55', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'MAST1', 'SLC26A4', 'FBLL1', 'CACNA1F', 'XKRX', 'LINC00922', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ALG1L', 'ASB14', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'AQP5', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'CD300LG', 'TEKT2', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'GPR27', 'NBPF6', 'PLA2G10', 'MGAM', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'FCRL3', 'PTCHD4', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'PCDHGB3', 'TPSD1', 'DNASE1L3', 'FLG', 'GFRA2', 'C1GALT1C1L', 'IGFL2', 'SFTPD', 'GJB3', 'GPR158', 'ITPKA', 'FAM186B', 'PROC', 'ZBED2', 'GDF10', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'EGOT', 'LRRC31', 'ATP1A4', 'HCN2', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'SYT8', 'ADRA1B', 'CNGA1', 'SCGB3A1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'SLC28A3', 'PPP1R3G', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'HEPACAM2', 'METTL7B', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'ALOXE3', 'LRIT3', 'SGK2', 'GLIS1', 'ZNF843', 'S100A3', 'WNT2B', 'NR1I3', 'LINC00482', 'CCDC36', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'FCRL6', 'BCHE', 'CKMT2', 'DQX1', 'ABCA17P', 'FAM189A1', 'LPAR3', 'PITX2', 'NLRP12', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'C1ORF101', 'SLC6A20', 'FAM90A1', 'FAM95B1', 'ZNF835', 'CA3', 'CLDN9', 'OTOA', 'SPIB', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'PCSK1N', 'CLECL1', 'ULBP3', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'LINC01550', 'SCN2B', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'GSTM1', 'PCYT1B', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'CPEB1', 'JPH3', 'CAMP', 'LOC441455', 'LOC90768', 'OR7E91P', 'FLJ37201', 'RELN', 'IL12RB2', 'SCARA5', 'LBX2', 'FUT7', 'PLA2G5', 'RIMS1', 'CD177', 'IGSF5', 'KCNE1', 'HIST1H2BN', 'GPR18', 'ASTN1', 'SLC22A18AS', 'ZBED3.AS1', 'TUBB8', 'MNX1', 'HOXB13', 'ZC3H12D', 'TCHH', 'KCNE2', 'IRX4', 'C10ORF128', 'FAM135B', 'GAL', 'WDR72', 'BTBD8', 'CHRNA6', 'SP5', 'ONECUT2', 'CIDEA', 'SLC16A10', 'SCN7A', 'LINC01124', 'HOXB8', 'RSPH4A', 'MGC16142', 'CCDC183', 'ALB', 'SCART1', 'CELF5', 'GBP1P1', 'CCDC7', 'MGAT5B', 'DCSTAMP', 'YPEL4', 'GRIN2C', 'CXXC4', 'GPR3', 'CCDC153', 'SKIDA1', 'NIPAL1', 'HOXA11', 'SLC30A2', 'ATP13A5', 'SLC35F1', 'PYDC1', 'CXCR5', 'OBP2B', 'STRC', 'TNFRSF9', 'PCSK9', 'SRL', 'RPGRIP1', 'FOXJ1', 'PCAT18', 'WT1', 'LRP1B', 'NOXO1', 'PPP4R4', 'INSM1', 'CNNM1', 'GPR174', 'SLC18A2', 'MARCO', 'GPX2', 'DMRT3', 'C17ORF104', 'PCK1', 'SLC25A53', 'FOXD4', 'INHA', 'NOS2', 'KLHL14', 'FOXD1', 'AVPR2', 'ADH1C', 'COL23A1', 'CRISP3', 'IL20', 'LBP', 'TNFRSF17', 'BTLA', 'PKNOX2', 'GPLD1', 'CXCL2', 'MYBPC1', 'PARP15', 'GLOD5', 'C2ORF40', 'CST9', 'PFN1P2', 'SLCO4C1', 'BCL2L14', 'SLC23A1', 'STEAP1B', 'GPR55', 'AMH', 'VAT1L', 'VSIG2', 'ZNF98', 'SCN3A', 'CXCR2P1', 'ULBP2', 'DHRS4L1', 'HAP1', 'VGLL1', 'TPSG1', 'RNF212', 'CYSLTR2', 'ZNF454', 'ZNF488', 'FAM218A', 'FAM178B', 'SYN2', 'EMILIN3', 'TMEM105', 'DKK1', 'P2RX1', 'ORM1', 'DBIL5P', 'DPY19L2P2', 'IL23A', 'CRYM', 'SIGLEC17P', 'CXCL1', 'AMBP', 'PRKG2', 'LRRC2', 'FABP7', 'GPBAR1', 'SPDYE1', 'DEPDC4', 'SUCNR1', 'BRINP1', 'CTCFL', 'VWDE', 'BDKRB1', 'LRGUK', 'XIRP1', 'TENM1', 'FUT6', 'RERGL', 'BMPER', 'ADAMTS18', 'LINC00930', 'CECR2', 'RDM1', 'HCG27', 'CYP4F8', 'KIAA0319', 'CDR1', 'NUGGC', 'CLEC12A', 'PKD1L1', 'CBLN2', 'ECEL1', 'ABHD11.AS1', 'SEC14L5', 'WSCD2', 'FAM184B', 'SORCS1', 'SPESP1', 'PCDHGA3', 'SSUH2', 'FSCN2', 'FAM162B', 'DMRT2', 'ZNF732', 'CCL17', 'CTSG', 'RSPO1', 'TMEM217', 'GRIA3', 'GNB3', 'PIANP', 'HOXD4', 'RGS6', 'FLJ12825', 'CHRNB2', 'COL2A1', 'ADAM32', 'IL1R2', 'RNF175', 'SERPINA6', 'MT1A', 'ADAMTS19', 'PFKFB1', 'DIRC3', 'RASL10A', 'HECTD2.AS1', 'POM121L9P', 'SMIM5', 'CYP46A1', 'LRRC16B', 'PRSS21', 'ZNF804A', 'IGF2BP3', 'CAPN11', 'VIPR2', 'TBX21', 'CYSRT1', 'HIST1H2BE', 'TRAT1', 'GPR87', 'LOC100126784', 'PART1', 'FOXC2', 'HOGA1', 'SLC13A2', 'CA9', 'WIPF3', 'EMX1', 'ZSCAN1', 'HTR7', 'XKR9', 'SLC26A10', 'CEP83.AS1', 'ULBP1', 'HS3ST3B1', 'ZBTB16', 'CYP26A1', 'OTUD7A', 'TMSB15A', 'TMEM40', 'CITED1', 'MAPT.IT1', 'GZMM', 'WFDC3', 'FIRRE', 'ROPN1L', 'ANKK1', 'M1AP', 'PVALB', 'CDHR1', 'MYO3B', 'MRAP2', 'CRTAC1', 'INE2', 'SPAG17', 'RBM12B.AS1', 'TTC23L', 'RFX8', 'IGSF22', 'HEATR4', 'KCNT2', 'MROH7', 'PCDHA12', 'BTC', 'CFAP61', 'PYGM', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'ADGRF1', 'LRRC4B', 'CLEC4E', 'HPDL', 'OPCML', 'TMEM59L', 'MIA', 'CIDEC', 'SRSF12', 'CCBE1', 'B3GAT1', 'LINC00173', 'NWD1', 'IL11', 'TSPAN8', 'RNF182', 'NLRP7', 'FRMPD1', 'KLK6', 'KCNA6', 'GALNT13', 'ABCC6P2', 'FASLG', 'LOC613037', 'LSAMP', 'GAS2', 'DHDH', 'SMC1B', 'FAM83A', 'RFPL1S', 'COL28A1', 'SCN3B', 'C15ORF56', 'SLC6A14', 'PSORS1C1', 'SLC16A11', 'PTCHD1', 'ANO5', 'ADGRG2', 'C9ORF47', 'TUSC5', 'TMPRSS4', 'SLC24A5', 'RUFY4', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'KCNQ3', 'CYP4F12', 'LINC00908', 'LOC100133669', 'NBPF4', 'FAM157A', 'VENTX', 'MYOM2', 'EBF2', 'MAG', 'PTPRN', 'PCDHA5', 'DSCAML1', 'PLAC1', 'NKX3.2', 'DLX2', 'CNTN2', 'SYT6', 'SFTPA2', 'BRE.AS1', 'FAM19A2', 'CCNI2', 'DLX5', 'KLK7', 'ZBTB20', 'CDKN2B.AS1', 'GHRLOS', 'CD160', 'PTPRR', 'ABCC2', 'OR2W3', 'RYR3', 'SLC6A17', 'ABCD2', 'TFAP2E', 'CD1A', 'GRIA2', 'DEFB1', 'RGS9', 'CCDC144A', 'CDKL2', 'MYO16', 'CACNA1I', 'PWAR5', 'DCX', 'DLK2', 'GGT3P', 'SLC6A11', 'BTBD19', 'CHRFAM7A', 'WDR17', 'MMP12', 'MSMB', 'CABP4', 'TCEAL2', 'CHRNA10', 'FKBP1AP1', 'UNC13A', 'SLC39A2', 'XCL2', 'AGBL4', 'LY6H', 'S100A7', 'TUBAL3', 'SPAG8', 'TCN1', 'P2RY12', 'HRCT1', 'PCBP3', 'LINC00202.1', 'TM6SF2', 'ZNF727', 'ARL9', 'KCNH3', 'SNORD116.4', 'MAK', 'MPL', 'GRID2IP', 'SLC46A2', 'TCTEX1D1', 'NOX5', 'SYCE3', 'CD70', 'GPM6A', 'ELOVL3', 'TIGD4', 'JAKMIP1', 'SYCE2', 'ARMC3', 'PGLYRP2', 'GRIN2A', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'LONRF3', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'ACY3', 'AGAP7P', 'LRRC43', 'THPO', 'BEX1', 'LOC400927', 'PRPH2', 'ACHE', 'AKR1E2', 'KLK10', 'SCN9A', 'SCN2A', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'C6ORF52', 'TMEM145', 'VN1R1', 'CD40LG', 'HRC', 'BEGAIN', 'CHODL', 'PAH', 'LOC285593', 'CXADRP3', 'GPR82', 'TTBK1', 'SLC25A34', 'CHST9', 'GABRB3', 'TTYH1', 'ADGRL3', 'APOBEC3A', 'MLLT4.AS1', 'HIST1H2BH', 'BRSK2', 'TRH', 'MAPK4', 'EPYC', 'DNASE1L2', 'ST8SIA2', 'CAMK4', 'DGCR5', 'C8ORF46', 'SLC35F3', 'IL17D', 'GPR63', 'CAPSL', 'GBP6', 'MUC15', 'ANKLE1', 'ROBO2', 'AIM1L', 'ASGR1', 'MYO15A', 'FAM201A', 'HAMP', 'PCDHA1', 'TNFSF11', 'CHKB.AS1', 'RMRP', 'DUSP9', 'FAM159A', 'NMU', 'NEK5', 'RHCE', 'DCLK3', 'PTX3', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47371951525638445
		RMSE:  0.2917253166285864
		NRMSE:  0.18637975276867558
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47112550847095647
		RMSE:  0.27775626016480953
		NRMSE:  0.17517423067911803
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.7585238980184671e-15
		NRMSE:  1.1234995067903982e-15
		MAPE:  5.887655301610023e-12
		Pearson Correlation:  0.1032071999174573
		Spearman Correlation:  0.059464581852641564
		Coefficient of Determination:  -1.6499083823314247
		RMSE:  0.3727815609196511
		NRMSE:  0.2351044153125953
		MAPE:  846.6543957862181

	Predictor:  ElasticNet
		Pearson Correlation:  0.6084692548854029
		Spearman Correlation:  0.6080170493340965
		Coefficient of Determination:  0.2890121030092012
		RMSE:  0.20262722956217225
		NRMSE:  0.12945606979349372
		MAPE:  459.17225441968156
		Pearson Correlation:  0.21382600003538085
		Spearman Correlation:  0.20980062095537352
		Coefficient of Determination:  0.03226759567825388
		RMSE:  0.22527688627995704
		NRMSE:  0.14207674462661268
		MAPE:  492.356848576368

	Predictor:  RandomForests
		Pearson Correlation:  0.5144240152170287
		Spearman Correlation:  0.5399622762175682
		Coefficient of Determination:  0.15124939494399714
		RMSE:  0.22138936318483868
		NRMSE:  0.1414429685186994
		MAPE:  546.8192849833245
		Pearson Correlation:  0.17830203226575664
		Spearman Correlation:  0.13899674559533162
		Coefficient of Determination:  0.02761205861683813
		RMSE:  0.22581811366264556
		NRMSE:  0.14241808379329313
		MAPE:  514.9990524691111

Protein:  ERBB2
x_train_column_count:  665
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'CATSPER3', 'MUC6', 'TUBA3E', 'GLDC', 'GRIK4', 'FIBCD1', 'CYP4F35P', 'C10ORF55', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'MAST1', 'SLC26A4', 'FBLL1', 'CACNA1F', 'XKRX', 'LINC00922', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ALG1L', 'ASB14', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'AQP5', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'CD300LG', 'TEKT2', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'GPR27', 'NBPF6', 'PLA2G10', 'MGAM', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'FCRL3', 'PTCHD4', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'PCDHGB3', 'TPSD1', 'DNASE1L3', 'FLG', 'GFRA2', 'C1GALT1C1L', 'IGFL2', 'SFTPD', 'GJB3', 'GPR158', 'ITPKA', 'FAM186B', 'PROC', 'ZBED2', 'GDF10', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'EGOT', 'LRRC31', 'ATP1A4', 'HCN2', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'SYT8', 'ADRA1B', 'CNGA1', 'SCGB3A1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'SLC28A3', 'PPP1R3G', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'HEPACAM2', 'METTL7B', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'ALOXE3', 'LRIT3', 'SGK2', 'GLIS1', 'ZNF843', 'S100A3', 'WNT2B', 'NR1I3', 'LINC00482', 'CCDC36', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'FCRL6', 'BCHE', 'CKMT2', 'DQX1', 'ABCA17P', 'FAM189A1', 'LPAR3', 'PITX2', 'NLRP12', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'C1ORF101', 'SLC6A20', 'FAM90A1', 'FAM95B1', 'ZNF835', 'CA3', 'CLDN9', 'OTOA', 'SPIB', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'PCSK1N', 'CLECL1', 'ULBP3', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'LINC01550', 'SCN2B', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'GSTM1', 'PCYT1B', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'CPEB1', 'JPH3', 'CAMP', 'LOC441455', 'LOC90768', 'OR7E91P', 'FLJ37201', 'RELN', 'IL12RB2', 'SCARA5', 'LBX2', 'FUT7', 'PLA2G5', 'RIMS1', 'CD177', 'IGSF5', 'KCNE1', 'HIST1H2BN', 'GPR18', 'ASTN1', 'SLC22A18AS', 'ZBED3.AS1', 'TUBB8', 'MNX1', 'HOXB13', 'ZC3H12D', 'TCHH', 'KCNE2', 'IRX4', 'C10ORF128', 'FAM135B', 'GAL', 'WDR72', 'BTBD8', 'CHRNA6', 'SP5', 'ONECUT2', 'CIDEA', 'SLC16A10', 'SCN7A', 'LINC01124', 'HOXB8', 'RSPH4A', 'MGC16142', 'CCDC183', 'ALB', 'SCART1', 'CELF5', 'GBP1P1', 'CCDC7', 'MGAT5B', 'DCSTAMP', 'YPEL4', 'GRIN2C', 'CXXC4', 'GPR3', 'CCDC153', 'SKIDA1', 'NIPAL1', 'HOXA11', 'SLC30A2', 'ATP13A5', 'SLC35F1', 'PYDC1', 'CXCR5', 'OBP2B', 'STRC', 'TNFRSF9', 'PCSK9', 'SRL', 'RPGRIP1', 'FOXJ1', 'PCAT18', 'WT1', 'LRP1B', 'NOXO1', 'PPP4R4', 'INSM1', 'CNNM1', 'GPR174', 'SLC18A2', 'MARCO', 'GPX2', 'DMRT3', 'C17ORF104', 'PCK1', 'SLC25A53', 'FOXD4', 'INHA', 'NOS2', 'KLHL14', 'FOXD1', 'AVPR2', 'ADH1C', 'COL23A1', 'CRISP3', 'IL20', 'LBP', 'TNFRSF17', 'BTLA', 'PKNOX2', 'GPLD1', 'CXCL2', 'MYBPC1', 'PARP15', 'GLOD5', 'C2ORF40', 'CST9', 'PFN1P2', 'SLCO4C1', 'BCL2L14', 'SLC23A1', 'STEAP1B', 'GPR55', 'AMH', 'VAT1L', 'VSIG2', 'ZNF98', 'SCN3A', 'CXCR2P1', 'ULBP2', 'DHRS4L1', 'HAP1', 'VGLL1', 'TPSG1', 'RNF212', 'CYSLTR2', 'ZNF454', 'ZNF488', 'FAM218A', 'FAM178B', 'SYN2', 'EMILIN3', 'TMEM105', 'DKK1', 'P2RX1', 'ORM1', 'DBIL5P', 'DPY19L2P2', 'IL23A', 'CRYM', 'SIGLEC17P', 'CXCL1', 'AMBP', 'PRKG2', 'LRRC2', 'FABP7', 'GPBAR1', 'SPDYE1', 'DEPDC4', 'SUCNR1', 'BRINP1', 'CTCFL', 'VWDE', 'BDKRB1', 'LRGUK', 'XIRP1', 'TENM1', 'FUT6', 'RERGL', 'BMPER', 'ADAMTS18', 'LINC00930', 'CECR2', 'RDM1', 'HCG27', 'CYP4F8', 'KIAA0319', 'CDR1', 'NUGGC', 'CLEC12A', 'PKD1L1', 'CBLN2', 'ECEL1', 'ABHD11.AS1', 'SEC14L5', 'WSCD2', 'FAM184B', 'SORCS1', 'SPESP1', 'PCDHGA3', 'SSUH2', 'FSCN2', 'FAM162B', 'DMRT2', 'ZNF732', 'CCL17', 'CTSG', 'RSPO1', 'TMEM217', 'GRIA3', 'GNB3', 'PIANP', 'HOXD4', 'RGS6', 'FLJ12825', 'CHRNB2', 'COL2A1', 'ADAM32', 'IL1R2', 'RNF175', 'SERPINA6', 'MT1A', 'ADAMTS19', 'PFKFB1', 'DIRC3', 'RASL10A', 'HECTD2.AS1', 'POM121L9P', 'SMIM5', 'CYP46A1', 'LRRC16B', 'PRSS21', 'ZNF804A', 'IGF2BP3', 'CAPN11', 'VIPR2', 'TBX21', 'CYSRT1', 'HIST1H2BE', 'TRAT1', 'GPR87', 'LOC100126784', 'PART1', 'FOXC2', 'HOGA1', 'SLC13A2', 'CA9', 'WIPF3', 'EMX1', 'ZSCAN1', 'HTR7', 'XKR9', 'SLC26A10', 'CEP83.AS1', 'ULBP1', 'HS3ST3B1', 'ZBTB16', 'CYP26A1', 'OTUD7A', 'TMSB15A', 'TMEM40', 'CITED1', 'MAPT.IT1', 'GZMM', 'WFDC3', 'FIRRE', 'ROPN1L', 'ANKK1', 'M1AP', 'PVALB', 'CDHR1', 'MYO3B', 'MRAP2', 'CRTAC1', 'INE2', 'SPAG17', 'RBM12B.AS1', 'TTC23L', 'RFX8', 'IGSF22', 'HEATR4', 'KCNT2', 'MROH7', 'PCDHA12', 'BTC', 'CFAP61', 'PYGM', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'ADGRF1', 'LRRC4B', 'CLEC4E', 'HPDL', 'OPCML', 'TMEM59L', 'MIA', 'CIDEC', 'SRSF12', 'CCBE1', 'B3GAT1', 'LINC00173', 'NWD1', 'IL11', 'TSPAN8', 'RNF182', 'NLRP7', 'FRMPD1', 'KLK6', 'KCNA6', 'GALNT13', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06177154229692228
		RMSE:  1.0106646016782141
		NRMSE:  0.1721833486682819
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.26989975035857605
		RMSE:  1.1682171872252598
		NRMSE:  0.21036071365744585
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9808249714864398
		NRMSE:  0.1670996765569688
		MAPE:  529.9728174248761
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556425
		RMSE:  1.07776630779691
		NRMSE:  0.19407323581894154
		MAPE:  193.8969179437583

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  6.015059487809747e-15
		NRMSE:  1.0247643811114276e-15
		MAPE:  6.7899486267894285e-12
		Pearson Correlation:  0.3386023994238666
		Spearman Correlation:  0.3062785150422149
		Coefficient of Determination:  -1.1718769777537594
		RMSE:  1.527764743125487
		NRMSE:  0.2751043942675635
		MAPE:  723.2206003065022

	Predictor:  ElasticNet
		Pearson Correlation:  0.9063479150301309
		Spearman Correlation:  0.8197735108803527
		Coefficient of Determination:  0.7905574302895532
		RMSE:  0.4488735272012618
		NRMSE:  0.07647299303222682
		MAPE:  573.4146743848391
		Pearson Correlation:  0.603057922189408
		Spearman Correlation:  0.47482197386784114
		Coefficient of Determination:  0.35916353365254894
		RMSE:  0.8298746166459774
		NRMSE:  0.14943541193610715
		MAPE:  397.1643303823271

	Predictor:  RandomForests
		Pearson Correlation:  0.6016968615786664
		Spearman Correlation:  0.5505708156484237
		Coefficient of Determination:  0.2776896331702783
		RMSE:  0.8335918086134754
		NRMSE:  0.14201608406110625
		MAPE:  817.4545980076883
		Pearson Correlation:  0.5003043172482944
		Spearman Correlation:  0.45873696522057783
		Coefficient of Determination:  0.16373575767717863
		RMSE:  0.9480050180104113
		NRMSE:  0.1707071376112672
		MAPE:  241.28155162684982

Protein:  ERBB3
x_train_column_count:  247
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'CATSPER3', 'MUC6', 'TUBA3E', 'GLDC', 'GRIK4', 'FIBCD1', 'CYP4F35P', 'C10ORF55', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'MAST1', 'SLC26A4', 'FBLL1', 'CACNA1F', 'XKRX', 'LINC00922', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ALG1L', 'ASB14', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'AQP5', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'CD300LG', 'TEKT2', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'GPR27', 'NBPF6', 'PLA2G10', 'MGAM', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'FCRL3', 'PTCHD4', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'PCDHGB3', 'TPSD1', 'DNASE1L3', 'FLG', 'GFRA2', 'C1GALT1C1L', 'IGFL2', 'SFTPD', 'GJB3', 'GPR158', 'ITPKA', 'FAM186B', 'PROC', 'ZBED2', 'GDF10', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'EGOT', 'LRRC31', 'ATP1A4', 'HCN2', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'SYT8', 'ADRA1B', 'CNGA1', 'SCGB3A1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20254353309139272
		RMSE:  0.523865801474932
		NRMSE:  0.14324270860276114
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.287905849531515
		RMSE:  0.4364451552160674
		NRMSE:  0.21482088883335748
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  LinearRegression
		Pearson Correlation:  0.7720617707442768
		Spearman Correlation:  0.7569936971423784
		Coefficient of Determination:  0.5960793778447881
		RMSE:  0.3036111088134875
		NRMSE:  0.08301759241753574
		MAPE:  175.64386482958648
		Pearson Correlation:  0.17098816567871328
		Spearman Correlation:  0.15885734236087734
		Coefficient of Determination:  -1.087358986290179
		RMSE:  0.5556306468456412
		NRMSE:  0.27348469330434627
		MAPE:  460.65443743701803

	Predictor:  ElasticNet
		Pearson Correlation:  0.6369745313757229
		Spearman Correlation:  0.6362620153635856
		Coefficient of Determination:  0.37491799694097394
		RMSE:  0.3776923097358471
		NRMSE:  0.10327390967815375
		MAPE:  195.66605292575818
		Pearson Correlation:  0.3671266325533294
		Spearman Correlation:  0.3622464120500256
		Coefficient of Determination:  0.07785435623292236
		RMSE:  0.36930686313047734
		NRMSE:  0.18177502405926027
		MAPE:  221.10386678150448

	Predictor:  RandomForests
		Pearson Correlation:  0.5194956902567824
		Spearman Correlation:  0.5320858994644133
		Coefficient of Determination:  0.20223144817630634
		RMSE:  0.42668571243204745
		NRMSE:  0.11667037053914274
		MAPE:  215.86157340272973
		Pearson Correlation:  0.36664211020944026
		Spearman Correlation:  0.3789997381513486
		Coefficient of Determination:  0.12691028740579546
		RMSE:  0.3593495080266814
		NRMSE:  0.17687395493691466
		MAPE:  198.29065734586186


Fold:  5

Protein:  RB1
x_train_column_count:  373
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'MUC6', 'CATSPER3', 'TUBA3E', 'GLDC', 'FIBCD1', 'GRIK4', 'C10ORF55', 'CYP4F35P', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'MAST1', 'XKRX', 'FBLL1', 'LINC00922', 'CACNA1F', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ASB14', 'ALG1L', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'HMGCLL1', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'TEKT2', 'CD300LG', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'NBPF6', 'GPR27', 'MGAM', 'PLA2G10', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'PTCHD4', 'FCRL3', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'TPSD1', 'PCDHGB3', 'DNASE1L3', 'GFRA2', 'FLG', 'C1GALT1C1L', 'SFTPD', 'IGFL2', 'GPR158', 'GJB3', 'ITPKA', 'FAM186B', 'PROC', 'GDF10', 'ZBED2', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'LRRC31', 'ATP1A4', 'HCN2', 'EGOT', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'ADRA1B', 'SYT8', 'SCGB3A1', 'CNGA1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'PPP1R3G', 'SLC28A3', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'METTL7B', 'HEPACAM2', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'LRIT3', 'ALOXE3', 'GLIS1', 'SGK2', 'ZNF843', 'S100A3', 'LINC00482', 'NR1I3', 'CCDC36', 'WNT2B', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'BCHE', 'FCRL6', 'CKMT2', 'ABCA17P', 'LPAR3', 'DQX1', 'FAM189A1', 'PITX2', 'NLRP12', 'ADCYAP1', 'ENPP6', 'C2ORF50', 'CACNA1G', 'C1ORF101', 'SLC6A20', 'FAM95B1', 'FAM90A1', 'ZNF835', 'OTOA', 'SPIB', 'CLDN9', 'CA3', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'CLECL1', 'ULBP3', 'PCSK1N', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'SCN2B', 'LINC01550', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'PCYT1B', 'GSTM1', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'JPH3', 'CAMP', 'CPEB1', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00018503513771928048
		RMSE:  0.23392670305630597
		NRMSE:  0.11556330212293363
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12340187398900859
		RMSE:  0.2547692202160761
		NRMSE:  0.12845593258580365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  LinearRegression
		Pearson Correlation:  0.8825891914750682
		Spearman Correlation:  0.8188802240817181
		Coefficient of Determination:  0.7789636809086147
		RMSE:  0.10996929570606917
		NRMSE:  0.054326482517337044
		MAPE:  272.03134704990356
		Pearson Correlation:  0.03629745273085877
		Spearman Correlation:  0.11282185563411017
		Coefficient of Determination:  -1.620996079892337
		RMSE:  0.38914600069935396
		NRMSE:  0.19620938663420626
		MAPE:  3070.0764198226916

	Predictor:  ElasticNet
		Pearson Correlation:  0.5440100017362374
		Spearman Correlation:  0.502765130210933
		Coefficient of Determination:  0.2306073154352266
		RMSE:  0.20516990159171067
		NRMSE:  0.10135701061228747
		MAPE:  193.65990302392854
		Pearson Correlation:  -0.002664562431646529
		Spearman Correlation:  0.0560131672464744
		Coefficient of Determination:  -0.14614678709227613
		RMSE:  0.25733538400921285
		NRMSE:  0.12974980538148803
		MAPE:  456.8190131773027

	Predictor:  RandomForests
		Pearson Correlation:  0.4428257501800629
		Spearman Correlation:  0.4226617571986456
		Coefficient of Determination:  0.1490603784625234
		RMSE:  0.21576897411433732
		NRMSE:  0.10659311151121034
		MAPE:  230.83061256371508
		Pearson Correlation:  -0.007581477434154964
		Spearman Correlation:  0.036152570480928695
		Coefficient of Determination:  -0.13842864322650117
		RMSE:  0.2564674731420938
		NRMSE:  0.12931220032173013
		MAPE:  440.2193351710207

Protein:  CDH1
x_train_column_count:  836
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'MUC6', 'CATSPER3', 'TUBA3E', 'GLDC', 'FIBCD1', 'GRIK4', 'C10ORF55', 'CYP4F35P', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'MAST1', 'XKRX', 'FBLL1', 'LINC00922', 'CACNA1F', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ASB14', 'ALG1L', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'HMGCLL1', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'TEKT2', 'CD300LG', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'NBPF6', 'GPR27', 'MGAM', 'PLA2G10', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'PTCHD4', 'FCRL3', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'TPSD1', 'PCDHGB3', 'DNASE1L3', 'GFRA2', 'FLG', 'C1GALT1C1L', 'SFTPD', 'IGFL2', 'GPR158', 'GJB3', 'ITPKA', 'FAM186B', 'PROC', 'GDF10', 'ZBED2', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'LRRC31', 'ATP1A4', 'HCN2', 'EGOT', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'ADRA1B', 'SYT8', 'SCGB3A1', 'CNGA1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'PPP1R3G', 'SLC28A3', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'METTL7B', 'HEPACAM2', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'LRIT3', 'ALOXE3', 'GLIS1', 'SGK2', 'ZNF843', 'S100A3', 'LINC00482', 'NR1I3', 'CCDC36', 'WNT2B', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'BCHE', 'FCRL6', 'CKMT2', 'ABCA17P', 'LPAR3', 'DQX1', 'FAM189A1', 'PITX2', 'NLRP12', 'ADCYAP1', 'ENPP6', 'C2ORF50', 'CACNA1G', 'C1ORF101', 'SLC6A20', 'FAM95B1', 'FAM90A1', 'ZNF835', 'OTOA', 'SPIB', 'CLDN9', 'CA3', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'CLECL1', 'ULBP3', 'PCSK1N', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'SCN2B', 'LINC01550', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'PCYT1B', 'GSTM1', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'JPH3', 'CAMP', 'CPEB1', 'LOC90768', 'LOC441455', 'OR7E91P', 'FLJ37201', 'RELN', 'SCARA5', 'IL12RB2', 'LBX2', 'FUT7', 'RIMS1', 'PLA2G5', 'CD177', 'IGSF5', 'KCNE1', 'HIST1H2BN', 'GPR18', 'ASTN1', 'SLC22A18AS', 'ZBED3.AS1', 'TUBB8', 'HOXB13', 'MNX1', 'ZC3H12D', 'TCHH', 'KCNE2', 'IRX4', 'C10ORF128', 'FAM135B', 'GAL', 'BTBD8', 'WDR72', 'CHRNA6', 'SP5', 'ONECUT2', 'CIDEA', 'SLC16A10', 'SCN7A', 'HOXB8', 'LINC01124', 'RSPH4A', 'MGC16142', 'ALB', 'CCDC183', 'SCART1', 'GBP1P1', 'CELF5', 'CCDC7', 'MGAT5B', 'DCSTAMP', 'YPEL4', 'GRIN2C', 'CXXC4', 'GPR3', 'SKIDA1', 'CCDC153', 'HOXA11', 'SLC30A2', 'ATP13A5', 'SLC35F1', 'NIPAL1', 'PYDC1', 'CXCR5', 'OBP2B', 'STRC', 'TNFRSF9', 'PCSK9', 'SRL', 'RPGRIP1', 'FOXJ1', 'PCAT18', 'WT1', 'LRP1B', 'PPP4R4', 'NOXO1', 'INSM1', 'CNNM1', 'GPR174', 'SLC18A2', 'MARCO', 'GPX2', 'DMRT3', 'C17ORF104', 'PCK1', 'SLC25A53', 'FOXD4', 'INHA', 'NOS2', 'KLHL14', 'FOXD1', 'AVPR2', 'ADH1C', 'COL23A1', 'CRISP3', 'IL20', 'LBP', 'TNFRSF17', 'BTLA', 'PKNOX2', 'GPLD1', 'CXCL2', 'MYBPC1', 'PARP15', 'GLOD5', 'C2ORF40', 'CST9', 'PFN1P2', 'SLCO4C1', 'BCL2L14', 'SLC23A1', 'STEAP1B', 'GPR55', 'AMH', 'VAT1L', 'VSIG2', 'ZNF98', 'SCN3A', 'ULBP2', 'CXCR2P1', 'DHRS4L1', 'HAP1', 'VGLL1', 'TPSG1', 'RNF212', 'CYSLTR2', 'ZNF454', 'ZNF488', 'FAM218A', 'FAM178B', 'SYN2', 'EMILIN3', 'TMEM105', 'DKK1', 'P2RX1', 'DBIL5P', 'ORM1', 'DPY19L2P2', 'IL23A', 'CRYM', 'SIGLEC17P', 'CXCL1', 'AMBP', 'PRKG2', 'LRRC2', 'FABP7', 'GPBAR1', 'SPDYE1', 'SUCNR1', 'DEPDC4', 'BRINP1', 'CTCFL', 'BDKRB1', 'VWDE', 'LRGUK', 'XIRP1', 'TENM1', 'FUT6', 'RERGL', 'BMPER', 'ADAMTS18', 'LINC00930', 'RDM1', 'CECR2', 'HCG27', 'KIAA0319', 'CYP4F8', 'CDR1', 'NUGGC', 'CLEC12A', 'ECEL1', 'PKD1L1', 'CBLN2', 'ABHD11.AS1', 'SEC14L5', 'WSCD2', 'SORCS1', 'FAM184B', 'PCDHGA3', 'SPESP1', 'SSUH2', 'FSCN2', 'FAM162B', 'DMRT2', 'ZNF732', 'CCL17', 'CTSG', 'RSPO1', 'TMEM217', 'GRIA3', 'GNB3', 'PIANP', 'HOXD4', 'RGS6', 'FLJ12825', 'COL2A1', 'CHRNB2', 'ADAM32', 'IL1R2', 'RNF175', 'SERPINA6', 'MT1A', 'ADAMTS19', 'PFKFB1', 'DIRC3', 'RASL10A', 'HECTD2.AS1', 'POM121L9P', 'SMIM5', 'CYP46A1', 'LRRC16B', 'PRSS21', 'ZNF804A', 'IGF2BP3', 'CAPN11', 'VIPR2', 'TBX21', 'CYSRT1', 'HIST1H2BE', 'GPR87', 'TRAT1', 'LOC100126784', 'PART1', 'FOXC2', 'HOGA1', 'WIPF3', 'SLC13A2', 'ZSCAN1', 'CA9', 'EMX1', 'HTR7', 'XKR9', 'SLC26A10', 'CEP83.AS1', 'ULBP1', 'HS3ST3B1', 'ZBTB16', 'CYP26A1', 'OTUD7A', 'TMSB15A', 'CITED1', 'TMEM40', 'MAPT.IT1', 'GZMM', 'ANKK1', 'WFDC3', 'ROPN1L', 'FIRRE', 'M1AP', 'CDHR1', 'MYO3B', 'PVALB', 'MRAP2', 'CRTAC1', 'INE2', 'SPAG17', 'TTC23L', 'RBM12B.AS1', 'IGSF22', 'RFX8', 'MROH7', 'KCNT2', 'HEATR4', 'PCDHA12', 'BTC', 'CFAP61', 'PYGM', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'ADGRF1', 'LRRC4B', 'CLEC4E', 'HPDL', 'OPCML', 'TMEM59L', 'CIDEC', 'MIA', 'CCBE1', 'SRSF12', 'B3GAT1', 'LINC00173', 'NWD1', 'IL11', 'TSPAN8', 'RNF182', 'NLRP7', 'FRMPD1', 'KCNA6', 'KLK6', 'GALNT13', 'ABCC6P2', 'FASLG', 'LOC613037', 'LSAMP', 'GAS2', 'SMC1B', 'DHDH', 'FAM83A', 'RFPL1S', 'COL28A1', 'SCN3B', 'C15ORF56', 'SLC6A14', 'PSORS1C1', 'SLC16A11', 'PTCHD1', 'ANO5', 'TUSC5', 'ADGRG2', 'TMPRSS4', 'C9ORF47', 'SLC24A5', 'RUFY4', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'KCNQ3', 'CYP4F12', 'LINC00908', 'LOC100133669', 'NBPF4', 'VENTX', 'FAM157A', 'MYOM2', 'EBF2', 'MAG', 'PTPRN', 'PCDHA5', 'DSCAML1', 'PLAC1', 'NKX3.2', 'DLX2', 'CNTN2', 'SYT6', 'SFTPA2', 'BRE.AS1', 'DLX5', 'FAM19A2', 'CCNI2', 'KLK7', 'ZBTB20', 'CDKN2B.AS1', 'CD160', 'GHRLOS', 'PTPRR', 'ABCC2', 'RYR3', 'OR2W3', 'SLC6A17', 'ABCD2', 'TFAP2E', 'CD1A', 'GRIA2', 'DEFB1', 'RGS9', 'CCDC144A', 'MYO16', 'CDKL2', 'CACNA1I', 'PWAR5', 'DLK2', 'DCX', 'GGT3P', 'SLC6A11', 'BTBD19', 'CHRFAM7A', 'WDR17', 'MMP12', 'MSMB', 'CABP4', 'TCEAL2', 'CHRNA10', 'UNC13A', 'FKBP1AP1', 'SLC39A2', 'XCL2', 'LY6H', 'AGBL4', 'S100A7', 'TUBAL3', 'SPAG8', 'TCN1', 'HRCT1', 'P2RY12', 'PCBP3', 'TM6SF2', 'LINC00202.1', 'ZNF727', 'ARL9', 'KCNH3', 'MAK', 'MPL', 'SNORD116.4', 'GRID2IP', 'SYCE3', 'NOX5', 'SLC46A2', 'TCTEX1D1', 'CD70', 'ELOVL3', 'GPM6A', 'TIGD4', 'JAKMIP1', 'SYCE2', 'ARMC3', 'GRIN2A', 'PGLYRP2', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'LONRF3', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'ACY3', 'LRRC43', 'AGAP7P', 'THPO', 'BEX1', 'LOC400927', 'PRPH2', 'ACHE', 'AKR1E2', 'SCN2A', 'KLK10', 'SCN9A', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'C6ORF52', 'TMEM145', 'VN1R1', 'CD40LG', 'HRC', 'BEGAIN', 'CHODL', 'PAH', 'LOC285593', 'CXADRP3', 'GPR82', 'TTBK1', 'SLC25A34', 'CHST9', 'TTYH1', 'GABRB3', 'ADGRL3', 'APOBEC3A', 'MLLT4.AS1', 'HIST1H2BH', 'BRSK2', 'TRH', 'MAPK4', 'EPYC', 'DNASE1L2', 'ST8SIA2', 'CAMK4', 'DGCR5', 'C8ORF46', 'IL17D', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10476316856458312
		RMSE:  1.1835893765747125
		NRMSE:  0.18846364392451076
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19786466090973764
		RMSE:  1.2714981376898562
		NRMSE:  0.2500438806886504
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1260727912856485
		NRMSE:  0.17930524366829853
		MAPE:  266.31463004312263
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01718399286470018
		RMSE:  1.1716869980595492
		NRMSE:  0.23041572398960675
		MAPE:  1066.779337530299

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  6.143366539028535e-15
		NRMSE:  9.782119262170846e-16
		MAPE:  2.767694525489843e-12
		Pearson Correlation:  0.31004469417871844
		Spearman Correlation:  0.31406626017780775
		Coefficient of Determination:  -0.6793431746369456
		RMSE:  1.5055028390779102
		NRMSE:  0.2960615993938979
		MAPE:  2897.1597007369246

	Predictor:  ElasticNet
		Pearson Correlation:  0.9237187363997971
		Spearman Correlation:  0.8761421099957312
		Coefficient of Determination:  0.8171470502247588
		RMSE:  0.48152345931036206
		NRMSE:  0.07667326825743798
		MAPE:  173.37823719824803
		Pearson Correlation:  0.41696277184309094
		Spearman Correlation:  0.4473447299841644
		Coefficient of Determination:  0.10409982912423643
		RMSE:  1.099617547957401
		NRMSE:  0.2162430528322749
		MAPE:  1795.5075381178688

	Predictor:  RandomForests
		Pearson Correlation:  0.6787818164889391
		Spearman Correlation:  0.6015530905393194
		Coefficient of Determination:  0.45554562392663767
		RMSE:  0.8308970391196577
		NRMSE:  0.1323042322091108
		MAPE:  162.57428697206657
		Pearson Correlation:  0.4688634431048551
		Spearman Correlation:  0.5171342749094096
		Coefficient of Determination:  0.1949223286466547
		RMSE:  1.0423912158742108
		NRMSE:  0.20498932486562915
		MAPE:  453.72191925430565

Protein:  CDH2
x_train_column_count:  475
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'MUC6', 'CATSPER3', 'TUBA3E', 'GLDC', 'FIBCD1', 'GRIK4', 'C10ORF55', 'CYP4F35P', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'MAST1', 'XKRX', 'FBLL1', 'LINC00922', 'CACNA1F', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ASB14', 'ALG1L', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'HMGCLL1', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'TEKT2', 'CD300LG', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'NBPF6', 'GPR27', 'MGAM', 'PLA2G10', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'PTCHD4', 'FCRL3', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'TPSD1', 'PCDHGB3', 'DNASE1L3', 'GFRA2', 'FLG', 'C1GALT1C1L', 'SFTPD', 'IGFL2', 'GPR158', 'GJB3', 'ITPKA', 'FAM186B', 'PROC', 'GDF10', 'ZBED2', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'LRRC31', 'ATP1A4', 'HCN2', 'EGOT', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'ADRA1B', 'SYT8', 'SCGB3A1', 'CNGA1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'PPP1R3G', 'SLC28A3', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'METTL7B', 'HEPACAM2', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'LRIT3', 'ALOXE3', 'GLIS1', 'SGK2', 'ZNF843', 'S100A3', 'LINC00482', 'NR1I3', 'CCDC36', 'WNT2B', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'BCHE', 'FCRL6', 'CKMT2', 'ABCA17P', 'LPAR3', 'DQX1', 'FAM189A1', 'PITX2', 'NLRP12', 'ADCYAP1', 'ENPP6', 'C2ORF50', 'CACNA1G', 'C1ORF101', 'SLC6A20', 'FAM95B1', 'FAM90A1', 'ZNF835', 'OTOA', 'SPIB', 'CLDN9', 'CA3', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'CLECL1', 'ULBP3', 'PCSK1N', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'SCN2B', 'LINC01550', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'PCYT1B', 'GSTM1', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'JPH3', 'CAMP', 'CPEB1', 'LOC90768', 'LOC441455', 'OR7E91P', 'FLJ37201', 'RELN', 'SCARA5', 'IL12RB2', 'LBX2', 'FUT7', 'RIMS1', 'PLA2G5', 'CD177', 'IGSF5', 'KCNE1', 'HIST1H2BN', 'GPR18', 'ASTN1', 'SLC22A18AS', 'ZBED3.AS1', 'TUBB8', 'HOXB13', 'MNX1', 'ZC3H12D', 'TCHH', 'KCNE2', 'IRX4', 'C10ORF128', 'FAM135B', 'GAL', 'BTBD8', 'WDR72', 'CHRNA6', 'SP5', 'ONECUT2', 'CIDEA', 'SLC16A10', 'SCN7A', 'HOXB8', 'LINC01124', 'RSPH4A', 'MGC16142', 'ALB', 'CCDC183', 'SCART1', 'GBP1P1', 'CELF5', 'CCDC7', 'MGAT5B', 'DCSTAMP', 'YPEL4', 'GRIN2C', 'CXXC4', 'GPR3', 'SKIDA1', 'CCDC153', 'HOXA11', 'SLC30A2', 'ATP13A5', 'SLC35F1', 'NIPAL1', 'PYDC1', 'CXCR5', 'OBP2B', 'STRC', 'TNFRSF9', 'PCSK9', 'SRL', 'RPGRIP1', 'FOXJ1', 'PCAT18', 'WT1', 'LRP1B', 'PPP4R4', 'NOXO1', 'INSM1', 'CNNM1', 'GPR174', 'SLC18A2', 'MARCO', 'GPX2', 'DMRT3', 'C17ORF104', 'PCK1', 'SLC25A53', 'FOXD4', 'INHA', 'NOS2', 'KLHL14', 'FOXD1', 'AVPR2', 'ADH1C', 'COL23A1', 'CRISP3', 'IL20', 'LBP', 'TNFRSF17', 'BTLA', 'PKNOX2', 'GPLD1', 'CXCL2', 'MYBPC1', 'PARP15', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0016678089051440637
		RMSE:  0.3594357673583712
		NRMSE:  0.1765314902796381
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02548752338232485
		RMSE:  0.4223734458481898
		NRMSE:  0.15794680397441796
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  LinearRegression
		Pearson Correlation:  0.9534487224197199
		Spearman Correlation:  0.9426482584855594
		Coefficient of Determination:  0.909064466283796
		RMSE:  0.10829944800653994
		NRMSE:  0.053189650806217736
		MAPE:  220.12451643401292
		Pearson Correlation:  0.13245998113942828
		Spearman Correlation:  0.14380995250569478
		Coefficient of Determination:  -3.885059383403341
		RMSE:  0.921862905772942
		NRMSE:  0.344731187769176
		MAPE:  8927.82972076823

	Predictor:  ElasticNet
		Pearson Correlation:  0.6371540007763142
		Spearman Correlation:  0.6596443593414475
		Coefficient of Determination:  0.3355784098178356
		RMSE:  0.29273948277190676
		NRMSE:  0.14377460968120756
		MAPE:  1157.6665316670776
		Pearson Correlation:  0.1251871623723868
		Spearman Correlation:  0.14736361720683436
		Coefficient of Determination:  -0.028672160759385168
		RMSE:  0.4230287749225227
		NRMSE:  0.15819186467569984
		MAPE:  717.5296639104478

	Predictor:  RandomForests
		Pearson Correlation:  0.4393815088491485
		Spearman Correlation:  0.46425557233606685
		Coefficient of Determination:  0.1331656317054084
		RMSE:  0.33437014535091675
		NRMSE:  0.16422088568877594
		MAPE:  864.2947807582939
		Pearson Correlation:  0.15814420712658825
		Spearman Correlation:  0.1802568364405402
		Coefficient of Determination:  0.008428578642893036
		RMSE:  0.4153301098469047
		NRMSE:  0.1553129442428079
		MAPE:  1621.486201029658

Protein:  CDH3
x_train_column_count:  76
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'MUC6', 'CATSPER3', 'TUBA3E', 'GLDC', 'FIBCD1', 'GRIK4', 'C10ORF55', 'CYP4F35P', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'MAST1', 'XKRX', 'FBLL1', 'LINC00922', 'CACNA1F', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ASB14', 'ALG1L', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011481892643820935
		RMSE:  0.2038847376288621
		NRMSE:  0.14304087222095618
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026977014897064944
		RMSE:  0.22369326249691865
		NRMSE:  0.20181818899206835
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  LinearRegression
		Pearson Correlation:  0.5713758693540824
		Spearman Correlation:  0.5820011903262652
		Coefficient of Determination:  0.3264703840801333
		RMSE:  0.1672298814970776
		NRMSE:  0.11732466289013134
		MAPE:  413.69498232482476
		Pearson Correlation:  0.2873882527416964
		Spearman Correlation:  0.27141236175014655
		Coefficient of Determination:  0.009736604739256527
		RMSE:  0.22230194208213722
		NRMSE:  0.20056292648087515
		MAPE:  239.09203648193676

	Predictor:  ElasticNet
		Pearson Correlation:  0.49693468084948467
		Spearman Correlation:  0.5192442027076427
		Coefficient of Determination:  0.2112246372635218
		RMSE:  0.18097234005723853
		NRMSE:  0.12696605773786168
		MAPE:  388.9888196176824
		Pearson Correlation:  0.4127458709116747
		Spearman Correlation:  0.40681554632850786
		Coefficient of Determination:  0.14462899769396653
		RMSE:  0.20660705894033915
		NRMSE:  0.186402853634857
		MAPE:  206.58259317515822

	Predictor:  RandomForests
		Pearson Correlation:  0.463308779954201
		Spearman Correlation:  0.4873753669463116
		Coefficient of Determination:  0.178436639765866
		RMSE:  0.1846953939244533
		NRMSE:  0.12957806724227797
		MAPE:  354.9034926778918
		Pearson Correlation:  0.37979027839264323
		Spearman Correlation:  0.3923016496465043
		Coefficient of Determination:  0.1179578059053632
		RMSE:  0.20980342532498777
		NRMSE:  0.18928664578802387
		MAPE:  184.43434161739532

Protein:  PTEN
x_train_column_count:  886
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'MUC6', 'CATSPER3', 'TUBA3E', 'GLDC', 'FIBCD1', 'GRIK4', 'C10ORF55', 'CYP4F35P', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'MAST1', 'XKRX', 'FBLL1', 'LINC00922', 'CACNA1F', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ASB14', 'ALG1L', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'HMGCLL1', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'TEKT2', 'CD300LG', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'NBPF6', 'GPR27', 'MGAM', 'PLA2G10', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'PTCHD4', 'FCRL3', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'TPSD1', 'PCDHGB3', 'DNASE1L3', 'GFRA2', 'FLG', 'C1GALT1C1L', 'SFTPD', 'IGFL2', 'GPR158', 'GJB3', 'ITPKA', 'FAM186B', 'PROC', 'GDF10', 'ZBED2', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'LRRC31', 'ATP1A4', 'HCN2', 'EGOT', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'ADRA1B', 'SYT8', 'SCGB3A1', 'CNGA1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'PPP1R3G', 'SLC28A3', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'METTL7B', 'HEPACAM2', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'LRIT3', 'ALOXE3', 'GLIS1', 'SGK2', 'ZNF843', 'S100A3', 'LINC00482', 'NR1I3', 'CCDC36', 'WNT2B', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'BCHE', 'FCRL6', 'CKMT2', 'ABCA17P', 'LPAR3', 'DQX1', 'FAM189A1', 'PITX2', 'NLRP12', 'ADCYAP1', 'ENPP6', 'C2ORF50', 'CACNA1G', 'C1ORF101', 'SLC6A20', 'FAM95B1', 'FAM90A1', 'ZNF835', 'OTOA', 'SPIB', 'CLDN9', 'CA3', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'CLECL1', 'ULBP3', 'PCSK1N', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'SCN2B', 'LINC01550', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'PCYT1B', 'GSTM1', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'JPH3', 'CAMP', 'CPEB1', 'LOC90768', 'LOC441455', 'OR7E91P', 'FLJ37201', 'RELN', 'SCARA5', 'IL12RB2', 'LBX2', 'FUT7', 'RIMS1', 'PLA2G5', 'CD177', 'IGSF5', 'KCNE1', 'HIST1H2BN', 'GPR18', 'ASTN1', 'SLC22A18AS', 'ZBED3.AS1', 'TUBB8', 'HOXB13', 'MNX1', 'ZC3H12D', 'TCHH', 'KCNE2', 'IRX4', 'C10ORF128', 'FAM135B', 'GAL', 'BTBD8', 'WDR72', 'CHRNA6', 'SP5', 'ONECUT2', 'CIDEA', 'SLC16A10', 'SCN7A', 'HOXB8', 'LINC01124', 'RSPH4A', 'MGC16142', 'ALB', 'CCDC183', 'SCART1', 'GBP1P1', 'CELF5', 'CCDC7', 'MGAT5B', 'DCSTAMP', 'YPEL4', 'GRIN2C', 'CXXC4', 'GPR3', 'SKIDA1', 'CCDC153', 'HOXA11', 'SLC30A2', 'ATP13A5', 'SLC35F1', 'NIPAL1', 'PYDC1', 'CXCR5', 'OBP2B', 'STRC', 'TNFRSF9', 'PCSK9', 'SRL', 'RPGRIP1', 'FOXJ1', 'PCAT18', 'WT1', 'LRP1B', 'PPP4R4', 'NOXO1', 'INSM1', 'CNNM1', 'GPR174', 'SLC18A2', 'MARCO', 'GPX2', 'DMRT3', 'C17ORF104', 'PCK1', 'SLC25A53', 'FOXD4', 'INHA', 'NOS2', 'KLHL14', 'FOXD1', 'AVPR2', 'ADH1C', 'COL23A1', 'CRISP3', 'IL20', 'LBP', 'TNFRSF17', 'BTLA', 'PKNOX2', 'GPLD1', 'CXCL2', 'MYBPC1', 'PARP15', 'GLOD5', 'C2ORF40', 'CST9', 'PFN1P2', 'SLCO4C1', 'BCL2L14', 'SLC23A1', 'STEAP1B', 'GPR55', 'AMH', 'VAT1L', 'VSIG2', 'ZNF98', 'SCN3A', 'ULBP2', 'CXCR2P1', 'DHRS4L1', 'HAP1', 'VGLL1', 'TPSG1', 'RNF212', 'CYSLTR2', 'ZNF454', 'ZNF488', 'FAM218A', 'FAM178B', 'SYN2', 'EMILIN3', 'TMEM105', 'DKK1', 'P2RX1', 'DBIL5P', 'ORM1', 'DPY19L2P2', 'IL23A', 'CRYM', 'SIGLEC17P', 'CXCL1', 'AMBP', 'PRKG2', 'LRRC2', 'FABP7', 'GPBAR1', 'SPDYE1', 'SUCNR1', 'DEPDC4', 'BRINP1', 'CTCFL', 'BDKRB1', 'VWDE', 'LRGUK', 'XIRP1', 'TENM1', 'FUT6', 'RERGL', 'BMPER', 'ADAMTS18', 'LINC00930', 'RDM1', 'CECR2', 'HCG27', 'KIAA0319', 'CYP4F8', 'CDR1', 'NUGGC', 'CLEC12A', 'ECEL1', 'PKD1L1', 'CBLN2', 'ABHD11.AS1', 'SEC14L5', 'WSCD2', 'SORCS1', 'FAM184B', 'PCDHGA3', 'SPESP1', 'SSUH2', 'FSCN2', 'FAM162B', 'DMRT2', 'ZNF732', 'CCL17', 'CTSG', 'RSPO1', 'TMEM217', 'GRIA3', 'GNB3', 'PIANP', 'HOXD4', 'RGS6', 'FLJ12825', 'COL2A1', 'CHRNB2', 'ADAM32', 'IL1R2', 'RNF175', 'SERPINA6', 'MT1A', 'ADAMTS19', 'PFKFB1', 'DIRC3', 'RASL10A', 'HECTD2.AS1', 'POM121L9P', 'SMIM5', 'CYP46A1', 'LRRC16B', 'PRSS21', 'ZNF804A', 'IGF2BP3', 'CAPN11', 'VIPR2', 'TBX21', 'CYSRT1', 'HIST1H2BE', 'GPR87', 'TRAT1', 'LOC100126784', 'PART1', 'FOXC2', 'HOGA1', 'WIPF3', 'SLC13A2', 'ZSCAN1', 'CA9', 'EMX1', 'HTR7', 'XKR9', 'SLC26A10', 'CEP83.AS1', 'ULBP1', 'HS3ST3B1', 'ZBTB16', 'CYP26A1', 'OTUD7A', 'TMSB15A', 'CITED1', 'TMEM40', 'MAPT.IT1', 'GZMM', 'ANKK1', 'WFDC3', 'ROPN1L', 'FIRRE', 'M1AP', 'CDHR1', 'MYO3B', 'PVALB', 'MRAP2', 'CRTAC1', 'INE2', 'SPAG17', 'TTC23L', 'RBM12B.AS1', 'IGSF22', 'RFX8', 'MROH7', 'KCNT2', 'HEATR4', 'PCDHA12', 'BTC', 'CFAP61', 'PYGM', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'ADGRF1', 'LRRC4B', 'CLEC4E', 'HPDL', 'OPCML', 'TMEM59L', 'CIDEC', 'MIA', 'CCBE1', 'SRSF12', 'B3GAT1', 'LINC00173', 'NWD1', 'IL11', 'TSPAN8', 'RNF182', 'NLRP7', 'FRMPD1', 'KCNA6', 'KLK6', 'GALNT13', 'ABCC6P2', 'FASLG', 'LOC613037', 'LSAMP', 'GAS2', 'SMC1B', 'DHDH', 'FAM83A', 'RFPL1S', 'COL28A1', 'SCN3B', 'C15ORF56', 'SLC6A14', 'PSORS1C1', 'SLC16A11', 'PTCHD1', 'ANO5', 'TUSC5', 'ADGRG2', 'TMPRSS4', 'C9ORF47', 'SLC24A5', 'RUFY4', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'KCNQ3', 'CYP4F12', 'LINC00908', 'LOC100133669', 'NBPF4', 'VENTX', 'FAM157A', 'MYOM2', 'EBF2', 'MAG', 'PTPRN', 'PCDHA5', 'DSCAML1', 'PLAC1', 'NKX3.2', 'DLX2', 'CNTN2', 'SYT6', 'SFTPA2', 'BRE.AS1', 'DLX5', 'FAM19A2', 'CCNI2', 'KLK7', 'ZBTB20', 'CDKN2B.AS1', 'CD160', 'GHRLOS', 'PTPRR', 'ABCC2', 'RYR3', 'OR2W3', 'SLC6A17', 'ABCD2', 'TFAP2E', 'CD1A', 'GRIA2', 'DEFB1', 'RGS9', 'CCDC144A', 'MYO16', 'CDKL2', 'CACNA1I', 'PWAR5', 'DLK2', 'DCX', 'GGT3P', 'SLC6A11', 'BTBD19', 'CHRFAM7A', 'WDR17', 'MMP12', 'MSMB', 'CABP4', 'TCEAL2', 'CHRNA10', 'UNC13A', 'FKBP1AP1', 'SLC39A2', 'XCL2', 'LY6H', 'AGBL4', 'S100A7', 'TUBAL3', 'SPAG8', 'TCN1', 'HRCT1', 'P2RY12', 'PCBP3', 'TM6SF2', 'LINC00202.1', 'ZNF727', 'ARL9', 'KCNH3', 'MAK', 'MPL', 'SNORD116.4', 'GRID2IP', 'SYCE3', 'NOX5', 'SLC46A2', 'TCTEX1D1', 'CD70', 'ELOVL3', 'GPM6A', 'TIGD4', 'JAKMIP1', 'SYCE2', 'ARMC3', 'GRIN2A', 'PGLYRP2', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'LONRF3', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'ACY3', 'LRRC43', 'AGAP7P', 'THPO', 'BEX1', 'LOC400927', 'PRPH2', 'ACHE', 'AKR1E2', 'SCN2A', 'KLK10', 'SCN9A', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'C6ORF52', 'TMEM145', 'VN1R1', 'CD40LG', 'HRC', 'BEGAIN', 'CHODL', 'PAH', 'LOC285593', 'CXADRP3', 'GPR82', 'TTBK1', 'SLC25A34', 'CHST9', 'TTYH1', 'GABRB3', 'ADGRL3', 'APOBEC3A', 'MLLT4.AS1', 'HIST1H2BH', 'BRSK2', 'TRH', 'MAPK4', 'EPYC', 'DNASE1L2', 'ST8SIA2', 'CAMK4', 'DGCR5', 'C8ORF46', 'IL17D', 'SLC35F3', 'GPR63', 'CAPSL', 'GBP6', 'ANKLE1', 'MUC15', 'ROBO2', 'AIM1L', 'ASGR1', 'MYO15A', 'HAMP', 'FAM201A', 'PCDHA1', 'TNFSF11', 'CHKB.AS1', 'RMRP', 'DUSP9', 'FAM159A', 'NMU', 'NEK5', 'RHCE', 'DCLK3', 'PTX3', 'TDRD6', 'LYG1', 'KCNK17', 'MTUS2', 'LOC100132215', 'RUNDC3A', 'RRN3P1', 'UCKL1.AS1', 'C1QL3', 'CYTL1', 'CYP2E1', 'FOLR1', 'LINC00961', 'PNMA6A', 'ROPN1B', 'HBA1', 'LINC00689', 'RRN3P2', 'THSD7B', 'MT1L', 'XCL1', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'ATP13A4', 'KIF19', 'CCR10', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05240378988513572
		RMSE:  0.5837468026637292
		NRMSE:  0.09127461538014686
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011774083334460839
		RMSE:  0.7259408088203396
		NRMSE:  0.14042494754339593
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5690275755039937
		NRMSE:  0.08897311789601967
		MAPE:  304.4741530818047
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005181468299075398
		RMSE:  0.7235718660416283
		NRMSE:  0.13996670265429206
		MAPE:  391.1377632658283

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  4.6637250944474265e-15
		NRMSE:  7.292197786642836e-16
		MAPE:  5.877127568989545e-12
		Pearson Correlation:  0.17233977440519319
		Spearman Correlation:  0.17370042020474072
		Coefficient of Determination:  -0.8229241253028519
		RMSE:  0.9744144864635452
		NRMSE:  0.18848933891665606
		MAPE:  1527.6099408757912

	Predictor:  ElasticNet
		Pearson Correlation:  0.831228481643141
		Spearman Correlation:  0.7962849476035672
		Coefficient of Determination:  0.5906925920697246
		RMSE:  0.3640475524634513
		NRMSE:  0.05692245367265284
		MAPE:  192.0389804642947
		Pearson Correlation:  0.29911627105916533
		Spearman Correlation:  0.3193431339542887
		Coefficient of Determination:  0.05789156927383976
		RMSE:  0.7005028083495649
		NRMSE:  0.1355042572635339
		MAPE:  914.914991597598

	Predictor:  RandomForests
		Pearson Correlation:  0.5394466177186239
		Spearman Correlation:  0.5280475316730312
		Coefficient of Determination:  0.14911618993900932
		RMSE:  0.5248901746041401
		NRMSE:  0.08207179651382067
		MAPE:  336.82654100670857
		Pearson Correlation:  0.2859726261091967
		Spearman Correlation:  0.3611291911370466
		Coefficient of Determination:  0.0476249024711376
		RMSE:  0.7043093455888098
		NRMSE:  0.13624058836057137
		MAPE:  490.9856172618145

Protein:  BRCA2
x_train_column_count:  365
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'MUC6', 'CATSPER3', 'TUBA3E', 'GLDC', 'FIBCD1', 'GRIK4', 'C10ORF55', 'CYP4F35P', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'MAST1', 'XKRX', 'FBLL1', 'LINC00922', 'CACNA1F', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ASB14', 'ALG1L', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'HMGCLL1', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'TEKT2', 'CD300LG', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'NBPF6', 'GPR27', 'MGAM', 'PLA2G10', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'PTCHD4', 'FCRL3', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'TPSD1', 'PCDHGB3', 'DNASE1L3', 'GFRA2', 'FLG', 'C1GALT1C1L', 'SFTPD', 'IGFL2', 'GPR158', 'GJB3', 'ITPKA', 'FAM186B', 'PROC', 'GDF10', 'ZBED2', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'LRRC31', 'ATP1A4', 'HCN2', 'EGOT', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'ADRA1B', 'SYT8', 'SCGB3A1', 'CNGA1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'PPP1R3G', 'SLC28A3', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'METTL7B', 'HEPACAM2', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'LRIT3', 'ALOXE3', 'GLIS1', 'SGK2', 'ZNF843', 'S100A3', 'LINC00482', 'NR1I3', 'CCDC36', 'WNT2B', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'BCHE', 'FCRL6', 'CKMT2', 'ABCA17P', 'LPAR3', 'DQX1', 'FAM189A1', 'PITX2', 'NLRP12', 'ADCYAP1', 'ENPP6', 'C2ORF50', 'CACNA1G', 'C1ORF101', 'SLC6A20', 'FAM95B1', 'FAM90A1', 'ZNF835', 'OTOA', 'SPIB', 'CLDN9', 'CA3', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'CLECL1', 'ULBP3', 'PCSK1N', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'SCN2B', 'LINC01550', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'PCYT1B', 'GSTM1', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00015423459462815536
		RMSE:  0.20048365981157823
		NRMSE:  0.1291568109593031
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08467605477038265
		RMSE:  0.17297650483593724
		NRMSE:  0.22621657599677922
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  LinearRegression
		Pearson Correlation:  0.8452560005343308
		Spearman Correlation:  0.8176642539050644
		Coefficient of Determination:  0.7144577064392925
		RMSE:  0.10712250367508157
		NRMSE:  0.06901111526821167
		MAPE:  347.43970780540354
		Pearson Correlation:  0.051544685003435245
		Spearman Correlation:  -0.003239441888302847
		Coefficient of Determination:  -2.970098339442868
		RMSE:  0.3309312069881682
		NRMSE:  0.43278782055602977
		MAPE:  649.301702091641

	Predictor:  ElasticNet
		Pearson Correlation:  0.47975448064749887
		Spearman Correlation:  0.46956732350838853
		Coefficient of Determination:  0.1770665205167794
		RMSE:  0.1818560937537621
		NRMSE:  0.11715644629007062
		MAPE:  171.28957814154575
		Pearson Correlation:  0.11929003867042386
		Spearman Correlation:  0.10479681791543537
		Coefficient of Determination:  -0.0790153059377201
		RMSE:  0.1725245461939707
		NRMSE:  0.2256255099639975
		MAPE:  206.9968634139102

	Predictor:  RandomForests
		Pearson Correlation:  0.4405365082587232
		Spearman Correlation:  0.4312646527123695
		Coefficient of Determination:  0.13450085901182984
		RMSE:  0.18649999018203517
		NRMSE:  0.12014816568338553
		MAPE:  149.41333991017547
		Pearson Correlation:  0.09302018711737858
		Spearman Correlation:  0.0680781555879749
		Coefficient of Determination:  -0.07484531470222411
		RMSE:  0.1721908520072444
		NRMSE:  0.2251891087520361
		MAPE:  186.32245569709914

Protein:  CDKN2A
x_train_column_count:  614
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'MUC6', 'CATSPER3', 'TUBA3E', 'GLDC', 'FIBCD1', 'GRIK4', 'C10ORF55', 'CYP4F35P', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'MAST1', 'XKRX', 'FBLL1', 'LINC00922', 'CACNA1F', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ASB14', 'ALG1L', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'HMGCLL1', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'TEKT2', 'CD300LG', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'NBPF6', 'GPR27', 'MGAM', 'PLA2G10', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'PTCHD4', 'FCRL3', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'TPSD1', 'PCDHGB3', 'DNASE1L3', 'GFRA2', 'FLG', 'C1GALT1C1L', 'SFTPD', 'IGFL2', 'GPR158', 'GJB3', 'ITPKA', 'FAM186B', 'PROC', 'GDF10', 'ZBED2', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'LRRC31', 'ATP1A4', 'HCN2', 'EGOT', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'ADRA1B', 'SYT8', 'SCGB3A1', 'CNGA1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'PPP1R3G', 'SLC28A3', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'METTL7B', 'HEPACAM2', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'LRIT3', 'ALOXE3', 'GLIS1', 'SGK2', 'ZNF843', 'S100A3', 'LINC00482', 'NR1I3', 'CCDC36', 'WNT2B', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'BCHE', 'FCRL6', 'CKMT2', 'ABCA17P', 'LPAR3', 'DQX1', 'FAM189A1', 'PITX2', 'NLRP12', 'ADCYAP1', 'ENPP6', 'C2ORF50', 'CACNA1G', 'C1ORF101', 'SLC6A20', 'FAM95B1', 'FAM90A1', 'ZNF835', 'OTOA', 'SPIB', 'CLDN9', 'CA3', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'CLECL1', 'ULBP3', 'PCSK1N', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'SCN2B', 'LINC01550', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'PCYT1B', 'GSTM1', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'JPH3', 'CAMP', 'CPEB1', 'LOC90768', 'LOC441455', 'OR7E91P', 'FLJ37201', 'RELN', 'SCARA5', 'IL12RB2', 'LBX2', 'FUT7', 'RIMS1', 'PLA2G5', 'CD177', 'IGSF5', 'KCNE1', 'HIST1H2BN', 'GPR18', 'ASTN1', 'SLC22A18AS', 'ZBED3.AS1', 'TUBB8', 'HOXB13', 'MNX1', 'ZC3H12D', 'TCHH', 'KCNE2', 'IRX4', 'C10ORF128', 'FAM135B', 'GAL', 'BTBD8', 'WDR72', 'CHRNA6', 'SP5', 'ONECUT2', 'CIDEA', 'SLC16A10', 'SCN7A', 'HOXB8', 'LINC01124', 'RSPH4A', 'MGC16142', 'ALB', 'CCDC183', 'SCART1', 'GBP1P1', 'CELF5', 'CCDC7', 'MGAT5B', 'DCSTAMP', 'YPEL4', 'GRIN2C', 'CXXC4', 'GPR3', 'SKIDA1', 'CCDC153', 'HOXA11', 'SLC30A2', 'ATP13A5', 'SLC35F1', 'NIPAL1', 'PYDC1', 'CXCR5', 'OBP2B', 'STRC', 'TNFRSF9', 'PCSK9', 'SRL', 'RPGRIP1', 'FOXJ1', 'PCAT18', 'WT1', 'LRP1B', 'PPP4R4', 'NOXO1', 'INSM1', 'CNNM1', 'GPR174', 'SLC18A2', 'MARCO', 'GPX2', 'DMRT3', 'C17ORF104', 'PCK1', 'SLC25A53', 'FOXD4', 'INHA', 'NOS2', 'KLHL14', 'FOXD1', 'AVPR2', 'ADH1C', 'COL23A1', 'CRISP3', 'IL20', 'LBP', 'TNFRSF17', 'BTLA', 'PKNOX2', 'GPLD1', 'CXCL2', 'MYBPC1', 'PARP15', 'GLOD5', 'C2ORF40', 'CST9', 'PFN1P2', 'SLCO4C1', 'BCL2L14', 'SLC23A1', 'STEAP1B', 'GPR55', 'AMH', 'VAT1L', 'VSIG2', 'ZNF98', 'SCN3A', 'ULBP2', 'CXCR2P1', 'DHRS4L1', 'HAP1', 'VGLL1', 'TPSG1', 'RNF212', 'CYSLTR2', 'ZNF454', 'ZNF488', 'FAM218A', 'FAM178B', 'SYN2', 'EMILIN3', 'TMEM105', 'DKK1', 'P2RX1', 'DBIL5P', 'ORM1', 'DPY19L2P2', 'IL23A', 'CRYM', 'SIGLEC17P', 'CXCL1', 'AMBP', 'PRKG2', 'LRRC2', 'FABP7', 'GPBAR1', 'SPDYE1', 'SUCNR1', 'DEPDC4', 'BRINP1', 'CTCFL', 'BDKRB1', 'VWDE', 'LRGUK', 'XIRP1', 'TENM1', 'FUT6', 'RERGL', 'BMPER', 'ADAMTS18', 'LINC00930', 'RDM1', 'CECR2', 'HCG27', 'KIAA0319', 'CYP4F8', 'CDR1', 'NUGGC', 'CLEC12A', 'ECEL1', 'PKD1L1', 'CBLN2', 'ABHD11.AS1', 'SEC14L5', 'WSCD2', 'SORCS1', 'FAM184B', 'PCDHGA3', 'SPESP1', 'SSUH2', 'FSCN2', 'FAM162B', 'DMRT2', 'ZNF732', 'CCL17', 'CTSG', 'RSPO1', 'TMEM217', 'GRIA3', 'GNB3', 'PIANP', 'HOXD4', 'RGS6', 'FLJ12825', 'COL2A1', 'CHRNB2', 'ADAM32', 'IL1R2', 'RNF175', 'SERPINA6', 'MT1A', 'ADAMTS19', 'PFKFB1', 'DIRC3', 'RASL10A', 'HECTD2.AS1', 'POM121L9P', 'SMIM5', 'CYP46A1', 'LRRC16B', 'PRSS21', 'ZNF804A', 'IGF2BP3', 'CAPN11', 'VIPR2', 'TBX21', 'CYSRT1', 'HIST1H2BE', 'GPR87', 'TRAT1', 'LOC100126784', 'PART1', 'FOXC2', 'HOGA1', 'WIPF3', 'SLC13A2', 'ZSCAN1', 'CA9', 'EMX1', 'HTR7', 'XKR9', 'SLC26A10', 'CEP83.AS1', 'ULBP1', 'HS3ST3B1', 'ZBTB16', 'CYP26A1', 'OTUD7A', 'TMSB15A', 'CITED1', 'TMEM40', 'MAPT.IT1', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06876053865938014
		RMSE:  0.7026668514343448
		NRMSE:  0.1789276696377339
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07452018232747903
		RMSE:  0.6281215662347416
		NRMSE:  0.15805378984795088
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6796874655065666
		NRMSE:  0.1730761797526334
		MAPE:  274.2442116656758
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00044725008449963966
		RMSE:  0.6060849693149379
		NRMSE:  0.15250873639690443
		MAPE:  274.3248072759207

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  5.787970083482697e-15
		NRMSE:  1.4738535009250331e-15
		MAPE:  4.356087304588177e-12
		Pearson Correlation:  0.2064694440542647
		Spearman Correlation:  0.19284779111959005
		Coefficient of Determination:  -3.9612378708058333
		RMSE:  1.349681954942334
		NRMSE:  0.33961952516100097
		MAPE:  1385.1433812528912

	Predictor:  ElasticNet
		Pearson Correlation:  0.8374014750653396
		Spearman Correlation:  0.8122779264010569
		Coefficient of Determination:  0.6546401994964862
		RMSE:  0.3994341139291961
		NRMSE:  0.10171223394596422
		MAPE:  341.0824543901491
		Pearson Correlation:  0.2689847820291849
		Spearman Correlation:  0.23139690021072581
		Coefficient of Determination:  -0.1018892926581707
		RMSE:  0.6360707105264141
		NRMSE:  0.16005402745940314
		MAPE:  415.27479919631816

	Predictor:  RandomForests
		Pearson Correlation:  0.5928758812670902
		Spearman Correlation:  0.5501008365420021
		Coefficient of Determination:  0.2433694239198252
		RMSE:  0.5912228419101435
		NRMSE:  0.15054947465308843
		MAPE:  225.71440950031604
		Pearson Correlation:  0.33591829628354125
		Spearman Correlation:  0.2960311225825759
		Coefficient of Determination:  0.10686454785080901
		RMSE:  0.572657668409482
		NRMSE:  0.14409744807867994
		MAPE:  292.1691251511485

Protein:  TP53
x_train_column_count:  1002
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'MUC6', 'CATSPER3', 'TUBA3E', 'GLDC', 'FIBCD1', 'GRIK4', 'C10ORF55', 'CYP4F35P', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'MAST1', 'XKRX', 'FBLL1', 'LINC00922', 'CACNA1F', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ASB14', 'ALG1L', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'HMGCLL1', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'TEKT2', 'CD300LG', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'NBPF6', 'GPR27', 'MGAM', 'PLA2G10', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'PTCHD4', 'FCRL3', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'TPSD1', 'PCDHGB3', 'DNASE1L3', 'GFRA2', 'FLG', 'C1GALT1C1L', 'SFTPD', 'IGFL2', 'GPR158', 'GJB3', 'ITPKA', 'FAM186B', 'PROC', 'GDF10', 'ZBED2', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'LRRC31', 'ATP1A4', 'HCN2', 'EGOT', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'ADRA1B', 'SYT8', 'SCGB3A1', 'CNGA1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'PPP1R3G', 'SLC28A3', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'METTL7B', 'HEPACAM2', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'LRIT3', 'ALOXE3', 'GLIS1', 'SGK2', 'ZNF843', 'S100A3', 'LINC00482', 'NR1I3', 'CCDC36', 'WNT2B', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'BCHE', 'FCRL6', 'CKMT2', 'ABCA17P', 'LPAR3', 'DQX1', 'FAM189A1', 'PITX2', 'NLRP12', 'ADCYAP1', 'ENPP6', 'C2ORF50', 'CACNA1G', 'C1ORF101', 'SLC6A20', 'FAM95B1', 'FAM90A1', 'ZNF835', 'OTOA', 'SPIB', 'CLDN9', 'CA3', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'CLECL1', 'ULBP3', 'PCSK1N', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'SCN2B', 'LINC01550', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'PCYT1B', 'GSTM1', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'JPH3', 'CAMP', 'CPEB1', 'LOC90768', 'LOC441455', 'OR7E91P', 'FLJ37201', 'RELN', 'SCARA5', 'IL12RB2', 'LBX2', 'FUT7', 'RIMS1', 'PLA2G5', 'CD177', 'IGSF5', 'KCNE1', 'HIST1H2BN', 'GPR18', 'ASTN1', 'SLC22A18AS', 'ZBED3.AS1', 'TUBB8', 'HOXB13', 'MNX1', 'ZC3H12D', 'TCHH', 'KCNE2', 'IRX4', 'C10ORF128', 'FAM135B', 'GAL', 'BTBD8', 'WDR72', 'CHRNA6', 'SP5', 'ONECUT2', 'CIDEA', 'SLC16A10', 'SCN7A', 'HOXB8', 'LINC01124', 'RSPH4A', 'MGC16142', 'ALB', 'CCDC183', 'SCART1', 'GBP1P1', 'CELF5', 'CCDC7', 'MGAT5B', 'DCSTAMP', 'YPEL4', 'GRIN2C', 'CXXC4', 'GPR3', 'SKIDA1', 'CCDC153', 'HOXA11', 'SLC30A2', 'ATP13A5', 'SLC35F1', 'NIPAL1', 'PYDC1', 'CXCR5', 'OBP2B', 'STRC', 'TNFRSF9', 'PCSK9', 'SRL', 'RPGRIP1', 'FOXJ1', 'PCAT18', 'WT1', 'LRP1B', 'PPP4R4', 'NOXO1', 'INSM1', 'CNNM1', 'GPR174', 'SLC18A2', 'MARCO', 'GPX2', 'DMRT3', 'C17ORF104', 'PCK1', 'SLC25A53', 'FOXD4', 'INHA', 'NOS2', 'KLHL14', 'FOXD1', 'AVPR2', 'ADH1C', 'COL23A1', 'CRISP3', 'IL20', 'LBP', 'TNFRSF17', 'BTLA', 'PKNOX2', 'GPLD1', 'CXCL2', 'MYBPC1', 'PARP15', 'GLOD5', 'C2ORF40', 'CST9', 'PFN1P2', 'SLCO4C1', 'BCL2L14', 'SLC23A1', 'STEAP1B', 'GPR55', 'AMH', 'VAT1L', 'VSIG2', 'ZNF98', 'SCN3A', 'ULBP2', 'CXCR2P1', 'DHRS4L1', 'HAP1', 'VGLL1', 'TPSG1', 'RNF212', 'CYSLTR2', 'ZNF454', 'ZNF488', 'FAM218A', 'FAM178B', 'SYN2', 'EMILIN3', 'TMEM105', 'DKK1', 'P2RX1', 'DBIL5P', 'ORM1', 'DPY19L2P2', 'IL23A', 'CRYM', 'SIGLEC17P', 'CXCL1', 'AMBP', 'PRKG2', 'LRRC2', 'FABP7', 'GPBAR1', 'SPDYE1', 'SUCNR1', 'DEPDC4', 'BRINP1', 'CTCFL', 'BDKRB1', 'VWDE', 'LRGUK', 'XIRP1', 'TENM1', 'FUT6', 'RERGL', 'BMPER', 'ADAMTS18', 'LINC00930', 'RDM1', 'CECR2', 'HCG27', 'KIAA0319', 'CYP4F8', 'CDR1', 'NUGGC', 'CLEC12A', 'ECEL1', 'PKD1L1', 'CBLN2', 'ABHD11.AS1', 'SEC14L5', 'WSCD2', 'SORCS1', 'FAM184B', 'PCDHGA3', 'SPESP1', 'SSUH2', 'FSCN2', 'FAM162B', 'DMRT2', 'ZNF732', 'CCL17', 'CTSG', 'RSPO1', 'TMEM217', 'GRIA3', 'GNB3', 'PIANP', 'HOXD4', 'RGS6', 'FLJ12825', 'COL2A1', 'CHRNB2', 'ADAM32', 'IL1R2', 'RNF175', 'SERPINA6', 'MT1A', 'ADAMTS19', 'PFKFB1', 'DIRC3', 'RASL10A', 'HECTD2.AS1', 'POM121L9P', 'SMIM5', 'CYP46A1', 'LRRC16B', 'PRSS21', 'ZNF804A', 'IGF2BP3', 'CAPN11', 'VIPR2', 'TBX21', 'CYSRT1', 'HIST1H2BE', 'GPR87', 'TRAT1', 'LOC100126784', 'PART1', 'FOXC2', 'HOGA1', 'WIPF3', 'SLC13A2', 'ZSCAN1', 'CA9', 'EMX1', 'HTR7', 'XKR9', 'SLC26A10', 'CEP83.AS1', 'ULBP1', 'HS3ST3B1', 'ZBTB16', 'CYP26A1', 'OTUD7A', 'TMSB15A', 'CITED1', 'TMEM40', 'MAPT.IT1', 'GZMM', 'ANKK1', 'WFDC3', 'ROPN1L', 'FIRRE', 'M1AP', 'CDHR1', 'MYO3B', 'PVALB', 'MRAP2', 'CRTAC1', 'INE2', 'SPAG17', 'TTC23L', 'RBM12B.AS1', 'IGSF22', 'RFX8', 'MROH7', 'KCNT2', 'HEATR4', 'PCDHA12', 'BTC', 'CFAP61', 'PYGM', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'ADGRF1', 'LRRC4B', 'CLEC4E', 'HPDL', 'OPCML', 'TMEM59L', 'CIDEC', 'MIA', 'CCBE1', 'SRSF12', 'B3GAT1', 'LINC00173', 'NWD1', 'IL11', 'TSPAN8', 'RNF182', 'NLRP7', 'FRMPD1', 'KCNA6', 'KLK6', 'GALNT13', 'ABCC6P2', 'FASLG', 'LOC613037', 'LSAMP', 'GAS2', 'SMC1B', 'DHDH', 'FAM83A', 'RFPL1S', 'COL28A1', 'SCN3B', 'C15ORF56', 'SLC6A14', 'PSORS1C1', 'SLC16A11', 'PTCHD1', 'ANO5', 'TUSC5', 'ADGRG2', 'TMPRSS4', 'C9ORF47', 'SLC24A5', 'RUFY4', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'KCNQ3', 'CYP4F12', 'LINC00908', 'LOC100133669', 'NBPF4', 'VENTX', 'FAM157A', 'MYOM2', 'EBF2', 'MAG', 'PTPRN', 'PCDHA5', 'DSCAML1', 'PLAC1', 'NKX3.2', 'DLX2', 'CNTN2', 'SYT6', 'SFTPA2', 'BRE.AS1', 'DLX5', 'FAM19A2', 'CCNI2', 'KLK7', 'ZBTB20', 'CDKN2B.AS1', 'CD160', 'GHRLOS', 'PTPRR', 'ABCC2', 'RYR3', 'OR2W3', 'SLC6A17', 'ABCD2', 'TFAP2E', 'CD1A', 'GRIA2', 'DEFB1', 'RGS9', 'CCDC144A', 'MYO16', 'CDKL2', 'CACNA1I', 'PWAR5', 'DLK2', 'DCX', 'GGT3P', 'SLC6A11', 'BTBD19', 'CHRFAM7A', 'WDR17', 'MMP12', 'MSMB', 'CABP4', 'TCEAL2', 'CHRNA10', 'UNC13A', 'FKBP1AP1', 'SLC39A2', 'XCL2', 'LY6H', 'AGBL4', 'S100A7', 'TUBAL3', 'SPAG8', 'TCN1', 'HRCT1', 'P2RY12', 'PCBP3', 'TM6SF2', 'LINC00202.1', 'ZNF727', 'ARL9', 'KCNH3', 'MAK', 'MPL', 'SNORD116.4', 'GRID2IP', 'SYCE3', 'NOX5', 'SLC46A2', 'TCTEX1D1', 'CD70', 'ELOVL3', 'GPM6A', 'TIGD4', 'JAKMIP1', 'SYCE2', 'ARMC3', 'GRIN2A', 'PGLYRP2', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'LONRF3', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'ACY3', 'LRRC43', 'AGAP7P', 'THPO', 'BEX1', 'LOC400927', 'PRPH2', 'ACHE', 'AKR1E2', 'SCN2A', 'KLK10', 'SCN9A', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'C6ORF52', 'TMEM145', 'VN1R1', 'CD40LG', 'HRC', 'BEGAIN', 'CHODL', 'PAH', 'LOC285593', 'CXADRP3', 'GPR82', 'TTBK1', 'SLC25A34', 'CHST9', 'TTYH1', 'GABRB3', 'ADGRL3', 'APOBEC3A', 'MLLT4.AS1', 'HIST1H2BH', 'BRSK2', 'TRH', 'MAPK4', 'EPYC', 'DNASE1L2', 'ST8SIA2', 'CAMK4', 'DGCR5', 'C8ORF46', 'IL17D', 'SLC35F3', 'GPR63', 'CAPSL', 'GBP6', 'ANKLE1', 'MUC15', 'ROBO2', 'AIM1L', 'ASGR1', 'MYO15A', 'HAMP', 'FAM201A', 'PCDHA1', 'TNFSF11', 'CHKB.AS1', 'RMRP', 'DUSP9', 'FAM159A', 'NMU', 'NEK5', 'RHCE', 'DCLK3', 'PTX3', 'TDRD6', 'LYG1', 'KCNK17', 'MTUS2', 'LOC100132215', 'RUNDC3A', 'RRN3P1', 'UCKL1.AS1', 'C1QL3', 'CYTL1', 'CYP2E1', 'FOLR1', 'LINC00961', 'PNMA6A', 'ROPN1B', 'HBA1', 'LINC00689', 'RRN3P2', 'THSD7B', 'MT1L', 'XCL1', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'ATP13A4', 'KIF19', 'CCR10', 'DPEP1', 'IL1RL1', 'GLI1', 'ARRDC3.AS1', 'IL24', 'KISS1R', 'ZMAT4', 'TMEM150B', 'LIN7A', 'GPR173', 'TTLL9', 'KIAA1210', 'NIPAL4', 'PRRT4', 'RHBG', 'A2ML1', 'WBP2NL', 'GPR135', 'CBLN1', 'LOC90246', 'GNMT', 'DPF3', 'PCDHB18P', 'IL18RAP', 'MAP7D2', 'CD300LB', 'B3GALT5', 'CNTNAP3', 'RRAD', 'OXGR1', 'FIGF', 'DPY19L2P4', 'RAB39A', 'HIST1H1D', 'CACNA2D3', 'MS4A8', 'SLC5A8', 'LRRC24', 'AIM2', 'TRIM7', 'PON3', 'MASP2', 'GABRB2', 'PCDH20', 'TIFAB', 'KLK8', 'PHKG1', 'DNAH11', 'FOXN1', 'WFIKKN1', 'DCST2', 'LINC00669', 'WNT10A', 'FREM2', 'C19ORF45', 'CLCA2', 'ANK1', 'GPR171', 'CRB2', 'KCNB1', 'CD19', 'SLC26A3', 'SEPHS1P1', 'LINC01465', 'HIST1H2AG', 'UCA1', 'RASAL1', 'TYMSOS', 'LINC00685', 'TTC41P', 'ANO2', 'CD1E', 'NEURL3', 'COLCA1', 'RIC3', 'CST2', 'MED12L', 'LOC646999', 'PCDHGC5', 'HNRNPCL3', 'CLPSL1', 'NRXN1', 'SEC14L1P1', 'FAM182B', 'EYA1', 'IL6', 'MYEOV', 'ARHGEF33', 'MAPT.AS1', 'RAB3B', 'STXBP6', 'KCNRG', 'CR2', 'CXCR2', 'MSLN', 'PATL2', 'KIF4B', 'LPAR4', 'CLEC4F', 'AJAP1', 'ZNF676', 'TDRD9', 'VSTM2A', 'CLDN14', 'FNDC8', 'MKX', 'ABHD1', 'TRABD2A', 'MAGEL2', 'NDP', 'PDCD1', 'FAM43B', 'VIT', 'POU3F1', 'TSPAN32', 'SEZ6L', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0629013951002304
		RMSE:  0.43691826486349494
		NRMSE:  0.11112140819031384
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02793228386718627
		RMSE:  0.5354711484549424
		NRMSE:  0.14342336907859712
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4237929343776606
		NRMSE:  0.10778324331179852
		MAPE:  459.9790072255086
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011640203076264122
		RMSE:  0.5284530873849588
		NRMSE:  0.1415436152095778
		MAPE:  140.42972129387252

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.5206345020460146e-15
		NRMSE:  6.410728914891057e-16
		MAPE:  4.667808305075573e-12
		Pearson Correlation:  0.22242447495004117
		Spearman Correlation:  0.19266325016521402
		Coefficient of Determination:  -0.40021388033990646
		RMSE:  0.6249582593151871
		NRMSE:  0.16739206088527847
		MAPE:  316.7157757170287

	Predictor:  ElasticNet
		Pearson Correlation:  0.7791256992211404
		Spearman Correlation:  0.731323412137043
		Coefficient of Determination:  0.5522352926474181
		RMSE:  0.28358198723594696
		NRMSE:  0.07212339765404689
		MAPE:  850.1267951210309
		Pearson Correlation:  0.4362440612061021
		Spearman Correlation:  0.4012743301038667
		Coefficient of Determination:  0.18801390326898904
		RMSE:  0.4759136039680115
		NRMSE:  0.12747116752859555
		MAPE:  205.43325812860155

	Predictor:  RandomForests
		Pearson Correlation:  0.515307760679544
		Spearman Correlation:  0.5438436190356488
		Coefficient of Determination:  0.23864448682466244
		RMSE:  0.3697834416405663
		NRMSE:  0.09404701076847487
		MAPE:  860.64858674498
		Pearson Correlation:  0.43566242762905866
		Spearman Correlation:  0.4369755233855784
		Coefficient of Determination:  0.1631633643980812
		RMSE:  0.4831413017528265
		NRMSE:  0.12940707158238288
		MAPE:  169.4269332274583

Protein:  CTNNB1
x_train_column_count:  994
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'MUC6', 'CATSPER3', 'TUBA3E', 'GLDC', 'FIBCD1', 'GRIK4', 'C10ORF55', 'CYP4F35P', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'MAST1', 'XKRX', 'FBLL1', 'LINC00922', 'CACNA1F', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ASB14', 'ALG1L', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'HMGCLL1', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'TEKT2', 'CD300LG', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'NBPF6', 'GPR27', 'MGAM', 'PLA2G10', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'PTCHD4', 'FCRL3', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'TPSD1', 'PCDHGB3', 'DNASE1L3', 'GFRA2', 'FLG', 'C1GALT1C1L', 'SFTPD', 'IGFL2', 'GPR158', 'GJB3', 'ITPKA', 'FAM186B', 'PROC', 'GDF10', 'ZBED2', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'LRRC31', 'ATP1A4', 'HCN2', 'EGOT', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'ADRA1B', 'SYT8', 'SCGB3A1', 'CNGA1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'PPP1R3G', 'SLC28A3', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'METTL7B', 'HEPACAM2', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'LRIT3', 'ALOXE3', 'GLIS1', 'SGK2', 'ZNF843', 'S100A3', 'LINC00482', 'NR1I3', 'CCDC36', 'WNT2B', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'BCHE', 'FCRL6', 'CKMT2', 'ABCA17P', 'LPAR3', 'DQX1', 'FAM189A1', 'PITX2', 'NLRP12', 'ADCYAP1', 'ENPP6', 'C2ORF50', 'CACNA1G', 'C1ORF101', 'SLC6A20', 'FAM95B1', 'FAM90A1', 'ZNF835', 'OTOA', 'SPIB', 'CLDN9', 'CA3', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'CLECL1', 'ULBP3', 'PCSK1N', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'SCN2B', 'LINC01550', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'PCYT1B', 'GSTM1', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'JPH3', 'CAMP', 'CPEB1', 'LOC90768', 'LOC441455', 'OR7E91P', 'FLJ37201', 'RELN', 'SCARA5', 'IL12RB2', 'LBX2', 'FUT7', 'RIMS1', 'PLA2G5', 'CD177', 'IGSF5', 'KCNE1', 'HIST1H2BN', 'GPR18', 'ASTN1', 'SLC22A18AS', 'ZBED3.AS1', 'TUBB8', 'HOXB13', 'MNX1', 'ZC3H12D', 'TCHH', 'KCNE2', 'IRX4', 'C10ORF128', 'FAM135B', 'GAL', 'BTBD8', 'WDR72', 'CHRNA6', 'SP5', 'ONECUT2', 'CIDEA', 'SLC16A10', 'SCN7A', 'HOXB8', 'LINC01124', 'RSPH4A', 'MGC16142', 'ALB', 'CCDC183', 'SCART1', 'GBP1P1', 'CELF5', 'CCDC7', 'MGAT5B', 'DCSTAMP', 'YPEL4', 'GRIN2C', 'CXXC4', 'GPR3', 'SKIDA1', 'CCDC153', 'HOXA11', 'SLC30A2', 'ATP13A5', 'SLC35F1', 'NIPAL1', 'PYDC1', 'CXCR5', 'OBP2B', 'STRC', 'TNFRSF9', 'PCSK9', 'SRL', 'RPGRIP1', 'FOXJ1', 'PCAT18', 'WT1', 'LRP1B', 'PPP4R4', 'NOXO1', 'INSM1', 'CNNM1', 'GPR174', 'SLC18A2', 'MARCO', 'GPX2', 'DMRT3', 'C17ORF104', 'PCK1', 'SLC25A53', 'FOXD4', 'INHA', 'NOS2', 'KLHL14', 'FOXD1', 'AVPR2', 'ADH1C', 'COL23A1', 'CRISP3', 'IL20', 'LBP', 'TNFRSF17', 'BTLA', 'PKNOX2', 'GPLD1', 'CXCL2', 'MYBPC1', 'PARP15', 'GLOD5', 'C2ORF40', 'CST9', 'PFN1P2', 'SLCO4C1', 'BCL2L14', 'SLC23A1', 'STEAP1B', 'GPR55', 'AMH', 'VAT1L', 'VSIG2', 'ZNF98', 'SCN3A', 'ULBP2', 'CXCR2P1', 'DHRS4L1', 'HAP1', 'VGLL1', 'TPSG1', 'RNF212', 'CYSLTR2', 'ZNF454', 'ZNF488', 'FAM218A', 'FAM178B', 'SYN2', 'EMILIN3', 'TMEM105', 'DKK1', 'P2RX1', 'DBIL5P', 'ORM1', 'DPY19L2P2', 'IL23A', 'CRYM', 'SIGLEC17P', 'CXCL1', 'AMBP', 'PRKG2', 'LRRC2', 'FABP7', 'GPBAR1', 'SPDYE1', 'SUCNR1', 'DEPDC4', 'BRINP1', 'CTCFL', 'BDKRB1', 'VWDE', 'LRGUK', 'XIRP1', 'TENM1', 'FUT6', 'RERGL', 'BMPER', 'ADAMTS18', 'LINC00930', 'RDM1', 'CECR2', 'HCG27', 'KIAA0319', 'CYP4F8', 'CDR1', 'NUGGC', 'CLEC12A', 'ECEL1', 'PKD1L1', 'CBLN2', 'ABHD11.AS1', 'SEC14L5', 'WSCD2', 'SORCS1', 'FAM184B', 'PCDHGA3', 'SPESP1', 'SSUH2', 'FSCN2', 'FAM162B', 'DMRT2', 'ZNF732', 'CCL17', 'CTSG', 'RSPO1', 'TMEM217', 'GRIA3', 'GNB3', 'PIANP', 'HOXD4', 'RGS6', 'FLJ12825', 'COL2A1', 'CHRNB2', 'ADAM32', 'IL1R2', 'RNF175', 'SERPINA6', 'MT1A', 'ADAMTS19', 'PFKFB1', 'DIRC3', 'RASL10A', 'HECTD2.AS1', 'POM121L9P', 'SMIM5', 'CYP46A1', 'LRRC16B', 'PRSS21', 'ZNF804A', 'IGF2BP3', 'CAPN11', 'VIPR2', 'TBX21', 'CYSRT1', 'HIST1H2BE', 'GPR87', 'TRAT1', 'LOC100126784', 'PART1', 'FOXC2', 'HOGA1', 'WIPF3', 'SLC13A2', 'ZSCAN1', 'CA9', 'EMX1', 'HTR7', 'XKR9', 'SLC26A10', 'CEP83.AS1', 'ULBP1', 'HS3ST3B1', 'ZBTB16', 'CYP26A1', 'OTUD7A', 'TMSB15A', 'CITED1', 'TMEM40', 'MAPT.IT1', 'GZMM', 'ANKK1', 'WFDC3', 'ROPN1L', 'FIRRE', 'M1AP', 'CDHR1', 'MYO3B', 'PVALB', 'MRAP2', 'CRTAC1', 'INE2', 'SPAG17', 'TTC23L', 'RBM12B.AS1', 'IGSF22', 'RFX8', 'MROH7', 'KCNT2', 'HEATR4', 'PCDHA12', 'BTC', 'CFAP61', 'PYGM', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'ADGRF1', 'LRRC4B', 'CLEC4E', 'HPDL', 'OPCML', 'TMEM59L', 'CIDEC', 'MIA', 'CCBE1', 'SRSF12', 'B3GAT1', 'LINC00173', 'NWD1', 'IL11', 'TSPAN8', 'RNF182', 'NLRP7', 'FRMPD1', 'KCNA6', 'KLK6', 'GALNT13', 'ABCC6P2', 'FASLG', 'LOC613037', 'LSAMP', 'GAS2', 'SMC1B', 'DHDH', 'FAM83A', 'RFPL1S', 'COL28A1', 'SCN3B', 'C15ORF56', 'SLC6A14', 'PSORS1C1', 'SLC16A11', 'PTCHD1', 'ANO5', 'TUSC5', 'ADGRG2', 'TMPRSS4', 'C9ORF47', 'SLC24A5', 'RUFY4', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'KCNQ3', 'CYP4F12', 'LINC00908', 'LOC100133669', 'NBPF4', 'VENTX', 'FAM157A', 'MYOM2', 'EBF2', 'MAG', 'PTPRN', 'PCDHA5', 'DSCAML1', 'PLAC1', 'NKX3.2', 'DLX2', 'CNTN2', 'SYT6', 'SFTPA2', 'BRE.AS1', 'DLX5', 'FAM19A2', 'CCNI2', 'KLK7', 'ZBTB20', 'CDKN2B.AS1', 'CD160', 'GHRLOS', 'PTPRR', 'ABCC2', 'RYR3', 'OR2W3', 'SLC6A17', 'ABCD2', 'TFAP2E', 'CD1A', 'GRIA2', 'DEFB1', 'RGS9', 'CCDC144A', 'MYO16', 'CDKL2', 'CACNA1I', 'PWAR5', 'DLK2', 'DCX', 'GGT3P', 'SLC6A11', 'BTBD19', 'CHRFAM7A', 'WDR17', 'MMP12', 'MSMB', 'CABP4', 'TCEAL2', 'CHRNA10', 'UNC13A', 'FKBP1AP1', 'SLC39A2', 'XCL2', 'LY6H', 'AGBL4', 'S100A7', 'TUBAL3', 'SPAG8', 'TCN1', 'HRCT1', 'P2RY12', 'PCBP3', 'TM6SF2', 'LINC00202.1', 'ZNF727', 'ARL9', 'KCNH3', 'MAK', 'MPL', 'SNORD116.4', 'GRID2IP', 'SYCE3', 'NOX5', 'SLC46A2', 'TCTEX1D1', 'CD70', 'ELOVL3', 'GPM6A', 'TIGD4', 'JAKMIP1', 'SYCE2', 'ARMC3', 'GRIN2A', 'PGLYRP2', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'LONRF3', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'ACY3', 'LRRC43', 'AGAP7P', 'THPO', 'BEX1', 'LOC400927', 'PRPH2', 'ACHE', 'AKR1E2', 'SCN2A', 'KLK10', 'SCN9A', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'C6ORF52', 'TMEM145', 'VN1R1', 'CD40LG', 'HRC', 'BEGAIN', 'CHODL', 'PAH', 'LOC285593', 'CXADRP3', 'GPR82', 'TTBK1', 'SLC25A34', 'CHST9', 'TTYH1', 'GABRB3', 'ADGRL3', 'APOBEC3A', 'MLLT4.AS1', 'HIST1H2BH', 'BRSK2', 'TRH', 'MAPK4', 'EPYC', 'DNASE1L2', 'ST8SIA2', 'CAMK4', 'DGCR5', 'C8ORF46', 'IL17D', 'SLC35F3', 'GPR63', 'CAPSL', 'GBP6', 'ANKLE1', 'MUC15', 'ROBO2', 'AIM1L', 'ASGR1', 'MYO15A', 'HAMP', 'FAM201A', 'PCDHA1', 'TNFSF11', 'CHKB.AS1', 'RMRP', 'DUSP9', 'FAM159A', 'NMU', 'NEK5', 'RHCE', 'DCLK3', 'PTX3', 'TDRD6', 'LYG1', 'KCNK17', 'MTUS2', 'LOC100132215', 'RUNDC3A', 'RRN3P1', 'UCKL1.AS1', 'C1QL3', 'CYTL1', 'CYP2E1', 'FOLR1', 'LINC00961', 'PNMA6A', 'ROPN1B', 'HBA1', 'LINC00689', 'RRN3P2', 'THSD7B', 'MT1L', 'XCL1', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'ATP13A4', 'KIF19', 'CCR10', 'DPEP1', 'IL1RL1', 'GLI1', 'ARRDC3.AS1', 'IL24', 'KISS1R', 'ZMAT4', 'TMEM150B', 'LIN7A', 'GPR173', 'TTLL9', 'KIAA1210', 'NIPAL4', 'PRRT4', 'RHBG', 'A2ML1', 'WBP2NL', 'GPR135', 'CBLN1', 'LOC90246', 'GNMT', 'DPF3', 'PCDHB18P', 'IL18RAP', 'MAP7D2', 'CD300LB', 'B3GALT5', 'CNTNAP3', 'RRAD', 'OXGR1', 'FIGF', 'DPY19L2P4', 'RAB39A', 'HIST1H1D', 'CACNA2D3', 'MS4A8', 'SLC5A8', 'LRRC24', 'AIM2', 'TRIM7', 'PON3', 'MASP2', 'GABRB2', 'PCDH20', 'TIFAB', 'KLK8', 'PHKG1', 'DNAH11', 'FOXN1', 'WFIKKN1', 'DCST2', 'LINC00669', 'WNT10A', 'FREM2', 'C19ORF45', 'CLCA2', 'ANK1', 'GPR171', 'CRB2', 'KCNB1', 'CD19', 'SLC26A3', 'SEPHS1P1', 'LINC01465', 'HIST1H2AG', 'UCA1', 'RASAL1', 'TYMSOS', 'LINC00685', 'TTC41P', 'ANO2', 'CD1E', 'NEURL3', 'COLCA1', 'RIC3', 'CST2', 'MED12L', 'LOC646999', 'PCDHGC5', 'HNRNPCL3', 'CLPSL1', 'NRXN1', 'SEC14L1P1', 'FAM182B', 'EYA1', 'IL6', 'MYEOV', 'ARHGEF33', 'MAPT.AS1', 'RAB3B', 'STXBP6', 'KCNRG', 'CR2', 'CXCR2', 'MSLN', 'PATL2', 'KIF4B', 'LPAR4', 'CLEC4F', 'AJAP1', 'ZNF676', 'TDRD9', 'VSTM2A', 'CLDN14', 'FNDC8', 'MKX', 'ABHD1', 'TRABD2A', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.4291206958720877
		RMSE:  0.9037435622191023
		NRMSE:  0.1777623057079273
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5497170498826627
		RMSE:  0.8436000623678614
		NRMSE:  0.27017767234966206
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999422040781
		Coefficient of Determination:  1.0
		RMSE:  3.505066924898016e-15
		NRMSE:  6.894309451018914e-16
		MAPE:  2.9980330631362716e-12
		Pearson Correlation:  0.3329932337176217
		Spearman Correlation:  0.34779236648836026
		Coefficient of Determination:  -0.7332124994348936
		RMSE:  0.8921467624541993
		NRMSE:  0.28572560200814096
		MAPE:  409.47072359204446

	Predictor:  ElasticNet
		Pearson Correlation:  0.8925139943125827
		Spearman Correlation:  0.8788137194036824
		Coefficient of Determination:  0.7375450929029271
		RMSE:  0.38729162970256614
		NRMSE:  0.07617852669208619
		MAPE:  293.98029278724886
		Pearson Correlation:  0.4271293461988809
		Spearman Correlation:  0.4393047294854051
		Coefficient of Determination:  0.12011980114529208
		RMSE:  0.6356560279074688
		NRMSE:  0.20357995891207337
		MAPE:  261.38367871284356

	Predictor:  RandomForests
		Pearson Correlation:  0.503348825734335
		Spearman Correlation:  0.5217043825203944
		Coefficient of Determination:  0.21028309652954302
		RMSE:  0.6718100235950104
		NRMSE:  0.13214201880310986
		MAPE:  674.2498899444593
		Pearson Correlation:  0.43819189877109105
		Spearman Correlation:  0.43644185089589643
		Coefficient of Determination:  0.17483855100476708
		RMSE:  0.6155734249046547
		NRMSE:  0.19714815410780034
		MAPE:  238.0807450521627

Protein:  CCNE1
x_train_column_count:  352
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'MUC6', 'CATSPER3', 'TUBA3E', 'GLDC', 'FIBCD1', 'GRIK4', 'C10ORF55', 'CYP4F35P', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'MAST1', 'XKRX', 'FBLL1', 'LINC00922', 'CACNA1F', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ASB14', 'ALG1L', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'HMGCLL1', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'TEKT2', 'CD300LG', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'NBPF6', 'GPR27', 'MGAM', 'PLA2G10', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'PTCHD4', 'FCRL3', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'TPSD1', 'PCDHGB3', 'DNASE1L3', 'GFRA2', 'FLG', 'C1GALT1C1L', 'SFTPD', 'IGFL2', 'GPR158', 'GJB3', 'ITPKA', 'FAM186B', 'PROC', 'GDF10', 'ZBED2', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'LRRC31', 'ATP1A4', 'HCN2', 'EGOT', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'ADRA1B', 'SYT8', 'SCGB3A1', 'CNGA1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'PPP1R3G', 'SLC28A3', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'METTL7B', 'HEPACAM2', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'LRIT3', 'ALOXE3', 'GLIS1', 'SGK2', 'ZNF843', 'S100A3', 'LINC00482', 'NR1I3', 'CCDC36', 'WNT2B', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'BCHE', 'FCRL6', 'CKMT2', 'ABCA17P', 'LPAR3', 'DQX1', 'FAM189A1', 'PITX2', 'NLRP12', 'ADCYAP1', 'ENPP6', 'C2ORF50', 'CACNA1G', 'C1ORF101', 'SLC6A20', 'FAM95B1', 'FAM90A1', 'ZNF835', 'OTOA', 'SPIB', 'CLDN9', 'CA3', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'CLECL1', 'ULBP3', 'PCSK1N', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'SCN2B', 'LINC01550', 'ALDH8A1', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9790551557409413
		RMSE:  0.7746141645114569
		NRMSE:  0.27590887426944144
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8285524646781477
		RMSE:  0.8763813407881366
		NRMSE:  0.2114972948785232
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4487930906545114
		NRMSE:  0.15985506345663808
		MAPE:  112.14421009479175
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0040862214035515265
		RMSE:  0.6494188844018614
		NRMSE:  0.15672439713344627
		MAPE:  115.49088793396595

	Predictor:  LinearRegression
		Pearson Correlation:  0.9181262408533604
		Spearman Correlation:  0.8376209687922062
		Coefficient of Determination:  0.842955794143522
		RMSE:  0.1778513315483808
		NRMSE:  0.06334864881509555
		MAPE:  39.03137652120223
		Pearson Correlation:  0.35809007214986016
		Spearman Correlation:  0.3673487200588536
		Coefficient of Determination:  -0.15982522682746336
		RMSE:  0.6979682781108703
		NRMSE:  0.1684408326159882
		MAPE:  116.51837005164829

	Predictor:  ElasticNet
		Pearson Correlation:  0.8057860840137404
		Spearman Correlation:  0.7068597363858627
		Coefficient of Determination:  0.6285551357381172
		RMSE:  0.27352267880491393
		NRMSE:  0.09742570928046801
		MAPE:  52.860907497993004
		Pearson Correlation:  0.5209748437929314
		Spearman Correlation:  0.5628224790832804
		Coefficient of Determination:  0.2614461980720715
		RMSE:  0.556968300923416
		NRMSE:  0.13441327821111954
		MAPE:  88.7650779397453

	Predictor:  RandomForests
		Pearson Correlation:  0.6571475276758021
		Spearman Correlation:  0.5948774223288916
		Coefficient of Determination:  0.3807723482595653
		RMSE:  0.35315985755353496
		NRMSE:  0.12579157882583614
		MAPE:  77.72811600763156
		Pearson Correlation:  0.48861335235576847
		Spearman Correlation:  0.5333757278769062
		Coefficient of Determination:  0.19700485914631716
		RMSE:  0.5807588922100257
		NRMSE:  0.1401546666529975
		MAPE:  95.6943259095444

Protein:  CCND1
x_train_column_count:  859
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'MUC6', 'CATSPER3', 'TUBA3E', 'GLDC', 'FIBCD1', 'GRIK4', 'C10ORF55', 'CYP4F35P', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'MAST1', 'XKRX', 'FBLL1', 'LINC00922', 'CACNA1F', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ASB14', 'ALG1L', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'HMGCLL1', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'TEKT2', 'CD300LG', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'NBPF6', 'GPR27', 'MGAM', 'PLA2G10', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'PTCHD4', 'FCRL3', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'TPSD1', 'PCDHGB3', 'DNASE1L3', 'GFRA2', 'FLG', 'C1GALT1C1L', 'SFTPD', 'IGFL2', 'GPR158', 'GJB3', 'ITPKA', 'FAM186B', 'PROC', 'GDF10', 'ZBED2', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'LRRC31', 'ATP1A4', 'HCN2', 'EGOT', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'ADRA1B', 'SYT8', 'SCGB3A1', 'CNGA1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'PPP1R3G', 'SLC28A3', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'METTL7B', 'HEPACAM2', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'LRIT3', 'ALOXE3', 'GLIS1', 'SGK2', 'ZNF843', 'S100A3', 'LINC00482', 'NR1I3', 'CCDC36', 'WNT2B', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'BCHE', 'FCRL6', 'CKMT2', 'ABCA17P', 'LPAR3', 'DQX1', 'FAM189A1', 'PITX2', 'NLRP12', 'ADCYAP1', 'ENPP6', 'C2ORF50', 'CACNA1G', 'C1ORF101', 'SLC6A20', 'FAM95B1', 'FAM90A1', 'ZNF835', 'OTOA', 'SPIB', 'CLDN9', 'CA3', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'CLECL1', 'ULBP3', 'PCSK1N', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'SCN2B', 'LINC01550', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'PCYT1B', 'GSTM1', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'JPH3', 'CAMP', 'CPEB1', 'LOC90768', 'LOC441455', 'OR7E91P', 'FLJ37201', 'RELN', 'SCARA5', 'IL12RB2', 'LBX2', 'FUT7', 'RIMS1', 'PLA2G5', 'CD177', 'IGSF5', 'KCNE1', 'HIST1H2BN', 'GPR18', 'ASTN1', 'SLC22A18AS', 'ZBED3.AS1', 'TUBB8', 'HOXB13', 'MNX1', 'ZC3H12D', 'TCHH', 'KCNE2', 'IRX4', 'C10ORF128', 'FAM135B', 'GAL', 'BTBD8', 'WDR72', 'CHRNA6', 'SP5', 'ONECUT2', 'CIDEA', 'SLC16A10', 'SCN7A', 'HOXB8', 'LINC01124', 'RSPH4A', 'MGC16142', 'ALB', 'CCDC183', 'SCART1', 'GBP1P1', 'CELF5', 'CCDC7', 'MGAT5B', 'DCSTAMP', 'YPEL4', 'GRIN2C', 'CXXC4', 'GPR3', 'SKIDA1', 'CCDC153', 'HOXA11', 'SLC30A2', 'ATP13A5', 'SLC35F1', 'NIPAL1', 'PYDC1', 'CXCR5', 'OBP2B', 'STRC', 'TNFRSF9', 'PCSK9', 'SRL', 'RPGRIP1', 'FOXJ1', 'PCAT18', 'WT1', 'LRP1B', 'PPP4R4', 'NOXO1', 'INSM1', 'CNNM1', 'GPR174', 'SLC18A2', 'MARCO', 'GPX2', 'DMRT3', 'C17ORF104', 'PCK1', 'SLC25A53', 'FOXD4', 'INHA', 'NOS2', 'KLHL14', 'FOXD1', 'AVPR2', 'ADH1C', 'COL23A1', 'CRISP3', 'IL20', 'LBP', 'TNFRSF17', 'BTLA', 'PKNOX2', 'GPLD1', 'CXCL2', 'MYBPC1', 'PARP15', 'GLOD5', 'C2ORF40', 'CST9', 'PFN1P2', 'SLCO4C1', 'BCL2L14', 'SLC23A1', 'STEAP1B', 'GPR55', 'AMH', 'VAT1L', 'VSIG2', 'ZNF98', 'SCN3A', 'ULBP2', 'CXCR2P1', 'DHRS4L1', 'HAP1', 'VGLL1', 'TPSG1', 'RNF212', 'CYSLTR2', 'ZNF454', 'ZNF488', 'FAM218A', 'FAM178B', 'SYN2', 'EMILIN3', 'TMEM105', 'DKK1', 'P2RX1', 'DBIL5P', 'ORM1', 'DPY19L2P2', 'IL23A', 'CRYM', 'SIGLEC17P', 'CXCL1', 'AMBP', 'PRKG2', 'LRRC2', 'FABP7', 'GPBAR1', 'SPDYE1', 'SUCNR1', 'DEPDC4', 'BRINP1', 'CTCFL', 'BDKRB1', 'VWDE', 'LRGUK', 'XIRP1', 'TENM1', 'FUT6', 'RERGL', 'BMPER', 'ADAMTS18', 'LINC00930', 'RDM1', 'CECR2', 'HCG27', 'KIAA0319', 'CYP4F8', 'CDR1', 'NUGGC', 'CLEC12A', 'ECEL1', 'PKD1L1', 'CBLN2', 'ABHD11.AS1', 'SEC14L5', 'WSCD2', 'SORCS1', 'FAM184B', 'PCDHGA3', 'SPESP1', 'SSUH2', 'FSCN2', 'FAM162B', 'DMRT2', 'ZNF732', 'CCL17', 'CTSG', 'RSPO1', 'TMEM217', 'GRIA3', 'GNB3', 'PIANP', 'HOXD4', 'RGS6', 'FLJ12825', 'COL2A1', 'CHRNB2', 'ADAM32', 'IL1R2', 'RNF175', 'SERPINA6', 'MT1A', 'ADAMTS19', 'PFKFB1', 'DIRC3', 'RASL10A', 'HECTD2.AS1', 'POM121L9P', 'SMIM5', 'CYP46A1', 'LRRC16B', 'PRSS21', 'ZNF804A', 'IGF2BP3', 'CAPN11', 'VIPR2', 'TBX21', 'CYSRT1', 'HIST1H2BE', 'GPR87', 'TRAT1', 'LOC100126784', 'PART1', 'FOXC2', 'HOGA1', 'WIPF3', 'SLC13A2', 'ZSCAN1', 'CA9', 'EMX1', 'HTR7', 'XKR9', 'SLC26A10', 'CEP83.AS1', 'ULBP1', 'HS3ST3B1', 'ZBTB16', 'CYP26A1', 'OTUD7A', 'TMSB15A', 'CITED1', 'TMEM40', 'MAPT.IT1', 'GZMM', 'ANKK1', 'WFDC3', 'ROPN1L', 'FIRRE', 'M1AP', 'CDHR1', 'MYO3B', 'PVALB', 'MRAP2', 'CRTAC1', 'INE2', 'SPAG17', 'TTC23L', 'RBM12B.AS1', 'IGSF22', 'RFX8', 'MROH7', 'KCNT2', 'HEATR4', 'PCDHA12', 'BTC', 'CFAP61', 'PYGM', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'ADGRF1', 'LRRC4B', 'CLEC4E', 'HPDL', 'OPCML', 'TMEM59L', 'CIDEC', 'MIA', 'CCBE1', 'SRSF12', 'B3GAT1', 'LINC00173', 'NWD1', 'IL11', 'TSPAN8', 'RNF182', 'NLRP7', 'FRMPD1', 'KCNA6', 'KLK6', 'GALNT13', 'ABCC6P2', 'FASLG', 'LOC613037', 'LSAMP', 'GAS2', 'SMC1B', 'DHDH', 'FAM83A', 'RFPL1S', 'COL28A1', 'SCN3B', 'C15ORF56', 'SLC6A14', 'PSORS1C1', 'SLC16A11', 'PTCHD1', 'ANO5', 'TUSC5', 'ADGRG2', 'TMPRSS4', 'C9ORF47', 'SLC24A5', 'RUFY4', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'KCNQ3', 'CYP4F12', 'LINC00908', 'LOC100133669', 'NBPF4', 'VENTX', 'FAM157A', 'MYOM2', 'EBF2', 'MAG', 'PTPRN', 'PCDHA5', 'DSCAML1', 'PLAC1', 'NKX3.2', 'DLX2', 'CNTN2', 'SYT6', 'SFTPA2', 'BRE.AS1', 'DLX5', 'FAM19A2', 'CCNI2', 'KLK7', 'ZBTB20', 'CDKN2B.AS1', 'CD160', 'GHRLOS', 'PTPRR', 'ABCC2', 'RYR3', 'OR2W3', 'SLC6A17', 'ABCD2', 'TFAP2E', 'CD1A', 'GRIA2', 'DEFB1', 'RGS9', 'CCDC144A', 'MYO16', 'CDKL2', 'CACNA1I', 'PWAR5', 'DLK2', 'DCX', 'GGT3P', 'SLC6A11', 'BTBD19', 'CHRFAM7A', 'WDR17', 'MMP12', 'MSMB', 'CABP4', 'TCEAL2', 'CHRNA10', 'UNC13A', 'FKBP1AP1', 'SLC39A2', 'XCL2', 'LY6H', 'AGBL4', 'S100A7', 'TUBAL3', 'SPAG8', 'TCN1', 'HRCT1', 'P2RY12', 'PCBP3', 'TM6SF2', 'LINC00202.1', 'ZNF727', 'ARL9', 'KCNH3', 'MAK', 'MPL', 'SNORD116.4', 'GRID2IP', 'SYCE3', 'NOX5', 'SLC46A2', 'TCTEX1D1', 'CD70', 'ELOVL3', 'GPM6A', 'TIGD4', 'JAKMIP1', 'SYCE2', 'ARMC3', 'GRIN2A', 'PGLYRP2', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'LONRF3', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'ACY3', 'LRRC43', 'AGAP7P', 'THPO', 'BEX1', 'LOC400927', 'PRPH2', 'ACHE', 'AKR1E2', 'SCN2A', 'KLK10', 'SCN9A', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'C6ORF52', 'TMEM145', 'VN1R1', 'CD40LG', 'HRC', 'BEGAIN', 'CHODL', 'PAH', 'LOC285593', 'CXADRP3', 'GPR82', 'TTBK1', 'SLC25A34', 'CHST9', 'TTYH1', 'GABRB3', 'ADGRL3', 'APOBEC3A', 'MLLT4.AS1', 'HIST1H2BH', 'BRSK2', 'TRH', 'MAPK4', 'EPYC', 'DNASE1L2', 'ST8SIA2', 'CAMK4', 'DGCR5', 'C8ORF46', 'IL17D', 'SLC35F3', 'GPR63', 'CAPSL', 'GBP6', 'ANKLE1', 'MUC15', 'ROBO2', 'AIM1L', 'ASGR1', 'MYO15A', 'HAMP', 'FAM201A', 'PCDHA1', 'TNFSF11', 'CHKB.AS1', 'RMRP', 'DUSP9', 'FAM159A', 'NMU', 'NEK5', 'RHCE', 'DCLK3', 'PTX3', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5366759284640548
		RMSE:  0.28216244755564185
		NRMSE:  0.17771997351836757
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.30240520386774006
		RMSE:  0.3149325402631455
		NRMSE:  0.20120656537940065
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.2327285214143792e-15
		NRMSE:  7.764338666572478e-16
		MAPE:  3.810592169305893e-12
		Pearson Correlation:  0.009155399335530695
		Spearman Correlation:  -0.0444419506477637
		Coefficient of Determination:  -1.0834228659302925
		RMSE:  0.3983209856978665
		NRMSE:  0.2544824278362572
		MAPE:  444.4498134935044

	Predictor:  ElasticNet
		Pearson Correlation:  0.5980790057115857
		Spearman Correlation:  0.5989501024317093
		Coefficient of Determination:  0.27698733117764684
		RMSE:  0.19354458420971493
		NRMSE:  0.12190402613229047
		MAPE:  649.0302145818841
		Pearson Correlation:  0.162964673897179
		Spearman Correlation:  0.13349044252422101
		Coefficient of Determination:  0.01944929468084089
		RMSE:  0.27326216386818625
		NRMSE:  0.17458386927600353
		MAPE:  251.15676800769674

	Predictor:  RandomForests
		Pearson Correlation:  0.5163933400937986
		Spearman Correlation:  0.5403173743513804
		Coefficient of Determination:  0.15814269497982614
		RMSE:  0.20884655322076387
		NRMSE:  0.13154196892368983
		MAPE:  647.613918001873
		Pearson Correlation:  0.1700641721891928
		Spearman Correlation:  0.12701654634097684
		Coefficient of Determination:  0.026369009683008482
		RMSE:  0.27229625557479187
		NRMSE:  0.17396676222817997
		MAPE:  263.3663073235089

Protein:  ERBB2
x_train_column_count:  666
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'MUC6', 'CATSPER3', 'TUBA3E', 'GLDC', 'FIBCD1', 'GRIK4', 'C10ORF55', 'CYP4F35P', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'MAST1', 'XKRX', 'FBLL1', 'LINC00922', 'CACNA1F', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ASB14', 'ALG1L', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'HMGCLL1', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'TEKT2', 'CD300LG', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'NBPF6', 'GPR27', 'MGAM', 'PLA2G10', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'PTCHD4', 'FCRL3', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'TPSD1', 'PCDHGB3', 'DNASE1L3', 'GFRA2', 'FLG', 'C1GALT1C1L', 'SFTPD', 'IGFL2', 'GPR158', 'GJB3', 'ITPKA', 'FAM186B', 'PROC', 'GDF10', 'ZBED2', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'LRRC31', 'ATP1A4', 'HCN2', 'EGOT', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'ADRA1B', 'SYT8', 'SCGB3A1', 'CNGA1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'PPP1R3G', 'SLC28A3', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'METTL7B', 'HEPACAM2', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'LRIT3', 'ALOXE3', 'GLIS1', 'SGK2', 'ZNF843', 'S100A3', 'LINC00482', 'NR1I3', 'CCDC36', 'WNT2B', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'BCHE', 'FCRL6', 'CKMT2', 'ABCA17P', 'LPAR3', 'DQX1', 'FAM189A1', 'PITX2', 'NLRP12', 'ADCYAP1', 'ENPP6', 'C2ORF50', 'CACNA1G', 'C1ORF101', 'SLC6A20', 'FAM95B1', 'FAM90A1', 'ZNF835', 'OTOA', 'SPIB', 'CLDN9', 'CA3', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'CLECL1', 'ULBP3', 'PCSK1N', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'SCN2B', 'LINC01550', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'PCYT1B', 'GSTM1', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'JPH3', 'CAMP', 'CPEB1', 'LOC90768', 'LOC441455', 'OR7E91P', 'FLJ37201', 'RELN', 'SCARA5', 'IL12RB2', 'LBX2', 'FUT7', 'RIMS1', 'PLA2G5', 'CD177', 'IGSF5', 'KCNE1', 'HIST1H2BN', 'GPR18', 'ASTN1', 'SLC22A18AS', 'ZBED3.AS1', 'TUBB8', 'HOXB13', 'MNX1', 'ZC3H12D', 'TCHH', 'KCNE2', 'IRX4', 'C10ORF128', 'FAM135B', 'GAL', 'BTBD8', 'WDR72', 'CHRNA6', 'SP5', 'ONECUT2', 'CIDEA', 'SLC16A10', 'SCN7A', 'HOXB8', 'LINC01124', 'RSPH4A', 'MGC16142', 'ALB', 'CCDC183', 'SCART1', 'GBP1P1', 'CELF5', 'CCDC7', 'MGAT5B', 'DCSTAMP', 'YPEL4', 'GRIN2C', 'CXXC4', 'GPR3', 'SKIDA1', 'CCDC153', 'HOXA11', 'SLC30A2', 'ATP13A5', 'SLC35F1', 'NIPAL1', 'PYDC1', 'CXCR5', 'OBP2B', 'STRC', 'TNFRSF9', 'PCSK9', 'SRL', 'RPGRIP1', 'FOXJ1', 'PCAT18', 'WT1', 'LRP1B', 'PPP4R4', 'NOXO1', 'INSM1', 'CNNM1', 'GPR174', 'SLC18A2', 'MARCO', 'GPX2', 'DMRT3', 'C17ORF104', 'PCK1', 'SLC25A53', 'FOXD4', 'INHA', 'NOS2', 'KLHL14', 'FOXD1', 'AVPR2', 'ADH1C', 'COL23A1', 'CRISP3', 'IL20', 'LBP', 'TNFRSF17', 'BTLA', 'PKNOX2', 'GPLD1', 'CXCL2', 'MYBPC1', 'PARP15', 'GLOD5', 'C2ORF40', 'CST9', 'PFN1P2', 'SLCO4C1', 'BCL2L14', 'SLC23A1', 'STEAP1B', 'GPR55', 'AMH', 'VAT1L', 'VSIG2', 'ZNF98', 'SCN3A', 'ULBP2', 'CXCR2P1', 'DHRS4L1', 'HAP1', 'VGLL1', 'TPSG1', 'RNF212', 'CYSLTR2', 'ZNF454', 'ZNF488', 'FAM218A', 'FAM178B', 'SYN2', 'EMILIN3', 'TMEM105', 'DKK1', 'P2RX1', 'DBIL5P', 'ORM1', 'DPY19L2P2', 'IL23A', 'CRYM', 'SIGLEC17P', 'CXCL1', 'AMBP', 'PRKG2', 'LRRC2', 'FABP7', 'GPBAR1', 'SPDYE1', 'SUCNR1', 'DEPDC4', 'BRINP1', 'CTCFL', 'BDKRB1', 'VWDE', 'LRGUK', 'XIRP1', 'TENM1', 'FUT6', 'RERGL', 'BMPER', 'ADAMTS18', 'LINC00930', 'RDM1', 'CECR2', 'HCG27', 'KIAA0319', 'CYP4F8', 'CDR1', 'NUGGC', 'CLEC12A', 'ECEL1', 'PKD1L1', 'CBLN2', 'ABHD11.AS1', 'SEC14L5', 'WSCD2', 'SORCS1', 'FAM184B', 'PCDHGA3', 'SPESP1', 'SSUH2', 'FSCN2', 'FAM162B', 'DMRT2', 'ZNF732', 'CCL17', 'CTSG', 'RSPO1', 'TMEM217', 'GRIA3', 'GNB3', 'PIANP', 'HOXD4', 'RGS6', 'FLJ12825', 'COL2A1', 'CHRNB2', 'ADAM32', 'IL1R2', 'RNF175', 'SERPINA6', 'MT1A', 'ADAMTS19', 'PFKFB1', 'DIRC3', 'RASL10A', 'HECTD2.AS1', 'POM121L9P', 'SMIM5', 'CYP46A1', 'LRRC16B', 'PRSS21', 'ZNF804A', 'IGF2BP3', 'CAPN11', 'VIPR2', 'TBX21', 'CYSRT1', 'HIST1H2BE', 'GPR87', 'TRAT1', 'LOC100126784', 'PART1', 'FOXC2', 'HOGA1', 'WIPF3', 'SLC13A2', 'ZSCAN1', 'CA9', 'EMX1', 'HTR7', 'XKR9', 'SLC26A10', 'CEP83.AS1', 'ULBP1', 'HS3ST3B1', 'ZBTB16', 'CYP26A1', 'OTUD7A', 'TMSB15A', 'CITED1', 'TMEM40', 'MAPT.IT1', 'GZMM', 'ANKK1', 'WFDC3', 'ROPN1L', 'FIRRE', 'M1AP', 'CDHR1', 'MYO3B', 'PVALB', 'MRAP2', 'CRTAC1', 'INE2', 'SPAG17', 'TTC23L', 'RBM12B.AS1', 'IGSF22', 'RFX8', 'MROH7', 'KCNT2', 'HEATR4', 'PCDHA12', 'BTC', 'CFAP61', 'PYGM', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'ADGRF1', 'LRRC4B', 'CLEC4E', 'HPDL', 'OPCML', 'TMEM59L', 'CIDEC', 'MIA', 'CCBE1', 'SRSF12', 'B3GAT1', 'LINC00173', 'NWD1', 'IL11', 'TSPAN8', 'RNF182', 'NLRP7', 'FRMPD1', 'KCNA6', 'KLK6', 'GALNT13', 'ABCC6P2', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10085609607150081
		RMSE:  1.0785113826338413
		NRMSE:  0.1837421644434709
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05671362529003088
		RMSE:  0.8919867459254164
		NRMSE:  0.19736403273048267
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959455
		RMSE:  0.875951357919715
		NRMSE:  0.1938159880340115
		MAPE:  565.705361200264

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  5.979831148629139e-15
		NRMSE:  1.018762653735138e-15
		MAPE:  4.615887840297256e-12
		Pearson Correlation:  0.17864560646050062
		Spearman Correlation:  0.1359742640182546
		Coefficient of Determination:  -2.9463610270731846
		RMSE:  1.7237653809358962
		NRMSE:  0.38140621328374735
		MAPE:  1248.8687027977983

	Predictor:  ElasticNet
		Pearson Correlation:  0.9116592051301405
		Spearman Correlation:  0.8103161714378107
		Coefficient of Determination:  0.8040339657822819
		RMSE:  0.45504029796567963
		NRMSE:  0.07752360392621081
		MAPE:  803.2166026470924
		Pearson Correlation:  0.4868917784123089
		Spearman Correlation:  0.36825147445728756
		Coefficient of Determination:  0.18565240480528367
		RMSE:  0.7830412783921302
		NRMSE:  0.1732583866339485
		MAPE:  588.5064938987255

	Predictor:  RandomForests
		Pearson Correlation:  0.6307742694154364
		Spearman Correlation:  0.5445033226490511
		Coefficient of Determination:  0.29848530460230416
		RMSE:  0.8609498282241023
		NRMSE:  0.1466769729669493
		MAPE:  513.0101351248974
		Pearson Correlation:  0.4714934248274261
		Spearman Correlation:  0.4410204616017656
		Coefficient of Determination:  0.18327630812854034
		RMSE:  0.7841828219843178
		NRMSE:  0.17351096846649358
		MAPE:  815.6863277205272

Protein:  ERBB3
x_train_column_count:  247
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'MUC6', 'CATSPER3', 'TUBA3E', 'GLDC', 'FIBCD1', 'GRIK4', 'C10ORF55', 'CYP4F35P', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'MAST1', 'XKRX', 'FBLL1', 'LINC00922', 'CACNA1F', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ASB14', 'ALG1L', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'HMGCLL1', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'TEKT2', 'CD300LG', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'NBPF6', 'GPR27', 'MGAM', 'PLA2G10', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'PTCHD4', 'FCRL3', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'TPSD1', 'PCDHGB3', 'DNASE1L3', 'GFRA2', 'FLG', 'C1GALT1C1L', 'SFTPD', 'IGFL2', 'GPR158', 'GJB3', 'ITPKA', 'FAM186B', 'PROC', 'GDF10', 'ZBED2', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'LRRC31', 'ATP1A4', 'HCN2', 'EGOT', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'ADRA1B', 'SYT8', 'SCGB3A1', 'CNGA1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.24617901957450639
		RMSE:  0.5234556686317032
		NRMSE:  0.14126566093685908
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10551624527684367
		RMSE:  0.43841640970600765
		NRMSE:  0.21211918179733683
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  LinearRegression
		Pearson Correlation:  0.7622112110771894
		Spearman Correlation:  0.7525562129500548
		Coefficient of Determination:  0.5809659302917556
		RMSE:  0.3035389007627274
		NRMSE:  0.08191643725700852
		MAPE:  184.67583319976535
		Pearson Correlation:  0.24577084657945716
		Spearman Correlation:  0.27782141921969106
		Coefficient of Determination:  -0.5527650634152341
		RMSE:  0.5195856071328258
		NRMSE:  0.2513913061160156
		MAPE:  349.0637642406273

	Predictor:  ElasticNet
		Pearson Correlation:  0.6308100718621289
		Spearman Correlation:  0.6190842130468407
		Coefficient of Determination:  0.36359983189179723
		RMSE:  0.3740716820026206
		NRMSE:  0.1009512105084161
		MAPE:  198.64214064220647
		Pearson Correlation:  0.4138184955360135
		Spearman Correlation:  0.4268507088617065
		Coefficient of Determination:  0.11773651727852641
		RMSE:  0.3916547416429271
		NRMSE:  0.18949446577525453
		MAPE:  249.60818968480035

	Predictor:  RandomForests
		Pearson Correlation:  0.493641873259135
		Spearman Correlation:  0.5034521606787914
		Coefficient of Determination:  0.1843458749584045
		RMSE:  0.42348955963618334
		NRMSE:  0.1142876773084611
		MAPE:  222.0896541662142
		Pearson Correlation:  0.4562205180780658
		Spearman Correlation:  0.4573897430142521
		Coefficient of Determination:  0.11990478752060951
		RMSE:  0.39117317590796924
		NRMSE:  0.18926146963866058
		MAPE:  233.66592497599362

Unnormalized

In [151]:
scenario = Scenario.NMostVariableGenes_Mutations 
normalizeTechnique = NormalizeTechnique.UN
X, Y, Z = get_data(normalizeTechnique)
In [152]:
X.head()
Out[152]:
UBE2Q2P2 HMGB1P1 LOC155060 RNU12-2P SSX9 CXORF67 EFCAB8 SRP14P1 LOC391343 TRIM75P ... ZXDA ZXDB ZXDC ZYG11A ZYG11B ZYX ZZEF1 ZZZ3 TPTEP1 AKR1C6P
TCGA-A1-A0SF-01 10.7401 141.1933 314.4482 0.0000 0.0 0.000 2.9988 9.4249 0.0 0.0000 ... 74.1138 533.3625 1053.4444 94.6772 881.2262 5343.4779 934.3482 508.0867 52.2652 0.8568
TCGA-A1-A0SH-01 3.0048 79.8003 95.7054 0.0000 0.0 0.000 0.3612 3.9727 0.0 0.0000 ... 87.7601 581.0946 801.3977 19.8634 1353.2389 5464.9614 1312.7898 1001.1151 455.7746 0.0000
TCGA-A1-A0SJ-01 4.9419 134.8733 63.6488 0.3658 0.0 0.000 0.3658 4.7554 0.0 0.7316 ... 83.7677 2731.4129 834.3850 51.2117 1092.6383 3032.0988 958.3905 718.7929 43.5299 0.0000
TCGA-A1-A0SK-01 28.8560 1119.1932 166.7192 0.3152 0.0 1.891 0.0000 3.4668 0.0 0.0000 ... 69.0199 610.1481 1775.6067 158.5251 1380.7123 591.2386 1798.9285 1335.6445 49.4800 0.0000
TCGA-A1-A0SQ-01 1.0368 41.5532 75.8447 0.0000 0.0 0.000 0.4034 5.6480 0.0 0.0000 ... 106.1019 617.2466 875.0378 25.4160 969.4402 2903.0761 715.6833 691.4776 17.7509 0.0000

5 rows × 20440 columns

In [153]:
Y.head()
Out[153]:
RB1 CDH1 PTEN BRCA2 CDKN2A TP53 CTNNB1 CCNE1 CCND1 CDH2 CDH3 ERBB2 ERBB3
TCGA-A1-A0SF-01 0.017184 0.705680 0.197730 0.108550 0.17550 -0.472550 0.06978 -0.75401 -0.202360 -0.222000 -0.114060 0.25604 0.461410
TCGA-A1-A0SH-01 -0.081896 0.018364 0.699160 -0.282430 0.68156 -0.035545 -0.11192 -0.77956 -0.014111 0.072251 -0.031553 0.68354 0.033670
TCGA-A1-A0SJ-01 -0.106090 0.114310 -0.110550 0.108220 -0.00989 -0.431850 -0.85672 -0.29589 0.290760 -0.225320 0.128230 0.36458 0.430620
TCGA-A1-A0SK-01 -0.060244 -0.963820 -0.081596 0.309150 1.23630 0.898470 -0.85965 0.92670 0.045974 0.389790 -0.224090 -1.04130 -0.056604
TCGA-A1-A0SQ-01 0.376500 0.425490 0.657440 0.003187 -0.34580 -0.020122 0.39368 -1.02750 0.362490 0.292880 -0.144850 0.31196 0.649260
In [154]:
perform_kFoldCV(num_folds, scenario, normalizeTechnique, X, Y, Z)

Fold:  1

Protein:  RB1
x_train_column_count:  371
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017832262764705176
		RMSE:  0.22609122586734381
		NRMSE:  0.08562439911658541
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0064622508272080825
		RMSE:  0.2813710133086082
		NRMSE:  0.13900150344012696
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  LinearRegression
		Pearson Correlation:  0.8438309468618949
		Spearman Correlation:  0.7613187153472735
		Coefficient of Determination:  0.712050666881842
		RMSE:  0.1202551379138592
		NRMSE:  0.045542563118295465
		MAPE:  252.72170238946578
		Pearson Correlation:  0.2012212368415188
		Spearman Correlation:  0.049346405228758175
		Coefficient of Determination:  -39.50626265134494
		RMSE:  1.7850142873153105
		NRMSE:  0.8818238477422577
		MAPE:  724.4365657065164

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3.9545212166987835, tolerance: 0.0026969040165678213
  positive)
		Pearson Correlation:  0.8408961587837653
		Spearman Correlation:  0.7620813969239181
		Coefficient of Determination:  0.7070986512587767
		RMSE:  0.1212847753028672
		NRMSE:  0.045932503428467025
		MAPE:  255.2699011290592
		Pearson Correlation:  0.19684452406501043
		Spearman Correlation:  0.048985464832699256
		Coefficient of Determination:  -38.710500991260254
		RMSE:  1.7673936587395893
		NRMSE:  0.8731189927723575
		MAPE:  660.2064731683638

	Predictor:  RandomForests
		Pearson Correlation:  0.577559772956092
		Spearman Correlation:  0.43276361054314455
		Coefficient of Determination:  0.18808029390619674
		RMSE:  0.20193060354936967
		NRMSE:  0.07647438119650432
		MAPE:  206.6330367833719
		Pearson Correlation:  0.027188237205427474
		Spearman Correlation:  0.28332357818749393
		Coefficient of Determination:  -0.057810554944102366
		RMSE:  0.28845930806150966
		NRMSE:  0.1425032274304351
		MAPE:  144.32961962756823

Protein:  CDH1
x_train_column_count:  835
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12177449909053428
		RMSE:  1.1951653206606205
		NRMSE:  0.20089175544360185
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11829904064371455
		RMSE:  1.227018913081223
		NRMSE:  0.19873326310796913
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  1.2866099827678258e-14
		NRMSE:  2.1626241453075584e-15
		MAPE:  1.395281571156612e-11
		Pearson Correlation:  0.25280304701881057
		Spearman Correlation:  0.32694859038142626
		Coefficient of Determination:  -6.54479220766013
		RMSE:  3.187101703213233
		NRMSE:  0.5161967061665047
		MAPE:  1619.7531671482834

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.09857598901057654, tolerance: 0.06837930598298066
  positive)
		Pearson Correlation:  0.999999961199618
		Spearman Correlation:  0.9999990700895225
		Coefficient of Determination:  0.9999999149156091
		RMSE:  0.0003291547664638528
		NRMSE:  5.5326637833669974e-05
		MAPE:  0.1381456233231019
		Pearson Correlation:  0.06917167277563468
		Spearman Correlation:  0.3722222222222223
		Coefficient of Determination:  -59.562634002357775
		RMSE:  9.029727793067835
		NRMSE:  1.462493568894405
		MAPE:  1790.2115782728813

	Predictor:  RandomForests
		Pearson Correlation:  0.7593882774131262
		Spearman Correlation:  0.7023766577683125
		Coefficient of Determination:  0.5701342862065168
		RMSE:  0.7398464682326789
		NRMSE:  0.12435857466133475
		MAPE:  244.28734120831314
		Pearson Correlation:  0.7792919388828009
		Spearman Correlation:  0.7149530715948536
		Coefficient of Determination:  0.6004457710203155
		RMSE:  0.7334324932864278
		NRMSE:  0.11878988262227136
		MAPE:  161.23167163665545

Protein:  CDH2
x_train_column_count:  474
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004084060130477685
		RMSE:  0.37195168053170635
		NRMSE:  0.13741024893390016
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006474841096328898
		RMSE:  0.3763274359057868
		NRMSE:  0.1942134674644098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  LinearRegression
		Pearson Correlation:  0.9287480304854615
		Spearman Correlation:  0.9140457896100245
		Coefficient of Determination:  0.8625729041306235
		RMSE:  0.13760609590075834
		NRMSE:  0.05083587165277917
		MAPE:  278.6584146724888
		Pearson Correlation:  0.04749076705467398
		Spearman Correlation:  -0.024324456150619456
		Coefficient of Determination:  -220.83292827973708
		RMSE:  5.586983976951756
		NRMSE:  2.8833070015749374
		MAPE:  1114.6465780452838

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.515174384566014, tolerance: 0.007399072171665535
  positive)
		Pearson Correlation:  0.9227012397482321
		Spearman Correlation:  0.9032809511481794
		Coefficient of Determination:  0.8513737098114819
		RMSE:  0.14310318760865182
		NRMSE:  0.05286666430550851
		MAPE:  815.8810750286447
		Pearson Correlation:  0.040492535343937826
		Spearman Correlation:  0.027231489610769682
		Coefficient of Determination:  -85.61784649483988
		RMSE:  3.491146798925326
		NRMSE:  1.801696237253097
		MAPE:  813.2643884816954

	Predictor:  RandomForests
		Pearson Correlation:  0.5460672511423272
		Spearman Correlation:  0.45927566127442093
		Coefficient of Determination:  0.1744161212092905
		RMSE:  0.33727340011241586
		NRMSE:  0.1245990387836933
		MAPE:  654.2974133124524
		Pearson Correlation:  0.08505653152442219
		Spearman Correlation:  0.16887132962637794
		Coefficient of Determination:  0.0057782262840763154
		RMSE:  0.3740296706339855
		NRMSE:  0.19302764650564355
		MAPE:  111.26536856061935

Protein:  CDH3
x_train_column_count:  75
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003025178489952651
		RMSE:  0.20883135309817671
		NRMSE:  0.14651130458142275
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.766266116724594e-05
		RMSE:  0.2045852237570374
		NRMSE:  0.1565890990172577
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  LinearRegression
		Pearson Correlation:  0.5494493958437898
		Spearman Correlation:  0.5458068195024937
		Coefficient of Determination:  0.3018946385931055
		RMSE:  0.17445784685913326
		NRMSE:  0.12239563819605803
		MAPE:  400.9980986377613
		Pearson Correlation:  0.3732125281840606
		Spearman Correlation:  0.4761389132767536
		Coefficient of Determination:  -0.10112540419212057
		RMSE:  0.21467433868612334
		NRMSE:  0.16431128631707628
		MAPE:  360.33119195272053

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.930612692297163, tolerance: 0.002341177429816801
  positive)
		Pearson Correlation:  0.5490107678012566
		Spearman Correlation:  0.5457348676779017
		Coefficient of Determination:  0.30141282265783775
		RMSE:  0.17451803983058864
		NRMSE:  0.1224378682091462
		MAPE:  400.74916140106626
		Pearson Correlation:  0.37443372093593696
		Spearman Correlation:  0.4787289044971223
		Coefficient of Determination:  -0.09947253547034896
		RMSE:  0.21451315733735946
		NRMSE:  0.1641879184524875
		MAPE:  359.92373007446304

	Predictor:  RandomForests
		Pearson Correlation:  0.5657934990786441
		Spearman Correlation:  0.5571021323215752
		Coefficient of Determination:  0.25409865282941424
		RMSE:  0.18033113545539403
		NRMSE:  0.12651620324366758
		MAPE:  343.38623203302916
		Pearson Correlation:  0.43797716757098015
		Spearman Correlation:  0.48281143303092394
		Coefficient of Determination:  0.17428124611482132
		RMSE:  0.18589932666740486
		NRMSE:  0.14228695277296374
		MAPE:  306.6549196515722

Protein:  PTEN
x_train_column_count:  886
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.042477457330321045
		RMSE:  0.639641264822803
		NRMSE:  0.10001427016227082
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.028094267476815427
		RMSE:  0.5035947533045023
		NRMSE:  0.16597282753427667
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.458230587102
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389449
		RMSE:  0.49877990548911916
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809618

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  7.043366290575643e-15
		NRMSE:  1.1013003347002803e-15
		MAPE:  1.0024006233905596e-11
		Pearson Correlation:  0.02337878331510212
		Spearman Correlation:  0.005955516534972199
		Coefficient of Determination:  -13.921385220882211
		RMSE:  1.9185331127133785
		NRMSE:  0.6323027858128595
		MAPE:  909.9251309162277

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05164735646812941, tolerance: 0.021075629727119613
  positive)
		Pearson Correlation:  0.9999998456082421
		Spearman Correlation:  0.9999975977312664
		Coefficient of Determination:  0.9999996620447237
		RMSE:  0.00036419397158627954
		NRMSE:  5.694534775799852e-05
		MAPE:  0.5341598089446079
		Pearson Correlation:  -0.00023558938712480283
		Spearman Correlation:  0.0019022534386889086
		Coefficient of Determination:  -65.87746872061574
		RMSE:  4.061670058091542
		NRMSE:  1.3386296414513024
		MAPE:  1491.415970513106

	Predictor:  RandomForests
		Pearson Correlation:  0.6109223910560806
		Spearman Correlation:  0.5572613036504848
		Coefficient of Determination:  0.30657927509830507
		RMSE:  0.521676827320073
		NRMSE:  0.08156935772341069
		MAPE:  296.11836539421944
		Pearson Correlation:  0.30206440179406935
		Spearman Correlation:  0.3323383084577115
		Coefficient of Determination:  0.07860989007275843
		RMSE:  0.47674538878222045
		NRMSE:  0.15712391694094668
		MAPE:  183.90578322526792

Protein:  BRCA2
x_train_column_count:  363
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026562361008646285
		RMSE:  0.19787350383771835
		NRMSE:  0.12800221484333532
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00017758204834872338
		RMSE:  0.18475106890837595
		NRMSE:  0.18489898809885505
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  LinearRegression
		Pearson Correlation:  0.8540514570557396
		Spearman Correlation:  0.8249825588492489
		Coefficient of Determination:  0.7294038912990317
		RMSE:  0.10279509397956896
		NRMSE:  0.06649702688443258
		MAPE:  196.3475131829148
		Pearson Correlation:  0.07433580626100594
		Spearman Correlation:  0.04093020306583262
		Coefficient of Determination:  -10.602306453536798
		RMSE:  0.6292461512866703
		NRMSE:  0.6297499512476685
		MAPE:  958.1851982979853

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.8597036441851222, tolerance: 0.002096995577721637
  positive)
		Pearson Correlation:  0.8524741826892555
		Spearman Correlation:  0.8224611450914894
		Coefficient of Determination:  0.7267115243438742
		RMSE:  0.10330522158247626
		NRMSE:  0.06682702287560081
		MAPE:  209.39826715751983
		Pearson Correlation:  0.060861804289468885
		Spearman Correlation:  0.0462979786094123
		Coefficient of Determination:  -10.390601337832221
		RMSE:  0.6234788530509635
		NRMSE:  0.623978035479347
		MAPE:  951.1665631175908

	Predictor:  RandomForests
		Pearson Correlation:  0.5555466573700903
		Spearman Correlation:  0.4563197080576792
		Coefficient of Determination:  0.17958233452907224
		RMSE:  0.1789901434183375
		NRMSE:  0.11578677462275852
		MAPE:  167.35609018237992
		Pearson Correlation:  0.22566002475071836
		Spearman Correlation:  0.25322926205908747
		Coefficient of Determination:  0.04244053133126968
		RMSE:  0.1807720484235457
		NRMSE:  0.18091678184902493
		MAPE:  114.56859313707044

Protein:  CDKN2A
x_train_column_count:  614
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.062199248812668806
		RMSE:  0.6624014175436462
		NRMSE:  0.14974599695798488
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10057809021042674
		RMSE:  0.783524323220729
		NRMSE:  0.21159176970584093
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6427147371513342
		NRMSE:  0.145295521001771
		MAPE:  207.86247046219444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010510594090658465
		RMSE:  0.7507796405829533
		NRMSE:  0.20274902527219912
		MAPE:  439.74244050751946

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.2715407185725292e-14
		NRMSE:  2.874512758161024e-15
		MAPE:  9.909377696636298e-12
		Pearson Correlation:  0.16019646627196843
		Spearman Correlation:  0.2053653302116867
		Coefficient of Determination:  -33.65505625944023
		RMSE:  4.396685039587802
		NRMSE:  1.1873305534938705
		MAPE:  1419.0384644985297

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.2013140735165605, tolerance: 0.02218251593097602
  positive)
		Pearson Correlation:  0.9994184800098268
		Spearman Correlation:  0.9992734493059585
		Coefficient of Determination:  0.9988320198227081
		RMSE:  0.02196524209167848
		NRMSE:  0.004965579765271499
		MAPE:  14.851609610104882
		Pearson Correlation:  0.11425177535753332
		Spearman Correlation:  0.1846697883133353
		Coefficient of Determination:  -100.91432563610154
		RMSE:  7.539797276742914
		NRMSE:  2.0361321298252535
		MAPE:  2045.381002965112

	Predictor:  RandomForests
		Pearson Correlation:  0.6515079912322985
		Spearman Correlation:  0.5911619132136582
		Coefficient of Determination:  0.4138667117288445
		RMSE:  0.49205817517922873
		NRMSE:  0.11123729516880947
		MAPE:  174.7850480807136
		Pearson Correlation:  0.6912638159353723
		Spearman Correlation:  0.5679212267276245
		Coefficient of Determination:  0.436474169977181
		RMSE:  0.5606592157960325
		NRMSE:  0.15140675554848299
		MAPE:  337.74724839935055

Protein:  TP53
x_train_column_count:  1002
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05546789854165435
		RMSE:  0.4652085657713222
		NRMSE:  0.11180210665016156
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04275496084346875
		RMSE:  0.4295356456720749
		NRMSE:  0.1544592202783541
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  3.121939820580451e-15
		NRMSE:  7.502859458256311e-16
		MAPE:  5.069538609027722e-12
		Pearson Correlation:  0.1695594457481716
		Spearman Correlation:  0.2937762169544435
		Coefficient of Determination:  -5.665639050816655
		RMSE:  1.0859978719234722
		NRMSE:  0.3905202890875156
		MAPE:  1553.3994405395258

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.03313582504544052, tolerance: 0.011010946742365387
  positive)
		Pearson Correlation:  0.9999997956273604
		Spearman Correlation:  0.9999972683879195
		Coefficient of Determination:  0.9999995519691515
		RMSE:  0.00030309526169466406
		NRMSE:  7.284192782856623e-05
		MAPE:  1.614992087094604
		Pearson Correlation:  0.12021124626566213
		Spearman Correlation:  0.22175397522192958
		Coefficient of Determination:  -20.325760555680315
		RMSE:  1.9424969352078683
		NRMSE:  0.6985137672004992
		MAPE:  1468.3150807883444

	Predictor:  RandomForests
		Pearson Correlation:  0.6587497905889853
		Spearman Correlation:  0.569611688258932
		Coefficient of Determination:  0.38305446569890156
		RMSE:  0.3556711184894722
		NRMSE:  0.08547731758939492
		MAPE:  599.2266866471739
		Pearson Correlation:  0.5311455536845011
		Spearman Correlation:  0.5154570285825774
		Coefficient of Determination:  0.280552395622339
		RMSE:  0.35678588389047716
		NRMSE:  0.12829871045002594
		MAPE:  474.75252734092

Protein:  CTNNB1
x_train_column_count:  993
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.41897644861846284
		RMSE:  0.8782004120680554
		NRMSE:  0.17699587078381512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5843844136424388
		RMSE:  0.9452480588674593
		NRMSE:  0.23451795238114906
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  6.09703401845532e-15
		NRMSE:  1.2288195615324023e-15
		MAPE:  5.716524829632564e-12
		Pearson Correlation:  0.19014822634940975
		Spearman Correlation:  0.2503658179689787
		Coefficient of Determination:  -4.164523025555744
		RMSE:  1.7065956035964103
		NRMSE:  0.4234098158081701
		MAPE:  694.4821081010074

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05770476158414565, tolerance: 0.02918679256026189
  positive)
		Pearson Correlation:  0.9999999168331893
		Spearman Correlation:  0.9999988957312866
		Coefficient of Determination:  0.9999998161219364
		RMSE:  0.00031613385241462317
		NRMSE:  6.371482605047125e-05
		MAPE:  0.14857076189226698
		Pearson Correlation:  0.03491519783513444
		Spearman Correlation:  0.20867232465125357
		Coefficient of Determination:  -33.303704497463876
		RMSE:  4.398311912888712
		NRMSE:  1.0912300682004445
		MAPE:  1135.9898823580684

	Predictor:  RandomForests
		Pearson Correlation:  0.6847938221942541
		Spearman Correlation:  0.674270028466305
		Coefficient of Determination:  0.45478147688268555
		RMSE:  0.5443664407975737
		NRMSE:  0.10971369506370271
		MAPE:  356.94316861810137
		Pearson Correlation:  0.5561474601653553
		Spearman Correlation:  0.495771144278607
		Coefficient of Determination:  0.3004470954537345
		RMSE:  0.6280956643559193
		NRMSE:  0.15583180279757838
		MAPE:  227.99689495389867

Protein:  CCNE1
x_train_column_count:  352
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.7135069779129597
		RMSE:  0.7967382438332794
		NRMSE:  0.19227700939577658
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.179220592822603
		RMSE:  0.7927883268238614
		NRMSE:  0.2823823069719898
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.48367116033059243
		NRMSE:  0.11672446372338549
		MAPE:  119.9663870203584
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008650225247206267
		RMSE:  0.5393577763958428
		NRMSE:  0.19211318838676503
		MAPE:  85.21064296831354

	Predictor:  LinearRegression
		Pearson Correlation:  0.9504346529840199
		Spearman Correlation:  0.8554776088203567
		Coefficient of Determination:  0.903326029592854
		RMSE:  0.15038515590537935
		NRMSE:  0.0362924815757365
		MAPE:  38.019547122936345
		Pearson Correlation:  0.3855921233611785
		Spearman Correlation:  0.5096039410789192
		Coefficient of Determination:  -4.467299692855187
		RMSE:  1.2557208059531113
		NRMSE:  0.4472736619601465
		MAPE:  98.89735776873655

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.103633396134064, tolerance: 0.012562459394718587
  positive)
		Pearson Correlation:  0.9501181107724782
		Spearman Correlation:  0.8538887017228728
		Coefficient of Determination:  0.9027244155402034
		RMSE:  0.1508523628565318
		NRMSE:  0.03640523272836639
		MAPE:  38.22173123800788
		Pearson Correlation:  0.39687575613682985
		Spearman Correlation:  0.4909813676714468
		Coefficient of Determination:  -4.276010424683178
		RMSE:  1.2335577106354871
		NRMSE:  0.43937941607675407
		MAPE:  96.56371969276877

	Predictor:  RandomForests
		Pearson Correlation:  0.8613811896815188
		Spearman Correlation:  0.7210897461488589
		Coefficient of Determination:  0.7345647448360589
		RMSE:  0.2491893603981484
		NRMSE:  0.06013692120523889
		MAPE:  54.35854172690294
		Pearson Correlation:  0.8432726617633344
		Spearman Correlation:  0.7061761327639762
		Coefficient of Determination:  0.7047662045574807
		RMSE:  0.2918029544050486
		NRMSE:  0.10393693834552042
		MAPE:  44.17084508270032

Protein:  CCND1
x_train_column_count:  858
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.46307157054532877
		RMSE:  0.2889602070536637
		NRMSE:  0.17371452011738692
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5143850316766378
		RMSE:  0.2891269997261264
		NRMSE:  0.20591917819933792
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  3.757293149691726e-15
		NRMSE:  2.2587759854346623e-15
		MAPE:  7.78847906943982e-12
		Pearson Correlation:  0.1568062188211506
		Spearman Correlation:  0.14917569017656815
		Coefficient of Determination:  -4.6441881036033985
		RMSE:  0.5581760973929839
		NRMSE:  0.3975386711533416
		MAPE:  2721.162989371334

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.01857819494846012, tolerance: 0.0030646775987981157
  positive)
		Pearson Correlation:  0.9999991252902889
		Spearman Correlation:  0.9999935487459373
		Coefficient of Determination:  0.9999980650924117
		RMSE:  0.0003323038462207132
		NRMSE:  0.00019977146254145868
		MAPE:  0.5076850154427982
		Pearson Correlation:  0.030328654648254797
		Spearman Correlation:  0.07126134035703834
		Coefficient of Determination:  -23.191806676759327
		RMSE:  1.1555923203209226
		NRMSE:  0.8230245572338631
		MAPE:  8413.514220679026

	Predictor:  RandomForests
		Pearson Correlation:  0.5737828741003477
		Spearman Correlation:  0.5573325176468438
		Coefficient of Determination:  0.26460537977253884
		RMSE:  0.20486391990199665
		NRMSE:  0.12315826423993739
		MAPE:  331.72164890333937
		Pearson Correlation:  0.4793269993591618
		Spearman Correlation:  0.48389425421910065
		Coefficient of Determination:  0.21089893176033792
		RMSE:  0.2087069017460154
		NRMSE:  0.1486431697239583
		MAPE:  1004.0050349507981

Protein:  ERBB2
x_train_column_count:  664
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10512598969709641
		RMSE:  1.0713675802437574
		NRMSE:  0.18252510013182233
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.044647408489899565
		RMSE:  0.9270678870989714
		NRMSE:  0.17190207437399804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  5.836772108823219e-15
		NRMSE:  9.943901918025146e-16
		MAPE:  5.4373044174417365e-12
		Pearson Correlation:  0.16987137447976905
		Spearman Correlation:  0.16675934055214128
		Coefficient of Determination:  -6.600028534327266
		RMSE:  2.500542748597966
		NRMSE:  0.4636645185607206
		MAPE:  1944.511352108662

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06987898986422028, tolerance: 0.05577498909165362
  positive)
		Pearson Correlation:  0.9999886499848761
		Spearman Correlation:  0.9999449415483442
		Coefficient of Determination:  0.9999771934946858
		RMSE:  0.00486700705127916
		NRMSE:  0.0008291747536124777
		MAPE:  11.167669291989844
		Pearson Correlation:  0.12936201359343819
		Spearman Correlation:  0.17157838259681985
		Coefficient of Determination:  -61.982078484458654
		RMSE:  7.198386585476831
		NRMSE:  1.3347648035373318
		MAPE:  2873.8586457292104

	Predictor:  RandomForests
		Pearson Correlation:  0.8587373140196296
		Spearman Correlation:  0.7172177649664015
		Coefficient of Determination:  0.7316057354962123
		RMSE:  0.5279821249824207
		NRMSE:  0.08995044465346111
		MAPE:  414.371657800436
		Pearson Correlation:  0.8035139665143372
		Spearman Correlation:  0.6791760763717333
		Coefficient of Determination:  0.6374390547873258
		RMSE:  0.5461565950715112
		NRMSE:  0.10127138792351403
		MAPE:  261.02744303369167

Protein:  ERBB3
x_train_column_count:  247
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20107865915633893
		RMSE:  0.5031866190144979
		NRMSE:  0.13579562619977975
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27170508071542576
		RMSE:  0.5249654097328843
		NRMSE:  0.21064675210776365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  LinearRegression
		Pearson Correlation:  0.752779779589801
		Spearman Correlation:  0.7411973798996361
		Coefficient of Determination:  0.5666773965592695
		RMSE:  0.30223797462442636
		NRMSE:  0.0815653546309716
		MAPE:  186.4778733879655
		Pearson Correlation:  0.13389978684980372
		Spearman Correlation:  0.2624503249079174
		Coefficient of Determination:  -10.887579013863956
		RMSE:  1.6050338407124582
		NRMSE:  0.644033224476943
		MAPE:  1113.5287562265692

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24.529790335591297, tolerance: 0.011320379923715432
  positive)
		Pearson Correlation:  0.7520388216521953
		Spearman Correlation:  0.7403587556015006
		Coefficient of Determination:  0.5655623784580839
		RMSE:  0.3026265815159556
		NRMSE:  0.08167022847734717
		MAPE:  187.92915013982972
		Pearson Correlation:  0.13337449057516887
		Spearman Correlation:  0.2554266113388536
		Coefficient of Determination:  -10.991164538245755
		RMSE:  1.6120116137972045
		NRMSE:  0.6468331141649029
		MAPE:  1113.5126558530403

	Predictor:  RandomForests
		Pearson Correlation:  0.5600591396801902
		Spearman Correlation:  0.5559594921431007
		Coefficient of Determination:  0.29193386267494714
		RMSE:  0.38634942563656927
		NRMSE:  0.10426462112405964
		MAPE:  241.8881149414949
		Pearson Correlation:  0.3640872903143947
		Spearman Correlation:  0.42677839574023985
		Coefficient of Determination:  0.12286800510860119
		RMSE:  0.43598340785581574
		NRMSE:  0.17494198119535492
		MAPE:  316.35763402453387


Fold:  2

Protein:  RB1
x_train_column_count:  371
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.012372001566697044
		RMSE:  0.23649063304821735
		NRMSE:  0.08648721220312221
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0009378943328373079
		RMSE:  0.2450188572791325
		NRMSE:  0.14037816530069125
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  LinearRegression
		Pearson Correlation:  0.8398543791832742
		Spearman Correlation:  0.769150731359092
		Coefficient of Determination:  0.7053553782333231
		RMSE:  0.12758309697339412
		NRMSE:  0.04665853458652506
		MAPE:  657.127257209541
		Pearson Correlation:  -0.07634865039460959
		Spearman Correlation:  -0.01981270119988294
		Coefficient of Determination:  -65039.86009402333
		RMSE:  62.4581450870699
		NRMSE:  35.784020514873156
		MAPE:  5634.512632035622

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.381499809563006, tolerance: 0.0029666208701464043
  positive)
		Pearson Correlation:  0.8395396245881134
		Spearman Correlation:  0.7692395378096949
		Coefficient of Determination:  0.7048230173411201
		RMSE:  0.12769830287670914
		NRMSE:  0.04670066664595858
		MAPE:  667.4090200729155
		Pearson Correlation:  -0.07631743538950923
		Spearman Correlation:  -0.015525314603453324
		Coefficient of Determination:  -66937.6967819903
		RMSE:  63.362830687166934
		NRMSE:  36.30234023167314
		MAPE:  5584.614835741999

	Predictor:  RandomForests
		Pearson Correlation:  0.5919941697037949
		Spearman Correlation:  0.4659424433038884
		Coefficient of Determination:  0.20517512574166707
		RMSE:  0.20954611142544363
		NRMSE:  0.07663330581679477
		MAPE:  158.9565762710633
		Pearson Correlation:  0.12670002504176972
		Spearman Correlation:  0.18037774409552004
		Coefficient of Determination:  -0.00720703905609299
		RMSE:  0.24578496924271334
		NRMSE:  0.1408170923002563
		MAPE:  228.54515441351117

Protein:  CDH1
x_train_column_count:  835
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0848918633043636
		RMSE:  1.167193365558287
		NRMSE:  0.18724526599154356
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3357437347566168
		RMSE:  1.329821844339591
		NRMSE:  0.2361608674018098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  1.7243601275553468e-14
		NRMSE:  2.7662791811267294e-15
		MAPE:  1.2709536248108706e-11
		Pearson Correlation:  0.22658405485807556
		Spearman Correlation:  0.3010535557506585
		Coefficient of Determination:  -4.33136782192574
		RMSE:  2.656753203480039
		NRMSE:  0.4718084183058141
		MAPE:  1431.7254086467613

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1039751357770025, tolerance: 0.0674331510902594
  positive)
		Pearson Correlation:  0.9999999365905401
		Spearman Correlation:  0.9999981401790449
		Coefficient of Determination:  0.9999998620425437
		RMSE:  0.00041621926064064113
		NRMSE:  6.677135808785451e-05
		MAPE:  0.426580734609705
		Pearson Correlation:  0.11619197098208411
		Spearman Correlation:  0.26684713686469613
		Coefficient of Determination:  -85.70517878466357
		RMSE:  10.714068254713945
		NRMSE:  1.902693705330127
		MAPE:  1468.3538273367612

	Predictor:  RandomForests
		Pearson Correlation:  0.7837942603044153
		Spearman Correlation:  0.6811820052744563
		Coefficient of Determination:  0.6103616281891473
		RMSE:  0.6994882832578185
		NRMSE:  0.11221437126138101
		MAPE:  235.80472256955684
		Pearson Correlation:  0.6776015948174685
		Spearman Correlation:  0.6639489105768327
		Coefficient of Determination:  0.419294694070961
		RMSE:  0.8768186663575858
		NRMSE:  0.15571278038671385
		MAPE:  200.5190230885543

Protein:  CDH2
x_train_column_count:  474
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0042702958885580955
		RMSE:  0.36888339320753855
		NRMSE:  0.13366308906715652
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005559500410650786
		RMSE:  0.3881548727768219
		NRMSE:  0.20448899349205915
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  LinearRegression
		Pearson Correlation:  0.9630637141565092
		Spearman Correlation:  0.9436427733263698
		Coefficient of Determination:  0.9274917175249301
		RMSE:  0.09911915806649951
		NRMSE:  0.035915340990832496
		MAPE:  382.34929050932345
		Pearson Correlation:  -0.0030727593058683766
		Spearman Correlation:  -0.0283630865281436
		Coefficient of Determination:  -110156.24850375518
		RMSE:  128.47176644798006
		NRMSE:  67.68190754673189
		MAPE:  62432.95461439466

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.8110554324359414, tolerance: 0.007276153902921154
  positive)
		Pearson Correlation:  0.9610467134128176
		Spearman Correlation:  0.9394654603144227
		Coefficient of Determination:  0.9235931276444804
		RMSE:  0.1017489665209171
		NRMSE:  0.03686823919157805
		MAPE:  354.8365555985971
		Pearson Correlation:  -0.0028668210392234993
		Spearman Correlation:  -0.019759047897766075
		Coefficient of Determination:  -98853.4351004674
		RMSE:  121.7024258966367
		NRMSE:  64.11566187255973
		MAPE:  59206.28311287275

	Predictor:  RandomForests
		Pearson Correlation:  0.5422449069528146
		Spearman Correlation:  0.5297606429711265
		Coefficient of Determination:  0.15869453589163784
		RMSE:  0.33762970571198425
		NRMSE:  0.122338468625257
		MAPE:  420.6099173240049
		Pearson Correlation:  0.13627086446070433
		Spearman Correlation:  0.2893083601599844
		Coefficient of Determination:  0.017416001328948605
		RMSE:  0.3836948759603035
		NRMSE:  0.2021393636820219
		MAPE:  117.76280249858235

Protein:  CDH3
x_train_column_count:  75
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032535082492379797
		RMSE:  0.20804431995898212
		NRMSE:  0.15657381105189322
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10171995354262497
		RMSE:  0.2077503373255318
		NRMSE:  0.17094572313464315
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  LinearRegression
		Pearson Correlation:  0.574552531910747
		Spearman Correlation:  0.5773864361315183
		Coefficient of Determination:  0.33011061192505
		RMSE:  0.17000123196587455
		NRMSE:  0.12794264595958135
		MAPE:  264.0142582193623
		Pearson Correlation:  0.0007753015766821367
		Spearman Correlation:  0.3547702663154815
		Coefficient of Determination:  -2278.493711007902
		RMSE:  9.449859015708547
		NRMSE:  7.775741805075741
		MAPE:  2650.859635950661

	Predictor:  ElasticNet
		Pearson Correlation:  0.5745426888510519
		Spearman Correlation:  0.5775625766812931
		Coefficient of Determination:  0.3300992990113333
		RMSE:  0.17000266742759676
		NRMSE:  0.12794372628569892
		MAPE:  263.95053276993565
		Pearson Correlation:  0.0008959886522141604
		Spearman Correlation:  0.3550434103989855
		Coefficient of Determination:  -2125.0272408347555
		RMSE:  9.126211776418986
		NRMSE:  7.509431232139379
		MAPE:  2609.6090938745015

	Predictor:  RandomForests
		Pearson Correlation:  0.5724261663841643
		Spearman Correlation:  0.574509680465312
		Coefficient of Determination:  0.2907985319378138
		RMSE:  0.17491833411952845
		NRMSE:  0.131643248906496
		MAPE:  256.0238755360594
		Pearson Correlation:  0.23351341378213553
		Spearman Correlation:  0.32698761096478396
		Coefficient of Determination:  -0.10647889227884555
		RMSE:  0.20819854822055792
		NRMSE:  0.17131452992722615
		MAPE:  1171.915795100246

Protein:  PTEN
x_train_column_count:  886
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.03862384422015608
		RMSE:  0.6356813050691055
		NRMSE:  0.09939509109047072
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04557869434051831
		RMSE:  0.5231599683741948
		NRMSE:  0.17546282813730707
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  4.421706997077756e-15
		NRMSE:  6.913778433394974e-16
		MAPE:  3.4132745642405882e-12
		Pearson Correlation:  0.07212908989421532
		Spearman Correlation:  0.06337430494585895
		Coefficient of Determination:  -8.086037652518183
		RMSE:  1.5422096220130461
		NRMSE:  0.5172422934038926
		MAPE:  4085.106661385548

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05467900724895689, tolerance: 0.020892714789331884
  positive)
		Pearson Correlation:  0.999999842136245
		Spearman Correlation:  0.9999981401790449
		Coefficient of Determination:  0.9999996511233141
		RMSE:  0.00036842260503562694
		NRMSE:  5.7606536632886704e-05
		MAPE:  0.5118328261756883
		Pearson Correlation:  0.1252215294016436
		Spearman Correlation:  -0.0050726758365037565
		Coefficient of Determination:  -7587.570593036203
		RMSE:  44.56933267664794
		NRMSE:  14.948126065417206
		MAPE:  4980.213804464324

	Predictor:  RandomForests
		Pearson Correlation:  0.5988459316803008
		Spearman Correlation:  0.5367131270411893
		Coefficient of Determination:  0.30540844429731273
		RMSE:  0.5198464045535693
		NRMSE:  0.08128315292839798
		MAPE:  229.08984107108168
		Pearson Correlation:  0.31277528435883606
		Spearman Correlation:  0.34763670603509206
		Coefficient of Determination:  0.08734647326220768
		RMSE:  0.4887751419253951
		NRMSE:  0.16393048763261173
		MAPE:  534.0083990484341

Protein:  BRCA2
x_train_column_count:  363
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004232193403179485
		RMSE:  0.1957372843548259
		NRMSE:  0.12609907189874434
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0041831029428383015
		RMSE:  0.19359139518213575
		NRMSE:  0.1310414025181481
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  LinearRegression
		Pearson Correlation:  0.8420670919857615
		Spearman Correlation:  0.8168885626969351
		Coefficient of Determination:  0.7090769874053571
		RMSE:  0.10535266521092905
		NRMSE:  0.06787093909546082
		MAPE:  293.76772518983626
		Pearson Correlation:  -0.08405658283408048
		Spearman Correlation:  0.03594771241830066
		Coefficient of Determination:  -5022.808390577072
		RMSE:  13.692921818741084
		NRMSE:  9.268695429417317
		MAPE:  1357.0560462145409

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.963631321772869, tolerance: 0.0020487419647026942
  positive)
		Pearson Correlation:  0.8416947001096619
		Spearman Correlation:  0.8163462698614388
		Coefficient of Determination:  0.708449842674217
		RMSE:  0.10546615881016716
		NRMSE:  0.06794405463692521
		MAPE:  283.68950431741894
		Pearson Correlation:  -0.08366751586349627
		Spearman Correlation:  0.035108769876109655
		Coefficient of Determination:  -5137.424506443348
		RMSE:  13.848240115098767
		NRMSE:  9.373829892507947
		MAPE:  1353.4230456511798

	Predictor:  RandomForests
		Pearson Correlation:  0.528142720415565
		Spearman Correlation:  0.46647966940440216
		Coefficient of Determination:  0.1822001667948686
		RMSE:  0.17663631570641272
		NRMSE:  0.11379372891377854
		MAPE:  167.7987156201221
		Pearson Correlation:  0.23751949277788936
		Spearman Correlation:  0.2441566676421813
		Coefficient of Determination:  0.04032199470411235
		RMSE:  0.18925282271355992
		NRMSE:  0.12810463654942356
		MAPE:  169.63370569086388

Protein:  CDKN2A
x_train_column_count:  614
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07796029040511754
		RMSE:  0.688717064305458
		NRMSE:  0.155695052403178
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04182297654643197
		RMSE:  0.6873705418142212
		NRMSE:  0.18569552134596423
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6633450034781481
		NRMSE:  0.14995930902637006
		MAPE:  291.0442764508337
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00497373418246827
		RMSE:  0.6751049711753466
		NRMSE:  0.1823819351565125
		MAPE:  246.23249271843073

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  9.495928721101258e-15
		NRMSE:  2.1467002873519287e-15
		MAPE:  7.19882467923556e-12
		Pearson Correlation:  0.08869987446362307
		Spearman Correlation:  0.09497122231977369
		Coefficient of Determination:  -91.98583061722597
		RMSE:  6.493851271263072
		NRMSE:  1.7543363062629869
		MAPE:  3070.977672226107

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.18066769651596012, tolerance: 0.023629428078437084
  positive)
		Pearson Correlation:  0.9995900826831629
		Spearman Correlation:  0.9992946629028022
		Coefficient of Determination:  0.9991780061754961
		RMSE:  0.019018389589791598
		NRMSE:  0.0042993985734806365
		MAPE:  17.779755167869297
		Pearson Correlation:  0.13438011753499915
		Spearman Correlation:  0.05737976782752904
		Coefficient of Determination:  -92731.1264349512
		RMSE:  205.07327148106938
		NRMSE:  55.40125121057634
		MAPE:  4016.6494501258085

	Predictor:  RandomForests
		Pearson Correlation:  0.6588164693828077
		Spearman Correlation:  0.6042075504391192
		Coefficient of Determination:  0.41835904172624727
		RMSE:  0.5059026483330265
		NRMSE:  0.11436705060088762
		MAPE:  176.00097453025793
		Pearson Correlation:  0.6910390941113381
		Spearman Correlation:  0.547844112769486
		Coefficient of Determination:  0.43744825453987046
		RMSE:  0.5050974646788615
		NRMSE:  0.13645382123375338
		MAPE:  127.04011635235368

Protein:  TP53
x_train_column_count:  1002
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056514421630322165
		RMSE:  0.4680116353271619
		NRMSE:  0.125354663272308
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.038787823290495904
		RMSE:  0.4172475009588805
		NRMSE:  0.13741067049526773
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941389
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  2.7724541643423523e-15
		NRMSE:  7.425884998908135e-16
		MAPE:  3.3072936302344763e-12
		Pearson Correlation:  0.20754787323470436
		Spearman Correlation:  0.20132182226124282
		Coefficient of Determination:  -2.4820547753990514
		RMSE:  0.7639204188335845
		NRMSE:  0.25157925863118213
		MAPE:  2965.2535092109565

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.03638971928312777, tolerance: 0.011132998655991638
  positive)
		Pearson Correlation:  0.9999998201839372
		Spearman Correlation:  0.9999964934625065
		Coefficient of Determination:  0.9999996016233614
		RMSE:  0.00028738617149873924
		NRMSE:  7.697500241026898e-05
		MAPE:  0.48790250450704137
		Pearson Correlation:  0.1816262418416041
		Spearman Correlation:  0.2764315676519364
		Coefficient of Determination:  -78.98608848106274
		RMSE:  3.661318826407402
		NRMSE:  1.2057694142622764
		MAPE:  3563.799578866972

	Predictor:  RandomForests
		Pearson Correlation:  0.6817242960852894
		Spearman Correlation:  0.5995204023693445
		Coefficient of Determination:  0.3943448703845094
		RMSE:  0.3543493458721129
		NRMSE:  0.09491076627082173
		MAPE:  300.43384517655204
		Pearson Correlation:  0.5868677106276413
		Spearman Correlation:  0.4781246684774168
		Coefficient of Determination:  0.30902329369383663
		RMSE:  0.3403000576238626
		NRMSE:  0.11206983620084393
		MAPE:  1902.4641587392275

Protein:  CTNNB1
x_train_column_count:  993
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3748966387166963
		RMSE:  0.8500866572002603
		NRMSE:  0.167208233123576
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8495839638322671
		RMSE:  1.0424819908687044
		NRMSE:  0.25944650229429445
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999418805934
		Coefficient of Determination:  1.0
		RMSE:  5.068579139604901e-15
		NRMSE:  9.96966785917565e-16
		MAPE:  5.7093483310052924e-12
		Pearson Correlation:  0.27956251353641537
		Spearman Correlation:  0.3520827236367184
		Coefficient of Determination:  -2.350672078128874
		RMSE:  1.4031286705527954
		NRMSE:  0.34920202845942
		MAPE:  601.8537465683693

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06147083946609214, tolerance: 0.028224784501103505
  positive)
		Pearson Correlation:  0.9999998898011065
		Spearman Correlation:  0.9999988569849734
		Coefficient of Determination:  0.9999997546797122
		RMSE:  0.000359083051538842
		NRMSE:  7.063002587310031e-05
		MAPE:  0.25255732268105097
		Pearson Correlation:  0.07086572047337063
		Spearman Correlation:  0.37746561311091603
		Coefficient of Determination:  -9979.852020971579
		RMSE:  76.57999679176098
		NRMSE:  19.05875831655782
		MAPE:  1380.7720781657624

	Predictor:  RandomForests
		Pearson Correlation:  0.6720707414567955
		Spearman Correlation:  0.656945446546816
		Coefficient of Determination:  0.4404609223310487
		RMSE:  0.5423047218182556
		NRMSE:  0.10666890673057743
		MAPE:  401.5772421542724
		Pearson Correlation:  0.5684810833697357
		Spearman Correlation:  0.5563359672227101
		Coefficient of Determination:  0.2805136576753322
		RMSE:  0.6501937831490174
		NRMSE:  0.16181622735845735
		MAPE:  207.1491275269099

Protein:  CCNE1
x_train_column_count:  352
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4791855590206433
		RMSE:  0.8074207285197392
		NRMSE:  0.19485501569122746
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.202859557398884
		RMSE:  0.7485643095226329
		NRMSE:  0.4068306401244751
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5127968844139411
		NRMSE:  0.12375338089483821
		MAPE:  119.54577818111471
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.708057571667368e-05
		RMSE:  0.41828317133084
		NRMSE:  0.22732904598983691
		MAPE:  82.35330275987332

	Predictor:  LinearRegression
		Pearson Correlation:  0.9580496656029474
		Spearman Correlation:  0.8747058165184691
		Coefficient of Determination:  0.9178591617619193
		RMSE:  0.1469687306075004
		NRMSE:  0.03546799493387562
		MAPE:  35.016069227604795
		Pearson Correlation:  -0.048646920556689045
		Spearman Correlation:  0.32684616135011224
		Coefficient of Determination:  -161.69499272776983
		RMSE:  5.335157715028012
		NRMSE:  2.899557994895631
		MAPE:  136.28656914444935

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.808045007246208, tolerance: 0.014120986618491432
  positive)
		Pearson Correlation:  0.9580058374235852
		Spearman Correlation:  0.8750272168334879
		Coefficient of Determination:  0.9177751839946242
		RMSE:  0.14704383912359412
		NRMSE:  0.03548612088799723
		MAPE:  34.97137641575608
		Pearson Correlation:  -0.0460738343426772
		Spearman Correlation:  0.33302604623939136
		Coefficient of Determination:  -146.16049956343855
		RMSE:  5.074062304582361
		NRMSE:  2.7576575441075013
		MAPE:  133.0657069848839

	Predictor:  RandomForests
		Pearson Correlation:  0.8632117970033647
		Spearman Correlation:  0.7117208799642074
		Coefficient of Determination:  0.7398394408831499
		RMSE:  0.2615568548933126
		NRMSE:  0.06312157127526428
		MAPE:  68.00755178580101
		Pearson Correlation:  0.8413337406783356
		Spearman Correlation:  0.7374689829172879
		Coefficient of Determination:  0.7046858123674995
		RMSE:  0.22730151215431948
		NRMSE:  0.1235341018996405
		MAPE:  40.080365157348105

Protein:  CCND1
x_train_column_count:  858
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.45856423758787734
		RMSE:  0.28833360256132
		NRMSE:  0.17333782361719832
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5341468996847767
		RMSE:  0.29160473760802996
		NRMSE:  0.22560247695118987
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.6090690422131454e-15
		NRMSE:  9.673257759394172e-16
		MAPE:  4.849426001135574e-12
		Pearson Correlation:  0.17934777543130886
		Spearman Correlation:  0.19544922446590576
		Coefficient of Determination:  -3.056613816169704
		RMSE:  0.4741796752620412
		NRMSE:  0.3668531250093158
		MAPE:  1156.9326955540566

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.01840893619176583, tolerance: 0.003060830225233494
  positive)
		Pearson Correlation:  0.9999989238199593
		Spearman Correlation:  0.9999926963279832
		Coefficient of Determination:  0.9999976667793261
		RMSE:  0.0003646786897507814
		NRMSE:  0.0002192342822322573
		MAPE:  1.9208743741899583
		Pearson Correlation:  -0.04354648315924904
		Spearman Correlation:  0.13825968198224567
		Coefficient of Determination:  -30192.463531635665
		RMSE:  40.908878094648074
		NRMSE:  31.64950028984966
		MAPE:  8777.424765315714

	Predictor:  RandomForests
		Pearson Correlation:  0.5855948479517242
		Spearman Correlation:  0.5874827344196355
		Coefficient of Determination:  0.3062804552181345
		RMSE:  0.19884947239638187
		NRMSE:  0.11954255232976752
		MAPE:  487.48886852094284
		Pearson Correlation:  0.25070625911763195
		Spearman Correlation:  0.3758755243390889
		Coefficient of Determination:  0.04354463624943139
		RMSE:  0.23024672187680936
		NRMSE:  0.17813232799777912
		MAPE:  307.11356143767125

Protein:  ERBB2
x_train_column_count:  664
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10787728881134795
		RMSE:  1.034673205097243
		NRMSE:  0.18568153277771168
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04400358650048397
		RMSE:  1.0802115255265201
		NRMSE:  0.18403181176661842
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.9999999418805934
		Coefficient of Determination:  1.0
		RMSE:  8.133883409478007e-15
		NRMSE:  1.4596994794749037e-15
		MAPE:  8.568644253040425e-12
		Pearson Correlation:  0.36132526224337524
		Spearman Correlation:  0.24968295776021854
		Coefficient of Determination:  -3.6000993595962667
		RMSE:  2.267469309839146
		NRMSE:  0.38630071551172057
		MAPE:  4190.079525970558

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.07372581272136325, tolerance: 0.0518906404354321
  positive)
		Pearson Correlation:  0.9999929623473028
		Spearman Correlation:  0.9999576309514072
		Coefficient of Determination:  0.9999858497811239
		RMSE:  0.003697761967916094
		NRMSE:  0.000663597072647936
		MAPE:  2.6820234089374564
		Pearson Correlation:  -0.008722286516599655
		Spearman Correlation:  0.17514876597405135
		Coefficient of Determination:  -3901.6999750102777
		RMSE:  66.04506839545334
		NRMSE:  11.251864387524634
		MAPE:  43083.21449948333

	Predictor:  RandomForests
		Pearson Correlation:  0.8568503474696717
		Spearman Correlation:  0.713721500763862
		Coefficient of Determination:  0.7285098826917975
		RMSE:  0.5121938802166079
		NRMSE:  0.09191785801493242
		MAPE:  261.2963891209982
		Pearson Correlation:  0.7947976722587995
		Spearman Correlation:  0.5356024452900536
		Coefficient of Determination:  0.6110180150145317
		RMSE:  0.6593599368040762
		NRMSE:  0.11233281714637482
		MAPE:  1401.5275351861853

Protein:  ERBB3
x_train_column_count:  247
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.22544319167926496
		RMSE:  0.49276112816642853
		NRMSE:  0.13298208544838536
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.18202543932109472
		RMSE:  0.5629306521688778
		NRMSE:  0.2077549194412726
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  LinearRegression
		Pearson Correlation:  0.7481018227024001
		Spearman Correlation:  0.7329996490943484
		Coefficient of Determination:  0.5596563371306531
		RMSE:  0.2953831547499844
		NRMSE:  0.07971543549130998
		MAPE:  162.23652558313864
		Pearson Correlation:  -0.020251217626284027
		Spearman Correlation:  0.27692420251682764
		Coefficient of Determination:  -11150.004935259301
		RMSE:  54.67622089155489
		NRMSE:  20.17878014443325
		MAPE:  8608.097977805372

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22.183506343782973, tolerance: 0.01064030272396596
  positive)
		Pearson Correlation:  0.747932126609234
		Spearman Correlation:  0.7328264144847237
		Coefficient of Determination:  0.5594024596702905
		RMSE:  0.29546829316082107
		NRMSE:  0.0797384119047843
		MAPE:  161.9817778293281
		Pearson Correlation:  -0.020118832951243594
		Spearman Correlation:  0.2820797970929666
		Coefficient of Determination:  -11145.63815271128
		RMSE:  54.665514119029446
		NRMSE:  20.174828708044185
		MAPE:  8607.007559290925

	Predictor:  RandomForests
		Pearson Correlation:  0.5753934211321562
		Spearman Correlation:  0.5844911973328893
		Coefficient of Determination:  0.30267840944718905
		RMSE:  0.37171184899868526
		NRMSE:  0.10031435931168928
		MAPE:  211.10106471668487
		Pearson Correlation:  0.4181273446652575
		Spearman Correlation:  0.3811218187518914
		Coefficient of Determination:  0.16766145957464407
		RMSE:  0.4723799845948904
		NRMSE:  0.1743363330226678
		MAPE:  364.32876405743633


Fold:  3

Protein:  RB1
x_train_column_count:  371
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01272330861584492
		RMSE:  0.2421068018038906
		NRMSE:  0.08854110656959135
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028050639565306845
		RMSE:  0.22197574606877257
		NRMSE:  0.15575715092466183
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  LinearRegression
		Pearson Correlation:  0.804866861559758
		Spearman Correlation:  0.7423441693876665
		Coefficient of Determination:  0.647810664837055
		RMSE:  0.14277418451629123
		NRMSE:  0.05221408152292687
		MAPE:  688.1137867794212
		Pearson Correlation:  0.07332579499111153
		Spearman Correlation:  0.06647713811892916
		Coefficient of Determination:  -3.654639943959748
		RMSE:  0.4782338482582366
		NRMSE:  0.33556973227769665
		MAPE:  1619.799783958977

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.531781248034409, tolerance: 0.003113905664439024
  positive)
		Pearson Correlation:  0.8028974139065456
		Spearman Correlation:  0.7444052489638251
		Coefficient of Determination:  0.6446438726489263
		RMSE:  0.1434146416500814
		NRMSE:  0.052448303704681606
		MAPE:  705.9022261113861
		Pearson Correlation:  0.09472171790739568
		Spearman Correlation:  0.06768413571241537
		Coefficient of Determination:  -3.0617305641188075
		RMSE:  0.4467379229143643
		NRMSE:  0.313469499778523
		MAPE:  1604.566015130138

	Predictor:  RandomForests
		Pearson Correlation:  0.5879611829458442
		Spearman Correlation:  0.47134775759041164
		Coefficient of Determination:  0.18574695044660916
		RMSE:  0.21709073288955738
		NRMSE:  0.07939245644000782
		MAPE:  198.11714693116363
		Pearson Correlation:  0.04831332966047765
		Spearman Correlation:  0.0436140101497525
		Coefficient of Determination:  -0.0383183192042289
		RMSE:  0.2258720655214266
		NRMSE:  0.15849114158709082
		MAPE:  252.72555129961606

Protein:  CDH1
x_train_column_count:  835
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.13712289650471754
		RMSE:  1.2526616491661007
		NRMSE:  0.19946206317730336
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.061578293423971475
		RMSE:  0.970096042376724
		NRMSE:  0.19071600723011914
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1747084136438477
		NRMSE:  0.18704952288841878
		MAPE:  547.6986763085636
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.045733924340672916
		RMSE:  0.9628293412733254
		NRMSE:  0.18928741030812832
		MAPE:  293.35791980552335

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  8.74162293185732e-15
		NRMSE:  1.3919338447592941e-15
		MAPE:  8.888252349555997e-12
		Pearson Correlation:  0.2445520037517913
		Spearman Correlation:  0.25284853925859424
		Coefficient of Determination:  -4.260228608003736
		RMSE:  2.1594394317591785
		NRMSE:  0.4245349411707582
		MAPE:  1336.0218672418048

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.09270871012536445, tolerance: 0.07424076431120771
  positive)
		Pearson Correlation:  0.9999999672882833
		Spearman Correlation:  0.9999986899591415
		Coefficient of Determination:  0.9999999278861582
		RMSE:  0.00031545643831538825
		NRMSE:  5.0230317237570176e-05
		MAPE:  0.31116267654141044
		Pearson Correlation:  0.20241301068485884
		Spearman Correlation:  0.20867342485567153
		Coefficient of Determination:  -7.627919610101223
		RMSE:  2.7656152604350464
		NRMSE:  0.5437060630745579
		MAPE:  1230.5503653966748

	Predictor:  RandomForests
		Pearson Correlation:  0.7643260877257265
		Spearman Correlation:  0.7129625872898693
		Coefficient of Determination:  0.580356810568925
		RMSE:  0.7609746138015918
		NRMSE:  0.12117044262946908
		MAPE:  277.85307939593406
		Pearson Correlation:  0.7626579492998052
		Spearman Correlation:  0.5416752910966068
		Coefficient of Determination:  0.566316061785705
		RMSE:  0.620048108501882
		NRMSE:  0.121898342409838
		MAPE:  158.67672382108

Protein:  CDH2
x_train_column_count:  474
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032532184952558385
		RMSE:  0.38185758840977485
		NRMSE:  0.13836422509231644
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01322006783790175
		RMSE:  0.3341656221976159
		NRMSE:  0.1760731037776972
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  LinearRegression
		Pearson Correlation:  0.9282693858849654
		Spearman Correlation:  0.9024679937740698
		Coefficient of Determination:  0.8616840527712512
		RMSE:  0.14178564796772947
		NRMSE:  0.0513753344328319
		MAPE:  439.86312840184877
		Pearson Correlation:  0.036490618560688096
		Spearman Correlation:  0.060028179902492554
		Coefficient of Determination:  -14.557845813205077
		RMSE:  1.3094370026983182
		NRMSE:  0.6899472056707054
		MAPE:  56879.70204664299

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.684129985154452, tolerance: 0.007819420435861616
  positive)
		Pearson Correlation:  0.9246765226310353
		Spearman Correlation:  0.8951501052579346
		Coefficient of Determination:  0.8550101365211928
		RMSE:  0.14516601837187548
		NRMSE:  0.0526001950764097
		MAPE:  453.488096207604
		Pearson Correlation:  0.03443574236805108
		Spearman Correlation:  0.06007306824274617
		Coefficient of Determination:  -10.927355464103137
		RMSE:  1.1465208552281576
		NRMSE:  0.6041060842772766
		MAPE:  30180.92368229635

	Predictor:  RandomForests
		Pearson Correlation:  0.5594625049279448
		Spearman Correlation:  0.4946994203608411
		Coefficient of Determination:  0.18187002000370278
		RMSE:  0.34483179145926435
		NRMSE:  0.12494810908734849
		MAPE:  181.0708320357097
		Pearson Correlation:  -0.09874876959249552
		Spearman Correlation:  -0.0439182533448048
		Coefficient of Determination:  -0.05837903642723852
		RMSE:  0.3415312850927408
		NRMSE:  0.17995409883277172
		MAPE:  1788.9477835023015

Protein:  CDH3
x_train_column_count:  75
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.2263418226753373e-05
		RMSE:  0.21251306884336046
		NRMSE:  0.14909431220418734
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004123239054339534
		RMSE:  0.18871613277479948
		NRMSE:  0.16414808838605816
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  LinearRegression
		Pearson Correlation:  0.5856110152021285
		Spearman Correlation:  0.5949739743044733
		Coefficient of Determination:  0.3429402611260678
		RMSE:  0.17225952163900818
		NRMSE:  0.12085334346341148
		MAPE:  585.4674957402206
		Pearson Correlation:  0.10616887465530847
		Spearman Correlation:  0.19985535979251615
		Coefficient of Determination:  -0.48047171764362084
		RMSE:  0.22914773915605774
		NRMSE:  0.19931609866836375
		MAPE:  487.88709879007183

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.973137963627039, tolerance: 0.0024296509859561446
  positive)
		Pearson Correlation:  0.5824855701750795
		Spearman Correlation:  0.5919128711861097
		Coefficient of Determination:  0.33928943281501356
		RMSE:  0.17273742246202012
		NRMSE:  0.12118862775861546
		MAPE:  589.5166723683901
		Pearson Correlation:  0.13863534206748235
		Spearman Correlation:  0.20478310203369124
		Coefficient of Determination:  -0.22084234169586003
		RMSE:  0.20808717331502052
		NRMSE:  0.18099730645752304
		MAPE:  288.0876933460816

	Predictor:  RandomForests
		Pearson Correlation:  0.5836203688449265
		Spearman Correlation:  0.5841705297138651
		Coefficient of Determination:  0.27520118451391695
		RMSE:  0.1809212359517805
		NRMSE:  0.12693020426543505
		MAPE:  469.5270837729854
		Pearson Correlation:  0.3483283736258241
		Spearman Correlation:  0.3610892903901545
		Coefficient of Determination:  0.11775038658097825
		RMSE:  0.17689324850250002
		NRMSE:  0.1538643684731271
		MAPE:  177.090752788679

Protein:  PTEN
x_train_column_count:  886
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023393971457565055
		RMSE:  0.6366126117528933
		NRMSE:  0.09954071014821253
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20813248536085016
		RMSE:  0.517654316968625
		NRMSE:  0.12376376344107133
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6292943186382643
		NRMSE:  0.09839642227163854
		MAPE:  299.798968451812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06342466003107061
		RMSE:  0.4856640113421529
		NRMSE:  0.11611533767086332
		MAPE:  95.15154235140719

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  4.5394032000890945e-15
		NRMSE:  7.097808146492212e-16
		MAPE:  6.3763979248482356e-12
		Pearson Correlation:  0.10364084017162231
		Spearman Correlation:  0.180398758089253
		Coefficient of Determination:  -9.93296664261746
		RMSE:  1.557225728697576
		NRMSE:  0.37231045968956533
		MAPE:  684.6897411968645

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05131964743416992, tolerance: 0.02130541006350738
  positive)
		Pearson Correlation:  0.9999999122080941
		Spearman Correlation:  0.9999984587754607
		Coefficient of Determination:  0.9999997954628185
		RMSE:  0.0002846033085435861
		NRMSE:  4.450055641366368e-05
		MAPE:  0.2626050834973852
		Pearson Correlation:  0.13899348235423123
		Spearman Correlation:  0.20054863526976646
		Coefficient of Determination:  -9.952517483609778
		RMSE:  1.558617458634063
		NRMSE:  0.3726432024659454
		MAPE:  619.7098604657175

	Predictor:  RandomForests
		Pearson Correlation:  0.6158077209960537
		Spearman Correlation:  0.5301391776385271
		Coefficient of Determination:  0.2960362712395399
		RMSE:  0.5279939575080432
		NRMSE:  0.08255710382425818
		MAPE:  290.4490842110867
		Pearson Correlation:  0.40257742618260034
		Spearman Correlation:  0.41507001334181237
		Coefficient of Determination:  0.14828879015916907
		RMSE:  0.43463904791393354
		NRMSE:  0.10391599672785673
		MAPE:  105.98564152597636

Protein:  BRCA2
x_train_column_count:  363
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00289910117318648
		RMSE:  0.19032543678137456
		NRMSE:  0.12827584502559417
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001649424828515933
		RMSE:  0.21414907824527551
		NRMSE:  0.14729386559180924
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  LinearRegression
		Pearson Correlation:  0.8666037577995866
		Spearman Correlation:  0.8533588370042484
		Coefficient of Determination:  0.751002073032364
		RMSE:  0.09483443907573573
		NRMSE:  0.06391666829033492
		MAPE:  211.92944084913225
		Pearson Correlation:  0.09146193561568379
		Spearman Correlation:  0.060117956582999794
		Coefficient of Determination:  -4.940770292772315
		RMSE:  0.5219173997348382
		NRMSE:  0.3589799776701389
		MAPE:  994.1217516466759

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.478595430539699, tolerance: 0.0019432053784754488
  positive)
		Pearson Correlation:  0.862932701837153
		Spearman Correlation:  0.8475677626366166
		Coefficient of Determination:  0.7446511255988052
		RMSE:  0.09603624878332528
		NRMSE:  0.0647266659365145
		MAPE:  213.6736316128145
		Pearson Correlation:  0.09812567544460085
		Spearman Correlation:  0.08305091085923766
		Coefficient of Determination:  -4.100318847518048
		RMSE:  0.4835919457435782
		NRMSE:  0.3326193492929852
		MAPE:  976.1032118234606

	Predictor:  RandomForests
		Pearson Correlation:  0.5753954169497891
		Spearman Correlation:  0.509108752968977
		Coefficient of Determination:  0.2075190383281813
		RMSE:  0.16918530277178062
		NRMSE:  0.11402778339024926
		MAPE:  143.482131210702
		Pearson Correlation:  0.11790324392992879
		Spearman Correlation:  0.15196947592862758
		Coefficient of Determination:  0.011623346935991874
		RMSE:  0.2128833200281104
		NRMSE:  0.14642326450289253
		MAPE:  187.72936977635632

Protein:  CDKN2A
x_train_column_count:  614
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07669790023289091
		RMSE:  0.6927164423772558
		NRMSE:  0.16172871740223568
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04462654135164201
		RMSE:  0.6710309035955896
		NRMSE:  0.2071658496482324
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6675880639420501
		NRMSE:  0.15586198728568595
		MAPE:  307.97311558867955
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004949645588538276
		RMSE:  0.658164031136248
		NRMSE:  0.20319348928290204
		MAPE:  176.07940307985857

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  9.976646591510951e-15
		NRMSE:  2.329250698428967e-15
		MAPE:  1.2056513210335614e-11
		Pearson Correlation:  0.1139524970296359
		Spearman Correlation:  0.10993902667115552
		Coefficient of Determination:  -19.6431122876549
		RMSE:  2.98297477642846
		NRMSE:  0.9209270403595011
		MAPE:  1692.0328898156097

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.4524982219992237, tolerance: 0.02397725168374273
  positive)
		Pearson Correlation:  0.9984418217825495
		Spearman Correlation:  0.9976579358799335
		Coefficient of Determination:  0.9968612452665969
		RMSE:  0.03740134786160944
		NRMSE:  0.008732104002056743
		MAPE:  72.8660415578542
		Pearson Correlation:  0.22665842738614558
		Spearman Correlation:  0.1846930759735159
		Coefficient of Determination:  -15.288940467251958
		RMSE:  2.6497714204098286
		NRMSE:  0.8180579236237931
		MAPE:  1181.291097757725

	Predictor:  RandomForests
		Pearson Correlation:  0.6711858623791881
		Spearman Correlation:  0.600770509113065
		Coefficient of Determination:  0.440869251607526
		RMSE:  0.49918928099353604
		NRMSE:  0.11654587247701159
		MAPE:  185.34485015692627
		Pearson Correlation:  0.6107592091122445
		Spearman Correlation:  0.5965500730702801
		Coefficient of Determination:  0.3657442136872102
		RMSE:  0.5228705874882477
		NRMSE:  0.16142465113403343
		MAPE:  106.97931445417623

Protein:  TP53
x_train_column_count:  1002
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.043501333030021794
		RMSE:  0.4597988418920562
		NRMSE:  0.11050200478059512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10290984727382035
		RMSE:  0.4520547550562478
		NRMSE:  0.16857084713604026
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45011280589110314
		NRMSE:  0.10817419031269002
		MAPE:  382.8265287953516
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010546813555600831
		RMSE:  0.4327123127899972
		NRMSE:  0.16135806629028604
		MAPE:  261.16646791413905

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  3.193075148895659e-15
		NRMSE:  7.673816748127035e-16
		MAPE:  7.2699277955965556e-12
		Pearson Correlation:  0.1366241690513068
		Spearman Correlation:  0.12784947443234954
		Coefficient of Determination:  -2.228955741718939
		RMSE:  0.7734853292963992
		NRMSE:  0.2884320444556974
		MAPE:  1049.9027350764397

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.033051166514434634, tolerance: 0.010899962745861313
  positive)
		Pearson Correlation:  0.9999998478105327
		Spearman Correlation:  0.9999971487346024
		Coefficient of Determination:  0.9999996605510492
		RMSE:  0.0002622458379529172
		NRMSE:  6.302471472072032e-05
		MAPE:  0.5006877669609924
		Pearson Correlation:  0.15820207994059646
		Spearman Correlation:  0.19550119078791509
		Coefficient of Determination:  -3.481515368067301
		RMSE:  0.9112414778339766
		NRMSE:  0.3398011991818505
		MAPE:  967.1647059879809

	Predictor:  RandomForests
		Pearson Correlation:  0.6771238092658958
		Spearman Correlation:  0.5832017628210413
		Coefficient of Determination:  0.3957126358987394
		RMSE:  0.34989934177888216
		NRMSE:  0.08409020470533098
		MAPE:  505.2938142491085
		Pearson Correlation:  0.4980266397715637
		Spearman Correlation:  0.38444705188482126
		Coefficient of Determination:  0.23158902742845922
		RMSE:  0.3773269399586351
		NRMSE:  0.14070490621907644
		MAPE:  410.3498211979149

Protein:  CTNNB1
x_train_column_count:  993
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.43619721536848943
		RMSE:  0.9218173342266688
		NRMSE:  0.18131733560713392
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5414936126562622
		RMSE:  0.7610450185362576
		NRMSE:  0.2487969592128731
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999994
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  5.725617144140987e-15
		NRMSE:  1.1262032148192343e-15
		MAPE:  4.359965505072856e-12
		Pearson Correlation:  0.19962184091941826
		Spearman Correlation:  0.24082843925734737
		Coefficient of Determination:  -3.2538814438161507
		RMSE:  1.2642477046050329
		NRMSE:  0.41330141704698836
		MAPE:  6455.519185660185

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.059342198663786885, tolerance: 0.03183156097646061
  positive)
		Pearson Correlation:  0.9999999330222423
		Spearman Correlation:  0.9999989596733967
		Coefficient of Determination:  0.9999998522562981
		RMSE:  0.00029565982718738937
		NRMSE:  5.815496207462419e-05
		MAPE:  0.15556323104290057
		Pearson Correlation:  0.2032167850504172
		Spearman Correlation:  0.21967106821780824
		Coefficient of Determination:  -6.688516203484651
		RMSE:  1.6996548967941196
		NRMSE:  0.5556425175043707
		MAPE:  1884.713813591997

	Predictor:  RandomForests
		Pearson Correlation:  0.6782013241025107
		Spearman Correlation:  0.6977513301924209
		Coefficient of Determination:  0.45232460759519433
		RMSE:  0.569245288017496
		NRMSE:  0.11196799528274902
		MAPE:  242.34888899692731
		Pearson Correlation:  0.4951813640650429
		Spearman Correlation:  0.4453696430130052
		Coefficient of Determination:  0.23694941391714797
		RMSE:  0.535446578746181
		NRMSE:  0.17504546691496317
		MAPE:  846.9646780919732

Protein:  CCNE1
x_train_column_count:  352
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.3882525061775621
		RMSE:  0.8073510115699897
		NRMSE:  0.1948381908849554
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.2068608862157744
		RMSE:  0.7484097025916991
		NRMSE:  0.3260050104942715
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5224229806426052
		NRMSE:  0.12607644873967835
		MAPE:  105.82433067667067
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010783677474574871
		RMSE:  0.36685077747270034
		NRMSE:  0.1597990928573857
		MAPE:  133.3645349232411

	Predictor:  LinearRegression
		Pearson Correlation:  0.959014613773111
		Spearman Correlation:  0.8753961741835754
		Coefficient of Determination:  0.9197090294303895
		RMSE:  0.14803200675274011
		NRMSE:  0.0357245955915583
		MAPE:  29.86322047601101
		Pearson Correlation:  0.3070127132122012
		Spearman Correlation:  0.35626628760957124
		Coefficient of Determination:  -2.101147859479455
		RMSE:  0.6425716643821627
		NRMSE:  0.2799022800810919
		MAPE:  153.1708317721028

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.9856835477482715, tolerance: 0.014683406463848499
  positive)
		Pearson Correlation:  0.958362254911638
		Spearman Correlation:  0.872780099600482
		Coefficient of Determination:  0.9184582115889417
		RMSE:  0.14918061350802295
		NRMSE:  0.0360017891034638
		MAPE:  30.449262354825823
		Pearson Correlation:  0.29053836500619923
		Spearman Correlation:  0.33322859387274156
		Coefficient of Determination:  -2.0455821711338698
		RMSE:  0.636788914591102
		NRMSE:  0.27738333170322865
		MAPE:  157.10425436711668

	Predictor:  RandomForests
		Pearson Correlation:  0.8657059774197732
		Spearman Correlation:  0.7277104762182307
		Coefficient of Determination:  0.7454502600546815
		RMSE:  0.2635776620978198
		NRMSE:  0.06360925310660033
		MAPE:  55.22194693514736
		Pearson Correlation:  0.7854138098363409
		Spearman Correlation:  0.6684071147859494
		Coefficient of Determination:  0.564748026139885
		RMSE:  0.2407302730289669
		NRMSE:  0.10486138129065944
		MAPE:  80.58663691037302

Protein:  CCND1
x_train_column_count:  858
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.44064885869713843
		RMSE:  0.2936537728092399
		NRMSE:  0.17653615611766113
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6507167710215811
		RMSE:  0.2694738938084911
		NRMSE:  0.2553456206196082
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  1.7151610232800163e-15
		NRMSE:  1.0311052069110725e-15
		MAPE:  3.503455969188882e-12
		Pearson Correlation:  0.17090769466492614
		Spearman Correlation:  0.23301786805321764
		Coefficient of Determination:  -5.692455984338252
		RMSE:  0.5425917395627227
		NRMSE:  0.5141441440712599
		MAPE:  979.5123199653167

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.018607459190808796, tolerance: 0.0032202923923696524
  positive)
		Pearson Correlation:  0.9999993203096817
		Spearman Correlation:  0.9999933534690472
		Coefficient of Determination:  0.9999984542359042
		RMSE:  0.00030417822617441936
		NRMSE:  0.00018286315312694292
		MAPE:  1.3045801687280392
		Pearson Correlation:  0.17702776432547002
		Spearman Correlation:  0.26501327946732506
		Coefficient of Determination:  -7.241869186425745
		RMSE:  0.602134171754365
		NRMSE:  0.570564820249936
		MAPE:  662.8522855275827

	Predictor:  RandomForests
		Pearson Correlation:  0.5819476710866504
		Spearman Correlation:  0.5574850467020906
		Coefficient of Determination:  0.28632338998346474
		RMSE:  0.20668418511430553
		NRMSE:  0.12425255504581256
		MAPE:  478.9060831623546
		Pearson Correlation:  0.37818228037276846
		Spearman Correlation:  0.3745308544994327
		Coefficient of Determination:  0.13292613620409144
		RMSE:  0.19530279731877295
		NRMSE:  0.18506324781705527
		MAPE:  322.6152701021065

Protein:  ERBB2
x_train_column_count:  664
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08695701084953744
		RMSE:  1.023008454816054
		NRMSE:  0.1742863272085548
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1111491455026472
		RMSE:  1.1242523174677488
		NRMSE:  0.20280184671833265
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865388
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792788993

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  7.343736684552711e-15
		NRMSE:  1.251126409280323e-15
		MAPE:  6.634049973899533e-12
		Pearson Correlation:  0.47794608469807576
		Spearman Correlation:  0.29643798106979624
		Coefficient of Determination:  -2.535625383616274
		RMSE:  2.0054449028125467
		NRMSE:  0.3617585869854511
		MAPE:  707.7793896277677

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.07325515251757733, tolerance: 0.05179983228777935
  positive)
		Pearson Correlation:  0.9999797082403487
		Spearman Correlation:  0.9999106475039028
		Coefficient of Determination:  0.9999591878418164
		RMSE:  0.006268560469293242
		NRMSE:  0.0010679524454901004
		MAPE:  6.7887893139698505
		Pearson Correlation:  0.2729262374718609
		Spearman Correlation:  0.2702655522708771
		Coefficient of Determination:  -7.617926990219331
		RMSE:  3.130970807774419
		NRMSE:  0.5647901738535283
		MAPE:  803.1748287151876

	Predictor:  RandomForests
		Pearson Correlation:  0.8467736165306973
		Spearman Correlation:  0.6882019830791625
		Coefficient of Determination:  0.7095405763624913
		RMSE:  0.5288296229313746
		NRMSE:  0.09009482987739997
		MAPE:  480.3626820728608
		Pearson Correlation:  0.8455799891233879
		Spearman Correlation:  0.7131274501414934
		Coefficient of Determination:  0.7116131472060716
		RMSE:  0.5727503218799478
		NRMSE:  0.10331739697668443
		MAPE:  182.29027605188458

Protein:  ERBB3
x_train_column_count:  247
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19951943522205973
		RMSE:  0.4939516163098853
		NRMSE:  0.17910620018705933
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27774471248359456
		RMSE:  0.5592204608326292
		NRMSE:  0.15547938022732444
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  LinearRegression
		Pearson Correlation:  0.7716095797997321
		Spearman Correlation:  0.7444483351806245
		Coefficient of Determination:  0.595381343638719
		RMSE:  0.28688227626803386
		NRMSE:  0.10402313244207807
		MAPE:  201.45443073292282
		Pearson Correlation:  0.1487432297595444
		Spearman Correlation:  0.17037369543261138
		Coefficient of Determination:  -1.386852590166662
		RMSE:  0.7643175044333398
		NRMSE:  0.21250226021640084
		MAPE:  395.074559581594

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22.225566869881785, tolerance: 0.010943186691674512
  positive)
		Pearson Correlation:  0.7693338332432857
		Spearman Correlation:  0.7396454165942019
		Coefficient of Determination:  0.5918742122589519
		RMSE:  0.2881229049287026
		NRMSE:  0.10447298274708473
		MAPE:  201.2549253014849
		Pearson Correlation:  0.1801862670419489
		Spearman Correlation:  0.1815558797491241
		Coefficient of Determination:  -1.0718291648440053
		RMSE:  0.71209506821007
		NRMSE:  0.1979829201946396
		MAPE:  244.38745580331815

	Predictor:  RandomForests
		Pearson Correlation:  0.5656651272598293
		Spearman Correlation:  0.5988143318577327
		Coefficient of Determination:  0.3035627878554765
		RMSE:  0.37637585105203797
		NRMSE:  0.1364733838259374
		MAPE:  234.6617166512164
		Pearson Correlation:  0.36406567992073785
		Spearman Correlation:  0.3483410017581267
		Coefficient of Determination:  0.10633488350509712
		RMSE:  0.4676795819343259
		NRMSE:  0.13002838171525014
		MAPE:  158.6984783909037


Fold:  4

Protein:  RB1
x_train_column_count:  371
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0017653619110491459
		RMSE:  0.25173274438657
		NRMSE:  0.09206141909982812
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11040193949010524
		RMSE:  0.1737457828578019
		NRMSE:  0.1664678101960314
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  LinearRegression
		Pearson Correlation:  0.8514085783899157
		Spearman Correlation:  0.7987684768258972
		Coefficient of Determination:  0.7248965673559373
		RMSE:  0.13191819784462025
		NRMSE:  0.048243928410115655
		MAPE:  334.64664390275954
		Pearson Correlation:  -0.04237432850979901
		Spearman Correlation:  0.023937954338582777
		Coefficient of Determination:  -21.452010738618558
		RMSE:  0.7812711493096078
		NRMSE:  0.748544771882888
		MAPE:  791.7893473245575

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.742115510709101, tolerance: 0.0034032643600116126
  positive)
		Pearson Correlation:  0.8494708763098403
		Spearman Correlation:  0.7977287667518103
		Coefficient of Determination:  0.7216007288563131
		RMSE:  0.13270605898660714
		NRMSE:  0.04853205785057312
		MAPE:  339.5909411368504
		Pearson Correlation:  0.008323316914093427
		Spearman Correlation:  0.049928303345428256
		Coefficient of Determination:  -30.485946145706148
		RMSE:  0.9251934309575796
		NRMSE:  0.8864383464507527
		MAPE:  923.5231060471035

	Predictor:  RandomForests
		Pearson Correlation:  0.5943565970282852
		Spearman Correlation:  0.4306441443928575
		Coefficient of Determination:  0.1854250730926652
		RMSE:  0.22699810102307405
		NRMSE:  0.08301568937356424
		MAPE:  191.74597797116002
		Pearson Correlation:  0.09426634987547124
		Spearman Correlation:  0.11929575181735434
		Coefficient of Determination:  -0.08117729739402368
		RMSE:  0.17144413205356804
		NRMSE:  0.16426257238873265
		MAPE:  109.3944588436172

Protein:  CDH1
x_train_column_count:  835
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1648542010437435
		RMSE:  1.2077311247232185
		NRMSE:  0.19230774891296748
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01787767410405383
		RMSE:  1.1768276141426715
		NRMSE:  0.21349508619837296
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.119011303751291
		NRMSE:  0.17818083878718685
		MAPE:  552.7314487209006
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06543533401046742
		RMSE:  1.204005869039757
		NRMSE:  0.21842565020132743
		MAPE:  371.74257556440244

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  9.119641036671206e-15
		NRMSE:  1.4521258935497602e-15
		MAPE:  7.967849837783787e-12
		Pearson Correlation:  0.06339776809485285
		Spearman Correlation:  0.11476202945173881
		Coefficient of Determination:  -6.7131499685121065
		RMSE:  3.2395220765651658
		NRMSE:  0.5877003876066118
		MAPE:  1144.4411861277233

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.08865455477658321, tolerance: 0.06736762282826622
  positive)
		Pearson Correlation:  0.9999999642032867
		Spearman Correlation:  0.9999990752652764
		Coefficient of Determination:  0.9999999199274806
		RMSE:  0.00031664761433456296
		NRMSE:  5.041998890713081e-05
		MAPE:  0.2442672387579503
		Pearson Correlation:  0.07650859023621057
		Spearman Correlation:  0.13907155949575434
		Coefficient of Determination:  -8.447469633003793
		RMSE:  3.58527777093198
		NRMSE:  0.6504259226682595
		MAPE:  1291.457902073954

	Predictor:  RandomForests
		Pearson Correlation:  0.7565631209267103
		Spearman Correlation:  0.7201013155185761
		Coefficient of Determination:  0.5683364031153834
		RMSE:  0.7352028572653573
		NRMSE:  0.11706679043109411
		MAPE:  287.82632375135336
		Pearson Correlation:  0.7856144570338331
		Spearman Correlation:  0.563132412041002
		Coefficient of Determination:  0.5551106974267459
		RMSE:  0.7780204953572248
		NRMSE:  0.14114518619738486
		MAPE:  152.7248565808833

Protein:  CDH2
x_train_column_count:  474
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011628294333081435
		RMSE:  0.38156283556505555
		NRMSE:  0.1382574228440668
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.013534078125908788
		RMSE:  0.33551468363995024
		NRMSE:  0.17308132332546644
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  LinearRegression
		Pearson Correlation:  0.9524673240316106
		Spearman Correlation:  0.9338469182046863
		Coefficient of Determination:  0.9071940033479369
		RMSE:  0.11556959816652228
		NRMSE:  0.04187607731231331
		MAPE:  311.96068003507645
		Pearson Correlation:  0.02447094859146637
		Spearman Correlation:  -0.05276624396812928
		Coefficient of Determination:  -252.37514506590884
		RMSE:  5.304865277125477
		NRMSE:  2.7366107863508917
		MAPE:  3323.491992568749

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.082113930826392, tolerance: 0.007742718020581794
  positive)
		Pearson Correlation:  0.9461428529312469
		Spearman Correlation:  0.9246491589835535
		Coefficient of Determination:  0.8951787456809859
		RMSE:  0.12282315805788663
		NRMSE:  0.044504369178160245
		MAPE:  222.1506338343099
		Pearson Correlation:  0.04140968400538926
		Spearman Correlation:  0.020391775458546865
		Coefficient of Determination:  -98.72518019782461
		RMSE:  3.3280877506912208
		NRMSE:  1.7168543140456545
		MAPE:  2503.831729716033

	Predictor:  RandomForests
		Pearson Correlation:  0.5171089655618624
		Spearman Correlation:  0.47345875267568865
		Coefficient of Determination:  0.16066615908979343
		RMSE:  0.3475545277028601
		NRMSE:  0.12593467921692156
		MAPE:  583.121901244578
		Pearson Correlation:  0.16782423016535206
		Spearman Correlation:  0.1362336188730533
		Coefficient of Determination:  -0.013527616609906756
		RMSE:  0.3355136141460875
		NRMSE:  0.17308077160769647
		MAPE:  142.5104902655049

Protein:  CDH3
x_train_column_count:  75
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006306553616452382
		RMSE:  0.206558346691537
		NRMSE:  0.1472115018398285
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056823148221427866
		RMSE:  0.21361844422784051
		NRMSE:  0.19012980777528213
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  LinearRegression
		Pearson Correlation:  0.5277530454212466
		Spearman Correlation:  0.5367439503466758
		Coefficient of Determination:  0.2785232769514002
		RMSE:  0.1748995774738833
		NRMSE:  0.12464870039617093
		MAPE:  276.3655386762538
		Pearson Correlation:  0.19067041451051242
		Spearman Correlation:  0.39771817603710774
		Coefficient of Determination:  -1.82441098826475
		RMSE:  0.3492219518596935
		NRMSE:  0.3108228918059824
		MAPE:  298.955048445114

	Predictor:  ElasticNet
		Pearson Correlation:  0.52769570059206
		Spearman Correlation:  0.5365888260908368
		Coefficient of Determination:  0.27846275077840377
		RMSE:  0.1749069136634885
		NRMSE:  0.12465392880502908
		MAPE:  274.45184111448197
		Pearson Correlation:  0.1907816504903303
		Spearman Correlation:  0.39916956570530804
		Coefficient of Determination:  -1.8207299568968343
		RMSE:  0.3489943086303548
		NRMSE:  0.3106202793228143
		MAPE:  296.08163843624936

	Predictor:  RandomForests
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.12279743291394, tolerance: 0.002281064009154941
  positive)
		Pearson Correlation:  0.5677910860558321
		Spearman Correlation:  0.5464475004188282
		Coefficient of Determination:  0.2435480286302767
		RMSE:  0.17908873870192735
		NRMSE:  0.1276342622275235
		MAPE:  328.12477936459476
		Pearson Correlation:  0.48447826592796944
		Spearman Correlation:  0.42002768114315636
		Coefficient of Determination:  0.11752083723694207
		RMSE:  0.19520449720713362
		NRMSE:  0.17374058529926267
		MAPE:  315.515961098473

Protein:  PTEN
x_train_column_count:  886
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04663541191913323
		RMSE:  0.5747314783713694
		NRMSE:  0.11117523181123673
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02346833201832421
		RMSE:  0.7542692946958974
		NRMSE:  0.11793750210239971
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  4.8116502789349715e-15
		NRMSE:  9.307587200044436e-16
		MAPE:  5.638706721262167e-12
		Pearson Correlation:  0.16684158865394025
		Spearman Correlation:  0.10255240090275441
		Coefficient of Determination:  -8.484171462564753
		RMSE:  2.2960900802259387
		NRMSE:  0.35901650851785455
		MAPE:  3805.996233980143

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05344703721706815, tolerance: 0.016979184196949017
  positive)
		Pearson Correlation:  0.9999998626696567
		Spearman Correlation:  0.9999983046530069
		Coefficient of Determination:  0.9999996827446545
		RMSE:  0.00031642569764193305
		NRMSE:  6.120893253674037e-05
		MAPE:  0.3967113843895781
		Pearson Correlation:  0.08716698477993394
		Spearman Correlation:  0.10091647028017807
		Coefficient of Determination:  -5.301446649657367
		RMSE:  1.8715841375445972
		NRMSE:  0.2926407845429751
		MAPE:  5938.70508762632

	Predictor:  RandomForests
		Pearson Correlation:  0.618910899657293
		Spearman Correlation:  0.5593086343871564
		Coefficient of Determination:  0.2916843734189397
		RMSE:  0.47280350086799594
		NRMSE:  0.09145843022051918
		MAPE:  166.61284952118285
		Pearson Correlation:  0.4111941839962659
		Spearman Correlation:  0.4569558223918005
		Coefficient of Determination:  0.13711413499209912
		RMSE:  0.6925735497360981
		NRMSE:  0.10829075908624784
		MAPE:  177.52042582443522

Protein:  BRCA2
x_train_column_count:  363
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015699866052385492
		RMSE:  0.1919477679021074
		NRMSE:  0.12365776640496533
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0014129332580739007
		RMSE:  0.2082543553514594
		NRMSE:  0.20232423210836328
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  LinearRegression
		Pearson Correlation:  0.8278642965759131
		Spearman Correlation:  0.8051352218498519
		Coefficient of Determination:  0.6853592935451314
		RMSE:  0.1075845405606066
		NRMSE:  0.06930877149982709
		MAPE:  184.09684007116905
		Pearson Correlation:  0.11091094830344791
		Spearman Correlation:  0.2166884873876233
		Coefficient of Determination:  -68.84616694818132
		RMSE:  1.7392370712209646
		NRMSE:  1.6897116235351495
		MAPE:  1259.1253613588779

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3.1292064289016994, tolerance: 0.001979097117455079
  positive)
		Pearson Correlation:  0.826567277372929
		Spearman Correlation:  0.8032092689867439
		Coefficient of Determination:  0.68321328163137
		RMSE:  0.107950808118542
		NRMSE:  0.06954473062879177
		MAPE:  181.68085477807742
		Pearson Correlation:  0.11561283600044775
		Spearman Correlation:  0.22110749510592403
		Coefficient of Determination:  -66.14631850440222
		RMSE:  1.7052913845308035
		NRMSE:  1.6567325533909159
		MAPE:  1242.881659333515

	Predictor:  RandomForests
		Pearson Correlation:  0.535015304032934
		Spearman Correlation:  0.43264056440880083
		Coefficient of Determination:  0.17307487491964058
		RMSE:  0.17441165739181072
		NRMSE:  0.1123605459119412
		MAPE:  143.075421167161
		Pearson Correlation:  0.29256078601564717
		Spearman Correlation:  0.31361238918191003
		Coefficient of Determination:  0.061007052888959246
		RMSE:  0.2016594878809015
		NRMSE:  0.19591715603744403
		MAPE:  127.70017969205061

Protein:  CDKN2A
x_train_column_count:  614
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06343046233027927
		RMSE:  0.6950010485750925
		NRMSE:  0.15711564339891315
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10006794882547432
		RMSE:  0.6614783461565592
		NRMSE:  0.1993004959796804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6739550183850767
		NRMSE:  0.1523578655781794
		MAPE:  281.71125082022354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0022276354551518107
		RMSE:  0.6313774446715202
		NRMSE:  0.19023122768048215
		MAPE:  197.14658329930893

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  9.913723599563033e-15
		NRMSE:  2.2411492256274516e-15
		MAPE:  1.1558286250632589e-11
		Pearson Correlation:  0.006597346349897559
		Spearman Correlation:  -0.06417785757927158
		Coefficient of Determination:  -15.024338218792696
		RMSE:  2.524619472422512
		NRMSE:  0.7606566653879218
		MAPE:  1220.2658249687195

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.24658866822059589, tolerance: 0.024436786734185888
  positive)
		Pearson Correlation:  0.999264325818053
		Spearman Correlation:  0.9988818608406376
		Coefficient of Determination:  0.998517077369434
		RMSE:  0.025953154848459694
		NRMSE:  0.005867108590134439
		MAPE:  56.39783835776744
		Pearson Correlation:  -0.04896501014834452
		Spearman Correlation:  -0.013967755208917819
		Coefficient of Determination:  -39.93529679278019
		RMSE:  4.035105071365357
		NRMSE:  1.2157592863408728
		MAPE:  895.2366181824137

	Predictor:  RandomForests
		Pearson Correlation:  0.6780557645899977
		Spearman Correlation:  0.6089971478839292
		Coefficient of Determination:  0.4507466227327015
		RMSE:  0.4994790528391916
		NRMSE:  0.11291489834727965
		MAPE:  201.81819054960854
		Pearson Correlation:  0.5826105400894136
		Spearman Correlation:  0.483532816535266
		Coefficient of Determination:  0.3158887337677051
		RMSE:  0.5216380316817489
		NRMSE:  0.15716722858745072
		MAPE:  132.96725514294997

Protein:  TP53
x_train_column_count:  1002
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04782361373877353
		RMSE:  0.460756629216985
		NRMSE:  0.11073218678610552
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07696826201632412
		RMSE:  0.4481222561682025
		NRMSE:  0.1422068596624151
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4501191620264231
		NRMSE:  0.10817571786263473
		MAPE:  418.8529054417374
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002447694094247499
		RMSE:  0.4323405014905614
		NRMSE:  0.13719868668778923
		MAPE:  185.65040333639752

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  2.803160180098069e-15
		NRMSE:  6.736746407349362e-16
		MAPE:  1.0007903864716073e-11
		Pearson Correlation:  0.16706574140275196
		Spearman Correlation:  0.15956558061821222
		Coefficient of Determination:  -4.752348467093666
		RMSE:  1.035661077713096
		NRMSE:  0.32865609219125913
		MAPE:  957.2970885148641

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.033356787039538004, tolerance: 0.01090027058925727
  positive)
		Pearson Correlation:  0.9999998325789636
		Spearman Correlation:  0.9999976688978398
		Coefficient of Determination:  0.9999996179042046
		RMSE:  0.00027823619853606976
		NRMSE:  6.686762762222297e-05
		MAPE:  0.8807345005915899
		Pearson Correlation:  0.12167380552350404
		Spearman Correlation:  0.19858851107869177
		Coefficient of Determination:  -10.462574916081978
		RMSE:  1.4619622375202503
		NRMSE:  0.46393825765430635
		MAPE:  1304.9993736573879

	Predictor:  RandomForests
		Pearson Correlation:  0.6522736857068524
		Spearman Correlation:  0.5955850254943221
		Coefficient of Determination:  0.37080883820779376
		RMSE:  0.35704159046480755
		NRMSE:  0.08580667879471462
		MAPE:  640.5525464204939
		Pearson Correlation:  0.6077390431140113
		Spearman Correlation:  0.46335855399476744
		Coefficient of Determination:  0.3053556548286668
		RMSE:  0.35989541487510385
		NRMSE:  0.11420900446658537
		MAPE:  232.63716914762745

Protein:  CTNNB1
x_train_column_count:  993
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6170193939500923
		RMSE:  0.9046651382507068
		NRMSE:  0.21849703851094263
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09478783275970826
		RMSE:  0.8396248247596424
		NRMSE:  0.17652527641906535
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.9999999422040781
		Coefficient of Determination:  1.0
		RMSE:  4.600615805124841e-15
		NRMSE:  1.1111524985810168e-15
		MAPE:  6.590867966726994e-12
		Pearson Correlation:  0.17689643469403538
		Spearman Correlation:  0.21649397124652428
		Coefficient of Determination:  -1.5869691502725018
		RMSE:  1.290672077193133
		NRMSE:  0.2713548223852353
		MAPE:  3120.566871240978

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05506599084815565, tolerance: 0.02722969373777278
  positive)
		Pearson Correlation:  0.9999999422207301
		Spearman Correlation:  0.9999990174693013
		Coefficient of Determination:  0.9999998670642999
		RMSE:  0.00025938870090574636
		NRMSE:  6.264822261272978e-05
		MAPE:  0.18600358828420707
		Pearson Correlation:  0.1042995305501971
		Spearman Correlation:  0.14419381787802843
		Coefficient of Determination:  -2.325038187834079
		RMSE:  1.4632502546443236
		NRMSE:  0.3076381832151046
		MAPE:  3576.2464511336902

	Predictor:  RandomForests
		Pearson Correlation:  0.6496455379927298
		Spearman Correlation:  0.6499877260721313
		Coefficient of Determination:  0.40594963317014865
		RMSE:  0.5483298323867549
		NRMSE:  0.13243402385922978
		MAPE:  462.92385455535356
		Pearson Correlation:  0.6913832106253599
		Spearman Correlation:  0.506318033890697
		Coefficient of Determination:  0.3085261488413984
		RMSE:  0.6672800954764723
		NRMSE:  0.14029099644194606
		MAPE:  527.1599954719128

Protein:  CCNE1
x_train_column_count:  352
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4688329016852353
		RMSE:  0.7931748470731899
		NRMSE:  0.19141705409976348
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.186170633384966
		RMSE:  0.8069776954058596
		NRMSE:  0.32929800677624244
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5048043460690237
		NRMSE:  0.12182453992060809
		MAPE:  103.07374645056161
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01570191691728584
		RMSE:  0.4556277343037054
		NRMSE:  0.18592497115143453
		MAPE:  142.6844229696492

	Predictor:  LinearRegression
		Pearson Correlation:  0.9541395094845281
		Spearman Correlation:  0.8526189392838059
		Coefficient of Determination:  0.910382203559376
		RMSE:  0.15111939833449578
		NRMSE:  0.036469676456909475
		MAPE:  30.524166608000876
		Pearson Correlation:  0.06332510208596669
		Spearman Correlation:  0.3418122420479059
		Coefficient of Determination:  -24.06625897999632
		RMSE:  2.2634545436944293
		NRMSE:  0.9236328016381415
		MAPE:  150.0451382692285

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.192577894892065, tolerance: 0.013709715616187399
  positive)
		Pearson Correlation:  0.9537460750912562
		Spearman Correlation:  0.8503846260694508
		Coefficient of Determination:  0.9096315444352068
		RMSE:  0.15175098380819255
		NRMSE:  0.03662209711325447
		MAPE:  30.795506712837824
		Pearson Correlation:  0.0663603988459859
		Spearman Correlation:  0.3425304554919637
		Coefficient of Determination:  -24.75489807973153
		RMSE:  2.294335546128138
		NRMSE:  0.9362342063691089
		MAPE:  153.31995129414742

	Predictor:  RandomForests
		Pearson Correlation:  0.8624943669575923
		Spearman Correlation:  0.716972763739347
		Coefficient of Determination:  0.738906218733604
		RMSE:  0.2579415761317823
		NRMSE:  0.06224909528483778
		MAPE:  55.21408282475618
		Pearson Correlation:  0.8379862050831705
		Spearman Correlation:  0.7082279133519095
		Coefficient of Determination:  0.6926887559886095
		RMSE:  0.2506202975326634
		NRMSE:  0.1022689535349153
		MAPE:  70.4088749371017

Protein:  CCND1
x_train_column_count:  858
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47371951525638445
		RMSE:  0.2917253166285864
		NRMSE:  0.18637975276867558
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47112550847095647
		RMSE:  0.27775626016480953
		NRMSE:  0.17517423067911803
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.249266753064264e-15
		NRMSE:  1.4370291416313771e-15
		MAPE:  5.247657264260021e-12
		Pearson Correlation:  0.13047237920649474
		Spearman Correlation:  0.1689073429843265
		Coefficient of Determination:  -15.434201879328654
		RMSE:  0.9283533348019132
		NRMSE:  0.5854902464694206
		MAPE:  998.0444128222281

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.01912127964009712, tolerance: 0.003106817057166876
  positive)
		Pearson Correlation:  0.9999991247165562
		Spearman Correlation:  0.9999936809793896
		Coefficient of Determination:  0.9999980343150239
		RMSE:  0.0003369175715971299
		NRMSE:  0.00021525253421060932
		MAPE:  0.7451815539757646
		Pearson Correlation:  0.25051032085648456
		Spearman Correlation:  0.2271025823264629
		Coefficient of Determination:  -5.524294477560831
		RMSE:  0.584932524501726
		NRMSE:  0.3689029544032076
		MAPE:  1008.0142855827365

	Predictor:  RandomForests
		Pearson Correlation:  0.5845255069186686
		Spearman Correlation:  0.5486191032700969
		Coefficient of Determination:  0.27311659095308904
		RMSE:  0.20487977133571603
		NRMSE:  0.13089519130583305
		MAPE:  470.69943813392194
		Pearson Correlation:  0.48665102914047126
		Spearman Correlation:  0.43169366201573584
		Coefficient of Determination:  0.1971981619469998
		RMSE:  0.20518384885868313
		NRMSE:  0.1294045464547699
		MAPE:  509.02857235263167

Protein:  ERBB2
x_train_column_count:  664
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06177154229692228
		RMSE:  1.0106646016782141
		NRMSE:  0.1721833486682819
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.26989975035857605
		RMSE:  1.1682171872252598
		NRMSE:  0.21036071365744585
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9808249714864398
		NRMSE:  0.1670996765569688
		MAPE:  529.9728174248761
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556425
		RMSE:  1.07776630779691
		NRMSE:  0.19407323581894154
		MAPE:  193.8969179437583

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  4.929495237235095e-15
		NRMSE:  8.398206445363639e-16
		MAPE:  7.0190688287716286e-12
		Pearson Correlation:  0.36640654162909914
		Spearman Correlation:  0.2944080280405137
		Coefficient of Determination:  -4.0369707806460475
		RMSE:  2.3266099887502825
		NRMSE:  0.418952351487428
		MAPE:  957.9748818929405

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05809118865664245, tolerance: 0.051756548208396
  positive)
		Pearson Correlation:  0.999989887012824
		Spearman Correlation:  0.9999466350982776
		Coefficient of Determination:  0.99997975923239
		RMSE:  0.004412706106022198
		NRMSE:  0.0007517771105886498
		MAPE:  3.8004951183574733
		Pearson Correlation:  0.3554281389571156
		Spearman Correlation:  0.25776164012244646
		Coefficient of Determination:  -3.748297601869093
		RMSE:  2.2589563438596967
		NRMSE:  0.40676996864257875
		MAPE:  1136.6316169449472

	Predictor:  RandomForests
		Pearson Correlation:  0.8599602555036779
		Spearman Correlation:  0.687160132543633
		Coefficient of Determination:  0.7332875991930502
		RMSE:  0.5065392682705221
		NRMSE:  0.08629730110065627
		MAPE:  371.5442931634038
		Pearson Correlation:  0.787759728435935
		Spearman Correlation:  0.6861209929174887
		Coefficient of Determination:  0.5785044326009188
		RMSE:  0.6730314804356515
		NRMSE:  0.12119268924184311
		MAPE:  193.8909153813567

Protein:  ERBB3
x_train_column_count:  247
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20254353309139272
		RMSE:  0.523865801474932
		NRMSE:  0.14324270860276114
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.287905849531515
		RMSE:  0.4364451552160674
		NRMSE:  0.21482088883335748
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  LinearRegression
		Pearson Correlation:  0.7592125710943494
		Spearman Correlation:  0.7491220461730529
		Coefficient of Determination:  0.5764037281076924
		RMSE:  0.3109178881461633
		NRMSE:  0.0850155141368546
		MAPE:  189.54963664789796
		Pearson Correlation:  -0.07484428754337946
		Spearman Correlation:  0.0657339867080637
		Coefficient of Determination:  -22.83920102915046
		RMSE:  1.8777313926962265
		NRMSE:  0.9242305062811511
		MAPE:  366.5424164956127

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26.038808584262107, tolerance: 0.012277828558956158
  positive)
		Pearson Correlation:  0.7583955056603507
		Spearman Correlation:  0.7467284086413959
		Coefficient of Determination:  0.575163699011306
		RMSE:  0.31137264365803324
		NRMSE:  0.08513985974423895
		MAPE:  194.65392059234722
		Pearson Correlation:  -0.07514432861539364
		Spearman Correlation:  0.06605319268320055
		Coefficient of Determination:  -23.61118074668535
		RMSE:  1.9078922507632226
		NRMSE:  0.9390758591519403
		MAPE:  374.9224653643693

	Predictor:  RandomForests
		Pearson Correlation:  0.5675874239979665
		Spearman Correlation:  0.5882040683848929
		Coefficient of Determination:  0.2991630452244778
		RMSE:  0.3999246206510382
		NRMSE:  0.10935297883102552
		MAPE:  238.4221048362214
		Pearson Correlation:  0.432174408021615
		Spearman Correlation:  0.37350341026696093
		Coefficient of Determination:  0.17592303821260047
		RMSE:  0.34911740885092657
		NRMSE:  0.17183765515606697
		MAPE:  232.75962781290494


Fold:  5

Protein:  RB1
x_train_column_count:  371
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00018503513771928048
		RMSE:  0.23392670305630597
		NRMSE:  0.11556330212293363
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12340187398900859
		RMSE:  0.2547692202160761
		NRMSE:  0.12845593258580365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  LinearRegression
		Pearson Correlation:  0.8554110939812628
		Spearman Correlation:  0.7967702021497076
		Coefficient of Determination:  0.7317281397062204
		RMSE:  0.1211510504888502
		NRMSE:  0.05985043719777407
		MAPE:  326.4473949408986
		Pearson Correlation:  0.06437421801012214
		Spearman Correlation:  0.03525480367585631
		Coefficient of Determination:  -6.773950975876557
		RMSE:  0.6701936128992023
		NRMSE:  0.3379150176971958
		MAPE:  3929.2929186973233

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.028376292203314, tolerance: 0.002943482941498817
  positive)
		Pearson Correlation:  0.8524285073724692
		Spearman Correlation:  0.7941690774950431
		Coefficient of Determination:  0.7266286637645036
		RMSE:  0.12229708669698973
		NRMSE:  0.060416596284508045
		MAPE:  343.03635930635585
		Pearson Correlation:  0.0799257064466165
		Spearman Correlation:  0.05214778239130165
		Coefficient of Determination:  -7.017623308197196
		RMSE:  0.6806160869203154
		NRMSE:  0.3431700819435671
		MAPE:  3859.6289579521313

	Predictor:  RandomForests
		Pearson Correlation:  0.6207380815146208
		Spearman Correlation:  0.4758058764502778
		Coefficient of Determination:  0.19442022954855576
		RMSE:  0.2099393748718139
		NRMSE:  0.10371320199375263
		MAPE:  159.52248638851367
		Pearson Correlation:  0.03199896194757723
		Spearman Correlation:  0.15666778887517302
		Coefficient of Determination:  -0.12200311947955012
		RMSE:  0.2546105634613614
		NRMSE:  0.12837593704564135
		MAPE:  186.02256739061608

Protein:  CDH1
x_train_column_count:  835
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10476316856458312
		RMSE:  1.1835893765747125
		NRMSE:  0.18846364392451076
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19786466090973764
		RMSE:  1.2714981376898562
		NRMSE:  0.2500438806886504
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1260727912856485
		NRMSE:  0.17930524366829853
		MAPE:  266.31463004312263
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01718399286470018
		RMSE:  1.1716869980595492
		NRMSE:  0.23041572398960675
		MAPE:  1066.779337530299

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  8.525104463126078e-15
		NRMSE:  1.3574574795589436e-15
		MAPE:  4.082159387557489e-12
		Pearson Correlation:  0.18532713034156606
		Spearman Correlation:  0.2140101497524907
		Coefficient of Determination:  -3.184803961795599
		RMSE:  2.3765634363275545
		NRMSE:  0.46735824985301266
		MAPE:  3795.4861454937236

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.10030215221593232, tolerance: 0.0682205483025332
  positive)
		Pearson Correlation:  0.9999993310606291
		Spearman Correlation:  0.999992833305893
		Coefficient of Determination:  0.9999986492493291
		RMSE:  0.0013087420631765032
		NRMSE:  0.00020839178102234054
		MAPE:  0.515241083871236
		Pearson Correlation:  -0.012213473356163969
		Spearman Correlation:  0.08406339231162484
		Coefficient of Determination:  -29.009808189130926
		RMSE:  6.364194763367622
		NRMSE:  1.251537779663649
		MAPE:  5212.169427722253

	Predictor:  RandomForests
		Pearson Correlation:  0.7916230982259471
		Spearman Correlation:  0.7066482402823967
		Coefficient of Determination:  0.6220034915121988
		RMSE:  0.692325549611328
		NRMSE:  0.11023941110336102
		MAPE:  150.78755031277004
		Pearson Correlation:  0.648717665027404
		Spearman Correlation:  0.5911278084866108
		Coefficient of Determination:  0.4138897133087699
		RMSE:  0.8894090084389707
		NRMSE:  0.17490491995024104
		MAPE:  573.9971245730172

Protein:  CDH2
x_train_column_count:  474
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0016678089051440637
		RMSE:  0.3594357673583712
		NRMSE:  0.1765314902796381
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02548752338232485
		RMSE:  0.4223734458481898
		NRMSE:  0.15794680397441796
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  LinearRegression
		Pearson Correlation:  0.9362841511332414
		Spearman Correlation:  0.9264017861560123
		Coefficient of Determination:  0.8766280116632941
		RMSE:  0.1261443243914475
		NRMSE:  0.06195389440177176
		MAPE:  555.4322411629586
		Pearson Correlation:  0.18842746545402023
		Spearman Correlation:  0.23373637294295274
		Coefficient of Determination:  -15.615633235005514
		RMSE:  1.700160276844507
		NRMSE:  0.6357759575358551
		MAPE:  65139.36603422525

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.654524882480011, tolerance: 0.0069390679727214565
  positive)
		Pearson Correlation:  0.9308008610765771
		Spearman Correlation:  0.9189414499563608
		Coefficient of Determination:  0.8663692885747081
		RMSE:  0.13128423361818523
		NRMSE:  0.06447828378674192
		MAPE:  425.7996636343896
		Pearson Correlation:  0.16400532196308576
		Spearman Correlation:  0.1939054026927064
		Coefficient of Determination:  -9.8774740886226
		RMSE:  1.3756103825529233
		NRMSE:  0.5144103294702703
		MAPE:  39109.85067641032

	Predictor:  RandomForests
		Pearson Correlation:  0.5888866616482243
		Spearman Correlation:  0.5235015174126789
		Coefficient of Determination:  0.16263445485642447
		RMSE:  0.32863739285234245
		NRMSE:  0.16140533021577644
		MAPE:  456.42380133341203
		Pearson Correlation:  0.14611935521102742
		Spearman Correlation:  0.17836404239972267
		Coefficient of Determination:  0.004461307227862976
		RMSE:  0.41616014709345905
		NRMSE:  0.1556233371701135
		MAPE:  4193.07498211373

Protein:  CDH3
x_train_column_count:  75
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011481892643820935
		RMSE:  0.2038847376288621
		NRMSE:  0.14304087222095618
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026977014897064944
		RMSE:  0.22369326249691865
		NRMSE:  0.20181818899206835
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  LinearRegression
		Pearson Correlation:  0.5502185820559152
		Spearman Correlation:  0.5575790999314021
		Coefficient of Determination:  0.3027404880396217
		RMSE:  0.17015031495914854
		NRMSE:  0.11937357226184861
		MAPE:  530.6238588308955
		Pearson Correlation:  0.24814899447962915
		Spearman Correlation:  0.43303532462998295
		Coefficient of Determination:  -0.3950296920795784
		RMSE:  0.26385153164014113
		NRMSE:  0.2380493613621028
		MAPE:  434.77829580426624

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.733730192384534, tolerance: 0.0022338465809413456
  positive)
		Pearson Correlation:  0.5498660230654021
		Spearman Correlation:  0.557205815340837
		Coefficient of Determination:  0.302352635835053
		RMSE:  0.17019763163175813
		NRMSE:  0.11940676855794896
		MAPE:  528.3895058082835
		Pearson Correlation:  0.24832303666017516
		Spearman Correlation:  0.4346413296923903
		Coefficient of Determination:  -0.4023723672337185
		RMSE:  0.26454500557163096
		NRMSE:  0.23867502013878777
		MAPE:  432.67714467788636

	Predictor:  RandomForests
		Pearson Correlation:  0.5514431726898725
		Spearman Correlation:  0.5520588573626909
		Coefficient of Determination:  0.24516672619768298
		RMSE:  0.17703578114088928
		NRMSE:  0.12420425797054027
		MAPE:  425.0672206809644
		Pearson Correlation:  0.45835080231151626
		Spearman Correlation:  0.44538959338645123
		Coefficient of Determination:  0.1700144040149717
		RMSE:  0.20351816192031405
		NRMSE:  0.18361602136460456
		MAPE:  151.82735538294335

Protein:  PTEN
x_train_column_count:  886
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05240378988513572
		RMSE:  0.5837468026637292
		NRMSE:  0.09127461538014686
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011774083334460839
		RMSE:  0.7259408088203396
		NRMSE:  0.14042494754339593
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5690275755039937
		NRMSE:  0.08897311789601967
		MAPE:  304.4741530818047
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005181468299075398
		RMSE:  0.7235718660416283
		NRMSE:  0.13996670265429206
		MAPE:  391.1377632658283

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  5.324906624037677e-15
		NRMSE:  8.326020833457395e-16
		MAPE:  9.956710431311237e-12
		Pearson Correlation:  0.05062067435039004
		Spearman Correlation:  0.0856693973740321
		Coefficient of Determination:  -3.687486826189419
		RMSE:  1.5625339624217096
		NRMSE:  0.3022543257547411
		MAPE:  2211.5117611448413

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.04584891815642315, tolerance: 0.017420030134596684
  positive)
		Pearson Correlation:  0.9999998941545499
		Spearman Correlation:  0.9999984587754607
		Coefficient of Determination:  0.999999757647437
		RMSE:  0.00028012838765532054
		NRMSE:  4.380085804945986e-05
		MAPE:  0.2561250331440479
		Pearson Correlation:  -0.01812155051478466
		Spearman Correlation:  0.05875634359530669
		Coefficient of Determination:  -4.3873789541490575
		RMSE:  1.6751287726856856
		NRMSE:  0.3240345041561602
		MAPE:  1585.8771391980204

	Predictor:  RandomForests
		Pearson Correlation:  0.5767879497498114
		Spearman Correlation:  0.5404464924927253
		Coefficient of Determination:  0.2875790758116853
		RMSE:  0.48028790095568463
		NRMSE:  0.07509778765627154
		MAPE:  251.18004522254404
		Pearson Correlation:  0.403829844219503
		Spearman Correlation:  0.4793033320909623
		Coefficient of Determination:  0.14630872219182867
		RMSE:  0.6668219047627856
		NRMSE:  0.12898907164244536
		MAPE:  520.5162711372515

Protein:  BRCA2
x_train_column_count:  363
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00015423459462815536
		RMSE:  0.20048365981157823
		NRMSE:  0.1291568109593031
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08467605477038265
		RMSE:  0.17297650483593724
		NRMSE:  0.22621657599677922
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  LinearRegression
		Pearson Correlation:  0.8604115793545983
		Spearman Correlation:  0.8391950090828283
		Coefficient of Determination:  0.7403080858874742
		RMSE:  0.10215854678493246
		NRMSE:  0.06581320456429858
		MAPE:  165.85187723672814
		Pearson Correlation:  -0.01989545286289579
		Spearman Correlation:  -0.0016284492325340713
		Coefficient of Determination:  -6.822294091083317
		RMSE:  0.4645197258371659
		NRMSE:  0.6074932659872698
		MAPE:  1034.4653850807726

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.826749876732138, tolerance: 0.0021620874757223526
  positive)
		Pearson Correlation:  0.8593271052728015
		Spearman Correlation:  0.8370023857388067
		Coefficient of Determination:  0.7384430202486851
		RMSE:  0.10252473362914163
		NRMSE:  0.0660491116953723
		MAPE:  171.47793366462273
		Pearson Correlation:  -0.0121508675235696
		Spearman Correlation:  -0.008995124627489122
		Coefficient of Determination:  -6.493631508688492
		RMSE:  0.4546563465222402
		NRMSE:  0.5945940580948671
		MAPE:  995.0407913882793

	Predictor:  RandomForests
		Pearson Correlation:  0.5431520294910669
		Spearman Correlation:  0.4780730344780478
		Coefficient of Determination:  0.19354368844234138
		RMSE:  0.18002628323887607
		NRMSE:  0.1159776345555652
		MAPE:  160.3118006059256
		Pearson Correlation:  0.13736967669204084
		Spearman Correlation:  0.09695632115113655
		Coefficient of Determination:  -0.05486386739795335
		RMSE:  0.17058282380074521
		NRMSE:  0.22308614895801374
		MAPE:  196.22417219622807

Protein:  CDKN2A
x_train_column_count:  614
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06876053865938014
		RMSE:  0.7026668514343448
		NRMSE:  0.1789276696377339
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07452018232747903
		RMSE:  0.6281215662347416
		NRMSE:  0.15805378984795088
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6796874655065666
		NRMSE:  0.1730761797526334
		MAPE:  274.2442116656758
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00044725008449963966
		RMSE:  0.6060849693149379
		NRMSE:  0.15250873639690443
		MAPE:  274.3248072759207

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  8.178924420431755e-15
		NRMSE:  2.0826880956511817e-15
		MAPE:  5.7839740445722355e-12
		Pearson Correlation:  0.00937496573247892
		Spearman Correlation:  0.03443683836456814
		Coefficient of Determination:  -18.208665114591632
		RMSE:  2.6557366616897164
		NRMSE:  0.668261156410185
		MAPE:  1769.8228922581688

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.16391152470947573, tolerance: 0.024854257731250624
  positive)
		Pearson Correlation:  0.9995970594369622
		Spearman Correlation:  0.9993957629194398
		Coefficient of Determination:  0.9991940453041156
		RMSE:  0.019295879392940744
		NRMSE:  0.004913518727035406
		MAPE:  23.897312679321157
		Pearson Correlation:  0.06031451849642026
		Spearman Correlation:  0.0513397922667365
		Coefficient of Determination:  -15.242613544072238
		RMSE:  2.442105220873926
		NRMSE:  0.6145052265604605
		MAPE:  1837.3675172988917

	Predictor:  RandomForests
		Pearson Correlation:  0.7059872269055824
		Spearman Correlation:  0.6337434201182001
		Coefficient of Determination:  0.4941790722697704
		RMSE:  0.4834011261541003
		NRMSE:  0.12309366355684864
		MAPE:  215.56277213970233
		Pearson Correlation:  0.3673934879684137
		Spearman Correlation:  0.33207220697604445
		Coefficient of Determination:  -0.0764074952327276
		RMSE:  0.6286729480843993
		NRMSE:  0.15819253367665617
		MAPE:  502.41296054935145

Protein:  TP53
x_train_column_count:  1002
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0629013951002304
		RMSE:  0.43691826486349494
		NRMSE:  0.11112140819031384
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02793228386718627
		RMSE:  0.5354711484549424
		NRMSE:  0.14342336907859712
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4237929343776606
		NRMSE:  0.10778324331179852
		MAPE:  459.9790072255086
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011640203076264122
		RMSE:  0.5284530873849588
		NRMSE:  0.1415436152095778
		MAPE:  140.42972129387252

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.640568665508078e-15
		NRMSE:  6.715757434085502e-16
		MAPE:  9.029646923270314e-12
		Pearson Correlation:  0.19221683845258838
		Spearman Correlation:  0.08680158106709561
		Coefficient of Determination:  -1.3464207060648414
		RMSE:  0.8090153538864676
		NRMSE:  0.21669086752014668
		MAPE:  453.8767312415372

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.03225737268038473, tolerance: 0.009662504276089433
  positive)
		Pearson Correlation:  0.99999984331704
		Spearman Correlation:  0.9999985358366877
		Coefficient of Determination:  0.99999964118403
		RMSE:  0.00025385726331161206
		NRMSE:  6.456350957847658e-05
		MAPE:  0.7948096803296328
		Pearson Correlation:  0.28240445775150796
		Spearman Correlation:  0.22023466626765922
		Coefficient of Determination:  -0.9318291843639817
		RMSE:  0.734071197400797
		NRMSE:  0.19661743602539092
		MAPE:  366.3352644012029

	Predictor:  RandomForests
		Pearson Correlation:  0.6494504641594678
		Spearman Correlation:  0.5976737280102739
		Coefficient of Determination:  0.37248863991397363
		RMSE:  0.3357101777164568
		NRMSE:  0.08538115865521931
		MAPE:  759.2323708412493
		Pearson Correlation:  0.5046538026736783
		Spearman Correlation:  0.40734972674220465
		Coefficient of Determination:  0.22678733554446173
		RMSE:  0.46441186000847356
		NRMSE:  0.12439048078437755
		MAPE:  144.26997802582628

Protein:  CTNNB1
x_train_column_count:  993
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.4291206958720877
		RMSE:  0.9037435622191023
		NRMSE:  0.1777623057079273
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5497170498826627
		RMSE:  0.8436000623678614
		NRMSE:  0.27017767234966206
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999614693844
		Coefficient of Determination:  1.0
		RMSE:  4.907138758557662e-15
		NRMSE:  9.652121869704294e-16
		MAPE:  5.595502882007188e-12
		Pearson Correlation:  0.1513807963190951
		Spearman Correlation:  0.14482225464157908
		Coefficient of Determination:  -4.221588464406208
		RMSE:  1.548501811412583
		NRMSE:  0.495934784383944
		MAPE:  662.2554884519235

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05896582997362612, tolerance: 0.030747074518831245
  positive)
		Pearson Correlation:  0.9999999499935215
		Spearman Correlation:  0.9999982468569871
		Coefficient of Determination:  0.999999885934733
		RMSE:  0.0002553215504249582
		NRMSE:  5.022060393881948e-05
		MAPE:  0.1222581870085487
		Pearson Correlation:  0.12315342646852927
		Spearman Correlation:  0.15587974912405395
		Coefficient of Determination:  -4.960260484939639
		RMSE:  1.6544095097558198
		NRMSE:  0.5298535768292301
		MAPE:  1002.6212248954522

	Predictor:  RandomForests
		Pearson Correlation:  0.6636273843817175
		Spearman Correlation:  0.6666348660633338
		Coefficient of Determination:  0.42580237751724903
		RMSE:  0.5728507121583366
		NRMSE:  0.11267716604215906
		MAPE:  450.07674070033784
		Pearson Correlation:  0.6548358538903155
		Spearman Correlation:  0.5739547874661779
		Coefficient of Determination:  0.42458383660141763
		RMSE:  0.5140453395786565
		NRMSE:  0.1646320093193536
		MAPE:  184.49613990582574

Protein:  CCNE1
x_train_column_count:  352
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9790551557409413
		RMSE:  0.7746141645114569
		NRMSE:  0.27590887426944144
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8285524646781477
		RMSE:  0.8763813407881366
		NRMSE:  0.2114972948785232
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4487930906545114
		NRMSE:  0.15985506345663808
		MAPE:  112.14421009479175
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0040862214035515265
		RMSE:  0.6494188844018614
		NRMSE:  0.15672439713344627
		MAPE:  115.49088793396595

	Predictor:  LinearRegression
		Pearson Correlation:  0.955583530351512
		Spearman Correlation:  0.8733971071522536
		Coefficient of Determination:  0.9131398834790593
		RMSE:  0.1322684809802215
		NRMSE:  0.047112548879865185
		MAPE:  27.693758522898797
		Pearson Correlation:  0.7051072893789501
		Spearman Correlation:  0.4535941844661405
		Coefficient of Determination:  0.1540543481430946
		RMSE:  0.5960883592821477
		NRMSE:  0.14385413019334115
		MAPE:  112.60809253453988

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.780763278312118, tolerance: 0.010836139816194496
  positive)
		Pearson Correlation:  0.9549010484164644
		Spearman Correlation:  0.870727359372118
		Coefficient of Determination:  0.911836008428531
		RMSE:  0.1332575377407428
		NRMSE:  0.04746483980079886
		MAPE:  28.41788863103941
		Pearson Correlation:  0.7240592033729483
		Spearman Correlation:  0.4299829174927368
		Coefficient of Determination:  0.24845620510558164
		RMSE:  0.5618450464711956
		NRMSE:  0.1355901842486656
		MAPE:  112.80544831478412

	Predictor:  RandomForests
		Pearson Correlation:  0.8635406701238967
		Spearman Correlation:  0.7124395708693522
		Coefficient of Determination:  0.742785591603353
		RMSE:  0.2276112944048001
		NRMSE:  0.08107258928042746
		MAPE:  54.250959498407816
		Pearson Correlation:  0.7864489412152244
		Spearman Correlation:  0.7340389312404989
		Coefficient of Determination:  0.5874084148407293
		RMSE:  0.416293464335031
		NRMSE:  0.10046419005599609
		MAPE:  77.13768509365346

Protein:  CCND1
x_train_column_count:  858
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5366759284640548
		RMSE:  0.28216244755564185
		NRMSE:  0.17771997351836757
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.30240520386774006
		RMSE:  0.3149325402631455
		NRMSE:  0.20120656537940065
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.6982325878752993e-15
		NRMSE:  1.0696315302046377e-15
		MAPE:  4.16714511050611e-12
		Pearson Correlation:  0.035074929099314166
		Spearman Correlation:  0.06410803127221038
		Coefficient of Determination:  -3.901405176289532
		RMSE:  0.6109487455030461
		NRMSE:  0.3903277146363106
		MAPE:  843.7969381566845

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.017525435072179837, tolerance: 0.0027873943484564415
  positive)
		Pearson Correlation:  0.9999993071063066
		Spearman Correlation:  0.9999941433467513
		Coefficient of Determination:  0.9999984080722825
		RMSE:  0.0002871902832452909
		NRMSE:  0.00018088675504213122
		MAPE:  1.5869395979239225
		Pearson Correlation:  0.09726270270462486
		Spearman Correlation:  0.1263980847641492
		Coefficient of Determination:  -4.962033388864496
		RMSE:  0.6738165546975892
		NRMSE:  0.43049319245702783
		MAPE:  1056.6624693185947

	Predictor:  RandomForests
		Pearson Correlation:  0.576429311531941
		Spearman Correlation:  0.5729290416162808
		Coefficient of Determination:  0.293958251420527
		RMSE:  0.19125960771186185
		NRMSE:  0.12046483404203734
		MAPE:  524.7116387936928
		Pearson Correlation:  0.33368855461753166
		Spearman Correlation:  0.28471427324530235
		Coefficient of Determination:  0.10895202712032204
		RMSE:  0.26049237663153046
		NRMSE:  0.16642540769446496
		MAPE:  246.24347193643658

Protein:  ERBB2
x_train_column_count:  664
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10085609607150081
		RMSE:  1.0785113826338413
		NRMSE:  0.1837421644434709
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05671362529003088
		RMSE:  0.8919867459254164
		NRMSE:  0.19736403273048267
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959455
		RMSE:  0.875951357919715
		NRMSE:  0.1938159880340115
		MAPE:  565.705361200264

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  5.92413738061152e-15
		NRMSE:  1.0092743037312844e-15
		MAPE:  6.431258641835469e-12
		Pearson Correlation:  0.3645811795528848
		Spearman Correlation:  0.274235339592763
		Coefficient of Determination:  -4.864961248666829
		RMSE:  2.101417386076625
		NRMSE:  0.4649667852808109
		MAPE:  4892.50604885057

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06963267066806865, tolerance: 0.05684616744754108
  positive)
		Pearson Correlation:  0.9999811976511763
		Spearman Correlation:  0.9999056770545726
		Coefficient of Determination:  0.9999622685738047
		RMSE:  0.006314094359049839
		NRMSE:  0.001075709893018355
		MAPE:  8.69026935711594
		Pearson Correlation:  0.28154851888649113
		Spearman Correlation:  0.14428359455853565
		Coefficient of Determination:  -3.833520934328315
		RMSE:  1.907706456462476
		NRMSE:  0.4221056436469689
		MAPE:  4546.7260123465985

	Predictor:  RandomForests
		Pearson Correlation:  0.8543449139109744
		Spearman Correlation:  0.6847598504742807
		Coefficient of Determination:  0.7244387340547666
		RMSE:  0.539595777834539
		NRMSE:  0.09192902155724127
		MAPE:  535.4483284342853
		Pearson Correlation:  0.7998916837336487
		Spearman Correlation:  0.6274757112782302
		Coefficient of Determination:  0.6262959110101587
		RMSE:  0.5304490457891352
		NRMSE:  0.11736896687446294
		MAPE:  212.76310810289618

Protein:  ERBB3
x_train_column_count:  247
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.24617901957450639
		RMSE:  0.5234556686317032
		NRMSE:  0.14126566093685908
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10551624527684367
		RMSE:  0.43841640970600765
		NRMSE:  0.21211918179733683
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  LinearRegression
		Pearson Correlation:  0.7478124492554005
		Spearman Correlation:  0.7271335161367466
		Coefficient of Determination:  0.5592234592613607
		RMSE:  0.3113141964574562
		NRMSE:  0.08401476640141635
		MAPE:  201.79148007743274
		Pearson Correlation:  0.23968660300494082
		Spearman Correlation:  0.25489345253681467
		Coefficient of Determination:  -1.122248719681762
		RMSE:  0.6074385874121749
		NRMSE:  0.293897247688343
		MAPE:  400.2474501853244

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26.02195867552834, tolerance: 0.011829371061673479
  positive)
		Pearson Correlation:  0.7473029508512888
		Spearman Correlation:  0.7263991610188484
		Coefficient of Determination:  0.5584616932400497
		RMSE:  0.3115830925773184
		NRMSE:  0.08408733374641231
		MAPE:  204.78344359791373
		Pearson Correlation:  0.22930309613928584
		Spearman Correlation:  0.24380104490080923
		Coefficient of Determination:  -1.1778185343513985
		RMSE:  0.6153399070319532
		NRMSE:  0.2977201462290033
		MAPE:  400.64221558842456

	Predictor:  RandomForests
		Pearson Correlation:  0.5387861282858313
		Spearman Correlation:  0.5368780097235907
		Coefficient of Determination:  0.26504248757830096
		RMSE:  0.4019951434216424
		NRMSE:  0.10848695129677001
		MAPE:  253.7475407492331
		Pearson Correlation:  0.5387142377677739
		Spearman Correlation:  0.5453309891644534
		Coefficient of Determination:  0.23587478546326823
		RMSE:  0.3644907423148453
		NRMSE:  0.1763516974293343
		MAPE:  241.79197989064568

1000 Most Variable mRNAs

ZScore

In [155]:
scenario = Scenario.ThousandMostVariableGenes_Mutations 
normalizeTechnique = NormalizeTechnique.ZScore
X, Y, Z = get_data(normalizeTechnique)
In [156]:
X.head()
Out[156]:
UBE2Q2P2 HMGB1P1 LOC155060 RNU12-2P SSX9 CXORF67 EFCAB8 SRP14P1 LOC391343 TRIM75P ... ZXDA ZXDB ZXDC ZYG11A ZYG11B ZYX ZZEF1 ZZZ3 TPTEP1 AKR1C6P
TCGA-A1-A0SF-01 0.648331 0.348611 0.770359 -0.860535 -0.0703 -0.190586 0.719543 0.931178 -0.283665 -0.568745 ... 0.238689 -0.239582 -0.271725 -0.222943 -0.211122 0.792968 -0.619672 -0.946953 -0.457066 0.454464
TCGA-A1-A0SH-01 -0.757220 -0.562180 -0.708360 -0.860535 -0.0703 -0.190586 -0.527186 -0.611509 -0.283665 -0.568745 ... 0.739490 -0.107967 -1.200905 -0.903627 1.252346 0.854083 0.108510 -0.031025 0.991113 -0.083768
TCGA-A1-A0SJ-01 -0.405237 0.254851 -0.925065 -0.223237 -0.0703 -0.190586 -0.525012 -0.390046 -0.283665 1.475888 ... 0.592975 5.821247 -1.079296 -0.618408 0.444358 -0.369825 -0.573411 -0.555512 -0.488416 -0.083768
TCGA-A1-A0SK-01 3.940101 14.857648 -0.228301 -0.311392 -0.0703 -0.004913 -0.697917 -0.754652 -0.283665 -0.568745 ... 0.051750 -0.027856 2.390553 0.357970 1.337526 -1.597758 1.043918 0.590450 -0.467061 -0.083768
TCGA-A1-A0SQ-01 -1.114818 -1.129592 -0.842620 -0.860535 -0.0703 -0.190586 -0.507239 -0.137487 -0.283665 -0.568745 ... 1.412610 -0.008283 -0.929428 -0.853107 0.062384 -0.434733 -1.040418 -0.606257 -0.580936 -0.083768

5 rows × 20133 columns

In [157]:
Y.head()
Out[157]:
RB1 CDH1 PTEN BRCA2 CDKN2A TP53 CTNNB1 CCNE1 CCND1 CDH2 CDH3 ERBB2 ERBB3
TCGA-A1-A0SF-01 0.017184 0.705680 0.197730 0.108550 0.17550 -0.472550 0.06978 -0.75401 -0.202360 -0.222000 -0.114060 0.25604 0.461410
TCGA-A1-A0SH-01 -0.081896 0.018364 0.699160 -0.282430 0.68156 -0.035545 -0.11192 -0.77956 -0.014111 0.072251 -0.031553 0.68354 0.033670
TCGA-A1-A0SJ-01 -0.106090 0.114310 -0.110550 0.108220 -0.00989 -0.431850 -0.85672 -0.29589 0.290760 -0.225320 0.128230 0.36458 0.430620
TCGA-A1-A0SK-01 -0.060244 -0.963820 -0.081596 0.309150 1.23630 0.898470 -0.85965 0.92670 0.045974 0.389790 -0.224090 -1.04130 -0.056604
TCGA-A1-A0SQ-01 0.376500 0.425490 0.657440 0.003187 -0.34580 -0.020122 0.39368 -1.02750 0.362490 0.292880 -0.144850 0.31196 0.649260
In [158]:
perform_kFoldCV(num_folds, scenario, normalizeTechnique, X, Y, Z)

Fold:  1

Protein:  RB1
x_train_column_count:  1002
x_train columns:  ['BCORP1', 'OR5A1', 'CT45A6', 'MS4A5', 'DEFB124', 'OR8K3', 'SNAR-G1', 'OR9K2', 'OR7G3', 'OR52A1', 'MROH5', 'FAM92A1P2', 'SNORA36A', 'HES3', 'TAAR8', 'GJA8', 'TBC1D21', 'SNAR-E', 'OR8I2', 'DEFB113', 'FAM41AY1', 'SNAR-I', 'SNORA58', 'C11ORF40', 'OR51A2', 'CSN2', 'GJA10', 'SMR3B', 'SNORD8', 'CPN1', 'SNAR-A13', 'LRTM1', 'ZNRF4', 'TTTY21', 'LINC00326', 'TMEM247', 'SCP2D1', 'CCDC38', 'ST8SIA3', 'CT47B1', 'C17ORF102', 'SPRR2G', 'CEACAM20', 'ESX1', 'LINC00305', 'SNORA55', 'HYALP1', 'H1FOO', 'FAM224B', 'ANXA8L1', 'SCARNA4', 'GNAT3', 'OR6T1', 'CT47A6', 'CT47A7', 'SPANXN4', 'LINC00671', 'OR7G2', 'KRTAP6-2', 'HIST1H4G', 'OR8H1', 'OC90', 'CFHR2', 'PSG1', 'OR8B8', 'C12ORF40', 'ASB11', 'OR4A47', 'CA5A', 'OR5K3', 'SSX6', 'FAM25BP', 'OR10G4', 'SEC14L3', 'OR10T2', 'SNORA22', 'CCL15-CCL14', 'SCARNA14', 'EIF1AY', 'SNORD115-7', 'GLYCAM1', 'OR4S2', 'KRTAP19-5', 'SPATA31A3', 'SPAM1', 'CD5L', 'LYPD8', 'OR13C9', 'CLCA1', 'NMS', 'C1ORF105', 'SNORD15A', 'SNORA28', 'OR6C2', 'KLHL40', 'SCARNA22', 'BTNL3', 'CST13P', 'CSH2', 'LRRC7', 'KCNU1', 'SNORA20', 'SOX1', 'PLSCR5', 'GPR50', 'LILRP2', 'OR11L1', 'GJD2', 'VSTM2B', 'IFNA14', 'C22ORF42', 'CT47A11', 'LINC00314', 'OR2L2', 'CELA2A', 'SNORA24', 'CXORF51A', 'BRDTP1', 'MAGEB10', 'OR4B1', 'HHLA1', 'HBBP1', 'FAM153C', 'IQCF2', 'TEX33', 'SLC5A7', 'PLA2G2F', 'IGFL4', 'MC2R', 'SOST', 'PPBPP1', 'C4ORF51', 'OR6C4', 'SPRR4', 'NKX2-6', 'PRB1', 'CD300LD', 'OR1B1', 'PIWIL3', 'GPR151', 'RAB9BP1', 'AKAP14', 'DUSP21', 'PRSS3P2', 'TXLNGY', 'OR11H6', 'GABRA6', 'OR5B2', 'NPHS2', 'OR6B1', 'PWRN2', 'SCGB1C1', 'OR2AG1', 'KRT39', 'PGM5-AS1', 'OR14C36', 'OR8G5', 'OR10A5', 'MOS', 'OR8S1', 'GOLGA8EP', 'DDI1', 'PRAMEF8', 'PSAPL1', 'ZNF735', 'ZAR1L', 'DNMT3L', 'OR10S1', 'TTTY15', 'CASC8', 'SNORA51', 'LOC391003', 'USP17L6P', 'TMEM252', 'RNASE8', 'FLJ25758', 'MS4A10', 'DNAJC5G', 'CRYAA', 'CCKBR', 'TFAMP1', 'SNORA54', 'MRGPRX1', 'OR52A5', 'TBC1D28', 'OR52A4P', 'SCARNA20', 'OR4A16', 'KRTAP19-1', 'PABPC1L2A', 'SYT10', 'IFITM5', 'C17ORF64', 'IFNA13', 'ACSM2A', 'MORC1', 'FAM24A', 'NPPC', 'TSPY1', 'CFC1B', 'TSPY2', 'HFE2', 'HAND1', 'LINC00207', 'DAZL', 'PAGE5', 'HMHB1', 'VRTN', 'TGIF2LX', 'FBP2', 'NPBWR2', 'ARL5C', 'OR2W1', 'OR51L1', 'OR2T29', 'KRTAP12-3', 'SNORA34', 'GHSR', 'OR52B4', 'PRAMEF5', 'KHDC1L', 'GDNF', 'EDDM3A', 'OR6S1', 'IGF2BP2-AS1', 'LOC727924', 'CRLF2', 'P2RX3', 'CYP3A4', 'SERPINB4', 'GAGE1', 'OR5H1', 'SNORD116-19', 'SLC25A3P1', 'LINC01020', 'TMIGD1', 'LOC391343', 'FGA', 'SCGB1A1', 'SDR16C6P', 'SYCP1', 'OR9A2', 'PRSS1', 'GAGE2D', 'HTR5A', 'C3ORF49', 'CRNN', 'TTTY2', 'SLC13A1', 'OTX2', 'PF4', 'OR4F15', 'OR6C74', 'GYS2', 'IQCF6', 'IL13', 'ANKRD18DP', 'C10ORF53', 'LINC00469', 'LINC00696', 'LINC00895', 'CYP11B2', 'ADAM18', 'TCP10L2', 'C17ORF78', 'SNORA5B', 'FMO6P', 'PLET1', 'SCARNA11', 'LY6G6D', 'CGB5', 'POTEH', 'CLCA4', 'PLG', 'SST', 'TPD52L3', 'ZNF479', 'OR8B3', 'TMPRSS11F', 'TAAR9', 'OR2A2', 'F13B', 'SNORD89', 'OR1S2', 'OR5H14', 'ZCCHC13', 'OLAH', 'OPRD1', 'OR4D6', 'NOX3', 'LEUTX', 'VWC2L', 'EPS8L3', 'RPL13AP17', 'RAX2', 'DPPA5', 'KRTAP4-5', 'OR5T2', 'PRDM14', 'LOC285627', 'TKTL2', 'C18ORF42', 'OR10V1', 'OR2G2', 'OR8A1', 'SNORA71A', 'ZPBP', 'GPR78', 'FCAMR', 'BEND2', 'ACTRT2', 'TSGA13', 'SLC1A6', 'TTTY14', 'CST11', 'SSX5', 'STATH', 'CT45A1', 'OR5H6', 'IL26', 'LIPN', 'SPANXA2', 'OR6M1', 'ASB17', 'LINC01205', 'OR9G4', 'ACTR3BP2', 'SNORA74A', 'BARHL2', 'OR8D4', 'RTP2', 'LMNTD1', 'KLK9', 'OR4C12', 'LCNL1', 'TMEM202', 'OR11H4', 'OR2L8', 'GAGE2B', 'LOC145845', 'HNRNPCL1', 'KRTAP21-2', 'SERPINB3', 'DEFB110', 'KRT85', 'PWAR4', 'MYBPC2', 'LOC646813', 'C2ORF83', 'GPR52', 'PROP1', 'SSX8', 'LPO', 'NCOR1P1', 'SPATA31C1', 'ANKUB1', 'LINC00488', 'GOT1L1', 'OR2M4', 'LOC100129935', 'USP26', 'OR4C16', 'LINC00934', 'ZIM3', 'BPIFA3', 'DYDC1', 'FAM27B', 'COL6A4P1', 'TEX13B', 'CABS1', 'UGT2A3', 'OR4D9', 'FAM138D', 'ZAR1', 'FOXN3-AS2', 'POTED', 'CPLX4', 'SYCN', 'OR2M7', 'GSTA5', 'HIST1H4F', 'OR2T35', 'DUXA', 'SLC32A1', 'OR4K17', 'SLC38A8', 'TBC1D3P2', 'LINC00114', 'HTR3E', 'C3ORF30', 'KRTAP19-2', 'ASB18', 'CLRN2', 'RGS8', 'TMEM72', 'RBPJL', 'TRHR', 'HBD', 'CTRB1', 'B3GNT6', 'GABRG3', 'DAOA', 'WFDC8', 'DEFB104A', 'FRMPD4', 'LINC01565', 'KRTAP6-1', 'KRTAP25-1', 'HSFY2', 'EPPIN', 'LINC00608', 'OR56A1', 'OR6Y1', 'OR7A17', 'OR8H2', 'IL31', 'FBXW12', 'ALLC', 'OR4K2', 'OR4X2', 'GRIN2B', 'PRAMEF20', 'OR8G2', 'MYF5', 'LINC01566', 'KIR3DL3', 'MMD2', 'ITIH1', 'MAGEB3', 'ABRA', 'TCERG1L', 'OR8J3', 'CYLC2', 'SLC25A31', 'FAM169B', 'LINC00113', 'LOC729609', 'BMP15', 'FAM74A3', 'CFHR4', 'DEFB126', 'DEFB129', 'DEFB134', 'OR6B3', 'OR2AT4', 'FAM170B', 'INS', 'RHAG', 'CT47A1', 'CSNK1A1P1', 'OTOP1', 'GAGE12F', 'SRY', 'NKAIN3', 'PSKH2', 'MYH1', 'CCK', 'TCP10', 'SNORA70B', 'OR52H1', 'CD200R1L', 'OR5P3', 'REG4', 'POU6F2', 'TRPV5', 'KRTAP10-3', 'GPRC6A', 'ODF3', 'SPINK1', 'SCARNA8', 'FTHL17', 'ZNF705A', 'HOXC12', 'OR6B2', 'AQP2', 'KRTAP11-1', 'OR10H2', 'OR51I2', 'SNORA47', 'ACOT12', 'LCN9', 'DISC2', 'GUCY2EP', 'FGF6', 'TFF2', 'CHIAP2', 'CXADRP2', 'SNORA38B', 'C20ORF166-AS1', 'SNORD94', 'TMEM88B', 'OR4S1', 'OR5M10', 'MGC27382', 'MBD3L5', 'CNTN5', 'PYDC2', 'SNORA59B', 'ENAM', 'FIGLA', 'CCDC37', 'PCGEM1', 'PSG11', 'OR5AN1', 'OR6F1', 'OR14I1', 'SNORD115-26', 'LOC392196', 'SNCB', 'PISRT1', 'BOLL', 'OR7C2', 'SPATA19', 'TTTY8', 'TTTY9B', 'NANOS2', 'AVPR1B', 'XAGE3', 'CNGB1', 'MOGAT3', 'OR2T12', 'NLRP8', 'KRTAP10-7', 'MAGEA1', 'SLC51B', 'CYP2C18', 'CNTNAP4', 'UGT1A4', 'TAS2R60', 'OPN1MW', 'RESP18', 'RPL3L', 'OACYLP', 'IHH', 'LRRTM1', 'SLC17A6', 'MAGEB6', 'SNAR-F', 'MAGEA5', 'CLEC4G', 'PRAMEF1', 'PRDM9', 'SPDYC', 'SPRR2C', 'GRK1', 'KRTAP2-1', 'DNTT', 'KRTAP19-6', 'FOXR1', 'OR6K6', 'APCS', 'SFTPC', 'BSX', 'NEU2', 'PAQR9', 'OR5M3', 'KCNIP4-IT1', 'SLC6A5', 'MUSK', 'PAPOLB', 'CNGA2', 'IL17F', 'SLC2A2', 'GOLGA6L1', 'C10ORF120', 'ZFY', 'F9', 'CALR3', 'ANP32D', 'KRTAP10-12', 'C11ORF94', 'CA6', 'APOA2', 'CCDC166', 'HAO1', 'LINC00304', 'DEFB123', 'PPIAL4E', 'KGFLP1', 'SFTPB', 'LINC00575', 'OR5M8', 'ALX4', 'DKFZP434K028', 'EPB42', 'HCRTR1', 'SPANXN3', 'IZUMO1R', 'KRT3', 'OR4D11', 'KRTAP3-2', 'OR52R1', 'SSX9', 'LELP1', 'CRYGB', 'FTMT', 'OTOL1', 'AWAT1', 'OR7E24', 'LINC00410', 'LINC01553', 'BTN1A1', 'KRT25', 'PLA2G12B', 'KRTAP10-11', 'SCN1A', 'OR1K1', 'C16ORF90', 'ANXA10', 'KRTAP13-1', 'GABRR3', 'PROKR2', 'CELA2B', 'MT4', 'OR12D2', 'C12ORF77', 'COX7B2', 'ALPPL2', 'ZNF679', 'FKBP6', 'FOXD4L3', 'IQCJ', 'OR1E2', 'LGALS14', 'OR4D5', 'TMEM14E', 'PRR32', 'OR2T10', 'HBE1', 'NXNL1', 'PRB4', 'LOC286238', 'LINC01591', 'AADACL3', 'PRAMEF16', 'AGXT2', 'AKR1C8P', 'TMPRSS11BNL', 'SCTR', 'BANF2', 'BTF3P11', 'RPS4Y2', 'CDX4', 'SLC36A3', 'CHAT', 'OR4K5', 'OR10W1', 'MTNR1B', 'YIPF7', 'SPACA3', 'LYZL1', 'TNP1', 'EPGN', 'NEUROD1', 'KRTAP9-2', 'SVOP', 'SLC5A8', 'ANGPTL3', 'SPRR2E', 'OR2G6', 'INSC', 'OR51B5', 'NCAN', 'OR7D4', 'OR2M3', 'PLCZ1', 'SLC10A1', 'LINC01142', 'DAW1', 'OR6A2', 'AADAC', 'NKX2-3', 'TRIM49', 'ACSM2B', 'GBA3', 'ITPK1-AS1', 'OCSTAMP', 'BCYRN1', 'CETN1', 'HIST1H3B', 'SNORA16B', 'GKN2', 'EDDM3B', 'PCSK2', 'HIST1H4B', 'FAM170A', 'HULC', 'LOC647859', 'MCF2', 'RSPH6A', 'C1ORF141', 'C1ORF94', 'OR5B17', 'OR4D10', 'CTRC', 'KRTAP1-3', 'SLC9C1', 'PTH2', 'BET1P1', 'SHH', 'GPHA2', 'OR10AG1', 'C12ORF50', 'ZSCAN10', 'LHX3', 'OR10G8', 'PRAC1', 'PSG4', 'DEFB119', 'HS3ST4', 'PRG1', 'IL3', 'GUCY2F', 'DMRT1', 'LINC00520', 'OR1M1', 'OR1N1', 'OR1S1', 'NLRP13', 'UGT2B28', 'FAM47C', 'MMP23A', 'KRT71', 'TDRG1', 'FAM138B', 'NXPE1', 'FAM150A', 'AMER3', 'PCDH8', 'GCGR', 'NPSR1-AS1', 'ARL13A', 'DRD3', 'HSD52', 'TARM1', 'TCEB3C', 'LINC00202-2', 'SH2D7', 'IGFBP1', 'OR5E1P', 'OR2B3', 'OR5H2', 'SNORA27', 'SLCO6A1', 'CALCB', 'TMEM8C', 'GABRA4', 'SNORD15B', 'LINC00479', 'LOC284798', 'CHRNB3', 'HGC6.3', 'CCKAR', 'XKR7', 'ISL1', 'MRGPRG-AS1', 'CGB8', 'SNORA36B', 'LINC00523', 'MYH7', 'CGB2', 'GUCA1C', 'NEUROG3', 'PRSS57', 'FAM71B', 'VWA5B1', 'PROKR1', 'SLCO1B7', 'VGLL2', 'UBE2DNL', 'NKX6-2', 'PRKY', 'CACNG7', 'GH1', 'CCER1', 'PPP1R2P9', 'TRPM3', 'C7ORF72', 'IL36A', 'BPIFB4', 'UGT2B10', 'USP50', 'MTVR2', 'MUC13', 'LINC00032', 'FGF23', 'OR4K1', 'KRTAP12-2', 'OR52N2', 'DEFB118', 'KRTAP1-5', 'DEFB115', 'AIRE', 'RNF151', 'EXD1', 'FGF16', 'APOA5', 'PASD1', 'SNORA77', 'OR2A14', 'POU4F3', 'SYT14P1', 'HTR1A', 'FMO9P', 'SNORD97', 'ZFAT-AS1', 'B4GALNT2', 'OLFM3', 'HMSD', 'OR2B11', 'FOXE3', 'OR10K1', 'LINC00923', 'OR1L4', 'DSCR10', 'KDM5D', 'ANKRD34C', 'CHRNA9', 'DPRX', 'POU4F2', 'KRTAP3-3', 'MYADML', 'SFTA3', 'OR52K2', 'HCRTR2', 'PTCHD3', 'LINC00710', 'OR1L1', 'MEP1A', 'FAM9B', 'SNORA2B', 'MAGEA9B', 'KRTAP12-1', 'LINC00964', 'OTC', 'GPR148', 'MYH16', 'PACRG-AS1', 'C12ORF42', 'ITLN2', 'OTOR', 'SPATA3', 'OR10AD1', 'HIST1H3F', 'LOC100129055', 'PLD5', 'LOC100132831', 'FAM83A-AS1', 'ARID3C', 'IGLL1', 'C11ORF87', 'MYL1', 'LINC00052', 'OVCH1', 'NPSR1', 'CLEC18C', 'MIR1-1HG', 'TMSB4Y', 'POM121L2', 'HRK', 'CDH10', 'VIL1', 'CLEC4M', 'SNORA64', 'SLC39A12', 'VCX3A', 'CLRN1-AS1', 'OR51F2', 'CMTM5', 'PSG3', 'HTR4', 'HPVC1', 'OR2M2', 'LOC100130264', 'C4ORF50', 'SOX3', 'HIST2H2AB', 'C7ORF57', 'ATOH7', 'AATK-AS1', 'CPA2', 'SPINK14', 'FERD3L', 'TSNAX-DISC1', 'H3F3AP5', 'OR5AR1', 'KRTAP4-8', 'CYP2W1', 'C15ORF43', 'C20ORF144', 'NF1P2', 'KLK12', 'DEFB108B', 'IFNA21', 'OR13C3', 'PPP1R3A', 'PRSS48', 'ADGRG7', 'ADAMTS20', 'CACNG3', 'KRTAP10-1', 'SNORA68', 'MBL2', 'PGA4', 'CXCL6', 'SLC12A1', 'COL20A1', 'KRT18P55', 'PRKAG3', 'S100A7', 'KRT73', 'LINC01101', 'LOC100130417', 'CELP', 'SNORA44', 'CLCA3P', 'LRRC30', 'TMPRSS11B', 'KRTAP7-1', 'SCARNA1', 'XIRP2', 'MCHR2', 'MMP21', 'PTX4', 'FAM19A1', 'MGC16025', 'SLURP1', 'TBX20', 'CCDC54', 'FFAR1', 'KRTAP5-2', 'FER1L6', 'HSFY1P1', 'GSX2', 'PPY2P', 'HTR6', 'NEUROD6', 'NUTM1', 'C2ORF27B', 'HEATR9', 'OR2T2', 'SLC28A2', 'HTR2C', 'KCNJ13', 'LINC01548', 'MYL2', 'FEZF1', 'MYH4', 'TMPRSS7', 'TMEM212', 'LINC00691', 'PRO0611', 'BARHL1', 'LOC285629', 'PATE3', 'SNORA72', 'OR5M1', 'TSHB', 'HILS1', 'C1ORF140', 'RFPL1', 'SNORA61', 'CDH19', 'SNORA5C', 'LOC644669', 'NYAP2', 'CLRN1', 'SALL3', 'GRM7', 'GCKR', 'TPTE2', 'ADGRE3', 'LRRC52', 'LRRIQ4', 'WFDC6', 'KRT12', 'CAPZA3', 'FAM71E2', 'C14ORF178', 'ADH6', 'PRTN3', 'LRRC74A', 'OR12D3', 'FNDC9', 'C5ORF47', 'A1CF', 'OR10R2', 'ZIC5', 'C12ORF56', 'PAGE2', 'C9ORF171', 'FSHR', 'OPRM1', 'OR4F17', 'KAAG1', 'CTXN3', 'CTRB2', 'OR5K1', 'FRG2DP', 'CAPNS2', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017832262764705176
		RMSE:  0.22609122586734381
		NRMSE:  0.08562439911658541
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0064622508272080825
		RMSE:  0.2813710133086082
		NRMSE:  0.13900150344012696
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  1.0882107717575707e-15
		NRMSE:  4.121229963103846e-16
		MAPE:  5.6465111221784144e-12
		Pearson Correlation:  0.01570729718339197
		Spearman Correlation:  0.062023217247097855
		Coefficient of Determination:  -1.404829575362926
		RMSE:  0.43493340165480093
		NRMSE:  0.21486362797448952
		MAPE:  1019.1700862166339

	Predictor:  ElasticNet
		Pearson Correlation:  0.7108847469337464
		Spearman Correlation:  0.5561380755874632
		Coefficient of Determination:  0.4169890952926175
		RMSE:  0.17111336864057877
		NRMSE:  0.06480339656905085
		MAPE:  265.75606242139423
		Pearson Correlation:  0.16111864075959967
		Spearman Correlation:  0.23201638864501023
		Coefficient of Determination:  -0.03345588051180348
		RMSE:  0.2851192761247734
		NRMSE:  0.1408532015259004
		MAPE:  198.1708431527657

	Predictor:  RandomForests
		Pearson Correlation:  0.6140297277995412
		Spearman Correlation:  0.46951744719998045
		Coefficient of Determination:  0.18890147758382048
		RMSE:  0.20182846040383798
		NRMSE:  0.07643569793745046
		MAPE:  267.4194603902116
		Pearson Correlation:  0.20929058177853768
		Spearman Correlation:  0.3133298783706075
		Coefficient of Determination:  4.845884331938777e-05
		RMSE:  0.28045945540621964
		NRMSE:  0.13855118015552562
		MAPE:  110.77480099213537

Protein:  CDH1
x_train_column_count:  1002
x_train columns:  ['BCORP1', 'OR5A1', 'CT45A6', 'MS4A5', 'DEFB124', 'OR8K3', 'SNAR-G1', 'OR9K2', 'OR7G3', 'OR52A1', 'MROH5', 'FAM92A1P2', 'SNORA36A', 'HES3', 'TAAR8', 'GJA8', 'TBC1D21', 'SNAR-E', 'OR8I2', 'DEFB113', 'FAM41AY1', 'SNAR-I', 'SNORA58', 'C11ORF40', 'OR51A2', 'CSN2', 'GJA10', 'SMR3B', 'SNORD8', 'CPN1', 'SNAR-A13', 'LRTM1', 'ZNRF4', 'TTTY21', 'LINC00326', 'TMEM247', 'SCP2D1', 'CCDC38', 'ST8SIA3', 'CT47B1', 'C17ORF102', 'SPRR2G', 'CEACAM20', 'ESX1', 'LINC00305', 'SNORA55', 'HYALP1', 'H1FOO', 'FAM224B', 'ANXA8L1', 'SCARNA4', 'GNAT3', 'OR6T1', 'CT47A6', 'CT47A7', 'SPANXN4', 'LINC00671', 'OR7G2', 'KRTAP6-2', 'HIST1H4G', 'OR8H1', 'OC90', 'CFHR2', 'PSG1', 'OR8B8', 'C12ORF40', 'ASB11', 'OR4A47', 'CA5A', 'OR5K3', 'SSX6', 'FAM25BP', 'OR10G4', 'SEC14L3', 'OR10T2', 'SNORA22', 'CCL15-CCL14', 'SCARNA14', 'EIF1AY', 'SNORD115-7', 'GLYCAM1', 'OR4S2', 'KRTAP19-5', 'SPATA31A3', 'SPAM1', 'CD5L', 'LYPD8', 'OR13C9', 'CLCA1', 'NMS', 'C1ORF105', 'SNORD15A', 'SNORA28', 'OR6C2', 'KLHL40', 'SCARNA22', 'BTNL3', 'CST13P', 'CSH2', 'LRRC7', 'KCNU1', 'SNORA20', 'SOX1', 'PLSCR5', 'GPR50', 'LILRP2', 'OR11L1', 'GJD2', 'VSTM2B', 'IFNA14', 'C22ORF42', 'CT47A11', 'LINC00314', 'OR2L2', 'CELA2A', 'SNORA24', 'CXORF51A', 'BRDTP1', 'MAGEB10', 'OR4B1', 'HHLA1', 'HBBP1', 'FAM153C', 'IQCF2', 'TEX33', 'SLC5A7', 'PLA2G2F', 'IGFL4', 'MC2R', 'SOST', 'PPBPP1', 'C4ORF51', 'OR6C4', 'SPRR4', 'NKX2-6', 'PRB1', 'CD300LD', 'OR1B1', 'PIWIL3', 'GPR151', 'RAB9BP1', 'AKAP14', 'DUSP21', 'PRSS3P2', 'TXLNGY', 'OR11H6', 'GABRA6', 'OR5B2', 'NPHS2', 'OR6B1', 'PWRN2', 'SCGB1C1', 'OR2AG1', 'KRT39', 'PGM5-AS1', 'OR14C36', 'OR8G5', 'OR10A5', 'MOS', 'OR8S1', 'GOLGA8EP', 'DDI1', 'PRAMEF8', 'PSAPL1', 'ZNF735', 'ZAR1L', 'DNMT3L', 'OR10S1', 'TTTY15', 'CASC8', 'SNORA51', 'LOC391003', 'USP17L6P', 'TMEM252', 'RNASE8', 'FLJ25758', 'MS4A10', 'DNAJC5G', 'CRYAA', 'CCKBR', 'TFAMP1', 'SNORA54', 'MRGPRX1', 'OR52A5', 'TBC1D28', 'OR52A4P', 'SCARNA20', 'OR4A16', 'KRTAP19-1', 'PABPC1L2A', 'SYT10', 'IFITM5', 'C17ORF64', 'IFNA13', 'ACSM2A', 'MORC1', 'FAM24A', 'NPPC', 'TSPY1', 'CFC1B', 'TSPY2', 'HFE2', 'HAND1', 'LINC00207', 'DAZL', 'PAGE5', 'HMHB1', 'VRTN', 'TGIF2LX', 'FBP2', 'NPBWR2', 'ARL5C', 'OR2W1', 'OR51L1', 'OR2T29', 'KRTAP12-3', 'SNORA34', 'GHSR', 'OR52B4', 'PRAMEF5', 'KHDC1L', 'GDNF', 'EDDM3A', 'OR6S1', 'IGF2BP2-AS1', 'LOC727924', 'CRLF2', 'P2RX3', 'CYP3A4', 'SERPINB4', 'GAGE1', 'OR5H1', 'SNORD116-19', 'SLC25A3P1', 'LINC01020', 'TMIGD1', 'LOC391343', 'FGA', 'SCGB1A1', 'SDR16C6P', 'SYCP1', 'OR9A2', 'PRSS1', 'GAGE2D', 'HTR5A', 'C3ORF49', 'CRNN', 'TTTY2', 'SLC13A1', 'OTX2', 'PF4', 'OR4F15', 'OR6C74', 'GYS2', 'IQCF6', 'IL13', 'ANKRD18DP', 'C10ORF53', 'LINC00469', 'LINC00696', 'LINC00895', 'CYP11B2', 'ADAM18', 'TCP10L2', 'C17ORF78', 'SNORA5B', 'FMO6P', 'PLET1', 'SCARNA11', 'LY6G6D', 'CGB5', 'POTEH', 'CLCA4', 'PLG', 'SST', 'TPD52L3', 'ZNF479', 'OR8B3', 'TMPRSS11F', 'TAAR9', 'OR2A2', 'F13B', 'SNORD89', 'OR1S2', 'OR5H14', 'ZCCHC13', 'OLAH', 'OPRD1', 'OR4D6', 'NOX3', 'LEUTX', 'VWC2L', 'EPS8L3', 'RPL13AP17', 'RAX2', 'DPPA5', 'KRTAP4-5', 'OR5T2', 'PRDM14', 'LOC285627', 'TKTL2', 'C18ORF42', 'OR10V1', 'OR2G2', 'OR8A1', 'SNORA71A', 'ZPBP', 'GPR78', 'FCAMR', 'BEND2', 'ACTRT2', 'TSGA13', 'SLC1A6', 'TTTY14', 'CST11', 'SSX5', 'STATH', 'CT45A1', 'OR5H6', 'IL26', 'LIPN', 'SPANXA2', 'OR6M1', 'ASB17', 'LINC01205', 'OR9G4', 'ACTR3BP2', 'SNORA74A', 'BARHL2', 'OR8D4', 'RTP2', 'LMNTD1', 'KLK9', 'OR4C12', 'LCNL1', 'TMEM202', 'OR11H4', 'OR2L8', 'GAGE2B', 'LOC145845', 'HNRNPCL1', 'KRTAP21-2', 'SERPINB3', 'DEFB110', 'KRT85', 'PWAR4', 'MYBPC2', 'LOC646813', 'C2ORF83', 'GPR52', 'PROP1', 'SSX8', 'LPO', 'NCOR1P1', 'SPATA31C1', 'ANKUB1', 'LINC00488', 'GOT1L1', 'OR2M4', 'LOC100129935', 'USP26', 'OR4C16', 'LINC00934', 'ZIM3', 'BPIFA3', 'DYDC1', 'FAM27B', 'COL6A4P1', 'TEX13B', 'CABS1', 'UGT2A3', 'OR4D9', 'FAM138D', 'ZAR1', 'FOXN3-AS2', 'POTED', 'CPLX4', 'SYCN', 'OR2M7', 'GSTA5', 'HIST1H4F', 'OR2T35', 'DUXA', 'SLC32A1', 'OR4K17', 'SLC38A8', 'TBC1D3P2', 'LINC00114', 'HTR3E', 'C3ORF30', 'KRTAP19-2', 'ASB18', 'CLRN2', 'RGS8', 'TMEM72', 'RBPJL', 'TRHR', 'HBD', 'CTRB1', 'B3GNT6', 'GABRG3', 'DAOA', 'WFDC8', 'DEFB104A', 'FRMPD4', 'LINC01565', 'KRTAP6-1', 'KRTAP25-1', 'HSFY2', 'EPPIN', 'LINC00608', 'OR56A1', 'OR6Y1', 'OR7A17', 'OR8H2', 'IL31', 'FBXW12', 'ALLC', 'OR4K2', 'OR4X2', 'GRIN2B', 'PRAMEF20', 'OR8G2', 'MYF5', 'LINC01566', 'KIR3DL3', 'MMD2', 'ITIH1', 'MAGEB3', 'ABRA', 'TCERG1L', 'OR8J3', 'CYLC2', 'SLC25A31', 'FAM169B', 'LINC00113', 'LOC729609', 'BMP15', 'FAM74A3', 'CFHR4', 'DEFB126', 'DEFB129', 'DEFB134', 'OR6B3', 'OR2AT4', 'FAM170B', 'INS', 'RHAG', 'CT47A1', 'CSNK1A1P1', 'OTOP1', 'GAGE12F', 'SRY', 'NKAIN3', 'PSKH2', 'MYH1', 'CCK', 'TCP10', 'SNORA70B', 'OR52H1', 'CD200R1L', 'OR5P3', 'REG4', 'POU6F2', 'TRPV5', 'KRTAP10-3', 'GPRC6A', 'ODF3', 'SPINK1', 'SCARNA8', 'FTHL17', 'ZNF705A', 'HOXC12', 'OR6B2', 'AQP2', 'KRTAP11-1', 'OR10H2', 'OR51I2', 'SNORA47', 'ACOT12', 'LCN9', 'DISC2', 'GUCY2EP', 'FGF6', 'TFF2', 'CHIAP2', 'CXADRP2', 'SNORA38B', 'C20ORF166-AS1', 'SNORD94', 'TMEM88B', 'OR4S1', 'OR5M10', 'MGC27382', 'MBD3L5', 'CNTN5', 'PYDC2', 'SNORA59B', 'ENAM', 'FIGLA', 'CCDC37', 'PCGEM1', 'PSG11', 'OR5AN1', 'OR6F1', 'OR14I1', 'SNORD115-26', 'LOC392196', 'SNCB', 'PISRT1', 'BOLL', 'OR7C2', 'SPATA19', 'TTTY8', 'TTTY9B', 'NANOS2', 'AVPR1B', 'XAGE3', 'CNGB1', 'MOGAT3', 'OR2T12', 'NLRP8', 'KRTAP10-7', 'MAGEA1', 'SLC51B', 'CYP2C18', 'CNTNAP4', 'UGT1A4', 'TAS2R60', 'OPN1MW', 'RESP18', 'RPL3L', 'OACYLP', 'IHH', 'LRRTM1', 'SLC17A6', 'MAGEB6', 'SNAR-F', 'MAGEA5', 'CLEC4G', 'PRAMEF1', 'PRDM9', 'SPDYC', 'SPRR2C', 'GRK1', 'KRTAP2-1', 'DNTT', 'KRTAP19-6', 'FOXR1', 'OR6K6', 'APCS', 'SFTPC', 'BSX', 'NEU2', 'PAQR9', 'OR5M3', 'KCNIP4-IT1', 'SLC6A5', 'MUSK', 'PAPOLB', 'CNGA2', 'IL17F', 'SLC2A2', 'GOLGA6L1', 'C10ORF120', 'ZFY', 'F9', 'CALR3', 'ANP32D', 'KRTAP10-12', 'C11ORF94', 'CA6', 'APOA2', 'CCDC166', 'HAO1', 'LINC00304', 'DEFB123', 'PPIAL4E', 'KGFLP1', 'SFTPB', 'LINC00575', 'OR5M8', 'ALX4', 'DKFZP434K028', 'EPB42', 'HCRTR1', 'SPANXN3', 'IZUMO1R', 'KRT3', 'OR4D11', 'KRTAP3-2', 'OR52R1', 'SSX9', 'LELP1', 'CRYGB', 'FTMT', 'OTOL1', 'AWAT1', 'OR7E24', 'LINC00410', 'LINC01553', 'BTN1A1', 'KRT25', 'PLA2G12B', 'KRTAP10-11', 'SCN1A', 'OR1K1', 'C16ORF90', 'ANXA10', 'KRTAP13-1', 'GABRR3', 'PROKR2', 'CELA2B', 'MT4', 'OR12D2', 'C12ORF77', 'COX7B2', 'ALPPL2', 'ZNF679', 'FKBP6', 'FOXD4L3', 'IQCJ', 'OR1E2', 'LGALS14', 'OR4D5', 'TMEM14E', 'PRR32', 'OR2T10', 'HBE1', 'NXNL1', 'PRB4', 'LOC286238', 'LINC01591', 'AADACL3', 'PRAMEF16', 'AGXT2', 'AKR1C8P', 'TMPRSS11BNL', 'SCTR', 'BANF2', 'BTF3P11', 'RPS4Y2', 'CDX4', 'SLC36A3', 'CHAT', 'OR4K5', 'OR10W1', 'MTNR1B', 'YIPF7', 'SPACA3', 'LYZL1', 'TNP1', 'EPGN', 'NEUROD1', 'KRTAP9-2', 'SVOP', 'SLC5A8', 'ANGPTL3', 'SPRR2E', 'OR2G6', 'INSC', 'OR51B5', 'NCAN', 'OR7D4', 'OR2M3', 'PLCZ1', 'SLC10A1', 'LINC01142', 'DAW1', 'OR6A2', 'AADAC', 'NKX2-3', 'TRIM49', 'ACSM2B', 'GBA3', 'ITPK1-AS1', 'OCSTAMP', 'BCYRN1', 'CETN1', 'HIST1H3B', 'SNORA16B', 'GKN2', 'EDDM3B', 'PCSK2', 'HIST1H4B', 'FAM170A', 'HULC', 'LOC647859', 'MCF2', 'RSPH6A', 'C1ORF141', 'C1ORF94', 'OR5B17', 'OR4D10', 'CTRC', 'KRTAP1-3', 'SLC9C1', 'PTH2', 'BET1P1', 'SHH', 'GPHA2', 'OR10AG1', 'C12ORF50', 'ZSCAN10', 'LHX3', 'OR10G8', 'PRAC1', 'PSG4', 'DEFB119', 'HS3ST4', 'PRG1', 'IL3', 'GUCY2F', 'DMRT1', 'LINC00520', 'OR1M1', 'OR1N1', 'OR1S1', 'NLRP13', 'UGT2B28', 'FAM47C', 'MMP23A', 'KRT71', 'TDRG1', 'FAM138B', 'NXPE1', 'FAM150A', 'AMER3', 'PCDH8', 'GCGR', 'NPSR1-AS1', 'ARL13A', 'DRD3', 'HSD52', 'TARM1', 'TCEB3C', 'LINC00202-2', 'SH2D7', 'IGFBP1', 'OR5E1P', 'OR2B3', 'OR5H2', 'SNORA27', 'SLCO6A1', 'CALCB', 'TMEM8C', 'GABRA4', 'SNORD15B', 'LINC00479', 'LOC284798', 'CHRNB3', 'HGC6.3', 'CCKAR', 'XKR7', 'ISL1', 'MRGPRG-AS1', 'CGB8', 'SNORA36B', 'LINC00523', 'MYH7', 'CGB2', 'GUCA1C', 'NEUROG3', 'PRSS57', 'FAM71B', 'VWA5B1', 'PROKR1', 'SLCO1B7', 'VGLL2', 'UBE2DNL', 'NKX6-2', 'PRKY', 'CACNG7', 'GH1', 'CCER1', 'PPP1R2P9', 'TRPM3', 'C7ORF72', 'IL36A', 'BPIFB4', 'UGT2B10', 'USP50', 'MTVR2', 'MUC13', 'LINC00032', 'FGF23', 'OR4K1', 'KRTAP12-2', 'OR52N2', 'DEFB118', 'KRTAP1-5', 'DEFB115', 'AIRE', 'RNF151', 'EXD1', 'FGF16', 'APOA5', 'PASD1', 'SNORA77', 'OR2A14', 'POU4F3', 'SYT14P1', 'HTR1A', 'FMO9P', 'SNORD97', 'ZFAT-AS1', 'B4GALNT2', 'OLFM3', 'HMSD', 'OR2B11', 'FOXE3', 'OR10K1', 'LINC00923', 'OR1L4', 'DSCR10', 'KDM5D', 'ANKRD34C', 'CHRNA9', 'DPRX', 'POU4F2', 'KRTAP3-3', 'MYADML', 'SFTA3', 'OR52K2', 'HCRTR2', 'PTCHD3', 'LINC00710', 'OR1L1', 'MEP1A', 'FAM9B', 'SNORA2B', 'MAGEA9B', 'KRTAP12-1', 'LINC00964', 'OTC', 'GPR148', 'MYH16', 'PACRG-AS1', 'C12ORF42', 'ITLN2', 'OTOR', 'SPATA3', 'OR10AD1', 'HIST1H3F', 'LOC100129055', 'PLD5', 'LOC100132831', 'FAM83A-AS1', 'ARID3C', 'IGLL1', 'C11ORF87', 'MYL1', 'LINC00052', 'OVCH1', 'NPSR1', 'CLEC18C', 'MIR1-1HG', 'TMSB4Y', 'POM121L2', 'HRK', 'CDH10', 'VIL1', 'CLEC4M', 'SNORA64', 'SLC39A12', 'VCX3A', 'CLRN1-AS1', 'OR51F2', 'CMTM5', 'PSG3', 'HTR4', 'HPVC1', 'OR2M2', 'LOC100130264', 'C4ORF50', 'SOX3', 'HIST2H2AB', 'C7ORF57', 'ATOH7', 'AATK-AS1', 'CPA2', 'SPINK14', 'FERD3L', 'TSNAX-DISC1', 'H3F3AP5', 'OR5AR1', 'KRTAP4-8', 'CYP2W1', 'C15ORF43', 'C20ORF144', 'NF1P2', 'KLK12', 'DEFB108B', 'IFNA21', 'OR13C3', 'PPP1R3A', 'PRSS48', 'ADGRG7', 'ADAMTS20', 'CACNG3', 'KRTAP10-1', 'SNORA68', 'MBL2', 'PGA4', 'CXCL6', 'SLC12A1', 'COL20A1', 'KRT18P55', 'PRKAG3', 'S100A7', 'KRT73', 'LINC01101', 'LOC100130417', 'CELP', 'SNORA44', 'CLCA3P', 'LRRC30', 'TMPRSS11B', 'KRTAP7-1', 'SCARNA1', 'XIRP2', 'MCHR2', 'MMP21', 'PTX4', 'FAM19A1', 'MGC16025', 'SLURP1', 'TBX20', 'CCDC54', 'FFAR1', 'KRTAP5-2', 'FER1L6', 'HSFY1P1', 'GSX2', 'PPY2P', 'HTR6', 'NEUROD6', 'NUTM1', 'C2ORF27B', 'HEATR9', 'OR2T2', 'SLC28A2', 'HTR2C', 'KCNJ13', 'LINC01548', 'MYL2', 'FEZF1', 'MYH4', 'TMPRSS7', 'TMEM212', 'LINC00691', 'PRO0611', 'BARHL1', 'LOC285629', 'PATE3', 'SNORA72', 'OR5M1', 'TSHB', 'HILS1', 'C1ORF140', 'RFPL1', 'SNORA61', 'CDH19', 'SNORA5C', 'LOC644669', 'NYAP2', 'CLRN1', 'SALL3', 'GRM7', 'GCKR', 'TPTE2', 'ADGRE3', 'LRRC52', 'LRRIQ4', 'WFDC6', 'KRT12', 'CAPZA3', 'FAM71E2', 'C14ORF178', 'ADH6', 'PRTN3', 'LRRC74A', 'OR12D3', 'FNDC9', 'C5ORF47', 'A1CF', 'OR10R2', 'ZIC5', 'C12ORF56', 'PAGE2', 'C9ORF171', 'FSHR', 'OPRM1', 'OR4F17', 'KAAG1', 'CTXN3', 'CTRB2', 'OR5K1', 'FRG2DP', 'CAPNS2', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12177449909053428
		RMSE:  1.1951653206606205
		NRMSE:  0.20089175544360185
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11829904064371455
		RMSE:  1.227018913081223
		NRMSE:  0.19873326310796913
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  5.786599526416871e-15
		NRMSE:  9.726521651987412e-16
		MAPE:  4.0158904370794215e-12
		Pearson Correlation:  0.3785310017282896
		Spearman Correlation:  0.3287142717783631
		Coefficient of Determination:  -1.1765408713347414
		RMSE:  1.7118105323762447
		NRMSE:  0.27725219986010247
		MAPE:  789.387544810749

	Predictor:  ElasticNet
		Pearson Correlation:  0.9240116151566721
		Spearman Correlation:  0.8989635992742978
		Coefficient of Determination:  0.8233179413385647
		RMSE:  0.4743199886151476
		NRMSE:  0.0797270247953789
		MAPE:  210.17765115910572
		Pearson Correlation:  0.5601453619187866
		Spearman Correlation:  0.48880109257633403
		Coefficient of Determination:  0.2888216292549307
		RMSE:  0.9785016237808585
		NRMSE:  0.1584823335461855
		MAPE:  361.1524435624721

	Predictor:  RandomForests
		Pearson Correlation:  0.7416076430381736
		Spearman Correlation:  0.664429855774446
		Coefficient of Determination:  0.5451731120536603
		RMSE:  0.7610238489690192
		NRMSE:  0.1279182170959641
		MAPE:  222.92655000171214
		Pearson Correlation:  0.7445558059786131
		Spearman Correlation:  0.7396205248268463
		Coefficient of Determination:  0.5505154176558849
		RMSE:  0.7779105843811813
		NRMSE:  0.1259937456482105
		MAPE:  126.15522531678454

Protein:  CDH2
x_train_column_count:  1002
x_train columns:  ['BCORP1', 'OR5A1', 'CT45A6', 'MS4A5', 'DEFB124', 'OR8K3', 'SNAR-G1', 'OR9K2', 'OR7G3', 'OR52A1', 'MROH5', 'FAM92A1P2', 'SNORA36A', 'HES3', 'TAAR8', 'GJA8', 'TBC1D21', 'SNAR-E', 'OR8I2', 'DEFB113', 'FAM41AY1', 'SNAR-I', 'SNORA58', 'C11ORF40', 'OR51A2', 'CSN2', 'GJA10', 'SMR3B', 'SNORD8', 'CPN1', 'SNAR-A13', 'LRTM1', 'ZNRF4', 'TTTY21', 'LINC00326', 'TMEM247', 'SCP2D1', 'CCDC38', 'ST8SIA3', 'CT47B1', 'C17ORF102', 'SPRR2G', 'CEACAM20', 'ESX1', 'LINC00305', 'SNORA55', 'HYALP1', 'H1FOO', 'FAM224B', 'ANXA8L1', 'SCARNA4', 'GNAT3', 'OR6T1', 'CT47A6', 'CT47A7', 'SPANXN4', 'LINC00671', 'OR7G2', 'KRTAP6-2', 'HIST1H4G', 'OR8H1', 'OC90', 'CFHR2', 'PSG1', 'OR8B8', 'C12ORF40', 'ASB11', 'OR4A47', 'CA5A', 'OR5K3', 'SSX6', 'FAM25BP', 'OR10G4', 'SEC14L3', 'OR10T2', 'SNORA22', 'CCL15-CCL14', 'SCARNA14', 'EIF1AY', 'SNORD115-7', 'GLYCAM1', 'OR4S2', 'KRTAP19-5', 'SPATA31A3', 'SPAM1', 'CD5L', 'LYPD8', 'OR13C9', 'CLCA1', 'NMS', 'C1ORF105', 'SNORD15A', 'SNORA28', 'OR6C2', 'KLHL40', 'SCARNA22', 'BTNL3', 'CST13P', 'CSH2', 'LRRC7', 'KCNU1', 'SNORA20', 'SOX1', 'PLSCR5', 'GPR50', 'LILRP2', 'OR11L1', 'GJD2', 'VSTM2B', 'IFNA14', 'C22ORF42', 'CT47A11', 'LINC00314', 'OR2L2', 'CELA2A', 'SNORA24', 'CXORF51A', 'BRDTP1', 'MAGEB10', 'OR4B1', 'HHLA1', 'HBBP1', 'FAM153C', 'IQCF2', 'TEX33', 'SLC5A7', 'PLA2G2F', 'IGFL4', 'MC2R', 'SOST', 'PPBPP1', 'C4ORF51', 'OR6C4', 'SPRR4', 'NKX2-6', 'PRB1', 'CD300LD', 'OR1B1', 'PIWIL3', 'GPR151', 'RAB9BP1', 'AKAP14', 'DUSP21', 'PRSS3P2', 'TXLNGY', 'OR11H6', 'GABRA6', 'OR5B2', 'NPHS2', 'OR6B1', 'PWRN2', 'SCGB1C1', 'OR2AG1', 'KRT39', 'PGM5-AS1', 'OR14C36', 'OR8G5', 'OR10A5', 'MOS', 'OR8S1', 'GOLGA8EP', 'DDI1', 'PRAMEF8', 'PSAPL1', 'ZNF735', 'ZAR1L', 'DNMT3L', 'OR10S1', 'TTTY15', 'CASC8', 'SNORA51', 'LOC391003', 'USP17L6P', 'TMEM252', 'RNASE8', 'FLJ25758', 'MS4A10', 'DNAJC5G', 'CRYAA', 'CCKBR', 'TFAMP1', 'SNORA54', 'MRGPRX1', 'OR52A5', 'TBC1D28', 'OR52A4P', 'SCARNA20', 'OR4A16', 'KRTAP19-1', 'PABPC1L2A', 'SYT10', 'IFITM5', 'C17ORF64', 'IFNA13', 'ACSM2A', 'MORC1', 'FAM24A', 'NPPC', 'TSPY1', 'CFC1B', 'TSPY2', 'HFE2', 'HAND1', 'LINC00207', 'DAZL', 'PAGE5', 'HMHB1', 'VRTN', 'TGIF2LX', 'FBP2', 'NPBWR2', 'ARL5C', 'OR2W1', 'OR51L1', 'OR2T29', 'KRTAP12-3', 'SNORA34', 'GHSR', 'OR52B4', 'PRAMEF5', 'KHDC1L', 'GDNF', 'EDDM3A', 'OR6S1', 'IGF2BP2-AS1', 'LOC727924', 'CRLF2', 'P2RX3', 'CYP3A4', 'SERPINB4', 'GAGE1', 'OR5H1', 'SNORD116-19', 'SLC25A3P1', 'LINC01020', 'TMIGD1', 'LOC391343', 'FGA', 'SCGB1A1', 'SDR16C6P', 'SYCP1', 'OR9A2', 'PRSS1', 'GAGE2D', 'HTR5A', 'C3ORF49', 'CRNN', 'TTTY2', 'SLC13A1', 'OTX2', 'PF4', 'OR4F15', 'OR6C74', 'GYS2', 'IQCF6', 'IL13', 'ANKRD18DP', 'C10ORF53', 'LINC00469', 'LINC00696', 'LINC00895', 'CYP11B2', 'ADAM18', 'TCP10L2', 'C17ORF78', 'SNORA5B', 'FMO6P', 'PLET1', 'SCARNA11', 'LY6G6D', 'CGB5', 'POTEH', 'CLCA4', 'PLG', 'SST', 'TPD52L3', 'ZNF479', 'OR8B3', 'TMPRSS11F', 'TAAR9', 'OR2A2', 'F13B', 'SNORD89', 'OR1S2', 'OR5H14', 'ZCCHC13', 'OLAH', 'OPRD1', 'OR4D6', 'NOX3', 'LEUTX', 'VWC2L', 'EPS8L3', 'RPL13AP17', 'RAX2', 'DPPA5', 'KRTAP4-5', 'OR5T2', 'PRDM14', 'LOC285627', 'TKTL2', 'C18ORF42', 'OR10V1', 'OR2G2', 'OR8A1', 'SNORA71A', 'ZPBP', 'GPR78', 'FCAMR', 'BEND2', 'ACTRT2', 'TSGA13', 'SLC1A6', 'TTTY14', 'CST11', 'SSX5', 'STATH', 'CT45A1', 'OR5H6', 'IL26', 'LIPN', 'SPANXA2', 'OR6M1', 'ASB17', 'LINC01205', 'OR9G4', 'ACTR3BP2', 'SNORA74A', 'BARHL2', 'OR8D4', 'RTP2', 'LMNTD1', 'KLK9', 'OR4C12', 'LCNL1', 'TMEM202', 'OR11H4', 'OR2L8', 'GAGE2B', 'LOC145845', 'HNRNPCL1', 'KRTAP21-2', 'SERPINB3', 'DEFB110', 'KRT85', 'PWAR4', 'MYBPC2', 'LOC646813', 'C2ORF83', 'GPR52', 'PROP1', 'SSX8', 'LPO', 'NCOR1P1', 'SPATA31C1', 'ANKUB1', 'LINC00488', 'GOT1L1', 'OR2M4', 'LOC100129935', 'USP26', 'OR4C16', 'LINC00934', 'ZIM3', 'BPIFA3', 'DYDC1', 'FAM27B', 'COL6A4P1', 'TEX13B', 'CABS1', 'UGT2A3', 'OR4D9', 'FAM138D', 'ZAR1', 'FOXN3-AS2', 'POTED', 'CPLX4', 'SYCN', 'OR2M7', 'GSTA5', 'HIST1H4F', 'OR2T35', 'DUXA', 'SLC32A1', 'OR4K17', 'SLC38A8', 'TBC1D3P2', 'LINC00114', 'HTR3E', 'C3ORF30', 'KRTAP19-2', 'ASB18', 'CLRN2', 'RGS8', 'TMEM72', 'RBPJL', 'TRHR', 'HBD', 'CTRB1', 'B3GNT6', 'GABRG3', 'DAOA', 'WFDC8', 'DEFB104A', 'FRMPD4', 'LINC01565', 'KRTAP6-1', 'KRTAP25-1', 'HSFY2', 'EPPIN', 'LINC00608', 'OR56A1', 'OR6Y1', 'OR7A17', 'OR8H2', 'IL31', 'FBXW12', 'ALLC', 'OR4K2', 'OR4X2', 'GRIN2B', 'PRAMEF20', 'OR8G2', 'MYF5', 'LINC01566', 'KIR3DL3', 'MMD2', 'ITIH1', 'MAGEB3', 'ABRA', 'TCERG1L', 'OR8J3', 'CYLC2', 'SLC25A31', 'FAM169B', 'LINC00113', 'LOC729609', 'BMP15', 'FAM74A3', 'CFHR4', 'DEFB126', 'DEFB129', 'DEFB134', 'OR6B3', 'OR2AT4', 'FAM170B', 'INS', 'RHAG', 'CT47A1', 'CSNK1A1P1', 'OTOP1', 'GAGE12F', 'SRY', 'NKAIN3', 'PSKH2', 'MYH1', 'CCK', 'TCP10', 'SNORA70B', 'OR52H1', 'CD200R1L', 'OR5P3', 'REG4', 'POU6F2', 'TRPV5', 'KRTAP10-3', 'GPRC6A', 'ODF3', 'SPINK1', 'SCARNA8', 'FTHL17', 'ZNF705A', 'HOXC12', 'OR6B2', 'AQP2', 'KRTAP11-1', 'OR10H2', 'OR51I2', 'SNORA47', 'ACOT12', 'LCN9', 'DISC2', 'GUCY2EP', 'FGF6', 'TFF2', 'CHIAP2', 'CXADRP2', 'SNORA38B', 'C20ORF166-AS1', 'SNORD94', 'TMEM88B', 'OR4S1', 'OR5M10', 'MGC27382', 'MBD3L5', 'CNTN5', 'PYDC2', 'SNORA59B', 'ENAM', 'FIGLA', 'CCDC37', 'PCGEM1', 'PSG11', 'OR5AN1', 'OR6F1', 'OR14I1', 'SNORD115-26', 'LOC392196', 'SNCB', 'PISRT1', 'BOLL', 'OR7C2', 'SPATA19', 'TTTY8', 'TTTY9B', 'NANOS2', 'AVPR1B', 'XAGE3', 'CNGB1', 'MOGAT3', 'OR2T12', 'NLRP8', 'KRTAP10-7', 'MAGEA1', 'SLC51B', 'CYP2C18', 'CNTNAP4', 'UGT1A4', 'TAS2R60', 'OPN1MW', 'RESP18', 'RPL3L', 'OACYLP', 'IHH', 'LRRTM1', 'SLC17A6', 'MAGEB6', 'SNAR-F', 'MAGEA5', 'CLEC4G', 'PRAMEF1', 'PRDM9', 'SPDYC', 'SPRR2C', 'GRK1', 'KRTAP2-1', 'DNTT', 'KRTAP19-6', 'FOXR1', 'OR6K6', 'APCS', 'SFTPC', 'BSX', 'NEU2', 'PAQR9', 'OR5M3', 'KCNIP4-IT1', 'SLC6A5', 'MUSK', 'PAPOLB', 'CNGA2', 'IL17F', 'SLC2A2', 'GOLGA6L1', 'C10ORF120', 'ZFY', 'F9', 'CALR3', 'ANP32D', 'KRTAP10-12', 'C11ORF94', 'CA6', 'APOA2', 'CCDC166', 'HAO1', 'LINC00304', 'DEFB123', 'PPIAL4E', 'KGFLP1', 'SFTPB', 'LINC00575', 'OR5M8', 'ALX4', 'DKFZP434K028', 'EPB42', 'HCRTR1', 'SPANXN3', 'IZUMO1R', 'KRT3', 'OR4D11', 'KRTAP3-2', 'OR52R1', 'SSX9', 'LELP1', 'CRYGB', 'FTMT', 'OTOL1', 'AWAT1', 'OR7E24', 'LINC00410', 'LINC01553', 'BTN1A1', 'KRT25', 'PLA2G12B', 'KRTAP10-11', 'SCN1A', 'OR1K1', 'C16ORF90', 'ANXA10', 'KRTAP13-1', 'GABRR3', 'PROKR2', 'CELA2B', 'MT4', 'OR12D2', 'C12ORF77', 'COX7B2', 'ALPPL2', 'ZNF679', 'FKBP6', 'FOXD4L3', 'IQCJ', 'OR1E2', 'LGALS14', 'OR4D5', 'TMEM14E', 'PRR32', 'OR2T10', 'HBE1', 'NXNL1', 'PRB4', 'LOC286238', 'LINC01591', 'AADACL3', 'PRAMEF16', 'AGXT2', 'AKR1C8P', 'TMPRSS11BNL', 'SCTR', 'BANF2', 'BTF3P11', 'RPS4Y2', 'CDX4', 'SLC36A3', 'CHAT', 'OR4K5', 'OR10W1', 'MTNR1B', 'YIPF7', 'SPACA3', 'LYZL1', 'TNP1', 'EPGN', 'NEUROD1', 'KRTAP9-2', 'SVOP', 'SLC5A8', 'ANGPTL3', 'SPRR2E', 'OR2G6', 'INSC', 'OR51B5', 'NCAN', 'OR7D4', 'OR2M3', 'PLCZ1', 'SLC10A1', 'LINC01142', 'DAW1', 'OR6A2', 'AADAC', 'NKX2-3', 'TRIM49', 'ACSM2B', 'GBA3', 'ITPK1-AS1', 'OCSTAMP', 'BCYRN1', 'CETN1', 'HIST1H3B', 'SNORA16B', 'GKN2', 'EDDM3B', 'PCSK2', 'HIST1H4B', 'FAM170A', 'HULC', 'LOC647859', 'MCF2', 'RSPH6A', 'C1ORF141', 'C1ORF94', 'OR5B17', 'OR4D10', 'CTRC', 'KRTAP1-3', 'SLC9C1', 'PTH2', 'BET1P1', 'SHH', 'GPHA2', 'OR10AG1', 'C12ORF50', 'ZSCAN10', 'LHX3', 'OR10G8', 'PRAC1', 'PSG4', 'DEFB119', 'HS3ST4', 'PRG1', 'IL3', 'GUCY2F', 'DMRT1', 'LINC00520', 'OR1M1', 'OR1N1', 'OR1S1', 'NLRP13', 'UGT2B28', 'FAM47C', 'MMP23A', 'KRT71', 'TDRG1', 'FAM138B', 'NXPE1', 'FAM150A', 'AMER3', 'PCDH8', 'GCGR', 'NPSR1-AS1', 'ARL13A', 'DRD3', 'HSD52', 'TARM1', 'TCEB3C', 'LINC00202-2', 'SH2D7', 'IGFBP1', 'OR5E1P', 'OR2B3', 'OR5H2', 'SNORA27', 'SLCO6A1', 'CALCB', 'TMEM8C', 'GABRA4', 'SNORD15B', 'LINC00479', 'LOC284798', 'CHRNB3', 'HGC6.3', 'CCKAR', 'XKR7', 'ISL1', 'MRGPRG-AS1', 'CGB8', 'SNORA36B', 'LINC00523', 'MYH7', 'CGB2', 'GUCA1C', 'NEUROG3', 'PRSS57', 'FAM71B', 'VWA5B1', 'PROKR1', 'SLCO1B7', 'VGLL2', 'UBE2DNL', 'NKX6-2', 'PRKY', 'CACNG7', 'GH1', 'CCER1', 'PPP1R2P9', 'TRPM3', 'C7ORF72', 'IL36A', 'BPIFB4', 'UGT2B10', 'USP50', 'MTVR2', 'MUC13', 'LINC00032', 'FGF23', 'OR4K1', 'KRTAP12-2', 'OR52N2', 'DEFB118', 'KRTAP1-5', 'DEFB115', 'AIRE', 'RNF151', 'EXD1', 'FGF16', 'APOA5', 'PASD1', 'SNORA77', 'OR2A14', 'POU4F3', 'SYT14P1', 'HTR1A', 'FMO9P', 'SNORD97', 'ZFAT-AS1', 'B4GALNT2', 'OLFM3', 'HMSD', 'OR2B11', 'FOXE3', 'OR10K1', 'LINC00923', 'OR1L4', 'DSCR10', 'KDM5D', 'ANKRD34C', 'CHRNA9', 'DPRX', 'POU4F2', 'KRTAP3-3', 'MYADML', 'SFTA3', 'OR52K2', 'HCRTR2', 'PTCHD3', 'LINC00710', 'OR1L1', 'MEP1A', 'FAM9B', 'SNORA2B', 'MAGEA9B', 'KRTAP12-1', 'LINC00964', 'OTC', 'GPR148', 'MYH16', 'PACRG-AS1', 'C12ORF42', 'ITLN2', 'OTOR', 'SPATA3', 'OR10AD1', 'HIST1H3F', 'LOC100129055', 'PLD5', 'LOC100132831', 'FAM83A-AS1', 'ARID3C', 'IGLL1', 'C11ORF87', 'MYL1', 'LINC00052', 'OVCH1', 'NPSR1', 'CLEC18C', 'MIR1-1HG', 'TMSB4Y', 'POM121L2', 'HRK', 'CDH10', 'VIL1', 'CLEC4M', 'SNORA64', 'SLC39A12', 'VCX3A', 'CLRN1-AS1', 'OR51F2', 'CMTM5', 'PSG3', 'HTR4', 'HPVC1', 'OR2M2', 'LOC100130264', 'C4ORF50', 'SOX3', 'HIST2H2AB', 'C7ORF57', 'ATOH7', 'AATK-AS1', 'CPA2', 'SPINK14', 'FERD3L', 'TSNAX-DISC1', 'H3F3AP5', 'OR5AR1', 'KRTAP4-8', 'CYP2W1', 'C15ORF43', 'C20ORF144', 'NF1P2', 'KLK12', 'DEFB108B', 'IFNA21', 'OR13C3', 'PPP1R3A', 'PRSS48', 'ADGRG7', 'ADAMTS20', 'CACNG3', 'KRTAP10-1', 'SNORA68', 'MBL2', 'PGA4', 'CXCL6', 'SLC12A1', 'COL20A1', 'KRT18P55', 'PRKAG3', 'S100A7', 'KRT73', 'LINC01101', 'LOC100130417', 'CELP', 'SNORA44', 'CLCA3P', 'LRRC30', 'TMPRSS11B', 'KRTAP7-1', 'SCARNA1', 'XIRP2', 'MCHR2', 'MMP21', 'PTX4', 'FAM19A1', 'MGC16025', 'SLURP1', 'TBX20', 'CCDC54', 'FFAR1', 'KRTAP5-2', 'FER1L6', 'HSFY1P1', 'GSX2', 'PPY2P', 'HTR6', 'NEUROD6', 'NUTM1', 'C2ORF27B', 'HEATR9', 'OR2T2', 'SLC28A2', 'HTR2C', 'KCNJ13', 'LINC01548', 'MYL2', 'FEZF1', 'MYH4', 'TMPRSS7', 'TMEM212', 'LINC00691', 'PRO0611', 'BARHL1', 'LOC285629', 'PATE3', 'SNORA72', 'OR5M1', 'TSHB', 'HILS1', 'C1ORF140', 'RFPL1', 'SNORA61', 'CDH19', 'SNORA5C', 'LOC644669', 'NYAP2', 'CLRN1', 'SALL3', 'GRM7', 'GCKR', 'TPTE2', 'ADGRE3', 'LRRC52', 'LRRIQ4', 'WFDC6', 'KRT12', 'CAPZA3', 'FAM71E2', 'C14ORF178', 'ADH6', 'PRTN3', 'LRRC74A', 'OR12D3', 'FNDC9', 'C5ORF47', 'A1CF', 'OR10R2', 'ZIC5', 'C12ORF56', 'PAGE2', 'C9ORF171', 'FSHR', 'OPRM1', 'OR4F17', 'KAAG1', 'CTXN3', 'CTRB2', 'OR5K1', 'FRG2DP', 'CAPNS2', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004084060130477685
		RMSE:  0.37195168053170635
		NRMSE:  0.13741024893390016
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006474841096328898
		RMSE:  0.3763274359057868
		NRMSE:  0.1942134674644098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999031343205
		Coefficient of Determination:  1.0
		RMSE:  1.876833138887619e-15
		NRMSE:  6.933591708828348e-16
		MAPE:  1.2731183161945136e-11
		Pearson Correlation:  0.23813492305422732
		Spearman Correlation:  0.25805775046336943
		Coefficient of Determination:  -1.2476122015521653
		RMSE:  0.5623738399536978
		NRMSE:  0.2902275068141084
		MAPE:  420.17801601220344

	Predictor:  ElasticNet
		Pearson Correlation:  0.8150676495382704
		Spearman Correlation:  0.7958955762352635
		Coefficient of Determination:  0.5801100631940461
		RMSE:  0.24052998382890323
		NRMSE:  0.08885908219785332
		MAPE:  1638.3595972705045
		Pearson Correlation:  0.15724938837530997
		Spearman Correlation:  0.1940005853087504
		Coefficient of Determination:  0.00404287758315891
		RMSE:  0.37435595041331793
		NRMSE:  0.19319603159070958
		MAPE:  139.87229355578665

	Predictor:  RandomForests
		Pearson Correlation:  0.5749314869061466
		Spearman Correlation:  0.5054881868714205
		Coefficient of Determination:  0.16460232575424638
		RMSE:  0.33927207880947047
		NRMSE:  0.12533741140485893
		MAPE:  476.02985393067706
		Pearson Correlation:  0.06526020697209875
		Spearman Correlation:  0.12341235001463272
		Coefficient of Determination:  0.0025929805403490658
		RMSE:  0.37462834175194487
		NRMSE:  0.19333660615778753
		MAPE:  105.87005989575312

Protein:  CDH3
x_train_column_count:  1002
x_train columns:  ['BCORP1', 'OR5A1', 'CT45A6', 'MS4A5', 'DEFB124', 'OR8K3', 'SNAR-G1', 'OR9K2', 'OR7G3', 'OR52A1', 'MROH5', 'FAM92A1P2', 'SNORA36A', 'HES3', 'TAAR8', 'GJA8', 'TBC1D21', 'SNAR-E', 'OR8I2', 'DEFB113', 'FAM41AY1', 'SNAR-I', 'SNORA58', 'C11ORF40', 'OR51A2', 'CSN2', 'GJA10', 'SMR3B', 'SNORD8', 'CPN1', 'SNAR-A13', 'LRTM1', 'ZNRF4', 'TTTY21', 'LINC00326', 'TMEM247', 'SCP2D1', 'CCDC38', 'ST8SIA3', 'CT47B1', 'C17ORF102', 'SPRR2G', 'CEACAM20', 'ESX1', 'LINC00305', 'SNORA55', 'HYALP1', 'H1FOO', 'FAM224B', 'ANXA8L1', 'SCARNA4', 'GNAT3', 'OR6T1', 'CT47A6', 'CT47A7', 'SPANXN4', 'LINC00671', 'OR7G2', 'KRTAP6-2', 'HIST1H4G', 'OR8H1', 'OC90', 'CFHR2', 'PSG1', 'OR8B8', 'C12ORF40', 'ASB11', 'OR4A47', 'CA5A', 'OR5K3', 'SSX6', 'FAM25BP', 'OR10G4', 'SEC14L3', 'OR10T2', 'SNORA22', 'CCL15-CCL14', 'SCARNA14', 'EIF1AY', 'SNORD115-7', 'GLYCAM1', 'OR4S2', 'KRTAP19-5', 'SPATA31A3', 'SPAM1', 'CD5L', 'LYPD8', 'OR13C9', 'CLCA1', 'NMS', 'C1ORF105', 'SNORD15A', 'SNORA28', 'OR6C2', 'KLHL40', 'SCARNA22', 'BTNL3', 'CST13P', 'CSH2', 'LRRC7', 'KCNU1', 'SNORA20', 'SOX1', 'PLSCR5', 'GPR50', 'LILRP2', 'OR11L1', 'GJD2', 'VSTM2B', 'IFNA14', 'C22ORF42', 'CT47A11', 'LINC00314', 'OR2L2', 'CELA2A', 'SNORA24', 'CXORF51A', 'BRDTP1', 'MAGEB10', 'OR4B1', 'HHLA1', 'HBBP1', 'FAM153C', 'IQCF2', 'TEX33', 'SLC5A7', 'PLA2G2F', 'IGFL4', 'MC2R', 'SOST', 'PPBPP1', 'C4ORF51', 'OR6C4', 'SPRR4', 'NKX2-6', 'PRB1', 'CD300LD', 'OR1B1', 'PIWIL3', 'GPR151', 'RAB9BP1', 'AKAP14', 'DUSP21', 'PRSS3P2', 'TXLNGY', 'OR11H6', 'GABRA6', 'OR5B2', 'NPHS2', 'OR6B1', 'PWRN2', 'SCGB1C1', 'OR2AG1', 'KRT39', 'PGM5-AS1', 'OR14C36', 'OR8G5', 'OR10A5', 'MOS', 'OR8S1', 'GOLGA8EP', 'DDI1', 'PRAMEF8', 'PSAPL1', 'ZNF735', 'ZAR1L', 'DNMT3L', 'OR10S1', 'TTTY15', 'CASC8', 'SNORA51', 'LOC391003', 'USP17L6P', 'TMEM252', 'RNASE8', 'FLJ25758', 'MS4A10', 'DNAJC5G', 'CRYAA', 'CCKBR', 'TFAMP1', 'SNORA54', 'MRGPRX1', 'OR52A5', 'TBC1D28', 'OR52A4P', 'SCARNA20', 'OR4A16', 'KRTAP19-1', 'PABPC1L2A', 'SYT10', 'IFITM5', 'C17ORF64', 'IFNA13', 'ACSM2A', 'MORC1', 'FAM24A', 'NPPC', 'TSPY1', 'CFC1B', 'TSPY2', 'HFE2', 'HAND1', 'LINC00207', 'DAZL', 'PAGE5', 'HMHB1', 'VRTN', 'TGIF2LX', 'FBP2', 'NPBWR2', 'ARL5C', 'OR2W1', 'OR51L1', 'OR2T29', 'KRTAP12-3', 'SNORA34', 'GHSR', 'OR52B4', 'PRAMEF5', 'KHDC1L', 'GDNF', 'EDDM3A', 'OR6S1', 'IGF2BP2-AS1', 'LOC727924', 'CRLF2', 'P2RX3', 'CYP3A4', 'SERPINB4', 'GAGE1', 'OR5H1', 'SNORD116-19', 'SLC25A3P1', 'LINC01020', 'TMIGD1', 'LOC391343', 'FGA', 'SCGB1A1', 'SDR16C6P', 'SYCP1', 'OR9A2', 'PRSS1', 'GAGE2D', 'HTR5A', 'C3ORF49', 'CRNN', 'TTTY2', 'SLC13A1', 'OTX2', 'PF4', 'OR4F15', 'OR6C74', 'GYS2', 'IQCF6', 'IL13', 'ANKRD18DP', 'C10ORF53', 'LINC00469', 'LINC00696', 'LINC00895', 'CYP11B2', 'ADAM18', 'TCP10L2', 'C17ORF78', 'SNORA5B', 'FMO6P', 'PLET1', 'SCARNA11', 'LY6G6D', 'CGB5', 'POTEH', 'CLCA4', 'PLG', 'SST', 'TPD52L3', 'ZNF479', 'OR8B3', 'TMPRSS11F', 'TAAR9', 'OR2A2', 'F13B', 'SNORD89', 'OR1S2', 'OR5H14', 'ZCCHC13', 'OLAH', 'OPRD1', 'OR4D6', 'NOX3', 'LEUTX', 'VWC2L', 'EPS8L3', 'RPL13AP17', 'RAX2', 'DPPA5', 'KRTAP4-5', 'OR5T2', 'PRDM14', 'LOC285627', 'TKTL2', 'C18ORF42', 'OR10V1', 'OR2G2', 'OR8A1', 'SNORA71A', 'ZPBP', 'GPR78', 'FCAMR', 'BEND2', 'ACTRT2', 'TSGA13', 'SLC1A6', 'TTTY14', 'CST11', 'SSX5', 'STATH', 'CT45A1', 'OR5H6', 'IL26', 'LIPN', 'SPANXA2', 'OR6M1', 'ASB17', 'LINC01205', 'OR9G4', 'ACTR3BP2', 'SNORA74A', 'BARHL2', 'OR8D4', 'RTP2', 'LMNTD1', 'KLK9', 'OR4C12', 'LCNL1', 'TMEM202', 'OR11H4', 'OR2L8', 'GAGE2B', 'LOC145845', 'HNRNPCL1', 'KRTAP21-2', 'SERPINB3', 'DEFB110', 'KRT85', 'PWAR4', 'MYBPC2', 'LOC646813', 'C2ORF83', 'GPR52', 'PROP1', 'SSX8', 'LPO', 'NCOR1P1', 'SPATA31C1', 'ANKUB1', 'LINC00488', 'GOT1L1', 'OR2M4', 'LOC100129935', 'USP26', 'OR4C16', 'LINC00934', 'ZIM3', 'BPIFA3', 'DYDC1', 'FAM27B', 'COL6A4P1', 'TEX13B', 'CABS1', 'UGT2A3', 'OR4D9', 'FAM138D', 'ZAR1', 'FOXN3-AS2', 'POTED', 'CPLX4', 'SYCN', 'OR2M7', 'GSTA5', 'HIST1H4F', 'OR2T35', 'DUXA', 'SLC32A1', 'OR4K17', 'SLC38A8', 'TBC1D3P2', 'LINC00114', 'HTR3E', 'C3ORF30', 'KRTAP19-2', 'ASB18', 'CLRN2', 'RGS8', 'TMEM72', 'RBPJL', 'TRHR', 'HBD', 'CTRB1', 'B3GNT6', 'GABRG3', 'DAOA', 'WFDC8', 'DEFB104A', 'FRMPD4', 'LINC01565', 'KRTAP6-1', 'KRTAP25-1', 'HSFY2', 'EPPIN', 'LINC00608', 'OR56A1', 'OR6Y1', 'OR7A17', 'OR8H2', 'IL31', 'FBXW12', 'ALLC', 'OR4K2', 'OR4X2', 'GRIN2B', 'PRAMEF20', 'OR8G2', 'MYF5', 'LINC01566', 'KIR3DL3', 'MMD2', 'ITIH1', 'MAGEB3', 'ABRA', 'TCERG1L', 'OR8J3', 'CYLC2', 'SLC25A31', 'FAM169B', 'LINC00113', 'LOC729609', 'BMP15', 'FAM74A3', 'CFHR4', 'DEFB126', 'DEFB129', 'DEFB134', 'OR6B3', 'OR2AT4', 'FAM170B', 'INS', 'RHAG', 'CT47A1', 'CSNK1A1P1', 'OTOP1', 'GAGE12F', 'SRY', 'NKAIN3', 'PSKH2', 'MYH1', 'CCK', 'TCP10', 'SNORA70B', 'OR52H1', 'CD200R1L', 'OR5P3', 'REG4', 'POU6F2', 'TRPV5', 'KRTAP10-3', 'GPRC6A', 'ODF3', 'SPINK1', 'SCARNA8', 'FTHL17', 'ZNF705A', 'HOXC12', 'OR6B2', 'AQP2', 'KRTAP11-1', 'OR10H2', 'OR51I2', 'SNORA47', 'ACOT12', 'LCN9', 'DISC2', 'GUCY2EP', 'FGF6', 'TFF2', 'CHIAP2', 'CXADRP2', 'SNORA38B', 'C20ORF166-AS1', 'SNORD94', 'TMEM88B', 'OR4S1', 'OR5M10', 'MGC27382', 'MBD3L5', 'CNTN5', 'PYDC2', 'SNORA59B', 'ENAM', 'FIGLA', 'CCDC37', 'PCGEM1', 'PSG11', 'OR5AN1', 'OR6F1', 'OR14I1', 'SNORD115-26', 'LOC392196', 'SNCB', 'PISRT1', 'BOLL', 'OR7C2', 'SPATA19', 'TTTY8', 'TTTY9B', 'NANOS2', 'AVPR1B', 'XAGE3', 'CNGB1', 'MOGAT3', 'OR2T12', 'NLRP8', 'KRTAP10-7', 'MAGEA1', 'SLC51B', 'CYP2C18', 'CNTNAP4', 'UGT1A4', 'TAS2R60', 'OPN1MW', 'RESP18', 'RPL3L', 'OACYLP', 'IHH', 'LRRTM1', 'SLC17A6', 'MAGEB6', 'SNAR-F', 'MAGEA5', 'CLEC4G', 'PRAMEF1', 'PRDM9', 'SPDYC', 'SPRR2C', 'GRK1', 'KRTAP2-1', 'DNTT', 'KRTAP19-6', 'FOXR1', 'OR6K6', 'APCS', 'SFTPC', 'BSX', 'NEU2', 'PAQR9', 'OR5M3', 'KCNIP4-IT1', 'SLC6A5', 'MUSK', 'PAPOLB', 'CNGA2', 'IL17F', 'SLC2A2', 'GOLGA6L1', 'C10ORF120', 'ZFY', 'F9', 'CALR3', 'ANP32D', 'KRTAP10-12', 'C11ORF94', 'CA6', 'APOA2', 'CCDC166', 'HAO1', 'LINC00304', 'DEFB123', 'PPIAL4E', 'KGFLP1', 'SFTPB', 'LINC00575', 'OR5M8', 'ALX4', 'DKFZP434K028', 'EPB42', 'HCRTR1', 'SPANXN3', 'IZUMO1R', 'KRT3', 'OR4D11', 'KRTAP3-2', 'OR52R1', 'SSX9', 'LELP1', 'CRYGB', 'FTMT', 'OTOL1', 'AWAT1', 'OR7E24', 'LINC00410', 'LINC01553', 'BTN1A1', 'KRT25', 'PLA2G12B', 'KRTAP10-11', 'SCN1A', 'OR1K1', 'C16ORF90', 'ANXA10', 'KRTAP13-1', 'GABRR3', 'PROKR2', 'CELA2B', 'MT4', 'OR12D2', 'C12ORF77', 'COX7B2', 'ALPPL2', 'ZNF679', 'FKBP6', 'FOXD4L3', 'IQCJ', 'OR1E2', 'LGALS14', 'OR4D5', 'TMEM14E', 'PRR32', 'OR2T10', 'HBE1', 'NXNL1', 'PRB4', 'LOC286238', 'LINC01591', 'AADACL3', 'PRAMEF16', 'AGXT2', 'AKR1C8P', 'TMPRSS11BNL', 'SCTR', 'BANF2', 'BTF3P11', 'RPS4Y2', 'CDX4', 'SLC36A3', 'CHAT', 'OR4K5', 'OR10W1', 'MTNR1B', 'YIPF7', 'SPACA3', 'LYZL1', 'TNP1', 'EPGN', 'NEUROD1', 'KRTAP9-2', 'SVOP', 'SLC5A8', 'ANGPTL3', 'SPRR2E', 'OR2G6', 'INSC', 'OR51B5', 'NCAN', 'OR7D4', 'OR2M3', 'PLCZ1', 'SLC10A1', 'LINC01142', 'DAW1', 'OR6A2', 'AADAC', 'NKX2-3', 'TRIM49', 'ACSM2B', 'GBA3', 'ITPK1-AS1', 'OCSTAMP', 'BCYRN1', 'CETN1', 'HIST1H3B', 'SNORA16B', 'GKN2', 'EDDM3B', 'PCSK2', 'HIST1H4B', 'FAM170A', 'HULC', 'LOC647859', 'MCF2', 'RSPH6A', 'C1ORF141', 'C1ORF94', 'OR5B17', 'OR4D10', 'CTRC', 'KRTAP1-3', 'SLC9C1', 'PTH2', 'BET1P1', 'SHH', 'GPHA2', 'OR10AG1', 'C12ORF50', 'ZSCAN10', 'LHX3', 'OR10G8', 'PRAC1', 'PSG4', 'DEFB119', 'HS3ST4', 'PRG1', 'IL3', 'GUCY2F', 'DMRT1', 'LINC00520', 'OR1M1', 'OR1N1', 'OR1S1', 'NLRP13', 'UGT2B28', 'FAM47C', 'MMP23A', 'KRT71', 'TDRG1', 'FAM138B', 'NXPE1', 'FAM150A', 'AMER3', 'PCDH8', 'GCGR', 'NPSR1-AS1', 'ARL13A', 'DRD3', 'HSD52', 'TARM1', 'TCEB3C', 'LINC00202-2', 'SH2D7', 'IGFBP1', 'OR5E1P', 'OR2B3', 'OR5H2', 'SNORA27', 'SLCO6A1', 'CALCB', 'TMEM8C', 'GABRA4', 'SNORD15B', 'LINC00479', 'LOC284798', 'CHRNB3', 'HGC6.3', 'CCKAR', 'XKR7', 'ISL1', 'MRGPRG-AS1', 'CGB8', 'SNORA36B', 'LINC00523', 'MYH7', 'CGB2', 'GUCA1C', 'NEUROG3', 'PRSS57', 'FAM71B', 'VWA5B1', 'PROKR1', 'SLCO1B7', 'VGLL2', 'UBE2DNL', 'NKX6-2', 'PRKY', 'CACNG7', 'GH1', 'CCER1', 'PPP1R2P9', 'TRPM3', 'C7ORF72', 'IL36A', 'BPIFB4', 'UGT2B10', 'USP50', 'MTVR2', 'MUC13', 'LINC00032', 'FGF23', 'OR4K1', 'KRTAP12-2', 'OR52N2', 'DEFB118', 'KRTAP1-5', 'DEFB115', 'AIRE', 'RNF151', 'EXD1', 'FGF16', 'APOA5', 'PASD1', 'SNORA77', 'OR2A14', 'POU4F3', 'SYT14P1', 'HTR1A', 'FMO9P', 'SNORD97', 'ZFAT-AS1', 'B4GALNT2', 'OLFM3', 'HMSD', 'OR2B11', 'FOXE3', 'OR10K1', 'LINC00923', 'OR1L4', 'DSCR10', 'KDM5D', 'ANKRD34C', 'CHRNA9', 'DPRX', 'POU4F2', 'KRTAP3-3', 'MYADML', 'SFTA3', 'OR52K2', 'HCRTR2', 'PTCHD3', 'LINC00710', 'OR1L1', 'MEP1A', 'FAM9B', 'SNORA2B', 'MAGEA9B', 'KRTAP12-1', 'LINC00964', 'OTC', 'GPR148', 'MYH16', 'PACRG-AS1', 'C12ORF42', 'ITLN2', 'OTOR', 'SPATA3', 'OR10AD1', 'HIST1H3F', 'LOC100129055', 'PLD5', 'LOC100132831', 'FAM83A-AS1', 'ARID3C', 'IGLL1', 'C11ORF87', 'MYL1', 'LINC00052', 'OVCH1', 'NPSR1', 'CLEC18C', 'MIR1-1HG', 'TMSB4Y', 'POM121L2', 'HRK', 'CDH10', 'VIL1', 'CLEC4M', 'SNORA64', 'SLC39A12', 'VCX3A', 'CLRN1-AS1', 'OR51F2', 'CMTM5', 'PSG3', 'HTR4', 'HPVC1', 'OR2M2', 'LOC100130264', 'C4ORF50', 'SOX3', 'HIST2H2AB', 'C7ORF57', 'ATOH7', 'AATK-AS1', 'CPA2', 'SPINK14', 'FERD3L', 'TSNAX-DISC1', 'H3F3AP5', 'OR5AR1', 'KRTAP4-8', 'CYP2W1', 'C15ORF43', 'C20ORF144', 'NF1P2', 'KLK12', 'DEFB108B', 'IFNA21', 'OR13C3', 'PPP1R3A', 'PRSS48', 'ADGRG7', 'ADAMTS20', 'CACNG3', 'KRTAP10-1', 'SNORA68', 'MBL2', 'PGA4', 'CXCL6', 'SLC12A1', 'COL20A1', 'KRT18P55', 'PRKAG3', 'S100A7', 'KRT73', 'LINC01101', 'LOC100130417', 'CELP', 'SNORA44', 'CLCA3P', 'LRRC30', 'TMPRSS11B', 'KRTAP7-1', 'SCARNA1', 'XIRP2', 'MCHR2', 'MMP21', 'PTX4', 'FAM19A1', 'MGC16025', 'SLURP1', 'TBX20', 'CCDC54', 'FFAR1', 'KRTAP5-2', 'FER1L6', 'HSFY1P1', 'GSX2', 'PPY2P', 'HTR6', 'NEUROD6', 'NUTM1', 'C2ORF27B', 'HEATR9', 'OR2T2', 'SLC28A2', 'HTR2C', 'KCNJ13', 'LINC01548', 'MYL2', 'FEZF1', 'MYH4', 'TMPRSS7', 'TMEM212', 'LINC00691', 'PRO0611', 'BARHL1', 'LOC285629', 'PATE3', 'SNORA72', 'OR5M1', 'TSHB', 'HILS1', 'C1ORF140', 'RFPL1', 'SNORA61', 'CDH19', 'SNORA5C', 'LOC644669', 'NYAP2', 'CLRN1', 'SALL3', 'GRM7', 'GCKR', 'TPTE2', 'ADGRE3', 'LRRC52', 'LRRIQ4', 'WFDC6', 'KRT12', 'CAPZA3', 'FAM71E2', 'C14ORF178', 'ADH6', 'PRTN3', 'LRRC74A', 'OR12D3', 'FNDC9', 'C5ORF47', 'A1CF', 'OR10R2', 'ZIC5', 'C12ORF56', 'PAGE2', 'C9ORF171', 'FSHR', 'OPRM1', 'OR4F17', 'KAAG1', 'CTXN3', 'CTRB2', 'OR5K1', 'FRG2DP', 'CAPNS2', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003025178489952651
		RMSE:  0.20883135309817671
		NRMSE:  0.14651130458142275
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.766266116724594e-05
		RMSE:  0.2045852237570374
		NRMSE:  0.1565890990172577
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  9.03541990599831e-16
		NRMSE:  6.339044105347639e-16
		MAPE:  4.142866735614624e-12
		Pearson Correlation:  0.07560182441667763
		Spearman Correlation:  0.10438493805482393
		Coefficient of Determination:  -1.7462040132858676
		RMSE:  0.33902220269425204
		NRMSE:  0.2594868793153149
		MAPE:  1076.2727570024008

	Predictor:  ElasticNet
		Pearson Correlation:  0.7084995949208842
		Spearman Correlation:  0.6776752183366882
		Coefficient of Determination:  0.4259033408176017
		RMSE:  0.15820584739250862
		NRMSE:  0.11099360680284884
		MAPE:  325.59431748013054
		Pearson Correlation:  0.3364655975721403
		Spearman Correlation:  0.4039752219295679
		Coefficient of Determination:  0.11151659866486985
		RMSE:  0.1928352396307324
		NRMSE:  0.1475956859348435
		MAPE:  414.23383493665693

	Predictor:  RandomForests
		Pearson Correlation:  0.6063443243872141
		Spearman Correlation:  0.5803816279055756
		Coefficient of Determination:  0.25419074828565436
		RMSE:  0.18032000248793076
		NRMSE:  0.12650839260813462
		MAPE:  250.89026806021647
		Pearson Correlation:  0.4679636046051671
		Spearman Correlation:  0.5368207979709297
		Coefficient of Determination:  0.17613946617836929
		RMSE:  0.18569003238655593
		NRMSE:  0.1421267593715746
		MAPE:  334.5285314056732

Protein:  PTEN
x_train_column_count:  1002
x_train columns:  ['BCORP1', 'OR5A1', 'CT45A6', 'MS4A5', 'DEFB124', 'OR8K3', 'SNAR-G1', 'OR9K2', 'OR7G3', 'OR52A1', 'MROH5', 'FAM92A1P2', 'SNORA36A', 'HES3', 'TAAR8', 'GJA8', 'TBC1D21', 'SNAR-E', 'OR8I2', 'DEFB113', 'FAM41AY1', 'SNAR-I', 'SNORA58', 'C11ORF40', 'OR51A2', 'CSN2', 'GJA10', 'SMR3B', 'SNORD8', 'CPN1', 'SNAR-A13', 'LRTM1', 'ZNRF4', 'TTTY21', 'LINC00326', 'TMEM247', 'SCP2D1', 'CCDC38', 'ST8SIA3', 'CT47B1', 'C17ORF102', 'SPRR2G', 'CEACAM20', 'ESX1', 'LINC00305', 'SNORA55', 'HYALP1', 'H1FOO', 'FAM224B', 'ANXA8L1', 'SCARNA4', 'GNAT3', 'OR6T1', 'CT47A6', 'CT47A7', 'SPANXN4', 'LINC00671', 'OR7G2', 'KRTAP6-2', 'HIST1H4G', 'OR8H1', 'OC90', 'CFHR2', 'PSG1', 'OR8B8', 'C12ORF40', 'ASB11', 'OR4A47', 'CA5A', 'OR5K3', 'SSX6', 'FAM25BP', 'OR10G4', 'SEC14L3', 'OR10T2', 'SNORA22', 'CCL15-CCL14', 'SCARNA14', 'EIF1AY', 'SNORD115-7', 'GLYCAM1', 'OR4S2', 'KRTAP19-5', 'SPATA31A3', 'SPAM1', 'CD5L', 'LYPD8', 'OR13C9', 'CLCA1', 'NMS', 'C1ORF105', 'SNORD15A', 'SNORA28', 'OR6C2', 'KLHL40', 'SCARNA22', 'BTNL3', 'CST13P', 'CSH2', 'LRRC7', 'KCNU1', 'SNORA20', 'SOX1', 'PLSCR5', 'GPR50', 'LILRP2', 'OR11L1', 'GJD2', 'VSTM2B', 'IFNA14', 'C22ORF42', 'CT47A11', 'LINC00314', 'OR2L2', 'CELA2A', 'SNORA24', 'CXORF51A', 'BRDTP1', 'MAGEB10', 'OR4B1', 'HHLA1', 'HBBP1', 'FAM153C', 'IQCF2', 'TEX33', 'SLC5A7', 'PLA2G2F', 'IGFL4', 'MC2R', 'SOST', 'PPBPP1', 'C4ORF51', 'OR6C4', 'SPRR4', 'NKX2-6', 'PRB1', 'CD300LD', 'OR1B1', 'PIWIL3', 'GPR151', 'RAB9BP1', 'AKAP14', 'DUSP21', 'PRSS3P2', 'TXLNGY', 'OR11H6', 'GABRA6', 'OR5B2', 'NPHS2', 'OR6B1', 'PWRN2', 'SCGB1C1', 'OR2AG1', 'KRT39', 'PGM5-AS1', 'OR14C36', 'OR8G5', 'OR10A5', 'MOS', 'OR8S1', 'GOLGA8EP', 'DDI1', 'PRAMEF8', 'PSAPL1', 'ZNF735', 'ZAR1L', 'DNMT3L', 'OR10S1', 'TTTY15', 'CASC8', 'SNORA51', 'LOC391003', 'USP17L6P', 'TMEM252', 'RNASE8', 'FLJ25758', 'MS4A10', 'DNAJC5G', 'CRYAA', 'CCKBR', 'TFAMP1', 'SNORA54', 'MRGPRX1', 'OR52A5', 'TBC1D28', 'OR52A4P', 'SCARNA20', 'OR4A16', 'KRTAP19-1', 'PABPC1L2A', 'SYT10', 'IFITM5', 'C17ORF64', 'IFNA13', 'ACSM2A', 'MORC1', 'FAM24A', 'NPPC', 'TSPY1', 'CFC1B', 'TSPY2', 'HFE2', 'HAND1', 'LINC00207', 'DAZL', 'PAGE5', 'HMHB1', 'VRTN', 'TGIF2LX', 'FBP2', 'NPBWR2', 'ARL5C', 'OR2W1', 'OR51L1', 'OR2T29', 'KRTAP12-3', 'SNORA34', 'GHSR', 'OR52B4', 'PRAMEF5', 'KHDC1L', 'GDNF', 'EDDM3A', 'OR6S1', 'IGF2BP2-AS1', 'LOC727924', 'CRLF2', 'P2RX3', 'CYP3A4', 'SERPINB4', 'GAGE1', 'OR5H1', 'SNORD116-19', 'SLC25A3P1', 'LINC01020', 'TMIGD1', 'LOC391343', 'FGA', 'SCGB1A1', 'SDR16C6P', 'SYCP1', 'OR9A2', 'PRSS1', 'GAGE2D', 'HTR5A', 'C3ORF49', 'CRNN', 'TTTY2', 'SLC13A1', 'OTX2', 'PF4', 'OR4F15', 'OR6C74', 'GYS2', 'IQCF6', 'IL13', 'ANKRD18DP', 'C10ORF53', 'LINC00469', 'LINC00696', 'LINC00895', 'CYP11B2', 'ADAM18', 'TCP10L2', 'C17ORF78', 'SNORA5B', 'FMO6P', 'PLET1', 'SCARNA11', 'LY6G6D', 'CGB5', 'POTEH', 'CLCA4', 'PLG', 'SST', 'TPD52L3', 'ZNF479', 'OR8B3', 'TMPRSS11F', 'TAAR9', 'OR2A2', 'F13B', 'SNORD89', 'OR1S2', 'OR5H14', 'ZCCHC13', 'OLAH', 'OPRD1', 'OR4D6', 'NOX3', 'LEUTX', 'VWC2L', 'EPS8L3', 'RPL13AP17', 'RAX2', 'DPPA5', 'KRTAP4-5', 'OR5T2', 'PRDM14', 'LOC285627', 'TKTL2', 'C18ORF42', 'OR10V1', 'OR2G2', 'OR8A1', 'SNORA71A', 'ZPBP', 'GPR78', 'FCAMR', 'BEND2', 'ACTRT2', 'TSGA13', 'SLC1A6', 'TTTY14', 'CST11', 'SSX5', 'STATH', 'CT45A1', 'OR5H6', 'IL26', 'LIPN', 'SPANXA2', 'OR6M1', 'ASB17', 'LINC01205', 'OR9G4', 'ACTR3BP2', 'SNORA74A', 'BARHL2', 'OR8D4', 'RTP2', 'LMNTD1', 'KLK9', 'OR4C12', 'LCNL1', 'TMEM202', 'OR11H4', 'OR2L8', 'GAGE2B', 'LOC145845', 'HNRNPCL1', 'KRTAP21-2', 'SERPINB3', 'DEFB110', 'KRT85', 'PWAR4', 'MYBPC2', 'LOC646813', 'C2ORF83', 'GPR52', 'PROP1', 'SSX8', 'LPO', 'NCOR1P1', 'SPATA31C1', 'ANKUB1', 'LINC00488', 'GOT1L1', 'OR2M4', 'LOC100129935', 'USP26', 'OR4C16', 'LINC00934', 'ZIM3', 'BPIFA3', 'DYDC1', 'FAM27B', 'COL6A4P1', 'TEX13B', 'CABS1', 'UGT2A3', 'OR4D9', 'FAM138D', 'ZAR1', 'FOXN3-AS2', 'POTED', 'CPLX4', 'SYCN', 'OR2M7', 'GSTA5', 'HIST1H4F', 'OR2T35', 'DUXA', 'SLC32A1', 'OR4K17', 'SLC38A8', 'TBC1D3P2', 'LINC00114', 'HTR3E', 'C3ORF30', 'KRTAP19-2', 'ASB18', 'CLRN2', 'RGS8', 'TMEM72', 'RBPJL', 'TRHR', 'HBD', 'CTRB1', 'B3GNT6', 'GABRG3', 'DAOA', 'WFDC8', 'DEFB104A', 'FRMPD4', 'LINC01565', 'KRTAP6-1', 'KRTAP25-1', 'HSFY2', 'EPPIN', 'LINC00608', 'OR56A1', 'OR6Y1', 'OR7A17', 'OR8H2', 'IL31', 'FBXW12', 'ALLC', 'OR4K2', 'OR4X2', 'GRIN2B', 'PRAMEF20', 'OR8G2', 'MYF5', 'LINC01566', 'KIR3DL3', 'MMD2', 'ITIH1', 'MAGEB3', 'ABRA', 'TCERG1L', 'OR8J3', 'CYLC2', 'SLC25A31', 'FAM169B', 'LINC00113', 'LOC729609', 'BMP15', 'FAM74A3', 'CFHR4', 'DEFB126', 'DEFB129', 'DEFB134', 'OR6B3', 'OR2AT4', 'FAM170B', 'INS', 'RHAG', 'CT47A1', 'CSNK1A1P1', 'OTOP1', 'GAGE12F', 'SRY', 'NKAIN3', 'PSKH2', 'MYH1', 'CCK', 'TCP10', 'SNORA70B', 'OR52H1', 'CD200R1L', 'OR5P3', 'REG4', 'POU6F2', 'TRPV5', 'KRTAP10-3', 'GPRC6A', 'ODF3', 'SPINK1', 'SCARNA8', 'FTHL17', 'ZNF705A', 'HOXC12', 'OR6B2', 'AQP2', 'KRTAP11-1', 'OR10H2', 'OR51I2', 'SNORA47', 'ACOT12', 'LCN9', 'DISC2', 'GUCY2EP', 'FGF6', 'TFF2', 'CHIAP2', 'CXADRP2', 'SNORA38B', 'C20ORF166-AS1', 'SNORD94', 'TMEM88B', 'OR4S1', 'OR5M10', 'MGC27382', 'MBD3L5', 'CNTN5', 'PYDC2', 'SNORA59B', 'ENAM', 'FIGLA', 'CCDC37', 'PCGEM1', 'PSG11', 'OR5AN1', 'OR6F1', 'OR14I1', 'SNORD115-26', 'LOC392196', 'SNCB', 'PISRT1', 'BOLL', 'OR7C2', 'SPATA19', 'TTTY8', 'TTTY9B', 'NANOS2', 'AVPR1B', 'XAGE3', 'CNGB1', 'MOGAT3', 'OR2T12', 'NLRP8', 'KRTAP10-7', 'MAGEA1', 'SLC51B', 'CYP2C18', 'CNTNAP4', 'UGT1A4', 'TAS2R60', 'OPN1MW', 'RESP18', 'RPL3L', 'OACYLP', 'IHH', 'LRRTM1', 'SLC17A6', 'MAGEB6', 'SNAR-F', 'MAGEA5', 'CLEC4G', 'PRAMEF1', 'PRDM9', 'SPDYC', 'SPRR2C', 'GRK1', 'KRTAP2-1', 'DNTT', 'KRTAP19-6', 'FOXR1', 'OR6K6', 'APCS', 'SFTPC', 'BSX', 'NEU2', 'PAQR9', 'OR5M3', 'KCNIP4-IT1', 'SLC6A5', 'MUSK', 'PAPOLB', 'CNGA2', 'IL17F', 'SLC2A2', 'GOLGA6L1', 'C10ORF120', 'ZFY', 'F9', 'CALR3', 'ANP32D', 'KRTAP10-12', 'C11ORF94', 'CA6', 'APOA2', 'CCDC166', 'HAO1', 'LINC00304', 'DEFB123', 'PPIAL4E', 'KGFLP1', 'SFTPB', 'LINC00575', 'OR5M8', 'ALX4', 'DKFZP434K028', 'EPB42', 'HCRTR1', 'SPANXN3', 'IZUMO1R', 'KRT3', 'OR4D11', 'KRTAP3-2', 'OR52R1', 'SSX9', 'LELP1', 'CRYGB', 'FTMT', 'OTOL1', 'AWAT1', 'OR7E24', 'LINC00410', 'LINC01553', 'BTN1A1', 'KRT25', 'PLA2G12B', 'KRTAP10-11', 'SCN1A', 'OR1K1', 'C16ORF90', 'ANXA10', 'KRTAP13-1', 'GABRR3', 'PROKR2', 'CELA2B', 'MT4', 'OR12D2', 'C12ORF77', 'COX7B2', 'ALPPL2', 'ZNF679', 'FKBP6', 'FOXD4L3', 'IQCJ', 'OR1E2', 'LGALS14', 'OR4D5', 'TMEM14E', 'PRR32', 'OR2T10', 'HBE1', 'NXNL1', 'PRB4', 'LOC286238', 'LINC01591', 'AADACL3', 'PRAMEF16', 'AGXT2', 'AKR1C8P', 'TMPRSS11BNL', 'SCTR', 'BANF2', 'BTF3P11', 'RPS4Y2', 'CDX4', 'SLC36A3', 'CHAT', 'OR4K5', 'OR10W1', 'MTNR1B', 'YIPF7', 'SPACA3', 'LYZL1', 'TNP1', 'EPGN', 'NEUROD1', 'KRTAP9-2', 'SVOP', 'SLC5A8', 'ANGPTL3', 'SPRR2E', 'OR2G6', 'INSC', 'OR51B5', 'NCAN', 'OR7D4', 'OR2M3', 'PLCZ1', 'SLC10A1', 'LINC01142', 'DAW1', 'OR6A2', 'AADAC', 'NKX2-3', 'TRIM49', 'ACSM2B', 'GBA3', 'ITPK1-AS1', 'OCSTAMP', 'BCYRN1', 'CETN1', 'HIST1H3B', 'SNORA16B', 'GKN2', 'EDDM3B', 'PCSK2', 'HIST1H4B', 'FAM170A', 'HULC', 'LOC647859', 'MCF2', 'RSPH6A', 'C1ORF141', 'C1ORF94', 'OR5B17', 'OR4D10', 'CTRC', 'KRTAP1-3', 'SLC9C1', 'PTH2', 'BET1P1', 'SHH', 'GPHA2', 'OR10AG1', 'C12ORF50', 'ZSCAN10', 'LHX3', 'OR10G8', 'PRAC1', 'PSG4', 'DEFB119', 'HS3ST4', 'PRG1', 'IL3', 'GUCY2F', 'DMRT1', 'LINC00520', 'OR1M1', 'OR1N1', 'OR1S1', 'NLRP13', 'UGT2B28', 'FAM47C', 'MMP23A', 'KRT71', 'TDRG1', 'FAM138B', 'NXPE1', 'FAM150A', 'AMER3', 'PCDH8', 'GCGR', 'NPSR1-AS1', 'ARL13A', 'DRD3', 'HSD52', 'TARM1', 'TCEB3C', 'LINC00202-2', 'SH2D7', 'IGFBP1', 'OR5E1P', 'OR2B3', 'OR5H2', 'SNORA27', 'SLCO6A1', 'CALCB', 'TMEM8C', 'GABRA4', 'SNORD15B', 'LINC00479', 'LOC284798', 'CHRNB3', 'HGC6.3', 'CCKAR', 'XKR7', 'ISL1', 'MRGPRG-AS1', 'CGB8', 'SNORA36B', 'LINC00523', 'MYH7', 'CGB2', 'GUCA1C', 'NEUROG3', 'PRSS57', 'FAM71B', 'VWA5B1', 'PROKR1', 'SLCO1B7', 'VGLL2', 'UBE2DNL', 'NKX6-2', 'PRKY', 'CACNG7', 'GH1', 'CCER1', 'PPP1R2P9', 'TRPM3', 'C7ORF72', 'IL36A', 'BPIFB4', 'UGT2B10', 'USP50', 'MTVR2', 'MUC13', 'LINC00032', 'FGF23', 'OR4K1', 'KRTAP12-2', 'OR52N2', 'DEFB118', 'KRTAP1-5', 'DEFB115', 'AIRE', 'RNF151', 'EXD1', 'FGF16', 'APOA5', 'PASD1', 'SNORA77', 'OR2A14', 'POU4F3', 'SYT14P1', 'HTR1A', 'FMO9P', 'SNORD97', 'ZFAT-AS1', 'B4GALNT2', 'OLFM3', 'HMSD', 'OR2B11', 'FOXE3', 'OR10K1', 'LINC00923', 'OR1L4', 'DSCR10', 'KDM5D', 'ANKRD34C', 'CHRNA9', 'DPRX', 'POU4F2', 'KRTAP3-3', 'MYADML', 'SFTA3', 'OR52K2', 'HCRTR2', 'PTCHD3', 'LINC00710', 'OR1L1', 'MEP1A', 'FAM9B', 'SNORA2B', 'MAGEA9B', 'KRTAP12-1', 'LINC00964', 'OTC', 'GPR148', 'MYH16', 'PACRG-AS1', 'C12ORF42', 'ITLN2', 'OTOR', 'SPATA3', 'OR10AD1', 'HIST1H3F', 'LOC100129055', 'PLD5', 'LOC100132831', 'FAM83A-AS1', 'ARID3C', 'IGLL1', 'C11ORF87', 'MYL1', 'LINC00052', 'OVCH1', 'NPSR1', 'CLEC18C', 'MIR1-1HG', 'TMSB4Y', 'POM121L2', 'HRK', 'CDH10', 'VIL1', 'CLEC4M', 'SNORA64', 'SLC39A12', 'VCX3A', 'CLRN1-AS1', 'OR51F2', 'CMTM5', 'PSG3', 'HTR4', 'HPVC1', 'OR2M2', 'LOC100130264', 'C4ORF50', 'SOX3', 'HIST2H2AB', 'C7ORF57', 'ATOH7', 'AATK-AS1', 'CPA2', 'SPINK14', 'FERD3L', 'TSNAX-DISC1', 'H3F3AP5', 'OR5AR1', 'KRTAP4-8', 'CYP2W1', 'C15ORF43', 'C20ORF144', 'NF1P2', 'KLK12', 'DEFB108B', 'IFNA21', 'OR13C3', 'PPP1R3A', 'PRSS48', 'ADGRG7', 'ADAMTS20', 'CACNG3', 'KRTAP10-1', 'SNORA68', 'MBL2', 'PGA4', 'CXCL6', 'SLC12A1', 'COL20A1', 'KRT18P55', 'PRKAG3', 'S100A7', 'KRT73', 'LINC01101', 'LOC100130417', 'CELP', 'SNORA44', 'CLCA3P', 'LRRC30', 'TMPRSS11B', 'KRTAP7-1', 'SCARNA1', 'XIRP2', 'MCHR2', 'MMP21', 'PTX4', 'FAM19A1', 'MGC16025', 'SLURP1', 'TBX20', 'CCDC54', 'FFAR1', 'KRTAP5-2', 'FER1L6', 'HSFY1P1', 'GSX2', 'PPY2P', 'HTR6', 'NEUROD6', 'NUTM1', 'C2ORF27B', 'HEATR9', 'OR2T2', 'SLC28A2', 'HTR2C', 'KCNJ13', 'LINC01548', 'MYL2', 'FEZF1', 'MYH4', 'TMPRSS7', 'TMEM212', 'LINC00691', 'PRO0611', 'BARHL1', 'LOC285629', 'PATE3', 'SNORA72', 'OR5M1', 'TSHB', 'HILS1', 'C1ORF140', 'RFPL1', 'SNORA61', 'CDH19', 'SNORA5C', 'LOC644669', 'NYAP2', 'CLRN1', 'SALL3', 'GRM7', 'GCKR', 'TPTE2', 'ADGRE3', 'LRRC52', 'LRRIQ4', 'WFDC6', 'KRT12', 'CAPZA3', 'FAM71E2', 'C14ORF178', 'ADH6', 'PRTN3', 'LRRC74A', 'OR12D3', 'FNDC9', 'C5ORF47', 'A1CF', 'OR10R2', 'ZIC5', 'C12ORF56', 'PAGE2', 'C9ORF171', 'FSHR', 'OPRM1', 'OR4F17', 'KAAG1', 'CTXN3', 'CTRB2', 'OR5K1', 'FRG2DP', 'CAPNS2', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.042477457330321045
		RMSE:  0.639641264822803
		NRMSE:  0.10001427016227082
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.028094267476815427
		RMSE:  0.5035947533045023
		NRMSE:  0.16597282753427667
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.458230587102
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389449
		RMSE:  0.49877990548911916
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809618

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  2.5742552985558676e-15
		NRMSE:  4.0251040552824136e-16
		MAPE:  5.979825875732374e-12
		Pearson Correlation:  0.1171366700301612
		Spearman Correlation:  0.13452346112574384
		Coefficient of Determination:  -3.274412285701036
		RMSE:  1.0268403656775567
		NRMSE:  0.338422109840339
		MAPE:  768.1875129824718

	Predictor:  ElasticNet
		Pearson Correlation:  0.8797024346989111
		Spearman Correlation:  0.8514124720213183
		Coefficient of Determination:  0.7216598521660552
		RMSE:  0.33051491608820954
		NRMSE:  0.05167929264142124
		MAPE:  251.0738707279638
		Pearson Correlation:  0.16120742615508932
		Spearman Correlation:  0.23507462686567165
		Coefficient of Determination:  -0.24232633120360925
		RMSE:  0.553582781010027
		NRMSE:  0.1824476900039638
		MAPE:  243.8511010053379

	Predictor:  RandomForests
		Pearson Correlation:  0.559315674110717
		Spearman Correlation:  0.5666788058991487
		Coefficient of Determination:  0.27754839330522696
		RMSE:  0.5324851709926139
		NRMSE:  0.08325934969785223
		MAPE:  324.9041630904922
		Pearson Correlation:  0.34592416363720985
		Spearman Correlation:  0.3876069569557588
		Coefficient of Determination:  0.11614438756353629
		RMSE:  0.46693388341044245
		NRMSE:  0.1538902786271315
		MAPE:  186.80439452294465

Protein:  BRCA2
x_train_column_count:  1002
x_train columns:  ['BCORP1', 'OR5A1', 'CT45A6', 'MS4A5', 'DEFB124', 'OR8K3', 'SNAR-G1', 'OR9K2', 'OR7G3', 'OR52A1', 'MROH5', 'FAM92A1P2', 'SNORA36A', 'HES3', 'TAAR8', 'GJA8', 'TBC1D21', 'SNAR-E', 'OR8I2', 'DEFB113', 'FAM41AY1', 'SNAR-I', 'SNORA58', 'C11ORF40', 'OR51A2', 'CSN2', 'GJA10', 'SMR3B', 'SNORD8', 'CPN1', 'SNAR-A13', 'LRTM1', 'ZNRF4', 'TTTY21', 'LINC00326', 'TMEM247', 'SCP2D1', 'CCDC38', 'ST8SIA3', 'CT47B1', 'C17ORF102', 'SPRR2G', 'CEACAM20', 'ESX1', 'LINC00305', 'SNORA55', 'HYALP1', 'H1FOO', 'FAM224B', 'ANXA8L1', 'SCARNA4', 'GNAT3', 'OR6T1', 'CT47A6', 'CT47A7', 'SPANXN4', 'LINC00671', 'OR7G2', 'KRTAP6-2', 'HIST1H4G', 'OR8H1', 'OC90', 'CFHR2', 'PSG1', 'OR8B8', 'C12ORF40', 'ASB11', 'OR4A47', 'CA5A', 'OR5K3', 'SSX6', 'FAM25BP', 'OR10G4', 'SEC14L3', 'OR10T2', 'SNORA22', 'CCL15-CCL14', 'SCARNA14', 'EIF1AY', 'SNORD115-7', 'GLYCAM1', 'OR4S2', 'KRTAP19-5', 'SPATA31A3', 'SPAM1', 'CD5L', 'LYPD8', 'OR13C9', 'CLCA1', 'NMS', 'C1ORF105', 'SNORD15A', 'SNORA28', 'OR6C2', 'KLHL40', 'SCARNA22', 'BTNL3', 'CST13P', 'CSH2', 'LRRC7', 'KCNU1', 'SNORA20', 'SOX1', 'PLSCR5', 'GPR50', 'LILRP2', 'OR11L1', 'GJD2', 'VSTM2B', 'IFNA14', 'C22ORF42', 'CT47A11', 'LINC00314', 'OR2L2', 'CELA2A', 'SNORA24', 'CXORF51A', 'BRDTP1', 'MAGEB10', 'OR4B1', 'HHLA1', 'HBBP1', 'FAM153C', 'IQCF2', 'TEX33', 'SLC5A7', 'PLA2G2F', 'IGFL4', 'MC2R', 'SOST', 'PPBPP1', 'C4ORF51', 'OR6C4', 'SPRR4', 'NKX2-6', 'PRB1', 'CD300LD', 'OR1B1', 'PIWIL3', 'GPR151', 'RAB9BP1', 'AKAP14', 'DUSP21', 'PRSS3P2', 'TXLNGY', 'OR11H6', 'GABRA6', 'OR5B2', 'NPHS2', 'OR6B1', 'PWRN2', 'SCGB1C1', 'OR2AG1', 'KRT39', 'PGM5-AS1', 'OR14C36', 'OR8G5', 'OR10A5', 'MOS', 'OR8S1', 'GOLGA8EP', 'DDI1', 'PRAMEF8', 'PSAPL1', 'ZNF735', 'ZAR1L', 'DNMT3L', 'OR10S1', 'TTTY15', 'CASC8', 'SNORA51', 'LOC391003', 'USP17L6P', 'TMEM252', 'RNASE8', 'FLJ25758', 'MS4A10', 'DNAJC5G', 'CRYAA', 'CCKBR', 'TFAMP1', 'SNORA54', 'MRGPRX1', 'OR52A5', 'TBC1D28', 'OR52A4P', 'SCARNA20', 'OR4A16', 'KRTAP19-1', 'PABPC1L2A', 'SYT10', 'IFITM5', 'C17ORF64', 'IFNA13', 'ACSM2A', 'MORC1', 'FAM24A', 'NPPC', 'TSPY1', 'CFC1B', 'TSPY2', 'HFE2', 'HAND1', 'LINC00207', 'DAZL', 'PAGE5', 'HMHB1', 'VRTN', 'TGIF2LX', 'FBP2', 'NPBWR2', 'ARL5C', 'OR2W1', 'OR51L1', 'OR2T29', 'KRTAP12-3', 'SNORA34', 'GHSR', 'OR52B4', 'PRAMEF5', 'KHDC1L', 'GDNF', 'EDDM3A', 'OR6S1', 'IGF2BP2-AS1', 'LOC727924', 'CRLF2', 'P2RX3', 'CYP3A4', 'SERPINB4', 'GAGE1', 'OR5H1', 'SNORD116-19', 'SLC25A3P1', 'LINC01020', 'TMIGD1', 'LOC391343', 'FGA', 'SCGB1A1', 'SDR16C6P', 'SYCP1', 'OR9A2', 'PRSS1', 'GAGE2D', 'HTR5A', 'C3ORF49', 'CRNN', 'TTTY2', 'SLC13A1', 'OTX2', 'PF4', 'OR4F15', 'OR6C74', 'GYS2', 'IQCF6', 'IL13', 'ANKRD18DP', 'C10ORF53', 'LINC00469', 'LINC00696', 'LINC00895', 'CYP11B2', 'ADAM18', 'TCP10L2', 'C17ORF78', 'SNORA5B', 'FMO6P', 'PLET1', 'SCARNA11', 'LY6G6D', 'CGB5', 'POTEH', 'CLCA4', 'PLG', 'SST', 'TPD52L3', 'ZNF479', 'OR8B3', 'TMPRSS11F', 'TAAR9', 'OR2A2', 'F13B', 'SNORD89', 'OR1S2', 'OR5H14', 'ZCCHC13', 'OLAH', 'OPRD1', 'OR4D6', 'NOX3', 'LEUTX', 'VWC2L', 'EPS8L3', 'RPL13AP17', 'RAX2', 'DPPA5', 'KRTAP4-5', 'OR5T2', 'PRDM14', 'LOC285627', 'TKTL2', 'C18ORF42', 'OR10V1', 'OR2G2', 'OR8A1', 'SNORA71A', 'ZPBP', 'GPR78', 'FCAMR', 'BEND2', 'ACTRT2', 'TSGA13', 'SLC1A6', 'TTTY14', 'CST11', 'SSX5', 'STATH', 'CT45A1', 'OR5H6', 'IL26', 'LIPN', 'SPANXA2', 'OR6M1', 'ASB17', 'LINC01205', 'OR9G4', 'ACTR3BP2', 'SNORA74A', 'BARHL2', 'OR8D4', 'RTP2', 'LMNTD1', 'KLK9', 'OR4C12', 'LCNL1', 'TMEM202', 'OR11H4', 'OR2L8', 'GAGE2B', 'LOC145845', 'HNRNPCL1', 'KRTAP21-2', 'SERPINB3', 'DEFB110', 'KRT85', 'PWAR4', 'MYBPC2', 'LOC646813', 'C2ORF83', 'GPR52', 'PROP1', 'SSX8', 'LPO', 'NCOR1P1', 'SPATA31C1', 'ANKUB1', 'LINC00488', 'GOT1L1', 'OR2M4', 'LOC100129935', 'USP26', 'OR4C16', 'LINC00934', 'ZIM3', 'BPIFA3', 'DYDC1', 'FAM27B', 'COL6A4P1', 'TEX13B', 'CABS1', 'UGT2A3', 'OR4D9', 'FAM138D', 'ZAR1', 'FOXN3-AS2', 'POTED', 'CPLX4', 'SYCN', 'OR2M7', 'GSTA5', 'HIST1H4F', 'OR2T35', 'DUXA', 'SLC32A1', 'OR4K17', 'SLC38A8', 'TBC1D3P2', 'LINC00114', 'HTR3E', 'C3ORF30', 'KRTAP19-2', 'ASB18', 'CLRN2', 'RGS8', 'TMEM72', 'RBPJL', 'TRHR', 'HBD', 'CTRB1', 'B3GNT6', 'GABRG3', 'DAOA', 'WFDC8', 'DEFB104A', 'FRMPD4', 'LINC01565', 'KRTAP6-1', 'KRTAP25-1', 'HSFY2', 'EPPIN', 'LINC00608', 'OR56A1', 'OR6Y1', 'OR7A17', 'OR8H2', 'IL31', 'FBXW12', 'ALLC', 'OR4K2', 'OR4X2', 'GRIN2B', 'PRAMEF20', 'OR8G2', 'MYF5', 'LINC01566', 'KIR3DL3', 'MMD2', 'ITIH1', 'MAGEB3', 'ABRA', 'TCERG1L', 'OR8J3', 'CYLC2', 'SLC25A31', 'FAM169B', 'LINC00113', 'LOC729609', 'BMP15', 'FAM74A3', 'CFHR4', 'DEFB126', 'DEFB129', 'DEFB134', 'OR6B3', 'OR2AT4', 'FAM170B', 'INS', 'RHAG', 'CT47A1', 'CSNK1A1P1', 'OTOP1', 'GAGE12F', 'SRY', 'NKAIN3', 'PSKH2', 'MYH1', 'CCK', 'TCP10', 'SNORA70B', 'OR52H1', 'CD200R1L', 'OR5P3', 'REG4', 'POU6F2', 'TRPV5', 'KRTAP10-3', 'GPRC6A', 'ODF3', 'SPINK1', 'SCARNA8', 'FTHL17', 'ZNF705A', 'HOXC12', 'OR6B2', 'AQP2', 'KRTAP11-1', 'OR10H2', 'OR51I2', 'SNORA47', 'ACOT12', 'LCN9', 'DISC2', 'GUCY2EP', 'FGF6', 'TFF2', 'CHIAP2', 'CXADRP2', 'SNORA38B', 'C20ORF166-AS1', 'SNORD94', 'TMEM88B', 'OR4S1', 'OR5M10', 'MGC27382', 'MBD3L5', 'CNTN5', 'PYDC2', 'SNORA59B', 'ENAM', 'FIGLA', 'CCDC37', 'PCGEM1', 'PSG11', 'OR5AN1', 'OR6F1', 'OR14I1', 'SNORD115-26', 'LOC392196', 'SNCB', 'PISRT1', 'BOLL', 'OR7C2', 'SPATA19', 'TTTY8', 'TTTY9B', 'NANOS2', 'AVPR1B', 'XAGE3', 'CNGB1', 'MOGAT3', 'OR2T12', 'NLRP8', 'KRTAP10-7', 'MAGEA1', 'SLC51B', 'CYP2C18', 'CNTNAP4', 'UGT1A4', 'TAS2R60', 'OPN1MW', 'RESP18', 'RPL3L', 'OACYLP', 'IHH', 'LRRTM1', 'SLC17A6', 'MAGEB6', 'SNAR-F', 'MAGEA5', 'CLEC4G', 'PRAMEF1', 'PRDM9', 'SPDYC', 'SPRR2C', 'GRK1', 'KRTAP2-1', 'DNTT', 'KRTAP19-6', 'FOXR1', 'OR6K6', 'APCS', 'SFTPC', 'BSX', 'NEU2', 'PAQR9', 'OR5M3', 'KCNIP4-IT1', 'SLC6A5', 'MUSK', 'PAPOLB', 'CNGA2', 'IL17F', 'SLC2A2', 'GOLGA6L1', 'C10ORF120', 'ZFY', 'F9', 'CALR3', 'ANP32D', 'KRTAP10-12', 'C11ORF94', 'CA6', 'APOA2', 'CCDC166', 'HAO1', 'LINC00304', 'DEFB123', 'PPIAL4E', 'KGFLP1', 'SFTPB', 'LINC00575', 'OR5M8', 'ALX4', 'DKFZP434K028', 'EPB42', 'HCRTR1', 'SPANXN3', 'IZUMO1R', 'KRT3', 'OR4D11', 'KRTAP3-2', 'OR52R1', 'SSX9', 'LELP1', 'CRYGB', 'FTMT', 'OTOL1', 'AWAT1', 'OR7E24', 'LINC00410', 'LINC01553', 'BTN1A1', 'KRT25', 'PLA2G12B', 'KRTAP10-11', 'SCN1A', 'OR1K1', 'C16ORF90', 'ANXA10', 'KRTAP13-1', 'GABRR3', 'PROKR2', 'CELA2B', 'MT4', 'OR12D2', 'C12ORF77', 'COX7B2', 'ALPPL2', 'ZNF679', 'FKBP6', 'FOXD4L3', 'IQCJ', 'OR1E2', 'LGALS14', 'OR4D5', 'TMEM14E', 'PRR32', 'OR2T10', 'HBE1', 'NXNL1', 'PRB4', 'LOC286238', 'LINC01591', 'AADACL3', 'PRAMEF16', 'AGXT2', 'AKR1C8P', 'TMPRSS11BNL', 'SCTR', 'BANF2', 'BTF3P11', 'RPS4Y2', 'CDX4', 'SLC36A3', 'CHAT', 'OR4K5', 'OR10W1', 'MTNR1B', 'YIPF7', 'SPACA3', 'LYZL1', 'TNP1', 'EPGN', 'NEUROD1', 'KRTAP9-2', 'SVOP', 'SLC5A8', 'ANGPTL3', 'SPRR2E', 'OR2G6', 'INSC', 'OR51B5', 'NCAN', 'OR7D4', 'OR2M3', 'PLCZ1', 'SLC10A1', 'LINC01142', 'DAW1', 'OR6A2', 'AADAC', 'NKX2-3', 'TRIM49', 'ACSM2B', 'GBA3', 'ITPK1-AS1', 'OCSTAMP', 'BCYRN1', 'CETN1', 'HIST1H3B', 'SNORA16B', 'GKN2', 'EDDM3B', 'PCSK2', 'HIST1H4B', 'FAM170A', 'HULC', 'LOC647859', 'MCF2', 'RSPH6A', 'C1ORF141', 'C1ORF94', 'OR5B17', 'OR4D10', 'CTRC', 'KRTAP1-3', 'SLC9C1', 'PTH2', 'BET1P1', 'SHH', 'GPHA2', 'OR10AG1', 'C12ORF50', 'ZSCAN10', 'LHX3', 'OR10G8', 'PRAC1', 'PSG4', 'DEFB119', 'HS3ST4', 'PRG1', 'IL3', 'GUCY2F', 'DMRT1', 'LINC00520', 'OR1M1', 'OR1N1', 'OR1S1', 'NLRP13', 'UGT2B28', 'FAM47C', 'MMP23A', 'KRT71', 'TDRG1', 'FAM138B', 'NXPE1', 'FAM150A', 'AMER3', 'PCDH8', 'GCGR', 'NPSR1-AS1', 'ARL13A', 'DRD3', 'HSD52', 'TARM1', 'TCEB3C', 'LINC00202-2', 'SH2D7', 'IGFBP1', 'OR5E1P', 'OR2B3', 'OR5H2', 'SNORA27', 'SLCO6A1', 'CALCB', 'TMEM8C', 'GABRA4', 'SNORD15B', 'LINC00479', 'LOC284798', 'CHRNB3', 'HGC6.3', 'CCKAR', 'XKR7', 'ISL1', 'MRGPRG-AS1', 'CGB8', 'SNORA36B', 'LINC00523', 'MYH7', 'CGB2', 'GUCA1C', 'NEUROG3', 'PRSS57', 'FAM71B', 'VWA5B1', 'PROKR1', 'SLCO1B7', 'VGLL2', 'UBE2DNL', 'NKX6-2', 'PRKY', 'CACNG7', 'GH1', 'CCER1', 'PPP1R2P9', 'TRPM3', 'C7ORF72', 'IL36A', 'BPIFB4', 'UGT2B10', 'USP50', 'MTVR2', 'MUC13', 'LINC00032', 'FGF23', 'OR4K1', 'KRTAP12-2', 'OR52N2', 'DEFB118', 'KRTAP1-5', 'DEFB115', 'AIRE', 'RNF151', 'EXD1', 'FGF16', 'APOA5', 'PASD1', 'SNORA77', 'OR2A14', 'POU4F3', 'SYT14P1', 'HTR1A', 'FMO9P', 'SNORD97', 'ZFAT-AS1', 'B4GALNT2', 'OLFM3', 'HMSD', 'OR2B11', 'FOXE3', 'OR10K1', 'LINC00923', 'OR1L4', 'DSCR10', 'KDM5D', 'ANKRD34C', 'CHRNA9', 'DPRX', 'POU4F2', 'KRTAP3-3', 'MYADML', 'SFTA3', 'OR52K2', 'HCRTR2', 'PTCHD3', 'LINC00710', 'OR1L1', 'MEP1A', 'FAM9B', 'SNORA2B', 'MAGEA9B', 'KRTAP12-1', 'LINC00964', 'OTC', 'GPR148', 'MYH16', 'PACRG-AS1', 'C12ORF42', 'ITLN2', 'OTOR', 'SPATA3', 'OR10AD1', 'HIST1H3F', 'LOC100129055', 'PLD5', 'LOC100132831', 'FAM83A-AS1', 'ARID3C', 'IGLL1', 'C11ORF87', 'MYL1', 'LINC00052', 'OVCH1', 'NPSR1', 'CLEC18C', 'MIR1-1HG', 'TMSB4Y', 'POM121L2', 'HRK', 'CDH10', 'VIL1', 'CLEC4M', 'SNORA64', 'SLC39A12', 'VCX3A', 'CLRN1-AS1', 'OR51F2', 'CMTM5', 'PSG3', 'HTR4', 'HPVC1', 'OR2M2', 'LOC100130264', 'C4ORF50', 'SOX3', 'HIST2H2AB', 'C7ORF57', 'ATOH7', 'AATK-AS1', 'CPA2', 'SPINK14', 'FERD3L', 'TSNAX-DISC1', 'H3F3AP5', 'OR5AR1', 'KRTAP4-8', 'CYP2W1', 'C15ORF43', 'C20ORF144', 'NF1P2', 'KLK12', 'DEFB108B', 'IFNA21', 'OR13C3', 'PPP1R3A', 'PRSS48', 'ADGRG7', 'ADAMTS20', 'CACNG3', 'KRTAP10-1', 'SNORA68', 'MBL2', 'PGA4', 'CXCL6', 'SLC12A1', 'COL20A1', 'KRT18P55', 'PRKAG3', 'S100A7', 'KRT73', 'LINC01101', 'LOC100130417', 'CELP', 'SNORA44', 'CLCA3P', 'LRRC30', 'TMPRSS11B', 'KRTAP7-1', 'SCARNA1', 'XIRP2', 'MCHR2', 'MMP21', 'PTX4', 'FAM19A1', 'MGC16025', 'SLURP1', 'TBX20', 'CCDC54', 'FFAR1', 'KRTAP5-2', 'FER1L6', 'HSFY1P1', 'GSX2', 'PPY2P', 'HTR6', 'NEUROD6', 'NUTM1', 'C2ORF27B', 'HEATR9', 'OR2T2', 'SLC28A2', 'HTR2C', 'KCNJ13', 'LINC01548', 'MYL2', 'FEZF1', 'MYH4', 'TMPRSS7', 'TMEM212', 'LINC00691', 'PRO0611', 'BARHL1', 'LOC285629', 'PATE3', 'SNORA72', 'OR5M1', 'TSHB', 'HILS1', 'C1ORF140', 'RFPL1', 'SNORA61', 'CDH19', 'SNORA5C', 'LOC644669', 'NYAP2', 'CLRN1', 'SALL3', 'GRM7', 'GCKR', 'TPTE2', 'ADGRE3', 'LRRC52', 'LRRIQ4', 'WFDC6', 'KRT12', 'CAPZA3', 'FAM71E2', 'C14ORF178', 'ADH6', 'PRTN3', 'LRRC74A', 'OR12D3', 'FNDC9', 'C5ORF47', 'A1CF', 'OR10R2', 'ZIC5', 'C12ORF56', 'PAGE2', 'C9ORF171', 'FSHR', 'OPRM1', 'OR4F17', 'KAAG1', 'CTXN3', 'CTRB2', 'OR5K1', 'FRG2DP', 'CAPNS2', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026562361008646285
		RMSE:  0.19787350383771835
		NRMSE:  0.12800221484333532
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00017758204834872338
		RMSE:  0.18475106890837595
		NRMSE:  0.18489898809885505
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999031343205
		Coefficient of Determination:  1.0
		RMSE:  9.232144751857373e-16
		NRMSE:  5.972173904401028e-16
		MAPE:  2.139324611711844e-12
		Pearson Correlation:  0.12638029307727575
		Spearman Correlation:  0.112920828359303
		Coefficient of Determination:  -2.389202605113906
		RMSE:  0.34009258840237033
		NRMSE:  0.34036488030661566
		MAPE:  548.9190402269214

	Predictor:  ElasticNet
		Pearson Correlation:  0.6970917268975934
		Spearman Correlation:  0.5862978026581406
		Coefficient of Determination:  0.38686994561170285
		RMSE:  0.15473477113121512
		NRMSE:  0.10009623842470541
		MAPE:  139.80989834289701
		Pearson Correlation:  0.18859703711496104
		Spearman Correlation:  0.18039725441098967
		Coefficient of Determination:  0.015063175043196209
		RMSE:  0.18333804218768024
		NRMSE:  0.18348483005172164
		MAPE:  145.12992654278563

	Predictor:  RandomForests
		Pearson Correlation:  0.6005774635773903
		Spearman Correlation:  0.5426280400156817
		Coefficient of Determination:  0.15663432280245737
		RMSE:  0.18147615771526596
		NRMSE:  0.11739495019941389
		MAPE:  132.69504944206724
		Pearson Correlation:  0.10109491160356913
		Spearman Correlation:  0.10039276703837216
		Coefficient of Determination:  0.003718868733978309
		RMSE:  0.1843908449130103
		NRMSE:  0.18453847569356518
		MAPE:  106.07473608661171

Protein:  CDKN2A
x_train_column_count:  1002
x_train columns:  ['BCORP1', 'OR5A1', 'CT45A6', 'MS4A5', 'DEFB124', 'OR8K3', 'SNAR-G1', 'OR9K2', 'OR7G3', 'OR52A1', 'MROH5', 'FAM92A1P2', 'SNORA36A', 'HES3', 'TAAR8', 'GJA8', 'TBC1D21', 'SNAR-E', 'OR8I2', 'DEFB113', 'FAM41AY1', 'SNAR-I', 'SNORA58', 'C11ORF40', 'OR51A2', 'CSN2', 'GJA10', 'SMR3B', 'SNORD8', 'CPN1', 'SNAR-A13', 'LRTM1', 'ZNRF4', 'TTTY21', 'LINC00326', 'TMEM247', 'SCP2D1', 'CCDC38', 'ST8SIA3', 'CT47B1', 'C17ORF102', 'SPRR2G', 'CEACAM20', 'ESX1', 'LINC00305', 'SNORA55', 'HYALP1', 'H1FOO', 'FAM224B', 'ANXA8L1', 'SCARNA4', 'GNAT3', 'OR6T1', 'CT47A6', 'CT47A7', 'SPANXN4', 'LINC00671', 'OR7G2', 'KRTAP6-2', 'HIST1H4G', 'OR8H1', 'OC90', 'CFHR2', 'PSG1', 'OR8B8', 'C12ORF40', 'ASB11', 'OR4A47', 'CA5A', 'OR5K3', 'SSX6', 'FAM25BP', 'OR10G4', 'SEC14L3', 'OR10T2', 'SNORA22', 'CCL15-CCL14', 'SCARNA14', 'EIF1AY', 'SNORD115-7', 'GLYCAM1', 'OR4S2', 'KRTAP19-5', 'SPATA31A3', 'SPAM1', 'CD5L', 'LYPD8', 'OR13C9', 'CLCA1', 'NMS', 'C1ORF105', 'SNORD15A', 'SNORA28', 'OR6C2', 'KLHL40', 'SCARNA22', 'BTNL3', 'CST13P', 'CSH2', 'LRRC7', 'KCNU1', 'SNORA20', 'SOX1', 'PLSCR5', 'GPR50', 'LILRP2', 'OR11L1', 'GJD2', 'VSTM2B', 'IFNA14', 'C22ORF42', 'CT47A11', 'LINC00314', 'OR2L2', 'CELA2A', 'SNORA24', 'CXORF51A', 'BRDTP1', 'MAGEB10', 'OR4B1', 'HHLA1', 'HBBP1', 'FAM153C', 'IQCF2', 'TEX33', 'SLC5A7', 'PLA2G2F', 'IGFL4', 'MC2R', 'SOST', 'PPBPP1', 'C4ORF51', 'OR6C4', 'SPRR4', 'NKX2-6', 'PRB1', 'CD300LD', 'OR1B1', 'PIWIL3', 'GPR151', 'RAB9BP1', 'AKAP14', 'DUSP21', 'PRSS3P2', 'TXLNGY', 'OR11H6', 'GABRA6', 'OR5B2', 'NPHS2', 'OR6B1', 'PWRN2', 'SCGB1C1', 'OR2AG1', 'KRT39', 'PGM5-AS1', 'OR14C36', 'OR8G5', 'OR10A5', 'MOS', 'OR8S1', 'GOLGA8EP', 'DDI1', 'PRAMEF8', 'PSAPL1', 'ZNF735', 'ZAR1L', 'DNMT3L', 'OR10S1', 'TTTY15', 'CASC8', 'SNORA51', 'LOC391003', 'USP17L6P', 'TMEM252', 'RNASE8', 'FLJ25758', 'MS4A10', 'DNAJC5G', 'CRYAA', 'CCKBR', 'TFAMP1', 'SNORA54', 'MRGPRX1', 'OR52A5', 'TBC1D28', 'OR52A4P', 'SCARNA20', 'OR4A16', 'KRTAP19-1', 'PABPC1L2A', 'SYT10', 'IFITM5', 'C17ORF64', 'IFNA13', 'ACSM2A', 'MORC1', 'FAM24A', 'NPPC', 'TSPY1', 'CFC1B', 'TSPY2', 'HFE2', 'HAND1', 'LINC00207', 'DAZL', 'PAGE5', 'HMHB1', 'VRTN', 'TGIF2LX', 'FBP2', 'NPBWR2', 'ARL5C', 'OR2W1', 'OR51L1', 'OR2T29', 'KRTAP12-3', 'SNORA34', 'GHSR', 'OR52B4', 'PRAMEF5', 'KHDC1L', 'GDNF', 'EDDM3A', 'OR6S1', 'IGF2BP2-AS1', 'LOC727924', 'CRLF2', 'P2RX3', 'CYP3A4', 'SERPINB4', 'GAGE1', 'OR5H1', 'SNORD116-19', 'SLC25A3P1', 'LINC01020', 'TMIGD1', 'LOC391343', 'FGA', 'SCGB1A1', 'SDR16C6P', 'SYCP1', 'OR9A2', 'PRSS1', 'GAGE2D', 'HTR5A', 'C3ORF49', 'CRNN', 'TTTY2', 'SLC13A1', 'OTX2', 'PF4', 'OR4F15', 'OR6C74', 'GYS2', 'IQCF6', 'IL13', 'ANKRD18DP', 'C10ORF53', 'LINC00469', 'LINC00696', 'LINC00895', 'CYP11B2', 'ADAM18', 'TCP10L2', 'C17ORF78', 'SNORA5B', 'FMO6P', 'PLET1', 'SCARNA11', 'LY6G6D', 'CGB5', 'POTEH', 'CLCA4', 'PLG', 'SST', 'TPD52L3', 'ZNF479', 'OR8B3', 'TMPRSS11F', 'TAAR9', 'OR2A2', 'F13B', 'SNORD89', 'OR1S2', 'OR5H14', 'ZCCHC13', 'OLAH', 'OPRD1', 'OR4D6', 'NOX3', 'LEUTX', 'VWC2L', 'EPS8L3', 'RPL13AP17', 'RAX2', 'DPPA5', 'KRTAP4-5', 'OR5T2', 'PRDM14', 'LOC285627', 'TKTL2', 'C18ORF42', 'OR10V1', 'OR2G2', 'OR8A1', 'SNORA71A', 'ZPBP', 'GPR78', 'FCAMR', 'BEND2', 'ACTRT2', 'TSGA13', 'SLC1A6', 'TTTY14', 'CST11', 'SSX5', 'STATH', 'CT45A1', 'OR5H6', 'IL26', 'LIPN', 'SPANXA2', 'OR6M1', 'ASB17', 'LINC01205', 'OR9G4', 'ACTR3BP2', 'SNORA74A', 'BARHL2', 'OR8D4', 'RTP2', 'LMNTD1', 'KLK9', 'OR4C12', 'LCNL1', 'TMEM202', 'OR11H4', 'OR2L8', 'GAGE2B', 'LOC145845', 'HNRNPCL1', 'KRTAP21-2', 'SERPINB3', 'DEFB110', 'KRT85', 'PWAR4', 'MYBPC2', 'LOC646813', 'C2ORF83', 'GPR52', 'PROP1', 'SSX8', 'LPO', 'NCOR1P1', 'SPATA31C1', 'ANKUB1', 'LINC00488', 'GOT1L1', 'OR2M4', 'LOC100129935', 'USP26', 'OR4C16', 'LINC00934', 'ZIM3', 'BPIFA3', 'DYDC1', 'FAM27B', 'COL6A4P1', 'TEX13B', 'CABS1', 'UGT2A3', 'OR4D9', 'FAM138D', 'ZAR1', 'FOXN3-AS2', 'POTED', 'CPLX4', 'SYCN', 'OR2M7', 'GSTA5', 'HIST1H4F', 'OR2T35', 'DUXA', 'SLC32A1', 'OR4K17', 'SLC38A8', 'TBC1D3P2', 'LINC00114', 'HTR3E', 'C3ORF30', 'KRTAP19-2', 'ASB18', 'CLRN2', 'RGS8', 'TMEM72', 'RBPJL', 'TRHR', 'HBD', 'CTRB1', 'B3GNT6', 'GABRG3', 'DAOA', 'WFDC8', 'DEFB104A', 'FRMPD4', 'LINC01565', 'KRTAP6-1', 'KRTAP25-1', 'HSFY2', 'EPPIN', 'LINC00608', 'OR56A1', 'OR6Y1', 'OR7A17', 'OR8H2', 'IL31', 'FBXW12', 'ALLC', 'OR4K2', 'OR4X2', 'GRIN2B', 'PRAMEF20', 'OR8G2', 'MYF5', 'LINC01566', 'KIR3DL3', 'MMD2', 'ITIH1', 'MAGEB3', 'ABRA', 'TCERG1L', 'OR8J3', 'CYLC2', 'SLC25A31', 'FAM169B', 'LINC00113', 'LOC729609', 'BMP15', 'FAM74A3', 'CFHR4', 'DEFB126', 'DEFB129', 'DEFB134', 'OR6B3', 'OR2AT4', 'FAM170B', 'INS', 'RHAG', 'CT47A1', 'CSNK1A1P1', 'OTOP1', 'GAGE12F', 'SRY', 'NKAIN3', 'PSKH2', 'MYH1', 'CCK', 'TCP10', 'SNORA70B', 'OR52H1', 'CD200R1L', 'OR5P3', 'REG4', 'POU6F2', 'TRPV5', 'KRTAP10-3', 'GPRC6A', 'ODF3', 'SPINK1', 'SCARNA8', 'FTHL17', 'ZNF705A', 'HOXC12', 'OR6B2', 'AQP2', 'KRTAP11-1', 'OR10H2', 'OR51I2', 'SNORA47', 'ACOT12', 'LCN9', 'DISC2', 'GUCY2EP', 'FGF6', 'TFF2', 'CHIAP2', 'CXADRP2', 'SNORA38B', 'C20ORF166-AS1', 'SNORD94', 'TMEM88B', 'OR4S1', 'OR5M10', 'MGC27382', 'MBD3L5', 'CNTN5', 'PYDC2', 'SNORA59B', 'ENAM', 'FIGLA', 'CCDC37', 'PCGEM1', 'PSG11', 'OR5AN1', 'OR6F1', 'OR14I1', 'SNORD115-26', 'LOC392196', 'SNCB', 'PISRT1', 'BOLL', 'OR7C2', 'SPATA19', 'TTTY8', 'TTTY9B', 'NANOS2', 'AVPR1B', 'XAGE3', 'CNGB1', 'MOGAT3', 'OR2T12', 'NLRP8', 'KRTAP10-7', 'MAGEA1', 'SLC51B', 'CYP2C18', 'CNTNAP4', 'UGT1A4', 'TAS2R60', 'OPN1MW', 'RESP18', 'RPL3L', 'OACYLP', 'IHH', 'LRRTM1', 'SLC17A6', 'MAGEB6', 'SNAR-F', 'MAGEA5', 'CLEC4G', 'PRAMEF1', 'PRDM9', 'SPDYC', 'SPRR2C', 'GRK1', 'KRTAP2-1', 'DNTT', 'KRTAP19-6', 'FOXR1', 'OR6K6', 'APCS', 'SFTPC', 'BSX', 'NEU2', 'PAQR9', 'OR5M3', 'KCNIP4-IT1', 'SLC6A5', 'MUSK', 'PAPOLB', 'CNGA2', 'IL17F', 'SLC2A2', 'GOLGA6L1', 'C10ORF120', 'ZFY', 'F9', 'CALR3', 'ANP32D', 'KRTAP10-12', 'C11ORF94', 'CA6', 'APOA2', 'CCDC166', 'HAO1', 'LINC00304', 'DEFB123', 'PPIAL4E', 'KGFLP1', 'SFTPB', 'LINC00575', 'OR5M8', 'ALX4', 'DKFZP434K028', 'EPB42', 'HCRTR1', 'SPANXN3', 'IZUMO1R', 'KRT3', 'OR4D11', 'KRTAP3-2', 'OR52R1', 'SSX9', 'LELP1', 'CRYGB', 'FTMT', 'OTOL1', 'AWAT1', 'OR7E24', 'LINC00410', 'LINC01553', 'BTN1A1', 'KRT25', 'PLA2G12B', 'KRTAP10-11', 'SCN1A', 'OR1K1', 'C16ORF90', 'ANXA10', 'KRTAP13-1', 'GABRR3', 'PROKR2', 'CELA2B', 'MT4', 'OR12D2', 'C12ORF77', 'COX7B2', 'ALPPL2', 'ZNF679', 'FKBP6', 'FOXD4L3', 'IQCJ', 'OR1E2', 'LGALS14', 'OR4D5', 'TMEM14E', 'PRR32', 'OR2T10', 'HBE1', 'NXNL1', 'PRB4', 'LOC286238', 'LINC01591', 'AADACL3', 'PRAMEF16', 'AGXT2', 'AKR1C8P', 'TMPRSS11BNL', 'SCTR', 'BANF2', 'BTF3P11', 'RPS4Y2', 'CDX4', 'SLC36A3', 'CHAT', 'OR4K5', 'OR10W1', 'MTNR1B', 'YIPF7', 'SPACA3', 'LYZL1', 'TNP1', 'EPGN', 'NEUROD1', 'KRTAP9-2', 'SVOP', 'SLC5A8', 'ANGPTL3', 'SPRR2E', 'OR2G6', 'INSC', 'OR51B5', 'NCAN', 'OR7D4', 'OR2M3', 'PLCZ1', 'SLC10A1', 'LINC01142', 'DAW1', 'OR6A2', 'AADAC', 'NKX2-3', 'TRIM49', 'ACSM2B', 'GBA3', 'ITPK1-AS1', 'OCSTAMP', 'BCYRN1', 'CETN1', 'HIST1H3B', 'SNORA16B', 'GKN2', 'EDDM3B', 'PCSK2', 'HIST1H4B', 'FAM170A', 'HULC', 'LOC647859', 'MCF2', 'RSPH6A', 'C1ORF141', 'C1ORF94', 'OR5B17', 'OR4D10', 'CTRC', 'KRTAP1-3', 'SLC9C1', 'PTH2', 'BET1P1', 'SHH', 'GPHA2', 'OR10AG1', 'C12ORF50', 'ZSCAN10', 'LHX3', 'OR10G8', 'PRAC1', 'PSG4', 'DEFB119', 'HS3ST4', 'PRG1', 'IL3', 'GUCY2F', 'DMRT1', 'LINC00520', 'OR1M1', 'OR1N1', 'OR1S1', 'NLRP13', 'UGT2B28', 'FAM47C', 'MMP23A', 'KRT71', 'TDRG1', 'FAM138B', 'NXPE1', 'FAM150A', 'AMER3', 'PCDH8', 'GCGR', 'NPSR1-AS1', 'ARL13A', 'DRD3', 'HSD52', 'TARM1', 'TCEB3C', 'LINC00202-2', 'SH2D7', 'IGFBP1', 'OR5E1P', 'OR2B3', 'OR5H2', 'SNORA27', 'SLCO6A1', 'CALCB', 'TMEM8C', 'GABRA4', 'SNORD15B', 'LINC00479', 'LOC284798', 'CHRNB3', 'HGC6.3', 'CCKAR', 'XKR7', 'ISL1', 'MRGPRG-AS1', 'CGB8', 'SNORA36B', 'LINC00523', 'MYH7', 'CGB2', 'GUCA1C', 'NEUROG3', 'PRSS57', 'FAM71B', 'VWA5B1', 'PROKR1', 'SLCO1B7', 'VGLL2', 'UBE2DNL', 'NKX6-2', 'PRKY', 'CACNG7', 'GH1', 'CCER1', 'PPP1R2P9', 'TRPM3', 'C7ORF72', 'IL36A', 'BPIFB4', 'UGT2B10', 'USP50', 'MTVR2', 'MUC13', 'LINC00032', 'FGF23', 'OR4K1', 'KRTAP12-2', 'OR52N2', 'DEFB118', 'KRTAP1-5', 'DEFB115', 'AIRE', 'RNF151', 'EXD1', 'FGF16', 'APOA5', 'PASD1', 'SNORA77', 'OR2A14', 'POU4F3', 'SYT14P1', 'HTR1A', 'FMO9P', 'SNORD97', 'ZFAT-AS1', 'B4GALNT2', 'OLFM3', 'HMSD', 'OR2B11', 'FOXE3', 'OR10K1', 'LINC00923', 'OR1L4', 'DSCR10', 'KDM5D', 'ANKRD34C', 'CHRNA9', 'DPRX', 'POU4F2', 'KRTAP3-3', 'MYADML', 'SFTA3', 'OR52K2', 'HCRTR2', 'PTCHD3', 'LINC00710', 'OR1L1', 'MEP1A', 'FAM9B', 'SNORA2B', 'MAGEA9B', 'KRTAP12-1', 'LINC00964', 'OTC', 'GPR148', 'MYH16', 'PACRG-AS1', 'C12ORF42', 'ITLN2', 'OTOR', 'SPATA3', 'OR10AD1', 'HIST1H3F', 'LOC100129055', 'PLD5', 'LOC100132831', 'FAM83A-AS1', 'ARID3C', 'IGLL1', 'C11ORF87', 'MYL1', 'LINC00052', 'OVCH1', 'NPSR1', 'CLEC18C', 'MIR1-1HG', 'TMSB4Y', 'POM121L2', 'HRK', 'CDH10', 'VIL1', 'CLEC4M', 'SNORA64', 'SLC39A12', 'VCX3A', 'CLRN1-AS1', 'OR51F2', 'CMTM5', 'PSG3', 'HTR4', 'HPVC1', 'OR2M2', 'LOC100130264', 'C4ORF50', 'SOX3', 'HIST2H2AB', 'C7ORF57', 'ATOH7', 'AATK-AS1', 'CPA2', 'SPINK14', 'FERD3L', 'TSNAX-DISC1', 'H3F3AP5', 'OR5AR1', 'KRTAP4-8', 'CYP2W1', 'C15ORF43', 'C20ORF144', 'NF1P2', 'KLK12', 'DEFB108B', 'IFNA21', 'OR13C3', 'PPP1R3A', 'PRSS48', 'ADGRG7', 'ADAMTS20', 'CACNG3', 'KRTAP10-1', 'SNORA68', 'MBL2', 'PGA4', 'CXCL6', 'SLC12A1', 'COL20A1', 'KRT18P55', 'PRKAG3', 'S100A7', 'KRT73', 'LINC01101', 'LOC100130417', 'CELP', 'SNORA44', 'CLCA3P', 'LRRC30', 'TMPRSS11B', 'KRTAP7-1', 'SCARNA1', 'XIRP2', 'MCHR2', 'MMP21', 'PTX4', 'FAM19A1', 'MGC16025', 'SLURP1', 'TBX20', 'CCDC54', 'FFAR1', 'KRTAP5-2', 'FER1L6', 'HSFY1P1', 'GSX2', 'PPY2P', 'HTR6', 'NEUROD6', 'NUTM1', 'C2ORF27B', 'HEATR9', 'OR2T2', 'SLC28A2', 'HTR2C', 'KCNJ13', 'LINC01548', 'MYL2', 'FEZF1', 'MYH4', 'TMPRSS7', 'TMEM212', 'LINC00691', 'PRO0611', 'BARHL1', 'LOC285629', 'PATE3', 'SNORA72', 'OR5M1', 'TSHB', 'HILS1', 'C1ORF140', 'RFPL1', 'SNORA61', 'CDH19', 'SNORA5C', 'LOC644669', 'NYAP2', 'CLRN1', 'SALL3', 'GRM7', 'GCKR', 'TPTE2', 'ADGRE3', 'LRRC52', 'LRRIQ4', 'WFDC6', 'KRT12', 'CAPZA3', 'FAM71E2', 'C14ORF178', 'ADH6', 'PRTN3', 'LRRC74A', 'OR12D3', 'FNDC9', 'C5ORF47', 'A1CF', 'OR10R2', 'ZIC5', 'C12ORF56', 'PAGE2', 'C9ORF171', 'FSHR', 'OPRM1', 'OR4F17', 'KAAG1', 'CTXN3', 'CTRB2', 'OR5K1', 'FRG2DP', 'CAPNS2', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.062199248812668806
		RMSE:  0.6624014175436462
		NRMSE:  0.14974599695798488
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10057809021042674
		RMSE:  0.783524323220729
		NRMSE:  0.21159176970584093
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6427147371513342
		NRMSE:  0.145295521001771
		MAPE:  207.86247046219444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010510594090658465
		RMSE:  0.7507796405829533
		NRMSE:  0.20274902527219912
		MAPE:  439.74244050751946

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  3.1140790793875316e-15
		NRMSE:  7.0398532370013135e-16
		MAPE:  2.669050181282137e-12
		Pearson Correlation:  0.2285110339243571
		Spearman Correlation:  0.2003219198127012
		Coefficient of Determination:  -1.0417116537634574
		RMSE:  1.067183877204915
		NRMSE:  0.28819440378204564
		MAPE:  1176.8418895531147

	Predictor:  ElasticNet
		Pearson Correlation:  0.9002505073403797
		Spearman Correlation:  0.8790490409804
		Coefficient of Determination:  0.7711610444207531
		RMSE:  0.30745618687627996
		NRMSE:  0.06950518523257147
		MAPE:  145.37170127644958
		Pearson Correlation:  0.5275182725040916
		Spearman Correlation:  0.41621792995805296
		Coefficient of Determination:  0.27757866686039356
		RMSE:  0.6348006059959852
		NRMSE:  0.17142873507858095
		MAPE:  916.5871413410962

	Predictor:  RandomForests
		Pearson Correlation:  0.6367970587155104
		Spearman Correlation:  0.5586319925058439
		Coefficient of Determination:  0.39870260681637193
		RMSE:  0.49838265427754735
		NRMSE:  0.11266704064147107
		MAPE:  205.65133548164957
		Pearson Correlation:  0.6719195042850558
		Spearman Correlation:  0.5062309002806783
		Coefficient of Determination:  0.4290577163695076
		RMSE:  0.5643365196032228
		NRMSE:  0.15239981625795918
		MAPE:  406.03758729145164

Protein:  TP53
x_train_column_count:  1002
x_train columns:  ['BCORP1', 'OR5A1', 'CT45A6', 'MS4A5', 'DEFB124', 'OR8K3', 'SNAR-G1', 'OR9K2', 'OR7G3', 'OR52A1', 'MROH5', 'FAM92A1P2', 'SNORA36A', 'HES3', 'TAAR8', 'GJA8', 'TBC1D21', 'SNAR-E', 'OR8I2', 'DEFB113', 'FAM41AY1', 'SNAR-I', 'SNORA58', 'C11ORF40', 'OR51A2', 'CSN2', 'GJA10', 'SMR3B', 'SNORD8', 'CPN1', 'SNAR-A13', 'LRTM1', 'ZNRF4', 'TTTY21', 'LINC00326', 'TMEM247', 'SCP2D1', 'CCDC38', 'ST8SIA3', 'CT47B1', 'C17ORF102', 'SPRR2G', 'CEACAM20', 'ESX1', 'LINC00305', 'SNORA55', 'HYALP1', 'H1FOO', 'FAM224B', 'ANXA8L1', 'SCARNA4', 'GNAT3', 'OR6T1', 'CT47A6', 'CT47A7', 'SPANXN4', 'LINC00671', 'OR7G2', 'KRTAP6-2', 'HIST1H4G', 'OR8H1', 'OC90', 'CFHR2', 'PSG1', 'OR8B8', 'C12ORF40', 'ASB11', 'OR4A47', 'CA5A', 'OR5K3', 'SSX6', 'FAM25BP', 'OR10G4', 'SEC14L3', 'OR10T2', 'SNORA22', 'CCL15-CCL14', 'SCARNA14', 'EIF1AY', 'SNORD115-7', 'GLYCAM1', 'OR4S2', 'KRTAP19-5', 'SPATA31A3', 'SPAM1', 'CD5L', 'LYPD8', 'OR13C9', 'CLCA1', 'NMS', 'C1ORF105', 'SNORD15A', 'SNORA28', 'OR6C2', 'KLHL40', 'SCARNA22', 'BTNL3', 'CST13P', 'CSH2', 'LRRC7', 'KCNU1', 'SNORA20', 'SOX1', 'PLSCR5', 'GPR50', 'LILRP2', 'OR11L1', 'GJD2', 'VSTM2B', 'IFNA14', 'C22ORF42', 'CT47A11', 'LINC00314', 'OR2L2', 'CELA2A', 'SNORA24', 'CXORF51A', 'BRDTP1', 'MAGEB10', 'OR4B1', 'HHLA1', 'HBBP1', 'FAM153C', 'IQCF2', 'TEX33', 'SLC5A7', 'PLA2G2F', 'IGFL4', 'MC2R', 'SOST', 'PPBPP1', 'C4ORF51', 'OR6C4', 'SPRR4', 'NKX2-6', 'PRB1', 'CD300LD', 'OR1B1', 'PIWIL3', 'GPR151', 'RAB9BP1', 'AKAP14', 'DUSP21', 'PRSS3P2', 'TXLNGY', 'OR11H6', 'GABRA6', 'OR5B2', 'NPHS2', 'OR6B1', 'PWRN2', 'SCGB1C1', 'OR2AG1', 'KRT39', 'PGM5-AS1', 'OR14C36', 'OR8G5', 'OR10A5', 'MOS', 'OR8S1', 'GOLGA8EP', 'DDI1', 'PRAMEF8', 'PSAPL1', 'ZNF735', 'ZAR1L', 'DNMT3L', 'OR10S1', 'TTTY15', 'CASC8', 'SNORA51', 'LOC391003', 'USP17L6P', 'TMEM252', 'RNASE8', 'FLJ25758', 'MS4A10', 'DNAJC5G', 'CRYAA', 'CCKBR', 'TFAMP1', 'SNORA54', 'MRGPRX1', 'OR52A5', 'TBC1D28', 'OR52A4P', 'SCARNA20', 'OR4A16', 'KRTAP19-1', 'PABPC1L2A', 'SYT10', 'IFITM5', 'C17ORF64', 'IFNA13', 'ACSM2A', 'MORC1', 'FAM24A', 'NPPC', 'TSPY1', 'CFC1B', 'TSPY2', 'HFE2', 'HAND1', 'LINC00207', 'DAZL', 'PAGE5', 'HMHB1', 'VRTN', 'TGIF2LX', 'FBP2', 'NPBWR2', 'ARL5C', 'OR2W1', 'OR51L1', 'OR2T29', 'KRTAP12-3', 'SNORA34', 'GHSR', 'OR52B4', 'PRAMEF5', 'KHDC1L', 'GDNF', 'EDDM3A', 'OR6S1', 'IGF2BP2-AS1', 'LOC727924', 'CRLF2', 'P2RX3', 'CYP3A4', 'SERPINB4', 'GAGE1', 'OR5H1', 'SNORD116-19', 'SLC25A3P1', 'LINC01020', 'TMIGD1', 'LOC391343', 'FGA', 'SCGB1A1', 'SDR16C6P', 'SYCP1', 'OR9A2', 'PRSS1', 'GAGE2D', 'HTR5A', 'C3ORF49', 'CRNN', 'TTTY2', 'SLC13A1', 'OTX2', 'PF4', 'OR4F15', 'OR6C74', 'GYS2', 'IQCF6', 'IL13', 'ANKRD18DP', 'C10ORF53', 'LINC00469', 'LINC00696', 'LINC00895', 'CYP11B2', 'ADAM18', 'TCP10L2', 'C17ORF78', 'SNORA5B', 'FMO6P', 'PLET1', 'SCARNA11', 'LY6G6D', 'CGB5', 'POTEH', 'CLCA4', 'PLG', 'SST', 'TPD52L3', 'ZNF479', 'OR8B3', 'TMPRSS11F', 'TAAR9', 'OR2A2', 'F13B', 'SNORD89', 'OR1S2', 'OR5H14', 'ZCCHC13', 'OLAH', 'OPRD1', 'OR4D6', 'NOX3', 'LEUTX', 'VWC2L', 'EPS8L3', 'RPL13AP17', 'RAX2', 'DPPA5', 'KRTAP4-5', 'OR5T2', 'PRDM14', 'LOC285627', 'TKTL2', 'C18ORF42', 'OR10V1', 'OR2G2', 'OR8A1', 'SNORA71A', 'ZPBP', 'GPR78', 'FCAMR', 'BEND2', 'ACTRT2', 'TSGA13', 'SLC1A6', 'TTTY14', 'CST11', 'SSX5', 'STATH', 'CT45A1', 'OR5H6', 'IL26', 'LIPN', 'SPANXA2', 'OR6M1', 'ASB17', 'LINC01205', 'OR9G4', 'ACTR3BP2', 'SNORA74A', 'BARHL2', 'OR8D4', 'RTP2', 'LMNTD1', 'KLK9', 'OR4C12', 'LCNL1', 'TMEM202', 'OR11H4', 'OR2L8', 'GAGE2B', 'LOC145845', 'HNRNPCL1', 'KRTAP21-2', 'SERPINB3', 'DEFB110', 'KRT85', 'PWAR4', 'MYBPC2', 'LOC646813', 'C2ORF83', 'GPR52', 'PROP1', 'SSX8', 'LPO', 'NCOR1P1', 'SPATA31C1', 'ANKUB1', 'LINC00488', 'GOT1L1', 'OR2M4', 'LOC100129935', 'USP26', 'OR4C16', 'LINC00934', 'ZIM3', 'BPIFA3', 'DYDC1', 'FAM27B', 'COL6A4P1', 'TEX13B', 'CABS1', 'UGT2A3', 'OR4D9', 'FAM138D', 'ZAR1', 'FOXN3-AS2', 'POTED', 'CPLX4', 'SYCN', 'OR2M7', 'GSTA5', 'HIST1H4F', 'OR2T35', 'DUXA', 'SLC32A1', 'OR4K17', 'SLC38A8', 'TBC1D3P2', 'LINC00114', 'HTR3E', 'C3ORF30', 'KRTAP19-2', 'ASB18', 'CLRN2', 'RGS8', 'TMEM72', 'RBPJL', 'TRHR', 'HBD', 'CTRB1', 'B3GNT6', 'GABRG3', 'DAOA', 'WFDC8', 'DEFB104A', 'FRMPD4', 'LINC01565', 'KRTAP6-1', 'KRTAP25-1', 'HSFY2', 'EPPIN', 'LINC00608', 'OR56A1', 'OR6Y1', 'OR7A17', 'OR8H2', 'IL31', 'FBXW12', 'ALLC', 'OR4K2', 'OR4X2', 'GRIN2B', 'PRAMEF20', 'OR8G2', 'MYF5', 'LINC01566', 'KIR3DL3', 'MMD2', 'ITIH1', 'MAGEB3', 'ABRA', 'TCERG1L', 'OR8J3', 'CYLC2', 'SLC25A31', 'FAM169B', 'LINC00113', 'LOC729609', 'BMP15', 'FAM74A3', 'CFHR4', 'DEFB126', 'DEFB129', 'DEFB134', 'OR6B3', 'OR2AT4', 'FAM170B', 'INS', 'RHAG', 'CT47A1', 'CSNK1A1P1', 'OTOP1', 'GAGE12F', 'SRY', 'NKAIN3', 'PSKH2', 'MYH1', 'CCK', 'TCP10', 'SNORA70B', 'OR52H1', 'CD200R1L', 'OR5P3', 'REG4', 'POU6F2', 'TRPV5', 'KRTAP10-3', 'GPRC6A', 'ODF3', 'SPINK1', 'SCARNA8', 'FTHL17', 'ZNF705A', 'HOXC12', 'OR6B2', 'AQP2', 'KRTAP11-1', 'OR10H2', 'OR51I2', 'SNORA47', 'ACOT12', 'LCN9', 'DISC2', 'GUCY2EP', 'FGF6', 'TFF2', 'CHIAP2', 'CXADRP2', 'SNORA38B', 'C20ORF166-AS1', 'SNORD94', 'TMEM88B', 'OR4S1', 'OR5M10', 'MGC27382', 'MBD3L5', 'CNTN5', 'PYDC2', 'SNORA59B', 'ENAM', 'FIGLA', 'CCDC37', 'PCGEM1', 'PSG11', 'OR5AN1', 'OR6F1', 'OR14I1', 'SNORD115-26', 'LOC392196', 'SNCB', 'PISRT1', 'BOLL', 'OR7C2', 'SPATA19', 'TTTY8', 'TTTY9B', 'NANOS2', 'AVPR1B', 'XAGE3', 'CNGB1', 'MOGAT3', 'OR2T12', 'NLRP8', 'KRTAP10-7', 'MAGEA1', 'SLC51B', 'CYP2C18', 'CNTNAP4', 'UGT1A4', 'TAS2R60', 'OPN1MW', 'RESP18', 'RPL3L', 'OACYLP', 'IHH', 'LRRTM1', 'SLC17A6', 'MAGEB6', 'SNAR-F', 'MAGEA5', 'CLEC4G', 'PRAMEF1', 'PRDM9', 'SPDYC', 'SPRR2C', 'GRK1', 'KRTAP2-1', 'DNTT', 'KRTAP19-6', 'FOXR1', 'OR6K6', 'APCS', 'SFTPC', 'BSX', 'NEU2', 'PAQR9', 'OR5M3', 'KCNIP4-IT1', 'SLC6A5', 'MUSK', 'PAPOLB', 'CNGA2', 'IL17F', 'SLC2A2', 'GOLGA6L1', 'C10ORF120', 'ZFY', 'F9', 'CALR3', 'ANP32D', 'KRTAP10-12', 'C11ORF94', 'CA6', 'APOA2', 'CCDC166', 'HAO1', 'LINC00304', 'DEFB123', 'PPIAL4E', 'KGFLP1', 'SFTPB', 'LINC00575', 'OR5M8', 'ALX4', 'DKFZP434K028', 'EPB42', 'HCRTR1', 'SPANXN3', 'IZUMO1R', 'KRT3', 'OR4D11', 'KRTAP3-2', 'OR52R1', 'SSX9', 'LELP1', 'CRYGB', 'FTMT', 'OTOL1', 'AWAT1', 'OR7E24', 'LINC00410', 'LINC01553', 'BTN1A1', 'KRT25', 'PLA2G12B', 'KRTAP10-11', 'SCN1A', 'OR1K1', 'C16ORF90', 'ANXA10', 'KRTAP13-1', 'GABRR3', 'PROKR2', 'CELA2B', 'MT4', 'OR12D2', 'C12ORF77', 'COX7B2', 'ALPPL2', 'ZNF679', 'FKBP6', 'FOXD4L3', 'IQCJ', 'OR1E2', 'LGALS14', 'OR4D5', 'TMEM14E', 'PRR32', 'OR2T10', 'HBE1', 'NXNL1', 'PRB4', 'LOC286238', 'LINC01591', 'AADACL3', 'PRAMEF16', 'AGXT2', 'AKR1C8P', 'TMPRSS11BNL', 'SCTR', 'BANF2', 'BTF3P11', 'RPS4Y2', 'CDX4', 'SLC36A3', 'CHAT', 'OR4K5', 'OR10W1', 'MTNR1B', 'YIPF7', 'SPACA3', 'LYZL1', 'TNP1', 'EPGN', 'NEUROD1', 'KRTAP9-2', 'SVOP', 'SLC5A8', 'ANGPTL3', 'SPRR2E', 'OR2G6', 'INSC', 'OR51B5', 'NCAN', 'OR7D4', 'OR2M3', 'PLCZ1', 'SLC10A1', 'LINC01142', 'DAW1', 'OR6A2', 'AADAC', 'NKX2-3', 'TRIM49', 'ACSM2B', 'GBA3', 'ITPK1-AS1', 'OCSTAMP', 'BCYRN1', 'CETN1', 'HIST1H3B', 'SNORA16B', 'GKN2', 'EDDM3B', 'PCSK2', 'HIST1H4B', 'FAM170A', 'HULC', 'LOC647859', 'MCF2', 'RSPH6A', 'C1ORF141', 'C1ORF94', 'OR5B17', 'OR4D10', 'CTRC', 'KRTAP1-3', 'SLC9C1', 'PTH2', 'BET1P1', 'SHH', 'GPHA2', 'OR10AG1', 'C12ORF50', 'ZSCAN10', 'LHX3', 'OR10G8', 'PRAC1', 'PSG4', 'DEFB119', 'HS3ST4', 'PRG1', 'IL3', 'GUCY2F', 'DMRT1', 'LINC00520', 'OR1M1', 'OR1N1', 'OR1S1', 'NLRP13', 'UGT2B28', 'FAM47C', 'MMP23A', 'KRT71', 'TDRG1', 'FAM138B', 'NXPE1', 'FAM150A', 'AMER3', 'PCDH8', 'GCGR', 'NPSR1-AS1', 'ARL13A', 'DRD3', 'HSD52', 'TARM1', 'TCEB3C', 'LINC00202-2', 'SH2D7', 'IGFBP1', 'OR5E1P', 'OR2B3', 'OR5H2', 'SNORA27', 'SLCO6A1', 'CALCB', 'TMEM8C', 'GABRA4', 'SNORD15B', 'LINC00479', 'LOC284798', 'CHRNB3', 'HGC6.3', 'CCKAR', 'XKR7', 'ISL1', 'MRGPRG-AS1', 'CGB8', 'SNORA36B', 'LINC00523', 'MYH7', 'CGB2', 'GUCA1C', 'NEUROG3', 'PRSS57', 'FAM71B', 'VWA5B1', 'PROKR1', 'SLCO1B7', 'VGLL2', 'UBE2DNL', 'NKX6-2', 'PRKY', 'CACNG7', 'GH1', 'CCER1', 'PPP1R2P9', 'TRPM3', 'C7ORF72', 'IL36A', 'BPIFB4', 'UGT2B10', 'USP50', 'MTVR2', 'MUC13', 'LINC00032', 'FGF23', 'OR4K1', 'KRTAP12-2', 'OR52N2', 'DEFB118', 'KRTAP1-5', 'DEFB115', 'AIRE', 'RNF151', 'EXD1', 'FGF16', 'APOA5', 'PASD1', 'SNORA77', 'OR2A14', 'POU4F3', 'SYT14P1', 'HTR1A', 'FMO9P', 'SNORD97', 'ZFAT-AS1', 'B4GALNT2', 'OLFM3', 'HMSD', 'OR2B11', 'FOXE3', 'OR10K1', 'LINC00923', 'OR1L4', 'DSCR10', 'KDM5D', 'ANKRD34C', 'CHRNA9', 'DPRX', 'POU4F2', 'KRTAP3-3', 'MYADML', 'SFTA3', 'OR52K2', 'HCRTR2', 'PTCHD3', 'LINC00710', 'OR1L1', 'MEP1A', 'FAM9B', 'SNORA2B', 'MAGEA9B', 'KRTAP12-1', 'LINC00964', 'OTC', 'GPR148', 'MYH16', 'PACRG-AS1', 'C12ORF42', 'ITLN2', 'OTOR', 'SPATA3', 'OR10AD1', 'HIST1H3F', 'LOC100129055', 'PLD5', 'LOC100132831', 'FAM83A-AS1', 'ARID3C', 'IGLL1', 'C11ORF87', 'MYL1', 'LINC00052', 'OVCH1', 'NPSR1', 'CLEC18C', 'MIR1-1HG', 'TMSB4Y', 'POM121L2', 'HRK', 'CDH10', 'VIL1', 'CLEC4M', 'SNORA64', 'SLC39A12', 'VCX3A', 'CLRN1-AS1', 'OR51F2', 'CMTM5', 'PSG3', 'HTR4', 'HPVC1', 'OR2M2', 'LOC100130264', 'C4ORF50', 'SOX3', 'HIST2H2AB', 'C7ORF57', 'ATOH7', 'AATK-AS1', 'CPA2', 'SPINK14', 'FERD3L', 'TSNAX-DISC1', 'H3F3AP5', 'OR5AR1', 'KRTAP4-8', 'CYP2W1', 'C15ORF43', 'C20ORF144', 'NF1P2', 'KLK12', 'DEFB108B', 'IFNA21', 'OR13C3', 'PPP1R3A', 'PRSS48', 'ADGRG7', 'ADAMTS20', 'CACNG3', 'KRTAP10-1', 'SNORA68', 'MBL2', 'PGA4', 'CXCL6', 'SLC12A1', 'COL20A1', 'KRT18P55', 'PRKAG3', 'S100A7', 'KRT73', 'LINC01101', 'LOC100130417', 'CELP', 'SNORA44', 'CLCA3P', 'LRRC30', 'TMPRSS11B', 'KRTAP7-1', 'SCARNA1', 'XIRP2', 'MCHR2', 'MMP21', 'PTX4', 'FAM19A1', 'MGC16025', 'SLURP1', 'TBX20', 'CCDC54', 'FFAR1', 'KRTAP5-2', 'FER1L6', 'HSFY1P1', 'GSX2', 'PPY2P', 'HTR6', 'NEUROD6', 'NUTM1', 'C2ORF27B', 'HEATR9', 'OR2T2', 'SLC28A2', 'HTR2C', 'KCNJ13', 'LINC01548', 'MYL2', 'FEZF1', 'MYH4', 'TMPRSS7', 'TMEM212', 'LINC00691', 'PRO0611', 'BARHL1', 'LOC285629', 'PATE3', 'SNORA72', 'OR5M1', 'TSHB', 'HILS1', 'C1ORF140', 'RFPL1', 'SNORA61', 'CDH19', 'SNORA5C', 'LOC644669', 'NYAP2', 'CLRN1', 'SALL3', 'GRM7', 'GCKR', 'TPTE2', 'ADGRE3', 'LRRC52', 'LRRIQ4', 'WFDC6', 'KRT12', 'CAPZA3', 'FAM71E2', 'C14ORF178', 'ADH6', 'PRTN3', 'LRRC74A', 'OR12D3', 'FNDC9', 'C5ORF47', 'A1CF', 'OR10R2', 'ZIC5', 'C12ORF56', 'PAGE2', 'C9ORF171', 'FSHR', 'OPRM1', 'OR4F17', 'KAAG1', 'CTXN3', 'CTRB2', 'OR5K1', 'FRG2DP', 'CAPNS2', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05546789854165435
		RMSE:  0.4652085657713222
		NRMSE:  0.11180210665016156
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04275496084346875
		RMSE:  0.4295356456720749
		NRMSE:  0.1544592202783541
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.7811161181824987e-15
		NRMSE:  4.2805001638608484e-16
		MAPE:  4.227794765386803e-12
		Pearson Correlation:  0.3779560698548651
		Spearman Correlation:  0.2939664422983124
		Coefficient of Determination:  -1.2810577581713214
		RMSE:  0.6352961434577297
		NRMSE:  0.22844983403133148
		MAPE:  1693.5058027270998

	Predictor:  ElasticNet
		Pearson Correlation:  0.8680673599596158
		Spearman Correlation:  0.7526445637403373
		Coefficient of Determination:  0.7107299568919734
		RMSE:  0.24354371044646209
		NRMSE:  0.05853009143149775
		MAPE:  588.9178402922262
		Pearson Correlation:  0.4821668778220998
		Spearman Correlation:  0.4061457418788411
		Coefficient of Determination:  0.21444179361831628
		RMSE:  0.3728183352490532
		NRMSE:  0.13406391285161395
		MAPE:  427.76531867217227

	Predictor:  RandomForests
		Pearson Correlation:  0.641750399243109
		Spearman Correlation:  0.518312831192323
		Coefficient of Determination:  0.36581217871663707
		RMSE:  0.3606069868599514
		NRMSE:  0.08666353925978165
		MAPE:  526.0549284913765
		Pearson Correlation:  0.4614351569825657
		Spearman Correlation:  0.4689536427317829
		Coefficient of Determination:  0.21154376488556337
		RMSE:  0.3735053903918798
		NRMSE:  0.13431097500517092
		MAPE:  498.46629482419286

Protein:  CTNNB1
x_train_column_count:  1002
x_train columns:  ['BCORP1', 'OR5A1', 'CT45A6', 'MS4A5', 'DEFB124', 'OR8K3', 'SNAR-G1', 'OR9K2', 'OR7G3', 'OR52A1', 'MROH5', 'FAM92A1P2', 'SNORA36A', 'HES3', 'TAAR8', 'GJA8', 'TBC1D21', 'SNAR-E', 'OR8I2', 'DEFB113', 'FAM41AY1', 'SNAR-I', 'SNORA58', 'C11ORF40', 'OR51A2', 'CSN2', 'GJA10', 'SMR3B', 'SNORD8', 'CPN1', 'SNAR-A13', 'LRTM1', 'ZNRF4', 'TTTY21', 'LINC00326', 'TMEM247', 'SCP2D1', 'CCDC38', 'ST8SIA3', 'CT47B1', 'C17ORF102', 'SPRR2G', 'CEACAM20', 'ESX1', 'LINC00305', 'SNORA55', 'HYALP1', 'H1FOO', 'FAM224B', 'ANXA8L1', 'SCARNA4', 'GNAT3', 'OR6T1', 'CT47A6', 'CT47A7', 'SPANXN4', 'LINC00671', 'OR7G2', 'KRTAP6-2', 'HIST1H4G', 'OR8H1', 'OC90', 'CFHR2', 'PSG1', 'OR8B8', 'C12ORF40', 'ASB11', 'OR4A47', 'CA5A', 'OR5K3', 'SSX6', 'FAM25BP', 'OR10G4', 'SEC14L3', 'OR10T2', 'SNORA22', 'CCL15-CCL14', 'SCARNA14', 'EIF1AY', 'SNORD115-7', 'GLYCAM1', 'OR4S2', 'KRTAP19-5', 'SPATA31A3', 'SPAM1', 'CD5L', 'LYPD8', 'OR13C9', 'CLCA1', 'NMS', 'C1ORF105', 'SNORD15A', 'SNORA28', 'OR6C2', 'KLHL40', 'SCARNA22', 'BTNL3', 'CST13P', 'CSH2', 'LRRC7', 'KCNU1', 'SNORA20', 'SOX1', 'PLSCR5', 'GPR50', 'LILRP2', 'OR11L1', 'GJD2', 'VSTM2B', 'IFNA14', 'C22ORF42', 'CT47A11', 'LINC00314', 'OR2L2', 'CELA2A', 'SNORA24', 'CXORF51A', 'BRDTP1', 'MAGEB10', 'OR4B1', 'HHLA1', 'HBBP1', 'FAM153C', 'IQCF2', 'TEX33', 'SLC5A7', 'PLA2G2F', 'IGFL4', 'MC2R', 'SOST', 'PPBPP1', 'C4ORF51', 'OR6C4', 'SPRR4', 'NKX2-6', 'PRB1', 'CD300LD', 'OR1B1', 'PIWIL3', 'GPR151', 'RAB9BP1', 'AKAP14', 'DUSP21', 'PRSS3P2', 'TXLNGY', 'OR11H6', 'GABRA6', 'OR5B2', 'NPHS2', 'OR6B1', 'PWRN2', 'SCGB1C1', 'OR2AG1', 'KRT39', 'PGM5-AS1', 'OR14C36', 'OR8G5', 'OR10A5', 'MOS', 'OR8S1', 'GOLGA8EP', 'DDI1', 'PRAMEF8', 'PSAPL1', 'ZNF735', 'ZAR1L', 'DNMT3L', 'OR10S1', 'TTTY15', 'CASC8', 'SNORA51', 'LOC391003', 'USP17L6P', 'TMEM252', 'RNASE8', 'FLJ25758', 'MS4A10', 'DNAJC5G', 'CRYAA', 'CCKBR', 'TFAMP1', 'SNORA54', 'MRGPRX1', 'OR52A5', 'TBC1D28', 'OR52A4P', 'SCARNA20', 'OR4A16', 'KRTAP19-1', 'PABPC1L2A', 'SYT10', 'IFITM5', 'C17ORF64', 'IFNA13', 'ACSM2A', 'MORC1', 'FAM24A', 'NPPC', 'TSPY1', 'CFC1B', 'TSPY2', 'HFE2', 'HAND1', 'LINC00207', 'DAZL', 'PAGE5', 'HMHB1', 'VRTN', 'TGIF2LX', 'FBP2', 'NPBWR2', 'ARL5C', 'OR2W1', 'OR51L1', 'OR2T29', 'KRTAP12-3', 'SNORA34', 'GHSR', 'OR52B4', 'PRAMEF5', 'KHDC1L', 'GDNF', 'EDDM3A', 'OR6S1', 'IGF2BP2-AS1', 'LOC727924', 'CRLF2', 'P2RX3', 'CYP3A4', 'SERPINB4', 'GAGE1', 'OR5H1', 'SNORD116-19', 'SLC25A3P1', 'LINC01020', 'TMIGD1', 'LOC391343', 'FGA', 'SCGB1A1', 'SDR16C6P', 'SYCP1', 'OR9A2', 'PRSS1', 'GAGE2D', 'HTR5A', 'C3ORF49', 'CRNN', 'TTTY2', 'SLC13A1', 'OTX2', 'PF4', 'OR4F15', 'OR6C74', 'GYS2', 'IQCF6', 'IL13', 'ANKRD18DP', 'C10ORF53', 'LINC00469', 'LINC00696', 'LINC00895', 'CYP11B2', 'ADAM18', 'TCP10L2', 'C17ORF78', 'SNORA5B', 'FMO6P', 'PLET1', 'SCARNA11', 'LY6G6D', 'CGB5', 'POTEH', 'CLCA4', 'PLG', 'SST', 'TPD52L3', 'ZNF479', 'OR8B3', 'TMPRSS11F', 'TAAR9', 'OR2A2', 'F13B', 'SNORD89', 'OR1S2', 'OR5H14', 'ZCCHC13', 'OLAH', 'OPRD1', 'OR4D6', 'NOX3', 'LEUTX', 'VWC2L', 'EPS8L3', 'RPL13AP17', 'RAX2', 'DPPA5', 'KRTAP4-5', 'OR5T2', 'PRDM14', 'LOC285627', 'TKTL2', 'C18ORF42', 'OR10V1', 'OR2G2', 'OR8A1', 'SNORA71A', 'ZPBP', 'GPR78', 'FCAMR', 'BEND2', 'ACTRT2', 'TSGA13', 'SLC1A6', 'TTTY14', 'CST11', 'SSX5', 'STATH', 'CT45A1', 'OR5H6', 'IL26', 'LIPN', 'SPANXA2', 'OR6M1', 'ASB17', 'LINC01205', 'OR9G4', 'ACTR3BP2', 'SNORA74A', 'BARHL2', 'OR8D4', 'RTP2', 'LMNTD1', 'KLK9', 'OR4C12', 'LCNL1', 'TMEM202', 'OR11H4', 'OR2L8', 'GAGE2B', 'LOC145845', 'HNRNPCL1', 'KRTAP21-2', 'SERPINB3', 'DEFB110', 'KRT85', 'PWAR4', 'MYBPC2', 'LOC646813', 'C2ORF83', 'GPR52', 'PROP1', 'SSX8', 'LPO', 'NCOR1P1', 'SPATA31C1', 'ANKUB1', 'LINC00488', 'GOT1L1', 'OR2M4', 'LOC100129935', 'USP26', 'OR4C16', 'LINC00934', 'ZIM3', 'BPIFA3', 'DYDC1', 'FAM27B', 'COL6A4P1', 'TEX13B', 'CABS1', 'UGT2A3', 'OR4D9', 'FAM138D', 'ZAR1', 'FOXN3-AS2', 'POTED', 'CPLX4', 'SYCN', 'OR2M7', 'GSTA5', 'HIST1H4F', 'OR2T35', 'DUXA', 'SLC32A1', 'OR4K17', 'SLC38A8', 'TBC1D3P2', 'LINC00114', 'HTR3E', 'C3ORF30', 'KRTAP19-2', 'ASB18', 'CLRN2', 'RGS8', 'TMEM72', 'RBPJL', 'TRHR', 'HBD', 'CTRB1', 'B3GNT6', 'GABRG3', 'DAOA', 'WFDC8', 'DEFB104A', 'FRMPD4', 'LINC01565', 'KRTAP6-1', 'KRTAP25-1', 'HSFY2', 'EPPIN', 'LINC00608', 'OR56A1', 'OR6Y1', 'OR7A17', 'OR8H2', 'IL31', 'FBXW12', 'ALLC', 'OR4K2', 'OR4X2', 'GRIN2B', 'PRAMEF20', 'OR8G2', 'MYF5', 'LINC01566', 'KIR3DL3', 'MMD2', 'ITIH1', 'MAGEB3', 'ABRA', 'TCERG1L', 'OR8J3', 'CYLC2', 'SLC25A31', 'FAM169B', 'LINC00113', 'LOC729609', 'BMP15', 'FAM74A3', 'CFHR4', 'DEFB126', 'DEFB129', 'DEFB134', 'OR6B3', 'OR2AT4', 'FAM170B', 'INS', 'RHAG', 'CT47A1', 'CSNK1A1P1', 'OTOP1', 'GAGE12F', 'SRY', 'NKAIN3', 'PSKH2', 'MYH1', 'CCK', 'TCP10', 'SNORA70B', 'OR52H1', 'CD200R1L', 'OR5P3', 'REG4', 'POU6F2', 'TRPV5', 'KRTAP10-3', 'GPRC6A', 'ODF3', 'SPINK1', 'SCARNA8', 'FTHL17', 'ZNF705A', 'HOXC12', 'OR6B2', 'AQP2', 'KRTAP11-1', 'OR10H2', 'OR51I2', 'SNORA47', 'ACOT12', 'LCN9', 'DISC2', 'GUCY2EP', 'FGF6', 'TFF2', 'CHIAP2', 'CXADRP2', 'SNORA38B', 'C20ORF166-AS1', 'SNORD94', 'TMEM88B', 'OR4S1', 'OR5M10', 'MGC27382', 'MBD3L5', 'CNTN5', 'PYDC2', 'SNORA59B', 'ENAM', 'FIGLA', 'CCDC37', 'PCGEM1', 'PSG11', 'OR5AN1', 'OR6F1', 'OR14I1', 'SNORD115-26', 'LOC392196', 'SNCB', 'PISRT1', 'BOLL', 'OR7C2', 'SPATA19', 'TTTY8', 'TTTY9B', 'NANOS2', 'AVPR1B', 'XAGE3', 'CNGB1', 'MOGAT3', 'OR2T12', 'NLRP8', 'KRTAP10-7', 'MAGEA1', 'SLC51B', 'CYP2C18', 'CNTNAP4', 'UGT1A4', 'TAS2R60', 'OPN1MW', 'RESP18', 'RPL3L', 'OACYLP', 'IHH', 'LRRTM1', 'SLC17A6', 'MAGEB6', 'SNAR-F', 'MAGEA5', 'CLEC4G', 'PRAMEF1', 'PRDM9', 'SPDYC', 'SPRR2C', 'GRK1', 'KRTAP2-1', 'DNTT', 'KRTAP19-6', 'FOXR1', 'OR6K6', 'APCS', 'SFTPC', 'BSX', 'NEU2', 'PAQR9', 'OR5M3', 'KCNIP4-IT1', 'SLC6A5', 'MUSK', 'PAPOLB', 'CNGA2', 'IL17F', 'SLC2A2', 'GOLGA6L1', 'C10ORF120', 'ZFY', 'F9', 'CALR3', 'ANP32D', 'KRTAP10-12', 'C11ORF94', 'CA6', 'APOA2', 'CCDC166', 'HAO1', 'LINC00304', 'DEFB123', 'PPIAL4E', 'KGFLP1', 'SFTPB', 'LINC00575', 'OR5M8', 'ALX4', 'DKFZP434K028', 'EPB42', 'HCRTR1', 'SPANXN3', 'IZUMO1R', 'KRT3', 'OR4D11', 'KRTAP3-2', 'OR52R1', 'SSX9', 'LELP1', 'CRYGB', 'FTMT', 'OTOL1', 'AWAT1', 'OR7E24', 'LINC00410', 'LINC01553', 'BTN1A1', 'KRT25', 'PLA2G12B', 'KRTAP10-11', 'SCN1A', 'OR1K1', 'C16ORF90', 'ANXA10', 'KRTAP13-1', 'GABRR3', 'PROKR2', 'CELA2B', 'MT4', 'OR12D2', 'C12ORF77', 'COX7B2', 'ALPPL2', 'ZNF679', 'FKBP6', 'FOXD4L3', 'IQCJ', 'OR1E2', 'LGALS14', 'OR4D5', 'TMEM14E', 'PRR32', 'OR2T10', 'HBE1', 'NXNL1', 'PRB4', 'LOC286238', 'LINC01591', 'AADACL3', 'PRAMEF16', 'AGXT2', 'AKR1C8P', 'TMPRSS11BNL', 'SCTR', 'BANF2', 'BTF3P11', 'RPS4Y2', 'CDX4', 'SLC36A3', 'CHAT', 'OR4K5', 'OR10W1', 'MTNR1B', 'YIPF7', 'SPACA3', 'LYZL1', 'TNP1', 'EPGN', 'NEUROD1', 'KRTAP9-2', 'SVOP', 'SLC5A8', 'ANGPTL3', 'SPRR2E', 'OR2G6', 'INSC', 'OR51B5', 'NCAN', 'OR7D4', 'OR2M3', 'PLCZ1', 'SLC10A1', 'LINC01142', 'DAW1', 'OR6A2', 'AADAC', 'NKX2-3', 'TRIM49', 'ACSM2B', 'GBA3', 'ITPK1-AS1', 'OCSTAMP', 'BCYRN1', 'CETN1', 'HIST1H3B', 'SNORA16B', 'GKN2', 'EDDM3B', 'PCSK2', 'HIST1H4B', 'FAM170A', 'HULC', 'LOC647859', 'MCF2', 'RSPH6A', 'C1ORF141', 'C1ORF94', 'OR5B17', 'OR4D10', 'CTRC', 'KRTAP1-3', 'SLC9C1', 'PTH2', 'BET1P1', 'SHH', 'GPHA2', 'OR10AG1', 'C12ORF50', 'ZSCAN10', 'LHX3', 'OR10G8', 'PRAC1', 'PSG4', 'DEFB119', 'HS3ST4', 'PRG1', 'IL3', 'GUCY2F', 'DMRT1', 'LINC00520', 'OR1M1', 'OR1N1', 'OR1S1', 'NLRP13', 'UGT2B28', 'FAM47C', 'MMP23A', 'KRT71', 'TDRG1', 'FAM138B', 'NXPE1', 'FAM150A', 'AMER3', 'PCDH8', 'GCGR', 'NPSR1-AS1', 'ARL13A', 'DRD3', 'HSD52', 'TARM1', 'TCEB3C', 'LINC00202-2', 'SH2D7', 'IGFBP1', 'OR5E1P', 'OR2B3', 'OR5H2', 'SNORA27', 'SLCO6A1', 'CALCB', 'TMEM8C', 'GABRA4', 'SNORD15B', 'LINC00479', 'LOC284798', 'CHRNB3', 'HGC6.3', 'CCKAR', 'XKR7', 'ISL1', 'MRGPRG-AS1', 'CGB8', 'SNORA36B', 'LINC00523', 'MYH7', 'CGB2', 'GUCA1C', 'NEUROG3', 'PRSS57', 'FAM71B', 'VWA5B1', 'PROKR1', 'SLCO1B7', 'VGLL2', 'UBE2DNL', 'NKX6-2', 'PRKY', 'CACNG7', 'GH1', 'CCER1', 'PPP1R2P9', 'TRPM3', 'C7ORF72', 'IL36A', 'BPIFB4', 'UGT2B10', 'USP50', 'MTVR2', 'MUC13', 'LINC00032', 'FGF23', 'OR4K1', 'KRTAP12-2', 'OR52N2', 'DEFB118', 'KRTAP1-5', 'DEFB115', 'AIRE', 'RNF151', 'EXD1', 'FGF16', 'APOA5', 'PASD1', 'SNORA77', 'OR2A14', 'POU4F3', 'SYT14P1', 'HTR1A', 'FMO9P', 'SNORD97', 'ZFAT-AS1', 'B4GALNT2', 'OLFM3', 'HMSD', 'OR2B11', 'FOXE3', 'OR10K1', 'LINC00923', 'OR1L4', 'DSCR10', 'KDM5D', 'ANKRD34C', 'CHRNA9', 'DPRX', 'POU4F2', 'KRTAP3-3', 'MYADML', 'SFTA3', 'OR52K2', 'HCRTR2', 'PTCHD3', 'LINC00710', 'OR1L1', 'MEP1A', 'FAM9B', 'SNORA2B', 'MAGEA9B', 'KRTAP12-1', 'LINC00964', 'OTC', 'GPR148', 'MYH16', 'PACRG-AS1', 'C12ORF42', 'ITLN2', 'OTOR', 'SPATA3', 'OR10AD1', 'HIST1H3F', 'LOC100129055', 'PLD5', 'LOC100132831', 'FAM83A-AS1', 'ARID3C', 'IGLL1', 'C11ORF87', 'MYL1', 'LINC00052', 'OVCH1', 'NPSR1', 'CLEC18C', 'MIR1-1HG', 'TMSB4Y', 'POM121L2', 'HRK', 'CDH10', 'VIL1', 'CLEC4M', 'SNORA64', 'SLC39A12', 'VCX3A', 'CLRN1-AS1', 'OR51F2', 'CMTM5', 'PSG3', 'HTR4', 'HPVC1', 'OR2M2', 'LOC100130264', 'C4ORF50', 'SOX3', 'HIST2H2AB', 'C7ORF57', 'ATOH7', 'AATK-AS1', 'CPA2', 'SPINK14', 'FERD3L', 'TSNAX-DISC1', 'H3F3AP5', 'OR5AR1', 'KRTAP4-8', 'CYP2W1', 'C15ORF43', 'C20ORF144', 'NF1P2', 'KLK12', 'DEFB108B', 'IFNA21', 'OR13C3', 'PPP1R3A', 'PRSS48', 'ADGRG7', 'ADAMTS20', 'CACNG3', 'KRTAP10-1', 'SNORA68', 'MBL2', 'PGA4', 'CXCL6', 'SLC12A1', 'COL20A1', 'KRT18P55', 'PRKAG3', 'S100A7', 'KRT73', 'LINC01101', 'LOC100130417', 'CELP', 'SNORA44', 'CLCA3P', 'LRRC30', 'TMPRSS11B', 'KRTAP7-1', 'SCARNA1', 'XIRP2', 'MCHR2', 'MMP21', 'PTX4', 'FAM19A1', 'MGC16025', 'SLURP1', 'TBX20', 'CCDC54', 'FFAR1', 'KRTAP5-2', 'FER1L6', 'HSFY1P1', 'GSX2', 'PPY2P', 'HTR6', 'NEUROD6', 'NUTM1', 'C2ORF27B', 'HEATR9', 'OR2T2', 'SLC28A2', 'HTR2C', 'KCNJ13', 'LINC01548', 'MYL2', 'FEZF1', 'MYH4', 'TMPRSS7', 'TMEM212', 'LINC00691', 'PRO0611', 'BARHL1', 'LOC285629', 'PATE3', 'SNORA72', 'OR5M1', 'TSHB', 'HILS1', 'C1ORF140', 'RFPL1', 'SNORA61', 'CDH19', 'SNORA5C', 'LOC644669', 'NYAP2', 'CLRN1', 'SALL3', 'GRM7', 'GCKR', 'TPTE2', 'ADGRE3', 'LRRC52', 'LRRIQ4', 'WFDC6', 'KRT12', 'CAPZA3', 'FAM71E2', 'C14ORF178', 'ADH6', 'PRTN3', 'LRRC74A', 'OR12D3', 'FNDC9', 'C5ORF47', 'A1CF', 'OR10R2', 'ZIC5', 'C12ORF56', 'PAGE2', 'C9ORF171', 'FSHR', 'OPRM1', 'OR4F17', 'KAAG1', 'CTXN3', 'CTRB2', 'OR5K1', 'FRG2DP', 'CAPNS2', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.41897644861846284
		RMSE:  0.8782004120680554
		NRMSE:  0.17699587078381512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5843844136424388
		RMSE:  0.9452480588674593
		NRMSE:  0.23451795238114906
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  3.947977000566632e-15
		NRMSE:  7.956903884891534e-16
		MAPE:  3.5603132810827935e-12
		Pearson Correlation:  0.27269172898732946
		Spearman Correlation:  0.2576236464735148
		Coefficient of Determination:  -2.0721752549068677
		RMSE:  1.3162503718165306
		NRMSE:  0.3265643754816977
		MAPE:  797.7032032831576

	Predictor:  ElasticNet
		Pearson Correlation:  0.8792757937027341
		Spearman Correlation:  0.8830628059030176
		Coefficient of Determination:  0.722208092331891
		RMSE:  0.3885669316993077
		NRMSE:  0.07831326595709288
		MAPE:  215.9553304458755
		Pearson Correlation:  0.28433439057008136
		Spearman Correlation:  0.26749097649009856
		Coefficient of Determination:  0.0006506429405107594
		RMSE:  0.7507134245952714
		NRMSE:  0.18625351674571314
		MAPE:  262.30595395059066

	Predictor:  RandomForests
		Pearson Correlation:  0.5977801955491041
		Spearman Correlation:  0.5760015944865297
		Coefficient of Determination:  0.18928163661016506
		RMSE:  0.6638058080366055
		NRMSE:  0.13378596207682963
		MAPE:  555.2554119705992
		Pearson Correlation:  0.44360238056235424
		Spearman Correlation:  0.40000487757291975
		Coefficient of Determination:  0.10915491354411755
		RMSE:  0.7087884108818361
		NRMSE:  0.17585183617373
		MAPE:  299.3884024264422

Protein:  CCNE1
x_train_column_count:  1002
x_train columns:  ['BCORP1', 'OR5A1', 'CT45A6', 'MS4A5', 'DEFB124', 'OR8K3', 'SNAR-G1', 'OR9K2', 'OR7G3', 'OR52A1', 'MROH5', 'FAM92A1P2', 'SNORA36A', 'HES3', 'TAAR8', 'GJA8', 'TBC1D21', 'SNAR-E', 'OR8I2', 'DEFB113', 'FAM41AY1', 'SNAR-I', 'SNORA58', 'C11ORF40', 'OR51A2', 'CSN2', 'GJA10', 'SMR3B', 'SNORD8', 'CPN1', 'SNAR-A13', 'LRTM1', 'ZNRF4', 'TTTY21', 'LINC00326', 'TMEM247', 'SCP2D1', 'CCDC38', 'ST8SIA3', 'CT47B1', 'C17ORF102', 'SPRR2G', 'CEACAM20', 'ESX1', 'LINC00305', 'SNORA55', 'HYALP1', 'H1FOO', 'FAM224B', 'ANXA8L1', 'SCARNA4', 'GNAT3', 'OR6T1', 'CT47A6', 'CT47A7', 'SPANXN4', 'LINC00671', 'OR7G2', 'KRTAP6-2', 'HIST1H4G', 'OR8H1', 'OC90', 'CFHR2', 'PSG1', 'OR8B8', 'C12ORF40', 'ASB11', 'OR4A47', 'CA5A', 'OR5K3', 'SSX6', 'FAM25BP', 'OR10G4', 'SEC14L3', 'OR10T2', 'SNORA22', 'CCL15-CCL14', 'SCARNA14', 'EIF1AY', 'SNORD115-7', 'GLYCAM1', 'OR4S2', 'KRTAP19-5', 'SPATA31A3', 'SPAM1', 'CD5L', 'LYPD8', 'OR13C9', 'CLCA1', 'NMS', 'C1ORF105', 'SNORD15A', 'SNORA28', 'OR6C2', 'KLHL40', 'SCARNA22', 'BTNL3', 'CST13P', 'CSH2', 'LRRC7', 'KCNU1', 'SNORA20', 'SOX1', 'PLSCR5', 'GPR50', 'LILRP2', 'OR11L1', 'GJD2', 'VSTM2B', 'IFNA14', 'C22ORF42', 'CT47A11', 'LINC00314', 'OR2L2', 'CELA2A', 'SNORA24', 'CXORF51A', 'BRDTP1', 'MAGEB10', 'OR4B1', 'HHLA1', 'HBBP1', 'FAM153C', 'IQCF2', 'TEX33', 'SLC5A7', 'PLA2G2F', 'IGFL4', 'MC2R', 'SOST', 'PPBPP1', 'C4ORF51', 'OR6C4', 'SPRR4', 'NKX2-6', 'PRB1', 'CD300LD', 'OR1B1', 'PIWIL3', 'GPR151', 'RAB9BP1', 'AKAP14', 'DUSP21', 'PRSS3P2', 'TXLNGY', 'OR11H6', 'GABRA6', 'OR5B2', 'NPHS2', 'OR6B1', 'PWRN2', 'SCGB1C1', 'OR2AG1', 'KRT39', 'PGM5-AS1', 'OR14C36', 'OR8G5', 'OR10A5', 'MOS', 'OR8S1', 'GOLGA8EP', 'DDI1', 'PRAMEF8', 'PSAPL1', 'ZNF735', 'ZAR1L', 'DNMT3L', 'OR10S1', 'TTTY15', 'CASC8', 'SNORA51', 'LOC391003', 'USP17L6P', 'TMEM252', 'RNASE8', 'FLJ25758', 'MS4A10', 'DNAJC5G', 'CRYAA', 'CCKBR', 'TFAMP1', 'SNORA54', 'MRGPRX1', 'OR52A5', 'TBC1D28', 'OR52A4P', 'SCARNA20', 'OR4A16', 'KRTAP19-1', 'PABPC1L2A', 'SYT10', 'IFITM5', 'C17ORF64', 'IFNA13', 'ACSM2A', 'MORC1', 'FAM24A', 'NPPC', 'TSPY1', 'CFC1B', 'TSPY2', 'HFE2', 'HAND1', 'LINC00207', 'DAZL', 'PAGE5', 'HMHB1', 'VRTN', 'TGIF2LX', 'FBP2', 'NPBWR2', 'ARL5C', 'OR2W1', 'OR51L1', 'OR2T29', 'KRTAP12-3', 'SNORA34', 'GHSR', 'OR52B4', 'PRAMEF5', 'KHDC1L', 'GDNF', 'EDDM3A', 'OR6S1', 'IGF2BP2-AS1', 'LOC727924', 'CRLF2', 'P2RX3', 'CYP3A4', 'SERPINB4', 'GAGE1', 'OR5H1', 'SNORD116-19', 'SLC25A3P1', 'LINC01020', 'TMIGD1', 'LOC391343', 'FGA', 'SCGB1A1', 'SDR16C6P', 'SYCP1', 'OR9A2', 'PRSS1', 'GAGE2D', 'HTR5A', 'C3ORF49', 'CRNN', 'TTTY2', 'SLC13A1', 'OTX2', 'PF4', 'OR4F15', 'OR6C74', 'GYS2', 'IQCF6', 'IL13', 'ANKRD18DP', 'C10ORF53', 'LINC00469', 'LINC00696', 'LINC00895', 'CYP11B2', 'ADAM18', 'TCP10L2', 'C17ORF78', 'SNORA5B', 'FMO6P', 'PLET1', 'SCARNA11', 'LY6G6D', 'CGB5', 'POTEH', 'CLCA4', 'PLG', 'SST', 'TPD52L3', 'ZNF479', 'OR8B3', 'TMPRSS11F', 'TAAR9', 'OR2A2', 'F13B', 'SNORD89', 'OR1S2', 'OR5H14', 'ZCCHC13', 'OLAH', 'OPRD1', 'OR4D6', 'NOX3', 'LEUTX', 'VWC2L', 'EPS8L3', 'RPL13AP17', 'RAX2', 'DPPA5', 'KRTAP4-5', 'OR5T2', 'PRDM14', 'LOC285627', 'TKTL2', 'C18ORF42', 'OR10V1', 'OR2G2', 'OR8A1', 'SNORA71A', 'ZPBP', 'GPR78', 'FCAMR', 'BEND2', 'ACTRT2', 'TSGA13', 'SLC1A6', 'TTTY14', 'CST11', 'SSX5', 'STATH', 'CT45A1', 'OR5H6', 'IL26', 'LIPN', 'SPANXA2', 'OR6M1', 'ASB17', 'LINC01205', 'OR9G4', 'ACTR3BP2', 'SNORA74A', 'BARHL2', 'OR8D4', 'RTP2', 'LMNTD1', 'KLK9', 'OR4C12', 'LCNL1', 'TMEM202', 'OR11H4', 'OR2L8', 'GAGE2B', 'LOC145845', 'HNRNPCL1', 'KRTAP21-2', 'SERPINB3', 'DEFB110', 'KRT85', 'PWAR4', 'MYBPC2', 'LOC646813', 'C2ORF83', 'GPR52', 'PROP1', 'SSX8', 'LPO', 'NCOR1P1', 'SPATA31C1', 'ANKUB1', 'LINC00488', 'GOT1L1', 'OR2M4', 'LOC100129935', 'USP26', 'OR4C16', 'LINC00934', 'ZIM3', 'BPIFA3', 'DYDC1', 'FAM27B', 'COL6A4P1', 'TEX13B', 'CABS1', 'UGT2A3', 'OR4D9', 'FAM138D', 'ZAR1', 'FOXN3-AS2', 'POTED', 'CPLX4', 'SYCN', 'OR2M7', 'GSTA5', 'HIST1H4F', 'OR2T35', 'DUXA', 'SLC32A1', 'OR4K17', 'SLC38A8', 'TBC1D3P2', 'LINC00114', 'HTR3E', 'C3ORF30', 'KRTAP19-2', 'ASB18', 'CLRN2', 'RGS8', 'TMEM72', 'RBPJL', 'TRHR', 'HBD', 'CTRB1', 'B3GNT6', 'GABRG3', 'DAOA', 'WFDC8', 'DEFB104A', 'FRMPD4', 'LINC01565', 'KRTAP6-1', 'KRTAP25-1', 'HSFY2', 'EPPIN', 'LINC00608', 'OR56A1', 'OR6Y1', 'OR7A17', 'OR8H2', 'IL31', 'FBXW12', 'ALLC', 'OR4K2', 'OR4X2', 'GRIN2B', 'PRAMEF20', 'OR8G2', 'MYF5', 'LINC01566', 'KIR3DL3', 'MMD2', 'ITIH1', 'MAGEB3', 'ABRA', 'TCERG1L', 'OR8J3', 'CYLC2', 'SLC25A31', 'FAM169B', 'LINC00113', 'LOC729609', 'BMP15', 'FAM74A3', 'CFHR4', 'DEFB126', 'DEFB129', 'DEFB134', 'OR6B3', 'OR2AT4', 'FAM170B', 'INS', 'RHAG', 'CT47A1', 'CSNK1A1P1', 'OTOP1', 'GAGE12F', 'SRY', 'NKAIN3', 'PSKH2', 'MYH1', 'CCK', 'TCP10', 'SNORA70B', 'OR52H1', 'CD200R1L', 'OR5P3', 'REG4', 'POU6F2', 'TRPV5', 'KRTAP10-3', 'GPRC6A', 'ODF3', 'SPINK1', 'SCARNA8', 'FTHL17', 'ZNF705A', 'HOXC12', 'OR6B2', 'AQP2', 'KRTAP11-1', 'OR10H2', 'OR51I2', 'SNORA47', 'ACOT12', 'LCN9', 'DISC2', 'GUCY2EP', 'FGF6', 'TFF2', 'CHIAP2', 'CXADRP2', 'SNORA38B', 'C20ORF166-AS1', 'SNORD94', 'TMEM88B', 'OR4S1', 'OR5M10', 'MGC27382', 'MBD3L5', 'CNTN5', 'PYDC2', 'SNORA59B', 'ENAM', 'FIGLA', 'CCDC37', 'PCGEM1', 'PSG11', 'OR5AN1', 'OR6F1', 'OR14I1', 'SNORD115-26', 'LOC392196', 'SNCB', 'PISRT1', 'BOLL', 'OR7C2', 'SPATA19', 'TTTY8', 'TTTY9B', 'NANOS2', 'AVPR1B', 'XAGE3', 'CNGB1', 'MOGAT3', 'OR2T12', 'NLRP8', 'KRTAP10-7', 'MAGEA1', 'SLC51B', 'CYP2C18', 'CNTNAP4', 'UGT1A4', 'TAS2R60', 'OPN1MW', 'RESP18', 'RPL3L', 'OACYLP', 'IHH', 'LRRTM1', 'SLC17A6', 'MAGEB6', 'SNAR-F', 'MAGEA5', 'CLEC4G', 'PRAMEF1', 'PRDM9', 'SPDYC', 'SPRR2C', 'GRK1', 'KRTAP2-1', 'DNTT', 'KRTAP19-6', 'FOXR1', 'OR6K6', 'APCS', 'SFTPC', 'BSX', 'NEU2', 'PAQR9', 'OR5M3', 'KCNIP4-IT1', 'SLC6A5', 'MUSK', 'PAPOLB', 'CNGA2', 'IL17F', 'SLC2A2', 'GOLGA6L1', 'C10ORF120', 'ZFY', 'F9', 'CALR3', 'ANP32D', 'KRTAP10-12', 'C11ORF94', 'CA6', 'APOA2', 'CCDC166', 'HAO1', 'LINC00304', 'DEFB123', 'PPIAL4E', 'KGFLP1', 'SFTPB', 'LINC00575', 'OR5M8', 'ALX4', 'DKFZP434K028', 'EPB42', 'HCRTR1', 'SPANXN3', 'IZUMO1R', 'KRT3', 'OR4D11', 'KRTAP3-2', 'OR52R1', 'SSX9', 'LELP1', 'CRYGB', 'FTMT', 'OTOL1', 'AWAT1', 'OR7E24', 'LINC00410', 'LINC01553', 'BTN1A1', 'KRT25', 'PLA2G12B', 'KRTAP10-11', 'SCN1A', 'OR1K1', 'C16ORF90', 'ANXA10', 'KRTAP13-1', 'GABRR3', 'PROKR2', 'CELA2B', 'MT4', 'OR12D2', 'C12ORF77', 'COX7B2', 'ALPPL2', 'ZNF679', 'FKBP6', 'FOXD4L3', 'IQCJ', 'OR1E2', 'LGALS14', 'OR4D5', 'TMEM14E', 'PRR32', 'OR2T10', 'HBE1', 'NXNL1', 'PRB4', 'LOC286238', 'LINC01591', 'AADACL3', 'PRAMEF16', 'AGXT2', 'AKR1C8P', 'TMPRSS11BNL', 'SCTR', 'BANF2', 'BTF3P11', 'RPS4Y2', 'CDX4', 'SLC36A3', 'CHAT', 'OR4K5', 'OR10W1', 'MTNR1B', 'YIPF7', 'SPACA3', 'LYZL1', 'TNP1', 'EPGN', 'NEUROD1', 'KRTAP9-2', 'SVOP', 'SLC5A8', 'ANGPTL3', 'SPRR2E', 'OR2G6', 'INSC', 'OR51B5', 'NCAN', 'OR7D4', 'OR2M3', 'PLCZ1', 'SLC10A1', 'LINC01142', 'DAW1', 'OR6A2', 'AADAC', 'NKX2-3', 'TRIM49', 'ACSM2B', 'GBA3', 'ITPK1-AS1', 'OCSTAMP', 'BCYRN1', 'CETN1', 'HIST1H3B', 'SNORA16B', 'GKN2', 'EDDM3B', 'PCSK2', 'HIST1H4B', 'FAM170A', 'HULC', 'LOC647859', 'MCF2', 'RSPH6A', 'C1ORF141', 'C1ORF94', 'OR5B17', 'OR4D10', 'CTRC', 'KRTAP1-3', 'SLC9C1', 'PTH2', 'BET1P1', 'SHH', 'GPHA2', 'OR10AG1', 'C12ORF50', 'ZSCAN10', 'LHX3', 'OR10G8', 'PRAC1', 'PSG4', 'DEFB119', 'HS3ST4', 'PRG1', 'IL3', 'GUCY2F', 'DMRT1', 'LINC00520', 'OR1M1', 'OR1N1', 'OR1S1', 'NLRP13', 'UGT2B28', 'FAM47C', 'MMP23A', 'KRT71', 'TDRG1', 'FAM138B', 'NXPE1', 'FAM150A', 'AMER3', 'PCDH8', 'GCGR', 'NPSR1-AS1', 'ARL13A', 'DRD3', 'HSD52', 'TARM1', 'TCEB3C', 'LINC00202-2', 'SH2D7', 'IGFBP1', 'OR5E1P', 'OR2B3', 'OR5H2', 'SNORA27', 'SLCO6A1', 'CALCB', 'TMEM8C', 'GABRA4', 'SNORD15B', 'LINC00479', 'LOC284798', 'CHRNB3', 'HGC6.3', 'CCKAR', 'XKR7', 'ISL1', 'MRGPRG-AS1', 'CGB8', 'SNORA36B', 'LINC00523', 'MYH7', 'CGB2', 'GUCA1C', 'NEUROG3', 'PRSS57', 'FAM71B', 'VWA5B1', 'PROKR1', 'SLCO1B7', 'VGLL2', 'UBE2DNL', 'NKX6-2', 'PRKY', 'CACNG7', 'GH1', 'CCER1', 'PPP1R2P9', 'TRPM3', 'C7ORF72', 'IL36A', 'BPIFB4', 'UGT2B10', 'USP50', 'MTVR2', 'MUC13', 'LINC00032', 'FGF23', 'OR4K1', 'KRTAP12-2', 'OR52N2', 'DEFB118', 'KRTAP1-5', 'DEFB115', 'AIRE', 'RNF151', 'EXD1', 'FGF16', 'APOA5', 'PASD1', 'SNORA77', 'OR2A14', 'POU4F3', 'SYT14P1', 'HTR1A', 'FMO9P', 'SNORD97', 'ZFAT-AS1', 'B4GALNT2', 'OLFM3', 'HMSD', 'OR2B11', 'FOXE3', 'OR10K1', 'LINC00923', 'OR1L4', 'DSCR10', 'KDM5D', 'ANKRD34C', 'CHRNA9', 'DPRX', 'POU4F2', 'KRTAP3-3', 'MYADML', 'SFTA3', 'OR52K2', 'HCRTR2', 'PTCHD3', 'LINC00710', 'OR1L1', 'MEP1A', 'FAM9B', 'SNORA2B', 'MAGEA9B', 'KRTAP12-1', 'LINC00964', 'OTC', 'GPR148', 'MYH16', 'PACRG-AS1', 'C12ORF42', 'ITLN2', 'OTOR', 'SPATA3', 'OR10AD1', 'HIST1H3F', 'LOC100129055', 'PLD5', 'LOC100132831', 'FAM83A-AS1', 'ARID3C', 'IGLL1', 'C11ORF87', 'MYL1', 'LINC00052', 'OVCH1', 'NPSR1', 'CLEC18C', 'MIR1-1HG', 'TMSB4Y', 'POM121L2', 'HRK', 'CDH10', 'VIL1', 'CLEC4M', 'SNORA64', 'SLC39A12', 'VCX3A', 'CLRN1-AS1', 'OR51F2', 'CMTM5', 'PSG3', 'HTR4', 'HPVC1', 'OR2M2', 'LOC100130264', 'C4ORF50', 'SOX3', 'HIST2H2AB', 'C7ORF57', 'ATOH7', 'AATK-AS1', 'CPA2', 'SPINK14', 'FERD3L', 'TSNAX-DISC1', 'H3F3AP5', 'OR5AR1', 'KRTAP4-8', 'CYP2W1', 'C15ORF43', 'C20ORF144', 'NF1P2', 'KLK12', 'DEFB108B', 'IFNA21', 'OR13C3', 'PPP1R3A', 'PRSS48', 'ADGRG7', 'ADAMTS20', 'CACNG3', 'KRTAP10-1', 'SNORA68', 'MBL2', 'PGA4', 'CXCL6', 'SLC12A1', 'COL20A1', 'KRT18P55', 'PRKAG3', 'S100A7', 'KRT73', 'LINC01101', 'LOC100130417', 'CELP', 'SNORA44', 'CLCA3P', 'LRRC30', 'TMPRSS11B', 'KRTAP7-1', 'SCARNA1', 'XIRP2', 'MCHR2', 'MMP21', 'PTX4', 'FAM19A1', 'MGC16025', 'SLURP1', 'TBX20', 'CCDC54', 'FFAR1', 'KRTAP5-2', 'FER1L6', 'HSFY1P1', 'GSX2', 'PPY2P', 'HTR6', 'NEUROD6', 'NUTM1', 'C2ORF27B', 'HEATR9', 'OR2T2', 'SLC28A2', 'HTR2C', 'KCNJ13', 'LINC01548', 'MYL2', 'FEZF1', 'MYH4', 'TMPRSS7', 'TMEM212', 'LINC00691', 'PRO0611', 'BARHL1', 'LOC285629', 'PATE3', 'SNORA72', 'OR5M1', 'TSHB', 'HILS1', 'C1ORF140', 'RFPL1', 'SNORA61', 'CDH19', 'SNORA5C', 'LOC644669', 'NYAP2', 'CLRN1', 'SALL3', 'GRM7', 'GCKR', 'TPTE2', 'ADGRE3', 'LRRC52', 'LRRIQ4', 'WFDC6', 'KRT12', 'CAPZA3', 'FAM71E2', 'C14ORF178', 'ADH6', 'PRTN3', 'LRRC74A', 'OR12D3', 'FNDC9', 'C5ORF47', 'A1CF', 'OR10R2', 'ZIC5', 'C12ORF56', 'PAGE2', 'C9ORF171', 'FSHR', 'OPRM1', 'OR4F17', 'KAAG1', 'CTXN3', 'CTRB2', 'OR5K1', 'FRG2DP', 'CAPNS2', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.7135069779129597
		RMSE:  0.7967382438332794
		NRMSE:  0.19227700939577658
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.179220592822603
		RMSE:  0.7927883268238614
		NRMSE:  0.2823823069719898
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.48367116033059243
		NRMSE:  0.11672446372338549
		MAPE:  119.9663870203584
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008650225247206267
		RMSE:  0.5393577763958428
		NRMSE:  0.19211318838676503
		MAPE:  85.21064296831354

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  1.9008509777443567e-15
		NRMSE:  4.587327696851502e-16
		MAPE:  2.868513489572296e-13
		Pearson Correlation:  0.4426948102639665
		Spearman Correlation:  0.40726270607745585
		Coefficient of Determination:  0.03987822436537114
		RMSE:  0.5262229799292881
		NRMSE:  0.18743472125709282
		MAPE:  97.9402269682339

	Predictor:  ElasticNet
		Pearson Correlation:  0.925358681617381
		Spearman Correlation:  0.8251572565857528
		Coefficient of Determination:  0.8401156138148751
		RMSE:  0.19339855266569833
		NRMSE:  0.046672913740304155
		MAPE:  61.62720214236277
		Pearson Correlation:  0.7693260392338592
		Spearman Correlation:  0.60085845283387
		Coefficient of Determination:  0.5414125384761628
		RMSE:  0.3636785927955316
		NRMSE:  0.12953823429938793
		MAPE:  63.48412401091689

	Predictor:  RandomForests
		Pearson Correlation:  0.8580120880533392
		Spearman Correlation:  0.7209157912952483
		Coefficient of Determination:  0.7295389403040076
		RMSE:  0.2515373987055415
		NRMSE:  0.060703573788049685
		MAPE:  54.71173736187718
		Pearson Correlation:  0.8416347706632035
		Spearman Correlation:  0.7058950995480469
		Coefficient of Determination:  0.7044269775527919
		RMSE:  0.2919705487414834
		NRMSE:  0.10399663356775901
		MAPE:  43.39122780357401

Protein:  CCND1
x_train_column_count:  1002
x_train columns:  ['BCORP1', 'OR5A1', 'CT45A6', 'MS4A5', 'DEFB124', 'OR8K3', 'SNAR-G1', 'OR9K2', 'OR7G3', 'OR52A1', 'MROH5', 'FAM92A1P2', 'SNORA36A', 'HES3', 'TAAR8', 'GJA8', 'TBC1D21', 'SNAR-E', 'OR8I2', 'DEFB113', 'FAM41AY1', 'SNAR-I', 'SNORA58', 'C11ORF40', 'OR51A2', 'CSN2', 'GJA10', 'SMR3B', 'SNORD8', 'CPN1', 'SNAR-A13', 'LRTM1', 'ZNRF4', 'TTTY21', 'LINC00326', 'TMEM247', 'SCP2D1', 'CCDC38', 'ST8SIA3', 'CT47B1', 'C17ORF102', 'SPRR2G', 'CEACAM20', 'ESX1', 'LINC00305', 'SNORA55', 'HYALP1', 'H1FOO', 'FAM224B', 'ANXA8L1', 'SCARNA4', 'GNAT3', 'OR6T1', 'CT47A6', 'CT47A7', 'SPANXN4', 'LINC00671', 'OR7G2', 'KRTAP6-2', 'HIST1H4G', 'OR8H1', 'OC90', 'CFHR2', 'PSG1', 'OR8B8', 'C12ORF40', 'ASB11', 'OR4A47', 'CA5A', 'OR5K3', 'SSX6', 'FAM25BP', 'OR10G4', 'SEC14L3', 'OR10T2', 'SNORA22', 'CCL15-CCL14', 'SCARNA14', 'EIF1AY', 'SNORD115-7', 'GLYCAM1', 'OR4S2', 'KRTAP19-5', 'SPATA31A3', 'SPAM1', 'CD5L', 'LYPD8', 'OR13C9', 'CLCA1', 'NMS', 'C1ORF105', 'SNORD15A', 'SNORA28', 'OR6C2', 'KLHL40', 'SCARNA22', 'BTNL3', 'CST13P', 'CSH2', 'LRRC7', 'KCNU1', 'SNORA20', 'SOX1', 'PLSCR5', 'GPR50', 'LILRP2', 'OR11L1', 'GJD2', 'VSTM2B', 'IFNA14', 'C22ORF42', 'CT47A11', 'LINC00314', 'OR2L2', 'CELA2A', 'SNORA24', 'CXORF51A', 'BRDTP1', 'MAGEB10', 'OR4B1', 'HHLA1', 'HBBP1', 'FAM153C', 'IQCF2', 'TEX33', 'SLC5A7', 'PLA2G2F', 'IGFL4', 'MC2R', 'SOST', 'PPBPP1', 'C4ORF51', 'OR6C4', 'SPRR4', 'NKX2-6', 'PRB1', 'CD300LD', 'OR1B1', 'PIWIL3', 'GPR151', 'RAB9BP1', 'AKAP14', 'DUSP21', 'PRSS3P2', 'TXLNGY', 'OR11H6', 'GABRA6', 'OR5B2', 'NPHS2', 'OR6B1', 'PWRN2', 'SCGB1C1', 'OR2AG1', 'KRT39', 'PGM5-AS1', 'OR14C36', 'OR8G5', 'OR10A5', 'MOS', 'OR8S1', 'GOLGA8EP', 'DDI1', 'PRAMEF8', 'PSAPL1', 'ZNF735', 'ZAR1L', 'DNMT3L', 'OR10S1', 'TTTY15', 'CASC8', 'SNORA51', 'LOC391003', 'USP17L6P', 'TMEM252', 'RNASE8', 'FLJ25758', 'MS4A10', 'DNAJC5G', 'CRYAA', 'CCKBR', 'TFAMP1', 'SNORA54', 'MRGPRX1', 'OR52A5', 'TBC1D28', 'OR52A4P', 'SCARNA20', 'OR4A16', 'KRTAP19-1', 'PABPC1L2A', 'SYT10', 'IFITM5', 'C17ORF64', 'IFNA13', 'ACSM2A', 'MORC1', 'FAM24A', 'NPPC', 'TSPY1', 'CFC1B', 'TSPY2', 'HFE2', 'HAND1', 'LINC00207', 'DAZL', 'PAGE5', 'HMHB1', 'VRTN', 'TGIF2LX', 'FBP2', 'NPBWR2', 'ARL5C', 'OR2W1', 'OR51L1', 'OR2T29', 'KRTAP12-3', 'SNORA34', 'GHSR', 'OR52B4', 'PRAMEF5', 'KHDC1L', 'GDNF', 'EDDM3A', 'OR6S1', 'IGF2BP2-AS1', 'LOC727924', 'CRLF2', 'P2RX3', 'CYP3A4', 'SERPINB4', 'GAGE1', 'OR5H1', 'SNORD116-19', 'SLC25A3P1', 'LINC01020', 'TMIGD1', 'LOC391343', 'FGA', 'SCGB1A1', 'SDR16C6P', 'SYCP1', 'OR9A2', 'PRSS1', 'GAGE2D', 'HTR5A', 'C3ORF49', 'CRNN', 'TTTY2', 'SLC13A1', 'OTX2', 'PF4', 'OR4F15', 'OR6C74', 'GYS2', 'IQCF6', 'IL13', 'ANKRD18DP', 'C10ORF53', 'LINC00469', 'LINC00696', 'LINC00895', 'CYP11B2', 'ADAM18', 'TCP10L2', 'C17ORF78', 'SNORA5B', 'FMO6P', 'PLET1', 'SCARNA11', 'LY6G6D', 'CGB5', 'POTEH', 'CLCA4', 'PLG', 'SST', 'TPD52L3', 'ZNF479', 'OR8B3', 'TMPRSS11F', 'TAAR9', 'OR2A2', 'F13B', 'SNORD89', 'OR1S2', 'OR5H14', 'ZCCHC13', 'OLAH', 'OPRD1', 'OR4D6', 'NOX3', 'LEUTX', 'VWC2L', 'EPS8L3', 'RPL13AP17', 'RAX2', 'DPPA5', 'KRTAP4-5', 'OR5T2', 'PRDM14', 'LOC285627', 'TKTL2', 'C18ORF42', 'OR10V1', 'OR2G2', 'OR8A1', 'SNORA71A', 'ZPBP', 'GPR78', 'FCAMR', 'BEND2', 'ACTRT2', 'TSGA13', 'SLC1A6', 'TTTY14', 'CST11', 'SSX5', 'STATH', 'CT45A1', 'OR5H6', 'IL26', 'LIPN', 'SPANXA2', 'OR6M1', 'ASB17', 'LINC01205', 'OR9G4', 'ACTR3BP2', 'SNORA74A', 'BARHL2', 'OR8D4', 'RTP2', 'LMNTD1', 'KLK9', 'OR4C12', 'LCNL1', 'TMEM202', 'OR11H4', 'OR2L8', 'GAGE2B', 'LOC145845', 'HNRNPCL1', 'KRTAP21-2', 'SERPINB3', 'DEFB110', 'KRT85', 'PWAR4', 'MYBPC2', 'LOC646813', 'C2ORF83', 'GPR52', 'PROP1', 'SSX8', 'LPO', 'NCOR1P1', 'SPATA31C1', 'ANKUB1', 'LINC00488', 'GOT1L1', 'OR2M4', 'LOC100129935', 'USP26', 'OR4C16', 'LINC00934', 'ZIM3', 'BPIFA3', 'DYDC1', 'FAM27B', 'COL6A4P1', 'TEX13B', 'CABS1', 'UGT2A3', 'OR4D9', 'FAM138D', 'ZAR1', 'FOXN3-AS2', 'POTED', 'CPLX4', 'SYCN', 'OR2M7', 'GSTA5', 'HIST1H4F', 'OR2T35', 'DUXA', 'SLC32A1', 'OR4K17', 'SLC38A8', 'TBC1D3P2', 'LINC00114', 'HTR3E', 'C3ORF30', 'KRTAP19-2', 'ASB18', 'CLRN2', 'RGS8', 'TMEM72', 'RBPJL', 'TRHR', 'HBD', 'CTRB1', 'B3GNT6', 'GABRG3', 'DAOA', 'WFDC8', 'DEFB104A', 'FRMPD4', 'LINC01565', 'KRTAP6-1', 'KRTAP25-1', 'HSFY2', 'EPPIN', 'LINC00608', 'OR56A1', 'OR6Y1', 'OR7A17', 'OR8H2', 'IL31', 'FBXW12', 'ALLC', 'OR4K2', 'OR4X2', 'GRIN2B', 'PRAMEF20', 'OR8G2', 'MYF5', 'LINC01566', 'KIR3DL3', 'MMD2', 'ITIH1', 'MAGEB3', 'ABRA', 'TCERG1L', 'OR8J3', 'CYLC2', 'SLC25A31', 'FAM169B', 'LINC00113', 'LOC729609', 'BMP15', 'FAM74A3', 'CFHR4', 'DEFB126', 'DEFB129', 'DEFB134', 'OR6B3', 'OR2AT4', 'FAM170B', 'INS', 'RHAG', 'CT47A1', 'CSNK1A1P1', 'OTOP1', 'GAGE12F', 'SRY', 'NKAIN3', 'PSKH2', 'MYH1', 'CCK', 'TCP10', 'SNORA70B', 'OR52H1', 'CD200R1L', 'OR5P3', 'REG4', 'POU6F2', 'TRPV5', 'KRTAP10-3', 'GPRC6A', 'ODF3', 'SPINK1', 'SCARNA8', 'FTHL17', 'ZNF705A', 'HOXC12', 'OR6B2', 'AQP2', 'KRTAP11-1', 'OR10H2', 'OR51I2', 'SNORA47', 'ACOT12', 'LCN9', 'DISC2', 'GUCY2EP', 'FGF6', 'TFF2', 'CHIAP2', 'CXADRP2', 'SNORA38B', 'C20ORF166-AS1', 'SNORD94', 'TMEM88B', 'OR4S1', 'OR5M10', 'MGC27382', 'MBD3L5', 'CNTN5', 'PYDC2', 'SNORA59B', 'ENAM', 'FIGLA', 'CCDC37', 'PCGEM1', 'PSG11', 'OR5AN1', 'OR6F1', 'OR14I1', 'SNORD115-26', 'LOC392196', 'SNCB', 'PISRT1', 'BOLL', 'OR7C2', 'SPATA19', 'TTTY8', 'TTTY9B', 'NANOS2', 'AVPR1B', 'XAGE3', 'CNGB1', 'MOGAT3', 'OR2T12', 'NLRP8', 'KRTAP10-7', 'MAGEA1', 'SLC51B', 'CYP2C18', 'CNTNAP4', 'UGT1A4', 'TAS2R60', 'OPN1MW', 'RESP18', 'RPL3L', 'OACYLP', 'IHH', 'LRRTM1', 'SLC17A6', 'MAGEB6', 'SNAR-F', 'MAGEA5', 'CLEC4G', 'PRAMEF1', 'PRDM9', 'SPDYC', 'SPRR2C', 'GRK1', 'KRTAP2-1', 'DNTT', 'KRTAP19-6', 'FOXR1', 'OR6K6', 'APCS', 'SFTPC', 'BSX', 'NEU2', 'PAQR9', 'OR5M3', 'KCNIP4-IT1', 'SLC6A5', 'MUSK', 'PAPOLB', 'CNGA2', 'IL17F', 'SLC2A2', 'GOLGA6L1', 'C10ORF120', 'ZFY', 'F9', 'CALR3', 'ANP32D', 'KRTAP10-12', 'C11ORF94', 'CA6', 'APOA2', 'CCDC166', 'HAO1', 'LINC00304', 'DEFB123', 'PPIAL4E', 'KGFLP1', 'SFTPB', 'LINC00575', 'OR5M8', 'ALX4', 'DKFZP434K028', 'EPB42', 'HCRTR1', 'SPANXN3', 'IZUMO1R', 'KRT3', 'OR4D11', 'KRTAP3-2', 'OR52R1', 'SSX9', 'LELP1', 'CRYGB', 'FTMT', 'OTOL1', 'AWAT1', 'OR7E24', 'LINC00410', 'LINC01553', 'BTN1A1', 'KRT25', 'PLA2G12B', 'KRTAP10-11', 'SCN1A', 'OR1K1', 'C16ORF90', 'ANXA10', 'KRTAP13-1', 'GABRR3', 'PROKR2', 'CELA2B', 'MT4', 'OR12D2', 'C12ORF77', 'COX7B2', 'ALPPL2', 'ZNF679', 'FKBP6', 'FOXD4L3', 'IQCJ', 'OR1E2', 'LGALS14', 'OR4D5', 'TMEM14E', 'PRR32', 'OR2T10', 'HBE1', 'NXNL1', 'PRB4', 'LOC286238', 'LINC01591', 'AADACL3', 'PRAMEF16', 'AGXT2', 'AKR1C8P', 'TMPRSS11BNL', 'SCTR', 'BANF2', 'BTF3P11', 'RPS4Y2', 'CDX4', 'SLC36A3', 'CHAT', 'OR4K5', 'OR10W1', 'MTNR1B', 'YIPF7', 'SPACA3', 'LYZL1', 'TNP1', 'EPGN', 'NEUROD1', 'KRTAP9-2', 'SVOP', 'SLC5A8', 'ANGPTL3', 'SPRR2E', 'OR2G6', 'INSC', 'OR51B5', 'NCAN', 'OR7D4', 'OR2M3', 'PLCZ1', 'SLC10A1', 'LINC01142', 'DAW1', 'OR6A2', 'AADAC', 'NKX2-3', 'TRIM49', 'ACSM2B', 'GBA3', 'ITPK1-AS1', 'OCSTAMP', 'BCYRN1', 'CETN1', 'HIST1H3B', 'SNORA16B', 'GKN2', 'EDDM3B', 'PCSK2', 'HIST1H4B', 'FAM170A', 'HULC', 'LOC647859', 'MCF2', 'RSPH6A', 'C1ORF141', 'C1ORF94', 'OR5B17', 'OR4D10', 'CTRC', 'KRTAP1-3', 'SLC9C1', 'PTH2', 'BET1P1', 'SHH', 'GPHA2', 'OR10AG1', 'C12ORF50', 'ZSCAN10', 'LHX3', 'OR10G8', 'PRAC1', 'PSG4', 'DEFB119', 'HS3ST4', 'PRG1', 'IL3', 'GUCY2F', 'DMRT1', 'LINC00520', 'OR1M1', 'OR1N1', 'OR1S1', 'NLRP13', 'UGT2B28', 'FAM47C', 'MMP23A', 'KRT71', 'TDRG1', 'FAM138B', 'NXPE1', 'FAM150A', 'AMER3', 'PCDH8', 'GCGR', 'NPSR1-AS1', 'ARL13A', 'DRD3', 'HSD52', 'TARM1', 'TCEB3C', 'LINC00202-2', 'SH2D7', 'IGFBP1', 'OR5E1P', 'OR2B3', 'OR5H2', 'SNORA27', 'SLCO6A1', 'CALCB', 'TMEM8C', 'GABRA4', 'SNORD15B', 'LINC00479', 'LOC284798', 'CHRNB3', 'HGC6.3', 'CCKAR', 'XKR7', 'ISL1', 'MRGPRG-AS1', 'CGB8', 'SNORA36B', 'LINC00523', 'MYH7', 'CGB2', 'GUCA1C', 'NEUROG3', 'PRSS57', 'FAM71B', 'VWA5B1', 'PROKR1', 'SLCO1B7', 'VGLL2', 'UBE2DNL', 'NKX6-2', 'PRKY', 'CACNG7', 'GH1', 'CCER1', 'PPP1R2P9', 'TRPM3', 'C7ORF72', 'IL36A', 'BPIFB4', 'UGT2B10', 'USP50', 'MTVR2', 'MUC13', 'LINC00032', 'FGF23', 'OR4K1', 'KRTAP12-2', 'OR52N2', 'DEFB118', 'KRTAP1-5', 'DEFB115', 'AIRE', 'RNF151', 'EXD1', 'FGF16', 'APOA5', 'PASD1', 'SNORA77', 'OR2A14', 'POU4F3', 'SYT14P1', 'HTR1A', 'FMO9P', 'SNORD97', 'ZFAT-AS1', 'B4GALNT2', 'OLFM3', 'HMSD', 'OR2B11', 'FOXE3', 'OR10K1', 'LINC00923', 'OR1L4', 'DSCR10', 'KDM5D', 'ANKRD34C', 'CHRNA9', 'DPRX', 'POU4F2', 'KRTAP3-3', 'MYADML', 'SFTA3', 'OR52K2', 'HCRTR2', 'PTCHD3', 'LINC00710', 'OR1L1', 'MEP1A', 'FAM9B', 'SNORA2B', 'MAGEA9B', 'KRTAP12-1', 'LINC00964', 'OTC', 'GPR148', 'MYH16', 'PACRG-AS1', 'C12ORF42', 'ITLN2', 'OTOR', 'SPATA3', 'OR10AD1', 'HIST1H3F', 'LOC100129055', 'PLD5', 'LOC100132831', 'FAM83A-AS1', 'ARID3C', 'IGLL1', 'C11ORF87', 'MYL1', 'LINC00052', 'OVCH1', 'NPSR1', 'CLEC18C', 'MIR1-1HG', 'TMSB4Y', 'POM121L2', 'HRK', 'CDH10', 'VIL1', 'CLEC4M', 'SNORA64', 'SLC39A12', 'VCX3A', 'CLRN1-AS1', 'OR51F2', 'CMTM5', 'PSG3', 'HTR4', 'HPVC1', 'OR2M2', 'LOC100130264', 'C4ORF50', 'SOX3', 'HIST2H2AB', 'C7ORF57', 'ATOH7', 'AATK-AS1', 'CPA2', 'SPINK14', 'FERD3L', 'TSNAX-DISC1', 'H3F3AP5', 'OR5AR1', 'KRTAP4-8', 'CYP2W1', 'C15ORF43', 'C20ORF144', 'NF1P2', 'KLK12', 'DEFB108B', 'IFNA21', 'OR13C3', 'PPP1R3A', 'PRSS48', 'ADGRG7', 'ADAMTS20', 'CACNG3', 'KRTAP10-1', 'SNORA68', 'MBL2', 'PGA4', 'CXCL6', 'SLC12A1', 'COL20A1', 'KRT18P55', 'PRKAG3', 'S100A7', 'KRT73', 'LINC01101', 'LOC100130417', 'CELP', 'SNORA44', 'CLCA3P', 'LRRC30', 'TMPRSS11B', 'KRTAP7-1', 'SCARNA1', 'XIRP2', 'MCHR2', 'MMP21', 'PTX4', 'FAM19A1', 'MGC16025', 'SLURP1', 'TBX20', 'CCDC54', 'FFAR1', 'KRTAP5-2', 'FER1L6', 'HSFY1P1', 'GSX2', 'PPY2P', 'HTR6', 'NEUROD6', 'NUTM1', 'C2ORF27B', 'HEATR9', 'OR2T2', 'SLC28A2', 'HTR2C', 'KCNJ13', 'LINC01548', 'MYL2', 'FEZF1', 'MYH4', 'TMPRSS7', 'TMEM212', 'LINC00691', 'PRO0611', 'BARHL1', 'LOC285629', 'PATE3', 'SNORA72', 'OR5M1', 'TSHB', 'HILS1', 'C1ORF140', 'RFPL1', 'SNORA61', 'CDH19', 'SNORA5C', 'LOC644669', 'NYAP2', 'CLRN1', 'SALL3', 'GRM7', 'GCKR', 'TPTE2', 'ADGRE3', 'LRRC52', 'LRRIQ4', 'WFDC6', 'KRT12', 'CAPZA3', 'FAM71E2', 'C14ORF178', 'ADH6', 'PRTN3', 'LRRC74A', 'OR12D3', 'FNDC9', 'C5ORF47', 'A1CF', 'OR10R2', 'ZIC5', 'C12ORF56', 'PAGE2', 'C9ORF171', 'FSHR', 'OPRM1', 'OR4F17', 'KAAG1', 'CTXN3', 'CTRB2', 'OR5K1', 'FRG2DP', 'CAPNS2', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.46307157054532877
		RMSE:  0.2889602070536637
		NRMSE:  0.17371452011738692
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5143850316766378
		RMSE:  0.2891269997261264
		NRMSE:  0.20591917819933792
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.0984896320052717e-15
		NRMSE:  6.603801998324366e-16
		MAPE:  1.879926559116168e-12
		Pearson Correlation:  0.29912945040824096
		Spearman Correlation:  0.2958345527265633
		Coefficient of Determination:  -2.1434614039204196
		RMSE:  0.4165571195259064
		NRMSE:  0.29667620044862575
		MAPE:  1820.4766081815142

	Predictor:  ElasticNet
		Pearson Correlation:  0.7212617857185777
		Spearman Correlation:  0.6893420303987354
		Coefficient of Determination:  0.4422857306742026
		RMSE:  0.17840668853133182
		NRMSE:  0.10725294184952197
		MAPE:  292.8033592932196
		Pearson Correlation:  0.48885754824420147
		Spearman Correlation:  0.42598770851624235
		Coefficient of Determination:  0.2316931322436394
		RMSE:  0.20593864599351333
		NRMSE:  0.1466715899332754
		MAPE:  987.80135169273

	Predictor:  RandomForests
		Pearson Correlation:  0.5390986966397793
		Spearman Correlation:  0.5288892825510736
		Coefficient of Determination:  0.2446199025489333
		RMSE:  0.2076290051622355
		NRMSE:  0.12482055353562872
		MAPE:  325.76463739951527
		Pearson Correlation:  0.5193995790516281
		Spearman Correlation:  0.49054238610867235
		Coefficient of Determination:  0.24323355036122685
		RMSE:  0.20438613462635616
		NRMSE:  0.14556587560990553
		MAPE:  1025.0420213515517

Protein:  ERBB2
x_train_column_count:  1002
x_train columns:  ['BCORP1', 'OR5A1', 'CT45A6', 'MS4A5', 'DEFB124', 'OR8K3', 'SNAR-G1', 'OR9K2', 'OR7G3', 'OR52A1', 'MROH5', 'FAM92A1P2', 'SNORA36A', 'HES3', 'TAAR8', 'GJA8', 'TBC1D21', 'SNAR-E', 'OR8I2', 'DEFB113', 'FAM41AY1', 'SNAR-I', 'SNORA58', 'C11ORF40', 'OR51A2', 'CSN2', 'GJA10', 'SMR3B', 'SNORD8', 'CPN1', 'SNAR-A13', 'LRTM1', 'ZNRF4', 'TTTY21', 'LINC00326', 'TMEM247', 'SCP2D1', 'CCDC38', 'ST8SIA3', 'CT47B1', 'C17ORF102', 'SPRR2G', 'CEACAM20', 'ESX1', 'LINC00305', 'SNORA55', 'HYALP1', 'H1FOO', 'FAM224B', 'ANXA8L1', 'SCARNA4', 'GNAT3', 'OR6T1', 'CT47A6', 'CT47A7', 'SPANXN4', 'LINC00671', 'OR7G2', 'KRTAP6-2', 'HIST1H4G', 'OR8H1', 'OC90', 'CFHR2', 'PSG1', 'OR8B8', 'C12ORF40', 'ASB11', 'OR4A47', 'CA5A', 'OR5K3', 'SSX6', 'FAM25BP', 'OR10G4', 'SEC14L3', 'OR10T2', 'SNORA22', 'CCL15-CCL14', 'SCARNA14', 'EIF1AY', 'SNORD115-7', 'GLYCAM1', 'OR4S2', 'KRTAP19-5', 'SPATA31A3', 'SPAM1', 'CD5L', 'LYPD8', 'OR13C9', 'CLCA1', 'NMS', 'C1ORF105', 'SNORD15A', 'SNORA28', 'OR6C2', 'KLHL40', 'SCARNA22', 'BTNL3', 'CST13P', 'CSH2', 'LRRC7', 'KCNU1', 'SNORA20', 'SOX1', 'PLSCR5', 'GPR50', 'LILRP2', 'OR11L1', 'GJD2', 'VSTM2B', 'IFNA14', 'C22ORF42', 'CT47A11', 'LINC00314', 'OR2L2', 'CELA2A', 'SNORA24', 'CXORF51A', 'BRDTP1', 'MAGEB10', 'OR4B1', 'HHLA1', 'HBBP1', 'FAM153C', 'IQCF2', 'TEX33', 'SLC5A7', 'PLA2G2F', 'IGFL4', 'MC2R', 'SOST', 'PPBPP1', 'C4ORF51', 'OR6C4', 'SPRR4', 'NKX2-6', 'PRB1', 'CD300LD', 'OR1B1', 'PIWIL3', 'GPR151', 'RAB9BP1', 'AKAP14', 'DUSP21', 'PRSS3P2', 'TXLNGY', 'OR11H6', 'GABRA6', 'OR5B2', 'NPHS2', 'OR6B1', 'PWRN2', 'SCGB1C1', 'OR2AG1', 'KRT39', 'PGM5-AS1', 'OR14C36', 'OR8G5', 'OR10A5', 'MOS', 'OR8S1', 'GOLGA8EP', 'DDI1', 'PRAMEF8', 'PSAPL1', 'ZNF735', 'ZAR1L', 'DNMT3L', 'OR10S1', 'TTTY15', 'CASC8', 'SNORA51', 'LOC391003', 'USP17L6P', 'TMEM252', 'RNASE8', 'FLJ25758', 'MS4A10', 'DNAJC5G', 'CRYAA', 'CCKBR', 'TFAMP1', 'SNORA54', 'MRGPRX1', 'OR52A5', 'TBC1D28', 'OR52A4P', 'SCARNA20', 'OR4A16', 'KRTAP19-1', 'PABPC1L2A', 'SYT10', 'IFITM5', 'C17ORF64', 'IFNA13', 'ACSM2A', 'MORC1', 'FAM24A', 'NPPC', 'TSPY1', 'CFC1B', 'TSPY2', 'HFE2', 'HAND1', 'LINC00207', 'DAZL', 'PAGE5', 'HMHB1', 'VRTN', 'TGIF2LX', 'FBP2', 'NPBWR2', 'ARL5C', 'OR2W1', 'OR51L1', 'OR2T29', 'KRTAP12-3', 'SNORA34', 'GHSR', 'OR52B4', 'PRAMEF5', 'KHDC1L', 'GDNF', 'EDDM3A', 'OR6S1', 'IGF2BP2-AS1', 'LOC727924', 'CRLF2', 'P2RX3', 'CYP3A4', 'SERPINB4', 'GAGE1', 'OR5H1', 'SNORD116-19', 'SLC25A3P1', 'LINC01020', 'TMIGD1', 'LOC391343', 'FGA', 'SCGB1A1', 'SDR16C6P', 'SYCP1', 'OR9A2', 'PRSS1', 'GAGE2D', 'HTR5A', 'C3ORF49', 'CRNN', 'TTTY2', 'SLC13A1', 'OTX2', 'PF4', 'OR4F15', 'OR6C74', 'GYS2', 'IQCF6', 'IL13', 'ANKRD18DP', 'C10ORF53', 'LINC00469', 'LINC00696', 'LINC00895', 'CYP11B2', 'ADAM18', 'TCP10L2', 'C17ORF78', 'SNORA5B', 'FMO6P', 'PLET1', 'SCARNA11', 'LY6G6D', 'CGB5', 'POTEH', 'CLCA4', 'PLG', 'SST', 'TPD52L3', 'ZNF479', 'OR8B3', 'TMPRSS11F', 'TAAR9', 'OR2A2', 'F13B', 'SNORD89', 'OR1S2', 'OR5H14', 'ZCCHC13', 'OLAH', 'OPRD1', 'OR4D6', 'NOX3', 'LEUTX', 'VWC2L', 'EPS8L3', 'RPL13AP17', 'RAX2', 'DPPA5', 'KRTAP4-5', 'OR5T2', 'PRDM14', 'LOC285627', 'TKTL2', 'C18ORF42', 'OR10V1', 'OR2G2', 'OR8A1', 'SNORA71A', 'ZPBP', 'GPR78', 'FCAMR', 'BEND2', 'ACTRT2', 'TSGA13', 'SLC1A6', 'TTTY14', 'CST11', 'SSX5', 'STATH', 'CT45A1', 'OR5H6', 'IL26', 'LIPN', 'SPANXA2', 'OR6M1', 'ASB17', 'LINC01205', 'OR9G4', 'ACTR3BP2', 'SNORA74A', 'BARHL2', 'OR8D4', 'RTP2', 'LMNTD1', 'KLK9', 'OR4C12', 'LCNL1', 'TMEM202', 'OR11H4', 'OR2L8', 'GAGE2B', 'LOC145845', 'HNRNPCL1', 'KRTAP21-2', 'SERPINB3', 'DEFB110', 'KRT85', 'PWAR4', 'MYBPC2', 'LOC646813', 'C2ORF83', 'GPR52', 'PROP1', 'SSX8', 'LPO', 'NCOR1P1', 'SPATA31C1', 'ANKUB1', 'LINC00488', 'GOT1L1', 'OR2M4', 'LOC100129935', 'USP26', 'OR4C16', 'LINC00934', 'ZIM3', 'BPIFA3', 'DYDC1', 'FAM27B', 'COL6A4P1', 'TEX13B', 'CABS1', 'UGT2A3', 'OR4D9', 'FAM138D', 'ZAR1', 'FOXN3-AS2', 'POTED', 'CPLX4', 'SYCN', 'OR2M7', 'GSTA5', 'HIST1H4F', 'OR2T35', 'DUXA', 'SLC32A1', 'OR4K17', 'SLC38A8', 'TBC1D3P2', 'LINC00114', 'HTR3E', 'C3ORF30', 'KRTAP19-2', 'ASB18', 'CLRN2', 'RGS8', 'TMEM72', 'RBPJL', 'TRHR', 'HBD', 'CTRB1', 'B3GNT6', 'GABRG3', 'DAOA', 'WFDC8', 'DEFB104A', 'FRMPD4', 'LINC01565', 'KRTAP6-1', 'KRTAP25-1', 'HSFY2', 'EPPIN', 'LINC00608', 'OR56A1', 'OR6Y1', 'OR7A17', 'OR8H2', 'IL31', 'FBXW12', 'ALLC', 'OR4K2', 'OR4X2', 'GRIN2B', 'PRAMEF20', 'OR8G2', 'MYF5', 'LINC01566', 'KIR3DL3', 'MMD2', 'ITIH1', 'MAGEB3', 'ABRA', 'TCERG1L', 'OR8J3', 'CYLC2', 'SLC25A31', 'FAM169B', 'LINC00113', 'LOC729609', 'BMP15', 'FAM74A3', 'CFHR4', 'DEFB126', 'DEFB129', 'DEFB134', 'OR6B3', 'OR2AT4', 'FAM170B', 'INS', 'RHAG', 'CT47A1', 'CSNK1A1P1', 'OTOP1', 'GAGE12F', 'SRY', 'NKAIN3', 'PSKH2', 'MYH1', 'CCK', 'TCP10', 'SNORA70B', 'OR52H1', 'CD200R1L', 'OR5P3', 'REG4', 'POU6F2', 'TRPV5', 'KRTAP10-3', 'GPRC6A', 'ODF3', 'SPINK1', 'SCARNA8', 'FTHL17', 'ZNF705A', 'HOXC12', 'OR6B2', 'AQP2', 'KRTAP11-1', 'OR10H2', 'OR51I2', 'SNORA47', 'ACOT12', 'LCN9', 'DISC2', 'GUCY2EP', 'FGF6', 'TFF2', 'CHIAP2', 'CXADRP2', 'SNORA38B', 'C20ORF166-AS1', 'SNORD94', 'TMEM88B', 'OR4S1', 'OR5M10', 'MGC27382', 'MBD3L5', 'CNTN5', 'PYDC2', 'SNORA59B', 'ENAM', 'FIGLA', 'CCDC37', 'PCGEM1', 'PSG11', 'OR5AN1', 'OR6F1', 'OR14I1', 'SNORD115-26', 'LOC392196', 'SNCB', 'PISRT1', 'BOLL', 'OR7C2', 'SPATA19', 'TTTY8', 'TTTY9B', 'NANOS2', 'AVPR1B', 'XAGE3', 'CNGB1', 'MOGAT3', 'OR2T12', 'NLRP8', 'KRTAP10-7', 'MAGEA1', 'SLC51B', 'CYP2C18', 'CNTNAP4', 'UGT1A4', 'TAS2R60', 'OPN1MW', 'RESP18', 'RPL3L', 'OACYLP', 'IHH', 'LRRTM1', 'SLC17A6', 'MAGEB6', 'SNAR-F', 'MAGEA5', 'CLEC4G', 'PRAMEF1', 'PRDM9', 'SPDYC', 'SPRR2C', 'GRK1', 'KRTAP2-1', 'DNTT', 'KRTAP19-6', 'FOXR1', 'OR6K6', 'APCS', 'SFTPC', 'BSX', 'NEU2', 'PAQR9', 'OR5M3', 'KCNIP4-IT1', 'SLC6A5', 'MUSK', 'PAPOLB', 'CNGA2', 'IL17F', 'SLC2A2', 'GOLGA6L1', 'C10ORF120', 'ZFY', 'F9', 'CALR3', 'ANP32D', 'KRTAP10-12', 'C11ORF94', 'CA6', 'APOA2', 'CCDC166', 'HAO1', 'LINC00304', 'DEFB123', 'PPIAL4E', 'KGFLP1', 'SFTPB', 'LINC00575', 'OR5M8', 'ALX4', 'DKFZP434K028', 'EPB42', 'HCRTR1', 'SPANXN3', 'IZUMO1R', 'KRT3', 'OR4D11', 'KRTAP3-2', 'OR52R1', 'SSX9', 'LELP1', 'CRYGB', 'FTMT', 'OTOL1', 'AWAT1', 'OR7E24', 'LINC00410', 'LINC01553', 'BTN1A1', 'KRT25', 'PLA2G12B', 'KRTAP10-11', 'SCN1A', 'OR1K1', 'C16ORF90', 'ANXA10', 'KRTAP13-1', 'GABRR3', 'PROKR2', 'CELA2B', 'MT4', 'OR12D2', 'C12ORF77', 'COX7B2', 'ALPPL2', 'ZNF679', 'FKBP6', 'FOXD4L3', 'IQCJ', 'OR1E2', 'LGALS14', 'OR4D5', 'TMEM14E', 'PRR32', 'OR2T10', 'HBE1', 'NXNL1', 'PRB4', 'LOC286238', 'LINC01591', 'AADACL3', 'PRAMEF16', 'AGXT2', 'AKR1C8P', 'TMPRSS11BNL', 'SCTR', 'BANF2', 'BTF3P11', 'RPS4Y2', 'CDX4', 'SLC36A3', 'CHAT', 'OR4K5', 'OR10W1', 'MTNR1B', 'YIPF7', 'SPACA3', 'LYZL1', 'TNP1', 'EPGN', 'NEUROD1', 'KRTAP9-2', 'SVOP', 'SLC5A8', 'ANGPTL3', 'SPRR2E', 'OR2G6', 'INSC', 'OR51B5', 'NCAN', 'OR7D4', 'OR2M3', 'PLCZ1', 'SLC10A1', 'LINC01142', 'DAW1', 'OR6A2', 'AADAC', 'NKX2-3', 'TRIM49', 'ACSM2B', 'GBA3', 'ITPK1-AS1', 'OCSTAMP', 'BCYRN1', 'CETN1', 'HIST1H3B', 'SNORA16B', 'GKN2', 'EDDM3B', 'PCSK2', 'HIST1H4B', 'FAM170A', 'HULC', 'LOC647859', 'MCF2', 'RSPH6A', 'C1ORF141', 'C1ORF94', 'OR5B17', 'OR4D10', 'CTRC', 'KRTAP1-3', 'SLC9C1', 'PTH2', 'BET1P1', 'SHH', 'GPHA2', 'OR10AG1', 'C12ORF50', 'ZSCAN10', 'LHX3', 'OR10G8', 'PRAC1', 'PSG4', 'DEFB119', 'HS3ST4', 'PRG1', 'IL3', 'GUCY2F', 'DMRT1', 'LINC00520', 'OR1M1', 'OR1N1', 'OR1S1', 'NLRP13', 'UGT2B28', 'FAM47C', 'MMP23A', 'KRT71', 'TDRG1', 'FAM138B', 'NXPE1', 'FAM150A', 'AMER3', 'PCDH8', 'GCGR', 'NPSR1-AS1', 'ARL13A', 'DRD3', 'HSD52', 'TARM1', 'TCEB3C', 'LINC00202-2', 'SH2D7', 'IGFBP1', 'OR5E1P', 'OR2B3', 'OR5H2', 'SNORA27', 'SLCO6A1', 'CALCB', 'TMEM8C', 'GABRA4', 'SNORD15B', 'LINC00479', 'LOC284798', 'CHRNB3', 'HGC6.3', 'CCKAR', 'XKR7', 'ISL1', 'MRGPRG-AS1', 'CGB8', 'SNORA36B', 'LINC00523', 'MYH7', 'CGB2', 'GUCA1C', 'NEUROG3', 'PRSS57', 'FAM71B', 'VWA5B1', 'PROKR1', 'SLCO1B7', 'VGLL2', 'UBE2DNL', 'NKX6-2', 'PRKY', 'CACNG7', 'GH1', 'CCER1', 'PPP1R2P9', 'TRPM3', 'C7ORF72', 'IL36A', 'BPIFB4', 'UGT2B10', 'USP50', 'MTVR2', 'MUC13', 'LINC00032', 'FGF23', 'OR4K1', 'KRTAP12-2', 'OR52N2', 'DEFB118', 'KRTAP1-5', 'DEFB115', 'AIRE', 'RNF151', 'EXD1', 'FGF16', 'APOA5', 'PASD1', 'SNORA77', 'OR2A14', 'POU4F3', 'SYT14P1', 'HTR1A', 'FMO9P', 'SNORD97', 'ZFAT-AS1', 'B4GALNT2', 'OLFM3', 'HMSD', 'OR2B11', 'FOXE3', 'OR10K1', 'LINC00923', 'OR1L4', 'DSCR10', 'KDM5D', 'ANKRD34C', 'CHRNA9', 'DPRX', 'POU4F2', 'KRTAP3-3', 'MYADML', 'SFTA3', 'OR52K2', 'HCRTR2', 'PTCHD3', 'LINC00710', 'OR1L1', 'MEP1A', 'FAM9B', 'SNORA2B', 'MAGEA9B', 'KRTAP12-1', 'LINC00964', 'OTC', 'GPR148', 'MYH16', 'PACRG-AS1', 'C12ORF42', 'ITLN2', 'OTOR', 'SPATA3', 'OR10AD1', 'HIST1H3F', 'LOC100129055', 'PLD5', 'LOC100132831', 'FAM83A-AS1', 'ARID3C', 'IGLL1', 'C11ORF87', 'MYL1', 'LINC00052', 'OVCH1', 'NPSR1', 'CLEC18C', 'MIR1-1HG', 'TMSB4Y', 'POM121L2', 'HRK', 'CDH10', 'VIL1', 'CLEC4M', 'SNORA64', 'SLC39A12', 'VCX3A', 'CLRN1-AS1', 'OR51F2', 'CMTM5', 'PSG3', 'HTR4', 'HPVC1', 'OR2M2', 'LOC100130264', 'C4ORF50', 'SOX3', 'HIST2H2AB', 'C7ORF57', 'ATOH7', 'AATK-AS1', 'CPA2', 'SPINK14', 'FERD3L', 'TSNAX-DISC1', 'H3F3AP5', 'OR5AR1', 'KRTAP4-8', 'CYP2W1', 'C15ORF43', 'C20ORF144', 'NF1P2', 'KLK12', 'DEFB108B', 'IFNA21', 'OR13C3', 'PPP1R3A', 'PRSS48', 'ADGRG7', 'ADAMTS20', 'CACNG3', 'KRTAP10-1', 'SNORA68', 'MBL2', 'PGA4', 'CXCL6', 'SLC12A1', 'COL20A1', 'KRT18P55', 'PRKAG3', 'S100A7', 'KRT73', 'LINC01101', 'LOC100130417', 'CELP', 'SNORA44', 'CLCA3P', 'LRRC30', 'TMPRSS11B', 'KRTAP7-1', 'SCARNA1', 'XIRP2', 'MCHR2', 'MMP21', 'PTX4', 'FAM19A1', 'MGC16025', 'SLURP1', 'TBX20', 'CCDC54', 'FFAR1', 'KRTAP5-2', 'FER1L6', 'HSFY1P1', 'GSX2', 'PPY2P', 'HTR6', 'NEUROD6', 'NUTM1', 'C2ORF27B', 'HEATR9', 'OR2T2', 'SLC28A2', 'HTR2C', 'KCNJ13', 'LINC01548', 'MYL2', 'FEZF1', 'MYH4', 'TMPRSS7', 'TMEM212', 'LINC00691', 'PRO0611', 'BARHL1', 'LOC285629', 'PATE3', 'SNORA72', 'OR5M1', 'TSHB', 'HILS1', 'C1ORF140', 'RFPL1', 'SNORA61', 'CDH19', 'SNORA5C', 'LOC644669', 'NYAP2', 'CLRN1', 'SALL3', 'GRM7', 'GCKR', 'TPTE2', 'ADGRE3', 'LRRC52', 'LRRIQ4', 'WFDC6', 'KRT12', 'CAPZA3', 'FAM71E2', 'C14ORF178', 'ADH6', 'PRTN3', 'LRRC74A', 'OR12D3', 'FNDC9', 'C5ORF47', 'A1CF', 'OR10R2', 'ZIC5', 'C12ORF56', 'PAGE2', 'C9ORF171', 'FSHR', 'OPRM1', 'OR4F17', 'KAAG1', 'CTXN3', 'CTRB2', 'OR5K1', 'FRG2DP', 'CAPNS2', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10512598969709641
		RMSE:  1.0713675802437574
		NRMSE:  0.18252510013182233
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.044647408489899565
		RMSE:  0.9270678870989714
		NRMSE:  0.17190207437399804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  4.258018008684316e-15
		NRMSE:  7.254234473115007e-16
		MAPE:  2.9206781171780345e-12
		Pearson Correlation:  0.5127073935241745
		Spearman Correlation:  0.46574480538484053
		Coefficient of Determination:  -0.2829501326060857
		RMSE:  1.0273810717011198
		NRMSE:  0.1905027019657185
		MAPE:  994.9854838996929

	Predictor:  ElasticNet
		Pearson Correlation:  0.9568254721151448
		Spearman Correlation:  0.9013066986297582
		Coefficient of Determination:  0.9035251498105099
		RMSE:  0.3165480631642966
		NRMSE:  0.053929172387736445
		MAPE:  451.63292127368095
		Pearson Correlation:  0.7475884740960809
		Spearman Correlation:  0.5804897083211396
		Coefficient of Determination:  0.5497206040877416
		RMSE:  0.6086501165180019
		NRMSE:  0.11285928361171926
		MAPE:  309.6001605633984

	Predictor:  RandomForests
		Pearson Correlation:  0.8436152675899347
		Spearman Correlation:  0.6441544877546962
		Coefficient of Determination:  0.709292726121856
		RMSE:  0.5494909618195507
		NRMSE:  0.09361482900651664
		MAPE:  457.03377138250767
		Pearson Correlation:  0.8104858890893567
		Spearman Correlation:  0.7275208532144932
		Coefficient of Determination:  0.6461025949523009
		RMSE:  0.5395918248234716
		NRMSE:  0.10005411177887476
		MAPE:  324.3230213340426

Protein:  ERBB3
x_train_column_count:  1002
x_train columns:  ['BCORP1', 'OR5A1', 'CT45A6', 'MS4A5', 'DEFB124', 'OR8K3', 'SNAR-G1', 'OR9K2', 'OR7G3', 'OR52A1', 'MROH5', 'FAM92A1P2', 'SNORA36A', 'HES3', 'TAAR8', 'GJA8', 'TBC1D21', 'SNAR-E', 'OR8I2', 'DEFB113', 'FAM41AY1', 'SNAR-I', 'SNORA58', 'C11ORF40', 'OR51A2', 'CSN2', 'GJA10', 'SMR3B', 'SNORD8', 'CPN1', 'SNAR-A13', 'LRTM1', 'ZNRF4', 'TTTY21', 'LINC00326', 'TMEM247', 'SCP2D1', 'CCDC38', 'ST8SIA3', 'CT47B1', 'C17ORF102', 'SPRR2G', 'CEACAM20', 'ESX1', 'LINC00305', 'SNORA55', 'HYALP1', 'H1FOO', 'FAM224B', 'ANXA8L1', 'SCARNA4', 'GNAT3', 'OR6T1', 'CT47A6', 'CT47A7', 'SPANXN4', 'LINC00671', 'OR7G2', 'KRTAP6-2', 'HIST1H4G', 'OR8H1', 'OC90', 'CFHR2', 'PSG1', 'OR8B8', 'C12ORF40', 'ASB11', 'OR4A47', 'CA5A', 'OR5K3', 'SSX6', 'FAM25BP', 'OR10G4', 'SEC14L3', 'OR10T2', 'SNORA22', 'CCL15-CCL14', 'SCARNA14', 'EIF1AY', 'SNORD115-7', 'GLYCAM1', 'OR4S2', 'KRTAP19-5', 'SPATA31A3', 'SPAM1', 'CD5L', 'LYPD8', 'OR13C9', 'CLCA1', 'NMS', 'C1ORF105', 'SNORD15A', 'SNORA28', 'OR6C2', 'KLHL40', 'SCARNA22', 'BTNL3', 'CST13P', 'CSH2', 'LRRC7', 'KCNU1', 'SNORA20', 'SOX1', 'PLSCR5', 'GPR50', 'LILRP2', 'OR11L1', 'GJD2', 'VSTM2B', 'IFNA14', 'C22ORF42', 'CT47A11', 'LINC00314', 'OR2L2', 'CELA2A', 'SNORA24', 'CXORF51A', 'BRDTP1', 'MAGEB10', 'OR4B1', 'HHLA1', 'HBBP1', 'FAM153C', 'IQCF2', 'TEX33', 'SLC5A7', 'PLA2G2F', 'IGFL4', 'MC2R', 'SOST', 'PPBPP1', 'C4ORF51', 'OR6C4', 'SPRR4', 'NKX2-6', 'PRB1', 'CD300LD', 'OR1B1', 'PIWIL3', 'GPR151', 'RAB9BP1', 'AKAP14', 'DUSP21', 'PRSS3P2', 'TXLNGY', 'OR11H6', 'GABRA6', 'OR5B2', 'NPHS2', 'OR6B1', 'PWRN2', 'SCGB1C1', 'OR2AG1', 'KRT39', 'PGM5-AS1', 'OR14C36', 'OR8G5', 'OR10A5', 'MOS', 'OR8S1', 'GOLGA8EP', 'DDI1', 'PRAMEF8', 'PSAPL1', 'ZNF735', 'ZAR1L', 'DNMT3L', 'OR10S1', 'TTTY15', 'CASC8', 'SNORA51', 'LOC391003', 'USP17L6P', 'TMEM252', 'RNASE8', 'FLJ25758', 'MS4A10', 'DNAJC5G', 'CRYAA', 'CCKBR', 'TFAMP1', 'SNORA54', 'MRGPRX1', 'OR52A5', 'TBC1D28', 'OR52A4P', 'SCARNA20', 'OR4A16', 'KRTAP19-1', 'PABPC1L2A', 'SYT10', 'IFITM5', 'C17ORF64', 'IFNA13', 'ACSM2A', 'MORC1', 'FAM24A', 'NPPC', 'TSPY1', 'CFC1B', 'TSPY2', 'HFE2', 'HAND1', 'LINC00207', 'DAZL', 'PAGE5', 'HMHB1', 'VRTN', 'TGIF2LX', 'FBP2', 'NPBWR2', 'ARL5C', 'OR2W1', 'OR51L1', 'OR2T29', 'KRTAP12-3', 'SNORA34', 'GHSR', 'OR52B4', 'PRAMEF5', 'KHDC1L', 'GDNF', 'EDDM3A', 'OR6S1', 'IGF2BP2-AS1', 'LOC727924', 'CRLF2', 'P2RX3', 'CYP3A4', 'SERPINB4', 'GAGE1', 'OR5H1', 'SNORD116-19', 'SLC25A3P1', 'LINC01020', 'TMIGD1', 'LOC391343', 'FGA', 'SCGB1A1', 'SDR16C6P', 'SYCP1', 'OR9A2', 'PRSS1', 'GAGE2D', 'HTR5A', 'C3ORF49', 'CRNN', 'TTTY2', 'SLC13A1', 'OTX2', 'PF4', 'OR4F15', 'OR6C74', 'GYS2', 'IQCF6', 'IL13', 'ANKRD18DP', 'C10ORF53', 'LINC00469', 'LINC00696', 'LINC00895', 'CYP11B2', 'ADAM18', 'TCP10L2', 'C17ORF78', 'SNORA5B', 'FMO6P', 'PLET1', 'SCARNA11', 'LY6G6D', 'CGB5', 'POTEH', 'CLCA4', 'PLG', 'SST', 'TPD52L3', 'ZNF479', 'OR8B3', 'TMPRSS11F', 'TAAR9', 'OR2A2', 'F13B', 'SNORD89', 'OR1S2', 'OR5H14', 'ZCCHC13', 'OLAH', 'OPRD1', 'OR4D6', 'NOX3', 'LEUTX', 'VWC2L', 'EPS8L3', 'RPL13AP17', 'RAX2', 'DPPA5', 'KRTAP4-5', 'OR5T2', 'PRDM14', 'LOC285627', 'TKTL2', 'C18ORF42', 'OR10V1', 'OR2G2', 'OR8A1', 'SNORA71A', 'ZPBP', 'GPR78', 'FCAMR', 'BEND2', 'ACTRT2', 'TSGA13', 'SLC1A6', 'TTTY14', 'CST11', 'SSX5', 'STATH', 'CT45A1', 'OR5H6', 'IL26', 'LIPN', 'SPANXA2', 'OR6M1', 'ASB17', 'LINC01205', 'OR9G4', 'ACTR3BP2', 'SNORA74A', 'BARHL2', 'OR8D4', 'RTP2', 'LMNTD1', 'KLK9', 'OR4C12', 'LCNL1', 'TMEM202', 'OR11H4', 'OR2L8', 'GAGE2B', 'LOC145845', 'HNRNPCL1', 'KRTAP21-2', 'SERPINB3', 'DEFB110', 'KRT85', 'PWAR4', 'MYBPC2', 'LOC646813', 'C2ORF83', 'GPR52', 'PROP1', 'SSX8', 'LPO', 'NCOR1P1', 'SPATA31C1', 'ANKUB1', 'LINC00488', 'GOT1L1', 'OR2M4', 'LOC100129935', 'USP26', 'OR4C16', 'LINC00934', 'ZIM3', 'BPIFA3', 'DYDC1', 'FAM27B', 'COL6A4P1', 'TEX13B', 'CABS1', 'UGT2A3', 'OR4D9', 'FAM138D', 'ZAR1', 'FOXN3-AS2', 'POTED', 'CPLX4', 'SYCN', 'OR2M7', 'GSTA5', 'HIST1H4F', 'OR2T35', 'DUXA', 'SLC32A1', 'OR4K17', 'SLC38A8', 'TBC1D3P2', 'LINC00114', 'HTR3E', 'C3ORF30', 'KRTAP19-2', 'ASB18', 'CLRN2', 'RGS8', 'TMEM72', 'RBPJL', 'TRHR', 'HBD', 'CTRB1', 'B3GNT6', 'GABRG3', 'DAOA', 'WFDC8', 'DEFB104A', 'FRMPD4', 'LINC01565', 'KRTAP6-1', 'KRTAP25-1', 'HSFY2', 'EPPIN', 'LINC00608', 'OR56A1', 'OR6Y1', 'OR7A17', 'OR8H2', 'IL31', 'FBXW12', 'ALLC', 'OR4K2', 'OR4X2', 'GRIN2B', 'PRAMEF20', 'OR8G2', 'MYF5', 'LINC01566', 'KIR3DL3', 'MMD2', 'ITIH1', 'MAGEB3', 'ABRA', 'TCERG1L', 'OR8J3', 'CYLC2', 'SLC25A31', 'FAM169B', 'LINC00113', 'LOC729609', 'BMP15', 'FAM74A3', 'CFHR4', 'DEFB126', 'DEFB129', 'DEFB134', 'OR6B3', 'OR2AT4', 'FAM170B', 'INS', 'RHAG', 'CT47A1', 'CSNK1A1P1', 'OTOP1', 'GAGE12F', 'SRY', 'NKAIN3', 'PSKH2', 'MYH1', 'CCK', 'TCP10', 'SNORA70B', 'OR52H1', 'CD200R1L', 'OR5P3', 'REG4', 'POU6F2', 'TRPV5', 'KRTAP10-3', 'GPRC6A', 'ODF3', 'SPINK1', 'SCARNA8', 'FTHL17', 'ZNF705A', 'HOXC12', 'OR6B2', 'AQP2', 'KRTAP11-1', 'OR10H2', 'OR51I2', 'SNORA47', 'ACOT12', 'LCN9', 'DISC2', 'GUCY2EP', 'FGF6', 'TFF2', 'CHIAP2', 'CXADRP2', 'SNORA38B', 'C20ORF166-AS1', 'SNORD94', 'TMEM88B', 'OR4S1', 'OR5M10', 'MGC27382', 'MBD3L5', 'CNTN5', 'PYDC2', 'SNORA59B', 'ENAM', 'FIGLA', 'CCDC37', 'PCGEM1', 'PSG11', 'OR5AN1', 'OR6F1', 'OR14I1', 'SNORD115-26', 'LOC392196', 'SNCB', 'PISRT1', 'BOLL', 'OR7C2', 'SPATA19', 'TTTY8', 'TTTY9B', 'NANOS2', 'AVPR1B', 'XAGE3', 'CNGB1', 'MOGAT3', 'OR2T12', 'NLRP8', 'KRTAP10-7', 'MAGEA1', 'SLC51B', 'CYP2C18', 'CNTNAP4', 'UGT1A4', 'TAS2R60', 'OPN1MW', 'RESP18', 'RPL3L', 'OACYLP', 'IHH', 'LRRTM1', 'SLC17A6', 'MAGEB6', 'SNAR-F', 'MAGEA5', 'CLEC4G', 'PRAMEF1', 'PRDM9', 'SPDYC', 'SPRR2C', 'GRK1', 'KRTAP2-1', 'DNTT', 'KRTAP19-6', 'FOXR1', 'OR6K6', 'APCS', 'SFTPC', 'BSX', 'NEU2', 'PAQR9', 'OR5M3', 'KCNIP4-IT1', 'SLC6A5', 'MUSK', 'PAPOLB', 'CNGA2', 'IL17F', 'SLC2A2', 'GOLGA6L1', 'C10ORF120', 'ZFY', 'F9', 'CALR3', 'ANP32D', 'KRTAP10-12', 'C11ORF94', 'CA6', 'APOA2', 'CCDC166', 'HAO1', 'LINC00304', 'DEFB123', 'PPIAL4E', 'KGFLP1', 'SFTPB', 'LINC00575', 'OR5M8', 'ALX4', 'DKFZP434K028', 'EPB42', 'HCRTR1', 'SPANXN3', 'IZUMO1R', 'KRT3', 'OR4D11', 'KRTAP3-2', 'OR52R1', 'SSX9', 'LELP1', 'CRYGB', 'FTMT', 'OTOL1', 'AWAT1', 'OR7E24', 'LINC00410', 'LINC01553', 'BTN1A1', 'KRT25', 'PLA2G12B', 'KRTAP10-11', 'SCN1A', 'OR1K1', 'C16ORF90', 'ANXA10', 'KRTAP13-1', 'GABRR3', 'PROKR2', 'CELA2B', 'MT4', 'OR12D2', 'C12ORF77', 'COX7B2', 'ALPPL2', 'ZNF679', 'FKBP6', 'FOXD4L3', 'IQCJ', 'OR1E2', 'LGALS14', 'OR4D5', 'TMEM14E', 'PRR32', 'OR2T10', 'HBE1', 'NXNL1', 'PRB4', 'LOC286238', 'LINC01591', 'AADACL3', 'PRAMEF16', 'AGXT2', 'AKR1C8P', 'TMPRSS11BNL', 'SCTR', 'BANF2', 'BTF3P11', 'RPS4Y2', 'CDX4', 'SLC36A3', 'CHAT', 'OR4K5', 'OR10W1', 'MTNR1B', 'YIPF7', 'SPACA3', 'LYZL1', 'TNP1', 'EPGN', 'NEUROD1', 'KRTAP9-2', 'SVOP', 'SLC5A8', 'ANGPTL3', 'SPRR2E', 'OR2G6', 'INSC', 'OR51B5', 'NCAN', 'OR7D4', 'OR2M3', 'PLCZ1', 'SLC10A1', 'LINC01142', 'DAW1', 'OR6A2', 'AADAC', 'NKX2-3', 'TRIM49', 'ACSM2B', 'GBA3', 'ITPK1-AS1', 'OCSTAMP', 'BCYRN1', 'CETN1', 'HIST1H3B', 'SNORA16B', 'GKN2', 'EDDM3B', 'PCSK2', 'HIST1H4B', 'FAM170A', 'HULC', 'LOC647859', 'MCF2', 'RSPH6A', 'C1ORF141', 'C1ORF94', 'OR5B17', 'OR4D10', 'CTRC', 'KRTAP1-3', 'SLC9C1', 'PTH2', 'BET1P1', 'SHH', 'GPHA2', 'OR10AG1', 'C12ORF50', 'ZSCAN10', 'LHX3', 'OR10G8', 'PRAC1', 'PSG4', 'DEFB119', 'HS3ST4', 'PRG1', 'IL3', 'GUCY2F', 'DMRT1', 'LINC00520', 'OR1M1', 'OR1N1', 'OR1S1', 'NLRP13', 'UGT2B28', 'FAM47C', 'MMP23A', 'KRT71', 'TDRG1', 'FAM138B', 'NXPE1', 'FAM150A', 'AMER3', 'PCDH8', 'GCGR', 'NPSR1-AS1', 'ARL13A', 'DRD3', 'HSD52', 'TARM1', 'TCEB3C', 'LINC00202-2', 'SH2D7', 'IGFBP1', 'OR5E1P', 'OR2B3', 'OR5H2', 'SNORA27', 'SLCO6A1', 'CALCB', 'TMEM8C', 'GABRA4', 'SNORD15B', 'LINC00479', 'LOC284798', 'CHRNB3', 'HGC6.3', 'CCKAR', 'XKR7', 'ISL1', 'MRGPRG-AS1', 'CGB8', 'SNORA36B', 'LINC00523', 'MYH7', 'CGB2', 'GUCA1C', 'NEUROG3', 'PRSS57', 'FAM71B', 'VWA5B1', 'PROKR1', 'SLCO1B7', 'VGLL2', 'UBE2DNL', 'NKX6-2', 'PRKY', 'CACNG7', 'GH1', 'CCER1', 'PPP1R2P9', 'TRPM3', 'C7ORF72', 'IL36A', 'BPIFB4', 'UGT2B10', 'USP50', 'MTVR2', 'MUC13', 'LINC00032', 'FGF23', 'OR4K1', 'KRTAP12-2', 'OR52N2', 'DEFB118', 'KRTAP1-5', 'DEFB115', 'AIRE', 'RNF151', 'EXD1', 'FGF16', 'APOA5', 'PASD1', 'SNORA77', 'OR2A14', 'POU4F3', 'SYT14P1', 'HTR1A', 'FMO9P', 'SNORD97', 'ZFAT-AS1', 'B4GALNT2', 'OLFM3', 'HMSD', 'OR2B11', 'FOXE3', 'OR10K1', 'LINC00923', 'OR1L4', 'DSCR10', 'KDM5D', 'ANKRD34C', 'CHRNA9', 'DPRX', 'POU4F2', 'KRTAP3-3', 'MYADML', 'SFTA3', 'OR52K2', 'HCRTR2', 'PTCHD3', 'LINC00710', 'OR1L1', 'MEP1A', 'FAM9B', 'SNORA2B', 'MAGEA9B', 'KRTAP12-1', 'LINC00964', 'OTC', 'GPR148', 'MYH16', 'PACRG-AS1', 'C12ORF42', 'ITLN2', 'OTOR', 'SPATA3', 'OR10AD1', 'HIST1H3F', 'LOC100129055', 'PLD5', 'LOC100132831', 'FAM83A-AS1', 'ARID3C', 'IGLL1', 'C11ORF87', 'MYL1', 'LINC00052', 'OVCH1', 'NPSR1', 'CLEC18C', 'MIR1-1HG', 'TMSB4Y', 'POM121L2', 'HRK', 'CDH10', 'VIL1', 'CLEC4M', 'SNORA64', 'SLC39A12', 'VCX3A', 'CLRN1-AS1', 'OR51F2', 'CMTM5', 'PSG3', 'HTR4', 'HPVC1', 'OR2M2', 'LOC100130264', 'C4ORF50', 'SOX3', 'HIST2H2AB', 'C7ORF57', 'ATOH7', 'AATK-AS1', 'CPA2', 'SPINK14', 'FERD3L', 'TSNAX-DISC1', 'H3F3AP5', 'OR5AR1', 'KRTAP4-8', 'CYP2W1', 'C15ORF43', 'C20ORF144', 'NF1P2', 'KLK12', 'DEFB108B', 'IFNA21', 'OR13C3', 'PPP1R3A', 'PRSS48', 'ADGRG7', 'ADAMTS20', 'CACNG3', 'KRTAP10-1', 'SNORA68', 'MBL2', 'PGA4', 'CXCL6', 'SLC12A1', 'COL20A1', 'KRT18P55', 'PRKAG3', 'S100A7', 'KRT73', 'LINC01101', 'LOC100130417', 'CELP', 'SNORA44', 'CLCA3P', 'LRRC30', 'TMPRSS11B', 'KRTAP7-1', 'SCARNA1', 'XIRP2', 'MCHR2', 'MMP21', 'PTX4', 'FAM19A1', 'MGC16025', 'SLURP1', 'TBX20', 'CCDC54', 'FFAR1', 'KRTAP5-2', 'FER1L6', 'HSFY1P1', 'GSX2', 'PPY2P', 'HTR6', 'NEUROD6', 'NUTM1', 'C2ORF27B', 'HEATR9', 'OR2T2', 'SLC28A2', 'HTR2C', 'KCNJ13', 'LINC01548', 'MYL2', 'FEZF1', 'MYH4', 'TMPRSS7', 'TMEM212', 'LINC00691', 'PRO0611', 'BARHL1', 'LOC285629', 'PATE3', 'SNORA72', 'OR5M1', 'TSHB', 'HILS1', 'C1ORF140', 'RFPL1', 'SNORA61', 'CDH19', 'SNORA5C', 'LOC644669', 'NYAP2', 'CLRN1', 'SALL3', 'GRM7', 'GCKR', 'TPTE2', 'ADGRE3', 'LRRC52', 'LRRIQ4', 'WFDC6', 'KRT12', 'CAPZA3', 'FAM71E2', 'C14ORF178', 'ADH6', 'PRTN3', 'LRRC74A', 'OR12D3', 'FNDC9', 'C5ORF47', 'A1CF', 'OR10R2', 'ZIC5', 'C12ORF56', 'PAGE2', 'C9ORF171', 'FSHR', 'OPRM1', 'OR4F17', 'KAAG1', 'CTXN3', 'CTRB2', 'OR5K1', 'FRG2DP', 'CAPNS2', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20107865915633893
		RMSE:  0.5031866190144979
		NRMSE:  0.13579562619977975
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27170508071542576
		RMSE:  0.5249654097328843
		NRMSE:  0.21064675210776365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  2.5975422751512873e-15
		NRMSE:  7.01002106386312e-16
		MAPE:  1.9524444200726e-12
		Pearson Correlation:  0.12103376834208115
		Spearman Correlation:  0.15493141514426592
		Coefficient of Determination:  -1.3352358507471918
		RMSE:  0.7113819800675654
		NRMSE:  0.28544795681961244
		MAPE:  594.0250034884663

	Predictor:  ElasticNet
		Pearson Correlation:  0.8421612414576437
		Spearman Correlation:  0.8042403144492406
		Coefficient of Determination:  0.6556987408184385
		RMSE:  0.26940934988485415
		NRMSE:  0.07270585104854557
		MAPE:  155.72724970829947
		Pearson Correlation:  0.39620195837350125
		Spearman Correlation:  0.440338064991627
		Coefficient of Determination:  0.1422524298419794
		RMSE:  0.4311389239614168
		NRMSE:  0.17299809159982374
		MAPE:  237.85420646864833

	Predictor:  RandomForests
		Pearson Correlation:  0.5745676466578189
		Spearman Correlation:  0.5755927152010699
		Coefficient of Determination:  0.3040713403259495
		RMSE:  0.3830237636075926
		NRMSE:  0.10336712039433395
		MAPE:  243.86827145409669
		Pearson Correlation:  0.403429465949659
		Spearman Correlation:  0.4344514575105335
		Coefficient of Determination:  0.15225739232033786
		RMSE:  0.4286170974352281
		NRMSE:  0.17198618765858856
		MAPE:  274.00621045985025


Fold:  2

Protein:  RB1
x_train_column_count:  1030
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'OR7G3', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'C12ORF77', 'DUX4L6', 'TAAR8', 'GUCA1C', 'GJA8', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'CTSL3P', 'SNORA36B', 'FGF6', 'LCE2D', 'BTBD17', 'OR7G1', 'FGF22', 'DEFB127', 'CPN1', 'MRGPRG-AS1', 'SMCP', 'FAM150A', 'LINC00326', 'REXO1L6P', 'CT47B1', 'SCP2D1', 'ST8SIA3', 'CHAT', 'CEACAM20', 'ZNRF4', 'LHX3', 'HNF1B', 'CTXN3', 'ANXA8L1', 'FAM224B', 'LINC01553', 'ESX1', 'CT47A2', 'SLC18A3', 'GNAT3', 'AMBN', 'SCARNA4', 'H1FOO', 'OR6T1', 'CT47A6', 'CT47A7', 'OR7G2', 'SSX6', 'FLG2', 'OC90', 'KRT78', 'KRTAP6-2', 'OR5AN1', 'LINC00671', 'CFHR2', 'DEFB119', 'NR0B1', 'OR4A47', 'OR8B8', 'FAM25BP', 'SEC14L3', 'OR10G4', 'SPAM1', 'LOC727924', 'OR4M2', 'OR10T2', 'SCARNA14', 'LCE1F', 'ATP4B', 'LINC01548', 'GYPA', 'BARHL1', 'CXORF51A', 'KRTAP19-5', 'LCE2A', 'SNORA55', 'CHODL-AS1', 'KRTAP4-11', 'TYR', 'CLCA1', 'SLC28A2', 'NMS', 'SPATA31A3', 'PROL1', 'ASB10', 'CLC', 'SNORA24', 'BTNL3', 'SUN3', 'PSMB11', 'ZNF536', 'SOX1', 'FXYD4', 'C1ORF105', 'C1ORF87', 'KLHL40', 'IL37', 'SNORA28', 'KCNU1', 'OR8U1', 'CSH2', 'GPR50', 'IGFL4', 'OR2B3', 'ZNF804B', 'C22ORF42', 'OLIG3', 'CT47A11', 'SNORD115-7', 'BRDTP1', 'SNORA20', 'GLRA4', 'OR6C76', 'SNORA5B', 'OR2AE1', 'PIWIL3', 'MAGEB10', 'FAM153C', 'CNTNAP5', 'APOA2', 'HAO2', 'IQCF2', 'OR7C2', 'KRT39', 'ASB18', 'SPIC', 'PPBPP1', 'GAGE2C', 'TMEM179', 'OR2T12', 'TSPYL6', 'PLA2G2F', 'AHSP', 'GPR151', 'MC2R', 'OR6C4', 'DEFB128', 'DMBT1P1', 'OLIG2', 'SLCO1A2', 'LELP1', 'SATB2-AS1', 'PRSS3P2', 'FGF4', 'CCKBR', 'OR2C3', 'TEX36-AS1', 'LOC440040', 'TEX33', 'NPHS2', 'BMP10', 'CDKL4', 'LOC100129935', 'MOS', 'IFNA21', 'KRTAP1-3', 'OR5B2', 'OR6B1', 'HTR3B', 'GNAT1', 'SYT10', 'DNAJC5G', 'PSG8', 'OR10S1', 'PRAP1', 'PRAMEF8', 'PSAPL1', 'LINC00111', 'KRTDAP', 'GOLGA8EP', 'RNASE8', 'KRTAP19-1', 'AKAP14', 'ZNF735', 'KRTAP12-2', 'TMEM196', 'CFC1B', 'USP17L6P', 'SLCO6A1', 'NKX2-6', 'NCOR1P1', 'GOT1L1', 'HFE2', 'USP26', 'ITLN2', 'KRTAP10-11', 'FAM24A', 'SNORD15A', 'FLJ25758', 'SPRR4', 'IFNA13', 'SNORA54', 'SOX3', 'KRT2', 'LY6G6D', 'DNMT3L', 'OR52A5', 'SCARNA20', 'FBP2', 'TAGLN3', 'IL31', 'MORC1', 'ARG1', 'MS4A10', 'LINC00207', 'GABRA6', 'TSPY1', 'TSPY2', 'LOC646813', 'OR1M1', 'GABRA1', 'KRTAP12-3', 'GHSR', 'NPBWR2', 'HAND1', 'OR2T29', 'FOXE1', 'LINC01020', 'SERPINB4', 'OTX2', 'OR6C74', 'TGIF2LX', 'SLC25A3P1', 'TMIGD1', 'PRAMEF5', 'OR1E2', 'SCGB1A1', 'FAM71A', 'FGF23', 'GUCA2B', 'C3ORF49', 'SYCP1', 'MRGPRX1', 'OR2T34', 'CYP3A4', 'SNORD116-19', 'ACSM2A', 'VRTN', 'OR4D11', 'OR8B3', 'LGALS14', 'OR52A4P', 'OR52B4', 'CT45A1', 'ARL5C', 'GYS2', 'SERPINI2', 'OR9A2', 'TMEM252', 'TMPRSS11F', 'TMPRSS11B', 'C10ORF53', 'TTTY2', 'MOGAT3', 'SNORA37', 'OR4F15', 'OR6S1', 'OR14C36', 'NXF2B', 'LINC00895', 'F13B', 'CGB5', 'LINC00469', 'HTR5A', 'HBG1', 'TCP10L2', 'IFNA16', 'OR10V1', 'FGA', 'PRSS1', 'ZNF479', 'MAGEB3', 'ZCCHC13', 'PPY', 'SNORA51', 'OR5H14', 'LINC00696', 'RAX2', 'WFDC5', 'OR4A16', 'GPR78', 'CLEC6A', 'ASB17', 'OR5T2', 'VWC2L', 'PSG7', 'ALPPL2', 'SST', 'PLG', 'ANKUB1', 'LINC00575', 'NOX3', 'SCARNA11', 'OR1S2', 'SNORA34', 'PLET1', 'LEUTX', 'LINC00523', 'RPL13AP17', 'OR1N1', 'LOC145845', 'ADAM18', 'TPD52L3', 'LINC01205', 'C18ORF42', 'POTED', 'ALOX12B', 'OR2G2', 'XAGE5', 'OR6M1', 'AMTN', 'OR2M2', 'HIST1H4F', 'C2ORF83', 'ARSF', 'SSX5', 'SFTA3', 'ARHGAP36', 'OR9G4', 'EPPIN', 'SLC1A6', 'ACTR3BP2', 'RESP18', 'OR11H4', 'OR4S1', 'ARR3', 'MBD3L5', 'OR2A2', 'LINC00488', 'CABS1', 'FMR1NB', 'TAAR9', 'PLSCR5', 'HNRNPCL1', 'SNORD89', 'TSGA13', 'ACTRT2', 'ZPBP', 'PROKR1', 'GH1', 'LINC01101', 'KRT13', 'BPIFA3', 'OPN1MW', 'OR4D9', 'SNORA70B', 'DEFB126', 'LINC00934', 'PROP1', 'SNORA1', 'FAM27B', 'OR8G5', 'CLCA4', 'ZIM3', 'PWAR4', 'CASC8', 'GABRG3', 'TRHR', 'CLRN2', 'ADGRG7', 'SPATA31C1', 'PRAMEF20', 'RGS8', 'RTP2', 'STATH', 'TCERG1L', 'ZAR1', 'COL6A4P1', 'MYBPHL', 'TMEM72', 'OR8G2', 'KRTAP25-1', 'OR2M4', 'CYP2W1', 'KRTAP19-8', 'SVOP', 'WFDC8', 'LINC00114', 'OR8H2', 'SLC38A8', 'OR2M7', 'SERPINB3', 'SLC32A1', 'LHX9', 'HYALP1', 'LINC00636', 'GYPB', 'NKAIN3', 'OR2T35', 'KRTAP6-1', 'HBD', 'KCNQ1DN', 'OR4C16', 'KRTAP19-2', 'DUXA', 'OR6Y1', 'IQCJ', 'LGI3', 'SPACA7', 'DAOA', 'OR7A17', 'FAM169B', 'OR2L8', 'HSFY2', 'SPANXA2', 'PPY2P', 'B3GNT6', 'DEFB104A', 'UGT2A3', 'OR6B3', 'TCP10', 'OR4K17', 'RHAG', 'SNORA38B', 'CTRB1', 'KRT3', 'INS', 'LINC00200', 'SPDYC', 'PRKAG3', 'OLIG1', 'KRTAP10-12', 'MYH1', 'LINC01566', 'FAM71C', 'LINC01565', 'PABPC1L2A', 'TRPV5', 'FDCSP', 'OR8J3', 'FTMT', 'INSM2', 'NEU2', 'TBC1D3P2', 'PPIAL4E', 'DYDC1', 'SFTPC', 'PRR27', 'MYF5', 'ACER1', 'DEFB129', 'HPD', 'IVL', 'C9ORF135', 'SNORD115-26', 'FBXW12', 'C3ORF30', 'IL13', 'MMD2', 'SLC51B', 'ITIH1', 'TEX13B', 'OR2AT4', 'HMX3', 'DNTT', 'CT47A1', 'OR6B2', 'KRTAP4-3', 'GSTA5', 'FAM27L', 'GPR148', 'OR1K1', 'LINC00602', 'AVPR1B', 'PRG1', 'C11ORF94', 'APOC3', 'LCN9', 'CYP2C18', 'SCARNA8', 'TAS2R60', 'KRTAP10-7', 'ZFAT-AS1', 'UCMA', 'SCN1A', 'LINC00113', 'FTHL17', 'HHLA1', 'LCE1D', 'PYDC2', 'OR11L1', 'GUCY2EP', 'CYLC2', 'KRTAP10-1', 'CSNK1A1P1', 'CCDC37', 'OR5M10', 'SPINK1', 'PSKH2', 'SULT1C3', 'CYP11B2', 'SNORD94', 'CYP7A1', 'CCK', 'SLC25A31', 'C20ORF173', 'OR5M8', 'LRRTM1', 'LOC729609', 'EPB42', 'TTTY8', 'TTTY9B', 'SLC17A6', 'EPGN', 'LYZL1', 'CGB8', 'SNORA77', 'CHIAP2', 'SPATA19', 'FAM138D', 'OLFM3', 'PCGEM1', 'UGT1A4', 'GBX2', 'SBSN', 'ACOT12', 'HBG2', 'CPLX3', 'REG4', 'PSG11', 'CNTNAP4', 'KRTAP21-1', 'SNORA47', 'KRTAP3-2', 'FFAR1', 'ABRA', 'TMEM202', 'HAO1', 'BOLL', 'ANGPTL3', 'ASAP1-IT1', 'SNCB', 'MMP20', 'LCN1', 'OR52K1', 'PRAMEF1', 'SPACA3', 'MUSK', 'PRDM9', 'SLITRK3', 'FOXN3-AS2', 'CCDC166', 'OR6K6', 'AADAC', 'KRTAP19-6', 'OR51G2', 'INSC', 'CCL24', 'UGT2B28', 'NKX2-1', 'OR2W1', 'DPRX', 'DPPA5', 'SNAR-F', 'MGC27382', 'CFHR4', 'NCAN', 'BRINP3', 'AWAT1', 'FOXD4L3', 'LOC285847', 'KRTAP2-1', 'CRLF2', 'DEFB123', 'BMP15', 'C1ORF94', 'IL17F', 'ENAM', 'TSKS', 'IQCF6', 'DPPA2', 'OR4C12', 'SPRR2E', 'DUSP21', 'LINC00923', 'APCS', 'KCNIP4-IT1', 'GRK1', 'OR51I2', 'PRSS54', 'MAGEA5', 'CRYGB', 'GAGE12F', 'ARL13A', 'OR56A1', 'MAP3K15', 'ASB11', 'DKFZP434K028', 'OR5H1', 'KRT25', 'NYX', 'CA6', 'NTS', 'C10ORF120', 'GCSAML-AS1', 'SLC10A1', 'SLC6A5', 'RPL3L', 'KRTAP10-6', 'IZUMO1R', 'MMP23A', 'MTNR1B', 'DAW1', 'BANF2', 'PROKR2', 'FAM74A3', 'NXNL1', 'TMPRSS12', 'OR6K2', 'PAPOLB', 'KRTAP10-3', 'OR12D2', 'AQP2', 'CD200R1L', 'FAM138B', 'OR6C2', 'LINC01312', 'LINC00410', 'IGLL3P', 'ADAM29', 'TFF2', 'NUTM1', 'SLURP1', 'KRTAP19-3', 'KRTAP5-4', 'AKR1C8P', 'TMEM88B', 'GOLGA6L1', 'OR4D5', 'KCNMB2', 'OTOL1', 'GRIN2B', 'YWHAEP7', 'ANP32D', 'OR1L1', 'TTTY15', 'SFTPB', 'NMUR2', 'IL3', 'OR51F2', 'YIPF7', 'USP9Y', 'CSN3', 'FAM71B', 'NEUROD1', 'OR2T10', 'OR2M3', 'OR10W1', 'ZNF705A', 'GPHA2', 'HBE1', 'SLC22A10', 'SNAR-G1', 'SNORA59B', 'PRB4', 'LRRC30', 'RBPJL', 'MAGEA9B', 'OR1B1', 'TARM1', 'AMER3', 'OR51B5', 'EDDM3B', 'TRIM48', 'GABRR3', 'IL36RN', 'URAD', 'RPS4Y2', 'KRTAP9-2', 'SDR16C6P', 'SLC9C1', 'SCTR', 'OCSTAMP', 'OR52R1', 'C16ORF90', 'PLA2G12B', 'NKX2-3', 'MUC2', 'SPANXN3', 'OR6A2', 'COX7B2', 'SYT14P1', 'OR7D4', 'SNORA76C', 'USH1C', 'TNP1', 'SPZ1', 'SNORD15B', 'AKR1D1', 'OR8I2', 'PSG4', 'BCYRN1', 'SHH', 'CCL15-CCL14', 'B4GALNT2', 'HULC', 'TBC1D21', 'OR13C9', 'FIGLA', 'ZNF679', 'OR5M3', 'PTH2', 'OR2L1P', 'TCEB3C', 'DEFB124', 'TRHDE', 'ANKRD34C', 'DEFB113', 'DMP1', 'GKN2', 'SNAR-I', 'CD300LD', 'DDI1', 'SNAR-E', 'GPR22', 'BPIFB4', 'CTRB2', 'CPA2', 'ADGRD2', 'KRTAP1-5', 'XKR7', 'OR10G8', 'BPIFB3', 'PPP1R2P9', 'SNORA36A', 'FKBP6', 'VIL1', 'SLC36A3', 'PCDH8', 'FAM41AY1', 'ACSM2B', 'AADACL3', 'SNORD97', 'NEUROD6', 'LINC00520', 'MAGEA1', 'CHRNB3', 'OR2AG1', 'OR4D2', 'C12ORF50', 'PRAC1', 'SH2D7', 'OACYLP', 'DISC2', 'NXPE1', 'USP50', 'BHLHE23', 'MYH7', 'CALCB', 'LOC284798', 'DEFB110', 'RAPGEF4-AS1', 'AIRE', 'KGFLP1', 'RFX6', 'CPNE4', 'CNGB1', 'CETN1', 'C2ORF27B', 'SSX9', 'SLC5A8', 'C11ORF40', 'LOC400736', 'SLCO1B7', 'TNFSF18', 'KRTAP1-1', 'KRT71', 'PRMT8', 'POU4F1', 'DMRT1', 'FAM183CP', 'KCNK4', 'ASB15', 'SCEL', 'GLYATL3', 'NEUROG3', 'CA5A', 'SNORA27', 'OR2L2', 'XIRP2', 'UGT2B10', 'FAM47C', 'NF1P2', 'DEFB118', 'TRIM75P', 'LINC00029', 'KCNJ16', 'CACNG7', 'HTR1A', 'DSCR10', 'MIR1-1HG', 'OR2A14', 'CD1B', 'OR8D4', 'GAGE2B', 'SPATA3', 'CIB4', 'HYMAI', 'ARL14', 'PRL', 'LOC100132831', 'FMO9P', 'HGC6.3', 'BTF3P11', 'OR52N1', 'SNORA16B', 'CDH10', 'HRK', 'KRTAP11-1', 'LINC00479', 'OR10H2', 'SNORA58', 'C12ORF42', 'LINC00202-2', 'C6ORF10', 'ODF3', 'GFI1B', 'OR1L4', 'OVCH1', 'HSD52', 'POU4F2', 'HIST1H3A', 'FAM19A1', 'HOXC12', 'OR52N2', 'NPB', 'ADRB3', 'HIST2H2AB', 'HIST1H3F', 'RAET1L', 'SNORA2B', 'HCRTR2', 'SPOCK3', 'SCARNA1', 'GPR52', 'SLC39A12', 'ANKRD20A20P', 'XAGE3', 'HTR2C', 'IFNL1', 'GSC2', 'DEFB109P1', 'CLRN1-AS1', 'SPINT3', 'HPVC1', 'HHATL', 'CYP2A7', 'SLC2A2', 'OR2A12', 'HIST1H2BM', 'RNF222', 'IGFBP1', 'NEUROG1', 'CA4', 'TPSD1', 'SERPINB11', 'NKX6-2', 'OR5H2', 'AATK-AS1', 'KRT12', 'KLRC4', 'LINC00314', 'FOXG1', 'GABBR2', 'SNORA72', 'MYH16', 'LOC647859', 'OR51T1', 'CRYGC', 'OR5M1', 'FOXE3', 'GBA3', 'LINC00710', 'CRISP2', 'EXD1', 'F2', 'TRPM3', 'CLCA3P', 'SLC13A1', 'LOC285627', 'CGB2', 'MROH5', 'LINC00452', 'LINC00964', 'PLD5', 'LINC00691', 'KRTAP12-1', 'OR51L1', 'LOC400940', 'OR4N4', 'MYL1', 'TMEM207', 'FAM170A', 'SCGB3A2', 'PTCHD3', 'NYAP2', 'OR51A2', 'C5ORF47', 'FAM92A1P2', 'IGLL1', 'FRMPD2', 'HBM', 'POU4F3', 'POU6F2', 'PRSS48', 'TSHB', 'LINC01105', 'OR10AD1', 'FOXI3', 'SNORA68', 'STON1-GTF2A1L', 'S100A12', 'B3GALT1', 'TKTL2', 'C12ORF56', 'C1ORF146', 'MEP1A', 'OR3A2', 'MT1B', 'CACNG3', 'LOC100130417', 'ALAS2', 'DPP10', 'MAGEA11', 'SLC22A12', 'INS-IGF2', 'PRAMEF14', 'ART1', 'OR13C2', 'SSX8', 'CLEC18C', 'ZIC5', 'OR5A1', 'GH2', 'GPRC6A', 'MYH4', 'OR5E1P', 'OR52K2', 'OR13H1', 'MAGEB4', 'PAQR9', 'HIST1H3B', 'LOC391343', 'C11ORF87', 'CCL7', 'CWH43', 'PDX1', 'VSTM5', 'NHLH2', 'SPANXN2', 'HMHB1', 'PCSK2', 'FGF16', 'FAM9B', 'SNORA64', 'PAEP', 'FAM71E2', 'FEZF1', 'PATE3', 'FRG2DP', 'DACH2', 'DAPL1', 'LOC100130264', 'LOC100129055', 'MYADML', 'FEZF2', 'MMP21', 'ABCA13', 'TBATA', 'SNORA16A', 'HIST1H4B', 'CYP1A2', 'BRDT', 'LINC00608', 'OTC', 'IFNE', 'CASR', 'MAGEA12', 'GABRA3', 'SLITRK1', 'GABRB1', 'OR52A1', 'KLK12', 'IFNL2', 'TAS2R42', 'SPRR1B', 'C4ORF51', 'GJA10', 'OR12D3', 'GJB7', 'GPR61', 'MYL2', 'TBX20', 'OR2T2', 'KAAG1', 'SPRR2G', 'VAX1', 'ISL1', 'C17ORF78', 'GCKR', 'RNF151', 'LINC00652', 'KRT18P55', 'PLCZ1', 'OR7A5', 'KRTAP10-4', 'OR9K2', 'ADCYAP1R1', 'S100A7', 'ZG16', 'KRTAP4-5', 'FOXR1', 'KRT73', 'CST13P', 'OPRM1', 'SPINK14', 'FSHR', 'OR5K1', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.012372001566697044
		RMSE:  0.23649063304821735
		NRMSE:  0.08648721220312221
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0009378943328373079
		RMSE:  0.2450188572791325
		NRMSE:  0.14037816530069125
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  1.1697035684298787e-15
		NRMSE:  4.2777339395475376e-16
		MAPE:  3.378313670338364e-12
		Pearson Correlation:  0.059307655113180355
		Spearman Correlation:  0.04686859818554288
		Coefficient of Determination:  -2.169434478084648
		RMSE:  0.4360003454318403
		NRMSE:  0.2497968084654927
		MAPE:  2018.653509749833

	Predictor:  ElasticNet
		Pearson Correlation:  0.6984891291118518
		Spearman Correlation:  0.5786116870528872
		Coefficient of Determination:  0.41136140262513354
		RMSE:  0.18033011049550735
		NRMSE:  0.06594869459314927
		MAPE:  293.2825964854941
		Pearson Correlation:  0.10842899926498387
		Spearman Correlation:  0.11315481416447176
		Coefficient of Determination:  -0.0355727869466953
		RMSE:  0.24922193237241258
		NRMSE:  0.14278622473239252
		MAPE:  197.11780625223574

	Predictor:  RandomForests
		Pearson Correlation:  0.627557085074531
		Spearman Correlation:  0.4498136186210809
		Coefficient of Determination:  0.20712263920704477
		RMSE:  0.20928923461158083
		NRMSE:  0.07653936315520071
		MAPE:  229.11119025602932
		Pearson Correlation:  0.07237664735865287
		Spearman Correlation:  0.14078742431549077
		Coefficient of Determination:  -0.01968609338025007
		RMSE:  0.24730289053862306
		NRMSE:  0.14168675192138458
		MAPE:  229.03367835638005

Protein:  CDH1
x_train_column_count:  1030
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'OR7G3', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'C12ORF77', 'DUX4L6', 'TAAR8', 'GUCA1C', 'GJA8', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'CTSL3P', 'SNORA36B', 'FGF6', 'LCE2D', 'BTBD17', 'OR7G1', 'FGF22', 'DEFB127', 'CPN1', 'MRGPRG-AS1', 'SMCP', 'FAM150A', 'LINC00326', 'REXO1L6P', 'CT47B1', 'SCP2D1', 'ST8SIA3', 'CHAT', 'CEACAM20', 'ZNRF4', 'LHX3', 'HNF1B', 'CTXN3', 'ANXA8L1', 'FAM224B', 'LINC01553', 'ESX1', 'CT47A2', 'SLC18A3', 'GNAT3', 'AMBN', 'SCARNA4', 'H1FOO', 'OR6T1', 'CT47A6', 'CT47A7', 'OR7G2', 'SSX6', 'FLG2', 'OC90', 'KRT78', 'KRTAP6-2', 'OR5AN1', 'LINC00671', 'CFHR2', 'DEFB119', 'NR0B1', 'OR4A47', 'OR8B8', 'FAM25BP', 'SEC14L3', 'OR10G4', 'SPAM1', 'LOC727924', 'OR4M2', 'OR10T2', 'SCARNA14', 'LCE1F', 'ATP4B', 'LINC01548', 'GYPA', 'BARHL1', 'CXORF51A', 'KRTAP19-5', 'LCE2A', 'SNORA55', 'CHODL-AS1', 'KRTAP4-11', 'TYR', 'CLCA1', 'SLC28A2', 'NMS', 'SPATA31A3', 'PROL1', 'ASB10', 'CLC', 'SNORA24', 'BTNL3', 'SUN3', 'PSMB11', 'ZNF536', 'SOX1', 'FXYD4', 'C1ORF105', 'C1ORF87', 'KLHL40', 'IL37', 'SNORA28', 'KCNU1', 'OR8U1', 'CSH2', 'GPR50', 'IGFL4', 'OR2B3', 'ZNF804B', 'C22ORF42', 'OLIG3', 'CT47A11', 'SNORD115-7', 'BRDTP1', 'SNORA20', 'GLRA4', 'OR6C76', 'SNORA5B', 'OR2AE1', 'PIWIL3', 'MAGEB10', 'FAM153C', 'CNTNAP5', 'APOA2', 'HAO2', 'IQCF2', 'OR7C2', 'KRT39', 'ASB18', 'SPIC', 'PPBPP1', 'GAGE2C', 'TMEM179', 'OR2T12', 'TSPYL6', 'PLA2G2F', 'AHSP', 'GPR151', 'MC2R', 'OR6C4', 'DEFB128', 'DMBT1P1', 'OLIG2', 'SLCO1A2', 'LELP1', 'SATB2-AS1', 'PRSS3P2', 'FGF4', 'CCKBR', 'OR2C3', 'TEX36-AS1', 'LOC440040', 'TEX33', 'NPHS2', 'BMP10', 'CDKL4', 'LOC100129935', 'MOS', 'IFNA21', 'KRTAP1-3', 'OR5B2', 'OR6B1', 'HTR3B', 'GNAT1', 'SYT10', 'DNAJC5G', 'PSG8', 'OR10S1', 'PRAP1', 'PRAMEF8', 'PSAPL1', 'LINC00111', 'KRTDAP', 'GOLGA8EP', 'RNASE8', 'KRTAP19-1', 'AKAP14', 'ZNF735', 'KRTAP12-2', 'TMEM196', 'CFC1B', 'USP17L6P', 'SLCO6A1', 'NKX2-6', 'NCOR1P1', 'GOT1L1', 'HFE2', 'USP26', 'ITLN2', 'KRTAP10-11', 'FAM24A', 'SNORD15A', 'FLJ25758', 'SPRR4', 'IFNA13', 'SNORA54', 'SOX3', 'KRT2', 'LY6G6D', 'DNMT3L', 'OR52A5', 'SCARNA20', 'FBP2', 'TAGLN3', 'IL31', 'MORC1', 'ARG1', 'MS4A10', 'LINC00207', 'GABRA6', 'TSPY1', 'TSPY2', 'LOC646813', 'OR1M1', 'GABRA1', 'KRTAP12-3', 'GHSR', 'NPBWR2', 'HAND1', 'OR2T29', 'FOXE1', 'LINC01020', 'SERPINB4', 'OTX2', 'OR6C74', 'TGIF2LX', 'SLC25A3P1', 'TMIGD1', 'PRAMEF5', 'OR1E2', 'SCGB1A1', 'FAM71A', 'FGF23', 'GUCA2B', 'C3ORF49', 'SYCP1', 'MRGPRX1', 'OR2T34', 'CYP3A4', 'SNORD116-19', 'ACSM2A', 'VRTN', 'OR4D11', 'OR8B3', 'LGALS14', 'OR52A4P', 'OR52B4', 'CT45A1', 'ARL5C', 'GYS2', 'SERPINI2', 'OR9A2', 'TMEM252', 'TMPRSS11F', 'TMPRSS11B', 'C10ORF53', 'TTTY2', 'MOGAT3', 'SNORA37', 'OR4F15', 'OR6S1', 'OR14C36', 'NXF2B', 'LINC00895', 'F13B', 'CGB5', 'LINC00469', 'HTR5A', 'HBG1', 'TCP10L2', 'IFNA16', 'OR10V1', 'FGA', 'PRSS1', 'ZNF479', 'MAGEB3', 'ZCCHC13', 'PPY', 'SNORA51', 'OR5H14', 'LINC00696', 'RAX2', 'WFDC5', 'OR4A16', 'GPR78', 'CLEC6A', 'ASB17', 'OR5T2', 'VWC2L', 'PSG7', 'ALPPL2', 'SST', 'PLG', 'ANKUB1', 'LINC00575', 'NOX3', 'SCARNA11', 'OR1S2', 'SNORA34', 'PLET1', 'LEUTX', 'LINC00523', 'RPL13AP17', 'OR1N1', 'LOC145845', 'ADAM18', 'TPD52L3', 'LINC01205', 'C18ORF42', 'POTED', 'ALOX12B', 'OR2G2', 'XAGE5', 'OR6M1', 'AMTN', 'OR2M2', 'HIST1H4F', 'C2ORF83', 'ARSF', 'SSX5', 'SFTA3', 'ARHGAP36', 'OR9G4', 'EPPIN', 'SLC1A6', 'ACTR3BP2', 'RESP18', 'OR11H4', 'OR4S1', 'ARR3', 'MBD3L5', 'OR2A2', 'LINC00488', 'CABS1', 'FMR1NB', 'TAAR9', 'PLSCR5', 'HNRNPCL1', 'SNORD89', 'TSGA13', 'ACTRT2', 'ZPBP', 'PROKR1', 'GH1', 'LINC01101', 'KRT13', 'BPIFA3', 'OPN1MW', 'OR4D9', 'SNORA70B', 'DEFB126', 'LINC00934', 'PROP1', 'SNORA1', 'FAM27B', 'OR8G5', 'CLCA4', 'ZIM3', 'PWAR4', 'CASC8', 'GABRG3', 'TRHR', 'CLRN2', 'ADGRG7', 'SPATA31C1', 'PRAMEF20', 'RGS8', 'RTP2', 'STATH', 'TCERG1L', 'ZAR1', 'COL6A4P1', 'MYBPHL', 'TMEM72', 'OR8G2', 'KRTAP25-1', 'OR2M4', 'CYP2W1', 'KRTAP19-8', 'SVOP', 'WFDC8', 'LINC00114', 'OR8H2', 'SLC38A8', 'OR2M7', 'SERPINB3', 'SLC32A1', 'LHX9', 'HYALP1', 'LINC00636', 'GYPB', 'NKAIN3', 'OR2T35', 'KRTAP6-1', 'HBD', 'KCNQ1DN', 'OR4C16', 'KRTAP19-2', 'DUXA', 'OR6Y1', 'IQCJ', 'LGI3', 'SPACA7', 'DAOA', 'OR7A17', 'FAM169B', 'OR2L8', 'HSFY2', 'SPANXA2', 'PPY2P', 'B3GNT6', 'DEFB104A', 'UGT2A3', 'OR6B3', 'TCP10', 'OR4K17', 'RHAG', 'SNORA38B', 'CTRB1', 'KRT3', 'INS', 'LINC00200', 'SPDYC', 'PRKAG3', 'OLIG1', 'KRTAP10-12', 'MYH1', 'LINC01566', 'FAM71C', 'LINC01565', 'PABPC1L2A', 'TRPV5', 'FDCSP', 'OR8J3', 'FTMT', 'INSM2', 'NEU2', 'TBC1D3P2', 'PPIAL4E', 'DYDC1', 'SFTPC', 'PRR27', 'MYF5', 'ACER1', 'DEFB129', 'HPD', 'IVL', 'C9ORF135', 'SNORD115-26', 'FBXW12', 'C3ORF30', 'IL13', 'MMD2', 'SLC51B', 'ITIH1', 'TEX13B', 'OR2AT4', 'HMX3', 'DNTT', 'CT47A1', 'OR6B2', 'KRTAP4-3', 'GSTA5', 'FAM27L', 'GPR148', 'OR1K1', 'LINC00602', 'AVPR1B', 'PRG1', 'C11ORF94', 'APOC3', 'LCN9', 'CYP2C18', 'SCARNA8', 'TAS2R60', 'KRTAP10-7', 'ZFAT-AS1', 'UCMA', 'SCN1A', 'LINC00113', 'FTHL17', 'HHLA1', 'LCE1D', 'PYDC2', 'OR11L1', 'GUCY2EP', 'CYLC2', 'KRTAP10-1', 'CSNK1A1P1', 'CCDC37', 'OR5M10', 'SPINK1', 'PSKH2', 'SULT1C3', 'CYP11B2', 'SNORD94', 'CYP7A1', 'CCK', 'SLC25A31', 'C20ORF173', 'OR5M8', 'LRRTM1', 'LOC729609', 'EPB42', 'TTTY8', 'TTTY9B', 'SLC17A6', 'EPGN', 'LYZL1', 'CGB8', 'SNORA77', 'CHIAP2', 'SPATA19', 'FAM138D', 'OLFM3', 'PCGEM1', 'UGT1A4', 'GBX2', 'SBSN', 'ACOT12', 'HBG2', 'CPLX3', 'REG4', 'PSG11', 'CNTNAP4', 'KRTAP21-1', 'SNORA47', 'KRTAP3-2', 'FFAR1', 'ABRA', 'TMEM202', 'HAO1', 'BOLL', 'ANGPTL3', 'ASAP1-IT1', 'SNCB', 'MMP20', 'LCN1', 'OR52K1', 'PRAMEF1', 'SPACA3', 'MUSK', 'PRDM9', 'SLITRK3', 'FOXN3-AS2', 'CCDC166', 'OR6K6', 'AADAC', 'KRTAP19-6', 'OR51G2', 'INSC', 'CCL24', 'UGT2B28', 'NKX2-1', 'OR2W1', 'DPRX', 'DPPA5', 'SNAR-F', 'MGC27382', 'CFHR4', 'NCAN', 'BRINP3', 'AWAT1', 'FOXD4L3', 'LOC285847', 'KRTAP2-1', 'CRLF2', 'DEFB123', 'BMP15', 'C1ORF94', 'IL17F', 'ENAM', 'TSKS', 'IQCF6', 'DPPA2', 'OR4C12', 'SPRR2E', 'DUSP21', 'LINC00923', 'APCS', 'KCNIP4-IT1', 'GRK1', 'OR51I2', 'PRSS54', 'MAGEA5', 'CRYGB', 'GAGE12F', 'ARL13A', 'OR56A1', 'MAP3K15', 'ASB11', 'DKFZP434K028', 'OR5H1', 'KRT25', 'NYX', 'CA6', 'NTS', 'C10ORF120', 'GCSAML-AS1', 'SLC10A1', 'SLC6A5', 'RPL3L', 'KRTAP10-6', 'IZUMO1R', 'MMP23A', 'MTNR1B', 'DAW1', 'BANF2', 'PROKR2', 'FAM74A3', 'NXNL1', 'TMPRSS12', 'OR6K2', 'PAPOLB', 'KRTAP10-3', 'OR12D2', 'AQP2', 'CD200R1L', 'FAM138B', 'OR6C2', 'LINC01312', 'LINC00410', 'IGLL3P', 'ADAM29', 'TFF2', 'NUTM1', 'SLURP1', 'KRTAP19-3', 'KRTAP5-4', 'AKR1C8P', 'TMEM88B', 'GOLGA6L1', 'OR4D5', 'KCNMB2', 'OTOL1', 'GRIN2B', 'YWHAEP7', 'ANP32D', 'OR1L1', 'TTTY15', 'SFTPB', 'NMUR2', 'IL3', 'OR51F2', 'YIPF7', 'USP9Y', 'CSN3', 'FAM71B', 'NEUROD1', 'OR2T10', 'OR2M3', 'OR10W1', 'ZNF705A', 'GPHA2', 'HBE1', 'SLC22A10', 'SNAR-G1', 'SNORA59B', 'PRB4', 'LRRC30', 'RBPJL', 'MAGEA9B', 'OR1B1', 'TARM1', 'AMER3', 'OR51B5', 'EDDM3B', 'TRIM48', 'GABRR3', 'IL36RN', 'URAD', 'RPS4Y2', 'KRTAP9-2', 'SDR16C6P', 'SLC9C1', 'SCTR', 'OCSTAMP', 'OR52R1', 'C16ORF90', 'PLA2G12B', 'NKX2-3', 'MUC2', 'SPANXN3', 'OR6A2', 'COX7B2', 'SYT14P1', 'OR7D4', 'SNORA76C', 'USH1C', 'TNP1', 'SPZ1', 'SNORD15B', 'AKR1D1', 'OR8I2', 'PSG4', 'BCYRN1', 'SHH', 'CCL15-CCL14', 'B4GALNT2', 'HULC', 'TBC1D21', 'OR13C9', 'FIGLA', 'ZNF679', 'OR5M3', 'PTH2', 'OR2L1P', 'TCEB3C', 'DEFB124', 'TRHDE', 'ANKRD34C', 'DEFB113', 'DMP1', 'GKN2', 'SNAR-I', 'CD300LD', 'DDI1', 'SNAR-E', 'GPR22', 'BPIFB4', 'CTRB2', 'CPA2', 'ADGRD2', 'KRTAP1-5', 'XKR7', 'OR10G8', 'BPIFB3', 'PPP1R2P9', 'SNORA36A', 'FKBP6', 'VIL1', 'SLC36A3', 'PCDH8', 'FAM41AY1', 'ACSM2B', 'AADACL3', 'SNORD97', 'NEUROD6', 'LINC00520', 'MAGEA1', 'CHRNB3', 'OR2AG1', 'OR4D2', 'C12ORF50', 'PRAC1', 'SH2D7', 'OACYLP', 'DISC2', 'NXPE1', 'USP50', 'BHLHE23', 'MYH7', 'CALCB', 'LOC284798', 'DEFB110', 'RAPGEF4-AS1', 'AIRE', 'KGFLP1', 'RFX6', 'CPNE4', 'CNGB1', 'CETN1', 'C2ORF27B', 'SSX9', 'SLC5A8', 'C11ORF40', 'LOC400736', 'SLCO1B7', 'TNFSF18', 'KRTAP1-1', 'KRT71', 'PRMT8', 'POU4F1', 'DMRT1', 'FAM183CP', 'KCNK4', 'ASB15', 'SCEL', 'GLYATL3', 'NEUROG3', 'CA5A', 'SNORA27', 'OR2L2', 'XIRP2', 'UGT2B10', 'FAM47C', 'NF1P2', 'DEFB118', 'TRIM75P', 'LINC00029', 'KCNJ16', 'CACNG7', 'HTR1A', 'DSCR10', 'MIR1-1HG', 'OR2A14', 'CD1B', 'OR8D4', 'GAGE2B', 'SPATA3', 'CIB4', 'HYMAI', 'ARL14', 'PRL', 'LOC100132831', 'FMO9P', 'HGC6.3', 'BTF3P11', 'OR52N1', 'SNORA16B', 'CDH10', 'HRK', 'KRTAP11-1', 'LINC00479', 'OR10H2', 'SNORA58', 'C12ORF42', 'LINC00202-2', 'C6ORF10', 'ODF3', 'GFI1B', 'OR1L4', 'OVCH1', 'HSD52', 'POU4F2', 'HIST1H3A', 'FAM19A1', 'HOXC12', 'OR52N2', 'NPB', 'ADRB3', 'HIST2H2AB', 'HIST1H3F', 'RAET1L', 'SNORA2B', 'HCRTR2', 'SPOCK3', 'SCARNA1', 'GPR52', 'SLC39A12', 'ANKRD20A20P', 'XAGE3', 'HTR2C', 'IFNL1', 'GSC2', 'DEFB109P1', 'CLRN1-AS1', 'SPINT3', 'HPVC1', 'HHATL', 'CYP2A7', 'SLC2A2', 'OR2A12', 'HIST1H2BM', 'RNF222', 'IGFBP1', 'NEUROG1', 'CA4', 'TPSD1', 'SERPINB11', 'NKX6-2', 'OR5H2', 'AATK-AS1', 'KRT12', 'KLRC4', 'LINC00314', 'FOXG1', 'GABBR2', 'SNORA72', 'MYH16', 'LOC647859', 'OR51T1', 'CRYGC', 'OR5M1', 'FOXE3', 'GBA3', 'LINC00710', 'CRISP2', 'EXD1', 'F2', 'TRPM3', 'CLCA3P', 'SLC13A1', 'LOC285627', 'CGB2', 'MROH5', 'LINC00452', 'LINC00964', 'PLD5', 'LINC00691', 'KRTAP12-1', 'OR51L1', 'LOC400940', 'OR4N4', 'MYL1', 'TMEM207', 'FAM170A', 'SCGB3A2', 'PTCHD3', 'NYAP2', 'OR51A2', 'C5ORF47', 'FAM92A1P2', 'IGLL1', 'FRMPD2', 'HBM', 'POU4F3', 'POU6F2', 'PRSS48', 'TSHB', 'LINC01105', 'OR10AD1', 'FOXI3', 'SNORA68', 'STON1-GTF2A1L', 'S100A12', 'B3GALT1', 'TKTL2', 'C12ORF56', 'C1ORF146', 'MEP1A', 'OR3A2', 'MT1B', 'CACNG3', 'LOC100130417', 'ALAS2', 'DPP10', 'MAGEA11', 'SLC22A12', 'INS-IGF2', 'PRAMEF14', 'ART1', 'OR13C2', 'SSX8', 'CLEC18C', 'ZIC5', 'OR5A1', 'GH2', 'GPRC6A', 'MYH4', 'OR5E1P', 'OR52K2', 'OR13H1', 'MAGEB4', 'PAQR9', 'HIST1H3B', 'LOC391343', 'C11ORF87', 'CCL7', 'CWH43', 'PDX1', 'VSTM5', 'NHLH2', 'SPANXN2', 'HMHB1', 'PCSK2', 'FGF16', 'FAM9B', 'SNORA64', 'PAEP', 'FAM71E2', 'FEZF1', 'PATE3', 'FRG2DP', 'DACH2', 'DAPL1', 'LOC100130264', 'LOC100129055', 'MYADML', 'FEZF2', 'MMP21', 'ABCA13', 'TBATA', 'SNORA16A', 'HIST1H4B', 'CYP1A2', 'BRDT', 'LINC00608', 'OTC', 'IFNE', 'CASR', 'MAGEA12', 'GABRA3', 'SLITRK1', 'GABRB1', 'OR52A1', 'KLK12', 'IFNL2', 'TAS2R42', 'SPRR1B', 'C4ORF51', 'GJA10', 'OR12D3', 'GJB7', 'GPR61', 'MYL2', 'TBX20', 'OR2T2', 'KAAG1', 'SPRR2G', 'VAX1', 'ISL1', 'C17ORF78', 'GCKR', 'RNF151', 'LINC00652', 'KRT18P55', 'PLCZ1', 'OR7A5', 'KRTAP10-4', 'OR9K2', 'ADCYAP1R1', 'S100A7', 'ZG16', 'KRTAP4-5', 'FOXR1', 'KRT73', 'CST13P', 'OPRM1', 'SPINK14', 'FSHR', 'OR5K1', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0848918633043636
		RMSE:  1.167193365558287
		NRMSE:  0.18724526599154356
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3357437347566168
		RMSE:  1.329821844339591
		NRMSE:  0.2361608674018098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  6.0034129157064444e-15
		NRMSE:  9.630886204710747e-16
		MAPE:  5.002940450589494e-12
		Pearson Correlation:  0.3044227077099506
		Spearman Correlation:  0.32199785386791535
		Coefficient of Determination:  -1.8527547233055608
		RMSE:  1.9434085374214038
		NRMSE:  0.34512671593347605
		MAPE:  805.4257265909534

	Predictor:  ElasticNet
		Pearson Correlation:  0.9169260484778308
		Spearman Correlation:  0.8802045927038603
		Coefficient of Determination:  0.811247052699263
		RMSE:  0.4868514358198203
		NRMSE:  0.07810242012028881
		MAPE:  214.42036868983521
		Pearson Correlation:  0.5867628844392277
		Spearman Correlation:  0.6241342308067507
		Coefficient of Determination:  0.30577157328412397
		RMSE:  0.9587007919587864
		NRMSE:  0.17025409198344635
		MAPE:  375.93523237950683

	Predictor:  RandomForests
		Pearson Correlation:  0.7648439242080054
		Spearman Correlation:  0.6723270713933032
		Coefficient of Determination:  0.5806326176026948
		RMSE:  0.7256829321779945
		NRMSE:  0.11641660899622916
		MAPE:  130.61141385413032
		Pearson Correlation:  0.6440615871438021
		Spearman Correlation:  0.6765251386403547
		Coefficient of Determination:  0.3803013403013663
		RMSE:  0.9057788343014113
		NRMSE:  0.16085576883349514
		MAPE:  207.87143304261315

Protein:  CDH2
x_train_column_count:  1030
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'OR7G3', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'C12ORF77', 'DUX4L6', 'TAAR8', 'GUCA1C', 'GJA8', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'CTSL3P', 'SNORA36B', 'FGF6', 'LCE2D', 'BTBD17', 'OR7G1', 'FGF22', 'DEFB127', 'CPN1', 'MRGPRG-AS1', 'SMCP', 'FAM150A', 'LINC00326', 'REXO1L6P', 'CT47B1', 'SCP2D1', 'ST8SIA3', 'CHAT', 'CEACAM20', 'ZNRF4', 'LHX3', 'HNF1B', 'CTXN3', 'ANXA8L1', 'FAM224B', 'LINC01553', 'ESX1', 'CT47A2', 'SLC18A3', 'GNAT3', 'AMBN', 'SCARNA4', 'H1FOO', 'OR6T1', 'CT47A6', 'CT47A7', 'OR7G2', 'SSX6', 'FLG2', 'OC90', 'KRT78', 'KRTAP6-2', 'OR5AN1', 'LINC00671', 'CFHR2', 'DEFB119', 'NR0B1', 'OR4A47', 'OR8B8', 'FAM25BP', 'SEC14L3', 'OR10G4', 'SPAM1', 'LOC727924', 'OR4M2', 'OR10T2', 'SCARNA14', 'LCE1F', 'ATP4B', 'LINC01548', 'GYPA', 'BARHL1', 'CXORF51A', 'KRTAP19-5', 'LCE2A', 'SNORA55', 'CHODL-AS1', 'KRTAP4-11', 'TYR', 'CLCA1', 'SLC28A2', 'NMS', 'SPATA31A3', 'PROL1', 'ASB10', 'CLC', 'SNORA24', 'BTNL3', 'SUN3', 'PSMB11', 'ZNF536', 'SOX1', 'FXYD4', 'C1ORF105', 'C1ORF87', 'KLHL40', 'IL37', 'SNORA28', 'KCNU1', 'OR8U1', 'CSH2', 'GPR50', 'IGFL4', 'OR2B3', 'ZNF804B', 'C22ORF42', 'OLIG3', 'CT47A11', 'SNORD115-7', 'BRDTP1', 'SNORA20', 'GLRA4', 'OR6C76', 'SNORA5B', 'OR2AE1', 'PIWIL3', 'MAGEB10', 'FAM153C', 'CNTNAP5', 'APOA2', 'HAO2', 'IQCF2', 'OR7C2', 'KRT39', 'ASB18', 'SPIC', 'PPBPP1', 'GAGE2C', 'TMEM179', 'OR2T12', 'TSPYL6', 'PLA2G2F', 'AHSP', 'GPR151', 'MC2R', 'OR6C4', 'DEFB128', 'DMBT1P1', 'OLIG2', 'SLCO1A2', 'LELP1', 'SATB2-AS1', 'PRSS3P2', 'FGF4', 'CCKBR', 'OR2C3', 'TEX36-AS1', 'LOC440040', 'TEX33', 'NPHS2', 'BMP10', 'CDKL4', 'LOC100129935', 'MOS', 'IFNA21', 'KRTAP1-3', 'OR5B2', 'OR6B1', 'HTR3B', 'GNAT1', 'SYT10', 'DNAJC5G', 'PSG8', 'OR10S1', 'PRAP1', 'PRAMEF8', 'PSAPL1', 'LINC00111', 'KRTDAP', 'GOLGA8EP', 'RNASE8', 'KRTAP19-1', 'AKAP14', 'ZNF735', 'KRTAP12-2', 'TMEM196', 'CFC1B', 'USP17L6P', 'SLCO6A1', 'NKX2-6', 'NCOR1P1', 'GOT1L1', 'HFE2', 'USP26', 'ITLN2', 'KRTAP10-11', 'FAM24A', 'SNORD15A', 'FLJ25758', 'SPRR4', 'IFNA13', 'SNORA54', 'SOX3', 'KRT2', 'LY6G6D', 'DNMT3L', 'OR52A5', 'SCARNA20', 'FBP2', 'TAGLN3', 'IL31', 'MORC1', 'ARG1', 'MS4A10', 'LINC00207', 'GABRA6', 'TSPY1', 'TSPY2', 'LOC646813', 'OR1M1', 'GABRA1', 'KRTAP12-3', 'GHSR', 'NPBWR2', 'HAND1', 'OR2T29', 'FOXE1', 'LINC01020', 'SERPINB4', 'OTX2', 'OR6C74', 'TGIF2LX', 'SLC25A3P1', 'TMIGD1', 'PRAMEF5', 'OR1E2', 'SCGB1A1', 'FAM71A', 'FGF23', 'GUCA2B', 'C3ORF49', 'SYCP1', 'MRGPRX1', 'OR2T34', 'CYP3A4', 'SNORD116-19', 'ACSM2A', 'VRTN', 'OR4D11', 'OR8B3', 'LGALS14', 'OR52A4P', 'OR52B4', 'CT45A1', 'ARL5C', 'GYS2', 'SERPINI2', 'OR9A2', 'TMEM252', 'TMPRSS11F', 'TMPRSS11B', 'C10ORF53', 'TTTY2', 'MOGAT3', 'SNORA37', 'OR4F15', 'OR6S1', 'OR14C36', 'NXF2B', 'LINC00895', 'F13B', 'CGB5', 'LINC00469', 'HTR5A', 'HBG1', 'TCP10L2', 'IFNA16', 'OR10V1', 'FGA', 'PRSS1', 'ZNF479', 'MAGEB3', 'ZCCHC13', 'PPY', 'SNORA51', 'OR5H14', 'LINC00696', 'RAX2', 'WFDC5', 'OR4A16', 'GPR78', 'CLEC6A', 'ASB17', 'OR5T2', 'VWC2L', 'PSG7', 'ALPPL2', 'SST', 'PLG', 'ANKUB1', 'LINC00575', 'NOX3', 'SCARNA11', 'OR1S2', 'SNORA34', 'PLET1', 'LEUTX', 'LINC00523', 'RPL13AP17', 'OR1N1', 'LOC145845', 'ADAM18', 'TPD52L3', 'LINC01205', 'C18ORF42', 'POTED', 'ALOX12B', 'OR2G2', 'XAGE5', 'OR6M1', 'AMTN', 'OR2M2', 'HIST1H4F', 'C2ORF83', 'ARSF', 'SSX5', 'SFTA3', 'ARHGAP36', 'OR9G4', 'EPPIN', 'SLC1A6', 'ACTR3BP2', 'RESP18', 'OR11H4', 'OR4S1', 'ARR3', 'MBD3L5', 'OR2A2', 'LINC00488', 'CABS1', 'FMR1NB', 'TAAR9', 'PLSCR5', 'HNRNPCL1', 'SNORD89', 'TSGA13', 'ACTRT2', 'ZPBP', 'PROKR1', 'GH1', 'LINC01101', 'KRT13', 'BPIFA3', 'OPN1MW', 'OR4D9', 'SNORA70B', 'DEFB126', 'LINC00934', 'PROP1', 'SNORA1', 'FAM27B', 'OR8G5', 'CLCA4', 'ZIM3', 'PWAR4', 'CASC8', 'GABRG3', 'TRHR', 'CLRN2', 'ADGRG7', 'SPATA31C1', 'PRAMEF20', 'RGS8', 'RTP2', 'STATH', 'TCERG1L', 'ZAR1', 'COL6A4P1', 'MYBPHL', 'TMEM72', 'OR8G2', 'KRTAP25-1', 'OR2M4', 'CYP2W1', 'KRTAP19-8', 'SVOP', 'WFDC8', 'LINC00114', 'OR8H2', 'SLC38A8', 'OR2M7', 'SERPINB3', 'SLC32A1', 'LHX9', 'HYALP1', 'LINC00636', 'GYPB', 'NKAIN3', 'OR2T35', 'KRTAP6-1', 'HBD', 'KCNQ1DN', 'OR4C16', 'KRTAP19-2', 'DUXA', 'OR6Y1', 'IQCJ', 'LGI3', 'SPACA7', 'DAOA', 'OR7A17', 'FAM169B', 'OR2L8', 'HSFY2', 'SPANXA2', 'PPY2P', 'B3GNT6', 'DEFB104A', 'UGT2A3', 'OR6B3', 'TCP10', 'OR4K17', 'RHAG', 'SNORA38B', 'CTRB1', 'KRT3', 'INS', 'LINC00200', 'SPDYC', 'PRKAG3', 'OLIG1', 'KRTAP10-12', 'MYH1', 'LINC01566', 'FAM71C', 'LINC01565', 'PABPC1L2A', 'TRPV5', 'FDCSP', 'OR8J3', 'FTMT', 'INSM2', 'NEU2', 'TBC1D3P2', 'PPIAL4E', 'DYDC1', 'SFTPC', 'PRR27', 'MYF5', 'ACER1', 'DEFB129', 'HPD', 'IVL', 'C9ORF135', 'SNORD115-26', 'FBXW12', 'C3ORF30', 'IL13', 'MMD2', 'SLC51B', 'ITIH1', 'TEX13B', 'OR2AT4', 'HMX3', 'DNTT', 'CT47A1', 'OR6B2', 'KRTAP4-3', 'GSTA5', 'FAM27L', 'GPR148', 'OR1K1', 'LINC00602', 'AVPR1B', 'PRG1', 'C11ORF94', 'APOC3', 'LCN9', 'CYP2C18', 'SCARNA8', 'TAS2R60', 'KRTAP10-7', 'ZFAT-AS1', 'UCMA', 'SCN1A', 'LINC00113', 'FTHL17', 'HHLA1', 'LCE1D', 'PYDC2', 'OR11L1', 'GUCY2EP', 'CYLC2', 'KRTAP10-1', 'CSNK1A1P1', 'CCDC37', 'OR5M10', 'SPINK1', 'PSKH2', 'SULT1C3', 'CYP11B2', 'SNORD94', 'CYP7A1', 'CCK', 'SLC25A31', 'C20ORF173', 'OR5M8', 'LRRTM1', 'LOC729609', 'EPB42', 'TTTY8', 'TTTY9B', 'SLC17A6', 'EPGN', 'LYZL1', 'CGB8', 'SNORA77', 'CHIAP2', 'SPATA19', 'FAM138D', 'OLFM3', 'PCGEM1', 'UGT1A4', 'GBX2', 'SBSN', 'ACOT12', 'HBG2', 'CPLX3', 'REG4', 'PSG11', 'CNTNAP4', 'KRTAP21-1', 'SNORA47', 'KRTAP3-2', 'FFAR1', 'ABRA', 'TMEM202', 'HAO1', 'BOLL', 'ANGPTL3', 'ASAP1-IT1', 'SNCB', 'MMP20', 'LCN1', 'OR52K1', 'PRAMEF1', 'SPACA3', 'MUSK', 'PRDM9', 'SLITRK3', 'FOXN3-AS2', 'CCDC166', 'OR6K6', 'AADAC', 'KRTAP19-6', 'OR51G2', 'INSC', 'CCL24', 'UGT2B28', 'NKX2-1', 'OR2W1', 'DPRX', 'DPPA5', 'SNAR-F', 'MGC27382', 'CFHR4', 'NCAN', 'BRINP3', 'AWAT1', 'FOXD4L3', 'LOC285847', 'KRTAP2-1', 'CRLF2', 'DEFB123', 'BMP15', 'C1ORF94', 'IL17F', 'ENAM', 'TSKS', 'IQCF6', 'DPPA2', 'OR4C12', 'SPRR2E', 'DUSP21', 'LINC00923', 'APCS', 'KCNIP4-IT1', 'GRK1', 'OR51I2', 'PRSS54', 'MAGEA5', 'CRYGB', 'GAGE12F', 'ARL13A', 'OR56A1', 'MAP3K15', 'ASB11', 'DKFZP434K028', 'OR5H1', 'KRT25', 'NYX', 'CA6', 'NTS', 'C10ORF120', 'GCSAML-AS1', 'SLC10A1', 'SLC6A5', 'RPL3L', 'KRTAP10-6', 'IZUMO1R', 'MMP23A', 'MTNR1B', 'DAW1', 'BANF2', 'PROKR2', 'FAM74A3', 'NXNL1', 'TMPRSS12', 'OR6K2', 'PAPOLB', 'KRTAP10-3', 'OR12D2', 'AQP2', 'CD200R1L', 'FAM138B', 'OR6C2', 'LINC01312', 'LINC00410', 'IGLL3P', 'ADAM29', 'TFF2', 'NUTM1', 'SLURP1', 'KRTAP19-3', 'KRTAP5-4', 'AKR1C8P', 'TMEM88B', 'GOLGA6L1', 'OR4D5', 'KCNMB2', 'OTOL1', 'GRIN2B', 'YWHAEP7', 'ANP32D', 'OR1L1', 'TTTY15', 'SFTPB', 'NMUR2', 'IL3', 'OR51F2', 'YIPF7', 'USP9Y', 'CSN3', 'FAM71B', 'NEUROD1', 'OR2T10', 'OR2M3', 'OR10W1', 'ZNF705A', 'GPHA2', 'HBE1', 'SLC22A10', 'SNAR-G1', 'SNORA59B', 'PRB4', 'LRRC30', 'RBPJL', 'MAGEA9B', 'OR1B1', 'TARM1', 'AMER3', 'OR51B5', 'EDDM3B', 'TRIM48', 'GABRR3', 'IL36RN', 'URAD', 'RPS4Y2', 'KRTAP9-2', 'SDR16C6P', 'SLC9C1', 'SCTR', 'OCSTAMP', 'OR52R1', 'C16ORF90', 'PLA2G12B', 'NKX2-3', 'MUC2', 'SPANXN3', 'OR6A2', 'COX7B2', 'SYT14P1', 'OR7D4', 'SNORA76C', 'USH1C', 'TNP1', 'SPZ1', 'SNORD15B', 'AKR1D1', 'OR8I2', 'PSG4', 'BCYRN1', 'SHH', 'CCL15-CCL14', 'B4GALNT2', 'HULC', 'TBC1D21', 'OR13C9', 'FIGLA', 'ZNF679', 'OR5M3', 'PTH2', 'OR2L1P', 'TCEB3C', 'DEFB124', 'TRHDE', 'ANKRD34C', 'DEFB113', 'DMP1', 'GKN2', 'SNAR-I', 'CD300LD', 'DDI1', 'SNAR-E', 'GPR22', 'BPIFB4', 'CTRB2', 'CPA2', 'ADGRD2', 'KRTAP1-5', 'XKR7', 'OR10G8', 'BPIFB3', 'PPP1R2P9', 'SNORA36A', 'FKBP6', 'VIL1', 'SLC36A3', 'PCDH8', 'FAM41AY1', 'ACSM2B', 'AADACL3', 'SNORD97', 'NEUROD6', 'LINC00520', 'MAGEA1', 'CHRNB3', 'OR2AG1', 'OR4D2', 'C12ORF50', 'PRAC1', 'SH2D7', 'OACYLP', 'DISC2', 'NXPE1', 'USP50', 'BHLHE23', 'MYH7', 'CALCB', 'LOC284798', 'DEFB110', 'RAPGEF4-AS1', 'AIRE', 'KGFLP1', 'RFX6', 'CPNE4', 'CNGB1', 'CETN1', 'C2ORF27B', 'SSX9', 'SLC5A8', 'C11ORF40', 'LOC400736', 'SLCO1B7', 'TNFSF18', 'KRTAP1-1', 'KRT71', 'PRMT8', 'POU4F1', 'DMRT1', 'FAM183CP', 'KCNK4', 'ASB15', 'SCEL', 'GLYATL3', 'NEUROG3', 'CA5A', 'SNORA27', 'OR2L2', 'XIRP2', 'UGT2B10', 'FAM47C', 'NF1P2', 'DEFB118', 'TRIM75P', 'LINC00029', 'KCNJ16', 'CACNG7', 'HTR1A', 'DSCR10', 'MIR1-1HG', 'OR2A14', 'CD1B', 'OR8D4', 'GAGE2B', 'SPATA3', 'CIB4', 'HYMAI', 'ARL14', 'PRL', 'LOC100132831', 'FMO9P', 'HGC6.3', 'BTF3P11', 'OR52N1', 'SNORA16B', 'CDH10', 'HRK', 'KRTAP11-1', 'LINC00479', 'OR10H2', 'SNORA58', 'C12ORF42', 'LINC00202-2', 'C6ORF10', 'ODF3', 'GFI1B', 'OR1L4', 'OVCH1', 'HSD52', 'POU4F2', 'HIST1H3A', 'FAM19A1', 'HOXC12', 'OR52N2', 'NPB', 'ADRB3', 'HIST2H2AB', 'HIST1H3F', 'RAET1L', 'SNORA2B', 'HCRTR2', 'SPOCK3', 'SCARNA1', 'GPR52', 'SLC39A12', 'ANKRD20A20P', 'XAGE3', 'HTR2C', 'IFNL1', 'GSC2', 'DEFB109P1', 'CLRN1-AS1', 'SPINT3', 'HPVC1', 'HHATL', 'CYP2A7', 'SLC2A2', 'OR2A12', 'HIST1H2BM', 'RNF222', 'IGFBP1', 'NEUROG1', 'CA4', 'TPSD1', 'SERPINB11', 'NKX6-2', 'OR5H2', 'AATK-AS1', 'KRT12', 'KLRC4', 'LINC00314', 'FOXG1', 'GABBR2', 'SNORA72', 'MYH16', 'LOC647859', 'OR51T1', 'CRYGC', 'OR5M1', 'FOXE3', 'GBA3', 'LINC00710', 'CRISP2', 'EXD1', 'F2', 'TRPM3', 'CLCA3P', 'SLC13A1', 'LOC285627', 'CGB2', 'MROH5', 'LINC00452', 'LINC00964', 'PLD5', 'LINC00691', 'KRTAP12-1', 'OR51L1', 'LOC400940', 'OR4N4', 'MYL1', 'TMEM207', 'FAM170A', 'SCGB3A2', 'PTCHD3', 'NYAP2', 'OR51A2', 'C5ORF47', 'FAM92A1P2', 'IGLL1', 'FRMPD2', 'HBM', 'POU4F3', 'POU6F2', 'PRSS48', 'TSHB', 'LINC01105', 'OR10AD1', 'FOXI3', 'SNORA68', 'STON1-GTF2A1L', 'S100A12', 'B3GALT1', 'TKTL2', 'C12ORF56', 'C1ORF146', 'MEP1A', 'OR3A2', 'MT1B', 'CACNG3', 'LOC100130417', 'ALAS2', 'DPP10', 'MAGEA11', 'SLC22A12', 'INS-IGF2', 'PRAMEF14', 'ART1', 'OR13C2', 'SSX8', 'CLEC18C', 'ZIC5', 'OR5A1', 'GH2', 'GPRC6A', 'MYH4', 'OR5E1P', 'OR52K2', 'OR13H1', 'MAGEB4', 'PAQR9', 'HIST1H3B', 'LOC391343', 'C11ORF87', 'CCL7', 'CWH43', 'PDX1', 'VSTM5', 'NHLH2', 'SPANXN2', 'HMHB1', 'PCSK2', 'FGF16', 'FAM9B', 'SNORA64', 'PAEP', 'FAM71E2', 'FEZF1', 'PATE3', 'FRG2DP', 'DACH2', 'DAPL1', 'LOC100130264', 'LOC100129055', 'MYADML', 'FEZF2', 'MMP21', 'ABCA13', 'TBATA', 'SNORA16A', 'HIST1H4B', 'CYP1A2', 'BRDT', 'LINC00608', 'OTC', 'IFNE', 'CASR', 'MAGEA12', 'GABRA3', 'SLITRK1', 'GABRB1', 'OR52A1', 'KLK12', 'IFNL2', 'TAS2R42', 'SPRR1B', 'C4ORF51', 'GJA10', 'OR12D3', 'GJB7', 'GPR61', 'MYL2', 'TBX20', 'OR2T2', 'KAAG1', 'SPRR2G', 'VAX1', 'ISL1', 'C17ORF78', 'GCKR', 'RNF151', 'LINC00652', 'KRT18P55', 'PLCZ1', 'OR7A5', 'KRTAP10-4', 'OR9K2', 'ADCYAP1R1', 'S100A7', 'ZG16', 'KRTAP4-5', 'FOXR1', 'KRT73', 'CST13P', 'OPRM1', 'SPINK14', 'FSHR', 'OR5K1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0042702958885580955
		RMSE:  0.36888339320753855
		NRMSE:  0.13366308906715652
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005559500410650786
		RMSE:  0.3881548727768219
		NRMSE:  0.20448899349205915
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  1.7957569109156364e-15
		NRMSE:  6.506837129196451e-16
		MAPE:  1.1062279280044574e-11
		Pearson Correlation:  0.04048711737185791
		Spearman Correlation:  0.08522583162618283
		Coefficient of Determination:  -1.6983454250273708
		RMSE:  0.6358430490868376
		NRMSE:  0.3349768719802956
		MAPE:  873.9657584706852

	Predictor:  ElasticNet
		Pearson Correlation:  0.814299609700057
		Spearman Correlation:  0.7824502250867776
		Coefficient of Determination:  0.5919146790745793
		RMSE:  0.23514691317181552
		NRMSE:  0.08520433117320658
		MAPE:  658.2432272270589
		Pearson Correlation:  0.1105736333111555
		Spearman Correlation:  0.16259877085162425
		Coefficient of Determination:  -0.018499954359224136
		RMSE:  0.390644453747853
		NRMSE:  0.20580056251434437
		MAPE:  166.6658416007406

	Predictor:  RandomForests
		Pearson Correlation:  0.5640727653302698
		Spearman Correlation:  0.47659995417478396
		Coefficient of Determination:  0.16220870221404982
		RMSE:  0.3369238214718678
		NRMSE:  0.12208269493146888
		MAPE:  177.1206300199472
		Pearson Correlation:  0.18444530859807956
		Spearman Correlation:  0.207945566286216
		Coefficient of Determination:  0.025325637349982277
		RMSE:  0.3821474158423136
		NRMSE:  0.20132412578552691
		MAPE:  123.5707234469332

Protein:  CDH3
x_train_column_count:  1030
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'OR7G3', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'C12ORF77', 'DUX4L6', 'TAAR8', 'GUCA1C', 'GJA8', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'CTSL3P', 'SNORA36B', 'FGF6', 'LCE2D', 'BTBD17', 'OR7G1', 'FGF22', 'DEFB127', 'CPN1', 'MRGPRG-AS1', 'SMCP', 'FAM150A', 'LINC00326', 'REXO1L6P', 'CT47B1', 'SCP2D1', 'ST8SIA3', 'CHAT', 'CEACAM20', 'ZNRF4', 'LHX3', 'HNF1B', 'CTXN3', 'ANXA8L1', 'FAM224B', 'LINC01553', 'ESX1', 'CT47A2', 'SLC18A3', 'GNAT3', 'AMBN', 'SCARNA4', 'H1FOO', 'OR6T1', 'CT47A6', 'CT47A7', 'OR7G2', 'SSX6', 'FLG2', 'OC90', 'KRT78', 'KRTAP6-2', 'OR5AN1', 'LINC00671', 'CFHR2', 'DEFB119', 'NR0B1', 'OR4A47', 'OR8B8', 'FAM25BP', 'SEC14L3', 'OR10G4', 'SPAM1', 'LOC727924', 'OR4M2', 'OR10T2', 'SCARNA14', 'LCE1F', 'ATP4B', 'LINC01548', 'GYPA', 'BARHL1', 'CXORF51A', 'KRTAP19-5', 'LCE2A', 'SNORA55', 'CHODL-AS1', 'KRTAP4-11', 'TYR', 'CLCA1', 'SLC28A2', 'NMS', 'SPATA31A3', 'PROL1', 'ASB10', 'CLC', 'SNORA24', 'BTNL3', 'SUN3', 'PSMB11', 'ZNF536', 'SOX1', 'FXYD4', 'C1ORF105', 'C1ORF87', 'KLHL40', 'IL37', 'SNORA28', 'KCNU1', 'OR8U1', 'CSH2', 'GPR50', 'IGFL4', 'OR2B3', 'ZNF804B', 'C22ORF42', 'OLIG3', 'CT47A11', 'SNORD115-7', 'BRDTP1', 'SNORA20', 'GLRA4', 'OR6C76', 'SNORA5B', 'OR2AE1', 'PIWIL3', 'MAGEB10', 'FAM153C', 'CNTNAP5', 'APOA2', 'HAO2', 'IQCF2', 'OR7C2', 'KRT39', 'ASB18', 'SPIC', 'PPBPP1', 'GAGE2C', 'TMEM179', 'OR2T12', 'TSPYL6', 'PLA2G2F', 'AHSP', 'GPR151', 'MC2R', 'OR6C4', 'DEFB128', 'DMBT1P1', 'OLIG2', 'SLCO1A2', 'LELP1', 'SATB2-AS1', 'PRSS3P2', 'FGF4', 'CCKBR', 'OR2C3', 'TEX36-AS1', 'LOC440040', 'TEX33', 'NPHS2', 'BMP10', 'CDKL4', 'LOC100129935', 'MOS', 'IFNA21', 'KRTAP1-3', 'OR5B2', 'OR6B1', 'HTR3B', 'GNAT1', 'SYT10', 'DNAJC5G', 'PSG8', 'OR10S1', 'PRAP1', 'PRAMEF8', 'PSAPL1', 'LINC00111', 'KRTDAP', 'GOLGA8EP', 'RNASE8', 'KRTAP19-1', 'AKAP14', 'ZNF735', 'KRTAP12-2', 'TMEM196', 'CFC1B', 'USP17L6P', 'SLCO6A1', 'NKX2-6', 'NCOR1P1', 'GOT1L1', 'HFE2', 'USP26', 'ITLN2', 'KRTAP10-11', 'FAM24A', 'SNORD15A', 'FLJ25758', 'SPRR4', 'IFNA13', 'SNORA54', 'SOX3', 'KRT2', 'LY6G6D', 'DNMT3L', 'OR52A5', 'SCARNA20', 'FBP2', 'TAGLN3', 'IL31', 'MORC1', 'ARG1', 'MS4A10', 'LINC00207', 'GABRA6', 'TSPY1', 'TSPY2', 'LOC646813', 'OR1M1', 'GABRA1', 'KRTAP12-3', 'GHSR', 'NPBWR2', 'HAND1', 'OR2T29', 'FOXE1', 'LINC01020', 'SERPINB4', 'OTX2', 'OR6C74', 'TGIF2LX', 'SLC25A3P1', 'TMIGD1', 'PRAMEF5', 'OR1E2', 'SCGB1A1', 'FAM71A', 'FGF23', 'GUCA2B', 'C3ORF49', 'SYCP1', 'MRGPRX1', 'OR2T34', 'CYP3A4', 'SNORD116-19', 'ACSM2A', 'VRTN', 'OR4D11', 'OR8B3', 'LGALS14', 'OR52A4P', 'OR52B4', 'CT45A1', 'ARL5C', 'GYS2', 'SERPINI2', 'OR9A2', 'TMEM252', 'TMPRSS11F', 'TMPRSS11B', 'C10ORF53', 'TTTY2', 'MOGAT3', 'SNORA37', 'OR4F15', 'OR6S1', 'OR14C36', 'NXF2B', 'LINC00895', 'F13B', 'CGB5', 'LINC00469', 'HTR5A', 'HBG1', 'TCP10L2', 'IFNA16', 'OR10V1', 'FGA', 'PRSS1', 'ZNF479', 'MAGEB3', 'ZCCHC13', 'PPY', 'SNORA51', 'OR5H14', 'LINC00696', 'RAX2', 'WFDC5', 'OR4A16', 'GPR78', 'CLEC6A', 'ASB17', 'OR5T2', 'VWC2L', 'PSG7', 'ALPPL2', 'SST', 'PLG', 'ANKUB1', 'LINC00575', 'NOX3', 'SCARNA11', 'OR1S2', 'SNORA34', 'PLET1', 'LEUTX', 'LINC00523', 'RPL13AP17', 'OR1N1', 'LOC145845', 'ADAM18', 'TPD52L3', 'LINC01205', 'C18ORF42', 'POTED', 'ALOX12B', 'OR2G2', 'XAGE5', 'OR6M1', 'AMTN', 'OR2M2', 'HIST1H4F', 'C2ORF83', 'ARSF', 'SSX5', 'SFTA3', 'ARHGAP36', 'OR9G4', 'EPPIN', 'SLC1A6', 'ACTR3BP2', 'RESP18', 'OR11H4', 'OR4S1', 'ARR3', 'MBD3L5', 'OR2A2', 'LINC00488', 'CABS1', 'FMR1NB', 'TAAR9', 'PLSCR5', 'HNRNPCL1', 'SNORD89', 'TSGA13', 'ACTRT2', 'ZPBP', 'PROKR1', 'GH1', 'LINC01101', 'KRT13', 'BPIFA3', 'OPN1MW', 'OR4D9', 'SNORA70B', 'DEFB126', 'LINC00934', 'PROP1', 'SNORA1', 'FAM27B', 'OR8G5', 'CLCA4', 'ZIM3', 'PWAR4', 'CASC8', 'GABRG3', 'TRHR', 'CLRN2', 'ADGRG7', 'SPATA31C1', 'PRAMEF20', 'RGS8', 'RTP2', 'STATH', 'TCERG1L', 'ZAR1', 'COL6A4P1', 'MYBPHL', 'TMEM72', 'OR8G2', 'KRTAP25-1', 'OR2M4', 'CYP2W1', 'KRTAP19-8', 'SVOP', 'WFDC8', 'LINC00114', 'OR8H2', 'SLC38A8', 'OR2M7', 'SERPINB3', 'SLC32A1', 'LHX9', 'HYALP1', 'LINC00636', 'GYPB', 'NKAIN3', 'OR2T35', 'KRTAP6-1', 'HBD', 'KCNQ1DN', 'OR4C16', 'KRTAP19-2', 'DUXA', 'OR6Y1', 'IQCJ', 'LGI3', 'SPACA7', 'DAOA', 'OR7A17', 'FAM169B', 'OR2L8', 'HSFY2', 'SPANXA2', 'PPY2P', 'B3GNT6', 'DEFB104A', 'UGT2A3', 'OR6B3', 'TCP10', 'OR4K17', 'RHAG', 'SNORA38B', 'CTRB1', 'KRT3', 'INS', 'LINC00200', 'SPDYC', 'PRKAG3', 'OLIG1', 'KRTAP10-12', 'MYH1', 'LINC01566', 'FAM71C', 'LINC01565', 'PABPC1L2A', 'TRPV5', 'FDCSP', 'OR8J3', 'FTMT', 'INSM2', 'NEU2', 'TBC1D3P2', 'PPIAL4E', 'DYDC1', 'SFTPC', 'PRR27', 'MYF5', 'ACER1', 'DEFB129', 'HPD', 'IVL', 'C9ORF135', 'SNORD115-26', 'FBXW12', 'C3ORF30', 'IL13', 'MMD2', 'SLC51B', 'ITIH1', 'TEX13B', 'OR2AT4', 'HMX3', 'DNTT', 'CT47A1', 'OR6B2', 'KRTAP4-3', 'GSTA5', 'FAM27L', 'GPR148', 'OR1K1', 'LINC00602', 'AVPR1B', 'PRG1', 'C11ORF94', 'APOC3', 'LCN9', 'CYP2C18', 'SCARNA8', 'TAS2R60', 'KRTAP10-7', 'ZFAT-AS1', 'UCMA', 'SCN1A', 'LINC00113', 'FTHL17', 'HHLA1', 'LCE1D', 'PYDC2', 'OR11L1', 'GUCY2EP', 'CYLC2', 'KRTAP10-1', 'CSNK1A1P1', 'CCDC37', 'OR5M10', 'SPINK1', 'PSKH2', 'SULT1C3', 'CYP11B2', 'SNORD94', 'CYP7A1', 'CCK', 'SLC25A31', 'C20ORF173', 'OR5M8', 'LRRTM1', 'LOC729609', 'EPB42', 'TTTY8', 'TTTY9B', 'SLC17A6', 'EPGN', 'LYZL1', 'CGB8', 'SNORA77', 'CHIAP2', 'SPATA19', 'FAM138D', 'OLFM3', 'PCGEM1', 'UGT1A4', 'GBX2', 'SBSN', 'ACOT12', 'HBG2', 'CPLX3', 'REG4', 'PSG11', 'CNTNAP4', 'KRTAP21-1', 'SNORA47', 'KRTAP3-2', 'FFAR1', 'ABRA', 'TMEM202', 'HAO1', 'BOLL', 'ANGPTL3', 'ASAP1-IT1', 'SNCB', 'MMP20', 'LCN1', 'OR52K1', 'PRAMEF1', 'SPACA3', 'MUSK', 'PRDM9', 'SLITRK3', 'FOXN3-AS2', 'CCDC166', 'OR6K6', 'AADAC', 'KRTAP19-6', 'OR51G2', 'INSC', 'CCL24', 'UGT2B28', 'NKX2-1', 'OR2W1', 'DPRX', 'DPPA5', 'SNAR-F', 'MGC27382', 'CFHR4', 'NCAN', 'BRINP3', 'AWAT1', 'FOXD4L3', 'LOC285847', 'KRTAP2-1', 'CRLF2', 'DEFB123', 'BMP15', 'C1ORF94', 'IL17F', 'ENAM', 'TSKS', 'IQCF6', 'DPPA2', 'OR4C12', 'SPRR2E', 'DUSP21', 'LINC00923', 'APCS', 'KCNIP4-IT1', 'GRK1', 'OR51I2', 'PRSS54', 'MAGEA5', 'CRYGB', 'GAGE12F', 'ARL13A', 'OR56A1', 'MAP3K15', 'ASB11', 'DKFZP434K028', 'OR5H1', 'KRT25', 'NYX', 'CA6', 'NTS', 'C10ORF120', 'GCSAML-AS1', 'SLC10A1', 'SLC6A5', 'RPL3L', 'KRTAP10-6', 'IZUMO1R', 'MMP23A', 'MTNR1B', 'DAW1', 'BANF2', 'PROKR2', 'FAM74A3', 'NXNL1', 'TMPRSS12', 'OR6K2', 'PAPOLB', 'KRTAP10-3', 'OR12D2', 'AQP2', 'CD200R1L', 'FAM138B', 'OR6C2', 'LINC01312', 'LINC00410', 'IGLL3P', 'ADAM29', 'TFF2', 'NUTM1', 'SLURP1', 'KRTAP19-3', 'KRTAP5-4', 'AKR1C8P', 'TMEM88B', 'GOLGA6L1', 'OR4D5', 'KCNMB2', 'OTOL1', 'GRIN2B', 'YWHAEP7', 'ANP32D', 'OR1L1', 'TTTY15', 'SFTPB', 'NMUR2', 'IL3', 'OR51F2', 'YIPF7', 'USP9Y', 'CSN3', 'FAM71B', 'NEUROD1', 'OR2T10', 'OR2M3', 'OR10W1', 'ZNF705A', 'GPHA2', 'HBE1', 'SLC22A10', 'SNAR-G1', 'SNORA59B', 'PRB4', 'LRRC30', 'RBPJL', 'MAGEA9B', 'OR1B1', 'TARM1', 'AMER3', 'OR51B5', 'EDDM3B', 'TRIM48', 'GABRR3', 'IL36RN', 'URAD', 'RPS4Y2', 'KRTAP9-2', 'SDR16C6P', 'SLC9C1', 'SCTR', 'OCSTAMP', 'OR52R1', 'C16ORF90', 'PLA2G12B', 'NKX2-3', 'MUC2', 'SPANXN3', 'OR6A2', 'COX7B2', 'SYT14P1', 'OR7D4', 'SNORA76C', 'USH1C', 'TNP1', 'SPZ1', 'SNORD15B', 'AKR1D1', 'OR8I2', 'PSG4', 'BCYRN1', 'SHH', 'CCL15-CCL14', 'B4GALNT2', 'HULC', 'TBC1D21', 'OR13C9', 'FIGLA', 'ZNF679', 'OR5M3', 'PTH2', 'OR2L1P', 'TCEB3C', 'DEFB124', 'TRHDE', 'ANKRD34C', 'DEFB113', 'DMP1', 'GKN2', 'SNAR-I', 'CD300LD', 'DDI1', 'SNAR-E', 'GPR22', 'BPIFB4', 'CTRB2', 'CPA2', 'ADGRD2', 'KRTAP1-5', 'XKR7', 'OR10G8', 'BPIFB3', 'PPP1R2P9', 'SNORA36A', 'FKBP6', 'VIL1', 'SLC36A3', 'PCDH8', 'FAM41AY1', 'ACSM2B', 'AADACL3', 'SNORD97', 'NEUROD6', 'LINC00520', 'MAGEA1', 'CHRNB3', 'OR2AG1', 'OR4D2', 'C12ORF50', 'PRAC1', 'SH2D7', 'OACYLP', 'DISC2', 'NXPE1', 'USP50', 'BHLHE23', 'MYH7', 'CALCB', 'LOC284798', 'DEFB110', 'RAPGEF4-AS1', 'AIRE', 'KGFLP1', 'RFX6', 'CPNE4', 'CNGB1', 'CETN1', 'C2ORF27B', 'SSX9', 'SLC5A8', 'C11ORF40', 'LOC400736', 'SLCO1B7', 'TNFSF18', 'KRTAP1-1', 'KRT71', 'PRMT8', 'POU4F1', 'DMRT1', 'FAM183CP', 'KCNK4', 'ASB15', 'SCEL', 'GLYATL3', 'NEUROG3', 'CA5A', 'SNORA27', 'OR2L2', 'XIRP2', 'UGT2B10', 'FAM47C', 'NF1P2', 'DEFB118', 'TRIM75P', 'LINC00029', 'KCNJ16', 'CACNG7', 'HTR1A', 'DSCR10', 'MIR1-1HG', 'OR2A14', 'CD1B', 'OR8D4', 'GAGE2B', 'SPATA3', 'CIB4', 'HYMAI', 'ARL14', 'PRL', 'LOC100132831', 'FMO9P', 'HGC6.3', 'BTF3P11', 'OR52N1', 'SNORA16B', 'CDH10', 'HRK', 'KRTAP11-1', 'LINC00479', 'OR10H2', 'SNORA58', 'C12ORF42', 'LINC00202-2', 'C6ORF10', 'ODF3', 'GFI1B', 'OR1L4', 'OVCH1', 'HSD52', 'POU4F2', 'HIST1H3A', 'FAM19A1', 'HOXC12', 'OR52N2', 'NPB', 'ADRB3', 'HIST2H2AB', 'HIST1H3F', 'RAET1L', 'SNORA2B', 'HCRTR2', 'SPOCK3', 'SCARNA1', 'GPR52', 'SLC39A12', 'ANKRD20A20P', 'XAGE3', 'HTR2C', 'IFNL1', 'GSC2', 'DEFB109P1', 'CLRN1-AS1', 'SPINT3', 'HPVC1', 'HHATL', 'CYP2A7', 'SLC2A2', 'OR2A12', 'HIST1H2BM', 'RNF222', 'IGFBP1', 'NEUROG1', 'CA4', 'TPSD1', 'SERPINB11', 'NKX6-2', 'OR5H2', 'AATK-AS1', 'KRT12', 'KLRC4', 'LINC00314', 'FOXG1', 'GABBR2', 'SNORA72', 'MYH16', 'LOC647859', 'OR51T1', 'CRYGC', 'OR5M1', 'FOXE3', 'GBA3', 'LINC00710', 'CRISP2', 'EXD1', 'F2', 'TRPM3', 'CLCA3P', 'SLC13A1', 'LOC285627', 'CGB2', 'MROH5', 'LINC00452', 'LINC00964', 'PLD5', 'LINC00691', 'KRTAP12-1', 'OR51L1', 'LOC400940', 'OR4N4', 'MYL1', 'TMEM207', 'FAM170A', 'SCGB3A2', 'PTCHD3', 'NYAP2', 'OR51A2', 'C5ORF47', 'FAM92A1P2', 'IGLL1', 'FRMPD2', 'HBM', 'POU4F3', 'POU6F2', 'PRSS48', 'TSHB', 'LINC01105', 'OR10AD1', 'FOXI3', 'SNORA68', 'STON1-GTF2A1L', 'S100A12', 'B3GALT1', 'TKTL2', 'C12ORF56', 'C1ORF146', 'MEP1A', 'OR3A2', 'MT1B', 'CACNG3', 'LOC100130417', 'ALAS2', 'DPP10', 'MAGEA11', 'SLC22A12', 'INS-IGF2', 'PRAMEF14', 'ART1', 'OR13C2', 'SSX8', 'CLEC18C', 'ZIC5', 'OR5A1', 'GH2', 'GPRC6A', 'MYH4', 'OR5E1P', 'OR52K2', 'OR13H1', 'MAGEB4', 'PAQR9', 'HIST1H3B', 'LOC391343', 'C11ORF87', 'CCL7', 'CWH43', 'PDX1', 'VSTM5', 'NHLH2', 'SPANXN2', 'HMHB1', 'PCSK2', 'FGF16', 'FAM9B', 'SNORA64', 'PAEP', 'FAM71E2', 'FEZF1', 'PATE3', 'FRG2DP', 'DACH2', 'DAPL1', 'LOC100130264', 'LOC100129055', 'MYADML', 'FEZF2', 'MMP21', 'ABCA13', 'TBATA', 'SNORA16A', 'HIST1H4B', 'CYP1A2', 'BRDT', 'LINC00608', 'OTC', 'IFNE', 'CASR', 'MAGEA12', 'GABRA3', 'SLITRK1', 'GABRB1', 'OR52A1', 'KLK12', 'IFNL2', 'TAS2R42', 'SPRR1B', 'C4ORF51', 'GJA10', 'OR12D3', 'GJB7', 'GPR61', 'MYL2', 'TBX20', 'OR2T2', 'KAAG1', 'SPRR2G', 'VAX1', 'ISL1', 'C17ORF78', 'GCKR', 'RNF151', 'LINC00652', 'KRT18P55', 'PLCZ1', 'OR7A5', 'KRTAP10-4', 'OR9K2', 'ADCYAP1R1', 'S100A7', 'ZG16', 'KRTAP4-5', 'FOXR1', 'KRT73', 'CST13P', 'OPRM1', 'SPINK14', 'FSHR', 'OR5K1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032535082492379797
		RMSE:  0.20804431995898212
		NRMSE:  0.15657381105189322
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10171995354262497
		RMSE:  0.2077503373255318
		NRMSE:  0.17094572313464315
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  1.0609246674156215e-15
		NRMSE:  7.984501497035676e-16
		MAPE:  3.8672506981435536e-12
		Pearson Correlation:  0.13485733441219314
		Spearman Correlation:  0.18187493903033852
		Coefficient of Determination:  -2.9022569429955936
		RMSE:  0.39098856951781596
		NRMSE:  0.3217218542893245
		MAPE:  4733.153219099118

	Predictor:  ElasticNet
		Pearson Correlation:  0.7088215873197364
		Spearman Correlation:  0.6870756581005768
		Coefficient of Determination:  0.43412586028070344
		RMSE:  0.1562465523575283
		NRMSE:  0.11759089683948452
		MAPE:  226.88130515611604
		Pearson Correlation:  0.1751021992684709
		Spearman Correlation:  0.22789483952785097
		Coefficient of Determination:  -0.17577746808890127
		RMSE:  0.21461926179968252
		NRMSE:  0.1765977633503518
		MAPE:  910.3918545318758

	Predictor:  RandomForests
		Pearson Correlation:  0.5787066295784826
		Spearman Correlation:  0.5924469955850565
		Coefficient of Determination:  0.28694248694998614
		RMSE:  0.17539321935852764
		NRMSE:  0.1320006467518063
		MAPE:  292.91461301232243
		Pearson Correlation:  0.18678756700263555
		Spearman Correlation:  0.29491269144473714
		Coefficient of Determination:  -0.13326239831011222
		RMSE:  0.2107033155740488
		NRMSE:  0.173375557947872
		MAPE:  936.1404160232647

Protein:  PTEN
x_train_column_count:  1030
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'OR7G3', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'C12ORF77', 'DUX4L6', 'TAAR8', 'GUCA1C', 'GJA8', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'CTSL3P', 'SNORA36B', 'FGF6', 'LCE2D', 'BTBD17', 'OR7G1', 'FGF22', 'DEFB127', 'CPN1', 'MRGPRG-AS1', 'SMCP', 'FAM150A', 'LINC00326', 'REXO1L6P', 'CT47B1', 'SCP2D1', 'ST8SIA3', 'CHAT', 'CEACAM20', 'ZNRF4', 'LHX3', 'HNF1B', 'CTXN3', 'ANXA8L1', 'FAM224B', 'LINC01553', 'ESX1', 'CT47A2', 'SLC18A3', 'GNAT3', 'AMBN', 'SCARNA4', 'H1FOO', 'OR6T1', 'CT47A6', 'CT47A7', 'OR7G2', 'SSX6', 'FLG2', 'OC90', 'KRT78', 'KRTAP6-2', 'OR5AN1', 'LINC00671', 'CFHR2', 'DEFB119', 'NR0B1', 'OR4A47', 'OR8B8', 'FAM25BP', 'SEC14L3', 'OR10G4', 'SPAM1', 'LOC727924', 'OR4M2', 'OR10T2', 'SCARNA14', 'LCE1F', 'ATP4B', 'LINC01548', 'GYPA', 'BARHL1', 'CXORF51A', 'KRTAP19-5', 'LCE2A', 'SNORA55', 'CHODL-AS1', 'KRTAP4-11', 'TYR', 'CLCA1', 'SLC28A2', 'NMS', 'SPATA31A3', 'PROL1', 'ASB10', 'CLC', 'SNORA24', 'BTNL3', 'SUN3', 'PSMB11', 'ZNF536', 'SOX1', 'FXYD4', 'C1ORF105', 'C1ORF87', 'KLHL40', 'IL37', 'SNORA28', 'KCNU1', 'OR8U1', 'CSH2', 'GPR50', 'IGFL4', 'OR2B3', 'ZNF804B', 'C22ORF42', 'OLIG3', 'CT47A11', 'SNORD115-7', 'BRDTP1', 'SNORA20', 'GLRA4', 'OR6C76', 'SNORA5B', 'OR2AE1', 'PIWIL3', 'MAGEB10', 'FAM153C', 'CNTNAP5', 'APOA2', 'HAO2', 'IQCF2', 'OR7C2', 'KRT39', 'ASB18', 'SPIC', 'PPBPP1', 'GAGE2C', 'TMEM179', 'OR2T12', 'TSPYL6', 'PLA2G2F', 'AHSP', 'GPR151', 'MC2R', 'OR6C4', 'DEFB128', 'DMBT1P1', 'OLIG2', 'SLCO1A2', 'LELP1', 'SATB2-AS1', 'PRSS3P2', 'FGF4', 'CCKBR', 'OR2C3', 'TEX36-AS1', 'LOC440040', 'TEX33', 'NPHS2', 'BMP10', 'CDKL4', 'LOC100129935', 'MOS', 'IFNA21', 'KRTAP1-3', 'OR5B2', 'OR6B1', 'HTR3B', 'GNAT1', 'SYT10', 'DNAJC5G', 'PSG8', 'OR10S1', 'PRAP1', 'PRAMEF8', 'PSAPL1', 'LINC00111', 'KRTDAP', 'GOLGA8EP', 'RNASE8', 'KRTAP19-1', 'AKAP14', 'ZNF735', 'KRTAP12-2', 'TMEM196', 'CFC1B', 'USP17L6P', 'SLCO6A1', 'NKX2-6', 'NCOR1P1', 'GOT1L1', 'HFE2', 'USP26', 'ITLN2', 'KRTAP10-11', 'FAM24A', 'SNORD15A', 'FLJ25758', 'SPRR4', 'IFNA13', 'SNORA54', 'SOX3', 'KRT2', 'LY6G6D', 'DNMT3L', 'OR52A5', 'SCARNA20', 'FBP2', 'TAGLN3', 'IL31', 'MORC1', 'ARG1', 'MS4A10', 'LINC00207', 'GABRA6', 'TSPY1', 'TSPY2', 'LOC646813', 'OR1M1', 'GABRA1', 'KRTAP12-3', 'GHSR', 'NPBWR2', 'HAND1', 'OR2T29', 'FOXE1', 'LINC01020', 'SERPINB4', 'OTX2', 'OR6C74', 'TGIF2LX', 'SLC25A3P1', 'TMIGD1', 'PRAMEF5', 'OR1E2', 'SCGB1A1', 'FAM71A', 'FGF23', 'GUCA2B', 'C3ORF49', 'SYCP1', 'MRGPRX1', 'OR2T34', 'CYP3A4', 'SNORD116-19', 'ACSM2A', 'VRTN', 'OR4D11', 'OR8B3', 'LGALS14', 'OR52A4P', 'OR52B4', 'CT45A1', 'ARL5C', 'GYS2', 'SERPINI2', 'OR9A2', 'TMEM252', 'TMPRSS11F', 'TMPRSS11B', 'C10ORF53', 'TTTY2', 'MOGAT3', 'SNORA37', 'OR4F15', 'OR6S1', 'OR14C36', 'NXF2B', 'LINC00895', 'F13B', 'CGB5', 'LINC00469', 'HTR5A', 'HBG1', 'TCP10L2', 'IFNA16', 'OR10V1', 'FGA', 'PRSS1', 'ZNF479', 'MAGEB3', 'ZCCHC13', 'PPY', 'SNORA51', 'OR5H14', 'LINC00696', 'RAX2', 'WFDC5', 'OR4A16', 'GPR78', 'CLEC6A', 'ASB17', 'OR5T2', 'VWC2L', 'PSG7', 'ALPPL2', 'SST', 'PLG', 'ANKUB1', 'LINC00575', 'NOX3', 'SCARNA11', 'OR1S2', 'SNORA34', 'PLET1', 'LEUTX', 'LINC00523', 'RPL13AP17', 'OR1N1', 'LOC145845', 'ADAM18', 'TPD52L3', 'LINC01205', 'C18ORF42', 'POTED', 'ALOX12B', 'OR2G2', 'XAGE5', 'OR6M1', 'AMTN', 'OR2M2', 'HIST1H4F', 'C2ORF83', 'ARSF', 'SSX5', 'SFTA3', 'ARHGAP36', 'OR9G4', 'EPPIN', 'SLC1A6', 'ACTR3BP2', 'RESP18', 'OR11H4', 'OR4S1', 'ARR3', 'MBD3L5', 'OR2A2', 'LINC00488', 'CABS1', 'FMR1NB', 'TAAR9', 'PLSCR5', 'HNRNPCL1', 'SNORD89', 'TSGA13', 'ACTRT2', 'ZPBP', 'PROKR1', 'GH1', 'LINC01101', 'KRT13', 'BPIFA3', 'OPN1MW', 'OR4D9', 'SNORA70B', 'DEFB126', 'LINC00934', 'PROP1', 'SNORA1', 'FAM27B', 'OR8G5', 'CLCA4', 'ZIM3', 'PWAR4', 'CASC8', 'GABRG3', 'TRHR', 'CLRN2', 'ADGRG7', 'SPATA31C1', 'PRAMEF20', 'RGS8', 'RTP2', 'STATH', 'TCERG1L', 'ZAR1', 'COL6A4P1', 'MYBPHL', 'TMEM72', 'OR8G2', 'KRTAP25-1', 'OR2M4', 'CYP2W1', 'KRTAP19-8', 'SVOP', 'WFDC8', 'LINC00114', 'OR8H2', 'SLC38A8', 'OR2M7', 'SERPINB3', 'SLC32A1', 'LHX9', 'HYALP1', 'LINC00636', 'GYPB', 'NKAIN3', 'OR2T35', 'KRTAP6-1', 'HBD', 'KCNQ1DN', 'OR4C16', 'KRTAP19-2', 'DUXA', 'OR6Y1', 'IQCJ', 'LGI3', 'SPACA7', 'DAOA', 'OR7A17', 'FAM169B', 'OR2L8', 'HSFY2', 'SPANXA2', 'PPY2P', 'B3GNT6', 'DEFB104A', 'UGT2A3', 'OR6B3', 'TCP10', 'OR4K17', 'RHAG', 'SNORA38B', 'CTRB1', 'KRT3', 'INS', 'LINC00200', 'SPDYC', 'PRKAG3', 'OLIG1', 'KRTAP10-12', 'MYH1', 'LINC01566', 'FAM71C', 'LINC01565', 'PABPC1L2A', 'TRPV5', 'FDCSP', 'OR8J3', 'FTMT', 'INSM2', 'NEU2', 'TBC1D3P2', 'PPIAL4E', 'DYDC1', 'SFTPC', 'PRR27', 'MYF5', 'ACER1', 'DEFB129', 'HPD', 'IVL', 'C9ORF135', 'SNORD115-26', 'FBXW12', 'C3ORF30', 'IL13', 'MMD2', 'SLC51B', 'ITIH1', 'TEX13B', 'OR2AT4', 'HMX3', 'DNTT', 'CT47A1', 'OR6B2', 'KRTAP4-3', 'GSTA5', 'FAM27L', 'GPR148', 'OR1K1', 'LINC00602', 'AVPR1B', 'PRG1', 'C11ORF94', 'APOC3', 'LCN9', 'CYP2C18', 'SCARNA8', 'TAS2R60', 'KRTAP10-7', 'ZFAT-AS1', 'UCMA', 'SCN1A', 'LINC00113', 'FTHL17', 'HHLA1', 'LCE1D', 'PYDC2', 'OR11L1', 'GUCY2EP', 'CYLC2', 'KRTAP10-1', 'CSNK1A1P1', 'CCDC37', 'OR5M10', 'SPINK1', 'PSKH2', 'SULT1C3', 'CYP11B2', 'SNORD94', 'CYP7A1', 'CCK', 'SLC25A31', 'C20ORF173', 'OR5M8', 'LRRTM1', 'LOC729609', 'EPB42', 'TTTY8', 'TTTY9B', 'SLC17A6', 'EPGN', 'LYZL1', 'CGB8', 'SNORA77', 'CHIAP2', 'SPATA19', 'FAM138D', 'OLFM3', 'PCGEM1', 'UGT1A4', 'GBX2', 'SBSN', 'ACOT12', 'HBG2', 'CPLX3', 'REG4', 'PSG11', 'CNTNAP4', 'KRTAP21-1', 'SNORA47', 'KRTAP3-2', 'FFAR1', 'ABRA', 'TMEM202', 'HAO1', 'BOLL', 'ANGPTL3', 'ASAP1-IT1', 'SNCB', 'MMP20', 'LCN1', 'OR52K1', 'PRAMEF1', 'SPACA3', 'MUSK', 'PRDM9', 'SLITRK3', 'FOXN3-AS2', 'CCDC166', 'OR6K6', 'AADAC', 'KRTAP19-6', 'OR51G2', 'INSC', 'CCL24', 'UGT2B28', 'NKX2-1', 'OR2W1', 'DPRX', 'DPPA5', 'SNAR-F', 'MGC27382', 'CFHR4', 'NCAN', 'BRINP3', 'AWAT1', 'FOXD4L3', 'LOC285847', 'KRTAP2-1', 'CRLF2', 'DEFB123', 'BMP15', 'C1ORF94', 'IL17F', 'ENAM', 'TSKS', 'IQCF6', 'DPPA2', 'OR4C12', 'SPRR2E', 'DUSP21', 'LINC00923', 'APCS', 'KCNIP4-IT1', 'GRK1', 'OR51I2', 'PRSS54', 'MAGEA5', 'CRYGB', 'GAGE12F', 'ARL13A', 'OR56A1', 'MAP3K15', 'ASB11', 'DKFZP434K028', 'OR5H1', 'KRT25', 'NYX', 'CA6', 'NTS', 'C10ORF120', 'GCSAML-AS1', 'SLC10A1', 'SLC6A5', 'RPL3L', 'KRTAP10-6', 'IZUMO1R', 'MMP23A', 'MTNR1B', 'DAW1', 'BANF2', 'PROKR2', 'FAM74A3', 'NXNL1', 'TMPRSS12', 'OR6K2', 'PAPOLB', 'KRTAP10-3', 'OR12D2', 'AQP2', 'CD200R1L', 'FAM138B', 'OR6C2', 'LINC01312', 'LINC00410', 'IGLL3P', 'ADAM29', 'TFF2', 'NUTM1', 'SLURP1', 'KRTAP19-3', 'KRTAP5-4', 'AKR1C8P', 'TMEM88B', 'GOLGA6L1', 'OR4D5', 'KCNMB2', 'OTOL1', 'GRIN2B', 'YWHAEP7', 'ANP32D', 'OR1L1', 'TTTY15', 'SFTPB', 'NMUR2', 'IL3', 'OR51F2', 'YIPF7', 'USP9Y', 'CSN3', 'FAM71B', 'NEUROD1', 'OR2T10', 'OR2M3', 'OR10W1', 'ZNF705A', 'GPHA2', 'HBE1', 'SLC22A10', 'SNAR-G1', 'SNORA59B', 'PRB4', 'LRRC30', 'RBPJL', 'MAGEA9B', 'OR1B1', 'TARM1', 'AMER3', 'OR51B5', 'EDDM3B', 'TRIM48', 'GABRR3', 'IL36RN', 'URAD', 'RPS4Y2', 'KRTAP9-2', 'SDR16C6P', 'SLC9C1', 'SCTR', 'OCSTAMP', 'OR52R1', 'C16ORF90', 'PLA2G12B', 'NKX2-3', 'MUC2', 'SPANXN3', 'OR6A2', 'COX7B2', 'SYT14P1', 'OR7D4', 'SNORA76C', 'USH1C', 'TNP1', 'SPZ1', 'SNORD15B', 'AKR1D1', 'OR8I2', 'PSG4', 'BCYRN1', 'SHH', 'CCL15-CCL14', 'B4GALNT2', 'HULC', 'TBC1D21', 'OR13C9', 'FIGLA', 'ZNF679', 'OR5M3', 'PTH2', 'OR2L1P', 'TCEB3C', 'DEFB124', 'TRHDE', 'ANKRD34C', 'DEFB113', 'DMP1', 'GKN2', 'SNAR-I', 'CD300LD', 'DDI1', 'SNAR-E', 'GPR22', 'BPIFB4', 'CTRB2', 'CPA2', 'ADGRD2', 'KRTAP1-5', 'XKR7', 'OR10G8', 'BPIFB3', 'PPP1R2P9', 'SNORA36A', 'FKBP6', 'VIL1', 'SLC36A3', 'PCDH8', 'FAM41AY1', 'ACSM2B', 'AADACL3', 'SNORD97', 'NEUROD6', 'LINC00520', 'MAGEA1', 'CHRNB3', 'OR2AG1', 'OR4D2', 'C12ORF50', 'PRAC1', 'SH2D7', 'OACYLP', 'DISC2', 'NXPE1', 'USP50', 'BHLHE23', 'MYH7', 'CALCB', 'LOC284798', 'DEFB110', 'RAPGEF4-AS1', 'AIRE', 'KGFLP1', 'RFX6', 'CPNE4', 'CNGB1', 'CETN1', 'C2ORF27B', 'SSX9', 'SLC5A8', 'C11ORF40', 'LOC400736', 'SLCO1B7', 'TNFSF18', 'KRTAP1-1', 'KRT71', 'PRMT8', 'POU4F1', 'DMRT1', 'FAM183CP', 'KCNK4', 'ASB15', 'SCEL', 'GLYATL3', 'NEUROG3', 'CA5A', 'SNORA27', 'OR2L2', 'XIRP2', 'UGT2B10', 'FAM47C', 'NF1P2', 'DEFB118', 'TRIM75P', 'LINC00029', 'KCNJ16', 'CACNG7', 'HTR1A', 'DSCR10', 'MIR1-1HG', 'OR2A14', 'CD1B', 'OR8D4', 'GAGE2B', 'SPATA3', 'CIB4', 'HYMAI', 'ARL14', 'PRL', 'LOC100132831', 'FMO9P', 'HGC6.3', 'BTF3P11', 'OR52N1', 'SNORA16B', 'CDH10', 'HRK', 'KRTAP11-1', 'LINC00479', 'OR10H2', 'SNORA58', 'C12ORF42', 'LINC00202-2', 'C6ORF10', 'ODF3', 'GFI1B', 'OR1L4', 'OVCH1', 'HSD52', 'POU4F2', 'HIST1H3A', 'FAM19A1', 'HOXC12', 'OR52N2', 'NPB', 'ADRB3', 'HIST2H2AB', 'HIST1H3F', 'RAET1L', 'SNORA2B', 'HCRTR2', 'SPOCK3', 'SCARNA1', 'GPR52', 'SLC39A12', 'ANKRD20A20P', 'XAGE3', 'HTR2C', 'IFNL1', 'GSC2', 'DEFB109P1', 'CLRN1-AS1', 'SPINT3', 'HPVC1', 'HHATL', 'CYP2A7', 'SLC2A2', 'OR2A12', 'HIST1H2BM', 'RNF222', 'IGFBP1', 'NEUROG1', 'CA4', 'TPSD1', 'SERPINB11', 'NKX6-2', 'OR5H2', 'AATK-AS1', 'KRT12', 'KLRC4', 'LINC00314', 'FOXG1', 'GABBR2', 'SNORA72', 'MYH16', 'LOC647859', 'OR51T1', 'CRYGC', 'OR5M1', 'FOXE3', 'GBA3', 'LINC00710', 'CRISP2', 'EXD1', 'F2', 'TRPM3', 'CLCA3P', 'SLC13A1', 'LOC285627', 'CGB2', 'MROH5', 'LINC00452', 'LINC00964', 'PLD5', 'LINC00691', 'KRTAP12-1', 'OR51L1', 'LOC400940', 'OR4N4', 'MYL1', 'TMEM207', 'FAM170A', 'SCGB3A2', 'PTCHD3', 'NYAP2', 'OR51A2', 'C5ORF47', 'FAM92A1P2', 'IGLL1', 'FRMPD2', 'HBM', 'POU4F3', 'POU6F2', 'PRSS48', 'TSHB', 'LINC01105', 'OR10AD1', 'FOXI3', 'SNORA68', 'STON1-GTF2A1L', 'S100A12', 'B3GALT1', 'TKTL2', 'C12ORF56', 'C1ORF146', 'MEP1A', 'OR3A2', 'MT1B', 'CACNG3', 'LOC100130417', 'ALAS2', 'DPP10', 'MAGEA11', 'SLC22A12', 'INS-IGF2', 'PRAMEF14', 'ART1', 'OR13C2', 'SSX8', 'CLEC18C', 'ZIC5', 'OR5A1', 'GH2', 'GPRC6A', 'MYH4', 'OR5E1P', 'OR52K2', 'OR13H1', 'MAGEB4', 'PAQR9', 'HIST1H3B', 'LOC391343', 'C11ORF87', 'CCL7', 'CWH43', 'PDX1', 'VSTM5', 'NHLH2', 'SPANXN2', 'HMHB1', 'PCSK2', 'FGF16', 'FAM9B', 'SNORA64', 'PAEP', 'FAM71E2', 'FEZF1', 'PATE3', 'FRG2DP', 'DACH2', 'DAPL1', 'LOC100130264', 'LOC100129055', 'MYADML', 'FEZF2', 'MMP21', 'ABCA13', 'TBATA', 'SNORA16A', 'HIST1H4B', 'CYP1A2', 'BRDT', 'LINC00608', 'OTC', 'IFNE', 'CASR', 'MAGEA12', 'GABRA3', 'SLITRK1', 'GABRB1', 'OR52A1', 'KLK12', 'IFNL2', 'TAS2R42', 'SPRR1B', 'C4ORF51', 'GJA10', 'OR12D3', 'GJB7', 'GPR61', 'MYL2', 'TBX20', 'OR2T2', 'KAAG1', 'SPRR2G', 'VAX1', 'ISL1', 'C17ORF78', 'GCKR', 'RNF151', 'LINC00652', 'KRT18P55', 'PLCZ1', 'OR7A5', 'KRTAP10-4', 'OR9K2', 'ADCYAP1R1', 'S100A7', 'ZG16', 'KRTAP4-5', 'FOXR1', 'KRT73', 'CST13P', 'OPRM1', 'SPINK14', 'FSHR', 'OR5K1', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.03862384422015608
		RMSE:  0.6356813050691055
		NRMSE:  0.09939509109047072
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04557869434051831
		RMSE:  0.5231599683741948
		NRMSE:  0.17546282813730707
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  3.14215945459869e-15
		NRMSE:  4.913078656240622e-16
		MAPE:  3.93104366184848e-12
		Pearson Correlation:  0.23003702293521547
		Spearman Correlation:  0.2716564237635353
		Coefficient of Determination:  -2.391288705277137
		RMSE:  0.9421900727417428
		NRMSE:  0.3160015001146173
		MAPE:  3757.550572095545

	Predictor:  ElasticNet
		Pearson Correlation:  0.8696606662994667
		Spearman Correlation:  0.8357303067433697
		Coefficient of Determination:  0.7131463604154863
		RMSE:  0.33407230782442976
		NRMSE:  0.05223552620192788
		MAPE:  247.0992159940815
		Pearson Correlation:  0.3503977352192225
		Spearman Correlation:  0.33670861379377626
		Coefficient of Determination:  0.04022068231689935
		RMSE:  0.5012355156153444
		NRMSE:  0.16810957727909326
		MAPE:  274.74657530694003

	Predictor:  RandomForests
		Pearson Correlation:  0.5678857971911857
		Spearman Correlation:  0.5596679377913778
		Coefficient of Determination:  0.2877900994378546
		RMSE:  0.5263980820920889
		NRMSE:  0.08230757283904135
		MAPE:  256.9078935306161
		Pearson Correlation:  0.3149428748459041
		Spearman Correlation:  0.32723259747079947
		Coefficient of Determination:  0.08802500890790432
		RMSE:  0.4885934119405712
		NRMSE:  0.16386953714132388
		MAPE:  563.3185924874291

Protein:  BRCA2
x_train_column_count:  1030
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'OR7G3', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'C12ORF77', 'DUX4L6', 'TAAR8', 'GUCA1C', 'GJA8', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'CTSL3P', 'SNORA36B', 'FGF6', 'LCE2D', 'BTBD17', 'OR7G1', 'FGF22', 'DEFB127', 'CPN1', 'MRGPRG-AS1', 'SMCP', 'FAM150A', 'LINC00326', 'REXO1L6P', 'CT47B1', 'SCP2D1', 'ST8SIA3', 'CHAT', 'CEACAM20', 'ZNRF4', 'LHX3', 'HNF1B', 'CTXN3', 'ANXA8L1', 'FAM224B', 'LINC01553', 'ESX1', 'CT47A2', 'SLC18A3', 'GNAT3', 'AMBN', 'SCARNA4', 'H1FOO', 'OR6T1', 'CT47A6', 'CT47A7', 'OR7G2', 'SSX6', 'FLG2', 'OC90', 'KRT78', 'KRTAP6-2', 'OR5AN1', 'LINC00671', 'CFHR2', 'DEFB119', 'NR0B1', 'OR4A47', 'OR8B8', 'FAM25BP', 'SEC14L3', 'OR10G4', 'SPAM1', 'LOC727924', 'OR4M2', 'OR10T2', 'SCARNA14', 'LCE1F', 'ATP4B', 'LINC01548', 'GYPA', 'BARHL1', 'CXORF51A', 'KRTAP19-5', 'LCE2A', 'SNORA55', 'CHODL-AS1', 'KRTAP4-11', 'TYR', 'CLCA1', 'SLC28A2', 'NMS', 'SPATA31A3', 'PROL1', 'ASB10', 'CLC', 'SNORA24', 'BTNL3', 'SUN3', 'PSMB11', 'ZNF536', 'SOX1', 'FXYD4', 'C1ORF105', 'C1ORF87', 'KLHL40', 'IL37', 'SNORA28', 'KCNU1', 'OR8U1', 'CSH2', 'GPR50', 'IGFL4', 'OR2B3', 'ZNF804B', 'C22ORF42', 'OLIG3', 'CT47A11', 'SNORD115-7', 'BRDTP1', 'SNORA20', 'GLRA4', 'OR6C76', 'SNORA5B', 'OR2AE1', 'PIWIL3', 'MAGEB10', 'FAM153C', 'CNTNAP5', 'APOA2', 'HAO2', 'IQCF2', 'OR7C2', 'KRT39', 'ASB18', 'SPIC', 'PPBPP1', 'GAGE2C', 'TMEM179', 'OR2T12', 'TSPYL6', 'PLA2G2F', 'AHSP', 'GPR151', 'MC2R', 'OR6C4', 'DEFB128', 'DMBT1P1', 'OLIG2', 'SLCO1A2', 'LELP1', 'SATB2-AS1', 'PRSS3P2', 'FGF4', 'CCKBR', 'OR2C3', 'TEX36-AS1', 'LOC440040', 'TEX33', 'NPHS2', 'BMP10', 'CDKL4', 'LOC100129935', 'MOS', 'IFNA21', 'KRTAP1-3', 'OR5B2', 'OR6B1', 'HTR3B', 'GNAT1', 'SYT10', 'DNAJC5G', 'PSG8', 'OR10S1', 'PRAP1', 'PRAMEF8', 'PSAPL1', 'LINC00111', 'KRTDAP', 'GOLGA8EP', 'RNASE8', 'KRTAP19-1', 'AKAP14', 'ZNF735', 'KRTAP12-2', 'TMEM196', 'CFC1B', 'USP17L6P', 'SLCO6A1', 'NKX2-6', 'NCOR1P1', 'GOT1L1', 'HFE2', 'USP26', 'ITLN2', 'KRTAP10-11', 'FAM24A', 'SNORD15A', 'FLJ25758', 'SPRR4', 'IFNA13', 'SNORA54', 'SOX3', 'KRT2', 'LY6G6D', 'DNMT3L', 'OR52A5', 'SCARNA20', 'FBP2', 'TAGLN3', 'IL31', 'MORC1', 'ARG1', 'MS4A10', 'LINC00207', 'GABRA6', 'TSPY1', 'TSPY2', 'LOC646813', 'OR1M1', 'GABRA1', 'KRTAP12-3', 'GHSR', 'NPBWR2', 'HAND1', 'OR2T29', 'FOXE1', 'LINC01020', 'SERPINB4', 'OTX2', 'OR6C74', 'TGIF2LX', 'SLC25A3P1', 'TMIGD1', 'PRAMEF5', 'OR1E2', 'SCGB1A1', 'FAM71A', 'FGF23', 'GUCA2B', 'C3ORF49', 'SYCP1', 'MRGPRX1', 'OR2T34', 'CYP3A4', 'SNORD116-19', 'ACSM2A', 'VRTN', 'OR4D11', 'OR8B3', 'LGALS14', 'OR52A4P', 'OR52B4', 'CT45A1', 'ARL5C', 'GYS2', 'SERPINI2', 'OR9A2', 'TMEM252', 'TMPRSS11F', 'TMPRSS11B', 'C10ORF53', 'TTTY2', 'MOGAT3', 'SNORA37', 'OR4F15', 'OR6S1', 'OR14C36', 'NXF2B', 'LINC00895', 'F13B', 'CGB5', 'LINC00469', 'HTR5A', 'HBG1', 'TCP10L2', 'IFNA16', 'OR10V1', 'FGA', 'PRSS1', 'ZNF479', 'MAGEB3', 'ZCCHC13', 'PPY', 'SNORA51', 'OR5H14', 'LINC00696', 'RAX2', 'WFDC5', 'OR4A16', 'GPR78', 'CLEC6A', 'ASB17', 'OR5T2', 'VWC2L', 'PSG7', 'ALPPL2', 'SST', 'PLG', 'ANKUB1', 'LINC00575', 'NOX3', 'SCARNA11', 'OR1S2', 'SNORA34', 'PLET1', 'LEUTX', 'LINC00523', 'RPL13AP17', 'OR1N1', 'LOC145845', 'ADAM18', 'TPD52L3', 'LINC01205', 'C18ORF42', 'POTED', 'ALOX12B', 'OR2G2', 'XAGE5', 'OR6M1', 'AMTN', 'OR2M2', 'HIST1H4F', 'C2ORF83', 'ARSF', 'SSX5', 'SFTA3', 'ARHGAP36', 'OR9G4', 'EPPIN', 'SLC1A6', 'ACTR3BP2', 'RESP18', 'OR11H4', 'OR4S1', 'ARR3', 'MBD3L5', 'OR2A2', 'LINC00488', 'CABS1', 'FMR1NB', 'TAAR9', 'PLSCR5', 'HNRNPCL1', 'SNORD89', 'TSGA13', 'ACTRT2', 'ZPBP', 'PROKR1', 'GH1', 'LINC01101', 'KRT13', 'BPIFA3', 'OPN1MW', 'OR4D9', 'SNORA70B', 'DEFB126', 'LINC00934', 'PROP1', 'SNORA1', 'FAM27B', 'OR8G5', 'CLCA4', 'ZIM3', 'PWAR4', 'CASC8', 'GABRG3', 'TRHR', 'CLRN2', 'ADGRG7', 'SPATA31C1', 'PRAMEF20', 'RGS8', 'RTP2', 'STATH', 'TCERG1L', 'ZAR1', 'COL6A4P1', 'MYBPHL', 'TMEM72', 'OR8G2', 'KRTAP25-1', 'OR2M4', 'CYP2W1', 'KRTAP19-8', 'SVOP', 'WFDC8', 'LINC00114', 'OR8H2', 'SLC38A8', 'OR2M7', 'SERPINB3', 'SLC32A1', 'LHX9', 'HYALP1', 'LINC00636', 'GYPB', 'NKAIN3', 'OR2T35', 'KRTAP6-1', 'HBD', 'KCNQ1DN', 'OR4C16', 'KRTAP19-2', 'DUXA', 'OR6Y1', 'IQCJ', 'LGI3', 'SPACA7', 'DAOA', 'OR7A17', 'FAM169B', 'OR2L8', 'HSFY2', 'SPANXA2', 'PPY2P', 'B3GNT6', 'DEFB104A', 'UGT2A3', 'OR6B3', 'TCP10', 'OR4K17', 'RHAG', 'SNORA38B', 'CTRB1', 'KRT3', 'INS', 'LINC00200', 'SPDYC', 'PRKAG3', 'OLIG1', 'KRTAP10-12', 'MYH1', 'LINC01566', 'FAM71C', 'LINC01565', 'PABPC1L2A', 'TRPV5', 'FDCSP', 'OR8J3', 'FTMT', 'INSM2', 'NEU2', 'TBC1D3P2', 'PPIAL4E', 'DYDC1', 'SFTPC', 'PRR27', 'MYF5', 'ACER1', 'DEFB129', 'HPD', 'IVL', 'C9ORF135', 'SNORD115-26', 'FBXW12', 'C3ORF30', 'IL13', 'MMD2', 'SLC51B', 'ITIH1', 'TEX13B', 'OR2AT4', 'HMX3', 'DNTT', 'CT47A1', 'OR6B2', 'KRTAP4-3', 'GSTA5', 'FAM27L', 'GPR148', 'OR1K1', 'LINC00602', 'AVPR1B', 'PRG1', 'C11ORF94', 'APOC3', 'LCN9', 'CYP2C18', 'SCARNA8', 'TAS2R60', 'KRTAP10-7', 'ZFAT-AS1', 'UCMA', 'SCN1A', 'LINC00113', 'FTHL17', 'HHLA1', 'LCE1D', 'PYDC2', 'OR11L1', 'GUCY2EP', 'CYLC2', 'KRTAP10-1', 'CSNK1A1P1', 'CCDC37', 'OR5M10', 'SPINK1', 'PSKH2', 'SULT1C3', 'CYP11B2', 'SNORD94', 'CYP7A1', 'CCK', 'SLC25A31', 'C20ORF173', 'OR5M8', 'LRRTM1', 'LOC729609', 'EPB42', 'TTTY8', 'TTTY9B', 'SLC17A6', 'EPGN', 'LYZL1', 'CGB8', 'SNORA77', 'CHIAP2', 'SPATA19', 'FAM138D', 'OLFM3', 'PCGEM1', 'UGT1A4', 'GBX2', 'SBSN', 'ACOT12', 'HBG2', 'CPLX3', 'REG4', 'PSG11', 'CNTNAP4', 'KRTAP21-1', 'SNORA47', 'KRTAP3-2', 'FFAR1', 'ABRA', 'TMEM202', 'HAO1', 'BOLL', 'ANGPTL3', 'ASAP1-IT1', 'SNCB', 'MMP20', 'LCN1', 'OR52K1', 'PRAMEF1', 'SPACA3', 'MUSK', 'PRDM9', 'SLITRK3', 'FOXN3-AS2', 'CCDC166', 'OR6K6', 'AADAC', 'KRTAP19-6', 'OR51G2', 'INSC', 'CCL24', 'UGT2B28', 'NKX2-1', 'OR2W1', 'DPRX', 'DPPA5', 'SNAR-F', 'MGC27382', 'CFHR4', 'NCAN', 'BRINP3', 'AWAT1', 'FOXD4L3', 'LOC285847', 'KRTAP2-1', 'CRLF2', 'DEFB123', 'BMP15', 'C1ORF94', 'IL17F', 'ENAM', 'TSKS', 'IQCF6', 'DPPA2', 'OR4C12', 'SPRR2E', 'DUSP21', 'LINC00923', 'APCS', 'KCNIP4-IT1', 'GRK1', 'OR51I2', 'PRSS54', 'MAGEA5', 'CRYGB', 'GAGE12F', 'ARL13A', 'OR56A1', 'MAP3K15', 'ASB11', 'DKFZP434K028', 'OR5H1', 'KRT25', 'NYX', 'CA6', 'NTS', 'C10ORF120', 'GCSAML-AS1', 'SLC10A1', 'SLC6A5', 'RPL3L', 'KRTAP10-6', 'IZUMO1R', 'MMP23A', 'MTNR1B', 'DAW1', 'BANF2', 'PROKR2', 'FAM74A3', 'NXNL1', 'TMPRSS12', 'OR6K2', 'PAPOLB', 'KRTAP10-3', 'OR12D2', 'AQP2', 'CD200R1L', 'FAM138B', 'OR6C2', 'LINC01312', 'LINC00410', 'IGLL3P', 'ADAM29', 'TFF2', 'NUTM1', 'SLURP1', 'KRTAP19-3', 'KRTAP5-4', 'AKR1C8P', 'TMEM88B', 'GOLGA6L1', 'OR4D5', 'KCNMB2', 'OTOL1', 'GRIN2B', 'YWHAEP7', 'ANP32D', 'OR1L1', 'TTTY15', 'SFTPB', 'NMUR2', 'IL3', 'OR51F2', 'YIPF7', 'USP9Y', 'CSN3', 'FAM71B', 'NEUROD1', 'OR2T10', 'OR2M3', 'OR10W1', 'ZNF705A', 'GPHA2', 'HBE1', 'SLC22A10', 'SNAR-G1', 'SNORA59B', 'PRB4', 'LRRC30', 'RBPJL', 'MAGEA9B', 'OR1B1', 'TARM1', 'AMER3', 'OR51B5', 'EDDM3B', 'TRIM48', 'GABRR3', 'IL36RN', 'URAD', 'RPS4Y2', 'KRTAP9-2', 'SDR16C6P', 'SLC9C1', 'SCTR', 'OCSTAMP', 'OR52R1', 'C16ORF90', 'PLA2G12B', 'NKX2-3', 'MUC2', 'SPANXN3', 'OR6A2', 'COX7B2', 'SYT14P1', 'OR7D4', 'SNORA76C', 'USH1C', 'TNP1', 'SPZ1', 'SNORD15B', 'AKR1D1', 'OR8I2', 'PSG4', 'BCYRN1', 'SHH', 'CCL15-CCL14', 'B4GALNT2', 'HULC', 'TBC1D21', 'OR13C9', 'FIGLA', 'ZNF679', 'OR5M3', 'PTH2', 'OR2L1P', 'TCEB3C', 'DEFB124', 'TRHDE', 'ANKRD34C', 'DEFB113', 'DMP1', 'GKN2', 'SNAR-I', 'CD300LD', 'DDI1', 'SNAR-E', 'GPR22', 'BPIFB4', 'CTRB2', 'CPA2', 'ADGRD2', 'KRTAP1-5', 'XKR7', 'OR10G8', 'BPIFB3', 'PPP1R2P9', 'SNORA36A', 'FKBP6', 'VIL1', 'SLC36A3', 'PCDH8', 'FAM41AY1', 'ACSM2B', 'AADACL3', 'SNORD97', 'NEUROD6', 'LINC00520', 'MAGEA1', 'CHRNB3', 'OR2AG1', 'OR4D2', 'C12ORF50', 'PRAC1', 'SH2D7', 'OACYLP', 'DISC2', 'NXPE1', 'USP50', 'BHLHE23', 'MYH7', 'CALCB', 'LOC284798', 'DEFB110', 'RAPGEF4-AS1', 'AIRE', 'KGFLP1', 'RFX6', 'CPNE4', 'CNGB1', 'CETN1', 'C2ORF27B', 'SSX9', 'SLC5A8', 'C11ORF40', 'LOC400736', 'SLCO1B7', 'TNFSF18', 'KRTAP1-1', 'KRT71', 'PRMT8', 'POU4F1', 'DMRT1', 'FAM183CP', 'KCNK4', 'ASB15', 'SCEL', 'GLYATL3', 'NEUROG3', 'CA5A', 'SNORA27', 'OR2L2', 'XIRP2', 'UGT2B10', 'FAM47C', 'NF1P2', 'DEFB118', 'TRIM75P', 'LINC00029', 'KCNJ16', 'CACNG7', 'HTR1A', 'DSCR10', 'MIR1-1HG', 'OR2A14', 'CD1B', 'OR8D4', 'GAGE2B', 'SPATA3', 'CIB4', 'HYMAI', 'ARL14', 'PRL', 'LOC100132831', 'FMO9P', 'HGC6.3', 'BTF3P11', 'OR52N1', 'SNORA16B', 'CDH10', 'HRK', 'KRTAP11-1', 'LINC00479', 'OR10H2', 'SNORA58', 'C12ORF42', 'LINC00202-2', 'C6ORF10', 'ODF3', 'GFI1B', 'OR1L4', 'OVCH1', 'HSD52', 'POU4F2', 'HIST1H3A', 'FAM19A1', 'HOXC12', 'OR52N2', 'NPB', 'ADRB3', 'HIST2H2AB', 'HIST1H3F', 'RAET1L', 'SNORA2B', 'HCRTR2', 'SPOCK3', 'SCARNA1', 'GPR52', 'SLC39A12', 'ANKRD20A20P', 'XAGE3', 'HTR2C', 'IFNL1', 'GSC2', 'DEFB109P1', 'CLRN1-AS1', 'SPINT3', 'HPVC1', 'HHATL', 'CYP2A7', 'SLC2A2', 'OR2A12', 'HIST1H2BM', 'RNF222', 'IGFBP1', 'NEUROG1', 'CA4', 'TPSD1', 'SERPINB11', 'NKX6-2', 'OR5H2', 'AATK-AS1', 'KRT12', 'KLRC4', 'LINC00314', 'FOXG1', 'GABBR2', 'SNORA72', 'MYH16', 'LOC647859', 'OR51T1', 'CRYGC', 'OR5M1', 'FOXE3', 'GBA3', 'LINC00710', 'CRISP2', 'EXD1', 'F2', 'TRPM3', 'CLCA3P', 'SLC13A1', 'LOC285627', 'CGB2', 'MROH5', 'LINC00452', 'LINC00964', 'PLD5', 'LINC00691', 'KRTAP12-1', 'OR51L1', 'LOC400940', 'OR4N4', 'MYL1', 'TMEM207', 'FAM170A', 'SCGB3A2', 'PTCHD3', 'NYAP2', 'OR51A2', 'C5ORF47', 'FAM92A1P2', 'IGLL1', 'FRMPD2', 'HBM', 'POU4F3', 'POU6F2', 'PRSS48', 'TSHB', 'LINC01105', 'OR10AD1', 'FOXI3', 'SNORA68', 'STON1-GTF2A1L', 'S100A12', 'B3GALT1', 'TKTL2', 'C12ORF56', 'C1ORF146', 'MEP1A', 'OR3A2', 'MT1B', 'CACNG3', 'LOC100130417', 'ALAS2', 'DPP10', 'MAGEA11', 'SLC22A12', 'INS-IGF2', 'PRAMEF14', 'ART1', 'OR13C2', 'SSX8', 'CLEC18C', 'ZIC5', 'OR5A1', 'GH2', 'GPRC6A', 'MYH4', 'OR5E1P', 'OR52K2', 'OR13H1', 'MAGEB4', 'PAQR9', 'HIST1H3B', 'LOC391343', 'C11ORF87', 'CCL7', 'CWH43', 'PDX1', 'VSTM5', 'NHLH2', 'SPANXN2', 'HMHB1', 'PCSK2', 'FGF16', 'FAM9B', 'SNORA64', 'PAEP', 'FAM71E2', 'FEZF1', 'PATE3', 'FRG2DP', 'DACH2', 'DAPL1', 'LOC100130264', 'LOC100129055', 'MYADML', 'FEZF2', 'MMP21', 'ABCA13', 'TBATA', 'SNORA16A', 'HIST1H4B', 'CYP1A2', 'BRDT', 'LINC00608', 'OTC', 'IFNE', 'CASR', 'MAGEA12', 'GABRA3', 'SLITRK1', 'GABRB1', 'OR52A1', 'KLK12', 'IFNL2', 'TAS2R42', 'SPRR1B', 'C4ORF51', 'GJA10', 'OR12D3', 'GJB7', 'GPR61', 'MYL2', 'TBX20', 'OR2T2', 'KAAG1', 'SPRR2G', 'VAX1', 'ISL1', 'C17ORF78', 'GCKR', 'RNF151', 'LINC00652', 'KRT18P55', 'PLCZ1', 'OR7A5', 'KRTAP10-4', 'OR9K2', 'ADCYAP1R1', 'S100A7', 'ZG16', 'KRTAP4-5', 'FOXR1', 'KRT73', 'CST13P', 'OPRM1', 'SPINK14', 'FSHR', 'OR5K1', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004232193403179485
		RMSE:  0.1957372843548259
		NRMSE:  0.12609907189874434
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0041831029428383015
		RMSE:  0.19359139518213575
		NRMSE:  0.1310414025181481
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999997
		Spearman Correlation:  0.9999999225074571
		Coefficient of Determination:  1.0
		RMSE:  9.651147556493863e-16
		NRMSE:  6.217521376385159e-16
		MAPE:  2.0979677179353918e-12
		Pearson Correlation:  -0.0594282582850566
		Spearman Correlation:  -0.031265242415374116
		Coefficient of Determination:  -2.500873815774247
		RMSE:  0.3614663084433264
		NRMSE:  0.24467539983844258
		MAPE:  446.7941357579439

	Predictor:  ElasticNet
		Pearson Correlation:  0.7051113020008934
		Spearman Correlation:  0.6107406838267727
		Coefficient of Determination:  0.3876257520372429
		RMSE:  0.1528498258813716
		NRMSE:  0.09846985078522894
		MAPE:  147.26436667806175
		Pearson Correlation:  0.11868431455001989
		Spearman Correlation:  0.15962345137059802
		Coefficient of Determination:  -0.005681503163609936
		RMSE:  0.19373577585272156
		NRMSE:  0.1311391333369806
		MAPE:  129.2365537625844

	Predictor:  RandomForests
		Pearson Correlation:  0.6376341478447927
		Spearman Correlation:  0.5805815536589014
		Coefficient of Determination:  0.15451238649070598
		RMSE:  0.1796015637015382
		NRMSE:  0.11570401913450683
		MAPE:  132.55715744839605
		Pearson Correlation:  0.12019515059052378
		Spearman Correlation:  0.17252950931616431
		Coefficient of Determination:  -0.0008233185329948878
		RMSE:  0.1932672658933728
		NRMSE:  0.13082200042872805
		MAPE:  105.814255499235

Protein:  CDKN2A
x_train_column_count:  1030
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'OR7G3', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'C12ORF77', 'DUX4L6', 'TAAR8', 'GUCA1C', 'GJA8', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'CTSL3P', 'SNORA36B', 'FGF6', 'LCE2D', 'BTBD17', 'OR7G1', 'FGF22', 'DEFB127', 'CPN1', 'MRGPRG-AS1', 'SMCP', 'FAM150A', 'LINC00326', 'REXO1L6P', 'CT47B1', 'SCP2D1', 'ST8SIA3', 'CHAT', 'CEACAM20', 'ZNRF4', 'LHX3', 'HNF1B', 'CTXN3', 'ANXA8L1', 'FAM224B', 'LINC01553', 'ESX1', 'CT47A2', 'SLC18A3', 'GNAT3', 'AMBN', 'SCARNA4', 'H1FOO', 'OR6T1', 'CT47A6', 'CT47A7', 'OR7G2', 'SSX6', 'FLG2', 'OC90', 'KRT78', 'KRTAP6-2', 'OR5AN1', 'LINC00671', 'CFHR2', 'DEFB119', 'NR0B1', 'OR4A47', 'OR8B8', 'FAM25BP', 'SEC14L3', 'OR10G4', 'SPAM1', 'LOC727924', 'OR4M2', 'OR10T2', 'SCARNA14', 'LCE1F', 'ATP4B', 'LINC01548', 'GYPA', 'BARHL1', 'CXORF51A', 'KRTAP19-5', 'LCE2A', 'SNORA55', 'CHODL-AS1', 'KRTAP4-11', 'TYR', 'CLCA1', 'SLC28A2', 'NMS', 'SPATA31A3', 'PROL1', 'ASB10', 'CLC', 'SNORA24', 'BTNL3', 'SUN3', 'PSMB11', 'ZNF536', 'SOX1', 'FXYD4', 'C1ORF105', 'C1ORF87', 'KLHL40', 'IL37', 'SNORA28', 'KCNU1', 'OR8U1', 'CSH2', 'GPR50', 'IGFL4', 'OR2B3', 'ZNF804B', 'C22ORF42', 'OLIG3', 'CT47A11', 'SNORD115-7', 'BRDTP1', 'SNORA20', 'GLRA4', 'OR6C76', 'SNORA5B', 'OR2AE1', 'PIWIL3', 'MAGEB10', 'FAM153C', 'CNTNAP5', 'APOA2', 'HAO2', 'IQCF2', 'OR7C2', 'KRT39', 'ASB18', 'SPIC', 'PPBPP1', 'GAGE2C', 'TMEM179', 'OR2T12', 'TSPYL6', 'PLA2G2F', 'AHSP', 'GPR151', 'MC2R', 'OR6C4', 'DEFB128', 'DMBT1P1', 'OLIG2', 'SLCO1A2', 'LELP1', 'SATB2-AS1', 'PRSS3P2', 'FGF4', 'CCKBR', 'OR2C3', 'TEX36-AS1', 'LOC440040', 'TEX33', 'NPHS2', 'BMP10', 'CDKL4', 'LOC100129935', 'MOS', 'IFNA21', 'KRTAP1-3', 'OR5B2', 'OR6B1', 'HTR3B', 'GNAT1', 'SYT10', 'DNAJC5G', 'PSG8', 'OR10S1', 'PRAP1', 'PRAMEF8', 'PSAPL1', 'LINC00111', 'KRTDAP', 'GOLGA8EP', 'RNASE8', 'KRTAP19-1', 'AKAP14', 'ZNF735', 'KRTAP12-2', 'TMEM196', 'CFC1B', 'USP17L6P', 'SLCO6A1', 'NKX2-6', 'NCOR1P1', 'GOT1L1', 'HFE2', 'USP26', 'ITLN2', 'KRTAP10-11', 'FAM24A', 'SNORD15A', 'FLJ25758', 'SPRR4', 'IFNA13', 'SNORA54', 'SOX3', 'KRT2', 'LY6G6D', 'DNMT3L', 'OR52A5', 'SCARNA20', 'FBP2', 'TAGLN3', 'IL31', 'MORC1', 'ARG1', 'MS4A10', 'LINC00207', 'GABRA6', 'TSPY1', 'TSPY2', 'LOC646813', 'OR1M1', 'GABRA1', 'KRTAP12-3', 'GHSR', 'NPBWR2', 'HAND1', 'OR2T29', 'FOXE1', 'LINC01020', 'SERPINB4', 'OTX2', 'OR6C74', 'TGIF2LX', 'SLC25A3P1', 'TMIGD1', 'PRAMEF5', 'OR1E2', 'SCGB1A1', 'FAM71A', 'FGF23', 'GUCA2B', 'C3ORF49', 'SYCP1', 'MRGPRX1', 'OR2T34', 'CYP3A4', 'SNORD116-19', 'ACSM2A', 'VRTN', 'OR4D11', 'OR8B3', 'LGALS14', 'OR52A4P', 'OR52B4', 'CT45A1', 'ARL5C', 'GYS2', 'SERPINI2', 'OR9A2', 'TMEM252', 'TMPRSS11F', 'TMPRSS11B', 'C10ORF53', 'TTTY2', 'MOGAT3', 'SNORA37', 'OR4F15', 'OR6S1', 'OR14C36', 'NXF2B', 'LINC00895', 'F13B', 'CGB5', 'LINC00469', 'HTR5A', 'HBG1', 'TCP10L2', 'IFNA16', 'OR10V1', 'FGA', 'PRSS1', 'ZNF479', 'MAGEB3', 'ZCCHC13', 'PPY', 'SNORA51', 'OR5H14', 'LINC00696', 'RAX2', 'WFDC5', 'OR4A16', 'GPR78', 'CLEC6A', 'ASB17', 'OR5T2', 'VWC2L', 'PSG7', 'ALPPL2', 'SST', 'PLG', 'ANKUB1', 'LINC00575', 'NOX3', 'SCARNA11', 'OR1S2', 'SNORA34', 'PLET1', 'LEUTX', 'LINC00523', 'RPL13AP17', 'OR1N1', 'LOC145845', 'ADAM18', 'TPD52L3', 'LINC01205', 'C18ORF42', 'POTED', 'ALOX12B', 'OR2G2', 'XAGE5', 'OR6M1', 'AMTN', 'OR2M2', 'HIST1H4F', 'C2ORF83', 'ARSF', 'SSX5', 'SFTA3', 'ARHGAP36', 'OR9G4', 'EPPIN', 'SLC1A6', 'ACTR3BP2', 'RESP18', 'OR11H4', 'OR4S1', 'ARR3', 'MBD3L5', 'OR2A2', 'LINC00488', 'CABS1', 'FMR1NB', 'TAAR9', 'PLSCR5', 'HNRNPCL1', 'SNORD89', 'TSGA13', 'ACTRT2', 'ZPBP', 'PROKR1', 'GH1', 'LINC01101', 'KRT13', 'BPIFA3', 'OPN1MW', 'OR4D9', 'SNORA70B', 'DEFB126', 'LINC00934', 'PROP1', 'SNORA1', 'FAM27B', 'OR8G5', 'CLCA4', 'ZIM3', 'PWAR4', 'CASC8', 'GABRG3', 'TRHR', 'CLRN2', 'ADGRG7', 'SPATA31C1', 'PRAMEF20', 'RGS8', 'RTP2', 'STATH', 'TCERG1L', 'ZAR1', 'COL6A4P1', 'MYBPHL', 'TMEM72', 'OR8G2', 'KRTAP25-1', 'OR2M4', 'CYP2W1', 'KRTAP19-8', 'SVOP', 'WFDC8', 'LINC00114', 'OR8H2', 'SLC38A8', 'OR2M7', 'SERPINB3', 'SLC32A1', 'LHX9', 'HYALP1', 'LINC00636', 'GYPB', 'NKAIN3', 'OR2T35', 'KRTAP6-1', 'HBD', 'KCNQ1DN', 'OR4C16', 'KRTAP19-2', 'DUXA', 'OR6Y1', 'IQCJ', 'LGI3', 'SPACA7', 'DAOA', 'OR7A17', 'FAM169B', 'OR2L8', 'HSFY2', 'SPANXA2', 'PPY2P', 'B3GNT6', 'DEFB104A', 'UGT2A3', 'OR6B3', 'TCP10', 'OR4K17', 'RHAG', 'SNORA38B', 'CTRB1', 'KRT3', 'INS', 'LINC00200', 'SPDYC', 'PRKAG3', 'OLIG1', 'KRTAP10-12', 'MYH1', 'LINC01566', 'FAM71C', 'LINC01565', 'PABPC1L2A', 'TRPV5', 'FDCSP', 'OR8J3', 'FTMT', 'INSM2', 'NEU2', 'TBC1D3P2', 'PPIAL4E', 'DYDC1', 'SFTPC', 'PRR27', 'MYF5', 'ACER1', 'DEFB129', 'HPD', 'IVL', 'C9ORF135', 'SNORD115-26', 'FBXW12', 'C3ORF30', 'IL13', 'MMD2', 'SLC51B', 'ITIH1', 'TEX13B', 'OR2AT4', 'HMX3', 'DNTT', 'CT47A1', 'OR6B2', 'KRTAP4-3', 'GSTA5', 'FAM27L', 'GPR148', 'OR1K1', 'LINC00602', 'AVPR1B', 'PRG1', 'C11ORF94', 'APOC3', 'LCN9', 'CYP2C18', 'SCARNA8', 'TAS2R60', 'KRTAP10-7', 'ZFAT-AS1', 'UCMA', 'SCN1A', 'LINC00113', 'FTHL17', 'HHLA1', 'LCE1D', 'PYDC2', 'OR11L1', 'GUCY2EP', 'CYLC2', 'KRTAP10-1', 'CSNK1A1P1', 'CCDC37', 'OR5M10', 'SPINK1', 'PSKH2', 'SULT1C3', 'CYP11B2', 'SNORD94', 'CYP7A1', 'CCK', 'SLC25A31', 'C20ORF173', 'OR5M8', 'LRRTM1', 'LOC729609', 'EPB42', 'TTTY8', 'TTTY9B', 'SLC17A6', 'EPGN', 'LYZL1', 'CGB8', 'SNORA77', 'CHIAP2', 'SPATA19', 'FAM138D', 'OLFM3', 'PCGEM1', 'UGT1A4', 'GBX2', 'SBSN', 'ACOT12', 'HBG2', 'CPLX3', 'REG4', 'PSG11', 'CNTNAP4', 'KRTAP21-1', 'SNORA47', 'KRTAP3-2', 'FFAR1', 'ABRA', 'TMEM202', 'HAO1', 'BOLL', 'ANGPTL3', 'ASAP1-IT1', 'SNCB', 'MMP20', 'LCN1', 'OR52K1', 'PRAMEF1', 'SPACA3', 'MUSK', 'PRDM9', 'SLITRK3', 'FOXN3-AS2', 'CCDC166', 'OR6K6', 'AADAC', 'KRTAP19-6', 'OR51G2', 'INSC', 'CCL24', 'UGT2B28', 'NKX2-1', 'OR2W1', 'DPRX', 'DPPA5', 'SNAR-F', 'MGC27382', 'CFHR4', 'NCAN', 'BRINP3', 'AWAT1', 'FOXD4L3', 'LOC285847', 'KRTAP2-1', 'CRLF2', 'DEFB123', 'BMP15', 'C1ORF94', 'IL17F', 'ENAM', 'TSKS', 'IQCF6', 'DPPA2', 'OR4C12', 'SPRR2E', 'DUSP21', 'LINC00923', 'APCS', 'KCNIP4-IT1', 'GRK1', 'OR51I2', 'PRSS54', 'MAGEA5', 'CRYGB', 'GAGE12F', 'ARL13A', 'OR56A1', 'MAP3K15', 'ASB11', 'DKFZP434K028', 'OR5H1', 'KRT25', 'NYX', 'CA6', 'NTS', 'C10ORF120', 'GCSAML-AS1', 'SLC10A1', 'SLC6A5', 'RPL3L', 'KRTAP10-6', 'IZUMO1R', 'MMP23A', 'MTNR1B', 'DAW1', 'BANF2', 'PROKR2', 'FAM74A3', 'NXNL1', 'TMPRSS12', 'OR6K2', 'PAPOLB', 'KRTAP10-3', 'OR12D2', 'AQP2', 'CD200R1L', 'FAM138B', 'OR6C2', 'LINC01312', 'LINC00410', 'IGLL3P', 'ADAM29', 'TFF2', 'NUTM1', 'SLURP1', 'KRTAP19-3', 'KRTAP5-4', 'AKR1C8P', 'TMEM88B', 'GOLGA6L1', 'OR4D5', 'KCNMB2', 'OTOL1', 'GRIN2B', 'YWHAEP7', 'ANP32D', 'OR1L1', 'TTTY15', 'SFTPB', 'NMUR2', 'IL3', 'OR51F2', 'YIPF7', 'USP9Y', 'CSN3', 'FAM71B', 'NEUROD1', 'OR2T10', 'OR2M3', 'OR10W1', 'ZNF705A', 'GPHA2', 'HBE1', 'SLC22A10', 'SNAR-G1', 'SNORA59B', 'PRB4', 'LRRC30', 'RBPJL', 'MAGEA9B', 'OR1B1', 'TARM1', 'AMER3', 'OR51B5', 'EDDM3B', 'TRIM48', 'GABRR3', 'IL36RN', 'URAD', 'RPS4Y2', 'KRTAP9-2', 'SDR16C6P', 'SLC9C1', 'SCTR', 'OCSTAMP', 'OR52R1', 'C16ORF90', 'PLA2G12B', 'NKX2-3', 'MUC2', 'SPANXN3', 'OR6A2', 'COX7B2', 'SYT14P1', 'OR7D4', 'SNORA76C', 'USH1C', 'TNP1', 'SPZ1', 'SNORD15B', 'AKR1D1', 'OR8I2', 'PSG4', 'BCYRN1', 'SHH', 'CCL15-CCL14', 'B4GALNT2', 'HULC', 'TBC1D21', 'OR13C9', 'FIGLA', 'ZNF679', 'OR5M3', 'PTH2', 'OR2L1P', 'TCEB3C', 'DEFB124', 'TRHDE', 'ANKRD34C', 'DEFB113', 'DMP1', 'GKN2', 'SNAR-I', 'CD300LD', 'DDI1', 'SNAR-E', 'GPR22', 'BPIFB4', 'CTRB2', 'CPA2', 'ADGRD2', 'KRTAP1-5', 'XKR7', 'OR10G8', 'BPIFB3', 'PPP1R2P9', 'SNORA36A', 'FKBP6', 'VIL1', 'SLC36A3', 'PCDH8', 'FAM41AY1', 'ACSM2B', 'AADACL3', 'SNORD97', 'NEUROD6', 'LINC00520', 'MAGEA1', 'CHRNB3', 'OR2AG1', 'OR4D2', 'C12ORF50', 'PRAC1', 'SH2D7', 'OACYLP', 'DISC2', 'NXPE1', 'USP50', 'BHLHE23', 'MYH7', 'CALCB', 'LOC284798', 'DEFB110', 'RAPGEF4-AS1', 'AIRE', 'KGFLP1', 'RFX6', 'CPNE4', 'CNGB1', 'CETN1', 'C2ORF27B', 'SSX9', 'SLC5A8', 'C11ORF40', 'LOC400736', 'SLCO1B7', 'TNFSF18', 'KRTAP1-1', 'KRT71', 'PRMT8', 'POU4F1', 'DMRT1', 'FAM183CP', 'KCNK4', 'ASB15', 'SCEL', 'GLYATL3', 'NEUROG3', 'CA5A', 'SNORA27', 'OR2L2', 'XIRP2', 'UGT2B10', 'FAM47C', 'NF1P2', 'DEFB118', 'TRIM75P', 'LINC00029', 'KCNJ16', 'CACNG7', 'HTR1A', 'DSCR10', 'MIR1-1HG', 'OR2A14', 'CD1B', 'OR8D4', 'GAGE2B', 'SPATA3', 'CIB4', 'HYMAI', 'ARL14', 'PRL', 'LOC100132831', 'FMO9P', 'HGC6.3', 'BTF3P11', 'OR52N1', 'SNORA16B', 'CDH10', 'HRK', 'KRTAP11-1', 'LINC00479', 'OR10H2', 'SNORA58', 'C12ORF42', 'LINC00202-2', 'C6ORF10', 'ODF3', 'GFI1B', 'OR1L4', 'OVCH1', 'HSD52', 'POU4F2', 'HIST1H3A', 'FAM19A1', 'HOXC12', 'OR52N2', 'NPB', 'ADRB3', 'HIST2H2AB', 'HIST1H3F', 'RAET1L', 'SNORA2B', 'HCRTR2', 'SPOCK3', 'SCARNA1', 'GPR52', 'SLC39A12', 'ANKRD20A20P', 'XAGE3', 'HTR2C', 'IFNL1', 'GSC2', 'DEFB109P1', 'CLRN1-AS1', 'SPINT3', 'HPVC1', 'HHATL', 'CYP2A7', 'SLC2A2', 'OR2A12', 'HIST1H2BM', 'RNF222', 'IGFBP1', 'NEUROG1', 'CA4', 'TPSD1', 'SERPINB11', 'NKX6-2', 'OR5H2', 'AATK-AS1', 'KRT12', 'KLRC4', 'LINC00314', 'FOXG1', 'GABBR2', 'SNORA72', 'MYH16', 'LOC647859', 'OR51T1', 'CRYGC', 'OR5M1', 'FOXE3', 'GBA3', 'LINC00710', 'CRISP2', 'EXD1', 'F2', 'TRPM3', 'CLCA3P', 'SLC13A1', 'LOC285627', 'CGB2', 'MROH5', 'LINC00452', 'LINC00964', 'PLD5', 'LINC00691', 'KRTAP12-1', 'OR51L1', 'LOC400940', 'OR4N4', 'MYL1', 'TMEM207', 'FAM170A', 'SCGB3A2', 'PTCHD3', 'NYAP2', 'OR51A2', 'C5ORF47', 'FAM92A1P2', 'IGLL1', 'FRMPD2', 'HBM', 'POU4F3', 'POU6F2', 'PRSS48', 'TSHB', 'LINC01105', 'OR10AD1', 'FOXI3', 'SNORA68', 'STON1-GTF2A1L', 'S100A12', 'B3GALT1', 'TKTL2', 'C12ORF56', 'C1ORF146', 'MEP1A', 'OR3A2', 'MT1B', 'CACNG3', 'LOC100130417', 'ALAS2', 'DPP10', 'MAGEA11', 'SLC22A12', 'INS-IGF2', 'PRAMEF14', 'ART1', 'OR13C2', 'SSX8', 'CLEC18C', 'ZIC5', 'OR5A1', 'GH2', 'GPRC6A', 'MYH4', 'OR5E1P', 'OR52K2', 'OR13H1', 'MAGEB4', 'PAQR9', 'HIST1H3B', 'LOC391343', 'C11ORF87', 'CCL7', 'CWH43', 'PDX1', 'VSTM5', 'NHLH2', 'SPANXN2', 'HMHB1', 'PCSK2', 'FGF16', 'FAM9B', 'SNORA64', 'PAEP', 'FAM71E2', 'FEZF1', 'PATE3', 'FRG2DP', 'DACH2', 'DAPL1', 'LOC100130264', 'LOC100129055', 'MYADML', 'FEZF2', 'MMP21', 'ABCA13', 'TBATA', 'SNORA16A', 'HIST1H4B', 'CYP1A2', 'BRDT', 'LINC00608', 'OTC', 'IFNE', 'CASR', 'MAGEA12', 'GABRA3', 'SLITRK1', 'GABRB1', 'OR52A1', 'KLK12', 'IFNL2', 'TAS2R42', 'SPRR1B', 'C4ORF51', 'GJA10', 'OR12D3', 'GJB7', 'GPR61', 'MYL2', 'TBX20', 'OR2T2', 'KAAG1', 'SPRR2G', 'VAX1', 'ISL1', 'C17ORF78', 'GCKR', 'RNF151', 'LINC00652', 'KRT18P55', 'PLCZ1', 'OR7A5', 'KRTAP10-4', 'OR9K2', 'ADCYAP1R1', 'S100A7', 'ZG16', 'KRTAP4-5', 'FOXR1', 'KRT73', 'CST13P', 'OPRM1', 'SPINK14', 'FSHR', 'OR5K1', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07796029040511754
		RMSE:  0.688717064305458
		NRMSE:  0.155695052403178
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04182297654643197
		RMSE:  0.6873705418142212
		NRMSE:  0.18569552134596423
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6633450034781481
		NRMSE:  0.14995930902637006
		MAPE:  291.0442764508337
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00497373418246827
		RMSE:  0.6751049711753466
		NRMSE:  0.1823819351565125
		MAPE:  246.23249271843073

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  2.7828955130223473e-15
		NRMSE:  6.291162005250022e-16
		MAPE:  2.1039854716929287e-12
		Pearson Correlation:  0.25478640478121556
		Spearman Correlation:  0.13074334211296462
		Coefficient of Determination:  -1.8793173794293918
		RMSE:  1.1427170823256967
		NRMSE:  0.3087089589166027
		MAPE:  631.1525375772488

	Predictor:  ElasticNet
		Pearson Correlation:  0.8885032522187007
		Spearman Correlation:  0.8708589149122613
		Coefficient of Determination:  0.7574841110990198
		RMSE:  0.3266702320330632
		NRMSE:  0.07384881474693414
		MAPE:  174.31467411716983
		Pearson Correlation:  0.4847331564968874
		Spearman Correlation:  0.37234903911813483
		Coefficient of Determination:  0.22857598657674183
		RMSE:  0.5914806305777092
		NRMSE:  0.15979053127774723
		MAPE:  194.8285598781517

	Predictor:  RandomForests
		Pearson Correlation:  0.6434308998680772
		Spearman Correlation:  0.6022633363651655
		Coefficient of Determination:  0.40235687526918273
		RMSE:  0.512814653054418
		NRMSE:  0.11592961524910544
		MAPE:  185.33336916923162
		Pearson Correlation:  0.6966591405407699
		Spearman Correlation:  0.5866256950541411
		Coefficient of Determination:  0.44555487860693566
		RMSE:  0.5014449172151836
		NRMSE:  0.13546707294553262
		MAPE:  168.93356280693607

Protein:  TP53
x_train_column_count:  1030
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'OR7G3', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'C12ORF77', 'DUX4L6', 'TAAR8', 'GUCA1C', 'GJA8', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'CTSL3P', 'SNORA36B', 'FGF6', 'LCE2D', 'BTBD17', 'OR7G1', 'FGF22', 'DEFB127', 'CPN1', 'MRGPRG-AS1', 'SMCP', 'FAM150A', 'LINC00326', 'REXO1L6P', 'CT47B1', 'SCP2D1', 'ST8SIA3', 'CHAT', 'CEACAM20', 'ZNRF4', 'LHX3', 'HNF1B', 'CTXN3', 'ANXA8L1', 'FAM224B', 'LINC01553', 'ESX1', 'CT47A2', 'SLC18A3', 'GNAT3', 'AMBN', 'SCARNA4', 'H1FOO', 'OR6T1', 'CT47A6', 'CT47A7', 'OR7G2', 'SSX6', 'FLG2', 'OC90', 'KRT78', 'KRTAP6-2', 'OR5AN1', 'LINC00671', 'CFHR2', 'DEFB119', 'NR0B1', 'OR4A47', 'OR8B8', 'FAM25BP', 'SEC14L3', 'OR10G4', 'SPAM1', 'LOC727924', 'OR4M2', 'OR10T2', 'SCARNA14', 'LCE1F', 'ATP4B', 'LINC01548', 'GYPA', 'BARHL1', 'CXORF51A', 'KRTAP19-5', 'LCE2A', 'SNORA55', 'CHODL-AS1', 'KRTAP4-11', 'TYR', 'CLCA1', 'SLC28A2', 'NMS', 'SPATA31A3', 'PROL1', 'ASB10', 'CLC', 'SNORA24', 'BTNL3', 'SUN3', 'PSMB11', 'ZNF536', 'SOX1', 'FXYD4', 'C1ORF105', 'C1ORF87', 'KLHL40', 'IL37', 'SNORA28', 'KCNU1', 'OR8U1', 'CSH2', 'GPR50', 'IGFL4', 'OR2B3', 'ZNF804B', 'C22ORF42', 'OLIG3', 'CT47A11', 'SNORD115-7', 'BRDTP1', 'SNORA20', 'GLRA4', 'OR6C76', 'SNORA5B', 'OR2AE1', 'PIWIL3', 'MAGEB10', 'FAM153C', 'CNTNAP5', 'APOA2', 'HAO2', 'IQCF2', 'OR7C2', 'KRT39', 'ASB18', 'SPIC', 'PPBPP1', 'GAGE2C', 'TMEM179', 'OR2T12', 'TSPYL6', 'PLA2G2F', 'AHSP', 'GPR151', 'MC2R', 'OR6C4', 'DEFB128', 'DMBT1P1', 'OLIG2', 'SLCO1A2', 'LELP1', 'SATB2-AS1', 'PRSS3P2', 'FGF4', 'CCKBR', 'OR2C3', 'TEX36-AS1', 'LOC440040', 'TEX33', 'NPHS2', 'BMP10', 'CDKL4', 'LOC100129935', 'MOS', 'IFNA21', 'KRTAP1-3', 'OR5B2', 'OR6B1', 'HTR3B', 'GNAT1', 'SYT10', 'DNAJC5G', 'PSG8', 'OR10S1', 'PRAP1', 'PRAMEF8', 'PSAPL1', 'LINC00111', 'KRTDAP', 'GOLGA8EP', 'RNASE8', 'KRTAP19-1', 'AKAP14', 'ZNF735', 'KRTAP12-2', 'TMEM196', 'CFC1B', 'USP17L6P', 'SLCO6A1', 'NKX2-6', 'NCOR1P1', 'GOT1L1', 'HFE2', 'USP26', 'ITLN2', 'KRTAP10-11', 'FAM24A', 'SNORD15A', 'FLJ25758', 'SPRR4', 'IFNA13', 'SNORA54', 'SOX3', 'KRT2', 'LY6G6D', 'DNMT3L', 'OR52A5', 'SCARNA20', 'FBP2', 'TAGLN3', 'IL31', 'MORC1', 'ARG1', 'MS4A10', 'LINC00207', 'GABRA6', 'TSPY1', 'TSPY2', 'LOC646813', 'OR1M1', 'GABRA1', 'KRTAP12-3', 'GHSR', 'NPBWR2', 'HAND1', 'OR2T29', 'FOXE1', 'LINC01020', 'SERPINB4', 'OTX2', 'OR6C74', 'TGIF2LX', 'SLC25A3P1', 'TMIGD1', 'PRAMEF5', 'OR1E2', 'SCGB1A1', 'FAM71A', 'FGF23', 'GUCA2B', 'C3ORF49', 'SYCP1', 'MRGPRX1', 'OR2T34', 'CYP3A4', 'SNORD116-19', 'ACSM2A', 'VRTN', 'OR4D11', 'OR8B3', 'LGALS14', 'OR52A4P', 'OR52B4', 'CT45A1', 'ARL5C', 'GYS2', 'SERPINI2', 'OR9A2', 'TMEM252', 'TMPRSS11F', 'TMPRSS11B', 'C10ORF53', 'TTTY2', 'MOGAT3', 'SNORA37', 'OR4F15', 'OR6S1', 'OR14C36', 'NXF2B', 'LINC00895', 'F13B', 'CGB5', 'LINC00469', 'HTR5A', 'HBG1', 'TCP10L2', 'IFNA16', 'OR10V1', 'FGA', 'PRSS1', 'ZNF479', 'MAGEB3', 'ZCCHC13', 'PPY', 'SNORA51', 'OR5H14', 'LINC00696', 'RAX2', 'WFDC5', 'OR4A16', 'GPR78', 'CLEC6A', 'ASB17', 'OR5T2', 'VWC2L', 'PSG7', 'ALPPL2', 'SST', 'PLG', 'ANKUB1', 'LINC00575', 'NOX3', 'SCARNA11', 'OR1S2', 'SNORA34', 'PLET1', 'LEUTX', 'LINC00523', 'RPL13AP17', 'OR1N1', 'LOC145845', 'ADAM18', 'TPD52L3', 'LINC01205', 'C18ORF42', 'POTED', 'ALOX12B', 'OR2G2', 'XAGE5', 'OR6M1', 'AMTN', 'OR2M2', 'HIST1H4F', 'C2ORF83', 'ARSF', 'SSX5', 'SFTA3', 'ARHGAP36', 'OR9G4', 'EPPIN', 'SLC1A6', 'ACTR3BP2', 'RESP18', 'OR11H4', 'OR4S1', 'ARR3', 'MBD3L5', 'OR2A2', 'LINC00488', 'CABS1', 'FMR1NB', 'TAAR9', 'PLSCR5', 'HNRNPCL1', 'SNORD89', 'TSGA13', 'ACTRT2', 'ZPBP', 'PROKR1', 'GH1', 'LINC01101', 'KRT13', 'BPIFA3', 'OPN1MW', 'OR4D9', 'SNORA70B', 'DEFB126', 'LINC00934', 'PROP1', 'SNORA1', 'FAM27B', 'OR8G5', 'CLCA4', 'ZIM3', 'PWAR4', 'CASC8', 'GABRG3', 'TRHR', 'CLRN2', 'ADGRG7', 'SPATA31C1', 'PRAMEF20', 'RGS8', 'RTP2', 'STATH', 'TCERG1L', 'ZAR1', 'COL6A4P1', 'MYBPHL', 'TMEM72', 'OR8G2', 'KRTAP25-1', 'OR2M4', 'CYP2W1', 'KRTAP19-8', 'SVOP', 'WFDC8', 'LINC00114', 'OR8H2', 'SLC38A8', 'OR2M7', 'SERPINB3', 'SLC32A1', 'LHX9', 'HYALP1', 'LINC00636', 'GYPB', 'NKAIN3', 'OR2T35', 'KRTAP6-1', 'HBD', 'KCNQ1DN', 'OR4C16', 'KRTAP19-2', 'DUXA', 'OR6Y1', 'IQCJ', 'LGI3', 'SPACA7', 'DAOA', 'OR7A17', 'FAM169B', 'OR2L8', 'HSFY2', 'SPANXA2', 'PPY2P', 'B3GNT6', 'DEFB104A', 'UGT2A3', 'OR6B3', 'TCP10', 'OR4K17', 'RHAG', 'SNORA38B', 'CTRB1', 'KRT3', 'INS', 'LINC00200', 'SPDYC', 'PRKAG3', 'OLIG1', 'KRTAP10-12', 'MYH1', 'LINC01566', 'FAM71C', 'LINC01565', 'PABPC1L2A', 'TRPV5', 'FDCSP', 'OR8J3', 'FTMT', 'INSM2', 'NEU2', 'TBC1D3P2', 'PPIAL4E', 'DYDC1', 'SFTPC', 'PRR27', 'MYF5', 'ACER1', 'DEFB129', 'HPD', 'IVL', 'C9ORF135', 'SNORD115-26', 'FBXW12', 'C3ORF30', 'IL13', 'MMD2', 'SLC51B', 'ITIH1', 'TEX13B', 'OR2AT4', 'HMX3', 'DNTT', 'CT47A1', 'OR6B2', 'KRTAP4-3', 'GSTA5', 'FAM27L', 'GPR148', 'OR1K1', 'LINC00602', 'AVPR1B', 'PRG1', 'C11ORF94', 'APOC3', 'LCN9', 'CYP2C18', 'SCARNA8', 'TAS2R60', 'KRTAP10-7', 'ZFAT-AS1', 'UCMA', 'SCN1A', 'LINC00113', 'FTHL17', 'HHLA1', 'LCE1D', 'PYDC2', 'OR11L1', 'GUCY2EP', 'CYLC2', 'KRTAP10-1', 'CSNK1A1P1', 'CCDC37', 'OR5M10', 'SPINK1', 'PSKH2', 'SULT1C3', 'CYP11B2', 'SNORD94', 'CYP7A1', 'CCK', 'SLC25A31', 'C20ORF173', 'OR5M8', 'LRRTM1', 'LOC729609', 'EPB42', 'TTTY8', 'TTTY9B', 'SLC17A6', 'EPGN', 'LYZL1', 'CGB8', 'SNORA77', 'CHIAP2', 'SPATA19', 'FAM138D', 'OLFM3', 'PCGEM1', 'UGT1A4', 'GBX2', 'SBSN', 'ACOT12', 'HBG2', 'CPLX3', 'REG4', 'PSG11', 'CNTNAP4', 'KRTAP21-1', 'SNORA47', 'KRTAP3-2', 'FFAR1', 'ABRA', 'TMEM202', 'HAO1', 'BOLL', 'ANGPTL3', 'ASAP1-IT1', 'SNCB', 'MMP20', 'LCN1', 'OR52K1', 'PRAMEF1', 'SPACA3', 'MUSK', 'PRDM9', 'SLITRK3', 'FOXN3-AS2', 'CCDC166', 'OR6K6', 'AADAC', 'KRTAP19-6', 'OR51G2', 'INSC', 'CCL24', 'UGT2B28', 'NKX2-1', 'OR2W1', 'DPRX', 'DPPA5', 'SNAR-F', 'MGC27382', 'CFHR4', 'NCAN', 'BRINP3', 'AWAT1', 'FOXD4L3', 'LOC285847', 'KRTAP2-1', 'CRLF2', 'DEFB123', 'BMP15', 'C1ORF94', 'IL17F', 'ENAM', 'TSKS', 'IQCF6', 'DPPA2', 'OR4C12', 'SPRR2E', 'DUSP21', 'LINC00923', 'APCS', 'KCNIP4-IT1', 'GRK1', 'OR51I2', 'PRSS54', 'MAGEA5', 'CRYGB', 'GAGE12F', 'ARL13A', 'OR56A1', 'MAP3K15', 'ASB11', 'DKFZP434K028', 'OR5H1', 'KRT25', 'NYX', 'CA6', 'NTS', 'C10ORF120', 'GCSAML-AS1', 'SLC10A1', 'SLC6A5', 'RPL3L', 'KRTAP10-6', 'IZUMO1R', 'MMP23A', 'MTNR1B', 'DAW1', 'BANF2', 'PROKR2', 'FAM74A3', 'NXNL1', 'TMPRSS12', 'OR6K2', 'PAPOLB', 'KRTAP10-3', 'OR12D2', 'AQP2', 'CD200R1L', 'FAM138B', 'OR6C2', 'LINC01312', 'LINC00410', 'IGLL3P', 'ADAM29', 'TFF2', 'NUTM1', 'SLURP1', 'KRTAP19-3', 'KRTAP5-4', 'AKR1C8P', 'TMEM88B', 'GOLGA6L1', 'OR4D5', 'KCNMB2', 'OTOL1', 'GRIN2B', 'YWHAEP7', 'ANP32D', 'OR1L1', 'TTTY15', 'SFTPB', 'NMUR2', 'IL3', 'OR51F2', 'YIPF7', 'USP9Y', 'CSN3', 'FAM71B', 'NEUROD1', 'OR2T10', 'OR2M3', 'OR10W1', 'ZNF705A', 'GPHA2', 'HBE1', 'SLC22A10', 'SNAR-G1', 'SNORA59B', 'PRB4', 'LRRC30', 'RBPJL', 'MAGEA9B', 'OR1B1', 'TARM1', 'AMER3', 'OR51B5', 'EDDM3B', 'TRIM48', 'GABRR3', 'IL36RN', 'URAD', 'RPS4Y2', 'KRTAP9-2', 'SDR16C6P', 'SLC9C1', 'SCTR', 'OCSTAMP', 'OR52R1', 'C16ORF90', 'PLA2G12B', 'NKX2-3', 'MUC2', 'SPANXN3', 'OR6A2', 'COX7B2', 'SYT14P1', 'OR7D4', 'SNORA76C', 'USH1C', 'TNP1', 'SPZ1', 'SNORD15B', 'AKR1D1', 'OR8I2', 'PSG4', 'BCYRN1', 'SHH', 'CCL15-CCL14', 'B4GALNT2', 'HULC', 'TBC1D21', 'OR13C9', 'FIGLA', 'ZNF679', 'OR5M3', 'PTH2', 'OR2L1P', 'TCEB3C', 'DEFB124', 'TRHDE', 'ANKRD34C', 'DEFB113', 'DMP1', 'GKN2', 'SNAR-I', 'CD300LD', 'DDI1', 'SNAR-E', 'GPR22', 'BPIFB4', 'CTRB2', 'CPA2', 'ADGRD2', 'KRTAP1-5', 'XKR7', 'OR10G8', 'BPIFB3', 'PPP1R2P9', 'SNORA36A', 'FKBP6', 'VIL1', 'SLC36A3', 'PCDH8', 'FAM41AY1', 'ACSM2B', 'AADACL3', 'SNORD97', 'NEUROD6', 'LINC00520', 'MAGEA1', 'CHRNB3', 'OR2AG1', 'OR4D2', 'C12ORF50', 'PRAC1', 'SH2D7', 'OACYLP', 'DISC2', 'NXPE1', 'USP50', 'BHLHE23', 'MYH7', 'CALCB', 'LOC284798', 'DEFB110', 'RAPGEF4-AS1', 'AIRE', 'KGFLP1', 'RFX6', 'CPNE4', 'CNGB1', 'CETN1', 'C2ORF27B', 'SSX9', 'SLC5A8', 'C11ORF40', 'LOC400736', 'SLCO1B7', 'TNFSF18', 'KRTAP1-1', 'KRT71', 'PRMT8', 'POU4F1', 'DMRT1', 'FAM183CP', 'KCNK4', 'ASB15', 'SCEL', 'GLYATL3', 'NEUROG3', 'CA5A', 'SNORA27', 'OR2L2', 'XIRP2', 'UGT2B10', 'FAM47C', 'NF1P2', 'DEFB118', 'TRIM75P', 'LINC00029', 'KCNJ16', 'CACNG7', 'HTR1A', 'DSCR10', 'MIR1-1HG', 'OR2A14', 'CD1B', 'OR8D4', 'GAGE2B', 'SPATA3', 'CIB4', 'HYMAI', 'ARL14', 'PRL', 'LOC100132831', 'FMO9P', 'HGC6.3', 'BTF3P11', 'OR52N1', 'SNORA16B', 'CDH10', 'HRK', 'KRTAP11-1', 'LINC00479', 'OR10H2', 'SNORA58', 'C12ORF42', 'LINC00202-2', 'C6ORF10', 'ODF3', 'GFI1B', 'OR1L4', 'OVCH1', 'HSD52', 'POU4F2', 'HIST1H3A', 'FAM19A1', 'HOXC12', 'OR52N2', 'NPB', 'ADRB3', 'HIST2H2AB', 'HIST1H3F', 'RAET1L', 'SNORA2B', 'HCRTR2', 'SPOCK3', 'SCARNA1', 'GPR52', 'SLC39A12', 'ANKRD20A20P', 'XAGE3', 'HTR2C', 'IFNL1', 'GSC2', 'DEFB109P1', 'CLRN1-AS1', 'SPINT3', 'HPVC1', 'HHATL', 'CYP2A7', 'SLC2A2', 'OR2A12', 'HIST1H2BM', 'RNF222', 'IGFBP1', 'NEUROG1', 'CA4', 'TPSD1', 'SERPINB11', 'NKX6-2', 'OR5H2', 'AATK-AS1', 'KRT12', 'KLRC4', 'LINC00314', 'FOXG1', 'GABBR2', 'SNORA72', 'MYH16', 'LOC647859', 'OR51T1', 'CRYGC', 'OR5M1', 'FOXE3', 'GBA3', 'LINC00710', 'CRISP2', 'EXD1', 'F2', 'TRPM3', 'CLCA3P', 'SLC13A1', 'LOC285627', 'CGB2', 'MROH5', 'LINC00452', 'LINC00964', 'PLD5', 'LINC00691', 'KRTAP12-1', 'OR51L1', 'LOC400940', 'OR4N4', 'MYL1', 'TMEM207', 'FAM170A', 'SCGB3A2', 'PTCHD3', 'NYAP2', 'OR51A2', 'C5ORF47', 'FAM92A1P2', 'IGLL1', 'FRMPD2', 'HBM', 'POU4F3', 'POU6F2', 'PRSS48', 'TSHB', 'LINC01105', 'OR10AD1', 'FOXI3', 'SNORA68', 'STON1-GTF2A1L', 'S100A12', 'B3GALT1', 'TKTL2', 'C12ORF56', 'C1ORF146', 'MEP1A', 'OR3A2', 'MT1B', 'CACNG3', 'LOC100130417', 'ALAS2', 'DPP10', 'MAGEA11', 'SLC22A12', 'INS-IGF2', 'PRAMEF14', 'ART1', 'OR13C2', 'SSX8', 'CLEC18C', 'ZIC5', 'OR5A1', 'GH2', 'GPRC6A', 'MYH4', 'OR5E1P', 'OR52K2', 'OR13H1', 'MAGEB4', 'PAQR9', 'HIST1H3B', 'LOC391343', 'C11ORF87', 'CCL7', 'CWH43', 'PDX1', 'VSTM5', 'NHLH2', 'SPANXN2', 'HMHB1', 'PCSK2', 'FGF16', 'FAM9B', 'SNORA64', 'PAEP', 'FAM71E2', 'FEZF1', 'PATE3', 'FRG2DP', 'DACH2', 'DAPL1', 'LOC100130264', 'LOC100129055', 'MYADML', 'FEZF2', 'MMP21', 'ABCA13', 'TBATA', 'SNORA16A', 'HIST1H4B', 'CYP1A2', 'BRDT', 'LINC00608', 'OTC', 'IFNE', 'CASR', 'MAGEA12', 'GABRA3', 'SLITRK1', 'GABRB1', 'OR52A1', 'KLK12', 'IFNL2', 'TAS2R42', 'SPRR1B', 'C4ORF51', 'GJA10', 'OR12D3', 'GJB7', 'GPR61', 'MYL2', 'TBX20', 'OR2T2', 'KAAG1', 'SPRR2G', 'VAX1', 'ISL1', 'C17ORF78', 'GCKR', 'RNF151', 'LINC00652', 'KRT18P55', 'PLCZ1', 'OR7A5', 'KRTAP10-4', 'OR9K2', 'ADCYAP1R1', 'S100A7', 'ZG16', 'KRTAP4-5', 'FOXR1', 'KRT73', 'CST13P', 'OPRM1', 'SPINK14', 'FSHR', 'OR5K1', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056514421630322165
		RMSE:  0.4680116353271619
		NRMSE:  0.125354663272308
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.038787823290495904
		RMSE:  0.4172475009588805
		NRMSE:  0.13741067049526773
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941389
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  2.2113727840799722e-15
		NRMSE:  5.92305553523496e-16
		MAPE:  4.286600922469506e-12
		Pearson Correlation:  0.1220297046308328
		Spearman Correlation:  0.0929470295580919
		Coefficient of Determination:  -1.767776533121534
		RMSE:  0.681076398022761
		NRMSE:  0.22429652495398023
		MAPE:  2695.5155340641886

	Predictor:  ElasticNet
		Pearson Correlation:  0.8654674762031456
		Spearman Correlation:  0.782478455959565
		Coefficient of Determination:  0.7073442064952036
		RMSE:  0.24631876501639177
		NRMSE:  0.06597529530370745
		MAPE:  273.9432099369972
		Pearson Correlation:  0.3662422251325018
		Spearman Correlation:  0.3710174617110526
		Coefficient of Determination:  0.11711748115707166
		RMSE:  0.38466420784866256
		NRMSE:  0.12668012772885312
		MAPE:  1283.408940098084

	Predictor:  RandomForests
		Pearson Correlation:  0.656465670053954
		Spearman Correlation:  0.5715890637512641
		Coefficient of Determination:  0.38357927822314053
		RMSE:  0.35748477502883214
		NRMSE:  0.09575057587487135
		MAPE:  320.46611313542314
		Pearson Correlation:  0.5546068006651379
		Spearman Correlation:  0.4503881395568437
		Coefficient of Determination:  0.29498062776699374
		RMSE:  0.34374061084078367
		NRMSE:  0.11320290164359745
		MAPE:  1520.1230943249782

Protein:  CTNNB1
x_train_column_count:  1030
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'OR7G3', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'C12ORF77', 'DUX4L6', 'TAAR8', 'GUCA1C', 'GJA8', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'CTSL3P', 'SNORA36B', 'FGF6', 'LCE2D', 'BTBD17', 'OR7G1', 'FGF22', 'DEFB127', 'CPN1', 'MRGPRG-AS1', 'SMCP', 'FAM150A', 'LINC00326', 'REXO1L6P', 'CT47B1', 'SCP2D1', 'ST8SIA3', 'CHAT', 'CEACAM20', 'ZNRF4', 'LHX3', 'HNF1B', 'CTXN3', 'ANXA8L1', 'FAM224B', 'LINC01553', 'ESX1', 'CT47A2', 'SLC18A3', 'GNAT3', 'AMBN', 'SCARNA4', 'H1FOO', 'OR6T1', 'CT47A6', 'CT47A7', 'OR7G2', 'SSX6', 'FLG2', 'OC90', 'KRT78', 'KRTAP6-2', 'OR5AN1', 'LINC00671', 'CFHR2', 'DEFB119', 'NR0B1', 'OR4A47', 'OR8B8', 'FAM25BP', 'SEC14L3', 'OR10G4', 'SPAM1', 'LOC727924', 'OR4M2', 'OR10T2', 'SCARNA14', 'LCE1F', 'ATP4B', 'LINC01548', 'GYPA', 'BARHL1', 'CXORF51A', 'KRTAP19-5', 'LCE2A', 'SNORA55', 'CHODL-AS1', 'KRTAP4-11', 'TYR', 'CLCA1', 'SLC28A2', 'NMS', 'SPATA31A3', 'PROL1', 'ASB10', 'CLC', 'SNORA24', 'BTNL3', 'SUN3', 'PSMB11', 'ZNF536', 'SOX1', 'FXYD4', 'C1ORF105', 'C1ORF87', 'KLHL40', 'IL37', 'SNORA28', 'KCNU1', 'OR8U1', 'CSH2', 'GPR50', 'IGFL4', 'OR2B3', 'ZNF804B', 'C22ORF42', 'OLIG3', 'CT47A11', 'SNORD115-7', 'BRDTP1', 'SNORA20', 'GLRA4', 'OR6C76', 'SNORA5B', 'OR2AE1', 'PIWIL3', 'MAGEB10', 'FAM153C', 'CNTNAP5', 'APOA2', 'HAO2', 'IQCF2', 'OR7C2', 'KRT39', 'ASB18', 'SPIC', 'PPBPP1', 'GAGE2C', 'TMEM179', 'OR2T12', 'TSPYL6', 'PLA2G2F', 'AHSP', 'GPR151', 'MC2R', 'OR6C4', 'DEFB128', 'DMBT1P1', 'OLIG2', 'SLCO1A2', 'LELP1', 'SATB2-AS1', 'PRSS3P2', 'FGF4', 'CCKBR', 'OR2C3', 'TEX36-AS1', 'LOC440040', 'TEX33', 'NPHS2', 'BMP10', 'CDKL4', 'LOC100129935', 'MOS', 'IFNA21', 'KRTAP1-3', 'OR5B2', 'OR6B1', 'HTR3B', 'GNAT1', 'SYT10', 'DNAJC5G', 'PSG8', 'OR10S1', 'PRAP1', 'PRAMEF8', 'PSAPL1', 'LINC00111', 'KRTDAP', 'GOLGA8EP', 'RNASE8', 'KRTAP19-1', 'AKAP14', 'ZNF735', 'KRTAP12-2', 'TMEM196', 'CFC1B', 'USP17L6P', 'SLCO6A1', 'NKX2-6', 'NCOR1P1', 'GOT1L1', 'HFE2', 'USP26', 'ITLN2', 'KRTAP10-11', 'FAM24A', 'SNORD15A', 'FLJ25758', 'SPRR4', 'IFNA13', 'SNORA54', 'SOX3', 'KRT2', 'LY6G6D', 'DNMT3L', 'OR52A5', 'SCARNA20', 'FBP2', 'TAGLN3', 'IL31', 'MORC1', 'ARG1', 'MS4A10', 'LINC00207', 'GABRA6', 'TSPY1', 'TSPY2', 'LOC646813', 'OR1M1', 'GABRA1', 'KRTAP12-3', 'GHSR', 'NPBWR2', 'HAND1', 'OR2T29', 'FOXE1', 'LINC01020', 'SERPINB4', 'OTX2', 'OR6C74', 'TGIF2LX', 'SLC25A3P1', 'TMIGD1', 'PRAMEF5', 'OR1E2', 'SCGB1A1', 'FAM71A', 'FGF23', 'GUCA2B', 'C3ORF49', 'SYCP1', 'MRGPRX1', 'OR2T34', 'CYP3A4', 'SNORD116-19', 'ACSM2A', 'VRTN', 'OR4D11', 'OR8B3', 'LGALS14', 'OR52A4P', 'OR52B4', 'CT45A1', 'ARL5C', 'GYS2', 'SERPINI2', 'OR9A2', 'TMEM252', 'TMPRSS11F', 'TMPRSS11B', 'C10ORF53', 'TTTY2', 'MOGAT3', 'SNORA37', 'OR4F15', 'OR6S1', 'OR14C36', 'NXF2B', 'LINC00895', 'F13B', 'CGB5', 'LINC00469', 'HTR5A', 'HBG1', 'TCP10L2', 'IFNA16', 'OR10V1', 'FGA', 'PRSS1', 'ZNF479', 'MAGEB3', 'ZCCHC13', 'PPY', 'SNORA51', 'OR5H14', 'LINC00696', 'RAX2', 'WFDC5', 'OR4A16', 'GPR78', 'CLEC6A', 'ASB17', 'OR5T2', 'VWC2L', 'PSG7', 'ALPPL2', 'SST', 'PLG', 'ANKUB1', 'LINC00575', 'NOX3', 'SCARNA11', 'OR1S2', 'SNORA34', 'PLET1', 'LEUTX', 'LINC00523', 'RPL13AP17', 'OR1N1', 'LOC145845', 'ADAM18', 'TPD52L3', 'LINC01205', 'C18ORF42', 'POTED', 'ALOX12B', 'OR2G2', 'XAGE5', 'OR6M1', 'AMTN', 'OR2M2', 'HIST1H4F', 'C2ORF83', 'ARSF', 'SSX5', 'SFTA3', 'ARHGAP36', 'OR9G4', 'EPPIN', 'SLC1A6', 'ACTR3BP2', 'RESP18', 'OR11H4', 'OR4S1', 'ARR3', 'MBD3L5', 'OR2A2', 'LINC00488', 'CABS1', 'FMR1NB', 'TAAR9', 'PLSCR5', 'HNRNPCL1', 'SNORD89', 'TSGA13', 'ACTRT2', 'ZPBP', 'PROKR1', 'GH1', 'LINC01101', 'KRT13', 'BPIFA3', 'OPN1MW', 'OR4D9', 'SNORA70B', 'DEFB126', 'LINC00934', 'PROP1', 'SNORA1', 'FAM27B', 'OR8G5', 'CLCA4', 'ZIM3', 'PWAR4', 'CASC8', 'GABRG3', 'TRHR', 'CLRN2', 'ADGRG7', 'SPATA31C1', 'PRAMEF20', 'RGS8', 'RTP2', 'STATH', 'TCERG1L', 'ZAR1', 'COL6A4P1', 'MYBPHL', 'TMEM72', 'OR8G2', 'KRTAP25-1', 'OR2M4', 'CYP2W1', 'KRTAP19-8', 'SVOP', 'WFDC8', 'LINC00114', 'OR8H2', 'SLC38A8', 'OR2M7', 'SERPINB3', 'SLC32A1', 'LHX9', 'HYALP1', 'LINC00636', 'GYPB', 'NKAIN3', 'OR2T35', 'KRTAP6-1', 'HBD', 'KCNQ1DN', 'OR4C16', 'KRTAP19-2', 'DUXA', 'OR6Y1', 'IQCJ', 'LGI3', 'SPACA7', 'DAOA', 'OR7A17', 'FAM169B', 'OR2L8', 'HSFY2', 'SPANXA2', 'PPY2P', 'B3GNT6', 'DEFB104A', 'UGT2A3', 'OR6B3', 'TCP10', 'OR4K17', 'RHAG', 'SNORA38B', 'CTRB1', 'KRT3', 'INS', 'LINC00200', 'SPDYC', 'PRKAG3', 'OLIG1', 'KRTAP10-12', 'MYH1', 'LINC01566', 'FAM71C', 'LINC01565', 'PABPC1L2A', 'TRPV5', 'FDCSP', 'OR8J3', 'FTMT', 'INSM2', 'NEU2', 'TBC1D3P2', 'PPIAL4E', 'DYDC1', 'SFTPC', 'PRR27', 'MYF5', 'ACER1', 'DEFB129', 'HPD', 'IVL', 'C9ORF135', 'SNORD115-26', 'FBXW12', 'C3ORF30', 'IL13', 'MMD2', 'SLC51B', 'ITIH1', 'TEX13B', 'OR2AT4', 'HMX3', 'DNTT', 'CT47A1', 'OR6B2', 'KRTAP4-3', 'GSTA5', 'FAM27L', 'GPR148', 'OR1K1', 'LINC00602', 'AVPR1B', 'PRG1', 'C11ORF94', 'APOC3', 'LCN9', 'CYP2C18', 'SCARNA8', 'TAS2R60', 'KRTAP10-7', 'ZFAT-AS1', 'UCMA', 'SCN1A', 'LINC00113', 'FTHL17', 'HHLA1', 'LCE1D', 'PYDC2', 'OR11L1', 'GUCY2EP', 'CYLC2', 'KRTAP10-1', 'CSNK1A1P1', 'CCDC37', 'OR5M10', 'SPINK1', 'PSKH2', 'SULT1C3', 'CYP11B2', 'SNORD94', 'CYP7A1', 'CCK', 'SLC25A31', 'C20ORF173', 'OR5M8', 'LRRTM1', 'LOC729609', 'EPB42', 'TTTY8', 'TTTY9B', 'SLC17A6', 'EPGN', 'LYZL1', 'CGB8', 'SNORA77', 'CHIAP2', 'SPATA19', 'FAM138D', 'OLFM3', 'PCGEM1', 'UGT1A4', 'GBX2', 'SBSN', 'ACOT12', 'HBG2', 'CPLX3', 'REG4', 'PSG11', 'CNTNAP4', 'KRTAP21-1', 'SNORA47', 'KRTAP3-2', 'FFAR1', 'ABRA', 'TMEM202', 'HAO1', 'BOLL', 'ANGPTL3', 'ASAP1-IT1', 'SNCB', 'MMP20', 'LCN1', 'OR52K1', 'PRAMEF1', 'SPACA3', 'MUSK', 'PRDM9', 'SLITRK3', 'FOXN3-AS2', 'CCDC166', 'OR6K6', 'AADAC', 'KRTAP19-6', 'OR51G2', 'INSC', 'CCL24', 'UGT2B28', 'NKX2-1', 'OR2W1', 'DPRX', 'DPPA5', 'SNAR-F', 'MGC27382', 'CFHR4', 'NCAN', 'BRINP3', 'AWAT1', 'FOXD4L3', 'LOC285847', 'KRTAP2-1', 'CRLF2', 'DEFB123', 'BMP15', 'C1ORF94', 'IL17F', 'ENAM', 'TSKS', 'IQCF6', 'DPPA2', 'OR4C12', 'SPRR2E', 'DUSP21', 'LINC00923', 'APCS', 'KCNIP4-IT1', 'GRK1', 'OR51I2', 'PRSS54', 'MAGEA5', 'CRYGB', 'GAGE12F', 'ARL13A', 'OR56A1', 'MAP3K15', 'ASB11', 'DKFZP434K028', 'OR5H1', 'KRT25', 'NYX', 'CA6', 'NTS', 'C10ORF120', 'GCSAML-AS1', 'SLC10A1', 'SLC6A5', 'RPL3L', 'KRTAP10-6', 'IZUMO1R', 'MMP23A', 'MTNR1B', 'DAW1', 'BANF2', 'PROKR2', 'FAM74A3', 'NXNL1', 'TMPRSS12', 'OR6K2', 'PAPOLB', 'KRTAP10-3', 'OR12D2', 'AQP2', 'CD200R1L', 'FAM138B', 'OR6C2', 'LINC01312', 'LINC00410', 'IGLL3P', 'ADAM29', 'TFF2', 'NUTM1', 'SLURP1', 'KRTAP19-3', 'KRTAP5-4', 'AKR1C8P', 'TMEM88B', 'GOLGA6L1', 'OR4D5', 'KCNMB2', 'OTOL1', 'GRIN2B', 'YWHAEP7', 'ANP32D', 'OR1L1', 'TTTY15', 'SFTPB', 'NMUR2', 'IL3', 'OR51F2', 'YIPF7', 'USP9Y', 'CSN3', 'FAM71B', 'NEUROD1', 'OR2T10', 'OR2M3', 'OR10W1', 'ZNF705A', 'GPHA2', 'HBE1', 'SLC22A10', 'SNAR-G1', 'SNORA59B', 'PRB4', 'LRRC30', 'RBPJL', 'MAGEA9B', 'OR1B1', 'TARM1', 'AMER3', 'OR51B5', 'EDDM3B', 'TRIM48', 'GABRR3', 'IL36RN', 'URAD', 'RPS4Y2', 'KRTAP9-2', 'SDR16C6P', 'SLC9C1', 'SCTR', 'OCSTAMP', 'OR52R1', 'C16ORF90', 'PLA2G12B', 'NKX2-3', 'MUC2', 'SPANXN3', 'OR6A2', 'COX7B2', 'SYT14P1', 'OR7D4', 'SNORA76C', 'USH1C', 'TNP1', 'SPZ1', 'SNORD15B', 'AKR1D1', 'OR8I2', 'PSG4', 'BCYRN1', 'SHH', 'CCL15-CCL14', 'B4GALNT2', 'HULC', 'TBC1D21', 'OR13C9', 'FIGLA', 'ZNF679', 'OR5M3', 'PTH2', 'OR2L1P', 'TCEB3C', 'DEFB124', 'TRHDE', 'ANKRD34C', 'DEFB113', 'DMP1', 'GKN2', 'SNAR-I', 'CD300LD', 'DDI1', 'SNAR-E', 'GPR22', 'BPIFB4', 'CTRB2', 'CPA2', 'ADGRD2', 'KRTAP1-5', 'XKR7', 'OR10G8', 'BPIFB3', 'PPP1R2P9', 'SNORA36A', 'FKBP6', 'VIL1', 'SLC36A3', 'PCDH8', 'FAM41AY1', 'ACSM2B', 'AADACL3', 'SNORD97', 'NEUROD6', 'LINC00520', 'MAGEA1', 'CHRNB3', 'OR2AG1', 'OR4D2', 'C12ORF50', 'PRAC1', 'SH2D7', 'OACYLP', 'DISC2', 'NXPE1', 'USP50', 'BHLHE23', 'MYH7', 'CALCB', 'LOC284798', 'DEFB110', 'RAPGEF4-AS1', 'AIRE', 'KGFLP1', 'RFX6', 'CPNE4', 'CNGB1', 'CETN1', 'C2ORF27B', 'SSX9', 'SLC5A8', 'C11ORF40', 'LOC400736', 'SLCO1B7', 'TNFSF18', 'KRTAP1-1', 'KRT71', 'PRMT8', 'POU4F1', 'DMRT1', 'FAM183CP', 'KCNK4', 'ASB15', 'SCEL', 'GLYATL3', 'NEUROG3', 'CA5A', 'SNORA27', 'OR2L2', 'XIRP2', 'UGT2B10', 'FAM47C', 'NF1P2', 'DEFB118', 'TRIM75P', 'LINC00029', 'KCNJ16', 'CACNG7', 'HTR1A', 'DSCR10', 'MIR1-1HG', 'OR2A14', 'CD1B', 'OR8D4', 'GAGE2B', 'SPATA3', 'CIB4', 'HYMAI', 'ARL14', 'PRL', 'LOC100132831', 'FMO9P', 'HGC6.3', 'BTF3P11', 'OR52N1', 'SNORA16B', 'CDH10', 'HRK', 'KRTAP11-1', 'LINC00479', 'OR10H2', 'SNORA58', 'C12ORF42', 'LINC00202-2', 'C6ORF10', 'ODF3', 'GFI1B', 'OR1L4', 'OVCH1', 'HSD52', 'POU4F2', 'HIST1H3A', 'FAM19A1', 'HOXC12', 'OR52N2', 'NPB', 'ADRB3', 'HIST2H2AB', 'HIST1H3F', 'RAET1L', 'SNORA2B', 'HCRTR2', 'SPOCK3', 'SCARNA1', 'GPR52', 'SLC39A12', 'ANKRD20A20P', 'XAGE3', 'HTR2C', 'IFNL1', 'GSC2', 'DEFB109P1', 'CLRN1-AS1', 'SPINT3', 'HPVC1', 'HHATL', 'CYP2A7', 'SLC2A2', 'OR2A12', 'HIST1H2BM', 'RNF222', 'IGFBP1', 'NEUROG1', 'CA4', 'TPSD1', 'SERPINB11', 'NKX6-2', 'OR5H2', 'AATK-AS1', 'KRT12', 'KLRC4', 'LINC00314', 'FOXG1', 'GABBR2', 'SNORA72', 'MYH16', 'LOC647859', 'OR51T1', 'CRYGC', 'OR5M1', 'FOXE3', 'GBA3', 'LINC00710', 'CRISP2', 'EXD1', 'F2', 'TRPM3', 'CLCA3P', 'SLC13A1', 'LOC285627', 'CGB2', 'MROH5', 'LINC00452', 'LINC00964', 'PLD5', 'LINC00691', 'KRTAP12-1', 'OR51L1', 'LOC400940', 'OR4N4', 'MYL1', 'TMEM207', 'FAM170A', 'SCGB3A2', 'PTCHD3', 'NYAP2', 'OR51A2', 'C5ORF47', 'FAM92A1P2', 'IGLL1', 'FRMPD2', 'HBM', 'POU4F3', 'POU6F2', 'PRSS48', 'TSHB', 'LINC01105', 'OR10AD1', 'FOXI3', 'SNORA68', 'STON1-GTF2A1L', 'S100A12', 'B3GALT1', 'TKTL2', 'C12ORF56', 'C1ORF146', 'MEP1A', 'OR3A2', 'MT1B', 'CACNG3', 'LOC100130417', 'ALAS2', 'DPP10', 'MAGEA11', 'SLC22A12', 'INS-IGF2', 'PRAMEF14', 'ART1', 'OR13C2', 'SSX8', 'CLEC18C', 'ZIC5', 'OR5A1', 'GH2', 'GPRC6A', 'MYH4', 'OR5E1P', 'OR52K2', 'OR13H1', 'MAGEB4', 'PAQR9', 'HIST1H3B', 'LOC391343', 'C11ORF87', 'CCL7', 'CWH43', 'PDX1', 'VSTM5', 'NHLH2', 'SPANXN2', 'HMHB1', 'PCSK2', 'FGF16', 'FAM9B', 'SNORA64', 'PAEP', 'FAM71E2', 'FEZF1', 'PATE3', 'FRG2DP', 'DACH2', 'DAPL1', 'LOC100130264', 'LOC100129055', 'MYADML', 'FEZF2', 'MMP21', 'ABCA13', 'TBATA', 'SNORA16A', 'HIST1H4B', 'CYP1A2', 'BRDT', 'LINC00608', 'OTC', 'IFNE', 'CASR', 'MAGEA12', 'GABRA3', 'SLITRK1', 'GABRB1', 'OR52A1', 'KLK12', 'IFNL2', 'TAS2R42', 'SPRR1B', 'C4ORF51', 'GJA10', 'OR12D3', 'GJB7', 'GPR61', 'MYL2', 'TBX20', 'OR2T2', 'KAAG1', 'SPRR2G', 'VAX1', 'ISL1', 'C17ORF78', 'GCKR', 'RNF151', 'LINC00652', 'KRT18P55', 'PLCZ1', 'OR7A5', 'KRTAP10-4', 'OR9K2', 'ADCYAP1R1', 'S100A7', 'ZG16', 'KRTAP4-5', 'FOXR1', 'KRT73', 'CST13P', 'OPRM1', 'SPINK14', 'FSHR', 'OR5K1', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3748966387166963
		RMSE:  0.8500866572002603
		NRMSE:  0.167208233123576
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8495839638322671
		RMSE:  1.0424819908687044
		NRMSE:  0.25944650229429445
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999418805934
		Coefficient of Determination:  1.0
		RMSE:  3.4235060496299002e-15
		NRMSE:  6.733882867092645e-16
		MAPE:  3.652142331381804e-12
		Pearson Correlation:  0.11212831971326614
		Spearman Correlation:  0.12759730757974833
		Coefficient of Determination:  -1.8212868282240136
		RMSE:  1.2875234749611322
		NRMSE:  0.3204309188325657
		MAPE:  426.1211904680549

	Predictor:  ElasticNet
		Pearson Correlation:  0.8757022315895961
		Spearman Correlation:  0.8774492027169907
		Coefficient of Determination:  0.7243120044580299
		RMSE:  0.3806598765251608
		NRMSE:  0.07487409058323384
		MAPE:  257.5251940364497
		Pearson Correlation:  0.24875024508811946
		Spearman Correlation:  0.331045751633987
		Coefficient of Determination:  -0.03503525817793851
		RMSE:  0.7798464644738937
		NRMSE:  0.19408338878422485
		MAPE:  225.59969008713273

	Predictor:  RandomForests
		Pearson Correlation:  0.5972590525658618
		Spearman Correlation:  0.5538335183887589
		Coefficient of Determination:  0.20898274764799762
		RMSE:  0.6447942446680092
		NRMSE:  0.12682813624469103
		MAPE:  510.22488960743874
		Pearson Correlation:  0.37204848188453643
		Spearman Correlation:  0.3828650863330407
		Coefficient of Determination:  -0.017462050768773052
		RMSE:  0.773197863728417
		NRMSE:  0.19242872594719324
		MAPE:  242.36904765127494

Protein:  CCNE1
x_train_column_count:  1030
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'OR7G3', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'C12ORF77', 'DUX4L6', 'TAAR8', 'GUCA1C', 'GJA8', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'CTSL3P', 'SNORA36B', 'FGF6', 'LCE2D', 'BTBD17', 'OR7G1', 'FGF22', 'DEFB127', 'CPN1', 'MRGPRG-AS1', 'SMCP', 'FAM150A', 'LINC00326', 'REXO1L6P', 'CT47B1', 'SCP2D1', 'ST8SIA3', 'CHAT', 'CEACAM20', 'ZNRF4', 'LHX3', 'HNF1B', 'CTXN3', 'ANXA8L1', 'FAM224B', 'LINC01553', 'ESX1', 'CT47A2', 'SLC18A3', 'GNAT3', 'AMBN', 'SCARNA4', 'H1FOO', 'OR6T1', 'CT47A6', 'CT47A7', 'OR7G2', 'SSX6', 'FLG2', 'OC90', 'KRT78', 'KRTAP6-2', 'OR5AN1', 'LINC00671', 'CFHR2', 'DEFB119', 'NR0B1', 'OR4A47', 'OR8B8', 'FAM25BP', 'SEC14L3', 'OR10G4', 'SPAM1', 'LOC727924', 'OR4M2', 'OR10T2', 'SCARNA14', 'LCE1F', 'ATP4B', 'LINC01548', 'GYPA', 'BARHL1', 'CXORF51A', 'KRTAP19-5', 'LCE2A', 'SNORA55', 'CHODL-AS1', 'KRTAP4-11', 'TYR', 'CLCA1', 'SLC28A2', 'NMS', 'SPATA31A3', 'PROL1', 'ASB10', 'CLC', 'SNORA24', 'BTNL3', 'SUN3', 'PSMB11', 'ZNF536', 'SOX1', 'FXYD4', 'C1ORF105', 'C1ORF87', 'KLHL40', 'IL37', 'SNORA28', 'KCNU1', 'OR8U1', 'CSH2', 'GPR50', 'IGFL4', 'OR2B3', 'ZNF804B', 'C22ORF42', 'OLIG3', 'CT47A11', 'SNORD115-7', 'BRDTP1', 'SNORA20', 'GLRA4', 'OR6C76', 'SNORA5B', 'OR2AE1', 'PIWIL3', 'MAGEB10', 'FAM153C', 'CNTNAP5', 'APOA2', 'HAO2', 'IQCF2', 'OR7C2', 'KRT39', 'ASB18', 'SPIC', 'PPBPP1', 'GAGE2C', 'TMEM179', 'OR2T12', 'TSPYL6', 'PLA2G2F', 'AHSP', 'GPR151', 'MC2R', 'OR6C4', 'DEFB128', 'DMBT1P1', 'OLIG2', 'SLCO1A2', 'LELP1', 'SATB2-AS1', 'PRSS3P2', 'FGF4', 'CCKBR', 'OR2C3', 'TEX36-AS1', 'LOC440040', 'TEX33', 'NPHS2', 'BMP10', 'CDKL4', 'LOC100129935', 'MOS', 'IFNA21', 'KRTAP1-3', 'OR5B2', 'OR6B1', 'HTR3B', 'GNAT1', 'SYT10', 'DNAJC5G', 'PSG8', 'OR10S1', 'PRAP1', 'PRAMEF8', 'PSAPL1', 'LINC00111', 'KRTDAP', 'GOLGA8EP', 'RNASE8', 'KRTAP19-1', 'AKAP14', 'ZNF735', 'KRTAP12-2', 'TMEM196', 'CFC1B', 'USP17L6P', 'SLCO6A1', 'NKX2-6', 'NCOR1P1', 'GOT1L1', 'HFE2', 'USP26', 'ITLN2', 'KRTAP10-11', 'FAM24A', 'SNORD15A', 'FLJ25758', 'SPRR4', 'IFNA13', 'SNORA54', 'SOX3', 'KRT2', 'LY6G6D', 'DNMT3L', 'OR52A5', 'SCARNA20', 'FBP2', 'TAGLN3', 'IL31', 'MORC1', 'ARG1', 'MS4A10', 'LINC00207', 'GABRA6', 'TSPY1', 'TSPY2', 'LOC646813', 'OR1M1', 'GABRA1', 'KRTAP12-3', 'GHSR', 'NPBWR2', 'HAND1', 'OR2T29', 'FOXE1', 'LINC01020', 'SERPINB4', 'OTX2', 'OR6C74', 'TGIF2LX', 'SLC25A3P1', 'TMIGD1', 'PRAMEF5', 'OR1E2', 'SCGB1A1', 'FAM71A', 'FGF23', 'GUCA2B', 'C3ORF49', 'SYCP1', 'MRGPRX1', 'OR2T34', 'CYP3A4', 'SNORD116-19', 'ACSM2A', 'VRTN', 'OR4D11', 'OR8B3', 'LGALS14', 'OR52A4P', 'OR52B4', 'CT45A1', 'ARL5C', 'GYS2', 'SERPINI2', 'OR9A2', 'TMEM252', 'TMPRSS11F', 'TMPRSS11B', 'C10ORF53', 'TTTY2', 'MOGAT3', 'SNORA37', 'OR4F15', 'OR6S1', 'OR14C36', 'NXF2B', 'LINC00895', 'F13B', 'CGB5', 'LINC00469', 'HTR5A', 'HBG1', 'TCP10L2', 'IFNA16', 'OR10V1', 'FGA', 'PRSS1', 'ZNF479', 'MAGEB3', 'ZCCHC13', 'PPY', 'SNORA51', 'OR5H14', 'LINC00696', 'RAX2', 'WFDC5', 'OR4A16', 'GPR78', 'CLEC6A', 'ASB17', 'OR5T2', 'VWC2L', 'PSG7', 'ALPPL2', 'SST', 'PLG', 'ANKUB1', 'LINC00575', 'NOX3', 'SCARNA11', 'OR1S2', 'SNORA34', 'PLET1', 'LEUTX', 'LINC00523', 'RPL13AP17', 'OR1N1', 'LOC145845', 'ADAM18', 'TPD52L3', 'LINC01205', 'C18ORF42', 'POTED', 'ALOX12B', 'OR2G2', 'XAGE5', 'OR6M1', 'AMTN', 'OR2M2', 'HIST1H4F', 'C2ORF83', 'ARSF', 'SSX5', 'SFTA3', 'ARHGAP36', 'OR9G4', 'EPPIN', 'SLC1A6', 'ACTR3BP2', 'RESP18', 'OR11H4', 'OR4S1', 'ARR3', 'MBD3L5', 'OR2A2', 'LINC00488', 'CABS1', 'FMR1NB', 'TAAR9', 'PLSCR5', 'HNRNPCL1', 'SNORD89', 'TSGA13', 'ACTRT2', 'ZPBP', 'PROKR1', 'GH1', 'LINC01101', 'KRT13', 'BPIFA3', 'OPN1MW', 'OR4D9', 'SNORA70B', 'DEFB126', 'LINC00934', 'PROP1', 'SNORA1', 'FAM27B', 'OR8G5', 'CLCA4', 'ZIM3', 'PWAR4', 'CASC8', 'GABRG3', 'TRHR', 'CLRN2', 'ADGRG7', 'SPATA31C1', 'PRAMEF20', 'RGS8', 'RTP2', 'STATH', 'TCERG1L', 'ZAR1', 'COL6A4P1', 'MYBPHL', 'TMEM72', 'OR8G2', 'KRTAP25-1', 'OR2M4', 'CYP2W1', 'KRTAP19-8', 'SVOP', 'WFDC8', 'LINC00114', 'OR8H2', 'SLC38A8', 'OR2M7', 'SERPINB3', 'SLC32A1', 'LHX9', 'HYALP1', 'LINC00636', 'GYPB', 'NKAIN3', 'OR2T35', 'KRTAP6-1', 'HBD', 'KCNQ1DN', 'OR4C16', 'KRTAP19-2', 'DUXA', 'OR6Y1', 'IQCJ', 'LGI3', 'SPACA7', 'DAOA', 'OR7A17', 'FAM169B', 'OR2L8', 'HSFY2', 'SPANXA2', 'PPY2P', 'B3GNT6', 'DEFB104A', 'UGT2A3', 'OR6B3', 'TCP10', 'OR4K17', 'RHAG', 'SNORA38B', 'CTRB1', 'KRT3', 'INS', 'LINC00200', 'SPDYC', 'PRKAG3', 'OLIG1', 'KRTAP10-12', 'MYH1', 'LINC01566', 'FAM71C', 'LINC01565', 'PABPC1L2A', 'TRPV5', 'FDCSP', 'OR8J3', 'FTMT', 'INSM2', 'NEU2', 'TBC1D3P2', 'PPIAL4E', 'DYDC1', 'SFTPC', 'PRR27', 'MYF5', 'ACER1', 'DEFB129', 'HPD', 'IVL', 'C9ORF135', 'SNORD115-26', 'FBXW12', 'C3ORF30', 'IL13', 'MMD2', 'SLC51B', 'ITIH1', 'TEX13B', 'OR2AT4', 'HMX3', 'DNTT', 'CT47A1', 'OR6B2', 'KRTAP4-3', 'GSTA5', 'FAM27L', 'GPR148', 'OR1K1', 'LINC00602', 'AVPR1B', 'PRG1', 'C11ORF94', 'APOC3', 'LCN9', 'CYP2C18', 'SCARNA8', 'TAS2R60', 'KRTAP10-7', 'ZFAT-AS1', 'UCMA', 'SCN1A', 'LINC00113', 'FTHL17', 'HHLA1', 'LCE1D', 'PYDC2', 'OR11L1', 'GUCY2EP', 'CYLC2', 'KRTAP10-1', 'CSNK1A1P1', 'CCDC37', 'OR5M10', 'SPINK1', 'PSKH2', 'SULT1C3', 'CYP11B2', 'SNORD94', 'CYP7A1', 'CCK', 'SLC25A31', 'C20ORF173', 'OR5M8', 'LRRTM1', 'LOC729609', 'EPB42', 'TTTY8', 'TTTY9B', 'SLC17A6', 'EPGN', 'LYZL1', 'CGB8', 'SNORA77', 'CHIAP2', 'SPATA19', 'FAM138D', 'OLFM3', 'PCGEM1', 'UGT1A4', 'GBX2', 'SBSN', 'ACOT12', 'HBG2', 'CPLX3', 'REG4', 'PSG11', 'CNTNAP4', 'KRTAP21-1', 'SNORA47', 'KRTAP3-2', 'FFAR1', 'ABRA', 'TMEM202', 'HAO1', 'BOLL', 'ANGPTL3', 'ASAP1-IT1', 'SNCB', 'MMP20', 'LCN1', 'OR52K1', 'PRAMEF1', 'SPACA3', 'MUSK', 'PRDM9', 'SLITRK3', 'FOXN3-AS2', 'CCDC166', 'OR6K6', 'AADAC', 'KRTAP19-6', 'OR51G2', 'INSC', 'CCL24', 'UGT2B28', 'NKX2-1', 'OR2W1', 'DPRX', 'DPPA5', 'SNAR-F', 'MGC27382', 'CFHR4', 'NCAN', 'BRINP3', 'AWAT1', 'FOXD4L3', 'LOC285847', 'KRTAP2-1', 'CRLF2', 'DEFB123', 'BMP15', 'C1ORF94', 'IL17F', 'ENAM', 'TSKS', 'IQCF6', 'DPPA2', 'OR4C12', 'SPRR2E', 'DUSP21', 'LINC00923', 'APCS', 'KCNIP4-IT1', 'GRK1', 'OR51I2', 'PRSS54', 'MAGEA5', 'CRYGB', 'GAGE12F', 'ARL13A', 'OR56A1', 'MAP3K15', 'ASB11', 'DKFZP434K028', 'OR5H1', 'KRT25', 'NYX', 'CA6', 'NTS', 'C10ORF120', 'GCSAML-AS1', 'SLC10A1', 'SLC6A5', 'RPL3L', 'KRTAP10-6', 'IZUMO1R', 'MMP23A', 'MTNR1B', 'DAW1', 'BANF2', 'PROKR2', 'FAM74A3', 'NXNL1', 'TMPRSS12', 'OR6K2', 'PAPOLB', 'KRTAP10-3', 'OR12D2', 'AQP2', 'CD200R1L', 'FAM138B', 'OR6C2', 'LINC01312', 'LINC00410', 'IGLL3P', 'ADAM29', 'TFF2', 'NUTM1', 'SLURP1', 'KRTAP19-3', 'KRTAP5-4', 'AKR1C8P', 'TMEM88B', 'GOLGA6L1', 'OR4D5', 'KCNMB2', 'OTOL1', 'GRIN2B', 'YWHAEP7', 'ANP32D', 'OR1L1', 'TTTY15', 'SFTPB', 'NMUR2', 'IL3', 'OR51F2', 'YIPF7', 'USP9Y', 'CSN3', 'FAM71B', 'NEUROD1', 'OR2T10', 'OR2M3', 'OR10W1', 'ZNF705A', 'GPHA2', 'HBE1', 'SLC22A10', 'SNAR-G1', 'SNORA59B', 'PRB4', 'LRRC30', 'RBPJL', 'MAGEA9B', 'OR1B1', 'TARM1', 'AMER3', 'OR51B5', 'EDDM3B', 'TRIM48', 'GABRR3', 'IL36RN', 'URAD', 'RPS4Y2', 'KRTAP9-2', 'SDR16C6P', 'SLC9C1', 'SCTR', 'OCSTAMP', 'OR52R1', 'C16ORF90', 'PLA2G12B', 'NKX2-3', 'MUC2', 'SPANXN3', 'OR6A2', 'COX7B2', 'SYT14P1', 'OR7D4', 'SNORA76C', 'USH1C', 'TNP1', 'SPZ1', 'SNORD15B', 'AKR1D1', 'OR8I2', 'PSG4', 'BCYRN1', 'SHH', 'CCL15-CCL14', 'B4GALNT2', 'HULC', 'TBC1D21', 'OR13C9', 'FIGLA', 'ZNF679', 'OR5M3', 'PTH2', 'OR2L1P', 'TCEB3C', 'DEFB124', 'TRHDE', 'ANKRD34C', 'DEFB113', 'DMP1', 'GKN2', 'SNAR-I', 'CD300LD', 'DDI1', 'SNAR-E', 'GPR22', 'BPIFB4', 'CTRB2', 'CPA2', 'ADGRD2', 'KRTAP1-5', 'XKR7', 'OR10G8', 'BPIFB3', 'PPP1R2P9', 'SNORA36A', 'FKBP6', 'VIL1', 'SLC36A3', 'PCDH8', 'FAM41AY1', 'ACSM2B', 'AADACL3', 'SNORD97', 'NEUROD6', 'LINC00520', 'MAGEA1', 'CHRNB3', 'OR2AG1', 'OR4D2', 'C12ORF50', 'PRAC1', 'SH2D7', 'OACYLP', 'DISC2', 'NXPE1', 'USP50', 'BHLHE23', 'MYH7', 'CALCB', 'LOC284798', 'DEFB110', 'RAPGEF4-AS1', 'AIRE', 'KGFLP1', 'RFX6', 'CPNE4', 'CNGB1', 'CETN1', 'C2ORF27B', 'SSX9', 'SLC5A8', 'C11ORF40', 'LOC400736', 'SLCO1B7', 'TNFSF18', 'KRTAP1-1', 'KRT71', 'PRMT8', 'POU4F1', 'DMRT1', 'FAM183CP', 'KCNK4', 'ASB15', 'SCEL', 'GLYATL3', 'NEUROG3', 'CA5A', 'SNORA27', 'OR2L2', 'XIRP2', 'UGT2B10', 'FAM47C', 'NF1P2', 'DEFB118', 'TRIM75P', 'LINC00029', 'KCNJ16', 'CACNG7', 'HTR1A', 'DSCR10', 'MIR1-1HG', 'OR2A14', 'CD1B', 'OR8D4', 'GAGE2B', 'SPATA3', 'CIB4', 'HYMAI', 'ARL14', 'PRL', 'LOC100132831', 'FMO9P', 'HGC6.3', 'BTF3P11', 'OR52N1', 'SNORA16B', 'CDH10', 'HRK', 'KRTAP11-1', 'LINC00479', 'OR10H2', 'SNORA58', 'C12ORF42', 'LINC00202-2', 'C6ORF10', 'ODF3', 'GFI1B', 'OR1L4', 'OVCH1', 'HSD52', 'POU4F2', 'HIST1H3A', 'FAM19A1', 'HOXC12', 'OR52N2', 'NPB', 'ADRB3', 'HIST2H2AB', 'HIST1H3F', 'RAET1L', 'SNORA2B', 'HCRTR2', 'SPOCK3', 'SCARNA1', 'GPR52', 'SLC39A12', 'ANKRD20A20P', 'XAGE3', 'HTR2C', 'IFNL1', 'GSC2', 'DEFB109P1', 'CLRN1-AS1', 'SPINT3', 'HPVC1', 'HHATL', 'CYP2A7', 'SLC2A2', 'OR2A12', 'HIST1H2BM', 'RNF222', 'IGFBP1', 'NEUROG1', 'CA4', 'TPSD1', 'SERPINB11', 'NKX6-2', 'OR5H2', 'AATK-AS1', 'KRT12', 'KLRC4', 'LINC00314', 'FOXG1', 'GABBR2', 'SNORA72', 'MYH16', 'LOC647859', 'OR51T1', 'CRYGC', 'OR5M1', 'FOXE3', 'GBA3', 'LINC00710', 'CRISP2', 'EXD1', 'F2', 'TRPM3', 'CLCA3P', 'SLC13A1', 'LOC285627', 'CGB2', 'MROH5', 'LINC00452', 'LINC00964', 'PLD5', 'LINC00691', 'KRTAP12-1', 'OR51L1', 'LOC400940', 'OR4N4', 'MYL1', 'TMEM207', 'FAM170A', 'SCGB3A2', 'PTCHD3', 'NYAP2', 'OR51A2', 'C5ORF47', 'FAM92A1P2', 'IGLL1', 'FRMPD2', 'HBM', 'POU4F3', 'POU6F2', 'PRSS48', 'TSHB', 'LINC01105', 'OR10AD1', 'FOXI3', 'SNORA68', 'STON1-GTF2A1L', 'S100A12', 'B3GALT1', 'TKTL2', 'C12ORF56', 'C1ORF146', 'MEP1A', 'OR3A2', 'MT1B', 'CACNG3', 'LOC100130417', 'ALAS2', 'DPP10', 'MAGEA11', 'SLC22A12', 'INS-IGF2', 'PRAMEF14', 'ART1', 'OR13C2', 'SSX8', 'CLEC18C', 'ZIC5', 'OR5A1', 'GH2', 'GPRC6A', 'MYH4', 'OR5E1P', 'OR52K2', 'OR13H1', 'MAGEB4', 'PAQR9', 'HIST1H3B', 'LOC391343', 'C11ORF87', 'CCL7', 'CWH43', 'PDX1', 'VSTM5', 'NHLH2', 'SPANXN2', 'HMHB1', 'PCSK2', 'FGF16', 'FAM9B', 'SNORA64', 'PAEP', 'FAM71E2', 'FEZF1', 'PATE3', 'FRG2DP', 'DACH2', 'DAPL1', 'LOC100130264', 'LOC100129055', 'MYADML', 'FEZF2', 'MMP21', 'ABCA13', 'TBATA', 'SNORA16A', 'HIST1H4B', 'CYP1A2', 'BRDT', 'LINC00608', 'OTC', 'IFNE', 'CASR', 'MAGEA12', 'GABRA3', 'SLITRK1', 'GABRB1', 'OR52A1', 'KLK12', 'IFNL2', 'TAS2R42', 'SPRR1B', 'C4ORF51', 'GJA10', 'OR12D3', 'GJB7', 'GPR61', 'MYL2', 'TBX20', 'OR2T2', 'KAAG1', 'SPRR2G', 'VAX1', 'ISL1', 'C17ORF78', 'GCKR', 'RNF151', 'LINC00652', 'KRT18P55', 'PLCZ1', 'OR7A5', 'KRTAP10-4', 'OR9K2', 'ADCYAP1R1', 'S100A7', 'ZG16', 'KRTAP4-5', 'FOXR1', 'KRT73', 'CST13P', 'OPRM1', 'SPINK14', 'FSHR', 'OR5K1', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4791855590206433
		RMSE:  0.8074207285197392
		NRMSE:  0.19485501569122746
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.202859557398884
		RMSE:  0.7485643095226329
		NRMSE:  0.4068306401244751
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5127968844139411
		NRMSE:  0.12375338089483821
		MAPE:  119.54577818111471
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.708057571667368e-05
		RMSE:  0.41828317133084
		NRMSE:  0.22732904598983691
		MAPE:  82.35330275987332

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.85815143049925e-15
		NRMSE:  4.484280788906654e-16
		MAPE:  3.4183793796834463e-13
		Pearson Correlation:  0.45916469604841786
		Spearman Correlation:  0.3689835138035314
		Coefficient of Determination:  -0.3392466439385289
		RMSE:  0.4840502539151961
		NRMSE:  0.2630722199116279
		MAPE:  88.5071051977871

	Predictor:  ElasticNet
		Pearson Correlation:  0.9287134430040838
		Spearman Correlation:  0.801615432763587
		Coefficient of Determination:  0.8476668333036598
		RMSE:  0.20014401744313132
		NRMSE:  0.04830079818595249
		MAPE:  61.69280533252931
		Pearson Correlation:  0.714661206963719
		Spearman Correlation:  0.6485855038532827
		Coefficient of Determination:  0.48977532970631366
		RMSE:  0.2987726889579065
		NRMSE:  0.16237734387573113
		MAPE:  49.27187333315319

	Predictor:  RandomForests
		Pearson Correlation:  0.8599635242538168
		Spearman Correlation:  0.7114432237816355
		Coefficient of Determination:  0.7347948204736499
		RMSE:  0.264080527446936
		NRMSE:  0.06373060970797499
		MAPE:  68.77355026907242
		Pearson Correlation:  0.8385297451775151
		Spearman Correlation:  0.7373441570067537
		Coefficient of Determination:  0.7002943562069117
		RMSE:  0.2289853139154592
		NRMSE:  0.12444921652588288
		MAPE:  40.90888980239014

Protein:  CCND1
x_train_column_count:  1030
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'OR7G3', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'C12ORF77', 'DUX4L6', 'TAAR8', 'GUCA1C', 'GJA8', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'CTSL3P', 'SNORA36B', 'FGF6', 'LCE2D', 'BTBD17', 'OR7G1', 'FGF22', 'DEFB127', 'CPN1', 'MRGPRG-AS1', 'SMCP', 'FAM150A', 'LINC00326', 'REXO1L6P', 'CT47B1', 'SCP2D1', 'ST8SIA3', 'CHAT', 'CEACAM20', 'ZNRF4', 'LHX3', 'HNF1B', 'CTXN3', 'ANXA8L1', 'FAM224B', 'LINC01553', 'ESX1', 'CT47A2', 'SLC18A3', 'GNAT3', 'AMBN', 'SCARNA4', 'H1FOO', 'OR6T1', 'CT47A6', 'CT47A7', 'OR7G2', 'SSX6', 'FLG2', 'OC90', 'KRT78', 'KRTAP6-2', 'OR5AN1', 'LINC00671', 'CFHR2', 'DEFB119', 'NR0B1', 'OR4A47', 'OR8B8', 'FAM25BP', 'SEC14L3', 'OR10G4', 'SPAM1', 'LOC727924', 'OR4M2', 'OR10T2', 'SCARNA14', 'LCE1F', 'ATP4B', 'LINC01548', 'GYPA', 'BARHL1', 'CXORF51A', 'KRTAP19-5', 'LCE2A', 'SNORA55', 'CHODL-AS1', 'KRTAP4-11', 'TYR', 'CLCA1', 'SLC28A2', 'NMS', 'SPATA31A3', 'PROL1', 'ASB10', 'CLC', 'SNORA24', 'BTNL3', 'SUN3', 'PSMB11', 'ZNF536', 'SOX1', 'FXYD4', 'C1ORF105', 'C1ORF87', 'KLHL40', 'IL37', 'SNORA28', 'KCNU1', 'OR8U1', 'CSH2', 'GPR50', 'IGFL4', 'OR2B3', 'ZNF804B', 'C22ORF42', 'OLIG3', 'CT47A11', 'SNORD115-7', 'BRDTP1', 'SNORA20', 'GLRA4', 'OR6C76', 'SNORA5B', 'OR2AE1', 'PIWIL3', 'MAGEB10', 'FAM153C', 'CNTNAP5', 'APOA2', 'HAO2', 'IQCF2', 'OR7C2', 'KRT39', 'ASB18', 'SPIC', 'PPBPP1', 'GAGE2C', 'TMEM179', 'OR2T12', 'TSPYL6', 'PLA2G2F', 'AHSP', 'GPR151', 'MC2R', 'OR6C4', 'DEFB128', 'DMBT1P1', 'OLIG2', 'SLCO1A2', 'LELP1', 'SATB2-AS1', 'PRSS3P2', 'FGF4', 'CCKBR', 'OR2C3', 'TEX36-AS1', 'LOC440040', 'TEX33', 'NPHS2', 'BMP10', 'CDKL4', 'LOC100129935', 'MOS', 'IFNA21', 'KRTAP1-3', 'OR5B2', 'OR6B1', 'HTR3B', 'GNAT1', 'SYT10', 'DNAJC5G', 'PSG8', 'OR10S1', 'PRAP1', 'PRAMEF8', 'PSAPL1', 'LINC00111', 'KRTDAP', 'GOLGA8EP', 'RNASE8', 'KRTAP19-1', 'AKAP14', 'ZNF735', 'KRTAP12-2', 'TMEM196', 'CFC1B', 'USP17L6P', 'SLCO6A1', 'NKX2-6', 'NCOR1P1', 'GOT1L1', 'HFE2', 'USP26', 'ITLN2', 'KRTAP10-11', 'FAM24A', 'SNORD15A', 'FLJ25758', 'SPRR4', 'IFNA13', 'SNORA54', 'SOX3', 'KRT2', 'LY6G6D', 'DNMT3L', 'OR52A5', 'SCARNA20', 'FBP2', 'TAGLN3', 'IL31', 'MORC1', 'ARG1', 'MS4A10', 'LINC00207', 'GABRA6', 'TSPY1', 'TSPY2', 'LOC646813', 'OR1M1', 'GABRA1', 'KRTAP12-3', 'GHSR', 'NPBWR2', 'HAND1', 'OR2T29', 'FOXE1', 'LINC01020', 'SERPINB4', 'OTX2', 'OR6C74', 'TGIF2LX', 'SLC25A3P1', 'TMIGD1', 'PRAMEF5', 'OR1E2', 'SCGB1A1', 'FAM71A', 'FGF23', 'GUCA2B', 'C3ORF49', 'SYCP1', 'MRGPRX1', 'OR2T34', 'CYP3A4', 'SNORD116-19', 'ACSM2A', 'VRTN', 'OR4D11', 'OR8B3', 'LGALS14', 'OR52A4P', 'OR52B4', 'CT45A1', 'ARL5C', 'GYS2', 'SERPINI2', 'OR9A2', 'TMEM252', 'TMPRSS11F', 'TMPRSS11B', 'C10ORF53', 'TTTY2', 'MOGAT3', 'SNORA37', 'OR4F15', 'OR6S1', 'OR14C36', 'NXF2B', 'LINC00895', 'F13B', 'CGB5', 'LINC00469', 'HTR5A', 'HBG1', 'TCP10L2', 'IFNA16', 'OR10V1', 'FGA', 'PRSS1', 'ZNF479', 'MAGEB3', 'ZCCHC13', 'PPY', 'SNORA51', 'OR5H14', 'LINC00696', 'RAX2', 'WFDC5', 'OR4A16', 'GPR78', 'CLEC6A', 'ASB17', 'OR5T2', 'VWC2L', 'PSG7', 'ALPPL2', 'SST', 'PLG', 'ANKUB1', 'LINC00575', 'NOX3', 'SCARNA11', 'OR1S2', 'SNORA34', 'PLET1', 'LEUTX', 'LINC00523', 'RPL13AP17', 'OR1N1', 'LOC145845', 'ADAM18', 'TPD52L3', 'LINC01205', 'C18ORF42', 'POTED', 'ALOX12B', 'OR2G2', 'XAGE5', 'OR6M1', 'AMTN', 'OR2M2', 'HIST1H4F', 'C2ORF83', 'ARSF', 'SSX5', 'SFTA3', 'ARHGAP36', 'OR9G4', 'EPPIN', 'SLC1A6', 'ACTR3BP2', 'RESP18', 'OR11H4', 'OR4S1', 'ARR3', 'MBD3L5', 'OR2A2', 'LINC00488', 'CABS1', 'FMR1NB', 'TAAR9', 'PLSCR5', 'HNRNPCL1', 'SNORD89', 'TSGA13', 'ACTRT2', 'ZPBP', 'PROKR1', 'GH1', 'LINC01101', 'KRT13', 'BPIFA3', 'OPN1MW', 'OR4D9', 'SNORA70B', 'DEFB126', 'LINC00934', 'PROP1', 'SNORA1', 'FAM27B', 'OR8G5', 'CLCA4', 'ZIM3', 'PWAR4', 'CASC8', 'GABRG3', 'TRHR', 'CLRN2', 'ADGRG7', 'SPATA31C1', 'PRAMEF20', 'RGS8', 'RTP2', 'STATH', 'TCERG1L', 'ZAR1', 'COL6A4P1', 'MYBPHL', 'TMEM72', 'OR8G2', 'KRTAP25-1', 'OR2M4', 'CYP2W1', 'KRTAP19-8', 'SVOP', 'WFDC8', 'LINC00114', 'OR8H2', 'SLC38A8', 'OR2M7', 'SERPINB3', 'SLC32A1', 'LHX9', 'HYALP1', 'LINC00636', 'GYPB', 'NKAIN3', 'OR2T35', 'KRTAP6-1', 'HBD', 'KCNQ1DN', 'OR4C16', 'KRTAP19-2', 'DUXA', 'OR6Y1', 'IQCJ', 'LGI3', 'SPACA7', 'DAOA', 'OR7A17', 'FAM169B', 'OR2L8', 'HSFY2', 'SPANXA2', 'PPY2P', 'B3GNT6', 'DEFB104A', 'UGT2A3', 'OR6B3', 'TCP10', 'OR4K17', 'RHAG', 'SNORA38B', 'CTRB1', 'KRT3', 'INS', 'LINC00200', 'SPDYC', 'PRKAG3', 'OLIG1', 'KRTAP10-12', 'MYH1', 'LINC01566', 'FAM71C', 'LINC01565', 'PABPC1L2A', 'TRPV5', 'FDCSP', 'OR8J3', 'FTMT', 'INSM2', 'NEU2', 'TBC1D3P2', 'PPIAL4E', 'DYDC1', 'SFTPC', 'PRR27', 'MYF5', 'ACER1', 'DEFB129', 'HPD', 'IVL', 'C9ORF135', 'SNORD115-26', 'FBXW12', 'C3ORF30', 'IL13', 'MMD2', 'SLC51B', 'ITIH1', 'TEX13B', 'OR2AT4', 'HMX3', 'DNTT', 'CT47A1', 'OR6B2', 'KRTAP4-3', 'GSTA5', 'FAM27L', 'GPR148', 'OR1K1', 'LINC00602', 'AVPR1B', 'PRG1', 'C11ORF94', 'APOC3', 'LCN9', 'CYP2C18', 'SCARNA8', 'TAS2R60', 'KRTAP10-7', 'ZFAT-AS1', 'UCMA', 'SCN1A', 'LINC00113', 'FTHL17', 'HHLA1', 'LCE1D', 'PYDC2', 'OR11L1', 'GUCY2EP', 'CYLC2', 'KRTAP10-1', 'CSNK1A1P1', 'CCDC37', 'OR5M10', 'SPINK1', 'PSKH2', 'SULT1C3', 'CYP11B2', 'SNORD94', 'CYP7A1', 'CCK', 'SLC25A31', 'C20ORF173', 'OR5M8', 'LRRTM1', 'LOC729609', 'EPB42', 'TTTY8', 'TTTY9B', 'SLC17A6', 'EPGN', 'LYZL1', 'CGB8', 'SNORA77', 'CHIAP2', 'SPATA19', 'FAM138D', 'OLFM3', 'PCGEM1', 'UGT1A4', 'GBX2', 'SBSN', 'ACOT12', 'HBG2', 'CPLX3', 'REG4', 'PSG11', 'CNTNAP4', 'KRTAP21-1', 'SNORA47', 'KRTAP3-2', 'FFAR1', 'ABRA', 'TMEM202', 'HAO1', 'BOLL', 'ANGPTL3', 'ASAP1-IT1', 'SNCB', 'MMP20', 'LCN1', 'OR52K1', 'PRAMEF1', 'SPACA3', 'MUSK', 'PRDM9', 'SLITRK3', 'FOXN3-AS2', 'CCDC166', 'OR6K6', 'AADAC', 'KRTAP19-6', 'OR51G2', 'INSC', 'CCL24', 'UGT2B28', 'NKX2-1', 'OR2W1', 'DPRX', 'DPPA5', 'SNAR-F', 'MGC27382', 'CFHR4', 'NCAN', 'BRINP3', 'AWAT1', 'FOXD4L3', 'LOC285847', 'KRTAP2-1', 'CRLF2', 'DEFB123', 'BMP15', 'C1ORF94', 'IL17F', 'ENAM', 'TSKS', 'IQCF6', 'DPPA2', 'OR4C12', 'SPRR2E', 'DUSP21', 'LINC00923', 'APCS', 'KCNIP4-IT1', 'GRK1', 'OR51I2', 'PRSS54', 'MAGEA5', 'CRYGB', 'GAGE12F', 'ARL13A', 'OR56A1', 'MAP3K15', 'ASB11', 'DKFZP434K028', 'OR5H1', 'KRT25', 'NYX', 'CA6', 'NTS', 'C10ORF120', 'GCSAML-AS1', 'SLC10A1', 'SLC6A5', 'RPL3L', 'KRTAP10-6', 'IZUMO1R', 'MMP23A', 'MTNR1B', 'DAW1', 'BANF2', 'PROKR2', 'FAM74A3', 'NXNL1', 'TMPRSS12', 'OR6K2', 'PAPOLB', 'KRTAP10-3', 'OR12D2', 'AQP2', 'CD200R1L', 'FAM138B', 'OR6C2', 'LINC01312', 'LINC00410', 'IGLL3P', 'ADAM29', 'TFF2', 'NUTM1', 'SLURP1', 'KRTAP19-3', 'KRTAP5-4', 'AKR1C8P', 'TMEM88B', 'GOLGA6L1', 'OR4D5', 'KCNMB2', 'OTOL1', 'GRIN2B', 'YWHAEP7', 'ANP32D', 'OR1L1', 'TTTY15', 'SFTPB', 'NMUR2', 'IL3', 'OR51F2', 'YIPF7', 'USP9Y', 'CSN3', 'FAM71B', 'NEUROD1', 'OR2T10', 'OR2M3', 'OR10W1', 'ZNF705A', 'GPHA2', 'HBE1', 'SLC22A10', 'SNAR-G1', 'SNORA59B', 'PRB4', 'LRRC30', 'RBPJL', 'MAGEA9B', 'OR1B1', 'TARM1', 'AMER3', 'OR51B5', 'EDDM3B', 'TRIM48', 'GABRR3', 'IL36RN', 'URAD', 'RPS4Y2', 'KRTAP9-2', 'SDR16C6P', 'SLC9C1', 'SCTR', 'OCSTAMP', 'OR52R1', 'C16ORF90', 'PLA2G12B', 'NKX2-3', 'MUC2', 'SPANXN3', 'OR6A2', 'COX7B2', 'SYT14P1', 'OR7D4', 'SNORA76C', 'USH1C', 'TNP1', 'SPZ1', 'SNORD15B', 'AKR1D1', 'OR8I2', 'PSG4', 'BCYRN1', 'SHH', 'CCL15-CCL14', 'B4GALNT2', 'HULC', 'TBC1D21', 'OR13C9', 'FIGLA', 'ZNF679', 'OR5M3', 'PTH2', 'OR2L1P', 'TCEB3C', 'DEFB124', 'TRHDE', 'ANKRD34C', 'DEFB113', 'DMP1', 'GKN2', 'SNAR-I', 'CD300LD', 'DDI1', 'SNAR-E', 'GPR22', 'BPIFB4', 'CTRB2', 'CPA2', 'ADGRD2', 'KRTAP1-5', 'XKR7', 'OR10G8', 'BPIFB3', 'PPP1R2P9', 'SNORA36A', 'FKBP6', 'VIL1', 'SLC36A3', 'PCDH8', 'FAM41AY1', 'ACSM2B', 'AADACL3', 'SNORD97', 'NEUROD6', 'LINC00520', 'MAGEA1', 'CHRNB3', 'OR2AG1', 'OR4D2', 'C12ORF50', 'PRAC1', 'SH2D7', 'OACYLP', 'DISC2', 'NXPE1', 'USP50', 'BHLHE23', 'MYH7', 'CALCB', 'LOC284798', 'DEFB110', 'RAPGEF4-AS1', 'AIRE', 'KGFLP1', 'RFX6', 'CPNE4', 'CNGB1', 'CETN1', 'C2ORF27B', 'SSX9', 'SLC5A8', 'C11ORF40', 'LOC400736', 'SLCO1B7', 'TNFSF18', 'KRTAP1-1', 'KRT71', 'PRMT8', 'POU4F1', 'DMRT1', 'FAM183CP', 'KCNK4', 'ASB15', 'SCEL', 'GLYATL3', 'NEUROG3', 'CA5A', 'SNORA27', 'OR2L2', 'XIRP2', 'UGT2B10', 'FAM47C', 'NF1P2', 'DEFB118', 'TRIM75P', 'LINC00029', 'KCNJ16', 'CACNG7', 'HTR1A', 'DSCR10', 'MIR1-1HG', 'OR2A14', 'CD1B', 'OR8D4', 'GAGE2B', 'SPATA3', 'CIB4', 'HYMAI', 'ARL14', 'PRL', 'LOC100132831', 'FMO9P', 'HGC6.3', 'BTF3P11', 'OR52N1', 'SNORA16B', 'CDH10', 'HRK', 'KRTAP11-1', 'LINC00479', 'OR10H2', 'SNORA58', 'C12ORF42', 'LINC00202-2', 'C6ORF10', 'ODF3', 'GFI1B', 'OR1L4', 'OVCH1', 'HSD52', 'POU4F2', 'HIST1H3A', 'FAM19A1', 'HOXC12', 'OR52N2', 'NPB', 'ADRB3', 'HIST2H2AB', 'HIST1H3F', 'RAET1L', 'SNORA2B', 'HCRTR2', 'SPOCK3', 'SCARNA1', 'GPR52', 'SLC39A12', 'ANKRD20A20P', 'XAGE3', 'HTR2C', 'IFNL1', 'GSC2', 'DEFB109P1', 'CLRN1-AS1', 'SPINT3', 'HPVC1', 'HHATL', 'CYP2A7', 'SLC2A2', 'OR2A12', 'HIST1H2BM', 'RNF222', 'IGFBP1', 'NEUROG1', 'CA4', 'TPSD1', 'SERPINB11', 'NKX6-2', 'OR5H2', 'AATK-AS1', 'KRT12', 'KLRC4', 'LINC00314', 'FOXG1', 'GABBR2', 'SNORA72', 'MYH16', 'LOC647859', 'OR51T1', 'CRYGC', 'OR5M1', 'FOXE3', 'GBA3', 'LINC00710', 'CRISP2', 'EXD1', 'F2', 'TRPM3', 'CLCA3P', 'SLC13A1', 'LOC285627', 'CGB2', 'MROH5', 'LINC00452', 'LINC00964', 'PLD5', 'LINC00691', 'KRTAP12-1', 'OR51L1', 'LOC400940', 'OR4N4', 'MYL1', 'TMEM207', 'FAM170A', 'SCGB3A2', 'PTCHD3', 'NYAP2', 'OR51A2', 'C5ORF47', 'FAM92A1P2', 'IGLL1', 'FRMPD2', 'HBM', 'POU4F3', 'POU6F2', 'PRSS48', 'TSHB', 'LINC01105', 'OR10AD1', 'FOXI3', 'SNORA68', 'STON1-GTF2A1L', 'S100A12', 'B3GALT1', 'TKTL2', 'C12ORF56', 'C1ORF146', 'MEP1A', 'OR3A2', 'MT1B', 'CACNG3', 'LOC100130417', 'ALAS2', 'DPP10', 'MAGEA11', 'SLC22A12', 'INS-IGF2', 'PRAMEF14', 'ART1', 'OR13C2', 'SSX8', 'CLEC18C', 'ZIC5', 'OR5A1', 'GH2', 'GPRC6A', 'MYH4', 'OR5E1P', 'OR52K2', 'OR13H1', 'MAGEB4', 'PAQR9', 'HIST1H3B', 'LOC391343', 'C11ORF87', 'CCL7', 'CWH43', 'PDX1', 'VSTM5', 'NHLH2', 'SPANXN2', 'HMHB1', 'PCSK2', 'FGF16', 'FAM9B', 'SNORA64', 'PAEP', 'FAM71E2', 'FEZF1', 'PATE3', 'FRG2DP', 'DACH2', 'DAPL1', 'LOC100130264', 'LOC100129055', 'MYADML', 'FEZF2', 'MMP21', 'ABCA13', 'TBATA', 'SNORA16A', 'HIST1H4B', 'CYP1A2', 'BRDT', 'LINC00608', 'OTC', 'IFNE', 'CASR', 'MAGEA12', 'GABRA3', 'SLITRK1', 'GABRB1', 'OR52A1', 'KLK12', 'IFNL2', 'TAS2R42', 'SPRR1B', 'C4ORF51', 'GJA10', 'OR12D3', 'GJB7', 'GPR61', 'MYL2', 'TBX20', 'OR2T2', 'KAAG1', 'SPRR2G', 'VAX1', 'ISL1', 'C17ORF78', 'GCKR', 'RNF151', 'LINC00652', 'KRT18P55', 'PLCZ1', 'OR7A5', 'KRTAP10-4', 'OR9K2', 'ADCYAP1R1', 'S100A7', 'ZG16', 'KRTAP4-5', 'FOXR1', 'KRT73', 'CST13P', 'OPRM1', 'SPINK14', 'FSHR', 'OR5K1', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.45856423758787734
		RMSE:  0.28833360256132
		NRMSE:  0.17333782361719832
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5341468996847767
		RMSE:  0.29160473760802996
		NRMSE:  0.22560247695118987
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.128921860967384e-15
		NRMSE:  6.786751758229335e-16
		MAPE:  2.6820048325418896e-12
		Pearson Correlation:  -0.03026744844434502
		Spearman Correlation:  0.01955906740805775
		Coefficient of Determination:  -2.8452394338138824
		RMSE:  0.46166058323413134
		NRMSE:  0.35716762334756713
		MAPE:  1323.7715082919597

	Predictor:  ElasticNet
		Pearson Correlation:  0.7495012410707788
		Spearman Correlation:  0.7364896161641383
		Coefficient of Determination:  0.4925865281113847
		RMSE:  0.17006442483088674
		NRMSE:  0.10223781416051674
		MAPE:  434.09951198485413
		Pearson Correlation:  0.28777004212517576
		Spearman Correlation:  0.3275436542776315
		Coefficient of Determination:  0.07678056374799369
		RMSE:  0.226210922934607
		NRMSE:  0.17500999793789612
		MAPE:  398.21002960930855

	Predictor:  RandomForests
		Pearson Correlation:  0.5679263715240153
		Spearman Correlation:  0.5773942980542337
		Coefficient of Determination:  0.2914974179195303
		RMSE:  0.2009570267248468
		NRMSE:  0.12080955304423827
		MAPE:  478.26716916424664
		Pearson Correlation:  0.26095589825475696
		Spearman Correlation:  0.4246463759633207
		Coefficient of Determination:  0.052432886711420656
		RMSE:  0.22917439414894883
		NRMSE:  0.1773027125618531
		MAPE:  314.74679040564695

Protein:  ERBB2
x_train_column_count:  1030
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'OR7G3', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'C12ORF77', 'DUX4L6', 'TAAR8', 'GUCA1C', 'GJA8', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'CTSL3P', 'SNORA36B', 'FGF6', 'LCE2D', 'BTBD17', 'OR7G1', 'FGF22', 'DEFB127', 'CPN1', 'MRGPRG-AS1', 'SMCP', 'FAM150A', 'LINC00326', 'REXO1L6P', 'CT47B1', 'SCP2D1', 'ST8SIA3', 'CHAT', 'CEACAM20', 'ZNRF4', 'LHX3', 'HNF1B', 'CTXN3', 'ANXA8L1', 'FAM224B', 'LINC01553', 'ESX1', 'CT47A2', 'SLC18A3', 'GNAT3', 'AMBN', 'SCARNA4', 'H1FOO', 'OR6T1', 'CT47A6', 'CT47A7', 'OR7G2', 'SSX6', 'FLG2', 'OC90', 'KRT78', 'KRTAP6-2', 'OR5AN1', 'LINC00671', 'CFHR2', 'DEFB119', 'NR0B1', 'OR4A47', 'OR8B8', 'FAM25BP', 'SEC14L3', 'OR10G4', 'SPAM1', 'LOC727924', 'OR4M2', 'OR10T2', 'SCARNA14', 'LCE1F', 'ATP4B', 'LINC01548', 'GYPA', 'BARHL1', 'CXORF51A', 'KRTAP19-5', 'LCE2A', 'SNORA55', 'CHODL-AS1', 'KRTAP4-11', 'TYR', 'CLCA1', 'SLC28A2', 'NMS', 'SPATA31A3', 'PROL1', 'ASB10', 'CLC', 'SNORA24', 'BTNL3', 'SUN3', 'PSMB11', 'ZNF536', 'SOX1', 'FXYD4', 'C1ORF105', 'C1ORF87', 'KLHL40', 'IL37', 'SNORA28', 'KCNU1', 'OR8U1', 'CSH2', 'GPR50', 'IGFL4', 'OR2B3', 'ZNF804B', 'C22ORF42', 'OLIG3', 'CT47A11', 'SNORD115-7', 'BRDTP1', 'SNORA20', 'GLRA4', 'OR6C76', 'SNORA5B', 'OR2AE1', 'PIWIL3', 'MAGEB10', 'FAM153C', 'CNTNAP5', 'APOA2', 'HAO2', 'IQCF2', 'OR7C2', 'KRT39', 'ASB18', 'SPIC', 'PPBPP1', 'GAGE2C', 'TMEM179', 'OR2T12', 'TSPYL6', 'PLA2G2F', 'AHSP', 'GPR151', 'MC2R', 'OR6C4', 'DEFB128', 'DMBT1P1', 'OLIG2', 'SLCO1A2', 'LELP1', 'SATB2-AS1', 'PRSS3P2', 'FGF4', 'CCKBR', 'OR2C3', 'TEX36-AS1', 'LOC440040', 'TEX33', 'NPHS2', 'BMP10', 'CDKL4', 'LOC100129935', 'MOS', 'IFNA21', 'KRTAP1-3', 'OR5B2', 'OR6B1', 'HTR3B', 'GNAT1', 'SYT10', 'DNAJC5G', 'PSG8', 'OR10S1', 'PRAP1', 'PRAMEF8', 'PSAPL1', 'LINC00111', 'KRTDAP', 'GOLGA8EP', 'RNASE8', 'KRTAP19-1', 'AKAP14', 'ZNF735', 'KRTAP12-2', 'TMEM196', 'CFC1B', 'USP17L6P', 'SLCO6A1', 'NKX2-6', 'NCOR1P1', 'GOT1L1', 'HFE2', 'USP26', 'ITLN2', 'KRTAP10-11', 'FAM24A', 'SNORD15A', 'FLJ25758', 'SPRR4', 'IFNA13', 'SNORA54', 'SOX3', 'KRT2', 'LY6G6D', 'DNMT3L', 'OR52A5', 'SCARNA20', 'FBP2', 'TAGLN3', 'IL31', 'MORC1', 'ARG1', 'MS4A10', 'LINC00207', 'GABRA6', 'TSPY1', 'TSPY2', 'LOC646813', 'OR1M1', 'GABRA1', 'KRTAP12-3', 'GHSR', 'NPBWR2', 'HAND1', 'OR2T29', 'FOXE1', 'LINC01020', 'SERPINB4', 'OTX2', 'OR6C74', 'TGIF2LX', 'SLC25A3P1', 'TMIGD1', 'PRAMEF5', 'OR1E2', 'SCGB1A1', 'FAM71A', 'FGF23', 'GUCA2B', 'C3ORF49', 'SYCP1', 'MRGPRX1', 'OR2T34', 'CYP3A4', 'SNORD116-19', 'ACSM2A', 'VRTN', 'OR4D11', 'OR8B3', 'LGALS14', 'OR52A4P', 'OR52B4', 'CT45A1', 'ARL5C', 'GYS2', 'SERPINI2', 'OR9A2', 'TMEM252', 'TMPRSS11F', 'TMPRSS11B', 'C10ORF53', 'TTTY2', 'MOGAT3', 'SNORA37', 'OR4F15', 'OR6S1', 'OR14C36', 'NXF2B', 'LINC00895', 'F13B', 'CGB5', 'LINC00469', 'HTR5A', 'HBG1', 'TCP10L2', 'IFNA16', 'OR10V1', 'FGA', 'PRSS1', 'ZNF479', 'MAGEB3', 'ZCCHC13', 'PPY', 'SNORA51', 'OR5H14', 'LINC00696', 'RAX2', 'WFDC5', 'OR4A16', 'GPR78', 'CLEC6A', 'ASB17', 'OR5T2', 'VWC2L', 'PSG7', 'ALPPL2', 'SST', 'PLG', 'ANKUB1', 'LINC00575', 'NOX3', 'SCARNA11', 'OR1S2', 'SNORA34', 'PLET1', 'LEUTX', 'LINC00523', 'RPL13AP17', 'OR1N1', 'LOC145845', 'ADAM18', 'TPD52L3', 'LINC01205', 'C18ORF42', 'POTED', 'ALOX12B', 'OR2G2', 'XAGE5', 'OR6M1', 'AMTN', 'OR2M2', 'HIST1H4F', 'C2ORF83', 'ARSF', 'SSX5', 'SFTA3', 'ARHGAP36', 'OR9G4', 'EPPIN', 'SLC1A6', 'ACTR3BP2', 'RESP18', 'OR11H4', 'OR4S1', 'ARR3', 'MBD3L5', 'OR2A2', 'LINC00488', 'CABS1', 'FMR1NB', 'TAAR9', 'PLSCR5', 'HNRNPCL1', 'SNORD89', 'TSGA13', 'ACTRT2', 'ZPBP', 'PROKR1', 'GH1', 'LINC01101', 'KRT13', 'BPIFA3', 'OPN1MW', 'OR4D9', 'SNORA70B', 'DEFB126', 'LINC00934', 'PROP1', 'SNORA1', 'FAM27B', 'OR8G5', 'CLCA4', 'ZIM3', 'PWAR4', 'CASC8', 'GABRG3', 'TRHR', 'CLRN2', 'ADGRG7', 'SPATA31C1', 'PRAMEF20', 'RGS8', 'RTP2', 'STATH', 'TCERG1L', 'ZAR1', 'COL6A4P1', 'MYBPHL', 'TMEM72', 'OR8G2', 'KRTAP25-1', 'OR2M4', 'CYP2W1', 'KRTAP19-8', 'SVOP', 'WFDC8', 'LINC00114', 'OR8H2', 'SLC38A8', 'OR2M7', 'SERPINB3', 'SLC32A1', 'LHX9', 'HYALP1', 'LINC00636', 'GYPB', 'NKAIN3', 'OR2T35', 'KRTAP6-1', 'HBD', 'KCNQ1DN', 'OR4C16', 'KRTAP19-2', 'DUXA', 'OR6Y1', 'IQCJ', 'LGI3', 'SPACA7', 'DAOA', 'OR7A17', 'FAM169B', 'OR2L8', 'HSFY2', 'SPANXA2', 'PPY2P', 'B3GNT6', 'DEFB104A', 'UGT2A3', 'OR6B3', 'TCP10', 'OR4K17', 'RHAG', 'SNORA38B', 'CTRB1', 'KRT3', 'INS', 'LINC00200', 'SPDYC', 'PRKAG3', 'OLIG1', 'KRTAP10-12', 'MYH1', 'LINC01566', 'FAM71C', 'LINC01565', 'PABPC1L2A', 'TRPV5', 'FDCSP', 'OR8J3', 'FTMT', 'INSM2', 'NEU2', 'TBC1D3P2', 'PPIAL4E', 'DYDC1', 'SFTPC', 'PRR27', 'MYF5', 'ACER1', 'DEFB129', 'HPD', 'IVL', 'C9ORF135', 'SNORD115-26', 'FBXW12', 'C3ORF30', 'IL13', 'MMD2', 'SLC51B', 'ITIH1', 'TEX13B', 'OR2AT4', 'HMX3', 'DNTT', 'CT47A1', 'OR6B2', 'KRTAP4-3', 'GSTA5', 'FAM27L', 'GPR148', 'OR1K1', 'LINC00602', 'AVPR1B', 'PRG1', 'C11ORF94', 'APOC3', 'LCN9', 'CYP2C18', 'SCARNA8', 'TAS2R60', 'KRTAP10-7', 'ZFAT-AS1', 'UCMA', 'SCN1A', 'LINC00113', 'FTHL17', 'HHLA1', 'LCE1D', 'PYDC2', 'OR11L1', 'GUCY2EP', 'CYLC2', 'KRTAP10-1', 'CSNK1A1P1', 'CCDC37', 'OR5M10', 'SPINK1', 'PSKH2', 'SULT1C3', 'CYP11B2', 'SNORD94', 'CYP7A1', 'CCK', 'SLC25A31', 'C20ORF173', 'OR5M8', 'LRRTM1', 'LOC729609', 'EPB42', 'TTTY8', 'TTTY9B', 'SLC17A6', 'EPGN', 'LYZL1', 'CGB8', 'SNORA77', 'CHIAP2', 'SPATA19', 'FAM138D', 'OLFM3', 'PCGEM1', 'UGT1A4', 'GBX2', 'SBSN', 'ACOT12', 'HBG2', 'CPLX3', 'REG4', 'PSG11', 'CNTNAP4', 'KRTAP21-1', 'SNORA47', 'KRTAP3-2', 'FFAR1', 'ABRA', 'TMEM202', 'HAO1', 'BOLL', 'ANGPTL3', 'ASAP1-IT1', 'SNCB', 'MMP20', 'LCN1', 'OR52K1', 'PRAMEF1', 'SPACA3', 'MUSK', 'PRDM9', 'SLITRK3', 'FOXN3-AS2', 'CCDC166', 'OR6K6', 'AADAC', 'KRTAP19-6', 'OR51G2', 'INSC', 'CCL24', 'UGT2B28', 'NKX2-1', 'OR2W1', 'DPRX', 'DPPA5', 'SNAR-F', 'MGC27382', 'CFHR4', 'NCAN', 'BRINP3', 'AWAT1', 'FOXD4L3', 'LOC285847', 'KRTAP2-1', 'CRLF2', 'DEFB123', 'BMP15', 'C1ORF94', 'IL17F', 'ENAM', 'TSKS', 'IQCF6', 'DPPA2', 'OR4C12', 'SPRR2E', 'DUSP21', 'LINC00923', 'APCS', 'KCNIP4-IT1', 'GRK1', 'OR51I2', 'PRSS54', 'MAGEA5', 'CRYGB', 'GAGE12F', 'ARL13A', 'OR56A1', 'MAP3K15', 'ASB11', 'DKFZP434K028', 'OR5H1', 'KRT25', 'NYX', 'CA6', 'NTS', 'C10ORF120', 'GCSAML-AS1', 'SLC10A1', 'SLC6A5', 'RPL3L', 'KRTAP10-6', 'IZUMO1R', 'MMP23A', 'MTNR1B', 'DAW1', 'BANF2', 'PROKR2', 'FAM74A3', 'NXNL1', 'TMPRSS12', 'OR6K2', 'PAPOLB', 'KRTAP10-3', 'OR12D2', 'AQP2', 'CD200R1L', 'FAM138B', 'OR6C2', 'LINC01312', 'LINC00410', 'IGLL3P', 'ADAM29', 'TFF2', 'NUTM1', 'SLURP1', 'KRTAP19-3', 'KRTAP5-4', 'AKR1C8P', 'TMEM88B', 'GOLGA6L1', 'OR4D5', 'KCNMB2', 'OTOL1', 'GRIN2B', 'YWHAEP7', 'ANP32D', 'OR1L1', 'TTTY15', 'SFTPB', 'NMUR2', 'IL3', 'OR51F2', 'YIPF7', 'USP9Y', 'CSN3', 'FAM71B', 'NEUROD1', 'OR2T10', 'OR2M3', 'OR10W1', 'ZNF705A', 'GPHA2', 'HBE1', 'SLC22A10', 'SNAR-G1', 'SNORA59B', 'PRB4', 'LRRC30', 'RBPJL', 'MAGEA9B', 'OR1B1', 'TARM1', 'AMER3', 'OR51B5', 'EDDM3B', 'TRIM48', 'GABRR3', 'IL36RN', 'URAD', 'RPS4Y2', 'KRTAP9-2', 'SDR16C6P', 'SLC9C1', 'SCTR', 'OCSTAMP', 'OR52R1', 'C16ORF90', 'PLA2G12B', 'NKX2-3', 'MUC2', 'SPANXN3', 'OR6A2', 'COX7B2', 'SYT14P1', 'OR7D4', 'SNORA76C', 'USH1C', 'TNP1', 'SPZ1', 'SNORD15B', 'AKR1D1', 'OR8I2', 'PSG4', 'BCYRN1', 'SHH', 'CCL15-CCL14', 'B4GALNT2', 'HULC', 'TBC1D21', 'OR13C9', 'FIGLA', 'ZNF679', 'OR5M3', 'PTH2', 'OR2L1P', 'TCEB3C', 'DEFB124', 'TRHDE', 'ANKRD34C', 'DEFB113', 'DMP1', 'GKN2', 'SNAR-I', 'CD300LD', 'DDI1', 'SNAR-E', 'GPR22', 'BPIFB4', 'CTRB2', 'CPA2', 'ADGRD2', 'KRTAP1-5', 'XKR7', 'OR10G8', 'BPIFB3', 'PPP1R2P9', 'SNORA36A', 'FKBP6', 'VIL1', 'SLC36A3', 'PCDH8', 'FAM41AY1', 'ACSM2B', 'AADACL3', 'SNORD97', 'NEUROD6', 'LINC00520', 'MAGEA1', 'CHRNB3', 'OR2AG1', 'OR4D2', 'C12ORF50', 'PRAC1', 'SH2D7', 'OACYLP', 'DISC2', 'NXPE1', 'USP50', 'BHLHE23', 'MYH7', 'CALCB', 'LOC284798', 'DEFB110', 'RAPGEF4-AS1', 'AIRE', 'KGFLP1', 'RFX6', 'CPNE4', 'CNGB1', 'CETN1', 'C2ORF27B', 'SSX9', 'SLC5A8', 'C11ORF40', 'LOC400736', 'SLCO1B7', 'TNFSF18', 'KRTAP1-1', 'KRT71', 'PRMT8', 'POU4F1', 'DMRT1', 'FAM183CP', 'KCNK4', 'ASB15', 'SCEL', 'GLYATL3', 'NEUROG3', 'CA5A', 'SNORA27', 'OR2L2', 'XIRP2', 'UGT2B10', 'FAM47C', 'NF1P2', 'DEFB118', 'TRIM75P', 'LINC00029', 'KCNJ16', 'CACNG7', 'HTR1A', 'DSCR10', 'MIR1-1HG', 'OR2A14', 'CD1B', 'OR8D4', 'GAGE2B', 'SPATA3', 'CIB4', 'HYMAI', 'ARL14', 'PRL', 'LOC100132831', 'FMO9P', 'HGC6.3', 'BTF3P11', 'OR52N1', 'SNORA16B', 'CDH10', 'HRK', 'KRTAP11-1', 'LINC00479', 'OR10H2', 'SNORA58', 'C12ORF42', 'LINC00202-2', 'C6ORF10', 'ODF3', 'GFI1B', 'OR1L4', 'OVCH1', 'HSD52', 'POU4F2', 'HIST1H3A', 'FAM19A1', 'HOXC12', 'OR52N2', 'NPB', 'ADRB3', 'HIST2H2AB', 'HIST1H3F', 'RAET1L', 'SNORA2B', 'HCRTR2', 'SPOCK3', 'SCARNA1', 'GPR52', 'SLC39A12', 'ANKRD20A20P', 'XAGE3', 'HTR2C', 'IFNL1', 'GSC2', 'DEFB109P1', 'CLRN1-AS1', 'SPINT3', 'HPVC1', 'HHATL', 'CYP2A7', 'SLC2A2', 'OR2A12', 'HIST1H2BM', 'RNF222', 'IGFBP1', 'NEUROG1', 'CA4', 'TPSD1', 'SERPINB11', 'NKX6-2', 'OR5H2', 'AATK-AS1', 'KRT12', 'KLRC4', 'LINC00314', 'FOXG1', 'GABBR2', 'SNORA72', 'MYH16', 'LOC647859', 'OR51T1', 'CRYGC', 'OR5M1', 'FOXE3', 'GBA3', 'LINC00710', 'CRISP2', 'EXD1', 'F2', 'TRPM3', 'CLCA3P', 'SLC13A1', 'LOC285627', 'CGB2', 'MROH5', 'LINC00452', 'LINC00964', 'PLD5', 'LINC00691', 'KRTAP12-1', 'OR51L1', 'LOC400940', 'OR4N4', 'MYL1', 'TMEM207', 'FAM170A', 'SCGB3A2', 'PTCHD3', 'NYAP2', 'OR51A2', 'C5ORF47', 'FAM92A1P2', 'IGLL1', 'FRMPD2', 'HBM', 'POU4F3', 'POU6F2', 'PRSS48', 'TSHB', 'LINC01105', 'OR10AD1', 'FOXI3', 'SNORA68', 'STON1-GTF2A1L', 'S100A12', 'B3GALT1', 'TKTL2', 'C12ORF56', 'C1ORF146', 'MEP1A', 'OR3A2', 'MT1B', 'CACNG3', 'LOC100130417', 'ALAS2', 'DPP10', 'MAGEA11', 'SLC22A12', 'INS-IGF2', 'PRAMEF14', 'ART1', 'OR13C2', 'SSX8', 'CLEC18C', 'ZIC5', 'OR5A1', 'GH2', 'GPRC6A', 'MYH4', 'OR5E1P', 'OR52K2', 'OR13H1', 'MAGEB4', 'PAQR9', 'HIST1H3B', 'LOC391343', 'C11ORF87', 'CCL7', 'CWH43', 'PDX1', 'VSTM5', 'NHLH2', 'SPANXN2', 'HMHB1', 'PCSK2', 'FGF16', 'FAM9B', 'SNORA64', 'PAEP', 'FAM71E2', 'FEZF1', 'PATE3', 'FRG2DP', 'DACH2', 'DAPL1', 'LOC100130264', 'LOC100129055', 'MYADML', 'FEZF2', 'MMP21', 'ABCA13', 'TBATA', 'SNORA16A', 'HIST1H4B', 'CYP1A2', 'BRDT', 'LINC00608', 'OTC', 'IFNE', 'CASR', 'MAGEA12', 'GABRA3', 'SLITRK1', 'GABRB1', 'OR52A1', 'KLK12', 'IFNL2', 'TAS2R42', 'SPRR1B', 'C4ORF51', 'GJA10', 'OR12D3', 'GJB7', 'GPR61', 'MYL2', 'TBX20', 'OR2T2', 'KAAG1', 'SPRR2G', 'VAX1', 'ISL1', 'C17ORF78', 'GCKR', 'RNF151', 'LINC00652', 'KRT18P55', 'PLCZ1', 'OR7A5', 'KRTAP10-4', 'OR9K2', 'ADCYAP1R1', 'S100A7', 'ZG16', 'KRTAP4-5', 'FOXR1', 'KRT73', 'CST13P', 'OPRM1', 'SPINK14', 'FSHR', 'OR5K1', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10787728881134795
		RMSE:  1.034673205097243
		NRMSE:  0.18568153277771168
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04400358650048397
		RMSE:  1.0802115255265201
		NRMSE:  0.18403181176661842
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999418805934
		Coefficient of Determination:  1.0
		RMSE:  4.039337939783116e-15
		NRMSE:  7.248959926391465e-16
		MAPE:  3.84988749973087e-12
		Pearson Correlation:  0.5795335465832873
		Spearman Correlation:  0.38159691737391477
		Coefficient of Determination:  0.1305607074148486
		RMSE:  0.9857741901658836
		NRMSE:  0.1679428574144988
		MAPE:  3269.480011755928

	Predictor:  ElasticNet
		Pearson Correlation:  0.9511703028407441
		Spearman Correlation:  0.8995389561703928
		Coefficient of Determination:  0.8908238428238475
		RMSE:  0.3248039292858306
		NRMSE:  0.058289024152653406
		MAPE:  187.8013502973471
		Pearson Correlation:  0.7612849675098025
		Spearman Correlation:  0.45490196078431383
		Coefficient of Determination:  0.5603061113795123
		RMSE:  0.7010242252552206
		NRMSE:  0.11943101440537346
		MAPE:  1185.7716928205375

	Predictor:  RandomForests
		Pearson Correlation:  0.8473030831660952
		Spearman Correlation:  0.6681906211191433
		Coefficient of Determination:  0.7149787297310523
		RMSE:  0.5248026365209767
		NRMSE:  0.09418061420256926
		MAPE:  278.0644776248489
		Pearson Correlation:  0.8055688794409277
		Spearman Correlation:  0.5013266156587465
		Coefficient of Determination:  0.6272149998545609
		RMSE:  0.6454862954719817
		NRMSE:  0.10996921400957148
		MAPE:  1419.9106432535832

Protein:  ERBB3
x_train_column_count:  1030
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'OR7G3', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'C12ORF77', 'DUX4L6', 'TAAR8', 'GUCA1C', 'GJA8', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'CTSL3P', 'SNORA36B', 'FGF6', 'LCE2D', 'BTBD17', 'OR7G1', 'FGF22', 'DEFB127', 'CPN1', 'MRGPRG-AS1', 'SMCP', 'FAM150A', 'LINC00326', 'REXO1L6P', 'CT47B1', 'SCP2D1', 'ST8SIA3', 'CHAT', 'CEACAM20', 'ZNRF4', 'LHX3', 'HNF1B', 'CTXN3', 'ANXA8L1', 'FAM224B', 'LINC01553', 'ESX1', 'CT47A2', 'SLC18A3', 'GNAT3', 'AMBN', 'SCARNA4', 'H1FOO', 'OR6T1', 'CT47A6', 'CT47A7', 'OR7G2', 'SSX6', 'FLG2', 'OC90', 'KRT78', 'KRTAP6-2', 'OR5AN1', 'LINC00671', 'CFHR2', 'DEFB119', 'NR0B1', 'OR4A47', 'OR8B8', 'FAM25BP', 'SEC14L3', 'OR10G4', 'SPAM1', 'LOC727924', 'OR4M2', 'OR10T2', 'SCARNA14', 'LCE1F', 'ATP4B', 'LINC01548', 'GYPA', 'BARHL1', 'CXORF51A', 'KRTAP19-5', 'LCE2A', 'SNORA55', 'CHODL-AS1', 'KRTAP4-11', 'TYR', 'CLCA1', 'SLC28A2', 'NMS', 'SPATA31A3', 'PROL1', 'ASB10', 'CLC', 'SNORA24', 'BTNL3', 'SUN3', 'PSMB11', 'ZNF536', 'SOX1', 'FXYD4', 'C1ORF105', 'C1ORF87', 'KLHL40', 'IL37', 'SNORA28', 'KCNU1', 'OR8U1', 'CSH2', 'GPR50', 'IGFL4', 'OR2B3', 'ZNF804B', 'C22ORF42', 'OLIG3', 'CT47A11', 'SNORD115-7', 'BRDTP1', 'SNORA20', 'GLRA4', 'OR6C76', 'SNORA5B', 'OR2AE1', 'PIWIL3', 'MAGEB10', 'FAM153C', 'CNTNAP5', 'APOA2', 'HAO2', 'IQCF2', 'OR7C2', 'KRT39', 'ASB18', 'SPIC', 'PPBPP1', 'GAGE2C', 'TMEM179', 'OR2T12', 'TSPYL6', 'PLA2G2F', 'AHSP', 'GPR151', 'MC2R', 'OR6C4', 'DEFB128', 'DMBT1P1', 'OLIG2', 'SLCO1A2', 'LELP1', 'SATB2-AS1', 'PRSS3P2', 'FGF4', 'CCKBR', 'OR2C3', 'TEX36-AS1', 'LOC440040', 'TEX33', 'NPHS2', 'BMP10', 'CDKL4', 'LOC100129935', 'MOS', 'IFNA21', 'KRTAP1-3', 'OR5B2', 'OR6B1', 'HTR3B', 'GNAT1', 'SYT10', 'DNAJC5G', 'PSG8', 'OR10S1', 'PRAP1', 'PRAMEF8', 'PSAPL1', 'LINC00111', 'KRTDAP', 'GOLGA8EP', 'RNASE8', 'KRTAP19-1', 'AKAP14', 'ZNF735', 'KRTAP12-2', 'TMEM196', 'CFC1B', 'USP17L6P', 'SLCO6A1', 'NKX2-6', 'NCOR1P1', 'GOT1L1', 'HFE2', 'USP26', 'ITLN2', 'KRTAP10-11', 'FAM24A', 'SNORD15A', 'FLJ25758', 'SPRR4', 'IFNA13', 'SNORA54', 'SOX3', 'KRT2', 'LY6G6D', 'DNMT3L', 'OR52A5', 'SCARNA20', 'FBP2', 'TAGLN3', 'IL31', 'MORC1', 'ARG1', 'MS4A10', 'LINC00207', 'GABRA6', 'TSPY1', 'TSPY2', 'LOC646813', 'OR1M1', 'GABRA1', 'KRTAP12-3', 'GHSR', 'NPBWR2', 'HAND1', 'OR2T29', 'FOXE1', 'LINC01020', 'SERPINB4', 'OTX2', 'OR6C74', 'TGIF2LX', 'SLC25A3P1', 'TMIGD1', 'PRAMEF5', 'OR1E2', 'SCGB1A1', 'FAM71A', 'FGF23', 'GUCA2B', 'C3ORF49', 'SYCP1', 'MRGPRX1', 'OR2T34', 'CYP3A4', 'SNORD116-19', 'ACSM2A', 'VRTN', 'OR4D11', 'OR8B3', 'LGALS14', 'OR52A4P', 'OR52B4', 'CT45A1', 'ARL5C', 'GYS2', 'SERPINI2', 'OR9A2', 'TMEM252', 'TMPRSS11F', 'TMPRSS11B', 'C10ORF53', 'TTTY2', 'MOGAT3', 'SNORA37', 'OR4F15', 'OR6S1', 'OR14C36', 'NXF2B', 'LINC00895', 'F13B', 'CGB5', 'LINC00469', 'HTR5A', 'HBG1', 'TCP10L2', 'IFNA16', 'OR10V1', 'FGA', 'PRSS1', 'ZNF479', 'MAGEB3', 'ZCCHC13', 'PPY', 'SNORA51', 'OR5H14', 'LINC00696', 'RAX2', 'WFDC5', 'OR4A16', 'GPR78', 'CLEC6A', 'ASB17', 'OR5T2', 'VWC2L', 'PSG7', 'ALPPL2', 'SST', 'PLG', 'ANKUB1', 'LINC00575', 'NOX3', 'SCARNA11', 'OR1S2', 'SNORA34', 'PLET1', 'LEUTX', 'LINC00523', 'RPL13AP17', 'OR1N1', 'LOC145845', 'ADAM18', 'TPD52L3', 'LINC01205', 'C18ORF42', 'POTED', 'ALOX12B', 'OR2G2', 'XAGE5', 'OR6M1', 'AMTN', 'OR2M2', 'HIST1H4F', 'C2ORF83', 'ARSF', 'SSX5', 'SFTA3', 'ARHGAP36', 'OR9G4', 'EPPIN', 'SLC1A6', 'ACTR3BP2', 'RESP18', 'OR11H4', 'OR4S1', 'ARR3', 'MBD3L5', 'OR2A2', 'LINC00488', 'CABS1', 'FMR1NB', 'TAAR9', 'PLSCR5', 'HNRNPCL1', 'SNORD89', 'TSGA13', 'ACTRT2', 'ZPBP', 'PROKR1', 'GH1', 'LINC01101', 'KRT13', 'BPIFA3', 'OPN1MW', 'OR4D9', 'SNORA70B', 'DEFB126', 'LINC00934', 'PROP1', 'SNORA1', 'FAM27B', 'OR8G5', 'CLCA4', 'ZIM3', 'PWAR4', 'CASC8', 'GABRG3', 'TRHR', 'CLRN2', 'ADGRG7', 'SPATA31C1', 'PRAMEF20', 'RGS8', 'RTP2', 'STATH', 'TCERG1L', 'ZAR1', 'COL6A4P1', 'MYBPHL', 'TMEM72', 'OR8G2', 'KRTAP25-1', 'OR2M4', 'CYP2W1', 'KRTAP19-8', 'SVOP', 'WFDC8', 'LINC00114', 'OR8H2', 'SLC38A8', 'OR2M7', 'SERPINB3', 'SLC32A1', 'LHX9', 'HYALP1', 'LINC00636', 'GYPB', 'NKAIN3', 'OR2T35', 'KRTAP6-1', 'HBD', 'KCNQ1DN', 'OR4C16', 'KRTAP19-2', 'DUXA', 'OR6Y1', 'IQCJ', 'LGI3', 'SPACA7', 'DAOA', 'OR7A17', 'FAM169B', 'OR2L8', 'HSFY2', 'SPANXA2', 'PPY2P', 'B3GNT6', 'DEFB104A', 'UGT2A3', 'OR6B3', 'TCP10', 'OR4K17', 'RHAG', 'SNORA38B', 'CTRB1', 'KRT3', 'INS', 'LINC00200', 'SPDYC', 'PRKAG3', 'OLIG1', 'KRTAP10-12', 'MYH1', 'LINC01566', 'FAM71C', 'LINC01565', 'PABPC1L2A', 'TRPV5', 'FDCSP', 'OR8J3', 'FTMT', 'INSM2', 'NEU2', 'TBC1D3P2', 'PPIAL4E', 'DYDC1', 'SFTPC', 'PRR27', 'MYF5', 'ACER1', 'DEFB129', 'HPD', 'IVL', 'C9ORF135', 'SNORD115-26', 'FBXW12', 'C3ORF30', 'IL13', 'MMD2', 'SLC51B', 'ITIH1', 'TEX13B', 'OR2AT4', 'HMX3', 'DNTT', 'CT47A1', 'OR6B2', 'KRTAP4-3', 'GSTA5', 'FAM27L', 'GPR148', 'OR1K1', 'LINC00602', 'AVPR1B', 'PRG1', 'C11ORF94', 'APOC3', 'LCN9', 'CYP2C18', 'SCARNA8', 'TAS2R60', 'KRTAP10-7', 'ZFAT-AS1', 'UCMA', 'SCN1A', 'LINC00113', 'FTHL17', 'HHLA1', 'LCE1D', 'PYDC2', 'OR11L1', 'GUCY2EP', 'CYLC2', 'KRTAP10-1', 'CSNK1A1P1', 'CCDC37', 'OR5M10', 'SPINK1', 'PSKH2', 'SULT1C3', 'CYP11B2', 'SNORD94', 'CYP7A1', 'CCK', 'SLC25A31', 'C20ORF173', 'OR5M8', 'LRRTM1', 'LOC729609', 'EPB42', 'TTTY8', 'TTTY9B', 'SLC17A6', 'EPGN', 'LYZL1', 'CGB8', 'SNORA77', 'CHIAP2', 'SPATA19', 'FAM138D', 'OLFM3', 'PCGEM1', 'UGT1A4', 'GBX2', 'SBSN', 'ACOT12', 'HBG2', 'CPLX3', 'REG4', 'PSG11', 'CNTNAP4', 'KRTAP21-1', 'SNORA47', 'KRTAP3-2', 'FFAR1', 'ABRA', 'TMEM202', 'HAO1', 'BOLL', 'ANGPTL3', 'ASAP1-IT1', 'SNCB', 'MMP20', 'LCN1', 'OR52K1', 'PRAMEF1', 'SPACA3', 'MUSK', 'PRDM9', 'SLITRK3', 'FOXN3-AS2', 'CCDC166', 'OR6K6', 'AADAC', 'KRTAP19-6', 'OR51G2', 'INSC', 'CCL24', 'UGT2B28', 'NKX2-1', 'OR2W1', 'DPRX', 'DPPA5', 'SNAR-F', 'MGC27382', 'CFHR4', 'NCAN', 'BRINP3', 'AWAT1', 'FOXD4L3', 'LOC285847', 'KRTAP2-1', 'CRLF2', 'DEFB123', 'BMP15', 'C1ORF94', 'IL17F', 'ENAM', 'TSKS', 'IQCF6', 'DPPA2', 'OR4C12', 'SPRR2E', 'DUSP21', 'LINC00923', 'APCS', 'KCNIP4-IT1', 'GRK1', 'OR51I2', 'PRSS54', 'MAGEA5', 'CRYGB', 'GAGE12F', 'ARL13A', 'OR56A1', 'MAP3K15', 'ASB11', 'DKFZP434K028', 'OR5H1', 'KRT25', 'NYX', 'CA6', 'NTS', 'C10ORF120', 'GCSAML-AS1', 'SLC10A1', 'SLC6A5', 'RPL3L', 'KRTAP10-6', 'IZUMO1R', 'MMP23A', 'MTNR1B', 'DAW1', 'BANF2', 'PROKR2', 'FAM74A3', 'NXNL1', 'TMPRSS12', 'OR6K2', 'PAPOLB', 'KRTAP10-3', 'OR12D2', 'AQP2', 'CD200R1L', 'FAM138B', 'OR6C2', 'LINC01312', 'LINC00410', 'IGLL3P', 'ADAM29', 'TFF2', 'NUTM1', 'SLURP1', 'KRTAP19-3', 'KRTAP5-4', 'AKR1C8P', 'TMEM88B', 'GOLGA6L1', 'OR4D5', 'KCNMB2', 'OTOL1', 'GRIN2B', 'YWHAEP7', 'ANP32D', 'OR1L1', 'TTTY15', 'SFTPB', 'NMUR2', 'IL3', 'OR51F2', 'YIPF7', 'USP9Y', 'CSN3', 'FAM71B', 'NEUROD1', 'OR2T10', 'OR2M3', 'OR10W1', 'ZNF705A', 'GPHA2', 'HBE1', 'SLC22A10', 'SNAR-G1', 'SNORA59B', 'PRB4', 'LRRC30', 'RBPJL', 'MAGEA9B', 'OR1B1', 'TARM1', 'AMER3', 'OR51B5', 'EDDM3B', 'TRIM48', 'GABRR3', 'IL36RN', 'URAD', 'RPS4Y2', 'KRTAP9-2', 'SDR16C6P', 'SLC9C1', 'SCTR', 'OCSTAMP', 'OR52R1', 'C16ORF90', 'PLA2G12B', 'NKX2-3', 'MUC2', 'SPANXN3', 'OR6A2', 'COX7B2', 'SYT14P1', 'OR7D4', 'SNORA76C', 'USH1C', 'TNP1', 'SPZ1', 'SNORD15B', 'AKR1D1', 'OR8I2', 'PSG4', 'BCYRN1', 'SHH', 'CCL15-CCL14', 'B4GALNT2', 'HULC', 'TBC1D21', 'OR13C9', 'FIGLA', 'ZNF679', 'OR5M3', 'PTH2', 'OR2L1P', 'TCEB3C', 'DEFB124', 'TRHDE', 'ANKRD34C', 'DEFB113', 'DMP1', 'GKN2', 'SNAR-I', 'CD300LD', 'DDI1', 'SNAR-E', 'GPR22', 'BPIFB4', 'CTRB2', 'CPA2', 'ADGRD2', 'KRTAP1-5', 'XKR7', 'OR10G8', 'BPIFB3', 'PPP1R2P9', 'SNORA36A', 'FKBP6', 'VIL1', 'SLC36A3', 'PCDH8', 'FAM41AY1', 'ACSM2B', 'AADACL3', 'SNORD97', 'NEUROD6', 'LINC00520', 'MAGEA1', 'CHRNB3', 'OR2AG1', 'OR4D2', 'C12ORF50', 'PRAC1', 'SH2D7', 'OACYLP', 'DISC2', 'NXPE1', 'USP50', 'BHLHE23', 'MYH7', 'CALCB', 'LOC284798', 'DEFB110', 'RAPGEF4-AS1', 'AIRE', 'KGFLP1', 'RFX6', 'CPNE4', 'CNGB1', 'CETN1', 'C2ORF27B', 'SSX9', 'SLC5A8', 'C11ORF40', 'LOC400736', 'SLCO1B7', 'TNFSF18', 'KRTAP1-1', 'KRT71', 'PRMT8', 'POU4F1', 'DMRT1', 'FAM183CP', 'KCNK4', 'ASB15', 'SCEL', 'GLYATL3', 'NEUROG3', 'CA5A', 'SNORA27', 'OR2L2', 'XIRP2', 'UGT2B10', 'FAM47C', 'NF1P2', 'DEFB118', 'TRIM75P', 'LINC00029', 'KCNJ16', 'CACNG7', 'HTR1A', 'DSCR10', 'MIR1-1HG', 'OR2A14', 'CD1B', 'OR8D4', 'GAGE2B', 'SPATA3', 'CIB4', 'HYMAI', 'ARL14', 'PRL', 'LOC100132831', 'FMO9P', 'HGC6.3', 'BTF3P11', 'OR52N1', 'SNORA16B', 'CDH10', 'HRK', 'KRTAP11-1', 'LINC00479', 'OR10H2', 'SNORA58', 'C12ORF42', 'LINC00202-2', 'C6ORF10', 'ODF3', 'GFI1B', 'OR1L4', 'OVCH1', 'HSD52', 'POU4F2', 'HIST1H3A', 'FAM19A1', 'HOXC12', 'OR52N2', 'NPB', 'ADRB3', 'HIST2H2AB', 'HIST1H3F', 'RAET1L', 'SNORA2B', 'HCRTR2', 'SPOCK3', 'SCARNA1', 'GPR52', 'SLC39A12', 'ANKRD20A20P', 'XAGE3', 'HTR2C', 'IFNL1', 'GSC2', 'DEFB109P1', 'CLRN1-AS1', 'SPINT3', 'HPVC1', 'HHATL', 'CYP2A7', 'SLC2A2', 'OR2A12', 'HIST1H2BM', 'RNF222', 'IGFBP1', 'NEUROG1', 'CA4', 'TPSD1', 'SERPINB11', 'NKX6-2', 'OR5H2', 'AATK-AS1', 'KRT12', 'KLRC4', 'LINC00314', 'FOXG1', 'GABBR2', 'SNORA72', 'MYH16', 'LOC647859', 'OR51T1', 'CRYGC', 'OR5M1', 'FOXE3', 'GBA3', 'LINC00710', 'CRISP2', 'EXD1', 'F2', 'TRPM3', 'CLCA3P', 'SLC13A1', 'LOC285627', 'CGB2', 'MROH5', 'LINC00452', 'LINC00964', 'PLD5', 'LINC00691', 'KRTAP12-1', 'OR51L1', 'LOC400940', 'OR4N4', 'MYL1', 'TMEM207', 'FAM170A', 'SCGB3A2', 'PTCHD3', 'NYAP2', 'OR51A2', 'C5ORF47', 'FAM92A1P2', 'IGLL1', 'FRMPD2', 'HBM', 'POU4F3', 'POU6F2', 'PRSS48', 'TSHB', 'LINC01105', 'OR10AD1', 'FOXI3', 'SNORA68', 'STON1-GTF2A1L', 'S100A12', 'B3GALT1', 'TKTL2', 'C12ORF56', 'C1ORF146', 'MEP1A', 'OR3A2', 'MT1B', 'CACNG3', 'LOC100130417', 'ALAS2', 'DPP10', 'MAGEA11', 'SLC22A12', 'INS-IGF2', 'PRAMEF14', 'ART1', 'OR13C2', 'SSX8', 'CLEC18C', 'ZIC5', 'OR5A1', 'GH2', 'GPRC6A', 'MYH4', 'OR5E1P', 'OR52K2', 'OR13H1', 'MAGEB4', 'PAQR9', 'HIST1H3B', 'LOC391343', 'C11ORF87', 'CCL7', 'CWH43', 'PDX1', 'VSTM5', 'NHLH2', 'SPANXN2', 'HMHB1', 'PCSK2', 'FGF16', 'FAM9B', 'SNORA64', 'PAEP', 'FAM71E2', 'FEZF1', 'PATE3', 'FRG2DP', 'DACH2', 'DAPL1', 'LOC100130264', 'LOC100129055', 'MYADML', 'FEZF2', 'MMP21', 'ABCA13', 'TBATA', 'SNORA16A', 'HIST1H4B', 'CYP1A2', 'BRDT', 'LINC00608', 'OTC', 'IFNE', 'CASR', 'MAGEA12', 'GABRA3', 'SLITRK1', 'GABRB1', 'OR52A1', 'KLK12', 'IFNL2', 'TAS2R42', 'SPRR1B', 'C4ORF51', 'GJA10', 'OR12D3', 'GJB7', 'GPR61', 'MYL2', 'TBX20', 'OR2T2', 'KAAG1', 'SPRR2G', 'VAX1', 'ISL1', 'C17ORF78', 'GCKR', 'RNF151', 'LINC00652', 'KRT18P55', 'PLCZ1', 'OR7A5', 'KRTAP10-4', 'OR9K2', 'ADCYAP1R1', 'S100A7', 'ZG16', 'KRTAP4-5', 'FOXR1', 'KRT73', 'CST13P', 'OPRM1', 'SPINK14', 'FSHR', 'OR5K1', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.22544319167926496
		RMSE:  0.49276112816642853
		NRMSE:  0.13298208544838536
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.18202543932109472
		RMSE:  0.5629306521688778
		NRMSE:  0.2077549194412726
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999997868954927
		Coefficient of Determination:  1.0
		RMSE:  1.9931589614079874e-15
		NRMSE:  5.378963967885281e-16
		MAPE:  1.5089404991699623e-12
		Pearson Correlation:  0.09275458818453458
		Spearman Correlation:  0.08354306896888108
		Coefficient of Determination:  -1.11911173605746
		RMSE:  0.7537345337255362
		NRMSE:  0.2781729094532886
		MAPE:  647.4643383414582

	Predictor:  ElasticNet
		Pearson Correlation:  0.8542146459040771
		Spearman Correlation:  0.8271594206509442
		Coefficient of Determination:  0.6730411764704363
		RMSE:  0.2545284777936232
		NRMSE:  0.06868993077629106
		MAPE:  139.0958689002628
		Pearson Correlation:  0.26086231560478795
		Spearman Correlation:  0.2869232270022437
		Coefficient of Determination:  0.047872909476771364
		RMSE:  0.505229785801119
		NRMSE:  0.1864598650722504
		MAPE:  345.38929699503285

	Predictor:  RandomForests
		Pearson Correlation:  0.5862806162507487
		Spearman Correlation:  0.5668929803478887
		Coefficient of Determination:  0.3157943804812028
		RMSE:  0.3681994772774492
		NRMSE:  0.09936647099489382
		MAPE:  200.8826457065184
		Pearson Correlation:  0.42085924352689824
		Spearman Correlation:  0.3897043312139805
		Coefficient of Determination:  0.16808906652012257
		RMSE:  0.4722586283785074
		NRMSE:  0.17429154535501953
		MAPE:  357.23674250299956


Fold:  3

Protein:  RB1
x_train_column_count:  1053
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'OR2W1', 'GABRA4', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'LCE5A', 'RAG2', 'CTSL3P', 'OR8K3', 'SNORA36B', 'MS4A5', 'PRSS54', 'SNAR-G1', 'FGF6', 'BTBD17', 'LCE2D', 'OR9K2', 'FGF22', 'DEFB127', 'SMCP', 'MRGPRG-AS1', 'OR52A1', 'MROH5', 'FAM150A', 'SNORA36A', 'REXO1L6P', 'FAM92A1P2', 'ST8SIA3', 'CHAT', 'LHX3', 'HNF1B', 'CTXN3', 'HYALP1', 'CT47A2', 'HES3', 'SLC18A3', 'AMBN', 'FAM41AY1', 'SNAR-I', 'DEFB113', 'OR8I2', 'TBC1D21', 'SNAR-E', 'C11ORF40', 'SNORA58', 'FLG2', 'OC90', 'OR51A2', 'SSX6', 'GJA10', 'SEC14L3', 'NR0B1', 'CSN2', 'OR2T34', 'CFHR2', 'SMR3B', 'DEFB119', 'SNORD8', 'OR4M2', 'HHLA1', 'OLIG3', 'SPATA31A3', 'OR10T2', 'LOC727924', 'BARHL1', 'LINC01548', 'ATP4B', 'LELP1', 'C17ORF102', 'SPRR2G', 'SNAR-A13', 'LCE1F', 'SPAM1', 'TTTY21', 'CABP5', 'LRTM1', 'GYPA', 'LCE2A', 'SNORA5B', 'CHODL-AS1', 'C3ORF79', 'FAM25BP', 'CLCA1', 'GLYATL3', 'IGF2BP2-AS1', 'KRTAP4-11', 'SLC28A2', 'LINC00305', 'TYR', 'CELA2B', 'KLHL40', 'CLC', 'PROL1', 'CCL15-CCL14', 'GLYCAM1', 'ZNF536', 'DEFB109P1', 'FXYD4', 'OR8U1', 'PSMB11', 'CSH2', 'IL37', 'CA5A', 'OR2B3', 'SPANXN4', 'SOX1', 'ZNF804B', 'CELA2A', 'FAM153C', 'OR8D4', 'SPANXN1', 'OR2T12', 'CT47A11', 'OR13C9', 'FNDC7', 'OR7C2', 'C22ORF42', 'OR5K3', 'OR6C76', 'GLRA4', 'C12ORF40', 'CNTNAP5', 'PAQR9', 'APOA2', 'OR2AE1', 'OR8H1', 'GAGE2C', 'TMEM179', 'IFNA14', 'PGM5-AS1', 'HAO2', 'IQCF2', 'DMBT1P1', 'OR2M2', 'PPBPP1', 'SPIC', 'TSPYL6', 'CD300LD', 'TEX33', 'OR6C4', 'OLIG2', 'AHSP', 'IFNA21', 'LOC440040', 'SNORD115-7', 'DEFB128', 'SLC6A19', 'OR4S2', 'CST13P', 'GABRA6', 'LINC00314', 'DUSP21', 'TEX36-AS1', 'OR2C3', 'ZPBP', 'KRTAP1-3', 'FGF4', 'CD5L', 'CDKL4', 'NPHS2', 'CABS1', 'LOC100129935', 'PSG8', 'OR52A4P', 'LYPD8', 'HTR3B', 'KRTDAP', 'C4ORF51', 'OR4B1', 'RNASE8', 'HFE2', 'GNAT1', 'MOS', 'OR52N5', 'IQCF6', 'DNAJC5G', 'DDI1', 'OR6B1', 'TMEM196', 'ZNF735', 'PLCZ1', 'TTTY2', 'C17ORF64', 'GOLGA8EP', 'SPRR4', 'SCARNA22', 'PLSCR5', 'ARL5C', 'PRB1', 'GOT1L1', 'SOST', 'KRT2', 'KRTAP4-5', 'FAM24A', 'OR6C2', 'PABPC1L2A', 'OR4A16', 'OR52A5', 'MS4A10', 'DNMT3L', 'MORC1', 'VRTN', 'TSPY2', 'NPBWR2', 'TSPY1', 'VSTM2B', 'ARG1', 'PWRN2', 'LILRP2', 'KRTAP21-2', 'OR14C36', 'TAGLN3', 'LRRC7', 'TEX13B', 'LY6G6D', 'OR5H1', 'SLC25A3P1', 'LINC01020', 'OR1B1', 'GJD2', 'LGALS14', 'GABRA1', 'OR2T29', 'BSX', 'PRAMEF5', 'CFC1B', 'TMIGD1', 'ACSM2A', 'KRTAP12-3', 'URAD', 'SYCP1', 'NCOR1P1', 'SNORD116-19', 'SNORA69', 'FAM183CP', 'SNORA28', 'GHSR', 'CCDC38', 'MRGPRX1', 'OR1M1', 'ZAR1L', 'OR6S1', 'H1FNT', 'OR4D11', 'HAND1', 'LINC00200', 'OR52B4', 'OR4F15', 'OR8J3', 'HTR5A', 'DAZL', 'RAB9BP1', 'SNORA32', 'C10ORF53', 'KRTAP19-8', 'IFNA16', 'OR2L2', 'TGIF2LX', 'F13B', 'FAM71A', 'OR11L1', 'OR9A2', 'OR8B3', 'TXLNGY', 'ZCCHC13', 'HBG1', 'OR2M3', 'GUCA2B', 'CLEC6A', 'NXF2B', 'OR10V1', 'OR10A5', 'SNORA51', 'OTX2', 'GRIN2B', 'TMPRSS11F', 'WFDC5', 'IL31', 'OR8S1', 'FGF23', 'OR5H14', 'HMHB1', 'PSG7', 'C18ORF42', 'LINC00895', 'MS4A6E', 'PPY', 'GOLGA6D', 'SCGB1C1', 'NOX3', 'KRTAP10-12', 'OR1N1', 'ASB17', 'ADAM18', 'ITLN2', 'RPL13AP17', 'OR1S2', 'KRTAP10-11', 'VWC2L', 'OR2G2', 'OR8G5', 'TAAR9', 'BRDTP1', 'PLG', 'SSX5', 'LEUTX', 'OR4D9', 'PWAR4', 'CRYAA', 'MAGEA10', 'TTTY14', 'TPD52L3', 'HIST1H4F', 'LINC01205', 'GDNF', 'SNORA34', 'CAPZA3', 'POTED', 'GPR52', 'MMP23A', 'LINC00636', 'ARSF', 'TCP10L2', 'SNORD89', 'XAGE5', 'C2ORF83', 'KRTAP12-2', 'COL6A4P1', 'TSGA13', 'LOC391343', 'ALOX12B', 'BTNL3', 'LOC391003', 'CYP11B2', 'CFHR4', 'SNORA70B', 'SFTA3', 'FAM27B', 'FMR1NB', 'HBD', 'RSPH6A', 'OR5T2', 'ANKUB1', 'OR4S1', 'BPIFA3', 'TRIM51', 'CYP2W1', 'OR9G4', 'CASC8', 'OPN1MW', 'SLC38A8', 'SSX8', 'ACTR3BP2', 'PROKR1', 'FOXN3-AS2', 'ARR3', 'OR56A1', 'ACTRT2', 'INSM2', 'P2RX3', 'ARHGAP36', 'HNRNPCL1', 'TBC1D28', 'DMRT1', 'SDR16C6P', 'LINC00469', 'TAS2R60', 'STATH', 'KHDC1L', 'LINC00111', 'SLC13A1', 'ANKRD18DP', 'PF4', 'POTEH', 'C11ORF94', 'RESP18', 'EDDM3A', 'RTP2', 'DAOA', 'ASB18', 'C20ORF173', 'TKTL2', 'ADGRG7', 'OR4C16', 'DEFB126', 'DEFB129', 'GAGE1', 'OR4F5', 'ZIM3', 'IFITM5', 'OR6Y1', 'OR7A17', 'LINC00114', 'SPACA7', 'DUXA', 'OR6B3', 'DEFB104A', 'LHX9', 'SOX3', 'YWHAEP7', 'OR8H2', 'LGI3', 'FAM169B', 'PRAMEF20', 'CTRB1', 'LINC01566', 'KRTAP19-2', 'RGS8', 'MYBPHL', 'KRTAP6-1', 'KRTAP25-1', 'TRPV5', 'LINC00523', 'WFDC8', 'TCP10', 'GAGE2D', 'KCNQ1DN', 'TAS2R13', 'CPLX4', 'OR52H1', 'CLRN2', 'TMEM72', 'HSFY2', 'OR2T35', 'SFTPC', 'OR4K17', 'KRTAP13-1', 'SPANXA2', 'CCKAR', 'MYF5', 'TMEM202', 'GABRG3', 'AVPR1B', 'OR4K2', 'FCAMR', 'ASAP1-IT1', 'INS', 'CGB5', 'MMD2', 'CNTNAP4', 'LCNL1', 'FDCSP', 'KLK9', 'OLFM3', 'GH1', 'MAGEB6', 'CCDC166', 'LINC01101', 'SPDYC', 'MBD3L5', 'CRNN', 'LINC00113', 'CRLF2', 'NEU2', 'BEND2', 'HPD', 'OR8G2', 'OR14I1', 'SVOP', 'FAM71C', 'OLIG1', 'YIPF7', 'TPTE', 'IQCJ', 'OTOL1', 'IZUMO1R', 'LIPN', 'PRDM14', 'CYLC2', 'OR10H2', 'FAM27L', 'LRRTM1', 'OLAH', 'PRKAG3', 'HOXC12', 'PSG11', 'LOC285847', 'TARM1', 'DNTT', 'XAGE3', 'ALPPL2', 'FTMT', 'TCEB3C', 'FRMPD4', 'RHAG', 'SNORD115-26', 'GUCY2EP', 'KRTAP10-7', 'NANOS2', 'KRTAP10-1', 'SCN1A', 'KRT85', 'DEFB110', 'DAW1', 'OR4D6', 'LPO', 'BARHL2', 'OPRD1', 'DISC2', 'OR5H6', 'ABRA', 'OR5M10', 'IL17F', 'UGT2A3', 'C9ORF135', 'XKR7', 'PYDC2', 'UCMA', 'NKX1-2', 'LOC646813', 'OR1L1', 'TFF2', 'F11', 'OR6B2', 'SNORA59B', 'LCE1D', 'C20ORF166-AS1', 'PISRT1', 'TTTY15', 'C1ORF146', 'LCN9', 'TBC1D3P2', 'SNORA16B', 'FBXW12', 'MYBPC2', 'TMEM207', 'EPS8L3', 'SPATA19', 'SLC2A2', 'TTTY9B', 'TTTY8', 'ANXA8L1', 'SBSN', 'ADAM29', 'REG4', 'CHIAP2', 'ANP32D', 'GRK1', 'SPACA3', 'IGLL3P', 'CXADRP2', 'CETN1', 'IL26', 'CGB8', 'OR2M7', 'HBG2', 'FRMPD2B', 'CPLX3', 'OR4C12', 'ZNF679', 'SULT1C3', 'IVL', 'GUCY2F', 'GAGE2B', 'KRTAP21-1', 'SNORD94', 'PCGEM1', 'LMNTD1', 'MAGEA1', 'UGT1A5', 'DEFB134', 'CALR3', 'PSKH2', 'SNCB', 'FKBP6', 'PRAMEF1', 'MOGAT3', 'CYP7A1', 'POM121L2', 'CNGB1', 'GBX2', 'OR1E2', 'OR51I2', 'NYX', 'HAO1', 'LYZL1', 'OR51G2', 'NKX2-1', 'OR52E8', 'ZNF705A', 'OR5M8', 'LOC729609', 'OR6K6', 'GOLGA6L1', 'LINC00032', 'SATB2-AS1', 'ALX4', 'CCL24', 'FAM74A3', 'LINC00923', 'KCNK4', 'SNORA1', 'SNAR-F', 'SNORA84', 'TMEM88B', 'HTR3E', 'SLITRK3', 'SYCN', 'SLC25A31', 'KRTAP19-6', 'LINC00608', 'IFNA13', 'TSKS', 'SRY', 'TRHR', 'RPL3L', 'MAP3K15', 'BMP15', 'CRYGB', 'KGFLP1', 'ALLC', 'C10ORF120', 'DMRTB1', 'KRTAP2-1', 'NTS', 'INSC', 'DPPA2', 'RAX2', 'MUSK', 'CLRN1-AS1', 'TRIML1', 'TFAMP1', 'DKFZP434K028', 'FFAR1', 'KCNIP4-IT1', 'PROKR2', 'SLC6A5', 'NLRP13', 'POU6F2', 'FAM138D', 'LOC286238', 'OACYLP', 'CT47B1', 'OR1K1', 'GDPD2', 'DEFB123', 'ADGRD2', 'ANGPTL3', 'OR51F2', 'NKX2-3', 'KCNMB2', 'SLC36A3', 'CD200R1L', 'LCN1', 'MGC27382', 'MUC2', 'SPRR2E', 'LINC00520', 'MAGEA9B', 'GAGE12F', 'FOXD4L3', 'KIR3DL3', 'PTX4', 'AKR1C8P', 'CDRT15', 'GCSAML-AS1', 'LINC00575', 'IFNA7', 'LINC00479', 'HGC6.3', 'OR6A2', 'SLC10A1', 'CTRC', 'LINC00202-2', 'OR13C3', 'LINC01565', 'KRT25', 'ARL13A', 'KRTAP19-3', 'PAPOLB', 'MTVR2', 'SLC9C1', 'ADGRG4', 'IL36RN', 'LRRC30', 'KRTAP9-2', 'USP26', 'C12ORF50', 'KRT71', 'TRIM48', 'LHCGR', 'FAM71B', 'USP17L6P', 'BPIFB4', 'C6ORF10', 'OR7D4', 'LINC00303', 'USH1C', 'OCSTAMP', 'EDDM3B', 'CSN3', 'DAZ1', 'KRTAP10-6', 'OR2M4', 'DMRTC1', 'MAGEA6', 'ODF3', 'TNP1', 'AMER3', 'HULC', 'OR10W1', 'OR12D2', 'FOXR1', 'OR7G3', 'SLC17A6', 'PRB4', 'LINC01312', 'RPS4Y2', 'LINC00410', 'GUCA1C', 'KRTAP1-1', 'NKAIN3', 'NEUROD1', 'AQP2', 'XIRP2', 'CER1', 'SPOCK3', 'ACSM4', 'FAM170B', 'SPZ1', 'OR5M3', 'GKN2', 'KRTAP4-3', 'KRTAP1-5', 'FAM224B', 'ACSM2B', 'CRYGC', 'BTF3P11', 'OVCH1', 'BCYRN1', 'POTEG', 'BTN1A1', 'OR51B5', 'CHRNB3', 'GNAT3', 'FAM205A', 'LOC647859', 'HTR1A', 'PTH2', 'CALCB', 'SLC5A8', 'SLC5A7', 'OR1L4', 'LINC00304', 'TDH', 'HBE1', 'DMP1', 'MAGEB3', 'CNTN5', 'FAM19A1', 'OR2T10', 'FAM19A4', 'OR2AG1', 'FBXO47', 'HCRTR1', 'SHH', 'KCNG4', 'PRAC1', 'OR51M1', 'NLRP8', 'SHD', 'BPIFB3', 'SPANXN3', 'AHSG', 'OR13H1', 'SSX9', 'SERPINB12', 'LOC284798', 'LINC00671', 'NUTM1', 'KRT83', 'RFX6', 'SCTR', 'NCAN', 'LINC01142', 'OR7G2', 'AATK-AS1', 'H3F3AP5', 'SLC22A10', 'KRTAP11-1', 'FAM138B', 'C2ORF27B', 'GPHA2', 'DSCR10', 'CRISP2', 'UROC1', 'PPP1R2P9', 'DCT', 'PRL', 'POU4F2', 'HTR2C', 'NYAP2', 'SNORA76C', 'AVP', 'OR2G6', 'PTCHD3', 'AADACL3', 'TMEM14E', 'CLEC4G', 'HIST1H3A', 'PCP4', 'PPY2P', 'UGT1A4', 'GPR22', 'OR5H2', 'AIRE', 'KLRC4', 'OR2L8', 'AKR1D1', 'KCNJ16', 'TRIM75P', 'TRIM55', 'ARL14', 'CPA2', 'NF1P2', 'ISL1', 'ASB15', 'SPATA22', 'SPATA3', 'SSTR3', 'HIST2H2AB', 'OR2A14', 'LINC00207', 'IFNW1', 'SPATA45', 'CNGA2', 'POU4F3', 'SLC22A13', 'C16ORF90', 'GFI1B', 'APCS', 'C6ORF118', 'LOC145845', 'SNORA71B', 'SNORA62', 'PPAN-P2RY11', 'PCDH8', 'SNORA80E', 'FOXE3', 'NXPE1', 'UGT2B10', 'DEFB131', 'CACNG7', 'PRO0611', 'DEFB118', 'PCSK2', 'USP50', 'FAM170A', 'GNAS-AS1', 'LOC392196', 'ZFY', 'LOC400794', 'C1ORF140', 'CT47A6', 'MYH16', 'MIR1-1HG', 'C1ORF94', 'CGB2', 'CT47A7', 'MYL2', 'TMEM132D', 'CA4', 'MAGEA12', 'IGLL1', 'SLC4A9', 'LOC100132831', 'LRRC74A', 'OR10AD1', 'OR4D10', 'CALHM3', 'GH2', 'TDRG1', 'HPVC1', 'TMPRSS11B', 'HBM', 'SLC39A12', 'SLC22A12', 'IFNL1', 'RAPGEF4-AS1', 'ANKRD34C', 'ART1', 'GABRB1', 'OR2A12', 'DNAJC25-GNG10', 'LINC00710', 'ASB10', 'OR2A2', 'ZFAT-AS1', 'LINC00691', 'SH2D7', 'LINC01591', 'LINC00452', 'SCGB3A2', 'FAM47C', 'CSNK1A1P1', 'PRR32', 'SNORA72', 'GPR139', 'NEUROD6', 'KRTAP6-2', 'OR5B17', 'PDX1', 'ADRB3', 'GBA3', 'MTNR1A', 'GPR50', 'SPRR1B', 'MUC13', 'GPR61', 'KRTAP12-1', 'GSC2', 'GPRC6A', 'ANKRD20A20P', 'TRPM3', 'FERD3L', 'VIL1', 'CST9L', 'APOA5', 'NEUROG1', 'B4GALNT2', 'SNORA27', 'LHFPL4', 'C11ORF87', 'PRAMEF16', 'OR51L1', 'NKX6-2', 'SNORA2B', 'PRDM9', 'BANF2', 'PRSS1', 'PRSS57', 'OR51T1', 'VWA5B1', 'ZSCAN10', 'TKTL1', 'VSTM5', 'OTOP1', 'PRSS48', 'PAEP', 'SERPINB11', 'LINC00336', 'SPINK14', 'SNORA16A', 'RAET1L', 'SST', 'SSX2', 'CDHR5', 'NPSR1-AS1', 'C4ORF50', 'FOXG1', 'B3GALT1', 'TMEM252', 'PSAPL1', 'GOLGA2P6', 'PACRG-AS1', 'INS-IGF2', 'ZG16', 'MT1B', 'BET1P1', 'ITPK1-AS1', 'HYMAI', 'NHLH2', 'FAM71E2', 'FEZF1', 'OR52K2', 'NPY', 'MEP1A', 'OR2T2', 'SYT14P1', 'ADGRE3', 'OR3A2', 'SCARNA8', 'TRIM49', 'TRIM49D2', 'CLLU1', 'MAGEA11', 'OR2K2', 'BAGE', 'C9ORF171', 'NPSR1', 'CLEC4M', 'GJB4', 'ACTL7B', 'LINC00244', 'CPN1', 'OTC', 'CTRB2', 'FRMPD2', 'C1ORF158', 'SPINT3', 'GCGR', 'OR4D1', 'SNORA67', 'GCKR', 'C17ORF78', 'SNORA38', 'NPPC', 'MBL2', 'KLK13', 'KRTAP3-2', 'TAS2R42', 'CCER1', 'RNF222', 'SLCO1A2', 'DACH2', 'IFNL2', 'CACNG3', 'PASD1', 'LOC100130264', 'IL13', 'FER1L6', 'DMRTC2', 'CYP1A2', 'OPRM1', 'OR12D3', 'FAM9B', 'FRG2DP', 'CMTM5', 'TNP2', 'TP53TG5', 'LINC00964', 'CHRNA9', 'MAS1L', 'CCDC54', 'F2', 'C12ORF56', 'CLRN1', 'S100A12', 'OR5M1', 'CYP2A7', 'OR5K1', 'POU4F1', 'ATOH7', 'VCX3A', 'MYADML', 'SLITRK1', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01272330861584492
		RMSE:  0.2421068018038906
		NRMSE:  0.08854110656959135
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028050639565306845
		RMSE:  0.22197574606877257
		NRMSE:  0.15575715092466183
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.0692259140409971e-15
		NRMSE:  3.910276163110727e-16
		MAPE:  3.2500059982422124e-12
		Pearson Correlation:  0.05514673587609342
		Spearman Correlation:  0.009344256162795049
		Coefficient of Determination:  -1.8927588171999563
		RMSE:  0.37701044129605776
		NRMSE:  0.26454274057008975
		MAPE:  936.5222395007531

	Predictor:  ElasticNet
		Pearson Correlation:  0.7446330693859966
		Spearman Correlation:  0.6012221756472729
		Coefficient of Determination:  0.47019512734507296
		RMSE:  0.17511347324849658
		NRMSE:  0.06404091327110027
		MAPE:  320.1406502182185
		Pearson Correlation:  0.267949221509162
		Spearman Correlation:  0.27006571154253795
		Coefficient of Determination:  0.038086307361578475
		RMSE:  0.21740289279897188
		NRMSE:  0.15254844632735862
		MAPE:  283.06952611359185

	Predictor:  RandomForests
		Pearson Correlation:  0.5988725865879051
		Spearman Correlation:  0.41460896505181505
		Coefficient of Determination:  0.18855116622508483
		RMSE:  0.2167165898020506
		NRMSE:  0.07925562821900622
		MAPE:  294.43809970624284
		Pearson Correlation:  0.16887846497426284
		Spearman Correlation:  0.1800273823174233
		Coefficient of Determination:  -0.011377361863412094
		RMSE:  0.22292248689337799
		NRMSE:  0.15642146518473832
		MAPE:  226.30176159033115

Protein:  CDH1
x_train_column_count:  1053
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'OR2W1', 'GABRA4', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'LCE5A', 'RAG2', 'CTSL3P', 'OR8K3', 'SNORA36B', 'MS4A5', 'PRSS54', 'SNAR-G1', 'FGF6', 'BTBD17', 'LCE2D', 'OR9K2', 'FGF22', 'DEFB127', 'SMCP', 'MRGPRG-AS1', 'OR52A1', 'MROH5', 'FAM150A', 'SNORA36A', 'REXO1L6P', 'FAM92A1P2', 'ST8SIA3', 'CHAT', 'LHX3', 'HNF1B', 'CTXN3', 'HYALP1', 'CT47A2', 'HES3', 'SLC18A3', 'AMBN', 'FAM41AY1', 'SNAR-I', 'DEFB113', 'OR8I2', 'TBC1D21', 'SNAR-E', 'C11ORF40', 'SNORA58', 'FLG2', 'OC90', 'OR51A2', 'SSX6', 'GJA10', 'SEC14L3', 'NR0B1', 'CSN2', 'OR2T34', 'CFHR2', 'SMR3B', 'DEFB119', 'SNORD8', 'OR4M2', 'HHLA1', 'OLIG3', 'SPATA31A3', 'OR10T2', 'LOC727924', 'BARHL1', 'LINC01548', 'ATP4B', 'LELP1', 'C17ORF102', 'SPRR2G', 'SNAR-A13', 'LCE1F', 'SPAM1', 'TTTY21', 'CABP5', 'LRTM1', 'GYPA', 'LCE2A', 'SNORA5B', 'CHODL-AS1', 'C3ORF79', 'FAM25BP', 'CLCA1', 'GLYATL3', 'IGF2BP2-AS1', 'KRTAP4-11', 'SLC28A2', 'LINC00305', 'TYR', 'CELA2B', 'KLHL40', 'CLC', 'PROL1', 'CCL15-CCL14', 'GLYCAM1', 'ZNF536', 'DEFB109P1', 'FXYD4', 'OR8U1', 'PSMB11', 'CSH2', 'IL37', 'CA5A', 'OR2B3', 'SPANXN4', 'SOX1', 'ZNF804B', 'CELA2A', 'FAM153C', 'OR8D4', 'SPANXN1', 'OR2T12', 'CT47A11', 'OR13C9', 'FNDC7', 'OR7C2', 'C22ORF42', 'OR5K3', 'OR6C76', 'GLRA4', 'C12ORF40', 'CNTNAP5', 'PAQR9', 'APOA2', 'OR2AE1', 'OR8H1', 'GAGE2C', 'TMEM179', 'IFNA14', 'PGM5-AS1', 'HAO2', 'IQCF2', 'DMBT1P1', 'OR2M2', 'PPBPP1', 'SPIC', 'TSPYL6', 'CD300LD', 'TEX33', 'OR6C4', 'OLIG2', 'AHSP', 'IFNA21', 'LOC440040', 'SNORD115-7', 'DEFB128', 'SLC6A19', 'OR4S2', 'CST13P', 'GABRA6', 'LINC00314', 'DUSP21', 'TEX36-AS1', 'OR2C3', 'ZPBP', 'KRTAP1-3', 'FGF4', 'CD5L', 'CDKL4', 'NPHS2', 'CABS1', 'LOC100129935', 'PSG8', 'OR52A4P', 'LYPD8', 'HTR3B', 'KRTDAP', 'C4ORF51', 'OR4B1', 'RNASE8', 'HFE2', 'GNAT1', 'MOS', 'OR52N5', 'IQCF6', 'DNAJC5G', 'DDI1', 'OR6B1', 'TMEM196', 'ZNF735', 'PLCZ1', 'TTTY2', 'C17ORF64', 'GOLGA8EP', 'SPRR4', 'SCARNA22', 'PLSCR5', 'ARL5C', 'PRB1', 'GOT1L1', 'SOST', 'KRT2', 'KRTAP4-5', 'FAM24A', 'OR6C2', 'PABPC1L2A', 'OR4A16', 'OR52A5', 'MS4A10', 'DNMT3L', 'MORC1', 'VRTN', 'TSPY2', 'NPBWR2', 'TSPY1', 'VSTM2B', 'ARG1', 'PWRN2', 'LILRP2', 'KRTAP21-2', 'OR14C36', 'TAGLN3', 'LRRC7', 'TEX13B', 'LY6G6D', 'OR5H1', 'SLC25A3P1', 'LINC01020', 'OR1B1', 'GJD2', 'LGALS14', 'GABRA1', 'OR2T29', 'BSX', 'PRAMEF5', 'CFC1B', 'TMIGD1', 'ACSM2A', 'KRTAP12-3', 'URAD', 'SYCP1', 'NCOR1P1', 'SNORD116-19', 'SNORA69', 'FAM183CP', 'SNORA28', 'GHSR', 'CCDC38', 'MRGPRX1', 'OR1M1', 'ZAR1L', 'OR6S1', 'H1FNT', 'OR4D11', 'HAND1', 'LINC00200', 'OR52B4', 'OR4F15', 'OR8J3', 'HTR5A', 'DAZL', 'RAB9BP1', 'SNORA32', 'C10ORF53', 'KRTAP19-8', 'IFNA16', 'OR2L2', 'TGIF2LX', 'F13B', 'FAM71A', 'OR11L1', 'OR9A2', 'OR8B3', 'TXLNGY', 'ZCCHC13', 'HBG1', 'OR2M3', 'GUCA2B', 'CLEC6A', 'NXF2B', 'OR10V1', 'OR10A5', 'SNORA51', 'OTX2', 'GRIN2B', 'TMPRSS11F', 'WFDC5', 'IL31', 'OR8S1', 'FGF23', 'OR5H14', 'HMHB1', 'PSG7', 'C18ORF42', 'LINC00895', 'MS4A6E', 'PPY', 'GOLGA6D', 'SCGB1C1', 'NOX3', 'KRTAP10-12', 'OR1N1', 'ASB17', 'ADAM18', 'ITLN2', 'RPL13AP17', 'OR1S2', 'KRTAP10-11', 'VWC2L', 'OR2G2', 'OR8G5', 'TAAR9', 'BRDTP1', 'PLG', 'SSX5', 'LEUTX', 'OR4D9', 'PWAR4', 'CRYAA', 'MAGEA10', 'TTTY14', 'TPD52L3', 'HIST1H4F', 'LINC01205', 'GDNF', 'SNORA34', 'CAPZA3', 'POTED', 'GPR52', 'MMP23A', 'LINC00636', 'ARSF', 'TCP10L2', 'SNORD89', 'XAGE5', 'C2ORF83', 'KRTAP12-2', 'COL6A4P1', 'TSGA13', 'LOC391343', 'ALOX12B', 'BTNL3', 'LOC391003', 'CYP11B2', 'CFHR4', 'SNORA70B', 'SFTA3', 'FAM27B', 'FMR1NB', 'HBD', 'RSPH6A', 'OR5T2', 'ANKUB1', 'OR4S1', 'BPIFA3', 'TRIM51', 'CYP2W1', 'OR9G4', 'CASC8', 'OPN1MW', 'SLC38A8', 'SSX8', 'ACTR3BP2', 'PROKR1', 'FOXN3-AS2', 'ARR3', 'OR56A1', 'ACTRT2', 'INSM2', 'P2RX3', 'ARHGAP36', 'HNRNPCL1', 'TBC1D28', 'DMRT1', 'SDR16C6P', 'LINC00469', 'TAS2R60', 'STATH', 'KHDC1L', 'LINC00111', 'SLC13A1', 'ANKRD18DP', 'PF4', 'POTEH', 'C11ORF94', 'RESP18', 'EDDM3A', 'RTP2', 'DAOA', 'ASB18', 'C20ORF173', 'TKTL2', 'ADGRG7', 'OR4C16', 'DEFB126', 'DEFB129', 'GAGE1', 'OR4F5', 'ZIM3', 'IFITM5', 'OR6Y1', 'OR7A17', 'LINC00114', 'SPACA7', 'DUXA', 'OR6B3', 'DEFB104A', 'LHX9', 'SOX3', 'YWHAEP7', 'OR8H2', 'LGI3', 'FAM169B', 'PRAMEF20', 'CTRB1', 'LINC01566', 'KRTAP19-2', 'RGS8', 'MYBPHL', 'KRTAP6-1', 'KRTAP25-1', 'TRPV5', 'LINC00523', 'WFDC8', 'TCP10', 'GAGE2D', 'KCNQ1DN', 'TAS2R13', 'CPLX4', 'OR52H1', 'CLRN2', 'TMEM72', 'HSFY2', 'OR2T35', 'SFTPC', 'OR4K17', 'KRTAP13-1', 'SPANXA2', 'CCKAR', 'MYF5', 'TMEM202', 'GABRG3', 'AVPR1B', 'OR4K2', 'FCAMR', 'ASAP1-IT1', 'INS', 'CGB5', 'MMD2', 'CNTNAP4', 'LCNL1', 'FDCSP', 'KLK9', 'OLFM3', 'GH1', 'MAGEB6', 'CCDC166', 'LINC01101', 'SPDYC', 'MBD3L5', 'CRNN', 'LINC00113', 'CRLF2', 'NEU2', 'BEND2', 'HPD', 'OR8G2', 'OR14I1', 'SVOP', 'FAM71C', 'OLIG1', 'YIPF7', 'TPTE', 'IQCJ', 'OTOL1', 'IZUMO1R', 'LIPN', 'PRDM14', 'CYLC2', 'OR10H2', 'FAM27L', 'LRRTM1', 'OLAH', 'PRKAG3', 'HOXC12', 'PSG11', 'LOC285847', 'TARM1', 'DNTT', 'XAGE3', 'ALPPL2', 'FTMT', 'TCEB3C', 'FRMPD4', 'RHAG', 'SNORD115-26', 'GUCY2EP', 'KRTAP10-7', 'NANOS2', 'KRTAP10-1', 'SCN1A', 'KRT85', 'DEFB110', 'DAW1', 'OR4D6', 'LPO', 'BARHL2', 'OPRD1', 'DISC2', 'OR5H6', 'ABRA', 'OR5M10', 'IL17F', 'UGT2A3', 'C9ORF135', 'XKR7', 'PYDC2', 'UCMA', 'NKX1-2', 'LOC646813', 'OR1L1', 'TFF2', 'F11', 'OR6B2', 'SNORA59B', 'LCE1D', 'C20ORF166-AS1', 'PISRT1', 'TTTY15', 'C1ORF146', 'LCN9', 'TBC1D3P2', 'SNORA16B', 'FBXW12', 'MYBPC2', 'TMEM207', 'EPS8L3', 'SPATA19', 'SLC2A2', 'TTTY9B', 'TTTY8', 'ANXA8L1', 'SBSN', 'ADAM29', 'REG4', 'CHIAP2', 'ANP32D', 'GRK1', 'SPACA3', 'IGLL3P', 'CXADRP2', 'CETN1', 'IL26', 'CGB8', 'OR2M7', 'HBG2', 'FRMPD2B', 'CPLX3', 'OR4C12', 'ZNF679', 'SULT1C3', 'IVL', 'GUCY2F', 'GAGE2B', 'KRTAP21-1', 'SNORD94', 'PCGEM1', 'LMNTD1', 'MAGEA1', 'UGT1A5', 'DEFB134', 'CALR3', 'PSKH2', 'SNCB', 'FKBP6', 'PRAMEF1', 'MOGAT3', 'CYP7A1', 'POM121L2', 'CNGB1', 'GBX2', 'OR1E2', 'OR51I2', 'NYX', 'HAO1', 'LYZL1', 'OR51G2', 'NKX2-1', 'OR52E8', 'ZNF705A', 'OR5M8', 'LOC729609', 'OR6K6', 'GOLGA6L1', 'LINC00032', 'SATB2-AS1', 'ALX4', 'CCL24', 'FAM74A3', 'LINC00923', 'KCNK4', 'SNORA1', 'SNAR-F', 'SNORA84', 'TMEM88B', 'HTR3E', 'SLITRK3', 'SYCN', 'SLC25A31', 'KRTAP19-6', 'LINC00608', 'IFNA13', 'TSKS', 'SRY', 'TRHR', 'RPL3L', 'MAP3K15', 'BMP15', 'CRYGB', 'KGFLP1', 'ALLC', 'C10ORF120', 'DMRTB1', 'KRTAP2-1', 'NTS', 'INSC', 'DPPA2', 'RAX2', 'MUSK', 'CLRN1-AS1', 'TRIML1', 'TFAMP1', 'DKFZP434K028', 'FFAR1', 'KCNIP4-IT1', 'PROKR2', 'SLC6A5', 'NLRP13', 'POU6F2', 'FAM138D', 'LOC286238', 'OACYLP', 'CT47B1', 'OR1K1', 'GDPD2', 'DEFB123', 'ADGRD2', 'ANGPTL3', 'OR51F2', 'NKX2-3', 'KCNMB2', 'SLC36A3', 'CD200R1L', 'LCN1', 'MGC27382', 'MUC2', 'SPRR2E', 'LINC00520', 'MAGEA9B', 'GAGE12F', 'FOXD4L3', 'KIR3DL3', 'PTX4', 'AKR1C8P', 'CDRT15', 'GCSAML-AS1', 'LINC00575', 'IFNA7', 'LINC00479', 'HGC6.3', 'OR6A2', 'SLC10A1', 'CTRC', 'LINC00202-2', 'OR13C3', 'LINC01565', 'KRT25', 'ARL13A', 'KRTAP19-3', 'PAPOLB', 'MTVR2', 'SLC9C1', 'ADGRG4', 'IL36RN', 'LRRC30', 'KRTAP9-2', 'USP26', 'C12ORF50', 'KRT71', 'TRIM48', 'LHCGR', 'FAM71B', 'USP17L6P', 'BPIFB4', 'C6ORF10', 'OR7D4', 'LINC00303', 'USH1C', 'OCSTAMP', 'EDDM3B', 'CSN3', 'DAZ1', 'KRTAP10-6', 'OR2M4', 'DMRTC1', 'MAGEA6', 'ODF3', 'TNP1', 'AMER3', 'HULC', 'OR10W1', 'OR12D2', 'FOXR1', 'OR7G3', 'SLC17A6', 'PRB4', 'LINC01312', 'RPS4Y2', 'LINC00410', 'GUCA1C', 'KRTAP1-1', 'NKAIN3', 'NEUROD1', 'AQP2', 'XIRP2', 'CER1', 'SPOCK3', 'ACSM4', 'FAM170B', 'SPZ1', 'OR5M3', 'GKN2', 'KRTAP4-3', 'KRTAP1-5', 'FAM224B', 'ACSM2B', 'CRYGC', 'BTF3P11', 'OVCH1', 'BCYRN1', 'POTEG', 'BTN1A1', 'OR51B5', 'CHRNB3', 'GNAT3', 'FAM205A', 'LOC647859', 'HTR1A', 'PTH2', 'CALCB', 'SLC5A8', 'SLC5A7', 'OR1L4', 'LINC00304', 'TDH', 'HBE1', 'DMP1', 'MAGEB3', 'CNTN5', 'FAM19A1', 'OR2T10', 'FAM19A4', 'OR2AG1', 'FBXO47', 'HCRTR1', 'SHH', 'KCNG4', 'PRAC1', 'OR51M1', 'NLRP8', 'SHD', 'BPIFB3', 'SPANXN3', 'AHSG', 'OR13H1', 'SSX9', 'SERPINB12', 'LOC284798', 'LINC00671', 'NUTM1', 'KRT83', 'RFX6', 'SCTR', 'NCAN', 'LINC01142', 'OR7G2', 'AATK-AS1', 'H3F3AP5', 'SLC22A10', 'KRTAP11-1', 'FAM138B', 'C2ORF27B', 'GPHA2', 'DSCR10', 'CRISP2', 'UROC1', 'PPP1R2P9', 'DCT', 'PRL', 'POU4F2', 'HTR2C', 'NYAP2', 'SNORA76C', 'AVP', 'OR2G6', 'PTCHD3', 'AADACL3', 'TMEM14E', 'CLEC4G', 'HIST1H3A', 'PCP4', 'PPY2P', 'UGT1A4', 'GPR22', 'OR5H2', 'AIRE', 'KLRC4', 'OR2L8', 'AKR1D1', 'KCNJ16', 'TRIM75P', 'TRIM55', 'ARL14', 'CPA2', 'NF1P2', 'ISL1', 'ASB15', 'SPATA22', 'SPATA3', 'SSTR3', 'HIST2H2AB', 'OR2A14', 'LINC00207', 'IFNW1', 'SPATA45', 'CNGA2', 'POU4F3', 'SLC22A13', 'C16ORF90', 'GFI1B', 'APCS', 'C6ORF118', 'LOC145845', 'SNORA71B', 'SNORA62', 'PPAN-P2RY11', 'PCDH8', 'SNORA80E', 'FOXE3', 'NXPE1', 'UGT2B10', 'DEFB131', 'CACNG7', 'PRO0611', 'DEFB118', 'PCSK2', 'USP50', 'FAM170A', 'GNAS-AS1', 'LOC392196', 'ZFY', 'LOC400794', 'C1ORF140', 'CT47A6', 'MYH16', 'MIR1-1HG', 'C1ORF94', 'CGB2', 'CT47A7', 'MYL2', 'TMEM132D', 'CA4', 'MAGEA12', 'IGLL1', 'SLC4A9', 'LOC100132831', 'LRRC74A', 'OR10AD1', 'OR4D10', 'CALHM3', 'GH2', 'TDRG1', 'HPVC1', 'TMPRSS11B', 'HBM', 'SLC39A12', 'SLC22A12', 'IFNL1', 'RAPGEF4-AS1', 'ANKRD34C', 'ART1', 'GABRB1', 'OR2A12', 'DNAJC25-GNG10', 'LINC00710', 'ASB10', 'OR2A2', 'ZFAT-AS1', 'LINC00691', 'SH2D7', 'LINC01591', 'LINC00452', 'SCGB3A2', 'FAM47C', 'CSNK1A1P1', 'PRR32', 'SNORA72', 'GPR139', 'NEUROD6', 'KRTAP6-2', 'OR5B17', 'PDX1', 'ADRB3', 'GBA3', 'MTNR1A', 'GPR50', 'SPRR1B', 'MUC13', 'GPR61', 'KRTAP12-1', 'GSC2', 'GPRC6A', 'ANKRD20A20P', 'TRPM3', 'FERD3L', 'VIL1', 'CST9L', 'APOA5', 'NEUROG1', 'B4GALNT2', 'SNORA27', 'LHFPL4', 'C11ORF87', 'PRAMEF16', 'OR51L1', 'NKX6-2', 'SNORA2B', 'PRDM9', 'BANF2', 'PRSS1', 'PRSS57', 'OR51T1', 'VWA5B1', 'ZSCAN10', 'TKTL1', 'VSTM5', 'OTOP1', 'PRSS48', 'PAEP', 'SERPINB11', 'LINC00336', 'SPINK14', 'SNORA16A', 'RAET1L', 'SST', 'SSX2', 'CDHR5', 'NPSR1-AS1', 'C4ORF50', 'FOXG1', 'B3GALT1', 'TMEM252', 'PSAPL1', 'GOLGA2P6', 'PACRG-AS1', 'INS-IGF2', 'ZG16', 'MT1B', 'BET1P1', 'ITPK1-AS1', 'HYMAI', 'NHLH2', 'FAM71E2', 'FEZF1', 'OR52K2', 'NPY', 'MEP1A', 'OR2T2', 'SYT14P1', 'ADGRE3', 'OR3A2', 'SCARNA8', 'TRIM49', 'TRIM49D2', 'CLLU1', 'MAGEA11', 'OR2K2', 'BAGE', 'C9ORF171', 'NPSR1', 'CLEC4M', 'GJB4', 'ACTL7B', 'LINC00244', 'CPN1', 'OTC', 'CTRB2', 'FRMPD2', 'C1ORF158', 'SPINT3', 'GCGR', 'OR4D1', 'SNORA67', 'GCKR', 'C17ORF78', 'SNORA38', 'NPPC', 'MBL2', 'KLK13', 'KRTAP3-2', 'TAS2R42', 'CCER1', 'RNF222', 'SLCO1A2', 'DACH2', 'IFNL2', 'CACNG3', 'PASD1', 'LOC100130264', 'IL13', 'FER1L6', 'DMRTC2', 'CYP1A2', 'OPRM1', 'OR12D3', 'FAM9B', 'FRG2DP', 'CMTM5', 'TNP2', 'TP53TG5', 'LINC00964', 'CHRNA9', 'MAS1L', 'CCDC54', 'F2', 'C12ORF56', 'CLRN1', 'S100A12', 'OR5M1', 'CYP2A7', 'OR5K1', 'POU4F1', 'ATOH7', 'VCX3A', 'MYADML', 'SLITRK1', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.13712289650471754
		RMSE:  1.2526616491661007
		NRMSE:  0.19946206317730336
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.061578293423971475
		RMSE:  0.970096042376724
		NRMSE:  0.19071600723011914
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1747084136438477
		NRMSE:  0.18704952288841878
		MAPE:  547.6986763085636
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.045733924340672916
		RMSE:  0.9628293412733254
		NRMSE:  0.18928741030812832
		MAPE:  293.35791980552335

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  4.592562411419792e-15
		NRMSE:  7.312764579821967e-16
		MAPE:  2.9146615037294642e-12
		Pearson Correlation:  0.33726602502717445
		Spearman Correlation:  0.3787304081098269
		Coefficient of Determination:  -2.5731511048844475
		RMSE:  1.7797721605717782
		NRMSE:  0.3498942634710373
		MAPE:  625.5301663548526

	Predictor:  ElasticNet
		Pearson Correlation:  0.9265978503247061
		Spearman Correlation:  0.9081549619589179
		Coefficient of Determination:  0.8365413275834455
		RMSE:  0.47493487664511386
		NRMSE:  0.07562416430131426
		MAPE:  199.40717230779515
		Pearson Correlation:  0.3573509190376296
		Spearman Correlation:  0.31241536677514686
		Coefficient of Determination:  -0.03421043457384698
		RMSE:  0.9575096852833929
		NRMSE:  0.18824159267160637
		MAPE:  275.6212439209225

	Predictor:  RandomForests
		Pearson Correlation:  0.753004728753555
		Spearman Correlation:  0.6846457466559809
		Coefficient of Determination:  0.5626189212884961
		RMSE:  0.7768909725625069
		NRMSE:  0.12370481394899953
		MAPE:  177.66271776688887
		Pearson Correlation:  0.7334067753670961
		Spearman Correlation:  0.5145794133856127
		Coefficient of Determination:  0.532315149210286
		RMSE:  0.6438954692743236
		NRMSE:  0.1265866137054857
		MAPE:  142.42001114010202

Protein:  CDH2
x_train_column_count:  1053
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'OR2W1', 'GABRA4', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'LCE5A', 'RAG2', 'CTSL3P', 'OR8K3', 'SNORA36B', 'MS4A5', 'PRSS54', 'SNAR-G1', 'FGF6', 'BTBD17', 'LCE2D', 'OR9K2', 'FGF22', 'DEFB127', 'SMCP', 'MRGPRG-AS1', 'OR52A1', 'MROH5', 'FAM150A', 'SNORA36A', 'REXO1L6P', 'FAM92A1P2', 'ST8SIA3', 'CHAT', 'LHX3', 'HNF1B', 'CTXN3', 'HYALP1', 'CT47A2', 'HES3', 'SLC18A3', 'AMBN', 'FAM41AY1', 'SNAR-I', 'DEFB113', 'OR8I2', 'TBC1D21', 'SNAR-E', 'C11ORF40', 'SNORA58', 'FLG2', 'OC90', 'OR51A2', 'SSX6', 'GJA10', 'SEC14L3', 'NR0B1', 'CSN2', 'OR2T34', 'CFHR2', 'SMR3B', 'DEFB119', 'SNORD8', 'OR4M2', 'HHLA1', 'OLIG3', 'SPATA31A3', 'OR10T2', 'LOC727924', 'BARHL1', 'LINC01548', 'ATP4B', 'LELP1', 'C17ORF102', 'SPRR2G', 'SNAR-A13', 'LCE1F', 'SPAM1', 'TTTY21', 'CABP5', 'LRTM1', 'GYPA', 'LCE2A', 'SNORA5B', 'CHODL-AS1', 'C3ORF79', 'FAM25BP', 'CLCA1', 'GLYATL3', 'IGF2BP2-AS1', 'KRTAP4-11', 'SLC28A2', 'LINC00305', 'TYR', 'CELA2B', 'KLHL40', 'CLC', 'PROL1', 'CCL15-CCL14', 'GLYCAM1', 'ZNF536', 'DEFB109P1', 'FXYD4', 'OR8U1', 'PSMB11', 'CSH2', 'IL37', 'CA5A', 'OR2B3', 'SPANXN4', 'SOX1', 'ZNF804B', 'CELA2A', 'FAM153C', 'OR8D4', 'SPANXN1', 'OR2T12', 'CT47A11', 'OR13C9', 'FNDC7', 'OR7C2', 'C22ORF42', 'OR5K3', 'OR6C76', 'GLRA4', 'C12ORF40', 'CNTNAP5', 'PAQR9', 'APOA2', 'OR2AE1', 'OR8H1', 'GAGE2C', 'TMEM179', 'IFNA14', 'PGM5-AS1', 'HAO2', 'IQCF2', 'DMBT1P1', 'OR2M2', 'PPBPP1', 'SPIC', 'TSPYL6', 'CD300LD', 'TEX33', 'OR6C4', 'OLIG2', 'AHSP', 'IFNA21', 'LOC440040', 'SNORD115-7', 'DEFB128', 'SLC6A19', 'OR4S2', 'CST13P', 'GABRA6', 'LINC00314', 'DUSP21', 'TEX36-AS1', 'OR2C3', 'ZPBP', 'KRTAP1-3', 'FGF4', 'CD5L', 'CDKL4', 'NPHS2', 'CABS1', 'LOC100129935', 'PSG8', 'OR52A4P', 'LYPD8', 'HTR3B', 'KRTDAP', 'C4ORF51', 'OR4B1', 'RNASE8', 'HFE2', 'GNAT1', 'MOS', 'OR52N5', 'IQCF6', 'DNAJC5G', 'DDI1', 'OR6B1', 'TMEM196', 'ZNF735', 'PLCZ1', 'TTTY2', 'C17ORF64', 'GOLGA8EP', 'SPRR4', 'SCARNA22', 'PLSCR5', 'ARL5C', 'PRB1', 'GOT1L1', 'SOST', 'KRT2', 'KRTAP4-5', 'FAM24A', 'OR6C2', 'PABPC1L2A', 'OR4A16', 'OR52A5', 'MS4A10', 'DNMT3L', 'MORC1', 'VRTN', 'TSPY2', 'NPBWR2', 'TSPY1', 'VSTM2B', 'ARG1', 'PWRN2', 'LILRP2', 'KRTAP21-2', 'OR14C36', 'TAGLN3', 'LRRC7', 'TEX13B', 'LY6G6D', 'OR5H1', 'SLC25A3P1', 'LINC01020', 'OR1B1', 'GJD2', 'LGALS14', 'GABRA1', 'OR2T29', 'BSX', 'PRAMEF5', 'CFC1B', 'TMIGD1', 'ACSM2A', 'KRTAP12-3', 'URAD', 'SYCP1', 'NCOR1P1', 'SNORD116-19', 'SNORA69', 'FAM183CP', 'SNORA28', 'GHSR', 'CCDC38', 'MRGPRX1', 'OR1M1', 'ZAR1L', 'OR6S1', 'H1FNT', 'OR4D11', 'HAND1', 'LINC00200', 'OR52B4', 'OR4F15', 'OR8J3', 'HTR5A', 'DAZL', 'RAB9BP1', 'SNORA32', 'C10ORF53', 'KRTAP19-8', 'IFNA16', 'OR2L2', 'TGIF2LX', 'F13B', 'FAM71A', 'OR11L1', 'OR9A2', 'OR8B3', 'TXLNGY', 'ZCCHC13', 'HBG1', 'OR2M3', 'GUCA2B', 'CLEC6A', 'NXF2B', 'OR10V1', 'OR10A5', 'SNORA51', 'OTX2', 'GRIN2B', 'TMPRSS11F', 'WFDC5', 'IL31', 'OR8S1', 'FGF23', 'OR5H14', 'HMHB1', 'PSG7', 'C18ORF42', 'LINC00895', 'MS4A6E', 'PPY', 'GOLGA6D', 'SCGB1C1', 'NOX3', 'KRTAP10-12', 'OR1N1', 'ASB17', 'ADAM18', 'ITLN2', 'RPL13AP17', 'OR1S2', 'KRTAP10-11', 'VWC2L', 'OR2G2', 'OR8G5', 'TAAR9', 'BRDTP1', 'PLG', 'SSX5', 'LEUTX', 'OR4D9', 'PWAR4', 'CRYAA', 'MAGEA10', 'TTTY14', 'TPD52L3', 'HIST1H4F', 'LINC01205', 'GDNF', 'SNORA34', 'CAPZA3', 'POTED', 'GPR52', 'MMP23A', 'LINC00636', 'ARSF', 'TCP10L2', 'SNORD89', 'XAGE5', 'C2ORF83', 'KRTAP12-2', 'COL6A4P1', 'TSGA13', 'LOC391343', 'ALOX12B', 'BTNL3', 'LOC391003', 'CYP11B2', 'CFHR4', 'SNORA70B', 'SFTA3', 'FAM27B', 'FMR1NB', 'HBD', 'RSPH6A', 'OR5T2', 'ANKUB1', 'OR4S1', 'BPIFA3', 'TRIM51', 'CYP2W1', 'OR9G4', 'CASC8', 'OPN1MW', 'SLC38A8', 'SSX8', 'ACTR3BP2', 'PROKR1', 'FOXN3-AS2', 'ARR3', 'OR56A1', 'ACTRT2', 'INSM2', 'P2RX3', 'ARHGAP36', 'HNRNPCL1', 'TBC1D28', 'DMRT1', 'SDR16C6P', 'LINC00469', 'TAS2R60', 'STATH', 'KHDC1L', 'LINC00111', 'SLC13A1', 'ANKRD18DP', 'PF4', 'POTEH', 'C11ORF94', 'RESP18', 'EDDM3A', 'RTP2', 'DAOA', 'ASB18', 'C20ORF173', 'TKTL2', 'ADGRG7', 'OR4C16', 'DEFB126', 'DEFB129', 'GAGE1', 'OR4F5', 'ZIM3', 'IFITM5', 'OR6Y1', 'OR7A17', 'LINC00114', 'SPACA7', 'DUXA', 'OR6B3', 'DEFB104A', 'LHX9', 'SOX3', 'YWHAEP7', 'OR8H2', 'LGI3', 'FAM169B', 'PRAMEF20', 'CTRB1', 'LINC01566', 'KRTAP19-2', 'RGS8', 'MYBPHL', 'KRTAP6-1', 'KRTAP25-1', 'TRPV5', 'LINC00523', 'WFDC8', 'TCP10', 'GAGE2D', 'KCNQ1DN', 'TAS2R13', 'CPLX4', 'OR52H1', 'CLRN2', 'TMEM72', 'HSFY2', 'OR2T35', 'SFTPC', 'OR4K17', 'KRTAP13-1', 'SPANXA2', 'CCKAR', 'MYF5', 'TMEM202', 'GABRG3', 'AVPR1B', 'OR4K2', 'FCAMR', 'ASAP1-IT1', 'INS', 'CGB5', 'MMD2', 'CNTNAP4', 'LCNL1', 'FDCSP', 'KLK9', 'OLFM3', 'GH1', 'MAGEB6', 'CCDC166', 'LINC01101', 'SPDYC', 'MBD3L5', 'CRNN', 'LINC00113', 'CRLF2', 'NEU2', 'BEND2', 'HPD', 'OR8G2', 'OR14I1', 'SVOP', 'FAM71C', 'OLIG1', 'YIPF7', 'TPTE', 'IQCJ', 'OTOL1', 'IZUMO1R', 'LIPN', 'PRDM14', 'CYLC2', 'OR10H2', 'FAM27L', 'LRRTM1', 'OLAH', 'PRKAG3', 'HOXC12', 'PSG11', 'LOC285847', 'TARM1', 'DNTT', 'XAGE3', 'ALPPL2', 'FTMT', 'TCEB3C', 'FRMPD4', 'RHAG', 'SNORD115-26', 'GUCY2EP', 'KRTAP10-7', 'NANOS2', 'KRTAP10-1', 'SCN1A', 'KRT85', 'DEFB110', 'DAW1', 'OR4D6', 'LPO', 'BARHL2', 'OPRD1', 'DISC2', 'OR5H6', 'ABRA', 'OR5M10', 'IL17F', 'UGT2A3', 'C9ORF135', 'XKR7', 'PYDC2', 'UCMA', 'NKX1-2', 'LOC646813', 'OR1L1', 'TFF2', 'F11', 'OR6B2', 'SNORA59B', 'LCE1D', 'C20ORF166-AS1', 'PISRT1', 'TTTY15', 'C1ORF146', 'LCN9', 'TBC1D3P2', 'SNORA16B', 'FBXW12', 'MYBPC2', 'TMEM207', 'EPS8L3', 'SPATA19', 'SLC2A2', 'TTTY9B', 'TTTY8', 'ANXA8L1', 'SBSN', 'ADAM29', 'REG4', 'CHIAP2', 'ANP32D', 'GRK1', 'SPACA3', 'IGLL3P', 'CXADRP2', 'CETN1', 'IL26', 'CGB8', 'OR2M7', 'HBG2', 'FRMPD2B', 'CPLX3', 'OR4C12', 'ZNF679', 'SULT1C3', 'IVL', 'GUCY2F', 'GAGE2B', 'KRTAP21-1', 'SNORD94', 'PCGEM1', 'LMNTD1', 'MAGEA1', 'UGT1A5', 'DEFB134', 'CALR3', 'PSKH2', 'SNCB', 'FKBP6', 'PRAMEF1', 'MOGAT3', 'CYP7A1', 'POM121L2', 'CNGB1', 'GBX2', 'OR1E2', 'OR51I2', 'NYX', 'HAO1', 'LYZL1', 'OR51G2', 'NKX2-1', 'OR52E8', 'ZNF705A', 'OR5M8', 'LOC729609', 'OR6K6', 'GOLGA6L1', 'LINC00032', 'SATB2-AS1', 'ALX4', 'CCL24', 'FAM74A3', 'LINC00923', 'KCNK4', 'SNORA1', 'SNAR-F', 'SNORA84', 'TMEM88B', 'HTR3E', 'SLITRK3', 'SYCN', 'SLC25A31', 'KRTAP19-6', 'LINC00608', 'IFNA13', 'TSKS', 'SRY', 'TRHR', 'RPL3L', 'MAP3K15', 'BMP15', 'CRYGB', 'KGFLP1', 'ALLC', 'C10ORF120', 'DMRTB1', 'KRTAP2-1', 'NTS', 'INSC', 'DPPA2', 'RAX2', 'MUSK', 'CLRN1-AS1', 'TRIML1', 'TFAMP1', 'DKFZP434K028', 'FFAR1', 'KCNIP4-IT1', 'PROKR2', 'SLC6A5', 'NLRP13', 'POU6F2', 'FAM138D', 'LOC286238', 'OACYLP', 'CT47B1', 'OR1K1', 'GDPD2', 'DEFB123', 'ADGRD2', 'ANGPTL3', 'OR51F2', 'NKX2-3', 'KCNMB2', 'SLC36A3', 'CD200R1L', 'LCN1', 'MGC27382', 'MUC2', 'SPRR2E', 'LINC00520', 'MAGEA9B', 'GAGE12F', 'FOXD4L3', 'KIR3DL3', 'PTX4', 'AKR1C8P', 'CDRT15', 'GCSAML-AS1', 'LINC00575', 'IFNA7', 'LINC00479', 'HGC6.3', 'OR6A2', 'SLC10A1', 'CTRC', 'LINC00202-2', 'OR13C3', 'LINC01565', 'KRT25', 'ARL13A', 'KRTAP19-3', 'PAPOLB', 'MTVR2', 'SLC9C1', 'ADGRG4', 'IL36RN', 'LRRC30', 'KRTAP9-2', 'USP26', 'C12ORF50', 'KRT71', 'TRIM48', 'LHCGR', 'FAM71B', 'USP17L6P', 'BPIFB4', 'C6ORF10', 'OR7D4', 'LINC00303', 'USH1C', 'OCSTAMP', 'EDDM3B', 'CSN3', 'DAZ1', 'KRTAP10-6', 'OR2M4', 'DMRTC1', 'MAGEA6', 'ODF3', 'TNP1', 'AMER3', 'HULC', 'OR10W1', 'OR12D2', 'FOXR1', 'OR7G3', 'SLC17A6', 'PRB4', 'LINC01312', 'RPS4Y2', 'LINC00410', 'GUCA1C', 'KRTAP1-1', 'NKAIN3', 'NEUROD1', 'AQP2', 'XIRP2', 'CER1', 'SPOCK3', 'ACSM4', 'FAM170B', 'SPZ1', 'OR5M3', 'GKN2', 'KRTAP4-3', 'KRTAP1-5', 'FAM224B', 'ACSM2B', 'CRYGC', 'BTF3P11', 'OVCH1', 'BCYRN1', 'POTEG', 'BTN1A1', 'OR51B5', 'CHRNB3', 'GNAT3', 'FAM205A', 'LOC647859', 'HTR1A', 'PTH2', 'CALCB', 'SLC5A8', 'SLC5A7', 'OR1L4', 'LINC00304', 'TDH', 'HBE1', 'DMP1', 'MAGEB3', 'CNTN5', 'FAM19A1', 'OR2T10', 'FAM19A4', 'OR2AG1', 'FBXO47', 'HCRTR1', 'SHH', 'KCNG4', 'PRAC1', 'OR51M1', 'NLRP8', 'SHD', 'BPIFB3', 'SPANXN3', 'AHSG', 'OR13H1', 'SSX9', 'SERPINB12', 'LOC284798', 'LINC00671', 'NUTM1', 'KRT83', 'RFX6', 'SCTR', 'NCAN', 'LINC01142', 'OR7G2', 'AATK-AS1', 'H3F3AP5', 'SLC22A10', 'KRTAP11-1', 'FAM138B', 'C2ORF27B', 'GPHA2', 'DSCR10', 'CRISP2', 'UROC1', 'PPP1R2P9', 'DCT', 'PRL', 'POU4F2', 'HTR2C', 'NYAP2', 'SNORA76C', 'AVP', 'OR2G6', 'PTCHD3', 'AADACL3', 'TMEM14E', 'CLEC4G', 'HIST1H3A', 'PCP4', 'PPY2P', 'UGT1A4', 'GPR22', 'OR5H2', 'AIRE', 'KLRC4', 'OR2L8', 'AKR1D1', 'KCNJ16', 'TRIM75P', 'TRIM55', 'ARL14', 'CPA2', 'NF1P2', 'ISL1', 'ASB15', 'SPATA22', 'SPATA3', 'SSTR3', 'HIST2H2AB', 'OR2A14', 'LINC00207', 'IFNW1', 'SPATA45', 'CNGA2', 'POU4F3', 'SLC22A13', 'C16ORF90', 'GFI1B', 'APCS', 'C6ORF118', 'LOC145845', 'SNORA71B', 'SNORA62', 'PPAN-P2RY11', 'PCDH8', 'SNORA80E', 'FOXE3', 'NXPE1', 'UGT2B10', 'DEFB131', 'CACNG7', 'PRO0611', 'DEFB118', 'PCSK2', 'USP50', 'FAM170A', 'GNAS-AS1', 'LOC392196', 'ZFY', 'LOC400794', 'C1ORF140', 'CT47A6', 'MYH16', 'MIR1-1HG', 'C1ORF94', 'CGB2', 'CT47A7', 'MYL2', 'TMEM132D', 'CA4', 'MAGEA12', 'IGLL1', 'SLC4A9', 'LOC100132831', 'LRRC74A', 'OR10AD1', 'OR4D10', 'CALHM3', 'GH2', 'TDRG1', 'HPVC1', 'TMPRSS11B', 'HBM', 'SLC39A12', 'SLC22A12', 'IFNL1', 'RAPGEF4-AS1', 'ANKRD34C', 'ART1', 'GABRB1', 'OR2A12', 'DNAJC25-GNG10', 'LINC00710', 'ASB10', 'OR2A2', 'ZFAT-AS1', 'LINC00691', 'SH2D7', 'LINC01591', 'LINC00452', 'SCGB3A2', 'FAM47C', 'CSNK1A1P1', 'PRR32', 'SNORA72', 'GPR139', 'NEUROD6', 'KRTAP6-2', 'OR5B17', 'PDX1', 'ADRB3', 'GBA3', 'MTNR1A', 'GPR50', 'SPRR1B', 'MUC13', 'GPR61', 'KRTAP12-1', 'GSC2', 'GPRC6A', 'ANKRD20A20P', 'TRPM3', 'FERD3L', 'VIL1', 'CST9L', 'APOA5', 'NEUROG1', 'B4GALNT2', 'SNORA27', 'LHFPL4', 'C11ORF87', 'PRAMEF16', 'OR51L1', 'NKX6-2', 'SNORA2B', 'PRDM9', 'BANF2', 'PRSS1', 'PRSS57', 'OR51T1', 'VWA5B1', 'ZSCAN10', 'TKTL1', 'VSTM5', 'OTOP1', 'PRSS48', 'PAEP', 'SERPINB11', 'LINC00336', 'SPINK14', 'SNORA16A', 'RAET1L', 'SST', 'SSX2', 'CDHR5', 'NPSR1-AS1', 'C4ORF50', 'FOXG1', 'B3GALT1', 'TMEM252', 'PSAPL1', 'GOLGA2P6', 'PACRG-AS1', 'INS-IGF2', 'ZG16', 'MT1B', 'BET1P1', 'ITPK1-AS1', 'HYMAI', 'NHLH2', 'FAM71E2', 'FEZF1', 'OR52K2', 'NPY', 'MEP1A', 'OR2T2', 'SYT14P1', 'ADGRE3', 'OR3A2', 'SCARNA8', 'TRIM49', 'TRIM49D2', 'CLLU1', 'MAGEA11', 'OR2K2', 'BAGE', 'C9ORF171', 'NPSR1', 'CLEC4M', 'GJB4', 'ACTL7B', 'LINC00244', 'CPN1', 'OTC', 'CTRB2', 'FRMPD2', 'C1ORF158', 'SPINT3', 'GCGR', 'OR4D1', 'SNORA67', 'GCKR', 'C17ORF78', 'SNORA38', 'NPPC', 'MBL2', 'KLK13', 'KRTAP3-2', 'TAS2R42', 'CCER1', 'RNF222', 'SLCO1A2', 'DACH2', 'IFNL2', 'CACNG3', 'PASD1', 'LOC100130264', 'IL13', 'FER1L6', 'DMRTC2', 'CYP1A2', 'OPRM1', 'OR12D3', 'FAM9B', 'FRG2DP', 'CMTM5', 'TNP2', 'TP53TG5', 'LINC00964', 'CHRNA9', 'MAS1L', 'CCDC54', 'F2', 'C12ORF56', 'CLRN1', 'S100A12', 'OR5M1', 'CYP2A7', 'OR5K1', 'POU4F1', 'ATOH7', 'VCX3A', 'MYADML', 'SLITRK1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032532184952558385
		RMSE:  0.38185758840977485
		NRMSE:  0.13836422509231644
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01322006783790175
		RMSE:  0.3341656221976159
		NRMSE:  0.1760731037776972
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  1.5218509371093558e-15
		NRMSE:  5.514352261429654e-16
		MAPE:  1.003643232714362e-11
		Pearson Correlation:  -0.035922323852145735
		Spearman Correlation:  -0.05893090936295964
		Coefficient of Determination:  -1.8746514963163778
		RMSE:  0.5628627112985678
		NRMSE:  0.29657444690842827
		MAPE:  753.6254454885527

	Predictor:  ElasticNet
		Pearson Correlation:  0.8476660670078278
		Spearman Correlation:  0.8156146318931469
		Coefficient of Determination:  0.6452046878997131
		RMSE:  0.22708323949096637
		NRMSE:  0.08228249854734633
		MAPE:  271.1475219908942
		Pearson Correlation:  -0.023410772207736526
		Spearman Correlation:  -0.007453958278781531
		Coefficient of Determination:  -0.15601675778135737
		RMSE:  0.35693730692041925
		NRMSE:  0.1880715887834949
		MAPE:  2051.186702892292

	Predictor:  RandomForests
		Pearson Correlation:  0.5826198321265411
		Spearman Correlation:  0.5300044063611274
		Coefficient of Determination:  0.18241125299148986
		RMSE:  0.34471771104265
		NRMSE:  0.12490677260767084
		MAPE:  177.69279559370307
		Pearson Correlation:  -0.06844060489232887
		Spearman Correlation:  0.026586366413546305
		Coefficient of Determination:  -0.04038344182118614
		RMSE:  0.33861531257459593
		NRMSE:  0.17841766211488397
		MAPE:  1133.5362896720765

Protein:  CDH3
x_train_column_count:  1053
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'OR2W1', 'GABRA4', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'LCE5A', 'RAG2', 'CTSL3P', 'OR8K3', 'SNORA36B', 'MS4A5', 'PRSS54', 'SNAR-G1', 'FGF6', 'BTBD17', 'LCE2D', 'OR9K2', 'FGF22', 'DEFB127', 'SMCP', 'MRGPRG-AS1', 'OR52A1', 'MROH5', 'FAM150A', 'SNORA36A', 'REXO1L6P', 'FAM92A1P2', 'ST8SIA3', 'CHAT', 'LHX3', 'HNF1B', 'CTXN3', 'HYALP1', 'CT47A2', 'HES3', 'SLC18A3', 'AMBN', 'FAM41AY1', 'SNAR-I', 'DEFB113', 'OR8I2', 'TBC1D21', 'SNAR-E', 'C11ORF40', 'SNORA58', 'FLG2', 'OC90', 'OR51A2', 'SSX6', 'GJA10', 'SEC14L3', 'NR0B1', 'CSN2', 'OR2T34', 'CFHR2', 'SMR3B', 'DEFB119', 'SNORD8', 'OR4M2', 'HHLA1', 'OLIG3', 'SPATA31A3', 'OR10T2', 'LOC727924', 'BARHL1', 'LINC01548', 'ATP4B', 'LELP1', 'C17ORF102', 'SPRR2G', 'SNAR-A13', 'LCE1F', 'SPAM1', 'TTTY21', 'CABP5', 'LRTM1', 'GYPA', 'LCE2A', 'SNORA5B', 'CHODL-AS1', 'C3ORF79', 'FAM25BP', 'CLCA1', 'GLYATL3', 'IGF2BP2-AS1', 'KRTAP4-11', 'SLC28A2', 'LINC00305', 'TYR', 'CELA2B', 'KLHL40', 'CLC', 'PROL1', 'CCL15-CCL14', 'GLYCAM1', 'ZNF536', 'DEFB109P1', 'FXYD4', 'OR8U1', 'PSMB11', 'CSH2', 'IL37', 'CA5A', 'OR2B3', 'SPANXN4', 'SOX1', 'ZNF804B', 'CELA2A', 'FAM153C', 'OR8D4', 'SPANXN1', 'OR2T12', 'CT47A11', 'OR13C9', 'FNDC7', 'OR7C2', 'C22ORF42', 'OR5K3', 'OR6C76', 'GLRA4', 'C12ORF40', 'CNTNAP5', 'PAQR9', 'APOA2', 'OR2AE1', 'OR8H1', 'GAGE2C', 'TMEM179', 'IFNA14', 'PGM5-AS1', 'HAO2', 'IQCF2', 'DMBT1P1', 'OR2M2', 'PPBPP1', 'SPIC', 'TSPYL6', 'CD300LD', 'TEX33', 'OR6C4', 'OLIG2', 'AHSP', 'IFNA21', 'LOC440040', 'SNORD115-7', 'DEFB128', 'SLC6A19', 'OR4S2', 'CST13P', 'GABRA6', 'LINC00314', 'DUSP21', 'TEX36-AS1', 'OR2C3', 'ZPBP', 'KRTAP1-3', 'FGF4', 'CD5L', 'CDKL4', 'NPHS2', 'CABS1', 'LOC100129935', 'PSG8', 'OR52A4P', 'LYPD8', 'HTR3B', 'KRTDAP', 'C4ORF51', 'OR4B1', 'RNASE8', 'HFE2', 'GNAT1', 'MOS', 'OR52N5', 'IQCF6', 'DNAJC5G', 'DDI1', 'OR6B1', 'TMEM196', 'ZNF735', 'PLCZ1', 'TTTY2', 'C17ORF64', 'GOLGA8EP', 'SPRR4', 'SCARNA22', 'PLSCR5', 'ARL5C', 'PRB1', 'GOT1L1', 'SOST', 'KRT2', 'KRTAP4-5', 'FAM24A', 'OR6C2', 'PABPC1L2A', 'OR4A16', 'OR52A5', 'MS4A10', 'DNMT3L', 'MORC1', 'VRTN', 'TSPY2', 'NPBWR2', 'TSPY1', 'VSTM2B', 'ARG1', 'PWRN2', 'LILRP2', 'KRTAP21-2', 'OR14C36', 'TAGLN3', 'LRRC7', 'TEX13B', 'LY6G6D', 'OR5H1', 'SLC25A3P1', 'LINC01020', 'OR1B1', 'GJD2', 'LGALS14', 'GABRA1', 'OR2T29', 'BSX', 'PRAMEF5', 'CFC1B', 'TMIGD1', 'ACSM2A', 'KRTAP12-3', 'URAD', 'SYCP1', 'NCOR1P1', 'SNORD116-19', 'SNORA69', 'FAM183CP', 'SNORA28', 'GHSR', 'CCDC38', 'MRGPRX1', 'OR1M1', 'ZAR1L', 'OR6S1', 'H1FNT', 'OR4D11', 'HAND1', 'LINC00200', 'OR52B4', 'OR4F15', 'OR8J3', 'HTR5A', 'DAZL', 'RAB9BP1', 'SNORA32', 'C10ORF53', 'KRTAP19-8', 'IFNA16', 'OR2L2', 'TGIF2LX', 'F13B', 'FAM71A', 'OR11L1', 'OR9A2', 'OR8B3', 'TXLNGY', 'ZCCHC13', 'HBG1', 'OR2M3', 'GUCA2B', 'CLEC6A', 'NXF2B', 'OR10V1', 'OR10A5', 'SNORA51', 'OTX2', 'GRIN2B', 'TMPRSS11F', 'WFDC5', 'IL31', 'OR8S1', 'FGF23', 'OR5H14', 'HMHB1', 'PSG7', 'C18ORF42', 'LINC00895', 'MS4A6E', 'PPY', 'GOLGA6D', 'SCGB1C1', 'NOX3', 'KRTAP10-12', 'OR1N1', 'ASB17', 'ADAM18', 'ITLN2', 'RPL13AP17', 'OR1S2', 'KRTAP10-11', 'VWC2L', 'OR2G2', 'OR8G5', 'TAAR9', 'BRDTP1', 'PLG', 'SSX5', 'LEUTX', 'OR4D9', 'PWAR4', 'CRYAA', 'MAGEA10', 'TTTY14', 'TPD52L3', 'HIST1H4F', 'LINC01205', 'GDNF', 'SNORA34', 'CAPZA3', 'POTED', 'GPR52', 'MMP23A', 'LINC00636', 'ARSF', 'TCP10L2', 'SNORD89', 'XAGE5', 'C2ORF83', 'KRTAP12-2', 'COL6A4P1', 'TSGA13', 'LOC391343', 'ALOX12B', 'BTNL3', 'LOC391003', 'CYP11B2', 'CFHR4', 'SNORA70B', 'SFTA3', 'FAM27B', 'FMR1NB', 'HBD', 'RSPH6A', 'OR5T2', 'ANKUB1', 'OR4S1', 'BPIFA3', 'TRIM51', 'CYP2W1', 'OR9G4', 'CASC8', 'OPN1MW', 'SLC38A8', 'SSX8', 'ACTR3BP2', 'PROKR1', 'FOXN3-AS2', 'ARR3', 'OR56A1', 'ACTRT2', 'INSM2', 'P2RX3', 'ARHGAP36', 'HNRNPCL1', 'TBC1D28', 'DMRT1', 'SDR16C6P', 'LINC00469', 'TAS2R60', 'STATH', 'KHDC1L', 'LINC00111', 'SLC13A1', 'ANKRD18DP', 'PF4', 'POTEH', 'C11ORF94', 'RESP18', 'EDDM3A', 'RTP2', 'DAOA', 'ASB18', 'C20ORF173', 'TKTL2', 'ADGRG7', 'OR4C16', 'DEFB126', 'DEFB129', 'GAGE1', 'OR4F5', 'ZIM3', 'IFITM5', 'OR6Y1', 'OR7A17', 'LINC00114', 'SPACA7', 'DUXA', 'OR6B3', 'DEFB104A', 'LHX9', 'SOX3', 'YWHAEP7', 'OR8H2', 'LGI3', 'FAM169B', 'PRAMEF20', 'CTRB1', 'LINC01566', 'KRTAP19-2', 'RGS8', 'MYBPHL', 'KRTAP6-1', 'KRTAP25-1', 'TRPV5', 'LINC00523', 'WFDC8', 'TCP10', 'GAGE2D', 'KCNQ1DN', 'TAS2R13', 'CPLX4', 'OR52H1', 'CLRN2', 'TMEM72', 'HSFY2', 'OR2T35', 'SFTPC', 'OR4K17', 'KRTAP13-1', 'SPANXA2', 'CCKAR', 'MYF5', 'TMEM202', 'GABRG3', 'AVPR1B', 'OR4K2', 'FCAMR', 'ASAP1-IT1', 'INS', 'CGB5', 'MMD2', 'CNTNAP4', 'LCNL1', 'FDCSP', 'KLK9', 'OLFM3', 'GH1', 'MAGEB6', 'CCDC166', 'LINC01101', 'SPDYC', 'MBD3L5', 'CRNN', 'LINC00113', 'CRLF2', 'NEU2', 'BEND2', 'HPD', 'OR8G2', 'OR14I1', 'SVOP', 'FAM71C', 'OLIG1', 'YIPF7', 'TPTE', 'IQCJ', 'OTOL1', 'IZUMO1R', 'LIPN', 'PRDM14', 'CYLC2', 'OR10H2', 'FAM27L', 'LRRTM1', 'OLAH', 'PRKAG3', 'HOXC12', 'PSG11', 'LOC285847', 'TARM1', 'DNTT', 'XAGE3', 'ALPPL2', 'FTMT', 'TCEB3C', 'FRMPD4', 'RHAG', 'SNORD115-26', 'GUCY2EP', 'KRTAP10-7', 'NANOS2', 'KRTAP10-1', 'SCN1A', 'KRT85', 'DEFB110', 'DAW1', 'OR4D6', 'LPO', 'BARHL2', 'OPRD1', 'DISC2', 'OR5H6', 'ABRA', 'OR5M10', 'IL17F', 'UGT2A3', 'C9ORF135', 'XKR7', 'PYDC2', 'UCMA', 'NKX1-2', 'LOC646813', 'OR1L1', 'TFF2', 'F11', 'OR6B2', 'SNORA59B', 'LCE1D', 'C20ORF166-AS1', 'PISRT1', 'TTTY15', 'C1ORF146', 'LCN9', 'TBC1D3P2', 'SNORA16B', 'FBXW12', 'MYBPC2', 'TMEM207', 'EPS8L3', 'SPATA19', 'SLC2A2', 'TTTY9B', 'TTTY8', 'ANXA8L1', 'SBSN', 'ADAM29', 'REG4', 'CHIAP2', 'ANP32D', 'GRK1', 'SPACA3', 'IGLL3P', 'CXADRP2', 'CETN1', 'IL26', 'CGB8', 'OR2M7', 'HBG2', 'FRMPD2B', 'CPLX3', 'OR4C12', 'ZNF679', 'SULT1C3', 'IVL', 'GUCY2F', 'GAGE2B', 'KRTAP21-1', 'SNORD94', 'PCGEM1', 'LMNTD1', 'MAGEA1', 'UGT1A5', 'DEFB134', 'CALR3', 'PSKH2', 'SNCB', 'FKBP6', 'PRAMEF1', 'MOGAT3', 'CYP7A1', 'POM121L2', 'CNGB1', 'GBX2', 'OR1E2', 'OR51I2', 'NYX', 'HAO1', 'LYZL1', 'OR51G2', 'NKX2-1', 'OR52E8', 'ZNF705A', 'OR5M8', 'LOC729609', 'OR6K6', 'GOLGA6L1', 'LINC00032', 'SATB2-AS1', 'ALX4', 'CCL24', 'FAM74A3', 'LINC00923', 'KCNK4', 'SNORA1', 'SNAR-F', 'SNORA84', 'TMEM88B', 'HTR3E', 'SLITRK3', 'SYCN', 'SLC25A31', 'KRTAP19-6', 'LINC00608', 'IFNA13', 'TSKS', 'SRY', 'TRHR', 'RPL3L', 'MAP3K15', 'BMP15', 'CRYGB', 'KGFLP1', 'ALLC', 'C10ORF120', 'DMRTB1', 'KRTAP2-1', 'NTS', 'INSC', 'DPPA2', 'RAX2', 'MUSK', 'CLRN1-AS1', 'TRIML1', 'TFAMP1', 'DKFZP434K028', 'FFAR1', 'KCNIP4-IT1', 'PROKR2', 'SLC6A5', 'NLRP13', 'POU6F2', 'FAM138D', 'LOC286238', 'OACYLP', 'CT47B1', 'OR1K1', 'GDPD2', 'DEFB123', 'ADGRD2', 'ANGPTL3', 'OR51F2', 'NKX2-3', 'KCNMB2', 'SLC36A3', 'CD200R1L', 'LCN1', 'MGC27382', 'MUC2', 'SPRR2E', 'LINC00520', 'MAGEA9B', 'GAGE12F', 'FOXD4L3', 'KIR3DL3', 'PTX4', 'AKR1C8P', 'CDRT15', 'GCSAML-AS1', 'LINC00575', 'IFNA7', 'LINC00479', 'HGC6.3', 'OR6A2', 'SLC10A1', 'CTRC', 'LINC00202-2', 'OR13C3', 'LINC01565', 'KRT25', 'ARL13A', 'KRTAP19-3', 'PAPOLB', 'MTVR2', 'SLC9C1', 'ADGRG4', 'IL36RN', 'LRRC30', 'KRTAP9-2', 'USP26', 'C12ORF50', 'KRT71', 'TRIM48', 'LHCGR', 'FAM71B', 'USP17L6P', 'BPIFB4', 'C6ORF10', 'OR7D4', 'LINC00303', 'USH1C', 'OCSTAMP', 'EDDM3B', 'CSN3', 'DAZ1', 'KRTAP10-6', 'OR2M4', 'DMRTC1', 'MAGEA6', 'ODF3', 'TNP1', 'AMER3', 'HULC', 'OR10W1', 'OR12D2', 'FOXR1', 'OR7G3', 'SLC17A6', 'PRB4', 'LINC01312', 'RPS4Y2', 'LINC00410', 'GUCA1C', 'KRTAP1-1', 'NKAIN3', 'NEUROD1', 'AQP2', 'XIRP2', 'CER1', 'SPOCK3', 'ACSM4', 'FAM170B', 'SPZ1', 'OR5M3', 'GKN2', 'KRTAP4-3', 'KRTAP1-5', 'FAM224B', 'ACSM2B', 'CRYGC', 'BTF3P11', 'OVCH1', 'BCYRN1', 'POTEG', 'BTN1A1', 'OR51B5', 'CHRNB3', 'GNAT3', 'FAM205A', 'LOC647859', 'HTR1A', 'PTH2', 'CALCB', 'SLC5A8', 'SLC5A7', 'OR1L4', 'LINC00304', 'TDH', 'HBE1', 'DMP1', 'MAGEB3', 'CNTN5', 'FAM19A1', 'OR2T10', 'FAM19A4', 'OR2AG1', 'FBXO47', 'HCRTR1', 'SHH', 'KCNG4', 'PRAC1', 'OR51M1', 'NLRP8', 'SHD', 'BPIFB3', 'SPANXN3', 'AHSG', 'OR13H1', 'SSX9', 'SERPINB12', 'LOC284798', 'LINC00671', 'NUTM1', 'KRT83', 'RFX6', 'SCTR', 'NCAN', 'LINC01142', 'OR7G2', 'AATK-AS1', 'H3F3AP5', 'SLC22A10', 'KRTAP11-1', 'FAM138B', 'C2ORF27B', 'GPHA2', 'DSCR10', 'CRISP2', 'UROC1', 'PPP1R2P9', 'DCT', 'PRL', 'POU4F2', 'HTR2C', 'NYAP2', 'SNORA76C', 'AVP', 'OR2G6', 'PTCHD3', 'AADACL3', 'TMEM14E', 'CLEC4G', 'HIST1H3A', 'PCP4', 'PPY2P', 'UGT1A4', 'GPR22', 'OR5H2', 'AIRE', 'KLRC4', 'OR2L8', 'AKR1D1', 'KCNJ16', 'TRIM75P', 'TRIM55', 'ARL14', 'CPA2', 'NF1P2', 'ISL1', 'ASB15', 'SPATA22', 'SPATA3', 'SSTR3', 'HIST2H2AB', 'OR2A14', 'LINC00207', 'IFNW1', 'SPATA45', 'CNGA2', 'POU4F3', 'SLC22A13', 'C16ORF90', 'GFI1B', 'APCS', 'C6ORF118', 'LOC145845', 'SNORA71B', 'SNORA62', 'PPAN-P2RY11', 'PCDH8', 'SNORA80E', 'FOXE3', 'NXPE1', 'UGT2B10', 'DEFB131', 'CACNG7', 'PRO0611', 'DEFB118', 'PCSK2', 'USP50', 'FAM170A', 'GNAS-AS1', 'LOC392196', 'ZFY', 'LOC400794', 'C1ORF140', 'CT47A6', 'MYH16', 'MIR1-1HG', 'C1ORF94', 'CGB2', 'CT47A7', 'MYL2', 'TMEM132D', 'CA4', 'MAGEA12', 'IGLL1', 'SLC4A9', 'LOC100132831', 'LRRC74A', 'OR10AD1', 'OR4D10', 'CALHM3', 'GH2', 'TDRG1', 'HPVC1', 'TMPRSS11B', 'HBM', 'SLC39A12', 'SLC22A12', 'IFNL1', 'RAPGEF4-AS1', 'ANKRD34C', 'ART1', 'GABRB1', 'OR2A12', 'DNAJC25-GNG10', 'LINC00710', 'ASB10', 'OR2A2', 'ZFAT-AS1', 'LINC00691', 'SH2D7', 'LINC01591', 'LINC00452', 'SCGB3A2', 'FAM47C', 'CSNK1A1P1', 'PRR32', 'SNORA72', 'GPR139', 'NEUROD6', 'KRTAP6-2', 'OR5B17', 'PDX1', 'ADRB3', 'GBA3', 'MTNR1A', 'GPR50', 'SPRR1B', 'MUC13', 'GPR61', 'KRTAP12-1', 'GSC2', 'GPRC6A', 'ANKRD20A20P', 'TRPM3', 'FERD3L', 'VIL1', 'CST9L', 'APOA5', 'NEUROG1', 'B4GALNT2', 'SNORA27', 'LHFPL4', 'C11ORF87', 'PRAMEF16', 'OR51L1', 'NKX6-2', 'SNORA2B', 'PRDM9', 'BANF2', 'PRSS1', 'PRSS57', 'OR51T1', 'VWA5B1', 'ZSCAN10', 'TKTL1', 'VSTM5', 'OTOP1', 'PRSS48', 'PAEP', 'SERPINB11', 'LINC00336', 'SPINK14', 'SNORA16A', 'RAET1L', 'SST', 'SSX2', 'CDHR5', 'NPSR1-AS1', 'C4ORF50', 'FOXG1', 'B3GALT1', 'TMEM252', 'PSAPL1', 'GOLGA2P6', 'PACRG-AS1', 'INS-IGF2', 'ZG16', 'MT1B', 'BET1P1', 'ITPK1-AS1', 'HYMAI', 'NHLH2', 'FAM71E2', 'FEZF1', 'OR52K2', 'NPY', 'MEP1A', 'OR2T2', 'SYT14P1', 'ADGRE3', 'OR3A2', 'SCARNA8', 'TRIM49', 'TRIM49D2', 'CLLU1', 'MAGEA11', 'OR2K2', 'BAGE', 'C9ORF171', 'NPSR1', 'CLEC4M', 'GJB4', 'ACTL7B', 'LINC00244', 'CPN1', 'OTC', 'CTRB2', 'FRMPD2', 'C1ORF158', 'SPINT3', 'GCGR', 'OR4D1', 'SNORA67', 'GCKR', 'C17ORF78', 'SNORA38', 'NPPC', 'MBL2', 'KLK13', 'KRTAP3-2', 'TAS2R42', 'CCER1', 'RNF222', 'SLCO1A2', 'DACH2', 'IFNL2', 'CACNG3', 'PASD1', 'LOC100130264', 'IL13', 'FER1L6', 'DMRTC2', 'CYP1A2', 'OPRM1', 'OR12D3', 'FAM9B', 'FRG2DP', 'CMTM5', 'TNP2', 'TP53TG5', 'LINC00964', 'CHRNA9', 'MAS1L', 'CCDC54', 'F2', 'C12ORF56', 'CLRN1', 'S100A12', 'OR5M1', 'CYP2A7', 'OR5K1', 'POU4F1', 'ATOH7', 'VCX3A', 'MYADML', 'SLITRK1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.2263418226753373e-05
		RMSE:  0.21251306884336046
		NRMSE:  0.14909431220418734
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004123239054339534
		RMSE:  0.18871613277479948
		NRMSE:  0.16414808838605816
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  8.683809542278645e-16
		NRMSE:  6.092362310068085e-16
		MAPE:  2.4372235810068172e-12
		Pearson Correlation:  -0.013403030556358332
		Spearman Correlation:  -0.008137258569308845
		Coefficient of Determination:  -2.5440218293992105
		RMSE:  0.3545387533217006
		NRMSE:  0.3083830606362701
		MAPE:  600.1159956611205

	Predictor:  ElasticNet
		Pearson Correlation:  0.7394023230404122
		Spearman Correlation:  0.6771663230570774
		Coefficient of Determination:  0.47650104931443316
		RMSE:  0.15375835224874443
		NRMSE:  0.1078733458556045
		MAPE:  510.0772352091523
		Pearson Correlation:  0.2691423524043783
		Spearman Correlation:  0.21166598087257948
		Coefficient of Determination:  0.0326958144623376
		RMSE:  0.18522391207200056
		NRMSE:  0.1611105030765355
		MAPE:  181.82299037007232

	Predictor:  RandomForests
		Pearson Correlation:  0.6173895521782524
		Spearman Correlation:  0.6066149973708634
		Coefficient of Determination:  0.2884439250604295
		RMSE:  0.17926081801205096
		NRMSE:  0.12576529298707062
		MAPE:  390.24179461314014
		Pearson Correlation:  0.3577472500964144
		Spearman Correlation:  0.3404705794336588
		Coefficient of Determination:  0.12048087426813925
		RMSE:  0.17661930158101632
		NRMSE:  0.1536260853819064
		MAPE:  174.6915970553601

Protein:  PTEN
x_train_column_count:  1053
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'OR2W1', 'GABRA4', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'LCE5A', 'RAG2', 'CTSL3P', 'OR8K3', 'SNORA36B', 'MS4A5', 'PRSS54', 'SNAR-G1', 'FGF6', 'BTBD17', 'LCE2D', 'OR9K2', 'FGF22', 'DEFB127', 'SMCP', 'MRGPRG-AS1', 'OR52A1', 'MROH5', 'FAM150A', 'SNORA36A', 'REXO1L6P', 'FAM92A1P2', 'ST8SIA3', 'CHAT', 'LHX3', 'HNF1B', 'CTXN3', 'HYALP1', 'CT47A2', 'HES3', 'SLC18A3', 'AMBN', 'FAM41AY1', 'SNAR-I', 'DEFB113', 'OR8I2', 'TBC1D21', 'SNAR-E', 'C11ORF40', 'SNORA58', 'FLG2', 'OC90', 'OR51A2', 'SSX6', 'GJA10', 'SEC14L3', 'NR0B1', 'CSN2', 'OR2T34', 'CFHR2', 'SMR3B', 'DEFB119', 'SNORD8', 'OR4M2', 'HHLA1', 'OLIG3', 'SPATA31A3', 'OR10T2', 'LOC727924', 'BARHL1', 'LINC01548', 'ATP4B', 'LELP1', 'C17ORF102', 'SPRR2G', 'SNAR-A13', 'LCE1F', 'SPAM1', 'TTTY21', 'CABP5', 'LRTM1', 'GYPA', 'LCE2A', 'SNORA5B', 'CHODL-AS1', 'C3ORF79', 'FAM25BP', 'CLCA1', 'GLYATL3', 'IGF2BP2-AS1', 'KRTAP4-11', 'SLC28A2', 'LINC00305', 'TYR', 'CELA2B', 'KLHL40', 'CLC', 'PROL1', 'CCL15-CCL14', 'GLYCAM1', 'ZNF536', 'DEFB109P1', 'FXYD4', 'OR8U1', 'PSMB11', 'CSH2', 'IL37', 'CA5A', 'OR2B3', 'SPANXN4', 'SOX1', 'ZNF804B', 'CELA2A', 'FAM153C', 'OR8D4', 'SPANXN1', 'OR2T12', 'CT47A11', 'OR13C9', 'FNDC7', 'OR7C2', 'C22ORF42', 'OR5K3', 'OR6C76', 'GLRA4', 'C12ORF40', 'CNTNAP5', 'PAQR9', 'APOA2', 'OR2AE1', 'OR8H1', 'GAGE2C', 'TMEM179', 'IFNA14', 'PGM5-AS1', 'HAO2', 'IQCF2', 'DMBT1P1', 'OR2M2', 'PPBPP1', 'SPIC', 'TSPYL6', 'CD300LD', 'TEX33', 'OR6C4', 'OLIG2', 'AHSP', 'IFNA21', 'LOC440040', 'SNORD115-7', 'DEFB128', 'SLC6A19', 'OR4S2', 'CST13P', 'GABRA6', 'LINC00314', 'DUSP21', 'TEX36-AS1', 'OR2C3', 'ZPBP', 'KRTAP1-3', 'FGF4', 'CD5L', 'CDKL4', 'NPHS2', 'CABS1', 'LOC100129935', 'PSG8', 'OR52A4P', 'LYPD8', 'HTR3B', 'KRTDAP', 'C4ORF51', 'OR4B1', 'RNASE8', 'HFE2', 'GNAT1', 'MOS', 'OR52N5', 'IQCF6', 'DNAJC5G', 'DDI1', 'OR6B1', 'TMEM196', 'ZNF735', 'PLCZ1', 'TTTY2', 'C17ORF64', 'GOLGA8EP', 'SPRR4', 'SCARNA22', 'PLSCR5', 'ARL5C', 'PRB1', 'GOT1L1', 'SOST', 'KRT2', 'KRTAP4-5', 'FAM24A', 'OR6C2', 'PABPC1L2A', 'OR4A16', 'OR52A5', 'MS4A10', 'DNMT3L', 'MORC1', 'VRTN', 'TSPY2', 'NPBWR2', 'TSPY1', 'VSTM2B', 'ARG1', 'PWRN2', 'LILRP2', 'KRTAP21-2', 'OR14C36', 'TAGLN3', 'LRRC7', 'TEX13B', 'LY6G6D', 'OR5H1', 'SLC25A3P1', 'LINC01020', 'OR1B1', 'GJD2', 'LGALS14', 'GABRA1', 'OR2T29', 'BSX', 'PRAMEF5', 'CFC1B', 'TMIGD1', 'ACSM2A', 'KRTAP12-3', 'URAD', 'SYCP1', 'NCOR1P1', 'SNORD116-19', 'SNORA69', 'FAM183CP', 'SNORA28', 'GHSR', 'CCDC38', 'MRGPRX1', 'OR1M1', 'ZAR1L', 'OR6S1', 'H1FNT', 'OR4D11', 'HAND1', 'LINC00200', 'OR52B4', 'OR4F15', 'OR8J3', 'HTR5A', 'DAZL', 'RAB9BP1', 'SNORA32', 'C10ORF53', 'KRTAP19-8', 'IFNA16', 'OR2L2', 'TGIF2LX', 'F13B', 'FAM71A', 'OR11L1', 'OR9A2', 'OR8B3', 'TXLNGY', 'ZCCHC13', 'HBG1', 'OR2M3', 'GUCA2B', 'CLEC6A', 'NXF2B', 'OR10V1', 'OR10A5', 'SNORA51', 'OTX2', 'GRIN2B', 'TMPRSS11F', 'WFDC5', 'IL31', 'OR8S1', 'FGF23', 'OR5H14', 'HMHB1', 'PSG7', 'C18ORF42', 'LINC00895', 'MS4A6E', 'PPY', 'GOLGA6D', 'SCGB1C1', 'NOX3', 'KRTAP10-12', 'OR1N1', 'ASB17', 'ADAM18', 'ITLN2', 'RPL13AP17', 'OR1S2', 'KRTAP10-11', 'VWC2L', 'OR2G2', 'OR8G5', 'TAAR9', 'BRDTP1', 'PLG', 'SSX5', 'LEUTX', 'OR4D9', 'PWAR4', 'CRYAA', 'MAGEA10', 'TTTY14', 'TPD52L3', 'HIST1H4F', 'LINC01205', 'GDNF', 'SNORA34', 'CAPZA3', 'POTED', 'GPR52', 'MMP23A', 'LINC00636', 'ARSF', 'TCP10L2', 'SNORD89', 'XAGE5', 'C2ORF83', 'KRTAP12-2', 'COL6A4P1', 'TSGA13', 'LOC391343', 'ALOX12B', 'BTNL3', 'LOC391003', 'CYP11B2', 'CFHR4', 'SNORA70B', 'SFTA3', 'FAM27B', 'FMR1NB', 'HBD', 'RSPH6A', 'OR5T2', 'ANKUB1', 'OR4S1', 'BPIFA3', 'TRIM51', 'CYP2W1', 'OR9G4', 'CASC8', 'OPN1MW', 'SLC38A8', 'SSX8', 'ACTR3BP2', 'PROKR1', 'FOXN3-AS2', 'ARR3', 'OR56A1', 'ACTRT2', 'INSM2', 'P2RX3', 'ARHGAP36', 'HNRNPCL1', 'TBC1D28', 'DMRT1', 'SDR16C6P', 'LINC00469', 'TAS2R60', 'STATH', 'KHDC1L', 'LINC00111', 'SLC13A1', 'ANKRD18DP', 'PF4', 'POTEH', 'C11ORF94', 'RESP18', 'EDDM3A', 'RTP2', 'DAOA', 'ASB18', 'C20ORF173', 'TKTL2', 'ADGRG7', 'OR4C16', 'DEFB126', 'DEFB129', 'GAGE1', 'OR4F5', 'ZIM3', 'IFITM5', 'OR6Y1', 'OR7A17', 'LINC00114', 'SPACA7', 'DUXA', 'OR6B3', 'DEFB104A', 'LHX9', 'SOX3', 'YWHAEP7', 'OR8H2', 'LGI3', 'FAM169B', 'PRAMEF20', 'CTRB1', 'LINC01566', 'KRTAP19-2', 'RGS8', 'MYBPHL', 'KRTAP6-1', 'KRTAP25-1', 'TRPV5', 'LINC00523', 'WFDC8', 'TCP10', 'GAGE2D', 'KCNQ1DN', 'TAS2R13', 'CPLX4', 'OR52H1', 'CLRN2', 'TMEM72', 'HSFY2', 'OR2T35', 'SFTPC', 'OR4K17', 'KRTAP13-1', 'SPANXA2', 'CCKAR', 'MYF5', 'TMEM202', 'GABRG3', 'AVPR1B', 'OR4K2', 'FCAMR', 'ASAP1-IT1', 'INS', 'CGB5', 'MMD2', 'CNTNAP4', 'LCNL1', 'FDCSP', 'KLK9', 'OLFM3', 'GH1', 'MAGEB6', 'CCDC166', 'LINC01101', 'SPDYC', 'MBD3L5', 'CRNN', 'LINC00113', 'CRLF2', 'NEU2', 'BEND2', 'HPD', 'OR8G2', 'OR14I1', 'SVOP', 'FAM71C', 'OLIG1', 'YIPF7', 'TPTE', 'IQCJ', 'OTOL1', 'IZUMO1R', 'LIPN', 'PRDM14', 'CYLC2', 'OR10H2', 'FAM27L', 'LRRTM1', 'OLAH', 'PRKAG3', 'HOXC12', 'PSG11', 'LOC285847', 'TARM1', 'DNTT', 'XAGE3', 'ALPPL2', 'FTMT', 'TCEB3C', 'FRMPD4', 'RHAG', 'SNORD115-26', 'GUCY2EP', 'KRTAP10-7', 'NANOS2', 'KRTAP10-1', 'SCN1A', 'KRT85', 'DEFB110', 'DAW1', 'OR4D6', 'LPO', 'BARHL2', 'OPRD1', 'DISC2', 'OR5H6', 'ABRA', 'OR5M10', 'IL17F', 'UGT2A3', 'C9ORF135', 'XKR7', 'PYDC2', 'UCMA', 'NKX1-2', 'LOC646813', 'OR1L1', 'TFF2', 'F11', 'OR6B2', 'SNORA59B', 'LCE1D', 'C20ORF166-AS1', 'PISRT1', 'TTTY15', 'C1ORF146', 'LCN9', 'TBC1D3P2', 'SNORA16B', 'FBXW12', 'MYBPC2', 'TMEM207', 'EPS8L3', 'SPATA19', 'SLC2A2', 'TTTY9B', 'TTTY8', 'ANXA8L1', 'SBSN', 'ADAM29', 'REG4', 'CHIAP2', 'ANP32D', 'GRK1', 'SPACA3', 'IGLL3P', 'CXADRP2', 'CETN1', 'IL26', 'CGB8', 'OR2M7', 'HBG2', 'FRMPD2B', 'CPLX3', 'OR4C12', 'ZNF679', 'SULT1C3', 'IVL', 'GUCY2F', 'GAGE2B', 'KRTAP21-1', 'SNORD94', 'PCGEM1', 'LMNTD1', 'MAGEA1', 'UGT1A5', 'DEFB134', 'CALR3', 'PSKH2', 'SNCB', 'FKBP6', 'PRAMEF1', 'MOGAT3', 'CYP7A1', 'POM121L2', 'CNGB1', 'GBX2', 'OR1E2', 'OR51I2', 'NYX', 'HAO1', 'LYZL1', 'OR51G2', 'NKX2-1', 'OR52E8', 'ZNF705A', 'OR5M8', 'LOC729609', 'OR6K6', 'GOLGA6L1', 'LINC00032', 'SATB2-AS1', 'ALX4', 'CCL24', 'FAM74A3', 'LINC00923', 'KCNK4', 'SNORA1', 'SNAR-F', 'SNORA84', 'TMEM88B', 'HTR3E', 'SLITRK3', 'SYCN', 'SLC25A31', 'KRTAP19-6', 'LINC00608', 'IFNA13', 'TSKS', 'SRY', 'TRHR', 'RPL3L', 'MAP3K15', 'BMP15', 'CRYGB', 'KGFLP1', 'ALLC', 'C10ORF120', 'DMRTB1', 'KRTAP2-1', 'NTS', 'INSC', 'DPPA2', 'RAX2', 'MUSK', 'CLRN1-AS1', 'TRIML1', 'TFAMP1', 'DKFZP434K028', 'FFAR1', 'KCNIP4-IT1', 'PROKR2', 'SLC6A5', 'NLRP13', 'POU6F2', 'FAM138D', 'LOC286238', 'OACYLP', 'CT47B1', 'OR1K1', 'GDPD2', 'DEFB123', 'ADGRD2', 'ANGPTL3', 'OR51F2', 'NKX2-3', 'KCNMB2', 'SLC36A3', 'CD200R1L', 'LCN1', 'MGC27382', 'MUC2', 'SPRR2E', 'LINC00520', 'MAGEA9B', 'GAGE12F', 'FOXD4L3', 'KIR3DL3', 'PTX4', 'AKR1C8P', 'CDRT15', 'GCSAML-AS1', 'LINC00575', 'IFNA7', 'LINC00479', 'HGC6.3', 'OR6A2', 'SLC10A1', 'CTRC', 'LINC00202-2', 'OR13C3', 'LINC01565', 'KRT25', 'ARL13A', 'KRTAP19-3', 'PAPOLB', 'MTVR2', 'SLC9C1', 'ADGRG4', 'IL36RN', 'LRRC30', 'KRTAP9-2', 'USP26', 'C12ORF50', 'KRT71', 'TRIM48', 'LHCGR', 'FAM71B', 'USP17L6P', 'BPIFB4', 'C6ORF10', 'OR7D4', 'LINC00303', 'USH1C', 'OCSTAMP', 'EDDM3B', 'CSN3', 'DAZ1', 'KRTAP10-6', 'OR2M4', 'DMRTC1', 'MAGEA6', 'ODF3', 'TNP1', 'AMER3', 'HULC', 'OR10W1', 'OR12D2', 'FOXR1', 'OR7G3', 'SLC17A6', 'PRB4', 'LINC01312', 'RPS4Y2', 'LINC00410', 'GUCA1C', 'KRTAP1-1', 'NKAIN3', 'NEUROD1', 'AQP2', 'XIRP2', 'CER1', 'SPOCK3', 'ACSM4', 'FAM170B', 'SPZ1', 'OR5M3', 'GKN2', 'KRTAP4-3', 'KRTAP1-5', 'FAM224B', 'ACSM2B', 'CRYGC', 'BTF3P11', 'OVCH1', 'BCYRN1', 'POTEG', 'BTN1A1', 'OR51B5', 'CHRNB3', 'GNAT3', 'FAM205A', 'LOC647859', 'HTR1A', 'PTH2', 'CALCB', 'SLC5A8', 'SLC5A7', 'OR1L4', 'LINC00304', 'TDH', 'HBE1', 'DMP1', 'MAGEB3', 'CNTN5', 'FAM19A1', 'OR2T10', 'FAM19A4', 'OR2AG1', 'FBXO47', 'HCRTR1', 'SHH', 'KCNG4', 'PRAC1', 'OR51M1', 'NLRP8', 'SHD', 'BPIFB3', 'SPANXN3', 'AHSG', 'OR13H1', 'SSX9', 'SERPINB12', 'LOC284798', 'LINC00671', 'NUTM1', 'KRT83', 'RFX6', 'SCTR', 'NCAN', 'LINC01142', 'OR7G2', 'AATK-AS1', 'H3F3AP5', 'SLC22A10', 'KRTAP11-1', 'FAM138B', 'C2ORF27B', 'GPHA2', 'DSCR10', 'CRISP2', 'UROC1', 'PPP1R2P9', 'DCT', 'PRL', 'POU4F2', 'HTR2C', 'NYAP2', 'SNORA76C', 'AVP', 'OR2G6', 'PTCHD3', 'AADACL3', 'TMEM14E', 'CLEC4G', 'HIST1H3A', 'PCP4', 'PPY2P', 'UGT1A4', 'GPR22', 'OR5H2', 'AIRE', 'KLRC4', 'OR2L8', 'AKR1D1', 'KCNJ16', 'TRIM75P', 'TRIM55', 'ARL14', 'CPA2', 'NF1P2', 'ISL1', 'ASB15', 'SPATA22', 'SPATA3', 'SSTR3', 'HIST2H2AB', 'OR2A14', 'LINC00207', 'IFNW1', 'SPATA45', 'CNGA2', 'POU4F3', 'SLC22A13', 'C16ORF90', 'GFI1B', 'APCS', 'C6ORF118', 'LOC145845', 'SNORA71B', 'SNORA62', 'PPAN-P2RY11', 'PCDH8', 'SNORA80E', 'FOXE3', 'NXPE1', 'UGT2B10', 'DEFB131', 'CACNG7', 'PRO0611', 'DEFB118', 'PCSK2', 'USP50', 'FAM170A', 'GNAS-AS1', 'LOC392196', 'ZFY', 'LOC400794', 'C1ORF140', 'CT47A6', 'MYH16', 'MIR1-1HG', 'C1ORF94', 'CGB2', 'CT47A7', 'MYL2', 'TMEM132D', 'CA4', 'MAGEA12', 'IGLL1', 'SLC4A9', 'LOC100132831', 'LRRC74A', 'OR10AD1', 'OR4D10', 'CALHM3', 'GH2', 'TDRG1', 'HPVC1', 'TMPRSS11B', 'HBM', 'SLC39A12', 'SLC22A12', 'IFNL1', 'RAPGEF4-AS1', 'ANKRD34C', 'ART1', 'GABRB1', 'OR2A12', 'DNAJC25-GNG10', 'LINC00710', 'ASB10', 'OR2A2', 'ZFAT-AS1', 'LINC00691', 'SH2D7', 'LINC01591', 'LINC00452', 'SCGB3A2', 'FAM47C', 'CSNK1A1P1', 'PRR32', 'SNORA72', 'GPR139', 'NEUROD6', 'KRTAP6-2', 'OR5B17', 'PDX1', 'ADRB3', 'GBA3', 'MTNR1A', 'GPR50', 'SPRR1B', 'MUC13', 'GPR61', 'KRTAP12-1', 'GSC2', 'GPRC6A', 'ANKRD20A20P', 'TRPM3', 'FERD3L', 'VIL1', 'CST9L', 'APOA5', 'NEUROG1', 'B4GALNT2', 'SNORA27', 'LHFPL4', 'C11ORF87', 'PRAMEF16', 'OR51L1', 'NKX6-2', 'SNORA2B', 'PRDM9', 'BANF2', 'PRSS1', 'PRSS57', 'OR51T1', 'VWA5B1', 'ZSCAN10', 'TKTL1', 'VSTM5', 'OTOP1', 'PRSS48', 'PAEP', 'SERPINB11', 'LINC00336', 'SPINK14', 'SNORA16A', 'RAET1L', 'SST', 'SSX2', 'CDHR5', 'NPSR1-AS1', 'C4ORF50', 'FOXG1', 'B3GALT1', 'TMEM252', 'PSAPL1', 'GOLGA2P6', 'PACRG-AS1', 'INS-IGF2', 'ZG16', 'MT1B', 'BET1P1', 'ITPK1-AS1', 'HYMAI', 'NHLH2', 'FAM71E2', 'FEZF1', 'OR52K2', 'NPY', 'MEP1A', 'OR2T2', 'SYT14P1', 'ADGRE3', 'OR3A2', 'SCARNA8', 'TRIM49', 'TRIM49D2', 'CLLU1', 'MAGEA11', 'OR2K2', 'BAGE', 'C9ORF171', 'NPSR1', 'CLEC4M', 'GJB4', 'ACTL7B', 'LINC00244', 'CPN1', 'OTC', 'CTRB2', 'FRMPD2', 'C1ORF158', 'SPINT3', 'GCGR', 'OR4D1', 'SNORA67', 'GCKR', 'C17ORF78', 'SNORA38', 'NPPC', 'MBL2', 'KLK13', 'KRTAP3-2', 'TAS2R42', 'CCER1', 'RNF222', 'SLCO1A2', 'DACH2', 'IFNL2', 'CACNG3', 'PASD1', 'LOC100130264', 'IL13', 'FER1L6', 'DMRTC2', 'CYP1A2', 'OPRM1', 'OR12D3', 'FAM9B', 'FRG2DP', 'CMTM5', 'TNP2', 'TP53TG5', 'LINC00964', 'CHRNA9', 'MAS1L', 'CCDC54', 'F2', 'C12ORF56', 'CLRN1', 'S100A12', 'OR5M1', 'CYP2A7', 'OR5K1', 'POU4F1', 'ATOH7', 'VCX3A', 'MYADML', 'SLITRK1', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023393971457565055
		RMSE:  0.6366126117528933
		NRMSE:  0.09954071014821253
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20813248536085016
		RMSE:  0.517654316968625
		NRMSE:  0.12376376344107133
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6292943186382643
		NRMSE:  0.09839642227163854
		MAPE:  299.798968451812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06342466003107061
		RMSE:  0.4856640113421529
		NRMSE:  0.11611533767086332
		MAPE:  95.15154235140719

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.7204684544862734e-15
		NRMSE:  4.2537228590200504e-16
		MAPE:  4.160807083220984e-12
		Pearson Correlation:  0.11644331160517331
		Spearman Correlation:  0.04387336500455118
		Coefficient of Determination:  -2.48169327469586
		RMSE:  0.8787752429100629
		NRMSE:  0.2101026258571374
		MAPE:  333.314093713349

	Predictor:  ElasticNet
		Pearson Correlation:  0.8747912906631858
		Spearman Correlation:  0.8404754770176641
		Coefficient of Determination:  0.7224742283940597
		RMSE:  0.3315167455065038
		NRMSE:  0.05183593862974025
		MAPE:  295.6275236910947
		Pearson Correlation:  0.3095154131807765
		Spearman Correlation:  0.3061210239529172
		Coefficient of Determination:  0.017026464892761606
		RMSE:  0.4669318210005761
		NRMSE:  0.11163673815343952
		MAPE:  128.84586475354257

	Predictor:  RandomForests
		Pearson Correlation:  0.5802181429018552
		Spearman Correlation:  0.5295998706193267
		Coefficient of Determination:  0.2823585092153975
		RMSE:  0.5330986475551625
		NRMSE:  0.08335527285672151
		MAPE:  349.7831530363957
		Pearson Correlation:  0.37270507760026145
		Spearman Correlation:  0.39398246860933434
		Coefficient of Determination:  0.13146779644954487
		RMSE:  0.43891004670597583
		NRMSE:  0.10493713161812648
		MAPE:  116.18675966471928

Protein:  BRCA2
x_train_column_count:  1053
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'OR2W1', 'GABRA4', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'LCE5A', 'RAG2', 'CTSL3P', 'OR8K3', 'SNORA36B', 'MS4A5', 'PRSS54', 'SNAR-G1', 'FGF6', 'BTBD17', 'LCE2D', 'OR9K2', 'FGF22', 'DEFB127', 'SMCP', 'MRGPRG-AS1', 'OR52A1', 'MROH5', 'FAM150A', 'SNORA36A', 'REXO1L6P', 'FAM92A1P2', 'ST8SIA3', 'CHAT', 'LHX3', 'HNF1B', 'CTXN3', 'HYALP1', 'CT47A2', 'HES3', 'SLC18A3', 'AMBN', 'FAM41AY1', 'SNAR-I', 'DEFB113', 'OR8I2', 'TBC1D21', 'SNAR-E', 'C11ORF40', 'SNORA58', 'FLG2', 'OC90', 'OR51A2', 'SSX6', 'GJA10', 'SEC14L3', 'NR0B1', 'CSN2', 'OR2T34', 'CFHR2', 'SMR3B', 'DEFB119', 'SNORD8', 'OR4M2', 'HHLA1', 'OLIG3', 'SPATA31A3', 'OR10T2', 'LOC727924', 'BARHL1', 'LINC01548', 'ATP4B', 'LELP1', 'C17ORF102', 'SPRR2G', 'SNAR-A13', 'LCE1F', 'SPAM1', 'TTTY21', 'CABP5', 'LRTM1', 'GYPA', 'LCE2A', 'SNORA5B', 'CHODL-AS1', 'C3ORF79', 'FAM25BP', 'CLCA1', 'GLYATL3', 'IGF2BP2-AS1', 'KRTAP4-11', 'SLC28A2', 'LINC00305', 'TYR', 'CELA2B', 'KLHL40', 'CLC', 'PROL1', 'CCL15-CCL14', 'GLYCAM1', 'ZNF536', 'DEFB109P1', 'FXYD4', 'OR8U1', 'PSMB11', 'CSH2', 'IL37', 'CA5A', 'OR2B3', 'SPANXN4', 'SOX1', 'ZNF804B', 'CELA2A', 'FAM153C', 'OR8D4', 'SPANXN1', 'OR2T12', 'CT47A11', 'OR13C9', 'FNDC7', 'OR7C2', 'C22ORF42', 'OR5K3', 'OR6C76', 'GLRA4', 'C12ORF40', 'CNTNAP5', 'PAQR9', 'APOA2', 'OR2AE1', 'OR8H1', 'GAGE2C', 'TMEM179', 'IFNA14', 'PGM5-AS1', 'HAO2', 'IQCF2', 'DMBT1P1', 'OR2M2', 'PPBPP1', 'SPIC', 'TSPYL6', 'CD300LD', 'TEX33', 'OR6C4', 'OLIG2', 'AHSP', 'IFNA21', 'LOC440040', 'SNORD115-7', 'DEFB128', 'SLC6A19', 'OR4S2', 'CST13P', 'GABRA6', 'LINC00314', 'DUSP21', 'TEX36-AS1', 'OR2C3', 'ZPBP', 'KRTAP1-3', 'FGF4', 'CD5L', 'CDKL4', 'NPHS2', 'CABS1', 'LOC100129935', 'PSG8', 'OR52A4P', 'LYPD8', 'HTR3B', 'KRTDAP', 'C4ORF51', 'OR4B1', 'RNASE8', 'HFE2', 'GNAT1', 'MOS', 'OR52N5', 'IQCF6', 'DNAJC5G', 'DDI1', 'OR6B1', 'TMEM196', 'ZNF735', 'PLCZ1', 'TTTY2', 'C17ORF64', 'GOLGA8EP', 'SPRR4', 'SCARNA22', 'PLSCR5', 'ARL5C', 'PRB1', 'GOT1L1', 'SOST', 'KRT2', 'KRTAP4-5', 'FAM24A', 'OR6C2', 'PABPC1L2A', 'OR4A16', 'OR52A5', 'MS4A10', 'DNMT3L', 'MORC1', 'VRTN', 'TSPY2', 'NPBWR2', 'TSPY1', 'VSTM2B', 'ARG1', 'PWRN2', 'LILRP2', 'KRTAP21-2', 'OR14C36', 'TAGLN3', 'LRRC7', 'TEX13B', 'LY6G6D', 'OR5H1', 'SLC25A3P1', 'LINC01020', 'OR1B1', 'GJD2', 'LGALS14', 'GABRA1', 'OR2T29', 'BSX', 'PRAMEF5', 'CFC1B', 'TMIGD1', 'ACSM2A', 'KRTAP12-3', 'URAD', 'SYCP1', 'NCOR1P1', 'SNORD116-19', 'SNORA69', 'FAM183CP', 'SNORA28', 'GHSR', 'CCDC38', 'MRGPRX1', 'OR1M1', 'ZAR1L', 'OR6S1', 'H1FNT', 'OR4D11', 'HAND1', 'LINC00200', 'OR52B4', 'OR4F15', 'OR8J3', 'HTR5A', 'DAZL', 'RAB9BP1', 'SNORA32', 'C10ORF53', 'KRTAP19-8', 'IFNA16', 'OR2L2', 'TGIF2LX', 'F13B', 'FAM71A', 'OR11L1', 'OR9A2', 'OR8B3', 'TXLNGY', 'ZCCHC13', 'HBG1', 'OR2M3', 'GUCA2B', 'CLEC6A', 'NXF2B', 'OR10V1', 'OR10A5', 'SNORA51', 'OTX2', 'GRIN2B', 'TMPRSS11F', 'WFDC5', 'IL31', 'OR8S1', 'FGF23', 'OR5H14', 'HMHB1', 'PSG7', 'C18ORF42', 'LINC00895', 'MS4A6E', 'PPY', 'GOLGA6D', 'SCGB1C1', 'NOX3', 'KRTAP10-12', 'OR1N1', 'ASB17', 'ADAM18', 'ITLN2', 'RPL13AP17', 'OR1S2', 'KRTAP10-11', 'VWC2L', 'OR2G2', 'OR8G5', 'TAAR9', 'BRDTP1', 'PLG', 'SSX5', 'LEUTX', 'OR4D9', 'PWAR4', 'CRYAA', 'MAGEA10', 'TTTY14', 'TPD52L3', 'HIST1H4F', 'LINC01205', 'GDNF', 'SNORA34', 'CAPZA3', 'POTED', 'GPR52', 'MMP23A', 'LINC00636', 'ARSF', 'TCP10L2', 'SNORD89', 'XAGE5', 'C2ORF83', 'KRTAP12-2', 'COL6A4P1', 'TSGA13', 'LOC391343', 'ALOX12B', 'BTNL3', 'LOC391003', 'CYP11B2', 'CFHR4', 'SNORA70B', 'SFTA3', 'FAM27B', 'FMR1NB', 'HBD', 'RSPH6A', 'OR5T2', 'ANKUB1', 'OR4S1', 'BPIFA3', 'TRIM51', 'CYP2W1', 'OR9G4', 'CASC8', 'OPN1MW', 'SLC38A8', 'SSX8', 'ACTR3BP2', 'PROKR1', 'FOXN3-AS2', 'ARR3', 'OR56A1', 'ACTRT2', 'INSM2', 'P2RX3', 'ARHGAP36', 'HNRNPCL1', 'TBC1D28', 'DMRT1', 'SDR16C6P', 'LINC00469', 'TAS2R60', 'STATH', 'KHDC1L', 'LINC00111', 'SLC13A1', 'ANKRD18DP', 'PF4', 'POTEH', 'C11ORF94', 'RESP18', 'EDDM3A', 'RTP2', 'DAOA', 'ASB18', 'C20ORF173', 'TKTL2', 'ADGRG7', 'OR4C16', 'DEFB126', 'DEFB129', 'GAGE1', 'OR4F5', 'ZIM3', 'IFITM5', 'OR6Y1', 'OR7A17', 'LINC00114', 'SPACA7', 'DUXA', 'OR6B3', 'DEFB104A', 'LHX9', 'SOX3', 'YWHAEP7', 'OR8H2', 'LGI3', 'FAM169B', 'PRAMEF20', 'CTRB1', 'LINC01566', 'KRTAP19-2', 'RGS8', 'MYBPHL', 'KRTAP6-1', 'KRTAP25-1', 'TRPV5', 'LINC00523', 'WFDC8', 'TCP10', 'GAGE2D', 'KCNQ1DN', 'TAS2R13', 'CPLX4', 'OR52H1', 'CLRN2', 'TMEM72', 'HSFY2', 'OR2T35', 'SFTPC', 'OR4K17', 'KRTAP13-1', 'SPANXA2', 'CCKAR', 'MYF5', 'TMEM202', 'GABRG3', 'AVPR1B', 'OR4K2', 'FCAMR', 'ASAP1-IT1', 'INS', 'CGB5', 'MMD2', 'CNTNAP4', 'LCNL1', 'FDCSP', 'KLK9', 'OLFM3', 'GH1', 'MAGEB6', 'CCDC166', 'LINC01101', 'SPDYC', 'MBD3L5', 'CRNN', 'LINC00113', 'CRLF2', 'NEU2', 'BEND2', 'HPD', 'OR8G2', 'OR14I1', 'SVOP', 'FAM71C', 'OLIG1', 'YIPF7', 'TPTE', 'IQCJ', 'OTOL1', 'IZUMO1R', 'LIPN', 'PRDM14', 'CYLC2', 'OR10H2', 'FAM27L', 'LRRTM1', 'OLAH', 'PRKAG3', 'HOXC12', 'PSG11', 'LOC285847', 'TARM1', 'DNTT', 'XAGE3', 'ALPPL2', 'FTMT', 'TCEB3C', 'FRMPD4', 'RHAG', 'SNORD115-26', 'GUCY2EP', 'KRTAP10-7', 'NANOS2', 'KRTAP10-1', 'SCN1A', 'KRT85', 'DEFB110', 'DAW1', 'OR4D6', 'LPO', 'BARHL2', 'OPRD1', 'DISC2', 'OR5H6', 'ABRA', 'OR5M10', 'IL17F', 'UGT2A3', 'C9ORF135', 'XKR7', 'PYDC2', 'UCMA', 'NKX1-2', 'LOC646813', 'OR1L1', 'TFF2', 'F11', 'OR6B2', 'SNORA59B', 'LCE1D', 'C20ORF166-AS1', 'PISRT1', 'TTTY15', 'C1ORF146', 'LCN9', 'TBC1D3P2', 'SNORA16B', 'FBXW12', 'MYBPC2', 'TMEM207', 'EPS8L3', 'SPATA19', 'SLC2A2', 'TTTY9B', 'TTTY8', 'ANXA8L1', 'SBSN', 'ADAM29', 'REG4', 'CHIAP2', 'ANP32D', 'GRK1', 'SPACA3', 'IGLL3P', 'CXADRP2', 'CETN1', 'IL26', 'CGB8', 'OR2M7', 'HBG2', 'FRMPD2B', 'CPLX3', 'OR4C12', 'ZNF679', 'SULT1C3', 'IVL', 'GUCY2F', 'GAGE2B', 'KRTAP21-1', 'SNORD94', 'PCGEM1', 'LMNTD1', 'MAGEA1', 'UGT1A5', 'DEFB134', 'CALR3', 'PSKH2', 'SNCB', 'FKBP6', 'PRAMEF1', 'MOGAT3', 'CYP7A1', 'POM121L2', 'CNGB1', 'GBX2', 'OR1E2', 'OR51I2', 'NYX', 'HAO1', 'LYZL1', 'OR51G2', 'NKX2-1', 'OR52E8', 'ZNF705A', 'OR5M8', 'LOC729609', 'OR6K6', 'GOLGA6L1', 'LINC00032', 'SATB2-AS1', 'ALX4', 'CCL24', 'FAM74A3', 'LINC00923', 'KCNK4', 'SNORA1', 'SNAR-F', 'SNORA84', 'TMEM88B', 'HTR3E', 'SLITRK3', 'SYCN', 'SLC25A31', 'KRTAP19-6', 'LINC00608', 'IFNA13', 'TSKS', 'SRY', 'TRHR', 'RPL3L', 'MAP3K15', 'BMP15', 'CRYGB', 'KGFLP1', 'ALLC', 'C10ORF120', 'DMRTB1', 'KRTAP2-1', 'NTS', 'INSC', 'DPPA2', 'RAX2', 'MUSK', 'CLRN1-AS1', 'TRIML1', 'TFAMP1', 'DKFZP434K028', 'FFAR1', 'KCNIP4-IT1', 'PROKR2', 'SLC6A5', 'NLRP13', 'POU6F2', 'FAM138D', 'LOC286238', 'OACYLP', 'CT47B1', 'OR1K1', 'GDPD2', 'DEFB123', 'ADGRD2', 'ANGPTL3', 'OR51F2', 'NKX2-3', 'KCNMB2', 'SLC36A3', 'CD200R1L', 'LCN1', 'MGC27382', 'MUC2', 'SPRR2E', 'LINC00520', 'MAGEA9B', 'GAGE12F', 'FOXD4L3', 'KIR3DL3', 'PTX4', 'AKR1C8P', 'CDRT15', 'GCSAML-AS1', 'LINC00575', 'IFNA7', 'LINC00479', 'HGC6.3', 'OR6A2', 'SLC10A1', 'CTRC', 'LINC00202-2', 'OR13C3', 'LINC01565', 'KRT25', 'ARL13A', 'KRTAP19-3', 'PAPOLB', 'MTVR2', 'SLC9C1', 'ADGRG4', 'IL36RN', 'LRRC30', 'KRTAP9-2', 'USP26', 'C12ORF50', 'KRT71', 'TRIM48', 'LHCGR', 'FAM71B', 'USP17L6P', 'BPIFB4', 'C6ORF10', 'OR7D4', 'LINC00303', 'USH1C', 'OCSTAMP', 'EDDM3B', 'CSN3', 'DAZ1', 'KRTAP10-6', 'OR2M4', 'DMRTC1', 'MAGEA6', 'ODF3', 'TNP1', 'AMER3', 'HULC', 'OR10W1', 'OR12D2', 'FOXR1', 'OR7G3', 'SLC17A6', 'PRB4', 'LINC01312', 'RPS4Y2', 'LINC00410', 'GUCA1C', 'KRTAP1-1', 'NKAIN3', 'NEUROD1', 'AQP2', 'XIRP2', 'CER1', 'SPOCK3', 'ACSM4', 'FAM170B', 'SPZ1', 'OR5M3', 'GKN2', 'KRTAP4-3', 'KRTAP1-5', 'FAM224B', 'ACSM2B', 'CRYGC', 'BTF3P11', 'OVCH1', 'BCYRN1', 'POTEG', 'BTN1A1', 'OR51B5', 'CHRNB3', 'GNAT3', 'FAM205A', 'LOC647859', 'HTR1A', 'PTH2', 'CALCB', 'SLC5A8', 'SLC5A7', 'OR1L4', 'LINC00304', 'TDH', 'HBE1', 'DMP1', 'MAGEB3', 'CNTN5', 'FAM19A1', 'OR2T10', 'FAM19A4', 'OR2AG1', 'FBXO47', 'HCRTR1', 'SHH', 'KCNG4', 'PRAC1', 'OR51M1', 'NLRP8', 'SHD', 'BPIFB3', 'SPANXN3', 'AHSG', 'OR13H1', 'SSX9', 'SERPINB12', 'LOC284798', 'LINC00671', 'NUTM1', 'KRT83', 'RFX6', 'SCTR', 'NCAN', 'LINC01142', 'OR7G2', 'AATK-AS1', 'H3F3AP5', 'SLC22A10', 'KRTAP11-1', 'FAM138B', 'C2ORF27B', 'GPHA2', 'DSCR10', 'CRISP2', 'UROC1', 'PPP1R2P9', 'DCT', 'PRL', 'POU4F2', 'HTR2C', 'NYAP2', 'SNORA76C', 'AVP', 'OR2G6', 'PTCHD3', 'AADACL3', 'TMEM14E', 'CLEC4G', 'HIST1H3A', 'PCP4', 'PPY2P', 'UGT1A4', 'GPR22', 'OR5H2', 'AIRE', 'KLRC4', 'OR2L8', 'AKR1D1', 'KCNJ16', 'TRIM75P', 'TRIM55', 'ARL14', 'CPA2', 'NF1P2', 'ISL1', 'ASB15', 'SPATA22', 'SPATA3', 'SSTR3', 'HIST2H2AB', 'OR2A14', 'LINC00207', 'IFNW1', 'SPATA45', 'CNGA2', 'POU4F3', 'SLC22A13', 'C16ORF90', 'GFI1B', 'APCS', 'C6ORF118', 'LOC145845', 'SNORA71B', 'SNORA62', 'PPAN-P2RY11', 'PCDH8', 'SNORA80E', 'FOXE3', 'NXPE1', 'UGT2B10', 'DEFB131', 'CACNG7', 'PRO0611', 'DEFB118', 'PCSK2', 'USP50', 'FAM170A', 'GNAS-AS1', 'LOC392196', 'ZFY', 'LOC400794', 'C1ORF140', 'CT47A6', 'MYH16', 'MIR1-1HG', 'C1ORF94', 'CGB2', 'CT47A7', 'MYL2', 'TMEM132D', 'CA4', 'MAGEA12', 'IGLL1', 'SLC4A9', 'LOC100132831', 'LRRC74A', 'OR10AD1', 'OR4D10', 'CALHM3', 'GH2', 'TDRG1', 'HPVC1', 'TMPRSS11B', 'HBM', 'SLC39A12', 'SLC22A12', 'IFNL1', 'RAPGEF4-AS1', 'ANKRD34C', 'ART1', 'GABRB1', 'OR2A12', 'DNAJC25-GNG10', 'LINC00710', 'ASB10', 'OR2A2', 'ZFAT-AS1', 'LINC00691', 'SH2D7', 'LINC01591', 'LINC00452', 'SCGB3A2', 'FAM47C', 'CSNK1A1P1', 'PRR32', 'SNORA72', 'GPR139', 'NEUROD6', 'KRTAP6-2', 'OR5B17', 'PDX1', 'ADRB3', 'GBA3', 'MTNR1A', 'GPR50', 'SPRR1B', 'MUC13', 'GPR61', 'KRTAP12-1', 'GSC2', 'GPRC6A', 'ANKRD20A20P', 'TRPM3', 'FERD3L', 'VIL1', 'CST9L', 'APOA5', 'NEUROG1', 'B4GALNT2', 'SNORA27', 'LHFPL4', 'C11ORF87', 'PRAMEF16', 'OR51L1', 'NKX6-2', 'SNORA2B', 'PRDM9', 'BANF2', 'PRSS1', 'PRSS57', 'OR51T1', 'VWA5B1', 'ZSCAN10', 'TKTL1', 'VSTM5', 'OTOP1', 'PRSS48', 'PAEP', 'SERPINB11', 'LINC00336', 'SPINK14', 'SNORA16A', 'RAET1L', 'SST', 'SSX2', 'CDHR5', 'NPSR1-AS1', 'C4ORF50', 'FOXG1', 'B3GALT1', 'TMEM252', 'PSAPL1', 'GOLGA2P6', 'PACRG-AS1', 'INS-IGF2', 'ZG16', 'MT1B', 'BET1P1', 'ITPK1-AS1', 'HYMAI', 'NHLH2', 'FAM71E2', 'FEZF1', 'OR52K2', 'NPY', 'MEP1A', 'OR2T2', 'SYT14P1', 'ADGRE3', 'OR3A2', 'SCARNA8', 'TRIM49', 'TRIM49D2', 'CLLU1', 'MAGEA11', 'OR2K2', 'BAGE', 'C9ORF171', 'NPSR1', 'CLEC4M', 'GJB4', 'ACTL7B', 'LINC00244', 'CPN1', 'OTC', 'CTRB2', 'FRMPD2', 'C1ORF158', 'SPINT3', 'GCGR', 'OR4D1', 'SNORA67', 'GCKR', 'C17ORF78', 'SNORA38', 'NPPC', 'MBL2', 'KLK13', 'KRTAP3-2', 'TAS2R42', 'CCER1', 'RNF222', 'SLCO1A2', 'DACH2', 'IFNL2', 'CACNG3', 'PASD1', 'LOC100130264', 'IL13', 'FER1L6', 'DMRTC2', 'CYP1A2', 'OPRM1', 'OR12D3', 'FAM9B', 'FRG2DP', 'CMTM5', 'TNP2', 'TP53TG5', 'LINC00964', 'CHRNA9', 'MAS1L', 'CCDC54', 'F2', 'C12ORF56', 'CLRN1', 'S100A12', 'OR5M1', 'CYP2A7', 'OR5K1', 'POU4F1', 'ATOH7', 'VCX3A', 'MYADML', 'SLITRK1', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00289910117318648
		RMSE:  0.19032543678137456
		NRMSE:  0.12827584502559417
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001649424828515933
		RMSE:  0.21414907824527551
		NRMSE:  0.14729386559180924
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  8.209861678087106e-16
		NRMSE:  5.533295822720666e-16
		MAPE:  1.6552292737744988e-12
		Pearson Correlation:  0.16161045889542786
		Spearman Correlation:  0.1718949114078729
		Coefficient of Determination:  -0.8682133034689623
		RMSE:  0.292680390455184
		NRMSE:  0.20130848307312385
		MAPE:  845.7458211041352

	Predictor:  ElasticNet
		Pearson Correlation:  0.6813454688457575
		Spearman Correlation:  0.6028463027640172
		Coefficient of Determination:  0.336976770619939
		RMSE:  0.1547506872134627
		NRMSE:  0.1042991179019375
		MAPE:  111.58255917462657
		Pearson Correlation:  0.15505870363963936
		Spearman Correlation:  0.11910622326961684
		Coefficient of Determination:  0.023081758960910248
		RMSE:  0.2116457271117805
		NRMSE:  0.14557203578797606
		MAPE:  148.85454663292091

	Predictor:  RandomForests
		Pearson Correlation:  0.616344217620746
		Spearman Correlation:  0.6187245380063678
		Coefficient of Determination:  0.16124814796566023
		RMSE:  0.17405438143477636
		NRMSE:  0.11730945288516456
		MAPE:  113.49818305616768
		Pearson Correlation:  0.18483479900405544
		Spearman Correlation:  0.1497300465093081
		Coefficient of Determination:  0.023329951030119145
		RMSE:  0.21161884045664217
		NRMSE:  0.14555354287920144
		MAPE:  142.8217333726459

Protein:  CDKN2A
x_train_column_count:  1053
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'OR2W1', 'GABRA4', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'LCE5A', 'RAG2', 'CTSL3P', 'OR8K3', 'SNORA36B', 'MS4A5', 'PRSS54', 'SNAR-G1', 'FGF6', 'BTBD17', 'LCE2D', 'OR9K2', 'FGF22', 'DEFB127', 'SMCP', 'MRGPRG-AS1', 'OR52A1', 'MROH5', 'FAM150A', 'SNORA36A', 'REXO1L6P', 'FAM92A1P2', 'ST8SIA3', 'CHAT', 'LHX3', 'HNF1B', 'CTXN3', 'HYALP1', 'CT47A2', 'HES3', 'SLC18A3', 'AMBN', 'FAM41AY1', 'SNAR-I', 'DEFB113', 'OR8I2', 'TBC1D21', 'SNAR-E', 'C11ORF40', 'SNORA58', 'FLG2', 'OC90', 'OR51A2', 'SSX6', 'GJA10', 'SEC14L3', 'NR0B1', 'CSN2', 'OR2T34', 'CFHR2', 'SMR3B', 'DEFB119', 'SNORD8', 'OR4M2', 'HHLA1', 'OLIG3', 'SPATA31A3', 'OR10T2', 'LOC727924', 'BARHL1', 'LINC01548', 'ATP4B', 'LELP1', 'C17ORF102', 'SPRR2G', 'SNAR-A13', 'LCE1F', 'SPAM1', 'TTTY21', 'CABP5', 'LRTM1', 'GYPA', 'LCE2A', 'SNORA5B', 'CHODL-AS1', 'C3ORF79', 'FAM25BP', 'CLCA1', 'GLYATL3', 'IGF2BP2-AS1', 'KRTAP4-11', 'SLC28A2', 'LINC00305', 'TYR', 'CELA2B', 'KLHL40', 'CLC', 'PROL1', 'CCL15-CCL14', 'GLYCAM1', 'ZNF536', 'DEFB109P1', 'FXYD4', 'OR8U1', 'PSMB11', 'CSH2', 'IL37', 'CA5A', 'OR2B3', 'SPANXN4', 'SOX1', 'ZNF804B', 'CELA2A', 'FAM153C', 'OR8D4', 'SPANXN1', 'OR2T12', 'CT47A11', 'OR13C9', 'FNDC7', 'OR7C2', 'C22ORF42', 'OR5K3', 'OR6C76', 'GLRA4', 'C12ORF40', 'CNTNAP5', 'PAQR9', 'APOA2', 'OR2AE1', 'OR8H1', 'GAGE2C', 'TMEM179', 'IFNA14', 'PGM5-AS1', 'HAO2', 'IQCF2', 'DMBT1P1', 'OR2M2', 'PPBPP1', 'SPIC', 'TSPYL6', 'CD300LD', 'TEX33', 'OR6C4', 'OLIG2', 'AHSP', 'IFNA21', 'LOC440040', 'SNORD115-7', 'DEFB128', 'SLC6A19', 'OR4S2', 'CST13P', 'GABRA6', 'LINC00314', 'DUSP21', 'TEX36-AS1', 'OR2C3', 'ZPBP', 'KRTAP1-3', 'FGF4', 'CD5L', 'CDKL4', 'NPHS2', 'CABS1', 'LOC100129935', 'PSG8', 'OR52A4P', 'LYPD8', 'HTR3B', 'KRTDAP', 'C4ORF51', 'OR4B1', 'RNASE8', 'HFE2', 'GNAT1', 'MOS', 'OR52N5', 'IQCF6', 'DNAJC5G', 'DDI1', 'OR6B1', 'TMEM196', 'ZNF735', 'PLCZ1', 'TTTY2', 'C17ORF64', 'GOLGA8EP', 'SPRR4', 'SCARNA22', 'PLSCR5', 'ARL5C', 'PRB1', 'GOT1L1', 'SOST', 'KRT2', 'KRTAP4-5', 'FAM24A', 'OR6C2', 'PABPC1L2A', 'OR4A16', 'OR52A5', 'MS4A10', 'DNMT3L', 'MORC1', 'VRTN', 'TSPY2', 'NPBWR2', 'TSPY1', 'VSTM2B', 'ARG1', 'PWRN2', 'LILRP2', 'KRTAP21-2', 'OR14C36', 'TAGLN3', 'LRRC7', 'TEX13B', 'LY6G6D', 'OR5H1', 'SLC25A3P1', 'LINC01020', 'OR1B1', 'GJD2', 'LGALS14', 'GABRA1', 'OR2T29', 'BSX', 'PRAMEF5', 'CFC1B', 'TMIGD1', 'ACSM2A', 'KRTAP12-3', 'URAD', 'SYCP1', 'NCOR1P1', 'SNORD116-19', 'SNORA69', 'FAM183CP', 'SNORA28', 'GHSR', 'CCDC38', 'MRGPRX1', 'OR1M1', 'ZAR1L', 'OR6S1', 'H1FNT', 'OR4D11', 'HAND1', 'LINC00200', 'OR52B4', 'OR4F15', 'OR8J3', 'HTR5A', 'DAZL', 'RAB9BP1', 'SNORA32', 'C10ORF53', 'KRTAP19-8', 'IFNA16', 'OR2L2', 'TGIF2LX', 'F13B', 'FAM71A', 'OR11L1', 'OR9A2', 'OR8B3', 'TXLNGY', 'ZCCHC13', 'HBG1', 'OR2M3', 'GUCA2B', 'CLEC6A', 'NXF2B', 'OR10V1', 'OR10A5', 'SNORA51', 'OTX2', 'GRIN2B', 'TMPRSS11F', 'WFDC5', 'IL31', 'OR8S1', 'FGF23', 'OR5H14', 'HMHB1', 'PSG7', 'C18ORF42', 'LINC00895', 'MS4A6E', 'PPY', 'GOLGA6D', 'SCGB1C1', 'NOX3', 'KRTAP10-12', 'OR1N1', 'ASB17', 'ADAM18', 'ITLN2', 'RPL13AP17', 'OR1S2', 'KRTAP10-11', 'VWC2L', 'OR2G2', 'OR8G5', 'TAAR9', 'BRDTP1', 'PLG', 'SSX5', 'LEUTX', 'OR4D9', 'PWAR4', 'CRYAA', 'MAGEA10', 'TTTY14', 'TPD52L3', 'HIST1H4F', 'LINC01205', 'GDNF', 'SNORA34', 'CAPZA3', 'POTED', 'GPR52', 'MMP23A', 'LINC00636', 'ARSF', 'TCP10L2', 'SNORD89', 'XAGE5', 'C2ORF83', 'KRTAP12-2', 'COL6A4P1', 'TSGA13', 'LOC391343', 'ALOX12B', 'BTNL3', 'LOC391003', 'CYP11B2', 'CFHR4', 'SNORA70B', 'SFTA3', 'FAM27B', 'FMR1NB', 'HBD', 'RSPH6A', 'OR5T2', 'ANKUB1', 'OR4S1', 'BPIFA3', 'TRIM51', 'CYP2W1', 'OR9G4', 'CASC8', 'OPN1MW', 'SLC38A8', 'SSX8', 'ACTR3BP2', 'PROKR1', 'FOXN3-AS2', 'ARR3', 'OR56A1', 'ACTRT2', 'INSM2', 'P2RX3', 'ARHGAP36', 'HNRNPCL1', 'TBC1D28', 'DMRT1', 'SDR16C6P', 'LINC00469', 'TAS2R60', 'STATH', 'KHDC1L', 'LINC00111', 'SLC13A1', 'ANKRD18DP', 'PF4', 'POTEH', 'C11ORF94', 'RESP18', 'EDDM3A', 'RTP2', 'DAOA', 'ASB18', 'C20ORF173', 'TKTL2', 'ADGRG7', 'OR4C16', 'DEFB126', 'DEFB129', 'GAGE1', 'OR4F5', 'ZIM3', 'IFITM5', 'OR6Y1', 'OR7A17', 'LINC00114', 'SPACA7', 'DUXA', 'OR6B3', 'DEFB104A', 'LHX9', 'SOX3', 'YWHAEP7', 'OR8H2', 'LGI3', 'FAM169B', 'PRAMEF20', 'CTRB1', 'LINC01566', 'KRTAP19-2', 'RGS8', 'MYBPHL', 'KRTAP6-1', 'KRTAP25-1', 'TRPV5', 'LINC00523', 'WFDC8', 'TCP10', 'GAGE2D', 'KCNQ1DN', 'TAS2R13', 'CPLX4', 'OR52H1', 'CLRN2', 'TMEM72', 'HSFY2', 'OR2T35', 'SFTPC', 'OR4K17', 'KRTAP13-1', 'SPANXA2', 'CCKAR', 'MYF5', 'TMEM202', 'GABRG3', 'AVPR1B', 'OR4K2', 'FCAMR', 'ASAP1-IT1', 'INS', 'CGB5', 'MMD2', 'CNTNAP4', 'LCNL1', 'FDCSP', 'KLK9', 'OLFM3', 'GH1', 'MAGEB6', 'CCDC166', 'LINC01101', 'SPDYC', 'MBD3L5', 'CRNN', 'LINC00113', 'CRLF2', 'NEU2', 'BEND2', 'HPD', 'OR8G2', 'OR14I1', 'SVOP', 'FAM71C', 'OLIG1', 'YIPF7', 'TPTE', 'IQCJ', 'OTOL1', 'IZUMO1R', 'LIPN', 'PRDM14', 'CYLC2', 'OR10H2', 'FAM27L', 'LRRTM1', 'OLAH', 'PRKAG3', 'HOXC12', 'PSG11', 'LOC285847', 'TARM1', 'DNTT', 'XAGE3', 'ALPPL2', 'FTMT', 'TCEB3C', 'FRMPD4', 'RHAG', 'SNORD115-26', 'GUCY2EP', 'KRTAP10-7', 'NANOS2', 'KRTAP10-1', 'SCN1A', 'KRT85', 'DEFB110', 'DAW1', 'OR4D6', 'LPO', 'BARHL2', 'OPRD1', 'DISC2', 'OR5H6', 'ABRA', 'OR5M10', 'IL17F', 'UGT2A3', 'C9ORF135', 'XKR7', 'PYDC2', 'UCMA', 'NKX1-2', 'LOC646813', 'OR1L1', 'TFF2', 'F11', 'OR6B2', 'SNORA59B', 'LCE1D', 'C20ORF166-AS1', 'PISRT1', 'TTTY15', 'C1ORF146', 'LCN9', 'TBC1D3P2', 'SNORA16B', 'FBXW12', 'MYBPC2', 'TMEM207', 'EPS8L3', 'SPATA19', 'SLC2A2', 'TTTY9B', 'TTTY8', 'ANXA8L1', 'SBSN', 'ADAM29', 'REG4', 'CHIAP2', 'ANP32D', 'GRK1', 'SPACA3', 'IGLL3P', 'CXADRP2', 'CETN1', 'IL26', 'CGB8', 'OR2M7', 'HBG2', 'FRMPD2B', 'CPLX3', 'OR4C12', 'ZNF679', 'SULT1C3', 'IVL', 'GUCY2F', 'GAGE2B', 'KRTAP21-1', 'SNORD94', 'PCGEM1', 'LMNTD1', 'MAGEA1', 'UGT1A5', 'DEFB134', 'CALR3', 'PSKH2', 'SNCB', 'FKBP6', 'PRAMEF1', 'MOGAT3', 'CYP7A1', 'POM121L2', 'CNGB1', 'GBX2', 'OR1E2', 'OR51I2', 'NYX', 'HAO1', 'LYZL1', 'OR51G2', 'NKX2-1', 'OR52E8', 'ZNF705A', 'OR5M8', 'LOC729609', 'OR6K6', 'GOLGA6L1', 'LINC00032', 'SATB2-AS1', 'ALX4', 'CCL24', 'FAM74A3', 'LINC00923', 'KCNK4', 'SNORA1', 'SNAR-F', 'SNORA84', 'TMEM88B', 'HTR3E', 'SLITRK3', 'SYCN', 'SLC25A31', 'KRTAP19-6', 'LINC00608', 'IFNA13', 'TSKS', 'SRY', 'TRHR', 'RPL3L', 'MAP3K15', 'BMP15', 'CRYGB', 'KGFLP1', 'ALLC', 'C10ORF120', 'DMRTB1', 'KRTAP2-1', 'NTS', 'INSC', 'DPPA2', 'RAX2', 'MUSK', 'CLRN1-AS1', 'TRIML1', 'TFAMP1', 'DKFZP434K028', 'FFAR1', 'KCNIP4-IT1', 'PROKR2', 'SLC6A5', 'NLRP13', 'POU6F2', 'FAM138D', 'LOC286238', 'OACYLP', 'CT47B1', 'OR1K1', 'GDPD2', 'DEFB123', 'ADGRD2', 'ANGPTL3', 'OR51F2', 'NKX2-3', 'KCNMB2', 'SLC36A3', 'CD200R1L', 'LCN1', 'MGC27382', 'MUC2', 'SPRR2E', 'LINC00520', 'MAGEA9B', 'GAGE12F', 'FOXD4L3', 'KIR3DL3', 'PTX4', 'AKR1C8P', 'CDRT15', 'GCSAML-AS1', 'LINC00575', 'IFNA7', 'LINC00479', 'HGC6.3', 'OR6A2', 'SLC10A1', 'CTRC', 'LINC00202-2', 'OR13C3', 'LINC01565', 'KRT25', 'ARL13A', 'KRTAP19-3', 'PAPOLB', 'MTVR2', 'SLC9C1', 'ADGRG4', 'IL36RN', 'LRRC30', 'KRTAP9-2', 'USP26', 'C12ORF50', 'KRT71', 'TRIM48', 'LHCGR', 'FAM71B', 'USP17L6P', 'BPIFB4', 'C6ORF10', 'OR7D4', 'LINC00303', 'USH1C', 'OCSTAMP', 'EDDM3B', 'CSN3', 'DAZ1', 'KRTAP10-6', 'OR2M4', 'DMRTC1', 'MAGEA6', 'ODF3', 'TNP1', 'AMER3', 'HULC', 'OR10W1', 'OR12D2', 'FOXR1', 'OR7G3', 'SLC17A6', 'PRB4', 'LINC01312', 'RPS4Y2', 'LINC00410', 'GUCA1C', 'KRTAP1-1', 'NKAIN3', 'NEUROD1', 'AQP2', 'XIRP2', 'CER1', 'SPOCK3', 'ACSM4', 'FAM170B', 'SPZ1', 'OR5M3', 'GKN2', 'KRTAP4-3', 'KRTAP1-5', 'FAM224B', 'ACSM2B', 'CRYGC', 'BTF3P11', 'OVCH1', 'BCYRN1', 'POTEG', 'BTN1A1', 'OR51B5', 'CHRNB3', 'GNAT3', 'FAM205A', 'LOC647859', 'HTR1A', 'PTH2', 'CALCB', 'SLC5A8', 'SLC5A7', 'OR1L4', 'LINC00304', 'TDH', 'HBE1', 'DMP1', 'MAGEB3', 'CNTN5', 'FAM19A1', 'OR2T10', 'FAM19A4', 'OR2AG1', 'FBXO47', 'HCRTR1', 'SHH', 'KCNG4', 'PRAC1', 'OR51M1', 'NLRP8', 'SHD', 'BPIFB3', 'SPANXN3', 'AHSG', 'OR13H1', 'SSX9', 'SERPINB12', 'LOC284798', 'LINC00671', 'NUTM1', 'KRT83', 'RFX6', 'SCTR', 'NCAN', 'LINC01142', 'OR7G2', 'AATK-AS1', 'H3F3AP5', 'SLC22A10', 'KRTAP11-1', 'FAM138B', 'C2ORF27B', 'GPHA2', 'DSCR10', 'CRISP2', 'UROC1', 'PPP1R2P9', 'DCT', 'PRL', 'POU4F2', 'HTR2C', 'NYAP2', 'SNORA76C', 'AVP', 'OR2G6', 'PTCHD3', 'AADACL3', 'TMEM14E', 'CLEC4G', 'HIST1H3A', 'PCP4', 'PPY2P', 'UGT1A4', 'GPR22', 'OR5H2', 'AIRE', 'KLRC4', 'OR2L8', 'AKR1D1', 'KCNJ16', 'TRIM75P', 'TRIM55', 'ARL14', 'CPA2', 'NF1P2', 'ISL1', 'ASB15', 'SPATA22', 'SPATA3', 'SSTR3', 'HIST2H2AB', 'OR2A14', 'LINC00207', 'IFNW1', 'SPATA45', 'CNGA2', 'POU4F3', 'SLC22A13', 'C16ORF90', 'GFI1B', 'APCS', 'C6ORF118', 'LOC145845', 'SNORA71B', 'SNORA62', 'PPAN-P2RY11', 'PCDH8', 'SNORA80E', 'FOXE3', 'NXPE1', 'UGT2B10', 'DEFB131', 'CACNG7', 'PRO0611', 'DEFB118', 'PCSK2', 'USP50', 'FAM170A', 'GNAS-AS1', 'LOC392196', 'ZFY', 'LOC400794', 'C1ORF140', 'CT47A6', 'MYH16', 'MIR1-1HG', 'C1ORF94', 'CGB2', 'CT47A7', 'MYL2', 'TMEM132D', 'CA4', 'MAGEA12', 'IGLL1', 'SLC4A9', 'LOC100132831', 'LRRC74A', 'OR10AD1', 'OR4D10', 'CALHM3', 'GH2', 'TDRG1', 'HPVC1', 'TMPRSS11B', 'HBM', 'SLC39A12', 'SLC22A12', 'IFNL1', 'RAPGEF4-AS1', 'ANKRD34C', 'ART1', 'GABRB1', 'OR2A12', 'DNAJC25-GNG10', 'LINC00710', 'ASB10', 'OR2A2', 'ZFAT-AS1', 'LINC00691', 'SH2D7', 'LINC01591', 'LINC00452', 'SCGB3A2', 'FAM47C', 'CSNK1A1P1', 'PRR32', 'SNORA72', 'GPR139', 'NEUROD6', 'KRTAP6-2', 'OR5B17', 'PDX1', 'ADRB3', 'GBA3', 'MTNR1A', 'GPR50', 'SPRR1B', 'MUC13', 'GPR61', 'KRTAP12-1', 'GSC2', 'GPRC6A', 'ANKRD20A20P', 'TRPM3', 'FERD3L', 'VIL1', 'CST9L', 'APOA5', 'NEUROG1', 'B4GALNT2', 'SNORA27', 'LHFPL4', 'C11ORF87', 'PRAMEF16', 'OR51L1', 'NKX6-2', 'SNORA2B', 'PRDM9', 'BANF2', 'PRSS1', 'PRSS57', 'OR51T1', 'VWA5B1', 'ZSCAN10', 'TKTL1', 'VSTM5', 'OTOP1', 'PRSS48', 'PAEP', 'SERPINB11', 'LINC00336', 'SPINK14', 'SNORA16A', 'RAET1L', 'SST', 'SSX2', 'CDHR5', 'NPSR1-AS1', 'C4ORF50', 'FOXG1', 'B3GALT1', 'TMEM252', 'PSAPL1', 'GOLGA2P6', 'PACRG-AS1', 'INS-IGF2', 'ZG16', 'MT1B', 'BET1P1', 'ITPK1-AS1', 'HYMAI', 'NHLH2', 'FAM71E2', 'FEZF1', 'OR52K2', 'NPY', 'MEP1A', 'OR2T2', 'SYT14P1', 'ADGRE3', 'OR3A2', 'SCARNA8', 'TRIM49', 'TRIM49D2', 'CLLU1', 'MAGEA11', 'OR2K2', 'BAGE', 'C9ORF171', 'NPSR1', 'CLEC4M', 'GJB4', 'ACTL7B', 'LINC00244', 'CPN1', 'OTC', 'CTRB2', 'FRMPD2', 'C1ORF158', 'SPINT3', 'GCGR', 'OR4D1', 'SNORA67', 'GCKR', 'C17ORF78', 'SNORA38', 'NPPC', 'MBL2', 'KLK13', 'KRTAP3-2', 'TAS2R42', 'CCER1', 'RNF222', 'SLCO1A2', 'DACH2', 'IFNL2', 'CACNG3', 'PASD1', 'LOC100130264', 'IL13', 'FER1L6', 'DMRTC2', 'CYP1A2', 'OPRM1', 'OR12D3', 'FAM9B', 'FRG2DP', 'CMTM5', 'TNP2', 'TP53TG5', 'LINC00964', 'CHRNA9', 'MAS1L', 'CCDC54', 'F2', 'C12ORF56', 'CLRN1', 'S100A12', 'OR5M1', 'CYP2A7', 'OR5K1', 'POU4F1', 'ATOH7', 'VCX3A', 'MYADML', 'SLITRK1', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07669790023289091
		RMSE:  0.6927164423772558
		NRMSE:  0.16172871740223568
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04462654135164201
		RMSE:  0.6710309035955896
		NRMSE:  0.2071658496482324
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6675880639420501
		NRMSE:  0.15586198728568595
		MAPE:  307.97311558867955
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004949645588538276
		RMSE:  0.658164031136248
		NRMSE:  0.20319348928290204
		MAPE:  176.07940307985857

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  2.5243846805667592e-15
		NRMSE:  5.893688551939576e-16
		MAPE:  2.6515137976908365e-12
		Pearson Correlation:  0.07033235088197373
		Spearman Correlation:  0.10868215314405417
		Coefficient of Determination:  -1.4637484682439914
		RMSE:  1.0305289039422132
		NRMSE:  0.3181528523176849
		MAPE:  311.3506025494676

	Predictor:  ElasticNet
		Pearson Correlation:  0.9092321983691019
		Spearman Correlation:  0.8897420080618761
		Coefficient of Determination:  0.7954206088343118
		RMSE:  0.3019531079355593
		NRMSE:  0.07049708347393521
		MAPE:  174.64289914229016
		Pearson Correlation:  0.4145713854888592
		Spearman Correlation:  0.3337323408022544
		Coefficient of Determination:  0.1506993844742771
		RMSE:  0.6050520169663821
		NRMSE:  0.1867963375525245
		MAPE:  153.67267653155574

	Predictor:  RandomForests
		Pearson Correlation:  0.6643898821488093
		Spearman Correlation:  0.577836178607283
		Coefficient of Determination:  0.4344156321372118
		RMSE:  0.5020618961055764
		NRMSE:  0.11721654279640839
		MAPE:  199.52458690696415
		Pearson Correlation:  0.5944288833823963
		Spearman Correlation:  0.5561026702602513
		Coefficient of Determination:  0.3486877278129289
		RMSE:  0.5298544965351406
		NRMSE:  0.16358077754164446
		MAPE:  102.74731973872422

Protein:  TP53
x_train_column_count:  1053
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'OR2W1', 'GABRA4', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'LCE5A', 'RAG2', 'CTSL3P', 'OR8K3', 'SNORA36B', 'MS4A5', 'PRSS54', 'SNAR-G1', 'FGF6', 'BTBD17', 'LCE2D', 'OR9K2', 'FGF22', 'DEFB127', 'SMCP', 'MRGPRG-AS1', 'OR52A1', 'MROH5', 'FAM150A', 'SNORA36A', 'REXO1L6P', 'FAM92A1P2', 'ST8SIA3', 'CHAT', 'LHX3', 'HNF1B', 'CTXN3', 'HYALP1', 'CT47A2', 'HES3', 'SLC18A3', 'AMBN', 'FAM41AY1', 'SNAR-I', 'DEFB113', 'OR8I2', 'TBC1D21', 'SNAR-E', 'C11ORF40', 'SNORA58', 'FLG2', 'OC90', 'OR51A2', 'SSX6', 'GJA10', 'SEC14L3', 'NR0B1', 'CSN2', 'OR2T34', 'CFHR2', 'SMR3B', 'DEFB119', 'SNORD8', 'OR4M2', 'HHLA1', 'OLIG3', 'SPATA31A3', 'OR10T2', 'LOC727924', 'BARHL1', 'LINC01548', 'ATP4B', 'LELP1', 'C17ORF102', 'SPRR2G', 'SNAR-A13', 'LCE1F', 'SPAM1', 'TTTY21', 'CABP5', 'LRTM1', 'GYPA', 'LCE2A', 'SNORA5B', 'CHODL-AS1', 'C3ORF79', 'FAM25BP', 'CLCA1', 'GLYATL3', 'IGF2BP2-AS1', 'KRTAP4-11', 'SLC28A2', 'LINC00305', 'TYR', 'CELA2B', 'KLHL40', 'CLC', 'PROL1', 'CCL15-CCL14', 'GLYCAM1', 'ZNF536', 'DEFB109P1', 'FXYD4', 'OR8U1', 'PSMB11', 'CSH2', 'IL37', 'CA5A', 'OR2B3', 'SPANXN4', 'SOX1', 'ZNF804B', 'CELA2A', 'FAM153C', 'OR8D4', 'SPANXN1', 'OR2T12', 'CT47A11', 'OR13C9', 'FNDC7', 'OR7C2', 'C22ORF42', 'OR5K3', 'OR6C76', 'GLRA4', 'C12ORF40', 'CNTNAP5', 'PAQR9', 'APOA2', 'OR2AE1', 'OR8H1', 'GAGE2C', 'TMEM179', 'IFNA14', 'PGM5-AS1', 'HAO2', 'IQCF2', 'DMBT1P1', 'OR2M2', 'PPBPP1', 'SPIC', 'TSPYL6', 'CD300LD', 'TEX33', 'OR6C4', 'OLIG2', 'AHSP', 'IFNA21', 'LOC440040', 'SNORD115-7', 'DEFB128', 'SLC6A19', 'OR4S2', 'CST13P', 'GABRA6', 'LINC00314', 'DUSP21', 'TEX36-AS1', 'OR2C3', 'ZPBP', 'KRTAP1-3', 'FGF4', 'CD5L', 'CDKL4', 'NPHS2', 'CABS1', 'LOC100129935', 'PSG8', 'OR52A4P', 'LYPD8', 'HTR3B', 'KRTDAP', 'C4ORF51', 'OR4B1', 'RNASE8', 'HFE2', 'GNAT1', 'MOS', 'OR52N5', 'IQCF6', 'DNAJC5G', 'DDI1', 'OR6B1', 'TMEM196', 'ZNF735', 'PLCZ1', 'TTTY2', 'C17ORF64', 'GOLGA8EP', 'SPRR4', 'SCARNA22', 'PLSCR5', 'ARL5C', 'PRB1', 'GOT1L1', 'SOST', 'KRT2', 'KRTAP4-5', 'FAM24A', 'OR6C2', 'PABPC1L2A', 'OR4A16', 'OR52A5', 'MS4A10', 'DNMT3L', 'MORC1', 'VRTN', 'TSPY2', 'NPBWR2', 'TSPY1', 'VSTM2B', 'ARG1', 'PWRN2', 'LILRP2', 'KRTAP21-2', 'OR14C36', 'TAGLN3', 'LRRC7', 'TEX13B', 'LY6G6D', 'OR5H1', 'SLC25A3P1', 'LINC01020', 'OR1B1', 'GJD2', 'LGALS14', 'GABRA1', 'OR2T29', 'BSX', 'PRAMEF5', 'CFC1B', 'TMIGD1', 'ACSM2A', 'KRTAP12-3', 'URAD', 'SYCP1', 'NCOR1P1', 'SNORD116-19', 'SNORA69', 'FAM183CP', 'SNORA28', 'GHSR', 'CCDC38', 'MRGPRX1', 'OR1M1', 'ZAR1L', 'OR6S1', 'H1FNT', 'OR4D11', 'HAND1', 'LINC00200', 'OR52B4', 'OR4F15', 'OR8J3', 'HTR5A', 'DAZL', 'RAB9BP1', 'SNORA32', 'C10ORF53', 'KRTAP19-8', 'IFNA16', 'OR2L2', 'TGIF2LX', 'F13B', 'FAM71A', 'OR11L1', 'OR9A2', 'OR8B3', 'TXLNGY', 'ZCCHC13', 'HBG1', 'OR2M3', 'GUCA2B', 'CLEC6A', 'NXF2B', 'OR10V1', 'OR10A5', 'SNORA51', 'OTX2', 'GRIN2B', 'TMPRSS11F', 'WFDC5', 'IL31', 'OR8S1', 'FGF23', 'OR5H14', 'HMHB1', 'PSG7', 'C18ORF42', 'LINC00895', 'MS4A6E', 'PPY', 'GOLGA6D', 'SCGB1C1', 'NOX3', 'KRTAP10-12', 'OR1N1', 'ASB17', 'ADAM18', 'ITLN2', 'RPL13AP17', 'OR1S2', 'KRTAP10-11', 'VWC2L', 'OR2G2', 'OR8G5', 'TAAR9', 'BRDTP1', 'PLG', 'SSX5', 'LEUTX', 'OR4D9', 'PWAR4', 'CRYAA', 'MAGEA10', 'TTTY14', 'TPD52L3', 'HIST1H4F', 'LINC01205', 'GDNF', 'SNORA34', 'CAPZA3', 'POTED', 'GPR52', 'MMP23A', 'LINC00636', 'ARSF', 'TCP10L2', 'SNORD89', 'XAGE5', 'C2ORF83', 'KRTAP12-2', 'COL6A4P1', 'TSGA13', 'LOC391343', 'ALOX12B', 'BTNL3', 'LOC391003', 'CYP11B2', 'CFHR4', 'SNORA70B', 'SFTA3', 'FAM27B', 'FMR1NB', 'HBD', 'RSPH6A', 'OR5T2', 'ANKUB1', 'OR4S1', 'BPIFA3', 'TRIM51', 'CYP2W1', 'OR9G4', 'CASC8', 'OPN1MW', 'SLC38A8', 'SSX8', 'ACTR3BP2', 'PROKR1', 'FOXN3-AS2', 'ARR3', 'OR56A1', 'ACTRT2', 'INSM2', 'P2RX3', 'ARHGAP36', 'HNRNPCL1', 'TBC1D28', 'DMRT1', 'SDR16C6P', 'LINC00469', 'TAS2R60', 'STATH', 'KHDC1L', 'LINC00111', 'SLC13A1', 'ANKRD18DP', 'PF4', 'POTEH', 'C11ORF94', 'RESP18', 'EDDM3A', 'RTP2', 'DAOA', 'ASB18', 'C20ORF173', 'TKTL2', 'ADGRG7', 'OR4C16', 'DEFB126', 'DEFB129', 'GAGE1', 'OR4F5', 'ZIM3', 'IFITM5', 'OR6Y1', 'OR7A17', 'LINC00114', 'SPACA7', 'DUXA', 'OR6B3', 'DEFB104A', 'LHX9', 'SOX3', 'YWHAEP7', 'OR8H2', 'LGI3', 'FAM169B', 'PRAMEF20', 'CTRB1', 'LINC01566', 'KRTAP19-2', 'RGS8', 'MYBPHL', 'KRTAP6-1', 'KRTAP25-1', 'TRPV5', 'LINC00523', 'WFDC8', 'TCP10', 'GAGE2D', 'KCNQ1DN', 'TAS2R13', 'CPLX4', 'OR52H1', 'CLRN2', 'TMEM72', 'HSFY2', 'OR2T35', 'SFTPC', 'OR4K17', 'KRTAP13-1', 'SPANXA2', 'CCKAR', 'MYF5', 'TMEM202', 'GABRG3', 'AVPR1B', 'OR4K2', 'FCAMR', 'ASAP1-IT1', 'INS', 'CGB5', 'MMD2', 'CNTNAP4', 'LCNL1', 'FDCSP', 'KLK9', 'OLFM3', 'GH1', 'MAGEB6', 'CCDC166', 'LINC01101', 'SPDYC', 'MBD3L5', 'CRNN', 'LINC00113', 'CRLF2', 'NEU2', 'BEND2', 'HPD', 'OR8G2', 'OR14I1', 'SVOP', 'FAM71C', 'OLIG1', 'YIPF7', 'TPTE', 'IQCJ', 'OTOL1', 'IZUMO1R', 'LIPN', 'PRDM14', 'CYLC2', 'OR10H2', 'FAM27L', 'LRRTM1', 'OLAH', 'PRKAG3', 'HOXC12', 'PSG11', 'LOC285847', 'TARM1', 'DNTT', 'XAGE3', 'ALPPL2', 'FTMT', 'TCEB3C', 'FRMPD4', 'RHAG', 'SNORD115-26', 'GUCY2EP', 'KRTAP10-7', 'NANOS2', 'KRTAP10-1', 'SCN1A', 'KRT85', 'DEFB110', 'DAW1', 'OR4D6', 'LPO', 'BARHL2', 'OPRD1', 'DISC2', 'OR5H6', 'ABRA', 'OR5M10', 'IL17F', 'UGT2A3', 'C9ORF135', 'XKR7', 'PYDC2', 'UCMA', 'NKX1-2', 'LOC646813', 'OR1L1', 'TFF2', 'F11', 'OR6B2', 'SNORA59B', 'LCE1D', 'C20ORF166-AS1', 'PISRT1', 'TTTY15', 'C1ORF146', 'LCN9', 'TBC1D3P2', 'SNORA16B', 'FBXW12', 'MYBPC2', 'TMEM207', 'EPS8L3', 'SPATA19', 'SLC2A2', 'TTTY9B', 'TTTY8', 'ANXA8L1', 'SBSN', 'ADAM29', 'REG4', 'CHIAP2', 'ANP32D', 'GRK1', 'SPACA3', 'IGLL3P', 'CXADRP2', 'CETN1', 'IL26', 'CGB8', 'OR2M7', 'HBG2', 'FRMPD2B', 'CPLX3', 'OR4C12', 'ZNF679', 'SULT1C3', 'IVL', 'GUCY2F', 'GAGE2B', 'KRTAP21-1', 'SNORD94', 'PCGEM1', 'LMNTD1', 'MAGEA1', 'UGT1A5', 'DEFB134', 'CALR3', 'PSKH2', 'SNCB', 'FKBP6', 'PRAMEF1', 'MOGAT3', 'CYP7A1', 'POM121L2', 'CNGB1', 'GBX2', 'OR1E2', 'OR51I2', 'NYX', 'HAO1', 'LYZL1', 'OR51G2', 'NKX2-1', 'OR52E8', 'ZNF705A', 'OR5M8', 'LOC729609', 'OR6K6', 'GOLGA6L1', 'LINC00032', 'SATB2-AS1', 'ALX4', 'CCL24', 'FAM74A3', 'LINC00923', 'KCNK4', 'SNORA1', 'SNAR-F', 'SNORA84', 'TMEM88B', 'HTR3E', 'SLITRK3', 'SYCN', 'SLC25A31', 'KRTAP19-6', 'LINC00608', 'IFNA13', 'TSKS', 'SRY', 'TRHR', 'RPL3L', 'MAP3K15', 'BMP15', 'CRYGB', 'KGFLP1', 'ALLC', 'C10ORF120', 'DMRTB1', 'KRTAP2-1', 'NTS', 'INSC', 'DPPA2', 'RAX2', 'MUSK', 'CLRN1-AS1', 'TRIML1', 'TFAMP1', 'DKFZP434K028', 'FFAR1', 'KCNIP4-IT1', 'PROKR2', 'SLC6A5', 'NLRP13', 'POU6F2', 'FAM138D', 'LOC286238', 'OACYLP', 'CT47B1', 'OR1K1', 'GDPD2', 'DEFB123', 'ADGRD2', 'ANGPTL3', 'OR51F2', 'NKX2-3', 'KCNMB2', 'SLC36A3', 'CD200R1L', 'LCN1', 'MGC27382', 'MUC2', 'SPRR2E', 'LINC00520', 'MAGEA9B', 'GAGE12F', 'FOXD4L3', 'KIR3DL3', 'PTX4', 'AKR1C8P', 'CDRT15', 'GCSAML-AS1', 'LINC00575', 'IFNA7', 'LINC00479', 'HGC6.3', 'OR6A2', 'SLC10A1', 'CTRC', 'LINC00202-2', 'OR13C3', 'LINC01565', 'KRT25', 'ARL13A', 'KRTAP19-3', 'PAPOLB', 'MTVR2', 'SLC9C1', 'ADGRG4', 'IL36RN', 'LRRC30', 'KRTAP9-2', 'USP26', 'C12ORF50', 'KRT71', 'TRIM48', 'LHCGR', 'FAM71B', 'USP17L6P', 'BPIFB4', 'C6ORF10', 'OR7D4', 'LINC00303', 'USH1C', 'OCSTAMP', 'EDDM3B', 'CSN3', 'DAZ1', 'KRTAP10-6', 'OR2M4', 'DMRTC1', 'MAGEA6', 'ODF3', 'TNP1', 'AMER3', 'HULC', 'OR10W1', 'OR12D2', 'FOXR1', 'OR7G3', 'SLC17A6', 'PRB4', 'LINC01312', 'RPS4Y2', 'LINC00410', 'GUCA1C', 'KRTAP1-1', 'NKAIN3', 'NEUROD1', 'AQP2', 'XIRP2', 'CER1', 'SPOCK3', 'ACSM4', 'FAM170B', 'SPZ1', 'OR5M3', 'GKN2', 'KRTAP4-3', 'KRTAP1-5', 'FAM224B', 'ACSM2B', 'CRYGC', 'BTF3P11', 'OVCH1', 'BCYRN1', 'POTEG', 'BTN1A1', 'OR51B5', 'CHRNB3', 'GNAT3', 'FAM205A', 'LOC647859', 'HTR1A', 'PTH2', 'CALCB', 'SLC5A8', 'SLC5A7', 'OR1L4', 'LINC00304', 'TDH', 'HBE1', 'DMP1', 'MAGEB3', 'CNTN5', 'FAM19A1', 'OR2T10', 'FAM19A4', 'OR2AG1', 'FBXO47', 'HCRTR1', 'SHH', 'KCNG4', 'PRAC1', 'OR51M1', 'NLRP8', 'SHD', 'BPIFB3', 'SPANXN3', 'AHSG', 'OR13H1', 'SSX9', 'SERPINB12', 'LOC284798', 'LINC00671', 'NUTM1', 'KRT83', 'RFX6', 'SCTR', 'NCAN', 'LINC01142', 'OR7G2', 'AATK-AS1', 'H3F3AP5', 'SLC22A10', 'KRTAP11-1', 'FAM138B', 'C2ORF27B', 'GPHA2', 'DSCR10', 'CRISP2', 'UROC1', 'PPP1R2P9', 'DCT', 'PRL', 'POU4F2', 'HTR2C', 'NYAP2', 'SNORA76C', 'AVP', 'OR2G6', 'PTCHD3', 'AADACL3', 'TMEM14E', 'CLEC4G', 'HIST1H3A', 'PCP4', 'PPY2P', 'UGT1A4', 'GPR22', 'OR5H2', 'AIRE', 'KLRC4', 'OR2L8', 'AKR1D1', 'KCNJ16', 'TRIM75P', 'TRIM55', 'ARL14', 'CPA2', 'NF1P2', 'ISL1', 'ASB15', 'SPATA22', 'SPATA3', 'SSTR3', 'HIST2H2AB', 'OR2A14', 'LINC00207', 'IFNW1', 'SPATA45', 'CNGA2', 'POU4F3', 'SLC22A13', 'C16ORF90', 'GFI1B', 'APCS', 'C6ORF118', 'LOC145845', 'SNORA71B', 'SNORA62', 'PPAN-P2RY11', 'PCDH8', 'SNORA80E', 'FOXE3', 'NXPE1', 'UGT2B10', 'DEFB131', 'CACNG7', 'PRO0611', 'DEFB118', 'PCSK2', 'USP50', 'FAM170A', 'GNAS-AS1', 'LOC392196', 'ZFY', 'LOC400794', 'C1ORF140', 'CT47A6', 'MYH16', 'MIR1-1HG', 'C1ORF94', 'CGB2', 'CT47A7', 'MYL2', 'TMEM132D', 'CA4', 'MAGEA12', 'IGLL1', 'SLC4A9', 'LOC100132831', 'LRRC74A', 'OR10AD1', 'OR4D10', 'CALHM3', 'GH2', 'TDRG1', 'HPVC1', 'TMPRSS11B', 'HBM', 'SLC39A12', 'SLC22A12', 'IFNL1', 'RAPGEF4-AS1', 'ANKRD34C', 'ART1', 'GABRB1', 'OR2A12', 'DNAJC25-GNG10', 'LINC00710', 'ASB10', 'OR2A2', 'ZFAT-AS1', 'LINC00691', 'SH2D7', 'LINC01591', 'LINC00452', 'SCGB3A2', 'FAM47C', 'CSNK1A1P1', 'PRR32', 'SNORA72', 'GPR139', 'NEUROD6', 'KRTAP6-2', 'OR5B17', 'PDX1', 'ADRB3', 'GBA3', 'MTNR1A', 'GPR50', 'SPRR1B', 'MUC13', 'GPR61', 'KRTAP12-1', 'GSC2', 'GPRC6A', 'ANKRD20A20P', 'TRPM3', 'FERD3L', 'VIL1', 'CST9L', 'APOA5', 'NEUROG1', 'B4GALNT2', 'SNORA27', 'LHFPL4', 'C11ORF87', 'PRAMEF16', 'OR51L1', 'NKX6-2', 'SNORA2B', 'PRDM9', 'BANF2', 'PRSS1', 'PRSS57', 'OR51T1', 'VWA5B1', 'ZSCAN10', 'TKTL1', 'VSTM5', 'OTOP1', 'PRSS48', 'PAEP', 'SERPINB11', 'LINC00336', 'SPINK14', 'SNORA16A', 'RAET1L', 'SST', 'SSX2', 'CDHR5', 'NPSR1-AS1', 'C4ORF50', 'FOXG1', 'B3GALT1', 'TMEM252', 'PSAPL1', 'GOLGA2P6', 'PACRG-AS1', 'INS-IGF2', 'ZG16', 'MT1B', 'BET1P1', 'ITPK1-AS1', 'HYMAI', 'NHLH2', 'FAM71E2', 'FEZF1', 'OR52K2', 'NPY', 'MEP1A', 'OR2T2', 'SYT14P1', 'ADGRE3', 'OR3A2', 'SCARNA8', 'TRIM49', 'TRIM49D2', 'CLLU1', 'MAGEA11', 'OR2K2', 'BAGE', 'C9ORF171', 'NPSR1', 'CLEC4M', 'GJB4', 'ACTL7B', 'LINC00244', 'CPN1', 'OTC', 'CTRB2', 'FRMPD2', 'C1ORF158', 'SPINT3', 'GCGR', 'OR4D1', 'SNORA67', 'GCKR', 'C17ORF78', 'SNORA38', 'NPPC', 'MBL2', 'KLK13', 'KRTAP3-2', 'TAS2R42', 'CCER1', 'RNF222', 'SLCO1A2', 'DACH2', 'IFNL2', 'CACNG3', 'PASD1', 'LOC100130264', 'IL13', 'FER1L6', 'DMRTC2', 'CYP1A2', 'OPRM1', 'OR12D3', 'FAM9B', 'FRG2DP', 'CMTM5', 'TNP2', 'TP53TG5', 'LINC00964', 'CHRNA9', 'MAS1L', 'CCDC54', 'F2', 'C12ORF56', 'CLRN1', 'S100A12', 'OR5M1', 'CYP2A7', 'OR5K1', 'POU4F1', 'ATOH7', 'VCX3A', 'MYADML', 'SLITRK1', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.043501333030021794
		RMSE:  0.4597988418920562
		NRMSE:  0.11050200478059512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10290984727382035
		RMSE:  0.4520547550562478
		NRMSE:  0.16857084713604026
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45011280589110314
		NRMSE:  0.10817419031269002
		MAPE:  382.8265287953516
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010546813555600831
		RMSE:  0.4327123127899972
		NRMSE:  0.16135806629028604
		MAPE:  261.16646791413905

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.832002186906911e-15
		NRMSE:  4.4027930471206706e-16
		MAPE:  6.545408443832372e-12
		Pearson Correlation:  0.16545161345120193
		Spearman Correlation:  0.08004837965560668
		Coefficient of Determination:  -1.0673370606097579
		RMSE:  0.6189088313450309
		NRMSE:  0.2307905952384619
		MAPE:  915.3536634574035

	Predictor:  ElasticNet
		Pearson Correlation:  0.8748082779178036
		Spearman Correlation:  0.800564542842555
		Coefficient of Determination:  0.7240062754665688
		RMSE:  0.236467234678122
		NRMSE:  0.056829424339851484
		MAPE:  476.4810015979293
		Pearson Correlation:  0.3721620933199065
		Spearman Correlation:  0.3661915983989826
		Coefficient of Determination:  0.12479197740589232
		RMSE:  0.40269541019148625
		NRMSE:  0.15016478794770693
		MAPE:  453.65213563624394

	Predictor:  RandomForests
		Pearson Correlation:  0.6644503413671478
		Spearman Correlation:  0.544360907093898
		Coefficient of Determination:  0.37944533660549906
		RMSE:  0.35457767729180817
		NRMSE:  0.08521453431670468
		MAPE:  500.36145296381795
		Pearson Correlation:  0.44740685341985637
		Spearman Correlation:  0.38969409967952806
		Coefficient of Determination:  0.18500512890703014
		RMSE:  0.3885961311948405
		NRMSE:  0.1449071783818564
		MAPE:  369.7703007666136

Protein:  CTNNB1
x_train_column_count:  1053
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'OR2W1', 'GABRA4', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'LCE5A', 'RAG2', 'CTSL3P', 'OR8K3', 'SNORA36B', 'MS4A5', 'PRSS54', 'SNAR-G1', 'FGF6', 'BTBD17', 'LCE2D', 'OR9K2', 'FGF22', 'DEFB127', 'SMCP', 'MRGPRG-AS1', 'OR52A1', 'MROH5', 'FAM150A', 'SNORA36A', 'REXO1L6P', 'FAM92A1P2', 'ST8SIA3', 'CHAT', 'LHX3', 'HNF1B', 'CTXN3', 'HYALP1', 'CT47A2', 'HES3', 'SLC18A3', 'AMBN', 'FAM41AY1', 'SNAR-I', 'DEFB113', 'OR8I2', 'TBC1D21', 'SNAR-E', 'C11ORF40', 'SNORA58', 'FLG2', 'OC90', 'OR51A2', 'SSX6', 'GJA10', 'SEC14L3', 'NR0B1', 'CSN2', 'OR2T34', 'CFHR2', 'SMR3B', 'DEFB119', 'SNORD8', 'OR4M2', 'HHLA1', 'OLIG3', 'SPATA31A3', 'OR10T2', 'LOC727924', 'BARHL1', 'LINC01548', 'ATP4B', 'LELP1', 'C17ORF102', 'SPRR2G', 'SNAR-A13', 'LCE1F', 'SPAM1', 'TTTY21', 'CABP5', 'LRTM1', 'GYPA', 'LCE2A', 'SNORA5B', 'CHODL-AS1', 'C3ORF79', 'FAM25BP', 'CLCA1', 'GLYATL3', 'IGF2BP2-AS1', 'KRTAP4-11', 'SLC28A2', 'LINC00305', 'TYR', 'CELA2B', 'KLHL40', 'CLC', 'PROL1', 'CCL15-CCL14', 'GLYCAM1', 'ZNF536', 'DEFB109P1', 'FXYD4', 'OR8U1', 'PSMB11', 'CSH2', 'IL37', 'CA5A', 'OR2B3', 'SPANXN4', 'SOX1', 'ZNF804B', 'CELA2A', 'FAM153C', 'OR8D4', 'SPANXN1', 'OR2T12', 'CT47A11', 'OR13C9', 'FNDC7', 'OR7C2', 'C22ORF42', 'OR5K3', 'OR6C76', 'GLRA4', 'C12ORF40', 'CNTNAP5', 'PAQR9', 'APOA2', 'OR2AE1', 'OR8H1', 'GAGE2C', 'TMEM179', 'IFNA14', 'PGM5-AS1', 'HAO2', 'IQCF2', 'DMBT1P1', 'OR2M2', 'PPBPP1', 'SPIC', 'TSPYL6', 'CD300LD', 'TEX33', 'OR6C4', 'OLIG2', 'AHSP', 'IFNA21', 'LOC440040', 'SNORD115-7', 'DEFB128', 'SLC6A19', 'OR4S2', 'CST13P', 'GABRA6', 'LINC00314', 'DUSP21', 'TEX36-AS1', 'OR2C3', 'ZPBP', 'KRTAP1-3', 'FGF4', 'CD5L', 'CDKL4', 'NPHS2', 'CABS1', 'LOC100129935', 'PSG8', 'OR52A4P', 'LYPD8', 'HTR3B', 'KRTDAP', 'C4ORF51', 'OR4B1', 'RNASE8', 'HFE2', 'GNAT1', 'MOS', 'OR52N5', 'IQCF6', 'DNAJC5G', 'DDI1', 'OR6B1', 'TMEM196', 'ZNF735', 'PLCZ1', 'TTTY2', 'C17ORF64', 'GOLGA8EP', 'SPRR4', 'SCARNA22', 'PLSCR5', 'ARL5C', 'PRB1', 'GOT1L1', 'SOST', 'KRT2', 'KRTAP4-5', 'FAM24A', 'OR6C2', 'PABPC1L2A', 'OR4A16', 'OR52A5', 'MS4A10', 'DNMT3L', 'MORC1', 'VRTN', 'TSPY2', 'NPBWR2', 'TSPY1', 'VSTM2B', 'ARG1', 'PWRN2', 'LILRP2', 'KRTAP21-2', 'OR14C36', 'TAGLN3', 'LRRC7', 'TEX13B', 'LY6G6D', 'OR5H1', 'SLC25A3P1', 'LINC01020', 'OR1B1', 'GJD2', 'LGALS14', 'GABRA1', 'OR2T29', 'BSX', 'PRAMEF5', 'CFC1B', 'TMIGD1', 'ACSM2A', 'KRTAP12-3', 'URAD', 'SYCP1', 'NCOR1P1', 'SNORD116-19', 'SNORA69', 'FAM183CP', 'SNORA28', 'GHSR', 'CCDC38', 'MRGPRX1', 'OR1M1', 'ZAR1L', 'OR6S1', 'H1FNT', 'OR4D11', 'HAND1', 'LINC00200', 'OR52B4', 'OR4F15', 'OR8J3', 'HTR5A', 'DAZL', 'RAB9BP1', 'SNORA32', 'C10ORF53', 'KRTAP19-8', 'IFNA16', 'OR2L2', 'TGIF2LX', 'F13B', 'FAM71A', 'OR11L1', 'OR9A2', 'OR8B3', 'TXLNGY', 'ZCCHC13', 'HBG1', 'OR2M3', 'GUCA2B', 'CLEC6A', 'NXF2B', 'OR10V1', 'OR10A5', 'SNORA51', 'OTX2', 'GRIN2B', 'TMPRSS11F', 'WFDC5', 'IL31', 'OR8S1', 'FGF23', 'OR5H14', 'HMHB1', 'PSG7', 'C18ORF42', 'LINC00895', 'MS4A6E', 'PPY', 'GOLGA6D', 'SCGB1C1', 'NOX3', 'KRTAP10-12', 'OR1N1', 'ASB17', 'ADAM18', 'ITLN2', 'RPL13AP17', 'OR1S2', 'KRTAP10-11', 'VWC2L', 'OR2G2', 'OR8G5', 'TAAR9', 'BRDTP1', 'PLG', 'SSX5', 'LEUTX', 'OR4D9', 'PWAR4', 'CRYAA', 'MAGEA10', 'TTTY14', 'TPD52L3', 'HIST1H4F', 'LINC01205', 'GDNF', 'SNORA34', 'CAPZA3', 'POTED', 'GPR52', 'MMP23A', 'LINC00636', 'ARSF', 'TCP10L2', 'SNORD89', 'XAGE5', 'C2ORF83', 'KRTAP12-2', 'COL6A4P1', 'TSGA13', 'LOC391343', 'ALOX12B', 'BTNL3', 'LOC391003', 'CYP11B2', 'CFHR4', 'SNORA70B', 'SFTA3', 'FAM27B', 'FMR1NB', 'HBD', 'RSPH6A', 'OR5T2', 'ANKUB1', 'OR4S1', 'BPIFA3', 'TRIM51', 'CYP2W1', 'OR9G4', 'CASC8', 'OPN1MW', 'SLC38A8', 'SSX8', 'ACTR3BP2', 'PROKR1', 'FOXN3-AS2', 'ARR3', 'OR56A1', 'ACTRT2', 'INSM2', 'P2RX3', 'ARHGAP36', 'HNRNPCL1', 'TBC1D28', 'DMRT1', 'SDR16C6P', 'LINC00469', 'TAS2R60', 'STATH', 'KHDC1L', 'LINC00111', 'SLC13A1', 'ANKRD18DP', 'PF4', 'POTEH', 'C11ORF94', 'RESP18', 'EDDM3A', 'RTP2', 'DAOA', 'ASB18', 'C20ORF173', 'TKTL2', 'ADGRG7', 'OR4C16', 'DEFB126', 'DEFB129', 'GAGE1', 'OR4F5', 'ZIM3', 'IFITM5', 'OR6Y1', 'OR7A17', 'LINC00114', 'SPACA7', 'DUXA', 'OR6B3', 'DEFB104A', 'LHX9', 'SOX3', 'YWHAEP7', 'OR8H2', 'LGI3', 'FAM169B', 'PRAMEF20', 'CTRB1', 'LINC01566', 'KRTAP19-2', 'RGS8', 'MYBPHL', 'KRTAP6-1', 'KRTAP25-1', 'TRPV5', 'LINC00523', 'WFDC8', 'TCP10', 'GAGE2D', 'KCNQ1DN', 'TAS2R13', 'CPLX4', 'OR52H1', 'CLRN2', 'TMEM72', 'HSFY2', 'OR2T35', 'SFTPC', 'OR4K17', 'KRTAP13-1', 'SPANXA2', 'CCKAR', 'MYF5', 'TMEM202', 'GABRG3', 'AVPR1B', 'OR4K2', 'FCAMR', 'ASAP1-IT1', 'INS', 'CGB5', 'MMD2', 'CNTNAP4', 'LCNL1', 'FDCSP', 'KLK9', 'OLFM3', 'GH1', 'MAGEB6', 'CCDC166', 'LINC01101', 'SPDYC', 'MBD3L5', 'CRNN', 'LINC00113', 'CRLF2', 'NEU2', 'BEND2', 'HPD', 'OR8G2', 'OR14I1', 'SVOP', 'FAM71C', 'OLIG1', 'YIPF7', 'TPTE', 'IQCJ', 'OTOL1', 'IZUMO1R', 'LIPN', 'PRDM14', 'CYLC2', 'OR10H2', 'FAM27L', 'LRRTM1', 'OLAH', 'PRKAG3', 'HOXC12', 'PSG11', 'LOC285847', 'TARM1', 'DNTT', 'XAGE3', 'ALPPL2', 'FTMT', 'TCEB3C', 'FRMPD4', 'RHAG', 'SNORD115-26', 'GUCY2EP', 'KRTAP10-7', 'NANOS2', 'KRTAP10-1', 'SCN1A', 'KRT85', 'DEFB110', 'DAW1', 'OR4D6', 'LPO', 'BARHL2', 'OPRD1', 'DISC2', 'OR5H6', 'ABRA', 'OR5M10', 'IL17F', 'UGT2A3', 'C9ORF135', 'XKR7', 'PYDC2', 'UCMA', 'NKX1-2', 'LOC646813', 'OR1L1', 'TFF2', 'F11', 'OR6B2', 'SNORA59B', 'LCE1D', 'C20ORF166-AS1', 'PISRT1', 'TTTY15', 'C1ORF146', 'LCN9', 'TBC1D3P2', 'SNORA16B', 'FBXW12', 'MYBPC2', 'TMEM207', 'EPS8L3', 'SPATA19', 'SLC2A2', 'TTTY9B', 'TTTY8', 'ANXA8L1', 'SBSN', 'ADAM29', 'REG4', 'CHIAP2', 'ANP32D', 'GRK1', 'SPACA3', 'IGLL3P', 'CXADRP2', 'CETN1', 'IL26', 'CGB8', 'OR2M7', 'HBG2', 'FRMPD2B', 'CPLX3', 'OR4C12', 'ZNF679', 'SULT1C3', 'IVL', 'GUCY2F', 'GAGE2B', 'KRTAP21-1', 'SNORD94', 'PCGEM1', 'LMNTD1', 'MAGEA1', 'UGT1A5', 'DEFB134', 'CALR3', 'PSKH2', 'SNCB', 'FKBP6', 'PRAMEF1', 'MOGAT3', 'CYP7A1', 'POM121L2', 'CNGB1', 'GBX2', 'OR1E2', 'OR51I2', 'NYX', 'HAO1', 'LYZL1', 'OR51G2', 'NKX2-1', 'OR52E8', 'ZNF705A', 'OR5M8', 'LOC729609', 'OR6K6', 'GOLGA6L1', 'LINC00032', 'SATB2-AS1', 'ALX4', 'CCL24', 'FAM74A3', 'LINC00923', 'KCNK4', 'SNORA1', 'SNAR-F', 'SNORA84', 'TMEM88B', 'HTR3E', 'SLITRK3', 'SYCN', 'SLC25A31', 'KRTAP19-6', 'LINC00608', 'IFNA13', 'TSKS', 'SRY', 'TRHR', 'RPL3L', 'MAP3K15', 'BMP15', 'CRYGB', 'KGFLP1', 'ALLC', 'C10ORF120', 'DMRTB1', 'KRTAP2-1', 'NTS', 'INSC', 'DPPA2', 'RAX2', 'MUSK', 'CLRN1-AS1', 'TRIML1', 'TFAMP1', 'DKFZP434K028', 'FFAR1', 'KCNIP4-IT1', 'PROKR2', 'SLC6A5', 'NLRP13', 'POU6F2', 'FAM138D', 'LOC286238', 'OACYLP', 'CT47B1', 'OR1K1', 'GDPD2', 'DEFB123', 'ADGRD2', 'ANGPTL3', 'OR51F2', 'NKX2-3', 'KCNMB2', 'SLC36A3', 'CD200R1L', 'LCN1', 'MGC27382', 'MUC2', 'SPRR2E', 'LINC00520', 'MAGEA9B', 'GAGE12F', 'FOXD4L3', 'KIR3DL3', 'PTX4', 'AKR1C8P', 'CDRT15', 'GCSAML-AS1', 'LINC00575', 'IFNA7', 'LINC00479', 'HGC6.3', 'OR6A2', 'SLC10A1', 'CTRC', 'LINC00202-2', 'OR13C3', 'LINC01565', 'KRT25', 'ARL13A', 'KRTAP19-3', 'PAPOLB', 'MTVR2', 'SLC9C1', 'ADGRG4', 'IL36RN', 'LRRC30', 'KRTAP9-2', 'USP26', 'C12ORF50', 'KRT71', 'TRIM48', 'LHCGR', 'FAM71B', 'USP17L6P', 'BPIFB4', 'C6ORF10', 'OR7D4', 'LINC00303', 'USH1C', 'OCSTAMP', 'EDDM3B', 'CSN3', 'DAZ1', 'KRTAP10-6', 'OR2M4', 'DMRTC1', 'MAGEA6', 'ODF3', 'TNP1', 'AMER3', 'HULC', 'OR10W1', 'OR12D2', 'FOXR1', 'OR7G3', 'SLC17A6', 'PRB4', 'LINC01312', 'RPS4Y2', 'LINC00410', 'GUCA1C', 'KRTAP1-1', 'NKAIN3', 'NEUROD1', 'AQP2', 'XIRP2', 'CER1', 'SPOCK3', 'ACSM4', 'FAM170B', 'SPZ1', 'OR5M3', 'GKN2', 'KRTAP4-3', 'KRTAP1-5', 'FAM224B', 'ACSM2B', 'CRYGC', 'BTF3P11', 'OVCH1', 'BCYRN1', 'POTEG', 'BTN1A1', 'OR51B5', 'CHRNB3', 'GNAT3', 'FAM205A', 'LOC647859', 'HTR1A', 'PTH2', 'CALCB', 'SLC5A8', 'SLC5A7', 'OR1L4', 'LINC00304', 'TDH', 'HBE1', 'DMP1', 'MAGEB3', 'CNTN5', 'FAM19A1', 'OR2T10', 'FAM19A4', 'OR2AG1', 'FBXO47', 'HCRTR1', 'SHH', 'KCNG4', 'PRAC1', 'OR51M1', 'NLRP8', 'SHD', 'BPIFB3', 'SPANXN3', 'AHSG', 'OR13H1', 'SSX9', 'SERPINB12', 'LOC284798', 'LINC00671', 'NUTM1', 'KRT83', 'RFX6', 'SCTR', 'NCAN', 'LINC01142', 'OR7G2', 'AATK-AS1', 'H3F3AP5', 'SLC22A10', 'KRTAP11-1', 'FAM138B', 'C2ORF27B', 'GPHA2', 'DSCR10', 'CRISP2', 'UROC1', 'PPP1R2P9', 'DCT', 'PRL', 'POU4F2', 'HTR2C', 'NYAP2', 'SNORA76C', 'AVP', 'OR2G6', 'PTCHD3', 'AADACL3', 'TMEM14E', 'CLEC4G', 'HIST1H3A', 'PCP4', 'PPY2P', 'UGT1A4', 'GPR22', 'OR5H2', 'AIRE', 'KLRC4', 'OR2L8', 'AKR1D1', 'KCNJ16', 'TRIM75P', 'TRIM55', 'ARL14', 'CPA2', 'NF1P2', 'ISL1', 'ASB15', 'SPATA22', 'SPATA3', 'SSTR3', 'HIST2H2AB', 'OR2A14', 'LINC00207', 'IFNW1', 'SPATA45', 'CNGA2', 'POU4F3', 'SLC22A13', 'C16ORF90', 'GFI1B', 'APCS', 'C6ORF118', 'LOC145845', 'SNORA71B', 'SNORA62', 'PPAN-P2RY11', 'PCDH8', 'SNORA80E', 'FOXE3', 'NXPE1', 'UGT2B10', 'DEFB131', 'CACNG7', 'PRO0611', 'DEFB118', 'PCSK2', 'USP50', 'FAM170A', 'GNAS-AS1', 'LOC392196', 'ZFY', 'LOC400794', 'C1ORF140', 'CT47A6', 'MYH16', 'MIR1-1HG', 'C1ORF94', 'CGB2', 'CT47A7', 'MYL2', 'TMEM132D', 'CA4', 'MAGEA12', 'IGLL1', 'SLC4A9', 'LOC100132831', 'LRRC74A', 'OR10AD1', 'OR4D10', 'CALHM3', 'GH2', 'TDRG1', 'HPVC1', 'TMPRSS11B', 'HBM', 'SLC39A12', 'SLC22A12', 'IFNL1', 'RAPGEF4-AS1', 'ANKRD34C', 'ART1', 'GABRB1', 'OR2A12', 'DNAJC25-GNG10', 'LINC00710', 'ASB10', 'OR2A2', 'ZFAT-AS1', 'LINC00691', 'SH2D7', 'LINC01591', 'LINC00452', 'SCGB3A2', 'FAM47C', 'CSNK1A1P1', 'PRR32', 'SNORA72', 'GPR139', 'NEUROD6', 'KRTAP6-2', 'OR5B17', 'PDX1', 'ADRB3', 'GBA3', 'MTNR1A', 'GPR50', 'SPRR1B', 'MUC13', 'GPR61', 'KRTAP12-1', 'GSC2', 'GPRC6A', 'ANKRD20A20P', 'TRPM3', 'FERD3L', 'VIL1', 'CST9L', 'APOA5', 'NEUROG1', 'B4GALNT2', 'SNORA27', 'LHFPL4', 'C11ORF87', 'PRAMEF16', 'OR51L1', 'NKX6-2', 'SNORA2B', 'PRDM9', 'BANF2', 'PRSS1', 'PRSS57', 'OR51T1', 'VWA5B1', 'ZSCAN10', 'TKTL1', 'VSTM5', 'OTOP1', 'PRSS48', 'PAEP', 'SERPINB11', 'LINC00336', 'SPINK14', 'SNORA16A', 'RAET1L', 'SST', 'SSX2', 'CDHR5', 'NPSR1-AS1', 'C4ORF50', 'FOXG1', 'B3GALT1', 'TMEM252', 'PSAPL1', 'GOLGA2P6', 'PACRG-AS1', 'INS-IGF2', 'ZG16', 'MT1B', 'BET1P1', 'ITPK1-AS1', 'HYMAI', 'NHLH2', 'FAM71E2', 'FEZF1', 'OR52K2', 'NPY', 'MEP1A', 'OR2T2', 'SYT14P1', 'ADGRE3', 'OR3A2', 'SCARNA8', 'TRIM49', 'TRIM49D2', 'CLLU1', 'MAGEA11', 'OR2K2', 'BAGE', 'C9ORF171', 'NPSR1', 'CLEC4M', 'GJB4', 'ACTL7B', 'LINC00244', 'CPN1', 'OTC', 'CTRB2', 'FRMPD2', 'C1ORF158', 'SPINT3', 'GCGR', 'OR4D1', 'SNORA67', 'GCKR', 'C17ORF78', 'SNORA38', 'NPPC', 'MBL2', 'KLK13', 'KRTAP3-2', 'TAS2R42', 'CCER1', 'RNF222', 'SLCO1A2', 'DACH2', 'IFNL2', 'CACNG3', 'PASD1', 'LOC100130264', 'IL13', 'FER1L6', 'DMRTC2', 'CYP1A2', 'OPRM1', 'OR12D3', 'FAM9B', 'FRG2DP', 'CMTM5', 'TNP2', 'TP53TG5', 'LINC00964', 'CHRNA9', 'MAS1L', 'CCDC54', 'F2', 'C12ORF56', 'CLRN1', 'S100A12', 'OR5M1', 'CYP2A7', 'OR5K1', 'POU4F1', 'ATOH7', 'VCX3A', 'MYADML', 'SLITRK1', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.43619721536848943
		RMSE:  0.9218173342266688
		NRMSE:  0.18131733560713392
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5414936126562622
		RMSE:  0.7610450185362576
		NRMSE:  0.2487969592128731
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999997
		Spearman Correlation:  0.9999999807346924
		Coefficient of Determination:  1.0
		RMSE:  3.1665789513353546e-15
		NRMSE:  6.228518787048298e-16
		MAPE:  1.543068252145602e-12
		Pearson Correlation:  0.010844019549723265
		Spearman Correlation:  0.07807329268444745
		Coefficient of Determination:  -2.6945073792858176
		RMSE:  1.178196564417447
		NRMSE:  0.3851700168091297
		MAPE:  1125.8371604803115

	Predictor:  ElasticNet
		Pearson Correlation:  0.8957886847281182
		Spearman Correlation:  0.8947538178830453
		Coefficient of Determination:  0.7615890190100636
		RMSE:  0.37557870288423373
		NRMSE:  0.07387464651538823
		MAPE:  136.5525925596509
		Pearson Correlation:  0.0625878442380667
		Spearman Correlation:  0.14242322223469123
		Coefficient of Determination:  -0.23192274988770567
		RMSE:  0.6803481693481469
		NRMSE:  0.22241595650336618
		MAPE:  827.9910211886247

	Predictor:  RandomForests
		Pearson Correlation:  0.607194432048588
		Spearman Correlation:  0.5963183033428682
		Coefficient of Determination:  0.24953568153897454
		RMSE:  0.66635069405492
		NRMSE:  0.1310681931657986
		MAPE:  334.7958998767034
		Pearson Correlation:  0.03724568992909676
		Spearman Correlation:  0.018905472636815922
		Coefficient of Determination:  -0.06457394119555171
		RMSE:  0.6324517497858498
		NRMSE:  0.2067579030977965
		MAPE:  1111.1968978550617

Protein:  CCNE1
x_train_column_count:  1053
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'OR2W1', 'GABRA4', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'LCE5A', 'RAG2', 'CTSL3P', 'OR8K3', 'SNORA36B', 'MS4A5', 'PRSS54', 'SNAR-G1', 'FGF6', 'BTBD17', 'LCE2D', 'OR9K2', 'FGF22', 'DEFB127', 'SMCP', 'MRGPRG-AS1', 'OR52A1', 'MROH5', 'FAM150A', 'SNORA36A', 'REXO1L6P', 'FAM92A1P2', 'ST8SIA3', 'CHAT', 'LHX3', 'HNF1B', 'CTXN3', 'HYALP1', 'CT47A2', 'HES3', 'SLC18A3', 'AMBN', 'FAM41AY1', 'SNAR-I', 'DEFB113', 'OR8I2', 'TBC1D21', 'SNAR-E', 'C11ORF40', 'SNORA58', 'FLG2', 'OC90', 'OR51A2', 'SSX6', 'GJA10', 'SEC14L3', 'NR0B1', 'CSN2', 'OR2T34', 'CFHR2', 'SMR3B', 'DEFB119', 'SNORD8', 'OR4M2', 'HHLA1', 'OLIG3', 'SPATA31A3', 'OR10T2', 'LOC727924', 'BARHL1', 'LINC01548', 'ATP4B', 'LELP1', 'C17ORF102', 'SPRR2G', 'SNAR-A13', 'LCE1F', 'SPAM1', 'TTTY21', 'CABP5', 'LRTM1', 'GYPA', 'LCE2A', 'SNORA5B', 'CHODL-AS1', 'C3ORF79', 'FAM25BP', 'CLCA1', 'GLYATL3', 'IGF2BP2-AS1', 'KRTAP4-11', 'SLC28A2', 'LINC00305', 'TYR', 'CELA2B', 'KLHL40', 'CLC', 'PROL1', 'CCL15-CCL14', 'GLYCAM1', 'ZNF536', 'DEFB109P1', 'FXYD4', 'OR8U1', 'PSMB11', 'CSH2', 'IL37', 'CA5A', 'OR2B3', 'SPANXN4', 'SOX1', 'ZNF804B', 'CELA2A', 'FAM153C', 'OR8D4', 'SPANXN1', 'OR2T12', 'CT47A11', 'OR13C9', 'FNDC7', 'OR7C2', 'C22ORF42', 'OR5K3', 'OR6C76', 'GLRA4', 'C12ORF40', 'CNTNAP5', 'PAQR9', 'APOA2', 'OR2AE1', 'OR8H1', 'GAGE2C', 'TMEM179', 'IFNA14', 'PGM5-AS1', 'HAO2', 'IQCF2', 'DMBT1P1', 'OR2M2', 'PPBPP1', 'SPIC', 'TSPYL6', 'CD300LD', 'TEX33', 'OR6C4', 'OLIG2', 'AHSP', 'IFNA21', 'LOC440040', 'SNORD115-7', 'DEFB128', 'SLC6A19', 'OR4S2', 'CST13P', 'GABRA6', 'LINC00314', 'DUSP21', 'TEX36-AS1', 'OR2C3', 'ZPBP', 'KRTAP1-3', 'FGF4', 'CD5L', 'CDKL4', 'NPHS2', 'CABS1', 'LOC100129935', 'PSG8', 'OR52A4P', 'LYPD8', 'HTR3B', 'KRTDAP', 'C4ORF51', 'OR4B1', 'RNASE8', 'HFE2', 'GNAT1', 'MOS', 'OR52N5', 'IQCF6', 'DNAJC5G', 'DDI1', 'OR6B1', 'TMEM196', 'ZNF735', 'PLCZ1', 'TTTY2', 'C17ORF64', 'GOLGA8EP', 'SPRR4', 'SCARNA22', 'PLSCR5', 'ARL5C', 'PRB1', 'GOT1L1', 'SOST', 'KRT2', 'KRTAP4-5', 'FAM24A', 'OR6C2', 'PABPC1L2A', 'OR4A16', 'OR52A5', 'MS4A10', 'DNMT3L', 'MORC1', 'VRTN', 'TSPY2', 'NPBWR2', 'TSPY1', 'VSTM2B', 'ARG1', 'PWRN2', 'LILRP2', 'KRTAP21-2', 'OR14C36', 'TAGLN3', 'LRRC7', 'TEX13B', 'LY6G6D', 'OR5H1', 'SLC25A3P1', 'LINC01020', 'OR1B1', 'GJD2', 'LGALS14', 'GABRA1', 'OR2T29', 'BSX', 'PRAMEF5', 'CFC1B', 'TMIGD1', 'ACSM2A', 'KRTAP12-3', 'URAD', 'SYCP1', 'NCOR1P1', 'SNORD116-19', 'SNORA69', 'FAM183CP', 'SNORA28', 'GHSR', 'CCDC38', 'MRGPRX1', 'OR1M1', 'ZAR1L', 'OR6S1', 'H1FNT', 'OR4D11', 'HAND1', 'LINC00200', 'OR52B4', 'OR4F15', 'OR8J3', 'HTR5A', 'DAZL', 'RAB9BP1', 'SNORA32', 'C10ORF53', 'KRTAP19-8', 'IFNA16', 'OR2L2', 'TGIF2LX', 'F13B', 'FAM71A', 'OR11L1', 'OR9A2', 'OR8B3', 'TXLNGY', 'ZCCHC13', 'HBG1', 'OR2M3', 'GUCA2B', 'CLEC6A', 'NXF2B', 'OR10V1', 'OR10A5', 'SNORA51', 'OTX2', 'GRIN2B', 'TMPRSS11F', 'WFDC5', 'IL31', 'OR8S1', 'FGF23', 'OR5H14', 'HMHB1', 'PSG7', 'C18ORF42', 'LINC00895', 'MS4A6E', 'PPY', 'GOLGA6D', 'SCGB1C1', 'NOX3', 'KRTAP10-12', 'OR1N1', 'ASB17', 'ADAM18', 'ITLN2', 'RPL13AP17', 'OR1S2', 'KRTAP10-11', 'VWC2L', 'OR2G2', 'OR8G5', 'TAAR9', 'BRDTP1', 'PLG', 'SSX5', 'LEUTX', 'OR4D9', 'PWAR4', 'CRYAA', 'MAGEA10', 'TTTY14', 'TPD52L3', 'HIST1H4F', 'LINC01205', 'GDNF', 'SNORA34', 'CAPZA3', 'POTED', 'GPR52', 'MMP23A', 'LINC00636', 'ARSF', 'TCP10L2', 'SNORD89', 'XAGE5', 'C2ORF83', 'KRTAP12-2', 'COL6A4P1', 'TSGA13', 'LOC391343', 'ALOX12B', 'BTNL3', 'LOC391003', 'CYP11B2', 'CFHR4', 'SNORA70B', 'SFTA3', 'FAM27B', 'FMR1NB', 'HBD', 'RSPH6A', 'OR5T2', 'ANKUB1', 'OR4S1', 'BPIFA3', 'TRIM51', 'CYP2W1', 'OR9G4', 'CASC8', 'OPN1MW', 'SLC38A8', 'SSX8', 'ACTR3BP2', 'PROKR1', 'FOXN3-AS2', 'ARR3', 'OR56A1', 'ACTRT2', 'INSM2', 'P2RX3', 'ARHGAP36', 'HNRNPCL1', 'TBC1D28', 'DMRT1', 'SDR16C6P', 'LINC00469', 'TAS2R60', 'STATH', 'KHDC1L', 'LINC00111', 'SLC13A1', 'ANKRD18DP', 'PF4', 'POTEH', 'C11ORF94', 'RESP18', 'EDDM3A', 'RTP2', 'DAOA', 'ASB18', 'C20ORF173', 'TKTL2', 'ADGRG7', 'OR4C16', 'DEFB126', 'DEFB129', 'GAGE1', 'OR4F5', 'ZIM3', 'IFITM5', 'OR6Y1', 'OR7A17', 'LINC00114', 'SPACA7', 'DUXA', 'OR6B3', 'DEFB104A', 'LHX9', 'SOX3', 'YWHAEP7', 'OR8H2', 'LGI3', 'FAM169B', 'PRAMEF20', 'CTRB1', 'LINC01566', 'KRTAP19-2', 'RGS8', 'MYBPHL', 'KRTAP6-1', 'KRTAP25-1', 'TRPV5', 'LINC00523', 'WFDC8', 'TCP10', 'GAGE2D', 'KCNQ1DN', 'TAS2R13', 'CPLX4', 'OR52H1', 'CLRN2', 'TMEM72', 'HSFY2', 'OR2T35', 'SFTPC', 'OR4K17', 'KRTAP13-1', 'SPANXA2', 'CCKAR', 'MYF5', 'TMEM202', 'GABRG3', 'AVPR1B', 'OR4K2', 'FCAMR', 'ASAP1-IT1', 'INS', 'CGB5', 'MMD2', 'CNTNAP4', 'LCNL1', 'FDCSP', 'KLK9', 'OLFM3', 'GH1', 'MAGEB6', 'CCDC166', 'LINC01101', 'SPDYC', 'MBD3L5', 'CRNN', 'LINC00113', 'CRLF2', 'NEU2', 'BEND2', 'HPD', 'OR8G2', 'OR14I1', 'SVOP', 'FAM71C', 'OLIG1', 'YIPF7', 'TPTE', 'IQCJ', 'OTOL1', 'IZUMO1R', 'LIPN', 'PRDM14', 'CYLC2', 'OR10H2', 'FAM27L', 'LRRTM1', 'OLAH', 'PRKAG3', 'HOXC12', 'PSG11', 'LOC285847', 'TARM1', 'DNTT', 'XAGE3', 'ALPPL2', 'FTMT', 'TCEB3C', 'FRMPD4', 'RHAG', 'SNORD115-26', 'GUCY2EP', 'KRTAP10-7', 'NANOS2', 'KRTAP10-1', 'SCN1A', 'KRT85', 'DEFB110', 'DAW1', 'OR4D6', 'LPO', 'BARHL2', 'OPRD1', 'DISC2', 'OR5H6', 'ABRA', 'OR5M10', 'IL17F', 'UGT2A3', 'C9ORF135', 'XKR7', 'PYDC2', 'UCMA', 'NKX1-2', 'LOC646813', 'OR1L1', 'TFF2', 'F11', 'OR6B2', 'SNORA59B', 'LCE1D', 'C20ORF166-AS1', 'PISRT1', 'TTTY15', 'C1ORF146', 'LCN9', 'TBC1D3P2', 'SNORA16B', 'FBXW12', 'MYBPC2', 'TMEM207', 'EPS8L3', 'SPATA19', 'SLC2A2', 'TTTY9B', 'TTTY8', 'ANXA8L1', 'SBSN', 'ADAM29', 'REG4', 'CHIAP2', 'ANP32D', 'GRK1', 'SPACA3', 'IGLL3P', 'CXADRP2', 'CETN1', 'IL26', 'CGB8', 'OR2M7', 'HBG2', 'FRMPD2B', 'CPLX3', 'OR4C12', 'ZNF679', 'SULT1C3', 'IVL', 'GUCY2F', 'GAGE2B', 'KRTAP21-1', 'SNORD94', 'PCGEM1', 'LMNTD1', 'MAGEA1', 'UGT1A5', 'DEFB134', 'CALR3', 'PSKH2', 'SNCB', 'FKBP6', 'PRAMEF1', 'MOGAT3', 'CYP7A1', 'POM121L2', 'CNGB1', 'GBX2', 'OR1E2', 'OR51I2', 'NYX', 'HAO1', 'LYZL1', 'OR51G2', 'NKX2-1', 'OR52E8', 'ZNF705A', 'OR5M8', 'LOC729609', 'OR6K6', 'GOLGA6L1', 'LINC00032', 'SATB2-AS1', 'ALX4', 'CCL24', 'FAM74A3', 'LINC00923', 'KCNK4', 'SNORA1', 'SNAR-F', 'SNORA84', 'TMEM88B', 'HTR3E', 'SLITRK3', 'SYCN', 'SLC25A31', 'KRTAP19-6', 'LINC00608', 'IFNA13', 'TSKS', 'SRY', 'TRHR', 'RPL3L', 'MAP3K15', 'BMP15', 'CRYGB', 'KGFLP1', 'ALLC', 'C10ORF120', 'DMRTB1', 'KRTAP2-1', 'NTS', 'INSC', 'DPPA2', 'RAX2', 'MUSK', 'CLRN1-AS1', 'TRIML1', 'TFAMP1', 'DKFZP434K028', 'FFAR1', 'KCNIP4-IT1', 'PROKR2', 'SLC6A5', 'NLRP13', 'POU6F2', 'FAM138D', 'LOC286238', 'OACYLP', 'CT47B1', 'OR1K1', 'GDPD2', 'DEFB123', 'ADGRD2', 'ANGPTL3', 'OR51F2', 'NKX2-3', 'KCNMB2', 'SLC36A3', 'CD200R1L', 'LCN1', 'MGC27382', 'MUC2', 'SPRR2E', 'LINC00520', 'MAGEA9B', 'GAGE12F', 'FOXD4L3', 'KIR3DL3', 'PTX4', 'AKR1C8P', 'CDRT15', 'GCSAML-AS1', 'LINC00575', 'IFNA7', 'LINC00479', 'HGC6.3', 'OR6A2', 'SLC10A1', 'CTRC', 'LINC00202-2', 'OR13C3', 'LINC01565', 'KRT25', 'ARL13A', 'KRTAP19-3', 'PAPOLB', 'MTVR2', 'SLC9C1', 'ADGRG4', 'IL36RN', 'LRRC30', 'KRTAP9-2', 'USP26', 'C12ORF50', 'KRT71', 'TRIM48', 'LHCGR', 'FAM71B', 'USP17L6P', 'BPIFB4', 'C6ORF10', 'OR7D4', 'LINC00303', 'USH1C', 'OCSTAMP', 'EDDM3B', 'CSN3', 'DAZ1', 'KRTAP10-6', 'OR2M4', 'DMRTC1', 'MAGEA6', 'ODF3', 'TNP1', 'AMER3', 'HULC', 'OR10W1', 'OR12D2', 'FOXR1', 'OR7G3', 'SLC17A6', 'PRB4', 'LINC01312', 'RPS4Y2', 'LINC00410', 'GUCA1C', 'KRTAP1-1', 'NKAIN3', 'NEUROD1', 'AQP2', 'XIRP2', 'CER1', 'SPOCK3', 'ACSM4', 'FAM170B', 'SPZ1', 'OR5M3', 'GKN2', 'KRTAP4-3', 'KRTAP1-5', 'FAM224B', 'ACSM2B', 'CRYGC', 'BTF3P11', 'OVCH1', 'BCYRN1', 'POTEG', 'BTN1A1', 'OR51B5', 'CHRNB3', 'GNAT3', 'FAM205A', 'LOC647859', 'HTR1A', 'PTH2', 'CALCB', 'SLC5A8', 'SLC5A7', 'OR1L4', 'LINC00304', 'TDH', 'HBE1', 'DMP1', 'MAGEB3', 'CNTN5', 'FAM19A1', 'OR2T10', 'FAM19A4', 'OR2AG1', 'FBXO47', 'HCRTR1', 'SHH', 'KCNG4', 'PRAC1', 'OR51M1', 'NLRP8', 'SHD', 'BPIFB3', 'SPANXN3', 'AHSG', 'OR13H1', 'SSX9', 'SERPINB12', 'LOC284798', 'LINC00671', 'NUTM1', 'KRT83', 'RFX6', 'SCTR', 'NCAN', 'LINC01142', 'OR7G2', 'AATK-AS1', 'H3F3AP5', 'SLC22A10', 'KRTAP11-1', 'FAM138B', 'C2ORF27B', 'GPHA2', 'DSCR10', 'CRISP2', 'UROC1', 'PPP1R2P9', 'DCT', 'PRL', 'POU4F2', 'HTR2C', 'NYAP2', 'SNORA76C', 'AVP', 'OR2G6', 'PTCHD3', 'AADACL3', 'TMEM14E', 'CLEC4G', 'HIST1H3A', 'PCP4', 'PPY2P', 'UGT1A4', 'GPR22', 'OR5H2', 'AIRE', 'KLRC4', 'OR2L8', 'AKR1D1', 'KCNJ16', 'TRIM75P', 'TRIM55', 'ARL14', 'CPA2', 'NF1P2', 'ISL1', 'ASB15', 'SPATA22', 'SPATA3', 'SSTR3', 'HIST2H2AB', 'OR2A14', 'LINC00207', 'IFNW1', 'SPATA45', 'CNGA2', 'POU4F3', 'SLC22A13', 'C16ORF90', 'GFI1B', 'APCS', 'C6ORF118', 'LOC145845', 'SNORA71B', 'SNORA62', 'PPAN-P2RY11', 'PCDH8', 'SNORA80E', 'FOXE3', 'NXPE1', 'UGT2B10', 'DEFB131', 'CACNG7', 'PRO0611', 'DEFB118', 'PCSK2', 'USP50', 'FAM170A', 'GNAS-AS1', 'LOC392196', 'ZFY', 'LOC400794', 'C1ORF140', 'CT47A6', 'MYH16', 'MIR1-1HG', 'C1ORF94', 'CGB2', 'CT47A7', 'MYL2', 'TMEM132D', 'CA4', 'MAGEA12', 'IGLL1', 'SLC4A9', 'LOC100132831', 'LRRC74A', 'OR10AD1', 'OR4D10', 'CALHM3', 'GH2', 'TDRG1', 'HPVC1', 'TMPRSS11B', 'HBM', 'SLC39A12', 'SLC22A12', 'IFNL1', 'RAPGEF4-AS1', 'ANKRD34C', 'ART1', 'GABRB1', 'OR2A12', 'DNAJC25-GNG10', 'LINC00710', 'ASB10', 'OR2A2', 'ZFAT-AS1', 'LINC00691', 'SH2D7', 'LINC01591', 'LINC00452', 'SCGB3A2', 'FAM47C', 'CSNK1A1P1', 'PRR32', 'SNORA72', 'GPR139', 'NEUROD6', 'KRTAP6-2', 'OR5B17', 'PDX1', 'ADRB3', 'GBA3', 'MTNR1A', 'GPR50', 'SPRR1B', 'MUC13', 'GPR61', 'KRTAP12-1', 'GSC2', 'GPRC6A', 'ANKRD20A20P', 'TRPM3', 'FERD3L', 'VIL1', 'CST9L', 'APOA5', 'NEUROG1', 'B4GALNT2', 'SNORA27', 'LHFPL4', 'C11ORF87', 'PRAMEF16', 'OR51L1', 'NKX6-2', 'SNORA2B', 'PRDM9', 'BANF2', 'PRSS1', 'PRSS57', 'OR51T1', 'VWA5B1', 'ZSCAN10', 'TKTL1', 'VSTM5', 'OTOP1', 'PRSS48', 'PAEP', 'SERPINB11', 'LINC00336', 'SPINK14', 'SNORA16A', 'RAET1L', 'SST', 'SSX2', 'CDHR5', 'NPSR1-AS1', 'C4ORF50', 'FOXG1', 'B3GALT1', 'TMEM252', 'PSAPL1', 'GOLGA2P6', 'PACRG-AS1', 'INS-IGF2', 'ZG16', 'MT1B', 'BET1P1', 'ITPK1-AS1', 'HYMAI', 'NHLH2', 'FAM71E2', 'FEZF1', 'OR52K2', 'NPY', 'MEP1A', 'OR2T2', 'SYT14P1', 'ADGRE3', 'OR3A2', 'SCARNA8', 'TRIM49', 'TRIM49D2', 'CLLU1', 'MAGEA11', 'OR2K2', 'BAGE', 'C9ORF171', 'NPSR1', 'CLEC4M', 'GJB4', 'ACTL7B', 'LINC00244', 'CPN1', 'OTC', 'CTRB2', 'FRMPD2', 'C1ORF158', 'SPINT3', 'GCGR', 'OR4D1', 'SNORA67', 'GCKR', 'C17ORF78', 'SNORA38', 'NPPC', 'MBL2', 'KLK13', 'KRTAP3-2', 'TAS2R42', 'CCER1', 'RNF222', 'SLCO1A2', 'DACH2', 'IFNL2', 'CACNG3', 'PASD1', 'LOC100130264', 'IL13', 'FER1L6', 'DMRTC2', 'CYP1A2', 'OPRM1', 'OR12D3', 'FAM9B', 'FRG2DP', 'CMTM5', 'TNP2', 'TP53TG5', 'LINC00964', 'CHRNA9', 'MAS1L', 'CCDC54', 'F2', 'C12ORF56', 'CLRN1', 'S100A12', 'OR5M1', 'CYP2A7', 'OR5K1', 'POU4F1', 'ATOH7', 'VCX3A', 'MYADML', 'SLITRK1', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.3882525061775621
		RMSE:  0.8073510115699897
		NRMSE:  0.1948381908849554
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.2068608862157744
		RMSE:  0.7484097025916991
		NRMSE:  0.3260050104942715
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5224229806426052
		NRMSE:  0.12607644873967835
		MAPE:  105.82433067667067
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010783677474574871
		RMSE:  0.36685077747270034
		NRMSE:  0.1597990928573857
		MAPE:  133.3645349232411

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  1.5235125300291038e-15
		NRMSE:  3.6766960205350383e-16
		MAPE:  2.7827760098175073e-13
		Pearson Correlation:  0.42553893867441217
		Spearman Correlation:  0.3250589159465829
		Coefficient of Determination:  -0.44867326057512225
		RMSE:  0.43918303516351964
		NRMSE:  0.19130680627412974
		MAPE:  112.37032873788533

	Predictor:  ElasticNet
		Pearson Correlation:  0.9399429468371852
		Spearman Correlation:  0.8328566036762407
		Coefficient of Determination:  0.8686045648217138
		RMSE:  0.18937053734136164
		NRMSE:  0.04570083194762209
		MAPE:  49.50884340319304
		Pearson Correlation:  0.6785657027545545
		Spearman Correlation:  0.5329517824411776
		Coefficient of Determination:  0.4544948283630478
		RMSE:  0.2695006207633549
		NRMSE:  0.11739365804040375
		MAPE:  95.81649142189494

	Predictor:  RandomForests
		Pearson Correlation:  0.8635325227086035
		Spearman Correlation:  0.7283128253148654
		Coefficient of Determination:  0.7420565530830756
		RMSE:  0.2653288790307604
		NRMSE:  0.06403187466051123
		MAPE:  55.989417845245505
		Pearson Correlation:  0.7772130607314441
		Spearman Correlation:  0.6683761359497389
		Coefficient of Determination:  0.5524991392760177
		RMSE:  0.24409409383019257
		NRMSE:  0.10632665149200356
		MAPE:  80.7802139115782

Protein:  CCND1
x_train_column_count:  1053
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'OR2W1', 'GABRA4', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'LCE5A', 'RAG2', 'CTSL3P', 'OR8K3', 'SNORA36B', 'MS4A5', 'PRSS54', 'SNAR-G1', 'FGF6', 'BTBD17', 'LCE2D', 'OR9K2', 'FGF22', 'DEFB127', 'SMCP', 'MRGPRG-AS1', 'OR52A1', 'MROH5', 'FAM150A', 'SNORA36A', 'REXO1L6P', 'FAM92A1P2', 'ST8SIA3', 'CHAT', 'LHX3', 'HNF1B', 'CTXN3', 'HYALP1', 'CT47A2', 'HES3', 'SLC18A3', 'AMBN', 'FAM41AY1', 'SNAR-I', 'DEFB113', 'OR8I2', 'TBC1D21', 'SNAR-E', 'C11ORF40', 'SNORA58', 'FLG2', 'OC90', 'OR51A2', 'SSX6', 'GJA10', 'SEC14L3', 'NR0B1', 'CSN2', 'OR2T34', 'CFHR2', 'SMR3B', 'DEFB119', 'SNORD8', 'OR4M2', 'HHLA1', 'OLIG3', 'SPATA31A3', 'OR10T2', 'LOC727924', 'BARHL1', 'LINC01548', 'ATP4B', 'LELP1', 'C17ORF102', 'SPRR2G', 'SNAR-A13', 'LCE1F', 'SPAM1', 'TTTY21', 'CABP5', 'LRTM1', 'GYPA', 'LCE2A', 'SNORA5B', 'CHODL-AS1', 'C3ORF79', 'FAM25BP', 'CLCA1', 'GLYATL3', 'IGF2BP2-AS1', 'KRTAP4-11', 'SLC28A2', 'LINC00305', 'TYR', 'CELA2B', 'KLHL40', 'CLC', 'PROL1', 'CCL15-CCL14', 'GLYCAM1', 'ZNF536', 'DEFB109P1', 'FXYD4', 'OR8U1', 'PSMB11', 'CSH2', 'IL37', 'CA5A', 'OR2B3', 'SPANXN4', 'SOX1', 'ZNF804B', 'CELA2A', 'FAM153C', 'OR8D4', 'SPANXN1', 'OR2T12', 'CT47A11', 'OR13C9', 'FNDC7', 'OR7C2', 'C22ORF42', 'OR5K3', 'OR6C76', 'GLRA4', 'C12ORF40', 'CNTNAP5', 'PAQR9', 'APOA2', 'OR2AE1', 'OR8H1', 'GAGE2C', 'TMEM179', 'IFNA14', 'PGM5-AS1', 'HAO2', 'IQCF2', 'DMBT1P1', 'OR2M2', 'PPBPP1', 'SPIC', 'TSPYL6', 'CD300LD', 'TEX33', 'OR6C4', 'OLIG2', 'AHSP', 'IFNA21', 'LOC440040', 'SNORD115-7', 'DEFB128', 'SLC6A19', 'OR4S2', 'CST13P', 'GABRA6', 'LINC00314', 'DUSP21', 'TEX36-AS1', 'OR2C3', 'ZPBP', 'KRTAP1-3', 'FGF4', 'CD5L', 'CDKL4', 'NPHS2', 'CABS1', 'LOC100129935', 'PSG8', 'OR52A4P', 'LYPD8', 'HTR3B', 'KRTDAP', 'C4ORF51', 'OR4B1', 'RNASE8', 'HFE2', 'GNAT1', 'MOS', 'OR52N5', 'IQCF6', 'DNAJC5G', 'DDI1', 'OR6B1', 'TMEM196', 'ZNF735', 'PLCZ1', 'TTTY2', 'C17ORF64', 'GOLGA8EP', 'SPRR4', 'SCARNA22', 'PLSCR5', 'ARL5C', 'PRB1', 'GOT1L1', 'SOST', 'KRT2', 'KRTAP4-5', 'FAM24A', 'OR6C2', 'PABPC1L2A', 'OR4A16', 'OR52A5', 'MS4A10', 'DNMT3L', 'MORC1', 'VRTN', 'TSPY2', 'NPBWR2', 'TSPY1', 'VSTM2B', 'ARG1', 'PWRN2', 'LILRP2', 'KRTAP21-2', 'OR14C36', 'TAGLN3', 'LRRC7', 'TEX13B', 'LY6G6D', 'OR5H1', 'SLC25A3P1', 'LINC01020', 'OR1B1', 'GJD2', 'LGALS14', 'GABRA1', 'OR2T29', 'BSX', 'PRAMEF5', 'CFC1B', 'TMIGD1', 'ACSM2A', 'KRTAP12-3', 'URAD', 'SYCP1', 'NCOR1P1', 'SNORD116-19', 'SNORA69', 'FAM183CP', 'SNORA28', 'GHSR', 'CCDC38', 'MRGPRX1', 'OR1M1', 'ZAR1L', 'OR6S1', 'H1FNT', 'OR4D11', 'HAND1', 'LINC00200', 'OR52B4', 'OR4F15', 'OR8J3', 'HTR5A', 'DAZL', 'RAB9BP1', 'SNORA32', 'C10ORF53', 'KRTAP19-8', 'IFNA16', 'OR2L2', 'TGIF2LX', 'F13B', 'FAM71A', 'OR11L1', 'OR9A2', 'OR8B3', 'TXLNGY', 'ZCCHC13', 'HBG1', 'OR2M3', 'GUCA2B', 'CLEC6A', 'NXF2B', 'OR10V1', 'OR10A5', 'SNORA51', 'OTX2', 'GRIN2B', 'TMPRSS11F', 'WFDC5', 'IL31', 'OR8S1', 'FGF23', 'OR5H14', 'HMHB1', 'PSG7', 'C18ORF42', 'LINC00895', 'MS4A6E', 'PPY', 'GOLGA6D', 'SCGB1C1', 'NOX3', 'KRTAP10-12', 'OR1N1', 'ASB17', 'ADAM18', 'ITLN2', 'RPL13AP17', 'OR1S2', 'KRTAP10-11', 'VWC2L', 'OR2G2', 'OR8G5', 'TAAR9', 'BRDTP1', 'PLG', 'SSX5', 'LEUTX', 'OR4D9', 'PWAR4', 'CRYAA', 'MAGEA10', 'TTTY14', 'TPD52L3', 'HIST1H4F', 'LINC01205', 'GDNF', 'SNORA34', 'CAPZA3', 'POTED', 'GPR52', 'MMP23A', 'LINC00636', 'ARSF', 'TCP10L2', 'SNORD89', 'XAGE5', 'C2ORF83', 'KRTAP12-2', 'COL6A4P1', 'TSGA13', 'LOC391343', 'ALOX12B', 'BTNL3', 'LOC391003', 'CYP11B2', 'CFHR4', 'SNORA70B', 'SFTA3', 'FAM27B', 'FMR1NB', 'HBD', 'RSPH6A', 'OR5T2', 'ANKUB1', 'OR4S1', 'BPIFA3', 'TRIM51', 'CYP2W1', 'OR9G4', 'CASC8', 'OPN1MW', 'SLC38A8', 'SSX8', 'ACTR3BP2', 'PROKR1', 'FOXN3-AS2', 'ARR3', 'OR56A1', 'ACTRT2', 'INSM2', 'P2RX3', 'ARHGAP36', 'HNRNPCL1', 'TBC1D28', 'DMRT1', 'SDR16C6P', 'LINC00469', 'TAS2R60', 'STATH', 'KHDC1L', 'LINC00111', 'SLC13A1', 'ANKRD18DP', 'PF4', 'POTEH', 'C11ORF94', 'RESP18', 'EDDM3A', 'RTP2', 'DAOA', 'ASB18', 'C20ORF173', 'TKTL2', 'ADGRG7', 'OR4C16', 'DEFB126', 'DEFB129', 'GAGE1', 'OR4F5', 'ZIM3', 'IFITM5', 'OR6Y1', 'OR7A17', 'LINC00114', 'SPACA7', 'DUXA', 'OR6B3', 'DEFB104A', 'LHX9', 'SOX3', 'YWHAEP7', 'OR8H2', 'LGI3', 'FAM169B', 'PRAMEF20', 'CTRB1', 'LINC01566', 'KRTAP19-2', 'RGS8', 'MYBPHL', 'KRTAP6-1', 'KRTAP25-1', 'TRPV5', 'LINC00523', 'WFDC8', 'TCP10', 'GAGE2D', 'KCNQ1DN', 'TAS2R13', 'CPLX4', 'OR52H1', 'CLRN2', 'TMEM72', 'HSFY2', 'OR2T35', 'SFTPC', 'OR4K17', 'KRTAP13-1', 'SPANXA2', 'CCKAR', 'MYF5', 'TMEM202', 'GABRG3', 'AVPR1B', 'OR4K2', 'FCAMR', 'ASAP1-IT1', 'INS', 'CGB5', 'MMD2', 'CNTNAP4', 'LCNL1', 'FDCSP', 'KLK9', 'OLFM3', 'GH1', 'MAGEB6', 'CCDC166', 'LINC01101', 'SPDYC', 'MBD3L5', 'CRNN', 'LINC00113', 'CRLF2', 'NEU2', 'BEND2', 'HPD', 'OR8G2', 'OR14I1', 'SVOP', 'FAM71C', 'OLIG1', 'YIPF7', 'TPTE', 'IQCJ', 'OTOL1', 'IZUMO1R', 'LIPN', 'PRDM14', 'CYLC2', 'OR10H2', 'FAM27L', 'LRRTM1', 'OLAH', 'PRKAG3', 'HOXC12', 'PSG11', 'LOC285847', 'TARM1', 'DNTT', 'XAGE3', 'ALPPL2', 'FTMT', 'TCEB3C', 'FRMPD4', 'RHAG', 'SNORD115-26', 'GUCY2EP', 'KRTAP10-7', 'NANOS2', 'KRTAP10-1', 'SCN1A', 'KRT85', 'DEFB110', 'DAW1', 'OR4D6', 'LPO', 'BARHL2', 'OPRD1', 'DISC2', 'OR5H6', 'ABRA', 'OR5M10', 'IL17F', 'UGT2A3', 'C9ORF135', 'XKR7', 'PYDC2', 'UCMA', 'NKX1-2', 'LOC646813', 'OR1L1', 'TFF2', 'F11', 'OR6B2', 'SNORA59B', 'LCE1D', 'C20ORF166-AS1', 'PISRT1', 'TTTY15', 'C1ORF146', 'LCN9', 'TBC1D3P2', 'SNORA16B', 'FBXW12', 'MYBPC2', 'TMEM207', 'EPS8L3', 'SPATA19', 'SLC2A2', 'TTTY9B', 'TTTY8', 'ANXA8L1', 'SBSN', 'ADAM29', 'REG4', 'CHIAP2', 'ANP32D', 'GRK1', 'SPACA3', 'IGLL3P', 'CXADRP2', 'CETN1', 'IL26', 'CGB8', 'OR2M7', 'HBG2', 'FRMPD2B', 'CPLX3', 'OR4C12', 'ZNF679', 'SULT1C3', 'IVL', 'GUCY2F', 'GAGE2B', 'KRTAP21-1', 'SNORD94', 'PCGEM1', 'LMNTD1', 'MAGEA1', 'UGT1A5', 'DEFB134', 'CALR3', 'PSKH2', 'SNCB', 'FKBP6', 'PRAMEF1', 'MOGAT3', 'CYP7A1', 'POM121L2', 'CNGB1', 'GBX2', 'OR1E2', 'OR51I2', 'NYX', 'HAO1', 'LYZL1', 'OR51G2', 'NKX2-1', 'OR52E8', 'ZNF705A', 'OR5M8', 'LOC729609', 'OR6K6', 'GOLGA6L1', 'LINC00032', 'SATB2-AS1', 'ALX4', 'CCL24', 'FAM74A3', 'LINC00923', 'KCNK4', 'SNORA1', 'SNAR-F', 'SNORA84', 'TMEM88B', 'HTR3E', 'SLITRK3', 'SYCN', 'SLC25A31', 'KRTAP19-6', 'LINC00608', 'IFNA13', 'TSKS', 'SRY', 'TRHR', 'RPL3L', 'MAP3K15', 'BMP15', 'CRYGB', 'KGFLP1', 'ALLC', 'C10ORF120', 'DMRTB1', 'KRTAP2-1', 'NTS', 'INSC', 'DPPA2', 'RAX2', 'MUSK', 'CLRN1-AS1', 'TRIML1', 'TFAMP1', 'DKFZP434K028', 'FFAR1', 'KCNIP4-IT1', 'PROKR2', 'SLC6A5', 'NLRP13', 'POU6F2', 'FAM138D', 'LOC286238', 'OACYLP', 'CT47B1', 'OR1K1', 'GDPD2', 'DEFB123', 'ADGRD2', 'ANGPTL3', 'OR51F2', 'NKX2-3', 'KCNMB2', 'SLC36A3', 'CD200R1L', 'LCN1', 'MGC27382', 'MUC2', 'SPRR2E', 'LINC00520', 'MAGEA9B', 'GAGE12F', 'FOXD4L3', 'KIR3DL3', 'PTX4', 'AKR1C8P', 'CDRT15', 'GCSAML-AS1', 'LINC00575', 'IFNA7', 'LINC00479', 'HGC6.3', 'OR6A2', 'SLC10A1', 'CTRC', 'LINC00202-2', 'OR13C3', 'LINC01565', 'KRT25', 'ARL13A', 'KRTAP19-3', 'PAPOLB', 'MTVR2', 'SLC9C1', 'ADGRG4', 'IL36RN', 'LRRC30', 'KRTAP9-2', 'USP26', 'C12ORF50', 'KRT71', 'TRIM48', 'LHCGR', 'FAM71B', 'USP17L6P', 'BPIFB4', 'C6ORF10', 'OR7D4', 'LINC00303', 'USH1C', 'OCSTAMP', 'EDDM3B', 'CSN3', 'DAZ1', 'KRTAP10-6', 'OR2M4', 'DMRTC1', 'MAGEA6', 'ODF3', 'TNP1', 'AMER3', 'HULC', 'OR10W1', 'OR12D2', 'FOXR1', 'OR7G3', 'SLC17A6', 'PRB4', 'LINC01312', 'RPS4Y2', 'LINC00410', 'GUCA1C', 'KRTAP1-1', 'NKAIN3', 'NEUROD1', 'AQP2', 'XIRP2', 'CER1', 'SPOCK3', 'ACSM4', 'FAM170B', 'SPZ1', 'OR5M3', 'GKN2', 'KRTAP4-3', 'KRTAP1-5', 'FAM224B', 'ACSM2B', 'CRYGC', 'BTF3P11', 'OVCH1', 'BCYRN1', 'POTEG', 'BTN1A1', 'OR51B5', 'CHRNB3', 'GNAT3', 'FAM205A', 'LOC647859', 'HTR1A', 'PTH2', 'CALCB', 'SLC5A8', 'SLC5A7', 'OR1L4', 'LINC00304', 'TDH', 'HBE1', 'DMP1', 'MAGEB3', 'CNTN5', 'FAM19A1', 'OR2T10', 'FAM19A4', 'OR2AG1', 'FBXO47', 'HCRTR1', 'SHH', 'KCNG4', 'PRAC1', 'OR51M1', 'NLRP8', 'SHD', 'BPIFB3', 'SPANXN3', 'AHSG', 'OR13H1', 'SSX9', 'SERPINB12', 'LOC284798', 'LINC00671', 'NUTM1', 'KRT83', 'RFX6', 'SCTR', 'NCAN', 'LINC01142', 'OR7G2', 'AATK-AS1', 'H3F3AP5', 'SLC22A10', 'KRTAP11-1', 'FAM138B', 'C2ORF27B', 'GPHA2', 'DSCR10', 'CRISP2', 'UROC1', 'PPP1R2P9', 'DCT', 'PRL', 'POU4F2', 'HTR2C', 'NYAP2', 'SNORA76C', 'AVP', 'OR2G6', 'PTCHD3', 'AADACL3', 'TMEM14E', 'CLEC4G', 'HIST1H3A', 'PCP4', 'PPY2P', 'UGT1A4', 'GPR22', 'OR5H2', 'AIRE', 'KLRC4', 'OR2L8', 'AKR1D1', 'KCNJ16', 'TRIM75P', 'TRIM55', 'ARL14', 'CPA2', 'NF1P2', 'ISL1', 'ASB15', 'SPATA22', 'SPATA3', 'SSTR3', 'HIST2H2AB', 'OR2A14', 'LINC00207', 'IFNW1', 'SPATA45', 'CNGA2', 'POU4F3', 'SLC22A13', 'C16ORF90', 'GFI1B', 'APCS', 'C6ORF118', 'LOC145845', 'SNORA71B', 'SNORA62', 'PPAN-P2RY11', 'PCDH8', 'SNORA80E', 'FOXE3', 'NXPE1', 'UGT2B10', 'DEFB131', 'CACNG7', 'PRO0611', 'DEFB118', 'PCSK2', 'USP50', 'FAM170A', 'GNAS-AS1', 'LOC392196', 'ZFY', 'LOC400794', 'C1ORF140', 'CT47A6', 'MYH16', 'MIR1-1HG', 'C1ORF94', 'CGB2', 'CT47A7', 'MYL2', 'TMEM132D', 'CA4', 'MAGEA12', 'IGLL1', 'SLC4A9', 'LOC100132831', 'LRRC74A', 'OR10AD1', 'OR4D10', 'CALHM3', 'GH2', 'TDRG1', 'HPVC1', 'TMPRSS11B', 'HBM', 'SLC39A12', 'SLC22A12', 'IFNL1', 'RAPGEF4-AS1', 'ANKRD34C', 'ART1', 'GABRB1', 'OR2A12', 'DNAJC25-GNG10', 'LINC00710', 'ASB10', 'OR2A2', 'ZFAT-AS1', 'LINC00691', 'SH2D7', 'LINC01591', 'LINC00452', 'SCGB3A2', 'FAM47C', 'CSNK1A1P1', 'PRR32', 'SNORA72', 'GPR139', 'NEUROD6', 'KRTAP6-2', 'OR5B17', 'PDX1', 'ADRB3', 'GBA3', 'MTNR1A', 'GPR50', 'SPRR1B', 'MUC13', 'GPR61', 'KRTAP12-1', 'GSC2', 'GPRC6A', 'ANKRD20A20P', 'TRPM3', 'FERD3L', 'VIL1', 'CST9L', 'APOA5', 'NEUROG1', 'B4GALNT2', 'SNORA27', 'LHFPL4', 'C11ORF87', 'PRAMEF16', 'OR51L1', 'NKX6-2', 'SNORA2B', 'PRDM9', 'BANF2', 'PRSS1', 'PRSS57', 'OR51T1', 'VWA5B1', 'ZSCAN10', 'TKTL1', 'VSTM5', 'OTOP1', 'PRSS48', 'PAEP', 'SERPINB11', 'LINC00336', 'SPINK14', 'SNORA16A', 'RAET1L', 'SST', 'SSX2', 'CDHR5', 'NPSR1-AS1', 'C4ORF50', 'FOXG1', 'B3GALT1', 'TMEM252', 'PSAPL1', 'GOLGA2P6', 'PACRG-AS1', 'INS-IGF2', 'ZG16', 'MT1B', 'BET1P1', 'ITPK1-AS1', 'HYMAI', 'NHLH2', 'FAM71E2', 'FEZF1', 'OR52K2', 'NPY', 'MEP1A', 'OR2T2', 'SYT14P1', 'ADGRE3', 'OR3A2', 'SCARNA8', 'TRIM49', 'TRIM49D2', 'CLLU1', 'MAGEA11', 'OR2K2', 'BAGE', 'C9ORF171', 'NPSR1', 'CLEC4M', 'GJB4', 'ACTL7B', 'LINC00244', 'CPN1', 'OTC', 'CTRB2', 'FRMPD2', 'C1ORF158', 'SPINT3', 'GCGR', 'OR4D1', 'SNORA67', 'GCKR', 'C17ORF78', 'SNORA38', 'NPPC', 'MBL2', 'KLK13', 'KRTAP3-2', 'TAS2R42', 'CCER1', 'RNF222', 'SLCO1A2', 'DACH2', 'IFNL2', 'CACNG3', 'PASD1', 'LOC100130264', 'IL13', 'FER1L6', 'DMRTC2', 'CYP1A2', 'OPRM1', 'OR12D3', 'FAM9B', 'FRG2DP', 'CMTM5', 'TNP2', 'TP53TG5', 'LINC00964', 'CHRNA9', 'MAS1L', 'CCDC54', 'F2', 'C12ORF56', 'CLRN1', 'S100A12', 'OR5M1', 'CYP2A7', 'OR5K1', 'POU4F1', 'ATOH7', 'VCX3A', 'MYADML', 'SLITRK1', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.44064885869713843
		RMSE:  0.2936537728092399
		NRMSE:  0.17653615611766113
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6507167710215811
		RMSE:  0.2694738938084911
		NRMSE:  0.2553456206196082
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  1.0904075819415519e-15
		NRMSE:  6.555215050567818e-16
		MAPE:  4.081944658215197e-12
		Pearson Correlation:  0.11310182686945085
		Spearman Correlation:  0.09917580019700996
		Coefficient of Determination:  -2.320731096229452
		RMSE:  0.3822057976089536
		NRMSE:  0.3621670923871714
		MAPE:  1097.1013081858296

	Predictor:  ElasticNet
		Pearson Correlation:  0.7350351226139087
		Spearman Correlation:  0.7187460704793904
		Coefficient of Determination:  0.4744659967400606
		RMSE:  0.17736050870719897
		NRMSE:  0.10662400879344902
		MAPE:  346.98847682665485
		Pearson Correlation:  0.2748671347728959
		Spearman Correlation:  0.2341999276798963
		Coefficient of Determination:  0.06712055411281859
		RMSE:  0.20257841935649137
		NRMSE:  0.19195741555389437
		MAPE:  264.2994883945296

	Predictor:  RandomForests
		Pearson Correlation:  0.5647187522444167
		Spearman Correlation:  0.5463547782799991
		Coefficient of Determination:  0.274970649114074
		RMSE:  0.20832160326890048
		NRMSE:  0.1252369234882955
		MAPE:  498.7247625136599
		Pearson Correlation:  0.3809372084467276
		Spearman Correlation:  0.36305938976795227
		Coefficient of Determination:  0.1334543099761546
		RMSE:  0.19524330438907114
		NRMSE:  0.18500687404799554
		MAPE:  311.210292061215

Protein:  ERBB2
x_train_column_count:  1053
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'OR2W1', 'GABRA4', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'LCE5A', 'RAG2', 'CTSL3P', 'OR8K3', 'SNORA36B', 'MS4A5', 'PRSS54', 'SNAR-G1', 'FGF6', 'BTBD17', 'LCE2D', 'OR9K2', 'FGF22', 'DEFB127', 'SMCP', 'MRGPRG-AS1', 'OR52A1', 'MROH5', 'FAM150A', 'SNORA36A', 'REXO1L6P', 'FAM92A1P2', 'ST8SIA3', 'CHAT', 'LHX3', 'HNF1B', 'CTXN3', 'HYALP1', 'CT47A2', 'HES3', 'SLC18A3', 'AMBN', 'FAM41AY1', 'SNAR-I', 'DEFB113', 'OR8I2', 'TBC1D21', 'SNAR-E', 'C11ORF40', 'SNORA58', 'FLG2', 'OC90', 'OR51A2', 'SSX6', 'GJA10', 'SEC14L3', 'NR0B1', 'CSN2', 'OR2T34', 'CFHR2', 'SMR3B', 'DEFB119', 'SNORD8', 'OR4M2', 'HHLA1', 'OLIG3', 'SPATA31A3', 'OR10T2', 'LOC727924', 'BARHL1', 'LINC01548', 'ATP4B', 'LELP1', 'C17ORF102', 'SPRR2G', 'SNAR-A13', 'LCE1F', 'SPAM1', 'TTTY21', 'CABP5', 'LRTM1', 'GYPA', 'LCE2A', 'SNORA5B', 'CHODL-AS1', 'C3ORF79', 'FAM25BP', 'CLCA1', 'GLYATL3', 'IGF2BP2-AS1', 'KRTAP4-11', 'SLC28A2', 'LINC00305', 'TYR', 'CELA2B', 'KLHL40', 'CLC', 'PROL1', 'CCL15-CCL14', 'GLYCAM1', 'ZNF536', 'DEFB109P1', 'FXYD4', 'OR8U1', 'PSMB11', 'CSH2', 'IL37', 'CA5A', 'OR2B3', 'SPANXN4', 'SOX1', 'ZNF804B', 'CELA2A', 'FAM153C', 'OR8D4', 'SPANXN1', 'OR2T12', 'CT47A11', 'OR13C9', 'FNDC7', 'OR7C2', 'C22ORF42', 'OR5K3', 'OR6C76', 'GLRA4', 'C12ORF40', 'CNTNAP5', 'PAQR9', 'APOA2', 'OR2AE1', 'OR8H1', 'GAGE2C', 'TMEM179', 'IFNA14', 'PGM5-AS1', 'HAO2', 'IQCF2', 'DMBT1P1', 'OR2M2', 'PPBPP1', 'SPIC', 'TSPYL6', 'CD300LD', 'TEX33', 'OR6C4', 'OLIG2', 'AHSP', 'IFNA21', 'LOC440040', 'SNORD115-7', 'DEFB128', 'SLC6A19', 'OR4S2', 'CST13P', 'GABRA6', 'LINC00314', 'DUSP21', 'TEX36-AS1', 'OR2C3', 'ZPBP', 'KRTAP1-3', 'FGF4', 'CD5L', 'CDKL4', 'NPHS2', 'CABS1', 'LOC100129935', 'PSG8', 'OR52A4P', 'LYPD8', 'HTR3B', 'KRTDAP', 'C4ORF51', 'OR4B1', 'RNASE8', 'HFE2', 'GNAT1', 'MOS', 'OR52N5', 'IQCF6', 'DNAJC5G', 'DDI1', 'OR6B1', 'TMEM196', 'ZNF735', 'PLCZ1', 'TTTY2', 'C17ORF64', 'GOLGA8EP', 'SPRR4', 'SCARNA22', 'PLSCR5', 'ARL5C', 'PRB1', 'GOT1L1', 'SOST', 'KRT2', 'KRTAP4-5', 'FAM24A', 'OR6C2', 'PABPC1L2A', 'OR4A16', 'OR52A5', 'MS4A10', 'DNMT3L', 'MORC1', 'VRTN', 'TSPY2', 'NPBWR2', 'TSPY1', 'VSTM2B', 'ARG1', 'PWRN2', 'LILRP2', 'KRTAP21-2', 'OR14C36', 'TAGLN3', 'LRRC7', 'TEX13B', 'LY6G6D', 'OR5H1', 'SLC25A3P1', 'LINC01020', 'OR1B1', 'GJD2', 'LGALS14', 'GABRA1', 'OR2T29', 'BSX', 'PRAMEF5', 'CFC1B', 'TMIGD1', 'ACSM2A', 'KRTAP12-3', 'URAD', 'SYCP1', 'NCOR1P1', 'SNORD116-19', 'SNORA69', 'FAM183CP', 'SNORA28', 'GHSR', 'CCDC38', 'MRGPRX1', 'OR1M1', 'ZAR1L', 'OR6S1', 'H1FNT', 'OR4D11', 'HAND1', 'LINC00200', 'OR52B4', 'OR4F15', 'OR8J3', 'HTR5A', 'DAZL', 'RAB9BP1', 'SNORA32', 'C10ORF53', 'KRTAP19-8', 'IFNA16', 'OR2L2', 'TGIF2LX', 'F13B', 'FAM71A', 'OR11L1', 'OR9A2', 'OR8B3', 'TXLNGY', 'ZCCHC13', 'HBG1', 'OR2M3', 'GUCA2B', 'CLEC6A', 'NXF2B', 'OR10V1', 'OR10A5', 'SNORA51', 'OTX2', 'GRIN2B', 'TMPRSS11F', 'WFDC5', 'IL31', 'OR8S1', 'FGF23', 'OR5H14', 'HMHB1', 'PSG7', 'C18ORF42', 'LINC00895', 'MS4A6E', 'PPY', 'GOLGA6D', 'SCGB1C1', 'NOX3', 'KRTAP10-12', 'OR1N1', 'ASB17', 'ADAM18', 'ITLN2', 'RPL13AP17', 'OR1S2', 'KRTAP10-11', 'VWC2L', 'OR2G2', 'OR8G5', 'TAAR9', 'BRDTP1', 'PLG', 'SSX5', 'LEUTX', 'OR4D9', 'PWAR4', 'CRYAA', 'MAGEA10', 'TTTY14', 'TPD52L3', 'HIST1H4F', 'LINC01205', 'GDNF', 'SNORA34', 'CAPZA3', 'POTED', 'GPR52', 'MMP23A', 'LINC00636', 'ARSF', 'TCP10L2', 'SNORD89', 'XAGE5', 'C2ORF83', 'KRTAP12-2', 'COL6A4P1', 'TSGA13', 'LOC391343', 'ALOX12B', 'BTNL3', 'LOC391003', 'CYP11B2', 'CFHR4', 'SNORA70B', 'SFTA3', 'FAM27B', 'FMR1NB', 'HBD', 'RSPH6A', 'OR5T2', 'ANKUB1', 'OR4S1', 'BPIFA3', 'TRIM51', 'CYP2W1', 'OR9G4', 'CASC8', 'OPN1MW', 'SLC38A8', 'SSX8', 'ACTR3BP2', 'PROKR1', 'FOXN3-AS2', 'ARR3', 'OR56A1', 'ACTRT2', 'INSM2', 'P2RX3', 'ARHGAP36', 'HNRNPCL1', 'TBC1D28', 'DMRT1', 'SDR16C6P', 'LINC00469', 'TAS2R60', 'STATH', 'KHDC1L', 'LINC00111', 'SLC13A1', 'ANKRD18DP', 'PF4', 'POTEH', 'C11ORF94', 'RESP18', 'EDDM3A', 'RTP2', 'DAOA', 'ASB18', 'C20ORF173', 'TKTL2', 'ADGRG7', 'OR4C16', 'DEFB126', 'DEFB129', 'GAGE1', 'OR4F5', 'ZIM3', 'IFITM5', 'OR6Y1', 'OR7A17', 'LINC00114', 'SPACA7', 'DUXA', 'OR6B3', 'DEFB104A', 'LHX9', 'SOX3', 'YWHAEP7', 'OR8H2', 'LGI3', 'FAM169B', 'PRAMEF20', 'CTRB1', 'LINC01566', 'KRTAP19-2', 'RGS8', 'MYBPHL', 'KRTAP6-1', 'KRTAP25-1', 'TRPV5', 'LINC00523', 'WFDC8', 'TCP10', 'GAGE2D', 'KCNQ1DN', 'TAS2R13', 'CPLX4', 'OR52H1', 'CLRN2', 'TMEM72', 'HSFY2', 'OR2T35', 'SFTPC', 'OR4K17', 'KRTAP13-1', 'SPANXA2', 'CCKAR', 'MYF5', 'TMEM202', 'GABRG3', 'AVPR1B', 'OR4K2', 'FCAMR', 'ASAP1-IT1', 'INS', 'CGB5', 'MMD2', 'CNTNAP4', 'LCNL1', 'FDCSP', 'KLK9', 'OLFM3', 'GH1', 'MAGEB6', 'CCDC166', 'LINC01101', 'SPDYC', 'MBD3L5', 'CRNN', 'LINC00113', 'CRLF2', 'NEU2', 'BEND2', 'HPD', 'OR8G2', 'OR14I1', 'SVOP', 'FAM71C', 'OLIG1', 'YIPF7', 'TPTE', 'IQCJ', 'OTOL1', 'IZUMO1R', 'LIPN', 'PRDM14', 'CYLC2', 'OR10H2', 'FAM27L', 'LRRTM1', 'OLAH', 'PRKAG3', 'HOXC12', 'PSG11', 'LOC285847', 'TARM1', 'DNTT', 'XAGE3', 'ALPPL2', 'FTMT', 'TCEB3C', 'FRMPD4', 'RHAG', 'SNORD115-26', 'GUCY2EP', 'KRTAP10-7', 'NANOS2', 'KRTAP10-1', 'SCN1A', 'KRT85', 'DEFB110', 'DAW1', 'OR4D6', 'LPO', 'BARHL2', 'OPRD1', 'DISC2', 'OR5H6', 'ABRA', 'OR5M10', 'IL17F', 'UGT2A3', 'C9ORF135', 'XKR7', 'PYDC2', 'UCMA', 'NKX1-2', 'LOC646813', 'OR1L1', 'TFF2', 'F11', 'OR6B2', 'SNORA59B', 'LCE1D', 'C20ORF166-AS1', 'PISRT1', 'TTTY15', 'C1ORF146', 'LCN9', 'TBC1D3P2', 'SNORA16B', 'FBXW12', 'MYBPC2', 'TMEM207', 'EPS8L3', 'SPATA19', 'SLC2A2', 'TTTY9B', 'TTTY8', 'ANXA8L1', 'SBSN', 'ADAM29', 'REG4', 'CHIAP2', 'ANP32D', 'GRK1', 'SPACA3', 'IGLL3P', 'CXADRP2', 'CETN1', 'IL26', 'CGB8', 'OR2M7', 'HBG2', 'FRMPD2B', 'CPLX3', 'OR4C12', 'ZNF679', 'SULT1C3', 'IVL', 'GUCY2F', 'GAGE2B', 'KRTAP21-1', 'SNORD94', 'PCGEM1', 'LMNTD1', 'MAGEA1', 'UGT1A5', 'DEFB134', 'CALR3', 'PSKH2', 'SNCB', 'FKBP6', 'PRAMEF1', 'MOGAT3', 'CYP7A1', 'POM121L2', 'CNGB1', 'GBX2', 'OR1E2', 'OR51I2', 'NYX', 'HAO1', 'LYZL1', 'OR51G2', 'NKX2-1', 'OR52E8', 'ZNF705A', 'OR5M8', 'LOC729609', 'OR6K6', 'GOLGA6L1', 'LINC00032', 'SATB2-AS1', 'ALX4', 'CCL24', 'FAM74A3', 'LINC00923', 'KCNK4', 'SNORA1', 'SNAR-F', 'SNORA84', 'TMEM88B', 'HTR3E', 'SLITRK3', 'SYCN', 'SLC25A31', 'KRTAP19-6', 'LINC00608', 'IFNA13', 'TSKS', 'SRY', 'TRHR', 'RPL3L', 'MAP3K15', 'BMP15', 'CRYGB', 'KGFLP1', 'ALLC', 'C10ORF120', 'DMRTB1', 'KRTAP2-1', 'NTS', 'INSC', 'DPPA2', 'RAX2', 'MUSK', 'CLRN1-AS1', 'TRIML1', 'TFAMP1', 'DKFZP434K028', 'FFAR1', 'KCNIP4-IT1', 'PROKR2', 'SLC6A5', 'NLRP13', 'POU6F2', 'FAM138D', 'LOC286238', 'OACYLP', 'CT47B1', 'OR1K1', 'GDPD2', 'DEFB123', 'ADGRD2', 'ANGPTL3', 'OR51F2', 'NKX2-3', 'KCNMB2', 'SLC36A3', 'CD200R1L', 'LCN1', 'MGC27382', 'MUC2', 'SPRR2E', 'LINC00520', 'MAGEA9B', 'GAGE12F', 'FOXD4L3', 'KIR3DL3', 'PTX4', 'AKR1C8P', 'CDRT15', 'GCSAML-AS1', 'LINC00575', 'IFNA7', 'LINC00479', 'HGC6.3', 'OR6A2', 'SLC10A1', 'CTRC', 'LINC00202-2', 'OR13C3', 'LINC01565', 'KRT25', 'ARL13A', 'KRTAP19-3', 'PAPOLB', 'MTVR2', 'SLC9C1', 'ADGRG4', 'IL36RN', 'LRRC30', 'KRTAP9-2', 'USP26', 'C12ORF50', 'KRT71', 'TRIM48', 'LHCGR', 'FAM71B', 'USP17L6P', 'BPIFB4', 'C6ORF10', 'OR7D4', 'LINC00303', 'USH1C', 'OCSTAMP', 'EDDM3B', 'CSN3', 'DAZ1', 'KRTAP10-6', 'OR2M4', 'DMRTC1', 'MAGEA6', 'ODF3', 'TNP1', 'AMER3', 'HULC', 'OR10W1', 'OR12D2', 'FOXR1', 'OR7G3', 'SLC17A6', 'PRB4', 'LINC01312', 'RPS4Y2', 'LINC00410', 'GUCA1C', 'KRTAP1-1', 'NKAIN3', 'NEUROD1', 'AQP2', 'XIRP2', 'CER1', 'SPOCK3', 'ACSM4', 'FAM170B', 'SPZ1', 'OR5M3', 'GKN2', 'KRTAP4-3', 'KRTAP1-5', 'FAM224B', 'ACSM2B', 'CRYGC', 'BTF3P11', 'OVCH1', 'BCYRN1', 'POTEG', 'BTN1A1', 'OR51B5', 'CHRNB3', 'GNAT3', 'FAM205A', 'LOC647859', 'HTR1A', 'PTH2', 'CALCB', 'SLC5A8', 'SLC5A7', 'OR1L4', 'LINC00304', 'TDH', 'HBE1', 'DMP1', 'MAGEB3', 'CNTN5', 'FAM19A1', 'OR2T10', 'FAM19A4', 'OR2AG1', 'FBXO47', 'HCRTR1', 'SHH', 'KCNG4', 'PRAC1', 'OR51M1', 'NLRP8', 'SHD', 'BPIFB3', 'SPANXN3', 'AHSG', 'OR13H1', 'SSX9', 'SERPINB12', 'LOC284798', 'LINC00671', 'NUTM1', 'KRT83', 'RFX6', 'SCTR', 'NCAN', 'LINC01142', 'OR7G2', 'AATK-AS1', 'H3F3AP5', 'SLC22A10', 'KRTAP11-1', 'FAM138B', 'C2ORF27B', 'GPHA2', 'DSCR10', 'CRISP2', 'UROC1', 'PPP1R2P9', 'DCT', 'PRL', 'POU4F2', 'HTR2C', 'NYAP2', 'SNORA76C', 'AVP', 'OR2G6', 'PTCHD3', 'AADACL3', 'TMEM14E', 'CLEC4G', 'HIST1H3A', 'PCP4', 'PPY2P', 'UGT1A4', 'GPR22', 'OR5H2', 'AIRE', 'KLRC4', 'OR2L8', 'AKR1D1', 'KCNJ16', 'TRIM75P', 'TRIM55', 'ARL14', 'CPA2', 'NF1P2', 'ISL1', 'ASB15', 'SPATA22', 'SPATA3', 'SSTR3', 'HIST2H2AB', 'OR2A14', 'LINC00207', 'IFNW1', 'SPATA45', 'CNGA2', 'POU4F3', 'SLC22A13', 'C16ORF90', 'GFI1B', 'APCS', 'C6ORF118', 'LOC145845', 'SNORA71B', 'SNORA62', 'PPAN-P2RY11', 'PCDH8', 'SNORA80E', 'FOXE3', 'NXPE1', 'UGT2B10', 'DEFB131', 'CACNG7', 'PRO0611', 'DEFB118', 'PCSK2', 'USP50', 'FAM170A', 'GNAS-AS1', 'LOC392196', 'ZFY', 'LOC400794', 'C1ORF140', 'CT47A6', 'MYH16', 'MIR1-1HG', 'C1ORF94', 'CGB2', 'CT47A7', 'MYL2', 'TMEM132D', 'CA4', 'MAGEA12', 'IGLL1', 'SLC4A9', 'LOC100132831', 'LRRC74A', 'OR10AD1', 'OR4D10', 'CALHM3', 'GH2', 'TDRG1', 'HPVC1', 'TMPRSS11B', 'HBM', 'SLC39A12', 'SLC22A12', 'IFNL1', 'RAPGEF4-AS1', 'ANKRD34C', 'ART1', 'GABRB1', 'OR2A12', 'DNAJC25-GNG10', 'LINC00710', 'ASB10', 'OR2A2', 'ZFAT-AS1', 'LINC00691', 'SH2D7', 'LINC01591', 'LINC00452', 'SCGB3A2', 'FAM47C', 'CSNK1A1P1', 'PRR32', 'SNORA72', 'GPR139', 'NEUROD6', 'KRTAP6-2', 'OR5B17', 'PDX1', 'ADRB3', 'GBA3', 'MTNR1A', 'GPR50', 'SPRR1B', 'MUC13', 'GPR61', 'KRTAP12-1', 'GSC2', 'GPRC6A', 'ANKRD20A20P', 'TRPM3', 'FERD3L', 'VIL1', 'CST9L', 'APOA5', 'NEUROG1', 'B4GALNT2', 'SNORA27', 'LHFPL4', 'C11ORF87', 'PRAMEF16', 'OR51L1', 'NKX6-2', 'SNORA2B', 'PRDM9', 'BANF2', 'PRSS1', 'PRSS57', 'OR51T1', 'VWA5B1', 'ZSCAN10', 'TKTL1', 'VSTM5', 'OTOP1', 'PRSS48', 'PAEP', 'SERPINB11', 'LINC00336', 'SPINK14', 'SNORA16A', 'RAET1L', 'SST', 'SSX2', 'CDHR5', 'NPSR1-AS1', 'C4ORF50', 'FOXG1', 'B3GALT1', 'TMEM252', 'PSAPL1', 'GOLGA2P6', 'PACRG-AS1', 'INS-IGF2', 'ZG16', 'MT1B', 'BET1P1', 'ITPK1-AS1', 'HYMAI', 'NHLH2', 'FAM71E2', 'FEZF1', 'OR52K2', 'NPY', 'MEP1A', 'OR2T2', 'SYT14P1', 'ADGRE3', 'OR3A2', 'SCARNA8', 'TRIM49', 'TRIM49D2', 'CLLU1', 'MAGEA11', 'OR2K2', 'BAGE', 'C9ORF171', 'NPSR1', 'CLEC4M', 'GJB4', 'ACTL7B', 'LINC00244', 'CPN1', 'OTC', 'CTRB2', 'FRMPD2', 'C1ORF158', 'SPINT3', 'GCGR', 'OR4D1', 'SNORA67', 'GCKR', 'C17ORF78', 'SNORA38', 'NPPC', 'MBL2', 'KLK13', 'KRTAP3-2', 'TAS2R42', 'CCER1', 'RNF222', 'SLCO1A2', 'DACH2', 'IFNL2', 'CACNG3', 'PASD1', 'LOC100130264', 'IL13', 'FER1L6', 'DMRTC2', 'CYP1A2', 'OPRM1', 'OR12D3', 'FAM9B', 'FRG2DP', 'CMTM5', 'TNP2', 'TP53TG5', 'LINC00964', 'CHRNA9', 'MAS1L', 'CCDC54', 'F2', 'C12ORF56', 'CLRN1', 'S100A12', 'OR5M1', 'CYP2A7', 'OR5K1', 'POU4F1', 'ATOH7', 'VCX3A', 'MYADML', 'SLITRK1', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08695701084953744
		RMSE:  1.023008454816054
		NRMSE:  0.1742863272085548
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1111491455026472
		RMSE:  1.1242523174677488
		NRMSE:  0.20280184671833265
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865388
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792788993

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  3.744448250441072e-15
		NRMSE:  6.379283865344178e-16
		MAPE:  4.776985084756184e-12
		Pearson Correlation:  0.5272432529133877
		Spearman Correlation:  0.26185147177849477
		Coefficient of Determination:  -0.1088398125029757
		RMSE:  1.1230834269691605
		NRMSE:  0.2025909926706762
		MAPE:  627.9809853806652

	Predictor:  ElasticNet
		Pearson Correlation:  0.9564513830761691
		Spearman Correlation:  0.9156222301304175
		Coefficient of Determination:  0.8993972275166799
		RMSE:  0.3112275355002532
		NRMSE:  0.053022732933583186
		MAPE:  464.637247316272
		Pearson Correlation:  0.7743549823573317
		Spearman Correlation:  0.5769505566789067
		Coefficient of Determination:  0.5992686861235064
		RMSE:  0.6751561893610049
		NRMSE:  0.12179020660960475
		MAPE:  196.16230703486332

	Predictor:  RandomForests
		Pearson Correlation:  0.83815541749263
		Spearman Correlation:  0.6433061399557902
		Coefficient of Determination:  0.6967033943283758
		RMSE:  0.540389390572369
		NRMSE:  0.0920642265486088
		MAPE:  535.3791101546082
		Pearson Correlation:  0.8652778476314212
		Spearman Correlation:  0.6985965652941474
		Coefficient of Determination:  0.7437419104337979
		RMSE:  0.5399038261570931
		NRMSE:  0.09739227688814003
		MAPE:  200.65184380203536

Protein:  ERBB3
x_train_column_count:  1053
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'OR2W1', 'GABRA4', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'LCE5A', 'RAG2', 'CTSL3P', 'OR8K3', 'SNORA36B', 'MS4A5', 'PRSS54', 'SNAR-G1', 'FGF6', 'BTBD17', 'LCE2D', 'OR9K2', 'FGF22', 'DEFB127', 'SMCP', 'MRGPRG-AS1', 'OR52A1', 'MROH5', 'FAM150A', 'SNORA36A', 'REXO1L6P', 'FAM92A1P2', 'ST8SIA3', 'CHAT', 'LHX3', 'HNF1B', 'CTXN3', 'HYALP1', 'CT47A2', 'HES3', 'SLC18A3', 'AMBN', 'FAM41AY1', 'SNAR-I', 'DEFB113', 'OR8I2', 'TBC1D21', 'SNAR-E', 'C11ORF40', 'SNORA58', 'FLG2', 'OC90', 'OR51A2', 'SSX6', 'GJA10', 'SEC14L3', 'NR0B1', 'CSN2', 'OR2T34', 'CFHR2', 'SMR3B', 'DEFB119', 'SNORD8', 'OR4M2', 'HHLA1', 'OLIG3', 'SPATA31A3', 'OR10T2', 'LOC727924', 'BARHL1', 'LINC01548', 'ATP4B', 'LELP1', 'C17ORF102', 'SPRR2G', 'SNAR-A13', 'LCE1F', 'SPAM1', 'TTTY21', 'CABP5', 'LRTM1', 'GYPA', 'LCE2A', 'SNORA5B', 'CHODL-AS1', 'C3ORF79', 'FAM25BP', 'CLCA1', 'GLYATL3', 'IGF2BP2-AS1', 'KRTAP4-11', 'SLC28A2', 'LINC00305', 'TYR', 'CELA2B', 'KLHL40', 'CLC', 'PROL1', 'CCL15-CCL14', 'GLYCAM1', 'ZNF536', 'DEFB109P1', 'FXYD4', 'OR8U1', 'PSMB11', 'CSH2', 'IL37', 'CA5A', 'OR2B3', 'SPANXN4', 'SOX1', 'ZNF804B', 'CELA2A', 'FAM153C', 'OR8D4', 'SPANXN1', 'OR2T12', 'CT47A11', 'OR13C9', 'FNDC7', 'OR7C2', 'C22ORF42', 'OR5K3', 'OR6C76', 'GLRA4', 'C12ORF40', 'CNTNAP5', 'PAQR9', 'APOA2', 'OR2AE1', 'OR8H1', 'GAGE2C', 'TMEM179', 'IFNA14', 'PGM5-AS1', 'HAO2', 'IQCF2', 'DMBT1P1', 'OR2M2', 'PPBPP1', 'SPIC', 'TSPYL6', 'CD300LD', 'TEX33', 'OR6C4', 'OLIG2', 'AHSP', 'IFNA21', 'LOC440040', 'SNORD115-7', 'DEFB128', 'SLC6A19', 'OR4S2', 'CST13P', 'GABRA6', 'LINC00314', 'DUSP21', 'TEX36-AS1', 'OR2C3', 'ZPBP', 'KRTAP1-3', 'FGF4', 'CD5L', 'CDKL4', 'NPHS2', 'CABS1', 'LOC100129935', 'PSG8', 'OR52A4P', 'LYPD8', 'HTR3B', 'KRTDAP', 'C4ORF51', 'OR4B1', 'RNASE8', 'HFE2', 'GNAT1', 'MOS', 'OR52N5', 'IQCF6', 'DNAJC5G', 'DDI1', 'OR6B1', 'TMEM196', 'ZNF735', 'PLCZ1', 'TTTY2', 'C17ORF64', 'GOLGA8EP', 'SPRR4', 'SCARNA22', 'PLSCR5', 'ARL5C', 'PRB1', 'GOT1L1', 'SOST', 'KRT2', 'KRTAP4-5', 'FAM24A', 'OR6C2', 'PABPC1L2A', 'OR4A16', 'OR52A5', 'MS4A10', 'DNMT3L', 'MORC1', 'VRTN', 'TSPY2', 'NPBWR2', 'TSPY1', 'VSTM2B', 'ARG1', 'PWRN2', 'LILRP2', 'KRTAP21-2', 'OR14C36', 'TAGLN3', 'LRRC7', 'TEX13B', 'LY6G6D', 'OR5H1', 'SLC25A3P1', 'LINC01020', 'OR1B1', 'GJD2', 'LGALS14', 'GABRA1', 'OR2T29', 'BSX', 'PRAMEF5', 'CFC1B', 'TMIGD1', 'ACSM2A', 'KRTAP12-3', 'URAD', 'SYCP1', 'NCOR1P1', 'SNORD116-19', 'SNORA69', 'FAM183CP', 'SNORA28', 'GHSR', 'CCDC38', 'MRGPRX1', 'OR1M1', 'ZAR1L', 'OR6S1', 'H1FNT', 'OR4D11', 'HAND1', 'LINC00200', 'OR52B4', 'OR4F15', 'OR8J3', 'HTR5A', 'DAZL', 'RAB9BP1', 'SNORA32', 'C10ORF53', 'KRTAP19-8', 'IFNA16', 'OR2L2', 'TGIF2LX', 'F13B', 'FAM71A', 'OR11L1', 'OR9A2', 'OR8B3', 'TXLNGY', 'ZCCHC13', 'HBG1', 'OR2M3', 'GUCA2B', 'CLEC6A', 'NXF2B', 'OR10V1', 'OR10A5', 'SNORA51', 'OTX2', 'GRIN2B', 'TMPRSS11F', 'WFDC5', 'IL31', 'OR8S1', 'FGF23', 'OR5H14', 'HMHB1', 'PSG7', 'C18ORF42', 'LINC00895', 'MS4A6E', 'PPY', 'GOLGA6D', 'SCGB1C1', 'NOX3', 'KRTAP10-12', 'OR1N1', 'ASB17', 'ADAM18', 'ITLN2', 'RPL13AP17', 'OR1S2', 'KRTAP10-11', 'VWC2L', 'OR2G2', 'OR8G5', 'TAAR9', 'BRDTP1', 'PLG', 'SSX5', 'LEUTX', 'OR4D9', 'PWAR4', 'CRYAA', 'MAGEA10', 'TTTY14', 'TPD52L3', 'HIST1H4F', 'LINC01205', 'GDNF', 'SNORA34', 'CAPZA3', 'POTED', 'GPR52', 'MMP23A', 'LINC00636', 'ARSF', 'TCP10L2', 'SNORD89', 'XAGE5', 'C2ORF83', 'KRTAP12-2', 'COL6A4P1', 'TSGA13', 'LOC391343', 'ALOX12B', 'BTNL3', 'LOC391003', 'CYP11B2', 'CFHR4', 'SNORA70B', 'SFTA3', 'FAM27B', 'FMR1NB', 'HBD', 'RSPH6A', 'OR5T2', 'ANKUB1', 'OR4S1', 'BPIFA3', 'TRIM51', 'CYP2W1', 'OR9G4', 'CASC8', 'OPN1MW', 'SLC38A8', 'SSX8', 'ACTR3BP2', 'PROKR1', 'FOXN3-AS2', 'ARR3', 'OR56A1', 'ACTRT2', 'INSM2', 'P2RX3', 'ARHGAP36', 'HNRNPCL1', 'TBC1D28', 'DMRT1', 'SDR16C6P', 'LINC00469', 'TAS2R60', 'STATH', 'KHDC1L', 'LINC00111', 'SLC13A1', 'ANKRD18DP', 'PF4', 'POTEH', 'C11ORF94', 'RESP18', 'EDDM3A', 'RTP2', 'DAOA', 'ASB18', 'C20ORF173', 'TKTL2', 'ADGRG7', 'OR4C16', 'DEFB126', 'DEFB129', 'GAGE1', 'OR4F5', 'ZIM3', 'IFITM5', 'OR6Y1', 'OR7A17', 'LINC00114', 'SPACA7', 'DUXA', 'OR6B3', 'DEFB104A', 'LHX9', 'SOX3', 'YWHAEP7', 'OR8H2', 'LGI3', 'FAM169B', 'PRAMEF20', 'CTRB1', 'LINC01566', 'KRTAP19-2', 'RGS8', 'MYBPHL', 'KRTAP6-1', 'KRTAP25-1', 'TRPV5', 'LINC00523', 'WFDC8', 'TCP10', 'GAGE2D', 'KCNQ1DN', 'TAS2R13', 'CPLX4', 'OR52H1', 'CLRN2', 'TMEM72', 'HSFY2', 'OR2T35', 'SFTPC', 'OR4K17', 'KRTAP13-1', 'SPANXA2', 'CCKAR', 'MYF5', 'TMEM202', 'GABRG3', 'AVPR1B', 'OR4K2', 'FCAMR', 'ASAP1-IT1', 'INS', 'CGB5', 'MMD2', 'CNTNAP4', 'LCNL1', 'FDCSP', 'KLK9', 'OLFM3', 'GH1', 'MAGEB6', 'CCDC166', 'LINC01101', 'SPDYC', 'MBD3L5', 'CRNN', 'LINC00113', 'CRLF2', 'NEU2', 'BEND2', 'HPD', 'OR8G2', 'OR14I1', 'SVOP', 'FAM71C', 'OLIG1', 'YIPF7', 'TPTE', 'IQCJ', 'OTOL1', 'IZUMO1R', 'LIPN', 'PRDM14', 'CYLC2', 'OR10H2', 'FAM27L', 'LRRTM1', 'OLAH', 'PRKAG3', 'HOXC12', 'PSG11', 'LOC285847', 'TARM1', 'DNTT', 'XAGE3', 'ALPPL2', 'FTMT', 'TCEB3C', 'FRMPD4', 'RHAG', 'SNORD115-26', 'GUCY2EP', 'KRTAP10-7', 'NANOS2', 'KRTAP10-1', 'SCN1A', 'KRT85', 'DEFB110', 'DAW1', 'OR4D6', 'LPO', 'BARHL2', 'OPRD1', 'DISC2', 'OR5H6', 'ABRA', 'OR5M10', 'IL17F', 'UGT2A3', 'C9ORF135', 'XKR7', 'PYDC2', 'UCMA', 'NKX1-2', 'LOC646813', 'OR1L1', 'TFF2', 'F11', 'OR6B2', 'SNORA59B', 'LCE1D', 'C20ORF166-AS1', 'PISRT1', 'TTTY15', 'C1ORF146', 'LCN9', 'TBC1D3P2', 'SNORA16B', 'FBXW12', 'MYBPC2', 'TMEM207', 'EPS8L3', 'SPATA19', 'SLC2A2', 'TTTY9B', 'TTTY8', 'ANXA8L1', 'SBSN', 'ADAM29', 'REG4', 'CHIAP2', 'ANP32D', 'GRK1', 'SPACA3', 'IGLL3P', 'CXADRP2', 'CETN1', 'IL26', 'CGB8', 'OR2M7', 'HBG2', 'FRMPD2B', 'CPLX3', 'OR4C12', 'ZNF679', 'SULT1C3', 'IVL', 'GUCY2F', 'GAGE2B', 'KRTAP21-1', 'SNORD94', 'PCGEM1', 'LMNTD1', 'MAGEA1', 'UGT1A5', 'DEFB134', 'CALR3', 'PSKH2', 'SNCB', 'FKBP6', 'PRAMEF1', 'MOGAT3', 'CYP7A1', 'POM121L2', 'CNGB1', 'GBX2', 'OR1E2', 'OR51I2', 'NYX', 'HAO1', 'LYZL1', 'OR51G2', 'NKX2-1', 'OR52E8', 'ZNF705A', 'OR5M8', 'LOC729609', 'OR6K6', 'GOLGA6L1', 'LINC00032', 'SATB2-AS1', 'ALX4', 'CCL24', 'FAM74A3', 'LINC00923', 'KCNK4', 'SNORA1', 'SNAR-F', 'SNORA84', 'TMEM88B', 'HTR3E', 'SLITRK3', 'SYCN', 'SLC25A31', 'KRTAP19-6', 'LINC00608', 'IFNA13', 'TSKS', 'SRY', 'TRHR', 'RPL3L', 'MAP3K15', 'BMP15', 'CRYGB', 'KGFLP1', 'ALLC', 'C10ORF120', 'DMRTB1', 'KRTAP2-1', 'NTS', 'INSC', 'DPPA2', 'RAX2', 'MUSK', 'CLRN1-AS1', 'TRIML1', 'TFAMP1', 'DKFZP434K028', 'FFAR1', 'KCNIP4-IT1', 'PROKR2', 'SLC6A5', 'NLRP13', 'POU6F2', 'FAM138D', 'LOC286238', 'OACYLP', 'CT47B1', 'OR1K1', 'GDPD2', 'DEFB123', 'ADGRD2', 'ANGPTL3', 'OR51F2', 'NKX2-3', 'KCNMB2', 'SLC36A3', 'CD200R1L', 'LCN1', 'MGC27382', 'MUC2', 'SPRR2E', 'LINC00520', 'MAGEA9B', 'GAGE12F', 'FOXD4L3', 'KIR3DL3', 'PTX4', 'AKR1C8P', 'CDRT15', 'GCSAML-AS1', 'LINC00575', 'IFNA7', 'LINC00479', 'HGC6.3', 'OR6A2', 'SLC10A1', 'CTRC', 'LINC00202-2', 'OR13C3', 'LINC01565', 'KRT25', 'ARL13A', 'KRTAP19-3', 'PAPOLB', 'MTVR2', 'SLC9C1', 'ADGRG4', 'IL36RN', 'LRRC30', 'KRTAP9-2', 'USP26', 'C12ORF50', 'KRT71', 'TRIM48', 'LHCGR', 'FAM71B', 'USP17L6P', 'BPIFB4', 'C6ORF10', 'OR7D4', 'LINC00303', 'USH1C', 'OCSTAMP', 'EDDM3B', 'CSN3', 'DAZ1', 'KRTAP10-6', 'OR2M4', 'DMRTC1', 'MAGEA6', 'ODF3', 'TNP1', 'AMER3', 'HULC', 'OR10W1', 'OR12D2', 'FOXR1', 'OR7G3', 'SLC17A6', 'PRB4', 'LINC01312', 'RPS4Y2', 'LINC00410', 'GUCA1C', 'KRTAP1-1', 'NKAIN3', 'NEUROD1', 'AQP2', 'XIRP2', 'CER1', 'SPOCK3', 'ACSM4', 'FAM170B', 'SPZ1', 'OR5M3', 'GKN2', 'KRTAP4-3', 'KRTAP1-5', 'FAM224B', 'ACSM2B', 'CRYGC', 'BTF3P11', 'OVCH1', 'BCYRN1', 'POTEG', 'BTN1A1', 'OR51B5', 'CHRNB3', 'GNAT3', 'FAM205A', 'LOC647859', 'HTR1A', 'PTH2', 'CALCB', 'SLC5A8', 'SLC5A7', 'OR1L4', 'LINC00304', 'TDH', 'HBE1', 'DMP1', 'MAGEB3', 'CNTN5', 'FAM19A1', 'OR2T10', 'FAM19A4', 'OR2AG1', 'FBXO47', 'HCRTR1', 'SHH', 'KCNG4', 'PRAC1', 'OR51M1', 'NLRP8', 'SHD', 'BPIFB3', 'SPANXN3', 'AHSG', 'OR13H1', 'SSX9', 'SERPINB12', 'LOC284798', 'LINC00671', 'NUTM1', 'KRT83', 'RFX6', 'SCTR', 'NCAN', 'LINC01142', 'OR7G2', 'AATK-AS1', 'H3F3AP5', 'SLC22A10', 'KRTAP11-1', 'FAM138B', 'C2ORF27B', 'GPHA2', 'DSCR10', 'CRISP2', 'UROC1', 'PPP1R2P9', 'DCT', 'PRL', 'POU4F2', 'HTR2C', 'NYAP2', 'SNORA76C', 'AVP', 'OR2G6', 'PTCHD3', 'AADACL3', 'TMEM14E', 'CLEC4G', 'HIST1H3A', 'PCP4', 'PPY2P', 'UGT1A4', 'GPR22', 'OR5H2', 'AIRE', 'KLRC4', 'OR2L8', 'AKR1D1', 'KCNJ16', 'TRIM75P', 'TRIM55', 'ARL14', 'CPA2', 'NF1P2', 'ISL1', 'ASB15', 'SPATA22', 'SPATA3', 'SSTR3', 'HIST2H2AB', 'OR2A14', 'LINC00207', 'IFNW1', 'SPATA45', 'CNGA2', 'POU4F3', 'SLC22A13', 'C16ORF90', 'GFI1B', 'APCS', 'C6ORF118', 'LOC145845', 'SNORA71B', 'SNORA62', 'PPAN-P2RY11', 'PCDH8', 'SNORA80E', 'FOXE3', 'NXPE1', 'UGT2B10', 'DEFB131', 'CACNG7', 'PRO0611', 'DEFB118', 'PCSK2', 'USP50', 'FAM170A', 'GNAS-AS1', 'LOC392196', 'ZFY', 'LOC400794', 'C1ORF140', 'CT47A6', 'MYH16', 'MIR1-1HG', 'C1ORF94', 'CGB2', 'CT47A7', 'MYL2', 'TMEM132D', 'CA4', 'MAGEA12', 'IGLL1', 'SLC4A9', 'LOC100132831', 'LRRC74A', 'OR10AD1', 'OR4D10', 'CALHM3', 'GH2', 'TDRG1', 'HPVC1', 'TMPRSS11B', 'HBM', 'SLC39A12', 'SLC22A12', 'IFNL1', 'RAPGEF4-AS1', 'ANKRD34C', 'ART1', 'GABRB1', 'OR2A12', 'DNAJC25-GNG10', 'LINC00710', 'ASB10', 'OR2A2', 'ZFAT-AS1', 'LINC00691', 'SH2D7', 'LINC01591', 'LINC00452', 'SCGB3A2', 'FAM47C', 'CSNK1A1P1', 'PRR32', 'SNORA72', 'GPR139', 'NEUROD6', 'KRTAP6-2', 'OR5B17', 'PDX1', 'ADRB3', 'GBA3', 'MTNR1A', 'GPR50', 'SPRR1B', 'MUC13', 'GPR61', 'KRTAP12-1', 'GSC2', 'GPRC6A', 'ANKRD20A20P', 'TRPM3', 'FERD3L', 'VIL1', 'CST9L', 'APOA5', 'NEUROG1', 'B4GALNT2', 'SNORA27', 'LHFPL4', 'C11ORF87', 'PRAMEF16', 'OR51L1', 'NKX6-2', 'SNORA2B', 'PRDM9', 'BANF2', 'PRSS1', 'PRSS57', 'OR51T1', 'VWA5B1', 'ZSCAN10', 'TKTL1', 'VSTM5', 'OTOP1', 'PRSS48', 'PAEP', 'SERPINB11', 'LINC00336', 'SPINK14', 'SNORA16A', 'RAET1L', 'SST', 'SSX2', 'CDHR5', 'NPSR1-AS1', 'C4ORF50', 'FOXG1', 'B3GALT1', 'TMEM252', 'PSAPL1', 'GOLGA2P6', 'PACRG-AS1', 'INS-IGF2', 'ZG16', 'MT1B', 'BET1P1', 'ITPK1-AS1', 'HYMAI', 'NHLH2', 'FAM71E2', 'FEZF1', 'OR52K2', 'NPY', 'MEP1A', 'OR2T2', 'SYT14P1', 'ADGRE3', 'OR3A2', 'SCARNA8', 'TRIM49', 'TRIM49D2', 'CLLU1', 'MAGEA11', 'OR2K2', 'BAGE', 'C9ORF171', 'NPSR1', 'CLEC4M', 'GJB4', 'ACTL7B', 'LINC00244', 'CPN1', 'OTC', 'CTRB2', 'FRMPD2', 'C1ORF158', 'SPINT3', 'GCGR', 'OR4D1', 'SNORA67', 'GCKR', 'C17ORF78', 'SNORA38', 'NPPC', 'MBL2', 'KLK13', 'KRTAP3-2', 'TAS2R42', 'CCER1', 'RNF222', 'SLCO1A2', 'DACH2', 'IFNL2', 'CACNG3', 'PASD1', 'LOC100130264', 'IL13', 'FER1L6', 'DMRTC2', 'CYP1A2', 'OPRM1', 'OR12D3', 'FAM9B', 'FRG2DP', 'CMTM5', 'TNP2', 'TP53TG5', 'LINC00964', 'CHRNA9', 'MAS1L', 'CCDC54', 'F2', 'C12ORF56', 'CLRN1', 'S100A12', 'OR5M1', 'CYP2A7', 'OR5K1', 'POU4F1', 'ATOH7', 'VCX3A', 'MYADML', 'SLITRK1', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19951943522205973
		RMSE:  0.4939516163098853
		NRMSE:  0.17910620018705933
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27774471248359456
		RMSE:  0.5592204608326292
		NRMSE:  0.15547938022732444
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999903673458
		Coefficient of Determination:  1.0
		RMSE:  2.1310434812767775e-15
		NRMSE:  7.727135366339883e-16
		MAPE:  1.825513655863764e-12
		Pearson Correlation:  -0.0030765259190088214
		Spearman Correlation:  -0.12856768787640743
		Coefficient of Determination:  -1.435663650678682
		RMSE:  0.7720930874905017
		NRMSE:  0.21466409605630127
		MAPE:  322.85936948949166

	Predictor:  ElasticNet
		Pearson Correlation:  0.8428387208038187
		Spearman Correlation:  0.8384094083138187
		Coefficient of Determination:  0.6575224703121023
		RMSE:  0.2639348920319861
		NRMSE:  0.09570244138845779
		MAPE:  151.32398880347642
		Pearson Correlation:  0.22229838586862694
		Spearman Correlation:  0.1775358794997444
		Coefficient of Determination:  0.004788190140014303
		RMSE:  0.49353592093635645
		NRMSE:  0.13721718799926502
		MAPE:  171.807516315177

	Predictor:  RandomForests
		Pearson Correlation:  0.5584335955123144
		Spearman Correlation:  0.5985177923161137
		Coefficient of Determination:  0.29782252219696903
		RMSE:  0.3779237750461389
		NRMSE:  0.13703465901080866
		MAPE:  235.9837146878065
		Pearson Correlation:  0.39497203410823856
		Spearman Correlation:  0.37149932418056936
		Coefficient of Determination:  0.13193391942372013
		RMSE:  0.46093257340482946
		NRMSE:  0.128152519192279
		MAPE:  160.7865641549526


Fold:  4

Protein:  RB1
x_train_column_count:  1003
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'GABRA4', 'BCORP1', 'OR2W1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'ADAD1', 'OR4K1', 'RAG2', 'LCE5A', 'OR8K3', 'CTSL3P', 'MS4A5', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'FGF22', 'DEFB127', 'MRGPRG-AS1', 'SMCP', 'MROH5', 'FAM150A', 'OR52A1', 'REXO1L6P', 'SNORA36A', 'CHAT', 'FAM92A1P2', 'LHX3', 'HNF1B', 'CTXN3', 'OR7G3', 'CT47A2', 'HES3', 'SLC18A3', 'TBC1D21', 'AMBN', 'FAM41AY1', 'DEFB113', 'SNAR-E', 'SNAR-I', 'OR8I2', 'C11ORF40', 'SNORA58', 'BSX', 'FLG2', 'OR51A2', 'GJA10', 'TMPRSS11B', 'NR0B1', 'CSN2', 'SMR3B', 'DEFB119', 'SNORD8', 'HHLA1', 'GJA8', 'TAAR8', 'BARHL1', 'GUCA1C', 'SNAR-A13', 'LINC01548', 'SPRR2G', 'ATP4B', 'GSX2', 'LCE1F', 'C17ORF102', 'TTTY21', 'LRTM1', 'LELP1', 'LCE2A', 'CT47B1', 'SNORA5B', 'GYPA', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CPN1', 'CCDC38', 'TYR', 'SLC28A2', 'KRTAP4-11', 'CLC', 'PROL1', 'CEACAM20', 'FAM224B', 'IL37', 'ESX1', 'OR8U1', 'FXYD4', 'PSMB11', 'ZNF536', 'ASB18', 'TMEM247', 'GNAT3', 'CA5A', 'SPANXN4', 'OR8D4', 'ZNF804B', 'OR2B3', 'ZNRF4', 'ANXA8L1', 'OR7C2', 'OR7G1', 'OR13C9', 'FNDC7', 'OR2T12', 'OR7G2', 'C12ORF40', 'CT47A6', 'OR6C76', 'OR5K3', 'CT47A7', 'GLRA4', 'LINC00671', 'OR8H1', 'PAQR9', 'H1FOO', 'KRTAP6-2', 'OR2AE1', 'PGM5-AS1', 'OR8A1', 'SNORA55', 'OR2M2', 'MAGEA10', 'APOA2', 'HAO2', 'TSPYL6', 'SPIC', 'CD300LD', 'KRT78', 'DMBT1P1', 'OR6T1', 'DPRX', 'OLIG2', 'DEFB128', 'SNORD115-7', 'OR6C4', 'AHSP', 'EIF1AY', 'PLCZ1', 'LINC00314', 'DUSP21', 'OR4S2', 'TEX36-AS1', 'GABRA6', 'SLC6A19', 'CST13P', 'FGF4', 'LOC440040', 'CD5L', 'CDKL4', 'IFNA21', 'OR52A4P', 'KRTAP1-3', 'OR2C3', 'PSG8', 'LOC100129935', 'LYPD8', 'HTR3B', 'TMEM196', 'PSG1', 'OR4A47', 'OR4B1', 'ZPBP', 'RSPH6A', 'KRTDAP', 'OR6B1', 'DDI1', 'OR10G4', 'GNAT1', 'BRDTP1', 'MOS', 'ITLN2', 'GOT1L1', 'OR4A16', 'PLSCR5', 'SCARNA22', 'KRTAP10-11', 'ASB11', 'IL13', 'SOST', 'SPRR4', 'RNASE8', 'OR6C2', 'PRB1', 'SNORA24', 'KRT2', 'DNMT3L', 'SCARNA4', 'OR52A5', 'KRTAP19-5', 'C1ORF105', 'SLC25A3P1', 'PWRN2', 'KRTAP21-2', 'GJD2', 'TAGLN3', 'VSTM2B', 'SNORA22', 'ARG1', 'SNORA28', 'LILRP2', 'MORC1', 'TEX13B', 'LRRC7', 'KRTAP10-7', 'GPR50', 'GABRA1', 'LINC00207', 'OR52H1', 'IGFL4', 'OR1M1', 'IL31', 'SLCO1A2', 'NMS', 'FLJ25758', 'FAM71A', 'OR5H1', 'TFAMP1', 'LINC01020', 'GHSR', 'OR5T2', 'OR2L2', 'ASB17', 'NCOR1P1', 'PRAMEF5', 'H1FNT', 'MRGPRX1', 'TMIGD1', 'URAD', 'OR4D11', 'KRTAP12-2', 'CIB4', 'KRTAP12-3', 'HIST1H4G', 'SNORD116-19', 'SNORA69', 'DEFB109P1', 'OR8J3', 'TXLNGY', 'OR52B4', 'IFNA16', 'LINC00111', 'SNORA20', 'RAB9BP1', 'DAZL', 'OR5AN1', 'OR2T34', 'F13B', 'KRTAP19-8', 'OR11L1', 'LGALS14', 'SST', 'HBG1', 'OR2M3', 'SNORD15A', 'OTX2', 'FAM183CP', 'CLEC6A', 'OR10V1', 'NXF2B', 'TMPRSS11F', 'GPR151', 'OR8S1', 'OR2M7', 'OR5H14', 'PRM3', 'MS4A6E', 'OR8G5', 'DNAJB8', 'OR2G2', 'FGF23', 'MBD3L5', 'SCGB1C1', 'OR8B3', 'OR10A5', 'WFDC5', 'TCP10L2', 'TMEM252', 'ACOT12', 'LOC145845', 'PRSS3P2', 'PPY', 'MAGEB10', 'LINC01205', 'TAAR9', 'TSGA13', 'PLA2G2F', 'PSAPL1', 'SUN3', 'PSG7', 'CRYAA', 'USP26', 'SPRR1B', 'TTTY14', 'KRTAP10-12', 'OR1S2', 'OR2AG1', 'PRAMEF8', 'HIST1H4F', 'NPPC', 'SNORD89', 'MC2R', 'C1ORF87', 'NOX3', 'C20ORF173', 'LEUTX', 'SFTA3', 'FOXN3-AS2', 'XAGE5', 'LOC391003', 'VWC2L', 'LINC00636', 'SDR16C6P', 'FAM169B', 'LOC391343', 'ACTRT2', 'RPL13AP17', 'SLC5A7', 'ALOX12B', 'CAPZA3', 'KRTAP19-1', 'OR4S1', 'BMP10', 'OR5B2', 'TTTY15', 'OPN1MW', 'RTP2', 'SLC38A8', 'C10ORF53', 'OR4D9', 'FMR1NB', 'P2RX3', 'ARHGAP36', 'ARR3', 'CCKBR', 'SNORA70B', 'STATH', 'CASC8', 'TBC1D28', 'C11ORF94', 'KRT39', 'OR1N1', 'C1ORF94', 'SNORA34', 'TAS2R60', 'ACTR3BP2', 'SSX8', 'HNRNPCL1', 'IFITM5', 'ANKRD18DP', 'PF4', 'BEND2', 'GAGE1', 'PROKR1', 'EDDM3A', 'CABS1', 'BPIFA3', 'KHDC1L', 'LINC00029', 'MMP23A', 'DEFB129', 'OR4C16', 'AKAP14', 'CYP11B2', 'HBD', 'OR10S1', 'LINC00114', 'PRSS1', 'DEFB104A', 'HSFY2', 'CABP5', 'CYP2W1', 'CYP3A4', 'SFTPC', 'CGB5', 'CCL15-CCL14', 'DMRT1', 'RGS8', 'PROP1', 'TKTL2', 'SERPINB4', 'CLRN2', 'KCNQ1DN', 'PRAP1', 'LINC00469', 'YWHAEP7', 'SNORA51', 'KRTAP25-1', 'DUXA', 'SNORA32', 'OR4F5', 'XKR7', 'OTP', 'SNORA54', 'SLC13A1', 'LHX9', 'SVOP', 'LGI3', 'KRTAP6-1', 'PAGE2', 'LOC646813', 'MYBPHL', 'OR6Y1', 'OR4K17', 'KRTAP19-2', 'TAS2R13', 'GAGE2D', 'OR7A17', 'OR2T35', 'FBP2', 'SPACA7', 'KRTAP19-3', 'ANKUB1', 'LOC285627', 'PLET1', 'GABRG3', 'INS', 'AVPR1B', 'PRAMEF20', 'OR4K2', 'NEU2', 'MGC27382', 'FCAMR', 'TCP10', 'LCNL1', 'CRLF2', 'LINC01101', 'OTOL1', 'DNTT', 'FDCSP', 'KRT85', 'FAM71C', 'C3ORF49', 'ZFAT-AS1', 'FOXE1', 'OR6B3', 'LINC00113', 'HPD', 'C9ORF135', 'IFNA13', 'KRTAP4-5', 'OR10H2', 'IZUMO1R', 'OLIG1', 'OR1L3', 'OR8H2', 'PRDM14', 'FGF6', 'XAGE3', 'SCARNA20', 'DAW1', 'GH1', 'TCEB3C', 'CCDC166', 'TMEM207', 'UGT2A3', 'PTF1A', 'SPANXN1', 'FAM27L', 'OR14I1', 'OR8G2', 'OR1L1', 'OLAH', 'PSG11', 'DEFB108B', 'DEFA4', 'ALPPL2', 'CYLC2', 'PRKAG3', 'SNORA47', 'SPATA19', 'IL26', 'FGA', 'PRG1', 'OR51I2', 'CER1', 'LINC00923', 'BARHL2', 'KRTAP10-1', 'C17ORF78', 'SLC25A31', 'SULT1C3', 'IVL', 'NANOS2', 'LCN9', 'HBBP1', 'LCE1D', 'PYDC2', 'TFF2', 'NKX2-1', 'ZNF479', 'PISRT1', 'OR5H6', 'GYS2', 'GUCY2EP', 'FTMT', 'LINC00696', 'DEFB110', 'OPRD1', 'OR4D6', 'MYBPC2', 'EPS8L3', 'LPO', 'TARM1', 'OR7E24', 'SCGB1A1', 'UCMA', 'HOXC12', 'SCN1A', 'ENAM', 'FMO6P', 'OR1E2', 'GAGE2B', 'CPLX3', 'OR14C36', 'OR6B2', 'OR1B1', 'LOC729609', 'CLCA4', 'OR6M1', 'RESP18', 'MAGEA9B', 'ST8SIA3', 'OR1K1', 'TTTY9B', 'CYP7A1', 'GBX2', 'PRAMEF1', 'SCARNA11', 'SBSN', 'HBZ', 'HBG2', 'GPR78', 'OR4C12', 'SERPINI2', 'FRMPD2B', 'ZNF679', 'SNORA59B', 'TTTY8', 'HAO1', 'LINC00326', 'SPATA31A3', 'FAM27B', 'KRTAP21-1', 'SLC1A6', 'LINC00488', 'HTR3E', 'SLITRK3', 'OR4M2', 'MAGEB6', 'OR2M4', 'C12ORF50', 'KRTAP19-6', 'LYZL1', 'ADGRD2', 'YIPF7', 'GPRC6A', 'OR12D2', 'CCL24', 'SYCN', 'SNAR-F', 'CGB8', 'LINC00608', 'NYX', 'ANP32D', 'ASB10', 'LOC286238', 'ANGPTL3', 'TMEM88B', 'ALX4', 'ALLC', 'OR6F1', 'SNORD94', 'OC90', 'CD200R1L', 'SNORA38B', 'OR6C74', 'LMNTD1', 'OR51G2', 'GPR148', 'FAM71B', 'DPPA2', 'BRINP3', 'OR6A2', 'SLC51B', 'OR6K6', 'DYDC1', 'OR51F2', 'POU6F2', 'GDPD2', 'DKFZP434K028', 'ADGRG4', 'FFAR1', 'MAP3K15', 'KRT13', 'KRTAP2-1', 'CNBD1', 'SRY', 'NTS', 'LINC00575', 'RAX2', 'LINC00934', 'SERPINB3', 'BET1P1', 'C10ORF120', 'MOGAT3', 'SPACA3', 'IL17F', 'IL36RN', 'ARID3C', 'OR11H4', 'SLC6A5', 'CNTN5', 'TRHR', 'SNORA37', 'TSKS', 'SNORA16B', 'LOC284798', 'OR13C3', 'KCNK4', 'TCERG1L', 'GUCA2B', 'LINC00304', 'OR2A14', 'KRT25', 'KCNMB2', 'SLC2A2', 'MYH1', 'IFNA7', 'LINC00410', 'APOC3', 'TMEM179', 'HBE1', 'BMP15', 'OR2L8', 'SLC22A12', 'SNORA71A', 'KIR3DL3', 'GAGE12F', 'LINC01312', 'PRB4', 'MUSK', 'SPRR2E', 'FAM25BP', 'NLRP8', 'OR2A2', 'SPATA31C1', 'ITIH1', 'SEC14L3', 'NKAIN3', 'RPS4Y2', 'SNORA74A', 'LINC00710', 'LINC00928', 'SNORA76C', 'ZNF705A', 'DCT', 'OR2AT4', 'FAM170B', 'GPR22', 'TDRG1', 'SLC17A6', 'OR56B1', 'MAGEB3', 'PAPOLB', 'MAGEA1', 'TNP1', 'LOC100130264', 'OR11H6', 'HTR1A', 'SSX6', 'LRRC30', 'USH1C', 'CSN3', 'OR10W1', 'PROKR2', 'SPANXN3', 'USP9Y', 'CFHR2', 'SOX3', 'CTRC', 'GDNF', 'EDDM3B', 'KCNIP4-IT1', 'EPPIN', 'GKN2', 'PAGE5', 'MUC2', 'GCSAML-AS1', 'DMRTC1', 'BTN1A1', 'FAM205A', 'OR51B5', 'BCYRN1', 'DMP1', 'PPY2P', 'SCP2D1', 'ZCCHC13', 'SCARNA8', 'CHRNB3', 'LOC647859', 'HPVC1', 'SPOCK3', 'HMHB1', 'OCSTAMP', 'SPZ1', 'CRYGC', 'BPIFB3', 'ADAM29', 'ACER1', 'MAGEA12', 'PTH2', 'KRTAP4-3', 'ZFY', 'BPIFB4', 'LINC00479', 'ANKRD34C', 'GAGE2C', 'SLC32A1', 'NXPE1', 'CCKAR', 'KRTAP1-1', 'KRTAP1-5', 'TRIM48', 'ZAR1L', 'ASB15', 'FAM19A4', 'OR2T10', 'MS4A10', 'NUTM1', 'TMEM14E', 'VRTN', 'C4ORF51', 'KRT83', 'OR4F21', 'C6ORF10', 'KRT71', 'KRT3', 'C2ORF27B', 'KRTAP11-1', 'DAOA', 'KLRC4', 'HMSD', 'SOX1', 'LOC644669', 'AATK-AS1', 'ODF3', 'SPATA3', 'MMP20', 'CT47A1', 'ATOH7', 'AVP', 'AIRE', 'TPTE', 'CLEC4G', 'LINC01142', 'KCNU1', 'BTF3P11', 'FOXD4L3', 'MTVR2', 'OR2G6', 'PPP1R2P9', 'AADACL3', 'SSX9', 'RFX6', 'OR6S1', 'AFM', 'AKR1D1', 'LRRC52', 'C1ORF146', 'ZNF735', 'LOC400940', 'OACYLP', 'EPB42', 'TBR1', 'ASAP1-IT1', 'PCP4', 'B3GNT6', 'FAM170A', 'SLC22A10', 'GFI1B', 'MTNR1B', 'BTNL3', 'GNAS-AS1', 'MYH16', 'CPA2', 'LINC00303', 'IGLL1', 'HCRTR1', 'CNGA2', 'CA4', 'SH2D7', 'INSM2', 'CA6', 'CLCA1', 'HULC', 'CACNG7', 'PRR32', 'PRL', 'NF1P2', 'ZIM3', 'HYALP1', 'CT47A11', 'KRTAP3-2', 'CFHR4', 'TMEM132D', 'KCNJ16', 'USP50', 'TSPEAR-AS2', 'UGT1A4', 'PLA2G12B', 'TRIM55', 'NEUROG1', 'SSTR3', 'C11ORF87', 'SNORA72', 'DISC2', 'SERPINB11', 'NEUROD6', 'PRAMEF16', 'LINC01591', 'SNORA2B', 'PRSS48', 'GSC2', 'SNORA27', 'VWA5B1', 'OR51F1', 'OR10AD1', 'SCGB3A2', 'FERD3L', 'LINC00691', 'GABRR3', 'NKX6-2', 'RAPGEF4-AS1', 'ADRB3', 'GAGE12J', 'FAM47C', 'OR51L1', 'POM121L2', 'OR5H2', 'KRTAP12-1', 'C17ORF64', 'COX7B2', 'IFNW1', 'HIST1H3A', 'ANKRD20A20P', 'SLC10A1', 'LINC00032', 'GSTA5', 'KRTAP9-2', 'OR4D10', 'APCS', 'CGB2', 'OR5B17', 'AADAC', 'IFNL1', 'ZSCAN10', 'MMD2', 'FER1L6', 'UTS2R', 'OR51T1', 'LINC00452', 'MCF2', 'ART1', 'C12ORF56', 'OR52K2', 'MAGEA5', 'PATE3', 'CYP2C18', 'BAGE', 'PRDM9', 'GCGR', 'APOA5', 'PACRG-AS1', 'OLIG3', 'SNORD15B', 'SPINK14', 'B3GALT1', 'REG1B', 'CST9L', 'OR2A12', 'INS-IGF2', 'ISL1', 'DACH2', 'OTOP1', 'MT1B', 'GPR52', 'PDX1', 'TRIM49', 'NPSR1-AS1', 'CNTNAP5', 'OR4D5', 'FOXG1', 'NPHS2', 'EPGN', 'HAND1', 'LOC100130417', 'OR4N4', 'MYADML', 'PRSS57', 'MUC13', 'CLRN1', 'LINC00052', 'FAM138B', 'TRIM75P', 'HBM', 'PPBPP1', 'HRK', 'NHLH2', 'TAS2R42', 'NEUROG3', 'EXD1', 'OR13H1', 'IGFBP1', 'OR5K1', 'MMP21', 'PSKH2', 'OR10G8', 'ACSM2A', 'SYT10', 'CPNE6', 'COL20A1', 'MAGEA11', 'MAS1L', 'MBL2', 'PSG4', 'SSX5', 'ALAS2', 'LINC00202-2', 'ADCYAP1R1', 'SPINT3', 'HYMAI', 'CLEC4M', 'OR3A2', 'NPSR1', 'OPRM1', 'PPAN-P2RY11', 'NYAP2', 'TNP2', 'SLITRK1', 'CCER1', 'HIST2H2AB', 'VCX3A', 'PWAR4', 'SFTPB', 'PASD1', 'SHD', 'SLCO4A1-AS1', 'POU4F2', 'CALHM3', 'KRTAP10-6', 'GPHA2', 'C4ORF50', 'LHCGR', 'ADGRG7', 'OR2T2', 'PNLIPRP1', 'LINC01565', 'NBPF22P', 'TMEM202', 'TNFSF18', 'CACNG3', 'OR2K2', 'OTC', 'SCARNA14', 'RNF151', 'LOC392196', 'IFNL2', 'ARL14', 'SNORD115-26', 'H3F3AP5', 'IQCF2', 'NXNL1', 'CYP1A2', 'F2', 'SALL3', 'LOC285629', 'FOXR1', 'NMUR2', 'SNORA68', 'AWAT1', 'SDC4P', 'SNORA16A', 'SCTR', 'KCNB2', 'AMER3', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0017653619110491459
		RMSE:  0.25173274438657
		NRMSE:  0.09206141909982812
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11040193949010524
		RMSE:  0.1737457828578019
		NRMSE:  0.1664678101960314
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.4418404221499863e-15
		NRMSE:  5.272968191010775e-16
		MAPE:  7.789537589264395e-12
		Pearson Correlation:  0.026392963777080697
		Spearman Correlation:  0.014870509607351715
		Coefficient of Determination:  -5.247862649406825
		RMSE:  0.41213538457042365
		NRMSE:  0.39487159829305146
		MAPE:  468.3198398782947

	Predictor:  ElasticNet
		Pearson Correlation:  0.7251112818102458
		Spearman Correlation:  0.5839438926453882
		Coefficient of Determination:  0.4495398542336725
		RMSE:  0.18660343990966927
		NRMSE:  0.06824291980312656
		MAPE:  281.56585534824785
		Pearson Correlation:  0.21021116089030356
		Spearman Correlation:  0.18822429207346725
		Coefficient of Determination:  -0.07506557459622543
		RMSE:  0.17095887214219346
		NRMSE:  0.16379763934981936
		MAPE:  122.29366329040776

	Predictor:  RandomForests
		Pearson Correlation:  0.6032080181883488
		Spearman Correlation:  0.46049464588899086
		Coefficient of Determination:  0.175315788344081
		RMSE:  0.22840233796683193
		NRMSE:  0.08352923418915738
		MAPE:  173.87153003234857
		Pearson Correlation:  0.24530505363646346
		Spearman Correlation:  0.24050235165688238
		Coefficient of Determination:  -0.01567694981951373
		RMSE:  0.16616974930133385
		NRMSE:  0.1592091262995189
		MAPE:  101.54239096246418

Protein:  CDH1
x_train_column_count:  1003
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'GABRA4', 'BCORP1', 'OR2W1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'ADAD1', 'OR4K1', 'RAG2', 'LCE5A', 'OR8K3', 'CTSL3P', 'MS4A5', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'FGF22', 'DEFB127', 'MRGPRG-AS1', 'SMCP', 'MROH5', 'FAM150A', 'OR52A1', 'REXO1L6P', 'SNORA36A', 'CHAT', 'FAM92A1P2', 'LHX3', 'HNF1B', 'CTXN3', 'OR7G3', 'CT47A2', 'HES3', 'SLC18A3', 'TBC1D21', 'AMBN', 'FAM41AY1', 'DEFB113', 'SNAR-E', 'SNAR-I', 'OR8I2', 'C11ORF40', 'SNORA58', 'BSX', 'FLG2', 'OR51A2', 'GJA10', 'TMPRSS11B', 'NR0B1', 'CSN2', 'SMR3B', 'DEFB119', 'SNORD8', 'HHLA1', 'GJA8', 'TAAR8', 'BARHL1', 'GUCA1C', 'SNAR-A13', 'LINC01548', 'SPRR2G', 'ATP4B', 'GSX2', 'LCE1F', 'C17ORF102', 'TTTY21', 'LRTM1', 'LELP1', 'LCE2A', 'CT47B1', 'SNORA5B', 'GYPA', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CPN1', 'CCDC38', 'TYR', 'SLC28A2', 'KRTAP4-11', 'CLC', 'PROL1', 'CEACAM20', 'FAM224B', 'IL37', 'ESX1', 'OR8U1', 'FXYD4', 'PSMB11', 'ZNF536', 'ASB18', 'TMEM247', 'GNAT3', 'CA5A', 'SPANXN4', 'OR8D4', 'ZNF804B', 'OR2B3', 'ZNRF4', 'ANXA8L1', 'OR7C2', 'OR7G1', 'OR13C9', 'FNDC7', 'OR2T12', 'OR7G2', 'C12ORF40', 'CT47A6', 'OR6C76', 'OR5K3', 'CT47A7', 'GLRA4', 'LINC00671', 'OR8H1', 'PAQR9', 'H1FOO', 'KRTAP6-2', 'OR2AE1', 'PGM5-AS1', 'OR8A1', 'SNORA55', 'OR2M2', 'MAGEA10', 'APOA2', 'HAO2', 'TSPYL6', 'SPIC', 'CD300LD', 'KRT78', 'DMBT1P1', 'OR6T1', 'DPRX', 'OLIG2', 'DEFB128', 'SNORD115-7', 'OR6C4', 'AHSP', 'EIF1AY', 'PLCZ1', 'LINC00314', 'DUSP21', 'OR4S2', 'TEX36-AS1', 'GABRA6', 'SLC6A19', 'CST13P', 'FGF4', 'LOC440040', 'CD5L', 'CDKL4', 'IFNA21', 'OR52A4P', 'KRTAP1-3', 'OR2C3', 'PSG8', 'LOC100129935', 'LYPD8', 'HTR3B', 'TMEM196', 'PSG1', 'OR4A47', 'OR4B1', 'ZPBP', 'RSPH6A', 'KRTDAP', 'OR6B1', 'DDI1', 'OR10G4', 'GNAT1', 'BRDTP1', 'MOS', 'ITLN2', 'GOT1L1', 'OR4A16', 'PLSCR5', 'SCARNA22', 'KRTAP10-11', 'ASB11', 'IL13', 'SOST', 'SPRR4', 'RNASE8', 'OR6C2', 'PRB1', 'SNORA24', 'KRT2', 'DNMT3L', 'SCARNA4', 'OR52A5', 'KRTAP19-5', 'C1ORF105', 'SLC25A3P1', 'PWRN2', 'KRTAP21-2', 'GJD2', 'TAGLN3', 'VSTM2B', 'SNORA22', 'ARG1', 'SNORA28', 'LILRP2', 'MORC1', 'TEX13B', 'LRRC7', 'KRTAP10-7', 'GPR50', 'GABRA1', 'LINC00207', 'OR52H1', 'IGFL4', 'OR1M1', 'IL31', 'SLCO1A2', 'NMS', 'FLJ25758', 'FAM71A', 'OR5H1', 'TFAMP1', 'LINC01020', 'GHSR', 'OR5T2', 'OR2L2', 'ASB17', 'NCOR1P1', 'PRAMEF5', 'H1FNT', 'MRGPRX1', 'TMIGD1', 'URAD', 'OR4D11', 'KRTAP12-2', 'CIB4', 'KRTAP12-3', 'HIST1H4G', 'SNORD116-19', 'SNORA69', 'DEFB109P1', 'OR8J3', 'TXLNGY', 'OR52B4', 'IFNA16', 'LINC00111', 'SNORA20', 'RAB9BP1', 'DAZL', 'OR5AN1', 'OR2T34', 'F13B', 'KRTAP19-8', 'OR11L1', 'LGALS14', 'SST', 'HBG1', 'OR2M3', 'SNORD15A', 'OTX2', 'FAM183CP', 'CLEC6A', 'OR10V1', 'NXF2B', 'TMPRSS11F', 'GPR151', 'OR8S1', 'OR2M7', 'OR5H14', 'PRM3', 'MS4A6E', 'OR8G5', 'DNAJB8', 'OR2G2', 'FGF23', 'MBD3L5', 'SCGB1C1', 'OR8B3', 'OR10A5', 'WFDC5', 'TCP10L2', 'TMEM252', 'ACOT12', 'LOC145845', 'PRSS3P2', 'PPY', 'MAGEB10', 'LINC01205', 'TAAR9', 'TSGA13', 'PLA2G2F', 'PSAPL1', 'SUN3', 'PSG7', 'CRYAA', 'USP26', 'SPRR1B', 'TTTY14', 'KRTAP10-12', 'OR1S2', 'OR2AG1', 'PRAMEF8', 'HIST1H4F', 'NPPC', 'SNORD89', 'MC2R', 'C1ORF87', 'NOX3', 'C20ORF173', 'LEUTX', 'SFTA3', 'FOXN3-AS2', 'XAGE5', 'LOC391003', 'VWC2L', 'LINC00636', 'SDR16C6P', 'FAM169B', 'LOC391343', 'ACTRT2', 'RPL13AP17', 'SLC5A7', 'ALOX12B', 'CAPZA3', 'KRTAP19-1', 'OR4S1', 'BMP10', 'OR5B2', 'TTTY15', 'OPN1MW', 'RTP2', 'SLC38A8', 'C10ORF53', 'OR4D9', 'FMR1NB', 'P2RX3', 'ARHGAP36', 'ARR3', 'CCKBR', 'SNORA70B', 'STATH', 'CASC8', 'TBC1D28', 'C11ORF94', 'KRT39', 'OR1N1', 'C1ORF94', 'SNORA34', 'TAS2R60', 'ACTR3BP2', 'SSX8', 'HNRNPCL1', 'IFITM5', 'ANKRD18DP', 'PF4', 'BEND2', 'GAGE1', 'PROKR1', 'EDDM3A', 'CABS1', 'BPIFA3', 'KHDC1L', 'LINC00029', 'MMP23A', 'DEFB129', 'OR4C16', 'AKAP14', 'CYP11B2', 'HBD', 'OR10S1', 'LINC00114', 'PRSS1', 'DEFB104A', 'HSFY2', 'CABP5', 'CYP2W1', 'CYP3A4', 'SFTPC', 'CGB5', 'CCL15-CCL14', 'DMRT1', 'RGS8', 'PROP1', 'TKTL2', 'SERPINB4', 'CLRN2', 'KCNQ1DN', 'PRAP1', 'LINC00469', 'YWHAEP7', 'SNORA51', 'KRTAP25-1', 'DUXA', 'SNORA32', 'OR4F5', 'XKR7', 'OTP', 'SNORA54', 'SLC13A1', 'LHX9', 'SVOP', 'LGI3', 'KRTAP6-1', 'PAGE2', 'LOC646813', 'MYBPHL', 'OR6Y1', 'OR4K17', 'KRTAP19-2', 'TAS2R13', 'GAGE2D', 'OR7A17', 'OR2T35', 'FBP2', 'SPACA7', 'KRTAP19-3', 'ANKUB1', 'LOC285627', 'PLET1', 'GABRG3', 'INS', 'AVPR1B', 'PRAMEF20', 'OR4K2', 'NEU2', 'MGC27382', 'FCAMR', 'TCP10', 'LCNL1', 'CRLF2', 'LINC01101', 'OTOL1', 'DNTT', 'FDCSP', 'KRT85', 'FAM71C', 'C3ORF49', 'ZFAT-AS1', 'FOXE1', 'OR6B3', 'LINC00113', 'HPD', 'C9ORF135', 'IFNA13', 'KRTAP4-5', 'OR10H2', 'IZUMO1R', 'OLIG1', 'OR1L3', 'OR8H2', 'PRDM14', 'FGF6', 'XAGE3', 'SCARNA20', 'DAW1', 'GH1', 'TCEB3C', 'CCDC166', 'TMEM207', 'UGT2A3', 'PTF1A', 'SPANXN1', 'FAM27L', 'OR14I1', 'OR8G2', 'OR1L1', 'OLAH', 'PSG11', 'DEFB108B', 'DEFA4', 'ALPPL2', 'CYLC2', 'PRKAG3', 'SNORA47', 'SPATA19', 'IL26', 'FGA', 'PRG1', 'OR51I2', 'CER1', 'LINC00923', 'BARHL2', 'KRTAP10-1', 'C17ORF78', 'SLC25A31', 'SULT1C3', 'IVL', 'NANOS2', 'LCN9', 'HBBP1', 'LCE1D', 'PYDC2', 'TFF2', 'NKX2-1', 'ZNF479', 'PISRT1', 'OR5H6', 'GYS2', 'GUCY2EP', 'FTMT', 'LINC00696', 'DEFB110', 'OPRD1', 'OR4D6', 'MYBPC2', 'EPS8L3', 'LPO', 'TARM1', 'OR7E24', 'SCGB1A1', 'UCMA', 'HOXC12', 'SCN1A', 'ENAM', 'FMO6P', 'OR1E2', 'GAGE2B', 'CPLX3', 'OR14C36', 'OR6B2', 'OR1B1', 'LOC729609', 'CLCA4', 'OR6M1', 'RESP18', 'MAGEA9B', 'ST8SIA3', 'OR1K1', 'TTTY9B', 'CYP7A1', 'GBX2', 'PRAMEF1', 'SCARNA11', 'SBSN', 'HBZ', 'HBG2', 'GPR78', 'OR4C12', 'SERPINI2', 'FRMPD2B', 'ZNF679', 'SNORA59B', 'TTTY8', 'HAO1', 'LINC00326', 'SPATA31A3', 'FAM27B', 'KRTAP21-1', 'SLC1A6', 'LINC00488', 'HTR3E', 'SLITRK3', 'OR4M2', 'MAGEB6', 'OR2M4', 'C12ORF50', 'KRTAP19-6', 'LYZL1', 'ADGRD2', 'YIPF7', 'GPRC6A', 'OR12D2', 'CCL24', 'SYCN', 'SNAR-F', 'CGB8', 'LINC00608', 'NYX', 'ANP32D', 'ASB10', 'LOC286238', 'ANGPTL3', 'TMEM88B', 'ALX4', 'ALLC', 'OR6F1', 'SNORD94', 'OC90', 'CD200R1L', 'SNORA38B', 'OR6C74', 'LMNTD1', 'OR51G2', 'GPR148', 'FAM71B', 'DPPA2', 'BRINP3', 'OR6A2', 'SLC51B', 'OR6K6', 'DYDC1', 'OR51F2', 'POU6F2', 'GDPD2', 'DKFZP434K028', 'ADGRG4', 'FFAR1', 'MAP3K15', 'KRT13', 'KRTAP2-1', 'CNBD1', 'SRY', 'NTS', 'LINC00575', 'RAX2', 'LINC00934', 'SERPINB3', 'BET1P1', 'C10ORF120', 'MOGAT3', 'SPACA3', 'IL17F', 'IL36RN', 'ARID3C', 'OR11H4', 'SLC6A5', 'CNTN5', 'TRHR', 'SNORA37', 'TSKS', 'SNORA16B', 'LOC284798', 'OR13C3', 'KCNK4', 'TCERG1L', 'GUCA2B', 'LINC00304', 'OR2A14', 'KRT25', 'KCNMB2', 'SLC2A2', 'MYH1', 'IFNA7', 'LINC00410', 'APOC3', 'TMEM179', 'HBE1', 'BMP15', 'OR2L8', 'SLC22A12', 'SNORA71A', 'KIR3DL3', 'GAGE12F', 'LINC01312', 'PRB4', 'MUSK', 'SPRR2E', 'FAM25BP', 'NLRP8', 'OR2A2', 'SPATA31C1', 'ITIH1', 'SEC14L3', 'NKAIN3', 'RPS4Y2', 'SNORA74A', 'LINC00710', 'LINC00928', 'SNORA76C', 'ZNF705A', 'DCT', 'OR2AT4', 'FAM170B', 'GPR22', 'TDRG1', 'SLC17A6', 'OR56B1', 'MAGEB3', 'PAPOLB', 'MAGEA1', 'TNP1', 'LOC100130264', 'OR11H6', 'HTR1A', 'SSX6', 'LRRC30', 'USH1C', 'CSN3', 'OR10W1', 'PROKR2', 'SPANXN3', 'USP9Y', 'CFHR2', 'SOX3', 'CTRC', 'GDNF', 'EDDM3B', 'KCNIP4-IT1', 'EPPIN', 'GKN2', 'PAGE5', 'MUC2', 'GCSAML-AS1', 'DMRTC1', 'BTN1A1', 'FAM205A', 'OR51B5', 'BCYRN1', 'DMP1', 'PPY2P', 'SCP2D1', 'ZCCHC13', 'SCARNA8', 'CHRNB3', 'LOC647859', 'HPVC1', 'SPOCK3', 'HMHB1', 'OCSTAMP', 'SPZ1', 'CRYGC', 'BPIFB3', 'ADAM29', 'ACER1', 'MAGEA12', 'PTH2', 'KRTAP4-3', 'ZFY', 'BPIFB4', 'LINC00479', 'ANKRD34C', 'GAGE2C', 'SLC32A1', 'NXPE1', 'CCKAR', 'KRTAP1-1', 'KRTAP1-5', 'TRIM48', 'ZAR1L', 'ASB15', 'FAM19A4', 'OR2T10', 'MS4A10', 'NUTM1', 'TMEM14E', 'VRTN', 'C4ORF51', 'KRT83', 'OR4F21', 'C6ORF10', 'KRT71', 'KRT3', 'C2ORF27B', 'KRTAP11-1', 'DAOA', 'KLRC4', 'HMSD', 'SOX1', 'LOC644669', 'AATK-AS1', 'ODF3', 'SPATA3', 'MMP20', 'CT47A1', 'ATOH7', 'AVP', 'AIRE', 'TPTE', 'CLEC4G', 'LINC01142', 'KCNU1', 'BTF3P11', 'FOXD4L3', 'MTVR2', 'OR2G6', 'PPP1R2P9', 'AADACL3', 'SSX9', 'RFX6', 'OR6S1', 'AFM', 'AKR1D1', 'LRRC52', 'C1ORF146', 'ZNF735', 'LOC400940', 'OACYLP', 'EPB42', 'TBR1', 'ASAP1-IT1', 'PCP4', 'B3GNT6', 'FAM170A', 'SLC22A10', 'GFI1B', 'MTNR1B', 'BTNL3', 'GNAS-AS1', 'MYH16', 'CPA2', 'LINC00303', 'IGLL1', 'HCRTR1', 'CNGA2', 'CA4', 'SH2D7', 'INSM2', 'CA6', 'CLCA1', 'HULC', 'CACNG7', 'PRR32', 'PRL', 'NF1P2', 'ZIM3', 'HYALP1', 'CT47A11', 'KRTAP3-2', 'CFHR4', 'TMEM132D', 'KCNJ16', 'USP50', 'TSPEAR-AS2', 'UGT1A4', 'PLA2G12B', 'TRIM55', 'NEUROG1', 'SSTR3', 'C11ORF87', 'SNORA72', 'DISC2', 'SERPINB11', 'NEUROD6', 'PRAMEF16', 'LINC01591', 'SNORA2B', 'PRSS48', 'GSC2', 'SNORA27', 'VWA5B1', 'OR51F1', 'OR10AD1', 'SCGB3A2', 'FERD3L', 'LINC00691', 'GABRR3', 'NKX6-2', 'RAPGEF4-AS1', 'ADRB3', 'GAGE12J', 'FAM47C', 'OR51L1', 'POM121L2', 'OR5H2', 'KRTAP12-1', 'C17ORF64', 'COX7B2', 'IFNW1', 'HIST1H3A', 'ANKRD20A20P', 'SLC10A1', 'LINC00032', 'GSTA5', 'KRTAP9-2', 'OR4D10', 'APCS', 'CGB2', 'OR5B17', 'AADAC', 'IFNL1', 'ZSCAN10', 'MMD2', 'FER1L6', 'UTS2R', 'OR51T1', 'LINC00452', 'MCF2', 'ART1', 'C12ORF56', 'OR52K2', 'MAGEA5', 'PATE3', 'CYP2C18', 'BAGE', 'PRDM9', 'GCGR', 'APOA5', 'PACRG-AS1', 'OLIG3', 'SNORD15B', 'SPINK14', 'B3GALT1', 'REG1B', 'CST9L', 'OR2A12', 'INS-IGF2', 'ISL1', 'DACH2', 'OTOP1', 'MT1B', 'GPR52', 'PDX1', 'TRIM49', 'NPSR1-AS1', 'CNTNAP5', 'OR4D5', 'FOXG1', 'NPHS2', 'EPGN', 'HAND1', 'LOC100130417', 'OR4N4', 'MYADML', 'PRSS57', 'MUC13', 'CLRN1', 'LINC00052', 'FAM138B', 'TRIM75P', 'HBM', 'PPBPP1', 'HRK', 'NHLH2', 'TAS2R42', 'NEUROG3', 'EXD1', 'OR13H1', 'IGFBP1', 'OR5K1', 'MMP21', 'PSKH2', 'OR10G8', 'ACSM2A', 'SYT10', 'CPNE6', 'COL20A1', 'MAGEA11', 'MAS1L', 'MBL2', 'PSG4', 'SSX5', 'ALAS2', 'LINC00202-2', 'ADCYAP1R1', 'SPINT3', 'HYMAI', 'CLEC4M', 'OR3A2', 'NPSR1', 'OPRM1', 'PPAN-P2RY11', 'NYAP2', 'TNP2', 'SLITRK1', 'CCER1', 'HIST2H2AB', 'VCX3A', 'PWAR4', 'SFTPB', 'PASD1', 'SHD', 'SLCO4A1-AS1', 'POU4F2', 'CALHM3', 'KRTAP10-6', 'GPHA2', 'C4ORF50', 'LHCGR', 'ADGRG7', 'OR2T2', 'PNLIPRP1', 'LINC01565', 'NBPF22P', 'TMEM202', 'TNFSF18', 'CACNG3', 'OR2K2', 'OTC', 'SCARNA14', 'RNF151', 'LOC392196', 'IFNL2', 'ARL14', 'SNORD115-26', 'H3F3AP5', 'IQCF2', 'NXNL1', 'CYP1A2', 'F2', 'SALL3', 'LOC285629', 'FOXR1', 'NMUR2', 'SNORA68', 'AWAT1', 'SDC4P', 'SNORA16A', 'SCTR', 'KCNB2', 'AMER3', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1648542010437435
		RMSE:  1.2077311247232185
		NRMSE:  0.19230774891296748
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01787767410405383
		RMSE:  1.1768276141426715
		NRMSE:  0.21349508619837296
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.119011303751291
		NRMSE:  0.17818083878718685
		MAPE:  552.7314487209006
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06543533401046742
		RMSE:  1.204005869039757
		NRMSE:  0.21842565020132743
		MAPE:  371.74257556440244

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  4.635739105580343e-15
		NRMSE:  7.38151508802322e-16
		MAPE:  3.429574945657306e-12
		Pearson Correlation:  0.16070052622451989
		Spearman Correlation:  0.13540069078168057
		Coefficient of Determination:  -1.729461802189264
		RMSE:  1.927096961234541
		NRMSE:  0.3496057765020393
		MAPE:  786.9440083075557

	Predictor:  ElasticNet
		Pearson Correlation:  0.9250982948443434
		Spearman Correlation:  0.8991963631416305
		Coefficient of Determination:  0.8302118581089342
		RMSE:  0.46109259897099486
		NRMSE:  0.07342005015301978
		MAPE:  193.63863442003895
		Pearson Correlation:  0.4281680795341424
		Spearman Correlation:  0.36058055586728016
		Coefficient of Determination:  0.11390841543317876
		RMSE:  1.0980051121393541
		NRMSE:  0.19919544140984619
		MAPE:  409.3976092397551

	Predictor:  RandomForests
		Pearson Correlation:  0.745324597599403
		Spearman Correlation:  0.6916423937507932
		Coefficient of Determination:  0.5502538923560027
		RMSE:  0.7504438110452306
		NRMSE:  0.11949361661176881
		MAPE:  237.25448270597246
		Pearson Correlation:  0.7594994644970473
		Spearman Correlation:  0.41629586356280135
		Coefficient of Determination:  0.5167019137472699
		RMSE:  0.8109098837919212
		NRMSE:  0.14711183988097695
		MAPE:  142.48947354298198

Protein:  CDH2
x_train_column_count:  1003
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'GABRA4', 'BCORP1', 'OR2W1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'ADAD1', 'OR4K1', 'RAG2', 'LCE5A', 'OR8K3', 'CTSL3P', 'MS4A5', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'FGF22', 'DEFB127', 'MRGPRG-AS1', 'SMCP', 'MROH5', 'FAM150A', 'OR52A1', 'REXO1L6P', 'SNORA36A', 'CHAT', 'FAM92A1P2', 'LHX3', 'HNF1B', 'CTXN3', 'OR7G3', 'CT47A2', 'HES3', 'SLC18A3', 'TBC1D21', 'AMBN', 'FAM41AY1', 'DEFB113', 'SNAR-E', 'SNAR-I', 'OR8I2', 'C11ORF40', 'SNORA58', 'BSX', 'FLG2', 'OR51A2', 'GJA10', 'TMPRSS11B', 'NR0B1', 'CSN2', 'SMR3B', 'DEFB119', 'SNORD8', 'HHLA1', 'GJA8', 'TAAR8', 'BARHL1', 'GUCA1C', 'SNAR-A13', 'LINC01548', 'SPRR2G', 'ATP4B', 'GSX2', 'LCE1F', 'C17ORF102', 'TTTY21', 'LRTM1', 'LELP1', 'LCE2A', 'CT47B1', 'SNORA5B', 'GYPA', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CPN1', 'CCDC38', 'TYR', 'SLC28A2', 'KRTAP4-11', 'CLC', 'PROL1', 'CEACAM20', 'FAM224B', 'IL37', 'ESX1', 'OR8U1', 'FXYD4', 'PSMB11', 'ZNF536', 'ASB18', 'TMEM247', 'GNAT3', 'CA5A', 'SPANXN4', 'OR8D4', 'ZNF804B', 'OR2B3', 'ZNRF4', 'ANXA8L1', 'OR7C2', 'OR7G1', 'OR13C9', 'FNDC7', 'OR2T12', 'OR7G2', 'C12ORF40', 'CT47A6', 'OR6C76', 'OR5K3', 'CT47A7', 'GLRA4', 'LINC00671', 'OR8H1', 'PAQR9', 'H1FOO', 'KRTAP6-2', 'OR2AE1', 'PGM5-AS1', 'OR8A1', 'SNORA55', 'OR2M2', 'MAGEA10', 'APOA2', 'HAO2', 'TSPYL6', 'SPIC', 'CD300LD', 'KRT78', 'DMBT1P1', 'OR6T1', 'DPRX', 'OLIG2', 'DEFB128', 'SNORD115-7', 'OR6C4', 'AHSP', 'EIF1AY', 'PLCZ1', 'LINC00314', 'DUSP21', 'OR4S2', 'TEX36-AS1', 'GABRA6', 'SLC6A19', 'CST13P', 'FGF4', 'LOC440040', 'CD5L', 'CDKL4', 'IFNA21', 'OR52A4P', 'KRTAP1-3', 'OR2C3', 'PSG8', 'LOC100129935', 'LYPD8', 'HTR3B', 'TMEM196', 'PSG1', 'OR4A47', 'OR4B1', 'ZPBP', 'RSPH6A', 'KRTDAP', 'OR6B1', 'DDI1', 'OR10G4', 'GNAT1', 'BRDTP1', 'MOS', 'ITLN2', 'GOT1L1', 'OR4A16', 'PLSCR5', 'SCARNA22', 'KRTAP10-11', 'ASB11', 'IL13', 'SOST', 'SPRR4', 'RNASE8', 'OR6C2', 'PRB1', 'SNORA24', 'KRT2', 'DNMT3L', 'SCARNA4', 'OR52A5', 'KRTAP19-5', 'C1ORF105', 'SLC25A3P1', 'PWRN2', 'KRTAP21-2', 'GJD2', 'TAGLN3', 'VSTM2B', 'SNORA22', 'ARG1', 'SNORA28', 'LILRP2', 'MORC1', 'TEX13B', 'LRRC7', 'KRTAP10-7', 'GPR50', 'GABRA1', 'LINC00207', 'OR52H1', 'IGFL4', 'OR1M1', 'IL31', 'SLCO1A2', 'NMS', 'FLJ25758', 'FAM71A', 'OR5H1', 'TFAMP1', 'LINC01020', 'GHSR', 'OR5T2', 'OR2L2', 'ASB17', 'NCOR1P1', 'PRAMEF5', 'H1FNT', 'MRGPRX1', 'TMIGD1', 'URAD', 'OR4D11', 'KRTAP12-2', 'CIB4', 'KRTAP12-3', 'HIST1H4G', 'SNORD116-19', 'SNORA69', 'DEFB109P1', 'OR8J3', 'TXLNGY', 'OR52B4', 'IFNA16', 'LINC00111', 'SNORA20', 'RAB9BP1', 'DAZL', 'OR5AN1', 'OR2T34', 'F13B', 'KRTAP19-8', 'OR11L1', 'LGALS14', 'SST', 'HBG1', 'OR2M3', 'SNORD15A', 'OTX2', 'FAM183CP', 'CLEC6A', 'OR10V1', 'NXF2B', 'TMPRSS11F', 'GPR151', 'OR8S1', 'OR2M7', 'OR5H14', 'PRM3', 'MS4A6E', 'OR8G5', 'DNAJB8', 'OR2G2', 'FGF23', 'MBD3L5', 'SCGB1C1', 'OR8B3', 'OR10A5', 'WFDC5', 'TCP10L2', 'TMEM252', 'ACOT12', 'LOC145845', 'PRSS3P2', 'PPY', 'MAGEB10', 'LINC01205', 'TAAR9', 'TSGA13', 'PLA2G2F', 'PSAPL1', 'SUN3', 'PSG7', 'CRYAA', 'USP26', 'SPRR1B', 'TTTY14', 'KRTAP10-12', 'OR1S2', 'OR2AG1', 'PRAMEF8', 'HIST1H4F', 'NPPC', 'SNORD89', 'MC2R', 'C1ORF87', 'NOX3', 'C20ORF173', 'LEUTX', 'SFTA3', 'FOXN3-AS2', 'XAGE5', 'LOC391003', 'VWC2L', 'LINC00636', 'SDR16C6P', 'FAM169B', 'LOC391343', 'ACTRT2', 'RPL13AP17', 'SLC5A7', 'ALOX12B', 'CAPZA3', 'KRTAP19-1', 'OR4S1', 'BMP10', 'OR5B2', 'TTTY15', 'OPN1MW', 'RTP2', 'SLC38A8', 'C10ORF53', 'OR4D9', 'FMR1NB', 'P2RX3', 'ARHGAP36', 'ARR3', 'CCKBR', 'SNORA70B', 'STATH', 'CASC8', 'TBC1D28', 'C11ORF94', 'KRT39', 'OR1N1', 'C1ORF94', 'SNORA34', 'TAS2R60', 'ACTR3BP2', 'SSX8', 'HNRNPCL1', 'IFITM5', 'ANKRD18DP', 'PF4', 'BEND2', 'GAGE1', 'PROKR1', 'EDDM3A', 'CABS1', 'BPIFA3', 'KHDC1L', 'LINC00029', 'MMP23A', 'DEFB129', 'OR4C16', 'AKAP14', 'CYP11B2', 'HBD', 'OR10S1', 'LINC00114', 'PRSS1', 'DEFB104A', 'HSFY2', 'CABP5', 'CYP2W1', 'CYP3A4', 'SFTPC', 'CGB5', 'CCL15-CCL14', 'DMRT1', 'RGS8', 'PROP1', 'TKTL2', 'SERPINB4', 'CLRN2', 'KCNQ1DN', 'PRAP1', 'LINC00469', 'YWHAEP7', 'SNORA51', 'KRTAP25-1', 'DUXA', 'SNORA32', 'OR4F5', 'XKR7', 'OTP', 'SNORA54', 'SLC13A1', 'LHX9', 'SVOP', 'LGI3', 'KRTAP6-1', 'PAGE2', 'LOC646813', 'MYBPHL', 'OR6Y1', 'OR4K17', 'KRTAP19-2', 'TAS2R13', 'GAGE2D', 'OR7A17', 'OR2T35', 'FBP2', 'SPACA7', 'KRTAP19-3', 'ANKUB1', 'LOC285627', 'PLET1', 'GABRG3', 'INS', 'AVPR1B', 'PRAMEF20', 'OR4K2', 'NEU2', 'MGC27382', 'FCAMR', 'TCP10', 'LCNL1', 'CRLF2', 'LINC01101', 'OTOL1', 'DNTT', 'FDCSP', 'KRT85', 'FAM71C', 'C3ORF49', 'ZFAT-AS1', 'FOXE1', 'OR6B3', 'LINC00113', 'HPD', 'C9ORF135', 'IFNA13', 'KRTAP4-5', 'OR10H2', 'IZUMO1R', 'OLIG1', 'OR1L3', 'OR8H2', 'PRDM14', 'FGF6', 'XAGE3', 'SCARNA20', 'DAW1', 'GH1', 'TCEB3C', 'CCDC166', 'TMEM207', 'UGT2A3', 'PTF1A', 'SPANXN1', 'FAM27L', 'OR14I1', 'OR8G2', 'OR1L1', 'OLAH', 'PSG11', 'DEFB108B', 'DEFA4', 'ALPPL2', 'CYLC2', 'PRKAG3', 'SNORA47', 'SPATA19', 'IL26', 'FGA', 'PRG1', 'OR51I2', 'CER1', 'LINC00923', 'BARHL2', 'KRTAP10-1', 'C17ORF78', 'SLC25A31', 'SULT1C3', 'IVL', 'NANOS2', 'LCN9', 'HBBP1', 'LCE1D', 'PYDC2', 'TFF2', 'NKX2-1', 'ZNF479', 'PISRT1', 'OR5H6', 'GYS2', 'GUCY2EP', 'FTMT', 'LINC00696', 'DEFB110', 'OPRD1', 'OR4D6', 'MYBPC2', 'EPS8L3', 'LPO', 'TARM1', 'OR7E24', 'SCGB1A1', 'UCMA', 'HOXC12', 'SCN1A', 'ENAM', 'FMO6P', 'OR1E2', 'GAGE2B', 'CPLX3', 'OR14C36', 'OR6B2', 'OR1B1', 'LOC729609', 'CLCA4', 'OR6M1', 'RESP18', 'MAGEA9B', 'ST8SIA3', 'OR1K1', 'TTTY9B', 'CYP7A1', 'GBX2', 'PRAMEF1', 'SCARNA11', 'SBSN', 'HBZ', 'HBG2', 'GPR78', 'OR4C12', 'SERPINI2', 'FRMPD2B', 'ZNF679', 'SNORA59B', 'TTTY8', 'HAO1', 'LINC00326', 'SPATA31A3', 'FAM27B', 'KRTAP21-1', 'SLC1A6', 'LINC00488', 'HTR3E', 'SLITRK3', 'OR4M2', 'MAGEB6', 'OR2M4', 'C12ORF50', 'KRTAP19-6', 'LYZL1', 'ADGRD2', 'YIPF7', 'GPRC6A', 'OR12D2', 'CCL24', 'SYCN', 'SNAR-F', 'CGB8', 'LINC00608', 'NYX', 'ANP32D', 'ASB10', 'LOC286238', 'ANGPTL3', 'TMEM88B', 'ALX4', 'ALLC', 'OR6F1', 'SNORD94', 'OC90', 'CD200R1L', 'SNORA38B', 'OR6C74', 'LMNTD1', 'OR51G2', 'GPR148', 'FAM71B', 'DPPA2', 'BRINP3', 'OR6A2', 'SLC51B', 'OR6K6', 'DYDC1', 'OR51F2', 'POU6F2', 'GDPD2', 'DKFZP434K028', 'ADGRG4', 'FFAR1', 'MAP3K15', 'KRT13', 'KRTAP2-1', 'CNBD1', 'SRY', 'NTS', 'LINC00575', 'RAX2', 'LINC00934', 'SERPINB3', 'BET1P1', 'C10ORF120', 'MOGAT3', 'SPACA3', 'IL17F', 'IL36RN', 'ARID3C', 'OR11H4', 'SLC6A5', 'CNTN5', 'TRHR', 'SNORA37', 'TSKS', 'SNORA16B', 'LOC284798', 'OR13C3', 'KCNK4', 'TCERG1L', 'GUCA2B', 'LINC00304', 'OR2A14', 'KRT25', 'KCNMB2', 'SLC2A2', 'MYH1', 'IFNA7', 'LINC00410', 'APOC3', 'TMEM179', 'HBE1', 'BMP15', 'OR2L8', 'SLC22A12', 'SNORA71A', 'KIR3DL3', 'GAGE12F', 'LINC01312', 'PRB4', 'MUSK', 'SPRR2E', 'FAM25BP', 'NLRP8', 'OR2A2', 'SPATA31C1', 'ITIH1', 'SEC14L3', 'NKAIN3', 'RPS4Y2', 'SNORA74A', 'LINC00710', 'LINC00928', 'SNORA76C', 'ZNF705A', 'DCT', 'OR2AT4', 'FAM170B', 'GPR22', 'TDRG1', 'SLC17A6', 'OR56B1', 'MAGEB3', 'PAPOLB', 'MAGEA1', 'TNP1', 'LOC100130264', 'OR11H6', 'HTR1A', 'SSX6', 'LRRC30', 'USH1C', 'CSN3', 'OR10W1', 'PROKR2', 'SPANXN3', 'USP9Y', 'CFHR2', 'SOX3', 'CTRC', 'GDNF', 'EDDM3B', 'KCNIP4-IT1', 'EPPIN', 'GKN2', 'PAGE5', 'MUC2', 'GCSAML-AS1', 'DMRTC1', 'BTN1A1', 'FAM205A', 'OR51B5', 'BCYRN1', 'DMP1', 'PPY2P', 'SCP2D1', 'ZCCHC13', 'SCARNA8', 'CHRNB3', 'LOC647859', 'HPVC1', 'SPOCK3', 'HMHB1', 'OCSTAMP', 'SPZ1', 'CRYGC', 'BPIFB3', 'ADAM29', 'ACER1', 'MAGEA12', 'PTH2', 'KRTAP4-3', 'ZFY', 'BPIFB4', 'LINC00479', 'ANKRD34C', 'GAGE2C', 'SLC32A1', 'NXPE1', 'CCKAR', 'KRTAP1-1', 'KRTAP1-5', 'TRIM48', 'ZAR1L', 'ASB15', 'FAM19A4', 'OR2T10', 'MS4A10', 'NUTM1', 'TMEM14E', 'VRTN', 'C4ORF51', 'KRT83', 'OR4F21', 'C6ORF10', 'KRT71', 'KRT3', 'C2ORF27B', 'KRTAP11-1', 'DAOA', 'KLRC4', 'HMSD', 'SOX1', 'LOC644669', 'AATK-AS1', 'ODF3', 'SPATA3', 'MMP20', 'CT47A1', 'ATOH7', 'AVP', 'AIRE', 'TPTE', 'CLEC4G', 'LINC01142', 'KCNU1', 'BTF3P11', 'FOXD4L3', 'MTVR2', 'OR2G6', 'PPP1R2P9', 'AADACL3', 'SSX9', 'RFX6', 'OR6S1', 'AFM', 'AKR1D1', 'LRRC52', 'C1ORF146', 'ZNF735', 'LOC400940', 'OACYLP', 'EPB42', 'TBR1', 'ASAP1-IT1', 'PCP4', 'B3GNT6', 'FAM170A', 'SLC22A10', 'GFI1B', 'MTNR1B', 'BTNL3', 'GNAS-AS1', 'MYH16', 'CPA2', 'LINC00303', 'IGLL1', 'HCRTR1', 'CNGA2', 'CA4', 'SH2D7', 'INSM2', 'CA6', 'CLCA1', 'HULC', 'CACNG7', 'PRR32', 'PRL', 'NF1P2', 'ZIM3', 'HYALP1', 'CT47A11', 'KRTAP3-2', 'CFHR4', 'TMEM132D', 'KCNJ16', 'USP50', 'TSPEAR-AS2', 'UGT1A4', 'PLA2G12B', 'TRIM55', 'NEUROG1', 'SSTR3', 'C11ORF87', 'SNORA72', 'DISC2', 'SERPINB11', 'NEUROD6', 'PRAMEF16', 'LINC01591', 'SNORA2B', 'PRSS48', 'GSC2', 'SNORA27', 'VWA5B1', 'OR51F1', 'OR10AD1', 'SCGB3A2', 'FERD3L', 'LINC00691', 'GABRR3', 'NKX6-2', 'RAPGEF4-AS1', 'ADRB3', 'GAGE12J', 'FAM47C', 'OR51L1', 'POM121L2', 'OR5H2', 'KRTAP12-1', 'C17ORF64', 'COX7B2', 'IFNW1', 'HIST1H3A', 'ANKRD20A20P', 'SLC10A1', 'LINC00032', 'GSTA5', 'KRTAP9-2', 'OR4D10', 'APCS', 'CGB2', 'OR5B17', 'AADAC', 'IFNL1', 'ZSCAN10', 'MMD2', 'FER1L6', 'UTS2R', 'OR51T1', 'LINC00452', 'MCF2', 'ART1', 'C12ORF56', 'OR52K2', 'MAGEA5', 'PATE3', 'CYP2C18', 'BAGE', 'PRDM9', 'GCGR', 'APOA5', 'PACRG-AS1', 'OLIG3', 'SNORD15B', 'SPINK14', 'B3GALT1', 'REG1B', 'CST9L', 'OR2A12', 'INS-IGF2', 'ISL1', 'DACH2', 'OTOP1', 'MT1B', 'GPR52', 'PDX1', 'TRIM49', 'NPSR1-AS1', 'CNTNAP5', 'OR4D5', 'FOXG1', 'NPHS2', 'EPGN', 'HAND1', 'LOC100130417', 'OR4N4', 'MYADML', 'PRSS57', 'MUC13', 'CLRN1', 'LINC00052', 'FAM138B', 'TRIM75P', 'HBM', 'PPBPP1', 'HRK', 'NHLH2', 'TAS2R42', 'NEUROG3', 'EXD1', 'OR13H1', 'IGFBP1', 'OR5K1', 'MMP21', 'PSKH2', 'OR10G8', 'ACSM2A', 'SYT10', 'CPNE6', 'COL20A1', 'MAGEA11', 'MAS1L', 'MBL2', 'PSG4', 'SSX5', 'ALAS2', 'LINC00202-2', 'ADCYAP1R1', 'SPINT3', 'HYMAI', 'CLEC4M', 'OR3A2', 'NPSR1', 'OPRM1', 'PPAN-P2RY11', 'NYAP2', 'TNP2', 'SLITRK1', 'CCER1', 'HIST2H2AB', 'VCX3A', 'PWAR4', 'SFTPB', 'PASD1', 'SHD', 'SLCO4A1-AS1', 'POU4F2', 'CALHM3', 'KRTAP10-6', 'GPHA2', 'C4ORF50', 'LHCGR', 'ADGRG7', 'OR2T2', 'PNLIPRP1', 'LINC01565', 'NBPF22P', 'TMEM202', 'TNFSF18', 'CACNG3', 'OR2K2', 'OTC', 'SCARNA14', 'RNF151', 'LOC392196', 'IFNL2', 'ARL14', 'SNORD115-26', 'H3F3AP5', 'IQCF2', 'NXNL1', 'CYP1A2', 'F2', 'SALL3', 'LOC285629', 'FOXR1', 'NMUR2', 'SNORA68', 'AWAT1', 'SDC4P', 'SNORA16A', 'SCTR', 'KCNB2', 'AMER3', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011628294333081435
		RMSE:  0.38156283556505555
		NRMSE:  0.1382574228440668
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.013534078125908788
		RMSE:  0.33551468363995024
		NRMSE:  0.17308132332546644
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999036734615
		Coefficient of Determination:  1.0
		RMSE:  2.0081475025783313e-15
		NRMSE:  7.276424025575518e-16
		MAPE:  3.387438449828792e-11
		Pearson Correlation:  0.14102161747184844
		Spearman Correlation:  0.06608810583673114
		Coefficient of Determination:  -2.720113603738091
		RMSE:  0.6427919881815687
		NRMSE:  0.3315958834662048
		MAPE:  543.8745263766684

	Predictor:  ElasticNet
		Pearson Correlation:  0.8188997882471297
		Spearman Correlation:  0.7802861487844792
		Coefficient of Determination:  0.5949154221100228
		RMSE:  0.24145068308505507
		NRMSE:  0.08748847129685307
		MAPE:  833.1337017495467
		Pearson Correlation:  0.1665111045787496
		Spearman Correlation:  0.13987954962031948
		Coefficient of Determination:  -0.02791806426474852
		RMSE:  0.3378870934182808
		NRMSE:  0.17430517385698113
		MAPE:  213.15774349088716

	Predictor:  RandomForests
		Pearson Correlation:  0.5580414269970942
		Spearman Correlation:  0.49399928009393607
		Coefficient of Determination:  0.15743229644789813
		RMSE:  0.3482234290509759
		NRMSE:  0.12617705234110296
		MAPE:  440.4141285586185
		Pearson Correlation:  0.0841400674953364
		Spearman Correlation:  0.11076197957580519
		Coefficient of Determination:  -0.034107138490790945
		RMSE:  0.3389027726021237
		NRMSE:  0.17482913035064776
		MAPE:  162.2873377682569

Protein:  CDH3
x_train_column_count:  1003
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'GABRA4', 'BCORP1', 'OR2W1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'ADAD1', 'OR4K1', 'RAG2', 'LCE5A', 'OR8K3', 'CTSL3P', 'MS4A5', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'FGF22', 'DEFB127', 'MRGPRG-AS1', 'SMCP', 'MROH5', 'FAM150A', 'OR52A1', 'REXO1L6P', 'SNORA36A', 'CHAT', 'FAM92A1P2', 'LHX3', 'HNF1B', 'CTXN3', 'OR7G3', 'CT47A2', 'HES3', 'SLC18A3', 'TBC1D21', 'AMBN', 'FAM41AY1', 'DEFB113', 'SNAR-E', 'SNAR-I', 'OR8I2', 'C11ORF40', 'SNORA58', 'BSX', 'FLG2', 'OR51A2', 'GJA10', 'TMPRSS11B', 'NR0B1', 'CSN2', 'SMR3B', 'DEFB119', 'SNORD8', 'HHLA1', 'GJA8', 'TAAR8', 'BARHL1', 'GUCA1C', 'SNAR-A13', 'LINC01548', 'SPRR2G', 'ATP4B', 'GSX2', 'LCE1F', 'C17ORF102', 'TTTY21', 'LRTM1', 'LELP1', 'LCE2A', 'CT47B1', 'SNORA5B', 'GYPA', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CPN1', 'CCDC38', 'TYR', 'SLC28A2', 'KRTAP4-11', 'CLC', 'PROL1', 'CEACAM20', 'FAM224B', 'IL37', 'ESX1', 'OR8U1', 'FXYD4', 'PSMB11', 'ZNF536', 'ASB18', 'TMEM247', 'GNAT3', 'CA5A', 'SPANXN4', 'OR8D4', 'ZNF804B', 'OR2B3', 'ZNRF4', 'ANXA8L1', 'OR7C2', 'OR7G1', 'OR13C9', 'FNDC7', 'OR2T12', 'OR7G2', 'C12ORF40', 'CT47A6', 'OR6C76', 'OR5K3', 'CT47A7', 'GLRA4', 'LINC00671', 'OR8H1', 'PAQR9', 'H1FOO', 'KRTAP6-2', 'OR2AE1', 'PGM5-AS1', 'OR8A1', 'SNORA55', 'OR2M2', 'MAGEA10', 'APOA2', 'HAO2', 'TSPYL6', 'SPIC', 'CD300LD', 'KRT78', 'DMBT1P1', 'OR6T1', 'DPRX', 'OLIG2', 'DEFB128', 'SNORD115-7', 'OR6C4', 'AHSP', 'EIF1AY', 'PLCZ1', 'LINC00314', 'DUSP21', 'OR4S2', 'TEX36-AS1', 'GABRA6', 'SLC6A19', 'CST13P', 'FGF4', 'LOC440040', 'CD5L', 'CDKL4', 'IFNA21', 'OR52A4P', 'KRTAP1-3', 'OR2C3', 'PSG8', 'LOC100129935', 'LYPD8', 'HTR3B', 'TMEM196', 'PSG1', 'OR4A47', 'OR4B1', 'ZPBP', 'RSPH6A', 'KRTDAP', 'OR6B1', 'DDI1', 'OR10G4', 'GNAT1', 'BRDTP1', 'MOS', 'ITLN2', 'GOT1L1', 'OR4A16', 'PLSCR5', 'SCARNA22', 'KRTAP10-11', 'ASB11', 'IL13', 'SOST', 'SPRR4', 'RNASE8', 'OR6C2', 'PRB1', 'SNORA24', 'KRT2', 'DNMT3L', 'SCARNA4', 'OR52A5', 'KRTAP19-5', 'C1ORF105', 'SLC25A3P1', 'PWRN2', 'KRTAP21-2', 'GJD2', 'TAGLN3', 'VSTM2B', 'SNORA22', 'ARG1', 'SNORA28', 'LILRP2', 'MORC1', 'TEX13B', 'LRRC7', 'KRTAP10-7', 'GPR50', 'GABRA1', 'LINC00207', 'OR52H1', 'IGFL4', 'OR1M1', 'IL31', 'SLCO1A2', 'NMS', 'FLJ25758', 'FAM71A', 'OR5H1', 'TFAMP1', 'LINC01020', 'GHSR', 'OR5T2', 'OR2L2', 'ASB17', 'NCOR1P1', 'PRAMEF5', 'H1FNT', 'MRGPRX1', 'TMIGD1', 'URAD', 'OR4D11', 'KRTAP12-2', 'CIB4', 'KRTAP12-3', 'HIST1H4G', 'SNORD116-19', 'SNORA69', 'DEFB109P1', 'OR8J3', 'TXLNGY', 'OR52B4', 'IFNA16', 'LINC00111', 'SNORA20', 'RAB9BP1', 'DAZL', 'OR5AN1', 'OR2T34', 'F13B', 'KRTAP19-8', 'OR11L1', 'LGALS14', 'SST', 'HBG1', 'OR2M3', 'SNORD15A', 'OTX2', 'FAM183CP', 'CLEC6A', 'OR10V1', 'NXF2B', 'TMPRSS11F', 'GPR151', 'OR8S1', 'OR2M7', 'OR5H14', 'PRM3', 'MS4A6E', 'OR8G5', 'DNAJB8', 'OR2G2', 'FGF23', 'MBD3L5', 'SCGB1C1', 'OR8B3', 'OR10A5', 'WFDC5', 'TCP10L2', 'TMEM252', 'ACOT12', 'LOC145845', 'PRSS3P2', 'PPY', 'MAGEB10', 'LINC01205', 'TAAR9', 'TSGA13', 'PLA2G2F', 'PSAPL1', 'SUN3', 'PSG7', 'CRYAA', 'USP26', 'SPRR1B', 'TTTY14', 'KRTAP10-12', 'OR1S2', 'OR2AG1', 'PRAMEF8', 'HIST1H4F', 'NPPC', 'SNORD89', 'MC2R', 'C1ORF87', 'NOX3', 'C20ORF173', 'LEUTX', 'SFTA3', 'FOXN3-AS2', 'XAGE5', 'LOC391003', 'VWC2L', 'LINC00636', 'SDR16C6P', 'FAM169B', 'LOC391343', 'ACTRT2', 'RPL13AP17', 'SLC5A7', 'ALOX12B', 'CAPZA3', 'KRTAP19-1', 'OR4S1', 'BMP10', 'OR5B2', 'TTTY15', 'OPN1MW', 'RTP2', 'SLC38A8', 'C10ORF53', 'OR4D9', 'FMR1NB', 'P2RX3', 'ARHGAP36', 'ARR3', 'CCKBR', 'SNORA70B', 'STATH', 'CASC8', 'TBC1D28', 'C11ORF94', 'KRT39', 'OR1N1', 'C1ORF94', 'SNORA34', 'TAS2R60', 'ACTR3BP2', 'SSX8', 'HNRNPCL1', 'IFITM5', 'ANKRD18DP', 'PF4', 'BEND2', 'GAGE1', 'PROKR1', 'EDDM3A', 'CABS1', 'BPIFA3', 'KHDC1L', 'LINC00029', 'MMP23A', 'DEFB129', 'OR4C16', 'AKAP14', 'CYP11B2', 'HBD', 'OR10S1', 'LINC00114', 'PRSS1', 'DEFB104A', 'HSFY2', 'CABP5', 'CYP2W1', 'CYP3A4', 'SFTPC', 'CGB5', 'CCL15-CCL14', 'DMRT1', 'RGS8', 'PROP1', 'TKTL2', 'SERPINB4', 'CLRN2', 'KCNQ1DN', 'PRAP1', 'LINC00469', 'YWHAEP7', 'SNORA51', 'KRTAP25-1', 'DUXA', 'SNORA32', 'OR4F5', 'XKR7', 'OTP', 'SNORA54', 'SLC13A1', 'LHX9', 'SVOP', 'LGI3', 'KRTAP6-1', 'PAGE2', 'LOC646813', 'MYBPHL', 'OR6Y1', 'OR4K17', 'KRTAP19-2', 'TAS2R13', 'GAGE2D', 'OR7A17', 'OR2T35', 'FBP2', 'SPACA7', 'KRTAP19-3', 'ANKUB1', 'LOC285627', 'PLET1', 'GABRG3', 'INS', 'AVPR1B', 'PRAMEF20', 'OR4K2', 'NEU2', 'MGC27382', 'FCAMR', 'TCP10', 'LCNL1', 'CRLF2', 'LINC01101', 'OTOL1', 'DNTT', 'FDCSP', 'KRT85', 'FAM71C', 'C3ORF49', 'ZFAT-AS1', 'FOXE1', 'OR6B3', 'LINC00113', 'HPD', 'C9ORF135', 'IFNA13', 'KRTAP4-5', 'OR10H2', 'IZUMO1R', 'OLIG1', 'OR1L3', 'OR8H2', 'PRDM14', 'FGF6', 'XAGE3', 'SCARNA20', 'DAW1', 'GH1', 'TCEB3C', 'CCDC166', 'TMEM207', 'UGT2A3', 'PTF1A', 'SPANXN1', 'FAM27L', 'OR14I1', 'OR8G2', 'OR1L1', 'OLAH', 'PSG11', 'DEFB108B', 'DEFA4', 'ALPPL2', 'CYLC2', 'PRKAG3', 'SNORA47', 'SPATA19', 'IL26', 'FGA', 'PRG1', 'OR51I2', 'CER1', 'LINC00923', 'BARHL2', 'KRTAP10-1', 'C17ORF78', 'SLC25A31', 'SULT1C3', 'IVL', 'NANOS2', 'LCN9', 'HBBP1', 'LCE1D', 'PYDC2', 'TFF2', 'NKX2-1', 'ZNF479', 'PISRT1', 'OR5H6', 'GYS2', 'GUCY2EP', 'FTMT', 'LINC00696', 'DEFB110', 'OPRD1', 'OR4D6', 'MYBPC2', 'EPS8L3', 'LPO', 'TARM1', 'OR7E24', 'SCGB1A1', 'UCMA', 'HOXC12', 'SCN1A', 'ENAM', 'FMO6P', 'OR1E2', 'GAGE2B', 'CPLX3', 'OR14C36', 'OR6B2', 'OR1B1', 'LOC729609', 'CLCA4', 'OR6M1', 'RESP18', 'MAGEA9B', 'ST8SIA3', 'OR1K1', 'TTTY9B', 'CYP7A1', 'GBX2', 'PRAMEF1', 'SCARNA11', 'SBSN', 'HBZ', 'HBG2', 'GPR78', 'OR4C12', 'SERPINI2', 'FRMPD2B', 'ZNF679', 'SNORA59B', 'TTTY8', 'HAO1', 'LINC00326', 'SPATA31A3', 'FAM27B', 'KRTAP21-1', 'SLC1A6', 'LINC00488', 'HTR3E', 'SLITRK3', 'OR4M2', 'MAGEB6', 'OR2M4', 'C12ORF50', 'KRTAP19-6', 'LYZL1', 'ADGRD2', 'YIPF7', 'GPRC6A', 'OR12D2', 'CCL24', 'SYCN', 'SNAR-F', 'CGB8', 'LINC00608', 'NYX', 'ANP32D', 'ASB10', 'LOC286238', 'ANGPTL3', 'TMEM88B', 'ALX4', 'ALLC', 'OR6F1', 'SNORD94', 'OC90', 'CD200R1L', 'SNORA38B', 'OR6C74', 'LMNTD1', 'OR51G2', 'GPR148', 'FAM71B', 'DPPA2', 'BRINP3', 'OR6A2', 'SLC51B', 'OR6K6', 'DYDC1', 'OR51F2', 'POU6F2', 'GDPD2', 'DKFZP434K028', 'ADGRG4', 'FFAR1', 'MAP3K15', 'KRT13', 'KRTAP2-1', 'CNBD1', 'SRY', 'NTS', 'LINC00575', 'RAX2', 'LINC00934', 'SERPINB3', 'BET1P1', 'C10ORF120', 'MOGAT3', 'SPACA3', 'IL17F', 'IL36RN', 'ARID3C', 'OR11H4', 'SLC6A5', 'CNTN5', 'TRHR', 'SNORA37', 'TSKS', 'SNORA16B', 'LOC284798', 'OR13C3', 'KCNK4', 'TCERG1L', 'GUCA2B', 'LINC00304', 'OR2A14', 'KRT25', 'KCNMB2', 'SLC2A2', 'MYH1', 'IFNA7', 'LINC00410', 'APOC3', 'TMEM179', 'HBE1', 'BMP15', 'OR2L8', 'SLC22A12', 'SNORA71A', 'KIR3DL3', 'GAGE12F', 'LINC01312', 'PRB4', 'MUSK', 'SPRR2E', 'FAM25BP', 'NLRP8', 'OR2A2', 'SPATA31C1', 'ITIH1', 'SEC14L3', 'NKAIN3', 'RPS4Y2', 'SNORA74A', 'LINC00710', 'LINC00928', 'SNORA76C', 'ZNF705A', 'DCT', 'OR2AT4', 'FAM170B', 'GPR22', 'TDRG1', 'SLC17A6', 'OR56B1', 'MAGEB3', 'PAPOLB', 'MAGEA1', 'TNP1', 'LOC100130264', 'OR11H6', 'HTR1A', 'SSX6', 'LRRC30', 'USH1C', 'CSN3', 'OR10W1', 'PROKR2', 'SPANXN3', 'USP9Y', 'CFHR2', 'SOX3', 'CTRC', 'GDNF', 'EDDM3B', 'KCNIP4-IT1', 'EPPIN', 'GKN2', 'PAGE5', 'MUC2', 'GCSAML-AS1', 'DMRTC1', 'BTN1A1', 'FAM205A', 'OR51B5', 'BCYRN1', 'DMP1', 'PPY2P', 'SCP2D1', 'ZCCHC13', 'SCARNA8', 'CHRNB3', 'LOC647859', 'HPVC1', 'SPOCK3', 'HMHB1', 'OCSTAMP', 'SPZ1', 'CRYGC', 'BPIFB3', 'ADAM29', 'ACER1', 'MAGEA12', 'PTH2', 'KRTAP4-3', 'ZFY', 'BPIFB4', 'LINC00479', 'ANKRD34C', 'GAGE2C', 'SLC32A1', 'NXPE1', 'CCKAR', 'KRTAP1-1', 'KRTAP1-5', 'TRIM48', 'ZAR1L', 'ASB15', 'FAM19A4', 'OR2T10', 'MS4A10', 'NUTM1', 'TMEM14E', 'VRTN', 'C4ORF51', 'KRT83', 'OR4F21', 'C6ORF10', 'KRT71', 'KRT3', 'C2ORF27B', 'KRTAP11-1', 'DAOA', 'KLRC4', 'HMSD', 'SOX1', 'LOC644669', 'AATK-AS1', 'ODF3', 'SPATA3', 'MMP20', 'CT47A1', 'ATOH7', 'AVP', 'AIRE', 'TPTE', 'CLEC4G', 'LINC01142', 'KCNU1', 'BTF3P11', 'FOXD4L3', 'MTVR2', 'OR2G6', 'PPP1R2P9', 'AADACL3', 'SSX9', 'RFX6', 'OR6S1', 'AFM', 'AKR1D1', 'LRRC52', 'C1ORF146', 'ZNF735', 'LOC400940', 'OACYLP', 'EPB42', 'TBR1', 'ASAP1-IT1', 'PCP4', 'B3GNT6', 'FAM170A', 'SLC22A10', 'GFI1B', 'MTNR1B', 'BTNL3', 'GNAS-AS1', 'MYH16', 'CPA2', 'LINC00303', 'IGLL1', 'HCRTR1', 'CNGA2', 'CA4', 'SH2D7', 'INSM2', 'CA6', 'CLCA1', 'HULC', 'CACNG7', 'PRR32', 'PRL', 'NF1P2', 'ZIM3', 'HYALP1', 'CT47A11', 'KRTAP3-2', 'CFHR4', 'TMEM132D', 'KCNJ16', 'USP50', 'TSPEAR-AS2', 'UGT1A4', 'PLA2G12B', 'TRIM55', 'NEUROG1', 'SSTR3', 'C11ORF87', 'SNORA72', 'DISC2', 'SERPINB11', 'NEUROD6', 'PRAMEF16', 'LINC01591', 'SNORA2B', 'PRSS48', 'GSC2', 'SNORA27', 'VWA5B1', 'OR51F1', 'OR10AD1', 'SCGB3A2', 'FERD3L', 'LINC00691', 'GABRR3', 'NKX6-2', 'RAPGEF4-AS1', 'ADRB3', 'GAGE12J', 'FAM47C', 'OR51L1', 'POM121L2', 'OR5H2', 'KRTAP12-1', 'C17ORF64', 'COX7B2', 'IFNW1', 'HIST1H3A', 'ANKRD20A20P', 'SLC10A1', 'LINC00032', 'GSTA5', 'KRTAP9-2', 'OR4D10', 'APCS', 'CGB2', 'OR5B17', 'AADAC', 'IFNL1', 'ZSCAN10', 'MMD2', 'FER1L6', 'UTS2R', 'OR51T1', 'LINC00452', 'MCF2', 'ART1', 'C12ORF56', 'OR52K2', 'MAGEA5', 'PATE3', 'CYP2C18', 'BAGE', 'PRDM9', 'GCGR', 'APOA5', 'PACRG-AS1', 'OLIG3', 'SNORD15B', 'SPINK14', 'B3GALT1', 'REG1B', 'CST9L', 'OR2A12', 'INS-IGF2', 'ISL1', 'DACH2', 'OTOP1', 'MT1B', 'GPR52', 'PDX1', 'TRIM49', 'NPSR1-AS1', 'CNTNAP5', 'OR4D5', 'FOXG1', 'NPHS2', 'EPGN', 'HAND1', 'LOC100130417', 'OR4N4', 'MYADML', 'PRSS57', 'MUC13', 'CLRN1', 'LINC00052', 'FAM138B', 'TRIM75P', 'HBM', 'PPBPP1', 'HRK', 'NHLH2', 'TAS2R42', 'NEUROG3', 'EXD1', 'OR13H1', 'IGFBP1', 'OR5K1', 'MMP21', 'PSKH2', 'OR10G8', 'ACSM2A', 'SYT10', 'CPNE6', 'COL20A1', 'MAGEA11', 'MAS1L', 'MBL2', 'PSG4', 'SSX5', 'ALAS2', 'LINC00202-2', 'ADCYAP1R1', 'SPINT3', 'HYMAI', 'CLEC4M', 'OR3A2', 'NPSR1', 'OPRM1', 'PPAN-P2RY11', 'NYAP2', 'TNP2', 'SLITRK1', 'CCER1', 'HIST2H2AB', 'VCX3A', 'PWAR4', 'SFTPB', 'PASD1', 'SHD', 'SLCO4A1-AS1', 'POU4F2', 'CALHM3', 'KRTAP10-6', 'GPHA2', 'C4ORF50', 'LHCGR', 'ADGRG7', 'OR2T2', 'PNLIPRP1', 'LINC01565', 'NBPF22P', 'TMEM202', 'TNFSF18', 'CACNG3', 'OR2K2', 'OTC', 'SCARNA14', 'RNF151', 'LOC392196', 'IFNL2', 'ARL14', 'SNORD115-26', 'H3F3AP5', 'IQCF2', 'NXNL1', 'CYP1A2', 'F2', 'SALL3', 'LOC285629', 'FOXR1', 'NMUR2', 'SNORA68', 'AWAT1', 'SDC4P', 'SNORA16A', 'SCTR', 'KCNB2', 'AMER3', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006306553616452382
		RMSE:  0.206558346691537
		NRMSE:  0.1472115018398285
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056823148221427866
		RMSE:  0.21361844422784051
		NRMSE:  0.19012980777528213
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  9.988271303516955e-16
		NRMSE:  7.118513693228726e-16
		MAPE:  3.584175855135305e-12
		Pearson Correlation:  0.04020340413320687
		Spearman Correlation:  0.05846207558697739
		Coefficient of Determination:  -1.7826026798230887
		RMSE:  0.34662763869983054
		NRMSE:  0.30851383902649704
		MAPE:  1059.3930734343232

	Predictor:  ElasticNet
		Pearson Correlation:  0.6992650971641992
		Spearman Correlation:  0.6346090537389575
		Coefficient of Determination:  0.4248939159633913
		RMSE:  0.15615344836916864
		NRMSE:  0.11128857303559775
		MAPE:  286.02394726944095
		Pearson Correlation:  0.33492264969949664
		Spearman Correlation:  0.31754760034414403
		Coefficient of Determination:  0.06690664565248683
		RMSE:  0.2007243856209589
		NRMSE:  0.17865352868697051
		MAPE:  169.9711492411722

	Predictor:  RandomForests
		Pearson Correlation:  0.6195688827245404
		Spearman Correlation:  0.581520191623552
		Coefficient of Determination:  0.27177893651933105
		RMSE:  0.1757151536318908
		NRMSE:  0.12522995113238222
		MAPE:  317.4176990264001
		Pearson Correlation:  0.39195348845187583
		Spearman Correlation:  0.3137370790159479
		Coefficient of Determination:  0.07863936238677272
		RMSE:  0.1994584392204566
		NRMSE:  0.17752678072917438
		MAPE:  243.62542436881998

Protein:  PTEN
x_train_column_count:  1003
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'GABRA4', 'BCORP1', 'OR2W1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'ADAD1', 'OR4K1', 'RAG2', 'LCE5A', 'OR8K3', 'CTSL3P', 'MS4A5', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'FGF22', 'DEFB127', 'MRGPRG-AS1', 'SMCP', 'MROH5', 'FAM150A', 'OR52A1', 'REXO1L6P', 'SNORA36A', 'CHAT', 'FAM92A1P2', 'LHX3', 'HNF1B', 'CTXN3', 'OR7G3', 'CT47A2', 'HES3', 'SLC18A3', 'TBC1D21', 'AMBN', 'FAM41AY1', 'DEFB113', 'SNAR-E', 'SNAR-I', 'OR8I2', 'C11ORF40', 'SNORA58', 'BSX', 'FLG2', 'OR51A2', 'GJA10', 'TMPRSS11B', 'NR0B1', 'CSN2', 'SMR3B', 'DEFB119', 'SNORD8', 'HHLA1', 'GJA8', 'TAAR8', 'BARHL1', 'GUCA1C', 'SNAR-A13', 'LINC01548', 'SPRR2G', 'ATP4B', 'GSX2', 'LCE1F', 'C17ORF102', 'TTTY21', 'LRTM1', 'LELP1', 'LCE2A', 'CT47B1', 'SNORA5B', 'GYPA', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CPN1', 'CCDC38', 'TYR', 'SLC28A2', 'KRTAP4-11', 'CLC', 'PROL1', 'CEACAM20', 'FAM224B', 'IL37', 'ESX1', 'OR8U1', 'FXYD4', 'PSMB11', 'ZNF536', 'ASB18', 'TMEM247', 'GNAT3', 'CA5A', 'SPANXN4', 'OR8D4', 'ZNF804B', 'OR2B3', 'ZNRF4', 'ANXA8L1', 'OR7C2', 'OR7G1', 'OR13C9', 'FNDC7', 'OR2T12', 'OR7G2', 'C12ORF40', 'CT47A6', 'OR6C76', 'OR5K3', 'CT47A7', 'GLRA4', 'LINC00671', 'OR8H1', 'PAQR9', 'H1FOO', 'KRTAP6-2', 'OR2AE1', 'PGM5-AS1', 'OR8A1', 'SNORA55', 'OR2M2', 'MAGEA10', 'APOA2', 'HAO2', 'TSPYL6', 'SPIC', 'CD300LD', 'KRT78', 'DMBT1P1', 'OR6T1', 'DPRX', 'OLIG2', 'DEFB128', 'SNORD115-7', 'OR6C4', 'AHSP', 'EIF1AY', 'PLCZ1', 'LINC00314', 'DUSP21', 'OR4S2', 'TEX36-AS1', 'GABRA6', 'SLC6A19', 'CST13P', 'FGF4', 'LOC440040', 'CD5L', 'CDKL4', 'IFNA21', 'OR52A4P', 'KRTAP1-3', 'OR2C3', 'PSG8', 'LOC100129935', 'LYPD8', 'HTR3B', 'TMEM196', 'PSG1', 'OR4A47', 'OR4B1', 'ZPBP', 'RSPH6A', 'KRTDAP', 'OR6B1', 'DDI1', 'OR10G4', 'GNAT1', 'BRDTP1', 'MOS', 'ITLN2', 'GOT1L1', 'OR4A16', 'PLSCR5', 'SCARNA22', 'KRTAP10-11', 'ASB11', 'IL13', 'SOST', 'SPRR4', 'RNASE8', 'OR6C2', 'PRB1', 'SNORA24', 'KRT2', 'DNMT3L', 'SCARNA4', 'OR52A5', 'KRTAP19-5', 'C1ORF105', 'SLC25A3P1', 'PWRN2', 'KRTAP21-2', 'GJD2', 'TAGLN3', 'VSTM2B', 'SNORA22', 'ARG1', 'SNORA28', 'LILRP2', 'MORC1', 'TEX13B', 'LRRC7', 'KRTAP10-7', 'GPR50', 'GABRA1', 'LINC00207', 'OR52H1', 'IGFL4', 'OR1M1', 'IL31', 'SLCO1A2', 'NMS', 'FLJ25758', 'FAM71A', 'OR5H1', 'TFAMP1', 'LINC01020', 'GHSR', 'OR5T2', 'OR2L2', 'ASB17', 'NCOR1P1', 'PRAMEF5', 'H1FNT', 'MRGPRX1', 'TMIGD1', 'URAD', 'OR4D11', 'KRTAP12-2', 'CIB4', 'KRTAP12-3', 'HIST1H4G', 'SNORD116-19', 'SNORA69', 'DEFB109P1', 'OR8J3', 'TXLNGY', 'OR52B4', 'IFNA16', 'LINC00111', 'SNORA20', 'RAB9BP1', 'DAZL', 'OR5AN1', 'OR2T34', 'F13B', 'KRTAP19-8', 'OR11L1', 'LGALS14', 'SST', 'HBG1', 'OR2M3', 'SNORD15A', 'OTX2', 'FAM183CP', 'CLEC6A', 'OR10V1', 'NXF2B', 'TMPRSS11F', 'GPR151', 'OR8S1', 'OR2M7', 'OR5H14', 'PRM3', 'MS4A6E', 'OR8G5', 'DNAJB8', 'OR2G2', 'FGF23', 'MBD3L5', 'SCGB1C1', 'OR8B3', 'OR10A5', 'WFDC5', 'TCP10L2', 'TMEM252', 'ACOT12', 'LOC145845', 'PRSS3P2', 'PPY', 'MAGEB10', 'LINC01205', 'TAAR9', 'TSGA13', 'PLA2G2F', 'PSAPL1', 'SUN3', 'PSG7', 'CRYAA', 'USP26', 'SPRR1B', 'TTTY14', 'KRTAP10-12', 'OR1S2', 'OR2AG1', 'PRAMEF8', 'HIST1H4F', 'NPPC', 'SNORD89', 'MC2R', 'C1ORF87', 'NOX3', 'C20ORF173', 'LEUTX', 'SFTA3', 'FOXN3-AS2', 'XAGE5', 'LOC391003', 'VWC2L', 'LINC00636', 'SDR16C6P', 'FAM169B', 'LOC391343', 'ACTRT2', 'RPL13AP17', 'SLC5A7', 'ALOX12B', 'CAPZA3', 'KRTAP19-1', 'OR4S1', 'BMP10', 'OR5B2', 'TTTY15', 'OPN1MW', 'RTP2', 'SLC38A8', 'C10ORF53', 'OR4D9', 'FMR1NB', 'P2RX3', 'ARHGAP36', 'ARR3', 'CCKBR', 'SNORA70B', 'STATH', 'CASC8', 'TBC1D28', 'C11ORF94', 'KRT39', 'OR1N1', 'C1ORF94', 'SNORA34', 'TAS2R60', 'ACTR3BP2', 'SSX8', 'HNRNPCL1', 'IFITM5', 'ANKRD18DP', 'PF4', 'BEND2', 'GAGE1', 'PROKR1', 'EDDM3A', 'CABS1', 'BPIFA3', 'KHDC1L', 'LINC00029', 'MMP23A', 'DEFB129', 'OR4C16', 'AKAP14', 'CYP11B2', 'HBD', 'OR10S1', 'LINC00114', 'PRSS1', 'DEFB104A', 'HSFY2', 'CABP5', 'CYP2W1', 'CYP3A4', 'SFTPC', 'CGB5', 'CCL15-CCL14', 'DMRT1', 'RGS8', 'PROP1', 'TKTL2', 'SERPINB4', 'CLRN2', 'KCNQ1DN', 'PRAP1', 'LINC00469', 'YWHAEP7', 'SNORA51', 'KRTAP25-1', 'DUXA', 'SNORA32', 'OR4F5', 'XKR7', 'OTP', 'SNORA54', 'SLC13A1', 'LHX9', 'SVOP', 'LGI3', 'KRTAP6-1', 'PAGE2', 'LOC646813', 'MYBPHL', 'OR6Y1', 'OR4K17', 'KRTAP19-2', 'TAS2R13', 'GAGE2D', 'OR7A17', 'OR2T35', 'FBP2', 'SPACA7', 'KRTAP19-3', 'ANKUB1', 'LOC285627', 'PLET1', 'GABRG3', 'INS', 'AVPR1B', 'PRAMEF20', 'OR4K2', 'NEU2', 'MGC27382', 'FCAMR', 'TCP10', 'LCNL1', 'CRLF2', 'LINC01101', 'OTOL1', 'DNTT', 'FDCSP', 'KRT85', 'FAM71C', 'C3ORF49', 'ZFAT-AS1', 'FOXE1', 'OR6B3', 'LINC00113', 'HPD', 'C9ORF135', 'IFNA13', 'KRTAP4-5', 'OR10H2', 'IZUMO1R', 'OLIG1', 'OR1L3', 'OR8H2', 'PRDM14', 'FGF6', 'XAGE3', 'SCARNA20', 'DAW1', 'GH1', 'TCEB3C', 'CCDC166', 'TMEM207', 'UGT2A3', 'PTF1A', 'SPANXN1', 'FAM27L', 'OR14I1', 'OR8G2', 'OR1L1', 'OLAH', 'PSG11', 'DEFB108B', 'DEFA4', 'ALPPL2', 'CYLC2', 'PRKAG3', 'SNORA47', 'SPATA19', 'IL26', 'FGA', 'PRG1', 'OR51I2', 'CER1', 'LINC00923', 'BARHL2', 'KRTAP10-1', 'C17ORF78', 'SLC25A31', 'SULT1C3', 'IVL', 'NANOS2', 'LCN9', 'HBBP1', 'LCE1D', 'PYDC2', 'TFF2', 'NKX2-1', 'ZNF479', 'PISRT1', 'OR5H6', 'GYS2', 'GUCY2EP', 'FTMT', 'LINC00696', 'DEFB110', 'OPRD1', 'OR4D6', 'MYBPC2', 'EPS8L3', 'LPO', 'TARM1', 'OR7E24', 'SCGB1A1', 'UCMA', 'HOXC12', 'SCN1A', 'ENAM', 'FMO6P', 'OR1E2', 'GAGE2B', 'CPLX3', 'OR14C36', 'OR6B2', 'OR1B1', 'LOC729609', 'CLCA4', 'OR6M1', 'RESP18', 'MAGEA9B', 'ST8SIA3', 'OR1K1', 'TTTY9B', 'CYP7A1', 'GBX2', 'PRAMEF1', 'SCARNA11', 'SBSN', 'HBZ', 'HBG2', 'GPR78', 'OR4C12', 'SERPINI2', 'FRMPD2B', 'ZNF679', 'SNORA59B', 'TTTY8', 'HAO1', 'LINC00326', 'SPATA31A3', 'FAM27B', 'KRTAP21-1', 'SLC1A6', 'LINC00488', 'HTR3E', 'SLITRK3', 'OR4M2', 'MAGEB6', 'OR2M4', 'C12ORF50', 'KRTAP19-6', 'LYZL1', 'ADGRD2', 'YIPF7', 'GPRC6A', 'OR12D2', 'CCL24', 'SYCN', 'SNAR-F', 'CGB8', 'LINC00608', 'NYX', 'ANP32D', 'ASB10', 'LOC286238', 'ANGPTL3', 'TMEM88B', 'ALX4', 'ALLC', 'OR6F1', 'SNORD94', 'OC90', 'CD200R1L', 'SNORA38B', 'OR6C74', 'LMNTD1', 'OR51G2', 'GPR148', 'FAM71B', 'DPPA2', 'BRINP3', 'OR6A2', 'SLC51B', 'OR6K6', 'DYDC1', 'OR51F2', 'POU6F2', 'GDPD2', 'DKFZP434K028', 'ADGRG4', 'FFAR1', 'MAP3K15', 'KRT13', 'KRTAP2-1', 'CNBD1', 'SRY', 'NTS', 'LINC00575', 'RAX2', 'LINC00934', 'SERPINB3', 'BET1P1', 'C10ORF120', 'MOGAT3', 'SPACA3', 'IL17F', 'IL36RN', 'ARID3C', 'OR11H4', 'SLC6A5', 'CNTN5', 'TRHR', 'SNORA37', 'TSKS', 'SNORA16B', 'LOC284798', 'OR13C3', 'KCNK4', 'TCERG1L', 'GUCA2B', 'LINC00304', 'OR2A14', 'KRT25', 'KCNMB2', 'SLC2A2', 'MYH1', 'IFNA7', 'LINC00410', 'APOC3', 'TMEM179', 'HBE1', 'BMP15', 'OR2L8', 'SLC22A12', 'SNORA71A', 'KIR3DL3', 'GAGE12F', 'LINC01312', 'PRB4', 'MUSK', 'SPRR2E', 'FAM25BP', 'NLRP8', 'OR2A2', 'SPATA31C1', 'ITIH1', 'SEC14L3', 'NKAIN3', 'RPS4Y2', 'SNORA74A', 'LINC00710', 'LINC00928', 'SNORA76C', 'ZNF705A', 'DCT', 'OR2AT4', 'FAM170B', 'GPR22', 'TDRG1', 'SLC17A6', 'OR56B1', 'MAGEB3', 'PAPOLB', 'MAGEA1', 'TNP1', 'LOC100130264', 'OR11H6', 'HTR1A', 'SSX6', 'LRRC30', 'USH1C', 'CSN3', 'OR10W1', 'PROKR2', 'SPANXN3', 'USP9Y', 'CFHR2', 'SOX3', 'CTRC', 'GDNF', 'EDDM3B', 'KCNIP4-IT1', 'EPPIN', 'GKN2', 'PAGE5', 'MUC2', 'GCSAML-AS1', 'DMRTC1', 'BTN1A1', 'FAM205A', 'OR51B5', 'BCYRN1', 'DMP1', 'PPY2P', 'SCP2D1', 'ZCCHC13', 'SCARNA8', 'CHRNB3', 'LOC647859', 'HPVC1', 'SPOCK3', 'HMHB1', 'OCSTAMP', 'SPZ1', 'CRYGC', 'BPIFB3', 'ADAM29', 'ACER1', 'MAGEA12', 'PTH2', 'KRTAP4-3', 'ZFY', 'BPIFB4', 'LINC00479', 'ANKRD34C', 'GAGE2C', 'SLC32A1', 'NXPE1', 'CCKAR', 'KRTAP1-1', 'KRTAP1-5', 'TRIM48', 'ZAR1L', 'ASB15', 'FAM19A4', 'OR2T10', 'MS4A10', 'NUTM1', 'TMEM14E', 'VRTN', 'C4ORF51', 'KRT83', 'OR4F21', 'C6ORF10', 'KRT71', 'KRT3', 'C2ORF27B', 'KRTAP11-1', 'DAOA', 'KLRC4', 'HMSD', 'SOX1', 'LOC644669', 'AATK-AS1', 'ODF3', 'SPATA3', 'MMP20', 'CT47A1', 'ATOH7', 'AVP', 'AIRE', 'TPTE', 'CLEC4G', 'LINC01142', 'KCNU1', 'BTF3P11', 'FOXD4L3', 'MTVR2', 'OR2G6', 'PPP1R2P9', 'AADACL3', 'SSX9', 'RFX6', 'OR6S1', 'AFM', 'AKR1D1', 'LRRC52', 'C1ORF146', 'ZNF735', 'LOC400940', 'OACYLP', 'EPB42', 'TBR1', 'ASAP1-IT1', 'PCP4', 'B3GNT6', 'FAM170A', 'SLC22A10', 'GFI1B', 'MTNR1B', 'BTNL3', 'GNAS-AS1', 'MYH16', 'CPA2', 'LINC00303', 'IGLL1', 'HCRTR1', 'CNGA2', 'CA4', 'SH2D7', 'INSM2', 'CA6', 'CLCA1', 'HULC', 'CACNG7', 'PRR32', 'PRL', 'NF1P2', 'ZIM3', 'HYALP1', 'CT47A11', 'KRTAP3-2', 'CFHR4', 'TMEM132D', 'KCNJ16', 'USP50', 'TSPEAR-AS2', 'UGT1A4', 'PLA2G12B', 'TRIM55', 'NEUROG1', 'SSTR3', 'C11ORF87', 'SNORA72', 'DISC2', 'SERPINB11', 'NEUROD6', 'PRAMEF16', 'LINC01591', 'SNORA2B', 'PRSS48', 'GSC2', 'SNORA27', 'VWA5B1', 'OR51F1', 'OR10AD1', 'SCGB3A2', 'FERD3L', 'LINC00691', 'GABRR3', 'NKX6-2', 'RAPGEF4-AS1', 'ADRB3', 'GAGE12J', 'FAM47C', 'OR51L1', 'POM121L2', 'OR5H2', 'KRTAP12-1', 'C17ORF64', 'COX7B2', 'IFNW1', 'HIST1H3A', 'ANKRD20A20P', 'SLC10A1', 'LINC00032', 'GSTA5', 'KRTAP9-2', 'OR4D10', 'APCS', 'CGB2', 'OR5B17', 'AADAC', 'IFNL1', 'ZSCAN10', 'MMD2', 'FER1L6', 'UTS2R', 'OR51T1', 'LINC00452', 'MCF2', 'ART1', 'C12ORF56', 'OR52K2', 'MAGEA5', 'PATE3', 'CYP2C18', 'BAGE', 'PRDM9', 'GCGR', 'APOA5', 'PACRG-AS1', 'OLIG3', 'SNORD15B', 'SPINK14', 'B3GALT1', 'REG1B', 'CST9L', 'OR2A12', 'INS-IGF2', 'ISL1', 'DACH2', 'OTOP1', 'MT1B', 'GPR52', 'PDX1', 'TRIM49', 'NPSR1-AS1', 'CNTNAP5', 'OR4D5', 'FOXG1', 'NPHS2', 'EPGN', 'HAND1', 'LOC100130417', 'OR4N4', 'MYADML', 'PRSS57', 'MUC13', 'CLRN1', 'LINC00052', 'FAM138B', 'TRIM75P', 'HBM', 'PPBPP1', 'HRK', 'NHLH2', 'TAS2R42', 'NEUROG3', 'EXD1', 'OR13H1', 'IGFBP1', 'OR5K1', 'MMP21', 'PSKH2', 'OR10G8', 'ACSM2A', 'SYT10', 'CPNE6', 'COL20A1', 'MAGEA11', 'MAS1L', 'MBL2', 'PSG4', 'SSX5', 'ALAS2', 'LINC00202-2', 'ADCYAP1R1', 'SPINT3', 'HYMAI', 'CLEC4M', 'OR3A2', 'NPSR1', 'OPRM1', 'PPAN-P2RY11', 'NYAP2', 'TNP2', 'SLITRK1', 'CCER1', 'HIST2H2AB', 'VCX3A', 'PWAR4', 'SFTPB', 'PASD1', 'SHD', 'SLCO4A1-AS1', 'POU4F2', 'CALHM3', 'KRTAP10-6', 'GPHA2', 'C4ORF50', 'LHCGR', 'ADGRG7', 'OR2T2', 'PNLIPRP1', 'LINC01565', 'NBPF22P', 'TMEM202', 'TNFSF18', 'CACNG3', 'OR2K2', 'OTC', 'SCARNA14', 'RNF151', 'LOC392196', 'IFNL2', 'ARL14', 'SNORD115-26', 'H3F3AP5', 'IQCF2', 'NXNL1', 'CYP1A2', 'F2', 'SALL3', 'LOC285629', 'FOXR1', 'NMUR2', 'SNORA68', 'AWAT1', 'SDC4P', 'SNORA16A', 'SCTR', 'KCNB2', 'AMER3', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04663541191913323
		RMSE:  0.5747314783713694
		NRMSE:  0.11117523181123673
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02346833201832421
		RMSE:  0.7542692946958974
		NRMSE:  0.11793750210239971
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.571641890671255e-15
		NRMSE:  4.974547142276491e-16
		MAPE:  4.322512161311624e-12
		Pearson Correlation:  0.2624076897106529
		Spearman Correlation:  0.21162109253232586
		Coefficient of Determination:  -0.8508814495880266
		RMSE:  1.014328259475328
		NRMSE:  0.15860030638344585
		MAPE:  2285.2003802179015

	Predictor:  ElasticNet
		Pearson Correlation:  0.8588943516487083
		Spearman Correlation:  0.8245810595294508
		Coefficient of Determination:  0.6927906188390245
		RMSE:  0.31137555080435586
		NRMSE:  0.060232039384934204
		MAPE:  281.97980314875224
		Pearson Correlation:  0.2894175655087031
		Spearman Correlation:  0.28261948403346676
		Coefficient of Determination:  0.06777122385165446
		RMSE:  0.7198640346427868
		NRMSE:  0.11255789768474503
		MAPE:  258.46059443393375

	Predictor:  RandomForests
		Pearson Correlation:  0.5724535668307712
		Spearman Correlation:  0.5534122863475112
		Coefficient of Determination:  0.2620860384164446
		RMSE:  0.4825809074686856
		NRMSE:  0.09334975771214128
		MAPE:  200.49676515686903
		Pearson Correlation:  0.4168126940499359
		Spearman Correlation:  0.4629415116669788
		Coefficient of Determination:  0.13438948625067926
		RMSE:  0.693666123192663
		NRMSE:  0.10846159380699913
		MAPE:  248.7790774990548

Protein:  BRCA2
x_train_column_count:  1003
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'GABRA4', 'BCORP1', 'OR2W1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'ADAD1', 'OR4K1', 'RAG2', 'LCE5A', 'OR8K3', 'CTSL3P', 'MS4A5', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'FGF22', 'DEFB127', 'MRGPRG-AS1', 'SMCP', 'MROH5', 'FAM150A', 'OR52A1', 'REXO1L6P', 'SNORA36A', 'CHAT', 'FAM92A1P2', 'LHX3', 'HNF1B', 'CTXN3', 'OR7G3', 'CT47A2', 'HES3', 'SLC18A3', 'TBC1D21', 'AMBN', 'FAM41AY1', 'DEFB113', 'SNAR-E', 'SNAR-I', 'OR8I2', 'C11ORF40', 'SNORA58', 'BSX', 'FLG2', 'OR51A2', 'GJA10', 'TMPRSS11B', 'NR0B1', 'CSN2', 'SMR3B', 'DEFB119', 'SNORD8', 'HHLA1', 'GJA8', 'TAAR8', 'BARHL1', 'GUCA1C', 'SNAR-A13', 'LINC01548', 'SPRR2G', 'ATP4B', 'GSX2', 'LCE1F', 'C17ORF102', 'TTTY21', 'LRTM1', 'LELP1', 'LCE2A', 'CT47B1', 'SNORA5B', 'GYPA', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CPN1', 'CCDC38', 'TYR', 'SLC28A2', 'KRTAP4-11', 'CLC', 'PROL1', 'CEACAM20', 'FAM224B', 'IL37', 'ESX1', 'OR8U1', 'FXYD4', 'PSMB11', 'ZNF536', 'ASB18', 'TMEM247', 'GNAT3', 'CA5A', 'SPANXN4', 'OR8D4', 'ZNF804B', 'OR2B3', 'ZNRF4', 'ANXA8L1', 'OR7C2', 'OR7G1', 'OR13C9', 'FNDC7', 'OR2T12', 'OR7G2', 'C12ORF40', 'CT47A6', 'OR6C76', 'OR5K3', 'CT47A7', 'GLRA4', 'LINC00671', 'OR8H1', 'PAQR9', 'H1FOO', 'KRTAP6-2', 'OR2AE1', 'PGM5-AS1', 'OR8A1', 'SNORA55', 'OR2M2', 'MAGEA10', 'APOA2', 'HAO2', 'TSPYL6', 'SPIC', 'CD300LD', 'KRT78', 'DMBT1P1', 'OR6T1', 'DPRX', 'OLIG2', 'DEFB128', 'SNORD115-7', 'OR6C4', 'AHSP', 'EIF1AY', 'PLCZ1', 'LINC00314', 'DUSP21', 'OR4S2', 'TEX36-AS1', 'GABRA6', 'SLC6A19', 'CST13P', 'FGF4', 'LOC440040', 'CD5L', 'CDKL4', 'IFNA21', 'OR52A4P', 'KRTAP1-3', 'OR2C3', 'PSG8', 'LOC100129935', 'LYPD8', 'HTR3B', 'TMEM196', 'PSG1', 'OR4A47', 'OR4B1', 'ZPBP', 'RSPH6A', 'KRTDAP', 'OR6B1', 'DDI1', 'OR10G4', 'GNAT1', 'BRDTP1', 'MOS', 'ITLN2', 'GOT1L1', 'OR4A16', 'PLSCR5', 'SCARNA22', 'KRTAP10-11', 'ASB11', 'IL13', 'SOST', 'SPRR4', 'RNASE8', 'OR6C2', 'PRB1', 'SNORA24', 'KRT2', 'DNMT3L', 'SCARNA4', 'OR52A5', 'KRTAP19-5', 'C1ORF105', 'SLC25A3P1', 'PWRN2', 'KRTAP21-2', 'GJD2', 'TAGLN3', 'VSTM2B', 'SNORA22', 'ARG1', 'SNORA28', 'LILRP2', 'MORC1', 'TEX13B', 'LRRC7', 'KRTAP10-7', 'GPR50', 'GABRA1', 'LINC00207', 'OR52H1', 'IGFL4', 'OR1M1', 'IL31', 'SLCO1A2', 'NMS', 'FLJ25758', 'FAM71A', 'OR5H1', 'TFAMP1', 'LINC01020', 'GHSR', 'OR5T2', 'OR2L2', 'ASB17', 'NCOR1P1', 'PRAMEF5', 'H1FNT', 'MRGPRX1', 'TMIGD1', 'URAD', 'OR4D11', 'KRTAP12-2', 'CIB4', 'KRTAP12-3', 'HIST1H4G', 'SNORD116-19', 'SNORA69', 'DEFB109P1', 'OR8J3', 'TXLNGY', 'OR52B4', 'IFNA16', 'LINC00111', 'SNORA20', 'RAB9BP1', 'DAZL', 'OR5AN1', 'OR2T34', 'F13B', 'KRTAP19-8', 'OR11L1', 'LGALS14', 'SST', 'HBG1', 'OR2M3', 'SNORD15A', 'OTX2', 'FAM183CP', 'CLEC6A', 'OR10V1', 'NXF2B', 'TMPRSS11F', 'GPR151', 'OR8S1', 'OR2M7', 'OR5H14', 'PRM3', 'MS4A6E', 'OR8G5', 'DNAJB8', 'OR2G2', 'FGF23', 'MBD3L5', 'SCGB1C1', 'OR8B3', 'OR10A5', 'WFDC5', 'TCP10L2', 'TMEM252', 'ACOT12', 'LOC145845', 'PRSS3P2', 'PPY', 'MAGEB10', 'LINC01205', 'TAAR9', 'TSGA13', 'PLA2G2F', 'PSAPL1', 'SUN3', 'PSG7', 'CRYAA', 'USP26', 'SPRR1B', 'TTTY14', 'KRTAP10-12', 'OR1S2', 'OR2AG1', 'PRAMEF8', 'HIST1H4F', 'NPPC', 'SNORD89', 'MC2R', 'C1ORF87', 'NOX3', 'C20ORF173', 'LEUTX', 'SFTA3', 'FOXN3-AS2', 'XAGE5', 'LOC391003', 'VWC2L', 'LINC00636', 'SDR16C6P', 'FAM169B', 'LOC391343', 'ACTRT2', 'RPL13AP17', 'SLC5A7', 'ALOX12B', 'CAPZA3', 'KRTAP19-1', 'OR4S1', 'BMP10', 'OR5B2', 'TTTY15', 'OPN1MW', 'RTP2', 'SLC38A8', 'C10ORF53', 'OR4D9', 'FMR1NB', 'P2RX3', 'ARHGAP36', 'ARR3', 'CCKBR', 'SNORA70B', 'STATH', 'CASC8', 'TBC1D28', 'C11ORF94', 'KRT39', 'OR1N1', 'C1ORF94', 'SNORA34', 'TAS2R60', 'ACTR3BP2', 'SSX8', 'HNRNPCL1', 'IFITM5', 'ANKRD18DP', 'PF4', 'BEND2', 'GAGE1', 'PROKR1', 'EDDM3A', 'CABS1', 'BPIFA3', 'KHDC1L', 'LINC00029', 'MMP23A', 'DEFB129', 'OR4C16', 'AKAP14', 'CYP11B2', 'HBD', 'OR10S1', 'LINC00114', 'PRSS1', 'DEFB104A', 'HSFY2', 'CABP5', 'CYP2W1', 'CYP3A4', 'SFTPC', 'CGB5', 'CCL15-CCL14', 'DMRT1', 'RGS8', 'PROP1', 'TKTL2', 'SERPINB4', 'CLRN2', 'KCNQ1DN', 'PRAP1', 'LINC00469', 'YWHAEP7', 'SNORA51', 'KRTAP25-1', 'DUXA', 'SNORA32', 'OR4F5', 'XKR7', 'OTP', 'SNORA54', 'SLC13A1', 'LHX9', 'SVOP', 'LGI3', 'KRTAP6-1', 'PAGE2', 'LOC646813', 'MYBPHL', 'OR6Y1', 'OR4K17', 'KRTAP19-2', 'TAS2R13', 'GAGE2D', 'OR7A17', 'OR2T35', 'FBP2', 'SPACA7', 'KRTAP19-3', 'ANKUB1', 'LOC285627', 'PLET1', 'GABRG3', 'INS', 'AVPR1B', 'PRAMEF20', 'OR4K2', 'NEU2', 'MGC27382', 'FCAMR', 'TCP10', 'LCNL1', 'CRLF2', 'LINC01101', 'OTOL1', 'DNTT', 'FDCSP', 'KRT85', 'FAM71C', 'C3ORF49', 'ZFAT-AS1', 'FOXE1', 'OR6B3', 'LINC00113', 'HPD', 'C9ORF135', 'IFNA13', 'KRTAP4-5', 'OR10H2', 'IZUMO1R', 'OLIG1', 'OR1L3', 'OR8H2', 'PRDM14', 'FGF6', 'XAGE3', 'SCARNA20', 'DAW1', 'GH1', 'TCEB3C', 'CCDC166', 'TMEM207', 'UGT2A3', 'PTF1A', 'SPANXN1', 'FAM27L', 'OR14I1', 'OR8G2', 'OR1L1', 'OLAH', 'PSG11', 'DEFB108B', 'DEFA4', 'ALPPL2', 'CYLC2', 'PRKAG3', 'SNORA47', 'SPATA19', 'IL26', 'FGA', 'PRG1', 'OR51I2', 'CER1', 'LINC00923', 'BARHL2', 'KRTAP10-1', 'C17ORF78', 'SLC25A31', 'SULT1C3', 'IVL', 'NANOS2', 'LCN9', 'HBBP1', 'LCE1D', 'PYDC2', 'TFF2', 'NKX2-1', 'ZNF479', 'PISRT1', 'OR5H6', 'GYS2', 'GUCY2EP', 'FTMT', 'LINC00696', 'DEFB110', 'OPRD1', 'OR4D6', 'MYBPC2', 'EPS8L3', 'LPO', 'TARM1', 'OR7E24', 'SCGB1A1', 'UCMA', 'HOXC12', 'SCN1A', 'ENAM', 'FMO6P', 'OR1E2', 'GAGE2B', 'CPLX3', 'OR14C36', 'OR6B2', 'OR1B1', 'LOC729609', 'CLCA4', 'OR6M1', 'RESP18', 'MAGEA9B', 'ST8SIA3', 'OR1K1', 'TTTY9B', 'CYP7A1', 'GBX2', 'PRAMEF1', 'SCARNA11', 'SBSN', 'HBZ', 'HBG2', 'GPR78', 'OR4C12', 'SERPINI2', 'FRMPD2B', 'ZNF679', 'SNORA59B', 'TTTY8', 'HAO1', 'LINC00326', 'SPATA31A3', 'FAM27B', 'KRTAP21-1', 'SLC1A6', 'LINC00488', 'HTR3E', 'SLITRK3', 'OR4M2', 'MAGEB6', 'OR2M4', 'C12ORF50', 'KRTAP19-6', 'LYZL1', 'ADGRD2', 'YIPF7', 'GPRC6A', 'OR12D2', 'CCL24', 'SYCN', 'SNAR-F', 'CGB8', 'LINC00608', 'NYX', 'ANP32D', 'ASB10', 'LOC286238', 'ANGPTL3', 'TMEM88B', 'ALX4', 'ALLC', 'OR6F1', 'SNORD94', 'OC90', 'CD200R1L', 'SNORA38B', 'OR6C74', 'LMNTD1', 'OR51G2', 'GPR148', 'FAM71B', 'DPPA2', 'BRINP3', 'OR6A2', 'SLC51B', 'OR6K6', 'DYDC1', 'OR51F2', 'POU6F2', 'GDPD2', 'DKFZP434K028', 'ADGRG4', 'FFAR1', 'MAP3K15', 'KRT13', 'KRTAP2-1', 'CNBD1', 'SRY', 'NTS', 'LINC00575', 'RAX2', 'LINC00934', 'SERPINB3', 'BET1P1', 'C10ORF120', 'MOGAT3', 'SPACA3', 'IL17F', 'IL36RN', 'ARID3C', 'OR11H4', 'SLC6A5', 'CNTN5', 'TRHR', 'SNORA37', 'TSKS', 'SNORA16B', 'LOC284798', 'OR13C3', 'KCNK4', 'TCERG1L', 'GUCA2B', 'LINC00304', 'OR2A14', 'KRT25', 'KCNMB2', 'SLC2A2', 'MYH1', 'IFNA7', 'LINC00410', 'APOC3', 'TMEM179', 'HBE1', 'BMP15', 'OR2L8', 'SLC22A12', 'SNORA71A', 'KIR3DL3', 'GAGE12F', 'LINC01312', 'PRB4', 'MUSK', 'SPRR2E', 'FAM25BP', 'NLRP8', 'OR2A2', 'SPATA31C1', 'ITIH1', 'SEC14L3', 'NKAIN3', 'RPS4Y2', 'SNORA74A', 'LINC00710', 'LINC00928', 'SNORA76C', 'ZNF705A', 'DCT', 'OR2AT4', 'FAM170B', 'GPR22', 'TDRG1', 'SLC17A6', 'OR56B1', 'MAGEB3', 'PAPOLB', 'MAGEA1', 'TNP1', 'LOC100130264', 'OR11H6', 'HTR1A', 'SSX6', 'LRRC30', 'USH1C', 'CSN3', 'OR10W1', 'PROKR2', 'SPANXN3', 'USP9Y', 'CFHR2', 'SOX3', 'CTRC', 'GDNF', 'EDDM3B', 'KCNIP4-IT1', 'EPPIN', 'GKN2', 'PAGE5', 'MUC2', 'GCSAML-AS1', 'DMRTC1', 'BTN1A1', 'FAM205A', 'OR51B5', 'BCYRN1', 'DMP1', 'PPY2P', 'SCP2D1', 'ZCCHC13', 'SCARNA8', 'CHRNB3', 'LOC647859', 'HPVC1', 'SPOCK3', 'HMHB1', 'OCSTAMP', 'SPZ1', 'CRYGC', 'BPIFB3', 'ADAM29', 'ACER1', 'MAGEA12', 'PTH2', 'KRTAP4-3', 'ZFY', 'BPIFB4', 'LINC00479', 'ANKRD34C', 'GAGE2C', 'SLC32A1', 'NXPE1', 'CCKAR', 'KRTAP1-1', 'KRTAP1-5', 'TRIM48', 'ZAR1L', 'ASB15', 'FAM19A4', 'OR2T10', 'MS4A10', 'NUTM1', 'TMEM14E', 'VRTN', 'C4ORF51', 'KRT83', 'OR4F21', 'C6ORF10', 'KRT71', 'KRT3', 'C2ORF27B', 'KRTAP11-1', 'DAOA', 'KLRC4', 'HMSD', 'SOX1', 'LOC644669', 'AATK-AS1', 'ODF3', 'SPATA3', 'MMP20', 'CT47A1', 'ATOH7', 'AVP', 'AIRE', 'TPTE', 'CLEC4G', 'LINC01142', 'KCNU1', 'BTF3P11', 'FOXD4L3', 'MTVR2', 'OR2G6', 'PPP1R2P9', 'AADACL3', 'SSX9', 'RFX6', 'OR6S1', 'AFM', 'AKR1D1', 'LRRC52', 'C1ORF146', 'ZNF735', 'LOC400940', 'OACYLP', 'EPB42', 'TBR1', 'ASAP1-IT1', 'PCP4', 'B3GNT6', 'FAM170A', 'SLC22A10', 'GFI1B', 'MTNR1B', 'BTNL3', 'GNAS-AS1', 'MYH16', 'CPA2', 'LINC00303', 'IGLL1', 'HCRTR1', 'CNGA2', 'CA4', 'SH2D7', 'INSM2', 'CA6', 'CLCA1', 'HULC', 'CACNG7', 'PRR32', 'PRL', 'NF1P2', 'ZIM3', 'HYALP1', 'CT47A11', 'KRTAP3-2', 'CFHR4', 'TMEM132D', 'KCNJ16', 'USP50', 'TSPEAR-AS2', 'UGT1A4', 'PLA2G12B', 'TRIM55', 'NEUROG1', 'SSTR3', 'C11ORF87', 'SNORA72', 'DISC2', 'SERPINB11', 'NEUROD6', 'PRAMEF16', 'LINC01591', 'SNORA2B', 'PRSS48', 'GSC2', 'SNORA27', 'VWA5B1', 'OR51F1', 'OR10AD1', 'SCGB3A2', 'FERD3L', 'LINC00691', 'GABRR3', 'NKX6-2', 'RAPGEF4-AS1', 'ADRB3', 'GAGE12J', 'FAM47C', 'OR51L1', 'POM121L2', 'OR5H2', 'KRTAP12-1', 'C17ORF64', 'COX7B2', 'IFNW1', 'HIST1H3A', 'ANKRD20A20P', 'SLC10A1', 'LINC00032', 'GSTA5', 'KRTAP9-2', 'OR4D10', 'APCS', 'CGB2', 'OR5B17', 'AADAC', 'IFNL1', 'ZSCAN10', 'MMD2', 'FER1L6', 'UTS2R', 'OR51T1', 'LINC00452', 'MCF2', 'ART1', 'C12ORF56', 'OR52K2', 'MAGEA5', 'PATE3', 'CYP2C18', 'BAGE', 'PRDM9', 'GCGR', 'APOA5', 'PACRG-AS1', 'OLIG3', 'SNORD15B', 'SPINK14', 'B3GALT1', 'REG1B', 'CST9L', 'OR2A12', 'INS-IGF2', 'ISL1', 'DACH2', 'OTOP1', 'MT1B', 'GPR52', 'PDX1', 'TRIM49', 'NPSR1-AS1', 'CNTNAP5', 'OR4D5', 'FOXG1', 'NPHS2', 'EPGN', 'HAND1', 'LOC100130417', 'OR4N4', 'MYADML', 'PRSS57', 'MUC13', 'CLRN1', 'LINC00052', 'FAM138B', 'TRIM75P', 'HBM', 'PPBPP1', 'HRK', 'NHLH2', 'TAS2R42', 'NEUROG3', 'EXD1', 'OR13H1', 'IGFBP1', 'OR5K1', 'MMP21', 'PSKH2', 'OR10G8', 'ACSM2A', 'SYT10', 'CPNE6', 'COL20A1', 'MAGEA11', 'MAS1L', 'MBL2', 'PSG4', 'SSX5', 'ALAS2', 'LINC00202-2', 'ADCYAP1R1', 'SPINT3', 'HYMAI', 'CLEC4M', 'OR3A2', 'NPSR1', 'OPRM1', 'PPAN-P2RY11', 'NYAP2', 'TNP2', 'SLITRK1', 'CCER1', 'HIST2H2AB', 'VCX3A', 'PWAR4', 'SFTPB', 'PASD1', 'SHD', 'SLCO4A1-AS1', 'POU4F2', 'CALHM3', 'KRTAP10-6', 'GPHA2', 'C4ORF50', 'LHCGR', 'ADGRG7', 'OR2T2', 'PNLIPRP1', 'LINC01565', 'NBPF22P', 'TMEM202', 'TNFSF18', 'CACNG3', 'OR2K2', 'OTC', 'SCARNA14', 'RNF151', 'LOC392196', 'IFNL2', 'ARL14', 'SNORD115-26', 'H3F3AP5', 'IQCF2', 'NXNL1', 'CYP1A2', 'F2', 'SALL3', 'LOC285629', 'FOXR1', 'NMUR2', 'SNORA68', 'AWAT1', 'SDC4P', 'SNORA16A', 'SCTR', 'KCNB2', 'AMER3', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015699866052385492
		RMSE:  0.1919477679021074
		NRMSE:  0.12365776640496533
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0014129332580739007
		RMSE:  0.2082543553514594
		NRMSE:  0.20232423210836328
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999229387699
		Coefficient of Determination:  1.0
		RMSE:  8.914137176333873e-16
		NRMSE:  5.742720036291753e-16
		MAPE:  1.964839920707809e-12
		Pearson Correlation:  -0.07817817404810797
		Spearman Correlation:  -0.044616516415416654
		Coefficient of Determination:  -2.2142932223561775
		RMSE:  0.3731042886779822
		NRMSE:  0.3624799998814567
		MAPE:  950.9051967748807

	Predictor:  ElasticNet
		Pearson Correlation:  0.6614730012831409
		Spearman Correlation:  0.5603665525428354
		Coefficient of Determination:  0.3437590320691828
		RMSE:  0.1553724753501331
		NRMSE:  0.10009500747310879
		MAPE:  109.12817238791695
		Pearson Correlation:  0.1325404261961408
		Spearman Correlation:  0.12028329530293395
		Coefficient of Determination:  0.016658483393579337
		RMSE:  0.20636672998637745
		NRMSE:  0.20049035760497563
		MAPE:  219.84859365345847

	Predictor:  RandomForests
		Pearson Correlation:  0.5671834550967974
		Spearman Correlation:  0.5180555817242674
		Coefficient of Determination:  0.15211993979166694
		RMSE:  0.1766076965944382
		NRMSE:  0.11377529173421692
		MAPE:  111.7924668109737
		Pearson Correlation:  0.13258161342263752
		Spearman Correlation:  0.17192982456140352
		Coefficient of Determination:  0.010721134983655345
		RMSE:  0.20698880644323175
		NRMSE:  0.20109472019433577
		MAPE:  197.25074218910586

Protein:  CDKN2A
x_train_column_count:  1003
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'GABRA4', 'BCORP1', 'OR2W1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'ADAD1', 'OR4K1', 'RAG2', 'LCE5A', 'OR8K3', 'CTSL3P', 'MS4A5', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'FGF22', 'DEFB127', 'MRGPRG-AS1', 'SMCP', 'MROH5', 'FAM150A', 'OR52A1', 'REXO1L6P', 'SNORA36A', 'CHAT', 'FAM92A1P2', 'LHX3', 'HNF1B', 'CTXN3', 'OR7G3', 'CT47A2', 'HES3', 'SLC18A3', 'TBC1D21', 'AMBN', 'FAM41AY1', 'DEFB113', 'SNAR-E', 'SNAR-I', 'OR8I2', 'C11ORF40', 'SNORA58', 'BSX', 'FLG2', 'OR51A2', 'GJA10', 'TMPRSS11B', 'NR0B1', 'CSN2', 'SMR3B', 'DEFB119', 'SNORD8', 'HHLA1', 'GJA8', 'TAAR8', 'BARHL1', 'GUCA1C', 'SNAR-A13', 'LINC01548', 'SPRR2G', 'ATP4B', 'GSX2', 'LCE1F', 'C17ORF102', 'TTTY21', 'LRTM1', 'LELP1', 'LCE2A', 'CT47B1', 'SNORA5B', 'GYPA', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CPN1', 'CCDC38', 'TYR', 'SLC28A2', 'KRTAP4-11', 'CLC', 'PROL1', 'CEACAM20', 'FAM224B', 'IL37', 'ESX1', 'OR8U1', 'FXYD4', 'PSMB11', 'ZNF536', 'ASB18', 'TMEM247', 'GNAT3', 'CA5A', 'SPANXN4', 'OR8D4', 'ZNF804B', 'OR2B3', 'ZNRF4', 'ANXA8L1', 'OR7C2', 'OR7G1', 'OR13C9', 'FNDC7', 'OR2T12', 'OR7G2', 'C12ORF40', 'CT47A6', 'OR6C76', 'OR5K3', 'CT47A7', 'GLRA4', 'LINC00671', 'OR8H1', 'PAQR9', 'H1FOO', 'KRTAP6-2', 'OR2AE1', 'PGM5-AS1', 'OR8A1', 'SNORA55', 'OR2M2', 'MAGEA10', 'APOA2', 'HAO2', 'TSPYL6', 'SPIC', 'CD300LD', 'KRT78', 'DMBT1P1', 'OR6T1', 'DPRX', 'OLIG2', 'DEFB128', 'SNORD115-7', 'OR6C4', 'AHSP', 'EIF1AY', 'PLCZ1', 'LINC00314', 'DUSP21', 'OR4S2', 'TEX36-AS1', 'GABRA6', 'SLC6A19', 'CST13P', 'FGF4', 'LOC440040', 'CD5L', 'CDKL4', 'IFNA21', 'OR52A4P', 'KRTAP1-3', 'OR2C3', 'PSG8', 'LOC100129935', 'LYPD8', 'HTR3B', 'TMEM196', 'PSG1', 'OR4A47', 'OR4B1', 'ZPBP', 'RSPH6A', 'KRTDAP', 'OR6B1', 'DDI1', 'OR10G4', 'GNAT1', 'BRDTP1', 'MOS', 'ITLN2', 'GOT1L1', 'OR4A16', 'PLSCR5', 'SCARNA22', 'KRTAP10-11', 'ASB11', 'IL13', 'SOST', 'SPRR4', 'RNASE8', 'OR6C2', 'PRB1', 'SNORA24', 'KRT2', 'DNMT3L', 'SCARNA4', 'OR52A5', 'KRTAP19-5', 'C1ORF105', 'SLC25A3P1', 'PWRN2', 'KRTAP21-2', 'GJD2', 'TAGLN3', 'VSTM2B', 'SNORA22', 'ARG1', 'SNORA28', 'LILRP2', 'MORC1', 'TEX13B', 'LRRC7', 'KRTAP10-7', 'GPR50', 'GABRA1', 'LINC00207', 'OR52H1', 'IGFL4', 'OR1M1', 'IL31', 'SLCO1A2', 'NMS', 'FLJ25758', 'FAM71A', 'OR5H1', 'TFAMP1', 'LINC01020', 'GHSR', 'OR5T2', 'OR2L2', 'ASB17', 'NCOR1P1', 'PRAMEF5', 'H1FNT', 'MRGPRX1', 'TMIGD1', 'URAD', 'OR4D11', 'KRTAP12-2', 'CIB4', 'KRTAP12-3', 'HIST1H4G', 'SNORD116-19', 'SNORA69', 'DEFB109P1', 'OR8J3', 'TXLNGY', 'OR52B4', 'IFNA16', 'LINC00111', 'SNORA20', 'RAB9BP1', 'DAZL', 'OR5AN1', 'OR2T34', 'F13B', 'KRTAP19-8', 'OR11L1', 'LGALS14', 'SST', 'HBG1', 'OR2M3', 'SNORD15A', 'OTX2', 'FAM183CP', 'CLEC6A', 'OR10V1', 'NXF2B', 'TMPRSS11F', 'GPR151', 'OR8S1', 'OR2M7', 'OR5H14', 'PRM3', 'MS4A6E', 'OR8G5', 'DNAJB8', 'OR2G2', 'FGF23', 'MBD3L5', 'SCGB1C1', 'OR8B3', 'OR10A5', 'WFDC5', 'TCP10L2', 'TMEM252', 'ACOT12', 'LOC145845', 'PRSS3P2', 'PPY', 'MAGEB10', 'LINC01205', 'TAAR9', 'TSGA13', 'PLA2G2F', 'PSAPL1', 'SUN3', 'PSG7', 'CRYAA', 'USP26', 'SPRR1B', 'TTTY14', 'KRTAP10-12', 'OR1S2', 'OR2AG1', 'PRAMEF8', 'HIST1H4F', 'NPPC', 'SNORD89', 'MC2R', 'C1ORF87', 'NOX3', 'C20ORF173', 'LEUTX', 'SFTA3', 'FOXN3-AS2', 'XAGE5', 'LOC391003', 'VWC2L', 'LINC00636', 'SDR16C6P', 'FAM169B', 'LOC391343', 'ACTRT2', 'RPL13AP17', 'SLC5A7', 'ALOX12B', 'CAPZA3', 'KRTAP19-1', 'OR4S1', 'BMP10', 'OR5B2', 'TTTY15', 'OPN1MW', 'RTP2', 'SLC38A8', 'C10ORF53', 'OR4D9', 'FMR1NB', 'P2RX3', 'ARHGAP36', 'ARR3', 'CCKBR', 'SNORA70B', 'STATH', 'CASC8', 'TBC1D28', 'C11ORF94', 'KRT39', 'OR1N1', 'C1ORF94', 'SNORA34', 'TAS2R60', 'ACTR3BP2', 'SSX8', 'HNRNPCL1', 'IFITM5', 'ANKRD18DP', 'PF4', 'BEND2', 'GAGE1', 'PROKR1', 'EDDM3A', 'CABS1', 'BPIFA3', 'KHDC1L', 'LINC00029', 'MMP23A', 'DEFB129', 'OR4C16', 'AKAP14', 'CYP11B2', 'HBD', 'OR10S1', 'LINC00114', 'PRSS1', 'DEFB104A', 'HSFY2', 'CABP5', 'CYP2W1', 'CYP3A4', 'SFTPC', 'CGB5', 'CCL15-CCL14', 'DMRT1', 'RGS8', 'PROP1', 'TKTL2', 'SERPINB4', 'CLRN2', 'KCNQ1DN', 'PRAP1', 'LINC00469', 'YWHAEP7', 'SNORA51', 'KRTAP25-1', 'DUXA', 'SNORA32', 'OR4F5', 'XKR7', 'OTP', 'SNORA54', 'SLC13A1', 'LHX9', 'SVOP', 'LGI3', 'KRTAP6-1', 'PAGE2', 'LOC646813', 'MYBPHL', 'OR6Y1', 'OR4K17', 'KRTAP19-2', 'TAS2R13', 'GAGE2D', 'OR7A17', 'OR2T35', 'FBP2', 'SPACA7', 'KRTAP19-3', 'ANKUB1', 'LOC285627', 'PLET1', 'GABRG3', 'INS', 'AVPR1B', 'PRAMEF20', 'OR4K2', 'NEU2', 'MGC27382', 'FCAMR', 'TCP10', 'LCNL1', 'CRLF2', 'LINC01101', 'OTOL1', 'DNTT', 'FDCSP', 'KRT85', 'FAM71C', 'C3ORF49', 'ZFAT-AS1', 'FOXE1', 'OR6B3', 'LINC00113', 'HPD', 'C9ORF135', 'IFNA13', 'KRTAP4-5', 'OR10H2', 'IZUMO1R', 'OLIG1', 'OR1L3', 'OR8H2', 'PRDM14', 'FGF6', 'XAGE3', 'SCARNA20', 'DAW1', 'GH1', 'TCEB3C', 'CCDC166', 'TMEM207', 'UGT2A3', 'PTF1A', 'SPANXN1', 'FAM27L', 'OR14I1', 'OR8G2', 'OR1L1', 'OLAH', 'PSG11', 'DEFB108B', 'DEFA4', 'ALPPL2', 'CYLC2', 'PRKAG3', 'SNORA47', 'SPATA19', 'IL26', 'FGA', 'PRG1', 'OR51I2', 'CER1', 'LINC00923', 'BARHL2', 'KRTAP10-1', 'C17ORF78', 'SLC25A31', 'SULT1C3', 'IVL', 'NANOS2', 'LCN9', 'HBBP1', 'LCE1D', 'PYDC2', 'TFF2', 'NKX2-1', 'ZNF479', 'PISRT1', 'OR5H6', 'GYS2', 'GUCY2EP', 'FTMT', 'LINC00696', 'DEFB110', 'OPRD1', 'OR4D6', 'MYBPC2', 'EPS8L3', 'LPO', 'TARM1', 'OR7E24', 'SCGB1A1', 'UCMA', 'HOXC12', 'SCN1A', 'ENAM', 'FMO6P', 'OR1E2', 'GAGE2B', 'CPLX3', 'OR14C36', 'OR6B2', 'OR1B1', 'LOC729609', 'CLCA4', 'OR6M1', 'RESP18', 'MAGEA9B', 'ST8SIA3', 'OR1K1', 'TTTY9B', 'CYP7A1', 'GBX2', 'PRAMEF1', 'SCARNA11', 'SBSN', 'HBZ', 'HBG2', 'GPR78', 'OR4C12', 'SERPINI2', 'FRMPD2B', 'ZNF679', 'SNORA59B', 'TTTY8', 'HAO1', 'LINC00326', 'SPATA31A3', 'FAM27B', 'KRTAP21-1', 'SLC1A6', 'LINC00488', 'HTR3E', 'SLITRK3', 'OR4M2', 'MAGEB6', 'OR2M4', 'C12ORF50', 'KRTAP19-6', 'LYZL1', 'ADGRD2', 'YIPF7', 'GPRC6A', 'OR12D2', 'CCL24', 'SYCN', 'SNAR-F', 'CGB8', 'LINC00608', 'NYX', 'ANP32D', 'ASB10', 'LOC286238', 'ANGPTL3', 'TMEM88B', 'ALX4', 'ALLC', 'OR6F1', 'SNORD94', 'OC90', 'CD200R1L', 'SNORA38B', 'OR6C74', 'LMNTD1', 'OR51G2', 'GPR148', 'FAM71B', 'DPPA2', 'BRINP3', 'OR6A2', 'SLC51B', 'OR6K6', 'DYDC1', 'OR51F2', 'POU6F2', 'GDPD2', 'DKFZP434K028', 'ADGRG4', 'FFAR1', 'MAP3K15', 'KRT13', 'KRTAP2-1', 'CNBD1', 'SRY', 'NTS', 'LINC00575', 'RAX2', 'LINC00934', 'SERPINB3', 'BET1P1', 'C10ORF120', 'MOGAT3', 'SPACA3', 'IL17F', 'IL36RN', 'ARID3C', 'OR11H4', 'SLC6A5', 'CNTN5', 'TRHR', 'SNORA37', 'TSKS', 'SNORA16B', 'LOC284798', 'OR13C3', 'KCNK4', 'TCERG1L', 'GUCA2B', 'LINC00304', 'OR2A14', 'KRT25', 'KCNMB2', 'SLC2A2', 'MYH1', 'IFNA7', 'LINC00410', 'APOC3', 'TMEM179', 'HBE1', 'BMP15', 'OR2L8', 'SLC22A12', 'SNORA71A', 'KIR3DL3', 'GAGE12F', 'LINC01312', 'PRB4', 'MUSK', 'SPRR2E', 'FAM25BP', 'NLRP8', 'OR2A2', 'SPATA31C1', 'ITIH1', 'SEC14L3', 'NKAIN3', 'RPS4Y2', 'SNORA74A', 'LINC00710', 'LINC00928', 'SNORA76C', 'ZNF705A', 'DCT', 'OR2AT4', 'FAM170B', 'GPR22', 'TDRG1', 'SLC17A6', 'OR56B1', 'MAGEB3', 'PAPOLB', 'MAGEA1', 'TNP1', 'LOC100130264', 'OR11H6', 'HTR1A', 'SSX6', 'LRRC30', 'USH1C', 'CSN3', 'OR10W1', 'PROKR2', 'SPANXN3', 'USP9Y', 'CFHR2', 'SOX3', 'CTRC', 'GDNF', 'EDDM3B', 'KCNIP4-IT1', 'EPPIN', 'GKN2', 'PAGE5', 'MUC2', 'GCSAML-AS1', 'DMRTC1', 'BTN1A1', 'FAM205A', 'OR51B5', 'BCYRN1', 'DMP1', 'PPY2P', 'SCP2D1', 'ZCCHC13', 'SCARNA8', 'CHRNB3', 'LOC647859', 'HPVC1', 'SPOCK3', 'HMHB1', 'OCSTAMP', 'SPZ1', 'CRYGC', 'BPIFB3', 'ADAM29', 'ACER1', 'MAGEA12', 'PTH2', 'KRTAP4-3', 'ZFY', 'BPIFB4', 'LINC00479', 'ANKRD34C', 'GAGE2C', 'SLC32A1', 'NXPE1', 'CCKAR', 'KRTAP1-1', 'KRTAP1-5', 'TRIM48', 'ZAR1L', 'ASB15', 'FAM19A4', 'OR2T10', 'MS4A10', 'NUTM1', 'TMEM14E', 'VRTN', 'C4ORF51', 'KRT83', 'OR4F21', 'C6ORF10', 'KRT71', 'KRT3', 'C2ORF27B', 'KRTAP11-1', 'DAOA', 'KLRC4', 'HMSD', 'SOX1', 'LOC644669', 'AATK-AS1', 'ODF3', 'SPATA3', 'MMP20', 'CT47A1', 'ATOH7', 'AVP', 'AIRE', 'TPTE', 'CLEC4G', 'LINC01142', 'KCNU1', 'BTF3P11', 'FOXD4L3', 'MTVR2', 'OR2G6', 'PPP1R2P9', 'AADACL3', 'SSX9', 'RFX6', 'OR6S1', 'AFM', 'AKR1D1', 'LRRC52', 'C1ORF146', 'ZNF735', 'LOC400940', 'OACYLP', 'EPB42', 'TBR1', 'ASAP1-IT1', 'PCP4', 'B3GNT6', 'FAM170A', 'SLC22A10', 'GFI1B', 'MTNR1B', 'BTNL3', 'GNAS-AS1', 'MYH16', 'CPA2', 'LINC00303', 'IGLL1', 'HCRTR1', 'CNGA2', 'CA4', 'SH2D7', 'INSM2', 'CA6', 'CLCA1', 'HULC', 'CACNG7', 'PRR32', 'PRL', 'NF1P2', 'ZIM3', 'HYALP1', 'CT47A11', 'KRTAP3-2', 'CFHR4', 'TMEM132D', 'KCNJ16', 'USP50', 'TSPEAR-AS2', 'UGT1A4', 'PLA2G12B', 'TRIM55', 'NEUROG1', 'SSTR3', 'C11ORF87', 'SNORA72', 'DISC2', 'SERPINB11', 'NEUROD6', 'PRAMEF16', 'LINC01591', 'SNORA2B', 'PRSS48', 'GSC2', 'SNORA27', 'VWA5B1', 'OR51F1', 'OR10AD1', 'SCGB3A2', 'FERD3L', 'LINC00691', 'GABRR3', 'NKX6-2', 'RAPGEF4-AS1', 'ADRB3', 'GAGE12J', 'FAM47C', 'OR51L1', 'POM121L2', 'OR5H2', 'KRTAP12-1', 'C17ORF64', 'COX7B2', 'IFNW1', 'HIST1H3A', 'ANKRD20A20P', 'SLC10A1', 'LINC00032', 'GSTA5', 'KRTAP9-2', 'OR4D10', 'APCS', 'CGB2', 'OR5B17', 'AADAC', 'IFNL1', 'ZSCAN10', 'MMD2', 'FER1L6', 'UTS2R', 'OR51T1', 'LINC00452', 'MCF2', 'ART1', 'C12ORF56', 'OR52K2', 'MAGEA5', 'PATE3', 'CYP2C18', 'BAGE', 'PRDM9', 'GCGR', 'APOA5', 'PACRG-AS1', 'OLIG3', 'SNORD15B', 'SPINK14', 'B3GALT1', 'REG1B', 'CST9L', 'OR2A12', 'INS-IGF2', 'ISL1', 'DACH2', 'OTOP1', 'MT1B', 'GPR52', 'PDX1', 'TRIM49', 'NPSR1-AS1', 'CNTNAP5', 'OR4D5', 'FOXG1', 'NPHS2', 'EPGN', 'HAND1', 'LOC100130417', 'OR4N4', 'MYADML', 'PRSS57', 'MUC13', 'CLRN1', 'LINC00052', 'FAM138B', 'TRIM75P', 'HBM', 'PPBPP1', 'HRK', 'NHLH2', 'TAS2R42', 'NEUROG3', 'EXD1', 'OR13H1', 'IGFBP1', 'OR5K1', 'MMP21', 'PSKH2', 'OR10G8', 'ACSM2A', 'SYT10', 'CPNE6', 'COL20A1', 'MAGEA11', 'MAS1L', 'MBL2', 'PSG4', 'SSX5', 'ALAS2', 'LINC00202-2', 'ADCYAP1R1', 'SPINT3', 'HYMAI', 'CLEC4M', 'OR3A2', 'NPSR1', 'OPRM1', 'PPAN-P2RY11', 'NYAP2', 'TNP2', 'SLITRK1', 'CCER1', 'HIST2H2AB', 'VCX3A', 'PWAR4', 'SFTPB', 'PASD1', 'SHD', 'SLCO4A1-AS1', 'POU4F2', 'CALHM3', 'KRTAP10-6', 'GPHA2', 'C4ORF50', 'LHCGR', 'ADGRG7', 'OR2T2', 'PNLIPRP1', 'LINC01565', 'NBPF22P', 'TMEM202', 'TNFSF18', 'CACNG3', 'OR2K2', 'OTC', 'SCARNA14', 'RNF151', 'LOC392196', 'IFNL2', 'ARL14', 'SNORD115-26', 'H3F3AP5', 'IQCF2', 'NXNL1', 'CYP1A2', 'F2', 'SALL3', 'LOC285629', 'FOXR1', 'NMUR2', 'SNORA68', 'AWAT1', 'SDC4P', 'SNORA16A', 'SCTR', 'KCNB2', 'AMER3', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06343046233027927
		RMSE:  0.6950010485750925
		NRMSE:  0.15711564339891315
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10006794882547432
		RMSE:  0.6614783461565592
		NRMSE:  0.1993004959796804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6739550183850767
		NRMSE:  0.1523578655781794
		MAPE:  281.71125082022354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0022276354551518107
		RMSE:  0.6313774446715202
		NRMSE:  0.19023122768048215
		MAPE:  197.14658329930893

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  2.5452540009860112e-15
		NRMSE:  5.753936930001155e-16
		MAPE:  3.002098733144683e-12
		Pearson Correlation:  0.14434746381843597
		Spearman Correlation:  0.10366463422237186
		Coefficient of Determination:  -2.232228267124431
		RMSE:  1.1338533517361944
		NRMSE:  0.3416249929907184
		MAPE:  389.38339289413346

	Predictor:  ElasticNet
		Pearson Correlation:  0.8999415041628498
		Spearman Correlation:  0.8814582342494509
		Coefficient of Determination:  0.779669964150937
		RMSE:  0.3163499455534263
		NRMSE:  0.07151575574848565
		MAPE:  198.9243975378089
		Pearson Correlation:  0.447726007230953
		Spearman Correlation:  0.28648486888863955
		Coefficient of Determination:  0.1779442106384258
		RMSE:  0.5718162884787865
		NRMSE:  0.17228571511864613
		MAPE:  228.39539734044422

	Predictor:  RandomForests
		Pearson Correlation:  0.6733375734774528
		Spearman Correlation:  0.595904754764538
		Coefficient of Determination:  0.44557411002277325
		RMSE:  0.5018254267999848
		NRMSE:  0.11344533215779014
		MAPE:  211.0206971556343
		Pearson Correlation:  0.5794445076832767
		Spearman Correlation:  0.4806426611618116
		Coefficient of Determination:  0.31468342940304617
		RMSE:  0.5220973545560126
		NRMSE:  0.15730562053510472
		MAPE:  109.41454341709967

Protein:  TP53
x_train_column_count:  1003
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'GABRA4', 'BCORP1', 'OR2W1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'ADAD1', 'OR4K1', 'RAG2', 'LCE5A', 'OR8K3', 'CTSL3P', 'MS4A5', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'FGF22', 'DEFB127', 'MRGPRG-AS1', 'SMCP', 'MROH5', 'FAM150A', 'OR52A1', 'REXO1L6P', 'SNORA36A', 'CHAT', 'FAM92A1P2', 'LHX3', 'HNF1B', 'CTXN3', 'OR7G3', 'CT47A2', 'HES3', 'SLC18A3', 'TBC1D21', 'AMBN', 'FAM41AY1', 'DEFB113', 'SNAR-E', 'SNAR-I', 'OR8I2', 'C11ORF40', 'SNORA58', 'BSX', 'FLG2', 'OR51A2', 'GJA10', 'TMPRSS11B', 'NR0B1', 'CSN2', 'SMR3B', 'DEFB119', 'SNORD8', 'HHLA1', 'GJA8', 'TAAR8', 'BARHL1', 'GUCA1C', 'SNAR-A13', 'LINC01548', 'SPRR2G', 'ATP4B', 'GSX2', 'LCE1F', 'C17ORF102', 'TTTY21', 'LRTM1', 'LELP1', 'LCE2A', 'CT47B1', 'SNORA5B', 'GYPA', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CPN1', 'CCDC38', 'TYR', 'SLC28A2', 'KRTAP4-11', 'CLC', 'PROL1', 'CEACAM20', 'FAM224B', 'IL37', 'ESX1', 'OR8U1', 'FXYD4', 'PSMB11', 'ZNF536', 'ASB18', 'TMEM247', 'GNAT3', 'CA5A', 'SPANXN4', 'OR8D4', 'ZNF804B', 'OR2B3', 'ZNRF4', 'ANXA8L1', 'OR7C2', 'OR7G1', 'OR13C9', 'FNDC7', 'OR2T12', 'OR7G2', 'C12ORF40', 'CT47A6', 'OR6C76', 'OR5K3', 'CT47A7', 'GLRA4', 'LINC00671', 'OR8H1', 'PAQR9', 'H1FOO', 'KRTAP6-2', 'OR2AE1', 'PGM5-AS1', 'OR8A1', 'SNORA55', 'OR2M2', 'MAGEA10', 'APOA2', 'HAO2', 'TSPYL6', 'SPIC', 'CD300LD', 'KRT78', 'DMBT1P1', 'OR6T1', 'DPRX', 'OLIG2', 'DEFB128', 'SNORD115-7', 'OR6C4', 'AHSP', 'EIF1AY', 'PLCZ1', 'LINC00314', 'DUSP21', 'OR4S2', 'TEX36-AS1', 'GABRA6', 'SLC6A19', 'CST13P', 'FGF4', 'LOC440040', 'CD5L', 'CDKL4', 'IFNA21', 'OR52A4P', 'KRTAP1-3', 'OR2C3', 'PSG8', 'LOC100129935', 'LYPD8', 'HTR3B', 'TMEM196', 'PSG1', 'OR4A47', 'OR4B1', 'ZPBP', 'RSPH6A', 'KRTDAP', 'OR6B1', 'DDI1', 'OR10G4', 'GNAT1', 'BRDTP1', 'MOS', 'ITLN2', 'GOT1L1', 'OR4A16', 'PLSCR5', 'SCARNA22', 'KRTAP10-11', 'ASB11', 'IL13', 'SOST', 'SPRR4', 'RNASE8', 'OR6C2', 'PRB1', 'SNORA24', 'KRT2', 'DNMT3L', 'SCARNA4', 'OR52A5', 'KRTAP19-5', 'C1ORF105', 'SLC25A3P1', 'PWRN2', 'KRTAP21-2', 'GJD2', 'TAGLN3', 'VSTM2B', 'SNORA22', 'ARG1', 'SNORA28', 'LILRP2', 'MORC1', 'TEX13B', 'LRRC7', 'KRTAP10-7', 'GPR50', 'GABRA1', 'LINC00207', 'OR52H1', 'IGFL4', 'OR1M1', 'IL31', 'SLCO1A2', 'NMS', 'FLJ25758', 'FAM71A', 'OR5H1', 'TFAMP1', 'LINC01020', 'GHSR', 'OR5T2', 'OR2L2', 'ASB17', 'NCOR1P1', 'PRAMEF5', 'H1FNT', 'MRGPRX1', 'TMIGD1', 'URAD', 'OR4D11', 'KRTAP12-2', 'CIB4', 'KRTAP12-3', 'HIST1H4G', 'SNORD116-19', 'SNORA69', 'DEFB109P1', 'OR8J3', 'TXLNGY', 'OR52B4', 'IFNA16', 'LINC00111', 'SNORA20', 'RAB9BP1', 'DAZL', 'OR5AN1', 'OR2T34', 'F13B', 'KRTAP19-8', 'OR11L1', 'LGALS14', 'SST', 'HBG1', 'OR2M3', 'SNORD15A', 'OTX2', 'FAM183CP', 'CLEC6A', 'OR10V1', 'NXF2B', 'TMPRSS11F', 'GPR151', 'OR8S1', 'OR2M7', 'OR5H14', 'PRM3', 'MS4A6E', 'OR8G5', 'DNAJB8', 'OR2G2', 'FGF23', 'MBD3L5', 'SCGB1C1', 'OR8B3', 'OR10A5', 'WFDC5', 'TCP10L2', 'TMEM252', 'ACOT12', 'LOC145845', 'PRSS3P2', 'PPY', 'MAGEB10', 'LINC01205', 'TAAR9', 'TSGA13', 'PLA2G2F', 'PSAPL1', 'SUN3', 'PSG7', 'CRYAA', 'USP26', 'SPRR1B', 'TTTY14', 'KRTAP10-12', 'OR1S2', 'OR2AG1', 'PRAMEF8', 'HIST1H4F', 'NPPC', 'SNORD89', 'MC2R', 'C1ORF87', 'NOX3', 'C20ORF173', 'LEUTX', 'SFTA3', 'FOXN3-AS2', 'XAGE5', 'LOC391003', 'VWC2L', 'LINC00636', 'SDR16C6P', 'FAM169B', 'LOC391343', 'ACTRT2', 'RPL13AP17', 'SLC5A7', 'ALOX12B', 'CAPZA3', 'KRTAP19-1', 'OR4S1', 'BMP10', 'OR5B2', 'TTTY15', 'OPN1MW', 'RTP2', 'SLC38A8', 'C10ORF53', 'OR4D9', 'FMR1NB', 'P2RX3', 'ARHGAP36', 'ARR3', 'CCKBR', 'SNORA70B', 'STATH', 'CASC8', 'TBC1D28', 'C11ORF94', 'KRT39', 'OR1N1', 'C1ORF94', 'SNORA34', 'TAS2R60', 'ACTR3BP2', 'SSX8', 'HNRNPCL1', 'IFITM5', 'ANKRD18DP', 'PF4', 'BEND2', 'GAGE1', 'PROKR1', 'EDDM3A', 'CABS1', 'BPIFA3', 'KHDC1L', 'LINC00029', 'MMP23A', 'DEFB129', 'OR4C16', 'AKAP14', 'CYP11B2', 'HBD', 'OR10S1', 'LINC00114', 'PRSS1', 'DEFB104A', 'HSFY2', 'CABP5', 'CYP2W1', 'CYP3A4', 'SFTPC', 'CGB5', 'CCL15-CCL14', 'DMRT1', 'RGS8', 'PROP1', 'TKTL2', 'SERPINB4', 'CLRN2', 'KCNQ1DN', 'PRAP1', 'LINC00469', 'YWHAEP7', 'SNORA51', 'KRTAP25-1', 'DUXA', 'SNORA32', 'OR4F5', 'XKR7', 'OTP', 'SNORA54', 'SLC13A1', 'LHX9', 'SVOP', 'LGI3', 'KRTAP6-1', 'PAGE2', 'LOC646813', 'MYBPHL', 'OR6Y1', 'OR4K17', 'KRTAP19-2', 'TAS2R13', 'GAGE2D', 'OR7A17', 'OR2T35', 'FBP2', 'SPACA7', 'KRTAP19-3', 'ANKUB1', 'LOC285627', 'PLET1', 'GABRG3', 'INS', 'AVPR1B', 'PRAMEF20', 'OR4K2', 'NEU2', 'MGC27382', 'FCAMR', 'TCP10', 'LCNL1', 'CRLF2', 'LINC01101', 'OTOL1', 'DNTT', 'FDCSP', 'KRT85', 'FAM71C', 'C3ORF49', 'ZFAT-AS1', 'FOXE1', 'OR6B3', 'LINC00113', 'HPD', 'C9ORF135', 'IFNA13', 'KRTAP4-5', 'OR10H2', 'IZUMO1R', 'OLIG1', 'OR1L3', 'OR8H2', 'PRDM14', 'FGF6', 'XAGE3', 'SCARNA20', 'DAW1', 'GH1', 'TCEB3C', 'CCDC166', 'TMEM207', 'UGT2A3', 'PTF1A', 'SPANXN1', 'FAM27L', 'OR14I1', 'OR8G2', 'OR1L1', 'OLAH', 'PSG11', 'DEFB108B', 'DEFA4', 'ALPPL2', 'CYLC2', 'PRKAG3', 'SNORA47', 'SPATA19', 'IL26', 'FGA', 'PRG1', 'OR51I2', 'CER1', 'LINC00923', 'BARHL2', 'KRTAP10-1', 'C17ORF78', 'SLC25A31', 'SULT1C3', 'IVL', 'NANOS2', 'LCN9', 'HBBP1', 'LCE1D', 'PYDC2', 'TFF2', 'NKX2-1', 'ZNF479', 'PISRT1', 'OR5H6', 'GYS2', 'GUCY2EP', 'FTMT', 'LINC00696', 'DEFB110', 'OPRD1', 'OR4D6', 'MYBPC2', 'EPS8L3', 'LPO', 'TARM1', 'OR7E24', 'SCGB1A1', 'UCMA', 'HOXC12', 'SCN1A', 'ENAM', 'FMO6P', 'OR1E2', 'GAGE2B', 'CPLX3', 'OR14C36', 'OR6B2', 'OR1B1', 'LOC729609', 'CLCA4', 'OR6M1', 'RESP18', 'MAGEA9B', 'ST8SIA3', 'OR1K1', 'TTTY9B', 'CYP7A1', 'GBX2', 'PRAMEF1', 'SCARNA11', 'SBSN', 'HBZ', 'HBG2', 'GPR78', 'OR4C12', 'SERPINI2', 'FRMPD2B', 'ZNF679', 'SNORA59B', 'TTTY8', 'HAO1', 'LINC00326', 'SPATA31A3', 'FAM27B', 'KRTAP21-1', 'SLC1A6', 'LINC00488', 'HTR3E', 'SLITRK3', 'OR4M2', 'MAGEB6', 'OR2M4', 'C12ORF50', 'KRTAP19-6', 'LYZL1', 'ADGRD2', 'YIPF7', 'GPRC6A', 'OR12D2', 'CCL24', 'SYCN', 'SNAR-F', 'CGB8', 'LINC00608', 'NYX', 'ANP32D', 'ASB10', 'LOC286238', 'ANGPTL3', 'TMEM88B', 'ALX4', 'ALLC', 'OR6F1', 'SNORD94', 'OC90', 'CD200R1L', 'SNORA38B', 'OR6C74', 'LMNTD1', 'OR51G2', 'GPR148', 'FAM71B', 'DPPA2', 'BRINP3', 'OR6A2', 'SLC51B', 'OR6K6', 'DYDC1', 'OR51F2', 'POU6F2', 'GDPD2', 'DKFZP434K028', 'ADGRG4', 'FFAR1', 'MAP3K15', 'KRT13', 'KRTAP2-1', 'CNBD1', 'SRY', 'NTS', 'LINC00575', 'RAX2', 'LINC00934', 'SERPINB3', 'BET1P1', 'C10ORF120', 'MOGAT3', 'SPACA3', 'IL17F', 'IL36RN', 'ARID3C', 'OR11H4', 'SLC6A5', 'CNTN5', 'TRHR', 'SNORA37', 'TSKS', 'SNORA16B', 'LOC284798', 'OR13C3', 'KCNK4', 'TCERG1L', 'GUCA2B', 'LINC00304', 'OR2A14', 'KRT25', 'KCNMB2', 'SLC2A2', 'MYH1', 'IFNA7', 'LINC00410', 'APOC3', 'TMEM179', 'HBE1', 'BMP15', 'OR2L8', 'SLC22A12', 'SNORA71A', 'KIR3DL3', 'GAGE12F', 'LINC01312', 'PRB4', 'MUSK', 'SPRR2E', 'FAM25BP', 'NLRP8', 'OR2A2', 'SPATA31C1', 'ITIH1', 'SEC14L3', 'NKAIN3', 'RPS4Y2', 'SNORA74A', 'LINC00710', 'LINC00928', 'SNORA76C', 'ZNF705A', 'DCT', 'OR2AT4', 'FAM170B', 'GPR22', 'TDRG1', 'SLC17A6', 'OR56B1', 'MAGEB3', 'PAPOLB', 'MAGEA1', 'TNP1', 'LOC100130264', 'OR11H6', 'HTR1A', 'SSX6', 'LRRC30', 'USH1C', 'CSN3', 'OR10W1', 'PROKR2', 'SPANXN3', 'USP9Y', 'CFHR2', 'SOX3', 'CTRC', 'GDNF', 'EDDM3B', 'KCNIP4-IT1', 'EPPIN', 'GKN2', 'PAGE5', 'MUC2', 'GCSAML-AS1', 'DMRTC1', 'BTN1A1', 'FAM205A', 'OR51B5', 'BCYRN1', 'DMP1', 'PPY2P', 'SCP2D1', 'ZCCHC13', 'SCARNA8', 'CHRNB3', 'LOC647859', 'HPVC1', 'SPOCK3', 'HMHB1', 'OCSTAMP', 'SPZ1', 'CRYGC', 'BPIFB3', 'ADAM29', 'ACER1', 'MAGEA12', 'PTH2', 'KRTAP4-3', 'ZFY', 'BPIFB4', 'LINC00479', 'ANKRD34C', 'GAGE2C', 'SLC32A1', 'NXPE1', 'CCKAR', 'KRTAP1-1', 'KRTAP1-5', 'TRIM48', 'ZAR1L', 'ASB15', 'FAM19A4', 'OR2T10', 'MS4A10', 'NUTM1', 'TMEM14E', 'VRTN', 'C4ORF51', 'KRT83', 'OR4F21', 'C6ORF10', 'KRT71', 'KRT3', 'C2ORF27B', 'KRTAP11-1', 'DAOA', 'KLRC4', 'HMSD', 'SOX1', 'LOC644669', 'AATK-AS1', 'ODF3', 'SPATA3', 'MMP20', 'CT47A1', 'ATOH7', 'AVP', 'AIRE', 'TPTE', 'CLEC4G', 'LINC01142', 'KCNU1', 'BTF3P11', 'FOXD4L3', 'MTVR2', 'OR2G6', 'PPP1R2P9', 'AADACL3', 'SSX9', 'RFX6', 'OR6S1', 'AFM', 'AKR1D1', 'LRRC52', 'C1ORF146', 'ZNF735', 'LOC400940', 'OACYLP', 'EPB42', 'TBR1', 'ASAP1-IT1', 'PCP4', 'B3GNT6', 'FAM170A', 'SLC22A10', 'GFI1B', 'MTNR1B', 'BTNL3', 'GNAS-AS1', 'MYH16', 'CPA2', 'LINC00303', 'IGLL1', 'HCRTR1', 'CNGA2', 'CA4', 'SH2D7', 'INSM2', 'CA6', 'CLCA1', 'HULC', 'CACNG7', 'PRR32', 'PRL', 'NF1P2', 'ZIM3', 'HYALP1', 'CT47A11', 'KRTAP3-2', 'CFHR4', 'TMEM132D', 'KCNJ16', 'USP50', 'TSPEAR-AS2', 'UGT1A4', 'PLA2G12B', 'TRIM55', 'NEUROG1', 'SSTR3', 'C11ORF87', 'SNORA72', 'DISC2', 'SERPINB11', 'NEUROD6', 'PRAMEF16', 'LINC01591', 'SNORA2B', 'PRSS48', 'GSC2', 'SNORA27', 'VWA5B1', 'OR51F1', 'OR10AD1', 'SCGB3A2', 'FERD3L', 'LINC00691', 'GABRR3', 'NKX6-2', 'RAPGEF4-AS1', 'ADRB3', 'GAGE12J', 'FAM47C', 'OR51L1', 'POM121L2', 'OR5H2', 'KRTAP12-1', 'C17ORF64', 'COX7B2', 'IFNW1', 'HIST1H3A', 'ANKRD20A20P', 'SLC10A1', 'LINC00032', 'GSTA5', 'KRTAP9-2', 'OR4D10', 'APCS', 'CGB2', 'OR5B17', 'AADAC', 'IFNL1', 'ZSCAN10', 'MMD2', 'FER1L6', 'UTS2R', 'OR51T1', 'LINC00452', 'MCF2', 'ART1', 'C12ORF56', 'OR52K2', 'MAGEA5', 'PATE3', 'CYP2C18', 'BAGE', 'PRDM9', 'GCGR', 'APOA5', 'PACRG-AS1', 'OLIG3', 'SNORD15B', 'SPINK14', 'B3GALT1', 'REG1B', 'CST9L', 'OR2A12', 'INS-IGF2', 'ISL1', 'DACH2', 'OTOP1', 'MT1B', 'GPR52', 'PDX1', 'TRIM49', 'NPSR1-AS1', 'CNTNAP5', 'OR4D5', 'FOXG1', 'NPHS2', 'EPGN', 'HAND1', 'LOC100130417', 'OR4N4', 'MYADML', 'PRSS57', 'MUC13', 'CLRN1', 'LINC00052', 'FAM138B', 'TRIM75P', 'HBM', 'PPBPP1', 'HRK', 'NHLH2', 'TAS2R42', 'NEUROG3', 'EXD1', 'OR13H1', 'IGFBP1', 'OR5K1', 'MMP21', 'PSKH2', 'OR10G8', 'ACSM2A', 'SYT10', 'CPNE6', 'COL20A1', 'MAGEA11', 'MAS1L', 'MBL2', 'PSG4', 'SSX5', 'ALAS2', 'LINC00202-2', 'ADCYAP1R1', 'SPINT3', 'HYMAI', 'CLEC4M', 'OR3A2', 'NPSR1', 'OPRM1', 'PPAN-P2RY11', 'NYAP2', 'TNP2', 'SLITRK1', 'CCER1', 'HIST2H2AB', 'VCX3A', 'PWAR4', 'SFTPB', 'PASD1', 'SHD', 'SLCO4A1-AS1', 'POU4F2', 'CALHM3', 'KRTAP10-6', 'GPHA2', 'C4ORF50', 'LHCGR', 'ADGRG7', 'OR2T2', 'PNLIPRP1', 'LINC01565', 'NBPF22P', 'TMEM202', 'TNFSF18', 'CACNG3', 'OR2K2', 'OTC', 'SCARNA14', 'RNF151', 'LOC392196', 'IFNL2', 'ARL14', 'SNORD115-26', 'H3F3AP5', 'IQCF2', 'NXNL1', 'CYP1A2', 'F2', 'SALL3', 'LOC285629', 'FOXR1', 'NMUR2', 'SNORA68', 'AWAT1', 'SDC4P', 'SNORA16A', 'SCTR', 'KCNB2', 'AMER3', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04782361373877353
		RMSE:  0.460756629216985
		NRMSE:  0.11073218678610552
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07696826201632412
		RMSE:  0.4481222561682025
		NRMSE:  0.1422068596624151
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4501191620264231
		NRMSE:  0.10817571786263473
		MAPE:  418.8529054417374
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002447694094247499
		RMSE:  0.4323405014905614
		NRMSE:  0.13719868668778923
		MAPE:  185.65040333639752

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  1.9533152041732012e-15
		NRMSE:  4.694340793494837e-16
		MAPE:  7.28973996936754e-12
		Pearson Correlation:  0.25169496378633205
		Spearman Correlation:  0.20407985136971785
		Coefficient of Determination:  -1.6457697786991101
		RMSE:  0.7023783024788572
		NRMSE:  0.2228923275193124
		MAPE:  718.2878603805864

	Predictor:  ElasticNet
		Pearson Correlation:  0.8639429633155309
		Spearman Correlation:  0.7967143481091111
		Coefficient of Determination:  0.701555013184299
		RMSE:  0.24590063246449725
		NRMSE:  0.05909652306284482
		MAPE:  409.0246190649695
		Pearson Correlation:  0.46916078749040346
		Spearman Correlation:  0.40020698512450287
		Coefficient of Determination:  0.20798499197379816
		RMSE:  0.3842923746061818
		NRMSE:  0.12195112166989774
		MAPE:  229.4877112986543

	Predictor:  RandomForests
		Pearson Correlation:  0.6554794006101635
		Spearman Correlation:  0.5503354566830744
		Coefficient of Determination:  0.36080838849234664
		RMSE:  0.3598678382927371
		NRMSE:  0.08648590201700003
		MAPE:  540.9786670935528
		Pearson Correlation:  0.613604399659856
		Spearman Correlation:  0.49421334766625485
		Coefficient of Determination:  0.2874274640521677
		RMSE:  0.3645101292127265
		NRMSE:  0.11567343526679566
		MAPE:  188.5180424568354

Protein:  CTNNB1
x_train_column_count:  1003
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'GABRA4', 'BCORP1', 'OR2W1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'ADAD1', 'OR4K1', 'RAG2', 'LCE5A', 'OR8K3', 'CTSL3P', 'MS4A5', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'FGF22', 'DEFB127', 'MRGPRG-AS1', 'SMCP', 'MROH5', 'FAM150A', 'OR52A1', 'REXO1L6P', 'SNORA36A', 'CHAT', 'FAM92A1P2', 'LHX3', 'HNF1B', 'CTXN3', 'OR7G3', 'CT47A2', 'HES3', 'SLC18A3', 'TBC1D21', 'AMBN', 'FAM41AY1', 'DEFB113', 'SNAR-E', 'SNAR-I', 'OR8I2', 'C11ORF40', 'SNORA58', 'BSX', 'FLG2', 'OR51A2', 'GJA10', 'TMPRSS11B', 'NR0B1', 'CSN2', 'SMR3B', 'DEFB119', 'SNORD8', 'HHLA1', 'GJA8', 'TAAR8', 'BARHL1', 'GUCA1C', 'SNAR-A13', 'LINC01548', 'SPRR2G', 'ATP4B', 'GSX2', 'LCE1F', 'C17ORF102', 'TTTY21', 'LRTM1', 'LELP1', 'LCE2A', 'CT47B1', 'SNORA5B', 'GYPA', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CPN1', 'CCDC38', 'TYR', 'SLC28A2', 'KRTAP4-11', 'CLC', 'PROL1', 'CEACAM20', 'FAM224B', 'IL37', 'ESX1', 'OR8U1', 'FXYD4', 'PSMB11', 'ZNF536', 'ASB18', 'TMEM247', 'GNAT3', 'CA5A', 'SPANXN4', 'OR8D4', 'ZNF804B', 'OR2B3', 'ZNRF4', 'ANXA8L1', 'OR7C2', 'OR7G1', 'OR13C9', 'FNDC7', 'OR2T12', 'OR7G2', 'C12ORF40', 'CT47A6', 'OR6C76', 'OR5K3', 'CT47A7', 'GLRA4', 'LINC00671', 'OR8H1', 'PAQR9', 'H1FOO', 'KRTAP6-2', 'OR2AE1', 'PGM5-AS1', 'OR8A1', 'SNORA55', 'OR2M2', 'MAGEA10', 'APOA2', 'HAO2', 'TSPYL6', 'SPIC', 'CD300LD', 'KRT78', 'DMBT1P1', 'OR6T1', 'DPRX', 'OLIG2', 'DEFB128', 'SNORD115-7', 'OR6C4', 'AHSP', 'EIF1AY', 'PLCZ1', 'LINC00314', 'DUSP21', 'OR4S2', 'TEX36-AS1', 'GABRA6', 'SLC6A19', 'CST13P', 'FGF4', 'LOC440040', 'CD5L', 'CDKL4', 'IFNA21', 'OR52A4P', 'KRTAP1-3', 'OR2C3', 'PSG8', 'LOC100129935', 'LYPD8', 'HTR3B', 'TMEM196', 'PSG1', 'OR4A47', 'OR4B1', 'ZPBP', 'RSPH6A', 'KRTDAP', 'OR6B1', 'DDI1', 'OR10G4', 'GNAT1', 'BRDTP1', 'MOS', 'ITLN2', 'GOT1L1', 'OR4A16', 'PLSCR5', 'SCARNA22', 'KRTAP10-11', 'ASB11', 'IL13', 'SOST', 'SPRR4', 'RNASE8', 'OR6C2', 'PRB1', 'SNORA24', 'KRT2', 'DNMT3L', 'SCARNA4', 'OR52A5', 'KRTAP19-5', 'C1ORF105', 'SLC25A3P1', 'PWRN2', 'KRTAP21-2', 'GJD2', 'TAGLN3', 'VSTM2B', 'SNORA22', 'ARG1', 'SNORA28', 'LILRP2', 'MORC1', 'TEX13B', 'LRRC7', 'KRTAP10-7', 'GPR50', 'GABRA1', 'LINC00207', 'OR52H1', 'IGFL4', 'OR1M1', 'IL31', 'SLCO1A2', 'NMS', 'FLJ25758', 'FAM71A', 'OR5H1', 'TFAMP1', 'LINC01020', 'GHSR', 'OR5T2', 'OR2L2', 'ASB17', 'NCOR1P1', 'PRAMEF5', 'H1FNT', 'MRGPRX1', 'TMIGD1', 'URAD', 'OR4D11', 'KRTAP12-2', 'CIB4', 'KRTAP12-3', 'HIST1H4G', 'SNORD116-19', 'SNORA69', 'DEFB109P1', 'OR8J3', 'TXLNGY', 'OR52B4', 'IFNA16', 'LINC00111', 'SNORA20', 'RAB9BP1', 'DAZL', 'OR5AN1', 'OR2T34', 'F13B', 'KRTAP19-8', 'OR11L1', 'LGALS14', 'SST', 'HBG1', 'OR2M3', 'SNORD15A', 'OTX2', 'FAM183CP', 'CLEC6A', 'OR10V1', 'NXF2B', 'TMPRSS11F', 'GPR151', 'OR8S1', 'OR2M7', 'OR5H14', 'PRM3', 'MS4A6E', 'OR8G5', 'DNAJB8', 'OR2G2', 'FGF23', 'MBD3L5', 'SCGB1C1', 'OR8B3', 'OR10A5', 'WFDC5', 'TCP10L2', 'TMEM252', 'ACOT12', 'LOC145845', 'PRSS3P2', 'PPY', 'MAGEB10', 'LINC01205', 'TAAR9', 'TSGA13', 'PLA2G2F', 'PSAPL1', 'SUN3', 'PSG7', 'CRYAA', 'USP26', 'SPRR1B', 'TTTY14', 'KRTAP10-12', 'OR1S2', 'OR2AG1', 'PRAMEF8', 'HIST1H4F', 'NPPC', 'SNORD89', 'MC2R', 'C1ORF87', 'NOX3', 'C20ORF173', 'LEUTX', 'SFTA3', 'FOXN3-AS2', 'XAGE5', 'LOC391003', 'VWC2L', 'LINC00636', 'SDR16C6P', 'FAM169B', 'LOC391343', 'ACTRT2', 'RPL13AP17', 'SLC5A7', 'ALOX12B', 'CAPZA3', 'KRTAP19-1', 'OR4S1', 'BMP10', 'OR5B2', 'TTTY15', 'OPN1MW', 'RTP2', 'SLC38A8', 'C10ORF53', 'OR4D9', 'FMR1NB', 'P2RX3', 'ARHGAP36', 'ARR3', 'CCKBR', 'SNORA70B', 'STATH', 'CASC8', 'TBC1D28', 'C11ORF94', 'KRT39', 'OR1N1', 'C1ORF94', 'SNORA34', 'TAS2R60', 'ACTR3BP2', 'SSX8', 'HNRNPCL1', 'IFITM5', 'ANKRD18DP', 'PF4', 'BEND2', 'GAGE1', 'PROKR1', 'EDDM3A', 'CABS1', 'BPIFA3', 'KHDC1L', 'LINC00029', 'MMP23A', 'DEFB129', 'OR4C16', 'AKAP14', 'CYP11B2', 'HBD', 'OR10S1', 'LINC00114', 'PRSS1', 'DEFB104A', 'HSFY2', 'CABP5', 'CYP2W1', 'CYP3A4', 'SFTPC', 'CGB5', 'CCL15-CCL14', 'DMRT1', 'RGS8', 'PROP1', 'TKTL2', 'SERPINB4', 'CLRN2', 'KCNQ1DN', 'PRAP1', 'LINC00469', 'YWHAEP7', 'SNORA51', 'KRTAP25-1', 'DUXA', 'SNORA32', 'OR4F5', 'XKR7', 'OTP', 'SNORA54', 'SLC13A1', 'LHX9', 'SVOP', 'LGI3', 'KRTAP6-1', 'PAGE2', 'LOC646813', 'MYBPHL', 'OR6Y1', 'OR4K17', 'KRTAP19-2', 'TAS2R13', 'GAGE2D', 'OR7A17', 'OR2T35', 'FBP2', 'SPACA7', 'KRTAP19-3', 'ANKUB1', 'LOC285627', 'PLET1', 'GABRG3', 'INS', 'AVPR1B', 'PRAMEF20', 'OR4K2', 'NEU2', 'MGC27382', 'FCAMR', 'TCP10', 'LCNL1', 'CRLF2', 'LINC01101', 'OTOL1', 'DNTT', 'FDCSP', 'KRT85', 'FAM71C', 'C3ORF49', 'ZFAT-AS1', 'FOXE1', 'OR6B3', 'LINC00113', 'HPD', 'C9ORF135', 'IFNA13', 'KRTAP4-5', 'OR10H2', 'IZUMO1R', 'OLIG1', 'OR1L3', 'OR8H2', 'PRDM14', 'FGF6', 'XAGE3', 'SCARNA20', 'DAW1', 'GH1', 'TCEB3C', 'CCDC166', 'TMEM207', 'UGT2A3', 'PTF1A', 'SPANXN1', 'FAM27L', 'OR14I1', 'OR8G2', 'OR1L1', 'OLAH', 'PSG11', 'DEFB108B', 'DEFA4', 'ALPPL2', 'CYLC2', 'PRKAG3', 'SNORA47', 'SPATA19', 'IL26', 'FGA', 'PRG1', 'OR51I2', 'CER1', 'LINC00923', 'BARHL2', 'KRTAP10-1', 'C17ORF78', 'SLC25A31', 'SULT1C3', 'IVL', 'NANOS2', 'LCN9', 'HBBP1', 'LCE1D', 'PYDC2', 'TFF2', 'NKX2-1', 'ZNF479', 'PISRT1', 'OR5H6', 'GYS2', 'GUCY2EP', 'FTMT', 'LINC00696', 'DEFB110', 'OPRD1', 'OR4D6', 'MYBPC2', 'EPS8L3', 'LPO', 'TARM1', 'OR7E24', 'SCGB1A1', 'UCMA', 'HOXC12', 'SCN1A', 'ENAM', 'FMO6P', 'OR1E2', 'GAGE2B', 'CPLX3', 'OR14C36', 'OR6B2', 'OR1B1', 'LOC729609', 'CLCA4', 'OR6M1', 'RESP18', 'MAGEA9B', 'ST8SIA3', 'OR1K1', 'TTTY9B', 'CYP7A1', 'GBX2', 'PRAMEF1', 'SCARNA11', 'SBSN', 'HBZ', 'HBG2', 'GPR78', 'OR4C12', 'SERPINI2', 'FRMPD2B', 'ZNF679', 'SNORA59B', 'TTTY8', 'HAO1', 'LINC00326', 'SPATA31A3', 'FAM27B', 'KRTAP21-1', 'SLC1A6', 'LINC00488', 'HTR3E', 'SLITRK3', 'OR4M2', 'MAGEB6', 'OR2M4', 'C12ORF50', 'KRTAP19-6', 'LYZL1', 'ADGRD2', 'YIPF7', 'GPRC6A', 'OR12D2', 'CCL24', 'SYCN', 'SNAR-F', 'CGB8', 'LINC00608', 'NYX', 'ANP32D', 'ASB10', 'LOC286238', 'ANGPTL3', 'TMEM88B', 'ALX4', 'ALLC', 'OR6F1', 'SNORD94', 'OC90', 'CD200R1L', 'SNORA38B', 'OR6C74', 'LMNTD1', 'OR51G2', 'GPR148', 'FAM71B', 'DPPA2', 'BRINP3', 'OR6A2', 'SLC51B', 'OR6K6', 'DYDC1', 'OR51F2', 'POU6F2', 'GDPD2', 'DKFZP434K028', 'ADGRG4', 'FFAR1', 'MAP3K15', 'KRT13', 'KRTAP2-1', 'CNBD1', 'SRY', 'NTS', 'LINC00575', 'RAX2', 'LINC00934', 'SERPINB3', 'BET1P1', 'C10ORF120', 'MOGAT3', 'SPACA3', 'IL17F', 'IL36RN', 'ARID3C', 'OR11H4', 'SLC6A5', 'CNTN5', 'TRHR', 'SNORA37', 'TSKS', 'SNORA16B', 'LOC284798', 'OR13C3', 'KCNK4', 'TCERG1L', 'GUCA2B', 'LINC00304', 'OR2A14', 'KRT25', 'KCNMB2', 'SLC2A2', 'MYH1', 'IFNA7', 'LINC00410', 'APOC3', 'TMEM179', 'HBE1', 'BMP15', 'OR2L8', 'SLC22A12', 'SNORA71A', 'KIR3DL3', 'GAGE12F', 'LINC01312', 'PRB4', 'MUSK', 'SPRR2E', 'FAM25BP', 'NLRP8', 'OR2A2', 'SPATA31C1', 'ITIH1', 'SEC14L3', 'NKAIN3', 'RPS4Y2', 'SNORA74A', 'LINC00710', 'LINC00928', 'SNORA76C', 'ZNF705A', 'DCT', 'OR2AT4', 'FAM170B', 'GPR22', 'TDRG1', 'SLC17A6', 'OR56B1', 'MAGEB3', 'PAPOLB', 'MAGEA1', 'TNP1', 'LOC100130264', 'OR11H6', 'HTR1A', 'SSX6', 'LRRC30', 'USH1C', 'CSN3', 'OR10W1', 'PROKR2', 'SPANXN3', 'USP9Y', 'CFHR2', 'SOX3', 'CTRC', 'GDNF', 'EDDM3B', 'KCNIP4-IT1', 'EPPIN', 'GKN2', 'PAGE5', 'MUC2', 'GCSAML-AS1', 'DMRTC1', 'BTN1A1', 'FAM205A', 'OR51B5', 'BCYRN1', 'DMP1', 'PPY2P', 'SCP2D1', 'ZCCHC13', 'SCARNA8', 'CHRNB3', 'LOC647859', 'HPVC1', 'SPOCK3', 'HMHB1', 'OCSTAMP', 'SPZ1', 'CRYGC', 'BPIFB3', 'ADAM29', 'ACER1', 'MAGEA12', 'PTH2', 'KRTAP4-3', 'ZFY', 'BPIFB4', 'LINC00479', 'ANKRD34C', 'GAGE2C', 'SLC32A1', 'NXPE1', 'CCKAR', 'KRTAP1-1', 'KRTAP1-5', 'TRIM48', 'ZAR1L', 'ASB15', 'FAM19A4', 'OR2T10', 'MS4A10', 'NUTM1', 'TMEM14E', 'VRTN', 'C4ORF51', 'KRT83', 'OR4F21', 'C6ORF10', 'KRT71', 'KRT3', 'C2ORF27B', 'KRTAP11-1', 'DAOA', 'KLRC4', 'HMSD', 'SOX1', 'LOC644669', 'AATK-AS1', 'ODF3', 'SPATA3', 'MMP20', 'CT47A1', 'ATOH7', 'AVP', 'AIRE', 'TPTE', 'CLEC4G', 'LINC01142', 'KCNU1', 'BTF3P11', 'FOXD4L3', 'MTVR2', 'OR2G6', 'PPP1R2P9', 'AADACL3', 'SSX9', 'RFX6', 'OR6S1', 'AFM', 'AKR1D1', 'LRRC52', 'C1ORF146', 'ZNF735', 'LOC400940', 'OACYLP', 'EPB42', 'TBR1', 'ASAP1-IT1', 'PCP4', 'B3GNT6', 'FAM170A', 'SLC22A10', 'GFI1B', 'MTNR1B', 'BTNL3', 'GNAS-AS1', 'MYH16', 'CPA2', 'LINC00303', 'IGLL1', 'HCRTR1', 'CNGA2', 'CA4', 'SH2D7', 'INSM2', 'CA6', 'CLCA1', 'HULC', 'CACNG7', 'PRR32', 'PRL', 'NF1P2', 'ZIM3', 'HYALP1', 'CT47A11', 'KRTAP3-2', 'CFHR4', 'TMEM132D', 'KCNJ16', 'USP50', 'TSPEAR-AS2', 'UGT1A4', 'PLA2G12B', 'TRIM55', 'NEUROG1', 'SSTR3', 'C11ORF87', 'SNORA72', 'DISC2', 'SERPINB11', 'NEUROD6', 'PRAMEF16', 'LINC01591', 'SNORA2B', 'PRSS48', 'GSC2', 'SNORA27', 'VWA5B1', 'OR51F1', 'OR10AD1', 'SCGB3A2', 'FERD3L', 'LINC00691', 'GABRR3', 'NKX6-2', 'RAPGEF4-AS1', 'ADRB3', 'GAGE12J', 'FAM47C', 'OR51L1', 'POM121L2', 'OR5H2', 'KRTAP12-1', 'C17ORF64', 'COX7B2', 'IFNW1', 'HIST1H3A', 'ANKRD20A20P', 'SLC10A1', 'LINC00032', 'GSTA5', 'KRTAP9-2', 'OR4D10', 'APCS', 'CGB2', 'OR5B17', 'AADAC', 'IFNL1', 'ZSCAN10', 'MMD2', 'FER1L6', 'UTS2R', 'OR51T1', 'LINC00452', 'MCF2', 'ART1', 'C12ORF56', 'OR52K2', 'MAGEA5', 'PATE3', 'CYP2C18', 'BAGE', 'PRDM9', 'GCGR', 'APOA5', 'PACRG-AS1', 'OLIG3', 'SNORD15B', 'SPINK14', 'B3GALT1', 'REG1B', 'CST9L', 'OR2A12', 'INS-IGF2', 'ISL1', 'DACH2', 'OTOP1', 'MT1B', 'GPR52', 'PDX1', 'TRIM49', 'NPSR1-AS1', 'CNTNAP5', 'OR4D5', 'FOXG1', 'NPHS2', 'EPGN', 'HAND1', 'LOC100130417', 'OR4N4', 'MYADML', 'PRSS57', 'MUC13', 'CLRN1', 'LINC00052', 'FAM138B', 'TRIM75P', 'HBM', 'PPBPP1', 'HRK', 'NHLH2', 'TAS2R42', 'NEUROG3', 'EXD1', 'OR13H1', 'IGFBP1', 'OR5K1', 'MMP21', 'PSKH2', 'OR10G8', 'ACSM2A', 'SYT10', 'CPNE6', 'COL20A1', 'MAGEA11', 'MAS1L', 'MBL2', 'PSG4', 'SSX5', 'ALAS2', 'LINC00202-2', 'ADCYAP1R1', 'SPINT3', 'HYMAI', 'CLEC4M', 'OR3A2', 'NPSR1', 'OPRM1', 'PPAN-P2RY11', 'NYAP2', 'TNP2', 'SLITRK1', 'CCER1', 'HIST2H2AB', 'VCX3A', 'PWAR4', 'SFTPB', 'PASD1', 'SHD', 'SLCO4A1-AS1', 'POU4F2', 'CALHM3', 'KRTAP10-6', 'GPHA2', 'C4ORF50', 'LHCGR', 'ADGRG7', 'OR2T2', 'PNLIPRP1', 'LINC01565', 'NBPF22P', 'TMEM202', 'TNFSF18', 'CACNG3', 'OR2K2', 'OTC', 'SCARNA14', 'RNF151', 'LOC392196', 'IFNL2', 'ARL14', 'SNORD115-26', 'H3F3AP5', 'IQCF2', 'NXNL1', 'CYP1A2', 'F2', 'SALL3', 'LOC285629', 'FOXR1', 'NMUR2', 'SNORA68', 'AWAT1', 'SDC4P', 'SNORA16A', 'SCTR', 'KCNB2', 'AMER3', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6170193939500923
		RMSE:  0.9046651382507068
		NRMSE:  0.21849703851094263
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09478783275970826
		RMSE:  0.8396248247596424
		NRMSE:  0.17652527641906535
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999422040781
		Coefficient of Determination:  1.0
		RMSE:  3.1297354471032873e-15
		NRMSE:  7.559017116953163e-16
		MAPE:  2.976168192052226e-12
		Pearson Correlation:  0.05353888788606333
		Spearman Correlation:  0.011204628486639485
		Coefficient of Determination:  -1.5609183398286586
		RMSE:  1.284157092532732
		NRMSE:  0.2699850921984551
		MAPE:  684.973089017786

	Predictor:  ElasticNet
		Pearson Correlation:  0.8830869714725302
		Spearman Correlation:  0.8839238808421459
		Coefficient of Determination:  0.7345012467369539
		RMSE:  0.36657385231744016
		NRMSE:  0.0885358545834799
		MAPE:  352.8801982941252
		Pearson Correlation:  0.18620284972874715
		Spearman Correlation:  0.1904687090861482
		Coefficient of Determination:  -0.09409561732858851
		RMSE:  0.8393593426531603
		NRMSE:  0.1764694606536793
		MAPE:  600.4227737368318

	Predictor:  RandomForests
		Pearson Correlation:  0.5107080497160787
		Spearman Correlation:  0.5590889050610455
		Coefficient of Determination:  0.21862823013812638
		RMSE:  0.6288674245878954
		NRMSE:  0.15188566915947624
		MAPE:  508.7703963024707
		Pearson Correlation:  0.0509370913536166
		Spearman Correlation:  0.11746530505367898
		Coefficient of Determination:  -0.11605001438247142
		RMSE:  0.8477389123457137
		NRMSE:  0.178231206867739
		MAPE:  731.0720073221628

Protein:  CCNE1
x_train_column_count:  1003
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'GABRA4', 'BCORP1', 'OR2W1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'ADAD1', 'OR4K1', 'RAG2', 'LCE5A', 'OR8K3', 'CTSL3P', 'MS4A5', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'FGF22', 'DEFB127', 'MRGPRG-AS1', 'SMCP', 'MROH5', 'FAM150A', 'OR52A1', 'REXO1L6P', 'SNORA36A', 'CHAT', 'FAM92A1P2', 'LHX3', 'HNF1B', 'CTXN3', 'OR7G3', 'CT47A2', 'HES3', 'SLC18A3', 'TBC1D21', 'AMBN', 'FAM41AY1', 'DEFB113', 'SNAR-E', 'SNAR-I', 'OR8I2', 'C11ORF40', 'SNORA58', 'BSX', 'FLG2', 'OR51A2', 'GJA10', 'TMPRSS11B', 'NR0B1', 'CSN2', 'SMR3B', 'DEFB119', 'SNORD8', 'HHLA1', 'GJA8', 'TAAR8', 'BARHL1', 'GUCA1C', 'SNAR-A13', 'LINC01548', 'SPRR2G', 'ATP4B', 'GSX2', 'LCE1F', 'C17ORF102', 'TTTY21', 'LRTM1', 'LELP1', 'LCE2A', 'CT47B1', 'SNORA5B', 'GYPA', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CPN1', 'CCDC38', 'TYR', 'SLC28A2', 'KRTAP4-11', 'CLC', 'PROL1', 'CEACAM20', 'FAM224B', 'IL37', 'ESX1', 'OR8U1', 'FXYD4', 'PSMB11', 'ZNF536', 'ASB18', 'TMEM247', 'GNAT3', 'CA5A', 'SPANXN4', 'OR8D4', 'ZNF804B', 'OR2B3', 'ZNRF4', 'ANXA8L1', 'OR7C2', 'OR7G1', 'OR13C9', 'FNDC7', 'OR2T12', 'OR7G2', 'C12ORF40', 'CT47A6', 'OR6C76', 'OR5K3', 'CT47A7', 'GLRA4', 'LINC00671', 'OR8H1', 'PAQR9', 'H1FOO', 'KRTAP6-2', 'OR2AE1', 'PGM5-AS1', 'OR8A1', 'SNORA55', 'OR2M2', 'MAGEA10', 'APOA2', 'HAO2', 'TSPYL6', 'SPIC', 'CD300LD', 'KRT78', 'DMBT1P1', 'OR6T1', 'DPRX', 'OLIG2', 'DEFB128', 'SNORD115-7', 'OR6C4', 'AHSP', 'EIF1AY', 'PLCZ1', 'LINC00314', 'DUSP21', 'OR4S2', 'TEX36-AS1', 'GABRA6', 'SLC6A19', 'CST13P', 'FGF4', 'LOC440040', 'CD5L', 'CDKL4', 'IFNA21', 'OR52A4P', 'KRTAP1-3', 'OR2C3', 'PSG8', 'LOC100129935', 'LYPD8', 'HTR3B', 'TMEM196', 'PSG1', 'OR4A47', 'OR4B1', 'ZPBP', 'RSPH6A', 'KRTDAP', 'OR6B1', 'DDI1', 'OR10G4', 'GNAT1', 'BRDTP1', 'MOS', 'ITLN2', 'GOT1L1', 'OR4A16', 'PLSCR5', 'SCARNA22', 'KRTAP10-11', 'ASB11', 'IL13', 'SOST', 'SPRR4', 'RNASE8', 'OR6C2', 'PRB1', 'SNORA24', 'KRT2', 'DNMT3L', 'SCARNA4', 'OR52A5', 'KRTAP19-5', 'C1ORF105', 'SLC25A3P1', 'PWRN2', 'KRTAP21-2', 'GJD2', 'TAGLN3', 'VSTM2B', 'SNORA22', 'ARG1', 'SNORA28', 'LILRP2', 'MORC1', 'TEX13B', 'LRRC7', 'KRTAP10-7', 'GPR50', 'GABRA1', 'LINC00207', 'OR52H1', 'IGFL4', 'OR1M1', 'IL31', 'SLCO1A2', 'NMS', 'FLJ25758', 'FAM71A', 'OR5H1', 'TFAMP1', 'LINC01020', 'GHSR', 'OR5T2', 'OR2L2', 'ASB17', 'NCOR1P1', 'PRAMEF5', 'H1FNT', 'MRGPRX1', 'TMIGD1', 'URAD', 'OR4D11', 'KRTAP12-2', 'CIB4', 'KRTAP12-3', 'HIST1H4G', 'SNORD116-19', 'SNORA69', 'DEFB109P1', 'OR8J3', 'TXLNGY', 'OR52B4', 'IFNA16', 'LINC00111', 'SNORA20', 'RAB9BP1', 'DAZL', 'OR5AN1', 'OR2T34', 'F13B', 'KRTAP19-8', 'OR11L1', 'LGALS14', 'SST', 'HBG1', 'OR2M3', 'SNORD15A', 'OTX2', 'FAM183CP', 'CLEC6A', 'OR10V1', 'NXF2B', 'TMPRSS11F', 'GPR151', 'OR8S1', 'OR2M7', 'OR5H14', 'PRM3', 'MS4A6E', 'OR8G5', 'DNAJB8', 'OR2G2', 'FGF23', 'MBD3L5', 'SCGB1C1', 'OR8B3', 'OR10A5', 'WFDC5', 'TCP10L2', 'TMEM252', 'ACOT12', 'LOC145845', 'PRSS3P2', 'PPY', 'MAGEB10', 'LINC01205', 'TAAR9', 'TSGA13', 'PLA2G2F', 'PSAPL1', 'SUN3', 'PSG7', 'CRYAA', 'USP26', 'SPRR1B', 'TTTY14', 'KRTAP10-12', 'OR1S2', 'OR2AG1', 'PRAMEF8', 'HIST1H4F', 'NPPC', 'SNORD89', 'MC2R', 'C1ORF87', 'NOX3', 'C20ORF173', 'LEUTX', 'SFTA3', 'FOXN3-AS2', 'XAGE5', 'LOC391003', 'VWC2L', 'LINC00636', 'SDR16C6P', 'FAM169B', 'LOC391343', 'ACTRT2', 'RPL13AP17', 'SLC5A7', 'ALOX12B', 'CAPZA3', 'KRTAP19-1', 'OR4S1', 'BMP10', 'OR5B2', 'TTTY15', 'OPN1MW', 'RTP2', 'SLC38A8', 'C10ORF53', 'OR4D9', 'FMR1NB', 'P2RX3', 'ARHGAP36', 'ARR3', 'CCKBR', 'SNORA70B', 'STATH', 'CASC8', 'TBC1D28', 'C11ORF94', 'KRT39', 'OR1N1', 'C1ORF94', 'SNORA34', 'TAS2R60', 'ACTR3BP2', 'SSX8', 'HNRNPCL1', 'IFITM5', 'ANKRD18DP', 'PF4', 'BEND2', 'GAGE1', 'PROKR1', 'EDDM3A', 'CABS1', 'BPIFA3', 'KHDC1L', 'LINC00029', 'MMP23A', 'DEFB129', 'OR4C16', 'AKAP14', 'CYP11B2', 'HBD', 'OR10S1', 'LINC00114', 'PRSS1', 'DEFB104A', 'HSFY2', 'CABP5', 'CYP2W1', 'CYP3A4', 'SFTPC', 'CGB5', 'CCL15-CCL14', 'DMRT1', 'RGS8', 'PROP1', 'TKTL2', 'SERPINB4', 'CLRN2', 'KCNQ1DN', 'PRAP1', 'LINC00469', 'YWHAEP7', 'SNORA51', 'KRTAP25-1', 'DUXA', 'SNORA32', 'OR4F5', 'XKR7', 'OTP', 'SNORA54', 'SLC13A1', 'LHX9', 'SVOP', 'LGI3', 'KRTAP6-1', 'PAGE2', 'LOC646813', 'MYBPHL', 'OR6Y1', 'OR4K17', 'KRTAP19-2', 'TAS2R13', 'GAGE2D', 'OR7A17', 'OR2T35', 'FBP2', 'SPACA7', 'KRTAP19-3', 'ANKUB1', 'LOC285627', 'PLET1', 'GABRG3', 'INS', 'AVPR1B', 'PRAMEF20', 'OR4K2', 'NEU2', 'MGC27382', 'FCAMR', 'TCP10', 'LCNL1', 'CRLF2', 'LINC01101', 'OTOL1', 'DNTT', 'FDCSP', 'KRT85', 'FAM71C', 'C3ORF49', 'ZFAT-AS1', 'FOXE1', 'OR6B3', 'LINC00113', 'HPD', 'C9ORF135', 'IFNA13', 'KRTAP4-5', 'OR10H2', 'IZUMO1R', 'OLIG1', 'OR1L3', 'OR8H2', 'PRDM14', 'FGF6', 'XAGE3', 'SCARNA20', 'DAW1', 'GH1', 'TCEB3C', 'CCDC166', 'TMEM207', 'UGT2A3', 'PTF1A', 'SPANXN1', 'FAM27L', 'OR14I1', 'OR8G2', 'OR1L1', 'OLAH', 'PSG11', 'DEFB108B', 'DEFA4', 'ALPPL2', 'CYLC2', 'PRKAG3', 'SNORA47', 'SPATA19', 'IL26', 'FGA', 'PRG1', 'OR51I2', 'CER1', 'LINC00923', 'BARHL2', 'KRTAP10-1', 'C17ORF78', 'SLC25A31', 'SULT1C3', 'IVL', 'NANOS2', 'LCN9', 'HBBP1', 'LCE1D', 'PYDC2', 'TFF2', 'NKX2-1', 'ZNF479', 'PISRT1', 'OR5H6', 'GYS2', 'GUCY2EP', 'FTMT', 'LINC00696', 'DEFB110', 'OPRD1', 'OR4D6', 'MYBPC2', 'EPS8L3', 'LPO', 'TARM1', 'OR7E24', 'SCGB1A1', 'UCMA', 'HOXC12', 'SCN1A', 'ENAM', 'FMO6P', 'OR1E2', 'GAGE2B', 'CPLX3', 'OR14C36', 'OR6B2', 'OR1B1', 'LOC729609', 'CLCA4', 'OR6M1', 'RESP18', 'MAGEA9B', 'ST8SIA3', 'OR1K1', 'TTTY9B', 'CYP7A1', 'GBX2', 'PRAMEF1', 'SCARNA11', 'SBSN', 'HBZ', 'HBG2', 'GPR78', 'OR4C12', 'SERPINI2', 'FRMPD2B', 'ZNF679', 'SNORA59B', 'TTTY8', 'HAO1', 'LINC00326', 'SPATA31A3', 'FAM27B', 'KRTAP21-1', 'SLC1A6', 'LINC00488', 'HTR3E', 'SLITRK3', 'OR4M2', 'MAGEB6', 'OR2M4', 'C12ORF50', 'KRTAP19-6', 'LYZL1', 'ADGRD2', 'YIPF7', 'GPRC6A', 'OR12D2', 'CCL24', 'SYCN', 'SNAR-F', 'CGB8', 'LINC00608', 'NYX', 'ANP32D', 'ASB10', 'LOC286238', 'ANGPTL3', 'TMEM88B', 'ALX4', 'ALLC', 'OR6F1', 'SNORD94', 'OC90', 'CD200R1L', 'SNORA38B', 'OR6C74', 'LMNTD1', 'OR51G2', 'GPR148', 'FAM71B', 'DPPA2', 'BRINP3', 'OR6A2', 'SLC51B', 'OR6K6', 'DYDC1', 'OR51F2', 'POU6F2', 'GDPD2', 'DKFZP434K028', 'ADGRG4', 'FFAR1', 'MAP3K15', 'KRT13', 'KRTAP2-1', 'CNBD1', 'SRY', 'NTS', 'LINC00575', 'RAX2', 'LINC00934', 'SERPINB3', 'BET1P1', 'C10ORF120', 'MOGAT3', 'SPACA3', 'IL17F', 'IL36RN', 'ARID3C', 'OR11H4', 'SLC6A5', 'CNTN5', 'TRHR', 'SNORA37', 'TSKS', 'SNORA16B', 'LOC284798', 'OR13C3', 'KCNK4', 'TCERG1L', 'GUCA2B', 'LINC00304', 'OR2A14', 'KRT25', 'KCNMB2', 'SLC2A2', 'MYH1', 'IFNA7', 'LINC00410', 'APOC3', 'TMEM179', 'HBE1', 'BMP15', 'OR2L8', 'SLC22A12', 'SNORA71A', 'KIR3DL3', 'GAGE12F', 'LINC01312', 'PRB4', 'MUSK', 'SPRR2E', 'FAM25BP', 'NLRP8', 'OR2A2', 'SPATA31C1', 'ITIH1', 'SEC14L3', 'NKAIN3', 'RPS4Y2', 'SNORA74A', 'LINC00710', 'LINC00928', 'SNORA76C', 'ZNF705A', 'DCT', 'OR2AT4', 'FAM170B', 'GPR22', 'TDRG1', 'SLC17A6', 'OR56B1', 'MAGEB3', 'PAPOLB', 'MAGEA1', 'TNP1', 'LOC100130264', 'OR11H6', 'HTR1A', 'SSX6', 'LRRC30', 'USH1C', 'CSN3', 'OR10W1', 'PROKR2', 'SPANXN3', 'USP9Y', 'CFHR2', 'SOX3', 'CTRC', 'GDNF', 'EDDM3B', 'KCNIP4-IT1', 'EPPIN', 'GKN2', 'PAGE5', 'MUC2', 'GCSAML-AS1', 'DMRTC1', 'BTN1A1', 'FAM205A', 'OR51B5', 'BCYRN1', 'DMP1', 'PPY2P', 'SCP2D1', 'ZCCHC13', 'SCARNA8', 'CHRNB3', 'LOC647859', 'HPVC1', 'SPOCK3', 'HMHB1', 'OCSTAMP', 'SPZ1', 'CRYGC', 'BPIFB3', 'ADAM29', 'ACER1', 'MAGEA12', 'PTH2', 'KRTAP4-3', 'ZFY', 'BPIFB4', 'LINC00479', 'ANKRD34C', 'GAGE2C', 'SLC32A1', 'NXPE1', 'CCKAR', 'KRTAP1-1', 'KRTAP1-5', 'TRIM48', 'ZAR1L', 'ASB15', 'FAM19A4', 'OR2T10', 'MS4A10', 'NUTM1', 'TMEM14E', 'VRTN', 'C4ORF51', 'KRT83', 'OR4F21', 'C6ORF10', 'KRT71', 'KRT3', 'C2ORF27B', 'KRTAP11-1', 'DAOA', 'KLRC4', 'HMSD', 'SOX1', 'LOC644669', 'AATK-AS1', 'ODF3', 'SPATA3', 'MMP20', 'CT47A1', 'ATOH7', 'AVP', 'AIRE', 'TPTE', 'CLEC4G', 'LINC01142', 'KCNU1', 'BTF3P11', 'FOXD4L3', 'MTVR2', 'OR2G6', 'PPP1R2P9', 'AADACL3', 'SSX9', 'RFX6', 'OR6S1', 'AFM', 'AKR1D1', 'LRRC52', 'C1ORF146', 'ZNF735', 'LOC400940', 'OACYLP', 'EPB42', 'TBR1', 'ASAP1-IT1', 'PCP4', 'B3GNT6', 'FAM170A', 'SLC22A10', 'GFI1B', 'MTNR1B', 'BTNL3', 'GNAS-AS1', 'MYH16', 'CPA2', 'LINC00303', 'IGLL1', 'HCRTR1', 'CNGA2', 'CA4', 'SH2D7', 'INSM2', 'CA6', 'CLCA1', 'HULC', 'CACNG7', 'PRR32', 'PRL', 'NF1P2', 'ZIM3', 'HYALP1', 'CT47A11', 'KRTAP3-2', 'CFHR4', 'TMEM132D', 'KCNJ16', 'USP50', 'TSPEAR-AS2', 'UGT1A4', 'PLA2G12B', 'TRIM55', 'NEUROG1', 'SSTR3', 'C11ORF87', 'SNORA72', 'DISC2', 'SERPINB11', 'NEUROD6', 'PRAMEF16', 'LINC01591', 'SNORA2B', 'PRSS48', 'GSC2', 'SNORA27', 'VWA5B1', 'OR51F1', 'OR10AD1', 'SCGB3A2', 'FERD3L', 'LINC00691', 'GABRR3', 'NKX6-2', 'RAPGEF4-AS1', 'ADRB3', 'GAGE12J', 'FAM47C', 'OR51L1', 'POM121L2', 'OR5H2', 'KRTAP12-1', 'C17ORF64', 'COX7B2', 'IFNW1', 'HIST1H3A', 'ANKRD20A20P', 'SLC10A1', 'LINC00032', 'GSTA5', 'KRTAP9-2', 'OR4D10', 'APCS', 'CGB2', 'OR5B17', 'AADAC', 'IFNL1', 'ZSCAN10', 'MMD2', 'FER1L6', 'UTS2R', 'OR51T1', 'LINC00452', 'MCF2', 'ART1', 'C12ORF56', 'OR52K2', 'MAGEA5', 'PATE3', 'CYP2C18', 'BAGE', 'PRDM9', 'GCGR', 'APOA5', 'PACRG-AS1', 'OLIG3', 'SNORD15B', 'SPINK14', 'B3GALT1', 'REG1B', 'CST9L', 'OR2A12', 'INS-IGF2', 'ISL1', 'DACH2', 'OTOP1', 'MT1B', 'GPR52', 'PDX1', 'TRIM49', 'NPSR1-AS1', 'CNTNAP5', 'OR4D5', 'FOXG1', 'NPHS2', 'EPGN', 'HAND1', 'LOC100130417', 'OR4N4', 'MYADML', 'PRSS57', 'MUC13', 'CLRN1', 'LINC00052', 'FAM138B', 'TRIM75P', 'HBM', 'PPBPP1', 'HRK', 'NHLH2', 'TAS2R42', 'NEUROG3', 'EXD1', 'OR13H1', 'IGFBP1', 'OR5K1', 'MMP21', 'PSKH2', 'OR10G8', 'ACSM2A', 'SYT10', 'CPNE6', 'COL20A1', 'MAGEA11', 'MAS1L', 'MBL2', 'PSG4', 'SSX5', 'ALAS2', 'LINC00202-2', 'ADCYAP1R1', 'SPINT3', 'HYMAI', 'CLEC4M', 'OR3A2', 'NPSR1', 'OPRM1', 'PPAN-P2RY11', 'NYAP2', 'TNP2', 'SLITRK1', 'CCER1', 'HIST2H2AB', 'VCX3A', 'PWAR4', 'SFTPB', 'PASD1', 'SHD', 'SLCO4A1-AS1', 'POU4F2', 'CALHM3', 'KRTAP10-6', 'GPHA2', 'C4ORF50', 'LHCGR', 'ADGRG7', 'OR2T2', 'PNLIPRP1', 'LINC01565', 'NBPF22P', 'TMEM202', 'TNFSF18', 'CACNG3', 'OR2K2', 'OTC', 'SCARNA14', 'RNF151', 'LOC392196', 'IFNL2', 'ARL14', 'SNORD115-26', 'H3F3AP5', 'IQCF2', 'NXNL1', 'CYP1A2', 'F2', 'SALL3', 'LOC285629', 'FOXR1', 'NMUR2', 'SNORA68', 'AWAT1', 'SDC4P', 'SNORA16A', 'SCTR', 'KCNB2', 'AMER3', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4688329016852353
		RMSE:  0.7931748470731899
		NRMSE:  0.19141705409976348
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.186170633384966
		RMSE:  0.8069776954058596
		NRMSE:  0.32929800677624244
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5048043460690237
		NRMSE:  0.12182453992060809
		MAPE:  103.07374645056161
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01570191691728584
		RMSE:  0.4556277343037054
		NRMSE:  0.18592497115143453
		MAPE:  142.6844229696492

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.5388611434003819e-15
		NRMSE:  3.7137368617428433e-16
		MAPE:  3.11151560620076e-13
		Pearson Correlation:  0.382129036294307
		Spearman Correlation:  0.27368171672963504
		Coefficient of Determination:  -0.15281641560065973
		RMSE:  0.4854081813532766
		NRMSE:  0.19807727958592863
		MAPE:  145.61022440269699

	Predictor:  ElasticNet
		Pearson Correlation:  0.9321589941279852
		Spearman Correlation:  0.816784929320791
		Coefficient of Determination:  0.8533501424678742
		RMSE:  0.19331426740838395
		NRMSE:  0.046652573161277106
		MAPE:  51.35119747067921
		Pearson Correlation:  0.7604174965723667
		Spearman Correlation:  0.4874150550505617
		Coefficient of Determination:  0.5376555779177665
		RMSE:  0.3074042214234952
		NRMSE:  0.12544039068942106
		MAPE:  102.18215907198227

	Predictor:  RandomForests
		Pearson Correlation:  0.8582292342353772
		Spearman Correlation:  0.7168469137097238
		Coefficient of Determination:  0.731177419091309
		RMSE:  0.26173147848559275
		NRMSE:  0.06316371322383202
		MAPE:  55.9650704093864
		Pearson Correlation:  0.8394988084067936
		Spearman Correlation:  0.7086185752833065
		Coefficient of Determination:  0.6966524826392317
		RMSE:  0.248998790988408
		NRMSE:  0.10160727617253246
		MAPE:  73.6730986593807

Protein:  CCND1
x_train_column_count:  1003
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'GABRA4', 'BCORP1', 'OR2W1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'ADAD1', 'OR4K1', 'RAG2', 'LCE5A', 'OR8K3', 'CTSL3P', 'MS4A5', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'FGF22', 'DEFB127', 'MRGPRG-AS1', 'SMCP', 'MROH5', 'FAM150A', 'OR52A1', 'REXO1L6P', 'SNORA36A', 'CHAT', 'FAM92A1P2', 'LHX3', 'HNF1B', 'CTXN3', 'OR7G3', 'CT47A2', 'HES3', 'SLC18A3', 'TBC1D21', 'AMBN', 'FAM41AY1', 'DEFB113', 'SNAR-E', 'SNAR-I', 'OR8I2', 'C11ORF40', 'SNORA58', 'BSX', 'FLG2', 'OR51A2', 'GJA10', 'TMPRSS11B', 'NR0B1', 'CSN2', 'SMR3B', 'DEFB119', 'SNORD8', 'HHLA1', 'GJA8', 'TAAR8', 'BARHL1', 'GUCA1C', 'SNAR-A13', 'LINC01548', 'SPRR2G', 'ATP4B', 'GSX2', 'LCE1F', 'C17ORF102', 'TTTY21', 'LRTM1', 'LELP1', 'LCE2A', 'CT47B1', 'SNORA5B', 'GYPA', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CPN1', 'CCDC38', 'TYR', 'SLC28A2', 'KRTAP4-11', 'CLC', 'PROL1', 'CEACAM20', 'FAM224B', 'IL37', 'ESX1', 'OR8U1', 'FXYD4', 'PSMB11', 'ZNF536', 'ASB18', 'TMEM247', 'GNAT3', 'CA5A', 'SPANXN4', 'OR8D4', 'ZNF804B', 'OR2B3', 'ZNRF4', 'ANXA8L1', 'OR7C2', 'OR7G1', 'OR13C9', 'FNDC7', 'OR2T12', 'OR7G2', 'C12ORF40', 'CT47A6', 'OR6C76', 'OR5K3', 'CT47A7', 'GLRA4', 'LINC00671', 'OR8H1', 'PAQR9', 'H1FOO', 'KRTAP6-2', 'OR2AE1', 'PGM5-AS1', 'OR8A1', 'SNORA55', 'OR2M2', 'MAGEA10', 'APOA2', 'HAO2', 'TSPYL6', 'SPIC', 'CD300LD', 'KRT78', 'DMBT1P1', 'OR6T1', 'DPRX', 'OLIG2', 'DEFB128', 'SNORD115-7', 'OR6C4', 'AHSP', 'EIF1AY', 'PLCZ1', 'LINC00314', 'DUSP21', 'OR4S2', 'TEX36-AS1', 'GABRA6', 'SLC6A19', 'CST13P', 'FGF4', 'LOC440040', 'CD5L', 'CDKL4', 'IFNA21', 'OR52A4P', 'KRTAP1-3', 'OR2C3', 'PSG8', 'LOC100129935', 'LYPD8', 'HTR3B', 'TMEM196', 'PSG1', 'OR4A47', 'OR4B1', 'ZPBP', 'RSPH6A', 'KRTDAP', 'OR6B1', 'DDI1', 'OR10G4', 'GNAT1', 'BRDTP1', 'MOS', 'ITLN2', 'GOT1L1', 'OR4A16', 'PLSCR5', 'SCARNA22', 'KRTAP10-11', 'ASB11', 'IL13', 'SOST', 'SPRR4', 'RNASE8', 'OR6C2', 'PRB1', 'SNORA24', 'KRT2', 'DNMT3L', 'SCARNA4', 'OR52A5', 'KRTAP19-5', 'C1ORF105', 'SLC25A3P1', 'PWRN2', 'KRTAP21-2', 'GJD2', 'TAGLN3', 'VSTM2B', 'SNORA22', 'ARG1', 'SNORA28', 'LILRP2', 'MORC1', 'TEX13B', 'LRRC7', 'KRTAP10-7', 'GPR50', 'GABRA1', 'LINC00207', 'OR52H1', 'IGFL4', 'OR1M1', 'IL31', 'SLCO1A2', 'NMS', 'FLJ25758', 'FAM71A', 'OR5H1', 'TFAMP1', 'LINC01020', 'GHSR', 'OR5T2', 'OR2L2', 'ASB17', 'NCOR1P1', 'PRAMEF5', 'H1FNT', 'MRGPRX1', 'TMIGD1', 'URAD', 'OR4D11', 'KRTAP12-2', 'CIB4', 'KRTAP12-3', 'HIST1H4G', 'SNORD116-19', 'SNORA69', 'DEFB109P1', 'OR8J3', 'TXLNGY', 'OR52B4', 'IFNA16', 'LINC00111', 'SNORA20', 'RAB9BP1', 'DAZL', 'OR5AN1', 'OR2T34', 'F13B', 'KRTAP19-8', 'OR11L1', 'LGALS14', 'SST', 'HBG1', 'OR2M3', 'SNORD15A', 'OTX2', 'FAM183CP', 'CLEC6A', 'OR10V1', 'NXF2B', 'TMPRSS11F', 'GPR151', 'OR8S1', 'OR2M7', 'OR5H14', 'PRM3', 'MS4A6E', 'OR8G5', 'DNAJB8', 'OR2G2', 'FGF23', 'MBD3L5', 'SCGB1C1', 'OR8B3', 'OR10A5', 'WFDC5', 'TCP10L2', 'TMEM252', 'ACOT12', 'LOC145845', 'PRSS3P2', 'PPY', 'MAGEB10', 'LINC01205', 'TAAR9', 'TSGA13', 'PLA2G2F', 'PSAPL1', 'SUN3', 'PSG7', 'CRYAA', 'USP26', 'SPRR1B', 'TTTY14', 'KRTAP10-12', 'OR1S2', 'OR2AG1', 'PRAMEF8', 'HIST1H4F', 'NPPC', 'SNORD89', 'MC2R', 'C1ORF87', 'NOX3', 'C20ORF173', 'LEUTX', 'SFTA3', 'FOXN3-AS2', 'XAGE5', 'LOC391003', 'VWC2L', 'LINC00636', 'SDR16C6P', 'FAM169B', 'LOC391343', 'ACTRT2', 'RPL13AP17', 'SLC5A7', 'ALOX12B', 'CAPZA3', 'KRTAP19-1', 'OR4S1', 'BMP10', 'OR5B2', 'TTTY15', 'OPN1MW', 'RTP2', 'SLC38A8', 'C10ORF53', 'OR4D9', 'FMR1NB', 'P2RX3', 'ARHGAP36', 'ARR3', 'CCKBR', 'SNORA70B', 'STATH', 'CASC8', 'TBC1D28', 'C11ORF94', 'KRT39', 'OR1N1', 'C1ORF94', 'SNORA34', 'TAS2R60', 'ACTR3BP2', 'SSX8', 'HNRNPCL1', 'IFITM5', 'ANKRD18DP', 'PF4', 'BEND2', 'GAGE1', 'PROKR1', 'EDDM3A', 'CABS1', 'BPIFA3', 'KHDC1L', 'LINC00029', 'MMP23A', 'DEFB129', 'OR4C16', 'AKAP14', 'CYP11B2', 'HBD', 'OR10S1', 'LINC00114', 'PRSS1', 'DEFB104A', 'HSFY2', 'CABP5', 'CYP2W1', 'CYP3A4', 'SFTPC', 'CGB5', 'CCL15-CCL14', 'DMRT1', 'RGS8', 'PROP1', 'TKTL2', 'SERPINB4', 'CLRN2', 'KCNQ1DN', 'PRAP1', 'LINC00469', 'YWHAEP7', 'SNORA51', 'KRTAP25-1', 'DUXA', 'SNORA32', 'OR4F5', 'XKR7', 'OTP', 'SNORA54', 'SLC13A1', 'LHX9', 'SVOP', 'LGI3', 'KRTAP6-1', 'PAGE2', 'LOC646813', 'MYBPHL', 'OR6Y1', 'OR4K17', 'KRTAP19-2', 'TAS2R13', 'GAGE2D', 'OR7A17', 'OR2T35', 'FBP2', 'SPACA7', 'KRTAP19-3', 'ANKUB1', 'LOC285627', 'PLET1', 'GABRG3', 'INS', 'AVPR1B', 'PRAMEF20', 'OR4K2', 'NEU2', 'MGC27382', 'FCAMR', 'TCP10', 'LCNL1', 'CRLF2', 'LINC01101', 'OTOL1', 'DNTT', 'FDCSP', 'KRT85', 'FAM71C', 'C3ORF49', 'ZFAT-AS1', 'FOXE1', 'OR6B3', 'LINC00113', 'HPD', 'C9ORF135', 'IFNA13', 'KRTAP4-5', 'OR10H2', 'IZUMO1R', 'OLIG1', 'OR1L3', 'OR8H2', 'PRDM14', 'FGF6', 'XAGE3', 'SCARNA20', 'DAW1', 'GH1', 'TCEB3C', 'CCDC166', 'TMEM207', 'UGT2A3', 'PTF1A', 'SPANXN1', 'FAM27L', 'OR14I1', 'OR8G2', 'OR1L1', 'OLAH', 'PSG11', 'DEFB108B', 'DEFA4', 'ALPPL2', 'CYLC2', 'PRKAG3', 'SNORA47', 'SPATA19', 'IL26', 'FGA', 'PRG1', 'OR51I2', 'CER1', 'LINC00923', 'BARHL2', 'KRTAP10-1', 'C17ORF78', 'SLC25A31', 'SULT1C3', 'IVL', 'NANOS2', 'LCN9', 'HBBP1', 'LCE1D', 'PYDC2', 'TFF2', 'NKX2-1', 'ZNF479', 'PISRT1', 'OR5H6', 'GYS2', 'GUCY2EP', 'FTMT', 'LINC00696', 'DEFB110', 'OPRD1', 'OR4D6', 'MYBPC2', 'EPS8L3', 'LPO', 'TARM1', 'OR7E24', 'SCGB1A1', 'UCMA', 'HOXC12', 'SCN1A', 'ENAM', 'FMO6P', 'OR1E2', 'GAGE2B', 'CPLX3', 'OR14C36', 'OR6B2', 'OR1B1', 'LOC729609', 'CLCA4', 'OR6M1', 'RESP18', 'MAGEA9B', 'ST8SIA3', 'OR1K1', 'TTTY9B', 'CYP7A1', 'GBX2', 'PRAMEF1', 'SCARNA11', 'SBSN', 'HBZ', 'HBG2', 'GPR78', 'OR4C12', 'SERPINI2', 'FRMPD2B', 'ZNF679', 'SNORA59B', 'TTTY8', 'HAO1', 'LINC00326', 'SPATA31A3', 'FAM27B', 'KRTAP21-1', 'SLC1A6', 'LINC00488', 'HTR3E', 'SLITRK3', 'OR4M2', 'MAGEB6', 'OR2M4', 'C12ORF50', 'KRTAP19-6', 'LYZL1', 'ADGRD2', 'YIPF7', 'GPRC6A', 'OR12D2', 'CCL24', 'SYCN', 'SNAR-F', 'CGB8', 'LINC00608', 'NYX', 'ANP32D', 'ASB10', 'LOC286238', 'ANGPTL3', 'TMEM88B', 'ALX4', 'ALLC', 'OR6F1', 'SNORD94', 'OC90', 'CD200R1L', 'SNORA38B', 'OR6C74', 'LMNTD1', 'OR51G2', 'GPR148', 'FAM71B', 'DPPA2', 'BRINP3', 'OR6A2', 'SLC51B', 'OR6K6', 'DYDC1', 'OR51F2', 'POU6F2', 'GDPD2', 'DKFZP434K028', 'ADGRG4', 'FFAR1', 'MAP3K15', 'KRT13', 'KRTAP2-1', 'CNBD1', 'SRY', 'NTS', 'LINC00575', 'RAX2', 'LINC00934', 'SERPINB3', 'BET1P1', 'C10ORF120', 'MOGAT3', 'SPACA3', 'IL17F', 'IL36RN', 'ARID3C', 'OR11H4', 'SLC6A5', 'CNTN5', 'TRHR', 'SNORA37', 'TSKS', 'SNORA16B', 'LOC284798', 'OR13C3', 'KCNK4', 'TCERG1L', 'GUCA2B', 'LINC00304', 'OR2A14', 'KRT25', 'KCNMB2', 'SLC2A2', 'MYH1', 'IFNA7', 'LINC00410', 'APOC3', 'TMEM179', 'HBE1', 'BMP15', 'OR2L8', 'SLC22A12', 'SNORA71A', 'KIR3DL3', 'GAGE12F', 'LINC01312', 'PRB4', 'MUSK', 'SPRR2E', 'FAM25BP', 'NLRP8', 'OR2A2', 'SPATA31C1', 'ITIH1', 'SEC14L3', 'NKAIN3', 'RPS4Y2', 'SNORA74A', 'LINC00710', 'LINC00928', 'SNORA76C', 'ZNF705A', 'DCT', 'OR2AT4', 'FAM170B', 'GPR22', 'TDRG1', 'SLC17A6', 'OR56B1', 'MAGEB3', 'PAPOLB', 'MAGEA1', 'TNP1', 'LOC100130264', 'OR11H6', 'HTR1A', 'SSX6', 'LRRC30', 'USH1C', 'CSN3', 'OR10W1', 'PROKR2', 'SPANXN3', 'USP9Y', 'CFHR2', 'SOX3', 'CTRC', 'GDNF', 'EDDM3B', 'KCNIP4-IT1', 'EPPIN', 'GKN2', 'PAGE5', 'MUC2', 'GCSAML-AS1', 'DMRTC1', 'BTN1A1', 'FAM205A', 'OR51B5', 'BCYRN1', 'DMP1', 'PPY2P', 'SCP2D1', 'ZCCHC13', 'SCARNA8', 'CHRNB3', 'LOC647859', 'HPVC1', 'SPOCK3', 'HMHB1', 'OCSTAMP', 'SPZ1', 'CRYGC', 'BPIFB3', 'ADAM29', 'ACER1', 'MAGEA12', 'PTH2', 'KRTAP4-3', 'ZFY', 'BPIFB4', 'LINC00479', 'ANKRD34C', 'GAGE2C', 'SLC32A1', 'NXPE1', 'CCKAR', 'KRTAP1-1', 'KRTAP1-5', 'TRIM48', 'ZAR1L', 'ASB15', 'FAM19A4', 'OR2T10', 'MS4A10', 'NUTM1', 'TMEM14E', 'VRTN', 'C4ORF51', 'KRT83', 'OR4F21', 'C6ORF10', 'KRT71', 'KRT3', 'C2ORF27B', 'KRTAP11-1', 'DAOA', 'KLRC4', 'HMSD', 'SOX1', 'LOC644669', 'AATK-AS1', 'ODF3', 'SPATA3', 'MMP20', 'CT47A1', 'ATOH7', 'AVP', 'AIRE', 'TPTE', 'CLEC4G', 'LINC01142', 'KCNU1', 'BTF3P11', 'FOXD4L3', 'MTVR2', 'OR2G6', 'PPP1R2P9', 'AADACL3', 'SSX9', 'RFX6', 'OR6S1', 'AFM', 'AKR1D1', 'LRRC52', 'C1ORF146', 'ZNF735', 'LOC400940', 'OACYLP', 'EPB42', 'TBR1', 'ASAP1-IT1', 'PCP4', 'B3GNT6', 'FAM170A', 'SLC22A10', 'GFI1B', 'MTNR1B', 'BTNL3', 'GNAS-AS1', 'MYH16', 'CPA2', 'LINC00303', 'IGLL1', 'HCRTR1', 'CNGA2', 'CA4', 'SH2D7', 'INSM2', 'CA6', 'CLCA1', 'HULC', 'CACNG7', 'PRR32', 'PRL', 'NF1P2', 'ZIM3', 'HYALP1', 'CT47A11', 'KRTAP3-2', 'CFHR4', 'TMEM132D', 'KCNJ16', 'USP50', 'TSPEAR-AS2', 'UGT1A4', 'PLA2G12B', 'TRIM55', 'NEUROG1', 'SSTR3', 'C11ORF87', 'SNORA72', 'DISC2', 'SERPINB11', 'NEUROD6', 'PRAMEF16', 'LINC01591', 'SNORA2B', 'PRSS48', 'GSC2', 'SNORA27', 'VWA5B1', 'OR51F1', 'OR10AD1', 'SCGB3A2', 'FERD3L', 'LINC00691', 'GABRR3', 'NKX6-2', 'RAPGEF4-AS1', 'ADRB3', 'GAGE12J', 'FAM47C', 'OR51L1', 'POM121L2', 'OR5H2', 'KRTAP12-1', 'C17ORF64', 'COX7B2', 'IFNW1', 'HIST1H3A', 'ANKRD20A20P', 'SLC10A1', 'LINC00032', 'GSTA5', 'KRTAP9-2', 'OR4D10', 'APCS', 'CGB2', 'OR5B17', 'AADAC', 'IFNL1', 'ZSCAN10', 'MMD2', 'FER1L6', 'UTS2R', 'OR51T1', 'LINC00452', 'MCF2', 'ART1', 'C12ORF56', 'OR52K2', 'MAGEA5', 'PATE3', 'CYP2C18', 'BAGE', 'PRDM9', 'GCGR', 'APOA5', 'PACRG-AS1', 'OLIG3', 'SNORD15B', 'SPINK14', 'B3GALT1', 'REG1B', 'CST9L', 'OR2A12', 'INS-IGF2', 'ISL1', 'DACH2', 'OTOP1', 'MT1B', 'GPR52', 'PDX1', 'TRIM49', 'NPSR1-AS1', 'CNTNAP5', 'OR4D5', 'FOXG1', 'NPHS2', 'EPGN', 'HAND1', 'LOC100130417', 'OR4N4', 'MYADML', 'PRSS57', 'MUC13', 'CLRN1', 'LINC00052', 'FAM138B', 'TRIM75P', 'HBM', 'PPBPP1', 'HRK', 'NHLH2', 'TAS2R42', 'NEUROG3', 'EXD1', 'OR13H1', 'IGFBP1', 'OR5K1', 'MMP21', 'PSKH2', 'OR10G8', 'ACSM2A', 'SYT10', 'CPNE6', 'COL20A1', 'MAGEA11', 'MAS1L', 'MBL2', 'PSG4', 'SSX5', 'ALAS2', 'LINC00202-2', 'ADCYAP1R1', 'SPINT3', 'HYMAI', 'CLEC4M', 'OR3A2', 'NPSR1', 'OPRM1', 'PPAN-P2RY11', 'NYAP2', 'TNP2', 'SLITRK1', 'CCER1', 'HIST2H2AB', 'VCX3A', 'PWAR4', 'SFTPB', 'PASD1', 'SHD', 'SLCO4A1-AS1', 'POU4F2', 'CALHM3', 'KRTAP10-6', 'GPHA2', 'C4ORF50', 'LHCGR', 'ADGRG7', 'OR2T2', 'PNLIPRP1', 'LINC01565', 'NBPF22P', 'TMEM202', 'TNFSF18', 'CACNG3', 'OR2K2', 'OTC', 'SCARNA14', 'RNF151', 'LOC392196', 'IFNL2', 'ARL14', 'SNORD115-26', 'H3F3AP5', 'IQCF2', 'NXNL1', 'CYP1A2', 'F2', 'SALL3', 'LOC285629', 'FOXR1', 'NMUR2', 'SNORA68', 'AWAT1', 'SDC4P', 'SNORA16A', 'SCTR', 'KCNB2', 'AMER3', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47371951525638445
		RMSE:  0.2917253166285864
		NRMSE:  0.18637975276867558
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47112550847095647
		RMSE:  0.27775626016480953
		NRMSE:  0.17517423067911803
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.2298394833254668e-15
		NRMSE:  7.857294714643735e-16
		MAPE:  5.391409361443652e-12
		Pearson Correlation:  0.08271809191822943
		Spearman Correlation:  0.009404107283133206
		Coefficient of Determination:  -2.1863277257888796
		RMSE:  0.40877489373344617
		NRMSE:  0.25780454952916637
		MAPE:  1421.8677096251156

	Predictor:  ElasticNet
		Pearson Correlation:  0.7261557038066769
		Spearman Correlation:  0.7045209009120157
		Coefficient of Determination:  0.45266621941243024
		RMSE:  0.17778406378610784
		NRMSE:  0.11358407366766833
		MAPE:  486.5697659381551
		Pearson Correlation:  0.5227763459566696
		Spearman Correlation:  0.4164914774498435
		Coefficient of Determination:  0.22571168947498332
		RMSE:  0.20150709605523698
		NRMSE:  0.12708570639205158
		MAPE:  423.0572280162295

	Predictor:  RandomForests
		Pearson Correlation:  0.5529415303776437
		Spearman Correlation:  0.5568717441872427
		Coefficient of Determination:  0.25231336517212233
		RMSE:  0.20779089389451688
		NRMSE:  0.13275507206304346
		MAPE:  494.38861023361846
		Pearson Correlation:  0.49567746643334315
		Spearman Correlation:  0.46328009077419924
		Coefficient of Determination:  0.21008296638802826
		RMSE:  0.20353060919328259
		NRMSE:  0.1283618877354204
		MAPE:  482.38304991674823

Protein:  ERBB2
x_train_column_count:  1003
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'GABRA4', 'BCORP1', 'OR2W1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'ADAD1', 'OR4K1', 'RAG2', 'LCE5A', 'OR8K3', 'CTSL3P', 'MS4A5', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'FGF22', 'DEFB127', 'MRGPRG-AS1', 'SMCP', 'MROH5', 'FAM150A', 'OR52A1', 'REXO1L6P', 'SNORA36A', 'CHAT', 'FAM92A1P2', 'LHX3', 'HNF1B', 'CTXN3', 'OR7G3', 'CT47A2', 'HES3', 'SLC18A3', 'TBC1D21', 'AMBN', 'FAM41AY1', 'DEFB113', 'SNAR-E', 'SNAR-I', 'OR8I2', 'C11ORF40', 'SNORA58', 'BSX', 'FLG2', 'OR51A2', 'GJA10', 'TMPRSS11B', 'NR0B1', 'CSN2', 'SMR3B', 'DEFB119', 'SNORD8', 'HHLA1', 'GJA8', 'TAAR8', 'BARHL1', 'GUCA1C', 'SNAR-A13', 'LINC01548', 'SPRR2G', 'ATP4B', 'GSX2', 'LCE1F', 'C17ORF102', 'TTTY21', 'LRTM1', 'LELP1', 'LCE2A', 'CT47B1', 'SNORA5B', 'GYPA', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CPN1', 'CCDC38', 'TYR', 'SLC28A2', 'KRTAP4-11', 'CLC', 'PROL1', 'CEACAM20', 'FAM224B', 'IL37', 'ESX1', 'OR8U1', 'FXYD4', 'PSMB11', 'ZNF536', 'ASB18', 'TMEM247', 'GNAT3', 'CA5A', 'SPANXN4', 'OR8D4', 'ZNF804B', 'OR2B3', 'ZNRF4', 'ANXA8L1', 'OR7C2', 'OR7G1', 'OR13C9', 'FNDC7', 'OR2T12', 'OR7G2', 'C12ORF40', 'CT47A6', 'OR6C76', 'OR5K3', 'CT47A7', 'GLRA4', 'LINC00671', 'OR8H1', 'PAQR9', 'H1FOO', 'KRTAP6-2', 'OR2AE1', 'PGM5-AS1', 'OR8A1', 'SNORA55', 'OR2M2', 'MAGEA10', 'APOA2', 'HAO2', 'TSPYL6', 'SPIC', 'CD300LD', 'KRT78', 'DMBT1P1', 'OR6T1', 'DPRX', 'OLIG2', 'DEFB128', 'SNORD115-7', 'OR6C4', 'AHSP', 'EIF1AY', 'PLCZ1', 'LINC00314', 'DUSP21', 'OR4S2', 'TEX36-AS1', 'GABRA6', 'SLC6A19', 'CST13P', 'FGF4', 'LOC440040', 'CD5L', 'CDKL4', 'IFNA21', 'OR52A4P', 'KRTAP1-3', 'OR2C3', 'PSG8', 'LOC100129935', 'LYPD8', 'HTR3B', 'TMEM196', 'PSG1', 'OR4A47', 'OR4B1', 'ZPBP', 'RSPH6A', 'KRTDAP', 'OR6B1', 'DDI1', 'OR10G4', 'GNAT1', 'BRDTP1', 'MOS', 'ITLN2', 'GOT1L1', 'OR4A16', 'PLSCR5', 'SCARNA22', 'KRTAP10-11', 'ASB11', 'IL13', 'SOST', 'SPRR4', 'RNASE8', 'OR6C2', 'PRB1', 'SNORA24', 'KRT2', 'DNMT3L', 'SCARNA4', 'OR52A5', 'KRTAP19-5', 'C1ORF105', 'SLC25A3P1', 'PWRN2', 'KRTAP21-2', 'GJD2', 'TAGLN3', 'VSTM2B', 'SNORA22', 'ARG1', 'SNORA28', 'LILRP2', 'MORC1', 'TEX13B', 'LRRC7', 'KRTAP10-7', 'GPR50', 'GABRA1', 'LINC00207', 'OR52H1', 'IGFL4', 'OR1M1', 'IL31', 'SLCO1A2', 'NMS', 'FLJ25758', 'FAM71A', 'OR5H1', 'TFAMP1', 'LINC01020', 'GHSR', 'OR5T2', 'OR2L2', 'ASB17', 'NCOR1P1', 'PRAMEF5', 'H1FNT', 'MRGPRX1', 'TMIGD1', 'URAD', 'OR4D11', 'KRTAP12-2', 'CIB4', 'KRTAP12-3', 'HIST1H4G', 'SNORD116-19', 'SNORA69', 'DEFB109P1', 'OR8J3', 'TXLNGY', 'OR52B4', 'IFNA16', 'LINC00111', 'SNORA20', 'RAB9BP1', 'DAZL', 'OR5AN1', 'OR2T34', 'F13B', 'KRTAP19-8', 'OR11L1', 'LGALS14', 'SST', 'HBG1', 'OR2M3', 'SNORD15A', 'OTX2', 'FAM183CP', 'CLEC6A', 'OR10V1', 'NXF2B', 'TMPRSS11F', 'GPR151', 'OR8S1', 'OR2M7', 'OR5H14', 'PRM3', 'MS4A6E', 'OR8G5', 'DNAJB8', 'OR2G2', 'FGF23', 'MBD3L5', 'SCGB1C1', 'OR8B3', 'OR10A5', 'WFDC5', 'TCP10L2', 'TMEM252', 'ACOT12', 'LOC145845', 'PRSS3P2', 'PPY', 'MAGEB10', 'LINC01205', 'TAAR9', 'TSGA13', 'PLA2G2F', 'PSAPL1', 'SUN3', 'PSG7', 'CRYAA', 'USP26', 'SPRR1B', 'TTTY14', 'KRTAP10-12', 'OR1S2', 'OR2AG1', 'PRAMEF8', 'HIST1H4F', 'NPPC', 'SNORD89', 'MC2R', 'C1ORF87', 'NOX3', 'C20ORF173', 'LEUTX', 'SFTA3', 'FOXN3-AS2', 'XAGE5', 'LOC391003', 'VWC2L', 'LINC00636', 'SDR16C6P', 'FAM169B', 'LOC391343', 'ACTRT2', 'RPL13AP17', 'SLC5A7', 'ALOX12B', 'CAPZA3', 'KRTAP19-1', 'OR4S1', 'BMP10', 'OR5B2', 'TTTY15', 'OPN1MW', 'RTP2', 'SLC38A8', 'C10ORF53', 'OR4D9', 'FMR1NB', 'P2RX3', 'ARHGAP36', 'ARR3', 'CCKBR', 'SNORA70B', 'STATH', 'CASC8', 'TBC1D28', 'C11ORF94', 'KRT39', 'OR1N1', 'C1ORF94', 'SNORA34', 'TAS2R60', 'ACTR3BP2', 'SSX8', 'HNRNPCL1', 'IFITM5', 'ANKRD18DP', 'PF4', 'BEND2', 'GAGE1', 'PROKR1', 'EDDM3A', 'CABS1', 'BPIFA3', 'KHDC1L', 'LINC00029', 'MMP23A', 'DEFB129', 'OR4C16', 'AKAP14', 'CYP11B2', 'HBD', 'OR10S1', 'LINC00114', 'PRSS1', 'DEFB104A', 'HSFY2', 'CABP5', 'CYP2W1', 'CYP3A4', 'SFTPC', 'CGB5', 'CCL15-CCL14', 'DMRT1', 'RGS8', 'PROP1', 'TKTL2', 'SERPINB4', 'CLRN2', 'KCNQ1DN', 'PRAP1', 'LINC00469', 'YWHAEP7', 'SNORA51', 'KRTAP25-1', 'DUXA', 'SNORA32', 'OR4F5', 'XKR7', 'OTP', 'SNORA54', 'SLC13A1', 'LHX9', 'SVOP', 'LGI3', 'KRTAP6-1', 'PAGE2', 'LOC646813', 'MYBPHL', 'OR6Y1', 'OR4K17', 'KRTAP19-2', 'TAS2R13', 'GAGE2D', 'OR7A17', 'OR2T35', 'FBP2', 'SPACA7', 'KRTAP19-3', 'ANKUB1', 'LOC285627', 'PLET1', 'GABRG3', 'INS', 'AVPR1B', 'PRAMEF20', 'OR4K2', 'NEU2', 'MGC27382', 'FCAMR', 'TCP10', 'LCNL1', 'CRLF2', 'LINC01101', 'OTOL1', 'DNTT', 'FDCSP', 'KRT85', 'FAM71C', 'C3ORF49', 'ZFAT-AS1', 'FOXE1', 'OR6B3', 'LINC00113', 'HPD', 'C9ORF135', 'IFNA13', 'KRTAP4-5', 'OR10H2', 'IZUMO1R', 'OLIG1', 'OR1L3', 'OR8H2', 'PRDM14', 'FGF6', 'XAGE3', 'SCARNA20', 'DAW1', 'GH1', 'TCEB3C', 'CCDC166', 'TMEM207', 'UGT2A3', 'PTF1A', 'SPANXN1', 'FAM27L', 'OR14I1', 'OR8G2', 'OR1L1', 'OLAH', 'PSG11', 'DEFB108B', 'DEFA4', 'ALPPL2', 'CYLC2', 'PRKAG3', 'SNORA47', 'SPATA19', 'IL26', 'FGA', 'PRG1', 'OR51I2', 'CER1', 'LINC00923', 'BARHL2', 'KRTAP10-1', 'C17ORF78', 'SLC25A31', 'SULT1C3', 'IVL', 'NANOS2', 'LCN9', 'HBBP1', 'LCE1D', 'PYDC2', 'TFF2', 'NKX2-1', 'ZNF479', 'PISRT1', 'OR5H6', 'GYS2', 'GUCY2EP', 'FTMT', 'LINC00696', 'DEFB110', 'OPRD1', 'OR4D6', 'MYBPC2', 'EPS8L3', 'LPO', 'TARM1', 'OR7E24', 'SCGB1A1', 'UCMA', 'HOXC12', 'SCN1A', 'ENAM', 'FMO6P', 'OR1E2', 'GAGE2B', 'CPLX3', 'OR14C36', 'OR6B2', 'OR1B1', 'LOC729609', 'CLCA4', 'OR6M1', 'RESP18', 'MAGEA9B', 'ST8SIA3', 'OR1K1', 'TTTY9B', 'CYP7A1', 'GBX2', 'PRAMEF1', 'SCARNA11', 'SBSN', 'HBZ', 'HBG2', 'GPR78', 'OR4C12', 'SERPINI2', 'FRMPD2B', 'ZNF679', 'SNORA59B', 'TTTY8', 'HAO1', 'LINC00326', 'SPATA31A3', 'FAM27B', 'KRTAP21-1', 'SLC1A6', 'LINC00488', 'HTR3E', 'SLITRK3', 'OR4M2', 'MAGEB6', 'OR2M4', 'C12ORF50', 'KRTAP19-6', 'LYZL1', 'ADGRD2', 'YIPF7', 'GPRC6A', 'OR12D2', 'CCL24', 'SYCN', 'SNAR-F', 'CGB8', 'LINC00608', 'NYX', 'ANP32D', 'ASB10', 'LOC286238', 'ANGPTL3', 'TMEM88B', 'ALX4', 'ALLC', 'OR6F1', 'SNORD94', 'OC90', 'CD200R1L', 'SNORA38B', 'OR6C74', 'LMNTD1', 'OR51G2', 'GPR148', 'FAM71B', 'DPPA2', 'BRINP3', 'OR6A2', 'SLC51B', 'OR6K6', 'DYDC1', 'OR51F2', 'POU6F2', 'GDPD2', 'DKFZP434K028', 'ADGRG4', 'FFAR1', 'MAP3K15', 'KRT13', 'KRTAP2-1', 'CNBD1', 'SRY', 'NTS', 'LINC00575', 'RAX2', 'LINC00934', 'SERPINB3', 'BET1P1', 'C10ORF120', 'MOGAT3', 'SPACA3', 'IL17F', 'IL36RN', 'ARID3C', 'OR11H4', 'SLC6A5', 'CNTN5', 'TRHR', 'SNORA37', 'TSKS', 'SNORA16B', 'LOC284798', 'OR13C3', 'KCNK4', 'TCERG1L', 'GUCA2B', 'LINC00304', 'OR2A14', 'KRT25', 'KCNMB2', 'SLC2A2', 'MYH1', 'IFNA7', 'LINC00410', 'APOC3', 'TMEM179', 'HBE1', 'BMP15', 'OR2L8', 'SLC22A12', 'SNORA71A', 'KIR3DL3', 'GAGE12F', 'LINC01312', 'PRB4', 'MUSK', 'SPRR2E', 'FAM25BP', 'NLRP8', 'OR2A2', 'SPATA31C1', 'ITIH1', 'SEC14L3', 'NKAIN3', 'RPS4Y2', 'SNORA74A', 'LINC00710', 'LINC00928', 'SNORA76C', 'ZNF705A', 'DCT', 'OR2AT4', 'FAM170B', 'GPR22', 'TDRG1', 'SLC17A6', 'OR56B1', 'MAGEB3', 'PAPOLB', 'MAGEA1', 'TNP1', 'LOC100130264', 'OR11H6', 'HTR1A', 'SSX6', 'LRRC30', 'USH1C', 'CSN3', 'OR10W1', 'PROKR2', 'SPANXN3', 'USP9Y', 'CFHR2', 'SOX3', 'CTRC', 'GDNF', 'EDDM3B', 'KCNIP4-IT1', 'EPPIN', 'GKN2', 'PAGE5', 'MUC2', 'GCSAML-AS1', 'DMRTC1', 'BTN1A1', 'FAM205A', 'OR51B5', 'BCYRN1', 'DMP1', 'PPY2P', 'SCP2D1', 'ZCCHC13', 'SCARNA8', 'CHRNB3', 'LOC647859', 'HPVC1', 'SPOCK3', 'HMHB1', 'OCSTAMP', 'SPZ1', 'CRYGC', 'BPIFB3', 'ADAM29', 'ACER1', 'MAGEA12', 'PTH2', 'KRTAP4-3', 'ZFY', 'BPIFB4', 'LINC00479', 'ANKRD34C', 'GAGE2C', 'SLC32A1', 'NXPE1', 'CCKAR', 'KRTAP1-1', 'KRTAP1-5', 'TRIM48', 'ZAR1L', 'ASB15', 'FAM19A4', 'OR2T10', 'MS4A10', 'NUTM1', 'TMEM14E', 'VRTN', 'C4ORF51', 'KRT83', 'OR4F21', 'C6ORF10', 'KRT71', 'KRT3', 'C2ORF27B', 'KRTAP11-1', 'DAOA', 'KLRC4', 'HMSD', 'SOX1', 'LOC644669', 'AATK-AS1', 'ODF3', 'SPATA3', 'MMP20', 'CT47A1', 'ATOH7', 'AVP', 'AIRE', 'TPTE', 'CLEC4G', 'LINC01142', 'KCNU1', 'BTF3P11', 'FOXD4L3', 'MTVR2', 'OR2G6', 'PPP1R2P9', 'AADACL3', 'SSX9', 'RFX6', 'OR6S1', 'AFM', 'AKR1D1', 'LRRC52', 'C1ORF146', 'ZNF735', 'LOC400940', 'OACYLP', 'EPB42', 'TBR1', 'ASAP1-IT1', 'PCP4', 'B3GNT6', 'FAM170A', 'SLC22A10', 'GFI1B', 'MTNR1B', 'BTNL3', 'GNAS-AS1', 'MYH16', 'CPA2', 'LINC00303', 'IGLL1', 'HCRTR1', 'CNGA2', 'CA4', 'SH2D7', 'INSM2', 'CA6', 'CLCA1', 'HULC', 'CACNG7', 'PRR32', 'PRL', 'NF1P2', 'ZIM3', 'HYALP1', 'CT47A11', 'KRTAP3-2', 'CFHR4', 'TMEM132D', 'KCNJ16', 'USP50', 'TSPEAR-AS2', 'UGT1A4', 'PLA2G12B', 'TRIM55', 'NEUROG1', 'SSTR3', 'C11ORF87', 'SNORA72', 'DISC2', 'SERPINB11', 'NEUROD6', 'PRAMEF16', 'LINC01591', 'SNORA2B', 'PRSS48', 'GSC2', 'SNORA27', 'VWA5B1', 'OR51F1', 'OR10AD1', 'SCGB3A2', 'FERD3L', 'LINC00691', 'GABRR3', 'NKX6-2', 'RAPGEF4-AS1', 'ADRB3', 'GAGE12J', 'FAM47C', 'OR51L1', 'POM121L2', 'OR5H2', 'KRTAP12-1', 'C17ORF64', 'COX7B2', 'IFNW1', 'HIST1H3A', 'ANKRD20A20P', 'SLC10A1', 'LINC00032', 'GSTA5', 'KRTAP9-2', 'OR4D10', 'APCS', 'CGB2', 'OR5B17', 'AADAC', 'IFNL1', 'ZSCAN10', 'MMD2', 'FER1L6', 'UTS2R', 'OR51T1', 'LINC00452', 'MCF2', 'ART1', 'C12ORF56', 'OR52K2', 'MAGEA5', 'PATE3', 'CYP2C18', 'BAGE', 'PRDM9', 'GCGR', 'APOA5', 'PACRG-AS1', 'OLIG3', 'SNORD15B', 'SPINK14', 'B3GALT1', 'REG1B', 'CST9L', 'OR2A12', 'INS-IGF2', 'ISL1', 'DACH2', 'OTOP1', 'MT1B', 'GPR52', 'PDX1', 'TRIM49', 'NPSR1-AS1', 'CNTNAP5', 'OR4D5', 'FOXG1', 'NPHS2', 'EPGN', 'HAND1', 'LOC100130417', 'OR4N4', 'MYADML', 'PRSS57', 'MUC13', 'CLRN1', 'LINC00052', 'FAM138B', 'TRIM75P', 'HBM', 'PPBPP1', 'HRK', 'NHLH2', 'TAS2R42', 'NEUROG3', 'EXD1', 'OR13H1', 'IGFBP1', 'OR5K1', 'MMP21', 'PSKH2', 'OR10G8', 'ACSM2A', 'SYT10', 'CPNE6', 'COL20A1', 'MAGEA11', 'MAS1L', 'MBL2', 'PSG4', 'SSX5', 'ALAS2', 'LINC00202-2', 'ADCYAP1R1', 'SPINT3', 'HYMAI', 'CLEC4M', 'OR3A2', 'NPSR1', 'OPRM1', 'PPAN-P2RY11', 'NYAP2', 'TNP2', 'SLITRK1', 'CCER1', 'HIST2H2AB', 'VCX3A', 'PWAR4', 'SFTPB', 'PASD1', 'SHD', 'SLCO4A1-AS1', 'POU4F2', 'CALHM3', 'KRTAP10-6', 'GPHA2', 'C4ORF50', 'LHCGR', 'ADGRG7', 'OR2T2', 'PNLIPRP1', 'LINC01565', 'NBPF22P', 'TMEM202', 'TNFSF18', 'CACNG3', 'OR2K2', 'OTC', 'SCARNA14', 'RNF151', 'LOC392196', 'IFNL2', 'ARL14', 'SNORD115-26', 'H3F3AP5', 'IQCF2', 'NXNL1', 'CYP1A2', 'F2', 'SALL3', 'LOC285629', 'FOXR1', 'NMUR2', 'SNORA68', 'AWAT1', 'SDC4P', 'SNORA16A', 'SCTR', 'KCNB2', 'AMER3', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06177154229692228
		RMSE:  1.0106646016782141
		NRMSE:  0.1721833486682819
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.26989975035857605
		RMSE:  1.1682171872252598
		NRMSE:  0.21036071365744585
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9808249714864398
		NRMSE:  0.1670996765569688
		MAPE:  529.9728174248761
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556425
		RMSE:  1.07776630779691
		NRMSE:  0.19407323581894154
		MAPE:  193.8969179437583

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  3.773827017489739e-15
		NRMSE:  6.4293354302430085e-16
		MAPE:  4.299997762631103e-12
		Pearson Correlation:  0.5196718772201857
		Spearman Correlation:  0.32884490934439875
		Coefficient of Determination:  -0.09101484353634337
		RMSE:  1.0828148475786339
		NRMSE:  0.19498232570652824
		MAPE:  564.1095467036986

	Predictor:  ElasticNet
		Pearson Correlation:  0.9545690604908547
		Spearman Correlation:  0.9050496220377862
		Coefficient of Determination:  0.8961360399775272
		RMSE:  0.3160996047322097
		NRMSE:  0.05385277011298869
		MAPE:  399.6091612858356
		Pearson Correlation:  0.7454517251358789
		Spearman Correlation:  0.5211941809679745
		Coefficient of Determination:  0.5365327188865652
		RMSE:  0.7057459793056204
		NRMSE:  0.12708358470587755
		MAPE:  275.2478741565553

	Predictor:  RandomForests
		Pearson Correlation:  0.8443436216962033
		Spearman Correlation:  0.6247733581620195
		Coefficient of Determination:  0.7106773208164303
		RMSE:  0.5275732333975279
		NRMSE:  0.089880783242334
		MAPE:  437.7825154418806
		Pearson Correlation:  0.7823179239042917
		Spearman Correlation:  0.6564531612818875
		Coefficient of Determination:  0.5590517351315569
		RMSE:  0.6883870496632674
		NRMSE:  0.12395776455203432
		MAPE:  218.5287458751925

Protein:  ERBB3
x_train_column_count:  1003
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'IL1F10', 'KRTAP4-12', 'GABRA4', 'BCORP1', 'OR2W1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'ADAD1', 'OR4K1', 'RAG2', 'LCE5A', 'OR8K3', 'CTSL3P', 'MS4A5', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'FGF22', 'DEFB127', 'MRGPRG-AS1', 'SMCP', 'MROH5', 'FAM150A', 'OR52A1', 'REXO1L6P', 'SNORA36A', 'CHAT', 'FAM92A1P2', 'LHX3', 'HNF1B', 'CTXN3', 'OR7G3', 'CT47A2', 'HES3', 'SLC18A3', 'TBC1D21', 'AMBN', 'FAM41AY1', 'DEFB113', 'SNAR-E', 'SNAR-I', 'OR8I2', 'C11ORF40', 'SNORA58', 'BSX', 'FLG2', 'OR51A2', 'GJA10', 'TMPRSS11B', 'NR0B1', 'CSN2', 'SMR3B', 'DEFB119', 'SNORD8', 'HHLA1', 'GJA8', 'TAAR8', 'BARHL1', 'GUCA1C', 'SNAR-A13', 'LINC01548', 'SPRR2G', 'ATP4B', 'GSX2', 'LCE1F', 'C17ORF102', 'TTTY21', 'LRTM1', 'LELP1', 'LCE2A', 'CT47B1', 'SNORA5B', 'GYPA', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CPN1', 'CCDC38', 'TYR', 'SLC28A2', 'KRTAP4-11', 'CLC', 'PROL1', 'CEACAM20', 'FAM224B', 'IL37', 'ESX1', 'OR8U1', 'FXYD4', 'PSMB11', 'ZNF536', 'ASB18', 'TMEM247', 'GNAT3', 'CA5A', 'SPANXN4', 'OR8D4', 'ZNF804B', 'OR2B3', 'ZNRF4', 'ANXA8L1', 'OR7C2', 'OR7G1', 'OR13C9', 'FNDC7', 'OR2T12', 'OR7G2', 'C12ORF40', 'CT47A6', 'OR6C76', 'OR5K3', 'CT47A7', 'GLRA4', 'LINC00671', 'OR8H1', 'PAQR9', 'H1FOO', 'KRTAP6-2', 'OR2AE1', 'PGM5-AS1', 'OR8A1', 'SNORA55', 'OR2M2', 'MAGEA10', 'APOA2', 'HAO2', 'TSPYL6', 'SPIC', 'CD300LD', 'KRT78', 'DMBT1P1', 'OR6T1', 'DPRX', 'OLIG2', 'DEFB128', 'SNORD115-7', 'OR6C4', 'AHSP', 'EIF1AY', 'PLCZ1', 'LINC00314', 'DUSP21', 'OR4S2', 'TEX36-AS1', 'GABRA6', 'SLC6A19', 'CST13P', 'FGF4', 'LOC440040', 'CD5L', 'CDKL4', 'IFNA21', 'OR52A4P', 'KRTAP1-3', 'OR2C3', 'PSG8', 'LOC100129935', 'LYPD8', 'HTR3B', 'TMEM196', 'PSG1', 'OR4A47', 'OR4B1', 'ZPBP', 'RSPH6A', 'KRTDAP', 'OR6B1', 'DDI1', 'OR10G4', 'GNAT1', 'BRDTP1', 'MOS', 'ITLN2', 'GOT1L1', 'OR4A16', 'PLSCR5', 'SCARNA22', 'KRTAP10-11', 'ASB11', 'IL13', 'SOST', 'SPRR4', 'RNASE8', 'OR6C2', 'PRB1', 'SNORA24', 'KRT2', 'DNMT3L', 'SCARNA4', 'OR52A5', 'KRTAP19-5', 'C1ORF105', 'SLC25A3P1', 'PWRN2', 'KRTAP21-2', 'GJD2', 'TAGLN3', 'VSTM2B', 'SNORA22', 'ARG1', 'SNORA28', 'LILRP2', 'MORC1', 'TEX13B', 'LRRC7', 'KRTAP10-7', 'GPR50', 'GABRA1', 'LINC00207', 'OR52H1', 'IGFL4', 'OR1M1', 'IL31', 'SLCO1A2', 'NMS', 'FLJ25758', 'FAM71A', 'OR5H1', 'TFAMP1', 'LINC01020', 'GHSR', 'OR5T2', 'OR2L2', 'ASB17', 'NCOR1P1', 'PRAMEF5', 'H1FNT', 'MRGPRX1', 'TMIGD1', 'URAD', 'OR4D11', 'KRTAP12-2', 'CIB4', 'KRTAP12-3', 'HIST1H4G', 'SNORD116-19', 'SNORA69', 'DEFB109P1', 'OR8J3', 'TXLNGY', 'OR52B4', 'IFNA16', 'LINC00111', 'SNORA20', 'RAB9BP1', 'DAZL', 'OR5AN1', 'OR2T34', 'F13B', 'KRTAP19-8', 'OR11L1', 'LGALS14', 'SST', 'HBG1', 'OR2M3', 'SNORD15A', 'OTX2', 'FAM183CP', 'CLEC6A', 'OR10V1', 'NXF2B', 'TMPRSS11F', 'GPR151', 'OR8S1', 'OR2M7', 'OR5H14', 'PRM3', 'MS4A6E', 'OR8G5', 'DNAJB8', 'OR2G2', 'FGF23', 'MBD3L5', 'SCGB1C1', 'OR8B3', 'OR10A5', 'WFDC5', 'TCP10L2', 'TMEM252', 'ACOT12', 'LOC145845', 'PRSS3P2', 'PPY', 'MAGEB10', 'LINC01205', 'TAAR9', 'TSGA13', 'PLA2G2F', 'PSAPL1', 'SUN3', 'PSG7', 'CRYAA', 'USP26', 'SPRR1B', 'TTTY14', 'KRTAP10-12', 'OR1S2', 'OR2AG1', 'PRAMEF8', 'HIST1H4F', 'NPPC', 'SNORD89', 'MC2R', 'C1ORF87', 'NOX3', 'C20ORF173', 'LEUTX', 'SFTA3', 'FOXN3-AS2', 'XAGE5', 'LOC391003', 'VWC2L', 'LINC00636', 'SDR16C6P', 'FAM169B', 'LOC391343', 'ACTRT2', 'RPL13AP17', 'SLC5A7', 'ALOX12B', 'CAPZA3', 'KRTAP19-1', 'OR4S1', 'BMP10', 'OR5B2', 'TTTY15', 'OPN1MW', 'RTP2', 'SLC38A8', 'C10ORF53', 'OR4D9', 'FMR1NB', 'P2RX3', 'ARHGAP36', 'ARR3', 'CCKBR', 'SNORA70B', 'STATH', 'CASC8', 'TBC1D28', 'C11ORF94', 'KRT39', 'OR1N1', 'C1ORF94', 'SNORA34', 'TAS2R60', 'ACTR3BP2', 'SSX8', 'HNRNPCL1', 'IFITM5', 'ANKRD18DP', 'PF4', 'BEND2', 'GAGE1', 'PROKR1', 'EDDM3A', 'CABS1', 'BPIFA3', 'KHDC1L', 'LINC00029', 'MMP23A', 'DEFB129', 'OR4C16', 'AKAP14', 'CYP11B2', 'HBD', 'OR10S1', 'LINC00114', 'PRSS1', 'DEFB104A', 'HSFY2', 'CABP5', 'CYP2W1', 'CYP3A4', 'SFTPC', 'CGB5', 'CCL15-CCL14', 'DMRT1', 'RGS8', 'PROP1', 'TKTL2', 'SERPINB4', 'CLRN2', 'KCNQ1DN', 'PRAP1', 'LINC00469', 'YWHAEP7', 'SNORA51', 'KRTAP25-1', 'DUXA', 'SNORA32', 'OR4F5', 'XKR7', 'OTP', 'SNORA54', 'SLC13A1', 'LHX9', 'SVOP', 'LGI3', 'KRTAP6-1', 'PAGE2', 'LOC646813', 'MYBPHL', 'OR6Y1', 'OR4K17', 'KRTAP19-2', 'TAS2R13', 'GAGE2D', 'OR7A17', 'OR2T35', 'FBP2', 'SPACA7', 'KRTAP19-3', 'ANKUB1', 'LOC285627', 'PLET1', 'GABRG3', 'INS', 'AVPR1B', 'PRAMEF20', 'OR4K2', 'NEU2', 'MGC27382', 'FCAMR', 'TCP10', 'LCNL1', 'CRLF2', 'LINC01101', 'OTOL1', 'DNTT', 'FDCSP', 'KRT85', 'FAM71C', 'C3ORF49', 'ZFAT-AS1', 'FOXE1', 'OR6B3', 'LINC00113', 'HPD', 'C9ORF135', 'IFNA13', 'KRTAP4-5', 'OR10H2', 'IZUMO1R', 'OLIG1', 'OR1L3', 'OR8H2', 'PRDM14', 'FGF6', 'XAGE3', 'SCARNA20', 'DAW1', 'GH1', 'TCEB3C', 'CCDC166', 'TMEM207', 'UGT2A3', 'PTF1A', 'SPANXN1', 'FAM27L', 'OR14I1', 'OR8G2', 'OR1L1', 'OLAH', 'PSG11', 'DEFB108B', 'DEFA4', 'ALPPL2', 'CYLC2', 'PRKAG3', 'SNORA47', 'SPATA19', 'IL26', 'FGA', 'PRG1', 'OR51I2', 'CER1', 'LINC00923', 'BARHL2', 'KRTAP10-1', 'C17ORF78', 'SLC25A31', 'SULT1C3', 'IVL', 'NANOS2', 'LCN9', 'HBBP1', 'LCE1D', 'PYDC2', 'TFF2', 'NKX2-1', 'ZNF479', 'PISRT1', 'OR5H6', 'GYS2', 'GUCY2EP', 'FTMT', 'LINC00696', 'DEFB110', 'OPRD1', 'OR4D6', 'MYBPC2', 'EPS8L3', 'LPO', 'TARM1', 'OR7E24', 'SCGB1A1', 'UCMA', 'HOXC12', 'SCN1A', 'ENAM', 'FMO6P', 'OR1E2', 'GAGE2B', 'CPLX3', 'OR14C36', 'OR6B2', 'OR1B1', 'LOC729609', 'CLCA4', 'OR6M1', 'RESP18', 'MAGEA9B', 'ST8SIA3', 'OR1K1', 'TTTY9B', 'CYP7A1', 'GBX2', 'PRAMEF1', 'SCARNA11', 'SBSN', 'HBZ', 'HBG2', 'GPR78', 'OR4C12', 'SERPINI2', 'FRMPD2B', 'ZNF679', 'SNORA59B', 'TTTY8', 'HAO1', 'LINC00326', 'SPATA31A3', 'FAM27B', 'KRTAP21-1', 'SLC1A6', 'LINC00488', 'HTR3E', 'SLITRK3', 'OR4M2', 'MAGEB6', 'OR2M4', 'C12ORF50', 'KRTAP19-6', 'LYZL1', 'ADGRD2', 'YIPF7', 'GPRC6A', 'OR12D2', 'CCL24', 'SYCN', 'SNAR-F', 'CGB8', 'LINC00608', 'NYX', 'ANP32D', 'ASB10', 'LOC286238', 'ANGPTL3', 'TMEM88B', 'ALX4', 'ALLC', 'OR6F1', 'SNORD94', 'OC90', 'CD200R1L', 'SNORA38B', 'OR6C74', 'LMNTD1', 'OR51G2', 'GPR148', 'FAM71B', 'DPPA2', 'BRINP3', 'OR6A2', 'SLC51B', 'OR6K6', 'DYDC1', 'OR51F2', 'POU6F2', 'GDPD2', 'DKFZP434K028', 'ADGRG4', 'FFAR1', 'MAP3K15', 'KRT13', 'KRTAP2-1', 'CNBD1', 'SRY', 'NTS', 'LINC00575', 'RAX2', 'LINC00934', 'SERPINB3', 'BET1P1', 'C10ORF120', 'MOGAT3', 'SPACA3', 'IL17F', 'IL36RN', 'ARID3C', 'OR11H4', 'SLC6A5', 'CNTN5', 'TRHR', 'SNORA37', 'TSKS', 'SNORA16B', 'LOC284798', 'OR13C3', 'KCNK4', 'TCERG1L', 'GUCA2B', 'LINC00304', 'OR2A14', 'KRT25', 'KCNMB2', 'SLC2A2', 'MYH1', 'IFNA7', 'LINC00410', 'APOC3', 'TMEM179', 'HBE1', 'BMP15', 'OR2L8', 'SLC22A12', 'SNORA71A', 'KIR3DL3', 'GAGE12F', 'LINC01312', 'PRB4', 'MUSK', 'SPRR2E', 'FAM25BP', 'NLRP8', 'OR2A2', 'SPATA31C1', 'ITIH1', 'SEC14L3', 'NKAIN3', 'RPS4Y2', 'SNORA74A', 'LINC00710', 'LINC00928', 'SNORA76C', 'ZNF705A', 'DCT', 'OR2AT4', 'FAM170B', 'GPR22', 'TDRG1', 'SLC17A6', 'OR56B1', 'MAGEB3', 'PAPOLB', 'MAGEA1', 'TNP1', 'LOC100130264', 'OR11H6', 'HTR1A', 'SSX6', 'LRRC30', 'USH1C', 'CSN3', 'OR10W1', 'PROKR2', 'SPANXN3', 'USP9Y', 'CFHR2', 'SOX3', 'CTRC', 'GDNF', 'EDDM3B', 'KCNIP4-IT1', 'EPPIN', 'GKN2', 'PAGE5', 'MUC2', 'GCSAML-AS1', 'DMRTC1', 'BTN1A1', 'FAM205A', 'OR51B5', 'BCYRN1', 'DMP1', 'PPY2P', 'SCP2D1', 'ZCCHC13', 'SCARNA8', 'CHRNB3', 'LOC647859', 'HPVC1', 'SPOCK3', 'HMHB1', 'OCSTAMP', 'SPZ1', 'CRYGC', 'BPIFB3', 'ADAM29', 'ACER1', 'MAGEA12', 'PTH2', 'KRTAP4-3', 'ZFY', 'BPIFB4', 'LINC00479', 'ANKRD34C', 'GAGE2C', 'SLC32A1', 'NXPE1', 'CCKAR', 'KRTAP1-1', 'KRTAP1-5', 'TRIM48', 'ZAR1L', 'ASB15', 'FAM19A4', 'OR2T10', 'MS4A10', 'NUTM1', 'TMEM14E', 'VRTN', 'C4ORF51', 'KRT83', 'OR4F21', 'C6ORF10', 'KRT71', 'KRT3', 'C2ORF27B', 'KRTAP11-1', 'DAOA', 'KLRC4', 'HMSD', 'SOX1', 'LOC644669', 'AATK-AS1', 'ODF3', 'SPATA3', 'MMP20', 'CT47A1', 'ATOH7', 'AVP', 'AIRE', 'TPTE', 'CLEC4G', 'LINC01142', 'KCNU1', 'BTF3P11', 'FOXD4L3', 'MTVR2', 'OR2G6', 'PPP1R2P9', 'AADACL3', 'SSX9', 'RFX6', 'OR6S1', 'AFM', 'AKR1D1', 'LRRC52', 'C1ORF146', 'ZNF735', 'LOC400940', 'OACYLP', 'EPB42', 'TBR1', 'ASAP1-IT1', 'PCP4', 'B3GNT6', 'FAM170A', 'SLC22A10', 'GFI1B', 'MTNR1B', 'BTNL3', 'GNAS-AS1', 'MYH16', 'CPA2', 'LINC00303', 'IGLL1', 'HCRTR1', 'CNGA2', 'CA4', 'SH2D7', 'INSM2', 'CA6', 'CLCA1', 'HULC', 'CACNG7', 'PRR32', 'PRL', 'NF1P2', 'ZIM3', 'HYALP1', 'CT47A11', 'KRTAP3-2', 'CFHR4', 'TMEM132D', 'KCNJ16', 'USP50', 'TSPEAR-AS2', 'UGT1A4', 'PLA2G12B', 'TRIM55', 'NEUROG1', 'SSTR3', 'C11ORF87', 'SNORA72', 'DISC2', 'SERPINB11', 'NEUROD6', 'PRAMEF16', 'LINC01591', 'SNORA2B', 'PRSS48', 'GSC2', 'SNORA27', 'VWA5B1', 'OR51F1', 'OR10AD1', 'SCGB3A2', 'FERD3L', 'LINC00691', 'GABRR3', 'NKX6-2', 'RAPGEF4-AS1', 'ADRB3', 'GAGE12J', 'FAM47C', 'OR51L1', 'POM121L2', 'OR5H2', 'KRTAP12-1', 'C17ORF64', 'COX7B2', 'IFNW1', 'HIST1H3A', 'ANKRD20A20P', 'SLC10A1', 'LINC00032', 'GSTA5', 'KRTAP9-2', 'OR4D10', 'APCS', 'CGB2', 'OR5B17', 'AADAC', 'IFNL1', 'ZSCAN10', 'MMD2', 'FER1L6', 'UTS2R', 'OR51T1', 'LINC00452', 'MCF2', 'ART1', 'C12ORF56', 'OR52K2', 'MAGEA5', 'PATE3', 'CYP2C18', 'BAGE', 'PRDM9', 'GCGR', 'APOA5', 'PACRG-AS1', 'OLIG3', 'SNORD15B', 'SPINK14', 'B3GALT1', 'REG1B', 'CST9L', 'OR2A12', 'INS-IGF2', 'ISL1', 'DACH2', 'OTOP1', 'MT1B', 'GPR52', 'PDX1', 'TRIM49', 'NPSR1-AS1', 'CNTNAP5', 'OR4D5', 'FOXG1', 'NPHS2', 'EPGN', 'HAND1', 'LOC100130417', 'OR4N4', 'MYADML', 'PRSS57', 'MUC13', 'CLRN1', 'LINC00052', 'FAM138B', 'TRIM75P', 'HBM', 'PPBPP1', 'HRK', 'NHLH2', 'TAS2R42', 'NEUROG3', 'EXD1', 'OR13H1', 'IGFBP1', 'OR5K1', 'MMP21', 'PSKH2', 'OR10G8', 'ACSM2A', 'SYT10', 'CPNE6', 'COL20A1', 'MAGEA11', 'MAS1L', 'MBL2', 'PSG4', 'SSX5', 'ALAS2', 'LINC00202-2', 'ADCYAP1R1', 'SPINT3', 'HYMAI', 'CLEC4M', 'OR3A2', 'NPSR1', 'OPRM1', 'PPAN-P2RY11', 'NYAP2', 'TNP2', 'SLITRK1', 'CCER1', 'HIST2H2AB', 'VCX3A', 'PWAR4', 'SFTPB', 'PASD1', 'SHD', 'SLCO4A1-AS1', 'POU4F2', 'CALHM3', 'KRTAP10-6', 'GPHA2', 'C4ORF50', 'LHCGR', 'ADGRG7', 'OR2T2', 'PNLIPRP1', 'LINC01565', 'NBPF22P', 'TMEM202', 'TNFSF18', 'CACNG3', 'OR2K2', 'OTC', 'SCARNA14', 'RNF151', 'LOC392196', 'IFNL2', 'ARL14', 'SNORD115-26', 'H3F3AP5', 'IQCF2', 'NXNL1', 'CYP1A2', 'F2', 'SALL3', 'LOC285629', 'FOXR1', 'NMUR2', 'SNORA68', 'AWAT1', 'SDC4P', 'SNORA16A', 'SCTR', 'KCNB2', 'AMER3', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20254353309139272
		RMSE:  0.523865801474932
		NRMSE:  0.14324270860276114
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.287905849531515
		RMSE:  0.4364451552160674
		NRMSE:  0.21482088883335748
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999036734615
		Coefficient of Determination:  1.0
		RMSE:  1.9918334254517937e-15
		NRMSE:  5.446349315873099e-16
		MAPE:  1.503054671714542e-12
		Pearson Correlation:  0.13107347457144447
		Spearman Correlation:  0.16819910472699162
		Coefficient of Determination:  -3.0955592167658113
		RMSE:  0.7782949704372378
		NRMSE:  0.38308139138602126
		MAPE:  580.8908862535712

	Predictor:  ElasticNet
		Pearson Correlation:  0.8503215485314685
		Spearman Correlation:  0.8179453575355222
		Coefficient of Determination:  0.6752822024679487
		RMSE:  0.27222166809887605
		NRMSE:  0.07443465286158937
		MAPE:  168.29512255435185
		Pearson Correlation:  0.23214974364283908
		Spearman Correlation:  0.26023017743363386
		Coefficient of Determination:  -0.04292503735364428
		RMSE:  0.3927481661707335
		NRMSE:  0.19331297217103835
		MAPE:  238.78539117765322

	Predictor:  RandomForests
		Pearson Correlation:  0.580511166988632
		Spearman Correlation:  0.5940393920657424
		Coefficient of Determination:  0.3125210472824822
		RMSE:  0.3960949887801362
		NRMSE:  0.10830582736476263
		MAPE:  233.06072282815956
		Pearson Correlation:  0.4420960526698323
		Spearman Correlation:  0.3743551952863333
		Coefficient of Determination:  0.18723625121825505
		RMSE:  0.3467127250947191
		NRMSE:  0.17065405557729313
		MAPE:  232.18275695909725


Fold:  5

Protein:  RB1
x_train_column_count:  1007
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'OR2W1', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'OR8K3', 'MS4A5', 'CTSL3P', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'DEFB127', 'FGF22', 'MRGPRG-AS1', 'SMCP', 'OR52A1', 'MROH5', 'FAM150A', 'REXO1L6P', 'SNORA36A', 'HNF1B', 'FAM92A1P2', 'LHX3', 'CHAT', 'OR7G3', 'CTXN3', 'HES3', 'CT47A2', 'SLC18A3', 'TBC1D21', 'OR8I2', 'AMBN', 'SNAR-I', 'SNAR-E', 'DEFB113', 'FAM41AY1', 'C11ORF40', 'SNORA58', 'OR51A2', 'FLG2', 'BSX', 'TMPRSS11B', 'GJA10', 'NR0B1', 'CSN2', 'DEFB119', 'SMR3B', 'GJA8', 'HHLA1', 'SNORD8', 'TAAR8', 'GUCA1C', 'BARHL1', 'SNAR-A13', 'LINC01548', 'LCE1F', 'ATP4B', 'SPRR2G', 'GSX2', 'C17ORF102', 'TTTY21', 'LELP1', 'LRTM1', 'LCE2A', 'SNORA5B', 'CT47B1', 'GYPA', 'TYR', 'SLC28A2', 'KRTAP4-11', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CCDC38', 'CPN1', 'FGF6', 'CLC', 'CEACAM20', 'PROL1', 'ESX1', 'FXYD4', 'OR8U1', 'ASB18', 'FAM224B', 'PSMB11', 'IL37', 'ZNF536', 'SPANXN4', 'TMEM247', 'CA5A', 'GNAT3', 'ZNRF4', 'OR2B3', 'ZNF804B', 'OR2T12', 'LINC00326', 'ANXA8L1', 'OR13C9', 'OR7C2', 'FNDC7', 'OR7G1', 'OR6C76', 'GLRA4', 'ST8SIA3', 'OR7G2', 'OR5K3', 'C12ORF40', 'CT47A7', 'CT47A6', 'PAQR9', 'KRTAP6-2', 'OR4M2', 'LINC00671', 'H1FOO', 'OR8H1', 'OR2AE1', 'PGM5-AS1', 'CD300LD', 'MAGEA10', 'HAO2', 'APOA2', 'SPIC', 'TSPYL6', 'OR2M2', 'OR8A1', 'SNORA55', 'AHSP', 'DPRX', 'KRT78', 'DEFB128', 'SCP2D1', 'OLIG2', 'OR6T1', 'SNORD115-7', 'EIF1AY', 'FGF4', 'SLC6A19', 'OR4S2', 'LOC440040', 'TEX36-AS1', 'PLCZ1', 'CST13P', 'LINC00314', 'ZPBP', 'CDKL4', 'KRTAP1-3', 'HYALP1', 'LYPD8', 'PSG8', 'HTR3B', 'IFNA21', 'OR2C3', 'CD5L', 'PSG1', 'OR4B1', 'KRTDAP', 'OR10G4', 'GNAT1', 'OC90', 'OR4A47', 'RSPH6A', 'TMEM196', 'CCL15-CCL14', 'SEC14L3', 'IL13', 'GOT1L1', 'PLSCR5', 'CFHR2', 'OR6C2', 'SPRR4', 'HBM', 'SOST', 'FAM25BP', 'OR52H1', 'DDI1', 'SSX6', 'SCARNA22', 'ASB11', 'SCARNA4', 'TEX13B', 'KRTAP19-5', 'SNORA24', 'KRT2', 'OR8B8', 'ASB10', 'C1ORF105', 'GPR50', 'LILRP2', 'SNORA28', 'TAGLN3', 'SNORA22', 'GJD2', 'VSTM2B', 'LRRC7', 'ARG1', 'TFAMP1', 'SLCO1A2', 'FAM71A', 'GABRA1', 'SPAM1', 'NMS', 'OR1M1', 'CABP5', 'NCOR1P1', 'CIB4', 'OR4D11', 'TMEM179', 'OR2L2', 'OLIG3', 'URAD', 'H1FNT', 'IGFL4', 'LGALS14', 'HIST1H4G', 'SPATA31A3', 'GLYCAM1', 'SNORA20', 'IFNA16', 'OR11L1', 'DAZL', 'CLCA1', 'OR2T34', 'SCARNA14', 'DEFB109P1', 'OR5AN1', 'RAB9BP1', 'TXLNGY', 'BTNL3', 'F9', 'FAM183CP', 'LINC00111', 'KCNU1', 'LOC727924', 'CXORF51A', 'OR2M3', 'OR10T2', 'OR1S1', 'SOX1', 'SNORD15A', 'HBG1', 'OR10V1', 'FGF23', 'MS4A6E', 'WFDC5', 'GPR151', 'PRM3', 'SCGB1C1', 'CLEC6A', 'PRSS3P2', 'ASAP1-IT1', 'PPY', 'DNAJB8', 'CT47A11', 'TMEM252', 'OR10A5', 'MAGEB10', 'OR8S1', 'PSG7', 'SUN3', 'SPRR1B', 'PRAMEF8', 'CELA2B', 'PLA2G2F', 'CRYAA', 'KLHL40', 'OR2AG1', 'MC2R', 'USP26', 'HIST1H4F', 'DMBT1P1', 'OR8G5', 'OR10K1', 'NPPC', 'PSAPL1', 'SNORD89', 'SLC5A7', 'C1ORF87', 'ALOX12B', 'TUSC7', 'HBBP1', 'LOC391003', 'C15ORF43', 'SFTA3', 'CAPZA3', 'XAGE5', 'LOC391343', 'LINC00636', 'TBC1D28', 'KRT39', 'C20ORF173', 'C22ORF42', 'BMP10', 'SNORA34', 'IFITM5', 'SNORA70B', 'OR4S1', 'PIWIL3', 'C4ORF51', 'TAS2R60', 'CCKBR', 'OR5B2', 'CASC8', 'IQCF2', 'ARR3', 'KRTAP19-1', 'PROKR1', 'FMR1NB', 'NXF2B', 'ARHGAP36', 'P2RX3', 'TTTY15', 'OPN1MW', 'PPBPP1', 'CHODL-AS1', 'PF4', 'KHDC1L', 'LYZL6', 'TEX33', 'OR1B1', 'HBD', 'FAM153C', 'TKTL2', 'ANKRD18DP', 'MYBPHL', 'AKAP14', 'EDDM3A', 'SYT10', 'ACOT12', 'GAGE1', 'C11ORF94', 'CSH2', 'SERPINB4', 'BRDTP1', 'LGI3', 'PRB1', 'SNORA54', 'PRAP1', 'SNORA51', 'OR10S1', 'SFTPC', 'OTP', 'IGF2BP2-AS1', 'SPACA7', 'KCNQ1DN', 'DMRT1', 'YWHAEP7', 'CYP3A4', 'PRSS1', 'ZAR1L', 'C17ORF64', 'GAGE2D', 'FBP2', 'IFNA13', 'KRTAP19-3', 'SLC13A1', 'LHX9', 'CYP2W1', 'LINC00469', 'LOC646813', 'FOXE1', 'C9ORF135', 'OR4K2', 'OTOL1', 'HPD', 'OLIG1', 'PLET1', 'LCNL1', 'CRLF2', 'NEU2', 'GABRG3', 'FCAMR', 'CCDC166', 'SVOP', 'FERD3L', 'FDCSP', 'HAND1', 'NPHS2', 'GH1', 'FAM71C', 'C3ORF49', 'USP17L6P', 'XKR7', 'LINC01101', 'FAM27L', 'VRTN', 'SATB2-AS1', 'SCARNA20', 'CNTNAP5', 'ZFAT-AS1', 'ACSM2A', 'OLAH', 'PTF1A', 'C17ORF78', 'PRDM14', 'HOXC12', 'DNAJC5G', 'LCE1D', 'FMO6P', 'PISRT1', 'TMEM207', 'LINC00696', 'GDNF', 'OR13H1', 'CRNN', 'OR51I2', 'AVPR1B', 'CLDN22', 'SPANXN1', 'ZNF479', 'OR5H6', 'LPO', 'FGA', 'OR6M1', 'PRKAG3', 'OR4D6', 'OR7E24', 'CELA2A', 'IL26', 'HFE2', 'UCMA', 'SCGB1A1', 'OR1L1', 'PWRN2', 'SCN1A', 'MYBPC2', 'FTMT', 'BARHL2', 'OPRD1', 'GYS2', 'IVL', 'OR1K1', 'DEFB110', 'ADAM18', 'EPS8L3', 'CCKAR', 'LOC285627', 'HBZ', 'SLC1A6', 'KRTAP21-1', 'CER1', 'SBSN', 'GABRA6', 'LOC729609', 'PRG1', 'SERPINI2', 'CPLX3', 'FAM27B', 'LMNTD1', 'TFF2', 'CT45A1', 'OR4C12', 'OR4D2', 'SCARNA11', 'POM121L2', 'OR56B1', 'NKX2-1', 'CLCA4', 'HBG2', 'LINC00488', 'SNORA59B', 'OR8D4', 'CYP7A1', 'FOXN3-AS2', 'GBX2', 'GAGE2B', 'LINC00608', 'CGB8', 'OR2M4', 'OR52A4P', 'DRGX', 'HTR3E', 'SNORA38B', 'ANP32D', 'LYZL1', 'CCL24', 'HTR5A', 'SLITRK3', 'YIPF7', 'TSPY1', 'SLC25A31', 'RAX', 'ALLC', 'SYCN', 'SNORA44', 'TARM1', 'HMHB1', 'SLC35G3', 'TMEM88B', 'OR6C74', 'ALX4', 'SPACA3', 'LINC00923', 'A1CF', 'OR6F1', 'CD200R1L', 'SLC51B', 'TSPY2', 'FRMPD2B', 'OR9A2', 'KRT13', 'SNORD94', 'TSKS', 'OR8J3', 'NPBWR2', 'ARL5C', 'OR2T29', 'DYDC1', 'GDPD2', 'ARID3C', 'LINC00602', 'NKX2-6', 'LINC00934', 'OR11H4', 'GOLGA8EP', 'OR13C3', 'PLG', 'TRHR', 'LINC00895', 'MAP3K15', 'MAGEA9B', 'ITLN2', 'POU6F2', 'SRY', 'RAX2', 'OR1N1', 'LINC00575', 'SSX5', 'SNORA37', 'TPTE2', 'CNTN5', 'TCERG1L', 'DPPA2', 'NTS', 'ADGRG4', 'ZIM3', 'BMP15', 'ZCCHC13', 'POTED', 'MUSK', 'SNORA71A', 'KIR3DL3', 'LINC00304', 'KCNK4', 'GRIN2B', 'APOC3', 'IQCF3', 'C2ORF83', 'MYH1', 'C18ORF42', 'TRPM1', 'GPR22', 'IL36RN', 'ALPPL2', 'GAGE2C', 'GAGE12F', 'KCNMB2', 'SNORD116-19', 'TPD52L3', 'OR2L8', 'C20ORF166-AS1', 'NLRP8', 'SNORA74A', 'SNORA76C', 'OR2A14', 'OR4F15', 'CFHR4', 'OR2AT4', 'OR11H6', 'SPANXN3', 'CPLX4', 'SOX3', 'FAM170B', 'DAOA', 'CYP2C18', 'LINC01312', 'CSN3', 'EDDM3B', 'GUCA2B', 'ITIH1', 'USH1C', 'F13B', 'ZNF705A', 'FFAR1', 'GPR52', 'SYCP1', 'ARSF', 'EPPIN', 'DNMT3L', 'PRAMEF14', 'MUC2', 'MTVR2', 'LRRC30', 'SPATA31C1', 'MAGEA1', 'ADAM29', 'TRIM48', 'OR52N5', 'CXADRP2', 'BPIFB3', 'DUSP21', 'OR2T10', 'FAM205A', 'SLC32A1', 'DMP1', 'FOXD4L3', 'PPIAL4E', 'MMP23A', 'PSKH2', 'BTN1A1', 'OR5C1', 'C6ORF10', 'ACER1', 'NKAIN3', 'AATK-AS1', 'SPINK1', 'IFNA14', 'MORC1', 'TRIM75P', 'LOC647859', 'TTTY2', 'TMIGD1', 'SPOCK3', 'CHRNB3', 'BET1P1', 'GCSAML-AS1', 'CSNK1A1P1', 'OR2A2', 'SCARNA8', 'FAM19A4', 'ADGRG7', 'KRTAP4-3', 'OR9G4', 'TMEM72', 'CRYGC', 'PAGE5', 'ODAM', 'OR1S2', 'KRTAP1-5', 'REC114', 'KRTAP1-1', 'TREML4', 'IQCF6', 'TMEM14E', 'KRTAP12-2', 'PPY2P', 'ZFY', 'TSPAN19', 'IQCJ', 'KRT83', 'RFX6', 'PLA2G12B', 'DMRTC1', 'SNORD115-26', 'OR6C4', 'COL6A4P1', 'DCT', 'VWC2L', 'SH2D7', 'HCRTR1', 'NUTM1', 'OR52A5', 'KRT3', 'TPTE', 'REG4', 'AADACL3', 'OR2G6', 'CT47A1', 'CLEC4G', 'OR6S1', 'SNORA16B', 'CGB5', 'BTF3P11', 'SPATA3', 'MAGEA5', 'LINC01020', 'SPDYC', 'KLRC4', 'S100G', 'KRTAP11-1', 'RAPGEF4-AS1', 'LOC400736', 'NF1P2', 'NXPE1', 'KRT85', 'FRMPD4', 'TSGA13', 'RPE65', 'TRPV5', 'LOC100129935', 'ANKRD34C', 'EPB42', 'CA6', 'OR2F1', 'APCS', 'CHIAP2', 'FOXG1', 'KCNJ16', 'ASB15', 'IHH', 'AKR1D1', 'OACYLP', 'GNAS-AS1', 'KRT74', 'KRTAP3-2', 'LOC400940', 'SDR16C6P', 'B3GNT6', 'IFNL1', 'PCGEM1', 'MAGEA12', 'POTEH', 'COX7B2', 'TCP10L2', 'CPA2', 'LINC00303', 'C2ORF27B', 'MAGEB3', 'PCP4', 'DEFB126', 'GFI1B', 'CTRB1', 'C1ORF146', 'UGT1A4', 'CNGA2', 'SLC22A10', 'DISC2', 'SPANXA2', 'INSM2', 'MTNR1B', 'LY6G6D', 'C15ORF32', 'TSPEAR-AS2', 'PRR32', 'TMPRSS11F', 'PRSS48', 'FAM24A', 'GABRR3', 'OR2A12', 'GML', 'TMEM132D', 'LINC00113', 'RNASE8', 'HIST2H2AB', 'ZSCAN10', 'LINC01591', 'NKX6-2', 'ABRA', 'GLTPD2', 'SNORA72', 'OR6B1', 'WFDC8', 'FBXW12', 'LINC00691', 'MOS', 'LOC284661', 'TRIM55', 'LINC01142', 'OR4A16', 'RBM46', 'TLX3', 'HYPM', 'TAAR9', 'OR4D10', 'CNTNAP4', 'CABS1', 'PRAMEF16', 'VWA5B1', 'CRYGB', 'SNORA2B', 'LINC00452', 'GCG', 'SNORA27', 'CFC1B', 'SCGB3A2', 'PRAMEF5', 'FAM170A', 'OR51T1', 'CGB2', 'GSC2', 'HIST1H3A', 'CCK', 'LRRTM1', 'AGXT2', 'ADRB3', 'AIRE', 'GSTA5', 'OR4D5', 'OR10AD1', 'DUXA', 'MCF2', 'KRTAP12-1', 'MS4A10', 'RPL3L', 'LOC643923', 'AADAC', 'DEFB123', 'OR5B17', 'SERPINB3', 'ANKRD20A20P', 'SNCB', 'MYF5', 'HMSD', 'MT1B', 'CST9L', 'EPGN', 'ZG16', 'SNORD15B', 'TRIM15', 'RHAG', 'GABRB1', 'CLRN1', 'TBC1D3P2', 'ART1', 'OR4D1', 'PRLHR', 'KRTAP10-11', 'GRK1', 'HYMAI', 'MYADML', 'BANF2', 'USP50', 'B3GALT1', 'NPSR1-AS1', 'HRK', 'INS-IGF2', 'NHLH2', 'PABPC1L2A', 'SLC5A2', 'FAM47C', 'TRIM49', 'OR5T2', 'CEACAM22P', 'AQP2', 'MMD2', 'APOA5', 'PACRG-AS1', 'UTS2R', 'PRSS57', 'LINC00523', 'SPINK14', 'MYH7', 'WFDC6', 'INS', 'IGFBP1', 'FAM19A1', 'IFNB1', 'TAS2R42', 'INSC', 'MUC13', 'KRTAP12-3', 'SLCO1B7', 'GHSR', 'CYP1A2', 'C1ORF140', 'SPINT3', 'TNFSF18', 'KLK9', 'STATH', 'KCNB2', 'FLJ25758', 'LINC00202-2', 'MAS1L', 'IFNL2', 'FOXR1', 'SNORA16A', 'IL31', 'MAGEA11', 'TNP2', 'LOC392196', 'SNORA68', 'SLITRK1', 'LOC285629', 'FAM138D', 'FAM138B', 'AMER3', 'F2', 'NPSR1', 'MRGPRX1', 'TAS2R13', 'CTRB2', 'LOC100130417', 'VCX3A', 'ACTR3BP2', 'FAM9B', 'LINC01105', 'KCNK18', 'CLEC4M', 'NMUR2', 'GOLGA2P6', 'ALAS2', 'OR52W1', 'OR52K2', 'ZNF735', 'OR7D4', 'OR10G8', 'SLC5A8', 'OR52N2', 'SFTPB', 'PSG4', 'AKR1C8P', 'SLC10A1', 'C3ORF30', 'CALHM3', 'PASD1', 'OR5H14', 'AWAT1', 'HIST1H3B', 'RNF151', 'OR5K1', 'OR6B2', 'ADCYAP1R1', 'OR52K1', 'CACNG3', 'SHH', 'CCER1', 'OTC', 'OR51B5', 'OR8G2', 'C4ORF50', 'HGC6.3', 'SDC4P', 'OR8H2', 'OR3A2', 'SHD', 'PDX1', 'ERC2-IT1', 'HAO1', 'KRTAP21-2', 'OR4C16', 'CLCA3P', 'VPREB1', 'LINC00052', 'SERPINA7', 'PRLH', 'TSNAX-DISC1', 'SKINTL', 'DSCR10', 'TSPAN16', 'LINC00597', 'CHRNA9', 'HTR1B', 'TMEM8C', 'PRAC1', 'HAVCR1', 'SLC38A8', 'LEUTX', 'F11', 'OR4X2', 'HNRNPCL1', 'FMO9P', 'C7ORF57', 'GPR61', 'NEUROG3', 'AHSG', 'PSG11', 'KRTAP7-1', 'GPHA2', 'DACH2', 'HSD52', 'BRINP3', 'ACSM2B', 'B4GALNT2', 'CALR3', 'SPATA45', 'PPAN-P2RY11', 'SLC4A9', 'POU4F2', 'UGT2B28', 'KRT32', 'SLC25A3P1', 'CCDC63', 'HS3ST4', 'NXNL1', 'SLC9C1', 'GOLGA6L1', 'CPNE6', 'RNF222', 'CELP', 'SSX2', 'ACTBL2', 'VGLL2', 'HPSE2', 'CD1B', 'CLRN1-AS1', 'KRTAP10-7', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00018503513771928048
		RMSE:  0.23392670305630597
		NRMSE:  0.11556330212293363
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12340187398900859
		RMSE:  0.2547692202160761
		NRMSE:  0.12845593258580365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.049983648165895e-15
		NRMSE:  5.187076805332867e-16
		MAPE:  3.947205247492603e-12
		Pearson Correlation:  0.1033204218136594
		Spearman Correlation:  0.048327285876382506
		Coefficient of Determination:  -2.8647350699771295
		RMSE:  0.47254073217190434
		NRMSE:  0.2382574330778212
		MAPE:  2222.829819837215

	Predictor:  ElasticNet
		Pearson Correlation:  0.7112910602582068
		Spearman Correlation:  0.5825205717835154
		Coefficient of Determination:  0.43273127563097724
		RMSE:  0.176170847576435
		NRMSE:  0.08703104270583628
		MAPE:  191.00208825660962
		Pearson Correlation:  0.09225245523971214
		Spearman Correlation:  0.2045786107058692
		Coefficient of Determination:  -0.15022033681010827
		RMSE:  0.25779227955032413
		NRMSE:  0.1299801744299075
		MAPE:  335.89372592103615

	Predictor:  RandomForests
		Pearson Correlation:  0.6084497343831214
		Spearman Correlation:  0.4608968342020002
		Coefficient of Determination:  0.18902293127565017
		RMSE:  0.21064148649195327
		NRMSE:  0.1040600556715162
		MAPE:  136.9252101323524
		Pearson Correlation:  0.08985096777334123
		Spearman Correlation:  0.1837653836082744
		Coefficient of Determination:  -0.10339848144769226
		RMSE:  0.2524908107028364
		NRMSE:  0.12730714695703993
		MAPE:  249.16368274128143

Protein:  CDH1
x_train_column_count:  1007
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'OR2W1', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'OR8K3', 'MS4A5', 'CTSL3P', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'DEFB127', 'FGF22', 'MRGPRG-AS1', 'SMCP', 'OR52A1', 'MROH5', 'FAM150A', 'REXO1L6P', 'SNORA36A', 'HNF1B', 'FAM92A1P2', 'LHX3', 'CHAT', 'OR7G3', 'CTXN3', 'HES3', 'CT47A2', 'SLC18A3', 'TBC1D21', 'OR8I2', 'AMBN', 'SNAR-I', 'SNAR-E', 'DEFB113', 'FAM41AY1', 'C11ORF40', 'SNORA58', 'OR51A2', 'FLG2', 'BSX', 'TMPRSS11B', 'GJA10', 'NR0B1', 'CSN2', 'DEFB119', 'SMR3B', 'GJA8', 'HHLA1', 'SNORD8', 'TAAR8', 'GUCA1C', 'BARHL1', 'SNAR-A13', 'LINC01548', 'LCE1F', 'ATP4B', 'SPRR2G', 'GSX2', 'C17ORF102', 'TTTY21', 'LELP1', 'LRTM1', 'LCE2A', 'SNORA5B', 'CT47B1', 'GYPA', 'TYR', 'SLC28A2', 'KRTAP4-11', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CCDC38', 'CPN1', 'FGF6', 'CLC', 'CEACAM20', 'PROL1', 'ESX1', 'FXYD4', 'OR8U1', 'ASB18', 'FAM224B', 'PSMB11', 'IL37', 'ZNF536', 'SPANXN4', 'TMEM247', 'CA5A', 'GNAT3', 'ZNRF4', 'OR2B3', 'ZNF804B', 'OR2T12', 'LINC00326', 'ANXA8L1', 'OR13C9', 'OR7C2', 'FNDC7', 'OR7G1', 'OR6C76', 'GLRA4', 'ST8SIA3', 'OR7G2', 'OR5K3', 'C12ORF40', 'CT47A7', 'CT47A6', 'PAQR9', 'KRTAP6-2', 'OR4M2', 'LINC00671', 'H1FOO', 'OR8H1', 'OR2AE1', 'PGM5-AS1', 'CD300LD', 'MAGEA10', 'HAO2', 'APOA2', 'SPIC', 'TSPYL6', 'OR2M2', 'OR8A1', 'SNORA55', 'AHSP', 'DPRX', 'KRT78', 'DEFB128', 'SCP2D1', 'OLIG2', 'OR6T1', 'SNORD115-7', 'EIF1AY', 'FGF4', 'SLC6A19', 'OR4S2', 'LOC440040', 'TEX36-AS1', 'PLCZ1', 'CST13P', 'LINC00314', 'ZPBP', 'CDKL4', 'KRTAP1-3', 'HYALP1', 'LYPD8', 'PSG8', 'HTR3B', 'IFNA21', 'OR2C3', 'CD5L', 'PSG1', 'OR4B1', 'KRTDAP', 'OR10G4', 'GNAT1', 'OC90', 'OR4A47', 'RSPH6A', 'TMEM196', 'CCL15-CCL14', 'SEC14L3', 'IL13', 'GOT1L1', 'PLSCR5', 'CFHR2', 'OR6C2', 'SPRR4', 'HBM', 'SOST', 'FAM25BP', 'OR52H1', 'DDI1', 'SSX6', 'SCARNA22', 'ASB11', 'SCARNA4', 'TEX13B', 'KRTAP19-5', 'SNORA24', 'KRT2', 'OR8B8', 'ASB10', 'C1ORF105', 'GPR50', 'LILRP2', 'SNORA28', 'TAGLN3', 'SNORA22', 'GJD2', 'VSTM2B', 'LRRC7', 'ARG1', 'TFAMP1', 'SLCO1A2', 'FAM71A', 'GABRA1', 'SPAM1', 'NMS', 'OR1M1', 'CABP5', 'NCOR1P1', 'CIB4', 'OR4D11', 'TMEM179', 'OR2L2', 'OLIG3', 'URAD', 'H1FNT', 'IGFL4', 'LGALS14', 'HIST1H4G', 'SPATA31A3', 'GLYCAM1', 'SNORA20', 'IFNA16', 'OR11L1', 'DAZL', 'CLCA1', 'OR2T34', 'SCARNA14', 'DEFB109P1', 'OR5AN1', 'RAB9BP1', 'TXLNGY', 'BTNL3', 'F9', 'FAM183CP', 'LINC00111', 'KCNU1', 'LOC727924', 'CXORF51A', 'OR2M3', 'OR10T2', 'OR1S1', 'SOX1', 'SNORD15A', 'HBG1', 'OR10V1', 'FGF23', 'MS4A6E', 'WFDC5', 'GPR151', 'PRM3', 'SCGB1C1', 'CLEC6A', 'PRSS3P2', 'ASAP1-IT1', 'PPY', 'DNAJB8', 'CT47A11', 'TMEM252', 'OR10A5', 'MAGEB10', 'OR8S1', 'PSG7', 'SUN3', 'SPRR1B', 'PRAMEF8', 'CELA2B', 'PLA2G2F', 'CRYAA', 'KLHL40', 'OR2AG1', 'MC2R', 'USP26', 'HIST1H4F', 'DMBT1P1', 'OR8G5', 'OR10K1', 'NPPC', 'PSAPL1', 'SNORD89', 'SLC5A7', 'C1ORF87', 'ALOX12B', 'TUSC7', 'HBBP1', 'LOC391003', 'C15ORF43', 'SFTA3', 'CAPZA3', 'XAGE5', 'LOC391343', 'LINC00636', 'TBC1D28', 'KRT39', 'C20ORF173', 'C22ORF42', 'BMP10', 'SNORA34', 'IFITM5', 'SNORA70B', 'OR4S1', 'PIWIL3', 'C4ORF51', 'TAS2R60', 'CCKBR', 'OR5B2', 'CASC8', 'IQCF2', 'ARR3', 'KRTAP19-1', 'PROKR1', 'FMR1NB', 'NXF2B', 'ARHGAP36', 'P2RX3', 'TTTY15', 'OPN1MW', 'PPBPP1', 'CHODL-AS1', 'PF4', 'KHDC1L', 'LYZL6', 'TEX33', 'OR1B1', 'HBD', 'FAM153C', 'TKTL2', 'ANKRD18DP', 'MYBPHL', 'AKAP14', 'EDDM3A', 'SYT10', 'ACOT12', 'GAGE1', 'C11ORF94', 'CSH2', 'SERPINB4', 'BRDTP1', 'LGI3', 'PRB1', 'SNORA54', 'PRAP1', 'SNORA51', 'OR10S1', 'SFTPC', 'OTP', 'IGF2BP2-AS1', 'SPACA7', 'KCNQ1DN', 'DMRT1', 'YWHAEP7', 'CYP3A4', 'PRSS1', 'ZAR1L', 'C17ORF64', 'GAGE2D', 'FBP2', 'IFNA13', 'KRTAP19-3', 'SLC13A1', 'LHX9', 'CYP2W1', 'LINC00469', 'LOC646813', 'FOXE1', 'C9ORF135', 'OR4K2', 'OTOL1', 'HPD', 'OLIG1', 'PLET1', 'LCNL1', 'CRLF2', 'NEU2', 'GABRG3', 'FCAMR', 'CCDC166', 'SVOP', 'FERD3L', 'FDCSP', 'HAND1', 'NPHS2', 'GH1', 'FAM71C', 'C3ORF49', 'USP17L6P', 'XKR7', 'LINC01101', 'FAM27L', 'VRTN', 'SATB2-AS1', 'SCARNA20', 'CNTNAP5', 'ZFAT-AS1', 'ACSM2A', 'OLAH', 'PTF1A', 'C17ORF78', 'PRDM14', 'HOXC12', 'DNAJC5G', 'LCE1D', 'FMO6P', 'PISRT1', 'TMEM207', 'LINC00696', 'GDNF', 'OR13H1', 'CRNN', 'OR51I2', 'AVPR1B', 'CLDN22', 'SPANXN1', 'ZNF479', 'OR5H6', 'LPO', 'FGA', 'OR6M1', 'PRKAG3', 'OR4D6', 'OR7E24', 'CELA2A', 'IL26', 'HFE2', 'UCMA', 'SCGB1A1', 'OR1L1', 'PWRN2', 'SCN1A', 'MYBPC2', 'FTMT', 'BARHL2', 'OPRD1', 'GYS2', 'IVL', 'OR1K1', 'DEFB110', 'ADAM18', 'EPS8L3', 'CCKAR', 'LOC285627', 'HBZ', 'SLC1A6', 'KRTAP21-1', 'CER1', 'SBSN', 'GABRA6', 'LOC729609', 'PRG1', 'SERPINI2', 'CPLX3', 'FAM27B', 'LMNTD1', 'TFF2', 'CT45A1', 'OR4C12', 'OR4D2', 'SCARNA11', 'POM121L2', 'OR56B1', 'NKX2-1', 'CLCA4', 'HBG2', 'LINC00488', 'SNORA59B', 'OR8D4', 'CYP7A1', 'FOXN3-AS2', 'GBX2', 'GAGE2B', 'LINC00608', 'CGB8', 'OR2M4', 'OR52A4P', 'DRGX', 'HTR3E', 'SNORA38B', 'ANP32D', 'LYZL1', 'CCL24', 'HTR5A', 'SLITRK3', 'YIPF7', 'TSPY1', 'SLC25A31', 'RAX', 'ALLC', 'SYCN', 'SNORA44', 'TARM1', 'HMHB1', 'SLC35G3', 'TMEM88B', 'OR6C74', 'ALX4', 'SPACA3', 'LINC00923', 'A1CF', 'OR6F1', 'CD200R1L', 'SLC51B', 'TSPY2', 'FRMPD2B', 'OR9A2', 'KRT13', 'SNORD94', 'TSKS', 'OR8J3', 'NPBWR2', 'ARL5C', 'OR2T29', 'DYDC1', 'GDPD2', 'ARID3C', 'LINC00602', 'NKX2-6', 'LINC00934', 'OR11H4', 'GOLGA8EP', 'OR13C3', 'PLG', 'TRHR', 'LINC00895', 'MAP3K15', 'MAGEA9B', 'ITLN2', 'POU6F2', 'SRY', 'RAX2', 'OR1N1', 'LINC00575', 'SSX5', 'SNORA37', 'TPTE2', 'CNTN5', 'TCERG1L', 'DPPA2', 'NTS', 'ADGRG4', 'ZIM3', 'BMP15', 'ZCCHC13', 'POTED', 'MUSK', 'SNORA71A', 'KIR3DL3', 'LINC00304', 'KCNK4', 'GRIN2B', 'APOC3', 'IQCF3', 'C2ORF83', 'MYH1', 'C18ORF42', 'TRPM1', 'GPR22', 'IL36RN', 'ALPPL2', 'GAGE2C', 'GAGE12F', 'KCNMB2', 'SNORD116-19', 'TPD52L3', 'OR2L8', 'C20ORF166-AS1', 'NLRP8', 'SNORA74A', 'SNORA76C', 'OR2A14', 'OR4F15', 'CFHR4', 'OR2AT4', 'OR11H6', 'SPANXN3', 'CPLX4', 'SOX3', 'FAM170B', 'DAOA', 'CYP2C18', 'LINC01312', 'CSN3', 'EDDM3B', 'GUCA2B', 'ITIH1', 'USH1C', 'F13B', 'ZNF705A', 'FFAR1', 'GPR52', 'SYCP1', 'ARSF', 'EPPIN', 'DNMT3L', 'PRAMEF14', 'MUC2', 'MTVR2', 'LRRC30', 'SPATA31C1', 'MAGEA1', 'ADAM29', 'TRIM48', 'OR52N5', 'CXADRP2', 'BPIFB3', 'DUSP21', 'OR2T10', 'FAM205A', 'SLC32A1', 'DMP1', 'FOXD4L3', 'PPIAL4E', 'MMP23A', 'PSKH2', 'BTN1A1', 'OR5C1', 'C6ORF10', 'ACER1', 'NKAIN3', 'AATK-AS1', 'SPINK1', 'IFNA14', 'MORC1', 'TRIM75P', 'LOC647859', 'TTTY2', 'TMIGD1', 'SPOCK3', 'CHRNB3', 'BET1P1', 'GCSAML-AS1', 'CSNK1A1P1', 'OR2A2', 'SCARNA8', 'FAM19A4', 'ADGRG7', 'KRTAP4-3', 'OR9G4', 'TMEM72', 'CRYGC', 'PAGE5', 'ODAM', 'OR1S2', 'KRTAP1-5', 'REC114', 'KRTAP1-1', 'TREML4', 'IQCF6', 'TMEM14E', 'KRTAP12-2', 'PPY2P', 'ZFY', 'TSPAN19', 'IQCJ', 'KRT83', 'RFX6', 'PLA2G12B', 'DMRTC1', 'SNORD115-26', 'OR6C4', 'COL6A4P1', 'DCT', 'VWC2L', 'SH2D7', 'HCRTR1', 'NUTM1', 'OR52A5', 'KRT3', 'TPTE', 'REG4', 'AADACL3', 'OR2G6', 'CT47A1', 'CLEC4G', 'OR6S1', 'SNORA16B', 'CGB5', 'BTF3P11', 'SPATA3', 'MAGEA5', 'LINC01020', 'SPDYC', 'KLRC4', 'S100G', 'KRTAP11-1', 'RAPGEF4-AS1', 'LOC400736', 'NF1P2', 'NXPE1', 'KRT85', 'FRMPD4', 'TSGA13', 'RPE65', 'TRPV5', 'LOC100129935', 'ANKRD34C', 'EPB42', 'CA6', 'OR2F1', 'APCS', 'CHIAP2', 'FOXG1', 'KCNJ16', 'ASB15', 'IHH', 'AKR1D1', 'OACYLP', 'GNAS-AS1', 'KRT74', 'KRTAP3-2', 'LOC400940', 'SDR16C6P', 'B3GNT6', 'IFNL1', 'PCGEM1', 'MAGEA12', 'POTEH', 'COX7B2', 'TCP10L2', 'CPA2', 'LINC00303', 'C2ORF27B', 'MAGEB3', 'PCP4', 'DEFB126', 'GFI1B', 'CTRB1', 'C1ORF146', 'UGT1A4', 'CNGA2', 'SLC22A10', 'DISC2', 'SPANXA2', 'INSM2', 'MTNR1B', 'LY6G6D', 'C15ORF32', 'TSPEAR-AS2', 'PRR32', 'TMPRSS11F', 'PRSS48', 'FAM24A', 'GABRR3', 'OR2A12', 'GML', 'TMEM132D', 'LINC00113', 'RNASE8', 'HIST2H2AB', 'ZSCAN10', 'LINC01591', 'NKX6-2', 'ABRA', 'GLTPD2', 'SNORA72', 'OR6B1', 'WFDC8', 'FBXW12', 'LINC00691', 'MOS', 'LOC284661', 'TRIM55', 'LINC01142', 'OR4A16', 'RBM46', 'TLX3', 'HYPM', 'TAAR9', 'OR4D10', 'CNTNAP4', 'CABS1', 'PRAMEF16', 'VWA5B1', 'CRYGB', 'SNORA2B', 'LINC00452', 'GCG', 'SNORA27', 'CFC1B', 'SCGB3A2', 'PRAMEF5', 'FAM170A', 'OR51T1', 'CGB2', 'GSC2', 'HIST1H3A', 'CCK', 'LRRTM1', 'AGXT2', 'ADRB3', 'AIRE', 'GSTA5', 'OR4D5', 'OR10AD1', 'DUXA', 'MCF2', 'KRTAP12-1', 'MS4A10', 'RPL3L', 'LOC643923', 'AADAC', 'DEFB123', 'OR5B17', 'SERPINB3', 'ANKRD20A20P', 'SNCB', 'MYF5', 'HMSD', 'MT1B', 'CST9L', 'EPGN', 'ZG16', 'SNORD15B', 'TRIM15', 'RHAG', 'GABRB1', 'CLRN1', 'TBC1D3P2', 'ART1', 'OR4D1', 'PRLHR', 'KRTAP10-11', 'GRK1', 'HYMAI', 'MYADML', 'BANF2', 'USP50', 'B3GALT1', 'NPSR1-AS1', 'HRK', 'INS-IGF2', 'NHLH2', 'PABPC1L2A', 'SLC5A2', 'FAM47C', 'TRIM49', 'OR5T2', 'CEACAM22P', 'AQP2', 'MMD2', 'APOA5', 'PACRG-AS1', 'UTS2R', 'PRSS57', 'LINC00523', 'SPINK14', 'MYH7', 'WFDC6', 'INS', 'IGFBP1', 'FAM19A1', 'IFNB1', 'TAS2R42', 'INSC', 'MUC13', 'KRTAP12-3', 'SLCO1B7', 'GHSR', 'CYP1A2', 'C1ORF140', 'SPINT3', 'TNFSF18', 'KLK9', 'STATH', 'KCNB2', 'FLJ25758', 'LINC00202-2', 'MAS1L', 'IFNL2', 'FOXR1', 'SNORA16A', 'IL31', 'MAGEA11', 'TNP2', 'LOC392196', 'SNORA68', 'SLITRK1', 'LOC285629', 'FAM138D', 'FAM138B', 'AMER3', 'F2', 'NPSR1', 'MRGPRX1', 'TAS2R13', 'CTRB2', 'LOC100130417', 'VCX3A', 'ACTR3BP2', 'FAM9B', 'LINC01105', 'KCNK18', 'CLEC4M', 'NMUR2', 'GOLGA2P6', 'ALAS2', 'OR52W1', 'OR52K2', 'ZNF735', 'OR7D4', 'OR10G8', 'SLC5A8', 'OR52N2', 'SFTPB', 'PSG4', 'AKR1C8P', 'SLC10A1', 'C3ORF30', 'CALHM3', 'PASD1', 'OR5H14', 'AWAT1', 'HIST1H3B', 'RNF151', 'OR5K1', 'OR6B2', 'ADCYAP1R1', 'OR52K1', 'CACNG3', 'SHH', 'CCER1', 'OTC', 'OR51B5', 'OR8G2', 'C4ORF50', 'HGC6.3', 'SDC4P', 'OR8H2', 'OR3A2', 'SHD', 'PDX1', 'ERC2-IT1', 'HAO1', 'KRTAP21-2', 'OR4C16', 'CLCA3P', 'VPREB1', 'LINC00052', 'SERPINA7', 'PRLH', 'TSNAX-DISC1', 'SKINTL', 'DSCR10', 'TSPAN16', 'LINC00597', 'CHRNA9', 'HTR1B', 'TMEM8C', 'PRAC1', 'HAVCR1', 'SLC38A8', 'LEUTX', 'F11', 'OR4X2', 'HNRNPCL1', 'FMO9P', 'C7ORF57', 'GPR61', 'NEUROG3', 'AHSG', 'PSG11', 'KRTAP7-1', 'GPHA2', 'DACH2', 'HSD52', 'BRINP3', 'ACSM2B', 'B4GALNT2', 'CALR3', 'SPATA45', 'PPAN-P2RY11', 'SLC4A9', 'POU4F2', 'UGT2B28', 'KRT32', 'SLC25A3P1', 'CCDC63', 'HS3ST4', 'NXNL1', 'SLC9C1', 'GOLGA6L1', 'CPNE6', 'RNF222', 'CELP', 'SSX2', 'ACTBL2', 'VGLL2', 'HPSE2', 'CD1B', 'CLRN1-AS1', 'KRTAP10-7', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10476316856458312
		RMSE:  1.1835893765747125
		NRMSE:  0.18846364392451076
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19786466090973764
		RMSE:  1.2714981376898562
		NRMSE:  0.2500438806886504
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1260727912856485
		NRMSE:  0.17930524366829853
		MAPE:  266.31463004312263
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01718399286470018
		RMSE:  1.1716869980595492
		NRMSE:  0.23041572398960675
		MAPE:  1066.779337530299

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  4.721942658691529e-15
		NRMSE:  7.518777520925334e-16
		MAPE:  2.3535969008260822e-12
		Pearson Correlation:  0.08169716730202707
		Spearman Correlation:  0.03131959251362236
		Coefficient of Determination:  -1.9742345920241045
		RMSE:  2.003546665774635
		NRMSE:  0.3940033953658011
		MAPE:  3132.191885023049

	Predictor:  ElasticNet
		Pearson Correlation:  0.9188959610275778
		Spearman Correlation:  0.8912210655802985
		Coefficient of Determination:  0.8177255650912092
		RMSE:  0.4807611277076415
		NRMSE:  0.0765518817406518
		MAPE:  141.06437100000667
		Pearson Correlation:  0.38469793271413394
		Spearman Correlation:  0.3931545281113232
		Coefficient of Determination:  0.08454435085641587
		RMSE:  1.1115538483108869
		NRMSE:  0.21859036170594226
		MAPE:  521.8910036712227

	Predictor:  RandomForests
		Pearson Correlation:  0.777480596115221
		Spearman Correlation:  0.6941431188967646
		Coefficient of Determination:  0.5999641745641522
		RMSE:  0.7122228587968452
		NRMSE:  0.11340767153862061
		MAPE:  134.38299943223882
		Pearson Correlation:  0.6295218204773934
		Spearman Correlation:  0.5498760579975901
		Coefficient of Determination:  0.3855883504522396
		RMSE:  0.9106292014438792
		NRMSE:  0.17907793385457105
		MAPE:  411.1486396165814

Protein:  CDH2
x_train_column_count:  1007
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'OR2W1', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'OR8K3', 'MS4A5', 'CTSL3P', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'DEFB127', 'FGF22', 'MRGPRG-AS1', 'SMCP', 'OR52A1', 'MROH5', 'FAM150A', 'REXO1L6P', 'SNORA36A', 'HNF1B', 'FAM92A1P2', 'LHX3', 'CHAT', 'OR7G3', 'CTXN3', 'HES3', 'CT47A2', 'SLC18A3', 'TBC1D21', 'OR8I2', 'AMBN', 'SNAR-I', 'SNAR-E', 'DEFB113', 'FAM41AY1', 'C11ORF40', 'SNORA58', 'OR51A2', 'FLG2', 'BSX', 'TMPRSS11B', 'GJA10', 'NR0B1', 'CSN2', 'DEFB119', 'SMR3B', 'GJA8', 'HHLA1', 'SNORD8', 'TAAR8', 'GUCA1C', 'BARHL1', 'SNAR-A13', 'LINC01548', 'LCE1F', 'ATP4B', 'SPRR2G', 'GSX2', 'C17ORF102', 'TTTY21', 'LELP1', 'LRTM1', 'LCE2A', 'SNORA5B', 'CT47B1', 'GYPA', 'TYR', 'SLC28A2', 'KRTAP4-11', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CCDC38', 'CPN1', 'FGF6', 'CLC', 'CEACAM20', 'PROL1', 'ESX1', 'FXYD4', 'OR8U1', 'ASB18', 'FAM224B', 'PSMB11', 'IL37', 'ZNF536', 'SPANXN4', 'TMEM247', 'CA5A', 'GNAT3', 'ZNRF4', 'OR2B3', 'ZNF804B', 'OR2T12', 'LINC00326', 'ANXA8L1', 'OR13C9', 'OR7C2', 'FNDC7', 'OR7G1', 'OR6C76', 'GLRA4', 'ST8SIA3', 'OR7G2', 'OR5K3', 'C12ORF40', 'CT47A7', 'CT47A6', 'PAQR9', 'KRTAP6-2', 'OR4M2', 'LINC00671', 'H1FOO', 'OR8H1', 'OR2AE1', 'PGM5-AS1', 'CD300LD', 'MAGEA10', 'HAO2', 'APOA2', 'SPIC', 'TSPYL6', 'OR2M2', 'OR8A1', 'SNORA55', 'AHSP', 'DPRX', 'KRT78', 'DEFB128', 'SCP2D1', 'OLIG2', 'OR6T1', 'SNORD115-7', 'EIF1AY', 'FGF4', 'SLC6A19', 'OR4S2', 'LOC440040', 'TEX36-AS1', 'PLCZ1', 'CST13P', 'LINC00314', 'ZPBP', 'CDKL4', 'KRTAP1-3', 'HYALP1', 'LYPD8', 'PSG8', 'HTR3B', 'IFNA21', 'OR2C3', 'CD5L', 'PSG1', 'OR4B1', 'KRTDAP', 'OR10G4', 'GNAT1', 'OC90', 'OR4A47', 'RSPH6A', 'TMEM196', 'CCL15-CCL14', 'SEC14L3', 'IL13', 'GOT1L1', 'PLSCR5', 'CFHR2', 'OR6C2', 'SPRR4', 'HBM', 'SOST', 'FAM25BP', 'OR52H1', 'DDI1', 'SSX6', 'SCARNA22', 'ASB11', 'SCARNA4', 'TEX13B', 'KRTAP19-5', 'SNORA24', 'KRT2', 'OR8B8', 'ASB10', 'C1ORF105', 'GPR50', 'LILRP2', 'SNORA28', 'TAGLN3', 'SNORA22', 'GJD2', 'VSTM2B', 'LRRC7', 'ARG1', 'TFAMP1', 'SLCO1A2', 'FAM71A', 'GABRA1', 'SPAM1', 'NMS', 'OR1M1', 'CABP5', 'NCOR1P1', 'CIB4', 'OR4D11', 'TMEM179', 'OR2L2', 'OLIG3', 'URAD', 'H1FNT', 'IGFL4', 'LGALS14', 'HIST1H4G', 'SPATA31A3', 'GLYCAM1', 'SNORA20', 'IFNA16', 'OR11L1', 'DAZL', 'CLCA1', 'OR2T34', 'SCARNA14', 'DEFB109P1', 'OR5AN1', 'RAB9BP1', 'TXLNGY', 'BTNL3', 'F9', 'FAM183CP', 'LINC00111', 'KCNU1', 'LOC727924', 'CXORF51A', 'OR2M3', 'OR10T2', 'OR1S1', 'SOX1', 'SNORD15A', 'HBG1', 'OR10V1', 'FGF23', 'MS4A6E', 'WFDC5', 'GPR151', 'PRM3', 'SCGB1C1', 'CLEC6A', 'PRSS3P2', 'ASAP1-IT1', 'PPY', 'DNAJB8', 'CT47A11', 'TMEM252', 'OR10A5', 'MAGEB10', 'OR8S1', 'PSG7', 'SUN3', 'SPRR1B', 'PRAMEF8', 'CELA2B', 'PLA2G2F', 'CRYAA', 'KLHL40', 'OR2AG1', 'MC2R', 'USP26', 'HIST1H4F', 'DMBT1P1', 'OR8G5', 'OR10K1', 'NPPC', 'PSAPL1', 'SNORD89', 'SLC5A7', 'C1ORF87', 'ALOX12B', 'TUSC7', 'HBBP1', 'LOC391003', 'C15ORF43', 'SFTA3', 'CAPZA3', 'XAGE5', 'LOC391343', 'LINC00636', 'TBC1D28', 'KRT39', 'C20ORF173', 'C22ORF42', 'BMP10', 'SNORA34', 'IFITM5', 'SNORA70B', 'OR4S1', 'PIWIL3', 'C4ORF51', 'TAS2R60', 'CCKBR', 'OR5B2', 'CASC8', 'IQCF2', 'ARR3', 'KRTAP19-1', 'PROKR1', 'FMR1NB', 'NXF2B', 'ARHGAP36', 'P2RX3', 'TTTY15', 'OPN1MW', 'PPBPP1', 'CHODL-AS1', 'PF4', 'KHDC1L', 'LYZL6', 'TEX33', 'OR1B1', 'HBD', 'FAM153C', 'TKTL2', 'ANKRD18DP', 'MYBPHL', 'AKAP14', 'EDDM3A', 'SYT10', 'ACOT12', 'GAGE1', 'C11ORF94', 'CSH2', 'SERPINB4', 'BRDTP1', 'LGI3', 'PRB1', 'SNORA54', 'PRAP1', 'SNORA51', 'OR10S1', 'SFTPC', 'OTP', 'IGF2BP2-AS1', 'SPACA7', 'KCNQ1DN', 'DMRT1', 'YWHAEP7', 'CYP3A4', 'PRSS1', 'ZAR1L', 'C17ORF64', 'GAGE2D', 'FBP2', 'IFNA13', 'KRTAP19-3', 'SLC13A1', 'LHX9', 'CYP2W1', 'LINC00469', 'LOC646813', 'FOXE1', 'C9ORF135', 'OR4K2', 'OTOL1', 'HPD', 'OLIG1', 'PLET1', 'LCNL1', 'CRLF2', 'NEU2', 'GABRG3', 'FCAMR', 'CCDC166', 'SVOP', 'FERD3L', 'FDCSP', 'HAND1', 'NPHS2', 'GH1', 'FAM71C', 'C3ORF49', 'USP17L6P', 'XKR7', 'LINC01101', 'FAM27L', 'VRTN', 'SATB2-AS1', 'SCARNA20', 'CNTNAP5', 'ZFAT-AS1', 'ACSM2A', 'OLAH', 'PTF1A', 'C17ORF78', 'PRDM14', 'HOXC12', 'DNAJC5G', 'LCE1D', 'FMO6P', 'PISRT1', 'TMEM207', 'LINC00696', 'GDNF', 'OR13H1', 'CRNN', 'OR51I2', 'AVPR1B', 'CLDN22', 'SPANXN1', 'ZNF479', 'OR5H6', 'LPO', 'FGA', 'OR6M1', 'PRKAG3', 'OR4D6', 'OR7E24', 'CELA2A', 'IL26', 'HFE2', 'UCMA', 'SCGB1A1', 'OR1L1', 'PWRN2', 'SCN1A', 'MYBPC2', 'FTMT', 'BARHL2', 'OPRD1', 'GYS2', 'IVL', 'OR1K1', 'DEFB110', 'ADAM18', 'EPS8L3', 'CCKAR', 'LOC285627', 'HBZ', 'SLC1A6', 'KRTAP21-1', 'CER1', 'SBSN', 'GABRA6', 'LOC729609', 'PRG1', 'SERPINI2', 'CPLX3', 'FAM27B', 'LMNTD1', 'TFF2', 'CT45A1', 'OR4C12', 'OR4D2', 'SCARNA11', 'POM121L2', 'OR56B1', 'NKX2-1', 'CLCA4', 'HBG2', 'LINC00488', 'SNORA59B', 'OR8D4', 'CYP7A1', 'FOXN3-AS2', 'GBX2', 'GAGE2B', 'LINC00608', 'CGB8', 'OR2M4', 'OR52A4P', 'DRGX', 'HTR3E', 'SNORA38B', 'ANP32D', 'LYZL1', 'CCL24', 'HTR5A', 'SLITRK3', 'YIPF7', 'TSPY1', 'SLC25A31', 'RAX', 'ALLC', 'SYCN', 'SNORA44', 'TARM1', 'HMHB1', 'SLC35G3', 'TMEM88B', 'OR6C74', 'ALX4', 'SPACA3', 'LINC00923', 'A1CF', 'OR6F1', 'CD200R1L', 'SLC51B', 'TSPY2', 'FRMPD2B', 'OR9A2', 'KRT13', 'SNORD94', 'TSKS', 'OR8J3', 'NPBWR2', 'ARL5C', 'OR2T29', 'DYDC1', 'GDPD2', 'ARID3C', 'LINC00602', 'NKX2-6', 'LINC00934', 'OR11H4', 'GOLGA8EP', 'OR13C3', 'PLG', 'TRHR', 'LINC00895', 'MAP3K15', 'MAGEA9B', 'ITLN2', 'POU6F2', 'SRY', 'RAX2', 'OR1N1', 'LINC00575', 'SSX5', 'SNORA37', 'TPTE2', 'CNTN5', 'TCERG1L', 'DPPA2', 'NTS', 'ADGRG4', 'ZIM3', 'BMP15', 'ZCCHC13', 'POTED', 'MUSK', 'SNORA71A', 'KIR3DL3', 'LINC00304', 'KCNK4', 'GRIN2B', 'APOC3', 'IQCF3', 'C2ORF83', 'MYH1', 'C18ORF42', 'TRPM1', 'GPR22', 'IL36RN', 'ALPPL2', 'GAGE2C', 'GAGE12F', 'KCNMB2', 'SNORD116-19', 'TPD52L3', 'OR2L8', 'C20ORF166-AS1', 'NLRP8', 'SNORA74A', 'SNORA76C', 'OR2A14', 'OR4F15', 'CFHR4', 'OR2AT4', 'OR11H6', 'SPANXN3', 'CPLX4', 'SOX3', 'FAM170B', 'DAOA', 'CYP2C18', 'LINC01312', 'CSN3', 'EDDM3B', 'GUCA2B', 'ITIH1', 'USH1C', 'F13B', 'ZNF705A', 'FFAR1', 'GPR52', 'SYCP1', 'ARSF', 'EPPIN', 'DNMT3L', 'PRAMEF14', 'MUC2', 'MTVR2', 'LRRC30', 'SPATA31C1', 'MAGEA1', 'ADAM29', 'TRIM48', 'OR52N5', 'CXADRP2', 'BPIFB3', 'DUSP21', 'OR2T10', 'FAM205A', 'SLC32A1', 'DMP1', 'FOXD4L3', 'PPIAL4E', 'MMP23A', 'PSKH2', 'BTN1A1', 'OR5C1', 'C6ORF10', 'ACER1', 'NKAIN3', 'AATK-AS1', 'SPINK1', 'IFNA14', 'MORC1', 'TRIM75P', 'LOC647859', 'TTTY2', 'TMIGD1', 'SPOCK3', 'CHRNB3', 'BET1P1', 'GCSAML-AS1', 'CSNK1A1P1', 'OR2A2', 'SCARNA8', 'FAM19A4', 'ADGRG7', 'KRTAP4-3', 'OR9G4', 'TMEM72', 'CRYGC', 'PAGE5', 'ODAM', 'OR1S2', 'KRTAP1-5', 'REC114', 'KRTAP1-1', 'TREML4', 'IQCF6', 'TMEM14E', 'KRTAP12-2', 'PPY2P', 'ZFY', 'TSPAN19', 'IQCJ', 'KRT83', 'RFX6', 'PLA2G12B', 'DMRTC1', 'SNORD115-26', 'OR6C4', 'COL6A4P1', 'DCT', 'VWC2L', 'SH2D7', 'HCRTR1', 'NUTM1', 'OR52A5', 'KRT3', 'TPTE', 'REG4', 'AADACL3', 'OR2G6', 'CT47A1', 'CLEC4G', 'OR6S1', 'SNORA16B', 'CGB5', 'BTF3P11', 'SPATA3', 'MAGEA5', 'LINC01020', 'SPDYC', 'KLRC4', 'S100G', 'KRTAP11-1', 'RAPGEF4-AS1', 'LOC400736', 'NF1P2', 'NXPE1', 'KRT85', 'FRMPD4', 'TSGA13', 'RPE65', 'TRPV5', 'LOC100129935', 'ANKRD34C', 'EPB42', 'CA6', 'OR2F1', 'APCS', 'CHIAP2', 'FOXG1', 'KCNJ16', 'ASB15', 'IHH', 'AKR1D1', 'OACYLP', 'GNAS-AS1', 'KRT74', 'KRTAP3-2', 'LOC400940', 'SDR16C6P', 'B3GNT6', 'IFNL1', 'PCGEM1', 'MAGEA12', 'POTEH', 'COX7B2', 'TCP10L2', 'CPA2', 'LINC00303', 'C2ORF27B', 'MAGEB3', 'PCP4', 'DEFB126', 'GFI1B', 'CTRB1', 'C1ORF146', 'UGT1A4', 'CNGA2', 'SLC22A10', 'DISC2', 'SPANXA2', 'INSM2', 'MTNR1B', 'LY6G6D', 'C15ORF32', 'TSPEAR-AS2', 'PRR32', 'TMPRSS11F', 'PRSS48', 'FAM24A', 'GABRR3', 'OR2A12', 'GML', 'TMEM132D', 'LINC00113', 'RNASE8', 'HIST2H2AB', 'ZSCAN10', 'LINC01591', 'NKX6-2', 'ABRA', 'GLTPD2', 'SNORA72', 'OR6B1', 'WFDC8', 'FBXW12', 'LINC00691', 'MOS', 'LOC284661', 'TRIM55', 'LINC01142', 'OR4A16', 'RBM46', 'TLX3', 'HYPM', 'TAAR9', 'OR4D10', 'CNTNAP4', 'CABS1', 'PRAMEF16', 'VWA5B1', 'CRYGB', 'SNORA2B', 'LINC00452', 'GCG', 'SNORA27', 'CFC1B', 'SCGB3A2', 'PRAMEF5', 'FAM170A', 'OR51T1', 'CGB2', 'GSC2', 'HIST1H3A', 'CCK', 'LRRTM1', 'AGXT2', 'ADRB3', 'AIRE', 'GSTA5', 'OR4D5', 'OR10AD1', 'DUXA', 'MCF2', 'KRTAP12-1', 'MS4A10', 'RPL3L', 'LOC643923', 'AADAC', 'DEFB123', 'OR5B17', 'SERPINB3', 'ANKRD20A20P', 'SNCB', 'MYF5', 'HMSD', 'MT1B', 'CST9L', 'EPGN', 'ZG16', 'SNORD15B', 'TRIM15', 'RHAG', 'GABRB1', 'CLRN1', 'TBC1D3P2', 'ART1', 'OR4D1', 'PRLHR', 'KRTAP10-11', 'GRK1', 'HYMAI', 'MYADML', 'BANF2', 'USP50', 'B3GALT1', 'NPSR1-AS1', 'HRK', 'INS-IGF2', 'NHLH2', 'PABPC1L2A', 'SLC5A2', 'FAM47C', 'TRIM49', 'OR5T2', 'CEACAM22P', 'AQP2', 'MMD2', 'APOA5', 'PACRG-AS1', 'UTS2R', 'PRSS57', 'LINC00523', 'SPINK14', 'MYH7', 'WFDC6', 'INS', 'IGFBP1', 'FAM19A1', 'IFNB1', 'TAS2R42', 'INSC', 'MUC13', 'KRTAP12-3', 'SLCO1B7', 'GHSR', 'CYP1A2', 'C1ORF140', 'SPINT3', 'TNFSF18', 'KLK9', 'STATH', 'KCNB2', 'FLJ25758', 'LINC00202-2', 'MAS1L', 'IFNL2', 'FOXR1', 'SNORA16A', 'IL31', 'MAGEA11', 'TNP2', 'LOC392196', 'SNORA68', 'SLITRK1', 'LOC285629', 'FAM138D', 'FAM138B', 'AMER3', 'F2', 'NPSR1', 'MRGPRX1', 'TAS2R13', 'CTRB2', 'LOC100130417', 'VCX3A', 'ACTR3BP2', 'FAM9B', 'LINC01105', 'KCNK18', 'CLEC4M', 'NMUR2', 'GOLGA2P6', 'ALAS2', 'OR52W1', 'OR52K2', 'ZNF735', 'OR7D4', 'OR10G8', 'SLC5A8', 'OR52N2', 'SFTPB', 'PSG4', 'AKR1C8P', 'SLC10A1', 'C3ORF30', 'CALHM3', 'PASD1', 'OR5H14', 'AWAT1', 'HIST1H3B', 'RNF151', 'OR5K1', 'OR6B2', 'ADCYAP1R1', 'OR52K1', 'CACNG3', 'SHH', 'CCER1', 'OTC', 'OR51B5', 'OR8G2', 'C4ORF50', 'HGC6.3', 'SDC4P', 'OR8H2', 'OR3A2', 'SHD', 'PDX1', 'ERC2-IT1', 'HAO1', 'KRTAP21-2', 'OR4C16', 'CLCA3P', 'VPREB1', 'LINC00052', 'SERPINA7', 'PRLH', 'TSNAX-DISC1', 'SKINTL', 'DSCR10', 'TSPAN16', 'LINC00597', 'CHRNA9', 'HTR1B', 'TMEM8C', 'PRAC1', 'HAVCR1', 'SLC38A8', 'LEUTX', 'F11', 'OR4X2', 'HNRNPCL1', 'FMO9P', 'C7ORF57', 'GPR61', 'NEUROG3', 'AHSG', 'PSG11', 'KRTAP7-1', 'GPHA2', 'DACH2', 'HSD52', 'BRINP3', 'ACSM2B', 'B4GALNT2', 'CALR3', 'SPATA45', 'PPAN-P2RY11', 'SLC4A9', 'POU4F2', 'UGT2B28', 'KRT32', 'SLC25A3P1', 'CCDC63', 'HS3ST4', 'NXNL1', 'SLC9C1', 'GOLGA6L1', 'CPNE6', 'RNF222', 'CELP', 'SSX2', 'ACTBL2', 'VGLL2', 'HPSE2', 'CD1B', 'CLRN1-AS1', 'KRTAP10-7', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0016678089051440637
		RMSE:  0.3594357673583712
		NRMSE:  0.1765314902796381
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02548752338232485
		RMSE:  0.4223734458481898
		NRMSE:  0.15794680397441796
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  1.598009787385147e-15
		NRMSE:  7.848385577256259e-16
		MAPE:  4.946639197209981e-12
		Pearson Correlation:  0.032507220630100114
		Spearman Correlation:  0.045319823588638064
		Coefficient of Determination:  -2.889063777263963
		RMSE:  0.8225341706599477
		NRMSE:  0.30758714756462713
		MAPE:  3182.7404821354226

	Predictor:  ElasticNet
		Pearson Correlation:  0.822498250730782
		Spearman Correlation:  0.7909118454977829
		Coefficient of Determination:  0.5886052305662661
		RMSE:  0.2303503178538443
		NRMSE:  0.11313310635717512
		MAPE:  616.299952570352
		Pearson Correlation:  0.1328955230887045
		Spearman Correlation:  0.09490155101885334
		Coefficient of Determination:  -0.13358863079862648
		RMSE:  0.4440778964329012
		NRMSE:  0.16606319631767147
		MAPE:  1975.3830869363892

	Predictor:  RandomForests
		Pearson Correlation:  0.655660247248159
		Spearman Correlation:  0.5473302753382336
		Coefficient of Determination:  0.17057607802484698
		RMSE:  0.3270752722156201
		NRMSE:  0.1606381180765287
		MAPE:  263.1820126614958
		Pearson Correlation:  0.11282257403463297
		Spearman Correlation:  0.15266792936074583
		Coefficient of Determination:  -0.002600082728653863
		RMSE:  0.41763345821822245
		NRMSE:  0.1561742827508638
		MAPE:  277.11260515386687

Protein:  CDH3
x_train_column_count:  1007
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'OR2W1', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'OR8K3', 'MS4A5', 'CTSL3P', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'DEFB127', 'FGF22', 'MRGPRG-AS1', 'SMCP', 'OR52A1', 'MROH5', 'FAM150A', 'REXO1L6P', 'SNORA36A', 'HNF1B', 'FAM92A1P2', 'LHX3', 'CHAT', 'OR7G3', 'CTXN3', 'HES3', 'CT47A2', 'SLC18A3', 'TBC1D21', 'OR8I2', 'AMBN', 'SNAR-I', 'SNAR-E', 'DEFB113', 'FAM41AY1', 'C11ORF40', 'SNORA58', 'OR51A2', 'FLG2', 'BSX', 'TMPRSS11B', 'GJA10', 'NR0B1', 'CSN2', 'DEFB119', 'SMR3B', 'GJA8', 'HHLA1', 'SNORD8', 'TAAR8', 'GUCA1C', 'BARHL1', 'SNAR-A13', 'LINC01548', 'LCE1F', 'ATP4B', 'SPRR2G', 'GSX2', 'C17ORF102', 'TTTY21', 'LELP1', 'LRTM1', 'LCE2A', 'SNORA5B', 'CT47B1', 'GYPA', 'TYR', 'SLC28A2', 'KRTAP4-11', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CCDC38', 'CPN1', 'FGF6', 'CLC', 'CEACAM20', 'PROL1', 'ESX1', 'FXYD4', 'OR8U1', 'ASB18', 'FAM224B', 'PSMB11', 'IL37', 'ZNF536', 'SPANXN4', 'TMEM247', 'CA5A', 'GNAT3', 'ZNRF4', 'OR2B3', 'ZNF804B', 'OR2T12', 'LINC00326', 'ANXA8L1', 'OR13C9', 'OR7C2', 'FNDC7', 'OR7G1', 'OR6C76', 'GLRA4', 'ST8SIA3', 'OR7G2', 'OR5K3', 'C12ORF40', 'CT47A7', 'CT47A6', 'PAQR9', 'KRTAP6-2', 'OR4M2', 'LINC00671', 'H1FOO', 'OR8H1', 'OR2AE1', 'PGM5-AS1', 'CD300LD', 'MAGEA10', 'HAO2', 'APOA2', 'SPIC', 'TSPYL6', 'OR2M2', 'OR8A1', 'SNORA55', 'AHSP', 'DPRX', 'KRT78', 'DEFB128', 'SCP2D1', 'OLIG2', 'OR6T1', 'SNORD115-7', 'EIF1AY', 'FGF4', 'SLC6A19', 'OR4S2', 'LOC440040', 'TEX36-AS1', 'PLCZ1', 'CST13P', 'LINC00314', 'ZPBP', 'CDKL4', 'KRTAP1-3', 'HYALP1', 'LYPD8', 'PSG8', 'HTR3B', 'IFNA21', 'OR2C3', 'CD5L', 'PSG1', 'OR4B1', 'KRTDAP', 'OR10G4', 'GNAT1', 'OC90', 'OR4A47', 'RSPH6A', 'TMEM196', 'CCL15-CCL14', 'SEC14L3', 'IL13', 'GOT1L1', 'PLSCR5', 'CFHR2', 'OR6C2', 'SPRR4', 'HBM', 'SOST', 'FAM25BP', 'OR52H1', 'DDI1', 'SSX6', 'SCARNA22', 'ASB11', 'SCARNA4', 'TEX13B', 'KRTAP19-5', 'SNORA24', 'KRT2', 'OR8B8', 'ASB10', 'C1ORF105', 'GPR50', 'LILRP2', 'SNORA28', 'TAGLN3', 'SNORA22', 'GJD2', 'VSTM2B', 'LRRC7', 'ARG1', 'TFAMP1', 'SLCO1A2', 'FAM71A', 'GABRA1', 'SPAM1', 'NMS', 'OR1M1', 'CABP5', 'NCOR1P1', 'CIB4', 'OR4D11', 'TMEM179', 'OR2L2', 'OLIG3', 'URAD', 'H1FNT', 'IGFL4', 'LGALS14', 'HIST1H4G', 'SPATA31A3', 'GLYCAM1', 'SNORA20', 'IFNA16', 'OR11L1', 'DAZL', 'CLCA1', 'OR2T34', 'SCARNA14', 'DEFB109P1', 'OR5AN1', 'RAB9BP1', 'TXLNGY', 'BTNL3', 'F9', 'FAM183CP', 'LINC00111', 'KCNU1', 'LOC727924', 'CXORF51A', 'OR2M3', 'OR10T2', 'OR1S1', 'SOX1', 'SNORD15A', 'HBG1', 'OR10V1', 'FGF23', 'MS4A6E', 'WFDC5', 'GPR151', 'PRM3', 'SCGB1C1', 'CLEC6A', 'PRSS3P2', 'ASAP1-IT1', 'PPY', 'DNAJB8', 'CT47A11', 'TMEM252', 'OR10A5', 'MAGEB10', 'OR8S1', 'PSG7', 'SUN3', 'SPRR1B', 'PRAMEF8', 'CELA2B', 'PLA2G2F', 'CRYAA', 'KLHL40', 'OR2AG1', 'MC2R', 'USP26', 'HIST1H4F', 'DMBT1P1', 'OR8G5', 'OR10K1', 'NPPC', 'PSAPL1', 'SNORD89', 'SLC5A7', 'C1ORF87', 'ALOX12B', 'TUSC7', 'HBBP1', 'LOC391003', 'C15ORF43', 'SFTA3', 'CAPZA3', 'XAGE5', 'LOC391343', 'LINC00636', 'TBC1D28', 'KRT39', 'C20ORF173', 'C22ORF42', 'BMP10', 'SNORA34', 'IFITM5', 'SNORA70B', 'OR4S1', 'PIWIL3', 'C4ORF51', 'TAS2R60', 'CCKBR', 'OR5B2', 'CASC8', 'IQCF2', 'ARR3', 'KRTAP19-1', 'PROKR1', 'FMR1NB', 'NXF2B', 'ARHGAP36', 'P2RX3', 'TTTY15', 'OPN1MW', 'PPBPP1', 'CHODL-AS1', 'PF4', 'KHDC1L', 'LYZL6', 'TEX33', 'OR1B1', 'HBD', 'FAM153C', 'TKTL2', 'ANKRD18DP', 'MYBPHL', 'AKAP14', 'EDDM3A', 'SYT10', 'ACOT12', 'GAGE1', 'C11ORF94', 'CSH2', 'SERPINB4', 'BRDTP1', 'LGI3', 'PRB1', 'SNORA54', 'PRAP1', 'SNORA51', 'OR10S1', 'SFTPC', 'OTP', 'IGF2BP2-AS1', 'SPACA7', 'KCNQ1DN', 'DMRT1', 'YWHAEP7', 'CYP3A4', 'PRSS1', 'ZAR1L', 'C17ORF64', 'GAGE2D', 'FBP2', 'IFNA13', 'KRTAP19-3', 'SLC13A1', 'LHX9', 'CYP2W1', 'LINC00469', 'LOC646813', 'FOXE1', 'C9ORF135', 'OR4K2', 'OTOL1', 'HPD', 'OLIG1', 'PLET1', 'LCNL1', 'CRLF2', 'NEU2', 'GABRG3', 'FCAMR', 'CCDC166', 'SVOP', 'FERD3L', 'FDCSP', 'HAND1', 'NPHS2', 'GH1', 'FAM71C', 'C3ORF49', 'USP17L6P', 'XKR7', 'LINC01101', 'FAM27L', 'VRTN', 'SATB2-AS1', 'SCARNA20', 'CNTNAP5', 'ZFAT-AS1', 'ACSM2A', 'OLAH', 'PTF1A', 'C17ORF78', 'PRDM14', 'HOXC12', 'DNAJC5G', 'LCE1D', 'FMO6P', 'PISRT1', 'TMEM207', 'LINC00696', 'GDNF', 'OR13H1', 'CRNN', 'OR51I2', 'AVPR1B', 'CLDN22', 'SPANXN1', 'ZNF479', 'OR5H6', 'LPO', 'FGA', 'OR6M1', 'PRKAG3', 'OR4D6', 'OR7E24', 'CELA2A', 'IL26', 'HFE2', 'UCMA', 'SCGB1A1', 'OR1L1', 'PWRN2', 'SCN1A', 'MYBPC2', 'FTMT', 'BARHL2', 'OPRD1', 'GYS2', 'IVL', 'OR1K1', 'DEFB110', 'ADAM18', 'EPS8L3', 'CCKAR', 'LOC285627', 'HBZ', 'SLC1A6', 'KRTAP21-1', 'CER1', 'SBSN', 'GABRA6', 'LOC729609', 'PRG1', 'SERPINI2', 'CPLX3', 'FAM27B', 'LMNTD1', 'TFF2', 'CT45A1', 'OR4C12', 'OR4D2', 'SCARNA11', 'POM121L2', 'OR56B1', 'NKX2-1', 'CLCA4', 'HBG2', 'LINC00488', 'SNORA59B', 'OR8D4', 'CYP7A1', 'FOXN3-AS2', 'GBX2', 'GAGE2B', 'LINC00608', 'CGB8', 'OR2M4', 'OR52A4P', 'DRGX', 'HTR3E', 'SNORA38B', 'ANP32D', 'LYZL1', 'CCL24', 'HTR5A', 'SLITRK3', 'YIPF7', 'TSPY1', 'SLC25A31', 'RAX', 'ALLC', 'SYCN', 'SNORA44', 'TARM1', 'HMHB1', 'SLC35G3', 'TMEM88B', 'OR6C74', 'ALX4', 'SPACA3', 'LINC00923', 'A1CF', 'OR6F1', 'CD200R1L', 'SLC51B', 'TSPY2', 'FRMPD2B', 'OR9A2', 'KRT13', 'SNORD94', 'TSKS', 'OR8J3', 'NPBWR2', 'ARL5C', 'OR2T29', 'DYDC1', 'GDPD2', 'ARID3C', 'LINC00602', 'NKX2-6', 'LINC00934', 'OR11H4', 'GOLGA8EP', 'OR13C3', 'PLG', 'TRHR', 'LINC00895', 'MAP3K15', 'MAGEA9B', 'ITLN2', 'POU6F2', 'SRY', 'RAX2', 'OR1N1', 'LINC00575', 'SSX5', 'SNORA37', 'TPTE2', 'CNTN5', 'TCERG1L', 'DPPA2', 'NTS', 'ADGRG4', 'ZIM3', 'BMP15', 'ZCCHC13', 'POTED', 'MUSK', 'SNORA71A', 'KIR3DL3', 'LINC00304', 'KCNK4', 'GRIN2B', 'APOC3', 'IQCF3', 'C2ORF83', 'MYH1', 'C18ORF42', 'TRPM1', 'GPR22', 'IL36RN', 'ALPPL2', 'GAGE2C', 'GAGE12F', 'KCNMB2', 'SNORD116-19', 'TPD52L3', 'OR2L8', 'C20ORF166-AS1', 'NLRP8', 'SNORA74A', 'SNORA76C', 'OR2A14', 'OR4F15', 'CFHR4', 'OR2AT4', 'OR11H6', 'SPANXN3', 'CPLX4', 'SOX3', 'FAM170B', 'DAOA', 'CYP2C18', 'LINC01312', 'CSN3', 'EDDM3B', 'GUCA2B', 'ITIH1', 'USH1C', 'F13B', 'ZNF705A', 'FFAR1', 'GPR52', 'SYCP1', 'ARSF', 'EPPIN', 'DNMT3L', 'PRAMEF14', 'MUC2', 'MTVR2', 'LRRC30', 'SPATA31C1', 'MAGEA1', 'ADAM29', 'TRIM48', 'OR52N5', 'CXADRP2', 'BPIFB3', 'DUSP21', 'OR2T10', 'FAM205A', 'SLC32A1', 'DMP1', 'FOXD4L3', 'PPIAL4E', 'MMP23A', 'PSKH2', 'BTN1A1', 'OR5C1', 'C6ORF10', 'ACER1', 'NKAIN3', 'AATK-AS1', 'SPINK1', 'IFNA14', 'MORC1', 'TRIM75P', 'LOC647859', 'TTTY2', 'TMIGD1', 'SPOCK3', 'CHRNB3', 'BET1P1', 'GCSAML-AS1', 'CSNK1A1P1', 'OR2A2', 'SCARNA8', 'FAM19A4', 'ADGRG7', 'KRTAP4-3', 'OR9G4', 'TMEM72', 'CRYGC', 'PAGE5', 'ODAM', 'OR1S2', 'KRTAP1-5', 'REC114', 'KRTAP1-1', 'TREML4', 'IQCF6', 'TMEM14E', 'KRTAP12-2', 'PPY2P', 'ZFY', 'TSPAN19', 'IQCJ', 'KRT83', 'RFX6', 'PLA2G12B', 'DMRTC1', 'SNORD115-26', 'OR6C4', 'COL6A4P1', 'DCT', 'VWC2L', 'SH2D7', 'HCRTR1', 'NUTM1', 'OR52A5', 'KRT3', 'TPTE', 'REG4', 'AADACL3', 'OR2G6', 'CT47A1', 'CLEC4G', 'OR6S1', 'SNORA16B', 'CGB5', 'BTF3P11', 'SPATA3', 'MAGEA5', 'LINC01020', 'SPDYC', 'KLRC4', 'S100G', 'KRTAP11-1', 'RAPGEF4-AS1', 'LOC400736', 'NF1P2', 'NXPE1', 'KRT85', 'FRMPD4', 'TSGA13', 'RPE65', 'TRPV5', 'LOC100129935', 'ANKRD34C', 'EPB42', 'CA6', 'OR2F1', 'APCS', 'CHIAP2', 'FOXG1', 'KCNJ16', 'ASB15', 'IHH', 'AKR1D1', 'OACYLP', 'GNAS-AS1', 'KRT74', 'KRTAP3-2', 'LOC400940', 'SDR16C6P', 'B3GNT6', 'IFNL1', 'PCGEM1', 'MAGEA12', 'POTEH', 'COX7B2', 'TCP10L2', 'CPA2', 'LINC00303', 'C2ORF27B', 'MAGEB3', 'PCP4', 'DEFB126', 'GFI1B', 'CTRB1', 'C1ORF146', 'UGT1A4', 'CNGA2', 'SLC22A10', 'DISC2', 'SPANXA2', 'INSM2', 'MTNR1B', 'LY6G6D', 'C15ORF32', 'TSPEAR-AS2', 'PRR32', 'TMPRSS11F', 'PRSS48', 'FAM24A', 'GABRR3', 'OR2A12', 'GML', 'TMEM132D', 'LINC00113', 'RNASE8', 'HIST2H2AB', 'ZSCAN10', 'LINC01591', 'NKX6-2', 'ABRA', 'GLTPD2', 'SNORA72', 'OR6B1', 'WFDC8', 'FBXW12', 'LINC00691', 'MOS', 'LOC284661', 'TRIM55', 'LINC01142', 'OR4A16', 'RBM46', 'TLX3', 'HYPM', 'TAAR9', 'OR4D10', 'CNTNAP4', 'CABS1', 'PRAMEF16', 'VWA5B1', 'CRYGB', 'SNORA2B', 'LINC00452', 'GCG', 'SNORA27', 'CFC1B', 'SCGB3A2', 'PRAMEF5', 'FAM170A', 'OR51T1', 'CGB2', 'GSC2', 'HIST1H3A', 'CCK', 'LRRTM1', 'AGXT2', 'ADRB3', 'AIRE', 'GSTA5', 'OR4D5', 'OR10AD1', 'DUXA', 'MCF2', 'KRTAP12-1', 'MS4A10', 'RPL3L', 'LOC643923', 'AADAC', 'DEFB123', 'OR5B17', 'SERPINB3', 'ANKRD20A20P', 'SNCB', 'MYF5', 'HMSD', 'MT1B', 'CST9L', 'EPGN', 'ZG16', 'SNORD15B', 'TRIM15', 'RHAG', 'GABRB1', 'CLRN1', 'TBC1D3P2', 'ART1', 'OR4D1', 'PRLHR', 'KRTAP10-11', 'GRK1', 'HYMAI', 'MYADML', 'BANF2', 'USP50', 'B3GALT1', 'NPSR1-AS1', 'HRK', 'INS-IGF2', 'NHLH2', 'PABPC1L2A', 'SLC5A2', 'FAM47C', 'TRIM49', 'OR5T2', 'CEACAM22P', 'AQP2', 'MMD2', 'APOA5', 'PACRG-AS1', 'UTS2R', 'PRSS57', 'LINC00523', 'SPINK14', 'MYH7', 'WFDC6', 'INS', 'IGFBP1', 'FAM19A1', 'IFNB1', 'TAS2R42', 'INSC', 'MUC13', 'KRTAP12-3', 'SLCO1B7', 'GHSR', 'CYP1A2', 'C1ORF140', 'SPINT3', 'TNFSF18', 'KLK9', 'STATH', 'KCNB2', 'FLJ25758', 'LINC00202-2', 'MAS1L', 'IFNL2', 'FOXR1', 'SNORA16A', 'IL31', 'MAGEA11', 'TNP2', 'LOC392196', 'SNORA68', 'SLITRK1', 'LOC285629', 'FAM138D', 'FAM138B', 'AMER3', 'F2', 'NPSR1', 'MRGPRX1', 'TAS2R13', 'CTRB2', 'LOC100130417', 'VCX3A', 'ACTR3BP2', 'FAM9B', 'LINC01105', 'KCNK18', 'CLEC4M', 'NMUR2', 'GOLGA2P6', 'ALAS2', 'OR52W1', 'OR52K2', 'ZNF735', 'OR7D4', 'OR10G8', 'SLC5A8', 'OR52N2', 'SFTPB', 'PSG4', 'AKR1C8P', 'SLC10A1', 'C3ORF30', 'CALHM3', 'PASD1', 'OR5H14', 'AWAT1', 'HIST1H3B', 'RNF151', 'OR5K1', 'OR6B2', 'ADCYAP1R1', 'OR52K1', 'CACNG3', 'SHH', 'CCER1', 'OTC', 'OR51B5', 'OR8G2', 'C4ORF50', 'HGC6.3', 'SDC4P', 'OR8H2', 'OR3A2', 'SHD', 'PDX1', 'ERC2-IT1', 'HAO1', 'KRTAP21-2', 'OR4C16', 'CLCA3P', 'VPREB1', 'LINC00052', 'SERPINA7', 'PRLH', 'TSNAX-DISC1', 'SKINTL', 'DSCR10', 'TSPAN16', 'LINC00597', 'CHRNA9', 'HTR1B', 'TMEM8C', 'PRAC1', 'HAVCR1', 'SLC38A8', 'LEUTX', 'F11', 'OR4X2', 'HNRNPCL1', 'FMO9P', 'C7ORF57', 'GPR61', 'NEUROG3', 'AHSG', 'PSG11', 'KRTAP7-1', 'GPHA2', 'DACH2', 'HSD52', 'BRINP3', 'ACSM2B', 'B4GALNT2', 'CALR3', 'SPATA45', 'PPAN-P2RY11', 'SLC4A9', 'POU4F2', 'UGT2B28', 'KRT32', 'SLC25A3P1', 'CCDC63', 'HS3ST4', 'NXNL1', 'SLC9C1', 'GOLGA6L1', 'CPNE6', 'RNF222', 'CELP', 'SSX2', 'ACTBL2', 'VGLL2', 'HPSE2', 'CD1B', 'CLRN1-AS1', 'KRTAP10-7', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011481892643820935
		RMSE:  0.2038847376288621
		NRMSE:  0.14304087222095618
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026977014897064944
		RMSE:  0.22369326249691865
		NRMSE:  0.20181818899206835
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  8.994368313584958e-16
		NRMSE:  6.310243246327215e-16
		MAPE:  4.8509490723393105e-12
		Pearson Correlation:  0.02990583968954857
		Spearman Correlation:  0.11927580144390827
		Coefficient of Determination:  -6.377664745208778
		RMSE:  0.6067745432440906
		NRMSE:  0.5474377640037267
		MAPE:  1055.3244156716096

	Predictor:  ElasticNet
		Pearson Correlation:  0.7159591191618778
		Spearman Correlation:  0.647352387145902
		Coefficient of Determination:  0.44254331020081483
		RMSE:  0.15213918987350974
		NRMSE:  0.10673737853841117
		MAPE:  372.1239450745753
		Pearson Correlation:  0.4248909309083557
		Spearman Correlation:  0.41054127856955824
		Coefficient of Determination:  0.1496894269208633
		RMSE:  0.2059950021082047
		NRMSE:  0.18585065013957605
		MAPE:  152.0127771056086

	Predictor:  RandomForests
		Pearson Correlation:  0.6037267338815119
		Spearman Correlation:  0.5708233050185336
		Coefficient of Determination:  0.2679105110410972
		RMSE:  0.17434826073003998
		NRMSE:  0.12231875507243081
		MAPE:  347.9073691676928
		Pearson Correlation:  0.4529099130297428
		Spearman Correlation:  0.4839237396975025
		Coefficient of Determination:  0.15496019527607174
		RMSE:  0.20535556532239282
		NRMSE:  0.18527374418967404
		MAPE:  160.1663924575447

Protein:  PTEN
x_train_column_count:  1007
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'OR2W1', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'OR8K3', 'MS4A5', 'CTSL3P', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'DEFB127', 'FGF22', 'MRGPRG-AS1', 'SMCP', 'OR52A1', 'MROH5', 'FAM150A', 'REXO1L6P', 'SNORA36A', 'HNF1B', 'FAM92A1P2', 'LHX3', 'CHAT', 'OR7G3', 'CTXN3', 'HES3', 'CT47A2', 'SLC18A3', 'TBC1D21', 'OR8I2', 'AMBN', 'SNAR-I', 'SNAR-E', 'DEFB113', 'FAM41AY1', 'C11ORF40', 'SNORA58', 'OR51A2', 'FLG2', 'BSX', 'TMPRSS11B', 'GJA10', 'NR0B1', 'CSN2', 'DEFB119', 'SMR3B', 'GJA8', 'HHLA1', 'SNORD8', 'TAAR8', 'GUCA1C', 'BARHL1', 'SNAR-A13', 'LINC01548', 'LCE1F', 'ATP4B', 'SPRR2G', 'GSX2', 'C17ORF102', 'TTTY21', 'LELP1', 'LRTM1', 'LCE2A', 'SNORA5B', 'CT47B1', 'GYPA', 'TYR', 'SLC28A2', 'KRTAP4-11', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CCDC38', 'CPN1', 'FGF6', 'CLC', 'CEACAM20', 'PROL1', 'ESX1', 'FXYD4', 'OR8U1', 'ASB18', 'FAM224B', 'PSMB11', 'IL37', 'ZNF536', 'SPANXN4', 'TMEM247', 'CA5A', 'GNAT3', 'ZNRF4', 'OR2B3', 'ZNF804B', 'OR2T12', 'LINC00326', 'ANXA8L1', 'OR13C9', 'OR7C2', 'FNDC7', 'OR7G1', 'OR6C76', 'GLRA4', 'ST8SIA3', 'OR7G2', 'OR5K3', 'C12ORF40', 'CT47A7', 'CT47A6', 'PAQR9', 'KRTAP6-2', 'OR4M2', 'LINC00671', 'H1FOO', 'OR8H1', 'OR2AE1', 'PGM5-AS1', 'CD300LD', 'MAGEA10', 'HAO2', 'APOA2', 'SPIC', 'TSPYL6', 'OR2M2', 'OR8A1', 'SNORA55', 'AHSP', 'DPRX', 'KRT78', 'DEFB128', 'SCP2D1', 'OLIG2', 'OR6T1', 'SNORD115-7', 'EIF1AY', 'FGF4', 'SLC6A19', 'OR4S2', 'LOC440040', 'TEX36-AS1', 'PLCZ1', 'CST13P', 'LINC00314', 'ZPBP', 'CDKL4', 'KRTAP1-3', 'HYALP1', 'LYPD8', 'PSG8', 'HTR3B', 'IFNA21', 'OR2C3', 'CD5L', 'PSG1', 'OR4B1', 'KRTDAP', 'OR10G4', 'GNAT1', 'OC90', 'OR4A47', 'RSPH6A', 'TMEM196', 'CCL15-CCL14', 'SEC14L3', 'IL13', 'GOT1L1', 'PLSCR5', 'CFHR2', 'OR6C2', 'SPRR4', 'HBM', 'SOST', 'FAM25BP', 'OR52H1', 'DDI1', 'SSX6', 'SCARNA22', 'ASB11', 'SCARNA4', 'TEX13B', 'KRTAP19-5', 'SNORA24', 'KRT2', 'OR8B8', 'ASB10', 'C1ORF105', 'GPR50', 'LILRP2', 'SNORA28', 'TAGLN3', 'SNORA22', 'GJD2', 'VSTM2B', 'LRRC7', 'ARG1', 'TFAMP1', 'SLCO1A2', 'FAM71A', 'GABRA1', 'SPAM1', 'NMS', 'OR1M1', 'CABP5', 'NCOR1P1', 'CIB4', 'OR4D11', 'TMEM179', 'OR2L2', 'OLIG3', 'URAD', 'H1FNT', 'IGFL4', 'LGALS14', 'HIST1H4G', 'SPATA31A3', 'GLYCAM1', 'SNORA20', 'IFNA16', 'OR11L1', 'DAZL', 'CLCA1', 'OR2T34', 'SCARNA14', 'DEFB109P1', 'OR5AN1', 'RAB9BP1', 'TXLNGY', 'BTNL3', 'F9', 'FAM183CP', 'LINC00111', 'KCNU1', 'LOC727924', 'CXORF51A', 'OR2M3', 'OR10T2', 'OR1S1', 'SOX1', 'SNORD15A', 'HBG1', 'OR10V1', 'FGF23', 'MS4A6E', 'WFDC5', 'GPR151', 'PRM3', 'SCGB1C1', 'CLEC6A', 'PRSS3P2', 'ASAP1-IT1', 'PPY', 'DNAJB8', 'CT47A11', 'TMEM252', 'OR10A5', 'MAGEB10', 'OR8S1', 'PSG7', 'SUN3', 'SPRR1B', 'PRAMEF8', 'CELA2B', 'PLA2G2F', 'CRYAA', 'KLHL40', 'OR2AG1', 'MC2R', 'USP26', 'HIST1H4F', 'DMBT1P1', 'OR8G5', 'OR10K1', 'NPPC', 'PSAPL1', 'SNORD89', 'SLC5A7', 'C1ORF87', 'ALOX12B', 'TUSC7', 'HBBP1', 'LOC391003', 'C15ORF43', 'SFTA3', 'CAPZA3', 'XAGE5', 'LOC391343', 'LINC00636', 'TBC1D28', 'KRT39', 'C20ORF173', 'C22ORF42', 'BMP10', 'SNORA34', 'IFITM5', 'SNORA70B', 'OR4S1', 'PIWIL3', 'C4ORF51', 'TAS2R60', 'CCKBR', 'OR5B2', 'CASC8', 'IQCF2', 'ARR3', 'KRTAP19-1', 'PROKR1', 'FMR1NB', 'NXF2B', 'ARHGAP36', 'P2RX3', 'TTTY15', 'OPN1MW', 'PPBPP1', 'CHODL-AS1', 'PF4', 'KHDC1L', 'LYZL6', 'TEX33', 'OR1B1', 'HBD', 'FAM153C', 'TKTL2', 'ANKRD18DP', 'MYBPHL', 'AKAP14', 'EDDM3A', 'SYT10', 'ACOT12', 'GAGE1', 'C11ORF94', 'CSH2', 'SERPINB4', 'BRDTP1', 'LGI3', 'PRB1', 'SNORA54', 'PRAP1', 'SNORA51', 'OR10S1', 'SFTPC', 'OTP', 'IGF2BP2-AS1', 'SPACA7', 'KCNQ1DN', 'DMRT1', 'YWHAEP7', 'CYP3A4', 'PRSS1', 'ZAR1L', 'C17ORF64', 'GAGE2D', 'FBP2', 'IFNA13', 'KRTAP19-3', 'SLC13A1', 'LHX9', 'CYP2W1', 'LINC00469', 'LOC646813', 'FOXE1', 'C9ORF135', 'OR4K2', 'OTOL1', 'HPD', 'OLIG1', 'PLET1', 'LCNL1', 'CRLF2', 'NEU2', 'GABRG3', 'FCAMR', 'CCDC166', 'SVOP', 'FERD3L', 'FDCSP', 'HAND1', 'NPHS2', 'GH1', 'FAM71C', 'C3ORF49', 'USP17L6P', 'XKR7', 'LINC01101', 'FAM27L', 'VRTN', 'SATB2-AS1', 'SCARNA20', 'CNTNAP5', 'ZFAT-AS1', 'ACSM2A', 'OLAH', 'PTF1A', 'C17ORF78', 'PRDM14', 'HOXC12', 'DNAJC5G', 'LCE1D', 'FMO6P', 'PISRT1', 'TMEM207', 'LINC00696', 'GDNF', 'OR13H1', 'CRNN', 'OR51I2', 'AVPR1B', 'CLDN22', 'SPANXN1', 'ZNF479', 'OR5H6', 'LPO', 'FGA', 'OR6M1', 'PRKAG3', 'OR4D6', 'OR7E24', 'CELA2A', 'IL26', 'HFE2', 'UCMA', 'SCGB1A1', 'OR1L1', 'PWRN2', 'SCN1A', 'MYBPC2', 'FTMT', 'BARHL2', 'OPRD1', 'GYS2', 'IVL', 'OR1K1', 'DEFB110', 'ADAM18', 'EPS8L3', 'CCKAR', 'LOC285627', 'HBZ', 'SLC1A6', 'KRTAP21-1', 'CER1', 'SBSN', 'GABRA6', 'LOC729609', 'PRG1', 'SERPINI2', 'CPLX3', 'FAM27B', 'LMNTD1', 'TFF2', 'CT45A1', 'OR4C12', 'OR4D2', 'SCARNA11', 'POM121L2', 'OR56B1', 'NKX2-1', 'CLCA4', 'HBG2', 'LINC00488', 'SNORA59B', 'OR8D4', 'CYP7A1', 'FOXN3-AS2', 'GBX2', 'GAGE2B', 'LINC00608', 'CGB8', 'OR2M4', 'OR52A4P', 'DRGX', 'HTR3E', 'SNORA38B', 'ANP32D', 'LYZL1', 'CCL24', 'HTR5A', 'SLITRK3', 'YIPF7', 'TSPY1', 'SLC25A31', 'RAX', 'ALLC', 'SYCN', 'SNORA44', 'TARM1', 'HMHB1', 'SLC35G3', 'TMEM88B', 'OR6C74', 'ALX4', 'SPACA3', 'LINC00923', 'A1CF', 'OR6F1', 'CD200R1L', 'SLC51B', 'TSPY2', 'FRMPD2B', 'OR9A2', 'KRT13', 'SNORD94', 'TSKS', 'OR8J3', 'NPBWR2', 'ARL5C', 'OR2T29', 'DYDC1', 'GDPD2', 'ARID3C', 'LINC00602', 'NKX2-6', 'LINC00934', 'OR11H4', 'GOLGA8EP', 'OR13C3', 'PLG', 'TRHR', 'LINC00895', 'MAP3K15', 'MAGEA9B', 'ITLN2', 'POU6F2', 'SRY', 'RAX2', 'OR1N1', 'LINC00575', 'SSX5', 'SNORA37', 'TPTE2', 'CNTN5', 'TCERG1L', 'DPPA2', 'NTS', 'ADGRG4', 'ZIM3', 'BMP15', 'ZCCHC13', 'POTED', 'MUSK', 'SNORA71A', 'KIR3DL3', 'LINC00304', 'KCNK4', 'GRIN2B', 'APOC3', 'IQCF3', 'C2ORF83', 'MYH1', 'C18ORF42', 'TRPM1', 'GPR22', 'IL36RN', 'ALPPL2', 'GAGE2C', 'GAGE12F', 'KCNMB2', 'SNORD116-19', 'TPD52L3', 'OR2L8', 'C20ORF166-AS1', 'NLRP8', 'SNORA74A', 'SNORA76C', 'OR2A14', 'OR4F15', 'CFHR4', 'OR2AT4', 'OR11H6', 'SPANXN3', 'CPLX4', 'SOX3', 'FAM170B', 'DAOA', 'CYP2C18', 'LINC01312', 'CSN3', 'EDDM3B', 'GUCA2B', 'ITIH1', 'USH1C', 'F13B', 'ZNF705A', 'FFAR1', 'GPR52', 'SYCP1', 'ARSF', 'EPPIN', 'DNMT3L', 'PRAMEF14', 'MUC2', 'MTVR2', 'LRRC30', 'SPATA31C1', 'MAGEA1', 'ADAM29', 'TRIM48', 'OR52N5', 'CXADRP2', 'BPIFB3', 'DUSP21', 'OR2T10', 'FAM205A', 'SLC32A1', 'DMP1', 'FOXD4L3', 'PPIAL4E', 'MMP23A', 'PSKH2', 'BTN1A1', 'OR5C1', 'C6ORF10', 'ACER1', 'NKAIN3', 'AATK-AS1', 'SPINK1', 'IFNA14', 'MORC1', 'TRIM75P', 'LOC647859', 'TTTY2', 'TMIGD1', 'SPOCK3', 'CHRNB3', 'BET1P1', 'GCSAML-AS1', 'CSNK1A1P1', 'OR2A2', 'SCARNA8', 'FAM19A4', 'ADGRG7', 'KRTAP4-3', 'OR9G4', 'TMEM72', 'CRYGC', 'PAGE5', 'ODAM', 'OR1S2', 'KRTAP1-5', 'REC114', 'KRTAP1-1', 'TREML4', 'IQCF6', 'TMEM14E', 'KRTAP12-2', 'PPY2P', 'ZFY', 'TSPAN19', 'IQCJ', 'KRT83', 'RFX6', 'PLA2G12B', 'DMRTC1', 'SNORD115-26', 'OR6C4', 'COL6A4P1', 'DCT', 'VWC2L', 'SH2D7', 'HCRTR1', 'NUTM1', 'OR52A5', 'KRT3', 'TPTE', 'REG4', 'AADACL3', 'OR2G6', 'CT47A1', 'CLEC4G', 'OR6S1', 'SNORA16B', 'CGB5', 'BTF3P11', 'SPATA3', 'MAGEA5', 'LINC01020', 'SPDYC', 'KLRC4', 'S100G', 'KRTAP11-1', 'RAPGEF4-AS1', 'LOC400736', 'NF1P2', 'NXPE1', 'KRT85', 'FRMPD4', 'TSGA13', 'RPE65', 'TRPV5', 'LOC100129935', 'ANKRD34C', 'EPB42', 'CA6', 'OR2F1', 'APCS', 'CHIAP2', 'FOXG1', 'KCNJ16', 'ASB15', 'IHH', 'AKR1D1', 'OACYLP', 'GNAS-AS1', 'KRT74', 'KRTAP3-2', 'LOC400940', 'SDR16C6P', 'B3GNT6', 'IFNL1', 'PCGEM1', 'MAGEA12', 'POTEH', 'COX7B2', 'TCP10L2', 'CPA2', 'LINC00303', 'C2ORF27B', 'MAGEB3', 'PCP4', 'DEFB126', 'GFI1B', 'CTRB1', 'C1ORF146', 'UGT1A4', 'CNGA2', 'SLC22A10', 'DISC2', 'SPANXA2', 'INSM2', 'MTNR1B', 'LY6G6D', 'C15ORF32', 'TSPEAR-AS2', 'PRR32', 'TMPRSS11F', 'PRSS48', 'FAM24A', 'GABRR3', 'OR2A12', 'GML', 'TMEM132D', 'LINC00113', 'RNASE8', 'HIST2H2AB', 'ZSCAN10', 'LINC01591', 'NKX6-2', 'ABRA', 'GLTPD2', 'SNORA72', 'OR6B1', 'WFDC8', 'FBXW12', 'LINC00691', 'MOS', 'LOC284661', 'TRIM55', 'LINC01142', 'OR4A16', 'RBM46', 'TLX3', 'HYPM', 'TAAR9', 'OR4D10', 'CNTNAP4', 'CABS1', 'PRAMEF16', 'VWA5B1', 'CRYGB', 'SNORA2B', 'LINC00452', 'GCG', 'SNORA27', 'CFC1B', 'SCGB3A2', 'PRAMEF5', 'FAM170A', 'OR51T1', 'CGB2', 'GSC2', 'HIST1H3A', 'CCK', 'LRRTM1', 'AGXT2', 'ADRB3', 'AIRE', 'GSTA5', 'OR4D5', 'OR10AD1', 'DUXA', 'MCF2', 'KRTAP12-1', 'MS4A10', 'RPL3L', 'LOC643923', 'AADAC', 'DEFB123', 'OR5B17', 'SERPINB3', 'ANKRD20A20P', 'SNCB', 'MYF5', 'HMSD', 'MT1B', 'CST9L', 'EPGN', 'ZG16', 'SNORD15B', 'TRIM15', 'RHAG', 'GABRB1', 'CLRN1', 'TBC1D3P2', 'ART1', 'OR4D1', 'PRLHR', 'KRTAP10-11', 'GRK1', 'HYMAI', 'MYADML', 'BANF2', 'USP50', 'B3GALT1', 'NPSR1-AS1', 'HRK', 'INS-IGF2', 'NHLH2', 'PABPC1L2A', 'SLC5A2', 'FAM47C', 'TRIM49', 'OR5T2', 'CEACAM22P', 'AQP2', 'MMD2', 'APOA5', 'PACRG-AS1', 'UTS2R', 'PRSS57', 'LINC00523', 'SPINK14', 'MYH7', 'WFDC6', 'INS', 'IGFBP1', 'FAM19A1', 'IFNB1', 'TAS2R42', 'INSC', 'MUC13', 'KRTAP12-3', 'SLCO1B7', 'GHSR', 'CYP1A2', 'C1ORF140', 'SPINT3', 'TNFSF18', 'KLK9', 'STATH', 'KCNB2', 'FLJ25758', 'LINC00202-2', 'MAS1L', 'IFNL2', 'FOXR1', 'SNORA16A', 'IL31', 'MAGEA11', 'TNP2', 'LOC392196', 'SNORA68', 'SLITRK1', 'LOC285629', 'FAM138D', 'FAM138B', 'AMER3', 'F2', 'NPSR1', 'MRGPRX1', 'TAS2R13', 'CTRB2', 'LOC100130417', 'VCX3A', 'ACTR3BP2', 'FAM9B', 'LINC01105', 'KCNK18', 'CLEC4M', 'NMUR2', 'GOLGA2P6', 'ALAS2', 'OR52W1', 'OR52K2', 'ZNF735', 'OR7D4', 'OR10G8', 'SLC5A8', 'OR52N2', 'SFTPB', 'PSG4', 'AKR1C8P', 'SLC10A1', 'C3ORF30', 'CALHM3', 'PASD1', 'OR5H14', 'AWAT1', 'HIST1H3B', 'RNF151', 'OR5K1', 'OR6B2', 'ADCYAP1R1', 'OR52K1', 'CACNG3', 'SHH', 'CCER1', 'OTC', 'OR51B5', 'OR8G2', 'C4ORF50', 'HGC6.3', 'SDC4P', 'OR8H2', 'OR3A2', 'SHD', 'PDX1', 'ERC2-IT1', 'HAO1', 'KRTAP21-2', 'OR4C16', 'CLCA3P', 'VPREB1', 'LINC00052', 'SERPINA7', 'PRLH', 'TSNAX-DISC1', 'SKINTL', 'DSCR10', 'TSPAN16', 'LINC00597', 'CHRNA9', 'HTR1B', 'TMEM8C', 'PRAC1', 'HAVCR1', 'SLC38A8', 'LEUTX', 'F11', 'OR4X2', 'HNRNPCL1', 'FMO9P', 'C7ORF57', 'GPR61', 'NEUROG3', 'AHSG', 'PSG11', 'KRTAP7-1', 'GPHA2', 'DACH2', 'HSD52', 'BRINP3', 'ACSM2B', 'B4GALNT2', 'CALR3', 'SPATA45', 'PPAN-P2RY11', 'SLC4A9', 'POU4F2', 'UGT2B28', 'KRT32', 'SLC25A3P1', 'CCDC63', 'HS3ST4', 'NXNL1', 'SLC9C1', 'GOLGA6L1', 'CPNE6', 'RNF222', 'CELP', 'SSX2', 'ACTBL2', 'VGLL2', 'HPSE2', 'CD1B', 'CLRN1-AS1', 'KRTAP10-7', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05240378988513572
		RMSE:  0.5837468026637292
		NRMSE:  0.09127461538014686
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011774083334460839
		RMSE:  0.7259408088203396
		NRMSE:  0.14042494754339593
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5690275755039937
		NRMSE:  0.08897311789601967
		MAPE:  304.4741530818047
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005181468299075398
		RMSE:  0.7235718660416283
		NRMSE:  0.13996670265429206
		MAPE:  391.1377632658283

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.4993048559117486e-15
		NRMSE:  3.9079115876972066e-16
		MAPE:  3.4242879521875746e-12
		Pearson Correlation:  0.25213727051407037
		Spearman Correlation:  0.25750695145824765
		Coefficient of Determination:  -1.6592238412721674
		RMSE:  1.1768927392679285
		NRMSE:  0.2276564413625674
		MAPE:  885.2130271181301

	Predictor:  ElasticNet
		Pearson Correlation:  0.8830689583711792
		Spearman Correlation:  0.8330906996384941
		Coefficient of Determination:  0.7294778452912871
		RMSE:  0.2959611676747627
		NRMSE:  0.04627647059256707
		MAPE:  222.45073462527893
		Pearson Correlation:  0.43457217919716506
		Spearman Correlation:  0.44107033753538083
		Coefficient of Determination:  0.186135061657148
		RMSE:  0.6510818746456453
		NRMSE:  0.12594434282065253
		MAPE:  394.19498323508

	Predictor:  RandomForests
		Pearson Correlation:  0.5637830590773297
		Spearman Correlation:  0.5401621488629407
		Coefficient of Determination:  0.2812491661315518
		RMSE:  0.4824168781620231
		NRMSE:  0.07543067440575765
		MAPE:  291.6537264637701
		Pearson Correlation:  0.4019799429437955
		Spearman Correlation:  0.44775870023317005
		Coefficient of Determination:  0.14053113847992316
		RMSE:  0.6690745475112372
		NRMSE:  0.12942481962071287
		MAPE:  375.5355038590959

Protein:  BRCA2
x_train_column_count:  1007
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'OR2W1', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'OR8K3', 'MS4A5', 'CTSL3P', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'DEFB127', 'FGF22', 'MRGPRG-AS1', 'SMCP', 'OR52A1', 'MROH5', 'FAM150A', 'REXO1L6P', 'SNORA36A', 'HNF1B', 'FAM92A1P2', 'LHX3', 'CHAT', 'OR7G3', 'CTXN3', 'HES3', 'CT47A2', 'SLC18A3', 'TBC1D21', 'OR8I2', 'AMBN', 'SNAR-I', 'SNAR-E', 'DEFB113', 'FAM41AY1', 'C11ORF40', 'SNORA58', 'OR51A2', 'FLG2', 'BSX', 'TMPRSS11B', 'GJA10', 'NR0B1', 'CSN2', 'DEFB119', 'SMR3B', 'GJA8', 'HHLA1', 'SNORD8', 'TAAR8', 'GUCA1C', 'BARHL1', 'SNAR-A13', 'LINC01548', 'LCE1F', 'ATP4B', 'SPRR2G', 'GSX2', 'C17ORF102', 'TTTY21', 'LELP1', 'LRTM1', 'LCE2A', 'SNORA5B', 'CT47B1', 'GYPA', 'TYR', 'SLC28A2', 'KRTAP4-11', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CCDC38', 'CPN1', 'FGF6', 'CLC', 'CEACAM20', 'PROL1', 'ESX1', 'FXYD4', 'OR8U1', 'ASB18', 'FAM224B', 'PSMB11', 'IL37', 'ZNF536', 'SPANXN4', 'TMEM247', 'CA5A', 'GNAT3', 'ZNRF4', 'OR2B3', 'ZNF804B', 'OR2T12', 'LINC00326', 'ANXA8L1', 'OR13C9', 'OR7C2', 'FNDC7', 'OR7G1', 'OR6C76', 'GLRA4', 'ST8SIA3', 'OR7G2', 'OR5K3', 'C12ORF40', 'CT47A7', 'CT47A6', 'PAQR9', 'KRTAP6-2', 'OR4M2', 'LINC00671', 'H1FOO', 'OR8H1', 'OR2AE1', 'PGM5-AS1', 'CD300LD', 'MAGEA10', 'HAO2', 'APOA2', 'SPIC', 'TSPYL6', 'OR2M2', 'OR8A1', 'SNORA55', 'AHSP', 'DPRX', 'KRT78', 'DEFB128', 'SCP2D1', 'OLIG2', 'OR6T1', 'SNORD115-7', 'EIF1AY', 'FGF4', 'SLC6A19', 'OR4S2', 'LOC440040', 'TEX36-AS1', 'PLCZ1', 'CST13P', 'LINC00314', 'ZPBP', 'CDKL4', 'KRTAP1-3', 'HYALP1', 'LYPD8', 'PSG8', 'HTR3B', 'IFNA21', 'OR2C3', 'CD5L', 'PSG1', 'OR4B1', 'KRTDAP', 'OR10G4', 'GNAT1', 'OC90', 'OR4A47', 'RSPH6A', 'TMEM196', 'CCL15-CCL14', 'SEC14L3', 'IL13', 'GOT1L1', 'PLSCR5', 'CFHR2', 'OR6C2', 'SPRR4', 'HBM', 'SOST', 'FAM25BP', 'OR52H1', 'DDI1', 'SSX6', 'SCARNA22', 'ASB11', 'SCARNA4', 'TEX13B', 'KRTAP19-5', 'SNORA24', 'KRT2', 'OR8B8', 'ASB10', 'C1ORF105', 'GPR50', 'LILRP2', 'SNORA28', 'TAGLN3', 'SNORA22', 'GJD2', 'VSTM2B', 'LRRC7', 'ARG1', 'TFAMP1', 'SLCO1A2', 'FAM71A', 'GABRA1', 'SPAM1', 'NMS', 'OR1M1', 'CABP5', 'NCOR1P1', 'CIB4', 'OR4D11', 'TMEM179', 'OR2L2', 'OLIG3', 'URAD', 'H1FNT', 'IGFL4', 'LGALS14', 'HIST1H4G', 'SPATA31A3', 'GLYCAM1', 'SNORA20', 'IFNA16', 'OR11L1', 'DAZL', 'CLCA1', 'OR2T34', 'SCARNA14', 'DEFB109P1', 'OR5AN1', 'RAB9BP1', 'TXLNGY', 'BTNL3', 'F9', 'FAM183CP', 'LINC00111', 'KCNU1', 'LOC727924', 'CXORF51A', 'OR2M3', 'OR10T2', 'OR1S1', 'SOX1', 'SNORD15A', 'HBG1', 'OR10V1', 'FGF23', 'MS4A6E', 'WFDC5', 'GPR151', 'PRM3', 'SCGB1C1', 'CLEC6A', 'PRSS3P2', 'ASAP1-IT1', 'PPY', 'DNAJB8', 'CT47A11', 'TMEM252', 'OR10A5', 'MAGEB10', 'OR8S1', 'PSG7', 'SUN3', 'SPRR1B', 'PRAMEF8', 'CELA2B', 'PLA2G2F', 'CRYAA', 'KLHL40', 'OR2AG1', 'MC2R', 'USP26', 'HIST1H4F', 'DMBT1P1', 'OR8G5', 'OR10K1', 'NPPC', 'PSAPL1', 'SNORD89', 'SLC5A7', 'C1ORF87', 'ALOX12B', 'TUSC7', 'HBBP1', 'LOC391003', 'C15ORF43', 'SFTA3', 'CAPZA3', 'XAGE5', 'LOC391343', 'LINC00636', 'TBC1D28', 'KRT39', 'C20ORF173', 'C22ORF42', 'BMP10', 'SNORA34', 'IFITM5', 'SNORA70B', 'OR4S1', 'PIWIL3', 'C4ORF51', 'TAS2R60', 'CCKBR', 'OR5B2', 'CASC8', 'IQCF2', 'ARR3', 'KRTAP19-1', 'PROKR1', 'FMR1NB', 'NXF2B', 'ARHGAP36', 'P2RX3', 'TTTY15', 'OPN1MW', 'PPBPP1', 'CHODL-AS1', 'PF4', 'KHDC1L', 'LYZL6', 'TEX33', 'OR1B1', 'HBD', 'FAM153C', 'TKTL2', 'ANKRD18DP', 'MYBPHL', 'AKAP14', 'EDDM3A', 'SYT10', 'ACOT12', 'GAGE1', 'C11ORF94', 'CSH2', 'SERPINB4', 'BRDTP1', 'LGI3', 'PRB1', 'SNORA54', 'PRAP1', 'SNORA51', 'OR10S1', 'SFTPC', 'OTP', 'IGF2BP2-AS1', 'SPACA7', 'KCNQ1DN', 'DMRT1', 'YWHAEP7', 'CYP3A4', 'PRSS1', 'ZAR1L', 'C17ORF64', 'GAGE2D', 'FBP2', 'IFNA13', 'KRTAP19-3', 'SLC13A1', 'LHX9', 'CYP2W1', 'LINC00469', 'LOC646813', 'FOXE1', 'C9ORF135', 'OR4K2', 'OTOL1', 'HPD', 'OLIG1', 'PLET1', 'LCNL1', 'CRLF2', 'NEU2', 'GABRG3', 'FCAMR', 'CCDC166', 'SVOP', 'FERD3L', 'FDCSP', 'HAND1', 'NPHS2', 'GH1', 'FAM71C', 'C3ORF49', 'USP17L6P', 'XKR7', 'LINC01101', 'FAM27L', 'VRTN', 'SATB2-AS1', 'SCARNA20', 'CNTNAP5', 'ZFAT-AS1', 'ACSM2A', 'OLAH', 'PTF1A', 'C17ORF78', 'PRDM14', 'HOXC12', 'DNAJC5G', 'LCE1D', 'FMO6P', 'PISRT1', 'TMEM207', 'LINC00696', 'GDNF', 'OR13H1', 'CRNN', 'OR51I2', 'AVPR1B', 'CLDN22', 'SPANXN1', 'ZNF479', 'OR5H6', 'LPO', 'FGA', 'OR6M1', 'PRKAG3', 'OR4D6', 'OR7E24', 'CELA2A', 'IL26', 'HFE2', 'UCMA', 'SCGB1A1', 'OR1L1', 'PWRN2', 'SCN1A', 'MYBPC2', 'FTMT', 'BARHL2', 'OPRD1', 'GYS2', 'IVL', 'OR1K1', 'DEFB110', 'ADAM18', 'EPS8L3', 'CCKAR', 'LOC285627', 'HBZ', 'SLC1A6', 'KRTAP21-1', 'CER1', 'SBSN', 'GABRA6', 'LOC729609', 'PRG1', 'SERPINI2', 'CPLX3', 'FAM27B', 'LMNTD1', 'TFF2', 'CT45A1', 'OR4C12', 'OR4D2', 'SCARNA11', 'POM121L2', 'OR56B1', 'NKX2-1', 'CLCA4', 'HBG2', 'LINC00488', 'SNORA59B', 'OR8D4', 'CYP7A1', 'FOXN3-AS2', 'GBX2', 'GAGE2B', 'LINC00608', 'CGB8', 'OR2M4', 'OR52A4P', 'DRGX', 'HTR3E', 'SNORA38B', 'ANP32D', 'LYZL1', 'CCL24', 'HTR5A', 'SLITRK3', 'YIPF7', 'TSPY1', 'SLC25A31', 'RAX', 'ALLC', 'SYCN', 'SNORA44', 'TARM1', 'HMHB1', 'SLC35G3', 'TMEM88B', 'OR6C74', 'ALX4', 'SPACA3', 'LINC00923', 'A1CF', 'OR6F1', 'CD200R1L', 'SLC51B', 'TSPY2', 'FRMPD2B', 'OR9A2', 'KRT13', 'SNORD94', 'TSKS', 'OR8J3', 'NPBWR2', 'ARL5C', 'OR2T29', 'DYDC1', 'GDPD2', 'ARID3C', 'LINC00602', 'NKX2-6', 'LINC00934', 'OR11H4', 'GOLGA8EP', 'OR13C3', 'PLG', 'TRHR', 'LINC00895', 'MAP3K15', 'MAGEA9B', 'ITLN2', 'POU6F2', 'SRY', 'RAX2', 'OR1N1', 'LINC00575', 'SSX5', 'SNORA37', 'TPTE2', 'CNTN5', 'TCERG1L', 'DPPA2', 'NTS', 'ADGRG4', 'ZIM3', 'BMP15', 'ZCCHC13', 'POTED', 'MUSK', 'SNORA71A', 'KIR3DL3', 'LINC00304', 'KCNK4', 'GRIN2B', 'APOC3', 'IQCF3', 'C2ORF83', 'MYH1', 'C18ORF42', 'TRPM1', 'GPR22', 'IL36RN', 'ALPPL2', 'GAGE2C', 'GAGE12F', 'KCNMB2', 'SNORD116-19', 'TPD52L3', 'OR2L8', 'C20ORF166-AS1', 'NLRP8', 'SNORA74A', 'SNORA76C', 'OR2A14', 'OR4F15', 'CFHR4', 'OR2AT4', 'OR11H6', 'SPANXN3', 'CPLX4', 'SOX3', 'FAM170B', 'DAOA', 'CYP2C18', 'LINC01312', 'CSN3', 'EDDM3B', 'GUCA2B', 'ITIH1', 'USH1C', 'F13B', 'ZNF705A', 'FFAR1', 'GPR52', 'SYCP1', 'ARSF', 'EPPIN', 'DNMT3L', 'PRAMEF14', 'MUC2', 'MTVR2', 'LRRC30', 'SPATA31C1', 'MAGEA1', 'ADAM29', 'TRIM48', 'OR52N5', 'CXADRP2', 'BPIFB3', 'DUSP21', 'OR2T10', 'FAM205A', 'SLC32A1', 'DMP1', 'FOXD4L3', 'PPIAL4E', 'MMP23A', 'PSKH2', 'BTN1A1', 'OR5C1', 'C6ORF10', 'ACER1', 'NKAIN3', 'AATK-AS1', 'SPINK1', 'IFNA14', 'MORC1', 'TRIM75P', 'LOC647859', 'TTTY2', 'TMIGD1', 'SPOCK3', 'CHRNB3', 'BET1P1', 'GCSAML-AS1', 'CSNK1A1P1', 'OR2A2', 'SCARNA8', 'FAM19A4', 'ADGRG7', 'KRTAP4-3', 'OR9G4', 'TMEM72', 'CRYGC', 'PAGE5', 'ODAM', 'OR1S2', 'KRTAP1-5', 'REC114', 'KRTAP1-1', 'TREML4', 'IQCF6', 'TMEM14E', 'KRTAP12-2', 'PPY2P', 'ZFY', 'TSPAN19', 'IQCJ', 'KRT83', 'RFX6', 'PLA2G12B', 'DMRTC1', 'SNORD115-26', 'OR6C4', 'COL6A4P1', 'DCT', 'VWC2L', 'SH2D7', 'HCRTR1', 'NUTM1', 'OR52A5', 'KRT3', 'TPTE', 'REG4', 'AADACL3', 'OR2G6', 'CT47A1', 'CLEC4G', 'OR6S1', 'SNORA16B', 'CGB5', 'BTF3P11', 'SPATA3', 'MAGEA5', 'LINC01020', 'SPDYC', 'KLRC4', 'S100G', 'KRTAP11-1', 'RAPGEF4-AS1', 'LOC400736', 'NF1P2', 'NXPE1', 'KRT85', 'FRMPD4', 'TSGA13', 'RPE65', 'TRPV5', 'LOC100129935', 'ANKRD34C', 'EPB42', 'CA6', 'OR2F1', 'APCS', 'CHIAP2', 'FOXG1', 'KCNJ16', 'ASB15', 'IHH', 'AKR1D1', 'OACYLP', 'GNAS-AS1', 'KRT74', 'KRTAP3-2', 'LOC400940', 'SDR16C6P', 'B3GNT6', 'IFNL1', 'PCGEM1', 'MAGEA12', 'POTEH', 'COX7B2', 'TCP10L2', 'CPA2', 'LINC00303', 'C2ORF27B', 'MAGEB3', 'PCP4', 'DEFB126', 'GFI1B', 'CTRB1', 'C1ORF146', 'UGT1A4', 'CNGA2', 'SLC22A10', 'DISC2', 'SPANXA2', 'INSM2', 'MTNR1B', 'LY6G6D', 'C15ORF32', 'TSPEAR-AS2', 'PRR32', 'TMPRSS11F', 'PRSS48', 'FAM24A', 'GABRR3', 'OR2A12', 'GML', 'TMEM132D', 'LINC00113', 'RNASE8', 'HIST2H2AB', 'ZSCAN10', 'LINC01591', 'NKX6-2', 'ABRA', 'GLTPD2', 'SNORA72', 'OR6B1', 'WFDC8', 'FBXW12', 'LINC00691', 'MOS', 'LOC284661', 'TRIM55', 'LINC01142', 'OR4A16', 'RBM46', 'TLX3', 'HYPM', 'TAAR9', 'OR4D10', 'CNTNAP4', 'CABS1', 'PRAMEF16', 'VWA5B1', 'CRYGB', 'SNORA2B', 'LINC00452', 'GCG', 'SNORA27', 'CFC1B', 'SCGB3A2', 'PRAMEF5', 'FAM170A', 'OR51T1', 'CGB2', 'GSC2', 'HIST1H3A', 'CCK', 'LRRTM1', 'AGXT2', 'ADRB3', 'AIRE', 'GSTA5', 'OR4D5', 'OR10AD1', 'DUXA', 'MCF2', 'KRTAP12-1', 'MS4A10', 'RPL3L', 'LOC643923', 'AADAC', 'DEFB123', 'OR5B17', 'SERPINB3', 'ANKRD20A20P', 'SNCB', 'MYF5', 'HMSD', 'MT1B', 'CST9L', 'EPGN', 'ZG16', 'SNORD15B', 'TRIM15', 'RHAG', 'GABRB1', 'CLRN1', 'TBC1D3P2', 'ART1', 'OR4D1', 'PRLHR', 'KRTAP10-11', 'GRK1', 'HYMAI', 'MYADML', 'BANF2', 'USP50', 'B3GALT1', 'NPSR1-AS1', 'HRK', 'INS-IGF2', 'NHLH2', 'PABPC1L2A', 'SLC5A2', 'FAM47C', 'TRIM49', 'OR5T2', 'CEACAM22P', 'AQP2', 'MMD2', 'APOA5', 'PACRG-AS1', 'UTS2R', 'PRSS57', 'LINC00523', 'SPINK14', 'MYH7', 'WFDC6', 'INS', 'IGFBP1', 'FAM19A1', 'IFNB1', 'TAS2R42', 'INSC', 'MUC13', 'KRTAP12-3', 'SLCO1B7', 'GHSR', 'CYP1A2', 'C1ORF140', 'SPINT3', 'TNFSF18', 'KLK9', 'STATH', 'KCNB2', 'FLJ25758', 'LINC00202-2', 'MAS1L', 'IFNL2', 'FOXR1', 'SNORA16A', 'IL31', 'MAGEA11', 'TNP2', 'LOC392196', 'SNORA68', 'SLITRK1', 'LOC285629', 'FAM138D', 'FAM138B', 'AMER3', 'F2', 'NPSR1', 'MRGPRX1', 'TAS2R13', 'CTRB2', 'LOC100130417', 'VCX3A', 'ACTR3BP2', 'FAM9B', 'LINC01105', 'KCNK18', 'CLEC4M', 'NMUR2', 'GOLGA2P6', 'ALAS2', 'OR52W1', 'OR52K2', 'ZNF735', 'OR7D4', 'OR10G8', 'SLC5A8', 'OR52N2', 'SFTPB', 'PSG4', 'AKR1C8P', 'SLC10A1', 'C3ORF30', 'CALHM3', 'PASD1', 'OR5H14', 'AWAT1', 'HIST1H3B', 'RNF151', 'OR5K1', 'OR6B2', 'ADCYAP1R1', 'OR52K1', 'CACNG3', 'SHH', 'CCER1', 'OTC', 'OR51B5', 'OR8G2', 'C4ORF50', 'HGC6.3', 'SDC4P', 'OR8H2', 'OR3A2', 'SHD', 'PDX1', 'ERC2-IT1', 'HAO1', 'KRTAP21-2', 'OR4C16', 'CLCA3P', 'VPREB1', 'LINC00052', 'SERPINA7', 'PRLH', 'TSNAX-DISC1', 'SKINTL', 'DSCR10', 'TSPAN16', 'LINC00597', 'CHRNA9', 'HTR1B', 'TMEM8C', 'PRAC1', 'HAVCR1', 'SLC38A8', 'LEUTX', 'F11', 'OR4X2', 'HNRNPCL1', 'FMO9P', 'C7ORF57', 'GPR61', 'NEUROG3', 'AHSG', 'PSG11', 'KRTAP7-1', 'GPHA2', 'DACH2', 'HSD52', 'BRINP3', 'ACSM2B', 'B4GALNT2', 'CALR3', 'SPATA45', 'PPAN-P2RY11', 'SLC4A9', 'POU4F2', 'UGT2B28', 'KRT32', 'SLC25A3P1', 'CCDC63', 'HS3ST4', 'NXNL1', 'SLC9C1', 'GOLGA6L1', 'CPNE6', 'RNF222', 'CELP', 'SSX2', 'ACTBL2', 'VGLL2', 'HPSE2', 'CD1B', 'CLRN1-AS1', 'KRTAP10-7', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00015423459462815536
		RMSE:  0.20048365981157823
		NRMSE:  0.1291568109593031
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08467605477038265
		RMSE:  0.17297650483593724
		NRMSE:  0.22621657599677922
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999884408153
		Coefficient of Determination:  1.0
		RMSE:  9.344186336525273e-16
		NRMSE:  6.019768939620083e-16
		MAPE:  3.650725062460537e-12
		Pearson Correlation:  0.10311946738767441
		Spearman Correlation:  0.04437711193406402
		Coefficient of Determination:  -5.101034898055086
		RMSE:  0.4102407955379659
		NRMSE:  0.5365079389759574
		MAPE:  606.5082868899633

	Predictor:  ElasticNet
		Pearson Correlation:  0.7075422875474339
		Spearman Correlation:  0.5949168251109934
		Coefficient of Determination:  0.3963551149902196
		RMSE:  0.15575294072322146
		NRMSE:  0.10034011320548976
		MAPE:  128.4950320560349
		Pearson Correlation:  0.1593371622707231
		Spearman Correlation:  0.050596640855871025
		Coefficient of Determination:  -0.09146337747921374
		RMSE:  0.17351685807691503
		NRMSE:  0.226923243414523
		MAPE:  133.6282053916535

	Predictor:  RandomForests
		Pearson Correlation:  0.5729315081626841
		Spearman Correlation:  0.5038678575504594
		Coefficient of Determination:  0.14924738876661126
		RMSE:  0.18490435414027817
		NRMSE:  0.11912021526189608
		MAPE:  112.96235926071874
		Pearson Correlation:  0.12597253910758155
		Spearman Correlation:  0.09811843040436913
		Coefficient of Determination:  -0.0782536288333211
		RMSE:  0.1724636428895966
		NRMSE:  0.2255458613608796
		MAPE:  129.97085003455743

Protein:  CDKN2A
x_train_column_count:  1007
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'OR2W1', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'OR8K3', 'MS4A5', 'CTSL3P', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'DEFB127', 'FGF22', 'MRGPRG-AS1', 'SMCP', 'OR52A1', 'MROH5', 'FAM150A', 'REXO1L6P', 'SNORA36A', 'HNF1B', 'FAM92A1P2', 'LHX3', 'CHAT', 'OR7G3', 'CTXN3', 'HES3', 'CT47A2', 'SLC18A3', 'TBC1D21', 'OR8I2', 'AMBN', 'SNAR-I', 'SNAR-E', 'DEFB113', 'FAM41AY1', 'C11ORF40', 'SNORA58', 'OR51A2', 'FLG2', 'BSX', 'TMPRSS11B', 'GJA10', 'NR0B1', 'CSN2', 'DEFB119', 'SMR3B', 'GJA8', 'HHLA1', 'SNORD8', 'TAAR8', 'GUCA1C', 'BARHL1', 'SNAR-A13', 'LINC01548', 'LCE1F', 'ATP4B', 'SPRR2G', 'GSX2', 'C17ORF102', 'TTTY21', 'LELP1', 'LRTM1', 'LCE2A', 'SNORA5B', 'CT47B1', 'GYPA', 'TYR', 'SLC28A2', 'KRTAP4-11', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CCDC38', 'CPN1', 'FGF6', 'CLC', 'CEACAM20', 'PROL1', 'ESX1', 'FXYD4', 'OR8U1', 'ASB18', 'FAM224B', 'PSMB11', 'IL37', 'ZNF536', 'SPANXN4', 'TMEM247', 'CA5A', 'GNAT3', 'ZNRF4', 'OR2B3', 'ZNF804B', 'OR2T12', 'LINC00326', 'ANXA8L1', 'OR13C9', 'OR7C2', 'FNDC7', 'OR7G1', 'OR6C76', 'GLRA4', 'ST8SIA3', 'OR7G2', 'OR5K3', 'C12ORF40', 'CT47A7', 'CT47A6', 'PAQR9', 'KRTAP6-2', 'OR4M2', 'LINC00671', 'H1FOO', 'OR8H1', 'OR2AE1', 'PGM5-AS1', 'CD300LD', 'MAGEA10', 'HAO2', 'APOA2', 'SPIC', 'TSPYL6', 'OR2M2', 'OR8A1', 'SNORA55', 'AHSP', 'DPRX', 'KRT78', 'DEFB128', 'SCP2D1', 'OLIG2', 'OR6T1', 'SNORD115-7', 'EIF1AY', 'FGF4', 'SLC6A19', 'OR4S2', 'LOC440040', 'TEX36-AS1', 'PLCZ1', 'CST13P', 'LINC00314', 'ZPBP', 'CDKL4', 'KRTAP1-3', 'HYALP1', 'LYPD8', 'PSG8', 'HTR3B', 'IFNA21', 'OR2C3', 'CD5L', 'PSG1', 'OR4B1', 'KRTDAP', 'OR10G4', 'GNAT1', 'OC90', 'OR4A47', 'RSPH6A', 'TMEM196', 'CCL15-CCL14', 'SEC14L3', 'IL13', 'GOT1L1', 'PLSCR5', 'CFHR2', 'OR6C2', 'SPRR4', 'HBM', 'SOST', 'FAM25BP', 'OR52H1', 'DDI1', 'SSX6', 'SCARNA22', 'ASB11', 'SCARNA4', 'TEX13B', 'KRTAP19-5', 'SNORA24', 'KRT2', 'OR8B8', 'ASB10', 'C1ORF105', 'GPR50', 'LILRP2', 'SNORA28', 'TAGLN3', 'SNORA22', 'GJD2', 'VSTM2B', 'LRRC7', 'ARG1', 'TFAMP1', 'SLCO1A2', 'FAM71A', 'GABRA1', 'SPAM1', 'NMS', 'OR1M1', 'CABP5', 'NCOR1P1', 'CIB4', 'OR4D11', 'TMEM179', 'OR2L2', 'OLIG3', 'URAD', 'H1FNT', 'IGFL4', 'LGALS14', 'HIST1H4G', 'SPATA31A3', 'GLYCAM1', 'SNORA20', 'IFNA16', 'OR11L1', 'DAZL', 'CLCA1', 'OR2T34', 'SCARNA14', 'DEFB109P1', 'OR5AN1', 'RAB9BP1', 'TXLNGY', 'BTNL3', 'F9', 'FAM183CP', 'LINC00111', 'KCNU1', 'LOC727924', 'CXORF51A', 'OR2M3', 'OR10T2', 'OR1S1', 'SOX1', 'SNORD15A', 'HBG1', 'OR10V1', 'FGF23', 'MS4A6E', 'WFDC5', 'GPR151', 'PRM3', 'SCGB1C1', 'CLEC6A', 'PRSS3P2', 'ASAP1-IT1', 'PPY', 'DNAJB8', 'CT47A11', 'TMEM252', 'OR10A5', 'MAGEB10', 'OR8S1', 'PSG7', 'SUN3', 'SPRR1B', 'PRAMEF8', 'CELA2B', 'PLA2G2F', 'CRYAA', 'KLHL40', 'OR2AG1', 'MC2R', 'USP26', 'HIST1H4F', 'DMBT1P1', 'OR8G5', 'OR10K1', 'NPPC', 'PSAPL1', 'SNORD89', 'SLC5A7', 'C1ORF87', 'ALOX12B', 'TUSC7', 'HBBP1', 'LOC391003', 'C15ORF43', 'SFTA3', 'CAPZA3', 'XAGE5', 'LOC391343', 'LINC00636', 'TBC1D28', 'KRT39', 'C20ORF173', 'C22ORF42', 'BMP10', 'SNORA34', 'IFITM5', 'SNORA70B', 'OR4S1', 'PIWIL3', 'C4ORF51', 'TAS2R60', 'CCKBR', 'OR5B2', 'CASC8', 'IQCF2', 'ARR3', 'KRTAP19-1', 'PROKR1', 'FMR1NB', 'NXF2B', 'ARHGAP36', 'P2RX3', 'TTTY15', 'OPN1MW', 'PPBPP1', 'CHODL-AS1', 'PF4', 'KHDC1L', 'LYZL6', 'TEX33', 'OR1B1', 'HBD', 'FAM153C', 'TKTL2', 'ANKRD18DP', 'MYBPHL', 'AKAP14', 'EDDM3A', 'SYT10', 'ACOT12', 'GAGE1', 'C11ORF94', 'CSH2', 'SERPINB4', 'BRDTP1', 'LGI3', 'PRB1', 'SNORA54', 'PRAP1', 'SNORA51', 'OR10S1', 'SFTPC', 'OTP', 'IGF2BP2-AS1', 'SPACA7', 'KCNQ1DN', 'DMRT1', 'YWHAEP7', 'CYP3A4', 'PRSS1', 'ZAR1L', 'C17ORF64', 'GAGE2D', 'FBP2', 'IFNA13', 'KRTAP19-3', 'SLC13A1', 'LHX9', 'CYP2W1', 'LINC00469', 'LOC646813', 'FOXE1', 'C9ORF135', 'OR4K2', 'OTOL1', 'HPD', 'OLIG1', 'PLET1', 'LCNL1', 'CRLF2', 'NEU2', 'GABRG3', 'FCAMR', 'CCDC166', 'SVOP', 'FERD3L', 'FDCSP', 'HAND1', 'NPHS2', 'GH1', 'FAM71C', 'C3ORF49', 'USP17L6P', 'XKR7', 'LINC01101', 'FAM27L', 'VRTN', 'SATB2-AS1', 'SCARNA20', 'CNTNAP5', 'ZFAT-AS1', 'ACSM2A', 'OLAH', 'PTF1A', 'C17ORF78', 'PRDM14', 'HOXC12', 'DNAJC5G', 'LCE1D', 'FMO6P', 'PISRT1', 'TMEM207', 'LINC00696', 'GDNF', 'OR13H1', 'CRNN', 'OR51I2', 'AVPR1B', 'CLDN22', 'SPANXN1', 'ZNF479', 'OR5H6', 'LPO', 'FGA', 'OR6M1', 'PRKAG3', 'OR4D6', 'OR7E24', 'CELA2A', 'IL26', 'HFE2', 'UCMA', 'SCGB1A1', 'OR1L1', 'PWRN2', 'SCN1A', 'MYBPC2', 'FTMT', 'BARHL2', 'OPRD1', 'GYS2', 'IVL', 'OR1K1', 'DEFB110', 'ADAM18', 'EPS8L3', 'CCKAR', 'LOC285627', 'HBZ', 'SLC1A6', 'KRTAP21-1', 'CER1', 'SBSN', 'GABRA6', 'LOC729609', 'PRG1', 'SERPINI2', 'CPLX3', 'FAM27B', 'LMNTD1', 'TFF2', 'CT45A1', 'OR4C12', 'OR4D2', 'SCARNA11', 'POM121L2', 'OR56B1', 'NKX2-1', 'CLCA4', 'HBG2', 'LINC00488', 'SNORA59B', 'OR8D4', 'CYP7A1', 'FOXN3-AS2', 'GBX2', 'GAGE2B', 'LINC00608', 'CGB8', 'OR2M4', 'OR52A4P', 'DRGX', 'HTR3E', 'SNORA38B', 'ANP32D', 'LYZL1', 'CCL24', 'HTR5A', 'SLITRK3', 'YIPF7', 'TSPY1', 'SLC25A31', 'RAX', 'ALLC', 'SYCN', 'SNORA44', 'TARM1', 'HMHB1', 'SLC35G3', 'TMEM88B', 'OR6C74', 'ALX4', 'SPACA3', 'LINC00923', 'A1CF', 'OR6F1', 'CD200R1L', 'SLC51B', 'TSPY2', 'FRMPD2B', 'OR9A2', 'KRT13', 'SNORD94', 'TSKS', 'OR8J3', 'NPBWR2', 'ARL5C', 'OR2T29', 'DYDC1', 'GDPD2', 'ARID3C', 'LINC00602', 'NKX2-6', 'LINC00934', 'OR11H4', 'GOLGA8EP', 'OR13C3', 'PLG', 'TRHR', 'LINC00895', 'MAP3K15', 'MAGEA9B', 'ITLN2', 'POU6F2', 'SRY', 'RAX2', 'OR1N1', 'LINC00575', 'SSX5', 'SNORA37', 'TPTE2', 'CNTN5', 'TCERG1L', 'DPPA2', 'NTS', 'ADGRG4', 'ZIM3', 'BMP15', 'ZCCHC13', 'POTED', 'MUSK', 'SNORA71A', 'KIR3DL3', 'LINC00304', 'KCNK4', 'GRIN2B', 'APOC3', 'IQCF3', 'C2ORF83', 'MYH1', 'C18ORF42', 'TRPM1', 'GPR22', 'IL36RN', 'ALPPL2', 'GAGE2C', 'GAGE12F', 'KCNMB2', 'SNORD116-19', 'TPD52L3', 'OR2L8', 'C20ORF166-AS1', 'NLRP8', 'SNORA74A', 'SNORA76C', 'OR2A14', 'OR4F15', 'CFHR4', 'OR2AT4', 'OR11H6', 'SPANXN3', 'CPLX4', 'SOX3', 'FAM170B', 'DAOA', 'CYP2C18', 'LINC01312', 'CSN3', 'EDDM3B', 'GUCA2B', 'ITIH1', 'USH1C', 'F13B', 'ZNF705A', 'FFAR1', 'GPR52', 'SYCP1', 'ARSF', 'EPPIN', 'DNMT3L', 'PRAMEF14', 'MUC2', 'MTVR2', 'LRRC30', 'SPATA31C1', 'MAGEA1', 'ADAM29', 'TRIM48', 'OR52N5', 'CXADRP2', 'BPIFB3', 'DUSP21', 'OR2T10', 'FAM205A', 'SLC32A1', 'DMP1', 'FOXD4L3', 'PPIAL4E', 'MMP23A', 'PSKH2', 'BTN1A1', 'OR5C1', 'C6ORF10', 'ACER1', 'NKAIN3', 'AATK-AS1', 'SPINK1', 'IFNA14', 'MORC1', 'TRIM75P', 'LOC647859', 'TTTY2', 'TMIGD1', 'SPOCK3', 'CHRNB3', 'BET1P1', 'GCSAML-AS1', 'CSNK1A1P1', 'OR2A2', 'SCARNA8', 'FAM19A4', 'ADGRG7', 'KRTAP4-3', 'OR9G4', 'TMEM72', 'CRYGC', 'PAGE5', 'ODAM', 'OR1S2', 'KRTAP1-5', 'REC114', 'KRTAP1-1', 'TREML4', 'IQCF6', 'TMEM14E', 'KRTAP12-2', 'PPY2P', 'ZFY', 'TSPAN19', 'IQCJ', 'KRT83', 'RFX6', 'PLA2G12B', 'DMRTC1', 'SNORD115-26', 'OR6C4', 'COL6A4P1', 'DCT', 'VWC2L', 'SH2D7', 'HCRTR1', 'NUTM1', 'OR52A5', 'KRT3', 'TPTE', 'REG4', 'AADACL3', 'OR2G6', 'CT47A1', 'CLEC4G', 'OR6S1', 'SNORA16B', 'CGB5', 'BTF3P11', 'SPATA3', 'MAGEA5', 'LINC01020', 'SPDYC', 'KLRC4', 'S100G', 'KRTAP11-1', 'RAPGEF4-AS1', 'LOC400736', 'NF1P2', 'NXPE1', 'KRT85', 'FRMPD4', 'TSGA13', 'RPE65', 'TRPV5', 'LOC100129935', 'ANKRD34C', 'EPB42', 'CA6', 'OR2F1', 'APCS', 'CHIAP2', 'FOXG1', 'KCNJ16', 'ASB15', 'IHH', 'AKR1D1', 'OACYLP', 'GNAS-AS1', 'KRT74', 'KRTAP3-2', 'LOC400940', 'SDR16C6P', 'B3GNT6', 'IFNL1', 'PCGEM1', 'MAGEA12', 'POTEH', 'COX7B2', 'TCP10L2', 'CPA2', 'LINC00303', 'C2ORF27B', 'MAGEB3', 'PCP4', 'DEFB126', 'GFI1B', 'CTRB1', 'C1ORF146', 'UGT1A4', 'CNGA2', 'SLC22A10', 'DISC2', 'SPANXA2', 'INSM2', 'MTNR1B', 'LY6G6D', 'C15ORF32', 'TSPEAR-AS2', 'PRR32', 'TMPRSS11F', 'PRSS48', 'FAM24A', 'GABRR3', 'OR2A12', 'GML', 'TMEM132D', 'LINC00113', 'RNASE8', 'HIST2H2AB', 'ZSCAN10', 'LINC01591', 'NKX6-2', 'ABRA', 'GLTPD2', 'SNORA72', 'OR6B1', 'WFDC8', 'FBXW12', 'LINC00691', 'MOS', 'LOC284661', 'TRIM55', 'LINC01142', 'OR4A16', 'RBM46', 'TLX3', 'HYPM', 'TAAR9', 'OR4D10', 'CNTNAP4', 'CABS1', 'PRAMEF16', 'VWA5B1', 'CRYGB', 'SNORA2B', 'LINC00452', 'GCG', 'SNORA27', 'CFC1B', 'SCGB3A2', 'PRAMEF5', 'FAM170A', 'OR51T1', 'CGB2', 'GSC2', 'HIST1H3A', 'CCK', 'LRRTM1', 'AGXT2', 'ADRB3', 'AIRE', 'GSTA5', 'OR4D5', 'OR10AD1', 'DUXA', 'MCF2', 'KRTAP12-1', 'MS4A10', 'RPL3L', 'LOC643923', 'AADAC', 'DEFB123', 'OR5B17', 'SERPINB3', 'ANKRD20A20P', 'SNCB', 'MYF5', 'HMSD', 'MT1B', 'CST9L', 'EPGN', 'ZG16', 'SNORD15B', 'TRIM15', 'RHAG', 'GABRB1', 'CLRN1', 'TBC1D3P2', 'ART1', 'OR4D1', 'PRLHR', 'KRTAP10-11', 'GRK1', 'HYMAI', 'MYADML', 'BANF2', 'USP50', 'B3GALT1', 'NPSR1-AS1', 'HRK', 'INS-IGF2', 'NHLH2', 'PABPC1L2A', 'SLC5A2', 'FAM47C', 'TRIM49', 'OR5T2', 'CEACAM22P', 'AQP2', 'MMD2', 'APOA5', 'PACRG-AS1', 'UTS2R', 'PRSS57', 'LINC00523', 'SPINK14', 'MYH7', 'WFDC6', 'INS', 'IGFBP1', 'FAM19A1', 'IFNB1', 'TAS2R42', 'INSC', 'MUC13', 'KRTAP12-3', 'SLCO1B7', 'GHSR', 'CYP1A2', 'C1ORF140', 'SPINT3', 'TNFSF18', 'KLK9', 'STATH', 'KCNB2', 'FLJ25758', 'LINC00202-2', 'MAS1L', 'IFNL2', 'FOXR1', 'SNORA16A', 'IL31', 'MAGEA11', 'TNP2', 'LOC392196', 'SNORA68', 'SLITRK1', 'LOC285629', 'FAM138D', 'FAM138B', 'AMER3', 'F2', 'NPSR1', 'MRGPRX1', 'TAS2R13', 'CTRB2', 'LOC100130417', 'VCX3A', 'ACTR3BP2', 'FAM9B', 'LINC01105', 'KCNK18', 'CLEC4M', 'NMUR2', 'GOLGA2P6', 'ALAS2', 'OR52W1', 'OR52K2', 'ZNF735', 'OR7D4', 'OR10G8', 'SLC5A8', 'OR52N2', 'SFTPB', 'PSG4', 'AKR1C8P', 'SLC10A1', 'C3ORF30', 'CALHM3', 'PASD1', 'OR5H14', 'AWAT1', 'HIST1H3B', 'RNF151', 'OR5K1', 'OR6B2', 'ADCYAP1R1', 'OR52K1', 'CACNG3', 'SHH', 'CCER1', 'OTC', 'OR51B5', 'OR8G2', 'C4ORF50', 'HGC6.3', 'SDC4P', 'OR8H2', 'OR3A2', 'SHD', 'PDX1', 'ERC2-IT1', 'HAO1', 'KRTAP21-2', 'OR4C16', 'CLCA3P', 'VPREB1', 'LINC00052', 'SERPINA7', 'PRLH', 'TSNAX-DISC1', 'SKINTL', 'DSCR10', 'TSPAN16', 'LINC00597', 'CHRNA9', 'HTR1B', 'TMEM8C', 'PRAC1', 'HAVCR1', 'SLC38A8', 'LEUTX', 'F11', 'OR4X2', 'HNRNPCL1', 'FMO9P', 'C7ORF57', 'GPR61', 'NEUROG3', 'AHSG', 'PSG11', 'KRTAP7-1', 'GPHA2', 'DACH2', 'HSD52', 'BRINP3', 'ACSM2B', 'B4GALNT2', 'CALR3', 'SPATA45', 'PPAN-P2RY11', 'SLC4A9', 'POU4F2', 'UGT2B28', 'KRT32', 'SLC25A3P1', 'CCDC63', 'HS3ST4', 'NXNL1', 'SLC9C1', 'GOLGA6L1', 'CPNE6', 'RNF222', 'CELP', 'SSX2', 'ACTBL2', 'VGLL2', 'HPSE2', 'CD1B', 'CLRN1-AS1', 'KRTAP10-7', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06876053865938014
		RMSE:  0.7026668514343448
		NRMSE:  0.1789276696377339
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07452018232747903
		RMSE:  0.6281215662347416
		NRMSE:  0.15805378984795088
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6796874655065666
		NRMSE:  0.1730761797526334
		MAPE:  274.2442116656758
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00044725008449963966
		RMSE:  0.6060849693149379
		NRMSE:  0.15250873639690443
		MAPE:  274.3248072759207

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.3935825051241423e-15
		NRMSE:  6.09503833649294e-16
		MAPE:  2.091104223403785e-12
		Pearson Correlation:  0.14591690871366114
		Spearman Correlation:  0.15820895522388062
		Coefficient of Determination:  -1.774262426163539
		RMSE:  1.0092765583566576
		NRMSE:  0.2539635535987161
		MAPE:  745.7031083092844

	Predictor:  ElasticNet
		Pearson Correlation:  0.9055431962347761
		Spearman Correlation:  0.8914284373420364
		Coefficient of Determination:  0.79338523654409
		RMSE:  0.30895123537008556
		NRMSE:  0.07867159872936405
		MAPE:  185.1482142092596
		Pearson Correlation:  0.26348156285827773
		Spearman Correlation:  0.2878315190962481
		Coefficient of Determination:  -0.038325013353040616
		RMSE:  0.617451819243184
		NRMSE:  0.155368968884322
		MAPE:  549.2718832959561

	Predictor:  RandomForests
		Pearson Correlation:  0.6915381307029589
		Spearman Correlation:  0.5959723540932916
		Coefficient of Determination:  0.47640720354867594
		RMSE:  0.4918198945973006
		NRMSE:  0.1252374257333148
		MAPE:  250.34597764095915
		Pearson Correlation:  0.37666733462433755
		Spearman Correlation:  0.34390483887270584
		Coefficient of Determination:  -0.0741544973397521
		RMSE:  0.6280146747230737
		NRMSE:  0.15802689281172436
		MAPE:  520.0448248611511

Protein:  TP53
x_train_column_count:  1007
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'OR2W1', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'OR8K3', 'MS4A5', 'CTSL3P', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'DEFB127', 'FGF22', 'MRGPRG-AS1', 'SMCP', 'OR52A1', 'MROH5', 'FAM150A', 'REXO1L6P', 'SNORA36A', 'HNF1B', 'FAM92A1P2', 'LHX3', 'CHAT', 'OR7G3', 'CTXN3', 'HES3', 'CT47A2', 'SLC18A3', 'TBC1D21', 'OR8I2', 'AMBN', 'SNAR-I', 'SNAR-E', 'DEFB113', 'FAM41AY1', 'C11ORF40', 'SNORA58', 'OR51A2', 'FLG2', 'BSX', 'TMPRSS11B', 'GJA10', 'NR0B1', 'CSN2', 'DEFB119', 'SMR3B', 'GJA8', 'HHLA1', 'SNORD8', 'TAAR8', 'GUCA1C', 'BARHL1', 'SNAR-A13', 'LINC01548', 'LCE1F', 'ATP4B', 'SPRR2G', 'GSX2', 'C17ORF102', 'TTTY21', 'LELP1', 'LRTM1', 'LCE2A', 'SNORA5B', 'CT47B1', 'GYPA', 'TYR', 'SLC28A2', 'KRTAP4-11', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CCDC38', 'CPN1', 'FGF6', 'CLC', 'CEACAM20', 'PROL1', 'ESX1', 'FXYD4', 'OR8U1', 'ASB18', 'FAM224B', 'PSMB11', 'IL37', 'ZNF536', 'SPANXN4', 'TMEM247', 'CA5A', 'GNAT3', 'ZNRF4', 'OR2B3', 'ZNF804B', 'OR2T12', 'LINC00326', 'ANXA8L1', 'OR13C9', 'OR7C2', 'FNDC7', 'OR7G1', 'OR6C76', 'GLRA4', 'ST8SIA3', 'OR7G2', 'OR5K3', 'C12ORF40', 'CT47A7', 'CT47A6', 'PAQR9', 'KRTAP6-2', 'OR4M2', 'LINC00671', 'H1FOO', 'OR8H1', 'OR2AE1', 'PGM5-AS1', 'CD300LD', 'MAGEA10', 'HAO2', 'APOA2', 'SPIC', 'TSPYL6', 'OR2M2', 'OR8A1', 'SNORA55', 'AHSP', 'DPRX', 'KRT78', 'DEFB128', 'SCP2D1', 'OLIG2', 'OR6T1', 'SNORD115-7', 'EIF1AY', 'FGF4', 'SLC6A19', 'OR4S2', 'LOC440040', 'TEX36-AS1', 'PLCZ1', 'CST13P', 'LINC00314', 'ZPBP', 'CDKL4', 'KRTAP1-3', 'HYALP1', 'LYPD8', 'PSG8', 'HTR3B', 'IFNA21', 'OR2C3', 'CD5L', 'PSG1', 'OR4B1', 'KRTDAP', 'OR10G4', 'GNAT1', 'OC90', 'OR4A47', 'RSPH6A', 'TMEM196', 'CCL15-CCL14', 'SEC14L3', 'IL13', 'GOT1L1', 'PLSCR5', 'CFHR2', 'OR6C2', 'SPRR4', 'HBM', 'SOST', 'FAM25BP', 'OR52H1', 'DDI1', 'SSX6', 'SCARNA22', 'ASB11', 'SCARNA4', 'TEX13B', 'KRTAP19-5', 'SNORA24', 'KRT2', 'OR8B8', 'ASB10', 'C1ORF105', 'GPR50', 'LILRP2', 'SNORA28', 'TAGLN3', 'SNORA22', 'GJD2', 'VSTM2B', 'LRRC7', 'ARG1', 'TFAMP1', 'SLCO1A2', 'FAM71A', 'GABRA1', 'SPAM1', 'NMS', 'OR1M1', 'CABP5', 'NCOR1P1', 'CIB4', 'OR4D11', 'TMEM179', 'OR2L2', 'OLIG3', 'URAD', 'H1FNT', 'IGFL4', 'LGALS14', 'HIST1H4G', 'SPATA31A3', 'GLYCAM1', 'SNORA20', 'IFNA16', 'OR11L1', 'DAZL', 'CLCA1', 'OR2T34', 'SCARNA14', 'DEFB109P1', 'OR5AN1', 'RAB9BP1', 'TXLNGY', 'BTNL3', 'F9', 'FAM183CP', 'LINC00111', 'KCNU1', 'LOC727924', 'CXORF51A', 'OR2M3', 'OR10T2', 'OR1S1', 'SOX1', 'SNORD15A', 'HBG1', 'OR10V1', 'FGF23', 'MS4A6E', 'WFDC5', 'GPR151', 'PRM3', 'SCGB1C1', 'CLEC6A', 'PRSS3P2', 'ASAP1-IT1', 'PPY', 'DNAJB8', 'CT47A11', 'TMEM252', 'OR10A5', 'MAGEB10', 'OR8S1', 'PSG7', 'SUN3', 'SPRR1B', 'PRAMEF8', 'CELA2B', 'PLA2G2F', 'CRYAA', 'KLHL40', 'OR2AG1', 'MC2R', 'USP26', 'HIST1H4F', 'DMBT1P1', 'OR8G5', 'OR10K1', 'NPPC', 'PSAPL1', 'SNORD89', 'SLC5A7', 'C1ORF87', 'ALOX12B', 'TUSC7', 'HBBP1', 'LOC391003', 'C15ORF43', 'SFTA3', 'CAPZA3', 'XAGE5', 'LOC391343', 'LINC00636', 'TBC1D28', 'KRT39', 'C20ORF173', 'C22ORF42', 'BMP10', 'SNORA34', 'IFITM5', 'SNORA70B', 'OR4S1', 'PIWIL3', 'C4ORF51', 'TAS2R60', 'CCKBR', 'OR5B2', 'CASC8', 'IQCF2', 'ARR3', 'KRTAP19-1', 'PROKR1', 'FMR1NB', 'NXF2B', 'ARHGAP36', 'P2RX3', 'TTTY15', 'OPN1MW', 'PPBPP1', 'CHODL-AS1', 'PF4', 'KHDC1L', 'LYZL6', 'TEX33', 'OR1B1', 'HBD', 'FAM153C', 'TKTL2', 'ANKRD18DP', 'MYBPHL', 'AKAP14', 'EDDM3A', 'SYT10', 'ACOT12', 'GAGE1', 'C11ORF94', 'CSH2', 'SERPINB4', 'BRDTP1', 'LGI3', 'PRB1', 'SNORA54', 'PRAP1', 'SNORA51', 'OR10S1', 'SFTPC', 'OTP', 'IGF2BP2-AS1', 'SPACA7', 'KCNQ1DN', 'DMRT1', 'YWHAEP7', 'CYP3A4', 'PRSS1', 'ZAR1L', 'C17ORF64', 'GAGE2D', 'FBP2', 'IFNA13', 'KRTAP19-3', 'SLC13A1', 'LHX9', 'CYP2W1', 'LINC00469', 'LOC646813', 'FOXE1', 'C9ORF135', 'OR4K2', 'OTOL1', 'HPD', 'OLIG1', 'PLET1', 'LCNL1', 'CRLF2', 'NEU2', 'GABRG3', 'FCAMR', 'CCDC166', 'SVOP', 'FERD3L', 'FDCSP', 'HAND1', 'NPHS2', 'GH1', 'FAM71C', 'C3ORF49', 'USP17L6P', 'XKR7', 'LINC01101', 'FAM27L', 'VRTN', 'SATB2-AS1', 'SCARNA20', 'CNTNAP5', 'ZFAT-AS1', 'ACSM2A', 'OLAH', 'PTF1A', 'C17ORF78', 'PRDM14', 'HOXC12', 'DNAJC5G', 'LCE1D', 'FMO6P', 'PISRT1', 'TMEM207', 'LINC00696', 'GDNF', 'OR13H1', 'CRNN', 'OR51I2', 'AVPR1B', 'CLDN22', 'SPANXN1', 'ZNF479', 'OR5H6', 'LPO', 'FGA', 'OR6M1', 'PRKAG3', 'OR4D6', 'OR7E24', 'CELA2A', 'IL26', 'HFE2', 'UCMA', 'SCGB1A1', 'OR1L1', 'PWRN2', 'SCN1A', 'MYBPC2', 'FTMT', 'BARHL2', 'OPRD1', 'GYS2', 'IVL', 'OR1K1', 'DEFB110', 'ADAM18', 'EPS8L3', 'CCKAR', 'LOC285627', 'HBZ', 'SLC1A6', 'KRTAP21-1', 'CER1', 'SBSN', 'GABRA6', 'LOC729609', 'PRG1', 'SERPINI2', 'CPLX3', 'FAM27B', 'LMNTD1', 'TFF2', 'CT45A1', 'OR4C12', 'OR4D2', 'SCARNA11', 'POM121L2', 'OR56B1', 'NKX2-1', 'CLCA4', 'HBG2', 'LINC00488', 'SNORA59B', 'OR8D4', 'CYP7A1', 'FOXN3-AS2', 'GBX2', 'GAGE2B', 'LINC00608', 'CGB8', 'OR2M4', 'OR52A4P', 'DRGX', 'HTR3E', 'SNORA38B', 'ANP32D', 'LYZL1', 'CCL24', 'HTR5A', 'SLITRK3', 'YIPF7', 'TSPY1', 'SLC25A31', 'RAX', 'ALLC', 'SYCN', 'SNORA44', 'TARM1', 'HMHB1', 'SLC35G3', 'TMEM88B', 'OR6C74', 'ALX4', 'SPACA3', 'LINC00923', 'A1CF', 'OR6F1', 'CD200R1L', 'SLC51B', 'TSPY2', 'FRMPD2B', 'OR9A2', 'KRT13', 'SNORD94', 'TSKS', 'OR8J3', 'NPBWR2', 'ARL5C', 'OR2T29', 'DYDC1', 'GDPD2', 'ARID3C', 'LINC00602', 'NKX2-6', 'LINC00934', 'OR11H4', 'GOLGA8EP', 'OR13C3', 'PLG', 'TRHR', 'LINC00895', 'MAP3K15', 'MAGEA9B', 'ITLN2', 'POU6F2', 'SRY', 'RAX2', 'OR1N1', 'LINC00575', 'SSX5', 'SNORA37', 'TPTE2', 'CNTN5', 'TCERG1L', 'DPPA2', 'NTS', 'ADGRG4', 'ZIM3', 'BMP15', 'ZCCHC13', 'POTED', 'MUSK', 'SNORA71A', 'KIR3DL3', 'LINC00304', 'KCNK4', 'GRIN2B', 'APOC3', 'IQCF3', 'C2ORF83', 'MYH1', 'C18ORF42', 'TRPM1', 'GPR22', 'IL36RN', 'ALPPL2', 'GAGE2C', 'GAGE12F', 'KCNMB2', 'SNORD116-19', 'TPD52L3', 'OR2L8', 'C20ORF166-AS1', 'NLRP8', 'SNORA74A', 'SNORA76C', 'OR2A14', 'OR4F15', 'CFHR4', 'OR2AT4', 'OR11H6', 'SPANXN3', 'CPLX4', 'SOX3', 'FAM170B', 'DAOA', 'CYP2C18', 'LINC01312', 'CSN3', 'EDDM3B', 'GUCA2B', 'ITIH1', 'USH1C', 'F13B', 'ZNF705A', 'FFAR1', 'GPR52', 'SYCP1', 'ARSF', 'EPPIN', 'DNMT3L', 'PRAMEF14', 'MUC2', 'MTVR2', 'LRRC30', 'SPATA31C1', 'MAGEA1', 'ADAM29', 'TRIM48', 'OR52N5', 'CXADRP2', 'BPIFB3', 'DUSP21', 'OR2T10', 'FAM205A', 'SLC32A1', 'DMP1', 'FOXD4L3', 'PPIAL4E', 'MMP23A', 'PSKH2', 'BTN1A1', 'OR5C1', 'C6ORF10', 'ACER1', 'NKAIN3', 'AATK-AS1', 'SPINK1', 'IFNA14', 'MORC1', 'TRIM75P', 'LOC647859', 'TTTY2', 'TMIGD1', 'SPOCK3', 'CHRNB3', 'BET1P1', 'GCSAML-AS1', 'CSNK1A1P1', 'OR2A2', 'SCARNA8', 'FAM19A4', 'ADGRG7', 'KRTAP4-3', 'OR9G4', 'TMEM72', 'CRYGC', 'PAGE5', 'ODAM', 'OR1S2', 'KRTAP1-5', 'REC114', 'KRTAP1-1', 'TREML4', 'IQCF6', 'TMEM14E', 'KRTAP12-2', 'PPY2P', 'ZFY', 'TSPAN19', 'IQCJ', 'KRT83', 'RFX6', 'PLA2G12B', 'DMRTC1', 'SNORD115-26', 'OR6C4', 'COL6A4P1', 'DCT', 'VWC2L', 'SH2D7', 'HCRTR1', 'NUTM1', 'OR52A5', 'KRT3', 'TPTE', 'REG4', 'AADACL3', 'OR2G6', 'CT47A1', 'CLEC4G', 'OR6S1', 'SNORA16B', 'CGB5', 'BTF3P11', 'SPATA3', 'MAGEA5', 'LINC01020', 'SPDYC', 'KLRC4', 'S100G', 'KRTAP11-1', 'RAPGEF4-AS1', 'LOC400736', 'NF1P2', 'NXPE1', 'KRT85', 'FRMPD4', 'TSGA13', 'RPE65', 'TRPV5', 'LOC100129935', 'ANKRD34C', 'EPB42', 'CA6', 'OR2F1', 'APCS', 'CHIAP2', 'FOXG1', 'KCNJ16', 'ASB15', 'IHH', 'AKR1D1', 'OACYLP', 'GNAS-AS1', 'KRT74', 'KRTAP3-2', 'LOC400940', 'SDR16C6P', 'B3GNT6', 'IFNL1', 'PCGEM1', 'MAGEA12', 'POTEH', 'COX7B2', 'TCP10L2', 'CPA2', 'LINC00303', 'C2ORF27B', 'MAGEB3', 'PCP4', 'DEFB126', 'GFI1B', 'CTRB1', 'C1ORF146', 'UGT1A4', 'CNGA2', 'SLC22A10', 'DISC2', 'SPANXA2', 'INSM2', 'MTNR1B', 'LY6G6D', 'C15ORF32', 'TSPEAR-AS2', 'PRR32', 'TMPRSS11F', 'PRSS48', 'FAM24A', 'GABRR3', 'OR2A12', 'GML', 'TMEM132D', 'LINC00113', 'RNASE8', 'HIST2H2AB', 'ZSCAN10', 'LINC01591', 'NKX6-2', 'ABRA', 'GLTPD2', 'SNORA72', 'OR6B1', 'WFDC8', 'FBXW12', 'LINC00691', 'MOS', 'LOC284661', 'TRIM55', 'LINC01142', 'OR4A16', 'RBM46', 'TLX3', 'HYPM', 'TAAR9', 'OR4D10', 'CNTNAP4', 'CABS1', 'PRAMEF16', 'VWA5B1', 'CRYGB', 'SNORA2B', 'LINC00452', 'GCG', 'SNORA27', 'CFC1B', 'SCGB3A2', 'PRAMEF5', 'FAM170A', 'OR51T1', 'CGB2', 'GSC2', 'HIST1H3A', 'CCK', 'LRRTM1', 'AGXT2', 'ADRB3', 'AIRE', 'GSTA5', 'OR4D5', 'OR10AD1', 'DUXA', 'MCF2', 'KRTAP12-1', 'MS4A10', 'RPL3L', 'LOC643923', 'AADAC', 'DEFB123', 'OR5B17', 'SERPINB3', 'ANKRD20A20P', 'SNCB', 'MYF5', 'HMSD', 'MT1B', 'CST9L', 'EPGN', 'ZG16', 'SNORD15B', 'TRIM15', 'RHAG', 'GABRB1', 'CLRN1', 'TBC1D3P2', 'ART1', 'OR4D1', 'PRLHR', 'KRTAP10-11', 'GRK1', 'HYMAI', 'MYADML', 'BANF2', 'USP50', 'B3GALT1', 'NPSR1-AS1', 'HRK', 'INS-IGF2', 'NHLH2', 'PABPC1L2A', 'SLC5A2', 'FAM47C', 'TRIM49', 'OR5T2', 'CEACAM22P', 'AQP2', 'MMD2', 'APOA5', 'PACRG-AS1', 'UTS2R', 'PRSS57', 'LINC00523', 'SPINK14', 'MYH7', 'WFDC6', 'INS', 'IGFBP1', 'FAM19A1', 'IFNB1', 'TAS2R42', 'INSC', 'MUC13', 'KRTAP12-3', 'SLCO1B7', 'GHSR', 'CYP1A2', 'C1ORF140', 'SPINT3', 'TNFSF18', 'KLK9', 'STATH', 'KCNB2', 'FLJ25758', 'LINC00202-2', 'MAS1L', 'IFNL2', 'FOXR1', 'SNORA16A', 'IL31', 'MAGEA11', 'TNP2', 'LOC392196', 'SNORA68', 'SLITRK1', 'LOC285629', 'FAM138D', 'FAM138B', 'AMER3', 'F2', 'NPSR1', 'MRGPRX1', 'TAS2R13', 'CTRB2', 'LOC100130417', 'VCX3A', 'ACTR3BP2', 'FAM9B', 'LINC01105', 'KCNK18', 'CLEC4M', 'NMUR2', 'GOLGA2P6', 'ALAS2', 'OR52W1', 'OR52K2', 'ZNF735', 'OR7D4', 'OR10G8', 'SLC5A8', 'OR52N2', 'SFTPB', 'PSG4', 'AKR1C8P', 'SLC10A1', 'C3ORF30', 'CALHM3', 'PASD1', 'OR5H14', 'AWAT1', 'HIST1H3B', 'RNF151', 'OR5K1', 'OR6B2', 'ADCYAP1R1', 'OR52K1', 'CACNG3', 'SHH', 'CCER1', 'OTC', 'OR51B5', 'OR8G2', 'C4ORF50', 'HGC6.3', 'SDC4P', 'OR8H2', 'OR3A2', 'SHD', 'PDX1', 'ERC2-IT1', 'HAO1', 'KRTAP21-2', 'OR4C16', 'CLCA3P', 'VPREB1', 'LINC00052', 'SERPINA7', 'PRLH', 'TSNAX-DISC1', 'SKINTL', 'DSCR10', 'TSPAN16', 'LINC00597', 'CHRNA9', 'HTR1B', 'TMEM8C', 'PRAC1', 'HAVCR1', 'SLC38A8', 'LEUTX', 'F11', 'OR4X2', 'HNRNPCL1', 'FMO9P', 'C7ORF57', 'GPR61', 'NEUROG3', 'AHSG', 'PSG11', 'KRTAP7-1', 'GPHA2', 'DACH2', 'HSD52', 'BRINP3', 'ACSM2B', 'B4GALNT2', 'CALR3', 'SPATA45', 'PPAN-P2RY11', 'SLC4A9', 'POU4F2', 'UGT2B28', 'KRT32', 'SLC25A3P1', 'CCDC63', 'HS3ST4', 'NXNL1', 'SLC9C1', 'GOLGA6L1', 'CPNE6', 'RNF222', 'CELP', 'SSX2', 'ACTBL2', 'VGLL2', 'HPSE2', 'CD1B', 'CLRN1-AS1', 'KRTAP10-7', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0629013951002304
		RMSE:  0.43691826486349494
		NRMSE:  0.11112140819031384
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02793228386718627
		RMSE:  0.5354711484549424
		NRMSE:  0.14342336907859712
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4237929343776606
		NRMSE:  0.10778324331179852
		MAPE:  459.9790072255086
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011640203076264122
		RMSE:  0.5284530873849588
		NRMSE:  0.1415436152095778
		MAPE:  140.42972129387252

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.6108924558042391e-15
		NRMSE:  4.0969822625301745e-16
		MAPE:  7.325056251974543e-12
		Pearson Correlation:  0.26090369586339146
		Spearman Correlation:  0.22421975336350833
		Coefficient of Determination:  -0.7194633028843229
		RMSE:  0.6925486363290646
		NRMSE:  0.18549581795341225
		MAPE:  398.45706788198385

	Predictor:  ElasticNet
		Pearson Correlation:  0.8551476650673357
		Spearman Correlation:  0.7678237705295442
		Coefficient of Determination:  0.6872443037237383
		RMSE:  0.23700435476057777
		NRMSE:  0.06027730989103939
		MAPE:  565.6953145181438
		Pearson Correlation:  0.5023578070691405
		Spearman Correlation:  0.43417748350976954
		Coefficient of Determination:  0.2410807162044597
		RMSE:  0.4600993469280658
		NRMSE:  0.12323539491845878
		MAPE:  160.35501654464144

	Predictor:  RandomForests
		Pearson Correlation:  0.6502683900131322
		Spearman Correlation:  0.5678507669606474
		Coefficient of Determination:  0.36179509163699897
		RMSE:  0.33855854666245333
		NRMSE:  0.08610558423725256
		MAPE:  641.8254671785085
		Pearson Correlation:  0.5684016542543556
		Spearman Correlation:  0.49431096014754444
		Coefficient of Determination:  0.2678960549681868
		RMSE:  0.451897767996809
		NRMSE:  0.12103864148836453
		MAPE:  178.85023289793455

Protein:  CTNNB1
x_train_column_count:  1007
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'OR2W1', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'OR8K3', 'MS4A5', 'CTSL3P', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'DEFB127', 'FGF22', 'MRGPRG-AS1', 'SMCP', 'OR52A1', 'MROH5', 'FAM150A', 'REXO1L6P', 'SNORA36A', 'HNF1B', 'FAM92A1P2', 'LHX3', 'CHAT', 'OR7G3', 'CTXN3', 'HES3', 'CT47A2', 'SLC18A3', 'TBC1D21', 'OR8I2', 'AMBN', 'SNAR-I', 'SNAR-E', 'DEFB113', 'FAM41AY1', 'C11ORF40', 'SNORA58', 'OR51A2', 'FLG2', 'BSX', 'TMPRSS11B', 'GJA10', 'NR0B1', 'CSN2', 'DEFB119', 'SMR3B', 'GJA8', 'HHLA1', 'SNORD8', 'TAAR8', 'GUCA1C', 'BARHL1', 'SNAR-A13', 'LINC01548', 'LCE1F', 'ATP4B', 'SPRR2G', 'GSX2', 'C17ORF102', 'TTTY21', 'LELP1', 'LRTM1', 'LCE2A', 'SNORA5B', 'CT47B1', 'GYPA', 'TYR', 'SLC28A2', 'KRTAP4-11', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CCDC38', 'CPN1', 'FGF6', 'CLC', 'CEACAM20', 'PROL1', 'ESX1', 'FXYD4', 'OR8U1', 'ASB18', 'FAM224B', 'PSMB11', 'IL37', 'ZNF536', 'SPANXN4', 'TMEM247', 'CA5A', 'GNAT3', 'ZNRF4', 'OR2B3', 'ZNF804B', 'OR2T12', 'LINC00326', 'ANXA8L1', 'OR13C9', 'OR7C2', 'FNDC7', 'OR7G1', 'OR6C76', 'GLRA4', 'ST8SIA3', 'OR7G2', 'OR5K3', 'C12ORF40', 'CT47A7', 'CT47A6', 'PAQR9', 'KRTAP6-2', 'OR4M2', 'LINC00671', 'H1FOO', 'OR8H1', 'OR2AE1', 'PGM5-AS1', 'CD300LD', 'MAGEA10', 'HAO2', 'APOA2', 'SPIC', 'TSPYL6', 'OR2M2', 'OR8A1', 'SNORA55', 'AHSP', 'DPRX', 'KRT78', 'DEFB128', 'SCP2D1', 'OLIG2', 'OR6T1', 'SNORD115-7', 'EIF1AY', 'FGF4', 'SLC6A19', 'OR4S2', 'LOC440040', 'TEX36-AS1', 'PLCZ1', 'CST13P', 'LINC00314', 'ZPBP', 'CDKL4', 'KRTAP1-3', 'HYALP1', 'LYPD8', 'PSG8', 'HTR3B', 'IFNA21', 'OR2C3', 'CD5L', 'PSG1', 'OR4B1', 'KRTDAP', 'OR10G4', 'GNAT1', 'OC90', 'OR4A47', 'RSPH6A', 'TMEM196', 'CCL15-CCL14', 'SEC14L3', 'IL13', 'GOT1L1', 'PLSCR5', 'CFHR2', 'OR6C2', 'SPRR4', 'HBM', 'SOST', 'FAM25BP', 'OR52H1', 'DDI1', 'SSX6', 'SCARNA22', 'ASB11', 'SCARNA4', 'TEX13B', 'KRTAP19-5', 'SNORA24', 'KRT2', 'OR8B8', 'ASB10', 'C1ORF105', 'GPR50', 'LILRP2', 'SNORA28', 'TAGLN3', 'SNORA22', 'GJD2', 'VSTM2B', 'LRRC7', 'ARG1', 'TFAMP1', 'SLCO1A2', 'FAM71A', 'GABRA1', 'SPAM1', 'NMS', 'OR1M1', 'CABP5', 'NCOR1P1', 'CIB4', 'OR4D11', 'TMEM179', 'OR2L2', 'OLIG3', 'URAD', 'H1FNT', 'IGFL4', 'LGALS14', 'HIST1H4G', 'SPATA31A3', 'GLYCAM1', 'SNORA20', 'IFNA16', 'OR11L1', 'DAZL', 'CLCA1', 'OR2T34', 'SCARNA14', 'DEFB109P1', 'OR5AN1', 'RAB9BP1', 'TXLNGY', 'BTNL3', 'F9', 'FAM183CP', 'LINC00111', 'KCNU1', 'LOC727924', 'CXORF51A', 'OR2M3', 'OR10T2', 'OR1S1', 'SOX1', 'SNORD15A', 'HBG1', 'OR10V1', 'FGF23', 'MS4A6E', 'WFDC5', 'GPR151', 'PRM3', 'SCGB1C1', 'CLEC6A', 'PRSS3P2', 'ASAP1-IT1', 'PPY', 'DNAJB8', 'CT47A11', 'TMEM252', 'OR10A5', 'MAGEB10', 'OR8S1', 'PSG7', 'SUN3', 'SPRR1B', 'PRAMEF8', 'CELA2B', 'PLA2G2F', 'CRYAA', 'KLHL40', 'OR2AG1', 'MC2R', 'USP26', 'HIST1H4F', 'DMBT1P1', 'OR8G5', 'OR10K1', 'NPPC', 'PSAPL1', 'SNORD89', 'SLC5A7', 'C1ORF87', 'ALOX12B', 'TUSC7', 'HBBP1', 'LOC391003', 'C15ORF43', 'SFTA3', 'CAPZA3', 'XAGE5', 'LOC391343', 'LINC00636', 'TBC1D28', 'KRT39', 'C20ORF173', 'C22ORF42', 'BMP10', 'SNORA34', 'IFITM5', 'SNORA70B', 'OR4S1', 'PIWIL3', 'C4ORF51', 'TAS2R60', 'CCKBR', 'OR5B2', 'CASC8', 'IQCF2', 'ARR3', 'KRTAP19-1', 'PROKR1', 'FMR1NB', 'NXF2B', 'ARHGAP36', 'P2RX3', 'TTTY15', 'OPN1MW', 'PPBPP1', 'CHODL-AS1', 'PF4', 'KHDC1L', 'LYZL6', 'TEX33', 'OR1B1', 'HBD', 'FAM153C', 'TKTL2', 'ANKRD18DP', 'MYBPHL', 'AKAP14', 'EDDM3A', 'SYT10', 'ACOT12', 'GAGE1', 'C11ORF94', 'CSH2', 'SERPINB4', 'BRDTP1', 'LGI3', 'PRB1', 'SNORA54', 'PRAP1', 'SNORA51', 'OR10S1', 'SFTPC', 'OTP', 'IGF2BP2-AS1', 'SPACA7', 'KCNQ1DN', 'DMRT1', 'YWHAEP7', 'CYP3A4', 'PRSS1', 'ZAR1L', 'C17ORF64', 'GAGE2D', 'FBP2', 'IFNA13', 'KRTAP19-3', 'SLC13A1', 'LHX9', 'CYP2W1', 'LINC00469', 'LOC646813', 'FOXE1', 'C9ORF135', 'OR4K2', 'OTOL1', 'HPD', 'OLIG1', 'PLET1', 'LCNL1', 'CRLF2', 'NEU2', 'GABRG3', 'FCAMR', 'CCDC166', 'SVOP', 'FERD3L', 'FDCSP', 'HAND1', 'NPHS2', 'GH1', 'FAM71C', 'C3ORF49', 'USP17L6P', 'XKR7', 'LINC01101', 'FAM27L', 'VRTN', 'SATB2-AS1', 'SCARNA20', 'CNTNAP5', 'ZFAT-AS1', 'ACSM2A', 'OLAH', 'PTF1A', 'C17ORF78', 'PRDM14', 'HOXC12', 'DNAJC5G', 'LCE1D', 'FMO6P', 'PISRT1', 'TMEM207', 'LINC00696', 'GDNF', 'OR13H1', 'CRNN', 'OR51I2', 'AVPR1B', 'CLDN22', 'SPANXN1', 'ZNF479', 'OR5H6', 'LPO', 'FGA', 'OR6M1', 'PRKAG3', 'OR4D6', 'OR7E24', 'CELA2A', 'IL26', 'HFE2', 'UCMA', 'SCGB1A1', 'OR1L1', 'PWRN2', 'SCN1A', 'MYBPC2', 'FTMT', 'BARHL2', 'OPRD1', 'GYS2', 'IVL', 'OR1K1', 'DEFB110', 'ADAM18', 'EPS8L3', 'CCKAR', 'LOC285627', 'HBZ', 'SLC1A6', 'KRTAP21-1', 'CER1', 'SBSN', 'GABRA6', 'LOC729609', 'PRG1', 'SERPINI2', 'CPLX3', 'FAM27B', 'LMNTD1', 'TFF2', 'CT45A1', 'OR4C12', 'OR4D2', 'SCARNA11', 'POM121L2', 'OR56B1', 'NKX2-1', 'CLCA4', 'HBG2', 'LINC00488', 'SNORA59B', 'OR8D4', 'CYP7A1', 'FOXN3-AS2', 'GBX2', 'GAGE2B', 'LINC00608', 'CGB8', 'OR2M4', 'OR52A4P', 'DRGX', 'HTR3E', 'SNORA38B', 'ANP32D', 'LYZL1', 'CCL24', 'HTR5A', 'SLITRK3', 'YIPF7', 'TSPY1', 'SLC25A31', 'RAX', 'ALLC', 'SYCN', 'SNORA44', 'TARM1', 'HMHB1', 'SLC35G3', 'TMEM88B', 'OR6C74', 'ALX4', 'SPACA3', 'LINC00923', 'A1CF', 'OR6F1', 'CD200R1L', 'SLC51B', 'TSPY2', 'FRMPD2B', 'OR9A2', 'KRT13', 'SNORD94', 'TSKS', 'OR8J3', 'NPBWR2', 'ARL5C', 'OR2T29', 'DYDC1', 'GDPD2', 'ARID3C', 'LINC00602', 'NKX2-6', 'LINC00934', 'OR11H4', 'GOLGA8EP', 'OR13C3', 'PLG', 'TRHR', 'LINC00895', 'MAP3K15', 'MAGEA9B', 'ITLN2', 'POU6F2', 'SRY', 'RAX2', 'OR1N1', 'LINC00575', 'SSX5', 'SNORA37', 'TPTE2', 'CNTN5', 'TCERG1L', 'DPPA2', 'NTS', 'ADGRG4', 'ZIM3', 'BMP15', 'ZCCHC13', 'POTED', 'MUSK', 'SNORA71A', 'KIR3DL3', 'LINC00304', 'KCNK4', 'GRIN2B', 'APOC3', 'IQCF3', 'C2ORF83', 'MYH1', 'C18ORF42', 'TRPM1', 'GPR22', 'IL36RN', 'ALPPL2', 'GAGE2C', 'GAGE12F', 'KCNMB2', 'SNORD116-19', 'TPD52L3', 'OR2L8', 'C20ORF166-AS1', 'NLRP8', 'SNORA74A', 'SNORA76C', 'OR2A14', 'OR4F15', 'CFHR4', 'OR2AT4', 'OR11H6', 'SPANXN3', 'CPLX4', 'SOX3', 'FAM170B', 'DAOA', 'CYP2C18', 'LINC01312', 'CSN3', 'EDDM3B', 'GUCA2B', 'ITIH1', 'USH1C', 'F13B', 'ZNF705A', 'FFAR1', 'GPR52', 'SYCP1', 'ARSF', 'EPPIN', 'DNMT3L', 'PRAMEF14', 'MUC2', 'MTVR2', 'LRRC30', 'SPATA31C1', 'MAGEA1', 'ADAM29', 'TRIM48', 'OR52N5', 'CXADRP2', 'BPIFB3', 'DUSP21', 'OR2T10', 'FAM205A', 'SLC32A1', 'DMP1', 'FOXD4L3', 'PPIAL4E', 'MMP23A', 'PSKH2', 'BTN1A1', 'OR5C1', 'C6ORF10', 'ACER1', 'NKAIN3', 'AATK-AS1', 'SPINK1', 'IFNA14', 'MORC1', 'TRIM75P', 'LOC647859', 'TTTY2', 'TMIGD1', 'SPOCK3', 'CHRNB3', 'BET1P1', 'GCSAML-AS1', 'CSNK1A1P1', 'OR2A2', 'SCARNA8', 'FAM19A4', 'ADGRG7', 'KRTAP4-3', 'OR9G4', 'TMEM72', 'CRYGC', 'PAGE5', 'ODAM', 'OR1S2', 'KRTAP1-5', 'REC114', 'KRTAP1-1', 'TREML4', 'IQCF6', 'TMEM14E', 'KRTAP12-2', 'PPY2P', 'ZFY', 'TSPAN19', 'IQCJ', 'KRT83', 'RFX6', 'PLA2G12B', 'DMRTC1', 'SNORD115-26', 'OR6C4', 'COL6A4P1', 'DCT', 'VWC2L', 'SH2D7', 'HCRTR1', 'NUTM1', 'OR52A5', 'KRT3', 'TPTE', 'REG4', 'AADACL3', 'OR2G6', 'CT47A1', 'CLEC4G', 'OR6S1', 'SNORA16B', 'CGB5', 'BTF3P11', 'SPATA3', 'MAGEA5', 'LINC01020', 'SPDYC', 'KLRC4', 'S100G', 'KRTAP11-1', 'RAPGEF4-AS1', 'LOC400736', 'NF1P2', 'NXPE1', 'KRT85', 'FRMPD4', 'TSGA13', 'RPE65', 'TRPV5', 'LOC100129935', 'ANKRD34C', 'EPB42', 'CA6', 'OR2F1', 'APCS', 'CHIAP2', 'FOXG1', 'KCNJ16', 'ASB15', 'IHH', 'AKR1D1', 'OACYLP', 'GNAS-AS1', 'KRT74', 'KRTAP3-2', 'LOC400940', 'SDR16C6P', 'B3GNT6', 'IFNL1', 'PCGEM1', 'MAGEA12', 'POTEH', 'COX7B2', 'TCP10L2', 'CPA2', 'LINC00303', 'C2ORF27B', 'MAGEB3', 'PCP4', 'DEFB126', 'GFI1B', 'CTRB1', 'C1ORF146', 'UGT1A4', 'CNGA2', 'SLC22A10', 'DISC2', 'SPANXA2', 'INSM2', 'MTNR1B', 'LY6G6D', 'C15ORF32', 'TSPEAR-AS2', 'PRR32', 'TMPRSS11F', 'PRSS48', 'FAM24A', 'GABRR3', 'OR2A12', 'GML', 'TMEM132D', 'LINC00113', 'RNASE8', 'HIST2H2AB', 'ZSCAN10', 'LINC01591', 'NKX6-2', 'ABRA', 'GLTPD2', 'SNORA72', 'OR6B1', 'WFDC8', 'FBXW12', 'LINC00691', 'MOS', 'LOC284661', 'TRIM55', 'LINC01142', 'OR4A16', 'RBM46', 'TLX3', 'HYPM', 'TAAR9', 'OR4D10', 'CNTNAP4', 'CABS1', 'PRAMEF16', 'VWA5B1', 'CRYGB', 'SNORA2B', 'LINC00452', 'GCG', 'SNORA27', 'CFC1B', 'SCGB3A2', 'PRAMEF5', 'FAM170A', 'OR51T1', 'CGB2', 'GSC2', 'HIST1H3A', 'CCK', 'LRRTM1', 'AGXT2', 'ADRB3', 'AIRE', 'GSTA5', 'OR4D5', 'OR10AD1', 'DUXA', 'MCF2', 'KRTAP12-1', 'MS4A10', 'RPL3L', 'LOC643923', 'AADAC', 'DEFB123', 'OR5B17', 'SERPINB3', 'ANKRD20A20P', 'SNCB', 'MYF5', 'HMSD', 'MT1B', 'CST9L', 'EPGN', 'ZG16', 'SNORD15B', 'TRIM15', 'RHAG', 'GABRB1', 'CLRN1', 'TBC1D3P2', 'ART1', 'OR4D1', 'PRLHR', 'KRTAP10-11', 'GRK1', 'HYMAI', 'MYADML', 'BANF2', 'USP50', 'B3GALT1', 'NPSR1-AS1', 'HRK', 'INS-IGF2', 'NHLH2', 'PABPC1L2A', 'SLC5A2', 'FAM47C', 'TRIM49', 'OR5T2', 'CEACAM22P', 'AQP2', 'MMD2', 'APOA5', 'PACRG-AS1', 'UTS2R', 'PRSS57', 'LINC00523', 'SPINK14', 'MYH7', 'WFDC6', 'INS', 'IGFBP1', 'FAM19A1', 'IFNB1', 'TAS2R42', 'INSC', 'MUC13', 'KRTAP12-3', 'SLCO1B7', 'GHSR', 'CYP1A2', 'C1ORF140', 'SPINT3', 'TNFSF18', 'KLK9', 'STATH', 'KCNB2', 'FLJ25758', 'LINC00202-2', 'MAS1L', 'IFNL2', 'FOXR1', 'SNORA16A', 'IL31', 'MAGEA11', 'TNP2', 'LOC392196', 'SNORA68', 'SLITRK1', 'LOC285629', 'FAM138D', 'FAM138B', 'AMER3', 'F2', 'NPSR1', 'MRGPRX1', 'TAS2R13', 'CTRB2', 'LOC100130417', 'VCX3A', 'ACTR3BP2', 'FAM9B', 'LINC01105', 'KCNK18', 'CLEC4M', 'NMUR2', 'GOLGA2P6', 'ALAS2', 'OR52W1', 'OR52K2', 'ZNF735', 'OR7D4', 'OR10G8', 'SLC5A8', 'OR52N2', 'SFTPB', 'PSG4', 'AKR1C8P', 'SLC10A1', 'C3ORF30', 'CALHM3', 'PASD1', 'OR5H14', 'AWAT1', 'HIST1H3B', 'RNF151', 'OR5K1', 'OR6B2', 'ADCYAP1R1', 'OR52K1', 'CACNG3', 'SHH', 'CCER1', 'OTC', 'OR51B5', 'OR8G2', 'C4ORF50', 'HGC6.3', 'SDC4P', 'OR8H2', 'OR3A2', 'SHD', 'PDX1', 'ERC2-IT1', 'HAO1', 'KRTAP21-2', 'OR4C16', 'CLCA3P', 'VPREB1', 'LINC00052', 'SERPINA7', 'PRLH', 'TSNAX-DISC1', 'SKINTL', 'DSCR10', 'TSPAN16', 'LINC00597', 'CHRNA9', 'HTR1B', 'TMEM8C', 'PRAC1', 'HAVCR1', 'SLC38A8', 'LEUTX', 'F11', 'OR4X2', 'HNRNPCL1', 'FMO9P', 'C7ORF57', 'GPR61', 'NEUROG3', 'AHSG', 'PSG11', 'KRTAP7-1', 'GPHA2', 'DACH2', 'HSD52', 'BRINP3', 'ACSM2B', 'B4GALNT2', 'CALR3', 'SPATA45', 'PPAN-P2RY11', 'SLC4A9', 'POU4F2', 'UGT2B28', 'KRT32', 'SLC25A3P1', 'CCDC63', 'HS3ST4', 'NXNL1', 'SLC9C1', 'GOLGA6L1', 'CPNE6', 'RNF222', 'CELP', 'SSX2', 'ACTBL2', 'VGLL2', 'HPSE2', 'CD1B', 'CLRN1-AS1', 'KRTAP10-7', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.4291206958720877
		RMSE:  0.9037435622191023
		NRMSE:  0.1777623057079273
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5497170498826627
		RMSE:  0.8436000623678614
		NRMSE:  0.27017767234966206
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999422040781
		Coefficient of Determination:  1.0
		RMSE:  3.204711481928924e-15
		NRMSE:  6.303523764612361e-16
		MAPE:  4.596331633889109e-12
		Pearson Correlation:  0.12065613974229439
		Spearman Correlation:  0.09587401339168818
		Coefficient of Determination:  -3.066664551395209
		RMSE:  1.3665627316145021
		NRMSE:  0.4376656124361473
		MAPE:  518.0517401387906

	Predictor:  ElasticNet
		Pearson Correlation:  0.8846253085595108
		Spearman Correlation:  0.8874494707097498
		Coefficient of Determination:  0.7370515597771052
		RMSE:  0.38765559979796127
		NRMSE:  0.0762501179775691
		MAPE:  199.8289549336806
		Pearson Correlation:  0.32290305686205567
		Spearman Correlation:  0.3165450940784798
		Coefficient of Determination:  -0.01739178568140165
		RMSE:  0.6835251691473025
		NRMSE:  0.218910888501213
		MAPE:  241.68912179955325

	Predictor:  RandomForests
		Pearson Correlation:  0.5835862140697211
		Spearman Correlation:  0.564692566625456
		Coefficient of Determination:  0.20408078255743978
		RMSE:  0.6744430097599473
		NRMSE:  0.13265991537371113
		MAPE:  578.8796090056196
		Pearson Correlation:  0.365179665000061
		Spearman Correlation:  0.40040648885896335
		Coefficient of Determination:  0.1185755429660369
		RMSE:  0.6362135962534538
		NRMSE:  0.2037585299252988
		MAPE:  248.00798041319018

Protein:  CCNE1
x_train_column_count:  1007
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'OR2W1', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'OR8K3', 'MS4A5', 'CTSL3P', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'DEFB127', 'FGF22', 'MRGPRG-AS1', 'SMCP', 'OR52A1', 'MROH5', 'FAM150A', 'REXO1L6P', 'SNORA36A', 'HNF1B', 'FAM92A1P2', 'LHX3', 'CHAT', 'OR7G3', 'CTXN3', 'HES3', 'CT47A2', 'SLC18A3', 'TBC1D21', 'OR8I2', 'AMBN', 'SNAR-I', 'SNAR-E', 'DEFB113', 'FAM41AY1', 'C11ORF40', 'SNORA58', 'OR51A2', 'FLG2', 'BSX', 'TMPRSS11B', 'GJA10', 'NR0B1', 'CSN2', 'DEFB119', 'SMR3B', 'GJA8', 'HHLA1', 'SNORD8', 'TAAR8', 'GUCA1C', 'BARHL1', 'SNAR-A13', 'LINC01548', 'LCE1F', 'ATP4B', 'SPRR2G', 'GSX2', 'C17ORF102', 'TTTY21', 'LELP1', 'LRTM1', 'LCE2A', 'SNORA5B', 'CT47B1', 'GYPA', 'TYR', 'SLC28A2', 'KRTAP4-11', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CCDC38', 'CPN1', 'FGF6', 'CLC', 'CEACAM20', 'PROL1', 'ESX1', 'FXYD4', 'OR8U1', 'ASB18', 'FAM224B', 'PSMB11', 'IL37', 'ZNF536', 'SPANXN4', 'TMEM247', 'CA5A', 'GNAT3', 'ZNRF4', 'OR2B3', 'ZNF804B', 'OR2T12', 'LINC00326', 'ANXA8L1', 'OR13C9', 'OR7C2', 'FNDC7', 'OR7G1', 'OR6C76', 'GLRA4', 'ST8SIA3', 'OR7G2', 'OR5K3', 'C12ORF40', 'CT47A7', 'CT47A6', 'PAQR9', 'KRTAP6-2', 'OR4M2', 'LINC00671', 'H1FOO', 'OR8H1', 'OR2AE1', 'PGM5-AS1', 'CD300LD', 'MAGEA10', 'HAO2', 'APOA2', 'SPIC', 'TSPYL6', 'OR2M2', 'OR8A1', 'SNORA55', 'AHSP', 'DPRX', 'KRT78', 'DEFB128', 'SCP2D1', 'OLIG2', 'OR6T1', 'SNORD115-7', 'EIF1AY', 'FGF4', 'SLC6A19', 'OR4S2', 'LOC440040', 'TEX36-AS1', 'PLCZ1', 'CST13P', 'LINC00314', 'ZPBP', 'CDKL4', 'KRTAP1-3', 'HYALP1', 'LYPD8', 'PSG8', 'HTR3B', 'IFNA21', 'OR2C3', 'CD5L', 'PSG1', 'OR4B1', 'KRTDAP', 'OR10G4', 'GNAT1', 'OC90', 'OR4A47', 'RSPH6A', 'TMEM196', 'CCL15-CCL14', 'SEC14L3', 'IL13', 'GOT1L1', 'PLSCR5', 'CFHR2', 'OR6C2', 'SPRR4', 'HBM', 'SOST', 'FAM25BP', 'OR52H1', 'DDI1', 'SSX6', 'SCARNA22', 'ASB11', 'SCARNA4', 'TEX13B', 'KRTAP19-5', 'SNORA24', 'KRT2', 'OR8B8', 'ASB10', 'C1ORF105', 'GPR50', 'LILRP2', 'SNORA28', 'TAGLN3', 'SNORA22', 'GJD2', 'VSTM2B', 'LRRC7', 'ARG1', 'TFAMP1', 'SLCO1A2', 'FAM71A', 'GABRA1', 'SPAM1', 'NMS', 'OR1M1', 'CABP5', 'NCOR1P1', 'CIB4', 'OR4D11', 'TMEM179', 'OR2L2', 'OLIG3', 'URAD', 'H1FNT', 'IGFL4', 'LGALS14', 'HIST1H4G', 'SPATA31A3', 'GLYCAM1', 'SNORA20', 'IFNA16', 'OR11L1', 'DAZL', 'CLCA1', 'OR2T34', 'SCARNA14', 'DEFB109P1', 'OR5AN1', 'RAB9BP1', 'TXLNGY', 'BTNL3', 'F9', 'FAM183CP', 'LINC00111', 'KCNU1', 'LOC727924', 'CXORF51A', 'OR2M3', 'OR10T2', 'OR1S1', 'SOX1', 'SNORD15A', 'HBG1', 'OR10V1', 'FGF23', 'MS4A6E', 'WFDC5', 'GPR151', 'PRM3', 'SCGB1C1', 'CLEC6A', 'PRSS3P2', 'ASAP1-IT1', 'PPY', 'DNAJB8', 'CT47A11', 'TMEM252', 'OR10A5', 'MAGEB10', 'OR8S1', 'PSG7', 'SUN3', 'SPRR1B', 'PRAMEF8', 'CELA2B', 'PLA2G2F', 'CRYAA', 'KLHL40', 'OR2AG1', 'MC2R', 'USP26', 'HIST1H4F', 'DMBT1P1', 'OR8G5', 'OR10K1', 'NPPC', 'PSAPL1', 'SNORD89', 'SLC5A7', 'C1ORF87', 'ALOX12B', 'TUSC7', 'HBBP1', 'LOC391003', 'C15ORF43', 'SFTA3', 'CAPZA3', 'XAGE5', 'LOC391343', 'LINC00636', 'TBC1D28', 'KRT39', 'C20ORF173', 'C22ORF42', 'BMP10', 'SNORA34', 'IFITM5', 'SNORA70B', 'OR4S1', 'PIWIL3', 'C4ORF51', 'TAS2R60', 'CCKBR', 'OR5B2', 'CASC8', 'IQCF2', 'ARR3', 'KRTAP19-1', 'PROKR1', 'FMR1NB', 'NXF2B', 'ARHGAP36', 'P2RX3', 'TTTY15', 'OPN1MW', 'PPBPP1', 'CHODL-AS1', 'PF4', 'KHDC1L', 'LYZL6', 'TEX33', 'OR1B1', 'HBD', 'FAM153C', 'TKTL2', 'ANKRD18DP', 'MYBPHL', 'AKAP14', 'EDDM3A', 'SYT10', 'ACOT12', 'GAGE1', 'C11ORF94', 'CSH2', 'SERPINB4', 'BRDTP1', 'LGI3', 'PRB1', 'SNORA54', 'PRAP1', 'SNORA51', 'OR10S1', 'SFTPC', 'OTP', 'IGF2BP2-AS1', 'SPACA7', 'KCNQ1DN', 'DMRT1', 'YWHAEP7', 'CYP3A4', 'PRSS1', 'ZAR1L', 'C17ORF64', 'GAGE2D', 'FBP2', 'IFNA13', 'KRTAP19-3', 'SLC13A1', 'LHX9', 'CYP2W1', 'LINC00469', 'LOC646813', 'FOXE1', 'C9ORF135', 'OR4K2', 'OTOL1', 'HPD', 'OLIG1', 'PLET1', 'LCNL1', 'CRLF2', 'NEU2', 'GABRG3', 'FCAMR', 'CCDC166', 'SVOP', 'FERD3L', 'FDCSP', 'HAND1', 'NPHS2', 'GH1', 'FAM71C', 'C3ORF49', 'USP17L6P', 'XKR7', 'LINC01101', 'FAM27L', 'VRTN', 'SATB2-AS1', 'SCARNA20', 'CNTNAP5', 'ZFAT-AS1', 'ACSM2A', 'OLAH', 'PTF1A', 'C17ORF78', 'PRDM14', 'HOXC12', 'DNAJC5G', 'LCE1D', 'FMO6P', 'PISRT1', 'TMEM207', 'LINC00696', 'GDNF', 'OR13H1', 'CRNN', 'OR51I2', 'AVPR1B', 'CLDN22', 'SPANXN1', 'ZNF479', 'OR5H6', 'LPO', 'FGA', 'OR6M1', 'PRKAG3', 'OR4D6', 'OR7E24', 'CELA2A', 'IL26', 'HFE2', 'UCMA', 'SCGB1A1', 'OR1L1', 'PWRN2', 'SCN1A', 'MYBPC2', 'FTMT', 'BARHL2', 'OPRD1', 'GYS2', 'IVL', 'OR1K1', 'DEFB110', 'ADAM18', 'EPS8L3', 'CCKAR', 'LOC285627', 'HBZ', 'SLC1A6', 'KRTAP21-1', 'CER1', 'SBSN', 'GABRA6', 'LOC729609', 'PRG1', 'SERPINI2', 'CPLX3', 'FAM27B', 'LMNTD1', 'TFF2', 'CT45A1', 'OR4C12', 'OR4D2', 'SCARNA11', 'POM121L2', 'OR56B1', 'NKX2-1', 'CLCA4', 'HBG2', 'LINC00488', 'SNORA59B', 'OR8D4', 'CYP7A1', 'FOXN3-AS2', 'GBX2', 'GAGE2B', 'LINC00608', 'CGB8', 'OR2M4', 'OR52A4P', 'DRGX', 'HTR3E', 'SNORA38B', 'ANP32D', 'LYZL1', 'CCL24', 'HTR5A', 'SLITRK3', 'YIPF7', 'TSPY1', 'SLC25A31', 'RAX', 'ALLC', 'SYCN', 'SNORA44', 'TARM1', 'HMHB1', 'SLC35G3', 'TMEM88B', 'OR6C74', 'ALX4', 'SPACA3', 'LINC00923', 'A1CF', 'OR6F1', 'CD200R1L', 'SLC51B', 'TSPY2', 'FRMPD2B', 'OR9A2', 'KRT13', 'SNORD94', 'TSKS', 'OR8J3', 'NPBWR2', 'ARL5C', 'OR2T29', 'DYDC1', 'GDPD2', 'ARID3C', 'LINC00602', 'NKX2-6', 'LINC00934', 'OR11H4', 'GOLGA8EP', 'OR13C3', 'PLG', 'TRHR', 'LINC00895', 'MAP3K15', 'MAGEA9B', 'ITLN2', 'POU6F2', 'SRY', 'RAX2', 'OR1N1', 'LINC00575', 'SSX5', 'SNORA37', 'TPTE2', 'CNTN5', 'TCERG1L', 'DPPA2', 'NTS', 'ADGRG4', 'ZIM3', 'BMP15', 'ZCCHC13', 'POTED', 'MUSK', 'SNORA71A', 'KIR3DL3', 'LINC00304', 'KCNK4', 'GRIN2B', 'APOC3', 'IQCF3', 'C2ORF83', 'MYH1', 'C18ORF42', 'TRPM1', 'GPR22', 'IL36RN', 'ALPPL2', 'GAGE2C', 'GAGE12F', 'KCNMB2', 'SNORD116-19', 'TPD52L3', 'OR2L8', 'C20ORF166-AS1', 'NLRP8', 'SNORA74A', 'SNORA76C', 'OR2A14', 'OR4F15', 'CFHR4', 'OR2AT4', 'OR11H6', 'SPANXN3', 'CPLX4', 'SOX3', 'FAM170B', 'DAOA', 'CYP2C18', 'LINC01312', 'CSN3', 'EDDM3B', 'GUCA2B', 'ITIH1', 'USH1C', 'F13B', 'ZNF705A', 'FFAR1', 'GPR52', 'SYCP1', 'ARSF', 'EPPIN', 'DNMT3L', 'PRAMEF14', 'MUC2', 'MTVR2', 'LRRC30', 'SPATA31C1', 'MAGEA1', 'ADAM29', 'TRIM48', 'OR52N5', 'CXADRP2', 'BPIFB3', 'DUSP21', 'OR2T10', 'FAM205A', 'SLC32A1', 'DMP1', 'FOXD4L3', 'PPIAL4E', 'MMP23A', 'PSKH2', 'BTN1A1', 'OR5C1', 'C6ORF10', 'ACER1', 'NKAIN3', 'AATK-AS1', 'SPINK1', 'IFNA14', 'MORC1', 'TRIM75P', 'LOC647859', 'TTTY2', 'TMIGD1', 'SPOCK3', 'CHRNB3', 'BET1P1', 'GCSAML-AS1', 'CSNK1A1P1', 'OR2A2', 'SCARNA8', 'FAM19A4', 'ADGRG7', 'KRTAP4-3', 'OR9G4', 'TMEM72', 'CRYGC', 'PAGE5', 'ODAM', 'OR1S2', 'KRTAP1-5', 'REC114', 'KRTAP1-1', 'TREML4', 'IQCF6', 'TMEM14E', 'KRTAP12-2', 'PPY2P', 'ZFY', 'TSPAN19', 'IQCJ', 'KRT83', 'RFX6', 'PLA2G12B', 'DMRTC1', 'SNORD115-26', 'OR6C4', 'COL6A4P1', 'DCT', 'VWC2L', 'SH2D7', 'HCRTR1', 'NUTM1', 'OR52A5', 'KRT3', 'TPTE', 'REG4', 'AADACL3', 'OR2G6', 'CT47A1', 'CLEC4G', 'OR6S1', 'SNORA16B', 'CGB5', 'BTF3P11', 'SPATA3', 'MAGEA5', 'LINC01020', 'SPDYC', 'KLRC4', 'S100G', 'KRTAP11-1', 'RAPGEF4-AS1', 'LOC400736', 'NF1P2', 'NXPE1', 'KRT85', 'FRMPD4', 'TSGA13', 'RPE65', 'TRPV5', 'LOC100129935', 'ANKRD34C', 'EPB42', 'CA6', 'OR2F1', 'APCS', 'CHIAP2', 'FOXG1', 'KCNJ16', 'ASB15', 'IHH', 'AKR1D1', 'OACYLP', 'GNAS-AS1', 'KRT74', 'KRTAP3-2', 'LOC400940', 'SDR16C6P', 'B3GNT6', 'IFNL1', 'PCGEM1', 'MAGEA12', 'POTEH', 'COX7B2', 'TCP10L2', 'CPA2', 'LINC00303', 'C2ORF27B', 'MAGEB3', 'PCP4', 'DEFB126', 'GFI1B', 'CTRB1', 'C1ORF146', 'UGT1A4', 'CNGA2', 'SLC22A10', 'DISC2', 'SPANXA2', 'INSM2', 'MTNR1B', 'LY6G6D', 'C15ORF32', 'TSPEAR-AS2', 'PRR32', 'TMPRSS11F', 'PRSS48', 'FAM24A', 'GABRR3', 'OR2A12', 'GML', 'TMEM132D', 'LINC00113', 'RNASE8', 'HIST2H2AB', 'ZSCAN10', 'LINC01591', 'NKX6-2', 'ABRA', 'GLTPD2', 'SNORA72', 'OR6B1', 'WFDC8', 'FBXW12', 'LINC00691', 'MOS', 'LOC284661', 'TRIM55', 'LINC01142', 'OR4A16', 'RBM46', 'TLX3', 'HYPM', 'TAAR9', 'OR4D10', 'CNTNAP4', 'CABS1', 'PRAMEF16', 'VWA5B1', 'CRYGB', 'SNORA2B', 'LINC00452', 'GCG', 'SNORA27', 'CFC1B', 'SCGB3A2', 'PRAMEF5', 'FAM170A', 'OR51T1', 'CGB2', 'GSC2', 'HIST1H3A', 'CCK', 'LRRTM1', 'AGXT2', 'ADRB3', 'AIRE', 'GSTA5', 'OR4D5', 'OR10AD1', 'DUXA', 'MCF2', 'KRTAP12-1', 'MS4A10', 'RPL3L', 'LOC643923', 'AADAC', 'DEFB123', 'OR5B17', 'SERPINB3', 'ANKRD20A20P', 'SNCB', 'MYF5', 'HMSD', 'MT1B', 'CST9L', 'EPGN', 'ZG16', 'SNORD15B', 'TRIM15', 'RHAG', 'GABRB1', 'CLRN1', 'TBC1D3P2', 'ART1', 'OR4D1', 'PRLHR', 'KRTAP10-11', 'GRK1', 'HYMAI', 'MYADML', 'BANF2', 'USP50', 'B3GALT1', 'NPSR1-AS1', 'HRK', 'INS-IGF2', 'NHLH2', 'PABPC1L2A', 'SLC5A2', 'FAM47C', 'TRIM49', 'OR5T2', 'CEACAM22P', 'AQP2', 'MMD2', 'APOA5', 'PACRG-AS1', 'UTS2R', 'PRSS57', 'LINC00523', 'SPINK14', 'MYH7', 'WFDC6', 'INS', 'IGFBP1', 'FAM19A1', 'IFNB1', 'TAS2R42', 'INSC', 'MUC13', 'KRTAP12-3', 'SLCO1B7', 'GHSR', 'CYP1A2', 'C1ORF140', 'SPINT3', 'TNFSF18', 'KLK9', 'STATH', 'KCNB2', 'FLJ25758', 'LINC00202-2', 'MAS1L', 'IFNL2', 'FOXR1', 'SNORA16A', 'IL31', 'MAGEA11', 'TNP2', 'LOC392196', 'SNORA68', 'SLITRK1', 'LOC285629', 'FAM138D', 'FAM138B', 'AMER3', 'F2', 'NPSR1', 'MRGPRX1', 'TAS2R13', 'CTRB2', 'LOC100130417', 'VCX3A', 'ACTR3BP2', 'FAM9B', 'LINC01105', 'KCNK18', 'CLEC4M', 'NMUR2', 'GOLGA2P6', 'ALAS2', 'OR52W1', 'OR52K2', 'ZNF735', 'OR7D4', 'OR10G8', 'SLC5A8', 'OR52N2', 'SFTPB', 'PSG4', 'AKR1C8P', 'SLC10A1', 'C3ORF30', 'CALHM3', 'PASD1', 'OR5H14', 'AWAT1', 'HIST1H3B', 'RNF151', 'OR5K1', 'OR6B2', 'ADCYAP1R1', 'OR52K1', 'CACNG3', 'SHH', 'CCER1', 'OTC', 'OR51B5', 'OR8G2', 'C4ORF50', 'HGC6.3', 'SDC4P', 'OR8H2', 'OR3A2', 'SHD', 'PDX1', 'ERC2-IT1', 'HAO1', 'KRTAP21-2', 'OR4C16', 'CLCA3P', 'VPREB1', 'LINC00052', 'SERPINA7', 'PRLH', 'TSNAX-DISC1', 'SKINTL', 'DSCR10', 'TSPAN16', 'LINC00597', 'CHRNA9', 'HTR1B', 'TMEM8C', 'PRAC1', 'HAVCR1', 'SLC38A8', 'LEUTX', 'F11', 'OR4X2', 'HNRNPCL1', 'FMO9P', 'C7ORF57', 'GPR61', 'NEUROG3', 'AHSG', 'PSG11', 'KRTAP7-1', 'GPHA2', 'DACH2', 'HSD52', 'BRINP3', 'ACSM2B', 'B4GALNT2', 'CALR3', 'SPATA45', 'PPAN-P2RY11', 'SLC4A9', 'POU4F2', 'UGT2B28', 'KRT32', 'SLC25A3P1', 'CCDC63', 'HS3ST4', 'NXNL1', 'SLC9C1', 'GOLGA6L1', 'CPNE6', 'RNF222', 'CELP', 'SSX2', 'ACTBL2', 'VGLL2', 'HPSE2', 'CD1B', 'CLRN1-AS1', 'KRTAP10-7', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9790551557409413
		RMSE:  0.7746141645114569
		NRMSE:  0.27590887426944144
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8285524646781477
		RMSE:  0.8763813407881366
		NRMSE:  0.2114972948785232
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4487930906545114
		NRMSE:  0.15985506345663808
		MAPE:  112.14421009479175
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0040862214035515265
		RMSE:  0.6494188844018614
		NRMSE:  0.15672439713344627
		MAPE:  115.49088793396595

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  1.3655033160130538e-15
		NRMSE:  4.863769602896006e-16
		MAPE:  2.8551213956413297e-13
		Pearson Correlation:  0.4832878553657085
		Spearman Correlation:  0.3442461876083243
		Coefficient of Determination:  0.09679500807169727
		RMSE:  0.6159317251925995
		NRMSE:  0.14864293389786895
		MAPE:  142.0419419295358

	Predictor:  ElasticNet
		Pearson Correlation:  0.9211175563315543
		Spearman Correlation:  0.8192281870867887
		Coefficient of Determination:  0.8261496715265861
		RMSE:  0.18712590767706055
		NRMSE:  0.06665214877188265
		MAPE:  49.688769669079505
		Pearson Correlation:  0.7851670380337815
		Spearman Correlation:  0.6144041696280502
		Coefficient of Determination:  0.6147261859372117
		RMSE:  0.40227603017563734
		NRMSE:  0.09708135969680173
		MAPE:  102.6940018629924

	Predictor:  RandomForests
		Pearson Correlation:  0.8649690386892175
		Spearman Correlation:  0.7126842234631837
		Coefficient of Determination:  0.7450625272114062
		RMSE:  0.22660161476194893
		NRMSE:  0.08071295272019552
		MAPE:  55.49789580329559
		Pearson Correlation:  0.7807787048814068
		Spearman Correlation:  0.7310931981731176
		Coefficient of Determination:  0.5797742969338211
		RMSE:  0.420127118836763
		NRMSE:  0.10138936671012935
		MAPE:  76.26731673089164

Protein:  CCND1
x_train_column_count:  1007
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'OR2W1', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'OR8K3', 'MS4A5', 'CTSL3P', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'DEFB127', 'FGF22', 'MRGPRG-AS1', 'SMCP', 'OR52A1', 'MROH5', 'FAM150A', 'REXO1L6P', 'SNORA36A', 'HNF1B', 'FAM92A1P2', 'LHX3', 'CHAT', 'OR7G3', 'CTXN3', 'HES3', 'CT47A2', 'SLC18A3', 'TBC1D21', 'OR8I2', 'AMBN', 'SNAR-I', 'SNAR-E', 'DEFB113', 'FAM41AY1', 'C11ORF40', 'SNORA58', 'OR51A2', 'FLG2', 'BSX', 'TMPRSS11B', 'GJA10', 'NR0B1', 'CSN2', 'DEFB119', 'SMR3B', 'GJA8', 'HHLA1', 'SNORD8', 'TAAR8', 'GUCA1C', 'BARHL1', 'SNAR-A13', 'LINC01548', 'LCE1F', 'ATP4B', 'SPRR2G', 'GSX2', 'C17ORF102', 'TTTY21', 'LELP1', 'LRTM1', 'LCE2A', 'SNORA5B', 'CT47B1', 'GYPA', 'TYR', 'SLC28A2', 'KRTAP4-11', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CCDC38', 'CPN1', 'FGF6', 'CLC', 'CEACAM20', 'PROL1', 'ESX1', 'FXYD4', 'OR8U1', 'ASB18', 'FAM224B', 'PSMB11', 'IL37', 'ZNF536', 'SPANXN4', 'TMEM247', 'CA5A', 'GNAT3', 'ZNRF4', 'OR2B3', 'ZNF804B', 'OR2T12', 'LINC00326', 'ANXA8L1', 'OR13C9', 'OR7C2', 'FNDC7', 'OR7G1', 'OR6C76', 'GLRA4', 'ST8SIA3', 'OR7G2', 'OR5K3', 'C12ORF40', 'CT47A7', 'CT47A6', 'PAQR9', 'KRTAP6-2', 'OR4M2', 'LINC00671', 'H1FOO', 'OR8H1', 'OR2AE1', 'PGM5-AS1', 'CD300LD', 'MAGEA10', 'HAO2', 'APOA2', 'SPIC', 'TSPYL6', 'OR2M2', 'OR8A1', 'SNORA55', 'AHSP', 'DPRX', 'KRT78', 'DEFB128', 'SCP2D1', 'OLIG2', 'OR6T1', 'SNORD115-7', 'EIF1AY', 'FGF4', 'SLC6A19', 'OR4S2', 'LOC440040', 'TEX36-AS1', 'PLCZ1', 'CST13P', 'LINC00314', 'ZPBP', 'CDKL4', 'KRTAP1-3', 'HYALP1', 'LYPD8', 'PSG8', 'HTR3B', 'IFNA21', 'OR2C3', 'CD5L', 'PSG1', 'OR4B1', 'KRTDAP', 'OR10G4', 'GNAT1', 'OC90', 'OR4A47', 'RSPH6A', 'TMEM196', 'CCL15-CCL14', 'SEC14L3', 'IL13', 'GOT1L1', 'PLSCR5', 'CFHR2', 'OR6C2', 'SPRR4', 'HBM', 'SOST', 'FAM25BP', 'OR52H1', 'DDI1', 'SSX6', 'SCARNA22', 'ASB11', 'SCARNA4', 'TEX13B', 'KRTAP19-5', 'SNORA24', 'KRT2', 'OR8B8', 'ASB10', 'C1ORF105', 'GPR50', 'LILRP2', 'SNORA28', 'TAGLN3', 'SNORA22', 'GJD2', 'VSTM2B', 'LRRC7', 'ARG1', 'TFAMP1', 'SLCO1A2', 'FAM71A', 'GABRA1', 'SPAM1', 'NMS', 'OR1M1', 'CABP5', 'NCOR1P1', 'CIB4', 'OR4D11', 'TMEM179', 'OR2L2', 'OLIG3', 'URAD', 'H1FNT', 'IGFL4', 'LGALS14', 'HIST1H4G', 'SPATA31A3', 'GLYCAM1', 'SNORA20', 'IFNA16', 'OR11L1', 'DAZL', 'CLCA1', 'OR2T34', 'SCARNA14', 'DEFB109P1', 'OR5AN1', 'RAB9BP1', 'TXLNGY', 'BTNL3', 'F9', 'FAM183CP', 'LINC00111', 'KCNU1', 'LOC727924', 'CXORF51A', 'OR2M3', 'OR10T2', 'OR1S1', 'SOX1', 'SNORD15A', 'HBG1', 'OR10V1', 'FGF23', 'MS4A6E', 'WFDC5', 'GPR151', 'PRM3', 'SCGB1C1', 'CLEC6A', 'PRSS3P2', 'ASAP1-IT1', 'PPY', 'DNAJB8', 'CT47A11', 'TMEM252', 'OR10A5', 'MAGEB10', 'OR8S1', 'PSG7', 'SUN3', 'SPRR1B', 'PRAMEF8', 'CELA2B', 'PLA2G2F', 'CRYAA', 'KLHL40', 'OR2AG1', 'MC2R', 'USP26', 'HIST1H4F', 'DMBT1P1', 'OR8G5', 'OR10K1', 'NPPC', 'PSAPL1', 'SNORD89', 'SLC5A7', 'C1ORF87', 'ALOX12B', 'TUSC7', 'HBBP1', 'LOC391003', 'C15ORF43', 'SFTA3', 'CAPZA3', 'XAGE5', 'LOC391343', 'LINC00636', 'TBC1D28', 'KRT39', 'C20ORF173', 'C22ORF42', 'BMP10', 'SNORA34', 'IFITM5', 'SNORA70B', 'OR4S1', 'PIWIL3', 'C4ORF51', 'TAS2R60', 'CCKBR', 'OR5B2', 'CASC8', 'IQCF2', 'ARR3', 'KRTAP19-1', 'PROKR1', 'FMR1NB', 'NXF2B', 'ARHGAP36', 'P2RX3', 'TTTY15', 'OPN1MW', 'PPBPP1', 'CHODL-AS1', 'PF4', 'KHDC1L', 'LYZL6', 'TEX33', 'OR1B1', 'HBD', 'FAM153C', 'TKTL2', 'ANKRD18DP', 'MYBPHL', 'AKAP14', 'EDDM3A', 'SYT10', 'ACOT12', 'GAGE1', 'C11ORF94', 'CSH2', 'SERPINB4', 'BRDTP1', 'LGI3', 'PRB1', 'SNORA54', 'PRAP1', 'SNORA51', 'OR10S1', 'SFTPC', 'OTP', 'IGF2BP2-AS1', 'SPACA7', 'KCNQ1DN', 'DMRT1', 'YWHAEP7', 'CYP3A4', 'PRSS1', 'ZAR1L', 'C17ORF64', 'GAGE2D', 'FBP2', 'IFNA13', 'KRTAP19-3', 'SLC13A1', 'LHX9', 'CYP2W1', 'LINC00469', 'LOC646813', 'FOXE1', 'C9ORF135', 'OR4K2', 'OTOL1', 'HPD', 'OLIG1', 'PLET1', 'LCNL1', 'CRLF2', 'NEU2', 'GABRG3', 'FCAMR', 'CCDC166', 'SVOP', 'FERD3L', 'FDCSP', 'HAND1', 'NPHS2', 'GH1', 'FAM71C', 'C3ORF49', 'USP17L6P', 'XKR7', 'LINC01101', 'FAM27L', 'VRTN', 'SATB2-AS1', 'SCARNA20', 'CNTNAP5', 'ZFAT-AS1', 'ACSM2A', 'OLAH', 'PTF1A', 'C17ORF78', 'PRDM14', 'HOXC12', 'DNAJC5G', 'LCE1D', 'FMO6P', 'PISRT1', 'TMEM207', 'LINC00696', 'GDNF', 'OR13H1', 'CRNN', 'OR51I2', 'AVPR1B', 'CLDN22', 'SPANXN1', 'ZNF479', 'OR5H6', 'LPO', 'FGA', 'OR6M1', 'PRKAG3', 'OR4D6', 'OR7E24', 'CELA2A', 'IL26', 'HFE2', 'UCMA', 'SCGB1A1', 'OR1L1', 'PWRN2', 'SCN1A', 'MYBPC2', 'FTMT', 'BARHL2', 'OPRD1', 'GYS2', 'IVL', 'OR1K1', 'DEFB110', 'ADAM18', 'EPS8L3', 'CCKAR', 'LOC285627', 'HBZ', 'SLC1A6', 'KRTAP21-1', 'CER1', 'SBSN', 'GABRA6', 'LOC729609', 'PRG1', 'SERPINI2', 'CPLX3', 'FAM27B', 'LMNTD1', 'TFF2', 'CT45A1', 'OR4C12', 'OR4D2', 'SCARNA11', 'POM121L2', 'OR56B1', 'NKX2-1', 'CLCA4', 'HBG2', 'LINC00488', 'SNORA59B', 'OR8D4', 'CYP7A1', 'FOXN3-AS2', 'GBX2', 'GAGE2B', 'LINC00608', 'CGB8', 'OR2M4', 'OR52A4P', 'DRGX', 'HTR3E', 'SNORA38B', 'ANP32D', 'LYZL1', 'CCL24', 'HTR5A', 'SLITRK3', 'YIPF7', 'TSPY1', 'SLC25A31', 'RAX', 'ALLC', 'SYCN', 'SNORA44', 'TARM1', 'HMHB1', 'SLC35G3', 'TMEM88B', 'OR6C74', 'ALX4', 'SPACA3', 'LINC00923', 'A1CF', 'OR6F1', 'CD200R1L', 'SLC51B', 'TSPY2', 'FRMPD2B', 'OR9A2', 'KRT13', 'SNORD94', 'TSKS', 'OR8J3', 'NPBWR2', 'ARL5C', 'OR2T29', 'DYDC1', 'GDPD2', 'ARID3C', 'LINC00602', 'NKX2-6', 'LINC00934', 'OR11H4', 'GOLGA8EP', 'OR13C3', 'PLG', 'TRHR', 'LINC00895', 'MAP3K15', 'MAGEA9B', 'ITLN2', 'POU6F2', 'SRY', 'RAX2', 'OR1N1', 'LINC00575', 'SSX5', 'SNORA37', 'TPTE2', 'CNTN5', 'TCERG1L', 'DPPA2', 'NTS', 'ADGRG4', 'ZIM3', 'BMP15', 'ZCCHC13', 'POTED', 'MUSK', 'SNORA71A', 'KIR3DL3', 'LINC00304', 'KCNK4', 'GRIN2B', 'APOC3', 'IQCF3', 'C2ORF83', 'MYH1', 'C18ORF42', 'TRPM1', 'GPR22', 'IL36RN', 'ALPPL2', 'GAGE2C', 'GAGE12F', 'KCNMB2', 'SNORD116-19', 'TPD52L3', 'OR2L8', 'C20ORF166-AS1', 'NLRP8', 'SNORA74A', 'SNORA76C', 'OR2A14', 'OR4F15', 'CFHR4', 'OR2AT4', 'OR11H6', 'SPANXN3', 'CPLX4', 'SOX3', 'FAM170B', 'DAOA', 'CYP2C18', 'LINC01312', 'CSN3', 'EDDM3B', 'GUCA2B', 'ITIH1', 'USH1C', 'F13B', 'ZNF705A', 'FFAR1', 'GPR52', 'SYCP1', 'ARSF', 'EPPIN', 'DNMT3L', 'PRAMEF14', 'MUC2', 'MTVR2', 'LRRC30', 'SPATA31C1', 'MAGEA1', 'ADAM29', 'TRIM48', 'OR52N5', 'CXADRP2', 'BPIFB3', 'DUSP21', 'OR2T10', 'FAM205A', 'SLC32A1', 'DMP1', 'FOXD4L3', 'PPIAL4E', 'MMP23A', 'PSKH2', 'BTN1A1', 'OR5C1', 'C6ORF10', 'ACER1', 'NKAIN3', 'AATK-AS1', 'SPINK1', 'IFNA14', 'MORC1', 'TRIM75P', 'LOC647859', 'TTTY2', 'TMIGD1', 'SPOCK3', 'CHRNB3', 'BET1P1', 'GCSAML-AS1', 'CSNK1A1P1', 'OR2A2', 'SCARNA8', 'FAM19A4', 'ADGRG7', 'KRTAP4-3', 'OR9G4', 'TMEM72', 'CRYGC', 'PAGE5', 'ODAM', 'OR1S2', 'KRTAP1-5', 'REC114', 'KRTAP1-1', 'TREML4', 'IQCF6', 'TMEM14E', 'KRTAP12-2', 'PPY2P', 'ZFY', 'TSPAN19', 'IQCJ', 'KRT83', 'RFX6', 'PLA2G12B', 'DMRTC1', 'SNORD115-26', 'OR6C4', 'COL6A4P1', 'DCT', 'VWC2L', 'SH2D7', 'HCRTR1', 'NUTM1', 'OR52A5', 'KRT3', 'TPTE', 'REG4', 'AADACL3', 'OR2G6', 'CT47A1', 'CLEC4G', 'OR6S1', 'SNORA16B', 'CGB5', 'BTF3P11', 'SPATA3', 'MAGEA5', 'LINC01020', 'SPDYC', 'KLRC4', 'S100G', 'KRTAP11-1', 'RAPGEF4-AS1', 'LOC400736', 'NF1P2', 'NXPE1', 'KRT85', 'FRMPD4', 'TSGA13', 'RPE65', 'TRPV5', 'LOC100129935', 'ANKRD34C', 'EPB42', 'CA6', 'OR2F1', 'APCS', 'CHIAP2', 'FOXG1', 'KCNJ16', 'ASB15', 'IHH', 'AKR1D1', 'OACYLP', 'GNAS-AS1', 'KRT74', 'KRTAP3-2', 'LOC400940', 'SDR16C6P', 'B3GNT6', 'IFNL1', 'PCGEM1', 'MAGEA12', 'POTEH', 'COX7B2', 'TCP10L2', 'CPA2', 'LINC00303', 'C2ORF27B', 'MAGEB3', 'PCP4', 'DEFB126', 'GFI1B', 'CTRB1', 'C1ORF146', 'UGT1A4', 'CNGA2', 'SLC22A10', 'DISC2', 'SPANXA2', 'INSM2', 'MTNR1B', 'LY6G6D', 'C15ORF32', 'TSPEAR-AS2', 'PRR32', 'TMPRSS11F', 'PRSS48', 'FAM24A', 'GABRR3', 'OR2A12', 'GML', 'TMEM132D', 'LINC00113', 'RNASE8', 'HIST2H2AB', 'ZSCAN10', 'LINC01591', 'NKX6-2', 'ABRA', 'GLTPD2', 'SNORA72', 'OR6B1', 'WFDC8', 'FBXW12', 'LINC00691', 'MOS', 'LOC284661', 'TRIM55', 'LINC01142', 'OR4A16', 'RBM46', 'TLX3', 'HYPM', 'TAAR9', 'OR4D10', 'CNTNAP4', 'CABS1', 'PRAMEF16', 'VWA5B1', 'CRYGB', 'SNORA2B', 'LINC00452', 'GCG', 'SNORA27', 'CFC1B', 'SCGB3A2', 'PRAMEF5', 'FAM170A', 'OR51T1', 'CGB2', 'GSC2', 'HIST1H3A', 'CCK', 'LRRTM1', 'AGXT2', 'ADRB3', 'AIRE', 'GSTA5', 'OR4D5', 'OR10AD1', 'DUXA', 'MCF2', 'KRTAP12-1', 'MS4A10', 'RPL3L', 'LOC643923', 'AADAC', 'DEFB123', 'OR5B17', 'SERPINB3', 'ANKRD20A20P', 'SNCB', 'MYF5', 'HMSD', 'MT1B', 'CST9L', 'EPGN', 'ZG16', 'SNORD15B', 'TRIM15', 'RHAG', 'GABRB1', 'CLRN1', 'TBC1D3P2', 'ART1', 'OR4D1', 'PRLHR', 'KRTAP10-11', 'GRK1', 'HYMAI', 'MYADML', 'BANF2', 'USP50', 'B3GALT1', 'NPSR1-AS1', 'HRK', 'INS-IGF2', 'NHLH2', 'PABPC1L2A', 'SLC5A2', 'FAM47C', 'TRIM49', 'OR5T2', 'CEACAM22P', 'AQP2', 'MMD2', 'APOA5', 'PACRG-AS1', 'UTS2R', 'PRSS57', 'LINC00523', 'SPINK14', 'MYH7', 'WFDC6', 'INS', 'IGFBP1', 'FAM19A1', 'IFNB1', 'TAS2R42', 'INSC', 'MUC13', 'KRTAP12-3', 'SLCO1B7', 'GHSR', 'CYP1A2', 'C1ORF140', 'SPINT3', 'TNFSF18', 'KLK9', 'STATH', 'KCNB2', 'FLJ25758', 'LINC00202-2', 'MAS1L', 'IFNL2', 'FOXR1', 'SNORA16A', 'IL31', 'MAGEA11', 'TNP2', 'LOC392196', 'SNORA68', 'SLITRK1', 'LOC285629', 'FAM138D', 'FAM138B', 'AMER3', 'F2', 'NPSR1', 'MRGPRX1', 'TAS2R13', 'CTRB2', 'LOC100130417', 'VCX3A', 'ACTR3BP2', 'FAM9B', 'LINC01105', 'KCNK18', 'CLEC4M', 'NMUR2', 'GOLGA2P6', 'ALAS2', 'OR52W1', 'OR52K2', 'ZNF735', 'OR7D4', 'OR10G8', 'SLC5A8', 'OR52N2', 'SFTPB', 'PSG4', 'AKR1C8P', 'SLC10A1', 'C3ORF30', 'CALHM3', 'PASD1', 'OR5H14', 'AWAT1', 'HIST1H3B', 'RNF151', 'OR5K1', 'OR6B2', 'ADCYAP1R1', 'OR52K1', 'CACNG3', 'SHH', 'CCER1', 'OTC', 'OR51B5', 'OR8G2', 'C4ORF50', 'HGC6.3', 'SDC4P', 'OR8H2', 'OR3A2', 'SHD', 'PDX1', 'ERC2-IT1', 'HAO1', 'KRTAP21-2', 'OR4C16', 'CLCA3P', 'VPREB1', 'LINC00052', 'SERPINA7', 'PRLH', 'TSNAX-DISC1', 'SKINTL', 'DSCR10', 'TSPAN16', 'LINC00597', 'CHRNA9', 'HTR1B', 'TMEM8C', 'PRAC1', 'HAVCR1', 'SLC38A8', 'LEUTX', 'F11', 'OR4X2', 'HNRNPCL1', 'FMO9P', 'C7ORF57', 'GPR61', 'NEUROG3', 'AHSG', 'PSG11', 'KRTAP7-1', 'GPHA2', 'DACH2', 'HSD52', 'BRINP3', 'ACSM2B', 'B4GALNT2', 'CALR3', 'SPATA45', 'PPAN-P2RY11', 'SLC4A9', 'POU4F2', 'UGT2B28', 'KRT32', 'SLC25A3P1', 'CCDC63', 'HS3ST4', 'NXNL1', 'SLC9C1', 'GOLGA6L1', 'CPNE6', 'RNF222', 'CELP', 'SSX2', 'ACTBL2', 'VGLL2', 'HPSE2', 'CD1B', 'CLRN1-AS1', 'KRTAP10-7', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5366759284640548
		RMSE:  0.28216244755564185
		NRMSE:  0.17771997351836757
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.30240520386774006
		RMSE:  0.3149325402631455
		NRMSE:  0.20120656537940065
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.0083669143330546e-15
		NRMSE:  6.351197434829781e-16
		MAPE:  5.0483706553642204e-12
		Pearson Correlation:  0.04186337259508963
		Spearman Correlation:  0.01636180002244417
		Coefficient of Determination:  -1.6365454885742645
		RMSE:  0.44808675744808335
		NRMSE:  0.2862771734632086
		MAPE:  468.7104647818197

	Predictor:  ElasticNet
		Pearson Correlation:  0.7256165211545387
		Spearman Correlation:  0.7118837158415032
		Coefficient of Determination:  0.4611882250017626
		RMSE:  0.16708082413580838
		NRMSE:  0.10523583098345282
		MAPE:  547.597485836214
		Pearson Correlation:  0.3159262408610512
		Spearman Correlation:  0.23076347585381368
		Coefficient of Determination:  0.09414534451389067
		RMSE:  0.2626477805010454
		NRMSE:  0.16780246898266404
		MAPE:  255.22860464552446

	Predictor:  RandomForests
		Pearson Correlation:  0.5593863819207872
		Spearman Correlation:  0.5765187907173528
		Coefficient of Determination:  0.2782063079901248
		RMSE:  0.19338136031645037
		NRMSE:  0.12180121958861381
		MAPE:  518.1419723451872
		Pearson Correlation:  0.3345588434798972
		Spearman Correlation:  0.31585181860122946
		Coefficient of Determination:  0.10916236009845537
		RMSE:  0.2604616300428353
		NRMSE:  0.16640576407331575
		MAPE:  250.39107489094343

Protein:  ERBB2
x_train_column_count:  1007
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'OR2W1', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'OR8K3', 'MS4A5', 'CTSL3P', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'DEFB127', 'FGF22', 'MRGPRG-AS1', 'SMCP', 'OR52A1', 'MROH5', 'FAM150A', 'REXO1L6P', 'SNORA36A', 'HNF1B', 'FAM92A1P2', 'LHX3', 'CHAT', 'OR7G3', 'CTXN3', 'HES3', 'CT47A2', 'SLC18A3', 'TBC1D21', 'OR8I2', 'AMBN', 'SNAR-I', 'SNAR-E', 'DEFB113', 'FAM41AY1', 'C11ORF40', 'SNORA58', 'OR51A2', 'FLG2', 'BSX', 'TMPRSS11B', 'GJA10', 'NR0B1', 'CSN2', 'DEFB119', 'SMR3B', 'GJA8', 'HHLA1', 'SNORD8', 'TAAR8', 'GUCA1C', 'BARHL1', 'SNAR-A13', 'LINC01548', 'LCE1F', 'ATP4B', 'SPRR2G', 'GSX2', 'C17ORF102', 'TTTY21', 'LELP1', 'LRTM1', 'LCE2A', 'SNORA5B', 'CT47B1', 'GYPA', 'TYR', 'SLC28A2', 'KRTAP4-11', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CCDC38', 'CPN1', 'FGF6', 'CLC', 'CEACAM20', 'PROL1', 'ESX1', 'FXYD4', 'OR8U1', 'ASB18', 'FAM224B', 'PSMB11', 'IL37', 'ZNF536', 'SPANXN4', 'TMEM247', 'CA5A', 'GNAT3', 'ZNRF4', 'OR2B3', 'ZNF804B', 'OR2T12', 'LINC00326', 'ANXA8L1', 'OR13C9', 'OR7C2', 'FNDC7', 'OR7G1', 'OR6C76', 'GLRA4', 'ST8SIA3', 'OR7G2', 'OR5K3', 'C12ORF40', 'CT47A7', 'CT47A6', 'PAQR9', 'KRTAP6-2', 'OR4M2', 'LINC00671', 'H1FOO', 'OR8H1', 'OR2AE1', 'PGM5-AS1', 'CD300LD', 'MAGEA10', 'HAO2', 'APOA2', 'SPIC', 'TSPYL6', 'OR2M2', 'OR8A1', 'SNORA55', 'AHSP', 'DPRX', 'KRT78', 'DEFB128', 'SCP2D1', 'OLIG2', 'OR6T1', 'SNORD115-7', 'EIF1AY', 'FGF4', 'SLC6A19', 'OR4S2', 'LOC440040', 'TEX36-AS1', 'PLCZ1', 'CST13P', 'LINC00314', 'ZPBP', 'CDKL4', 'KRTAP1-3', 'HYALP1', 'LYPD8', 'PSG8', 'HTR3B', 'IFNA21', 'OR2C3', 'CD5L', 'PSG1', 'OR4B1', 'KRTDAP', 'OR10G4', 'GNAT1', 'OC90', 'OR4A47', 'RSPH6A', 'TMEM196', 'CCL15-CCL14', 'SEC14L3', 'IL13', 'GOT1L1', 'PLSCR5', 'CFHR2', 'OR6C2', 'SPRR4', 'HBM', 'SOST', 'FAM25BP', 'OR52H1', 'DDI1', 'SSX6', 'SCARNA22', 'ASB11', 'SCARNA4', 'TEX13B', 'KRTAP19-5', 'SNORA24', 'KRT2', 'OR8B8', 'ASB10', 'C1ORF105', 'GPR50', 'LILRP2', 'SNORA28', 'TAGLN3', 'SNORA22', 'GJD2', 'VSTM2B', 'LRRC7', 'ARG1', 'TFAMP1', 'SLCO1A2', 'FAM71A', 'GABRA1', 'SPAM1', 'NMS', 'OR1M1', 'CABP5', 'NCOR1P1', 'CIB4', 'OR4D11', 'TMEM179', 'OR2L2', 'OLIG3', 'URAD', 'H1FNT', 'IGFL4', 'LGALS14', 'HIST1H4G', 'SPATA31A3', 'GLYCAM1', 'SNORA20', 'IFNA16', 'OR11L1', 'DAZL', 'CLCA1', 'OR2T34', 'SCARNA14', 'DEFB109P1', 'OR5AN1', 'RAB9BP1', 'TXLNGY', 'BTNL3', 'F9', 'FAM183CP', 'LINC00111', 'KCNU1', 'LOC727924', 'CXORF51A', 'OR2M3', 'OR10T2', 'OR1S1', 'SOX1', 'SNORD15A', 'HBG1', 'OR10V1', 'FGF23', 'MS4A6E', 'WFDC5', 'GPR151', 'PRM3', 'SCGB1C1', 'CLEC6A', 'PRSS3P2', 'ASAP1-IT1', 'PPY', 'DNAJB8', 'CT47A11', 'TMEM252', 'OR10A5', 'MAGEB10', 'OR8S1', 'PSG7', 'SUN3', 'SPRR1B', 'PRAMEF8', 'CELA2B', 'PLA2G2F', 'CRYAA', 'KLHL40', 'OR2AG1', 'MC2R', 'USP26', 'HIST1H4F', 'DMBT1P1', 'OR8G5', 'OR10K1', 'NPPC', 'PSAPL1', 'SNORD89', 'SLC5A7', 'C1ORF87', 'ALOX12B', 'TUSC7', 'HBBP1', 'LOC391003', 'C15ORF43', 'SFTA3', 'CAPZA3', 'XAGE5', 'LOC391343', 'LINC00636', 'TBC1D28', 'KRT39', 'C20ORF173', 'C22ORF42', 'BMP10', 'SNORA34', 'IFITM5', 'SNORA70B', 'OR4S1', 'PIWIL3', 'C4ORF51', 'TAS2R60', 'CCKBR', 'OR5B2', 'CASC8', 'IQCF2', 'ARR3', 'KRTAP19-1', 'PROKR1', 'FMR1NB', 'NXF2B', 'ARHGAP36', 'P2RX3', 'TTTY15', 'OPN1MW', 'PPBPP1', 'CHODL-AS1', 'PF4', 'KHDC1L', 'LYZL6', 'TEX33', 'OR1B1', 'HBD', 'FAM153C', 'TKTL2', 'ANKRD18DP', 'MYBPHL', 'AKAP14', 'EDDM3A', 'SYT10', 'ACOT12', 'GAGE1', 'C11ORF94', 'CSH2', 'SERPINB4', 'BRDTP1', 'LGI3', 'PRB1', 'SNORA54', 'PRAP1', 'SNORA51', 'OR10S1', 'SFTPC', 'OTP', 'IGF2BP2-AS1', 'SPACA7', 'KCNQ1DN', 'DMRT1', 'YWHAEP7', 'CYP3A4', 'PRSS1', 'ZAR1L', 'C17ORF64', 'GAGE2D', 'FBP2', 'IFNA13', 'KRTAP19-3', 'SLC13A1', 'LHX9', 'CYP2W1', 'LINC00469', 'LOC646813', 'FOXE1', 'C9ORF135', 'OR4K2', 'OTOL1', 'HPD', 'OLIG1', 'PLET1', 'LCNL1', 'CRLF2', 'NEU2', 'GABRG3', 'FCAMR', 'CCDC166', 'SVOP', 'FERD3L', 'FDCSP', 'HAND1', 'NPHS2', 'GH1', 'FAM71C', 'C3ORF49', 'USP17L6P', 'XKR7', 'LINC01101', 'FAM27L', 'VRTN', 'SATB2-AS1', 'SCARNA20', 'CNTNAP5', 'ZFAT-AS1', 'ACSM2A', 'OLAH', 'PTF1A', 'C17ORF78', 'PRDM14', 'HOXC12', 'DNAJC5G', 'LCE1D', 'FMO6P', 'PISRT1', 'TMEM207', 'LINC00696', 'GDNF', 'OR13H1', 'CRNN', 'OR51I2', 'AVPR1B', 'CLDN22', 'SPANXN1', 'ZNF479', 'OR5H6', 'LPO', 'FGA', 'OR6M1', 'PRKAG3', 'OR4D6', 'OR7E24', 'CELA2A', 'IL26', 'HFE2', 'UCMA', 'SCGB1A1', 'OR1L1', 'PWRN2', 'SCN1A', 'MYBPC2', 'FTMT', 'BARHL2', 'OPRD1', 'GYS2', 'IVL', 'OR1K1', 'DEFB110', 'ADAM18', 'EPS8L3', 'CCKAR', 'LOC285627', 'HBZ', 'SLC1A6', 'KRTAP21-1', 'CER1', 'SBSN', 'GABRA6', 'LOC729609', 'PRG1', 'SERPINI2', 'CPLX3', 'FAM27B', 'LMNTD1', 'TFF2', 'CT45A1', 'OR4C12', 'OR4D2', 'SCARNA11', 'POM121L2', 'OR56B1', 'NKX2-1', 'CLCA4', 'HBG2', 'LINC00488', 'SNORA59B', 'OR8D4', 'CYP7A1', 'FOXN3-AS2', 'GBX2', 'GAGE2B', 'LINC00608', 'CGB8', 'OR2M4', 'OR52A4P', 'DRGX', 'HTR3E', 'SNORA38B', 'ANP32D', 'LYZL1', 'CCL24', 'HTR5A', 'SLITRK3', 'YIPF7', 'TSPY1', 'SLC25A31', 'RAX', 'ALLC', 'SYCN', 'SNORA44', 'TARM1', 'HMHB1', 'SLC35G3', 'TMEM88B', 'OR6C74', 'ALX4', 'SPACA3', 'LINC00923', 'A1CF', 'OR6F1', 'CD200R1L', 'SLC51B', 'TSPY2', 'FRMPD2B', 'OR9A2', 'KRT13', 'SNORD94', 'TSKS', 'OR8J3', 'NPBWR2', 'ARL5C', 'OR2T29', 'DYDC1', 'GDPD2', 'ARID3C', 'LINC00602', 'NKX2-6', 'LINC00934', 'OR11H4', 'GOLGA8EP', 'OR13C3', 'PLG', 'TRHR', 'LINC00895', 'MAP3K15', 'MAGEA9B', 'ITLN2', 'POU6F2', 'SRY', 'RAX2', 'OR1N1', 'LINC00575', 'SSX5', 'SNORA37', 'TPTE2', 'CNTN5', 'TCERG1L', 'DPPA2', 'NTS', 'ADGRG4', 'ZIM3', 'BMP15', 'ZCCHC13', 'POTED', 'MUSK', 'SNORA71A', 'KIR3DL3', 'LINC00304', 'KCNK4', 'GRIN2B', 'APOC3', 'IQCF3', 'C2ORF83', 'MYH1', 'C18ORF42', 'TRPM1', 'GPR22', 'IL36RN', 'ALPPL2', 'GAGE2C', 'GAGE12F', 'KCNMB2', 'SNORD116-19', 'TPD52L3', 'OR2L8', 'C20ORF166-AS1', 'NLRP8', 'SNORA74A', 'SNORA76C', 'OR2A14', 'OR4F15', 'CFHR4', 'OR2AT4', 'OR11H6', 'SPANXN3', 'CPLX4', 'SOX3', 'FAM170B', 'DAOA', 'CYP2C18', 'LINC01312', 'CSN3', 'EDDM3B', 'GUCA2B', 'ITIH1', 'USH1C', 'F13B', 'ZNF705A', 'FFAR1', 'GPR52', 'SYCP1', 'ARSF', 'EPPIN', 'DNMT3L', 'PRAMEF14', 'MUC2', 'MTVR2', 'LRRC30', 'SPATA31C1', 'MAGEA1', 'ADAM29', 'TRIM48', 'OR52N5', 'CXADRP2', 'BPIFB3', 'DUSP21', 'OR2T10', 'FAM205A', 'SLC32A1', 'DMP1', 'FOXD4L3', 'PPIAL4E', 'MMP23A', 'PSKH2', 'BTN1A1', 'OR5C1', 'C6ORF10', 'ACER1', 'NKAIN3', 'AATK-AS1', 'SPINK1', 'IFNA14', 'MORC1', 'TRIM75P', 'LOC647859', 'TTTY2', 'TMIGD1', 'SPOCK3', 'CHRNB3', 'BET1P1', 'GCSAML-AS1', 'CSNK1A1P1', 'OR2A2', 'SCARNA8', 'FAM19A4', 'ADGRG7', 'KRTAP4-3', 'OR9G4', 'TMEM72', 'CRYGC', 'PAGE5', 'ODAM', 'OR1S2', 'KRTAP1-5', 'REC114', 'KRTAP1-1', 'TREML4', 'IQCF6', 'TMEM14E', 'KRTAP12-2', 'PPY2P', 'ZFY', 'TSPAN19', 'IQCJ', 'KRT83', 'RFX6', 'PLA2G12B', 'DMRTC1', 'SNORD115-26', 'OR6C4', 'COL6A4P1', 'DCT', 'VWC2L', 'SH2D7', 'HCRTR1', 'NUTM1', 'OR52A5', 'KRT3', 'TPTE', 'REG4', 'AADACL3', 'OR2G6', 'CT47A1', 'CLEC4G', 'OR6S1', 'SNORA16B', 'CGB5', 'BTF3P11', 'SPATA3', 'MAGEA5', 'LINC01020', 'SPDYC', 'KLRC4', 'S100G', 'KRTAP11-1', 'RAPGEF4-AS1', 'LOC400736', 'NF1P2', 'NXPE1', 'KRT85', 'FRMPD4', 'TSGA13', 'RPE65', 'TRPV5', 'LOC100129935', 'ANKRD34C', 'EPB42', 'CA6', 'OR2F1', 'APCS', 'CHIAP2', 'FOXG1', 'KCNJ16', 'ASB15', 'IHH', 'AKR1D1', 'OACYLP', 'GNAS-AS1', 'KRT74', 'KRTAP3-2', 'LOC400940', 'SDR16C6P', 'B3GNT6', 'IFNL1', 'PCGEM1', 'MAGEA12', 'POTEH', 'COX7B2', 'TCP10L2', 'CPA2', 'LINC00303', 'C2ORF27B', 'MAGEB3', 'PCP4', 'DEFB126', 'GFI1B', 'CTRB1', 'C1ORF146', 'UGT1A4', 'CNGA2', 'SLC22A10', 'DISC2', 'SPANXA2', 'INSM2', 'MTNR1B', 'LY6G6D', 'C15ORF32', 'TSPEAR-AS2', 'PRR32', 'TMPRSS11F', 'PRSS48', 'FAM24A', 'GABRR3', 'OR2A12', 'GML', 'TMEM132D', 'LINC00113', 'RNASE8', 'HIST2H2AB', 'ZSCAN10', 'LINC01591', 'NKX6-2', 'ABRA', 'GLTPD2', 'SNORA72', 'OR6B1', 'WFDC8', 'FBXW12', 'LINC00691', 'MOS', 'LOC284661', 'TRIM55', 'LINC01142', 'OR4A16', 'RBM46', 'TLX3', 'HYPM', 'TAAR9', 'OR4D10', 'CNTNAP4', 'CABS1', 'PRAMEF16', 'VWA5B1', 'CRYGB', 'SNORA2B', 'LINC00452', 'GCG', 'SNORA27', 'CFC1B', 'SCGB3A2', 'PRAMEF5', 'FAM170A', 'OR51T1', 'CGB2', 'GSC2', 'HIST1H3A', 'CCK', 'LRRTM1', 'AGXT2', 'ADRB3', 'AIRE', 'GSTA5', 'OR4D5', 'OR10AD1', 'DUXA', 'MCF2', 'KRTAP12-1', 'MS4A10', 'RPL3L', 'LOC643923', 'AADAC', 'DEFB123', 'OR5B17', 'SERPINB3', 'ANKRD20A20P', 'SNCB', 'MYF5', 'HMSD', 'MT1B', 'CST9L', 'EPGN', 'ZG16', 'SNORD15B', 'TRIM15', 'RHAG', 'GABRB1', 'CLRN1', 'TBC1D3P2', 'ART1', 'OR4D1', 'PRLHR', 'KRTAP10-11', 'GRK1', 'HYMAI', 'MYADML', 'BANF2', 'USP50', 'B3GALT1', 'NPSR1-AS1', 'HRK', 'INS-IGF2', 'NHLH2', 'PABPC1L2A', 'SLC5A2', 'FAM47C', 'TRIM49', 'OR5T2', 'CEACAM22P', 'AQP2', 'MMD2', 'APOA5', 'PACRG-AS1', 'UTS2R', 'PRSS57', 'LINC00523', 'SPINK14', 'MYH7', 'WFDC6', 'INS', 'IGFBP1', 'FAM19A1', 'IFNB1', 'TAS2R42', 'INSC', 'MUC13', 'KRTAP12-3', 'SLCO1B7', 'GHSR', 'CYP1A2', 'C1ORF140', 'SPINT3', 'TNFSF18', 'KLK9', 'STATH', 'KCNB2', 'FLJ25758', 'LINC00202-2', 'MAS1L', 'IFNL2', 'FOXR1', 'SNORA16A', 'IL31', 'MAGEA11', 'TNP2', 'LOC392196', 'SNORA68', 'SLITRK1', 'LOC285629', 'FAM138D', 'FAM138B', 'AMER3', 'F2', 'NPSR1', 'MRGPRX1', 'TAS2R13', 'CTRB2', 'LOC100130417', 'VCX3A', 'ACTR3BP2', 'FAM9B', 'LINC01105', 'KCNK18', 'CLEC4M', 'NMUR2', 'GOLGA2P6', 'ALAS2', 'OR52W1', 'OR52K2', 'ZNF735', 'OR7D4', 'OR10G8', 'SLC5A8', 'OR52N2', 'SFTPB', 'PSG4', 'AKR1C8P', 'SLC10A1', 'C3ORF30', 'CALHM3', 'PASD1', 'OR5H14', 'AWAT1', 'HIST1H3B', 'RNF151', 'OR5K1', 'OR6B2', 'ADCYAP1R1', 'OR52K1', 'CACNG3', 'SHH', 'CCER1', 'OTC', 'OR51B5', 'OR8G2', 'C4ORF50', 'HGC6.3', 'SDC4P', 'OR8H2', 'OR3A2', 'SHD', 'PDX1', 'ERC2-IT1', 'HAO1', 'KRTAP21-2', 'OR4C16', 'CLCA3P', 'VPREB1', 'LINC00052', 'SERPINA7', 'PRLH', 'TSNAX-DISC1', 'SKINTL', 'DSCR10', 'TSPAN16', 'LINC00597', 'CHRNA9', 'HTR1B', 'TMEM8C', 'PRAC1', 'HAVCR1', 'SLC38A8', 'LEUTX', 'F11', 'OR4X2', 'HNRNPCL1', 'FMO9P', 'C7ORF57', 'GPR61', 'NEUROG3', 'AHSG', 'PSG11', 'KRTAP7-1', 'GPHA2', 'DACH2', 'HSD52', 'BRINP3', 'ACSM2B', 'B4GALNT2', 'CALR3', 'SPATA45', 'PPAN-P2RY11', 'SLC4A9', 'POU4F2', 'UGT2B28', 'KRT32', 'SLC25A3P1', 'CCDC63', 'HS3ST4', 'NXNL1', 'SLC9C1', 'GOLGA6L1', 'CPNE6', 'RNF222', 'CELP', 'SSX2', 'ACTBL2', 'VGLL2', 'HPSE2', 'CD1B', 'CLRN1-AS1', 'KRTAP10-7', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10085609607150081
		RMSE:  1.0785113826338413
		NRMSE:  0.1837421644434709
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05671362529003088
		RMSE:  0.8919867459254164
		NRMSE:  0.19736403273048267
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959455
		RMSE:  0.875951357919715
		NRMSE:  0.1938159880340115
		MAPE:  565.705361200264

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  4.374557731630074e-15
		NRMSE:  7.452779071554039e-16
		MAPE:  6.208105660817563e-12
		Pearson Correlation:  0.3539381098316277
		Spearman Correlation:  0.22689310340527935
		Coefficient of Determination:  -1.1313756336668135
		RMSE:  1.2668049329562996
		NRMSE:  0.280297584457639
		MAPE:  1190.5582378413533

	Predictor:  ElasticNet
		Pearson Correlation:  0.9554108678910753
		Spearman Correlation:  0.9001111531180445
		Coefficient of Determination:  0.9009028052818115
		RMSE:  0.3235863083769014
		NRMSE:  0.0551282532969149
		MAPE:  447.5047283188379
		Pearson Correlation:  0.7002982130283221
		Spearman Correlation:  0.5062781331438049
		Coefficient of Determination:  0.4839953680788208
		RMSE:  0.6233135208116861
		NRMSE:  0.13791647766604406
		MAPE:  341.6760166143317

	Predictor:  RandomForests
		Pearson Correlation:  0.848720999968676
		Spearman Correlation:  0.6648494206300208
		Coefficient of Determination:  0.7167273083905881
		RMSE:  0.5470938234736153
		NRMSE:  0.0932064370365803
		MAPE:  541.736733822906
		Pearson Correlation:  0.7894077019880669
		Spearman Correlation:  0.6103010990649615
		Coefficient of Determination:  0.609259401018276
		RMSE:  0.5424054149639947
		NRMSE:  0.12001447393826635
		MAPE:  283.6289882006635

Protein:  ERBB3
x_train_column_count:  1007
x_train columns:  ['KRTAP4-8', 'CXORF66', 'OOSP2', 'PPP1R3A', 'LIPM', 'IFNA4', 'C1ORF68', 'KRTAP4-12', 'IL1F10', 'GABRA4', 'OR2W1', 'BCORP1', 'C12ORF77', 'DUX4L6', 'LINC01553', 'OR5A1', 'CT45A6', 'DEFB124', 'OR4K1', 'ADAD1', 'RAG2', 'LCE5A', 'OR8K3', 'MS4A5', 'CTSL3P', 'SNORA36B', 'PRSS54', 'SNAR-G1', 'LCE2D', 'BTBD17', 'OR9K2', 'DEFB127', 'FGF22', 'MRGPRG-AS1', 'SMCP', 'OR52A1', 'MROH5', 'FAM150A', 'REXO1L6P', 'SNORA36A', 'HNF1B', 'FAM92A1P2', 'LHX3', 'CHAT', 'OR7G3', 'CTXN3', 'HES3', 'CT47A2', 'SLC18A3', 'TBC1D21', 'OR8I2', 'AMBN', 'SNAR-I', 'SNAR-E', 'DEFB113', 'FAM41AY1', 'C11ORF40', 'SNORA58', 'OR51A2', 'FLG2', 'BSX', 'TMPRSS11B', 'GJA10', 'NR0B1', 'CSN2', 'DEFB119', 'SMR3B', 'GJA8', 'HHLA1', 'SNORD8', 'TAAR8', 'GUCA1C', 'BARHL1', 'SNAR-A13', 'LINC01548', 'LCE1F', 'ATP4B', 'SPRR2G', 'GSX2', 'C17ORF102', 'TTTY21', 'LELP1', 'LRTM1', 'LCE2A', 'SNORA5B', 'CT47B1', 'GYPA', 'TYR', 'SLC28A2', 'KRTAP4-11', 'C3ORF79', 'GLYATL3', 'LINC00305', 'CCDC38', 'CPN1', 'FGF6', 'CLC', 'CEACAM20', 'PROL1', 'ESX1', 'FXYD4', 'OR8U1', 'ASB18', 'FAM224B', 'PSMB11', 'IL37', 'ZNF536', 'SPANXN4', 'TMEM247', 'CA5A', 'GNAT3', 'ZNRF4', 'OR2B3', 'ZNF804B', 'OR2T12', 'LINC00326', 'ANXA8L1', 'OR13C9', 'OR7C2', 'FNDC7', 'OR7G1', 'OR6C76', 'GLRA4', 'ST8SIA3', 'OR7G2', 'OR5K3', 'C12ORF40', 'CT47A7', 'CT47A6', 'PAQR9', 'KRTAP6-2', 'OR4M2', 'LINC00671', 'H1FOO', 'OR8H1', 'OR2AE1', 'PGM5-AS1', 'CD300LD', 'MAGEA10', 'HAO2', 'APOA2', 'SPIC', 'TSPYL6', 'OR2M2', 'OR8A1', 'SNORA55', 'AHSP', 'DPRX', 'KRT78', 'DEFB128', 'SCP2D1', 'OLIG2', 'OR6T1', 'SNORD115-7', 'EIF1AY', 'FGF4', 'SLC6A19', 'OR4S2', 'LOC440040', 'TEX36-AS1', 'PLCZ1', 'CST13P', 'LINC00314', 'ZPBP', 'CDKL4', 'KRTAP1-3', 'HYALP1', 'LYPD8', 'PSG8', 'HTR3B', 'IFNA21', 'OR2C3', 'CD5L', 'PSG1', 'OR4B1', 'KRTDAP', 'OR10G4', 'GNAT1', 'OC90', 'OR4A47', 'RSPH6A', 'TMEM196', 'CCL15-CCL14', 'SEC14L3', 'IL13', 'GOT1L1', 'PLSCR5', 'CFHR2', 'OR6C2', 'SPRR4', 'HBM', 'SOST', 'FAM25BP', 'OR52H1', 'DDI1', 'SSX6', 'SCARNA22', 'ASB11', 'SCARNA4', 'TEX13B', 'KRTAP19-5', 'SNORA24', 'KRT2', 'OR8B8', 'ASB10', 'C1ORF105', 'GPR50', 'LILRP2', 'SNORA28', 'TAGLN3', 'SNORA22', 'GJD2', 'VSTM2B', 'LRRC7', 'ARG1', 'TFAMP1', 'SLCO1A2', 'FAM71A', 'GABRA1', 'SPAM1', 'NMS', 'OR1M1', 'CABP5', 'NCOR1P1', 'CIB4', 'OR4D11', 'TMEM179', 'OR2L2', 'OLIG3', 'URAD', 'H1FNT', 'IGFL4', 'LGALS14', 'HIST1H4G', 'SPATA31A3', 'GLYCAM1', 'SNORA20', 'IFNA16', 'OR11L1', 'DAZL', 'CLCA1', 'OR2T34', 'SCARNA14', 'DEFB109P1', 'OR5AN1', 'RAB9BP1', 'TXLNGY', 'BTNL3', 'F9', 'FAM183CP', 'LINC00111', 'KCNU1', 'LOC727924', 'CXORF51A', 'OR2M3', 'OR10T2', 'OR1S1', 'SOX1', 'SNORD15A', 'HBG1', 'OR10V1', 'FGF23', 'MS4A6E', 'WFDC5', 'GPR151', 'PRM3', 'SCGB1C1', 'CLEC6A', 'PRSS3P2', 'ASAP1-IT1', 'PPY', 'DNAJB8', 'CT47A11', 'TMEM252', 'OR10A5', 'MAGEB10', 'OR8S1', 'PSG7', 'SUN3', 'SPRR1B', 'PRAMEF8', 'CELA2B', 'PLA2G2F', 'CRYAA', 'KLHL40', 'OR2AG1', 'MC2R', 'USP26', 'HIST1H4F', 'DMBT1P1', 'OR8G5', 'OR10K1', 'NPPC', 'PSAPL1', 'SNORD89', 'SLC5A7', 'C1ORF87', 'ALOX12B', 'TUSC7', 'HBBP1', 'LOC391003', 'C15ORF43', 'SFTA3', 'CAPZA3', 'XAGE5', 'LOC391343', 'LINC00636', 'TBC1D28', 'KRT39', 'C20ORF173', 'C22ORF42', 'BMP10', 'SNORA34', 'IFITM5', 'SNORA70B', 'OR4S1', 'PIWIL3', 'C4ORF51', 'TAS2R60', 'CCKBR', 'OR5B2', 'CASC8', 'IQCF2', 'ARR3', 'KRTAP19-1', 'PROKR1', 'FMR1NB', 'NXF2B', 'ARHGAP36', 'P2RX3', 'TTTY15', 'OPN1MW', 'PPBPP1', 'CHODL-AS1', 'PF4', 'KHDC1L', 'LYZL6', 'TEX33', 'OR1B1', 'HBD', 'FAM153C', 'TKTL2', 'ANKRD18DP', 'MYBPHL', 'AKAP14', 'EDDM3A', 'SYT10', 'ACOT12', 'GAGE1', 'C11ORF94', 'CSH2', 'SERPINB4', 'BRDTP1', 'LGI3', 'PRB1', 'SNORA54', 'PRAP1', 'SNORA51', 'OR10S1', 'SFTPC', 'OTP', 'IGF2BP2-AS1', 'SPACA7', 'KCNQ1DN', 'DMRT1', 'YWHAEP7', 'CYP3A4', 'PRSS1', 'ZAR1L', 'C17ORF64', 'GAGE2D', 'FBP2', 'IFNA13', 'KRTAP19-3', 'SLC13A1', 'LHX9', 'CYP2W1', 'LINC00469', 'LOC646813', 'FOXE1', 'C9ORF135', 'OR4K2', 'OTOL1', 'HPD', 'OLIG1', 'PLET1', 'LCNL1', 'CRLF2', 'NEU2', 'GABRG3', 'FCAMR', 'CCDC166', 'SVOP', 'FERD3L', 'FDCSP', 'HAND1', 'NPHS2', 'GH1', 'FAM71C', 'C3ORF49', 'USP17L6P', 'XKR7', 'LINC01101', 'FAM27L', 'VRTN', 'SATB2-AS1', 'SCARNA20', 'CNTNAP5', 'ZFAT-AS1', 'ACSM2A', 'OLAH', 'PTF1A', 'C17ORF78', 'PRDM14', 'HOXC12', 'DNAJC5G', 'LCE1D', 'FMO6P', 'PISRT1', 'TMEM207', 'LINC00696', 'GDNF', 'OR13H1', 'CRNN', 'OR51I2', 'AVPR1B', 'CLDN22', 'SPANXN1', 'ZNF479', 'OR5H6', 'LPO', 'FGA', 'OR6M1', 'PRKAG3', 'OR4D6', 'OR7E24', 'CELA2A', 'IL26', 'HFE2', 'UCMA', 'SCGB1A1', 'OR1L1', 'PWRN2', 'SCN1A', 'MYBPC2', 'FTMT', 'BARHL2', 'OPRD1', 'GYS2', 'IVL', 'OR1K1', 'DEFB110', 'ADAM18', 'EPS8L3', 'CCKAR', 'LOC285627', 'HBZ', 'SLC1A6', 'KRTAP21-1', 'CER1', 'SBSN', 'GABRA6', 'LOC729609', 'PRG1', 'SERPINI2', 'CPLX3', 'FAM27B', 'LMNTD1', 'TFF2', 'CT45A1', 'OR4C12', 'OR4D2', 'SCARNA11', 'POM121L2', 'OR56B1', 'NKX2-1', 'CLCA4', 'HBG2', 'LINC00488', 'SNORA59B', 'OR8D4', 'CYP7A1', 'FOXN3-AS2', 'GBX2', 'GAGE2B', 'LINC00608', 'CGB8', 'OR2M4', 'OR52A4P', 'DRGX', 'HTR3E', 'SNORA38B', 'ANP32D', 'LYZL1', 'CCL24', 'HTR5A', 'SLITRK3', 'YIPF7', 'TSPY1', 'SLC25A31', 'RAX', 'ALLC', 'SYCN', 'SNORA44', 'TARM1', 'HMHB1', 'SLC35G3', 'TMEM88B', 'OR6C74', 'ALX4', 'SPACA3', 'LINC00923', 'A1CF', 'OR6F1', 'CD200R1L', 'SLC51B', 'TSPY2', 'FRMPD2B', 'OR9A2', 'KRT13', 'SNORD94', 'TSKS', 'OR8J3', 'NPBWR2', 'ARL5C', 'OR2T29', 'DYDC1', 'GDPD2', 'ARID3C', 'LINC00602', 'NKX2-6', 'LINC00934', 'OR11H4', 'GOLGA8EP', 'OR13C3', 'PLG', 'TRHR', 'LINC00895', 'MAP3K15', 'MAGEA9B', 'ITLN2', 'POU6F2', 'SRY', 'RAX2', 'OR1N1', 'LINC00575', 'SSX5', 'SNORA37', 'TPTE2', 'CNTN5', 'TCERG1L', 'DPPA2', 'NTS', 'ADGRG4', 'ZIM3', 'BMP15', 'ZCCHC13', 'POTED', 'MUSK', 'SNORA71A', 'KIR3DL3', 'LINC00304', 'KCNK4', 'GRIN2B', 'APOC3', 'IQCF3', 'C2ORF83', 'MYH1', 'C18ORF42', 'TRPM1', 'GPR22', 'IL36RN', 'ALPPL2', 'GAGE2C', 'GAGE12F', 'KCNMB2', 'SNORD116-19', 'TPD52L3', 'OR2L8', 'C20ORF166-AS1', 'NLRP8', 'SNORA74A', 'SNORA76C', 'OR2A14', 'OR4F15', 'CFHR4', 'OR2AT4', 'OR11H6', 'SPANXN3', 'CPLX4', 'SOX3', 'FAM170B', 'DAOA', 'CYP2C18', 'LINC01312', 'CSN3', 'EDDM3B', 'GUCA2B', 'ITIH1', 'USH1C', 'F13B', 'ZNF705A', 'FFAR1', 'GPR52', 'SYCP1', 'ARSF', 'EPPIN', 'DNMT3L', 'PRAMEF14', 'MUC2', 'MTVR2', 'LRRC30', 'SPATA31C1', 'MAGEA1', 'ADAM29', 'TRIM48', 'OR52N5', 'CXADRP2', 'BPIFB3', 'DUSP21', 'OR2T10', 'FAM205A', 'SLC32A1', 'DMP1', 'FOXD4L3', 'PPIAL4E', 'MMP23A', 'PSKH2', 'BTN1A1', 'OR5C1', 'C6ORF10', 'ACER1', 'NKAIN3', 'AATK-AS1', 'SPINK1', 'IFNA14', 'MORC1', 'TRIM75P', 'LOC647859', 'TTTY2', 'TMIGD1', 'SPOCK3', 'CHRNB3', 'BET1P1', 'GCSAML-AS1', 'CSNK1A1P1', 'OR2A2', 'SCARNA8', 'FAM19A4', 'ADGRG7', 'KRTAP4-3', 'OR9G4', 'TMEM72', 'CRYGC', 'PAGE5', 'ODAM', 'OR1S2', 'KRTAP1-5', 'REC114', 'KRTAP1-1', 'TREML4', 'IQCF6', 'TMEM14E', 'KRTAP12-2', 'PPY2P', 'ZFY', 'TSPAN19', 'IQCJ', 'KRT83', 'RFX6', 'PLA2G12B', 'DMRTC1', 'SNORD115-26', 'OR6C4', 'COL6A4P1', 'DCT', 'VWC2L', 'SH2D7', 'HCRTR1', 'NUTM1', 'OR52A5', 'KRT3', 'TPTE', 'REG4', 'AADACL3', 'OR2G6', 'CT47A1', 'CLEC4G', 'OR6S1', 'SNORA16B', 'CGB5', 'BTF3P11', 'SPATA3', 'MAGEA5', 'LINC01020', 'SPDYC', 'KLRC4', 'S100G', 'KRTAP11-1', 'RAPGEF4-AS1', 'LOC400736', 'NF1P2', 'NXPE1', 'KRT85', 'FRMPD4', 'TSGA13', 'RPE65', 'TRPV5', 'LOC100129935', 'ANKRD34C', 'EPB42', 'CA6', 'OR2F1', 'APCS', 'CHIAP2', 'FOXG1', 'KCNJ16', 'ASB15', 'IHH', 'AKR1D1', 'OACYLP', 'GNAS-AS1', 'KRT74', 'KRTAP3-2', 'LOC400940', 'SDR16C6P', 'B3GNT6', 'IFNL1', 'PCGEM1', 'MAGEA12', 'POTEH', 'COX7B2', 'TCP10L2', 'CPA2', 'LINC00303', 'C2ORF27B', 'MAGEB3', 'PCP4', 'DEFB126', 'GFI1B', 'CTRB1', 'C1ORF146', 'UGT1A4', 'CNGA2', 'SLC22A10', 'DISC2', 'SPANXA2', 'INSM2', 'MTNR1B', 'LY6G6D', 'C15ORF32', 'TSPEAR-AS2', 'PRR32', 'TMPRSS11F', 'PRSS48', 'FAM24A', 'GABRR3', 'OR2A12', 'GML', 'TMEM132D', 'LINC00113', 'RNASE8', 'HIST2H2AB', 'ZSCAN10', 'LINC01591', 'NKX6-2', 'ABRA', 'GLTPD2', 'SNORA72', 'OR6B1', 'WFDC8', 'FBXW12', 'LINC00691', 'MOS', 'LOC284661', 'TRIM55', 'LINC01142', 'OR4A16', 'RBM46', 'TLX3', 'HYPM', 'TAAR9', 'OR4D10', 'CNTNAP4', 'CABS1', 'PRAMEF16', 'VWA5B1', 'CRYGB', 'SNORA2B', 'LINC00452', 'GCG', 'SNORA27', 'CFC1B', 'SCGB3A2', 'PRAMEF5', 'FAM170A', 'OR51T1', 'CGB2', 'GSC2', 'HIST1H3A', 'CCK', 'LRRTM1', 'AGXT2', 'ADRB3', 'AIRE', 'GSTA5', 'OR4D5', 'OR10AD1', 'DUXA', 'MCF2', 'KRTAP12-1', 'MS4A10', 'RPL3L', 'LOC643923', 'AADAC', 'DEFB123', 'OR5B17', 'SERPINB3', 'ANKRD20A20P', 'SNCB', 'MYF5', 'HMSD', 'MT1B', 'CST9L', 'EPGN', 'ZG16', 'SNORD15B', 'TRIM15', 'RHAG', 'GABRB1', 'CLRN1', 'TBC1D3P2', 'ART1', 'OR4D1', 'PRLHR', 'KRTAP10-11', 'GRK1', 'HYMAI', 'MYADML', 'BANF2', 'USP50', 'B3GALT1', 'NPSR1-AS1', 'HRK', 'INS-IGF2', 'NHLH2', 'PABPC1L2A', 'SLC5A2', 'FAM47C', 'TRIM49', 'OR5T2', 'CEACAM22P', 'AQP2', 'MMD2', 'APOA5', 'PACRG-AS1', 'UTS2R', 'PRSS57', 'LINC00523', 'SPINK14', 'MYH7', 'WFDC6', 'INS', 'IGFBP1', 'FAM19A1', 'IFNB1', 'TAS2R42', 'INSC', 'MUC13', 'KRTAP12-3', 'SLCO1B7', 'GHSR', 'CYP1A2', 'C1ORF140', 'SPINT3', 'TNFSF18', 'KLK9', 'STATH', 'KCNB2', 'FLJ25758', 'LINC00202-2', 'MAS1L', 'IFNL2', 'FOXR1', 'SNORA16A', 'IL31', 'MAGEA11', 'TNP2', 'LOC392196', 'SNORA68', 'SLITRK1', 'LOC285629', 'FAM138D', 'FAM138B', 'AMER3', 'F2', 'NPSR1', 'MRGPRX1', 'TAS2R13', 'CTRB2', 'LOC100130417', 'VCX3A', 'ACTR3BP2', 'FAM9B', 'LINC01105', 'KCNK18', 'CLEC4M', 'NMUR2', 'GOLGA2P6', 'ALAS2', 'OR52W1', 'OR52K2', 'ZNF735', 'OR7D4', 'OR10G8', 'SLC5A8', 'OR52N2', 'SFTPB', 'PSG4', 'AKR1C8P', 'SLC10A1', 'C3ORF30', 'CALHM3', 'PASD1', 'OR5H14', 'AWAT1', 'HIST1H3B', 'RNF151', 'OR5K1', 'OR6B2', 'ADCYAP1R1', 'OR52K1', 'CACNG3', 'SHH', 'CCER1', 'OTC', 'OR51B5', 'OR8G2', 'C4ORF50', 'HGC6.3', 'SDC4P', 'OR8H2', 'OR3A2', 'SHD', 'PDX1', 'ERC2-IT1', 'HAO1', 'KRTAP21-2', 'OR4C16', 'CLCA3P', 'VPREB1', 'LINC00052', 'SERPINA7', 'PRLH', 'TSNAX-DISC1', 'SKINTL', 'DSCR10', 'TSPAN16', 'LINC00597', 'CHRNA9', 'HTR1B', 'TMEM8C', 'PRAC1', 'HAVCR1', 'SLC38A8', 'LEUTX', 'F11', 'OR4X2', 'HNRNPCL1', 'FMO9P', 'C7ORF57', 'GPR61', 'NEUROG3', 'AHSG', 'PSG11', 'KRTAP7-1', 'GPHA2', 'DACH2', 'HSD52', 'BRINP3', 'ACSM2B', 'B4GALNT2', 'CALR3', 'SPATA45', 'PPAN-P2RY11', 'SLC4A9', 'POU4F2', 'UGT2B28', 'KRT32', 'SLC25A3P1', 'CCDC63', 'HS3ST4', 'NXNL1', 'SLC9C1', 'GOLGA6L1', 'CPNE6', 'RNF222', 'CELP', 'SSX2', 'ACTBL2', 'VGLL2', 'HPSE2', 'CD1B', 'CLRN1-AS1', 'KRTAP10-7', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.24617901957450639
		RMSE:  0.5234556686317032
		NRMSE:  0.14126566093685908
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10551624527684367
		RMSE:  0.43841640970600765
		NRMSE:  0.21211918179733683
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999997
		Spearman Correlation:  0.9999997880816034
		Coefficient of Determination:  1.0
		RMSE:  1.9598750369766735e-15
		NRMSE:  5.289140208871408e-16
		MAPE:  1.418653985341698e-12
		Pearson Correlation:  0.11416917726398713
		Spearman Correlation:  0.07196349081659373
		Coefficient of Determination:  -3.049232118843677
		RMSE:  0.8390552774146152
		NRMSE:  0.40596044077655513
		MAPE:  493.3484818824122

	Predictor:  ElasticNet
		Pearson Correlation:  0.8502786923859923
		Spearman Correlation:  0.8199385255491053
		Coefficient of Determination:  0.6679468514960062
		RMSE:  0.27020506827067137
		NRMSE:  0.07292059260246915
		MAPE:  175.33131296964746
		Pearson Correlation:  0.2958822566585826
		Spearman Correlation:  0.3075075749074178
		Coefficient of Determination:  0.014938041113059852
		RMSE:  0.41384337834332824
		NRMSE:  0.2002300024884985
		MAPE:  204.48388418991743

	Predictor:  RandomForests
		Pearson Correlation:  0.5508575873294923
		Spearman Correlation:  0.5552225545681899
		Coefficient of Determination:  0.2767191393373125
		RMSE:  0.3987890052145715
		NRMSE:  0.10762170661604911
		MAPE:  253.43935827978243
		Pearson Correlation:  0.5057378712730369
		Spearman Correlation:  0.514053791194404
		Coefficient of Determination:  0.21869124943427287
		RMSE:  0.36856626450585406
		NRMSE:  0.17832355891402046
		MAPE:  230.53255982460428

Min-Max

In [159]:
scenario = Scenario.ThousandMostVariableGenes_Mutations 
normalizeTechnique = NormalizeTechnique.MinMax
X, Y, Z = get_data(normalizeTechnique)
In [160]:
X.head()
Out[160]:
UBE2Q2P2 HMGB1P1 LOC155060 RNU12-2P SSX9 CXORF67 EFCAB8 SRP14P1 LOC391343 TRIM75P ... ZXDA ZXDB ZXDC ZYG11A ZYG11B ZYX ZZEF1 ZZZ3 TPTEP1 AKR1C6P
TCGA-A1-A0SF-01 0.266811 0.102965 0.232299 0.000000 0.0 0.00000 0.165596 0.256402 0.0 0.00000 ... 0.362558 0.154626 0.343226 0.136973 0.283236 0.203583 0.106969 0.050188 0.019658 0.021305
TCGA-A1-A0SH-01 0.074647 0.046655 0.060467 0.000000 0.0 0.00000 0.019946 0.108076 0.0 0.00000 ... 0.437102 0.171136 0.196632 0.028737 0.498917 0.208787 0.168174 0.119445 0.172767 0.000000
TCGA-A1-A0SJ-01 0.122769 0.097168 0.035285 0.088368 0.0 0.00000 0.020200 0.129369 0.0 0.29443 ... 0.415293 0.914898 0.215818 0.074090 0.379839 0.104565 0.110857 0.079787 0.016343 0.000000
TCGA-A1-A0SK-01 0.716855 1.000000 0.116251 0.076144 0.0 0.01449 0.000000 0.094313 0.0 0.00000 ... 0.334733 0.181185 0.763246 0.229344 0.511470 0.000000 0.246798 0.166438 0.018601 0.000000
TCGA-A1-A0SQ-01 0.025757 0.011574 0.044865 0.000000 0.0 0.00000 0.022276 0.153652 0.0 0.00000 ... 0.537294 0.183640 0.239462 0.036770 0.323545 0.099038 0.071604 0.075950 0.006561 0.000000

5 rows × 20440 columns

In [161]:
Y.head()
Out[161]:
RB1 CDH1 PTEN BRCA2 CDKN2A TP53 CTNNB1 CCNE1 CCND1 CDH2 CDH3 ERBB2 ERBB3
TCGA-A1-A0SF-01 0.017184 0.705680 0.197730 0.108550 0.17550 -0.472550 0.06978 -0.75401 -0.202360 -0.222000 -0.114060 0.25604 0.461410
TCGA-A1-A0SH-01 -0.081896 0.018364 0.699160 -0.282430 0.68156 -0.035545 -0.11192 -0.77956 -0.014111 0.072251 -0.031553 0.68354 0.033670
TCGA-A1-A0SJ-01 -0.106090 0.114310 -0.110550 0.108220 -0.00989 -0.431850 -0.85672 -0.29589 0.290760 -0.225320 0.128230 0.36458 0.430620
TCGA-A1-A0SK-01 -0.060244 -0.963820 -0.081596 0.309150 1.23630 0.898470 -0.85965 0.92670 0.045974 0.389790 -0.224090 -1.04130 -0.056604
TCGA-A1-A0SQ-01 0.376500 0.425490 0.657440 0.003187 -0.34580 -0.020122 0.39368 -1.02750 0.362490 0.292880 -0.144850 0.31196 0.649260
In [162]:
perform_kFoldCV(num_folds, scenario, normalizeTechnique, X, Y, Z)

Fold:  1

Protein:  RB1
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017832262764705176
		RMSE:  0.22609122586734381
		NRMSE:  0.08562439911658541
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0064622508272080825
		RMSE:  0.2813710133086082
		NRMSE:  0.13900150344012696
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  1.1105892668755528e-15
		NRMSE:  4.2059809387447556e-16
		MAPE:  5.8770035463701616e-12
		Pearson Correlation:  0.09304215405665325
		Spearman Correlation:  0.06326699834162522
		Coefficient of Determination:  -1.0772338806221242
		RMSE:  0.40422512881762196
		NRMSE:  0.1996932803177613
		MAPE:  596.5220823089682

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  RandomForests
		Pearson Correlation:  0.6010995724410372
		Spearman Correlation:  0.4219205024163514
		Coefficient of Determination:  0.2029962083304766
		RMSE:  0.2000671547857973
		NRMSE:  0.07576866305086055
		MAPE:  233.69330777873847
		Pearson Correlation:  0.18030423452581562
		Spearman Correlation:  0.31141352063213346
		Coefficient of Determination:  -0.0033572225923930166
		RMSE:  0.28093665036276305
		NRMSE:  0.13878692162588394
		MAPE:  132.81048607025335

Protein:  CDH1
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12177449909053428
		RMSE:  1.1951653206606205
		NRMSE:  0.20089175544360185
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11829904064371455
		RMSE:  1.227018913081223
		NRMSE:  0.19873326310796913
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  4.349519474976985e-15
		NRMSE:  7.310976879594213e-16
		MAPE:  3.4318543064374328e-12
		Pearson Correlation:  0.5057495466904272
		Spearman Correlation:  0.511096478392352
		Coefficient of Determination:  -0.1639561434579908
		RMSE:  1.2518162624570754
		NRMSE:  0.20274954851755295
		MAPE:  675.4420551639835

	Predictor:  ElasticNet
		Pearson Correlation:  0.7045585452483092
		Spearman Correlation:  0.6777558749419192
		Coefficient of Determination:  0.4131577463252035
		RMSE:  0.8644420599467867
		NRMSE:  0.1453014741140616
		MAPE:  396.7994258443187
		Pearson Correlation:  0.6945982726665385
		Spearman Correlation:  0.6267095893083602
		Coefficient of Determination:  0.41603062658368795
		RMSE:  0.8866808240296142
		NRMSE:  0.1436106417073652
		MAPE:  254.21842006478914

	Predictor:  RandomForests
		Pearson Correlation:  0.7539240140819194
		Spearman Correlation:  0.6976327555443462
		Coefficient of Determination:  0.5615514658681879
		RMSE:  0.7471959559052774
		NRMSE:  0.12559392800922417
		MAPE:  262.32938491974795
		Pearson Correlation:  0.7572070574205366
		Spearman Correlation:  0.6799824407374891
		Coefficient of Determination:  0.5660162731589018
		RMSE:  0.764379450947814
		NRMSE:  0.12380218505196042
		MAPE:  128.368241719208

Protein:  CDH2
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004084060130477685
		RMSE:  0.37195168053170635
		NRMSE:  0.13741024893390016
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006474841096328898
		RMSE:  0.3763274359057868
		NRMSE:  0.1942134674644098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999031343205
		Coefficient of Determination:  1.0
		RMSE:  2.652525729217385e-15
		NRMSE:  9.799235756491391e-16
		MAPE:  4.9141855913228337e-11
		Pearson Correlation:  0.17368469019687807
		Spearman Correlation:  0.16855916495951617
		Coefficient of Determination:  -1.2223995635847005
		RMSE:  0.5592107240647156
		NRMSE:  0.28859509937798195
		MAPE:  352.4719234730987

	Predictor:  ElasticNet
		Pearson Correlation:  0.21001817214942123
		Spearman Correlation:  0.1760177343244354
		Coefficient of Determination:  0.0006093154897411912
		RMSE:  0.3710813581224831
		NRMSE:  0.13708872539962508
		MAPE:  453.82113326721105
		Pearson Correlation:  0.16470896174495694
		Spearman Correlation:  0.2027558286996391
		Coefficient of Determination:  0.00021407511815640934
		RMSE:  0.37507483681747555
		NRMSE:  0.1935670314380325
		MAPE:  105.23185562012493

	Predictor:  RandomForests
		Pearson Correlation:  0.5731705381978709
		Spearman Correlation:  0.5481780175070027
		Coefficient of Determination:  0.1824038745759038
		RMSE:  0.3356378274228796
		NRMSE:  0.12399480855116043
		MAPE:  405.41848839379327
		Pearson Correlation:  0.023530380004953402
		Spearman Correlation:  0.2443859135694079
		Coefficient of Determination:  -0.008260721001823512
		RMSE:  0.3766611639391269
		NRMSE:  0.19438569641282288
		MAPE:  103.75688779629763

Protein:  CDH3
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003025178489952651
		RMSE:  0.20883135309817671
		NRMSE:  0.14651130458142275
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.766266116724594e-05
		RMSE:  0.2045852237570374
		NRMSE:  0.1565890990172577
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  8.522901837540327e-16
		NRMSE:  5.979473141901223e-16
		MAPE:  2.7650767573833716e-12
		Pearson Correlation:  0.18550434137066885
		Spearman Correlation:  0.22993366500829193
		Coefficient of Determination:  -1.1024295705570646
		RMSE:  0.29663505358631337
		NRMSE:  0.22704384473621583
		MAPE:  749.8114398036801

	Predictor:  ElasticNet
		Pearson Correlation:  0.3872413938256142
		Spearman Correlation:  0.40009410694214803
		Coefficient of Determination:  0.02570958898600939
		RMSE:  0.20609821745795415
		NRMSE:  0.14459379908090178
		MAPE:  122.14288754258065
		Pearson Correlation:  0.46905983702453685
		Spearman Correlation:  0.49472246610086823
		Coefficient of Determination:  0.03492666544221923
		RMSE:  0.20097493668478722
		NRMSE:  0.15382579290230247
		MAPE:  119.00881456120584

	Predictor:  RandomForests
		Pearson Correlation:  0.6037314803404041
		Spearman Correlation:  0.6027994839229228
		Coefficient of Determination:  0.2871492432873025
		RMSE:  0.17629067025212658
		NRMSE:  0.12368150520017861
		MAPE:  369.5692452723831
		Pearson Correlation:  0.497972227601768
		Spearman Correlation:  0.5247244171300361
		Coefficient of Determination:  0.2215513379784434
		RMSE:  0.18049980238431806
		NRMSE:  0.13815416826837762
		MAPE:  280.0701920659642

Protein:  PTEN
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.042477457330321045
		RMSE:  0.639641264822803
		NRMSE:  0.10001427016227082
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.028094267476815427
		RMSE:  0.5035947533045023
		NRMSE:  0.16597282753427667
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.458230587102
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389449
		RMSE:  0.49877990548911916
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809618

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  2.6357738977437954e-15
		NRMSE:  4.1212945004202884e-16
		MAPE:  2.9400741977478134e-12
		Pearson Correlation:  0.15887946249216725
		Spearman Correlation:  0.14776119402985075
		Coefficient of Determination:  -1.9497972256307232
		RMSE:  0.8530231339710014
		NRMSE:  0.2811360931945822
		MAPE:  528.4711014655395

	Predictor:  ElasticNet
		Pearson Correlation:  0.48889365985270833
		Spearman Correlation:  0.4664545644190834
		Coefficient of Determination:  0.1359767385029249
		RMSE:  0.5823255620705597
		NRMSE:  0.09105239028544442
		MAPE:  456.84288000828997
		Pearson Correlation:  0.2012429374021526
		Spearman Correlation:  0.259316164276656
		Coefficient of Determination:  0.037635273439733274
		RMSE:  0.48723062280833257
		NRMSE:  0.16057960016094278
		MAPE:  153.6817957910148

	Predictor:  RandomForests
		Pearson Correlation:  0.6097956102299927
		Spearman Correlation:  0.5511572407402248
		Coefficient of Determination:  0.30583665922874226
		RMSE:  0.52195609631925
		NRMSE:  0.08161302420752872
		MAPE:  283.29227565613843
		Pearson Correlation:  0.2565557386211946
		Spearman Correlation:  0.3108918352503839
		Coefficient of Determination:  0.03734784212763276
		RMSE:  0.48730337842686455
		NRMSE:  0.1606035786786845
		MAPE:  172.10910652495656

Protein:  BRCA2
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026562361008646285
		RMSE:  0.19787350383771835
		NRMSE:  0.12800221484333532
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00017758204834872338
		RMSE:  0.18475106890837595
		NRMSE:  0.18489898809885505
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999997
		Spearman Correlation:  0.9999999031343205
		Coefficient of Determination:  1.0
		RMSE:  9.659641095740047e-16
		NRMSE:  6.248716633938421e-16
		MAPE:  2.0428120812320618e-12
		Pearson Correlation:  0.018121997175456032
		Spearman Correlation:  0.014718094232395871
		Coefficient of Determination:  -2.1668066611058685
		RMSE:  0.32874501544669
		NRMSE:  0.32900822202430946
		MAPE:  495.4043614843626

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  RandomForests
		Pearson Correlation:  0.5579775557088766
		Spearman Correlation:  0.5261299929344257
		Coefficient of Determination:  0.2305079797640167
		RMSE:  0.17334594014068463
		NRMSE:  0.11213560098630189
		MAPE:  163.69837275192447
		Pearson Correlation:  0.35843014787447414
		Spearman Correlation:  0.34246944501713716
		Coefficient of Determination:  0.11019184438454177
		RMSE:  0.1742595518176209
		NRMSE:  0.17439907107448052
		MAPE:  151.3802822459693

Protein:  CDKN2A
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.062199248812668806
		RMSE:  0.6624014175436462
		NRMSE:  0.14974599695798488
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10057809021042674
		RMSE:  0.783524323220729
		NRMSE:  0.21159176970584093
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6427147371513342
		NRMSE:  0.145295521001771
		MAPE:  207.86247046219444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010510594090658465
		RMSE:  0.7507796405829533
		NRMSE:  0.20274902527219912
		MAPE:  439.74244050751946

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999997
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  3.144668743354203e-15
		NRMSE:  7.109005862674811e-16
		MAPE:  3.293510763093636e-12
		Pearson Correlation:  0.39968484756046346
		Spearman Correlation:  0.3324943907911424
		Coefficient of Determination:  -0.24618844952512564
		RMSE:  0.8337462860747336
		NRMSE:  0.22515427655272308
		MAPE:  517.805153525926

	Predictor:  ElasticNet
		Pearson Correlation:  0.48470088450615834
		Spearman Correlation:  0.39150394250084436
		Coefficient of Determination:  0.15892614912070946
		RMSE:  0.5894341903340619
		NRMSE:  0.13325063644943186
		MAPE:  159.7271592905951
		Pearson Correlation:  0.5357615424419049
		Spearman Correlation:  0.3940493610379476
		Coefficient of Determination:  0.15734362628654686
		RMSE:  0.6855944710631153
		NRMSE:  0.1851456848671659
		MAPE:  401.81657198917014

	Predictor:  RandomForests
		Pearson Correlation:  0.6576913346530591
		Spearman Correlation:  0.6208576030528805
		Coefficient of Determination:  0.4191828071607575
		RMSE:  0.4898216646770415
		NRMSE:  0.11073169767764021
		MAPE:  167.93332086398664
		Pearson Correlation:  0.7040517636811795
		Spearman Correlation:  0.6126392855331982
		Coefficient of Determination:  0.4522299299844865
		RMSE:  0.5527658456691611
		NRMSE:  0.14927514060738892
		MAPE:  251.23903091105103

Protein:  TP53
x_train_column_count:  1001
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05546789854165435
		RMSE:  0.4652085657713222
		NRMSE:  0.11180210665016156
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04275496084346875
		RMSE:  0.4295356456720749
		NRMSE:  0.1544592202783541
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.801555620106396e-15
		NRMSE:  4.3296217738678115e-16
		MAPE:  4.937717421388165e-12
		Pearson Correlation:  0.3362815777818592
		Spearman Correlation:  0.3841430104380061
		Coefficient of Determination:  -0.8641939835216788
		RMSE:  0.5743195882047223
		NRMSE:  0.20652291999162944
		MAPE:  1046.557763189288

	Predictor:  ElasticNet
		Pearson Correlation:  0.48748623297728966
		Spearman Correlation:  0.4727241462554703
		Coefficient of Determination:  0.18427853520959003
		RMSE:  0.4089744089058369
		NRMSE:  0.0982875291770817
		MAPE:  542.8871824260805
		Pearson Correlation:  0.529872273050651
		Spearman Correlation:  0.4707589503463077
		Coefficient of Determination:  0.22142890973382356
		RMSE:  0.3711566230859456
		NRMSE:  0.13346636811318122
		MAPE:  598.3212603557769

	Predictor:  RandomForests
		Pearson Correlation:  0.6530591557775642
		Spearman Correlation:  0.5980284463118771
		Coefficient of Determination:  0.36868372481543554
		RMSE:  0.35978966242126675
		NRMSE:  0.08646711425649287
		MAPE:  608.440839032735
		Pearson Correlation:  0.4919579374581136
		Spearman Correlation:  0.4747244171300362
		Coefficient of Determination:  0.24067670404353358
		RMSE:  0.3665400544434684
		NRMSE:  0.13180626935289597
		MAPE:  405.50694494350495

Protein:  CTNNB1
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.41897644861846284
		RMSE:  0.8782004120680554
		NRMSE:  0.17699587078381512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5843844136424388
		RMSE:  0.9452480588674593
		NRMSE:  0.23451795238114906
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  3.495910175198213e-15
		NRMSE:  7.045791110301335e-16
		MAPE:  4.895160780431582e-12
		Pearson Correlation:  0.35060317709700484
		Spearman Correlation:  0.3570919910252659
		Coefficient of Determination:  -0.4373090598082867
		RMSE:  0.9003069340278274
		NRMSE:  0.22336796854756796
		MAPE:  483.8614369352401

	Predictor:  ElasticNet
		Pearson Correlation:  0.565215177880575
		Spearman Correlation:  0.5627030219824448
		Coefficient of Determination:  0.21183047541254996
		RMSE:  0.6545093605898272
		NRMSE:  0.13191232049294138
		MAPE:  663.9527203508269
		Pearson Correlation:  0.49460791154423644
		Spearman Correlation:  0.4421763730367769
		Coefficient of Determination:  0.16632642336184844
		RMSE:  0.6856674479677582
		NRMSE:  0.17011547858079648
		MAPE:  322.2376819780364

	Predictor:  RandomForests
		Pearson Correlation:  0.6652546969681674
		Spearman Correlation:  0.6563464812409641
		Coefficient of Determination:  0.27155314507234574
		RMSE:  0.6292235652634461
		NRMSE:  0.12681612456687147
		MAPE:  567.579297849048
		Pearson Correlation:  0.49808392229561893
		Spearman Correlation:  0.4318456735928203
		Coefficient of Determination:  0.15534330384498618
		RMSE:  0.6901692856904951
		NRMSE:  0.17123239361149584
		MAPE:  313.07857941259954

Protein:  CCNE1
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.7135069779129597
		RMSE:  0.7967382438332794
		NRMSE:  0.19227700939577658
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.179220592822603
		RMSE:  0.7927883268238614
		NRMSE:  0.2823823069719898
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.48367116033059243
		NRMSE:  0.11672446372338549
		MAPE:  119.9663870203584
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008650225247206267
		RMSE:  0.5393577763958428
		NRMSE:  0.19211318838676503
		MAPE:  85.21064296831354

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  1.836767862303309e-15
		NRMSE:  4.432675778418585e-16
		MAPE:  3.993443457260367e-13
		Pearson Correlation:  0.5605219902586247
		Spearman Correlation:  0.4809920983318701
		Coefficient of Determination:  0.12615937010047285
		RMSE:  0.5020220197610828
		NRMSE:  0.17881461077865818
		MAPE:  68.93246552870934

	Predictor:  ElasticNet
		Pearson Correlation:  0.6829398802817594
		Spearman Correlation:  0.6350092710140891
		Coefficient of Determination:  0.39060851628965776
		RMSE:  0.3775707850958363
		NRMSE:  0.09111923766098808
		MAPE:  79.92626342806895
		Pearson Correlation:  0.7337147993880642
		Spearman Correlation:  0.6065164374207395
		Coefficient of Determination:  0.41009840423185007
		RMSE:  0.41247386417246973
		NRMSE:  0.14691856248351548
		MAPE:  58.77599650235469

	Predictor:  RandomForests
		Pearson Correlation:  0.8603558348817969
		Spearman Correlation:  0.720992183449922
		Coefficient of Determination:  0.7329935450964387
		RMSE:  0.2499257896505922
		NRMSE:  0.06031464383294934
		MAPE:  54.60233031142965
		Pearson Correlation:  0.8421161855192729
		Spearman Correlation:  0.7066369834770418
		Coefficient of Determination:  0.7041856173403227
		RMSE:  0.29208973366029317
		NRMSE:  0.10403908589859062
		MAPE:  45.0862666913246

Protein:  CCND1
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.46307157054532877
		RMSE:  0.2889602070536637
		NRMSE:  0.17371452011738692
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5143850316766378
		RMSE:  0.2891269997261264
		NRMSE:  0.20591917819933792
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.1287805968878051e-15
		NRMSE:  6.78590251943469e-16
		MAPE:  3.285956594164427e-12
		Pearson Correlation:  0.3864028220964456
		Spearman Correlation:  0.33825968198224565
		Coefficient of Determination:  -1.2246747073161641
		RMSE:  0.3504319973583577
		NRMSE:  0.2495812185618752
		MAPE:  2022.748583634772

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  RandomForests
		Pearson Correlation:  0.5699695778202665
		Spearman Correlation:  0.5419950776350307
		Coefficient of Determination:  0.2613879878898565
		RMSE:  0.20531157626078528
		NRMSE:  0.1234273822971861
		MAPE:  323.7796850572301
		Pearson Correlation:  0.49844268688039983
		Spearman Correlation:  0.48550385328260665
		Coefficient of Determination:  0.2184352736989098
		RMSE:  0.20770787883215547
		NRMSE:  0.14793165548412873
		MAPE:  975.2064735645499

Protein:  ERBB2
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10512598969709641
		RMSE:  1.0713675802437574
		NRMSE:  0.18252510013182233
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.044647408489899565
		RMSE:  0.9270678870989714
		NRMSE:  0.17190207437399804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  3.619428403888521e-15
		NRMSE:  6.166291980660887e-16
		MAPE:  5.337654193596598e-12
		Pearson Correlation:  0.5318758507311406
		Spearman Correlation:  0.44897570968685996
		Coefficient of Determination:  -0.15074234177685142
		RMSE:  0.9730064490655753
		NRMSE:  0.18042025756825059
		MAPE:  749.7672345299944

	Predictor:  ElasticNet
		Pearson Correlation:  0.7459722678767905
		Spearman Correlation:  0.6307018867690593
		Coefficient of Determination:  0.39777397163527906
		RMSE:  0.7908832269279588
		NRMSE:  0.1347399742623914
		MAPE:  944.1020575271164
		Pearson Correlation:  0.6069867988467795
		Spearman Correlation:  0.523373329431275
		Coefficient of Determination:  0.3014971541840106
		RMSE:  0.7580725343175396
		NRMSE:  0.1405660178597329
		MAPE:  597.7289772485033

	Predictor:  RandomForests
		Pearson Correlation:  0.8533284250611247
		Spearman Correlation:  0.6881374984746499
		Coefficient of Determination:  0.7243930129152757
		RMSE:  0.5350294845289789
		NRMSE:  0.09115107833943455
		MAPE:  470.3514598554065
		Pearson Correlation:  0.7881358641801293
		Spearman Correlation:  0.6523082482212212
		Coefficient of Determination:  0.6163849594135964
		RMSE:  0.5617906221245627
		NRMSE:  0.10417033601419667
		MAPE:  379.6285127303171

Protein:  ERBB3
x_train_column_count:  1001
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20107865915633893
		RMSE:  0.5031866190144979
		NRMSE:  0.13579562619977975
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27170508071542576
		RMSE:  0.5249654097328843
		NRMSE:  0.21064675210776365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  2.4081881693006856e-15
		NRMSE:  6.49900867987242e-16
		MAPE:  1.9264648082547603e-12
		Pearson Correlation:  0.24043087178041683
		Spearman Correlation:  0.20587772641431556
		Coefficient of Determination:  -1.3611979702513048
		RMSE:  0.7153254650164519
		NRMSE:  0.28703031306836313
		MAPE:  782.5323299996917

	Predictor:  ElasticNet
		Pearson Correlation:  0.4489839717820647
		Spearman Correlation:  0.45852074097594525
		Coefficient of Determination:  0.11747798872932291
		RMSE:  0.43132649017764624
		NRMSE:  0.11640263992898235
		MAPE:  206.50649217568414
		Pearson Correlation:  0.38260079067696756
		Spearman Correlation:  0.38565796709857847
		Coefficient of Determination:  0.08989699571987086
		RMSE:  0.44410203091558204
		NRMSE:  0.1781996464575236
		MAPE:  231.89228737886367

	Predictor:  RandomForests
		Pearson Correlation:  0.5897309596107656
		Spearman Correlation:  0.5626075406080111
		Coefficient of Determination:  0.31311780724516336
		RMSE:  0.3805261325059239
		NRMSE:  0.10269308144605782
		MAPE:  232.53467040286512
		Pearson Correlation:  0.37482847083147497
		Spearman Correlation:  0.3397140738952878
		Coefficient of Determination:  0.1318944533863462
		RMSE:  0.43373428300407996
		NRMSE:  0.17403950107700947
		MAPE:  274.5762305845822


Fold:  2

Protein:  RB1
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.012372001566697044
		RMSE:  0.23649063304821735
		NRMSE:  0.08648721220312221
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0009378943328373079
		RMSE:  0.2450188572791325
		NRMSE:  0.14037816530069125
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  1.4204151178799762e-15
		NRMSE:  5.194613508923259e-16
		MAPE:  6.547592653015997e-12
		Pearson Correlation:  0.005735656484769857
		Spearman Correlation:  0.11872500243878649
		Coefficient of Determination:  -2.1945036691578377
		RMSE:  0.43772125930002276
		NRMSE:  0.250782768216259
		MAPE:  1038.077177141916

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  RandomForests
		Pearson Correlation:  0.6510633847860512
		Spearman Correlation:  0.48716213878350123
		Coefficient of Determination:  0.224973621626415
		RMSE:  0.20691983482652893
		NRMSE:  0.07567284772766564
		MAPE:  186.96223477632097
		Pearson Correlation:  0.05546513502419219
		Spearman Correlation:  0.1953565505804312
		Coefficient of Determination:  -0.03786564721609387
		RMSE:  0.24949768079043425
		NRMSE:  0.1429442087236506
		MAPE:  241.76001093182316

Protein:  CDH1
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0848918633043636
		RMSE:  1.167193365558287
		NRMSE:  0.18724526599154356
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3357437347566168
		RMSE:  1.329821844339591
		NRMSE:  0.2361608674018098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999997
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  4.8520409701436465e-15
		NRMSE:  7.783814823363514e-16
		MAPE:  4.0444957701443355e-12
		Pearson Correlation:  0.4794613426641831
		Spearman Correlation:  0.4302263193834749
		Coefficient of Determination:  -0.33710011819249575
		RMSE:  1.3304968580427676
		NRMSE:  0.23628074197172216
		MAPE:  651.2349622632273

	Predictor:  ElasticNet
		Pearson Correlation:  0.7018641563759425
		Spearman Correlation:  0.6504937669650542
		Coefficient of Determination:  0.40345017395135596
		RMSE:  0.8655117059217848
		NRMSE:  0.13884843281010426
		MAPE:  377.8605694625965
		Pearson Correlation:  0.6850695516349901
		Spearman Correlation:  0.7116915422885572
		Coefficient of Determination:  0.37428777004161395
		RMSE:  0.9101630732672354
		NRMSE:  0.16163435859833697
		MAPE:  168.1180216684691

	Predictor:  RandomForests
		Pearson Correlation:  0.7755393207989952
		Spearman Correlation:  0.6574477344674263
		Coefficient of Determination:  0.5963007943534928
		RMSE:  0.711997603324103
		NRMSE:  0.11422116039530007
		MAPE:  134.6835167738091
		Pearson Correlation:  0.6528950616836816
		Spearman Correlation:  0.6376694956589601
		Coefficient of Determination:  0.3878365448928225
		RMSE:  0.9002550981953817
		NRMSE:  0.15987481765146186
		MAPE:  206.51054014306013

Protein:  CDH2
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0042702958885580955
		RMSE:  0.36888339320753855
		NRMSE:  0.13366308906715652
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005559500410650786
		RMSE:  0.3881548727768219
		NRMSE:  0.20448899349205915
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  1.882848606359875e-15
		NRMSE:  6.822409617942877e-16
		MAPE:  2.412332118635833e-11
		Pearson Correlation:  0.16610551228389112
		Spearman Correlation:  0.208750365817969
		Coefficient of Determination:  -1.2040140001574025
		RMSE:  0.5746565089872949
		NRMSE:  0.3027423829200203
		MAPE:  689.3094246670881

	Predictor:  ElasticNet
		Pearson Correlation:  0.19716831164570803
		Spearman Correlation:  0.19732507366150534
		Coefficient of Determination:  0.0011334755334002633
		RMSE:  0.3678896118262428
		NRMSE:  0.13330299725568623
		MAPE:  465.0045282878306
		Pearson Correlation:  0.09995972028482622
		Spearman Correlation:  0.1055701882743147
		Coefficient of Determination:  0.00035544274818344324
		RMSE:  0.38701157879230363
		NRMSE:  0.20388667969270596
		MAPE:  137.23938137635673

	Predictor:  RandomForests
		Pearson Correlation:  0.5681753718214327
		Spearman Correlation:  0.572623240749764
		Coefficient of Determination:  0.17356609777736753
		RMSE:  0.3346322994726386
		NRMSE:  0.12125237316930162
		MAPE:  643.1269429369818
		Pearson Correlation:  0.2797057158211419
		Spearman Correlation:  0.3278265535069749
		Coefficient of Determination:  0.052882438983841706
		RMSE:  0.3767064882200845
		NRMSE:  0.19845771886611027
		MAPE:  115.7034170246187

Protein:  CDH3
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032535082492379797
		RMSE:  0.20804431995898212
		NRMSE:  0.15657381105189322
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10171995354262497
		RMSE:  0.2077503373255318
		NRMSE:  0.17094572313464315
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  8.19048670879569e-16
		NRMSE:  6.164146748245083e-16
		MAPE:  2.9600460490175165e-12
		Pearson Correlation:  0.22446599877060722
		Spearman Correlation:  0.26533996683250416
		Coefficient of Determination:  -1.6476186452477921
		RMSE:  0.3220578174827125
		NRMSE:  0.2650027297644306
		MAPE:  748.2418535862854

	Predictor:  ElasticNet
		Pearson Correlation:  0.46694224296669445
		Spearman Correlation:  0.4676263084858018
		Coefficient of Determination:  0.06091847806020101
		RMSE:  0.20128071531786348
		NRMSE:  0.15148353338741766
		MAPE:  128.58030755332453
		Pearson Correlation:  0.23153940635049658
		Spearman Correlation:  0.28577211979319095
		Coefficient of Determination:  -0.1083062342445722
		RMSE:  0.2083703965038842
		NRMSE:  0.17145593392897576
		MAPE:  489.1408534823054

	Predictor:  RandomForests
		Pearson Correlation:  0.623030779213017
		Spearman Correlation:  0.612915720854038
		Coefficient of Determination:  0.32957898545288566
		RMSE:  0.17006867536252332
		NRMSE:  0.1279934037483336
		MAPE:  241.98391563185407
		Pearson Correlation:  0.2505629900637167
		Spearman Correlation:  0.3225587747536826
		Coefficient of Determination:  -0.0798118275999744
		RMSE:  0.2056743673688277
		NRMSE:  0.1692375276629867
		MAPE:  1524.2772472835693

Protein:  PTEN
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.03862384422015608
		RMSE:  0.6356813050691055
		NRMSE:  0.09939509109047072
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04557869434051831
		RMSE:  0.5231599683741948
		NRMSE:  0.17546282813730707
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  2.5773545343054107e-15
		NRMSE:  4.029950018458933e-16
		MAPE:  4.715346630550666e-12
		Pearson Correlation:  0.1943273563201913
		Spearman Correlation:  0.14134718564042534
		Coefficient of Determination:  -2.421867586449929
		RMSE:  0.9464283528269978
		NRMSE:  0.3174229785440696
		MAPE:  5882.84675533358

	Predictor:  ElasticNet
		Pearson Correlation:  0.44893381820356093
		Spearman Correlation:  0.4393050531025378
		Coefficient of Determination:  0.11615967501350943
		RMSE:  0.5864043740715329
		NRMSE:  0.09169015308756671
		MAPE:  317.3765248227256
		Pearson Correlation:  0.28534055451929596
		Spearman Correlation:  0.2695785776997367
		Coefficient of Determination:  0.07236569278521088
		RMSE:  0.4927703214987496
		NRMSE:  0.16527043248549425
		MAPE:  487.6064730241669

	Predictor:  RandomForests
		Pearson Correlation:  0.6004553443372214
		Spearman Correlation:  0.5500654788537584
		Coefficient of Determination:  0.3100680531545976
		RMSE:  0.5180997975069213
		NRMSE:  0.08101005355436186
		MAPE:  241.60379591147242
		Pearson Correlation:  0.3044596025667019
		Spearman Correlation:  0.30696441399765884
		Coefficient of Determination:  0.07985725956324297
		RMSE:  0.4907764833197626
		NRMSE:  0.1646017183122359
		MAPE:  509.28894872642553

Protein:  BRCA2
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004232193403179485
		RMSE:  0.1957372843548259
		NRMSE:  0.12609907189874434
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0041831029428383015
		RMSE:  0.19359139518213575
		NRMSE:  0.1310414025181481
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.9999999225074571
		Coefficient of Determination:  1.0
		RMSE:  9.123713412158427e-16
		NRMSE:  5.877734522247336e-16
		MAPE:  3.360745099025512e-12
		Pearson Correlation:  -0.029708082566415876
		Spearman Correlation:  0.03251390108282119
		Coefficient of Determination:  -1.9742873458198678
		RMSE:  0.33317396459676696
		NRMSE:  0.22552440185792405
		MAPE:  518.7793329279381

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  RandomForests
		Pearson Correlation:  0.6178261031034837
		Spearman Correlation:  0.5397349615447131
		Coefficient of Determination:  0.22637104249417161
		RMSE:  0.17179987655899795
		NRMSE:  0.11067796847092798
		MAPE:  159.40796543987403
		Pearson Correlation:  0.3912345684646045
		Spearman Correlation:  0.37279289825382894
		Coefficient of Determination:  0.09738464312776085
		RMSE:  0.18354009584427516
		NRMSE:  0.12423770981722104
		MAPE:  152.63153514992467

Protein:  CDKN2A
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07796029040511754
		RMSE:  0.688717064305458
		NRMSE:  0.155695052403178
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04182297654643197
		RMSE:  0.6873705418142212
		NRMSE:  0.18569552134596423
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6633450034781481
		NRMSE:  0.14995930902637006
		MAPE:  291.0442764508337
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00497373418246827
		RMSE:  0.6751049711753466
		NRMSE:  0.1823819351565125
		MAPE:  246.23249271843073

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  2.786871876751703e-15
		NRMSE:  6.300151185151356e-16
		MAPE:  3.405730991630895e-12
		Pearson Correlation:  0.15895719924609744
		Spearman Correlation:  0.16157448053848406
		Coefficient of Determination:  -0.8825571235922236
		RMSE:  0.923991618769526
		NRMSE:  0.24961952095567483
		MAPE:  499.6102933519443

	Predictor:  ElasticNet
		Pearson Correlation:  0.5097264772637693
		Spearman Correlation:  0.38996927265812115
		Coefficient of Determination:  0.18316446520709373
		RMSE:  0.5995242763546443
		NRMSE:  0.1355316551044748
		MAPE:  243.70161044493906
		Pearson Correlation:  0.4790416209946821
		Spearman Correlation:  0.4233294312749976
		Coefficient of Determination:  0.15935642325185895
		RMSE:  0.6174473055807924
		NRMSE:  0.16680551804106128
		MAPE:  189.23909834569903

	Predictor:  RandomForests
		Pearson Correlation:  0.6656357106600346
		Spearman Correlation:  0.6425351793374043
		Coefficient of Determination:  0.4268019926568297
		RMSE:  0.5022174495695275
		NRMSE:  0.11353395491568384
		MAPE:  158.66576068752212
		Pearson Correlation:  0.6905407574973447
		Spearman Correlation:  0.5513266998341626
		Coefficient of Determination:  0.4343569512464277
		RMSE:  0.5064833552208353
		NRMSE:  0.13682822434105124
		MAPE:  124.52526356239859

Protein:  TP53
x_train_column_count:  1001
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056514421630322165
		RMSE:  0.4680116353271619
		NRMSE:  0.125354663272308
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.038787823290495904
		RMSE:  0.4172475009588805
		NRMSE:  0.13741067049526773
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941389
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  2.5476835681219156e-15
		NRMSE:  6.823847778550732e-16
		MAPE:  4.209467711822812e-12
		Pearson Correlation:  0.23719793180009743
		Spearman Correlation:  0.2854063018242123
		Coefficient of Determination:  -1.1088898542768169
		RMSE:  0.5945074042277578
		NRMSE:  0.1957870588597918
		MAPE:  2001.337920618533

	Predictor:  ElasticNet
		Pearson Correlation:  0.49008557943462416
		Spearman Correlation:  0.49147207175592345
		Coefficient of Determination:  0.19232173318785306
		RMSE:  0.40920236393929377
		NRMSE:  0.10960288306931668
		MAPE:  324.7902675326891
		Pearson Correlation:  0.44055834265387717
		Spearman Correlation:  0.4434103989854649
		Coefficient of Determination:  0.16528487705522155
		RMSE:  0.3740239910526728
		NRMSE:  0.12317602208222388
		MAPE:  1721.334437305324

	Predictor:  RandomForests
		Pearson Correlation:  0.6505453354646915
		Spearman Correlation:  0.5819069248692361
		Coefficient of Determination:  0.36529986789386737
		RMSE:  0.36274649919177704
		NRMSE:  0.0971599033592546
		MAPE:  354.6929875131954
		Pearson Correlation:  0.6336804868102075
		Spearman Correlation:  0.47527070529704424
		Coefficient of Determination:  0.34763982816256334
		RMSE:  0.3306541960671895
		NRMSE:  0.10889319811203342
		MAPE:  1879.1378770775584

Protein:  CTNNB1
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3748966387166963
		RMSE:  0.8500866572002603
		NRMSE:  0.167208233123576
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8495839638322671
		RMSE:  1.0424819908687044
		NRMSE:  0.25944650229429445
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999418805934
		Coefficient of Determination:  1.0
		RMSE:  4.432692704749211e-15
		NRMSE:  8.71890775914479e-16
		MAPE:  4.495443851106007e-12
		Pearson Correlation:  0.38545677722966626
		Spearman Correlation:  0.3800946249146425
		Coefficient of Determination:  -0.4475819443157245
		RMSE:  0.9222594506234754
		NRMSE:  0.22952625634590365
		MAPE:  309.3896477284779

	Predictor:  ElasticNet
		Pearson Correlation:  0.5420312116579821
		Spearman Correlation:  0.5153468075173743
		Coefficient of Determination:  0.1998386226382125
		RMSE:  0.6485104324877792
		NRMSE:  0.12755909372300928
		MAPE:  647.6953782355914
		Pearson Correlation:  0.4721703908029855
		Spearman Correlation:  0.4993073846454005
		Coefficient of Determination:  0.06239513175016442
		RMSE:  0.7422350558951895
		NRMSE:  0.18472289288349955
		MAPE:  242.71416401840926

	Predictor:  RandomForests
		Pearson Correlation:  0.6411615345867451
		Spearman Correlation:  0.603102270649725
		Coefficient of Determination:  0.26669845429959627
		RMSE:  0.6208253967230942
		NRMSE:  0.12211357134600595
		MAPE:  576.1081607697678
		Pearson Correlation:  0.42242886977622174
		Spearman Correlation:  0.4529899521997854
		Coefficient of Determination:  0.044184377820076226
		RMSE:  0.7494084707751041
		NRMSE:  0.18650816823252386
		MAPE:  223.6266986777467

Protein:  CCNE1
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4791855590206433
		RMSE:  0.8074207285197392
		NRMSE:  0.19485501569122746
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.202859557398884
		RMSE:  0.7485643095226329
		NRMSE:  0.4068306401244751
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5127968844139411
		NRMSE:  0.12375338089483821
		MAPE:  119.54577818111471
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.708057571667368e-05
		RMSE:  0.41828317133084
		NRMSE:  0.22732904598983691
		MAPE:  82.35330275987332

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.4915173402313476e-15
		NRMSE:  3.599481961124955e-16
		MAPE:  3.234896122105964e-13
		Pearson Correlation:  0.5254525580447781
		Spearman Correlation:  0.3880792117842162
		Coefficient of Determination:  -0.28560487738869433
		RMSE:  0.4742571909354957
		NRMSE:  0.257749874149042
		MAPE:  75.9459968175346

	Predictor:  ElasticNet
		Pearson Correlation:  0.6948260601642733
		Spearman Correlation:  0.6299833637075035
		Coefficient of Determination:  0.41035718371838314
		RMSE:  0.3937675140121272
		NRMSE:  0.09502799768615662
		MAPE:  76.76300093688906
		Pearson Correlation:  0.736681981424889
		Spearman Correlation:  0.657740708223588
		Coefficient of Determination:  0.5015001671878198
		RMSE:  0.29531987600491855
		NRMSE:  0.16050080489835195
		MAPE:  50.891804007025954

	Predictor:  RandomForests
		Pearson Correlation:  0.8619476224803658
		Spearman Correlation:  0.7113375085699593
		Coefficient of Determination:  0.737467871406583
		RMSE:  0.26274629927004944
		NRMSE:  0.06340862013901813
		MAPE:  68.20906830824043
		Pearson Correlation:  0.841688223665837
		Spearman Correlation:  0.7380381890693234
		Coefficient of Determination:  0.7053264201932463
		RMSE:  0.2270548423602733
		NRMSE:  0.12340004150037409
		MAPE:  41.11855011846185

Protein:  CCND1
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.45856423758787734
		RMSE:  0.28833360256132
		NRMSE:  0.17333782361719832
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5341468996847767
		RMSE:  0.29160473760802996
		NRMSE:  0.22560247695118987
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.0723679150460816e-15
		NRMSE:  6.446765790035479e-16
		MAPE:  2.6524658544600285e-12
		Pearson Correlation:  0.11189982161123399
		Spearman Correlation:  0.2395229733684519
		Coefficient of Determination:  -1.275666590568493
		RMSE:  0.3551529439324539
		NRMSE:  0.27476708542153083
		MAPE:  685.8580999097283

	Predictor:  ElasticNet
		Pearson Correlation:  0.2553211072643501
		Spearman Correlation:  0.2013501874186171
		Coefficient of Determination:  0.0010956886527865306
		RMSE:  0.23861317613783342
		NRMSE:  0.14344734110316903
		MAPE:  629.5364547656819
		Pearson Correlation:  0.06978611061687223
		Spearman Correlation:  0.08860598965954541
		Coefficient of Determination:  -0.0017641462745487946
		RMSE:  0.2356371949239719
		NRMSE:  0.18230271316145627
		MAPE:  420.4752730384974

	Predictor:  RandomForests
		Pearson Correlation:  0.5885228910078543
		Spearman Correlation:  0.5785614830956511
		Coefficient of Determination:  0.30879675815692875
		RMSE:  0.1984885051441292
		NRMSE:  0.11932554925642905
		MAPE:  473.29993467262454
		Pearson Correlation:  0.2522343600864035
		Spearman Correlation:  0.41126719344454205
		Coefficient of Determination:  0.04217803174696877
		RMSE:  0.23041115395697248
		NRMSE:  0.1782595422703569
		MAPE:  302.43983901968477

Protein:  ERBB2
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10787728881134795
		RMSE:  1.034673205097243
		NRMSE:  0.18568153277771168
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04400358650048397
		RMSE:  1.0802115255265201
		NRMSE:  0.18403181176661842
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.9999999418805934
		Coefficient of Determination:  1.0
		RMSE:  4.75366924319661e-15
		NRMSE:  8.530892527675484e-16
		MAPE:  3.600159650146899e-12
		Pearson Correlation:  0.506243309655763
		Spearman Correlation:  0.3264852209540533
		Coefficient of Determination:  -0.01203606607434704
		RMSE:  1.0635448436264634
		NRMSE:  0.18119236820049806
		MAPE:  3022.4766607765455

	Predictor:  ElasticNet
		Pearson Correlation:  0.7418907590154726
		Spearman Correlation:  0.6376743294071293
		Coefficient of Determination:  0.3963152825721704
		RMSE:  0.7637697671025645
		NRMSE:  0.13706544283376065
		MAPE:  371.2045683058243
		Pearson Correlation:  0.6077125400247669
		Spearman Correlation:  0.4548726953467955
		Coefficient of Determination:  0.2738319932649449
		RMSE:  0.9008995436992605
		NRMSE:  0.1534830645006151
		MAPE:  2465.7528960092077

	Predictor:  RandomForests
		Pearson Correlation:  0.8524511150010189
		Spearman Correlation:  0.7049007198527967
		Coefficient of Determination:  0.7225617669780824
		RMSE:  0.5177743444266093
		NRMSE:  0.09291932315679509
		MAPE:  259.5142430638204
		Pearson Correlation:  0.8101660072667367
		Spearman Correlation:  0.5454324223929458
		Coefficient of Determination:  0.6350922486970668
		RMSE:  0.6386300586384832
		NRMSE:  0.1088011412233135
		MAPE:  1387.1006008937893

Protein:  ERBB3
x_train_column_count:  1001
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.22544319167926496
		RMSE:  0.49276112816642853
		NRMSE:  0.13298208544838536
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.18202543932109472
		RMSE:  0.5629306521688778
		NRMSE:  0.2077549194412726
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999997868954927
		Coefficient of Determination:  1.0
		RMSE:  2.0753527840024775e-15
		NRMSE:  5.60078150410738e-16
		MAPE:  1.4411895381821774e-12
		Pearson Correlation:  0.17220221871452077
		Spearman Correlation:  0.12671446688127988
		Coefficient of Determination:  -0.9416227621712621
		RMSE:  0.7214793622713379
		NRMSE:  0.2662688311779044
		MAPE:  562.7346781308695

	Predictor:  ElasticNet
		Pearson Correlation:  0.44421480393095375
		Spearman Correlation:  0.45785248637095854
		Coefficient of Determination:  0.11484676741558808
		RMSE:  0.41879267706694817
		NRMSE:  0.11302012351117352
		MAPE:  198.22309228337824
		Pearson Correlation:  0.3518999184328332
		Spearman Correlation:  0.34283972295385823
		Coefficient of Determination:  0.07658954173187427
		RMSE:  0.49755246231352024
		NRMSE:  0.1836264757079559
		MAPE:  301.2969944307845

	Predictor:  RandomForests
		Pearson Correlation:  0.5891209667118869
		Spearman Correlation:  0.5978494408676805
		Coefficient of Determination:  0.31513411866319496
		RMSE:  0.36837709159943427
		NRMSE:  0.09941440400257842
		MAPE:  193.36353095598355
		Pearson Correlation:  0.41291580865625
		Spearman Correlation:  0.455155594576139
		Coefficient of Determination:  0.15908264456341792
		RMSE:  0.4748081263406879
		NRMSE:  0.17523246186348782
		MAPE:  370.2676380767453


Fold:  3

Protein:  RB1
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01272330861584492
		RMSE:  0.2421068018038906
		NRMSE:  0.08854110656959135
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028050639565306845
		RMSE:  0.22197574606877257
		NRMSE:  0.15575715092466183
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.146692921990665e-15
		NRMSE:  4.1935814876779736e-16
		MAPE:  5.7632825543466955e-12
		Pearson Correlation:  0.02815048843966617
		Spearman Correlation:  -0.001952642801032432
		Coefficient of Determination:  -2.251126525626709
		RMSE:  0.3996816419874312
		NRMSE:  0.28045079219405195
		MAPE:  1117.9637836556028

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  RandomForests
		Pearson Correlation:  0.641819931260157
		Spearman Correlation:  0.443708351295022
		Coefficient of Determination:  0.19128368235491966
		RMSE:  0.2163513905869538
		NRMSE:  0.07912207087000944
		MAPE:  234.77694184307464
		Pearson Correlation:  0.25715777084156416
		Spearman Correlation:  0.22656890983678102
		Coefficient of Determination:  0.025865188820097473
		RMSE:  0.21877958632585692
		NRMSE:  0.15351445214214526
		MAPE:  206.62783363190988

Protein:  CDH1
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.13712289650471754
		RMSE:  1.2526616491661007
		NRMSE:  0.19946206317730336
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.061578293423971475
		RMSE:  0.970096042376724
		NRMSE:  0.19071600723011914
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1747084136438477
		NRMSE:  0.18704952288841878
		MAPE:  547.6986763085636
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.045733924340672916
		RMSE:  0.9628293412733254
		NRMSE:  0.18928741030812832
		MAPE:  293.35791980552335

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  4.9014461799566465e-15
		NRMSE:  7.804602050821066e-16
		MAPE:  6.6010309730321195e-12
		Pearson Correlation:  0.4441977706480546
		Spearman Correlation:  0.28329779673063255
		Coefficient of Determination:  -0.8643737358342376
		RMSE:  1.2855980531521984
		NRMSE:  0.2527421171612076
		MAPE:  634.6416923389775

	Predictor:  ElasticNet
		Pearson Correlation:  0.7097314124725783
		Spearman Correlation:  0.6958703928800974
		Coefficient of Determination:  0.43840533802107773
		RMSE:  0.8803220192584388
		NRMSE:  0.14017420134047304
		MAPE:  435.66398810687497
		Pearson Correlation:  0.5905757186305092
		Spearman Correlation:  0.5087719298245614
		Coefficient of Determination:  0.2866414996564375
		RMSE:  0.795229785504077
		NRMSE:  0.1563381798262252
		MAPE:  208.64859315408754

	Predictor:  RandomForests
		Pearson Correlation:  0.7621909732937344
		Spearman Correlation:  0.693349287131415
		Coefficient of Determination:  0.5764253822132293
		RMSE:  0.7645309003132464
		NRMSE:  0.12173671225649603
		MAPE:  219.6942139403811
		Pearson Correlation:  0.7195157622299854
		Spearman Correlation:  0.45360223145240497
		Coefficient of Determination:  0.5086256875127781
		RMSE:  0.6600015303700156
		NRMSE:  0.1297529843844642
		MAPE:  147.21260651013947

Protein:  CDH2
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032532184952558385
		RMSE:  0.38185758840977485
		NRMSE:  0.13836422509231644
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01322006783790175
		RMSE:  0.3341656221976159
		NRMSE:  0.1760731037776972
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  1.8968292242204483e-15
		NRMSE:  6.8730677013567955e-16
		MAPE:  1.7255436522414578e-11
		Pearson Correlation:  0.014945831926266358
		Spearman Correlation:  0.06199827928029028
		Coefficient of Determination:  -1.9233491069903255
		RMSE:  0.567610236018653
		NRMSE:  0.29907593526390136
		MAPE:  17057.889061041296

	Predictor:  ElasticNet
		Pearson Correlation:  0.20627374570738485
		Spearman Correlation:  0.20662967008392136
		Coefficient of Determination:  0.0006957632405428793
		RMSE:  0.381105317980881
		NRMSE:  0.13809164359043447
		MAPE:  299.573058555777
		Pearson Correlation:  -0.07909679417979144
		Spearman Correlation:  -0.04423745931994165
		Coefficient of Determination:  -0.0027698707586727433
		RMSE:  0.3324378891543801
		NRMSE:  0.1751627548392839
		MAPE:  597.1315545643507

	Predictor:  RandomForests
		Pearson Correlation:  0.5719837083133589
		Spearman Correlation:  0.5322154857007497
		Coefficient of Determination:  0.18648317383024982
		RMSE:  0.343858223125387
		NRMSE:  0.1245953413745152
		MAPE:  211.45688276180545
		Pearson Correlation:  -0.02823145360434657
		Spearman Correlation:  0.03886083367623038
		Coefficient of Determination:  -0.025317694712485572
		RMSE:  0.33615463508400745
		NRMSE:  0.1771211220330092
		MAPE:  1316.437340657765

Protein:  CDH3
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.2263418226753373e-05
		RMSE:  0.21251306884336046
		NRMSE:  0.14909431220418734
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004123239054339534
		RMSE:  0.18871613277479948
		NRMSE:  0.16414808838605816
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999994
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  8.510674625584329e-16
		NRMSE:  5.970894809440653e-16
		MAPE:  2.4170914665669775e-12
		Pearson Correlation:  0.1310927534589163
		Spearman Correlation:  0.10300627189865211
		Coefficient of Determination:  -1.853645924978708
		RMSE:  0.3181380113030422
		NRMSE:  0.2767211558995557
		MAPE:  537.8156174551423

	Predictor:  ElasticNet
		Pearson Correlation:  0.43571353220023573
		Spearman Correlation:  0.4476870053463922
		Coefficient of Determination:  0.04319729795838945
		RMSE:  0.2078700904536803
		NRMSE:  0.14583690467929528
		MAPE:  159.32221426912474
		Pearson Correlation:  0.42115432923417273
		Spearman Correlation:  0.4156186486115787
		Coefficient of Determination:  0.0407563403257315
		RMSE:  0.18445056410554383
		NRMSE:  0.16043783355705885
		MAPE:  101.95359474461785

	Predictor:  RandomForests
		Pearson Correlation:  0.6190886749849553
		Spearman Correlation:  0.6288833030630411
		Coefficient of Determination:  0.31958447862292316
		RMSE:  0.17529434843800953
		NRMSE:  0.1229825085859078
		MAPE:  479.9498784463866
		Pearson Correlation:  0.3429384958921623
		Spearman Correlation:  0.34913901669596886
		Coefficient of Determination:  0.11313953348288985
		RMSE:  0.17735488990029166
		NRMSE:  0.15426591100080167
		MAPE:  195.20887259267596

Protein:  PTEN
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023393971457565055
		RMSE:  0.6366126117528933
		NRMSE:  0.09954071014821253
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20813248536085016
		RMSE:  0.517654316968625
		NRMSE:  0.12376376344107133
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6292943186382643
		NRMSE:  0.09839642227163854
		MAPE:  299.798968451812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06342466003107061
		RMSE:  0.4856640113421529
		NRMSE:  0.11611533767086332
		MAPE:  95.15154235140719

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  4.6671208957210155e-15
		NRMSE:  7.297507459496545e-16
		MAPE:  9.187276134441297e-12
		Pearson Correlation:  0.09521836967952597
		Spearman Correlation:  0.18043865883614513
		Coefficient of Determination:  -2.2290148566379537
		RMSE:  0.8462868266230432
		NRMSE:  0.2023351089329707
		MAPE:  338.09457262878516

	Predictor:  ElasticNet
		Pearson Correlation:  0.45747246803126307
		Spearman Correlation:  0.44354041778513004
		Coefficient of Determination:  0.1207433625433002
		RMSE:  0.5900810103176218
		NRMSE:  0.0922650317125513
		MAPE:  378.02590240166097
		Pearson Correlation:  0.22311278846243804
		Spearman Correlation:  0.20892280452374717
		Coefficient of Determination:  0.005313594124150778
		RMSE:  0.46970550517601145
		NRMSE:  0.11229988647635716
		MAPE:  101.33439385981326

	Predictor:  RandomForests
		Pearson Correlation:  0.6103962900452322
		Spearman Correlation:  0.5221322102932877
		Coefficient of Determination:  0.29354265224668474
		RMSE:  0.528928275442422
		NRMSE:  0.08270319372096349
		MAPE:  254.9732403099192
		Pearson Correlation:  0.40301073519373504
		Spearman Correlation:  0.4085312784448685
		Coefficient of Determination:  0.14706895719413482
		RMSE:  0.43495018467770424
		NRMSE:  0.10399038509006461
		MAPE:  107.20912123029223

Protein:  BRCA2
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00289910117318648
		RMSE:  0.19032543678137456
		NRMSE:  0.12827584502559417
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001649424828515933
		RMSE:  0.21414907824527551
		NRMSE:  0.14729386559180924
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999807346924
		Coefficient of Determination:  1.0
		RMSE:  8.664842716339805e-16
		NRMSE:  5.839944677122236e-16
		MAPE:  3.344424092078686e-12
		Pearson Correlation:  -0.01901486298843184
		Spearman Correlation:  -0.016506440229928053
		Coefficient of Determination:  -1.5125229514841063
		RMSE:  0.3394184254042395
		NRMSE:  0.2334553682907507
		MAPE:  740.2031748515565

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  RandomForests
		Pearson Correlation:  0.5840605744664199
		Spearman Correlation:  0.525279319987048
		Coefficient of Determination:  0.2572436345592607
		RMSE:  0.1637915170117365
		NRMSE:  0.11039247095930263
		MAPE:  177.47206102338652
		Pearson Correlation:  0.21369056006372708
		Spearman Correlation:  0.26409057469544506
		Coefficient of Determination:  0.04563727282608365
		RMSE:  0.20918817464636186
		NRMSE:  0.14388170676348408
		MAPE:  190.43827648305503

Protein:  CDKN2A
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07669790023289091
		RMSE:  0.6927164423772558
		NRMSE:  0.16172871740223568
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04462654135164201
		RMSE:  0.6710309035955896
		NRMSE:  0.2071658496482324
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6675880639420501
		NRMSE:  0.15586198728568595
		MAPE:  307.97311558867955
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004949645588538276
		RMSE:  0.658164031136248
		NRMSE:  0.20319348928290204
		MAPE:  176.07940307985857

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  3.0150378718327792e-15
		NRMSE:  7.039218042194572e-16
		MAPE:  2.2379577923110495e-12
		Pearson Correlation:  0.2758072178530583
		Spearman Correlation:  0.24292821606254444
		Coefficient of Determination:  -0.6171253411455397
		RMSE:  0.8348987964295653
		NRMSE:  0.2577564127163611
		MAPE:  403.7863657789469

	Predictor:  ElasticNet
		Pearson Correlation:  0.527851199172719
		Spearman Correlation:  0.41762022712371455
		Coefficient of Determination:  0.2112983433851111
		RMSE:  0.5928774600227052
		NRMSE:  0.13841927998288786
		MAPE:  234.69498455001028
		Pearson Correlation:  0.342924953220937
		Spearman Correlation:  0.2939862093043555
		Coefficient of Determination:  0.09892936483121617
		RMSE:  0.623220043022968
		NRMSE:  0.19240531105028186
		MAPE:  160.81462530788

	Predictor:  RandomForests
		Pearson Correlation:  0.6780455158212668
		Spearman Correlation:  0.6609652273529759
		Coefficient of Determination:  0.4484187322297982
		RMSE:  0.4958077574699301
		NRMSE:  0.11575638715678234
		MAPE:  177.6365473822195
		Pearson Correlation:  0.5980918194534491
		Spearman Correlation:  0.5926981633187447
		Coefficient of Determination:  0.34941109014454075
		RMSE:  0.529560180522276
		NRMSE:  0.16348991402620358
		MAPE:  97.6477196185006

Protein:  TP53
x_train_column_count:  1001
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.043501333030021794
		RMSE:  0.4597988418920562
		NRMSE:  0.11050200478059512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10290984727382035
		RMSE:  0.4520547550562478
		NRMSE:  0.16857084713604026
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45011280589110314
		NRMSE:  0.10817419031269002
		MAPE:  382.8265287953516
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010546813555600831
		RMSE:  0.4327123127899972
		NRMSE:  0.16135806629028604
		MAPE:  261.16646791413905

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.9492126600735497e-15
		NRMSE:  4.684481278715573e-16
		MAPE:  3.998658717330757e-12
		Pearson Correlation:  0.2450186588585545
		Spearman Correlation:  0.17782017232135067
		Coefficient of Determination:  -0.7616597411941362
		RMSE:  0.5713234492506785
		NRMSE:  0.21304604531123225
		MAPE:  1156.506262633099

	Predictor:  ElasticNet
		Pearson Correlation:  0.5041834053878547
		Spearman Correlation:  0.48651808054817036
		Coefficient of Determination:  0.20338291519108287
		RMSE:  0.4017410193159278
		NRMSE:  0.09654915148183799
		MAPE:  582.1853224142912
		Pearson Correlation:  0.4207340219743935
		Spearman Correlation:  0.46240726193593445
		Coefficient of Determination:  0.14329720766091647
		RMSE:  0.3984154082500403
		NRMSE:  0.14856877873655802
		MAPE:  291.61337665938436

	Predictor:  RandomForests
		Pearson Correlation:  0.6491535493646411
		Spearman Correlation:  0.5937027524327151
		Coefficient of Determination:  0.3697300023395774
		RMSE:  0.35734251202225764
		NRMSE:  0.0858789983230612
		MAPE:  572.7841332127937
		Pearson Correlation:  0.47974776336749136
		Spearman Correlation:  0.41579820197259315
		Coefficient of Determination:  0.21329241450136505
		RMSE:  0.381792773182401
		NRMSE:  0.14237021176288123
		MAPE:  415.847666435099

Protein:  CTNNB1
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.43619721536848943
		RMSE:  0.9218173342266688
		NRMSE:  0.18131733560713392
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5414936126562622
		RMSE:  0.7610450185362576
		NRMSE:  0.2487969592128731
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999997
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  3.634631522894839e-15
		NRMSE:  7.14915720474988e-16
		MAPE:  2.2009251826667167e-12
		Pearson Correlation:  0.35337794410169754
		Spearman Correlation:  0.29999625930497886
		Coefficient of Determination:  -0.9752699726070282
		RMSE:  0.861494905836401
		NRMSE:  0.28163552448148055
		MAPE:  723.3833443297575

	Predictor:  ElasticNet
		Pearson Correlation:  0.5767741502122061
		Spearman Correlation:  0.5642870980852291
		Coefficient of Determination:  0.2435843288907461
		RMSE:  0.6689876327403704
		NRMSE:  0.1315868671794592
		MAPE:  331.5740898822249
		Pearson Correlation:  0.3088909157174094
		Spearman Correlation:  0.2901307996359057
		Coefficient of Determination:  0.08908074322890192
		RMSE:  0.5850317342133032
		NRMSE:  0.19125559325682537
		MAPE:  2060.517451061554

	Predictor:  RandomForests
		Pearson Correlation:  0.649445475037723
		Spearman Correlation:  0.6489446387500549
		Coefficient of Determination:  0.3070112965770002
		RMSE:  0.6403256630920453
		NRMSE:  0.12594918628875792
		MAPE:  323.9296759438181
		Pearson Correlation:  0.12076033846183341
		Spearman Correlation:  0.12890684422499035
		Coefficient of Determination:  -0.022634132905344995
		RMSE:  0.6198685823657705
		NRMSE:  0.2026442781280102
		MAPE:  1651.9769845903309

Protein:  CCNE1
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.3882525061775621
		RMSE:  0.8073510115699897
		NRMSE:  0.1948381908849554
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.2068608862157744
		RMSE:  0.7484097025916991
		NRMSE:  0.3260050104942715
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5224229806426052
		NRMSE:  0.12607644873967835
		MAPE:  105.82433067667067
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010783677474574871
		RMSE:  0.36685077747270034
		NRMSE:  0.1597990928573857
		MAPE:  133.3645349232411

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999996
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  1.6410963644555996e-15
		NRMSE:  3.9604613375862146e-16
		MAPE:  2.7221479895240726e-13
		Pearson Correlation:  0.4985847605624617
		Spearman Correlation:  0.40221698524919264
		Coefficient of Determination:  -0.38426297102911433
		RMSE:  0.4293086456169615
		NRMSE:  0.18700555195232893
		MAPE:  159.75741482266727

	Predictor:  ElasticNet
		Pearson Correlation:  0.7175353630479223
		Spearman Correlation:  0.6461806326368521
		Coefficient of Determination:  0.44881412753577
		RMSE:  0.3878567119996547
		NRMSE:  0.0936015425826326
		MAPE:  71.0634916171742
		Pearson Correlation:  0.5867830932893267
		Spearman Correlation:  0.5331263482088306
		Coefficient of Determination:  0.33285186440202297
		RMSE:  0.2980378845098859
		NRMSE:  0.12982440410762985
		MAPE:  66.34256772348787

	Predictor:  RandomForests
		Pearson Correlation:  0.8651379657420742
		Spearman Correlation:  0.7277403675095334
		Coefficient of Determination:  0.7441404865614004
		RMSE:  0.26425490515230415
		NRMSE:  0.06377269231660211
		MAPE:  55.37684942093601
		Pearson Correlation:  0.7811812854442801
		Spearman Correlation:  0.6686136403606858
		Coefficient of Determination:  0.5636703892061194
		RMSE:  0.24102809988956264
		NRMSE:  0.10499111377338617
		MAPE:  79.53469437004436

Protein:  CCND1
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.44064885869713843
		RMSE:  0.2936537728092399
		NRMSE:  0.17653615611766113
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6507167710215811
		RMSE:  0.2694738938084911
		NRMSE:  0.2553456206196082
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  1.608078433419904e-15
		NRMSE:  9.667302505800725e-16
		MAPE:  7.00075664153953e-12
		Pearson Correlation:  0.23057113769777576
		Spearman Correlation:  0.24199553610394148
		Coefficient of Determination:  -0.9672502090650839
		RMSE:  0.2941780169395775
		NRMSE:  0.27875452885787144
		MAPE:  359.6510031662283

	Predictor:  ElasticNet
		Pearson Correlation:  0.22324045281592123
		Spearman Correlation:  0.2597344851521026
		Coefficient of Determination:  0.0003115901717327674
		RMSE:  0.24461824369214077
		NRMSE:  0.1470574140578692
		MAPE:  620.5422396961181
		Pearson Correlation:  0.07607581205909651
		Spearman Correlation:  0.08772428583897555
		Coefficient of Determination:  -0.0009309097943495104
		RMSE:  0.20983719222611147
		NRMSE:  0.19883561750932074
		MAPE:  467.64618390592904

	Predictor:  RandomForests
		Pearson Correlation:  0.5901486861181876
		Spearman Correlation:  0.5755355442521715
		Coefficient of Determination:  0.291495428204225
		RMSE:  0.20593389971160278
		NRMSE:  0.12380150515901144
		MAPE:  481.3250606575038
		Pearson Correlation:  0.38875287882567716
		Spearman Correlation:  0.37896482499781803
		Coefficient of Determination:  0.13619282222479479
		RMSE:  0.19493455016823635
		NRMSE:  0.18471430753246504
		MAPE:  308.6996848975467

Protein:  ERBB2
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08695701084953744
		RMSE:  1.023008454816054
		NRMSE:  0.1742863272085548
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1111491455026472
		RMSE:  1.1242523174677488
		NRMSE:  0.20280184671833265
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865388
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792788993

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  5.014518935756036e-15
		NRMSE:  8.543058309208369e-16
		MAPE:  6.278223354834831e-12
		Pearson Correlation:  0.6762655090737314
		Spearman Correlation:  0.4743132387106253
		Coefficient of Determination:  0.24916632224066637
		RMSE:  0.9241649326582838
		NRMSE:  0.16670844445094954
		MAPE:  488.6400231287835

	Predictor:  ElasticNet
		Pearson Correlation:  0.725100666101608
		Spearman Correlation:  0.6166859987605476
		Coefficient of Determination:  0.3649692038117772
		RMSE:  0.7819346032720025
		NRMSE:  0.13321542894389876
		MAPE:  896.1921792214989
		Pearson Correlation:  0.7068858301263752
		Spearman Correlation:  0.6026741015155765
		Coefficient of Determination:  0.3288275095843768
		RMSE:  0.8737650856533676
		NRMSE:  0.15761690700147335
		MAPE:  187.0502614462394

	Predictor:  RandomForests
		Pearson Correlation:  0.8468789174399237
		Spearman Correlation:  0.6777004711246402
		Coefficient of Determination:  0.7072153749245436
		RMSE:  0.5309421113116832
		NRMSE:  0.09045472704085102
		MAPE:  538.4603142155265
		Pearson Correlation:  0.8599483162350716
		Spearman Correlation:  0.7046888336952579
		Coefficient of Determination:  0.7294848969235856
		RMSE:  0.5547194219156006
		NRMSE:  0.10006483547074116
		MAPE:  195.88571963922672

Protein:  ERBB3
x_train_column_count:  1001
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19951943522205973
		RMSE:  0.4939516163098853
		NRMSE:  0.17910620018705933
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27774471248359456
		RMSE:  0.5592204608326292
		NRMSE:  0.15547938022732444
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999884408153
		Coefficient of Determination:  1.0
		RMSE:  1.9217557838631566e-15
		NRMSE:  6.968260954516191e-16
		MAPE:  1.7509705825569505e-12
		Pearson Correlation:  0.16676855982853395
		Spearman Correlation:  0.18448858464569387
		Coefficient of Determination:  -1.0570461362649115
		RMSE:  0.7095500304040023
		NRMSE:  0.19727532644860007
		MAPE:  322.77266840290304

	Predictor:  ElasticNet
		Pearson Correlation:  0.47073471267047684
		Spearman Correlation:  0.4676041885247682
		Coefficient of Determination:  0.13902775023596858
		RMSE:  0.4184806130786162
		NRMSE:  0.15174051462854168
		MAPE:  222.65076843283174
		Pearson Correlation:  0.30536569359227944
		Spearman Correlation:  0.35651067968428535
		Coefficient of Determination:  0.04981724817215549
		RMSE:  0.48224149627564294
		NRMSE:  0.13407701293546756
		MAPE:  142.6799293713613

	Predictor:  RandomForests
		Pearson Correlation:  0.575894214957389
		Spearman Correlation:  0.6085492123667124
		Coefficient of Determination:  0.3094723457469538
		RMSE:  0.3747755967052598
		NRMSE:  0.1358931337246715
		MAPE:  231.6725738912509
		Pearson Correlation:  0.36654590061835496
		Spearman Correlation:  0.3417124901806756
		Coefficient of Determination:  0.11236598536510056
		RMSE:  0.46609878943464417
		NRMSE:  0.1295888759114879
		MAPE:  157.30369429560906


Fold:  4

Protein:  RB1
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0017653619110491459
		RMSE:  0.25173274438657
		NRMSE:  0.09206141909982812
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11040193949010524
		RMSE:  0.1737457828578019
		NRMSE:  0.1664678101960314
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.3180701051161792e-15
		NRMSE:  4.820326598581697e-16
		MAPE:  7.322361651220028e-12
		Pearson Correlation:  0.10848596877371487
		Spearman Correlation:  0.15596453821119965
		Coefficient of Determination:  -4.520220262034599
		RMSE:  0.3873935359592192
		NRMSE:  0.3711661518024175
		MAPE:  586.3124111694416

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  RandomForests
		Pearson Correlation:  0.6513585157706546
		Spearman Correlation:  0.47123885191330606
		Coefficient of Determination:  0.18982765672383473
		RMSE:  0.22638383454949274
		NRMSE:  0.08279104540282795
		MAPE:  160.12881256536758
		Pearson Correlation:  0.2467079453946585
		Spearman Correlation:  0.19536652576715424
		Coefficient of Determination:  -0.040597924606663005
		RMSE:  0.1681959925652817
		NRMSE:  0.16115049301084744
		MAPE:  99.13247379775028

Protein:  CDH1
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1648542010437435
		RMSE:  1.2077311247232185
		NRMSE:  0.19230774891296748
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01787767410405383
		RMSE:  1.1768276141426715
		NRMSE:  0.21349508619837296
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.119011303751291
		NRMSE:  0.17818083878718685
		MAPE:  552.7314487209006
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06543533401046742
		RMSE:  1.204005869039757
		NRMSE:  0.21842565020132743
		MAPE:  371.74257556440244

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  6.183425125811198e-15
		NRMSE:  9.845904789355748e-16
		MAPE:  6.127130153029537e-12
		Pearson Correlation:  0.3397445819101635
		Spearman Correlation:  0.32440554121622467
		Coefficient of Determination:  -0.615543572563207
		RMSE:  1.4826013595585972
		NRMSE:  0.2689672652586258
		MAPE:  641.0298925259827

	Predictor:  ElasticNet
		Pearson Correlation:  0.7062213639476042
		Spearman Correlation:  0.6871697179894308
		Coefficient of Determination:  0.4229393689531029
		RMSE:  0.8500514191905211
		NRMSE:  0.13535419559735692
		MAPE:  379.70665114245213
		Pearson Correlation:  0.6526972692323867
		Spearman Correlation:  0.5019838152595419
		Coefficient of Determination:  0.31994702147353393
		RMSE:  0.9619144076452064
		NRMSE:  0.1745064416467484
		MAPE:  263.43103862947197

	Predictor:  RandomForests
		Pearson Correlation:  0.7498840722860336
		Spearman Correlation:  0.7190563691730592
		Coefficient of Determination:  0.5573582605930929
		RMSE:  0.7444930630799759
		NRMSE:  0.11854607545619181
		MAPE:  228.7103605182188
		Pearson Correlation:  0.7708864668842155
		Spearman Correlation:  0.5015748326038979
		Coefficient of Determination:  0.5262106487070924
		RMSE:  0.8028930597539321
		NRMSE:  0.14565746158592432
		MAPE:  156.3591982143094

Protein:  CDH2
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011628294333081435
		RMSE:  0.38156283556505555
		NRMSE:  0.1382574228440668
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.013534078125908788
		RMSE:  0.33551468363995024
		NRMSE:  0.17308132332546644
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999036734615
		Coefficient of Determination:  1.0
		RMSE:  1.769596461396726e-15
		NRMSE:  6.412046022888348e-16
		MAPE:  1.7853754675934264e-11
		Pearson Correlation:  0.06507735363010896
		Spearman Correlation:  0.09660220202246912
		Coefficient of Determination:  -2.0828130303103953
		RMSE:  0.5851482988804699
		NRMSE:  0.3018593428255488
		MAPE:  624.0837466919816

	Predictor:  ElasticNet
		Pearson Correlation:  0.19067972901090766
		Spearman Correlation:  0.1792741382709351
		Coefficient of Determination:  0.002321232519643557
		RMSE:  0.3789229838993335
		NRMSE:  0.1373008855349422
		MAPE:  703.4492518296332
		Pearson Correlation:  0.08082906238079156
		Spearman Correlation:  0.03403783089564708
		Coefficient of Determination:  -0.0555159561876859
		RMSE:  0.34239290384739346
		NRMSE:  0.17662957773481977
		MAPE:  153.87982200272003

	Predictor:  RandomForests
		Pearson Correlation:  0.5672657525313983
		Spearman Correlation:  0.5363513543791314
		Coefficient of Determination:  0.16862093493596597
		RMSE:  0.3459036349949346
		NRMSE:  0.1253364863377544
		MAPE:  408.5439821174403
		Pearson Correlation:  0.23016804734030763
		Spearman Correlation:  0.19316200950136536
		Coefficient of Determination:  -0.01024458289313257
		RMSE:  0.3349697730419787
		NRMSE:  0.17280022132907158
		MAPE:  134.86258635917213

Protein:  CDH3
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006306553616452382
		RMSE:  0.206558346691537
		NRMSE:  0.1472115018398285
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056823148221427866
		RMSE:  0.21361844422784051
		NRMSE:  0.19012980777528213
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  1.0829793212814827e-15
		NRMSE:  7.718255635798869e-16
		MAPE:  4.033867684594793e-12
		Pearson Correlation:  0.2004399773361389
		Spearman Correlation:  0.170787665681617
		Coefficient of Determination:  -1.273779090441435
		RMSE:  0.3133370305374378
		NRMSE:  0.2788837340347809
		MAPE:  1986.9726367593798

	Predictor:  ElasticNet
		Pearson Correlation:  0.3811535579862714
		Spearman Correlation:  0.38097877625842175
		Coefficient of Determination:  0.027060527623545494
		RMSE:  0.20310495087324118
		NRMSE:  0.14475031064130534
		MAPE:  169.32261460853667
		Pearson Correlation:  0.2966646247331967
		Spearman Correlation:  0.284205538722428
		Coefficient of Determination:  -0.07267180242735116
		RMSE:  0.21521424871110567
		NRMSE:  0.19155014392999414
		MAPE:  173.18170813189232

	Predictor:  RandomForests
		Pearson Correlation:  0.604530252515863
		Spearman Correlation:  0.5832424652997139
		Coefficient of Determination:  0.29280708542403955
		RMSE:  0.17315958993592326
		NRMSE:  0.12340863344778372
		MAPE:  344.80544355483954
		Pearson Correlation:  0.4508840304439128
		Spearman Correlation:  0.3717777029638774
		Coefficient of Determination:  0.11496748960308989
		RMSE:  0.1954866936314326
		NRMSE:  0.17399175252454968
		MAPE:  197.68759786691996

Protein:  PTEN
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04663541191913323
		RMSE:  0.5747314783713694
		NRMSE:  0.11117523181123673
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02346833201832421
		RMSE:  0.7542692946958974
		NRMSE:  0.11793750210239971
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.835639578836568e-15
		NRMSE:  5.485220479024621e-16
		MAPE:  4.618515544239399e-12
		Pearson Correlation:  0.14520485758631613
		Spearman Correlation:  0.23591565979625684
		Coefficient of Determination:  -0.5791889509251913
		RMSE:  0.9369281169717224
		NRMSE:  0.14649802470044912
		MAPE:  416.92806486189085

	Predictor:  ElasticNet
		Pearson Correlation:  0.42432527199532155
		Spearman Correlation:  0.3963231545598919
		Coefficient of Determination:  0.0993013434480916
		RMSE:  0.5331593496417344
		NRMSE:  0.10313357893100712
		MAPE:  256.1546151133786
		Pearson Correlation:  0.28434430802946237
		Spearman Correlation:  0.3017618673549546
		Coefficient of Determination:  0.03983991165024725
		RMSE:  0.7305686779527829
		NRMSE:  0.1142316750766606
		MAPE:  626.0863094848172

	Predictor:  RandomForests
		Pearson Correlation:  0.6086871077834123
		Spearman Correlation:  0.5381202801553915
		Coefficient of Determination:  0.28272923850121867
		RMSE:  0.4757829074971331
		NRMSE:  0.09203476236016966
		MAPE:  174.63682395784065
		Pearson Correlation:  0.4338967221492198
		Spearman Correlation:  0.4648561702764374
		Coefficient of Determination:  0.1428193910584823
		RMSE:  0.6902801627213809
		NRMSE:  0.10793216522889233
		MAPE:  391.92352592322953

Protein:  BRCA2
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015699866052385492
		RMSE:  0.1919477679021074
		NRMSE:  0.12365776640496533
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0014129332580739007
		RMSE:  0.2082543553514594
		NRMSE:  0.20232423210836328
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999229387699
		Coefficient of Determination:  1.0
		RMSE:  9.091342611165293e-16
		NRMSE:  5.85688040661317e-16
		MAPE:  1.7908708485914398e-12
		Pearson Correlation:  0.1308747327387528
		Spearman Correlation:  0.09477674285215527
		Coefficient of Determination:  -1.5046402838842594
		RMSE:  0.32935190176442686
		NRMSE:  0.3199734790922335
		MAPE:  884.8913581243115

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  RandomForests
		Pearson Correlation:  0.5501532464012222
		Spearman Correlation:  0.475704076697197
		Coefficient of Determination:  0.22493122720463277
		RMSE:  0.16885445956293
		NRMSE:  0.10878045389784506
		MAPE:  149.5694148315577
		Pearson Correlation:  0.38057183011229
		Spearman Correlation:  0.40472574471003386
		Coefficient of Determination:  0.12241717970879318
		RMSE:  0.19495373107651473
		NRMSE:  0.18940234824932697
		MAPE:  241.97161117109496

Protein:  CDKN2A
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06343046233027927
		RMSE:  0.6950010485750925
		NRMSE:  0.15711564339891315
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10006794882547432
		RMSE:  0.6614783461565592
		NRMSE:  0.1993004959796804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6739550183850767
		NRMSE:  0.1523578655781794
		MAPE:  281.71125082022354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0022276354551518107
		RMSE:  0.6313774446715202
		NRMSE:  0.19023122768048215
		MAPE:  197.14658329930893

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  3.008357038501782e-15
		NRMSE:  6.800852353344143e-16
		MAPE:  6.028130667091777e-12
		Pearson Correlation:  0.35594371426164345
		Spearman Correlation:  0.2808638511702141
		Coefficient of Determination:  -0.7871585581377631
		RMSE:  0.8431161702331676
		NRMSE:  0.2540271678918854
		MAPE:  678.4454937803534

	Predictor:  ElasticNet
		Pearson Correlation:  0.5095750547047132
		Spearman Correlation:  0.4258542964437958
		Coefficient of Determination:  0.1857270754653494
		RMSE:  0.6081572782578945
		NRMSE:  0.1374832775534971
		MAPE:  224.456879411418
		Pearson Correlation:  0.48374303671306484
		Spearman Correlation:  0.30409107345478126
		Coefficient of Determination:  0.1677047139165042
		RMSE:  0.5753665286218275
		NRMSE:  0.1733553867495714
		MAPE:  132.9916822945581

	Predictor:  RandomForests
		Pearson Correlation:  0.6854640333441024
		Spearman Correlation:  0.6421045503413813
		Coefficient of Determination:  0.4596129112260616
		RMSE:  0.4954312462339378
		NRMSE:  0.11199982959962422
		MAPE:  190.16593422191784
		Pearson Correlation:  0.5883434240942633
		Spearman Correlation:  0.5507756340801974
		Coefficient of Determination:  0.3249843259689116
		RMSE:  0.5181587124326181
		NRMSE:  0.15611892510774877
		MAPE:  121.02110618088425

Protein:  TP53
x_train_column_count:  1001
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04782361373877353
		RMSE:  0.460756629216985
		NRMSE:  0.11073218678610552
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07696826201632412
		RMSE:  0.4481222561682025
		NRMSE:  0.1422068596624151
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4501191620264231
		NRMSE:  0.10817571786263473
		MAPE:  418.8529054417374
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002447694094247499
		RMSE:  0.4323405014905614
		NRMSE:  0.13719868668778923
		MAPE:  185.65040333639752

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  1.6408257881980406e-15
		NRMSE:  3.9433448406585934e-16
		MAPE:  7.77026299626469e-12
		Pearson Correlation:  0.36854420773416885
		Spearman Correlation:  0.32326338233643814
		Coefficient of Determination:  -1.1006498049639646
		RMSE:  0.6258523545242678
		NRMSE:  0.19860762710214133
		MAPE:  660.3006668487272

	Predictor:  ElasticNet
		Pearson Correlation:  0.5006659671684368
		Spearman Correlation:  0.5051125790376082
		Coefficient of Determination:  0.19764522709242416
		RMSE:  0.40319090032573485
		NRMSE:  0.09689759680983775
		MAPE:  636.0158666339481
		Pearson Correlation:  0.4512113360972279
		Spearman Correlation:  0.4104365391089665
		Coefficient of Determination:  0.17350042261298115
		RMSE:  0.3925693413442478
		NRMSE:  0.12457772954564858
		MAPE:  192.87969015069407

	Predictor:  RandomForests
		Pearson Correlation:  0.6433824266604506
		Spearman Correlation:  0.6041917396723134
		Coefficient of Determination:  0.3583414686990819
		RMSE:  0.36056161317796764
		NRMSE:  0.08665263474596675
		MAPE:  941.2731495586623
		Pearson Correlation:  0.5358288936353018
		Spearman Correlation:  0.42058629159964595
		Coefficient of Determination:  0.25469168301376355
		RMSE:  0.3727889623838569
		NRMSE:  0.11830063543534428
		MAPE:  241.8061378960294

Protein:  CTNNB1
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6170193939500923
		RMSE:  0.9046651382507068
		NRMSE:  0.21849703851094263
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09478783275970826
		RMSE:  0.8396248247596424
		NRMSE:  0.17652527641906535
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999422040781
		Coefficient of Determination:  1.0
		RMSE:  3.170632223204911e-15
		NRMSE:  7.657792056817967e-16
		MAPE:  2.3739104292957668e-12
		Pearson Correlation:  0.27877115714971357
		Spearman Correlation:  0.26473896183244183
		Coefficient of Determination:  -0.45414705197120875
		RMSE:  0.9676637079004886
		NRMSE:  0.2034445605711228
		MAPE:  453.59409291970326

	Predictor:  ElasticNet
		Pearson Correlation:  0.5539444958803382
		Spearman Correlation:  0.5334057452037821
		Coefficient of Determination:  0.21109800456298766
		RMSE:  0.6318904151391697
		NRMSE:  0.1526157895708554
		MAPE:  689.8225918526064
		Pearson Correlation:  0.3591028308710503
		Spearman Correlation:  0.3032032818364319
		Coefficient of Determination:  0.021561040621114635
		RMSE:  0.7937562503910628
		NRMSE:  0.1668817278595288
		MAPE:  642.6871352304598

	Predictor:  RandomForests
		Pearson Correlation:  0.6364686755341936
		Spearman Correlation:  0.6183162409916635
		Coefficient of Determination:  0.2821484734033174
		RMSE:  0.6027643447990039
		NRMSE:  0.14558118655178337
		MAPE:  600.2077177213108
		Pearson Correlation:  0.29470436600998184
		Spearman Correlation:  0.2468634272247784
		Coefficient of Determination:  -0.016580480181616508
		RMSE:  0.8090794541491168
		NRMSE:  0.17010332481480042
		MAPE:  683.9786789139522

Protein:  CCNE1
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4688329016852353
		RMSE:  0.7931748470731899
		NRMSE:  0.19141705409976348
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.186170633384966
		RMSE:  0.8069776954058596
		NRMSE:  0.32929800677624244
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5048043460690237
		NRMSE:  0.12182453992060809
		MAPE:  103.07374645056161
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01570191691728584
		RMSE:  0.4556277343037054
		NRMSE:  0.18592497115143453
		MAPE:  142.6844229696492

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.4212242629929094e-15
		NRMSE:  5.843145650005815e-16
		MAPE:  4.578138982677655e-13
		Pearson Correlation:  0.5553762410491112
		Spearman Correlation:  0.3440067831269717
		Coefficient of Determination:  -0.33643411100879184
		RMSE:  0.5226377697252647
		NRMSE:  0.21326930944473382
		MAPE:  139.63789403115817

	Predictor:  ElasticNet
		Pearson Correlation:  0.6998333443458074
		Spearman Correlation:  0.6425222925607132
		Coefficient of Determination:  0.4185990864167489
		RMSE:  0.3849115474169429
		NRMSE:  0.09289078538913119
		MAPE:  67.51975419672902
		Pearson Correlation:  0.6708763930950158
		Spearman Correlation:  0.5523485330241026
		Coefficient of Determination:  0.40485691650908795
		RMSE:  0.3487688676254989
		NRMSE:  0.1423197860219942
		MAPE:  91.17552599600673

	Predictor:  RandomForests
		Pearson Correlation:  0.8596995610462344
		Spearman Correlation:  0.717278312787824
		Coefficient of Determination:  0.73381598939782
		RMSE:  0.2604438264692595
		NRMSE:  0.06285296388958166
		MAPE:  55.46250234474248
		Pearson Correlation:  0.8406534892651517
		Spearman Correlation:  0.7083561133217436
		Coefficient of Determination:  0.6988338410657753
		RMSE:  0.2481019061313134
		NRMSE:  0.10124129034983817
		MAPE:  73.97227836105776

Protein:  CCND1
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47371951525638445
		RMSE:  0.2917253166285864
		NRMSE:  0.18637975276867558
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47112550847095647
		RMSE:  0.27775626016480953
		NRMSE:  0.17517423067911803
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.3871214621419172e-15
		NRMSE:  8.862150126767592e-16
		MAPE:  5.13058341963009e-12
		Pearson Correlation:  0.30271127116948887
		Spearman Correlation:  0.2749236274766519
		Coefficient of Determination:  -1.3614989265267599
		RMSE:  0.3519110219449533
		NRMSE:  0.22194186550514208
		MAPE:  738.1065511796227

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  RandomForests
		Pearson Correlation:  0.5873720696851611
		Spearman Correlation:  0.5492611774130923
		Coefficient of Determination:  0.27066070382940466
		RMSE:  0.2052255883542121
		NRMSE:  0.1311161295883084
		MAPE:  469.87146383545024
		Pearson Correlation:  0.49079245030496443
		Spearman Correlation:  0.42470604371625587
		Coefficient of Determination:  0.19831137755079808
		RMSE:  0.20504153908211256
		NRMSE:  0.1293147950820589
		MAPE:  501.08622461175815

Protein:  ERBB2
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06177154229692228
		RMSE:  1.0106646016782141
		NRMSE:  0.1721833486682819
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.26989975035857605
		RMSE:  1.1682171872252598
		NRMSE:  0.21036071365744585
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9808249714864398
		NRMSE:  0.1670996765569688
		MAPE:  529.9728174248761
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556425
		RMSE:  1.07776630779691
		NRMSE:  0.19407323581894154
		MAPE:  193.8969179437583

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  3.686173039673259e-15
		NRMSE:  6.2800024527203425e-16
		MAPE:  3.860562959810267e-12
		Pearson Correlation:  0.5228885302854054
		Spearman Correlation:  0.359279241984895
		Coefficient of Determination:  0.08415910971571672
		RMSE:  0.9920850096002751
		NRMSE:  0.17864461583899505
		MAPE:  416.32682189866443

	Predictor:  ElasticNet
		Pearson Correlation:  0.7305848816504806
		Spearman Correlation:  0.6137321262256785
		Coefficient of Determination:  0.37393156392161264
		RMSE:  0.7760727219599813
		NRMSE:  0.13221676098607787
		MAPE:  794.2485268891298
		Pearson Correlation:  0.6445598082924786
		Spearman Correlation:  0.5116179897733247
		Coefficient of Determination:  0.25142879982768707
		RMSE:  0.8969235553360188
		NRMSE:  0.1615089054157847
		MAPE:  289.0874155363125

	Predictor:  RandomForests
		Pearson Correlation:  0.8540539706197957
		Spearman Correlation:  0.6884433085607845
		Coefficient of Determination:  0.7249195586062867
		RMSE:  0.5144241759760472
		NRMSE:  0.08764062490008812
		MAPE:  385.4207780113262
		Pearson Correlation:  0.7850149329475594
		Spearman Correlation:  0.6857792898210383
		Coefficient of Determination:  0.5687953220324005
		RMSE:  0.6807389561711443
		NRMSE:  0.12258057337327481
		MAPE:  204.93537372418635

Protein:  ERBB3
x_train_column_count:  1001
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20254353309139272
		RMSE:  0.523865801474932
		NRMSE:  0.14324270860276114
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.287905849531515
		RMSE:  0.4364451552160674
		NRMSE:  0.21482088883335748
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999036734615
		Coefficient of Determination:  1.0
		RMSE:  2.3982835285007112e-15
		NRMSE:  6.557721990109103e-16
		MAPE:  2.056188881418542e-12
		Pearson Correlation:  0.04393377956320487
		Spearman Correlation:  0.06973902417735882
		Coefficient of Determination:  -2.684511170167385
		RMSE:  0.7382059780586353
		NRMSE:  0.3633493520397679
		MAPE:  380.8895589089763

	Predictor:  ElasticNet
		Pearson Correlation:  0.4674544120809331
		Spearman Correlation:  0.4748238539120918
		Coefficient of Determination:  0.13855138136669898
		RMSE:  0.44338840735368473
		NRMSE:  0.12123745480920727
		MAPE:  224.03534560034365
		Pearson Correlation:  0.29464124618239246
		Spearman Correlation:  0.2860110475192958
		Coefficient of Determination:  0.07688413103806047
		RMSE:  0.3695010930913496
		NRMSE:  0.18187062519570088
		MAPE:  204.26242658947277

	Predictor:  RandomForests
		Pearson Correlation:  0.5891577084424363
		Spearman Correlation:  0.6026628822401662
		Coefficient of Determination:  0.31772917498313114
		RMSE:  0.3945917899239238
		NRMSE:  0.10789480172589441
		MAPE:  231.50365836206302
		Pearson Correlation:  0.4099533267455605
		Spearman Correlation:  0.3161111734560282
		Coefficient of Determination:  0.15780273968739134
		RMSE:  0.3529348394638589
		NRMSE:  0.17371661710014857
		MAPE:  229.7583962658147


Fold:  5

Protein:  RB1
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00018503513771928048
		RMSE:  0.23392670305630597
		NRMSE:  0.11556330212293363
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12340187398900859
		RMSE:  0.2547692202160761
		NRMSE:  0.12845593258580365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.1230744753901261e-15
		NRMSE:  5.548156461420521e-16
		MAPE:  4.570804108862415e-12
		Pearson Correlation:  -0.08621770455561417
		Spearman Correlation:  -0.06328009077419919
		Coefficient of Determination:  -2.26700516559586
		RMSE:  0.43446450026659583
		NRMSE:  0.21905920389377198
		MAPE:  2658.1296439164284

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  RandomForests
		Pearson Correlation:  0.6333407424306305
		Spearman Correlation:  0.48634400860604393
		Coefficient of Determination:  0.22200297329251872
		RMSE:  0.20631394926820734
		NRMSE:  0.10192218733454564
		MAPE:  146.50491796857625
		Pearson Correlation:  -0.007772519524844009
		Spearman Correlation:  0.06689609596129628
		Coefficient of Determination:  -0.11637859794725891
		RMSE:  0.2539715893840866
		NRMSE:  0.12805376307609795
		MAPE:  391.17963486836607

Protein:  CDH1
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10476316856458312
		RMSE:  1.1835893765747125
		NRMSE:  0.18846364392451076
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19786466090973764
		RMSE:  1.2714981376898562
		NRMSE:  0.2500438806886504
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1260727912856485
		NRMSE:  0.17930524366829853
		MAPE:  266.31463004312263
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01718399286470018
		RMSE:  1.1716869980595492
		NRMSE:  0.23041572398960675
		MAPE:  1066.779337530299

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  4.045003314679966e-15
		NRMSE:  6.440882957039529e-16
		MAPE:  1.9004367962819384e-12
		Pearson Correlation:  0.3253409150859659
		Spearman Correlation:  0.288150725071385
		Coefficient of Determination:  -0.48982290969932607
		RMSE:  1.4180096169918956
		NRMSE:  0.2788557977211649
		MAPE:  1535.8463475448937

	Predictor:  ElasticNet
		Pearson Correlation:  0.7298844375638156
		Spearman Correlation:  0.679593212277595
		Coefficient of Determination:  0.45232012299467717
		RMSE:  0.8333546385530599
		NRMSE:  0.13269555723592558
		MAPE:  207.4299529928186
		Pearson Correlation:  0.5449370971600367
		Spearman Correlation:  0.564947193855285
		Coefficient of Determination:  0.27029229294367074
		RMSE:  0.9923990016505002
		NRMSE:  0.19515820763613306
		MAPE:  849.0923849175651

	Predictor:  RandomForests
		Pearson Correlation:  0.7881028567843386
		Spearman Correlation:  0.7009168040271099
		Coefficient of Determination:  0.6159632038057252
		RMSE:  0.6978352188395326
		NRMSE:  0.111116719027982
		MAPE:  139.7997880316965
		Pearson Correlation:  0.6374978255637292
		Spearman Correlation:  0.5625980373820124
		Coefficient of Determination:  0.3949171557637401
		RMSE:  0.903689574271576
		NRMSE:  0.17771323558466423
		MAPE:  354.5143260245721

Protein:  CDH2
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0016678089051440637
		RMSE:  0.3594357673583712
		NRMSE:  0.1765314902796381
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02548752338232485
		RMSE:  0.4223734458481898
		NRMSE:  0.15794680397441796
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  3.1724046984697013e-15
		NRMSE:  1.5580790228720107e-15
		MAPE:  2.2971393495389618e-11
		Pearson Correlation:  0.1467321840565915
		Spearman Correlation:  0.09062219057874421
		Coefficient of Determination:  -1.0560287874256091
		RMSE:  0.5980617287831683
		NRMSE:  0.22364554298867614
		MAPE:  10905.792182826175

	Predictor:  ElasticNet
		Pearson Correlation:  0.2378248310009852
		Spearman Correlation:  0.25339223534129746
		Coefficient of Determination:  0.0012218864825498388
		RMSE:  0.3589169276514036
		NRMSE:  0.17627666993340382
		MAPE:  198.50674508933076
		Pearson Correlation:  0.031842808846932955
		Spearman Correlation:  -0.04673879566930361
		Coefficient of Determination:  -0.01545946820235966
		RMSE:  0.42030321592535314
		NRMSE:  0.157172640250305
		MAPE:  592.0231523207885

	Predictor:  RandomForests
		Pearson Correlation:  0.690527495726691
		Spearman Correlation:  0.6113240783823681
		Coefficient of Determination:  0.18389174281739784
		RMSE:  0.32443919787365677
		NRMSE:  0.1593434496702798
		MAPE:  341.27840885905437
		Pearson Correlation:  0.16133870996912367
		Spearman Correlation:  0.13155292653650114
		Coefficient of Determination:  0.004424892819437587
		RMSE:  0.4161677580919581
		NRMSE:  0.1556261833075774
		MAPE:  1035.434822133326

Protein:  CDH3
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011481892643820935
		RMSE:  0.2038847376288621
		NRMSE:  0.14304087222095618
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026977014897064944
		RMSE:  0.22369326249691865
		NRMSE:  0.20181818899206835
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999997
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  1.3297618849006128e-15
		NRMSE:  9.32930547300761e-16
		MAPE:  5.781119871937845e-12
		Pearson Correlation:  0.30969895523775437
		Spearman Correlation:  0.2819062581827704
		Coefficient of Determination:  -0.8244534834292268
		RMSE:  0.3017409764529534
		NRMSE:  0.2722335788422427
		MAPE:  330.7134064440158

	Predictor:  ElasticNet
		Pearson Correlation:  0.4219369603937694
		Spearman Correlation:  0.44336861832126473
		Coefficient of Determination:  0.03849602113083872
		RMSE:  0.19980717357644898
		NRMSE:  0.14018014647278512
		MAPE:  142.62062173312822
		Pearson Correlation:  0.38808234343387055
		Spearman Correlation:  0.3715682240426939
		Coefficient of Determination:  0.022417828448712762
		RMSE:  0.2208739664114036
		NRMSE:  0.19927459324913038
		MAPE:  117.46965173253487

	Predictor:  RandomForests
		Pearson Correlation:  0.6063903922707888
		Spearman Correlation:  0.6066380118341773
		Coefficient of Determination:  0.29634223665844706
		RMSE:  0.1709292060240016
		NRMSE:  0.11992002443172364
		MAPE:  377.1330688017926
		Pearson Correlation:  0.4672004452249041
		Spearman Correlation:  0.4692652028080151
		Coefficient of Determination:  0.1808122794568171
		RMSE:  0.20218997136686215
		NRMSE:  0.18241771521473682
		MAPE:  237.03051847154032

Protein:  PTEN
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05240378988513572
		RMSE:  0.5837468026637292
		NRMSE:  0.09127461538014686
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011774083334460839
		RMSE:  0.7259408088203396
		NRMSE:  0.14042494754339593
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5690275755039937
		NRMSE:  0.08897311789601967
		MAPE:  304.4741530818047
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005181468299075398
		RMSE:  0.7235718660416283
		NRMSE:  0.13996670265429206
		MAPE:  391.1377632658283

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.986936582135181e-15
		NRMSE:  4.670372265085108e-16
		MAPE:  4.053719267502229e-12
		Pearson Correlation:  0.2539332330094221
		Spearman Correlation:  0.2604895322884325
		Coefficient of Determination:  -0.5666384602271772
		RMSE:  0.9033245796841706
		NRMSE:  0.17473780944060868
		MAPE:  1032.2636521931029

	Predictor:  ElasticNet
		Pearson Correlation:  0.44243845462935866
		Spearman Correlation:  0.42531250928346964
		Coefficient of Determination:  0.08033221004000868
		RMSE:  0.545693525771713
		NRMSE:  0.08532460726631429
		MAPE:  337.36476208957964
		Pearson Correlation:  0.41125858450660263
		Spearman Correlation:  0.43556902205763165
		Coefficient of Determination:  0.05614477055538103
		RMSE:  0.7011519219203526
		NRMSE:  0.13562982086048295
		MAPE:  426.8825740148499

	Predictor:  RandomForests
		Pearson Correlation:  0.5845403021519265
		Spearman Correlation:  0.5459929376033683
		Coefficient of Determination:  0.290837418944065
		RMSE:  0.4791883148838677
		NRMSE:  0.07492585644341611
		MAPE:  255.07394420386572
		Pearson Correlation:  0.3928679749143152
		Spearman Correlation:  0.426057681517226
		Coefficient of Determination:  0.1393990276027477
		RMSE:  0.6695150621901923
		NRMSE:  0.12951003214759213
		MAPE:  389.0728580223109

Protein:  BRCA2
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00015423459462815536
		RMSE:  0.20048365981157823
		NRMSE:  0.1291568109593031
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08467605477038265
		RMSE:  0.17297650483593724
		NRMSE:  0.22621657599677922
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999903673458
		Coefficient of Determination:  1.0
		RMSE:  1.1020878543079981e-15
		NRMSE:  7.099937859932345e-16
		MAPE:  3.91313772666273e-12
		Pearson Correlation:  -0.008906618400049192
		Spearman Correlation:  0.020651130313345555
		Coefficient of Determination:  -3.0448615452108223
		RMSE:  0.33403265178614683
		NRMSE:  0.43684385246341045
		MAPE:  843.0381669762252

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  RandomForests
		Pearson Correlation:  0.5757575644496171
		Spearman Correlation:  0.5315647445770695
		Coefficient of Determination:  0.23699665301035955
		RMSE:  0.17510909931478513
		NRMSE:  0.11280985621825423
		MAPE:  172.18720438908298
		Pearson Correlation:  0.28842033361320957
		Spearman Correlation:  0.2664646691355254
		Coefficient of Determination:  0.0044206990289528125
		RMSE:  0.1657200365532596
		NRMSE:  0.21672665474826336
		MAPE:  159.01489492695183

Protein:  CDKN2A
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06876053865938014
		RMSE:  0.7026668514343448
		NRMSE:  0.1789276696377339
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07452018232747903
		RMSE:  0.6281215662347416
		NRMSE:  0.15805378984795088
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6796874655065666
		NRMSE:  0.1730761797526334
		MAPE:  274.2442116656758
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00044725008449963966
		RMSE:  0.6060849693149379
		NRMSE:  0.15250873639690443
		MAPE:  274.3248072759207

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  3.656236316010547e-15
		NRMSE:  9.310270469329905e-16
		MAPE:  3.061608114252647e-12
		Pearson Correlation:  0.06837040470090913
		Spearman Correlation:  0.05339966832504146
		Coefficient of Determination:  -1.428532171160437
		RMSE:  0.944296428041185
		NRMSE:  0.23761264891200146
		MAPE:  553.048386352738

	Predictor:  ElasticNet
		Pearson Correlation:  0.5575526276896804
		Spearman Correlation:  0.4482074768732514
		Coefficient of Determination:  0.22914034296274166
		RMSE:  0.596756172313131
		NRMSE:  0.15195848649464772
		MAPE:  214.6472554043505
		Pearson Correlation:  0.29427218619978884
		Spearman Correlation:  0.23660893527350718
		Coefficient of Determination:  0.08642364243653711
		RMSE:  0.5791737131071991
		NRMSE:  0.14573707584288245
		MAPE:  256.59874380723096

	Predictor:  RandomForests
		Pearson Correlation:  0.7081301701927131
		Spearman Correlation:  0.6600983319938359
		Coefficient of Determination:  0.49638984221345106
		RMSE:  0.48234357900783437
		NRMSE:  0.12282436887470001
		MAPE:  176.32000429854662
		Pearson Correlation:  0.37536899029370296
		Spearman Correlation:  0.34014107604520777
		Coefficient of Determination:  -0.05931224871809837
		RMSE:  0.6236607510718699
		NRMSE:  0.1569313180523565
		MAPE:  480.92108657232

Protein:  TP53
x_train_column_count:  1001
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0629013951002304
		RMSE:  0.43691826486349494
		NRMSE:  0.11112140819031384
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02793228386718627
		RMSE:  0.5354711484549424
		NRMSE:  0.14342336907859712
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4237929343776606
		NRMSE:  0.10778324331179852
		MAPE:  459.9790072255086
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011640203076264122
		RMSE:  0.5284530873849588
		NRMSE:  0.1415436152095778
		MAPE:  140.42972129387252

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.6434013121754137e-15
		NRMSE:  4.1796620264386526e-16
		MAPE:  7.720763723287795e-12
		Pearson Correlation:  0.24313954701855237
		Spearman Correlation:  0.14658287509819326
		Coefficient of Determination:  -0.5312488894848961
		RMSE:  0.6535468354564562
		NRMSE:  0.17504937336452558
		MAPE:  392.59663605820566

	Predictor:  ElasticNet
		Pearson Correlation:  0.493363668131485
		Spearman Correlation:  0.48738155159620955
		Coefficient of Determination:  0.18960746035593656
		RMSE:  0.38150604948313155
		NRMSE:  0.09702842124243535
		MAPE:  656.8446636117651
		Pearson Correlation:  0.46652205540742325
		Spearman Correlation:  0.43634708662202776
		Coefficient of Determination:  0.14974091181099058
		RMSE:  0.4870005638788619
		NRMSE:  0.13044075636235755
		MAPE:  157.5658988123128

	Predictor:  RandomForests
		Pearson Correlation:  0.6530727746641888
		Spearman Correlation:  0.5959312206892813
		Coefficient of Determination:  0.3758632534461287
		RMSE:  0.33480627429801607
		NRMSE:  0.08515126892800327
		MAPE:  742.679459909424
		Pearson Correlation:  0.49415112658010396
		Spearman Correlation:  0.3946662610088742
		Coefficient of Determination:  0.21459470396151326
		RMSE:  0.4680591455079002
		NRMSE:  0.12536738864548017
		MAPE:  148.29271555874683

Protein:  CTNNB1
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.4291206958720877
		RMSE:  0.9037435622191023
		NRMSE:  0.1777623057079273
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5497170498826627
		RMSE:  0.8436000623678614
		NRMSE:  0.27017767234966206
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999422040781
		Coefficient of Determination:  1.0
		RMSE:  4.24136406706665e-15
		NRMSE:  8.34257290925777e-16
		MAPE:  4.725450644623151e-12
		Pearson Correlation:  0.27289628233397645
		Spearman Correlation:  0.24621504008778167
		Coefficient of Determination:  -0.816516397468668
		RMSE:  0.9133349122296313
		NRMSE:  0.2925114774994896
		MAPE:  369.9727022153624

	Predictor:  ElasticNet
		Pearson Correlation:  0.552633124867596
		Spearman Correlation:  0.5338104707911452
		Coefficient of Determination:  0.2067075158017928
		RMSE:  0.6733291743860405
		NRMSE:  0.1324408289508341
		MAPE:  772.0451094766562
		Pearson Correlation:  0.5417659348493354
		Spearman Correlation:  0.5141435678749112
		Coefficient of Determination:  0.20933749702109206
		RMSE:  0.6025678678987604
		NRMSE:  0.1929828970432138
		MAPE:  256.22965699723557

	Predictor:  RandomForests
		Pearson Correlation:  0.625379350517765
		Spearman Correlation:  0.6062243705181078
		Coefficient of Determination:  0.2696173323201375
		RMSE:  0.6460795454152725
		NRMSE:  0.12708094913754375
		MAPE:  648.7809742404891
		Pearson Correlation:  0.47727479848324084
		Spearman Correlation:  0.4434294691953765
		Coefficient of Determination:  0.19114014664495338
		RMSE:  0.6094625687294837
		NRMSE:  0.19519104555468203
		MAPE:  254.0095616234491

Protein:  CCNE1
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9790551557409413
		RMSE:  0.7746141645114569
		NRMSE:  0.27590887426944144
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8285524646781477
		RMSE:  0.8763813407881366
		NRMSE:  0.2114972948785232
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4487930906545114
		NRMSE:  0.15985506345663808
		MAPE:  112.14421009479175
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0040862214035515265
		RMSE:  0.6494188844018614
		NRMSE:  0.15672439713344627
		MAPE:  115.49088793396595

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  2.191290605745919e-15
		NRMSE:  7.805131276031768e-16
		MAPE:  4.283137212947823e-13
		Pearson Correlation:  0.5033349571981441
		Spearman Correlation:  0.45390341525455435
		Coefficient of Determination:  0.17609362323963718
		RMSE:  0.5882722219681601
		NRMSE:  0.14196786011732512
		MAPE:  103.87840232806198

	Predictor:  ElasticNet
		Pearson Correlation:  0.7167042005047509
		Spearman Correlation:  0.6243352890959752
		Coefficient of Determination:  0.4359539420992309
		RMSE:  0.33705707397813234
		NRMSE:  0.12005594798864909
		MAPE:  70.43340325151478
		Pearson Correlation:  0.6339488600354641
		Spearman Correlation:  0.6668736517911695
		Coefficient of Determination:  0.27161210439412287
		RMSE:  0.5531217924318261
		NRMSE:  0.13348499950088716
		MAPE:  101.08647121508479

	Predictor:  RandomForests
		Pearson Correlation:  0.8655154749419783
		Spearman Correlation:  0.7126567740717785
		Coefficient of Determination:  0.7455636016994495
		RMSE:  0.22637881476707994
		NRMSE:  0.08063359386182722
		MAPE:  53.95610914590412
		Pearson Correlation:  0.7789596681674333
		Spearman Correlation:  0.7324237675410948
		Coefficient of Determination:  0.5764126986177903
		RMSE:  0.42180417645448526
		NRMSE:  0.10179409138076725
		MAPE:  76.43556510248712

Protein:  CCND1
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5366759284640548
		RMSE:  0.28216244755564185
		NRMSE:  0.17771997351836757
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.30240520386774006
		RMSE:  0.3149325402631455
		NRMSE:  0.20120656537940065
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.3013530842467271e-15
		NRMSE:  8.196570368378559e-16
		MAPE:  4.392196048578841e-12
		Pearson Correlation:  0.14857222378210116
		Spearman Correlation:  0.07683636953079216
		Coefficient of Determination:  -0.671284748048012
		RMSE:  0.35675469705323093
		NRMSE:  0.22792623212917731
		MAPE:  411.83648269425754

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  RandomForests
		Pearson Correlation:  0.5747596807689636
		Spearman Correlation:  0.5825200323549267
		Coefficient of Determination:  0.29310210769948564
		RMSE:  0.1913755329409766
		NRMSE:  0.12053784952948743
		MAPE:  506.4548560059175
		Pearson Correlation:  0.35076099023903407
		Spearman Correlation:  0.28679908727041487
		Coefficient of Determination:  0.12005267706704348
		RMSE:  0.25886468806190593
		NRMSE:  0.16538549728594443
		MAPE:  234.41966742704116

Protein:  ERBB2
x_train_column_count:  1002
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10085609607150081
		RMSE:  1.0785113826338413
		NRMSE:  0.1837421644434709
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05671362529003088
		RMSE:  0.8919867459254164
		NRMSE:  0.19736403273048267
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959455
		RMSE:  0.875951357919715
		NRMSE:  0.1938159880340115
		MAPE:  565.705361200264

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  6.333643065358888e-15
		NRMSE:  1.0790403368756304e-15
		MAPE:  1.1972048129942277e-11
		Pearson Correlation:  0.5427445020861035
		Spearman Correlation:  0.39841643910771957
		Coefficient of Determination:  -0.15914291377437229
		RMSE:  0.9342180195658318
		NRMSE:  0.20670826851771917
		MAPE:  1039.4701749011194

	Predictor:  ElasticNet
		Pearson Correlation:  0.7472668607895862
		Spearman Correlation:  0.6109233599867583
		Coefficient of Determination:  0.39589757162744166
		RMSE:  0.7989410719243752
		NRMSE:  0.13611276077557205
		MAPE:  889.3778329930683
		Pearson Correlation:  0.6475017869345734
		Spearman Correlation:  0.5672714123617502
		Coefficient of Determination:  0.33173939964538435
		RMSE:  0.7093371012843677
		NRMSE:  0.15695034877406078
		MAPE:  482.58025409287086

	Predictor:  RandomForests
		Pearson Correlation:  0.8523584324776194
		Spearman Correlation:  0.696331970212847
		Coefficient of Determination:  0.7213266809860797
		RMSE:  0.542634187673868
		NRMSE:  0.09244666468028484
		MAPE:  497.04289213534656
		Pearson Correlation:  0.8063478655687486
		Spearman Correlation:  0.6271360796413561
		Coefficient of Determination:  0.627587135584042
		RMSE:  0.5295318474894722
		NRMSE:  0.11716602444727785
		MAPE:  198.6097132720365

Protein:  ERBB3
x_train_column_count:  1001
x_train columns:  ['CCNT1', 'REST', 'CCDC160', 'THNSL2', 'GALNT6', 'HOXC11', 'FOXA1', 'COG7', 'DIXDC1', 'SPG11', 'RPL23AP64', 'IGIP', 'RALGPS2', 'GPR39', 'SPEN', 'APOOL', 'MKI67', 'ZNF106', 'MYB', 'ARHGAP35', 'UTRN', 'FBXO36', 'ZNF660', 'RMDN2', 'FER', 'NBEAL1', 'ZNF582', 'SIMC1', 'GIGYF2', 'NEK11', 'NBR1', 'NDST1', 'ZFP37', 'TRMT44', 'CASC2', 'NBPF7', 'TAS2R3', 'ZNF470', 'ZBED9', 'PEX7', 'FBXL16', 'ASAH2B', 'HDHD2', 'ZNF81', 'STH', 'CYB5D1', 'BMPR2', 'MARC2', 'TRIM56', 'ZNF445', 'LRCH1', 'TNK1', 'LMTK2', 'CRY2', 'MLH3', 'NICN1', 'RPL15', 'LOC100130691', 'ZNF583', 'ZMYND12', 'C2ORF74', 'SLC25A44', 'AFF4', 'EXO1', 'SBF2', 'LUZP1', 'SETD9', 'ZNF717', 'C16ORF71', 'ZNF510', 'PPP4R2', 'XPNPEP3', 'SLMAP', 'PCYOX1', 'ANKHD1-EIF4EBP3', 'PAFAH1B2', 'DDI2', 'WWC2-AS2', 'ZNF484', 'ANKRD36', 'MR1', 'BFAR', 'CNNM3', 'SH3D19', 'PLK1', 'AAK1', 'DDX6', 'PCSK5', 'RAB5B', 'NUDT16P1', 'CFAP97', 'CNIH3', 'MATR3', 'APC', 'LZTFL1', 'TCF12', 'ANKZF1', 'SON', 'RBM43', 'MAP9', 'HN1L', 'TTLL5', 'RALGPS1', 'TCTN2', 'HBP1', 'C1ORF21', 'USP32P2', 'HJURP', 'SMG1', 'ASXL2', 'C11ORF1', 'POLQ', 'PARP3', 'C9ORF64', 'CYB561D1', 'NBPF11', 'PRR14', 'DSE', 'SH2D4A', 'TSTD2', 'HOXC10', 'ZEB1', 'APLF', 'TRIP12', 'PLXNC1', 'TP53BP1', 'ZNF311', 'WBP1L', 'SLC25A20', 'SNX29', 'USP19', 'NCAPG', 'ZFP2', 'PSMD7', 'TPCN1', 'SGPP1', 'CEP120', 'RBM5', 'ANKHD1', 'ARMC9', 'CBX7', 'BOD1L1', 'ELK3', 'VPRBP', 'NR6A1', 'DHRS1', 'KIF4A', 'PLXDC2', 'NPRL3', 'OR10AD1', 'GATA3', 'NEK1', 'DNALI1', 'PGPEP1', 'FLJ37453', 'AARS', 'TMEM117', 'SMCHD1', 'ZBTB4', 'FAHD1', 'ADD1', 'CXXC5', 'ARHGEF12', 'ZBTB49', 'WDR6', 'LCA5L', 'LRP1', 'CDC14B', 'RAPGEF6', 'SDR39U1', 'POLK', 'ZNF429', 'TCF4', 'C2CD2', 'ZNF280D', 'COX20', 'HCFC1', 'ZKSCAN8', 'TMEM63C', 'CTIF', 'ZNF410', 'CLOCK', 'CD2BP2', 'SPEF2', 'IP6K1', 'DNAJC27', 'PSMD1', 'GGPS1', 'ZFYVE16', 'PPP2R2A', 'CDKL1', 'C16ORF62', 'MAATS1', 'KIAA0430', 'CUL5', 'ZFP3', 'FRG1B', 'ASMTL', 'FUS', 'GSTO2', 'ZNF699', 'IMMP2L', 'MAPKAPK3', 'ANKFY1', 'PIK3R3', 'DAGLA', 'SLC25A24', 'ZNF257', 'LIMA1', 'ACVR2A', 'CALCOCO1', 'HIST1H2AC', 'ADAMTSL5', 'RBM19', 'NME5', 'RNF103', 'ELL', 'ADAM20', 'KIF4B', 'LDLRAD3', 'ZNF740', 'CCDC9', 'NIP7', 'POLA2', 'FKBP1AP1', 'DDX28', 'PI4KA', 'SEC16B', 'ZNF236', 'DRAM2', 'RPS10P7', 'C6ORF62', 'CCDC64B', 'BDNF-AS', 'WDR81', 'PTPN23', 'TMF1', 'TJP3', 'VWA2', 'PREX2', 'CYP2U1', 'ZNF662', 'SLIT2', 'SERP2', 'HLA-DPA1', 'PPAPDC2', 'VPS39', 'PHKG2', 'CTC1', 'PCCB', 'KIAA1407', 'ATG2B', 'RSG1', 'BDH2', 'CEP162', 'CRTC2', 'PIP5K1P1', 'SHQ1', 'NRF1', 'RFX7', 'FAM160A2', 'PDPR', 'PCDH17', 'VPS11', 'AR', 'ZKSCAN2', 'KBTBD3', 'NHLRC3', 'ZBED8', 'IQCH', 'AASS', 'FAM47E', 'SLC30A9', 'CCDC144B', 'GUCY1B2', 'ASAP1', 'ELF1', 'TRIO', 'HIRIP3', 'ZNF619', 'OSBPL5', 'AP1S1', 'MARVELD2', 'IRF2BP2', 'SRFBP1', 'CCNH', 'SAP30L', 'BIRC6', 'TTBK2', 'RANBP10', 'CELSR1', 'GATA2', 'ZNF704', 'ALDH5A1', 'SPARCL1', 'PGAM4', 'MTERF4', 'ARHGEF10', 'POMT2', 'PSMB8', 'ZNF3', 'IQCE', 'NKTR', 'GAS8', 'PHIP', 'RNF10', 'TSPAN15', 'VPS37B', 'PP2D1', 'TMEM30B', 'RNF14', 'ERP44', 'RFPL3', 'CEP350', 'RGPD3', 'ARID1A', 'C17ORF97', 'MACF1', 'STK3', 'HNRNPH2', 'EP300', 'NEK9', 'LBX2-AS1', 'YAP1', 'NOL4L', 'GALNT3', 'MAP3K9', 'CHDH', 'ESCO1', 'IPP', 'FAM13B', 'DCTN4', 'PCNX', 'RPS6KL1', 'IPO9', 'CAB39L', 'ANKRD36B', 'ZNF721', 'GPATCH2L', 'WNT2', 'ARPC5', 'POC5', 'IMPACT', 'THSD1', 'HNRNPC', 'NCKIPSD', 'KBTBD4', 'VPS13D', 'FUT1', 'CARD10', 'PPP2R2C', 'MVP', 'NAPEPLD', 'ZNF441', 'TMEM143', 'ZNF12', 'AXL', 'TMED7', 'R3HDM4', 'PARN', 'PGAM1', 'EHD4', 'ZCWPW2', 'CFAP36', 'FAM120C', 'ATP13A1', 'ZNF608', 'ZNF148', 'CREBRF', 'ZER1', 'TTC8', 'TCTA', 'CCDC50', 'TAS2R4', 'FAM83E', 'PKD2', 'ERBB3', 'TMEM57', 'C6ORF136', 'LTBP2', 'C10ORF32', 'FAM193A', 'ERCC6L2', 'LRIG1', 'UHMK1', 'LOC391322', 'SLC44A1', 'ABCB7', 'SPDEF', 'NFATC2IP', 'MAGED2', 'PIGM', 'CATSPER2P1', 'ATXN2', 'ROCK1', 'CEP112', 'CDCA8', 'ATXN7', 'GPATCH11', 'DENND2D', 'MFAP3', 'LEPROT', 'OR2T8', 'COQ6', 'KIAA1598', 'TXNDC11', 'SKIV2L2', 'TSC22D1', 'BDH1', 'TRAF3IP1', 'FAM133B', 'ESR1', 'ROR2', 'TXNDC5', 'RSC1A1', 'PAQR3', 'KLHDC9', 'CCNDBP1', 'GOLIM4', 'MEIS3', 'HDAC7', 'EFCC1', 'XRCC3', 'ZNF502', 'CLK4', 'LRRC37A', 'KIF27', 'FAM73B', 'PIGB', 'PROX2', 'SLU7', 'WDR48', 'OR56B1', 'FAM151B', 'TMEM205', 'GIN1', 'FRMD4B', 'PHF23', 'CRK', 'COX19', 'C4ORF19', 'SCCPDH', 'SWT1', 'C1ORF64', 'RPS18', 'ARCN1', 'ARHGEF38', 'GSPT2', 'ZBTB34', 'MSANTD4', 'CFDP1', 'PTPN18', 'NIN', 'C5AR2', 'ZNF501', 'PEF1', 'KCTD12', 'KIAA0141', 'ZNF718', 'C4ORF32', 'C17ORF105', 'LCMT2', 'CCT3', 'BTD', 'RBBP6', 'HLA-DMA', 'VPS4A', 'KIAA1109', 'C9ORF156', 'NUP50', 'SUCLG2', 'CHIC1', 'ZRANB3', 'CCDC71', 'GATC', 'MRPL43', 'IFT46', 'NXF1', 'CDAN1', 'HHAT', 'MAML3', 'CSNK1G3', 'BTAF1', 'ENTHD2', 'FAM162A', 'NEURL4', 'PIAS3', 'RANGAP1', 'TUBGCP6', 'AZIN2', 'DHX8', 'LRRC37A2', 'ZYG11A', 'PDZD8', 'LYRM7', 'KIF2A', 'LMAN2L', 'SMYD4', 'CRTC1', 'PJA2', 'WHSC1', 'SLC30A5', 'CDCP2', 'ZNF862', 'METTL3', 'CEP63', 'SERPINC1', 'C16ORF46', 'CHD3', 'RNF111', 'LEPR', 'RAI2', 'GPR68', 'ETF1', 'WEE2-AS1', 'PRDM4', 'ITPK1', 'RPL10', 'MSH3', 'ARRDC3-AS1', 'HOXC13', 'CDC23', 'DHX29', 'RBL2', 'WASL', 'ZDHHC1', 'MACC1', 'PIGQ', 'TOM1L2', 'TRIM34', 'MARCH7', 'MST1R', 'ADCY6', 'TXNDC15', 'CWF19L2', 'PCAT18', 'WHAMMP2', 'C3ORF18', 'RABEP1', 'MKNK1', 'CALHM2', 'C14ORF93', 'GRK4', 'RAP1GAP2', 'DNAL1', 'NBPF14', 'OMA1', 'SCART1', 'FBXL17', 'SLC35E2', 'TADA2B', 'ZNF839', 'FBP1', 'DMTN', 'ZXDC', 'C1ORF220', 'GGT6', 'ZSCAN5A', 'PAXIP1-AS2', 'YLPM1', 'OCLM', 'MBD2', 'ZNF41', 'MINOS1', 'CCDC125', 'ZNF280B', 'SUV39H2', 'GLYR1', 'SEC14L1P1', 'NBPF10', 'SLX4IP', 'KLKP1', 'OR2A4', 'GINS1', 'TLE3', 'WDR78', 'CACTIN', 'STAT6', 'FLOT1', 'LOC100271832', 'NBPF4', 'PHF2', 'STAG3L1', 'FCHO1', 'CDKN2AIPNL', 'ABHD5', 'PCBP2', 'LIMD1', 'GFM2', 'STAT2', 'ZNF347', 'F2R', 'SLC6A6', 'MGST1', 'ZNF665', 'CAB39', 'KGFLP1', 'C7ORF69', 'AIDA', 'BECN1', 'ZFYVE9', 'MAPK9', 'MAEA', 'MXI1', 'SUSD1', 'LRRC32', 'TDRD5', 'DOPEY1', 'ELMOD3', 'ERGIC1', 'MYO6', 'SPR', 'LRRC56', 'QARS', 'SERF1A', 'XRCC2', 'TULP4', 'FAM114A1', 'TICAM2', 'NAP1L4', 'WDFY1', 'F2RL2', 'SYNPO', 'FNDC3A', 'ARHGAP31', 'ALG12', 'DGCR8', 'ARRDC1', 'HNRNPU', 'C9ORF41', 'ZPR1', 'FAM172A', 'AMMECR1', 'AREL1', 'RNF212', 'RBM15B', 'DHX15', 'C20ORF24', 'ALAD', 'HIVEP2', 'TAS2R42', 'TPM1', 'SELPLG', 'TMEM86B', 'CTDNEP1', 'ADPRM', 'REXO1', 'RCN1', 'DHX30', 'PBK', 'GINS2', 'ARHGEF40', 'TTLL1', 'CDK20', 'UBE2E2', 'MEGF9', 'PRCC', 'ANAPC4', 'ZNF415', 'PEX26', 'ATF7', 'LINC00271', 'SLC25A46', 'SIRT3', 'GIMAP2', 'NUP98', 'STAT5A', 'SLC8A1', 'RECQL4', 'LOC100190986', 'ZNF658', 'GABPA', 'GLI2', 'FUZ', 'UBLCP1', 'B3GNT9', 'BAIAP2L1', 'PAN2', 'ZDHHC2', 'DLST', 'MSL2', 'SLC25A5', 'TANGO6', 'MOAP1', 'DCTN5', 'GREM1', 'CAPN10', 'SETD2', 'THRAP3', 'SP1', 'PDCD4', 'OR2A1', 'RIF1', 'MAZ', 'VPS16', 'IARS', 'SLC48A1', 'C9ORF91', 'WNT7B', 'LCA5', 'TNRC6A', 'MCM3', 'THUMPD2', 'LTN1', 'BLNK', 'RGS1', 'ZNF687', 'PASK', 'C9ORF116', 'ZNF833P', 'RAB11FIP5', 'ARPC3', 'SH3PXD2B', 'CNN2', 'KLHL20', 'CAPN15', 'TSHZ3', 'NEK4', 'SCAP', 'EVC', 'NEBL', 'FLYWCH1', 'TNRC6B', 'COPB1', 'C9ORF152', 'C6ORF201', 'LRRC27', 'SPDYE7P', 'ASB6', 'KDM8', 'UBE2E3', 'EEF1G', 'QRICH1', 'C6ORF47', 'IL20RA', 'USP4', 'MEGF8', 'B2M', 'RBM14', 'LDB1', 'JMJD8', 'PRKAA1', 'NTPCR', 'KLF10', 'RAD50', 'ADAMTS16', 'USP40', 'LINC00663', 'CBL', 'ERAP1', 'MAP3K7CL', 'KIF18A', 'PSMD5-AS1', 'CCDC40', 'GOLGA2P7', 'ST5', 'INTU', 'HDAC5', 'LOC146880', 'BRF1', 'MAP10', 'KANSL1', 'HEMK1', 'DNAJC14', 'RAB40B', 'TRIM25', 'CDS1', 'MRFAP1L1', 'PANK1', 'DHRSX', 'KIAA0556', 'SLC27A1', 'RBM15', 'C6ORF120', 'HIST1H2BE', 'RGPD4', 'RASEF', 'MGA', 'KIAA0825', 'MAPKAPK5', 'RPL34-AS1', 'DCAF8', 'TGOLN2', 'ZFP36L2', 'RNF123', 'PCYOX1L', 'LOC401052', 'ITFG3', 'TTC9C', 'WDR88', 'XIST', 'ODF2', 'HNRNPDL', 'TXNL1', 'TOR1AIP2', 'GTF2F1', 'TTC30A', 'CTDSP1', 'RNF2', 'ADCY7', 'HNRNPA0', 'PDGFRA', 'UBTD2', 'NCAPH', 'TARDBP', 'TRAM1', 'RAB4A', 'C12ORF76', 'CTDSPL', 'MOV10', 'SCO1', 'CDC14C', 'ISCU', 'NIPAL3', 'SEPT8', 'UBQLN1', 'CD74', 'PIGH', 'PDP2', 'ITGB7', 'RNF38', 'GREB1', 'HLA-DMB', 'IBTK', 'ARHGAP20', 'QKI', 'ZNF182', 'LARP1', 'BAZ2A', 'CCPG1', 'ABHD16A', 'PRMT1', 'METTL17', 'ACOX3', 'EPCAM', 'ARID4A', 'HCAR1', 'ARHGEF3', 'TARS', 'BASP1', 'DHX34', 'SPCS1', 'BLOC1S2', 'SEMA3F', 'ZNF843', 'PRSS16', 'KLF8', 'POLR3E', 'MTMR9LP', 'UBR4', 'ADPRH', 'CDKN1B', 'ZBED3', 'DAZAP2', 'LOC100129534', 'LPP', 'BDP1', 'NUBP1', 'PHF13', 'BMS1P4', 'ZNF276', 'ASB14', 'ATP5F1', 'KRBA1', 'DXO', 'GEMIN4', 'CHEK1', 'ELAC2', 'PPIL3', 'SLC16A4', 'ZNF782', 'ZNF638', 'CHD8', 'LDLRAP1', 'DGKZ', 'ZNF835', 'HNF4G', 'GLT8D1', 'DHX38', 'LRRC57', 'ZNF197', 'ABAT', 'CCZ1B', 'TPM3', 'CDIP1', 'SARDH', 'ZNF815P', 'TMEM9B', 'CCDC101', 'TMEM260', 'EBF3', 'ZNF621', 'ANAPC13', 'EZH1', 'ZNF142', 'SLC7A4', 'UBQLN4', 'ARPC1A', 'ZNF542P', 'ELF2', 'TSPAN33', 'ADGRA2', 'C18ORF54', 'COX7A2L', 'NR1D2', 'WDR59', 'LOC90784', 'OLR1', 'TUBG2', 'ZSCAN32', 'SUGP1', 'NOP9', 'DYNLL1', 'ZC3HAV1L', 'C15ORF52', 'C1ORF131', 'GCN1L1', 'TAOK3', 'NDC80', 'RRN3P3', 'RSL24D1', 'CLASRP', 'C8ORF37', 'SNAPIN', 'ACOT1', 'SPC24', 'MELK', 'KIF23', 'CPNE2', 'MFAP1', 'UBN1', 'PRKAB1', 'CAPN8', 'LINC01140', 'PSAT1', 'TMEM170A', 'SEMA6B', 'ENTPD7', 'H2AFZ', 'TP53', 'LILRA1', 'ARHGEF16', 'EIF4E3', 'ANKRD52', 'SMIM15', 'MNT', 'THAP11', 'INTS7', 'FAM83H', 'AIG1', 'ROGDI', 'PPP3CC', 'PTGFRN', 'TOMM20', 'PMS2P3', 'DHX9', 'LINC00847', 'GTF2IRD2P1', 'NFATC3', 'TNFSF13', 'GOLGA6L9', 'GTF2H3', 'ATP6AP1', 'ACTR3', 'ZC3H18', 'NFAM1', 'CDC25C', 'MLF1', 'GAB3', 'TBCEL', 'TOR3A', 'SP100', 'SQRDL', 'POLR2J2', 'C11ORF49', 'RBM3', 'JAZF1', 'FKBP15', 'NEK2', 'WDR36', 'EGR3', 'PDE6B', 'CHCHD3', 'ANTXR2', 'ATP5L', 'TMEM251', 'RRAGB', 'ZNF268', 'HDGF', 'OTUB2', 'JOSD1', 'HNRNPH1', 'RFWD3', 'MARK1', 'AXIN2', 'BICC1', 'EFCAB14', 'SAMD1', 'TUBA1C', 'TAF15', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.24617901957450639
		RMSE:  0.5234556686317032
		NRMSE:  0.14126566093685908
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10551624527684367
		RMSE:  0.43841640970600765
		NRMSE:  0.21211918179733683
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.999999826612211
		Coefficient of Determination:  1.0
		RMSE:  2.9229538582031267e-15
		NRMSE:  7.888213528116883e-16
		MAPE:  2.255996061905891e-12
		Pearson Correlation:  0.2523437369797802
		Spearman Correlation:  0.2267085624509034
		Coefficient of Determination:  -2.068925785846793
		RMSE:  0.7304616667741078
		NRMSE:  0.35341955196053293
		MAPE:  419.2711202195797

	Predictor:  ElasticNet
		Pearson Correlation:  0.40984482195427835
		Spearman Correlation:  0.4091519704935674
		Coefficient of Determination:  0.09611361119908868
		RMSE:  0.4458067223097287
		NRMSE:  0.12031043897527943
		MAPE:  235.42867979029404
		Pearson Correlation:  0.49029625787662495
		Spearman Correlation:  0.5029563959650369
		Coefficient of Determination:  0.08444743910662278
		RMSE:  0.39897517846921515
		NRMSE:  0.1930363155683145
		MAPE:  229.6193926244299

	Predictor:  RandomForests
		Pearson Correlation:  0.5607241565493746
		Spearman Correlation:  0.5405950858465255
		Coefficient of Determination:  0.2819788015075567
		RMSE:  0.3973363726983032
		NRMSE:  0.10722968279281797
		MAPE:  245.61335747109152
		Pearson Correlation:  0.5372370348913343
		Spearman Correlation:  0.5372261499519945
		Coefficient of Determination:  0.24023362937285864
		RMSE:  0.3634496626469789
		NRMSE:  0.17584799144925534
		MAPE:  223.4765987814619

TMM

In [163]:
scenario = Scenario.ThousandMostVariableGenes_Mutations 
normalizeTechnique = NormalizeTechnique.TMM
X, Y, Z = get_data(normalizeTechnique)
In [164]:
X.head()
Out[164]:
UBE2Q2P2 HMGB1P1 LOC155060 RNU12.2P SSX9 CXORF67 EFCAB8 SRP14P1 LOC391343 TRIM75P ... ZXDA ZXDB ZXDC ZYG11A ZYG11B ZYX ZZEF1 ZZZ3 TPTEP1 AKR1C6P
TCGA-A1-A0SF-01 6.676054 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092
TCGA-A1-A0SH-01 5.091092 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092
TCGA-A1-A0SJ-01 5.091092 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092
TCGA-A1-A0SK-01 6.676054 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092
TCGA-A1-A0SQ-01 5.091092 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092

5 rows × 20440 columns

In [165]:
Y.head()
Out[165]:
RB1 CDH1 PTEN BRCA2 CDKN2A TP53 CTNNB1 CCNE1 CCND1 CDH2 CDH3 ERBB2 ERBB3
TCGA-A1-A0SF-01 0.017184 0.705680 0.197730 0.108550 0.17550 -0.472550 0.06978 -0.75401 -0.202360 -0.222000 -0.114060 0.25604 0.461410
TCGA-A1-A0SH-01 -0.081896 0.018364 0.699160 -0.282430 0.68156 -0.035545 -0.11192 -0.77956 -0.014111 0.072251 -0.031553 0.68354 0.033670
TCGA-A1-A0SJ-01 -0.106090 0.114310 -0.110550 0.108220 -0.00989 -0.431850 -0.85672 -0.29589 0.290760 -0.225320 0.128230 0.36458 0.430620
TCGA-A1-A0SK-01 -0.060244 -0.963820 -0.081596 0.309150 1.23630 0.898470 -0.85965 0.92670 0.045974 0.389790 -0.224090 -1.04130 -0.056604
TCGA-A1-A0SQ-01 0.376500 0.425490 0.657440 0.003187 -0.34580 -0.020122 0.39368 -1.02750 0.362490 0.292880 -0.144850 0.31196 0.649260
In [166]:
perform_kFoldCV(num_folds, scenario, normalizeTechnique, X, Y, Z)

Fold:  1

Protein:  RB1
x_train_column_count:  1002
x_train columns:  ['DES', 'SOX15', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'CATSPER3', 'C4ORF36', 'ALOX15', 'PCDHGA1', 'MST1L', 'NPTX1', 'TAT', 'TMEM200C', 'PPP2R2B', 'MUC6', 'ACTA1', 'CA14', 'LEP', 'ABCA10', 'MPZ', 'FIBCD1', 'C10ORF55', 'GRIK4', 'TUBA3E', 'CYP4F35P', 'GLDC', 'ANP32AP1', 'C1ORF228', 'FDCSP', 'LOC100272216', 'MOGAT2', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'BMX', 'FBLL1', 'CACNA1F', 'IRX6', 'PDE6G', 'CCL13', 'LOC399815', 'MAST1', 'SLC26A4', 'LRFN2', 'LINC00922', 'XKRX', 'FOXP2', 'PCDHA2', 'KIAA0125', 'CFAP57', 'C1ORF186', 'FOXF1', 'GIPR', 'ALG1L', 'ASB14', 'LINC01139', 'CADM2', 'TSSK4', 'HHIPL2', 'ZNF280B', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'PDZRN4', 'ASAH2B', 'MAT1A', 'RNASE2', 'TMEM35', 'LRFN5', 'C2CD4B', 'DNAJC5B', 'CERS1', 'HSD17B2', 'BRINP2', 'C10ORF95', 'WNK3', 'DNAI1', 'LGR5', 'FCGR3B', 'PTCHD2', 'PCDHAC1', 'GDF6', 'GPR141', 'LGALS12', 'GSDMA', 'TMEM151B', 'LINGO4', 'TMEM132C', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'KRT6A', 'HIST1H2AM', 'TLL2', 'DMC1', 'ESYT3', 'NFE2', 'PCP4L1', 'IL1RL2', 'AOC1', 'MYT1', 'C19ORF26', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'AQP5', 'KIF1A', 'HAND2.AS1', 'UMODL1', 'DYDC2', 'PRAME', 'DGKI', 'PQLC2L', 'ATP8A2', 'IQSEC3', 'TGM1', 'SPSB4', 'EPHA7', 'LOC644172', 'IGDCC3', 'PKD1L2', 'C2CD4C', 'GP1BA', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'UGT2B15', 'NBPF6', 'MGAM', 'PLA2G10', 'TMEM232', 'GPR27', 'CNTF', 'SLC25A21', 'MCHR1', 'KERA', 'PRSS12', 'PLEKHD1', 'CD244', 'PTCHD4', 'SLC6A4', 'LOC100130987', 'PNMT', 'DIO3', 'FCRL3', 'L1TD1', 'LINC00242', 'STAP1', 'CST4', 'IL10', 'RGN', 'LINC00839', 'DCANP1', 'PLCXD3', 'FCRLA', 'TBC1D3H', 'SNAP25', 'SPDYA', 'C6', 'TPSD1', 'PCDHGB3', 'GFRA2', 'FLG', 'IGFL2', 'GJB3', 'C1GALT1C1L', 'DLGAP1', 'GPR158', 'SFTPD', 'DNASE1L3', 'ITPKA', 'PROC', 'FAM186B', 'GDF10', 'NR6A1', 'TM4SF19', 'ZBED2', 'BCO2', 'PTH2R', 'ALOX12P2', 'C1ORF229', 'GUSBP5', 'HIST2H2BA', 'KCNG1', 'SLC17A7', 'FBXL13', 'PNPLA3', 'DOC2B', 'SULT4A1', 'BCAN', 'FAM86B2', 'PPM1N', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'FGF18', 'PRR34', 'HTR1D', 'EGOT', 'HCN2', 'LRRIQ3', 'ATP1A4', 'LCN12', 'NAALAD2', 'C10ORF82', 'KCNJ3', 'GJB5', 'ZNF660', 'RNF183', 'SLC7A4', 'LRRC31', 'ADRA1B', 'SYT8', 'PCDHA7', 'LRRIQ1', 'LTA', 'RAET1E', 'AURKAPS1', 'SLC38A4', 'TNFSF15', 'TRPA1', 'CNGA1', 'FBXO24', 'LY6G6C', 'C4ORF47', 'MAL', 'SCGB3A1', 'KLK11', 'GRM8', 'PTGDR', 'TUBA3D', 'ACSL6', 'RP1', 'RPL13AP3', 'LINC01119', 'IQUB', 'NKPD1', 'LINC01341', 'SOX8', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'PPP1R3G', 'C19ORF18', 'FXYD1', 'RNF138P1', 'CCIN', 'MYCBPAP', 'ETV2', 'XPNPEP2', 'TEKT3', 'STKLD1', 'SLC30A8', 'UGT8', 'SLC28A3', 'CCR8', 'METTL7B', 'HEPACAM2', 'UBE2Q2P1', 'TEX14', 'PLP1', 'SLC25A18', 'JPH4', 'IDI2.AS1', 'CASQ1', 'S100A3', 'LINC00482', 'LRIT3', 'GLIS1', 'SGK2', 'CCDC36', 'NR1I3', 'ALOXE3', 'ZNF843', 'CACNG1', 'MS4A15', 'WNT2B', 'PBX4', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'LGALS2', 'PYGO1', 'TMEM92', 'FUT9', 'ADAMTS8', 'BCHE', 'AOC2', 'GJB1', 'C9ORF43', 'CCDC151', 'FCRL6', 'PNCK', 'PITX2', 'TNNI3K', 'FAM189A1', 'DQX1', 'LPAR3', 'CKMT2', 'ABCA17P', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'NLRP12', 'C1ORF101', 'CLDN9', 'IYD', 'ZNF835', 'SLC6A20', 'OTOA', 'CA3', 'SPIB', 'FAM95B1', 'FAM90A1', 'C1ORF95', 'C2CD4A', 'RYR2', 'PCDH9', 'CCDC158', 'CLEC3A', 'SCN2B', 'CLECL1', 'PCSK1N', 'ULBP3', 'SVOPL', 'LINC01550', 'GSDMC', 'ARC', 'TAS1R3', 'CCDC65', 'IL20RB', 'DDX11L2', 'VSIG1', 'AURKC', 'TTC16', 'ZCCHC18', 'PDE1C', 'ALDH8A1', 'COLCA2', 'PCYT1B', 'MYOZ1', 'BPIFB2', 'KNDC1', 'B3GALT5.AS1', 'DUOXA1', 'CRYGS', 'GSTM1', 'PPP1R36', 'KLHL4', 'LOC148709', 'LOC441455', 'CPEB1', 'OR7E91P', 'IL22RA1', 'HOXD3', 'TARP', 'FAM57B', 'LOC90768', 'CAMP', 'JPH3', 'LUZP2', 'FUT7', 'IL12RB2', 'PLA2G5', 'RIMS1', 'FLJ37201', 'LBX2', 'SCARA5', 'RELN', 'HOXB13', 'CD177', 'IGSF5', 'TUBB8', 'SLC22A18AS', 'HIST1H2BN', 'ZBED3.AS1', 'GPR18', 'ASTN1', 'ZC3H12D', 'KCNE1', 'MNX1', 'TCHH', 'CIDEA', 'ONECUT2', 'GAL', 'KCNE2', 'SP5', 'WDR72', 'BTBD8', 'CHRNA6', 'FAM135B', 'IRX4', 'C10ORF128', 'SLC16A10', 'RSPH4A', 'MGC16142', 'SCN7A', 'ALB', 'HOXB8', 'SCART1', 'LINC01124', 'CCDC183', 'CCDC7', 'MGAT5B', 'YPEL4', 'GBP1P1', 'DCSTAMP', 'CELF5', 'CXXC4', 'GRIN2C', 'GPR3', 'SKIDA1', 'OBP2B', 'CXCR5', 'SLC35F1', 'PYDC1', 'SLC30A2', 'HOXA11', 'NIPAL1', 'ATP13A5', 'CCDC153', 'FOXJ1', 'STRC', 'SRL', 'WT1', 'PCSK9', 'PCAT18', 'TNFRSF9', 'LRP1B', 'RPGRIP1', 'INSM1', 'GPR174', 'CNNM1', 'PCK1', 'NOXO1', 'SLC18A2', 'C17ORF104', 'SLC25A53', 'FOXD4', 'DMRT3', 'PPP4R4', 'MARCO', 'GPX2', 'LBP', 'IL20', 'COL23A1', 'INHA', 'FOXD1', 'NOS2', 'PKNOX2', 'BTLA', 'TNFRSF17', 'CRISP3', 'ADH1C', 'KLHL14', 'AVPR2', 'CXCL2', 'GLOD5', 'MYBPC1', 'PARP15', 'GPLD1', 'PFN1P2', 'GPR55', 'CST9', 'SLCO4C1', 'STEAP1B', 'BCL2L14', 'SLC23A1', 'C2ORF40', 'DHRS4L1', 'SCN3A', 'AMH', 'CXCR2P1', 'ZNF98', 'VAT1L', 'ULBP2', 'VSIG2', 'ZNF454', 'RNF212', 'TPSG1', 'VGLL1', 'CYSLTR2', 'HAP1', 'P2RX1', 'FAM218A', 'SYN2', 'EMILIN3', 'DBIL5P', 'TMEM105', 'ORM1', 'FAM178B', 'DKK1', 'ZNF488', 'IL23A', 'DPY19L2P2', 'AMBP', 'PRKG2', 'CXCL1', 'SIGLEC17P', 'CRYM', 'SUCNR1', 'DEPDC4', 'SPDYE1', 'FABP7', 'LRRC2', 'GPBAR1', 'CTCFL', 'BRINP1', 'BDKRB1', 'LRGUK', 'XIRP1', 'ADAMTS18', 'VWDE', 'LINC00930', 'FUT6', 'RERGL', 'TENM1', 'BMPER', 'HCG27', 'CLEC12A', 'RDM1', 'CYP4F8', 'CDR1', 'KIAA0319', 'NUGGC', 'CECR2', 'SORCS1', 'FAM184B', 'PCDHGA3', 'PKD1L1', 'SSUH2', 'WSCD2', 'CBLN2', 'ECEL1', 'SPESP1', 'SEC14L5', 'ABHD11.AS1', 'FSCN2', 'DMRT2', 'CCL17', 'ZNF732', 'FAM162B', 'PIANP', 'HOXD4', 'GNB3', 'TMEM217', 'CTSG', 'GRIA3', 'RSPO1', 'RGS6', 'SERPINA6', 'ADAMTS19', 'IL1R2', 'MT1A', 'RNF175', 'ADAM32', 'COL2A1', 'CHRNB2', 'FLJ12825', 'POM121L9P', 'PFKFB1', 'RASL10A', 'HECTD2.AS1', 'PRSS21', 'DIRC3', 'LRRC16B', 'CYP46A1', 'SMIM5', 'FOXC2', 'CAPN11', 'ZNF804A', 'IGF2BP3', 'TBX21', 'TRAT1', 'PART1', 'HIST1H2BE', 'LOC100126784', 'CYSRT1', 'VIPR2', 'GPR87', 'ULBP1', 'SLC26A10', 'HS3ST3B1', 'SLC13A2', 'XKR9', 'CA9', 'HTR7', 'HOGA1', 'EMX1', 'WIPF3', 'CEP83.AS1', 'ZSCAN1', 'ZBTB16', 'CITED1', 'OTUD7A', 'TMEM40', 'CYP26A1', 'TMSB15A', 'WFDC3', 'MAPT.IT1', 'CDHR1', 'ANKK1', 'GZMM', 'ROPN1L', 'PVALB', 'FIRRE', 'M1AP', 'MYO3B', 'INE2', 'CRTAC1', 'MRAP2', 'IGSF22', 'RFX8', 'RBM12B.AS1', 'SPAG17', 'TTC23L', 'HEATR4', 'PYGM', 'MROH7', 'PCDHA12', 'CFAP61', 'BTC', 'KCNT2', 'ADGRB1', 'SLC27A6', 'NPAS1', 'UGT2B11', 'GPR37L1', 'NRTN', 'B3GAT1', 'OPCML', 'SRSF12', 'NWD1', 'LRRC4B', 'CIDEC', 'CCBE1', 'ADGRF1', 'CLEC4E', 'MIA', 'LINC00173', 'TMEM59L', 'HPDL', 'TSPAN8', 'RNF182', 'FRMPD1', 'GALNT13', 'SMC1B', 'KCNA6', 'KLK6', 'LSAMP', 'LOC613037', 'ABCC6P2', 'FASLG', 'IL11', 'NLRP7', 'DHDH', 'GAS2', 'RFPL1S', 'SCN3B', 'COL28A1', 'C15ORF56', 'FAM83A', 'PSORS1C1', 'ANO5', 'SLC16A11', 'PTCHD1', 'SLC6A14', 'SLC24A5', 'C9ORF47', 'ADGRG2', 'TMPRSS4', 'TUSC5', 'LINC00908', 'RUFY4', 'CYP4F12', 'INTS4P2', 'PIK3C2G', 'IGSF1', 'KCNQ3', 'LOC100133669', 'VENTX', 'MYOM2', 'FAM157A', 'NBPF4', 'EBF2', 'MAG', 'DSCAML1', 'PCDHA5', 'PTPRN', 'KLK7', 'CDKN2B.AS1', 'DLX2', 'SYT6', 'SFTPA2', 'CNTN2', 'ZBTB20', 'FAM19A2', 'NKX3.2', 'DLX5', 'PLAC1', 'CCNI2', 'BRE.AS1', 'OR2W3', 'SLC6A17', 'RYR3', 'GHRLOS', 'ABCC2', 'PTPRR', 'ABCD2', 'TFAP2E', 'CD160', 'GRIA2', 'CD1A', 'DEFB1', 'CCDC144A', 'RGS9', 'DLK2', 'CACNA1I', 'GGT3P', 'CDKL2', 'MYO16', 'PWAR5', 'DCX', 'SLC6A11', 'WDR17', 'MSMB', 'CABP4', 'BTBD19', 'CHRFAM7A', 'MMP12', 'CHRNA10', 'TCEAL2', 'FKBP1AP1', 'UNC13A', 'AGBL4', 'SLC39A2', 'XCL2', 'LY6H', 'S100A7', 'TUBAL3', 'SPAG8', 'ZNF727', 'LINC00202.1', 'KCNH3', 'ARL9', 'TM6SF2', 'MAK', 'SNORD116.4', 'TCN1', 'P2RY12', 'GRID2IP', 'MPL', 'HRCT1', 'PCBP3', 'SYCE3', 'TCTEX1D1', 'ELOVL3', 'GPM6A', 'CD70', 'NOX5', 'SLC46A2', 'SYCE2', 'GRIN2A', 'ARMC3', 'JAKMIP1', 'PGLYRP2', 'TIGD4', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'KLF3.AS1', 'SOSTDC1', 'ASIC3', 'LONRF3', 'LRRC43', 'AGAP7P', 'ACY3', 'THPO', 'BEX1', 'PRPH2', 'LOC400927', 'AKR1E2', 'SCN9A', 'SCN2A', 'KLK10', 'ACHE', 'CEACAM7', 'RIMS2', 'OLFM4', 'CTAGE11P', 'TMEM145', 'CD40LG', 'C6ORF52', 'HRC', 'BEGAIN', 'VN1R1', 'GPR82', 'CXADRP3', 'PAH', 'CHODL', 'TTBK1', 'LOC285593', 'MLLT4.AS1', 'CHST9', 'TTYH1', 'HIST1H2BH', 'APOBEC3A', 'GABRB3', 'ADGRL3', 'SLC25A34', 'BRSK2', 'TRH', 'MAPK4', 'CAMK4', 'DGCR5', 'C8ORF46', 'DNASE1L2', 'ST8SIA2', 'EPYC', 'GBP6', 'MUC15', 'GPR63', 'CAPSL', 'SLC35F3', 'ANKLE1', 'IL17D', 'ROBO2', 'AIM1L', 'ASGR1', 'PCDHA1', 'TNFSF11', 'RMRP', 'FAM201A', 'HAMP', 'MYO15A', 'DUSP9', 'FAM159A', 'NMU', 'CHKB.AS1', 'PTX3', 'DCLK3', 'RHCE', 'NEK5', 'TDRD6', 'LYG1', 'MTUS2', 'KCNK17', 'ROPN1B', 'RUNDC3A', 'LOC100132215', 'CYP2E1', 'C1QL3', 'UCKL1.AS1', 'PNMA6A', 'LINC00961', 'CYTL1', 'FOLR1', 'RRN3P1', 'XCL1', 'SIGLEC6', 'LINC00689', 'RRN3P2', 'HBA1', 'ATP13A4', 'THSD7B', 'SLC2A14', 'ADRA2B', 'MT1L', 'ZMAT4', 'TMEM150B', 'IL1RL1', 'KISS1R', 'CCR10', 'KIF19', 'IL24', 'GLI1', 'GPR173', 'ARRDC3.AS1', 'DPEP1', 'LIN7A', 'TTLL9', 'PRRT4', 'NIPAL4', 'KIAA1210', 'GPR135', 'WBP2NL', 'A2ML1', 'RHBG', 'B3GALT5', 'PCDHB18P', 'GNMT', 'RRAD', 'CBLN1', 'FIGF', 'DPF3', 'LOC90246', 'OXGR1', 'CD300LB', 'CNTNAP3', 'IL18RAP', 'MAP7D2', 'CACNA2D3', 'DPY19L2P4', 'MS4A8', 'SLC5A8', 'HIST1H1D', 'RAB39A', 'TRIM7', 'LRRC24', 'AIM2', 'PCDH20', 'GABRB2', 'DNAH11', 'TIFAB', 'PON3', 'KLK8', 'FOXN1', 'PHKG1', 'WFIKKN1', 'MASP2', 'CD19', 'GPR171', 'WNT10A', 'FREM2', 'LINC00669', 'ANK1', 'DCST2', 'C19ORF45', 'CRB2', 'CLCA2', 'KCNB1', 'SLC26A3', 'SEPHS1P1', 'HIST1H2AG', 'UCA1', 'LINC01465', 'LINC00685', 'TYMSOS', 'RASAL1', 'CD1E', 'ANO2', 'RIC3', 'COLCA1', 'CST2', 'HNRNPCL3', 'NEURL3', 'LOC646999', 'MED12L', 'TTC41P', 'PCDHGC5', 'EYA1', 'STXBP6', 'RAB3B', 'CLPSL1', 'MYEOV', 'NRXN1', 'FAM182B', 'SEC14L1P1', 'IL6', 'MAPT.AS1', 'ARHGEF33', 'VSTM2A', 'TDRD9', 'AJAP1', 'ZNF676', 'CR2', 'CLDN14', 'CXCR2', 'LPAR4', 'KIF4B', 'PATL2', 'FNDC8', 'CLEC4F', 'MSLN', 'KCNRG', 'MKX', 'ABHD1', 'C9ORF117', 'PDCD1', 'MAGEL2', 'NDP', 'VIT', 'HAPLN1', 'SEZ6L', 'DMRTC1B', 'POU3F1', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017832262764705176
		RMSE:  0.22609122586734381
		NRMSE:  0.08562439911658541
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0064622508272080825
		RMSE:  0.2813710133086082
		NRMSE:  0.13900150344012696
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  1.534633946433648e-15
		NRMSE:  5.81190663296212e-16
		MAPE:  9.470693046934934e-12
		Pearson Correlation:  0.20026583310610027
		Spearman Correlation:  0.2507121256462784
		Coefficient of Determination:  -0.631776880920818
		RMSE:  0.3582704566039036
		NRMSE:  0.1769909825483782
		MAPE:  683.8426062592881

	Predictor:  ElasticNet
		Pearson Correlation:  0.5641636511204424
		Spearman Correlation:  0.49428012065278465
		Coefficient of Determination:  0.22787287724989502
		RMSE:  0.19692008127800145
		NRMSE:  0.07457681548115941
		MAPE:  380.97895205611246
		Pearson Correlation:  0.3290020162175716
		Spearman Correlation:  0.38152375378011905
		Coefficient of Determination:  0.061003099184835374
		RMSE:  0.2717769927376389
		NRMSE:  0.13426191328931933
		MAPE:  184.31368453356262

	Predictor:  RandomForests
		Pearson Correlation:  0.49664403861044387
		Spearman Correlation:  0.4648054456797444
		Coefficient of Determination:  0.13297950828757266
		RMSE:  0.20867012835637352
		NRMSE:  0.07902674809936508
		MAPE:  232.81869428000527
		Pearson Correlation:  0.34501342816280745
		Spearman Correlation:  0.36810067310506295
		Coefficient of Determination:  0.03710906697913663
		RMSE:  0.27521313530838404
		NRMSE:  0.13595941928949973
		MAPE:  156.3640860126701

Protein:  CDH1
x_train_column_count:  1002
x_train columns:  ['DES', 'SOX15', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'CATSPER3', 'C4ORF36', 'ALOX15', 'PCDHGA1', 'MST1L', 'NPTX1', 'TAT', 'TMEM200C', 'PPP2R2B', 'MUC6', 'ACTA1', 'CA14', 'LEP', 'ABCA10', 'MPZ', 'FIBCD1', 'C10ORF55', 'GRIK4', 'TUBA3E', 'CYP4F35P', 'GLDC', 'ANP32AP1', 'C1ORF228', 'FDCSP', 'LOC100272216', 'MOGAT2', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'BMX', 'FBLL1', 'CACNA1F', 'IRX6', 'PDE6G', 'CCL13', 'LOC399815', 'MAST1', 'SLC26A4', 'LRFN2', 'LINC00922', 'XKRX', 'FOXP2', 'PCDHA2', 'KIAA0125', 'CFAP57', 'C1ORF186', 'FOXF1', 'GIPR', 'ALG1L', 'ASB14', 'LINC01139', 'CADM2', 'TSSK4', 'HHIPL2', 'ZNF280B', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'PDZRN4', 'ASAH2B', 'MAT1A', 'RNASE2', 'TMEM35', 'LRFN5', 'C2CD4B', 'DNAJC5B', 'CERS1', 'HSD17B2', 'BRINP2', 'C10ORF95', 'WNK3', 'DNAI1', 'LGR5', 'FCGR3B', 'PTCHD2', 'PCDHAC1', 'GDF6', 'GPR141', 'LGALS12', 'GSDMA', 'TMEM151B', 'LINGO4', 'TMEM132C', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'KRT6A', 'HIST1H2AM', 'TLL2', 'DMC1', 'ESYT3', 'NFE2', 'PCP4L1', 'IL1RL2', 'AOC1', 'MYT1', 'C19ORF26', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'AQP5', 'KIF1A', 'HAND2.AS1', 'UMODL1', 'DYDC2', 'PRAME', 'DGKI', 'PQLC2L', 'ATP8A2', 'IQSEC3', 'TGM1', 'SPSB4', 'EPHA7', 'LOC644172', 'IGDCC3', 'PKD1L2', 'C2CD4C', 'GP1BA', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'UGT2B15', 'NBPF6', 'MGAM', 'PLA2G10', 'TMEM232', 'GPR27', 'CNTF', 'SLC25A21', 'MCHR1', 'KERA', 'PRSS12', 'PLEKHD1', 'CD244', 'PTCHD4', 'SLC6A4', 'LOC100130987', 'PNMT', 'DIO3', 'FCRL3', 'L1TD1', 'LINC00242', 'STAP1', 'CST4', 'IL10', 'RGN', 'LINC00839', 'DCANP1', 'PLCXD3', 'FCRLA', 'TBC1D3H', 'SNAP25', 'SPDYA', 'C6', 'TPSD1', 'PCDHGB3', 'GFRA2', 'FLG', 'IGFL2', 'GJB3', 'C1GALT1C1L', 'DLGAP1', 'GPR158', 'SFTPD', 'DNASE1L3', 'ITPKA', 'PROC', 'FAM186B', 'GDF10', 'NR6A1', 'TM4SF19', 'ZBED2', 'BCO2', 'PTH2R', 'ALOX12P2', 'C1ORF229', 'GUSBP5', 'HIST2H2BA', 'KCNG1', 'SLC17A7', 'FBXL13', 'PNPLA3', 'DOC2B', 'SULT4A1', 'BCAN', 'FAM86B2', 'PPM1N', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'FGF18', 'PRR34', 'HTR1D', 'EGOT', 'HCN2', 'LRRIQ3', 'ATP1A4', 'LCN12', 'NAALAD2', 'C10ORF82', 'KCNJ3', 'GJB5', 'ZNF660', 'RNF183', 'SLC7A4', 'LRRC31', 'ADRA1B', 'SYT8', 'PCDHA7', 'LRRIQ1', 'LTA', 'RAET1E', 'AURKAPS1', 'SLC38A4', 'TNFSF15', 'TRPA1', 'CNGA1', 'FBXO24', 'LY6G6C', 'C4ORF47', 'MAL', 'SCGB3A1', 'KLK11', 'GRM8', 'PTGDR', 'TUBA3D', 'ACSL6', 'RP1', 'RPL13AP3', 'LINC01119', 'IQUB', 'NKPD1', 'LINC01341', 'SOX8', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'PPP1R3G', 'C19ORF18', 'FXYD1', 'RNF138P1', 'CCIN', 'MYCBPAP', 'ETV2', 'XPNPEP2', 'TEKT3', 'STKLD1', 'SLC30A8', 'UGT8', 'SLC28A3', 'CCR8', 'METTL7B', 'HEPACAM2', 'UBE2Q2P1', 'TEX14', 'PLP1', 'SLC25A18', 'JPH4', 'IDI2.AS1', 'CASQ1', 'S100A3', 'LINC00482', 'LRIT3', 'GLIS1', 'SGK2', 'CCDC36', 'NR1I3', 'ALOXE3', 'ZNF843', 'CACNG1', 'MS4A15', 'WNT2B', 'PBX4', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'LGALS2', 'PYGO1', 'TMEM92', 'FUT9', 'ADAMTS8', 'BCHE', 'AOC2', 'GJB1', 'C9ORF43', 'CCDC151', 'FCRL6', 'PNCK', 'PITX2', 'TNNI3K', 'FAM189A1', 'DQX1', 'LPAR3', 'CKMT2', 'ABCA17P', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'NLRP12', 'C1ORF101', 'CLDN9', 'IYD', 'ZNF835', 'SLC6A20', 'OTOA', 'CA3', 'SPIB', 'FAM95B1', 'FAM90A1', 'C1ORF95', 'C2CD4A', 'RYR2', 'PCDH9', 'CCDC158', 'CLEC3A', 'SCN2B', 'CLECL1', 'PCSK1N', 'ULBP3', 'SVOPL', 'LINC01550', 'GSDMC', 'ARC', 'TAS1R3', 'CCDC65', 'IL20RB', 'DDX11L2', 'VSIG1', 'AURKC', 'TTC16', 'ZCCHC18', 'PDE1C', 'ALDH8A1', 'COLCA2', 'PCYT1B', 'MYOZ1', 'BPIFB2', 'KNDC1', 'B3GALT5.AS1', 'DUOXA1', 'CRYGS', 'GSTM1', 'PPP1R36', 'KLHL4', 'LOC148709', 'LOC441455', 'CPEB1', 'OR7E91P', 'IL22RA1', 'HOXD3', 'TARP', 'FAM57B', 'LOC90768', 'CAMP', 'JPH3', 'LUZP2', 'FUT7', 'IL12RB2', 'PLA2G5', 'RIMS1', 'FLJ37201', 'LBX2', 'SCARA5', 'RELN', 'HOXB13', 'CD177', 'IGSF5', 'TUBB8', 'SLC22A18AS', 'HIST1H2BN', 'ZBED3.AS1', 'GPR18', 'ASTN1', 'ZC3H12D', 'KCNE1', 'MNX1', 'TCHH', 'CIDEA', 'ONECUT2', 'GAL', 'KCNE2', 'SP5', 'WDR72', 'BTBD8', 'CHRNA6', 'FAM135B', 'IRX4', 'C10ORF128', 'SLC16A10', 'RSPH4A', 'MGC16142', 'SCN7A', 'ALB', 'HOXB8', 'SCART1', 'LINC01124', 'CCDC183', 'CCDC7', 'MGAT5B', 'YPEL4', 'GBP1P1', 'DCSTAMP', 'CELF5', 'CXXC4', 'GRIN2C', 'GPR3', 'SKIDA1', 'OBP2B', 'CXCR5', 'SLC35F1', 'PYDC1', 'SLC30A2', 'HOXA11', 'NIPAL1', 'ATP13A5', 'CCDC153', 'FOXJ1', 'STRC', 'SRL', 'WT1', 'PCSK9', 'PCAT18', 'TNFRSF9', 'LRP1B', 'RPGRIP1', 'INSM1', 'GPR174', 'CNNM1', 'PCK1', 'NOXO1', 'SLC18A2', 'C17ORF104', 'SLC25A53', 'FOXD4', 'DMRT3', 'PPP4R4', 'MARCO', 'GPX2', 'LBP', 'IL20', 'COL23A1', 'INHA', 'FOXD1', 'NOS2', 'PKNOX2', 'BTLA', 'TNFRSF17', 'CRISP3', 'ADH1C', 'KLHL14', 'AVPR2', 'CXCL2', 'GLOD5', 'MYBPC1', 'PARP15', 'GPLD1', 'PFN1P2', 'GPR55', 'CST9', 'SLCO4C1', 'STEAP1B', 'BCL2L14', 'SLC23A1', 'C2ORF40', 'DHRS4L1', 'SCN3A', 'AMH', 'CXCR2P1', 'ZNF98', 'VAT1L', 'ULBP2', 'VSIG2', 'ZNF454', 'RNF212', 'TPSG1', 'VGLL1', 'CYSLTR2', 'HAP1', 'P2RX1', 'FAM218A', 'SYN2', 'EMILIN3', 'DBIL5P', 'TMEM105', 'ORM1', 'FAM178B', 'DKK1', 'ZNF488', 'IL23A', 'DPY19L2P2', 'AMBP', 'PRKG2', 'CXCL1', 'SIGLEC17P', 'CRYM', 'SUCNR1', 'DEPDC4', 'SPDYE1', 'FABP7', 'LRRC2', 'GPBAR1', 'CTCFL', 'BRINP1', 'BDKRB1', 'LRGUK', 'XIRP1', 'ADAMTS18', 'VWDE', 'LINC00930', 'FUT6', 'RERGL', 'TENM1', 'BMPER', 'HCG27', 'CLEC12A', 'RDM1', 'CYP4F8', 'CDR1', 'KIAA0319', 'NUGGC', 'CECR2', 'SORCS1', 'FAM184B', 'PCDHGA3', 'PKD1L1', 'SSUH2', 'WSCD2', 'CBLN2', 'ECEL1', 'SPESP1', 'SEC14L5', 'ABHD11.AS1', 'FSCN2', 'DMRT2', 'CCL17', 'ZNF732', 'FAM162B', 'PIANP', 'HOXD4', 'GNB3', 'TMEM217', 'CTSG', 'GRIA3', 'RSPO1', 'RGS6', 'SERPINA6', 'ADAMTS19', 'IL1R2', 'MT1A', 'RNF175', 'ADAM32', 'COL2A1', 'CHRNB2', 'FLJ12825', 'POM121L9P', 'PFKFB1', 'RASL10A', 'HECTD2.AS1', 'PRSS21', 'DIRC3', 'LRRC16B', 'CYP46A1', 'SMIM5', 'FOXC2', 'CAPN11', 'ZNF804A', 'IGF2BP3', 'TBX21', 'TRAT1', 'PART1', 'HIST1H2BE', 'LOC100126784', 'CYSRT1', 'VIPR2', 'GPR87', 'ULBP1', 'SLC26A10', 'HS3ST3B1', 'SLC13A2', 'XKR9', 'CA9', 'HTR7', 'HOGA1', 'EMX1', 'WIPF3', 'CEP83.AS1', 'ZSCAN1', 'ZBTB16', 'CITED1', 'OTUD7A', 'TMEM40', 'CYP26A1', 'TMSB15A', 'WFDC3', 'MAPT.IT1', 'CDHR1', 'ANKK1', 'GZMM', 'ROPN1L', 'PVALB', 'FIRRE', 'M1AP', 'MYO3B', 'INE2', 'CRTAC1', 'MRAP2', 'IGSF22', 'RFX8', 'RBM12B.AS1', 'SPAG17', 'TTC23L', 'HEATR4', 'PYGM', 'MROH7', 'PCDHA12', 'CFAP61', 'BTC', 'KCNT2', 'ADGRB1', 'SLC27A6', 'NPAS1', 'UGT2B11', 'GPR37L1', 'NRTN', 'B3GAT1', 'OPCML', 'SRSF12', 'NWD1', 'LRRC4B', 'CIDEC', 'CCBE1', 'ADGRF1', 'CLEC4E', 'MIA', 'LINC00173', 'TMEM59L', 'HPDL', 'TSPAN8', 'RNF182', 'FRMPD1', 'GALNT13', 'SMC1B', 'KCNA6', 'KLK6', 'LSAMP', 'LOC613037', 'ABCC6P2', 'FASLG', 'IL11', 'NLRP7', 'DHDH', 'GAS2', 'RFPL1S', 'SCN3B', 'COL28A1', 'C15ORF56', 'FAM83A', 'PSORS1C1', 'ANO5', 'SLC16A11', 'PTCHD1', 'SLC6A14', 'SLC24A5', 'C9ORF47', 'ADGRG2', 'TMPRSS4', 'TUSC5', 'LINC00908', 'RUFY4', 'CYP4F12', 'INTS4P2', 'PIK3C2G', 'IGSF1', 'KCNQ3', 'LOC100133669', 'VENTX', 'MYOM2', 'FAM157A', 'NBPF4', 'EBF2', 'MAG', 'DSCAML1', 'PCDHA5', 'PTPRN', 'KLK7', 'CDKN2B.AS1', 'DLX2', 'SYT6', 'SFTPA2', 'CNTN2', 'ZBTB20', 'FAM19A2', 'NKX3.2', 'DLX5', 'PLAC1', 'CCNI2', 'BRE.AS1', 'OR2W3', 'SLC6A17', 'RYR3', 'GHRLOS', 'ABCC2', 'PTPRR', 'ABCD2', 'TFAP2E', 'CD160', 'GRIA2', 'CD1A', 'DEFB1', 'CCDC144A', 'RGS9', 'DLK2', 'CACNA1I', 'GGT3P', 'CDKL2', 'MYO16', 'PWAR5', 'DCX', 'SLC6A11', 'WDR17', 'MSMB', 'CABP4', 'BTBD19', 'CHRFAM7A', 'MMP12', 'CHRNA10', 'TCEAL2', 'FKBP1AP1', 'UNC13A', 'AGBL4', 'SLC39A2', 'XCL2', 'LY6H', 'S100A7', 'TUBAL3', 'SPAG8', 'ZNF727', 'LINC00202.1', 'KCNH3', 'ARL9', 'TM6SF2', 'MAK', 'SNORD116.4', 'TCN1', 'P2RY12', 'GRID2IP', 'MPL', 'HRCT1', 'PCBP3', 'SYCE3', 'TCTEX1D1', 'ELOVL3', 'GPM6A', 'CD70', 'NOX5', 'SLC46A2', 'SYCE2', 'GRIN2A', 'ARMC3', 'JAKMIP1', 'PGLYRP2', 'TIGD4', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'KLF3.AS1', 'SOSTDC1', 'ASIC3', 'LONRF3', 'LRRC43', 'AGAP7P', 'ACY3', 'THPO', 'BEX1', 'PRPH2', 'LOC400927', 'AKR1E2', 'SCN9A', 'SCN2A', 'KLK10', 'ACHE', 'CEACAM7', 'RIMS2', 'OLFM4', 'CTAGE11P', 'TMEM145', 'CD40LG', 'C6ORF52', 'HRC', 'BEGAIN', 'VN1R1', 'GPR82', 'CXADRP3', 'PAH', 'CHODL', 'TTBK1', 'LOC285593', 'MLLT4.AS1', 'CHST9', 'TTYH1', 'HIST1H2BH', 'APOBEC3A', 'GABRB3', 'ADGRL3', 'SLC25A34', 'BRSK2', 'TRH', 'MAPK4', 'CAMK4', 'DGCR5', 'C8ORF46', 'DNASE1L2', 'ST8SIA2', 'EPYC', 'GBP6', 'MUC15', 'GPR63', 'CAPSL', 'SLC35F3', 'ANKLE1', 'IL17D', 'ROBO2', 'AIM1L', 'ASGR1', 'PCDHA1', 'TNFSF11', 'RMRP', 'FAM201A', 'HAMP', 'MYO15A', 'DUSP9', 'FAM159A', 'NMU', 'CHKB.AS1', 'PTX3', 'DCLK3', 'RHCE', 'NEK5', 'TDRD6', 'LYG1', 'MTUS2', 'KCNK17', 'ROPN1B', 'RUNDC3A', 'LOC100132215', 'CYP2E1', 'C1QL3', 'UCKL1.AS1', 'PNMA6A', 'LINC00961', 'CYTL1', 'FOLR1', 'RRN3P1', 'XCL1', 'SIGLEC6', 'LINC00689', 'RRN3P2', 'HBA1', 'ATP13A4', 'THSD7B', 'SLC2A14', 'ADRA2B', 'MT1L', 'ZMAT4', 'TMEM150B', 'IL1RL1', 'KISS1R', 'CCR10', 'KIF19', 'IL24', 'GLI1', 'GPR173', 'ARRDC3.AS1', 'DPEP1', 'LIN7A', 'TTLL9', 'PRRT4', 'NIPAL4', 'KIAA1210', 'GPR135', 'WBP2NL', 'A2ML1', 'RHBG', 'B3GALT5', 'PCDHB18P', 'GNMT', 'RRAD', 'CBLN1', 'FIGF', 'DPF3', 'LOC90246', 'OXGR1', 'CD300LB', 'CNTNAP3', 'IL18RAP', 'MAP7D2', 'CACNA2D3', 'DPY19L2P4', 'MS4A8', 'SLC5A8', 'HIST1H1D', 'RAB39A', 'TRIM7', 'LRRC24', 'AIM2', 'PCDH20', 'GABRB2', 'DNAH11', 'TIFAB', 'PON3', 'KLK8', 'FOXN1', 'PHKG1', 'WFIKKN1', 'MASP2', 'CD19', 'GPR171', 'WNT10A', 'FREM2', 'LINC00669', 'ANK1', 'DCST2', 'C19ORF45', 'CRB2', 'CLCA2', 'KCNB1', 'SLC26A3', 'SEPHS1P1', 'HIST1H2AG', 'UCA1', 'LINC01465', 'LINC00685', 'TYMSOS', 'RASAL1', 'CD1E', 'ANO2', 'RIC3', 'COLCA1', 'CST2', 'HNRNPCL3', 'NEURL3', 'LOC646999', 'MED12L', 'TTC41P', 'PCDHGC5', 'EYA1', 'STXBP6', 'RAB3B', 'CLPSL1', 'MYEOV', 'NRXN1', 'FAM182B', 'SEC14L1P1', 'IL6', 'MAPT.AS1', 'ARHGEF33', 'VSTM2A', 'TDRD9', 'AJAP1', 'ZNF676', 'CR2', 'CLDN14', 'CXCR2', 'LPAR4', 'KIF4B', 'PATL2', 'FNDC8', 'CLEC4F', 'MSLN', 'KCNRG', 'MKX', 'ABHD1', 'C9ORF117', 'PDCD1', 'MAGEL2', 'NDP', 'VIT', 'HAPLN1', 'SEZ6L', 'DMRTC1B', 'POU3F1', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12177449909053428
		RMSE:  1.1951653206606205
		NRMSE:  0.20089175544360185
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11829904064371455
		RMSE:  1.227018913081223
		NRMSE:  0.19873326310796913
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  4.1091521268196e-15
		NRMSE:  6.906950610693022e-16
		MAPE:  5.0628208721048805e-12
		Pearson Correlation:  0.3745291514631202
		Spearman Correlation:  0.28275777972880695
		Coefficient of Determination:  -0.16024749521796622
		RMSE:  1.2498203753357542
		NRMSE:  0.20242628605094656
		MAPE:  493.1066058207135

	Predictor:  ElasticNet
		Pearson Correlation:  0.9320317512125068
		Spearman Correlation:  0.8899039464470755
		Coefficient of Determination:  0.8281445592111991
		RMSE:  0.4677963668009093
		NRMSE:  0.07863048876353677
		MAPE:  371.69236851467275
		Pearson Correlation:  0.5649826404325569
		Spearman Correlation:  0.46669105453126536
		Coefficient of Determination:  0.3107230389006671
		RMSE:  0.9633168614500662
		NRMSE:  0.15602294409803152
		MAPE:  367.61800364440523

	Predictor:  RandomForests
		Pearson Correlation:  0.6457309675788031
		Spearman Correlation:  0.5863746662729191
		Coefficient of Determination:  0.40955529367684396
		RMSE:  0.8670912787334071
		NRMSE:  0.145746773357102
		MAPE:  301.68368701319656
		Pearson Correlation:  0.6752022431578558
		Spearman Correlation:  0.6075690361178836
		Coefficient of Determination:  0.43430456525353545
		RMSE:  0.8726972706658058
		NRMSE:  0.14134580523238732
		MAPE:  199.82504418851127

Protein:  CDH2
x_train_column_count:  1002
x_train columns:  ['DES', 'SOX15', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'CATSPER3', 'C4ORF36', 'ALOX15', 'PCDHGA1', 'MST1L', 'NPTX1', 'TAT', 'TMEM200C', 'PPP2R2B', 'MUC6', 'ACTA1', 'CA14', 'LEP', 'ABCA10', 'MPZ', 'FIBCD1', 'C10ORF55', 'GRIK4', 'TUBA3E', 'CYP4F35P', 'GLDC', 'ANP32AP1', 'C1ORF228', 'FDCSP', 'LOC100272216', 'MOGAT2', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'BMX', 'FBLL1', 'CACNA1F', 'IRX6', 'PDE6G', 'CCL13', 'LOC399815', 'MAST1', 'SLC26A4', 'LRFN2', 'LINC00922', 'XKRX', 'FOXP2', 'PCDHA2', 'KIAA0125', 'CFAP57', 'C1ORF186', 'FOXF1', 'GIPR', 'ALG1L', 'ASB14', 'LINC01139', 'CADM2', 'TSSK4', 'HHIPL2', 'ZNF280B', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'PDZRN4', 'ASAH2B', 'MAT1A', 'RNASE2', 'TMEM35', 'LRFN5', 'C2CD4B', 'DNAJC5B', 'CERS1', 'HSD17B2', 'BRINP2', 'C10ORF95', 'WNK3', 'DNAI1', 'LGR5', 'FCGR3B', 'PTCHD2', 'PCDHAC1', 'GDF6', 'GPR141', 'LGALS12', 'GSDMA', 'TMEM151B', 'LINGO4', 'TMEM132C', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'KRT6A', 'HIST1H2AM', 'TLL2', 'DMC1', 'ESYT3', 'NFE2', 'PCP4L1', 'IL1RL2', 'AOC1', 'MYT1', 'C19ORF26', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'AQP5', 'KIF1A', 'HAND2.AS1', 'UMODL1', 'DYDC2', 'PRAME', 'DGKI', 'PQLC2L', 'ATP8A2', 'IQSEC3', 'TGM1', 'SPSB4', 'EPHA7', 'LOC644172', 'IGDCC3', 'PKD1L2', 'C2CD4C', 'GP1BA', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'UGT2B15', 'NBPF6', 'MGAM', 'PLA2G10', 'TMEM232', 'GPR27', 'CNTF', 'SLC25A21', 'MCHR1', 'KERA', 'PRSS12', 'PLEKHD1', 'CD244', 'PTCHD4', 'SLC6A4', 'LOC100130987', 'PNMT', 'DIO3', 'FCRL3', 'L1TD1', 'LINC00242', 'STAP1', 'CST4', 'IL10', 'RGN', 'LINC00839', 'DCANP1', 'PLCXD3', 'FCRLA', 'TBC1D3H', 'SNAP25', 'SPDYA', 'C6', 'TPSD1', 'PCDHGB3', 'GFRA2', 'FLG', 'IGFL2', 'GJB3', 'C1GALT1C1L', 'DLGAP1', 'GPR158', 'SFTPD', 'DNASE1L3', 'ITPKA', 'PROC', 'FAM186B', 'GDF10', 'NR6A1', 'TM4SF19', 'ZBED2', 'BCO2', 'PTH2R', 'ALOX12P2', 'C1ORF229', 'GUSBP5', 'HIST2H2BA', 'KCNG1', 'SLC17A7', 'FBXL13', 'PNPLA3', 'DOC2B', 'SULT4A1', 'BCAN', 'FAM86B2', 'PPM1N', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'FGF18', 'PRR34', 'HTR1D', 'EGOT', 'HCN2', 'LRRIQ3', 'ATP1A4', 'LCN12', 'NAALAD2', 'C10ORF82', 'KCNJ3', 'GJB5', 'ZNF660', 'RNF183', 'SLC7A4', 'LRRC31', 'ADRA1B', 'SYT8', 'PCDHA7', 'LRRIQ1', 'LTA', 'RAET1E', 'AURKAPS1', 'SLC38A4', 'TNFSF15', 'TRPA1', 'CNGA1', 'FBXO24', 'LY6G6C', 'C4ORF47', 'MAL', 'SCGB3A1', 'KLK11', 'GRM8', 'PTGDR', 'TUBA3D', 'ACSL6', 'RP1', 'RPL13AP3', 'LINC01119', 'IQUB', 'NKPD1', 'LINC01341', 'SOX8', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'PPP1R3G', 'C19ORF18', 'FXYD1', 'RNF138P1', 'CCIN', 'MYCBPAP', 'ETV2', 'XPNPEP2', 'TEKT3', 'STKLD1', 'SLC30A8', 'UGT8', 'SLC28A3', 'CCR8', 'METTL7B', 'HEPACAM2', 'UBE2Q2P1', 'TEX14', 'PLP1', 'SLC25A18', 'JPH4', 'IDI2.AS1', 'CASQ1', 'S100A3', 'LINC00482', 'LRIT3', 'GLIS1', 'SGK2', 'CCDC36', 'NR1I3', 'ALOXE3', 'ZNF843', 'CACNG1', 'MS4A15', 'WNT2B', 'PBX4', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'LGALS2', 'PYGO1', 'TMEM92', 'FUT9', 'ADAMTS8', 'BCHE', 'AOC2', 'GJB1', 'C9ORF43', 'CCDC151', 'FCRL6', 'PNCK', 'PITX2', 'TNNI3K', 'FAM189A1', 'DQX1', 'LPAR3', 'CKMT2', 'ABCA17P', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'NLRP12', 'C1ORF101', 'CLDN9', 'IYD', 'ZNF835', 'SLC6A20', 'OTOA', 'CA3', 'SPIB', 'FAM95B1', 'FAM90A1', 'C1ORF95', 'C2CD4A', 'RYR2', 'PCDH9', 'CCDC158', 'CLEC3A', 'SCN2B', 'CLECL1', 'PCSK1N', 'ULBP3', 'SVOPL', 'LINC01550', 'GSDMC', 'ARC', 'TAS1R3', 'CCDC65', 'IL20RB', 'DDX11L2', 'VSIG1', 'AURKC', 'TTC16', 'ZCCHC18', 'PDE1C', 'ALDH8A1', 'COLCA2', 'PCYT1B', 'MYOZ1', 'BPIFB2', 'KNDC1', 'B3GALT5.AS1', 'DUOXA1', 'CRYGS', 'GSTM1', 'PPP1R36', 'KLHL4', 'LOC148709', 'LOC441455', 'CPEB1', 'OR7E91P', 'IL22RA1', 'HOXD3', 'TARP', 'FAM57B', 'LOC90768', 'CAMP', 'JPH3', 'LUZP2', 'FUT7', 'IL12RB2', 'PLA2G5', 'RIMS1', 'FLJ37201', 'LBX2', 'SCARA5', 'RELN', 'HOXB13', 'CD177', 'IGSF5', 'TUBB8', 'SLC22A18AS', 'HIST1H2BN', 'ZBED3.AS1', 'GPR18', 'ASTN1', 'ZC3H12D', 'KCNE1', 'MNX1', 'TCHH', 'CIDEA', 'ONECUT2', 'GAL', 'KCNE2', 'SP5', 'WDR72', 'BTBD8', 'CHRNA6', 'FAM135B', 'IRX4', 'C10ORF128', 'SLC16A10', 'RSPH4A', 'MGC16142', 'SCN7A', 'ALB', 'HOXB8', 'SCART1', 'LINC01124', 'CCDC183', 'CCDC7', 'MGAT5B', 'YPEL4', 'GBP1P1', 'DCSTAMP', 'CELF5', 'CXXC4', 'GRIN2C', 'GPR3', 'SKIDA1', 'OBP2B', 'CXCR5', 'SLC35F1', 'PYDC1', 'SLC30A2', 'HOXA11', 'NIPAL1', 'ATP13A5', 'CCDC153', 'FOXJ1', 'STRC', 'SRL', 'WT1', 'PCSK9', 'PCAT18', 'TNFRSF9', 'LRP1B', 'RPGRIP1', 'INSM1', 'GPR174', 'CNNM1', 'PCK1', 'NOXO1', 'SLC18A2', 'C17ORF104', 'SLC25A53', 'FOXD4', 'DMRT3', 'PPP4R4', 'MARCO', 'GPX2', 'LBP', 'IL20', 'COL23A1', 'INHA', 'FOXD1', 'NOS2', 'PKNOX2', 'BTLA', 'TNFRSF17', 'CRISP3', 'ADH1C', 'KLHL14', 'AVPR2', 'CXCL2', 'GLOD5', 'MYBPC1', 'PARP15', 'GPLD1', 'PFN1P2', 'GPR55', 'CST9', 'SLCO4C1', 'STEAP1B', 'BCL2L14', 'SLC23A1', 'C2ORF40', 'DHRS4L1', 'SCN3A', 'AMH', 'CXCR2P1', 'ZNF98', 'VAT1L', 'ULBP2', 'VSIG2', 'ZNF454', 'RNF212', 'TPSG1', 'VGLL1', 'CYSLTR2', 'HAP1', 'P2RX1', 'FAM218A', 'SYN2', 'EMILIN3', 'DBIL5P', 'TMEM105', 'ORM1', 'FAM178B', 'DKK1', 'ZNF488', 'IL23A', 'DPY19L2P2', 'AMBP', 'PRKG2', 'CXCL1', 'SIGLEC17P', 'CRYM', 'SUCNR1', 'DEPDC4', 'SPDYE1', 'FABP7', 'LRRC2', 'GPBAR1', 'CTCFL', 'BRINP1', 'BDKRB1', 'LRGUK', 'XIRP1', 'ADAMTS18', 'VWDE', 'LINC00930', 'FUT6', 'RERGL', 'TENM1', 'BMPER', 'HCG27', 'CLEC12A', 'RDM1', 'CYP4F8', 'CDR1', 'KIAA0319', 'NUGGC', 'CECR2', 'SORCS1', 'FAM184B', 'PCDHGA3', 'PKD1L1', 'SSUH2', 'WSCD2', 'CBLN2', 'ECEL1', 'SPESP1', 'SEC14L5', 'ABHD11.AS1', 'FSCN2', 'DMRT2', 'CCL17', 'ZNF732', 'FAM162B', 'PIANP', 'HOXD4', 'GNB3', 'TMEM217', 'CTSG', 'GRIA3', 'RSPO1', 'RGS6', 'SERPINA6', 'ADAMTS19', 'IL1R2', 'MT1A', 'RNF175', 'ADAM32', 'COL2A1', 'CHRNB2', 'FLJ12825', 'POM121L9P', 'PFKFB1', 'RASL10A', 'HECTD2.AS1', 'PRSS21', 'DIRC3', 'LRRC16B', 'CYP46A1', 'SMIM5', 'FOXC2', 'CAPN11', 'ZNF804A', 'IGF2BP3', 'TBX21', 'TRAT1', 'PART1', 'HIST1H2BE', 'LOC100126784', 'CYSRT1', 'VIPR2', 'GPR87', 'ULBP1', 'SLC26A10', 'HS3ST3B1', 'SLC13A2', 'XKR9', 'CA9', 'HTR7', 'HOGA1', 'EMX1', 'WIPF3', 'CEP83.AS1', 'ZSCAN1', 'ZBTB16', 'CITED1', 'OTUD7A', 'TMEM40', 'CYP26A1', 'TMSB15A', 'WFDC3', 'MAPT.IT1', 'CDHR1', 'ANKK1', 'GZMM', 'ROPN1L', 'PVALB', 'FIRRE', 'M1AP', 'MYO3B', 'INE2', 'CRTAC1', 'MRAP2', 'IGSF22', 'RFX8', 'RBM12B.AS1', 'SPAG17', 'TTC23L', 'HEATR4', 'PYGM', 'MROH7', 'PCDHA12', 'CFAP61', 'BTC', 'KCNT2', 'ADGRB1', 'SLC27A6', 'NPAS1', 'UGT2B11', 'GPR37L1', 'NRTN', 'B3GAT1', 'OPCML', 'SRSF12', 'NWD1', 'LRRC4B', 'CIDEC', 'CCBE1', 'ADGRF1', 'CLEC4E', 'MIA', 'LINC00173', 'TMEM59L', 'HPDL', 'TSPAN8', 'RNF182', 'FRMPD1', 'GALNT13', 'SMC1B', 'KCNA6', 'KLK6', 'LSAMP', 'LOC613037', 'ABCC6P2', 'FASLG', 'IL11', 'NLRP7', 'DHDH', 'GAS2', 'RFPL1S', 'SCN3B', 'COL28A1', 'C15ORF56', 'FAM83A', 'PSORS1C1', 'ANO5', 'SLC16A11', 'PTCHD1', 'SLC6A14', 'SLC24A5', 'C9ORF47', 'ADGRG2', 'TMPRSS4', 'TUSC5', 'LINC00908', 'RUFY4', 'CYP4F12', 'INTS4P2', 'PIK3C2G', 'IGSF1', 'KCNQ3', 'LOC100133669', 'VENTX', 'MYOM2', 'FAM157A', 'NBPF4', 'EBF2', 'MAG', 'DSCAML1', 'PCDHA5', 'PTPRN', 'KLK7', 'CDKN2B.AS1', 'DLX2', 'SYT6', 'SFTPA2', 'CNTN2', 'ZBTB20', 'FAM19A2', 'NKX3.2', 'DLX5', 'PLAC1', 'CCNI2', 'BRE.AS1', 'OR2W3', 'SLC6A17', 'RYR3', 'GHRLOS', 'ABCC2', 'PTPRR', 'ABCD2', 'TFAP2E', 'CD160', 'GRIA2', 'CD1A', 'DEFB1', 'CCDC144A', 'RGS9', 'DLK2', 'CACNA1I', 'GGT3P', 'CDKL2', 'MYO16', 'PWAR5', 'DCX', 'SLC6A11', 'WDR17', 'MSMB', 'CABP4', 'BTBD19', 'CHRFAM7A', 'MMP12', 'CHRNA10', 'TCEAL2', 'FKBP1AP1', 'UNC13A', 'AGBL4', 'SLC39A2', 'XCL2', 'LY6H', 'S100A7', 'TUBAL3', 'SPAG8', 'ZNF727', 'LINC00202.1', 'KCNH3', 'ARL9', 'TM6SF2', 'MAK', 'SNORD116.4', 'TCN1', 'P2RY12', 'GRID2IP', 'MPL', 'HRCT1', 'PCBP3', 'SYCE3', 'TCTEX1D1', 'ELOVL3', 'GPM6A', 'CD70', 'NOX5', 'SLC46A2', 'SYCE2', 'GRIN2A', 'ARMC3', 'JAKMIP1', 'PGLYRP2', 'TIGD4', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'KLF3.AS1', 'SOSTDC1', 'ASIC3', 'LONRF3', 'LRRC43', 'AGAP7P', 'ACY3', 'THPO', 'BEX1', 'PRPH2', 'LOC400927', 'AKR1E2', 'SCN9A', 'SCN2A', 'KLK10', 'ACHE', 'CEACAM7', 'RIMS2', 'OLFM4', 'CTAGE11P', 'TMEM145', 'CD40LG', 'C6ORF52', 'HRC', 'BEGAIN', 'VN1R1', 'GPR82', 'CXADRP3', 'PAH', 'CHODL', 'TTBK1', 'LOC285593', 'MLLT4.AS1', 'CHST9', 'TTYH1', 'HIST1H2BH', 'APOBEC3A', 'GABRB3', 'ADGRL3', 'SLC25A34', 'BRSK2', 'TRH', 'MAPK4', 'CAMK4', 'DGCR5', 'C8ORF46', 'DNASE1L2', 'ST8SIA2', 'EPYC', 'GBP6', 'MUC15', 'GPR63', 'CAPSL', 'SLC35F3', 'ANKLE1', 'IL17D', 'ROBO2', 'AIM1L', 'ASGR1', 'PCDHA1', 'TNFSF11', 'RMRP', 'FAM201A', 'HAMP', 'MYO15A', 'DUSP9', 'FAM159A', 'NMU', 'CHKB.AS1', 'PTX3', 'DCLK3', 'RHCE', 'NEK5', 'TDRD6', 'LYG1', 'MTUS2', 'KCNK17', 'ROPN1B', 'RUNDC3A', 'LOC100132215', 'CYP2E1', 'C1QL3', 'UCKL1.AS1', 'PNMA6A', 'LINC00961', 'CYTL1', 'FOLR1', 'RRN3P1', 'XCL1', 'SIGLEC6', 'LINC00689', 'RRN3P2', 'HBA1', 'ATP13A4', 'THSD7B', 'SLC2A14', 'ADRA2B', 'MT1L', 'ZMAT4', 'TMEM150B', 'IL1RL1', 'KISS1R', 'CCR10', 'KIF19', 'IL24', 'GLI1', 'GPR173', 'ARRDC3.AS1', 'DPEP1', 'LIN7A', 'TTLL9', 'PRRT4', 'NIPAL4', 'KIAA1210', 'GPR135', 'WBP2NL', 'A2ML1', 'RHBG', 'B3GALT5', 'PCDHB18P', 'GNMT', 'RRAD', 'CBLN1', 'FIGF', 'DPF3', 'LOC90246', 'OXGR1', 'CD300LB', 'CNTNAP3', 'IL18RAP', 'MAP7D2', 'CACNA2D3', 'DPY19L2P4', 'MS4A8', 'SLC5A8', 'HIST1H1D', 'RAB39A', 'TRIM7', 'LRRC24', 'AIM2', 'PCDH20', 'GABRB2', 'DNAH11', 'TIFAB', 'PON3', 'KLK8', 'FOXN1', 'PHKG1', 'WFIKKN1', 'MASP2', 'CD19', 'GPR171', 'WNT10A', 'FREM2', 'LINC00669', 'ANK1', 'DCST2', 'C19ORF45', 'CRB2', 'CLCA2', 'KCNB1', 'SLC26A3', 'SEPHS1P1', 'HIST1H2AG', 'UCA1', 'LINC01465', 'LINC00685', 'TYMSOS', 'RASAL1', 'CD1E', 'ANO2', 'RIC3', 'COLCA1', 'CST2', 'HNRNPCL3', 'NEURL3', 'LOC646999', 'MED12L', 'TTC41P', 'PCDHGC5', 'EYA1', 'STXBP6', 'RAB3B', 'CLPSL1', 'MYEOV', 'NRXN1', 'FAM182B', 'SEC14L1P1', 'IL6', 'MAPT.AS1', 'ARHGEF33', 'VSTM2A', 'TDRD9', 'AJAP1', 'ZNF676', 'CR2', 'CLDN14', 'CXCR2', 'LPAR4', 'KIF4B', 'PATL2', 'FNDC8', 'CLEC4F', 'MSLN', 'KCNRG', 'MKX', 'ABHD1', 'C9ORF117', 'PDCD1', 'MAGEL2', 'NDP', 'VIT', 'HAPLN1', 'SEZ6L', 'DMRTC1B', 'POU3F1', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004084060130477685
		RMSE:  0.37195168053170635
		NRMSE:  0.13741024893390016
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006474841096328898
		RMSE:  0.3763274359057868
		NRMSE:  0.1942134674644098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999031343205
		Coefficient of Determination:  1.0
		RMSE:  1.7004591083416461e-15
		NRMSE:  6.282012465843007e-16
		MAPE:  3.316934996177471e-11
		Pearson Correlation:  0.14959437512302629
		Spearman Correlation:  0.16060384352746074
		Coefficient of Determination:  -0.8375905559247796
		RMSE:  0.508497468158853
		NRMSE:  0.2624232172982675
		MAPE:  403.215612533387

	Predictor:  ElasticNet
		Pearson Correlation:  0.7461765793669114
		Spearman Correlation:  0.7385464029344758
		Coefficient of Determination:  0.4490844277079534
		RMSE:  0.27551421637416373
		NRMSE:  0.10178332035678246
		MAPE:  532.5587279928272
		Pearson Correlation:  0.13310415540253284
		Spearman Correlation:  0.18272851429128867
		Coefficient of Determination:  -0.05093909028392285
		RMSE:  0.3845503339816127
		NRMSE:  0.1984571058376491
		MAPE:  155.2911820782817

	Predictor:  RandomForests
		Pearson Correlation:  0.4822351676712839
		Spearman Correlation:  0.5019432515489283
		Coefficient of Determination:  0.14219125670022048
		RMSE:  0.3437927573180856
		NRMSE:  0.12700748736292677
		MAPE:  999.7452823803968
		Pearson Correlation:  0.2119562186831894
		Spearman Correlation:  0.24475660911130626
		Coefficient of Determination:  0.04200036200049184
		RMSE:  0.36715300938870615
		NRMSE:  0.1894787683277629
		MAPE:  110.45373552441804

Protein:  CDH3
x_train_column_count:  1002
x_train columns:  ['DES', 'SOX15', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'CATSPER3', 'C4ORF36', 'ALOX15', 'PCDHGA1', 'MST1L', 'NPTX1', 'TAT', 'TMEM200C', 'PPP2R2B', 'MUC6', 'ACTA1', 'CA14', 'LEP', 'ABCA10', 'MPZ', 'FIBCD1', 'C10ORF55', 'GRIK4', 'TUBA3E', 'CYP4F35P', 'GLDC', 'ANP32AP1', 'C1ORF228', 'FDCSP', 'LOC100272216', 'MOGAT2', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'BMX', 'FBLL1', 'CACNA1F', 'IRX6', 'PDE6G', 'CCL13', 'LOC399815', 'MAST1', 'SLC26A4', 'LRFN2', 'LINC00922', 'XKRX', 'FOXP2', 'PCDHA2', 'KIAA0125', 'CFAP57', 'C1ORF186', 'FOXF1', 'GIPR', 'ALG1L', 'ASB14', 'LINC01139', 'CADM2', 'TSSK4', 'HHIPL2', 'ZNF280B', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'PDZRN4', 'ASAH2B', 'MAT1A', 'RNASE2', 'TMEM35', 'LRFN5', 'C2CD4B', 'DNAJC5B', 'CERS1', 'HSD17B2', 'BRINP2', 'C10ORF95', 'WNK3', 'DNAI1', 'LGR5', 'FCGR3B', 'PTCHD2', 'PCDHAC1', 'GDF6', 'GPR141', 'LGALS12', 'GSDMA', 'TMEM151B', 'LINGO4', 'TMEM132C', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'KRT6A', 'HIST1H2AM', 'TLL2', 'DMC1', 'ESYT3', 'NFE2', 'PCP4L1', 'IL1RL2', 'AOC1', 'MYT1', 'C19ORF26', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'AQP5', 'KIF1A', 'HAND2.AS1', 'UMODL1', 'DYDC2', 'PRAME', 'DGKI', 'PQLC2L', 'ATP8A2', 'IQSEC3', 'TGM1', 'SPSB4', 'EPHA7', 'LOC644172', 'IGDCC3', 'PKD1L2', 'C2CD4C', 'GP1BA', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'UGT2B15', 'NBPF6', 'MGAM', 'PLA2G10', 'TMEM232', 'GPR27', 'CNTF', 'SLC25A21', 'MCHR1', 'KERA', 'PRSS12', 'PLEKHD1', 'CD244', 'PTCHD4', 'SLC6A4', 'LOC100130987', 'PNMT', 'DIO3', 'FCRL3', 'L1TD1', 'LINC00242', 'STAP1', 'CST4', 'IL10', 'RGN', 'LINC00839', 'DCANP1', 'PLCXD3', 'FCRLA', 'TBC1D3H', 'SNAP25', 'SPDYA', 'C6', 'TPSD1', 'PCDHGB3', 'GFRA2', 'FLG', 'IGFL2', 'GJB3', 'C1GALT1C1L', 'DLGAP1', 'GPR158', 'SFTPD', 'DNASE1L3', 'ITPKA', 'PROC', 'FAM186B', 'GDF10', 'NR6A1', 'TM4SF19', 'ZBED2', 'BCO2', 'PTH2R', 'ALOX12P2', 'C1ORF229', 'GUSBP5', 'HIST2H2BA', 'KCNG1', 'SLC17A7', 'FBXL13', 'PNPLA3', 'DOC2B', 'SULT4A1', 'BCAN', 'FAM86B2', 'PPM1N', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'FGF18', 'PRR34', 'HTR1D', 'EGOT', 'HCN2', 'LRRIQ3', 'ATP1A4', 'LCN12', 'NAALAD2', 'C10ORF82', 'KCNJ3', 'GJB5', 'ZNF660', 'RNF183', 'SLC7A4', 'LRRC31', 'ADRA1B', 'SYT8', 'PCDHA7', 'LRRIQ1', 'LTA', 'RAET1E', 'AURKAPS1', 'SLC38A4', 'TNFSF15', 'TRPA1', 'CNGA1', 'FBXO24', 'LY6G6C', 'C4ORF47', 'MAL', 'SCGB3A1', 'KLK11', 'GRM8', 'PTGDR', 'TUBA3D', 'ACSL6', 'RP1', 'RPL13AP3', 'LINC01119', 'IQUB', 'NKPD1', 'LINC01341', 'SOX8', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'PPP1R3G', 'C19ORF18', 'FXYD1', 'RNF138P1', 'CCIN', 'MYCBPAP', 'ETV2', 'XPNPEP2', 'TEKT3', 'STKLD1', 'SLC30A8', 'UGT8', 'SLC28A3', 'CCR8', 'METTL7B', 'HEPACAM2', 'UBE2Q2P1', 'TEX14', 'PLP1', 'SLC25A18', 'JPH4', 'IDI2.AS1', 'CASQ1', 'S100A3', 'LINC00482', 'LRIT3', 'GLIS1', 'SGK2', 'CCDC36', 'NR1I3', 'ALOXE3', 'ZNF843', 'CACNG1', 'MS4A15', 'WNT2B', 'PBX4', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'LGALS2', 'PYGO1', 'TMEM92', 'FUT9', 'ADAMTS8', 'BCHE', 'AOC2', 'GJB1', 'C9ORF43', 'CCDC151', 'FCRL6', 'PNCK', 'PITX2', 'TNNI3K', 'FAM189A1', 'DQX1', 'LPAR3', 'CKMT2', 'ABCA17P', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'NLRP12', 'C1ORF101', 'CLDN9', 'IYD', 'ZNF835', 'SLC6A20', 'OTOA', 'CA3', 'SPIB', 'FAM95B1', 'FAM90A1', 'C1ORF95', 'C2CD4A', 'RYR2', 'PCDH9', 'CCDC158', 'CLEC3A', 'SCN2B', 'CLECL1', 'PCSK1N', 'ULBP3', 'SVOPL', 'LINC01550', 'GSDMC', 'ARC', 'TAS1R3', 'CCDC65', 'IL20RB', 'DDX11L2', 'VSIG1', 'AURKC', 'TTC16', 'ZCCHC18', 'PDE1C', 'ALDH8A1', 'COLCA2', 'PCYT1B', 'MYOZ1', 'BPIFB2', 'KNDC1', 'B3GALT5.AS1', 'DUOXA1', 'CRYGS', 'GSTM1', 'PPP1R36', 'KLHL4', 'LOC148709', 'LOC441455', 'CPEB1', 'OR7E91P', 'IL22RA1', 'HOXD3', 'TARP', 'FAM57B', 'LOC90768', 'CAMP', 'JPH3', 'LUZP2', 'FUT7', 'IL12RB2', 'PLA2G5', 'RIMS1', 'FLJ37201', 'LBX2', 'SCARA5', 'RELN', 'HOXB13', 'CD177', 'IGSF5', 'TUBB8', 'SLC22A18AS', 'HIST1H2BN', 'ZBED3.AS1', 'GPR18', 'ASTN1', 'ZC3H12D', 'KCNE1', 'MNX1', 'TCHH', 'CIDEA', 'ONECUT2', 'GAL', 'KCNE2', 'SP5', 'WDR72', 'BTBD8', 'CHRNA6', 'FAM135B', 'IRX4', 'C10ORF128', 'SLC16A10', 'RSPH4A', 'MGC16142', 'SCN7A', 'ALB', 'HOXB8', 'SCART1', 'LINC01124', 'CCDC183', 'CCDC7', 'MGAT5B', 'YPEL4', 'GBP1P1', 'DCSTAMP', 'CELF5', 'CXXC4', 'GRIN2C', 'GPR3', 'SKIDA1', 'OBP2B', 'CXCR5', 'SLC35F1', 'PYDC1', 'SLC30A2', 'HOXA11', 'NIPAL1', 'ATP13A5', 'CCDC153', 'FOXJ1', 'STRC', 'SRL', 'WT1', 'PCSK9', 'PCAT18', 'TNFRSF9', 'LRP1B', 'RPGRIP1', 'INSM1', 'GPR174', 'CNNM1', 'PCK1', 'NOXO1', 'SLC18A2', 'C17ORF104', 'SLC25A53', 'FOXD4', 'DMRT3', 'PPP4R4', 'MARCO', 'GPX2', 'LBP', 'IL20', 'COL23A1', 'INHA', 'FOXD1', 'NOS2', 'PKNOX2', 'BTLA', 'TNFRSF17', 'CRISP3', 'ADH1C', 'KLHL14', 'AVPR2', 'CXCL2', 'GLOD5', 'MYBPC1', 'PARP15', 'GPLD1', 'PFN1P2', 'GPR55', 'CST9', 'SLCO4C1', 'STEAP1B', 'BCL2L14', 'SLC23A1', 'C2ORF40', 'DHRS4L1', 'SCN3A', 'AMH', 'CXCR2P1', 'ZNF98', 'VAT1L', 'ULBP2', 'VSIG2', 'ZNF454', 'RNF212', 'TPSG1', 'VGLL1', 'CYSLTR2', 'HAP1', 'P2RX1', 'FAM218A', 'SYN2', 'EMILIN3', 'DBIL5P', 'TMEM105', 'ORM1', 'FAM178B', 'DKK1', 'ZNF488', 'IL23A', 'DPY19L2P2', 'AMBP', 'PRKG2', 'CXCL1', 'SIGLEC17P', 'CRYM', 'SUCNR1', 'DEPDC4', 'SPDYE1', 'FABP7', 'LRRC2', 'GPBAR1', 'CTCFL', 'BRINP1', 'BDKRB1', 'LRGUK', 'XIRP1', 'ADAMTS18', 'VWDE', 'LINC00930', 'FUT6', 'RERGL', 'TENM1', 'BMPER', 'HCG27', 'CLEC12A', 'RDM1', 'CYP4F8', 'CDR1', 'KIAA0319', 'NUGGC', 'CECR2', 'SORCS1', 'FAM184B', 'PCDHGA3', 'PKD1L1', 'SSUH2', 'WSCD2', 'CBLN2', 'ECEL1', 'SPESP1', 'SEC14L5', 'ABHD11.AS1', 'FSCN2', 'DMRT2', 'CCL17', 'ZNF732', 'FAM162B', 'PIANP', 'HOXD4', 'GNB3', 'TMEM217', 'CTSG', 'GRIA3', 'RSPO1', 'RGS6', 'SERPINA6', 'ADAMTS19', 'IL1R2', 'MT1A', 'RNF175', 'ADAM32', 'COL2A1', 'CHRNB2', 'FLJ12825', 'POM121L9P', 'PFKFB1', 'RASL10A', 'HECTD2.AS1', 'PRSS21', 'DIRC3', 'LRRC16B', 'CYP46A1', 'SMIM5', 'FOXC2', 'CAPN11', 'ZNF804A', 'IGF2BP3', 'TBX21', 'TRAT1', 'PART1', 'HIST1H2BE', 'LOC100126784', 'CYSRT1', 'VIPR2', 'GPR87', 'ULBP1', 'SLC26A10', 'HS3ST3B1', 'SLC13A2', 'XKR9', 'CA9', 'HTR7', 'HOGA1', 'EMX1', 'WIPF3', 'CEP83.AS1', 'ZSCAN1', 'ZBTB16', 'CITED1', 'OTUD7A', 'TMEM40', 'CYP26A1', 'TMSB15A', 'WFDC3', 'MAPT.IT1', 'CDHR1', 'ANKK1', 'GZMM', 'ROPN1L', 'PVALB', 'FIRRE', 'M1AP', 'MYO3B', 'INE2', 'CRTAC1', 'MRAP2', 'IGSF22', 'RFX8', 'RBM12B.AS1', 'SPAG17', 'TTC23L', 'HEATR4', 'PYGM', 'MROH7', 'PCDHA12', 'CFAP61', 'BTC', 'KCNT2', 'ADGRB1', 'SLC27A6', 'NPAS1', 'UGT2B11', 'GPR37L1', 'NRTN', 'B3GAT1', 'OPCML', 'SRSF12', 'NWD1', 'LRRC4B', 'CIDEC', 'CCBE1', 'ADGRF1', 'CLEC4E', 'MIA', 'LINC00173', 'TMEM59L', 'HPDL', 'TSPAN8', 'RNF182', 'FRMPD1', 'GALNT13', 'SMC1B', 'KCNA6', 'KLK6', 'LSAMP', 'LOC613037', 'ABCC6P2', 'FASLG', 'IL11', 'NLRP7', 'DHDH', 'GAS2', 'RFPL1S', 'SCN3B', 'COL28A1', 'C15ORF56', 'FAM83A', 'PSORS1C1', 'ANO5', 'SLC16A11', 'PTCHD1', 'SLC6A14', 'SLC24A5', 'C9ORF47', 'ADGRG2', 'TMPRSS4', 'TUSC5', 'LINC00908', 'RUFY4', 'CYP4F12', 'INTS4P2', 'PIK3C2G', 'IGSF1', 'KCNQ3', 'LOC100133669', 'VENTX', 'MYOM2', 'FAM157A', 'NBPF4', 'EBF2', 'MAG', 'DSCAML1', 'PCDHA5', 'PTPRN', 'KLK7', 'CDKN2B.AS1', 'DLX2', 'SYT6', 'SFTPA2', 'CNTN2', 'ZBTB20', 'FAM19A2', 'NKX3.2', 'DLX5', 'PLAC1', 'CCNI2', 'BRE.AS1', 'OR2W3', 'SLC6A17', 'RYR3', 'GHRLOS', 'ABCC2', 'PTPRR', 'ABCD2', 'TFAP2E', 'CD160', 'GRIA2', 'CD1A', 'DEFB1', 'CCDC144A', 'RGS9', 'DLK2', 'CACNA1I', 'GGT3P', 'CDKL2', 'MYO16', 'PWAR5', 'DCX', 'SLC6A11', 'WDR17', 'MSMB', 'CABP4', 'BTBD19', 'CHRFAM7A', 'MMP12', 'CHRNA10', 'TCEAL2', 'FKBP1AP1', 'UNC13A', 'AGBL4', 'SLC39A2', 'XCL2', 'LY6H', 'S100A7', 'TUBAL3', 'SPAG8', 'ZNF727', 'LINC00202.1', 'KCNH3', 'ARL9', 'TM6SF2', 'MAK', 'SNORD116.4', 'TCN1', 'P2RY12', 'GRID2IP', 'MPL', 'HRCT1', 'PCBP3', 'SYCE3', 'TCTEX1D1', 'ELOVL3', 'GPM6A', 'CD70', 'NOX5', 'SLC46A2', 'SYCE2', 'GRIN2A', 'ARMC3', 'JAKMIP1', 'PGLYRP2', 'TIGD4', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'KLF3.AS1', 'SOSTDC1', 'ASIC3', 'LONRF3', 'LRRC43', 'AGAP7P', 'ACY3', 'THPO', 'BEX1', 'PRPH2', 'LOC400927', 'AKR1E2', 'SCN9A', 'SCN2A', 'KLK10', 'ACHE', 'CEACAM7', 'RIMS2', 'OLFM4', 'CTAGE11P', 'TMEM145', 'CD40LG', 'C6ORF52', 'HRC', 'BEGAIN', 'VN1R1', 'GPR82', 'CXADRP3', 'PAH', 'CHODL', 'TTBK1', 'LOC285593', 'MLLT4.AS1', 'CHST9', 'TTYH1', 'HIST1H2BH', 'APOBEC3A', 'GABRB3', 'ADGRL3', 'SLC25A34', 'BRSK2', 'TRH', 'MAPK4', 'CAMK4', 'DGCR5', 'C8ORF46', 'DNASE1L2', 'ST8SIA2', 'EPYC', 'GBP6', 'MUC15', 'GPR63', 'CAPSL', 'SLC35F3', 'ANKLE1', 'IL17D', 'ROBO2', 'AIM1L', 'ASGR1', 'PCDHA1', 'TNFSF11', 'RMRP', 'FAM201A', 'HAMP', 'MYO15A', 'DUSP9', 'FAM159A', 'NMU', 'CHKB.AS1', 'PTX3', 'DCLK3', 'RHCE', 'NEK5', 'TDRD6', 'LYG1', 'MTUS2', 'KCNK17', 'ROPN1B', 'RUNDC3A', 'LOC100132215', 'CYP2E1', 'C1QL3', 'UCKL1.AS1', 'PNMA6A', 'LINC00961', 'CYTL1', 'FOLR1', 'RRN3P1', 'XCL1', 'SIGLEC6', 'LINC00689', 'RRN3P2', 'HBA1', 'ATP13A4', 'THSD7B', 'SLC2A14', 'ADRA2B', 'MT1L', 'ZMAT4', 'TMEM150B', 'IL1RL1', 'KISS1R', 'CCR10', 'KIF19', 'IL24', 'GLI1', 'GPR173', 'ARRDC3.AS1', 'DPEP1', 'LIN7A', 'TTLL9', 'PRRT4', 'NIPAL4', 'KIAA1210', 'GPR135', 'WBP2NL', 'A2ML1', 'RHBG', 'B3GALT5', 'PCDHB18P', 'GNMT', 'RRAD', 'CBLN1', 'FIGF', 'DPF3', 'LOC90246', 'OXGR1', 'CD300LB', 'CNTNAP3', 'IL18RAP', 'MAP7D2', 'CACNA2D3', 'DPY19L2P4', 'MS4A8', 'SLC5A8', 'HIST1H1D', 'RAB39A', 'TRIM7', 'LRRC24', 'AIM2', 'PCDH20', 'GABRB2', 'DNAH11', 'TIFAB', 'PON3', 'KLK8', 'FOXN1', 'PHKG1', 'WFIKKN1', 'MASP2', 'CD19', 'GPR171', 'WNT10A', 'FREM2', 'LINC00669', 'ANK1', 'DCST2', 'C19ORF45', 'CRB2', 'CLCA2', 'KCNB1', 'SLC26A3', 'SEPHS1P1', 'HIST1H2AG', 'UCA1', 'LINC01465', 'LINC00685', 'TYMSOS', 'RASAL1', 'CD1E', 'ANO2', 'RIC3', 'COLCA1', 'CST2', 'HNRNPCL3', 'NEURL3', 'LOC646999', 'MED12L', 'TTC41P', 'PCDHGC5', 'EYA1', 'STXBP6', 'RAB3B', 'CLPSL1', 'MYEOV', 'NRXN1', 'FAM182B', 'SEC14L1P1', 'IL6', 'MAPT.AS1', 'ARHGEF33', 'VSTM2A', 'TDRD9', 'AJAP1', 'ZNF676', 'CR2', 'CLDN14', 'CXCR2', 'LPAR4', 'KIF4B', 'PATL2', 'FNDC8', 'CLEC4F', 'MSLN', 'KCNRG', 'MKX', 'ABHD1', 'C9ORF117', 'PDCD1', 'MAGEL2', 'NDP', 'VIT', 'HAPLN1', 'SEZ6L', 'DMRTC1B', 'POU3F1', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003025178489952651
		RMSE:  0.20883135309817671
		NRMSE:  0.14651130458142275
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.766266116724594e-05
		RMSE:  0.2045852237570374
		NRMSE:  0.1565890990172577
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.219937747180309e-15
		NRMSE:  8.558804422604178e-16
		MAPE:  5.9919351775493295e-12
		Pearson Correlation:  0.1012520968417881
		Spearman Correlation:  0.12598283094332263
		Coefficient of Determination:  -1.0915245460829084
		RMSE:  0.29586475000163415
		NRMSE:  0.22645425599622976
		MAPE:  918.7335204958913

	Predictor:  ElasticNet
		Pearson Correlation:  0.6324160966197283
		Spearman Correlation:  0.6387912434435741
		Coefficient of Determination:  0.3555586732327469
		RMSE:  0.16761840858072188
		NRMSE:  0.11759724461239399
		MAPE:  494.7059653342761
		Pearson Correlation:  0.4405519631478129
		Spearman Correlation:  0.5000000000000001
		Coefficient of Determination:  0.18340038780105394
		RMSE:  0.18486995145267876
		NRMSE:  0.14149907115343835
		MAPE:  443.06045571087196

	Predictor:  RandomForests
		Pearson Correlation:  0.5437017048059649
		Spearman Correlation:  0.5593451539293437
		Coefficient of Determination:  0.24551589453636002
		RMSE:  0.1813656634799313
		NRMSE:  0.12724200446198244
		MAPE:  433.184633256312
		Pearson Correlation:  0.4635869512231812
		Spearman Correlation:  0.50051214515657
		Coefficient of Determination:  0.1860947390359302
		RMSE:  0.18456471243170505
		NRMSE:  0.14126544185020018
		MAPE:  310.44597866161524

Protein:  PTEN
x_train_column_count:  1002
x_train columns:  ['DES', 'SOX15', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'CATSPER3', 'C4ORF36', 'ALOX15', 'PCDHGA1', 'MST1L', 'NPTX1', 'TAT', 'TMEM200C', 'PPP2R2B', 'MUC6', 'ACTA1', 'CA14', 'LEP', 'ABCA10', 'MPZ', 'FIBCD1', 'C10ORF55', 'GRIK4', 'TUBA3E', 'CYP4F35P', 'GLDC', 'ANP32AP1', 'C1ORF228', 'FDCSP', 'LOC100272216', 'MOGAT2', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'BMX', 'FBLL1', 'CACNA1F', 'IRX6', 'PDE6G', 'CCL13', 'LOC399815', 'MAST1', 'SLC26A4', 'LRFN2', 'LINC00922', 'XKRX', 'FOXP2', 'PCDHA2', 'KIAA0125', 'CFAP57', 'C1ORF186', 'FOXF1', 'GIPR', 'ALG1L', 'ASB14', 'LINC01139', 'CADM2', 'TSSK4', 'HHIPL2', 'ZNF280B', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'PDZRN4', 'ASAH2B', 'MAT1A', 'RNASE2', 'TMEM35', 'LRFN5', 'C2CD4B', 'DNAJC5B', 'CERS1', 'HSD17B2', 'BRINP2', 'C10ORF95', 'WNK3', 'DNAI1', 'LGR5', 'FCGR3B', 'PTCHD2', 'PCDHAC1', 'GDF6', 'GPR141', 'LGALS12', 'GSDMA', 'TMEM151B', 'LINGO4', 'TMEM132C', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'KRT6A', 'HIST1H2AM', 'TLL2', 'DMC1', 'ESYT3', 'NFE2', 'PCP4L1', 'IL1RL2', 'AOC1', 'MYT1', 'C19ORF26', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'AQP5', 'KIF1A', 'HAND2.AS1', 'UMODL1', 'DYDC2', 'PRAME', 'DGKI', 'PQLC2L', 'ATP8A2', 'IQSEC3', 'TGM1', 'SPSB4', 'EPHA7', 'LOC644172', 'IGDCC3', 'PKD1L2', 'C2CD4C', 'GP1BA', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'UGT2B15', 'NBPF6', 'MGAM', 'PLA2G10', 'TMEM232', 'GPR27', 'CNTF', 'SLC25A21', 'MCHR1', 'KERA', 'PRSS12', 'PLEKHD1', 'CD244', 'PTCHD4', 'SLC6A4', 'LOC100130987', 'PNMT', 'DIO3', 'FCRL3', 'L1TD1', 'LINC00242', 'STAP1', 'CST4', 'IL10', 'RGN', 'LINC00839', 'DCANP1', 'PLCXD3', 'FCRLA', 'TBC1D3H', 'SNAP25', 'SPDYA', 'C6', 'TPSD1', 'PCDHGB3', 'GFRA2', 'FLG', 'IGFL2', 'GJB3', 'C1GALT1C1L', 'DLGAP1', 'GPR158', 'SFTPD', 'DNASE1L3', 'ITPKA', 'PROC', 'FAM186B', 'GDF10', 'NR6A1', 'TM4SF19', 'ZBED2', 'BCO2', 'PTH2R', 'ALOX12P2', 'C1ORF229', 'GUSBP5', 'HIST2H2BA', 'KCNG1', 'SLC17A7', 'FBXL13', 'PNPLA3', 'DOC2B', 'SULT4A1', 'BCAN', 'FAM86B2', 'PPM1N', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'FGF18', 'PRR34', 'HTR1D', 'EGOT', 'HCN2', 'LRRIQ3', 'ATP1A4', 'LCN12', 'NAALAD2', 'C10ORF82', 'KCNJ3', 'GJB5', 'ZNF660', 'RNF183', 'SLC7A4', 'LRRC31', 'ADRA1B', 'SYT8', 'PCDHA7', 'LRRIQ1', 'LTA', 'RAET1E', 'AURKAPS1', 'SLC38A4', 'TNFSF15', 'TRPA1', 'CNGA1', 'FBXO24', 'LY6G6C', 'C4ORF47', 'MAL', 'SCGB3A1', 'KLK11', 'GRM8', 'PTGDR', 'TUBA3D', 'ACSL6', 'RP1', 'RPL13AP3', 'LINC01119', 'IQUB', 'NKPD1', 'LINC01341', 'SOX8', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'PPP1R3G', 'C19ORF18', 'FXYD1', 'RNF138P1', 'CCIN', 'MYCBPAP', 'ETV2', 'XPNPEP2', 'TEKT3', 'STKLD1', 'SLC30A8', 'UGT8', 'SLC28A3', 'CCR8', 'METTL7B', 'HEPACAM2', 'UBE2Q2P1', 'TEX14', 'PLP1', 'SLC25A18', 'JPH4', 'IDI2.AS1', 'CASQ1', 'S100A3', 'LINC00482', 'LRIT3', 'GLIS1', 'SGK2', 'CCDC36', 'NR1I3', 'ALOXE3', 'ZNF843', 'CACNG1', 'MS4A15', 'WNT2B', 'PBX4', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'LGALS2', 'PYGO1', 'TMEM92', 'FUT9', 'ADAMTS8', 'BCHE', 'AOC2', 'GJB1', 'C9ORF43', 'CCDC151', 'FCRL6', 'PNCK', 'PITX2', 'TNNI3K', 'FAM189A1', 'DQX1', 'LPAR3', 'CKMT2', 'ABCA17P', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'NLRP12', 'C1ORF101', 'CLDN9', 'IYD', 'ZNF835', 'SLC6A20', 'OTOA', 'CA3', 'SPIB', 'FAM95B1', 'FAM90A1', 'C1ORF95', 'C2CD4A', 'RYR2', 'PCDH9', 'CCDC158', 'CLEC3A', 'SCN2B', 'CLECL1', 'PCSK1N', 'ULBP3', 'SVOPL', 'LINC01550', 'GSDMC', 'ARC', 'TAS1R3', 'CCDC65', 'IL20RB', 'DDX11L2', 'VSIG1', 'AURKC', 'TTC16', 'ZCCHC18', 'PDE1C', 'ALDH8A1', 'COLCA2', 'PCYT1B', 'MYOZ1', 'BPIFB2', 'KNDC1', 'B3GALT5.AS1', 'DUOXA1', 'CRYGS', 'GSTM1', 'PPP1R36', 'KLHL4', 'LOC148709', 'LOC441455', 'CPEB1', 'OR7E91P', 'IL22RA1', 'HOXD3', 'TARP', 'FAM57B', 'LOC90768', 'CAMP', 'JPH3', 'LUZP2', 'FUT7', 'IL12RB2', 'PLA2G5', 'RIMS1', 'FLJ37201', 'LBX2', 'SCARA5', 'RELN', 'HOXB13', 'CD177', 'IGSF5', 'TUBB8', 'SLC22A18AS', 'HIST1H2BN', 'ZBED3.AS1', 'GPR18', 'ASTN1', 'ZC3H12D', 'KCNE1', 'MNX1', 'TCHH', 'CIDEA', 'ONECUT2', 'GAL', 'KCNE2', 'SP5', 'WDR72', 'BTBD8', 'CHRNA6', 'FAM135B', 'IRX4', 'C10ORF128', 'SLC16A10', 'RSPH4A', 'MGC16142', 'SCN7A', 'ALB', 'HOXB8', 'SCART1', 'LINC01124', 'CCDC183', 'CCDC7', 'MGAT5B', 'YPEL4', 'GBP1P1', 'DCSTAMP', 'CELF5', 'CXXC4', 'GRIN2C', 'GPR3', 'SKIDA1', 'OBP2B', 'CXCR5', 'SLC35F1', 'PYDC1', 'SLC30A2', 'HOXA11', 'NIPAL1', 'ATP13A5', 'CCDC153', 'FOXJ1', 'STRC', 'SRL', 'WT1', 'PCSK9', 'PCAT18', 'TNFRSF9', 'LRP1B', 'RPGRIP1', 'INSM1', 'GPR174', 'CNNM1', 'PCK1', 'NOXO1', 'SLC18A2', 'C17ORF104', 'SLC25A53', 'FOXD4', 'DMRT3', 'PPP4R4', 'MARCO', 'GPX2', 'LBP', 'IL20', 'COL23A1', 'INHA', 'FOXD1', 'NOS2', 'PKNOX2', 'BTLA', 'TNFRSF17', 'CRISP3', 'ADH1C', 'KLHL14', 'AVPR2', 'CXCL2', 'GLOD5', 'MYBPC1', 'PARP15', 'GPLD1', 'PFN1P2', 'GPR55', 'CST9', 'SLCO4C1', 'STEAP1B', 'BCL2L14', 'SLC23A1', 'C2ORF40', 'DHRS4L1', 'SCN3A', 'AMH', 'CXCR2P1', 'ZNF98', 'VAT1L', 'ULBP2', 'VSIG2', 'ZNF454', 'RNF212', 'TPSG1', 'VGLL1', 'CYSLTR2', 'HAP1', 'P2RX1', 'FAM218A', 'SYN2', 'EMILIN3', 'DBIL5P', 'TMEM105', 'ORM1', 'FAM178B', 'DKK1', 'ZNF488', 'IL23A', 'DPY19L2P2', 'AMBP', 'PRKG2', 'CXCL1', 'SIGLEC17P', 'CRYM', 'SUCNR1', 'DEPDC4', 'SPDYE1', 'FABP7', 'LRRC2', 'GPBAR1', 'CTCFL', 'BRINP1', 'BDKRB1', 'LRGUK', 'XIRP1', 'ADAMTS18', 'VWDE', 'LINC00930', 'FUT6', 'RERGL', 'TENM1', 'BMPER', 'HCG27', 'CLEC12A', 'RDM1', 'CYP4F8', 'CDR1', 'KIAA0319', 'NUGGC', 'CECR2', 'SORCS1', 'FAM184B', 'PCDHGA3', 'PKD1L1', 'SSUH2', 'WSCD2', 'CBLN2', 'ECEL1', 'SPESP1', 'SEC14L5', 'ABHD11.AS1', 'FSCN2', 'DMRT2', 'CCL17', 'ZNF732', 'FAM162B', 'PIANP', 'HOXD4', 'GNB3', 'TMEM217', 'CTSG', 'GRIA3', 'RSPO1', 'RGS6', 'SERPINA6', 'ADAMTS19', 'IL1R2', 'MT1A', 'RNF175', 'ADAM32', 'COL2A1', 'CHRNB2', 'FLJ12825', 'POM121L9P', 'PFKFB1', 'RASL10A', 'HECTD2.AS1', 'PRSS21', 'DIRC3', 'LRRC16B', 'CYP46A1', 'SMIM5', 'FOXC2', 'CAPN11', 'ZNF804A', 'IGF2BP3', 'TBX21', 'TRAT1', 'PART1', 'HIST1H2BE', 'LOC100126784', 'CYSRT1', 'VIPR2', 'GPR87', 'ULBP1', 'SLC26A10', 'HS3ST3B1', 'SLC13A2', 'XKR9', 'CA9', 'HTR7', 'HOGA1', 'EMX1', 'WIPF3', 'CEP83.AS1', 'ZSCAN1', 'ZBTB16', 'CITED1', 'OTUD7A', 'TMEM40', 'CYP26A1', 'TMSB15A', 'WFDC3', 'MAPT.IT1', 'CDHR1', 'ANKK1', 'GZMM', 'ROPN1L', 'PVALB', 'FIRRE', 'M1AP', 'MYO3B', 'INE2', 'CRTAC1', 'MRAP2', 'IGSF22', 'RFX8', 'RBM12B.AS1', 'SPAG17', 'TTC23L', 'HEATR4', 'PYGM', 'MROH7', 'PCDHA12', 'CFAP61', 'BTC', 'KCNT2', 'ADGRB1', 'SLC27A6', 'NPAS1', 'UGT2B11', 'GPR37L1', 'NRTN', 'B3GAT1', 'OPCML', 'SRSF12', 'NWD1', 'LRRC4B', 'CIDEC', 'CCBE1', 'ADGRF1', 'CLEC4E', 'MIA', 'LINC00173', 'TMEM59L', 'HPDL', 'TSPAN8', 'RNF182', 'FRMPD1', 'GALNT13', 'SMC1B', 'KCNA6', 'KLK6', 'LSAMP', 'LOC613037', 'ABCC6P2', 'FASLG', 'IL11', 'NLRP7', 'DHDH', 'GAS2', 'RFPL1S', 'SCN3B', 'COL28A1', 'C15ORF56', 'FAM83A', 'PSORS1C1', 'ANO5', 'SLC16A11', 'PTCHD1', 'SLC6A14', 'SLC24A5', 'C9ORF47', 'ADGRG2', 'TMPRSS4', 'TUSC5', 'LINC00908', 'RUFY4', 'CYP4F12', 'INTS4P2', 'PIK3C2G', 'IGSF1', 'KCNQ3', 'LOC100133669', 'VENTX', 'MYOM2', 'FAM157A', 'NBPF4', 'EBF2', 'MAG', 'DSCAML1', 'PCDHA5', 'PTPRN', 'KLK7', 'CDKN2B.AS1', 'DLX2', 'SYT6', 'SFTPA2', 'CNTN2', 'ZBTB20', 'FAM19A2', 'NKX3.2', 'DLX5', 'PLAC1', 'CCNI2', 'BRE.AS1', 'OR2W3', 'SLC6A17', 'RYR3', 'GHRLOS', 'ABCC2', 'PTPRR', 'ABCD2', 'TFAP2E', 'CD160', 'GRIA2', 'CD1A', 'DEFB1', 'CCDC144A', 'RGS9', 'DLK2', 'CACNA1I', 'GGT3P', 'CDKL2', 'MYO16', 'PWAR5', 'DCX', 'SLC6A11', 'WDR17', 'MSMB', 'CABP4', 'BTBD19', 'CHRFAM7A', 'MMP12', 'CHRNA10', 'TCEAL2', 'FKBP1AP1', 'UNC13A', 'AGBL4', 'SLC39A2', 'XCL2', 'LY6H', 'S100A7', 'TUBAL3', 'SPAG8', 'ZNF727', 'LINC00202.1', 'KCNH3', 'ARL9', 'TM6SF2', 'MAK', 'SNORD116.4', 'TCN1', 'P2RY12', 'GRID2IP', 'MPL', 'HRCT1', 'PCBP3', 'SYCE3', 'TCTEX1D1', 'ELOVL3', 'GPM6A', 'CD70', 'NOX5', 'SLC46A2', 'SYCE2', 'GRIN2A', 'ARMC3', 'JAKMIP1', 'PGLYRP2', 'TIGD4', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'KLF3.AS1', 'SOSTDC1', 'ASIC3', 'LONRF3', 'LRRC43', 'AGAP7P', 'ACY3', 'THPO', 'BEX1', 'PRPH2', 'LOC400927', 'AKR1E2', 'SCN9A', 'SCN2A', 'KLK10', 'ACHE', 'CEACAM7', 'RIMS2', 'OLFM4', 'CTAGE11P', 'TMEM145', 'CD40LG', 'C6ORF52', 'HRC', 'BEGAIN', 'VN1R1', 'GPR82', 'CXADRP3', 'PAH', 'CHODL', 'TTBK1', 'LOC285593', 'MLLT4.AS1', 'CHST9', 'TTYH1', 'HIST1H2BH', 'APOBEC3A', 'GABRB3', 'ADGRL3', 'SLC25A34', 'BRSK2', 'TRH', 'MAPK4', 'CAMK4', 'DGCR5', 'C8ORF46', 'DNASE1L2', 'ST8SIA2', 'EPYC', 'GBP6', 'MUC15', 'GPR63', 'CAPSL', 'SLC35F3', 'ANKLE1', 'IL17D', 'ROBO2', 'AIM1L', 'ASGR1', 'PCDHA1', 'TNFSF11', 'RMRP', 'FAM201A', 'HAMP', 'MYO15A', 'DUSP9', 'FAM159A', 'NMU', 'CHKB.AS1', 'PTX3', 'DCLK3', 'RHCE', 'NEK5', 'TDRD6', 'LYG1', 'MTUS2', 'KCNK17', 'ROPN1B', 'RUNDC3A', 'LOC100132215', 'CYP2E1', 'C1QL3', 'UCKL1.AS1', 'PNMA6A', 'LINC00961', 'CYTL1', 'FOLR1', 'RRN3P1', 'XCL1', 'SIGLEC6', 'LINC00689', 'RRN3P2', 'HBA1', 'ATP13A4', 'THSD7B', 'SLC2A14', 'ADRA2B', 'MT1L', 'ZMAT4', 'TMEM150B', 'IL1RL1', 'KISS1R', 'CCR10', 'KIF19', 'IL24', 'GLI1', 'GPR173', 'ARRDC3.AS1', 'DPEP1', 'LIN7A', 'TTLL9', 'PRRT4', 'NIPAL4', 'KIAA1210', 'GPR135', 'WBP2NL', 'A2ML1', 'RHBG', 'B3GALT5', 'PCDHB18P', 'GNMT', 'RRAD', 'CBLN1', 'FIGF', 'DPF3', 'LOC90246', 'OXGR1', 'CD300LB', 'CNTNAP3', 'IL18RAP', 'MAP7D2', 'CACNA2D3', 'DPY19L2P4', 'MS4A8', 'SLC5A8', 'HIST1H1D', 'RAB39A', 'TRIM7', 'LRRC24', 'AIM2', 'PCDH20', 'GABRB2', 'DNAH11', 'TIFAB', 'PON3', 'KLK8', 'FOXN1', 'PHKG1', 'WFIKKN1', 'MASP2', 'CD19', 'GPR171', 'WNT10A', 'FREM2', 'LINC00669', 'ANK1', 'DCST2', 'C19ORF45', 'CRB2', 'CLCA2', 'KCNB1', 'SLC26A3', 'SEPHS1P1', 'HIST1H2AG', 'UCA1', 'LINC01465', 'LINC00685', 'TYMSOS', 'RASAL1', 'CD1E', 'ANO2', 'RIC3', 'COLCA1', 'CST2', 'HNRNPCL3', 'NEURL3', 'LOC646999', 'MED12L', 'TTC41P', 'PCDHGC5', 'EYA1', 'STXBP6', 'RAB3B', 'CLPSL1', 'MYEOV', 'NRXN1', 'FAM182B', 'SEC14L1P1', 'IL6', 'MAPT.AS1', 'ARHGEF33', 'VSTM2A', 'TDRD9', 'AJAP1', 'ZNF676', 'CR2', 'CLDN14', 'CXCR2', 'LPAR4', 'KIF4B', 'PATL2', 'FNDC8', 'CLEC4F', 'MSLN', 'KCNRG', 'MKX', 'ABHD1', 'C9ORF117', 'PDCD1', 'MAGEL2', 'NDP', 'VIT', 'HAPLN1', 'SEZ6L', 'DMRTC1B', 'POU3F1', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.042477457330321045
		RMSE:  0.639641264822803
		NRMSE:  0.10001427016227082
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.028094267476815427
		RMSE:  0.5035947533045023
		NRMSE:  0.16597282753427667
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.458230587102
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389449
		RMSE:  0.49877990548911916
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809618

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  3.5445791553763445e-15
		NRMSE:  5.542301861271745e-16
		MAPE:  6.9856793392242085e-12
		Pearson Correlation:  -0.02496370863123841
		Spearman Correlation:  -0.008525997463662083
		Coefficient of Determination:  -2.1000978085190667
		RMSE:  0.874485123996875
		NRMSE:  0.28820945356168837
		MAPE:  537.3112006396394

	Predictor:  ElasticNet
		Pearson Correlation:  0.8615516326764419
		Spearman Correlation:  0.8176451752989738
		Coefficient of Determination:  0.6650869407652117
		RMSE:  0.3625510591976149
		NRMSE:  0.05668846207452347
		MAPE:  372.1023544969989
		Pearson Correlation:  0.08794347595808066
		Spearman Correlation:  0.0973563554775144
		Coefficient of Determination:  -0.36262886344009404
		RMSE:  0.5797670374357289
		NRMSE:  0.1910773968214781
		MAPE:  307.90710787169735

	Predictor:  RandomForests
		Pearson Correlation:  0.5328451149802149
		Spearman Correlation:  0.5124173270839215
		Coefficient of Determination:  0.17406229881433444
		RMSE:  0.569346666769872
		NRMSE:  0.08902301098739301
		MAPE:  420.9024955947794
		Pearson Correlation:  0.12498949344115774
		Spearman Correlation:  0.17902643644522487
		Coefficient of Determination:  -0.005040813943609557
		RMSE:  0.4979165676603581
		NRMSE:  0.16410143288522774
		MAPE:  171.10688484162202

Protein:  BRCA2
x_train_column_count:  1002
x_train columns:  ['DES', 'SOX15', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'CATSPER3', 'C4ORF36', 'ALOX15', 'PCDHGA1', 'MST1L', 'NPTX1', 'TAT', 'TMEM200C', 'PPP2R2B', 'MUC6', 'ACTA1', 'CA14', 'LEP', 'ABCA10', 'MPZ', 'FIBCD1', 'C10ORF55', 'GRIK4', 'TUBA3E', 'CYP4F35P', 'GLDC', 'ANP32AP1', 'C1ORF228', 'FDCSP', 'LOC100272216', 'MOGAT2', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'BMX', 'FBLL1', 'CACNA1F', 'IRX6', 'PDE6G', 'CCL13', 'LOC399815', 'MAST1', 'SLC26A4', 'LRFN2', 'LINC00922', 'XKRX', 'FOXP2', 'PCDHA2', 'KIAA0125', 'CFAP57', 'C1ORF186', 'FOXF1', 'GIPR', 'ALG1L', 'ASB14', 'LINC01139', 'CADM2', 'TSSK4', 'HHIPL2', 'ZNF280B', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'PDZRN4', 'ASAH2B', 'MAT1A', 'RNASE2', 'TMEM35', 'LRFN5', 'C2CD4B', 'DNAJC5B', 'CERS1', 'HSD17B2', 'BRINP2', 'C10ORF95', 'WNK3', 'DNAI1', 'LGR5', 'FCGR3B', 'PTCHD2', 'PCDHAC1', 'GDF6', 'GPR141', 'LGALS12', 'GSDMA', 'TMEM151B', 'LINGO4', 'TMEM132C', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'KRT6A', 'HIST1H2AM', 'TLL2', 'DMC1', 'ESYT3', 'NFE2', 'PCP4L1', 'IL1RL2', 'AOC1', 'MYT1', 'C19ORF26', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'AQP5', 'KIF1A', 'HAND2.AS1', 'UMODL1', 'DYDC2', 'PRAME', 'DGKI', 'PQLC2L', 'ATP8A2', 'IQSEC3', 'TGM1', 'SPSB4', 'EPHA7', 'LOC644172', 'IGDCC3', 'PKD1L2', 'C2CD4C', 'GP1BA', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'UGT2B15', 'NBPF6', 'MGAM', 'PLA2G10', 'TMEM232', 'GPR27', 'CNTF', 'SLC25A21', 'MCHR1', 'KERA', 'PRSS12', 'PLEKHD1', 'CD244', 'PTCHD4', 'SLC6A4', 'LOC100130987', 'PNMT', 'DIO3', 'FCRL3', 'L1TD1', 'LINC00242', 'STAP1', 'CST4', 'IL10', 'RGN', 'LINC00839', 'DCANP1', 'PLCXD3', 'FCRLA', 'TBC1D3H', 'SNAP25', 'SPDYA', 'C6', 'TPSD1', 'PCDHGB3', 'GFRA2', 'FLG', 'IGFL2', 'GJB3', 'C1GALT1C1L', 'DLGAP1', 'GPR158', 'SFTPD', 'DNASE1L3', 'ITPKA', 'PROC', 'FAM186B', 'GDF10', 'NR6A1', 'TM4SF19', 'ZBED2', 'BCO2', 'PTH2R', 'ALOX12P2', 'C1ORF229', 'GUSBP5', 'HIST2H2BA', 'KCNG1', 'SLC17A7', 'FBXL13', 'PNPLA3', 'DOC2B', 'SULT4A1', 'BCAN', 'FAM86B2', 'PPM1N', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'FGF18', 'PRR34', 'HTR1D', 'EGOT', 'HCN2', 'LRRIQ3', 'ATP1A4', 'LCN12', 'NAALAD2', 'C10ORF82', 'KCNJ3', 'GJB5', 'ZNF660', 'RNF183', 'SLC7A4', 'LRRC31', 'ADRA1B', 'SYT8', 'PCDHA7', 'LRRIQ1', 'LTA', 'RAET1E', 'AURKAPS1', 'SLC38A4', 'TNFSF15', 'TRPA1', 'CNGA1', 'FBXO24', 'LY6G6C', 'C4ORF47', 'MAL', 'SCGB3A1', 'KLK11', 'GRM8', 'PTGDR', 'TUBA3D', 'ACSL6', 'RP1', 'RPL13AP3', 'LINC01119', 'IQUB', 'NKPD1', 'LINC01341', 'SOX8', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'PPP1R3G', 'C19ORF18', 'FXYD1', 'RNF138P1', 'CCIN', 'MYCBPAP', 'ETV2', 'XPNPEP2', 'TEKT3', 'STKLD1', 'SLC30A8', 'UGT8', 'SLC28A3', 'CCR8', 'METTL7B', 'HEPACAM2', 'UBE2Q2P1', 'TEX14', 'PLP1', 'SLC25A18', 'JPH4', 'IDI2.AS1', 'CASQ1', 'S100A3', 'LINC00482', 'LRIT3', 'GLIS1', 'SGK2', 'CCDC36', 'NR1I3', 'ALOXE3', 'ZNF843', 'CACNG1', 'MS4A15', 'WNT2B', 'PBX4', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'LGALS2', 'PYGO1', 'TMEM92', 'FUT9', 'ADAMTS8', 'BCHE', 'AOC2', 'GJB1', 'C9ORF43', 'CCDC151', 'FCRL6', 'PNCK', 'PITX2', 'TNNI3K', 'FAM189A1', 'DQX1', 'LPAR3', 'CKMT2', 'ABCA17P', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'NLRP12', 'C1ORF101', 'CLDN9', 'IYD', 'ZNF835', 'SLC6A20', 'OTOA', 'CA3', 'SPIB', 'FAM95B1', 'FAM90A1', 'C1ORF95', 'C2CD4A', 'RYR2', 'PCDH9', 'CCDC158', 'CLEC3A', 'SCN2B', 'CLECL1', 'PCSK1N', 'ULBP3', 'SVOPL', 'LINC01550', 'GSDMC', 'ARC', 'TAS1R3', 'CCDC65', 'IL20RB', 'DDX11L2', 'VSIG1', 'AURKC', 'TTC16', 'ZCCHC18', 'PDE1C', 'ALDH8A1', 'COLCA2', 'PCYT1B', 'MYOZ1', 'BPIFB2', 'KNDC1', 'B3GALT5.AS1', 'DUOXA1', 'CRYGS', 'GSTM1', 'PPP1R36', 'KLHL4', 'LOC148709', 'LOC441455', 'CPEB1', 'OR7E91P', 'IL22RA1', 'HOXD3', 'TARP', 'FAM57B', 'LOC90768', 'CAMP', 'JPH3', 'LUZP2', 'FUT7', 'IL12RB2', 'PLA2G5', 'RIMS1', 'FLJ37201', 'LBX2', 'SCARA5', 'RELN', 'HOXB13', 'CD177', 'IGSF5', 'TUBB8', 'SLC22A18AS', 'HIST1H2BN', 'ZBED3.AS1', 'GPR18', 'ASTN1', 'ZC3H12D', 'KCNE1', 'MNX1', 'TCHH', 'CIDEA', 'ONECUT2', 'GAL', 'KCNE2', 'SP5', 'WDR72', 'BTBD8', 'CHRNA6', 'FAM135B', 'IRX4', 'C10ORF128', 'SLC16A10', 'RSPH4A', 'MGC16142', 'SCN7A', 'ALB', 'HOXB8', 'SCART1', 'LINC01124', 'CCDC183', 'CCDC7', 'MGAT5B', 'YPEL4', 'GBP1P1', 'DCSTAMP', 'CELF5', 'CXXC4', 'GRIN2C', 'GPR3', 'SKIDA1', 'OBP2B', 'CXCR5', 'SLC35F1', 'PYDC1', 'SLC30A2', 'HOXA11', 'NIPAL1', 'ATP13A5', 'CCDC153', 'FOXJ1', 'STRC', 'SRL', 'WT1', 'PCSK9', 'PCAT18', 'TNFRSF9', 'LRP1B', 'RPGRIP1', 'INSM1', 'GPR174', 'CNNM1', 'PCK1', 'NOXO1', 'SLC18A2', 'C17ORF104', 'SLC25A53', 'FOXD4', 'DMRT3', 'PPP4R4', 'MARCO', 'GPX2', 'LBP', 'IL20', 'COL23A1', 'INHA', 'FOXD1', 'NOS2', 'PKNOX2', 'BTLA', 'TNFRSF17', 'CRISP3', 'ADH1C', 'KLHL14', 'AVPR2', 'CXCL2', 'GLOD5', 'MYBPC1', 'PARP15', 'GPLD1', 'PFN1P2', 'GPR55', 'CST9', 'SLCO4C1', 'STEAP1B', 'BCL2L14', 'SLC23A1', 'C2ORF40', 'DHRS4L1', 'SCN3A', 'AMH', 'CXCR2P1', 'ZNF98', 'VAT1L', 'ULBP2', 'VSIG2', 'ZNF454', 'RNF212', 'TPSG1', 'VGLL1', 'CYSLTR2', 'HAP1', 'P2RX1', 'FAM218A', 'SYN2', 'EMILIN3', 'DBIL5P', 'TMEM105', 'ORM1', 'FAM178B', 'DKK1', 'ZNF488', 'IL23A', 'DPY19L2P2', 'AMBP', 'PRKG2', 'CXCL1', 'SIGLEC17P', 'CRYM', 'SUCNR1', 'DEPDC4', 'SPDYE1', 'FABP7', 'LRRC2', 'GPBAR1', 'CTCFL', 'BRINP1', 'BDKRB1', 'LRGUK', 'XIRP1', 'ADAMTS18', 'VWDE', 'LINC00930', 'FUT6', 'RERGL', 'TENM1', 'BMPER', 'HCG27', 'CLEC12A', 'RDM1', 'CYP4F8', 'CDR1', 'KIAA0319', 'NUGGC', 'CECR2', 'SORCS1', 'FAM184B', 'PCDHGA3', 'PKD1L1', 'SSUH2', 'WSCD2', 'CBLN2', 'ECEL1', 'SPESP1', 'SEC14L5', 'ABHD11.AS1', 'FSCN2', 'DMRT2', 'CCL17', 'ZNF732', 'FAM162B', 'PIANP', 'HOXD4', 'GNB3', 'TMEM217', 'CTSG', 'GRIA3', 'RSPO1', 'RGS6', 'SERPINA6', 'ADAMTS19', 'IL1R2', 'MT1A', 'RNF175', 'ADAM32', 'COL2A1', 'CHRNB2', 'FLJ12825', 'POM121L9P', 'PFKFB1', 'RASL10A', 'HECTD2.AS1', 'PRSS21', 'DIRC3', 'LRRC16B', 'CYP46A1', 'SMIM5', 'FOXC2', 'CAPN11', 'ZNF804A', 'IGF2BP3', 'TBX21', 'TRAT1', 'PART1', 'HIST1H2BE', 'LOC100126784', 'CYSRT1', 'VIPR2', 'GPR87', 'ULBP1', 'SLC26A10', 'HS3ST3B1', 'SLC13A2', 'XKR9', 'CA9', 'HTR7', 'HOGA1', 'EMX1', 'WIPF3', 'CEP83.AS1', 'ZSCAN1', 'ZBTB16', 'CITED1', 'OTUD7A', 'TMEM40', 'CYP26A1', 'TMSB15A', 'WFDC3', 'MAPT.IT1', 'CDHR1', 'ANKK1', 'GZMM', 'ROPN1L', 'PVALB', 'FIRRE', 'M1AP', 'MYO3B', 'INE2', 'CRTAC1', 'MRAP2', 'IGSF22', 'RFX8', 'RBM12B.AS1', 'SPAG17', 'TTC23L', 'HEATR4', 'PYGM', 'MROH7', 'PCDHA12', 'CFAP61', 'BTC', 'KCNT2', 'ADGRB1', 'SLC27A6', 'NPAS1', 'UGT2B11', 'GPR37L1', 'NRTN', 'B3GAT1', 'OPCML', 'SRSF12', 'NWD1', 'LRRC4B', 'CIDEC', 'CCBE1', 'ADGRF1', 'CLEC4E', 'MIA', 'LINC00173', 'TMEM59L', 'HPDL', 'TSPAN8', 'RNF182', 'FRMPD1', 'GALNT13', 'SMC1B', 'KCNA6', 'KLK6', 'LSAMP', 'LOC613037', 'ABCC6P2', 'FASLG', 'IL11', 'NLRP7', 'DHDH', 'GAS2', 'RFPL1S', 'SCN3B', 'COL28A1', 'C15ORF56', 'FAM83A', 'PSORS1C1', 'ANO5', 'SLC16A11', 'PTCHD1', 'SLC6A14', 'SLC24A5', 'C9ORF47', 'ADGRG2', 'TMPRSS4', 'TUSC5', 'LINC00908', 'RUFY4', 'CYP4F12', 'INTS4P2', 'PIK3C2G', 'IGSF1', 'KCNQ3', 'LOC100133669', 'VENTX', 'MYOM2', 'FAM157A', 'NBPF4', 'EBF2', 'MAG', 'DSCAML1', 'PCDHA5', 'PTPRN', 'KLK7', 'CDKN2B.AS1', 'DLX2', 'SYT6', 'SFTPA2', 'CNTN2', 'ZBTB20', 'FAM19A2', 'NKX3.2', 'DLX5', 'PLAC1', 'CCNI2', 'BRE.AS1', 'OR2W3', 'SLC6A17', 'RYR3', 'GHRLOS', 'ABCC2', 'PTPRR', 'ABCD2', 'TFAP2E', 'CD160', 'GRIA2', 'CD1A', 'DEFB1', 'CCDC144A', 'RGS9', 'DLK2', 'CACNA1I', 'GGT3P', 'CDKL2', 'MYO16', 'PWAR5', 'DCX', 'SLC6A11', 'WDR17', 'MSMB', 'CABP4', 'BTBD19', 'CHRFAM7A', 'MMP12', 'CHRNA10', 'TCEAL2', 'FKBP1AP1', 'UNC13A', 'AGBL4', 'SLC39A2', 'XCL2', 'LY6H', 'S100A7', 'TUBAL3', 'SPAG8', 'ZNF727', 'LINC00202.1', 'KCNH3', 'ARL9', 'TM6SF2', 'MAK', 'SNORD116.4', 'TCN1', 'P2RY12', 'GRID2IP', 'MPL', 'HRCT1', 'PCBP3', 'SYCE3', 'TCTEX1D1', 'ELOVL3', 'GPM6A', 'CD70', 'NOX5', 'SLC46A2', 'SYCE2', 'GRIN2A', 'ARMC3', 'JAKMIP1', 'PGLYRP2', 'TIGD4', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'KLF3.AS1', 'SOSTDC1', 'ASIC3', 'LONRF3', 'LRRC43', 'AGAP7P', 'ACY3', 'THPO', 'BEX1', 'PRPH2', 'LOC400927', 'AKR1E2', 'SCN9A', 'SCN2A', 'KLK10', 'ACHE', 'CEACAM7', 'RIMS2', 'OLFM4', 'CTAGE11P', 'TMEM145', 'CD40LG', 'C6ORF52', 'HRC', 'BEGAIN', 'VN1R1', 'GPR82', 'CXADRP3', 'PAH', 'CHODL', 'TTBK1', 'LOC285593', 'MLLT4.AS1', 'CHST9', 'TTYH1', 'HIST1H2BH', 'APOBEC3A', 'GABRB3', 'ADGRL3', 'SLC25A34', 'BRSK2', 'TRH', 'MAPK4', 'CAMK4', 'DGCR5', 'C8ORF46', 'DNASE1L2', 'ST8SIA2', 'EPYC', 'GBP6', 'MUC15', 'GPR63', 'CAPSL', 'SLC35F3', 'ANKLE1', 'IL17D', 'ROBO2', 'AIM1L', 'ASGR1', 'PCDHA1', 'TNFSF11', 'RMRP', 'FAM201A', 'HAMP', 'MYO15A', 'DUSP9', 'FAM159A', 'NMU', 'CHKB.AS1', 'PTX3', 'DCLK3', 'RHCE', 'NEK5', 'TDRD6', 'LYG1', 'MTUS2', 'KCNK17', 'ROPN1B', 'RUNDC3A', 'LOC100132215', 'CYP2E1', 'C1QL3', 'UCKL1.AS1', 'PNMA6A', 'LINC00961', 'CYTL1', 'FOLR1', 'RRN3P1', 'XCL1', 'SIGLEC6', 'LINC00689', 'RRN3P2', 'HBA1', 'ATP13A4', 'THSD7B', 'SLC2A14', 'ADRA2B', 'MT1L', 'ZMAT4', 'TMEM150B', 'IL1RL1', 'KISS1R', 'CCR10', 'KIF19', 'IL24', 'GLI1', 'GPR173', 'ARRDC3.AS1', 'DPEP1', 'LIN7A', 'TTLL9', 'PRRT4', 'NIPAL4', 'KIAA1210', 'GPR135', 'WBP2NL', 'A2ML1', 'RHBG', 'B3GALT5', 'PCDHB18P', 'GNMT', 'RRAD', 'CBLN1', 'FIGF', 'DPF3', 'LOC90246', 'OXGR1', 'CD300LB', 'CNTNAP3', 'IL18RAP', 'MAP7D2', 'CACNA2D3', 'DPY19L2P4', 'MS4A8', 'SLC5A8', 'HIST1H1D', 'RAB39A', 'TRIM7', 'LRRC24', 'AIM2', 'PCDH20', 'GABRB2', 'DNAH11', 'TIFAB', 'PON3', 'KLK8', 'FOXN1', 'PHKG1', 'WFIKKN1', 'MASP2', 'CD19', 'GPR171', 'WNT10A', 'FREM2', 'LINC00669', 'ANK1', 'DCST2', 'C19ORF45', 'CRB2', 'CLCA2', 'KCNB1', 'SLC26A3', 'SEPHS1P1', 'HIST1H2AG', 'UCA1', 'LINC01465', 'LINC00685', 'TYMSOS', 'RASAL1', 'CD1E', 'ANO2', 'RIC3', 'COLCA1', 'CST2', 'HNRNPCL3', 'NEURL3', 'LOC646999', 'MED12L', 'TTC41P', 'PCDHGC5', 'EYA1', 'STXBP6', 'RAB3B', 'CLPSL1', 'MYEOV', 'NRXN1', 'FAM182B', 'SEC14L1P1', 'IL6', 'MAPT.AS1', 'ARHGEF33', 'VSTM2A', 'TDRD9', 'AJAP1', 'ZNF676', 'CR2', 'CLDN14', 'CXCR2', 'LPAR4', 'KIF4B', 'PATL2', 'FNDC8', 'CLEC4F', 'MSLN', 'KCNRG', 'MKX', 'ABHD1', 'C9ORF117', 'PDCD1', 'MAGEL2', 'NDP', 'VIT', 'HAPLN1', 'SEZ6L', 'DMRTC1B', 'POU3F1', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026562361008646285
		RMSE:  0.19787350383771835
		NRMSE:  0.12800221484333532
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00017758204834872338
		RMSE:  0.18475106890837595
		NRMSE:  0.18489898809885505
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.9999999031343205
		Coefficient of Determination:  1.0
		RMSE:  1.3322713709444598e-15
		NRMSE:  8.618318417867464e-16
		MAPE:  3.926041435743059e-12
		Pearson Correlation:  0.06406831627542263
		Spearman Correlation:  0.05432891221459533
		Coefficient of Determination:  -1.512660544506443
		RMSE:  0.29282982762402
		NRMSE:  0.29306427904725785
		MAPE:  449.2947406695912

	Predictor:  ElasticNet
		Pearson Correlation:  0.5970245401896764
		Spearman Correlation:  0.5668370605085278
		Coefficient of Determination:  0.27088775832790013
		RMSE:  0.16873641176820095
		NRMSE:  0.1091537472786675
		MAPE:  197.18690355693326
		Pearson Correlation:  0.3358136603323473
		Spearman Correlation:  0.32431021889378675
		Coefficient of Determination:  0.09665897897836695
		RMSE:  0.17557968591321624
		NRMSE:  0.17572026212291458
		MAPE:  125.28185872784181

	Predictor:  RandomForests
		Pearson Correlation:  0.5534601681887167
		Spearman Correlation:  0.5337480140355302
		Coefficient of Determination:  0.16194881941451422
		RMSE:  0.18090346508443683
		NRMSE:  0.11702448157299938
		MAPE:  163.47751630137276
		Pearson Correlation:  0.25799173065272984
		Spearman Correlation:  0.25895310085998774
		Coefficient of Determination:  0.053854786257907517
		RMSE:  0.17969140320964405
		NRMSE:  0.17983527142678551
		MAPE:  114.71277613965523

Protein:  CDKN2A
x_train_column_count:  1002
x_train columns:  ['DES', 'SOX15', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'CATSPER3', 'C4ORF36', 'ALOX15', 'PCDHGA1', 'MST1L', 'NPTX1', 'TAT', 'TMEM200C', 'PPP2R2B', 'MUC6', 'ACTA1', 'CA14', 'LEP', 'ABCA10', 'MPZ', 'FIBCD1', 'C10ORF55', 'GRIK4', 'TUBA3E', 'CYP4F35P', 'GLDC', 'ANP32AP1', 'C1ORF228', 'FDCSP', 'LOC100272216', 'MOGAT2', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'BMX', 'FBLL1', 'CACNA1F', 'IRX6', 'PDE6G', 'CCL13', 'LOC399815', 'MAST1', 'SLC26A4', 'LRFN2', 'LINC00922', 'XKRX', 'FOXP2', 'PCDHA2', 'KIAA0125', 'CFAP57', 'C1ORF186', 'FOXF1', 'GIPR', 'ALG1L', 'ASB14', 'LINC01139', 'CADM2', 'TSSK4', 'HHIPL2', 'ZNF280B', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'PDZRN4', 'ASAH2B', 'MAT1A', 'RNASE2', 'TMEM35', 'LRFN5', 'C2CD4B', 'DNAJC5B', 'CERS1', 'HSD17B2', 'BRINP2', 'C10ORF95', 'WNK3', 'DNAI1', 'LGR5', 'FCGR3B', 'PTCHD2', 'PCDHAC1', 'GDF6', 'GPR141', 'LGALS12', 'GSDMA', 'TMEM151B', 'LINGO4', 'TMEM132C', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'KRT6A', 'HIST1H2AM', 'TLL2', 'DMC1', 'ESYT3', 'NFE2', 'PCP4L1', 'IL1RL2', 'AOC1', 'MYT1', 'C19ORF26', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'AQP5', 'KIF1A', 'HAND2.AS1', 'UMODL1', 'DYDC2', 'PRAME', 'DGKI', 'PQLC2L', 'ATP8A2', 'IQSEC3', 'TGM1', 'SPSB4', 'EPHA7', 'LOC644172', 'IGDCC3', 'PKD1L2', 'C2CD4C', 'GP1BA', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'UGT2B15', 'NBPF6', 'MGAM', 'PLA2G10', 'TMEM232', 'GPR27', 'CNTF', 'SLC25A21', 'MCHR1', 'KERA', 'PRSS12', 'PLEKHD1', 'CD244', 'PTCHD4', 'SLC6A4', 'LOC100130987', 'PNMT', 'DIO3', 'FCRL3', 'L1TD1', 'LINC00242', 'STAP1', 'CST4', 'IL10', 'RGN', 'LINC00839', 'DCANP1', 'PLCXD3', 'FCRLA', 'TBC1D3H', 'SNAP25', 'SPDYA', 'C6', 'TPSD1', 'PCDHGB3', 'GFRA2', 'FLG', 'IGFL2', 'GJB3', 'C1GALT1C1L', 'DLGAP1', 'GPR158', 'SFTPD', 'DNASE1L3', 'ITPKA', 'PROC', 'FAM186B', 'GDF10', 'NR6A1', 'TM4SF19', 'ZBED2', 'BCO2', 'PTH2R', 'ALOX12P2', 'C1ORF229', 'GUSBP5', 'HIST2H2BA', 'KCNG1', 'SLC17A7', 'FBXL13', 'PNPLA3', 'DOC2B', 'SULT4A1', 'BCAN', 'FAM86B2', 'PPM1N', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'FGF18', 'PRR34', 'HTR1D', 'EGOT', 'HCN2', 'LRRIQ3', 'ATP1A4', 'LCN12', 'NAALAD2', 'C10ORF82', 'KCNJ3', 'GJB5', 'ZNF660', 'RNF183', 'SLC7A4', 'LRRC31', 'ADRA1B', 'SYT8', 'PCDHA7', 'LRRIQ1', 'LTA', 'RAET1E', 'AURKAPS1', 'SLC38A4', 'TNFSF15', 'TRPA1', 'CNGA1', 'FBXO24', 'LY6G6C', 'C4ORF47', 'MAL', 'SCGB3A1', 'KLK11', 'GRM8', 'PTGDR', 'TUBA3D', 'ACSL6', 'RP1', 'RPL13AP3', 'LINC01119', 'IQUB', 'NKPD1', 'LINC01341', 'SOX8', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'PPP1R3G', 'C19ORF18', 'FXYD1', 'RNF138P1', 'CCIN', 'MYCBPAP', 'ETV2', 'XPNPEP2', 'TEKT3', 'STKLD1', 'SLC30A8', 'UGT8', 'SLC28A3', 'CCR8', 'METTL7B', 'HEPACAM2', 'UBE2Q2P1', 'TEX14', 'PLP1', 'SLC25A18', 'JPH4', 'IDI2.AS1', 'CASQ1', 'S100A3', 'LINC00482', 'LRIT3', 'GLIS1', 'SGK2', 'CCDC36', 'NR1I3', 'ALOXE3', 'ZNF843', 'CACNG1', 'MS4A15', 'WNT2B', 'PBX4', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'LGALS2', 'PYGO1', 'TMEM92', 'FUT9', 'ADAMTS8', 'BCHE', 'AOC2', 'GJB1', 'C9ORF43', 'CCDC151', 'FCRL6', 'PNCK', 'PITX2', 'TNNI3K', 'FAM189A1', 'DQX1', 'LPAR3', 'CKMT2', 'ABCA17P', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'NLRP12', 'C1ORF101', 'CLDN9', 'IYD', 'ZNF835', 'SLC6A20', 'OTOA', 'CA3', 'SPIB', 'FAM95B1', 'FAM90A1', 'C1ORF95', 'C2CD4A', 'RYR2', 'PCDH9', 'CCDC158', 'CLEC3A', 'SCN2B', 'CLECL1', 'PCSK1N', 'ULBP3', 'SVOPL', 'LINC01550', 'GSDMC', 'ARC', 'TAS1R3', 'CCDC65', 'IL20RB', 'DDX11L2', 'VSIG1', 'AURKC', 'TTC16', 'ZCCHC18', 'PDE1C', 'ALDH8A1', 'COLCA2', 'PCYT1B', 'MYOZ1', 'BPIFB2', 'KNDC1', 'B3GALT5.AS1', 'DUOXA1', 'CRYGS', 'GSTM1', 'PPP1R36', 'KLHL4', 'LOC148709', 'LOC441455', 'CPEB1', 'OR7E91P', 'IL22RA1', 'HOXD3', 'TARP', 'FAM57B', 'LOC90768', 'CAMP', 'JPH3', 'LUZP2', 'FUT7', 'IL12RB2', 'PLA2G5', 'RIMS1', 'FLJ37201', 'LBX2', 'SCARA5', 'RELN', 'HOXB13', 'CD177', 'IGSF5', 'TUBB8', 'SLC22A18AS', 'HIST1H2BN', 'ZBED3.AS1', 'GPR18', 'ASTN1', 'ZC3H12D', 'KCNE1', 'MNX1', 'TCHH', 'CIDEA', 'ONECUT2', 'GAL', 'KCNE2', 'SP5', 'WDR72', 'BTBD8', 'CHRNA6', 'FAM135B', 'IRX4', 'C10ORF128', 'SLC16A10', 'RSPH4A', 'MGC16142', 'SCN7A', 'ALB', 'HOXB8', 'SCART1', 'LINC01124', 'CCDC183', 'CCDC7', 'MGAT5B', 'YPEL4', 'GBP1P1', 'DCSTAMP', 'CELF5', 'CXXC4', 'GRIN2C', 'GPR3', 'SKIDA1', 'OBP2B', 'CXCR5', 'SLC35F1', 'PYDC1', 'SLC30A2', 'HOXA11', 'NIPAL1', 'ATP13A5', 'CCDC153', 'FOXJ1', 'STRC', 'SRL', 'WT1', 'PCSK9', 'PCAT18', 'TNFRSF9', 'LRP1B', 'RPGRIP1', 'INSM1', 'GPR174', 'CNNM1', 'PCK1', 'NOXO1', 'SLC18A2', 'C17ORF104', 'SLC25A53', 'FOXD4', 'DMRT3', 'PPP4R4', 'MARCO', 'GPX2', 'LBP', 'IL20', 'COL23A1', 'INHA', 'FOXD1', 'NOS2', 'PKNOX2', 'BTLA', 'TNFRSF17', 'CRISP3', 'ADH1C', 'KLHL14', 'AVPR2', 'CXCL2', 'GLOD5', 'MYBPC1', 'PARP15', 'GPLD1', 'PFN1P2', 'GPR55', 'CST9', 'SLCO4C1', 'STEAP1B', 'BCL2L14', 'SLC23A1', 'C2ORF40', 'DHRS4L1', 'SCN3A', 'AMH', 'CXCR2P1', 'ZNF98', 'VAT1L', 'ULBP2', 'VSIG2', 'ZNF454', 'RNF212', 'TPSG1', 'VGLL1', 'CYSLTR2', 'HAP1', 'P2RX1', 'FAM218A', 'SYN2', 'EMILIN3', 'DBIL5P', 'TMEM105', 'ORM1', 'FAM178B', 'DKK1', 'ZNF488', 'IL23A', 'DPY19L2P2', 'AMBP', 'PRKG2', 'CXCL1', 'SIGLEC17P', 'CRYM', 'SUCNR1', 'DEPDC4', 'SPDYE1', 'FABP7', 'LRRC2', 'GPBAR1', 'CTCFL', 'BRINP1', 'BDKRB1', 'LRGUK', 'XIRP1', 'ADAMTS18', 'VWDE', 'LINC00930', 'FUT6', 'RERGL', 'TENM1', 'BMPER', 'HCG27', 'CLEC12A', 'RDM1', 'CYP4F8', 'CDR1', 'KIAA0319', 'NUGGC', 'CECR2', 'SORCS1', 'FAM184B', 'PCDHGA3', 'PKD1L1', 'SSUH2', 'WSCD2', 'CBLN2', 'ECEL1', 'SPESP1', 'SEC14L5', 'ABHD11.AS1', 'FSCN2', 'DMRT2', 'CCL17', 'ZNF732', 'FAM162B', 'PIANP', 'HOXD4', 'GNB3', 'TMEM217', 'CTSG', 'GRIA3', 'RSPO1', 'RGS6', 'SERPINA6', 'ADAMTS19', 'IL1R2', 'MT1A', 'RNF175', 'ADAM32', 'COL2A1', 'CHRNB2', 'FLJ12825', 'POM121L9P', 'PFKFB1', 'RASL10A', 'HECTD2.AS1', 'PRSS21', 'DIRC3', 'LRRC16B', 'CYP46A1', 'SMIM5', 'FOXC2', 'CAPN11', 'ZNF804A', 'IGF2BP3', 'TBX21', 'TRAT1', 'PART1', 'HIST1H2BE', 'LOC100126784', 'CYSRT1', 'VIPR2', 'GPR87', 'ULBP1', 'SLC26A10', 'HS3ST3B1', 'SLC13A2', 'XKR9', 'CA9', 'HTR7', 'HOGA1', 'EMX1', 'WIPF3', 'CEP83.AS1', 'ZSCAN1', 'ZBTB16', 'CITED1', 'OTUD7A', 'TMEM40', 'CYP26A1', 'TMSB15A', 'WFDC3', 'MAPT.IT1', 'CDHR1', 'ANKK1', 'GZMM', 'ROPN1L', 'PVALB', 'FIRRE', 'M1AP', 'MYO3B', 'INE2', 'CRTAC1', 'MRAP2', 'IGSF22', 'RFX8', 'RBM12B.AS1', 'SPAG17', 'TTC23L', 'HEATR4', 'PYGM', 'MROH7', 'PCDHA12', 'CFAP61', 'BTC', 'KCNT2', 'ADGRB1', 'SLC27A6', 'NPAS1', 'UGT2B11', 'GPR37L1', 'NRTN', 'B3GAT1', 'OPCML', 'SRSF12', 'NWD1', 'LRRC4B', 'CIDEC', 'CCBE1', 'ADGRF1', 'CLEC4E', 'MIA', 'LINC00173', 'TMEM59L', 'HPDL', 'TSPAN8', 'RNF182', 'FRMPD1', 'GALNT13', 'SMC1B', 'KCNA6', 'KLK6', 'LSAMP', 'LOC613037', 'ABCC6P2', 'FASLG', 'IL11', 'NLRP7', 'DHDH', 'GAS2', 'RFPL1S', 'SCN3B', 'COL28A1', 'C15ORF56', 'FAM83A', 'PSORS1C1', 'ANO5', 'SLC16A11', 'PTCHD1', 'SLC6A14', 'SLC24A5', 'C9ORF47', 'ADGRG2', 'TMPRSS4', 'TUSC5', 'LINC00908', 'RUFY4', 'CYP4F12', 'INTS4P2', 'PIK3C2G', 'IGSF1', 'KCNQ3', 'LOC100133669', 'VENTX', 'MYOM2', 'FAM157A', 'NBPF4', 'EBF2', 'MAG', 'DSCAML1', 'PCDHA5', 'PTPRN', 'KLK7', 'CDKN2B.AS1', 'DLX2', 'SYT6', 'SFTPA2', 'CNTN2', 'ZBTB20', 'FAM19A2', 'NKX3.2', 'DLX5', 'PLAC1', 'CCNI2', 'BRE.AS1', 'OR2W3', 'SLC6A17', 'RYR3', 'GHRLOS', 'ABCC2', 'PTPRR', 'ABCD2', 'TFAP2E', 'CD160', 'GRIA2', 'CD1A', 'DEFB1', 'CCDC144A', 'RGS9', 'DLK2', 'CACNA1I', 'GGT3P', 'CDKL2', 'MYO16', 'PWAR5', 'DCX', 'SLC6A11', 'WDR17', 'MSMB', 'CABP4', 'BTBD19', 'CHRFAM7A', 'MMP12', 'CHRNA10', 'TCEAL2', 'FKBP1AP1', 'UNC13A', 'AGBL4', 'SLC39A2', 'XCL2', 'LY6H', 'S100A7', 'TUBAL3', 'SPAG8', 'ZNF727', 'LINC00202.1', 'KCNH3', 'ARL9', 'TM6SF2', 'MAK', 'SNORD116.4', 'TCN1', 'P2RY12', 'GRID2IP', 'MPL', 'HRCT1', 'PCBP3', 'SYCE3', 'TCTEX1D1', 'ELOVL3', 'GPM6A', 'CD70', 'NOX5', 'SLC46A2', 'SYCE2', 'GRIN2A', 'ARMC3', 'JAKMIP1', 'PGLYRP2', 'TIGD4', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'KLF3.AS1', 'SOSTDC1', 'ASIC3', 'LONRF3', 'LRRC43', 'AGAP7P', 'ACY3', 'THPO', 'BEX1', 'PRPH2', 'LOC400927', 'AKR1E2', 'SCN9A', 'SCN2A', 'KLK10', 'ACHE', 'CEACAM7', 'RIMS2', 'OLFM4', 'CTAGE11P', 'TMEM145', 'CD40LG', 'C6ORF52', 'HRC', 'BEGAIN', 'VN1R1', 'GPR82', 'CXADRP3', 'PAH', 'CHODL', 'TTBK1', 'LOC285593', 'MLLT4.AS1', 'CHST9', 'TTYH1', 'HIST1H2BH', 'APOBEC3A', 'GABRB3', 'ADGRL3', 'SLC25A34', 'BRSK2', 'TRH', 'MAPK4', 'CAMK4', 'DGCR5', 'C8ORF46', 'DNASE1L2', 'ST8SIA2', 'EPYC', 'GBP6', 'MUC15', 'GPR63', 'CAPSL', 'SLC35F3', 'ANKLE1', 'IL17D', 'ROBO2', 'AIM1L', 'ASGR1', 'PCDHA1', 'TNFSF11', 'RMRP', 'FAM201A', 'HAMP', 'MYO15A', 'DUSP9', 'FAM159A', 'NMU', 'CHKB.AS1', 'PTX3', 'DCLK3', 'RHCE', 'NEK5', 'TDRD6', 'LYG1', 'MTUS2', 'KCNK17', 'ROPN1B', 'RUNDC3A', 'LOC100132215', 'CYP2E1', 'C1QL3', 'UCKL1.AS1', 'PNMA6A', 'LINC00961', 'CYTL1', 'FOLR1', 'RRN3P1', 'XCL1', 'SIGLEC6', 'LINC00689', 'RRN3P2', 'HBA1', 'ATP13A4', 'THSD7B', 'SLC2A14', 'ADRA2B', 'MT1L', 'ZMAT4', 'TMEM150B', 'IL1RL1', 'KISS1R', 'CCR10', 'KIF19', 'IL24', 'GLI1', 'GPR173', 'ARRDC3.AS1', 'DPEP1', 'LIN7A', 'TTLL9', 'PRRT4', 'NIPAL4', 'KIAA1210', 'GPR135', 'WBP2NL', 'A2ML1', 'RHBG', 'B3GALT5', 'PCDHB18P', 'GNMT', 'RRAD', 'CBLN1', 'FIGF', 'DPF3', 'LOC90246', 'OXGR1', 'CD300LB', 'CNTNAP3', 'IL18RAP', 'MAP7D2', 'CACNA2D3', 'DPY19L2P4', 'MS4A8', 'SLC5A8', 'HIST1H1D', 'RAB39A', 'TRIM7', 'LRRC24', 'AIM2', 'PCDH20', 'GABRB2', 'DNAH11', 'TIFAB', 'PON3', 'KLK8', 'FOXN1', 'PHKG1', 'WFIKKN1', 'MASP2', 'CD19', 'GPR171', 'WNT10A', 'FREM2', 'LINC00669', 'ANK1', 'DCST2', 'C19ORF45', 'CRB2', 'CLCA2', 'KCNB1', 'SLC26A3', 'SEPHS1P1', 'HIST1H2AG', 'UCA1', 'LINC01465', 'LINC00685', 'TYMSOS', 'RASAL1', 'CD1E', 'ANO2', 'RIC3', 'COLCA1', 'CST2', 'HNRNPCL3', 'NEURL3', 'LOC646999', 'MED12L', 'TTC41P', 'PCDHGC5', 'EYA1', 'STXBP6', 'RAB3B', 'CLPSL1', 'MYEOV', 'NRXN1', 'FAM182B', 'SEC14L1P1', 'IL6', 'MAPT.AS1', 'ARHGEF33', 'VSTM2A', 'TDRD9', 'AJAP1', 'ZNF676', 'CR2', 'CLDN14', 'CXCR2', 'LPAR4', 'KIF4B', 'PATL2', 'FNDC8', 'CLEC4F', 'MSLN', 'KCNRG', 'MKX', 'ABHD1', 'C9ORF117', 'PDCD1', 'MAGEL2', 'NDP', 'VIT', 'HAPLN1', 'SEZ6L', 'DMRTC1B', 'POU3F1', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.062199248812668806
		RMSE:  0.6624014175436462
		NRMSE:  0.14974599695798488
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10057809021042674
		RMSE:  0.783524323220729
		NRMSE:  0.21159176970584093
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6427147371513342
		NRMSE:  0.145295521001771
		MAPE:  207.86247046219444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010510594090658465
		RMSE:  0.7507796405829533
		NRMSE:  0.20274902527219912
		MAPE:  439.74244050751946

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  4.431134433077816e-15
		NRMSE:  1.0017258806550955e-15
		MAPE:  3.0734937038469502e-12
		Pearson Correlation:  0.3977544451183132
		Spearman Correlation:  0.3855087308555264
		Coefficient of Determination:  -0.24899532881867503
		RMSE:  0.8346847111200011
		NRMSE:  0.2254076994652987
		MAPE:  1890.3738887504805

	Predictor:  ElasticNet
		Pearson Correlation:  0.8675189259258507
		Spearman Correlation:  0.8563844099653006
		Coefficient of Determination:  0.6860772151089265
		RMSE:  0.3601054360638421
		NRMSE:  0.0814073552761031
		MAPE:  148.4422320638298
		Pearson Correlation:  0.5847347438109651
		Spearman Correlation:  0.5223246512535363
		Coefficient of Determination:  0.3270529329055649
		RMSE:  0.612678307399945
		NRMSE:  0.1654545793680651
		MAPE:  1115.980174786512

	Predictor:  RandomForests
		Pearson Correlation:  0.5576605566350309
		Spearman Correlation:  0.5083573865338228
		Coefficient of Determination:  0.2389346482693816
		RMSE:  0.5606982925061706
		NRMSE:  0.12675444614132939
		MAPE:  167.3574046789127
		Pearson Correlation:  0.5563647971880801
		Spearman Correlation:  0.40860891620329726
		Coefficient of Determination:  0.20015889425363798
		RMSE:  0.6679499342787053
		NRMSE:  0.18038075459862418
		MAPE:  576.8086243320224

Protein:  TP53
x_train_column_count:  1002
x_train columns:  ['DES', 'SOX15', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'CATSPER3', 'C4ORF36', 'ALOX15', 'PCDHGA1', 'MST1L', 'NPTX1', 'TAT', 'TMEM200C', 'PPP2R2B', 'MUC6', 'ACTA1', 'CA14', 'LEP', 'ABCA10', 'MPZ', 'FIBCD1', 'C10ORF55', 'GRIK4', 'TUBA3E', 'CYP4F35P', 'GLDC', 'ANP32AP1', 'C1ORF228', 'FDCSP', 'LOC100272216', 'MOGAT2', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'BMX', 'FBLL1', 'CACNA1F', 'IRX6', 'PDE6G', 'CCL13', 'LOC399815', 'MAST1', 'SLC26A4', 'LRFN2', 'LINC00922', 'XKRX', 'FOXP2', 'PCDHA2', 'KIAA0125', 'CFAP57', 'C1ORF186', 'FOXF1', 'GIPR', 'ALG1L', 'ASB14', 'LINC01139', 'CADM2', 'TSSK4', 'HHIPL2', 'ZNF280B', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'PDZRN4', 'ASAH2B', 'MAT1A', 'RNASE2', 'TMEM35', 'LRFN5', 'C2CD4B', 'DNAJC5B', 'CERS1', 'HSD17B2', 'BRINP2', 'C10ORF95', 'WNK3', 'DNAI1', 'LGR5', 'FCGR3B', 'PTCHD2', 'PCDHAC1', 'GDF6', 'GPR141', 'LGALS12', 'GSDMA', 'TMEM151B', 'LINGO4', 'TMEM132C', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'KRT6A', 'HIST1H2AM', 'TLL2', 'DMC1', 'ESYT3', 'NFE2', 'PCP4L1', 'IL1RL2', 'AOC1', 'MYT1', 'C19ORF26', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'AQP5', 'KIF1A', 'HAND2.AS1', 'UMODL1', 'DYDC2', 'PRAME', 'DGKI', 'PQLC2L', 'ATP8A2', 'IQSEC3', 'TGM1', 'SPSB4', 'EPHA7', 'LOC644172', 'IGDCC3', 'PKD1L2', 'C2CD4C', 'GP1BA', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'UGT2B15', 'NBPF6', 'MGAM', 'PLA2G10', 'TMEM232', 'GPR27', 'CNTF', 'SLC25A21', 'MCHR1', 'KERA', 'PRSS12', 'PLEKHD1', 'CD244', 'PTCHD4', 'SLC6A4', 'LOC100130987', 'PNMT', 'DIO3', 'FCRL3', 'L1TD1', 'LINC00242', 'STAP1', 'CST4', 'IL10', 'RGN', 'LINC00839', 'DCANP1', 'PLCXD3', 'FCRLA', 'TBC1D3H', 'SNAP25', 'SPDYA', 'C6', 'TPSD1', 'PCDHGB3', 'GFRA2', 'FLG', 'IGFL2', 'GJB3', 'C1GALT1C1L', 'DLGAP1', 'GPR158', 'SFTPD', 'DNASE1L3', 'ITPKA', 'PROC', 'FAM186B', 'GDF10', 'NR6A1', 'TM4SF19', 'ZBED2', 'BCO2', 'PTH2R', 'ALOX12P2', 'C1ORF229', 'GUSBP5', 'HIST2H2BA', 'KCNG1', 'SLC17A7', 'FBXL13', 'PNPLA3', 'DOC2B', 'SULT4A1', 'BCAN', 'FAM86B2', 'PPM1N', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'FGF18', 'PRR34', 'HTR1D', 'EGOT', 'HCN2', 'LRRIQ3', 'ATP1A4', 'LCN12', 'NAALAD2', 'C10ORF82', 'KCNJ3', 'GJB5', 'ZNF660', 'RNF183', 'SLC7A4', 'LRRC31', 'ADRA1B', 'SYT8', 'PCDHA7', 'LRRIQ1', 'LTA', 'RAET1E', 'AURKAPS1', 'SLC38A4', 'TNFSF15', 'TRPA1', 'CNGA1', 'FBXO24', 'LY6G6C', 'C4ORF47', 'MAL', 'SCGB3A1', 'KLK11', 'GRM8', 'PTGDR', 'TUBA3D', 'ACSL6', 'RP1', 'RPL13AP3', 'LINC01119', 'IQUB', 'NKPD1', 'LINC01341', 'SOX8', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'PPP1R3G', 'C19ORF18', 'FXYD1', 'RNF138P1', 'CCIN', 'MYCBPAP', 'ETV2', 'XPNPEP2', 'TEKT3', 'STKLD1', 'SLC30A8', 'UGT8', 'SLC28A3', 'CCR8', 'METTL7B', 'HEPACAM2', 'UBE2Q2P1', 'TEX14', 'PLP1', 'SLC25A18', 'JPH4', 'IDI2.AS1', 'CASQ1', 'S100A3', 'LINC00482', 'LRIT3', 'GLIS1', 'SGK2', 'CCDC36', 'NR1I3', 'ALOXE3', 'ZNF843', 'CACNG1', 'MS4A15', 'WNT2B', 'PBX4', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'LGALS2', 'PYGO1', 'TMEM92', 'FUT9', 'ADAMTS8', 'BCHE', 'AOC2', 'GJB1', 'C9ORF43', 'CCDC151', 'FCRL6', 'PNCK', 'PITX2', 'TNNI3K', 'FAM189A1', 'DQX1', 'LPAR3', 'CKMT2', 'ABCA17P', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'NLRP12', 'C1ORF101', 'CLDN9', 'IYD', 'ZNF835', 'SLC6A20', 'OTOA', 'CA3', 'SPIB', 'FAM95B1', 'FAM90A1', 'C1ORF95', 'C2CD4A', 'RYR2', 'PCDH9', 'CCDC158', 'CLEC3A', 'SCN2B', 'CLECL1', 'PCSK1N', 'ULBP3', 'SVOPL', 'LINC01550', 'GSDMC', 'ARC', 'TAS1R3', 'CCDC65', 'IL20RB', 'DDX11L2', 'VSIG1', 'AURKC', 'TTC16', 'ZCCHC18', 'PDE1C', 'ALDH8A1', 'COLCA2', 'PCYT1B', 'MYOZ1', 'BPIFB2', 'KNDC1', 'B3GALT5.AS1', 'DUOXA1', 'CRYGS', 'GSTM1', 'PPP1R36', 'KLHL4', 'LOC148709', 'LOC441455', 'CPEB1', 'OR7E91P', 'IL22RA1', 'HOXD3', 'TARP', 'FAM57B', 'LOC90768', 'CAMP', 'JPH3', 'LUZP2', 'FUT7', 'IL12RB2', 'PLA2G5', 'RIMS1', 'FLJ37201', 'LBX2', 'SCARA5', 'RELN', 'HOXB13', 'CD177', 'IGSF5', 'TUBB8', 'SLC22A18AS', 'HIST1H2BN', 'ZBED3.AS1', 'GPR18', 'ASTN1', 'ZC3H12D', 'KCNE1', 'MNX1', 'TCHH', 'CIDEA', 'ONECUT2', 'GAL', 'KCNE2', 'SP5', 'WDR72', 'BTBD8', 'CHRNA6', 'FAM135B', 'IRX4', 'C10ORF128', 'SLC16A10', 'RSPH4A', 'MGC16142', 'SCN7A', 'ALB', 'HOXB8', 'SCART1', 'LINC01124', 'CCDC183', 'CCDC7', 'MGAT5B', 'YPEL4', 'GBP1P1', 'DCSTAMP', 'CELF5', 'CXXC4', 'GRIN2C', 'GPR3', 'SKIDA1', 'OBP2B', 'CXCR5', 'SLC35F1', 'PYDC1', 'SLC30A2', 'HOXA11', 'NIPAL1', 'ATP13A5', 'CCDC153', 'FOXJ1', 'STRC', 'SRL', 'WT1', 'PCSK9', 'PCAT18', 'TNFRSF9', 'LRP1B', 'RPGRIP1', 'INSM1', 'GPR174', 'CNNM1', 'PCK1', 'NOXO1', 'SLC18A2', 'C17ORF104', 'SLC25A53', 'FOXD4', 'DMRT3', 'PPP4R4', 'MARCO', 'GPX2', 'LBP', 'IL20', 'COL23A1', 'INHA', 'FOXD1', 'NOS2', 'PKNOX2', 'BTLA', 'TNFRSF17', 'CRISP3', 'ADH1C', 'KLHL14', 'AVPR2', 'CXCL2', 'GLOD5', 'MYBPC1', 'PARP15', 'GPLD1', 'PFN1P2', 'GPR55', 'CST9', 'SLCO4C1', 'STEAP1B', 'BCL2L14', 'SLC23A1', 'C2ORF40', 'DHRS4L1', 'SCN3A', 'AMH', 'CXCR2P1', 'ZNF98', 'VAT1L', 'ULBP2', 'VSIG2', 'ZNF454', 'RNF212', 'TPSG1', 'VGLL1', 'CYSLTR2', 'HAP1', 'P2RX1', 'FAM218A', 'SYN2', 'EMILIN3', 'DBIL5P', 'TMEM105', 'ORM1', 'FAM178B', 'DKK1', 'ZNF488', 'IL23A', 'DPY19L2P2', 'AMBP', 'PRKG2', 'CXCL1', 'SIGLEC17P', 'CRYM', 'SUCNR1', 'DEPDC4', 'SPDYE1', 'FABP7', 'LRRC2', 'GPBAR1', 'CTCFL', 'BRINP1', 'BDKRB1', 'LRGUK', 'XIRP1', 'ADAMTS18', 'VWDE', 'LINC00930', 'FUT6', 'RERGL', 'TENM1', 'BMPER', 'HCG27', 'CLEC12A', 'RDM1', 'CYP4F8', 'CDR1', 'KIAA0319', 'NUGGC', 'CECR2', 'SORCS1', 'FAM184B', 'PCDHGA3', 'PKD1L1', 'SSUH2', 'WSCD2', 'CBLN2', 'ECEL1', 'SPESP1', 'SEC14L5', 'ABHD11.AS1', 'FSCN2', 'DMRT2', 'CCL17', 'ZNF732', 'FAM162B', 'PIANP', 'HOXD4', 'GNB3', 'TMEM217', 'CTSG', 'GRIA3', 'RSPO1', 'RGS6', 'SERPINA6', 'ADAMTS19', 'IL1R2', 'MT1A', 'RNF175', 'ADAM32', 'COL2A1', 'CHRNB2', 'FLJ12825', 'POM121L9P', 'PFKFB1', 'RASL10A', 'HECTD2.AS1', 'PRSS21', 'DIRC3', 'LRRC16B', 'CYP46A1', 'SMIM5', 'FOXC2', 'CAPN11', 'ZNF804A', 'IGF2BP3', 'TBX21', 'TRAT1', 'PART1', 'HIST1H2BE', 'LOC100126784', 'CYSRT1', 'VIPR2', 'GPR87', 'ULBP1', 'SLC26A10', 'HS3ST3B1', 'SLC13A2', 'XKR9', 'CA9', 'HTR7', 'HOGA1', 'EMX1', 'WIPF3', 'CEP83.AS1', 'ZSCAN1', 'ZBTB16', 'CITED1', 'OTUD7A', 'TMEM40', 'CYP26A1', 'TMSB15A', 'WFDC3', 'MAPT.IT1', 'CDHR1', 'ANKK1', 'GZMM', 'ROPN1L', 'PVALB', 'FIRRE', 'M1AP', 'MYO3B', 'INE2', 'CRTAC1', 'MRAP2', 'IGSF22', 'RFX8', 'RBM12B.AS1', 'SPAG17', 'TTC23L', 'HEATR4', 'PYGM', 'MROH7', 'PCDHA12', 'CFAP61', 'BTC', 'KCNT2', 'ADGRB1', 'SLC27A6', 'NPAS1', 'UGT2B11', 'GPR37L1', 'NRTN', 'B3GAT1', 'OPCML', 'SRSF12', 'NWD1', 'LRRC4B', 'CIDEC', 'CCBE1', 'ADGRF1', 'CLEC4E', 'MIA', 'LINC00173', 'TMEM59L', 'HPDL', 'TSPAN8', 'RNF182', 'FRMPD1', 'GALNT13', 'SMC1B', 'KCNA6', 'KLK6', 'LSAMP', 'LOC613037', 'ABCC6P2', 'FASLG', 'IL11', 'NLRP7', 'DHDH', 'GAS2', 'RFPL1S', 'SCN3B', 'COL28A1', 'C15ORF56', 'FAM83A', 'PSORS1C1', 'ANO5', 'SLC16A11', 'PTCHD1', 'SLC6A14', 'SLC24A5', 'C9ORF47', 'ADGRG2', 'TMPRSS4', 'TUSC5', 'LINC00908', 'RUFY4', 'CYP4F12', 'INTS4P2', 'PIK3C2G', 'IGSF1', 'KCNQ3', 'LOC100133669', 'VENTX', 'MYOM2', 'FAM157A', 'NBPF4', 'EBF2', 'MAG', 'DSCAML1', 'PCDHA5', 'PTPRN', 'KLK7', 'CDKN2B.AS1', 'DLX2', 'SYT6', 'SFTPA2', 'CNTN2', 'ZBTB20', 'FAM19A2', 'NKX3.2', 'DLX5', 'PLAC1', 'CCNI2', 'BRE.AS1', 'OR2W3', 'SLC6A17', 'RYR3', 'GHRLOS', 'ABCC2', 'PTPRR', 'ABCD2', 'TFAP2E', 'CD160', 'GRIA2', 'CD1A', 'DEFB1', 'CCDC144A', 'RGS9', 'DLK2', 'CACNA1I', 'GGT3P', 'CDKL2', 'MYO16', 'PWAR5', 'DCX', 'SLC6A11', 'WDR17', 'MSMB', 'CABP4', 'BTBD19', 'CHRFAM7A', 'MMP12', 'CHRNA10', 'TCEAL2', 'FKBP1AP1', 'UNC13A', 'AGBL4', 'SLC39A2', 'XCL2', 'LY6H', 'S100A7', 'TUBAL3', 'SPAG8', 'ZNF727', 'LINC00202.1', 'KCNH3', 'ARL9', 'TM6SF2', 'MAK', 'SNORD116.4', 'TCN1', 'P2RY12', 'GRID2IP', 'MPL', 'HRCT1', 'PCBP3', 'SYCE3', 'TCTEX1D1', 'ELOVL3', 'GPM6A', 'CD70', 'NOX5', 'SLC46A2', 'SYCE2', 'GRIN2A', 'ARMC3', 'JAKMIP1', 'PGLYRP2', 'TIGD4', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'KLF3.AS1', 'SOSTDC1', 'ASIC3', 'LONRF3', 'LRRC43', 'AGAP7P', 'ACY3', 'THPO', 'BEX1', 'PRPH2', 'LOC400927', 'AKR1E2', 'SCN9A', 'SCN2A', 'KLK10', 'ACHE', 'CEACAM7', 'RIMS2', 'OLFM4', 'CTAGE11P', 'TMEM145', 'CD40LG', 'C6ORF52', 'HRC', 'BEGAIN', 'VN1R1', 'GPR82', 'CXADRP3', 'PAH', 'CHODL', 'TTBK1', 'LOC285593', 'MLLT4.AS1', 'CHST9', 'TTYH1', 'HIST1H2BH', 'APOBEC3A', 'GABRB3', 'ADGRL3', 'SLC25A34', 'BRSK2', 'TRH', 'MAPK4', 'CAMK4', 'DGCR5', 'C8ORF46', 'DNASE1L2', 'ST8SIA2', 'EPYC', 'GBP6', 'MUC15', 'GPR63', 'CAPSL', 'SLC35F3', 'ANKLE1', 'IL17D', 'ROBO2', 'AIM1L', 'ASGR1', 'PCDHA1', 'TNFSF11', 'RMRP', 'FAM201A', 'HAMP', 'MYO15A', 'DUSP9', 'FAM159A', 'NMU', 'CHKB.AS1', 'PTX3', 'DCLK3', 'RHCE', 'NEK5', 'TDRD6', 'LYG1', 'MTUS2', 'KCNK17', 'ROPN1B', 'RUNDC3A', 'LOC100132215', 'CYP2E1', 'C1QL3', 'UCKL1.AS1', 'PNMA6A', 'LINC00961', 'CYTL1', 'FOLR1', 'RRN3P1', 'XCL1', 'SIGLEC6', 'LINC00689', 'RRN3P2', 'HBA1', 'ATP13A4', 'THSD7B', 'SLC2A14', 'ADRA2B', 'MT1L', 'ZMAT4', 'TMEM150B', 'IL1RL1', 'KISS1R', 'CCR10', 'KIF19', 'IL24', 'GLI1', 'GPR173', 'ARRDC3.AS1', 'DPEP1', 'LIN7A', 'TTLL9', 'PRRT4', 'NIPAL4', 'KIAA1210', 'GPR135', 'WBP2NL', 'A2ML1', 'RHBG', 'B3GALT5', 'PCDHB18P', 'GNMT', 'RRAD', 'CBLN1', 'FIGF', 'DPF3', 'LOC90246', 'OXGR1', 'CD300LB', 'CNTNAP3', 'IL18RAP', 'MAP7D2', 'CACNA2D3', 'DPY19L2P4', 'MS4A8', 'SLC5A8', 'HIST1H1D', 'RAB39A', 'TRIM7', 'LRRC24', 'AIM2', 'PCDH20', 'GABRB2', 'DNAH11', 'TIFAB', 'PON3', 'KLK8', 'FOXN1', 'PHKG1', 'WFIKKN1', 'MASP2', 'CD19', 'GPR171', 'WNT10A', 'FREM2', 'LINC00669', 'ANK1', 'DCST2', 'C19ORF45', 'CRB2', 'CLCA2', 'KCNB1', 'SLC26A3', 'SEPHS1P1', 'HIST1H2AG', 'UCA1', 'LINC01465', 'LINC00685', 'TYMSOS', 'RASAL1', 'CD1E', 'ANO2', 'RIC3', 'COLCA1', 'CST2', 'HNRNPCL3', 'NEURL3', 'LOC646999', 'MED12L', 'TTC41P', 'PCDHGC5', 'EYA1', 'STXBP6', 'RAB3B', 'CLPSL1', 'MYEOV', 'NRXN1', 'FAM182B', 'SEC14L1P1', 'IL6', 'MAPT.AS1', 'ARHGEF33', 'VSTM2A', 'TDRD9', 'AJAP1', 'ZNF676', 'CR2', 'CLDN14', 'CXCR2', 'LPAR4', 'KIF4B', 'PATL2', 'FNDC8', 'CLEC4F', 'MSLN', 'KCNRG', 'MKX', 'ABHD1', 'C9ORF117', 'PDCD1', 'MAGEL2', 'NDP', 'VIT', 'HAPLN1', 'SEZ6L', 'DMRTC1B', 'POU3F1', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05546789854165435
		RMSE:  0.4652085657713222
		NRMSE:  0.11180210665016156
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04275496084346875
		RMSE:  0.4295356456720749
		NRMSE:  0.1544592202783541
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  2.1789840570009644e-15
		NRMSE:  5.236683626534402e-16
		MAPE:  3.916700301534307e-12
		Pearson Correlation:  0.19604119209560847
		Spearman Correlation:  0.20419959028387477
		Coefficient of Determination:  -0.9856078295623765
		RMSE:  0.5927271439972583
		NRMSE:  0.21314220000620604
		MAPE:  1248.193857150084

	Predictor:  ElasticNet
		Pearson Correlation:  0.7973572073827991
		Spearman Correlation:  0.7314271834264533
		Coefficient of Determination:  0.5771850254814479
		RMSE:  0.29444241299096086
		NRMSE:  0.07076241600359551
		MAPE:  667.5094051156225
		Pearson Correlation:  0.4881651207322523
		Spearman Correlation:  0.49733684518583554
		Coefficient of Determination:  0.2362600943164328
		RMSE:  0.36760450035573455
		NRMSE:  0.13218903964750064
		MAPE:  556.0436389408072

	Predictor:  RandomForests
		Pearson Correlation:  0.5029915829893747
		Spearman Correlation:  0.5325551687321626
		Coefficient of Determination:  0.22476513012888932
		RMSE:  0.3986959624622658
		NRMSE:  0.09581734257684832
		MAPE:  596.5086028446158
		Pearson Correlation:  0.5012043295190987
		Spearman Correlation:  0.49536630572627066
		Coefficient of Determination:  0.2330521507101344
		RMSE:  0.3683757176139241
		NRMSE:  0.1324663661454652
		MAPE:  811.1548290279641

Protein:  CTNNB1
x_train_column_count:  1002
x_train columns:  ['DES', 'SOX15', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'CATSPER3', 'C4ORF36', 'ALOX15', 'PCDHGA1', 'MST1L', 'NPTX1', 'TAT', 'TMEM200C', 'PPP2R2B', 'MUC6', 'ACTA1', 'CA14', 'LEP', 'ABCA10', 'MPZ', 'FIBCD1', 'C10ORF55', 'GRIK4', 'TUBA3E', 'CYP4F35P', 'GLDC', 'ANP32AP1', 'C1ORF228', 'FDCSP', 'LOC100272216', 'MOGAT2', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'BMX', 'FBLL1', 'CACNA1F', 'IRX6', 'PDE6G', 'CCL13', 'LOC399815', 'MAST1', 'SLC26A4', 'LRFN2', 'LINC00922', 'XKRX', 'FOXP2', 'PCDHA2', 'KIAA0125', 'CFAP57', 'C1ORF186', 'FOXF1', 'GIPR', 'ALG1L', 'ASB14', 'LINC01139', 'CADM2', 'TSSK4', 'HHIPL2', 'ZNF280B', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'PDZRN4', 'ASAH2B', 'MAT1A', 'RNASE2', 'TMEM35', 'LRFN5', 'C2CD4B', 'DNAJC5B', 'CERS1', 'HSD17B2', 'BRINP2', 'C10ORF95', 'WNK3', 'DNAI1', 'LGR5', 'FCGR3B', 'PTCHD2', 'PCDHAC1', 'GDF6', 'GPR141', 'LGALS12', 'GSDMA', 'TMEM151B', 'LINGO4', 'TMEM132C', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'KRT6A', 'HIST1H2AM', 'TLL2', 'DMC1', 'ESYT3', 'NFE2', 'PCP4L1', 'IL1RL2', 'AOC1', 'MYT1', 'C19ORF26', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'AQP5', 'KIF1A', 'HAND2.AS1', 'UMODL1', 'DYDC2', 'PRAME', 'DGKI', 'PQLC2L', 'ATP8A2', 'IQSEC3', 'TGM1', 'SPSB4', 'EPHA7', 'LOC644172', 'IGDCC3', 'PKD1L2', 'C2CD4C', 'GP1BA', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'UGT2B15', 'NBPF6', 'MGAM', 'PLA2G10', 'TMEM232', 'GPR27', 'CNTF', 'SLC25A21', 'MCHR1', 'KERA', 'PRSS12', 'PLEKHD1', 'CD244', 'PTCHD4', 'SLC6A4', 'LOC100130987', 'PNMT', 'DIO3', 'FCRL3', 'L1TD1', 'LINC00242', 'STAP1', 'CST4', 'IL10', 'RGN', 'LINC00839', 'DCANP1', 'PLCXD3', 'FCRLA', 'TBC1D3H', 'SNAP25', 'SPDYA', 'C6', 'TPSD1', 'PCDHGB3', 'GFRA2', 'FLG', 'IGFL2', 'GJB3', 'C1GALT1C1L', 'DLGAP1', 'GPR158', 'SFTPD', 'DNASE1L3', 'ITPKA', 'PROC', 'FAM186B', 'GDF10', 'NR6A1', 'TM4SF19', 'ZBED2', 'BCO2', 'PTH2R', 'ALOX12P2', 'C1ORF229', 'GUSBP5', 'HIST2H2BA', 'KCNG1', 'SLC17A7', 'FBXL13', 'PNPLA3', 'DOC2B', 'SULT4A1', 'BCAN', 'FAM86B2', 'PPM1N', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'FGF18', 'PRR34', 'HTR1D', 'EGOT', 'HCN2', 'LRRIQ3', 'ATP1A4', 'LCN12', 'NAALAD2', 'C10ORF82', 'KCNJ3', 'GJB5', 'ZNF660', 'RNF183', 'SLC7A4', 'LRRC31', 'ADRA1B', 'SYT8', 'PCDHA7', 'LRRIQ1', 'LTA', 'RAET1E', 'AURKAPS1', 'SLC38A4', 'TNFSF15', 'TRPA1', 'CNGA1', 'FBXO24', 'LY6G6C', 'C4ORF47', 'MAL', 'SCGB3A1', 'KLK11', 'GRM8', 'PTGDR', 'TUBA3D', 'ACSL6', 'RP1', 'RPL13AP3', 'LINC01119', 'IQUB', 'NKPD1', 'LINC01341', 'SOX8', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'PPP1R3G', 'C19ORF18', 'FXYD1', 'RNF138P1', 'CCIN', 'MYCBPAP', 'ETV2', 'XPNPEP2', 'TEKT3', 'STKLD1', 'SLC30A8', 'UGT8', 'SLC28A3', 'CCR8', 'METTL7B', 'HEPACAM2', 'UBE2Q2P1', 'TEX14', 'PLP1', 'SLC25A18', 'JPH4', 'IDI2.AS1', 'CASQ1', 'S100A3', 'LINC00482', 'LRIT3', 'GLIS1', 'SGK2', 'CCDC36', 'NR1I3', 'ALOXE3', 'ZNF843', 'CACNG1', 'MS4A15', 'WNT2B', 'PBX4', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'LGALS2', 'PYGO1', 'TMEM92', 'FUT9', 'ADAMTS8', 'BCHE', 'AOC2', 'GJB1', 'C9ORF43', 'CCDC151', 'FCRL6', 'PNCK', 'PITX2', 'TNNI3K', 'FAM189A1', 'DQX1', 'LPAR3', 'CKMT2', 'ABCA17P', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'NLRP12', 'C1ORF101', 'CLDN9', 'IYD', 'ZNF835', 'SLC6A20', 'OTOA', 'CA3', 'SPIB', 'FAM95B1', 'FAM90A1', 'C1ORF95', 'C2CD4A', 'RYR2', 'PCDH9', 'CCDC158', 'CLEC3A', 'SCN2B', 'CLECL1', 'PCSK1N', 'ULBP3', 'SVOPL', 'LINC01550', 'GSDMC', 'ARC', 'TAS1R3', 'CCDC65', 'IL20RB', 'DDX11L2', 'VSIG1', 'AURKC', 'TTC16', 'ZCCHC18', 'PDE1C', 'ALDH8A1', 'COLCA2', 'PCYT1B', 'MYOZ1', 'BPIFB2', 'KNDC1', 'B3GALT5.AS1', 'DUOXA1', 'CRYGS', 'GSTM1', 'PPP1R36', 'KLHL4', 'LOC148709', 'LOC441455', 'CPEB1', 'OR7E91P', 'IL22RA1', 'HOXD3', 'TARP', 'FAM57B', 'LOC90768', 'CAMP', 'JPH3', 'LUZP2', 'FUT7', 'IL12RB2', 'PLA2G5', 'RIMS1', 'FLJ37201', 'LBX2', 'SCARA5', 'RELN', 'HOXB13', 'CD177', 'IGSF5', 'TUBB8', 'SLC22A18AS', 'HIST1H2BN', 'ZBED3.AS1', 'GPR18', 'ASTN1', 'ZC3H12D', 'KCNE1', 'MNX1', 'TCHH', 'CIDEA', 'ONECUT2', 'GAL', 'KCNE2', 'SP5', 'WDR72', 'BTBD8', 'CHRNA6', 'FAM135B', 'IRX4', 'C10ORF128', 'SLC16A10', 'RSPH4A', 'MGC16142', 'SCN7A', 'ALB', 'HOXB8', 'SCART1', 'LINC01124', 'CCDC183', 'CCDC7', 'MGAT5B', 'YPEL4', 'GBP1P1', 'DCSTAMP', 'CELF5', 'CXXC4', 'GRIN2C', 'GPR3', 'SKIDA1', 'OBP2B', 'CXCR5', 'SLC35F1', 'PYDC1', 'SLC30A2', 'HOXA11', 'NIPAL1', 'ATP13A5', 'CCDC153', 'FOXJ1', 'STRC', 'SRL', 'WT1', 'PCSK9', 'PCAT18', 'TNFRSF9', 'LRP1B', 'RPGRIP1', 'INSM1', 'GPR174', 'CNNM1', 'PCK1', 'NOXO1', 'SLC18A2', 'C17ORF104', 'SLC25A53', 'FOXD4', 'DMRT3', 'PPP4R4', 'MARCO', 'GPX2', 'LBP', 'IL20', 'COL23A1', 'INHA', 'FOXD1', 'NOS2', 'PKNOX2', 'BTLA', 'TNFRSF17', 'CRISP3', 'ADH1C', 'KLHL14', 'AVPR2', 'CXCL2', 'GLOD5', 'MYBPC1', 'PARP15', 'GPLD1', 'PFN1P2', 'GPR55', 'CST9', 'SLCO4C1', 'STEAP1B', 'BCL2L14', 'SLC23A1', 'C2ORF40', 'DHRS4L1', 'SCN3A', 'AMH', 'CXCR2P1', 'ZNF98', 'VAT1L', 'ULBP2', 'VSIG2', 'ZNF454', 'RNF212', 'TPSG1', 'VGLL1', 'CYSLTR2', 'HAP1', 'P2RX1', 'FAM218A', 'SYN2', 'EMILIN3', 'DBIL5P', 'TMEM105', 'ORM1', 'FAM178B', 'DKK1', 'ZNF488', 'IL23A', 'DPY19L2P2', 'AMBP', 'PRKG2', 'CXCL1', 'SIGLEC17P', 'CRYM', 'SUCNR1', 'DEPDC4', 'SPDYE1', 'FABP7', 'LRRC2', 'GPBAR1', 'CTCFL', 'BRINP1', 'BDKRB1', 'LRGUK', 'XIRP1', 'ADAMTS18', 'VWDE', 'LINC00930', 'FUT6', 'RERGL', 'TENM1', 'BMPER', 'HCG27', 'CLEC12A', 'RDM1', 'CYP4F8', 'CDR1', 'KIAA0319', 'NUGGC', 'CECR2', 'SORCS1', 'FAM184B', 'PCDHGA3', 'PKD1L1', 'SSUH2', 'WSCD2', 'CBLN2', 'ECEL1', 'SPESP1', 'SEC14L5', 'ABHD11.AS1', 'FSCN2', 'DMRT2', 'CCL17', 'ZNF732', 'FAM162B', 'PIANP', 'HOXD4', 'GNB3', 'TMEM217', 'CTSG', 'GRIA3', 'RSPO1', 'RGS6', 'SERPINA6', 'ADAMTS19', 'IL1R2', 'MT1A', 'RNF175', 'ADAM32', 'COL2A1', 'CHRNB2', 'FLJ12825', 'POM121L9P', 'PFKFB1', 'RASL10A', 'HECTD2.AS1', 'PRSS21', 'DIRC3', 'LRRC16B', 'CYP46A1', 'SMIM5', 'FOXC2', 'CAPN11', 'ZNF804A', 'IGF2BP3', 'TBX21', 'TRAT1', 'PART1', 'HIST1H2BE', 'LOC100126784', 'CYSRT1', 'VIPR2', 'GPR87', 'ULBP1', 'SLC26A10', 'HS3ST3B1', 'SLC13A2', 'XKR9', 'CA9', 'HTR7', 'HOGA1', 'EMX1', 'WIPF3', 'CEP83.AS1', 'ZSCAN1', 'ZBTB16', 'CITED1', 'OTUD7A', 'TMEM40', 'CYP26A1', 'TMSB15A', 'WFDC3', 'MAPT.IT1', 'CDHR1', 'ANKK1', 'GZMM', 'ROPN1L', 'PVALB', 'FIRRE', 'M1AP', 'MYO3B', 'INE2', 'CRTAC1', 'MRAP2', 'IGSF22', 'RFX8', 'RBM12B.AS1', 'SPAG17', 'TTC23L', 'HEATR4', 'PYGM', 'MROH7', 'PCDHA12', 'CFAP61', 'BTC', 'KCNT2', 'ADGRB1', 'SLC27A6', 'NPAS1', 'UGT2B11', 'GPR37L1', 'NRTN', 'B3GAT1', 'OPCML', 'SRSF12', 'NWD1', 'LRRC4B', 'CIDEC', 'CCBE1', 'ADGRF1', 'CLEC4E', 'MIA', 'LINC00173', 'TMEM59L', 'HPDL', 'TSPAN8', 'RNF182', 'FRMPD1', 'GALNT13', 'SMC1B', 'KCNA6', 'KLK6', 'LSAMP', 'LOC613037', 'ABCC6P2', 'FASLG', 'IL11', 'NLRP7', 'DHDH', 'GAS2', 'RFPL1S', 'SCN3B', 'COL28A1', 'C15ORF56', 'FAM83A', 'PSORS1C1', 'ANO5', 'SLC16A11', 'PTCHD1', 'SLC6A14', 'SLC24A5', 'C9ORF47', 'ADGRG2', 'TMPRSS4', 'TUSC5', 'LINC00908', 'RUFY4', 'CYP4F12', 'INTS4P2', 'PIK3C2G', 'IGSF1', 'KCNQ3', 'LOC100133669', 'VENTX', 'MYOM2', 'FAM157A', 'NBPF4', 'EBF2', 'MAG', 'DSCAML1', 'PCDHA5', 'PTPRN', 'KLK7', 'CDKN2B.AS1', 'DLX2', 'SYT6', 'SFTPA2', 'CNTN2', 'ZBTB20', 'FAM19A2', 'NKX3.2', 'DLX5', 'PLAC1', 'CCNI2', 'BRE.AS1', 'OR2W3', 'SLC6A17', 'RYR3', 'GHRLOS', 'ABCC2', 'PTPRR', 'ABCD2', 'TFAP2E', 'CD160', 'GRIA2', 'CD1A', 'DEFB1', 'CCDC144A', 'RGS9', 'DLK2', 'CACNA1I', 'GGT3P', 'CDKL2', 'MYO16', 'PWAR5', 'DCX', 'SLC6A11', 'WDR17', 'MSMB', 'CABP4', 'BTBD19', 'CHRFAM7A', 'MMP12', 'CHRNA10', 'TCEAL2', 'FKBP1AP1', 'UNC13A', 'AGBL4', 'SLC39A2', 'XCL2', 'LY6H', 'S100A7', 'TUBAL3', 'SPAG8', 'ZNF727', 'LINC00202.1', 'KCNH3', 'ARL9', 'TM6SF2', 'MAK', 'SNORD116.4', 'TCN1', 'P2RY12', 'GRID2IP', 'MPL', 'HRCT1', 'PCBP3', 'SYCE3', 'TCTEX1D1', 'ELOVL3', 'GPM6A', 'CD70', 'NOX5', 'SLC46A2', 'SYCE2', 'GRIN2A', 'ARMC3', 'JAKMIP1', 'PGLYRP2', 'TIGD4', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'KLF3.AS1', 'SOSTDC1', 'ASIC3', 'LONRF3', 'LRRC43', 'AGAP7P', 'ACY3', 'THPO', 'BEX1', 'PRPH2', 'LOC400927', 'AKR1E2', 'SCN9A', 'SCN2A', 'KLK10', 'ACHE', 'CEACAM7', 'RIMS2', 'OLFM4', 'CTAGE11P', 'TMEM145', 'CD40LG', 'C6ORF52', 'HRC', 'BEGAIN', 'VN1R1', 'GPR82', 'CXADRP3', 'PAH', 'CHODL', 'TTBK1', 'LOC285593', 'MLLT4.AS1', 'CHST9', 'TTYH1', 'HIST1H2BH', 'APOBEC3A', 'GABRB3', 'ADGRL3', 'SLC25A34', 'BRSK2', 'TRH', 'MAPK4', 'CAMK4', 'DGCR5', 'C8ORF46', 'DNASE1L2', 'ST8SIA2', 'EPYC', 'GBP6', 'MUC15', 'GPR63', 'CAPSL', 'SLC35F3', 'ANKLE1', 'IL17D', 'ROBO2', 'AIM1L', 'ASGR1', 'PCDHA1', 'TNFSF11', 'RMRP', 'FAM201A', 'HAMP', 'MYO15A', 'DUSP9', 'FAM159A', 'NMU', 'CHKB.AS1', 'PTX3', 'DCLK3', 'RHCE', 'NEK5', 'TDRD6', 'LYG1', 'MTUS2', 'KCNK17', 'ROPN1B', 'RUNDC3A', 'LOC100132215', 'CYP2E1', 'C1QL3', 'UCKL1.AS1', 'PNMA6A', 'LINC00961', 'CYTL1', 'FOLR1', 'RRN3P1', 'XCL1', 'SIGLEC6', 'LINC00689', 'RRN3P2', 'HBA1', 'ATP13A4', 'THSD7B', 'SLC2A14', 'ADRA2B', 'MT1L', 'ZMAT4', 'TMEM150B', 'IL1RL1', 'KISS1R', 'CCR10', 'KIF19', 'IL24', 'GLI1', 'GPR173', 'ARRDC3.AS1', 'DPEP1', 'LIN7A', 'TTLL9', 'PRRT4', 'NIPAL4', 'KIAA1210', 'GPR135', 'WBP2NL', 'A2ML1', 'RHBG', 'B3GALT5', 'PCDHB18P', 'GNMT', 'RRAD', 'CBLN1', 'FIGF', 'DPF3', 'LOC90246', 'OXGR1', 'CD300LB', 'CNTNAP3', 'IL18RAP', 'MAP7D2', 'CACNA2D3', 'DPY19L2P4', 'MS4A8', 'SLC5A8', 'HIST1H1D', 'RAB39A', 'TRIM7', 'LRRC24', 'AIM2', 'PCDH20', 'GABRB2', 'DNAH11', 'TIFAB', 'PON3', 'KLK8', 'FOXN1', 'PHKG1', 'WFIKKN1', 'MASP2', 'CD19', 'GPR171', 'WNT10A', 'FREM2', 'LINC00669', 'ANK1', 'DCST2', 'C19ORF45', 'CRB2', 'CLCA2', 'KCNB1', 'SLC26A3', 'SEPHS1P1', 'HIST1H2AG', 'UCA1', 'LINC01465', 'LINC00685', 'TYMSOS', 'RASAL1', 'CD1E', 'ANO2', 'RIC3', 'COLCA1', 'CST2', 'HNRNPCL3', 'NEURL3', 'LOC646999', 'MED12L', 'TTC41P', 'PCDHGC5', 'EYA1', 'STXBP6', 'RAB3B', 'CLPSL1', 'MYEOV', 'NRXN1', 'FAM182B', 'SEC14L1P1', 'IL6', 'MAPT.AS1', 'ARHGEF33', 'VSTM2A', 'TDRD9', 'AJAP1', 'ZNF676', 'CR2', 'CLDN14', 'CXCR2', 'LPAR4', 'KIF4B', 'PATL2', 'FNDC8', 'CLEC4F', 'MSLN', 'KCNRG', 'MKX', 'ABHD1', 'C9ORF117', 'PDCD1', 'MAGEL2', 'NDP', 'VIT', 'HAPLN1', 'SEZ6L', 'DMRTC1B', 'POU3F1', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.41897644861846284
		RMSE:  0.8782004120680554
		NRMSE:  0.17699587078381512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5843844136424388
		RMSE:  0.9452480588674593
		NRMSE:  0.23451795238114906
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  3.831440632498709e-15
		NRMSE:  7.722032030349898e-16
		MAPE:  3.123906408869569e-12
		Pearson Correlation:  0.19326249956210934
		Spearman Correlation:  0.15710662374402498
		Coefficient of Determination:  -0.6465249060434
		RMSE:  0.9636063775957641
		NRMSE:  0.23907268833319212
		MAPE:  464.7187396138108

	Predictor:  ElasticNet
		Pearson Correlation:  0.8919821903600752
		Spearman Correlation:  0.8777312028231463
		Coefficient of Determination:  0.7382176934182914
		RMSE:  0.37720391173336193
		NRMSE:  0.07602311944159501
		MAPE:  397.560962765241
		Pearson Correlation:  0.38310891281679693
		Spearman Correlation:  0.3302994829772705
		Coefficient of Determination:  0.0987856401542776
		RMSE:  0.7129015599761245
		NRMSE:  0.176872316770735
		MAPE:  258.1440161078364

	Predictor:  RandomForests
		Pearson Correlation:  0.5098970475481593
		Spearman Correlation:  0.533165267509774
		Coefficient of Determination:  0.20566286057944128
		RMSE:  0.6570652163462999
		NRMSE:  0.13242743744005078
		MAPE:  617.4356350486823
		Pearson Correlation:  0.46791161910762796
		Spearman Correlation:  0.4400302409521023
		Coefficient of Determination:  0.17181329030801507
		RMSE:  0.6834073447087019
		NRMSE:  0.16955474239783208
		MAPE:  259.15575567819286

Protein:  CCNE1
x_train_column_count:  1002
x_train columns:  ['DES', 'SOX15', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'CATSPER3', 'C4ORF36', 'ALOX15', 'PCDHGA1', 'MST1L', 'NPTX1', 'TAT', 'TMEM200C', 'PPP2R2B', 'MUC6', 'ACTA1', 'CA14', 'LEP', 'ABCA10', 'MPZ', 'FIBCD1', 'C10ORF55', 'GRIK4', 'TUBA3E', 'CYP4F35P', 'GLDC', 'ANP32AP1', 'C1ORF228', 'FDCSP', 'LOC100272216', 'MOGAT2', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'BMX', 'FBLL1', 'CACNA1F', 'IRX6', 'PDE6G', 'CCL13', 'LOC399815', 'MAST1', 'SLC26A4', 'LRFN2', 'LINC00922', 'XKRX', 'FOXP2', 'PCDHA2', 'KIAA0125', 'CFAP57', 'C1ORF186', 'FOXF1', 'GIPR', 'ALG1L', 'ASB14', 'LINC01139', 'CADM2', 'TSSK4', 'HHIPL2', 'ZNF280B', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'PDZRN4', 'ASAH2B', 'MAT1A', 'RNASE2', 'TMEM35', 'LRFN5', 'C2CD4B', 'DNAJC5B', 'CERS1', 'HSD17B2', 'BRINP2', 'C10ORF95', 'WNK3', 'DNAI1', 'LGR5', 'FCGR3B', 'PTCHD2', 'PCDHAC1', 'GDF6', 'GPR141', 'LGALS12', 'GSDMA', 'TMEM151B', 'LINGO4', 'TMEM132C', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'KRT6A', 'HIST1H2AM', 'TLL2', 'DMC1', 'ESYT3', 'NFE2', 'PCP4L1', 'IL1RL2', 'AOC1', 'MYT1', 'C19ORF26', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'AQP5', 'KIF1A', 'HAND2.AS1', 'UMODL1', 'DYDC2', 'PRAME', 'DGKI', 'PQLC2L', 'ATP8A2', 'IQSEC3', 'TGM1', 'SPSB4', 'EPHA7', 'LOC644172', 'IGDCC3', 'PKD1L2', 'C2CD4C', 'GP1BA', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'UGT2B15', 'NBPF6', 'MGAM', 'PLA2G10', 'TMEM232', 'GPR27', 'CNTF', 'SLC25A21', 'MCHR1', 'KERA', 'PRSS12', 'PLEKHD1', 'CD244', 'PTCHD4', 'SLC6A4', 'LOC100130987', 'PNMT', 'DIO3', 'FCRL3', 'L1TD1', 'LINC00242', 'STAP1', 'CST4', 'IL10', 'RGN', 'LINC00839', 'DCANP1', 'PLCXD3', 'FCRLA', 'TBC1D3H', 'SNAP25', 'SPDYA', 'C6', 'TPSD1', 'PCDHGB3', 'GFRA2', 'FLG', 'IGFL2', 'GJB3', 'C1GALT1C1L', 'DLGAP1', 'GPR158', 'SFTPD', 'DNASE1L3', 'ITPKA', 'PROC', 'FAM186B', 'GDF10', 'NR6A1', 'TM4SF19', 'ZBED2', 'BCO2', 'PTH2R', 'ALOX12P2', 'C1ORF229', 'GUSBP5', 'HIST2H2BA', 'KCNG1', 'SLC17A7', 'FBXL13', 'PNPLA3', 'DOC2B', 'SULT4A1', 'BCAN', 'FAM86B2', 'PPM1N', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'FGF18', 'PRR34', 'HTR1D', 'EGOT', 'HCN2', 'LRRIQ3', 'ATP1A4', 'LCN12', 'NAALAD2', 'C10ORF82', 'KCNJ3', 'GJB5', 'ZNF660', 'RNF183', 'SLC7A4', 'LRRC31', 'ADRA1B', 'SYT8', 'PCDHA7', 'LRRIQ1', 'LTA', 'RAET1E', 'AURKAPS1', 'SLC38A4', 'TNFSF15', 'TRPA1', 'CNGA1', 'FBXO24', 'LY6G6C', 'C4ORF47', 'MAL', 'SCGB3A1', 'KLK11', 'GRM8', 'PTGDR', 'TUBA3D', 'ACSL6', 'RP1', 'RPL13AP3', 'LINC01119', 'IQUB', 'NKPD1', 'LINC01341', 'SOX8', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'PPP1R3G', 'C19ORF18', 'FXYD1', 'RNF138P1', 'CCIN', 'MYCBPAP', 'ETV2', 'XPNPEP2', 'TEKT3', 'STKLD1', 'SLC30A8', 'UGT8', 'SLC28A3', 'CCR8', 'METTL7B', 'HEPACAM2', 'UBE2Q2P1', 'TEX14', 'PLP1', 'SLC25A18', 'JPH4', 'IDI2.AS1', 'CASQ1', 'S100A3', 'LINC00482', 'LRIT3', 'GLIS1', 'SGK2', 'CCDC36', 'NR1I3', 'ALOXE3', 'ZNF843', 'CACNG1', 'MS4A15', 'WNT2B', 'PBX4', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'LGALS2', 'PYGO1', 'TMEM92', 'FUT9', 'ADAMTS8', 'BCHE', 'AOC2', 'GJB1', 'C9ORF43', 'CCDC151', 'FCRL6', 'PNCK', 'PITX2', 'TNNI3K', 'FAM189A1', 'DQX1', 'LPAR3', 'CKMT2', 'ABCA17P', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'NLRP12', 'C1ORF101', 'CLDN9', 'IYD', 'ZNF835', 'SLC6A20', 'OTOA', 'CA3', 'SPIB', 'FAM95B1', 'FAM90A1', 'C1ORF95', 'C2CD4A', 'RYR2', 'PCDH9', 'CCDC158', 'CLEC3A', 'SCN2B', 'CLECL1', 'PCSK1N', 'ULBP3', 'SVOPL', 'LINC01550', 'GSDMC', 'ARC', 'TAS1R3', 'CCDC65', 'IL20RB', 'DDX11L2', 'VSIG1', 'AURKC', 'TTC16', 'ZCCHC18', 'PDE1C', 'ALDH8A1', 'COLCA2', 'PCYT1B', 'MYOZ1', 'BPIFB2', 'KNDC1', 'B3GALT5.AS1', 'DUOXA1', 'CRYGS', 'GSTM1', 'PPP1R36', 'KLHL4', 'LOC148709', 'LOC441455', 'CPEB1', 'OR7E91P', 'IL22RA1', 'HOXD3', 'TARP', 'FAM57B', 'LOC90768', 'CAMP', 'JPH3', 'LUZP2', 'FUT7', 'IL12RB2', 'PLA2G5', 'RIMS1', 'FLJ37201', 'LBX2', 'SCARA5', 'RELN', 'HOXB13', 'CD177', 'IGSF5', 'TUBB8', 'SLC22A18AS', 'HIST1H2BN', 'ZBED3.AS1', 'GPR18', 'ASTN1', 'ZC3H12D', 'KCNE1', 'MNX1', 'TCHH', 'CIDEA', 'ONECUT2', 'GAL', 'KCNE2', 'SP5', 'WDR72', 'BTBD8', 'CHRNA6', 'FAM135B', 'IRX4', 'C10ORF128', 'SLC16A10', 'RSPH4A', 'MGC16142', 'SCN7A', 'ALB', 'HOXB8', 'SCART1', 'LINC01124', 'CCDC183', 'CCDC7', 'MGAT5B', 'YPEL4', 'GBP1P1', 'DCSTAMP', 'CELF5', 'CXXC4', 'GRIN2C', 'GPR3', 'SKIDA1', 'OBP2B', 'CXCR5', 'SLC35F1', 'PYDC1', 'SLC30A2', 'HOXA11', 'NIPAL1', 'ATP13A5', 'CCDC153', 'FOXJ1', 'STRC', 'SRL', 'WT1', 'PCSK9', 'PCAT18', 'TNFRSF9', 'LRP1B', 'RPGRIP1', 'INSM1', 'GPR174', 'CNNM1', 'PCK1', 'NOXO1', 'SLC18A2', 'C17ORF104', 'SLC25A53', 'FOXD4', 'DMRT3', 'PPP4R4', 'MARCO', 'GPX2', 'LBP', 'IL20', 'COL23A1', 'INHA', 'FOXD1', 'NOS2', 'PKNOX2', 'BTLA', 'TNFRSF17', 'CRISP3', 'ADH1C', 'KLHL14', 'AVPR2', 'CXCL2', 'GLOD5', 'MYBPC1', 'PARP15', 'GPLD1', 'PFN1P2', 'GPR55', 'CST9', 'SLCO4C1', 'STEAP1B', 'BCL2L14', 'SLC23A1', 'C2ORF40', 'DHRS4L1', 'SCN3A', 'AMH', 'CXCR2P1', 'ZNF98', 'VAT1L', 'ULBP2', 'VSIG2', 'ZNF454', 'RNF212', 'TPSG1', 'VGLL1', 'CYSLTR2', 'HAP1', 'P2RX1', 'FAM218A', 'SYN2', 'EMILIN3', 'DBIL5P', 'TMEM105', 'ORM1', 'FAM178B', 'DKK1', 'ZNF488', 'IL23A', 'DPY19L2P2', 'AMBP', 'PRKG2', 'CXCL1', 'SIGLEC17P', 'CRYM', 'SUCNR1', 'DEPDC4', 'SPDYE1', 'FABP7', 'LRRC2', 'GPBAR1', 'CTCFL', 'BRINP1', 'BDKRB1', 'LRGUK', 'XIRP1', 'ADAMTS18', 'VWDE', 'LINC00930', 'FUT6', 'RERGL', 'TENM1', 'BMPER', 'HCG27', 'CLEC12A', 'RDM1', 'CYP4F8', 'CDR1', 'KIAA0319', 'NUGGC', 'CECR2', 'SORCS1', 'FAM184B', 'PCDHGA3', 'PKD1L1', 'SSUH2', 'WSCD2', 'CBLN2', 'ECEL1', 'SPESP1', 'SEC14L5', 'ABHD11.AS1', 'FSCN2', 'DMRT2', 'CCL17', 'ZNF732', 'FAM162B', 'PIANP', 'HOXD4', 'GNB3', 'TMEM217', 'CTSG', 'GRIA3', 'RSPO1', 'RGS6', 'SERPINA6', 'ADAMTS19', 'IL1R2', 'MT1A', 'RNF175', 'ADAM32', 'COL2A1', 'CHRNB2', 'FLJ12825', 'POM121L9P', 'PFKFB1', 'RASL10A', 'HECTD2.AS1', 'PRSS21', 'DIRC3', 'LRRC16B', 'CYP46A1', 'SMIM5', 'FOXC2', 'CAPN11', 'ZNF804A', 'IGF2BP3', 'TBX21', 'TRAT1', 'PART1', 'HIST1H2BE', 'LOC100126784', 'CYSRT1', 'VIPR2', 'GPR87', 'ULBP1', 'SLC26A10', 'HS3ST3B1', 'SLC13A2', 'XKR9', 'CA9', 'HTR7', 'HOGA1', 'EMX1', 'WIPF3', 'CEP83.AS1', 'ZSCAN1', 'ZBTB16', 'CITED1', 'OTUD7A', 'TMEM40', 'CYP26A1', 'TMSB15A', 'WFDC3', 'MAPT.IT1', 'CDHR1', 'ANKK1', 'GZMM', 'ROPN1L', 'PVALB', 'FIRRE', 'M1AP', 'MYO3B', 'INE2', 'CRTAC1', 'MRAP2', 'IGSF22', 'RFX8', 'RBM12B.AS1', 'SPAG17', 'TTC23L', 'HEATR4', 'PYGM', 'MROH7', 'PCDHA12', 'CFAP61', 'BTC', 'KCNT2', 'ADGRB1', 'SLC27A6', 'NPAS1', 'UGT2B11', 'GPR37L1', 'NRTN', 'B3GAT1', 'OPCML', 'SRSF12', 'NWD1', 'LRRC4B', 'CIDEC', 'CCBE1', 'ADGRF1', 'CLEC4E', 'MIA', 'LINC00173', 'TMEM59L', 'HPDL', 'TSPAN8', 'RNF182', 'FRMPD1', 'GALNT13', 'SMC1B', 'KCNA6', 'KLK6', 'LSAMP', 'LOC613037', 'ABCC6P2', 'FASLG', 'IL11', 'NLRP7', 'DHDH', 'GAS2', 'RFPL1S', 'SCN3B', 'COL28A1', 'C15ORF56', 'FAM83A', 'PSORS1C1', 'ANO5', 'SLC16A11', 'PTCHD1', 'SLC6A14', 'SLC24A5', 'C9ORF47', 'ADGRG2', 'TMPRSS4', 'TUSC5', 'LINC00908', 'RUFY4', 'CYP4F12', 'INTS4P2', 'PIK3C2G', 'IGSF1', 'KCNQ3', 'LOC100133669', 'VENTX', 'MYOM2', 'FAM157A', 'NBPF4', 'EBF2', 'MAG', 'DSCAML1', 'PCDHA5', 'PTPRN', 'KLK7', 'CDKN2B.AS1', 'DLX2', 'SYT6', 'SFTPA2', 'CNTN2', 'ZBTB20', 'FAM19A2', 'NKX3.2', 'DLX5', 'PLAC1', 'CCNI2', 'BRE.AS1', 'OR2W3', 'SLC6A17', 'RYR3', 'GHRLOS', 'ABCC2', 'PTPRR', 'ABCD2', 'TFAP2E', 'CD160', 'GRIA2', 'CD1A', 'DEFB1', 'CCDC144A', 'RGS9', 'DLK2', 'CACNA1I', 'GGT3P', 'CDKL2', 'MYO16', 'PWAR5', 'DCX', 'SLC6A11', 'WDR17', 'MSMB', 'CABP4', 'BTBD19', 'CHRFAM7A', 'MMP12', 'CHRNA10', 'TCEAL2', 'FKBP1AP1', 'UNC13A', 'AGBL4', 'SLC39A2', 'XCL2', 'LY6H', 'S100A7', 'TUBAL3', 'SPAG8', 'ZNF727', 'LINC00202.1', 'KCNH3', 'ARL9', 'TM6SF2', 'MAK', 'SNORD116.4', 'TCN1', 'P2RY12', 'GRID2IP', 'MPL', 'HRCT1', 'PCBP3', 'SYCE3', 'TCTEX1D1', 'ELOVL3', 'GPM6A', 'CD70', 'NOX5', 'SLC46A2', 'SYCE2', 'GRIN2A', 'ARMC3', 'JAKMIP1', 'PGLYRP2', 'TIGD4', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'KLF3.AS1', 'SOSTDC1', 'ASIC3', 'LONRF3', 'LRRC43', 'AGAP7P', 'ACY3', 'THPO', 'BEX1', 'PRPH2', 'LOC400927', 'AKR1E2', 'SCN9A', 'SCN2A', 'KLK10', 'ACHE', 'CEACAM7', 'RIMS2', 'OLFM4', 'CTAGE11P', 'TMEM145', 'CD40LG', 'C6ORF52', 'HRC', 'BEGAIN', 'VN1R1', 'GPR82', 'CXADRP3', 'PAH', 'CHODL', 'TTBK1', 'LOC285593', 'MLLT4.AS1', 'CHST9', 'TTYH1', 'HIST1H2BH', 'APOBEC3A', 'GABRB3', 'ADGRL3', 'SLC25A34', 'BRSK2', 'TRH', 'MAPK4', 'CAMK4', 'DGCR5', 'C8ORF46', 'DNASE1L2', 'ST8SIA2', 'EPYC', 'GBP6', 'MUC15', 'GPR63', 'CAPSL', 'SLC35F3', 'ANKLE1', 'IL17D', 'ROBO2', 'AIM1L', 'ASGR1', 'PCDHA1', 'TNFSF11', 'RMRP', 'FAM201A', 'HAMP', 'MYO15A', 'DUSP9', 'FAM159A', 'NMU', 'CHKB.AS1', 'PTX3', 'DCLK3', 'RHCE', 'NEK5', 'TDRD6', 'LYG1', 'MTUS2', 'KCNK17', 'ROPN1B', 'RUNDC3A', 'LOC100132215', 'CYP2E1', 'C1QL3', 'UCKL1.AS1', 'PNMA6A', 'LINC00961', 'CYTL1', 'FOLR1', 'RRN3P1', 'XCL1', 'SIGLEC6', 'LINC00689', 'RRN3P2', 'HBA1', 'ATP13A4', 'THSD7B', 'SLC2A14', 'ADRA2B', 'MT1L', 'ZMAT4', 'TMEM150B', 'IL1RL1', 'KISS1R', 'CCR10', 'KIF19', 'IL24', 'GLI1', 'GPR173', 'ARRDC3.AS1', 'DPEP1', 'LIN7A', 'TTLL9', 'PRRT4', 'NIPAL4', 'KIAA1210', 'GPR135', 'WBP2NL', 'A2ML1', 'RHBG', 'B3GALT5', 'PCDHB18P', 'GNMT', 'RRAD', 'CBLN1', 'FIGF', 'DPF3', 'LOC90246', 'OXGR1', 'CD300LB', 'CNTNAP3', 'IL18RAP', 'MAP7D2', 'CACNA2D3', 'DPY19L2P4', 'MS4A8', 'SLC5A8', 'HIST1H1D', 'RAB39A', 'TRIM7', 'LRRC24', 'AIM2', 'PCDH20', 'GABRB2', 'DNAH11', 'TIFAB', 'PON3', 'KLK8', 'FOXN1', 'PHKG1', 'WFIKKN1', 'MASP2', 'CD19', 'GPR171', 'WNT10A', 'FREM2', 'LINC00669', 'ANK1', 'DCST2', 'C19ORF45', 'CRB2', 'CLCA2', 'KCNB1', 'SLC26A3', 'SEPHS1P1', 'HIST1H2AG', 'UCA1', 'LINC01465', 'LINC00685', 'TYMSOS', 'RASAL1', 'CD1E', 'ANO2', 'RIC3', 'COLCA1', 'CST2', 'HNRNPCL3', 'NEURL3', 'LOC646999', 'MED12L', 'TTC41P', 'PCDHGC5', 'EYA1', 'STXBP6', 'RAB3B', 'CLPSL1', 'MYEOV', 'NRXN1', 'FAM182B', 'SEC14L1P1', 'IL6', 'MAPT.AS1', 'ARHGEF33', 'VSTM2A', 'TDRD9', 'AJAP1', 'ZNF676', 'CR2', 'CLDN14', 'CXCR2', 'LPAR4', 'KIF4B', 'PATL2', 'FNDC8', 'CLEC4F', 'MSLN', 'KCNRG', 'MKX', 'ABHD1', 'C9ORF117', 'PDCD1', 'MAGEL2', 'NDP', 'VIT', 'HAPLN1', 'SEZ6L', 'DMRTC1B', 'POU3F1', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.7135069779129597
		RMSE:  0.7967382438332794
		NRMSE:  0.19227700939577658
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.179220592822603
		RMSE:  0.7927883268238614
		NRMSE:  0.2823823069719898
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.48367116033059243
		NRMSE:  0.11672446372338549
		MAPE:  119.9663870203584
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008650225247206267
		RMSE:  0.5393577763958428
		NRMSE:  0.19211318838676503
		MAPE:  85.21064296831354

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  2.9175436054506287e-15
		NRMSE:  7.04091417199756e-16
		MAPE:  7.081229321295012e-13
		Pearson Correlation:  0.467421329118913
		Spearman Correlation:  0.37709491756901775
		Coefficient of Determination:  0.01130829061502936
		RMSE:  0.5339948837153116
		NRMSE:  0.19020298618532913
		MAPE:  74.92122820067728

	Predictor:  ElasticNet
		Pearson Correlation:  0.8576348422799417
		Spearman Correlation:  0.7802181686303604
		Coefficient of Determination:  0.7047642096870712
		RMSE:  0.26280564816801344
		NRMSE:  0.06342294282115342
		MAPE:  50.47075887238335
		Pearson Correlation:  0.7279921553157008
		Spearman Correlation:  0.6359379572724613
		Coefficient of Determination:  0.5122564020350218
		RMSE:  0.3750614589188257
		NRMSE:  0.13359268349735554
		MAPE:  46.32975291160004

	Predictor:  RandomForests
		Pearson Correlation:  0.6566517149692032
		Spearman Correlation:  0.6073138354471782
		Coefficient of Determination:  0.3857963350539656
		RMSE:  0.3790586350522441
		NRMSE:  0.09147830080658448
		MAPE:  81.77787328793255
		Pearson Correlation:  0.7097013685580461
		Spearman Correlation:  0.5471124768315286
		Coefficient of Determination:  0.41122135446701913
		RMSE:  0.41208107979130326
		NRMSE:  0.14677865709396376
		MAPE:  56.559159947954704

Protein:  CCND1
x_train_column_count:  1002
x_train columns:  ['DES', 'SOX15', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'CATSPER3', 'C4ORF36', 'ALOX15', 'PCDHGA1', 'MST1L', 'NPTX1', 'TAT', 'TMEM200C', 'PPP2R2B', 'MUC6', 'ACTA1', 'CA14', 'LEP', 'ABCA10', 'MPZ', 'FIBCD1', 'C10ORF55', 'GRIK4', 'TUBA3E', 'CYP4F35P', 'GLDC', 'ANP32AP1', 'C1ORF228', 'FDCSP', 'LOC100272216', 'MOGAT2', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'BMX', 'FBLL1', 'CACNA1F', 'IRX6', 'PDE6G', 'CCL13', 'LOC399815', 'MAST1', 'SLC26A4', 'LRFN2', 'LINC00922', 'XKRX', 'FOXP2', 'PCDHA2', 'KIAA0125', 'CFAP57', 'C1ORF186', 'FOXF1', 'GIPR', 'ALG1L', 'ASB14', 'LINC01139', 'CADM2', 'TSSK4', 'HHIPL2', 'ZNF280B', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'PDZRN4', 'ASAH2B', 'MAT1A', 'RNASE2', 'TMEM35', 'LRFN5', 'C2CD4B', 'DNAJC5B', 'CERS1', 'HSD17B2', 'BRINP2', 'C10ORF95', 'WNK3', 'DNAI1', 'LGR5', 'FCGR3B', 'PTCHD2', 'PCDHAC1', 'GDF6', 'GPR141', 'LGALS12', 'GSDMA', 'TMEM151B', 'LINGO4', 'TMEM132C', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'KRT6A', 'HIST1H2AM', 'TLL2', 'DMC1', 'ESYT3', 'NFE2', 'PCP4L1', 'IL1RL2', 'AOC1', 'MYT1', 'C19ORF26', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'AQP5', 'KIF1A', 'HAND2.AS1', 'UMODL1', 'DYDC2', 'PRAME', 'DGKI', 'PQLC2L', 'ATP8A2', 'IQSEC3', 'TGM1', 'SPSB4', 'EPHA7', 'LOC644172', 'IGDCC3', 'PKD1L2', 'C2CD4C', 'GP1BA', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'UGT2B15', 'NBPF6', 'MGAM', 'PLA2G10', 'TMEM232', 'GPR27', 'CNTF', 'SLC25A21', 'MCHR1', 'KERA', 'PRSS12', 'PLEKHD1', 'CD244', 'PTCHD4', 'SLC6A4', 'LOC100130987', 'PNMT', 'DIO3', 'FCRL3', 'L1TD1', 'LINC00242', 'STAP1', 'CST4', 'IL10', 'RGN', 'LINC00839', 'DCANP1', 'PLCXD3', 'FCRLA', 'TBC1D3H', 'SNAP25', 'SPDYA', 'C6', 'TPSD1', 'PCDHGB3', 'GFRA2', 'FLG', 'IGFL2', 'GJB3', 'C1GALT1C1L', 'DLGAP1', 'GPR158', 'SFTPD', 'DNASE1L3', 'ITPKA', 'PROC', 'FAM186B', 'GDF10', 'NR6A1', 'TM4SF19', 'ZBED2', 'BCO2', 'PTH2R', 'ALOX12P2', 'C1ORF229', 'GUSBP5', 'HIST2H2BA', 'KCNG1', 'SLC17A7', 'FBXL13', 'PNPLA3', 'DOC2B', 'SULT4A1', 'BCAN', 'FAM86B2', 'PPM1N', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'FGF18', 'PRR34', 'HTR1D', 'EGOT', 'HCN2', 'LRRIQ3', 'ATP1A4', 'LCN12', 'NAALAD2', 'C10ORF82', 'KCNJ3', 'GJB5', 'ZNF660', 'RNF183', 'SLC7A4', 'LRRC31', 'ADRA1B', 'SYT8', 'PCDHA7', 'LRRIQ1', 'LTA', 'RAET1E', 'AURKAPS1', 'SLC38A4', 'TNFSF15', 'TRPA1', 'CNGA1', 'FBXO24', 'LY6G6C', 'C4ORF47', 'MAL', 'SCGB3A1', 'KLK11', 'GRM8', 'PTGDR', 'TUBA3D', 'ACSL6', 'RP1', 'RPL13AP3', 'LINC01119', 'IQUB', 'NKPD1', 'LINC01341', 'SOX8', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'PPP1R3G', 'C19ORF18', 'FXYD1', 'RNF138P1', 'CCIN', 'MYCBPAP', 'ETV2', 'XPNPEP2', 'TEKT3', 'STKLD1', 'SLC30A8', 'UGT8', 'SLC28A3', 'CCR8', 'METTL7B', 'HEPACAM2', 'UBE2Q2P1', 'TEX14', 'PLP1', 'SLC25A18', 'JPH4', 'IDI2.AS1', 'CASQ1', 'S100A3', 'LINC00482', 'LRIT3', 'GLIS1', 'SGK2', 'CCDC36', 'NR1I3', 'ALOXE3', 'ZNF843', 'CACNG1', 'MS4A15', 'WNT2B', 'PBX4', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'LGALS2', 'PYGO1', 'TMEM92', 'FUT9', 'ADAMTS8', 'BCHE', 'AOC2', 'GJB1', 'C9ORF43', 'CCDC151', 'FCRL6', 'PNCK', 'PITX2', 'TNNI3K', 'FAM189A1', 'DQX1', 'LPAR3', 'CKMT2', 'ABCA17P', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'NLRP12', 'C1ORF101', 'CLDN9', 'IYD', 'ZNF835', 'SLC6A20', 'OTOA', 'CA3', 'SPIB', 'FAM95B1', 'FAM90A1', 'C1ORF95', 'C2CD4A', 'RYR2', 'PCDH9', 'CCDC158', 'CLEC3A', 'SCN2B', 'CLECL1', 'PCSK1N', 'ULBP3', 'SVOPL', 'LINC01550', 'GSDMC', 'ARC', 'TAS1R3', 'CCDC65', 'IL20RB', 'DDX11L2', 'VSIG1', 'AURKC', 'TTC16', 'ZCCHC18', 'PDE1C', 'ALDH8A1', 'COLCA2', 'PCYT1B', 'MYOZ1', 'BPIFB2', 'KNDC1', 'B3GALT5.AS1', 'DUOXA1', 'CRYGS', 'GSTM1', 'PPP1R36', 'KLHL4', 'LOC148709', 'LOC441455', 'CPEB1', 'OR7E91P', 'IL22RA1', 'HOXD3', 'TARP', 'FAM57B', 'LOC90768', 'CAMP', 'JPH3', 'LUZP2', 'FUT7', 'IL12RB2', 'PLA2G5', 'RIMS1', 'FLJ37201', 'LBX2', 'SCARA5', 'RELN', 'HOXB13', 'CD177', 'IGSF5', 'TUBB8', 'SLC22A18AS', 'HIST1H2BN', 'ZBED3.AS1', 'GPR18', 'ASTN1', 'ZC3H12D', 'KCNE1', 'MNX1', 'TCHH', 'CIDEA', 'ONECUT2', 'GAL', 'KCNE2', 'SP5', 'WDR72', 'BTBD8', 'CHRNA6', 'FAM135B', 'IRX4', 'C10ORF128', 'SLC16A10', 'RSPH4A', 'MGC16142', 'SCN7A', 'ALB', 'HOXB8', 'SCART1', 'LINC01124', 'CCDC183', 'CCDC7', 'MGAT5B', 'YPEL4', 'GBP1P1', 'DCSTAMP', 'CELF5', 'CXXC4', 'GRIN2C', 'GPR3', 'SKIDA1', 'OBP2B', 'CXCR5', 'SLC35F1', 'PYDC1', 'SLC30A2', 'HOXA11', 'NIPAL1', 'ATP13A5', 'CCDC153', 'FOXJ1', 'STRC', 'SRL', 'WT1', 'PCSK9', 'PCAT18', 'TNFRSF9', 'LRP1B', 'RPGRIP1', 'INSM1', 'GPR174', 'CNNM1', 'PCK1', 'NOXO1', 'SLC18A2', 'C17ORF104', 'SLC25A53', 'FOXD4', 'DMRT3', 'PPP4R4', 'MARCO', 'GPX2', 'LBP', 'IL20', 'COL23A1', 'INHA', 'FOXD1', 'NOS2', 'PKNOX2', 'BTLA', 'TNFRSF17', 'CRISP3', 'ADH1C', 'KLHL14', 'AVPR2', 'CXCL2', 'GLOD5', 'MYBPC1', 'PARP15', 'GPLD1', 'PFN1P2', 'GPR55', 'CST9', 'SLCO4C1', 'STEAP1B', 'BCL2L14', 'SLC23A1', 'C2ORF40', 'DHRS4L1', 'SCN3A', 'AMH', 'CXCR2P1', 'ZNF98', 'VAT1L', 'ULBP2', 'VSIG2', 'ZNF454', 'RNF212', 'TPSG1', 'VGLL1', 'CYSLTR2', 'HAP1', 'P2RX1', 'FAM218A', 'SYN2', 'EMILIN3', 'DBIL5P', 'TMEM105', 'ORM1', 'FAM178B', 'DKK1', 'ZNF488', 'IL23A', 'DPY19L2P2', 'AMBP', 'PRKG2', 'CXCL1', 'SIGLEC17P', 'CRYM', 'SUCNR1', 'DEPDC4', 'SPDYE1', 'FABP7', 'LRRC2', 'GPBAR1', 'CTCFL', 'BRINP1', 'BDKRB1', 'LRGUK', 'XIRP1', 'ADAMTS18', 'VWDE', 'LINC00930', 'FUT6', 'RERGL', 'TENM1', 'BMPER', 'HCG27', 'CLEC12A', 'RDM1', 'CYP4F8', 'CDR1', 'KIAA0319', 'NUGGC', 'CECR2', 'SORCS1', 'FAM184B', 'PCDHGA3', 'PKD1L1', 'SSUH2', 'WSCD2', 'CBLN2', 'ECEL1', 'SPESP1', 'SEC14L5', 'ABHD11.AS1', 'FSCN2', 'DMRT2', 'CCL17', 'ZNF732', 'FAM162B', 'PIANP', 'HOXD4', 'GNB3', 'TMEM217', 'CTSG', 'GRIA3', 'RSPO1', 'RGS6', 'SERPINA6', 'ADAMTS19', 'IL1R2', 'MT1A', 'RNF175', 'ADAM32', 'COL2A1', 'CHRNB2', 'FLJ12825', 'POM121L9P', 'PFKFB1', 'RASL10A', 'HECTD2.AS1', 'PRSS21', 'DIRC3', 'LRRC16B', 'CYP46A1', 'SMIM5', 'FOXC2', 'CAPN11', 'ZNF804A', 'IGF2BP3', 'TBX21', 'TRAT1', 'PART1', 'HIST1H2BE', 'LOC100126784', 'CYSRT1', 'VIPR2', 'GPR87', 'ULBP1', 'SLC26A10', 'HS3ST3B1', 'SLC13A2', 'XKR9', 'CA9', 'HTR7', 'HOGA1', 'EMX1', 'WIPF3', 'CEP83.AS1', 'ZSCAN1', 'ZBTB16', 'CITED1', 'OTUD7A', 'TMEM40', 'CYP26A1', 'TMSB15A', 'WFDC3', 'MAPT.IT1', 'CDHR1', 'ANKK1', 'GZMM', 'ROPN1L', 'PVALB', 'FIRRE', 'M1AP', 'MYO3B', 'INE2', 'CRTAC1', 'MRAP2', 'IGSF22', 'RFX8', 'RBM12B.AS1', 'SPAG17', 'TTC23L', 'HEATR4', 'PYGM', 'MROH7', 'PCDHA12', 'CFAP61', 'BTC', 'KCNT2', 'ADGRB1', 'SLC27A6', 'NPAS1', 'UGT2B11', 'GPR37L1', 'NRTN', 'B3GAT1', 'OPCML', 'SRSF12', 'NWD1', 'LRRC4B', 'CIDEC', 'CCBE1', 'ADGRF1', 'CLEC4E', 'MIA', 'LINC00173', 'TMEM59L', 'HPDL', 'TSPAN8', 'RNF182', 'FRMPD1', 'GALNT13', 'SMC1B', 'KCNA6', 'KLK6', 'LSAMP', 'LOC613037', 'ABCC6P2', 'FASLG', 'IL11', 'NLRP7', 'DHDH', 'GAS2', 'RFPL1S', 'SCN3B', 'COL28A1', 'C15ORF56', 'FAM83A', 'PSORS1C1', 'ANO5', 'SLC16A11', 'PTCHD1', 'SLC6A14', 'SLC24A5', 'C9ORF47', 'ADGRG2', 'TMPRSS4', 'TUSC5', 'LINC00908', 'RUFY4', 'CYP4F12', 'INTS4P2', 'PIK3C2G', 'IGSF1', 'KCNQ3', 'LOC100133669', 'VENTX', 'MYOM2', 'FAM157A', 'NBPF4', 'EBF2', 'MAG', 'DSCAML1', 'PCDHA5', 'PTPRN', 'KLK7', 'CDKN2B.AS1', 'DLX2', 'SYT6', 'SFTPA2', 'CNTN2', 'ZBTB20', 'FAM19A2', 'NKX3.2', 'DLX5', 'PLAC1', 'CCNI2', 'BRE.AS1', 'OR2W3', 'SLC6A17', 'RYR3', 'GHRLOS', 'ABCC2', 'PTPRR', 'ABCD2', 'TFAP2E', 'CD160', 'GRIA2', 'CD1A', 'DEFB1', 'CCDC144A', 'RGS9', 'DLK2', 'CACNA1I', 'GGT3P', 'CDKL2', 'MYO16', 'PWAR5', 'DCX', 'SLC6A11', 'WDR17', 'MSMB', 'CABP4', 'BTBD19', 'CHRFAM7A', 'MMP12', 'CHRNA10', 'TCEAL2', 'FKBP1AP1', 'UNC13A', 'AGBL4', 'SLC39A2', 'XCL2', 'LY6H', 'S100A7', 'TUBAL3', 'SPAG8', 'ZNF727', 'LINC00202.1', 'KCNH3', 'ARL9', 'TM6SF2', 'MAK', 'SNORD116.4', 'TCN1', 'P2RY12', 'GRID2IP', 'MPL', 'HRCT1', 'PCBP3', 'SYCE3', 'TCTEX1D1', 'ELOVL3', 'GPM6A', 'CD70', 'NOX5', 'SLC46A2', 'SYCE2', 'GRIN2A', 'ARMC3', 'JAKMIP1', 'PGLYRP2', 'TIGD4', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'KLF3.AS1', 'SOSTDC1', 'ASIC3', 'LONRF3', 'LRRC43', 'AGAP7P', 'ACY3', 'THPO', 'BEX1', 'PRPH2', 'LOC400927', 'AKR1E2', 'SCN9A', 'SCN2A', 'KLK10', 'ACHE', 'CEACAM7', 'RIMS2', 'OLFM4', 'CTAGE11P', 'TMEM145', 'CD40LG', 'C6ORF52', 'HRC', 'BEGAIN', 'VN1R1', 'GPR82', 'CXADRP3', 'PAH', 'CHODL', 'TTBK1', 'LOC285593', 'MLLT4.AS1', 'CHST9', 'TTYH1', 'HIST1H2BH', 'APOBEC3A', 'GABRB3', 'ADGRL3', 'SLC25A34', 'BRSK2', 'TRH', 'MAPK4', 'CAMK4', 'DGCR5', 'C8ORF46', 'DNASE1L2', 'ST8SIA2', 'EPYC', 'GBP6', 'MUC15', 'GPR63', 'CAPSL', 'SLC35F3', 'ANKLE1', 'IL17D', 'ROBO2', 'AIM1L', 'ASGR1', 'PCDHA1', 'TNFSF11', 'RMRP', 'FAM201A', 'HAMP', 'MYO15A', 'DUSP9', 'FAM159A', 'NMU', 'CHKB.AS1', 'PTX3', 'DCLK3', 'RHCE', 'NEK5', 'TDRD6', 'LYG1', 'MTUS2', 'KCNK17', 'ROPN1B', 'RUNDC3A', 'LOC100132215', 'CYP2E1', 'C1QL3', 'UCKL1.AS1', 'PNMA6A', 'LINC00961', 'CYTL1', 'FOLR1', 'RRN3P1', 'XCL1', 'SIGLEC6', 'LINC00689', 'RRN3P2', 'HBA1', 'ATP13A4', 'THSD7B', 'SLC2A14', 'ADRA2B', 'MT1L', 'ZMAT4', 'TMEM150B', 'IL1RL1', 'KISS1R', 'CCR10', 'KIF19', 'IL24', 'GLI1', 'GPR173', 'ARRDC3.AS1', 'DPEP1', 'LIN7A', 'TTLL9', 'PRRT4', 'NIPAL4', 'KIAA1210', 'GPR135', 'WBP2NL', 'A2ML1', 'RHBG', 'B3GALT5', 'PCDHB18P', 'GNMT', 'RRAD', 'CBLN1', 'FIGF', 'DPF3', 'LOC90246', 'OXGR1', 'CD300LB', 'CNTNAP3', 'IL18RAP', 'MAP7D2', 'CACNA2D3', 'DPY19L2P4', 'MS4A8', 'SLC5A8', 'HIST1H1D', 'RAB39A', 'TRIM7', 'LRRC24', 'AIM2', 'PCDH20', 'GABRB2', 'DNAH11', 'TIFAB', 'PON3', 'KLK8', 'FOXN1', 'PHKG1', 'WFIKKN1', 'MASP2', 'CD19', 'GPR171', 'WNT10A', 'FREM2', 'LINC00669', 'ANK1', 'DCST2', 'C19ORF45', 'CRB2', 'CLCA2', 'KCNB1', 'SLC26A3', 'SEPHS1P1', 'HIST1H2AG', 'UCA1', 'LINC01465', 'LINC00685', 'TYMSOS', 'RASAL1', 'CD1E', 'ANO2', 'RIC3', 'COLCA1', 'CST2', 'HNRNPCL3', 'NEURL3', 'LOC646999', 'MED12L', 'TTC41P', 'PCDHGC5', 'EYA1', 'STXBP6', 'RAB3B', 'CLPSL1', 'MYEOV', 'NRXN1', 'FAM182B', 'SEC14L1P1', 'IL6', 'MAPT.AS1', 'ARHGEF33', 'VSTM2A', 'TDRD9', 'AJAP1', 'ZNF676', 'CR2', 'CLDN14', 'CXCR2', 'LPAR4', 'KIF4B', 'PATL2', 'FNDC8', 'CLEC4F', 'MSLN', 'KCNRG', 'MKX', 'ABHD1', 'C9ORF117', 'PDCD1', 'MAGEL2', 'NDP', 'VIT', 'HAPLN1', 'SEZ6L', 'DMRTC1B', 'POU3F1', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.46307157054532877
		RMSE:  0.2889602070536637
		NRMSE:  0.17371452011738692
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5143850316766378
		RMSE:  0.2891269997261264
		NRMSE:  0.20591917819933792
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.9874437588013534e-15
		NRMSE:  1.1947937134345826e-15
		MAPE:  3.192858024582227e-12
		Pearson Correlation:  0.20231145895327018
		Spearman Correlation:  0.2119061554970247
		Coefficient of Determination:  -0.7261421152820489
		RMSE:  0.30868019773593447
		NRMSE:  0.21984516390514391
		MAPE:  3637.5050126785013

	Predictor:  ElasticNet
		Pearson Correlation:  0.6223411377170543
		Spearman Correlation:  0.6140094387077685
		Coefficient of Determination:  0.2960970401673302
		RMSE:  0.20042950309737295
		NRMSE:  0.12049242109471629
		MAPE:  325.84618916920635
		Pearson Correlation:  0.29460272365697865
		Spearman Correlation:  0.29176177933860115
		Coefficient of Determination:  0.08569208081898683
		RMSE:  0.22465533479616379
		NRMSE:  0.16000180530750654
		MAPE:  1442.690762700278

	Predictor:  RandomForests
		Pearson Correlation:  0.5375945412377063
		Spearman Correlation:  0.555058344037475
		Coefficient of Determination:  0.14987357078235386
		RMSE:  0.2202657707262364
		NRMSE:  0.13241741155344797
		MAPE:  377.6650483273059
		Pearson Correlation:  0.3339124855595173
		Spearman Correlation:  0.3430640913081652
		Coefficient of Determination:  0.08009725646186083
		RMSE:  0.22534164088616415
		NRMSE:  0.16049059945741279
		MAPE:  1294.6184030822308

Protein:  ERBB2
x_train_column_count:  1002
x_train columns:  ['DES', 'SOX15', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'CATSPER3', 'C4ORF36', 'ALOX15', 'PCDHGA1', 'MST1L', 'NPTX1', 'TAT', 'TMEM200C', 'PPP2R2B', 'MUC6', 'ACTA1', 'CA14', 'LEP', 'ABCA10', 'MPZ', 'FIBCD1', 'C10ORF55', 'GRIK4', 'TUBA3E', 'CYP4F35P', 'GLDC', 'ANP32AP1', 'C1ORF228', 'FDCSP', 'LOC100272216', 'MOGAT2', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'BMX', 'FBLL1', 'CACNA1F', 'IRX6', 'PDE6G', 'CCL13', 'LOC399815', 'MAST1', 'SLC26A4', 'LRFN2', 'LINC00922', 'XKRX', 'FOXP2', 'PCDHA2', 'KIAA0125', 'CFAP57', 'C1ORF186', 'FOXF1', 'GIPR', 'ALG1L', 'ASB14', 'LINC01139', 'CADM2', 'TSSK4', 'HHIPL2', 'ZNF280B', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'PDZRN4', 'ASAH2B', 'MAT1A', 'RNASE2', 'TMEM35', 'LRFN5', 'C2CD4B', 'DNAJC5B', 'CERS1', 'HSD17B2', 'BRINP2', 'C10ORF95', 'WNK3', 'DNAI1', 'LGR5', 'FCGR3B', 'PTCHD2', 'PCDHAC1', 'GDF6', 'GPR141', 'LGALS12', 'GSDMA', 'TMEM151B', 'LINGO4', 'TMEM132C', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'KRT6A', 'HIST1H2AM', 'TLL2', 'DMC1', 'ESYT3', 'NFE2', 'PCP4L1', 'IL1RL2', 'AOC1', 'MYT1', 'C19ORF26', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'AQP5', 'KIF1A', 'HAND2.AS1', 'UMODL1', 'DYDC2', 'PRAME', 'DGKI', 'PQLC2L', 'ATP8A2', 'IQSEC3', 'TGM1', 'SPSB4', 'EPHA7', 'LOC644172', 'IGDCC3', 'PKD1L2', 'C2CD4C', 'GP1BA', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'UGT2B15', 'NBPF6', 'MGAM', 'PLA2G10', 'TMEM232', 'GPR27', 'CNTF', 'SLC25A21', 'MCHR1', 'KERA', 'PRSS12', 'PLEKHD1', 'CD244', 'PTCHD4', 'SLC6A4', 'LOC100130987', 'PNMT', 'DIO3', 'FCRL3', 'L1TD1', 'LINC00242', 'STAP1', 'CST4', 'IL10', 'RGN', 'LINC00839', 'DCANP1', 'PLCXD3', 'FCRLA', 'TBC1D3H', 'SNAP25', 'SPDYA', 'C6', 'TPSD1', 'PCDHGB3', 'GFRA2', 'FLG', 'IGFL2', 'GJB3', 'C1GALT1C1L', 'DLGAP1', 'GPR158', 'SFTPD', 'DNASE1L3', 'ITPKA', 'PROC', 'FAM186B', 'GDF10', 'NR6A1', 'TM4SF19', 'ZBED2', 'BCO2', 'PTH2R', 'ALOX12P2', 'C1ORF229', 'GUSBP5', 'HIST2H2BA', 'KCNG1', 'SLC17A7', 'FBXL13', 'PNPLA3', 'DOC2B', 'SULT4A1', 'BCAN', 'FAM86B2', 'PPM1N', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'FGF18', 'PRR34', 'HTR1D', 'EGOT', 'HCN2', 'LRRIQ3', 'ATP1A4', 'LCN12', 'NAALAD2', 'C10ORF82', 'KCNJ3', 'GJB5', 'ZNF660', 'RNF183', 'SLC7A4', 'LRRC31', 'ADRA1B', 'SYT8', 'PCDHA7', 'LRRIQ1', 'LTA', 'RAET1E', 'AURKAPS1', 'SLC38A4', 'TNFSF15', 'TRPA1', 'CNGA1', 'FBXO24', 'LY6G6C', 'C4ORF47', 'MAL', 'SCGB3A1', 'KLK11', 'GRM8', 'PTGDR', 'TUBA3D', 'ACSL6', 'RP1', 'RPL13AP3', 'LINC01119', 'IQUB', 'NKPD1', 'LINC01341', 'SOX8', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'PPP1R3G', 'C19ORF18', 'FXYD1', 'RNF138P1', 'CCIN', 'MYCBPAP', 'ETV2', 'XPNPEP2', 'TEKT3', 'STKLD1', 'SLC30A8', 'UGT8', 'SLC28A3', 'CCR8', 'METTL7B', 'HEPACAM2', 'UBE2Q2P1', 'TEX14', 'PLP1', 'SLC25A18', 'JPH4', 'IDI2.AS1', 'CASQ1', 'S100A3', 'LINC00482', 'LRIT3', 'GLIS1', 'SGK2', 'CCDC36', 'NR1I3', 'ALOXE3', 'ZNF843', 'CACNG1', 'MS4A15', 'WNT2B', 'PBX4', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'LGALS2', 'PYGO1', 'TMEM92', 'FUT9', 'ADAMTS8', 'BCHE', 'AOC2', 'GJB1', 'C9ORF43', 'CCDC151', 'FCRL6', 'PNCK', 'PITX2', 'TNNI3K', 'FAM189A1', 'DQX1', 'LPAR3', 'CKMT2', 'ABCA17P', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'NLRP12', 'C1ORF101', 'CLDN9', 'IYD', 'ZNF835', 'SLC6A20', 'OTOA', 'CA3', 'SPIB', 'FAM95B1', 'FAM90A1', 'C1ORF95', 'C2CD4A', 'RYR2', 'PCDH9', 'CCDC158', 'CLEC3A', 'SCN2B', 'CLECL1', 'PCSK1N', 'ULBP3', 'SVOPL', 'LINC01550', 'GSDMC', 'ARC', 'TAS1R3', 'CCDC65', 'IL20RB', 'DDX11L2', 'VSIG1', 'AURKC', 'TTC16', 'ZCCHC18', 'PDE1C', 'ALDH8A1', 'COLCA2', 'PCYT1B', 'MYOZ1', 'BPIFB2', 'KNDC1', 'B3GALT5.AS1', 'DUOXA1', 'CRYGS', 'GSTM1', 'PPP1R36', 'KLHL4', 'LOC148709', 'LOC441455', 'CPEB1', 'OR7E91P', 'IL22RA1', 'HOXD3', 'TARP', 'FAM57B', 'LOC90768', 'CAMP', 'JPH3', 'LUZP2', 'FUT7', 'IL12RB2', 'PLA2G5', 'RIMS1', 'FLJ37201', 'LBX2', 'SCARA5', 'RELN', 'HOXB13', 'CD177', 'IGSF5', 'TUBB8', 'SLC22A18AS', 'HIST1H2BN', 'ZBED3.AS1', 'GPR18', 'ASTN1', 'ZC3H12D', 'KCNE1', 'MNX1', 'TCHH', 'CIDEA', 'ONECUT2', 'GAL', 'KCNE2', 'SP5', 'WDR72', 'BTBD8', 'CHRNA6', 'FAM135B', 'IRX4', 'C10ORF128', 'SLC16A10', 'RSPH4A', 'MGC16142', 'SCN7A', 'ALB', 'HOXB8', 'SCART1', 'LINC01124', 'CCDC183', 'CCDC7', 'MGAT5B', 'YPEL4', 'GBP1P1', 'DCSTAMP', 'CELF5', 'CXXC4', 'GRIN2C', 'GPR3', 'SKIDA1', 'OBP2B', 'CXCR5', 'SLC35F1', 'PYDC1', 'SLC30A2', 'HOXA11', 'NIPAL1', 'ATP13A5', 'CCDC153', 'FOXJ1', 'STRC', 'SRL', 'WT1', 'PCSK9', 'PCAT18', 'TNFRSF9', 'LRP1B', 'RPGRIP1', 'INSM1', 'GPR174', 'CNNM1', 'PCK1', 'NOXO1', 'SLC18A2', 'C17ORF104', 'SLC25A53', 'FOXD4', 'DMRT3', 'PPP4R4', 'MARCO', 'GPX2', 'LBP', 'IL20', 'COL23A1', 'INHA', 'FOXD1', 'NOS2', 'PKNOX2', 'BTLA', 'TNFRSF17', 'CRISP3', 'ADH1C', 'KLHL14', 'AVPR2', 'CXCL2', 'GLOD5', 'MYBPC1', 'PARP15', 'GPLD1', 'PFN1P2', 'GPR55', 'CST9', 'SLCO4C1', 'STEAP1B', 'BCL2L14', 'SLC23A1', 'C2ORF40', 'DHRS4L1', 'SCN3A', 'AMH', 'CXCR2P1', 'ZNF98', 'VAT1L', 'ULBP2', 'VSIG2', 'ZNF454', 'RNF212', 'TPSG1', 'VGLL1', 'CYSLTR2', 'HAP1', 'P2RX1', 'FAM218A', 'SYN2', 'EMILIN3', 'DBIL5P', 'TMEM105', 'ORM1', 'FAM178B', 'DKK1', 'ZNF488', 'IL23A', 'DPY19L2P2', 'AMBP', 'PRKG2', 'CXCL1', 'SIGLEC17P', 'CRYM', 'SUCNR1', 'DEPDC4', 'SPDYE1', 'FABP7', 'LRRC2', 'GPBAR1', 'CTCFL', 'BRINP1', 'BDKRB1', 'LRGUK', 'XIRP1', 'ADAMTS18', 'VWDE', 'LINC00930', 'FUT6', 'RERGL', 'TENM1', 'BMPER', 'HCG27', 'CLEC12A', 'RDM1', 'CYP4F8', 'CDR1', 'KIAA0319', 'NUGGC', 'CECR2', 'SORCS1', 'FAM184B', 'PCDHGA3', 'PKD1L1', 'SSUH2', 'WSCD2', 'CBLN2', 'ECEL1', 'SPESP1', 'SEC14L5', 'ABHD11.AS1', 'FSCN2', 'DMRT2', 'CCL17', 'ZNF732', 'FAM162B', 'PIANP', 'HOXD4', 'GNB3', 'TMEM217', 'CTSG', 'GRIA3', 'RSPO1', 'RGS6', 'SERPINA6', 'ADAMTS19', 'IL1R2', 'MT1A', 'RNF175', 'ADAM32', 'COL2A1', 'CHRNB2', 'FLJ12825', 'POM121L9P', 'PFKFB1', 'RASL10A', 'HECTD2.AS1', 'PRSS21', 'DIRC3', 'LRRC16B', 'CYP46A1', 'SMIM5', 'FOXC2', 'CAPN11', 'ZNF804A', 'IGF2BP3', 'TBX21', 'TRAT1', 'PART1', 'HIST1H2BE', 'LOC100126784', 'CYSRT1', 'VIPR2', 'GPR87', 'ULBP1', 'SLC26A10', 'HS3ST3B1', 'SLC13A2', 'XKR9', 'CA9', 'HTR7', 'HOGA1', 'EMX1', 'WIPF3', 'CEP83.AS1', 'ZSCAN1', 'ZBTB16', 'CITED1', 'OTUD7A', 'TMEM40', 'CYP26A1', 'TMSB15A', 'WFDC3', 'MAPT.IT1', 'CDHR1', 'ANKK1', 'GZMM', 'ROPN1L', 'PVALB', 'FIRRE', 'M1AP', 'MYO3B', 'INE2', 'CRTAC1', 'MRAP2', 'IGSF22', 'RFX8', 'RBM12B.AS1', 'SPAG17', 'TTC23L', 'HEATR4', 'PYGM', 'MROH7', 'PCDHA12', 'CFAP61', 'BTC', 'KCNT2', 'ADGRB1', 'SLC27A6', 'NPAS1', 'UGT2B11', 'GPR37L1', 'NRTN', 'B3GAT1', 'OPCML', 'SRSF12', 'NWD1', 'LRRC4B', 'CIDEC', 'CCBE1', 'ADGRF1', 'CLEC4E', 'MIA', 'LINC00173', 'TMEM59L', 'HPDL', 'TSPAN8', 'RNF182', 'FRMPD1', 'GALNT13', 'SMC1B', 'KCNA6', 'KLK6', 'LSAMP', 'LOC613037', 'ABCC6P2', 'FASLG', 'IL11', 'NLRP7', 'DHDH', 'GAS2', 'RFPL1S', 'SCN3B', 'COL28A1', 'C15ORF56', 'FAM83A', 'PSORS1C1', 'ANO5', 'SLC16A11', 'PTCHD1', 'SLC6A14', 'SLC24A5', 'C9ORF47', 'ADGRG2', 'TMPRSS4', 'TUSC5', 'LINC00908', 'RUFY4', 'CYP4F12', 'INTS4P2', 'PIK3C2G', 'IGSF1', 'KCNQ3', 'LOC100133669', 'VENTX', 'MYOM2', 'FAM157A', 'NBPF4', 'EBF2', 'MAG', 'DSCAML1', 'PCDHA5', 'PTPRN', 'KLK7', 'CDKN2B.AS1', 'DLX2', 'SYT6', 'SFTPA2', 'CNTN2', 'ZBTB20', 'FAM19A2', 'NKX3.2', 'DLX5', 'PLAC1', 'CCNI2', 'BRE.AS1', 'OR2W3', 'SLC6A17', 'RYR3', 'GHRLOS', 'ABCC2', 'PTPRR', 'ABCD2', 'TFAP2E', 'CD160', 'GRIA2', 'CD1A', 'DEFB1', 'CCDC144A', 'RGS9', 'DLK2', 'CACNA1I', 'GGT3P', 'CDKL2', 'MYO16', 'PWAR5', 'DCX', 'SLC6A11', 'WDR17', 'MSMB', 'CABP4', 'BTBD19', 'CHRFAM7A', 'MMP12', 'CHRNA10', 'TCEAL2', 'FKBP1AP1', 'UNC13A', 'AGBL4', 'SLC39A2', 'XCL2', 'LY6H', 'S100A7', 'TUBAL3', 'SPAG8', 'ZNF727', 'LINC00202.1', 'KCNH3', 'ARL9', 'TM6SF2', 'MAK', 'SNORD116.4', 'TCN1', 'P2RY12', 'GRID2IP', 'MPL', 'HRCT1', 'PCBP3', 'SYCE3', 'TCTEX1D1', 'ELOVL3', 'GPM6A', 'CD70', 'NOX5', 'SLC46A2', 'SYCE2', 'GRIN2A', 'ARMC3', 'JAKMIP1', 'PGLYRP2', 'TIGD4', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'KLF3.AS1', 'SOSTDC1', 'ASIC3', 'LONRF3', 'LRRC43', 'AGAP7P', 'ACY3', 'THPO', 'BEX1', 'PRPH2', 'LOC400927', 'AKR1E2', 'SCN9A', 'SCN2A', 'KLK10', 'ACHE', 'CEACAM7', 'RIMS2', 'OLFM4', 'CTAGE11P', 'TMEM145', 'CD40LG', 'C6ORF52', 'HRC', 'BEGAIN', 'VN1R1', 'GPR82', 'CXADRP3', 'PAH', 'CHODL', 'TTBK1', 'LOC285593', 'MLLT4.AS1', 'CHST9', 'TTYH1', 'HIST1H2BH', 'APOBEC3A', 'GABRB3', 'ADGRL3', 'SLC25A34', 'BRSK2', 'TRH', 'MAPK4', 'CAMK4', 'DGCR5', 'C8ORF46', 'DNASE1L2', 'ST8SIA2', 'EPYC', 'GBP6', 'MUC15', 'GPR63', 'CAPSL', 'SLC35F3', 'ANKLE1', 'IL17D', 'ROBO2', 'AIM1L', 'ASGR1', 'PCDHA1', 'TNFSF11', 'RMRP', 'FAM201A', 'HAMP', 'MYO15A', 'DUSP9', 'FAM159A', 'NMU', 'CHKB.AS1', 'PTX3', 'DCLK3', 'RHCE', 'NEK5', 'TDRD6', 'LYG1', 'MTUS2', 'KCNK17', 'ROPN1B', 'RUNDC3A', 'LOC100132215', 'CYP2E1', 'C1QL3', 'UCKL1.AS1', 'PNMA6A', 'LINC00961', 'CYTL1', 'FOLR1', 'RRN3P1', 'XCL1', 'SIGLEC6', 'LINC00689', 'RRN3P2', 'HBA1', 'ATP13A4', 'THSD7B', 'SLC2A14', 'ADRA2B', 'MT1L', 'ZMAT4', 'TMEM150B', 'IL1RL1', 'KISS1R', 'CCR10', 'KIF19', 'IL24', 'GLI1', 'GPR173', 'ARRDC3.AS1', 'DPEP1', 'LIN7A', 'TTLL9', 'PRRT4', 'NIPAL4', 'KIAA1210', 'GPR135', 'WBP2NL', 'A2ML1', 'RHBG', 'B3GALT5', 'PCDHB18P', 'GNMT', 'RRAD', 'CBLN1', 'FIGF', 'DPF3', 'LOC90246', 'OXGR1', 'CD300LB', 'CNTNAP3', 'IL18RAP', 'MAP7D2', 'CACNA2D3', 'DPY19L2P4', 'MS4A8', 'SLC5A8', 'HIST1H1D', 'RAB39A', 'TRIM7', 'LRRC24', 'AIM2', 'PCDH20', 'GABRB2', 'DNAH11', 'TIFAB', 'PON3', 'KLK8', 'FOXN1', 'PHKG1', 'WFIKKN1', 'MASP2', 'CD19', 'GPR171', 'WNT10A', 'FREM2', 'LINC00669', 'ANK1', 'DCST2', 'C19ORF45', 'CRB2', 'CLCA2', 'KCNB1', 'SLC26A3', 'SEPHS1P1', 'HIST1H2AG', 'UCA1', 'LINC01465', 'LINC00685', 'TYMSOS', 'RASAL1', 'CD1E', 'ANO2', 'RIC3', 'COLCA1', 'CST2', 'HNRNPCL3', 'NEURL3', 'LOC646999', 'MED12L', 'TTC41P', 'PCDHGC5', 'EYA1', 'STXBP6', 'RAB3B', 'CLPSL1', 'MYEOV', 'NRXN1', 'FAM182B', 'SEC14L1P1', 'IL6', 'MAPT.AS1', 'ARHGEF33', 'VSTM2A', 'TDRD9', 'AJAP1', 'ZNF676', 'CR2', 'CLDN14', 'CXCR2', 'LPAR4', 'KIF4B', 'PATL2', 'FNDC8', 'CLEC4F', 'MSLN', 'KCNRG', 'MKX', 'ABHD1', 'C9ORF117', 'PDCD1', 'MAGEL2', 'NDP', 'VIT', 'HAPLN1', 'SEZ6L', 'DMRTC1B', 'POU3F1', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10512598969709641
		RMSE:  1.0713675802437574
		NRMSE:  0.18252510013182233
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.044647408489899565
		RMSE:  0.9270678870989714
		NRMSE:  0.17190207437399804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  4.926463923587111e-15
		NRMSE:  8.393042103663068e-16
		MAPE:  6.428838166421498e-12
		Pearson Correlation:  0.4610175234418609
		Spearman Correlation:  0.4880109257633402
		Coefficient of Determination:  -0.13896579091108197
		RMSE:  0.9680148331676791
		NRMSE:  0.1794946844368031
		MAPE:  872.8918236530162

	Predictor:  ElasticNet
		Pearson Correlation:  0.926895203319511
		Spearman Correlation:  0.8514541572521305
		Coefficient of Determination:  0.8334696352232075
		RMSE:  0.41589080715928706
		NRMSE:  0.07085384383516825
		MAPE:  556.5715659259613
		Pearson Correlation:  0.6420494768940157
		Spearman Correlation:  0.6323724514681495
		Coefficient of Determination:  0.4031324092205393
		RMSE:  0.7007541380796679
		NRMSE:  0.1299377226181472
		MAPE:  686.6240788523455

	Predictor:  RandomForests
		Pearson Correlation:  0.6330803990461317
		Spearman Correlation:  0.5772742656758215
		Coefficient of Determination:  0.3197786161304146
		RMSE:  0.8405387589585925
		NRMSE:  0.14319961138705428
		MAPE:  671.6644353345745
		Pearson Correlation:  0.3548496547539496
		Spearman Correlation:  0.4440298507462687
		Coefficient of Determination:  0.11975457829059344
		RMSE:  0.8509980394816591
		NRMSE:  0.15779678091630986
		MAPE:  424.5806198999163

Protein:  ERBB3
x_train_column_count:  1002
x_train columns:  ['DES', 'SOX15', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'CATSPER3', 'C4ORF36', 'ALOX15', 'PCDHGA1', 'MST1L', 'NPTX1', 'TAT', 'TMEM200C', 'PPP2R2B', 'MUC6', 'ACTA1', 'CA14', 'LEP', 'ABCA10', 'MPZ', 'FIBCD1', 'C10ORF55', 'GRIK4', 'TUBA3E', 'CYP4F35P', 'GLDC', 'ANP32AP1', 'C1ORF228', 'FDCSP', 'LOC100272216', 'MOGAT2', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'BMX', 'FBLL1', 'CACNA1F', 'IRX6', 'PDE6G', 'CCL13', 'LOC399815', 'MAST1', 'SLC26A4', 'LRFN2', 'LINC00922', 'XKRX', 'FOXP2', 'PCDHA2', 'KIAA0125', 'CFAP57', 'C1ORF186', 'FOXF1', 'GIPR', 'ALG1L', 'ASB14', 'LINC01139', 'CADM2', 'TSSK4', 'HHIPL2', 'ZNF280B', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'PDZRN4', 'ASAH2B', 'MAT1A', 'RNASE2', 'TMEM35', 'LRFN5', 'C2CD4B', 'DNAJC5B', 'CERS1', 'HSD17B2', 'BRINP2', 'C10ORF95', 'WNK3', 'DNAI1', 'LGR5', 'FCGR3B', 'PTCHD2', 'PCDHAC1', 'GDF6', 'GPR141', 'LGALS12', 'GSDMA', 'TMEM151B', 'LINGO4', 'TMEM132C', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'KRT6A', 'HIST1H2AM', 'TLL2', 'DMC1', 'ESYT3', 'NFE2', 'PCP4L1', 'IL1RL2', 'AOC1', 'MYT1', 'C19ORF26', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'AQP5', 'KIF1A', 'HAND2.AS1', 'UMODL1', 'DYDC2', 'PRAME', 'DGKI', 'PQLC2L', 'ATP8A2', 'IQSEC3', 'TGM1', 'SPSB4', 'EPHA7', 'LOC644172', 'IGDCC3', 'PKD1L2', 'C2CD4C', 'GP1BA', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'UGT2B15', 'NBPF6', 'MGAM', 'PLA2G10', 'TMEM232', 'GPR27', 'CNTF', 'SLC25A21', 'MCHR1', 'KERA', 'PRSS12', 'PLEKHD1', 'CD244', 'PTCHD4', 'SLC6A4', 'LOC100130987', 'PNMT', 'DIO3', 'FCRL3', 'L1TD1', 'LINC00242', 'STAP1', 'CST4', 'IL10', 'RGN', 'LINC00839', 'DCANP1', 'PLCXD3', 'FCRLA', 'TBC1D3H', 'SNAP25', 'SPDYA', 'C6', 'TPSD1', 'PCDHGB3', 'GFRA2', 'FLG', 'IGFL2', 'GJB3', 'C1GALT1C1L', 'DLGAP1', 'GPR158', 'SFTPD', 'DNASE1L3', 'ITPKA', 'PROC', 'FAM186B', 'GDF10', 'NR6A1', 'TM4SF19', 'ZBED2', 'BCO2', 'PTH2R', 'ALOX12P2', 'C1ORF229', 'GUSBP5', 'HIST2H2BA', 'KCNG1', 'SLC17A7', 'FBXL13', 'PNPLA3', 'DOC2B', 'SULT4A1', 'BCAN', 'FAM86B2', 'PPM1N', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'FGF18', 'PRR34', 'HTR1D', 'EGOT', 'HCN2', 'LRRIQ3', 'ATP1A4', 'LCN12', 'NAALAD2', 'C10ORF82', 'KCNJ3', 'GJB5', 'ZNF660', 'RNF183', 'SLC7A4', 'LRRC31', 'ADRA1B', 'SYT8', 'PCDHA7', 'LRRIQ1', 'LTA', 'RAET1E', 'AURKAPS1', 'SLC38A4', 'TNFSF15', 'TRPA1', 'CNGA1', 'FBXO24', 'LY6G6C', 'C4ORF47', 'MAL', 'SCGB3A1', 'KLK11', 'GRM8', 'PTGDR', 'TUBA3D', 'ACSL6', 'RP1', 'RPL13AP3', 'LINC01119', 'IQUB', 'NKPD1', 'LINC01341', 'SOX8', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'PPP1R3G', 'C19ORF18', 'FXYD1', 'RNF138P1', 'CCIN', 'MYCBPAP', 'ETV2', 'XPNPEP2', 'TEKT3', 'STKLD1', 'SLC30A8', 'UGT8', 'SLC28A3', 'CCR8', 'METTL7B', 'HEPACAM2', 'UBE2Q2P1', 'TEX14', 'PLP1', 'SLC25A18', 'JPH4', 'IDI2.AS1', 'CASQ1', 'S100A3', 'LINC00482', 'LRIT3', 'GLIS1', 'SGK2', 'CCDC36', 'NR1I3', 'ALOXE3', 'ZNF843', 'CACNG1', 'MS4A15', 'WNT2B', 'PBX4', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'LGALS2', 'PYGO1', 'TMEM92', 'FUT9', 'ADAMTS8', 'BCHE', 'AOC2', 'GJB1', 'C9ORF43', 'CCDC151', 'FCRL6', 'PNCK', 'PITX2', 'TNNI3K', 'FAM189A1', 'DQX1', 'LPAR3', 'CKMT2', 'ABCA17P', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'NLRP12', 'C1ORF101', 'CLDN9', 'IYD', 'ZNF835', 'SLC6A20', 'OTOA', 'CA3', 'SPIB', 'FAM95B1', 'FAM90A1', 'C1ORF95', 'C2CD4A', 'RYR2', 'PCDH9', 'CCDC158', 'CLEC3A', 'SCN2B', 'CLECL1', 'PCSK1N', 'ULBP3', 'SVOPL', 'LINC01550', 'GSDMC', 'ARC', 'TAS1R3', 'CCDC65', 'IL20RB', 'DDX11L2', 'VSIG1', 'AURKC', 'TTC16', 'ZCCHC18', 'PDE1C', 'ALDH8A1', 'COLCA2', 'PCYT1B', 'MYOZ1', 'BPIFB2', 'KNDC1', 'B3GALT5.AS1', 'DUOXA1', 'CRYGS', 'GSTM1', 'PPP1R36', 'KLHL4', 'LOC148709', 'LOC441455', 'CPEB1', 'OR7E91P', 'IL22RA1', 'HOXD3', 'TARP', 'FAM57B', 'LOC90768', 'CAMP', 'JPH3', 'LUZP2', 'FUT7', 'IL12RB2', 'PLA2G5', 'RIMS1', 'FLJ37201', 'LBX2', 'SCARA5', 'RELN', 'HOXB13', 'CD177', 'IGSF5', 'TUBB8', 'SLC22A18AS', 'HIST1H2BN', 'ZBED3.AS1', 'GPR18', 'ASTN1', 'ZC3H12D', 'KCNE1', 'MNX1', 'TCHH', 'CIDEA', 'ONECUT2', 'GAL', 'KCNE2', 'SP5', 'WDR72', 'BTBD8', 'CHRNA6', 'FAM135B', 'IRX4', 'C10ORF128', 'SLC16A10', 'RSPH4A', 'MGC16142', 'SCN7A', 'ALB', 'HOXB8', 'SCART1', 'LINC01124', 'CCDC183', 'CCDC7', 'MGAT5B', 'YPEL4', 'GBP1P1', 'DCSTAMP', 'CELF5', 'CXXC4', 'GRIN2C', 'GPR3', 'SKIDA1', 'OBP2B', 'CXCR5', 'SLC35F1', 'PYDC1', 'SLC30A2', 'HOXA11', 'NIPAL1', 'ATP13A5', 'CCDC153', 'FOXJ1', 'STRC', 'SRL', 'WT1', 'PCSK9', 'PCAT18', 'TNFRSF9', 'LRP1B', 'RPGRIP1', 'INSM1', 'GPR174', 'CNNM1', 'PCK1', 'NOXO1', 'SLC18A2', 'C17ORF104', 'SLC25A53', 'FOXD4', 'DMRT3', 'PPP4R4', 'MARCO', 'GPX2', 'LBP', 'IL20', 'COL23A1', 'INHA', 'FOXD1', 'NOS2', 'PKNOX2', 'BTLA', 'TNFRSF17', 'CRISP3', 'ADH1C', 'KLHL14', 'AVPR2', 'CXCL2', 'GLOD5', 'MYBPC1', 'PARP15', 'GPLD1', 'PFN1P2', 'GPR55', 'CST9', 'SLCO4C1', 'STEAP1B', 'BCL2L14', 'SLC23A1', 'C2ORF40', 'DHRS4L1', 'SCN3A', 'AMH', 'CXCR2P1', 'ZNF98', 'VAT1L', 'ULBP2', 'VSIG2', 'ZNF454', 'RNF212', 'TPSG1', 'VGLL1', 'CYSLTR2', 'HAP1', 'P2RX1', 'FAM218A', 'SYN2', 'EMILIN3', 'DBIL5P', 'TMEM105', 'ORM1', 'FAM178B', 'DKK1', 'ZNF488', 'IL23A', 'DPY19L2P2', 'AMBP', 'PRKG2', 'CXCL1', 'SIGLEC17P', 'CRYM', 'SUCNR1', 'DEPDC4', 'SPDYE1', 'FABP7', 'LRRC2', 'GPBAR1', 'CTCFL', 'BRINP1', 'BDKRB1', 'LRGUK', 'XIRP1', 'ADAMTS18', 'VWDE', 'LINC00930', 'FUT6', 'RERGL', 'TENM1', 'BMPER', 'HCG27', 'CLEC12A', 'RDM1', 'CYP4F8', 'CDR1', 'KIAA0319', 'NUGGC', 'CECR2', 'SORCS1', 'FAM184B', 'PCDHGA3', 'PKD1L1', 'SSUH2', 'WSCD2', 'CBLN2', 'ECEL1', 'SPESP1', 'SEC14L5', 'ABHD11.AS1', 'FSCN2', 'DMRT2', 'CCL17', 'ZNF732', 'FAM162B', 'PIANP', 'HOXD4', 'GNB3', 'TMEM217', 'CTSG', 'GRIA3', 'RSPO1', 'RGS6', 'SERPINA6', 'ADAMTS19', 'IL1R2', 'MT1A', 'RNF175', 'ADAM32', 'COL2A1', 'CHRNB2', 'FLJ12825', 'POM121L9P', 'PFKFB1', 'RASL10A', 'HECTD2.AS1', 'PRSS21', 'DIRC3', 'LRRC16B', 'CYP46A1', 'SMIM5', 'FOXC2', 'CAPN11', 'ZNF804A', 'IGF2BP3', 'TBX21', 'TRAT1', 'PART1', 'HIST1H2BE', 'LOC100126784', 'CYSRT1', 'VIPR2', 'GPR87', 'ULBP1', 'SLC26A10', 'HS3ST3B1', 'SLC13A2', 'XKR9', 'CA9', 'HTR7', 'HOGA1', 'EMX1', 'WIPF3', 'CEP83.AS1', 'ZSCAN1', 'ZBTB16', 'CITED1', 'OTUD7A', 'TMEM40', 'CYP26A1', 'TMSB15A', 'WFDC3', 'MAPT.IT1', 'CDHR1', 'ANKK1', 'GZMM', 'ROPN1L', 'PVALB', 'FIRRE', 'M1AP', 'MYO3B', 'INE2', 'CRTAC1', 'MRAP2', 'IGSF22', 'RFX8', 'RBM12B.AS1', 'SPAG17', 'TTC23L', 'HEATR4', 'PYGM', 'MROH7', 'PCDHA12', 'CFAP61', 'BTC', 'KCNT2', 'ADGRB1', 'SLC27A6', 'NPAS1', 'UGT2B11', 'GPR37L1', 'NRTN', 'B3GAT1', 'OPCML', 'SRSF12', 'NWD1', 'LRRC4B', 'CIDEC', 'CCBE1', 'ADGRF1', 'CLEC4E', 'MIA', 'LINC00173', 'TMEM59L', 'HPDL', 'TSPAN8', 'RNF182', 'FRMPD1', 'GALNT13', 'SMC1B', 'KCNA6', 'KLK6', 'LSAMP', 'LOC613037', 'ABCC6P2', 'FASLG', 'IL11', 'NLRP7', 'DHDH', 'GAS2', 'RFPL1S', 'SCN3B', 'COL28A1', 'C15ORF56', 'FAM83A', 'PSORS1C1', 'ANO5', 'SLC16A11', 'PTCHD1', 'SLC6A14', 'SLC24A5', 'C9ORF47', 'ADGRG2', 'TMPRSS4', 'TUSC5', 'LINC00908', 'RUFY4', 'CYP4F12', 'INTS4P2', 'PIK3C2G', 'IGSF1', 'KCNQ3', 'LOC100133669', 'VENTX', 'MYOM2', 'FAM157A', 'NBPF4', 'EBF2', 'MAG', 'DSCAML1', 'PCDHA5', 'PTPRN', 'KLK7', 'CDKN2B.AS1', 'DLX2', 'SYT6', 'SFTPA2', 'CNTN2', 'ZBTB20', 'FAM19A2', 'NKX3.2', 'DLX5', 'PLAC1', 'CCNI2', 'BRE.AS1', 'OR2W3', 'SLC6A17', 'RYR3', 'GHRLOS', 'ABCC2', 'PTPRR', 'ABCD2', 'TFAP2E', 'CD160', 'GRIA2', 'CD1A', 'DEFB1', 'CCDC144A', 'RGS9', 'DLK2', 'CACNA1I', 'GGT3P', 'CDKL2', 'MYO16', 'PWAR5', 'DCX', 'SLC6A11', 'WDR17', 'MSMB', 'CABP4', 'BTBD19', 'CHRFAM7A', 'MMP12', 'CHRNA10', 'TCEAL2', 'FKBP1AP1', 'UNC13A', 'AGBL4', 'SLC39A2', 'XCL2', 'LY6H', 'S100A7', 'TUBAL3', 'SPAG8', 'ZNF727', 'LINC00202.1', 'KCNH3', 'ARL9', 'TM6SF2', 'MAK', 'SNORD116.4', 'TCN1', 'P2RY12', 'GRID2IP', 'MPL', 'HRCT1', 'PCBP3', 'SYCE3', 'TCTEX1D1', 'ELOVL3', 'GPM6A', 'CD70', 'NOX5', 'SLC46A2', 'SYCE2', 'GRIN2A', 'ARMC3', 'JAKMIP1', 'PGLYRP2', 'TIGD4', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'KLF3.AS1', 'SOSTDC1', 'ASIC3', 'LONRF3', 'LRRC43', 'AGAP7P', 'ACY3', 'THPO', 'BEX1', 'PRPH2', 'LOC400927', 'AKR1E2', 'SCN9A', 'SCN2A', 'KLK10', 'ACHE', 'CEACAM7', 'RIMS2', 'OLFM4', 'CTAGE11P', 'TMEM145', 'CD40LG', 'C6ORF52', 'HRC', 'BEGAIN', 'VN1R1', 'GPR82', 'CXADRP3', 'PAH', 'CHODL', 'TTBK1', 'LOC285593', 'MLLT4.AS1', 'CHST9', 'TTYH1', 'HIST1H2BH', 'APOBEC3A', 'GABRB3', 'ADGRL3', 'SLC25A34', 'BRSK2', 'TRH', 'MAPK4', 'CAMK4', 'DGCR5', 'C8ORF46', 'DNASE1L2', 'ST8SIA2', 'EPYC', 'GBP6', 'MUC15', 'GPR63', 'CAPSL', 'SLC35F3', 'ANKLE1', 'IL17D', 'ROBO2', 'AIM1L', 'ASGR1', 'PCDHA1', 'TNFSF11', 'RMRP', 'FAM201A', 'HAMP', 'MYO15A', 'DUSP9', 'FAM159A', 'NMU', 'CHKB.AS1', 'PTX3', 'DCLK3', 'RHCE', 'NEK5', 'TDRD6', 'LYG1', 'MTUS2', 'KCNK17', 'ROPN1B', 'RUNDC3A', 'LOC100132215', 'CYP2E1', 'C1QL3', 'UCKL1.AS1', 'PNMA6A', 'LINC00961', 'CYTL1', 'FOLR1', 'RRN3P1', 'XCL1', 'SIGLEC6', 'LINC00689', 'RRN3P2', 'HBA1', 'ATP13A4', 'THSD7B', 'SLC2A14', 'ADRA2B', 'MT1L', 'ZMAT4', 'TMEM150B', 'IL1RL1', 'KISS1R', 'CCR10', 'KIF19', 'IL24', 'GLI1', 'GPR173', 'ARRDC3.AS1', 'DPEP1', 'LIN7A', 'TTLL9', 'PRRT4', 'NIPAL4', 'KIAA1210', 'GPR135', 'WBP2NL', 'A2ML1', 'RHBG', 'B3GALT5', 'PCDHB18P', 'GNMT', 'RRAD', 'CBLN1', 'FIGF', 'DPF3', 'LOC90246', 'OXGR1', 'CD300LB', 'CNTNAP3', 'IL18RAP', 'MAP7D2', 'CACNA2D3', 'DPY19L2P4', 'MS4A8', 'SLC5A8', 'HIST1H1D', 'RAB39A', 'TRIM7', 'LRRC24', 'AIM2', 'PCDH20', 'GABRB2', 'DNAH11', 'TIFAB', 'PON3', 'KLK8', 'FOXN1', 'PHKG1', 'WFIKKN1', 'MASP2', 'CD19', 'GPR171', 'WNT10A', 'FREM2', 'LINC00669', 'ANK1', 'DCST2', 'C19ORF45', 'CRB2', 'CLCA2', 'KCNB1', 'SLC26A3', 'SEPHS1P1', 'HIST1H2AG', 'UCA1', 'LINC01465', 'LINC00685', 'TYMSOS', 'RASAL1', 'CD1E', 'ANO2', 'RIC3', 'COLCA1', 'CST2', 'HNRNPCL3', 'NEURL3', 'LOC646999', 'MED12L', 'TTC41P', 'PCDHGC5', 'EYA1', 'STXBP6', 'RAB3B', 'CLPSL1', 'MYEOV', 'NRXN1', 'FAM182B', 'SEC14L1P1', 'IL6', 'MAPT.AS1', 'ARHGEF33', 'VSTM2A', 'TDRD9', 'AJAP1', 'ZNF676', 'CR2', 'CLDN14', 'CXCR2', 'LPAR4', 'KIF4B', 'PATL2', 'FNDC8', 'CLEC4F', 'MSLN', 'KCNRG', 'MKX', 'ABHD1', 'C9ORF117', 'PDCD1', 'MAGEL2', 'NDP', 'VIT', 'HAPLN1', 'SEZ6L', 'DMRTC1B', 'POU3F1', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20107865915633893
		RMSE:  0.5031866190144979
		NRMSE:  0.13579562619977975
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27170508071542576
		RMSE:  0.5249654097328843
		NRMSE:  0.21064675210776365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  3.834803933664636e-15
		NRMSE:  1.034903516602384e-15
		MAPE:  2.898452820924736e-12
		Pearson Correlation:  0.35546120519846247
		Spearman Correlation:  0.3390600173888207
		Coefficient of Determination:  -0.4146610155417534
		RMSE:  0.5536861728697343
		NRMSE:  0.2221711980248998
		MAPE:  450.9165235156914

	Predictor:  ElasticNet
		Pearson Correlation:  0.8033216905705629
		Spearman Correlation:  0.7969873999062733
		Coefficient of Determination:  0.5756367541454007
		RMSE:  0.2990971258060808
		NRMSE:  0.0807177296823563
		MAPE:  165.3521465021318
		Pearson Correlation:  0.3449810969490169
		Spearman Correlation:  0.3588581100116193
		Coefficient of Determination:  0.08964965644315603
		RMSE:  0.4441623737627799
		NRMSE:  0.17822385952859363
		MAPE:  320.5469860406081

	Predictor:  RandomForests
		Pearson Correlation:  0.5220995171727433
		Spearman Correlation:  0.5433204818408822
		Coefficient of Determination:  0.21274143721754113
		RMSE:  0.40738220536214925
		NRMSE:  0.10994076469709625
		MAPE:  204.4591934172639
		Pearson Correlation:  0.37801379757858855
		Spearman Correlation:  0.39041848407316615
		Coefficient of Determination:  0.11821473109217417
		RMSE:  0.43713834617033737
		NRMSE:  0.17540540983337238
		MAPE:  234.03073427967328


Fold:  2

Protein:  RB1
x_train_column_count:  1002
x_train columns:  ['AMDHD1', 'DES', 'ALDH1L1', 'SOX15', 'POU5F1B', 'PCSK1', 'ALOX15', 'CATSPER3', 'C4ORF36', 'MST1L', 'PPP2R2B', 'CA14', 'NPTX1', 'TAT', 'TMEM200C', 'LEP', 'PCDHGA1', 'ACTA1', 'MPZ', 'ABCA10', 'MUC6', 'C10ORF55', 'FIBCD1', 'TUBA3E', 'GRIK4', 'GLDC', 'CYP4F35P', 'FDCSP', 'ANP32AP1', 'C1ORF228', 'LOC100272216', 'SLITRK5', 'ZSCAN23', 'MOGAT2', 'PTPRH', 'PDZD7', 'CLPSL2', 'SLC1A7', 'SLC26A4', 'PDE6G', 'LRFN2', 'FBLL1', 'IRX6', 'CACNA1F', 'LINC00922', 'CCL13', 'BMX', 'LOC399815', 'MAST1', 'XKRX', 'FOXP2', 'CFAP57', 'PCDHA2', 'KIAA0125', 'GIPR', 'C1ORF186', 'FOXF1', 'ALG1L', 'ASB14', 'LINC01139', 'KCNJ10', 'HHIPL2', 'JAKMIP2', 'ZNF280B', 'CADM2', 'TSSK4', 'NXNL2', 'CERS1', 'TMEM35', 'LRFN5', 'PDZRN4', 'BRINP2', 'HSD17B2', 'C2CD4B', 'DNAJC5B', 'RNASE2', 'ASAH2B', 'C10ORF95', 'DNAI1', 'WNK3', 'MAT1A', 'LGR5', 'PCDHAC1', 'FCGR3B', 'GDF6', 'GPR141', 'TMEM151B', 'LGALS12', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'KRT6A', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'HIST1H2AM', 'IL1RL2', 'ESYT3', 'PCP4L1', 'AOC1', 'NFE2', 'MYT1', 'TLL2', 'C19ORF26', 'DMC1', 'C1QL1', 'HMGCLL1', 'AQP5', 'KIAA1875', 'SLC24A2', 'ERICH3', 'SLC6A16', 'CD164L2', 'KIF1A', 'DGKI', 'PQLC2L', 'DYDC2', 'PRAME', 'HAND2.AS1', 'UMODL1', 'ATP8A2', 'IGDCC3', 'IQSEC3', 'TGM1', 'EPHA7', 'SPSB4', 'PKD1L2', 'LOC644172', 'UGT2B15', 'NPC1L1', 'CD300LG', 'GP1BA', 'AQP7', 'TEKT2', 'NBPF6', 'C2CD4C', 'MGAM', 'CNTF', 'PLA2G10', 'TMEM232', 'GPR27', 'KERA', 'MCHR1', 'PRSS12', 'PLEKHD1', 'FCRL3', 'LOC100130987', 'PTCHD4', 'CD244', 'SLC25A21', 'SLC6A4', 'DIO3', 'PNMT', 'L1TD1', 'IL10', 'PLCXD3', 'CST4', 'FCRLA', 'RGN', 'LINC00839', 'DCANP1', 'TBC1D3H', 'SPDYA', 'SNAP25', 'LINC00242', 'C6', 'STAP1', 'PCDHGB3', 'GFRA2', 'TPSD1', 'FLG', 'DNASE1L3', 'IGFL2', 'GPR158', 'GJB3', 'C1GALT1C1L', 'SFTPD', 'DLGAP1', 'GDF10', 'PROC', 'FAM186B', 'TM4SF19', 'NR6A1', 'ZBED2', 'BCO2', 'PTH2R', 'ITPKA', 'PNPLA3', 'C1ORF229', 'ALOX12P2', 'SULT4A1', 'BCAN', 'HIST2H2BA', 'FBXL13', 'KCNG1', 'GUSBP5', 'FAM86B2', 'DOC2B', 'SLC17A7', 'PPM1N', 'PRR34', 'SIGLEC15', 'ZNF492', 'PTPRZ1', 'HTR1D', 'NNAT', 'FGF18', 'LRRIQ3', 'LCN12', 'HCN2', 'C10ORF82', 'ATP1A4', 'NAALAD2', 'KCNJ3', 'EGOT', 'ZNF660', 'RNF183', 'SLC7A4', 'GJB5', 'LRRC31', 'SYT8', 'LRRIQ1', 'SLC38A4', 'RAET1E', 'LTA', 'AURKAPS1', 'ADRA1B', 'TNFSF15', 'PCDHA7', 'TRPA1', 'FBXO24', 'SCGB3A1', 'MAL', 'CNGA1', 'LY6G6C', 'C4ORF47', 'RP1', 'GRM8', 'KLK11', 'ACSL6', 'RPL13AP3', 'PTGDR', 'TUBA3D', 'IQUB', 'LINC01119', 'CBLN4', 'NKPD1', 'LINC01341', 'SOX8', 'EYS', 'ECT2L', 'PAX2', 'FXYD1', 'PPP1R3G', 'RNF138P1', 'CCR8', 'CCIN', 'MYCBPAP', 'XPNPEP2', 'ETV2', 'TEKT3', 'STKLD1', 'SLC30A8', 'C19ORF18', 'UGT8', 'SLC28A3', 'JPH4', 'UBE2Q2P1', 'METTL7B', 'SLC25A18', 'HEPACAM2', 'CASQ1', 'PLP1', 'TEX14', 'IDI2.AS1', 'S100A3', 'GLIS1', 'SGK2', 'ZNF843', 'LRIT3', 'CCDC36', 'NR1I3', 'LINC00482', 'ALOXE3', 'CACNG1', 'WNT2B', 'MS4A15', 'PBX4', 'ZIC2', 'ST6GALNAC1', 'GTSE1.AS1', 'ADAMTS8', 'PYGO1', 'LGALS2', 'TMEM92', 'FUT9', 'FCRL6', 'CCDC151', 'C9ORF43', 'PITX2', 'BCHE', 'PNCK', 'TNNI3K', 'AOC2', 'GJB1', 'DQX1', 'CKMT2', 'LPAR3', 'FAM189A1', 'ABCA17P', 'CACNA1G', 'C2ORF50', 'C1ORF101', 'NLRP12', 'ADCYAP1', 'ENPP6', 'SLC6A20', 'IYD', 'ZNF835', 'OTOA', 'CA3', 'SPIB', 'CLDN9', 'FAM95B1', 'FAM90A1', 'RYR2', 'C2CD4A', 'C1ORF95', 'PCDH9', 'LINC01550', 'CLEC3A', 'SVOPL', 'CCDC158', 'SCN2B', 'VSIG1', 'CLECL1', 'PCSK1N', 'IL20RB', 'ARC', 'CCDC65', 'TAS1R3', 'GSDMC', 'TTC16', 'AURKC', 'ZCCHC18', 'ULBP3', 'DDX11L2', 'DUOXA1', 'B3GALT5.AS1', 'ALDH8A1', 'KNDC1', 'COLCA2', 'GSTM1', 'PCYT1B', 'BPIFB2', 'MYOZ1', 'PDE1C', 'CRYGS', 'PPP1R36', 'TARP', 'KLHL4', 'LOC148709', 'LUZP2', 'LOC441455', 'JPH3', 'CPEB1', 'IL22RA1', 'HOXD3', 'FAM57B', 'LOC90768', 'CAMP', 'OR7E91P', 'FLJ37201', 'RIMS1', 'IL12RB2', 'RELN', 'LBX2', 'FUT7', 'SCARA5', 'PLA2G5', 'KCNE1', 'IGSF5', 'TUBB8', 'HIST1H2BN', 'GPR18', 'ZBED3.AS1', 'SLC22A18AS', 'HOXB13', 'CD177', 'ZC3H12D', 'MNX1', 'ASTN1', 'CIDEA', 'TCHH', 'ONECUT2', 'C10ORF128', 'GAL', 'SP5', 'WDR72', 'CHRNA6', 'KCNE2', 'IRX4', 'FAM135B', 'BTBD8', 'SLC16A10', 'RSPH4A', 'SCN7A', 'ALB', 'HOXB8', 'SCART1', 'LINC01124', 'CCDC183', 'MGC16142', 'CCDC7', 'DCSTAMP', 'CELF5', 'GRIN2C', 'MGAT5B', 'GBP1P1', 'CXXC4', 'YPEL4', 'GPR3', 'CXCR5', 'HOXA11', 'SLC30A2', 'OBP2B', 'SLC35F1', 'ATP13A5', 'NIPAL1', 'PYDC1', 'SKIDA1', 'CCDC153', 'RPGRIP1', 'SRL', 'STRC', 'WT1', 'TNFRSF9', 'LRP1B', 'PCSK9', 'PCAT18', 'FOXJ1', 'SLC18A2', 'PPP4R4', 'NOXO1', 'PCK1', 'INSM1', 'CNNM1', 'GPR174', 'MARCO', 'SLC25A53', 'C17ORF104', 'FOXD4', 'DMRT3', 'GPX2', 'INHA', 'COL23A1', 'NOS2', 'ADH1C', 'FOXD1', 'PKNOX2', 'KLHL14', 'BTLA', 'CRISP3', 'LBP', 'IL20', 'TNFRSF17', 'AVPR2', 'GLOD5', 'MYBPC1', 'PARP15', 'CXCL2', 'GPLD1', 'PFN1P2', 'CST9', 'GPR55', 'SLCO4C1', 'SLC23A1', 'STEAP1B', 'C2ORF40', 'BCL2L14', 'DHRS4L1', 'SCN3A', 'AMH', 'ULBP2', 'CXCR2P1', 'VAT1L', 'ZNF98', 'VSIG2', 'RNF212', 'VGLL1', 'HAP1', 'CYSLTR2', 'ZNF454', 'TPSG1', 'FAM218A', 'SYN2', 'EMILIN3', 'DBIL5P', 'ORM1', 'ZNF488', 'TMEM105', 'FAM178B', 'P2RX1', 'DKK1', 'DPY19L2P2', 'IL23A', 'SIGLEC17P', 'CRYM', 'PRKG2', 'CXCL1', 'AMBP', 'BRINP1', 'CTCFL', 'SUCNR1', 'DEPDC4', 'FABP7', 'SPDYE1', 'LRRC2', 'GPBAR1', 'XIRP1', 'LRGUK', 'ADAMTS18', 'VWDE', 'FUT6', 'RERGL', 'BDKRB1', 'TENM1', 'LINC00930', 'BMPER', 'HCG27', 'CLEC12A', 'RDM1', 'CYP4F8', 'CDR1', 'NUGGC', 'KIAA0319', 'CECR2', 'SORCS1', 'ABHD11.AS1', 'PCDHGA3', 'PKD1L1', 'FAM184B', 'ECEL1', 'CBLN2', 'WSCD2', 'SPESP1', 'SEC14L5', 'SSUH2', 'FSCN2', 'DMRT2', 'FAM162B', 'CCL17', 'ZNF732', 'HOXD4', 'PIANP', 'TMEM217', 'GRIA3', 'CTSG', 'GNB3', 'RSPO1', 'RGS6', 'COL2A1', 'SERPINA6', 'MT1A', 'ADAMTS19', 'IL1R2', 'RNF175', 'CHRNB2', 'ADAM32', 'FLJ12825', 'RASL10A', 'PFKFB1', 'POM121L9P', 'HECTD2.AS1', 'DIRC3', 'PRSS21', 'SMIM5', 'CYP46A1', 'LRRC16B', 'CAPN11', 'IGF2BP3', 'VIPR2', 'TRAT1', 'ZNF804A', 'TBX21', 'HIST1H2BE', 'GPR87', 'LOC100126784', 'CYSRT1', 'PART1', 'FOXC2', 'HOGA1', 'EMX1', 'CA9', 'ZSCAN1', 'HTR7', 'CEP83.AS1', 'SLC13A2', 'XKR9', 'WIPF3', 'ULBP1', 'SLC26A10', 'HS3ST3B1', 'OTUD7A', 'CITED1', 'ZBTB16', 'CYP26A1', 'TMEM40', 'TMSB15A', 'PVALB', 'ANKK1', 'WFDC3', 'MAPT.IT1', 'ROPN1L', 'MYO3B', 'GZMM', 'CDHR1', 'FIRRE', 'M1AP', 'MRAP2', 'INE2', 'RFX8', 'TTC23L', 'IGSF22', 'CRTAC1', 'RBM12B.AS1', 'SPAG17', 'MROH7', 'KCNT2', 'PYGM', 'PCDHA12', 'CFAP61', 'BTC', 'HEATR4', 'ADGRB1', 'SLC27A6', 'NPAS1', 'UGT2B11', 'GPR37L1', 'NRTN', 'NWD1', 'CLEC4E', 'LRRC4B', 'SRSF12', 'B3GAT1', 'CCBE1', 'OPCML', 'ADGRF1', 'MIA', 'LINC00173', 'TMEM59L', 'CIDEC', 'HPDL', 'NLRP7', 'RNF182', 'FRMPD1', 'SMC1B', 'KCNA6', 'KLK6', 'ABCC6P2', 'FASLG', 'IL11', 'LOC613037', 'LSAMP', 'GALNT13', 'TSPAN8', 'DHDH', 'GAS2', 'RFPL1S', 'SCN3B', 'C15ORF56', 'FAM83A', 'COL28A1', 'PSORS1C1', 'ANO5', 'SLC6A14', 'SLC16A11', 'PTCHD1', 'TMPRSS4', 'C9ORF47', 'ADGRG2', 'SLC24A5', 'TUSC5', 'CYP4F12', 'LOC100133669', 'RUFY4', 'LINC00908', 'KCNQ3', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'VENTX', 'NBPF4', 'MYOM2', 'FAM157A', 'EBF2', 'MAG', 'DSCAML1', 'PTPRN', 'PCDHA5', 'KLK7', 'CCNI2', 'CDKN2B.AS1', 'SYT6', 'DLX2', 'SFTPA2', 'ZBTB20', 'NKX3.2', 'DLX5', 'FAM19A2', 'PLAC1', 'BRE.AS1', 'CNTN2', 'OR2W3', 'SLC6A17', 'GHRLOS', 'PTPRR', 'ABCC2', 'RYR3', 'TFAP2E', 'CD160', 'ABCD2', 'CD1A', 'GRIA2', 'CCDC144A', 'DEFB1', 'RGS9', 'CACNA1I', 'GGT3P', 'DLK2', 'MYO16', 'PWAR5', 'CDKL2', 'DCX', 'SLC6A11', 'WDR17', 'MSMB', 'BTBD19', 'CHRFAM7A', 'MMP12', 'CABP4', 'CHRNA10', 'TCEAL2', 'UNC13A', 'FKBP1AP1', 'LY6H', 'AGBL4', 'SLC39A2', 'XCL2', 'TUBAL3', 'S100A7', 'SPAG8', 'PCBP3', 'MPL', 'KCNH3', 'LINC00202.1', 'ARL9', 'TM6SF2', 'ZNF727', 'GRID2IP', 'P2RY12', 'MAK', 'TCN1', 'HRCT1', 'SNORD116.4', 'ELOVL3', 'NOX5', 'SLC46A2', 'TCTEX1D1', 'GPM6A', 'CD70', 'SYCE3', 'SYCE2', 'PGLYRP2', 'TIGD4', 'GRIN2A', 'JAKMIP1', 'ARMC3', 'BAIAP2L2', 'RAB9B', 'CTAGE6', 'MKRN3', 'SOSTDC1', 'ASIC3', 'KLF3.AS1', 'LONRF3', 'AGAP7P', 'LRRC43', 'ACY3', 'THPO', 'BEX1', 'PRPH2', 'AKR1E2', 'SCN9A', 'SCN2A', 'KLK10', 'LOC400927', 'ACHE', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'VN1R1', 'HRC', 'TMEM145', 'C6ORF52', 'CD40LG', 'BEGAIN', 'GPR82', 'CHODL', 'CXADRP3', 'TTBK1', 'LOC285593', 'PAH', 'TTYH1', 'HIST1H2BH', 'ADGRL3', 'MLLT4.AS1', 'APOBEC3A', 'CHST9', 'GABRB3', 'SLC25A34', 'MAPK4', 'BRSK2', 'TRH', 'DNASE1L2', 'C8ORF46', 'ST8SIA2', 'CAMK4', 'DGCR5', 'EPYC', 'GBP6', 'GPR63', 'CAPSL', 'MUC15', 'ANKLE1', 'IL17D', 'SLC35F3', 'ROBO2', 'AIM1L', 'ASGR1', 'PCDHA1', 'HAMP', 'MYO15A', 'RMRP', 'FAM201A', 'TNFSF11', 'DUSP9', 'FAM159A', 'NMU', 'CHKB.AS1', 'RHCE', 'DCLK3', 'PTX3', 'NEK5', 'TDRD6', 'LYG1', 'MTUS2', 'RUNDC3A', 'ROPN1B', 'CYP2E1', 'LOC100132215', 'KCNK17', 'FOLR1', 'RRN3P1', 'UCKL1.AS1', 'LINC00961', 'C1QL3', 'PNMA6A', 'CYTL1', 'LINC00689', 'XCL1', 'HBA1', 'RRN3P2', 'THSD7B', 'ATP13A4', 'MT1L', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'LIN7A', 'IL1RL1', 'CCR10', 'KISS1R', 'TMEM150B', 'ZMAT4', 'IL24', 'KIF19', 'ARRDC3.AS1', 'GLI1', 'GPR173', 'DPEP1', 'TTLL9', 'WBP2NL', 'A2ML1', 'NIPAL4', 'PRRT4', 'RHBG', 'GPR135', 'KIAA1210', 'LOC90246', 'CNTNAP3', 'RRAD', 'CD300LB', 'PCDHB18P', 'CBLN1', 'B3GALT5', 'GNMT', 'FIGF', 'OXGR1', 'DPF3', 'IL18RAP', 'MAP7D2', 'SLC5A8', 'DPY19L2P4', 'MS4A8', 'CACNA2D3', 'HIST1H1D', 'LRRC24', 'AIM2', 'RAB39A', 'TRIM7', 'PCDH20', 'GABRB2', 'FOXN1', 'TIFAB', 'PHKG1', 'PON3', 'DNAH11', 'MASP2', 'KLK8', 'WFIKKN1', 'CD19', 'CRB2', 'GPR171', 'FREM2', 'DCST2', 'WNT10A', 'LINC00669', 'C19ORF45', 'CLCA2', 'ANK1', 'SLC26A3', 'KCNB1', 'SEPHS1P1', 'HIST1H2AG', 'LINC01465', 'UCA1', 'RASAL1', 'LINC00685', 'TYMSOS', 'NEURL3', 'RIC3', 'COLCA1', 'CD1E', 'HNRNPCL3', 'TTC41P', 'ANO2', 'MED12L', 'LOC646999', 'CST2', 'PCDHGC5', 'EYA1', 'NRXN1', 'RAB3B', 'MYEOV', 'FAM182B', 'IL6', 'SEC14L1P1', 'CLPSL1', 'STXBP6', 'MAPT.AS1', 'ARHGEF33', 'VSTM2A', 'LPAR4', 'CXCR2', 'KIF4B', 'MSLN', 'CR2', 'FNDC8', 'AJAP1', 'CLDN14', 'PATL2', 'TDRD9', 'ZNF676', 'CLEC4F', 'KCNRG', 'C9ORF117', 'FAM43B', 'HAPLN1', 'ABHD1', 'MAGEL2', 'NDP', 'VIT', 'TRABD2A', 'PDCD1', 'TSPAN32', 'MKX', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.012372001566697044
		RMSE:  0.23649063304821735
		NRMSE:  0.08648721220312221
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0009378943328373079
		RMSE:  0.2450188572791325
		NRMSE:  0.14037816530069125
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  1.124348250757284e-15
		NRMSE:  4.1118645800076213e-16
		MAPE:  5.906360163359438e-12
		Pearson Correlation:  0.026211723398341016
		Spearman Correlation:  0.14881962735342893
		Coefficient of Determination:  -1.1021416717832628
		RMSE:  0.35508059186586244
		NRMSE:  0.20343561541970553
		MAPE:  1027.9406776062815

	Predictor:  ElasticNet
		Pearson Correlation:  0.6176167973729273
		Spearman Correlation:  0.5553567958012682
		Coefficient of Determination:  0.288712236429858
		RMSE:  0.198228707709752
		NRMSE:  0.07249440744212698
		MAPE:  262.0301478409387
		Pearson Correlation:  0.09883380525760568
		Spearman Correlation:  0.19163984001560824
		Coefficient of Determination:  -0.03630042857605842
		RMSE:  0.249309474460805
		NRMSE:  0.14283638004652463
		MAPE:  333.0700670909676

	Predictor:  RandomForests
		Pearson Correlation:  0.49387094887807914
		Spearman Correlation:  0.4629300487242092
		Coefficient of Determination:  0.145671391438839
		RMSE:  0.21724828453744643
		NRMSE:  0.07945007480158223
		MAPE:  176.21103392691725
		Pearson Correlation:  0.22759086539900683
		Spearman Correlation:  0.29481513998634284
		Coefficient of Determination:  0.03603693154193843
		RMSE:  0.24045075333973437
		NRMSE:  0.13776097062009968
		MAPE:  217.4734223724172

Protein:  CDH1
x_train_column_count:  1002
x_train columns:  ['AMDHD1', 'DES', 'ALDH1L1', 'SOX15', 'POU5F1B', 'PCSK1', 'ALOX15', 'CATSPER3', 'C4ORF36', 'MST1L', 'PPP2R2B', 'CA14', 'NPTX1', 'TAT', 'TMEM200C', 'LEP', 'PCDHGA1', 'ACTA1', 'MPZ', 'ABCA10', 'MUC6', 'C10ORF55', 'FIBCD1', 'TUBA3E', 'GRIK4', 'GLDC', 'CYP4F35P', 'FDCSP', 'ANP32AP1', 'C1ORF228', 'LOC100272216', 'SLITRK5', 'ZSCAN23', 'MOGAT2', 'PTPRH', 'PDZD7', 'CLPSL2', 'SLC1A7', 'SLC26A4', 'PDE6G', 'LRFN2', 'FBLL1', 'IRX6', 'CACNA1F', 'LINC00922', 'CCL13', 'BMX', 'LOC399815', 'MAST1', 'XKRX', 'FOXP2', 'CFAP57', 'PCDHA2', 'KIAA0125', 'GIPR', 'C1ORF186', 'FOXF1', 'ALG1L', 'ASB14', 'LINC01139', 'KCNJ10', 'HHIPL2', 'JAKMIP2', 'ZNF280B', 'CADM2', 'TSSK4', 'NXNL2', 'CERS1', 'TMEM35', 'LRFN5', 'PDZRN4', 'BRINP2', 'HSD17B2', 'C2CD4B', 'DNAJC5B', 'RNASE2', 'ASAH2B', 'C10ORF95', 'DNAI1', 'WNK3', 'MAT1A', 'LGR5', 'PCDHAC1', 'FCGR3B', 'GDF6', 'GPR141', 'TMEM151B', 'LGALS12', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'KRT6A', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'HIST1H2AM', 'IL1RL2', 'ESYT3', 'PCP4L1', 'AOC1', 'NFE2', 'MYT1', 'TLL2', 'C19ORF26', 'DMC1', 'C1QL1', 'HMGCLL1', 'AQP5', 'KIAA1875', 'SLC24A2', 'ERICH3', 'SLC6A16', 'CD164L2', 'KIF1A', 'DGKI', 'PQLC2L', 'DYDC2', 'PRAME', 'HAND2.AS1', 'UMODL1', 'ATP8A2', 'IGDCC3', 'IQSEC3', 'TGM1', 'EPHA7', 'SPSB4', 'PKD1L2', 'LOC644172', 'UGT2B15', 'NPC1L1', 'CD300LG', 'GP1BA', 'AQP7', 'TEKT2', 'NBPF6', 'C2CD4C', 'MGAM', 'CNTF', 'PLA2G10', 'TMEM232', 'GPR27', 'KERA', 'MCHR1', 'PRSS12', 'PLEKHD1', 'FCRL3', 'LOC100130987', 'PTCHD4', 'CD244', 'SLC25A21', 'SLC6A4', 'DIO3', 'PNMT', 'L1TD1', 'IL10', 'PLCXD3', 'CST4', 'FCRLA', 'RGN', 'LINC00839', 'DCANP1', 'TBC1D3H', 'SPDYA', 'SNAP25', 'LINC00242', 'C6', 'STAP1', 'PCDHGB3', 'GFRA2', 'TPSD1', 'FLG', 'DNASE1L3', 'IGFL2', 'GPR158', 'GJB3', 'C1GALT1C1L', 'SFTPD', 'DLGAP1', 'GDF10', 'PROC', 'FAM186B', 'TM4SF19', 'NR6A1', 'ZBED2', 'BCO2', 'PTH2R', 'ITPKA', 'PNPLA3', 'C1ORF229', 'ALOX12P2', 'SULT4A1', 'BCAN', 'HIST2H2BA', 'FBXL13', 'KCNG1', 'GUSBP5', 'FAM86B2', 'DOC2B', 'SLC17A7', 'PPM1N', 'PRR34', 'SIGLEC15', 'ZNF492', 'PTPRZ1', 'HTR1D', 'NNAT', 'FGF18', 'LRRIQ3', 'LCN12', 'HCN2', 'C10ORF82', 'ATP1A4', 'NAALAD2', 'KCNJ3', 'EGOT', 'ZNF660', 'RNF183', 'SLC7A4', 'GJB5', 'LRRC31', 'SYT8', 'LRRIQ1', 'SLC38A4', 'RAET1E', 'LTA', 'AURKAPS1', 'ADRA1B', 'TNFSF15', 'PCDHA7', 'TRPA1', 'FBXO24', 'SCGB3A1', 'MAL', 'CNGA1', 'LY6G6C', 'C4ORF47', 'RP1', 'GRM8', 'KLK11', 'ACSL6', 'RPL13AP3', 'PTGDR', 'TUBA3D', 'IQUB', 'LINC01119', 'CBLN4', 'NKPD1', 'LINC01341', 'SOX8', 'EYS', 'ECT2L', 'PAX2', 'FXYD1', 'PPP1R3G', 'RNF138P1', 'CCR8', 'CCIN', 'MYCBPAP', 'XPNPEP2', 'ETV2', 'TEKT3', 'STKLD1', 'SLC30A8', 'C19ORF18', 'UGT8', 'SLC28A3', 'JPH4', 'UBE2Q2P1', 'METTL7B', 'SLC25A18', 'HEPACAM2', 'CASQ1', 'PLP1', 'TEX14', 'IDI2.AS1', 'S100A3', 'GLIS1', 'SGK2', 'ZNF843', 'LRIT3', 'CCDC36', 'NR1I3', 'LINC00482', 'ALOXE3', 'CACNG1', 'WNT2B', 'MS4A15', 'PBX4', 'ZIC2', 'ST6GALNAC1', 'GTSE1.AS1', 'ADAMTS8', 'PYGO1', 'LGALS2', 'TMEM92', 'FUT9', 'FCRL6', 'CCDC151', 'C9ORF43', 'PITX2', 'BCHE', 'PNCK', 'TNNI3K', 'AOC2', 'GJB1', 'DQX1', 'CKMT2', 'LPAR3', 'FAM189A1', 'ABCA17P', 'CACNA1G', 'C2ORF50', 'C1ORF101', 'NLRP12', 'ADCYAP1', 'ENPP6', 'SLC6A20', 'IYD', 'ZNF835', 'OTOA', 'CA3', 'SPIB', 'CLDN9', 'FAM95B1', 'FAM90A1', 'RYR2', 'C2CD4A', 'C1ORF95', 'PCDH9', 'LINC01550', 'CLEC3A', 'SVOPL', 'CCDC158', 'SCN2B', 'VSIG1', 'CLECL1', 'PCSK1N', 'IL20RB', 'ARC', 'CCDC65', 'TAS1R3', 'GSDMC', 'TTC16', 'AURKC', 'ZCCHC18', 'ULBP3', 'DDX11L2', 'DUOXA1', 'B3GALT5.AS1', 'ALDH8A1', 'KNDC1', 'COLCA2', 'GSTM1', 'PCYT1B', 'BPIFB2', 'MYOZ1', 'PDE1C', 'CRYGS', 'PPP1R36', 'TARP', 'KLHL4', 'LOC148709', 'LUZP2', 'LOC441455', 'JPH3', 'CPEB1', 'IL22RA1', 'HOXD3', 'FAM57B', 'LOC90768', 'CAMP', 'OR7E91P', 'FLJ37201', 'RIMS1', 'IL12RB2', 'RELN', 'LBX2', 'FUT7', 'SCARA5', 'PLA2G5', 'KCNE1', 'IGSF5', 'TUBB8', 'HIST1H2BN', 'GPR18', 'ZBED3.AS1', 'SLC22A18AS', 'HOXB13', 'CD177', 'ZC3H12D', 'MNX1', 'ASTN1', 'CIDEA', 'TCHH', 'ONECUT2', 'C10ORF128', 'GAL', 'SP5', 'WDR72', 'CHRNA6', 'KCNE2', 'IRX4', 'FAM135B', 'BTBD8', 'SLC16A10', 'RSPH4A', 'SCN7A', 'ALB', 'HOXB8', 'SCART1', 'LINC01124', 'CCDC183', 'MGC16142', 'CCDC7', 'DCSTAMP', 'CELF5', 'GRIN2C', 'MGAT5B', 'GBP1P1', 'CXXC4', 'YPEL4', 'GPR3', 'CXCR5', 'HOXA11', 'SLC30A2', 'OBP2B', 'SLC35F1', 'ATP13A5', 'NIPAL1', 'PYDC1', 'SKIDA1', 'CCDC153', 'RPGRIP1', 'SRL', 'STRC', 'WT1', 'TNFRSF9', 'LRP1B', 'PCSK9', 'PCAT18', 'FOXJ1', 'SLC18A2', 'PPP4R4', 'NOXO1', 'PCK1', 'INSM1', 'CNNM1', 'GPR174', 'MARCO', 'SLC25A53', 'C17ORF104', 'FOXD4', 'DMRT3', 'GPX2', 'INHA', 'COL23A1', 'NOS2', 'ADH1C', 'FOXD1', 'PKNOX2', 'KLHL14', 'BTLA', 'CRISP3', 'LBP', 'IL20', 'TNFRSF17', 'AVPR2', 'GLOD5', 'MYBPC1', 'PARP15', 'CXCL2', 'GPLD1', 'PFN1P2', 'CST9', 'GPR55', 'SLCO4C1', 'SLC23A1', 'STEAP1B', 'C2ORF40', 'BCL2L14', 'DHRS4L1', 'SCN3A', 'AMH', 'ULBP2', 'CXCR2P1', 'VAT1L', 'ZNF98', 'VSIG2', 'RNF212', 'VGLL1', 'HAP1', 'CYSLTR2', 'ZNF454', 'TPSG1', 'FAM218A', 'SYN2', 'EMILIN3', 'DBIL5P', 'ORM1', 'ZNF488', 'TMEM105', 'FAM178B', 'P2RX1', 'DKK1', 'DPY19L2P2', 'IL23A', 'SIGLEC17P', 'CRYM', 'PRKG2', 'CXCL1', 'AMBP', 'BRINP1', 'CTCFL', 'SUCNR1', 'DEPDC4', 'FABP7', 'SPDYE1', 'LRRC2', 'GPBAR1', 'XIRP1', 'LRGUK', 'ADAMTS18', 'VWDE', 'FUT6', 'RERGL', 'BDKRB1', 'TENM1', 'LINC00930', 'BMPER', 'HCG27', 'CLEC12A', 'RDM1', 'CYP4F8', 'CDR1', 'NUGGC', 'KIAA0319', 'CECR2', 'SORCS1', 'ABHD11.AS1', 'PCDHGA3', 'PKD1L1', 'FAM184B', 'ECEL1', 'CBLN2', 'WSCD2', 'SPESP1', 'SEC14L5', 'SSUH2', 'FSCN2', 'DMRT2', 'FAM162B', 'CCL17', 'ZNF732', 'HOXD4', 'PIANP', 'TMEM217', 'GRIA3', 'CTSG', 'GNB3', 'RSPO1', 'RGS6', 'COL2A1', 'SERPINA6', 'MT1A', 'ADAMTS19', 'IL1R2', 'RNF175', 'CHRNB2', 'ADAM32', 'FLJ12825', 'RASL10A', 'PFKFB1', 'POM121L9P', 'HECTD2.AS1', 'DIRC3', 'PRSS21', 'SMIM5', 'CYP46A1', 'LRRC16B', 'CAPN11', 'IGF2BP3', 'VIPR2', 'TRAT1', 'ZNF804A', 'TBX21', 'HIST1H2BE', 'GPR87', 'LOC100126784', 'CYSRT1', 'PART1', 'FOXC2', 'HOGA1', 'EMX1', 'CA9', 'ZSCAN1', 'HTR7', 'CEP83.AS1', 'SLC13A2', 'XKR9', 'WIPF3', 'ULBP1', 'SLC26A10', 'HS3ST3B1', 'OTUD7A', 'CITED1', 'ZBTB16', 'CYP26A1', 'TMEM40', 'TMSB15A', 'PVALB', 'ANKK1', 'WFDC3', 'MAPT.IT1', 'ROPN1L', 'MYO3B', 'GZMM', 'CDHR1', 'FIRRE', 'M1AP', 'MRAP2', 'INE2', 'RFX8', 'TTC23L', 'IGSF22', 'CRTAC1', 'RBM12B.AS1', 'SPAG17', 'MROH7', 'KCNT2', 'PYGM', 'PCDHA12', 'CFAP61', 'BTC', 'HEATR4', 'ADGRB1', 'SLC27A6', 'NPAS1', 'UGT2B11', 'GPR37L1', 'NRTN', 'NWD1', 'CLEC4E', 'LRRC4B', 'SRSF12', 'B3GAT1', 'CCBE1', 'OPCML', 'ADGRF1', 'MIA', 'LINC00173', 'TMEM59L', 'CIDEC', 'HPDL', 'NLRP7', 'RNF182', 'FRMPD1', 'SMC1B', 'KCNA6', 'KLK6', 'ABCC6P2', 'FASLG', 'IL11', 'LOC613037', 'LSAMP', 'GALNT13', 'TSPAN8', 'DHDH', 'GAS2', 'RFPL1S', 'SCN3B', 'C15ORF56', 'FAM83A', 'COL28A1', 'PSORS1C1', 'ANO5', 'SLC6A14', 'SLC16A11', 'PTCHD1', 'TMPRSS4', 'C9ORF47', 'ADGRG2', 'SLC24A5', 'TUSC5', 'CYP4F12', 'LOC100133669', 'RUFY4', 'LINC00908', 'KCNQ3', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'VENTX', 'NBPF4', 'MYOM2', 'FAM157A', 'EBF2', 'MAG', 'DSCAML1', 'PTPRN', 'PCDHA5', 'KLK7', 'CCNI2', 'CDKN2B.AS1', 'SYT6', 'DLX2', 'SFTPA2', 'ZBTB20', 'NKX3.2', 'DLX5', 'FAM19A2', 'PLAC1', 'BRE.AS1', 'CNTN2', 'OR2W3', 'SLC6A17', 'GHRLOS', 'PTPRR', 'ABCC2', 'RYR3', 'TFAP2E', 'CD160', 'ABCD2', 'CD1A', 'GRIA2', 'CCDC144A', 'DEFB1', 'RGS9', 'CACNA1I', 'GGT3P', 'DLK2', 'MYO16', 'PWAR5', 'CDKL2', 'DCX', 'SLC6A11', 'WDR17', 'MSMB', 'BTBD19', 'CHRFAM7A', 'MMP12', 'CABP4', 'CHRNA10', 'TCEAL2', 'UNC13A', 'FKBP1AP1', 'LY6H', 'AGBL4', 'SLC39A2', 'XCL2', 'TUBAL3', 'S100A7', 'SPAG8', 'PCBP3', 'MPL', 'KCNH3', 'LINC00202.1', 'ARL9', 'TM6SF2', 'ZNF727', 'GRID2IP', 'P2RY12', 'MAK', 'TCN1', 'HRCT1', 'SNORD116.4', 'ELOVL3', 'NOX5', 'SLC46A2', 'TCTEX1D1', 'GPM6A', 'CD70', 'SYCE3', 'SYCE2', 'PGLYRP2', 'TIGD4', 'GRIN2A', 'JAKMIP1', 'ARMC3', 'BAIAP2L2', 'RAB9B', 'CTAGE6', 'MKRN3', 'SOSTDC1', 'ASIC3', 'KLF3.AS1', 'LONRF3', 'AGAP7P', 'LRRC43', 'ACY3', 'THPO', 'BEX1', 'PRPH2', 'AKR1E2', 'SCN9A', 'SCN2A', 'KLK10', 'LOC400927', 'ACHE', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'VN1R1', 'HRC', 'TMEM145', 'C6ORF52', 'CD40LG', 'BEGAIN', 'GPR82', 'CHODL', 'CXADRP3', 'TTBK1', 'LOC285593', 'PAH', 'TTYH1', 'HIST1H2BH', 'ADGRL3', 'MLLT4.AS1', 'APOBEC3A', 'CHST9', 'GABRB3', 'SLC25A34', 'MAPK4', 'BRSK2', 'TRH', 'DNASE1L2', 'C8ORF46', 'ST8SIA2', 'CAMK4', 'DGCR5', 'EPYC', 'GBP6', 'GPR63', 'CAPSL', 'MUC15', 'ANKLE1', 'IL17D', 'SLC35F3', 'ROBO2', 'AIM1L', 'ASGR1', 'PCDHA1', 'HAMP', 'MYO15A', 'RMRP', 'FAM201A', 'TNFSF11', 'DUSP9', 'FAM159A', 'NMU', 'CHKB.AS1', 'RHCE', 'DCLK3', 'PTX3', 'NEK5', 'TDRD6', 'LYG1', 'MTUS2', 'RUNDC3A', 'ROPN1B', 'CYP2E1', 'LOC100132215', 'KCNK17', 'FOLR1', 'RRN3P1', 'UCKL1.AS1', 'LINC00961', 'C1QL3', 'PNMA6A', 'CYTL1', 'LINC00689', 'XCL1', 'HBA1', 'RRN3P2', 'THSD7B', 'ATP13A4', 'MT1L', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'LIN7A', 'IL1RL1', 'CCR10', 'KISS1R', 'TMEM150B', 'ZMAT4', 'IL24', 'KIF19', 'ARRDC3.AS1', 'GLI1', 'GPR173', 'DPEP1', 'TTLL9', 'WBP2NL', 'A2ML1', 'NIPAL4', 'PRRT4', 'RHBG', 'GPR135', 'KIAA1210', 'LOC90246', 'CNTNAP3', 'RRAD', 'CD300LB', 'PCDHB18P', 'CBLN1', 'B3GALT5', 'GNMT', 'FIGF', 'OXGR1', 'DPF3', 'IL18RAP', 'MAP7D2', 'SLC5A8', 'DPY19L2P4', 'MS4A8', 'CACNA2D3', 'HIST1H1D', 'LRRC24', 'AIM2', 'RAB39A', 'TRIM7', 'PCDH20', 'GABRB2', 'FOXN1', 'TIFAB', 'PHKG1', 'PON3', 'DNAH11', 'MASP2', 'KLK8', 'WFIKKN1', 'CD19', 'CRB2', 'GPR171', 'FREM2', 'DCST2', 'WNT10A', 'LINC00669', 'C19ORF45', 'CLCA2', 'ANK1', 'SLC26A3', 'KCNB1', 'SEPHS1P1', 'HIST1H2AG', 'LINC01465', 'UCA1', 'RASAL1', 'LINC00685', 'TYMSOS', 'NEURL3', 'RIC3', 'COLCA1', 'CD1E', 'HNRNPCL3', 'TTC41P', 'ANO2', 'MED12L', 'LOC646999', 'CST2', 'PCDHGC5', 'EYA1', 'NRXN1', 'RAB3B', 'MYEOV', 'FAM182B', 'IL6', 'SEC14L1P1', 'CLPSL1', 'STXBP6', 'MAPT.AS1', 'ARHGEF33', 'VSTM2A', 'LPAR4', 'CXCR2', 'KIF4B', 'MSLN', 'CR2', 'FNDC8', 'AJAP1', 'CLDN14', 'PATL2', 'TDRD9', 'ZNF676', 'CLEC4F', 'KCNRG', 'C9ORF117', 'FAM43B', 'HAPLN1', 'ABHD1', 'MAGEL2', 'NDP', 'VIT', 'TRABD2A', 'PDCD1', 'TSPAN32', 'MKX', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0848918633043636
		RMSE:  1.167193365558287
		NRMSE:  0.18724526599154356
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3357437347566168
		RMSE:  1.329821844339591
		NRMSE:  0.2361608674018098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  5.757042618113747e-15
		NRMSE:  9.23565030578928e-16
		MAPE:  4.512634240938364e-12
		Pearson Correlation:  0.511658582475799
		Spearman Correlation:  0.47094917569017664
		Coefficient of Determination:  -0.09075217272254066
		RMSE:  1.201696878565786
		NRMSE:  0.21340736611006678
		MAPE:  518.760174386363

	Predictor:  ElasticNet
		Pearson Correlation:  0.9313177774566549
		Spearman Correlation:  0.8755609297492929
		Coefficient of Determination:  0.825237961801657
		RMSE:  0.4684606696478375
		NRMSE:  0.07515210871065012
		MAPE:  212.45784898765052
		Pearson Correlation:  0.5610585494937816
		Spearman Correlation:  0.519710272168569
		Coefficient of Determination:  0.2638388225266567
		RMSE:  0.9872300016743008
		NRMSE:  0.17532054726945492
		MAPE:  289.7963412231742

	Predictor:  RandomForests
		Pearson Correlation:  0.6508665217155734
		Spearman Correlation:  0.5839877674651327
		Coefficient of Determination:  0.416872418838762
		RMSE:  0.8557193961899562
		NRMSE:  0.13727751603271937
		MAPE:  243.53015577149168
		Pearson Correlation:  0.6040871819969447
		Spearman Correlation:  0.6692558607568835
		Coefficient of Determination:  0.32784639081311306
		RMSE:  0.943335454140178
		NRMSE:  0.16752538698990907
		MAPE:  174.3588523783231

Protein:  CDH2
x_train_column_count:  1002
x_train columns:  ['AMDHD1', 'DES', 'ALDH1L1', 'SOX15', 'POU5F1B', 'PCSK1', 'ALOX15', 'CATSPER3', 'C4ORF36', 'MST1L', 'PPP2R2B', 'CA14', 'NPTX1', 'TAT', 'TMEM200C', 'LEP', 'PCDHGA1', 'ACTA1', 'MPZ', 'ABCA10', 'MUC6', 'C10ORF55', 'FIBCD1', 'TUBA3E', 'GRIK4', 'GLDC', 'CYP4F35P', 'FDCSP', 'ANP32AP1', 'C1ORF228', 'LOC100272216', 'SLITRK5', 'ZSCAN23', 'MOGAT2', 'PTPRH', 'PDZD7', 'CLPSL2', 'SLC1A7', 'SLC26A4', 'PDE6G', 'LRFN2', 'FBLL1', 'IRX6', 'CACNA1F', 'LINC00922', 'CCL13', 'BMX', 'LOC399815', 'MAST1', 'XKRX', 'FOXP2', 'CFAP57', 'PCDHA2', 'KIAA0125', 'GIPR', 'C1ORF186', 'FOXF1', 'ALG1L', 'ASB14', 'LINC01139', 'KCNJ10', 'HHIPL2', 'JAKMIP2', 'ZNF280B', 'CADM2', 'TSSK4', 'NXNL2', 'CERS1', 'TMEM35', 'LRFN5', 'PDZRN4', 'BRINP2', 'HSD17B2', 'C2CD4B', 'DNAJC5B', 'RNASE2', 'ASAH2B', 'C10ORF95', 'DNAI1', 'WNK3', 'MAT1A', 'LGR5', 'PCDHAC1', 'FCGR3B', 'GDF6', 'GPR141', 'TMEM151B', 'LGALS12', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'KRT6A', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'HIST1H2AM', 'IL1RL2', 'ESYT3', 'PCP4L1', 'AOC1', 'NFE2', 'MYT1', 'TLL2', 'C19ORF26', 'DMC1', 'C1QL1', 'HMGCLL1', 'AQP5', 'KIAA1875', 'SLC24A2', 'ERICH3', 'SLC6A16', 'CD164L2', 'KIF1A', 'DGKI', 'PQLC2L', 'DYDC2', 'PRAME', 'HAND2.AS1', 'UMODL1', 'ATP8A2', 'IGDCC3', 'IQSEC3', 'TGM1', 'EPHA7', 'SPSB4', 'PKD1L2', 'LOC644172', 'UGT2B15', 'NPC1L1', 'CD300LG', 'GP1BA', 'AQP7', 'TEKT2', 'NBPF6', 'C2CD4C', 'MGAM', 'CNTF', 'PLA2G10', 'TMEM232', 'GPR27', 'KERA', 'MCHR1', 'PRSS12', 'PLEKHD1', 'FCRL3', 'LOC100130987', 'PTCHD4', 'CD244', 'SLC25A21', 'SLC6A4', 'DIO3', 'PNMT', 'L1TD1', 'IL10', 'PLCXD3', 'CST4', 'FCRLA', 'RGN', 'LINC00839', 'DCANP1', 'TBC1D3H', 'SPDYA', 'SNAP25', 'LINC00242', 'C6', 'STAP1', 'PCDHGB3', 'GFRA2', 'TPSD1', 'FLG', 'DNASE1L3', 'IGFL2', 'GPR158', 'GJB3', 'C1GALT1C1L', 'SFTPD', 'DLGAP1', 'GDF10', 'PROC', 'FAM186B', 'TM4SF19', 'NR6A1', 'ZBED2', 'BCO2', 'PTH2R', 'ITPKA', 'PNPLA3', 'C1ORF229', 'ALOX12P2', 'SULT4A1', 'BCAN', 'HIST2H2BA', 'FBXL13', 'KCNG1', 'GUSBP5', 'FAM86B2', 'DOC2B', 'SLC17A7', 'PPM1N', 'PRR34', 'SIGLEC15', 'ZNF492', 'PTPRZ1', 'HTR1D', 'NNAT', 'FGF18', 'LRRIQ3', 'LCN12', 'HCN2', 'C10ORF82', 'ATP1A4', 'NAALAD2', 'KCNJ3', 'EGOT', 'ZNF660', 'RNF183', 'SLC7A4', 'GJB5', 'LRRC31', 'SYT8', 'LRRIQ1', 'SLC38A4', 'RAET1E', 'LTA', 'AURKAPS1', 'ADRA1B', 'TNFSF15', 'PCDHA7', 'TRPA1', 'FBXO24', 'SCGB3A1', 'MAL', 'CNGA1', 'LY6G6C', 'C4ORF47', 'RP1', 'GRM8', 'KLK11', 'ACSL6', 'RPL13AP3', 'PTGDR', 'TUBA3D', 'IQUB', 'LINC01119', 'CBLN4', 'NKPD1', 'LINC01341', 'SOX8', 'EYS', 'ECT2L', 'PAX2', 'FXYD1', 'PPP1R3G', 'RNF138P1', 'CCR8', 'CCIN', 'MYCBPAP', 'XPNPEP2', 'ETV2', 'TEKT3', 'STKLD1', 'SLC30A8', 'C19ORF18', 'UGT8', 'SLC28A3', 'JPH4', 'UBE2Q2P1', 'METTL7B', 'SLC25A18', 'HEPACAM2', 'CASQ1', 'PLP1', 'TEX14', 'IDI2.AS1', 'S100A3', 'GLIS1', 'SGK2', 'ZNF843', 'LRIT3', 'CCDC36', 'NR1I3', 'LINC00482', 'ALOXE3', 'CACNG1', 'WNT2B', 'MS4A15', 'PBX4', 'ZIC2', 'ST6GALNAC1', 'GTSE1.AS1', 'ADAMTS8', 'PYGO1', 'LGALS2', 'TMEM92', 'FUT9', 'FCRL6', 'CCDC151', 'C9ORF43', 'PITX2', 'BCHE', 'PNCK', 'TNNI3K', 'AOC2', 'GJB1', 'DQX1', 'CKMT2', 'LPAR3', 'FAM189A1', 'ABCA17P', 'CACNA1G', 'C2ORF50', 'C1ORF101', 'NLRP12', 'ADCYAP1', 'ENPP6', 'SLC6A20', 'IYD', 'ZNF835', 'OTOA', 'CA3', 'SPIB', 'CLDN9', 'FAM95B1', 'FAM90A1', 'RYR2', 'C2CD4A', 'C1ORF95', 'PCDH9', 'LINC01550', 'CLEC3A', 'SVOPL', 'CCDC158', 'SCN2B', 'VSIG1', 'CLECL1', 'PCSK1N', 'IL20RB', 'ARC', 'CCDC65', 'TAS1R3', 'GSDMC', 'TTC16', 'AURKC', 'ZCCHC18', 'ULBP3', 'DDX11L2', 'DUOXA1', 'B3GALT5.AS1', 'ALDH8A1', 'KNDC1', 'COLCA2', 'GSTM1', 'PCYT1B', 'BPIFB2', 'MYOZ1', 'PDE1C', 'CRYGS', 'PPP1R36', 'TARP', 'KLHL4', 'LOC148709', 'LUZP2', 'LOC441455', 'JPH3', 'CPEB1', 'IL22RA1', 'HOXD3', 'FAM57B', 'LOC90768', 'CAMP', 'OR7E91P', 'FLJ37201', 'RIMS1', 'IL12RB2', 'RELN', 'LBX2', 'FUT7', 'SCARA5', 'PLA2G5', 'KCNE1', 'IGSF5', 'TUBB8', 'HIST1H2BN', 'GPR18', 'ZBED3.AS1', 'SLC22A18AS', 'HOXB13', 'CD177', 'ZC3H12D', 'MNX1', 'ASTN1', 'CIDEA', 'TCHH', 'ONECUT2', 'C10ORF128', 'GAL', 'SP5', 'WDR72', 'CHRNA6', 'KCNE2', 'IRX4', 'FAM135B', 'BTBD8', 'SLC16A10', 'RSPH4A', 'SCN7A', 'ALB', 'HOXB8', 'SCART1', 'LINC01124', 'CCDC183', 'MGC16142', 'CCDC7', 'DCSTAMP', 'CELF5', 'GRIN2C', 'MGAT5B', 'GBP1P1', 'CXXC4', 'YPEL4', 'GPR3', 'CXCR5', 'HOXA11', 'SLC30A2', 'OBP2B', 'SLC35F1', 'ATP13A5', 'NIPAL1', 'PYDC1', 'SKIDA1', 'CCDC153', 'RPGRIP1', 'SRL', 'STRC', 'WT1', 'TNFRSF9', 'LRP1B', 'PCSK9', 'PCAT18', 'FOXJ1', 'SLC18A2', 'PPP4R4', 'NOXO1', 'PCK1', 'INSM1', 'CNNM1', 'GPR174', 'MARCO', 'SLC25A53', 'C17ORF104', 'FOXD4', 'DMRT3', 'GPX2', 'INHA', 'COL23A1', 'NOS2', 'ADH1C', 'FOXD1', 'PKNOX2', 'KLHL14', 'BTLA', 'CRISP3', 'LBP', 'IL20', 'TNFRSF17', 'AVPR2', 'GLOD5', 'MYBPC1', 'PARP15', 'CXCL2', 'GPLD1', 'PFN1P2', 'CST9', 'GPR55', 'SLCO4C1', 'SLC23A1', 'STEAP1B', 'C2ORF40', 'BCL2L14', 'DHRS4L1', 'SCN3A', 'AMH', 'ULBP2', 'CXCR2P1', 'VAT1L', 'ZNF98', 'VSIG2', 'RNF212', 'VGLL1', 'HAP1', 'CYSLTR2', 'ZNF454', 'TPSG1', 'FAM218A', 'SYN2', 'EMILIN3', 'DBIL5P', 'ORM1', 'ZNF488', 'TMEM105', 'FAM178B', 'P2RX1', 'DKK1', 'DPY19L2P2', 'IL23A', 'SIGLEC17P', 'CRYM', 'PRKG2', 'CXCL1', 'AMBP', 'BRINP1', 'CTCFL', 'SUCNR1', 'DEPDC4', 'FABP7', 'SPDYE1', 'LRRC2', 'GPBAR1', 'XIRP1', 'LRGUK', 'ADAMTS18', 'VWDE', 'FUT6', 'RERGL', 'BDKRB1', 'TENM1', 'LINC00930', 'BMPER', 'HCG27', 'CLEC12A', 'RDM1', 'CYP4F8', 'CDR1', 'NUGGC', 'KIAA0319', 'CECR2', 'SORCS1', 'ABHD11.AS1', 'PCDHGA3', 'PKD1L1', 'FAM184B', 'ECEL1', 'CBLN2', 'WSCD2', 'SPESP1', 'SEC14L5', 'SSUH2', 'FSCN2', 'DMRT2', 'FAM162B', 'CCL17', 'ZNF732', 'HOXD4', 'PIANP', 'TMEM217', 'GRIA3', 'CTSG', 'GNB3', 'RSPO1', 'RGS6', 'COL2A1', 'SERPINA6', 'MT1A', 'ADAMTS19', 'IL1R2', 'RNF175', 'CHRNB2', 'ADAM32', 'FLJ12825', 'RASL10A', 'PFKFB1', 'POM121L9P', 'HECTD2.AS1', 'DIRC3', 'PRSS21', 'SMIM5', 'CYP46A1', 'LRRC16B', 'CAPN11', 'IGF2BP3', 'VIPR2', 'TRAT1', 'ZNF804A', 'TBX21', 'HIST1H2BE', 'GPR87', 'LOC100126784', 'CYSRT1', 'PART1', 'FOXC2', 'HOGA1', 'EMX1', 'CA9', 'ZSCAN1', 'HTR7', 'CEP83.AS1', 'SLC13A2', 'XKR9', 'WIPF3', 'ULBP1', 'SLC26A10', 'HS3ST3B1', 'OTUD7A', 'CITED1', 'ZBTB16', 'CYP26A1', 'TMEM40', 'TMSB15A', 'PVALB', 'ANKK1', 'WFDC3', 'MAPT.IT1', 'ROPN1L', 'MYO3B', 'GZMM', 'CDHR1', 'FIRRE', 'M1AP', 'MRAP2', 'INE2', 'RFX8', 'TTC23L', 'IGSF22', 'CRTAC1', 'RBM12B.AS1', 'SPAG17', 'MROH7', 'KCNT2', 'PYGM', 'PCDHA12', 'CFAP61', 'BTC', 'HEATR4', 'ADGRB1', 'SLC27A6', 'NPAS1', 'UGT2B11', 'GPR37L1', 'NRTN', 'NWD1', 'CLEC4E', 'LRRC4B', 'SRSF12', 'B3GAT1', 'CCBE1', 'OPCML', 'ADGRF1', 'MIA', 'LINC00173', 'TMEM59L', 'CIDEC', 'HPDL', 'NLRP7', 'RNF182', 'FRMPD1', 'SMC1B', 'KCNA6', 'KLK6', 'ABCC6P2', 'FASLG', 'IL11', 'LOC613037', 'LSAMP', 'GALNT13', 'TSPAN8', 'DHDH', 'GAS2', 'RFPL1S', 'SCN3B', 'C15ORF56', 'FAM83A', 'COL28A1', 'PSORS1C1', 'ANO5', 'SLC6A14', 'SLC16A11', 'PTCHD1', 'TMPRSS4', 'C9ORF47', 'ADGRG2', 'SLC24A5', 'TUSC5', 'CYP4F12', 'LOC100133669', 'RUFY4', 'LINC00908', 'KCNQ3', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'VENTX', 'NBPF4', 'MYOM2', 'FAM157A', 'EBF2', 'MAG', 'DSCAML1', 'PTPRN', 'PCDHA5', 'KLK7', 'CCNI2', 'CDKN2B.AS1', 'SYT6', 'DLX2', 'SFTPA2', 'ZBTB20', 'NKX3.2', 'DLX5', 'FAM19A2', 'PLAC1', 'BRE.AS1', 'CNTN2', 'OR2W3', 'SLC6A17', 'GHRLOS', 'PTPRR', 'ABCC2', 'RYR3', 'TFAP2E', 'CD160', 'ABCD2', 'CD1A', 'GRIA2', 'CCDC144A', 'DEFB1', 'RGS9', 'CACNA1I', 'GGT3P', 'DLK2', 'MYO16', 'PWAR5', 'CDKL2', 'DCX', 'SLC6A11', 'WDR17', 'MSMB', 'BTBD19', 'CHRFAM7A', 'MMP12', 'CABP4', 'CHRNA10', 'TCEAL2', 'UNC13A', 'FKBP1AP1', 'LY6H', 'AGBL4', 'SLC39A2', 'XCL2', 'TUBAL3', 'S100A7', 'SPAG8', 'PCBP3', 'MPL', 'KCNH3', 'LINC00202.1', 'ARL9', 'TM6SF2', 'ZNF727', 'GRID2IP', 'P2RY12', 'MAK', 'TCN1', 'HRCT1', 'SNORD116.4', 'ELOVL3', 'NOX5', 'SLC46A2', 'TCTEX1D1', 'GPM6A', 'CD70', 'SYCE3', 'SYCE2', 'PGLYRP2', 'TIGD4', 'GRIN2A', 'JAKMIP1', 'ARMC3', 'BAIAP2L2', 'RAB9B', 'CTAGE6', 'MKRN3', 'SOSTDC1', 'ASIC3', 'KLF3.AS1', 'LONRF3', 'AGAP7P', 'LRRC43', 'ACY3', 'THPO', 'BEX1', 'PRPH2', 'AKR1E2', 'SCN9A', 'SCN2A', 'KLK10', 'LOC400927', 'ACHE', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'VN1R1', 'HRC', 'TMEM145', 'C6ORF52', 'CD40LG', 'BEGAIN', 'GPR82', 'CHODL', 'CXADRP3', 'TTBK1', 'LOC285593', 'PAH', 'TTYH1', 'HIST1H2BH', 'ADGRL3', 'MLLT4.AS1', 'APOBEC3A', 'CHST9', 'GABRB3', 'SLC25A34', 'MAPK4', 'BRSK2', 'TRH', 'DNASE1L2', 'C8ORF46', 'ST8SIA2', 'CAMK4', 'DGCR5', 'EPYC', 'GBP6', 'GPR63', 'CAPSL', 'MUC15', 'ANKLE1', 'IL17D', 'SLC35F3', 'ROBO2', 'AIM1L', 'ASGR1', 'PCDHA1', 'HAMP', 'MYO15A', 'RMRP', 'FAM201A', 'TNFSF11', 'DUSP9', 'FAM159A', 'NMU', 'CHKB.AS1', 'RHCE', 'DCLK3', 'PTX3', 'NEK5', 'TDRD6', 'LYG1', 'MTUS2', 'RUNDC3A', 'ROPN1B', 'CYP2E1', 'LOC100132215', 'KCNK17', 'FOLR1', 'RRN3P1', 'UCKL1.AS1', 'LINC00961', 'C1QL3', 'PNMA6A', 'CYTL1', 'LINC00689', 'XCL1', 'HBA1', 'RRN3P2', 'THSD7B', 'ATP13A4', 'MT1L', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'LIN7A', 'IL1RL1', 'CCR10', 'KISS1R', 'TMEM150B', 'ZMAT4', 'IL24', 'KIF19', 'ARRDC3.AS1', 'GLI1', 'GPR173', 'DPEP1', 'TTLL9', 'WBP2NL', 'A2ML1', 'NIPAL4', 'PRRT4', 'RHBG', 'GPR135', 'KIAA1210', 'LOC90246', 'CNTNAP3', 'RRAD', 'CD300LB', 'PCDHB18P', 'CBLN1', 'B3GALT5', 'GNMT', 'FIGF', 'OXGR1', 'DPF3', 'IL18RAP', 'MAP7D2', 'SLC5A8', 'DPY19L2P4', 'MS4A8', 'CACNA2D3', 'HIST1H1D', 'LRRC24', 'AIM2', 'RAB39A', 'TRIM7', 'PCDH20', 'GABRB2', 'FOXN1', 'TIFAB', 'PHKG1', 'PON3', 'DNAH11', 'MASP2', 'KLK8', 'WFIKKN1', 'CD19', 'CRB2', 'GPR171', 'FREM2', 'DCST2', 'WNT10A', 'LINC00669', 'C19ORF45', 'CLCA2', 'ANK1', 'SLC26A3', 'KCNB1', 'SEPHS1P1', 'HIST1H2AG', 'LINC01465', 'UCA1', 'RASAL1', 'LINC00685', 'TYMSOS', 'NEURL3', 'RIC3', 'COLCA1', 'CD1E', 'HNRNPCL3', 'TTC41P', 'ANO2', 'MED12L', 'LOC646999', 'CST2', 'PCDHGC5', 'EYA1', 'NRXN1', 'RAB3B', 'MYEOV', 'FAM182B', 'IL6', 'SEC14L1P1', 'CLPSL1', 'STXBP6', 'MAPT.AS1', 'ARHGEF33', 'VSTM2A', 'LPAR4', 'CXCR2', 'KIF4B', 'MSLN', 'CR2', 'FNDC8', 'AJAP1', 'CLDN14', 'PATL2', 'TDRD9', 'ZNF676', 'CLEC4F', 'KCNRG', 'C9ORF117', 'FAM43B', 'HAPLN1', 'ABHD1', 'MAGEL2', 'NDP', 'VIT', 'TRABD2A', 'PDCD1', 'TSPAN32', 'MKX', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0042702958885580955
		RMSE:  0.36888339320753855
		NRMSE:  0.13366308906715652
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005559500410650786
		RMSE:  0.3881548727768219
		NRMSE:  0.20448899349205915
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  1.8468175319855487e-15
		NRMSE:  6.691852786381437e-16
		MAPE:  1.479443047598958e-11
		Pearson Correlation:  0.027165137114193064
		Spearman Correlation:  0.07490976490098529
		Coefficient of Determination:  -0.9399273487665933
		RMSE:  0.5391304837825369
		NRMSE:  0.28402644851753894
		MAPE:  392.9226225431345

	Predictor:  ElasticNet
		Pearson Correlation:  0.7679269848813791
		Spearman Correlation:  0.7457960586130351
		Coefficient of Determination:  0.45669774582655986
		RMSE:  0.27132171209779454
		NRMSE:  0.09831209221602817
		MAPE:  1746.9159599792779
		Pearson Correlation:  0.1890562833703159
		Spearman Correlation:  0.23593795727246122
		Coefficient of Determination:  0.010757569442290005
		RMSE:  0.38499272564729364
		NRMSE:  0.20282310101165527
		MAPE:  220.3477414048614

	Predictor:  RandomForests
		Pearson Correlation:  0.47455731616776564
		Spearman Correlation:  0.4750422673388115
		Coefficient of Determination:  0.12565410943968336
		RMSE:  0.3441956933332988
		NRMSE:  0.12471762204989449
		MAPE:  666.4015326003622
		Pearson Correlation:  0.3297348446175957
		Spearman Correlation:  0.37487562189054735
		Coefficient of Determination:  0.07708379934577059
		RMSE:  0.371862419388905
		NRMSE:  0.19590575100697252
		MAPE:  145.59945765167092

Protein:  CDH3
x_train_column_count:  1002
x_train columns:  ['AMDHD1', 'DES', 'ALDH1L1', 'SOX15', 'POU5F1B', 'PCSK1', 'ALOX15', 'CATSPER3', 'C4ORF36', 'MST1L', 'PPP2R2B', 'CA14', 'NPTX1', 'TAT', 'TMEM200C', 'LEP', 'PCDHGA1', 'ACTA1', 'MPZ', 'ABCA10', 'MUC6', 'C10ORF55', 'FIBCD1', 'TUBA3E', 'GRIK4', 'GLDC', 'CYP4F35P', 'FDCSP', 'ANP32AP1', 'C1ORF228', 'LOC100272216', 'SLITRK5', 'ZSCAN23', 'MOGAT2', 'PTPRH', 'PDZD7', 'CLPSL2', 'SLC1A7', 'SLC26A4', 'PDE6G', 'LRFN2', 'FBLL1', 'IRX6', 'CACNA1F', 'LINC00922', 'CCL13', 'BMX', 'LOC399815', 'MAST1', 'XKRX', 'FOXP2', 'CFAP57', 'PCDHA2', 'KIAA0125', 'GIPR', 'C1ORF186', 'FOXF1', 'ALG1L', 'ASB14', 'LINC01139', 'KCNJ10', 'HHIPL2', 'JAKMIP2', 'ZNF280B', 'CADM2', 'TSSK4', 'NXNL2', 'CERS1', 'TMEM35', 'LRFN5', 'PDZRN4', 'BRINP2', 'HSD17B2', 'C2CD4B', 'DNAJC5B', 'RNASE2', 'ASAH2B', 'C10ORF95', 'DNAI1', 'WNK3', 'MAT1A', 'LGR5', 'PCDHAC1', 'FCGR3B', 'GDF6', 'GPR141', 'TMEM151B', 'LGALS12', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'KRT6A', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'HIST1H2AM', 'IL1RL2', 'ESYT3', 'PCP4L1', 'AOC1', 'NFE2', 'MYT1', 'TLL2', 'C19ORF26', 'DMC1', 'C1QL1', 'HMGCLL1', 'AQP5', 'KIAA1875', 'SLC24A2', 'ERICH3', 'SLC6A16', 'CD164L2', 'KIF1A', 'DGKI', 'PQLC2L', 'DYDC2', 'PRAME', 'HAND2.AS1', 'UMODL1', 'ATP8A2', 'IGDCC3', 'IQSEC3', 'TGM1', 'EPHA7', 'SPSB4', 'PKD1L2', 'LOC644172', 'UGT2B15', 'NPC1L1', 'CD300LG', 'GP1BA', 'AQP7', 'TEKT2', 'NBPF6', 'C2CD4C', 'MGAM', 'CNTF', 'PLA2G10', 'TMEM232', 'GPR27', 'KERA', 'MCHR1', 'PRSS12', 'PLEKHD1', 'FCRL3', 'LOC100130987', 'PTCHD4', 'CD244', 'SLC25A21', 'SLC6A4', 'DIO3', 'PNMT', 'L1TD1', 'IL10', 'PLCXD3', 'CST4', 'FCRLA', 'RGN', 'LINC00839', 'DCANP1', 'TBC1D3H', 'SPDYA', 'SNAP25', 'LINC00242', 'C6', 'STAP1', 'PCDHGB3', 'GFRA2', 'TPSD1', 'FLG', 'DNASE1L3', 'IGFL2', 'GPR158', 'GJB3', 'C1GALT1C1L', 'SFTPD', 'DLGAP1', 'GDF10', 'PROC', 'FAM186B', 'TM4SF19', 'NR6A1', 'ZBED2', 'BCO2', 'PTH2R', 'ITPKA', 'PNPLA3', 'C1ORF229', 'ALOX12P2', 'SULT4A1', 'BCAN', 'HIST2H2BA', 'FBXL13', 'KCNG1', 'GUSBP5', 'FAM86B2', 'DOC2B', 'SLC17A7', 'PPM1N', 'PRR34', 'SIGLEC15', 'ZNF492', 'PTPRZ1', 'HTR1D', 'NNAT', 'FGF18', 'LRRIQ3', 'LCN12', 'HCN2', 'C10ORF82', 'ATP1A4', 'NAALAD2', 'KCNJ3', 'EGOT', 'ZNF660', 'RNF183', 'SLC7A4', 'GJB5', 'LRRC31', 'SYT8', 'LRRIQ1', 'SLC38A4', 'RAET1E', 'LTA', 'AURKAPS1', 'ADRA1B', 'TNFSF15', 'PCDHA7', 'TRPA1', 'FBXO24', 'SCGB3A1', 'MAL', 'CNGA1', 'LY6G6C', 'C4ORF47', 'RP1', 'GRM8', 'KLK11', 'ACSL6', 'RPL13AP3', 'PTGDR', 'TUBA3D', 'IQUB', 'LINC01119', 'CBLN4', 'NKPD1', 'LINC01341', 'SOX8', 'EYS', 'ECT2L', 'PAX2', 'FXYD1', 'PPP1R3G', 'RNF138P1', 'CCR8', 'CCIN', 'MYCBPAP', 'XPNPEP2', 'ETV2', 'TEKT3', 'STKLD1', 'SLC30A8', 'C19ORF18', 'UGT8', 'SLC28A3', 'JPH4', 'UBE2Q2P1', 'METTL7B', 'SLC25A18', 'HEPACAM2', 'CASQ1', 'PLP1', 'TEX14', 'IDI2.AS1', 'S100A3', 'GLIS1', 'SGK2', 'ZNF843', 'LRIT3', 'CCDC36', 'NR1I3', 'LINC00482', 'ALOXE3', 'CACNG1', 'WNT2B', 'MS4A15', 'PBX4', 'ZIC2', 'ST6GALNAC1', 'GTSE1.AS1', 'ADAMTS8', 'PYGO1', 'LGALS2', 'TMEM92', 'FUT9', 'FCRL6', 'CCDC151', 'C9ORF43', 'PITX2', 'BCHE', 'PNCK', 'TNNI3K', 'AOC2', 'GJB1', 'DQX1', 'CKMT2', 'LPAR3', 'FAM189A1', 'ABCA17P', 'CACNA1G', 'C2ORF50', 'C1ORF101', 'NLRP12', 'ADCYAP1', 'ENPP6', 'SLC6A20', 'IYD', 'ZNF835', 'OTOA', 'CA3', 'SPIB', 'CLDN9', 'FAM95B1', 'FAM90A1', 'RYR2', 'C2CD4A', 'C1ORF95', 'PCDH9', 'LINC01550', 'CLEC3A', 'SVOPL', 'CCDC158', 'SCN2B', 'VSIG1', 'CLECL1', 'PCSK1N', 'IL20RB', 'ARC', 'CCDC65', 'TAS1R3', 'GSDMC', 'TTC16', 'AURKC', 'ZCCHC18', 'ULBP3', 'DDX11L2', 'DUOXA1', 'B3GALT5.AS1', 'ALDH8A1', 'KNDC1', 'COLCA2', 'GSTM1', 'PCYT1B', 'BPIFB2', 'MYOZ1', 'PDE1C', 'CRYGS', 'PPP1R36', 'TARP', 'KLHL4', 'LOC148709', 'LUZP2', 'LOC441455', 'JPH3', 'CPEB1', 'IL22RA1', 'HOXD3', 'FAM57B', 'LOC90768', 'CAMP', 'OR7E91P', 'FLJ37201', 'RIMS1', 'IL12RB2', 'RELN', 'LBX2', 'FUT7', 'SCARA5', 'PLA2G5', 'KCNE1', 'IGSF5', 'TUBB8', 'HIST1H2BN', 'GPR18', 'ZBED3.AS1', 'SLC22A18AS', 'HOXB13', 'CD177', 'ZC3H12D', 'MNX1', 'ASTN1', 'CIDEA', 'TCHH', 'ONECUT2', 'C10ORF128', 'GAL', 'SP5', 'WDR72', 'CHRNA6', 'KCNE2', 'IRX4', 'FAM135B', 'BTBD8', 'SLC16A10', 'RSPH4A', 'SCN7A', 'ALB', 'HOXB8', 'SCART1', 'LINC01124', 'CCDC183', 'MGC16142', 'CCDC7', 'DCSTAMP', 'CELF5', 'GRIN2C', 'MGAT5B', 'GBP1P1', 'CXXC4', 'YPEL4', 'GPR3', 'CXCR5', 'HOXA11', 'SLC30A2', 'OBP2B', 'SLC35F1', 'ATP13A5', 'NIPAL1', 'PYDC1', 'SKIDA1', 'CCDC153', 'RPGRIP1', 'SRL', 'STRC', 'WT1', 'TNFRSF9', 'LRP1B', 'PCSK9', 'PCAT18', 'FOXJ1', 'SLC18A2', 'PPP4R4', 'NOXO1', 'PCK1', 'INSM1', 'CNNM1', 'GPR174', 'MARCO', 'SLC25A53', 'C17ORF104', 'FOXD4', 'DMRT3', 'GPX2', 'INHA', 'COL23A1', 'NOS2', 'ADH1C', 'FOXD1', 'PKNOX2', 'KLHL14', 'BTLA', 'CRISP3', 'LBP', 'IL20', 'TNFRSF17', 'AVPR2', 'GLOD5', 'MYBPC1', 'PARP15', 'CXCL2', 'GPLD1', 'PFN1P2', 'CST9', 'GPR55', 'SLCO4C1', 'SLC23A1', 'STEAP1B', 'C2ORF40', 'BCL2L14', 'DHRS4L1', 'SCN3A', 'AMH', 'ULBP2', 'CXCR2P1', 'VAT1L', 'ZNF98', 'VSIG2', 'RNF212', 'VGLL1', 'HAP1', 'CYSLTR2', 'ZNF454', 'TPSG1', 'FAM218A', 'SYN2', 'EMILIN3', 'DBIL5P', 'ORM1', 'ZNF488', 'TMEM105', 'FAM178B', 'P2RX1', 'DKK1', 'DPY19L2P2', 'IL23A', 'SIGLEC17P', 'CRYM', 'PRKG2', 'CXCL1', 'AMBP', 'BRINP1', 'CTCFL', 'SUCNR1', 'DEPDC4', 'FABP7', 'SPDYE1', 'LRRC2', 'GPBAR1', 'XIRP1', 'LRGUK', 'ADAMTS18', 'VWDE', 'FUT6', 'RERGL', 'BDKRB1', 'TENM1', 'LINC00930', 'BMPER', 'HCG27', 'CLEC12A', 'RDM1', 'CYP4F8', 'CDR1', 'NUGGC', 'KIAA0319', 'CECR2', 'SORCS1', 'ABHD11.AS1', 'PCDHGA3', 'PKD1L1', 'FAM184B', 'ECEL1', 'CBLN2', 'WSCD2', 'SPESP1', 'SEC14L5', 'SSUH2', 'FSCN2', 'DMRT2', 'FAM162B', 'CCL17', 'ZNF732', 'HOXD4', 'PIANP', 'TMEM217', 'GRIA3', 'CTSG', 'GNB3', 'RSPO1', 'RGS6', 'COL2A1', 'SERPINA6', 'MT1A', 'ADAMTS19', 'IL1R2', 'RNF175', 'CHRNB2', 'ADAM32', 'FLJ12825', 'RASL10A', 'PFKFB1', 'POM121L9P', 'HECTD2.AS1', 'DIRC3', 'PRSS21', 'SMIM5', 'CYP46A1', 'LRRC16B', 'CAPN11', 'IGF2BP3', 'VIPR2', 'TRAT1', 'ZNF804A', 'TBX21', 'HIST1H2BE', 'GPR87', 'LOC100126784', 'CYSRT1', 'PART1', 'FOXC2', 'HOGA1', 'EMX1', 'CA9', 'ZSCAN1', 'HTR7', 'CEP83.AS1', 'SLC13A2', 'XKR9', 'WIPF3', 'ULBP1', 'SLC26A10', 'HS3ST3B1', 'OTUD7A', 'CITED1', 'ZBTB16', 'CYP26A1', 'TMEM40', 'TMSB15A', 'PVALB', 'ANKK1', 'WFDC3', 'MAPT.IT1', 'ROPN1L', 'MYO3B', 'GZMM', 'CDHR1', 'FIRRE', 'M1AP', 'MRAP2', 'INE2', 'RFX8', 'TTC23L', 'IGSF22', 'CRTAC1', 'RBM12B.AS1', 'SPAG17', 'MROH7', 'KCNT2', 'PYGM', 'PCDHA12', 'CFAP61', 'BTC', 'HEATR4', 'ADGRB1', 'SLC27A6', 'NPAS1', 'UGT2B11', 'GPR37L1', 'NRTN', 'NWD1', 'CLEC4E', 'LRRC4B', 'SRSF12', 'B3GAT1', 'CCBE1', 'OPCML', 'ADGRF1', 'MIA', 'LINC00173', 'TMEM59L', 'CIDEC', 'HPDL', 'NLRP7', 'RNF182', 'FRMPD1', 'SMC1B', 'KCNA6', 'KLK6', 'ABCC6P2', 'FASLG', 'IL11', 'LOC613037', 'LSAMP', 'GALNT13', 'TSPAN8', 'DHDH', 'GAS2', 'RFPL1S', 'SCN3B', 'C15ORF56', 'FAM83A', 'COL28A1', 'PSORS1C1', 'ANO5', 'SLC6A14', 'SLC16A11', 'PTCHD1', 'TMPRSS4', 'C9ORF47', 'ADGRG2', 'SLC24A5', 'TUSC5', 'CYP4F12', 'LOC100133669', 'RUFY4', 'LINC00908', 'KCNQ3', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'VENTX', 'NBPF4', 'MYOM2', 'FAM157A', 'EBF2', 'MAG', 'DSCAML1', 'PTPRN', 'PCDHA5', 'KLK7', 'CCNI2', 'CDKN2B.AS1', 'SYT6', 'DLX2', 'SFTPA2', 'ZBTB20', 'NKX3.2', 'DLX5', 'FAM19A2', 'PLAC1', 'BRE.AS1', 'CNTN2', 'OR2W3', 'SLC6A17', 'GHRLOS', 'PTPRR', 'ABCC2', 'RYR3', 'TFAP2E', 'CD160', 'ABCD2', 'CD1A', 'GRIA2', 'CCDC144A', 'DEFB1', 'RGS9', 'CACNA1I', 'GGT3P', 'DLK2', 'MYO16', 'PWAR5', 'CDKL2', 'DCX', 'SLC6A11', 'WDR17', 'MSMB', 'BTBD19', 'CHRFAM7A', 'MMP12', 'CABP4', 'CHRNA10', 'TCEAL2', 'UNC13A', 'FKBP1AP1', 'LY6H', 'AGBL4', 'SLC39A2', 'XCL2', 'TUBAL3', 'S100A7', 'SPAG8', 'PCBP3', 'MPL', 'KCNH3', 'LINC00202.1', 'ARL9', 'TM6SF2', 'ZNF727', 'GRID2IP', 'P2RY12', 'MAK', 'TCN1', 'HRCT1', 'SNORD116.4', 'ELOVL3', 'NOX5', 'SLC46A2', 'TCTEX1D1', 'GPM6A', 'CD70', 'SYCE3', 'SYCE2', 'PGLYRP2', 'TIGD4', 'GRIN2A', 'JAKMIP1', 'ARMC3', 'BAIAP2L2', 'RAB9B', 'CTAGE6', 'MKRN3', 'SOSTDC1', 'ASIC3', 'KLF3.AS1', 'LONRF3', 'AGAP7P', 'LRRC43', 'ACY3', 'THPO', 'BEX1', 'PRPH2', 'AKR1E2', 'SCN9A', 'SCN2A', 'KLK10', 'LOC400927', 'ACHE', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'VN1R1', 'HRC', 'TMEM145', 'C6ORF52', 'CD40LG', 'BEGAIN', 'GPR82', 'CHODL', 'CXADRP3', 'TTBK1', 'LOC285593', 'PAH', 'TTYH1', 'HIST1H2BH', 'ADGRL3', 'MLLT4.AS1', 'APOBEC3A', 'CHST9', 'GABRB3', 'SLC25A34', 'MAPK4', 'BRSK2', 'TRH', 'DNASE1L2', 'C8ORF46', 'ST8SIA2', 'CAMK4', 'DGCR5', 'EPYC', 'GBP6', 'GPR63', 'CAPSL', 'MUC15', 'ANKLE1', 'IL17D', 'SLC35F3', 'ROBO2', 'AIM1L', 'ASGR1', 'PCDHA1', 'HAMP', 'MYO15A', 'RMRP', 'FAM201A', 'TNFSF11', 'DUSP9', 'FAM159A', 'NMU', 'CHKB.AS1', 'RHCE', 'DCLK3', 'PTX3', 'NEK5', 'TDRD6', 'LYG1', 'MTUS2', 'RUNDC3A', 'ROPN1B', 'CYP2E1', 'LOC100132215', 'KCNK17', 'FOLR1', 'RRN3P1', 'UCKL1.AS1', 'LINC00961', 'C1QL3', 'PNMA6A', 'CYTL1', 'LINC00689', 'XCL1', 'HBA1', 'RRN3P2', 'THSD7B', 'ATP13A4', 'MT1L', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'LIN7A', 'IL1RL1', 'CCR10', 'KISS1R', 'TMEM150B', 'ZMAT4', 'IL24', 'KIF19', 'ARRDC3.AS1', 'GLI1', 'GPR173', 'DPEP1', 'TTLL9', 'WBP2NL', 'A2ML1', 'NIPAL4', 'PRRT4', 'RHBG', 'GPR135', 'KIAA1210', 'LOC90246', 'CNTNAP3', 'RRAD', 'CD300LB', 'PCDHB18P', 'CBLN1', 'B3GALT5', 'GNMT', 'FIGF', 'OXGR1', 'DPF3', 'IL18RAP', 'MAP7D2', 'SLC5A8', 'DPY19L2P4', 'MS4A8', 'CACNA2D3', 'HIST1H1D', 'LRRC24', 'AIM2', 'RAB39A', 'TRIM7', 'PCDH20', 'GABRB2', 'FOXN1', 'TIFAB', 'PHKG1', 'PON3', 'DNAH11', 'MASP2', 'KLK8', 'WFIKKN1', 'CD19', 'CRB2', 'GPR171', 'FREM2', 'DCST2', 'WNT10A', 'LINC00669', 'C19ORF45', 'CLCA2', 'ANK1', 'SLC26A3', 'KCNB1', 'SEPHS1P1', 'HIST1H2AG', 'LINC01465', 'UCA1', 'RASAL1', 'LINC00685', 'TYMSOS', 'NEURL3', 'RIC3', 'COLCA1', 'CD1E', 'HNRNPCL3', 'TTC41P', 'ANO2', 'MED12L', 'LOC646999', 'CST2', 'PCDHGC5', 'EYA1', 'NRXN1', 'RAB3B', 'MYEOV', 'FAM182B', 'IL6', 'SEC14L1P1', 'CLPSL1', 'STXBP6', 'MAPT.AS1', 'ARHGEF33', 'VSTM2A', 'LPAR4', 'CXCR2', 'KIF4B', 'MSLN', 'CR2', 'FNDC8', 'AJAP1', 'CLDN14', 'PATL2', 'TDRD9', 'ZNF676', 'CLEC4F', 'KCNRG', 'C9ORF117', 'FAM43B', 'HAPLN1', 'ABHD1', 'MAGEL2', 'NDP', 'VIT', 'TRABD2A', 'PDCD1', 'TSPAN32', 'MKX', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032535082492379797
		RMSE:  0.20804431995898212
		NRMSE:  0.15657381105189322
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10171995354262497
		RMSE:  0.2077503373255318
		NRMSE:  0.17094572313464315
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  1.2598662449091082e-15
		NRMSE:  9.481732518337872e-16
		MAPE:  5.790251618784219e-12
		Pearson Correlation:  0.23226546360002714
		Spearman Correlation:  0.1949078138718174
		Coefficient of Determination:  -1.204151193884218
		RMSE:  0.29385076176000774
		NRMSE:  0.24179277689460033
		MAPE:  1468.3009802102044

	Predictor:  ElasticNet
		Pearson Correlation:  0.633999555936685
		Spearman Correlation:  0.6355549347541853
		Coefficient of Determination:  0.3632428269219393
		RMSE:  0.16574385760431498
		NRMSE:  0.12473855305766782
		MAPE:  270.0210376926483
		Pearson Correlation:  0.3488594616461997
		Spearman Correlation:  0.3960247780704322
		Coefficient of Determination:  -0.023548089706898256
		RMSE:  0.2002443430932941
		NRMSE:  0.16476947510350873
		MAPE:  1534.770799397168

	Predictor:  RandomForests
		Pearson Correlation:  0.5686170341549566
		Spearman Correlation:  0.57253083089248
		Coefficient of Determination:  0.26470625847387175
		RMSE:  0.17810698598058403
		NRMSE:  0.1340430230224229
		MAPE:  194.89944550307789
		Pearson Correlation:  0.343331147487661
		Spearman Correlation:  0.38573309920983323
		Coefficient of Determination:  -0.007889179189691564
		RMSE:  0.19870670477792182
		NRMSE:  0.16350424156827273
		MAPE:  675.6413395830748

Protein:  PTEN
x_train_column_count:  1002
x_train columns:  ['AMDHD1', 'DES', 'ALDH1L1', 'SOX15', 'POU5F1B', 'PCSK1', 'ALOX15', 'CATSPER3', 'C4ORF36', 'MST1L', 'PPP2R2B', 'CA14', 'NPTX1', 'TAT', 'TMEM200C', 'LEP', 'PCDHGA1', 'ACTA1', 'MPZ', 'ABCA10', 'MUC6', 'C10ORF55', 'FIBCD1', 'TUBA3E', 'GRIK4', 'GLDC', 'CYP4F35P', 'FDCSP', 'ANP32AP1', 'C1ORF228', 'LOC100272216', 'SLITRK5', 'ZSCAN23', 'MOGAT2', 'PTPRH', 'PDZD7', 'CLPSL2', 'SLC1A7', 'SLC26A4', 'PDE6G', 'LRFN2', 'FBLL1', 'IRX6', 'CACNA1F', 'LINC00922', 'CCL13', 'BMX', 'LOC399815', 'MAST1', 'XKRX', 'FOXP2', 'CFAP57', 'PCDHA2', 'KIAA0125', 'GIPR', 'C1ORF186', 'FOXF1', 'ALG1L', 'ASB14', 'LINC01139', 'KCNJ10', 'HHIPL2', 'JAKMIP2', 'ZNF280B', 'CADM2', 'TSSK4', 'NXNL2', 'CERS1', 'TMEM35', 'LRFN5', 'PDZRN4', 'BRINP2', 'HSD17B2', 'C2CD4B', 'DNAJC5B', 'RNASE2', 'ASAH2B', 'C10ORF95', 'DNAI1', 'WNK3', 'MAT1A', 'LGR5', 'PCDHAC1', 'FCGR3B', 'GDF6', 'GPR141', 'TMEM151B', 'LGALS12', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'KRT6A', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'HIST1H2AM', 'IL1RL2', 'ESYT3', 'PCP4L1', 'AOC1', 'NFE2', 'MYT1', 'TLL2', 'C19ORF26', 'DMC1', 'C1QL1', 'HMGCLL1', 'AQP5', 'KIAA1875', 'SLC24A2', 'ERICH3', 'SLC6A16', 'CD164L2', 'KIF1A', 'DGKI', 'PQLC2L', 'DYDC2', 'PRAME', 'HAND2.AS1', 'UMODL1', 'ATP8A2', 'IGDCC3', 'IQSEC3', 'TGM1', 'EPHA7', 'SPSB4', 'PKD1L2', 'LOC644172', 'UGT2B15', 'NPC1L1', 'CD300LG', 'GP1BA', 'AQP7', 'TEKT2', 'NBPF6', 'C2CD4C', 'MGAM', 'CNTF', 'PLA2G10', 'TMEM232', 'GPR27', 'KERA', 'MCHR1', 'PRSS12', 'PLEKHD1', 'FCRL3', 'LOC100130987', 'PTCHD4', 'CD244', 'SLC25A21', 'SLC6A4', 'DIO3', 'PNMT', 'L1TD1', 'IL10', 'PLCXD3', 'CST4', 'FCRLA', 'RGN', 'LINC00839', 'DCANP1', 'TBC1D3H', 'SPDYA', 'SNAP25', 'LINC00242', 'C6', 'STAP1', 'PCDHGB3', 'GFRA2', 'TPSD1', 'FLG', 'DNASE1L3', 'IGFL2', 'GPR158', 'GJB3', 'C1GALT1C1L', 'SFTPD', 'DLGAP1', 'GDF10', 'PROC', 'FAM186B', 'TM4SF19', 'NR6A1', 'ZBED2', 'BCO2', 'PTH2R', 'ITPKA', 'PNPLA3', 'C1ORF229', 'ALOX12P2', 'SULT4A1', 'BCAN', 'HIST2H2BA', 'FBXL13', 'KCNG1', 'GUSBP5', 'FAM86B2', 'DOC2B', 'SLC17A7', 'PPM1N', 'PRR34', 'SIGLEC15', 'ZNF492', 'PTPRZ1', 'HTR1D', 'NNAT', 'FGF18', 'LRRIQ3', 'LCN12', 'HCN2', 'C10ORF82', 'ATP1A4', 'NAALAD2', 'KCNJ3', 'EGOT', 'ZNF660', 'RNF183', 'SLC7A4', 'GJB5', 'LRRC31', 'SYT8', 'LRRIQ1', 'SLC38A4', 'RAET1E', 'LTA', 'AURKAPS1', 'ADRA1B', 'TNFSF15', 'PCDHA7', 'TRPA1', 'FBXO24', 'SCGB3A1', 'MAL', 'CNGA1', 'LY6G6C', 'C4ORF47', 'RP1', 'GRM8', 'KLK11', 'ACSL6', 'RPL13AP3', 'PTGDR', 'TUBA3D', 'IQUB', 'LINC01119', 'CBLN4', 'NKPD1', 'LINC01341', 'SOX8', 'EYS', 'ECT2L', 'PAX2', 'FXYD1', 'PPP1R3G', 'RNF138P1', 'CCR8', 'CCIN', 'MYCBPAP', 'XPNPEP2', 'ETV2', 'TEKT3', 'STKLD1', 'SLC30A8', 'C19ORF18', 'UGT8', 'SLC28A3', 'JPH4', 'UBE2Q2P1', 'METTL7B', 'SLC25A18', 'HEPACAM2', 'CASQ1', 'PLP1', 'TEX14', 'IDI2.AS1', 'S100A3', 'GLIS1', 'SGK2', 'ZNF843', 'LRIT3', 'CCDC36', 'NR1I3', 'LINC00482', 'ALOXE3', 'CACNG1', 'WNT2B', 'MS4A15', 'PBX4', 'ZIC2', 'ST6GALNAC1', 'GTSE1.AS1', 'ADAMTS8', 'PYGO1', 'LGALS2', 'TMEM92', 'FUT9', 'FCRL6', 'CCDC151', 'C9ORF43', 'PITX2', 'BCHE', 'PNCK', 'TNNI3K', 'AOC2', 'GJB1', 'DQX1', 'CKMT2', 'LPAR3', 'FAM189A1', 'ABCA17P', 'CACNA1G', 'C2ORF50', 'C1ORF101', 'NLRP12', 'ADCYAP1', 'ENPP6', 'SLC6A20', 'IYD', 'ZNF835', 'OTOA', 'CA3', 'SPIB', 'CLDN9', 'FAM95B1', 'FAM90A1', 'RYR2', 'C2CD4A', 'C1ORF95', 'PCDH9', 'LINC01550', 'CLEC3A', 'SVOPL', 'CCDC158', 'SCN2B', 'VSIG1', 'CLECL1', 'PCSK1N', 'IL20RB', 'ARC', 'CCDC65', 'TAS1R3', 'GSDMC', 'TTC16', 'AURKC', 'ZCCHC18', 'ULBP3', 'DDX11L2', 'DUOXA1', 'B3GALT5.AS1', 'ALDH8A1', 'KNDC1', 'COLCA2', 'GSTM1', 'PCYT1B', 'BPIFB2', 'MYOZ1', 'PDE1C', 'CRYGS', 'PPP1R36', 'TARP', 'KLHL4', 'LOC148709', 'LUZP2', 'LOC441455', 'JPH3', 'CPEB1', 'IL22RA1', 'HOXD3', 'FAM57B', 'LOC90768', 'CAMP', 'OR7E91P', 'FLJ37201', 'RIMS1', 'IL12RB2', 'RELN', 'LBX2', 'FUT7', 'SCARA5', 'PLA2G5', 'KCNE1', 'IGSF5', 'TUBB8', 'HIST1H2BN', 'GPR18', 'ZBED3.AS1', 'SLC22A18AS', 'HOXB13', 'CD177', 'ZC3H12D', 'MNX1', 'ASTN1', 'CIDEA', 'TCHH', 'ONECUT2', 'C10ORF128', 'GAL', 'SP5', 'WDR72', 'CHRNA6', 'KCNE2', 'IRX4', 'FAM135B', 'BTBD8', 'SLC16A10', 'RSPH4A', 'SCN7A', 'ALB', 'HOXB8', 'SCART1', 'LINC01124', 'CCDC183', 'MGC16142', 'CCDC7', 'DCSTAMP', 'CELF5', 'GRIN2C', 'MGAT5B', 'GBP1P1', 'CXXC4', 'YPEL4', 'GPR3', 'CXCR5', 'HOXA11', 'SLC30A2', 'OBP2B', 'SLC35F1', 'ATP13A5', 'NIPAL1', 'PYDC1', 'SKIDA1', 'CCDC153', 'RPGRIP1', 'SRL', 'STRC', 'WT1', 'TNFRSF9', 'LRP1B', 'PCSK9', 'PCAT18', 'FOXJ1', 'SLC18A2', 'PPP4R4', 'NOXO1', 'PCK1', 'INSM1', 'CNNM1', 'GPR174', 'MARCO', 'SLC25A53', 'C17ORF104', 'FOXD4', 'DMRT3', 'GPX2', 'INHA', 'COL23A1', 'NOS2', 'ADH1C', 'FOXD1', 'PKNOX2', 'KLHL14', 'BTLA', 'CRISP3', 'LBP', 'IL20', 'TNFRSF17', 'AVPR2', 'GLOD5', 'MYBPC1', 'PARP15', 'CXCL2', 'GPLD1', 'PFN1P2', 'CST9', 'GPR55', 'SLCO4C1', 'SLC23A1', 'STEAP1B', 'C2ORF40', 'BCL2L14', 'DHRS4L1', 'SCN3A', 'AMH', 'ULBP2', 'CXCR2P1', 'VAT1L', 'ZNF98', 'VSIG2', 'RNF212', 'VGLL1', 'HAP1', 'CYSLTR2', 'ZNF454', 'TPSG1', 'FAM218A', 'SYN2', 'EMILIN3', 'DBIL5P', 'ORM1', 'ZNF488', 'TMEM105', 'FAM178B', 'P2RX1', 'DKK1', 'DPY19L2P2', 'IL23A', 'SIGLEC17P', 'CRYM', 'PRKG2', 'CXCL1', 'AMBP', 'BRINP1', 'CTCFL', 'SUCNR1', 'DEPDC4', 'FABP7', 'SPDYE1', 'LRRC2', 'GPBAR1', 'XIRP1', 'LRGUK', 'ADAMTS18', 'VWDE', 'FUT6', 'RERGL', 'BDKRB1', 'TENM1', 'LINC00930', 'BMPER', 'HCG27', 'CLEC12A', 'RDM1', 'CYP4F8', 'CDR1', 'NUGGC', 'KIAA0319', 'CECR2', 'SORCS1', 'ABHD11.AS1', 'PCDHGA3', 'PKD1L1', 'FAM184B', 'ECEL1', 'CBLN2', 'WSCD2', 'SPESP1', 'SEC14L5', 'SSUH2', 'FSCN2', 'DMRT2', 'FAM162B', 'CCL17', 'ZNF732', 'HOXD4', 'PIANP', 'TMEM217', 'GRIA3', 'CTSG', 'GNB3', 'RSPO1', 'RGS6', 'COL2A1', 'SERPINA6', 'MT1A', 'ADAMTS19', 'IL1R2', 'RNF175', 'CHRNB2', 'ADAM32', 'FLJ12825', 'RASL10A', 'PFKFB1', 'POM121L9P', 'HECTD2.AS1', 'DIRC3', 'PRSS21', 'SMIM5', 'CYP46A1', 'LRRC16B', 'CAPN11', 'IGF2BP3', 'VIPR2', 'TRAT1', 'ZNF804A', 'TBX21', 'HIST1H2BE', 'GPR87', 'LOC100126784', 'CYSRT1', 'PART1', 'FOXC2', 'HOGA1', 'EMX1', 'CA9', 'ZSCAN1', 'HTR7', 'CEP83.AS1', 'SLC13A2', 'XKR9', 'WIPF3', 'ULBP1', 'SLC26A10', 'HS3ST3B1', 'OTUD7A', 'CITED1', 'ZBTB16', 'CYP26A1', 'TMEM40', 'TMSB15A', 'PVALB', 'ANKK1', 'WFDC3', 'MAPT.IT1', 'ROPN1L', 'MYO3B', 'GZMM', 'CDHR1', 'FIRRE', 'M1AP', 'MRAP2', 'INE2', 'RFX8', 'TTC23L', 'IGSF22', 'CRTAC1', 'RBM12B.AS1', 'SPAG17', 'MROH7', 'KCNT2', 'PYGM', 'PCDHA12', 'CFAP61', 'BTC', 'HEATR4', 'ADGRB1', 'SLC27A6', 'NPAS1', 'UGT2B11', 'GPR37L1', 'NRTN', 'NWD1', 'CLEC4E', 'LRRC4B', 'SRSF12', 'B3GAT1', 'CCBE1', 'OPCML', 'ADGRF1', 'MIA', 'LINC00173', 'TMEM59L', 'CIDEC', 'HPDL', 'NLRP7', 'RNF182', 'FRMPD1', 'SMC1B', 'KCNA6', 'KLK6', 'ABCC6P2', 'FASLG', 'IL11', 'LOC613037', 'LSAMP', 'GALNT13', 'TSPAN8', 'DHDH', 'GAS2', 'RFPL1S', 'SCN3B', 'C15ORF56', 'FAM83A', 'COL28A1', 'PSORS1C1', 'ANO5', 'SLC6A14', 'SLC16A11', 'PTCHD1', 'TMPRSS4', 'C9ORF47', 'ADGRG2', 'SLC24A5', 'TUSC5', 'CYP4F12', 'LOC100133669', 'RUFY4', 'LINC00908', 'KCNQ3', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'VENTX', 'NBPF4', 'MYOM2', 'FAM157A', 'EBF2', 'MAG', 'DSCAML1', 'PTPRN', 'PCDHA5', 'KLK7', 'CCNI2', 'CDKN2B.AS1', 'SYT6', 'DLX2', 'SFTPA2', 'ZBTB20', 'NKX3.2', 'DLX5', 'FAM19A2', 'PLAC1', 'BRE.AS1', 'CNTN2', 'OR2W3', 'SLC6A17', 'GHRLOS', 'PTPRR', 'ABCC2', 'RYR3', 'TFAP2E', 'CD160', 'ABCD2', 'CD1A', 'GRIA2', 'CCDC144A', 'DEFB1', 'RGS9', 'CACNA1I', 'GGT3P', 'DLK2', 'MYO16', 'PWAR5', 'CDKL2', 'DCX', 'SLC6A11', 'WDR17', 'MSMB', 'BTBD19', 'CHRFAM7A', 'MMP12', 'CABP4', 'CHRNA10', 'TCEAL2', 'UNC13A', 'FKBP1AP1', 'LY6H', 'AGBL4', 'SLC39A2', 'XCL2', 'TUBAL3', 'S100A7', 'SPAG8', 'PCBP3', 'MPL', 'KCNH3', 'LINC00202.1', 'ARL9', 'TM6SF2', 'ZNF727', 'GRID2IP', 'P2RY12', 'MAK', 'TCN1', 'HRCT1', 'SNORD116.4', 'ELOVL3', 'NOX5', 'SLC46A2', 'TCTEX1D1', 'GPM6A', 'CD70', 'SYCE3', 'SYCE2', 'PGLYRP2', 'TIGD4', 'GRIN2A', 'JAKMIP1', 'ARMC3', 'BAIAP2L2', 'RAB9B', 'CTAGE6', 'MKRN3', 'SOSTDC1', 'ASIC3', 'KLF3.AS1', 'LONRF3', 'AGAP7P', 'LRRC43', 'ACY3', 'THPO', 'BEX1', 'PRPH2', 'AKR1E2', 'SCN9A', 'SCN2A', 'KLK10', 'LOC400927', 'ACHE', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'VN1R1', 'HRC', 'TMEM145', 'C6ORF52', 'CD40LG', 'BEGAIN', 'GPR82', 'CHODL', 'CXADRP3', 'TTBK1', 'LOC285593', 'PAH', 'TTYH1', 'HIST1H2BH', 'ADGRL3', 'MLLT4.AS1', 'APOBEC3A', 'CHST9', 'GABRB3', 'SLC25A34', 'MAPK4', 'BRSK2', 'TRH', 'DNASE1L2', 'C8ORF46', 'ST8SIA2', 'CAMK4', 'DGCR5', 'EPYC', 'GBP6', 'GPR63', 'CAPSL', 'MUC15', 'ANKLE1', 'IL17D', 'SLC35F3', 'ROBO2', 'AIM1L', 'ASGR1', 'PCDHA1', 'HAMP', 'MYO15A', 'RMRP', 'FAM201A', 'TNFSF11', 'DUSP9', 'FAM159A', 'NMU', 'CHKB.AS1', 'RHCE', 'DCLK3', 'PTX3', 'NEK5', 'TDRD6', 'LYG1', 'MTUS2', 'RUNDC3A', 'ROPN1B', 'CYP2E1', 'LOC100132215', 'KCNK17', 'FOLR1', 'RRN3P1', 'UCKL1.AS1', 'LINC00961', 'C1QL3', 'PNMA6A', 'CYTL1', 'LINC00689', 'XCL1', 'HBA1', 'RRN3P2', 'THSD7B', 'ATP13A4', 'MT1L', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'LIN7A', 'IL1RL1', 'CCR10', 'KISS1R', 'TMEM150B', 'ZMAT4', 'IL24', 'KIF19', 'ARRDC3.AS1', 'GLI1', 'GPR173', 'DPEP1', 'TTLL9', 'WBP2NL', 'A2ML1', 'NIPAL4', 'PRRT4', 'RHBG', 'GPR135', 'KIAA1210', 'LOC90246', 'CNTNAP3', 'RRAD', 'CD300LB', 'PCDHB18P', 'CBLN1', 'B3GALT5', 'GNMT', 'FIGF', 'OXGR1', 'DPF3', 'IL18RAP', 'MAP7D2', 'SLC5A8', 'DPY19L2P4', 'MS4A8', 'CACNA2D3', 'HIST1H1D', 'LRRC24', 'AIM2', 'RAB39A', 'TRIM7', 'PCDH20', 'GABRB2', 'FOXN1', 'TIFAB', 'PHKG1', 'PON3', 'DNAH11', 'MASP2', 'KLK8', 'WFIKKN1', 'CD19', 'CRB2', 'GPR171', 'FREM2', 'DCST2', 'WNT10A', 'LINC00669', 'C19ORF45', 'CLCA2', 'ANK1', 'SLC26A3', 'KCNB1', 'SEPHS1P1', 'HIST1H2AG', 'LINC01465', 'UCA1', 'RASAL1', 'LINC00685', 'TYMSOS', 'NEURL3', 'RIC3', 'COLCA1', 'CD1E', 'HNRNPCL3', 'TTC41P', 'ANO2', 'MED12L', 'LOC646999', 'CST2', 'PCDHGC5', 'EYA1', 'NRXN1', 'RAB3B', 'MYEOV', 'FAM182B', 'IL6', 'SEC14L1P1', 'CLPSL1', 'STXBP6', 'MAPT.AS1', 'ARHGEF33', 'VSTM2A', 'LPAR4', 'CXCR2', 'KIF4B', 'MSLN', 'CR2', 'FNDC8', 'AJAP1', 'CLDN14', 'PATL2', 'TDRD9', 'ZNF676', 'CLEC4F', 'KCNRG', 'C9ORF117', 'FAM43B', 'HAPLN1', 'ABHD1', 'MAGEL2', 'NDP', 'VIT', 'TRABD2A', 'PDCD1', 'TSPAN32', 'MKX', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.03862384422015608
		RMSE:  0.6356813050691055
		NRMSE:  0.09939509109047072
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04557869434051831
		RMSE:  0.5231599683741948
		NRMSE:  0.17546282813730707
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  5.152960652239924e-15
		NRMSE:  8.057166214119184e-16
		MAPE:  4.54872099727944e-12
		Pearson Correlation:  0.015622442090427067
		Spearman Correlation:  0.06797873378207006
		Coefficient of Determination:  -1.6304165697935629
		RMSE:  0.8297904038815619
		NRMSE:  0.2783037308430245
		MAPE:  562.2302039488616

	Predictor:  ElasticNet
		Pearson Correlation:  0.8607765505378948
		Spearman Correlation:  0.8179750610408735
		Coefficient of Determination:  0.6570394987647381
		RMSE:  0.36528542795905466
		NRMSE:  0.057116007811594816
		MAPE:  145.65974018033899
		Pearson Correlation:  0.15484086364912836
		Spearman Correlation:  0.1726612037849966
		Coefficient of Determination:  -0.16300849310542942
		RMSE:  0.5517566617876296
		NRMSE:  0.1850538844203212
		MAPE:  792.8937892916275

	Predictor:  RandomForests
		Pearson Correlation:  0.5229592529112667
		Spearman Correlation:  0.4965842838309955
		Coefficient of Determination:  0.16199363036094028
		RMSE:  0.5709971687438133
		NRMSE:  0.08928108337797097
		MAPE:  303.4679801998932
		Pearson Correlation:  0.2702381156522618
		Spearman Correlation:  0.287689005950639
		Coefficient of Determination:  0.06981824863264519
		RMSE:  0.4934464738491904
		NRMSE:  0.165497207488996
		MAPE:  286.38583297240467

Protein:  BRCA2
x_train_column_count:  1002
x_train columns:  ['AMDHD1', 'DES', 'ALDH1L1', 'SOX15', 'POU5F1B', 'PCSK1', 'ALOX15', 'CATSPER3', 'C4ORF36', 'MST1L', 'PPP2R2B', 'CA14', 'NPTX1', 'TAT', 'TMEM200C', 'LEP', 'PCDHGA1', 'ACTA1', 'MPZ', 'ABCA10', 'MUC6', 'C10ORF55', 'FIBCD1', 'TUBA3E', 'GRIK4', 'GLDC', 'CYP4F35P', 'FDCSP', 'ANP32AP1', 'C1ORF228', 'LOC100272216', 'SLITRK5', 'ZSCAN23', 'MOGAT2', 'PTPRH', 'PDZD7', 'CLPSL2', 'SLC1A7', 'SLC26A4', 'PDE6G', 'LRFN2', 'FBLL1', 'IRX6', 'CACNA1F', 'LINC00922', 'CCL13', 'BMX', 'LOC399815', 'MAST1', 'XKRX', 'FOXP2', 'CFAP57', 'PCDHA2', 'KIAA0125', 'GIPR', 'C1ORF186', 'FOXF1', 'ALG1L', 'ASB14', 'LINC01139', 'KCNJ10', 'HHIPL2', 'JAKMIP2', 'ZNF280B', 'CADM2', 'TSSK4', 'NXNL2', 'CERS1', 'TMEM35', 'LRFN5', 'PDZRN4', 'BRINP2', 'HSD17B2', 'C2CD4B', 'DNAJC5B', 'RNASE2', 'ASAH2B', 'C10ORF95', 'DNAI1', 'WNK3', 'MAT1A', 'LGR5', 'PCDHAC1', 'FCGR3B', 'GDF6', 'GPR141', 'TMEM151B', 'LGALS12', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'KRT6A', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'HIST1H2AM', 'IL1RL2', 'ESYT3', 'PCP4L1', 'AOC1', 'NFE2', 'MYT1', 'TLL2', 'C19ORF26', 'DMC1', 'C1QL1', 'HMGCLL1', 'AQP5', 'KIAA1875', 'SLC24A2', 'ERICH3', 'SLC6A16', 'CD164L2', 'KIF1A', 'DGKI', 'PQLC2L', 'DYDC2', 'PRAME', 'HAND2.AS1', 'UMODL1', 'ATP8A2', 'IGDCC3', 'IQSEC3', 'TGM1', 'EPHA7', 'SPSB4', 'PKD1L2', 'LOC644172', 'UGT2B15', 'NPC1L1', 'CD300LG', 'GP1BA', 'AQP7', 'TEKT2', 'NBPF6', 'C2CD4C', 'MGAM', 'CNTF', 'PLA2G10', 'TMEM232', 'GPR27', 'KERA', 'MCHR1', 'PRSS12', 'PLEKHD1', 'FCRL3', 'LOC100130987', 'PTCHD4', 'CD244', 'SLC25A21', 'SLC6A4', 'DIO3', 'PNMT', 'L1TD1', 'IL10', 'PLCXD3', 'CST4', 'FCRLA', 'RGN', 'LINC00839', 'DCANP1', 'TBC1D3H', 'SPDYA', 'SNAP25', 'LINC00242', 'C6', 'STAP1', 'PCDHGB3', 'GFRA2', 'TPSD1', 'FLG', 'DNASE1L3', 'IGFL2', 'GPR158', 'GJB3', 'C1GALT1C1L', 'SFTPD', 'DLGAP1', 'GDF10', 'PROC', 'FAM186B', 'TM4SF19', 'NR6A1', 'ZBED2', 'BCO2', 'PTH2R', 'ITPKA', 'PNPLA3', 'C1ORF229', 'ALOX12P2', 'SULT4A1', 'BCAN', 'HIST2H2BA', 'FBXL13', 'KCNG1', 'GUSBP5', 'FAM86B2', 'DOC2B', 'SLC17A7', 'PPM1N', 'PRR34', 'SIGLEC15', 'ZNF492', 'PTPRZ1', 'HTR1D', 'NNAT', 'FGF18', 'LRRIQ3', 'LCN12', 'HCN2', 'C10ORF82', 'ATP1A4', 'NAALAD2', 'KCNJ3', 'EGOT', 'ZNF660', 'RNF183', 'SLC7A4', 'GJB5', 'LRRC31', 'SYT8', 'LRRIQ1', 'SLC38A4', 'RAET1E', 'LTA', 'AURKAPS1', 'ADRA1B', 'TNFSF15', 'PCDHA7', 'TRPA1', 'FBXO24', 'SCGB3A1', 'MAL', 'CNGA1', 'LY6G6C', 'C4ORF47', 'RP1', 'GRM8', 'KLK11', 'ACSL6', 'RPL13AP3', 'PTGDR', 'TUBA3D', 'IQUB', 'LINC01119', 'CBLN4', 'NKPD1', 'LINC01341', 'SOX8', 'EYS', 'ECT2L', 'PAX2', 'FXYD1', 'PPP1R3G', 'RNF138P1', 'CCR8', 'CCIN', 'MYCBPAP', 'XPNPEP2', 'ETV2', 'TEKT3', 'STKLD1', 'SLC30A8', 'C19ORF18', 'UGT8', 'SLC28A3', 'JPH4', 'UBE2Q2P1', 'METTL7B', 'SLC25A18', 'HEPACAM2', 'CASQ1', 'PLP1', 'TEX14', 'IDI2.AS1', 'S100A3', 'GLIS1', 'SGK2', 'ZNF843', 'LRIT3', 'CCDC36', 'NR1I3', 'LINC00482', 'ALOXE3', 'CACNG1', 'WNT2B', 'MS4A15', 'PBX4', 'ZIC2', 'ST6GALNAC1', 'GTSE1.AS1', 'ADAMTS8', 'PYGO1', 'LGALS2', 'TMEM92', 'FUT9', 'FCRL6', 'CCDC151', 'C9ORF43', 'PITX2', 'BCHE', 'PNCK', 'TNNI3K', 'AOC2', 'GJB1', 'DQX1', 'CKMT2', 'LPAR3', 'FAM189A1', 'ABCA17P', 'CACNA1G', 'C2ORF50', 'C1ORF101', 'NLRP12', 'ADCYAP1', 'ENPP6', 'SLC6A20', 'IYD', 'ZNF835', 'OTOA', 'CA3', 'SPIB', 'CLDN9', 'FAM95B1', 'FAM90A1', 'RYR2', 'C2CD4A', 'C1ORF95', 'PCDH9', 'LINC01550', 'CLEC3A', 'SVOPL', 'CCDC158', 'SCN2B', 'VSIG1', 'CLECL1', 'PCSK1N', 'IL20RB', 'ARC', 'CCDC65', 'TAS1R3', 'GSDMC', 'TTC16', 'AURKC', 'ZCCHC18', 'ULBP3', 'DDX11L2', 'DUOXA1', 'B3GALT5.AS1', 'ALDH8A1', 'KNDC1', 'COLCA2', 'GSTM1', 'PCYT1B', 'BPIFB2', 'MYOZ1', 'PDE1C', 'CRYGS', 'PPP1R36', 'TARP', 'KLHL4', 'LOC148709', 'LUZP2', 'LOC441455', 'JPH3', 'CPEB1', 'IL22RA1', 'HOXD3', 'FAM57B', 'LOC90768', 'CAMP', 'OR7E91P', 'FLJ37201', 'RIMS1', 'IL12RB2', 'RELN', 'LBX2', 'FUT7', 'SCARA5', 'PLA2G5', 'KCNE1', 'IGSF5', 'TUBB8', 'HIST1H2BN', 'GPR18', 'ZBED3.AS1', 'SLC22A18AS', 'HOXB13', 'CD177', 'ZC3H12D', 'MNX1', 'ASTN1', 'CIDEA', 'TCHH', 'ONECUT2', 'C10ORF128', 'GAL', 'SP5', 'WDR72', 'CHRNA6', 'KCNE2', 'IRX4', 'FAM135B', 'BTBD8', 'SLC16A10', 'RSPH4A', 'SCN7A', 'ALB', 'HOXB8', 'SCART1', 'LINC01124', 'CCDC183', 'MGC16142', 'CCDC7', 'DCSTAMP', 'CELF5', 'GRIN2C', 'MGAT5B', 'GBP1P1', 'CXXC4', 'YPEL4', 'GPR3', 'CXCR5', 'HOXA11', 'SLC30A2', 'OBP2B', 'SLC35F1', 'ATP13A5', 'NIPAL1', 'PYDC1', 'SKIDA1', 'CCDC153', 'RPGRIP1', 'SRL', 'STRC', 'WT1', 'TNFRSF9', 'LRP1B', 'PCSK9', 'PCAT18', 'FOXJ1', 'SLC18A2', 'PPP4R4', 'NOXO1', 'PCK1', 'INSM1', 'CNNM1', 'GPR174', 'MARCO', 'SLC25A53', 'C17ORF104', 'FOXD4', 'DMRT3', 'GPX2', 'INHA', 'COL23A1', 'NOS2', 'ADH1C', 'FOXD1', 'PKNOX2', 'KLHL14', 'BTLA', 'CRISP3', 'LBP', 'IL20', 'TNFRSF17', 'AVPR2', 'GLOD5', 'MYBPC1', 'PARP15', 'CXCL2', 'GPLD1', 'PFN1P2', 'CST9', 'GPR55', 'SLCO4C1', 'SLC23A1', 'STEAP1B', 'C2ORF40', 'BCL2L14', 'DHRS4L1', 'SCN3A', 'AMH', 'ULBP2', 'CXCR2P1', 'VAT1L', 'ZNF98', 'VSIG2', 'RNF212', 'VGLL1', 'HAP1', 'CYSLTR2', 'ZNF454', 'TPSG1', 'FAM218A', 'SYN2', 'EMILIN3', 'DBIL5P', 'ORM1', 'ZNF488', 'TMEM105', 'FAM178B', 'P2RX1', 'DKK1', 'DPY19L2P2', 'IL23A', 'SIGLEC17P', 'CRYM', 'PRKG2', 'CXCL1', 'AMBP', 'BRINP1', 'CTCFL', 'SUCNR1', 'DEPDC4', 'FABP7', 'SPDYE1', 'LRRC2', 'GPBAR1', 'XIRP1', 'LRGUK', 'ADAMTS18', 'VWDE', 'FUT6', 'RERGL', 'BDKRB1', 'TENM1', 'LINC00930', 'BMPER', 'HCG27', 'CLEC12A', 'RDM1', 'CYP4F8', 'CDR1', 'NUGGC', 'KIAA0319', 'CECR2', 'SORCS1', 'ABHD11.AS1', 'PCDHGA3', 'PKD1L1', 'FAM184B', 'ECEL1', 'CBLN2', 'WSCD2', 'SPESP1', 'SEC14L5', 'SSUH2', 'FSCN2', 'DMRT2', 'FAM162B', 'CCL17', 'ZNF732', 'HOXD4', 'PIANP', 'TMEM217', 'GRIA3', 'CTSG', 'GNB3', 'RSPO1', 'RGS6', 'COL2A1', 'SERPINA6', 'MT1A', 'ADAMTS19', 'IL1R2', 'RNF175', 'CHRNB2', 'ADAM32', 'FLJ12825', 'RASL10A', 'PFKFB1', 'POM121L9P', 'HECTD2.AS1', 'DIRC3', 'PRSS21', 'SMIM5', 'CYP46A1', 'LRRC16B', 'CAPN11', 'IGF2BP3', 'VIPR2', 'TRAT1', 'ZNF804A', 'TBX21', 'HIST1H2BE', 'GPR87', 'LOC100126784', 'CYSRT1', 'PART1', 'FOXC2', 'HOGA1', 'EMX1', 'CA9', 'ZSCAN1', 'HTR7', 'CEP83.AS1', 'SLC13A2', 'XKR9', 'WIPF3', 'ULBP1', 'SLC26A10', 'HS3ST3B1', 'OTUD7A', 'CITED1', 'ZBTB16', 'CYP26A1', 'TMEM40', 'TMSB15A', 'PVALB', 'ANKK1', 'WFDC3', 'MAPT.IT1', 'ROPN1L', 'MYO3B', 'GZMM', 'CDHR1', 'FIRRE', 'M1AP', 'MRAP2', 'INE2', 'RFX8', 'TTC23L', 'IGSF22', 'CRTAC1', 'RBM12B.AS1', 'SPAG17', 'MROH7', 'KCNT2', 'PYGM', 'PCDHA12', 'CFAP61', 'BTC', 'HEATR4', 'ADGRB1', 'SLC27A6', 'NPAS1', 'UGT2B11', 'GPR37L1', 'NRTN', 'NWD1', 'CLEC4E', 'LRRC4B', 'SRSF12', 'B3GAT1', 'CCBE1', 'OPCML', 'ADGRF1', 'MIA', 'LINC00173', 'TMEM59L', 'CIDEC', 'HPDL', 'NLRP7', 'RNF182', 'FRMPD1', 'SMC1B', 'KCNA6', 'KLK6', 'ABCC6P2', 'FASLG', 'IL11', 'LOC613037', 'LSAMP', 'GALNT13', 'TSPAN8', 'DHDH', 'GAS2', 'RFPL1S', 'SCN3B', 'C15ORF56', 'FAM83A', 'COL28A1', 'PSORS1C1', 'ANO5', 'SLC6A14', 'SLC16A11', 'PTCHD1', 'TMPRSS4', 'C9ORF47', 'ADGRG2', 'SLC24A5', 'TUSC5', 'CYP4F12', 'LOC100133669', 'RUFY4', 'LINC00908', 'KCNQ3', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'VENTX', 'NBPF4', 'MYOM2', 'FAM157A', 'EBF2', 'MAG', 'DSCAML1', 'PTPRN', 'PCDHA5', 'KLK7', 'CCNI2', 'CDKN2B.AS1', 'SYT6', 'DLX2', 'SFTPA2', 'ZBTB20', 'NKX3.2', 'DLX5', 'FAM19A2', 'PLAC1', 'BRE.AS1', 'CNTN2', 'OR2W3', 'SLC6A17', 'GHRLOS', 'PTPRR', 'ABCC2', 'RYR3', 'TFAP2E', 'CD160', 'ABCD2', 'CD1A', 'GRIA2', 'CCDC144A', 'DEFB1', 'RGS9', 'CACNA1I', 'GGT3P', 'DLK2', 'MYO16', 'PWAR5', 'CDKL2', 'DCX', 'SLC6A11', 'WDR17', 'MSMB', 'BTBD19', 'CHRFAM7A', 'MMP12', 'CABP4', 'CHRNA10', 'TCEAL2', 'UNC13A', 'FKBP1AP1', 'LY6H', 'AGBL4', 'SLC39A2', 'XCL2', 'TUBAL3', 'S100A7', 'SPAG8', 'PCBP3', 'MPL', 'KCNH3', 'LINC00202.1', 'ARL9', 'TM6SF2', 'ZNF727', 'GRID2IP', 'P2RY12', 'MAK', 'TCN1', 'HRCT1', 'SNORD116.4', 'ELOVL3', 'NOX5', 'SLC46A2', 'TCTEX1D1', 'GPM6A', 'CD70', 'SYCE3', 'SYCE2', 'PGLYRP2', 'TIGD4', 'GRIN2A', 'JAKMIP1', 'ARMC3', 'BAIAP2L2', 'RAB9B', 'CTAGE6', 'MKRN3', 'SOSTDC1', 'ASIC3', 'KLF3.AS1', 'LONRF3', 'AGAP7P', 'LRRC43', 'ACY3', 'THPO', 'BEX1', 'PRPH2', 'AKR1E2', 'SCN9A', 'SCN2A', 'KLK10', 'LOC400927', 'ACHE', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'VN1R1', 'HRC', 'TMEM145', 'C6ORF52', 'CD40LG', 'BEGAIN', 'GPR82', 'CHODL', 'CXADRP3', 'TTBK1', 'LOC285593', 'PAH', 'TTYH1', 'HIST1H2BH', 'ADGRL3', 'MLLT4.AS1', 'APOBEC3A', 'CHST9', 'GABRB3', 'SLC25A34', 'MAPK4', 'BRSK2', 'TRH', 'DNASE1L2', 'C8ORF46', 'ST8SIA2', 'CAMK4', 'DGCR5', 'EPYC', 'GBP6', 'GPR63', 'CAPSL', 'MUC15', 'ANKLE1', 'IL17D', 'SLC35F3', 'ROBO2', 'AIM1L', 'ASGR1', 'PCDHA1', 'HAMP', 'MYO15A', 'RMRP', 'FAM201A', 'TNFSF11', 'DUSP9', 'FAM159A', 'NMU', 'CHKB.AS1', 'RHCE', 'DCLK3', 'PTX3', 'NEK5', 'TDRD6', 'LYG1', 'MTUS2', 'RUNDC3A', 'ROPN1B', 'CYP2E1', 'LOC100132215', 'KCNK17', 'FOLR1', 'RRN3P1', 'UCKL1.AS1', 'LINC00961', 'C1QL3', 'PNMA6A', 'CYTL1', 'LINC00689', 'XCL1', 'HBA1', 'RRN3P2', 'THSD7B', 'ATP13A4', 'MT1L', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'LIN7A', 'IL1RL1', 'CCR10', 'KISS1R', 'TMEM150B', 'ZMAT4', 'IL24', 'KIF19', 'ARRDC3.AS1', 'GLI1', 'GPR173', 'DPEP1', 'TTLL9', 'WBP2NL', 'A2ML1', 'NIPAL4', 'PRRT4', 'RHBG', 'GPR135', 'KIAA1210', 'LOC90246', 'CNTNAP3', 'RRAD', 'CD300LB', 'PCDHB18P', 'CBLN1', 'B3GALT5', 'GNMT', 'FIGF', 'OXGR1', 'DPF3', 'IL18RAP', 'MAP7D2', 'SLC5A8', 'DPY19L2P4', 'MS4A8', 'CACNA2D3', 'HIST1H1D', 'LRRC24', 'AIM2', 'RAB39A', 'TRIM7', 'PCDH20', 'GABRB2', 'FOXN1', 'TIFAB', 'PHKG1', 'PON3', 'DNAH11', 'MASP2', 'KLK8', 'WFIKKN1', 'CD19', 'CRB2', 'GPR171', 'FREM2', 'DCST2', 'WNT10A', 'LINC00669', 'C19ORF45', 'CLCA2', 'ANK1', 'SLC26A3', 'KCNB1', 'SEPHS1P1', 'HIST1H2AG', 'LINC01465', 'UCA1', 'RASAL1', 'LINC00685', 'TYMSOS', 'NEURL3', 'RIC3', 'COLCA1', 'CD1E', 'HNRNPCL3', 'TTC41P', 'ANO2', 'MED12L', 'LOC646999', 'CST2', 'PCDHGC5', 'EYA1', 'NRXN1', 'RAB3B', 'MYEOV', 'FAM182B', 'IL6', 'SEC14L1P1', 'CLPSL1', 'STXBP6', 'MAPT.AS1', 'ARHGEF33', 'VSTM2A', 'LPAR4', 'CXCR2', 'KIF4B', 'MSLN', 'CR2', 'FNDC8', 'AJAP1', 'CLDN14', 'PATL2', 'TDRD9', 'ZNF676', 'CLEC4F', 'KCNRG', 'C9ORF117', 'FAM43B', 'HAPLN1', 'ABHD1', 'MAGEL2', 'NDP', 'VIT', 'TRABD2A', 'PDCD1', 'TSPAN32', 'MKX', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004232193403179485
		RMSE:  0.1957372843548259
		NRMSE:  0.12609907189874434
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0041831029428383015
		RMSE:  0.19359139518213575
		NRMSE:  0.1310414025181481
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999996
		Spearman Correlation:  0.9999999225074571
		Coefficient of Determination:  1.0
		RMSE:  1.380871820236656e-15
		NRMSE:  8.895936996209735e-16
		MAPE:  3.2882620143025367e-12
		Pearson Correlation:  -0.039216257516028065
		Spearman Correlation:  0.005701882743147011
		Coefficient of Determination:  -1.1784911759121024
		RMSE:  0.28513957477873947
		NRMSE:  0.19301007545960583
		MAPE:  493.71644143386646

	Predictor:  ElasticNet
		Pearson Correlation:  0.5741954350269576
		Spearman Correlation:  0.54907699791088
		Coefficient of Determination:  0.24978463618122249
		RMSE:  0.16918017339297772
		NRMSE:  0.10899028725590448
		MAPE:  195.30759296474326
		Pearson Correlation:  0.35282649898215385
		Spearman Correlation:  0.3623744024973174
		Coefficient of Determination:  0.10661719148700066
		RMSE:  0.18259899821673742
		NRMSE:  0.12360068381251137
		MAPE:  156.6459905626768

	Predictor:  RandomForests
		Pearson Correlation:  0.5535636108725306
		Spearman Correlation:  0.5355139813213533
		Coefficient of Determination:  0.1622088686312606
		RMSE:  0.17878223744621122
		NRMSE:  0.11517618775726284
		MAPE:  149.05609935076615
		Pearson Correlation:  0.26658326097182794
		Spearman Correlation:  0.2549214710759926
		Coefficient of Determination:  0.044736004981184574
		RMSE:  0.1888170897525934
		NRMSE:  0.127809690287609
		MAPE:  134.5747987811959

Protein:  CDKN2A
x_train_column_count:  1002
x_train columns:  ['AMDHD1', 'DES', 'ALDH1L1', 'SOX15', 'POU5F1B', 'PCSK1', 'ALOX15', 'CATSPER3', 'C4ORF36', 'MST1L', 'PPP2R2B', 'CA14', 'NPTX1', 'TAT', 'TMEM200C', 'LEP', 'PCDHGA1', 'ACTA1', 'MPZ', 'ABCA10', 'MUC6', 'C10ORF55', 'FIBCD1', 'TUBA3E', 'GRIK4', 'GLDC', 'CYP4F35P', 'FDCSP', 'ANP32AP1', 'C1ORF228', 'LOC100272216', 'SLITRK5', 'ZSCAN23', 'MOGAT2', 'PTPRH', 'PDZD7', 'CLPSL2', 'SLC1A7', 'SLC26A4', 'PDE6G', 'LRFN2', 'FBLL1', 'IRX6', 'CACNA1F', 'LINC00922', 'CCL13', 'BMX', 'LOC399815', 'MAST1', 'XKRX', 'FOXP2', 'CFAP57', 'PCDHA2', 'KIAA0125', 'GIPR', 'C1ORF186', 'FOXF1', 'ALG1L', 'ASB14', 'LINC01139', 'KCNJ10', 'HHIPL2', 'JAKMIP2', 'ZNF280B', 'CADM2', 'TSSK4', 'NXNL2', 'CERS1', 'TMEM35', 'LRFN5', 'PDZRN4', 'BRINP2', 'HSD17B2', 'C2CD4B', 'DNAJC5B', 'RNASE2', 'ASAH2B', 'C10ORF95', 'DNAI1', 'WNK3', 'MAT1A', 'LGR5', 'PCDHAC1', 'FCGR3B', 'GDF6', 'GPR141', 'TMEM151B', 'LGALS12', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'KRT6A', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'HIST1H2AM', 'IL1RL2', 'ESYT3', 'PCP4L1', 'AOC1', 'NFE2', 'MYT1', 'TLL2', 'C19ORF26', 'DMC1', 'C1QL1', 'HMGCLL1', 'AQP5', 'KIAA1875', 'SLC24A2', 'ERICH3', 'SLC6A16', 'CD164L2', 'KIF1A', 'DGKI', 'PQLC2L', 'DYDC2', 'PRAME', 'HAND2.AS1', 'UMODL1', 'ATP8A2', 'IGDCC3', 'IQSEC3', 'TGM1', 'EPHA7', 'SPSB4', 'PKD1L2', 'LOC644172', 'UGT2B15', 'NPC1L1', 'CD300LG', 'GP1BA', 'AQP7', 'TEKT2', 'NBPF6', 'C2CD4C', 'MGAM', 'CNTF', 'PLA2G10', 'TMEM232', 'GPR27', 'KERA', 'MCHR1', 'PRSS12', 'PLEKHD1', 'FCRL3', 'LOC100130987', 'PTCHD4', 'CD244', 'SLC25A21', 'SLC6A4', 'DIO3', 'PNMT', 'L1TD1', 'IL10', 'PLCXD3', 'CST4', 'FCRLA', 'RGN', 'LINC00839', 'DCANP1', 'TBC1D3H', 'SPDYA', 'SNAP25', 'LINC00242', 'C6', 'STAP1', 'PCDHGB3', 'GFRA2', 'TPSD1', 'FLG', 'DNASE1L3', 'IGFL2', 'GPR158', 'GJB3', 'C1GALT1C1L', 'SFTPD', 'DLGAP1', 'GDF10', 'PROC', 'FAM186B', 'TM4SF19', 'NR6A1', 'ZBED2', 'BCO2', 'PTH2R', 'ITPKA', 'PNPLA3', 'C1ORF229', 'ALOX12P2', 'SULT4A1', 'BCAN', 'HIST2H2BA', 'FBXL13', 'KCNG1', 'GUSBP5', 'FAM86B2', 'DOC2B', 'SLC17A7', 'PPM1N', 'PRR34', 'SIGLEC15', 'ZNF492', 'PTPRZ1', 'HTR1D', 'NNAT', 'FGF18', 'LRRIQ3', 'LCN12', 'HCN2', 'C10ORF82', 'ATP1A4', 'NAALAD2', 'KCNJ3', 'EGOT', 'ZNF660', 'RNF183', 'SLC7A4', 'GJB5', 'LRRC31', 'SYT8', 'LRRIQ1', 'SLC38A4', 'RAET1E', 'LTA', 'AURKAPS1', 'ADRA1B', 'TNFSF15', 'PCDHA7', 'TRPA1', 'FBXO24', 'SCGB3A1', 'MAL', 'CNGA1', 'LY6G6C', 'C4ORF47', 'RP1', 'GRM8', 'KLK11', 'ACSL6', 'RPL13AP3', 'PTGDR', 'TUBA3D', 'IQUB', 'LINC01119', 'CBLN4', 'NKPD1', 'LINC01341', 'SOX8', 'EYS', 'ECT2L', 'PAX2', 'FXYD1', 'PPP1R3G', 'RNF138P1', 'CCR8', 'CCIN', 'MYCBPAP', 'XPNPEP2', 'ETV2', 'TEKT3', 'STKLD1', 'SLC30A8', 'C19ORF18', 'UGT8', 'SLC28A3', 'JPH4', 'UBE2Q2P1', 'METTL7B', 'SLC25A18', 'HEPACAM2', 'CASQ1', 'PLP1', 'TEX14', 'IDI2.AS1', 'S100A3', 'GLIS1', 'SGK2', 'ZNF843', 'LRIT3', 'CCDC36', 'NR1I3', 'LINC00482', 'ALOXE3', 'CACNG1', 'WNT2B', 'MS4A15', 'PBX4', 'ZIC2', 'ST6GALNAC1', 'GTSE1.AS1', 'ADAMTS8', 'PYGO1', 'LGALS2', 'TMEM92', 'FUT9', 'FCRL6', 'CCDC151', 'C9ORF43', 'PITX2', 'BCHE', 'PNCK', 'TNNI3K', 'AOC2', 'GJB1', 'DQX1', 'CKMT2', 'LPAR3', 'FAM189A1', 'ABCA17P', 'CACNA1G', 'C2ORF50', 'C1ORF101', 'NLRP12', 'ADCYAP1', 'ENPP6', 'SLC6A20', 'IYD', 'ZNF835', 'OTOA', 'CA3', 'SPIB', 'CLDN9', 'FAM95B1', 'FAM90A1', 'RYR2', 'C2CD4A', 'C1ORF95', 'PCDH9', 'LINC01550', 'CLEC3A', 'SVOPL', 'CCDC158', 'SCN2B', 'VSIG1', 'CLECL1', 'PCSK1N', 'IL20RB', 'ARC', 'CCDC65', 'TAS1R3', 'GSDMC', 'TTC16', 'AURKC', 'ZCCHC18', 'ULBP3', 'DDX11L2', 'DUOXA1', 'B3GALT5.AS1', 'ALDH8A1', 'KNDC1', 'COLCA2', 'GSTM1', 'PCYT1B', 'BPIFB2', 'MYOZ1', 'PDE1C', 'CRYGS', 'PPP1R36', 'TARP', 'KLHL4', 'LOC148709', 'LUZP2', 'LOC441455', 'JPH3', 'CPEB1', 'IL22RA1', 'HOXD3', 'FAM57B', 'LOC90768', 'CAMP', 'OR7E91P', 'FLJ37201', 'RIMS1', 'IL12RB2', 'RELN', 'LBX2', 'FUT7', 'SCARA5', 'PLA2G5', 'KCNE1', 'IGSF5', 'TUBB8', 'HIST1H2BN', 'GPR18', 'ZBED3.AS1', 'SLC22A18AS', 'HOXB13', 'CD177', 'ZC3H12D', 'MNX1', 'ASTN1', 'CIDEA', 'TCHH', 'ONECUT2', 'C10ORF128', 'GAL', 'SP5', 'WDR72', 'CHRNA6', 'KCNE2', 'IRX4', 'FAM135B', 'BTBD8', 'SLC16A10', 'RSPH4A', 'SCN7A', 'ALB', 'HOXB8', 'SCART1', 'LINC01124', 'CCDC183', 'MGC16142', 'CCDC7', 'DCSTAMP', 'CELF5', 'GRIN2C', 'MGAT5B', 'GBP1P1', 'CXXC4', 'YPEL4', 'GPR3', 'CXCR5', 'HOXA11', 'SLC30A2', 'OBP2B', 'SLC35F1', 'ATP13A5', 'NIPAL1', 'PYDC1', 'SKIDA1', 'CCDC153', 'RPGRIP1', 'SRL', 'STRC', 'WT1', 'TNFRSF9', 'LRP1B', 'PCSK9', 'PCAT18', 'FOXJ1', 'SLC18A2', 'PPP4R4', 'NOXO1', 'PCK1', 'INSM1', 'CNNM1', 'GPR174', 'MARCO', 'SLC25A53', 'C17ORF104', 'FOXD4', 'DMRT3', 'GPX2', 'INHA', 'COL23A1', 'NOS2', 'ADH1C', 'FOXD1', 'PKNOX2', 'KLHL14', 'BTLA', 'CRISP3', 'LBP', 'IL20', 'TNFRSF17', 'AVPR2', 'GLOD5', 'MYBPC1', 'PARP15', 'CXCL2', 'GPLD1', 'PFN1P2', 'CST9', 'GPR55', 'SLCO4C1', 'SLC23A1', 'STEAP1B', 'C2ORF40', 'BCL2L14', 'DHRS4L1', 'SCN3A', 'AMH', 'ULBP2', 'CXCR2P1', 'VAT1L', 'ZNF98', 'VSIG2', 'RNF212', 'VGLL1', 'HAP1', 'CYSLTR2', 'ZNF454', 'TPSG1', 'FAM218A', 'SYN2', 'EMILIN3', 'DBIL5P', 'ORM1', 'ZNF488', 'TMEM105', 'FAM178B', 'P2RX1', 'DKK1', 'DPY19L2P2', 'IL23A', 'SIGLEC17P', 'CRYM', 'PRKG2', 'CXCL1', 'AMBP', 'BRINP1', 'CTCFL', 'SUCNR1', 'DEPDC4', 'FABP7', 'SPDYE1', 'LRRC2', 'GPBAR1', 'XIRP1', 'LRGUK', 'ADAMTS18', 'VWDE', 'FUT6', 'RERGL', 'BDKRB1', 'TENM1', 'LINC00930', 'BMPER', 'HCG27', 'CLEC12A', 'RDM1', 'CYP4F8', 'CDR1', 'NUGGC', 'KIAA0319', 'CECR2', 'SORCS1', 'ABHD11.AS1', 'PCDHGA3', 'PKD1L1', 'FAM184B', 'ECEL1', 'CBLN2', 'WSCD2', 'SPESP1', 'SEC14L5', 'SSUH2', 'FSCN2', 'DMRT2', 'FAM162B', 'CCL17', 'ZNF732', 'HOXD4', 'PIANP', 'TMEM217', 'GRIA3', 'CTSG', 'GNB3', 'RSPO1', 'RGS6', 'COL2A1', 'SERPINA6', 'MT1A', 'ADAMTS19', 'IL1R2', 'RNF175', 'CHRNB2', 'ADAM32', 'FLJ12825', 'RASL10A', 'PFKFB1', 'POM121L9P', 'HECTD2.AS1', 'DIRC3', 'PRSS21', 'SMIM5', 'CYP46A1', 'LRRC16B', 'CAPN11', 'IGF2BP3', 'VIPR2', 'TRAT1', 'ZNF804A', 'TBX21', 'HIST1H2BE', 'GPR87', 'LOC100126784', 'CYSRT1', 'PART1', 'FOXC2', 'HOGA1', 'EMX1', 'CA9', 'ZSCAN1', 'HTR7', 'CEP83.AS1', 'SLC13A2', 'XKR9', 'WIPF3', 'ULBP1', 'SLC26A10', 'HS3ST3B1', 'OTUD7A', 'CITED1', 'ZBTB16', 'CYP26A1', 'TMEM40', 'TMSB15A', 'PVALB', 'ANKK1', 'WFDC3', 'MAPT.IT1', 'ROPN1L', 'MYO3B', 'GZMM', 'CDHR1', 'FIRRE', 'M1AP', 'MRAP2', 'INE2', 'RFX8', 'TTC23L', 'IGSF22', 'CRTAC1', 'RBM12B.AS1', 'SPAG17', 'MROH7', 'KCNT2', 'PYGM', 'PCDHA12', 'CFAP61', 'BTC', 'HEATR4', 'ADGRB1', 'SLC27A6', 'NPAS1', 'UGT2B11', 'GPR37L1', 'NRTN', 'NWD1', 'CLEC4E', 'LRRC4B', 'SRSF12', 'B3GAT1', 'CCBE1', 'OPCML', 'ADGRF1', 'MIA', 'LINC00173', 'TMEM59L', 'CIDEC', 'HPDL', 'NLRP7', 'RNF182', 'FRMPD1', 'SMC1B', 'KCNA6', 'KLK6', 'ABCC6P2', 'FASLG', 'IL11', 'LOC613037', 'LSAMP', 'GALNT13', 'TSPAN8', 'DHDH', 'GAS2', 'RFPL1S', 'SCN3B', 'C15ORF56', 'FAM83A', 'COL28A1', 'PSORS1C1', 'ANO5', 'SLC6A14', 'SLC16A11', 'PTCHD1', 'TMPRSS4', 'C9ORF47', 'ADGRG2', 'SLC24A5', 'TUSC5', 'CYP4F12', 'LOC100133669', 'RUFY4', 'LINC00908', 'KCNQ3', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'VENTX', 'NBPF4', 'MYOM2', 'FAM157A', 'EBF2', 'MAG', 'DSCAML1', 'PTPRN', 'PCDHA5', 'KLK7', 'CCNI2', 'CDKN2B.AS1', 'SYT6', 'DLX2', 'SFTPA2', 'ZBTB20', 'NKX3.2', 'DLX5', 'FAM19A2', 'PLAC1', 'BRE.AS1', 'CNTN2', 'OR2W3', 'SLC6A17', 'GHRLOS', 'PTPRR', 'ABCC2', 'RYR3', 'TFAP2E', 'CD160', 'ABCD2', 'CD1A', 'GRIA2', 'CCDC144A', 'DEFB1', 'RGS9', 'CACNA1I', 'GGT3P', 'DLK2', 'MYO16', 'PWAR5', 'CDKL2', 'DCX', 'SLC6A11', 'WDR17', 'MSMB', 'BTBD19', 'CHRFAM7A', 'MMP12', 'CABP4', 'CHRNA10', 'TCEAL2', 'UNC13A', 'FKBP1AP1', 'LY6H', 'AGBL4', 'SLC39A2', 'XCL2', 'TUBAL3', 'S100A7', 'SPAG8', 'PCBP3', 'MPL', 'KCNH3', 'LINC00202.1', 'ARL9', 'TM6SF2', 'ZNF727', 'GRID2IP', 'P2RY12', 'MAK', 'TCN1', 'HRCT1', 'SNORD116.4', 'ELOVL3', 'NOX5', 'SLC46A2', 'TCTEX1D1', 'GPM6A', 'CD70', 'SYCE3', 'SYCE2', 'PGLYRP2', 'TIGD4', 'GRIN2A', 'JAKMIP1', 'ARMC3', 'BAIAP2L2', 'RAB9B', 'CTAGE6', 'MKRN3', 'SOSTDC1', 'ASIC3', 'KLF3.AS1', 'LONRF3', 'AGAP7P', 'LRRC43', 'ACY3', 'THPO', 'BEX1', 'PRPH2', 'AKR1E2', 'SCN9A', 'SCN2A', 'KLK10', 'LOC400927', 'ACHE', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'VN1R1', 'HRC', 'TMEM145', 'C6ORF52', 'CD40LG', 'BEGAIN', 'GPR82', 'CHODL', 'CXADRP3', 'TTBK1', 'LOC285593', 'PAH', 'TTYH1', 'HIST1H2BH', 'ADGRL3', 'MLLT4.AS1', 'APOBEC3A', 'CHST9', 'GABRB3', 'SLC25A34', 'MAPK4', 'BRSK2', 'TRH', 'DNASE1L2', 'C8ORF46', 'ST8SIA2', 'CAMK4', 'DGCR5', 'EPYC', 'GBP6', 'GPR63', 'CAPSL', 'MUC15', 'ANKLE1', 'IL17D', 'SLC35F3', 'ROBO2', 'AIM1L', 'ASGR1', 'PCDHA1', 'HAMP', 'MYO15A', 'RMRP', 'FAM201A', 'TNFSF11', 'DUSP9', 'FAM159A', 'NMU', 'CHKB.AS1', 'RHCE', 'DCLK3', 'PTX3', 'NEK5', 'TDRD6', 'LYG1', 'MTUS2', 'RUNDC3A', 'ROPN1B', 'CYP2E1', 'LOC100132215', 'KCNK17', 'FOLR1', 'RRN3P1', 'UCKL1.AS1', 'LINC00961', 'C1QL3', 'PNMA6A', 'CYTL1', 'LINC00689', 'XCL1', 'HBA1', 'RRN3P2', 'THSD7B', 'ATP13A4', 'MT1L', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'LIN7A', 'IL1RL1', 'CCR10', 'KISS1R', 'TMEM150B', 'ZMAT4', 'IL24', 'KIF19', 'ARRDC3.AS1', 'GLI1', 'GPR173', 'DPEP1', 'TTLL9', 'WBP2NL', 'A2ML1', 'NIPAL4', 'PRRT4', 'RHBG', 'GPR135', 'KIAA1210', 'LOC90246', 'CNTNAP3', 'RRAD', 'CD300LB', 'PCDHB18P', 'CBLN1', 'B3GALT5', 'GNMT', 'FIGF', 'OXGR1', 'DPF3', 'IL18RAP', 'MAP7D2', 'SLC5A8', 'DPY19L2P4', 'MS4A8', 'CACNA2D3', 'HIST1H1D', 'LRRC24', 'AIM2', 'RAB39A', 'TRIM7', 'PCDH20', 'GABRB2', 'FOXN1', 'TIFAB', 'PHKG1', 'PON3', 'DNAH11', 'MASP2', 'KLK8', 'WFIKKN1', 'CD19', 'CRB2', 'GPR171', 'FREM2', 'DCST2', 'WNT10A', 'LINC00669', 'C19ORF45', 'CLCA2', 'ANK1', 'SLC26A3', 'KCNB1', 'SEPHS1P1', 'HIST1H2AG', 'LINC01465', 'UCA1', 'RASAL1', 'LINC00685', 'TYMSOS', 'NEURL3', 'RIC3', 'COLCA1', 'CD1E', 'HNRNPCL3', 'TTC41P', 'ANO2', 'MED12L', 'LOC646999', 'CST2', 'PCDHGC5', 'EYA1', 'NRXN1', 'RAB3B', 'MYEOV', 'FAM182B', 'IL6', 'SEC14L1P1', 'CLPSL1', 'STXBP6', 'MAPT.AS1', 'ARHGEF33', 'VSTM2A', 'LPAR4', 'CXCR2', 'KIF4B', 'MSLN', 'CR2', 'FNDC8', 'AJAP1', 'CLDN14', 'PATL2', 'TDRD9', 'ZNF676', 'CLEC4F', 'KCNRG', 'C9ORF117', 'FAM43B', 'HAPLN1', 'ABHD1', 'MAGEL2', 'NDP', 'VIT', 'TRABD2A', 'PDCD1', 'TSPAN32', 'MKX', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07796029040511754
		RMSE:  0.688717064305458
		NRMSE:  0.155695052403178
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04182297654643197
		RMSE:  0.6873705418142212
		NRMSE:  0.18569552134596423
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6633450034781481
		NRMSE:  0.14995930902637006
		MAPE:  291.0442764508337
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00497373418246827
		RMSE:  0.6751049711753466
		NRMSE:  0.1823819351565125
		MAPE:  246.23249271843073

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  2.9891944874506764e-15
		NRMSE:  6.75753246852193e-16
		MAPE:  3.255712808016093e-12
		Pearson Correlation:  0.3476098386768072
		Spearman Correlation:  0.35131694468832314
		Coefficient of Determination:  -0.25593907115941894
		RMSE:  0.754706752823429
		NRMSE:  0.20388663086865924
		MAPE:  545.0657710036635

	Predictor:  ElasticNet
		Pearson Correlation:  0.8768972288399276
		Spearman Correlation:  0.8561101472761217
		Coefficient of Determination:  0.713318055980908
		RMSE:  0.35517274569517454
		NRMSE:  0.08029224498591037
		MAPE:  387.9311749053509
		Pearson Correlation:  0.43855902460138413
		Spearman Correlation:  0.3793288459662473
		Coefficient of Determination:  0.16079285227915463
		RMSE:  0.6169195560942674
		NRMSE:  0.1666629446980407
		MAPE:  307.8493132808851

	Predictor:  RandomForests
		Pearson Correlation:  0.5786750703679998
		Spearman Correlation:  0.5232422599676329
		Coefficient of Determination:  0.2510981103129899
		RMSE:  0.5740529134923913
		NRMSE:  0.12977346298008166
		MAPE:  257.16187501510177
		Pearson Correlation:  0.4572057941415234
		Spearman Correlation:  0.3696761291581309
		Coefficient of Determination:  0.16990954880194375
		RMSE:  0.6135594639630827
		NRMSE:  0.1657552042260327
		MAPE:  159.5322407420292

Protein:  TP53
x_train_column_count:  1002
x_train columns:  ['AMDHD1', 'DES', 'ALDH1L1', 'SOX15', 'POU5F1B', 'PCSK1', 'ALOX15', 'CATSPER3', 'C4ORF36', 'MST1L', 'PPP2R2B', 'CA14', 'NPTX1', 'TAT', 'TMEM200C', 'LEP', 'PCDHGA1', 'ACTA1', 'MPZ', 'ABCA10', 'MUC6', 'C10ORF55', 'FIBCD1', 'TUBA3E', 'GRIK4', 'GLDC', 'CYP4F35P', 'FDCSP', 'ANP32AP1', 'C1ORF228', 'LOC100272216', 'SLITRK5', 'ZSCAN23', 'MOGAT2', 'PTPRH', 'PDZD7', 'CLPSL2', 'SLC1A7', 'SLC26A4', 'PDE6G', 'LRFN2', 'FBLL1', 'IRX6', 'CACNA1F', 'LINC00922', 'CCL13', 'BMX', 'LOC399815', 'MAST1', 'XKRX', 'FOXP2', 'CFAP57', 'PCDHA2', 'KIAA0125', 'GIPR', 'C1ORF186', 'FOXF1', 'ALG1L', 'ASB14', 'LINC01139', 'KCNJ10', 'HHIPL2', 'JAKMIP2', 'ZNF280B', 'CADM2', 'TSSK4', 'NXNL2', 'CERS1', 'TMEM35', 'LRFN5', 'PDZRN4', 'BRINP2', 'HSD17B2', 'C2CD4B', 'DNAJC5B', 'RNASE2', 'ASAH2B', 'C10ORF95', 'DNAI1', 'WNK3', 'MAT1A', 'LGR5', 'PCDHAC1', 'FCGR3B', 'GDF6', 'GPR141', 'TMEM151B', 'LGALS12', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'KRT6A', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'HIST1H2AM', 'IL1RL2', 'ESYT3', 'PCP4L1', 'AOC1', 'NFE2', 'MYT1', 'TLL2', 'C19ORF26', 'DMC1', 'C1QL1', 'HMGCLL1', 'AQP5', 'KIAA1875', 'SLC24A2', 'ERICH3', 'SLC6A16', 'CD164L2', 'KIF1A', 'DGKI', 'PQLC2L', 'DYDC2', 'PRAME', 'HAND2.AS1', 'UMODL1', 'ATP8A2', 'IGDCC3', 'IQSEC3', 'TGM1', 'EPHA7', 'SPSB4', 'PKD1L2', 'LOC644172', 'UGT2B15', 'NPC1L1', 'CD300LG', 'GP1BA', 'AQP7', 'TEKT2', 'NBPF6', 'C2CD4C', 'MGAM', 'CNTF', 'PLA2G10', 'TMEM232', 'GPR27', 'KERA', 'MCHR1', 'PRSS12', 'PLEKHD1', 'FCRL3', 'LOC100130987', 'PTCHD4', 'CD244', 'SLC25A21', 'SLC6A4', 'DIO3', 'PNMT', 'L1TD1', 'IL10', 'PLCXD3', 'CST4', 'FCRLA', 'RGN', 'LINC00839', 'DCANP1', 'TBC1D3H', 'SPDYA', 'SNAP25', 'LINC00242', 'C6', 'STAP1', 'PCDHGB3', 'GFRA2', 'TPSD1', 'FLG', 'DNASE1L3', 'IGFL2', 'GPR158', 'GJB3', 'C1GALT1C1L', 'SFTPD', 'DLGAP1', 'GDF10', 'PROC', 'FAM186B', 'TM4SF19', 'NR6A1', 'ZBED2', 'BCO2', 'PTH2R', 'ITPKA', 'PNPLA3', 'C1ORF229', 'ALOX12P2', 'SULT4A1', 'BCAN', 'HIST2H2BA', 'FBXL13', 'KCNG1', 'GUSBP5', 'FAM86B2', 'DOC2B', 'SLC17A7', 'PPM1N', 'PRR34', 'SIGLEC15', 'ZNF492', 'PTPRZ1', 'HTR1D', 'NNAT', 'FGF18', 'LRRIQ3', 'LCN12', 'HCN2', 'C10ORF82', 'ATP1A4', 'NAALAD2', 'KCNJ3', 'EGOT', 'ZNF660', 'RNF183', 'SLC7A4', 'GJB5', 'LRRC31', 'SYT8', 'LRRIQ1', 'SLC38A4', 'RAET1E', 'LTA', 'AURKAPS1', 'ADRA1B', 'TNFSF15', 'PCDHA7', 'TRPA1', 'FBXO24', 'SCGB3A1', 'MAL', 'CNGA1', 'LY6G6C', 'C4ORF47', 'RP1', 'GRM8', 'KLK11', 'ACSL6', 'RPL13AP3', 'PTGDR', 'TUBA3D', 'IQUB', 'LINC01119', 'CBLN4', 'NKPD1', 'LINC01341', 'SOX8', 'EYS', 'ECT2L', 'PAX2', 'FXYD1', 'PPP1R3G', 'RNF138P1', 'CCR8', 'CCIN', 'MYCBPAP', 'XPNPEP2', 'ETV2', 'TEKT3', 'STKLD1', 'SLC30A8', 'C19ORF18', 'UGT8', 'SLC28A3', 'JPH4', 'UBE2Q2P1', 'METTL7B', 'SLC25A18', 'HEPACAM2', 'CASQ1', 'PLP1', 'TEX14', 'IDI2.AS1', 'S100A3', 'GLIS1', 'SGK2', 'ZNF843', 'LRIT3', 'CCDC36', 'NR1I3', 'LINC00482', 'ALOXE3', 'CACNG1', 'WNT2B', 'MS4A15', 'PBX4', 'ZIC2', 'ST6GALNAC1', 'GTSE1.AS1', 'ADAMTS8', 'PYGO1', 'LGALS2', 'TMEM92', 'FUT9', 'FCRL6', 'CCDC151', 'C9ORF43', 'PITX2', 'BCHE', 'PNCK', 'TNNI3K', 'AOC2', 'GJB1', 'DQX1', 'CKMT2', 'LPAR3', 'FAM189A1', 'ABCA17P', 'CACNA1G', 'C2ORF50', 'C1ORF101', 'NLRP12', 'ADCYAP1', 'ENPP6', 'SLC6A20', 'IYD', 'ZNF835', 'OTOA', 'CA3', 'SPIB', 'CLDN9', 'FAM95B1', 'FAM90A1', 'RYR2', 'C2CD4A', 'C1ORF95', 'PCDH9', 'LINC01550', 'CLEC3A', 'SVOPL', 'CCDC158', 'SCN2B', 'VSIG1', 'CLECL1', 'PCSK1N', 'IL20RB', 'ARC', 'CCDC65', 'TAS1R3', 'GSDMC', 'TTC16', 'AURKC', 'ZCCHC18', 'ULBP3', 'DDX11L2', 'DUOXA1', 'B3GALT5.AS1', 'ALDH8A1', 'KNDC1', 'COLCA2', 'GSTM1', 'PCYT1B', 'BPIFB2', 'MYOZ1', 'PDE1C', 'CRYGS', 'PPP1R36', 'TARP', 'KLHL4', 'LOC148709', 'LUZP2', 'LOC441455', 'JPH3', 'CPEB1', 'IL22RA1', 'HOXD3', 'FAM57B', 'LOC90768', 'CAMP', 'OR7E91P', 'FLJ37201', 'RIMS1', 'IL12RB2', 'RELN', 'LBX2', 'FUT7', 'SCARA5', 'PLA2G5', 'KCNE1', 'IGSF5', 'TUBB8', 'HIST1H2BN', 'GPR18', 'ZBED3.AS1', 'SLC22A18AS', 'HOXB13', 'CD177', 'ZC3H12D', 'MNX1', 'ASTN1', 'CIDEA', 'TCHH', 'ONECUT2', 'C10ORF128', 'GAL', 'SP5', 'WDR72', 'CHRNA6', 'KCNE2', 'IRX4', 'FAM135B', 'BTBD8', 'SLC16A10', 'RSPH4A', 'SCN7A', 'ALB', 'HOXB8', 'SCART1', 'LINC01124', 'CCDC183', 'MGC16142', 'CCDC7', 'DCSTAMP', 'CELF5', 'GRIN2C', 'MGAT5B', 'GBP1P1', 'CXXC4', 'YPEL4', 'GPR3', 'CXCR5', 'HOXA11', 'SLC30A2', 'OBP2B', 'SLC35F1', 'ATP13A5', 'NIPAL1', 'PYDC1', 'SKIDA1', 'CCDC153', 'RPGRIP1', 'SRL', 'STRC', 'WT1', 'TNFRSF9', 'LRP1B', 'PCSK9', 'PCAT18', 'FOXJ1', 'SLC18A2', 'PPP4R4', 'NOXO1', 'PCK1', 'INSM1', 'CNNM1', 'GPR174', 'MARCO', 'SLC25A53', 'C17ORF104', 'FOXD4', 'DMRT3', 'GPX2', 'INHA', 'COL23A1', 'NOS2', 'ADH1C', 'FOXD1', 'PKNOX2', 'KLHL14', 'BTLA', 'CRISP3', 'LBP', 'IL20', 'TNFRSF17', 'AVPR2', 'GLOD5', 'MYBPC1', 'PARP15', 'CXCL2', 'GPLD1', 'PFN1P2', 'CST9', 'GPR55', 'SLCO4C1', 'SLC23A1', 'STEAP1B', 'C2ORF40', 'BCL2L14', 'DHRS4L1', 'SCN3A', 'AMH', 'ULBP2', 'CXCR2P1', 'VAT1L', 'ZNF98', 'VSIG2', 'RNF212', 'VGLL1', 'HAP1', 'CYSLTR2', 'ZNF454', 'TPSG1', 'FAM218A', 'SYN2', 'EMILIN3', 'DBIL5P', 'ORM1', 'ZNF488', 'TMEM105', 'FAM178B', 'P2RX1', 'DKK1', 'DPY19L2P2', 'IL23A', 'SIGLEC17P', 'CRYM', 'PRKG2', 'CXCL1', 'AMBP', 'BRINP1', 'CTCFL', 'SUCNR1', 'DEPDC4', 'FABP7', 'SPDYE1', 'LRRC2', 'GPBAR1', 'XIRP1', 'LRGUK', 'ADAMTS18', 'VWDE', 'FUT6', 'RERGL', 'BDKRB1', 'TENM1', 'LINC00930', 'BMPER', 'HCG27', 'CLEC12A', 'RDM1', 'CYP4F8', 'CDR1', 'NUGGC', 'KIAA0319', 'CECR2', 'SORCS1', 'ABHD11.AS1', 'PCDHGA3', 'PKD1L1', 'FAM184B', 'ECEL1', 'CBLN2', 'WSCD2', 'SPESP1', 'SEC14L5', 'SSUH2', 'FSCN2', 'DMRT2', 'FAM162B', 'CCL17', 'ZNF732', 'HOXD4', 'PIANP', 'TMEM217', 'GRIA3', 'CTSG', 'GNB3', 'RSPO1', 'RGS6', 'COL2A1', 'SERPINA6', 'MT1A', 'ADAMTS19', 'IL1R2', 'RNF175', 'CHRNB2', 'ADAM32', 'FLJ12825', 'RASL10A', 'PFKFB1', 'POM121L9P', 'HECTD2.AS1', 'DIRC3', 'PRSS21', 'SMIM5', 'CYP46A1', 'LRRC16B', 'CAPN11', 'IGF2BP3', 'VIPR2', 'TRAT1', 'ZNF804A', 'TBX21', 'HIST1H2BE', 'GPR87', 'LOC100126784', 'CYSRT1', 'PART1', 'FOXC2', 'HOGA1', 'EMX1', 'CA9', 'ZSCAN1', 'HTR7', 'CEP83.AS1', 'SLC13A2', 'XKR9', 'WIPF3', 'ULBP1', 'SLC26A10', 'HS3ST3B1', 'OTUD7A', 'CITED1', 'ZBTB16', 'CYP26A1', 'TMEM40', 'TMSB15A', 'PVALB', 'ANKK1', 'WFDC3', 'MAPT.IT1', 'ROPN1L', 'MYO3B', 'GZMM', 'CDHR1', 'FIRRE', 'M1AP', 'MRAP2', 'INE2', 'RFX8', 'TTC23L', 'IGSF22', 'CRTAC1', 'RBM12B.AS1', 'SPAG17', 'MROH7', 'KCNT2', 'PYGM', 'PCDHA12', 'CFAP61', 'BTC', 'HEATR4', 'ADGRB1', 'SLC27A6', 'NPAS1', 'UGT2B11', 'GPR37L1', 'NRTN', 'NWD1', 'CLEC4E', 'LRRC4B', 'SRSF12', 'B3GAT1', 'CCBE1', 'OPCML', 'ADGRF1', 'MIA', 'LINC00173', 'TMEM59L', 'CIDEC', 'HPDL', 'NLRP7', 'RNF182', 'FRMPD1', 'SMC1B', 'KCNA6', 'KLK6', 'ABCC6P2', 'FASLG', 'IL11', 'LOC613037', 'LSAMP', 'GALNT13', 'TSPAN8', 'DHDH', 'GAS2', 'RFPL1S', 'SCN3B', 'C15ORF56', 'FAM83A', 'COL28A1', 'PSORS1C1', 'ANO5', 'SLC6A14', 'SLC16A11', 'PTCHD1', 'TMPRSS4', 'C9ORF47', 'ADGRG2', 'SLC24A5', 'TUSC5', 'CYP4F12', 'LOC100133669', 'RUFY4', 'LINC00908', 'KCNQ3', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'VENTX', 'NBPF4', 'MYOM2', 'FAM157A', 'EBF2', 'MAG', 'DSCAML1', 'PTPRN', 'PCDHA5', 'KLK7', 'CCNI2', 'CDKN2B.AS1', 'SYT6', 'DLX2', 'SFTPA2', 'ZBTB20', 'NKX3.2', 'DLX5', 'FAM19A2', 'PLAC1', 'BRE.AS1', 'CNTN2', 'OR2W3', 'SLC6A17', 'GHRLOS', 'PTPRR', 'ABCC2', 'RYR3', 'TFAP2E', 'CD160', 'ABCD2', 'CD1A', 'GRIA2', 'CCDC144A', 'DEFB1', 'RGS9', 'CACNA1I', 'GGT3P', 'DLK2', 'MYO16', 'PWAR5', 'CDKL2', 'DCX', 'SLC6A11', 'WDR17', 'MSMB', 'BTBD19', 'CHRFAM7A', 'MMP12', 'CABP4', 'CHRNA10', 'TCEAL2', 'UNC13A', 'FKBP1AP1', 'LY6H', 'AGBL4', 'SLC39A2', 'XCL2', 'TUBAL3', 'S100A7', 'SPAG8', 'PCBP3', 'MPL', 'KCNH3', 'LINC00202.1', 'ARL9', 'TM6SF2', 'ZNF727', 'GRID2IP', 'P2RY12', 'MAK', 'TCN1', 'HRCT1', 'SNORD116.4', 'ELOVL3', 'NOX5', 'SLC46A2', 'TCTEX1D1', 'GPM6A', 'CD70', 'SYCE3', 'SYCE2', 'PGLYRP2', 'TIGD4', 'GRIN2A', 'JAKMIP1', 'ARMC3', 'BAIAP2L2', 'RAB9B', 'CTAGE6', 'MKRN3', 'SOSTDC1', 'ASIC3', 'KLF3.AS1', 'LONRF3', 'AGAP7P', 'LRRC43', 'ACY3', 'THPO', 'BEX1', 'PRPH2', 'AKR1E2', 'SCN9A', 'SCN2A', 'KLK10', 'LOC400927', 'ACHE', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'VN1R1', 'HRC', 'TMEM145', 'C6ORF52', 'CD40LG', 'BEGAIN', 'GPR82', 'CHODL', 'CXADRP3', 'TTBK1', 'LOC285593', 'PAH', 'TTYH1', 'HIST1H2BH', 'ADGRL3', 'MLLT4.AS1', 'APOBEC3A', 'CHST9', 'GABRB3', 'SLC25A34', 'MAPK4', 'BRSK2', 'TRH', 'DNASE1L2', 'C8ORF46', 'ST8SIA2', 'CAMK4', 'DGCR5', 'EPYC', 'GBP6', 'GPR63', 'CAPSL', 'MUC15', 'ANKLE1', 'IL17D', 'SLC35F3', 'ROBO2', 'AIM1L', 'ASGR1', 'PCDHA1', 'HAMP', 'MYO15A', 'RMRP', 'FAM201A', 'TNFSF11', 'DUSP9', 'FAM159A', 'NMU', 'CHKB.AS1', 'RHCE', 'DCLK3', 'PTX3', 'NEK5', 'TDRD6', 'LYG1', 'MTUS2', 'RUNDC3A', 'ROPN1B', 'CYP2E1', 'LOC100132215', 'KCNK17', 'FOLR1', 'RRN3P1', 'UCKL1.AS1', 'LINC00961', 'C1QL3', 'PNMA6A', 'CYTL1', 'LINC00689', 'XCL1', 'HBA1', 'RRN3P2', 'THSD7B', 'ATP13A4', 'MT1L', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'LIN7A', 'IL1RL1', 'CCR10', 'KISS1R', 'TMEM150B', 'ZMAT4', 'IL24', 'KIF19', 'ARRDC3.AS1', 'GLI1', 'GPR173', 'DPEP1', 'TTLL9', 'WBP2NL', 'A2ML1', 'NIPAL4', 'PRRT4', 'RHBG', 'GPR135', 'KIAA1210', 'LOC90246', 'CNTNAP3', 'RRAD', 'CD300LB', 'PCDHB18P', 'CBLN1', 'B3GALT5', 'GNMT', 'FIGF', 'OXGR1', 'DPF3', 'IL18RAP', 'MAP7D2', 'SLC5A8', 'DPY19L2P4', 'MS4A8', 'CACNA2D3', 'HIST1H1D', 'LRRC24', 'AIM2', 'RAB39A', 'TRIM7', 'PCDH20', 'GABRB2', 'FOXN1', 'TIFAB', 'PHKG1', 'PON3', 'DNAH11', 'MASP2', 'KLK8', 'WFIKKN1', 'CD19', 'CRB2', 'GPR171', 'FREM2', 'DCST2', 'WNT10A', 'LINC00669', 'C19ORF45', 'CLCA2', 'ANK1', 'SLC26A3', 'KCNB1', 'SEPHS1P1', 'HIST1H2AG', 'LINC01465', 'UCA1', 'RASAL1', 'LINC00685', 'TYMSOS', 'NEURL3', 'RIC3', 'COLCA1', 'CD1E', 'HNRNPCL3', 'TTC41P', 'ANO2', 'MED12L', 'LOC646999', 'CST2', 'PCDHGC5', 'EYA1', 'NRXN1', 'RAB3B', 'MYEOV', 'FAM182B', 'IL6', 'SEC14L1P1', 'CLPSL1', 'STXBP6', 'MAPT.AS1', 'ARHGEF33', 'VSTM2A', 'LPAR4', 'CXCR2', 'KIF4B', 'MSLN', 'CR2', 'FNDC8', 'AJAP1', 'CLDN14', 'PATL2', 'TDRD9', 'ZNF676', 'CLEC4F', 'KCNRG', 'C9ORF117', 'FAM43B', 'HAPLN1', 'ABHD1', 'MAGEL2', 'NDP', 'VIT', 'TRABD2A', 'PDCD1', 'TSPAN32', 'MKX', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056514421630322165
		RMSE:  0.4680116353271619
		NRMSE:  0.125354663272308
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.038787823290495904
		RMSE:  0.4172475009588805
		NRMSE:  0.13741067049526773
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941389
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  2.7846443925219112e-15
		NRMSE:  7.45853593818645e-16
		MAPE:  4.5063172407057366e-12
		Pearson Correlation:  0.268250532975855
		Spearman Correlation:  0.2562774363476734
		Coefficient of Determination:  -0.91634596265457
		RMSE:  0.5667183527463802
		NRMSE:  0.18663538703980903
		MAPE:  2521.360947928638

	Predictor:  ElasticNet
		Pearson Correlation:  0.8059754442137206
		Spearman Correlation:  0.744585494430795
		Coefficient of Determination:  0.5910094000562449
		RMSE:  0.29118942491487215
		NRMSE:  0.07799368552695116
		MAPE:  347.08470541085444
		Pearson Correlation:  0.406790987019494
		Spearman Correlation:  0.372997756316457
		Coefficient of Determination:  0.11275423093176151
		RMSE:  0.38561355138908865
		NRMSE:  0.12699277174019055
		MAPE:  3283.1657884932433

	Predictor:  RandomForests
		Pearson Correlation:  0.5025080028834915
		Spearman Correlation:  0.5278915513582496
		Coefficient of Determination:  0.2386702534948556
		RMSE:  0.3972878969764269
		NRMSE:  0.10641165045571901
		MAPE:  363.7120656871787
		Pearson Correlation:  0.3479156615047917
		Spearman Correlation:  0.3615842356843235
		Coefficient of Determination:  0.10667526723508303
		RMSE:  0.3869323118471989
		NRMSE:  0.12742707454213695
		MAPE:  2509.610197345597

Protein:  CTNNB1
x_train_column_count:  1002
x_train columns:  ['AMDHD1', 'DES', 'ALDH1L1', 'SOX15', 'POU5F1B', 'PCSK1', 'ALOX15', 'CATSPER3', 'C4ORF36', 'MST1L', 'PPP2R2B', 'CA14', 'NPTX1', 'TAT', 'TMEM200C', 'LEP', 'PCDHGA1', 'ACTA1', 'MPZ', 'ABCA10', 'MUC6', 'C10ORF55', 'FIBCD1', 'TUBA3E', 'GRIK4', 'GLDC', 'CYP4F35P', 'FDCSP', 'ANP32AP1', 'C1ORF228', 'LOC100272216', 'SLITRK5', 'ZSCAN23', 'MOGAT2', 'PTPRH', 'PDZD7', 'CLPSL2', 'SLC1A7', 'SLC26A4', 'PDE6G', 'LRFN2', 'FBLL1', 'IRX6', 'CACNA1F', 'LINC00922', 'CCL13', 'BMX', 'LOC399815', 'MAST1', 'XKRX', 'FOXP2', 'CFAP57', 'PCDHA2', 'KIAA0125', 'GIPR', 'C1ORF186', 'FOXF1', 'ALG1L', 'ASB14', 'LINC01139', 'KCNJ10', 'HHIPL2', 'JAKMIP2', 'ZNF280B', 'CADM2', 'TSSK4', 'NXNL2', 'CERS1', 'TMEM35', 'LRFN5', 'PDZRN4', 'BRINP2', 'HSD17B2', 'C2CD4B', 'DNAJC5B', 'RNASE2', 'ASAH2B', 'C10ORF95', 'DNAI1', 'WNK3', 'MAT1A', 'LGR5', 'PCDHAC1', 'FCGR3B', 'GDF6', 'GPR141', 'TMEM151B', 'LGALS12', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'KRT6A', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'HIST1H2AM', 'IL1RL2', 'ESYT3', 'PCP4L1', 'AOC1', 'NFE2', 'MYT1', 'TLL2', 'C19ORF26', 'DMC1', 'C1QL1', 'HMGCLL1', 'AQP5', 'KIAA1875', 'SLC24A2', 'ERICH3', 'SLC6A16', 'CD164L2', 'KIF1A', 'DGKI', 'PQLC2L', 'DYDC2', 'PRAME', 'HAND2.AS1', 'UMODL1', 'ATP8A2', 'IGDCC3', 'IQSEC3', 'TGM1', 'EPHA7', 'SPSB4', 'PKD1L2', 'LOC644172', 'UGT2B15', 'NPC1L1', 'CD300LG', 'GP1BA', 'AQP7', 'TEKT2', 'NBPF6', 'C2CD4C', 'MGAM', 'CNTF', 'PLA2G10', 'TMEM232', 'GPR27', 'KERA', 'MCHR1', 'PRSS12', 'PLEKHD1', 'FCRL3', 'LOC100130987', 'PTCHD4', 'CD244', 'SLC25A21', 'SLC6A4', 'DIO3', 'PNMT', 'L1TD1', 'IL10', 'PLCXD3', 'CST4', 'FCRLA', 'RGN', 'LINC00839', 'DCANP1', 'TBC1D3H', 'SPDYA', 'SNAP25', 'LINC00242', 'C6', 'STAP1', 'PCDHGB3', 'GFRA2', 'TPSD1', 'FLG', 'DNASE1L3', 'IGFL2', 'GPR158', 'GJB3', 'C1GALT1C1L', 'SFTPD', 'DLGAP1', 'GDF10', 'PROC', 'FAM186B', 'TM4SF19', 'NR6A1', 'ZBED2', 'BCO2', 'PTH2R', 'ITPKA', 'PNPLA3', 'C1ORF229', 'ALOX12P2', 'SULT4A1', 'BCAN', 'HIST2H2BA', 'FBXL13', 'KCNG1', 'GUSBP5', 'FAM86B2', 'DOC2B', 'SLC17A7', 'PPM1N', 'PRR34', 'SIGLEC15', 'ZNF492', 'PTPRZ1', 'HTR1D', 'NNAT', 'FGF18', 'LRRIQ3', 'LCN12', 'HCN2', 'C10ORF82', 'ATP1A4', 'NAALAD2', 'KCNJ3', 'EGOT', 'ZNF660', 'RNF183', 'SLC7A4', 'GJB5', 'LRRC31', 'SYT8', 'LRRIQ1', 'SLC38A4', 'RAET1E', 'LTA', 'AURKAPS1', 'ADRA1B', 'TNFSF15', 'PCDHA7', 'TRPA1', 'FBXO24', 'SCGB3A1', 'MAL', 'CNGA1', 'LY6G6C', 'C4ORF47', 'RP1', 'GRM8', 'KLK11', 'ACSL6', 'RPL13AP3', 'PTGDR', 'TUBA3D', 'IQUB', 'LINC01119', 'CBLN4', 'NKPD1', 'LINC01341', 'SOX8', 'EYS', 'ECT2L', 'PAX2', 'FXYD1', 'PPP1R3G', 'RNF138P1', 'CCR8', 'CCIN', 'MYCBPAP', 'XPNPEP2', 'ETV2', 'TEKT3', 'STKLD1', 'SLC30A8', 'C19ORF18', 'UGT8', 'SLC28A3', 'JPH4', 'UBE2Q2P1', 'METTL7B', 'SLC25A18', 'HEPACAM2', 'CASQ1', 'PLP1', 'TEX14', 'IDI2.AS1', 'S100A3', 'GLIS1', 'SGK2', 'ZNF843', 'LRIT3', 'CCDC36', 'NR1I3', 'LINC00482', 'ALOXE3', 'CACNG1', 'WNT2B', 'MS4A15', 'PBX4', 'ZIC2', 'ST6GALNAC1', 'GTSE1.AS1', 'ADAMTS8', 'PYGO1', 'LGALS2', 'TMEM92', 'FUT9', 'FCRL6', 'CCDC151', 'C9ORF43', 'PITX2', 'BCHE', 'PNCK', 'TNNI3K', 'AOC2', 'GJB1', 'DQX1', 'CKMT2', 'LPAR3', 'FAM189A1', 'ABCA17P', 'CACNA1G', 'C2ORF50', 'C1ORF101', 'NLRP12', 'ADCYAP1', 'ENPP6', 'SLC6A20', 'IYD', 'ZNF835', 'OTOA', 'CA3', 'SPIB', 'CLDN9', 'FAM95B1', 'FAM90A1', 'RYR2', 'C2CD4A', 'C1ORF95', 'PCDH9', 'LINC01550', 'CLEC3A', 'SVOPL', 'CCDC158', 'SCN2B', 'VSIG1', 'CLECL1', 'PCSK1N', 'IL20RB', 'ARC', 'CCDC65', 'TAS1R3', 'GSDMC', 'TTC16', 'AURKC', 'ZCCHC18', 'ULBP3', 'DDX11L2', 'DUOXA1', 'B3GALT5.AS1', 'ALDH8A1', 'KNDC1', 'COLCA2', 'GSTM1', 'PCYT1B', 'BPIFB2', 'MYOZ1', 'PDE1C', 'CRYGS', 'PPP1R36', 'TARP', 'KLHL4', 'LOC148709', 'LUZP2', 'LOC441455', 'JPH3', 'CPEB1', 'IL22RA1', 'HOXD3', 'FAM57B', 'LOC90768', 'CAMP', 'OR7E91P', 'FLJ37201', 'RIMS1', 'IL12RB2', 'RELN', 'LBX2', 'FUT7', 'SCARA5', 'PLA2G5', 'KCNE1', 'IGSF5', 'TUBB8', 'HIST1H2BN', 'GPR18', 'ZBED3.AS1', 'SLC22A18AS', 'HOXB13', 'CD177', 'ZC3H12D', 'MNX1', 'ASTN1', 'CIDEA', 'TCHH', 'ONECUT2', 'C10ORF128', 'GAL', 'SP5', 'WDR72', 'CHRNA6', 'KCNE2', 'IRX4', 'FAM135B', 'BTBD8', 'SLC16A10', 'RSPH4A', 'SCN7A', 'ALB', 'HOXB8', 'SCART1', 'LINC01124', 'CCDC183', 'MGC16142', 'CCDC7', 'DCSTAMP', 'CELF5', 'GRIN2C', 'MGAT5B', 'GBP1P1', 'CXXC4', 'YPEL4', 'GPR3', 'CXCR5', 'HOXA11', 'SLC30A2', 'OBP2B', 'SLC35F1', 'ATP13A5', 'NIPAL1', 'PYDC1', 'SKIDA1', 'CCDC153', 'RPGRIP1', 'SRL', 'STRC', 'WT1', 'TNFRSF9', 'LRP1B', 'PCSK9', 'PCAT18', 'FOXJ1', 'SLC18A2', 'PPP4R4', 'NOXO1', 'PCK1', 'INSM1', 'CNNM1', 'GPR174', 'MARCO', 'SLC25A53', 'C17ORF104', 'FOXD4', 'DMRT3', 'GPX2', 'INHA', 'COL23A1', 'NOS2', 'ADH1C', 'FOXD1', 'PKNOX2', 'KLHL14', 'BTLA', 'CRISP3', 'LBP', 'IL20', 'TNFRSF17', 'AVPR2', 'GLOD5', 'MYBPC1', 'PARP15', 'CXCL2', 'GPLD1', 'PFN1P2', 'CST9', 'GPR55', 'SLCO4C1', 'SLC23A1', 'STEAP1B', 'C2ORF40', 'BCL2L14', 'DHRS4L1', 'SCN3A', 'AMH', 'ULBP2', 'CXCR2P1', 'VAT1L', 'ZNF98', 'VSIG2', 'RNF212', 'VGLL1', 'HAP1', 'CYSLTR2', 'ZNF454', 'TPSG1', 'FAM218A', 'SYN2', 'EMILIN3', 'DBIL5P', 'ORM1', 'ZNF488', 'TMEM105', 'FAM178B', 'P2RX1', 'DKK1', 'DPY19L2P2', 'IL23A', 'SIGLEC17P', 'CRYM', 'PRKG2', 'CXCL1', 'AMBP', 'BRINP1', 'CTCFL', 'SUCNR1', 'DEPDC4', 'FABP7', 'SPDYE1', 'LRRC2', 'GPBAR1', 'XIRP1', 'LRGUK', 'ADAMTS18', 'VWDE', 'FUT6', 'RERGL', 'BDKRB1', 'TENM1', 'LINC00930', 'BMPER', 'HCG27', 'CLEC12A', 'RDM1', 'CYP4F8', 'CDR1', 'NUGGC', 'KIAA0319', 'CECR2', 'SORCS1', 'ABHD11.AS1', 'PCDHGA3', 'PKD1L1', 'FAM184B', 'ECEL1', 'CBLN2', 'WSCD2', 'SPESP1', 'SEC14L5', 'SSUH2', 'FSCN2', 'DMRT2', 'FAM162B', 'CCL17', 'ZNF732', 'HOXD4', 'PIANP', 'TMEM217', 'GRIA3', 'CTSG', 'GNB3', 'RSPO1', 'RGS6', 'COL2A1', 'SERPINA6', 'MT1A', 'ADAMTS19', 'IL1R2', 'RNF175', 'CHRNB2', 'ADAM32', 'FLJ12825', 'RASL10A', 'PFKFB1', 'POM121L9P', 'HECTD2.AS1', 'DIRC3', 'PRSS21', 'SMIM5', 'CYP46A1', 'LRRC16B', 'CAPN11', 'IGF2BP3', 'VIPR2', 'TRAT1', 'ZNF804A', 'TBX21', 'HIST1H2BE', 'GPR87', 'LOC100126784', 'CYSRT1', 'PART1', 'FOXC2', 'HOGA1', 'EMX1', 'CA9', 'ZSCAN1', 'HTR7', 'CEP83.AS1', 'SLC13A2', 'XKR9', 'WIPF3', 'ULBP1', 'SLC26A10', 'HS3ST3B1', 'OTUD7A', 'CITED1', 'ZBTB16', 'CYP26A1', 'TMEM40', 'TMSB15A', 'PVALB', 'ANKK1', 'WFDC3', 'MAPT.IT1', 'ROPN1L', 'MYO3B', 'GZMM', 'CDHR1', 'FIRRE', 'M1AP', 'MRAP2', 'INE2', 'RFX8', 'TTC23L', 'IGSF22', 'CRTAC1', 'RBM12B.AS1', 'SPAG17', 'MROH7', 'KCNT2', 'PYGM', 'PCDHA12', 'CFAP61', 'BTC', 'HEATR4', 'ADGRB1', 'SLC27A6', 'NPAS1', 'UGT2B11', 'GPR37L1', 'NRTN', 'NWD1', 'CLEC4E', 'LRRC4B', 'SRSF12', 'B3GAT1', 'CCBE1', 'OPCML', 'ADGRF1', 'MIA', 'LINC00173', 'TMEM59L', 'CIDEC', 'HPDL', 'NLRP7', 'RNF182', 'FRMPD1', 'SMC1B', 'KCNA6', 'KLK6', 'ABCC6P2', 'FASLG', 'IL11', 'LOC613037', 'LSAMP', 'GALNT13', 'TSPAN8', 'DHDH', 'GAS2', 'RFPL1S', 'SCN3B', 'C15ORF56', 'FAM83A', 'COL28A1', 'PSORS1C1', 'ANO5', 'SLC6A14', 'SLC16A11', 'PTCHD1', 'TMPRSS4', 'C9ORF47', 'ADGRG2', 'SLC24A5', 'TUSC5', 'CYP4F12', 'LOC100133669', 'RUFY4', 'LINC00908', 'KCNQ3', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'VENTX', 'NBPF4', 'MYOM2', 'FAM157A', 'EBF2', 'MAG', 'DSCAML1', 'PTPRN', 'PCDHA5', 'KLK7', 'CCNI2', 'CDKN2B.AS1', 'SYT6', 'DLX2', 'SFTPA2', 'ZBTB20', 'NKX3.2', 'DLX5', 'FAM19A2', 'PLAC1', 'BRE.AS1', 'CNTN2', 'OR2W3', 'SLC6A17', 'GHRLOS', 'PTPRR', 'ABCC2', 'RYR3', 'TFAP2E', 'CD160', 'ABCD2', 'CD1A', 'GRIA2', 'CCDC144A', 'DEFB1', 'RGS9', 'CACNA1I', 'GGT3P', 'DLK2', 'MYO16', 'PWAR5', 'CDKL2', 'DCX', 'SLC6A11', 'WDR17', 'MSMB', 'BTBD19', 'CHRFAM7A', 'MMP12', 'CABP4', 'CHRNA10', 'TCEAL2', 'UNC13A', 'FKBP1AP1', 'LY6H', 'AGBL4', 'SLC39A2', 'XCL2', 'TUBAL3', 'S100A7', 'SPAG8', 'PCBP3', 'MPL', 'KCNH3', 'LINC00202.1', 'ARL9', 'TM6SF2', 'ZNF727', 'GRID2IP', 'P2RY12', 'MAK', 'TCN1', 'HRCT1', 'SNORD116.4', 'ELOVL3', 'NOX5', 'SLC46A2', 'TCTEX1D1', 'GPM6A', 'CD70', 'SYCE3', 'SYCE2', 'PGLYRP2', 'TIGD4', 'GRIN2A', 'JAKMIP1', 'ARMC3', 'BAIAP2L2', 'RAB9B', 'CTAGE6', 'MKRN3', 'SOSTDC1', 'ASIC3', 'KLF3.AS1', 'LONRF3', 'AGAP7P', 'LRRC43', 'ACY3', 'THPO', 'BEX1', 'PRPH2', 'AKR1E2', 'SCN9A', 'SCN2A', 'KLK10', 'LOC400927', 'ACHE', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'VN1R1', 'HRC', 'TMEM145', 'C6ORF52', 'CD40LG', 'BEGAIN', 'GPR82', 'CHODL', 'CXADRP3', 'TTBK1', 'LOC285593', 'PAH', 'TTYH1', 'HIST1H2BH', 'ADGRL3', 'MLLT4.AS1', 'APOBEC3A', 'CHST9', 'GABRB3', 'SLC25A34', 'MAPK4', 'BRSK2', 'TRH', 'DNASE1L2', 'C8ORF46', 'ST8SIA2', 'CAMK4', 'DGCR5', 'EPYC', 'GBP6', 'GPR63', 'CAPSL', 'MUC15', 'ANKLE1', 'IL17D', 'SLC35F3', 'ROBO2', 'AIM1L', 'ASGR1', 'PCDHA1', 'HAMP', 'MYO15A', 'RMRP', 'FAM201A', 'TNFSF11', 'DUSP9', 'FAM159A', 'NMU', 'CHKB.AS1', 'RHCE', 'DCLK3', 'PTX3', 'NEK5', 'TDRD6', 'LYG1', 'MTUS2', 'RUNDC3A', 'ROPN1B', 'CYP2E1', 'LOC100132215', 'KCNK17', 'FOLR1', 'RRN3P1', 'UCKL1.AS1', 'LINC00961', 'C1QL3', 'PNMA6A', 'CYTL1', 'LINC00689', 'XCL1', 'HBA1', 'RRN3P2', 'THSD7B', 'ATP13A4', 'MT1L', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'LIN7A', 'IL1RL1', 'CCR10', 'KISS1R', 'TMEM150B', 'ZMAT4', 'IL24', 'KIF19', 'ARRDC3.AS1', 'GLI1', 'GPR173', 'DPEP1', 'TTLL9', 'WBP2NL', 'A2ML1', 'NIPAL4', 'PRRT4', 'RHBG', 'GPR135', 'KIAA1210', 'LOC90246', 'CNTNAP3', 'RRAD', 'CD300LB', 'PCDHB18P', 'CBLN1', 'B3GALT5', 'GNMT', 'FIGF', 'OXGR1', 'DPF3', 'IL18RAP', 'MAP7D2', 'SLC5A8', 'DPY19L2P4', 'MS4A8', 'CACNA2D3', 'HIST1H1D', 'LRRC24', 'AIM2', 'RAB39A', 'TRIM7', 'PCDH20', 'GABRB2', 'FOXN1', 'TIFAB', 'PHKG1', 'PON3', 'DNAH11', 'MASP2', 'KLK8', 'WFIKKN1', 'CD19', 'CRB2', 'GPR171', 'FREM2', 'DCST2', 'WNT10A', 'LINC00669', 'C19ORF45', 'CLCA2', 'ANK1', 'SLC26A3', 'KCNB1', 'SEPHS1P1', 'HIST1H2AG', 'LINC01465', 'UCA1', 'RASAL1', 'LINC00685', 'TYMSOS', 'NEURL3', 'RIC3', 'COLCA1', 'CD1E', 'HNRNPCL3', 'TTC41P', 'ANO2', 'MED12L', 'LOC646999', 'CST2', 'PCDHGC5', 'EYA1', 'NRXN1', 'RAB3B', 'MYEOV', 'FAM182B', 'IL6', 'SEC14L1P1', 'CLPSL1', 'STXBP6', 'MAPT.AS1', 'ARHGEF33', 'VSTM2A', 'LPAR4', 'CXCR2', 'KIF4B', 'MSLN', 'CR2', 'FNDC8', 'AJAP1', 'CLDN14', 'PATL2', 'TDRD9', 'ZNF676', 'CLEC4F', 'KCNRG', 'C9ORF117', 'FAM43B', 'HAPLN1', 'ABHD1', 'MAGEL2', 'NDP', 'VIT', 'TRABD2A', 'PDCD1', 'TSPAN32', 'MKX', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3748966387166963
		RMSE:  0.8500866572002603
		NRMSE:  0.167208233123576
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8495839638322671
		RMSE:  1.0424819908687044
		NRMSE:  0.25944650229429445
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999418805934
		Coefficient of Determination:  1.0
		RMSE:  4.539061708452038e-15
		NRMSE:  8.928130819142481e-16
		MAPE:  3.9231494756137446e-12
		Pearson Correlation:  0.30137393232137266
		Spearman Correlation:  0.33068481123792803
		Coefficient of Determination:  -0.42875981249679773
		RMSE:  0.9162440102006831
		NRMSE:  0.2280291705534166
		MAPE:  342.28574171359935

	Predictor:  ElasticNet
		Pearson Correlation:  0.8908141590036652
		Spearman Correlation:  0.8798570123071154
		Coefficient of Determination:  0.7324005242261152
		RMSE:  0.3750341396334707
		NRMSE:  0.07376753336614295
		MAPE:  245.79218120188594
		Pearson Correlation:  0.34832126585124995
		Spearman Correlation:  0.3574821968588431
		Coefficient of Determination:  0.013586982751354393
		RMSE:  0.7613089455753758
		NRMSE:  0.1894698851634792
		MAPE:  196.15856627442028

	Predictor:  RandomForests
		Pearson Correlation:  0.5062936076418645
		Spearman Correlation:  0.5176465537544768
		Coefficient of Determination:  0.21124559015693933
		RMSE:  0.6438713110679051
		NRMSE:  0.12664659934459188
		MAPE:  546.855682996532
		Pearson Correlation:  0.4205916788894438
		Spearman Correlation:  0.41477416837381725
		Coefficient of Determination:  0.04981412182600653
		RMSE:  0.7471982073386518
		NRMSE:  0.18595809147075779
		MAPE:  245.82426686938473

Protein:  CCNE1
x_train_column_count:  1002
x_train columns:  ['AMDHD1', 'DES', 'ALDH1L1', 'SOX15', 'POU5F1B', 'PCSK1', 'ALOX15', 'CATSPER3', 'C4ORF36', 'MST1L', 'PPP2R2B', 'CA14', 'NPTX1', 'TAT', 'TMEM200C', 'LEP', 'PCDHGA1', 'ACTA1', 'MPZ', 'ABCA10', 'MUC6', 'C10ORF55', 'FIBCD1', 'TUBA3E', 'GRIK4', 'GLDC', 'CYP4F35P', 'FDCSP', 'ANP32AP1', 'C1ORF228', 'LOC100272216', 'SLITRK5', 'ZSCAN23', 'MOGAT2', 'PTPRH', 'PDZD7', 'CLPSL2', 'SLC1A7', 'SLC26A4', 'PDE6G', 'LRFN2', 'FBLL1', 'IRX6', 'CACNA1F', 'LINC00922', 'CCL13', 'BMX', 'LOC399815', 'MAST1', 'XKRX', 'FOXP2', 'CFAP57', 'PCDHA2', 'KIAA0125', 'GIPR', 'C1ORF186', 'FOXF1', 'ALG1L', 'ASB14', 'LINC01139', 'KCNJ10', 'HHIPL2', 'JAKMIP2', 'ZNF280B', 'CADM2', 'TSSK4', 'NXNL2', 'CERS1', 'TMEM35', 'LRFN5', 'PDZRN4', 'BRINP2', 'HSD17B2', 'C2CD4B', 'DNAJC5B', 'RNASE2', 'ASAH2B', 'C10ORF95', 'DNAI1', 'WNK3', 'MAT1A', 'LGR5', 'PCDHAC1', 'FCGR3B', 'GDF6', 'GPR141', 'TMEM151B', 'LGALS12', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'KRT6A', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'HIST1H2AM', 'IL1RL2', 'ESYT3', 'PCP4L1', 'AOC1', 'NFE2', 'MYT1', 'TLL2', 'C19ORF26', 'DMC1', 'C1QL1', 'HMGCLL1', 'AQP5', 'KIAA1875', 'SLC24A2', 'ERICH3', 'SLC6A16', 'CD164L2', 'KIF1A', 'DGKI', 'PQLC2L', 'DYDC2', 'PRAME', 'HAND2.AS1', 'UMODL1', 'ATP8A2', 'IGDCC3', 'IQSEC3', 'TGM1', 'EPHA7', 'SPSB4', 'PKD1L2', 'LOC644172', 'UGT2B15', 'NPC1L1', 'CD300LG', 'GP1BA', 'AQP7', 'TEKT2', 'NBPF6', 'C2CD4C', 'MGAM', 'CNTF', 'PLA2G10', 'TMEM232', 'GPR27', 'KERA', 'MCHR1', 'PRSS12', 'PLEKHD1', 'FCRL3', 'LOC100130987', 'PTCHD4', 'CD244', 'SLC25A21', 'SLC6A4', 'DIO3', 'PNMT', 'L1TD1', 'IL10', 'PLCXD3', 'CST4', 'FCRLA', 'RGN', 'LINC00839', 'DCANP1', 'TBC1D3H', 'SPDYA', 'SNAP25', 'LINC00242', 'C6', 'STAP1', 'PCDHGB3', 'GFRA2', 'TPSD1', 'FLG', 'DNASE1L3', 'IGFL2', 'GPR158', 'GJB3', 'C1GALT1C1L', 'SFTPD', 'DLGAP1', 'GDF10', 'PROC', 'FAM186B', 'TM4SF19', 'NR6A1', 'ZBED2', 'BCO2', 'PTH2R', 'ITPKA', 'PNPLA3', 'C1ORF229', 'ALOX12P2', 'SULT4A1', 'BCAN', 'HIST2H2BA', 'FBXL13', 'KCNG1', 'GUSBP5', 'FAM86B2', 'DOC2B', 'SLC17A7', 'PPM1N', 'PRR34', 'SIGLEC15', 'ZNF492', 'PTPRZ1', 'HTR1D', 'NNAT', 'FGF18', 'LRRIQ3', 'LCN12', 'HCN2', 'C10ORF82', 'ATP1A4', 'NAALAD2', 'KCNJ3', 'EGOT', 'ZNF660', 'RNF183', 'SLC7A4', 'GJB5', 'LRRC31', 'SYT8', 'LRRIQ1', 'SLC38A4', 'RAET1E', 'LTA', 'AURKAPS1', 'ADRA1B', 'TNFSF15', 'PCDHA7', 'TRPA1', 'FBXO24', 'SCGB3A1', 'MAL', 'CNGA1', 'LY6G6C', 'C4ORF47', 'RP1', 'GRM8', 'KLK11', 'ACSL6', 'RPL13AP3', 'PTGDR', 'TUBA3D', 'IQUB', 'LINC01119', 'CBLN4', 'NKPD1', 'LINC01341', 'SOX8', 'EYS', 'ECT2L', 'PAX2', 'FXYD1', 'PPP1R3G', 'RNF138P1', 'CCR8', 'CCIN', 'MYCBPAP', 'XPNPEP2', 'ETV2', 'TEKT3', 'STKLD1', 'SLC30A8', 'C19ORF18', 'UGT8', 'SLC28A3', 'JPH4', 'UBE2Q2P1', 'METTL7B', 'SLC25A18', 'HEPACAM2', 'CASQ1', 'PLP1', 'TEX14', 'IDI2.AS1', 'S100A3', 'GLIS1', 'SGK2', 'ZNF843', 'LRIT3', 'CCDC36', 'NR1I3', 'LINC00482', 'ALOXE3', 'CACNG1', 'WNT2B', 'MS4A15', 'PBX4', 'ZIC2', 'ST6GALNAC1', 'GTSE1.AS1', 'ADAMTS8', 'PYGO1', 'LGALS2', 'TMEM92', 'FUT9', 'FCRL6', 'CCDC151', 'C9ORF43', 'PITX2', 'BCHE', 'PNCK', 'TNNI3K', 'AOC2', 'GJB1', 'DQX1', 'CKMT2', 'LPAR3', 'FAM189A1', 'ABCA17P', 'CACNA1G', 'C2ORF50', 'C1ORF101', 'NLRP12', 'ADCYAP1', 'ENPP6', 'SLC6A20', 'IYD', 'ZNF835', 'OTOA', 'CA3', 'SPIB', 'CLDN9', 'FAM95B1', 'FAM90A1', 'RYR2', 'C2CD4A', 'C1ORF95', 'PCDH9', 'LINC01550', 'CLEC3A', 'SVOPL', 'CCDC158', 'SCN2B', 'VSIG1', 'CLECL1', 'PCSK1N', 'IL20RB', 'ARC', 'CCDC65', 'TAS1R3', 'GSDMC', 'TTC16', 'AURKC', 'ZCCHC18', 'ULBP3', 'DDX11L2', 'DUOXA1', 'B3GALT5.AS1', 'ALDH8A1', 'KNDC1', 'COLCA2', 'GSTM1', 'PCYT1B', 'BPIFB2', 'MYOZ1', 'PDE1C', 'CRYGS', 'PPP1R36', 'TARP', 'KLHL4', 'LOC148709', 'LUZP2', 'LOC441455', 'JPH3', 'CPEB1', 'IL22RA1', 'HOXD3', 'FAM57B', 'LOC90768', 'CAMP', 'OR7E91P', 'FLJ37201', 'RIMS1', 'IL12RB2', 'RELN', 'LBX2', 'FUT7', 'SCARA5', 'PLA2G5', 'KCNE1', 'IGSF5', 'TUBB8', 'HIST1H2BN', 'GPR18', 'ZBED3.AS1', 'SLC22A18AS', 'HOXB13', 'CD177', 'ZC3H12D', 'MNX1', 'ASTN1', 'CIDEA', 'TCHH', 'ONECUT2', 'C10ORF128', 'GAL', 'SP5', 'WDR72', 'CHRNA6', 'KCNE2', 'IRX4', 'FAM135B', 'BTBD8', 'SLC16A10', 'RSPH4A', 'SCN7A', 'ALB', 'HOXB8', 'SCART1', 'LINC01124', 'CCDC183', 'MGC16142', 'CCDC7', 'DCSTAMP', 'CELF5', 'GRIN2C', 'MGAT5B', 'GBP1P1', 'CXXC4', 'YPEL4', 'GPR3', 'CXCR5', 'HOXA11', 'SLC30A2', 'OBP2B', 'SLC35F1', 'ATP13A5', 'NIPAL1', 'PYDC1', 'SKIDA1', 'CCDC153', 'RPGRIP1', 'SRL', 'STRC', 'WT1', 'TNFRSF9', 'LRP1B', 'PCSK9', 'PCAT18', 'FOXJ1', 'SLC18A2', 'PPP4R4', 'NOXO1', 'PCK1', 'INSM1', 'CNNM1', 'GPR174', 'MARCO', 'SLC25A53', 'C17ORF104', 'FOXD4', 'DMRT3', 'GPX2', 'INHA', 'COL23A1', 'NOS2', 'ADH1C', 'FOXD1', 'PKNOX2', 'KLHL14', 'BTLA', 'CRISP3', 'LBP', 'IL20', 'TNFRSF17', 'AVPR2', 'GLOD5', 'MYBPC1', 'PARP15', 'CXCL2', 'GPLD1', 'PFN1P2', 'CST9', 'GPR55', 'SLCO4C1', 'SLC23A1', 'STEAP1B', 'C2ORF40', 'BCL2L14', 'DHRS4L1', 'SCN3A', 'AMH', 'ULBP2', 'CXCR2P1', 'VAT1L', 'ZNF98', 'VSIG2', 'RNF212', 'VGLL1', 'HAP1', 'CYSLTR2', 'ZNF454', 'TPSG1', 'FAM218A', 'SYN2', 'EMILIN3', 'DBIL5P', 'ORM1', 'ZNF488', 'TMEM105', 'FAM178B', 'P2RX1', 'DKK1', 'DPY19L2P2', 'IL23A', 'SIGLEC17P', 'CRYM', 'PRKG2', 'CXCL1', 'AMBP', 'BRINP1', 'CTCFL', 'SUCNR1', 'DEPDC4', 'FABP7', 'SPDYE1', 'LRRC2', 'GPBAR1', 'XIRP1', 'LRGUK', 'ADAMTS18', 'VWDE', 'FUT6', 'RERGL', 'BDKRB1', 'TENM1', 'LINC00930', 'BMPER', 'HCG27', 'CLEC12A', 'RDM1', 'CYP4F8', 'CDR1', 'NUGGC', 'KIAA0319', 'CECR2', 'SORCS1', 'ABHD11.AS1', 'PCDHGA3', 'PKD1L1', 'FAM184B', 'ECEL1', 'CBLN2', 'WSCD2', 'SPESP1', 'SEC14L5', 'SSUH2', 'FSCN2', 'DMRT2', 'FAM162B', 'CCL17', 'ZNF732', 'HOXD4', 'PIANP', 'TMEM217', 'GRIA3', 'CTSG', 'GNB3', 'RSPO1', 'RGS6', 'COL2A1', 'SERPINA6', 'MT1A', 'ADAMTS19', 'IL1R2', 'RNF175', 'CHRNB2', 'ADAM32', 'FLJ12825', 'RASL10A', 'PFKFB1', 'POM121L9P', 'HECTD2.AS1', 'DIRC3', 'PRSS21', 'SMIM5', 'CYP46A1', 'LRRC16B', 'CAPN11', 'IGF2BP3', 'VIPR2', 'TRAT1', 'ZNF804A', 'TBX21', 'HIST1H2BE', 'GPR87', 'LOC100126784', 'CYSRT1', 'PART1', 'FOXC2', 'HOGA1', 'EMX1', 'CA9', 'ZSCAN1', 'HTR7', 'CEP83.AS1', 'SLC13A2', 'XKR9', 'WIPF3', 'ULBP1', 'SLC26A10', 'HS3ST3B1', 'OTUD7A', 'CITED1', 'ZBTB16', 'CYP26A1', 'TMEM40', 'TMSB15A', 'PVALB', 'ANKK1', 'WFDC3', 'MAPT.IT1', 'ROPN1L', 'MYO3B', 'GZMM', 'CDHR1', 'FIRRE', 'M1AP', 'MRAP2', 'INE2', 'RFX8', 'TTC23L', 'IGSF22', 'CRTAC1', 'RBM12B.AS1', 'SPAG17', 'MROH7', 'KCNT2', 'PYGM', 'PCDHA12', 'CFAP61', 'BTC', 'HEATR4', 'ADGRB1', 'SLC27A6', 'NPAS1', 'UGT2B11', 'GPR37L1', 'NRTN', 'NWD1', 'CLEC4E', 'LRRC4B', 'SRSF12', 'B3GAT1', 'CCBE1', 'OPCML', 'ADGRF1', 'MIA', 'LINC00173', 'TMEM59L', 'CIDEC', 'HPDL', 'NLRP7', 'RNF182', 'FRMPD1', 'SMC1B', 'KCNA6', 'KLK6', 'ABCC6P2', 'FASLG', 'IL11', 'LOC613037', 'LSAMP', 'GALNT13', 'TSPAN8', 'DHDH', 'GAS2', 'RFPL1S', 'SCN3B', 'C15ORF56', 'FAM83A', 'COL28A1', 'PSORS1C1', 'ANO5', 'SLC6A14', 'SLC16A11', 'PTCHD1', 'TMPRSS4', 'C9ORF47', 'ADGRG2', 'SLC24A5', 'TUSC5', 'CYP4F12', 'LOC100133669', 'RUFY4', 'LINC00908', 'KCNQ3', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'VENTX', 'NBPF4', 'MYOM2', 'FAM157A', 'EBF2', 'MAG', 'DSCAML1', 'PTPRN', 'PCDHA5', 'KLK7', 'CCNI2', 'CDKN2B.AS1', 'SYT6', 'DLX2', 'SFTPA2', 'ZBTB20', 'NKX3.2', 'DLX5', 'FAM19A2', 'PLAC1', 'BRE.AS1', 'CNTN2', 'OR2W3', 'SLC6A17', 'GHRLOS', 'PTPRR', 'ABCC2', 'RYR3', 'TFAP2E', 'CD160', 'ABCD2', 'CD1A', 'GRIA2', 'CCDC144A', 'DEFB1', 'RGS9', 'CACNA1I', 'GGT3P', 'DLK2', 'MYO16', 'PWAR5', 'CDKL2', 'DCX', 'SLC6A11', 'WDR17', 'MSMB', 'BTBD19', 'CHRFAM7A', 'MMP12', 'CABP4', 'CHRNA10', 'TCEAL2', 'UNC13A', 'FKBP1AP1', 'LY6H', 'AGBL4', 'SLC39A2', 'XCL2', 'TUBAL3', 'S100A7', 'SPAG8', 'PCBP3', 'MPL', 'KCNH3', 'LINC00202.1', 'ARL9', 'TM6SF2', 'ZNF727', 'GRID2IP', 'P2RY12', 'MAK', 'TCN1', 'HRCT1', 'SNORD116.4', 'ELOVL3', 'NOX5', 'SLC46A2', 'TCTEX1D1', 'GPM6A', 'CD70', 'SYCE3', 'SYCE2', 'PGLYRP2', 'TIGD4', 'GRIN2A', 'JAKMIP1', 'ARMC3', 'BAIAP2L2', 'RAB9B', 'CTAGE6', 'MKRN3', 'SOSTDC1', 'ASIC3', 'KLF3.AS1', 'LONRF3', 'AGAP7P', 'LRRC43', 'ACY3', 'THPO', 'BEX1', 'PRPH2', 'AKR1E2', 'SCN9A', 'SCN2A', 'KLK10', 'LOC400927', 'ACHE', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'VN1R1', 'HRC', 'TMEM145', 'C6ORF52', 'CD40LG', 'BEGAIN', 'GPR82', 'CHODL', 'CXADRP3', 'TTBK1', 'LOC285593', 'PAH', 'TTYH1', 'HIST1H2BH', 'ADGRL3', 'MLLT4.AS1', 'APOBEC3A', 'CHST9', 'GABRB3', 'SLC25A34', 'MAPK4', 'BRSK2', 'TRH', 'DNASE1L2', 'C8ORF46', 'ST8SIA2', 'CAMK4', 'DGCR5', 'EPYC', 'GBP6', 'GPR63', 'CAPSL', 'MUC15', 'ANKLE1', 'IL17D', 'SLC35F3', 'ROBO2', 'AIM1L', 'ASGR1', 'PCDHA1', 'HAMP', 'MYO15A', 'RMRP', 'FAM201A', 'TNFSF11', 'DUSP9', 'FAM159A', 'NMU', 'CHKB.AS1', 'RHCE', 'DCLK3', 'PTX3', 'NEK5', 'TDRD6', 'LYG1', 'MTUS2', 'RUNDC3A', 'ROPN1B', 'CYP2E1', 'LOC100132215', 'KCNK17', 'FOLR1', 'RRN3P1', 'UCKL1.AS1', 'LINC00961', 'C1QL3', 'PNMA6A', 'CYTL1', 'LINC00689', 'XCL1', 'HBA1', 'RRN3P2', 'THSD7B', 'ATP13A4', 'MT1L', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'LIN7A', 'IL1RL1', 'CCR10', 'KISS1R', 'TMEM150B', 'ZMAT4', 'IL24', 'KIF19', 'ARRDC3.AS1', 'GLI1', 'GPR173', 'DPEP1', 'TTLL9', 'WBP2NL', 'A2ML1', 'NIPAL4', 'PRRT4', 'RHBG', 'GPR135', 'KIAA1210', 'LOC90246', 'CNTNAP3', 'RRAD', 'CD300LB', 'PCDHB18P', 'CBLN1', 'B3GALT5', 'GNMT', 'FIGF', 'OXGR1', 'DPF3', 'IL18RAP', 'MAP7D2', 'SLC5A8', 'DPY19L2P4', 'MS4A8', 'CACNA2D3', 'HIST1H1D', 'LRRC24', 'AIM2', 'RAB39A', 'TRIM7', 'PCDH20', 'GABRB2', 'FOXN1', 'TIFAB', 'PHKG1', 'PON3', 'DNAH11', 'MASP2', 'KLK8', 'WFIKKN1', 'CD19', 'CRB2', 'GPR171', 'FREM2', 'DCST2', 'WNT10A', 'LINC00669', 'C19ORF45', 'CLCA2', 'ANK1', 'SLC26A3', 'KCNB1', 'SEPHS1P1', 'HIST1H2AG', 'LINC01465', 'UCA1', 'RASAL1', 'LINC00685', 'TYMSOS', 'NEURL3', 'RIC3', 'COLCA1', 'CD1E', 'HNRNPCL3', 'TTC41P', 'ANO2', 'MED12L', 'LOC646999', 'CST2', 'PCDHGC5', 'EYA1', 'NRXN1', 'RAB3B', 'MYEOV', 'FAM182B', 'IL6', 'SEC14L1P1', 'CLPSL1', 'STXBP6', 'MAPT.AS1', 'ARHGEF33', 'VSTM2A', 'LPAR4', 'CXCR2', 'KIF4B', 'MSLN', 'CR2', 'FNDC8', 'AJAP1', 'CLDN14', 'PATL2', 'TDRD9', 'ZNF676', 'CLEC4F', 'KCNRG', 'C9ORF117', 'FAM43B', 'HAPLN1', 'ABHD1', 'MAGEL2', 'NDP', 'VIT', 'TRABD2A', 'PDCD1', 'TSPAN32', 'MKX', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4791855590206433
		RMSE:  0.8074207285197392
		NRMSE:  0.19485501569122746
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.202859557398884
		RMSE:  0.7485643095226329
		NRMSE:  0.4068306401244751
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5127968844139411
		NRMSE:  0.12375338089483821
		MAPE:  119.54577818111471
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.708057571667368e-05
		RMSE:  0.41828317133084
		NRMSE:  0.22732904598983691
		MAPE:  82.35330275987332

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  2.1369307469495645e-15
		NRMSE:  5.157059504668689e-16
		MAPE:  4.517367762509767e-13
		Pearson Correlation:  0.5315451647661822
		Spearman Correlation:  0.3952833869866355
		Coefficient of Determination:  -0.40319172616709253
		RMSE:  0.49547149774846394
		NRMSE:  0.26927945138205317
		MAPE:  77.15211935206483

	Predictor:  ElasticNet
		Pearson Correlation:  0.8689026485745026
		Spearman Correlation:  0.7948658324168388
		Coefficient of Determination:  0.7274115025918715
		RMSE:  0.2677312962778322
		NRMSE:  0.06461165052437005
		MAPE:  48.335783271064976
		Pearson Correlation:  0.6766831182102175
		Spearman Correlation:  0.510496536923227
		Coefficient of Determination:  0.4194175108255582
		RMSE:  0.31870739122288105
		NRMSE:  0.1732114800748271
		MAPE:  54.6905760812357

	Predictor:  RandomForests
		Pearson Correlation:  0.6622014021787835
		Spearman Correlation:  0.6168367928231678
		Coefficient of Determination:  0.4001765825179331
		RMSE:  0.3971523039666706
		NRMSE:  0.09584484976389956
		MAPE:  78.35399167381958
		Pearson Correlation:  0.6910570567434463
		Spearman Correlation:  0.527533899131792
		Coefficient of Determination:  0.4639448379125274
		RMSE:  0.30624211125900097
		NRMSE:  0.1664368345800798
		MAPE:  55.170629279542936

Protein:  CCND1
x_train_column_count:  1002
x_train columns:  ['AMDHD1', 'DES', 'ALDH1L1', 'SOX15', 'POU5F1B', 'PCSK1', 'ALOX15', 'CATSPER3', 'C4ORF36', 'MST1L', 'PPP2R2B', 'CA14', 'NPTX1', 'TAT', 'TMEM200C', 'LEP', 'PCDHGA1', 'ACTA1', 'MPZ', 'ABCA10', 'MUC6', 'C10ORF55', 'FIBCD1', 'TUBA3E', 'GRIK4', 'GLDC', 'CYP4F35P', 'FDCSP', 'ANP32AP1', 'C1ORF228', 'LOC100272216', 'SLITRK5', 'ZSCAN23', 'MOGAT2', 'PTPRH', 'PDZD7', 'CLPSL2', 'SLC1A7', 'SLC26A4', 'PDE6G', 'LRFN2', 'FBLL1', 'IRX6', 'CACNA1F', 'LINC00922', 'CCL13', 'BMX', 'LOC399815', 'MAST1', 'XKRX', 'FOXP2', 'CFAP57', 'PCDHA2', 'KIAA0125', 'GIPR', 'C1ORF186', 'FOXF1', 'ALG1L', 'ASB14', 'LINC01139', 'KCNJ10', 'HHIPL2', 'JAKMIP2', 'ZNF280B', 'CADM2', 'TSSK4', 'NXNL2', 'CERS1', 'TMEM35', 'LRFN5', 'PDZRN4', 'BRINP2', 'HSD17B2', 'C2CD4B', 'DNAJC5B', 'RNASE2', 'ASAH2B', 'C10ORF95', 'DNAI1', 'WNK3', 'MAT1A', 'LGR5', 'PCDHAC1', 'FCGR3B', 'GDF6', 'GPR141', 'TMEM151B', 'LGALS12', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'KRT6A', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'HIST1H2AM', 'IL1RL2', 'ESYT3', 'PCP4L1', 'AOC1', 'NFE2', 'MYT1', 'TLL2', 'C19ORF26', 'DMC1', 'C1QL1', 'HMGCLL1', 'AQP5', 'KIAA1875', 'SLC24A2', 'ERICH3', 'SLC6A16', 'CD164L2', 'KIF1A', 'DGKI', 'PQLC2L', 'DYDC2', 'PRAME', 'HAND2.AS1', 'UMODL1', 'ATP8A2', 'IGDCC3', 'IQSEC3', 'TGM1', 'EPHA7', 'SPSB4', 'PKD1L2', 'LOC644172', 'UGT2B15', 'NPC1L1', 'CD300LG', 'GP1BA', 'AQP7', 'TEKT2', 'NBPF6', 'C2CD4C', 'MGAM', 'CNTF', 'PLA2G10', 'TMEM232', 'GPR27', 'KERA', 'MCHR1', 'PRSS12', 'PLEKHD1', 'FCRL3', 'LOC100130987', 'PTCHD4', 'CD244', 'SLC25A21', 'SLC6A4', 'DIO3', 'PNMT', 'L1TD1', 'IL10', 'PLCXD3', 'CST4', 'FCRLA', 'RGN', 'LINC00839', 'DCANP1', 'TBC1D3H', 'SPDYA', 'SNAP25', 'LINC00242', 'C6', 'STAP1', 'PCDHGB3', 'GFRA2', 'TPSD1', 'FLG', 'DNASE1L3', 'IGFL2', 'GPR158', 'GJB3', 'C1GALT1C1L', 'SFTPD', 'DLGAP1', 'GDF10', 'PROC', 'FAM186B', 'TM4SF19', 'NR6A1', 'ZBED2', 'BCO2', 'PTH2R', 'ITPKA', 'PNPLA3', 'C1ORF229', 'ALOX12P2', 'SULT4A1', 'BCAN', 'HIST2H2BA', 'FBXL13', 'KCNG1', 'GUSBP5', 'FAM86B2', 'DOC2B', 'SLC17A7', 'PPM1N', 'PRR34', 'SIGLEC15', 'ZNF492', 'PTPRZ1', 'HTR1D', 'NNAT', 'FGF18', 'LRRIQ3', 'LCN12', 'HCN2', 'C10ORF82', 'ATP1A4', 'NAALAD2', 'KCNJ3', 'EGOT', 'ZNF660', 'RNF183', 'SLC7A4', 'GJB5', 'LRRC31', 'SYT8', 'LRRIQ1', 'SLC38A4', 'RAET1E', 'LTA', 'AURKAPS1', 'ADRA1B', 'TNFSF15', 'PCDHA7', 'TRPA1', 'FBXO24', 'SCGB3A1', 'MAL', 'CNGA1', 'LY6G6C', 'C4ORF47', 'RP1', 'GRM8', 'KLK11', 'ACSL6', 'RPL13AP3', 'PTGDR', 'TUBA3D', 'IQUB', 'LINC01119', 'CBLN4', 'NKPD1', 'LINC01341', 'SOX8', 'EYS', 'ECT2L', 'PAX2', 'FXYD1', 'PPP1R3G', 'RNF138P1', 'CCR8', 'CCIN', 'MYCBPAP', 'XPNPEP2', 'ETV2', 'TEKT3', 'STKLD1', 'SLC30A8', 'C19ORF18', 'UGT8', 'SLC28A3', 'JPH4', 'UBE2Q2P1', 'METTL7B', 'SLC25A18', 'HEPACAM2', 'CASQ1', 'PLP1', 'TEX14', 'IDI2.AS1', 'S100A3', 'GLIS1', 'SGK2', 'ZNF843', 'LRIT3', 'CCDC36', 'NR1I3', 'LINC00482', 'ALOXE3', 'CACNG1', 'WNT2B', 'MS4A15', 'PBX4', 'ZIC2', 'ST6GALNAC1', 'GTSE1.AS1', 'ADAMTS8', 'PYGO1', 'LGALS2', 'TMEM92', 'FUT9', 'FCRL6', 'CCDC151', 'C9ORF43', 'PITX2', 'BCHE', 'PNCK', 'TNNI3K', 'AOC2', 'GJB1', 'DQX1', 'CKMT2', 'LPAR3', 'FAM189A1', 'ABCA17P', 'CACNA1G', 'C2ORF50', 'C1ORF101', 'NLRP12', 'ADCYAP1', 'ENPP6', 'SLC6A20', 'IYD', 'ZNF835', 'OTOA', 'CA3', 'SPIB', 'CLDN9', 'FAM95B1', 'FAM90A1', 'RYR2', 'C2CD4A', 'C1ORF95', 'PCDH9', 'LINC01550', 'CLEC3A', 'SVOPL', 'CCDC158', 'SCN2B', 'VSIG1', 'CLECL1', 'PCSK1N', 'IL20RB', 'ARC', 'CCDC65', 'TAS1R3', 'GSDMC', 'TTC16', 'AURKC', 'ZCCHC18', 'ULBP3', 'DDX11L2', 'DUOXA1', 'B3GALT5.AS1', 'ALDH8A1', 'KNDC1', 'COLCA2', 'GSTM1', 'PCYT1B', 'BPIFB2', 'MYOZ1', 'PDE1C', 'CRYGS', 'PPP1R36', 'TARP', 'KLHL4', 'LOC148709', 'LUZP2', 'LOC441455', 'JPH3', 'CPEB1', 'IL22RA1', 'HOXD3', 'FAM57B', 'LOC90768', 'CAMP', 'OR7E91P', 'FLJ37201', 'RIMS1', 'IL12RB2', 'RELN', 'LBX2', 'FUT7', 'SCARA5', 'PLA2G5', 'KCNE1', 'IGSF5', 'TUBB8', 'HIST1H2BN', 'GPR18', 'ZBED3.AS1', 'SLC22A18AS', 'HOXB13', 'CD177', 'ZC3H12D', 'MNX1', 'ASTN1', 'CIDEA', 'TCHH', 'ONECUT2', 'C10ORF128', 'GAL', 'SP5', 'WDR72', 'CHRNA6', 'KCNE2', 'IRX4', 'FAM135B', 'BTBD8', 'SLC16A10', 'RSPH4A', 'SCN7A', 'ALB', 'HOXB8', 'SCART1', 'LINC01124', 'CCDC183', 'MGC16142', 'CCDC7', 'DCSTAMP', 'CELF5', 'GRIN2C', 'MGAT5B', 'GBP1P1', 'CXXC4', 'YPEL4', 'GPR3', 'CXCR5', 'HOXA11', 'SLC30A2', 'OBP2B', 'SLC35F1', 'ATP13A5', 'NIPAL1', 'PYDC1', 'SKIDA1', 'CCDC153', 'RPGRIP1', 'SRL', 'STRC', 'WT1', 'TNFRSF9', 'LRP1B', 'PCSK9', 'PCAT18', 'FOXJ1', 'SLC18A2', 'PPP4R4', 'NOXO1', 'PCK1', 'INSM1', 'CNNM1', 'GPR174', 'MARCO', 'SLC25A53', 'C17ORF104', 'FOXD4', 'DMRT3', 'GPX2', 'INHA', 'COL23A1', 'NOS2', 'ADH1C', 'FOXD1', 'PKNOX2', 'KLHL14', 'BTLA', 'CRISP3', 'LBP', 'IL20', 'TNFRSF17', 'AVPR2', 'GLOD5', 'MYBPC1', 'PARP15', 'CXCL2', 'GPLD1', 'PFN1P2', 'CST9', 'GPR55', 'SLCO4C1', 'SLC23A1', 'STEAP1B', 'C2ORF40', 'BCL2L14', 'DHRS4L1', 'SCN3A', 'AMH', 'ULBP2', 'CXCR2P1', 'VAT1L', 'ZNF98', 'VSIG2', 'RNF212', 'VGLL1', 'HAP1', 'CYSLTR2', 'ZNF454', 'TPSG1', 'FAM218A', 'SYN2', 'EMILIN3', 'DBIL5P', 'ORM1', 'ZNF488', 'TMEM105', 'FAM178B', 'P2RX1', 'DKK1', 'DPY19L2P2', 'IL23A', 'SIGLEC17P', 'CRYM', 'PRKG2', 'CXCL1', 'AMBP', 'BRINP1', 'CTCFL', 'SUCNR1', 'DEPDC4', 'FABP7', 'SPDYE1', 'LRRC2', 'GPBAR1', 'XIRP1', 'LRGUK', 'ADAMTS18', 'VWDE', 'FUT6', 'RERGL', 'BDKRB1', 'TENM1', 'LINC00930', 'BMPER', 'HCG27', 'CLEC12A', 'RDM1', 'CYP4F8', 'CDR1', 'NUGGC', 'KIAA0319', 'CECR2', 'SORCS1', 'ABHD11.AS1', 'PCDHGA3', 'PKD1L1', 'FAM184B', 'ECEL1', 'CBLN2', 'WSCD2', 'SPESP1', 'SEC14L5', 'SSUH2', 'FSCN2', 'DMRT2', 'FAM162B', 'CCL17', 'ZNF732', 'HOXD4', 'PIANP', 'TMEM217', 'GRIA3', 'CTSG', 'GNB3', 'RSPO1', 'RGS6', 'COL2A1', 'SERPINA6', 'MT1A', 'ADAMTS19', 'IL1R2', 'RNF175', 'CHRNB2', 'ADAM32', 'FLJ12825', 'RASL10A', 'PFKFB1', 'POM121L9P', 'HECTD2.AS1', 'DIRC3', 'PRSS21', 'SMIM5', 'CYP46A1', 'LRRC16B', 'CAPN11', 'IGF2BP3', 'VIPR2', 'TRAT1', 'ZNF804A', 'TBX21', 'HIST1H2BE', 'GPR87', 'LOC100126784', 'CYSRT1', 'PART1', 'FOXC2', 'HOGA1', 'EMX1', 'CA9', 'ZSCAN1', 'HTR7', 'CEP83.AS1', 'SLC13A2', 'XKR9', 'WIPF3', 'ULBP1', 'SLC26A10', 'HS3ST3B1', 'OTUD7A', 'CITED1', 'ZBTB16', 'CYP26A1', 'TMEM40', 'TMSB15A', 'PVALB', 'ANKK1', 'WFDC3', 'MAPT.IT1', 'ROPN1L', 'MYO3B', 'GZMM', 'CDHR1', 'FIRRE', 'M1AP', 'MRAP2', 'INE2', 'RFX8', 'TTC23L', 'IGSF22', 'CRTAC1', 'RBM12B.AS1', 'SPAG17', 'MROH7', 'KCNT2', 'PYGM', 'PCDHA12', 'CFAP61', 'BTC', 'HEATR4', 'ADGRB1', 'SLC27A6', 'NPAS1', 'UGT2B11', 'GPR37L1', 'NRTN', 'NWD1', 'CLEC4E', 'LRRC4B', 'SRSF12', 'B3GAT1', 'CCBE1', 'OPCML', 'ADGRF1', 'MIA', 'LINC00173', 'TMEM59L', 'CIDEC', 'HPDL', 'NLRP7', 'RNF182', 'FRMPD1', 'SMC1B', 'KCNA6', 'KLK6', 'ABCC6P2', 'FASLG', 'IL11', 'LOC613037', 'LSAMP', 'GALNT13', 'TSPAN8', 'DHDH', 'GAS2', 'RFPL1S', 'SCN3B', 'C15ORF56', 'FAM83A', 'COL28A1', 'PSORS1C1', 'ANO5', 'SLC6A14', 'SLC16A11', 'PTCHD1', 'TMPRSS4', 'C9ORF47', 'ADGRG2', 'SLC24A5', 'TUSC5', 'CYP4F12', 'LOC100133669', 'RUFY4', 'LINC00908', 'KCNQ3', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'VENTX', 'NBPF4', 'MYOM2', 'FAM157A', 'EBF2', 'MAG', 'DSCAML1', 'PTPRN', 'PCDHA5', 'KLK7', 'CCNI2', 'CDKN2B.AS1', 'SYT6', 'DLX2', 'SFTPA2', 'ZBTB20', 'NKX3.2', 'DLX5', 'FAM19A2', 'PLAC1', 'BRE.AS1', 'CNTN2', 'OR2W3', 'SLC6A17', 'GHRLOS', 'PTPRR', 'ABCC2', 'RYR3', 'TFAP2E', 'CD160', 'ABCD2', 'CD1A', 'GRIA2', 'CCDC144A', 'DEFB1', 'RGS9', 'CACNA1I', 'GGT3P', 'DLK2', 'MYO16', 'PWAR5', 'CDKL2', 'DCX', 'SLC6A11', 'WDR17', 'MSMB', 'BTBD19', 'CHRFAM7A', 'MMP12', 'CABP4', 'CHRNA10', 'TCEAL2', 'UNC13A', 'FKBP1AP1', 'LY6H', 'AGBL4', 'SLC39A2', 'XCL2', 'TUBAL3', 'S100A7', 'SPAG8', 'PCBP3', 'MPL', 'KCNH3', 'LINC00202.1', 'ARL9', 'TM6SF2', 'ZNF727', 'GRID2IP', 'P2RY12', 'MAK', 'TCN1', 'HRCT1', 'SNORD116.4', 'ELOVL3', 'NOX5', 'SLC46A2', 'TCTEX1D1', 'GPM6A', 'CD70', 'SYCE3', 'SYCE2', 'PGLYRP2', 'TIGD4', 'GRIN2A', 'JAKMIP1', 'ARMC3', 'BAIAP2L2', 'RAB9B', 'CTAGE6', 'MKRN3', 'SOSTDC1', 'ASIC3', 'KLF3.AS1', 'LONRF3', 'AGAP7P', 'LRRC43', 'ACY3', 'THPO', 'BEX1', 'PRPH2', 'AKR1E2', 'SCN9A', 'SCN2A', 'KLK10', 'LOC400927', 'ACHE', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'VN1R1', 'HRC', 'TMEM145', 'C6ORF52', 'CD40LG', 'BEGAIN', 'GPR82', 'CHODL', 'CXADRP3', 'TTBK1', 'LOC285593', 'PAH', 'TTYH1', 'HIST1H2BH', 'ADGRL3', 'MLLT4.AS1', 'APOBEC3A', 'CHST9', 'GABRB3', 'SLC25A34', 'MAPK4', 'BRSK2', 'TRH', 'DNASE1L2', 'C8ORF46', 'ST8SIA2', 'CAMK4', 'DGCR5', 'EPYC', 'GBP6', 'GPR63', 'CAPSL', 'MUC15', 'ANKLE1', 'IL17D', 'SLC35F3', 'ROBO2', 'AIM1L', 'ASGR1', 'PCDHA1', 'HAMP', 'MYO15A', 'RMRP', 'FAM201A', 'TNFSF11', 'DUSP9', 'FAM159A', 'NMU', 'CHKB.AS1', 'RHCE', 'DCLK3', 'PTX3', 'NEK5', 'TDRD6', 'LYG1', 'MTUS2', 'RUNDC3A', 'ROPN1B', 'CYP2E1', 'LOC100132215', 'KCNK17', 'FOLR1', 'RRN3P1', 'UCKL1.AS1', 'LINC00961', 'C1QL3', 'PNMA6A', 'CYTL1', 'LINC00689', 'XCL1', 'HBA1', 'RRN3P2', 'THSD7B', 'ATP13A4', 'MT1L', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'LIN7A', 'IL1RL1', 'CCR10', 'KISS1R', 'TMEM150B', 'ZMAT4', 'IL24', 'KIF19', 'ARRDC3.AS1', 'GLI1', 'GPR173', 'DPEP1', 'TTLL9', 'WBP2NL', 'A2ML1', 'NIPAL4', 'PRRT4', 'RHBG', 'GPR135', 'KIAA1210', 'LOC90246', 'CNTNAP3', 'RRAD', 'CD300LB', 'PCDHB18P', 'CBLN1', 'B3GALT5', 'GNMT', 'FIGF', 'OXGR1', 'DPF3', 'IL18RAP', 'MAP7D2', 'SLC5A8', 'DPY19L2P4', 'MS4A8', 'CACNA2D3', 'HIST1H1D', 'LRRC24', 'AIM2', 'RAB39A', 'TRIM7', 'PCDH20', 'GABRB2', 'FOXN1', 'TIFAB', 'PHKG1', 'PON3', 'DNAH11', 'MASP2', 'KLK8', 'WFIKKN1', 'CD19', 'CRB2', 'GPR171', 'FREM2', 'DCST2', 'WNT10A', 'LINC00669', 'C19ORF45', 'CLCA2', 'ANK1', 'SLC26A3', 'KCNB1', 'SEPHS1P1', 'HIST1H2AG', 'LINC01465', 'UCA1', 'RASAL1', 'LINC00685', 'TYMSOS', 'NEURL3', 'RIC3', 'COLCA1', 'CD1E', 'HNRNPCL3', 'TTC41P', 'ANO2', 'MED12L', 'LOC646999', 'CST2', 'PCDHGC5', 'EYA1', 'NRXN1', 'RAB3B', 'MYEOV', 'FAM182B', 'IL6', 'SEC14L1P1', 'CLPSL1', 'STXBP6', 'MAPT.AS1', 'ARHGEF33', 'VSTM2A', 'LPAR4', 'CXCR2', 'KIF4B', 'MSLN', 'CR2', 'FNDC8', 'AJAP1', 'CLDN14', 'PATL2', 'TDRD9', 'ZNF676', 'CLEC4F', 'KCNRG', 'C9ORF117', 'FAM43B', 'HAPLN1', 'ABHD1', 'MAGEL2', 'NDP', 'VIT', 'TRABD2A', 'PDCD1', 'TSPAN32', 'MKX', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.45856423758787734
		RMSE:  0.28833360256132
		NRMSE:  0.17333782361719832
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5341468996847767
		RMSE:  0.29160473760802996
		NRMSE:  0.22560247695118987
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.4433159056208632e-15
		NRMSE:  8.676797835909532e-16
		MAPE:  4.623223269956469e-12
		Pearson Correlation:  0.12231459541870711
		Spearman Correlation:  0.13005072675836504
		Coefficient of Determination:  -0.8572435353074221
		RMSE:  0.32084518774874704
		NRMSE:  0.24822459905052535
		MAPE:  573.6512291512618

	Predictor:  ElasticNet
		Pearson Correlation:  0.6210245672260183
		Spearman Correlation:  0.590869778414534
		Coefficient of Determination:  0.30354533177833
		RMSE:  0.1992410880178142
		NRMSE:  0.11977798031634478
		MAPE:  562.2582926453649
		Pearson Correlation:  0.21783864381480267
		Spearman Correlation:  0.23837674373231885
		Coefficient of Determination:  0.03617590098196899
		RMSE:  0.23113195496636704
		NRMSE:  0.17881719608093014
		MAPE:  379.6734517681487

	Predictor:  RandomForests
		Pearson Correlation:  0.5277942424679339
		Spearman Correlation:  0.5142937801522268
		Coefficient of Determination:  0.1622647775151801
		RMSE:  0.21851732008126495
		NRMSE:  0.13136629358866972
		MAPE:  591.5616453011494
		Pearson Correlation:  0.2516893346210961
		Spearman Correlation:  0.274914642473905
		Coefficient of Determination:  0.05519645124047334
		RMSE:  0.22883995837516488
		NRMSE:  0.17704397349071987
		MAPE:  403.8771927547404

Protein:  ERBB2
x_train_column_count:  1002
x_train columns:  ['AMDHD1', 'DES', 'ALDH1L1', 'SOX15', 'POU5F1B', 'PCSK1', 'ALOX15', 'CATSPER3', 'C4ORF36', 'MST1L', 'PPP2R2B', 'CA14', 'NPTX1', 'TAT', 'TMEM200C', 'LEP', 'PCDHGA1', 'ACTA1', 'MPZ', 'ABCA10', 'MUC6', 'C10ORF55', 'FIBCD1', 'TUBA3E', 'GRIK4', 'GLDC', 'CYP4F35P', 'FDCSP', 'ANP32AP1', 'C1ORF228', 'LOC100272216', 'SLITRK5', 'ZSCAN23', 'MOGAT2', 'PTPRH', 'PDZD7', 'CLPSL2', 'SLC1A7', 'SLC26A4', 'PDE6G', 'LRFN2', 'FBLL1', 'IRX6', 'CACNA1F', 'LINC00922', 'CCL13', 'BMX', 'LOC399815', 'MAST1', 'XKRX', 'FOXP2', 'CFAP57', 'PCDHA2', 'KIAA0125', 'GIPR', 'C1ORF186', 'FOXF1', 'ALG1L', 'ASB14', 'LINC01139', 'KCNJ10', 'HHIPL2', 'JAKMIP2', 'ZNF280B', 'CADM2', 'TSSK4', 'NXNL2', 'CERS1', 'TMEM35', 'LRFN5', 'PDZRN4', 'BRINP2', 'HSD17B2', 'C2CD4B', 'DNAJC5B', 'RNASE2', 'ASAH2B', 'C10ORF95', 'DNAI1', 'WNK3', 'MAT1A', 'LGR5', 'PCDHAC1', 'FCGR3B', 'GDF6', 'GPR141', 'TMEM151B', 'LGALS12', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'KRT6A', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'HIST1H2AM', 'IL1RL2', 'ESYT3', 'PCP4L1', 'AOC1', 'NFE2', 'MYT1', 'TLL2', 'C19ORF26', 'DMC1', 'C1QL1', 'HMGCLL1', 'AQP5', 'KIAA1875', 'SLC24A2', 'ERICH3', 'SLC6A16', 'CD164L2', 'KIF1A', 'DGKI', 'PQLC2L', 'DYDC2', 'PRAME', 'HAND2.AS1', 'UMODL1', 'ATP8A2', 'IGDCC3', 'IQSEC3', 'TGM1', 'EPHA7', 'SPSB4', 'PKD1L2', 'LOC644172', 'UGT2B15', 'NPC1L1', 'CD300LG', 'GP1BA', 'AQP7', 'TEKT2', 'NBPF6', 'C2CD4C', 'MGAM', 'CNTF', 'PLA2G10', 'TMEM232', 'GPR27', 'KERA', 'MCHR1', 'PRSS12', 'PLEKHD1', 'FCRL3', 'LOC100130987', 'PTCHD4', 'CD244', 'SLC25A21', 'SLC6A4', 'DIO3', 'PNMT', 'L1TD1', 'IL10', 'PLCXD3', 'CST4', 'FCRLA', 'RGN', 'LINC00839', 'DCANP1', 'TBC1D3H', 'SPDYA', 'SNAP25', 'LINC00242', 'C6', 'STAP1', 'PCDHGB3', 'GFRA2', 'TPSD1', 'FLG', 'DNASE1L3', 'IGFL2', 'GPR158', 'GJB3', 'C1GALT1C1L', 'SFTPD', 'DLGAP1', 'GDF10', 'PROC', 'FAM186B', 'TM4SF19', 'NR6A1', 'ZBED2', 'BCO2', 'PTH2R', 'ITPKA', 'PNPLA3', 'C1ORF229', 'ALOX12P2', 'SULT4A1', 'BCAN', 'HIST2H2BA', 'FBXL13', 'KCNG1', 'GUSBP5', 'FAM86B2', 'DOC2B', 'SLC17A7', 'PPM1N', 'PRR34', 'SIGLEC15', 'ZNF492', 'PTPRZ1', 'HTR1D', 'NNAT', 'FGF18', 'LRRIQ3', 'LCN12', 'HCN2', 'C10ORF82', 'ATP1A4', 'NAALAD2', 'KCNJ3', 'EGOT', 'ZNF660', 'RNF183', 'SLC7A4', 'GJB5', 'LRRC31', 'SYT8', 'LRRIQ1', 'SLC38A4', 'RAET1E', 'LTA', 'AURKAPS1', 'ADRA1B', 'TNFSF15', 'PCDHA7', 'TRPA1', 'FBXO24', 'SCGB3A1', 'MAL', 'CNGA1', 'LY6G6C', 'C4ORF47', 'RP1', 'GRM8', 'KLK11', 'ACSL6', 'RPL13AP3', 'PTGDR', 'TUBA3D', 'IQUB', 'LINC01119', 'CBLN4', 'NKPD1', 'LINC01341', 'SOX8', 'EYS', 'ECT2L', 'PAX2', 'FXYD1', 'PPP1R3G', 'RNF138P1', 'CCR8', 'CCIN', 'MYCBPAP', 'XPNPEP2', 'ETV2', 'TEKT3', 'STKLD1', 'SLC30A8', 'C19ORF18', 'UGT8', 'SLC28A3', 'JPH4', 'UBE2Q2P1', 'METTL7B', 'SLC25A18', 'HEPACAM2', 'CASQ1', 'PLP1', 'TEX14', 'IDI2.AS1', 'S100A3', 'GLIS1', 'SGK2', 'ZNF843', 'LRIT3', 'CCDC36', 'NR1I3', 'LINC00482', 'ALOXE3', 'CACNG1', 'WNT2B', 'MS4A15', 'PBX4', 'ZIC2', 'ST6GALNAC1', 'GTSE1.AS1', 'ADAMTS8', 'PYGO1', 'LGALS2', 'TMEM92', 'FUT9', 'FCRL6', 'CCDC151', 'C9ORF43', 'PITX2', 'BCHE', 'PNCK', 'TNNI3K', 'AOC2', 'GJB1', 'DQX1', 'CKMT2', 'LPAR3', 'FAM189A1', 'ABCA17P', 'CACNA1G', 'C2ORF50', 'C1ORF101', 'NLRP12', 'ADCYAP1', 'ENPP6', 'SLC6A20', 'IYD', 'ZNF835', 'OTOA', 'CA3', 'SPIB', 'CLDN9', 'FAM95B1', 'FAM90A1', 'RYR2', 'C2CD4A', 'C1ORF95', 'PCDH9', 'LINC01550', 'CLEC3A', 'SVOPL', 'CCDC158', 'SCN2B', 'VSIG1', 'CLECL1', 'PCSK1N', 'IL20RB', 'ARC', 'CCDC65', 'TAS1R3', 'GSDMC', 'TTC16', 'AURKC', 'ZCCHC18', 'ULBP3', 'DDX11L2', 'DUOXA1', 'B3GALT5.AS1', 'ALDH8A1', 'KNDC1', 'COLCA2', 'GSTM1', 'PCYT1B', 'BPIFB2', 'MYOZ1', 'PDE1C', 'CRYGS', 'PPP1R36', 'TARP', 'KLHL4', 'LOC148709', 'LUZP2', 'LOC441455', 'JPH3', 'CPEB1', 'IL22RA1', 'HOXD3', 'FAM57B', 'LOC90768', 'CAMP', 'OR7E91P', 'FLJ37201', 'RIMS1', 'IL12RB2', 'RELN', 'LBX2', 'FUT7', 'SCARA5', 'PLA2G5', 'KCNE1', 'IGSF5', 'TUBB8', 'HIST1H2BN', 'GPR18', 'ZBED3.AS1', 'SLC22A18AS', 'HOXB13', 'CD177', 'ZC3H12D', 'MNX1', 'ASTN1', 'CIDEA', 'TCHH', 'ONECUT2', 'C10ORF128', 'GAL', 'SP5', 'WDR72', 'CHRNA6', 'KCNE2', 'IRX4', 'FAM135B', 'BTBD8', 'SLC16A10', 'RSPH4A', 'SCN7A', 'ALB', 'HOXB8', 'SCART1', 'LINC01124', 'CCDC183', 'MGC16142', 'CCDC7', 'DCSTAMP', 'CELF5', 'GRIN2C', 'MGAT5B', 'GBP1P1', 'CXXC4', 'YPEL4', 'GPR3', 'CXCR5', 'HOXA11', 'SLC30A2', 'OBP2B', 'SLC35F1', 'ATP13A5', 'NIPAL1', 'PYDC1', 'SKIDA1', 'CCDC153', 'RPGRIP1', 'SRL', 'STRC', 'WT1', 'TNFRSF9', 'LRP1B', 'PCSK9', 'PCAT18', 'FOXJ1', 'SLC18A2', 'PPP4R4', 'NOXO1', 'PCK1', 'INSM1', 'CNNM1', 'GPR174', 'MARCO', 'SLC25A53', 'C17ORF104', 'FOXD4', 'DMRT3', 'GPX2', 'INHA', 'COL23A1', 'NOS2', 'ADH1C', 'FOXD1', 'PKNOX2', 'KLHL14', 'BTLA', 'CRISP3', 'LBP', 'IL20', 'TNFRSF17', 'AVPR2', 'GLOD5', 'MYBPC1', 'PARP15', 'CXCL2', 'GPLD1', 'PFN1P2', 'CST9', 'GPR55', 'SLCO4C1', 'SLC23A1', 'STEAP1B', 'C2ORF40', 'BCL2L14', 'DHRS4L1', 'SCN3A', 'AMH', 'ULBP2', 'CXCR2P1', 'VAT1L', 'ZNF98', 'VSIG2', 'RNF212', 'VGLL1', 'HAP1', 'CYSLTR2', 'ZNF454', 'TPSG1', 'FAM218A', 'SYN2', 'EMILIN3', 'DBIL5P', 'ORM1', 'ZNF488', 'TMEM105', 'FAM178B', 'P2RX1', 'DKK1', 'DPY19L2P2', 'IL23A', 'SIGLEC17P', 'CRYM', 'PRKG2', 'CXCL1', 'AMBP', 'BRINP1', 'CTCFL', 'SUCNR1', 'DEPDC4', 'FABP7', 'SPDYE1', 'LRRC2', 'GPBAR1', 'XIRP1', 'LRGUK', 'ADAMTS18', 'VWDE', 'FUT6', 'RERGL', 'BDKRB1', 'TENM1', 'LINC00930', 'BMPER', 'HCG27', 'CLEC12A', 'RDM1', 'CYP4F8', 'CDR1', 'NUGGC', 'KIAA0319', 'CECR2', 'SORCS1', 'ABHD11.AS1', 'PCDHGA3', 'PKD1L1', 'FAM184B', 'ECEL1', 'CBLN2', 'WSCD2', 'SPESP1', 'SEC14L5', 'SSUH2', 'FSCN2', 'DMRT2', 'FAM162B', 'CCL17', 'ZNF732', 'HOXD4', 'PIANP', 'TMEM217', 'GRIA3', 'CTSG', 'GNB3', 'RSPO1', 'RGS6', 'COL2A1', 'SERPINA6', 'MT1A', 'ADAMTS19', 'IL1R2', 'RNF175', 'CHRNB2', 'ADAM32', 'FLJ12825', 'RASL10A', 'PFKFB1', 'POM121L9P', 'HECTD2.AS1', 'DIRC3', 'PRSS21', 'SMIM5', 'CYP46A1', 'LRRC16B', 'CAPN11', 'IGF2BP3', 'VIPR2', 'TRAT1', 'ZNF804A', 'TBX21', 'HIST1H2BE', 'GPR87', 'LOC100126784', 'CYSRT1', 'PART1', 'FOXC2', 'HOGA1', 'EMX1', 'CA9', 'ZSCAN1', 'HTR7', 'CEP83.AS1', 'SLC13A2', 'XKR9', 'WIPF3', 'ULBP1', 'SLC26A10', 'HS3ST3B1', 'OTUD7A', 'CITED1', 'ZBTB16', 'CYP26A1', 'TMEM40', 'TMSB15A', 'PVALB', 'ANKK1', 'WFDC3', 'MAPT.IT1', 'ROPN1L', 'MYO3B', 'GZMM', 'CDHR1', 'FIRRE', 'M1AP', 'MRAP2', 'INE2', 'RFX8', 'TTC23L', 'IGSF22', 'CRTAC1', 'RBM12B.AS1', 'SPAG17', 'MROH7', 'KCNT2', 'PYGM', 'PCDHA12', 'CFAP61', 'BTC', 'HEATR4', 'ADGRB1', 'SLC27A6', 'NPAS1', 'UGT2B11', 'GPR37L1', 'NRTN', 'NWD1', 'CLEC4E', 'LRRC4B', 'SRSF12', 'B3GAT1', 'CCBE1', 'OPCML', 'ADGRF1', 'MIA', 'LINC00173', 'TMEM59L', 'CIDEC', 'HPDL', 'NLRP7', 'RNF182', 'FRMPD1', 'SMC1B', 'KCNA6', 'KLK6', 'ABCC6P2', 'FASLG', 'IL11', 'LOC613037', 'LSAMP', 'GALNT13', 'TSPAN8', 'DHDH', 'GAS2', 'RFPL1S', 'SCN3B', 'C15ORF56', 'FAM83A', 'COL28A1', 'PSORS1C1', 'ANO5', 'SLC6A14', 'SLC16A11', 'PTCHD1', 'TMPRSS4', 'C9ORF47', 'ADGRG2', 'SLC24A5', 'TUSC5', 'CYP4F12', 'LOC100133669', 'RUFY4', 'LINC00908', 'KCNQ3', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'VENTX', 'NBPF4', 'MYOM2', 'FAM157A', 'EBF2', 'MAG', 'DSCAML1', 'PTPRN', 'PCDHA5', 'KLK7', 'CCNI2', 'CDKN2B.AS1', 'SYT6', 'DLX2', 'SFTPA2', 'ZBTB20', 'NKX3.2', 'DLX5', 'FAM19A2', 'PLAC1', 'BRE.AS1', 'CNTN2', 'OR2W3', 'SLC6A17', 'GHRLOS', 'PTPRR', 'ABCC2', 'RYR3', 'TFAP2E', 'CD160', 'ABCD2', 'CD1A', 'GRIA2', 'CCDC144A', 'DEFB1', 'RGS9', 'CACNA1I', 'GGT3P', 'DLK2', 'MYO16', 'PWAR5', 'CDKL2', 'DCX', 'SLC6A11', 'WDR17', 'MSMB', 'BTBD19', 'CHRFAM7A', 'MMP12', 'CABP4', 'CHRNA10', 'TCEAL2', 'UNC13A', 'FKBP1AP1', 'LY6H', 'AGBL4', 'SLC39A2', 'XCL2', 'TUBAL3', 'S100A7', 'SPAG8', 'PCBP3', 'MPL', 'KCNH3', 'LINC00202.1', 'ARL9', 'TM6SF2', 'ZNF727', 'GRID2IP', 'P2RY12', 'MAK', 'TCN1', 'HRCT1', 'SNORD116.4', 'ELOVL3', 'NOX5', 'SLC46A2', 'TCTEX1D1', 'GPM6A', 'CD70', 'SYCE3', 'SYCE2', 'PGLYRP2', 'TIGD4', 'GRIN2A', 'JAKMIP1', 'ARMC3', 'BAIAP2L2', 'RAB9B', 'CTAGE6', 'MKRN3', 'SOSTDC1', 'ASIC3', 'KLF3.AS1', 'LONRF3', 'AGAP7P', 'LRRC43', 'ACY3', 'THPO', 'BEX1', 'PRPH2', 'AKR1E2', 'SCN9A', 'SCN2A', 'KLK10', 'LOC400927', 'ACHE', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'VN1R1', 'HRC', 'TMEM145', 'C6ORF52', 'CD40LG', 'BEGAIN', 'GPR82', 'CHODL', 'CXADRP3', 'TTBK1', 'LOC285593', 'PAH', 'TTYH1', 'HIST1H2BH', 'ADGRL3', 'MLLT4.AS1', 'APOBEC3A', 'CHST9', 'GABRB3', 'SLC25A34', 'MAPK4', 'BRSK2', 'TRH', 'DNASE1L2', 'C8ORF46', 'ST8SIA2', 'CAMK4', 'DGCR5', 'EPYC', 'GBP6', 'GPR63', 'CAPSL', 'MUC15', 'ANKLE1', 'IL17D', 'SLC35F3', 'ROBO2', 'AIM1L', 'ASGR1', 'PCDHA1', 'HAMP', 'MYO15A', 'RMRP', 'FAM201A', 'TNFSF11', 'DUSP9', 'FAM159A', 'NMU', 'CHKB.AS1', 'RHCE', 'DCLK3', 'PTX3', 'NEK5', 'TDRD6', 'LYG1', 'MTUS2', 'RUNDC3A', 'ROPN1B', 'CYP2E1', 'LOC100132215', 'KCNK17', 'FOLR1', 'RRN3P1', 'UCKL1.AS1', 'LINC00961', 'C1QL3', 'PNMA6A', 'CYTL1', 'LINC00689', 'XCL1', 'HBA1', 'RRN3P2', 'THSD7B', 'ATP13A4', 'MT1L', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'LIN7A', 'IL1RL1', 'CCR10', 'KISS1R', 'TMEM150B', 'ZMAT4', 'IL24', 'KIF19', 'ARRDC3.AS1', 'GLI1', 'GPR173', 'DPEP1', 'TTLL9', 'WBP2NL', 'A2ML1', 'NIPAL4', 'PRRT4', 'RHBG', 'GPR135', 'KIAA1210', 'LOC90246', 'CNTNAP3', 'RRAD', 'CD300LB', 'PCDHB18P', 'CBLN1', 'B3GALT5', 'GNMT', 'FIGF', 'OXGR1', 'DPF3', 'IL18RAP', 'MAP7D2', 'SLC5A8', 'DPY19L2P4', 'MS4A8', 'CACNA2D3', 'HIST1H1D', 'LRRC24', 'AIM2', 'RAB39A', 'TRIM7', 'PCDH20', 'GABRB2', 'FOXN1', 'TIFAB', 'PHKG1', 'PON3', 'DNAH11', 'MASP2', 'KLK8', 'WFIKKN1', 'CD19', 'CRB2', 'GPR171', 'FREM2', 'DCST2', 'WNT10A', 'LINC00669', 'C19ORF45', 'CLCA2', 'ANK1', 'SLC26A3', 'KCNB1', 'SEPHS1P1', 'HIST1H2AG', 'LINC01465', 'UCA1', 'RASAL1', 'LINC00685', 'TYMSOS', 'NEURL3', 'RIC3', 'COLCA1', 'CD1E', 'HNRNPCL3', 'TTC41P', 'ANO2', 'MED12L', 'LOC646999', 'CST2', 'PCDHGC5', 'EYA1', 'NRXN1', 'RAB3B', 'MYEOV', 'FAM182B', 'IL6', 'SEC14L1P1', 'CLPSL1', 'STXBP6', 'MAPT.AS1', 'ARHGEF33', 'VSTM2A', 'LPAR4', 'CXCR2', 'KIF4B', 'MSLN', 'CR2', 'FNDC8', 'AJAP1', 'CLDN14', 'PATL2', 'TDRD9', 'ZNF676', 'CLEC4F', 'KCNRG', 'C9ORF117', 'FAM43B', 'HAPLN1', 'ABHD1', 'MAGEL2', 'NDP', 'VIT', 'TRABD2A', 'PDCD1', 'TSPAN32', 'MKX', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10787728881134795
		RMSE:  1.034673205097243
		NRMSE:  0.18568153277771168
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04400358650048397
		RMSE:  1.0802115255265201
		NRMSE:  0.18403181176661842
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999418805934
		Coefficient of Determination:  1.0
		RMSE:  7.313787770510848e-15
		NRMSE:  1.3125258457927332e-15
		MAPE:  6.721530056674205e-12
		Pearson Correlation:  0.49061436456862884
		Spearman Correlation:  0.3100965759438104
		Coefficient of Determination:  -0.0555293417875915
		RMSE:  1.0861579033339563
		NRMSE:  0.18504487509309783
		MAPE:  2045.477560279399

	Predictor:  ElasticNet
		Pearson Correlation:  0.9384532111835291
		Spearman Correlation:  0.8742117579476222
		Coefficient of Determination:  0.8525722933864637
		RMSE:  0.37743913426725273
		NRMSE:  0.06773489120601058
		MAPE:  227.41140256643527
		Pearson Correlation:  0.565117804387636
		Spearman Correlation:  0.42040776509608824
		Coefficient of Determination:  0.29926920771808185
		RMSE:  0.8849799113748577
		NRMSE:  0.15077089312483732
		MAPE:  3667.0050805210903

	Predictor:  RandomForests
		Pearson Correlation:  0.6641053507513037
		Spearman Correlation:  0.6187817246000614
		Coefficient of Determination:  0.29739954335378405
		RMSE:  0.8239703542062576
		NRMSE:  0.14786898663141926
		MAPE:  378.272193504103
		Pearson Correlation:  0.5596329420069039
		Spearman Correlation:  0.4554189835138036
		Coefficient of Determination:  0.21785984539773184
		RMSE:  0.9349752245956924
		NRMSE:  0.1592884175674553
		MAPE:  1745.3394078060203

Protein:  ERBB3
x_train_column_count:  1002
x_train columns:  ['AMDHD1', 'DES', 'ALDH1L1', 'SOX15', 'POU5F1B', 'PCSK1', 'ALOX15', 'CATSPER3', 'C4ORF36', 'MST1L', 'PPP2R2B', 'CA14', 'NPTX1', 'TAT', 'TMEM200C', 'LEP', 'PCDHGA1', 'ACTA1', 'MPZ', 'ABCA10', 'MUC6', 'C10ORF55', 'FIBCD1', 'TUBA3E', 'GRIK4', 'GLDC', 'CYP4F35P', 'FDCSP', 'ANP32AP1', 'C1ORF228', 'LOC100272216', 'SLITRK5', 'ZSCAN23', 'MOGAT2', 'PTPRH', 'PDZD7', 'CLPSL2', 'SLC1A7', 'SLC26A4', 'PDE6G', 'LRFN2', 'FBLL1', 'IRX6', 'CACNA1F', 'LINC00922', 'CCL13', 'BMX', 'LOC399815', 'MAST1', 'XKRX', 'FOXP2', 'CFAP57', 'PCDHA2', 'KIAA0125', 'GIPR', 'C1ORF186', 'FOXF1', 'ALG1L', 'ASB14', 'LINC01139', 'KCNJ10', 'HHIPL2', 'JAKMIP2', 'ZNF280B', 'CADM2', 'TSSK4', 'NXNL2', 'CERS1', 'TMEM35', 'LRFN5', 'PDZRN4', 'BRINP2', 'HSD17B2', 'C2CD4B', 'DNAJC5B', 'RNASE2', 'ASAH2B', 'C10ORF95', 'DNAI1', 'WNK3', 'MAT1A', 'LGR5', 'PCDHAC1', 'FCGR3B', 'GDF6', 'GPR141', 'TMEM151B', 'LGALS12', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'KRT6A', 'HP', 'CYP11A1', 'TMEM253', 'MIR503HG', 'HIST1H2AM', 'IL1RL2', 'ESYT3', 'PCP4L1', 'AOC1', 'NFE2', 'MYT1', 'TLL2', 'C19ORF26', 'DMC1', 'C1QL1', 'HMGCLL1', 'AQP5', 'KIAA1875', 'SLC24A2', 'ERICH3', 'SLC6A16', 'CD164L2', 'KIF1A', 'DGKI', 'PQLC2L', 'DYDC2', 'PRAME', 'HAND2.AS1', 'UMODL1', 'ATP8A2', 'IGDCC3', 'IQSEC3', 'TGM1', 'EPHA7', 'SPSB4', 'PKD1L2', 'LOC644172', 'UGT2B15', 'NPC1L1', 'CD300LG', 'GP1BA', 'AQP7', 'TEKT2', 'NBPF6', 'C2CD4C', 'MGAM', 'CNTF', 'PLA2G10', 'TMEM232', 'GPR27', 'KERA', 'MCHR1', 'PRSS12', 'PLEKHD1', 'FCRL3', 'LOC100130987', 'PTCHD4', 'CD244', 'SLC25A21', 'SLC6A4', 'DIO3', 'PNMT', 'L1TD1', 'IL10', 'PLCXD3', 'CST4', 'FCRLA', 'RGN', 'LINC00839', 'DCANP1', 'TBC1D3H', 'SPDYA', 'SNAP25', 'LINC00242', 'C6', 'STAP1', 'PCDHGB3', 'GFRA2', 'TPSD1', 'FLG', 'DNASE1L3', 'IGFL2', 'GPR158', 'GJB3', 'C1GALT1C1L', 'SFTPD', 'DLGAP1', 'GDF10', 'PROC', 'FAM186B', 'TM4SF19', 'NR6A1', 'ZBED2', 'BCO2', 'PTH2R', 'ITPKA', 'PNPLA3', 'C1ORF229', 'ALOX12P2', 'SULT4A1', 'BCAN', 'HIST2H2BA', 'FBXL13', 'KCNG1', 'GUSBP5', 'FAM86B2', 'DOC2B', 'SLC17A7', 'PPM1N', 'PRR34', 'SIGLEC15', 'ZNF492', 'PTPRZ1', 'HTR1D', 'NNAT', 'FGF18', 'LRRIQ3', 'LCN12', 'HCN2', 'C10ORF82', 'ATP1A4', 'NAALAD2', 'KCNJ3', 'EGOT', 'ZNF660', 'RNF183', 'SLC7A4', 'GJB5', 'LRRC31', 'SYT8', 'LRRIQ1', 'SLC38A4', 'RAET1E', 'LTA', 'AURKAPS1', 'ADRA1B', 'TNFSF15', 'PCDHA7', 'TRPA1', 'FBXO24', 'SCGB3A1', 'MAL', 'CNGA1', 'LY6G6C', 'C4ORF47', 'RP1', 'GRM8', 'KLK11', 'ACSL6', 'RPL13AP3', 'PTGDR', 'TUBA3D', 'IQUB', 'LINC01119', 'CBLN4', 'NKPD1', 'LINC01341', 'SOX8', 'EYS', 'ECT2L', 'PAX2', 'FXYD1', 'PPP1R3G', 'RNF138P1', 'CCR8', 'CCIN', 'MYCBPAP', 'XPNPEP2', 'ETV2', 'TEKT3', 'STKLD1', 'SLC30A8', 'C19ORF18', 'UGT8', 'SLC28A3', 'JPH4', 'UBE2Q2P1', 'METTL7B', 'SLC25A18', 'HEPACAM2', 'CASQ1', 'PLP1', 'TEX14', 'IDI2.AS1', 'S100A3', 'GLIS1', 'SGK2', 'ZNF843', 'LRIT3', 'CCDC36', 'NR1I3', 'LINC00482', 'ALOXE3', 'CACNG1', 'WNT2B', 'MS4A15', 'PBX4', 'ZIC2', 'ST6GALNAC1', 'GTSE1.AS1', 'ADAMTS8', 'PYGO1', 'LGALS2', 'TMEM92', 'FUT9', 'FCRL6', 'CCDC151', 'C9ORF43', 'PITX2', 'BCHE', 'PNCK', 'TNNI3K', 'AOC2', 'GJB1', 'DQX1', 'CKMT2', 'LPAR3', 'FAM189A1', 'ABCA17P', 'CACNA1G', 'C2ORF50', 'C1ORF101', 'NLRP12', 'ADCYAP1', 'ENPP6', 'SLC6A20', 'IYD', 'ZNF835', 'OTOA', 'CA3', 'SPIB', 'CLDN9', 'FAM95B1', 'FAM90A1', 'RYR2', 'C2CD4A', 'C1ORF95', 'PCDH9', 'LINC01550', 'CLEC3A', 'SVOPL', 'CCDC158', 'SCN2B', 'VSIG1', 'CLECL1', 'PCSK1N', 'IL20RB', 'ARC', 'CCDC65', 'TAS1R3', 'GSDMC', 'TTC16', 'AURKC', 'ZCCHC18', 'ULBP3', 'DDX11L2', 'DUOXA1', 'B3GALT5.AS1', 'ALDH8A1', 'KNDC1', 'COLCA2', 'GSTM1', 'PCYT1B', 'BPIFB2', 'MYOZ1', 'PDE1C', 'CRYGS', 'PPP1R36', 'TARP', 'KLHL4', 'LOC148709', 'LUZP2', 'LOC441455', 'JPH3', 'CPEB1', 'IL22RA1', 'HOXD3', 'FAM57B', 'LOC90768', 'CAMP', 'OR7E91P', 'FLJ37201', 'RIMS1', 'IL12RB2', 'RELN', 'LBX2', 'FUT7', 'SCARA5', 'PLA2G5', 'KCNE1', 'IGSF5', 'TUBB8', 'HIST1H2BN', 'GPR18', 'ZBED3.AS1', 'SLC22A18AS', 'HOXB13', 'CD177', 'ZC3H12D', 'MNX1', 'ASTN1', 'CIDEA', 'TCHH', 'ONECUT2', 'C10ORF128', 'GAL', 'SP5', 'WDR72', 'CHRNA6', 'KCNE2', 'IRX4', 'FAM135B', 'BTBD8', 'SLC16A10', 'RSPH4A', 'SCN7A', 'ALB', 'HOXB8', 'SCART1', 'LINC01124', 'CCDC183', 'MGC16142', 'CCDC7', 'DCSTAMP', 'CELF5', 'GRIN2C', 'MGAT5B', 'GBP1P1', 'CXXC4', 'YPEL4', 'GPR3', 'CXCR5', 'HOXA11', 'SLC30A2', 'OBP2B', 'SLC35F1', 'ATP13A5', 'NIPAL1', 'PYDC1', 'SKIDA1', 'CCDC153', 'RPGRIP1', 'SRL', 'STRC', 'WT1', 'TNFRSF9', 'LRP1B', 'PCSK9', 'PCAT18', 'FOXJ1', 'SLC18A2', 'PPP4R4', 'NOXO1', 'PCK1', 'INSM1', 'CNNM1', 'GPR174', 'MARCO', 'SLC25A53', 'C17ORF104', 'FOXD4', 'DMRT3', 'GPX2', 'INHA', 'COL23A1', 'NOS2', 'ADH1C', 'FOXD1', 'PKNOX2', 'KLHL14', 'BTLA', 'CRISP3', 'LBP', 'IL20', 'TNFRSF17', 'AVPR2', 'GLOD5', 'MYBPC1', 'PARP15', 'CXCL2', 'GPLD1', 'PFN1P2', 'CST9', 'GPR55', 'SLCO4C1', 'SLC23A1', 'STEAP1B', 'C2ORF40', 'BCL2L14', 'DHRS4L1', 'SCN3A', 'AMH', 'ULBP2', 'CXCR2P1', 'VAT1L', 'ZNF98', 'VSIG2', 'RNF212', 'VGLL1', 'HAP1', 'CYSLTR2', 'ZNF454', 'TPSG1', 'FAM218A', 'SYN2', 'EMILIN3', 'DBIL5P', 'ORM1', 'ZNF488', 'TMEM105', 'FAM178B', 'P2RX1', 'DKK1', 'DPY19L2P2', 'IL23A', 'SIGLEC17P', 'CRYM', 'PRKG2', 'CXCL1', 'AMBP', 'BRINP1', 'CTCFL', 'SUCNR1', 'DEPDC4', 'FABP7', 'SPDYE1', 'LRRC2', 'GPBAR1', 'XIRP1', 'LRGUK', 'ADAMTS18', 'VWDE', 'FUT6', 'RERGL', 'BDKRB1', 'TENM1', 'LINC00930', 'BMPER', 'HCG27', 'CLEC12A', 'RDM1', 'CYP4F8', 'CDR1', 'NUGGC', 'KIAA0319', 'CECR2', 'SORCS1', 'ABHD11.AS1', 'PCDHGA3', 'PKD1L1', 'FAM184B', 'ECEL1', 'CBLN2', 'WSCD2', 'SPESP1', 'SEC14L5', 'SSUH2', 'FSCN2', 'DMRT2', 'FAM162B', 'CCL17', 'ZNF732', 'HOXD4', 'PIANP', 'TMEM217', 'GRIA3', 'CTSG', 'GNB3', 'RSPO1', 'RGS6', 'COL2A1', 'SERPINA6', 'MT1A', 'ADAMTS19', 'IL1R2', 'RNF175', 'CHRNB2', 'ADAM32', 'FLJ12825', 'RASL10A', 'PFKFB1', 'POM121L9P', 'HECTD2.AS1', 'DIRC3', 'PRSS21', 'SMIM5', 'CYP46A1', 'LRRC16B', 'CAPN11', 'IGF2BP3', 'VIPR2', 'TRAT1', 'ZNF804A', 'TBX21', 'HIST1H2BE', 'GPR87', 'LOC100126784', 'CYSRT1', 'PART1', 'FOXC2', 'HOGA1', 'EMX1', 'CA9', 'ZSCAN1', 'HTR7', 'CEP83.AS1', 'SLC13A2', 'XKR9', 'WIPF3', 'ULBP1', 'SLC26A10', 'HS3ST3B1', 'OTUD7A', 'CITED1', 'ZBTB16', 'CYP26A1', 'TMEM40', 'TMSB15A', 'PVALB', 'ANKK1', 'WFDC3', 'MAPT.IT1', 'ROPN1L', 'MYO3B', 'GZMM', 'CDHR1', 'FIRRE', 'M1AP', 'MRAP2', 'INE2', 'RFX8', 'TTC23L', 'IGSF22', 'CRTAC1', 'RBM12B.AS1', 'SPAG17', 'MROH7', 'KCNT2', 'PYGM', 'PCDHA12', 'CFAP61', 'BTC', 'HEATR4', 'ADGRB1', 'SLC27A6', 'NPAS1', 'UGT2B11', 'GPR37L1', 'NRTN', 'NWD1', 'CLEC4E', 'LRRC4B', 'SRSF12', 'B3GAT1', 'CCBE1', 'OPCML', 'ADGRF1', 'MIA', 'LINC00173', 'TMEM59L', 'CIDEC', 'HPDL', 'NLRP7', 'RNF182', 'FRMPD1', 'SMC1B', 'KCNA6', 'KLK6', 'ABCC6P2', 'FASLG', 'IL11', 'LOC613037', 'LSAMP', 'GALNT13', 'TSPAN8', 'DHDH', 'GAS2', 'RFPL1S', 'SCN3B', 'C15ORF56', 'FAM83A', 'COL28A1', 'PSORS1C1', 'ANO5', 'SLC6A14', 'SLC16A11', 'PTCHD1', 'TMPRSS4', 'C9ORF47', 'ADGRG2', 'SLC24A5', 'TUSC5', 'CYP4F12', 'LOC100133669', 'RUFY4', 'LINC00908', 'KCNQ3', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'VENTX', 'NBPF4', 'MYOM2', 'FAM157A', 'EBF2', 'MAG', 'DSCAML1', 'PTPRN', 'PCDHA5', 'KLK7', 'CCNI2', 'CDKN2B.AS1', 'SYT6', 'DLX2', 'SFTPA2', 'ZBTB20', 'NKX3.2', 'DLX5', 'FAM19A2', 'PLAC1', 'BRE.AS1', 'CNTN2', 'OR2W3', 'SLC6A17', 'GHRLOS', 'PTPRR', 'ABCC2', 'RYR3', 'TFAP2E', 'CD160', 'ABCD2', 'CD1A', 'GRIA2', 'CCDC144A', 'DEFB1', 'RGS9', 'CACNA1I', 'GGT3P', 'DLK2', 'MYO16', 'PWAR5', 'CDKL2', 'DCX', 'SLC6A11', 'WDR17', 'MSMB', 'BTBD19', 'CHRFAM7A', 'MMP12', 'CABP4', 'CHRNA10', 'TCEAL2', 'UNC13A', 'FKBP1AP1', 'LY6H', 'AGBL4', 'SLC39A2', 'XCL2', 'TUBAL3', 'S100A7', 'SPAG8', 'PCBP3', 'MPL', 'KCNH3', 'LINC00202.1', 'ARL9', 'TM6SF2', 'ZNF727', 'GRID2IP', 'P2RY12', 'MAK', 'TCN1', 'HRCT1', 'SNORD116.4', 'ELOVL3', 'NOX5', 'SLC46A2', 'TCTEX1D1', 'GPM6A', 'CD70', 'SYCE3', 'SYCE2', 'PGLYRP2', 'TIGD4', 'GRIN2A', 'JAKMIP1', 'ARMC3', 'BAIAP2L2', 'RAB9B', 'CTAGE6', 'MKRN3', 'SOSTDC1', 'ASIC3', 'KLF3.AS1', 'LONRF3', 'AGAP7P', 'LRRC43', 'ACY3', 'THPO', 'BEX1', 'PRPH2', 'AKR1E2', 'SCN9A', 'SCN2A', 'KLK10', 'LOC400927', 'ACHE', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'VN1R1', 'HRC', 'TMEM145', 'C6ORF52', 'CD40LG', 'BEGAIN', 'GPR82', 'CHODL', 'CXADRP3', 'TTBK1', 'LOC285593', 'PAH', 'TTYH1', 'HIST1H2BH', 'ADGRL3', 'MLLT4.AS1', 'APOBEC3A', 'CHST9', 'GABRB3', 'SLC25A34', 'MAPK4', 'BRSK2', 'TRH', 'DNASE1L2', 'C8ORF46', 'ST8SIA2', 'CAMK4', 'DGCR5', 'EPYC', 'GBP6', 'GPR63', 'CAPSL', 'MUC15', 'ANKLE1', 'IL17D', 'SLC35F3', 'ROBO2', 'AIM1L', 'ASGR1', 'PCDHA1', 'HAMP', 'MYO15A', 'RMRP', 'FAM201A', 'TNFSF11', 'DUSP9', 'FAM159A', 'NMU', 'CHKB.AS1', 'RHCE', 'DCLK3', 'PTX3', 'NEK5', 'TDRD6', 'LYG1', 'MTUS2', 'RUNDC3A', 'ROPN1B', 'CYP2E1', 'LOC100132215', 'KCNK17', 'FOLR1', 'RRN3P1', 'UCKL1.AS1', 'LINC00961', 'C1QL3', 'PNMA6A', 'CYTL1', 'LINC00689', 'XCL1', 'HBA1', 'RRN3P2', 'THSD7B', 'ATP13A4', 'MT1L', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'LIN7A', 'IL1RL1', 'CCR10', 'KISS1R', 'TMEM150B', 'ZMAT4', 'IL24', 'KIF19', 'ARRDC3.AS1', 'GLI1', 'GPR173', 'DPEP1', 'TTLL9', 'WBP2NL', 'A2ML1', 'NIPAL4', 'PRRT4', 'RHBG', 'GPR135', 'KIAA1210', 'LOC90246', 'CNTNAP3', 'RRAD', 'CD300LB', 'PCDHB18P', 'CBLN1', 'B3GALT5', 'GNMT', 'FIGF', 'OXGR1', 'DPF3', 'IL18RAP', 'MAP7D2', 'SLC5A8', 'DPY19L2P4', 'MS4A8', 'CACNA2D3', 'HIST1H1D', 'LRRC24', 'AIM2', 'RAB39A', 'TRIM7', 'PCDH20', 'GABRB2', 'FOXN1', 'TIFAB', 'PHKG1', 'PON3', 'DNAH11', 'MASP2', 'KLK8', 'WFIKKN1', 'CD19', 'CRB2', 'GPR171', 'FREM2', 'DCST2', 'WNT10A', 'LINC00669', 'C19ORF45', 'CLCA2', 'ANK1', 'SLC26A3', 'KCNB1', 'SEPHS1P1', 'HIST1H2AG', 'LINC01465', 'UCA1', 'RASAL1', 'LINC00685', 'TYMSOS', 'NEURL3', 'RIC3', 'COLCA1', 'CD1E', 'HNRNPCL3', 'TTC41P', 'ANO2', 'MED12L', 'LOC646999', 'CST2', 'PCDHGC5', 'EYA1', 'NRXN1', 'RAB3B', 'MYEOV', 'FAM182B', 'IL6', 'SEC14L1P1', 'CLPSL1', 'STXBP6', 'MAPT.AS1', 'ARHGEF33', 'VSTM2A', 'LPAR4', 'CXCR2', 'KIF4B', 'MSLN', 'CR2', 'FNDC8', 'AJAP1', 'CLDN14', 'PATL2', 'TDRD9', 'ZNF676', 'CLEC4F', 'KCNRG', 'C9ORF117', 'FAM43B', 'HAPLN1', 'ABHD1', 'MAGEL2', 'NDP', 'VIT', 'TRABD2A', 'PDCD1', 'TSPAN32', 'MKX', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.22544319167926496
		RMSE:  0.49276112816642853
		NRMSE:  0.13298208544838536
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.18202543932109472
		RMSE:  0.5629306521688778
		NRMSE:  0.2077549194412726
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999997868954927
		Coefficient of Determination:  1.0
		RMSE:  2.0671993895508623e-15
		NRMSE:  5.578777832638943e-16
		MAPE:  1.5903965594557243e-12
		Pearson Correlation:  0.15240392116302096
		Spearman Correlation:  0.15551653497219786
		Coefficient of Determination:  -0.4460147885699248
		RMSE:  0.6226268607555849
		NRMSE:  0.22978637386305123
		MAPE:  471.84151320113125

	Predictor:  ElasticNet
		Pearson Correlation:  0.823584194059234
		Spearman Correlation:  0.8112868528202078
		Coefficient of Determination:  0.6058087143737927
		RMSE:  0.2794752535062575
		NRMSE:  0.07542234952819953
		MAPE:  152.48061392546347
		Pearson Correlation:  0.28411563620221003
		Spearman Correlation:  0.3119305433616233
		Coefficient of Determination:  0.059325518073123695
		RMSE:  0.502182028716193
		NRMSE:  0.1853350612883104
		MAPE:  338.67258393305286

	Predictor:  RandomForests
		Pearson Correlation:  0.5212212562226275
		Spearman Correlation:  0.5402687259745349
		Coefficient of Determination:  0.21805241702068157
		RMSE:  0.3936213712852318
		NRMSE:  0.10622711053799701
		MAPE:  197.6225686471181
		Pearson Correlation:  0.33281776167515964
		Spearman Correlation:  0.35555555555555557
		Coefficient of Determination:  0.10205232264980213
		RMSE:  0.4906445748046086
		NRMSE:  0.18107705402094362
		MAPE:  285.4010107330342


Fold:  3

Protein:  RB1
x_train_column_count:  1002
x_train columns:  ['DES', 'POU5F1B', 'SOX15', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'ALOX15', 'C4ORF36', 'MPZ', 'PPP2R2B', 'TMEM200C', 'ACTA1', 'LEP', 'ABCA10', 'CA14', 'MST1L', 'TAT', 'NPTX1', 'PCDHGA1', 'CATSPER3', 'MUC6', 'FIBCD1', 'C10ORF55', 'GRIK4', 'GLDC', 'CYP4F35P', 'TUBA3E', 'FDCSP', 'ANP32AP1', 'LOC100272216', 'C1ORF228', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'PDE6G', 'BMX', 'LRFN2', 'IRX6', 'FBLL1', 'CACNA1F', 'LINC00922', 'CCL13', 'MAST1', 'LOC399815', 'XKRX', 'CFAP57', 'KIAA0125', 'PCDHA2', 'FOXP2', 'FOXF1', 'C1ORF186', 'GIPR', 'ALG1L', 'ASB14', 'CADM2', 'NXNL2', 'HHIPL2', 'JAKMIP2', 'KCNJ10', 'ZNF280B', 'LINC01139', 'TSSK4', 'HSD17B2', 'DNAJC5B', 'BRINP2', 'CERS1', 'TMEM35', 'ASAH2B', 'LGR5', 'MAT1A', 'PDZRN4', 'RNASE2', 'LRFN5', 'C2CD4B', 'C10ORF95', 'DNAI1', 'WNK3', 'FCGR3B', 'PCDHAC1', 'TMEM151B', 'GPR141', 'LGALS12', 'GDF6', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'TMEM253', 'KRT6A', 'MIR503HG', 'HP', 'HIST1H2AM', 'CYP11A1', 'DMC1', 'IL1RL2', 'AOC1', 'PCP4L1', 'MYT1', 'ESYT3', 'TLL2', 'C19ORF26', 'NFE2', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'KIF1A', 'HMGCLL1', 'UMODL1', 'HAND2.AS1', 'DYDC2', 'PQLC2L', 'PRAME', 'DGKI', 'EPHA7', 'SPSB4', 'LOC644172', 'TGM1', 'IGDCC3', 'IQSEC3', 'ATP8A2', 'PKD1L2', 'GP1BA', 'C2CD4C', 'UGT2B15', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'TMEM232', 'GPR27', 'CNTF', 'PLA2G10', 'MGAM', 'NBPF6', 'SLC25A21', 'DIO3', 'PLEKHD1', 'MCHR1', 'PRSS12', 'KERA', 'SLC6A4', 'CD244', 'LOC100130987', 'FCRL3', 'PTCHD4', 'PNMT', 'LINC00242', 'L1TD1', 'STAP1', 'LINC00839', 'IL10', 'RGN', 'DCANP1', 'CST4', 'FCRLA', 'PLCXD3', 'TBC1D3H', 'SPDYA', 'C6', 'SNAP25', 'TPSD1', 'GFRA2', 'FLG', 'PCDHGB3', 'DLGAP1', 'GJB3', 'GPR158', 'IGFL2', 'SFTPD', 'C1GALT1C1L', 'DNASE1L3', 'ZBED2', 'PROC', 'GDF10', 'NR6A1', 'ITPKA', 'TM4SF19', 'FAM186B', 'BCO2', 'PTH2R', 'BCAN', 'PNPLA3', 'SLC17A7', 'KCNG1', 'C1ORF229', 'PPM1N', 'DOC2B', 'HIST2H2BA', 'ALOX12P2', 'FAM86B2', 'FBXL13', 'SULT4A1', 'GUSBP5', 'FGF18', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'HTR1D', 'KCNJ3', 'HCN2', 'LCN12', 'LRRC31', 'EGOT', 'LRRIQ3', 'C10ORF82', 'ZNF660', 'RNF183', 'GJB5', 'SLC7A4', 'ATP1A4', 'NAALAD2', 'ADRA1B', 'SYT8', 'RAET1E', 'LTA', 'LRRIQ1', 'PCDHA7', 'SLC38A4', 'AURKAPS1', 'TNFSF15', 'CNGA1', 'C4ORF47', 'MAL', 'LY6G6C', 'SCGB3A1', 'FBXO24', 'TRPA1', 'RPL13AP3', 'KLK11', 'ACSL6', 'GRM8', 'TUBA3D', 'PTGDR', 'RP1', 'LINC01119', 'IQUB', 'CBLN4', 'LINC01341', 'ECT2L', 'SOX8', 'PAX2', 'EYS', 'NKPD1', 'ETV2', 'FXYD1', 'RNF138P1', 'MYCBPAP', 'TEKT3', 'XPNPEP2', 'CCR8', 'PPP1R3G', 'CCIN', 'STKLD1', 'C19ORF18', 'SLC30A8', 'UGT8', 'SLC28A3', 'JPH4', 'PLP1', 'UBE2Q2P1', 'SLC25A18', 'METTL7B', 'HEPACAM2', 'TEX14', 'IDI2.AS1', 'CASQ1', 'LINC00482', 'S100A3', 'ALOXE3', 'GLIS1', 'SGK2', 'NR1I3', 'CCDC36', 'PBX4', 'ZNF843', 'LRIT3', 'WNT2B', 'CACNG1', 'MS4A15', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'LPAR3', 'AOC2', 'TNNI3K', 'BCHE', 'GJB1', 'C9ORF43', 'PITX2', 'FCRL6', 'CCDC151', 'PNCK', 'CKMT2', 'FAM189A1', 'DQX1', 'ABCA17P', 'CACNA1G', 'C1ORF101', 'ENPP6', 'NLRP12', 'C2ORF50', 'ADCYAP1', 'CLDN9', 'FAM90A1', 'SLC6A20', 'IYD', 'SPIB', 'FAM95B1', 'CA3', 'OTOA', 'ZNF835', 'PCDH9', 'C2CD4A', 'C1ORF95', 'RYR2', 'LINC01550', 'ZCCHC18', 'CLEC3A', 'VSIG1', 'AURKC', 'ULBP3', 'CLECL1', 'CCDC158', 'CCDC65', 'IL20RB', 'ARC', 'GSDMC', 'TAS1R3', 'DDX11L2', 'SCN2B', 'TTC16', 'PCSK1N', 'SVOPL', 'ALDH8A1', 'BPIFB2', 'CRYGS', 'MYOZ1', 'COLCA2', 'GSTM1', 'PDE1C', 'KNDC1', 'DUOXA1', 'B3GALT5.AS1', 'PCYT1B', 'IL22RA1', 'LOC148709', 'KLHL4', 'PPP1R36', 'HOXD3', 'TARP', 'FAM57B', 'OR7E91P', 'CAMP', 'LOC90768', 'LOC441455', 'JPH3', 'CPEB1', 'LUZP2', 'FLJ37201', 'IL12RB2', 'RELN', 'FUT7', 'LBX2', 'SCARA5', 'RIMS1', 'PLA2G5', 'GPR18', 'MNX1', 'ZBED3.AS1', 'HIST1H2BN', 'SLC22A18AS', 'HOXB13', 'KCNE1', 'CD177', 'TUBB8', 'ZC3H12D', 'IGSF5', 'ASTN1', 'CIDEA', 'TCHH', 'KCNE2', 'ONECUT2', 'IRX4', 'C10ORF128', 'GAL', 'WDR72', 'CHRNA6', 'SP5', 'BTBD8', 'FAM135B', 'SLC16A10', 'SCN7A', 'MGC16142', 'HOXB8', 'SCART1', 'LINC01124', 'RSPH4A', 'CCDC183', 'ALB', 'YPEL4', 'GBP1P1', 'CCDC7', 'DCSTAMP', 'GRIN2C', 'CELF5', 'MGAT5B', 'CXXC4', 'SLC35F1', 'GPR3', 'CXCR5', 'HOXA11', 'PYDC1', 'CCDC153', 'OBP2B', 'SLC30A2', 'ATP13A5', 'NIPAL1', 'SKIDA1', 'SRL', 'FOXJ1', 'PCSK9', 'LRP1B', 'RPGRIP1', 'WT1', 'TNFRSF9', 'PCAT18', 'STRC', 'SLC18A2', 'INSM1', 'NOXO1', 'CNNM1', 'GPR174', 'PCK1', 'MARCO', 'GPX2', 'FOXD4', 'SLC25A53', 'PPP4R4', 'DMRT3', 'C17ORF104', 'IL20', 'LBP', 'CRISP3', 'KLHL14', 'FOXD1', 'NOS2', 'PKNOX2', 'INHA', 'COL23A1', 'TNFRSF17', 'BTLA', 'AVPR2', 'ADH1C', 'GPLD1', 'PARP15', 'CXCL2', 'MYBPC1', 'GLOD5', 'CST9', 'GPR55', 'SLCO4C1', 'PFN1P2', 'BCL2L14', 'STEAP1B', 'C2ORF40', 'SLC23A1', 'ULBP2', 'VSIG2', 'SCN3A', 'AMH', 'VAT1L', 'CXCR2P1', 'ZNF98', 'DHRS4L1', 'CYSLTR2', 'ZNF454', 'RNF212', 'HAP1', 'TPSG1', 'VGLL1', 'FAM178B', 'FAM218A', 'P2RX1', 'ORM1', 'DBIL5P', 'TMEM105', 'DKK1', 'SYN2', 'EMILIN3', 'ZNF488', 'IL23A', 'SIGLEC17P', 'CRYM', 'AMBP', 'DPY19L2P2', 'PRKG2', 'CXCL1', 'SPDYE1', 'DEPDC4', 'SUCNR1', 'CTCFL', 'LRRC2', 'FABP7', 'GPBAR1', 'BRINP1', 'LRGUK', 'ADAMTS18', 'VWDE', 'BDKRB1', 'XIRP1', 'TENM1', 'FUT6', 'LINC00930', 'RERGL', 'BMPER', 'CYP4F8', 'KIAA0319', 'CDR1', 'NUGGC', 'RDM1', 'CECR2', 'CLEC12A', 'HCG27', 'ABHD11.AS1', 'FAM184B', 'PKD1L1', 'PCDHGA3', 'SORCS1', 'SEC14L5', 'WSCD2', 'SSUH2', 'CBLN2', 'ECEL1', 'SPESP1', 'FSCN2', 'CCL17', 'DMRT2', 'ZNF732', 'FAM162B', 'GRIA3', 'TMEM217', 'RSPO1', 'GNB3', 'CTSG', 'RGS6', 'HOXD4', 'PIANP', 'FLJ12825', 'COL2A1', 'CHRNB2', 'ADAM32', 'RNF175', 'IL1R2', 'ADAMTS19', 'SERPINA6', 'MT1A', 'RASL10A', 'DIRC3', 'PRSS21', 'HECTD2.AS1', 'PFKFB1', 'POM121L9P', 'CYP46A1', 'LRRC16B', 'SMIM5', 'CAPN11', 'FOXC2', 'ZNF804A', 'TBX21', 'TRAT1', 'PART1', 'HIST1H2BE', 'LOC100126784', 'VIPR2', 'CYSRT1', 'GPR87', 'IGF2BP3', 'XKR9', 'EMX1', 'SLC26A10', 'HOGA1', 'CA9', 'CEP83.AS1', 'HS3ST3B1', 'SLC13A2', 'HTR7', 'WIPF3', 'ULBP1', 'ZSCAN1', 'ZBTB16', 'OTUD7A', 'TMSB15A', 'TMEM40', 'CYP26A1', 'CITED1', 'ROPN1L', 'MAPT.IT1', 'ANKK1', 'WFDC3', 'GZMM', 'M1AP', 'PVALB', 'FIRRE', 'CDHR1', 'MYO3B', 'IGSF22', 'MRAP2', 'SPAG17', 'INE2', 'RBM12B.AS1', 'TTC23L', 'RFX8', 'CRTAC1', 'MROH7', 'PYGM', 'BTC', 'PCDHA12', 'CFAP61', 'KCNT2', 'HEATR4', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'CLEC4E', 'MIA', 'OPCML', 'ADGRF1', 'LRRC4B', 'NWD1', 'SRSF12', 'B3GAT1', 'CCBE1', 'CIDEC', 'HPDL', 'LINC00173', 'TMEM59L', 'IL11', 'LSAMP', 'RNF182', 'TSPAN8', 'GAS2', 'FASLG', 'KCNA6', 'LOC613037', 'KLK6', 'GALNT13', 'ABCC6P2', 'DHDH', 'NLRP7', 'SMC1B', 'FRMPD1', 'SCN3B', 'RFPL1S', 'C15ORF56', 'COL28A1', 'FAM83A', 'SLC16A11', 'PSORS1C1', 'PTCHD1', 'SLC24A5', 'TUSC5', 'C9ORF47', 'ADGRG2', 'ANO5', 'SLC6A14', 'TMPRSS4', 'RUFY4', 'INTS4P2', 'IGSF1', 'KCNQ3', 'PIK3C2G', 'LOC100133669', 'CYP4F12', 'LINC00908', 'NBPF4', 'MYOM2', 'EBF2', 'VENTX', 'FAM157A', 'DSCAML1', 'PCDHA5', 'PTPRN', 'MAG', 'PLAC1', 'DLX5', 'CCNI2', 'CDKN2B.AS1', 'DLX2', 'SYT6', 'CNTN2', 'FAM19A2', 'KLK7', 'ZBTB20', 'NKX3.2', 'SFTPA2', 'BRE.AS1', 'SLC6A17', 'OR2W3', 'PTPRR', 'RYR3', 'GHRLOS', 'ABCC2', 'TFAP2E', 'ABCD2', 'CD160', 'CD1A', 'GRIA2', 'RGS9', 'CCDC144A', 'DEFB1', 'CDKL2', 'DCX', 'DLK2', 'CACNA1I', 'PWAR5', 'GGT3P', 'MYO16', 'SLC6A11', 'WDR17', 'MSMB', 'CHRFAM7A', 'BTBD19', 'MMP12', 'CABP4', 'TCEAL2', 'CHRNA10', 'UNC13A', 'FKBP1AP1', 'AGBL4', 'SLC39A2', 'LY6H', 'XCL2', 'SPAG8', 'TUBAL3', 'S100A7', 'P2RY12', 'PCBP3', 'SNORD116.4', 'KCNH3', 'LINC00202.1', 'ZNF727', 'ARL9', 'TM6SF2', 'MAK', 'GRID2IP', 'MPL', 'HRCT1', 'TCN1', 'ELOVL3', 'SLC46A2', 'SYCE3', 'CD70', 'TCTEX1D1', 'NOX5', 'GPM6A', 'GRIN2A', 'PGLYRP2', 'TIGD4', 'SYCE2', 'ARMC3', 'JAKMIP1', 'RAB9B', 'MKRN3', 'CTAGE6', 'BAIAP2L2', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'LONRF3', 'AGAP7P', 'ACY3', 'LRRC43', 'THPO', 'BEX1', 'LOC400927', 'KLK10', 'SCN9A', 'ACHE', 'AKR1E2', 'SCN2A', 'PRPH2', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'VN1R1', 'TMEM145', 'C6ORF52', 'CD40LG', 'BEGAIN', 'HRC', 'GPR82', 'PAH', 'LOC285593', 'CHODL', 'TTBK1', 'CXADRP3', 'MLLT4.AS1', 'TTYH1', 'CHST9', 'ADGRL3', 'APOBEC3A', 'GABRB3', 'SLC25A34', 'HIST1H2BH', 'TRH', 'BRSK2', 'MAPK4', 'C8ORF46', 'DNASE1L2', 'ST8SIA2', 'DGCR5', 'CAMK4', 'EPYC', 'MUC15', 'GBP6', 'GPR63', 'ANKLE1', 'CAPSL', 'IL17D', 'ROBO2', 'SLC35F3', 'AIM1L', 'ASGR1', 'HAMP', 'TNFSF11', 'RMRP', 'FAM201A', 'PCDHA1', 'MYO15A', 'FAM159A', 'CHKB.AS1', 'DUSP9', 'NMU', 'PTX3', 'DCLK3', 'NEK5', 'RHCE', 'TDRD6', 'LYG1', 'MTUS2', 'KCNK17', 'LOC100132215', 'RUNDC3A', 'UCKL1.AS1', 'C1QL3', 'CYTL1', 'LINC00961', 'CYP2E1', 'RRN3P1', 'FOLR1', 'PNMA6A', 'ROPN1B', 'SIGLEC6', 'LINC00689', 'XCL1', 'HBA1', 'RRN3P2', 'ADRA2B', 'THSD7B', 'SLC2A14', 'ATP13A4', 'MT1L', 'DPEP1', 'KISS1R', 'KIF19', 'TMEM150B', 'IL1RL1', 'ZMAT4', 'CCR10', 'IL24', 'ARRDC3.AS1', 'GLI1', 'GPR173', 'LIN7A', 'TTLL9', 'WBP2NL', 'RHBG', 'A2ML1', 'PRRT4', 'KIAA1210', 'NIPAL4', 'GPR135', 'LOC90246', 'GNMT', 'CD300LB', 'CNTNAP3', 'IL18RAP', 'FIGF', 'OXGR1', 'CBLN1', 'B3GALT5', 'PCDHB18P', 'RRAD', 'MAP7D2', 'DPF3', 'DPY19L2P4', 'MS4A8', 'CACNA2D3', 'HIST1H1D', 'SLC5A8', 'RAB39A', 'TRIM7', 'LRRC24', 'AIM2', 'PON3', 'PCDH20', 'GABRB2', 'MASP2', 'TIFAB', 'PHKG1', 'DNAH11', 'KLK8', 'FOXN1', 'WFIKKN1', 'CD19', 'CLCA2', 'DCST2', 'ANK1', 'LINC00669', 'WNT10A', 'GPR171', 'FREM2', 'KCNB1', 'CRB2', 'C19ORF45', 'SLC26A3', 'UCA1', 'LINC01465', 'SEPHS1P1', 'HIST1H2AG', 'RASAL1', 'LINC00685', 'TYMSOS', 'RIC3', 'ANO2', 'CD1E', 'TTC41P', 'COLCA1', 'NEURL3', 'LOC646999', 'CST2', 'MED12L', 'HNRNPCL3', 'PCDHGC5', 'NRXN1', 'RAB3B', 'STXBP6', 'FAM182B', 'MYEOV', 'SEC14L1P1', 'IL6', 'MAPT.AS1', 'EYA1', 'ARHGEF33', 'CLPSL1', 'CR2', 'KIF4B', 'FNDC8', 'CXCR2', 'PATL2', 'AJAP1', 'ZNF676', 'VSTM2A', 'CLDN14', 'KCNRG', 'TDRD9', 'CLEC4F', 'LPAR4', 'MSLN', 'C9ORF117', 'MAGEL2', 'FAM43B', 'HAPLN1', 'NDP', 'VIT', 'PDCD1', 'DMRTC1B', 'TRABD2A', 'ABHD1', 'MKX', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01272330861584492
		RMSE:  0.2421068018038906
		NRMSE:  0.08854110656959135
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028050639565306845
		RMSE:  0.22197574606877257
		NRMSE:  0.15575715092466183
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.0870211853964525e-15
		NRMSE:  3.9753554176289223e-16
		MAPE:  4.696898368197408e-12
		Pearson Correlation:  -0.08523953590358274
		Spearman Correlation:  -0.11010860484544698
		Coefficient of Determination:  -1.784998203796583
		RMSE:  0.36992162897428305
		NRMSE:  0.25956862411712744
		MAPE:  1173.4966617423688

	Predictor:  ElasticNet
		Pearson Correlation:  0.6184668734060362
		Spearman Correlation:  0.5680803767091843
		Coefficient of Determination:  0.2854023743019124
		RMSE:  0.2033725679238467
		NRMSE:  0.07437557340690708
		MAPE:  290.7946894488107
		Pearson Correlation:  0.1832406023615983
		Spearman Correlation:  0.16505193331587678
		Coefficient of Determination:  0.008978490203901401
		RMSE:  0.22066771886668904
		NRMSE:  0.15483932727078675
		MAPE:  239.70841235510812

	Predictor:  RandomForests
		Pearson Correlation:  0.5047153272631077
		Spearman Correlation:  0.5025086704476244
		Coefficient of Determination:  0.15234293713441505
		RMSE:  0.22149895438754316
		NRMSE:  0.08100459127689554
		MAPE:  235.78927943016845
		Pearson Correlation:  0.22079770368625778
		Spearman Correlation:  0.16275764036958068
		Coefficient of Determination:  0.02621145151929627
		RMSE:  0.2187406995401978
		NRMSE:  0.1534871658505114
		MAPE:  226.33215784686215

Protein:  CDH1
x_train_column_count:  1002
x_train columns:  ['DES', 'POU5F1B', 'SOX15', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'ALOX15', 'C4ORF36', 'MPZ', 'PPP2R2B', 'TMEM200C', 'ACTA1', 'LEP', 'ABCA10', 'CA14', 'MST1L', 'TAT', 'NPTX1', 'PCDHGA1', 'CATSPER3', 'MUC6', 'FIBCD1', 'C10ORF55', 'GRIK4', 'GLDC', 'CYP4F35P', 'TUBA3E', 'FDCSP', 'ANP32AP1', 'LOC100272216', 'C1ORF228', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'PDE6G', 'BMX', 'LRFN2', 'IRX6', 'FBLL1', 'CACNA1F', 'LINC00922', 'CCL13', 'MAST1', 'LOC399815', 'XKRX', 'CFAP57', 'KIAA0125', 'PCDHA2', 'FOXP2', 'FOXF1', 'C1ORF186', 'GIPR', 'ALG1L', 'ASB14', 'CADM2', 'NXNL2', 'HHIPL2', 'JAKMIP2', 'KCNJ10', 'ZNF280B', 'LINC01139', 'TSSK4', 'HSD17B2', 'DNAJC5B', 'BRINP2', 'CERS1', 'TMEM35', 'ASAH2B', 'LGR5', 'MAT1A', 'PDZRN4', 'RNASE2', 'LRFN5', 'C2CD4B', 'C10ORF95', 'DNAI1', 'WNK3', 'FCGR3B', 'PCDHAC1', 'TMEM151B', 'GPR141', 'LGALS12', 'GDF6', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'TMEM253', 'KRT6A', 'MIR503HG', 'HP', 'HIST1H2AM', 'CYP11A1', 'DMC1', 'IL1RL2', 'AOC1', 'PCP4L1', 'MYT1', 'ESYT3', 'TLL2', 'C19ORF26', 'NFE2', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'KIF1A', 'HMGCLL1', 'UMODL1', 'HAND2.AS1', 'DYDC2', 'PQLC2L', 'PRAME', 'DGKI', 'EPHA7', 'SPSB4', 'LOC644172', 'TGM1', 'IGDCC3', 'IQSEC3', 'ATP8A2', 'PKD1L2', 'GP1BA', 'C2CD4C', 'UGT2B15', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'TMEM232', 'GPR27', 'CNTF', 'PLA2G10', 'MGAM', 'NBPF6', 'SLC25A21', 'DIO3', 'PLEKHD1', 'MCHR1', 'PRSS12', 'KERA', 'SLC6A4', 'CD244', 'LOC100130987', 'FCRL3', 'PTCHD4', 'PNMT', 'LINC00242', 'L1TD1', 'STAP1', 'LINC00839', 'IL10', 'RGN', 'DCANP1', 'CST4', 'FCRLA', 'PLCXD3', 'TBC1D3H', 'SPDYA', 'C6', 'SNAP25', 'TPSD1', 'GFRA2', 'FLG', 'PCDHGB3', 'DLGAP1', 'GJB3', 'GPR158', 'IGFL2', 'SFTPD', 'C1GALT1C1L', 'DNASE1L3', 'ZBED2', 'PROC', 'GDF10', 'NR6A1', 'ITPKA', 'TM4SF19', 'FAM186B', 'BCO2', 'PTH2R', 'BCAN', 'PNPLA3', 'SLC17A7', 'KCNG1', 'C1ORF229', 'PPM1N', 'DOC2B', 'HIST2H2BA', 'ALOX12P2', 'FAM86B2', 'FBXL13', 'SULT4A1', 'GUSBP5', 'FGF18', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'HTR1D', 'KCNJ3', 'HCN2', 'LCN12', 'LRRC31', 'EGOT', 'LRRIQ3', 'C10ORF82', 'ZNF660', 'RNF183', 'GJB5', 'SLC7A4', 'ATP1A4', 'NAALAD2', 'ADRA1B', 'SYT8', 'RAET1E', 'LTA', 'LRRIQ1', 'PCDHA7', 'SLC38A4', 'AURKAPS1', 'TNFSF15', 'CNGA1', 'C4ORF47', 'MAL', 'LY6G6C', 'SCGB3A1', 'FBXO24', 'TRPA1', 'RPL13AP3', 'KLK11', 'ACSL6', 'GRM8', 'TUBA3D', 'PTGDR', 'RP1', 'LINC01119', 'IQUB', 'CBLN4', 'LINC01341', 'ECT2L', 'SOX8', 'PAX2', 'EYS', 'NKPD1', 'ETV2', 'FXYD1', 'RNF138P1', 'MYCBPAP', 'TEKT3', 'XPNPEP2', 'CCR8', 'PPP1R3G', 'CCIN', 'STKLD1', 'C19ORF18', 'SLC30A8', 'UGT8', 'SLC28A3', 'JPH4', 'PLP1', 'UBE2Q2P1', 'SLC25A18', 'METTL7B', 'HEPACAM2', 'TEX14', 'IDI2.AS1', 'CASQ1', 'LINC00482', 'S100A3', 'ALOXE3', 'GLIS1', 'SGK2', 'NR1I3', 'CCDC36', 'PBX4', 'ZNF843', 'LRIT3', 'WNT2B', 'CACNG1', 'MS4A15', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'LPAR3', 'AOC2', 'TNNI3K', 'BCHE', 'GJB1', 'C9ORF43', 'PITX2', 'FCRL6', 'CCDC151', 'PNCK', 'CKMT2', 'FAM189A1', 'DQX1', 'ABCA17P', 'CACNA1G', 'C1ORF101', 'ENPP6', 'NLRP12', 'C2ORF50', 'ADCYAP1', 'CLDN9', 'FAM90A1', 'SLC6A20', 'IYD', 'SPIB', 'FAM95B1', 'CA3', 'OTOA', 'ZNF835', 'PCDH9', 'C2CD4A', 'C1ORF95', 'RYR2', 'LINC01550', 'ZCCHC18', 'CLEC3A', 'VSIG1', 'AURKC', 'ULBP3', 'CLECL1', 'CCDC158', 'CCDC65', 'IL20RB', 'ARC', 'GSDMC', 'TAS1R3', 'DDX11L2', 'SCN2B', 'TTC16', 'PCSK1N', 'SVOPL', 'ALDH8A1', 'BPIFB2', 'CRYGS', 'MYOZ1', 'COLCA2', 'GSTM1', 'PDE1C', 'KNDC1', 'DUOXA1', 'B3GALT5.AS1', 'PCYT1B', 'IL22RA1', 'LOC148709', 'KLHL4', 'PPP1R36', 'HOXD3', 'TARP', 'FAM57B', 'OR7E91P', 'CAMP', 'LOC90768', 'LOC441455', 'JPH3', 'CPEB1', 'LUZP2', 'FLJ37201', 'IL12RB2', 'RELN', 'FUT7', 'LBX2', 'SCARA5', 'RIMS1', 'PLA2G5', 'GPR18', 'MNX1', 'ZBED3.AS1', 'HIST1H2BN', 'SLC22A18AS', 'HOXB13', 'KCNE1', 'CD177', 'TUBB8', 'ZC3H12D', 'IGSF5', 'ASTN1', 'CIDEA', 'TCHH', 'KCNE2', 'ONECUT2', 'IRX4', 'C10ORF128', 'GAL', 'WDR72', 'CHRNA6', 'SP5', 'BTBD8', 'FAM135B', 'SLC16A10', 'SCN7A', 'MGC16142', 'HOXB8', 'SCART1', 'LINC01124', 'RSPH4A', 'CCDC183', 'ALB', 'YPEL4', 'GBP1P1', 'CCDC7', 'DCSTAMP', 'GRIN2C', 'CELF5', 'MGAT5B', 'CXXC4', 'SLC35F1', 'GPR3', 'CXCR5', 'HOXA11', 'PYDC1', 'CCDC153', 'OBP2B', 'SLC30A2', 'ATP13A5', 'NIPAL1', 'SKIDA1', 'SRL', 'FOXJ1', 'PCSK9', 'LRP1B', 'RPGRIP1', 'WT1', 'TNFRSF9', 'PCAT18', 'STRC', 'SLC18A2', 'INSM1', 'NOXO1', 'CNNM1', 'GPR174', 'PCK1', 'MARCO', 'GPX2', 'FOXD4', 'SLC25A53', 'PPP4R4', 'DMRT3', 'C17ORF104', 'IL20', 'LBP', 'CRISP3', 'KLHL14', 'FOXD1', 'NOS2', 'PKNOX2', 'INHA', 'COL23A1', 'TNFRSF17', 'BTLA', 'AVPR2', 'ADH1C', 'GPLD1', 'PARP15', 'CXCL2', 'MYBPC1', 'GLOD5', 'CST9', 'GPR55', 'SLCO4C1', 'PFN1P2', 'BCL2L14', 'STEAP1B', 'C2ORF40', 'SLC23A1', 'ULBP2', 'VSIG2', 'SCN3A', 'AMH', 'VAT1L', 'CXCR2P1', 'ZNF98', 'DHRS4L1', 'CYSLTR2', 'ZNF454', 'RNF212', 'HAP1', 'TPSG1', 'VGLL1', 'FAM178B', 'FAM218A', 'P2RX1', 'ORM1', 'DBIL5P', 'TMEM105', 'DKK1', 'SYN2', 'EMILIN3', 'ZNF488', 'IL23A', 'SIGLEC17P', 'CRYM', 'AMBP', 'DPY19L2P2', 'PRKG2', 'CXCL1', 'SPDYE1', 'DEPDC4', 'SUCNR1', 'CTCFL', 'LRRC2', 'FABP7', 'GPBAR1', 'BRINP1', 'LRGUK', 'ADAMTS18', 'VWDE', 'BDKRB1', 'XIRP1', 'TENM1', 'FUT6', 'LINC00930', 'RERGL', 'BMPER', 'CYP4F8', 'KIAA0319', 'CDR1', 'NUGGC', 'RDM1', 'CECR2', 'CLEC12A', 'HCG27', 'ABHD11.AS1', 'FAM184B', 'PKD1L1', 'PCDHGA3', 'SORCS1', 'SEC14L5', 'WSCD2', 'SSUH2', 'CBLN2', 'ECEL1', 'SPESP1', 'FSCN2', 'CCL17', 'DMRT2', 'ZNF732', 'FAM162B', 'GRIA3', 'TMEM217', 'RSPO1', 'GNB3', 'CTSG', 'RGS6', 'HOXD4', 'PIANP', 'FLJ12825', 'COL2A1', 'CHRNB2', 'ADAM32', 'RNF175', 'IL1R2', 'ADAMTS19', 'SERPINA6', 'MT1A', 'RASL10A', 'DIRC3', 'PRSS21', 'HECTD2.AS1', 'PFKFB1', 'POM121L9P', 'CYP46A1', 'LRRC16B', 'SMIM5', 'CAPN11', 'FOXC2', 'ZNF804A', 'TBX21', 'TRAT1', 'PART1', 'HIST1H2BE', 'LOC100126784', 'VIPR2', 'CYSRT1', 'GPR87', 'IGF2BP3', 'XKR9', 'EMX1', 'SLC26A10', 'HOGA1', 'CA9', 'CEP83.AS1', 'HS3ST3B1', 'SLC13A2', 'HTR7', 'WIPF3', 'ULBP1', 'ZSCAN1', 'ZBTB16', 'OTUD7A', 'TMSB15A', 'TMEM40', 'CYP26A1', 'CITED1', 'ROPN1L', 'MAPT.IT1', 'ANKK1', 'WFDC3', 'GZMM', 'M1AP', 'PVALB', 'FIRRE', 'CDHR1', 'MYO3B', 'IGSF22', 'MRAP2', 'SPAG17', 'INE2', 'RBM12B.AS1', 'TTC23L', 'RFX8', 'CRTAC1', 'MROH7', 'PYGM', 'BTC', 'PCDHA12', 'CFAP61', 'KCNT2', 'HEATR4', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'CLEC4E', 'MIA', 'OPCML', 'ADGRF1', 'LRRC4B', 'NWD1', 'SRSF12', 'B3GAT1', 'CCBE1', 'CIDEC', 'HPDL', 'LINC00173', 'TMEM59L', 'IL11', 'LSAMP', 'RNF182', 'TSPAN8', 'GAS2', 'FASLG', 'KCNA6', 'LOC613037', 'KLK6', 'GALNT13', 'ABCC6P2', 'DHDH', 'NLRP7', 'SMC1B', 'FRMPD1', 'SCN3B', 'RFPL1S', 'C15ORF56', 'COL28A1', 'FAM83A', 'SLC16A11', 'PSORS1C1', 'PTCHD1', 'SLC24A5', 'TUSC5', 'C9ORF47', 'ADGRG2', 'ANO5', 'SLC6A14', 'TMPRSS4', 'RUFY4', 'INTS4P2', 'IGSF1', 'KCNQ3', 'PIK3C2G', 'LOC100133669', 'CYP4F12', 'LINC00908', 'NBPF4', 'MYOM2', 'EBF2', 'VENTX', 'FAM157A', 'DSCAML1', 'PCDHA5', 'PTPRN', 'MAG', 'PLAC1', 'DLX5', 'CCNI2', 'CDKN2B.AS1', 'DLX2', 'SYT6', 'CNTN2', 'FAM19A2', 'KLK7', 'ZBTB20', 'NKX3.2', 'SFTPA2', 'BRE.AS1', 'SLC6A17', 'OR2W3', 'PTPRR', 'RYR3', 'GHRLOS', 'ABCC2', 'TFAP2E', 'ABCD2', 'CD160', 'CD1A', 'GRIA2', 'RGS9', 'CCDC144A', 'DEFB1', 'CDKL2', 'DCX', 'DLK2', 'CACNA1I', 'PWAR5', 'GGT3P', 'MYO16', 'SLC6A11', 'WDR17', 'MSMB', 'CHRFAM7A', 'BTBD19', 'MMP12', 'CABP4', 'TCEAL2', 'CHRNA10', 'UNC13A', 'FKBP1AP1', 'AGBL4', 'SLC39A2', 'LY6H', 'XCL2', 'SPAG8', 'TUBAL3', 'S100A7', 'P2RY12', 'PCBP3', 'SNORD116.4', 'KCNH3', 'LINC00202.1', 'ZNF727', 'ARL9', 'TM6SF2', 'MAK', 'GRID2IP', 'MPL', 'HRCT1', 'TCN1', 'ELOVL3', 'SLC46A2', 'SYCE3', 'CD70', 'TCTEX1D1', 'NOX5', 'GPM6A', 'GRIN2A', 'PGLYRP2', 'TIGD4', 'SYCE2', 'ARMC3', 'JAKMIP1', 'RAB9B', 'MKRN3', 'CTAGE6', 'BAIAP2L2', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'LONRF3', 'AGAP7P', 'ACY3', 'LRRC43', 'THPO', 'BEX1', 'LOC400927', 'KLK10', 'SCN9A', 'ACHE', 'AKR1E2', 'SCN2A', 'PRPH2', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'VN1R1', 'TMEM145', 'C6ORF52', 'CD40LG', 'BEGAIN', 'HRC', 'GPR82', 'PAH', 'LOC285593', 'CHODL', 'TTBK1', 'CXADRP3', 'MLLT4.AS1', 'TTYH1', 'CHST9', 'ADGRL3', 'APOBEC3A', 'GABRB3', 'SLC25A34', 'HIST1H2BH', 'TRH', 'BRSK2', 'MAPK4', 'C8ORF46', 'DNASE1L2', 'ST8SIA2', 'DGCR5', 'CAMK4', 'EPYC', 'MUC15', 'GBP6', 'GPR63', 'ANKLE1', 'CAPSL', 'IL17D', 'ROBO2', 'SLC35F3', 'AIM1L', 'ASGR1', 'HAMP', 'TNFSF11', 'RMRP', 'FAM201A', 'PCDHA1', 'MYO15A', 'FAM159A', 'CHKB.AS1', 'DUSP9', 'NMU', 'PTX3', 'DCLK3', 'NEK5', 'RHCE', 'TDRD6', 'LYG1', 'MTUS2', 'KCNK17', 'LOC100132215', 'RUNDC3A', 'UCKL1.AS1', 'C1QL3', 'CYTL1', 'LINC00961', 'CYP2E1', 'RRN3P1', 'FOLR1', 'PNMA6A', 'ROPN1B', 'SIGLEC6', 'LINC00689', 'XCL1', 'HBA1', 'RRN3P2', 'ADRA2B', 'THSD7B', 'SLC2A14', 'ATP13A4', 'MT1L', 'DPEP1', 'KISS1R', 'KIF19', 'TMEM150B', 'IL1RL1', 'ZMAT4', 'CCR10', 'IL24', 'ARRDC3.AS1', 'GLI1', 'GPR173', 'LIN7A', 'TTLL9', 'WBP2NL', 'RHBG', 'A2ML1', 'PRRT4', 'KIAA1210', 'NIPAL4', 'GPR135', 'LOC90246', 'GNMT', 'CD300LB', 'CNTNAP3', 'IL18RAP', 'FIGF', 'OXGR1', 'CBLN1', 'B3GALT5', 'PCDHB18P', 'RRAD', 'MAP7D2', 'DPF3', 'DPY19L2P4', 'MS4A8', 'CACNA2D3', 'HIST1H1D', 'SLC5A8', 'RAB39A', 'TRIM7', 'LRRC24', 'AIM2', 'PON3', 'PCDH20', 'GABRB2', 'MASP2', 'TIFAB', 'PHKG1', 'DNAH11', 'KLK8', 'FOXN1', 'WFIKKN1', 'CD19', 'CLCA2', 'DCST2', 'ANK1', 'LINC00669', 'WNT10A', 'GPR171', 'FREM2', 'KCNB1', 'CRB2', 'C19ORF45', 'SLC26A3', 'UCA1', 'LINC01465', 'SEPHS1P1', 'HIST1H2AG', 'RASAL1', 'LINC00685', 'TYMSOS', 'RIC3', 'ANO2', 'CD1E', 'TTC41P', 'COLCA1', 'NEURL3', 'LOC646999', 'CST2', 'MED12L', 'HNRNPCL3', 'PCDHGC5', 'NRXN1', 'RAB3B', 'STXBP6', 'FAM182B', 'MYEOV', 'SEC14L1P1', 'IL6', 'MAPT.AS1', 'EYA1', 'ARHGEF33', 'CLPSL1', 'CR2', 'KIF4B', 'FNDC8', 'CXCR2', 'PATL2', 'AJAP1', 'ZNF676', 'VSTM2A', 'CLDN14', 'KCNRG', 'TDRD9', 'CLEC4F', 'LPAR4', 'MSLN', 'C9ORF117', 'MAGEL2', 'FAM43B', 'HAPLN1', 'NDP', 'VIT', 'PDCD1', 'DMRTC1B', 'TRABD2A', 'ABHD1', 'MKX', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.13712289650471754
		RMSE:  1.2526616491661007
		NRMSE:  0.19946206317730336
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.061578293423971475
		RMSE:  0.970096042376724
		NRMSE:  0.19071600723011914
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1747084136438477
		NRMSE:  0.18704952288841878
		MAPE:  547.6986763085636
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.045733924340672916
		RMSE:  0.9628293412733254
		NRMSE:  0.18928741030812832
		MAPE:  293.35791980552335

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.555942561171578e-14
		NRMSE:  2.4775366408260528e-15
		MAPE:  1.5184992874227427e-11
		Pearson Correlation:  0.31951462154348925
		Spearman Correlation:  0.24073367498347864
		Coefficient of Determination:  -0.8457793174051178
		RMSE:  1.279171001791987
		NRMSE:  0.25147859115951465
		MAPE:  591.2722742574298

	Predictor:  ElasticNet
		Pearson Correlation:  0.9392215112200479
		Spearman Correlation:  0.9032215022092104
		Coefficient of Determination:  0.8505023881578739
		RMSE:  0.45420008049324323
		NRMSE:  0.072322550315793
		MAPE:  271.50619851337956
		Pearson Correlation:  0.3025477258595526
		Spearman Correlation:  0.2810833052781207
		Coefficient of Determination:  -0.26789002707622966
		RMSE:  1.0601797650218332
		NRMSE:  0.20842601443436348
		MAPE:  356.74115070712986

	Predictor:  RandomForests
		Pearson Correlation:  0.656454795448212
		Spearman Correlation:  0.6327287990515316
		Coefficient of Determination:  0.4226576246938649
		RMSE:  0.8925792709162783
		NRMSE:  0.1421259308487434
		MAPE:  364.18091598090433
		Pearson Correlation:  0.6242164386735846
		Spearman Correlation:  0.383222855757323
		Coefficient of Determination:  0.3636691493169044
		RMSE:  0.7510696408185675
		NRMSE:  0.1476565172843486
		MAPE:  170.3956292724129

Protein:  CDH2
x_train_column_count:  1002
x_train columns:  ['DES', 'POU5F1B', 'SOX15', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'ALOX15', 'C4ORF36', 'MPZ', 'PPP2R2B', 'TMEM200C', 'ACTA1', 'LEP', 'ABCA10', 'CA14', 'MST1L', 'TAT', 'NPTX1', 'PCDHGA1', 'CATSPER3', 'MUC6', 'FIBCD1', 'C10ORF55', 'GRIK4', 'GLDC', 'CYP4F35P', 'TUBA3E', 'FDCSP', 'ANP32AP1', 'LOC100272216', 'C1ORF228', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'PDE6G', 'BMX', 'LRFN2', 'IRX6', 'FBLL1', 'CACNA1F', 'LINC00922', 'CCL13', 'MAST1', 'LOC399815', 'XKRX', 'CFAP57', 'KIAA0125', 'PCDHA2', 'FOXP2', 'FOXF1', 'C1ORF186', 'GIPR', 'ALG1L', 'ASB14', 'CADM2', 'NXNL2', 'HHIPL2', 'JAKMIP2', 'KCNJ10', 'ZNF280B', 'LINC01139', 'TSSK4', 'HSD17B2', 'DNAJC5B', 'BRINP2', 'CERS1', 'TMEM35', 'ASAH2B', 'LGR5', 'MAT1A', 'PDZRN4', 'RNASE2', 'LRFN5', 'C2CD4B', 'C10ORF95', 'DNAI1', 'WNK3', 'FCGR3B', 'PCDHAC1', 'TMEM151B', 'GPR141', 'LGALS12', 'GDF6', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'TMEM253', 'KRT6A', 'MIR503HG', 'HP', 'HIST1H2AM', 'CYP11A1', 'DMC1', 'IL1RL2', 'AOC1', 'PCP4L1', 'MYT1', 'ESYT3', 'TLL2', 'C19ORF26', 'NFE2', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'KIF1A', 'HMGCLL1', 'UMODL1', 'HAND2.AS1', 'DYDC2', 'PQLC2L', 'PRAME', 'DGKI', 'EPHA7', 'SPSB4', 'LOC644172', 'TGM1', 'IGDCC3', 'IQSEC3', 'ATP8A2', 'PKD1L2', 'GP1BA', 'C2CD4C', 'UGT2B15', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'TMEM232', 'GPR27', 'CNTF', 'PLA2G10', 'MGAM', 'NBPF6', 'SLC25A21', 'DIO3', 'PLEKHD1', 'MCHR1', 'PRSS12', 'KERA', 'SLC6A4', 'CD244', 'LOC100130987', 'FCRL3', 'PTCHD4', 'PNMT', 'LINC00242', 'L1TD1', 'STAP1', 'LINC00839', 'IL10', 'RGN', 'DCANP1', 'CST4', 'FCRLA', 'PLCXD3', 'TBC1D3H', 'SPDYA', 'C6', 'SNAP25', 'TPSD1', 'GFRA2', 'FLG', 'PCDHGB3', 'DLGAP1', 'GJB3', 'GPR158', 'IGFL2', 'SFTPD', 'C1GALT1C1L', 'DNASE1L3', 'ZBED2', 'PROC', 'GDF10', 'NR6A1', 'ITPKA', 'TM4SF19', 'FAM186B', 'BCO2', 'PTH2R', 'BCAN', 'PNPLA3', 'SLC17A7', 'KCNG1', 'C1ORF229', 'PPM1N', 'DOC2B', 'HIST2H2BA', 'ALOX12P2', 'FAM86B2', 'FBXL13', 'SULT4A1', 'GUSBP5', 'FGF18', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'HTR1D', 'KCNJ3', 'HCN2', 'LCN12', 'LRRC31', 'EGOT', 'LRRIQ3', 'C10ORF82', 'ZNF660', 'RNF183', 'GJB5', 'SLC7A4', 'ATP1A4', 'NAALAD2', 'ADRA1B', 'SYT8', 'RAET1E', 'LTA', 'LRRIQ1', 'PCDHA7', 'SLC38A4', 'AURKAPS1', 'TNFSF15', 'CNGA1', 'C4ORF47', 'MAL', 'LY6G6C', 'SCGB3A1', 'FBXO24', 'TRPA1', 'RPL13AP3', 'KLK11', 'ACSL6', 'GRM8', 'TUBA3D', 'PTGDR', 'RP1', 'LINC01119', 'IQUB', 'CBLN4', 'LINC01341', 'ECT2L', 'SOX8', 'PAX2', 'EYS', 'NKPD1', 'ETV2', 'FXYD1', 'RNF138P1', 'MYCBPAP', 'TEKT3', 'XPNPEP2', 'CCR8', 'PPP1R3G', 'CCIN', 'STKLD1', 'C19ORF18', 'SLC30A8', 'UGT8', 'SLC28A3', 'JPH4', 'PLP1', 'UBE2Q2P1', 'SLC25A18', 'METTL7B', 'HEPACAM2', 'TEX14', 'IDI2.AS1', 'CASQ1', 'LINC00482', 'S100A3', 'ALOXE3', 'GLIS1', 'SGK2', 'NR1I3', 'CCDC36', 'PBX4', 'ZNF843', 'LRIT3', 'WNT2B', 'CACNG1', 'MS4A15', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'LPAR3', 'AOC2', 'TNNI3K', 'BCHE', 'GJB1', 'C9ORF43', 'PITX2', 'FCRL6', 'CCDC151', 'PNCK', 'CKMT2', 'FAM189A1', 'DQX1', 'ABCA17P', 'CACNA1G', 'C1ORF101', 'ENPP6', 'NLRP12', 'C2ORF50', 'ADCYAP1', 'CLDN9', 'FAM90A1', 'SLC6A20', 'IYD', 'SPIB', 'FAM95B1', 'CA3', 'OTOA', 'ZNF835', 'PCDH9', 'C2CD4A', 'C1ORF95', 'RYR2', 'LINC01550', 'ZCCHC18', 'CLEC3A', 'VSIG1', 'AURKC', 'ULBP3', 'CLECL1', 'CCDC158', 'CCDC65', 'IL20RB', 'ARC', 'GSDMC', 'TAS1R3', 'DDX11L2', 'SCN2B', 'TTC16', 'PCSK1N', 'SVOPL', 'ALDH8A1', 'BPIFB2', 'CRYGS', 'MYOZ1', 'COLCA2', 'GSTM1', 'PDE1C', 'KNDC1', 'DUOXA1', 'B3GALT5.AS1', 'PCYT1B', 'IL22RA1', 'LOC148709', 'KLHL4', 'PPP1R36', 'HOXD3', 'TARP', 'FAM57B', 'OR7E91P', 'CAMP', 'LOC90768', 'LOC441455', 'JPH3', 'CPEB1', 'LUZP2', 'FLJ37201', 'IL12RB2', 'RELN', 'FUT7', 'LBX2', 'SCARA5', 'RIMS1', 'PLA2G5', 'GPR18', 'MNX1', 'ZBED3.AS1', 'HIST1H2BN', 'SLC22A18AS', 'HOXB13', 'KCNE1', 'CD177', 'TUBB8', 'ZC3H12D', 'IGSF5', 'ASTN1', 'CIDEA', 'TCHH', 'KCNE2', 'ONECUT2', 'IRX4', 'C10ORF128', 'GAL', 'WDR72', 'CHRNA6', 'SP5', 'BTBD8', 'FAM135B', 'SLC16A10', 'SCN7A', 'MGC16142', 'HOXB8', 'SCART1', 'LINC01124', 'RSPH4A', 'CCDC183', 'ALB', 'YPEL4', 'GBP1P1', 'CCDC7', 'DCSTAMP', 'GRIN2C', 'CELF5', 'MGAT5B', 'CXXC4', 'SLC35F1', 'GPR3', 'CXCR5', 'HOXA11', 'PYDC1', 'CCDC153', 'OBP2B', 'SLC30A2', 'ATP13A5', 'NIPAL1', 'SKIDA1', 'SRL', 'FOXJ1', 'PCSK9', 'LRP1B', 'RPGRIP1', 'WT1', 'TNFRSF9', 'PCAT18', 'STRC', 'SLC18A2', 'INSM1', 'NOXO1', 'CNNM1', 'GPR174', 'PCK1', 'MARCO', 'GPX2', 'FOXD4', 'SLC25A53', 'PPP4R4', 'DMRT3', 'C17ORF104', 'IL20', 'LBP', 'CRISP3', 'KLHL14', 'FOXD1', 'NOS2', 'PKNOX2', 'INHA', 'COL23A1', 'TNFRSF17', 'BTLA', 'AVPR2', 'ADH1C', 'GPLD1', 'PARP15', 'CXCL2', 'MYBPC1', 'GLOD5', 'CST9', 'GPR55', 'SLCO4C1', 'PFN1P2', 'BCL2L14', 'STEAP1B', 'C2ORF40', 'SLC23A1', 'ULBP2', 'VSIG2', 'SCN3A', 'AMH', 'VAT1L', 'CXCR2P1', 'ZNF98', 'DHRS4L1', 'CYSLTR2', 'ZNF454', 'RNF212', 'HAP1', 'TPSG1', 'VGLL1', 'FAM178B', 'FAM218A', 'P2RX1', 'ORM1', 'DBIL5P', 'TMEM105', 'DKK1', 'SYN2', 'EMILIN3', 'ZNF488', 'IL23A', 'SIGLEC17P', 'CRYM', 'AMBP', 'DPY19L2P2', 'PRKG2', 'CXCL1', 'SPDYE1', 'DEPDC4', 'SUCNR1', 'CTCFL', 'LRRC2', 'FABP7', 'GPBAR1', 'BRINP1', 'LRGUK', 'ADAMTS18', 'VWDE', 'BDKRB1', 'XIRP1', 'TENM1', 'FUT6', 'LINC00930', 'RERGL', 'BMPER', 'CYP4F8', 'KIAA0319', 'CDR1', 'NUGGC', 'RDM1', 'CECR2', 'CLEC12A', 'HCG27', 'ABHD11.AS1', 'FAM184B', 'PKD1L1', 'PCDHGA3', 'SORCS1', 'SEC14L5', 'WSCD2', 'SSUH2', 'CBLN2', 'ECEL1', 'SPESP1', 'FSCN2', 'CCL17', 'DMRT2', 'ZNF732', 'FAM162B', 'GRIA3', 'TMEM217', 'RSPO1', 'GNB3', 'CTSG', 'RGS6', 'HOXD4', 'PIANP', 'FLJ12825', 'COL2A1', 'CHRNB2', 'ADAM32', 'RNF175', 'IL1R2', 'ADAMTS19', 'SERPINA6', 'MT1A', 'RASL10A', 'DIRC3', 'PRSS21', 'HECTD2.AS1', 'PFKFB1', 'POM121L9P', 'CYP46A1', 'LRRC16B', 'SMIM5', 'CAPN11', 'FOXC2', 'ZNF804A', 'TBX21', 'TRAT1', 'PART1', 'HIST1H2BE', 'LOC100126784', 'VIPR2', 'CYSRT1', 'GPR87', 'IGF2BP3', 'XKR9', 'EMX1', 'SLC26A10', 'HOGA1', 'CA9', 'CEP83.AS1', 'HS3ST3B1', 'SLC13A2', 'HTR7', 'WIPF3', 'ULBP1', 'ZSCAN1', 'ZBTB16', 'OTUD7A', 'TMSB15A', 'TMEM40', 'CYP26A1', 'CITED1', 'ROPN1L', 'MAPT.IT1', 'ANKK1', 'WFDC3', 'GZMM', 'M1AP', 'PVALB', 'FIRRE', 'CDHR1', 'MYO3B', 'IGSF22', 'MRAP2', 'SPAG17', 'INE2', 'RBM12B.AS1', 'TTC23L', 'RFX8', 'CRTAC1', 'MROH7', 'PYGM', 'BTC', 'PCDHA12', 'CFAP61', 'KCNT2', 'HEATR4', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'CLEC4E', 'MIA', 'OPCML', 'ADGRF1', 'LRRC4B', 'NWD1', 'SRSF12', 'B3GAT1', 'CCBE1', 'CIDEC', 'HPDL', 'LINC00173', 'TMEM59L', 'IL11', 'LSAMP', 'RNF182', 'TSPAN8', 'GAS2', 'FASLG', 'KCNA6', 'LOC613037', 'KLK6', 'GALNT13', 'ABCC6P2', 'DHDH', 'NLRP7', 'SMC1B', 'FRMPD1', 'SCN3B', 'RFPL1S', 'C15ORF56', 'COL28A1', 'FAM83A', 'SLC16A11', 'PSORS1C1', 'PTCHD1', 'SLC24A5', 'TUSC5', 'C9ORF47', 'ADGRG2', 'ANO5', 'SLC6A14', 'TMPRSS4', 'RUFY4', 'INTS4P2', 'IGSF1', 'KCNQ3', 'PIK3C2G', 'LOC100133669', 'CYP4F12', 'LINC00908', 'NBPF4', 'MYOM2', 'EBF2', 'VENTX', 'FAM157A', 'DSCAML1', 'PCDHA5', 'PTPRN', 'MAG', 'PLAC1', 'DLX5', 'CCNI2', 'CDKN2B.AS1', 'DLX2', 'SYT6', 'CNTN2', 'FAM19A2', 'KLK7', 'ZBTB20', 'NKX3.2', 'SFTPA2', 'BRE.AS1', 'SLC6A17', 'OR2W3', 'PTPRR', 'RYR3', 'GHRLOS', 'ABCC2', 'TFAP2E', 'ABCD2', 'CD160', 'CD1A', 'GRIA2', 'RGS9', 'CCDC144A', 'DEFB1', 'CDKL2', 'DCX', 'DLK2', 'CACNA1I', 'PWAR5', 'GGT3P', 'MYO16', 'SLC6A11', 'WDR17', 'MSMB', 'CHRFAM7A', 'BTBD19', 'MMP12', 'CABP4', 'TCEAL2', 'CHRNA10', 'UNC13A', 'FKBP1AP1', 'AGBL4', 'SLC39A2', 'LY6H', 'XCL2', 'SPAG8', 'TUBAL3', 'S100A7', 'P2RY12', 'PCBP3', 'SNORD116.4', 'KCNH3', 'LINC00202.1', 'ZNF727', 'ARL9', 'TM6SF2', 'MAK', 'GRID2IP', 'MPL', 'HRCT1', 'TCN1', 'ELOVL3', 'SLC46A2', 'SYCE3', 'CD70', 'TCTEX1D1', 'NOX5', 'GPM6A', 'GRIN2A', 'PGLYRP2', 'TIGD4', 'SYCE2', 'ARMC3', 'JAKMIP1', 'RAB9B', 'MKRN3', 'CTAGE6', 'BAIAP2L2', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'LONRF3', 'AGAP7P', 'ACY3', 'LRRC43', 'THPO', 'BEX1', 'LOC400927', 'KLK10', 'SCN9A', 'ACHE', 'AKR1E2', 'SCN2A', 'PRPH2', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'VN1R1', 'TMEM145', 'C6ORF52', 'CD40LG', 'BEGAIN', 'HRC', 'GPR82', 'PAH', 'LOC285593', 'CHODL', 'TTBK1', 'CXADRP3', 'MLLT4.AS1', 'TTYH1', 'CHST9', 'ADGRL3', 'APOBEC3A', 'GABRB3', 'SLC25A34', 'HIST1H2BH', 'TRH', 'BRSK2', 'MAPK4', 'C8ORF46', 'DNASE1L2', 'ST8SIA2', 'DGCR5', 'CAMK4', 'EPYC', 'MUC15', 'GBP6', 'GPR63', 'ANKLE1', 'CAPSL', 'IL17D', 'ROBO2', 'SLC35F3', 'AIM1L', 'ASGR1', 'HAMP', 'TNFSF11', 'RMRP', 'FAM201A', 'PCDHA1', 'MYO15A', 'FAM159A', 'CHKB.AS1', 'DUSP9', 'NMU', 'PTX3', 'DCLK3', 'NEK5', 'RHCE', 'TDRD6', 'LYG1', 'MTUS2', 'KCNK17', 'LOC100132215', 'RUNDC3A', 'UCKL1.AS1', 'C1QL3', 'CYTL1', 'LINC00961', 'CYP2E1', 'RRN3P1', 'FOLR1', 'PNMA6A', 'ROPN1B', 'SIGLEC6', 'LINC00689', 'XCL1', 'HBA1', 'RRN3P2', 'ADRA2B', 'THSD7B', 'SLC2A14', 'ATP13A4', 'MT1L', 'DPEP1', 'KISS1R', 'KIF19', 'TMEM150B', 'IL1RL1', 'ZMAT4', 'CCR10', 'IL24', 'ARRDC3.AS1', 'GLI1', 'GPR173', 'LIN7A', 'TTLL9', 'WBP2NL', 'RHBG', 'A2ML1', 'PRRT4', 'KIAA1210', 'NIPAL4', 'GPR135', 'LOC90246', 'GNMT', 'CD300LB', 'CNTNAP3', 'IL18RAP', 'FIGF', 'OXGR1', 'CBLN1', 'B3GALT5', 'PCDHB18P', 'RRAD', 'MAP7D2', 'DPF3', 'DPY19L2P4', 'MS4A8', 'CACNA2D3', 'HIST1H1D', 'SLC5A8', 'RAB39A', 'TRIM7', 'LRRC24', 'AIM2', 'PON3', 'PCDH20', 'GABRB2', 'MASP2', 'TIFAB', 'PHKG1', 'DNAH11', 'KLK8', 'FOXN1', 'WFIKKN1', 'CD19', 'CLCA2', 'DCST2', 'ANK1', 'LINC00669', 'WNT10A', 'GPR171', 'FREM2', 'KCNB1', 'CRB2', 'C19ORF45', 'SLC26A3', 'UCA1', 'LINC01465', 'SEPHS1P1', 'HIST1H2AG', 'RASAL1', 'LINC00685', 'TYMSOS', 'RIC3', 'ANO2', 'CD1E', 'TTC41P', 'COLCA1', 'NEURL3', 'LOC646999', 'CST2', 'MED12L', 'HNRNPCL3', 'PCDHGC5', 'NRXN1', 'RAB3B', 'STXBP6', 'FAM182B', 'MYEOV', 'SEC14L1P1', 'IL6', 'MAPT.AS1', 'EYA1', 'ARHGEF33', 'CLPSL1', 'CR2', 'KIF4B', 'FNDC8', 'CXCR2', 'PATL2', 'AJAP1', 'ZNF676', 'VSTM2A', 'CLDN14', 'KCNRG', 'TDRD9', 'CLEC4F', 'LPAR4', 'MSLN', 'C9ORF117', 'MAGEL2', 'FAM43B', 'HAPLN1', 'NDP', 'VIT', 'PDCD1', 'DMRTC1B', 'TRABD2A', 'ABHD1', 'MKX', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032532184952558385
		RMSE:  0.38185758840977485
		NRMSE:  0.13836422509231644
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01322006783790175
		RMSE:  0.3341656221976159
		NRMSE:  0.1760731037776972
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  3.0072172704796954e-15
		NRMSE:  1.0896504349879324e-15
		MAPE:  5.5835859344762454e-11
		Pearson Correlation:  -0.08857577226069357
		Spearman Correlation:  -0.10674696691978702
		Coefficient of Determination:  -1.78818435988038
		RMSE:  0.5543328567069978
		NRMSE:  0.29208003493740275
		MAPE:  9374.183799441578

	Predictor:  ElasticNet
		Pearson Correlation:  0.7743353814277998
		Spearman Correlation:  0.7590590870062904
		Coefficient of Determination:  0.4925243613721856
		RMSE:  0.2715837270649204
		NRMSE:  0.09840703205483022
		MAPE:  1368.7247062899662
		Pearson Correlation:  -0.03657324735767459
		Spearman Correlation:  -0.025788351475704192
		Coefficient of Determination:  -0.306287378150204
		RMSE:  0.3794278832553782
		NRMSE:  0.19992195673877075
		MAPE:  3896.9280880654433

	Predictor:  RandomForests
		Pearson Correlation:  0.46681712825554184
		Spearman Correlation:  0.4929047799077334
		Coefficient of Determination:  0.1513858464738388
		RMSE:  0.35119739030380875
		NRMSE:  0.12725465262113514
		MAPE:  601.9738129823007
		Pearson Correlation:  0.0838624257457165
		Spearman Correlation:  0.06679634409406603
		Coefficient of Determination:  -0.012553629441454106
		RMSE:  0.3340557065729177
		NRMSE:  0.17601518882801745
		MAPE:  2807.146506474489

Protein:  CDH3
x_train_column_count:  1002
x_train columns:  ['DES', 'POU5F1B', 'SOX15', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'ALOX15', 'C4ORF36', 'MPZ', 'PPP2R2B', 'TMEM200C', 'ACTA1', 'LEP', 'ABCA10', 'CA14', 'MST1L', 'TAT', 'NPTX1', 'PCDHGA1', 'CATSPER3', 'MUC6', 'FIBCD1', 'C10ORF55', 'GRIK4', 'GLDC', 'CYP4F35P', 'TUBA3E', 'FDCSP', 'ANP32AP1', 'LOC100272216', 'C1ORF228', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'PDE6G', 'BMX', 'LRFN2', 'IRX6', 'FBLL1', 'CACNA1F', 'LINC00922', 'CCL13', 'MAST1', 'LOC399815', 'XKRX', 'CFAP57', 'KIAA0125', 'PCDHA2', 'FOXP2', 'FOXF1', 'C1ORF186', 'GIPR', 'ALG1L', 'ASB14', 'CADM2', 'NXNL2', 'HHIPL2', 'JAKMIP2', 'KCNJ10', 'ZNF280B', 'LINC01139', 'TSSK4', 'HSD17B2', 'DNAJC5B', 'BRINP2', 'CERS1', 'TMEM35', 'ASAH2B', 'LGR5', 'MAT1A', 'PDZRN4', 'RNASE2', 'LRFN5', 'C2CD4B', 'C10ORF95', 'DNAI1', 'WNK3', 'FCGR3B', 'PCDHAC1', 'TMEM151B', 'GPR141', 'LGALS12', 'GDF6', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'TMEM253', 'KRT6A', 'MIR503HG', 'HP', 'HIST1H2AM', 'CYP11A1', 'DMC1', 'IL1RL2', 'AOC1', 'PCP4L1', 'MYT1', 'ESYT3', 'TLL2', 'C19ORF26', 'NFE2', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'KIF1A', 'HMGCLL1', 'UMODL1', 'HAND2.AS1', 'DYDC2', 'PQLC2L', 'PRAME', 'DGKI', 'EPHA7', 'SPSB4', 'LOC644172', 'TGM1', 'IGDCC3', 'IQSEC3', 'ATP8A2', 'PKD1L2', 'GP1BA', 'C2CD4C', 'UGT2B15', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'TMEM232', 'GPR27', 'CNTF', 'PLA2G10', 'MGAM', 'NBPF6', 'SLC25A21', 'DIO3', 'PLEKHD1', 'MCHR1', 'PRSS12', 'KERA', 'SLC6A4', 'CD244', 'LOC100130987', 'FCRL3', 'PTCHD4', 'PNMT', 'LINC00242', 'L1TD1', 'STAP1', 'LINC00839', 'IL10', 'RGN', 'DCANP1', 'CST4', 'FCRLA', 'PLCXD3', 'TBC1D3H', 'SPDYA', 'C6', 'SNAP25', 'TPSD1', 'GFRA2', 'FLG', 'PCDHGB3', 'DLGAP1', 'GJB3', 'GPR158', 'IGFL2', 'SFTPD', 'C1GALT1C1L', 'DNASE1L3', 'ZBED2', 'PROC', 'GDF10', 'NR6A1', 'ITPKA', 'TM4SF19', 'FAM186B', 'BCO2', 'PTH2R', 'BCAN', 'PNPLA3', 'SLC17A7', 'KCNG1', 'C1ORF229', 'PPM1N', 'DOC2B', 'HIST2H2BA', 'ALOX12P2', 'FAM86B2', 'FBXL13', 'SULT4A1', 'GUSBP5', 'FGF18', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'HTR1D', 'KCNJ3', 'HCN2', 'LCN12', 'LRRC31', 'EGOT', 'LRRIQ3', 'C10ORF82', 'ZNF660', 'RNF183', 'GJB5', 'SLC7A4', 'ATP1A4', 'NAALAD2', 'ADRA1B', 'SYT8', 'RAET1E', 'LTA', 'LRRIQ1', 'PCDHA7', 'SLC38A4', 'AURKAPS1', 'TNFSF15', 'CNGA1', 'C4ORF47', 'MAL', 'LY6G6C', 'SCGB3A1', 'FBXO24', 'TRPA1', 'RPL13AP3', 'KLK11', 'ACSL6', 'GRM8', 'TUBA3D', 'PTGDR', 'RP1', 'LINC01119', 'IQUB', 'CBLN4', 'LINC01341', 'ECT2L', 'SOX8', 'PAX2', 'EYS', 'NKPD1', 'ETV2', 'FXYD1', 'RNF138P1', 'MYCBPAP', 'TEKT3', 'XPNPEP2', 'CCR8', 'PPP1R3G', 'CCIN', 'STKLD1', 'C19ORF18', 'SLC30A8', 'UGT8', 'SLC28A3', 'JPH4', 'PLP1', 'UBE2Q2P1', 'SLC25A18', 'METTL7B', 'HEPACAM2', 'TEX14', 'IDI2.AS1', 'CASQ1', 'LINC00482', 'S100A3', 'ALOXE3', 'GLIS1', 'SGK2', 'NR1I3', 'CCDC36', 'PBX4', 'ZNF843', 'LRIT3', 'WNT2B', 'CACNG1', 'MS4A15', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'LPAR3', 'AOC2', 'TNNI3K', 'BCHE', 'GJB1', 'C9ORF43', 'PITX2', 'FCRL6', 'CCDC151', 'PNCK', 'CKMT2', 'FAM189A1', 'DQX1', 'ABCA17P', 'CACNA1G', 'C1ORF101', 'ENPP6', 'NLRP12', 'C2ORF50', 'ADCYAP1', 'CLDN9', 'FAM90A1', 'SLC6A20', 'IYD', 'SPIB', 'FAM95B1', 'CA3', 'OTOA', 'ZNF835', 'PCDH9', 'C2CD4A', 'C1ORF95', 'RYR2', 'LINC01550', 'ZCCHC18', 'CLEC3A', 'VSIG1', 'AURKC', 'ULBP3', 'CLECL1', 'CCDC158', 'CCDC65', 'IL20RB', 'ARC', 'GSDMC', 'TAS1R3', 'DDX11L2', 'SCN2B', 'TTC16', 'PCSK1N', 'SVOPL', 'ALDH8A1', 'BPIFB2', 'CRYGS', 'MYOZ1', 'COLCA2', 'GSTM1', 'PDE1C', 'KNDC1', 'DUOXA1', 'B3GALT5.AS1', 'PCYT1B', 'IL22RA1', 'LOC148709', 'KLHL4', 'PPP1R36', 'HOXD3', 'TARP', 'FAM57B', 'OR7E91P', 'CAMP', 'LOC90768', 'LOC441455', 'JPH3', 'CPEB1', 'LUZP2', 'FLJ37201', 'IL12RB2', 'RELN', 'FUT7', 'LBX2', 'SCARA5', 'RIMS1', 'PLA2G5', 'GPR18', 'MNX1', 'ZBED3.AS1', 'HIST1H2BN', 'SLC22A18AS', 'HOXB13', 'KCNE1', 'CD177', 'TUBB8', 'ZC3H12D', 'IGSF5', 'ASTN1', 'CIDEA', 'TCHH', 'KCNE2', 'ONECUT2', 'IRX4', 'C10ORF128', 'GAL', 'WDR72', 'CHRNA6', 'SP5', 'BTBD8', 'FAM135B', 'SLC16A10', 'SCN7A', 'MGC16142', 'HOXB8', 'SCART1', 'LINC01124', 'RSPH4A', 'CCDC183', 'ALB', 'YPEL4', 'GBP1P1', 'CCDC7', 'DCSTAMP', 'GRIN2C', 'CELF5', 'MGAT5B', 'CXXC4', 'SLC35F1', 'GPR3', 'CXCR5', 'HOXA11', 'PYDC1', 'CCDC153', 'OBP2B', 'SLC30A2', 'ATP13A5', 'NIPAL1', 'SKIDA1', 'SRL', 'FOXJ1', 'PCSK9', 'LRP1B', 'RPGRIP1', 'WT1', 'TNFRSF9', 'PCAT18', 'STRC', 'SLC18A2', 'INSM1', 'NOXO1', 'CNNM1', 'GPR174', 'PCK1', 'MARCO', 'GPX2', 'FOXD4', 'SLC25A53', 'PPP4R4', 'DMRT3', 'C17ORF104', 'IL20', 'LBP', 'CRISP3', 'KLHL14', 'FOXD1', 'NOS2', 'PKNOX2', 'INHA', 'COL23A1', 'TNFRSF17', 'BTLA', 'AVPR2', 'ADH1C', 'GPLD1', 'PARP15', 'CXCL2', 'MYBPC1', 'GLOD5', 'CST9', 'GPR55', 'SLCO4C1', 'PFN1P2', 'BCL2L14', 'STEAP1B', 'C2ORF40', 'SLC23A1', 'ULBP2', 'VSIG2', 'SCN3A', 'AMH', 'VAT1L', 'CXCR2P1', 'ZNF98', 'DHRS4L1', 'CYSLTR2', 'ZNF454', 'RNF212', 'HAP1', 'TPSG1', 'VGLL1', 'FAM178B', 'FAM218A', 'P2RX1', 'ORM1', 'DBIL5P', 'TMEM105', 'DKK1', 'SYN2', 'EMILIN3', 'ZNF488', 'IL23A', 'SIGLEC17P', 'CRYM', 'AMBP', 'DPY19L2P2', 'PRKG2', 'CXCL1', 'SPDYE1', 'DEPDC4', 'SUCNR1', 'CTCFL', 'LRRC2', 'FABP7', 'GPBAR1', 'BRINP1', 'LRGUK', 'ADAMTS18', 'VWDE', 'BDKRB1', 'XIRP1', 'TENM1', 'FUT6', 'LINC00930', 'RERGL', 'BMPER', 'CYP4F8', 'KIAA0319', 'CDR1', 'NUGGC', 'RDM1', 'CECR2', 'CLEC12A', 'HCG27', 'ABHD11.AS1', 'FAM184B', 'PKD1L1', 'PCDHGA3', 'SORCS1', 'SEC14L5', 'WSCD2', 'SSUH2', 'CBLN2', 'ECEL1', 'SPESP1', 'FSCN2', 'CCL17', 'DMRT2', 'ZNF732', 'FAM162B', 'GRIA3', 'TMEM217', 'RSPO1', 'GNB3', 'CTSG', 'RGS6', 'HOXD4', 'PIANP', 'FLJ12825', 'COL2A1', 'CHRNB2', 'ADAM32', 'RNF175', 'IL1R2', 'ADAMTS19', 'SERPINA6', 'MT1A', 'RASL10A', 'DIRC3', 'PRSS21', 'HECTD2.AS1', 'PFKFB1', 'POM121L9P', 'CYP46A1', 'LRRC16B', 'SMIM5', 'CAPN11', 'FOXC2', 'ZNF804A', 'TBX21', 'TRAT1', 'PART1', 'HIST1H2BE', 'LOC100126784', 'VIPR2', 'CYSRT1', 'GPR87', 'IGF2BP3', 'XKR9', 'EMX1', 'SLC26A10', 'HOGA1', 'CA9', 'CEP83.AS1', 'HS3ST3B1', 'SLC13A2', 'HTR7', 'WIPF3', 'ULBP1', 'ZSCAN1', 'ZBTB16', 'OTUD7A', 'TMSB15A', 'TMEM40', 'CYP26A1', 'CITED1', 'ROPN1L', 'MAPT.IT1', 'ANKK1', 'WFDC3', 'GZMM', 'M1AP', 'PVALB', 'FIRRE', 'CDHR1', 'MYO3B', 'IGSF22', 'MRAP2', 'SPAG17', 'INE2', 'RBM12B.AS1', 'TTC23L', 'RFX8', 'CRTAC1', 'MROH7', 'PYGM', 'BTC', 'PCDHA12', 'CFAP61', 'KCNT2', 'HEATR4', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'CLEC4E', 'MIA', 'OPCML', 'ADGRF1', 'LRRC4B', 'NWD1', 'SRSF12', 'B3GAT1', 'CCBE1', 'CIDEC', 'HPDL', 'LINC00173', 'TMEM59L', 'IL11', 'LSAMP', 'RNF182', 'TSPAN8', 'GAS2', 'FASLG', 'KCNA6', 'LOC613037', 'KLK6', 'GALNT13', 'ABCC6P2', 'DHDH', 'NLRP7', 'SMC1B', 'FRMPD1', 'SCN3B', 'RFPL1S', 'C15ORF56', 'COL28A1', 'FAM83A', 'SLC16A11', 'PSORS1C1', 'PTCHD1', 'SLC24A5', 'TUSC5', 'C9ORF47', 'ADGRG2', 'ANO5', 'SLC6A14', 'TMPRSS4', 'RUFY4', 'INTS4P2', 'IGSF1', 'KCNQ3', 'PIK3C2G', 'LOC100133669', 'CYP4F12', 'LINC00908', 'NBPF4', 'MYOM2', 'EBF2', 'VENTX', 'FAM157A', 'DSCAML1', 'PCDHA5', 'PTPRN', 'MAG', 'PLAC1', 'DLX5', 'CCNI2', 'CDKN2B.AS1', 'DLX2', 'SYT6', 'CNTN2', 'FAM19A2', 'KLK7', 'ZBTB20', 'NKX3.2', 'SFTPA2', 'BRE.AS1', 'SLC6A17', 'OR2W3', 'PTPRR', 'RYR3', 'GHRLOS', 'ABCC2', 'TFAP2E', 'ABCD2', 'CD160', 'CD1A', 'GRIA2', 'RGS9', 'CCDC144A', 'DEFB1', 'CDKL2', 'DCX', 'DLK2', 'CACNA1I', 'PWAR5', 'GGT3P', 'MYO16', 'SLC6A11', 'WDR17', 'MSMB', 'CHRFAM7A', 'BTBD19', 'MMP12', 'CABP4', 'TCEAL2', 'CHRNA10', 'UNC13A', 'FKBP1AP1', 'AGBL4', 'SLC39A2', 'LY6H', 'XCL2', 'SPAG8', 'TUBAL3', 'S100A7', 'P2RY12', 'PCBP3', 'SNORD116.4', 'KCNH3', 'LINC00202.1', 'ZNF727', 'ARL9', 'TM6SF2', 'MAK', 'GRID2IP', 'MPL', 'HRCT1', 'TCN1', 'ELOVL3', 'SLC46A2', 'SYCE3', 'CD70', 'TCTEX1D1', 'NOX5', 'GPM6A', 'GRIN2A', 'PGLYRP2', 'TIGD4', 'SYCE2', 'ARMC3', 'JAKMIP1', 'RAB9B', 'MKRN3', 'CTAGE6', 'BAIAP2L2', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'LONRF3', 'AGAP7P', 'ACY3', 'LRRC43', 'THPO', 'BEX1', 'LOC400927', 'KLK10', 'SCN9A', 'ACHE', 'AKR1E2', 'SCN2A', 'PRPH2', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'VN1R1', 'TMEM145', 'C6ORF52', 'CD40LG', 'BEGAIN', 'HRC', 'GPR82', 'PAH', 'LOC285593', 'CHODL', 'TTBK1', 'CXADRP3', 'MLLT4.AS1', 'TTYH1', 'CHST9', 'ADGRL3', 'APOBEC3A', 'GABRB3', 'SLC25A34', 'HIST1H2BH', 'TRH', 'BRSK2', 'MAPK4', 'C8ORF46', 'DNASE1L2', 'ST8SIA2', 'DGCR5', 'CAMK4', 'EPYC', 'MUC15', 'GBP6', 'GPR63', 'ANKLE1', 'CAPSL', 'IL17D', 'ROBO2', 'SLC35F3', 'AIM1L', 'ASGR1', 'HAMP', 'TNFSF11', 'RMRP', 'FAM201A', 'PCDHA1', 'MYO15A', 'FAM159A', 'CHKB.AS1', 'DUSP9', 'NMU', 'PTX3', 'DCLK3', 'NEK5', 'RHCE', 'TDRD6', 'LYG1', 'MTUS2', 'KCNK17', 'LOC100132215', 'RUNDC3A', 'UCKL1.AS1', 'C1QL3', 'CYTL1', 'LINC00961', 'CYP2E1', 'RRN3P1', 'FOLR1', 'PNMA6A', 'ROPN1B', 'SIGLEC6', 'LINC00689', 'XCL1', 'HBA1', 'RRN3P2', 'ADRA2B', 'THSD7B', 'SLC2A14', 'ATP13A4', 'MT1L', 'DPEP1', 'KISS1R', 'KIF19', 'TMEM150B', 'IL1RL1', 'ZMAT4', 'CCR10', 'IL24', 'ARRDC3.AS1', 'GLI1', 'GPR173', 'LIN7A', 'TTLL9', 'WBP2NL', 'RHBG', 'A2ML1', 'PRRT4', 'KIAA1210', 'NIPAL4', 'GPR135', 'LOC90246', 'GNMT', 'CD300LB', 'CNTNAP3', 'IL18RAP', 'FIGF', 'OXGR1', 'CBLN1', 'B3GALT5', 'PCDHB18P', 'RRAD', 'MAP7D2', 'DPF3', 'DPY19L2P4', 'MS4A8', 'CACNA2D3', 'HIST1H1D', 'SLC5A8', 'RAB39A', 'TRIM7', 'LRRC24', 'AIM2', 'PON3', 'PCDH20', 'GABRB2', 'MASP2', 'TIFAB', 'PHKG1', 'DNAH11', 'KLK8', 'FOXN1', 'WFIKKN1', 'CD19', 'CLCA2', 'DCST2', 'ANK1', 'LINC00669', 'WNT10A', 'GPR171', 'FREM2', 'KCNB1', 'CRB2', 'C19ORF45', 'SLC26A3', 'UCA1', 'LINC01465', 'SEPHS1P1', 'HIST1H2AG', 'RASAL1', 'LINC00685', 'TYMSOS', 'RIC3', 'ANO2', 'CD1E', 'TTC41P', 'COLCA1', 'NEURL3', 'LOC646999', 'CST2', 'MED12L', 'HNRNPCL3', 'PCDHGC5', 'NRXN1', 'RAB3B', 'STXBP6', 'FAM182B', 'MYEOV', 'SEC14L1P1', 'IL6', 'MAPT.AS1', 'EYA1', 'ARHGEF33', 'CLPSL1', 'CR2', 'KIF4B', 'FNDC8', 'CXCR2', 'PATL2', 'AJAP1', 'ZNF676', 'VSTM2A', 'CLDN14', 'KCNRG', 'TDRD9', 'CLEC4F', 'LPAR4', 'MSLN', 'C9ORF117', 'MAGEL2', 'FAM43B', 'HAPLN1', 'NDP', 'VIT', 'PDCD1', 'DMRTC1B', 'TRABD2A', 'ABHD1', 'MKX', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.2263418226753373e-05
		RMSE:  0.21251306884336046
		NRMSE:  0.14909431220418734
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004123239054339534
		RMSE:  0.18871613277479948
		NRMSE:  0.16414808838605816
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999997
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  9.199756156192773e-16
		NRMSE:  6.454338662648575e-16
		MAPE:  2.776724210259073e-12
		Pearson Correlation:  0.12444663829375789
		Spearman Correlation:  0.12605394082220478
		Coefficient of Determination:  -1.4235212844167568
		RMSE:  0.29318310381019647
		NRMSE:  0.2550150076197487
		MAPE:  520.1249467317571

	Predictor:  ElasticNet
		Pearson Correlation:  0.6312515651888583
		Spearman Correlation:  0.6525965067606392
		Coefficient of Determination:  0.3623004714653315
		RMSE:  0.16970274077827519
		NRMSE:  0.1190595644456665
		MAPE:  447.3870682183305
		Pearson Correlation:  0.28205674480437404
		Spearman Correlation:  0.2784448683898802
		Coefficient of Determination:  0.05229479018034944
		RMSE:  0.1833378580501215
		NRMSE:  0.15946998534372603
		MAPE:  249.15478510147128

	Predictor:  RandomForests
		Pearson Correlation:  0.5576733948421304
		Spearman Correlation:  0.5879528488553074
		Coefficient of Determination:  0.2646576714275529
		RMSE:  0.18223239858356471
		NRMSE:  0.1278500860018274
		MAPE:  318.04859557718544
		Pearson Correlation:  0.2836209631233816
		Spearman Correlation:  0.3063654160276313
		Coefficient of Determination:  0.07703988880099388
		RMSE:  0.18092850101032426
		NRMSE:  0.1573742908924511
		MAPE:  181.82101938419538

Protein:  PTEN
x_train_column_count:  1002
x_train columns:  ['DES', 'POU5F1B', 'SOX15', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'ALOX15', 'C4ORF36', 'MPZ', 'PPP2R2B', 'TMEM200C', 'ACTA1', 'LEP', 'ABCA10', 'CA14', 'MST1L', 'TAT', 'NPTX1', 'PCDHGA1', 'CATSPER3', 'MUC6', 'FIBCD1', 'C10ORF55', 'GRIK4', 'GLDC', 'CYP4F35P', 'TUBA3E', 'FDCSP', 'ANP32AP1', 'LOC100272216', 'C1ORF228', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'PDE6G', 'BMX', 'LRFN2', 'IRX6', 'FBLL1', 'CACNA1F', 'LINC00922', 'CCL13', 'MAST1', 'LOC399815', 'XKRX', 'CFAP57', 'KIAA0125', 'PCDHA2', 'FOXP2', 'FOXF1', 'C1ORF186', 'GIPR', 'ALG1L', 'ASB14', 'CADM2', 'NXNL2', 'HHIPL2', 'JAKMIP2', 'KCNJ10', 'ZNF280B', 'LINC01139', 'TSSK4', 'HSD17B2', 'DNAJC5B', 'BRINP2', 'CERS1', 'TMEM35', 'ASAH2B', 'LGR5', 'MAT1A', 'PDZRN4', 'RNASE2', 'LRFN5', 'C2CD4B', 'C10ORF95', 'DNAI1', 'WNK3', 'FCGR3B', 'PCDHAC1', 'TMEM151B', 'GPR141', 'LGALS12', 'GDF6', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'TMEM253', 'KRT6A', 'MIR503HG', 'HP', 'HIST1H2AM', 'CYP11A1', 'DMC1', 'IL1RL2', 'AOC1', 'PCP4L1', 'MYT1', 'ESYT3', 'TLL2', 'C19ORF26', 'NFE2', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'KIF1A', 'HMGCLL1', 'UMODL1', 'HAND2.AS1', 'DYDC2', 'PQLC2L', 'PRAME', 'DGKI', 'EPHA7', 'SPSB4', 'LOC644172', 'TGM1', 'IGDCC3', 'IQSEC3', 'ATP8A2', 'PKD1L2', 'GP1BA', 'C2CD4C', 'UGT2B15', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'TMEM232', 'GPR27', 'CNTF', 'PLA2G10', 'MGAM', 'NBPF6', 'SLC25A21', 'DIO3', 'PLEKHD1', 'MCHR1', 'PRSS12', 'KERA', 'SLC6A4', 'CD244', 'LOC100130987', 'FCRL3', 'PTCHD4', 'PNMT', 'LINC00242', 'L1TD1', 'STAP1', 'LINC00839', 'IL10', 'RGN', 'DCANP1', 'CST4', 'FCRLA', 'PLCXD3', 'TBC1D3H', 'SPDYA', 'C6', 'SNAP25', 'TPSD1', 'GFRA2', 'FLG', 'PCDHGB3', 'DLGAP1', 'GJB3', 'GPR158', 'IGFL2', 'SFTPD', 'C1GALT1C1L', 'DNASE1L3', 'ZBED2', 'PROC', 'GDF10', 'NR6A1', 'ITPKA', 'TM4SF19', 'FAM186B', 'BCO2', 'PTH2R', 'BCAN', 'PNPLA3', 'SLC17A7', 'KCNG1', 'C1ORF229', 'PPM1N', 'DOC2B', 'HIST2H2BA', 'ALOX12P2', 'FAM86B2', 'FBXL13', 'SULT4A1', 'GUSBP5', 'FGF18', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'HTR1D', 'KCNJ3', 'HCN2', 'LCN12', 'LRRC31', 'EGOT', 'LRRIQ3', 'C10ORF82', 'ZNF660', 'RNF183', 'GJB5', 'SLC7A4', 'ATP1A4', 'NAALAD2', 'ADRA1B', 'SYT8', 'RAET1E', 'LTA', 'LRRIQ1', 'PCDHA7', 'SLC38A4', 'AURKAPS1', 'TNFSF15', 'CNGA1', 'C4ORF47', 'MAL', 'LY6G6C', 'SCGB3A1', 'FBXO24', 'TRPA1', 'RPL13AP3', 'KLK11', 'ACSL6', 'GRM8', 'TUBA3D', 'PTGDR', 'RP1', 'LINC01119', 'IQUB', 'CBLN4', 'LINC01341', 'ECT2L', 'SOX8', 'PAX2', 'EYS', 'NKPD1', 'ETV2', 'FXYD1', 'RNF138P1', 'MYCBPAP', 'TEKT3', 'XPNPEP2', 'CCR8', 'PPP1R3G', 'CCIN', 'STKLD1', 'C19ORF18', 'SLC30A8', 'UGT8', 'SLC28A3', 'JPH4', 'PLP1', 'UBE2Q2P1', 'SLC25A18', 'METTL7B', 'HEPACAM2', 'TEX14', 'IDI2.AS1', 'CASQ1', 'LINC00482', 'S100A3', 'ALOXE3', 'GLIS1', 'SGK2', 'NR1I3', 'CCDC36', 'PBX4', 'ZNF843', 'LRIT3', 'WNT2B', 'CACNG1', 'MS4A15', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'LPAR3', 'AOC2', 'TNNI3K', 'BCHE', 'GJB1', 'C9ORF43', 'PITX2', 'FCRL6', 'CCDC151', 'PNCK', 'CKMT2', 'FAM189A1', 'DQX1', 'ABCA17P', 'CACNA1G', 'C1ORF101', 'ENPP6', 'NLRP12', 'C2ORF50', 'ADCYAP1', 'CLDN9', 'FAM90A1', 'SLC6A20', 'IYD', 'SPIB', 'FAM95B1', 'CA3', 'OTOA', 'ZNF835', 'PCDH9', 'C2CD4A', 'C1ORF95', 'RYR2', 'LINC01550', 'ZCCHC18', 'CLEC3A', 'VSIG1', 'AURKC', 'ULBP3', 'CLECL1', 'CCDC158', 'CCDC65', 'IL20RB', 'ARC', 'GSDMC', 'TAS1R3', 'DDX11L2', 'SCN2B', 'TTC16', 'PCSK1N', 'SVOPL', 'ALDH8A1', 'BPIFB2', 'CRYGS', 'MYOZ1', 'COLCA2', 'GSTM1', 'PDE1C', 'KNDC1', 'DUOXA1', 'B3GALT5.AS1', 'PCYT1B', 'IL22RA1', 'LOC148709', 'KLHL4', 'PPP1R36', 'HOXD3', 'TARP', 'FAM57B', 'OR7E91P', 'CAMP', 'LOC90768', 'LOC441455', 'JPH3', 'CPEB1', 'LUZP2', 'FLJ37201', 'IL12RB2', 'RELN', 'FUT7', 'LBX2', 'SCARA5', 'RIMS1', 'PLA2G5', 'GPR18', 'MNX1', 'ZBED3.AS1', 'HIST1H2BN', 'SLC22A18AS', 'HOXB13', 'KCNE1', 'CD177', 'TUBB8', 'ZC3H12D', 'IGSF5', 'ASTN1', 'CIDEA', 'TCHH', 'KCNE2', 'ONECUT2', 'IRX4', 'C10ORF128', 'GAL', 'WDR72', 'CHRNA6', 'SP5', 'BTBD8', 'FAM135B', 'SLC16A10', 'SCN7A', 'MGC16142', 'HOXB8', 'SCART1', 'LINC01124', 'RSPH4A', 'CCDC183', 'ALB', 'YPEL4', 'GBP1P1', 'CCDC7', 'DCSTAMP', 'GRIN2C', 'CELF5', 'MGAT5B', 'CXXC4', 'SLC35F1', 'GPR3', 'CXCR5', 'HOXA11', 'PYDC1', 'CCDC153', 'OBP2B', 'SLC30A2', 'ATP13A5', 'NIPAL1', 'SKIDA1', 'SRL', 'FOXJ1', 'PCSK9', 'LRP1B', 'RPGRIP1', 'WT1', 'TNFRSF9', 'PCAT18', 'STRC', 'SLC18A2', 'INSM1', 'NOXO1', 'CNNM1', 'GPR174', 'PCK1', 'MARCO', 'GPX2', 'FOXD4', 'SLC25A53', 'PPP4R4', 'DMRT3', 'C17ORF104', 'IL20', 'LBP', 'CRISP3', 'KLHL14', 'FOXD1', 'NOS2', 'PKNOX2', 'INHA', 'COL23A1', 'TNFRSF17', 'BTLA', 'AVPR2', 'ADH1C', 'GPLD1', 'PARP15', 'CXCL2', 'MYBPC1', 'GLOD5', 'CST9', 'GPR55', 'SLCO4C1', 'PFN1P2', 'BCL2L14', 'STEAP1B', 'C2ORF40', 'SLC23A1', 'ULBP2', 'VSIG2', 'SCN3A', 'AMH', 'VAT1L', 'CXCR2P1', 'ZNF98', 'DHRS4L1', 'CYSLTR2', 'ZNF454', 'RNF212', 'HAP1', 'TPSG1', 'VGLL1', 'FAM178B', 'FAM218A', 'P2RX1', 'ORM1', 'DBIL5P', 'TMEM105', 'DKK1', 'SYN2', 'EMILIN3', 'ZNF488', 'IL23A', 'SIGLEC17P', 'CRYM', 'AMBP', 'DPY19L2P2', 'PRKG2', 'CXCL1', 'SPDYE1', 'DEPDC4', 'SUCNR1', 'CTCFL', 'LRRC2', 'FABP7', 'GPBAR1', 'BRINP1', 'LRGUK', 'ADAMTS18', 'VWDE', 'BDKRB1', 'XIRP1', 'TENM1', 'FUT6', 'LINC00930', 'RERGL', 'BMPER', 'CYP4F8', 'KIAA0319', 'CDR1', 'NUGGC', 'RDM1', 'CECR2', 'CLEC12A', 'HCG27', 'ABHD11.AS1', 'FAM184B', 'PKD1L1', 'PCDHGA3', 'SORCS1', 'SEC14L5', 'WSCD2', 'SSUH2', 'CBLN2', 'ECEL1', 'SPESP1', 'FSCN2', 'CCL17', 'DMRT2', 'ZNF732', 'FAM162B', 'GRIA3', 'TMEM217', 'RSPO1', 'GNB3', 'CTSG', 'RGS6', 'HOXD4', 'PIANP', 'FLJ12825', 'COL2A1', 'CHRNB2', 'ADAM32', 'RNF175', 'IL1R2', 'ADAMTS19', 'SERPINA6', 'MT1A', 'RASL10A', 'DIRC3', 'PRSS21', 'HECTD2.AS1', 'PFKFB1', 'POM121L9P', 'CYP46A1', 'LRRC16B', 'SMIM5', 'CAPN11', 'FOXC2', 'ZNF804A', 'TBX21', 'TRAT1', 'PART1', 'HIST1H2BE', 'LOC100126784', 'VIPR2', 'CYSRT1', 'GPR87', 'IGF2BP3', 'XKR9', 'EMX1', 'SLC26A10', 'HOGA1', 'CA9', 'CEP83.AS1', 'HS3ST3B1', 'SLC13A2', 'HTR7', 'WIPF3', 'ULBP1', 'ZSCAN1', 'ZBTB16', 'OTUD7A', 'TMSB15A', 'TMEM40', 'CYP26A1', 'CITED1', 'ROPN1L', 'MAPT.IT1', 'ANKK1', 'WFDC3', 'GZMM', 'M1AP', 'PVALB', 'FIRRE', 'CDHR1', 'MYO3B', 'IGSF22', 'MRAP2', 'SPAG17', 'INE2', 'RBM12B.AS1', 'TTC23L', 'RFX8', 'CRTAC1', 'MROH7', 'PYGM', 'BTC', 'PCDHA12', 'CFAP61', 'KCNT2', 'HEATR4', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'CLEC4E', 'MIA', 'OPCML', 'ADGRF1', 'LRRC4B', 'NWD1', 'SRSF12', 'B3GAT1', 'CCBE1', 'CIDEC', 'HPDL', 'LINC00173', 'TMEM59L', 'IL11', 'LSAMP', 'RNF182', 'TSPAN8', 'GAS2', 'FASLG', 'KCNA6', 'LOC613037', 'KLK6', 'GALNT13', 'ABCC6P2', 'DHDH', 'NLRP7', 'SMC1B', 'FRMPD1', 'SCN3B', 'RFPL1S', 'C15ORF56', 'COL28A1', 'FAM83A', 'SLC16A11', 'PSORS1C1', 'PTCHD1', 'SLC24A5', 'TUSC5', 'C9ORF47', 'ADGRG2', 'ANO5', 'SLC6A14', 'TMPRSS4', 'RUFY4', 'INTS4P2', 'IGSF1', 'KCNQ3', 'PIK3C2G', 'LOC100133669', 'CYP4F12', 'LINC00908', 'NBPF4', 'MYOM2', 'EBF2', 'VENTX', 'FAM157A', 'DSCAML1', 'PCDHA5', 'PTPRN', 'MAG', 'PLAC1', 'DLX5', 'CCNI2', 'CDKN2B.AS1', 'DLX2', 'SYT6', 'CNTN2', 'FAM19A2', 'KLK7', 'ZBTB20', 'NKX3.2', 'SFTPA2', 'BRE.AS1', 'SLC6A17', 'OR2W3', 'PTPRR', 'RYR3', 'GHRLOS', 'ABCC2', 'TFAP2E', 'ABCD2', 'CD160', 'CD1A', 'GRIA2', 'RGS9', 'CCDC144A', 'DEFB1', 'CDKL2', 'DCX', 'DLK2', 'CACNA1I', 'PWAR5', 'GGT3P', 'MYO16', 'SLC6A11', 'WDR17', 'MSMB', 'CHRFAM7A', 'BTBD19', 'MMP12', 'CABP4', 'TCEAL2', 'CHRNA10', 'UNC13A', 'FKBP1AP1', 'AGBL4', 'SLC39A2', 'LY6H', 'XCL2', 'SPAG8', 'TUBAL3', 'S100A7', 'P2RY12', 'PCBP3', 'SNORD116.4', 'KCNH3', 'LINC00202.1', 'ZNF727', 'ARL9', 'TM6SF2', 'MAK', 'GRID2IP', 'MPL', 'HRCT1', 'TCN1', 'ELOVL3', 'SLC46A2', 'SYCE3', 'CD70', 'TCTEX1D1', 'NOX5', 'GPM6A', 'GRIN2A', 'PGLYRP2', 'TIGD4', 'SYCE2', 'ARMC3', 'JAKMIP1', 'RAB9B', 'MKRN3', 'CTAGE6', 'BAIAP2L2', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'LONRF3', 'AGAP7P', 'ACY3', 'LRRC43', 'THPO', 'BEX1', 'LOC400927', 'KLK10', 'SCN9A', 'ACHE', 'AKR1E2', 'SCN2A', 'PRPH2', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'VN1R1', 'TMEM145', 'C6ORF52', 'CD40LG', 'BEGAIN', 'HRC', 'GPR82', 'PAH', 'LOC285593', 'CHODL', 'TTBK1', 'CXADRP3', 'MLLT4.AS1', 'TTYH1', 'CHST9', 'ADGRL3', 'APOBEC3A', 'GABRB3', 'SLC25A34', 'HIST1H2BH', 'TRH', 'BRSK2', 'MAPK4', 'C8ORF46', 'DNASE1L2', 'ST8SIA2', 'DGCR5', 'CAMK4', 'EPYC', 'MUC15', 'GBP6', 'GPR63', 'ANKLE1', 'CAPSL', 'IL17D', 'ROBO2', 'SLC35F3', 'AIM1L', 'ASGR1', 'HAMP', 'TNFSF11', 'RMRP', 'FAM201A', 'PCDHA1', 'MYO15A', 'FAM159A', 'CHKB.AS1', 'DUSP9', 'NMU', 'PTX3', 'DCLK3', 'NEK5', 'RHCE', 'TDRD6', 'LYG1', 'MTUS2', 'KCNK17', 'LOC100132215', 'RUNDC3A', 'UCKL1.AS1', 'C1QL3', 'CYTL1', 'LINC00961', 'CYP2E1', 'RRN3P1', 'FOLR1', 'PNMA6A', 'ROPN1B', 'SIGLEC6', 'LINC00689', 'XCL1', 'HBA1', 'RRN3P2', 'ADRA2B', 'THSD7B', 'SLC2A14', 'ATP13A4', 'MT1L', 'DPEP1', 'KISS1R', 'KIF19', 'TMEM150B', 'IL1RL1', 'ZMAT4', 'CCR10', 'IL24', 'ARRDC3.AS1', 'GLI1', 'GPR173', 'LIN7A', 'TTLL9', 'WBP2NL', 'RHBG', 'A2ML1', 'PRRT4', 'KIAA1210', 'NIPAL4', 'GPR135', 'LOC90246', 'GNMT', 'CD300LB', 'CNTNAP3', 'IL18RAP', 'FIGF', 'OXGR1', 'CBLN1', 'B3GALT5', 'PCDHB18P', 'RRAD', 'MAP7D2', 'DPF3', 'DPY19L2P4', 'MS4A8', 'CACNA2D3', 'HIST1H1D', 'SLC5A8', 'RAB39A', 'TRIM7', 'LRRC24', 'AIM2', 'PON3', 'PCDH20', 'GABRB2', 'MASP2', 'TIFAB', 'PHKG1', 'DNAH11', 'KLK8', 'FOXN1', 'WFIKKN1', 'CD19', 'CLCA2', 'DCST2', 'ANK1', 'LINC00669', 'WNT10A', 'GPR171', 'FREM2', 'KCNB1', 'CRB2', 'C19ORF45', 'SLC26A3', 'UCA1', 'LINC01465', 'SEPHS1P1', 'HIST1H2AG', 'RASAL1', 'LINC00685', 'TYMSOS', 'RIC3', 'ANO2', 'CD1E', 'TTC41P', 'COLCA1', 'NEURL3', 'LOC646999', 'CST2', 'MED12L', 'HNRNPCL3', 'PCDHGC5', 'NRXN1', 'RAB3B', 'STXBP6', 'FAM182B', 'MYEOV', 'SEC14L1P1', 'IL6', 'MAPT.AS1', 'EYA1', 'ARHGEF33', 'CLPSL1', 'CR2', 'KIF4B', 'FNDC8', 'CXCR2', 'PATL2', 'AJAP1', 'ZNF676', 'VSTM2A', 'CLDN14', 'KCNRG', 'TDRD9', 'CLEC4F', 'LPAR4', 'MSLN', 'C9ORF117', 'MAGEL2', 'FAM43B', 'HAPLN1', 'NDP', 'VIT', 'PDCD1', 'DMRTC1B', 'TRABD2A', 'ABHD1', 'MKX', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023393971457565055
		RMSE:  0.6366126117528933
		NRMSE:  0.09954071014821253
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20813248536085016
		RMSE:  0.517654316968625
		NRMSE:  0.12376376344107133
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6292943186382643
		NRMSE:  0.09839642227163854
		MAPE:  299.798968451812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06342466003107061
		RMSE:  0.4856640113421529
		NRMSE:  0.11611533767086332
		MAPE:  95.15154235140719

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  4.1795758233170425e-15
		NRMSE:  6.535182273969263e-16
		MAPE:  6.4455319297913066e-12
		Pearson Correlation:  -0.03109237491635962
		Spearman Correlation:  -0.034441825957929655
		Coefficient of Determination:  -3.0558956110736704
		RMSE:  0.9484751206680029
		NRMSE:  0.2267668724401097
		MAPE:  356.23830542083874

	Predictor:  ElasticNet
		Pearson Correlation:  0.8600551949347799
		Spearman Correlation:  0.8267802328243143
		Coefficient of Determination:  0.6564195300244403
		RMSE:  0.368865506832626
		NRMSE:  0.05767578873154968
		MAPE:  302.4456276926149
		Pearson Correlation:  0.13209281074359497
		Spearman Correlation:  0.11895659546877142
		Coefficient of Determination:  -0.34764785728462
		RMSE:  0.546727314289509
		NRMSE:  0.13071470240747599
		MAPE:  164.89913804405182

	Predictor:  RandomForests
		Pearson Correlation:  0.5535967567285347
		Spearman Correlation:  0.5525674893556289
		Coefficient of Determination:  0.1667199082070857
		RMSE:  0.5744461378623131
		NRMSE:  0.08982036398441297
		MAPE:  348.7358959252459
		Pearson Correlation:  0.17022854876886978
		Spearman Correlation:  0.19696754323619997
		Coefficient of Determination:  -0.02311614940657547
		RMSE:  0.476370686161491
		NRMSE:  0.11389343617881006
		MAPE:  94.07468194587855

Protein:  BRCA2
x_train_column_count:  1002
x_train columns:  ['DES', 'POU5F1B', 'SOX15', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'ALOX15', 'C4ORF36', 'MPZ', 'PPP2R2B', 'TMEM200C', 'ACTA1', 'LEP', 'ABCA10', 'CA14', 'MST1L', 'TAT', 'NPTX1', 'PCDHGA1', 'CATSPER3', 'MUC6', 'FIBCD1', 'C10ORF55', 'GRIK4', 'GLDC', 'CYP4F35P', 'TUBA3E', 'FDCSP', 'ANP32AP1', 'LOC100272216', 'C1ORF228', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'PDE6G', 'BMX', 'LRFN2', 'IRX6', 'FBLL1', 'CACNA1F', 'LINC00922', 'CCL13', 'MAST1', 'LOC399815', 'XKRX', 'CFAP57', 'KIAA0125', 'PCDHA2', 'FOXP2', 'FOXF1', 'C1ORF186', 'GIPR', 'ALG1L', 'ASB14', 'CADM2', 'NXNL2', 'HHIPL2', 'JAKMIP2', 'KCNJ10', 'ZNF280B', 'LINC01139', 'TSSK4', 'HSD17B2', 'DNAJC5B', 'BRINP2', 'CERS1', 'TMEM35', 'ASAH2B', 'LGR5', 'MAT1A', 'PDZRN4', 'RNASE2', 'LRFN5', 'C2CD4B', 'C10ORF95', 'DNAI1', 'WNK3', 'FCGR3B', 'PCDHAC1', 'TMEM151B', 'GPR141', 'LGALS12', 'GDF6', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'TMEM253', 'KRT6A', 'MIR503HG', 'HP', 'HIST1H2AM', 'CYP11A1', 'DMC1', 'IL1RL2', 'AOC1', 'PCP4L1', 'MYT1', 'ESYT3', 'TLL2', 'C19ORF26', 'NFE2', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'KIF1A', 'HMGCLL1', 'UMODL1', 'HAND2.AS1', 'DYDC2', 'PQLC2L', 'PRAME', 'DGKI', 'EPHA7', 'SPSB4', 'LOC644172', 'TGM1', 'IGDCC3', 'IQSEC3', 'ATP8A2', 'PKD1L2', 'GP1BA', 'C2CD4C', 'UGT2B15', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'TMEM232', 'GPR27', 'CNTF', 'PLA2G10', 'MGAM', 'NBPF6', 'SLC25A21', 'DIO3', 'PLEKHD1', 'MCHR1', 'PRSS12', 'KERA', 'SLC6A4', 'CD244', 'LOC100130987', 'FCRL3', 'PTCHD4', 'PNMT', 'LINC00242', 'L1TD1', 'STAP1', 'LINC00839', 'IL10', 'RGN', 'DCANP1', 'CST4', 'FCRLA', 'PLCXD3', 'TBC1D3H', 'SPDYA', 'C6', 'SNAP25', 'TPSD1', 'GFRA2', 'FLG', 'PCDHGB3', 'DLGAP1', 'GJB3', 'GPR158', 'IGFL2', 'SFTPD', 'C1GALT1C1L', 'DNASE1L3', 'ZBED2', 'PROC', 'GDF10', 'NR6A1', 'ITPKA', 'TM4SF19', 'FAM186B', 'BCO2', 'PTH2R', 'BCAN', 'PNPLA3', 'SLC17A7', 'KCNG1', 'C1ORF229', 'PPM1N', 'DOC2B', 'HIST2H2BA', 'ALOX12P2', 'FAM86B2', 'FBXL13', 'SULT4A1', 'GUSBP5', 'FGF18', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'HTR1D', 'KCNJ3', 'HCN2', 'LCN12', 'LRRC31', 'EGOT', 'LRRIQ3', 'C10ORF82', 'ZNF660', 'RNF183', 'GJB5', 'SLC7A4', 'ATP1A4', 'NAALAD2', 'ADRA1B', 'SYT8', 'RAET1E', 'LTA', 'LRRIQ1', 'PCDHA7', 'SLC38A4', 'AURKAPS1', 'TNFSF15', 'CNGA1', 'C4ORF47', 'MAL', 'LY6G6C', 'SCGB3A1', 'FBXO24', 'TRPA1', 'RPL13AP3', 'KLK11', 'ACSL6', 'GRM8', 'TUBA3D', 'PTGDR', 'RP1', 'LINC01119', 'IQUB', 'CBLN4', 'LINC01341', 'ECT2L', 'SOX8', 'PAX2', 'EYS', 'NKPD1', 'ETV2', 'FXYD1', 'RNF138P1', 'MYCBPAP', 'TEKT3', 'XPNPEP2', 'CCR8', 'PPP1R3G', 'CCIN', 'STKLD1', 'C19ORF18', 'SLC30A8', 'UGT8', 'SLC28A3', 'JPH4', 'PLP1', 'UBE2Q2P1', 'SLC25A18', 'METTL7B', 'HEPACAM2', 'TEX14', 'IDI2.AS1', 'CASQ1', 'LINC00482', 'S100A3', 'ALOXE3', 'GLIS1', 'SGK2', 'NR1I3', 'CCDC36', 'PBX4', 'ZNF843', 'LRIT3', 'WNT2B', 'CACNG1', 'MS4A15', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'LPAR3', 'AOC2', 'TNNI3K', 'BCHE', 'GJB1', 'C9ORF43', 'PITX2', 'FCRL6', 'CCDC151', 'PNCK', 'CKMT2', 'FAM189A1', 'DQX1', 'ABCA17P', 'CACNA1G', 'C1ORF101', 'ENPP6', 'NLRP12', 'C2ORF50', 'ADCYAP1', 'CLDN9', 'FAM90A1', 'SLC6A20', 'IYD', 'SPIB', 'FAM95B1', 'CA3', 'OTOA', 'ZNF835', 'PCDH9', 'C2CD4A', 'C1ORF95', 'RYR2', 'LINC01550', 'ZCCHC18', 'CLEC3A', 'VSIG1', 'AURKC', 'ULBP3', 'CLECL1', 'CCDC158', 'CCDC65', 'IL20RB', 'ARC', 'GSDMC', 'TAS1R3', 'DDX11L2', 'SCN2B', 'TTC16', 'PCSK1N', 'SVOPL', 'ALDH8A1', 'BPIFB2', 'CRYGS', 'MYOZ1', 'COLCA2', 'GSTM1', 'PDE1C', 'KNDC1', 'DUOXA1', 'B3GALT5.AS1', 'PCYT1B', 'IL22RA1', 'LOC148709', 'KLHL4', 'PPP1R36', 'HOXD3', 'TARP', 'FAM57B', 'OR7E91P', 'CAMP', 'LOC90768', 'LOC441455', 'JPH3', 'CPEB1', 'LUZP2', 'FLJ37201', 'IL12RB2', 'RELN', 'FUT7', 'LBX2', 'SCARA5', 'RIMS1', 'PLA2G5', 'GPR18', 'MNX1', 'ZBED3.AS1', 'HIST1H2BN', 'SLC22A18AS', 'HOXB13', 'KCNE1', 'CD177', 'TUBB8', 'ZC3H12D', 'IGSF5', 'ASTN1', 'CIDEA', 'TCHH', 'KCNE2', 'ONECUT2', 'IRX4', 'C10ORF128', 'GAL', 'WDR72', 'CHRNA6', 'SP5', 'BTBD8', 'FAM135B', 'SLC16A10', 'SCN7A', 'MGC16142', 'HOXB8', 'SCART1', 'LINC01124', 'RSPH4A', 'CCDC183', 'ALB', 'YPEL4', 'GBP1P1', 'CCDC7', 'DCSTAMP', 'GRIN2C', 'CELF5', 'MGAT5B', 'CXXC4', 'SLC35F1', 'GPR3', 'CXCR5', 'HOXA11', 'PYDC1', 'CCDC153', 'OBP2B', 'SLC30A2', 'ATP13A5', 'NIPAL1', 'SKIDA1', 'SRL', 'FOXJ1', 'PCSK9', 'LRP1B', 'RPGRIP1', 'WT1', 'TNFRSF9', 'PCAT18', 'STRC', 'SLC18A2', 'INSM1', 'NOXO1', 'CNNM1', 'GPR174', 'PCK1', 'MARCO', 'GPX2', 'FOXD4', 'SLC25A53', 'PPP4R4', 'DMRT3', 'C17ORF104', 'IL20', 'LBP', 'CRISP3', 'KLHL14', 'FOXD1', 'NOS2', 'PKNOX2', 'INHA', 'COL23A1', 'TNFRSF17', 'BTLA', 'AVPR2', 'ADH1C', 'GPLD1', 'PARP15', 'CXCL2', 'MYBPC1', 'GLOD5', 'CST9', 'GPR55', 'SLCO4C1', 'PFN1P2', 'BCL2L14', 'STEAP1B', 'C2ORF40', 'SLC23A1', 'ULBP2', 'VSIG2', 'SCN3A', 'AMH', 'VAT1L', 'CXCR2P1', 'ZNF98', 'DHRS4L1', 'CYSLTR2', 'ZNF454', 'RNF212', 'HAP1', 'TPSG1', 'VGLL1', 'FAM178B', 'FAM218A', 'P2RX1', 'ORM1', 'DBIL5P', 'TMEM105', 'DKK1', 'SYN2', 'EMILIN3', 'ZNF488', 'IL23A', 'SIGLEC17P', 'CRYM', 'AMBP', 'DPY19L2P2', 'PRKG2', 'CXCL1', 'SPDYE1', 'DEPDC4', 'SUCNR1', 'CTCFL', 'LRRC2', 'FABP7', 'GPBAR1', 'BRINP1', 'LRGUK', 'ADAMTS18', 'VWDE', 'BDKRB1', 'XIRP1', 'TENM1', 'FUT6', 'LINC00930', 'RERGL', 'BMPER', 'CYP4F8', 'KIAA0319', 'CDR1', 'NUGGC', 'RDM1', 'CECR2', 'CLEC12A', 'HCG27', 'ABHD11.AS1', 'FAM184B', 'PKD1L1', 'PCDHGA3', 'SORCS1', 'SEC14L5', 'WSCD2', 'SSUH2', 'CBLN2', 'ECEL1', 'SPESP1', 'FSCN2', 'CCL17', 'DMRT2', 'ZNF732', 'FAM162B', 'GRIA3', 'TMEM217', 'RSPO1', 'GNB3', 'CTSG', 'RGS6', 'HOXD4', 'PIANP', 'FLJ12825', 'COL2A1', 'CHRNB2', 'ADAM32', 'RNF175', 'IL1R2', 'ADAMTS19', 'SERPINA6', 'MT1A', 'RASL10A', 'DIRC3', 'PRSS21', 'HECTD2.AS1', 'PFKFB1', 'POM121L9P', 'CYP46A1', 'LRRC16B', 'SMIM5', 'CAPN11', 'FOXC2', 'ZNF804A', 'TBX21', 'TRAT1', 'PART1', 'HIST1H2BE', 'LOC100126784', 'VIPR2', 'CYSRT1', 'GPR87', 'IGF2BP3', 'XKR9', 'EMX1', 'SLC26A10', 'HOGA1', 'CA9', 'CEP83.AS1', 'HS3ST3B1', 'SLC13A2', 'HTR7', 'WIPF3', 'ULBP1', 'ZSCAN1', 'ZBTB16', 'OTUD7A', 'TMSB15A', 'TMEM40', 'CYP26A1', 'CITED1', 'ROPN1L', 'MAPT.IT1', 'ANKK1', 'WFDC3', 'GZMM', 'M1AP', 'PVALB', 'FIRRE', 'CDHR1', 'MYO3B', 'IGSF22', 'MRAP2', 'SPAG17', 'INE2', 'RBM12B.AS1', 'TTC23L', 'RFX8', 'CRTAC1', 'MROH7', 'PYGM', 'BTC', 'PCDHA12', 'CFAP61', 'KCNT2', 'HEATR4', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'CLEC4E', 'MIA', 'OPCML', 'ADGRF1', 'LRRC4B', 'NWD1', 'SRSF12', 'B3GAT1', 'CCBE1', 'CIDEC', 'HPDL', 'LINC00173', 'TMEM59L', 'IL11', 'LSAMP', 'RNF182', 'TSPAN8', 'GAS2', 'FASLG', 'KCNA6', 'LOC613037', 'KLK6', 'GALNT13', 'ABCC6P2', 'DHDH', 'NLRP7', 'SMC1B', 'FRMPD1', 'SCN3B', 'RFPL1S', 'C15ORF56', 'COL28A1', 'FAM83A', 'SLC16A11', 'PSORS1C1', 'PTCHD1', 'SLC24A5', 'TUSC5', 'C9ORF47', 'ADGRG2', 'ANO5', 'SLC6A14', 'TMPRSS4', 'RUFY4', 'INTS4P2', 'IGSF1', 'KCNQ3', 'PIK3C2G', 'LOC100133669', 'CYP4F12', 'LINC00908', 'NBPF4', 'MYOM2', 'EBF2', 'VENTX', 'FAM157A', 'DSCAML1', 'PCDHA5', 'PTPRN', 'MAG', 'PLAC1', 'DLX5', 'CCNI2', 'CDKN2B.AS1', 'DLX2', 'SYT6', 'CNTN2', 'FAM19A2', 'KLK7', 'ZBTB20', 'NKX3.2', 'SFTPA2', 'BRE.AS1', 'SLC6A17', 'OR2W3', 'PTPRR', 'RYR3', 'GHRLOS', 'ABCC2', 'TFAP2E', 'ABCD2', 'CD160', 'CD1A', 'GRIA2', 'RGS9', 'CCDC144A', 'DEFB1', 'CDKL2', 'DCX', 'DLK2', 'CACNA1I', 'PWAR5', 'GGT3P', 'MYO16', 'SLC6A11', 'WDR17', 'MSMB', 'CHRFAM7A', 'BTBD19', 'MMP12', 'CABP4', 'TCEAL2', 'CHRNA10', 'UNC13A', 'FKBP1AP1', 'AGBL4', 'SLC39A2', 'LY6H', 'XCL2', 'SPAG8', 'TUBAL3', 'S100A7', 'P2RY12', 'PCBP3', 'SNORD116.4', 'KCNH3', 'LINC00202.1', 'ZNF727', 'ARL9', 'TM6SF2', 'MAK', 'GRID2IP', 'MPL', 'HRCT1', 'TCN1', 'ELOVL3', 'SLC46A2', 'SYCE3', 'CD70', 'TCTEX1D1', 'NOX5', 'GPM6A', 'GRIN2A', 'PGLYRP2', 'TIGD4', 'SYCE2', 'ARMC3', 'JAKMIP1', 'RAB9B', 'MKRN3', 'CTAGE6', 'BAIAP2L2', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'LONRF3', 'AGAP7P', 'ACY3', 'LRRC43', 'THPO', 'BEX1', 'LOC400927', 'KLK10', 'SCN9A', 'ACHE', 'AKR1E2', 'SCN2A', 'PRPH2', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'VN1R1', 'TMEM145', 'C6ORF52', 'CD40LG', 'BEGAIN', 'HRC', 'GPR82', 'PAH', 'LOC285593', 'CHODL', 'TTBK1', 'CXADRP3', 'MLLT4.AS1', 'TTYH1', 'CHST9', 'ADGRL3', 'APOBEC3A', 'GABRB3', 'SLC25A34', 'HIST1H2BH', 'TRH', 'BRSK2', 'MAPK4', 'C8ORF46', 'DNASE1L2', 'ST8SIA2', 'DGCR5', 'CAMK4', 'EPYC', 'MUC15', 'GBP6', 'GPR63', 'ANKLE1', 'CAPSL', 'IL17D', 'ROBO2', 'SLC35F3', 'AIM1L', 'ASGR1', 'HAMP', 'TNFSF11', 'RMRP', 'FAM201A', 'PCDHA1', 'MYO15A', 'FAM159A', 'CHKB.AS1', 'DUSP9', 'NMU', 'PTX3', 'DCLK3', 'NEK5', 'RHCE', 'TDRD6', 'LYG1', 'MTUS2', 'KCNK17', 'LOC100132215', 'RUNDC3A', 'UCKL1.AS1', 'C1QL3', 'CYTL1', 'LINC00961', 'CYP2E1', 'RRN3P1', 'FOLR1', 'PNMA6A', 'ROPN1B', 'SIGLEC6', 'LINC00689', 'XCL1', 'HBA1', 'RRN3P2', 'ADRA2B', 'THSD7B', 'SLC2A14', 'ATP13A4', 'MT1L', 'DPEP1', 'KISS1R', 'KIF19', 'TMEM150B', 'IL1RL1', 'ZMAT4', 'CCR10', 'IL24', 'ARRDC3.AS1', 'GLI1', 'GPR173', 'LIN7A', 'TTLL9', 'WBP2NL', 'RHBG', 'A2ML1', 'PRRT4', 'KIAA1210', 'NIPAL4', 'GPR135', 'LOC90246', 'GNMT', 'CD300LB', 'CNTNAP3', 'IL18RAP', 'FIGF', 'OXGR1', 'CBLN1', 'B3GALT5', 'PCDHB18P', 'RRAD', 'MAP7D2', 'DPF3', 'DPY19L2P4', 'MS4A8', 'CACNA2D3', 'HIST1H1D', 'SLC5A8', 'RAB39A', 'TRIM7', 'LRRC24', 'AIM2', 'PON3', 'PCDH20', 'GABRB2', 'MASP2', 'TIFAB', 'PHKG1', 'DNAH11', 'KLK8', 'FOXN1', 'WFIKKN1', 'CD19', 'CLCA2', 'DCST2', 'ANK1', 'LINC00669', 'WNT10A', 'GPR171', 'FREM2', 'KCNB1', 'CRB2', 'C19ORF45', 'SLC26A3', 'UCA1', 'LINC01465', 'SEPHS1P1', 'HIST1H2AG', 'RASAL1', 'LINC00685', 'TYMSOS', 'RIC3', 'ANO2', 'CD1E', 'TTC41P', 'COLCA1', 'NEURL3', 'LOC646999', 'CST2', 'MED12L', 'HNRNPCL3', 'PCDHGC5', 'NRXN1', 'RAB3B', 'STXBP6', 'FAM182B', 'MYEOV', 'SEC14L1P1', 'IL6', 'MAPT.AS1', 'EYA1', 'ARHGEF33', 'CLPSL1', 'CR2', 'KIF4B', 'FNDC8', 'CXCR2', 'PATL2', 'AJAP1', 'ZNF676', 'VSTM2A', 'CLDN14', 'KCNRG', 'TDRD9', 'CLEC4F', 'LPAR4', 'MSLN', 'C9ORF117', 'MAGEL2', 'FAM43B', 'HAPLN1', 'NDP', 'VIT', 'PDCD1', 'DMRTC1B', 'TRABD2A', 'ABHD1', 'MKX', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00289910117318648
		RMSE:  0.19032543678137456
		NRMSE:  0.12827584502559417
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001649424828515933
		RMSE:  0.21414907824527551
		NRMSE:  0.14729386559180924
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  9.212457511059902e-16
		NRMSE:  6.209026980198355e-16
		MAPE:  2.1387216234280153e-12
		Pearson Correlation:  0.1688313895385826
		Spearman Correlation:  0.12370478434893205
		Coefficient of Determination:  -0.9396254491800033
		RMSE:  0.2982217623964732
		NRMSE:  0.20511989379971882
		MAPE:  688.4837800768266

	Predictor:  ElasticNet
		Pearson Correlation:  0.5856048975398701
		Spearman Correlation:  0.5737590021002271
		Coefficient of Determination:  0.25555112853902817
		RMSE:  0.16397802526540897
		NRMSE:  0.11051817409309639
		MAPE:  171.17684406596263
		Pearson Correlation:  0.33736208112879384
		Spearman Correlation:  0.3188443746181374
		Coefficient of Determination:  0.09901780037717145
		RMSE:  0.2032537191082664
		NRMSE:  0.13979992923004245
		MAPE:  136.0606451923821

	Predictor:  RandomForests
		Pearson Correlation:  0.5589040342698625
		Spearman Correlation:  0.5463533701264748
		Coefficient of Determination:  0.16517247711294425
		RMSE:  0.17364672360953026
		NRMSE:  0.11703469900623452
		MAPE:  139.42848410319692
		Pearson Correlation:  0.26718227160055247
		Spearman Correlation:  0.23697302958889763
		Coefficient of Determination:  0.050534593521097904
		RMSE:  0.20865075884577178
		NRMSE:  0.1435120668315841
		MAPE:  136.471989840799

Protein:  CDKN2A
x_train_column_count:  1002
x_train columns:  ['DES', 'POU5F1B', 'SOX15', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'ALOX15', 'C4ORF36', 'MPZ', 'PPP2R2B', 'TMEM200C', 'ACTA1', 'LEP', 'ABCA10', 'CA14', 'MST1L', 'TAT', 'NPTX1', 'PCDHGA1', 'CATSPER3', 'MUC6', 'FIBCD1', 'C10ORF55', 'GRIK4', 'GLDC', 'CYP4F35P', 'TUBA3E', 'FDCSP', 'ANP32AP1', 'LOC100272216', 'C1ORF228', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'PDE6G', 'BMX', 'LRFN2', 'IRX6', 'FBLL1', 'CACNA1F', 'LINC00922', 'CCL13', 'MAST1', 'LOC399815', 'XKRX', 'CFAP57', 'KIAA0125', 'PCDHA2', 'FOXP2', 'FOXF1', 'C1ORF186', 'GIPR', 'ALG1L', 'ASB14', 'CADM2', 'NXNL2', 'HHIPL2', 'JAKMIP2', 'KCNJ10', 'ZNF280B', 'LINC01139', 'TSSK4', 'HSD17B2', 'DNAJC5B', 'BRINP2', 'CERS1', 'TMEM35', 'ASAH2B', 'LGR5', 'MAT1A', 'PDZRN4', 'RNASE2', 'LRFN5', 'C2CD4B', 'C10ORF95', 'DNAI1', 'WNK3', 'FCGR3B', 'PCDHAC1', 'TMEM151B', 'GPR141', 'LGALS12', 'GDF6', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'TMEM253', 'KRT6A', 'MIR503HG', 'HP', 'HIST1H2AM', 'CYP11A1', 'DMC1', 'IL1RL2', 'AOC1', 'PCP4L1', 'MYT1', 'ESYT3', 'TLL2', 'C19ORF26', 'NFE2', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'KIF1A', 'HMGCLL1', 'UMODL1', 'HAND2.AS1', 'DYDC2', 'PQLC2L', 'PRAME', 'DGKI', 'EPHA7', 'SPSB4', 'LOC644172', 'TGM1', 'IGDCC3', 'IQSEC3', 'ATP8A2', 'PKD1L2', 'GP1BA', 'C2CD4C', 'UGT2B15', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'TMEM232', 'GPR27', 'CNTF', 'PLA2G10', 'MGAM', 'NBPF6', 'SLC25A21', 'DIO3', 'PLEKHD1', 'MCHR1', 'PRSS12', 'KERA', 'SLC6A4', 'CD244', 'LOC100130987', 'FCRL3', 'PTCHD4', 'PNMT', 'LINC00242', 'L1TD1', 'STAP1', 'LINC00839', 'IL10', 'RGN', 'DCANP1', 'CST4', 'FCRLA', 'PLCXD3', 'TBC1D3H', 'SPDYA', 'C6', 'SNAP25', 'TPSD1', 'GFRA2', 'FLG', 'PCDHGB3', 'DLGAP1', 'GJB3', 'GPR158', 'IGFL2', 'SFTPD', 'C1GALT1C1L', 'DNASE1L3', 'ZBED2', 'PROC', 'GDF10', 'NR6A1', 'ITPKA', 'TM4SF19', 'FAM186B', 'BCO2', 'PTH2R', 'BCAN', 'PNPLA3', 'SLC17A7', 'KCNG1', 'C1ORF229', 'PPM1N', 'DOC2B', 'HIST2H2BA', 'ALOX12P2', 'FAM86B2', 'FBXL13', 'SULT4A1', 'GUSBP5', 'FGF18', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'HTR1D', 'KCNJ3', 'HCN2', 'LCN12', 'LRRC31', 'EGOT', 'LRRIQ3', 'C10ORF82', 'ZNF660', 'RNF183', 'GJB5', 'SLC7A4', 'ATP1A4', 'NAALAD2', 'ADRA1B', 'SYT8', 'RAET1E', 'LTA', 'LRRIQ1', 'PCDHA7', 'SLC38A4', 'AURKAPS1', 'TNFSF15', 'CNGA1', 'C4ORF47', 'MAL', 'LY6G6C', 'SCGB3A1', 'FBXO24', 'TRPA1', 'RPL13AP3', 'KLK11', 'ACSL6', 'GRM8', 'TUBA3D', 'PTGDR', 'RP1', 'LINC01119', 'IQUB', 'CBLN4', 'LINC01341', 'ECT2L', 'SOX8', 'PAX2', 'EYS', 'NKPD1', 'ETV2', 'FXYD1', 'RNF138P1', 'MYCBPAP', 'TEKT3', 'XPNPEP2', 'CCR8', 'PPP1R3G', 'CCIN', 'STKLD1', 'C19ORF18', 'SLC30A8', 'UGT8', 'SLC28A3', 'JPH4', 'PLP1', 'UBE2Q2P1', 'SLC25A18', 'METTL7B', 'HEPACAM2', 'TEX14', 'IDI2.AS1', 'CASQ1', 'LINC00482', 'S100A3', 'ALOXE3', 'GLIS1', 'SGK2', 'NR1I3', 'CCDC36', 'PBX4', 'ZNF843', 'LRIT3', 'WNT2B', 'CACNG1', 'MS4A15', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'LPAR3', 'AOC2', 'TNNI3K', 'BCHE', 'GJB1', 'C9ORF43', 'PITX2', 'FCRL6', 'CCDC151', 'PNCK', 'CKMT2', 'FAM189A1', 'DQX1', 'ABCA17P', 'CACNA1G', 'C1ORF101', 'ENPP6', 'NLRP12', 'C2ORF50', 'ADCYAP1', 'CLDN9', 'FAM90A1', 'SLC6A20', 'IYD', 'SPIB', 'FAM95B1', 'CA3', 'OTOA', 'ZNF835', 'PCDH9', 'C2CD4A', 'C1ORF95', 'RYR2', 'LINC01550', 'ZCCHC18', 'CLEC3A', 'VSIG1', 'AURKC', 'ULBP3', 'CLECL1', 'CCDC158', 'CCDC65', 'IL20RB', 'ARC', 'GSDMC', 'TAS1R3', 'DDX11L2', 'SCN2B', 'TTC16', 'PCSK1N', 'SVOPL', 'ALDH8A1', 'BPIFB2', 'CRYGS', 'MYOZ1', 'COLCA2', 'GSTM1', 'PDE1C', 'KNDC1', 'DUOXA1', 'B3GALT5.AS1', 'PCYT1B', 'IL22RA1', 'LOC148709', 'KLHL4', 'PPP1R36', 'HOXD3', 'TARP', 'FAM57B', 'OR7E91P', 'CAMP', 'LOC90768', 'LOC441455', 'JPH3', 'CPEB1', 'LUZP2', 'FLJ37201', 'IL12RB2', 'RELN', 'FUT7', 'LBX2', 'SCARA5', 'RIMS1', 'PLA2G5', 'GPR18', 'MNX1', 'ZBED3.AS1', 'HIST1H2BN', 'SLC22A18AS', 'HOXB13', 'KCNE1', 'CD177', 'TUBB8', 'ZC3H12D', 'IGSF5', 'ASTN1', 'CIDEA', 'TCHH', 'KCNE2', 'ONECUT2', 'IRX4', 'C10ORF128', 'GAL', 'WDR72', 'CHRNA6', 'SP5', 'BTBD8', 'FAM135B', 'SLC16A10', 'SCN7A', 'MGC16142', 'HOXB8', 'SCART1', 'LINC01124', 'RSPH4A', 'CCDC183', 'ALB', 'YPEL4', 'GBP1P1', 'CCDC7', 'DCSTAMP', 'GRIN2C', 'CELF5', 'MGAT5B', 'CXXC4', 'SLC35F1', 'GPR3', 'CXCR5', 'HOXA11', 'PYDC1', 'CCDC153', 'OBP2B', 'SLC30A2', 'ATP13A5', 'NIPAL1', 'SKIDA1', 'SRL', 'FOXJ1', 'PCSK9', 'LRP1B', 'RPGRIP1', 'WT1', 'TNFRSF9', 'PCAT18', 'STRC', 'SLC18A2', 'INSM1', 'NOXO1', 'CNNM1', 'GPR174', 'PCK1', 'MARCO', 'GPX2', 'FOXD4', 'SLC25A53', 'PPP4R4', 'DMRT3', 'C17ORF104', 'IL20', 'LBP', 'CRISP3', 'KLHL14', 'FOXD1', 'NOS2', 'PKNOX2', 'INHA', 'COL23A1', 'TNFRSF17', 'BTLA', 'AVPR2', 'ADH1C', 'GPLD1', 'PARP15', 'CXCL2', 'MYBPC1', 'GLOD5', 'CST9', 'GPR55', 'SLCO4C1', 'PFN1P2', 'BCL2L14', 'STEAP1B', 'C2ORF40', 'SLC23A1', 'ULBP2', 'VSIG2', 'SCN3A', 'AMH', 'VAT1L', 'CXCR2P1', 'ZNF98', 'DHRS4L1', 'CYSLTR2', 'ZNF454', 'RNF212', 'HAP1', 'TPSG1', 'VGLL1', 'FAM178B', 'FAM218A', 'P2RX1', 'ORM1', 'DBIL5P', 'TMEM105', 'DKK1', 'SYN2', 'EMILIN3', 'ZNF488', 'IL23A', 'SIGLEC17P', 'CRYM', 'AMBP', 'DPY19L2P2', 'PRKG2', 'CXCL1', 'SPDYE1', 'DEPDC4', 'SUCNR1', 'CTCFL', 'LRRC2', 'FABP7', 'GPBAR1', 'BRINP1', 'LRGUK', 'ADAMTS18', 'VWDE', 'BDKRB1', 'XIRP1', 'TENM1', 'FUT6', 'LINC00930', 'RERGL', 'BMPER', 'CYP4F8', 'KIAA0319', 'CDR1', 'NUGGC', 'RDM1', 'CECR2', 'CLEC12A', 'HCG27', 'ABHD11.AS1', 'FAM184B', 'PKD1L1', 'PCDHGA3', 'SORCS1', 'SEC14L5', 'WSCD2', 'SSUH2', 'CBLN2', 'ECEL1', 'SPESP1', 'FSCN2', 'CCL17', 'DMRT2', 'ZNF732', 'FAM162B', 'GRIA3', 'TMEM217', 'RSPO1', 'GNB3', 'CTSG', 'RGS6', 'HOXD4', 'PIANP', 'FLJ12825', 'COL2A1', 'CHRNB2', 'ADAM32', 'RNF175', 'IL1R2', 'ADAMTS19', 'SERPINA6', 'MT1A', 'RASL10A', 'DIRC3', 'PRSS21', 'HECTD2.AS1', 'PFKFB1', 'POM121L9P', 'CYP46A1', 'LRRC16B', 'SMIM5', 'CAPN11', 'FOXC2', 'ZNF804A', 'TBX21', 'TRAT1', 'PART1', 'HIST1H2BE', 'LOC100126784', 'VIPR2', 'CYSRT1', 'GPR87', 'IGF2BP3', 'XKR9', 'EMX1', 'SLC26A10', 'HOGA1', 'CA9', 'CEP83.AS1', 'HS3ST3B1', 'SLC13A2', 'HTR7', 'WIPF3', 'ULBP1', 'ZSCAN1', 'ZBTB16', 'OTUD7A', 'TMSB15A', 'TMEM40', 'CYP26A1', 'CITED1', 'ROPN1L', 'MAPT.IT1', 'ANKK1', 'WFDC3', 'GZMM', 'M1AP', 'PVALB', 'FIRRE', 'CDHR1', 'MYO3B', 'IGSF22', 'MRAP2', 'SPAG17', 'INE2', 'RBM12B.AS1', 'TTC23L', 'RFX8', 'CRTAC1', 'MROH7', 'PYGM', 'BTC', 'PCDHA12', 'CFAP61', 'KCNT2', 'HEATR4', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'CLEC4E', 'MIA', 'OPCML', 'ADGRF1', 'LRRC4B', 'NWD1', 'SRSF12', 'B3GAT1', 'CCBE1', 'CIDEC', 'HPDL', 'LINC00173', 'TMEM59L', 'IL11', 'LSAMP', 'RNF182', 'TSPAN8', 'GAS2', 'FASLG', 'KCNA6', 'LOC613037', 'KLK6', 'GALNT13', 'ABCC6P2', 'DHDH', 'NLRP7', 'SMC1B', 'FRMPD1', 'SCN3B', 'RFPL1S', 'C15ORF56', 'COL28A1', 'FAM83A', 'SLC16A11', 'PSORS1C1', 'PTCHD1', 'SLC24A5', 'TUSC5', 'C9ORF47', 'ADGRG2', 'ANO5', 'SLC6A14', 'TMPRSS4', 'RUFY4', 'INTS4P2', 'IGSF1', 'KCNQ3', 'PIK3C2G', 'LOC100133669', 'CYP4F12', 'LINC00908', 'NBPF4', 'MYOM2', 'EBF2', 'VENTX', 'FAM157A', 'DSCAML1', 'PCDHA5', 'PTPRN', 'MAG', 'PLAC1', 'DLX5', 'CCNI2', 'CDKN2B.AS1', 'DLX2', 'SYT6', 'CNTN2', 'FAM19A2', 'KLK7', 'ZBTB20', 'NKX3.2', 'SFTPA2', 'BRE.AS1', 'SLC6A17', 'OR2W3', 'PTPRR', 'RYR3', 'GHRLOS', 'ABCC2', 'TFAP2E', 'ABCD2', 'CD160', 'CD1A', 'GRIA2', 'RGS9', 'CCDC144A', 'DEFB1', 'CDKL2', 'DCX', 'DLK2', 'CACNA1I', 'PWAR5', 'GGT3P', 'MYO16', 'SLC6A11', 'WDR17', 'MSMB', 'CHRFAM7A', 'BTBD19', 'MMP12', 'CABP4', 'TCEAL2', 'CHRNA10', 'UNC13A', 'FKBP1AP1', 'AGBL4', 'SLC39A2', 'LY6H', 'XCL2', 'SPAG8', 'TUBAL3', 'S100A7', 'P2RY12', 'PCBP3', 'SNORD116.4', 'KCNH3', 'LINC00202.1', 'ZNF727', 'ARL9', 'TM6SF2', 'MAK', 'GRID2IP', 'MPL', 'HRCT1', 'TCN1', 'ELOVL3', 'SLC46A2', 'SYCE3', 'CD70', 'TCTEX1D1', 'NOX5', 'GPM6A', 'GRIN2A', 'PGLYRP2', 'TIGD4', 'SYCE2', 'ARMC3', 'JAKMIP1', 'RAB9B', 'MKRN3', 'CTAGE6', 'BAIAP2L2', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'LONRF3', 'AGAP7P', 'ACY3', 'LRRC43', 'THPO', 'BEX1', 'LOC400927', 'KLK10', 'SCN9A', 'ACHE', 'AKR1E2', 'SCN2A', 'PRPH2', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'VN1R1', 'TMEM145', 'C6ORF52', 'CD40LG', 'BEGAIN', 'HRC', 'GPR82', 'PAH', 'LOC285593', 'CHODL', 'TTBK1', 'CXADRP3', 'MLLT4.AS1', 'TTYH1', 'CHST9', 'ADGRL3', 'APOBEC3A', 'GABRB3', 'SLC25A34', 'HIST1H2BH', 'TRH', 'BRSK2', 'MAPK4', 'C8ORF46', 'DNASE1L2', 'ST8SIA2', 'DGCR5', 'CAMK4', 'EPYC', 'MUC15', 'GBP6', 'GPR63', 'ANKLE1', 'CAPSL', 'IL17D', 'ROBO2', 'SLC35F3', 'AIM1L', 'ASGR1', 'HAMP', 'TNFSF11', 'RMRP', 'FAM201A', 'PCDHA1', 'MYO15A', 'FAM159A', 'CHKB.AS1', 'DUSP9', 'NMU', 'PTX3', 'DCLK3', 'NEK5', 'RHCE', 'TDRD6', 'LYG1', 'MTUS2', 'KCNK17', 'LOC100132215', 'RUNDC3A', 'UCKL1.AS1', 'C1QL3', 'CYTL1', 'LINC00961', 'CYP2E1', 'RRN3P1', 'FOLR1', 'PNMA6A', 'ROPN1B', 'SIGLEC6', 'LINC00689', 'XCL1', 'HBA1', 'RRN3P2', 'ADRA2B', 'THSD7B', 'SLC2A14', 'ATP13A4', 'MT1L', 'DPEP1', 'KISS1R', 'KIF19', 'TMEM150B', 'IL1RL1', 'ZMAT4', 'CCR10', 'IL24', 'ARRDC3.AS1', 'GLI1', 'GPR173', 'LIN7A', 'TTLL9', 'WBP2NL', 'RHBG', 'A2ML1', 'PRRT4', 'KIAA1210', 'NIPAL4', 'GPR135', 'LOC90246', 'GNMT', 'CD300LB', 'CNTNAP3', 'IL18RAP', 'FIGF', 'OXGR1', 'CBLN1', 'B3GALT5', 'PCDHB18P', 'RRAD', 'MAP7D2', 'DPF3', 'DPY19L2P4', 'MS4A8', 'CACNA2D3', 'HIST1H1D', 'SLC5A8', 'RAB39A', 'TRIM7', 'LRRC24', 'AIM2', 'PON3', 'PCDH20', 'GABRB2', 'MASP2', 'TIFAB', 'PHKG1', 'DNAH11', 'KLK8', 'FOXN1', 'WFIKKN1', 'CD19', 'CLCA2', 'DCST2', 'ANK1', 'LINC00669', 'WNT10A', 'GPR171', 'FREM2', 'KCNB1', 'CRB2', 'C19ORF45', 'SLC26A3', 'UCA1', 'LINC01465', 'SEPHS1P1', 'HIST1H2AG', 'RASAL1', 'LINC00685', 'TYMSOS', 'RIC3', 'ANO2', 'CD1E', 'TTC41P', 'COLCA1', 'NEURL3', 'LOC646999', 'CST2', 'MED12L', 'HNRNPCL3', 'PCDHGC5', 'NRXN1', 'RAB3B', 'STXBP6', 'FAM182B', 'MYEOV', 'SEC14L1P1', 'IL6', 'MAPT.AS1', 'EYA1', 'ARHGEF33', 'CLPSL1', 'CR2', 'KIF4B', 'FNDC8', 'CXCR2', 'PATL2', 'AJAP1', 'ZNF676', 'VSTM2A', 'CLDN14', 'KCNRG', 'TDRD9', 'CLEC4F', 'LPAR4', 'MSLN', 'C9ORF117', 'MAGEL2', 'FAM43B', 'HAPLN1', 'NDP', 'VIT', 'PDCD1', 'DMRTC1B', 'TRABD2A', 'ABHD1', 'MKX', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07669790023289091
		RMSE:  0.6927164423772558
		NRMSE:  0.16172871740223568
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04462654135164201
		RMSE:  0.6710309035955896
		NRMSE:  0.2071658496482324
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6675880639420501
		NRMSE:  0.15586198728568595
		MAPE:  307.97311558867955
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004949645588538276
		RMSE:  0.658164031136248
		NRMSE:  0.20319348928290204
		MAPE:  176.07940307985857

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  2.9491875811344523e-15
		NRMSE:  6.885477169253017e-16
		MAPE:  2.6492417894478495e-12
		Pearson Correlation:  0.315192265037892
		Spearman Correlation:  0.3014376737864562
		Coefficient of Determination:  -0.5430567164970821
		RMSE:  0.8155544058208283
		NRMSE:  0.25178426285722216
		MAPE:  440.8158439773849

	Predictor:  ElasticNet
		Pearson Correlation:  0.8821352914930479
		Spearman Correlation:  0.8594220365483297
		Coefficient of Determination:  0.7242139180501903
		RMSE:  0.35058613421708035
		NRMSE:  0.08185145083514203
		MAPE:  255.60702480951667
		Pearson Correlation:  0.4204890872339228
		Spearman Correlation:  0.4091796655818652
		Coefficient of Determination:  0.13670129421588084
		RMSE:  0.610017843312715
		NRMSE:  0.1883294258629604
		MAPE:  216.10032222951162

	Predictor:  RandomForests
		Pearson Correlation:  0.5741592201972807
		Spearman Correlation:  0.5160346210669178
		Coefficient of Determination:  0.26633468179739683
		RMSE:  0.5718176520993042
		NRMSE:  0.13350244025478714
		MAPE:  311.5533727260833
		Pearson Correlation:  0.33658809919764127
		Spearman Correlation:  0.33008641005498823
		Coefficient of Determination:  0.10541226579539786
		RMSE:  0.6209740663903485
		NRMSE:  0.19171191577609473
		MAPE:  162.44238407679936

Protein:  TP53
x_train_column_count:  1002
x_train columns:  ['DES', 'POU5F1B', 'SOX15', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'ALOX15', 'C4ORF36', 'MPZ', 'PPP2R2B', 'TMEM200C', 'ACTA1', 'LEP', 'ABCA10', 'CA14', 'MST1L', 'TAT', 'NPTX1', 'PCDHGA1', 'CATSPER3', 'MUC6', 'FIBCD1', 'C10ORF55', 'GRIK4', 'GLDC', 'CYP4F35P', 'TUBA3E', 'FDCSP', 'ANP32AP1', 'LOC100272216', 'C1ORF228', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'PDE6G', 'BMX', 'LRFN2', 'IRX6', 'FBLL1', 'CACNA1F', 'LINC00922', 'CCL13', 'MAST1', 'LOC399815', 'XKRX', 'CFAP57', 'KIAA0125', 'PCDHA2', 'FOXP2', 'FOXF1', 'C1ORF186', 'GIPR', 'ALG1L', 'ASB14', 'CADM2', 'NXNL2', 'HHIPL2', 'JAKMIP2', 'KCNJ10', 'ZNF280B', 'LINC01139', 'TSSK4', 'HSD17B2', 'DNAJC5B', 'BRINP2', 'CERS1', 'TMEM35', 'ASAH2B', 'LGR5', 'MAT1A', 'PDZRN4', 'RNASE2', 'LRFN5', 'C2CD4B', 'C10ORF95', 'DNAI1', 'WNK3', 'FCGR3B', 'PCDHAC1', 'TMEM151B', 'GPR141', 'LGALS12', 'GDF6', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'TMEM253', 'KRT6A', 'MIR503HG', 'HP', 'HIST1H2AM', 'CYP11A1', 'DMC1', 'IL1RL2', 'AOC1', 'PCP4L1', 'MYT1', 'ESYT3', 'TLL2', 'C19ORF26', 'NFE2', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'KIF1A', 'HMGCLL1', 'UMODL1', 'HAND2.AS1', 'DYDC2', 'PQLC2L', 'PRAME', 'DGKI', 'EPHA7', 'SPSB4', 'LOC644172', 'TGM1', 'IGDCC3', 'IQSEC3', 'ATP8A2', 'PKD1L2', 'GP1BA', 'C2CD4C', 'UGT2B15', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'TMEM232', 'GPR27', 'CNTF', 'PLA2G10', 'MGAM', 'NBPF6', 'SLC25A21', 'DIO3', 'PLEKHD1', 'MCHR1', 'PRSS12', 'KERA', 'SLC6A4', 'CD244', 'LOC100130987', 'FCRL3', 'PTCHD4', 'PNMT', 'LINC00242', 'L1TD1', 'STAP1', 'LINC00839', 'IL10', 'RGN', 'DCANP1', 'CST4', 'FCRLA', 'PLCXD3', 'TBC1D3H', 'SPDYA', 'C6', 'SNAP25', 'TPSD1', 'GFRA2', 'FLG', 'PCDHGB3', 'DLGAP1', 'GJB3', 'GPR158', 'IGFL2', 'SFTPD', 'C1GALT1C1L', 'DNASE1L3', 'ZBED2', 'PROC', 'GDF10', 'NR6A1', 'ITPKA', 'TM4SF19', 'FAM186B', 'BCO2', 'PTH2R', 'BCAN', 'PNPLA3', 'SLC17A7', 'KCNG1', 'C1ORF229', 'PPM1N', 'DOC2B', 'HIST2H2BA', 'ALOX12P2', 'FAM86B2', 'FBXL13', 'SULT4A1', 'GUSBP5', 'FGF18', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'HTR1D', 'KCNJ3', 'HCN2', 'LCN12', 'LRRC31', 'EGOT', 'LRRIQ3', 'C10ORF82', 'ZNF660', 'RNF183', 'GJB5', 'SLC7A4', 'ATP1A4', 'NAALAD2', 'ADRA1B', 'SYT8', 'RAET1E', 'LTA', 'LRRIQ1', 'PCDHA7', 'SLC38A4', 'AURKAPS1', 'TNFSF15', 'CNGA1', 'C4ORF47', 'MAL', 'LY6G6C', 'SCGB3A1', 'FBXO24', 'TRPA1', 'RPL13AP3', 'KLK11', 'ACSL6', 'GRM8', 'TUBA3D', 'PTGDR', 'RP1', 'LINC01119', 'IQUB', 'CBLN4', 'LINC01341', 'ECT2L', 'SOX8', 'PAX2', 'EYS', 'NKPD1', 'ETV2', 'FXYD1', 'RNF138P1', 'MYCBPAP', 'TEKT3', 'XPNPEP2', 'CCR8', 'PPP1R3G', 'CCIN', 'STKLD1', 'C19ORF18', 'SLC30A8', 'UGT8', 'SLC28A3', 'JPH4', 'PLP1', 'UBE2Q2P1', 'SLC25A18', 'METTL7B', 'HEPACAM2', 'TEX14', 'IDI2.AS1', 'CASQ1', 'LINC00482', 'S100A3', 'ALOXE3', 'GLIS1', 'SGK2', 'NR1I3', 'CCDC36', 'PBX4', 'ZNF843', 'LRIT3', 'WNT2B', 'CACNG1', 'MS4A15', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'LPAR3', 'AOC2', 'TNNI3K', 'BCHE', 'GJB1', 'C9ORF43', 'PITX2', 'FCRL6', 'CCDC151', 'PNCK', 'CKMT2', 'FAM189A1', 'DQX1', 'ABCA17P', 'CACNA1G', 'C1ORF101', 'ENPP6', 'NLRP12', 'C2ORF50', 'ADCYAP1', 'CLDN9', 'FAM90A1', 'SLC6A20', 'IYD', 'SPIB', 'FAM95B1', 'CA3', 'OTOA', 'ZNF835', 'PCDH9', 'C2CD4A', 'C1ORF95', 'RYR2', 'LINC01550', 'ZCCHC18', 'CLEC3A', 'VSIG1', 'AURKC', 'ULBP3', 'CLECL1', 'CCDC158', 'CCDC65', 'IL20RB', 'ARC', 'GSDMC', 'TAS1R3', 'DDX11L2', 'SCN2B', 'TTC16', 'PCSK1N', 'SVOPL', 'ALDH8A1', 'BPIFB2', 'CRYGS', 'MYOZ1', 'COLCA2', 'GSTM1', 'PDE1C', 'KNDC1', 'DUOXA1', 'B3GALT5.AS1', 'PCYT1B', 'IL22RA1', 'LOC148709', 'KLHL4', 'PPP1R36', 'HOXD3', 'TARP', 'FAM57B', 'OR7E91P', 'CAMP', 'LOC90768', 'LOC441455', 'JPH3', 'CPEB1', 'LUZP2', 'FLJ37201', 'IL12RB2', 'RELN', 'FUT7', 'LBX2', 'SCARA5', 'RIMS1', 'PLA2G5', 'GPR18', 'MNX1', 'ZBED3.AS1', 'HIST1H2BN', 'SLC22A18AS', 'HOXB13', 'KCNE1', 'CD177', 'TUBB8', 'ZC3H12D', 'IGSF5', 'ASTN1', 'CIDEA', 'TCHH', 'KCNE2', 'ONECUT2', 'IRX4', 'C10ORF128', 'GAL', 'WDR72', 'CHRNA6', 'SP5', 'BTBD8', 'FAM135B', 'SLC16A10', 'SCN7A', 'MGC16142', 'HOXB8', 'SCART1', 'LINC01124', 'RSPH4A', 'CCDC183', 'ALB', 'YPEL4', 'GBP1P1', 'CCDC7', 'DCSTAMP', 'GRIN2C', 'CELF5', 'MGAT5B', 'CXXC4', 'SLC35F1', 'GPR3', 'CXCR5', 'HOXA11', 'PYDC1', 'CCDC153', 'OBP2B', 'SLC30A2', 'ATP13A5', 'NIPAL1', 'SKIDA1', 'SRL', 'FOXJ1', 'PCSK9', 'LRP1B', 'RPGRIP1', 'WT1', 'TNFRSF9', 'PCAT18', 'STRC', 'SLC18A2', 'INSM1', 'NOXO1', 'CNNM1', 'GPR174', 'PCK1', 'MARCO', 'GPX2', 'FOXD4', 'SLC25A53', 'PPP4R4', 'DMRT3', 'C17ORF104', 'IL20', 'LBP', 'CRISP3', 'KLHL14', 'FOXD1', 'NOS2', 'PKNOX2', 'INHA', 'COL23A1', 'TNFRSF17', 'BTLA', 'AVPR2', 'ADH1C', 'GPLD1', 'PARP15', 'CXCL2', 'MYBPC1', 'GLOD5', 'CST9', 'GPR55', 'SLCO4C1', 'PFN1P2', 'BCL2L14', 'STEAP1B', 'C2ORF40', 'SLC23A1', 'ULBP2', 'VSIG2', 'SCN3A', 'AMH', 'VAT1L', 'CXCR2P1', 'ZNF98', 'DHRS4L1', 'CYSLTR2', 'ZNF454', 'RNF212', 'HAP1', 'TPSG1', 'VGLL1', 'FAM178B', 'FAM218A', 'P2RX1', 'ORM1', 'DBIL5P', 'TMEM105', 'DKK1', 'SYN2', 'EMILIN3', 'ZNF488', 'IL23A', 'SIGLEC17P', 'CRYM', 'AMBP', 'DPY19L2P2', 'PRKG2', 'CXCL1', 'SPDYE1', 'DEPDC4', 'SUCNR1', 'CTCFL', 'LRRC2', 'FABP7', 'GPBAR1', 'BRINP1', 'LRGUK', 'ADAMTS18', 'VWDE', 'BDKRB1', 'XIRP1', 'TENM1', 'FUT6', 'LINC00930', 'RERGL', 'BMPER', 'CYP4F8', 'KIAA0319', 'CDR1', 'NUGGC', 'RDM1', 'CECR2', 'CLEC12A', 'HCG27', 'ABHD11.AS1', 'FAM184B', 'PKD1L1', 'PCDHGA3', 'SORCS1', 'SEC14L5', 'WSCD2', 'SSUH2', 'CBLN2', 'ECEL1', 'SPESP1', 'FSCN2', 'CCL17', 'DMRT2', 'ZNF732', 'FAM162B', 'GRIA3', 'TMEM217', 'RSPO1', 'GNB3', 'CTSG', 'RGS6', 'HOXD4', 'PIANP', 'FLJ12825', 'COL2A1', 'CHRNB2', 'ADAM32', 'RNF175', 'IL1R2', 'ADAMTS19', 'SERPINA6', 'MT1A', 'RASL10A', 'DIRC3', 'PRSS21', 'HECTD2.AS1', 'PFKFB1', 'POM121L9P', 'CYP46A1', 'LRRC16B', 'SMIM5', 'CAPN11', 'FOXC2', 'ZNF804A', 'TBX21', 'TRAT1', 'PART1', 'HIST1H2BE', 'LOC100126784', 'VIPR2', 'CYSRT1', 'GPR87', 'IGF2BP3', 'XKR9', 'EMX1', 'SLC26A10', 'HOGA1', 'CA9', 'CEP83.AS1', 'HS3ST3B1', 'SLC13A2', 'HTR7', 'WIPF3', 'ULBP1', 'ZSCAN1', 'ZBTB16', 'OTUD7A', 'TMSB15A', 'TMEM40', 'CYP26A1', 'CITED1', 'ROPN1L', 'MAPT.IT1', 'ANKK1', 'WFDC3', 'GZMM', 'M1AP', 'PVALB', 'FIRRE', 'CDHR1', 'MYO3B', 'IGSF22', 'MRAP2', 'SPAG17', 'INE2', 'RBM12B.AS1', 'TTC23L', 'RFX8', 'CRTAC1', 'MROH7', 'PYGM', 'BTC', 'PCDHA12', 'CFAP61', 'KCNT2', 'HEATR4', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'CLEC4E', 'MIA', 'OPCML', 'ADGRF1', 'LRRC4B', 'NWD1', 'SRSF12', 'B3GAT1', 'CCBE1', 'CIDEC', 'HPDL', 'LINC00173', 'TMEM59L', 'IL11', 'LSAMP', 'RNF182', 'TSPAN8', 'GAS2', 'FASLG', 'KCNA6', 'LOC613037', 'KLK6', 'GALNT13', 'ABCC6P2', 'DHDH', 'NLRP7', 'SMC1B', 'FRMPD1', 'SCN3B', 'RFPL1S', 'C15ORF56', 'COL28A1', 'FAM83A', 'SLC16A11', 'PSORS1C1', 'PTCHD1', 'SLC24A5', 'TUSC5', 'C9ORF47', 'ADGRG2', 'ANO5', 'SLC6A14', 'TMPRSS4', 'RUFY4', 'INTS4P2', 'IGSF1', 'KCNQ3', 'PIK3C2G', 'LOC100133669', 'CYP4F12', 'LINC00908', 'NBPF4', 'MYOM2', 'EBF2', 'VENTX', 'FAM157A', 'DSCAML1', 'PCDHA5', 'PTPRN', 'MAG', 'PLAC1', 'DLX5', 'CCNI2', 'CDKN2B.AS1', 'DLX2', 'SYT6', 'CNTN2', 'FAM19A2', 'KLK7', 'ZBTB20', 'NKX3.2', 'SFTPA2', 'BRE.AS1', 'SLC6A17', 'OR2W3', 'PTPRR', 'RYR3', 'GHRLOS', 'ABCC2', 'TFAP2E', 'ABCD2', 'CD160', 'CD1A', 'GRIA2', 'RGS9', 'CCDC144A', 'DEFB1', 'CDKL2', 'DCX', 'DLK2', 'CACNA1I', 'PWAR5', 'GGT3P', 'MYO16', 'SLC6A11', 'WDR17', 'MSMB', 'CHRFAM7A', 'BTBD19', 'MMP12', 'CABP4', 'TCEAL2', 'CHRNA10', 'UNC13A', 'FKBP1AP1', 'AGBL4', 'SLC39A2', 'LY6H', 'XCL2', 'SPAG8', 'TUBAL3', 'S100A7', 'P2RY12', 'PCBP3', 'SNORD116.4', 'KCNH3', 'LINC00202.1', 'ZNF727', 'ARL9', 'TM6SF2', 'MAK', 'GRID2IP', 'MPL', 'HRCT1', 'TCN1', 'ELOVL3', 'SLC46A2', 'SYCE3', 'CD70', 'TCTEX1D1', 'NOX5', 'GPM6A', 'GRIN2A', 'PGLYRP2', 'TIGD4', 'SYCE2', 'ARMC3', 'JAKMIP1', 'RAB9B', 'MKRN3', 'CTAGE6', 'BAIAP2L2', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'LONRF3', 'AGAP7P', 'ACY3', 'LRRC43', 'THPO', 'BEX1', 'LOC400927', 'KLK10', 'SCN9A', 'ACHE', 'AKR1E2', 'SCN2A', 'PRPH2', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'VN1R1', 'TMEM145', 'C6ORF52', 'CD40LG', 'BEGAIN', 'HRC', 'GPR82', 'PAH', 'LOC285593', 'CHODL', 'TTBK1', 'CXADRP3', 'MLLT4.AS1', 'TTYH1', 'CHST9', 'ADGRL3', 'APOBEC3A', 'GABRB3', 'SLC25A34', 'HIST1H2BH', 'TRH', 'BRSK2', 'MAPK4', 'C8ORF46', 'DNASE1L2', 'ST8SIA2', 'DGCR5', 'CAMK4', 'EPYC', 'MUC15', 'GBP6', 'GPR63', 'ANKLE1', 'CAPSL', 'IL17D', 'ROBO2', 'SLC35F3', 'AIM1L', 'ASGR1', 'HAMP', 'TNFSF11', 'RMRP', 'FAM201A', 'PCDHA1', 'MYO15A', 'FAM159A', 'CHKB.AS1', 'DUSP9', 'NMU', 'PTX3', 'DCLK3', 'NEK5', 'RHCE', 'TDRD6', 'LYG1', 'MTUS2', 'KCNK17', 'LOC100132215', 'RUNDC3A', 'UCKL1.AS1', 'C1QL3', 'CYTL1', 'LINC00961', 'CYP2E1', 'RRN3P1', 'FOLR1', 'PNMA6A', 'ROPN1B', 'SIGLEC6', 'LINC00689', 'XCL1', 'HBA1', 'RRN3P2', 'ADRA2B', 'THSD7B', 'SLC2A14', 'ATP13A4', 'MT1L', 'DPEP1', 'KISS1R', 'KIF19', 'TMEM150B', 'IL1RL1', 'ZMAT4', 'CCR10', 'IL24', 'ARRDC3.AS1', 'GLI1', 'GPR173', 'LIN7A', 'TTLL9', 'WBP2NL', 'RHBG', 'A2ML1', 'PRRT4', 'KIAA1210', 'NIPAL4', 'GPR135', 'LOC90246', 'GNMT', 'CD300LB', 'CNTNAP3', 'IL18RAP', 'FIGF', 'OXGR1', 'CBLN1', 'B3GALT5', 'PCDHB18P', 'RRAD', 'MAP7D2', 'DPF3', 'DPY19L2P4', 'MS4A8', 'CACNA2D3', 'HIST1H1D', 'SLC5A8', 'RAB39A', 'TRIM7', 'LRRC24', 'AIM2', 'PON3', 'PCDH20', 'GABRB2', 'MASP2', 'TIFAB', 'PHKG1', 'DNAH11', 'KLK8', 'FOXN1', 'WFIKKN1', 'CD19', 'CLCA2', 'DCST2', 'ANK1', 'LINC00669', 'WNT10A', 'GPR171', 'FREM2', 'KCNB1', 'CRB2', 'C19ORF45', 'SLC26A3', 'UCA1', 'LINC01465', 'SEPHS1P1', 'HIST1H2AG', 'RASAL1', 'LINC00685', 'TYMSOS', 'RIC3', 'ANO2', 'CD1E', 'TTC41P', 'COLCA1', 'NEURL3', 'LOC646999', 'CST2', 'MED12L', 'HNRNPCL3', 'PCDHGC5', 'NRXN1', 'RAB3B', 'STXBP6', 'FAM182B', 'MYEOV', 'SEC14L1P1', 'IL6', 'MAPT.AS1', 'EYA1', 'ARHGEF33', 'CLPSL1', 'CR2', 'KIF4B', 'FNDC8', 'CXCR2', 'PATL2', 'AJAP1', 'ZNF676', 'VSTM2A', 'CLDN14', 'KCNRG', 'TDRD9', 'CLEC4F', 'LPAR4', 'MSLN', 'C9ORF117', 'MAGEL2', 'FAM43B', 'HAPLN1', 'NDP', 'VIT', 'PDCD1', 'DMRTC1B', 'TRABD2A', 'ABHD1', 'MKX', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.043501333030021794
		RMSE:  0.4597988418920562
		NRMSE:  0.11050200478059512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10290984727382035
		RMSE:  0.4520547550562478
		NRMSE:  0.16857084713604026
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45011280589110314
		NRMSE:  0.10817419031269002
		MAPE:  382.8265287953516
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010546813555600831
		RMSE:  0.4327123127899972
		NRMSE:  0.16135806629028604
		MAPE:  261.16646791413905

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  3.151627095174617e-15
		NRMSE:  7.574205948509055e-16
		MAPE:  1.1355356818294343e-11
		Pearson Correlation:  0.213212165768622
		Spearman Correlation:  0.25383109515081237
		Coefficient of Determination:  -1.1063403726447052
		RMSE:  0.6247198574280721
		NRMSE:  0.23295752209542195
		MAPE:  1363.2620538075867

	Predictor:  ElasticNet
		Pearson Correlation:  0.8162035634081356
		Spearman Correlation:  0.7449402080013519
		Coefficient of Determination:  0.6048933547125298
		RMSE:  0.28292969801700524
		NRMSE:  0.06799560154217862
		MAPE:  602.4712726203538
		Pearson Correlation:  0.39638679178435793
		Spearman Correlation:  0.4138430653748801
		Coefficient of Determination:  0.1387358969778002
		RMSE:  0.3994746343617513
		NRMSE:  0.14896376328425406
		MAPE:  638.5195699912244

	Predictor:  RandomForests
		Pearson Correlation:  0.48894740388311264
		Spearman Correlation:  0.5397435764554679
		Coefficient of Determination:  0.2278051530212729
		RMSE:  0.3955349082628979
		NRMSE:  0.09505765639579378
		MAPE:  770.6118716941512
		Pearson Correlation:  0.3664038459129452
		Spearman Correlation:  0.4476938615194704
		Coefficient of Determination:  0.11717119042064406
		RMSE:  0.4044448253874385
		NRMSE:  0.1508171434384431
		MAPE:  386.6439988052067

Protein:  CTNNB1
x_train_column_count:  1002
x_train columns:  ['DES', 'POU5F1B', 'SOX15', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'ALOX15', 'C4ORF36', 'MPZ', 'PPP2R2B', 'TMEM200C', 'ACTA1', 'LEP', 'ABCA10', 'CA14', 'MST1L', 'TAT', 'NPTX1', 'PCDHGA1', 'CATSPER3', 'MUC6', 'FIBCD1', 'C10ORF55', 'GRIK4', 'GLDC', 'CYP4F35P', 'TUBA3E', 'FDCSP', 'ANP32AP1', 'LOC100272216', 'C1ORF228', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'PDE6G', 'BMX', 'LRFN2', 'IRX6', 'FBLL1', 'CACNA1F', 'LINC00922', 'CCL13', 'MAST1', 'LOC399815', 'XKRX', 'CFAP57', 'KIAA0125', 'PCDHA2', 'FOXP2', 'FOXF1', 'C1ORF186', 'GIPR', 'ALG1L', 'ASB14', 'CADM2', 'NXNL2', 'HHIPL2', 'JAKMIP2', 'KCNJ10', 'ZNF280B', 'LINC01139', 'TSSK4', 'HSD17B2', 'DNAJC5B', 'BRINP2', 'CERS1', 'TMEM35', 'ASAH2B', 'LGR5', 'MAT1A', 'PDZRN4', 'RNASE2', 'LRFN5', 'C2CD4B', 'C10ORF95', 'DNAI1', 'WNK3', 'FCGR3B', 'PCDHAC1', 'TMEM151B', 'GPR141', 'LGALS12', 'GDF6', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'TMEM253', 'KRT6A', 'MIR503HG', 'HP', 'HIST1H2AM', 'CYP11A1', 'DMC1', 'IL1RL2', 'AOC1', 'PCP4L1', 'MYT1', 'ESYT3', 'TLL2', 'C19ORF26', 'NFE2', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'KIF1A', 'HMGCLL1', 'UMODL1', 'HAND2.AS1', 'DYDC2', 'PQLC2L', 'PRAME', 'DGKI', 'EPHA7', 'SPSB4', 'LOC644172', 'TGM1', 'IGDCC3', 'IQSEC3', 'ATP8A2', 'PKD1L2', 'GP1BA', 'C2CD4C', 'UGT2B15', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'TMEM232', 'GPR27', 'CNTF', 'PLA2G10', 'MGAM', 'NBPF6', 'SLC25A21', 'DIO3', 'PLEKHD1', 'MCHR1', 'PRSS12', 'KERA', 'SLC6A4', 'CD244', 'LOC100130987', 'FCRL3', 'PTCHD4', 'PNMT', 'LINC00242', 'L1TD1', 'STAP1', 'LINC00839', 'IL10', 'RGN', 'DCANP1', 'CST4', 'FCRLA', 'PLCXD3', 'TBC1D3H', 'SPDYA', 'C6', 'SNAP25', 'TPSD1', 'GFRA2', 'FLG', 'PCDHGB3', 'DLGAP1', 'GJB3', 'GPR158', 'IGFL2', 'SFTPD', 'C1GALT1C1L', 'DNASE1L3', 'ZBED2', 'PROC', 'GDF10', 'NR6A1', 'ITPKA', 'TM4SF19', 'FAM186B', 'BCO2', 'PTH2R', 'BCAN', 'PNPLA3', 'SLC17A7', 'KCNG1', 'C1ORF229', 'PPM1N', 'DOC2B', 'HIST2H2BA', 'ALOX12P2', 'FAM86B2', 'FBXL13', 'SULT4A1', 'GUSBP5', 'FGF18', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'HTR1D', 'KCNJ3', 'HCN2', 'LCN12', 'LRRC31', 'EGOT', 'LRRIQ3', 'C10ORF82', 'ZNF660', 'RNF183', 'GJB5', 'SLC7A4', 'ATP1A4', 'NAALAD2', 'ADRA1B', 'SYT8', 'RAET1E', 'LTA', 'LRRIQ1', 'PCDHA7', 'SLC38A4', 'AURKAPS1', 'TNFSF15', 'CNGA1', 'C4ORF47', 'MAL', 'LY6G6C', 'SCGB3A1', 'FBXO24', 'TRPA1', 'RPL13AP3', 'KLK11', 'ACSL6', 'GRM8', 'TUBA3D', 'PTGDR', 'RP1', 'LINC01119', 'IQUB', 'CBLN4', 'LINC01341', 'ECT2L', 'SOX8', 'PAX2', 'EYS', 'NKPD1', 'ETV2', 'FXYD1', 'RNF138P1', 'MYCBPAP', 'TEKT3', 'XPNPEP2', 'CCR8', 'PPP1R3G', 'CCIN', 'STKLD1', 'C19ORF18', 'SLC30A8', 'UGT8', 'SLC28A3', 'JPH4', 'PLP1', 'UBE2Q2P1', 'SLC25A18', 'METTL7B', 'HEPACAM2', 'TEX14', 'IDI2.AS1', 'CASQ1', 'LINC00482', 'S100A3', 'ALOXE3', 'GLIS1', 'SGK2', 'NR1I3', 'CCDC36', 'PBX4', 'ZNF843', 'LRIT3', 'WNT2B', 'CACNG1', 'MS4A15', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'LPAR3', 'AOC2', 'TNNI3K', 'BCHE', 'GJB1', 'C9ORF43', 'PITX2', 'FCRL6', 'CCDC151', 'PNCK', 'CKMT2', 'FAM189A1', 'DQX1', 'ABCA17P', 'CACNA1G', 'C1ORF101', 'ENPP6', 'NLRP12', 'C2ORF50', 'ADCYAP1', 'CLDN9', 'FAM90A1', 'SLC6A20', 'IYD', 'SPIB', 'FAM95B1', 'CA3', 'OTOA', 'ZNF835', 'PCDH9', 'C2CD4A', 'C1ORF95', 'RYR2', 'LINC01550', 'ZCCHC18', 'CLEC3A', 'VSIG1', 'AURKC', 'ULBP3', 'CLECL1', 'CCDC158', 'CCDC65', 'IL20RB', 'ARC', 'GSDMC', 'TAS1R3', 'DDX11L2', 'SCN2B', 'TTC16', 'PCSK1N', 'SVOPL', 'ALDH8A1', 'BPIFB2', 'CRYGS', 'MYOZ1', 'COLCA2', 'GSTM1', 'PDE1C', 'KNDC1', 'DUOXA1', 'B3GALT5.AS1', 'PCYT1B', 'IL22RA1', 'LOC148709', 'KLHL4', 'PPP1R36', 'HOXD3', 'TARP', 'FAM57B', 'OR7E91P', 'CAMP', 'LOC90768', 'LOC441455', 'JPH3', 'CPEB1', 'LUZP2', 'FLJ37201', 'IL12RB2', 'RELN', 'FUT7', 'LBX2', 'SCARA5', 'RIMS1', 'PLA2G5', 'GPR18', 'MNX1', 'ZBED3.AS1', 'HIST1H2BN', 'SLC22A18AS', 'HOXB13', 'KCNE1', 'CD177', 'TUBB8', 'ZC3H12D', 'IGSF5', 'ASTN1', 'CIDEA', 'TCHH', 'KCNE2', 'ONECUT2', 'IRX4', 'C10ORF128', 'GAL', 'WDR72', 'CHRNA6', 'SP5', 'BTBD8', 'FAM135B', 'SLC16A10', 'SCN7A', 'MGC16142', 'HOXB8', 'SCART1', 'LINC01124', 'RSPH4A', 'CCDC183', 'ALB', 'YPEL4', 'GBP1P1', 'CCDC7', 'DCSTAMP', 'GRIN2C', 'CELF5', 'MGAT5B', 'CXXC4', 'SLC35F1', 'GPR3', 'CXCR5', 'HOXA11', 'PYDC1', 'CCDC153', 'OBP2B', 'SLC30A2', 'ATP13A5', 'NIPAL1', 'SKIDA1', 'SRL', 'FOXJ1', 'PCSK9', 'LRP1B', 'RPGRIP1', 'WT1', 'TNFRSF9', 'PCAT18', 'STRC', 'SLC18A2', 'INSM1', 'NOXO1', 'CNNM1', 'GPR174', 'PCK1', 'MARCO', 'GPX2', 'FOXD4', 'SLC25A53', 'PPP4R4', 'DMRT3', 'C17ORF104', 'IL20', 'LBP', 'CRISP3', 'KLHL14', 'FOXD1', 'NOS2', 'PKNOX2', 'INHA', 'COL23A1', 'TNFRSF17', 'BTLA', 'AVPR2', 'ADH1C', 'GPLD1', 'PARP15', 'CXCL2', 'MYBPC1', 'GLOD5', 'CST9', 'GPR55', 'SLCO4C1', 'PFN1P2', 'BCL2L14', 'STEAP1B', 'C2ORF40', 'SLC23A1', 'ULBP2', 'VSIG2', 'SCN3A', 'AMH', 'VAT1L', 'CXCR2P1', 'ZNF98', 'DHRS4L1', 'CYSLTR2', 'ZNF454', 'RNF212', 'HAP1', 'TPSG1', 'VGLL1', 'FAM178B', 'FAM218A', 'P2RX1', 'ORM1', 'DBIL5P', 'TMEM105', 'DKK1', 'SYN2', 'EMILIN3', 'ZNF488', 'IL23A', 'SIGLEC17P', 'CRYM', 'AMBP', 'DPY19L2P2', 'PRKG2', 'CXCL1', 'SPDYE1', 'DEPDC4', 'SUCNR1', 'CTCFL', 'LRRC2', 'FABP7', 'GPBAR1', 'BRINP1', 'LRGUK', 'ADAMTS18', 'VWDE', 'BDKRB1', 'XIRP1', 'TENM1', 'FUT6', 'LINC00930', 'RERGL', 'BMPER', 'CYP4F8', 'KIAA0319', 'CDR1', 'NUGGC', 'RDM1', 'CECR2', 'CLEC12A', 'HCG27', 'ABHD11.AS1', 'FAM184B', 'PKD1L1', 'PCDHGA3', 'SORCS1', 'SEC14L5', 'WSCD2', 'SSUH2', 'CBLN2', 'ECEL1', 'SPESP1', 'FSCN2', 'CCL17', 'DMRT2', 'ZNF732', 'FAM162B', 'GRIA3', 'TMEM217', 'RSPO1', 'GNB3', 'CTSG', 'RGS6', 'HOXD4', 'PIANP', 'FLJ12825', 'COL2A1', 'CHRNB2', 'ADAM32', 'RNF175', 'IL1R2', 'ADAMTS19', 'SERPINA6', 'MT1A', 'RASL10A', 'DIRC3', 'PRSS21', 'HECTD2.AS1', 'PFKFB1', 'POM121L9P', 'CYP46A1', 'LRRC16B', 'SMIM5', 'CAPN11', 'FOXC2', 'ZNF804A', 'TBX21', 'TRAT1', 'PART1', 'HIST1H2BE', 'LOC100126784', 'VIPR2', 'CYSRT1', 'GPR87', 'IGF2BP3', 'XKR9', 'EMX1', 'SLC26A10', 'HOGA1', 'CA9', 'CEP83.AS1', 'HS3ST3B1', 'SLC13A2', 'HTR7', 'WIPF3', 'ULBP1', 'ZSCAN1', 'ZBTB16', 'OTUD7A', 'TMSB15A', 'TMEM40', 'CYP26A1', 'CITED1', 'ROPN1L', 'MAPT.IT1', 'ANKK1', 'WFDC3', 'GZMM', 'M1AP', 'PVALB', 'FIRRE', 'CDHR1', 'MYO3B', 'IGSF22', 'MRAP2', 'SPAG17', 'INE2', 'RBM12B.AS1', 'TTC23L', 'RFX8', 'CRTAC1', 'MROH7', 'PYGM', 'BTC', 'PCDHA12', 'CFAP61', 'KCNT2', 'HEATR4', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'CLEC4E', 'MIA', 'OPCML', 'ADGRF1', 'LRRC4B', 'NWD1', 'SRSF12', 'B3GAT1', 'CCBE1', 'CIDEC', 'HPDL', 'LINC00173', 'TMEM59L', 'IL11', 'LSAMP', 'RNF182', 'TSPAN8', 'GAS2', 'FASLG', 'KCNA6', 'LOC613037', 'KLK6', 'GALNT13', 'ABCC6P2', 'DHDH', 'NLRP7', 'SMC1B', 'FRMPD1', 'SCN3B', 'RFPL1S', 'C15ORF56', 'COL28A1', 'FAM83A', 'SLC16A11', 'PSORS1C1', 'PTCHD1', 'SLC24A5', 'TUSC5', 'C9ORF47', 'ADGRG2', 'ANO5', 'SLC6A14', 'TMPRSS4', 'RUFY4', 'INTS4P2', 'IGSF1', 'KCNQ3', 'PIK3C2G', 'LOC100133669', 'CYP4F12', 'LINC00908', 'NBPF4', 'MYOM2', 'EBF2', 'VENTX', 'FAM157A', 'DSCAML1', 'PCDHA5', 'PTPRN', 'MAG', 'PLAC1', 'DLX5', 'CCNI2', 'CDKN2B.AS1', 'DLX2', 'SYT6', 'CNTN2', 'FAM19A2', 'KLK7', 'ZBTB20', 'NKX3.2', 'SFTPA2', 'BRE.AS1', 'SLC6A17', 'OR2W3', 'PTPRR', 'RYR3', 'GHRLOS', 'ABCC2', 'TFAP2E', 'ABCD2', 'CD160', 'CD1A', 'GRIA2', 'RGS9', 'CCDC144A', 'DEFB1', 'CDKL2', 'DCX', 'DLK2', 'CACNA1I', 'PWAR5', 'GGT3P', 'MYO16', 'SLC6A11', 'WDR17', 'MSMB', 'CHRFAM7A', 'BTBD19', 'MMP12', 'CABP4', 'TCEAL2', 'CHRNA10', 'UNC13A', 'FKBP1AP1', 'AGBL4', 'SLC39A2', 'LY6H', 'XCL2', 'SPAG8', 'TUBAL3', 'S100A7', 'P2RY12', 'PCBP3', 'SNORD116.4', 'KCNH3', 'LINC00202.1', 'ZNF727', 'ARL9', 'TM6SF2', 'MAK', 'GRID2IP', 'MPL', 'HRCT1', 'TCN1', 'ELOVL3', 'SLC46A2', 'SYCE3', 'CD70', 'TCTEX1D1', 'NOX5', 'GPM6A', 'GRIN2A', 'PGLYRP2', 'TIGD4', 'SYCE2', 'ARMC3', 'JAKMIP1', 'RAB9B', 'MKRN3', 'CTAGE6', 'BAIAP2L2', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'LONRF3', 'AGAP7P', 'ACY3', 'LRRC43', 'THPO', 'BEX1', 'LOC400927', 'KLK10', 'SCN9A', 'ACHE', 'AKR1E2', 'SCN2A', 'PRPH2', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'VN1R1', 'TMEM145', 'C6ORF52', 'CD40LG', 'BEGAIN', 'HRC', 'GPR82', 'PAH', 'LOC285593', 'CHODL', 'TTBK1', 'CXADRP3', 'MLLT4.AS1', 'TTYH1', 'CHST9', 'ADGRL3', 'APOBEC3A', 'GABRB3', 'SLC25A34', 'HIST1H2BH', 'TRH', 'BRSK2', 'MAPK4', 'C8ORF46', 'DNASE1L2', 'ST8SIA2', 'DGCR5', 'CAMK4', 'EPYC', 'MUC15', 'GBP6', 'GPR63', 'ANKLE1', 'CAPSL', 'IL17D', 'ROBO2', 'SLC35F3', 'AIM1L', 'ASGR1', 'HAMP', 'TNFSF11', 'RMRP', 'FAM201A', 'PCDHA1', 'MYO15A', 'FAM159A', 'CHKB.AS1', 'DUSP9', 'NMU', 'PTX3', 'DCLK3', 'NEK5', 'RHCE', 'TDRD6', 'LYG1', 'MTUS2', 'KCNK17', 'LOC100132215', 'RUNDC3A', 'UCKL1.AS1', 'C1QL3', 'CYTL1', 'LINC00961', 'CYP2E1', 'RRN3P1', 'FOLR1', 'PNMA6A', 'ROPN1B', 'SIGLEC6', 'LINC00689', 'XCL1', 'HBA1', 'RRN3P2', 'ADRA2B', 'THSD7B', 'SLC2A14', 'ATP13A4', 'MT1L', 'DPEP1', 'KISS1R', 'KIF19', 'TMEM150B', 'IL1RL1', 'ZMAT4', 'CCR10', 'IL24', 'ARRDC3.AS1', 'GLI1', 'GPR173', 'LIN7A', 'TTLL9', 'WBP2NL', 'RHBG', 'A2ML1', 'PRRT4', 'KIAA1210', 'NIPAL4', 'GPR135', 'LOC90246', 'GNMT', 'CD300LB', 'CNTNAP3', 'IL18RAP', 'FIGF', 'OXGR1', 'CBLN1', 'B3GALT5', 'PCDHB18P', 'RRAD', 'MAP7D2', 'DPF3', 'DPY19L2P4', 'MS4A8', 'CACNA2D3', 'HIST1H1D', 'SLC5A8', 'RAB39A', 'TRIM7', 'LRRC24', 'AIM2', 'PON3', 'PCDH20', 'GABRB2', 'MASP2', 'TIFAB', 'PHKG1', 'DNAH11', 'KLK8', 'FOXN1', 'WFIKKN1', 'CD19', 'CLCA2', 'DCST2', 'ANK1', 'LINC00669', 'WNT10A', 'GPR171', 'FREM2', 'KCNB1', 'CRB2', 'C19ORF45', 'SLC26A3', 'UCA1', 'LINC01465', 'SEPHS1P1', 'HIST1H2AG', 'RASAL1', 'LINC00685', 'TYMSOS', 'RIC3', 'ANO2', 'CD1E', 'TTC41P', 'COLCA1', 'NEURL3', 'LOC646999', 'CST2', 'MED12L', 'HNRNPCL3', 'PCDHGC5', 'NRXN1', 'RAB3B', 'STXBP6', 'FAM182B', 'MYEOV', 'SEC14L1P1', 'IL6', 'MAPT.AS1', 'EYA1', 'ARHGEF33', 'CLPSL1', 'CR2', 'KIF4B', 'FNDC8', 'CXCR2', 'PATL2', 'AJAP1', 'ZNF676', 'VSTM2A', 'CLDN14', 'KCNRG', 'TDRD9', 'CLEC4F', 'LPAR4', 'MSLN', 'C9ORF117', 'MAGEL2', 'FAM43B', 'HAPLN1', 'NDP', 'VIT', 'PDCD1', 'DMRTC1B', 'TRABD2A', 'ABHD1', 'MKX', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.43619721536848943
		RMSE:  0.9218173342266688
		NRMSE:  0.18131733560713392
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5414936126562622
		RMSE:  0.7610450185362576
		NRMSE:  0.2487969592128731
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999996
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  3.677640671979351e-15
		NRMSE:  7.233754272185978e-16
		MAPE:  3.1055074581707426e-12
		Pearson Correlation:  0.17948147047080623
		Spearman Correlation:  0.16956071771468473
		Coefficient of Determination:  -1.2136577646702387
		RMSE:  0.9119997564901284
		NRMSE:  0.2981463128870275
		MAPE:  2879.8081531228463

	Predictor:  ElasticNet
		Pearson Correlation:  0.8938630306141662
		Spearman Correlation:  0.8843623422113527
		Coefficient of Determination:  0.7511130724585171
		RMSE:  0.3837415925548305
		NRMSE:  0.0754802503058282
		MAPE:  212.12654665810228
		Pearson Correlation:  0.2117276442795059
		Spearman Correlation:  0.2022194790458734
		Coefficient of Determination:  -0.23441710332950771
		RMSE:  0.6810365934581964
		NRMSE:  0.22264101260524907
		MAPE:  1669.1454716547962

	Predictor:  RandomForests
		Pearson Correlation:  0.5357445011351625
		Spearman Correlation:  0.5591464975593943
		Coefficient of Determination:  0.25139494736117696
		RMSE:  0.665524744475016
		NRMSE:  0.13090573258753266
		MAPE:  295.65791814843647
		Pearson Correlation:  0.15579296178889468
		Spearman Correlation:  0.1692215613661018
		Coefficient of Determination:  -0.0685911036136928
		RMSE:  0.6336439023558794
		NRMSE:  0.20714763554084126
		MAPE:  1956.3145119940637

Protein:  CCNE1
x_train_column_count:  1002
x_train columns:  ['DES', 'POU5F1B', 'SOX15', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'ALOX15', 'C4ORF36', 'MPZ', 'PPP2R2B', 'TMEM200C', 'ACTA1', 'LEP', 'ABCA10', 'CA14', 'MST1L', 'TAT', 'NPTX1', 'PCDHGA1', 'CATSPER3', 'MUC6', 'FIBCD1', 'C10ORF55', 'GRIK4', 'GLDC', 'CYP4F35P', 'TUBA3E', 'FDCSP', 'ANP32AP1', 'LOC100272216', 'C1ORF228', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'PDE6G', 'BMX', 'LRFN2', 'IRX6', 'FBLL1', 'CACNA1F', 'LINC00922', 'CCL13', 'MAST1', 'LOC399815', 'XKRX', 'CFAP57', 'KIAA0125', 'PCDHA2', 'FOXP2', 'FOXF1', 'C1ORF186', 'GIPR', 'ALG1L', 'ASB14', 'CADM2', 'NXNL2', 'HHIPL2', 'JAKMIP2', 'KCNJ10', 'ZNF280B', 'LINC01139', 'TSSK4', 'HSD17B2', 'DNAJC5B', 'BRINP2', 'CERS1', 'TMEM35', 'ASAH2B', 'LGR5', 'MAT1A', 'PDZRN4', 'RNASE2', 'LRFN5', 'C2CD4B', 'C10ORF95', 'DNAI1', 'WNK3', 'FCGR3B', 'PCDHAC1', 'TMEM151B', 'GPR141', 'LGALS12', 'GDF6', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'TMEM253', 'KRT6A', 'MIR503HG', 'HP', 'HIST1H2AM', 'CYP11A1', 'DMC1', 'IL1RL2', 'AOC1', 'PCP4L1', 'MYT1', 'ESYT3', 'TLL2', 'C19ORF26', 'NFE2', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'KIF1A', 'HMGCLL1', 'UMODL1', 'HAND2.AS1', 'DYDC2', 'PQLC2L', 'PRAME', 'DGKI', 'EPHA7', 'SPSB4', 'LOC644172', 'TGM1', 'IGDCC3', 'IQSEC3', 'ATP8A2', 'PKD1L2', 'GP1BA', 'C2CD4C', 'UGT2B15', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'TMEM232', 'GPR27', 'CNTF', 'PLA2G10', 'MGAM', 'NBPF6', 'SLC25A21', 'DIO3', 'PLEKHD1', 'MCHR1', 'PRSS12', 'KERA', 'SLC6A4', 'CD244', 'LOC100130987', 'FCRL3', 'PTCHD4', 'PNMT', 'LINC00242', 'L1TD1', 'STAP1', 'LINC00839', 'IL10', 'RGN', 'DCANP1', 'CST4', 'FCRLA', 'PLCXD3', 'TBC1D3H', 'SPDYA', 'C6', 'SNAP25', 'TPSD1', 'GFRA2', 'FLG', 'PCDHGB3', 'DLGAP1', 'GJB3', 'GPR158', 'IGFL2', 'SFTPD', 'C1GALT1C1L', 'DNASE1L3', 'ZBED2', 'PROC', 'GDF10', 'NR6A1', 'ITPKA', 'TM4SF19', 'FAM186B', 'BCO2', 'PTH2R', 'BCAN', 'PNPLA3', 'SLC17A7', 'KCNG1', 'C1ORF229', 'PPM1N', 'DOC2B', 'HIST2H2BA', 'ALOX12P2', 'FAM86B2', 'FBXL13', 'SULT4A1', 'GUSBP5', 'FGF18', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'HTR1D', 'KCNJ3', 'HCN2', 'LCN12', 'LRRC31', 'EGOT', 'LRRIQ3', 'C10ORF82', 'ZNF660', 'RNF183', 'GJB5', 'SLC7A4', 'ATP1A4', 'NAALAD2', 'ADRA1B', 'SYT8', 'RAET1E', 'LTA', 'LRRIQ1', 'PCDHA7', 'SLC38A4', 'AURKAPS1', 'TNFSF15', 'CNGA1', 'C4ORF47', 'MAL', 'LY6G6C', 'SCGB3A1', 'FBXO24', 'TRPA1', 'RPL13AP3', 'KLK11', 'ACSL6', 'GRM8', 'TUBA3D', 'PTGDR', 'RP1', 'LINC01119', 'IQUB', 'CBLN4', 'LINC01341', 'ECT2L', 'SOX8', 'PAX2', 'EYS', 'NKPD1', 'ETV2', 'FXYD1', 'RNF138P1', 'MYCBPAP', 'TEKT3', 'XPNPEP2', 'CCR8', 'PPP1R3G', 'CCIN', 'STKLD1', 'C19ORF18', 'SLC30A8', 'UGT8', 'SLC28A3', 'JPH4', 'PLP1', 'UBE2Q2P1', 'SLC25A18', 'METTL7B', 'HEPACAM2', 'TEX14', 'IDI2.AS1', 'CASQ1', 'LINC00482', 'S100A3', 'ALOXE3', 'GLIS1', 'SGK2', 'NR1I3', 'CCDC36', 'PBX4', 'ZNF843', 'LRIT3', 'WNT2B', 'CACNG1', 'MS4A15', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'LPAR3', 'AOC2', 'TNNI3K', 'BCHE', 'GJB1', 'C9ORF43', 'PITX2', 'FCRL6', 'CCDC151', 'PNCK', 'CKMT2', 'FAM189A1', 'DQX1', 'ABCA17P', 'CACNA1G', 'C1ORF101', 'ENPP6', 'NLRP12', 'C2ORF50', 'ADCYAP1', 'CLDN9', 'FAM90A1', 'SLC6A20', 'IYD', 'SPIB', 'FAM95B1', 'CA3', 'OTOA', 'ZNF835', 'PCDH9', 'C2CD4A', 'C1ORF95', 'RYR2', 'LINC01550', 'ZCCHC18', 'CLEC3A', 'VSIG1', 'AURKC', 'ULBP3', 'CLECL1', 'CCDC158', 'CCDC65', 'IL20RB', 'ARC', 'GSDMC', 'TAS1R3', 'DDX11L2', 'SCN2B', 'TTC16', 'PCSK1N', 'SVOPL', 'ALDH8A1', 'BPIFB2', 'CRYGS', 'MYOZ1', 'COLCA2', 'GSTM1', 'PDE1C', 'KNDC1', 'DUOXA1', 'B3GALT5.AS1', 'PCYT1B', 'IL22RA1', 'LOC148709', 'KLHL4', 'PPP1R36', 'HOXD3', 'TARP', 'FAM57B', 'OR7E91P', 'CAMP', 'LOC90768', 'LOC441455', 'JPH3', 'CPEB1', 'LUZP2', 'FLJ37201', 'IL12RB2', 'RELN', 'FUT7', 'LBX2', 'SCARA5', 'RIMS1', 'PLA2G5', 'GPR18', 'MNX1', 'ZBED3.AS1', 'HIST1H2BN', 'SLC22A18AS', 'HOXB13', 'KCNE1', 'CD177', 'TUBB8', 'ZC3H12D', 'IGSF5', 'ASTN1', 'CIDEA', 'TCHH', 'KCNE2', 'ONECUT2', 'IRX4', 'C10ORF128', 'GAL', 'WDR72', 'CHRNA6', 'SP5', 'BTBD8', 'FAM135B', 'SLC16A10', 'SCN7A', 'MGC16142', 'HOXB8', 'SCART1', 'LINC01124', 'RSPH4A', 'CCDC183', 'ALB', 'YPEL4', 'GBP1P1', 'CCDC7', 'DCSTAMP', 'GRIN2C', 'CELF5', 'MGAT5B', 'CXXC4', 'SLC35F1', 'GPR3', 'CXCR5', 'HOXA11', 'PYDC1', 'CCDC153', 'OBP2B', 'SLC30A2', 'ATP13A5', 'NIPAL1', 'SKIDA1', 'SRL', 'FOXJ1', 'PCSK9', 'LRP1B', 'RPGRIP1', 'WT1', 'TNFRSF9', 'PCAT18', 'STRC', 'SLC18A2', 'INSM1', 'NOXO1', 'CNNM1', 'GPR174', 'PCK1', 'MARCO', 'GPX2', 'FOXD4', 'SLC25A53', 'PPP4R4', 'DMRT3', 'C17ORF104', 'IL20', 'LBP', 'CRISP3', 'KLHL14', 'FOXD1', 'NOS2', 'PKNOX2', 'INHA', 'COL23A1', 'TNFRSF17', 'BTLA', 'AVPR2', 'ADH1C', 'GPLD1', 'PARP15', 'CXCL2', 'MYBPC1', 'GLOD5', 'CST9', 'GPR55', 'SLCO4C1', 'PFN1P2', 'BCL2L14', 'STEAP1B', 'C2ORF40', 'SLC23A1', 'ULBP2', 'VSIG2', 'SCN3A', 'AMH', 'VAT1L', 'CXCR2P1', 'ZNF98', 'DHRS4L1', 'CYSLTR2', 'ZNF454', 'RNF212', 'HAP1', 'TPSG1', 'VGLL1', 'FAM178B', 'FAM218A', 'P2RX1', 'ORM1', 'DBIL5P', 'TMEM105', 'DKK1', 'SYN2', 'EMILIN3', 'ZNF488', 'IL23A', 'SIGLEC17P', 'CRYM', 'AMBP', 'DPY19L2P2', 'PRKG2', 'CXCL1', 'SPDYE1', 'DEPDC4', 'SUCNR1', 'CTCFL', 'LRRC2', 'FABP7', 'GPBAR1', 'BRINP1', 'LRGUK', 'ADAMTS18', 'VWDE', 'BDKRB1', 'XIRP1', 'TENM1', 'FUT6', 'LINC00930', 'RERGL', 'BMPER', 'CYP4F8', 'KIAA0319', 'CDR1', 'NUGGC', 'RDM1', 'CECR2', 'CLEC12A', 'HCG27', 'ABHD11.AS1', 'FAM184B', 'PKD1L1', 'PCDHGA3', 'SORCS1', 'SEC14L5', 'WSCD2', 'SSUH2', 'CBLN2', 'ECEL1', 'SPESP1', 'FSCN2', 'CCL17', 'DMRT2', 'ZNF732', 'FAM162B', 'GRIA3', 'TMEM217', 'RSPO1', 'GNB3', 'CTSG', 'RGS6', 'HOXD4', 'PIANP', 'FLJ12825', 'COL2A1', 'CHRNB2', 'ADAM32', 'RNF175', 'IL1R2', 'ADAMTS19', 'SERPINA6', 'MT1A', 'RASL10A', 'DIRC3', 'PRSS21', 'HECTD2.AS1', 'PFKFB1', 'POM121L9P', 'CYP46A1', 'LRRC16B', 'SMIM5', 'CAPN11', 'FOXC2', 'ZNF804A', 'TBX21', 'TRAT1', 'PART1', 'HIST1H2BE', 'LOC100126784', 'VIPR2', 'CYSRT1', 'GPR87', 'IGF2BP3', 'XKR9', 'EMX1', 'SLC26A10', 'HOGA1', 'CA9', 'CEP83.AS1', 'HS3ST3B1', 'SLC13A2', 'HTR7', 'WIPF3', 'ULBP1', 'ZSCAN1', 'ZBTB16', 'OTUD7A', 'TMSB15A', 'TMEM40', 'CYP26A1', 'CITED1', 'ROPN1L', 'MAPT.IT1', 'ANKK1', 'WFDC3', 'GZMM', 'M1AP', 'PVALB', 'FIRRE', 'CDHR1', 'MYO3B', 'IGSF22', 'MRAP2', 'SPAG17', 'INE2', 'RBM12B.AS1', 'TTC23L', 'RFX8', 'CRTAC1', 'MROH7', 'PYGM', 'BTC', 'PCDHA12', 'CFAP61', 'KCNT2', 'HEATR4', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'CLEC4E', 'MIA', 'OPCML', 'ADGRF1', 'LRRC4B', 'NWD1', 'SRSF12', 'B3GAT1', 'CCBE1', 'CIDEC', 'HPDL', 'LINC00173', 'TMEM59L', 'IL11', 'LSAMP', 'RNF182', 'TSPAN8', 'GAS2', 'FASLG', 'KCNA6', 'LOC613037', 'KLK6', 'GALNT13', 'ABCC6P2', 'DHDH', 'NLRP7', 'SMC1B', 'FRMPD1', 'SCN3B', 'RFPL1S', 'C15ORF56', 'COL28A1', 'FAM83A', 'SLC16A11', 'PSORS1C1', 'PTCHD1', 'SLC24A5', 'TUSC5', 'C9ORF47', 'ADGRG2', 'ANO5', 'SLC6A14', 'TMPRSS4', 'RUFY4', 'INTS4P2', 'IGSF1', 'KCNQ3', 'PIK3C2G', 'LOC100133669', 'CYP4F12', 'LINC00908', 'NBPF4', 'MYOM2', 'EBF2', 'VENTX', 'FAM157A', 'DSCAML1', 'PCDHA5', 'PTPRN', 'MAG', 'PLAC1', 'DLX5', 'CCNI2', 'CDKN2B.AS1', 'DLX2', 'SYT6', 'CNTN2', 'FAM19A2', 'KLK7', 'ZBTB20', 'NKX3.2', 'SFTPA2', 'BRE.AS1', 'SLC6A17', 'OR2W3', 'PTPRR', 'RYR3', 'GHRLOS', 'ABCC2', 'TFAP2E', 'ABCD2', 'CD160', 'CD1A', 'GRIA2', 'RGS9', 'CCDC144A', 'DEFB1', 'CDKL2', 'DCX', 'DLK2', 'CACNA1I', 'PWAR5', 'GGT3P', 'MYO16', 'SLC6A11', 'WDR17', 'MSMB', 'CHRFAM7A', 'BTBD19', 'MMP12', 'CABP4', 'TCEAL2', 'CHRNA10', 'UNC13A', 'FKBP1AP1', 'AGBL4', 'SLC39A2', 'LY6H', 'XCL2', 'SPAG8', 'TUBAL3', 'S100A7', 'P2RY12', 'PCBP3', 'SNORD116.4', 'KCNH3', 'LINC00202.1', 'ZNF727', 'ARL9', 'TM6SF2', 'MAK', 'GRID2IP', 'MPL', 'HRCT1', 'TCN1', 'ELOVL3', 'SLC46A2', 'SYCE3', 'CD70', 'TCTEX1D1', 'NOX5', 'GPM6A', 'GRIN2A', 'PGLYRP2', 'TIGD4', 'SYCE2', 'ARMC3', 'JAKMIP1', 'RAB9B', 'MKRN3', 'CTAGE6', 'BAIAP2L2', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'LONRF3', 'AGAP7P', 'ACY3', 'LRRC43', 'THPO', 'BEX1', 'LOC400927', 'KLK10', 'SCN9A', 'ACHE', 'AKR1E2', 'SCN2A', 'PRPH2', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'VN1R1', 'TMEM145', 'C6ORF52', 'CD40LG', 'BEGAIN', 'HRC', 'GPR82', 'PAH', 'LOC285593', 'CHODL', 'TTBK1', 'CXADRP3', 'MLLT4.AS1', 'TTYH1', 'CHST9', 'ADGRL3', 'APOBEC3A', 'GABRB3', 'SLC25A34', 'HIST1H2BH', 'TRH', 'BRSK2', 'MAPK4', 'C8ORF46', 'DNASE1L2', 'ST8SIA2', 'DGCR5', 'CAMK4', 'EPYC', 'MUC15', 'GBP6', 'GPR63', 'ANKLE1', 'CAPSL', 'IL17D', 'ROBO2', 'SLC35F3', 'AIM1L', 'ASGR1', 'HAMP', 'TNFSF11', 'RMRP', 'FAM201A', 'PCDHA1', 'MYO15A', 'FAM159A', 'CHKB.AS1', 'DUSP9', 'NMU', 'PTX3', 'DCLK3', 'NEK5', 'RHCE', 'TDRD6', 'LYG1', 'MTUS2', 'KCNK17', 'LOC100132215', 'RUNDC3A', 'UCKL1.AS1', 'C1QL3', 'CYTL1', 'LINC00961', 'CYP2E1', 'RRN3P1', 'FOLR1', 'PNMA6A', 'ROPN1B', 'SIGLEC6', 'LINC00689', 'XCL1', 'HBA1', 'RRN3P2', 'ADRA2B', 'THSD7B', 'SLC2A14', 'ATP13A4', 'MT1L', 'DPEP1', 'KISS1R', 'KIF19', 'TMEM150B', 'IL1RL1', 'ZMAT4', 'CCR10', 'IL24', 'ARRDC3.AS1', 'GLI1', 'GPR173', 'LIN7A', 'TTLL9', 'WBP2NL', 'RHBG', 'A2ML1', 'PRRT4', 'KIAA1210', 'NIPAL4', 'GPR135', 'LOC90246', 'GNMT', 'CD300LB', 'CNTNAP3', 'IL18RAP', 'FIGF', 'OXGR1', 'CBLN1', 'B3GALT5', 'PCDHB18P', 'RRAD', 'MAP7D2', 'DPF3', 'DPY19L2P4', 'MS4A8', 'CACNA2D3', 'HIST1H1D', 'SLC5A8', 'RAB39A', 'TRIM7', 'LRRC24', 'AIM2', 'PON3', 'PCDH20', 'GABRB2', 'MASP2', 'TIFAB', 'PHKG1', 'DNAH11', 'KLK8', 'FOXN1', 'WFIKKN1', 'CD19', 'CLCA2', 'DCST2', 'ANK1', 'LINC00669', 'WNT10A', 'GPR171', 'FREM2', 'KCNB1', 'CRB2', 'C19ORF45', 'SLC26A3', 'UCA1', 'LINC01465', 'SEPHS1P1', 'HIST1H2AG', 'RASAL1', 'LINC00685', 'TYMSOS', 'RIC3', 'ANO2', 'CD1E', 'TTC41P', 'COLCA1', 'NEURL3', 'LOC646999', 'CST2', 'MED12L', 'HNRNPCL3', 'PCDHGC5', 'NRXN1', 'RAB3B', 'STXBP6', 'FAM182B', 'MYEOV', 'SEC14L1P1', 'IL6', 'MAPT.AS1', 'EYA1', 'ARHGEF33', 'CLPSL1', 'CR2', 'KIF4B', 'FNDC8', 'CXCR2', 'PATL2', 'AJAP1', 'ZNF676', 'VSTM2A', 'CLDN14', 'KCNRG', 'TDRD9', 'CLEC4F', 'LPAR4', 'MSLN', 'C9ORF117', 'MAGEL2', 'FAM43B', 'HAPLN1', 'NDP', 'VIT', 'PDCD1', 'DMRTC1B', 'TRABD2A', 'ABHD1', 'MKX', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.3882525061775621
		RMSE:  0.8073510115699897
		NRMSE:  0.1948381908849554
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.2068608862157744
		RMSE:  0.7484097025916991
		NRMSE:  0.3260050104942715
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5224229806426052
		NRMSE:  0.12607644873967835
		MAPE:  105.82433067667067
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010783677474574871
		RMSE:  0.36685077747270034
		NRMSE:  0.1597990928573857
		MAPE:  133.3645349232411

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999996
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  2.3471661517676706e-15
		NRMSE:  5.664421053087025e-16
		MAPE:  3.9378178063633496e-13
		Pearson Correlation:  0.3863266325105797
		Spearman Correlation:  0.3193481215476502
		Coefficient of Determination:  -0.9870585870661397
		RMSE:  0.5143582023658203
		NRMSE:  0.2240528825046044
		MAPE:  139.067272248509

	Predictor:  ElasticNet
		Pearson Correlation:  0.8739756763051225
		Spearman Correlation:  0.7781306090339613
		Coefficient of Determination:  0.7399307363962231
		RMSE:  0.26641997711386717
		NRMSE:  0.06429518959236122
		MAPE:  48.03165197861183
		Pearson Correlation:  0.5511298330434323
		Spearman Correlation:  0.46869162957144106
		Coefficient of Determination:  0.12006615162803957
		RMSE:  0.34228301258053984
		NRMSE:  0.14909744852573936
		MAPE:  92.72570327524815

	Predictor:  RandomForests
		Pearson Correlation:  0.6814263235639568
		Spearman Correlation:  0.6155975592781483
		Coefficient of Determination:  0.4272033507163616
		RMSE:  0.3953871102629947
		NRMSE:  0.09541885519294223
		MAPE:  66.24793734295477
		Pearson Correlation:  0.49642301275480044
		Spearman Correlation:  0.46117033878227914
		Coefficient of Determination:  0.21466786977800822
		RMSE:  0.3233605365378807
		NRMSE:  0.14085487500016583
		MAPE:  96.27906486707306

Protein:  CCND1
x_train_column_count:  1002
x_train columns:  ['DES', 'POU5F1B', 'SOX15', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'ALOX15', 'C4ORF36', 'MPZ', 'PPP2R2B', 'TMEM200C', 'ACTA1', 'LEP', 'ABCA10', 'CA14', 'MST1L', 'TAT', 'NPTX1', 'PCDHGA1', 'CATSPER3', 'MUC6', 'FIBCD1', 'C10ORF55', 'GRIK4', 'GLDC', 'CYP4F35P', 'TUBA3E', 'FDCSP', 'ANP32AP1', 'LOC100272216', 'C1ORF228', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'PDE6G', 'BMX', 'LRFN2', 'IRX6', 'FBLL1', 'CACNA1F', 'LINC00922', 'CCL13', 'MAST1', 'LOC399815', 'XKRX', 'CFAP57', 'KIAA0125', 'PCDHA2', 'FOXP2', 'FOXF1', 'C1ORF186', 'GIPR', 'ALG1L', 'ASB14', 'CADM2', 'NXNL2', 'HHIPL2', 'JAKMIP2', 'KCNJ10', 'ZNF280B', 'LINC01139', 'TSSK4', 'HSD17B2', 'DNAJC5B', 'BRINP2', 'CERS1', 'TMEM35', 'ASAH2B', 'LGR5', 'MAT1A', 'PDZRN4', 'RNASE2', 'LRFN5', 'C2CD4B', 'C10ORF95', 'DNAI1', 'WNK3', 'FCGR3B', 'PCDHAC1', 'TMEM151B', 'GPR141', 'LGALS12', 'GDF6', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'TMEM253', 'KRT6A', 'MIR503HG', 'HP', 'HIST1H2AM', 'CYP11A1', 'DMC1', 'IL1RL2', 'AOC1', 'PCP4L1', 'MYT1', 'ESYT3', 'TLL2', 'C19ORF26', 'NFE2', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'KIF1A', 'HMGCLL1', 'UMODL1', 'HAND2.AS1', 'DYDC2', 'PQLC2L', 'PRAME', 'DGKI', 'EPHA7', 'SPSB4', 'LOC644172', 'TGM1', 'IGDCC3', 'IQSEC3', 'ATP8A2', 'PKD1L2', 'GP1BA', 'C2CD4C', 'UGT2B15', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'TMEM232', 'GPR27', 'CNTF', 'PLA2G10', 'MGAM', 'NBPF6', 'SLC25A21', 'DIO3', 'PLEKHD1', 'MCHR1', 'PRSS12', 'KERA', 'SLC6A4', 'CD244', 'LOC100130987', 'FCRL3', 'PTCHD4', 'PNMT', 'LINC00242', 'L1TD1', 'STAP1', 'LINC00839', 'IL10', 'RGN', 'DCANP1', 'CST4', 'FCRLA', 'PLCXD3', 'TBC1D3H', 'SPDYA', 'C6', 'SNAP25', 'TPSD1', 'GFRA2', 'FLG', 'PCDHGB3', 'DLGAP1', 'GJB3', 'GPR158', 'IGFL2', 'SFTPD', 'C1GALT1C1L', 'DNASE1L3', 'ZBED2', 'PROC', 'GDF10', 'NR6A1', 'ITPKA', 'TM4SF19', 'FAM186B', 'BCO2', 'PTH2R', 'BCAN', 'PNPLA3', 'SLC17A7', 'KCNG1', 'C1ORF229', 'PPM1N', 'DOC2B', 'HIST2H2BA', 'ALOX12P2', 'FAM86B2', 'FBXL13', 'SULT4A1', 'GUSBP5', 'FGF18', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'HTR1D', 'KCNJ3', 'HCN2', 'LCN12', 'LRRC31', 'EGOT', 'LRRIQ3', 'C10ORF82', 'ZNF660', 'RNF183', 'GJB5', 'SLC7A4', 'ATP1A4', 'NAALAD2', 'ADRA1B', 'SYT8', 'RAET1E', 'LTA', 'LRRIQ1', 'PCDHA7', 'SLC38A4', 'AURKAPS1', 'TNFSF15', 'CNGA1', 'C4ORF47', 'MAL', 'LY6G6C', 'SCGB3A1', 'FBXO24', 'TRPA1', 'RPL13AP3', 'KLK11', 'ACSL6', 'GRM8', 'TUBA3D', 'PTGDR', 'RP1', 'LINC01119', 'IQUB', 'CBLN4', 'LINC01341', 'ECT2L', 'SOX8', 'PAX2', 'EYS', 'NKPD1', 'ETV2', 'FXYD1', 'RNF138P1', 'MYCBPAP', 'TEKT3', 'XPNPEP2', 'CCR8', 'PPP1R3G', 'CCIN', 'STKLD1', 'C19ORF18', 'SLC30A8', 'UGT8', 'SLC28A3', 'JPH4', 'PLP1', 'UBE2Q2P1', 'SLC25A18', 'METTL7B', 'HEPACAM2', 'TEX14', 'IDI2.AS1', 'CASQ1', 'LINC00482', 'S100A3', 'ALOXE3', 'GLIS1', 'SGK2', 'NR1I3', 'CCDC36', 'PBX4', 'ZNF843', 'LRIT3', 'WNT2B', 'CACNG1', 'MS4A15', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'LPAR3', 'AOC2', 'TNNI3K', 'BCHE', 'GJB1', 'C9ORF43', 'PITX2', 'FCRL6', 'CCDC151', 'PNCK', 'CKMT2', 'FAM189A1', 'DQX1', 'ABCA17P', 'CACNA1G', 'C1ORF101', 'ENPP6', 'NLRP12', 'C2ORF50', 'ADCYAP1', 'CLDN9', 'FAM90A1', 'SLC6A20', 'IYD', 'SPIB', 'FAM95B1', 'CA3', 'OTOA', 'ZNF835', 'PCDH9', 'C2CD4A', 'C1ORF95', 'RYR2', 'LINC01550', 'ZCCHC18', 'CLEC3A', 'VSIG1', 'AURKC', 'ULBP3', 'CLECL1', 'CCDC158', 'CCDC65', 'IL20RB', 'ARC', 'GSDMC', 'TAS1R3', 'DDX11L2', 'SCN2B', 'TTC16', 'PCSK1N', 'SVOPL', 'ALDH8A1', 'BPIFB2', 'CRYGS', 'MYOZ1', 'COLCA2', 'GSTM1', 'PDE1C', 'KNDC1', 'DUOXA1', 'B3GALT5.AS1', 'PCYT1B', 'IL22RA1', 'LOC148709', 'KLHL4', 'PPP1R36', 'HOXD3', 'TARP', 'FAM57B', 'OR7E91P', 'CAMP', 'LOC90768', 'LOC441455', 'JPH3', 'CPEB1', 'LUZP2', 'FLJ37201', 'IL12RB2', 'RELN', 'FUT7', 'LBX2', 'SCARA5', 'RIMS1', 'PLA2G5', 'GPR18', 'MNX1', 'ZBED3.AS1', 'HIST1H2BN', 'SLC22A18AS', 'HOXB13', 'KCNE1', 'CD177', 'TUBB8', 'ZC3H12D', 'IGSF5', 'ASTN1', 'CIDEA', 'TCHH', 'KCNE2', 'ONECUT2', 'IRX4', 'C10ORF128', 'GAL', 'WDR72', 'CHRNA6', 'SP5', 'BTBD8', 'FAM135B', 'SLC16A10', 'SCN7A', 'MGC16142', 'HOXB8', 'SCART1', 'LINC01124', 'RSPH4A', 'CCDC183', 'ALB', 'YPEL4', 'GBP1P1', 'CCDC7', 'DCSTAMP', 'GRIN2C', 'CELF5', 'MGAT5B', 'CXXC4', 'SLC35F1', 'GPR3', 'CXCR5', 'HOXA11', 'PYDC1', 'CCDC153', 'OBP2B', 'SLC30A2', 'ATP13A5', 'NIPAL1', 'SKIDA1', 'SRL', 'FOXJ1', 'PCSK9', 'LRP1B', 'RPGRIP1', 'WT1', 'TNFRSF9', 'PCAT18', 'STRC', 'SLC18A2', 'INSM1', 'NOXO1', 'CNNM1', 'GPR174', 'PCK1', 'MARCO', 'GPX2', 'FOXD4', 'SLC25A53', 'PPP4R4', 'DMRT3', 'C17ORF104', 'IL20', 'LBP', 'CRISP3', 'KLHL14', 'FOXD1', 'NOS2', 'PKNOX2', 'INHA', 'COL23A1', 'TNFRSF17', 'BTLA', 'AVPR2', 'ADH1C', 'GPLD1', 'PARP15', 'CXCL2', 'MYBPC1', 'GLOD5', 'CST9', 'GPR55', 'SLCO4C1', 'PFN1P2', 'BCL2L14', 'STEAP1B', 'C2ORF40', 'SLC23A1', 'ULBP2', 'VSIG2', 'SCN3A', 'AMH', 'VAT1L', 'CXCR2P1', 'ZNF98', 'DHRS4L1', 'CYSLTR2', 'ZNF454', 'RNF212', 'HAP1', 'TPSG1', 'VGLL1', 'FAM178B', 'FAM218A', 'P2RX1', 'ORM1', 'DBIL5P', 'TMEM105', 'DKK1', 'SYN2', 'EMILIN3', 'ZNF488', 'IL23A', 'SIGLEC17P', 'CRYM', 'AMBP', 'DPY19L2P2', 'PRKG2', 'CXCL1', 'SPDYE1', 'DEPDC4', 'SUCNR1', 'CTCFL', 'LRRC2', 'FABP7', 'GPBAR1', 'BRINP1', 'LRGUK', 'ADAMTS18', 'VWDE', 'BDKRB1', 'XIRP1', 'TENM1', 'FUT6', 'LINC00930', 'RERGL', 'BMPER', 'CYP4F8', 'KIAA0319', 'CDR1', 'NUGGC', 'RDM1', 'CECR2', 'CLEC12A', 'HCG27', 'ABHD11.AS1', 'FAM184B', 'PKD1L1', 'PCDHGA3', 'SORCS1', 'SEC14L5', 'WSCD2', 'SSUH2', 'CBLN2', 'ECEL1', 'SPESP1', 'FSCN2', 'CCL17', 'DMRT2', 'ZNF732', 'FAM162B', 'GRIA3', 'TMEM217', 'RSPO1', 'GNB3', 'CTSG', 'RGS6', 'HOXD4', 'PIANP', 'FLJ12825', 'COL2A1', 'CHRNB2', 'ADAM32', 'RNF175', 'IL1R2', 'ADAMTS19', 'SERPINA6', 'MT1A', 'RASL10A', 'DIRC3', 'PRSS21', 'HECTD2.AS1', 'PFKFB1', 'POM121L9P', 'CYP46A1', 'LRRC16B', 'SMIM5', 'CAPN11', 'FOXC2', 'ZNF804A', 'TBX21', 'TRAT1', 'PART1', 'HIST1H2BE', 'LOC100126784', 'VIPR2', 'CYSRT1', 'GPR87', 'IGF2BP3', 'XKR9', 'EMX1', 'SLC26A10', 'HOGA1', 'CA9', 'CEP83.AS1', 'HS3ST3B1', 'SLC13A2', 'HTR7', 'WIPF3', 'ULBP1', 'ZSCAN1', 'ZBTB16', 'OTUD7A', 'TMSB15A', 'TMEM40', 'CYP26A1', 'CITED1', 'ROPN1L', 'MAPT.IT1', 'ANKK1', 'WFDC3', 'GZMM', 'M1AP', 'PVALB', 'FIRRE', 'CDHR1', 'MYO3B', 'IGSF22', 'MRAP2', 'SPAG17', 'INE2', 'RBM12B.AS1', 'TTC23L', 'RFX8', 'CRTAC1', 'MROH7', 'PYGM', 'BTC', 'PCDHA12', 'CFAP61', 'KCNT2', 'HEATR4', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'CLEC4E', 'MIA', 'OPCML', 'ADGRF1', 'LRRC4B', 'NWD1', 'SRSF12', 'B3GAT1', 'CCBE1', 'CIDEC', 'HPDL', 'LINC00173', 'TMEM59L', 'IL11', 'LSAMP', 'RNF182', 'TSPAN8', 'GAS2', 'FASLG', 'KCNA6', 'LOC613037', 'KLK6', 'GALNT13', 'ABCC6P2', 'DHDH', 'NLRP7', 'SMC1B', 'FRMPD1', 'SCN3B', 'RFPL1S', 'C15ORF56', 'COL28A1', 'FAM83A', 'SLC16A11', 'PSORS1C1', 'PTCHD1', 'SLC24A5', 'TUSC5', 'C9ORF47', 'ADGRG2', 'ANO5', 'SLC6A14', 'TMPRSS4', 'RUFY4', 'INTS4P2', 'IGSF1', 'KCNQ3', 'PIK3C2G', 'LOC100133669', 'CYP4F12', 'LINC00908', 'NBPF4', 'MYOM2', 'EBF2', 'VENTX', 'FAM157A', 'DSCAML1', 'PCDHA5', 'PTPRN', 'MAG', 'PLAC1', 'DLX5', 'CCNI2', 'CDKN2B.AS1', 'DLX2', 'SYT6', 'CNTN2', 'FAM19A2', 'KLK7', 'ZBTB20', 'NKX3.2', 'SFTPA2', 'BRE.AS1', 'SLC6A17', 'OR2W3', 'PTPRR', 'RYR3', 'GHRLOS', 'ABCC2', 'TFAP2E', 'ABCD2', 'CD160', 'CD1A', 'GRIA2', 'RGS9', 'CCDC144A', 'DEFB1', 'CDKL2', 'DCX', 'DLK2', 'CACNA1I', 'PWAR5', 'GGT3P', 'MYO16', 'SLC6A11', 'WDR17', 'MSMB', 'CHRFAM7A', 'BTBD19', 'MMP12', 'CABP4', 'TCEAL2', 'CHRNA10', 'UNC13A', 'FKBP1AP1', 'AGBL4', 'SLC39A2', 'LY6H', 'XCL2', 'SPAG8', 'TUBAL3', 'S100A7', 'P2RY12', 'PCBP3', 'SNORD116.4', 'KCNH3', 'LINC00202.1', 'ZNF727', 'ARL9', 'TM6SF2', 'MAK', 'GRID2IP', 'MPL', 'HRCT1', 'TCN1', 'ELOVL3', 'SLC46A2', 'SYCE3', 'CD70', 'TCTEX1D1', 'NOX5', 'GPM6A', 'GRIN2A', 'PGLYRP2', 'TIGD4', 'SYCE2', 'ARMC3', 'JAKMIP1', 'RAB9B', 'MKRN3', 'CTAGE6', 'BAIAP2L2', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'LONRF3', 'AGAP7P', 'ACY3', 'LRRC43', 'THPO', 'BEX1', 'LOC400927', 'KLK10', 'SCN9A', 'ACHE', 'AKR1E2', 'SCN2A', 'PRPH2', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'VN1R1', 'TMEM145', 'C6ORF52', 'CD40LG', 'BEGAIN', 'HRC', 'GPR82', 'PAH', 'LOC285593', 'CHODL', 'TTBK1', 'CXADRP3', 'MLLT4.AS1', 'TTYH1', 'CHST9', 'ADGRL3', 'APOBEC3A', 'GABRB3', 'SLC25A34', 'HIST1H2BH', 'TRH', 'BRSK2', 'MAPK4', 'C8ORF46', 'DNASE1L2', 'ST8SIA2', 'DGCR5', 'CAMK4', 'EPYC', 'MUC15', 'GBP6', 'GPR63', 'ANKLE1', 'CAPSL', 'IL17D', 'ROBO2', 'SLC35F3', 'AIM1L', 'ASGR1', 'HAMP', 'TNFSF11', 'RMRP', 'FAM201A', 'PCDHA1', 'MYO15A', 'FAM159A', 'CHKB.AS1', 'DUSP9', 'NMU', 'PTX3', 'DCLK3', 'NEK5', 'RHCE', 'TDRD6', 'LYG1', 'MTUS2', 'KCNK17', 'LOC100132215', 'RUNDC3A', 'UCKL1.AS1', 'C1QL3', 'CYTL1', 'LINC00961', 'CYP2E1', 'RRN3P1', 'FOLR1', 'PNMA6A', 'ROPN1B', 'SIGLEC6', 'LINC00689', 'XCL1', 'HBA1', 'RRN3P2', 'ADRA2B', 'THSD7B', 'SLC2A14', 'ATP13A4', 'MT1L', 'DPEP1', 'KISS1R', 'KIF19', 'TMEM150B', 'IL1RL1', 'ZMAT4', 'CCR10', 'IL24', 'ARRDC3.AS1', 'GLI1', 'GPR173', 'LIN7A', 'TTLL9', 'WBP2NL', 'RHBG', 'A2ML1', 'PRRT4', 'KIAA1210', 'NIPAL4', 'GPR135', 'LOC90246', 'GNMT', 'CD300LB', 'CNTNAP3', 'IL18RAP', 'FIGF', 'OXGR1', 'CBLN1', 'B3GALT5', 'PCDHB18P', 'RRAD', 'MAP7D2', 'DPF3', 'DPY19L2P4', 'MS4A8', 'CACNA2D3', 'HIST1H1D', 'SLC5A8', 'RAB39A', 'TRIM7', 'LRRC24', 'AIM2', 'PON3', 'PCDH20', 'GABRB2', 'MASP2', 'TIFAB', 'PHKG1', 'DNAH11', 'KLK8', 'FOXN1', 'WFIKKN1', 'CD19', 'CLCA2', 'DCST2', 'ANK1', 'LINC00669', 'WNT10A', 'GPR171', 'FREM2', 'KCNB1', 'CRB2', 'C19ORF45', 'SLC26A3', 'UCA1', 'LINC01465', 'SEPHS1P1', 'HIST1H2AG', 'RASAL1', 'LINC00685', 'TYMSOS', 'RIC3', 'ANO2', 'CD1E', 'TTC41P', 'COLCA1', 'NEURL3', 'LOC646999', 'CST2', 'MED12L', 'HNRNPCL3', 'PCDHGC5', 'NRXN1', 'RAB3B', 'STXBP6', 'FAM182B', 'MYEOV', 'SEC14L1P1', 'IL6', 'MAPT.AS1', 'EYA1', 'ARHGEF33', 'CLPSL1', 'CR2', 'KIF4B', 'FNDC8', 'CXCR2', 'PATL2', 'AJAP1', 'ZNF676', 'VSTM2A', 'CLDN14', 'KCNRG', 'TDRD9', 'CLEC4F', 'LPAR4', 'MSLN', 'C9ORF117', 'MAGEL2', 'FAM43B', 'HAPLN1', 'NDP', 'VIT', 'PDCD1', 'DMRTC1B', 'TRABD2A', 'ABHD1', 'MKX', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.44064885869713843
		RMSE:  0.2936537728092399
		NRMSE:  0.17653615611766113
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6507167710215811
		RMSE:  0.2694738938084911
		NRMSE:  0.2553456206196082
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  1.580691662393309e-15
		NRMSE:  9.502661158296216e-16
		MAPE:  7.678714612901215e-12
		Pearson Correlation:  -0.003791994084135896
		Spearman Correlation:  -0.005119764585593337
		Coefficient of Determination:  -1.5697528594287533
		RMSE:  0.33622197504704865
		NRMSE:  0.31859416016511294
		MAPE:  462.20429078121424

	Predictor:  ElasticNet
		Pearson Correlation:  0.6251711549444832
		Spearman Correlation:  0.6203054757185175
		Coefficient of Determination:  0.3132607126206428
		RMSE:  0.2027460780605691
		NRMSE:  0.12188507897017536
		MAPE:  629.9585690767334
		Pearson Correlation:  0.17940366598266896
		Spearman Correlation:  0.19596004937717432
		Coefficient of Determination:  0.004402903618872411
		RMSE:  0.20927734965265754
		NRMSE:  0.19830512697701905
		MAPE:  339.55118682430776

	Predictor:  RandomForests
		Pearson Correlation:  0.5205643234098986
		Spearman Correlation:  0.5289133247475566
		Coefficient of Determination:  0.1698898287858528
		RMSE:  0.22290734689758812
		NRMSE:  0.1340054507566268
		MAPE:  602.4135106961756
		Pearson Correlation:  0.17272127903041548
		Spearman Correlation:  0.17689746754947072
		Coefficient of Determination:  0.02752653063614785
		RMSE:  0.20683274555561385
		NRMSE:  0.19598869126776822
		MAPE:  433.80597998984183

Protein:  ERBB2
x_train_column_count:  1002
x_train columns:  ['DES', 'POU5F1B', 'SOX15', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'ALOX15', 'C4ORF36', 'MPZ', 'PPP2R2B', 'TMEM200C', 'ACTA1', 'LEP', 'ABCA10', 'CA14', 'MST1L', 'TAT', 'NPTX1', 'PCDHGA1', 'CATSPER3', 'MUC6', 'FIBCD1', 'C10ORF55', 'GRIK4', 'GLDC', 'CYP4F35P', 'TUBA3E', 'FDCSP', 'ANP32AP1', 'LOC100272216', 'C1ORF228', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'PDE6G', 'BMX', 'LRFN2', 'IRX6', 'FBLL1', 'CACNA1F', 'LINC00922', 'CCL13', 'MAST1', 'LOC399815', 'XKRX', 'CFAP57', 'KIAA0125', 'PCDHA2', 'FOXP2', 'FOXF1', 'C1ORF186', 'GIPR', 'ALG1L', 'ASB14', 'CADM2', 'NXNL2', 'HHIPL2', 'JAKMIP2', 'KCNJ10', 'ZNF280B', 'LINC01139', 'TSSK4', 'HSD17B2', 'DNAJC5B', 'BRINP2', 'CERS1', 'TMEM35', 'ASAH2B', 'LGR5', 'MAT1A', 'PDZRN4', 'RNASE2', 'LRFN5', 'C2CD4B', 'C10ORF95', 'DNAI1', 'WNK3', 'FCGR3B', 'PCDHAC1', 'TMEM151B', 'GPR141', 'LGALS12', 'GDF6', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'TMEM253', 'KRT6A', 'MIR503HG', 'HP', 'HIST1H2AM', 'CYP11A1', 'DMC1', 'IL1RL2', 'AOC1', 'PCP4L1', 'MYT1', 'ESYT3', 'TLL2', 'C19ORF26', 'NFE2', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'KIF1A', 'HMGCLL1', 'UMODL1', 'HAND2.AS1', 'DYDC2', 'PQLC2L', 'PRAME', 'DGKI', 'EPHA7', 'SPSB4', 'LOC644172', 'TGM1', 'IGDCC3', 'IQSEC3', 'ATP8A2', 'PKD1L2', 'GP1BA', 'C2CD4C', 'UGT2B15', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'TMEM232', 'GPR27', 'CNTF', 'PLA2G10', 'MGAM', 'NBPF6', 'SLC25A21', 'DIO3', 'PLEKHD1', 'MCHR1', 'PRSS12', 'KERA', 'SLC6A4', 'CD244', 'LOC100130987', 'FCRL3', 'PTCHD4', 'PNMT', 'LINC00242', 'L1TD1', 'STAP1', 'LINC00839', 'IL10', 'RGN', 'DCANP1', 'CST4', 'FCRLA', 'PLCXD3', 'TBC1D3H', 'SPDYA', 'C6', 'SNAP25', 'TPSD1', 'GFRA2', 'FLG', 'PCDHGB3', 'DLGAP1', 'GJB3', 'GPR158', 'IGFL2', 'SFTPD', 'C1GALT1C1L', 'DNASE1L3', 'ZBED2', 'PROC', 'GDF10', 'NR6A1', 'ITPKA', 'TM4SF19', 'FAM186B', 'BCO2', 'PTH2R', 'BCAN', 'PNPLA3', 'SLC17A7', 'KCNG1', 'C1ORF229', 'PPM1N', 'DOC2B', 'HIST2H2BA', 'ALOX12P2', 'FAM86B2', 'FBXL13', 'SULT4A1', 'GUSBP5', 'FGF18', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'HTR1D', 'KCNJ3', 'HCN2', 'LCN12', 'LRRC31', 'EGOT', 'LRRIQ3', 'C10ORF82', 'ZNF660', 'RNF183', 'GJB5', 'SLC7A4', 'ATP1A4', 'NAALAD2', 'ADRA1B', 'SYT8', 'RAET1E', 'LTA', 'LRRIQ1', 'PCDHA7', 'SLC38A4', 'AURKAPS1', 'TNFSF15', 'CNGA1', 'C4ORF47', 'MAL', 'LY6G6C', 'SCGB3A1', 'FBXO24', 'TRPA1', 'RPL13AP3', 'KLK11', 'ACSL6', 'GRM8', 'TUBA3D', 'PTGDR', 'RP1', 'LINC01119', 'IQUB', 'CBLN4', 'LINC01341', 'ECT2L', 'SOX8', 'PAX2', 'EYS', 'NKPD1', 'ETV2', 'FXYD1', 'RNF138P1', 'MYCBPAP', 'TEKT3', 'XPNPEP2', 'CCR8', 'PPP1R3G', 'CCIN', 'STKLD1', 'C19ORF18', 'SLC30A8', 'UGT8', 'SLC28A3', 'JPH4', 'PLP1', 'UBE2Q2P1', 'SLC25A18', 'METTL7B', 'HEPACAM2', 'TEX14', 'IDI2.AS1', 'CASQ1', 'LINC00482', 'S100A3', 'ALOXE3', 'GLIS1', 'SGK2', 'NR1I3', 'CCDC36', 'PBX4', 'ZNF843', 'LRIT3', 'WNT2B', 'CACNG1', 'MS4A15', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'LPAR3', 'AOC2', 'TNNI3K', 'BCHE', 'GJB1', 'C9ORF43', 'PITX2', 'FCRL6', 'CCDC151', 'PNCK', 'CKMT2', 'FAM189A1', 'DQX1', 'ABCA17P', 'CACNA1G', 'C1ORF101', 'ENPP6', 'NLRP12', 'C2ORF50', 'ADCYAP1', 'CLDN9', 'FAM90A1', 'SLC6A20', 'IYD', 'SPIB', 'FAM95B1', 'CA3', 'OTOA', 'ZNF835', 'PCDH9', 'C2CD4A', 'C1ORF95', 'RYR2', 'LINC01550', 'ZCCHC18', 'CLEC3A', 'VSIG1', 'AURKC', 'ULBP3', 'CLECL1', 'CCDC158', 'CCDC65', 'IL20RB', 'ARC', 'GSDMC', 'TAS1R3', 'DDX11L2', 'SCN2B', 'TTC16', 'PCSK1N', 'SVOPL', 'ALDH8A1', 'BPIFB2', 'CRYGS', 'MYOZ1', 'COLCA2', 'GSTM1', 'PDE1C', 'KNDC1', 'DUOXA1', 'B3GALT5.AS1', 'PCYT1B', 'IL22RA1', 'LOC148709', 'KLHL4', 'PPP1R36', 'HOXD3', 'TARP', 'FAM57B', 'OR7E91P', 'CAMP', 'LOC90768', 'LOC441455', 'JPH3', 'CPEB1', 'LUZP2', 'FLJ37201', 'IL12RB2', 'RELN', 'FUT7', 'LBX2', 'SCARA5', 'RIMS1', 'PLA2G5', 'GPR18', 'MNX1', 'ZBED3.AS1', 'HIST1H2BN', 'SLC22A18AS', 'HOXB13', 'KCNE1', 'CD177', 'TUBB8', 'ZC3H12D', 'IGSF5', 'ASTN1', 'CIDEA', 'TCHH', 'KCNE2', 'ONECUT2', 'IRX4', 'C10ORF128', 'GAL', 'WDR72', 'CHRNA6', 'SP5', 'BTBD8', 'FAM135B', 'SLC16A10', 'SCN7A', 'MGC16142', 'HOXB8', 'SCART1', 'LINC01124', 'RSPH4A', 'CCDC183', 'ALB', 'YPEL4', 'GBP1P1', 'CCDC7', 'DCSTAMP', 'GRIN2C', 'CELF5', 'MGAT5B', 'CXXC4', 'SLC35F1', 'GPR3', 'CXCR5', 'HOXA11', 'PYDC1', 'CCDC153', 'OBP2B', 'SLC30A2', 'ATP13A5', 'NIPAL1', 'SKIDA1', 'SRL', 'FOXJ1', 'PCSK9', 'LRP1B', 'RPGRIP1', 'WT1', 'TNFRSF9', 'PCAT18', 'STRC', 'SLC18A2', 'INSM1', 'NOXO1', 'CNNM1', 'GPR174', 'PCK1', 'MARCO', 'GPX2', 'FOXD4', 'SLC25A53', 'PPP4R4', 'DMRT3', 'C17ORF104', 'IL20', 'LBP', 'CRISP3', 'KLHL14', 'FOXD1', 'NOS2', 'PKNOX2', 'INHA', 'COL23A1', 'TNFRSF17', 'BTLA', 'AVPR2', 'ADH1C', 'GPLD1', 'PARP15', 'CXCL2', 'MYBPC1', 'GLOD5', 'CST9', 'GPR55', 'SLCO4C1', 'PFN1P2', 'BCL2L14', 'STEAP1B', 'C2ORF40', 'SLC23A1', 'ULBP2', 'VSIG2', 'SCN3A', 'AMH', 'VAT1L', 'CXCR2P1', 'ZNF98', 'DHRS4L1', 'CYSLTR2', 'ZNF454', 'RNF212', 'HAP1', 'TPSG1', 'VGLL1', 'FAM178B', 'FAM218A', 'P2RX1', 'ORM1', 'DBIL5P', 'TMEM105', 'DKK1', 'SYN2', 'EMILIN3', 'ZNF488', 'IL23A', 'SIGLEC17P', 'CRYM', 'AMBP', 'DPY19L2P2', 'PRKG2', 'CXCL1', 'SPDYE1', 'DEPDC4', 'SUCNR1', 'CTCFL', 'LRRC2', 'FABP7', 'GPBAR1', 'BRINP1', 'LRGUK', 'ADAMTS18', 'VWDE', 'BDKRB1', 'XIRP1', 'TENM1', 'FUT6', 'LINC00930', 'RERGL', 'BMPER', 'CYP4F8', 'KIAA0319', 'CDR1', 'NUGGC', 'RDM1', 'CECR2', 'CLEC12A', 'HCG27', 'ABHD11.AS1', 'FAM184B', 'PKD1L1', 'PCDHGA3', 'SORCS1', 'SEC14L5', 'WSCD2', 'SSUH2', 'CBLN2', 'ECEL1', 'SPESP1', 'FSCN2', 'CCL17', 'DMRT2', 'ZNF732', 'FAM162B', 'GRIA3', 'TMEM217', 'RSPO1', 'GNB3', 'CTSG', 'RGS6', 'HOXD4', 'PIANP', 'FLJ12825', 'COL2A1', 'CHRNB2', 'ADAM32', 'RNF175', 'IL1R2', 'ADAMTS19', 'SERPINA6', 'MT1A', 'RASL10A', 'DIRC3', 'PRSS21', 'HECTD2.AS1', 'PFKFB1', 'POM121L9P', 'CYP46A1', 'LRRC16B', 'SMIM5', 'CAPN11', 'FOXC2', 'ZNF804A', 'TBX21', 'TRAT1', 'PART1', 'HIST1H2BE', 'LOC100126784', 'VIPR2', 'CYSRT1', 'GPR87', 'IGF2BP3', 'XKR9', 'EMX1', 'SLC26A10', 'HOGA1', 'CA9', 'CEP83.AS1', 'HS3ST3B1', 'SLC13A2', 'HTR7', 'WIPF3', 'ULBP1', 'ZSCAN1', 'ZBTB16', 'OTUD7A', 'TMSB15A', 'TMEM40', 'CYP26A1', 'CITED1', 'ROPN1L', 'MAPT.IT1', 'ANKK1', 'WFDC3', 'GZMM', 'M1AP', 'PVALB', 'FIRRE', 'CDHR1', 'MYO3B', 'IGSF22', 'MRAP2', 'SPAG17', 'INE2', 'RBM12B.AS1', 'TTC23L', 'RFX8', 'CRTAC1', 'MROH7', 'PYGM', 'BTC', 'PCDHA12', 'CFAP61', 'KCNT2', 'HEATR4', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'CLEC4E', 'MIA', 'OPCML', 'ADGRF1', 'LRRC4B', 'NWD1', 'SRSF12', 'B3GAT1', 'CCBE1', 'CIDEC', 'HPDL', 'LINC00173', 'TMEM59L', 'IL11', 'LSAMP', 'RNF182', 'TSPAN8', 'GAS2', 'FASLG', 'KCNA6', 'LOC613037', 'KLK6', 'GALNT13', 'ABCC6P2', 'DHDH', 'NLRP7', 'SMC1B', 'FRMPD1', 'SCN3B', 'RFPL1S', 'C15ORF56', 'COL28A1', 'FAM83A', 'SLC16A11', 'PSORS1C1', 'PTCHD1', 'SLC24A5', 'TUSC5', 'C9ORF47', 'ADGRG2', 'ANO5', 'SLC6A14', 'TMPRSS4', 'RUFY4', 'INTS4P2', 'IGSF1', 'KCNQ3', 'PIK3C2G', 'LOC100133669', 'CYP4F12', 'LINC00908', 'NBPF4', 'MYOM2', 'EBF2', 'VENTX', 'FAM157A', 'DSCAML1', 'PCDHA5', 'PTPRN', 'MAG', 'PLAC1', 'DLX5', 'CCNI2', 'CDKN2B.AS1', 'DLX2', 'SYT6', 'CNTN2', 'FAM19A2', 'KLK7', 'ZBTB20', 'NKX3.2', 'SFTPA2', 'BRE.AS1', 'SLC6A17', 'OR2W3', 'PTPRR', 'RYR3', 'GHRLOS', 'ABCC2', 'TFAP2E', 'ABCD2', 'CD160', 'CD1A', 'GRIA2', 'RGS9', 'CCDC144A', 'DEFB1', 'CDKL2', 'DCX', 'DLK2', 'CACNA1I', 'PWAR5', 'GGT3P', 'MYO16', 'SLC6A11', 'WDR17', 'MSMB', 'CHRFAM7A', 'BTBD19', 'MMP12', 'CABP4', 'TCEAL2', 'CHRNA10', 'UNC13A', 'FKBP1AP1', 'AGBL4', 'SLC39A2', 'LY6H', 'XCL2', 'SPAG8', 'TUBAL3', 'S100A7', 'P2RY12', 'PCBP3', 'SNORD116.4', 'KCNH3', 'LINC00202.1', 'ZNF727', 'ARL9', 'TM6SF2', 'MAK', 'GRID2IP', 'MPL', 'HRCT1', 'TCN1', 'ELOVL3', 'SLC46A2', 'SYCE3', 'CD70', 'TCTEX1D1', 'NOX5', 'GPM6A', 'GRIN2A', 'PGLYRP2', 'TIGD4', 'SYCE2', 'ARMC3', 'JAKMIP1', 'RAB9B', 'MKRN3', 'CTAGE6', 'BAIAP2L2', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'LONRF3', 'AGAP7P', 'ACY3', 'LRRC43', 'THPO', 'BEX1', 'LOC400927', 'KLK10', 'SCN9A', 'ACHE', 'AKR1E2', 'SCN2A', 'PRPH2', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'VN1R1', 'TMEM145', 'C6ORF52', 'CD40LG', 'BEGAIN', 'HRC', 'GPR82', 'PAH', 'LOC285593', 'CHODL', 'TTBK1', 'CXADRP3', 'MLLT4.AS1', 'TTYH1', 'CHST9', 'ADGRL3', 'APOBEC3A', 'GABRB3', 'SLC25A34', 'HIST1H2BH', 'TRH', 'BRSK2', 'MAPK4', 'C8ORF46', 'DNASE1L2', 'ST8SIA2', 'DGCR5', 'CAMK4', 'EPYC', 'MUC15', 'GBP6', 'GPR63', 'ANKLE1', 'CAPSL', 'IL17D', 'ROBO2', 'SLC35F3', 'AIM1L', 'ASGR1', 'HAMP', 'TNFSF11', 'RMRP', 'FAM201A', 'PCDHA1', 'MYO15A', 'FAM159A', 'CHKB.AS1', 'DUSP9', 'NMU', 'PTX3', 'DCLK3', 'NEK5', 'RHCE', 'TDRD6', 'LYG1', 'MTUS2', 'KCNK17', 'LOC100132215', 'RUNDC3A', 'UCKL1.AS1', 'C1QL3', 'CYTL1', 'LINC00961', 'CYP2E1', 'RRN3P1', 'FOLR1', 'PNMA6A', 'ROPN1B', 'SIGLEC6', 'LINC00689', 'XCL1', 'HBA1', 'RRN3P2', 'ADRA2B', 'THSD7B', 'SLC2A14', 'ATP13A4', 'MT1L', 'DPEP1', 'KISS1R', 'KIF19', 'TMEM150B', 'IL1RL1', 'ZMAT4', 'CCR10', 'IL24', 'ARRDC3.AS1', 'GLI1', 'GPR173', 'LIN7A', 'TTLL9', 'WBP2NL', 'RHBG', 'A2ML1', 'PRRT4', 'KIAA1210', 'NIPAL4', 'GPR135', 'LOC90246', 'GNMT', 'CD300LB', 'CNTNAP3', 'IL18RAP', 'FIGF', 'OXGR1', 'CBLN1', 'B3GALT5', 'PCDHB18P', 'RRAD', 'MAP7D2', 'DPF3', 'DPY19L2P4', 'MS4A8', 'CACNA2D3', 'HIST1H1D', 'SLC5A8', 'RAB39A', 'TRIM7', 'LRRC24', 'AIM2', 'PON3', 'PCDH20', 'GABRB2', 'MASP2', 'TIFAB', 'PHKG1', 'DNAH11', 'KLK8', 'FOXN1', 'WFIKKN1', 'CD19', 'CLCA2', 'DCST2', 'ANK1', 'LINC00669', 'WNT10A', 'GPR171', 'FREM2', 'KCNB1', 'CRB2', 'C19ORF45', 'SLC26A3', 'UCA1', 'LINC01465', 'SEPHS1P1', 'HIST1H2AG', 'RASAL1', 'LINC00685', 'TYMSOS', 'RIC3', 'ANO2', 'CD1E', 'TTC41P', 'COLCA1', 'NEURL3', 'LOC646999', 'CST2', 'MED12L', 'HNRNPCL3', 'PCDHGC5', 'NRXN1', 'RAB3B', 'STXBP6', 'FAM182B', 'MYEOV', 'SEC14L1P1', 'IL6', 'MAPT.AS1', 'EYA1', 'ARHGEF33', 'CLPSL1', 'CR2', 'KIF4B', 'FNDC8', 'CXCR2', 'PATL2', 'AJAP1', 'ZNF676', 'VSTM2A', 'CLDN14', 'KCNRG', 'TDRD9', 'CLEC4F', 'LPAR4', 'MSLN', 'C9ORF117', 'MAGEL2', 'FAM43B', 'HAPLN1', 'NDP', 'VIT', 'PDCD1', 'DMRTC1B', 'TRABD2A', 'ABHD1', 'MKX', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08695701084953744
		RMSE:  1.023008454816054
		NRMSE:  0.1742863272085548
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1111491455026472
		RMSE:  1.1242523174677488
		NRMSE:  0.20280184671833265
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865388
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792788993

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  6.608545417378737e-15
		NRMSE:  1.125874476954314e-15
		MAPE:  5.985349276434821e-12
		Pearson Correlation:  0.4604731858400501
		Spearman Correlation:  0.3544961339871507
		Coefficient of Determination:  -0.03241053169657926
		RMSE:  1.0836869068671477
		NRMSE:  0.19548432550457245
		MAPE:  806.2059954156723

	Predictor:  ElasticNet
		Pearson Correlation:  0.9369568681350503
		Spearman Correlation:  0.8733992648666917
		Coefficient of Determination:  0.8471356473493308
		RMSE:  0.38364200295692297
		NRMSE:  0.06535972928035896
		MAPE:  402.28801048444416
		Pearson Correlation:  0.632588075633602
		Spearman Correlation:  0.5135855978078505
		Coefficient of Determination:  0.3867157949309319
		RMSE:  0.8352346502523756
		NRMSE:  0.15066647129164726
		MAPE:  495.51374071462425

	Predictor:  RandomForests
		Pearson Correlation:  0.6181130631574091
		Spearman Correlation:  0.5739444884806566
		Coefficient of Determination:  0.2898748389254848
		RMSE:  0.8268761953939348
		NRMSE:  0.14087196882190484
		MAPE:  757.9821025348591
		Pearson Correlation:  0.43637439736859773
		Spearman Correlation:  0.4090155850021073
		Coefficient of Determination:  0.16363819582331773
		RMSE:  0.9753819367386427
		NRMSE:  0.17594738739062032
		MAPE:  222.32563937252942

Protein:  ERBB3
x_train_column_count:  1002
x_train columns:  ['DES', 'POU5F1B', 'SOX15', 'ALDH1L1', 'PCSK1', 'AMDHD1', 'ALOX15', 'C4ORF36', 'MPZ', 'PPP2R2B', 'TMEM200C', 'ACTA1', 'LEP', 'ABCA10', 'CA14', 'MST1L', 'TAT', 'NPTX1', 'PCDHGA1', 'CATSPER3', 'MUC6', 'FIBCD1', 'C10ORF55', 'GRIK4', 'GLDC', 'CYP4F35P', 'TUBA3E', 'FDCSP', 'ANP32AP1', 'LOC100272216', 'C1ORF228', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'PDE6G', 'BMX', 'LRFN2', 'IRX6', 'FBLL1', 'CACNA1F', 'LINC00922', 'CCL13', 'MAST1', 'LOC399815', 'XKRX', 'CFAP57', 'KIAA0125', 'PCDHA2', 'FOXP2', 'FOXF1', 'C1ORF186', 'GIPR', 'ALG1L', 'ASB14', 'CADM2', 'NXNL2', 'HHIPL2', 'JAKMIP2', 'KCNJ10', 'ZNF280B', 'LINC01139', 'TSSK4', 'HSD17B2', 'DNAJC5B', 'BRINP2', 'CERS1', 'TMEM35', 'ASAH2B', 'LGR5', 'MAT1A', 'PDZRN4', 'RNASE2', 'LRFN5', 'C2CD4B', 'C10ORF95', 'DNAI1', 'WNK3', 'FCGR3B', 'PCDHAC1', 'TMEM151B', 'GPR141', 'LGALS12', 'GDF6', 'PTCHD2', 'GSDMA', 'LINGO4', 'TMEM132C', 'TMEM253', 'KRT6A', 'MIR503HG', 'HP', 'HIST1H2AM', 'CYP11A1', 'DMC1', 'IL1RL2', 'AOC1', 'PCP4L1', 'MYT1', 'ESYT3', 'TLL2', 'C19ORF26', 'NFE2', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'CD164L2', 'KIAA1875', 'SLC24A2', 'KIF1A', 'HMGCLL1', 'UMODL1', 'HAND2.AS1', 'DYDC2', 'PQLC2L', 'PRAME', 'DGKI', 'EPHA7', 'SPSB4', 'LOC644172', 'TGM1', 'IGDCC3', 'IQSEC3', 'ATP8A2', 'PKD1L2', 'GP1BA', 'C2CD4C', 'UGT2B15', 'AQP7', 'TEKT2', 'CD300LG', 'NPC1L1', 'TMEM232', 'GPR27', 'CNTF', 'PLA2G10', 'MGAM', 'NBPF6', 'SLC25A21', 'DIO3', 'PLEKHD1', 'MCHR1', 'PRSS12', 'KERA', 'SLC6A4', 'CD244', 'LOC100130987', 'FCRL3', 'PTCHD4', 'PNMT', 'LINC00242', 'L1TD1', 'STAP1', 'LINC00839', 'IL10', 'RGN', 'DCANP1', 'CST4', 'FCRLA', 'PLCXD3', 'TBC1D3H', 'SPDYA', 'C6', 'SNAP25', 'TPSD1', 'GFRA2', 'FLG', 'PCDHGB3', 'DLGAP1', 'GJB3', 'GPR158', 'IGFL2', 'SFTPD', 'C1GALT1C1L', 'DNASE1L3', 'ZBED2', 'PROC', 'GDF10', 'NR6A1', 'ITPKA', 'TM4SF19', 'FAM186B', 'BCO2', 'PTH2R', 'BCAN', 'PNPLA3', 'SLC17A7', 'KCNG1', 'C1ORF229', 'PPM1N', 'DOC2B', 'HIST2H2BA', 'ALOX12P2', 'FAM86B2', 'FBXL13', 'SULT4A1', 'GUSBP5', 'FGF18', 'NNAT', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'HTR1D', 'KCNJ3', 'HCN2', 'LCN12', 'LRRC31', 'EGOT', 'LRRIQ3', 'C10ORF82', 'ZNF660', 'RNF183', 'GJB5', 'SLC7A4', 'ATP1A4', 'NAALAD2', 'ADRA1B', 'SYT8', 'RAET1E', 'LTA', 'LRRIQ1', 'PCDHA7', 'SLC38A4', 'AURKAPS1', 'TNFSF15', 'CNGA1', 'C4ORF47', 'MAL', 'LY6G6C', 'SCGB3A1', 'FBXO24', 'TRPA1', 'RPL13AP3', 'KLK11', 'ACSL6', 'GRM8', 'TUBA3D', 'PTGDR', 'RP1', 'LINC01119', 'IQUB', 'CBLN4', 'LINC01341', 'ECT2L', 'SOX8', 'PAX2', 'EYS', 'NKPD1', 'ETV2', 'FXYD1', 'RNF138P1', 'MYCBPAP', 'TEKT3', 'XPNPEP2', 'CCR8', 'PPP1R3G', 'CCIN', 'STKLD1', 'C19ORF18', 'SLC30A8', 'UGT8', 'SLC28A3', 'JPH4', 'PLP1', 'UBE2Q2P1', 'SLC25A18', 'METTL7B', 'HEPACAM2', 'TEX14', 'IDI2.AS1', 'CASQ1', 'LINC00482', 'S100A3', 'ALOXE3', 'GLIS1', 'SGK2', 'NR1I3', 'CCDC36', 'PBX4', 'ZNF843', 'LRIT3', 'WNT2B', 'CACNG1', 'MS4A15', 'GTSE1.AS1', 'ZIC2', 'ST6GALNAC1', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'LPAR3', 'AOC2', 'TNNI3K', 'BCHE', 'GJB1', 'C9ORF43', 'PITX2', 'FCRL6', 'CCDC151', 'PNCK', 'CKMT2', 'FAM189A1', 'DQX1', 'ABCA17P', 'CACNA1G', 'C1ORF101', 'ENPP6', 'NLRP12', 'C2ORF50', 'ADCYAP1', 'CLDN9', 'FAM90A1', 'SLC6A20', 'IYD', 'SPIB', 'FAM95B1', 'CA3', 'OTOA', 'ZNF835', 'PCDH9', 'C2CD4A', 'C1ORF95', 'RYR2', 'LINC01550', 'ZCCHC18', 'CLEC3A', 'VSIG1', 'AURKC', 'ULBP3', 'CLECL1', 'CCDC158', 'CCDC65', 'IL20RB', 'ARC', 'GSDMC', 'TAS1R3', 'DDX11L2', 'SCN2B', 'TTC16', 'PCSK1N', 'SVOPL', 'ALDH8A1', 'BPIFB2', 'CRYGS', 'MYOZ1', 'COLCA2', 'GSTM1', 'PDE1C', 'KNDC1', 'DUOXA1', 'B3GALT5.AS1', 'PCYT1B', 'IL22RA1', 'LOC148709', 'KLHL4', 'PPP1R36', 'HOXD3', 'TARP', 'FAM57B', 'OR7E91P', 'CAMP', 'LOC90768', 'LOC441455', 'JPH3', 'CPEB1', 'LUZP2', 'FLJ37201', 'IL12RB2', 'RELN', 'FUT7', 'LBX2', 'SCARA5', 'RIMS1', 'PLA2G5', 'GPR18', 'MNX1', 'ZBED3.AS1', 'HIST1H2BN', 'SLC22A18AS', 'HOXB13', 'KCNE1', 'CD177', 'TUBB8', 'ZC3H12D', 'IGSF5', 'ASTN1', 'CIDEA', 'TCHH', 'KCNE2', 'ONECUT2', 'IRX4', 'C10ORF128', 'GAL', 'WDR72', 'CHRNA6', 'SP5', 'BTBD8', 'FAM135B', 'SLC16A10', 'SCN7A', 'MGC16142', 'HOXB8', 'SCART1', 'LINC01124', 'RSPH4A', 'CCDC183', 'ALB', 'YPEL4', 'GBP1P1', 'CCDC7', 'DCSTAMP', 'GRIN2C', 'CELF5', 'MGAT5B', 'CXXC4', 'SLC35F1', 'GPR3', 'CXCR5', 'HOXA11', 'PYDC1', 'CCDC153', 'OBP2B', 'SLC30A2', 'ATP13A5', 'NIPAL1', 'SKIDA1', 'SRL', 'FOXJ1', 'PCSK9', 'LRP1B', 'RPGRIP1', 'WT1', 'TNFRSF9', 'PCAT18', 'STRC', 'SLC18A2', 'INSM1', 'NOXO1', 'CNNM1', 'GPR174', 'PCK1', 'MARCO', 'GPX2', 'FOXD4', 'SLC25A53', 'PPP4R4', 'DMRT3', 'C17ORF104', 'IL20', 'LBP', 'CRISP3', 'KLHL14', 'FOXD1', 'NOS2', 'PKNOX2', 'INHA', 'COL23A1', 'TNFRSF17', 'BTLA', 'AVPR2', 'ADH1C', 'GPLD1', 'PARP15', 'CXCL2', 'MYBPC1', 'GLOD5', 'CST9', 'GPR55', 'SLCO4C1', 'PFN1P2', 'BCL2L14', 'STEAP1B', 'C2ORF40', 'SLC23A1', 'ULBP2', 'VSIG2', 'SCN3A', 'AMH', 'VAT1L', 'CXCR2P1', 'ZNF98', 'DHRS4L1', 'CYSLTR2', 'ZNF454', 'RNF212', 'HAP1', 'TPSG1', 'VGLL1', 'FAM178B', 'FAM218A', 'P2RX1', 'ORM1', 'DBIL5P', 'TMEM105', 'DKK1', 'SYN2', 'EMILIN3', 'ZNF488', 'IL23A', 'SIGLEC17P', 'CRYM', 'AMBP', 'DPY19L2P2', 'PRKG2', 'CXCL1', 'SPDYE1', 'DEPDC4', 'SUCNR1', 'CTCFL', 'LRRC2', 'FABP7', 'GPBAR1', 'BRINP1', 'LRGUK', 'ADAMTS18', 'VWDE', 'BDKRB1', 'XIRP1', 'TENM1', 'FUT6', 'LINC00930', 'RERGL', 'BMPER', 'CYP4F8', 'KIAA0319', 'CDR1', 'NUGGC', 'RDM1', 'CECR2', 'CLEC12A', 'HCG27', 'ABHD11.AS1', 'FAM184B', 'PKD1L1', 'PCDHGA3', 'SORCS1', 'SEC14L5', 'WSCD2', 'SSUH2', 'CBLN2', 'ECEL1', 'SPESP1', 'FSCN2', 'CCL17', 'DMRT2', 'ZNF732', 'FAM162B', 'GRIA3', 'TMEM217', 'RSPO1', 'GNB3', 'CTSG', 'RGS6', 'HOXD4', 'PIANP', 'FLJ12825', 'COL2A1', 'CHRNB2', 'ADAM32', 'RNF175', 'IL1R2', 'ADAMTS19', 'SERPINA6', 'MT1A', 'RASL10A', 'DIRC3', 'PRSS21', 'HECTD2.AS1', 'PFKFB1', 'POM121L9P', 'CYP46A1', 'LRRC16B', 'SMIM5', 'CAPN11', 'FOXC2', 'ZNF804A', 'TBX21', 'TRAT1', 'PART1', 'HIST1H2BE', 'LOC100126784', 'VIPR2', 'CYSRT1', 'GPR87', 'IGF2BP3', 'XKR9', 'EMX1', 'SLC26A10', 'HOGA1', 'CA9', 'CEP83.AS1', 'HS3ST3B1', 'SLC13A2', 'HTR7', 'WIPF3', 'ULBP1', 'ZSCAN1', 'ZBTB16', 'OTUD7A', 'TMSB15A', 'TMEM40', 'CYP26A1', 'CITED1', 'ROPN1L', 'MAPT.IT1', 'ANKK1', 'WFDC3', 'GZMM', 'M1AP', 'PVALB', 'FIRRE', 'CDHR1', 'MYO3B', 'IGSF22', 'MRAP2', 'SPAG17', 'INE2', 'RBM12B.AS1', 'TTC23L', 'RFX8', 'CRTAC1', 'MROH7', 'PYGM', 'BTC', 'PCDHA12', 'CFAP61', 'KCNT2', 'HEATR4', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'CLEC4E', 'MIA', 'OPCML', 'ADGRF1', 'LRRC4B', 'NWD1', 'SRSF12', 'B3GAT1', 'CCBE1', 'CIDEC', 'HPDL', 'LINC00173', 'TMEM59L', 'IL11', 'LSAMP', 'RNF182', 'TSPAN8', 'GAS2', 'FASLG', 'KCNA6', 'LOC613037', 'KLK6', 'GALNT13', 'ABCC6P2', 'DHDH', 'NLRP7', 'SMC1B', 'FRMPD1', 'SCN3B', 'RFPL1S', 'C15ORF56', 'COL28A1', 'FAM83A', 'SLC16A11', 'PSORS1C1', 'PTCHD1', 'SLC24A5', 'TUSC5', 'C9ORF47', 'ADGRG2', 'ANO5', 'SLC6A14', 'TMPRSS4', 'RUFY4', 'INTS4P2', 'IGSF1', 'KCNQ3', 'PIK3C2G', 'LOC100133669', 'CYP4F12', 'LINC00908', 'NBPF4', 'MYOM2', 'EBF2', 'VENTX', 'FAM157A', 'DSCAML1', 'PCDHA5', 'PTPRN', 'MAG', 'PLAC1', 'DLX5', 'CCNI2', 'CDKN2B.AS1', 'DLX2', 'SYT6', 'CNTN2', 'FAM19A2', 'KLK7', 'ZBTB20', 'NKX3.2', 'SFTPA2', 'BRE.AS1', 'SLC6A17', 'OR2W3', 'PTPRR', 'RYR3', 'GHRLOS', 'ABCC2', 'TFAP2E', 'ABCD2', 'CD160', 'CD1A', 'GRIA2', 'RGS9', 'CCDC144A', 'DEFB1', 'CDKL2', 'DCX', 'DLK2', 'CACNA1I', 'PWAR5', 'GGT3P', 'MYO16', 'SLC6A11', 'WDR17', 'MSMB', 'CHRFAM7A', 'BTBD19', 'MMP12', 'CABP4', 'TCEAL2', 'CHRNA10', 'UNC13A', 'FKBP1AP1', 'AGBL4', 'SLC39A2', 'LY6H', 'XCL2', 'SPAG8', 'TUBAL3', 'S100A7', 'P2RY12', 'PCBP3', 'SNORD116.4', 'KCNH3', 'LINC00202.1', 'ZNF727', 'ARL9', 'TM6SF2', 'MAK', 'GRID2IP', 'MPL', 'HRCT1', 'TCN1', 'ELOVL3', 'SLC46A2', 'SYCE3', 'CD70', 'TCTEX1D1', 'NOX5', 'GPM6A', 'GRIN2A', 'PGLYRP2', 'TIGD4', 'SYCE2', 'ARMC3', 'JAKMIP1', 'RAB9B', 'MKRN3', 'CTAGE6', 'BAIAP2L2', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'LONRF3', 'AGAP7P', 'ACY3', 'LRRC43', 'THPO', 'BEX1', 'LOC400927', 'KLK10', 'SCN9A', 'ACHE', 'AKR1E2', 'SCN2A', 'PRPH2', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'VN1R1', 'TMEM145', 'C6ORF52', 'CD40LG', 'BEGAIN', 'HRC', 'GPR82', 'PAH', 'LOC285593', 'CHODL', 'TTBK1', 'CXADRP3', 'MLLT4.AS1', 'TTYH1', 'CHST9', 'ADGRL3', 'APOBEC3A', 'GABRB3', 'SLC25A34', 'HIST1H2BH', 'TRH', 'BRSK2', 'MAPK4', 'C8ORF46', 'DNASE1L2', 'ST8SIA2', 'DGCR5', 'CAMK4', 'EPYC', 'MUC15', 'GBP6', 'GPR63', 'ANKLE1', 'CAPSL', 'IL17D', 'ROBO2', 'SLC35F3', 'AIM1L', 'ASGR1', 'HAMP', 'TNFSF11', 'RMRP', 'FAM201A', 'PCDHA1', 'MYO15A', 'FAM159A', 'CHKB.AS1', 'DUSP9', 'NMU', 'PTX3', 'DCLK3', 'NEK5', 'RHCE', 'TDRD6', 'LYG1', 'MTUS2', 'KCNK17', 'LOC100132215', 'RUNDC3A', 'UCKL1.AS1', 'C1QL3', 'CYTL1', 'LINC00961', 'CYP2E1', 'RRN3P1', 'FOLR1', 'PNMA6A', 'ROPN1B', 'SIGLEC6', 'LINC00689', 'XCL1', 'HBA1', 'RRN3P2', 'ADRA2B', 'THSD7B', 'SLC2A14', 'ATP13A4', 'MT1L', 'DPEP1', 'KISS1R', 'KIF19', 'TMEM150B', 'IL1RL1', 'ZMAT4', 'CCR10', 'IL24', 'ARRDC3.AS1', 'GLI1', 'GPR173', 'LIN7A', 'TTLL9', 'WBP2NL', 'RHBG', 'A2ML1', 'PRRT4', 'KIAA1210', 'NIPAL4', 'GPR135', 'LOC90246', 'GNMT', 'CD300LB', 'CNTNAP3', 'IL18RAP', 'FIGF', 'OXGR1', 'CBLN1', 'B3GALT5', 'PCDHB18P', 'RRAD', 'MAP7D2', 'DPF3', 'DPY19L2P4', 'MS4A8', 'CACNA2D3', 'HIST1H1D', 'SLC5A8', 'RAB39A', 'TRIM7', 'LRRC24', 'AIM2', 'PON3', 'PCDH20', 'GABRB2', 'MASP2', 'TIFAB', 'PHKG1', 'DNAH11', 'KLK8', 'FOXN1', 'WFIKKN1', 'CD19', 'CLCA2', 'DCST2', 'ANK1', 'LINC00669', 'WNT10A', 'GPR171', 'FREM2', 'KCNB1', 'CRB2', 'C19ORF45', 'SLC26A3', 'UCA1', 'LINC01465', 'SEPHS1P1', 'HIST1H2AG', 'RASAL1', 'LINC00685', 'TYMSOS', 'RIC3', 'ANO2', 'CD1E', 'TTC41P', 'COLCA1', 'NEURL3', 'LOC646999', 'CST2', 'MED12L', 'HNRNPCL3', 'PCDHGC5', 'NRXN1', 'RAB3B', 'STXBP6', 'FAM182B', 'MYEOV', 'SEC14L1P1', 'IL6', 'MAPT.AS1', 'EYA1', 'ARHGEF33', 'CLPSL1', 'CR2', 'KIF4B', 'FNDC8', 'CXCR2', 'PATL2', 'AJAP1', 'ZNF676', 'VSTM2A', 'CLDN14', 'KCNRG', 'TDRD9', 'CLEC4F', 'LPAR4', 'MSLN', 'C9ORF117', 'MAGEL2', 'FAM43B', 'HAPLN1', 'NDP', 'VIT', 'PDCD1', 'DMRTC1B', 'TRABD2A', 'ABHD1', 'MKX', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19951943522205973
		RMSE:  0.4939516163098853
		NRMSE:  0.17910620018705933
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27774471248359456
		RMSE:  0.5592204608326292
		NRMSE:  0.15547938022732444
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999884408153
		Coefficient of Determination:  1.0
		RMSE:  1.867475883958861e-15
		NRMSE:  6.77144275821145e-16
		MAPE:  1.6148710374477018e-12
		Pearson Correlation:  0.20923768073658963
		Spearman Correlation:  0.23947181386301578
		Coefficient of Determination:  -0.4000402954606843
		RMSE:  0.5853710963239649
		NRMSE:  0.16275000940403556
		MAPE:  241.06360501607992

	Predictor:  ElasticNet
		Pearson Correlation:  0.7948725363521429
		Spearman Correlation:  0.7897591088885333
		Coefficient of Determination:  0.5738245595288949
		RMSE:  0.2944251979428371
		NRMSE:  0.10675818582559624
		MAPE:  178.56556270387952
		Pearson Correlation:  0.22544573271661647
		Spearman Correlation:  0.23944188830284668
		Coefficient of Determination:  -0.01915546662776646
		RMSE:  0.4994375896753574
		NRMSE:  0.13885802173499892
		MAPE:  170.24264076416898

	Predictor:  RandomForests
		Pearson Correlation:  0.5722372776095273
		Spearman Correlation:  0.583029012091143
		Coefficient of Determination:  0.24257640655376778
		RMSE:  0.3925095075627569
		NRMSE:  0.1423234262538687
		MAPE:  218.71310445998202
		Pearson Correlation:  0.21245144221646506
		Spearman Correlation:  0.21350640282297786
		Coefficient of Determination:  0.028254134947911624
		RMSE:  0.48768270868008184
		NRMSE:  0.13558982656011173
		MAPE:  141.70823617010936


Fold:  4

Protein:  RB1
x_train_column_count:  1003
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'CATSPER3', 'MUC6', 'TUBA3E', 'GLDC', 'GRIK4', 'FIBCD1', 'CYP4F35P', 'C10ORF55', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'MAST1', 'SLC26A4', 'FBLL1', 'CACNA1F', 'XKRX', 'LINC00922', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ALG1L', 'ASB14', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'AQP5', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'CD300LG', 'TEKT2', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'GPR27', 'NBPF6', 'PLA2G10', 'MGAM', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'FCRL3', 'PTCHD4', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'PCDHGB3', 'TPSD1', 'DNASE1L3', 'FLG', 'GFRA2', 'C1GALT1C1L', 'IGFL2', 'SFTPD', 'GJB3', 'GPR158', 'ITPKA', 'FAM186B', 'PROC', 'ZBED2', 'GDF10', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'EGOT', 'LRRC31', 'ATP1A4', 'HCN2', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'SYT8', 'ADRA1B', 'CNGA1', 'SCGB3A1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'SLC28A3', 'PPP1R3G', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'HEPACAM2', 'METTL7B', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'ALOXE3', 'LRIT3', 'SGK2', 'GLIS1', 'ZNF843', 'S100A3', 'WNT2B', 'NR1I3', 'LINC00482', 'CCDC36', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'FCRL6', 'BCHE', 'CKMT2', 'DQX1', 'ABCA17P', 'FAM189A1', 'LPAR3', 'PITX2', 'NLRP12', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'C1ORF101', 'SLC6A20', 'FAM90A1', 'FAM95B1', 'ZNF835', 'CA3', 'CLDN9', 'OTOA', 'SPIB', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'PCSK1N', 'CLECL1', 'ULBP3', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'LINC01550', 'SCN2B', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'GSTM1', 'PCYT1B', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'CPEB1', 'JPH3', 'CAMP', 'LOC441455', 'LOC90768', 'OR7E91P', 'FLJ37201', 'RELN', 'IL12RB2', 'SCARA5', 'LBX2', 'FUT7', 'PLA2G5', 'RIMS1', 'CD177', 'IGSF5', 'KCNE1', 'HIST1H2BN', 'GPR18', 'ASTN1', 'SLC22A18AS', 'ZBED3.AS1', 'TUBB8', 'MNX1', 'HOXB13', 'ZC3H12D', 'TCHH', 'KCNE2', 'IRX4', 'C10ORF128', 'FAM135B', 'GAL', 'WDR72', 'BTBD8', 'CHRNA6', 'SP5', 'ONECUT2', 'CIDEA', 'SLC16A10', 'SCN7A', 'LINC01124', 'HOXB8', 'RSPH4A', 'MGC16142', 'CCDC183', 'ALB', 'SCART1', 'CELF5', 'GBP1P1', 'CCDC7', 'MGAT5B', 'DCSTAMP', 'YPEL4', 'GRIN2C', 'CXXC4', 'GPR3', 'CCDC153', 'SKIDA1', 'NIPAL1', 'HOXA11', 'SLC30A2', 'ATP13A5', 'SLC35F1', 'PYDC1', 'CXCR5', 'OBP2B', 'STRC', 'TNFRSF9', 'PCSK9', 'SRL', 'RPGRIP1', 'FOXJ1', 'PCAT18', 'WT1', 'LRP1B', 'NOXO1', 'PPP4R4', 'INSM1', 'CNNM1', 'GPR174', 'SLC18A2', 'MARCO', 'GPX2', 'DMRT3', 'C17ORF104', 'PCK1', 'SLC25A53', 'FOXD4', 'INHA', 'NOS2', 'KLHL14', 'FOXD1', 'AVPR2', 'ADH1C', 'COL23A1', 'CRISP3', 'IL20', 'LBP', 'TNFRSF17', 'BTLA', 'PKNOX2', 'GPLD1', 'CXCL2', 'MYBPC1', 'PARP15', 'GLOD5', 'C2ORF40', 'CST9', 'PFN1P2', 'SLCO4C1', 'BCL2L14', 'SLC23A1', 'STEAP1B', 'GPR55', 'AMH', 'VAT1L', 'VSIG2', 'ZNF98', 'SCN3A', 'CXCR2P1', 'ULBP2', 'DHRS4L1', 'HAP1', 'VGLL1', 'TPSG1', 'RNF212', 'CYSLTR2', 'ZNF454', 'ZNF488', 'FAM218A', 'FAM178B', 'SYN2', 'EMILIN3', 'TMEM105', 'DKK1', 'P2RX1', 'ORM1', 'DBIL5P', 'DPY19L2P2', 'IL23A', 'CRYM', 'SIGLEC17P', 'CXCL1', 'AMBP', 'PRKG2', 'LRRC2', 'FABP7', 'GPBAR1', 'SPDYE1', 'DEPDC4', 'SUCNR1', 'BRINP1', 'CTCFL', 'VWDE', 'BDKRB1', 'LRGUK', 'XIRP1', 'TENM1', 'FUT6', 'RERGL', 'BMPER', 'ADAMTS18', 'LINC00930', 'CECR2', 'RDM1', 'HCG27', 'CYP4F8', 'KIAA0319', 'CDR1', 'NUGGC', 'CLEC12A', 'PKD1L1', 'CBLN2', 'ECEL1', 'ABHD11.AS1', 'SEC14L5', 'WSCD2', 'FAM184B', 'SORCS1', 'SPESP1', 'PCDHGA3', 'SSUH2', 'FSCN2', 'FAM162B', 'DMRT2', 'ZNF732', 'CCL17', 'CTSG', 'RSPO1', 'TMEM217', 'GRIA3', 'GNB3', 'PIANP', 'HOXD4', 'RGS6', 'FLJ12825', 'CHRNB2', 'COL2A1', 'ADAM32', 'IL1R2', 'RNF175', 'SERPINA6', 'MT1A', 'ADAMTS19', 'PFKFB1', 'DIRC3', 'RASL10A', 'HECTD2.AS1', 'POM121L9P', 'SMIM5', 'CYP46A1', 'LRRC16B', 'PRSS21', 'ZNF804A', 'IGF2BP3', 'CAPN11', 'VIPR2', 'TBX21', 'CYSRT1', 'HIST1H2BE', 'TRAT1', 'GPR87', 'LOC100126784', 'PART1', 'FOXC2', 'HOGA1', 'SLC13A2', 'CA9', 'WIPF3', 'EMX1', 'ZSCAN1', 'HTR7', 'XKR9', 'SLC26A10', 'CEP83.AS1', 'ULBP1', 'HS3ST3B1', 'ZBTB16', 'CYP26A1', 'OTUD7A', 'TMSB15A', 'TMEM40', 'CITED1', 'MAPT.IT1', 'GZMM', 'WFDC3', 'FIRRE', 'ROPN1L', 'ANKK1', 'M1AP', 'PVALB', 'CDHR1', 'MYO3B', 'MRAP2', 'CRTAC1', 'INE2', 'SPAG17', 'RBM12B.AS1', 'TTC23L', 'RFX8', 'IGSF22', 'HEATR4', 'KCNT2', 'MROH7', 'PCDHA12', 'BTC', 'CFAP61', 'PYGM', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'ADGRF1', 'LRRC4B', 'CLEC4E', 'HPDL', 'OPCML', 'TMEM59L', 'MIA', 'CIDEC', 'SRSF12', 'CCBE1', 'B3GAT1', 'LINC00173', 'NWD1', 'IL11', 'TSPAN8', 'RNF182', 'NLRP7', 'FRMPD1', 'KLK6', 'KCNA6', 'GALNT13', 'ABCC6P2', 'FASLG', 'LOC613037', 'LSAMP', 'GAS2', 'DHDH', 'SMC1B', 'FAM83A', 'RFPL1S', 'COL28A1', 'SCN3B', 'C15ORF56', 'SLC6A14', 'PSORS1C1', 'SLC16A11', 'PTCHD1', 'ANO5', 'ADGRG2', 'C9ORF47', 'TUSC5', 'TMPRSS4', 'SLC24A5', 'RUFY4', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'KCNQ3', 'CYP4F12', 'LINC00908', 'LOC100133669', 'NBPF4', 'FAM157A', 'VENTX', 'MYOM2', 'EBF2', 'MAG', 'PTPRN', 'PCDHA5', 'DSCAML1', 'PLAC1', 'NKX3.2', 'DLX2', 'CNTN2', 'SYT6', 'SFTPA2', 'BRE.AS1', 'FAM19A2', 'CCNI2', 'DLX5', 'KLK7', 'ZBTB20', 'CDKN2B.AS1', 'GHRLOS', 'CD160', 'PTPRR', 'ABCC2', 'OR2W3', 'RYR3', 'SLC6A17', 'ABCD2', 'TFAP2E', 'CD1A', 'GRIA2', 'DEFB1', 'RGS9', 'CCDC144A', 'CDKL2', 'MYO16', 'CACNA1I', 'PWAR5', 'DCX', 'DLK2', 'GGT3P', 'SLC6A11', 'BTBD19', 'CHRFAM7A', 'WDR17', 'MMP12', 'MSMB', 'CABP4', 'TCEAL2', 'CHRNA10', 'FKBP1AP1', 'UNC13A', 'SLC39A2', 'XCL2', 'AGBL4', 'LY6H', 'S100A7', 'TUBAL3', 'SPAG8', 'TCN1', 'P2RY12', 'HRCT1', 'PCBP3', 'LINC00202.1', 'TM6SF2', 'ZNF727', 'ARL9', 'KCNH3', 'SNORD116.4', 'MAK', 'MPL', 'GRID2IP', 'SLC46A2', 'TCTEX1D1', 'NOX5', 'SYCE3', 'CD70', 'GPM6A', 'ELOVL3', 'TIGD4', 'JAKMIP1', 'SYCE2', 'ARMC3', 'PGLYRP2', 'GRIN2A', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'LONRF3', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'ACY3', 'AGAP7P', 'LRRC43', 'THPO', 'BEX1', 'LOC400927', 'PRPH2', 'ACHE', 'AKR1E2', 'KLK10', 'SCN9A', 'SCN2A', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'C6ORF52', 'TMEM145', 'VN1R1', 'CD40LG', 'HRC', 'BEGAIN', 'CHODL', 'PAH', 'LOC285593', 'CXADRP3', 'GPR82', 'TTBK1', 'SLC25A34', 'CHST9', 'GABRB3', 'TTYH1', 'ADGRL3', 'APOBEC3A', 'MLLT4.AS1', 'HIST1H2BH', 'BRSK2', 'TRH', 'MAPK4', 'EPYC', 'DNASE1L2', 'ST8SIA2', 'CAMK4', 'DGCR5', 'C8ORF46', 'SLC35F3', 'IL17D', 'GPR63', 'CAPSL', 'GBP6', 'MUC15', 'ANKLE1', 'ROBO2', 'AIM1L', 'ASGR1', 'MYO15A', 'FAM201A', 'HAMP', 'PCDHA1', 'TNFSF11', 'CHKB.AS1', 'RMRP', 'DUSP9', 'FAM159A', 'NMU', 'NEK5', 'RHCE', 'DCLK3', 'PTX3', 'TDRD6', 'LYG1', 'KCNK17', 'LOC100132215', 'MTUS2', 'RUNDC3A', 'RRN3P1', 'C1QL3', 'UCKL1.AS1', 'CYP2E1', 'CYTL1', 'FOLR1', 'PNMA6A', 'LINC00961', 'ROPN1B', 'HBA1', 'LINC00689', 'RRN3P2', 'THSD7B', 'MT1L', 'XCL1', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'ATP13A4', 'CCR10', 'KIF19', 'DPEP1', 'IL1RL1', 'GLI1', 'KISS1R', 'IL24', 'ARRDC3.AS1', 'ZMAT4', 'TMEM150B', 'LIN7A', 'GPR173', 'TTLL9', 'NIPAL4', 'KIAA1210', 'PRRT4', 'RHBG', 'WBP2NL', 'A2ML1', 'GPR135', 'LOC90246', 'CBLN1', 'GNMT', 'PCDHB18P', 'DPF3', 'IL18RAP', 'CD300LB', 'B3GALT5', 'MAP7D2', 'CNTNAP3', 'RRAD', 'OXGR1', 'FIGF', 'DPY19L2P4', 'RAB39A', 'HIST1H1D', 'CACNA2D3', 'MS4A8', 'SLC5A8', 'LRRC24', 'AIM2', 'TRIM7', 'PON3', 'GABRB2', 'PCDH20', 'MASP2', 'TIFAB', 'KLK8', 'PHKG1', 'DNAH11', 'FOXN1', 'WFIKKN1', 'DCST2', 'LINC00669', 'WNT10A', 'FREM2', 'C19ORF45', 'CLCA2', 'GPR171', 'ANK1', 'CD19', 'CRB2', 'KCNB1', 'SLC26A3', 'LINC01465', 'SEPHS1P1', 'HIST1H2AG', 'UCA1', 'RASAL1', 'LINC00685', 'TYMSOS', 'TTC41P', 'ANO2', 'CD1E', 'NEURL3', 'COLCA1', 'MED12L', 'RIC3', 'CST2', 'LOC646999', 'PCDHGC5', 'HNRNPCL3', 'CLPSL1', 'SEC14L1P1', 'FAM182B', 'IL6', 'EYA1', 'NRXN1', 'MYEOV', 'MAPT.AS1', 'ARHGEF33', 'RAB3B', 'STXBP6', 'KCNRG', 'CXCR2', 'MSLN', 'CR2', 'KIF4B', 'PATL2', 'TDRD9', 'AJAP1', 'ZNF676', 'CLEC4F', 'LPAR4', 'VSTM2A', 'CLDN14', 'FNDC8', 'MAGEL2', 'TRABD2A', 'ABHD1', 'NDP', 'PDCD1', 'VIT', 'FAM43B', 'POU3F1', 'TSPAN32', 'SEZ6L', 'HAPLN1', 'C9ORF117', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0017653619110491459
		RMSE:  0.25173274438657
		NRMSE:  0.09206141909982812
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11040193949010524
		RMSE:  0.1737457828578019
		NRMSE:  0.1664678101960314
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.2757069698155736e-15
		NRMSE:  8.322509398096744e-16
		MAPE:  1.2978262357349713e-11
		Pearson Correlation:  0.0019085798536830575
		Spearman Correlation:  -0.02965373633087694
		Coefficient of Determination:  -3.4274575187014236
		RMSE:  0.34693759837141586
		NRMSE:  0.33240485798050806
		MAPE:  591.4369529267894

	Predictor:  ElasticNet
		Pearson Correlation:  0.6217410055007497
		Spearman Correlation:  0.5841229829368333
		Coefficient of Determination:  0.29926327676833675
		RMSE:  0.2105397699243719
		NRMSE:  0.07699669760253508
		MAPE:  305.4201244047117
		Pearson Correlation:  0.1770366354978576
		Spearman Correlation:  0.17137121410491404
		Coefficient of Determination:  -0.08881968913797689
		RMSE:  0.17204899860920994
		NRMSE:  0.16484210191354956
		MAPE:  182.7297408316666

	Predictor:  RandomForests
		Pearson Correlation:  0.48220522308773284
		Spearman Correlation:  0.48920551377702537
		Coefficient of Determination:  0.14362714756991068
		RMSE:  0.2327491752490711
		NRMSE:  0.08511892014667609
		MAPE:  216.8937849100706
		Pearson Correlation:  0.15631687528319577
		Spearman Correlation:  0.1219541390790409
		Coefficient of Determination:  -0.0347706796865499
		RMSE:  0.16772439098985079
		NRMSE:  0.1606986461789089
		MAPE:  120.97355111135202

Protein:  CDH1
x_train_column_count:  1003
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'CATSPER3', 'MUC6', 'TUBA3E', 'GLDC', 'GRIK4', 'FIBCD1', 'CYP4F35P', 'C10ORF55', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'MAST1', 'SLC26A4', 'FBLL1', 'CACNA1F', 'XKRX', 'LINC00922', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ALG1L', 'ASB14', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'AQP5', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'CD300LG', 'TEKT2', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'GPR27', 'NBPF6', 'PLA2G10', 'MGAM', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'FCRL3', 'PTCHD4', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'PCDHGB3', 'TPSD1', 'DNASE1L3', 'FLG', 'GFRA2', 'C1GALT1C1L', 'IGFL2', 'SFTPD', 'GJB3', 'GPR158', 'ITPKA', 'FAM186B', 'PROC', 'ZBED2', 'GDF10', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'EGOT', 'LRRC31', 'ATP1A4', 'HCN2', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'SYT8', 'ADRA1B', 'CNGA1', 'SCGB3A1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'SLC28A3', 'PPP1R3G', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'HEPACAM2', 'METTL7B', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'ALOXE3', 'LRIT3', 'SGK2', 'GLIS1', 'ZNF843', 'S100A3', 'WNT2B', 'NR1I3', 'LINC00482', 'CCDC36', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'FCRL6', 'BCHE', 'CKMT2', 'DQX1', 'ABCA17P', 'FAM189A1', 'LPAR3', 'PITX2', 'NLRP12', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'C1ORF101', 'SLC6A20', 'FAM90A1', 'FAM95B1', 'ZNF835', 'CA3', 'CLDN9', 'OTOA', 'SPIB', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'PCSK1N', 'CLECL1', 'ULBP3', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'LINC01550', 'SCN2B', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'GSTM1', 'PCYT1B', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'CPEB1', 'JPH3', 'CAMP', 'LOC441455', 'LOC90768', 'OR7E91P', 'FLJ37201', 'RELN', 'IL12RB2', 'SCARA5', 'LBX2', 'FUT7', 'PLA2G5', 'RIMS1', 'CD177', 'IGSF5', 'KCNE1', 'HIST1H2BN', 'GPR18', 'ASTN1', 'SLC22A18AS', 'ZBED3.AS1', 'TUBB8', 'MNX1', 'HOXB13', 'ZC3H12D', 'TCHH', 'KCNE2', 'IRX4', 'C10ORF128', 'FAM135B', 'GAL', 'WDR72', 'BTBD8', 'CHRNA6', 'SP5', 'ONECUT2', 'CIDEA', 'SLC16A10', 'SCN7A', 'LINC01124', 'HOXB8', 'RSPH4A', 'MGC16142', 'CCDC183', 'ALB', 'SCART1', 'CELF5', 'GBP1P1', 'CCDC7', 'MGAT5B', 'DCSTAMP', 'YPEL4', 'GRIN2C', 'CXXC4', 'GPR3', 'CCDC153', 'SKIDA1', 'NIPAL1', 'HOXA11', 'SLC30A2', 'ATP13A5', 'SLC35F1', 'PYDC1', 'CXCR5', 'OBP2B', 'STRC', 'TNFRSF9', 'PCSK9', 'SRL', 'RPGRIP1', 'FOXJ1', 'PCAT18', 'WT1', 'LRP1B', 'NOXO1', 'PPP4R4', 'INSM1', 'CNNM1', 'GPR174', 'SLC18A2', 'MARCO', 'GPX2', 'DMRT3', 'C17ORF104', 'PCK1', 'SLC25A53', 'FOXD4', 'INHA', 'NOS2', 'KLHL14', 'FOXD1', 'AVPR2', 'ADH1C', 'COL23A1', 'CRISP3', 'IL20', 'LBP', 'TNFRSF17', 'BTLA', 'PKNOX2', 'GPLD1', 'CXCL2', 'MYBPC1', 'PARP15', 'GLOD5', 'C2ORF40', 'CST9', 'PFN1P2', 'SLCO4C1', 'BCL2L14', 'SLC23A1', 'STEAP1B', 'GPR55', 'AMH', 'VAT1L', 'VSIG2', 'ZNF98', 'SCN3A', 'CXCR2P1', 'ULBP2', 'DHRS4L1', 'HAP1', 'VGLL1', 'TPSG1', 'RNF212', 'CYSLTR2', 'ZNF454', 'ZNF488', 'FAM218A', 'FAM178B', 'SYN2', 'EMILIN3', 'TMEM105', 'DKK1', 'P2RX1', 'ORM1', 'DBIL5P', 'DPY19L2P2', 'IL23A', 'CRYM', 'SIGLEC17P', 'CXCL1', 'AMBP', 'PRKG2', 'LRRC2', 'FABP7', 'GPBAR1', 'SPDYE1', 'DEPDC4', 'SUCNR1', 'BRINP1', 'CTCFL', 'VWDE', 'BDKRB1', 'LRGUK', 'XIRP1', 'TENM1', 'FUT6', 'RERGL', 'BMPER', 'ADAMTS18', 'LINC00930', 'CECR2', 'RDM1', 'HCG27', 'CYP4F8', 'KIAA0319', 'CDR1', 'NUGGC', 'CLEC12A', 'PKD1L1', 'CBLN2', 'ECEL1', 'ABHD11.AS1', 'SEC14L5', 'WSCD2', 'FAM184B', 'SORCS1', 'SPESP1', 'PCDHGA3', 'SSUH2', 'FSCN2', 'FAM162B', 'DMRT2', 'ZNF732', 'CCL17', 'CTSG', 'RSPO1', 'TMEM217', 'GRIA3', 'GNB3', 'PIANP', 'HOXD4', 'RGS6', 'FLJ12825', 'CHRNB2', 'COL2A1', 'ADAM32', 'IL1R2', 'RNF175', 'SERPINA6', 'MT1A', 'ADAMTS19', 'PFKFB1', 'DIRC3', 'RASL10A', 'HECTD2.AS1', 'POM121L9P', 'SMIM5', 'CYP46A1', 'LRRC16B', 'PRSS21', 'ZNF804A', 'IGF2BP3', 'CAPN11', 'VIPR2', 'TBX21', 'CYSRT1', 'HIST1H2BE', 'TRAT1', 'GPR87', 'LOC100126784', 'PART1', 'FOXC2', 'HOGA1', 'SLC13A2', 'CA9', 'WIPF3', 'EMX1', 'ZSCAN1', 'HTR7', 'XKR9', 'SLC26A10', 'CEP83.AS1', 'ULBP1', 'HS3ST3B1', 'ZBTB16', 'CYP26A1', 'OTUD7A', 'TMSB15A', 'TMEM40', 'CITED1', 'MAPT.IT1', 'GZMM', 'WFDC3', 'FIRRE', 'ROPN1L', 'ANKK1', 'M1AP', 'PVALB', 'CDHR1', 'MYO3B', 'MRAP2', 'CRTAC1', 'INE2', 'SPAG17', 'RBM12B.AS1', 'TTC23L', 'RFX8', 'IGSF22', 'HEATR4', 'KCNT2', 'MROH7', 'PCDHA12', 'BTC', 'CFAP61', 'PYGM', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'ADGRF1', 'LRRC4B', 'CLEC4E', 'HPDL', 'OPCML', 'TMEM59L', 'MIA', 'CIDEC', 'SRSF12', 'CCBE1', 'B3GAT1', 'LINC00173', 'NWD1', 'IL11', 'TSPAN8', 'RNF182', 'NLRP7', 'FRMPD1', 'KLK6', 'KCNA6', 'GALNT13', 'ABCC6P2', 'FASLG', 'LOC613037', 'LSAMP', 'GAS2', 'DHDH', 'SMC1B', 'FAM83A', 'RFPL1S', 'COL28A1', 'SCN3B', 'C15ORF56', 'SLC6A14', 'PSORS1C1', 'SLC16A11', 'PTCHD1', 'ANO5', 'ADGRG2', 'C9ORF47', 'TUSC5', 'TMPRSS4', 'SLC24A5', 'RUFY4', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'KCNQ3', 'CYP4F12', 'LINC00908', 'LOC100133669', 'NBPF4', 'FAM157A', 'VENTX', 'MYOM2', 'EBF2', 'MAG', 'PTPRN', 'PCDHA5', 'DSCAML1', 'PLAC1', 'NKX3.2', 'DLX2', 'CNTN2', 'SYT6', 'SFTPA2', 'BRE.AS1', 'FAM19A2', 'CCNI2', 'DLX5', 'KLK7', 'ZBTB20', 'CDKN2B.AS1', 'GHRLOS', 'CD160', 'PTPRR', 'ABCC2', 'OR2W3', 'RYR3', 'SLC6A17', 'ABCD2', 'TFAP2E', 'CD1A', 'GRIA2', 'DEFB1', 'RGS9', 'CCDC144A', 'CDKL2', 'MYO16', 'CACNA1I', 'PWAR5', 'DCX', 'DLK2', 'GGT3P', 'SLC6A11', 'BTBD19', 'CHRFAM7A', 'WDR17', 'MMP12', 'MSMB', 'CABP4', 'TCEAL2', 'CHRNA10', 'FKBP1AP1', 'UNC13A', 'SLC39A2', 'XCL2', 'AGBL4', 'LY6H', 'S100A7', 'TUBAL3', 'SPAG8', 'TCN1', 'P2RY12', 'HRCT1', 'PCBP3', 'LINC00202.1', 'TM6SF2', 'ZNF727', 'ARL9', 'KCNH3', 'SNORD116.4', 'MAK', 'MPL', 'GRID2IP', 'SLC46A2', 'TCTEX1D1', 'NOX5', 'SYCE3', 'CD70', 'GPM6A', 'ELOVL3', 'TIGD4', 'JAKMIP1', 'SYCE2', 'ARMC3', 'PGLYRP2', 'GRIN2A', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'LONRF3', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'ACY3', 'AGAP7P', 'LRRC43', 'THPO', 'BEX1', 'LOC400927', 'PRPH2', 'ACHE', 'AKR1E2', 'KLK10', 'SCN9A', 'SCN2A', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'C6ORF52', 'TMEM145', 'VN1R1', 'CD40LG', 'HRC', 'BEGAIN', 'CHODL', 'PAH', 'LOC285593', 'CXADRP3', 'GPR82', 'TTBK1', 'SLC25A34', 'CHST9', 'GABRB3', 'TTYH1', 'ADGRL3', 'APOBEC3A', 'MLLT4.AS1', 'HIST1H2BH', 'BRSK2', 'TRH', 'MAPK4', 'EPYC', 'DNASE1L2', 'ST8SIA2', 'CAMK4', 'DGCR5', 'C8ORF46', 'SLC35F3', 'IL17D', 'GPR63', 'CAPSL', 'GBP6', 'MUC15', 'ANKLE1', 'ROBO2', 'AIM1L', 'ASGR1', 'MYO15A', 'FAM201A', 'HAMP', 'PCDHA1', 'TNFSF11', 'CHKB.AS1', 'RMRP', 'DUSP9', 'FAM159A', 'NMU', 'NEK5', 'RHCE', 'DCLK3', 'PTX3', 'TDRD6', 'LYG1', 'KCNK17', 'LOC100132215', 'MTUS2', 'RUNDC3A', 'RRN3P1', 'C1QL3', 'UCKL1.AS1', 'CYP2E1', 'CYTL1', 'FOLR1', 'PNMA6A', 'LINC00961', 'ROPN1B', 'HBA1', 'LINC00689', 'RRN3P2', 'THSD7B', 'MT1L', 'XCL1', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'ATP13A4', 'CCR10', 'KIF19', 'DPEP1', 'IL1RL1', 'GLI1', 'KISS1R', 'IL24', 'ARRDC3.AS1', 'ZMAT4', 'TMEM150B', 'LIN7A', 'GPR173', 'TTLL9', 'NIPAL4', 'KIAA1210', 'PRRT4', 'RHBG', 'WBP2NL', 'A2ML1', 'GPR135', 'LOC90246', 'CBLN1', 'GNMT', 'PCDHB18P', 'DPF3', 'IL18RAP', 'CD300LB', 'B3GALT5', 'MAP7D2', 'CNTNAP3', 'RRAD', 'OXGR1', 'FIGF', 'DPY19L2P4', 'RAB39A', 'HIST1H1D', 'CACNA2D3', 'MS4A8', 'SLC5A8', 'LRRC24', 'AIM2', 'TRIM7', 'PON3', 'GABRB2', 'PCDH20', 'MASP2', 'TIFAB', 'KLK8', 'PHKG1', 'DNAH11', 'FOXN1', 'WFIKKN1', 'DCST2', 'LINC00669', 'WNT10A', 'FREM2', 'C19ORF45', 'CLCA2', 'GPR171', 'ANK1', 'CD19', 'CRB2', 'KCNB1', 'SLC26A3', 'LINC01465', 'SEPHS1P1', 'HIST1H2AG', 'UCA1', 'RASAL1', 'LINC00685', 'TYMSOS', 'TTC41P', 'ANO2', 'CD1E', 'NEURL3', 'COLCA1', 'MED12L', 'RIC3', 'CST2', 'LOC646999', 'PCDHGC5', 'HNRNPCL3', 'CLPSL1', 'SEC14L1P1', 'FAM182B', 'IL6', 'EYA1', 'NRXN1', 'MYEOV', 'MAPT.AS1', 'ARHGEF33', 'RAB3B', 'STXBP6', 'KCNRG', 'CXCR2', 'MSLN', 'CR2', 'KIF4B', 'PATL2', 'TDRD9', 'AJAP1', 'ZNF676', 'CLEC4F', 'LPAR4', 'VSTM2A', 'CLDN14', 'FNDC8', 'MAGEL2', 'TRABD2A', 'ABHD1', 'NDP', 'PDCD1', 'VIT', 'FAM43B', 'POU3F1', 'TSPAN32', 'SEZ6L', 'HAPLN1', 'C9ORF117', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1648542010437435
		RMSE:  1.2077311247232185
		NRMSE:  0.19230774891296748
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01787767410405383
		RMSE:  1.1768276141426715
		NRMSE:  0.21349508619837296
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.119011303751291
		NRMSE:  0.17818083878718685
		MAPE:  552.7314487209006
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06543533401046742
		RMSE:  1.204005869039757
		NRMSE:  0.21842565020132743
		MAPE:  371.74257556440244

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.0815651197830803e-14
		NRMSE:  1.722182605304099e-15
		MAPE:  1.0536249732153533e-11
		Pearson Correlation:  0.40489320231257375
		Spearman Correlation:  0.3679123181087047
		Coefficient of Determination:  -0.15507676181227303
		RMSE:  1.2536331839240764
		NRMSE:  0.2274288276775292
		MAPE:  502.029060200714

	Predictor:  ElasticNet
		Pearson Correlation:  0.9269174893890723
		Spearman Correlation:  0.8894042700935897
		Coefficient of Determination:  0.8209089179729225
		RMSE:  0.47355612021653765
		NRMSE:  0.07540462409103812
		MAPE:  357.59960702052183
		Pearson Correlation:  0.5039257398309327
		Spearman Correlation:  0.4939488023541441
		Coefficient of Determination:  0.23885914586994206
		RMSE:  1.017647975069737
		NRMSE:  0.18461738962115615
		MAPE:  427.5372429414106

	Predictor:  RandomForests
		Pearson Correlation:  0.6383930242760676
		Spearman Correlation:  0.6090829908652622
		Coefficient of Determination:  0.4009691563926353
		RMSE:  0.8660821060375835
		NRMSE:  0.1379067714463844
		MAPE:  360.0537190446206
		Pearson Correlation:  0.6829222178298248
		Spearman Correlation:  0.4898340378308957
		Coefficient of Determination:  0.3910291945558748
		RMSE:  0.9102554596650859
		NRMSE:  0.16513469389083957
		MAPE:  259.5773077464467

Protein:  CDH2
x_train_column_count:  1003
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'CATSPER3', 'MUC6', 'TUBA3E', 'GLDC', 'GRIK4', 'FIBCD1', 'CYP4F35P', 'C10ORF55', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'MAST1', 'SLC26A4', 'FBLL1', 'CACNA1F', 'XKRX', 'LINC00922', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ALG1L', 'ASB14', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'AQP5', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'CD300LG', 'TEKT2', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'GPR27', 'NBPF6', 'PLA2G10', 'MGAM', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'FCRL3', 'PTCHD4', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'PCDHGB3', 'TPSD1', 'DNASE1L3', 'FLG', 'GFRA2', 'C1GALT1C1L', 'IGFL2', 'SFTPD', 'GJB3', 'GPR158', 'ITPKA', 'FAM186B', 'PROC', 'ZBED2', 'GDF10', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'EGOT', 'LRRC31', 'ATP1A4', 'HCN2', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'SYT8', 'ADRA1B', 'CNGA1', 'SCGB3A1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'SLC28A3', 'PPP1R3G', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'HEPACAM2', 'METTL7B', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'ALOXE3', 'LRIT3', 'SGK2', 'GLIS1', 'ZNF843', 'S100A3', 'WNT2B', 'NR1I3', 'LINC00482', 'CCDC36', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'FCRL6', 'BCHE', 'CKMT2', 'DQX1', 'ABCA17P', 'FAM189A1', 'LPAR3', 'PITX2', 'NLRP12', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'C1ORF101', 'SLC6A20', 'FAM90A1', 'FAM95B1', 'ZNF835', 'CA3', 'CLDN9', 'OTOA', 'SPIB', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'PCSK1N', 'CLECL1', 'ULBP3', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'LINC01550', 'SCN2B', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'GSTM1', 'PCYT1B', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'CPEB1', 'JPH3', 'CAMP', 'LOC441455', 'LOC90768', 'OR7E91P', 'FLJ37201', 'RELN', 'IL12RB2', 'SCARA5', 'LBX2', 'FUT7', 'PLA2G5', 'RIMS1', 'CD177', 'IGSF5', 'KCNE1', 'HIST1H2BN', 'GPR18', 'ASTN1', 'SLC22A18AS', 'ZBED3.AS1', 'TUBB8', 'MNX1', 'HOXB13', 'ZC3H12D', 'TCHH', 'KCNE2', 'IRX4', 'C10ORF128', 'FAM135B', 'GAL', 'WDR72', 'BTBD8', 'CHRNA6', 'SP5', 'ONECUT2', 'CIDEA', 'SLC16A10', 'SCN7A', 'LINC01124', 'HOXB8', 'RSPH4A', 'MGC16142', 'CCDC183', 'ALB', 'SCART1', 'CELF5', 'GBP1P1', 'CCDC7', 'MGAT5B', 'DCSTAMP', 'YPEL4', 'GRIN2C', 'CXXC4', 'GPR3', 'CCDC153', 'SKIDA1', 'NIPAL1', 'HOXA11', 'SLC30A2', 'ATP13A5', 'SLC35F1', 'PYDC1', 'CXCR5', 'OBP2B', 'STRC', 'TNFRSF9', 'PCSK9', 'SRL', 'RPGRIP1', 'FOXJ1', 'PCAT18', 'WT1', 'LRP1B', 'NOXO1', 'PPP4R4', 'INSM1', 'CNNM1', 'GPR174', 'SLC18A2', 'MARCO', 'GPX2', 'DMRT3', 'C17ORF104', 'PCK1', 'SLC25A53', 'FOXD4', 'INHA', 'NOS2', 'KLHL14', 'FOXD1', 'AVPR2', 'ADH1C', 'COL23A1', 'CRISP3', 'IL20', 'LBP', 'TNFRSF17', 'BTLA', 'PKNOX2', 'GPLD1', 'CXCL2', 'MYBPC1', 'PARP15', 'GLOD5', 'C2ORF40', 'CST9', 'PFN1P2', 'SLCO4C1', 'BCL2L14', 'SLC23A1', 'STEAP1B', 'GPR55', 'AMH', 'VAT1L', 'VSIG2', 'ZNF98', 'SCN3A', 'CXCR2P1', 'ULBP2', 'DHRS4L1', 'HAP1', 'VGLL1', 'TPSG1', 'RNF212', 'CYSLTR2', 'ZNF454', 'ZNF488', 'FAM218A', 'FAM178B', 'SYN2', 'EMILIN3', 'TMEM105', 'DKK1', 'P2RX1', 'ORM1', 'DBIL5P', 'DPY19L2P2', 'IL23A', 'CRYM', 'SIGLEC17P', 'CXCL1', 'AMBP', 'PRKG2', 'LRRC2', 'FABP7', 'GPBAR1', 'SPDYE1', 'DEPDC4', 'SUCNR1', 'BRINP1', 'CTCFL', 'VWDE', 'BDKRB1', 'LRGUK', 'XIRP1', 'TENM1', 'FUT6', 'RERGL', 'BMPER', 'ADAMTS18', 'LINC00930', 'CECR2', 'RDM1', 'HCG27', 'CYP4F8', 'KIAA0319', 'CDR1', 'NUGGC', 'CLEC12A', 'PKD1L1', 'CBLN2', 'ECEL1', 'ABHD11.AS1', 'SEC14L5', 'WSCD2', 'FAM184B', 'SORCS1', 'SPESP1', 'PCDHGA3', 'SSUH2', 'FSCN2', 'FAM162B', 'DMRT2', 'ZNF732', 'CCL17', 'CTSG', 'RSPO1', 'TMEM217', 'GRIA3', 'GNB3', 'PIANP', 'HOXD4', 'RGS6', 'FLJ12825', 'CHRNB2', 'COL2A1', 'ADAM32', 'IL1R2', 'RNF175', 'SERPINA6', 'MT1A', 'ADAMTS19', 'PFKFB1', 'DIRC3', 'RASL10A', 'HECTD2.AS1', 'POM121L9P', 'SMIM5', 'CYP46A1', 'LRRC16B', 'PRSS21', 'ZNF804A', 'IGF2BP3', 'CAPN11', 'VIPR2', 'TBX21', 'CYSRT1', 'HIST1H2BE', 'TRAT1', 'GPR87', 'LOC100126784', 'PART1', 'FOXC2', 'HOGA1', 'SLC13A2', 'CA9', 'WIPF3', 'EMX1', 'ZSCAN1', 'HTR7', 'XKR9', 'SLC26A10', 'CEP83.AS1', 'ULBP1', 'HS3ST3B1', 'ZBTB16', 'CYP26A1', 'OTUD7A', 'TMSB15A', 'TMEM40', 'CITED1', 'MAPT.IT1', 'GZMM', 'WFDC3', 'FIRRE', 'ROPN1L', 'ANKK1', 'M1AP', 'PVALB', 'CDHR1', 'MYO3B', 'MRAP2', 'CRTAC1', 'INE2', 'SPAG17', 'RBM12B.AS1', 'TTC23L', 'RFX8', 'IGSF22', 'HEATR4', 'KCNT2', 'MROH7', 'PCDHA12', 'BTC', 'CFAP61', 'PYGM', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'ADGRF1', 'LRRC4B', 'CLEC4E', 'HPDL', 'OPCML', 'TMEM59L', 'MIA', 'CIDEC', 'SRSF12', 'CCBE1', 'B3GAT1', 'LINC00173', 'NWD1', 'IL11', 'TSPAN8', 'RNF182', 'NLRP7', 'FRMPD1', 'KLK6', 'KCNA6', 'GALNT13', 'ABCC6P2', 'FASLG', 'LOC613037', 'LSAMP', 'GAS2', 'DHDH', 'SMC1B', 'FAM83A', 'RFPL1S', 'COL28A1', 'SCN3B', 'C15ORF56', 'SLC6A14', 'PSORS1C1', 'SLC16A11', 'PTCHD1', 'ANO5', 'ADGRG2', 'C9ORF47', 'TUSC5', 'TMPRSS4', 'SLC24A5', 'RUFY4', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'KCNQ3', 'CYP4F12', 'LINC00908', 'LOC100133669', 'NBPF4', 'FAM157A', 'VENTX', 'MYOM2', 'EBF2', 'MAG', 'PTPRN', 'PCDHA5', 'DSCAML1', 'PLAC1', 'NKX3.2', 'DLX2', 'CNTN2', 'SYT6', 'SFTPA2', 'BRE.AS1', 'FAM19A2', 'CCNI2', 'DLX5', 'KLK7', 'ZBTB20', 'CDKN2B.AS1', 'GHRLOS', 'CD160', 'PTPRR', 'ABCC2', 'OR2W3', 'RYR3', 'SLC6A17', 'ABCD2', 'TFAP2E', 'CD1A', 'GRIA2', 'DEFB1', 'RGS9', 'CCDC144A', 'CDKL2', 'MYO16', 'CACNA1I', 'PWAR5', 'DCX', 'DLK2', 'GGT3P', 'SLC6A11', 'BTBD19', 'CHRFAM7A', 'WDR17', 'MMP12', 'MSMB', 'CABP4', 'TCEAL2', 'CHRNA10', 'FKBP1AP1', 'UNC13A', 'SLC39A2', 'XCL2', 'AGBL4', 'LY6H', 'S100A7', 'TUBAL3', 'SPAG8', 'TCN1', 'P2RY12', 'HRCT1', 'PCBP3', 'LINC00202.1', 'TM6SF2', 'ZNF727', 'ARL9', 'KCNH3', 'SNORD116.4', 'MAK', 'MPL', 'GRID2IP', 'SLC46A2', 'TCTEX1D1', 'NOX5', 'SYCE3', 'CD70', 'GPM6A', 'ELOVL3', 'TIGD4', 'JAKMIP1', 'SYCE2', 'ARMC3', 'PGLYRP2', 'GRIN2A', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'LONRF3', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'ACY3', 'AGAP7P', 'LRRC43', 'THPO', 'BEX1', 'LOC400927', 'PRPH2', 'ACHE', 'AKR1E2', 'KLK10', 'SCN9A', 'SCN2A', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'C6ORF52', 'TMEM145', 'VN1R1', 'CD40LG', 'HRC', 'BEGAIN', 'CHODL', 'PAH', 'LOC285593', 'CXADRP3', 'GPR82', 'TTBK1', 'SLC25A34', 'CHST9', 'GABRB3', 'TTYH1', 'ADGRL3', 'APOBEC3A', 'MLLT4.AS1', 'HIST1H2BH', 'BRSK2', 'TRH', 'MAPK4', 'EPYC', 'DNASE1L2', 'ST8SIA2', 'CAMK4', 'DGCR5', 'C8ORF46', 'SLC35F3', 'IL17D', 'GPR63', 'CAPSL', 'GBP6', 'MUC15', 'ANKLE1', 'ROBO2', 'AIM1L', 'ASGR1', 'MYO15A', 'FAM201A', 'HAMP', 'PCDHA1', 'TNFSF11', 'CHKB.AS1', 'RMRP', 'DUSP9', 'FAM159A', 'NMU', 'NEK5', 'RHCE', 'DCLK3', 'PTX3', 'TDRD6', 'LYG1', 'KCNK17', 'LOC100132215', 'MTUS2', 'RUNDC3A', 'RRN3P1', 'C1QL3', 'UCKL1.AS1', 'CYP2E1', 'CYTL1', 'FOLR1', 'PNMA6A', 'LINC00961', 'ROPN1B', 'HBA1', 'LINC00689', 'RRN3P2', 'THSD7B', 'MT1L', 'XCL1', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'ATP13A4', 'CCR10', 'KIF19', 'DPEP1', 'IL1RL1', 'GLI1', 'KISS1R', 'IL24', 'ARRDC3.AS1', 'ZMAT4', 'TMEM150B', 'LIN7A', 'GPR173', 'TTLL9', 'NIPAL4', 'KIAA1210', 'PRRT4', 'RHBG', 'WBP2NL', 'A2ML1', 'GPR135', 'LOC90246', 'CBLN1', 'GNMT', 'PCDHB18P', 'DPF3', 'IL18RAP', 'CD300LB', 'B3GALT5', 'MAP7D2', 'CNTNAP3', 'RRAD', 'OXGR1', 'FIGF', 'DPY19L2P4', 'RAB39A', 'HIST1H1D', 'CACNA2D3', 'MS4A8', 'SLC5A8', 'LRRC24', 'AIM2', 'TRIM7', 'PON3', 'GABRB2', 'PCDH20', 'MASP2', 'TIFAB', 'KLK8', 'PHKG1', 'DNAH11', 'FOXN1', 'WFIKKN1', 'DCST2', 'LINC00669', 'WNT10A', 'FREM2', 'C19ORF45', 'CLCA2', 'GPR171', 'ANK1', 'CD19', 'CRB2', 'KCNB1', 'SLC26A3', 'LINC01465', 'SEPHS1P1', 'HIST1H2AG', 'UCA1', 'RASAL1', 'LINC00685', 'TYMSOS', 'TTC41P', 'ANO2', 'CD1E', 'NEURL3', 'COLCA1', 'MED12L', 'RIC3', 'CST2', 'LOC646999', 'PCDHGC5', 'HNRNPCL3', 'CLPSL1', 'SEC14L1P1', 'FAM182B', 'IL6', 'EYA1', 'NRXN1', 'MYEOV', 'MAPT.AS1', 'ARHGEF33', 'RAB3B', 'STXBP6', 'KCNRG', 'CXCR2', 'MSLN', 'CR2', 'KIF4B', 'PATL2', 'TDRD9', 'AJAP1', 'ZNF676', 'CLEC4F', 'LPAR4', 'VSTM2A', 'CLDN14', 'FNDC8', 'MAGEL2', 'TRABD2A', 'ABHD1', 'NDP', 'PDCD1', 'VIT', 'FAM43B', 'POU3F1', 'TSPAN32', 'SEZ6L', 'HAPLN1', 'C9ORF117', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011628294333081435
		RMSE:  0.38156283556505555
		NRMSE:  0.1382574228440668
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.013534078125908788
		RMSE:  0.33551468363995024
		NRMSE:  0.17308132332546644
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999036734615
		Coefficient of Determination:  1.0
		RMSE:  2.1201980459362055e-15
		NRMSE:  7.682433676122203e-16
		MAPE:  4.2274583013349114e-11
		Pearson Correlation:  -0.033381236139640044
		Spearman Correlation:  -0.05771892417611192
		Coefficient of Determination:  -1.5005761679723246
		RMSE:  0.5270021629882082
		NRMSE:  0.2718636060151295
		MAPE:  890.0493773823023

	Predictor:  ElasticNet
		Pearson Correlation:  0.7695434825101677
		Spearman Correlation:  0.7620070698673598
		Coefficient of Determination:  0.46619246966485206
		RMSE:  0.2771710912794566
		NRMSE:  0.10043158608575137
		MAPE:  1443.1415897053155
		Pearson Correlation:  0.20592067546139123
		Spearman Correlation:  0.14590954999438896
		Coefficient of Determination:  -0.017233173143280878
		RMSE:  0.33612638993174665
		NRMSE:  0.17339688308971288
		MAPE:  266.38036170594677

	Predictor:  RandomForests
		Pearson Correlation:  0.46065729515376824
		Spearman Correlation:  0.4803143512697295
		Coefficient of Determination:  0.1326043336910997
		RMSE:  0.3533167343969372
		NRMSE:  0.128022586563134
		MAPE:  1238.1982763184174
		Pearson Correlation:  0.23282254114872641
		Spearman Correlation:  0.24514769510841786
		Coefficient of Determination:  0.020189052588077017
		RMSE:  0.32988570574924303
		NRMSE:  0.1701775131800395
		MAPE:  157.19575612922466

Protein:  CDH3
x_train_column_count:  1003
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'CATSPER3', 'MUC6', 'TUBA3E', 'GLDC', 'GRIK4', 'FIBCD1', 'CYP4F35P', 'C10ORF55', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'MAST1', 'SLC26A4', 'FBLL1', 'CACNA1F', 'XKRX', 'LINC00922', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ALG1L', 'ASB14', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'AQP5', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'CD300LG', 'TEKT2', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'GPR27', 'NBPF6', 'PLA2G10', 'MGAM', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'FCRL3', 'PTCHD4', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'PCDHGB3', 'TPSD1', 'DNASE1L3', 'FLG', 'GFRA2', 'C1GALT1C1L', 'IGFL2', 'SFTPD', 'GJB3', 'GPR158', 'ITPKA', 'FAM186B', 'PROC', 'ZBED2', 'GDF10', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'EGOT', 'LRRC31', 'ATP1A4', 'HCN2', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'SYT8', 'ADRA1B', 'CNGA1', 'SCGB3A1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'SLC28A3', 'PPP1R3G', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'HEPACAM2', 'METTL7B', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'ALOXE3', 'LRIT3', 'SGK2', 'GLIS1', 'ZNF843', 'S100A3', 'WNT2B', 'NR1I3', 'LINC00482', 'CCDC36', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'FCRL6', 'BCHE', 'CKMT2', 'DQX1', 'ABCA17P', 'FAM189A1', 'LPAR3', 'PITX2', 'NLRP12', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'C1ORF101', 'SLC6A20', 'FAM90A1', 'FAM95B1', 'ZNF835', 'CA3', 'CLDN9', 'OTOA', 'SPIB', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'PCSK1N', 'CLECL1', 'ULBP3', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'LINC01550', 'SCN2B', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'GSTM1', 'PCYT1B', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'CPEB1', 'JPH3', 'CAMP', 'LOC441455', 'LOC90768', 'OR7E91P', 'FLJ37201', 'RELN', 'IL12RB2', 'SCARA5', 'LBX2', 'FUT7', 'PLA2G5', 'RIMS1', 'CD177', 'IGSF5', 'KCNE1', 'HIST1H2BN', 'GPR18', 'ASTN1', 'SLC22A18AS', 'ZBED3.AS1', 'TUBB8', 'MNX1', 'HOXB13', 'ZC3H12D', 'TCHH', 'KCNE2', 'IRX4', 'C10ORF128', 'FAM135B', 'GAL', 'WDR72', 'BTBD8', 'CHRNA6', 'SP5', 'ONECUT2', 'CIDEA', 'SLC16A10', 'SCN7A', 'LINC01124', 'HOXB8', 'RSPH4A', 'MGC16142', 'CCDC183', 'ALB', 'SCART1', 'CELF5', 'GBP1P1', 'CCDC7', 'MGAT5B', 'DCSTAMP', 'YPEL4', 'GRIN2C', 'CXXC4', 'GPR3', 'CCDC153', 'SKIDA1', 'NIPAL1', 'HOXA11', 'SLC30A2', 'ATP13A5', 'SLC35F1', 'PYDC1', 'CXCR5', 'OBP2B', 'STRC', 'TNFRSF9', 'PCSK9', 'SRL', 'RPGRIP1', 'FOXJ1', 'PCAT18', 'WT1', 'LRP1B', 'NOXO1', 'PPP4R4', 'INSM1', 'CNNM1', 'GPR174', 'SLC18A2', 'MARCO', 'GPX2', 'DMRT3', 'C17ORF104', 'PCK1', 'SLC25A53', 'FOXD4', 'INHA', 'NOS2', 'KLHL14', 'FOXD1', 'AVPR2', 'ADH1C', 'COL23A1', 'CRISP3', 'IL20', 'LBP', 'TNFRSF17', 'BTLA', 'PKNOX2', 'GPLD1', 'CXCL2', 'MYBPC1', 'PARP15', 'GLOD5', 'C2ORF40', 'CST9', 'PFN1P2', 'SLCO4C1', 'BCL2L14', 'SLC23A1', 'STEAP1B', 'GPR55', 'AMH', 'VAT1L', 'VSIG2', 'ZNF98', 'SCN3A', 'CXCR2P1', 'ULBP2', 'DHRS4L1', 'HAP1', 'VGLL1', 'TPSG1', 'RNF212', 'CYSLTR2', 'ZNF454', 'ZNF488', 'FAM218A', 'FAM178B', 'SYN2', 'EMILIN3', 'TMEM105', 'DKK1', 'P2RX1', 'ORM1', 'DBIL5P', 'DPY19L2P2', 'IL23A', 'CRYM', 'SIGLEC17P', 'CXCL1', 'AMBP', 'PRKG2', 'LRRC2', 'FABP7', 'GPBAR1', 'SPDYE1', 'DEPDC4', 'SUCNR1', 'BRINP1', 'CTCFL', 'VWDE', 'BDKRB1', 'LRGUK', 'XIRP1', 'TENM1', 'FUT6', 'RERGL', 'BMPER', 'ADAMTS18', 'LINC00930', 'CECR2', 'RDM1', 'HCG27', 'CYP4F8', 'KIAA0319', 'CDR1', 'NUGGC', 'CLEC12A', 'PKD1L1', 'CBLN2', 'ECEL1', 'ABHD11.AS1', 'SEC14L5', 'WSCD2', 'FAM184B', 'SORCS1', 'SPESP1', 'PCDHGA3', 'SSUH2', 'FSCN2', 'FAM162B', 'DMRT2', 'ZNF732', 'CCL17', 'CTSG', 'RSPO1', 'TMEM217', 'GRIA3', 'GNB3', 'PIANP', 'HOXD4', 'RGS6', 'FLJ12825', 'CHRNB2', 'COL2A1', 'ADAM32', 'IL1R2', 'RNF175', 'SERPINA6', 'MT1A', 'ADAMTS19', 'PFKFB1', 'DIRC3', 'RASL10A', 'HECTD2.AS1', 'POM121L9P', 'SMIM5', 'CYP46A1', 'LRRC16B', 'PRSS21', 'ZNF804A', 'IGF2BP3', 'CAPN11', 'VIPR2', 'TBX21', 'CYSRT1', 'HIST1H2BE', 'TRAT1', 'GPR87', 'LOC100126784', 'PART1', 'FOXC2', 'HOGA1', 'SLC13A2', 'CA9', 'WIPF3', 'EMX1', 'ZSCAN1', 'HTR7', 'XKR9', 'SLC26A10', 'CEP83.AS1', 'ULBP1', 'HS3ST3B1', 'ZBTB16', 'CYP26A1', 'OTUD7A', 'TMSB15A', 'TMEM40', 'CITED1', 'MAPT.IT1', 'GZMM', 'WFDC3', 'FIRRE', 'ROPN1L', 'ANKK1', 'M1AP', 'PVALB', 'CDHR1', 'MYO3B', 'MRAP2', 'CRTAC1', 'INE2', 'SPAG17', 'RBM12B.AS1', 'TTC23L', 'RFX8', 'IGSF22', 'HEATR4', 'KCNT2', 'MROH7', 'PCDHA12', 'BTC', 'CFAP61', 'PYGM', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'ADGRF1', 'LRRC4B', 'CLEC4E', 'HPDL', 'OPCML', 'TMEM59L', 'MIA', 'CIDEC', 'SRSF12', 'CCBE1', 'B3GAT1', 'LINC00173', 'NWD1', 'IL11', 'TSPAN8', 'RNF182', 'NLRP7', 'FRMPD1', 'KLK6', 'KCNA6', 'GALNT13', 'ABCC6P2', 'FASLG', 'LOC613037', 'LSAMP', 'GAS2', 'DHDH', 'SMC1B', 'FAM83A', 'RFPL1S', 'COL28A1', 'SCN3B', 'C15ORF56', 'SLC6A14', 'PSORS1C1', 'SLC16A11', 'PTCHD1', 'ANO5', 'ADGRG2', 'C9ORF47', 'TUSC5', 'TMPRSS4', 'SLC24A5', 'RUFY4', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'KCNQ3', 'CYP4F12', 'LINC00908', 'LOC100133669', 'NBPF4', 'FAM157A', 'VENTX', 'MYOM2', 'EBF2', 'MAG', 'PTPRN', 'PCDHA5', 'DSCAML1', 'PLAC1', 'NKX3.2', 'DLX2', 'CNTN2', 'SYT6', 'SFTPA2', 'BRE.AS1', 'FAM19A2', 'CCNI2', 'DLX5', 'KLK7', 'ZBTB20', 'CDKN2B.AS1', 'GHRLOS', 'CD160', 'PTPRR', 'ABCC2', 'OR2W3', 'RYR3', 'SLC6A17', 'ABCD2', 'TFAP2E', 'CD1A', 'GRIA2', 'DEFB1', 'RGS9', 'CCDC144A', 'CDKL2', 'MYO16', 'CACNA1I', 'PWAR5', 'DCX', 'DLK2', 'GGT3P', 'SLC6A11', 'BTBD19', 'CHRFAM7A', 'WDR17', 'MMP12', 'MSMB', 'CABP4', 'TCEAL2', 'CHRNA10', 'FKBP1AP1', 'UNC13A', 'SLC39A2', 'XCL2', 'AGBL4', 'LY6H', 'S100A7', 'TUBAL3', 'SPAG8', 'TCN1', 'P2RY12', 'HRCT1', 'PCBP3', 'LINC00202.1', 'TM6SF2', 'ZNF727', 'ARL9', 'KCNH3', 'SNORD116.4', 'MAK', 'MPL', 'GRID2IP', 'SLC46A2', 'TCTEX1D1', 'NOX5', 'SYCE3', 'CD70', 'GPM6A', 'ELOVL3', 'TIGD4', 'JAKMIP1', 'SYCE2', 'ARMC3', 'PGLYRP2', 'GRIN2A', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'LONRF3', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'ACY3', 'AGAP7P', 'LRRC43', 'THPO', 'BEX1', 'LOC400927', 'PRPH2', 'ACHE', 'AKR1E2', 'KLK10', 'SCN9A', 'SCN2A', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'C6ORF52', 'TMEM145', 'VN1R1', 'CD40LG', 'HRC', 'BEGAIN', 'CHODL', 'PAH', 'LOC285593', 'CXADRP3', 'GPR82', 'TTBK1', 'SLC25A34', 'CHST9', 'GABRB3', 'TTYH1', 'ADGRL3', 'APOBEC3A', 'MLLT4.AS1', 'HIST1H2BH', 'BRSK2', 'TRH', 'MAPK4', 'EPYC', 'DNASE1L2', 'ST8SIA2', 'CAMK4', 'DGCR5', 'C8ORF46', 'SLC35F3', 'IL17D', 'GPR63', 'CAPSL', 'GBP6', 'MUC15', 'ANKLE1', 'ROBO2', 'AIM1L', 'ASGR1', 'MYO15A', 'FAM201A', 'HAMP', 'PCDHA1', 'TNFSF11', 'CHKB.AS1', 'RMRP', 'DUSP9', 'FAM159A', 'NMU', 'NEK5', 'RHCE', 'DCLK3', 'PTX3', 'TDRD6', 'LYG1', 'KCNK17', 'LOC100132215', 'MTUS2', 'RUNDC3A', 'RRN3P1', 'C1QL3', 'UCKL1.AS1', 'CYP2E1', 'CYTL1', 'FOLR1', 'PNMA6A', 'LINC00961', 'ROPN1B', 'HBA1', 'LINC00689', 'RRN3P2', 'THSD7B', 'MT1L', 'XCL1', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'ATP13A4', 'CCR10', 'KIF19', 'DPEP1', 'IL1RL1', 'GLI1', 'KISS1R', 'IL24', 'ARRDC3.AS1', 'ZMAT4', 'TMEM150B', 'LIN7A', 'GPR173', 'TTLL9', 'NIPAL4', 'KIAA1210', 'PRRT4', 'RHBG', 'WBP2NL', 'A2ML1', 'GPR135', 'LOC90246', 'CBLN1', 'GNMT', 'PCDHB18P', 'DPF3', 'IL18RAP', 'CD300LB', 'B3GALT5', 'MAP7D2', 'CNTNAP3', 'RRAD', 'OXGR1', 'FIGF', 'DPY19L2P4', 'RAB39A', 'HIST1H1D', 'CACNA2D3', 'MS4A8', 'SLC5A8', 'LRRC24', 'AIM2', 'TRIM7', 'PON3', 'GABRB2', 'PCDH20', 'MASP2', 'TIFAB', 'KLK8', 'PHKG1', 'DNAH11', 'FOXN1', 'WFIKKN1', 'DCST2', 'LINC00669', 'WNT10A', 'FREM2', 'C19ORF45', 'CLCA2', 'GPR171', 'ANK1', 'CD19', 'CRB2', 'KCNB1', 'SLC26A3', 'LINC01465', 'SEPHS1P1', 'HIST1H2AG', 'UCA1', 'RASAL1', 'LINC00685', 'TYMSOS', 'TTC41P', 'ANO2', 'CD1E', 'NEURL3', 'COLCA1', 'MED12L', 'RIC3', 'CST2', 'LOC646999', 'PCDHGC5', 'HNRNPCL3', 'CLPSL1', 'SEC14L1P1', 'FAM182B', 'IL6', 'EYA1', 'NRXN1', 'MYEOV', 'MAPT.AS1', 'ARHGEF33', 'RAB3B', 'STXBP6', 'KCNRG', 'CXCR2', 'MSLN', 'CR2', 'KIF4B', 'PATL2', 'TDRD9', 'AJAP1', 'ZNF676', 'CLEC4F', 'LPAR4', 'VSTM2A', 'CLDN14', 'FNDC8', 'MAGEL2', 'TRABD2A', 'ABHD1', 'NDP', 'PDCD1', 'VIT', 'FAM43B', 'POU3F1', 'TSPAN32', 'SEZ6L', 'HAPLN1', 'C9ORF117', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006306553616452382
		RMSE:  0.206558346691537
		NRMSE:  0.1472115018398285
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056823148221427866
		RMSE:  0.21361844422784051
		NRMSE:  0.19012980777528213
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  1.8742469701754125e-15
		NRMSE:  1.3357519350709213e-15
		MAPE:  5.837460943219156e-12
		Pearson Correlation:  0.14513397465054062
		Spearman Correlation:  0.17460317460317465
		Coefficient of Determination:  -1.0028413653295698
		RMSE:  0.2940768686672083
		NRMSE:  0.26174134313616626
		MAPE:  1031.7307805268194

	Predictor:  ElasticNet
		Pearson Correlation:  0.601936133921785
		Spearman Correlation:  0.6129495694357905
		Coefficient of Determination:  0.32173394509178976
		RMSE:  0.16958117478565987
		NRMSE:  0.12085834256429143
		MAPE:  446.87518451876025
		Pearson Correlation:  0.4792579976604972
		Spearman Correlation:  0.4415591216848091
		Coefficient of Determination:  0.17852938399206875
		RMSE:  0.1883361142476308
		NRMSE:  0.16762742247506165
		MAPE:  287.16187627784745

	Predictor:  RandomForests
		Pearson Correlation:  0.5427561413156323
		Spearman Correlation:  0.5599157227565053
		Coefficient of Determination:  0.24026486251768553
		RMSE:  0.17947695995909274
		NRMSE:  0.1279109425710141
		MAPE:  330.91297750529696
		Pearson Correlation:  0.40627626733319677
		Spearman Correlation:  0.3458322422972856
		Coefficient of Determination:  0.09568556331535272
		RMSE:  0.19760472328112894
		NRMSE:  0.17587689203867143
		MAPE:  229.74456748746607

Protein:  PTEN
x_train_column_count:  1003
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'CATSPER3', 'MUC6', 'TUBA3E', 'GLDC', 'GRIK4', 'FIBCD1', 'CYP4F35P', 'C10ORF55', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'MAST1', 'SLC26A4', 'FBLL1', 'CACNA1F', 'XKRX', 'LINC00922', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ALG1L', 'ASB14', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'AQP5', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'CD300LG', 'TEKT2', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'GPR27', 'NBPF6', 'PLA2G10', 'MGAM', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'FCRL3', 'PTCHD4', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'PCDHGB3', 'TPSD1', 'DNASE1L3', 'FLG', 'GFRA2', 'C1GALT1C1L', 'IGFL2', 'SFTPD', 'GJB3', 'GPR158', 'ITPKA', 'FAM186B', 'PROC', 'ZBED2', 'GDF10', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'EGOT', 'LRRC31', 'ATP1A4', 'HCN2', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'SYT8', 'ADRA1B', 'CNGA1', 'SCGB3A1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'SLC28A3', 'PPP1R3G', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'HEPACAM2', 'METTL7B', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'ALOXE3', 'LRIT3', 'SGK2', 'GLIS1', 'ZNF843', 'S100A3', 'WNT2B', 'NR1I3', 'LINC00482', 'CCDC36', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'FCRL6', 'BCHE', 'CKMT2', 'DQX1', 'ABCA17P', 'FAM189A1', 'LPAR3', 'PITX2', 'NLRP12', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'C1ORF101', 'SLC6A20', 'FAM90A1', 'FAM95B1', 'ZNF835', 'CA3', 'CLDN9', 'OTOA', 'SPIB', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'PCSK1N', 'CLECL1', 'ULBP3', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'LINC01550', 'SCN2B', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'GSTM1', 'PCYT1B', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'CPEB1', 'JPH3', 'CAMP', 'LOC441455', 'LOC90768', 'OR7E91P', 'FLJ37201', 'RELN', 'IL12RB2', 'SCARA5', 'LBX2', 'FUT7', 'PLA2G5', 'RIMS1', 'CD177', 'IGSF5', 'KCNE1', 'HIST1H2BN', 'GPR18', 'ASTN1', 'SLC22A18AS', 'ZBED3.AS1', 'TUBB8', 'MNX1', 'HOXB13', 'ZC3H12D', 'TCHH', 'KCNE2', 'IRX4', 'C10ORF128', 'FAM135B', 'GAL', 'WDR72', 'BTBD8', 'CHRNA6', 'SP5', 'ONECUT2', 'CIDEA', 'SLC16A10', 'SCN7A', 'LINC01124', 'HOXB8', 'RSPH4A', 'MGC16142', 'CCDC183', 'ALB', 'SCART1', 'CELF5', 'GBP1P1', 'CCDC7', 'MGAT5B', 'DCSTAMP', 'YPEL4', 'GRIN2C', 'CXXC4', 'GPR3', 'CCDC153', 'SKIDA1', 'NIPAL1', 'HOXA11', 'SLC30A2', 'ATP13A5', 'SLC35F1', 'PYDC1', 'CXCR5', 'OBP2B', 'STRC', 'TNFRSF9', 'PCSK9', 'SRL', 'RPGRIP1', 'FOXJ1', 'PCAT18', 'WT1', 'LRP1B', 'NOXO1', 'PPP4R4', 'INSM1', 'CNNM1', 'GPR174', 'SLC18A2', 'MARCO', 'GPX2', 'DMRT3', 'C17ORF104', 'PCK1', 'SLC25A53', 'FOXD4', 'INHA', 'NOS2', 'KLHL14', 'FOXD1', 'AVPR2', 'ADH1C', 'COL23A1', 'CRISP3', 'IL20', 'LBP', 'TNFRSF17', 'BTLA', 'PKNOX2', 'GPLD1', 'CXCL2', 'MYBPC1', 'PARP15', 'GLOD5', 'C2ORF40', 'CST9', 'PFN1P2', 'SLCO4C1', 'BCL2L14', 'SLC23A1', 'STEAP1B', 'GPR55', 'AMH', 'VAT1L', 'VSIG2', 'ZNF98', 'SCN3A', 'CXCR2P1', 'ULBP2', 'DHRS4L1', 'HAP1', 'VGLL1', 'TPSG1', 'RNF212', 'CYSLTR2', 'ZNF454', 'ZNF488', 'FAM218A', 'FAM178B', 'SYN2', 'EMILIN3', 'TMEM105', 'DKK1', 'P2RX1', 'ORM1', 'DBIL5P', 'DPY19L2P2', 'IL23A', 'CRYM', 'SIGLEC17P', 'CXCL1', 'AMBP', 'PRKG2', 'LRRC2', 'FABP7', 'GPBAR1', 'SPDYE1', 'DEPDC4', 'SUCNR1', 'BRINP1', 'CTCFL', 'VWDE', 'BDKRB1', 'LRGUK', 'XIRP1', 'TENM1', 'FUT6', 'RERGL', 'BMPER', 'ADAMTS18', 'LINC00930', 'CECR2', 'RDM1', 'HCG27', 'CYP4F8', 'KIAA0319', 'CDR1', 'NUGGC', 'CLEC12A', 'PKD1L1', 'CBLN2', 'ECEL1', 'ABHD11.AS1', 'SEC14L5', 'WSCD2', 'FAM184B', 'SORCS1', 'SPESP1', 'PCDHGA3', 'SSUH2', 'FSCN2', 'FAM162B', 'DMRT2', 'ZNF732', 'CCL17', 'CTSG', 'RSPO1', 'TMEM217', 'GRIA3', 'GNB3', 'PIANP', 'HOXD4', 'RGS6', 'FLJ12825', 'CHRNB2', 'COL2A1', 'ADAM32', 'IL1R2', 'RNF175', 'SERPINA6', 'MT1A', 'ADAMTS19', 'PFKFB1', 'DIRC3', 'RASL10A', 'HECTD2.AS1', 'POM121L9P', 'SMIM5', 'CYP46A1', 'LRRC16B', 'PRSS21', 'ZNF804A', 'IGF2BP3', 'CAPN11', 'VIPR2', 'TBX21', 'CYSRT1', 'HIST1H2BE', 'TRAT1', 'GPR87', 'LOC100126784', 'PART1', 'FOXC2', 'HOGA1', 'SLC13A2', 'CA9', 'WIPF3', 'EMX1', 'ZSCAN1', 'HTR7', 'XKR9', 'SLC26A10', 'CEP83.AS1', 'ULBP1', 'HS3ST3B1', 'ZBTB16', 'CYP26A1', 'OTUD7A', 'TMSB15A', 'TMEM40', 'CITED1', 'MAPT.IT1', 'GZMM', 'WFDC3', 'FIRRE', 'ROPN1L', 'ANKK1', 'M1AP', 'PVALB', 'CDHR1', 'MYO3B', 'MRAP2', 'CRTAC1', 'INE2', 'SPAG17', 'RBM12B.AS1', 'TTC23L', 'RFX8', 'IGSF22', 'HEATR4', 'KCNT2', 'MROH7', 'PCDHA12', 'BTC', 'CFAP61', 'PYGM', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'ADGRF1', 'LRRC4B', 'CLEC4E', 'HPDL', 'OPCML', 'TMEM59L', 'MIA', 'CIDEC', 'SRSF12', 'CCBE1', 'B3GAT1', 'LINC00173', 'NWD1', 'IL11', 'TSPAN8', 'RNF182', 'NLRP7', 'FRMPD1', 'KLK6', 'KCNA6', 'GALNT13', 'ABCC6P2', 'FASLG', 'LOC613037', 'LSAMP', 'GAS2', 'DHDH', 'SMC1B', 'FAM83A', 'RFPL1S', 'COL28A1', 'SCN3B', 'C15ORF56', 'SLC6A14', 'PSORS1C1', 'SLC16A11', 'PTCHD1', 'ANO5', 'ADGRG2', 'C9ORF47', 'TUSC5', 'TMPRSS4', 'SLC24A5', 'RUFY4', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'KCNQ3', 'CYP4F12', 'LINC00908', 'LOC100133669', 'NBPF4', 'FAM157A', 'VENTX', 'MYOM2', 'EBF2', 'MAG', 'PTPRN', 'PCDHA5', 'DSCAML1', 'PLAC1', 'NKX3.2', 'DLX2', 'CNTN2', 'SYT6', 'SFTPA2', 'BRE.AS1', 'FAM19A2', 'CCNI2', 'DLX5', 'KLK7', 'ZBTB20', 'CDKN2B.AS1', 'GHRLOS', 'CD160', 'PTPRR', 'ABCC2', 'OR2W3', 'RYR3', 'SLC6A17', 'ABCD2', 'TFAP2E', 'CD1A', 'GRIA2', 'DEFB1', 'RGS9', 'CCDC144A', 'CDKL2', 'MYO16', 'CACNA1I', 'PWAR5', 'DCX', 'DLK2', 'GGT3P', 'SLC6A11', 'BTBD19', 'CHRFAM7A', 'WDR17', 'MMP12', 'MSMB', 'CABP4', 'TCEAL2', 'CHRNA10', 'FKBP1AP1', 'UNC13A', 'SLC39A2', 'XCL2', 'AGBL4', 'LY6H', 'S100A7', 'TUBAL3', 'SPAG8', 'TCN1', 'P2RY12', 'HRCT1', 'PCBP3', 'LINC00202.1', 'TM6SF2', 'ZNF727', 'ARL9', 'KCNH3', 'SNORD116.4', 'MAK', 'MPL', 'GRID2IP', 'SLC46A2', 'TCTEX1D1', 'NOX5', 'SYCE3', 'CD70', 'GPM6A', 'ELOVL3', 'TIGD4', 'JAKMIP1', 'SYCE2', 'ARMC3', 'PGLYRP2', 'GRIN2A', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'LONRF3', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'ACY3', 'AGAP7P', 'LRRC43', 'THPO', 'BEX1', 'LOC400927', 'PRPH2', 'ACHE', 'AKR1E2', 'KLK10', 'SCN9A', 'SCN2A', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'C6ORF52', 'TMEM145', 'VN1R1', 'CD40LG', 'HRC', 'BEGAIN', 'CHODL', 'PAH', 'LOC285593', 'CXADRP3', 'GPR82', 'TTBK1', 'SLC25A34', 'CHST9', 'GABRB3', 'TTYH1', 'ADGRL3', 'APOBEC3A', 'MLLT4.AS1', 'HIST1H2BH', 'BRSK2', 'TRH', 'MAPK4', 'EPYC', 'DNASE1L2', 'ST8SIA2', 'CAMK4', 'DGCR5', 'C8ORF46', 'SLC35F3', 'IL17D', 'GPR63', 'CAPSL', 'GBP6', 'MUC15', 'ANKLE1', 'ROBO2', 'AIM1L', 'ASGR1', 'MYO15A', 'FAM201A', 'HAMP', 'PCDHA1', 'TNFSF11', 'CHKB.AS1', 'RMRP', 'DUSP9', 'FAM159A', 'NMU', 'NEK5', 'RHCE', 'DCLK3', 'PTX3', 'TDRD6', 'LYG1', 'KCNK17', 'LOC100132215', 'MTUS2', 'RUNDC3A', 'RRN3P1', 'C1QL3', 'UCKL1.AS1', 'CYP2E1', 'CYTL1', 'FOLR1', 'PNMA6A', 'LINC00961', 'ROPN1B', 'HBA1', 'LINC00689', 'RRN3P2', 'THSD7B', 'MT1L', 'XCL1', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'ATP13A4', 'CCR10', 'KIF19', 'DPEP1', 'IL1RL1', 'GLI1', 'KISS1R', 'IL24', 'ARRDC3.AS1', 'ZMAT4', 'TMEM150B', 'LIN7A', 'GPR173', 'TTLL9', 'NIPAL4', 'KIAA1210', 'PRRT4', 'RHBG', 'WBP2NL', 'A2ML1', 'GPR135', 'LOC90246', 'CBLN1', 'GNMT', 'PCDHB18P', 'DPF3', 'IL18RAP', 'CD300LB', 'B3GALT5', 'MAP7D2', 'CNTNAP3', 'RRAD', 'OXGR1', 'FIGF', 'DPY19L2P4', 'RAB39A', 'HIST1H1D', 'CACNA2D3', 'MS4A8', 'SLC5A8', 'LRRC24', 'AIM2', 'TRIM7', 'PON3', 'GABRB2', 'PCDH20', 'MASP2', 'TIFAB', 'KLK8', 'PHKG1', 'DNAH11', 'FOXN1', 'WFIKKN1', 'DCST2', 'LINC00669', 'WNT10A', 'FREM2', 'C19ORF45', 'CLCA2', 'GPR171', 'ANK1', 'CD19', 'CRB2', 'KCNB1', 'SLC26A3', 'LINC01465', 'SEPHS1P1', 'HIST1H2AG', 'UCA1', 'RASAL1', 'LINC00685', 'TYMSOS', 'TTC41P', 'ANO2', 'CD1E', 'NEURL3', 'COLCA1', 'MED12L', 'RIC3', 'CST2', 'LOC646999', 'PCDHGC5', 'HNRNPCL3', 'CLPSL1', 'SEC14L1P1', 'FAM182B', 'IL6', 'EYA1', 'NRXN1', 'MYEOV', 'MAPT.AS1', 'ARHGEF33', 'RAB3B', 'STXBP6', 'KCNRG', 'CXCR2', 'MSLN', 'CR2', 'KIF4B', 'PATL2', 'TDRD9', 'AJAP1', 'ZNF676', 'CLEC4F', 'LPAR4', 'VSTM2A', 'CLDN14', 'FNDC8', 'MAGEL2', 'TRABD2A', 'ABHD1', 'NDP', 'PDCD1', 'VIT', 'FAM43B', 'POU3F1', 'TSPAN32', 'SEZ6L', 'HAPLN1', 'C9ORF117', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04663541191913323
		RMSE:  0.5747314783713694
		NRMSE:  0.11117523181123673
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02346833201832421
		RMSE:  0.7542692946958974
		NRMSE:  0.11793750210239971
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  6.69538062897116e-15
		NRMSE:  1.2951448137130842e-15
		MAPE:  1.1812926452982187e-11
		Pearson Correlation:  0.0797564414426755
		Spearman Correlation:  0.021813239566578137
		Coefficient of Determination:  -0.7706196832090446
		RMSE:  0.9920918175727371
		NRMSE:  0.15512341764877446
		MAPE:  1795.5552889119929

	Predictor:  ElasticNet
		Pearson Correlation:  0.8376063122668645
		Spearman Correlation:  0.8035869612249869
		Coefficient of Determination:  0.623033056887581
		RMSE:  0.3449204197659185
		NRMSE:  0.0667209106634785
		MAPE:  192.2505395259256
		Pearson Correlation:  0.119866910535251
		Spearman Correlation:  0.09076671778949863
		Coefficient of Determination:  -0.06358854208255149
		RMSE:  0.7689109556492514
		NRMSE:  0.12022687133910584
		MAPE:  1718.7728205747558

	Predictor:  RandomForests
		Pearson Correlation:  0.5237893163082983
		Spearman Correlation:  0.5159948475322432
		Coefficient of Determination:  0.16629622254495668
		RMSE:  0.512947782495392
		NRMSE:  0.09922388240780562
		MAPE:  294.03416130723446
		Pearson Correlation:  0.17212936239298365
		Spearman Correlation:  0.17668300103492562
		Coefficient of Determination:  0.0237226018376665
		RMSE:  0.7366748466753674
		NRMSE:  0.11518643525531505
		MAPE:  698.0098575545269

Protein:  BRCA2
x_train_column_count:  1003
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'CATSPER3', 'MUC6', 'TUBA3E', 'GLDC', 'GRIK4', 'FIBCD1', 'CYP4F35P', 'C10ORF55', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'MAST1', 'SLC26A4', 'FBLL1', 'CACNA1F', 'XKRX', 'LINC00922', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ALG1L', 'ASB14', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'AQP5', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'CD300LG', 'TEKT2', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'GPR27', 'NBPF6', 'PLA2G10', 'MGAM', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'FCRL3', 'PTCHD4', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'PCDHGB3', 'TPSD1', 'DNASE1L3', 'FLG', 'GFRA2', 'C1GALT1C1L', 'IGFL2', 'SFTPD', 'GJB3', 'GPR158', 'ITPKA', 'FAM186B', 'PROC', 'ZBED2', 'GDF10', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'EGOT', 'LRRC31', 'ATP1A4', 'HCN2', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'SYT8', 'ADRA1B', 'CNGA1', 'SCGB3A1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'SLC28A3', 'PPP1R3G', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'HEPACAM2', 'METTL7B', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'ALOXE3', 'LRIT3', 'SGK2', 'GLIS1', 'ZNF843', 'S100A3', 'WNT2B', 'NR1I3', 'LINC00482', 'CCDC36', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'FCRL6', 'BCHE', 'CKMT2', 'DQX1', 'ABCA17P', 'FAM189A1', 'LPAR3', 'PITX2', 'NLRP12', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'C1ORF101', 'SLC6A20', 'FAM90A1', 'FAM95B1', 'ZNF835', 'CA3', 'CLDN9', 'OTOA', 'SPIB', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'PCSK1N', 'CLECL1', 'ULBP3', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'LINC01550', 'SCN2B', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'GSTM1', 'PCYT1B', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'CPEB1', 'JPH3', 'CAMP', 'LOC441455', 'LOC90768', 'OR7E91P', 'FLJ37201', 'RELN', 'IL12RB2', 'SCARA5', 'LBX2', 'FUT7', 'PLA2G5', 'RIMS1', 'CD177', 'IGSF5', 'KCNE1', 'HIST1H2BN', 'GPR18', 'ASTN1', 'SLC22A18AS', 'ZBED3.AS1', 'TUBB8', 'MNX1', 'HOXB13', 'ZC3H12D', 'TCHH', 'KCNE2', 'IRX4', 'C10ORF128', 'FAM135B', 'GAL', 'WDR72', 'BTBD8', 'CHRNA6', 'SP5', 'ONECUT2', 'CIDEA', 'SLC16A10', 'SCN7A', 'LINC01124', 'HOXB8', 'RSPH4A', 'MGC16142', 'CCDC183', 'ALB', 'SCART1', 'CELF5', 'GBP1P1', 'CCDC7', 'MGAT5B', 'DCSTAMP', 'YPEL4', 'GRIN2C', 'CXXC4', 'GPR3', 'CCDC153', 'SKIDA1', 'NIPAL1', 'HOXA11', 'SLC30A2', 'ATP13A5', 'SLC35F1', 'PYDC1', 'CXCR5', 'OBP2B', 'STRC', 'TNFRSF9', 'PCSK9', 'SRL', 'RPGRIP1', 'FOXJ1', 'PCAT18', 'WT1', 'LRP1B', 'NOXO1', 'PPP4R4', 'INSM1', 'CNNM1', 'GPR174', 'SLC18A2', 'MARCO', 'GPX2', 'DMRT3', 'C17ORF104', 'PCK1', 'SLC25A53', 'FOXD4', 'INHA', 'NOS2', 'KLHL14', 'FOXD1', 'AVPR2', 'ADH1C', 'COL23A1', 'CRISP3', 'IL20', 'LBP', 'TNFRSF17', 'BTLA', 'PKNOX2', 'GPLD1', 'CXCL2', 'MYBPC1', 'PARP15', 'GLOD5', 'C2ORF40', 'CST9', 'PFN1P2', 'SLCO4C1', 'BCL2L14', 'SLC23A1', 'STEAP1B', 'GPR55', 'AMH', 'VAT1L', 'VSIG2', 'ZNF98', 'SCN3A', 'CXCR2P1', 'ULBP2', 'DHRS4L1', 'HAP1', 'VGLL1', 'TPSG1', 'RNF212', 'CYSLTR2', 'ZNF454', 'ZNF488', 'FAM218A', 'FAM178B', 'SYN2', 'EMILIN3', 'TMEM105', 'DKK1', 'P2RX1', 'ORM1', 'DBIL5P', 'DPY19L2P2', 'IL23A', 'CRYM', 'SIGLEC17P', 'CXCL1', 'AMBP', 'PRKG2', 'LRRC2', 'FABP7', 'GPBAR1', 'SPDYE1', 'DEPDC4', 'SUCNR1', 'BRINP1', 'CTCFL', 'VWDE', 'BDKRB1', 'LRGUK', 'XIRP1', 'TENM1', 'FUT6', 'RERGL', 'BMPER', 'ADAMTS18', 'LINC00930', 'CECR2', 'RDM1', 'HCG27', 'CYP4F8', 'KIAA0319', 'CDR1', 'NUGGC', 'CLEC12A', 'PKD1L1', 'CBLN2', 'ECEL1', 'ABHD11.AS1', 'SEC14L5', 'WSCD2', 'FAM184B', 'SORCS1', 'SPESP1', 'PCDHGA3', 'SSUH2', 'FSCN2', 'FAM162B', 'DMRT2', 'ZNF732', 'CCL17', 'CTSG', 'RSPO1', 'TMEM217', 'GRIA3', 'GNB3', 'PIANP', 'HOXD4', 'RGS6', 'FLJ12825', 'CHRNB2', 'COL2A1', 'ADAM32', 'IL1R2', 'RNF175', 'SERPINA6', 'MT1A', 'ADAMTS19', 'PFKFB1', 'DIRC3', 'RASL10A', 'HECTD2.AS1', 'POM121L9P', 'SMIM5', 'CYP46A1', 'LRRC16B', 'PRSS21', 'ZNF804A', 'IGF2BP3', 'CAPN11', 'VIPR2', 'TBX21', 'CYSRT1', 'HIST1H2BE', 'TRAT1', 'GPR87', 'LOC100126784', 'PART1', 'FOXC2', 'HOGA1', 'SLC13A2', 'CA9', 'WIPF3', 'EMX1', 'ZSCAN1', 'HTR7', 'XKR9', 'SLC26A10', 'CEP83.AS1', 'ULBP1', 'HS3ST3B1', 'ZBTB16', 'CYP26A1', 'OTUD7A', 'TMSB15A', 'TMEM40', 'CITED1', 'MAPT.IT1', 'GZMM', 'WFDC3', 'FIRRE', 'ROPN1L', 'ANKK1', 'M1AP', 'PVALB', 'CDHR1', 'MYO3B', 'MRAP2', 'CRTAC1', 'INE2', 'SPAG17', 'RBM12B.AS1', 'TTC23L', 'RFX8', 'IGSF22', 'HEATR4', 'KCNT2', 'MROH7', 'PCDHA12', 'BTC', 'CFAP61', 'PYGM', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'ADGRF1', 'LRRC4B', 'CLEC4E', 'HPDL', 'OPCML', 'TMEM59L', 'MIA', 'CIDEC', 'SRSF12', 'CCBE1', 'B3GAT1', 'LINC00173', 'NWD1', 'IL11', 'TSPAN8', 'RNF182', 'NLRP7', 'FRMPD1', 'KLK6', 'KCNA6', 'GALNT13', 'ABCC6P2', 'FASLG', 'LOC613037', 'LSAMP', 'GAS2', 'DHDH', 'SMC1B', 'FAM83A', 'RFPL1S', 'COL28A1', 'SCN3B', 'C15ORF56', 'SLC6A14', 'PSORS1C1', 'SLC16A11', 'PTCHD1', 'ANO5', 'ADGRG2', 'C9ORF47', 'TUSC5', 'TMPRSS4', 'SLC24A5', 'RUFY4', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'KCNQ3', 'CYP4F12', 'LINC00908', 'LOC100133669', 'NBPF4', 'FAM157A', 'VENTX', 'MYOM2', 'EBF2', 'MAG', 'PTPRN', 'PCDHA5', 'DSCAML1', 'PLAC1', 'NKX3.2', 'DLX2', 'CNTN2', 'SYT6', 'SFTPA2', 'BRE.AS1', 'FAM19A2', 'CCNI2', 'DLX5', 'KLK7', 'ZBTB20', 'CDKN2B.AS1', 'GHRLOS', 'CD160', 'PTPRR', 'ABCC2', 'OR2W3', 'RYR3', 'SLC6A17', 'ABCD2', 'TFAP2E', 'CD1A', 'GRIA2', 'DEFB1', 'RGS9', 'CCDC144A', 'CDKL2', 'MYO16', 'CACNA1I', 'PWAR5', 'DCX', 'DLK2', 'GGT3P', 'SLC6A11', 'BTBD19', 'CHRFAM7A', 'WDR17', 'MMP12', 'MSMB', 'CABP4', 'TCEAL2', 'CHRNA10', 'FKBP1AP1', 'UNC13A', 'SLC39A2', 'XCL2', 'AGBL4', 'LY6H', 'S100A7', 'TUBAL3', 'SPAG8', 'TCN1', 'P2RY12', 'HRCT1', 'PCBP3', 'LINC00202.1', 'TM6SF2', 'ZNF727', 'ARL9', 'KCNH3', 'SNORD116.4', 'MAK', 'MPL', 'GRID2IP', 'SLC46A2', 'TCTEX1D1', 'NOX5', 'SYCE3', 'CD70', 'GPM6A', 'ELOVL3', 'TIGD4', 'JAKMIP1', 'SYCE2', 'ARMC3', 'PGLYRP2', 'GRIN2A', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'LONRF3', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'ACY3', 'AGAP7P', 'LRRC43', 'THPO', 'BEX1', 'LOC400927', 'PRPH2', 'ACHE', 'AKR1E2', 'KLK10', 'SCN9A', 'SCN2A', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'C6ORF52', 'TMEM145', 'VN1R1', 'CD40LG', 'HRC', 'BEGAIN', 'CHODL', 'PAH', 'LOC285593', 'CXADRP3', 'GPR82', 'TTBK1', 'SLC25A34', 'CHST9', 'GABRB3', 'TTYH1', 'ADGRL3', 'APOBEC3A', 'MLLT4.AS1', 'HIST1H2BH', 'BRSK2', 'TRH', 'MAPK4', 'EPYC', 'DNASE1L2', 'ST8SIA2', 'CAMK4', 'DGCR5', 'C8ORF46', 'SLC35F3', 'IL17D', 'GPR63', 'CAPSL', 'GBP6', 'MUC15', 'ANKLE1', 'ROBO2', 'AIM1L', 'ASGR1', 'MYO15A', 'FAM201A', 'HAMP', 'PCDHA1', 'TNFSF11', 'CHKB.AS1', 'RMRP', 'DUSP9', 'FAM159A', 'NMU', 'NEK5', 'RHCE', 'DCLK3', 'PTX3', 'TDRD6', 'LYG1', 'KCNK17', 'LOC100132215', 'MTUS2', 'RUNDC3A', 'RRN3P1', 'C1QL3', 'UCKL1.AS1', 'CYP2E1', 'CYTL1', 'FOLR1', 'PNMA6A', 'LINC00961', 'ROPN1B', 'HBA1', 'LINC00689', 'RRN3P2', 'THSD7B', 'MT1L', 'XCL1', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'ATP13A4', 'CCR10', 'KIF19', 'DPEP1', 'IL1RL1', 'GLI1', 'KISS1R', 'IL24', 'ARRDC3.AS1', 'ZMAT4', 'TMEM150B', 'LIN7A', 'GPR173', 'TTLL9', 'NIPAL4', 'KIAA1210', 'PRRT4', 'RHBG', 'WBP2NL', 'A2ML1', 'GPR135', 'LOC90246', 'CBLN1', 'GNMT', 'PCDHB18P', 'DPF3', 'IL18RAP', 'CD300LB', 'B3GALT5', 'MAP7D2', 'CNTNAP3', 'RRAD', 'OXGR1', 'FIGF', 'DPY19L2P4', 'RAB39A', 'HIST1H1D', 'CACNA2D3', 'MS4A8', 'SLC5A8', 'LRRC24', 'AIM2', 'TRIM7', 'PON3', 'GABRB2', 'PCDH20', 'MASP2', 'TIFAB', 'KLK8', 'PHKG1', 'DNAH11', 'FOXN1', 'WFIKKN1', 'DCST2', 'LINC00669', 'WNT10A', 'FREM2', 'C19ORF45', 'CLCA2', 'GPR171', 'ANK1', 'CD19', 'CRB2', 'KCNB1', 'SLC26A3', 'LINC01465', 'SEPHS1P1', 'HIST1H2AG', 'UCA1', 'RASAL1', 'LINC00685', 'TYMSOS', 'TTC41P', 'ANO2', 'CD1E', 'NEURL3', 'COLCA1', 'MED12L', 'RIC3', 'CST2', 'LOC646999', 'PCDHGC5', 'HNRNPCL3', 'CLPSL1', 'SEC14L1P1', 'FAM182B', 'IL6', 'EYA1', 'NRXN1', 'MYEOV', 'MAPT.AS1', 'ARHGEF33', 'RAB3B', 'STXBP6', 'KCNRG', 'CXCR2', 'MSLN', 'CR2', 'KIF4B', 'PATL2', 'TDRD9', 'AJAP1', 'ZNF676', 'CLEC4F', 'LPAR4', 'VSTM2A', 'CLDN14', 'FNDC8', 'MAGEL2', 'TRABD2A', 'ABHD1', 'NDP', 'PDCD1', 'VIT', 'FAM43B', 'POU3F1', 'TSPAN32', 'SEZ6L', 'HAPLN1', 'C9ORF117', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015699866052385492
		RMSE:  0.1919477679021074
		NRMSE:  0.12365776640496533
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0014129332580739007
		RMSE:  0.2082543553514594
		NRMSE:  0.20232423210836328
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.9999999229387699
		Coefficient of Determination:  1.0
		RMSE:  1.8756096277005484e-15
		NRMSE:  1.2083167194076653e-15
		MAPE:  3.831243815854016e-12
		Pearson Correlation:  0.18515897234647746
		Spearman Correlation:  0.21145151435803444
		Coefficient of Determination:  -0.7449632623533928
		RMSE:  0.27490373395802503
		NRMSE:  0.26707574390419314
		MAPE:  996.3377299129247

	Predictor:  ElasticNet
		Pearson Correlation:  0.5587277414022653
		Spearman Correlation:  0.5306983631847372
		Coefficient of Determination:  0.23578607161852028
		RMSE:  0.1676678863885394
		NRMSE:  0.10801603246161341
		MAPE:  158.87526245643292
		Pearson Correlation:  0.39364697350145506
		Spearman Correlation:  0.38318931657501965
		Coefficient of Determination:  0.1331266461287215
		RMSE:  0.19376053354867562
		NRMSE:  0.18824312748217314
		MAPE:  218.81020753817424

	Predictor:  RandomForests
		Pearson Correlation:  0.5291570607324023
		Spearman Correlation:  0.5216272157464472
		Coefficient of Determination:  0.1560140810216859
		RMSE:  0.17620166818253913
		NRMSE:  0.11351371762444139
		MAPE:  136.561811685378
		Pearson Correlation:  0.32578969055703855
		Spearman Correlation:  0.34638087756705194
		Coefficient of Determination:  0.07338817258312902
		RMSE:  0.20032558261236577
		NRMSE:  0.19462123423688274
		MAPE:  131.67055408850524

Protein:  CDKN2A
x_train_column_count:  1003
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'CATSPER3', 'MUC6', 'TUBA3E', 'GLDC', 'GRIK4', 'FIBCD1', 'CYP4F35P', 'C10ORF55', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'MAST1', 'SLC26A4', 'FBLL1', 'CACNA1F', 'XKRX', 'LINC00922', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ALG1L', 'ASB14', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'AQP5', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'CD300LG', 'TEKT2', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'GPR27', 'NBPF6', 'PLA2G10', 'MGAM', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'FCRL3', 'PTCHD4', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'PCDHGB3', 'TPSD1', 'DNASE1L3', 'FLG', 'GFRA2', 'C1GALT1C1L', 'IGFL2', 'SFTPD', 'GJB3', 'GPR158', 'ITPKA', 'FAM186B', 'PROC', 'ZBED2', 'GDF10', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'EGOT', 'LRRC31', 'ATP1A4', 'HCN2', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'SYT8', 'ADRA1B', 'CNGA1', 'SCGB3A1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'SLC28A3', 'PPP1R3G', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'HEPACAM2', 'METTL7B', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'ALOXE3', 'LRIT3', 'SGK2', 'GLIS1', 'ZNF843', 'S100A3', 'WNT2B', 'NR1I3', 'LINC00482', 'CCDC36', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'FCRL6', 'BCHE', 'CKMT2', 'DQX1', 'ABCA17P', 'FAM189A1', 'LPAR3', 'PITX2', 'NLRP12', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'C1ORF101', 'SLC6A20', 'FAM90A1', 'FAM95B1', 'ZNF835', 'CA3', 'CLDN9', 'OTOA', 'SPIB', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'PCSK1N', 'CLECL1', 'ULBP3', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'LINC01550', 'SCN2B', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'GSTM1', 'PCYT1B', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'CPEB1', 'JPH3', 'CAMP', 'LOC441455', 'LOC90768', 'OR7E91P', 'FLJ37201', 'RELN', 'IL12RB2', 'SCARA5', 'LBX2', 'FUT7', 'PLA2G5', 'RIMS1', 'CD177', 'IGSF5', 'KCNE1', 'HIST1H2BN', 'GPR18', 'ASTN1', 'SLC22A18AS', 'ZBED3.AS1', 'TUBB8', 'MNX1', 'HOXB13', 'ZC3H12D', 'TCHH', 'KCNE2', 'IRX4', 'C10ORF128', 'FAM135B', 'GAL', 'WDR72', 'BTBD8', 'CHRNA6', 'SP5', 'ONECUT2', 'CIDEA', 'SLC16A10', 'SCN7A', 'LINC01124', 'HOXB8', 'RSPH4A', 'MGC16142', 'CCDC183', 'ALB', 'SCART1', 'CELF5', 'GBP1P1', 'CCDC7', 'MGAT5B', 'DCSTAMP', 'YPEL4', 'GRIN2C', 'CXXC4', 'GPR3', 'CCDC153', 'SKIDA1', 'NIPAL1', 'HOXA11', 'SLC30A2', 'ATP13A5', 'SLC35F1', 'PYDC1', 'CXCR5', 'OBP2B', 'STRC', 'TNFRSF9', 'PCSK9', 'SRL', 'RPGRIP1', 'FOXJ1', 'PCAT18', 'WT1', 'LRP1B', 'NOXO1', 'PPP4R4', 'INSM1', 'CNNM1', 'GPR174', 'SLC18A2', 'MARCO', 'GPX2', 'DMRT3', 'C17ORF104', 'PCK1', 'SLC25A53', 'FOXD4', 'INHA', 'NOS2', 'KLHL14', 'FOXD1', 'AVPR2', 'ADH1C', 'COL23A1', 'CRISP3', 'IL20', 'LBP', 'TNFRSF17', 'BTLA', 'PKNOX2', 'GPLD1', 'CXCL2', 'MYBPC1', 'PARP15', 'GLOD5', 'C2ORF40', 'CST9', 'PFN1P2', 'SLCO4C1', 'BCL2L14', 'SLC23A1', 'STEAP1B', 'GPR55', 'AMH', 'VAT1L', 'VSIG2', 'ZNF98', 'SCN3A', 'CXCR2P1', 'ULBP2', 'DHRS4L1', 'HAP1', 'VGLL1', 'TPSG1', 'RNF212', 'CYSLTR2', 'ZNF454', 'ZNF488', 'FAM218A', 'FAM178B', 'SYN2', 'EMILIN3', 'TMEM105', 'DKK1', 'P2RX1', 'ORM1', 'DBIL5P', 'DPY19L2P2', 'IL23A', 'CRYM', 'SIGLEC17P', 'CXCL1', 'AMBP', 'PRKG2', 'LRRC2', 'FABP7', 'GPBAR1', 'SPDYE1', 'DEPDC4', 'SUCNR1', 'BRINP1', 'CTCFL', 'VWDE', 'BDKRB1', 'LRGUK', 'XIRP1', 'TENM1', 'FUT6', 'RERGL', 'BMPER', 'ADAMTS18', 'LINC00930', 'CECR2', 'RDM1', 'HCG27', 'CYP4F8', 'KIAA0319', 'CDR1', 'NUGGC', 'CLEC12A', 'PKD1L1', 'CBLN2', 'ECEL1', 'ABHD11.AS1', 'SEC14L5', 'WSCD2', 'FAM184B', 'SORCS1', 'SPESP1', 'PCDHGA3', 'SSUH2', 'FSCN2', 'FAM162B', 'DMRT2', 'ZNF732', 'CCL17', 'CTSG', 'RSPO1', 'TMEM217', 'GRIA3', 'GNB3', 'PIANP', 'HOXD4', 'RGS6', 'FLJ12825', 'CHRNB2', 'COL2A1', 'ADAM32', 'IL1R2', 'RNF175', 'SERPINA6', 'MT1A', 'ADAMTS19', 'PFKFB1', 'DIRC3', 'RASL10A', 'HECTD2.AS1', 'POM121L9P', 'SMIM5', 'CYP46A1', 'LRRC16B', 'PRSS21', 'ZNF804A', 'IGF2BP3', 'CAPN11', 'VIPR2', 'TBX21', 'CYSRT1', 'HIST1H2BE', 'TRAT1', 'GPR87', 'LOC100126784', 'PART1', 'FOXC2', 'HOGA1', 'SLC13A2', 'CA9', 'WIPF3', 'EMX1', 'ZSCAN1', 'HTR7', 'XKR9', 'SLC26A10', 'CEP83.AS1', 'ULBP1', 'HS3ST3B1', 'ZBTB16', 'CYP26A1', 'OTUD7A', 'TMSB15A', 'TMEM40', 'CITED1', 'MAPT.IT1', 'GZMM', 'WFDC3', 'FIRRE', 'ROPN1L', 'ANKK1', 'M1AP', 'PVALB', 'CDHR1', 'MYO3B', 'MRAP2', 'CRTAC1', 'INE2', 'SPAG17', 'RBM12B.AS1', 'TTC23L', 'RFX8', 'IGSF22', 'HEATR4', 'KCNT2', 'MROH7', 'PCDHA12', 'BTC', 'CFAP61', 'PYGM', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'ADGRF1', 'LRRC4B', 'CLEC4E', 'HPDL', 'OPCML', 'TMEM59L', 'MIA', 'CIDEC', 'SRSF12', 'CCBE1', 'B3GAT1', 'LINC00173', 'NWD1', 'IL11', 'TSPAN8', 'RNF182', 'NLRP7', 'FRMPD1', 'KLK6', 'KCNA6', 'GALNT13', 'ABCC6P2', 'FASLG', 'LOC613037', 'LSAMP', 'GAS2', 'DHDH', 'SMC1B', 'FAM83A', 'RFPL1S', 'COL28A1', 'SCN3B', 'C15ORF56', 'SLC6A14', 'PSORS1C1', 'SLC16A11', 'PTCHD1', 'ANO5', 'ADGRG2', 'C9ORF47', 'TUSC5', 'TMPRSS4', 'SLC24A5', 'RUFY4', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'KCNQ3', 'CYP4F12', 'LINC00908', 'LOC100133669', 'NBPF4', 'FAM157A', 'VENTX', 'MYOM2', 'EBF2', 'MAG', 'PTPRN', 'PCDHA5', 'DSCAML1', 'PLAC1', 'NKX3.2', 'DLX2', 'CNTN2', 'SYT6', 'SFTPA2', 'BRE.AS1', 'FAM19A2', 'CCNI2', 'DLX5', 'KLK7', 'ZBTB20', 'CDKN2B.AS1', 'GHRLOS', 'CD160', 'PTPRR', 'ABCC2', 'OR2W3', 'RYR3', 'SLC6A17', 'ABCD2', 'TFAP2E', 'CD1A', 'GRIA2', 'DEFB1', 'RGS9', 'CCDC144A', 'CDKL2', 'MYO16', 'CACNA1I', 'PWAR5', 'DCX', 'DLK2', 'GGT3P', 'SLC6A11', 'BTBD19', 'CHRFAM7A', 'WDR17', 'MMP12', 'MSMB', 'CABP4', 'TCEAL2', 'CHRNA10', 'FKBP1AP1', 'UNC13A', 'SLC39A2', 'XCL2', 'AGBL4', 'LY6H', 'S100A7', 'TUBAL3', 'SPAG8', 'TCN1', 'P2RY12', 'HRCT1', 'PCBP3', 'LINC00202.1', 'TM6SF2', 'ZNF727', 'ARL9', 'KCNH3', 'SNORD116.4', 'MAK', 'MPL', 'GRID2IP', 'SLC46A2', 'TCTEX1D1', 'NOX5', 'SYCE3', 'CD70', 'GPM6A', 'ELOVL3', 'TIGD4', 'JAKMIP1', 'SYCE2', 'ARMC3', 'PGLYRP2', 'GRIN2A', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'LONRF3', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'ACY3', 'AGAP7P', 'LRRC43', 'THPO', 'BEX1', 'LOC400927', 'PRPH2', 'ACHE', 'AKR1E2', 'KLK10', 'SCN9A', 'SCN2A', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'C6ORF52', 'TMEM145', 'VN1R1', 'CD40LG', 'HRC', 'BEGAIN', 'CHODL', 'PAH', 'LOC285593', 'CXADRP3', 'GPR82', 'TTBK1', 'SLC25A34', 'CHST9', 'GABRB3', 'TTYH1', 'ADGRL3', 'APOBEC3A', 'MLLT4.AS1', 'HIST1H2BH', 'BRSK2', 'TRH', 'MAPK4', 'EPYC', 'DNASE1L2', 'ST8SIA2', 'CAMK4', 'DGCR5', 'C8ORF46', 'SLC35F3', 'IL17D', 'GPR63', 'CAPSL', 'GBP6', 'MUC15', 'ANKLE1', 'ROBO2', 'AIM1L', 'ASGR1', 'MYO15A', 'FAM201A', 'HAMP', 'PCDHA1', 'TNFSF11', 'CHKB.AS1', 'RMRP', 'DUSP9', 'FAM159A', 'NMU', 'NEK5', 'RHCE', 'DCLK3', 'PTX3', 'TDRD6', 'LYG1', 'KCNK17', 'LOC100132215', 'MTUS2', 'RUNDC3A', 'RRN3P1', 'C1QL3', 'UCKL1.AS1', 'CYP2E1', 'CYTL1', 'FOLR1', 'PNMA6A', 'LINC00961', 'ROPN1B', 'HBA1', 'LINC00689', 'RRN3P2', 'THSD7B', 'MT1L', 'XCL1', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'ATP13A4', 'CCR10', 'KIF19', 'DPEP1', 'IL1RL1', 'GLI1', 'KISS1R', 'IL24', 'ARRDC3.AS1', 'ZMAT4', 'TMEM150B', 'LIN7A', 'GPR173', 'TTLL9', 'NIPAL4', 'KIAA1210', 'PRRT4', 'RHBG', 'WBP2NL', 'A2ML1', 'GPR135', 'LOC90246', 'CBLN1', 'GNMT', 'PCDHB18P', 'DPF3', 'IL18RAP', 'CD300LB', 'B3GALT5', 'MAP7D2', 'CNTNAP3', 'RRAD', 'OXGR1', 'FIGF', 'DPY19L2P4', 'RAB39A', 'HIST1H1D', 'CACNA2D3', 'MS4A8', 'SLC5A8', 'LRRC24', 'AIM2', 'TRIM7', 'PON3', 'GABRB2', 'PCDH20', 'MASP2', 'TIFAB', 'KLK8', 'PHKG1', 'DNAH11', 'FOXN1', 'WFIKKN1', 'DCST2', 'LINC00669', 'WNT10A', 'FREM2', 'C19ORF45', 'CLCA2', 'GPR171', 'ANK1', 'CD19', 'CRB2', 'KCNB1', 'SLC26A3', 'LINC01465', 'SEPHS1P1', 'HIST1H2AG', 'UCA1', 'RASAL1', 'LINC00685', 'TYMSOS', 'TTC41P', 'ANO2', 'CD1E', 'NEURL3', 'COLCA1', 'MED12L', 'RIC3', 'CST2', 'LOC646999', 'PCDHGC5', 'HNRNPCL3', 'CLPSL1', 'SEC14L1P1', 'FAM182B', 'IL6', 'EYA1', 'NRXN1', 'MYEOV', 'MAPT.AS1', 'ARHGEF33', 'RAB3B', 'STXBP6', 'KCNRG', 'CXCR2', 'MSLN', 'CR2', 'KIF4B', 'PATL2', 'TDRD9', 'AJAP1', 'ZNF676', 'CLEC4F', 'LPAR4', 'VSTM2A', 'CLDN14', 'FNDC8', 'MAGEL2', 'TRABD2A', 'ABHD1', 'NDP', 'PDCD1', 'VIT', 'FAM43B', 'POU3F1', 'TSPAN32', 'SEZ6L', 'HAPLN1', 'C9ORF117', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06343046233027927
		RMSE:  0.6950010485750925
		NRMSE:  0.15711564339891315
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10006794882547432
		RMSE:  0.6614783461565592
		NRMSE:  0.1993004959796804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6739550183850767
		NRMSE:  0.1523578655781794
		MAPE:  281.71125082022354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0022276354551518107
		RMSE:  0.6313774446715202
		NRMSE:  0.19023122768048215
		MAPE:  197.14658329930893

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  4.058465150162707e-15
		NRMSE:  9.174782751582924e-16
		MAPE:  4.419055242509967e-12
		Pearson Correlation:  0.2919361108891865
		Spearman Correlation:  0.23980598261823718
		Coefficient of Determination:  -0.6180683919107279
		RMSE:  0.8022400019191218
		NRMSE:  0.2417113594212479
		MAPE:  328.70400862429216

	Predictor:  ElasticNet
		Pearson Correlation:  0.8838715210762573
		Spearman Correlation:  0.8734226361232176
		Coefficient of Determination:  0.7228255072199918
		RMSE:  0.35481955119110514
		NRMSE:  0.0802123999527761
		MAPE:  277.97916797464603
		Pearson Correlation:  0.40665820379235373
		Spearman Correlation:  0.2786643224977868
		Coefficient of Determination:  0.13421899774711987
		RMSE:  0.5868267494169023
		NRMSE:  0.17680830051729504
		MAPE:  206.73139182133386

	Predictor:  RandomForests
		Pearson Correlation:  0.5854690962586675
		Spearman Correlation:  0.5310626394699868
		Coefficient of Determination:  0.25977179408371076
		RMSE:  0.5798474161973408
		NRMSE:  0.1310833991629571
		MAPE:  231.04518548225062
		Pearson Correlation:  0.5098184474363581
		Spearman Correlation:  0.38977792740557865
		Coefficient of Determination:  0.21387080101008227
		RMSE:  0.559181558160141
		NRMSE:  0.16847892683342605
		MAPE:  161.55353918689593

Protein:  TP53
x_train_column_count:  1003
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'CATSPER3', 'MUC6', 'TUBA3E', 'GLDC', 'GRIK4', 'FIBCD1', 'CYP4F35P', 'C10ORF55', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'MAST1', 'SLC26A4', 'FBLL1', 'CACNA1F', 'XKRX', 'LINC00922', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ALG1L', 'ASB14', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'AQP5', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'CD300LG', 'TEKT2', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'GPR27', 'NBPF6', 'PLA2G10', 'MGAM', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'FCRL3', 'PTCHD4', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'PCDHGB3', 'TPSD1', 'DNASE1L3', 'FLG', 'GFRA2', 'C1GALT1C1L', 'IGFL2', 'SFTPD', 'GJB3', 'GPR158', 'ITPKA', 'FAM186B', 'PROC', 'ZBED2', 'GDF10', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'EGOT', 'LRRC31', 'ATP1A4', 'HCN2', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'SYT8', 'ADRA1B', 'CNGA1', 'SCGB3A1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'SLC28A3', 'PPP1R3G', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'HEPACAM2', 'METTL7B', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'ALOXE3', 'LRIT3', 'SGK2', 'GLIS1', 'ZNF843', 'S100A3', 'WNT2B', 'NR1I3', 'LINC00482', 'CCDC36', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'FCRL6', 'BCHE', 'CKMT2', 'DQX1', 'ABCA17P', 'FAM189A1', 'LPAR3', 'PITX2', 'NLRP12', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'C1ORF101', 'SLC6A20', 'FAM90A1', 'FAM95B1', 'ZNF835', 'CA3', 'CLDN9', 'OTOA', 'SPIB', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'PCSK1N', 'CLECL1', 'ULBP3', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'LINC01550', 'SCN2B', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'GSTM1', 'PCYT1B', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'CPEB1', 'JPH3', 'CAMP', 'LOC441455', 'LOC90768', 'OR7E91P', 'FLJ37201', 'RELN', 'IL12RB2', 'SCARA5', 'LBX2', 'FUT7', 'PLA2G5', 'RIMS1', 'CD177', 'IGSF5', 'KCNE1', 'HIST1H2BN', 'GPR18', 'ASTN1', 'SLC22A18AS', 'ZBED3.AS1', 'TUBB8', 'MNX1', 'HOXB13', 'ZC3H12D', 'TCHH', 'KCNE2', 'IRX4', 'C10ORF128', 'FAM135B', 'GAL', 'WDR72', 'BTBD8', 'CHRNA6', 'SP5', 'ONECUT2', 'CIDEA', 'SLC16A10', 'SCN7A', 'LINC01124', 'HOXB8', 'RSPH4A', 'MGC16142', 'CCDC183', 'ALB', 'SCART1', 'CELF5', 'GBP1P1', 'CCDC7', 'MGAT5B', 'DCSTAMP', 'YPEL4', 'GRIN2C', 'CXXC4', 'GPR3', 'CCDC153', 'SKIDA1', 'NIPAL1', 'HOXA11', 'SLC30A2', 'ATP13A5', 'SLC35F1', 'PYDC1', 'CXCR5', 'OBP2B', 'STRC', 'TNFRSF9', 'PCSK9', 'SRL', 'RPGRIP1', 'FOXJ1', 'PCAT18', 'WT1', 'LRP1B', 'NOXO1', 'PPP4R4', 'INSM1', 'CNNM1', 'GPR174', 'SLC18A2', 'MARCO', 'GPX2', 'DMRT3', 'C17ORF104', 'PCK1', 'SLC25A53', 'FOXD4', 'INHA', 'NOS2', 'KLHL14', 'FOXD1', 'AVPR2', 'ADH1C', 'COL23A1', 'CRISP3', 'IL20', 'LBP', 'TNFRSF17', 'BTLA', 'PKNOX2', 'GPLD1', 'CXCL2', 'MYBPC1', 'PARP15', 'GLOD5', 'C2ORF40', 'CST9', 'PFN1P2', 'SLCO4C1', 'BCL2L14', 'SLC23A1', 'STEAP1B', 'GPR55', 'AMH', 'VAT1L', 'VSIG2', 'ZNF98', 'SCN3A', 'CXCR2P1', 'ULBP2', 'DHRS4L1', 'HAP1', 'VGLL1', 'TPSG1', 'RNF212', 'CYSLTR2', 'ZNF454', 'ZNF488', 'FAM218A', 'FAM178B', 'SYN2', 'EMILIN3', 'TMEM105', 'DKK1', 'P2RX1', 'ORM1', 'DBIL5P', 'DPY19L2P2', 'IL23A', 'CRYM', 'SIGLEC17P', 'CXCL1', 'AMBP', 'PRKG2', 'LRRC2', 'FABP7', 'GPBAR1', 'SPDYE1', 'DEPDC4', 'SUCNR1', 'BRINP1', 'CTCFL', 'VWDE', 'BDKRB1', 'LRGUK', 'XIRP1', 'TENM1', 'FUT6', 'RERGL', 'BMPER', 'ADAMTS18', 'LINC00930', 'CECR2', 'RDM1', 'HCG27', 'CYP4F8', 'KIAA0319', 'CDR1', 'NUGGC', 'CLEC12A', 'PKD1L1', 'CBLN2', 'ECEL1', 'ABHD11.AS1', 'SEC14L5', 'WSCD2', 'FAM184B', 'SORCS1', 'SPESP1', 'PCDHGA3', 'SSUH2', 'FSCN2', 'FAM162B', 'DMRT2', 'ZNF732', 'CCL17', 'CTSG', 'RSPO1', 'TMEM217', 'GRIA3', 'GNB3', 'PIANP', 'HOXD4', 'RGS6', 'FLJ12825', 'CHRNB2', 'COL2A1', 'ADAM32', 'IL1R2', 'RNF175', 'SERPINA6', 'MT1A', 'ADAMTS19', 'PFKFB1', 'DIRC3', 'RASL10A', 'HECTD2.AS1', 'POM121L9P', 'SMIM5', 'CYP46A1', 'LRRC16B', 'PRSS21', 'ZNF804A', 'IGF2BP3', 'CAPN11', 'VIPR2', 'TBX21', 'CYSRT1', 'HIST1H2BE', 'TRAT1', 'GPR87', 'LOC100126784', 'PART1', 'FOXC2', 'HOGA1', 'SLC13A2', 'CA9', 'WIPF3', 'EMX1', 'ZSCAN1', 'HTR7', 'XKR9', 'SLC26A10', 'CEP83.AS1', 'ULBP1', 'HS3ST3B1', 'ZBTB16', 'CYP26A1', 'OTUD7A', 'TMSB15A', 'TMEM40', 'CITED1', 'MAPT.IT1', 'GZMM', 'WFDC3', 'FIRRE', 'ROPN1L', 'ANKK1', 'M1AP', 'PVALB', 'CDHR1', 'MYO3B', 'MRAP2', 'CRTAC1', 'INE2', 'SPAG17', 'RBM12B.AS1', 'TTC23L', 'RFX8', 'IGSF22', 'HEATR4', 'KCNT2', 'MROH7', 'PCDHA12', 'BTC', 'CFAP61', 'PYGM', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'ADGRF1', 'LRRC4B', 'CLEC4E', 'HPDL', 'OPCML', 'TMEM59L', 'MIA', 'CIDEC', 'SRSF12', 'CCBE1', 'B3GAT1', 'LINC00173', 'NWD1', 'IL11', 'TSPAN8', 'RNF182', 'NLRP7', 'FRMPD1', 'KLK6', 'KCNA6', 'GALNT13', 'ABCC6P2', 'FASLG', 'LOC613037', 'LSAMP', 'GAS2', 'DHDH', 'SMC1B', 'FAM83A', 'RFPL1S', 'COL28A1', 'SCN3B', 'C15ORF56', 'SLC6A14', 'PSORS1C1', 'SLC16A11', 'PTCHD1', 'ANO5', 'ADGRG2', 'C9ORF47', 'TUSC5', 'TMPRSS4', 'SLC24A5', 'RUFY4', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'KCNQ3', 'CYP4F12', 'LINC00908', 'LOC100133669', 'NBPF4', 'FAM157A', 'VENTX', 'MYOM2', 'EBF2', 'MAG', 'PTPRN', 'PCDHA5', 'DSCAML1', 'PLAC1', 'NKX3.2', 'DLX2', 'CNTN2', 'SYT6', 'SFTPA2', 'BRE.AS1', 'FAM19A2', 'CCNI2', 'DLX5', 'KLK7', 'ZBTB20', 'CDKN2B.AS1', 'GHRLOS', 'CD160', 'PTPRR', 'ABCC2', 'OR2W3', 'RYR3', 'SLC6A17', 'ABCD2', 'TFAP2E', 'CD1A', 'GRIA2', 'DEFB1', 'RGS9', 'CCDC144A', 'CDKL2', 'MYO16', 'CACNA1I', 'PWAR5', 'DCX', 'DLK2', 'GGT3P', 'SLC6A11', 'BTBD19', 'CHRFAM7A', 'WDR17', 'MMP12', 'MSMB', 'CABP4', 'TCEAL2', 'CHRNA10', 'FKBP1AP1', 'UNC13A', 'SLC39A2', 'XCL2', 'AGBL4', 'LY6H', 'S100A7', 'TUBAL3', 'SPAG8', 'TCN1', 'P2RY12', 'HRCT1', 'PCBP3', 'LINC00202.1', 'TM6SF2', 'ZNF727', 'ARL9', 'KCNH3', 'SNORD116.4', 'MAK', 'MPL', 'GRID2IP', 'SLC46A2', 'TCTEX1D1', 'NOX5', 'SYCE3', 'CD70', 'GPM6A', 'ELOVL3', 'TIGD4', 'JAKMIP1', 'SYCE2', 'ARMC3', 'PGLYRP2', 'GRIN2A', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'LONRF3', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'ACY3', 'AGAP7P', 'LRRC43', 'THPO', 'BEX1', 'LOC400927', 'PRPH2', 'ACHE', 'AKR1E2', 'KLK10', 'SCN9A', 'SCN2A', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'C6ORF52', 'TMEM145', 'VN1R1', 'CD40LG', 'HRC', 'BEGAIN', 'CHODL', 'PAH', 'LOC285593', 'CXADRP3', 'GPR82', 'TTBK1', 'SLC25A34', 'CHST9', 'GABRB3', 'TTYH1', 'ADGRL3', 'APOBEC3A', 'MLLT4.AS1', 'HIST1H2BH', 'BRSK2', 'TRH', 'MAPK4', 'EPYC', 'DNASE1L2', 'ST8SIA2', 'CAMK4', 'DGCR5', 'C8ORF46', 'SLC35F3', 'IL17D', 'GPR63', 'CAPSL', 'GBP6', 'MUC15', 'ANKLE1', 'ROBO2', 'AIM1L', 'ASGR1', 'MYO15A', 'FAM201A', 'HAMP', 'PCDHA1', 'TNFSF11', 'CHKB.AS1', 'RMRP', 'DUSP9', 'FAM159A', 'NMU', 'NEK5', 'RHCE', 'DCLK3', 'PTX3', 'TDRD6', 'LYG1', 'KCNK17', 'LOC100132215', 'MTUS2', 'RUNDC3A', 'RRN3P1', 'C1QL3', 'UCKL1.AS1', 'CYP2E1', 'CYTL1', 'FOLR1', 'PNMA6A', 'LINC00961', 'ROPN1B', 'HBA1', 'LINC00689', 'RRN3P2', 'THSD7B', 'MT1L', 'XCL1', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'ATP13A4', 'CCR10', 'KIF19', 'DPEP1', 'IL1RL1', 'GLI1', 'KISS1R', 'IL24', 'ARRDC3.AS1', 'ZMAT4', 'TMEM150B', 'LIN7A', 'GPR173', 'TTLL9', 'NIPAL4', 'KIAA1210', 'PRRT4', 'RHBG', 'WBP2NL', 'A2ML1', 'GPR135', 'LOC90246', 'CBLN1', 'GNMT', 'PCDHB18P', 'DPF3', 'IL18RAP', 'CD300LB', 'B3GALT5', 'MAP7D2', 'CNTNAP3', 'RRAD', 'OXGR1', 'FIGF', 'DPY19L2P4', 'RAB39A', 'HIST1H1D', 'CACNA2D3', 'MS4A8', 'SLC5A8', 'LRRC24', 'AIM2', 'TRIM7', 'PON3', 'GABRB2', 'PCDH20', 'MASP2', 'TIFAB', 'KLK8', 'PHKG1', 'DNAH11', 'FOXN1', 'WFIKKN1', 'DCST2', 'LINC00669', 'WNT10A', 'FREM2', 'C19ORF45', 'CLCA2', 'GPR171', 'ANK1', 'CD19', 'CRB2', 'KCNB1', 'SLC26A3', 'LINC01465', 'SEPHS1P1', 'HIST1H2AG', 'UCA1', 'RASAL1', 'LINC00685', 'TYMSOS', 'TTC41P', 'ANO2', 'CD1E', 'NEURL3', 'COLCA1', 'MED12L', 'RIC3', 'CST2', 'LOC646999', 'PCDHGC5', 'HNRNPCL3', 'CLPSL1', 'SEC14L1P1', 'FAM182B', 'IL6', 'EYA1', 'NRXN1', 'MYEOV', 'MAPT.AS1', 'ARHGEF33', 'RAB3B', 'STXBP6', 'KCNRG', 'CXCR2', 'MSLN', 'CR2', 'KIF4B', 'PATL2', 'TDRD9', 'AJAP1', 'ZNF676', 'CLEC4F', 'LPAR4', 'VSTM2A', 'CLDN14', 'FNDC8', 'MAGEL2', 'TRABD2A', 'ABHD1', 'NDP', 'PDCD1', 'VIT', 'FAM43B', 'POU3F1', 'TSPAN32', 'SEZ6L', 'HAPLN1', 'C9ORF117', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04782361373877353
		RMSE:  0.460756629216985
		NRMSE:  0.11073218678610552
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07696826201632412
		RMSE:  0.4481222561682025
		NRMSE:  0.1422068596624151
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4501191620264231
		NRMSE:  0.10817571786263473
		MAPE:  418.8529054417374
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002447694094247499
		RMSE:  0.4323405014905614
		NRMSE:  0.13719868668778923
		MAPE:  185.65040333639752

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  3.6106276650267034e-15
		NRMSE:  8.677307534310751e-16
		MAPE:  9.838287944575239e-12
		Pearson Correlation:  0.16090486153464417
		Spearman Correlation:  0.21221960373570742
		Coefficient of Determination:  -0.9494388047940692
		RMSE:  0.6029063593411451
		NRMSE:  0.19132595815598663
		MAPE:  568.4137598586633

	Predictor:  ElasticNet
		Pearson Correlation:  0.7907315162129384
		Spearman Correlation:  0.7413787991498683
		Coefficient of Determination:  0.575919077951873
		RMSE:  0.29312433137553606
		NRMSE:  0.07044564560815575
		MAPE:  771.7675063193515
		Pearson Correlation:  0.35611051397423515
		Spearman Correlation:  0.3136273519619946
		Coefficient of Determination:  0.09993723662981902
		RMSE:  0.40966745018987294
		NRMSE:  0.13000363359668474
		MAPE:  316.1715822793307

	Predictor:  RandomForests
		Pearson Correlation:  0.5384312437096184
		Spearman Correlation:  0.563842675109649
		Coefficient of Determination:  0.2565866080287805
		RMSE:  0.3880991502335039
		NRMSE:  0.09327064413206054
		MAPE:  813.728936122638
		Pearson Correlation:  0.36804535362074503
		Spearman Correlation:  0.3259566827516553
		Coefficient of Determination:  0.1312139783161077
		RMSE:  0.40248664428681247
		NRMSE:  0.12772488077139263
		MAPE:  188.20302650525167

Protein:  CTNNB1
x_train_column_count:  1003
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'CATSPER3', 'MUC6', 'TUBA3E', 'GLDC', 'GRIK4', 'FIBCD1', 'CYP4F35P', 'C10ORF55', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'MAST1', 'SLC26A4', 'FBLL1', 'CACNA1F', 'XKRX', 'LINC00922', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ALG1L', 'ASB14', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'AQP5', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'CD300LG', 'TEKT2', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'GPR27', 'NBPF6', 'PLA2G10', 'MGAM', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'FCRL3', 'PTCHD4', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'PCDHGB3', 'TPSD1', 'DNASE1L3', 'FLG', 'GFRA2', 'C1GALT1C1L', 'IGFL2', 'SFTPD', 'GJB3', 'GPR158', 'ITPKA', 'FAM186B', 'PROC', 'ZBED2', 'GDF10', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'EGOT', 'LRRC31', 'ATP1A4', 'HCN2', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'SYT8', 'ADRA1B', 'CNGA1', 'SCGB3A1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'SLC28A3', 'PPP1R3G', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'HEPACAM2', 'METTL7B', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'ALOXE3', 'LRIT3', 'SGK2', 'GLIS1', 'ZNF843', 'S100A3', 'WNT2B', 'NR1I3', 'LINC00482', 'CCDC36', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'FCRL6', 'BCHE', 'CKMT2', 'DQX1', 'ABCA17P', 'FAM189A1', 'LPAR3', 'PITX2', 'NLRP12', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'C1ORF101', 'SLC6A20', 'FAM90A1', 'FAM95B1', 'ZNF835', 'CA3', 'CLDN9', 'OTOA', 'SPIB', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'PCSK1N', 'CLECL1', 'ULBP3', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'LINC01550', 'SCN2B', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'GSTM1', 'PCYT1B', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'CPEB1', 'JPH3', 'CAMP', 'LOC441455', 'LOC90768', 'OR7E91P', 'FLJ37201', 'RELN', 'IL12RB2', 'SCARA5', 'LBX2', 'FUT7', 'PLA2G5', 'RIMS1', 'CD177', 'IGSF5', 'KCNE1', 'HIST1H2BN', 'GPR18', 'ASTN1', 'SLC22A18AS', 'ZBED3.AS1', 'TUBB8', 'MNX1', 'HOXB13', 'ZC3H12D', 'TCHH', 'KCNE2', 'IRX4', 'C10ORF128', 'FAM135B', 'GAL', 'WDR72', 'BTBD8', 'CHRNA6', 'SP5', 'ONECUT2', 'CIDEA', 'SLC16A10', 'SCN7A', 'LINC01124', 'HOXB8', 'RSPH4A', 'MGC16142', 'CCDC183', 'ALB', 'SCART1', 'CELF5', 'GBP1P1', 'CCDC7', 'MGAT5B', 'DCSTAMP', 'YPEL4', 'GRIN2C', 'CXXC4', 'GPR3', 'CCDC153', 'SKIDA1', 'NIPAL1', 'HOXA11', 'SLC30A2', 'ATP13A5', 'SLC35F1', 'PYDC1', 'CXCR5', 'OBP2B', 'STRC', 'TNFRSF9', 'PCSK9', 'SRL', 'RPGRIP1', 'FOXJ1', 'PCAT18', 'WT1', 'LRP1B', 'NOXO1', 'PPP4R4', 'INSM1', 'CNNM1', 'GPR174', 'SLC18A2', 'MARCO', 'GPX2', 'DMRT3', 'C17ORF104', 'PCK1', 'SLC25A53', 'FOXD4', 'INHA', 'NOS2', 'KLHL14', 'FOXD1', 'AVPR2', 'ADH1C', 'COL23A1', 'CRISP3', 'IL20', 'LBP', 'TNFRSF17', 'BTLA', 'PKNOX2', 'GPLD1', 'CXCL2', 'MYBPC1', 'PARP15', 'GLOD5', 'C2ORF40', 'CST9', 'PFN1P2', 'SLCO4C1', 'BCL2L14', 'SLC23A1', 'STEAP1B', 'GPR55', 'AMH', 'VAT1L', 'VSIG2', 'ZNF98', 'SCN3A', 'CXCR2P1', 'ULBP2', 'DHRS4L1', 'HAP1', 'VGLL1', 'TPSG1', 'RNF212', 'CYSLTR2', 'ZNF454', 'ZNF488', 'FAM218A', 'FAM178B', 'SYN2', 'EMILIN3', 'TMEM105', 'DKK1', 'P2RX1', 'ORM1', 'DBIL5P', 'DPY19L2P2', 'IL23A', 'CRYM', 'SIGLEC17P', 'CXCL1', 'AMBP', 'PRKG2', 'LRRC2', 'FABP7', 'GPBAR1', 'SPDYE1', 'DEPDC4', 'SUCNR1', 'BRINP1', 'CTCFL', 'VWDE', 'BDKRB1', 'LRGUK', 'XIRP1', 'TENM1', 'FUT6', 'RERGL', 'BMPER', 'ADAMTS18', 'LINC00930', 'CECR2', 'RDM1', 'HCG27', 'CYP4F8', 'KIAA0319', 'CDR1', 'NUGGC', 'CLEC12A', 'PKD1L1', 'CBLN2', 'ECEL1', 'ABHD11.AS1', 'SEC14L5', 'WSCD2', 'FAM184B', 'SORCS1', 'SPESP1', 'PCDHGA3', 'SSUH2', 'FSCN2', 'FAM162B', 'DMRT2', 'ZNF732', 'CCL17', 'CTSG', 'RSPO1', 'TMEM217', 'GRIA3', 'GNB3', 'PIANP', 'HOXD4', 'RGS6', 'FLJ12825', 'CHRNB2', 'COL2A1', 'ADAM32', 'IL1R2', 'RNF175', 'SERPINA6', 'MT1A', 'ADAMTS19', 'PFKFB1', 'DIRC3', 'RASL10A', 'HECTD2.AS1', 'POM121L9P', 'SMIM5', 'CYP46A1', 'LRRC16B', 'PRSS21', 'ZNF804A', 'IGF2BP3', 'CAPN11', 'VIPR2', 'TBX21', 'CYSRT1', 'HIST1H2BE', 'TRAT1', 'GPR87', 'LOC100126784', 'PART1', 'FOXC2', 'HOGA1', 'SLC13A2', 'CA9', 'WIPF3', 'EMX1', 'ZSCAN1', 'HTR7', 'XKR9', 'SLC26A10', 'CEP83.AS1', 'ULBP1', 'HS3ST3B1', 'ZBTB16', 'CYP26A1', 'OTUD7A', 'TMSB15A', 'TMEM40', 'CITED1', 'MAPT.IT1', 'GZMM', 'WFDC3', 'FIRRE', 'ROPN1L', 'ANKK1', 'M1AP', 'PVALB', 'CDHR1', 'MYO3B', 'MRAP2', 'CRTAC1', 'INE2', 'SPAG17', 'RBM12B.AS1', 'TTC23L', 'RFX8', 'IGSF22', 'HEATR4', 'KCNT2', 'MROH7', 'PCDHA12', 'BTC', 'CFAP61', 'PYGM', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'ADGRF1', 'LRRC4B', 'CLEC4E', 'HPDL', 'OPCML', 'TMEM59L', 'MIA', 'CIDEC', 'SRSF12', 'CCBE1', 'B3GAT1', 'LINC00173', 'NWD1', 'IL11', 'TSPAN8', 'RNF182', 'NLRP7', 'FRMPD1', 'KLK6', 'KCNA6', 'GALNT13', 'ABCC6P2', 'FASLG', 'LOC613037', 'LSAMP', 'GAS2', 'DHDH', 'SMC1B', 'FAM83A', 'RFPL1S', 'COL28A1', 'SCN3B', 'C15ORF56', 'SLC6A14', 'PSORS1C1', 'SLC16A11', 'PTCHD1', 'ANO5', 'ADGRG2', 'C9ORF47', 'TUSC5', 'TMPRSS4', 'SLC24A5', 'RUFY4', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'KCNQ3', 'CYP4F12', 'LINC00908', 'LOC100133669', 'NBPF4', 'FAM157A', 'VENTX', 'MYOM2', 'EBF2', 'MAG', 'PTPRN', 'PCDHA5', 'DSCAML1', 'PLAC1', 'NKX3.2', 'DLX2', 'CNTN2', 'SYT6', 'SFTPA2', 'BRE.AS1', 'FAM19A2', 'CCNI2', 'DLX5', 'KLK7', 'ZBTB20', 'CDKN2B.AS1', 'GHRLOS', 'CD160', 'PTPRR', 'ABCC2', 'OR2W3', 'RYR3', 'SLC6A17', 'ABCD2', 'TFAP2E', 'CD1A', 'GRIA2', 'DEFB1', 'RGS9', 'CCDC144A', 'CDKL2', 'MYO16', 'CACNA1I', 'PWAR5', 'DCX', 'DLK2', 'GGT3P', 'SLC6A11', 'BTBD19', 'CHRFAM7A', 'WDR17', 'MMP12', 'MSMB', 'CABP4', 'TCEAL2', 'CHRNA10', 'FKBP1AP1', 'UNC13A', 'SLC39A2', 'XCL2', 'AGBL4', 'LY6H', 'S100A7', 'TUBAL3', 'SPAG8', 'TCN1', 'P2RY12', 'HRCT1', 'PCBP3', 'LINC00202.1', 'TM6SF2', 'ZNF727', 'ARL9', 'KCNH3', 'SNORD116.4', 'MAK', 'MPL', 'GRID2IP', 'SLC46A2', 'TCTEX1D1', 'NOX5', 'SYCE3', 'CD70', 'GPM6A', 'ELOVL3', 'TIGD4', 'JAKMIP1', 'SYCE2', 'ARMC3', 'PGLYRP2', 'GRIN2A', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'LONRF3', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'ACY3', 'AGAP7P', 'LRRC43', 'THPO', 'BEX1', 'LOC400927', 'PRPH2', 'ACHE', 'AKR1E2', 'KLK10', 'SCN9A', 'SCN2A', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'C6ORF52', 'TMEM145', 'VN1R1', 'CD40LG', 'HRC', 'BEGAIN', 'CHODL', 'PAH', 'LOC285593', 'CXADRP3', 'GPR82', 'TTBK1', 'SLC25A34', 'CHST9', 'GABRB3', 'TTYH1', 'ADGRL3', 'APOBEC3A', 'MLLT4.AS1', 'HIST1H2BH', 'BRSK2', 'TRH', 'MAPK4', 'EPYC', 'DNASE1L2', 'ST8SIA2', 'CAMK4', 'DGCR5', 'C8ORF46', 'SLC35F3', 'IL17D', 'GPR63', 'CAPSL', 'GBP6', 'MUC15', 'ANKLE1', 'ROBO2', 'AIM1L', 'ASGR1', 'MYO15A', 'FAM201A', 'HAMP', 'PCDHA1', 'TNFSF11', 'CHKB.AS1', 'RMRP', 'DUSP9', 'FAM159A', 'NMU', 'NEK5', 'RHCE', 'DCLK3', 'PTX3', 'TDRD6', 'LYG1', 'KCNK17', 'LOC100132215', 'MTUS2', 'RUNDC3A', 'RRN3P1', 'C1QL3', 'UCKL1.AS1', 'CYP2E1', 'CYTL1', 'FOLR1', 'PNMA6A', 'LINC00961', 'ROPN1B', 'HBA1', 'LINC00689', 'RRN3P2', 'THSD7B', 'MT1L', 'XCL1', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'ATP13A4', 'CCR10', 'KIF19', 'DPEP1', 'IL1RL1', 'GLI1', 'KISS1R', 'IL24', 'ARRDC3.AS1', 'ZMAT4', 'TMEM150B', 'LIN7A', 'GPR173', 'TTLL9', 'NIPAL4', 'KIAA1210', 'PRRT4', 'RHBG', 'WBP2NL', 'A2ML1', 'GPR135', 'LOC90246', 'CBLN1', 'GNMT', 'PCDHB18P', 'DPF3', 'IL18RAP', 'CD300LB', 'B3GALT5', 'MAP7D2', 'CNTNAP3', 'RRAD', 'OXGR1', 'FIGF', 'DPY19L2P4', 'RAB39A', 'HIST1H1D', 'CACNA2D3', 'MS4A8', 'SLC5A8', 'LRRC24', 'AIM2', 'TRIM7', 'PON3', 'GABRB2', 'PCDH20', 'MASP2', 'TIFAB', 'KLK8', 'PHKG1', 'DNAH11', 'FOXN1', 'WFIKKN1', 'DCST2', 'LINC00669', 'WNT10A', 'FREM2', 'C19ORF45', 'CLCA2', 'GPR171', 'ANK1', 'CD19', 'CRB2', 'KCNB1', 'SLC26A3', 'LINC01465', 'SEPHS1P1', 'HIST1H2AG', 'UCA1', 'RASAL1', 'LINC00685', 'TYMSOS', 'TTC41P', 'ANO2', 'CD1E', 'NEURL3', 'COLCA1', 'MED12L', 'RIC3', 'CST2', 'LOC646999', 'PCDHGC5', 'HNRNPCL3', 'CLPSL1', 'SEC14L1P1', 'FAM182B', 'IL6', 'EYA1', 'NRXN1', 'MYEOV', 'MAPT.AS1', 'ARHGEF33', 'RAB3B', 'STXBP6', 'KCNRG', 'CXCR2', 'MSLN', 'CR2', 'KIF4B', 'PATL2', 'TDRD9', 'AJAP1', 'ZNF676', 'CLEC4F', 'LPAR4', 'VSTM2A', 'CLDN14', 'FNDC8', 'MAGEL2', 'TRABD2A', 'ABHD1', 'NDP', 'PDCD1', 'VIT', 'FAM43B', 'POU3F1', 'TSPAN32', 'SEZ6L', 'HAPLN1', 'C9ORF117', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6170193939500923
		RMSE:  0.9046651382507068
		NRMSE:  0.21849703851094263
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09478783275970826
		RMSE:  0.8396248247596424
		NRMSE:  0.17652527641906535
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999422040781
		Coefficient of Determination:  1.0
		RMSE:  4.5875370093738166e-15
		NRMSE:  1.1079936743729633e-15
		MAPE:  4.30222922933859e-12
		Pearson Correlation:  0.3286924450560249
		Spearman Correlation:  0.2833227346974401
		Coefficient of Determination:  -0.3150075472785159
		RMSE:  0.920204626242026
		NRMSE:  0.19346661892229963
		MAPE:  808.7005554164218

	Predictor:  ElasticNet
		Pearson Correlation:  0.8721972429444789
		Spearman Correlation:  0.8622785753882817
		Coefficient of Determination:  0.7022909991677221
		RMSE:  0.38817380356963654
		NRMSE:  0.09375273006705549
		MAPE:  273.91306181557667
		Pearson Correlation:  0.3961901629476533
		Spearman Correlation:  0.3896233120113717
		Coefficient of Determination:  0.12748432051114678
		RMSE:  0.7495608753253816
		NRMSE:  0.15758995780955798
		MAPE:  371.0993044841623

	Predictor:  RandomForests
		Pearson Correlation:  0.5114579631740298
		Spearman Correlation:  0.5400712334757851
		Coefficient of Determination:  0.22361930870607516
		RMSE:  0.6268557349292109
		NRMSE:  0.15139980072679232
		MAPE:  643.071357489603
		Pearson Correlation:  0.26897288311776524
		Spearman Correlation:  0.31078941133929355
		Coefficient of Determination:  -0.01254677022424322
		RMSE:  0.8074726774251537
		NRMSE:  0.16976551119021815
		MAPE:  580.5240723211572

Protein:  CCNE1
x_train_column_count:  1003
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'CATSPER3', 'MUC6', 'TUBA3E', 'GLDC', 'GRIK4', 'FIBCD1', 'CYP4F35P', 'C10ORF55', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'MAST1', 'SLC26A4', 'FBLL1', 'CACNA1F', 'XKRX', 'LINC00922', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ALG1L', 'ASB14', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'AQP5', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'CD300LG', 'TEKT2', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'GPR27', 'NBPF6', 'PLA2G10', 'MGAM', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'FCRL3', 'PTCHD4', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'PCDHGB3', 'TPSD1', 'DNASE1L3', 'FLG', 'GFRA2', 'C1GALT1C1L', 'IGFL2', 'SFTPD', 'GJB3', 'GPR158', 'ITPKA', 'FAM186B', 'PROC', 'ZBED2', 'GDF10', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'EGOT', 'LRRC31', 'ATP1A4', 'HCN2', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'SYT8', 'ADRA1B', 'CNGA1', 'SCGB3A1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'SLC28A3', 'PPP1R3G', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'HEPACAM2', 'METTL7B', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'ALOXE3', 'LRIT3', 'SGK2', 'GLIS1', 'ZNF843', 'S100A3', 'WNT2B', 'NR1I3', 'LINC00482', 'CCDC36', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'FCRL6', 'BCHE', 'CKMT2', 'DQX1', 'ABCA17P', 'FAM189A1', 'LPAR3', 'PITX2', 'NLRP12', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'C1ORF101', 'SLC6A20', 'FAM90A1', 'FAM95B1', 'ZNF835', 'CA3', 'CLDN9', 'OTOA', 'SPIB', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'PCSK1N', 'CLECL1', 'ULBP3', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'LINC01550', 'SCN2B', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'GSTM1', 'PCYT1B', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'CPEB1', 'JPH3', 'CAMP', 'LOC441455', 'LOC90768', 'OR7E91P', 'FLJ37201', 'RELN', 'IL12RB2', 'SCARA5', 'LBX2', 'FUT7', 'PLA2G5', 'RIMS1', 'CD177', 'IGSF5', 'KCNE1', 'HIST1H2BN', 'GPR18', 'ASTN1', 'SLC22A18AS', 'ZBED3.AS1', 'TUBB8', 'MNX1', 'HOXB13', 'ZC3H12D', 'TCHH', 'KCNE2', 'IRX4', 'C10ORF128', 'FAM135B', 'GAL', 'WDR72', 'BTBD8', 'CHRNA6', 'SP5', 'ONECUT2', 'CIDEA', 'SLC16A10', 'SCN7A', 'LINC01124', 'HOXB8', 'RSPH4A', 'MGC16142', 'CCDC183', 'ALB', 'SCART1', 'CELF5', 'GBP1P1', 'CCDC7', 'MGAT5B', 'DCSTAMP', 'YPEL4', 'GRIN2C', 'CXXC4', 'GPR3', 'CCDC153', 'SKIDA1', 'NIPAL1', 'HOXA11', 'SLC30A2', 'ATP13A5', 'SLC35F1', 'PYDC1', 'CXCR5', 'OBP2B', 'STRC', 'TNFRSF9', 'PCSK9', 'SRL', 'RPGRIP1', 'FOXJ1', 'PCAT18', 'WT1', 'LRP1B', 'NOXO1', 'PPP4R4', 'INSM1', 'CNNM1', 'GPR174', 'SLC18A2', 'MARCO', 'GPX2', 'DMRT3', 'C17ORF104', 'PCK1', 'SLC25A53', 'FOXD4', 'INHA', 'NOS2', 'KLHL14', 'FOXD1', 'AVPR2', 'ADH1C', 'COL23A1', 'CRISP3', 'IL20', 'LBP', 'TNFRSF17', 'BTLA', 'PKNOX2', 'GPLD1', 'CXCL2', 'MYBPC1', 'PARP15', 'GLOD5', 'C2ORF40', 'CST9', 'PFN1P2', 'SLCO4C1', 'BCL2L14', 'SLC23A1', 'STEAP1B', 'GPR55', 'AMH', 'VAT1L', 'VSIG2', 'ZNF98', 'SCN3A', 'CXCR2P1', 'ULBP2', 'DHRS4L1', 'HAP1', 'VGLL1', 'TPSG1', 'RNF212', 'CYSLTR2', 'ZNF454', 'ZNF488', 'FAM218A', 'FAM178B', 'SYN2', 'EMILIN3', 'TMEM105', 'DKK1', 'P2RX1', 'ORM1', 'DBIL5P', 'DPY19L2P2', 'IL23A', 'CRYM', 'SIGLEC17P', 'CXCL1', 'AMBP', 'PRKG2', 'LRRC2', 'FABP7', 'GPBAR1', 'SPDYE1', 'DEPDC4', 'SUCNR1', 'BRINP1', 'CTCFL', 'VWDE', 'BDKRB1', 'LRGUK', 'XIRP1', 'TENM1', 'FUT6', 'RERGL', 'BMPER', 'ADAMTS18', 'LINC00930', 'CECR2', 'RDM1', 'HCG27', 'CYP4F8', 'KIAA0319', 'CDR1', 'NUGGC', 'CLEC12A', 'PKD1L1', 'CBLN2', 'ECEL1', 'ABHD11.AS1', 'SEC14L5', 'WSCD2', 'FAM184B', 'SORCS1', 'SPESP1', 'PCDHGA3', 'SSUH2', 'FSCN2', 'FAM162B', 'DMRT2', 'ZNF732', 'CCL17', 'CTSG', 'RSPO1', 'TMEM217', 'GRIA3', 'GNB3', 'PIANP', 'HOXD4', 'RGS6', 'FLJ12825', 'CHRNB2', 'COL2A1', 'ADAM32', 'IL1R2', 'RNF175', 'SERPINA6', 'MT1A', 'ADAMTS19', 'PFKFB1', 'DIRC3', 'RASL10A', 'HECTD2.AS1', 'POM121L9P', 'SMIM5', 'CYP46A1', 'LRRC16B', 'PRSS21', 'ZNF804A', 'IGF2BP3', 'CAPN11', 'VIPR2', 'TBX21', 'CYSRT1', 'HIST1H2BE', 'TRAT1', 'GPR87', 'LOC100126784', 'PART1', 'FOXC2', 'HOGA1', 'SLC13A2', 'CA9', 'WIPF3', 'EMX1', 'ZSCAN1', 'HTR7', 'XKR9', 'SLC26A10', 'CEP83.AS1', 'ULBP1', 'HS3ST3B1', 'ZBTB16', 'CYP26A1', 'OTUD7A', 'TMSB15A', 'TMEM40', 'CITED1', 'MAPT.IT1', 'GZMM', 'WFDC3', 'FIRRE', 'ROPN1L', 'ANKK1', 'M1AP', 'PVALB', 'CDHR1', 'MYO3B', 'MRAP2', 'CRTAC1', 'INE2', 'SPAG17', 'RBM12B.AS1', 'TTC23L', 'RFX8', 'IGSF22', 'HEATR4', 'KCNT2', 'MROH7', 'PCDHA12', 'BTC', 'CFAP61', 'PYGM', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'ADGRF1', 'LRRC4B', 'CLEC4E', 'HPDL', 'OPCML', 'TMEM59L', 'MIA', 'CIDEC', 'SRSF12', 'CCBE1', 'B3GAT1', 'LINC00173', 'NWD1', 'IL11', 'TSPAN8', 'RNF182', 'NLRP7', 'FRMPD1', 'KLK6', 'KCNA6', 'GALNT13', 'ABCC6P2', 'FASLG', 'LOC613037', 'LSAMP', 'GAS2', 'DHDH', 'SMC1B', 'FAM83A', 'RFPL1S', 'COL28A1', 'SCN3B', 'C15ORF56', 'SLC6A14', 'PSORS1C1', 'SLC16A11', 'PTCHD1', 'ANO5', 'ADGRG2', 'C9ORF47', 'TUSC5', 'TMPRSS4', 'SLC24A5', 'RUFY4', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'KCNQ3', 'CYP4F12', 'LINC00908', 'LOC100133669', 'NBPF4', 'FAM157A', 'VENTX', 'MYOM2', 'EBF2', 'MAG', 'PTPRN', 'PCDHA5', 'DSCAML1', 'PLAC1', 'NKX3.2', 'DLX2', 'CNTN2', 'SYT6', 'SFTPA2', 'BRE.AS1', 'FAM19A2', 'CCNI2', 'DLX5', 'KLK7', 'ZBTB20', 'CDKN2B.AS1', 'GHRLOS', 'CD160', 'PTPRR', 'ABCC2', 'OR2W3', 'RYR3', 'SLC6A17', 'ABCD2', 'TFAP2E', 'CD1A', 'GRIA2', 'DEFB1', 'RGS9', 'CCDC144A', 'CDKL2', 'MYO16', 'CACNA1I', 'PWAR5', 'DCX', 'DLK2', 'GGT3P', 'SLC6A11', 'BTBD19', 'CHRFAM7A', 'WDR17', 'MMP12', 'MSMB', 'CABP4', 'TCEAL2', 'CHRNA10', 'FKBP1AP1', 'UNC13A', 'SLC39A2', 'XCL2', 'AGBL4', 'LY6H', 'S100A7', 'TUBAL3', 'SPAG8', 'TCN1', 'P2RY12', 'HRCT1', 'PCBP3', 'LINC00202.1', 'TM6SF2', 'ZNF727', 'ARL9', 'KCNH3', 'SNORD116.4', 'MAK', 'MPL', 'GRID2IP', 'SLC46A2', 'TCTEX1D1', 'NOX5', 'SYCE3', 'CD70', 'GPM6A', 'ELOVL3', 'TIGD4', 'JAKMIP1', 'SYCE2', 'ARMC3', 'PGLYRP2', 'GRIN2A', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'LONRF3', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'ACY3', 'AGAP7P', 'LRRC43', 'THPO', 'BEX1', 'LOC400927', 'PRPH2', 'ACHE', 'AKR1E2', 'KLK10', 'SCN9A', 'SCN2A', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'C6ORF52', 'TMEM145', 'VN1R1', 'CD40LG', 'HRC', 'BEGAIN', 'CHODL', 'PAH', 'LOC285593', 'CXADRP3', 'GPR82', 'TTBK1', 'SLC25A34', 'CHST9', 'GABRB3', 'TTYH1', 'ADGRL3', 'APOBEC3A', 'MLLT4.AS1', 'HIST1H2BH', 'BRSK2', 'TRH', 'MAPK4', 'EPYC', 'DNASE1L2', 'ST8SIA2', 'CAMK4', 'DGCR5', 'C8ORF46', 'SLC35F3', 'IL17D', 'GPR63', 'CAPSL', 'GBP6', 'MUC15', 'ANKLE1', 'ROBO2', 'AIM1L', 'ASGR1', 'MYO15A', 'FAM201A', 'HAMP', 'PCDHA1', 'TNFSF11', 'CHKB.AS1', 'RMRP', 'DUSP9', 'FAM159A', 'NMU', 'NEK5', 'RHCE', 'DCLK3', 'PTX3', 'TDRD6', 'LYG1', 'KCNK17', 'LOC100132215', 'MTUS2', 'RUNDC3A', 'RRN3P1', 'C1QL3', 'UCKL1.AS1', 'CYP2E1', 'CYTL1', 'FOLR1', 'PNMA6A', 'LINC00961', 'ROPN1B', 'HBA1', 'LINC00689', 'RRN3P2', 'THSD7B', 'MT1L', 'XCL1', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'ATP13A4', 'CCR10', 'KIF19', 'DPEP1', 'IL1RL1', 'GLI1', 'KISS1R', 'IL24', 'ARRDC3.AS1', 'ZMAT4', 'TMEM150B', 'LIN7A', 'GPR173', 'TTLL9', 'NIPAL4', 'KIAA1210', 'PRRT4', 'RHBG', 'WBP2NL', 'A2ML1', 'GPR135', 'LOC90246', 'CBLN1', 'GNMT', 'PCDHB18P', 'DPF3', 'IL18RAP', 'CD300LB', 'B3GALT5', 'MAP7D2', 'CNTNAP3', 'RRAD', 'OXGR1', 'FIGF', 'DPY19L2P4', 'RAB39A', 'HIST1H1D', 'CACNA2D3', 'MS4A8', 'SLC5A8', 'LRRC24', 'AIM2', 'TRIM7', 'PON3', 'GABRB2', 'PCDH20', 'MASP2', 'TIFAB', 'KLK8', 'PHKG1', 'DNAH11', 'FOXN1', 'WFIKKN1', 'DCST2', 'LINC00669', 'WNT10A', 'FREM2', 'C19ORF45', 'CLCA2', 'GPR171', 'ANK1', 'CD19', 'CRB2', 'KCNB1', 'SLC26A3', 'LINC01465', 'SEPHS1P1', 'HIST1H2AG', 'UCA1', 'RASAL1', 'LINC00685', 'TYMSOS', 'TTC41P', 'ANO2', 'CD1E', 'NEURL3', 'COLCA1', 'MED12L', 'RIC3', 'CST2', 'LOC646999', 'PCDHGC5', 'HNRNPCL3', 'CLPSL1', 'SEC14L1P1', 'FAM182B', 'IL6', 'EYA1', 'NRXN1', 'MYEOV', 'MAPT.AS1', 'ARHGEF33', 'RAB3B', 'STXBP6', 'KCNRG', 'CXCR2', 'MSLN', 'CR2', 'KIF4B', 'PATL2', 'TDRD9', 'AJAP1', 'ZNF676', 'CLEC4F', 'LPAR4', 'VSTM2A', 'CLDN14', 'FNDC8', 'MAGEL2', 'TRABD2A', 'ABHD1', 'NDP', 'PDCD1', 'VIT', 'FAM43B', 'POU3F1', 'TSPAN32', 'SEZ6L', 'HAPLN1', 'C9ORF117', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4688329016852353
		RMSE:  0.7931748470731899
		NRMSE:  0.19141705409976348
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.186170633384966
		RMSE:  0.8069776954058596
		NRMSE:  0.32929800677624244
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5048043460690237
		NRMSE:  0.12182453992060809
		MAPE:  103.07374645056161
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01570191691728584
		RMSE:  0.4556277343037054
		NRMSE:  0.18592497115143453
		MAPE:  142.6844229696492

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.297515987635135e-15
		NRMSE:  5.544600206663453e-16
		MAPE:  4.622868672706835e-13
		Pearson Correlation:  0.5852595499698928
		Spearman Correlation:  0.4391850272447288
		Coefficient of Determination:  -0.05972874908796566
		RMSE:  0.4653978515383247
		NRMSE:  0.18991179773864553
		MAPE:  125.7894603444567

	Predictor:  ElasticNet
		Pearson Correlation:  0.8568459843740248
		Spearman Correlation:  0.7662266766008863
		Coefficient of Determination:  0.706470601095033
		RMSE:  0.273494683146893
		NRMSE:  0.06600252990006347
		MAPE:  47.94913342363864
		Pearson Correlation:  0.7336575608317948
		Spearman Correlation:  0.5848077906208307
		Coefficient of Determination:  0.5315552673002093
		RMSE:  0.3094255673418208
		NRMSE:  0.1262652278388235
		MAPE:  81.44538341834587

	Predictor:  RandomForests
		Pearson Correlation:  0.6479860753667811
		Spearman Correlation:  0.6017079696220019
		Coefficient of Determination:  0.3917705699127322
		RMSE:  0.3936921909151702
		NRMSE:  0.09500981994718977
		MAPE:  69.15312501342795
		Pearson Correlation:  0.6110011257705447
		Spearman Correlation:  0.5140687539744885
		Coefficient of Determination:  0.3526062073430789
		RMSE:  0.3637569346058403
		NRMSE:  0.14843586656567384
		MAPE:  93.6576670772787

Protein:  CCND1
x_train_column_count:  1003
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'CATSPER3', 'MUC6', 'TUBA3E', 'GLDC', 'GRIK4', 'FIBCD1', 'CYP4F35P', 'C10ORF55', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'MAST1', 'SLC26A4', 'FBLL1', 'CACNA1F', 'XKRX', 'LINC00922', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ALG1L', 'ASB14', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'AQP5', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'CD300LG', 'TEKT2', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'GPR27', 'NBPF6', 'PLA2G10', 'MGAM', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'FCRL3', 'PTCHD4', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'PCDHGB3', 'TPSD1', 'DNASE1L3', 'FLG', 'GFRA2', 'C1GALT1C1L', 'IGFL2', 'SFTPD', 'GJB3', 'GPR158', 'ITPKA', 'FAM186B', 'PROC', 'ZBED2', 'GDF10', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'EGOT', 'LRRC31', 'ATP1A4', 'HCN2', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'SYT8', 'ADRA1B', 'CNGA1', 'SCGB3A1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'SLC28A3', 'PPP1R3G', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'HEPACAM2', 'METTL7B', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'ALOXE3', 'LRIT3', 'SGK2', 'GLIS1', 'ZNF843', 'S100A3', 'WNT2B', 'NR1I3', 'LINC00482', 'CCDC36', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'FCRL6', 'BCHE', 'CKMT2', 'DQX1', 'ABCA17P', 'FAM189A1', 'LPAR3', 'PITX2', 'NLRP12', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'C1ORF101', 'SLC6A20', 'FAM90A1', 'FAM95B1', 'ZNF835', 'CA3', 'CLDN9', 'OTOA', 'SPIB', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'PCSK1N', 'CLECL1', 'ULBP3', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'LINC01550', 'SCN2B', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'GSTM1', 'PCYT1B', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'CPEB1', 'JPH3', 'CAMP', 'LOC441455', 'LOC90768', 'OR7E91P', 'FLJ37201', 'RELN', 'IL12RB2', 'SCARA5', 'LBX2', 'FUT7', 'PLA2G5', 'RIMS1', 'CD177', 'IGSF5', 'KCNE1', 'HIST1H2BN', 'GPR18', 'ASTN1', 'SLC22A18AS', 'ZBED3.AS1', 'TUBB8', 'MNX1', 'HOXB13', 'ZC3H12D', 'TCHH', 'KCNE2', 'IRX4', 'C10ORF128', 'FAM135B', 'GAL', 'WDR72', 'BTBD8', 'CHRNA6', 'SP5', 'ONECUT2', 'CIDEA', 'SLC16A10', 'SCN7A', 'LINC01124', 'HOXB8', 'RSPH4A', 'MGC16142', 'CCDC183', 'ALB', 'SCART1', 'CELF5', 'GBP1P1', 'CCDC7', 'MGAT5B', 'DCSTAMP', 'YPEL4', 'GRIN2C', 'CXXC4', 'GPR3', 'CCDC153', 'SKIDA1', 'NIPAL1', 'HOXA11', 'SLC30A2', 'ATP13A5', 'SLC35F1', 'PYDC1', 'CXCR5', 'OBP2B', 'STRC', 'TNFRSF9', 'PCSK9', 'SRL', 'RPGRIP1', 'FOXJ1', 'PCAT18', 'WT1', 'LRP1B', 'NOXO1', 'PPP4R4', 'INSM1', 'CNNM1', 'GPR174', 'SLC18A2', 'MARCO', 'GPX2', 'DMRT3', 'C17ORF104', 'PCK1', 'SLC25A53', 'FOXD4', 'INHA', 'NOS2', 'KLHL14', 'FOXD1', 'AVPR2', 'ADH1C', 'COL23A1', 'CRISP3', 'IL20', 'LBP', 'TNFRSF17', 'BTLA', 'PKNOX2', 'GPLD1', 'CXCL2', 'MYBPC1', 'PARP15', 'GLOD5', 'C2ORF40', 'CST9', 'PFN1P2', 'SLCO4C1', 'BCL2L14', 'SLC23A1', 'STEAP1B', 'GPR55', 'AMH', 'VAT1L', 'VSIG2', 'ZNF98', 'SCN3A', 'CXCR2P1', 'ULBP2', 'DHRS4L1', 'HAP1', 'VGLL1', 'TPSG1', 'RNF212', 'CYSLTR2', 'ZNF454', 'ZNF488', 'FAM218A', 'FAM178B', 'SYN2', 'EMILIN3', 'TMEM105', 'DKK1', 'P2RX1', 'ORM1', 'DBIL5P', 'DPY19L2P2', 'IL23A', 'CRYM', 'SIGLEC17P', 'CXCL1', 'AMBP', 'PRKG2', 'LRRC2', 'FABP7', 'GPBAR1', 'SPDYE1', 'DEPDC4', 'SUCNR1', 'BRINP1', 'CTCFL', 'VWDE', 'BDKRB1', 'LRGUK', 'XIRP1', 'TENM1', 'FUT6', 'RERGL', 'BMPER', 'ADAMTS18', 'LINC00930', 'CECR2', 'RDM1', 'HCG27', 'CYP4F8', 'KIAA0319', 'CDR1', 'NUGGC', 'CLEC12A', 'PKD1L1', 'CBLN2', 'ECEL1', 'ABHD11.AS1', 'SEC14L5', 'WSCD2', 'FAM184B', 'SORCS1', 'SPESP1', 'PCDHGA3', 'SSUH2', 'FSCN2', 'FAM162B', 'DMRT2', 'ZNF732', 'CCL17', 'CTSG', 'RSPO1', 'TMEM217', 'GRIA3', 'GNB3', 'PIANP', 'HOXD4', 'RGS6', 'FLJ12825', 'CHRNB2', 'COL2A1', 'ADAM32', 'IL1R2', 'RNF175', 'SERPINA6', 'MT1A', 'ADAMTS19', 'PFKFB1', 'DIRC3', 'RASL10A', 'HECTD2.AS1', 'POM121L9P', 'SMIM5', 'CYP46A1', 'LRRC16B', 'PRSS21', 'ZNF804A', 'IGF2BP3', 'CAPN11', 'VIPR2', 'TBX21', 'CYSRT1', 'HIST1H2BE', 'TRAT1', 'GPR87', 'LOC100126784', 'PART1', 'FOXC2', 'HOGA1', 'SLC13A2', 'CA9', 'WIPF3', 'EMX1', 'ZSCAN1', 'HTR7', 'XKR9', 'SLC26A10', 'CEP83.AS1', 'ULBP1', 'HS3ST3B1', 'ZBTB16', 'CYP26A1', 'OTUD7A', 'TMSB15A', 'TMEM40', 'CITED1', 'MAPT.IT1', 'GZMM', 'WFDC3', 'FIRRE', 'ROPN1L', 'ANKK1', 'M1AP', 'PVALB', 'CDHR1', 'MYO3B', 'MRAP2', 'CRTAC1', 'INE2', 'SPAG17', 'RBM12B.AS1', 'TTC23L', 'RFX8', 'IGSF22', 'HEATR4', 'KCNT2', 'MROH7', 'PCDHA12', 'BTC', 'CFAP61', 'PYGM', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'ADGRF1', 'LRRC4B', 'CLEC4E', 'HPDL', 'OPCML', 'TMEM59L', 'MIA', 'CIDEC', 'SRSF12', 'CCBE1', 'B3GAT1', 'LINC00173', 'NWD1', 'IL11', 'TSPAN8', 'RNF182', 'NLRP7', 'FRMPD1', 'KLK6', 'KCNA6', 'GALNT13', 'ABCC6P2', 'FASLG', 'LOC613037', 'LSAMP', 'GAS2', 'DHDH', 'SMC1B', 'FAM83A', 'RFPL1S', 'COL28A1', 'SCN3B', 'C15ORF56', 'SLC6A14', 'PSORS1C1', 'SLC16A11', 'PTCHD1', 'ANO5', 'ADGRG2', 'C9ORF47', 'TUSC5', 'TMPRSS4', 'SLC24A5', 'RUFY4', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'KCNQ3', 'CYP4F12', 'LINC00908', 'LOC100133669', 'NBPF4', 'FAM157A', 'VENTX', 'MYOM2', 'EBF2', 'MAG', 'PTPRN', 'PCDHA5', 'DSCAML1', 'PLAC1', 'NKX3.2', 'DLX2', 'CNTN2', 'SYT6', 'SFTPA2', 'BRE.AS1', 'FAM19A2', 'CCNI2', 'DLX5', 'KLK7', 'ZBTB20', 'CDKN2B.AS1', 'GHRLOS', 'CD160', 'PTPRR', 'ABCC2', 'OR2W3', 'RYR3', 'SLC6A17', 'ABCD2', 'TFAP2E', 'CD1A', 'GRIA2', 'DEFB1', 'RGS9', 'CCDC144A', 'CDKL2', 'MYO16', 'CACNA1I', 'PWAR5', 'DCX', 'DLK2', 'GGT3P', 'SLC6A11', 'BTBD19', 'CHRFAM7A', 'WDR17', 'MMP12', 'MSMB', 'CABP4', 'TCEAL2', 'CHRNA10', 'FKBP1AP1', 'UNC13A', 'SLC39A2', 'XCL2', 'AGBL4', 'LY6H', 'S100A7', 'TUBAL3', 'SPAG8', 'TCN1', 'P2RY12', 'HRCT1', 'PCBP3', 'LINC00202.1', 'TM6SF2', 'ZNF727', 'ARL9', 'KCNH3', 'SNORD116.4', 'MAK', 'MPL', 'GRID2IP', 'SLC46A2', 'TCTEX1D1', 'NOX5', 'SYCE3', 'CD70', 'GPM6A', 'ELOVL3', 'TIGD4', 'JAKMIP1', 'SYCE2', 'ARMC3', 'PGLYRP2', 'GRIN2A', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'LONRF3', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'ACY3', 'AGAP7P', 'LRRC43', 'THPO', 'BEX1', 'LOC400927', 'PRPH2', 'ACHE', 'AKR1E2', 'KLK10', 'SCN9A', 'SCN2A', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'C6ORF52', 'TMEM145', 'VN1R1', 'CD40LG', 'HRC', 'BEGAIN', 'CHODL', 'PAH', 'LOC285593', 'CXADRP3', 'GPR82', 'TTBK1', 'SLC25A34', 'CHST9', 'GABRB3', 'TTYH1', 'ADGRL3', 'APOBEC3A', 'MLLT4.AS1', 'HIST1H2BH', 'BRSK2', 'TRH', 'MAPK4', 'EPYC', 'DNASE1L2', 'ST8SIA2', 'CAMK4', 'DGCR5', 'C8ORF46', 'SLC35F3', 'IL17D', 'GPR63', 'CAPSL', 'GBP6', 'MUC15', 'ANKLE1', 'ROBO2', 'AIM1L', 'ASGR1', 'MYO15A', 'FAM201A', 'HAMP', 'PCDHA1', 'TNFSF11', 'CHKB.AS1', 'RMRP', 'DUSP9', 'FAM159A', 'NMU', 'NEK5', 'RHCE', 'DCLK3', 'PTX3', 'TDRD6', 'LYG1', 'KCNK17', 'LOC100132215', 'MTUS2', 'RUNDC3A', 'RRN3P1', 'C1QL3', 'UCKL1.AS1', 'CYP2E1', 'CYTL1', 'FOLR1', 'PNMA6A', 'LINC00961', 'ROPN1B', 'HBA1', 'LINC00689', 'RRN3P2', 'THSD7B', 'MT1L', 'XCL1', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'ATP13A4', 'CCR10', 'KIF19', 'DPEP1', 'IL1RL1', 'GLI1', 'KISS1R', 'IL24', 'ARRDC3.AS1', 'ZMAT4', 'TMEM150B', 'LIN7A', 'GPR173', 'TTLL9', 'NIPAL4', 'KIAA1210', 'PRRT4', 'RHBG', 'WBP2NL', 'A2ML1', 'GPR135', 'LOC90246', 'CBLN1', 'GNMT', 'PCDHB18P', 'DPF3', 'IL18RAP', 'CD300LB', 'B3GALT5', 'MAP7D2', 'CNTNAP3', 'RRAD', 'OXGR1', 'FIGF', 'DPY19L2P4', 'RAB39A', 'HIST1H1D', 'CACNA2D3', 'MS4A8', 'SLC5A8', 'LRRC24', 'AIM2', 'TRIM7', 'PON3', 'GABRB2', 'PCDH20', 'MASP2', 'TIFAB', 'KLK8', 'PHKG1', 'DNAH11', 'FOXN1', 'WFIKKN1', 'DCST2', 'LINC00669', 'WNT10A', 'FREM2', 'C19ORF45', 'CLCA2', 'GPR171', 'ANK1', 'CD19', 'CRB2', 'KCNB1', 'SLC26A3', 'LINC01465', 'SEPHS1P1', 'HIST1H2AG', 'UCA1', 'RASAL1', 'LINC00685', 'TYMSOS', 'TTC41P', 'ANO2', 'CD1E', 'NEURL3', 'COLCA1', 'MED12L', 'RIC3', 'CST2', 'LOC646999', 'PCDHGC5', 'HNRNPCL3', 'CLPSL1', 'SEC14L1P1', 'FAM182B', 'IL6', 'EYA1', 'NRXN1', 'MYEOV', 'MAPT.AS1', 'ARHGEF33', 'RAB3B', 'STXBP6', 'KCNRG', 'CXCR2', 'MSLN', 'CR2', 'KIF4B', 'PATL2', 'TDRD9', 'AJAP1', 'ZNF676', 'CLEC4F', 'LPAR4', 'VSTM2A', 'CLDN14', 'FNDC8', 'MAGEL2', 'TRABD2A', 'ABHD1', 'NDP', 'PDCD1', 'VIT', 'FAM43B', 'POU3F1', 'TSPAN32', 'SEZ6L', 'HAPLN1', 'C9ORF117', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47371951525638445
		RMSE:  0.2917253166285864
		NRMSE:  0.18637975276867558
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47112550847095647
		RMSE:  0.27775626016480953
		NRMSE:  0.17517423067911803
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.3737421789528172e-15
		NRMSE:  8.776671515523806e-16
		MAPE:  3.8685042973640666e-12
		Pearson Correlation:  0.1257678678990163
		Spearman Correlation:  0.10889661965859924
		Coefficient of Determination:  -1.1593281819591592
		RMSE:  0.3365102672180033
		NRMSE:  0.21222897781155609
		MAPE:  618.6348338390383

	Predictor:  ElasticNet
		Pearson Correlation:  0.6197608037358658
		Spearman Correlation:  0.6240442433163544
		Coefficient of Determination:  0.3032685838046709
		RMSE:  0.20058543721484537
		NRMSE:  0.12815159352349534
		MAPE:  478.8147305256241
		Pearson Correlation:  0.22439320213061031
		Spearman Correlation:  0.20909238269803865
		Coefficient of Determination:  0.03911602887328114
		RMSE:  0.2244783530776945
		NRMSE:  0.1415731288330566
		MAPE:  474.2428824446951

	Predictor:  RandomForests
		Pearson Correlation:  0.5238343241070503
		Spearman Correlation:  0.5492924642712363
		Coefficient of Determination:  0.16037283500583066
		RMSE:  0.2201962624849756
		NRMSE:  0.1406807110086605
		MAPE:  557.1211428886807
		Pearson Correlation:  0.2351382186453758
		Spearman Correlation:  0.20723699796755574
		Coefficient of Determination:  0.045021664559768526
		RMSE:  0.2237874629027218
		NRMSE:  0.14113740092250368
		MAPE:  521.7099686588635

Protein:  ERBB2
x_train_column_count:  1003
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'CATSPER3', 'MUC6', 'TUBA3E', 'GLDC', 'GRIK4', 'FIBCD1', 'CYP4F35P', 'C10ORF55', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'MAST1', 'SLC26A4', 'FBLL1', 'CACNA1F', 'XKRX', 'LINC00922', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ALG1L', 'ASB14', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'AQP5', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'CD300LG', 'TEKT2', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'GPR27', 'NBPF6', 'PLA2G10', 'MGAM', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'FCRL3', 'PTCHD4', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'PCDHGB3', 'TPSD1', 'DNASE1L3', 'FLG', 'GFRA2', 'C1GALT1C1L', 'IGFL2', 'SFTPD', 'GJB3', 'GPR158', 'ITPKA', 'FAM186B', 'PROC', 'ZBED2', 'GDF10', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'EGOT', 'LRRC31', 'ATP1A4', 'HCN2', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'SYT8', 'ADRA1B', 'CNGA1', 'SCGB3A1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'SLC28A3', 'PPP1R3G', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'HEPACAM2', 'METTL7B', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'ALOXE3', 'LRIT3', 'SGK2', 'GLIS1', 'ZNF843', 'S100A3', 'WNT2B', 'NR1I3', 'LINC00482', 'CCDC36', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'FCRL6', 'BCHE', 'CKMT2', 'DQX1', 'ABCA17P', 'FAM189A1', 'LPAR3', 'PITX2', 'NLRP12', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'C1ORF101', 'SLC6A20', 'FAM90A1', 'FAM95B1', 'ZNF835', 'CA3', 'CLDN9', 'OTOA', 'SPIB', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'PCSK1N', 'CLECL1', 'ULBP3', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'LINC01550', 'SCN2B', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'GSTM1', 'PCYT1B', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'CPEB1', 'JPH3', 'CAMP', 'LOC441455', 'LOC90768', 'OR7E91P', 'FLJ37201', 'RELN', 'IL12RB2', 'SCARA5', 'LBX2', 'FUT7', 'PLA2G5', 'RIMS1', 'CD177', 'IGSF5', 'KCNE1', 'HIST1H2BN', 'GPR18', 'ASTN1', 'SLC22A18AS', 'ZBED3.AS1', 'TUBB8', 'MNX1', 'HOXB13', 'ZC3H12D', 'TCHH', 'KCNE2', 'IRX4', 'C10ORF128', 'FAM135B', 'GAL', 'WDR72', 'BTBD8', 'CHRNA6', 'SP5', 'ONECUT2', 'CIDEA', 'SLC16A10', 'SCN7A', 'LINC01124', 'HOXB8', 'RSPH4A', 'MGC16142', 'CCDC183', 'ALB', 'SCART1', 'CELF5', 'GBP1P1', 'CCDC7', 'MGAT5B', 'DCSTAMP', 'YPEL4', 'GRIN2C', 'CXXC4', 'GPR3', 'CCDC153', 'SKIDA1', 'NIPAL1', 'HOXA11', 'SLC30A2', 'ATP13A5', 'SLC35F1', 'PYDC1', 'CXCR5', 'OBP2B', 'STRC', 'TNFRSF9', 'PCSK9', 'SRL', 'RPGRIP1', 'FOXJ1', 'PCAT18', 'WT1', 'LRP1B', 'NOXO1', 'PPP4R4', 'INSM1', 'CNNM1', 'GPR174', 'SLC18A2', 'MARCO', 'GPX2', 'DMRT3', 'C17ORF104', 'PCK1', 'SLC25A53', 'FOXD4', 'INHA', 'NOS2', 'KLHL14', 'FOXD1', 'AVPR2', 'ADH1C', 'COL23A1', 'CRISP3', 'IL20', 'LBP', 'TNFRSF17', 'BTLA', 'PKNOX2', 'GPLD1', 'CXCL2', 'MYBPC1', 'PARP15', 'GLOD5', 'C2ORF40', 'CST9', 'PFN1P2', 'SLCO4C1', 'BCL2L14', 'SLC23A1', 'STEAP1B', 'GPR55', 'AMH', 'VAT1L', 'VSIG2', 'ZNF98', 'SCN3A', 'CXCR2P1', 'ULBP2', 'DHRS4L1', 'HAP1', 'VGLL1', 'TPSG1', 'RNF212', 'CYSLTR2', 'ZNF454', 'ZNF488', 'FAM218A', 'FAM178B', 'SYN2', 'EMILIN3', 'TMEM105', 'DKK1', 'P2RX1', 'ORM1', 'DBIL5P', 'DPY19L2P2', 'IL23A', 'CRYM', 'SIGLEC17P', 'CXCL1', 'AMBP', 'PRKG2', 'LRRC2', 'FABP7', 'GPBAR1', 'SPDYE1', 'DEPDC4', 'SUCNR1', 'BRINP1', 'CTCFL', 'VWDE', 'BDKRB1', 'LRGUK', 'XIRP1', 'TENM1', 'FUT6', 'RERGL', 'BMPER', 'ADAMTS18', 'LINC00930', 'CECR2', 'RDM1', 'HCG27', 'CYP4F8', 'KIAA0319', 'CDR1', 'NUGGC', 'CLEC12A', 'PKD1L1', 'CBLN2', 'ECEL1', 'ABHD11.AS1', 'SEC14L5', 'WSCD2', 'FAM184B', 'SORCS1', 'SPESP1', 'PCDHGA3', 'SSUH2', 'FSCN2', 'FAM162B', 'DMRT2', 'ZNF732', 'CCL17', 'CTSG', 'RSPO1', 'TMEM217', 'GRIA3', 'GNB3', 'PIANP', 'HOXD4', 'RGS6', 'FLJ12825', 'CHRNB2', 'COL2A1', 'ADAM32', 'IL1R2', 'RNF175', 'SERPINA6', 'MT1A', 'ADAMTS19', 'PFKFB1', 'DIRC3', 'RASL10A', 'HECTD2.AS1', 'POM121L9P', 'SMIM5', 'CYP46A1', 'LRRC16B', 'PRSS21', 'ZNF804A', 'IGF2BP3', 'CAPN11', 'VIPR2', 'TBX21', 'CYSRT1', 'HIST1H2BE', 'TRAT1', 'GPR87', 'LOC100126784', 'PART1', 'FOXC2', 'HOGA1', 'SLC13A2', 'CA9', 'WIPF3', 'EMX1', 'ZSCAN1', 'HTR7', 'XKR9', 'SLC26A10', 'CEP83.AS1', 'ULBP1', 'HS3ST3B1', 'ZBTB16', 'CYP26A1', 'OTUD7A', 'TMSB15A', 'TMEM40', 'CITED1', 'MAPT.IT1', 'GZMM', 'WFDC3', 'FIRRE', 'ROPN1L', 'ANKK1', 'M1AP', 'PVALB', 'CDHR1', 'MYO3B', 'MRAP2', 'CRTAC1', 'INE2', 'SPAG17', 'RBM12B.AS1', 'TTC23L', 'RFX8', 'IGSF22', 'HEATR4', 'KCNT2', 'MROH7', 'PCDHA12', 'BTC', 'CFAP61', 'PYGM', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'ADGRF1', 'LRRC4B', 'CLEC4E', 'HPDL', 'OPCML', 'TMEM59L', 'MIA', 'CIDEC', 'SRSF12', 'CCBE1', 'B3GAT1', 'LINC00173', 'NWD1', 'IL11', 'TSPAN8', 'RNF182', 'NLRP7', 'FRMPD1', 'KLK6', 'KCNA6', 'GALNT13', 'ABCC6P2', 'FASLG', 'LOC613037', 'LSAMP', 'GAS2', 'DHDH', 'SMC1B', 'FAM83A', 'RFPL1S', 'COL28A1', 'SCN3B', 'C15ORF56', 'SLC6A14', 'PSORS1C1', 'SLC16A11', 'PTCHD1', 'ANO5', 'ADGRG2', 'C9ORF47', 'TUSC5', 'TMPRSS4', 'SLC24A5', 'RUFY4', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'KCNQ3', 'CYP4F12', 'LINC00908', 'LOC100133669', 'NBPF4', 'FAM157A', 'VENTX', 'MYOM2', 'EBF2', 'MAG', 'PTPRN', 'PCDHA5', 'DSCAML1', 'PLAC1', 'NKX3.2', 'DLX2', 'CNTN2', 'SYT6', 'SFTPA2', 'BRE.AS1', 'FAM19A2', 'CCNI2', 'DLX5', 'KLK7', 'ZBTB20', 'CDKN2B.AS1', 'GHRLOS', 'CD160', 'PTPRR', 'ABCC2', 'OR2W3', 'RYR3', 'SLC6A17', 'ABCD2', 'TFAP2E', 'CD1A', 'GRIA2', 'DEFB1', 'RGS9', 'CCDC144A', 'CDKL2', 'MYO16', 'CACNA1I', 'PWAR5', 'DCX', 'DLK2', 'GGT3P', 'SLC6A11', 'BTBD19', 'CHRFAM7A', 'WDR17', 'MMP12', 'MSMB', 'CABP4', 'TCEAL2', 'CHRNA10', 'FKBP1AP1', 'UNC13A', 'SLC39A2', 'XCL2', 'AGBL4', 'LY6H', 'S100A7', 'TUBAL3', 'SPAG8', 'TCN1', 'P2RY12', 'HRCT1', 'PCBP3', 'LINC00202.1', 'TM6SF2', 'ZNF727', 'ARL9', 'KCNH3', 'SNORD116.4', 'MAK', 'MPL', 'GRID2IP', 'SLC46A2', 'TCTEX1D1', 'NOX5', 'SYCE3', 'CD70', 'GPM6A', 'ELOVL3', 'TIGD4', 'JAKMIP1', 'SYCE2', 'ARMC3', 'PGLYRP2', 'GRIN2A', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'LONRF3', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'ACY3', 'AGAP7P', 'LRRC43', 'THPO', 'BEX1', 'LOC400927', 'PRPH2', 'ACHE', 'AKR1E2', 'KLK10', 'SCN9A', 'SCN2A', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'C6ORF52', 'TMEM145', 'VN1R1', 'CD40LG', 'HRC', 'BEGAIN', 'CHODL', 'PAH', 'LOC285593', 'CXADRP3', 'GPR82', 'TTBK1', 'SLC25A34', 'CHST9', 'GABRB3', 'TTYH1', 'ADGRL3', 'APOBEC3A', 'MLLT4.AS1', 'HIST1H2BH', 'BRSK2', 'TRH', 'MAPK4', 'EPYC', 'DNASE1L2', 'ST8SIA2', 'CAMK4', 'DGCR5', 'C8ORF46', 'SLC35F3', 'IL17D', 'GPR63', 'CAPSL', 'GBP6', 'MUC15', 'ANKLE1', 'ROBO2', 'AIM1L', 'ASGR1', 'MYO15A', 'FAM201A', 'HAMP', 'PCDHA1', 'TNFSF11', 'CHKB.AS1', 'RMRP', 'DUSP9', 'FAM159A', 'NMU', 'NEK5', 'RHCE', 'DCLK3', 'PTX3', 'TDRD6', 'LYG1', 'KCNK17', 'LOC100132215', 'MTUS2', 'RUNDC3A', 'RRN3P1', 'C1QL3', 'UCKL1.AS1', 'CYP2E1', 'CYTL1', 'FOLR1', 'PNMA6A', 'LINC00961', 'ROPN1B', 'HBA1', 'LINC00689', 'RRN3P2', 'THSD7B', 'MT1L', 'XCL1', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'ATP13A4', 'CCR10', 'KIF19', 'DPEP1', 'IL1RL1', 'GLI1', 'KISS1R', 'IL24', 'ARRDC3.AS1', 'ZMAT4', 'TMEM150B', 'LIN7A', 'GPR173', 'TTLL9', 'NIPAL4', 'KIAA1210', 'PRRT4', 'RHBG', 'WBP2NL', 'A2ML1', 'GPR135', 'LOC90246', 'CBLN1', 'GNMT', 'PCDHB18P', 'DPF3', 'IL18RAP', 'CD300LB', 'B3GALT5', 'MAP7D2', 'CNTNAP3', 'RRAD', 'OXGR1', 'FIGF', 'DPY19L2P4', 'RAB39A', 'HIST1H1D', 'CACNA2D3', 'MS4A8', 'SLC5A8', 'LRRC24', 'AIM2', 'TRIM7', 'PON3', 'GABRB2', 'PCDH20', 'MASP2', 'TIFAB', 'KLK8', 'PHKG1', 'DNAH11', 'FOXN1', 'WFIKKN1', 'DCST2', 'LINC00669', 'WNT10A', 'FREM2', 'C19ORF45', 'CLCA2', 'GPR171', 'ANK1', 'CD19', 'CRB2', 'KCNB1', 'SLC26A3', 'LINC01465', 'SEPHS1P1', 'HIST1H2AG', 'UCA1', 'RASAL1', 'LINC00685', 'TYMSOS', 'TTC41P', 'ANO2', 'CD1E', 'NEURL3', 'COLCA1', 'MED12L', 'RIC3', 'CST2', 'LOC646999', 'PCDHGC5', 'HNRNPCL3', 'CLPSL1', 'SEC14L1P1', 'FAM182B', 'IL6', 'EYA1', 'NRXN1', 'MYEOV', 'MAPT.AS1', 'ARHGEF33', 'RAB3B', 'STXBP6', 'KCNRG', 'CXCR2', 'MSLN', 'CR2', 'KIF4B', 'PATL2', 'TDRD9', 'AJAP1', 'ZNF676', 'CLEC4F', 'LPAR4', 'VSTM2A', 'CLDN14', 'FNDC8', 'MAGEL2', 'TRABD2A', 'ABHD1', 'NDP', 'PDCD1', 'VIT', 'FAM43B', 'POU3F1', 'TSPAN32', 'SEZ6L', 'HAPLN1', 'C9ORF117', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06177154229692228
		RMSE:  1.0106646016782141
		NRMSE:  0.1721833486682819
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.26989975035857605
		RMSE:  1.1682171872252598
		NRMSE:  0.21036071365744585
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9808249714864398
		NRMSE:  0.1670996765569688
		MAPE:  529.9728174248761
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556425
		RMSE:  1.07776630779691
		NRMSE:  0.19407323581894154
		MAPE:  193.8969179437583

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  5.515243319509251e-15
		NRMSE:  9.396124707411368e-16
		MAPE:  4.961792012630301e-12
		Pearson Correlation:  0.5221294815739395
		Spearman Correlation:  0.4378513919770383
		Coefficient of Determination:  0.021878385835697456
		RMSE:  1.0252630372373166
		NRMSE:  0.1846189788665172
		MAPE:  793.014784272315

	Predictor:  ElasticNet
		Pearson Correlation:  0.9376756230554657
		Spearman Correlation:  0.8728033889062968
		Coefficient of Determination:  0.8483488617740353
		RMSE:  0.3819568925649673
		NRMSE:  0.06507264299111834
		MAPE:  544.7042609841886
		Pearson Correlation:  0.6074785338033943
		Spearman Correlation:  0.4976801427454869
		Coefficient of Determination:  0.3594629918684591
		RMSE:  0.8296806968052541
		NRMSE:  0.14940049281615841
		MAPE:  455.80247211107877

	Predictor:  RandomForests
		Pearson Correlation:  0.6198115975771726
		Spearman Correlation:  0.5663297986374654
		Coefficient of Determination:  0.2836443575732954
		RMSE:  0.8301486334154883
		NRMSE:  0.1414294824974851
		MAPE:  797.0525083682701
		Pearson Correlation:  0.5449212566397169
		Spearman Correlation:  0.49613149307572707
		Coefficient of Determination:  0.18310104610594224
		RMSE:  0.9369642971461049
		NRMSE:  0.16871903647245018
		MAPE:  230.66625836573883

Protein:  ERBB3
x_train_column_count:  1003
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'CATSPER3', 'MUC6', 'TUBA3E', 'GLDC', 'GRIK4', 'FIBCD1', 'CYP4F35P', 'C10ORF55', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'MAST1', 'SLC26A4', 'FBLL1', 'CACNA1F', 'XKRX', 'LINC00922', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ALG1L', 'ASB14', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'AQP5', 'HMGCLL1', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'CD300LG', 'TEKT2', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'GPR27', 'NBPF6', 'PLA2G10', 'MGAM', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'FCRL3', 'PTCHD4', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'PCDHGB3', 'TPSD1', 'DNASE1L3', 'FLG', 'GFRA2', 'C1GALT1C1L', 'IGFL2', 'SFTPD', 'GJB3', 'GPR158', 'ITPKA', 'FAM186B', 'PROC', 'ZBED2', 'GDF10', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'EGOT', 'LRRC31', 'ATP1A4', 'HCN2', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'SYT8', 'ADRA1B', 'CNGA1', 'SCGB3A1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'SLC28A3', 'PPP1R3G', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'HEPACAM2', 'METTL7B', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'ALOXE3', 'LRIT3', 'SGK2', 'GLIS1', 'ZNF843', 'S100A3', 'WNT2B', 'NR1I3', 'LINC00482', 'CCDC36', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'FCRL6', 'BCHE', 'CKMT2', 'DQX1', 'ABCA17P', 'FAM189A1', 'LPAR3', 'PITX2', 'NLRP12', 'ADCYAP1', 'CACNA1G', 'ENPP6', 'C2ORF50', 'C1ORF101', 'SLC6A20', 'FAM90A1', 'FAM95B1', 'ZNF835', 'CA3', 'CLDN9', 'OTOA', 'SPIB', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'PCSK1N', 'CLECL1', 'ULBP3', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'LINC01550', 'SCN2B', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'GSTM1', 'PCYT1B', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'CPEB1', 'JPH3', 'CAMP', 'LOC441455', 'LOC90768', 'OR7E91P', 'FLJ37201', 'RELN', 'IL12RB2', 'SCARA5', 'LBX2', 'FUT7', 'PLA2G5', 'RIMS1', 'CD177', 'IGSF5', 'KCNE1', 'HIST1H2BN', 'GPR18', 'ASTN1', 'SLC22A18AS', 'ZBED3.AS1', 'TUBB8', 'MNX1', 'HOXB13', 'ZC3H12D', 'TCHH', 'KCNE2', 'IRX4', 'C10ORF128', 'FAM135B', 'GAL', 'WDR72', 'BTBD8', 'CHRNA6', 'SP5', 'ONECUT2', 'CIDEA', 'SLC16A10', 'SCN7A', 'LINC01124', 'HOXB8', 'RSPH4A', 'MGC16142', 'CCDC183', 'ALB', 'SCART1', 'CELF5', 'GBP1P1', 'CCDC7', 'MGAT5B', 'DCSTAMP', 'YPEL4', 'GRIN2C', 'CXXC4', 'GPR3', 'CCDC153', 'SKIDA1', 'NIPAL1', 'HOXA11', 'SLC30A2', 'ATP13A5', 'SLC35F1', 'PYDC1', 'CXCR5', 'OBP2B', 'STRC', 'TNFRSF9', 'PCSK9', 'SRL', 'RPGRIP1', 'FOXJ1', 'PCAT18', 'WT1', 'LRP1B', 'NOXO1', 'PPP4R4', 'INSM1', 'CNNM1', 'GPR174', 'SLC18A2', 'MARCO', 'GPX2', 'DMRT3', 'C17ORF104', 'PCK1', 'SLC25A53', 'FOXD4', 'INHA', 'NOS2', 'KLHL14', 'FOXD1', 'AVPR2', 'ADH1C', 'COL23A1', 'CRISP3', 'IL20', 'LBP', 'TNFRSF17', 'BTLA', 'PKNOX2', 'GPLD1', 'CXCL2', 'MYBPC1', 'PARP15', 'GLOD5', 'C2ORF40', 'CST9', 'PFN1P2', 'SLCO4C1', 'BCL2L14', 'SLC23A1', 'STEAP1B', 'GPR55', 'AMH', 'VAT1L', 'VSIG2', 'ZNF98', 'SCN3A', 'CXCR2P1', 'ULBP2', 'DHRS4L1', 'HAP1', 'VGLL1', 'TPSG1', 'RNF212', 'CYSLTR2', 'ZNF454', 'ZNF488', 'FAM218A', 'FAM178B', 'SYN2', 'EMILIN3', 'TMEM105', 'DKK1', 'P2RX1', 'ORM1', 'DBIL5P', 'DPY19L2P2', 'IL23A', 'CRYM', 'SIGLEC17P', 'CXCL1', 'AMBP', 'PRKG2', 'LRRC2', 'FABP7', 'GPBAR1', 'SPDYE1', 'DEPDC4', 'SUCNR1', 'BRINP1', 'CTCFL', 'VWDE', 'BDKRB1', 'LRGUK', 'XIRP1', 'TENM1', 'FUT6', 'RERGL', 'BMPER', 'ADAMTS18', 'LINC00930', 'CECR2', 'RDM1', 'HCG27', 'CYP4F8', 'KIAA0319', 'CDR1', 'NUGGC', 'CLEC12A', 'PKD1L1', 'CBLN2', 'ECEL1', 'ABHD11.AS1', 'SEC14L5', 'WSCD2', 'FAM184B', 'SORCS1', 'SPESP1', 'PCDHGA3', 'SSUH2', 'FSCN2', 'FAM162B', 'DMRT2', 'ZNF732', 'CCL17', 'CTSG', 'RSPO1', 'TMEM217', 'GRIA3', 'GNB3', 'PIANP', 'HOXD4', 'RGS6', 'FLJ12825', 'CHRNB2', 'COL2A1', 'ADAM32', 'IL1R2', 'RNF175', 'SERPINA6', 'MT1A', 'ADAMTS19', 'PFKFB1', 'DIRC3', 'RASL10A', 'HECTD2.AS1', 'POM121L9P', 'SMIM5', 'CYP46A1', 'LRRC16B', 'PRSS21', 'ZNF804A', 'IGF2BP3', 'CAPN11', 'VIPR2', 'TBX21', 'CYSRT1', 'HIST1H2BE', 'TRAT1', 'GPR87', 'LOC100126784', 'PART1', 'FOXC2', 'HOGA1', 'SLC13A2', 'CA9', 'WIPF3', 'EMX1', 'ZSCAN1', 'HTR7', 'XKR9', 'SLC26A10', 'CEP83.AS1', 'ULBP1', 'HS3ST3B1', 'ZBTB16', 'CYP26A1', 'OTUD7A', 'TMSB15A', 'TMEM40', 'CITED1', 'MAPT.IT1', 'GZMM', 'WFDC3', 'FIRRE', 'ROPN1L', 'ANKK1', 'M1AP', 'PVALB', 'CDHR1', 'MYO3B', 'MRAP2', 'CRTAC1', 'INE2', 'SPAG17', 'RBM12B.AS1', 'TTC23L', 'RFX8', 'IGSF22', 'HEATR4', 'KCNT2', 'MROH7', 'PCDHA12', 'BTC', 'CFAP61', 'PYGM', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'ADGRF1', 'LRRC4B', 'CLEC4E', 'HPDL', 'OPCML', 'TMEM59L', 'MIA', 'CIDEC', 'SRSF12', 'CCBE1', 'B3GAT1', 'LINC00173', 'NWD1', 'IL11', 'TSPAN8', 'RNF182', 'NLRP7', 'FRMPD1', 'KLK6', 'KCNA6', 'GALNT13', 'ABCC6P2', 'FASLG', 'LOC613037', 'LSAMP', 'GAS2', 'DHDH', 'SMC1B', 'FAM83A', 'RFPL1S', 'COL28A1', 'SCN3B', 'C15ORF56', 'SLC6A14', 'PSORS1C1', 'SLC16A11', 'PTCHD1', 'ANO5', 'ADGRG2', 'C9ORF47', 'TUSC5', 'TMPRSS4', 'SLC24A5', 'RUFY4', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'KCNQ3', 'CYP4F12', 'LINC00908', 'LOC100133669', 'NBPF4', 'FAM157A', 'VENTX', 'MYOM2', 'EBF2', 'MAG', 'PTPRN', 'PCDHA5', 'DSCAML1', 'PLAC1', 'NKX3.2', 'DLX2', 'CNTN2', 'SYT6', 'SFTPA2', 'BRE.AS1', 'FAM19A2', 'CCNI2', 'DLX5', 'KLK7', 'ZBTB20', 'CDKN2B.AS1', 'GHRLOS', 'CD160', 'PTPRR', 'ABCC2', 'OR2W3', 'RYR3', 'SLC6A17', 'ABCD2', 'TFAP2E', 'CD1A', 'GRIA2', 'DEFB1', 'RGS9', 'CCDC144A', 'CDKL2', 'MYO16', 'CACNA1I', 'PWAR5', 'DCX', 'DLK2', 'GGT3P', 'SLC6A11', 'BTBD19', 'CHRFAM7A', 'WDR17', 'MMP12', 'MSMB', 'CABP4', 'TCEAL2', 'CHRNA10', 'FKBP1AP1', 'UNC13A', 'SLC39A2', 'XCL2', 'AGBL4', 'LY6H', 'S100A7', 'TUBAL3', 'SPAG8', 'TCN1', 'P2RY12', 'HRCT1', 'PCBP3', 'LINC00202.1', 'TM6SF2', 'ZNF727', 'ARL9', 'KCNH3', 'SNORD116.4', 'MAK', 'MPL', 'GRID2IP', 'SLC46A2', 'TCTEX1D1', 'NOX5', 'SYCE3', 'CD70', 'GPM6A', 'ELOVL3', 'TIGD4', 'JAKMIP1', 'SYCE2', 'ARMC3', 'PGLYRP2', 'GRIN2A', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'LONRF3', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'ACY3', 'AGAP7P', 'LRRC43', 'THPO', 'BEX1', 'LOC400927', 'PRPH2', 'ACHE', 'AKR1E2', 'KLK10', 'SCN9A', 'SCN2A', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'C6ORF52', 'TMEM145', 'VN1R1', 'CD40LG', 'HRC', 'BEGAIN', 'CHODL', 'PAH', 'LOC285593', 'CXADRP3', 'GPR82', 'TTBK1', 'SLC25A34', 'CHST9', 'GABRB3', 'TTYH1', 'ADGRL3', 'APOBEC3A', 'MLLT4.AS1', 'HIST1H2BH', 'BRSK2', 'TRH', 'MAPK4', 'EPYC', 'DNASE1L2', 'ST8SIA2', 'CAMK4', 'DGCR5', 'C8ORF46', 'SLC35F3', 'IL17D', 'GPR63', 'CAPSL', 'GBP6', 'MUC15', 'ANKLE1', 'ROBO2', 'AIM1L', 'ASGR1', 'MYO15A', 'FAM201A', 'HAMP', 'PCDHA1', 'TNFSF11', 'CHKB.AS1', 'RMRP', 'DUSP9', 'FAM159A', 'NMU', 'NEK5', 'RHCE', 'DCLK3', 'PTX3', 'TDRD6', 'LYG1', 'KCNK17', 'LOC100132215', 'MTUS2', 'RUNDC3A', 'RRN3P1', 'C1QL3', 'UCKL1.AS1', 'CYP2E1', 'CYTL1', 'FOLR1', 'PNMA6A', 'LINC00961', 'ROPN1B', 'HBA1', 'LINC00689', 'RRN3P2', 'THSD7B', 'MT1L', 'XCL1', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'ATP13A4', 'CCR10', 'KIF19', 'DPEP1', 'IL1RL1', 'GLI1', 'KISS1R', 'IL24', 'ARRDC3.AS1', 'ZMAT4', 'TMEM150B', 'LIN7A', 'GPR173', 'TTLL9', 'NIPAL4', 'KIAA1210', 'PRRT4', 'RHBG', 'WBP2NL', 'A2ML1', 'GPR135', 'LOC90246', 'CBLN1', 'GNMT', 'PCDHB18P', 'DPF3', 'IL18RAP', 'CD300LB', 'B3GALT5', 'MAP7D2', 'CNTNAP3', 'RRAD', 'OXGR1', 'FIGF', 'DPY19L2P4', 'RAB39A', 'HIST1H1D', 'CACNA2D3', 'MS4A8', 'SLC5A8', 'LRRC24', 'AIM2', 'TRIM7', 'PON3', 'GABRB2', 'PCDH20', 'MASP2', 'TIFAB', 'KLK8', 'PHKG1', 'DNAH11', 'FOXN1', 'WFIKKN1', 'DCST2', 'LINC00669', 'WNT10A', 'FREM2', 'C19ORF45', 'CLCA2', 'GPR171', 'ANK1', 'CD19', 'CRB2', 'KCNB1', 'SLC26A3', 'LINC01465', 'SEPHS1P1', 'HIST1H2AG', 'UCA1', 'RASAL1', 'LINC00685', 'TYMSOS', 'TTC41P', 'ANO2', 'CD1E', 'NEURL3', 'COLCA1', 'MED12L', 'RIC3', 'CST2', 'LOC646999', 'PCDHGC5', 'HNRNPCL3', 'CLPSL1', 'SEC14L1P1', 'FAM182B', 'IL6', 'EYA1', 'NRXN1', 'MYEOV', 'MAPT.AS1', 'ARHGEF33', 'RAB3B', 'STXBP6', 'KCNRG', 'CXCR2', 'MSLN', 'CR2', 'KIF4B', 'PATL2', 'TDRD9', 'AJAP1', 'ZNF676', 'CLEC4F', 'LPAR4', 'VSTM2A', 'CLDN14', 'FNDC8', 'MAGEL2', 'TRABD2A', 'ABHD1', 'NDP', 'PDCD1', 'VIT', 'FAM43B', 'POU3F1', 'TSPAN32', 'SEZ6L', 'HAPLN1', 'C9ORF117', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20254353309139272
		RMSE:  0.523865801474932
		NRMSE:  0.14324270860276114
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.287905849531515
		RMSE:  0.4364451552160674
		NRMSE:  0.21482088883335748
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999036734615
		Coefficient of Determination:  1.0
		RMSE:  4.23817514813541e-15
		NRMSE:  1.1588610786246846e-15
		MAPE:  3.229450975988063e-12
		Pearson Correlation:  0.21956946781621778
		Spearman Correlation:  0.23543186324019008
		Coefficient of Determination:  -1.2735496397021575
		RMSE:  0.5798822822607457
		NRMSE:  0.2854214918075995
		MAPE:  438.5353379639417

	Predictor:  ElasticNet
		Pearson Correlation:  0.8241258985017675
		Spearman Correlation:  0.8266569759595767
		Coefficient of Determination:  0.6112347817537299
		RMSE:  0.29786079616252614
		NRMSE:  0.08144526157036582
		MAPE:  158.94931861596635
		Pearson Correlation:  0.2980817651871312
		Spearman Correlation:  0.2826643723737204
		Coefficient of Determination:  -0.07944440072007874
		RMSE:  0.3995652934483195
		NRMSE:  0.19666840256947213
		MAPE:  294.26260480210766

	Predictor:  RandomForests
		Pearson Correlation:  0.537681357901653
		Spearman Correlation:  0.5638385957840247
		Coefficient of Determination:  0.22170930406628786
		RMSE:  0.4214446682936855
		NRMSE:  0.11523729100585026
		MAPE:  215.8395649476749
		Pearson Correlation:  0.29336753716695996
		Spearman Correlation:  0.26913801917729646
		Coefficient of Determination:  0.07651532318212473
		RMSE:  0.36957489818012623
		NRMSE:  0.18190695249726885
		MAPE:  221.24109946492246


Fold:  5

Protein:  RB1
x_train_column_count:  1002
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'MUC6', 'CATSPER3', 'TUBA3E', 'GLDC', 'FIBCD1', 'GRIK4', 'C10ORF55', 'CYP4F35P', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'MAST1', 'XKRX', 'FBLL1', 'LINC00922', 'CACNA1F', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ASB14', 'ALG1L', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'HMGCLL1', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'TEKT2', 'CD300LG', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'NBPF6', 'GPR27', 'MGAM', 'PLA2G10', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'PTCHD4', 'FCRL3', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'TPSD1', 'PCDHGB3', 'DNASE1L3', 'GFRA2', 'FLG', 'C1GALT1C1L', 'SFTPD', 'IGFL2', 'GPR158', 'GJB3', 'ITPKA', 'FAM186B', 'PROC', 'GDF10', 'ZBED2', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'LRRC31', 'ATP1A4', 'HCN2', 'EGOT', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'ADRA1B', 'SYT8', 'SCGB3A1', 'CNGA1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'PPP1R3G', 'SLC28A3', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'METTL7B', 'HEPACAM2', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'LRIT3', 'ALOXE3', 'GLIS1', 'SGK2', 'ZNF843', 'S100A3', 'LINC00482', 'NR1I3', 'CCDC36', 'WNT2B', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'BCHE', 'FCRL6', 'CKMT2', 'ABCA17P', 'LPAR3', 'DQX1', 'FAM189A1', 'PITX2', 'NLRP12', 'ADCYAP1', 'ENPP6', 'C2ORF50', 'CACNA1G', 'C1ORF101', 'SLC6A20', 'FAM95B1', 'FAM90A1', 'ZNF835', 'OTOA', 'SPIB', 'CLDN9', 'CA3', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'CLECL1', 'ULBP3', 'PCSK1N', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'SCN2B', 'LINC01550', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'PCYT1B', 'GSTM1', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'JPH3', 'CAMP', 'CPEB1', 'LOC90768', 'LOC441455', 'OR7E91P', 'FLJ37201', 'RELN', 'SCARA5', 'IL12RB2', 'LBX2', 'FUT7', 'RIMS1', 'PLA2G5', 'CD177', 'IGSF5', 'KCNE1', 'HIST1H2BN', 'GPR18', 'ASTN1', 'SLC22A18AS', 'ZBED3.AS1', 'TUBB8', 'HOXB13', 'MNX1', 'ZC3H12D', 'TCHH', 'KCNE2', 'IRX4', 'C10ORF128', 'FAM135B', 'GAL', 'BTBD8', 'WDR72', 'CHRNA6', 'SP5', 'ONECUT2', 'CIDEA', 'SLC16A10', 'SCN7A', 'HOXB8', 'LINC01124', 'RSPH4A', 'MGC16142', 'ALB', 'CCDC183', 'SCART1', 'GBP1P1', 'CELF5', 'CCDC7', 'MGAT5B', 'DCSTAMP', 'YPEL4', 'GRIN2C', 'CXXC4', 'GPR3', 'SKIDA1', 'CCDC153', 'HOXA11', 'SLC30A2', 'ATP13A5', 'SLC35F1', 'NIPAL1', 'PYDC1', 'CXCR5', 'OBP2B', 'STRC', 'TNFRSF9', 'PCSK9', 'SRL', 'RPGRIP1', 'FOXJ1', 'PCAT18', 'WT1', 'LRP1B', 'PPP4R4', 'NOXO1', 'INSM1', 'CNNM1', 'GPR174', 'SLC18A2', 'MARCO', 'GPX2', 'DMRT3', 'C17ORF104', 'PCK1', 'SLC25A53', 'FOXD4', 'INHA', 'NOS2', 'KLHL14', 'FOXD1', 'AVPR2', 'ADH1C', 'COL23A1', 'CRISP3', 'IL20', 'LBP', 'TNFRSF17', 'BTLA', 'PKNOX2', 'GPLD1', 'CXCL2', 'MYBPC1', 'PARP15', 'GLOD5', 'C2ORF40', 'CST9', 'PFN1P2', 'SLCO4C1', 'BCL2L14', 'SLC23A1', 'STEAP1B', 'GPR55', 'AMH', 'VAT1L', 'VSIG2', 'ZNF98', 'SCN3A', 'ULBP2', 'CXCR2P1', 'DHRS4L1', 'HAP1', 'VGLL1', 'TPSG1', 'RNF212', 'CYSLTR2', 'ZNF454', 'ZNF488', 'FAM218A', 'FAM178B', 'SYN2', 'EMILIN3', 'TMEM105', 'DKK1', 'P2RX1', 'DBIL5P', 'ORM1', 'DPY19L2P2', 'IL23A', 'CRYM', 'SIGLEC17P', 'CXCL1', 'AMBP', 'PRKG2', 'LRRC2', 'FABP7', 'GPBAR1', 'SPDYE1', 'SUCNR1', 'DEPDC4', 'BRINP1', 'CTCFL', 'BDKRB1', 'VWDE', 'LRGUK', 'XIRP1', 'TENM1', 'FUT6', 'RERGL', 'BMPER', 'ADAMTS18', 'LINC00930', 'RDM1', 'CECR2', 'HCG27', 'KIAA0319', 'CYP4F8', 'CDR1', 'NUGGC', 'CLEC12A', 'ECEL1', 'PKD1L1', 'CBLN2', 'ABHD11.AS1', 'SEC14L5', 'WSCD2', 'SORCS1', 'FAM184B', 'PCDHGA3', 'SPESP1', 'SSUH2', 'FSCN2', 'FAM162B', 'DMRT2', 'ZNF732', 'CCL17', 'CTSG', 'RSPO1', 'TMEM217', 'GRIA3', 'GNB3', 'PIANP', 'HOXD4', 'RGS6', 'FLJ12825', 'COL2A1', 'CHRNB2', 'ADAM32', 'IL1R2', 'RNF175', 'SERPINA6', 'MT1A', 'ADAMTS19', 'PFKFB1', 'DIRC3', 'RASL10A', 'HECTD2.AS1', 'POM121L9P', 'SMIM5', 'CYP46A1', 'LRRC16B', 'PRSS21', 'ZNF804A', 'IGF2BP3', 'CAPN11', 'VIPR2', 'TBX21', 'CYSRT1', 'HIST1H2BE', 'GPR87', 'TRAT1', 'LOC100126784', 'PART1', 'FOXC2', 'HOGA1', 'WIPF3', 'SLC13A2', 'ZSCAN1', 'CA9', 'EMX1', 'HTR7', 'XKR9', 'SLC26A10', 'CEP83.AS1', 'ULBP1', 'HS3ST3B1', 'ZBTB16', 'CYP26A1', 'OTUD7A', 'TMSB15A', 'CITED1', 'TMEM40', 'MAPT.IT1', 'GZMM', 'ANKK1', 'WFDC3', 'ROPN1L', 'FIRRE', 'M1AP', 'CDHR1', 'MYO3B', 'PVALB', 'MRAP2', 'CRTAC1', 'INE2', 'SPAG17', 'TTC23L', 'RBM12B.AS1', 'IGSF22', 'RFX8', 'MROH7', 'KCNT2', 'HEATR4', 'PCDHA12', 'BTC', 'CFAP61', 'PYGM', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'ADGRF1', 'LRRC4B', 'CLEC4E', 'HPDL', 'OPCML', 'TMEM59L', 'CIDEC', 'MIA', 'CCBE1', 'SRSF12', 'B3GAT1', 'LINC00173', 'NWD1', 'IL11', 'TSPAN8', 'RNF182', 'NLRP7', 'FRMPD1', 'KCNA6', 'KLK6', 'GALNT13', 'ABCC6P2', 'FASLG', 'LOC613037', 'LSAMP', 'GAS2', 'SMC1B', 'DHDH', 'FAM83A', 'RFPL1S', 'COL28A1', 'SCN3B', 'C15ORF56', 'SLC6A14', 'PSORS1C1', 'SLC16A11', 'PTCHD1', 'ANO5', 'TUSC5', 'ADGRG2', 'TMPRSS4', 'C9ORF47', 'SLC24A5', 'RUFY4', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'KCNQ3', 'CYP4F12', 'LINC00908', 'LOC100133669', 'NBPF4', 'VENTX', 'FAM157A', 'MYOM2', 'EBF2', 'MAG', 'PTPRN', 'PCDHA5', 'DSCAML1', 'PLAC1', 'NKX3.2', 'DLX2', 'CNTN2', 'SYT6', 'SFTPA2', 'BRE.AS1', 'DLX5', 'FAM19A2', 'CCNI2', 'KLK7', 'ZBTB20', 'CDKN2B.AS1', 'CD160', 'GHRLOS', 'PTPRR', 'ABCC2', 'RYR3', 'OR2W3', 'SLC6A17', 'ABCD2', 'TFAP2E', 'CD1A', 'GRIA2', 'DEFB1', 'RGS9', 'CCDC144A', 'MYO16', 'CDKL2', 'CACNA1I', 'PWAR5', 'DLK2', 'DCX', 'GGT3P', 'SLC6A11', 'BTBD19', 'CHRFAM7A', 'WDR17', 'MMP12', 'MSMB', 'CABP4', 'TCEAL2', 'CHRNA10', 'UNC13A', 'FKBP1AP1', 'SLC39A2', 'XCL2', 'LY6H', 'AGBL4', 'S100A7', 'TUBAL3', 'SPAG8', 'TCN1', 'HRCT1', 'P2RY12', 'PCBP3', 'TM6SF2', 'LINC00202.1', 'ZNF727', 'ARL9', 'KCNH3', 'MAK', 'MPL', 'SNORD116.4', 'GRID2IP', 'SYCE3', 'NOX5', 'SLC46A2', 'TCTEX1D1', 'CD70', 'ELOVL3', 'GPM6A', 'TIGD4', 'JAKMIP1', 'SYCE2', 'ARMC3', 'GRIN2A', 'PGLYRP2', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'LONRF3', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'ACY3', 'LRRC43', 'AGAP7P', 'THPO', 'BEX1', 'LOC400927', 'PRPH2', 'ACHE', 'AKR1E2', 'SCN2A', 'KLK10', 'SCN9A', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'C6ORF52', 'TMEM145', 'VN1R1', 'CD40LG', 'HRC', 'BEGAIN', 'CHODL', 'PAH', 'LOC285593', 'CXADRP3', 'GPR82', 'TTBK1', 'SLC25A34', 'CHST9', 'TTYH1', 'GABRB3', 'ADGRL3', 'APOBEC3A', 'MLLT4.AS1', 'HIST1H2BH', 'BRSK2', 'TRH', 'MAPK4', 'EPYC', 'DNASE1L2', 'ST8SIA2', 'CAMK4', 'DGCR5', 'C8ORF46', 'IL17D', 'SLC35F3', 'GPR63', 'CAPSL', 'GBP6', 'ANKLE1', 'MUC15', 'ROBO2', 'AIM1L', 'ASGR1', 'MYO15A', 'HAMP', 'FAM201A', 'PCDHA1', 'TNFSF11', 'CHKB.AS1', 'RMRP', 'DUSP9', 'FAM159A', 'NMU', 'NEK5', 'RHCE', 'DCLK3', 'PTX3', 'TDRD6', 'LYG1', 'KCNK17', 'MTUS2', 'LOC100132215', 'RUNDC3A', 'RRN3P1', 'UCKL1.AS1', 'C1QL3', 'CYTL1', 'CYP2E1', 'FOLR1', 'LINC00961', 'PNMA6A', 'ROPN1B', 'HBA1', 'LINC00689', 'RRN3P2', 'THSD7B', 'MT1L', 'XCL1', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'ATP13A4', 'KIF19', 'CCR10', 'DPEP1', 'IL1RL1', 'GLI1', 'ARRDC3.AS1', 'IL24', 'KISS1R', 'ZMAT4', 'TMEM150B', 'LIN7A', 'GPR173', 'TTLL9', 'KIAA1210', 'NIPAL4', 'PRRT4', 'RHBG', 'A2ML1', 'WBP2NL', 'GPR135', 'CBLN1', 'LOC90246', 'GNMT', 'DPF3', 'PCDHB18P', 'IL18RAP', 'MAP7D2', 'CD300LB', 'B3GALT5', 'CNTNAP3', 'RRAD', 'OXGR1', 'FIGF', 'DPY19L2P4', 'RAB39A', 'HIST1H1D', 'CACNA2D3', 'MS4A8', 'SLC5A8', 'LRRC24', 'AIM2', 'TRIM7', 'PON3', 'MASP2', 'GABRB2', 'PCDH20', 'TIFAB', 'KLK8', 'PHKG1', 'DNAH11', 'FOXN1', 'WFIKKN1', 'DCST2', 'LINC00669', 'WNT10A', 'FREM2', 'C19ORF45', 'CLCA2', 'ANK1', 'GPR171', 'CRB2', 'KCNB1', 'CD19', 'SLC26A3', 'SEPHS1P1', 'LINC01465', 'HIST1H2AG', 'UCA1', 'RASAL1', 'TYMSOS', 'LINC00685', 'TTC41P', 'ANO2', 'CD1E', 'NEURL3', 'COLCA1', 'RIC3', 'CST2', 'MED12L', 'LOC646999', 'PCDHGC5', 'HNRNPCL3', 'CLPSL1', 'NRXN1', 'SEC14L1P1', 'FAM182B', 'EYA1', 'IL6', 'MYEOV', 'ARHGEF33', 'MAPT.AS1', 'RAB3B', 'STXBP6', 'KCNRG', 'CR2', 'CXCR2', 'MSLN', 'PATL2', 'KIF4B', 'LPAR4', 'CLEC4F', 'AJAP1', 'ZNF676', 'TDRD9', 'VSTM2A', 'CLDN14', 'FNDC8', 'MKX', 'ABHD1', 'TRABD2A', 'MAGEL2', 'NDP', 'PDCD1', 'FAM43B', 'VIT', 'POU3F1', 'TSPAN32', 'SEZ6L', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00018503513771928048
		RMSE:  0.23392670305630597
		NRMSE:  0.11556330212293363
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12340187398900859
		RMSE:  0.2547692202160761
		NRMSE:  0.12845593258580365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.7717222502825805e-15
		NRMSE:  8.752573819588586e-16
		MAPE:  7.854854678562823e-12
		Pearson Correlation:  -0.0010802181158532432
		Spearman Correlation:  0.0904475118143618
		Coefficient of Determination:  -1.0912423948594134
		RMSE:  0.3476014449533879
		NRMSE:  0.17526241098430304
		MAPE:  1526.2345238373905

	Predictor:  ElasticNet
		Pearson Correlation:  0.6113614416690005
		Spearman Correlation:  0.5607853756594177
		Coefficient of Determination:  0.28719482022090936
		RMSE:  0.19748087702309175
		NRMSE:  0.09755851707715611
		MAPE:  200.7016592049539
		Pearson Correlation:  0.05405049191101587
		Spearman Correlation:  0.09889649496876521
		Coefficient of Determination:  -0.13722256011519773
		RMSE:  0.25633158273777507
		NRMSE:  0.1292436836908694
		MAPE:  456.03080033723546

	Predictor:  RandomForests
		Pearson Correlation:  0.477964965880117
		Spearman Correlation:  0.4553305543256797
		Coefficient of Determination:  0.15854212824079594
		RMSE:  0.21456348405503411
		NRMSE:  0.10599758132970764
		MAPE:  209.01467784005078
		Pearson Correlation:  0.01326914745525553
		Spearman Correlation:  0.061689048491876466
		Coefficient of Determination:  -0.13753324876753115
		RMSE:  0.2563665951786866
		NRMSE:  0.12926133714110008
		MAPE:  352.25440346037027

Protein:  CDH1
x_train_column_count:  1002
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'MUC6', 'CATSPER3', 'TUBA3E', 'GLDC', 'FIBCD1', 'GRIK4', 'C10ORF55', 'CYP4F35P', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'MAST1', 'XKRX', 'FBLL1', 'LINC00922', 'CACNA1F', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ASB14', 'ALG1L', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'HMGCLL1', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'TEKT2', 'CD300LG', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'NBPF6', 'GPR27', 'MGAM', 'PLA2G10', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'PTCHD4', 'FCRL3', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'TPSD1', 'PCDHGB3', 'DNASE1L3', 'GFRA2', 'FLG', 'C1GALT1C1L', 'SFTPD', 'IGFL2', 'GPR158', 'GJB3', 'ITPKA', 'FAM186B', 'PROC', 'GDF10', 'ZBED2', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'LRRC31', 'ATP1A4', 'HCN2', 'EGOT', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'ADRA1B', 'SYT8', 'SCGB3A1', 'CNGA1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'PPP1R3G', 'SLC28A3', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'METTL7B', 'HEPACAM2', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'LRIT3', 'ALOXE3', 'GLIS1', 'SGK2', 'ZNF843', 'S100A3', 'LINC00482', 'NR1I3', 'CCDC36', 'WNT2B', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'BCHE', 'FCRL6', 'CKMT2', 'ABCA17P', 'LPAR3', 'DQX1', 'FAM189A1', 'PITX2', 'NLRP12', 'ADCYAP1', 'ENPP6', 'C2ORF50', 'CACNA1G', 'C1ORF101', 'SLC6A20', 'FAM95B1', 'FAM90A1', 'ZNF835', 'OTOA', 'SPIB', 'CLDN9', 'CA3', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'CLECL1', 'ULBP3', 'PCSK1N', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'SCN2B', 'LINC01550', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'PCYT1B', 'GSTM1', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'JPH3', 'CAMP', 'CPEB1', 'LOC90768', 'LOC441455', 'OR7E91P', 'FLJ37201', 'RELN', 'SCARA5', 'IL12RB2', 'LBX2', 'FUT7', 'RIMS1', 'PLA2G5', 'CD177', 'IGSF5', 'KCNE1', 'HIST1H2BN', 'GPR18', 'ASTN1', 'SLC22A18AS', 'ZBED3.AS1', 'TUBB8', 'HOXB13', 'MNX1', 'ZC3H12D', 'TCHH', 'KCNE2', 'IRX4', 'C10ORF128', 'FAM135B', 'GAL', 'BTBD8', 'WDR72', 'CHRNA6', 'SP5', 'ONECUT2', 'CIDEA', 'SLC16A10', 'SCN7A', 'HOXB8', 'LINC01124', 'RSPH4A', 'MGC16142', 'ALB', 'CCDC183', 'SCART1', 'GBP1P1', 'CELF5', 'CCDC7', 'MGAT5B', 'DCSTAMP', 'YPEL4', 'GRIN2C', 'CXXC4', 'GPR3', 'SKIDA1', 'CCDC153', 'HOXA11', 'SLC30A2', 'ATP13A5', 'SLC35F1', 'NIPAL1', 'PYDC1', 'CXCR5', 'OBP2B', 'STRC', 'TNFRSF9', 'PCSK9', 'SRL', 'RPGRIP1', 'FOXJ1', 'PCAT18', 'WT1', 'LRP1B', 'PPP4R4', 'NOXO1', 'INSM1', 'CNNM1', 'GPR174', 'SLC18A2', 'MARCO', 'GPX2', 'DMRT3', 'C17ORF104', 'PCK1', 'SLC25A53', 'FOXD4', 'INHA', 'NOS2', 'KLHL14', 'FOXD1', 'AVPR2', 'ADH1C', 'COL23A1', 'CRISP3', 'IL20', 'LBP', 'TNFRSF17', 'BTLA', 'PKNOX2', 'GPLD1', 'CXCL2', 'MYBPC1', 'PARP15', 'GLOD5', 'C2ORF40', 'CST9', 'PFN1P2', 'SLCO4C1', 'BCL2L14', 'SLC23A1', 'STEAP1B', 'GPR55', 'AMH', 'VAT1L', 'VSIG2', 'ZNF98', 'SCN3A', 'ULBP2', 'CXCR2P1', 'DHRS4L1', 'HAP1', 'VGLL1', 'TPSG1', 'RNF212', 'CYSLTR2', 'ZNF454', 'ZNF488', 'FAM218A', 'FAM178B', 'SYN2', 'EMILIN3', 'TMEM105', 'DKK1', 'P2RX1', 'DBIL5P', 'ORM1', 'DPY19L2P2', 'IL23A', 'CRYM', 'SIGLEC17P', 'CXCL1', 'AMBP', 'PRKG2', 'LRRC2', 'FABP7', 'GPBAR1', 'SPDYE1', 'SUCNR1', 'DEPDC4', 'BRINP1', 'CTCFL', 'BDKRB1', 'VWDE', 'LRGUK', 'XIRP1', 'TENM1', 'FUT6', 'RERGL', 'BMPER', 'ADAMTS18', 'LINC00930', 'RDM1', 'CECR2', 'HCG27', 'KIAA0319', 'CYP4F8', 'CDR1', 'NUGGC', 'CLEC12A', 'ECEL1', 'PKD1L1', 'CBLN2', 'ABHD11.AS1', 'SEC14L5', 'WSCD2', 'SORCS1', 'FAM184B', 'PCDHGA3', 'SPESP1', 'SSUH2', 'FSCN2', 'FAM162B', 'DMRT2', 'ZNF732', 'CCL17', 'CTSG', 'RSPO1', 'TMEM217', 'GRIA3', 'GNB3', 'PIANP', 'HOXD4', 'RGS6', 'FLJ12825', 'COL2A1', 'CHRNB2', 'ADAM32', 'IL1R2', 'RNF175', 'SERPINA6', 'MT1A', 'ADAMTS19', 'PFKFB1', 'DIRC3', 'RASL10A', 'HECTD2.AS1', 'POM121L9P', 'SMIM5', 'CYP46A1', 'LRRC16B', 'PRSS21', 'ZNF804A', 'IGF2BP3', 'CAPN11', 'VIPR2', 'TBX21', 'CYSRT1', 'HIST1H2BE', 'GPR87', 'TRAT1', 'LOC100126784', 'PART1', 'FOXC2', 'HOGA1', 'WIPF3', 'SLC13A2', 'ZSCAN1', 'CA9', 'EMX1', 'HTR7', 'XKR9', 'SLC26A10', 'CEP83.AS1', 'ULBP1', 'HS3ST3B1', 'ZBTB16', 'CYP26A1', 'OTUD7A', 'TMSB15A', 'CITED1', 'TMEM40', 'MAPT.IT1', 'GZMM', 'ANKK1', 'WFDC3', 'ROPN1L', 'FIRRE', 'M1AP', 'CDHR1', 'MYO3B', 'PVALB', 'MRAP2', 'CRTAC1', 'INE2', 'SPAG17', 'TTC23L', 'RBM12B.AS1', 'IGSF22', 'RFX8', 'MROH7', 'KCNT2', 'HEATR4', 'PCDHA12', 'BTC', 'CFAP61', 'PYGM', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'ADGRF1', 'LRRC4B', 'CLEC4E', 'HPDL', 'OPCML', 'TMEM59L', 'CIDEC', 'MIA', 'CCBE1', 'SRSF12', 'B3GAT1', 'LINC00173', 'NWD1', 'IL11', 'TSPAN8', 'RNF182', 'NLRP7', 'FRMPD1', 'KCNA6', 'KLK6', 'GALNT13', 'ABCC6P2', 'FASLG', 'LOC613037', 'LSAMP', 'GAS2', 'SMC1B', 'DHDH', 'FAM83A', 'RFPL1S', 'COL28A1', 'SCN3B', 'C15ORF56', 'SLC6A14', 'PSORS1C1', 'SLC16A11', 'PTCHD1', 'ANO5', 'TUSC5', 'ADGRG2', 'TMPRSS4', 'C9ORF47', 'SLC24A5', 'RUFY4', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'KCNQ3', 'CYP4F12', 'LINC00908', 'LOC100133669', 'NBPF4', 'VENTX', 'FAM157A', 'MYOM2', 'EBF2', 'MAG', 'PTPRN', 'PCDHA5', 'DSCAML1', 'PLAC1', 'NKX3.2', 'DLX2', 'CNTN2', 'SYT6', 'SFTPA2', 'BRE.AS1', 'DLX5', 'FAM19A2', 'CCNI2', 'KLK7', 'ZBTB20', 'CDKN2B.AS1', 'CD160', 'GHRLOS', 'PTPRR', 'ABCC2', 'RYR3', 'OR2W3', 'SLC6A17', 'ABCD2', 'TFAP2E', 'CD1A', 'GRIA2', 'DEFB1', 'RGS9', 'CCDC144A', 'MYO16', 'CDKL2', 'CACNA1I', 'PWAR5', 'DLK2', 'DCX', 'GGT3P', 'SLC6A11', 'BTBD19', 'CHRFAM7A', 'WDR17', 'MMP12', 'MSMB', 'CABP4', 'TCEAL2', 'CHRNA10', 'UNC13A', 'FKBP1AP1', 'SLC39A2', 'XCL2', 'LY6H', 'AGBL4', 'S100A7', 'TUBAL3', 'SPAG8', 'TCN1', 'HRCT1', 'P2RY12', 'PCBP3', 'TM6SF2', 'LINC00202.1', 'ZNF727', 'ARL9', 'KCNH3', 'MAK', 'MPL', 'SNORD116.4', 'GRID2IP', 'SYCE3', 'NOX5', 'SLC46A2', 'TCTEX1D1', 'CD70', 'ELOVL3', 'GPM6A', 'TIGD4', 'JAKMIP1', 'SYCE2', 'ARMC3', 'GRIN2A', 'PGLYRP2', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'LONRF3', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'ACY3', 'LRRC43', 'AGAP7P', 'THPO', 'BEX1', 'LOC400927', 'PRPH2', 'ACHE', 'AKR1E2', 'SCN2A', 'KLK10', 'SCN9A', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'C6ORF52', 'TMEM145', 'VN1R1', 'CD40LG', 'HRC', 'BEGAIN', 'CHODL', 'PAH', 'LOC285593', 'CXADRP3', 'GPR82', 'TTBK1', 'SLC25A34', 'CHST9', 'TTYH1', 'GABRB3', 'ADGRL3', 'APOBEC3A', 'MLLT4.AS1', 'HIST1H2BH', 'BRSK2', 'TRH', 'MAPK4', 'EPYC', 'DNASE1L2', 'ST8SIA2', 'CAMK4', 'DGCR5', 'C8ORF46', 'IL17D', 'SLC35F3', 'GPR63', 'CAPSL', 'GBP6', 'ANKLE1', 'MUC15', 'ROBO2', 'AIM1L', 'ASGR1', 'MYO15A', 'HAMP', 'FAM201A', 'PCDHA1', 'TNFSF11', 'CHKB.AS1', 'RMRP', 'DUSP9', 'FAM159A', 'NMU', 'NEK5', 'RHCE', 'DCLK3', 'PTX3', 'TDRD6', 'LYG1', 'KCNK17', 'MTUS2', 'LOC100132215', 'RUNDC3A', 'RRN3P1', 'UCKL1.AS1', 'C1QL3', 'CYTL1', 'CYP2E1', 'FOLR1', 'LINC00961', 'PNMA6A', 'ROPN1B', 'HBA1', 'LINC00689', 'RRN3P2', 'THSD7B', 'MT1L', 'XCL1', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'ATP13A4', 'KIF19', 'CCR10', 'DPEP1', 'IL1RL1', 'GLI1', 'ARRDC3.AS1', 'IL24', 'KISS1R', 'ZMAT4', 'TMEM150B', 'LIN7A', 'GPR173', 'TTLL9', 'KIAA1210', 'NIPAL4', 'PRRT4', 'RHBG', 'A2ML1', 'WBP2NL', 'GPR135', 'CBLN1', 'LOC90246', 'GNMT', 'DPF3', 'PCDHB18P', 'IL18RAP', 'MAP7D2', 'CD300LB', 'B3GALT5', 'CNTNAP3', 'RRAD', 'OXGR1', 'FIGF', 'DPY19L2P4', 'RAB39A', 'HIST1H1D', 'CACNA2D3', 'MS4A8', 'SLC5A8', 'LRRC24', 'AIM2', 'TRIM7', 'PON3', 'MASP2', 'GABRB2', 'PCDH20', 'TIFAB', 'KLK8', 'PHKG1', 'DNAH11', 'FOXN1', 'WFIKKN1', 'DCST2', 'LINC00669', 'WNT10A', 'FREM2', 'C19ORF45', 'CLCA2', 'ANK1', 'GPR171', 'CRB2', 'KCNB1', 'CD19', 'SLC26A3', 'SEPHS1P1', 'LINC01465', 'HIST1H2AG', 'UCA1', 'RASAL1', 'TYMSOS', 'LINC00685', 'TTC41P', 'ANO2', 'CD1E', 'NEURL3', 'COLCA1', 'RIC3', 'CST2', 'MED12L', 'LOC646999', 'PCDHGC5', 'HNRNPCL3', 'CLPSL1', 'NRXN1', 'SEC14L1P1', 'FAM182B', 'EYA1', 'IL6', 'MYEOV', 'ARHGEF33', 'MAPT.AS1', 'RAB3B', 'STXBP6', 'KCNRG', 'CR2', 'CXCR2', 'MSLN', 'PATL2', 'KIF4B', 'LPAR4', 'CLEC4F', 'AJAP1', 'ZNF676', 'TDRD9', 'VSTM2A', 'CLDN14', 'FNDC8', 'MKX', 'ABHD1', 'TRABD2A', 'MAGEL2', 'NDP', 'PDCD1', 'FAM43B', 'VIT', 'POU3F1', 'TSPAN32', 'SEZ6L', 'CDH1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10476316856458312
		RMSE:  1.1835893765747125
		NRMSE:  0.18846364392451076
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19786466090973764
		RMSE:  1.2714981376898562
		NRMSE:  0.2500438806886504
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1260727912856485
		NRMSE:  0.17930524366829853
		MAPE:  266.31463004312263
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01718399286470018
		RMSE:  1.1716869980595492
		NRMSE:  0.23041572398960675
		MAPE:  1066.779337530299

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  8.381655682278817e-15
		NRMSE:  1.3346160444378866e-15
		MAPE:  4.182100495126214e-12
		Pearson Correlation:  0.3539298468544728
		Spearman Correlation:  0.40232172470978445
		Coefficient of Determination:  -0.31183131042041046
		RMSE:  1.330610199902288
		NRMSE:  0.2616684430792488
		MAPE:  1846.7902784860573

	Predictor:  ElasticNet
		Pearson Correlation:  0.9347434499038639
		Spearman Correlation:  0.8859874523515984
		Coefficient of Determination:  0.8386589412274148
		RMSE:  0.4523128398328301
		NRMSE:  0.07202204385733417
		MAPE:  169.37275511307922
		Pearson Correlation:  0.431935876977048
		Spearman Correlation:  0.4755545580368833
		Coefficient of Determination:  0.11380705045543327
		RMSE:  1.093644057144094
		NRMSE:  0.21506834814341783
		MAPE:  1146.3138795868806

	Predictor:  RandomForests
		Pearson Correlation:  0.6843587118426794
		Spearman Correlation:  0.6002063471501886
		Coefficient of Determination:  0.46304727330741435
		RMSE:  0.8251530152962985
		NRMSE:  0.1313896078622175
		MAPE:  164.77245720877224
		Pearson Correlation:  0.4429403469650317
		Spearman Correlation:  0.5215682509365156
		Coefficient of Determination:  0.16571903971655721
		RMSE:  1.061128595798193
		NRMSE:  0.20867408621230518
		MAPE:  491.60073707575737

Protein:  CDH2
x_train_column_count:  1002
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'MUC6', 'CATSPER3', 'TUBA3E', 'GLDC', 'FIBCD1', 'GRIK4', 'C10ORF55', 'CYP4F35P', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'MAST1', 'XKRX', 'FBLL1', 'LINC00922', 'CACNA1F', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ASB14', 'ALG1L', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'HMGCLL1', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'TEKT2', 'CD300LG', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'NBPF6', 'GPR27', 'MGAM', 'PLA2G10', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'PTCHD4', 'FCRL3', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'TPSD1', 'PCDHGB3', 'DNASE1L3', 'GFRA2', 'FLG', 'C1GALT1C1L', 'SFTPD', 'IGFL2', 'GPR158', 'GJB3', 'ITPKA', 'FAM186B', 'PROC', 'GDF10', 'ZBED2', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'LRRC31', 'ATP1A4', 'HCN2', 'EGOT', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'ADRA1B', 'SYT8', 'SCGB3A1', 'CNGA1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'PPP1R3G', 'SLC28A3', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'METTL7B', 'HEPACAM2', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'LRIT3', 'ALOXE3', 'GLIS1', 'SGK2', 'ZNF843', 'S100A3', 'LINC00482', 'NR1I3', 'CCDC36', 'WNT2B', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'BCHE', 'FCRL6', 'CKMT2', 'ABCA17P', 'LPAR3', 'DQX1', 'FAM189A1', 'PITX2', 'NLRP12', 'ADCYAP1', 'ENPP6', 'C2ORF50', 'CACNA1G', 'C1ORF101', 'SLC6A20', 'FAM95B1', 'FAM90A1', 'ZNF835', 'OTOA', 'SPIB', 'CLDN9', 'CA3', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'CLECL1', 'ULBP3', 'PCSK1N', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'SCN2B', 'LINC01550', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'PCYT1B', 'GSTM1', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'JPH3', 'CAMP', 'CPEB1', 'LOC90768', 'LOC441455', 'OR7E91P', 'FLJ37201', 'RELN', 'SCARA5', 'IL12RB2', 'LBX2', 'FUT7', 'RIMS1', 'PLA2G5', 'CD177', 'IGSF5', 'KCNE1', 'HIST1H2BN', 'GPR18', 'ASTN1', 'SLC22A18AS', 'ZBED3.AS1', 'TUBB8', 'HOXB13', 'MNX1', 'ZC3H12D', 'TCHH', 'KCNE2', 'IRX4', 'C10ORF128', 'FAM135B', 'GAL', 'BTBD8', 'WDR72', 'CHRNA6', 'SP5', 'ONECUT2', 'CIDEA', 'SLC16A10', 'SCN7A', 'HOXB8', 'LINC01124', 'RSPH4A', 'MGC16142', 'ALB', 'CCDC183', 'SCART1', 'GBP1P1', 'CELF5', 'CCDC7', 'MGAT5B', 'DCSTAMP', 'YPEL4', 'GRIN2C', 'CXXC4', 'GPR3', 'SKIDA1', 'CCDC153', 'HOXA11', 'SLC30A2', 'ATP13A5', 'SLC35F1', 'NIPAL1', 'PYDC1', 'CXCR5', 'OBP2B', 'STRC', 'TNFRSF9', 'PCSK9', 'SRL', 'RPGRIP1', 'FOXJ1', 'PCAT18', 'WT1', 'LRP1B', 'PPP4R4', 'NOXO1', 'INSM1', 'CNNM1', 'GPR174', 'SLC18A2', 'MARCO', 'GPX2', 'DMRT3', 'C17ORF104', 'PCK1', 'SLC25A53', 'FOXD4', 'INHA', 'NOS2', 'KLHL14', 'FOXD1', 'AVPR2', 'ADH1C', 'COL23A1', 'CRISP3', 'IL20', 'LBP', 'TNFRSF17', 'BTLA', 'PKNOX2', 'GPLD1', 'CXCL2', 'MYBPC1', 'PARP15', 'GLOD5', 'C2ORF40', 'CST9', 'PFN1P2', 'SLCO4C1', 'BCL2L14', 'SLC23A1', 'STEAP1B', 'GPR55', 'AMH', 'VAT1L', 'VSIG2', 'ZNF98', 'SCN3A', 'ULBP2', 'CXCR2P1', 'DHRS4L1', 'HAP1', 'VGLL1', 'TPSG1', 'RNF212', 'CYSLTR2', 'ZNF454', 'ZNF488', 'FAM218A', 'FAM178B', 'SYN2', 'EMILIN3', 'TMEM105', 'DKK1', 'P2RX1', 'DBIL5P', 'ORM1', 'DPY19L2P2', 'IL23A', 'CRYM', 'SIGLEC17P', 'CXCL1', 'AMBP', 'PRKG2', 'LRRC2', 'FABP7', 'GPBAR1', 'SPDYE1', 'SUCNR1', 'DEPDC4', 'BRINP1', 'CTCFL', 'BDKRB1', 'VWDE', 'LRGUK', 'XIRP1', 'TENM1', 'FUT6', 'RERGL', 'BMPER', 'ADAMTS18', 'LINC00930', 'RDM1', 'CECR2', 'HCG27', 'KIAA0319', 'CYP4F8', 'CDR1', 'NUGGC', 'CLEC12A', 'ECEL1', 'PKD1L1', 'CBLN2', 'ABHD11.AS1', 'SEC14L5', 'WSCD2', 'SORCS1', 'FAM184B', 'PCDHGA3', 'SPESP1', 'SSUH2', 'FSCN2', 'FAM162B', 'DMRT2', 'ZNF732', 'CCL17', 'CTSG', 'RSPO1', 'TMEM217', 'GRIA3', 'GNB3', 'PIANP', 'HOXD4', 'RGS6', 'FLJ12825', 'COL2A1', 'CHRNB2', 'ADAM32', 'IL1R2', 'RNF175', 'SERPINA6', 'MT1A', 'ADAMTS19', 'PFKFB1', 'DIRC3', 'RASL10A', 'HECTD2.AS1', 'POM121L9P', 'SMIM5', 'CYP46A1', 'LRRC16B', 'PRSS21', 'ZNF804A', 'IGF2BP3', 'CAPN11', 'VIPR2', 'TBX21', 'CYSRT1', 'HIST1H2BE', 'GPR87', 'TRAT1', 'LOC100126784', 'PART1', 'FOXC2', 'HOGA1', 'WIPF3', 'SLC13A2', 'ZSCAN1', 'CA9', 'EMX1', 'HTR7', 'XKR9', 'SLC26A10', 'CEP83.AS1', 'ULBP1', 'HS3ST3B1', 'ZBTB16', 'CYP26A1', 'OTUD7A', 'TMSB15A', 'CITED1', 'TMEM40', 'MAPT.IT1', 'GZMM', 'ANKK1', 'WFDC3', 'ROPN1L', 'FIRRE', 'M1AP', 'CDHR1', 'MYO3B', 'PVALB', 'MRAP2', 'CRTAC1', 'INE2', 'SPAG17', 'TTC23L', 'RBM12B.AS1', 'IGSF22', 'RFX8', 'MROH7', 'KCNT2', 'HEATR4', 'PCDHA12', 'BTC', 'CFAP61', 'PYGM', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'ADGRF1', 'LRRC4B', 'CLEC4E', 'HPDL', 'OPCML', 'TMEM59L', 'CIDEC', 'MIA', 'CCBE1', 'SRSF12', 'B3GAT1', 'LINC00173', 'NWD1', 'IL11', 'TSPAN8', 'RNF182', 'NLRP7', 'FRMPD1', 'KCNA6', 'KLK6', 'GALNT13', 'ABCC6P2', 'FASLG', 'LOC613037', 'LSAMP', 'GAS2', 'SMC1B', 'DHDH', 'FAM83A', 'RFPL1S', 'COL28A1', 'SCN3B', 'C15ORF56', 'SLC6A14', 'PSORS1C1', 'SLC16A11', 'PTCHD1', 'ANO5', 'TUSC5', 'ADGRG2', 'TMPRSS4', 'C9ORF47', 'SLC24A5', 'RUFY4', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'KCNQ3', 'CYP4F12', 'LINC00908', 'LOC100133669', 'NBPF4', 'VENTX', 'FAM157A', 'MYOM2', 'EBF2', 'MAG', 'PTPRN', 'PCDHA5', 'DSCAML1', 'PLAC1', 'NKX3.2', 'DLX2', 'CNTN2', 'SYT6', 'SFTPA2', 'BRE.AS1', 'DLX5', 'FAM19A2', 'CCNI2', 'KLK7', 'ZBTB20', 'CDKN2B.AS1', 'CD160', 'GHRLOS', 'PTPRR', 'ABCC2', 'RYR3', 'OR2W3', 'SLC6A17', 'ABCD2', 'TFAP2E', 'CD1A', 'GRIA2', 'DEFB1', 'RGS9', 'CCDC144A', 'MYO16', 'CDKL2', 'CACNA1I', 'PWAR5', 'DLK2', 'DCX', 'GGT3P', 'SLC6A11', 'BTBD19', 'CHRFAM7A', 'WDR17', 'MMP12', 'MSMB', 'CABP4', 'TCEAL2', 'CHRNA10', 'UNC13A', 'FKBP1AP1', 'SLC39A2', 'XCL2', 'LY6H', 'AGBL4', 'S100A7', 'TUBAL3', 'SPAG8', 'TCN1', 'HRCT1', 'P2RY12', 'PCBP3', 'TM6SF2', 'LINC00202.1', 'ZNF727', 'ARL9', 'KCNH3', 'MAK', 'MPL', 'SNORD116.4', 'GRID2IP', 'SYCE3', 'NOX5', 'SLC46A2', 'TCTEX1D1', 'CD70', 'ELOVL3', 'GPM6A', 'TIGD4', 'JAKMIP1', 'SYCE2', 'ARMC3', 'GRIN2A', 'PGLYRP2', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'LONRF3', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'ACY3', 'LRRC43', 'AGAP7P', 'THPO', 'BEX1', 'LOC400927', 'PRPH2', 'ACHE', 'AKR1E2', 'SCN2A', 'KLK10', 'SCN9A', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'C6ORF52', 'TMEM145', 'VN1R1', 'CD40LG', 'HRC', 'BEGAIN', 'CHODL', 'PAH', 'LOC285593', 'CXADRP3', 'GPR82', 'TTBK1', 'SLC25A34', 'CHST9', 'TTYH1', 'GABRB3', 'ADGRL3', 'APOBEC3A', 'MLLT4.AS1', 'HIST1H2BH', 'BRSK2', 'TRH', 'MAPK4', 'EPYC', 'DNASE1L2', 'ST8SIA2', 'CAMK4', 'DGCR5', 'C8ORF46', 'IL17D', 'SLC35F3', 'GPR63', 'CAPSL', 'GBP6', 'ANKLE1', 'MUC15', 'ROBO2', 'AIM1L', 'ASGR1', 'MYO15A', 'HAMP', 'FAM201A', 'PCDHA1', 'TNFSF11', 'CHKB.AS1', 'RMRP', 'DUSP9', 'FAM159A', 'NMU', 'NEK5', 'RHCE', 'DCLK3', 'PTX3', 'TDRD6', 'LYG1', 'KCNK17', 'MTUS2', 'LOC100132215', 'RUNDC3A', 'RRN3P1', 'UCKL1.AS1', 'C1QL3', 'CYTL1', 'CYP2E1', 'FOLR1', 'LINC00961', 'PNMA6A', 'ROPN1B', 'HBA1', 'LINC00689', 'RRN3P2', 'THSD7B', 'MT1L', 'XCL1', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'ATP13A4', 'KIF19', 'CCR10', 'DPEP1', 'IL1RL1', 'GLI1', 'ARRDC3.AS1', 'IL24', 'KISS1R', 'ZMAT4', 'TMEM150B', 'LIN7A', 'GPR173', 'TTLL9', 'KIAA1210', 'NIPAL4', 'PRRT4', 'RHBG', 'A2ML1', 'WBP2NL', 'GPR135', 'CBLN1', 'LOC90246', 'GNMT', 'DPF3', 'PCDHB18P', 'IL18RAP', 'MAP7D2', 'CD300LB', 'B3GALT5', 'CNTNAP3', 'RRAD', 'OXGR1', 'FIGF', 'DPY19L2P4', 'RAB39A', 'HIST1H1D', 'CACNA2D3', 'MS4A8', 'SLC5A8', 'LRRC24', 'AIM2', 'TRIM7', 'PON3', 'MASP2', 'GABRB2', 'PCDH20', 'TIFAB', 'KLK8', 'PHKG1', 'DNAH11', 'FOXN1', 'WFIKKN1', 'DCST2', 'LINC00669', 'WNT10A', 'FREM2', 'C19ORF45', 'CLCA2', 'ANK1', 'GPR171', 'CRB2', 'KCNB1', 'CD19', 'SLC26A3', 'SEPHS1P1', 'LINC01465', 'HIST1H2AG', 'UCA1', 'RASAL1', 'TYMSOS', 'LINC00685', 'TTC41P', 'ANO2', 'CD1E', 'NEURL3', 'COLCA1', 'RIC3', 'CST2', 'MED12L', 'LOC646999', 'PCDHGC5', 'HNRNPCL3', 'CLPSL1', 'NRXN1', 'SEC14L1P1', 'FAM182B', 'EYA1', 'IL6', 'MYEOV', 'ARHGEF33', 'MAPT.AS1', 'RAB3B', 'STXBP6', 'KCNRG', 'CR2', 'CXCR2', 'MSLN', 'PATL2', 'KIF4B', 'LPAR4', 'CLEC4F', 'AJAP1', 'ZNF676', 'TDRD9', 'VSTM2A', 'CLDN14', 'FNDC8', 'MKX', 'ABHD1', 'TRABD2A', 'MAGEL2', 'NDP', 'PDCD1', 'FAM43B', 'VIT', 'POU3F1', 'TSPAN32', 'SEZ6L', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0016678089051440637
		RMSE:  0.3594357673583712
		NRMSE:  0.1765314902796381
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02548752338232485
		RMSE:  0.4223734458481898
		NRMSE:  0.15794680397441796
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  1.7419698490533614e-15
		NRMSE:  8.555423844866958e-16
		MAPE:  8.088969890895447e-12
		Pearson Correlation:  0.12552550333581908
		Spearman Correlation:  0.1552914067401134
		Coefficient of Determination:  -0.6525272389883088
		RMSE:  0.5361739743877084
		NRMSE:  0.20050258003018095
		MAPE:  13698.30857897804

	Predictor:  ElasticNet
		Pearson Correlation:  0.7301355603017254
		Spearman Correlation:  0.7284543736640476
		Coefficient of Determination:  0.43584527864555533
		RMSE:  0.2697481945259396
		NRMSE:  0.1324827830292911
		MAPE:  1395.149818740094
		Pearson Correlation:  0.0979384937350235
		Spearman Correlation:  0.11504147812510113
		Coefficient of Determination:  -0.053750312103989284
		RMSE:  0.4281542649173431
		NRMSE:  0.16010854474032613
		MAPE:  1086.4472141183605

	Predictor:  RandomForests
		Pearson Correlation:  0.46530176220656727
		Spearman Correlation:  0.48086762314037795
		Coefficient of Determination:  0.14761474954563003
		RMSE:  0.3315716542924947
		NRMSE:  0.16284644874637524
		MAPE:  934.2204623881886
		Pearson Correlation:  0.0991049186114541
		Spearman Correlation:  0.14083484935589866
		Coefficient of Determination:  -0.004633828790130634
		RMSE:  0.41805682249167586
		NRMSE:  0.1563326000754168
		MAPE:  2082.0659896225466

Protein:  CDH3
x_train_column_count:  1002
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'MUC6', 'CATSPER3', 'TUBA3E', 'GLDC', 'FIBCD1', 'GRIK4', 'C10ORF55', 'CYP4F35P', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'MAST1', 'XKRX', 'FBLL1', 'LINC00922', 'CACNA1F', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ASB14', 'ALG1L', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'HMGCLL1', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'TEKT2', 'CD300LG', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'NBPF6', 'GPR27', 'MGAM', 'PLA2G10', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'PTCHD4', 'FCRL3', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'TPSD1', 'PCDHGB3', 'DNASE1L3', 'GFRA2', 'FLG', 'C1GALT1C1L', 'SFTPD', 'IGFL2', 'GPR158', 'GJB3', 'ITPKA', 'FAM186B', 'PROC', 'GDF10', 'ZBED2', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'LRRC31', 'ATP1A4', 'HCN2', 'EGOT', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'ADRA1B', 'SYT8', 'SCGB3A1', 'CNGA1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'PPP1R3G', 'SLC28A3', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'METTL7B', 'HEPACAM2', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'LRIT3', 'ALOXE3', 'GLIS1', 'SGK2', 'ZNF843', 'S100A3', 'LINC00482', 'NR1I3', 'CCDC36', 'WNT2B', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'BCHE', 'FCRL6', 'CKMT2', 'ABCA17P', 'LPAR3', 'DQX1', 'FAM189A1', 'PITX2', 'NLRP12', 'ADCYAP1', 'ENPP6', 'C2ORF50', 'CACNA1G', 'C1ORF101', 'SLC6A20', 'FAM95B1', 'FAM90A1', 'ZNF835', 'OTOA', 'SPIB', 'CLDN9', 'CA3', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'CLECL1', 'ULBP3', 'PCSK1N', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'SCN2B', 'LINC01550', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'PCYT1B', 'GSTM1', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'JPH3', 'CAMP', 'CPEB1', 'LOC90768', 'LOC441455', 'OR7E91P', 'FLJ37201', 'RELN', 'SCARA5', 'IL12RB2', 'LBX2', 'FUT7', 'RIMS1', 'PLA2G5', 'CD177', 'IGSF5', 'KCNE1', 'HIST1H2BN', 'GPR18', 'ASTN1', 'SLC22A18AS', 'ZBED3.AS1', 'TUBB8', 'HOXB13', 'MNX1', 'ZC3H12D', 'TCHH', 'KCNE2', 'IRX4', 'C10ORF128', 'FAM135B', 'GAL', 'BTBD8', 'WDR72', 'CHRNA6', 'SP5', 'ONECUT2', 'CIDEA', 'SLC16A10', 'SCN7A', 'HOXB8', 'LINC01124', 'RSPH4A', 'MGC16142', 'ALB', 'CCDC183', 'SCART1', 'GBP1P1', 'CELF5', 'CCDC7', 'MGAT5B', 'DCSTAMP', 'YPEL4', 'GRIN2C', 'CXXC4', 'GPR3', 'SKIDA1', 'CCDC153', 'HOXA11', 'SLC30A2', 'ATP13A5', 'SLC35F1', 'NIPAL1', 'PYDC1', 'CXCR5', 'OBP2B', 'STRC', 'TNFRSF9', 'PCSK9', 'SRL', 'RPGRIP1', 'FOXJ1', 'PCAT18', 'WT1', 'LRP1B', 'PPP4R4', 'NOXO1', 'INSM1', 'CNNM1', 'GPR174', 'SLC18A2', 'MARCO', 'GPX2', 'DMRT3', 'C17ORF104', 'PCK1', 'SLC25A53', 'FOXD4', 'INHA', 'NOS2', 'KLHL14', 'FOXD1', 'AVPR2', 'ADH1C', 'COL23A1', 'CRISP3', 'IL20', 'LBP', 'TNFRSF17', 'BTLA', 'PKNOX2', 'GPLD1', 'CXCL2', 'MYBPC1', 'PARP15', 'GLOD5', 'C2ORF40', 'CST9', 'PFN1P2', 'SLCO4C1', 'BCL2L14', 'SLC23A1', 'STEAP1B', 'GPR55', 'AMH', 'VAT1L', 'VSIG2', 'ZNF98', 'SCN3A', 'ULBP2', 'CXCR2P1', 'DHRS4L1', 'HAP1', 'VGLL1', 'TPSG1', 'RNF212', 'CYSLTR2', 'ZNF454', 'ZNF488', 'FAM218A', 'FAM178B', 'SYN2', 'EMILIN3', 'TMEM105', 'DKK1', 'P2RX1', 'DBIL5P', 'ORM1', 'DPY19L2P2', 'IL23A', 'CRYM', 'SIGLEC17P', 'CXCL1', 'AMBP', 'PRKG2', 'LRRC2', 'FABP7', 'GPBAR1', 'SPDYE1', 'SUCNR1', 'DEPDC4', 'BRINP1', 'CTCFL', 'BDKRB1', 'VWDE', 'LRGUK', 'XIRP1', 'TENM1', 'FUT6', 'RERGL', 'BMPER', 'ADAMTS18', 'LINC00930', 'RDM1', 'CECR2', 'HCG27', 'KIAA0319', 'CYP4F8', 'CDR1', 'NUGGC', 'CLEC12A', 'ECEL1', 'PKD1L1', 'CBLN2', 'ABHD11.AS1', 'SEC14L5', 'WSCD2', 'SORCS1', 'FAM184B', 'PCDHGA3', 'SPESP1', 'SSUH2', 'FSCN2', 'FAM162B', 'DMRT2', 'ZNF732', 'CCL17', 'CTSG', 'RSPO1', 'TMEM217', 'GRIA3', 'GNB3', 'PIANP', 'HOXD4', 'RGS6', 'FLJ12825', 'COL2A1', 'CHRNB2', 'ADAM32', 'IL1R2', 'RNF175', 'SERPINA6', 'MT1A', 'ADAMTS19', 'PFKFB1', 'DIRC3', 'RASL10A', 'HECTD2.AS1', 'POM121L9P', 'SMIM5', 'CYP46A1', 'LRRC16B', 'PRSS21', 'ZNF804A', 'IGF2BP3', 'CAPN11', 'VIPR2', 'TBX21', 'CYSRT1', 'HIST1H2BE', 'GPR87', 'TRAT1', 'LOC100126784', 'PART1', 'FOXC2', 'HOGA1', 'WIPF3', 'SLC13A2', 'ZSCAN1', 'CA9', 'EMX1', 'HTR7', 'XKR9', 'SLC26A10', 'CEP83.AS1', 'ULBP1', 'HS3ST3B1', 'ZBTB16', 'CYP26A1', 'OTUD7A', 'TMSB15A', 'CITED1', 'TMEM40', 'MAPT.IT1', 'GZMM', 'ANKK1', 'WFDC3', 'ROPN1L', 'FIRRE', 'M1AP', 'CDHR1', 'MYO3B', 'PVALB', 'MRAP2', 'CRTAC1', 'INE2', 'SPAG17', 'TTC23L', 'RBM12B.AS1', 'IGSF22', 'RFX8', 'MROH7', 'KCNT2', 'HEATR4', 'PCDHA12', 'BTC', 'CFAP61', 'PYGM', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'ADGRF1', 'LRRC4B', 'CLEC4E', 'HPDL', 'OPCML', 'TMEM59L', 'CIDEC', 'MIA', 'CCBE1', 'SRSF12', 'B3GAT1', 'LINC00173', 'NWD1', 'IL11', 'TSPAN8', 'RNF182', 'NLRP7', 'FRMPD1', 'KCNA6', 'KLK6', 'GALNT13', 'ABCC6P2', 'FASLG', 'LOC613037', 'LSAMP', 'GAS2', 'SMC1B', 'DHDH', 'FAM83A', 'RFPL1S', 'COL28A1', 'SCN3B', 'C15ORF56', 'SLC6A14', 'PSORS1C1', 'SLC16A11', 'PTCHD1', 'ANO5', 'TUSC5', 'ADGRG2', 'TMPRSS4', 'C9ORF47', 'SLC24A5', 'RUFY4', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'KCNQ3', 'CYP4F12', 'LINC00908', 'LOC100133669', 'NBPF4', 'VENTX', 'FAM157A', 'MYOM2', 'EBF2', 'MAG', 'PTPRN', 'PCDHA5', 'DSCAML1', 'PLAC1', 'NKX3.2', 'DLX2', 'CNTN2', 'SYT6', 'SFTPA2', 'BRE.AS1', 'DLX5', 'FAM19A2', 'CCNI2', 'KLK7', 'ZBTB20', 'CDKN2B.AS1', 'CD160', 'GHRLOS', 'PTPRR', 'ABCC2', 'RYR3', 'OR2W3', 'SLC6A17', 'ABCD2', 'TFAP2E', 'CD1A', 'GRIA2', 'DEFB1', 'RGS9', 'CCDC144A', 'MYO16', 'CDKL2', 'CACNA1I', 'PWAR5', 'DLK2', 'DCX', 'GGT3P', 'SLC6A11', 'BTBD19', 'CHRFAM7A', 'WDR17', 'MMP12', 'MSMB', 'CABP4', 'TCEAL2', 'CHRNA10', 'UNC13A', 'FKBP1AP1', 'SLC39A2', 'XCL2', 'LY6H', 'AGBL4', 'S100A7', 'TUBAL3', 'SPAG8', 'TCN1', 'HRCT1', 'P2RY12', 'PCBP3', 'TM6SF2', 'LINC00202.1', 'ZNF727', 'ARL9', 'KCNH3', 'MAK', 'MPL', 'SNORD116.4', 'GRID2IP', 'SYCE3', 'NOX5', 'SLC46A2', 'TCTEX1D1', 'CD70', 'ELOVL3', 'GPM6A', 'TIGD4', 'JAKMIP1', 'SYCE2', 'ARMC3', 'GRIN2A', 'PGLYRP2', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'LONRF3', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'ACY3', 'LRRC43', 'AGAP7P', 'THPO', 'BEX1', 'LOC400927', 'PRPH2', 'ACHE', 'AKR1E2', 'SCN2A', 'KLK10', 'SCN9A', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'C6ORF52', 'TMEM145', 'VN1R1', 'CD40LG', 'HRC', 'BEGAIN', 'CHODL', 'PAH', 'LOC285593', 'CXADRP3', 'GPR82', 'TTBK1', 'SLC25A34', 'CHST9', 'TTYH1', 'GABRB3', 'ADGRL3', 'APOBEC3A', 'MLLT4.AS1', 'HIST1H2BH', 'BRSK2', 'TRH', 'MAPK4', 'EPYC', 'DNASE1L2', 'ST8SIA2', 'CAMK4', 'DGCR5', 'C8ORF46', 'IL17D', 'SLC35F3', 'GPR63', 'CAPSL', 'GBP6', 'ANKLE1', 'MUC15', 'ROBO2', 'AIM1L', 'ASGR1', 'MYO15A', 'HAMP', 'FAM201A', 'PCDHA1', 'TNFSF11', 'CHKB.AS1', 'RMRP', 'DUSP9', 'FAM159A', 'NMU', 'NEK5', 'RHCE', 'DCLK3', 'PTX3', 'TDRD6', 'LYG1', 'KCNK17', 'MTUS2', 'LOC100132215', 'RUNDC3A', 'RRN3P1', 'UCKL1.AS1', 'C1QL3', 'CYTL1', 'CYP2E1', 'FOLR1', 'LINC00961', 'PNMA6A', 'ROPN1B', 'HBA1', 'LINC00689', 'RRN3P2', 'THSD7B', 'MT1L', 'XCL1', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'ATP13A4', 'KIF19', 'CCR10', 'DPEP1', 'IL1RL1', 'GLI1', 'ARRDC3.AS1', 'IL24', 'KISS1R', 'ZMAT4', 'TMEM150B', 'LIN7A', 'GPR173', 'TTLL9', 'KIAA1210', 'NIPAL4', 'PRRT4', 'RHBG', 'A2ML1', 'WBP2NL', 'GPR135', 'CBLN1', 'LOC90246', 'GNMT', 'DPF3', 'PCDHB18P', 'IL18RAP', 'MAP7D2', 'CD300LB', 'B3GALT5', 'CNTNAP3', 'RRAD', 'OXGR1', 'FIGF', 'DPY19L2P4', 'RAB39A', 'HIST1H1D', 'CACNA2D3', 'MS4A8', 'SLC5A8', 'LRRC24', 'AIM2', 'TRIM7', 'PON3', 'MASP2', 'GABRB2', 'PCDH20', 'TIFAB', 'KLK8', 'PHKG1', 'DNAH11', 'FOXN1', 'WFIKKN1', 'DCST2', 'LINC00669', 'WNT10A', 'FREM2', 'C19ORF45', 'CLCA2', 'ANK1', 'GPR171', 'CRB2', 'KCNB1', 'CD19', 'SLC26A3', 'SEPHS1P1', 'LINC01465', 'HIST1H2AG', 'UCA1', 'RASAL1', 'TYMSOS', 'LINC00685', 'TTC41P', 'ANO2', 'CD1E', 'NEURL3', 'COLCA1', 'RIC3', 'CST2', 'MED12L', 'LOC646999', 'PCDHGC5', 'HNRNPCL3', 'CLPSL1', 'NRXN1', 'SEC14L1P1', 'FAM182B', 'EYA1', 'IL6', 'MYEOV', 'ARHGEF33', 'MAPT.AS1', 'RAB3B', 'STXBP6', 'KCNRG', 'CR2', 'CXCR2', 'MSLN', 'PATL2', 'KIF4B', 'LPAR4', 'CLEC4F', 'AJAP1', 'ZNF676', 'TDRD9', 'VSTM2A', 'CLDN14', 'FNDC8', 'MKX', 'ABHD1', 'TRABD2A', 'MAGEL2', 'NDP', 'PDCD1', 'FAM43B', 'VIT', 'POU3F1', 'TSPAN32', 'SEZ6L', 'CDH3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011481892643820935
		RMSE:  0.2038847376288621
		NRMSE:  0.14304087222095618
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026977014897064944
		RMSE:  0.22369326249691865
		NRMSE:  0.20181818899206835
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  1.1010172847211209e-15
		NRMSE:  7.724485636759282e-16
		MAPE:  4.528134254868401e-12
		Pearson Correlation:  0.11557270566138515
		Spearman Correlation:  0.08417810695893965
		Coefficient of Determination:  -0.9559147008612843
		RMSE:  0.3124228928348778
		NRMSE:  0.28187090539871146
		MAPE:  496.87220545032875

	Predictor:  ElasticNet
		Pearson Correlation:  0.6158791078119158
		Spearman Correlation:  0.6325942756954454
		Coefficient of Determination:  0.3352529252023333
		RMSE:  0.1661360004219417
		NRMSE:  0.11655722092800536
		MAPE:  355.68608261944894
		Pearson Correlation:  0.4572031523336371
		Spearman Correlation:  0.47150961982069606
		Coefficient of Determination:  0.18090049556346055
		RMSE:  0.2021790844285917
		NRMSE:  0.18240789291548254
		MAPE:  255.47236398705672

	Predictor:  RandomForests
		Pearson Correlation:  0.5654543017893553
		Spearman Correlation:  0.5906108175431505
		Coefficient of Determination:  0.2554447219221646
		RMSE:  0.17582636872165666
		NRMSE:  0.12335576185781603
		MAPE:  438.3632544111074
		Pearson Correlation:  0.4400110438063352
		Spearman Correlation:  0.4544520505243208
		Coefficient of Determination:  0.15361714746977684
		RMSE:  0.20551868949813124
		NRMSE:  0.1854209163725144
		MAPE:  180.76898129440505

Protein:  PTEN
x_train_column_count:  1002
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'MUC6', 'CATSPER3', 'TUBA3E', 'GLDC', 'FIBCD1', 'GRIK4', 'C10ORF55', 'CYP4F35P', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'MAST1', 'XKRX', 'FBLL1', 'LINC00922', 'CACNA1F', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ASB14', 'ALG1L', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'HMGCLL1', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'TEKT2', 'CD300LG', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'NBPF6', 'GPR27', 'MGAM', 'PLA2G10', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'PTCHD4', 'FCRL3', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'TPSD1', 'PCDHGB3', 'DNASE1L3', 'GFRA2', 'FLG', 'C1GALT1C1L', 'SFTPD', 'IGFL2', 'GPR158', 'GJB3', 'ITPKA', 'FAM186B', 'PROC', 'GDF10', 'ZBED2', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'LRRC31', 'ATP1A4', 'HCN2', 'EGOT', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'ADRA1B', 'SYT8', 'SCGB3A1', 'CNGA1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'PPP1R3G', 'SLC28A3', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'METTL7B', 'HEPACAM2', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'LRIT3', 'ALOXE3', 'GLIS1', 'SGK2', 'ZNF843', 'S100A3', 'LINC00482', 'NR1I3', 'CCDC36', 'WNT2B', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'BCHE', 'FCRL6', 'CKMT2', 'ABCA17P', 'LPAR3', 'DQX1', 'FAM189A1', 'PITX2', 'NLRP12', 'ADCYAP1', 'ENPP6', 'C2ORF50', 'CACNA1G', 'C1ORF101', 'SLC6A20', 'FAM95B1', 'FAM90A1', 'ZNF835', 'OTOA', 'SPIB', 'CLDN9', 'CA3', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'CLECL1', 'ULBP3', 'PCSK1N', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'SCN2B', 'LINC01550', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'PCYT1B', 'GSTM1', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'JPH3', 'CAMP', 'CPEB1', 'LOC90768', 'LOC441455', 'OR7E91P', 'FLJ37201', 'RELN', 'SCARA5', 'IL12RB2', 'LBX2', 'FUT7', 'RIMS1', 'PLA2G5', 'CD177', 'IGSF5', 'KCNE1', 'HIST1H2BN', 'GPR18', 'ASTN1', 'SLC22A18AS', 'ZBED3.AS1', 'TUBB8', 'HOXB13', 'MNX1', 'ZC3H12D', 'TCHH', 'KCNE2', 'IRX4', 'C10ORF128', 'FAM135B', 'GAL', 'BTBD8', 'WDR72', 'CHRNA6', 'SP5', 'ONECUT2', 'CIDEA', 'SLC16A10', 'SCN7A', 'HOXB8', 'LINC01124', 'RSPH4A', 'MGC16142', 'ALB', 'CCDC183', 'SCART1', 'GBP1P1', 'CELF5', 'CCDC7', 'MGAT5B', 'DCSTAMP', 'YPEL4', 'GRIN2C', 'CXXC4', 'GPR3', 'SKIDA1', 'CCDC153', 'HOXA11', 'SLC30A2', 'ATP13A5', 'SLC35F1', 'NIPAL1', 'PYDC1', 'CXCR5', 'OBP2B', 'STRC', 'TNFRSF9', 'PCSK9', 'SRL', 'RPGRIP1', 'FOXJ1', 'PCAT18', 'WT1', 'LRP1B', 'PPP4R4', 'NOXO1', 'INSM1', 'CNNM1', 'GPR174', 'SLC18A2', 'MARCO', 'GPX2', 'DMRT3', 'C17ORF104', 'PCK1', 'SLC25A53', 'FOXD4', 'INHA', 'NOS2', 'KLHL14', 'FOXD1', 'AVPR2', 'ADH1C', 'COL23A1', 'CRISP3', 'IL20', 'LBP', 'TNFRSF17', 'BTLA', 'PKNOX2', 'GPLD1', 'CXCL2', 'MYBPC1', 'PARP15', 'GLOD5', 'C2ORF40', 'CST9', 'PFN1P2', 'SLCO4C1', 'BCL2L14', 'SLC23A1', 'STEAP1B', 'GPR55', 'AMH', 'VAT1L', 'VSIG2', 'ZNF98', 'SCN3A', 'ULBP2', 'CXCR2P1', 'DHRS4L1', 'HAP1', 'VGLL1', 'TPSG1', 'RNF212', 'CYSLTR2', 'ZNF454', 'ZNF488', 'FAM218A', 'FAM178B', 'SYN2', 'EMILIN3', 'TMEM105', 'DKK1', 'P2RX1', 'DBIL5P', 'ORM1', 'DPY19L2P2', 'IL23A', 'CRYM', 'SIGLEC17P', 'CXCL1', 'AMBP', 'PRKG2', 'LRRC2', 'FABP7', 'GPBAR1', 'SPDYE1', 'SUCNR1', 'DEPDC4', 'BRINP1', 'CTCFL', 'BDKRB1', 'VWDE', 'LRGUK', 'XIRP1', 'TENM1', 'FUT6', 'RERGL', 'BMPER', 'ADAMTS18', 'LINC00930', 'RDM1', 'CECR2', 'HCG27', 'KIAA0319', 'CYP4F8', 'CDR1', 'NUGGC', 'CLEC12A', 'ECEL1', 'PKD1L1', 'CBLN2', 'ABHD11.AS1', 'SEC14L5', 'WSCD2', 'SORCS1', 'FAM184B', 'PCDHGA3', 'SPESP1', 'SSUH2', 'FSCN2', 'FAM162B', 'DMRT2', 'ZNF732', 'CCL17', 'CTSG', 'RSPO1', 'TMEM217', 'GRIA3', 'GNB3', 'PIANP', 'HOXD4', 'RGS6', 'FLJ12825', 'COL2A1', 'CHRNB2', 'ADAM32', 'IL1R2', 'RNF175', 'SERPINA6', 'MT1A', 'ADAMTS19', 'PFKFB1', 'DIRC3', 'RASL10A', 'HECTD2.AS1', 'POM121L9P', 'SMIM5', 'CYP46A1', 'LRRC16B', 'PRSS21', 'ZNF804A', 'IGF2BP3', 'CAPN11', 'VIPR2', 'TBX21', 'CYSRT1', 'HIST1H2BE', 'GPR87', 'TRAT1', 'LOC100126784', 'PART1', 'FOXC2', 'HOGA1', 'WIPF3', 'SLC13A2', 'ZSCAN1', 'CA9', 'EMX1', 'HTR7', 'XKR9', 'SLC26A10', 'CEP83.AS1', 'ULBP1', 'HS3ST3B1', 'ZBTB16', 'CYP26A1', 'OTUD7A', 'TMSB15A', 'CITED1', 'TMEM40', 'MAPT.IT1', 'GZMM', 'ANKK1', 'WFDC3', 'ROPN1L', 'FIRRE', 'M1AP', 'CDHR1', 'MYO3B', 'PVALB', 'MRAP2', 'CRTAC1', 'INE2', 'SPAG17', 'TTC23L', 'RBM12B.AS1', 'IGSF22', 'RFX8', 'MROH7', 'KCNT2', 'HEATR4', 'PCDHA12', 'BTC', 'CFAP61', 'PYGM', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'ADGRF1', 'LRRC4B', 'CLEC4E', 'HPDL', 'OPCML', 'TMEM59L', 'CIDEC', 'MIA', 'CCBE1', 'SRSF12', 'B3GAT1', 'LINC00173', 'NWD1', 'IL11', 'TSPAN8', 'RNF182', 'NLRP7', 'FRMPD1', 'KCNA6', 'KLK6', 'GALNT13', 'ABCC6P2', 'FASLG', 'LOC613037', 'LSAMP', 'GAS2', 'SMC1B', 'DHDH', 'FAM83A', 'RFPL1S', 'COL28A1', 'SCN3B', 'C15ORF56', 'SLC6A14', 'PSORS1C1', 'SLC16A11', 'PTCHD1', 'ANO5', 'TUSC5', 'ADGRG2', 'TMPRSS4', 'C9ORF47', 'SLC24A5', 'RUFY4', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'KCNQ3', 'CYP4F12', 'LINC00908', 'LOC100133669', 'NBPF4', 'VENTX', 'FAM157A', 'MYOM2', 'EBF2', 'MAG', 'PTPRN', 'PCDHA5', 'DSCAML1', 'PLAC1', 'NKX3.2', 'DLX2', 'CNTN2', 'SYT6', 'SFTPA2', 'BRE.AS1', 'DLX5', 'FAM19A2', 'CCNI2', 'KLK7', 'ZBTB20', 'CDKN2B.AS1', 'CD160', 'GHRLOS', 'PTPRR', 'ABCC2', 'RYR3', 'OR2W3', 'SLC6A17', 'ABCD2', 'TFAP2E', 'CD1A', 'GRIA2', 'DEFB1', 'RGS9', 'CCDC144A', 'MYO16', 'CDKL2', 'CACNA1I', 'PWAR5', 'DLK2', 'DCX', 'GGT3P', 'SLC6A11', 'BTBD19', 'CHRFAM7A', 'WDR17', 'MMP12', 'MSMB', 'CABP4', 'TCEAL2', 'CHRNA10', 'UNC13A', 'FKBP1AP1', 'SLC39A2', 'XCL2', 'LY6H', 'AGBL4', 'S100A7', 'TUBAL3', 'SPAG8', 'TCN1', 'HRCT1', 'P2RY12', 'PCBP3', 'TM6SF2', 'LINC00202.1', 'ZNF727', 'ARL9', 'KCNH3', 'MAK', 'MPL', 'SNORD116.4', 'GRID2IP', 'SYCE3', 'NOX5', 'SLC46A2', 'TCTEX1D1', 'CD70', 'ELOVL3', 'GPM6A', 'TIGD4', 'JAKMIP1', 'SYCE2', 'ARMC3', 'GRIN2A', 'PGLYRP2', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'LONRF3', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'ACY3', 'LRRC43', 'AGAP7P', 'THPO', 'BEX1', 'LOC400927', 'PRPH2', 'ACHE', 'AKR1E2', 'SCN2A', 'KLK10', 'SCN9A', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'C6ORF52', 'TMEM145', 'VN1R1', 'CD40LG', 'HRC', 'BEGAIN', 'CHODL', 'PAH', 'LOC285593', 'CXADRP3', 'GPR82', 'TTBK1', 'SLC25A34', 'CHST9', 'TTYH1', 'GABRB3', 'ADGRL3', 'APOBEC3A', 'MLLT4.AS1', 'HIST1H2BH', 'BRSK2', 'TRH', 'MAPK4', 'EPYC', 'DNASE1L2', 'ST8SIA2', 'CAMK4', 'DGCR5', 'C8ORF46', 'IL17D', 'SLC35F3', 'GPR63', 'CAPSL', 'GBP6', 'ANKLE1', 'MUC15', 'ROBO2', 'AIM1L', 'ASGR1', 'MYO15A', 'HAMP', 'FAM201A', 'PCDHA1', 'TNFSF11', 'CHKB.AS1', 'RMRP', 'DUSP9', 'FAM159A', 'NMU', 'NEK5', 'RHCE', 'DCLK3', 'PTX3', 'TDRD6', 'LYG1', 'KCNK17', 'MTUS2', 'LOC100132215', 'RUNDC3A', 'RRN3P1', 'UCKL1.AS1', 'C1QL3', 'CYTL1', 'CYP2E1', 'FOLR1', 'LINC00961', 'PNMA6A', 'ROPN1B', 'HBA1', 'LINC00689', 'RRN3P2', 'THSD7B', 'MT1L', 'XCL1', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'ATP13A4', 'KIF19', 'CCR10', 'DPEP1', 'IL1RL1', 'GLI1', 'ARRDC3.AS1', 'IL24', 'KISS1R', 'ZMAT4', 'TMEM150B', 'LIN7A', 'GPR173', 'TTLL9', 'KIAA1210', 'NIPAL4', 'PRRT4', 'RHBG', 'A2ML1', 'WBP2NL', 'GPR135', 'CBLN1', 'LOC90246', 'GNMT', 'DPF3', 'PCDHB18P', 'IL18RAP', 'MAP7D2', 'CD300LB', 'B3GALT5', 'CNTNAP3', 'RRAD', 'OXGR1', 'FIGF', 'DPY19L2P4', 'RAB39A', 'HIST1H1D', 'CACNA2D3', 'MS4A8', 'SLC5A8', 'LRRC24', 'AIM2', 'TRIM7', 'PON3', 'MASP2', 'GABRB2', 'PCDH20', 'TIFAB', 'KLK8', 'PHKG1', 'DNAH11', 'FOXN1', 'WFIKKN1', 'DCST2', 'LINC00669', 'WNT10A', 'FREM2', 'C19ORF45', 'CLCA2', 'ANK1', 'GPR171', 'CRB2', 'KCNB1', 'CD19', 'SLC26A3', 'SEPHS1P1', 'LINC01465', 'HIST1H2AG', 'UCA1', 'RASAL1', 'TYMSOS', 'LINC00685', 'TTC41P', 'ANO2', 'CD1E', 'NEURL3', 'COLCA1', 'RIC3', 'CST2', 'MED12L', 'LOC646999', 'PCDHGC5', 'HNRNPCL3', 'CLPSL1', 'NRXN1', 'SEC14L1P1', 'FAM182B', 'EYA1', 'IL6', 'MYEOV', 'ARHGEF33', 'MAPT.AS1', 'RAB3B', 'STXBP6', 'KCNRG', 'CR2', 'CXCR2', 'MSLN', 'PATL2', 'KIF4B', 'LPAR4', 'CLEC4F', 'AJAP1', 'ZNF676', 'TDRD9', 'VSTM2A', 'CLDN14', 'FNDC8', 'MKX', 'ABHD1', 'TRABD2A', 'MAGEL2', 'NDP', 'PDCD1', 'FAM43B', 'VIT', 'POU3F1', 'TSPAN32', 'SEZ6L', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05240378988513572
		RMSE:  0.5837468026637292
		NRMSE:  0.09127461538014686
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011774083334460839
		RMSE:  0.7259408088203396
		NRMSE:  0.14042494754339593
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5690275755039937
		NRMSE:  0.08897311789601967
		MAPE:  304.4741530818047
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005181468299075398
		RMSE:  0.7235718660416283
		NRMSE:  0.13996670265429206
		MAPE:  391.1377632658283

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  3.918890445620139e-15
		NRMSE:  6.127574772293237e-16
		MAPE:  4.245916648715254e-12
		Pearson Correlation:  0.09148066845536759
		Spearman Correlation:  0.14294193194428859
		Coefficient of Determination:  -0.8151794270578201
		RMSE:  0.972342381949968
		NRMSE:  0.1880885139952739
		MAPE:  1475.0294973228233

	Predictor:  ElasticNet
		Pearson Correlation:  0.8541466659511499
		Spearman Correlation:  0.8197524801096304
		Coefficient of Determination:  0.6231696120382615
		RMSE:  0.3493061820366473
		NRMSE:  0.054617493868602505
		MAPE:  248.84556331384883
		Pearson Correlation:  0.23948063045283585
		Spearman Correlation:  0.27309816830633804
		Coefficient of Determination:  0.002773883614405115
		RMSE:  0.7207028799046241
		NRMSE:  0.13941173009606625
		MAPE:  866.2616558498823

	Predictor:  RandomForests
		Pearson Correlation:  0.5420510260589448
		Spearman Correlation:  0.5271409833991236
		Coefficient of Determination:  0.1507065958228897
		RMSE:  0.5243994032099759
		NRMSE:  0.08199505952778921
		MAPE:  340.672885067221
		Pearson Correlation:  0.2928066749176732
		Spearman Correlation:  0.3692041047893365
		Coefficient of Determination:  0.04782093057787906
		RMSE:  0.7042368575884711
		NRMSE:  0.136226566385885
		MAPE:  498.1120057545482

Protein:  BRCA2
x_train_column_count:  1002
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'MUC6', 'CATSPER3', 'TUBA3E', 'GLDC', 'FIBCD1', 'GRIK4', 'C10ORF55', 'CYP4F35P', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'MAST1', 'XKRX', 'FBLL1', 'LINC00922', 'CACNA1F', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ASB14', 'ALG1L', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'HMGCLL1', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'TEKT2', 'CD300LG', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'NBPF6', 'GPR27', 'MGAM', 'PLA2G10', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'PTCHD4', 'FCRL3', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'TPSD1', 'PCDHGB3', 'DNASE1L3', 'GFRA2', 'FLG', 'C1GALT1C1L', 'SFTPD', 'IGFL2', 'GPR158', 'GJB3', 'ITPKA', 'FAM186B', 'PROC', 'GDF10', 'ZBED2', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'LRRC31', 'ATP1A4', 'HCN2', 'EGOT', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'ADRA1B', 'SYT8', 'SCGB3A1', 'CNGA1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'PPP1R3G', 'SLC28A3', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'METTL7B', 'HEPACAM2', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'LRIT3', 'ALOXE3', 'GLIS1', 'SGK2', 'ZNF843', 'S100A3', 'LINC00482', 'NR1I3', 'CCDC36', 'WNT2B', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'BCHE', 'FCRL6', 'CKMT2', 'ABCA17P', 'LPAR3', 'DQX1', 'FAM189A1', 'PITX2', 'NLRP12', 'ADCYAP1', 'ENPP6', 'C2ORF50', 'CACNA1G', 'C1ORF101', 'SLC6A20', 'FAM95B1', 'FAM90A1', 'ZNF835', 'OTOA', 'SPIB', 'CLDN9', 'CA3', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'CLECL1', 'ULBP3', 'PCSK1N', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'SCN2B', 'LINC01550', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'PCYT1B', 'GSTM1', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'JPH3', 'CAMP', 'CPEB1', 'LOC90768', 'LOC441455', 'OR7E91P', 'FLJ37201', 'RELN', 'SCARA5', 'IL12RB2', 'LBX2', 'FUT7', 'RIMS1', 'PLA2G5', 'CD177', 'IGSF5', 'KCNE1', 'HIST1H2BN', 'GPR18', 'ASTN1', 'SLC22A18AS', 'ZBED3.AS1', 'TUBB8', 'HOXB13', 'MNX1', 'ZC3H12D', 'TCHH', 'KCNE2', 'IRX4', 'C10ORF128', 'FAM135B', 'GAL', 'BTBD8', 'WDR72', 'CHRNA6', 'SP5', 'ONECUT2', 'CIDEA', 'SLC16A10', 'SCN7A', 'HOXB8', 'LINC01124', 'RSPH4A', 'MGC16142', 'ALB', 'CCDC183', 'SCART1', 'GBP1P1', 'CELF5', 'CCDC7', 'MGAT5B', 'DCSTAMP', 'YPEL4', 'GRIN2C', 'CXXC4', 'GPR3', 'SKIDA1', 'CCDC153', 'HOXA11', 'SLC30A2', 'ATP13A5', 'SLC35F1', 'NIPAL1', 'PYDC1', 'CXCR5', 'OBP2B', 'STRC', 'TNFRSF9', 'PCSK9', 'SRL', 'RPGRIP1', 'FOXJ1', 'PCAT18', 'WT1', 'LRP1B', 'PPP4R4', 'NOXO1', 'INSM1', 'CNNM1', 'GPR174', 'SLC18A2', 'MARCO', 'GPX2', 'DMRT3', 'C17ORF104', 'PCK1', 'SLC25A53', 'FOXD4', 'INHA', 'NOS2', 'KLHL14', 'FOXD1', 'AVPR2', 'ADH1C', 'COL23A1', 'CRISP3', 'IL20', 'LBP', 'TNFRSF17', 'BTLA', 'PKNOX2', 'GPLD1', 'CXCL2', 'MYBPC1', 'PARP15', 'GLOD5', 'C2ORF40', 'CST9', 'PFN1P2', 'SLCO4C1', 'BCL2L14', 'SLC23A1', 'STEAP1B', 'GPR55', 'AMH', 'VAT1L', 'VSIG2', 'ZNF98', 'SCN3A', 'ULBP2', 'CXCR2P1', 'DHRS4L1', 'HAP1', 'VGLL1', 'TPSG1', 'RNF212', 'CYSLTR2', 'ZNF454', 'ZNF488', 'FAM218A', 'FAM178B', 'SYN2', 'EMILIN3', 'TMEM105', 'DKK1', 'P2RX1', 'DBIL5P', 'ORM1', 'DPY19L2P2', 'IL23A', 'CRYM', 'SIGLEC17P', 'CXCL1', 'AMBP', 'PRKG2', 'LRRC2', 'FABP7', 'GPBAR1', 'SPDYE1', 'SUCNR1', 'DEPDC4', 'BRINP1', 'CTCFL', 'BDKRB1', 'VWDE', 'LRGUK', 'XIRP1', 'TENM1', 'FUT6', 'RERGL', 'BMPER', 'ADAMTS18', 'LINC00930', 'RDM1', 'CECR2', 'HCG27', 'KIAA0319', 'CYP4F8', 'CDR1', 'NUGGC', 'CLEC12A', 'ECEL1', 'PKD1L1', 'CBLN2', 'ABHD11.AS1', 'SEC14L5', 'WSCD2', 'SORCS1', 'FAM184B', 'PCDHGA3', 'SPESP1', 'SSUH2', 'FSCN2', 'FAM162B', 'DMRT2', 'ZNF732', 'CCL17', 'CTSG', 'RSPO1', 'TMEM217', 'GRIA3', 'GNB3', 'PIANP', 'HOXD4', 'RGS6', 'FLJ12825', 'COL2A1', 'CHRNB2', 'ADAM32', 'IL1R2', 'RNF175', 'SERPINA6', 'MT1A', 'ADAMTS19', 'PFKFB1', 'DIRC3', 'RASL10A', 'HECTD2.AS1', 'POM121L9P', 'SMIM5', 'CYP46A1', 'LRRC16B', 'PRSS21', 'ZNF804A', 'IGF2BP3', 'CAPN11', 'VIPR2', 'TBX21', 'CYSRT1', 'HIST1H2BE', 'GPR87', 'TRAT1', 'LOC100126784', 'PART1', 'FOXC2', 'HOGA1', 'WIPF3', 'SLC13A2', 'ZSCAN1', 'CA9', 'EMX1', 'HTR7', 'XKR9', 'SLC26A10', 'CEP83.AS1', 'ULBP1', 'HS3ST3B1', 'ZBTB16', 'CYP26A1', 'OTUD7A', 'TMSB15A', 'CITED1', 'TMEM40', 'MAPT.IT1', 'GZMM', 'ANKK1', 'WFDC3', 'ROPN1L', 'FIRRE', 'M1AP', 'CDHR1', 'MYO3B', 'PVALB', 'MRAP2', 'CRTAC1', 'INE2', 'SPAG17', 'TTC23L', 'RBM12B.AS1', 'IGSF22', 'RFX8', 'MROH7', 'KCNT2', 'HEATR4', 'PCDHA12', 'BTC', 'CFAP61', 'PYGM', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'ADGRF1', 'LRRC4B', 'CLEC4E', 'HPDL', 'OPCML', 'TMEM59L', 'CIDEC', 'MIA', 'CCBE1', 'SRSF12', 'B3GAT1', 'LINC00173', 'NWD1', 'IL11', 'TSPAN8', 'RNF182', 'NLRP7', 'FRMPD1', 'KCNA6', 'KLK6', 'GALNT13', 'ABCC6P2', 'FASLG', 'LOC613037', 'LSAMP', 'GAS2', 'SMC1B', 'DHDH', 'FAM83A', 'RFPL1S', 'COL28A1', 'SCN3B', 'C15ORF56', 'SLC6A14', 'PSORS1C1', 'SLC16A11', 'PTCHD1', 'ANO5', 'TUSC5', 'ADGRG2', 'TMPRSS4', 'C9ORF47', 'SLC24A5', 'RUFY4', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'KCNQ3', 'CYP4F12', 'LINC00908', 'LOC100133669', 'NBPF4', 'VENTX', 'FAM157A', 'MYOM2', 'EBF2', 'MAG', 'PTPRN', 'PCDHA5', 'DSCAML1', 'PLAC1', 'NKX3.2', 'DLX2', 'CNTN2', 'SYT6', 'SFTPA2', 'BRE.AS1', 'DLX5', 'FAM19A2', 'CCNI2', 'KLK7', 'ZBTB20', 'CDKN2B.AS1', 'CD160', 'GHRLOS', 'PTPRR', 'ABCC2', 'RYR3', 'OR2W3', 'SLC6A17', 'ABCD2', 'TFAP2E', 'CD1A', 'GRIA2', 'DEFB1', 'RGS9', 'CCDC144A', 'MYO16', 'CDKL2', 'CACNA1I', 'PWAR5', 'DLK2', 'DCX', 'GGT3P', 'SLC6A11', 'BTBD19', 'CHRFAM7A', 'WDR17', 'MMP12', 'MSMB', 'CABP4', 'TCEAL2', 'CHRNA10', 'UNC13A', 'FKBP1AP1', 'SLC39A2', 'XCL2', 'LY6H', 'AGBL4', 'S100A7', 'TUBAL3', 'SPAG8', 'TCN1', 'HRCT1', 'P2RY12', 'PCBP3', 'TM6SF2', 'LINC00202.1', 'ZNF727', 'ARL9', 'KCNH3', 'MAK', 'MPL', 'SNORD116.4', 'GRID2IP', 'SYCE3', 'NOX5', 'SLC46A2', 'TCTEX1D1', 'CD70', 'ELOVL3', 'GPM6A', 'TIGD4', 'JAKMIP1', 'SYCE2', 'ARMC3', 'GRIN2A', 'PGLYRP2', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'LONRF3', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'ACY3', 'LRRC43', 'AGAP7P', 'THPO', 'BEX1', 'LOC400927', 'PRPH2', 'ACHE', 'AKR1E2', 'SCN2A', 'KLK10', 'SCN9A', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'C6ORF52', 'TMEM145', 'VN1R1', 'CD40LG', 'HRC', 'BEGAIN', 'CHODL', 'PAH', 'LOC285593', 'CXADRP3', 'GPR82', 'TTBK1', 'SLC25A34', 'CHST9', 'TTYH1', 'GABRB3', 'ADGRL3', 'APOBEC3A', 'MLLT4.AS1', 'HIST1H2BH', 'BRSK2', 'TRH', 'MAPK4', 'EPYC', 'DNASE1L2', 'ST8SIA2', 'CAMK4', 'DGCR5', 'C8ORF46', 'IL17D', 'SLC35F3', 'GPR63', 'CAPSL', 'GBP6', 'ANKLE1', 'MUC15', 'ROBO2', 'AIM1L', 'ASGR1', 'MYO15A', 'HAMP', 'FAM201A', 'PCDHA1', 'TNFSF11', 'CHKB.AS1', 'RMRP', 'DUSP9', 'FAM159A', 'NMU', 'NEK5', 'RHCE', 'DCLK3', 'PTX3', 'TDRD6', 'LYG1', 'KCNK17', 'MTUS2', 'LOC100132215', 'RUNDC3A', 'RRN3P1', 'UCKL1.AS1', 'C1QL3', 'CYTL1', 'CYP2E1', 'FOLR1', 'LINC00961', 'PNMA6A', 'ROPN1B', 'HBA1', 'LINC00689', 'RRN3P2', 'THSD7B', 'MT1L', 'XCL1', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'ATP13A4', 'KIF19', 'CCR10', 'DPEP1', 'IL1RL1', 'GLI1', 'ARRDC3.AS1', 'IL24', 'KISS1R', 'ZMAT4', 'TMEM150B', 'LIN7A', 'GPR173', 'TTLL9', 'KIAA1210', 'NIPAL4', 'PRRT4', 'RHBG', 'A2ML1', 'WBP2NL', 'GPR135', 'CBLN1', 'LOC90246', 'GNMT', 'DPF3', 'PCDHB18P', 'IL18RAP', 'MAP7D2', 'CD300LB', 'B3GALT5', 'CNTNAP3', 'RRAD', 'OXGR1', 'FIGF', 'DPY19L2P4', 'RAB39A', 'HIST1H1D', 'CACNA2D3', 'MS4A8', 'SLC5A8', 'LRRC24', 'AIM2', 'TRIM7', 'PON3', 'MASP2', 'GABRB2', 'PCDH20', 'TIFAB', 'KLK8', 'PHKG1', 'DNAH11', 'FOXN1', 'WFIKKN1', 'DCST2', 'LINC00669', 'WNT10A', 'FREM2', 'C19ORF45', 'CLCA2', 'ANK1', 'GPR171', 'CRB2', 'KCNB1', 'CD19', 'SLC26A3', 'SEPHS1P1', 'LINC01465', 'HIST1H2AG', 'UCA1', 'RASAL1', 'TYMSOS', 'LINC00685', 'TTC41P', 'ANO2', 'CD1E', 'NEURL3', 'COLCA1', 'RIC3', 'CST2', 'MED12L', 'LOC646999', 'PCDHGC5', 'HNRNPCL3', 'CLPSL1', 'NRXN1', 'SEC14L1P1', 'FAM182B', 'EYA1', 'IL6', 'MYEOV', 'ARHGEF33', 'MAPT.AS1', 'RAB3B', 'STXBP6', 'KCNRG', 'CR2', 'CXCR2', 'MSLN', 'PATL2', 'KIF4B', 'LPAR4', 'CLEC4F', 'AJAP1', 'ZNF676', 'TDRD9', 'VSTM2A', 'CLDN14', 'FNDC8', 'MKX', 'ABHD1', 'TRABD2A', 'MAGEL2', 'NDP', 'PDCD1', 'FAM43B', 'VIT', 'POU3F1', 'TSPAN32', 'SEZ6L', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00015423459462815536
		RMSE:  0.20048365981157823
		NRMSE:  0.1291568109593031
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08467605477038265
		RMSE:  0.17297650483593724
		NRMSE:  0.22621657599677922
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999884408153
		Coefficient of Determination:  1.0
		RMSE:  1.5891227433476206e-15
		NRMSE:  1.023754384504829e-15
		MAPE:  3.247909992380513e-12
		Pearson Correlation:  -0.0877533071735406
		Spearman Correlation:  -0.08711579944887093
		Coefficient of Determination:  -2.2094392648207104
		RMSE:  0.2975443252727399
		NRMSE:  0.389124861404224
		MAPE:  664.5907441712083

	Predictor:  ElasticNet
		Pearson Correlation:  0.6143738910265654
		Spearman Correlation:  0.5929219408981973
		Coefficient of Determination:  0.2875543768236598
		RMSE:  0.16920817994382784
		NRMSE:  0.1090083298075876
		MAPE:  135.34357207703894
		Pearson Correlation:  0.245374099688758
		Spearman Correlation:  0.21154129103854166
		Coefficient of Determination:  -0.016292142255694753
		RMSE:  0.16743504953494945
		NRMSE:  0.21896952793428293
		MAPE:  213.47664180895313

	Predictor:  RandomForests
		Pearson Correlation:  0.533661627385237
		Spearman Correlation:  0.5232015968937574
		Coefficient of Determination:  0.16143945927120218
		RMSE:  0.18357464790142433
		NRMSE:  0.1182635837664193
		MAPE:  130.67648613677676
		Pearson Correlation:  0.17975518401678828
		Spearman Correlation:  0.12709634783476106
		Coefficient of Determination:  -0.04851802874951616
		RMSE:  0.17006895464926552
		NRMSE:  0.22241411711144382
		MAPE:  176.8897660417466

Protein:  CDKN2A
x_train_column_count:  1002
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'MUC6', 'CATSPER3', 'TUBA3E', 'GLDC', 'FIBCD1', 'GRIK4', 'C10ORF55', 'CYP4F35P', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'MAST1', 'XKRX', 'FBLL1', 'LINC00922', 'CACNA1F', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ASB14', 'ALG1L', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'HMGCLL1', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'TEKT2', 'CD300LG', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'NBPF6', 'GPR27', 'MGAM', 'PLA2G10', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'PTCHD4', 'FCRL3', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'TPSD1', 'PCDHGB3', 'DNASE1L3', 'GFRA2', 'FLG', 'C1GALT1C1L', 'SFTPD', 'IGFL2', 'GPR158', 'GJB3', 'ITPKA', 'FAM186B', 'PROC', 'GDF10', 'ZBED2', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'LRRC31', 'ATP1A4', 'HCN2', 'EGOT', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'ADRA1B', 'SYT8', 'SCGB3A1', 'CNGA1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'PPP1R3G', 'SLC28A3', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'METTL7B', 'HEPACAM2', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'LRIT3', 'ALOXE3', 'GLIS1', 'SGK2', 'ZNF843', 'S100A3', 'LINC00482', 'NR1I3', 'CCDC36', 'WNT2B', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'BCHE', 'FCRL6', 'CKMT2', 'ABCA17P', 'LPAR3', 'DQX1', 'FAM189A1', 'PITX2', 'NLRP12', 'ADCYAP1', 'ENPP6', 'C2ORF50', 'CACNA1G', 'C1ORF101', 'SLC6A20', 'FAM95B1', 'FAM90A1', 'ZNF835', 'OTOA', 'SPIB', 'CLDN9', 'CA3', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'CLECL1', 'ULBP3', 'PCSK1N', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'SCN2B', 'LINC01550', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'PCYT1B', 'GSTM1', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'JPH3', 'CAMP', 'CPEB1', 'LOC90768', 'LOC441455', 'OR7E91P', 'FLJ37201', 'RELN', 'SCARA5', 'IL12RB2', 'LBX2', 'FUT7', 'RIMS1', 'PLA2G5', 'CD177', 'IGSF5', 'KCNE1', 'HIST1H2BN', 'GPR18', 'ASTN1', 'SLC22A18AS', 'ZBED3.AS1', 'TUBB8', 'HOXB13', 'MNX1', 'ZC3H12D', 'TCHH', 'KCNE2', 'IRX4', 'C10ORF128', 'FAM135B', 'GAL', 'BTBD8', 'WDR72', 'CHRNA6', 'SP5', 'ONECUT2', 'CIDEA', 'SLC16A10', 'SCN7A', 'HOXB8', 'LINC01124', 'RSPH4A', 'MGC16142', 'ALB', 'CCDC183', 'SCART1', 'GBP1P1', 'CELF5', 'CCDC7', 'MGAT5B', 'DCSTAMP', 'YPEL4', 'GRIN2C', 'CXXC4', 'GPR3', 'SKIDA1', 'CCDC153', 'HOXA11', 'SLC30A2', 'ATP13A5', 'SLC35F1', 'NIPAL1', 'PYDC1', 'CXCR5', 'OBP2B', 'STRC', 'TNFRSF9', 'PCSK9', 'SRL', 'RPGRIP1', 'FOXJ1', 'PCAT18', 'WT1', 'LRP1B', 'PPP4R4', 'NOXO1', 'INSM1', 'CNNM1', 'GPR174', 'SLC18A2', 'MARCO', 'GPX2', 'DMRT3', 'C17ORF104', 'PCK1', 'SLC25A53', 'FOXD4', 'INHA', 'NOS2', 'KLHL14', 'FOXD1', 'AVPR2', 'ADH1C', 'COL23A1', 'CRISP3', 'IL20', 'LBP', 'TNFRSF17', 'BTLA', 'PKNOX2', 'GPLD1', 'CXCL2', 'MYBPC1', 'PARP15', 'GLOD5', 'C2ORF40', 'CST9', 'PFN1P2', 'SLCO4C1', 'BCL2L14', 'SLC23A1', 'STEAP1B', 'GPR55', 'AMH', 'VAT1L', 'VSIG2', 'ZNF98', 'SCN3A', 'ULBP2', 'CXCR2P1', 'DHRS4L1', 'HAP1', 'VGLL1', 'TPSG1', 'RNF212', 'CYSLTR2', 'ZNF454', 'ZNF488', 'FAM218A', 'FAM178B', 'SYN2', 'EMILIN3', 'TMEM105', 'DKK1', 'P2RX1', 'DBIL5P', 'ORM1', 'DPY19L2P2', 'IL23A', 'CRYM', 'SIGLEC17P', 'CXCL1', 'AMBP', 'PRKG2', 'LRRC2', 'FABP7', 'GPBAR1', 'SPDYE1', 'SUCNR1', 'DEPDC4', 'BRINP1', 'CTCFL', 'BDKRB1', 'VWDE', 'LRGUK', 'XIRP1', 'TENM1', 'FUT6', 'RERGL', 'BMPER', 'ADAMTS18', 'LINC00930', 'RDM1', 'CECR2', 'HCG27', 'KIAA0319', 'CYP4F8', 'CDR1', 'NUGGC', 'CLEC12A', 'ECEL1', 'PKD1L1', 'CBLN2', 'ABHD11.AS1', 'SEC14L5', 'WSCD2', 'SORCS1', 'FAM184B', 'PCDHGA3', 'SPESP1', 'SSUH2', 'FSCN2', 'FAM162B', 'DMRT2', 'ZNF732', 'CCL17', 'CTSG', 'RSPO1', 'TMEM217', 'GRIA3', 'GNB3', 'PIANP', 'HOXD4', 'RGS6', 'FLJ12825', 'COL2A1', 'CHRNB2', 'ADAM32', 'IL1R2', 'RNF175', 'SERPINA6', 'MT1A', 'ADAMTS19', 'PFKFB1', 'DIRC3', 'RASL10A', 'HECTD2.AS1', 'POM121L9P', 'SMIM5', 'CYP46A1', 'LRRC16B', 'PRSS21', 'ZNF804A', 'IGF2BP3', 'CAPN11', 'VIPR2', 'TBX21', 'CYSRT1', 'HIST1H2BE', 'GPR87', 'TRAT1', 'LOC100126784', 'PART1', 'FOXC2', 'HOGA1', 'WIPF3', 'SLC13A2', 'ZSCAN1', 'CA9', 'EMX1', 'HTR7', 'XKR9', 'SLC26A10', 'CEP83.AS1', 'ULBP1', 'HS3ST3B1', 'ZBTB16', 'CYP26A1', 'OTUD7A', 'TMSB15A', 'CITED1', 'TMEM40', 'MAPT.IT1', 'GZMM', 'ANKK1', 'WFDC3', 'ROPN1L', 'FIRRE', 'M1AP', 'CDHR1', 'MYO3B', 'PVALB', 'MRAP2', 'CRTAC1', 'INE2', 'SPAG17', 'TTC23L', 'RBM12B.AS1', 'IGSF22', 'RFX8', 'MROH7', 'KCNT2', 'HEATR4', 'PCDHA12', 'BTC', 'CFAP61', 'PYGM', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'ADGRF1', 'LRRC4B', 'CLEC4E', 'HPDL', 'OPCML', 'TMEM59L', 'CIDEC', 'MIA', 'CCBE1', 'SRSF12', 'B3GAT1', 'LINC00173', 'NWD1', 'IL11', 'TSPAN8', 'RNF182', 'NLRP7', 'FRMPD1', 'KCNA6', 'KLK6', 'GALNT13', 'ABCC6P2', 'FASLG', 'LOC613037', 'LSAMP', 'GAS2', 'SMC1B', 'DHDH', 'FAM83A', 'RFPL1S', 'COL28A1', 'SCN3B', 'C15ORF56', 'SLC6A14', 'PSORS1C1', 'SLC16A11', 'PTCHD1', 'ANO5', 'TUSC5', 'ADGRG2', 'TMPRSS4', 'C9ORF47', 'SLC24A5', 'RUFY4', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'KCNQ3', 'CYP4F12', 'LINC00908', 'LOC100133669', 'NBPF4', 'VENTX', 'FAM157A', 'MYOM2', 'EBF2', 'MAG', 'PTPRN', 'PCDHA5', 'DSCAML1', 'PLAC1', 'NKX3.2', 'DLX2', 'CNTN2', 'SYT6', 'SFTPA2', 'BRE.AS1', 'DLX5', 'FAM19A2', 'CCNI2', 'KLK7', 'ZBTB20', 'CDKN2B.AS1', 'CD160', 'GHRLOS', 'PTPRR', 'ABCC2', 'RYR3', 'OR2W3', 'SLC6A17', 'ABCD2', 'TFAP2E', 'CD1A', 'GRIA2', 'DEFB1', 'RGS9', 'CCDC144A', 'MYO16', 'CDKL2', 'CACNA1I', 'PWAR5', 'DLK2', 'DCX', 'GGT3P', 'SLC6A11', 'BTBD19', 'CHRFAM7A', 'WDR17', 'MMP12', 'MSMB', 'CABP4', 'TCEAL2', 'CHRNA10', 'UNC13A', 'FKBP1AP1', 'SLC39A2', 'XCL2', 'LY6H', 'AGBL4', 'S100A7', 'TUBAL3', 'SPAG8', 'TCN1', 'HRCT1', 'P2RY12', 'PCBP3', 'TM6SF2', 'LINC00202.1', 'ZNF727', 'ARL9', 'KCNH3', 'MAK', 'MPL', 'SNORD116.4', 'GRID2IP', 'SYCE3', 'NOX5', 'SLC46A2', 'TCTEX1D1', 'CD70', 'ELOVL3', 'GPM6A', 'TIGD4', 'JAKMIP1', 'SYCE2', 'ARMC3', 'GRIN2A', 'PGLYRP2', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'LONRF3', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'ACY3', 'LRRC43', 'AGAP7P', 'THPO', 'BEX1', 'LOC400927', 'PRPH2', 'ACHE', 'AKR1E2', 'SCN2A', 'KLK10', 'SCN9A', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'C6ORF52', 'TMEM145', 'VN1R1', 'CD40LG', 'HRC', 'BEGAIN', 'CHODL', 'PAH', 'LOC285593', 'CXADRP3', 'GPR82', 'TTBK1', 'SLC25A34', 'CHST9', 'TTYH1', 'GABRB3', 'ADGRL3', 'APOBEC3A', 'MLLT4.AS1', 'HIST1H2BH', 'BRSK2', 'TRH', 'MAPK4', 'EPYC', 'DNASE1L2', 'ST8SIA2', 'CAMK4', 'DGCR5', 'C8ORF46', 'IL17D', 'SLC35F3', 'GPR63', 'CAPSL', 'GBP6', 'ANKLE1', 'MUC15', 'ROBO2', 'AIM1L', 'ASGR1', 'MYO15A', 'HAMP', 'FAM201A', 'PCDHA1', 'TNFSF11', 'CHKB.AS1', 'RMRP', 'DUSP9', 'FAM159A', 'NMU', 'NEK5', 'RHCE', 'DCLK3', 'PTX3', 'TDRD6', 'LYG1', 'KCNK17', 'MTUS2', 'LOC100132215', 'RUNDC3A', 'RRN3P1', 'UCKL1.AS1', 'C1QL3', 'CYTL1', 'CYP2E1', 'FOLR1', 'LINC00961', 'PNMA6A', 'ROPN1B', 'HBA1', 'LINC00689', 'RRN3P2', 'THSD7B', 'MT1L', 'XCL1', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'ATP13A4', 'KIF19', 'CCR10', 'DPEP1', 'IL1RL1', 'GLI1', 'ARRDC3.AS1', 'IL24', 'KISS1R', 'ZMAT4', 'TMEM150B', 'LIN7A', 'GPR173', 'TTLL9', 'KIAA1210', 'NIPAL4', 'PRRT4', 'RHBG', 'A2ML1', 'WBP2NL', 'GPR135', 'CBLN1', 'LOC90246', 'GNMT', 'DPF3', 'PCDHB18P', 'IL18RAP', 'MAP7D2', 'CD300LB', 'B3GALT5', 'CNTNAP3', 'RRAD', 'OXGR1', 'FIGF', 'DPY19L2P4', 'RAB39A', 'HIST1H1D', 'CACNA2D3', 'MS4A8', 'SLC5A8', 'LRRC24', 'AIM2', 'TRIM7', 'PON3', 'MASP2', 'GABRB2', 'PCDH20', 'TIFAB', 'KLK8', 'PHKG1', 'DNAH11', 'FOXN1', 'WFIKKN1', 'DCST2', 'LINC00669', 'WNT10A', 'FREM2', 'C19ORF45', 'CLCA2', 'ANK1', 'GPR171', 'CRB2', 'KCNB1', 'CD19', 'SLC26A3', 'SEPHS1P1', 'LINC01465', 'HIST1H2AG', 'UCA1', 'RASAL1', 'TYMSOS', 'LINC00685', 'TTC41P', 'ANO2', 'CD1E', 'NEURL3', 'COLCA1', 'RIC3', 'CST2', 'MED12L', 'LOC646999', 'PCDHGC5', 'HNRNPCL3', 'CLPSL1', 'NRXN1', 'SEC14L1P1', 'FAM182B', 'EYA1', 'IL6', 'MYEOV', 'ARHGEF33', 'MAPT.AS1', 'RAB3B', 'STXBP6', 'KCNRG', 'CR2', 'CXCR2', 'MSLN', 'PATL2', 'KIF4B', 'LPAR4', 'CLEC4F', 'AJAP1', 'ZNF676', 'TDRD9', 'VSTM2A', 'CLDN14', 'FNDC8', 'MKX', 'ABHD1', 'TRABD2A', 'MAGEL2', 'NDP', 'PDCD1', 'FAM43B', 'VIT', 'POU3F1', 'TSPAN32', 'SEZ6L', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06876053865938014
		RMSE:  0.7026668514343448
		NRMSE:  0.1789276696377339
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07452018232747903
		RMSE:  0.6281215662347416
		NRMSE:  0.15805378984795088
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6796874655065666
		NRMSE:  0.1730761797526334
		MAPE:  274.2442116656758
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00044725008449963966
		RMSE:  0.6060849693149379
		NRMSE:  0.15250873639690443
		MAPE:  274.3248072759207

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  3.0971918233212336e-15
		NRMSE:  7.886714938049028e-16
		MAPE:  3.232226397375204e-12
		Pearson Correlation:  0.19745474195306983
		Spearman Correlation:  0.1892567238993005
		Coefficient of Determination:  -0.7869345350226746
		RMSE:  0.8100106658777052
		NRMSE:  0.20382241661702152
		MAPE:  669.4277631848685

	Predictor:  ElasticNet
		Pearson Correlation:  0.8856221718552838
		Spearman Correlation:  0.8709096526854354
		Coefficient of Determination:  0.7362878338449717
		RMSE:  0.34903931203702
		NRMSE:  0.08887965980927912
		MAPE:  274.42770354231567
		Pearson Correlation:  0.2935725322046767
		Spearman Correlation:  0.28162196536116413
		Coefficient of Determination:  -0.0452848008823028
		RMSE:  0.6195177216832094
		NRMSE:  0.15588881046858644
		MAPE:  384.478454842666

	Predictor:  RandomForests
		Pearson Correlation:  0.6019743658574821
		Spearman Correlation:  0.5682279323223622
		Coefficient of Determination:  0.3147274835148697
		RMSE:  0.5626533618421469
		NRMSE:  0.14327451856131673
		MAPE:  183.24148346349392
		Pearson Correlation:  0.18067418991605372
		Spearman Correlation:  0.1672813875484732
		Coefficient of Determination:  -0.018541468390731897
		RMSE:  0.6115412745628782
		NRMSE:  0.15388170266547851
		MAPE:  254.10003738169445

Protein:  TP53
x_train_column_count:  1002
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'MUC6', 'CATSPER3', 'TUBA3E', 'GLDC', 'FIBCD1', 'GRIK4', 'C10ORF55', 'CYP4F35P', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'MAST1', 'XKRX', 'FBLL1', 'LINC00922', 'CACNA1F', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ASB14', 'ALG1L', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'HMGCLL1', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'TEKT2', 'CD300LG', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'NBPF6', 'GPR27', 'MGAM', 'PLA2G10', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'PTCHD4', 'FCRL3', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'TPSD1', 'PCDHGB3', 'DNASE1L3', 'GFRA2', 'FLG', 'C1GALT1C1L', 'SFTPD', 'IGFL2', 'GPR158', 'GJB3', 'ITPKA', 'FAM186B', 'PROC', 'GDF10', 'ZBED2', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'LRRC31', 'ATP1A4', 'HCN2', 'EGOT', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'ADRA1B', 'SYT8', 'SCGB3A1', 'CNGA1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'PPP1R3G', 'SLC28A3', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'METTL7B', 'HEPACAM2', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'LRIT3', 'ALOXE3', 'GLIS1', 'SGK2', 'ZNF843', 'S100A3', 'LINC00482', 'NR1I3', 'CCDC36', 'WNT2B', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'BCHE', 'FCRL6', 'CKMT2', 'ABCA17P', 'LPAR3', 'DQX1', 'FAM189A1', 'PITX2', 'NLRP12', 'ADCYAP1', 'ENPP6', 'C2ORF50', 'CACNA1G', 'C1ORF101', 'SLC6A20', 'FAM95B1', 'FAM90A1', 'ZNF835', 'OTOA', 'SPIB', 'CLDN9', 'CA3', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'CLECL1', 'ULBP3', 'PCSK1N', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'SCN2B', 'LINC01550', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'PCYT1B', 'GSTM1', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'JPH3', 'CAMP', 'CPEB1', 'LOC90768', 'LOC441455', 'OR7E91P', 'FLJ37201', 'RELN', 'SCARA5', 'IL12RB2', 'LBX2', 'FUT7', 'RIMS1', 'PLA2G5', 'CD177', 'IGSF5', 'KCNE1', 'HIST1H2BN', 'GPR18', 'ASTN1', 'SLC22A18AS', 'ZBED3.AS1', 'TUBB8', 'HOXB13', 'MNX1', 'ZC3H12D', 'TCHH', 'KCNE2', 'IRX4', 'C10ORF128', 'FAM135B', 'GAL', 'BTBD8', 'WDR72', 'CHRNA6', 'SP5', 'ONECUT2', 'CIDEA', 'SLC16A10', 'SCN7A', 'HOXB8', 'LINC01124', 'RSPH4A', 'MGC16142', 'ALB', 'CCDC183', 'SCART1', 'GBP1P1', 'CELF5', 'CCDC7', 'MGAT5B', 'DCSTAMP', 'YPEL4', 'GRIN2C', 'CXXC4', 'GPR3', 'SKIDA1', 'CCDC153', 'HOXA11', 'SLC30A2', 'ATP13A5', 'SLC35F1', 'NIPAL1', 'PYDC1', 'CXCR5', 'OBP2B', 'STRC', 'TNFRSF9', 'PCSK9', 'SRL', 'RPGRIP1', 'FOXJ1', 'PCAT18', 'WT1', 'LRP1B', 'PPP4R4', 'NOXO1', 'INSM1', 'CNNM1', 'GPR174', 'SLC18A2', 'MARCO', 'GPX2', 'DMRT3', 'C17ORF104', 'PCK1', 'SLC25A53', 'FOXD4', 'INHA', 'NOS2', 'KLHL14', 'FOXD1', 'AVPR2', 'ADH1C', 'COL23A1', 'CRISP3', 'IL20', 'LBP', 'TNFRSF17', 'BTLA', 'PKNOX2', 'GPLD1', 'CXCL2', 'MYBPC1', 'PARP15', 'GLOD5', 'C2ORF40', 'CST9', 'PFN1P2', 'SLCO4C1', 'BCL2L14', 'SLC23A1', 'STEAP1B', 'GPR55', 'AMH', 'VAT1L', 'VSIG2', 'ZNF98', 'SCN3A', 'ULBP2', 'CXCR2P1', 'DHRS4L1', 'HAP1', 'VGLL1', 'TPSG1', 'RNF212', 'CYSLTR2', 'ZNF454', 'ZNF488', 'FAM218A', 'FAM178B', 'SYN2', 'EMILIN3', 'TMEM105', 'DKK1', 'P2RX1', 'DBIL5P', 'ORM1', 'DPY19L2P2', 'IL23A', 'CRYM', 'SIGLEC17P', 'CXCL1', 'AMBP', 'PRKG2', 'LRRC2', 'FABP7', 'GPBAR1', 'SPDYE1', 'SUCNR1', 'DEPDC4', 'BRINP1', 'CTCFL', 'BDKRB1', 'VWDE', 'LRGUK', 'XIRP1', 'TENM1', 'FUT6', 'RERGL', 'BMPER', 'ADAMTS18', 'LINC00930', 'RDM1', 'CECR2', 'HCG27', 'KIAA0319', 'CYP4F8', 'CDR1', 'NUGGC', 'CLEC12A', 'ECEL1', 'PKD1L1', 'CBLN2', 'ABHD11.AS1', 'SEC14L5', 'WSCD2', 'SORCS1', 'FAM184B', 'PCDHGA3', 'SPESP1', 'SSUH2', 'FSCN2', 'FAM162B', 'DMRT2', 'ZNF732', 'CCL17', 'CTSG', 'RSPO1', 'TMEM217', 'GRIA3', 'GNB3', 'PIANP', 'HOXD4', 'RGS6', 'FLJ12825', 'COL2A1', 'CHRNB2', 'ADAM32', 'IL1R2', 'RNF175', 'SERPINA6', 'MT1A', 'ADAMTS19', 'PFKFB1', 'DIRC3', 'RASL10A', 'HECTD2.AS1', 'POM121L9P', 'SMIM5', 'CYP46A1', 'LRRC16B', 'PRSS21', 'ZNF804A', 'IGF2BP3', 'CAPN11', 'VIPR2', 'TBX21', 'CYSRT1', 'HIST1H2BE', 'GPR87', 'TRAT1', 'LOC100126784', 'PART1', 'FOXC2', 'HOGA1', 'WIPF3', 'SLC13A2', 'ZSCAN1', 'CA9', 'EMX1', 'HTR7', 'XKR9', 'SLC26A10', 'CEP83.AS1', 'ULBP1', 'HS3ST3B1', 'ZBTB16', 'CYP26A1', 'OTUD7A', 'TMSB15A', 'CITED1', 'TMEM40', 'MAPT.IT1', 'GZMM', 'ANKK1', 'WFDC3', 'ROPN1L', 'FIRRE', 'M1AP', 'CDHR1', 'MYO3B', 'PVALB', 'MRAP2', 'CRTAC1', 'INE2', 'SPAG17', 'TTC23L', 'RBM12B.AS1', 'IGSF22', 'RFX8', 'MROH7', 'KCNT2', 'HEATR4', 'PCDHA12', 'BTC', 'CFAP61', 'PYGM', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'ADGRF1', 'LRRC4B', 'CLEC4E', 'HPDL', 'OPCML', 'TMEM59L', 'CIDEC', 'MIA', 'CCBE1', 'SRSF12', 'B3GAT1', 'LINC00173', 'NWD1', 'IL11', 'TSPAN8', 'RNF182', 'NLRP7', 'FRMPD1', 'KCNA6', 'KLK6', 'GALNT13', 'ABCC6P2', 'FASLG', 'LOC613037', 'LSAMP', 'GAS2', 'SMC1B', 'DHDH', 'FAM83A', 'RFPL1S', 'COL28A1', 'SCN3B', 'C15ORF56', 'SLC6A14', 'PSORS1C1', 'SLC16A11', 'PTCHD1', 'ANO5', 'TUSC5', 'ADGRG2', 'TMPRSS4', 'C9ORF47', 'SLC24A5', 'RUFY4', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'KCNQ3', 'CYP4F12', 'LINC00908', 'LOC100133669', 'NBPF4', 'VENTX', 'FAM157A', 'MYOM2', 'EBF2', 'MAG', 'PTPRN', 'PCDHA5', 'DSCAML1', 'PLAC1', 'NKX3.2', 'DLX2', 'CNTN2', 'SYT6', 'SFTPA2', 'BRE.AS1', 'DLX5', 'FAM19A2', 'CCNI2', 'KLK7', 'ZBTB20', 'CDKN2B.AS1', 'CD160', 'GHRLOS', 'PTPRR', 'ABCC2', 'RYR3', 'OR2W3', 'SLC6A17', 'ABCD2', 'TFAP2E', 'CD1A', 'GRIA2', 'DEFB1', 'RGS9', 'CCDC144A', 'MYO16', 'CDKL2', 'CACNA1I', 'PWAR5', 'DLK2', 'DCX', 'GGT3P', 'SLC6A11', 'BTBD19', 'CHRFAM7A', 'WDR17', 'MMP12', 'MSMB', 'CABP4', 'TCEAL2', 'CHRNA10', 'UNC13A', 'FKBP1AP1', 'SLC39A2', 'XCL2', 'LY6H', 'AGBL4', 'S100A7', 'TUBAL3', 'SPAG8', 'TCN1', 'HRCT1', 'P2RY12', 'PCBP3', 'TM6SF2', 'LINC00202.1', 'ZNF727', 'ARL9', 'KCNH3', 'MAK', 'MPL', 'SNORD116.4', 'GRID2IP', 'SYCE3', 'NOX5', 'SLC46A2', 'TCTEX1D1', 'CD70', 'ELOVL3', 'GPM6A', 'TIGD4', 'JAKMIP1', 'SYCE2', 'ARMC3', 'GRIN2A', 'PGLYRP2', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'LONRF3', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'ACY3', 'LRRC43', 'AGAP7P', 'THPO', 'BEX1', 'LOC400927', 'PRPH2', 'ACHE', 'AKR1E2', 'SCN2A', 'KLK10', 'SCN9A', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'C6ORF52', 'TMEM145', 'VN1R1', 'CD40LG', 'HRC', 'BEGAIN', 'CHODL', 'PAH', 'LOC285593', 'CXADRP3', 'GPR82', 'TTBK1', 'SLC25A34', 'CHST9', 'TTYH1', 'GABRB3', 'ADGRL3', 'APOBEC3A', 'MLLT4.AS1', 'HIST1H2BH', 'BRSK2', 'TRH', 'MAPK4', 'EPYC', 'DNASE1L2', 'ST8SIA2', 'CAMK4', 'DGCR5', 'C8ORF46', 'IL17D', 'SLC35F3', 'GPR63', 'CAPSL', 'GBP6', 'ANKLE1', 'MUC15', 'ROBO2', 'AIM1L', 'ASGR1', 'MYO15A', 'HAMP', 'FAM201A', 'PCDHA1', 'TNFSF11', 'CHKB.AS1', 'RMRP', 'DUSP9', 'FAM159A', 'NMU', 'NEK5', 'RHCE', 'DCLK3', 'PTX3', 'TDRD6', 'LYG1', 'KCNK17', 'MTUS2', 'LOC100132215', 'RUNDC3A', 'RRN3P1', 'UCKL1.AS1', 'C1QL3', 'CYTL1', 'CYP2E1', 'FOLR1', 'LINC00961', 'PNMA6A', 'ROPN1B', 'HBA1', 'LINC00689', 'RRN3P2', 'THSD7B', 'MT1L', 'XCL1', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'ATP13A4', 'KIF19', 'CCR10', 'DPEP1', 'IL1RL1', 'GLI1', 'ARRDC3.AS1', 'IL24', 'KISS1R', 'ZMAT4', 'TMEM150B', 'LIN7A', 'GPR173', 'TTLL9', 'KIAA1210', 'NIPAL4', 'PRRT4', 'RHBG', 'A2ML1', 'WBP2NL', 'GPR135', 'CBLN1', 'LOC90246', 'GNMT', 'DPF3', 'PCDHB18P', 'IL18RAP', 'MAP7D2', 'CD300LB', 'B3GALT5', 'CNTNAP3', 'RRAD', 'OXGR1', 'FIGF', 'DPY19L2P4', 'RAB39A', 'HIST1H1D', 'CACNA2D3', 'MS4A8', 'SLC5A8', 'LRRC24', 'AIM2', 'TRIM7', 'PON3', 'MASP2', 'GABRB2', 'PCDH20', 'TIFAB', 'KLK8', 'PHKG1', 'DNAH11', 'FOXN1', 'WFIKKN1', 'DCST2', 'LINC00669', 'WNT10A', 'FREM2', 'C19ORF45', 'CLCA2', 'ANK1', 'GPR171', 'CRB2', 'KCNB1', 'CD19', 'SLC26A3', 'SEPHS1P1', 'LINC01465', 'HIST1H2AG', 'UCA1', 'RASAL1', 'TYMSOS', 'LINC00685', 'TTC41P', 'ANO2', 'CD1E', 'NEURL3', 'COLCA1', 'RIC3', 'CST2', 'MED12L', 'LOC646999', 'PCDHGC5', 'HNRNPCL3', 'CLPSL1', 'NRXN1', 'SEC14L1P1', 'FAM182B', 'EYA1', 'IL6', 'MYEOV', 'ARHGEF33', 'MAPT.AS1', 'RAB3B', 'STXBP6', 'KCNRG', 'CR2', 'CXCR2', 'MSLN', 'PATL2', 'KIF4B', 'LPAR4', 'CLEC4F', 'AJAP1', 'ZNF676', 'TDRD9', 'VSTM2A', 'CLDN14', 'FNDC8', 'MKX', 'ABHD1', 'TRABD2A', 'MAGEL2', 'NDP', 'PDCD1', 'FAM43B', 'VIT', 'POU3F1', 'TSPAN32', 'SEZ6L', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0629013951002304
		RMSE:  0.43691826486349494
		NRMSE:  0.11112140819031384
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02793228386718627
		RMSE:  0.5354711484549424
		NRMSE:  0.14342336907859712
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4237929343776606
		NRMSE:  0.10778324331179852
		MAPE:  459.9790072255086
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011640203076264122
		RMSE:  0.5284530873849588
		NRMSE:  0.1415436152095778
		MAPE:  140.42972129387252

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.5206345020460146e-15
		NRMSE:  6.410728914891057e-16
		MAPE:  4.667808305075573e-12
		Pearson Correlation:  0.22242447495004117
		Spearman Correlation:  0.19266325016521402
		Coefficient of Determination:  -0.40021388033990646
		RMSE:  0.6249582593151871
		NRMSE:  0.16739206088527847
		MAPE:  316.7157757170287

	Predictor:  ElasticNet
		Pearson Correlation:  0.7791256992211404
		Spearman Correlation:  0.731323412137043
		Coefficient of Determination:  0.5522352926474181
		RMSE:  0.28358198723594696
		NRMSE:  0.07212339765404689
		MAPE:  850.1267951210309
		Pearson Correlation:  0.4362440612061021
		Spearman Correlation:  0.4012743301038667
		Coefficient of Determination:  0.18801390326898904
		RMSE:  0.4759136039680115
		NRMSE:  0.12747116752859555
		MAPE:  205.43325812860155

	Predictor:  RandomForests
		Pearson Correlation:  0.515307760679544
		Spearman Correlation:  0.5438436190356488
		Coefficient of Determination:  0.23864448682466244
		RMSE:  0.3697834416405663
		NRMSE:  0.09404701076847487
		MAPE:  860.64858674498
		Pearson Correlation:  0.43566242762905866
		Spearman Correlation:  0.4369755233855784
		Coefficient of Determination:  0.1631633643980812
		RMSE:  0.4831413017528265
		NRMSE:  0.12940707158238288
		MAPE:  169.4269332274583

Protein:  CTNNB1
x_train_column_count:  1002
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'MUC6', 'CATSPER3', 'TUBA3E', 'GLDC', 'FIBCD1', 'GRIK4', 'C10ORF55', 'CYP4F35P', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'MAST1', 'XKRX', 'FBLL1', 'LINC00922', 'CACNA1F', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ASB14', 'ALG1L', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'HMGCLL1', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'TEKT2', 'CD300LG', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'NBPF6', 'GPR27', 'MGAM', 'PLA2G10', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'PTCHD4', 'FCRL3', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'TPSD1', 'PCDHGB3', 'DNASE1L3', 'GFRA2', 'FLG', 'C1GALT1C1L', 'SFTPD', 'IGFL2', 'GPR158', 'GJB3', 'ITPKA', 'FAM186B', 'PROC', 'GDF10', 'ZBED2', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'LRRC31', 'ATP1A4', 'HCN2', 'EGOT', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'ADRA1B', 'SYT8', 'SCGB3A1', 'CNGA1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'PPP1R3G', 'SLC28A3', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'METTL7B', 'HEPACAM2', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'LRIT3', 'ALOXE3', 'GLIS1', 'SGK2', 'ZNF843', 'S100A3', 'LINC00482', 'NR1I3', 'CCDC36', 'WNT2B', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'BCHE', 'FCRL6', 'CKMT2', 'ABCA17P', 'LPAR3', 'DQX1', 'FAM189A1', 'PITX2', 'NLRP12', 'ADCYAP1', 'ENPP6', 'C2ORF50', 'CACNA1G', 'C1ORF101', 'SLC6A20', 'FAM95B1', 'FAM90A1', 'ZNF835', 'OTOA', 'SPIB', 'CLDN9', 'CA3', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'CLECL1', 'ULBP3', 'PCSK1N', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'SCN2B', 'LINC01550', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'PCYT1B', 'GSTM1', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'JPH3', 'CAMP', 'CPEB1', 'LOC90768', 'LOC441455', 'OR7E91P', 'FLJ37201', 'RELN', 'SCARA5', 'IL12RB2', 'LBX2', 'FUT7', 'RIMS1', 'PLA2G5', 'CD177', 'IGSF5', 'KCNE1', 'HIST1H2BN', 'GPR18', 'ASTN1', 'SLC22A18AS', 'ZBED3.AS1', 'TUBB8', 'HOXB13', 'MNX1', 'ZC3H12D', 'TCHH', 'KCNE2', 'IRX4', 'C10ORF128', 'FAM135B', 'GAL', 'BTBD8', 'WDR72', 'CHRNA6', 'SP5', 'ONECUT2', 'CIDEA', 'SLC16A10', 'SCN7A', 'HOXB8', 'LINC01124', 'RSPH4A', 'MGC16142', 'ALB', 'CCDC183', 'SCART1', 'GBP1P1', 'CELF5', 'CCDC7', 'MGAT5B', 'DCSTAMP', 'YPEL4', 'GRIN2C', 'CXXC4', 'GPR3', 'SKIDA1', 'CCDC153', 'HOXA11', 'SLC30A2', 'ATP13A5', 'SLC35F1', 'NIPAL1', 'PYDC1', 'CXCR5', 'OBP2B', 'STRC', 'TNFRSF9', 'PCSK9', 'SRL', 'RPGRIP1', 'FOXJ1', 'PCAT18', 'WT1', 'LRP1B', 'PPP4R4', 'NOXO1', 'INSM1', 'CNNM1', 'GPR174', 'SLC18A2', 'MARCO', 'GPX2', 'DMRT3', 'C17ORF104', 'PCK1', 'SLC25A53', 'FOXD4', 'INHA', 'NOS2', 'KLHL14', 'FOXD1', 'AVPR2', 'ADH1C', 'COL23A1', 'CRISP3', 'IL20', 'LBP', 'TNFRSF17', 'BTLA', 'PKNOX2', 'GPLD1', 'CXCL2', 'MYBPC1', 'PARP15', 'GLOD5', 'C2ORF40', 'CST9', 'PFN1P2', 'SLCO4C1', 'BCL2L14', 'SLC23A1', 'STEAP1B', 'GPR55', 'AMH', 'VAT1L', 'VSIG2', 'ZNF98', 'SCN3A', 'ULBP2', 'CXCR2P1', 'DHRS4L1', 'HAP1', 'VGLL1', 'TPSG1', 'RNF212', 'CYSLTR2', 'ZNF454', 'ZNF488', 'FAM218A', 'FAM178B', 'SYN2', 'EMILIN3', 'TMEM105', 'DKK1', 'P2RX1', 'DBIL5P', 'ORM1', 'DPY19L2P2', 'IL23A', 'CRYM', 'SIGLEC17P', 'CXCL1', 'AMBP', 'PRKG2', 'LRRC2', 'FABP7', 'GPBAR1', 'SPDYE1', 'SUCNR1', 'DEPDC4', 'BRINP1', 'CTCFL', 'BDKRB1', 'VWDE', 'LRGUK', 'XIRP1', 'TENM1', 'FUT6', 'RERGL', 'BMPER', 'ADAMTS18', 'LINC00930', 'RDM1', 'CECR2', 'HCG27', 'KIAA0319', 'CYP4F8', 'CDR1', 'NUGGC', 'CLEC12A', 'ECEL1', 'PKD1L1', 'CBLN2', 'ABHD11.AS1', 'SEC14L5', 'WSCD2', 'SORCS1', 'FAM184B', 'PCDHGA3', 'SPESP1', 'SSUH2', 'FSCN2', 'FAM162B', 'DMRT2', 'ZNF732', 'CCL17', 'CTSG', 'RSPO1', 'TMEM217', 'GRIA3', 'GNB3', 'PIANP', 'HOXD4', 'RGS6', 'FLJ12825', 'COL2A1', 'CHRNB2', 'ADAM32', 'IL1R2', 'RNF175', 'SERPINA6', 'MT1A', 'ADAMTS19', 'PFKFB1', 'DIRC3', 'RASL10A', 'HECTD2.AS1', 'POM121L9P', 'SMIM5', 'CYP46A1', 'LRRC16B', 'PRSS21', 'ZNF804A', 'IGF2BP3', 'CAPN11', 'VIPR2', 'TBX21', 'CYSRT1', 'HIST1H2BE', 'GPR87', 'TRAT1', 'LOC100126784', 'PART1', 'FOXC2', 'HOGA1', 'WIPF3', 'SLC13A2', 'ZSCAN1', 'CA9', 'EMX1', 'HTR7', 'XKR9', 'SLC26A10', 'CEP83.AS1', 'ULBP1', 'HS3ST3B1', 'ZBTB16', 'CYP26A1', 'OTUD7A', 'TMSB15A', 'CITED1', 'TMEM40', 'MAPT.IT1', 'GZMM', 'ANKK1', 'WFDC3', 'ROPN1L', 'FIRRE', 'M1AP', 'CDHR1', 'MYO3B', 'PVALB', 'MRAP2', 'CRTAC1', 'INE2', 'SPAG17', 'TTC23L', 'RBM12B.AS1', 'IGSF22', 'RFX8', 'MROH7', 'KCNT2', 'HEATR4', 'PCDHA12', 'BTC', 'CFAP61', 'PYGM', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'ADGRF1', 'LRRC4B', 'CLEC4E', 'HPDL', 'OPCML', 'TMEM59L', 'CIDEC', 'MIA', 'CCBE1', 'SRSF12', 'B3GAT1', 'LINC00173', 'NWD1', 'IL11', 'TSPAN8', 'RNF182', 'NLRP7', 'FRMPD1', 'KCNA6', 'KLK6', 'GALNT13', 'ABCC6P2', 'FASLG', 'LOC613037', 'LSAMP', 'GAS2', 'SMC1B', 'DHDH', 'FAM83A', 'RFPL1S', 'COL28A1', 'SCN3B', 'C15ORF56', 'SLC6A14', 'PSORS1C1', 'SLC16A11', 'PTCHD1', 'ANO5', 'TUSC5', 'ADGRG2', 'TMPRSS4', 'C9ORF47', 'SLC24A5', 'RUFY4', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'KCNQ3', 'CYP4F12', 'LINC00908', 'LOC100133669', 'NBPF4', 'VENTX', 'FAM157A', 'MYOM2', 'EBF2', 'MAG', 'PTPRN', 'PCDHA5', 'DSCAML1', 'PLAC1', 'NKX3.2', 'DLX2', 'CNTN2', 'SYT6', 'SFTPA2', 'BRE.AS1', 'DLX5', 'FAM19A2', 'CCNI2', 'KLK7', 'ZBTB20', 'CDKN2B.AS1', 'CD160', 'GHRLOS', 'PTPRR', 'ABCC2', 'RYR3', 'OR2W3', 'SLC6A17', 'ABCD2', 'TFAP2E', 'CD1A', 'GRIA2', 'DEFB1', 'RGS9', 'CCDC144A', 'MYO16', 'CDKL2', 'CACNA1I', 'PWAR5', 'DLK2', 'DCX', 'GGT3P', 'SLC6A11', 'BTBD19', 'CHRFAM7A', 'WDR17', 'MMP12', 'MSMB', 'CABP4', 'TCEAL2', 'CHRNA10', 'UNC13A', 'FKBP1AP1', 'SLC39A2', 'XCL2', 'LY6H', 'AGBL4', 'S100A7', 'TUBAL3', 'SPAG8', 'TCN1', 'HRCT1', 'P2RY12', 'PCBP3', 'TM6SF2', 'LINC00202.1', 'ZNF727', 'ARL9', 'KCNH3', 'MAK', 'MPL', 'SNORD116.4', 'GRID2IP', 'SYCE3', 'NOX5', 'SLC46A2', 'TCTEX1D1', 'CD70', 'ELOVL3', 'GPM6A', 'TIGD4', 'JAKMIP1', 'SYCE2', 'ARMC3', 'GRIN2A', 'PGLYRP2', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'LONRF3', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'ACY3', 'LRRC43', 'AGAP7P', 'THPO', 'BEX1', 'LOC400927', 'PRPH2', 'ACHE', 'AKR1E2', 'SCN2A', 'KLK10', 'SCN9A', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'C6ORF52', 'TMEM145', 'VN1R1', 'CD40LG', 'HRC', 'BEGAIN', 'CHODL', 'PAH', 'LOC285593', 'CXADRP3', 'GPR82', 'TTBK1', 'SLC25A34', 'CHST9', 'TTYH1', 'GABRB3', 'ADGRL3', 'APOBEC3A', 'MLLT4.AS1', 'HIST1H2BH', 'BRSK2', 'TRH', 'MAPK4', 'EPYC', 'DNASE1L2', 'ST8SIA2', 'CAMK4', 'DGCR5', 'C8ORF46', 'IL17D', 'SLC35F3', 'GPR63', 'CAPSL', 'GBP6', 'ANKLE1', 'MUC15', 'ROBO2', 'AIM1L', 'ASGR1', 'MYO15A', 'HAMP', 'FAM201A', 'PCDHA1', 'TNFSF11', 'CHKB.AS1', 'RMRP', 'DUSP9', 'FAM159A', 'NMU', 'NEK5', 'RHCE', 'DCLK3', 'PTX3', 'TDRD6', 'LYG1', 'KCNK17', 'MTUS2', 'LOC100132215', 'RUNDC3A', 'RRN3P1', 'UCKL1.AS1', 'C1QL3', 'CYTL1', 'CYP2E1', 'FOLR1', 'LINC00961', 'PNMA6A', 'ROPN1B', 'HBA1', 'LINC00689', 'RRN3P2', 'THSD7B', 'MT1L', 'XCL1', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'ATP13A4', 'KIF19', 'CCR10', 'DPEP1', 'IL1RL1', 'GLI1', 'ARRDC3.AS1', 'IL24', 'KISS1R', 'ZMAT4', 'TMEM150B', 'LIN7A', 'GPR173', 'TTLL9', 'KIAA1210', 'NIPAL4', 'PRRT4', 'RHBG', 'A2ML1', 'WBP2NL', 'GPR135', 'CBLN1', 'LOC90246', 'GNMT', 'DPF3', 'PCDHB18P', 'IL18RAP', 'MAP7D2', 'CD300LB', 'B3GALT5', 'CNTNAP3', 'RRAD', 'OXGR1', 'FIGF', 'DPY19L2P4', 'RAB39A', 'HIST1H1D', 'CACNA2D3', 'MS4A8', 'SLC5A8', 'LRRC24', 'AIM2', 'TRIM7', 'PON3', 'MASP2', 'GABRB2', 'PCDH20', 'TIFAB', 'KLK8', 'PHKG1', 'DNAH11', 'FOXN1', 'WFIKKN1', 'DCST2', 'LINC00669', 'WNT10A', 'FREM2', 'C19ORF45', 'CLCA2', 'ANK1', 'GPR171', 'CRB2', 'KCNB1', 'CD19', 'SLC26A3', 'SEPHS1P1', 'LINC01465', 'HIST1H2AG', 'UCA1', 'RASAL1', 'TYMSOS', 'LINC00685', 'TTC41P', 'ANO2', 'CD1E', 'NEURL3', 'COLCA1', 'RIC3', 'CST2', 'MED12L', 'LOC646999', 'PCDHGC5', 'HNRNPCL3', 'CLPSL1', 'NRXN1', 'SEC14L1P1', 'FAM182B', 'EYA1', 'IL6', 'MYEOV', 'ARHGEF33', 'MAPT.AS1', 'RAB3B', 'STXBP6', 'KCNRG', 'CR2', 'CXCR2', 'MSLN', 'PATL2', 'KIF4B', 'LPAR4', 'CLEC4F', 'AJAP1', 'ZNF676', 'TDRD9', 'VSTM2A', 'CLDN14', 'FNDC8', 'MKX', 'ABHD1', 'TRABD2A', 'MAGEL2', 'NDP', 'PDCD1', 'FAM43B', 'VIT', 'POU3F1', 'TSPAN32', 'SEZ6L', 'CTNNB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.4291206958720877
		RMSE:  0.9037435622191023
		NRMSE:  0.1777623057079273
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5497170498826627
		RMSE:  0.8436000623678614
		NRMSE:  0.27017767234966206
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693844
		Coefficient of Determination:  1.0
		RMSE:  4.199646440009065e-15
		NRMSE:  8.260516207728296e-16
		MAPE:  5.239413856435798e-12
		Pearson Correlation:  0.3374555877831448
		Spearman Correlation:  0.3600618461576828
		Coefficient of Determination:  -0.7479540810891934
		RMSE:  0.8959327401651456
		NRMSE:  0.2869381275769989
		MAPE:  404.69366902818365

	Predictor:  ElasticNet
		Pearson Correlation:  0.8925117360288939
		Spearman Correlation:  0.879137338044987
		Coefficient of Determination:  0.7375956273670301
		RMSE:  0.387254342312192
		NRMSE:  0.07617119242962078
		MAPE:  296.2010552658137
		Pearson Correlation:  0.4270130717326275
		Spearman Correlation:  0.43938951857255076
		Coefficient of Determination:  0.12033654596202448
		RMSE:  0.635577731092067
		NRMSE:  0.2035548829877328
		MAPE:  261.3011143293349

	Predictor:  RandomForests
		Pearson Correlation:  0.5034588933005412
		Spearman Correlation:  0.5202799056577884
		Coefficient of Determination:  0.210471938650169
		RMSE:  0.6717296950531523
		NRMSE:  0.13212621853917236
		MAPE:  668.6961684055334
		Pearson Correlation:  0.438065048106961
		Spearman Correlation:  0.4349705108542501
		Coefficient of Determination:  0.17517485171569425
		RMSE:  0.6154479713477263
		NRMSE:  0.1971079754123368
		MAPE:  237.71036852722932

Protein:  CCNE1
x_train_column_count:  1002
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'MUC6', 'CATSPER3', 'TUBA3E', 'GLDC', 'FIBCD1', 'GRIK4', 'C10ORF55', 'CYP4F35P', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'MAST1', 'XKRX', 'FBLL1', 'LINC00922', 'CACNA1F', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ASB14', 'ALG1L', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'HMGCLL1', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'TEKT2', 'CD300LG', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'NBPF6', 'GPR27', 'MGAM', 'PLA2G10', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'PTCHD4', 'FCRL3', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'TPSD1', 'PCDHGB3', 'DNASE1L3', 'GFRA2', 'FLG', 'C1GALT1C1L', 'SFTPD', 'IGFL2', 'GPR158', 'GJB3', 'ITPKA', 'FAM186B', 'PROC', 'GDF10', 'ZBED2', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'LRRC31', 'ATP1A4', 'HCN2', 'EGOT', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'ADRA1B', 'SYT8', 'SCGB3A1', 'CNGA1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'PPP1R3G', 'SLC28A3', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'METTL7B', 'HEPACAM2', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'LRIT3', 'ALOXE3', 'GLIS1', 'SGK2', 'ZNF843', 'S100A3', 'LINC00482', 'NR1I3', 'CCDC36', 'WNT2B', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'BCHE', 'FCRL6', 'CKMT2', 'ABCA17P', 'LPAR3', 'DQX1', 'FAM189A1', 'PITX2', 'NLRP12', 'ADCYAP1', 'ENPP6', 'C2ORF50', 'CACNA1G', 'C1ORF101', 'SLC6A20', 'FAM95B1', 'FAM90A1', 'ZNF835', 'OTOA', 'SPIB', 'CLDN9', 'CA3', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'CLECL1', 'ULBP3', 'PCSK1N', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'SCN2B', 'LINC01550', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'PCYT1B', 'GSTM1', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'JPH3', 'CAMP', 'CPEB1', 'LOC90768', 'LOC441455', 'OR7E91P', 'FLJ37201', 'RELN', 'SCARA5', 'IL12RB2', 'LBX2', 'FUT7', 'RIMS1', 'PLA2G5', 'CD177', 'IGSF5', 'KCNE1', 'HIST1H2BN', 'GPR18', 'ASTN1', 'SLC22A18AS', 'ZBED3.AS1', 'TUBB8', 'HOXB13', 'MNX1', 'ZC3H12D', 'TCHH', 'KCNE2', 'IRX4', 'C10ORF128', 'FAM135B', 'GAL', 'BTBD8', 'WDR72', 'CHRNA6', 'SP5', 'ONECUT2', 'CIDEA', 'SLC16A10', 'SCN7A', 'HOXB8', 'LINC01124', 'RSPH4A', 'MGC16142', 'ALB', 'CCDC183', 'SCART1', 'GBP1P1', 'CELF5', 'CCDC7', 'MGAT5B', 'DCSTAMP', 'YPEL4', 'GRIN2C', 'CXXC4', 'GPR3', 'SKIDA1', 'CCDC153', 'HOXA11', 'SLC30A2', 'ATP13A5', 'SLC35F1', 'NIPAL1', 'PYDC1', 'CXCR5', 'OBP2B', 'STRC', 'TNFRSF9', 'PCSK9', 'SRL', 'RPGRIP1', 'FOXJ1', 'PCAT18', 'WT1', 'LRP1B', 'PPP4R4', 'NOXO1', 'INSM1', 'CNNM1', 'GPR174', 'SLC18A2', 'MARCO', 'GPX2', 'DMRT3', 'C17ORF104', 'PCK1', 'SLC25A53', 'FOXD4', 'INHA', 'NOS2', 'KLHL14', 'FOXD1', 'AVPR2', 'ADH1C', 'COL23A1', 'CRISP3', 'IL20', 'LBP', 'TNFRSF17', 'BTLA', 'PKNOX2', 'GPLD1', 'CXCL2', 'MYBPC1', 'PARP15', 'GLOD5', 'C2ORF40', 'CST9', 'PFN1P2', 'SLCO4C1', 'BCL2L14', 'SLC23A1', 'STEAP1B', 'GPR55', 'AMH', 'VAT1L', 'VSIG2', 'ZNF98', 'SCN3A', 'ULBP2', 'CXCR2P1', 'DHRS4L1', 'HAP1', 'VGLL1', 'TPSG1', 'RNF212', 'CYSLTR2', 'ZNF454', 'ZNF488', 'FAM218A', 'FAM178B', 'SYN2', 'EMILIN3', 'TMEM105', 'DKK1', 'P2RX1', 'DBIL5P', 'ORM1', 'DPY19L2P2', 'IL23A', 'CRYM', 'SIGLEC17P', 'CXCL1', 'AMBP', 'PRKG2', 'LRRC2', 'FABP7', 'GPBAR1', 'SPDYE1', 'SUCNR1', 'DEPDC4', 'BRINP1', 'CTCFL', 'BDKRB1', 'VWDE', 'LRGUK', 'XIRP1', 'TENM1', 'FUT6', 'RERGL', 'BMPER', 'ADAMTS18', 'LINC00930', 'RDM1', 'CECR2', 'HCG27', 'KIAA0319', 'CYP4F8', 'CDR1', 'NUGGC', 'CLEC12A', 'ECEL1', 'PKD1L1', 'CBLN2', 'ABHD11.AS1', 'SEC14L5', 'WSCD2', 'SORCS1', 'FAM184B', 'PCDHGA3', 'SPESP1', 'SSUH2', 'FSCN2', 'FAM162B', 'DMRT2', 'ZNF732', 'CCL17', 'CTSG', 'RSPO1', 'TMEM217', 'GRIA3', 'GNB3', 'PIANP', 'HOXD4', 'RGS6', 'FLJ12825', 'COL2A1', 'CHRNB2', 'ADAM32', 'IL1R2', 'RNF175', 'SERPINA6', 'MT1A', 'ADAMTS19', 'PFKFB1', 'DIRC3', 'RASL10A', 'HECTD2.AS1', 'POM121L9P', 'SMIM5', 'CYP46A1', 'LRRC16B', 'PRSS21', 'ZNF804A', 'IGF2BP3', 'CAPN11', 'VIPR2', 'TBX21', 'CYSRT1', 'HIST1H2BE', 'GPR87', 'TRAT1', 'LOC100126784', 'PART1', 'FOXC2', 'HOGA1', 'WIPF3', 'SLC13A2', 'ZSCAN1', 'CA9', 'EMX1', 'HTR7', 'XKR9', 'SLC26A10', 'CEP83.AS1', 'ULBP1', 'HS3ST3B1', 'ZBTB16', 'CYP26A1', 'OTUD7A', 'TMSB15A', 'CITED1', 'TMEM40', 'MAPT.IT1', 'GZMM', 'ANKK1', 'WFDC3', 'ROPN1L', 'FIRRE', 'M1AP', 'CDHR1', 'MYO3B', 'PVALB', 'MRAP2', 'CRTAC1', 'INE2', 'SPAG17', 'TTC23L', 'RBM12B.AS1', 'IGSF22', 'RFX8', 'MROH7', 'KCNT2', 'HEATR4', 'PCDHA12', 'BTC', 'CFAP61', 'PYGM', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'ADGRF1', 'LRRC4B', 'CLEC4E', 'HPDL', 'OPCML', 'TMEM59L', 'CIDEC', 'MIA', 'CCBE1', 'SRSF12', 'B3GAT1', 'LINC00173', 'NWD1', 'IL11', 'TSPAN8', 'RNF182', 'NLRP7', 'FRMPD1', 'KCNA6', 'KLK6', 'GALNT13', 'ABCC6P2', 'FASLG', 'LOC613037', 'LSAMP', 'GAS2', 'SMC1B', 'DHDH', 'FAM83A', 'RFPL1S', 'COL28A1', 'SCN3B', 'C15ORF56', 'SLC6A14', 'PSORS1C1', 'SLC16A11', 'PTCHD1', 'ANO5', 'TUSC5', 'ADGRG2', 'TMPRSS4', 'C9ORF47', 'SLC24A5', 'RUFY4', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'KCNQ3', 'CYP4F12', 'LINC00908', 'LOC100133669', 'NBPF4', 'VENTX', 'FAM157A', 'MYOM2', 'EBF2', 'MAG', 'PTPRN', 'PCDHA5', 'DSCAML1', 'PLAC1', 'NKX3.2', 'DLX2', 'CNTN2', 'SYT6', 'SFTPA2', 'BRE.AS1', 'DLX5', 'FAM19A2', 'CCNI2', 'KLK7', 'ZBTB20', 'CDKN2B.AS1', 'CD160', 'GHRLOS', 'PTPRR', 'ABCC2', 'RYR3', 'OR2W3', 'SLC6A17', 'ABCD2', 'TFAP2E', 'CD1A', 'GRIA2', 'DEFB1', 'RGS9', 'CCDC144A', 'MYO16', 'CDKL2', 'CACNA1I', 'PWAR5', 'DLK2', 'DCX', 'GGT3P', 'SLC6A11', 'BTBD19', 'CHRFAM7A', 'WDR17', 'MMP12', 'MSMB', 'CABP4', 'TCEAL2', 'CHRNA10', 'UNC13A', 'FKBP1AP1', 'SLC39A2', 'XCL2', 'LY6H', 'AGBL4', 'S100A7', 'TUBAL3', 'SPAG8', 'TCN1', 'HRCT1', 'P2RY12', 'PCBP3', 'TM6SF2', 'LINC00202.1', 'ZNF727', 'ARL9', 'KCNH3', 'MAK', 'MPL', 'SNORD116.4', 'GRID2IP', 'SYCE3', 'NOX5', 'SLC46A2', 'TCTEX1D1', 'CD70', 'ELOVL3', 'GPM6A', 'TIGD4', 'JAKMIP1', 'SYCE2', 'ARMC3', 'GRIN2A', 'PGLYRP2', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'LONRF3', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'ACY3', 'LRRC43', 'AGAP7P', 'THPO', 'BEX1', 'LOC400927', 'PRPH2', 'ACHE', 'AKR1E2', 'SCN2A', 'KLK10', 'SCN9A', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'C6ORF52', 'TMEM145', 'VN1R1', 'CD40LG', 'HRC', 'BEGAIN', 'CHODL', 'PAH', 'LOC285593', 'CXADRP3', 'GPR82', 'TTBK1', 'SLC25A34', 'CHST9', 'TTYH1', 'GABRB3', 'ADGRL3', 'APOBEC3A', 'MLLT4.AS1', 'HIST1H2BH', 'BRSK2', 'TRH', 'MAPK4', 'EPYC', 'DNASE1L2', 'ST8SIA2', 'CAMK4', 'DGCR5', 'C8ORF46', 'IL17D', 'SLC35F3', 'GPR63', 'CAPSL', 'GBP6', 'ANKLE1', 'MUC15', 'ROBO2', 'AIM1L', 'ASGR1', 'MYO15A', 'HAMP', 'FAM201A', 'PCDHA1', 'TNFSF11', 'CHKB.AS1', 'RMRP', 'DUSP9', 'FAM159A', 'NMU', 'NEK5', 'RHCE', 'DCLK3', 'PTX3', 'TDRD6', 'LYG1', 'KCNK17', 'MTUS2', 'LOC100132215', 'RUNDC3A', 'RRN3P1', 'UCKL1.AS1', 'C1QL3', 'CYTL1', 'CYP2E1', 'FOLR1', 'LINC00961', 'PNMA6A', 'ROPN1B', 'HBA1', 'LINC00689', 'RRN3P2', 'THSD7B', 'MT1L', 'XCL1', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'ATP13A4', 'KIF19', 'CCR10', 'DPEP1', 'IL1RL1', 'GLI1', 'ARRDC3.AS1', 'IL24', 'KISS1R', 'ZMAT4', 'TMEM150B', 'LIN7A', 'GPR173', 'TTLL9', 'KIAA1210', 'NIPAL4', 'PRRT4', 'RHBG', 'A2ML1', 'WBP2NL', 'GPR135', 'CBLN1', 'LOC90246', 'GNMT', 'DPF3', 'PCDHB18P', 'IL18RAP', 'MAP7D2', 'CD300LB', 'B3GALT5', 'CNTNAP3', 'RRAD', 'OXGR1', 'FIGF', 'DPY19L2P4', 'RAB39A', 'HIST1H1D', 'CACNA2D3', 'MS4A8', 'SLC5A8', 'LRRC24', 'AIM2', 'TRIM7', 'PON3', 'MASP2', 'GABRB2', 'PCDH20', 'TIFAB', 'KLK8', 'PHKG1', 'DNAH11', 'FOXN1', 'WFIKKN1', 'DCST2', 'LINC00669', 'WNT10A', 'FREM2', 'C19ORF45', 'CLCA2', 'ANK1', 'GPR171', 'CRB2', 'KCNB1', 'CD19', 'SLC26A3', 'SEPHS1P1', 'LINC01465', 'HIST1H2AG', 'UCA1', 'RASAL1', 'TYMSOS', 'LINC00685', 'TTC41P', 'ANO2', 'CD1E', 'NEURL3', 'COLCA1', 'RIC3', 'CST2', 'MED12L', 'LOC646999', 'PCDHGC5', 'HNRNPCL3', 'CLPSL1', 'NRXN1', 'SEC14L1P1', 'FAM182B', 'EYA1', 'IL6', 'MYEOV', 'ARHGEF33', 'MAPT.AS1', 'RAB3B', 'STXBP6', 'KCNRG', 'CR2', 'CXCR2', 'MSLN', 'PATL2', 'KIF4B', 'LPAR4', 'CLEC4F', 'AJAP1', 'ZNF676', 'TDRD9', 'VSTM2A', 'CLDN14', 'FNDC8', 'MKX', 'ABHD1', 'TRABD2A', 'MAGEL2', 'NDP', 'PDCD1', 'FAM43B', 'VIT', 'POU3F1', 'TSPAN32', 'SEZ6L', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9790551557409413
		RMSE:  0.7746141645114569
		NRMSE:  0.27590887426944144
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8285524646781477
		RMSE:  0.8763813407881366
		NRMSE:  0.2114972948785232
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4487930906545114
		NRMSE:  0.15985506345663808
		MAPE:  112.14421009479175
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0040862214035515265
		RMSE:  0.6494188844018614
		NRMSE:  0.15672439713344627
		MAPE:  115.49088793396595

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  2.4882657709597456e-15
		NRMSE:  8.86292349406855e-16
		MAPE:  4.967663240421457e-13
		Pearson Correlation:  0.46449621830726673
		Spearman Correlation:  0.4711654758787517
		Coefficient of Determination:  0.14038455651317283
		RMSE:  0.600885209448974
		NRMSE:  0.1450117550616536
		MAPE:  86.13610684688507

	Predictor:  ElasticNet
		Pearson Correlation:  0.8673586617540446
		Spearman Correlation:  0.7849975502235014
		Coefficient of Determination:  0.7288612729963604
		RMSE:  0.23369097391618793
		NRMSE:  0.08323810290870451
		MAPE:  47.47108148611233
		Pearson Correlation:  0.5648939291312595
		Spearman Correlation:  0.6154665270140526
		Coefficient of Determination:  0.30791815759941876
		RMSE:  0.5391605865585171
		NRMSE:  0.13011573872590126
		MAPE:  82.02597463763016

	Predictor:  RandomForests
		Pearson Correlation:  0.712815413165744
		Spearman Correlation:  0.624796979738585
		Coefficient of Determination:  0.46371982924917665
		RMSE:  0.3286563529646515
		NRMSE:  0.11706370541928815
		MAPE:  69.0318712126319
		Pearson Correlation:  0.4839687746926373
		Spearman Correlation:  0.5712914126111298
		Coefficient of Determination:  0.21241857204587122
		RMSE:  0.575157970719762
		NRMSE:  0.13880299508163285
		MAPE:  95.79023798537169

Protein:  CCND1
x_train_column_count:  1002
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'MUC6', 'CATSPER3', 'TUBA3E', 'GLDC', 'FIBCD1', 'GRIK4', 'C10ORF55', 'CYP4F35P', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'MAST1', 'XKRX', 'FBLL1', 'LINC00922', 'CACNA1F', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ASB14', 'ALG1L', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'HMGCLL1', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'TEKT2', 'CD300LG', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'NBPF6', 'GPR27', 'MGAM', 'PLA2G10', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'PTCHD4', 'FCRL3', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'TPSD1', 'PCDHGB3', 'DNASE1L3', 'GFRA2', 'FLG', 'C1GALT1C1L', 'SFTPD', 'IGFL2', 'GPR158', 'GJB3', 'ITPKA', 'FAM186B', 'PROC', 'GDF10', 'ZBED2', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'LRRC31', 'ATP1A4', 'HCN2', 'EGOT', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'ADRA1B', 'SYT8', 'SCGB3A1', 'CNGA1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'PPP1R3G', 'SLC28A3', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'METTL7B', 'HEPACAM2', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'LRIT3', 'ALOXE3', 'GLIS1', 'SGK2', 'ZNF843', 'S100A3', 'LINC00482', 'NR1I3', 'CCDC36', 'WNT2B', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'BCHE', 'FCRL6', 'CKMT2', 'ABCA17P', 'LPAR3', 'DQX1', 'FAM189A1', 'PITX2', 'NLRP12', 'ADCYAP1', 'ENPP6', 'C2ORF50', 'CACNA1G', 'C1ORF101', 'SLC6A20', 'FAM95B1', 'FAM90A1', 'ZNF835', 'OTOA', 'SPIB', 'CLDN9', 'CA3', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'CLECL1', 'ULBP3', 'PCSK1N', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'SCN2B', 'LINC01550', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'PCYT1B', 'GSTM1', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'JPH3', 'CAMP', 'CPEB1', 'LOC90768', 'LOC441455', 'OR7E91P', 'FLJ37201', 'RELN', 'SCARA5', 'IL12RB2', 'LBX2', 'FUT7', 'RIMS1', 'PLA2G5', 'CD177', 'IGSF5', 'KCNE1', 'HIST1H2BN', 'GPR18', 'ASTN1', 'SLC22A18AS', 'ZBED3.AS1', 'TUBB8', 'HOXB13', 'MNX1', 'ZC3H12D', 'TCHH', 'KCNE2', 'IRX4', 'C10ORF128', 'FAM135B', 'GAL', 'BTBD8', 'WDR72', 'CHRNA6', 'SP5', 'ONECUT2', 'CIDEA', 'SLC16A10', 'SCN7A', 'HOXB8', 'LINC01124', 'RSPH4A', 'MGC16142', 'ALB', 'CCDC183', 'SCART1', 'GBP1P1', 'CELF5', 'CCDC7', 'MGAT5B', 'DCSTAMP', 'YPEL4', 'GRIN2C', 'CXXC4', 'GPR3', 'SKIDA1', 'CCDC153', 'HOXA11', 'SLC30A2', 'ATP13A5', 'SLC35F1', 'NIPAL1', 'PYDC1', 'CXCR5', 'OBP2B', 'STRC', 'TNFRSF9', 'PCSK9', 'SRL', 'RPGRIP1', 'FOXJ1', 'PCAT18', 'WT1', 'LRP1B', 'PPP4R4', 'NOXO1', 'INSM1', 'CNNM1', 'GPR174', 'SLC18A2', 'MARCO', 'GPX2', 'DMRT3', 'C17ORF104', 'PCK1', 'SLC25A53', 'FOXD4', 'INHA', 'NOS2', 'KLHL14', 'FOXD1', 'AVPR2', 'ADH1C', 'COL23A1', 'CRISP3', 'IL20', 'LBP', 'TNFRSF17', 'BTLA', 'PKNOX2', 'GPLD1', 'CXCL2', 'MYBPC1', 'PARP15', 'GLOD5', 'C2ORF40', 'CST9', 'PFN1P2', 'SLCO4C1', 'BCL2L14', 'SLC23A1', 'STEAP1B', 'GPR55', 'AMH', 'VAT1L', 'VSIG2', 'ZNF98', 'SCN3A', 'ULBP2', 'CXCR2P1', 'DHRS4L1', 'HAP1', 'VGLL1', 'TPSG1', 'RNF212', 'CYSLTR2', 'ZNF454', 'ZNF488', 'FAM218A', 'FAM178B', 'SYN2', 'EMILIN3', 'TMEM105', 'DKK1', 'P2RX1', 'DBIL5P', 'ORM1', 'DPY19L2P2', 'IL23A', 'CRYM', 'SIGLEC17P', 'CXCL1', 'AMBP', 'PRKG2', 'LRRC2', 'FABP7', 'GPBAR1', 'SPDYE1', 'SUCNR1', 'DEPDC4', 'BRINP1', 'CTCFL', 'BDKRB1', 'VWDE', 'LRGUK', 'XIRP1', 'TENM1', 'FUT6', 'RERGL', 'BMPER', 'ADAMTS18', 'LINC00930', 'RDM1', 'CECR2', 'HCG27', 'KIAA0319', 'CYP4F8', 'CDR1', 'NUGGC', 'CLEC12A', 'ECEL1', 'PKD1L1', 'CBLN2', 'ABHD11.AS1', 'SEC14L5', 'WSCD2', 'SORCS1', 'FAM184B', 'PCDHGA3', 'SPESP1', 'SSUH2', 'FSCN2', 'FAM162B', 'DMRT2', 'ZNF732', 'CCL17', 'CTSG', 'RSPO1', 'TMEM217', 'GRIA3', 'GNB3', 'PIANP', 'HOXD4', 'RGS6', 'FLJ12825', 'COL2A1', 'CHRNB2', 'ADAM32', 'IL1R2', 'RNF175', 'SERPINA6', 'MT1A', 'ADAMTS19', 'PFKFB1', 'DIRC3', 'RASL10A', 'HECTD2.AS1', 'POM121L9P', 'SMIM5', 'CYP46A1', 'LRRC16B', 'PRSS21', 'ZNF804A', 'IGF2BP3', 'CAPN11', 'VIPR2', 'TBX21', 'CYSRT1', 'HIST1H2BE', 'GPR87', 'TRAT1', 'LOC100126784', 'PART1', 'FOXC2', 'HOGA1', 'WIPF3', 'SLC13A2', 'ZSCAN1', 'CA9', 'EMX1', 'HTR7', 'XKR9', 'SLC26A10', 'CEP83.AS1', 'ULBP1', 'HS3ST3B1', 'ZBTB16', 'CYP26A1', 'OTUD7A', 'TMSB15A', 'CITED1', 'TMEM40', 'MAPT.IT1', 'GZMM', 'ANKK1', 'WFDC3', 'ROPN1L', 'FIRRE', 'M1AP', 'CDHR1', 'MYO3B', 'PVALB', 'MRAP2', 'CRTAC1', 'INE2', 'SPAG17', 'TTC23L', 'RBM12B.AS1', 'IGSF22', 'RFX8', 'MROH7', 'KCNT2', 'HEATR4', 'PCDHA12', 'BTC', 'CFAP61', 'PYGM', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'ADGRF1', 'LRRC4B', 'CLEC4E', 'HPDL', 'OPCML', 'TMEM59L', 'CIDEC', 'MIA', 'CCBE1', 'SRSF12', 'B3GAT1', 'LINC00173', 'NWD1', 'IL11', 'TSPAN8', 'RNF182', 'NLRP7', 'FRMPD1', 'KCNA6', 'KLK6', 'GALNT13', 'ABCC6P2', 'FASLG', 'LOC613037', 'LSAMP', 'GAS2', 'SMC1B', 'DHDH', 'FAM83A', 'RFPL1S', 'COL28A1', 'SCN3B', 'C15ORF56', 'SLC6A14', 'PSORS1C1', 'SLC16A11', 'PTCHD1', 'ANO5', 'TUSC5', 'ADGRG2', 'TMPRSS4', 'C9ORF47', 'SLC24A5', 'RUFY4', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'KCNQ3', 'CYP4F12', 'LINC00908', 'LOC100133669', 'NBPF4', 'VENTX', 'FAM157A', 'MYOM2', 'EBF2', 'MAG', 'PTPRN', 'PCDHA5', 'DSCAML1', 'PLAC1', 'NKX3.2', 'DLX2', 'CNTN2', 'SYT6', 'SFTPA2', 'BRE.AS1', 'DLX5', 'FAM19A2', 'CCNI2', 'KLK7', 'ZBTB20', 'CDKN2B.AS1', 'CD160', 'GHRLOS', 'PTPRR', 'ABCC2', 'RYR3', 'OR2W3', 'SLC6A17', 'ABCD2', 'TFAP2E', 'CD1A', 'GRIA2', 'DEFB1', 'RGS9', 'CCDC144A', 'MYO16', 'CDKL2', 'CACNA1I', 'PWAR5', 'DLK2', 'DCX', 'GGT3P', 'SLC6A11', 'BTBD19', 'CHRFAM7A', 'WDR17', 'MMP12', 'MSMB', 'CABP4', 'TCEAL2', 'CHRNA10', 'UNC13A', 'FKBP1AP1', 'SLC39A2', 'XCL2', 'LY6H', 'AGBL4', 'S100A7', 'TUBAL3', 'SPAG8', 'TCN1', 'HRCT1', 'P2RY12', 'PCBP3', 'TM6SF2', 'LINC00202.1', 'ZNF727', 'ARL9', 'KCNH3', 'MAK', 'MPL', 'SNORD116.4', 'GRID2IP', 'SYCE3', 'NOX5', 'SLC46A2', 'TCTEX1D1', 'CD70', 'ELOVL3', 'GPM6A', 'TIGD4', 'JAKMIP1', 'SYCE2', 'ARMC3', 'GRIN2A', 'PGLYRP2', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'LONRF3', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'ACY3', 'LRRC43', 'AGAP7P', 'THPO', 'BEX1', 'LOC400927', 'PRPH2', 'ACHE', 'AKR1E2', 'SCN2A', 'KLK10', 'SCN9A', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'C6ORF52', 'TMEM145', 'VN1R1', 'CD40LG', 'HRC', 'BEGAIN', 'CHODL', 'PAH', 'LOC285593', 'CXADRP3', 'GPR82', 'TTBK1', 'SLC25A34', 'CHST9', 'TTYH1', 'GABRB3', 'ADGRL3', 'APOBEC3A', 'MLLT4.AS1', 'HIST1H2BH', 'BRSK2', 'TRH', 'MAPK4', 'EPYC', 'DNASE1L2', 'ST8SIA2', 'CAMK4', 'DGCR5', 'C8ORF46', 'IL17D', 'SLC35F3', 'GPR63', 'CAPSL', 'GBP6', 'ANKLE1', 'MUC15', 'ROBO2', 'AIM1L', 'ASGR1', 'MYO15A', 'HAMP', 'FAM201A', 'PCDHA1', 'TNFSF11', 'CHKB.AS1', 'RMRP', 'DUSP9', 'FAM159A', 'NMU', 'NEK5', 'RHCE', 'DCLK3', 'PTX3', 'TDRD6', 'LYG1', 'KCNK17', 'MTUS2', 'LOC100132215', 'RUNDC3A', 'RRN3P1', 'UCKL1.AS1', 'C1QL3', 'CYTL1', 'CYP2E1', 'FOLR1', 'LINC00961', 'PNMA6A', 'ROPN1B', 'HBA1', 'LINC00689', 'RRN3P2', 'THSD7B', 'MT1L', 'XCL1', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'ATP13A4', 'KIF19', 'CCR10', 'DPEP1', 'IL1RL1', 'GLI1', 'ARRDC3.AS1', 'IL24', 'KISS1R', 'ZMAT4', 'TMEM150B', 'LIN7A', 'GPR173', 'TTLL9', 'KIAA1210', 'NIPAL4', 'PRRT4', 'RHBG', 'A2ML1', 'WBP2NL', 'GPR135', 'CBLN1', 'LOC90246', 'GNMT', 'DPF3', 'PCDHB18P', 'IL18RAP', 'MAP7D2', 'CD300LB', 'B3GALT5', 'CNTNAP3', 'RRAD', 'OXGR1', 'FIGF', 'DPY19L2P4', 'RAB39A', 'HIST1H1D', 'CACNA2D3', 'MS4A8', 'SLC5A8', 'LRRC24', 'AIM2', 'TRIM7', 'PON3', 'MASP2', 'GABRB2', 'PCDH20', 'TIFAB', 'KLK8', 'PHKG1', 'DNAH11', 'FOXN1', 'WFIKKN1', 'DCST2', 'LINC00669', 'WNT10A', 'FREM2', 'C19ORF45', 'CLCA2', 'ANK1', 'GPR171', 'CRB2', 'KCNB1', 'CD19', 'SLC26A3', 'SEPHS1P1', 'LINC01465', 'HIST1H2AG', 'UCA1', 'RASAL1', 'TYMSOS', 'LINC00685', 'TTC41P', 'ANO2', 'CD1E', 'NEURL3', 'COLCA1', 'RIC3', 'CST2', 'MED12L', 'LOC646999', 'PCDHGC5', 'HNRNPCL3', 'CLPSL1', 'NRXN1', 'SEC14L1P1', 'FAM182B', 'EYA1', 'IL6', 'MYEOV', 'ARHGEF33', 'MAPT.AS1', 'RAB3B', 'STXBP6', 'KCNRG', 'CR2', 'CXCR2', 'MSLN', 'PATL2', 'KIF4B', 'LPAR4', 'CLEC4F', 'AJAP1', 'ZNF676', 'TDRD9', 'VSTM2A', 'CLDN14', 'FNDC8', 'MKX', 'ABHD1', 'TRABD2A', 'MAGEL2', 'NDP', 'PDCD1', 'FAM43B', 'VIT', 'POU3F1', 'TSPAN32', 'SEZ6L', 'CCND1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5366759284640548
		RMSE:  0.28216244755564185
		NRMSE:  0.17771997351836757
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.30240520386774006
		RMSE:  0.3149325402631455
		NRMSE:  0.20120656537940065
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.1102790179359783e-15
		NRMSE:  6.993090660183276e-16
		MAPE:  3.3878108342781036e-12
		Pearson Correlation:  0.07769777108309271
		Spearman Correlation:  -0.017813189690644524
		Coefficient of Determination:  -0.6901715357905311
		RMSE:  0.35876483358577715
		NRMSE:  0.22921048388455115
		MAPE:  331.05272622422166

	Predictor:  ElasticNet
		Pearson Correlation:  0.6055627542029853
		Spearman Correlation:  0.6041544323941662
		Coefficient of Determination:  0.28563039036737925
		RMSE:  0.192384267947992
		NRMSE:  0.12117320111608888
		MAPE:  643.2002257616286
		Pearson Correlation:  0.17855326028027357
		Spearman Correlation:  0.14133592688188132
		Coefficient of Determination:  0.026285009686696448
		RMSE:  0.27230800149874734
		NRMSE:  0.17397426655597764
		MAPE:  254.13577765982916

	Predictor:  RandomForests
		Pearson Correlation:  0.5286476974348564
		Spearman Correlation:  0.5499973433142007
		Coefficient of Determination:  0.1629324477016767
		RMSE:  0.20825158882512715
		NRMSE:  0.13116723069203312
		MAPE:  651.7667238983636
		Pearson Correlation:  0.20335988851940703
		Spearman Correlation:  0.15461788800359108
		Coefficient of Determination:  0.036184945856830186
		RMSE:  0.27092016256763735
		NRMSE:  0.17308759316111302
		MAPE:  261.1281856249571

Protein:  ERBB2
x_train_column_count:  1002
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'MUC6', 'CATSPER3', 'TUBA3E', 'GLDC', 'FIBCD1', 'GRIK4', 'C10ORF55', 'CYP4F35P', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'MAST1', 'XKRX', 'FBLL1', 'LINC00922', 'CACNA1F', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ASB14', 'ALG1L', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'HMGCLL1', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'TEKT2', 'CD300LG', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'NBPF6', 'GPR27', 'MGAM', 'PLA2G10', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'PTCHD4', 'FCRL3', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'TPSD1', 'PCDHGB3', 'DNASE1L3', 'GFRA2', 'FLG', 'C1GALT1C1L', 'SFTPD', 'IGFL2', 'GPR158', 'GJB3', 'ITPKA', 'FAM186B', 'PROC', 'GDF10', 'ZBED2', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'LRRC31', 'ATP1A4', 'HCN2', 'EGOT', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'ADRA1B', 'SYT8', 'SCGB3A1', 'CNGA1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'PPP1R3G', 'SLC28A3', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'METTL7B', 'HEPACAM2', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'LRIT3', 'ALOXE3', 'GLIS1', 'SGK2', 'ZNF843', 'S100A3', 'LINC00482', 'NR1I3', 'CCDC36', 'WNT2B', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'BCHE', 'FCRL6', 'CKMT2', 'ABCA17P', 'LPAR3', 'DQX1', 'FAM189A1', 'PITX2', 'NLRP12', 'ADCYAP1', 'ENPP6', 'C2ORF50', 'CACNA1G', 'C1ORF101', 'SLC6A20', 'FAM95B1', 'FAM90A1', 'ZNF835', 'OTOA', 'SPIB', 'CLDN9', 'CA3', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'CLECL1', 'ULBP3', 'PCSK1N', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'SCN2B', 'LINC01550', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'PCYT1B', 'GSTM1', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'JPH3', 'CAMP', 'CPEB1', 'LOC90768', 'LOC441455', 'OR7E91P', 'FLJ37201', 'RELN', 'SCARA5', 'IL12RB2', 'LBX2', 'FUT7', 'RIMS1', 'PLA2G5', 'CD177', 'IGSF5', 'KCNE1', 'HIST1H2BN', 'GPR18', 'ASTN1', 'SLC22A18AS', 'ZBED3.AS1', 'TUBB8', 'HOXB13', 'MNX1', 'ZC3H12D', 'TCHH', 'KCNE2', 'IRX4', 'C10ORF128', 'FAM135B', 'GAL', 'BTBD8', 'WDR72', 'CHRNA6', 'SP5', 'ONECUT2', 'CIDEA', 'SLC16A10', 'SCN7A', 'HOXB8', 'LINC01124', 'RSPH4A', 'MGC16142', 'ALB', 'CCDC183', 'SCART1', 'GBP1P1', 'CELF5', 'CCDC7', 'MGAT5B', 'DCSTAMP', 'YPEL4', 'GRIN2C', 'CXXC4', 'GPR3', 'SKIDA1', 'CCDC153', 'HOXA11', 'SLC30A2', 'ATP13A5', 'SLC35F1', 'NIPAL1', 'PYDC1', 'CXCR5', 'OBP2B', 'STRC', 'TNFRSF9', 'PCSK9', 'SRL', 'RPGRIP1', 'FOXJ1', 'PCAT18', 'WT1', 'LRP1B', 'PPP4R4', 'NOXO1', 'INSM1', 'CNNM1', 'GPR174', 'SLC18A2', 'MARCO', 'GPX2', 'DMRT3', 'C17ORF104', 'PCK1', 'SLC25A53', 'FOXD4', 'INHA', 'NOS2', 'KLHL14', 'FOXD1', 'AVPR2', 'ADH1C', 'COL23A1', 'CRISP3', 'IL20', 'LBP', 'TNFRSF17', 'BTLA', 'PKNOX2', 'GPLD1', 'CXCL2', 'MYBPC1', 'PARP15', 'GLOD5', 'C2ORF40', 'CST9', 'PFN1P2', 'SLCO4C1', 'BCL2L14', 'SLC23A1', 'STEAP1B', 'GPR55', 'AMH', 'VAT1L', 'VSIG2', 'ZNF98', 'SCN3A', 'ULBP2', 'CXCR2P1', 'DHRS4L1', 'HAP1', 'VGLL1', 'TPSG1', 'RNF212', 'CYSLTR2', 'ZNF454', 'ZNF488', 'FAM218A', 'FAM178B', 'SYN2', 'EMILIN3', 'TMEM105', 'DKK1', 'P2RX1', 'DBIL5P', 'ORM1', 'DPY19L2P2', 'IL23A', 'CRYM', 'SIGLEC17P', 'CXCL1', 'AMBP', 'PRKG2', 'LRRC2', 'FABP7', 'GPBAR1', 'SPDYE1', 'SUCNR1', 'DEPDC4', 'BRINP1', 'CTCFL', 'BDKRB1', 'VWDE', 'LRGUK', 'XIRP1', 'TENM1', 'FUT6', 'RERGL', 'BMPER', 'ADAMTS18', 'LINC00930', 'RDM1', 'CECR2', 'HCG27', 'KIAA0319', 'CYP4F8', 'CDR1', 'NUGGC', 'CLEC12A', 'ECEL1', 'PKD1L1', 'CBLN2', 'ABHD11.AS1', 'SEC14L5', 'WSCD2', 'SORCS1', 'FAM184B', 'PCDHGA3', 'SPESP1', 'SSUH2', 'FSCN2', 'FAM162B', 'DMRT2', 'ZNF732', 'CCL17', 'CTSG', 'RSPO1', 'TMEM217', 'GRIA3', 'GNB3', 'PIANP', 'HOXD4', 'RGS6', 'FLJ12825', 'COL2A1', 'CHRNB2', 'ADAM32', 'IL1R2', 'RNF175', 'SERPINA6', 'MT1A', 'ADAMTS19', 'PFKFB1', 'DIRC3', 'RASL10A', 'HECTD2.AS1', 'POM121L9P', 'SMIM5', 'CYP46A1', 'LRRC16B', 'PRSS21', 'ZNF804A', 'IGF2BP3', 'CAPN11', 'VIPR2', 'TBX21', 'CYSRT1', 'HIST1H2BE', 'GPR87', 'TRAT1', 'LOC100126784', 'PART1', 'FOXC2', 'HOGA1', 'WIPF3', 'SLC13A2', 'ZSCAN1', 'CA9', 'EMX1', 'HTR7', 'XKR9', 'SLC26A10', 'CEP83.AS1', 'ULBP1', 'HS3ST3B1', 'ZBTB16', 'CYP26A1', 'OTUD7A', 'TMSB15A', 'CITED1', 'TMEM40', 'MAPT.IT1', 'GZMM', 'ANKK1', 'WFDC3', 'ROPN1L', 'FIRRE', 'M1AP', 'CDHR1', 'MYO3B', 'PVALB', 'MRAP2', 'CRTAC1', 'INE2', 'SPAG17', 'TTC23L', 'RBM12B.AS1', 'IGSF22', 'RFX8', 'MROH7', 'KCNT2', 'HEATR4', 'PCDHA12', 'BTC', 'CFAP61', 'PYGM', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'ADGRF1', 'LRRC4B', 'CLEC4E', 'HPDL', 'OPCML', 'TMEM59L', 'CIDEC', 'MIA', 'CCBE1', 'SRSF12', 'B3GAT1', 'LINC00173', 'NWD1', 'IL11', 'TSPAN8', 'RNF182', 'NLRP7', 'FRMPD1', 'KCNA6', 'KLK6', 'GALNT13', 'ABCC6P2', 'FASLG', 'LOC613037', 'LSAMP', 'GAS2', 'SMC1B', 'DHDH', 'FAM83A', 'RFPL1S', 'COL28A1', 'SCN3B', 'C15ORF56', 'SLC6A14', 'PSORS1C1', 'SLC16A11', 'PTCHD1', 'ANO5', 'TUSC5', 'ADGRG2', 'TMPRSS4', 'C9ORF47', 'SLC24A5', 'RUFY4', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'KCNQ3', 'CYP4F12', 'LINC00908', 'LOC100133669', 'NBPF4', 'VENTX', 'FAM157A', 'MYOM2', 'EBF2', 'MAG', 'PTPRN', 'PCDHA5', 'DSCAML1', 'PLAC1', 'NKX3.2', 'DLX2', 'CNTN2', 'SYT6', 'SFTPA2', 'BRE.AS1', 'DLX5', 'FAM19A2', 'CCNI2', 'KLK7', 'ZBTB20', 'CDKN2B.AS1', 'CD160', 'GHRLOS', 'PTPRR', 'ABCC2', 'RYR3', 'OR2W3', 'SLC6A17', 'ABCD2', 'TFAP2E', 'CD1A', 'GRIA2', 'DEFB1', 'RGS9', 'CCDC144A', 'MYO16', 'CDKL2', 'CACNA1I', 'PWAR5', 'DLK2', 'DCX', 'GGT3P', 'SLC6A11', 'BTBD19', 'CHRFAM7A', 'WDR17', 'MMP12', 'MSMB', 'CABP4', 'TCEAL2', 'CHRNA10', 'UNC13A', 'FKBP1AP1', 'SLC39A2', 'XCL2', 'LY6H', 'AGBL4', 'S100A7', 'TUBAL3', 'SPAG8', 'TCN1', 'HRCT1', 'P2RY12', 'PCBP3', 'TM6SF2', 'LINC00202.1', 'ZNF727', 'ARL9', 'KCNH3', 'MAK', 'MPL', 'SNORD116.4', 'GRID2IP', 'SYCE3', 'NOX5', 'SLC46A2', 'TCTEX1D1', 'CD70', 'ELOVL3', 'GPM6A', 'TIGD4', 'JAKMIP1', 'SYCE2', 'ARMC3', 'GRIN2A', 'PGLYRP2', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'LONRF3', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'ACY3', 'LRRC43', 'AGAP7P', 'THPO', 'BEX1', 'LOC400927', 'PRPH2', 'ACHE', 'AKR1E2', 'SCN2A', 'KLK10', 'SCN9A', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'C6ORF52', 'TMEM145', 'VN1R1', 'CD40LG', 'HRC', 'BEGAIN', 'CHODL', 'PAH', 'LOC285593', 'CXADRP3', 'GPR82', 'TTBK1', 'SLC25A34', 'CHST9', 'TTYH1', 'GABRB3', 'ADGRL3', 'APOBEC3A', 'MLLT4.AS1', 'HIST1H2BH', 'BRSK2', 'TRH', 'MAPK4', 'EPYC', 'DNASE1L2', 'ST8SIA2', 'CAMK4', 'DGCR5', 'C8ORF46', 'IL17D', 'SLC35F3', 'GPR63', 'CAPSL', 'GBP6', 'ANKLE1', 'MUC15', 'ROBO2', 'AIM1L', 'ASGR1', 'MYO15A', 'HAMP', 'FAM201A', 'PCDHA1', 'TNFSF11', 'CHKB.AS1', 'RMRP', 'DUSP9', 'FAM159A', 'NMU', 'NEK5', 'RHCE', 'DCLK3', 'PTX3', 'TDRD6', 'LYG1', 'KCNK17', 'MTUS2', 'LOC100132215', 'RUNDC3A', 'RRN3P1', 'UCKL1.AS1', 'C1QL3', 'CYTL1', 'CYP2E1', 'FOLR1', 'LINC00961', 'PNMA6A', 'ROPN1B', 'HBA1', 'LINC00689', 'RRN3P2', 'THSD7B', 'MT1L', 'XCL1', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'ATP13A4', 'KIF19', 'CCR10', 'DPEP1', 'IL1RL1', 'GLI1', 'ARRDC3.AS1', 'IL24', 'KISS1R', 'ZMAT4', 'TMEM150B', 'LIN7A', 'GPR173', 'TTLL9', 'KIAA1210', 'NIPAL4', 'PRRT4', 'RHBG', 'A2ML1', 'WBP2NL', 'GPR135', 'CBLN1', 'LOC90246', 'GNMT', 'DPF3', 'PCDHB18P', 'IL18RAP', 'MAP7D2', 'CD300LB', 'B3GALT5', 'CNTNAP3', 'RRAD', 'OXGR1', 'FIGF', 'DPY19L2P4', 'RAB39A', 'HIST1H1D', 'CACNA2D3', 'MS4A8', 'SLC5A8', 'LRRC24', 'AIM2', 'TRIM7', 'PON3', 'MASP2', 'GABRB2', 'PCDH20', 'TIFAB', 'KLK8', 'PHKG1', 'DNAH11', 'FOXN1', 'WFIKKN1', 'DCST2', 'LINC00669', 'WNT10A', 'FREM2', 'C19ORF45', 'CLCA2', 'ANK1', 'GPR171', 'CRB2', 'KCNB1', 'CD19', 'SLC26A3', 'SEPHS1P1', 'LINC01465', 'HIST1H2AG', 'UCA1', 'RASAL1', 'TYMSOS', 'LINC00685', 'TTC41P', 'ANO2', 'CD1E', 'NEURL3', 'COLCA1', 'RIC3', 'CST2', 'MED12L', 'LOC646999', 'PCDHGC5', 'HNRNPCL3', 'CLPSL1', 'NRXN1', 'SEC14L1P1', 'FAM182B', 'EYA1', 'IL6', 'MYEOV', 'ARHGEF33', 'MAPT.AS1', 'RAB3B', 'STXBP6', 'KCNRG', 'CR2', 'CXCR2', 'MSLN', 'PATL2', 'KIF4B', 'LPAR4', 'CLEC4F', 'AJAP1', 'ZNF676', 'TDRD9', 'VSTM2A', 'CLDN14', 'FNDC8', 'MKX', 'ABHD1', 'TRABD2A', 'MAGEL2', 'NDP', 'PDCD1', 'FAM43B', 'VIT', 'POU3F1', 'TSPAN32', 'SEZ6L', 'ERBB2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10085609607150081
		RMSE:  1.0785113826338413
		NRMSE:  0.1837421644434709
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05671362529003088
		RMSE:  0.8919867459254164
		NRMSE:  0.19736403273048267
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959455
		RMSE:  0.875951357919715
		NRMSE:  0.1938159880340115
		MAPE:  565.705361200264

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999807346924
		Coefficient of Determination:  1.0
		RMSE:  5.2949796094685554e-15
		NRMSE:  9.020869225801242e-16
		MAPE:  5.758298473806538e-12
		Pearson Correlation:  0.40174518458421454
		Spearman Correlation:  0.3286200576067034
		Coefficient of Determination:  -0.3483642404922147
		RMSE:  1.0075888680089637
		NRMSE:  0.2229425529392552
		MAPE:  650.4787958801335

	Predictor:  ElasticNet
		Pearson Correlation:  0.9383857724836328
		Spearman Correlation:  0.862036201208105
		Coefficient of Determination:  0.8537662508579564
		RMSE:  0.3930820971934754
		NRMSE:  0.06696800470100268
		MAPE:  634.4909419887331
		Pearson Correlation:  0.551553088010312
		Spearman Correlation:  0.4097831643786082
		Coefficient of Determination:  0.2792169984097681
		RMSE:  0.7366853198034188
		NRMSE:  0.1630015089729879
		MAPE:  432.4435361065487

	Predictor:  RandomForests
		Pearson Correlation:  0.6541667238286877
		Spearman Correlation:  0.5654124617564386
		Coefficient of Determination:  0.30692391325180846
		RMSE:  0.8557559244622899
		NRMSE:  0.14579210597854914
		MAPE:  572.9521232355245
		Pearson Correlation:  0.5261452076785942
		Spearman Correlation:  0.49522562625469146
		Coefficient of Determination:  0.21807801776449676
		RMSE:  0.7672933935634009
		NRMSE:  0.1697739558719772
		MAPE:  778.0904597035392

Protein:  ERBB3
x_train_column_count:  1002
x_train columns:  ['AMDHD1', 'SOX15', 'DES', 'POU5F1B', 'ALDH1L1', 'PCSK1', 'ALOX15', 'MPZ', 'C4ORF36', 'TAT', 'LEP', 'TMEM200C', 'NPTX1', 'MST1L', 'CA14', 'PPP2R2B', 'ACTA1', 'PCDHGA1', 'ABCA10', 'MUC6', 'CATSPER3', 'TUBA3E', 'GLDC', 'FIBCD1', 'GRIK4', 'C10ORF55', 'CYP4F35P', 'LOC100272216', 'C1ORF228', 'FDCSP', 'ANP32AP1', 'PDZD7', 'CLPSL2', 'ZSCAN23', 'PTPRH', 'SLITRK5', 'SLC1A7', 'MOGAT2', 'SLC26A4', 'MAST1', 'XKRX', 'FBLL1', 'LINC00922', 'CACNA1F', 'LRFN2', 'PDE6G', 'CCL13', 'LOC399815', 'IRX6', 'BMX', 'FOXP2', 'CFAP57', 'KIAA0125', 'PCDHA2', 'GIPR', 'ASB14', 'ALG1L', 'C1ORF186', 'FOXF1', 'JAKMIP2', 'KCNJ10', 'NXNL2', 'LINC01139', 'TSSK4', 'CADM2', 'ZNF280B', 'HHIPL2', 'C2CD4B', 'CERS1', 'PDZRN4', 'DNAJC5B', 'HSD17B2', 'BRINP2', 'ASAH2B', 'LGR5', 'LRFN5', 'TMEM35', 'WNK3', 'DNAI1', 'C10ORF95', 'RNASE2', 'MAT1A', 'LGALS12', 'PCDHAC1', 'GPR141', 'GDF6', 'TMEM151B', 'FCGR3B', 'GSDMA', 'PTCHD2', 'LINGO4', 'TMEM132C', 'CYP11A1', 'HIST1H2AM', 'TMEM253', 'HP', 'KRT6A', 'MIR503HG', 'IL1RL2', 'C19ORF26', 'ESYT3', 'PCP4L1', 'MYT1', 'TLL2', 'AOC1', 'NFE2', 'DMC1', 'KIAA1875', 'CD164L2', 'KIF1A', 'HMGCLL1', 'AQP5', 'ERICH3', 'SLC6A16', 'C1QL1', 'SLC24A2', 'DGKI', 'DYDC2', 'UMODL1', 'PRAME', 'PQLC2L', 'HAND2.AS1', 'IQSEC3', 'ATP8A2', 'IGDCC3', 'LOC644172', 'EPHA7', 'TGM1', 'SPSB4', 'PKD1L2', 'TEKT2', 'CD300LG', 'AQP7', 'C2CD4C', 'GP1BA', 'NPC1L1', 'UGT2B15', 'TMEM232', 'NBPF6', 'GPR27', 'MGAM', 'PLA2G10', 'CNTF', 'PRSS12', 'CD244', 'DIO3', 'MCHR1', 'KERA', 'PLEKHD1', 'PTCHD4', 'FCRL3', 'PNMT', 'SLC6A4', 'SLC25A21', 'LOC100130987', 'LINC00242', 'RGN', 'FCRLA', 'DCANP1', 'IL10', 'PLCXD3', 'CST4', 'LINC00839', 'STAP1', 'SPDYA', 'SNAP25', 'TBC1D3H', 'L1TD1', 'C6', 'DLGAP1', 'TPSD1', 'PCDHGB3', 'DNASE1L3', 'GFRA2', 'FLG', 'C1GALT1C1L', 'SFTPD', 'IGFL2', 'GPR158', 'GJB3', 'ITPKA', 'FAM186B', 'PROC', 'GDF10', 'ZBED2', 'NR6A1', 'TM4SF19', 'BCO2', 'PTH2R', 'GUSBP5', 'DOC2B', 'SULT4A1', 'C1ORF229', 'SLC17A7', 'FBXL13', 'FAM86B2', 'PPM1N', 'BCAN', 'KCNG1', 'PNPLA3', 'ALOX12P2', 'HIST2H2BA', 'PTPRZ1', 'ZNF492', 'SIGLEC15', 'PRR34', 'NNAT', 'HTR1D', 'FGF18', 'C10ORF82', 'LRRC31', 'ATP1A4', 'HCN2', 'EGOT', 'LRRIQ3', 'LCN12', 'KCNJ3', 'RNF183', 'SLC7A4', 'GJB5', 'ZNF660', 'NAALAD2', 'AURKAPS1', 'LTA', 'RAET1E', 'LRRIQ1', 'SLC38A4', 'TNFSF15', 'PCDHA7', 'ADRA1B', 'SYT8', 'SCGB3A1', 'CNGA1', 'C4ORF47', 'LY6G6C', 'FBXO24', 'TRPA1', 'MAL', 'RPL13AP3', 'ACSL6', 'RP1', 'GRM8', 'KLK11', 'TUBA3D', 'PTGDR', 'IQUB', 'LINC01119', 'NKPD1', 'ECT2L', 'EYS', 'CBLN4', 'PAX2', 'LINC01341', 'SOX8', 'C19ORF18', 'SLC30A8', 'MYCBPAP', 'CCIN', 'RNF138P1', 'CCR8', 'TEKT3', 'ETV2', 'FXYD1', 'PPP1R3G', 'SLC28A3', 'UGT8', 'STKLD1', 'XPNPEP2', 'UBE2Q2P1', 'JPH4', 'METTL7B', 'HEPACAM2', 'PLP1', 'TEX14', 'SLC25A18', 'CASQ1', 'IDI2.AS1', 'PBX4', 'LRIT3', 'ALOXE3', 'GLIS1', 'SGK2', 'ZNF843', 'S100A3', 'LINC00482', 'NR1I3', 'CCDC36', 'WNT2B', 'MS4A15', 'CACNG1', 'ST6GALNAC1', 'GTSE1.AS1', 'ZIC2', 'ADAMTS8', 'LGALS2', 'TMEM92', 'PYGO1', 'FUT9', 'PNCK', 'C9ORF43', 'GJB1', 'AOC2', 'CCDC151', 'TNNI3K', 'BCHE', 'FCRL6', 'CKMT2', 'ABCA17P', 'LPAR3', 'DQX1', 'FAM189A1', 'PITX2', 'NLRP12', 'ADCYAP1', 'ENPP6', 'C2ORF50', 'CACNA1G', 'C1ORF101', 'SLC6A20', 'FAM95B1', 'FAM90A1', 'ZNF835', 'OTOA', 'SPIB', 'CLDN9', 'CA3', 'IYD', 'PCDH9', 'C1ORF95', 'RYR2', 'C2CD4A', 'CLEC3A', 'CCDC158', 'VSIG1', 'CLECL1', 'ULBP3', 'PCSK1N', 'ZCCHC18', 'ARC', 'CCDC65', 'IL20RB', 'DDX11L2', 'GSDMC', 'TAS1R3', 'SVOPL', 'AURKC', 'TTC16', 'SCN2B', 'LINC01550', 'ALDH8A1', 'BPIFB2', 'MYOZ1', 'COLCA2', 'PCYT1B', 'GSTM1', 'DUOXA1', 'KNDC1', 'B3GALT5.AS1', 'PDE1C', 'CRYGS', 'KLHL4', 'TARP', 'HOXD3', 'IL22RA1', 'LUZP2', 'LOC148709', 'FAM57B', 'PPP1R36', 'JPH3', 'CAMP', 'CPEB1', 'LOC90768', 'LOC441455', 'OR7E91P', 'FLJ37201', 'RELN', 'SCARA5', 'IL12RB2', 'LBX2', 'FUT7', 'RIMS1', 'PLA2G5', 'CD177', 'IGSF5', 'KCNE1', 'HIST1H2BN', 'GPR18', 'ASTN1', 'SLC22A18AS', 'ZBED3.AS1', 'TUBB8', 'HOXB13', 'MNX1', 'ZC3H12D', 'TCHH', 'KCNE2', 'IRX4', 'C10ORF128', 'FAM135B', 'GAL', 'BTBD8', 'WDR72', 'CHRNA6', 'SP5', 'ONECUT2', 'CIDEA', 'SLC16A10', 'SCN7A', 'HOXB8', 'LINC01124', 'RSPH4A', 'MGC16142', 'ALB', 'CCDC183', 'SCART1', 'GBP1P1', 'CELF5', 'CCDC7', 'MGAT5B', 'DCSTAMP', 'YPEL4', 'GRIN2C', 'CXXC4', 'GPR3', 'SKIDA1', 'CCDC153', 'HOXA11', 'SLC30A2', 'ATP13A5', 'SLC35F1', 'NIPAL1', 'PYDC1', 'CXCR5', 'OBP2B', 'STRC', 'TNFRSF9', 'PCSK9', 'SRL', 'RPGRIP1', 'FOXJ1', 'PCAT18', 'WT1', 'LRP1B', 'PPP4R4', 'NOXO1', 'INSM1', 'CNNM1', 'GPR174', 'SLC18A2', 'MARCO', 'GPX2', 'DMRT3', 'C17ORF104', 'PCK1', 'SLC25A53', 'FOXD4', 'INHA', 'NOS2', 'KLHL14', 'FOXD1', 'AVPR2', 'ADH1C', 'COL23A1', 'CRISP3', 'IL20', 'LBP', 'TNFRSF17', 'BTLA', 'PKNOX2', 'GPLD1', 'CXCL2', 'MYBPC1', 'PARP15', 'GLOD5', 'C2ORF40', 'CST9', 'PFN1P2', 'SLCO4C1', 'BCL2L14', 'SLC23A1', 'STEAP1B', 'GPR55', 'AMH', 'VAT1L', 'VSIG2', 'ZNF98', 'SCN3A', 'ULBP2', 'CXCR2P1', 'DHRS4L1', 'HAP1', 'VGLL1', 'TPSG1', 'RNF212', 'CYSLTR2', 'ZNF454', 'ZNF488', 'FAM218A', 'FAM178B', 'SYN2', 'EMILIN3', 'TMEM105', 'DKK1', 'P2RX1', 'DBIL5P', 'ORM1', 'DPY19L2P2', 'IL23A', 'CRYM', 'SIGLEC17P', 'CXCL1', 'AMBP', 'PRKG2', 'LRRC2', 'FABP7', 'GPBAR1', 'SPDYE1', 'SUCNR1', 'DEPDC4', 'BRINP1', 'CTCFL', 'BDKRB1', 'VWDE', 'LRGUK', 'XIRP1', 'TENM1', 'FUT6', 'RERGL', 'BMPER', 'ADAMTS18', 'LINC00930', 'RDM1', 'CECR2', 'HCG27', 'KIAA0319', 'CYP4F8', 'CDR1', 'NUGGC', 'CLEC12A', 'ECEL1', 'PKD1L1', 'CBLN2', 'ABHD11.AS1', 'SEC14L5', 'WSCD2', 'SORCS1', 'FAM184B', 'PCDHGA3', 'SPESP1', 'SSUH2', 'FSCN2', 'FAM162B', 'DMRT2', 'ZNF732', 'CCL17', 'CTSG', 'RSPO1', 'TMEM217', 'GRIA3', 'GNB3', 'PIANP', 'HOXD4', 'RGS6', 'FLJ12825', 'COL2A1', 'CHRNB2', 'ADAM32', 'IL1R2', 'RNF175', 'SERPINA6', 'MT1A', 'ADAMTS19', 'PFKFB1', 'DIRC3', 'RASL10A', 'HECTD2.AS1', 'POM121L9P', 'SMIM5', 'CYP46A1', 'LRRC16B', 'PRSS21', 'ZNF804A', 'IGF2BP3', 'CAPN11', 'VIPR2', 'TBX21', 'CYSRT1', 'HIST1H2BE', 'GPR87', 'TRAT1', 'LOC100126784', 'PART1', 'FOXC2', 'HOGA1', 'WIPF3', 'SLC13A2', 'ZSCAN1', 'CA9', 'EMX1', 'HTR7', 'XKR9', 'SLC26A10', 'CEP83.AS1', 'ULBP1', 'HS3ST3B1', 'ZBTB16', 'CYP26A1', 'OTUD7A', 'TMSB15A', 'CITED1', 'TMEM40', 'MAPT.IT1', 'GZMM', 'ANKK1', 'WFDC3', 'ROPN1L', 'FIRRE', 'M1AP', 'CDHR1', 'MYO3B', 'PVALB', 'MRAP2', 'CRTAC1', 'INE2', 'SPAG17', 'TTC23L', 'RBM12B.AS1', 'IGSF22', 'RFX8', 'MROH7', 'KCNT2', 'HEATR4', 'PCDHA12', 'BTC', 'CFAP61', 'PYGM', 'NPAS1', 'SLC27A6', 'ADGRB1', 'NRTN', 'GPR37L1', 'UGT2B11', 'ADGRF1', 'LRRC4B', 'CLEC4E', 'HPDL', 'OPCML', 'TMEM59L', 'CIDEC', 'MIA', 'CCBE1', 'SRSF12', 'B3GAT1', 'LINC00173', 'NWD1', 'IL11', 'TSPAN8', 'RNF182', 'NLRP7', 'FRMPD1', 'KCNA6', 'KLK6', 'GALNT13', 'ABCC6P2', 'FASLG', 'LOC613037', 'LSAMP', 'GAS2', 'SMC1B', 'DHDH', 'FAM83A', 'RFPL1S', 'COL28A1', 'SCN3B', 'C15ORF56', 'SLC6A14', 'PSORS1C1', 'SLC16A11', 'PTCHD1', 'ANO5', 'TUSC5', 'ADGRG2', 'TMPRSS4', 'C9ORF47', 'SLC24A5', 'RUFY4', 'PIK3C2G', 'IGSF1', 'INTS4P2', 'KCNQ3', 'CYP4F12', 'LINC00908', 'LOC100133669', 'NBPF4', 'VENTX', 'FAM157A', 'MYOM2', 'EBF2', 'MAG', 'PTPRN', 'PCDHA5', 'DSCAML1', 'PLAC1', 'NKX3.2', 'DLX2', 'CNTN2', 'SYT6', 'SFTPA2', 'BRE.AS1', 'DLX5', 'FAM19A2', 'CCNI2', 'KLK7', 'ZBTB20', 'CDKN2B.AS1', 'CD160', 'GHRLOS', 'PTPRR', 'ABCC2', 'RYR3', 'OR2W3', 'SLC6A17', 'ABCD2', 'TFAP2E', 'CD1A', 'GRIA2', 'DEFB1', 'RGS9', 'CCDC144A', 'MYO16', 'CDKL2', 'CACNA1I', 'PWAR5', 'DLK2', 'DCX', 'GGT3P', 'SLC6A11', 'BTBD19', 'CHRFAM7A', 'WDR17', 'MMP12', 'MSMB', 'CABP4', 'TCEAL2', 'CHRNA10', 'UNC13A', 'FKBP1AP1', 'SLC39A2', 'XCL2', 'LY6H', 'AGBL4', 'S100A7', 'TUBAL3', 'SPAG8', 'TCN1', 'HRCT1', 'P2RY12', 'PCBP3', 'TM6SF2', 'LINC00202.1', 'ZNF727', 'ARL9', 'KCNH3', 'MAK', 'MPL', 'SNORD116.4', 'GRID2IP', 'SYCE3', 'NOX5', 'SLC46A2', 'TCTEX1D1', 'CD70', 'ELOVL3', 'GPM6A', 'TIGD4', 'JAKMIP1', 'SYCE2', 'ARMC3', 'GRIN2A', 'PGLYRP2', 'BAIAP2L2', 'CTAGE6', 'RAB9B', 'MKRN3', 'LONRF3', 'KLF3.AS1', 'ASIC3', 'SOSTDC1', 'ACY3', 'LRRC43', 'AGAP7P', 'THPO', 'BEX1', 'LOC400927', 'PRPH2', 'ACHE', 'AKR1E2', 'SCN2A', 'KLK10', 'SCN9A', 'RIMS2', 'CEACAM7', 'OLFM4', 'CTAGE11P', 'C6ORF52', 'TMEM145', 'VN1R1', 'CD40LG', 'HRC', 'BEGAIN', 'CHODL', 'PAH', 'LOC285593', 'CXADRP3', 'GPR82', 'TTBK1', 'SLC25A34', 'CHST9', 'TTYH1', 'GABRB3', 'ADGRL3', 'APOBEC3A', 'MLLT4.AS1', 'HIST1H2BH', 'BRSK2', 'TRH', 'MAPK4', 'EPYC', 'DNASE1L2', 'ST8SIA2', 'CAMK4', 'DGCR5', 'C8ORF46', 'IL17D', 'SLC35F3', 'GPR63', 'CAPSL', 'GBP6', 'ANKLE1', 'MUC15', 'ROBO2', 'AIM1L', 'ASGR1', 'MYO15A', 'HAMP', 'FAM201A', 'PCDHA1', 'TNFSF11', 'CHKB.AS1', 'RMRP', 'DUSP9', 'FAM159A', 'NMU', 'NEK5', 'RHCE', 'DCLK3', 'PTX3', 'TDRD6', 'LYG1', 'KCNK17', 'MTUS2', 'LOC100132215', 'RUNDC3A', 'RRN3P1', 'UCKL1.AS1', 'C1QL3', 'CYTL1', 'CYP2E1', 'FOLR1', 'LINC00961', 'PNMA6A', 'ROPN1B', 'HBA1', 'LINC00689', 'RRN3P2', 'THSD7B', 'MT1L', 'XCL1', 'SIGLEC6', 'ADRA2B', 'SLC2A14', 'ATP13A4', 'KIF19', 'CCR10', 'DPEP1', 'IL1RL1', 'GLI1', 'ARRDC3.AS1', 'IL24', 'KISS1R', 'ZMAT4', 'TMEM150B', 'LIN7A', 'GPR173', 'TTLL9', 'KIAA1210', 'NIPAL4', 'PRRT4', 'RHBG', 'A2ML1', 'WBP2NL', 'GPR135', 'CBLN1', 'LOC90246', 'GNMT', 'DPF3', 'PCDHB18P', 'IL18RAP', 'MAP7D2', 'CD300LB', 'B3GALT5', 'CNTNAP3', 'RRAD', 'OXGR1', 'FIGF', 'DPY19L2P4', 'RAB39A', 'HIST1H1D', 'CACNA2D3', 'MS4A8', 'SLC5A8', 'LRRC24', 'AIM2', 'TRIM7', 'PON3', 'MASP2', 'GABRB2', 'PCDH20', 'TIFAB', 'KLK8', 'PHKG1', 'DNAH11', 'FOXN1', 'WFIKKN1', 'DCST2', 'LINC00669', 'WNT10A', 'FREM2', 'C19ORF45', 'CLCA2', 'ANK1', 'GPR171', 'CRB2', 'KCNB1', 'CD19', 'SLC26A3', 'SEPHS1P1', 'LINC01465', 'HIST1H2AG', 'UCA1', 'RASAL1', 'TYMSOS', 'LINC00685', 'TTC41P', 'ANO2', 'CD1E', 'NEURL3', 'COLCA1', 'RIC3', 'CST2', 'MED12L', 'LOC646999', 'PCDHGC5', 'HNRNPCL3', 'CLPSL1', 'NRXN1', 'SEC14L1P1', 'FAM182B', 'EYA1', 'IL6', 'MYEOV', 'ARHGEF33', 'MAPT.AS1', 'RAB3B', 'STXBP6', 'KCNRG', 'CR2', 'CXCR2', 'MSLN', 'PATL2', 'KIF4B', 'LPAR4', 'CLEC4F', 'AJAP1', 'ZNF676', 'TDRD9', 'VSTM2A', 'CLDN14', 'FNDC8', 'MKX', 'ABHD1', 'TRABD2A', 'MAGEL2', 'NDP', 'PDCD1', 'FAM43B', 'VIT', 'POU3F1', 'TSPAN32', 'SEZ6L', 'ERBB3', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.24617901957450639
		RMSE:  0.5234556686317032
		NRMSE:  0.14126566093685908
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10551624527684367
		RMSE:  0.43841640970600765
		NRMSE:  0.21211918179733683
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999997880816034
		Coefficient of Determination:  1.0
		RMSE:  3.919811869695551e-15
		NRMSE:  1.0578447186714643e-15
		MAPE:  3.2265929901370385e-12
		Pearson Correlation:  0.20189817499065732
		Spearman Correlation:  0.16759061833688702
		Coefficient of Determination:  -0.8855098577156428
		RMSE:  0.5725568837105383
		NRMSE:  0.2770204194376624
		MAPE:  296.8608026753873

	Predictor:  ElasticNet
		Pearson Correlation:  0.8225350816272934
		Spearman Correlation:  0.8183433192824542
		Coefficient of Determination:  0.5972210149642523
		RMSE:  0.2975932601889534
		NRMSE:  0.08031187951567638
		MAPE:  189.16780092345576
		Pearson Correlation:  0.3381526948014405
		Spearman Correlation:  0.35395703188319055
		Coefficient of Determination:  0.028708528183323145
		RMSE:  0.41094057528260236
		NRMSE:  0.19882553815612353
		MAPE:  238.06141076574298

	Predictor:  RandomForests
		Pearson Correlation:  0.523843344353483
		Spearman Correlation:  0.5392659881899527
		Coefficient of Determination:  0.20045720307842307
		RMSE:  0.41928617921790834
		NRMSE:  0.11315330557740538
		MAPE:  232.00307462399965
		Pearson Correlation:  0.4785720221506062
		Spearman Correlation:  0.5048616566291351
		Coefficient of Determination:  0.14516266759286256
		RMSE:  0.3855191688570114
		NRMSE:  0.18652588921107166
		MAPE:  222.29528073978037

Unnormalized

In [167]:
scenario = Scenario.ThousandMostVariableGenes_Mutations 
normalizeTechnique = NormalizeTechnique.UN
X, Y, Z = get_data(normalizeTechnique)
In [168]:
X.head()
Out[168]:
UBE2Q2P2 HMGB1P1 LOC155060 RNU12-2P SSX9 CXORF67 EFCAB8 SRP14P1 LOC391343 TRIM75P ... ZXDA ZXDB ZXDC ZYG11A ZYG11B ZYX ZZEF1 ZZZ3 TPTEP1 AKR1C6P
TCGA-A1-A0SF-01 10.7401 141.1933 314.4482 0.0000 0.0 0.000 2.9988 9.4249 0.0 0.0000 ... 74.1138 533.3625 1053.4444 94.6772 881.2262 5343.4779 934.3482 508.0867 52.2652 0.8568
TCGA-A1-A0SH-01 3.0048 79.8003 95.7054 0.0000 0.0 0.000 0.3612 3.9727 0.0 0.0000 ... 87.7601 581.0946 801.3977 19.8634 1353.2389 5464.9614 1312.7898 1001.1151 455.7746 0.0000
TCGA-A1-A0SJ-01 4.9419 134.8733 63.6488 0.3658 0.0 0.000 0.3658 4.7554 0.0 0.7316 ... 83.7677 2731.4129 834.3850 51.2117 1092.6383 3032.0988 958.3905 718.7929 43.5299 0.0000
TCGA-A1-A0SK-01 28.8560 1119.1932 166.7192 0.3152 0.0 1.891 0.0000 3.4668 0.0 0.0000 ... 69.0199 610.1481 1775.6067 158.5251 1380.7123 591.2386 1798.9285 1335.6445 49.4800 0.0000
TCGA-A1-A0SQ-01 1.0368 41.5532 75.8447 0.0000 0.0 0.000 0.4034 5.6480 0.0 0.0000 ... 106.1019 617.2466 875.0378 25.4160 969.4402 2903.0761 715.6833 691.4776 17.7509 0.0000

5 rows × 20440 columns

In [169]:
Y.head()
Out[169]:
RB1 CDH1 PTEN BRCA2 CDKN2A TP53 CTNNB1 CCNE1 CCND1 CDH2 CDH3 ERBB2 ERBB3
TCGA-A1-A0SF-01 0.017184 0.705680 0.197730 0.108550 0.17550 -0.472550 0.06978 -0.75401 -0.202360 -0.222000 -0.114060 0.25604 0.461410
TCGA-A1-A0SH-01 -0.081896 0.018364 0.699160 -0.282430 0.68156 -0.035545 -0.11192 -0.77956 -0.014111 0.072251 -0.031553 0.68354 0.033670
TCGA-A1-A0SJ-01 -0.106090 0.114310 -0.110550 0.108220 -0.00989 -0.431850 -0.85672 -0.29589 0.290760 -0.225320 0.128230 0.36458 0.430620
TCGA-A1-A0SK-01 -0.060244 -0.963820 -0.081596 0.309150 1.23630 0.898470 -0.85965 0.92670 0.045974 0.389790 -0.224090 -1.04130 -0.056604
TCGA-A1-A0SQ-01 0.376500 0.425490 0.657440 0.003187 -0.34580 -0.020122 0.39368 -1.02750 0.362490 0.292880 -0.144850 0.31196 0.649260
In [170]:
perform_kFoldCV(num_folds, scenario, normalizeTechnique, X, Y, Z)

Fold:  1

Protein:  RB1
x_train_column_count:  1002
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017832262764705176
		RMSE:  0.22609122586734381
		NRMSE:  0.08562439911658541
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0064622508272080825
		RMSE:  0.2813710133086082
		NRMSE:  0.13900150344012696
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  1.8021971134126128e-15
		NRMSE:  6.825211563766759e-16
		MAPE:  6.64057286959427e-12
		Pearson Correlation:  0.0882444001337016
		Spearman Correlation:  -0.019846844210320947
		Coefficient of Determination:  -4.887851396935626
		RMSE:  0.6805484191845832
		NRMSE:  0.33620113286760056
		MAPE:  608.7676070377687

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.021017784351607723, tolerance: 0.0026969040165678213
  positive)
		Pearson Correlation:  0.9999991929292145
		Spearman Correlation:  0.999993180656498
		Coefficient of Determination:  0.9999980766934268
		RMSE:  0.00031079202068551493
		NRMSE:  0.00011770195822212266
		MAPE:  1.4642773813758136
		Pearson Correlation:  0.0002145531134831455
		Spearman Correlation:  -0.048765974051312076
		Coefficient of Determination:  -19.597776860120693
		RMSE:  1.2728897340028058
		NRMSE:  0.6288266323504769
		MAPE:  863.1003771347247

	Predictor:  RandomForests
		Pearson Correlation:  0.6272313827233392
		Spearman Correlation:  0.4571390245826577
		Coefficient of Determination:  0.19628834522737648
		RMSE:  0.20090730836238904
		NRMSE:  0.07608684278068131
		MAPE:  208.4581986156724
		Pearson Correlation:  0.10132099555535205
		Spearman Correlation:  0.24604428836211106
		Coefficient of Determination:  -0.024134931374286017
		RMSE:  0.28383058939108263
		NRMSE:  0.14021657093861992
		MAPE:  124.97103219935397

Protein:  CDH1
x_train_column_count:  1001
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12177449909053428
		RMSE:  1.1951653206606205
		NRMSE:  0.20089175544360185
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11829904064371455
		RMSE:  1.227018913081223
		NRMSE:  0.19873326310796913
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  8.415113195258668e-15
		NRMSE:  1.4144711470691793e-15
		MAPE:  1.1829576531333859e-11
		Pearson Correlation:  0.3597850793490988
		Spearman Correlation:  0.4102429031314018
		Coefficient of Determination:  -3.0813995416294526
		RMSE:  2.3441037867452446
		NRMSE:  0.37966113613832475
		MAPE:  1054.347694483082

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.09439874666957772, tolerance: 0.06837930598298066
  positive)
		Pearson Correlation:  0.9999999657841724
		Spearman Correlation:  0.9999986826268235
		Coefficient of Determination:  0.9999999238002917
		RMSE:  0.0003114955566482493
		NRMSE:  5.235835420104034e-05
		MAPE:  0.14302580885352295
		Pearson Correlation:  0.01542420071484358
		Spearman Correlation:  0.40194127402204666
		Coefficient of Determination:  -90.53273594182718
		RMSE:  11.1009591020982
		NRMSE:  1.797959104353309
		MAPE:  1887.1585412968407

	Predictor:  RandomForests
		Pearson Correlation:  0.7597656415256769
		Spearman Correlation:  0.7115265995867018
		Coefficient of Determination:  0.5704511124805689
		RMSE:  0.7395737714356376
		NRMSE:  0.12431273787431087
		MAPE:  238.6088370360758
		Pearson Correlation:  0.776301176390501
		Spearman Correlation:  0.704848307482197
		Coefficient of Determination:  0.596065556873585
		RMSE:  0.7374417545744626
		NRMSE:  0.11943923983260384
		MAPE:  157.53617089240265

Protein:  CDH2
x_train_column_count:  1002
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004084060130477685
		RMSE:  0.37195168053170635
		NRMSE:  0.13741024893390016
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006474841096328898
		RMSE:  0.3763274359057868
		NRMSE:  0.1942134674644098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999031343205
		Coefficient of Determination:  1.0
		RMSE:  2.9648864093903507e-15
		NRMSE:  1.0953190989557499e-15
		MAPE:  1.5103707229882235e-10
		Pearson Correlation:  0.06222890395358708
		Spearman Correlation:  0.09935128280167789
		Coefficient of Determination:  -5.537368514256263
		RMSE:  0.9591044440133847
		NRMSE:  0.49497055478834945
		MAPE:  492.2763439807192

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.03416689224445369, tolerance: 0.007399072171665535
  positive)
		Pearson Correlation:  0.9999996830883624
		Spearman Correlation:  0.9999963384771449
		Coefficient of Determination:  0.9999992578395328
		RMSE:  0.0003197793367479305
		NRMSE:  0.00011813620038935395
		MAPE:  1.3481958803294603
		Pearson Correlation:  -0.04663245361604071
		Spearman Correlation:  0.002980197053945957
		Coefficient of Determination:  -38.41138736084696
		RMSE:  2.354915246022265
		NRMSE:  1.2153146751417996
		MAPE:  666.1012637460948

	Predictor:  RandomForests
		Pearson Correlation:  0.5871178588760589
		Spearman Correlation:  0.5133802603660497
		Coefficient of Determination:  0.1837978576646554
		RMSE:  0.3353515778679643
		NRMSE:  0.12388905927065738
		MAPE:  516.4744153385625
		Pearson Correlation:  0.0986254225953422
		Spearman Correlation:  0.15187298800117063
		Coefficient of Determination:  0.009331755452142154
		RMSE:  0.37336064731318896
		NRMSE:  0.19268237978695824
		MAPE:  112.34916685654906

Protein:  CDH3
x_train_column_count:  1001
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003025178489952651
		RMSE:  0.20883135309817671
		NRMSE:  0.14651130458142275
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.766266116724594e-05
		RMSE:  0.2045852237570374
		NRMSE:  0.1565890990172577
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.3071123996416822e-15
		NRMSE:  9.170401860875023e-16
		MAPE:  7.871629735138886e-12
		Pearson Correlation:  0.1987572101306387
		Spearman Correlation:  0.1709150326797386
		Coefficient of Determination:  -5.288390122520296
		RMSE:  0.5130166742494467
		NRMSE:  0.392661881079706
		MAPE:  1393.5967883322712

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.017680864731117785, tolerance: 0.002341177429816801
  positive)
		Pearson Correlation:  0.9999989047483114
		Spearman Correlation:  0.9999940137011852
		Coefficient of Determination:  0.9999975025100869
		RMSE:  0.00032997564990721353
		NRMSE:  0.00023150337452097262
		MAPE:  0.9423741256384887
		Pearson Correlation:  0.18340355657680132
		Spearman Correlation:  0.21425226807140768
		Coefficient of Determination:  -7.927312862975741
		RMSE:  0.6112545713553861
		NRMSE:  0.4678529604483594
		MAPE:  1121.52092482215

	Predictor:  RandomForests
		Pearson Correlation:  0.6287840173466345
		Spearman Correlation:  0.6190658657735031
		Coefficient of Determination:  0.3255221903237725
		RMSE:  0.17148014988609672
		NRMSE:  0.1203065540537806
		MAPE:  431.4134737909689
		Pearson Correlation:  0.5195480324687831
		Spearman Correlation:  0.5293629889766853
		Coefficient of Determination:  0.2411933099759418
		RMSE:  0.17820805001650078
		NRMSE:  0.13640006583684838
		MAPE:  289.1901440450669

Protein:  PTEN
x_train_column_count:  1002
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.042477457330321045
		RMSE:  0.639641264822803
		NRMSE:  0.10001427016227082
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.028094267476815427
		RMSE:  0.5035947533045023
		NRMSE:  0.16597282753427667
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.458230587102
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389449
		RMSE:  0.49877990548911916
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809618

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  4.602867149388209e-15
		NRMSE:  7.197040339908074e-16
		MAPE:  4.2087580938553935e-12
		Pearson Correlation:  0.007601054476851641
		Spearman Correlation:  -0.02077358306506682
		Coefficient of Determination:  -9.66255107126259
		RMSE:  1.6217925092092114
		NRMSE:  0.5345041556948161
		MAPE:  860.1114594134591

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.051512751018478416, tolerance: 0.021075629727119613
  positive)
		Pearson Correlation:  0.9999998887677379
		Spearman Correlation:  0.9999979077014255
		Coefficient of Determination:  0.9999997470577795
		RMSE:  0.0003150748952429894
		NRMSE:  4.9265091899458905e-05
		MAPE:  0.4796680661104309
		Pearson Correlation:  0.039514744151906284
		Spearman Correlation:  -0.07514876597405132
		Coefficient of Determination:  -29.03884126494817
		RMSE:  2.7221140425166137
		NRMSE:  0.897143906966124
		MAPE:  1342.8533524725142

	Predictor:  RandomForests
		Pearson Correlation:  0.6142169410243524
		Spearman Correlation:  0.5576308466680384
		Coefficient of Determination:  0.3080219651782584
		RMSE:  0.521133859805886
		NRMSE:  0.08148445935515378
		MAPE:  292.78607595439905
		Pearson Correlation:  0.30533615462130764
		Spearman Correlation:  0.32821472077714475
		Coefficient of Determination:  0.08231908778716523
		RMSE:  0.4757848150997328
		NRMSE:  0.15680733475042277
		MAPE:  176.75960606743305

Protein:  BRCA2
x_train_column_count:  1002
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026562361008646285
		RMSE:  0.19787350383771835
		NRMSE:  0.12800221484333532
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00017758204834872338
		RMSE:  0.18475106890837595
		NRMSE:  0.18489898809885505
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999031343205
		Coefficient of Determination:  1.0
		RMSE:  2.63428036239477e-15
		NRMSE:  1.7040872798279082e-15
		MAPE:  5.695051732024474e-12
		Pearson Correlation:  0.1453316141371596
		Spearman Correlation:  0.07025420721667404
		Coefficient of Determination:  -6.078163488937854
		RMSE:  0.4914832218055836
		NRMSE:  0.491876723184131
		MAPE:  1404.7388898834943

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.01728986113387031, tolerance: 0.002096995577721637
  positive)
		Pearson Correlation:  0.999998739440293
		Spearman Correlation:  0.9999923088646853
		Coefficient of Determination:  0.9999971400863877
		RMSE:  0.00033418586130746087
		NRMSE:  0.00021618119448556846
		MAPE:  0.7083196466977907
		Pearson Correlation:  0.07330938845267011
		Spearman Correlation:  0.1128330319396897
		Coefficient of Determination:  -28.168859220075355
		RMSE:  0.9977187270221015
		NRMSE:  0.9985175410549456
		MAPE:  1043.2106905746666

	Predictor:  RandomForests
		Pearson Correlation:  0.6229388426951847
		Spearman Correlation:  0.5356983464659656
		Coefficient of Determination:  0.20247275783926388
		RMSE:  0.17647548243805128
		NRMSE:  0.11416006781859371
		MAPE:  159.8952856087194
		Pearson Correlation:  0.2503292445469252
		Spearman Correlation:  0.2668303907308475
		Coefficient of Determination:  0.04926271577002239
		RMSE:  0.18012693719886436
		NRMSE:  0.1802711541221621
		MAPE:  124.41936475104178

Protein:  CDKN2A
x_train_column_count:  1002
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.062199248812668806
		RMSE:  0.6624014175436462
		NRMSE:  0.14974599695798488
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10057809021042674
		RMSE:  0.783524323220729
		NRMSE:  0.21159176970584093
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6427147371513342
		NRMSE:  0.145295521001771
		MAPE:  207.86247046219444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010510594090658465
		RMSE:  0.7507796405829533
		NRMSE:  0.20274902527219912
		MAPE:  439.74244050751946

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  6.0278190504948094e-15
		NRMSE:  1.3626809201977638e-15
		MAPE:  4.456384284556271e-12
		Pearson Correlation:  0.37202359318646994
		Spearman Correlation:  0.31257438298702567
		Coefficient of Determination:  -2.2116803791246378
		RMSE:  1.3384686726336954
		NRMSE:  0.3614552181025373
		MAPE:  2576.416887676362

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.049300407555584985, tolerance: 0.02218251593097602
  positive)
		Pearson Correlation:  0.9999998916342223
		Spearman Correlation:  0.9999977333431672
		Coefficient of Determination:  0.9999997560683775
		RMSE:  0.00031743317311763584
		NRMSE:  7.176063594837476e-05
		MAPE:  0.19589728646556157
		Pearson Correlation:  0.31789076585466086
		Spearman Correlation:  0.2921471075992586
		Coefficient of Determination:  -2.3772393904467366
		RMSE:  1.372533567343271
		NRMSE:  0.3706544875353149
		MAPE:  3034.4827042921247

	Predictor:  RandomForests
		Pearson Correlation:  0.6551371220427227
		Spearman Correlation:  0.5989365574355994
		Coefficient of Determination:  0.41700900406497343
		RMSE:  0.4907374273729905
		NRMSE:  0.11093871987634009
		MAPE:  168.57780749396278
		Pearson Correlation:  0.7008637605652488
		Spearman Correlation:  0.5833361786050203
		Coefficient of Determination:  0.444872245022113
		RMSE:  0.5564658566944314
		NRMSE:  0.15027433343084834
		MAPE:  294.4549319392278

Protein:  TP53
x_train_column_count:  1002
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05546789854165435
		RMSE:  0.4652085657713222
		NRMSE:  0.11180210665016156
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04275496084346875
		RMSE:  0.4295356456720749
		NRMSE:  0.1544592202783541
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  3.121939820580451e-15
		NRMSE:  7.502859458256311e-16
		MAPE:  5.069538609027722e-12
		Pearson Correlation:  0.1695594457481716
		Spearman Correlation:  0.2937762169544435
		Coefficient of Determination:  -5.665639050816655
		RMSE:  1.0859978719234722
		NRMSE:  0.3905202890875156
		MAPE:  1553.3994405395258

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.03313582504544052, tolerance: 0.011010946742365387
  positive)
		Pearson Correlation:  0.9999997956273604
		Spearman Correlation:  0.9999972683879195
		Coefficient of Determination:  0.9999995519691515
		RMSE:  0.00030309526169466406
		NRMSE:  7.284192782856623e-05
		MAPE:  1.614992087094604
		Pearson Correlation:  0.12021124626566213
		Spearman Correlation:  0.22175397522192958
		Coefficient of Determination:  -20.325760555680315
		RMSE:  1.9424969352078683
		NRMSE:  0.6985137672004992
		MAPE:  1468.3150807883444

	Predictor:  RandomForests
		Pearson Correlation:  0.6587497905889853
		Spearman Correlation:  0.569611688258932
		Coefficient of Determination:  0.38305446569890156
		RMSE:  0.3556711184894722
		NRMSE:  0.08547731758939492
		MAPE:  599.2266866471739
		Pearson Correlation:  0.5311455536845011
		Spearman Correlation:  0.5154570285825774
		Coefficient of Determination:  0.280552395622339
		RMSE:  0.35678588389047716
		NRMSE:  0.12829871045002594
		MAPE:  474.75252734092

Protein:  CTNNB1
x_train_column_count:  1001
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.41897644861846284
		RMSE:  0.8782004120680554
		NRMSE:  0.17699587078381512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5843844136424388
		RMSE:  0.9452480588674593
		NRMSE:  0.23451795238114906
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  7.389833797832602e-15
		NRMSE:  1.48937537493855e-15
		MAPE:  7.890836857599239e-12
		Pearson Correlation:  0.19164186063981967
		Spearman Correlation:  0.2525412154911716
		Coefficient of Determination:  -4.017640320516819
		RMSE:  1.682152156843582
		NRMSE:  0.4173453473040198
		MAPE:  683.9855320481236

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05759797819375021, tolerance: 0.02918679256026189
  positive)
		Pearson Correlation:  0.9999999168276728
		Spearman Correlation:  0.9999986632536627
		Coefficient of Determination:  0.9999998162714611
		RMSE:  0.0003160052905191773
		NRMSE:  6.368891519422321e-05
		MAPE:  0.18164661692867573
		Pearson Correlation:  0.037195800195863736
		Spearman Correlation:  0.20708711345234612
		Coefficient of Determination:  -33.65605407059733
		RMSE:  4.420842775350636
		NRMSE:  1.0968200206794612
		MAPE:  1128.4498354722368

	Predictor:  RandomForests
		Pearson Correlation:  0.6854150980240867
		Spearman Correlation:  0.6762031312759877
		Coefficient of Determination:  0.455552722102311
		RMSE:  0.5439812845942497
		NRMSE:  0.10963606920899081
		MAPE:  359.35795787897604
		Pearson Correlation:  0.5585930145458949
		Spearman Correlation:  0.4965466783728417
		Coefficient of Determination:  0.3034357496643426
		RMSE:  0.6267525422333634
		NRMSE:  0.15549857148646937
		MAPE:  228.73841504944104

Protein:  CCNE1
x_train_column_count:  1002
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.7135069779129597
		RMSE:  0.7967382438332794
		NRMSE:  0.19227700939577658
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.179220592822603
		RMSE:  0.7927883268238614
		NRMSE:  0.2823823069719898
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.48367116033059243
		NRMSE:  0.11672446372338549
		MAPE:  119.9663870203584
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008650225247206267
		RMSE:  0.5393577763958428
		NRMSE:  0.19211318838676503
		MAPE:  85.21064296831354

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  2.7408370616626537e-15
		NRMSE:  6.614467895027762e-16
		MAPE:  5.957261116947179e-13
		Pearson Correlation:  0.44276709641889883
		Spearman Correlation:  0.490600916983709
		Coefficient of Determination:  -1.243400583960463
		RMSE:  0.8043777779248283
		NRMSE:  0.2865103394211321
		MAPE:  137.19867674259757

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.024823410877618236, tolerance: 0.012562459394718587
  positive)
		Pearson Correlation:  0.9999998692319888
		Spearman Correlation:  0.9999956216713326
		Coefficient of Determination:  0.9999997207213595
		RMSE:  0.0002556048284695251
		NRMSE:  6.168516747581271e-05
		MAPE:  0.05013721540031273
		Pearson Correlation:  0.1943759285655558
		Spearman Correlation:  0.3965466783728417
		Coefficient of Determination:  -7.029438800797044
		RMSE:  1.5217707980095962
		NRMSE:  0.5420376840639701
		MAPE:  139.01714299179068

	Predictor:  RandomForests
		Pearson Correlation:  0.8606007856582096
		Spearman Correlation:  0.7210171275619577
		Coefficient of Determination:  0.7324216110657347
		RMSE:  0.25019331988765126
		NRMSE:  0.060379206961809796
		MAPE:  54.900436092974836
		Pearson Correlation:  0.8437410889918155
		Spearman Correlation:  0.7073092301909828
		Coefficient of Determination:  0.7054583140203942
		RMSE:  0.2914607204021061
		NRMSE:  0.10381503843351952
		MAPE:  43.11131622428974

Protein:  CCND1
x_train_column_count:  1001
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.46307157054532877
		RMSE:  0.2889602070536637
		NRMSE:  0.17371452011738692
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5143850316766378
		RMSE:  0.2891269997261264
		NRMSE:  0.20591917819933792
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.8332254449463847e-15
		NRMSE:  1.1020821229433244e-15
		MAPE:  3.530109391713031e-12
		Pearson Correlation:  0.14423645310143496
		Spearman Correlation:  0.1359916105745781
		Coefficient of Determination:  -3.6091616691076975
		RMSE:  0.5044074195037763
		NRMSE:  0.3592440740582989
		MAPE:  2835.265623086868

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.018430004322999623, tolerance: 0.0030646775987981157
  positive)
		Pearson Correlation:  0.9999995467106606
		Spearman Correlation:  0.9999961834923413
		Coefficient of Determination:  0.9999989209588032
		RMSE:  0.00024815570681913166
		NRMSE:  0.000149184034590862
		MAPE:  0.3634238338900677
		Pearson Correlation:  0.031197768194176297
		Spearman Correlation:  0.11567164179104479
		Coefficient of Determination:  -17.10047142438873
		RMSE:  0.9995751216132994
		NRMSE:  0.7119075277856671
		MAPE:  7334.102699435865

	Predictor:  RandomForests
		Pearson Correlation:  0.579054014722051
		Spearman Correlation:  0.5632435324579738
		Coefficient of Determination:  0.2668447730674811
		RMSE:  0.2045517605073681
		NRMSE:  0.1229706030391411
		MAPE:  334.17733988085394
		Pearson Correlation:  0.4693725510965298
		Spearman Correlation:  0.4644034728319189
		Coefficient of Determination:  0.20287465013282902
		RMSE:  0.2097653763931505
		NRMSE:  0.1493970260905009
		MAPE:  993.1743665645035

Protein:  ERBB2
x_train_column_count:  1001
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10512598969709641
		RMSE:  1.0713675802437574
		NRMSE:  0.18252510013182233
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.044647408489899565
		RMSE:  0.9270678870989714
		NRMSE:  0.17190207437399804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  5.613920580545507e-15
		NRMSE:  9.564237662138623e-16
		MAPE:  8.788690067309418e-12
		Pearson Correlation:  0.37219143150833356
		Spearman Correlation:  0.37423178226514486
		Coefficient of Determination:  -2.8207760569539793
		RMSE:  1.7729743960888051
		NRMSE:  0.32875475544016414
		MAPE:  1066.7315125986804

	Predictor:  ElasticNet
		Pearson Correlation:  0.9999999471815921
		Spearman Correlation:  0.9999980239401592
		Coefficient of Determination:  0.9999998909341865
		RMSE:  0.0003365711802383765
		NRMSE:  5.734043992680657e-05
		MAPE:  0.3728926981299305
		Pearson Correlation:  0.33056577584623803
		Spearman Correlation:  0.456370110233148
		Coefficient of Determination:  -9.521804108761257
		RMSE:  2.9421972017719193
		NRMSE:  0.5455585391752122
		MAPE:  1144.6287015380428

	Predictor:  RandomForests
		Pearson Correlation:  0.8596219029631054
		Spearman Correlation:  0.7082643397998256
		Coefficient of Determination:  0.7321092492310639
		RMSE:  0.5274866392598224
		NRMSE:  0.08986603050578776
		MAPE:  414.8371281483654
		Pearson Correlation:  0.8075264919583662
		Spearman Correlation:  0.6899912203687445
		Coefficient of Determination:  0.6429880574572684
		RMSE:  0.5419610108771445
		NRMSE:  0.10049341940981728
		MAPE:  265.6331356020632

Protein:  ERBB3
x_train_column_count:  1001
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20107865915633893
		RMSE:  0.5031866190144979
		NRMSE:  0.13579562619977975
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27170508071542576
		RMSE:  0.5249654097328843
		NRMSE:  0.21064675210776365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  3.1232551450168953e-15
		NRMSE:  8.428769211508649e-16
		MAPE:  1.959209501340385e-12
		Pearson Correlation:  0.06657223071359954
		Spearman Correlation:  0.07223450423684065
		Coefficient of Determination:  -3.9219848498383625
		RMSE:  1.0327795301033864
		NRMSE:  0.41441140621123296
		MAPE:  783.0619635313943

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.04192491925950205, tolerance: 0.011320379923715432
  positive)
		Pearson Correlation:  0.9999997716982499
		Spearman Correlation:  0.9999957766564183
		Coefficient of Determination:  0.9999994757582166
		RMSE:  0.00033243686230395624
		NRMSE:  8.97151676586118e-05
		MAPE:  0.2365533220167904
		Pearson Correlation:  0.21663484441014155
		Spearman Correlation:  0.20972369735126478
		Coefficient of Determination:  -13.870391784018297
		RMSE:  1.7951415150329595
		NRMSE:  0.7203155154696967
		MAPE:  1666.938545695875

	Predictor:  RandomForests
		Pearson Correlation:  0.5865704113336566
		Spearman Correlation:  0.5721185563285387
		Coefficient of Determination:  0.31113084881782116
		RMSE:  0.38107611299323657
		NRMSE:  0.10284150539425135
		MAPE:  233.64671014730476
		Pearson Correlation:  0.41042022134690065
		Spearman Correlation:  0.42802444160763076
		Coefficient of Determination:  0.16039126918351698
		RMSE:  0.4265559047993366
		NRMSE:  0.17115911691036553
		MAPE:  275.94069948090294


Fold:  2

Protein:  RB1
x_train_column_count:  1002
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.012372001566697044
		RMSE:  0.23649063304821735
		NRMSE:  0.08648721220312221
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0009378943328373079
		RMSE:  0.2450188572791325
		NRMSE:  0.14037816530069125
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  1.7455859247708337e-15
		NRMSE:  6.383798730144945e-16
		MAPE:  5.007056367034697e-12
		Pearson Correlation:  -0.0897970093216317
		Spearman Correlation:  -0.07673397717295875
		Coefficient of Determination:  -7.162561669170607
		RMSE:  0.6996956631347776
		NRMSE:  0.40087524099344435
		MAPE:  1613.5988844252083

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.023471813026426147, tolerance: 0.0029666208701464043
  positive)
		Pearson Correlation:  0.9999991548176731
		Spearman Correlation:  0.9999938005968164
		Coefficient of Determination:  0.9999979570931449
		RMSE:  0.00033594498619334375
		NRMSE:  0.00012285875738492677
		MAPE:  0.8197456352320328
		Pearson Correlation:  -0.0737690225933205
		Spearman Correlation:  0.03301629109355185
		Coefficient of Determination:  -4015.8367803977726
		RMSE:  15.52165538318111
		NRMSE:  8.892791066437368
		MAPE:  2779.814993987421

	Predictor:  RandomForests
		Pearson Correlation:  0.6408110570086731
		Spearman Correlation:  0.47950207782708737
		Coefficient of Determination:  0.21073233491798848
		RMSE:  0.20881228048124198
		NRMSE:  0.07636493581086966
		MAPE:  169.56108935571132
		Pearson Correlation:  0.17498004138245404
		Spearman Correlation:  0.2776558384547849
		Coefficient of Determination:  0.011180700878588135
		RMSE:  0.24353108933230627
		NRMSE:  0.13952578137772356
		MAPE:  187.84912273676755

Protein:  CDH1
x_train_column_count:  1001
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0848918633043636
		RMSE:  1.167193365558287
		NRMSE:  0.18724526599154356
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3357437347566168
		RMSE:  1.329821844339591
		NRMSE:  0.2361608674018098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  8.881268189459346e-15
		NRMSE:  1.4247642880339047e-15
		MAPE:  8.228738761639293e-12
		Pearson Correlation:  0.3508251713281272
		Spearman Correlation:  0.42210028289922935
		Coefficient of Determination:  -2.2119265562256585
		RMSE:  2.0621236010769675
		NRMSE:  0.3662091282324574
		MAPE:  1134.7001172141306

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.10371126316276937, tolerance: 0.0674331510902594
  positive)
		Pearson Correlation:  0.9999999538731201
		Spearman Correlation:  0.9999982176715847
		Coefficient of Determination:  0.9999998983387258
		RMSE:  0.0003572953454394937
		NRMSE:  5.731857631178209e-05
		MAPE:  0.28878209748374
		Pearson Correlation:  0.12244136830824323
		Spearman Correlation:  0.365822846551556
		Coefficient of Determination:  -10119.637135760673
		RMSE:  115.75394916026289
		NRMSE:  20.55655286099501
		MAPE:  1441.0729794526467

	Predictor:  RandomForests
		Pearson Correlation:  0.7847453702345519
		Spearman Correlation:  0.7024800794534966
		Coefficient of Determination:  0.6115043289541224
		RMSE:  0.6984618280233663
		NRMSE:  0.1120497037015106
		MAPE:  231.32465308839934
		Pearson Correlation:  0.6767152066143682
		Spearman Correlation:  0.6610743455530761
		Coefficient of Determination:  0.418170303284368
		RMSE:  0.8776671260241866
		NRMSE:  0.15586345693912032
		MAPE:  202.19063268404028

Protein:  CDH2
x_train_column_count:  1002
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0042702958885580955
		RMSE:  0.36888339320753855
		NRMSE:  0.13366308906715652
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005559500410650786
		RMSE:  0.3881548727768219
		NRMSE:  0.20448899349205915
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  2.7446135410919547e-15
		NRMSE:  9.944972610667277e-16
		MAPE:  1.238876438797943e-11
		Pearson Correlation:  0.05067394981816535
		Spearman Correlation:  0.10635059994146914
		Coefficient of Determination:  -5.231861673634375
		RMSE:  0.9662957250912259
		NRMSE:  0.5090670093254165
		MAPE:  1714.0676926936355

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.032336275884172705, tolerance: 0.007276153902921154
  positive)
		Pearson Correlation:  0.9999996484357432
		Spearman Correlation:  0.9999962803579465
		Coefficient of Determination:  0.9999991874110518
		RMSE:  0.00033181747262252275
		NRMSE:  0.00012023243445993288
		MAPE:  1.8878751741971032
		Pearson Correlation:  0.007070347333436058
		Spearman Correlation:  0.1327431470100478
		Coefficient of Determination:  -1489.169894965548
		RMSE:  14.942354941354022
		NRMSE:  7.871979296561437
		MAPE:  8289.684579078732

	Predictor:  RandomForests
		Pearson Correlation:  0.5717445692883921
		Spearman Correlation:  0.5205080333613149
		Coefficient of Determination:  0.18093923965146275
		RMSE:  0.3331362214635573
		NRMSE:  0.1207102766372771
		MAPE:  677.885099274611
		Pearson Correlation:  0.12359462755362784
		Spearman Correlation:  0.2032728514291289
		Coefficient of Determination:  0.005938321669324509
		RMSE:  0.38592936214752954
		NRMSE:  0.203316542853132
		MAPE:  120.91746532520932

Protein:  CDH3
x_train_column_count:  1001
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032535082492379797
		RMSE:  0.20804431995898212
		NRMSE:  0.15657381105189322
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10171995354262497
		RMSE:  0.2077503373255318
		NRMSE:  0.17094572313464315
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  1.4072907107537374e-15
		NRMSE:  1.0591246609572578e-15
		MAPE:  4.065321486198243e-12
		Pearson Correlation:  0.020948203350941778
		Spearman Correlation:  0.1633547946541801
		Coefficient of Determination:  -5.658956493720352
		RMSE:  0.5107509919666359
		NRMSE:  0.4202674170712054
		MAPE:  3659.146114612282

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.018509477697200558, tolerance: 0.002316729479435792
  positive)
		Pearson Correlation:  0.9999990755341677
		Spearman Correlation:  0.999994769253362
		Coefficient of Determination:  0.9999978670022952
		RMSE:  0.000303351197488064
		NRMSE:  0.0002283016094225794
		MAPE:  0.7979600153372367
		Pearson Correlation:  0.013856071890185753
		Spearman Correlation:  0.19276168178714276
		Coefficient of Determination:  -51.309056455907616
		RMSE:  1.4315106165367044
		NRMSE:  1.1779071970186001
		MAPE:  4202.638742507781

	Predictor:  RandomForests
		Pearson Correlation:  0.6438288888563345
		Spearman Correlation:  0.6398376763706062
		Coefficient of Determination:  0.3574218639727864
		RMSE:  0.16649971399168753
		NRMSE:  0.12530740932445833
		MAPE:  236.34958909823695
		Pearson Correlation:  0.3079573133246542
		Spearman Correlation:  0.39446883230904306
		Coefficient of Determination:  -0.03658570348306345
		RMSE:  0.20151563038274128
		NRMSE:  0.16581554380214047
		MAPE:  1221.7909010675075

Protein:  PTEN
x_train_column_count:  1002
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.03862384422015608
		RMSE:  0.6356813050691055
		NRMSE:  0.09939509109047072
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04557869434051831
		RMSE:  0.5231599683741948
		NRMSE:  0.17546282813730707
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  4.062789036198294e-15
		NRMSE:  6.352574523021333e-16
		MAPE:  7.77649574459296e-12
		Pearson Correlation:  0.07938822669093776
		Spearman Correlation:  0.057335869671251594
		Coefficient of Determination:  -5.799161753260051
		RMSE:  1.3340860069284008
		NRMSE:  0.4474396320527237
		MAPE:  2649.7478861063996

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05484752657638759, tolerance: 0.020892714789331884
  positive)
		Pearson Correlation:  0.9999998741361235
		Spearman Correlation:  0.9999984501492041
		Coefficient of Determination:  0.9999997162041391
		RMSE:  0.00033228697916182746
		NRMSE:  5.195637231832186e-05
		MAPE:  0.543448903810121
		Pearson Correlation:  0.1251321086981299
		Spearman Correlation:  0.015735050239001073
		Coefficient of Determination:  -13343.731421270812
		RMSE:  59.10320894416733
		NRMSE:  19.822648559218987
		MAPE:  3304.303296646198

	Predictor:  RandomForests
		Pearson Correlation:  0.598630678565816
		Spearman Correlation:  0.5400931292360969
		Coefficient of Determination:  0.3045485899489807
		RMSE:  0.5201680712491049
		NRMSE:  0.08133344871379954
		MAPE:  229.23579609236495
		Pearson Correlation:  0.3032573396621051
		Spearman Correlation:  0.34571851538938847
		Coefficient of Determination:  0.07756884705550093
		RMSE:  0.49138638957040237
		NRMSE:  0.16480627501019668
		MAPE:  534.5842882575141

Protein:  BRCA2
x_train_column_count:  1002
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004232193403179485
		RMSE:  0.1957372843548259
		NRMSE:  0.12609907189874434
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0041831029428383015
		RMSE:  0.19359139518213575
		NRMSE:  0.1310414025181481
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999997
		Spearman Correlation:  0.9999999225074571
		Coefficient of Determination:  1.0
		RMSE:  1.416323054455991e-15
		NRMSE:  9.124323108107529e-16
		MAPE:  3.598638428904126e-12
		Pearson Correlation:  0.01494802272144909
		Spearman Correlation:  0.15205345819920008
		Coefficient of Determination:  -10.781014744553657
		RMSE:  0.6630876584776031
		NRMSE:  0.44884193678975115
		MAPE:  751.3819533090008

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.017269718384724877, tolerance: 0.0020487419647026942
  positive)
		Pearson Correlation:  0.9999986163244929
		Spearman Correlation:  0.9999928319395165
		Coefficient of Determination:  0.9999968043804497
		RMSE:  0.0003491676688993091
		NRMSE:  0.00022494293374089813
		MAPE:  0.7654710610009428
		Pearson Correlation:  -0.06914640588600524
		Spearman Correlation:  0.13305043410398987
		Coefficient of Determination:  -143.15687876193533
		RMSE:  2.3195155069611344
		NRMSE:  1.570072703431958
		MAPE:  823.0222172139742

	Predictor:  RandomForests
		Pearson Correlation:  0.5850528054271259
		Spearman Correlation:  0.5202907256843711
		Coefficient of Determination:  0.20244452627695853
		RMSE:  0.174436329149854
		NRMSE:  0.11237644010298212
		MAPE:  161.81243660430286
		Pearson Correlation:  0.3121886297837118
		Spearman Correlation:  0.3265827724124476
		Coefficient of Determination:  0.06638933397739155
		RMSE:  0.1866648292496567
		NRMSE:  0.1263528319668975
		MAPE:  155.83934569970324

Protein:  CDKN2A
x_train_column_count:  1002
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07796029040511754
		RMSE:  0.688717064305458
		NRMSE:  0.155695052403178
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04182297654643197
		RMSE:  0.6873705418142212
		NRMSE:  0.18569552134596423
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6633450034781481
		NRMSE:  0.14995930902637006
		MAPE:  291.0442764508337
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00497373418246827
		RMSE:  0.6751049711753466
		NRMSE:  0.1823819351565125
		MAPE:  246.23249271843073

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  4.511621657760097e-15
		NRMSE:  1.0199212518955795e-15
		MAPE:  5.166895684734287e-12
		Pearson Correlation:  0.23977670822713132
		Spearman Correlation:  0.2800019510291679
		Coefficient of Determination:  -3.7264617245694707
		RMSE:  1.4640706111540254
		NRMSE:  0.39552372248595885
		MAPE:  1762.2609489162908

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.058277317240264144, tolerance: 0.023629428078437084
  positive)
		Pearson Correlation:  0.9999998700957236
		Spearman Correlation:  0.9999985276417437
		Coefficient of Determination:  0.9999997143329805
		RMSE:  0.00035454348886142413
		NRMSE:  8.01499918303208e-05
		MAPE:  0.3803798214443014
		Pearson Correlation:  0.14006566281012617
		Spearman Correlation:  0.2808994244463955
		Coefficient of Determination:  -27259.902848204765
		RMSE:  111.18957438984343
		NRMSE:  30.03824680944549
		MAPE:  2913.8929985117134

	Predictor:  RandomForests
		Pearson Correlation:  0.6604659584352119
		Spearman Correlation:  0.6114815782108334
		Coefficient of Determination:  0.42014694615609505
		RMSE:  0.5051245035576389
		NRMSE:  0.11419113904320988
		MAPE:  169.04503880537638
		Pearson Correlation:  0.6909991554079237
		Spearman Correlation:  0.5516388645010243
		Coefficient of Determination:  0.44078293412215797
		RMSE:  0.503598187736041
		NRMSE:  0.13604878639940593
		MAPE:  117.81012350096718

Protein:  TP53
x_train_column_count:  1002
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056514421630322165
		RMSE:  0.4680116353271619
		NRMSE:  0.125354663272308
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.038787823290495904
		RMSE:  0.4172475009588805
		NRMSE:  0.13741067049526773
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941389
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  2.7724541643423523e-15
		NRMSE:  7.425884998908135e-16
		MAPE:  3.3072936302344763e-12
		Pearson Correlation:  0.20754787323470436
		Spearman Correlation:  0.20132182226124282
		Coefficient of Determination:  -2.4820547753990514
		RMSE:  0.7639204188335845
		NRMSE:  0.25157925863118213
		MAPE:  2965.2535092109565

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.03638971928312777, tolerance: 0.011132998655991638
  positive)
		Pearson Correlation:  0.9999998201839372
		Spearman Correlation:  0.9999964934625065
		Coefficient of Determination:  0.9999996016233614
		RMSE:  0.00028738617149873924
		NRMSE:  7.697500241026898e-05
		MAPE:  0.48790250450704137
		Pearson Correlation:  0.1816262418416041
		Spearman Correlation:  0.2764315676519364
		Coefficient of Determination:  -78.98608848106274
		RMSE:  3.661318826407402
		NRMSE:  1.2057694142622764
		MAPE:  3563.799578866972

	Predictor:  RandomForests
		Pearson Correlation:  0.6817242960852894
		Spearman Correlation:  0.5995204023693445
		Coefficient of Determination:  0.3943448703845094
		RMSE:  0.3543493458721129
		NRMSE:  0.09491076627082173
		MAPE:  300.43384517655204
		Pearson Correlation:  0.5868677106276413
		Spearman Correlation:  0.4781246684774168
		Coefficient of Determination:  0.30902329369383663
		RMSE:  0.3403000576238626
		NRMSE:  0.11206983620084393
		MAPE:  1902.4641587392275

Protein:  CTNNB1
x_train_column_count:  1001
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3748966387166963
		RMSE:  0.8500866572002603
		NRMSE:  0.167208233123576
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8495839638322671
		RMSE:  1.0424819908687044
		NRMSE:  0.25944650229429445
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999418805934
		Coefficient of Determination:  1.0
		RMSE:  4.790267179233388e-15
		NRMSE:  9.422240714463787e-16
		MAPE:  5.7848712104444025e-12
		Pearson Correlation:  0.2867790589935633
		Spearman Correlation:  0.35330211686664714
		Coefficient of Determination:  -2.236196562591265
		RMSE:  1.3789514683227644
		NRMSE:  0.3431849551585985
		MAPE:  575.1692943717931

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06157982031387442, tolerance: 0.028224784501103505
  positive)
		Pearson Correlation:  0.9999998925966285
		Spearman Correlation:  0.9999987019998846
		Coefficient of Determination:  0.9999997618232329
		RMSE:  0.00035381632931335904
		NRMSE:  6.959408523079447e-05
		MAPE:  0.33617920239478816
		Pearson Correlation:  0.07157710424508566
		Spearman Correlation:  0.392790947224661
		Coefficient of Determination:  -7473.918008482289
		RMSE:  66.27271338260564
		NRMSE:  16.49354505428079
		MAPE:  1259.199759923223

	Predictor:  RandomForests
		Pearson Correlation:  0.6733881171255208
		Spearman Correlation:  0.637588893877042
		Coefficient of Determination:  0.44245942954562645
		RMSE:  0.5413353798837749
		NRMSE:  0.1064782415192319
		MAPE:  415.48937777643386
		Pearson Correlation:  0.5707589520447683
		Spearman Correlation:  0.5513169446883233
		Coefficient of Determination:  0.2825515656075819
		RMSE:  0.6492723100127668
		NRMSE:  0.16158689679519345
		MAPE:  209.18183478452792

Protein:  CCNE1
x_train_column_count:  1002
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4791855590206433
		RMSE:  0.8074207285197392
		NRMSE:  0.19485501569122746
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.202859557398884
		RMSE:  0.7485643095226329
		NRMSE:  0.4068306401244751
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5127968844139411
		NRMSE:  0.12375338089483821
		MAPE:  119.54577818111471
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.708057571667368e-05
		RMSE:  0.41828317133084
		NRMSE:  0.22732904598983691
		MAPE:  82.35330275987332

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  2.5932952218741973e-15
		NRMSE:  6.258404860086872e-16
		MAPE:  4.582916449588201e-13
		Pearson Correlation:  0.39839900825077856
		Spearman Correlation:  0.3513998634279583
		Coefficient of Determination:  -3.133875580018529
		RMSE:  0.8504305824676762
		NRMSE:  0.46219304586855164
		MAPE:  109.70142016074189

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.025431933782338385, tolerance: 0.014120986618491432
  positive)
		Pearson Correlation:  0.9999998720000989
		Spearman Correlation:  0.9999954085669283
		Coefficient of Determination:  0.9999997307738208
		RMSE:  0.0002660749700057963
		NRMSE:  6.421192895378438e-05
		MAPE:  0.04589632926232462
		Pearson Correlation:  0.46932387385049007
		Spearman Correlation:  0.4415666764218126
		Coefficient of Determination:  -4.21512180443168
		RMSE:  0.9551957842665365
		NRMSE:  0.5191309649870579
		MAPE:  111.49841460298092

	Predictor:  RandomForests
		Pearson Correlation:  0.8638022197417591
		Spearman Correlation:  0.7119901371220206
		Coefficient of Determination:  0.7401658535381153
		RMSE:  0.26139272112953904
		NRMSE:  0.06308196083923523
		MAPE:  67.63998343878626
		Pearson Correlation:  0.8385341994000939
		Spearman Correlation:  0.7373940873709675
		Coefficient of Determination:  0.7004107442814143
		RMSE:  0.22894084737259135
		NRMSE:  0.12442504979515724
		MAPE:  40.083286967987746

Protein:  CCND1
x_train_column_count:  1001
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.45856423758787734
		RMSE:  0.28833360256132
		NRMSE:  0.17333782361719832
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5341468996847767
		RMSE:  0.29160473760802996
		NRMSE:  0.22560247695118987
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.7743432856151517e-15
		NRMSE:  1.0666838715508722e-15
		MAPE:  3.860995296554132e-12
		Pearson Correlation:  0.20232081971631474
		Spearman Correlation:  0.18167983611354993
		Coefficient of Determination:  -2.5692609336695025
		RMSE:  0.4447851217169975
		NRMSE:  0.34411177950501143
		MAPE:  1060.079957855323

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.017879576436577286, tolerance: 0.003060830225233494
  positive)
		Pearson Correlation:  0.9999992302333355
		Spearman Correlation:  0.9999951760893047
		Coefficient of Determination:  0.9999983056368075
		RMSE:  0.0003107675987167557
		NRMSE:  0.00018682449334308574
		MAPE:  1.104218479902409
		Pearson Correlation:  -0.0428753883585951
		Spearman Correlation:  0.09776607160277048
		Coefficient of Determination:  -10055.57845524776
		RMSE:  23.609469310667777
		NRMSE:  18.265666050835378
		MAPE:  5441.389378792569

	Predictor:  RandomForests
		Pearson Correlation:  0.5874008525570518
		Spearman Correlation:  0.5867358613066394
		Coefficient of Determination:  0.3071707357542959
		RMSE:  0.1987218353340639
		NRMSE:  0.11946582061900417
		MAPE:  485.9098140425688
		Pearson Correlation:  0.2509497279099485
		Spearman Correlation:  0.38588430397034434
		Coefficient of Determination:  0.0441532482743614
		RMSE:  0.23017345488073088
		NRMSE:  0.17807564436523712
		MAPE:  303.56623192582737

Protein:  ERBB2
x_train_column_count:  1001
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10787728881134795
		RMSE:  1.034673205097243
		NRMSE:  0.18568153277771168
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04400358650048397
		RMSE:  1.0802115255265201
		NRMSE:  0.18403181176661842
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.9999999418805934
		Coefficient of Determination:  1.0
		RMSE:  4.402168730477895e-15
		NRMSE:  7.900092835055354e-16
		MAPE:  3.702789598908503e-12
		Pearson Correlation:  0.5488111622102263
		Spearman Correlation:  0.37595844307872406
		Coefficient of Determination:  -0.2702367931356471
		RMSE:  1.1915167599479222
		NRMSE:  0.20299449033986783
		MAPE:  1712.9265303563684

	Predictor:  ElasticNet
		Pearson Correlation:  0.9999999470013479
		Spearman Correlation:  0.9999978495818974
		Coefficient of Determination:  0.999999890422511
		RMSE:  0.00032540037164901614
		NRMSE:  5.839606116846116e-05
		MAPE:  0.20367473201907976
		Pearson Correlation:  0.18377217771090526
		Spearman Correlation:  0.34769290800897473
		Coefficient of Determination:  -21.85041108046025
		RMSE:  5.053646037043408
		NRMSE:  0.860971776588822
		MAPE:  7138.887139474675

	Predictor:  RandomForests
		Pearson Correlation:  0.8551524396804958
		Spearman Correlation:  0.7088470552473661
		Coefficient of Determination:  0.7277140135207274
		RMSE:  0.5129440751277077
		NRMSE:  0.09205248732618625
		MAPE:  260.1710689417386
		Pearson Correlation:  0.780881798009729
		Spearman Correlation:  0.5009699296697576
		Coefficient of Determination:  0.5899826546362483
		RMSE:  0.676953637507216
		NRMSE:  0.11533019362270917
		MAPE:  1505.8430427613173

Protein:  ERBB3
x_train_column_count:  1001
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.22544319167926496
		RMSE:  0.49276112816642853
		NRMSE:  0.13298208544838536
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.18202543932109472
		RMSE:  0.5629306521688778
		NRMSE:  0.2077549194412726
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999997868954927
		Coefficient of Determination:  1.0
		RMSE:  3.2712742794520742e-15
		NRMSE:  8.828230371456452e-16
		MAPE:  2.14382896403547e-12
		Pearson Correlation:  -0.08456910971696317
		Spearman Correlation:  -0.019485903814262025
		Coefficient of Determination:  -4.36179219785531
		RMSE:  1.1989373079730166
		NRMSE:  0.44247923411771395
		MAPE:  788.5439766905455

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.041474924134142936, tolerance: 0.01064030272396596
  positive)
		Pearson Correlation:  0.9999997147406067
		Spearman Correlation:  0.9999950211032799
		Coefficient of Determination:  0.9999993622223236
		RMSE:  0.0003554876407386821
		NRMSE:  9.593591116341033e-05
		MAPE:  0.2344349834050121
		Pearson Correlation:  -0.028334541792849364
		Spearman Correlation:  0.002136376938835236
		Coefficient of Determination:  -1566.941851883234
		RMSE:  20.502483056139436
		NRMSE:  7.566636670544044
		MAPE:  3860.9773615478125

	Predictor:  RandomForests
		Pearson Correlation:  0.5952203837071159
		Spearman Correlation:  0.5957677983852488
		Coefficient of Determination:  0.31943750534092963
		RMSE:  0.3672179104776954
		NRMSE:  0.09910157428819973
		MAPE:  194.7908754411427
		Pearson Correlation:  0.43183965188491347
		Spearman Correlation:  0.436145785955092
		Coefficient of Determination:  0.17145075379285502
		RMSE:  0.4713034823208974
		NRMSE:  0.1739390396041089
		MAPE:  355.4400054154177


Fold:  3

Protein:  RB1
x_train_column_count:  1002
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01272330861584492
		RMSE:  0.2421068018038906
		NRMSE:  0.08854110656959135
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028050639565306845
		RMSE:  0.22197574606877257
		NRMSE:  0.15575715092466183
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.0011527245881867e-15
		NRMSE:  7.318434481378681e-16
		MAPE:  9.156399971027535e-12
		Pearson Correlation:  0.19744230900229212
		Spearman Correlation:  0.1212060000748139
		Coefficient of Determination:  -5.304318184884034
		RMSE:  0.556565557935543
		NRMSE:  0.39053395311025085
		MAPE:  1784.7735125424222

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.024647913533805934, tolerance: 0.003113905664439024
  positive)
		Pearson Correlation:  0.9999993224170491
		Spearman Correlation:  0.9999913691425809
		Coefficient of Determination:  0.9999983085480368
		RMSE:  0.0003128898118727999
		NRMSE:  0.00011442722786454063
		MAPE:  1.2703654948355287
		Pearson Correlation:  0.09862229766858205
		Spearman Correlation:  0.12397910198381527
		Coefficient of Determination:  -10.086007270017706
		RMSE:  0.7380484027255529
		NRMSE:  0.5178778244421972
		MAPE:  2205.456747655461

	Predictor:  RandomForests
		Pearson Correlation:  0.6349614266898858
		Spearman Correlation:  0.4590509289037504
		Coefficient of Determination:  0.19645911789787862
		RMSE:  0.21565800167736524
		NRMSE:  0.07886849095866195
		MAPE:  178.01633430691177
		Pearson Correlation:  0.15920294720389952
		Spearman Correlation:  0.18795994962530704
		Coefficient of Determination:  0.0032368466507003424
		RMSE:  0.2213060327348093
		NRMSE:  0.15528722282358878
		MAPE:  225.61839760918326

Protein:  CDH1
x_train_column_count:  1001
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.13712289650471754
		RMSE:  1.2526616491661007
		NRMSE:  0.19946206317730336
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.061578293423971475
		RMSE:  0.970096042376724
		NRMSE:  0.19071600723011914
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1747084136438477
		NRMSE:  0.18704952288841878
		MAPE:  547.6986763085636
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.045733924340672916
		RMSE:  0.9628293412733254
		NRMSE:  0.18928741030812832
		MAPE:  293.35791980552335

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  9.282666365085397e-15
		NRMSE:  1.4780845140418134e-15
		MAPE:  8.382876175626003e-12
		Pearson Correlation:  0.26497172707074135
		Spearman Correlation:  0.23330714846818543
		Coefficient of Determination:  -2.290760176111855
		RMSE:  1.7079959416963768
		NRMSE:  0.3357834195133049
		MAPE:  1166.7349373943384

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.08481727971522758, tolerance: 0.07424076431120771
  positive)
		Pearson Correlation:  0.9999999780681371
		Spearman Correlation:  0.9999987670203686
		Coefficient of Determination:  0.9999999513665873
		RMSE:  0.0002590582650214385
		NRMSE:  4.125000239187263e-05
		MAPE:  0.24493287732911462
		Pearson Correlation:  0.14782092657532858
		Spearman Correlation:  0.16924151173954788
		Coefficient of Determination:  -6.32856664923503
		RMSE:  2.5488732466586073
		NRMSE:  0.5010956722876986
		MAPE:  1153.751557208796

	Predictor:  RandomForests
		Pearson Correlation:  0.7646307349689784
		Spearman Correlation:  0.7160206269379776
		Coefficient of Determination:  0.580656675362581
		RMSE:  0.7607026800728253
		NRMSE:  0.12112714245928875
		MAPE:  275.3291795368894
		Pearson Correlation:  0.7618933024815675
		Spearman Correlation:  0.5376763742117598
		Coefficient of Determination:  0.564876732884467
		RMSE:  0.621076177370003
		NRMSE:  0.12210045558329788
		MAPE:  160.58626356673656

Protein:  CDH2
x_train_column_count:  1002
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032532184952558385
		RMSE:  0.38185758840977485
		NRMSE:  0.13836422509231644
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01322006783790175
		RMSE:  0.3341656221976159
		NRMSE:  0.1760731037776972
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999807346924
		Coefficient of Determination:  1.0
		RMSE:  2.7724578733446926e-15
		NRMSE:  1.0045865183508562e-15
		MAPE:  6.37989004117719e-11
		Pearson Correlation:  0.16510451772554838
		Spearman Correlation:  0.19312210875447325
		Coefficient of Determination:  -5.130182493355753
		RMSE:  0.8219522326705191
		NRMSE:  0.4330896751483335
		MAPE:  15896.545852348361

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.035296550539843645, tolerance: 0.007819420435861616
  positive)
		Pearson Correlation:  0.9999997785249639
		Spearman Correlation:  0.9999973799181833
		Coefficient of Determination:  0.9999994584118045
		RMSE:  0.0002805632215103452
		NRMSE:  0.00010166070784489645
		MAPE:  0.7657484182942037
		Pearson Correlation:  0.12150295560770354
		Spearman Correlation:  0.15850821082557143
		Coefficient of Determination:  -8.03085890252107
		RMSE:  0.9976412691806256
		NRMSE:  0.5256608790759298
		MAPE:  13476.464895153802

	Predictor:  RandomForests
		Pearson Correlation:  0.5832602351607864
		Spearman Correlation:  0.5427425891371103
		Coefficient of Determination:  0.1916963398440733
		RMSE:  0.3427546988987798
		NRMSE:  0.12419548478106378
		MAPE:  292.4926322919586
		Pearson Correlation:  -0.05888604504039477
		Spearman Correlation:  -0.02836693724360653
		Coefficient of Determination:  -0.037381940453786955
		RMSE:  0.33812650797307886
		NRMSE:  0.17816010916026245
		MAPE:  1540.8939044056315

Protein:  CDH3
x_train_column_count:  1001
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.2263418226753373e-05
		RMSE:  0.21251306884336046
		NRMSE:  0.14909431220418734
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004123239054339534
		RMSE:  0.18871613277479948
		NRMSE:  0.16414808838605816
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999996
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.3657686541483347e-15
		NRMSE:  9.581920736854792e-16
		MAPE:  4.3377524320242945e-12
		Pearson Correlation:  0.02025163807267995
		Spearman Correlation:  0.00085537226149952
		Coefficient of Determination:  -3.512745194141382
		RMSE:  0.4000699438873232
		NRMSE:  0.34798676479974533
		MAPE:  699.6897036053508

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.016142862467912533, tolerance: 0.0024296509859561446
  positive)
		Pearson Correlation:  0.9999993379540705
		Spearman Correlation:  0.9999956075100636
		Coefficient of Determination:  0.9999984805941059
		RMSE:  0.0002619495832727582
		NRMSE:  0.00018377784087722274
		MAPE:  0.4966035927522255
		Pearson Correlation:  0.005938367248616376
		Spearman Correlation:  0.05044701305502563
		Coefficient of Determination:  -7.8197070608221715
		RMSE:  0.5592971411450531
		NRMSE:  0.48648494015243776
		MAPE:  1102.3869631386533

	Predictor:  RandomForests
		Pearson Correlation:  0.6534763496232535
		Spearman Correlation:  0.6529474435881956
		Coefficient of Determination:  0.35388850972239505
		RMSE:  0.17081835715487015
		NRMSE:  0.11984225539854504
		MAPE:  461.346802244246
		Pearson Correlation:  0.365212651153748
		Spearman Correlation:  0.37748849736281004
		Coefficient of Determination:  0.1282033171237169
		RMSE:  0.17584220670352718
		NRMSE:  0.1529501567436979
		MAPE:  193.80106036791304

Protein:  PTEN
x_train_column_count:  1002
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023393971457565055
		RMSE:  0.6366126117528933
		NRMSE:  0.09954071014821253
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20813248536085016
		RMSE:  0.517654316968625
		NRMSE:  0.12376376344107133
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6292943186382643
		NRMSE:  0.09839642227163854
		MAPE:  299.798968451812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06342466003107061
		RMSE:  0.4856640113421529
		NRMSE:  0.11611533767086332
		MAPE:  95.15154235140719

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  3.987364845839635e-15
		NRMSE:  6.234641303791158e-16
		MAPE:  4.55779111893747e-12
		Pearson Correlation:  0.1138234459319727
		Spearman Correlation:  0.17730146261175328
		Coefficient of Determination:  -7.897024813163753
		RMSE:  1.4047691460695462
		NRMSE:  0.33586026540179464
		MAPE:  648.9291930093221

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05537348856275895, tolerance: 0.02130541006350738
  positive)
		Pearson Correlation:  0.9999999226802161
		Spearman Correlation:  0.9999983046530069
		Coefficient of Determination:  0.9999998156315534
		RMSE:  0.0002702073194861657
		NRMSE:  4.224960042000871e-05
		MAPE:  0.4553440848654231
		Pearson Correlation:  0.1648769684603799
		Spearman Correlation:  0.20400004987593362
		Coefficient of Determination:  -8.414214905895994
		RMSE:  1.4450225122646034
		NRMSE:  0.3454842710908534
		MAPE:  648.1031261264217

	Predictor:  RandomForests
		Pearson Correlation:  0.6202655327361959
		Spearman Correlation:  0.5331642042460083
		Coefficient of Determination:  0.29778512958999714
		RMSE:  0.527337701503597
		NRMSE:  0.0824544916743956
		MAPE:  284.67824299607315
		Pearson Correlation:  0.4040717926029437
		Spearman Correlation:  0.42465616778264065
		Coefficient of Determination:  0.14920496281713314
		RMSE:  0.43440521774332796
		NRMSE:  0.10386009126938459
		MAPE:  104.95760962577098

Protein:  BRCA2
x_train_column_count:  1002
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00289910117318648
		RMSE:  0.19032543678137456
		NRMSE:  0.12827584502559417
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001649424828515933
		RMSE:  0.21414907824527551
		NRMSE:  0.14729386559180924
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  1.2308458227633407e-15
		NRMSE:  8.295674539423481e-16
		MAPE:  2.7787613007211558e-12
		Pearson Correlation:  -0.03799617151071156
		Spearman Correlation:  0.008730782179328921
		Coefficient of Determination:  -2.9642043380810903
		RMSE:  0.42634228823947307
		NRMSE:  0.2932424655506765
		MAPE:  1135.3279176164376

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.015597850354654478, tolerance: 0.0019432053784754488
  positive)
		Pearson Correlation:  0.9999986190236155
		Spearman Correlation:  0.999994605713906
		Coefficient of Determination:  0.99999685644652
		RMSE:  0.00033696022593325136
		NRMSE:  0.00022710499685469723
		MAPE:  1.223242799869991
		Pearson Correlation:  -0.03682515892013543
		Spearman Correlation:  0.015793214379231663
		Coefficient of Determination:  -5.215262983439315
		RMSE:  0.5338388180565747
		NRMSE:  0.3671796477426592
		MAPE:  1091.779504926671

	Predictor:  RandomForests
		Pearson Correlation:  0.6138453178052498
		Spearman Correlation:  0.5529402943461567
		Coefficient of Determination:  0.21985035978453826
		RMSE:  0.16786384645232277
		NRMSE:  0.1131371461275192
		MAPE:  153.90267732812802
		Pearson Correlation:  0.11953375809206299
		Spearman Correlation:  0.18237384506041224
		Coefficient of Determination:  0.012197815271204226
		RMSE:  0.21282144457739094
		NRMSE:  0.14638070595257616
		MAPE:  179.08710781552207

Protein:  CDKN2A
x_train_column_count:  1002
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07669790023289091
		RMSE:  0.6927164423772558
		NRMSE:  0.16172871740223568
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04462654135164201
		RMSE:  0.6710309035955896
		NRMSE:  0.2071658496482324
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6675880639420501
		NRMSE:  0.15586198728568595
		MAPE:  307.97311558867955
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004949645588538276
		RMSE:  0.658164031136248
		NRMSE:  0.20319348928290204
		MAPE:  176.07940307985857

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  5.0620238512257e-15
		NRMSE:  1.1818322402002475e-15
		MAPE:  4.709728479269997e-12
		Pearson Correlation:  0.13749600027117614
		Spearman Correlation:  0.19139640145138967
		Coefficient of Determination:  -2.68463525747188
		RMSE:  1.260257368400085
		NRMSE:  0.38907640035815044
		MAPE:  589.0769429431367

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.054257344411802994, tolerance: 0.02397725168374273
  positive)
		Pearson Correlation:  0.9999999203593388
		Spearman Correlation:  0.9999984395101242
		Coefficient of Determination:  0.9999998193037003
		RMSE:  0.00028378092028742994
		NRMSE:  6.625441732523113e-05
		MAPE:  0.2558368379781468
		Pearson Correlation:  0.06743005585906757
		Spearman Correlation:  0.04121497774286463
		Coefficient of Determination:  -3.5778729248082515
		RMSE:  1.4047332431176476
		NRMSE:  0.4336801096346663
		MAPE:  629.8072108708882

	Predictor:  RandomForests
		Pearson Correlation:  0.6714673469116417
		Spearman Correlation:  0.6049265402209965
		Coefficient of Determination:  0.4409449215094673
		RMSE:  0.49915550098576533
		NRMSE:  0.1165379858483763
		MAPE:  177.40218999758505
		Pearson Correlation:  0.6019656717774668
		Spearman Correlation:  0.5720146136485493
		Coefficient of Determination:  0.35543429531675297
		RMSE:  0.5271031247287383
		NRMSE:  0.16273135276118006
		MAPE:  106.88276546725974

Protein:  TP53
x_train_column_count:  1002
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.043501333030021794
		RMSE:  0.4597988418920562
		NRMSE:  0.11050200478059512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10290984727382035
		RMSE:  0.4520547550562478
		NRMSE:  0.16857084713604026
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45011280589110314
		NRMSE:  0.10817419031269002
		MAPE:  382.8265287953516
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010546813555600831
		RMSE:  0.4327123127899972
		NRMSE:  0.16135806629028604
		MAPE:  261.16646791413905

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  3.193075148895659e-15
		NRMSE:  7.673816748127035e-16
		MAPE:  7.2699277955965556e-12
		Pearson Correlation:  0.1366241690513068
		Spearman Correlation:  0.12784947443234954
		Coefficient of Determination:  -2.228955741718939
		RMSE:  0.7734853292963992
		NRMSE:  0.2884320444556974
		MAPE:  1049.9027350764397

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.033051166514434634, tolerance: 0.010899962745861313
  positive)
		Pearson Correlation:  0.9999998478105327
		Spearman Correlation:  0.9999971487346024
		Coefficient of Determination:  0.9999996605510492
		RMSE:  0.0002622458379529172
		NRMSE:  6.302471472072032e-05
		MAPE:  0.5006877669609924
		Pearson Correlation:  0.15820207994059646
		Spearman Correlation:  0.19550119078791509
		Coefficient of Determination:  -3.481515368067301
		RMSE:  0.9112414778339766
		NRMSE:  0.3398011991818505
		MAPE:  967.1647059879809

	Predictor:  RandomForests
		Pearson Correlation:  0.6771238092658958
		Spearman Correlation:  0.5832017628210413
		Coefficient of Determination:  0.3957126358987394
		RMSE:  0.34989934177888216
		NRMSE:  0.08409020470533098
		MAPE:  505.2938142491085
		Pearson Correlation:  0.4980266397715637
		Spearman Correlation:  0.38444705188482126
		Coefficient of Determination:  0.23158902742845922
		RMSE:  0.3773269399586351
		NRMSE:  0.14070490621907644
		MAPE:  410.3498211979149

Protein:  CTNNB1
x_train_column_count:  1001
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.43619721536848943
		RMSE:  0.9218173342266688
		NRMSE:  0.18131733560713392
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5414936126562622
		RMSE:  0.7610450185362576
		NRMSE:  0.2487969592128731
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999997
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  5.311859136279035e-15
		NRMSE:  1.0448188702358448e-15
		MAPE:  3.1176201649811237e-12
		Pearson Correlation:  0.1977695823120523
		Spearman Correlation:  0.24405541216224644
		Coefficient of Determination:  -3.2335545193445743
		RMSE:  1.261223520582682
		NRMSE:  0.4123127662174906
		MAPE:  6307.616138164273

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05946326592761994, tolerance: 0.03183156097646061
  positive)
		Pearson Correlation:  0.9999999375423231
		Spearman Correlation:  0.9999989596733967
		Coefficient of Determination:  0.9999998605437576
		RMSE:  0.0002872478653862805
		NRMSE:  5.650036691311576e-05
		MAPE:  0.13903815873218736
		Pearson Correlation:  0.18907640277129945
		Spearman Correlation:  0.21624957917181015
		Coefficient of Determination:  -6.84427238716238
		RMSE:  1.7167846271169236
		NRMSE:  0.5612424816492606
		MAPE:  2440.1658279301664

	Predictor:  RandomForests
		Pearson Correlation:  0.6784087920935347
		Spearman Correlation:  0.6934422973987062
		Coefficient of Determination:  0.45255697382183624
		RMSE:  0.5691245162843038
		NRMSE:  0.11194424002445001
		MAPE:  243.34908136790054
		Pearson Correlation:  0.49770241440043217
		Spearman Correlation:  0.4561528198605968
		Coefficient of Determination:  0.24026074339818593
		RMSE:  0.5342835052701022
		NRMSE:  0.17466524086112722
		MAPE:  862.4130693005924

Protein:  CCNE1
x_train_column_count:  1002
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.3882525061775621
		RMSE:  0.8073510115699897
		NRMSE:  0.1948381908849554
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.2068608862157744
		RMSE:  0.7484097025916991
		NRMSE:  0.3260050104942715
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5224229806426052
		NRMSE:  0.12607644873967835
		MAPE:  105.82433067667067
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010783677474574871
		RMSE:  0.36685077747270034
		NRMSE:  0.1597990928573857
		MAPE:  133.3645349232411

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999994
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  2.9883533148025575e-15
		NRMSE:  7.21179939378468e-16
		MAPE:  4.672018266406692e-13
		Pearson Correlation:  0.33616863070328623
		Spearman Correlation:  0.30493397673287703
		Coefficient of Determination:  -1.6773929890955381
		RMSE:  0.5970578251493228
		NRMSE:  0.2600765889050498
		MAPE:  113.13242091800345

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.026235343205149385, tolerance: 0.014683406463848499
  positive)
		Pearson Correlation:  0.9999998825911357
		Spearman Correlation:  0.9999941626119457
		Coefficient of Determination:  0.9999997543701986
		RMSE:  0.00025891833239932206
		NRMSE:  6.248481608208173e-05
		MAPE:  0.04071588320437232
		Pearson Correlation:  0.40039701043992554
		Spearman Correlation:  0.31933315876756574
		Coefficient of Determination:  -1.5467748244733652
		RMSE:  0.5823118228322922
		NRMSE:  0.25365327474508526
		MAPE:  147.5562842901271

	Predictor:  RandomForests
		Pearson Correlation:  0.8656291187641358
		Spearman Correlation:  0.7277939601057463
		Coefficient of Determination:  0.7449826156980306
		RMSE:  0.26381966597167583
		NRMSE:  0.06366765595281411
		MAPE:  55.107220538524096
		Pearson Correlation:  0.7834604476468632
		Spearman Correlation:  0.6683296676954233
		Coefficient of Determination:  0.5631707558954504
		RMSE:  0.2411660589117478
		NRMSE:  0.10505120830759586
		MAPE:  81.58382824864694

Protein:  CCND1
x_train_column_count:  1001
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.44064885869713843
		RMSE:  0.2936537728092399
		NRMSE:  0.17653615611766113
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6507167710215811
		RMSE:  0.2694738938084911
		NRMSE:  0.2553456206196082
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  1.619021499786503e-15
		NRMSE:  9.733089056200498e-16
		MAPE:  5.098117295746339e-12
		Pearson Correlation:  0.1923560408960921
		Spearman Correlation:  0.24366139228668687
		Coefficient of Determination:  -3.9596964996789445
		RMSE:  0.4670979558221874
		NRMSE:  0.4426084313173958
		MAPE:  687.0714414877676

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.019215223777554302, tolerance: 0.0032202923923696524
  positive)
		Pearson Correlation:  0.9999995054650375
		Spearman Correlation:  0.9999953570609866
		Coefficient of Determination:  0.9999988573782725
		RMSE:  0.000261521714193456
		NRMSE:  0.000157219291696298
		MAPE:  0.9392152004492585
		Pearson Correlation:  0.20052161072184843
		Spearman Correlation:  0.26172146784872635
		Coefficient of Determination:  -5.780627910496908
		RMSE:  0.5461543190617173
		NRMSE:  0.517519940740543
		MAPE:  1295.6588974707288

	Predictor:  RandomForests
		Pearson Correlation:  0.5821760361052767
		Spearman Correlation:  0.5571996226465693
		Coefficient of Determination:  0.28622123630624774
		RMSE:  0.20669897668359347
		NRMSE:  0.12426144730951502
		MAPE:  478.07240291242044
		Pearson Correlation:  0.37556601196435074
		Spearman Correlation:  0.36745345951944547
		Coefficient of Determination:  0.13028186218702176
		RMSE:  0.19560037345215894
		NRMSE:  0.18534522230217934
		MAPE:  320.6681762122486

Protein:  ERBB2
x_train_column_count:  1001
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08695701084953744
		RMSE:  1.023008454816054
		NRMSE:  0.1742863272085548
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1111491455026472
		RMSE:  1.1242523174677488
		NRMSE:  0.20280184671833265
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865388
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792788993

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  5.027248632455143e-15
		NRMSE:  8.56474544262082e-16
		MAPE:  8.803613715945099e-12
		Pearson Correlation:  0.6728463191951967
		Spearman Correlation:  0.4127737412860492
		Coefficient of Determination:  -0.2258414668726907
		RMSE:  1.1808500907078603
		NRMSE:  0.2130114168965763
		MAPE:  557.1142248371049

	Predictor:  ElasticNet
		Pearson Correlation:  0.9999999575702009
		Spearman Correlation:  0.9999980349386376
		Coefficient of Determination:  0.999999910685402
		RMSE:  0.0002932474627087058
		NRMSE:  4.99595316129795e-05
		MAPE:  0.3501380073114074
		Pearson Correlation:  0.6396897544783858
		Spearman Correlation:  0.4434549601057826
		Coefficient of Determination:  -0.6036782440155726
		RMSE:  1.3506295021564683
		NRMSE:  0.24363761854326943
		MAPE:  513.5304904355496

	Predictor:  RandomForests
		Pearson Correlation:  0.8483413656822675
		Spearman Correlation:  0.6935444446745036
		Coefficient of Determination:  0.7126999423506408
		RMSE:  0.52594568398278
		NRMSE:  0.08960350341291377
		MAPE:  475.7731472916337
		Pearson Correlation:  0.8578783339992487
		Spearman Correlation:  0.7142996087152576
		Coefficient of Determination:  0.731714042396095
		RMSE:  0.5524291463764632
		NRMSE:  0.09965169679927544
		MAPE:  182.45333137591433

Protein:  ERBB3
x_train_column_count:  1001
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19951943522205973
		RMSE:  0.4939516163098853
		NRMSE:  0.17910620018705933
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27774471248359456
		RMSE:  0.5592204608326292
		NRMSE:  0.15547938022732444
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999884408153
		Coefficient of Determination:  1.0
		RMSE:  3.347155832721957e-15
		NRMSE:  1.2136742604698397e-15
		MAPE:  2.6549518812986617e-12
		Pearson Correlation:  0.014926652937612108
		Spearman Correlation:  0.04293070985922518
		Coefficient of Determination:  -4.175588710142405
		RMSE:  1.1254880423768712
		NRMSE:  0.31291806280027
		MAPE:  491.18476749830035

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.03872265161750236, tolerance: 0.010943186691674512
  positive)
		Pearson Correlation:  0.9999998130875588
		Spearman Correlation:  0.9999967248974826
		Coefficient of Determination:  0.9999995796378877
		RMSE:  0.00029241022113762134
		NRMSE:  0.00010602755791158442
		MAPE:  0.18565481968188274
		Pearson Correlation:  -0.05586872990345319
		Spearman Correlation:  -0.05407299342884574
		Coefficient of Determination:  -5.205300247454784
		RMSE:  1.232373658322936
		NRMSE:  0.34263533977144256
		MAPE:  556.4261915255703

	Predictor:  RandomForests
		Pearson Correlation:  0.5872740910019143
		Spearman Correlation:  0.6332586552147532
		Coefficient of Determination:  0.3196031830088445
		RMSE:  0.37201624341848183
		NRMSE:  0.13489259588685537
		MAPE:  226.29405335161604
		Pearson Correlation:  0.36454608313912584
		Spearman Correlation:  0.3499819199740645
		Coefficient of Determination:  0.10724807893394628
		RMSE:  0.46744057069377104
		NRMSE:  0.1299619297125936
		MAPE:  157.16147797725486


Fold:  4

Protein:  RB1
x_train_column_count:  1002
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0017653619110491459
		RMSE:  0.25173274438657
		NRMSE:  0.09206141909982812
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11040193949010524
		RMSE:  0.1737457828578019
		NRMSE:  0.1664678101960314
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.1040738361073864e-15
		NRMSE:  7.694828247905889e-16
		MAPE:  1.2110508873617204e-11
		Pearson Correlation:  0.02315338215627446
		Spearman Correlation:  0.013643561640419457
		Coefficient of Determination:  -10.370645006806761
		RMSE:  0.5559896625860267
		NRMSE:  0.5327000178074836
		MAPE:  635.8756158699352

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.02549064213877948, tolerance: 0.0034032643600116126
  positive)
		Pearson Correlation:  0.9999994498867332
		Spearman Correlation:  0.999994220407978
		Coefficient of Determination:  0.9999986193860321
		RMSE:  0.000295524054462463
		NRMSE:  0.00010807638036222316
		MAPE:  0.5893898060866524
		Pearson Correlation:  0.05648724341179823
		Spearman Correlation:  0.02091547276150576
		Coefficient of Determination:  -16.172585435587123
		RMSE:  0.6832694595260393
		NRMSE:  0.6546482385371932
		MAPE:  691.6515306650382

	Predictor:  RandomForests
		Pearson Correlation:  0.6381084532400236
		Spearman Correlation:  0.4977831989494705
		Coefficient of Determination:  0.19275211346466326
		RMSE:  0.2259748794284917
		NRMSE:  0.08264148604026174
		MAPE:  147.84699251230302
		Pearson Correlation:  0.026428135405332818
		Spearman Correlation:  0.07855708924051423
		Coefficient of Determination:  -0.08309411179601534
		RMSE:  0.17159604102172343
		NRMSE:  0.16440811809845882
		MAPE:  112.90839521007719

Protein:  CDH1
x_train_column_count:  1001
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1648542010437435
		RMSE:  1.2077311247232185
		NRMSE:  0.19230774891296748
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01787767410405383
		RMSE:  1.1768276141426715
		NRMSE:  0.21349508619837296
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.119011303751291
		NRMSE:  0.17818083878718685
		MAPE:  552.7314487209006
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06543533401046742
		RMSE:  1.204005869039757
		NRMSE:  0.21842565020132743
		MAPE:  371.74257556440244

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  6.749864822876146e-15
		NRMSE:  1.074785010489498e-15
		MAPE:  9.945199327112206e-12
		Pearson Correlation:  0.14096994233410357
		Spearman Correlation:  0.1532063990822828
		Coefficient of Determination:  -2.431109850894984
		RMSE:  2.1606397788959115
		NRMSE:  0.39197412628277484
		MAPE:  904.1353400599393

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.08724336592350969, tolerance: 0.06736762282826622
  positive)
		Pearson Correlation:  0.9999999729890854
		Spearman Correlation:  0.9999988440815955
		Coefficient of Determination:  0.9999999393210646
		RMSE:  0.00027564711418855164
		NRMSE:  4.3891454760764247e-05
		MAPE:  0.16014632546834773
		Pearson Correlation:  0.11761555716074915
		Spearman Correlation:  0.09934537837130139
		Coefficient of Determination:  -2.511157445703587
		RMSE:  2.185698268924754
		NRMSE:  0.3965201315127815
		MAPE:  1346.0361698627955

	Predictor:  RandomForests
		Pearson Correlation:  0.7567585983437437
		Spearman Correlation:  0.7229515213085015
		Coefficient of Determination:  0.5686294417624649
		RMSE:  0.7349532654206713
		NRMSE:  0.11702704777247082
		MAPE:  286.4309298935643
		Pearson Correlation:  0.7853371769353192
		Spearman Correlation:  0.5660444643948179
		Coefficient of Determination:  0.5537497242061515
		RMSE:  0.7792096186835633
		NRMSE:  0.14136091191966244
		MAPE:  151.00678832933545

Protein:  CDH2
x_train_column_count:  1002
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011628294333081435
		RMSE:  0.38156283556505555
		NRMSE:  0.1382574228440668
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.013534078125908788
		RMSE:  0.33551468363995024
		NRMSE:  0.17308132332546644
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999036734615
		Coefficient of Determination:  1.0
		RMSE:  3.5310930047746885e-15
		NRMSE:  1.279474238993655e-15
		MAPE:  2.5080765822050708e-11
		Pearson Correlation:  0.024357590478142614
		Spearman Correlation:  0.07537500467586877
		Coefficient of Determination:  -8.711167119077304
		RMSE:  1.038551572841178
		NRMSE:  0.5357556295866751
		MAPE:  1037.0031222255793

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.03470052152735058, tolerance: 0.007742718020581794
  positive)
		Pearson Correlation:  0.999999776212899
		Spearman Correlation:  0.9999972835914928
		Coefficient of Determination:  0.9999994673905779
		RMSE:  0.00027685986720232933
		NRMSE:  0.00010031881556718941
		MAPE:  1.6586917372237546
		Pearson Correlation:  0.06472772090127284
		Spearman Correlation:  0.061300016209678426
		Coefficient of Determination:  -7.553879246717678
		RMSE:  0.9747066102780926
		NRMSE:  0.5028200498731441
		MAPE:  1381.7185189162485

	Predictor:  RandomForests
		Pearson Correlation:  0.5451752644545071
		Spearman Correlation:  0.5014919343955386
		Coefficient of Determination:  0.16832619377823244
		RMSE:  0.34596494457542487
		NRMSE:  0.12535870156367304
		MAPE:  544.9057521868507
		Pearson Correlation:  0.1908314617359735
		Spearman Correlation:  0.16231873215376752
		Coefficient of Determination:  -0.010711399253303
		RMSE:  0.33504715594169937
		NRMSE:  0.172840140698743
		MAPE:  135.67176753054105

Protein:  CDH3
x_train_column_count:  1001
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006306553616452382
		RMSE:  0.206558346691537
		NRMSE:  0.1472115018398285
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056823148221427866
		RMSE:  0.21361844422784051
		NRMSE:  0.19012980777528213
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  1.3950900359487419e-15
		NRMSE:  9.94262893188664e-16
		MAPE:  6.363720071780827e-12
		Pearson Correlation:  0.21000399419072213
		Spearman Correlation:  0.28249479419942897
		Coefficient of Determination:  -2.593756437420863
		RMSE:  0.39392351738146636
		NRMSE:  0.35060925056648296
		MAPE:  1038.2198467276912

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0163147485361759, tolerance: 0.002281064009154941
  positive)
		Pearson Correlation:  0.9999991682476701
		Spearman Correlation:  0.9999937580403768
		Coefficient of Determination:  0.9999980768333405
		RMSE:  0.00028555256062374427
		NRMSE:  0.00020350967161063347
		MAPE:  0.8210145486194778
		Pearson Correlation:  0.028679228760434442
		Spearman Correlation:  0.09796880260352374
		Coefficient of Determination:  -3.2964663404596335
		RMSE:  0.4307182721601961
		NRMSE:  0.38335820011766025
		MAPE:  3092.983385745487

	Predictor:  RandomForests
		Pearson Correlation:  0.62731698932498
		Spearman Correlation:  0.5992867674925528
		Coefficient of Determination:  0.322668280088637
		RMSE:  0.16946433256057516
		NRMSE:  0.12077507059920975
		MAPE:  364.0170213400704
		Pearson Correlation:  0.44909618752382024
		Spearman Correlation:  0.3746954450803626
		Coefficient of Determination:  0.13870741957682275
		RMSE:  0.1928470243953584
		NRMSE:  0.17164233084301259
		MAPE:  482.39165643118895

Protein:  PTEN
x_train_column_count:  1002
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04663541191913323
		RMSE:  0.5747314783713694
		NRMSE:  0.11117523181123673
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02346833201832421
		RMSE:  0.7542692946958974
		NRMSE:  0.11793750210239971
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  4.128996116576931e-15
		NRMSE:  7.987070791892856e-16
		MAPE:  4.151984520878055e-12
		Pearson Correlation:  0.13764627315173417
		Spearman Correlation:  0.10602875347572913
		Coefficient of Determination:  -3.8853036646354697
		RMSE:  1.6479157551968757
		NRMSE:  0.25766800956873986
		MAPE:  3608.839050110405

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05383003888133962, tolerance: 0.016979184196949017
  positive)
		Pearson Correlation:  0.9999998899948865
		Spearman Correlation:  0.999997996408099
		Coefficient of Determination:  0.9999997397555871
		RMSE:  0.00028658798526027456
		NRMSE:  5.543716830321003e-05
		MAPE:  0.37310363606764096
		Pearson Correlation:  0.04134692570608481
		Spearman Correlation:  0.1030012843052906
		Coefficient of Determination:  -2.959792780472187
		RMSE:  1.4836294777620052
		NRMSE:  0.23198021699038465
		MAPE:  6001.335343549942

	Predictor:  RandomForests
		Pearson Correlation:  0.621251055428678
		Spearman Correlation:  0.558901134603313
		Coefficient of Determination:  0.29230039101521244
		RMSE:  0.47259785904784607
		NRMSE:  0.09141865116214912
		MAPE:  162.42673168042353
		Pearson Correlation:  0.41153448452375
		Spearman Correlation:  0.45323507774411154
		Coefficient of Determination:  0.13680420118237402
		RMSE:  0.6926979188422124
		NRMSE:  0.10831020543229027
		MAPE:  121.6835938740203

Protein:  BRCA2
x_train_column_count:  1002
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015699866052385492
		RMSE:  0.1919477679021074
		NRMSE:  0.12365776640496533
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0014129332580739007
		RMSE:  0.2082543553514594
		NRMSE:  0.20232423210836328
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999229387699
		Coefficient of Determination:  1.0
		RMSE:  1.3751532648489867e-15
		NRMSE:  8.859096568523026e-16
		MAPE:  3.3562671565242822e-12
		Pearson Correlation:  0.11967190329348594
		Spearman Correlation:  0.14752054265015777
		Coefficient of Determination:  -3.152377689026965
		RMSE:  0.42406840744125596
		NRMSE:  0.41199289566919195
		MAPE:  1428.945099784379

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.019746594890222062, tolerance: 0.001979097117455079
  positive)
		Pearson Correlation:  0.9999986462625281
		Spearman Correlation:  0.9999936039176726
		Coefficient of Determination:  0.9999968001332783
		RMSE:  0.00034309023722193176
		NRMSE:  0.00022102769349133952
		MAPE:  0.6043092938378126
		Pearson Correlation:  0.05358541346273686
		Spearman Correlation:  0.051673961021957884
		Coefficient of Determination:  -18.42043764330509
		RMSE:  0.9171006497356182
		NRMSE:  0.890985854344773
		MAPE:  914.5769193194093

	Predictor:  RandomForests
		Pearson Correlation:  0.5887549936170411
		Spearman Correlation:  0.49075328780787014
		Coefficient of Determination:  0.18936708022714555
		RMSE:  0.172684967629759
		NRMSE:  0.11124816726027315
		MAPE:  140.78103210194269
		Pearson Correlation:  0.29605011692346495
		Spearman Correlation:  0.34412149777428647
		Coefficient of Determination:  0.059375168809654655
		RMSE:  0.20183464470872797
		NRMSE:  0.19608732520691335
		MAPE:  153.619586826039

Protein:  CDKN2A
x_train_column_count:  1002
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06343046233027927
		RMSE:  0.6950010485750925
		NRMSE:  0.15711564339891315
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10006794882547432
		RMSE:  0.6614783461565592
		NRMSE:  0.1993004959796804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6739550183850767
		NRMSE:  0.1523578655781794
		MAPE:  281.71125082022354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0022276354551518107
		RMSE:  0.6313774446715202
		NRMSE:  0.19023122768048215
		MAPE:  197.14658329930893

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  4.61526141627964e-15
		NRMSE:  1.0433506084050275e-15
		MAPE:  5.580666921462731e-12
		Pearson Correlation:  0.041829186844449105
		Spearman Correlation:  0.05579371313856781
		Coefficient of Determination:  -3.4318046682013845
		RMSE:  1.327688463119642
		NRMSE:  0.400026653546141
		MAPE:  783.3512426115109

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05510720425518328, tolerance: 0.024436786734185888
  positive)
		Pearson Correlation:  0.9999999267974853
		Spearman Correlation:  0.999998593632581
		Coefficient of Determination:  0.9999998308960645
		RMSE:  0.00027714546021523166
		NRMSE:  6.265298072007044e-05
		MAPE:  0.34087288444693997
		Pearson Correlation:  0.19767296249526015
		Spearman Correlation:  0.1748525542712503
		Coefficient of Determination:  -3.0722688203214457
		RMSE:  1.272694290311235
		NRMSE:  0.3834571528506282
		MAPE:  659.9716925904994

	Predictor:  RandomForests
		Pearson Correlation:  0.6810237815783834
		Spearman Correlation:  0.6098774881184151
		Coefficient of Determination:  0.4543707181693276
		RMSE:  0.4978284889267059
		NRMSE:  0.11254176306696187
		MAPE:  197.24013930214187
		Pearson Correlation:  0.5875080901226605
		Spearman Correlation:  0.48069417671230547
		Coefficient of Determination:  0.31954361277759347
		RMSE:  0.5202427344376921
		NRMSE:  0.15674683170765052
		MAPE:  131.14284114518037

Protein:  TP53
x_train_column_count:  1002
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04782361373877353
		RMSE:  0.460756629216985
		NRMSE:  0.11073218678610552
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07696826201632412
		RMSE:  0.4481222561682025
		NRMSE:  0.1422068596624151
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4501191620264231
		NRMSE:  0.10817571786263473
		MAPE:  418.8529054417374
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002447694094247499
		RMSE:  0.4323405014905614
		NRMSE:  0.13719868668778923
		MAPE:  185.65040333639752

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  2.803160180098069e-15
		NRMSE:  6.736746407349362e-16
		MAPE:  1.0007903864716073e-11
		Pearson Correlation:  0.16706574140275196
		Spearman Correlation:  0.15956558061821222
		Coefficient of Determination:  -4.752348467093666
		RMSE:  1.035661077713096
		NRMSE:  0.32865609219125913
		MAPE:  957.2970885148641

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.033356787039538004, tolerance: 0.01090027058925727
  positive)
		Pearson Correlation:  0.9999998325789636
		Spearman Correlation:  0.9999976688978398
		Coefficient of Determination:  0.9999996179042046
		RMSE:  0.00027823619853606976
		NRMSE:  6.686762762222297e-05
		MAPE:  0.8807345005915899
		Pearson Correlation:  0.12167380552350404
		Spearman Correlation:  0.19858851107869177
		Coefficient of Determination:  -10.462574916081978
		RMSE:  1.4619622375202503
		NRMSE:  0.46393825765430635
		MAPE:  1304.9993736573879

	Predictor:  RandomForests
		Pearson Correlation:  0.6522736857068524
		Spearman Correlation:  0.5955850254943221
		Coefficient of Determination:  0.37080883820779376
		RMSE:  0.35704159046480755
		NRMSE:  0.08580667879471462
		MAPE:  640.5525464204939
		Pearson Correlation:  0.6077390431140113
		Spearman Correlation:  0.46335855399476744
		Coefficient of Determination:  0.3053556548286668
		RMSE:  0.35989541487510385
		NRMSE:  0.11420900446658537
		MAPE:  232.63716914762745

Protein:  CTNNB1
x_train_column_count:  1001
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6170193939500923
		RMSE:  0.9046651382507068
		NRMSE:  0.21849703851094263
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09478783275970826
		RMSE:  0.8396248247596424
		NRMSE:  0.17652527641906535
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999422040781
		Coefficient of Determination:  1.0
		RMSE:  4.730966046614561e-15
		NRMSE:  1.1426350223685058e-15
		MAPE:  2.823102264647093e-12
		Pearson Correlation:  0.17642760084896544
		Spearman Correlation:  0.2181099514956546
		Coefficient of Determination:  -1.5291440580966045
		RMSE:  1.2761657159613207
		NRMSE:  0.26830496088666234
		MAPE:  3045.6452786248883

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.055200796172069966, tolerance: 0.02722969373777278
  positive)
		Pearson Correlation:  0.9999999429789977
		Spearman Correlation:  0.9999989404080698
		Coefficient of Determination:  0.9999998689374376
		RMSE:  0.0002575547523186512
		NRMSE:  6.220528265835456e-05
		MAPE:  0.17402177754144255
		Pearson Correlation:  0.11356153463869649
		Spearman Correlation:  0.15786979887529773
		Coefficient of Determination:  -2.1129865153229996
		RMSE:  1.4158228245296514
		NRMSE:  0.2976668960830988
		MAPE:  3534.3630250770616

	Predictor:  RandomForests
		Pearson Correlation:  0.6505995835887627
		Spearman Correlation:  0.6159137652421585
		Coefficient of Determination:  0.40863976823311166
		RMSE:  0.5470868779629359
		NRMSE:  0.13213382232705437
		MAPE:  492.56374599439033
		Pearson Correlation:  0.6728019798505843
		Spearman Correlation:  0.43273606902829215
		Coefficient of Determination:  0.29873360683726247
		RMSE:  0.6719884413248832
		NRMSE:  0.14128089339098546
		MAPE:  486.6055503360776

Protein:  CCNE1
x_train_column_count:  1002
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4688329016852353
		RMSE:  0.7931748470731899
		NRMSE:  0.19141705409976348
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.186170633384966
		RMSE:  0.8069776954058596
		NRMSE:  0.32929800677624244
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5048043460690237
		NRMSE:  0.12182453992060809
		MAPE:  103.07374645056161
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01570191691728584
		RMSE:  0.4556277343037054
		NRMSE:  0.18592497115143453
		MAPE:  142.6844229696492

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.6556182352226847e-15
		NRMSE:  6.408809120406122e-16
		MAPE:  4.698559011882622e-13
		Pearson Correlation:  0.40250068487494256
		Spearman Correlation:  0.2869387398845372
		Coefficient of Determination:  -1.100900461387032
		RMSE:  0.6552842869274246
		NRMSE:  0.26739748915670636
		MAPE:  155.66521748420791

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.026317417766796206, tolerance: 0.013709715616187399
  positive)
		Pearson Correlation:  0.9999998452903016
		Spearman Correlation:  0.999994528652886
		Coefficient of Determination:  0.999999673335434
		RMSE:  0.00028851878811210783
		NRMSE:  6.962830033837099e-05
		MAPE:  0.04889964069560808
		Pearson Correlation:  0.41356000730289105
		Spearman Correlation:  0.3482013491440043
		Coefficient of Determination:  -1.210452983395399
		RMSE:  0.6721522501132036
		NRMSE:  0.2742806864087177
		MAPE:  167.36119478987925

	Predictor:  RandomForests
		Pearson Correlation:  0.8631478548442655
		Spearman Correlation:  0.7173350755697575
		Coefficient of Determination:  0.7401897760829517
		RMSE:  0.25730676454296136
		NRMSE:  0.06209589606944551
		MAPE:  55.287152574985775
		Pearson Correlation:  0.8347812979886176
		Spearman Correlation:  0.7078638254375804
		Coefficient of Determination:  0.6880816864518697
		RMSE:  0.2524919014749136
		NRMSE:  0.10303268647470565
		MAPE:  71.1910611187347

Protein:  CCND1
x_train_column_count:  1001
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47371951525638445
		RMSE:  0.2917253166285864
		NRMSE:  0.18637975276867558
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47112550847095647
		RMSE:  0.27775626016480953
		NRMSE:  0.17517423067911803
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.7245370237853453e-15
		NRMSE:  1.1017857066644595e-15
		MAPE:  5.164063488655165e-12
		Pearson Correlation:  0.16892710333534433
		Spearman Correlation:  0.23172109377922417
		Coefficient of Determination:  -7.479034385873289
		RMSE:  0.66682548770108
		NRMSE:  0.42055088780340566
		MAPE:  785.3506374357183

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.01921457267342994, tolerance: 0.003106817057166876
  positive)
		Pearson Correlation:  0.9999994891514263
		Spearman Correlation:  0.9999946057141129
		Coefficient of Determination:  0.9999988184311839
		RMSE:  0.0002612138576126569
		NRMSE:  0.00016688635310860894
		MAPE:  0.872713675737503
		Pearson Correlation:  0.24049279235150745
		Spearman Correlation:  0.25854437087744236
		Coefficient of Determination:  -2.7678991529192714
		RMSE:  0.44451725954486554
		NRMSE:  0.2803464048592744
		MAPE:  564.6753158145427

	Predictor:  RandomForests
		Pearson Correlation:  0.584802345698789
		Spearman Correlation:  0.5464945252429267
		Coefficient of Determination:  0.2721520258229466
		RMSE:  0.20501566270737998
		NRMSE:  0.1309820106485861
		MAPE:  470.2302236724467
		Pearson Correlation:  0.4858261863321796
		Spearman Correlation:  0.4324268382398784
		Coefficient of Determination:  0.19618189738163583
		RMSE:  0.20531367860948616
		NRMSE:  0.1294864269736921
		MAPE:  507.3079614215433

Protein:  ERBB2
x_train_column_count:  1001
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06177154229692228
		RMSE:  1.0106646016782141
		NRMSE:  0.1721833486682819
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.26989975035857605
		RMSE:  1.1682171872252598
		NRMSE:  0.21036071365744585
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9808249714864398
		NRMSE:  0.1670996765569688
		MAPE:  529.9728174248761
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556425
		RMSE:  1.07776630779691
		NRMSE:  0.19407323581894154
		MAPE:  193.8969179437583

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  4.4939720347610504e-15
		NRMSE:  7.656220990444231e-16
		MAPE:  5.311462897531192e-12
		Pearson Correlation:  0.45126061028457987
		Spearman Correlation:  0.4279909076062974
		Coefficient of Determination:  -1.4684187061239338
		RMSE:  1.6287269666285928
		NRMSE:  0.2932846484367402
		MAPE:  583.7579054016985

	Predictor:  ElasticNet
		Pearson Correlation:  0.9999999647885494
		Spearman Correlation:  0.9999986514284769
		Coefficient of Determination:  0.9999999265194391
		RMSE:  0.0002658751486015084
		NRMSE:  4.5296207404383254e-05
		MAPE:  0.5411349508893027
		Pearson Correlation:  0.4987805155696282
		Spearman Correlation:  0.3557978974776734
		Coefficient of Determination:  -0.9044359838473583
		RMSE:  1.4306126533048282
		NRMSE:  0.2576102303642504
		MAPE:  538.2485380787632

	Predictor:  RandomForests
		Pearson Correlation:  0.8613373331950391
		Spearman Correlation:  0.6921141280203085
		Coefficient of Determination:  0.7349556371565737
		RMSE:  0.5049528179745826
		NRMSE:  0.0860270231825447
		MAPE:  368.38077043596076
		Pearson Correlation:  0.7853596400082334
		Spearman Correlation:  0.673585324434192
		Coefficient of Determination:  0.5751027629726451
		RMSE:  0.6757418649212897
		NRMSE:  0.12168074781598476
		MAPE:  195.697126766641

Protein:  ERBB3
x_train_column_count:  1001
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20254353309139272
		RMSE:  0.523865801474932
		NRMSE:  0.14324270860276114
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.287905849531515
		RMSE:  0.4364451552160674
		NRMSE:  0.21482088883335748
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999036734615
		Coefficient of Determination:  1.0
		RMSE:  3.3177556393455157e-15
		NRMSE:  9.071871134246554e-16
		MAPE:  2.2887145317954055e-12
		Pearson Correlation:  -0.01800914119486008
		Spearman Correlation:  0.018262073093180713
		Coefficient of Determination:  -11.929024448240616
		RMSE:  1.3828354275757149
		NRMSE:  0.6806397828267952
		MAPE:  821.6977049155947

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.043661833270578036, tolerance: 0.012277828558956158
  positive)
		Pearson Correlation:  0.9999998263013957
		Spearman Correlation:  0.9999982083263053
		Coefficient of Determination:  0.9999995952449872
		RMSE:  0.0003039245362227639
		NRMSE:  8.310329412001124e-05
		MAPE:  0.19607179468562178
		Pearson Correlation:  -0.022271691707747912
		Spearman Correlation:  0.07923540193768003
		Coefficient of Determination:  -17.4432965093622
		RMSE:  1.6516076784454712
		NRMSE:  0.8129310756399766
		MAPE:  825.7819421211204

	Predictor:  RandomForests
		Pearson Correlation:  0.5941631195613496
		Spearman Correlation:  0.6058548991853987
		Coefficient of Determination:  0.3204203752433872
		RMSE:  0.3938127922415833
		NRMSE:  0.1076817972928897
		MAPE:  228.15022507560036
		Pearson Correlation:  0.42072707195020786
		Spearman Correlation:  0.37903963889824066
		Coefficient of Determination:  0.1668210734137191
		RMSE:  0.35104012256933687
		NRMSE:  0.17278402622932704
		MAPE:  226.684848181106


Fold:  5

Protein:  RB1
x_train_column_count:  1002
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'RB1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00018503513771928048
		RMSE:  0.23392670305630597
		NRMSE:  0.11556330212293363
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12340187398900859
		RMSE:  0.2547692202160761
		NRMSE:  0.12845593258580365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.8057232512749577e-15
		NRMSE:  8.920543867420983e-16
		MAPE:  5.785597651922806e-12
		Pearson Correlation:  -0.05495547099277147
		Spearman Correlation:  -0.036785994837840875
		Coefficient of Determination:  -4.687607936134107
		RMSE:  0.5732501955900445
		NRMSE:  0.2890356551590487
		MAPE:  3260.331144024201

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.020960348352370355, tolerance: 0.002943482941498817
  positive)
		Pearson Correlation:  0.9999994718804529
		Spearman Correlation:  0.9999949910202476
		Coefficient of Determination:  0.9999987370063308
		RMSE:  0.00026286950698611216
		NRMSE:  0.0001298614816429517
		MAPE:  0.8040667587041744
		Pearson Correlation:  -0.08088554696941813
		Spearman Correlation:  -0.09074676741605259
		Coefficient of Determination:  -8.335293069091575
		RMSE:  0.734418087220206
		NRMSE:  0.3702973232863108
		MAPE:  2132.8094885386795

	Predictor:  RandomForests
		Pearson Correlation:  0.6347448598926371
		Spearman Correlation:  0.49853793660627516
		Coefficient of Determination:  0.21165180987334198
		RMSE:  0.20768190618376103
		NRMSE:  0.10259797858136724
		MAPE:  121.86713214856091
		Pearson Correlation:  0.06055176371993906
		Spearman Correlation:  0.1274604421501515
		Coefficient of Determination:  -0.12157139065047962
		RMSE:  0.25456157371494986
		NRMSE:  0.1283512361671086
		MAPE:  219.10990833419564

Protein:  CDH1
x_train_column_count:  1001
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10476316856458312
		RMSE:  1.1835893765747125
		NRMSE:  0.18846364392451076
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19786466090973764
		RMSE:  1.2714981376898562
		NRMSE:  0.2500438806886504
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1260727912856485
		NRMSE:  0.17930524366829853
		MAPE:  266.31463004312263
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01718399286470018
		RMSE:  1.1716869980595492
		NRMSE:  0.23041572398960675
		MAPE:  1066.779337530299

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  7.20969169163741e-15
		NRMSE:  1.14800351766463e-15
		MAPE:  2.8493018279998733e-12
		Pearson Correlation:  0.23603482638339626
		Spearman Correlation:  0.2715270763974613
		Coefficient of Determination:  -1.8978834309350385
		RMSE:  1.9776630889690616
		NRMSE:  0.38891331320309563
		MAPE:  3883.985032603846

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.08786499179382222, tolerance: 0.0682205483025332
  positive)
		Pearson Correlation:  0.9999999759766675
		Spearman Correlation:  0.9999989211428224
		Coefficient of Determination:  0.9999999464209799
		RMSE:  0.0002606536724904886
		NRMSE:  4.150404007682694e-05
		MAPE:  0.08124967313484582
		Pearson Correlation:  0.1234383886299849
		Spearman Correlation:  0.10229803364131722
		Coefficient of Determination:  -3.3803311546324695
		RMSE:  2.431449894451952
		NRMSE:  0.47815183466440225
		MAPE:  3611.621098959045

	Predictor:  RandomForests
		Pearson Correlation:  0.7917862427049216
		Spearman Correlation:  0.7085738408101335
		Coefficient of Determination:  0.6223784366554885
		RMSE:  0.6919820960334875
		NRMSE:  0.11018472278486154
		MAPE:  149.74354815061582
		Pearson Correlation:  0.6475558195987032
		Spearman Correlation:  0.5885891203001126
		Coefficient of Determination:  0.4120557055088666
		RMSE:  0.8907994541004617
		NRMSE:  0.17517835521434422
		MAPE:  571.186344639609

Protein:  CDH2
x_train_column_count:  1002
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'CDH2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0016678089051440637
		RMSE:  0.3594357673583712
		NRMSE:  0.1765314902796381
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02548752338232485
		RMSE:  0.4223734458481898
		NRMSE:  0.15794680397441796
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  2.34712041919309e-15
		NRMSE:  1.152753017628353e-15
		MAPE:  5.065369967585486e-12
		Pearson Correlation:  0.1697234701614749
		Spearman Correlation:  0.10173705624399265
		Coefficient of Determination:  -3.6842850630649497
		RMSE:  0.9027200207701607
		NRMSE:  0.33757269441510784
		MAPE:  36782.84310613462

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.03341411861609193, tolerance: 0.0069390679727214565
  positive)
		Pearson Correlation:  0.9999997858552477
		Spearman Correlation:  0.9999977266937179
		Coefficient of Determination:  0.9999994845217786
		RMSE:  0.00025784849074954596
		NRMSE:  0.00012663842186019642
		MAPE:  0.5327009544802453
		Pearson Correlation:  -0.06804910127463672
		Spearman Correlation:  -0.06499839773368528
		Coefficient of Determination:  -6.836070176043944
		RMSE:  1.167563674510742
		NRMSE:  0.4366111379356962
		MAPE:  23632.439396660327

	Predictor:  RandomForests
		Pearson Correlation:  0.633246917835592
		Spearman Correlation:  0.5641288143189632
		Coefficient of Determination:  0.18426820195479743
		RMSE:  0.32436435964730204
		NRMSE:  0.15930669399700506
		MAPE:  317.20381480151656
		Pearson Correlation:  0.09391863420750683
		Spearman Correlation:  0.17878300076448864
		Coefficient of Determination:  -0.0060794161453974205
		RMSE:  0.4183574894595807
		NRMSE:  0.1564450346688034
		MAPE:  5190.289177350378

Protein:  CDH3
x_train_column_count:  1001
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011481892643820935
		RMSE:  0.2038847376288621
		NRMSE:  0.14304087222095618
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026977014897064944
		RMSE:  0.22369326249691865
		NRMSE:  0.20181818899206835
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  1.40766851508334e-15
		NRMSE:  9.875880585138773e-16
		MAPE:  5.217001876175382e-12
		Pearson Correlation:  0.27755879689907187
		Spearman Correlation:  0.2646940734921882
		Coefficient of Determination:  -3.062891614912142
		RMSE:  0.45028296002943186
		NRMSE:  0.4062495692215122
		MAPE:  847.5652018064236

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.01609763839321133, tolerance: 0.0022338465809413456
  positive)
		Pearson Correlation:  0.9999992712550254
		Spearman Correlation:  0.9999941626119457
		Coefficient of Determination:  0.9999982778908298
		RMSE:  0.0002674027524184556
		NRMSE:  0.0001876036597199694
		MAPE:  1.1820908544292998
		Pearson Correlation:  0.15096656398246144
		Spearman Correlation:  0.1239940647638998
		Coefficient of Determination:  -3.7276109465993628
		RMSE:  0.4857231006417562
		NRMSE:  0.43822400115641263
		MAPE:  686.6704087315097

	Predictor:  RandomForests
		Pearson Correlation:  0.6387308876130702
		Spearman Correlation:  0.6259421578034021
		Coefficient of Determination:  0.3299395197499837
		RMSE:  0.16679865167713087
		NRMSE:  0.11702212190403187
		MAPE:  389.16482280895497
		Pearson Correlation:  0.5082150087146422
		Spearman Correlation:  0.5169116821905511
		Coefficient of Determination:  0.21442666688841183
		RMSE:  0.19799820824554837
		NRMSE:  0.17863586665844006
		MAPE:  143.598501598241

Protein:  PTEN
x_train_column_count:  1002
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'PTEN', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05240378988513572
		RMSE:  0.5837468026637292
		NRMSE:  0.09127461538014686
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011774083334460839
		RMSE:  0.7259408088203396
		NRMSE:  0.14042494754339593
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5690275755039937
		NRMSE:  0.08897311789601967
		MAPE:  304.4741530818047
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005181468299075398
		RMSE:  0.7235718660416283
		NRMSE:  0.13996670265429206
		MAPE:  391.1377632658283

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  3.5009439633988196e-15
		NRMSE:  5.474073901022312e-16
		MAPE:  4.469842940449717e-12
		Pearson Correlation:  0.055875289277087986
		Spearman Correlation:  0.09979924936719911
		Coefficient of Determination:  -2.7549111081505364
		RMSE:  1.398489679451677
		NRMSE:  0.27052183523902756
		MAPE:  2215.7865273010048

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.04799821381647209, tolerance: 0.017420030134596684
  positive)
		Pearson Correlation:  0.9999999190553012
		Spearman Correlation:  0.9999989982040495
		Coefficient of Determination:  0.9999998139849487
		RMSE:  0.0002454185332861698
		NRMSE:  3.837362728264714e-05
		MAPE:  0.43131139471674523
		Pearson Correlation:  0.00018392429951384886
		Spearman Correlation:  0.10534046559184032
		Coefficient of Determination:  -3.2024461877361734
		RMSE:  1.4794848289038667
		NRMSE:  0.2861894206329052
		MAPE:  2284.22830371923

	Predictor:  RandomForests
		Pearson Correlation:  0.5806105015877211
		Spearman Correlation:  0.5448175956132288
		Coefficient of Determination:  0.2890912378140721
		RMSE:  0.47977790827441474
		NRMSE:  0.0750180452309303
		MAPE:  248.7893672794615
		Pearson Correlation:  0.40814574843638535
		Spearman Correlation:  0.4829997456336062
		Coefficient of Determination:  0.14845475303508426
		RMSE:  0.6659832404365721
		NRMSE:  0.12882684161957833
		MAPE:  547.4011019921459

Protein:  BRCA2
x_train_column_count:  1002
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'BRCA2', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00015423459462815536
		RMSE:  0.20048365981157823
		NRMSE:  0.1291568109593031
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08467605477038265
		RMSE:  0.17297650483593724
		NRMSE:  0.22621657599677922
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999884408153
		Coefficient of Determination:  1.0
		RMSE:  1.256262313334376e-15
		NRMSE:  8.093170000543573e-16
		MAPE:  4.383689057505146e-12
		Pearson Correlation:  -0.04993756138655492
		Spearman Correlation:  -0.06185862666616792
		Coefficient of Determination:  -8.566244288265738
		RMSE:  0.513697940554926
		NRMSE:  0.6718079389981377
		MAPE:  751.4776026765995

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.01876423704209527, tolerance: 0.0021620874757223526
  positive)
		Pearson Correlation:  0.9999989458916678
		Spearman Correlation:  0.9999945671828782
		Coefficient of Determination:  0.9999975342189816
		RMSE:  0.0003147913174824157
		NRMSE:  0.00020279679013201208
		MAPE:  1.1351162444117995
		Pearson Correlation:  0.0274298607039922
		Spearman Correlation:  0.036711180937418174
		Coefficient of Determination:  -6.3691661165374
		RMSE:  0.450864731545792
		NRMSE:  0.5896354299951506
		MAPE:  930.6500006672944

	Predictor:  RandomForests
		Pearson Correlation:  0.6020972129647326
		Spearman Correlation:  0.5345531407732345
		Coefficient of Determination:  0.2159991204473013
		RMSE:  0.17750221123478405
		NRMSE:  0.11435156143326401
		MAPE:  143.1639389559683
		Pearson Correlation:  0.1685533529661238
		Spearman Correlation:  0.12578959837404458
		Coefficient of Determination:  -0.050292330282889264
		RMSE:  0.17021278911363544
		NRMSE:  0.2226022220802137
		MAPE:  176.48324516968427

Protein:  CDKN2A
x_train_column_count:  1002
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'CDKN2A', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06876053865938014
		RMSE:  0.7026668514343448
		NRMSE:  0.1789276696377339
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07452018232747903
		RMSE:  0.6281215662347416
		NRMSE:  0.15805378984795088
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6796874655065666
		NRMSE:  0.1730761797526334
		MAPE:  274.2442116656758
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00044725008449963966
		RMSE:  0.6060849693149379
		NRMSE:  0.15250873639690443
		MAPE:  274.3248072759207

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  4.506112913734662e-15
		NRMSE:  1.1474403284191037e-15
		MAPE:  4.204662447482159e-12
		Pearson Correlation:  0.2065850025708906
		Spearman Correlation:  0.2127682390054739
		Coefficient of Determination:  -3.33689218100628
		RMSE:  1.261902291688511
		NRMSE:  0.31753158996716513
		MAPE:  863.3269928851294

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.052247021304257985, tolerance: 0.024854257731250624
  positive)
		Pearson Correlation:  0.9999999245685737
		Spearman Correlation:  0.9999987670203686
		Coefficient of Determination:  0.9999998293238724
		RMSE:  0.000280799061030697
		NRMSE:  7.15029057143177e-05
		MAPE:  0.2079974282388424
		Pearson Correlation:  0.16564107486833438
		Spearman Correlation:  0.10622825721018966
		Coefficient of Determination:  -4.751226088991915
		RMSE:  1.453170713531961
		NRMSE:  0.36566032901335166
		MAPE:  877.1741725989415

	Predictor:  RandomForests
		Pearson Correlation:  0.7071893297285682
		Spearman Correlation:  0.6403521242481157
		Coefficient of Determination:  0.4955133943001815
		RMSE:  0.48276311507748193
		NRMSE:  0.12293119988731684
		MAPE:  203.5984685277793
		Pearson Correlation:  0.3671079072936035
		Spearman Correlation:  0.3298545627434006
		Coefficient of Determination:  -0.06878750159246261
		RMSE:  0.6264437773915696
		NRMSE:  0.15763160901627277
		MAPE:  500.6756726697584

Protein:  TP53
x_train_column_count:  1002
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'TP53', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0629013951002304
		RMSE:  0.43691826486349494
		NRMSE:  0.11112140819031384
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02793228386718627
		RMSE:  0.5354711484549424
		NRMSE:  0.14342336907859712
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4237929343776606
		NRMSE:  0.10778324331179852
		MAPE:  459.9790072255086
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011640203076264122
		RMSE:  0.5284530873849588
		NRMSE:  0.1415436152095778
		MAPE:  140.42972129387252

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.640568665508078e-15
		NRMSE:  6.715757434085502e-16
		MAPE:  9.029646923270314e-12
		Pearson Correlation:  0.19221683845258838
		Spearman Correlation:  0.08680158106709561
		Coefficient of Determination:  -1.3464207060648414
		RMSE:  0.8090153538864676
		NRMSE:  0.21669086752014668
		MAPE:  453.8767312415372

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.03225737268038473, tolerance: 0.009662504276089433
  positive)
		Pearson Correlation:  0.99999984331704
		Spearman Correlation:  0.9999985358366877
		Coefficient of Determination:  0.99999964118403
		RMSE:  0.00025385726331161206
		NRMSE:  6.456350957847658e-05
		MAPE:  0.7948096803296328
		Pearson Correlation:  0.28240445775150796
		Spearman Correlation:  0.22023466626765922
		Coefficient of Determination:  -0.9318291843639817
		RMSE:  0.734071197400797
		NRMSE:  0.19661743602539092
		MAPE:  366.3352644012029

	Predictor:  RandomForests
		Pearson Correlation:  0.6494504641594678
		Spearman Correlation:  0.5976737280102739
		Coefficient of Determination:  0.37248863991397363
		RMSE:  0.3357101777164568
		NRMSE:  0.08538115865521931
		MAPE:  759.2323708412493
		Pearson Correlation:  0.5046538026736783
		Spearman Correlation:  0.40734972674220465
		Coefficient of Determination:  0.22678733554446173
		RMSE:  0.46441186000847356
		NRMSE:  0.12439048078437755
		MAPE:  144.26997802582628

Protein:  CTNNB1
x_train_column_count:  1001
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.4291206958720877
		RMSE:  0.9037435622191023
		NRMSE:  0.1777623057079273
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5497170498826627
		RMSE:  0.8436000623678614
		NRMSE:  0.27017767234966206
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999422040781
		Coefficient of Determination:  1.0
		RMSE:  4.921329846364174e-15
		NRMSE:  9.680035102997982e-16
		MAPE:  8.137442848247414e-12
		Pearson Correlation:  0.15788033726252468
		Spearman Correlation:  0.15720146136485494
		Coefficient of Determination:  -4.218992371294917
		RMSE:  1.5481168179652456
		NRMSE:  0.4958114834998977
		MAPE:  658.4581086139513

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05934029752183957, tolerance: 0.030747074518831245
  positive)
		Pearson Correlation:  0.9999999471088301
		Spearman Correlation:  0.9999982468569871
		Coefficient of Determination:  0.9999998793131076
		RMSE:  0.0002626278719629574
		NRMSE:  5.165772461899241e-05
		MAPE:  0.126948357321456
		Pearson Correlation:  0.14641870948008853
		Spearman Correlation:  0.2004039950622826
		Coefficient of Determination:  -5.197406143190277
		RMSE:  1.6870011426771832
		NRMSE:  0.5402916172153969
		MAPE:  1020.7974473840924

	Predictor:  RandomForests
		Pearson Correlation:  0.6638796042083426
		Spearman Correlation:  0.6608173589074685
		Coefficient of Determination:  0.4261581231695958
		RMSE:  0.5726732290787995
		NRMSE:  0.11264225591636497
		MAPE:  453.57759757691696
		Pearson Correlation:  0.6584271613042791
		Spearman Correlation:  0.5851220090026061
		Coefficient of Determination:  0.4290596463126808
		RMSE:  0.5120422148635471
		NRMSE:  0.16399047359988567
		MAPE:  183.8320757255191

Protein:  CCNE1
x_train_column_count:  1002
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'CCNE1', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9790551557409413
		RMSE:  0.7746141645114569
		NRMSE:  0.27590887426944144
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8285524646781477
		RMSE:  0.8763813407881366
		NRMSE:  0.2114972948785232
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4487930906545114
		NRMSE:  0.15985506345663808
		MAPE:  112.14421009479175
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0040862214035515265
		RMSE:  0.6494188844018614
		NRMSE:  0.15672439713344627
		MAPE:  115.49088793396595

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  2.4122559954141703e-15
		NRMSE:  8.592185201831417e-16
		MAPE:  4.417207199036688e-13
		Pearson Correlation:  0.4037417541468932
		Spearman Correlation:  0.30114839337148847
		Coefficient of Determination:  -0.08278247911461101
		RMSE:  0.6743882880383372
		NRMSE:  0.162750268609778
		MAPE:  146.2691355373654

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.02278867334704073, tolerance: 0.010836139816194496
  positive)
		Pearson Correlation:  0.9999998064789473
		Spearman Correlation:  0.999993603917917
		Coefficient of Determination:  0.9999995917241067
		RMSE:  0.00028676294446760935
		NRMSE:  0.00010214174335444679
		MAPE:  0.04520540831816533
		Pearson Correlation:  0.4532786475983117
		Spearman Correlation:  0.33069988403845435
		Coefficient of Determination:  -0.19034964698279744
		RMSE:  0.7070932367252541
		NRMSE:  0.17064296081406813
		MAPE:  165.34783043143003

	Predictor:  RandomForests
		Pearson Correlation:  0.8657733854466981
		Spearman Correlation:  0.7126570636940133
		Coefficient of Determination:  0.7460606755388315
		RMSE:  0.22615757676800527
		NRMSE:  0.08055479136883535
		MAPE:  53.283439076973046
		Pearson Correlation:  0.7804508424177721
		Spearman Correlation:  0.7345527065234855
		Coefficient of Determination:  0.5790994087397865
		RMSE:  0.42046434842546676
		NRMSE:  0.1014707503983075
		MAPE:  77.30100212412513

Protein:  CCND1
x_train_column_count:  1001
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5366759284640548
		RMSE:  0.28216244755564185
		NRMSE:  0.17771997351836757
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.30240520386774006
		RMSE:  0.3149325402631455
		NRMSE:  0.20120656537940065
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.7083172825101813e-15
		NRMSE:  1.075983373545161e-15
		MAPE:  3.8179846190573375e-12
		Pearson Correlation:  0.0265788728496387
		Spearman Correlation:  0.02881582064614272
		Coefficient of Determination:  -3.020564652871097
		RMSE:  0.5533348197132124
		NRMSE:  0.3535188789519763
		MAPE:  746.5858253254537

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.017360898466118563, tolerance: 0.0027873943484564415
  positive)
		Pearson Correlation:  0.9999993355132581
		Spearman Correlation:  0.9999958386937444
		Coefficient of Determination:  0.9999984732599365
		RMSE:  0.00028124876289408965
		NRMSE:  0.000177144489377009
		MAPE:  1.2240744820886427
		Pearson Correlation:  0.07177965898802971
		Spearman Correlation:  0.14469257721417975
		Coefficient of Determination:  -4.0599202846322635
		RMSE:  0.6207494054795146
		NRMSE:  0.3965892369631838
		MAPE:  748.1230662172266

	Predictor:  RandomForests
		Pearson Correlation:  0.5772039686962488
		Spearman Correlation:  0.5761593216207717
		Coefficient of Determination:  0.29410574977840553
		RMSE:  0.19123962875762068
		NRMSE:  0.12045225030082932
		MAPE:  524.8118996118529
		Pearson Correlation:  0.33687405154150296
		Spearman Correlation:  0.2896220651130314
		Coefficient of Determination:  0.11048988544855287
		RMSE:  0.26026748785940274
		NRMSE:  0.16628172899618118
		MAPE:  246.35002437488276

Protein:  ERBB2
x_train_column_count:  1001
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10085609607150081
		RMSE:  1.0785113826338413
		NRMSE:  0.1837421644434709
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05671362529003088
		RMSE:  0.8919867459254164
		NRMSE:  0.19736403273048267
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959455
		RMSE:  0.875951357919715
		NRMSE:  0.1938159880340115
		MAPE:  565.705361200264

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  4.496230208706631e-15
		NRMSE:  7.66006816141648e-16
		MAPE:  5.589972065692479e-12
		Pearson Correlation:  0.4638687987319319
		Spearman Correlation:  0.2547637751094154
		Coefficient of Determination:  -1.2481257783734794
		RMSE:  1.3010382066292323
		NRMSE:  0.2878721554661428
		MAPE:  2506.6454297561295

	Predictor:  ElasticNet
		Pearson Correlation:  0.9999997687317369
		Spearman Correlation:  0.9999953763262053
		Coefficient of Determination:  0.9999995344304293
		RMSE:  0.0007013773726623545
		NRMSE:  0.00011949117887836764
		MAPE:  1.8349461758241716
		Pearson Correlation:  0.4367334616767104
		Spearman Correlation:  0.2811680943652664
		Coefficient of Determination:  -1.6868395069033828
		RMSE:  1.4223307859705472
		NRMSE:  0.31470976567552766
		MAPE:  868.9424893946926

	Predictor:  RandomForests
		Pearson Correlation:  0.8580389027969332
		Spearman Correlation:  0.6847989590834758
		Coefficient of Determination:  0.729612724287021
		RMSE:  0.5345059969698536
		NRMSE:  0.09106189361804753
		MAPE:  525.5829048697718
		Pearson Correlation:  0.8030264297651519
		Spearman Correlation:  0.6310997701256619
		Coefficient of Determination:  0.6314396015619157
		RMSE:  0.5267858270806907
		NRMSE:  0.11655843059645772
		MAPE:  218.73100656846725

Protein:  ERBB3
x_train_column_count:  1001
x_train columns:  ['CPB1', 'COL1A1', 'SCGB2A2', 'FN1', 'COL1A2', 'COL3A1', 'ADAM6', 'IGFBP5', 'CSN2', 'MGP', 'BMS1P20', 'CHGA', 'PIP', 'CD24', 'MMP9', 'LTF', 'SPARC', 'APOD', 'SCGB1D2', 'CHGB', 'ACTB', 'GAPDH', 'ERBB2', 'SLC39A6', 'C4A', 'CLU', 'FDCSP', 'CARTPT', 'EEF1A1', 'CD74', 'SERPINA3', 'MUCL1', 'LALBA', 'DCD', 'B2M', 'IGF2', 'XBP1', 'ACTG1', 'AZGP1', 'HLA-B', 'PABPC1', 'RPS3', 'CTSD', 'RPL19', 'COL6A2', 'FTL', 'FASN', 'KRT19', 'CXCL14', 'RPL8', 'SMR3B', 'GNAS', 'IGF1R', 'TPT1', 'SCD', 'EEF2', 'POSTN', 'AHNAK', 'KRT8', 'OLFM4', 'ALDOA', 'COL6A3', 'CLTC', 'HSP90AA1', 'FTH1', 'HSP90AB1', 'GLUL', 'KRT5', 'RPS6', 'CCND1', 'CEACAM6', 'STC2', 'HLA-A', 'NTS', 'CLEC3A', 'HLA-C', 'KRT14', 'S100A9', 'A2M', 'RPL3', 'COL6A1', 'TMSB10', 'KRT1', 'NPY1R', 'BGN', 'RPS4X', 'PPP1R1B', 'TIMP3', 'RPS18', 'HSPA1A', 'YWHAZ', 'COX6C', 'RPS24', 'TMSB4XP8', 'RPL23', 'VIM', 'CFB', 'LUM', 'PSAP', 'CYP2A6', 'ENO1', 'AGR2', 'P4HB', 'DSP', 'RPLP1', 'PCSK1', 'SCUBE2', 'SERPINA1', 'KRT18', 'RGS5', 'APP', 'RPLP0', 'HLA-DRA', 'AEBP1', 'GJA1', 'TFF3', 'FLNA', 'FABP7', 'CSN3', 'COL12A1', 'CRABP2', 'MYH9', 'RPS11', 'MUC1', 'S100A8', 'DHRS2', 'DCN', 'CRISP3', 'ESR1', 'DHCR24', 'HSPA8', 'ALB', 'TFF1', 'MAGED2', 'RPL4', 'RPL13A', 'CALR', 'RPS8', 'RPS20', 'PKM', 'RPL13', 'C3', 'LASP1', 'S100A6', 'CTSB', 'RPL28', 'HSPB1', 'RPL30', 'CD44', 'UBC', 'MMP11', 'RPS19', 'RAB11FIP1', 'THBS1', 'KRT17', 'TUBB', 'IGFBP4', 'LGALS3BP', 'PEG10', 'TMBIM6', 'CA12', 'SLC40A1', 'NDRG1', 'SFRP2', 'KRT10', 'IFI6', 'RPS12', 'COL5A2', 'GFRA1', 'KRT15', 'GNB2L1', 'EEF1G', 'KRT7', 'ANPEP', 'TAGLN2', 'APLP2', 'LY6E', 'LYZ', 'MUC6', 'TAT', 'TBC1D9', 'MUC5B', 'PLAT', 'FLNB', 'RPS2', 'CDH1', 'CD59', 'RPL18', 'RPL32', 'SLC7A2', 'ATP1A1', 'RPL41', 'MMP2', 'LAPTM4B', 'GATA3', 'PRSS23', 'VCAN', 'COL5A1', 'NEAT1', 'BMPR1B', 'SPP1', 'HSPA5', 'ABHD2', 'RPL5', 'SFRP1', 'TRPS1', 'RPL37', 'TAGLN', 'S100A11', 'RPLP2', 'LDHA', 'GABRP', 'RPS16', 'TXNIP', 'TUBA1B', 'PSMD3', 'CYBRD1', 'APOE', 'CANX', 'RPL37A', 'LRRC75A-AS1', 'PTMA', 'TIMP1', 'MUC2', 'IFITM3', 'TNC', 'SLC9A3R1', 'CD164', 'RPL11', 'MFGE8', 'CTSK', 'BPIFB1', 'PTPRF', 'RPS9', 'ELOVL5', 'RPL7A', 'FOS', 'EIF4G2', 'S100A7', 'HSP90B1', 'FGFR2', 'CTGF', 'PI15', 'CCT6A', 'H3F3B', 'THBS2', 'TM4SF1', 'ANXA2', 'RPS5', 'SLC30A8', 'LRP2', 'STAT1', 'FADS2', 'PIGR', 'MYL6', 'MMP14', 'SULF1', 'BTG2', 'SCGB2A1', 'KIAA1324', 'SLPI', 'RPL27A', 'RPL31', 'IFI27', 'CFL1', 'RPS17', 'FAM198B', 'C1S', 'SPINT2', 'ASAH1', 'XIST', 'MXRA5', 'SDC1', 'COL11A1', 'CST3', 'TPM4', 'ORMDL3', 'BCAM', 'IFITM1', 'SH3BGRL', 'JCHAIN', 'RPL36', 'RPS14', 'ACTA2', 'MAL2', 'RAD21', 'CRIP1', 'KRT6B', 'CXCL13', 'RPL10', 'SEPP1', 'SLC38A1', 'PGR', 'MMP7', 'ACAN', 'RPL15', 'SQSTM1', 'HSPD1', 'RPL12', 'MX1', 'LDHB', 'PBX1', 'CP', 'EGR1', 'LGALS1', 'KRT6A', 'TIMP2', 'KRT16', 'PDIA3', 'RPL35', 'NME2', 'HMGCS2', 'FBN1', 'TPD52', 'RPL35A', 'LACRT', 'NAT1', 'EIF3H', 'ALOX15B', 'COL4A1', 'EEF1D', 'BHLHE40', 'COL4A2', 'SSFA2', 'PGK1', 'KRT81', 'RPL29', 'RHOB', 'LRP1', 'CYP2B7P', 'FSTL1', 'PCOLCE', 'TACSTD2', 'RPL27', 'CYP1B1', 'ITGB1', 'CTTN', 'GSN', 'STARD10', 'PERP', 'CHI3L1', 'NUMA1', 'TSPAN13', 'RPN2', 'TMEM123', 'PRKACB', 'AP2B1', 'SLITRK6', 'FGFR1', 'PPIB', 'ADAR', 'YBX1', 'CD63', 'HLA-DRB1', 'SERF2', 'HDLBP', 'BSG', 'ACTN4', 'NOTCH3', 'CYP4Z1', 'ARF1', 'PDCD4', 'ACP5', 'RPS15A', 'PAK1', 'MSN', 'RPL26', 'ECM1', 'PRDX1', 'LINC00657', 'ACTG2', 'CSN1S1', 'PFN1', 'RPS23', 'ALDH3B2', 'HLA-DPA1', 'CSTB', 'RARRES1', 'RPL24', 'LMNA', 'UBB', 'PRKDC', 'COL2A1', 'CEACAM5', 'SLC7A5', 'KIAA1467', 'GPNMB', 'SERPINA6', 'HLA-E', 'NACA', 'ANO1', 'SREBF1', 'CERS2', 'DLK1', 'IGFBP2', 'B4GALT1', 'GOLM1', 'FKBP4', 'USP22', 'UBA52', 'CSDE1', 'ASPH', 'SLC25A6', 'PRLR', 'ALCAM', 'SULF2', 'RPL10A', 'SERHL2', 'RPS27A', 'MAOB', 'ANTXR1', 'CALM2', 'CLIC6', 'ELN', 'EGFR', 'EFHD1', 'HSPG2', 'TPI1', 'PROL1', 'MLPH', 'SOD2', 'SRRM2', 'PREX1', 'NTRK2', 'DDX5', 'MYH11', 'NPNT', 'CTNND1', 'SLC12A2', 'TOP2A', 'H19', 'GRINA', 'JUP', 'RPL38', 'SDC4', 'S100A14', 'CXCL9', 'WWP1', 'MYBPC1', 'GRN', 'CD81', 'DSTN', 'MED1', 'SPARCL1', 'CA2', 'HDGF', 'EIF3CL', 'NUCKS1', 'CILP', 'ATP1B1', 'SERPINH1', 'STOM', 'PTPN1', 'TNFSF10', 'LRRC59', 'S100A1', 'NCL', 'OS9', 'HTRA1', 'SYNGR2', 'RAB31', 'GSTP1', 'CTNNB1', 'S100A2', 'SUMF2', 'TGFBI', 'MARCKSL1', 'FGB', 'STC1', 'TSKU', 'RPL14', 'PPT1', 'RPS21', 'RPSAP58', 'ZFP36L1', 'CD9', 'GPRC5A', 'MCCC2', 'PLEC', 'RPL34', 'FMOD', 'AIM1', 'CYP2A7', 'RNF213', 'H1F0', 'MIF', 'ERBB3', 'FBLN1', 'CD46', 'ATP5B', 'VTCN1', 'NPM1', 'NDUFC2', 'MCL1', 'PDIA6', 'PTMS', 'SARAF', 'IGSF1', 'GPI', 'FOXA1', 'RPS25', 'CELSR1', 'CALD1', 'MDK', 'NFE2L1', 'TPM3', 'STMN1', 'ARL6IP1', 'SAT1', 'PGAP3', 'IDH2', 'DDR1', 'STEAP4', 'COPA', 'BTF3', 'CYR61', 'IL6ST', 'BST2', 'GSTM3', 'RPS10', 'CALML5', 'MSL1', 'UGT2B11', 'TOB1', 'TCEAL4', 'SMOC2', 'RPS7', 'CCT3', 'ARHGDIB', 'CSRP1', 'PHGDH', 'ERGIC1', 'NBL1', 'CD36', 'MYL9', 'EVL', 'CASC3', 'CPE', 'ISG15', 'IQGAP1', 'ERLIN2', 'WARS', 'TAP1', 'OAZ1', 'YWHAE', 'RPL6', 'SYNM', 'ITGB6', 'HNRNPA2B1', 'NQO1', 'EZR', 'COL10A1', 'CELSR2', 'LAMP1', 'MIEN1', 'CLDN4', 'PLOD1', 'DDIT4', 'ITM2B', 'SERINC1', 'SPTBN2', 'UBD', 'MLLT6', 'EIF3E', 'DBI', 'ACTN1', 'PPDPF', 'CAPRIN1', 'RPS13', 'SERPING1', 'YWHAQ', 'ELP2', 'GANAB', 'EMP2', 'DST', 'RRBP1', 'TUBA1A', 'MORF4L2', 'S100A16', 'MAGED1', 'TMED2', 'AFF3', 'CPD', 'QSOX1', 'CCDC80', 'ARMT1', 'ASPN', 'MSLN', 'CRYAB', 'PRKAR1A', 'H3F3A', 'TFRC', 'CYB561', 'TPM1', 'C1R', 'LRRC15', 'MALAT1', 'CAPN2', 'CCT5', 'COMP', 'VAV3', 'TTC3', 'JUN', 'YWHAB', 'DYNC1H1', 'SYT13', 'AQP3', 'THY1', 'PTRF', 'PADI2', 'EIF4A1', 'WFDC2', 'ZFP36', 'COL18A1', 'EIF1', 'SSR2', 'DUSP1', 'RARA', 'NRAS', 'CALU', 'GLTSCR2', 'LCP1', 'KCNE4', 'NELL2', 'RAB1B', 'MACF1', 'TRPA1', 'TRIM28', 'H2AFJ', 'FKBP5', 'SEC61A1', 'ENAH', 'MED24', 'TXNDC5', 'UGDH', 'LAPTM5', 'FGG', 'GRB2', 'UBA1', 'FAU', 'AQP1', 'CTSZ', 'PROM1', 'AZIN1', 'SLC29A1', 'ITGB5', 'S100A10', 'CHIT1', 'FAT1', 'PRR4', 'RPSA', 'ADAM9', 'PIGT', 'RPL23A', 'KIAA0100', 'GALNT6', 'NOTCH2', 'MRC2', 'GP2', 'HLA-DPB1', 'RHOA', 'SLC39A8', 'AGRN', 'IER3', 'IFIT1', 'PXDN', 'VMP1', 'RDH10', 'EIF4G1', 'CRISPLD1', 'ADAM15', 'PALLD', 'EIF4B', 'PDLIM5', 'IFI30', 'TMEM64', 'CXCL17', 'SUB1', 'LAMB2', 'RPS15', 'LBP', 'ERGIC3', 'TSPAN1', 'EPCAM', 'OAS3', 'PAM', 'MT2A', 'ADIPOR2', 'MSMB', 'OAS2', 'DSC2', 'ATP5A1', 'TKT', 'TUBB4B', 'PTP4A2', 'SDC2', 'SEMA3C', 'GDI2', 'PSMB3', 'EFEMP1', 'ITGB4', 'WHSC1L1', 'EEF1A2', 'CLCA2', 'CD151', 'DEGS1', 'THSD4', 'SCARB2', 'ZNF652', 'AES', 'SEPT9', 'AGPAT6', 'BZW1', 'RPS29', 'FBLN2', 'KDELR2', 'UCP2', 'PRSS8', 'RPL22', 'RBBP7', 'TRAM1', 'ATP6AP1', 'SLC44A2', 'FXYD3', 'ACSL3', 'PDIA4', 'EIF5A', 'RPL17', 'COL14A1', 'SYTL2', 'RPN1', 'CTNNA1', 'KPNA2', 'PRELP', 'ECE1', 'HUWE1', 'VWF', 'MYL12B', 'RHOC', 'TOMM20', 'TMEM59', 'SERPINA5', 'CDK12', 'HACD3', 'ITGA6', 'RET', 'PHB', 'HNRNPU', 'EXOC2', 'SLC2A1', 'NR4A1', 'BPIFA1', 'MGST1', 'RTN3', 'CRIP2', 'GNB1', 'SMARCE1', 'REEP5', 'PKP1', 'PPP1CB', 'MDM2', 'SFRP4', 'MS4A7', 'BCAP31', 'NTN4', 'TAPBP', 'HLA-DQA1', 'SLC34A2', 'AP2M1', 'CRAT', 'ATP5E', 'NFIX', 'F11R', 'SPTBN1', 'UBE2Z', 'SUSD2', 'TLN1', 'SMARCD2', 'CLIC4', 'BAMBI', 'AARD', 'JUNB', 'S100P', 'NDUFB9', 'C8ORF4', 'VCP', 'CAP1', 'LTBP2', 'CBX3', 'IGFBP7', 'NAP1L1', 'PEG3', 'PDGFRB', 'BUB3', 'CAPNS1', 'HMGN2', 'PTTG1IP', 'ANXA1', 'FAM213A', 'WNK1', 'ATP2A3', 'HSPA9', 'ARHGDIA', 'ELF3', 'NUCB2', 'TMED10', 'AMFR', 'ILF2', 'PSMB4', 'PLIN4', 'PNMT', 'FSCN1', 'PEBP1', 'HEBP1', 'KTN1', 'HLA-DQB1', 'STARD3', 'NES', 'COX4I1', 'EIF4A2', 'CCT2', 'SERPINF1', 'ZFP36L2', 'CEL', 'PLXNB2', 'HLA-DRB5', 'ZNF217', 'HID1', 'SEC16A', 'EMP1', 'CLSTN2', 'MYO6', 'MAPT', 'MED13L', 'TRH', 'SERBP1', 'CDV3', 'IGFBP3', 'ATP9A', 'MYLK', 'DDX17', 'CPNE3', 'EIF2S3', 'SOX4', 'GREB1', 'PARP1', 'EPRS', 'CDK2AP1', 'TNFAIP2', 'ISLR', 'STAT3', 'ASS1', 'CKB', 'STAC2', 'PLD3', 'CIRBP', 'SPDEF', 'LAMC1', 'MAPKAPK2', 'FCGRT', 'LRIG1', 'MYOF', 'PLA2G2A', 'LAPTM4A', 'DPYSL3', 'GALNT7', 'RNASE1', 'TOMM6', 'EIF3L', 'SFN', 'CPNE1', 'MTDH', 'CRABP1', 'HSPH1', 'SERHL', 'KCTD3', 'DSG2', 'NPTX1', 'NGRN', 'MLEC', 'FKBP10', 'RARRES3', 'GNS', 'SLC25A5', 'PCBP2', 'PCM1', 'HMGB1', 'EHF', 'ITPR2', 'EEF1A1P9', 'ST14', 'RPS3A', 'FABP4', 'PRPF8', 'LGALS3', 'SCG2', 'SERINC2', 'PRKCSH', 'COTL1', 'DCAF10', 'NRIP3', 'S100A7A', 'ABCC11', 'ANXA6', 'SRP9', 'ACTR2', 'GTF2IP1', 'CALCOCO2', 'NFIB', 'NUFIP2', 'PMEPA1', 'AHCY', 'PVRL2', 'ANKRD50', 'SEPT2', 'SLC7A8', 'CNN3', 'C1QA', 'TM9SF2', 'CACNG4', 'ADIRF', 'FAM129A', 'SET', 'ATF4', 'CXCL10', 'KRT23', 'LAMP2', 'CDH3', 'DGAT2', 'GLYATL2', 'DEK', 'MXRA8', 'C1ORF43', 'QDPR', 'HNRNPK', 'KDM2A', 'SNRNP200', 'FAM84B', 'LAMB1', 'GAB2', 'SOD1', 'CHI3L2', 'ENSA', 'CHCHD2', 'CANT1', 'TCN1', 'GRB7', 'PYGB', 'ACADSB', 'TRIM29', 'ANXA5', 'PTK7', 'PPP2R1A', 'APH1A', 'FURIN', 'DDHD2', 'PIK3R1', 'CLSTN1', 'GBP1', 'CALM1', 'TUBA1C', 'TPM2', 'FGA', 'C1QB', 'MYL12A', 'MRFAP1', 'RABEP1', 'MTUS1', 'RHOBTB3', 'AGR3', 'DSG3', 'CSNK1A1', 'HN1L', 'ADCY1', 'TC2N', 'CCDC47', 'RAB6A', 'PIP4K2B', 'PDLIM1', 'ASH2L', 'LSR', 'SPTAN1', 'TGOLN2', 'SEC14L2', 'EPHX1', 'LRBA', 'ST3GAL1', 'MYADM', 'GFPT1', 'MARCKS', 'NRIP1', 'NONO', 'HNRNPC', 'IER2', 'CERS6', 'EMILIN1', 'ZMIZ1', 'PRRC2C', 'PTGES3', 'AGL', 'GeneMutation']

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.24617901957450639
		RMSE:  0.5234556686317032
		NRMSE:  0.14126566093685908
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10551624527684367
		RMSE:  0.43841640970600765
		NRMSE:  0.21211918179733683
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999997880816034
		Coefficient of Determination:  1.0
		RMSE:  3.289816967579878e-15
		NRMSE:  8.878271764661104e-16
		MAPE:  2.305468113654469e-12
		Pearson Correlation:  0.09829078836974275
		Spearman Correlation:  0.16984002294292946
		Coefficient of Determination:  -6.16742350773115
		RMSE:  1.11631245467107
		NRMSE:  0.5401058885405111
		MAPE:  872.0560589332047

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.043485156732454504, tolerance: 0.011829371061673479
  positive)
		Pearson Correlation:  0.9999998753970482
		Spearman Correlation:  0.9999982468567378
		Coefficient of Determination:  0.9999997013255231
		RMSE:  0.00025626467550933204
		NRMSE:  6.915848070806997e-05
		MAPE:  0.1789667136992725
		Pearson Correlation:  0.04135032397471147
		Spearman Correlation:  0.053050536789735536
		Coefficient of Determination:  -5.708990808746154
		RMSE:  1.0800225797164353
		NRMSE:  0.522547744245532
		MAPE:  741.3041557512178

	Predictor:  RandomForests
		Pearson Correlation:  0.5616743250595057
		Spearman Correlation:  0.567937520900465
		Coefficient of Determination:  0.2774517930877187
		RMSE:  0.39858697561320233
		NRMSE:  0.10756718462521686
		MAPE:  244.01419861376775
		Pearson Correlation:  0.5391256347761149
		Spearman Correlation:  0.5222384319006472
		Coefficient of Determination:  0.236042106202056
		RMSE:  0.36445083380373433
		NRMSE:  0.17633238847890226
		MAPE:  233.8984696518304

All-mRNA

ZScore

In [171]:
scenario = Scenario.AllmRNA_Mutations 
normalizeTechnique = NormalizeTechnique.ZScore
X, Y, Z = get_data(normalizeTechnique)
In [172]:
X.head()
Out[172]:
UBE2Q2P2 HMGB1P1 LOC155060 RNU12-2P SSX9 CXORF67 EFCAB8 SRP14P1 LOC391343 TRIM75P ... ZXDA ZXDB ZXDC ZYG11A ZYG11B ZYX ZZEF1 ZZZ3 TPTEP1 AKR1C6P
TCGA-A1-A0SF-01 0.648331 0.348611 0.770359 -0.860535 -0.0703 -0.190586 0.719543 0.931178 -0.283665 -0.568745 ... 0.238689 -0.239582 -0.271725 -0.222943 -0.211122 0.792968 -0.619672 -0.946953 -0.457066 0.454464
TCGA-A1-A0SH-01 -0.757220 -0.562180 -0.708360 -0.860535 -0.0703 -0.190586 -0.527186 -0.611509 -0.283665 -0.568745 ... 0.739490 -0.107967 -1.200905 -0.903627 1.252346 0.854083 0.108510 -0.031025 0.991113 -0.083768
TCGA-A1-A0SJ-01 -0.405237 0.254851 -0.925065 -0.223237 -0.0703 -0.190586 -0.525012 -0.390046 -0.283665 1.475888 ... 0.592975 5.821247 -1.079296 -0.618408 0.444358 -0.369825 -0.573411 -0.555512 -0.488416 -0.083768
TCGA-A1-A0SK-01 3.940101 14.857648 -0.228301 -0.311392 -0.0703 -0.004913 -0.697917 -0.754652 -0.283665 -0.568745 ... 0.051750 -0.027856 2.390553 0.357970 1.337526 -1.597758 1.043918 0.590450 -0.467061 -0.083768
TCGA-A1-A0SQ-01 -1.114818 -1.129592 -0.842620 -0.860535 -0.0703 -0.190586 -0.507239 -0.137487 -0.283665 -0.568745 ... 1.412610 -0.008283 -0.929428 -0.853107 0.062384 -0.434733 -1.040418 -0.606257 -0.580936 -0.083768

5 rows × 20133 columns

In [173]:
Y.head()
Out[173]:
RB1 CDH1 PTEN BRCA2 CDKN2A TP53 CTNNB1 CCNE1 CCND1 CDH2 CDH3 ERBB2 ERBB3
TCGA-A1-A0SF-01 0.017184 0.705680 0.197730 0.108550 0.17550 -0.472550 0.06978 -0.75401 -0.202360 -0.222000 -0.114060 0.25604 0.461410
TCGA-A1-A0SH-01 -0.081896 0.018364 0.699160 -0.282430 0.68156 -0.035545 -0.11192 -0.77956 -0.014111 0.072251 -0.031553 0.68354 0.033670
TCGA-A1-A0SJ-01 -0.106090 0.114310 -0.110550 0.108220 -0.00989 -0.431850 -0.85672 -0.29589 0.290760 -0.225320 0.128230 0.36458 0.430620
TCGA-A1-A0SK-01 -0.060244 -0.963820 -0.081596 0.309150 1.23630 0.898470 -0.85965 0.92670 0.045974 0.389790 -0.224090 -1.04130 -0.056604
TCGA-A1-A0SQ-01 0.376500 0.425490 0.657440 0.003187 -0.34580 -0.020122 0.39368 -1.02750 0.362490 0.292880 -0.144850 0.31196 0.649260
In [174]:
perform_kFoldCV(num_folds, scenario, normalizeTechnique, X, Y, Z)

Fold:  1

Protein:  RB1
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017832262764705176
		RMSE:  0.22609122586734381
		NRMSE:  0.08562439911658541
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0064622508272080825
		RMSE:  0.2813710133086082
		NRMSE:  0.13900150344012696
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  1.0391164134354877e-15
		NRMSE:  3.935301698297624e-16
		MAPE:  4.307239887192267e-12
		Pearson Correlation:  0.13179597370352522
		Spearman Correlation:  0.16598380645790656
		Coefficient of Determination:  -0.0911008223477956
		RMSE:  0.2929631866235892
		NRMSE:  0.1447282110351043
		MAPE:  167.88652230407624

	Predictor:  ElasticNet
		Pearson Correlation:  0.8952705443726068
		Spearman Correlation:  0.7973954447405348
		Coefficient of Determination:  0.7021043461690828
		RMSE:  0.12231442716930824
		NRMSE:  0.04632244922147632
		MAPE:  238.01331169358093
		Pearson Correlation:  0.25173889633913893
		Spearman Correlation:  0.3289532728514291
		Coefficient of Determination:  0.016244168257002367
		RMSE:  0.278178953695141
		NRMSE:  0.13742457808408184
		MAPE:  133.10833917766226

	Predictor:  RandomForests
		Pearson Correlation:  0.6933273837561619
		Spearman Correlation:  0.5010889251691739
		Coefficient of Determination:  0.23985470925812802
		RMSE:  0.19538620914000515
		NRMSE:  0.07399591332702334
		MAPE:  207.24958327600925
		Pearson Correlation:  0.1750091903015725
		Spearman Correlation:  0.23856209150326801
		Coefficient of Determination:  -0.010148390211437208
		RMSE:  0.2818857990613799
		NRMSE:  0.1392558153279913
		MAPE:  138.0860113656779

Protein:  CDH1
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12177449909053428
		RMSE:  1.1951653206606205
		NRMSE:  0.20089175544360185
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11829904064371455
		RMSE:  1.227018913081223
		NRMSE:  0.19873326310796913
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  4.904989530965482e-15
		NRMSE:  8.244649842780634e-16
		MAPE:  6.611882316206052e-12
		Pearson Correlation:  0.5792766378202703
		Spearman Correlation:  0.48438201151107213
		Coefficient of Determination:  0.324337720925723
		RMSE:  0.9537556366939867
		NRMSE:  0.15447436699394038
		MAPE:  391.6681914310409

	Predictor:  ElasticNet
		Pearson Correlation:  0.9921712217329451
		Spearman Correlation:  0.985416601443779
		Coefficient of Determination:  0.9744086242613864
		RMSE:  0.18051862550885672
		NRMSE:  0.030342834536644096
		MAPE:  148.07191444327583
		Pearson Correlation:  0.6154084147924682
		Spearman Correlation:  0.5380548239196177
		Coefficient of Determination:  0.3711663744926307
		RMSE:  0.9201108650545092
		NRMSE:  0.14902511500348373
		MAPE:  309.9407988541228

	Predictor:  RandomForests
		Pearson Correlation:  0.7732678947731498
		Spearman Correlation:  0.7352984469820248
		Coefficient of Determination:  0.5885544464590073
		RMSE:  0.7238213484856485
		NRMSE:  0.12166496032905527
		MAPE:  178.4499570808817
		Pearson Correlation:  0.7701756512593205
		Spearman Correlation:  0.7027802165642377
		Coefficient of Determination:  0.584299669352693
		RMSE:  0.7481048421263473
		NRMSE:  0.12116627937649369
		MAPE:  149.308514401682

Protein:  CDH2
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004084060130477685
		RMSE:  0.37195168053170635
		NRMSE:  0.13741024893390016
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006474841096328898
		RMSE:  0.3763274359057868
		NRMSE:  0.1942134674644098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999031343205
		Coefficient of Determination:  1.0
		RMSE:  1.6448213793388944e-15
		NRMSE:  6.076469794777342e-16
		MAPE:  4.584024899921339e-12
		Pearson Correlation:  0.21878934798199118
		Spearman Correlation:  0.2843234806360355
		Coefficient of Determination:  -0.02535163087360015
		RMSE:  0.37984011875273077
		NRMSE:  0.19602627793400978
		MAPE:  164.48761647445176

	Predictor:  ElasticNet
		Pearson Correlation:  0.9532638504866415
		Spearman Correlation:  0.9434698260584893
		Coefficient of Determination:  0.8414915526263477
		RMSE:  0.14778409448768087
		NRMSE:  0.05459593349059278
		MAPE:  477.7004820099626
		Pearson Correlation:  0.29487377274218624
		Spearman Correlation:  0.3070578480148278
		Coefficient of Determination:  0.07473063720059414
		RMSE:  0.36082657076606733
		NRMSE:  0.1862138467079875
		MAPE:  157.21976992812648

	Predictor:  RandomForests
		Pearson Correlation:  0.6688185198384442
		Spearman Correlation:  0.5660072812773796
		Coefficient of Determination:  0.24144265507661333
		RMSE:  0.32329255079154257
		NRMSE:  0.11943408837200996
		MAPE:  670.2559424612903
		Pearson Correlation:  0.19255182337652313
		Spearman Correlation:  0.23710369720027316
		Coefficient of Determination:  0.03276599456013407
		RMSE:  0.3689182995515559
		NRMSE:  0.19038979179003762
		MAPE:  104.70485858161587

Protein:  CDH3
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003025178489952651
		RMSE:  0.20883135309817671
		NRMSE:  0.14651130458142275
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.766266116724594e-05
		RMSE:  0.2045852237570374
		NRMSE:  0.1565890990172577
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.1274284889667842e-15
		NRMSE:  7.909780609577821e-16
		MAPE:  9.477449880716094e-12
		Pearson Correlation:  0.41279464508562924
		Spearman Correlation:  0.4773534289337626
		Coefficient of Determination:  0.07894154474085746
		RMSE:  0.19633844151666713
		NRMSE:  0.1502770292739184
		MAPE:  487.60535186155147

	Predictor:  ElasticNet
		Pearson Correlation:  0.8681542455002275
		Spearman Correlation:  0.8402422486584153
		Coefficient of Determination:  0.6905903106985085
		RMSE:  0.11614405275316828
		NRMSE:  0.08148401298841576
		MAPE:  412.33595919329764
		Pearson Correlation:  0.46552382833325456
		Spearman Correlation:  0.5348014827821677
		Coefficient of Determination:  0.21541457290537835
		RMSE:  0.18120987514774556
		NRMSE:  0.13869765646473853
		MAPE:  343.5981250158423

	Predictor:  RandomForests
		Pearson Correlation:  0.6819453148005277
		Spearman Correlation:  0.6626043139206574
		Coefficient of Determination:  0.35768015050390967
		RMSE:  0.16734228431123513
		NRMSE:  0.11740352213562548
		MAPE:  445.60840572370466
		Pearson Correlation:  0.4779240427651688
		Spearman Correlation:  0.5321480831138427
		Coefficient of Determination:  0.20585497473097558
		RMSE:  0.18231048749262121
		NRMSE:  0.13954006283351922
		MAPE:  335.8197390195945

Protein:  PTEN
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.042477457330321045
		RMSE:  0.639641264822803
		NRMSE:  0.10001427016227082
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.028094267476815427
		RMSE:  0.5035947533045023
		NRMSE:  0.16597282753427667
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.458230587102
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389449
		RMSE:  0.49877990548911916
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809618

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  2.51830267879816e-15
		NRMSE:  3.9376165722745054e-16
		MAPE:  4.971421338604094e-12
		Pearson Correlation:  0.16095618650891472
		Spearman Correlation:  0.20586284264949764
		Coefficient of Determination:  -0.4138748226893201
		RMSE:  0.5905684045152155
		NRMSE:  0.19463726996085146
		MAPE:  281.1664349275821

	Predictor:  ElasticNet
		Pearson Correlation:  0.9791633550353197
		Spearman Correlation:  0.9651452504667375
		Coefficient of Determination:  0.9357538621434791
		RMSE:  0.15879128008353702
		NRMSE:  0.0248285951189957
		MAPE:  231.79994661671057
		Pearson Correlation:  0.2874832591621902
		Spearman Correlation:  0.3241049653692323
		Coefficient of Determination:  -0.04934235640171347
		RMSE:  0.5087721494119832
		NRMSE:  0.16767917388833406
		MAPE:  202.3012351616807

	Predictor:  RandomForests
		Pearson Correlation:  0.6740394053585816
		Spearman Correlation:  0.587186557926808
		Coefficient of Determination:  0.3524530768618164
		RMSE:  0.504125608460897
		NRMSE:  0.07882505018542679
		MAPE:  209.7204315708839
		Pearson Correlation:  0.3113484248373239
		Spearman Correlation:  0.33553799629304465
		Coefficient of Determination:  0.09513415461419306
		RMSE:  0.4724510580281772
		NRMSE:  0.15570860787956534
		MAPE:  153.3158966621345

Protein:  BRCA2
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026562361008646285
		RMSE:  0.19787350383771835
		NRMSE:  0.12800221484333532
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00017758204834872338
		RMSE:  0.18475106890837595
		NRMSE:  0.18489898809885505
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999031343205
		Coefficient of Determination:  1.0
		RMSE:  8.549848564289291e-16
		NRMSE:  5.530803930685373e-16
		MAPE:  4.164537701949328e-12
		Pearson Correlation:  0.22149613195751175
		Spearman Correlation:  0.23190448725079096
		Coefficient of Determination:  -0.09177518200500767
		RMSE:  0.19302564424096846
		NRMSE:  0.19318018839168183
		MAPE:  244.730972801599

	Predictor:  ElasticNet
		Pearson Correlation:  0.878388758114851
		Spearman Correlation:  0.833661917878168
		Coefficient of Determination:  0.6588171859497117
		RMSE:  0.11542640986443005
		NRMSE:  0.0746680875787135
		MAPE:  155.71713676303077
		Pearson Correlation:  0.23939439089661424
		Spearman Correlation:  0.21742295559346425
		Coefficient of Determination:  0.003783938783547991
		RMSE:  0.1843848232606072
		NRMSE:  0.1845324492199832
		MAPE:  191.12924607806997

	Predictor:  RandomForests
		Pearson Correlation:  0.6637570448718417
		Spearman Correlation:  0.5755910448604965
		Coefficient of Determination:  0.25987150239341983
		RMSE:  0.17000636347093012
		NRMSE:  0.10997526520573023
		MAPE:  146.3552986403964
		Pearson Correlation:  0.3477468549941665
		Spearman Correlation:  0.34818840623917
		Coefficient of Determination:  0.09426495176621519
		RMSE:  0.1758121919145527
		NRMSE:  0.17595295427797508
		MAPE:  132.7153706084248

Protein:  CDKN2A
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.062199248812668806
		RMSE:  0.6624014175436462
		NRMSE:  0.14974599695798488
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10057809021042674
		RMSE:  0.783524323220729
		NRMSE:  0.21159176970584093
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6427147371513342
		NRMSE:  0.145295521001771
		MAPE:  207.86247046219444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010510594090658465
		RMSE:  0.7507796405829533
		NRMSE:  0.20274902527219912
		MAPE:  439.74244050751946

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  2.6582612239031292e-15
		NRMSE:  6.009407084668541e-16
		MAPE:  1.2754554896245628e-12
		Pearson Correlation:  0.58053559819993
		Spearman Correlation:  0.5063164569310312
		Coefficient of Determination:  0.33391104617165535
		RMSE:  0.6095483602727175
		NRMSE:  0.16460933304691266
		MAPE:  1089.0311738914652

	Predictor:  ElasticNet
		Pearson Correlation:  0.9805414202811037
		Spearman Correlation:  0.9797517995269506
		Coefficient of Determination:  0.9385763534941439
		RMSE:  0.1592890990596425
		NRMSE:  0.03600974320326494
		MAPE:  97.41534644292945
		Pearson Correlation:  0.5939607669111474
		Spearman Correlation:  0.4620817481221345
		Coefficient of Determination:  0.35189421116249964
		RMSE:  0.6012637232457786
		NRMSE:  0.16237205596699394
		MAPE:  496.6563742465523

	Predictor:  RandomForests
		Pearson Correlation:  0.6757576783754224
		Spearman Correlation:  0.6448690222035699
		Coefficient of Determination:  0.44033132811556863
		RMSE:  0.4808213648735813
		NRMSE:  0.10869704190654035
		MAPE:  154.52654980957473
		Pearson Correlation:  0.7221345251728377
		Spearman Correlation:  0.6426251097453908
		Coefficient of Determination:  0.46808119539783233
		RMSE:  0.5447092163880469
		NRMSE:  0.14709943731786307
		MAPE:  161.06382859885557

Protein:  TP53
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05546789854165435
		RMSE:  0.4652085657713222
		NRMSE:  0.11180210665016156
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04275496084346875
		RMSE:  0.4295356456720749
		NRMSE:  0.1544592202783541
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  2.413695517014882e-15
		NRMSE:  5.800758272085754e-16
		MAPE:  4.885325885977415e-12
		Pearson Correlation:  0.5149989615686507
		Spearman Correlation:  0.5153789874158619
		Coefficient of Determination:  0.23227873907887964
		RMSE:  0.36856141099211354
		NRMSE:  0.1325331407070062
		MAPE:  535.9997686131766

	Predictor:  ElasticNet
		Pearson Correlation:  0.9667311471772038
		Spearman Correlation:  0.9272869855480868
		Coefficient of Determination:  0.9034915904111381
		RMSE:  0.14067203416114488
		NRMSE:  0.03380726608054432
		MAPE:  375.4999692897002
		Pearson Correlation:  0.520470335228409
		Spearman Correlation:  0.5045800409716126
		Coefficient of Determination:  0.25726083860742033
		RMSE:  0.36251521541834436
		NRMSE:  0.13035895408621107
		MAPE:  378.6793094832907

	Predictor:  RandomForests
		Pearson Correlation:  0.7041667872817713
		Spearman Correlation:  0.5825244907808984
		Coefficient of Determination:  0.4160387624361329
		RMSE:  0.3460327453106374
		NRMSE:  0.08316095777712988
		MAPE:  582.4479124159047
		Pearson Correlation:  0.5017190451401102
		Spearman Correlation:  0.4792654375182909
		Coefficient of Determination:  0.24985500358126234
		RMSE:  0.36431804798544415
		NRMSE:  0.13100724513123238
		MAPE:  317.31169737127556

Protein:  CTNNB1
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.41897644861846284
		RMSE:  0.8782004120680554
		NRMSE:  0.17699587078381512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5843844136424388
		RMSE:  0.9452480588674593
		NRMSE:  0.23451795238114906
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  3.943116888039113e-15
		NRMSE:  7.94710862817001e-16
		MAPE:  3.731887739610566e-12
		Pearson Correlation:  0.4446599595207715
		Spearman Correlation:  0.4121792995805288
		Coefficient of Determination:  0.1645828010625936
		RMSE:  0.6863841077132653
		NRMSE:  0.17029328331098728
		MAPE:  254.47031082011216

	Predictor:  ElasticNet
		Pearson Correlation:  0.9852418173966639
		Spearman Correlation:  0.9828974155094463
		Coefficient of Determination:  0.9506641925571633
		RMSE:  0.16375220740702176
		NRMSE:  0.03300324634843335
		MAPE:  166.0625941735604
		Pearson Correlation:  0.41630041564127757
		Spearman Correlation:  0.3807335869671252
		Coefficient of Determination:  0.13113200155473492
		RMSE:  0.6999909326833714
		NRMSE:  0.17366916406573996
		MAPE:  290.7429002261767

	Predictor:  RandomForests
		Pearson Correlation:  0.6958716069864783
		Spearman Correlation:  0.7270459101267467
		Coefficient of Determination:  0.46774619138549045
		RMSE:  0.5378552743222103
		NRMSE:  0.10840140966245648
		MAPE:  391.92002391752135
		Pearson Correlation:  0.5495634602656705
		Spearman Correlation:  0.49940981367671455
		Coefficient of Determination:  0.2936067874204358
		RMSE:  0.6311589896836212
		NRMSE:  0.1565918199979212
		MAPE:  227.33495816718624

Protein:  CCNE1
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.7135069779129597
		RMSE:  0.7967382438332794
		NRMSE:  0.19227700939577658
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.179220592822603
		RMSE:  0.7927883268238614
		NRMSE:  0.2823823069719898
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.48367116033059243
		NRMSE:  0.11672446372338549
		MAPE:  119.9663870203584
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008650225247206267
		RMSE:  0.5393577763958428
		NRMSE:  0.19211318838676503
		MAPE:  85.21064296831354

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  2.0738961765787106e-15
		NRMSE:  5.004938042277942e-16
		MAPE:  4.723975910949902e-13
		Pearson Correlation:  0.7628508830315441
		Spearman Correlation:  0.6531606672519755
		Coefficient of Determination:  0.5777525392307403
		RMSE:  0.34897167105884896
		NRMSE:  0.12429979378765768
		MAPE:  47.63361875179854

	Predictor:  ElasticNet
		Pearson Correlation:  0.9739003932801936
		Spearman Correlation:  0.9206252408322937
		Coefficient of Determination:  0.9383948250898795
		RMSE:  0.12004906727381645
		NRMSE:  0.028971466871109505
		MAPE:  31.914164383675008
		Pearson Correlation:  0.8137719741936363
		Spearman Correlation:  0.6612476831528632
		Coefficient of Determination:  0.6358107812798437
		RMSE:  0.3240934040066539
		NRMSE:  0.11543843419649291
		MAPE:  43.631027035539674

	Predictor:  RandomForests
		Pearson Correlation:  0.8619608055620112
		Spearman Correlation:  0.721221896357916
		Coefficient of Determination:  0.7340363731928504
		RMSE:  0.24943725349445064
		NRMSE:  0.06019674529875489
		MAPE:  55.03911668700968
		Pearson Correlation:  0.8454021999124921
		Spearman Correlation:  0.7066419199716119
		Coefficient of Determination:  0.7081056246953976
		RMSE:  0.2901479543571651
		NRMSE:  0.10334744589747644
		MAPE:  43.80770051699558

Protein:  CCND1
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.46307157054532877
		RMSE:  0.2889602070536637
		NRMSE:  0.17371452011738692
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5143850316766378
		RMSE:  0.2891269997261264
		NRMSE:  0.20591917819933792
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.0144305640768037e-15
		NRMSE:  6.098463190756416e-16
		MAPE:  2.339817039315697e-12
		Pearson Correlation:  0.42713171268924666
		Spearman Correlation:  0.4246805189737587
		Coefficient of Determination:  0.1514195304157292
		RMSE:  0.21642977672454095
		NRMSE:  0.15414347952007076
		MAPE:  1315.7222657406426

	Predictor:  ElasticNet
		Pearson Correlation:  0.904392223485366
		Spearman Correlation:  0.8967651532935175
		Coefficient of Determination:  0.7224435943040723
		RMSE:  0.12585801604868113
		NRMSE:  0.07566219959401783
		MAPE:  231.76025191425737
		Pearson Correlation:  0.5505609514462775
		Spearman Correlation:  0.4963564530289728
		Coefficient of Determination:  0.3030468813289844
		RMSE:  0.1961427582514751
		NRMSE:  0.13969485944638133
		MAPE:  1453.8197038289454

	Predictor:  RandomForests
		Pearson Correlation:  0.6338057036352781
		Spearman Correlation:  0.620421249067014
		Coefficient of Determination:  0.28391157583574955
		RMSE:  0.2021569053523872
		NRMSE:  0.12153088537614506
		MAPE:  338.77645563255635
		Pearson Correlation:  0.4872011366258099
		Spearman Correlation:  0.48245049263486495
		Coefficient of Determination:  0.18785272592403846
		RMSE:  0.2117326781634329
		NRMSE:  0.15079815834100116
		MAPE:  1032.9296401308645

Protein:  ERBB2
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10512598969709641
		RMSE:  1.0713675802437574
		NRMSE:  0.18252510013182233
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.044647408489899565
		RMSE:  0.9270678870989714
		NRMSE:  0.17190207437399804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  4.220676607130351e-15
		NRMSE:  7.190617249825972e-16
		MAPE:  5.6568307147407994e-12
		Pearson Correlation:  0.7680144183300829
		Spearman Correlation:  0.6555555555555556
		Coefficient of Determination:  0.5840445009439719
		RMSE:  0.5849922427566174
		NRMSE:  0.10847250931886102
		MAPE:  370.31111451768317

	Predictor:  ElasticNet
		Pearson Correlation:  0.9908506237143055
		Spearman Correlation:  0.9782362581020881
		Coefficient of Determination:  0.977604489631744
		RMSE:  0.1525151850968625
		NRMSE:  0.025983471914554832
		MAPE:  173.66874455641633
		Pearson Correlation:  0.791684231008573
		Spearman Correlation:  0.6305238513315775
		Coefficient of Determination:  0.6244986811767853
		RMSE:  0.5558177418198147
		NRMSE:  0.10306281138880302
		MAPE:  241.63558125071262

	Predictor:  RandomForests
		Pearson Correlation:  0.869172532366925
		Spearman Correlation:  0.7395498217872886
		Coefficient of Determination:  0.7467587109003628
		RMSE:  0.5128612209707207
		NRMSE:  0.08737434979142387
		MAPE:  421.71458010945724
		Pearson Correlation:  0.8216136285101037
		Spearman Correlation:  0.6579016681299386
		Coefficient of Determination:  0.66855529898096
		RMSE:  0.5221944024220049
		NRMSE:  0.09682818513295102
		MAPE:  273.6571780559403

Protein:  ERBB3
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20107865915633893
		RMSE:  0.5031866190144979
		NRMSE:  0.13579562619977975
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27170508071542576
		RMSE:  0.5249654097328843
		NRMSE:  0.21064675210776365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  1.9993283454850627e-15
		NRMSE:  5.395613364795998e-16
		MAPE:  1.319846835759038e-12
		Pearson Correlation:  0.3092919082396043
		Spearman Correlation:  0.33712361857846074
		Coefficient of Determination:  -0.016617546535260264
		RMSE:  0.4693710352079469
		NRMSE:  0.18833904532933152
		MAPE:  290.53058879861294

	Predictor:  ElasticNet
		Pearson Correlation:  0.964904625026298
		Spearman Correlation:  0.9574522156764707
		Coefficient of Determination:  0.8912096430131375
		RMSE:  0.151439288074749
		NRMSE:  0.04086911729814274
		MAPE:  91.50391792974017
		Pearson Correlation:  0.32686983970847544
		Spearman Correlation:  0.34960778168958495
		Coefficient of Determination:  0.06173826064749588
		RMSE:  0.4509199900149206
		NRMSE:  0.18093540945000344
		MAPE:  262.211855137419

	Predictor:  RandomForests
		Pearson Correlation:  0.6281512960394475
		Spearman Correlation:  0.6155425243234566
		Coefficient of Determination:  0.33616357735568236
		RMSE:  0.3740881032151516
		NRMSE:  0.10095564212236278
		MAPE:  222.173589618229
		Pearson Correlation:  0.42038038819404727
		Spearman Correlation:  0.4375773553526755
		Coefficient of Determination:  0.1655756321623124
		RMSE:  0.4252369303321939
		NRMSE:  0.17062986739703465
		MAPE:  257.3137612520108


Fold:  2

Protein:  RB1
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.012372001566697044
		RMSE:  0.23649063304821735
		NRMSE:  0.08648721220312221
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0009378943328373079
		RMSE:  0.2450188572791325
		NRMSE:  0.14037816530069125
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  1.1847393664172798e-15
		NRMSE:  4.332721498015213e-16
		MAPE:  5.3140908618017446e-12
		Pearson Correlation:  0.009070348473856555
		Spearman Correlation:  0.12197346600331677
		Coefficient of Determination:  -0.3997893098763874
		RMSE:  0.2897525592664556
		NRMSE:  0.1660073559753272
		MAPE:  743.94198258375

	Predictor:  ElasticNet
		Pearson Correlation:  0.9035187381985814
		Spearman Correlation:  0.814807398491747
		Coefficient of Determination:  0.7260442457380829
		RMSE:  0.12302237144132962
		NRMSE:  0.044990627355664725
		MAPE:  153.90056808798968
		Pearson Correlation:  0.08646334347404377
		Spearman Correlation:  0.14846356453028975
		Coefficient of Determination:  -0.09518932203182007
		RMSE:  0.25629524257402214
		NRMSE:  0.14683872224107788
		MAPE:  398.63855870498213

	Predictor:  RandomForests
		Pearson Correlation:  0.7019345453305204
		Spearman Correlation:  0.5247224875481156
		Coefficient of Determination:  0.2606933403482671
		RMSE:  0.20209528911832295
		NRMSE:  0.07390845857165117
		MAPE:  185.3491423029556
		Pearson Correlation:  -0.05052807895531337
		Spearman Correlation:  0.08424056189640036
		Coefficient of Determination:  -0.07902955601155437
		RMSE:  0.2543973685461368
		NRMSE:  0.14575137705889518
		MAPE:  239.5684365817415

Protein:  CDH1
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0848918633043636
		RMSE:  1.167193365558287
		NRMSE:  0.18724526599154356
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3357437347566168
		RMSE:  1.329821844339591
		NRMSE:  0.2361608674018098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  4.704101974885466e-15
		NRMSE:  7.546485882546668e-16
		MAPE:  3.9920987443402085e-12
		Pearson Correlation:  0.5952807631218563
		Spearman Correlation:  0.5983806457906546
		Coefficient of Determination:  0.2968902926046091
		RMSE:  0.9648136445734281
		NRMSE:  0.17133966339432216
		MAPE:  381.30803672797725

	Predictor:  ElasticNet
		Pearson Correlation:  0.9919950557992406
		Spearman Correlation:  0.9839253350079987
		Coefficient of Determination:  0.9737141014108106
		RMSE:  0.1816816219447568
		NRMSE:  0.02914600496426675
		MAPE:  129.82952336446618
		Pearson Correlation:  0.6200980914566517
		Spearman Correlation:  0.6079650765778949
		Coefficient of Determination:  0.35081088893506784
		RMSE:  0.9270806211541083
		NRMSE:  0.1646387180170677
		MAPE:  329.57946960948135

	Predictor:  RandomForests
		Pearson Correlation:  0.7964504384467044
		Spearman Correlation:  0.7145644874126769
		Coefficient of Determination:  0.6264875916586781
		RMSE:  0.6848604727581373
		NRMSE:  0.1098677264391012
		MAPE:  154.0759487880514
		Pearson Correlation:  0.6716803094562147
		Spearman Correlation:  0.6920163497124057
		Coefficient of Determination:  0.4172705513252264
		RMSE:  0.8783454840226638
		NRMSE:  0.15598392541691772
		MAPE:  217.21817494677728

Protein:  CDH2
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0042702958885580955
		RMSE:  0.36888339320753855
		NRMSE:  0.13366308906715652
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005559500410650786
		RMSE:  0.3881548727768219
		NRMSE:  0.20448899349205915
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  1.7929530380113885e-15
		NRMSE:  6.496677433188596e-16
		MAPE:  1.956037627694953e-11
		Pearson Correlation:  0.3084915219007646
		Spearman Correlation:  0.3218515266803239
		Coefficient of Determination:  0.06230833970406591
		RMSE:  0.3748272723220205
		NRMSE:  0.1974677043268098
		MAPE:  516.8021614385113

	Predictor:  ElasticNet
		Pearson Correlation:  0.9556138600247516
		Spearman Correlation:  0.9395563978133935
		Coefficient of Determination:  0.8456543091057187
		RMSE:  0.14461423681556512
		NRMSE:  0.05240025973460582
		MAPE:  305.25288325613514
		Pearson Correlation:  0.25845215213358186
		Spearman Correlation:  0.30284850258511364
		Coefficient of Determination:  0.04703549075877134
		RMSE:  0.3778674815916391
		NRMSE:  0.19906935711324017
		MAPE:  311.60617019350235

	Predictor:  RandomForests
		Pearson Correlation:  0.6899993307955405
		Spearman Correlation:  0.6002095010894487
		Coefficient of Determination:  0.2385066092132786
		RMSE:  0.32121577435580484
		NRMSE:  0.11639096106812263
		MAPE:  445.54159801177747
		Pearson Correlation:  0.24046238935380176
		Spearman Correlation:  0.2997414886352551
		Coefficient of Determination:  0.04058556523248347
		RMSE:  0.37914408058876475
		NRMSE:  0.19974189908636464
		MAPE:  132.45287071003776

Protein:  CDH3
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032535082492379797
		RMSE:  0.20804431995898212
		NRMSE:  0.15657381105189322
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10171995354262497
		RMSE:  0.2077503373255318
		NRMSE:  0.17094572313464315
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  8.833474537343726e-16
		NRMSE:  6.64805832437269e-16
		MAPE:  1.7126130621968509e-12
		Pearson Correlation:  0.366170174121517
		Spearman Correlation:  0.40837479270315097
		Coefficient of Determination:  -0.16533711445284527
		RMSE:  0.21366427781996922
		NRMSE:  0.17581196233026353
		MAPE:  1647.2092793392892

	Predictor:  ElasticNet
		Pearson Correlation:  0.8710574307232035
		Spearman Correlation:  0.8374879474879539
		Coefficient of Determination:  0.6946514022367187
		RMSE:  0.11477531268162715
		NRMSE:  0.08637971046158899
		MAPE:  221.50858081432068
		Pearson Correlation:  0.4176870387886317
		Spearman Correlation:  0.44503463076773003
		Coefficient of Determination:  0.004644803452145241
		RMSE:  0.19746729368067822
		NRMSE:  0.16248440194246544
		MAPE:  1471.140255667932

	Predictor:  RandomForests
		Pearson Correlation:  0.6904225074888862
		Spearman Correlation:  0.6753902863485073
		Coefficient of Determination:  0.38912127534821395
		RMSE:  0.16234092628059385
		NRMSE:  0.12217751257260227
		MAPE:  268.8520228414901
		Pearson Correlation:  0.3241369704191651
		Spearman Correlation:  0.4028387474392742
		Coefficient of Determination:  -0.023452337408445212
		RMSE:  0.20023497650625108
		NRMSE:  0.16476176788138822
		MAPE:  1367.1896654321024

Protein:  PTEN
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.03862384422015608
		RMSE:  0.6356813050691055
		NRMSE:  0.09939509109047072
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04557869434051831
		RMSE:  0.5231599683741948
		NRMSE:  0.17546282813730707
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  2.699857437131856e-15
		NRMSE:  4.221495484531086e-16
		MAPE:  1.7047143949619563e-12
		Pearson Correlation:  0.154887966621287
		Spearman Correlation:  0.1278997171007707
		Coefficient of Determination:  -0.3391202012615986
		RMSE:  0.5920602757866247
		NRMSE:  0.19857132941595945
		MAPE:  2201.772408006431

	Predictor:  ElasticNet
		Pearson Correlation:  0.9793734679598618
		Spearman Correlation:  0.9639807700712651
		Coefficient of Determination:  0.9367558540737937
		RMSE:  0.1568629799155651
		NRMSE:  0.024527086219304998
		MAPE:  156.46982620520785
		Pearson Correlation:  0.36273970789997567
		Spearman Correlation:  0.28774753682567555
		Coefficient of Determination:  0.07326469236340882
		RMSE:  0.4925314840112002
		NRMSE:  0.16519032868634298
		MAPE:  1185.845177740379

	Predictor:  RandomForests
		Pearson Correlation:  0.6513197554323388
		Spearman Correlation:  0.5621727882971
		Coefficient of Determination:  0.3485313615204926
		RMSE:  0.5034508191830315
		NRMSE:  0.07871954017403353
		MAPE:  222.06255688121269
		Pearson Correlation:  0.3104509256650349
		Spearman Correlation:  0.3217393425031705
		Coefficient of Determination:  0.09372728930423069
		RMSE:  0.48706350954849076
		NRMSE:  0.16335642257462127
		MAPE:  470.8149087398989

Protein:  BRCA2
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004232193403179485
		RMSE:  0.1957372843548259
		NRMSE:  0.12609907189874434
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0041831029428383015
		RMSE:  0.19359139518213575
		NRMSE:  0.1310414025181481
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999997
		Spearman Correlation:  0.9999999225074571
		Coefficient of Determination:  1.0
		RMSE:  8.813397665612486e-16
		NRMSE:  5.677821011829594e-16
		MAPE:  2.6702517376932897e-12
		Pearson Correlation:  0.24613386439429658
		Spearman Correlation:  0.22885084382011514
		Coefficient of Determination:  -0.07746669706608178
		RMSE:  0.20053100153126435
		NRMSE:  0.13573880008614483
		MAPE:  259.34536162696594

	Predictor:  ElasticNet
		Pearson Correlation:  0.863563571882366
		Spearman Correlation:  0.8093664387688411
		Coefficient of Determination:  0.6372081469688019
		RMSE:  0.11764819045787503
		NRMSE:  0.07579203766009021
		MAPE:  192.82118921382443
		Pearson Correlation:  0.24241618417173974
		Spearman Correlation:  0.25217051994927325
		Coefficient of Determination:  0.04179689249005214
		RMSE:  0.18910733855322262
		NRMSE:  0.12800615878187177
		MAPE:  217.96253994206808

	Predictor:  RandomForests
		Pearson Correlation:  0.663818717626981
		Spearman Correlation:  0.5898657805859027
		Coefficient of Determination:  0.26031531871416336
		RMSE:  0.1679885962697643
		NRMSE:  0.10822264214512116
		MAPE:  177.06044327887844
		Pearson Correlation:  0.384676469660368
		Spearman Correlation:  0.4025704809286899
		Coefficient of Determination:  0.09584042468537923
		RMSE:  0.18369703139780622
		NRMSE:  0.12434393899657234
		MAPE:  146.28023498484745

Protein:  CDKN2A
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07796029040511754
		RMSE:  0.688717064305458
		NRMSE:  0.155695052403178
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04182297654643197
		RMSE:  0.6873705418142212
		NRMSE:  0.18569552134596423
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6633450034781481
		NRMSE:  0.14995930902637006
		MAPE:  291.0442764508337
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00497373418246827
		RMSE:  0.6751049711753466
		NRMSE:  0.1823819351565125
		MAPE:  246.23249271843073

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  2.735481916078579e-15
		NRMSE:  6.18397629948814e-16
		MAPE:  2.8111050404558153e-12
		Pearson Correlation:  0.489234051621247
		Spearman Correlation:  0.41874451273046537
		Coefficient of Determination:  0.2248038112828522
		RMSE:  0.5929250033812237
		NRMSE:  0.16018073356959792
		MAPE:  223.57771550888882

	Predictor:  ElasticNet
		Pearson Correlation:  0.9825671696583215
		Spearman Correlation:  0.9826936685805258
		Coefficient of Determination:  0.9446060593406698
		RMSE:  0.15612433191719183
		NRMSE:  0.03529429906571534
		MAPE:  104.21844277066299
		Pearson Correlation:  0.5321957149160776
		Spearman Correlation:  0.4281631060384353
		Coefficient of Determination:  0.27421950625358116
		RMSE:  0.5737155170561845
		NRMSE:  0.1549912246207544
		MAPE:  192.63988772493798

	Predictor:  RandomForests
		Pearson Correlation:  0.6834234499874097
		Spearman Correlation:  0.6454562869232578
		Coefficient of Determination:  0.4460122820102086
		RMSE:  0.493730015762791
		NRMSE:  0.11161524036685677
		MAPE:  183.79123176509086
		Pearson Correlation:  0.6949765984081145
		Spearman Correlation:  0.5705784801482783
		Coefficient of Determination:  0.4447885327299339
		RMSE:  0.5017913424384337
		NRMSE:  0.13556066091377614
		MAPE:  140.77123805087118

Protein:  TP53
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056514421630322165
		RMSE:  0.4680116353271619
		NRMSE:  0.125354663272308
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.038787823290495904
		RMSE:  0.4172475009588805
		NRMSE:  0.13741067049526773
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941389
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  2.268520012950425e-15
		NRMSE:  6.0761216364012995e-16
		MAPE:  3.2917358466679132e-12
		Pearson Correlation:  0.30201679701252576
		Spearman Correlation:  0.3049507365135109
		Coefficient of Determination:  -0.011901228227380267
		RMSE:  0.4118123632310957
		NRMSE:  0.1356207354622413
		MAPE:  1968.008918326836

	Predictor:  ElasticNet
		Pearson Correlation:  0.9676252271587192
		Spearman Correlation:  0.9351978116261325
		Coefficient of Determination:  0.9042876189672564
		RMSE:  0.14086496627096265
		NRMSE:  0.03773000301887308
		MAPE:  180.62409051721556
		Pearson Correlation:  0.41848157806276676
		Spearman Correlation:  0.45219003024095217
		Coefficient of Determination:  0.1520174726461473
		RMSE:  0.376984740243967
		NRMSE:  0.12415107533145628
		MAPE:  2168.4488959617283

	Predictor:  RandomForests
		Pearson Correlation:  0.7166126929780235
		Spearman Correlation:  0.6056458048846904
		Coefficient of Determination:  0.4093596843081011
		RMSE:  0.34992943797286785
		NRMSE:  0.09372691521973159
		MAPE:  301.344138783645
		Pearson Correlation:  0.6188699098832664
		Spearman Correlation:  0.49295982460263044
		Coefficient of Determination:  0.31217475052120336
		RMSE:  0.3395231381247343
		NRMSE:  0.11181397600024182
		MAPE:  1541.9809554965627

Protein:  CTNNB1
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3748966387166963
		RMSE:  0.8500866572002603
		NRMSE:  0.167208233123576
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8495839638322671
		RMSE:  1.0424819908687044
		NRMSE:  0.25944650229429445
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999996
		Spearman Correlation:  0.9999999418805934
		Coefficient of Determination:  1.0
		RMSE:  2.8573018709917174e-15
		NRMSE:  5.620184640030916e-16
		MAPE:  5.484805084586686e-12
		Pearson Correlation:  0.4440728255590166
		Spearman Correlation:  0.4455906740805775
		Coefficient of Determination:  0.13063833910737177
		RMSE:  0.7147131575932112
		NRMSE:  0.17787341220806133
		MAPE:  244.34858883958915

	Predictor:  ElasticNet
		Pearson Correlation:  0.9861527112735526
		Spearman Correlation:  0.9831498855561062
		Coefficient of Determination:  0.9513532539610825
		RMSE:  0.15990243321946002
		NRMSE:  0.03145209150658144
		MAPE:  168.8820281681873
		Pearson Correlation:  0.5499006714305096
		Spearman Correlation:  0.5735489220563849
		Coefficient of Determination:  0.2651361121297853
		RMSE:  0.6571053279438468
		NRMSE:  0.1635363300922941
		MAPE:  217.6861352721358

	Predictor:  RandomForests
		Pearson Correlation:  0.6885918181424854
		Spearman Correlation:  0.6451471679313234
		Coefficient of Determination:  0.46119938648426184
		RMSE:  0.5321599850023414
		NRMSE:  0.10467348249455968
		MAPE:  390.5066352763301
		Pearson Correlation:  0.5622990221039008
		Spearman Correlation:  0.5459711247683153
		Coefficient of Determination:  0.26908365708855764
		RMSE:  0.6553380307563702
		NRMSE:  0.16309649604449125
		MAPE:  192.90031374294955

Protein:  CCNE1
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4791855590206433
		RMSE:  0.8074207285197392
		NRMSE:  0.19485501569122746
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.202859557398884
		RMSE:  0.7485643095226329
		NRMSE:  0.4068306401244751
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5127968844139411
		NRMSE:  0.12375338089483821
		MAPE:  119.54577818111471
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.708057571667368e-05
		RMSE:  0.41828317133084
		NRMSE:  0.22732904598983691
		MAPE:  82.35330275987332

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.972656392597368e-15
		NRMSE:  4.760615856836566e-16
		MAPE:  3.627789123350845e-13
		Pearson Correlation:  0.7384488569108907
		Spearman Correlation:  0.6341381328650864
		Coefficient of Determination:  0.524042169396924
		RMSE:  0.28856550008889
		NRMSE:  0.1568299284718341
		MAPE:  47.16367107994589

	Predictor:  ElasticNet
		Pearson Correlation:  0.9762571014524
		Spearman Correlation:  0.9263145703936531
		Coefficient of Determination:  0.9440009899548792
		RMSE:  0.12134881862649867
		NRMSE:  0.029285136140767592
		MAPE:  31.286586838905944
		Pearson Correlation:  0.7884178707557804
		Spearman Correlation:  0.6880011706175008
		Coefficient of Determination:  0.604485332319576
		RMSE:  0.26305191385586923
		NRMSE:  0.14296377363782917
		MAPE:  44.67718062665268

	Predictor:  RandomForests
		Pearson Correlation:  0.8641325272835432
		Spearman Correlation:  0.7121370770878523
		Coefficient of Determination:  0.7411616065498257
		RMSE:  0.2608913774075695
		NRMSE:  0.06296097145246266
		MAPE:  68.47827537667595
		Pearson Correlation:  0.8370758789959319
		Spearman Correlation:  0.7377382753433913
		Coefficient of Determination:  0.6964144773855341
		RMSE:  0.23046272752379282
		NRMSE:  0.12525216306816497
		MAPE:  43.29705743465634

Protein:  CCND1
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.45856423758787734
		RMSE:  0.28833360256132
		NRMSE:  0.17333782361719832
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5341468996847767
		RMSE:  0.29160473760802996
		NRMSE:  0.22560247695118987
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.0848411385226732e-15
		NRMSE:  6.521751202478468e-16
		MAPE:  3.797922562215629e-12
		Pearson Correlation:  0.2566931422811107
		Spearman Correlation:  0.34122524631743245
		Coefficient of Determination:  -0.056298600455000125
		RMSE:  0.24196606086409728
		NRMSE:  0.18719909394078207
		MAPE:  430.89263656194464

	Predictor:  ElasticNet
		Pearson Correlation:  0.9053455326209972
		Spearman Correlation:  0.8870297653306934
		Coefficient of Determination:  0.7444556607923677
		RMSE:  0.12068842237290663
		NRMSE:  0.072554389374245
		MAPE:  352.61431673114936
		Pearson Correlation:  0.25915679961988475
		Spearman Correlation:  0.2968149448834261
		Coefficient of Determination:  0.030771630977230013
		RMSE:  0.23177904058298385
		NRMSE:  0.1793178193530543
		MAPE:  493.8466122660528

	Predictor:  RandomForests
		Pearson Correlation:  0.6276768638651259
		Spearman Correlation:  0.6313693178085551
		Coefficient of Determination:  0.3356819849470679
		RMSE:  0.1945899886439897
		NRMSE:  0.11698187387670564
		MAPE:  465.94959946465065
		Pearson Correlation:  0.20903883047760832
		Spearman Correlation:  0.32311481806653014
		Coefficient of Determination:  0.016086650411912817
		RMSE:  0.23352830584228812
		NRMSE:  0.1806711532480412
		MAPE:  312.2271936321523

Protein:  ERBB2
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10787728881134795
		RMSE:  1.034673205097243
		NRMSE:  0.18568153277771168
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04400358650048397
		RMSE:  1.0802115255265201
		NRMSE:  0.18403181176661842
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999418805934
		Coefficient of Determination:  1.0
		RMSE:  3.515830111797034e-15
		NRMSE:  6.309477436241828e-16
		MAPE:  2.6470444461437657e-12
		Pearson Correlation:  0.7134684391255428
		Spearman Correlation:  0.5116573992781193
		Coefficient of Determination:  0.5039962472753428
		RMSE:  0.7445610144473627
		NRMSE:  0.12684822298368958
		MAPE:  2353.188222388117

	Predictor:  ElasticNet
		Pearson Correlation:  0.9907961767343516
		Spearman Correlation:  0.9784388813106578
		Coefficient of Determination:  0.9774350917711974
		RMSE:  0.1476638400946411
		NRMSE:  0.026499621358261595
		MAPE:  90.0430507935466
		Pearson Correlation:  0.8081239714409482
		Spearman Correlation:  0.5986635450199982
		Coefficient of Determination:  0.6349666135716114
		RMSE:  0.6387399870551985
		NRMSE:  0.1088198693383305
		MAPE:  1418.9728877270766

	Predictor:  RandomForests
		Pearson Correlation:  0.8630571482931485
		Spearman Correlation:  0.7280028734168138
		Coefficient of Determination:  0.7400404355383813
		RMSE:  0.5011990889497389
		NRMSE:  0.08994474255688653
		MAPE:  229.30069039285783
		Pearson Correlation:  0.7848427517927571
		Spearman Correlation:  0.5317735670457738
		Coefficient of Determination:  0.5962680750804437
		RMSE:  0.6717448687161763
		NRMSE:  0.11444279413192776
		MAPE:  1448.636433792071

Protein:  ERBB3
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.22544319167926496
		RMSE:  0.49276112816642853
		NRMSE:  0.13298208544838536
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.18202543932109472
		RMSE:  0.5629306521688778
		NRMSE:  0.2077549194412726
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999997868954927
		Coefficient of Determination:  1.0
		RMSE:  1.9146647232858804e-15
		NRMSE:  5.167130548313386e-16
		MAPE:  1.3069124155226512e-12
		Pearson Correlation:  0.2618388339583001
		Spearman Correlation:  0.30032191981270123
		Coefficient of Determination:  -0.007958670323706674
		RMSE:  0.5198318053852975
		NRMSE:  0.1918488794929482
		MAPE:  297.35263258496866

	Predictor:  ElasticNet
		Pearson Correlation:  0.9627295979224048
		Spearman Correlation:  0.9545482715760174
		Coefficient of Determination:  0.8862037862920525
		RMSE:  0.15015982563428637
		NRMSE:  0.040523827108109464
		MAPE:  90.18227908764733
		Pearson Correlation:  0.24761426064218603
		Spearman Correlation:  0.31115013169446887
		Coefficient of Determination:  0.0034859400941881225
		RMSE:  0.5168722314443867
		NRMSE:  0.1907566205383053
		MAPE:  313.73225160390723

	Predictor:  RandomForests
		Pearson Correlation:  0.6395318642107709
		Spearman Correlation:  0.6377192576809942
		Coefficient of Determination:  0.34926959201704155
		RMSE:  0.35907932480367455
		NRMSE:  0.09690520360539272
		MAPE:  189.29668342067956
		Pearson Correlation:  0.42046129074666827
		Spearman Correlation:  0.4585503853282607
		Coefficient of Determination:  0.16419236643642188
		RMSE:  0.4733633742387581
		NRMSE:  0.17469926233812424
		MAPE:  351.8738303577603


Fold:  3

Protein:  RB1
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01272330861584492
		RMSE:  0.2421068018038906
		NRMSE:  0.08854110656959135
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028050639565306845
		RMSE:  0.22197574606877257
		NRMSE:  0.15575715092466183
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.0399201686429473e-15
		NRMSE:  3.803101845534477e-16
		MAPE:  2.568864560738946e-12
		Pearson Correlation:  0.091407056717623
		Spearman Correlation:  0.11566977144353423
		Coefficient of Determination:  -0.28997064619940316
		RMSE:  0.2517602603872795
		NRMSE:  0.17665651121102452
		MAPE:  427.95677620014584

	Predictor:  ElasticNet
		Pearson Correlation:  0.901547330330042
		Spearman Correlation:  0.8226593837128553
		Coefficient of Determination:  0.7255059506407661
		RMSE:  0.12604570593354153
		NRMSE:  0.04609629386100846
		MAPE:  338.8054935329066
		Pearson Correlation:  0.21347481784963337
		Spearman Correlation:  0.21226449207596107
		Coefficient of Determination:  -0.009961395824149344
		RMSE:  0.22276638233694793
		NRMSE:  0.15631192888905504
		MAPE:  329.198486098604

	Predictor:  RandomForests
		Pearson Correlation:  0.7190838136688136
		Spearman Correlation:  0.5049382983862054
		Coefficient of Determination:  0.23818587867265562
		RMSE:  0.20998394821157518
		NRMSE:  0.07679342752032445
		MAPE:  237.98974903666954
		Pearson Correlation:  0.20750478503074435
		Spearman Correlation:  0.12944051671467227
		Coefficient of Determination:  0.0077025831714929716
		RMSE:  0.22080972432661242
		NRMSE:  0.15493897043561503
		MAPE:  204.83917026658435

Protein:  CDH1
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.13712289650471754
		RMSE:  1.2526616491661007
		NRMSE:  0.19946206317730336
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.061578293423971475
		RMSE:  0.970096042376724
		NRMSE:  0.19071600723011914
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1747084136438477
		NRMSE:  0.18704952288841878
		MAPE:  547.6986763085636
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.045733924340672916
		RMSE:  0.9628293412733254
		NRMSE:  0.18928741030812832
		MAPE:  293.35791980552335

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  4.675762440609646e-15
		NRMSE:  7.445244483630531e-16
		MAPE:  2.9640586529028294e-12
		Pearson Correlation:  0.443512886520228
		Spearman Correlation:  0.3363757652838565
		Coefficient of Determination:  -0.08289226798560367
		RMSE:  0.9797862589109977
		NRMSE:  0.1926210551077336
		MAPE:  427.43235232929885

	Predictor:  ElasticNet
		Pearson Correlation:  0.9924227531175036
		Spearman Correlation:  0.9872078363253446
		Coefficient of Determination:  0.976514269277357
		RMSE:  0.18002470912893034
		NRMSE:  0.02866544204466901
		MAPE:  140.17338275674706
		Pearson Correlation:  0.5027277212144763
		Spearman Correlation:  0.4363221486552201
		Coefficient of Determination:  0.15394345527389475
		RMSE:  0.8660409198677027
		NRMSE:  0.1702592930184608
		MAPE:  274.5590380902295

	Predictor:  RandomForests
		Pearson Correlation:  0.7837345615881911
		Spearman Correlation:  0.7449934651870793
		Coefficient of Determination:  0.6070337716784604
		RMSE:  0.7363896800943848
		NRMSE:  0.11725576893958548
		MAPE:  205.84426263427665
		Pearson Correlation:  0.7405486363944257
		Spearman Correlation:  0.5268258377947225
		Coefficient of Determination:  0.5349972152440792
		RMSE:  0.6420465177478243
		NRMSE:  0.12622311912629738
		MAPE:  145.96416540368367

Protein:  CDH2
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032532184952558385
		RMSE:  0.38185758840977485
		NRMSE:  0.13836422509231644
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01322006783790175
		RMSE:  0.3341656221976159
		NRMSE:  0.1760731037776972
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  1.6838453864326146e-15
		NRMSE:  6.101331206727352e-16
		MAPE:  2.2724848025503594e-11
		Pearson Correlation:  0.010405673961690329
		Spearman Correlation:  0.07144976870035787
		Coefficient of Determination:  -0.33553358235327346
		RMSE:  0.3836518389143623
		NRMSE:  0.20214757461713193
		MAPE:  1093.689871922072

	Predictor:  ElasticNet
		Pearson Correlation:  0.9545609024949965
		Spearman Correlation:  0.9422884210724247
		Coefficient of Determination:  0.8527201332596361
		RMSE:  0.14630791991845735
		NRMSE:  0.053013957503607996
		MAPE:  178.43491880372784
		Pearson Correlation:  0.06832518276505356
		Spearman Correlation:  0.06573897430142522
		Coefficient of Determination:  -0.1516880807085208
		RMSE:  0.35626840856459135
		NRMSE:  0.18771914376282556
		MAPE:  3824.6674933722543

	Predictor:  RandomForests
		Pearson Correlation:  0.6533357144639287
		Spearman Correlation:  0.5579302894468017
		Coefficient of Determination:  0.25563810803056863
		RMSE:  0.3289184311981145
		NRMSE:  0.11918198101243369
		MAPE:  239.83165670019866
		Pearson Correlation:  -0.012132698149530446
		Spearman Correlation:  0.024571378695494955
		Coefficient of Determination:  -0.040794519182951516
		RMSE:  0.33868220298083634
		NRMSE:  0.17845290691763252
		MAPE:  2446.618462774429

Protein:  CDH3
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.2263418226753373e-05
		RMSE:  0.21251306884336046
		NRMSE:  0.14909431220418734
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004123239054339534
		RMSE:  0.18871613277479948
		NRMSE:  0.16414808838605816
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  7.69443829346976e-16
		NRMSE:  5.398242053565247e-16
		MAPE:  2.125443873344517e-12
		Pearson Correlation:  0.2526292580581889
		Spearman Correlation:  0.26149203855409675
		Coefficient of Determination:  -0.23290491022829873
		RMSE:  0.2091126521796614
		NRMSE:  0.18188928316791897
		MAPE:  343.20026993555695

	Predictor:  ElasticNet
		Pearson Correlation:  0.8743039757418133
		Spearman Correlation:  0.8442933984459601
		Coefficient of Determination:  0.7037399045979673
		RMSE:  0.11566910831691056
		NRMSE:  0.08115080282659157
		MAPE:  464.6990363940795
		Pearson Correlation:  0.35273722330790036
		Spearman Correlation:  0.3545206299330416
		Coefficient of Determination:  0.08235981681953508
		RMSE:  0.1804063128902081
		NRMSE:  0.15692008392861265
		MAPE:  277.12125084698926

	Predictor:  RandomForests
		Pearson Correlation:  0.6922720215742788
		Spearman Correlation:  0.6876145924526464
		Coefficient of Determination:  0.3790512678668764
		RMSE:  0.1674590722485775
		NRMSE:  0.11748545788332597
		MAPE:  527.824937950049
		Pearson Correlation:  0.3715719396290562
		Spearman Correlation:  0.3801169590643275
		Coefficient of Determination:  0.13446204950804252
		RMSE:  0.17520987367151752
		NRMSE:  0.1524001441035406
		MAPE:  189.6566949592317

Protein:  PTEN
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023393971457565055
		RMSE:  0.6366126117528933
		NRMSE:  0.09954071014821253
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20813248536085016
		RMSE:  0.517654316968625
		NRMSE:  0.12376376344107133
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6292943186382643
		NRMSE:  0.09839642227163854
		MAPE:  299.798968451812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06342466003107061
		RMSE:  0.4856640113421529
		NRMSE:  0.11611533767086332
		MAPE:  95.15154235140719

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.765893917945729e-15
		NRMSE:  4.3247500866949087e-16
		MAPE:  3.938152326786096e-12
		Pearson Correlation:  0.2740062516602651
		Spearman Correlation:  0.25609047494357784
		Coefficient of Determination:  -0.122802088107133
		RMSE:  0.499038629678687
		NRMSE:  0.11931301814151174
		MAPE:  166.19163763341248

	Predictor:  ElasticNet
		Pearson Correlation:  0.9793328229172267
		Spearman Correlation:  0.9683937230702316
		Coefficient of Determination:  0.9352884229592399
		RMSE:  0.16008284824787833
		NRMSE:  0.025030544640431293
		MAPE:  144.07201223529972
		Pearson Correlation:  0.3469386670221264
		Spearman Correlation:  0.3623262135438098
		Coefficient of Determination:  -0.017720796340418232
		RMSE:  0.4751129670609097
		NRMSE:  0.11359273348178399
		MAPE:  153.89999616457686

	Predictor:  RandomForests
		Pearson Correlation:  0.6921692689408475
		Spearman Correlation:  0.5890255411345315
		Coefficient of Determination:  0.34183842084571403
		RMSE:  0.5105285971900505
		NRMSE:  0.07982622112267226
		MAPE:  205.12547155560577
		Pearson Correlation:  0.3714452028244087
		Spearman Correlation:  0.38045112781954893
		Coefficient of Determination:  0.11899109939597885
		RMSE:  0.4420513355870473
		NRMSE:  0.1056881689827015
		MAPE:  101.28787240773734

Protein:  BRCA2
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00289910117318648
		RMSE:  0.19032543678137456
		NRMSE:  0.12827584502559417
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001649424828515933
		RMSE:  0.21414907824527551
		NRMSE:  0.14729386559180924
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  7.539198391691096e-16
		NRMSE:  5.081281098651428e-16
		MAPE:  1.7672383364420129e-12
		Pearson Correlation:  0.1509670005727807
		Spearman Correlation:  0.15890721829449247
		Coefficient of Determination:  -0.07592194662709173
		RMSE:  0.2221113637845679
		NRMSE:  0.1527704047655379
		MAPE:  346.47805794849626

	Predictor:  ElasticNet
		Pearson Correlation:  0.8680779274155622
		Spearman Correlation:  0.836369995316219
		Coefficient of Determination:  0.6367883296940806
		RMSE:  0.1145376085752284
		NRMSE:  0.07719624226621492
		MAPE:  157.82496943354067
		Pearson Correlation:  0.1935743699606471
		Spearman Correlation:  0.18953104153418374
		Coefficient of Determination:  0.024735108535114625
		RMSE:  0.21146655523347355
		NRMSE:  0.14544879958832757
		MAPE:  291.5671328496418

	Predictor:  RandomForests
		Pearson Correlation:  0.6732692644870317
		Spearman Correlation:  0.6131176785088718
		Coefficient of Determination:  0.29049909116062633
		RMSE:  0.1600828074569737
		NRMSE:  0.10789286890853646
		MAPE:  171.82088954065395
		Pearson Correlation:  0.19235813902609533
		Spearman Correlation:  0.2360603000037407
		Coefficient of Determination:  0.03688756181568775
		RMSE:  0.21014491780057265
		NRMSE:  0.14453976421914497
		MAPE:  193.35746053961708

Protein:  CDKN2A
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07669790023289091
		RMSE:  0.6927164423772558
		NRMSE:  0.16172871740223568
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04462654135164201
		RMSE:  0.6710309035955896
		NRMSE:  0.2071658496482324
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6675880639420501
		NRMSE:  0.15586198728568595
		MAPE:  307.97311558867955
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004949645588538276
		RMSE:  0.658164031136248
		NRMSE:  0.20319348928290204
		MAPE:  176.07940307985857

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  2.8698479715984612e-15
		NRMSE:  6.700242742805523e-16
		MAPE:  3.0319078614928047e-12
		Pearson Correlation:  0.4462217151035143
		Spearman Correlation:  0.4228855721393035
		Coefficient of Determination:  0.16438327031414013
		RMSE:  0.600157940864568
		NRMSE:  0.18528540053242196
		MAPE:  201.0528132590036

	Predictor:  ElasticNet
		Pearson Correlation:  0.982985768526286
		Spearman Correlation:  0.9832598544887503
		Coefficient of Determination:  0.9468529109224042
		RMSE:  0.15390343198512316
		NRMSE:  0.03593188083328427
		MAPE:  74.11285509185596
		Pearson Correlation:  0.4708628605741979
		Spearman Correlation:  0.4242122719734661
		Coefficient of Determination:  0.1924378674905861
		RMSE:  0.5899972218954703
		NRMSE:  0.1821485047993178
		MAPE:  201.76261732417743

	Predictor:  RandomForests
		Pearson Correlation:  0.6959471675064649
		Spearman Correlation:  0.6831506028586596
		Coefficient of Determination:  0.46917243831528865
		RMSE:  0.48639073678717953
		NRMSE:  0.11355779248860187
		MAPE:  167.33088209238554
		Pearson Correlation:  0.5983555095825299
		Spearman Correlation:  0.5673312634820884
		Coefficient of Determination:  0.3510428944071149
		RMSE:  0.5288956432972198
		NRMSE:  0.16328475295520972
		MAPE:  102.4133874227958

Protein:  TP53
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.043501333030021794
		RMSE:  0.4597988418920562
		NRMSE:  0.11050200478059512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10290984727382035
		RMSE:  0.4520547550562478
		NRMSE:  0.16857084713604026
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45011280589110314
		NRMSE:  0.10817419031269002
		MAPE:  382.8265287953516
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010546813555600831
		RMSE:  0.4327123127899972
		NRMSE:  0.16135806629028604
		MAPE:  261.16646791413905

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.8447612798820323e-15
		NRMSE:  4.4334565726556897e-16
		MAPE:  6.454733831766685e-12
		Pearson Correlation:  0.40591382191424685
		Spearman Correlation:  0.37264554420878065
		Coefficient of Determination:  0.07740008471110471
		RMSE:  0.4134545159674046
		NRMSE:  0.15417684966099907
		MAPE:  750.2699290759788

	Predictor:  ElasticNet
		Pearson Correlation:  0.9681459940900299
		Spearman Correlation:  0.9403188539269379
		Coefficient of Determination:  0.9071535393701594
		RMSE:  0.13715260013570305
		NRMSE:  0.03296145160675392
		MAPE:  219.32415508053182
		Pearson Correlation:  0.4754921392551109
		Spearman Correlation:  0.41492537313432837
		Coefficient of Determination:  0.21555351303986447
		RMSE:  0.3812437176766852
		NRMSE:  0.14216546941543773
		MAPE:  487.54056727148924

	Predictor:  RandomForests
		Pearson Correlation:  0.7130466368578406
		Spearman Correlation:  0.6048324458092654
		Coefficient of Determination:  0.4142215822056411
		RMSE:  0.3444990687770499
		NRMSE:  0.08279237413531601
		MAPE:  528.8938813324468
		Pearson Correlation:  0.5195404512786586
		Spearman Correlation:  0.4506963927231013
		Coefficient of Determination:  0.23777281691925278
		RMSE:  0.3758056032233582
		NRMSE:  0.14013760099913047
		MAPE:  387.0270382189291

Protein:  CTNNB1
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.43619721536848943
		RMSE:  0.9218173342266688
		NRMSE:  0.18131733560713392
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5414936126562622
		RMSE:  0.7610450185362576
		NRMSE:  0.2487969592128731
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999996
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  3.135030089454717e-15
		NRMSE:  6.166463590587563e-16
		MAPE:  2.5775045478448925e-12
		Pearson Correlation:  0.3232434184342254
		Spearman Correlation:  0.2882006010050001
		Coefficient of Determination:  -0.1331906491225716
		RMSE:  0.6525157125312712
		NRMSE:  0.21331711155358823
		MAPE:  1519.4910577535873

	Predictor:  ElasticNet
		Pearson Correlation:  0.9870080638364827
		Spearman Correlation:  0.9851856335673792
		Coefficient of Determination:  0.9565350180756799
		RMSE:  0.16036425906306778
		NRMSE:  0.03154293057888824
		MAPE:  77.96639145577706
		Pearson Correlation:  0.4145074556419915
		Spearman Correlation:  0.36299455105425255
		Coefficient of Determination:  0.1071284706193758
		RMSE:  0.5792072246848231
		NRMSE:  0.18935147428318122
		MAPE:  1601.6135342137134

	Predictor:  RandomForests
		Pearson Correlation:  0.7022402268749011
		Spearman Correlation:  0.680477670198589
		Coefficient of Determination:  0.48399888820066905
		RMSE:  0.5525392693097956
		NRMSE:  0.10868199632372062
		MAPE:  217.3823160003602
		Pearson Correlation:  0.442946143568317
		Spearman Correlation:  0.2947941994289206
		Coefficient of Determination:  0.172036441269816
		RMSE:  0.5577570829813653
		NRMSE:  0.18233910326632619
		MAPE:  1238.1141170368478

Protein:  CCNE1
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.3882525061775621
		RMSE:  0.8073510115699897
		NRMSE:  0.1948381908849554
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.2068608862157744
		RMSE:  0.7484097025916991
		NRMSE:  0.3260050104942715
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5224229806426052
		NRMSE:  0.12607644873967835
		MAPE:  105.82433067667067
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010783677474574871
		RMSE:  0.36685077747270034
		NRMSE:  0.1597990928573857
		MAPE:  133.3645349232411

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999993
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  2.044797429328906e-15
		NRMSE:  4.934713973813031e-16
		MAPE:  3.671338040897196e-13
		Pearson Correlation:  0.6533939154027143
		Spearman Correlation:  0.5139989276674273
		Coefficient of Determination:  0.31823688795054805
		RMSE:  0.3012847039741775
		NRMSE:  0.13123870887928626
		MAPE:  84.3577647419226

	Predictor:  ElasticNet
		Pearson Correlation:  0.9772393212898858
		Spearman Correlation:  0.9253655645003737
		Coefficient of Determination:  0.9467538364130493
		RMSE:  0.12054978321827606
		NRMSE:  0.029092304756202444
		MAPE:  26.201498174012166
		Pearson Correlation:  0.7237455115569933
		Spearman Correlation:  0.5873414880484794
		Coefficient of Determination:  0.500773115175918
		RMSE:  0.2578156736995182
		NRMSE:  0.1123037303216963
		MAPE:  71.214730851517

	Predictor:  RandomForests
		Pearson Correlation:  0.8674260606968455
		Spearman Correlation:  0.7287060296156829
		Coefficient of Determination:  0.7474985918034576
		RMSE:  0.26251503087587447
		NRMSE:  0.0633528080883931
		MAPE:  55.13945597222235
		Pearson Correlation:  0.7799892957027376
		Spearman Correlation:  0.6685783003293158
		Coefficient of Determination:  0.5702824762224654
		RMSE:  0.23919487267354797
		NRMSE:  0.10419256552404407
		MAPE:  81.98244777957217

Protein:  CCND1
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.44064885869713843
		RMSE:  0.2936537728092399
		NRMSE:  0.17653615611766113
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6507167710215811
		RMSE:  0.2694738938084911
		NRMSE:  0.2553456206196082
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  9.841964451350896e-16
		NRMSE:  5.916704411003172e-16
		MAPE:  2.7957064687779135e-12
		Pearson Correlation:  0.197009669897876
		Spearman Correlation:  0.26000573573236574
		Coefficient of Determination:  -0.12698908671799902
		RMSE:  0.2226590087207929
		NRMSE:  0.21098519773037142
		MAPE:  357.56530569754574

	Predictor:  ElasticNet
		Pearson Correlation:  0.9042663230694065
		Spearman Correlation:  0.8877844602064199
		Coefficient of Determination:  0.742703037952539
		RMSE:  0.12410058948163331
		NRMSE:  0.07460568556445955
		MAPE:  350.5770338640126
		Pearson Correlation:  0.28846054423713674
		Spearman Correlation:  0.28271923590069703
		Coefficient of Determination:  0.04381616965542412
		RMSE:  0.2050931302557857
		NRMSE:  0.19434028242898968
		MAPE:  372.1052352411269

	Predictor:  RandomForests
		Pearson Correlation:  0.6250799540351633
		Spearman Correlation:  0.5997011527030469
		Coefficient of Determination:  0.30662482464465735
		RMSE:  0.20372327987517788
		NRMSE:  0.12247254444167913
		MAPE:  470.82973985067076
		Pearson Correlation:  0.35244956347365475
		Spearman Correlation:  0.34403670868714076
		Coefficient of Determination:  0.11496611072817042
		RMSE:  0.19731512019887573
		NRMSE:  0.18697006642365488
		MAPE:  330.4961079978102

Protein:  ERBB2
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08695701084953744
		RMSE:  1.023008454816054
		NRMSE:  0.1742863272085548
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1111491455026472
		RMSE:  1.1242523174677488
		NRMSE:  0.20280184671833265
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865388
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792788993

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  5.016738313645354e-15
		NRMSE:  8.54683938471362e-16
		MAPE:  7.274215654784252e-12
		Pearson Correlation:  0.7659349610102811
		Spearman Correlation:  0.6240659161165416
		Coefficient of Determination:  0.5861417583023918
		RMSE:  0.6861252741319152
		NRMSE:  0.12376890001658042
		MAPE:  275.10784844715215

	Predictor:  ElasticNet
		Pearson Correlation:  0.990512338890994
		Spearman Correlation:  0.9782666139773357
		Coefficient of Determination:  0.9762192833701816
		RMSE:  0.15131622843282147
		NRMSE:  0.02577920991410489
		MAPE:  154.5245362103425
		Pearson Correlation:  0.8426699471068444
		Spearman Correlation:  0.7109873078065202
		Coefficient of Determination:  0.7096206234195965
		RMSE:  0.574725540551116
		NRMSE:  0.10367370310828992
		MAPE:  194.7892002889204

	Predictor:  RandomForests
		Pearson Correlation:  0.8562870840862309
		Spearman Correlation:  0.7329594586633166
		Coefficient of Determination:  0.7239155888205134
		RMSE:  0.5155775300801652
		NRMSE:  0.08783711775391675
		MAPE:  489.7467168213241
		Pearson Correlation:  0.8560790047588499
		Spearman Correlation:  0.7171079866531669
		Coefficient of Determination:  0.7264090154081625
		RMSE:  0.5578642156093476
		NRMSE:  0.10063211913005045
		MAPE:  165.24429375847845

Protein:  ERBB3
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19951943522205973
		RMSE:  0.4939516163098853
		NRMSE:  0.17910620018705933
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27774471248359456
		RMSE:  0.5592204608326292
		NRMSE:  0.15547938022732444
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999884408153
		Coefficient of Determination:  1.0
		RMSE:  2.047276022964026e-15
		NRMSE:  7.423395674792597e-16
		MAPE:  1.56669850878743e-12
		Pearson Correlation:  0.2845803956761926
		Spearman Correlation:  0.24157159066821285
		Coefficient of Determination:  -0.06103718220296672
		RMSE:  0.50959634972882
		NRMSE:  0.14168244935812052
		MAPE:  192.79505095487798

	Predictor:  ElasticNet
		Pearson Correlation:  0.9634391740327782
		Spearman Correlation:  0.95985001725787
		Coefficient of Determination:  0.8873172662471828
		RMSE:  0.15139427540122732
		NRMSE:  0.05489536323366487
		MAPE:  88.24639653606195
		Pearson Correlation:  0.16724834574075012
		Spearman Correlation:  0.19041384555917157
		Coefficient of Determination:  -0.11140760942263017
		RMSE:  0.5215520896540145
		NRMSE:  0.1450064890954374
		MAPE:  195.90597709485752

	Predictor:  RandomForests
		Pearson Correlation:  0.642252627933718
		Spearman Correlation:  0.6685595860208804
		Coefficient of Determination:  0.3569915491197295
		RMSE:  0.36165053070967246
		NRMSE:  0.1311340022226111
		MAPE:  214.5454878946863
		Pearson Correlation:  0.3497692727042196
		Spearman Correlation:  0.3866307559944638
		Coefficient of Determination:  0.09972825431638377
		RMSE:  0.4694051142616876
		NRMSE:  0.1305081293561375
		MAPE:  156.4024458017193


Fold:  4

Protein:  RB1
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0017653619110491459
		RMSE:  0.25173274438657
		NRMSE:  0.09206141909982812
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11040193949010524
		RMSE:  0.1737457828578019
		NRMSE:  0.1664678101960314
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.096114494555457e-15
		NRMSE:  4.008610644219781e-16
		MAPE:  7.368810715622889e-12
		Pearson Correlation:  0.0929867438807712
		Spearman Correlation:  0.07408321799523686
		Coefficient of Determination:  -0.6565539497335608
		RMSE:  0.21221543032373577
		NRMSE:  0.20332601686633942
		MAPE:  231.45475641572153

	Predictor:  ElasticNet
		Pearson Correlation:  0.9072462126099151
		Spearman Correlation:  0.820771846019801
		Coefficient of Determination:  0.7369646343236773
		RMSE:  0.1289922972131019
		NRMSE:  0.04717389453375582
		MAPE:  259.8440416776048
		Pearson Correlation:  0.11727862338363988
		Spearman Correlation:  0.09137520417960325
		Coefficient of Determination:  -0.1633288848857648
		RMSE:  0.17783835077065685
		NRMSE:  0.17038894604937804
		MAPE:  181.82532859105933

	Predictor:  RandomForests
		Pearson Correlation:  0.7239778351077377
		Spearman Correlation:  0.50975458349582
		Coefficient of Determination:  0.2502364334027919
		RMSE:  0.21778044026154098
		NRMSE:  0.07964468997276952
		MAPE:  188.32355576431425
		Pearson Correlation:  0.14673914002605512
		Spearman Correlation:  0.08968939762341178
		Coefficient of Determination:  -0.06915454062047077
		RMSE:  0.17048823266407265
		NRMSE:  0.1633467143142535
		MAPE:  108.97074100490815

Protein:  CDH1
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1648542010437435
		RMSE:  1.2077311247232185
		NRMSE:  0.19230774891296748
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01787767410405383
		RMSE:  1.1768276141426715
		NRMSE:  0.21349508619837296
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.119011303751291
		NRMSE:  0.17818083878718685
		MAPE:  552.7314487209006
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06543533401046742
		RMSE:  1.204005869039757
		NRMSE:  0.21842565020132743
		MAPE:  371.74257556440244

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  4.3167699947499225e-15
		NRMSE:  6.873618666204774e-16
		MAPE:  3.994673688844766e-12
		Pearson Correlation:  0.45573031835014205
		Spearman Correlation:  0.43261636678761584
		Coefficient of Determination:  0.16830656860395998
		RMSE:  1.0637674367403103
		NRMSE:  0.1929841872102446
		MAPE:  501.28989424726564

	Predictor:  ElasticNet
		Pearson Correlation:  0.991316898944048
		Spearman Correlation:  0.9851530757697963
		Coefficient of Determination:  0.9731739090704808
		RMSE:  0.18327919546087276
		NRMSE:  0.029183655848678824
		MAPE:  101.90969156075936
		Pearson Correlation:  0.4859144003558015
		Spearman Correlation:  0.4516190974949813
		Coefficient of Determination:  0.21969193032261558
		RMSE:  1.0303816251074716
		NRMSE:  0.18692747453058153
		MAPE:  312.9787452551282

	Predictor:  RandomForests
		Pearson Correlation:  0.7712858597798808
		Spearman Correlation:  0.7447591883875451
		Coefficient of Determination:  0.5872165296750176
		RMSE:  0.7189449252551381
		NRMSE:  0.11447803019890099
		MAPE:  179.5956967420924
		Pearson Correlation:  0.7750038686277781
		Spearman Correlation:  0.5348359327088856
		Coefficient of Determination:  0.5330402028511707
		RMSE:  0.7970853038504072
		NRMSE:  0.14460384308450477
		MAPE:  160.4511692241509

Protein:  CDH2
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011628294333081435
		RMSE:  0.38156283556505555
		NRMSE:  0.1382574228440668
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.013534078125908788
		RMSE:  0.33551468363995024
		NRMSE:  0.17308132332546644
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999036734615
		Coefficient of Determination:  1.0
		RMSE:  1.6555669365565582e-15
		NRMSE:  5.998865629960715e-16
		MAPE:  2.713058176422601e-11
		Pearson Correlation:  0.1563100557980862
		Spearman Correlation:  0.153645307298096
		Coefficient of Determination:  -0.1715445218559455
		RMSE:  0.3607212710718738
		NRMSE:  0.18608459776313077
		MAPE:  265.5620808458584

	Predictor:  ElasticNet
		Pearson Correlation:  0.9577030138155199
		Spearman Correlation:  0.9462043806884359
		Coefficient of Determination:  0.851700090739046
		RMSE:  0.14609186267509208
		NRMSE:  0.05293567022070153
		MAPE:  1267.4445347918859
		Pearson Correlation:  0.13592854742276742
		Spearman Correlation:  0.09484158156585494
		Coefficient of Determination:  -0.07772108838360015
		RMSE:  0.345975658287085
		NRMSE:  0.17847780647057743
		MAPE:  347.2681730301803

	Predictor:  RandomForests
		Pearson Correlation:  0.6559787045436668
		Spearman Correlation:  0.5984147001394239
		Coefficient of Determination:  0.23541535829508964
		RMSE:  0.33171748862550604
		NRMSE:  0.12019620574878834
		MAPE:  849.3570403836886
		Pearson Correlation:  0.19797218301773578
		Spearman Correlation:  0.15441838426913054
		Coefficient of Determination:  0.0028243817672775062
		RMSE:  0.33279606258104766
		NRMSE:  0.17167887343746008
		MAPE:  130.0314648133941

Protein:  CDH3
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006306553616452382
		RMSE:  0.206558346691537
		NRMSE:  0.1472115018398285
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056823148221427866
		RMSE:  0.21361844422784051
		NRMSE:  0.19012980777528213
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  8.20332156909437e-16
		NRMSE:  5.846402760305009e-16
		MAPE:  3.75773137126104e-12
		Pearson Correlation:  0.2578557472870642
		Spearman Correlation:  0.30424568884898817
		Coefficient of Determination:  -0.10967773650285872
		RMSE:  0.2188950927614867
		NRMSE:  0.19482625697481767
		MAPE:  2325.9190600948923

	Predictor:  ElasticNet
		Pearson Correlation:  0.8631824092822625
		Spearman Correlation:  0.8194860724927325
		Coefficient of Determination:  0.6766229583339343
		RMSE:  0.11709333892681881
		NRMSE:  0.08345093071740439
		MAPE:  315.6412848151834
		Pearson Correlation:  0.48817199139447465
		Spearman Correlation:  0.4627713562513249
		Coefficient of Determination:  0.20289856050208777
		RMSE:  0.18552155929259137
		NRMSE:  0.16512234481424012
		MAPE:  730.8484072291482

	Predictor:  RandomForests
		Pearson Correlation:  0.6798361705533799
		Spearman Correlation:  0.6468504227656139
		Coefficient of Determination:  0.353434720425681
		RMSE:  0.16557081554193875
		NRMSE:  0.11800021062897412
		MAPE:  386.07852563990997
		Pearson Correlation:  0.4413241193635634
		Spearman Correlation:  0.3830795895210664
		Coefficient of Determination:  0.12685657992574462
		RMSE:  0.19416921816995694
		NRMSE:  0.17281914143684862
		MAPE:  513.3743934560993

Protein:  PTEN
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04663541191913323
		RMSE:  0.5747314783713694
		NRMSE:  0.11117523181123673
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02346833201832421
		RMSE:  0.7542692946958974
		NRMSE:  0.11793750210239971
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  4.3586349913854735e-15
		NRMSE:  8.431280933506409e-16
		MAPE:  7.335807312422323e-12
		Pearson Correlation:  0.23714756413980506
		Spearman Correlation:  0.2091921345652689
		Coefficient of Determination:  0.006895400554721487
		RMSE:  0.7429964188000815
		NRMSE:  0.1161748758971279
		MAPE:  1633.1981280723444

	Predictor:  ElasticNet
		Pearson Correlation:  0.9732448410253348
		Spearman Correlation:  0.9587404172919382
		Coefficient of Determination:  0.9176311298867351
		RMSE:  0.1612311034861753
		NRMSE:  0.031188313116329178
		MAPE:  144.7784116844372
		Pearson Correlation:  0.25982463639442704
		Spearman Correlation:  0.2950735046571653
		Coefficient of Determination:  0.04227282897695772
		RMSE:  0.7296425091934621
		NRMSE:  0.11408685938448317
		MAPE:  611.4791251429192

	Predictor:  RandomForests
		Pearson Correlation:  0.6762444972597114
		Spearman Correlation:  0.5795569511172509
		Coefficient of Determination:  0.31460304294006236
		RMSE:  0.46509145245213235
		NRMSE:  0.08996662265013393
		MAPE:  152.8060760259818
		Pearson Correlation:  0.3792144537054553
		Spearman Correlation:  0.3995635855808676
		Coefficient of Determination:  0.11081404312086451
		RMSE:  0.7030488811606967
		NRMSE:  0.10992868128538766
		MAPE:  179.71420699884527

Protein:  BRCA2
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015699866052385492
		RMSE:  0.1919477679021074
		NRMSE:  0.12365776640496533
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0014129332580739007
		RMSE:  0.2082543553514594
		NRMSE:  0.20232423210836328
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999229387699
		Coefficient of Determination:  1.0
		RMSE:  9.323787422718656e-16
		NRMSE:  6.006627426457501e-16
		MAPE:  1.9788636968550028e-12
		Pearson Correlation:  0.3613231329890736
		Spearman Correlation:  0.3289741767353708
		Coefficient of Determination:  0.09553250611820918
		RMSE:  0.19791739969025438
		NRMSE:  0.19228162525405795
		MAPE:  473.3401316196198

	Predictor:  ElasticNet
		Pearson Correlation:  0.8631493064026331
		Spearman Correlation:  0.8058953923817365
		Coefficient of Determination:  0.6232614534527553
		RMSE:  0.11772330449848134
		NRMSE:  0.07584042808728063
		MAPE:  135.3601089761655
		Pearson Correlation:  0.4012985824436945
		Spearman Correlation:  0.3971944787341488
		Coefficient of Determination:  0.14522307563594072
		RMSE:  0.19240390826352088
		NRMSE:  0.18692513262624563
		MAPE:  305.0247049304934

	Predictor:  RandomForests
		Pearson Correlation:  0.6667284264766727
		Spearman Correlation:  0.5552096918987891
		Coefficient of Determination:  0.26648856353060535
		RMSE:  0.16426531091674407
		NRMSE:  0.10582400445594722
		MAPE:  138.14573437669802
		Pearson Correlation:  0.4106893594520277
		Spearman Correlation:  0.43524981608249486
		Coefficient of Determination:  0.10849938571692186
		RMSE:  0.1964935586883205
		NRMSE:  0.19089832867486034
		MAPE:  247.26242097824107

Protein:  CDKN2A
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06343046233027927
		RMSE:  0.6950010485750925
		NRMSE:  0.15711564339891315
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10006794882547432
		RMSE:  0.6614783461565592
		NRMSE:  0.1993004959796804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6739550183850767
		NRMSE:  0.1523578655781794
		MAPE:  281.71125082022354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0022276354551518107
		RMSE:  0.6313774446715202
		NRMSE:  0.19023122768048215
		MAPE:  197.14658329930893

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  5.949118516421585e-15
		NRMSE:  1.344889457764572e-15
		MAPE:  4.6419154524713324e-12
		Pearson Correlation:  0.43688158565468577
		Spearman Correlation:  0.36891981196773027
		Coefficient of Determination:  0.13931766486712183
		RMSE:  0.5850962584743286
		NRMSE:  0.17628691126071966
		MAPE:  271.4072716315552

	Predictor:  ElasticNet
		Pearson Correlation:  0.9818833787147111
		Spearman Correlation:  0.981234569813495
		Coefficient of Determination:  0.9443777220028206
		RMSE:  0.15894808398687293
		NRMSE:  0.035932651517321786
		MAPE:  92.89512864807494
		Pearson Correlation:  0.5280009928701251
		Spearman Correlation:  0.37232633823364386
		Coefficient of Determination:  0.2726582169818432
		RMSE:  0.5378673034065152
		NRMSE:  0.16205703627794976
		MAPE:  247.95525514593996

	Predictor:  RandomForests
		Pearson Correlation:  0.7036205879533608
		Spearman Correlation:  0.661668719320961
		Coefficient of Determination:  0.4815015417460379
		RMSE:  0.48529369190665494
		NRMSE:  0.10970808000602575
		MAPE:  157.85916532993684
		Pearson Correlation:  0.5905805031404355
		Spearman Correlation:  0.4755146572899912
		Coefficient of Determination:  0.33067472786454766
		RMSE:  0.5159700434760162
		NRMSE:  0.15545948884483765
		MAPE:  132.92586231253856

Protein:  TP53
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04782361373877353
		RMSE:  0.460756629216985
		NRMSE:  0.11073218678610552
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07696826201632412
		RMSE:  0.4481222561682025
		NRMSE:  0.1422068596624151
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4501191620264231
		NRMSE:  0.10817571786263473
		MAPE:  418.8529054417374
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002447694094247499
		RMSE:  0.4323405014905614
		NRMSE:  0.13719868668778923
		MAPE:  185.65040333639752

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  2.363925057109276e-15
		NRMSE:  5.681146496297227e-16
		MAPE:  6.337014231004114e-12
		Pearson Correlation:  0.41878648836188426
		Spearman Correlation:  0.4054240077806457
		Coefficient of Determination:  0.14971367592775564
		RMSE:  0.39817836446002625
		NRMSE:  0.12635769372303446
		MAPE:  330.63804976703994

	Predictor:  ElasticNet
		Pearson Correlation:  0.9647599600414476
		Spearman Correlation:  0.9370512833035272
		Coefficient of Determination:  0.8982599478959497
		RMSE:  0.1435732328515189
		NRMSE:  0.034504502007094186
		MAPE:  379.21437890292
		Pearson Correlation:  0.46984308502659533
		Spearman Correlation:  0.43165376126884386
		Coefficient of Determination:  0.22045744594780015
		RMSE:  0.38125449718136994
		NRMSE:  0.12098708339088916
		MAPE:  265.4960760461818

	Predictor:  RandomForests
		Pearson Correlation:  0.7063362691201494
		Spearman Correlation:  0.6152950909757998
		Coefficient of Determination:  0.4042681504490381
		RMSE:  0.34741847640298934
		NRMSE:  0.08349398615789218
		MAPE:  642.124957243116
		Pearson Correlation:  0.5767070153798161
		Spearman Correlation:  0.44488584645693846
		Coefficient of Determination:  0.2739544066838331
		RMSE:  0.36794000363604784
		NRMSE:  0.11676186964840309
		MAPE:  219.81632189112082

Protein:  CTNNB1
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6170193939500923
		RMSE:  0.9046651382507068
		NRMSE:  0.21849703851094263
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09478783275970826
		RMSE:  0.8396248247596424
		NRMSE:  0.17652527641906535
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999422040781
		Coefficient of Determination:  1.0
		RMSE:  3.109623535994692e-15
		NRMSE:  7.510442314739379e-16
		MAPE:  3.658664090424347e-12
		Pearson Correlation:  0.4139988401228892
		Spearman Correlation:  0.37716430379431165
		Coefficient of Determination:  0.14091106117483088
		RMSE:  0.7437711922848665
		NRMSE:  0.1563727172409525
		MAPE:  335.04101311399484

	Predictor:  ElasticNet
		Pearson Correlation:  0.9854762376895142
		Spearman Correlation:  0.9826055269278449
		Coefficient of Determination:  0.9495537830379428
		RMSE:  0.15978814029496358
		NRMSE:  0.03859244041516848
		MAPE:  162.67541773854
		Pearson Correlation:  0.4382957857063018
		Spearman Correlation:  0.36893976234117637
		Coefficient of Determination:  0.16930928984447347
		RMSE:  0.7313747563506424
		NRMSE:  0.15376645285313312
		MAPE:  288.55228373732683

	Predictor:  RandomForests
		Pearson Correlation:  0.6662316009628374
		Spearman Correlation:  0.6646011816376582
		Coefficient of Determination:  0.4258756131117507
		RMSE:  0.539055197537045
		NRMSE:  0.13019399032389264
		MAPE:  471.13093804188645
		Pearson Correlation:  0.6651432884345201
		Spearman Correlation:  0.4338333395678251
		Coefficient of Determination:  0.3003922355819012
		RMSE:  0.6711932804670168
		NRMSE:  0.14111371635417894
		MAPE:  487.0076005545733

Protein:  CCNE1
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4688329016852353
		RMSE:  0.7931748470731899
		NRMSE:  0.19141705409976348
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.186170633384966
		RMSE:  0.8069776954058596
		NRMSE:  0.32929800677624244
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5048043460690237
		NRMSE:  0.12182453992060809
		MAPE:  103.07374645056161
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01570191691728584
		RMSE:  0.4556277343037054
		NRMSE:  0.18592497115143453
		MAPE:  142.6844229696492

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.7821913331015996e-15
		NRMSE:  4.300966124723314e-16
		MAPE:  3.6071500962258933e-13
		Pearson Correlation:  0.7864651336036788
		Spearman Correlation:  0.6007631017843116
		Coefficient of Determination:  0.6081404310860311
		RMSE:  0.2830037850715234
		NRMSE:  0.11548346734331325
		MAPE:  72.59758904475207

	Predictor:  ElasticNet
		Pearson Correlation:  0.9752350531684183
		Spearman Correlation:  0.919674074164264
		Coefficient of Determination:  0.9415214811088333
		RMSE:  0.12207346374697789
		NRMSE:  0.02946001490141127
		MAPE:  28.404922220035033
		Pearson Correlation:  0.8278270535591843
		Spearman Correlation:  0.6805097320415467
		Coefficient of Determination:  0.6751395201781392
		RMSE:  0.25767688195497557
		NRMSE:  0.10514848688279425
		MAPE:  68.44051927841139

	Predictor:  RandomForests
		Pearson Correlation:  0.8650661538165267
		Spearman Correlation:  0.7178242895536465
		Coefficient of Determination:  0.7418846586170353
		RMSE:  0.25646611574039563
		NRMSE:  0.061893022115596115
		MAPE:  54.4303038276576
		Pearson Correlation:  0.8322408126456691
		Spearman Correlation:  0.7080792013869017
		Coefficient of Determination:  0.6864632464486677
		RMSE:  0.25314610206019594
		NRMSE:  0.10329964174495877
		MAPE:  76.87022438501224

Protein:  CCND1
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47371951525638445
		RMSE:  0.2917253166285864
		NRMSE:  0.18637975276867558
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47112550847095647
		RMSE:  0.27775626016480953
		NRMSE:  0.17517423067911803
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.5742266449687072e-15
		NRMSE:  1.005754235806281e-15
		MAPE:  4.784409641552254e-12
		Pearson Correlation:  0.33781684382045307
		Spearman Correlation:  0.26903826731006625
		Coefficient of Determination:  0.010459643624413428
		RMSE:  0.2278010640782503
		NRMSE:  0.1436686831976856
		MAPE:  519.905790361026

	Predictor:  ElasticNet
		Pearson Correlation:  0.9031487883192594
		Spearman Correlation:  0.8858157599379408
		Coefficient of Determination:  0.7278461140589041
		RMSE:  0.12536432668627348
		NRMSE:  0.08009374189332712
		MAPE:  398.9314877555438
		Pearson Correlation:  0.45104314382573824
		Spearman Correlation:  0.33362760134166264
		Coefficient of Determination:  0.19970569795014337
		RMSE:  0.2048631543517439
		NRMSE:  0.1292022920987285
		MAPE:  383.3432240965666

	Predictor:  RandomForests
		Pearson Correlation:  0.6541894203639995
		Spearman Correlation:  0.5972897412357207
		Coefficient of Determination:  0.2911468226611039
		RMSE:  0.2023228098241928
		NRMSE:  0.1292615797294903
		MAPE:  459.2283388216504
		Pearson Correlation:  0.5173128206142625
		Spearman Correlation:  0.47551964488335274
		Coefficient of Determination:  0.18838411527076904
		RMSE:  0.2063071417257879
		NRMSE:  0.1301129804022376
		MAPE:  525.4653959032952

Protein:  ERBB2
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06177154229692228
		RMSE:  1.0106646016782141
		NRMSE:  0.1721833486682819
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.26989975035857605
		RMSE:  1.1682171872252598
		NRMSE:  0.21036071365744585
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9808249714864398
		NRMSE:  0.1670996765569688
		MAPE:  529.9728174248761
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556425
		RMSE:  1.07776630779691
		NRMSE:  0.19407323581894154
		MAPE:  193.8969179437583

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  3.4644304955526926e-15
		NRMSE:  5.902227533864921e-16
		MAPE:  3.80593260046691e-12
		Pearson Correlation:  0.7585215008295152
		Spearman Correlation:  0.5943148846185802
		Coefficient of Determination:  0.5717766556867048
		RMSE:  0.6783815720410976
		NRMSE:  0.12215607952625376
		MAPE:  289.43101702477924

	Predictor:  ElasticNet
		Pearson Correlation:  0.9902448182240925
		Spearman Correlation:  0.9777757724733288
		Coefficient of Determination:  0.9759594951151342
		RMSE:  0.15207691937213882
		NRMSE:  0.025908806135260545
		MAPE:  151.30257599541443
		Pearson Correlation:  0.8010532973028798
		Spearman Correlation:  0.6595028111363263
		Coefficient of Determination:  0.635554847795762
		RMSE:  0.6258279589030633
		NRMSE:  0.11269275739241966
		MAPE:  231.7526946438011

	Predictor:  RandomForests
		Pearson Correlation:  0.8709146658164267
		Spearman Correlation:  0.7286925293447761
		Coefficient of Determination:  0.7486633922466936
		RMSE:  0.4917217164096209
		NRMSE:  0.08377288727015365
		MAPE:  330.8069919029942
		Pearson Correlation:  0.7901556047608845
		Spearman Correlation:  0.6631046848581275
		Coefficient of Determination:  0.5852960565983836
		RMSE:  0.6675871291981509
		NRMSE:  0.1202123256380147
		MAPE:  180.52758767456177

Protein:  ERBB3
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20254353309139272
		RMSE:  0.523865801474932
		NRMSE:  0.14324270860276114
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.287905849531515
		RMSE:  0.4364451552160674
		NRMSE:  0.21482088883335748
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999036734615
		Coefficient of Determination:  1.0
		RMSE:  1.9569977915795654e-15
		NRMSE:  5.351096857367447e-16
		MAPE:  1.3015818653200484e-12
		Pearson Correlation:  0.23828127738292487
		Spearman Correlation:  0.3112781954887218
		Coefficient of Determination:  -0.31840487861447
		RMSE:  0.4415826686880528
		NRMSE:  0.21734960337458975
		MAPE:  312.75040866109265

	Predictor:  ElasticNet
		Pearson Correlation:  0.9658573137973601
		Spearman Correlation:  0.9580585177198403
		Coefficient of Determination:  0.8946207712069859
		RMSE:  0.1550769148890883
		NRMSE:  0.0424032973099807
		MAPE:  98.32871718698382
		Pearson Correlation:  0.30592330494759135
		Spearman Correlation:  0.3304305539969326
		Coefficient of Determination:  -0.01150720115132331
		RMSE:  0.3867872134301028
		NRMSE:  0.19037895594762083
		MAPE:  203.88687963299645

	Predictor:  RandomForests
		Pearson Correlation:  0.6406141074446104
		Spearman Correlation:  0.6510239164939807
		Coefficient of Determination:  0.3537892043277857
		RMSE:  0.3840225694800712
		NRMSE:  0.10500481776447797
		MAPE:  219.28854017883793
		Pearson Correlation:  0.3953392717229648
		Spearman Correlation:  0.313592438808464
		Coefficient of Determination:  0.14243097909042235
		RMSE:  0.35614115358958714
		NRMSE:  0.17529478389186587
		MAPE:  231.81024404876845


Fold:  5

Protein:  RB1
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00018503513771928048
		RMSE:  0.23392670305630597
		NRMSE:  0.11556330212293363
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12340187398900859
		RMSE:  0.2547692202160761
		NRMSE:  0.12845593258580365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.0601186332558495e-15
		NRMSE:  5.237145152753637e-16
		MAPE:  2.1209584982804884e-12
		Pearson Correlation:  0.04186801712599941
		Spearman Correlation:  0.16880260352373472
		Coefficient of Determination:  -0.24259977684809275
		RMSE:  0.2679446077170166
		NRMSE:  0.1350990297667631
		MAPE:  424.60169984490034

	Predictor:  ElasticNet
		Pearson Correlation:  0.8886403555150444
		Spearman Correlation:  0.8046232806050876
		Coefficient of Determination:  0.6975587824304395
		RMSE:  0.128635284891039
		NRMSE:  0.06354776131716208
		MAPE:  179.15408670067993
		Pearson Correlation:  0.22801745065198925
		Spearman Correlation:  0.31293906407810573
		Coefficient of Determination:  -0.02731348398045208
		RMSE:  0.24363006442387125
		NRMSE:  0.12283951375666623
		MAPE:  307.60866169428994

	Predictor:  RandomForests
		Pearson Correlation:  0.6743666445077651
		Spearman Correlation:  0.4789545918084996
		Coefficient of Determination:  0.26967997664056975
		RMSE:  0.19989237488007183
		NRMSE:  0.09874983321068842
		MAPE:  158.5153714282499
		Pearson Correlation:  -0.007999753491142538
		Spearman Correlation:  0.04874624371874961
		Coefficient of Determination:  -0.1533946267262365
		RMSE:  0.25814775215388774
		NRMSE:  0.1301594055189721
		MAPE:  255.68143790431472

Protein:  CDH1
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10476316856458312
		RMSE:  1.1835893765747125
		NRMSE:  0.18846364392451076
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19786466090973764
		RMSE:  1.2714981376898562
		NRMSE:  0.2500438806886504
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1260727912856485
		NRMSE:  0.17930524366829853
		MAPE:  266.31463004312263
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01718399286470018
		RMSE:  1.1716869980595492
		NRMSE:  0.23041572398960675
		MAPE:  1066.779337530299

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  4.317445273111277e-15
		NRMSE:  6.874693915976046e-16
		MAPE:  1.848451196404897e-12
		Pearson Correlation:  0.47390155492598884
		Spearman Correlation:  0.46893103405279374
		Coefficient of Determination:  0.15872056214162922
		RMSE:  1.0655700105738461
		NRMSE:  0.2095475036034387
		MAPE:  1578.4484367476953

	Predictor:  ElasticNet
		Pearson Correlation:  0.9917198640223083
		Spearman Correlation:  0.9841013441443042
		Coefficient of Determination:  0.973530564167349
		RMSE:  0.18320562653502886
		NRMSE:  0.02917194142464075
		MAPE:  68.61719369446313
		Pearson Correlation:  0.48111168312860236
		Spearman Correlation:  0.48798862828713585
		Coefficient of Determination:  0.20749286831512037
		RMSE:  1.0342212135907156
		NRMSE:  0.20338266968018637
		MAPE:  1278.8240685279115

	Predictor:  RandomForests
		Pearson Correlation:  0.8034107043081723
		Spearman Correlation:  0.7261677873726136
		Coefficient of Determination:  0.6380518726094138
		RMSE:  0.6774693192913301
		NRMSE:  0.10787384466917138
		MAPE:  134.92885322390424
		Pearson Correlation:  0.6573993999019327
		Spearman Correlation:  0.6479207970174192
		Coefficient of Determination:  0.423576343257265
		RMSE:  0.8820287679921058
		NRMSE:  0.17345357377280798
		MAPE:  427.4031911262092

Protein:  CDH2
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0016678089051440637
		RMSE:  0.3594357673583712
		NRMSE:  0.1765314902796381
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02548752338232485
		RMSE:  0.4223734458481898
		NRMSE:  0.15794680397441796
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  2.393022981179727e-15
		NRMSE:  1.1752973730070856e-15
		MAPE:  6.678623015054631e-12
		Pearson Correlation:  0.24453609819510208
		Spearman Correlation:  0.22116263440039438
		Coefficient of Determination:  -0.03756798416640095
		RMSE:  0.4248539863542798
		NRMSE:  0.1588744035877867
		MAPE:  1026.7062008426863

	Predictor:  ElasticNet
		Pearson Correlation:  0.9546666719940381
		Spearman Correlation:  0.9402157437017479
		Coefficient of Determination:  0.8372713460062048
		RMSE:  0.14487433287723822
		NRMSE:  0.0711528573632131
		MAPE:  385.77738859126913
		Pearson Correlation:  0.27009661935991175
		Spearman Correlation:  0.28565728457644446
		Coefficient of Determination:  0.020027343356802563
		RMSE:  0.41289383214379144
		NRMSE:  0.1544018967312198
		MAPE:  3203.9914302708125

	Predictor:  RandomForests
		Pearson Correlation:  0.7033984745808509
		Spearman Correlation:  0.6041444762433332
		Coefficient of Determination:  0.2469054575163777
		RMSE:  0.3116622367523235
		NRMSE:  0.15306823670366065
		MAPE:  602.7592708405957
		Pearson Correlation:  0.14399892969844244
		Spearman Correlation:  0.157832588726402
		Coefficient of Determination:  0.0017031687890860514
		RMSE:  0.4167362338857929
		NRMSE:  0.15583876517240727
		MAPE:  538.4337711070573

Protein:  CDH3
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011481892643820935
		RMSE:  0.2038847376288621
		NRMSE:  0.14304087222095618
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026977014897064944
		RMSE:  0.22369326249691865
		NRMSE:  0.20181818899206835
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  1.1119797957585898e-15
		NRMSE:  7.801396108762627e-16
		MAPE:  4.692213701921431e-12
		Pearson Correlation:  0.40671798804163717
		Spearman Correlation:  0.4000473821369344
		Coefficient of Determination:  0.11518983020546159
		RMSE:  0.21013236417630676
		NRMSE:  0.18958341754825175
		MAPE:  319.9329676341086

	Predictor:  ElasticNet
		Pearson Correlation:  0.872861684368192
		Spearman Correlation:  0.8380087632873063
		Coefficient of Determination:  0.6939609073483055
		RMSE:  0.11272597138054456
		NRMSE:  0.07908596521618719
		MAPE:  487.85244951916724
		Pearson Correlation:  0.5356706431444521
		Spearman Correlation:  0.5147370914849313
		Coefficient of Determination:  0.2665667486064828
		RMSE:  0.1913146341805753
		NRMSE:  0.17260588256892906
		MAPE:  227.72768965507387

	Predictor:  RandomForests
		Pearson Correlation:  0.6921744766607956
		Spearman Correlation:  0.6682264629915282
		Coefficient of Determination:  0.358468268456388
		RMSE:  0.16320918824554878
		NRMSE:  0.11450383639610259
		MAPE:  459.31332452955854
		Pearson Correlation:  0.514818707146539
		Spearman Correlation:  0.529884412523847
		Coefficient of Determination:  0.20357736530327175
		RMSE:  0.1993607648243169
		NRMSE:  0.1798651781632069
		MAPE:  150.23561511847365

Protein:  PTEN
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05240378988513572
		RMSE:  0.5837468026637292
		NRMSE:  0.09127461538014686
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011774083334460839
		RMSE:  0.7259408088203396
		NRMSE:  0.14042494754339593
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5690275755039937
		NRMSE:  0.08897311789601967
		MAPE:  304.4741530818047
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005181468299075398
		RMSE:  0.7235718660416283
		NRMSE:  0.13996670265429206
		MAPE:  391.1377632658283

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.7147865119268163e-15
		NRMSE:  4.2448385770101107e-16
		MAPE:  2.088538071717292e-12
		Pearson Correlation:  0.4342062992087335
		Spearman Correlation:  0.46744473123106284
		Coefficient of Determination:  0.1739484753751258
		RMSE:  0.6559383215008237
		NRMSE:  0.12688376692603368
		MAPE:  757.0041347360567

	Predictor:  ElasticNet
		Pearson Correlation:  0.9759300466747023
		Spearman Correlation:  0.9612787370466339
		Coefficient of Determination:  0.92431727788918
		RMSE:  0.15654229091394833
		NRMSE:  0.024476943306066503
		MAPE:  151.4440052516975
		Pearson Correlation:  0.5193882365991207
		Spearman Correlation:  0.5403583585830248
		Coefficient of Determination:  0.2529955517470095
		RMSE:  0.6237650389789174
		NRMSE:  0.12066021335865781
		MAPE:  726.5066603140731

	Predictor:  RandomForests
		Pearson Correlation:  0.6307954192700198
		Spearman Correlation:  0.583672650493699
		Coefficient of Determination:  0.3191364840931121
		RMSE:  0.4695299984209757
		NRMSE:  0.07341568265514435
		MAPE:  245.45405268213
		Pearson Correlation:  0.44483438631461164
		Spearman Correlation:  0.4611782015962743
		Coefficient of Determination:  0.15764312063047725
		RMSE:  0.6623804397232012
		NRMSE:  0.12812992102352236
		MAPE:  383.77307345579726

Protein:  BRCA2
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00015423459462815536
		RMSE:  0.20048365981157823
		NRMSE:  0.1291568109593031
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08467605477038265
		RMSE:  0.17297650483593724
		NRMSE:  0.22621657599677922
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999884408153
		Coefficient of Determination:  1.0
		RMSE:  1.4226355550802277e-15
		NRMSE:  9.164989886166713e-16
		MAPE:  5.974713281849829e-12
		Pearson Correlation:  0.16526878410142734
		Spearman Correlation:  0.14195438845870897
		Coefficient of Determination:  -0.34562257930798124
		RMSE:  0.19266317990998433
		NRMSE:  0.2519625709932444
		MAPE:  357.73449702767965

	Predictor:  ElasticNet
		Pearson Correlation:  0.8725389043857017
		Spearman Correlation:  0.8238632523710063
		Coefficient of Determination:  0.6545057274825683
		RMSE:  0.11783272432090945
		NRMSE:  0.07591091919530324
		MAPE:  164.418993243556
		Pearson Correlation:  0.16011120870508938
		Spearman Correlation:  0.17498721929201114
		Coefficient of Determination:  -0.1039606271825233
		RMSE:  0.17450741421972887
		NRMSE:  0.22821868072939105
		MAPE:  240.01073396985961

	Predictor:  RandomForests
		Pearson Correlation:  0.655833430807083
		Spearman Correlation:  0.5748461106385155
		Coefficient of Determination:  0.2829902540415049
		RMSE:  0.16974931175751812
		NRMSE:  0.10935694105815309
		MAPE:  191.27047885990635
		Pearson Correlation:  0.24377566499510217
		Spearman Correlation:  0.21355627875659297
		Coefficient of Determination:  -0.022130650308200606
		RMSE:  0.16791531049952496
		NRMSE:  0.21959760740145812
		MAPE:  176.44436442770746

Protein:  CDKN2A
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06876053865938014
		RMSE:  0.7026668514343448
		NRMSE:  0.1789276696377339
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07452018232747903
		RMSE:  0.6281215662347416
		NRMSE:  0.15805378984795088
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6796874655065666
		NRMSE:  0.1730761797526334
		MAPE:  274.2442116656758
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00044725008449963966
		RMSE:  0.6060849693149379
		NRMSE:  0.15250873639690443
		MAPE:  274.3248072759207

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  3.4634020197077107e-15
		NRMSE:  8.819235618414889e-16
		MAPE:  3.7446032941918555e-12
		Pearson Correlation:  0.40754427210685196
		Spearman Correlation:  0.41129440516714677
		Coefficient of Determination:  0.08599589445456524
		RMSE:  0.5793092854613514
		NRMSE:  0.14577118981941858
		MAPE:  417.57761242868827

	Predictor:  ElasticNet
		Pearson Correlation:  0.9812302099137282
		Spearman Correlation:  0.9799487458073395
		Coefficient of Determination:  0.9457043498075267
		RMSE:  0.158376878849411
		NRMSE:  0.040329219742153505
		MAPE:  105.91850156466911
		Pearson Correlation:  0.3716505977291318
		Spearman Correlation:  0.3861569346251201
		Coefficient of Determination:  0.06344847643744
		RMSE:  0.5864111964063031
		NRMSE:  0.14755823869713977
		MAPE:  385.6724386477917

	Predictor:  RandomForests
		Pearson Correlation:  0.7203864789308992
		Spearman Correlation:  0.6864878330796599
		Coefficient of Determination:  0.5120451231027796
		RMSE:  0.4747872987206711
		NRMSE:  0.12090023139738512
		MAPE:  132.8922586145708
		Pearson Correlation:  0.3807872124876807
		Spearman Correlation:  0.39112956520654873
		Coefficient of Determination:  -0.04770734805005028
		RMSE:  0.6202352019043322
		NRMSE:  0.1560693495141874
		MAPE:  466.2645130056909

Protein:  TP53
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0629013951002304
		RMSE:  0.43691826486349494
		NRMSE:  0.11112140819031384
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02793228386718627
		RMSE:  0.5354711484549424
		NRMSE:  0.14342336907859712
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4237929343776606
		NRMSE:  0.10778324331179852
		MAPE:  459.9790072255086
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011640203076264122
		RMSE:  0.5284530873849588
		NRMSE:  0.1415436152095778
		MAPE:  140.42972129387252

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.5100858883604974e-15
		NRMSE:  6.383900629111873e-16
		MAPE:  6.587812665564695e-12
		Pearson Correlation:  0.44434761680889096
		Spearman Correlation:  0.384251673961022
		Coefficient of Determination:  0.18365531880142638
		RMSE:  0.47718920060271186
		NRMSE:  0.1278128299458181
		MAPE:  218.0976526053056

	Predictor:  ElasticNet
		Pearson Correlation:  0.9622970835465937
		Spearman Correlation:  0.9323983468979715
		Coefficient of Determination:  0.8926128374720415
		RMSE:  0.1388768621699162
		NRMSE:  0.03532054786996521
		MAPE:  332.48561620622087
		Pearson Correlation:  0.49453224749840935
		Spearman Correlation:  0.47512562500779315
		Coefficient of Determination:  0.244454682711446
		RMSE:  0.45907546400864385
		NRMSE:  0.12296115280799354
		MAPE:  203.72035622566696

	Predictor:  RandomForests
		Pearson Correlation:  0.6893528212959577
		Spearman Correlation:  0.6137045650127729
		Coefficient of Determination:  0.40213785106608646
		RMSE:  0.32768324906978163
		NRMSE:  0.08333967015177945
		MAPE:  747.1192271141979
		Pearson Correlation:  0.5172033319900466
		Spearman Correlation:  0.4281724211025076
		Coefficient of Determination:  0.22153800899554033
		RMSE:  0.4659856352292026
		NRMSE:  0.12481200890028195
		MAPE:  148.89826624338417

Protein:  CTNNB1
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.4291206958720877
		RMSE:  0.9037435622191023
		NRMSE:  0.1777623057079273
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5497170498826627
		RMSE:  0.8436000623678614
		NRMSE:  0.27017767234966206
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999422040781
		Coefficient of Determination:  1.0
		RMSE:  3.015158554419576e-15
		NRMSE:  5.930681657001526e-16
		MAPE:  2.412162656171565e-12
		Pearson Correlation:  0.49656539964490737
		Spearman Correlation:  0.45772889936283495
		Coefficient of Determination:  0.1490396641359758
		RMSE:  0.6251223930583794
		NRMSE:  0.20020637814570869
		MAPE:  229.8288569081643

	Predictor:  ElasticNet
		Pearson Correlation:  0.9863458856684469
		Spearman Correlation:  0.9838253291598271
		Coefficient of Determination:  0.9533205665694549
		RMSE:  0.16333285387780908
		NRMSE:  0.032126839865816104
		MAPE:  177.24560199826874
		Pearson Correlation:  0.5031916139347858
		Spearman Correlation:  0.4891108367934762
		Coefficient of Determination:  0.21878100664281197
		RMSE:  0.5989585853178365
		NRMSE:  0.19182696117968495
		MAPE:  214.53200884442487

	Predictor:  RandomForests
		Pearson Correlation:  0.6762127152430822
		Spearman Correlation:  0.6756610866307926
		Coefficient of Determination:  0.4412556228041862
		RMSE:  0.5650896399367948
		NRMSE:  0.11115059794193448
		MAPE:  478.8035560987595
		Pearson Correlation:  0.655746427453171
		Spearman Correlation:  0.611087420042644
		Coefficient of Determination:  0.42553080119907727
		RMSE:  0.5136221822108481
		NRMSE:  0.16449648577238848
		MAPE:  187.98891324330157

Protein:  CCNE1
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9790551557409413
		RMSE:  0.7746141645114569
		NRMSE:  0.27590887426944144
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8285524646781477
		RMSE:  0.8763813407881366
		NRMSE:  0.2114972948785232
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4487930906545114
		NRMSE:  0.15985506345663808
		MAPE:  112.14421009479175
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0040862214035515265
		RMSE:  0.6494188844018614
		NRMSE:  0.15672439713344627
		MAPE:  115.49088793396595

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  1.8124068828010167e-15
		NRMSE:  6.4555899654533095e-16
		MAPE:  4.257281008276153e-13
		Pearson Correlation:  0.62338189393713
		Spearman Correlation:  0.6028977917430393
		Coefficient of Determination:  0.372269441766616
		RMSE:  0.5134829705267534
		NRMSE:  0.12391895420198214
		MAPE:  101.55668092589131

	Predictor:  ElasticNet
		Pearson Correlation:  0.9702440386936102
		Spearman Correlation:  0.9154231424429063
		Coefficient of Determination:  0.9297320145549098
		RMSE:  0.11896656264517405
		NRMSE:  0.0423745548157343
		MAPE:  26.95431149017475
		Pearson Correlation:  0.8044403702293813
		Spearman Correlation:  0.6603149665207796
		Coefficient of Determination:  0.5992599200819407
		RMSE:  0.4102709809316355
		NRMSE:  0.09901078285870973
		MAPE:  93.63452949512929

	Predictor:  RandomForests
		Pearson Correlation:  0.8687859464966861
		Spearman Correlation:  0.712973988618374
		Coefficient of Determination:  0.750824936077664
		RMSE:  0.22402601379797127
		NRMSE:  0.07979555255493188
		MAPE:  52.8088761554254
		Pearson Correlation:  0.7637621796030425
		Spearman Correlation:  0.7321347430477312
		Coefficient of Determination:  0.5524489897582678
		RMSE:  0.4335714535629555
		NRMSE:  0.10463389086153813
		MAPE:  76.38489820863946

Protein:  CCND1
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5366759284640548
		RMSE:  0.28216244755564185
		NRMSE:  0.17771997351836757
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.30240520386774006
		RMSE:  0.3149325402631455
		NRMSE:  0.20120656537940065
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.8985152402574562e-15
		NRMSE:  1.195779527522836e-15
		MAPE:  5.241427063906217e-12
		Pearson Correlation:  0.27156580922298157
		Spearman Correlation:  0.235032855771269
		Coefficient of Determination:  0.023308661389240926
		RMSE:  0.2727238650006941
		NRMSE:  0.17423995668384898
		MAPE:  294.9888002872739

	Predictor:  ElasticNet
		Pearson Correlation:  0.8899983152703352
		Spearman Correlation:  0.8720248057007122
		Coefficient of Determination:  0.7063761411452909
		RMSE:  0.12333994224139759
		NRMSE:  0.07768564335470472
		MAPE:  353.8847240314682
		Pearson Correlation:  0.3573128939295028
		Spearman Correlation:  0.2849187645731244
		Coefficient of Determination:  0.1259500682193445
		RMSE:  0.25799577651224
		NRMSE:  0.16483036027666398
		MAPE:  229.78175841297613

	Predictor:  RandomForests
		Pearson Correlation:  0.6213776920154902
		Spearman Correlation:  0.6254347360955441
		Coefficient of Determination:  0.3203233221279157
		RMSE:  0.18765461682854678
		NRMSE:  0.11819423109729088
		MAPE:  507.5681452224666
		Pearson Correlation:  0.3498341251502904
		Spearman Correlation:  0.2949139016695969
		Coefficient of Determination:  0.1169568753930833
		RMSE:  0.2593196528601919
		NRMSE:  0.16567616875595242
		MAPE:  253.19520110171783

Protein:  ERBB2
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10085609607150081
		RMSE:  1.0785113826338413
		NRMSE:  0.1837421644434709
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05671362529003088
		RMSE:  0.8919867459254164
		NRMSE:  0.19736403273048267
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959455
		RMSE:  0.875951357919715
		NRMSE:  0.1938159880340115
		MAPE:  565.705361200264

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  4.202817516175506e-15
		NRMSE:  7.160191349090253e-16
		MAPE:  1.998066731394861e-12
		Pearson Correlation:  0.717400766477936
		Spearman Correlation:  0.5616653574234094
		Coefficient of Determination:  0.5121476907775062
		RMSE:  0.6060715948273773
		NRMSE:  0.13410147025719157
		MAPE:  327.175868212353

	Predictor:  ElasticNet
		Pearson Correlation:  0.9913461702063013
		Spearman Correlation:  0.9780451400025314
		Coefficient of Determination:  0.9787378734474699
		RMSE:  0.14988659940795457
		NRMSE:  0.025535649080524483
		MAPE:  200.48710668300092
		Pearson Correlation:  0.809323623431581
		Spearman Correlation:  0.657412187184379
		Coefficient of Determination:  0.6541044946526304
		RMSE:  0.5103313015800378
		NRMSE:  0.1129176461068786
		MAPE:  304.79742544225866

	Predictor:  RandomForests
		Pearson Correlation:  0.8657910284985194
		Spearman Correlation:  0.7138574800771907
		Coefficient of Determination:  0.7412490306053332
		RMSE:  0.5228780970156561
		NRMSE:  0.08908088948594581
		MAPE:  459.94386478301885
		Pearson Correlation:  0.8115021185763848
		Spearman Correlation:  0.6524651488075495
		Coefficient of Determination:  0.6334670148362189
		RMSE:  0.5253349313877418
		NRMSE:  0.11623740046194088
		MAPE:  196.29549005395032

Protein:  ERBB3
x_train_column_count:  20134

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.24617901957450639
		RMSE:  0.5234556686317032
		NRMSE:  0.14126566093685908
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10551624527684367
		RMSE:  0.43841640970600765
		NRMSE:  0.21211918179733683
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.9999997880816034
		Coefficient of Determination:  1.0
		RMSE:  2.3316361857227674e-15
		NRMSE:  6.292416847856729e-16
		MAPE:  1.6177738103617521e-12
		Pearson Correlation:  0.3610402102652332
		Spearman Correlation:  0.3471788925048941
		Coefficient of Determination:  -0.10404741419098906
		RMSE:  0.43812506451165384
		NRMSE:  0.21197822013878861
		MAPE:  268.09049168187147

	Predictor:  ElasticNet
		Pearson Correlation:  0.967015690777305
		Spearman Correlation:  0.960607698799679
		Coefficient of Determination:  0.8914894245841742
		RMSE:  0.15446344719306265
		NRMSE:  0.04168525104590313
		MAPE:  93.91285023616196
		Pearson Correlation:  0.41178327549489335
		Spearman Correlation:  0.43969376176760316
		Coefficient of Determination:  0.07237077972847006
		RMSE:  0.4015979128070062
		NRMSE:  0.19430527414168788
		MAPE:  205.03379145608486

	Predictor:  RandomForests
		Pearson Correlation:  0.6314357211830337
		Spearman Correlation:  0.6254255056956395
		Coefficient of Determination:  0.312951561023298
		RMSE:  0.38867210122111695
		NRMSE:  0.10489144459977194
		MAPE:  232.67718843179503
		Pearson Correlation:  0.538778544054943
		Spearman Correlation:  0.5330664970884924
		Coefficient of Determination:  0.228688768495227
		RMSE:  0.3662006109418455
		NRMSE:  0.1771789838312813
		MAPE:  225.3069305336877

Min-Max

In [175]:
scenario = Scenario.AllmRNA_Mutations 
normalizeTechnique = NormalizeTechnique.MinMax
X, Y, Z = get_data(normalizeTechnique)
In [176]:
X.head()
Out[176]:
UBE2Q2P2 HMGB1P1 LOC155060 RNU12-2P SSX9 CXORF67 EFCAB8 SRP14P1 LOC391343 TRIM75P ... ZXDA ZXDB ZXDC ZYG11A ZYG11B ZYX ZZEF1 ZZZ3 TPTEP1 AKR1C6P
TCGA-A1-A0SF-01 0.266811 0.102965 0.232299 0.000000 0.0 0.00000 0.165596 0.256402 0.0 0.00000 ... 0.362558 0.154626 0.343226 0.136973 0.283236 0.203583 0.106969 0.050188 0.019658 0.021305
TCGA-A1-A0SH-01 0.074647 0.046655 0.060467 0.000000 0.0 0.00000 0.019946 0.108076 0.0 0.00000 ... 0.437102 0.171136 0.196632 0.028737 0.498917 0.208787 0.168174 0.119445 0.172767 0.000000
TCGA-A1-A0SJ-01 0.122769 0.097168 0.035285 0.088368 0.0 0.00000 0.020200 0.129369 0.0 0.29443 ... 0.415293 0.914898 0.215818 0.074090 0.379839 0.104565 0.110857 0.079787 0.016343 0.000000
TCGA-A1-A0SK-01 0.716855 1.000000 0.116251 0.076144 0.0 0.01449 0.000000 0.094313 0.0 0.00000 ... 0.334733 0.181185 0.763246 0.229344 0.511470 0.000000 0.246798 0.166438 0.018601 0.000000
TCGA-A1-A0SQ-01 0.025757 0.011574 0.044865 0.000000 0.0 0.00000 0.022276 0.153652 0.0 0.00000 ... 0.537294 0.183640 0.239462 0.036770 0.323545 0.099038 0.071604 0.075950 0.006561 0.000000

5 rows × 20440 columns

In [177]:
Y.head()
Out[177]:
RB1 CDH1 PTEN BRCA2 CDKN2A TP53 CTNNB1 CCNE1 CCND1 CDH2 CDH3 ERBB2 ERBB3
TCGA-A1-A0SF-01 0.017184 0.705680 0.197730 0.108550 0.17550 -0.472550 0.06978 -0.75401 -0.202360 -0.222000 -0.114060 0.25604 0.461410
TCGA-A1-A0SH-01 -0.081896 0.018364 0.699160 -0.282430 0.68156 -0.035545 -0.11192 -0.77956 -0.014111 0.072251 -0.031553 0.68354 0.033670
TCGA-A1-A0SJ-01 -0.106090 0.114310 -0.110550 0.108220 -0.00989 -0.431850 -0.85672 -0.29589 0.290760 -0.225320 0.128230 0.36458 0.430620
TCGA-A1-A0SK-01 -0.060244 -0.963820 -0.081596 0.309150 1.23630 0.898470 -0.85965 0.92670 0.045974 0.389790 -0.224090 -1.04130 -0.056604
TCGA-A1-A0SQ-01 0.376500 0.425490 0.657440 0.003187 -0.34580 -0.020122 0.39368 -1.02750 0.362490 0.292880 -0.144850 0.31196 0.649260
In [178]:
perform_kFoldCV(num_folds, scenario, normalizeTechnique, X, Y, Z)

Fold:  1

Protein:  RB1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017832262764705176
		RMSE:  0.22609122586734381
		NRMSE:  0.08562439911658541
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0064622508272080825
		RMSE:  0.2813710133086082
		NRMSE:  0.13900150344012696
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  1.0459050011904041e-15
		NRMSE:  3.9610111766347433e-16
		MAPE:  5.452755286899354e-12
		Pearson Correlation:  0.13980061936310217
		Spearman Correlation:  0.1856355477514389
		Coefficient of Determination:  -0.09590538261997539
		RMSE:  0.2936074960894075
		NRMSE:  0.14504650958112836
		MAPE:  178.0093327153115

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  RandomForests
		Pearson Correlation:  0.6893338695699293
		Spearman Correlation:  0.4948387643721538
		Coefficient of Determination:  0.23776323482880313
		RMSE:  0.1956548186829351
		NRMSE:  0.07409764009957777
		MAPE:  208.05616773568042
		Pearson Correlation:  0.15022165636204643
		Spearman Correlation:  0.2444541995902839
		Coefficient of Determination:  -0.013434768060642366
		RMSE:  0.2823439649176449
		NRMSE:  0.13948215613722
		MAPE:  138.79811486815606

Protein:  CDH1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12177449909053428
		RMSE:  1.1951653206606205
		NRMSE:  0.20089175544360185
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11829904064371455
		RMSE:  1.227018913081223
		NRMSE:  0.19873326310796913
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  6.945379528311595e-15
		NRMSE:  1.1674280215002765e-15
		MAPE:  7.109700140066033e-12
		Pearson Correlation:  0.6044463565759928
		Spearman Correlation:  0.5133304067895816
		Coefficient of Determination:  0.34979381042396973
		RMSE:  0.9356164101417372
		NRMSE:  0.15153645980721991
		MAPE:  442.79997415923174

	Predictor:  ElasticNet
		Pearson Correlation:  0.730414275365729
		Spearman Correlation:  0.7043067563885624
		Coefficient of Determination:  0.458724771149142
		RMSE:  0.8302029602493096
		NRMSE:  0.13954632650048066
		MAPE:  441.12926705211794
		Pearson Correlation:  0.6898915094978914
		Spearman Correlation:  0.6135840405814067
		Coefficient of Determination:  0.42733750150597594
		RMSE:  0.87805486320879
		NRMSE:  0.14221354397473196
		MAPE:  255.81941977576602

	Predictor:  RandomForests
		Pearson Correlation:  0.7732362323157869
		Spearman Correlation:  0.7353149529230595
		Coefficient of Determination:  0.5885380357243323
		RMSE:  0.7238357833501861
		NRMSE:  0.12166738664215723
		MAPE:  178.5357067695411
		Pearson Correlation:  0.7706975133963258
		Spearman Correlation:  0.7024192761681789
		Coefficient of Determination:  0.5850650516422916
		RMSE:  0.7474158241520349
		NRMSE:  0.12105468306048313
		MAPE:  148.81719150017614

Protein:  CDH2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004084060130477685
		RMSE:  0.37195168053170635
		NRMSE:  0.13741024893390016
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006474841096328898
		RMSE:  0.3763274359057868
		NRMSE:  0.1942134674644098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999031343205
		Coefficient of Determination:  1.0
		RMSE:  1.6246804834222789e-15
		NRMSE:  6.002063207402937e-16
		MAPE:  9.774192580074569e-12
		Pearson Correlation:  0.2434243438094867
		Spearman Correlation:  0.3145107794361526
		Coefficient of Determination:  -0.022213293168727333
		RMSE:  0.3792583768012351
		NRMSE:  0.19572605501431342
		MAPE:  183.35273307143333

	Predictor:  ElasticNet
		Pearson Correlation:  0.2541016692185118
		Spearman Correlation:  0.2403074501315612
		Coefficient of Determination:  0.0009678830261821147
		RMSE:  0.3710147827243817
		NRMSE:  0.13706413042531843
		MAPE:  453.2346887718675
		Pearson Correlation:  0.09393961867412082
		Spearman Correlation:  0.14491756901765684
		Coefficient of Determination:  0.00010468912569816524
		RMSE:  0.3750953546153867
		NRMSE:  0.19357762017618138
		MAPE:  105.21321791114227

	Predictor:  RandomForests
		Pearson Correlation:  0.6688938306877342
		Spearman Correlation:  0.5665986656635532
		Coefficient of Determination:  0.24111552555866822
		RMSE:  0.323362253588115
		NRMSE:  0.11945983870230746
		MAPE:  669.5224622450675
		Pearson Correlation:  0.18916620554569433
		Spearman Correlation:  0.22817773875719446
		Coefficient of Determination:  0.03192915855078171
		RMSE:  0.3690778562714745
		NRMSE:  0.1904721351455202
		MAPE:  105.1318904290896

Protein:  CDH3
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003025178489952651
		RMSE:  0.20883135309817671
		NRMSE:  0.14651130458142275
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.766266116724594e-05
		RMSE:  0.2045852237570374
		NRMSE:  0.1565890990172577
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.2678470106177333e-15
		NRMSE:  8.8949248654216e-16
		MAPE:  5.759380928649328e-12
		Pearson Correlation:  0.3881384092078604
		Spearman Correlation:  0.4610672129548337
		Coefficient of Determination:  0.03589137989001512
		RMSE:  0.20087446146949323
		NRMSE:  0.15374888938430875
		MAPE:  459.53522506384627

	Predictor:  ElasticNet
		Pearson Correlation:  0.38724140453494743
		Spearman Correlation:  0.40009410694214803
		Coefficient of Determination:  0.02570957858863354
		RMSE:  0.20609821855766763
		NRMSE:  0.14459379985243562
		MAPE:  122.1428891936286
		Pearson Correlation:  0.46905984714190724
		Spearman Correlation:  0.49472246610086823
		Coefficient of Determination:  0.03492665098229997
		RMSE:  0.20097493819041443
		NRMSE:  0.15382579405470637
		MAPE:  119.00880935152801

	Predictor:  RandomForests
		Pearson Correlation:  0.6825311192041936
		Spearman Correlation:  0.6628560096947819
		Coefficient of Determination:  0.3582346871361095
		RMSE:  0.1672700325629156
		NRMSE:  0.11735283196028765
		MAPE:  444.50531941187865
		Pearson Correlation:  0.4788700038361175
		Spearman Correlation:  0.5331674958540631
		Coefficient of Determination:  0.2064818296797366
		RMSE:  0.18223852028977391
		NRMSE:  0.13948497928815998
		MAPE:  335.7781566799737

Protein:  PTEN
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.042477457330321045
		RMSE:  0.639641264822803
		NRMSE:  0.10001427016227082
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.028094267476815427
		RMSE:  0.5035947533045023
		NRMSE:  0.16597282753427667
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.458230587102
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389449
		RMSE:  0.49877990548911916
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809618

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  2.2591252907311914e-15
		NRMSE:  3.532366962287845e-16
		MAPE:  2.5679405076200887e-12
		Pearson Correlation:  0.13561659642178864
		Spearman Correlation:  0.18614769290800898
		Coefficient of Determination:  -0.4912190070682876
		RMSE:  0.6065064771578845
		NRMSE:  0.19989007882073842
		MAPE:  286.10427863832405

	Predictor:  ElasticNet
		Pearson Correlation:  0.5454769244197238
		Spearman Correlation:  0.5168030173735174
		Coefficient of Determination:  0.17057774931605418
		RMSE:  0.5705464113477922
		NRMSE:  0.08921060297831165
		MAPE:  465.39287936666886
		Pearson Correlation:  0.21940724565180228
		Spearman Correlation:  0.2767827529021559
		Coefficient of Determination:  0.04571173365024328
		RMSE:  0.485181820729668
		NRMSE:  0.15990436382890644
		MAPE:  152.15060076233735

	Predictor:  RandomForests
		Pearson Correlation:  0.6734501236697481
		Spearman Correlation:  0.5873131807392832
		Coefficient of Determination:  0.352200551006689
		RMSE:  0.504223896582486
		NRMSE:  0.07884041851027848
		MAPE:  208.5991870216766
		Pearson Correlation:  0.30762663981422694
		Spearman Correlation:  0.33524046434494204
		Coefficient of Determination:  0.09272516692774768
		RMSE:  0.47307953367191713
		NRMSE:  0.15591573847205759
		MAPE:  152.119877362353

Protein:  BRCA2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026562361008646285
		RMSE:  0.19787350383771835
		NRMSE:  0.12800221484333532
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00017758204834872338
		RMSE:  0.18475106890837595
		NRMSE:  0.18489898809885505
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.9999999031343205
		Coefficient of Determination:  1.0
		RMSE:  1.220974156898179e-15
		NRMSE:  7.898348860169608e-16
		MAPE:  3.023536726161256e-12
		Pearson Correlation:  0.1908881536515738
		Spearman Correlation:  0.19455198828420023
		Coefficient of Determination:  -0.15818871803525036
		RMSE:  0.19880992743660567
		NRMSE:  0.1989691027187807
		MAPE:  273.48767794095727

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  RandomForests
		Pearson Correlation:  0.6646492801259603
		Spearman Correlation:  0.5783323049749448
		Coefficient of Determination:  0.260509183576794
		RMSE:  0.16993311050172077
		NRMSE:  0.10992787865765384
		MAPE:  145.80630678785718
		Pearson Correlation:  0.35309001641955157
		Spearman Correlation:  0.35596082816438057
		Coefficient of Determination:  0.09671151984628801
		RMSE:  0.17557457973348123
		NRMSE:  0.17571515185496522
		MAPE:  131.48508577043017

Protein:  CDKN2A
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.062199248812668806
		RMSE:  0.6624014175436462
		NRMSE:  0.14974599695798488
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10057809021042674
		RMSE:  0.783524323220729
		NRMSE:  0.21159176970584093
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6427147371513342
		NRMSE:  0.145295521001771
		MAPE:  207.86247046219444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010510594090658465
		RMSE:  0.7507796405829533
		NRMSE:  0.20274902527219912
		MAPE:  439.74244050751946

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  3.703768841240386e-15
		NRMSE:  8.37293736010034e-16
		MAPE:  2.5372656254705402e-12
		Pearson Correlation:  0.5703607438584692
		Spearman Correlation:  0.5098087991415472
		Coefficient of Determination:  0.32010546727984557
		RMSE:  0.6158328138333138
		NRMSE:  0.16630645796200752
		MAPE:  1194.741846971283

	Predictor:  ElasticNet
		Pearson Correlation:  0.5447841178673639
		Spearman Correlation:  0.4247328991929946
		Coefficient of Determination:  0.2159817616681594
		RMSE:  0.5690905067547973
		NRMSE:  0.12865163484905556
		MAPE:  155.36713257043152
		Pearson Correlation:  0.5926992373954707
		Spearman Correlation:  0.41056970051702274
		Coefficient of Determination:  0.21101405865686318
		RMSE:  0.6634018586175493
		NRMSE:  0.1791525408094921
		MAPE:  433.0475216049498

	Predictor:  RandomForests
		Pearson Correlation:  0.6757647614872638
		Spearman Correlation:  0.6448690222035699
		Coefficient of Determination:  0.44034004805471827
		RMSE:  0.4808176191311576
		NRMSE:  0.10869619512403245
		MAPE:  154.5268658486716
		Pearson Correlation:  0.7223631014573362
		Spearman Correlation:  0.6426251097453908
		Coefficient of Determination:  0.4679960627727733
		RMSE:  0.5447528044975223
		NRMSE:  0.14711120834391636
		MAPE:  161.05658929517057

Protein:  TP53
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05546789854165435
		RMSE:  0.4652085657713222
		NRMSE:  0.11180210665016156
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04275496084346875
		RMSE:  0.4295356456720749
		NRMSE:  0.1544592202783541
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.79534576990558e-15
		NRMSE:  4.314697836831483e-16
		MAPE:  2.9685717730629344e-12
		Pearson Correlation:  0.5228491356186634
		Spearman Correlation:  0.5263291386206224
		Coefficient of Determination:  0.2254248164538929
		RMSE:  0.37020294324739605
		NRMSE:  0.133123428835052
		MAPE:  521.1759566993658

	Predictor:  ElasticNet
		Pearson Correlation:  0.519254162657034
		Spearman Correlation:  0.4928411324829729
		Coefficient of Determination:  0.20368531937135803
		RMSE:  0.40408018035046095
		NRMSE:  0.09711131467206464
		MAPE:  545.1032927925022
		Pearson Correlation:  0.5419780607868545
		Spearman Correlation:  0.5023509901473029
		Coefficient of Determination:  0.23203798554825938
		RMSE:  0.3686191959656711
		NRMSE:  0.1325539199416272
		MAPE:  572.441226059912

	Predictor:  RandomForests
		Pearson Correlation:  0.7031149891467939
		Spearman Correlation:  0.5822154500532357
		Coefficient of Determination:  0.4151592677357707
		RMSE:  0.34629322446932087
		NRMSE:  0.08322355791139652
		MAPE:  582.7012327400585
		Pearson Correlation:  0.5026294084853328
		Spearman Correlation:  0.48341137450004884
		Coefficient of Determination:  0.25065181459500663
		RMSE:  0.36412450556139175
		NRMSE:  0.13093764808565275
		MAPE:  279.60993872101614

Protein:  CTNNB1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.41897644861846284
		RMSE:  0.8782004120680554
		NRMSE:  0.17699587078381512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5843844136424388
		RMSE:  0.9452480588674593
		NRMSE:  0.23451795238114906
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  3.8134774138931274e-15
		NRMSE:  7.685828272352476e-16
		MAPE:  2.4575906231604474e-12
		Pearson Correlation:  0.42276398063538306
		Spearman Correlation:  0.39740513120671156
		Coefficient of Determination:  0.13034806928832987
		RMSE:  0.700306643331779
		NRMSE:  0.17374749251520347
		MAPE:  245.84911880505555

	Predictor:  ElasticNet
		Pearson Correlation:  0.6114046075497698
		Spearman Correlation:  0.6088587807118198
		Coefficient of Determination:  0.26527067317013764
		RMSE:  0.631931101572415
		NRMSE:  0.127361811792816
		MAPE:  639.507689954003
		Pearson Correlation:  0.5044193668401379
		Spearman Correlation:  0.45452638766949566
		Coefficient of Determination:  0.19157298123640176
		RMSE:  0.6752054255986695
		NRMSE:  0.1675198297024437
		MAPE:  311.93042208790405

	Predictor:  RandomForests
		Pearson Correlation:  0.6960797502211378
		Spearman Correlation:  0.7270380833800759
		Coefficient of Determination:  0.46791759693714274
		RMSE:  0.537768662632475
		NRMSE:  0.10838395361115648
		MAPE:  391.9133094517845
		Pearson Correlation:  0.5481341129446063
		Spearman Correlation:  0.49940493610379477
		Coefficient of Determination:  0.29197140177614966
		RMSE:  0.6318891719765496
		NRMSE:  0.1567729796994367
		MAPE:  227.51186987703798

Protein:  CCNE1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.7135069779129597
		RMSE:  0.7967382438332794
		NRMSE:  0.19227700939577658
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.179220592822603
		RMSE:  0.7927883268238614
		NRMSE:  0.2823823069719898
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.48367116033059243
		NRMSE:  0.11672446372338549
		MAPE:  119.9663870203584
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008650225247206267
		RMSE:  0.5393577763958428
		NRMSE:  0.19211318838676503
		MAPE:  85.21064296831354

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  1.625701946892546e-15
		NRMSE:  3.9233099570252336e-16
		MAPE:  3.2249083163999844e-13
		Pearson Correlation:  0.7320793184547983
		Spearman Correlation:  0.6383084577114428
		Coefficient of Determination:  0.535837595474391
		RMSE:  0.36588249373310106
		NRMSE:  0.1303232390856994
		MAPE:  51.79420954222296

	Predictor:  ElasticNet
		Pearson Correlation:  0.7060838596870957
		Spearman Correlation:  0.6394994601675742
		Coefficient of Determination:  0.42514618036064344
		RMSE:  0.36671519317752693
		NRMSE:  0.08849945536055384
		MAPE:  76.99292816365677
		Pearson Correlation:  0.7501168515743661
		Spearman Correlation:  0.6091405716515462
		Coefficient of Determination:  0.4364566112310545
		RMSE:  0.40315340243337416
		NRMSE:  0.14359871858713238
		MAPE:  57.19202912506317

	Predictor:  RandomForests
		Pearson Correlation:  0.863156106128827
		Spearman Correlation:  0.7215867798710542
		Coefficient of Determination:  0.7361501249102242
		RMSE:  0.2484440722228258
		NRMSE:  0.059957060651790864
		MAPE:  55.18184474999861
		Pearson Correlation:  0.8452797234154074
		Spearman Correlation:  0.7059557472263749
		Coefficient of Determination:  0.7072893188507468
		RMSE:  0.2905533820221425
		NRMSE:  0.10349185468286463
		MAPE:  44.40531059758389

Protein:  CCND1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.46307157054532877
		RMSE:  0.2889602070536637
		NRMSE:  0.17371452011738692
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5143850316766378
		RMSE:  0.2891269997261264
		NRMSE:  0.20591917819933792
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.1059134597767962e-15
		NRMSE:  6.648431904009789e-16
		MAPE:  2.0747030333379383e-12
		Pearson Correlation:  0.460722293802694
		Spearman Correlation:  0.4406155497024682
		Coefficient of Determination:  0.17733721636507382
		RMSE:  0.21309900442460172
		NRMSE:  0.1517712697457422
		MAPE:  1299.665216614946

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  RandomForests
		Pearson Correlation:  0.6336965574428526
		Spearman Correlation:  0.6203517770037437
		Coefficient of Determination:  0.28380364931207624
		RMSE:  0.20217213899481803
		NRMSE:  0.12154004340143683
		MAPE:  337.99367037258367
		Pearson Correlation:  0.493064782711198
		Spearman Correlation:  0.4864696127207102
		Coefficient of Determination:  0.19157907666086338
		RMSE:  0.21124637638436908
		NRMSE:  0.15045180928748297
		MAPE:  1028.1454071943883

Protein:  ERBB2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10512598969709641
		RMSE:  1.0713675802437574
		NRMSE:  0.18252510013182233
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.044647408489899565
		RMSE:  0.9270678870989714
		NRMSE:  0.17190207437399804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  3.77504527930336e-15
		NRMSE:  6.431410939747108e-16
		MAPE:  4.472730455077192e-12
		Pearson Correlation:  0.763319561211206
		Spearman Correlation:  0.6512340259486881
		Coefficient of Determination:  0.5725880752000605
		RMSE:  0.5929935772450324
		NRMSE:  0.10995616118023965
		MAPE:  305.10506069311384

	Predictor:  ElasticNet
		Pearson Correlation:  0.850815922558798
		Spearman Correlation:  0.6927434239343859
		Coefficient of Determination:  0.595465489865637
		RMSE:  0.6482020383292972
		NRMSE:  0.11043188550169468
		MAPE:  681.0504724809166
		Pearson Correlation:  0.7590254902413874
		Spearman Correlation:  0.5988781582284656
		Coefficient of Determination:  0.4878931173715466
		RMSE:  0.6490930790047497
		NRMSE:  0.12035844224082137
		MAPE:  399.88060837337514

	Predictor:  RandomForests
		Pearson Correlation:  0.8692558765225662
		Spearman Correlation:  0.7395710547810362
		Coefficient of Determination:  0.7468602847715036
		RMSE:  0.5127583575624699
		NRMSE:  0.08735682531687648
		MAPE:  421.6485011648075
		Pearson Correlation:  0.8216578577413898
		Spearman Correlation:  0.6581406692030047
		Coefficient of Determination:  0.6686434728080688
		RMSE:  0.5221249384337872
		NRMSE:  0.09681530473461657
		MAPE:  273.6693526914054

Protein:  ERBB3
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20107865915633893
		RMSE:  0.5031866190144979
		NRMSE:  0.13579562619977975
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27170508071542576
		RMSE:  0.5249654097328843
		NRMSE:  0.21064675210776365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  2.0846888782527143e-15
		NRMSE:  5.62597694287827e-16
		MAPE:  1.3866092942418258e-12
		Pearson Correlation:  0.3244090162242673
		Spearman Correlation:  0.34319620426838054
		Coefficient of Determination:  -0.01788339100258174
		RMSE:  0.46966316369469624
		NRMSE:  0.18845626432279478
		MAPE:  320.6108087691674

	Predictor:  ElasticNet
		Pearson Correlation:  0.4673197684729346
		Spearman Correlation:  0.47050046815182445
		Coefficient of Determination:  0.1317179693917695
		RMSE:  0.42783249274850765
		NRMSE:  0.11545971030625202
		MAPE:  205.9572358306922
		Pearson Correlation:  0.3847297129728083
		Spearman Correlation:  0.3873699972810377
		Coefficient of Determination:  0.09551597927344047
		RMSE:  0.44272896347681684
		NRMSE:  0.17764869168785985
		MAPE:  231.3849670506037

	Predictor:  RandomForests
		Pearson Correlation:  0.6282795399923213
		Spearman Correlation:  0.6132595940126941
		Coefficient of Determination:  0.33623150369662325
		RMSE:  0.37406896364610187
		NRMSE:  0.10095047690201293
		MAPE:  221.66673881254457
		Pearson Correlation:  0.41404691070652694
		Spearman Correlation:  0.4166501032220726
		Coefficient of Determination:  0.16077722328114563
		RMSE:  0.4264578532205707
		NRMSE:  0.17111977289603023
		MAPE:  256.0023996159598


Fold:  2

Protein:  RB1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.012372001566697044
		RMSE:  0.23649063304821735
		NRMSE:  0.08648721220312221
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0009378943328373079
		RMSE:  0.2450188572791325
		NRMSE:  0.14037816530069125
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  1.1560346739547748e-15
		NRMSE:  4.2277452967918914e-16
		MAPE:  4.819543090664799e-12
		Pearson Correlation:  0.012249805370232377
		Spearman Correlation:  0.12737293922544143
		Coefficient of Determination:  -0.4663407310033778
		RMSE:  0.29656056025674166
		NRMSE:  0.16990785040663087
		MAPE:  592.717331504544

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  RandomForests
		Pearson Correlation:  0.6987916439180556
		Spearman Correlation:  0.5322399909411258
		Coefficient of Determination:  0.2600681831253894
		RMSE:  0.2021807168841918
		NRMSE:  0.07393970044038613
		MAPE:  185.13642364168197
		Pearson Correlation:  -0.05934870427127739
		Spearman Correlation:  0.059379572724612244
		Coefficient of Determination:  -0.07998376792758566
		RMSE:  0.2545098285596907
		NRMSE:  0.14581580855020035
		MAPE:  240.02166911164102

Protein:  CDH1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0848918633043636
		RMSE:  1.167193365558287
		NRMSE:  0.18724526599154356
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3357437347566168
		RMSE:  1.329821844339591
		NRMSE:  0.2361608674018098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  5.674368550476344e-15
		NRMSE:  9.103021657939108e-16
		MAPE:  5.990399637683481e-12
		Pearson Correlation:  0.6216532610955975
		Spearman Correlation:  0.6115988684030828
		Coefficient of Determination:  0.32114924941163436
		RMSE:  0.9480233647217192
		NRMSE:  0.1683579052959899
		MAPE:  393.43728188150203

	Predictor:  ElasticNet
		Pearson Correlation:  0.7260518191386676
		Spearman Correlation:  0.6730084494765689
		Coefficient of Determination:  0.4459144793890619
		RMSE:  0.8341381509695132
		NRMSE:  0.13381537674974142
		MAPE:  404.3895903163461
		Pearson Correlation:  0.6965557450484934
		Spearman Correlation:  0.7205297044190813
		Coefficient of Determination:  0.4010035052515619
		RMSE:  0.8905207229073825
		NRMSE:  0.15814610600379728
		MAPE:  167.63647605724438

	Predictor:  RandomForests
		Pearson Correlation:  0.796330516428993
		Spearman Correlation:  0.71387418433711
		Coefficient of Determination:  0.6263307512345694
		RMSE:  0.6850042464735779
		NRMSE:  0.10989079112434072
		MAPE:  154.29377293222015
		Pearson Correlation:  0.6724080439527454
		Spearman Correlation:  0.6932991576472953
		Coefficient of Determination:  0.4181315747699218
		RMSE:  0.877696335755613
		NRMSE:  0.15586864424713426
		MAPE:  216.6025755609669

Protein:  CDH2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0042702958885580955
		RMSE:  0.36888339320753855
		NRMSE:  0.13366308906715652
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005559500410650786
		RMSE:  0.3881548727768219
		NRMSE:  0.20448899349205915
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  1.7787313581635817e-15
		NRMSE:  6.44514587348207e-16
		MAPE:  1.4590855999300155e-11
		Pearson Correlation:  0.31536166735050175
		Spearman Correlation:  0.3281289630279973
		Coefficient of Determination:  0.059551247189308154
		RMSE:  0.37537791971222567
		NRMSE:  0.19775779814886216
		MAPE:  603.0952919890874

	Predictor:  ElasticNet
		Pearson Correlation:  0.19716831665012377
		Spearman Correlation:  0.19732507366150534
		Coefficient of Determination:  0.0011334753438093648
		RMSE:  0.36788961186115665
		NRMSE:  0.13330299726833708
		MAPE:  465.0045258027835
		Pearson Correlation:  0.09995972263793948
		Spearman Correlation:  0.1055701882743147
		Coefficient of Determination:  0.00035544266379106126
		RMSE:  0.38701157880863984
		NRMSE:  0.20388667970131225
		MAPE:  137.23938141812081

	Predictor:  RandomForests
		Pearson Correlation:  0.690856413964739
		Spearman Correlation:  0.5991979909283358
		Coefficient of Determination:  0.2385536161098164
		RMSE:  0.32120585989700473
		NRMSE:  0.11638736861258235
		MAPE:  385.0580845571761
		Pearson Correlation:  0.2609607299361275
		Spearman Correlation:  0.3034143010438006
		Coefficient of Determination:  0.0459585350617947
		RMSE:  0.37808093740467613
		NRMSE:  0.19918181058844894
		MAPE:  131.52009254641996

Protein:  CDH3
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032535082492379797
		RMSE:  0.20804431995898212
		NRMSE:  0.15657381105189322
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10171995354262497
		RMSE:  0.2077503373255318
		NRMSE:  0.17094572313464315
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  9.93887878196251e-16
		NRMSE:  7.479983730300745e-16
		MAPE:  4.174229043246861e-12
		Pearson Correlation:  0.32651127683429826
		Spearman Correlation:  0.37159301531557903
		Coefficient of Determination:  -0.2814740630584629
		RMSE:  0.2240583019600554
		NRMSE:  0.18436460294582033
		MAPE:  1884.241864914377

	Predictor:  ElasticNet
		Pearson Correlation:  0.4669419149585029
		Spearman Correlation:  0.4676263084858018
		Coefficient of Determination:  0.0609186400452123
		RMSE:  0.20128069795810313
		NRMSE:  0.15148352032249074
		MAPE:  128.58055547578374
		Pearson Correlation:  0.23153978351893417
		Spearman Correlation:  0.28577211979319095
		Coefficient of Determination:  -0.1083061450211511
		RMSE:  0.20837038811652725
		NRMSE:  0.17145592702750537
		MAPE:  489.1388988992813

	Predictor:  RandomForests
		Pearson Correlation:  0.6904187857559771
		Spearman Correlation:  0.6753870316617099
		Coefficient of Determination:  0.38907748225083316
		RMSE:  0.16234674518072498
		NRMSE:  0.12218189186721527
		MAPE:  268.8548372096978
		Pearson Correlation:  0.3241369704191651
		Spearman Correlation:  0.4028387474392742
		Coefficient of Determination:  -0.023452337408445212
		RMSE:  0.20023497650625108
		NRMSE:  0.16476176788138822
		MAPE:  1367.1896654321022

Protein:  PTEN
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.03862384422015608
		RMSE:  0.6356813050691055
		NRMSE:  0.09939509109047072
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04557869434051831
		RMSE:  0.5231599683741948
		NRMSE:  0.17546282813730707
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  2.80720695763761e-15
		NRMSE:  4.389347131010257e-16
		MAPE:  2.6317272766534587e-12
		Pearson Correlation:  0.15810662316446294
		Spearman Correlation:  0.1314505901863233
		Coefficient of Determination:  -0.39882139041194264
		RMSE:  0.6051141027812971
		NRMSE:  0.20294945760038138
		MAPE:  2802.235838665345

	Predictor:  ElasticNet
		Pearson Correlation:  0.5127178515528278
		Spearman Correlation:  0.4951726022335829
		Coefficient of Determination:  0.1508865495431443
		RMSE:  0.5747687599827884
		NRMSE:  0.08987080916000131
		MAPE:  303.6201765730733
		Pearson Correlation:  0.30901751075646294
		Spearman Correlation:  0.29319090820407767
		Coefficient of Determination:  0.08420649896620847
		RMSE:  0.4896152326816621
		NRMSE:  0.16421224600270398
		MAPE:  578.3695225650473

	Predictor:  RandomForests
		Pearson Correlation:  0.6526063544290698
		Spearman Correlation:  0.5628234835736983
		Coefficient of Determination:  0.34878534557928365
		RMSE:  0.5033526709835953
		NRMSE:  0.07870419372740134
		MAPE:  221.89652319246892
		Pearson Correlation:  0.3192834814070131
		Spearman Correlation:  0.3222027119305434
		Coefficient of Determination:  0.10023271215540464
		RMSE:  0.4853122371717978
		NRMSE:  0.16276906264146693
		MAPE:  468.14027559933777

Protein:  BRCA2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004232193403179485
		RMSE:  0.1957372843548259
		NRMSE:  0.12609907189874434
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0041831029428383015
		RMSE:  0.19359139518213575
		NRMSE:  0.1310414025181481
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999996
		Spearman Correlation:  0.9999999225074571
		Coefficient of Determination:  1.0
		RMSE:  1.0414949309811662e-15
		NRMSE:  6.709582418947761e-16
		MAPE:  1.896293107531965e-12
		Pearson Correlation:  0.2176215617072688
		Spearman Correlation:  0.1795824797580724
		Coefficient of Determination:  -0.16594430352509426
		RMSE:  0.20860201418824906
		NRMSE:  0.14120204300207068
		MAPE:  321.2803789912347

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  RandomForests
		Pearson Correlation:  0.6633017999011463
		Spearman Correlation:  0.5895854125552045
		Coefficient of Determination:  0.2600855072133481
		RMSE:  0.1680146903029947
		NRMSE:  0.10823945260299225
		MAPE:  179.15238796072825
		Pearson Correlation:  0.38899522199017017
		Spearman Correlation:  0.40819920007804117
		Coefficient of Determination:  0.09760763474163947
		RMSE:  0.1835174226036752
		NRMSE:  0.12422236237243893
		MAPE:  144.10432269552808

Protein:  CDKN2A
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07796029040511754
		RMSE:  0.688717064305458
		NRMSE:  0.155695052403178
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04182297654643197
		RMSE:  0.6873705418142212
		NRMSE:  0.18569552134596423
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6633450034781481
		NRMSE:  0.14995930902637006
		MAPE:  291.0442764508337
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00497373418246827
		RMSE:  0.6751049711753466
		NRMSE:  0.1823819351565125
		MAPE:  246.23249271843073

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  2.666071537104386e-15
		NRMSE:  6.027063495206026e-16
		MAPE:  2.6360763673246397e-12
		Pearson Correlation:  0.48551988204467184
		Spearman Correlation:  0.43412837771924695
		Coefficient of Determination:  0.2110716103524667
		RMSE:  0.5981536298389052
		NRMSE:  0.16159326503104204
		MAPE:  306.0638893685161

	Predictor:  ElasticNet
		Pearson Correlation:  0.5777045551729364
		Spearman Correlation:  0.4469644932282369
		Coefficient of Determination:  0.24923919979911657
		RMSE:  0.5747649237300438
		NRMSE:  0.1299344238114714
		MAPE:  257.1898743959944
		Pearson Correlation:  0.5345997424542029
		Spearman Correlation:  0.41401814457126135
		Coefficient of Determination:  0.21703015536586456
		RMSE:  0.5958905089979454
		NRMSE:  0.16098187513452167
		MAPE:  144.38166864223533

	Predictor:  RandomForests
		Pearson Correlation:  0.6834234499874097
		Spearman Correlation:  0.6454562869232578
		Coefficient of Determination:  0.4460122820102085
		RMSE:  0.4937300157627911
		NRMSE:  0.11161524036685679
		MAPE:  183.79123176509086
		Pearson Correlation:  0.6949765984081145
		Spearman Correlation:  0.5705784801482783
		Coefficient of Determination:  0.4447885327299339
		RMSE:  0.5017913424384337
		NRMSE:  0.13556066091377614
		MAPE:  140.77123805087118

Protein:  TP53
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056514421630322165
		RMSE:  0.4680116353271619
		NRMSE:  0.125354663272308
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.038787823290495904
		RMSE:  0.4172475009588805
		NRMSE:  0.13741067049526773
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941389
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.7226328745759816e-15
		NRMSE:  4.613989218095571e-16
		MAPE:  2.2821562225506906e-12
		Pearson Correlation:  0.3028130034268825
		Spearman Correlation:  0.29962930445810165
		Coefficient of Determination:  -0.029668394060773595
		RMSE:  0.4154119735770543
		NRMSE:  0.13680618263693536
		MAPE:  1822.1325862245446

	Predictor:  ElasticNet
		Pearson Correlation:  0.523032786151912
		Spearman Correlation:  0.5073744323937731
		Coefficient of Determination:  0.21456880598059724
		RMSE:  0.40352738058130155
		NRMSE:  0.1080828660991835
		MAPE:  314.041688374614
		Pearson Correlation:  0.43990510878068406
		Spearman Correlation:  0.4540435079504439
		Coefficient of Determination:  0.16707475595806376
		RMSE:  0.3736227661934475
		NRMSE:  0.12304388809268811
		MAPE:  1684.4381210041238

	Predictor:  RandomForests
		Pearson Correlation:  0.7169555690068461
		Spearman Correlation:  0.6062689612158723
		Coefficient of Determination:  0.40951802844800944
		RMSE:  0.34988252872153186
		NRMSE:  0.09371435080260664
		MAPE:  301.322920470825
		Pearson Correlation:  0.6173263784327185
		Spearman Correlation:  0.48974062255014283
		Coefficient of Determination:  0.3111418742287334
		RMSE:  0.33977796582043557
		NRMSE:  0.11189789752031469
		MAPE:  1538.371013642553

Protein:  CTNNB1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3748966387166963
		RMSE:  0.8500866572002603
		NRMSE:  0.167208233123576
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8495839638322671
		RMSE:  1.0424819908687044
		NRMSE:  0.25944650229429445
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999418805934
		Coefficient of Determination:  1.0
		RMSE:  3.101614620342309e-15
		NRMSE:  6.100736861412883e-16
		MAPE:  1.8310030980074895e-12
		Pearson Correlation:  0.4413672957335632
		Spearman Correlation:  0.43834260072188086
		Coefficient of Determination:  0.1119446862655129
		RMSE:  0.7223564318804198
		NRMSE:  0.17977562327478655
		MAPE:  280.21682391781735

	Predictor:  ElasticNet
		Pearson Correlation:  0.5749422966148354
		Spearman Correlation:  0.5541057109506021
		Coefficient of Determination:  0.24183967239691884
		RMSE:  0.6312606267170946
		NRMSE:  0.12416613428739076
		MAPE:  593.9041530898008
		Pearson Correlation:  0.5062168624193608
		Spearman Correlation:  0.5465466783728418
		Coefficient of Determination:  0.09998163203142907
		RMSE:  0.7272056121991846
		NRMSE:  0.18098245742992575
		MAPE:  242.04460585355517

	Predictor:  RandomForests
		Pearson Correlation:  0.6884765273868737
		Spearman Correlation:  0.6452320610136008
		Coefficient of Determination:  0.4611354222873677
		RMSE:  0.5321915719892693
		NRMSE:  0.10467969551323157
		MAPE:  390.47701271756114
		Pearson Correlation:  0.5638433959936578
		Spearman Correlation:  0.5462198809872207
		Coefficient of Determination:  0.2704515467932552
		RMSE:  0.6547245200871703
		NRMSE:  0.16294380928477897
		MAPE:  192.72276914574073

Protein:  CCNE1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4791855590206433
		RMSE:  0.8074207285197392
		NRMSE:  0.19485501569122746
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.202859557398884
		RMSE:  0.7485643095226329
		NRMSE:  0.4068306401244751
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5127968844139411
		NRMSE:  0.12375338089483821
		MAPE:  119.54577818111471
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.708057571667368e-05
		RMSE:  0.41828317133084
		NRMSE:  0.22732904598983691
		MAPE:  82.35330275987332

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.9467453758947655e-15
		NRMSE:  4.698084745263328e-16
		MAPE:  4.46687623910659e-13
		Pearson Correlation:  0.7319084638859513
		Spearman Correlation:  0.6072285630670179
		Coefficient of Determination:  0.5015054515375101
		RMSE:  0.29531831073094217
		NRMSE:  0.1604999542013501
		MAPE:  49.29800615718663

	Predictor:  ElasticNet
		Pearson Correlation:  0.7244999099493741
		Spearman Correlation:  0.6343148480494285
		Coefficient of Determination:  0.4539560694675707
		RMSE:  0.37893015713720146
		NRMSE:  0.09144729520409331
		MAPE:  74.20369350935097
		Pearson Correlation:  0.7532150082942112
		Spearman Correlation:  0.643527460735538
		Coefficient of Determination:  0.5345886898693637
		RMSE:  0.28535049839162135
		NRMSE:  0.15508263544455209
		MAPE:  47.220827717637995

	Predictor:  RandomForests
		Pearson Correlation:  0.8642745093412254
		Spearman Correlation:  0.7121101526765361
		Coefficient of Determination:  0.7412975934721886
		RMSE:  0.26082283565065445
		NRMSE:  0.06294443025572663
		MAPE:  68.33925896047369
		Pearson Correlation:  0.8372200191372058
		Spearman Correlation:  0.7378184954667834
		Coefficient of Determination:  0.6967541059838958
		RMSE:  0.23033377928569565
		NRMSE:  0.12518208212310702
		MAPE:  43.2559401147665

Protein:  CCND1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.45856423758787734
		RMSE:  0.28833360256132
		NRMSE:  0.17333782361719832
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5341468996847767
		RMSE:  0.29160473760802996
		NRMSE:  0.22560247695118987
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  9.37292830019143e-16
		NRMSE:  5.63473344085765e-16
		MAPE:  3.836208345356826e-12
		Pearson Correlation:  0.26099168284284063
		Spearman Correlation:  0.3520876012096381
		Coefficient of Determination:  -0.06383957598242929
		RMSE:  0.24282822953851838
		NRMSE:  0.18786611804366404
		MAPE:  453.1707367738738

	Predictor:  ElasticNet
		Pearson Correlation:  0.2553211072643501
		Spearman Correlation:  0.2013501874186171
		Coefficient of Determination:  0.0010956886527865306
		RMSE:  0.23861317613783342
		NRMSE:  0.14344734110316903
		MAPE:  629.5364547656819
		Pearson Correlation:  0.06978611061687223
		Spearman Correlation:  0.08860598965954541
		Coefficient of Determination:  -0.0017641462745487946
		RMSE:  0.2356371949239719
		NRMSE:  0.18230271316145627
		MAPE:  420.4752730384974

	Predictor:  RandomForests
		Pearson Correlation:  0.626890179461012
		Spearman Correlation:  0.6314754050975873
		Coefficient of Determination:  0.33556605050434707
		RMSE:  0.19460696748334683
		NRMSE:  0.11699208106392062
		MAPE:  465.4601492818465
		Pearson Correlation:  0.20925385127300225
		Spearman Correlation:  0.3234806360355088
		Coefficient of Determination:  0.014889821895411215
		RMSE:  0.2336702941555634
		NRMSE:  0.18078100371012829
		MAPE:  311.7655775507165

Protein:  ERBB2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10787728881134795
		RMSE:  1.034673205097243
		NRMSE:  0.18568153277771168
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04400358650048397
		RMSE:  1.0802115255265201
		NRMSE:  0.18403181176661842
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999418805934
		Coefficient of Determination:  1.0
		RMSE:  4.564158043864059e-15
		NRMSE:  8.190797415544854e-16
		MAPE:  4.0180466170728175e-12
		Pearson Correlation:  0.693850110619301
		Spearman Correlation:  0.4857623646473515
		Coefficient of Determination:  0.4778621780915929
		RMSE:  0.7639244110517891
		NRMSE:  0.1301470962829087
		MAPE:  2542.4108383300945

	Predictor:  ElasticNet
		Pearson Correlation:  0.851765776958054
		Spearman Correlation:  0.7068096902644325
		Coefficient of Determination:  0.5933721498500008
		RMSE:  0.6268388897695268
		NRMSE:  0.11249194942295404
		MAPE:  277.347202538798
		Pearson Correlation:  0.762619634018185
		Spearman Correlation:  0.5186567164179106
		Coefficient of Determination:  0.4527118378253021
		RMSE:  0.7821063980884932
		NRMSE:  0.13324469701833028
		MAPE:  1969.53608559205

	Predictor:  RandomForests
		Pearson Correlation:  0.8631775258087501
		Spearman Correlation:  0.7280247289722156
		Coefficient of Determination:  0.7402258626345581
		RMSE:  0.5010203063948734
		NRMSE:  0.08991265839866364
		MAPE:  229.2523982873941
		Pearson Correlation:  0.7849110615706305
		Spearman Correlation:  0.5317589335597037
		Coefficient of Determination:  0.5964691106957325
		RMSE:  0.6715776024560737
		NRMSE:  0.11441429757160906
		MAPE:  1448.6206618710692

Protein:  ERBB3
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.22544319167926496
		RMSE:  0.49276112816642853
		NRMSE:  0.13298208544838536
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.18202543932109472
		RMSE:  0.5629306521688778
		NRMSE:  0.2077549194412726
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999997868954927
		Coefficient of Determination:  1.0
		RMSE:  1.7930748907524716e-15
		NRMSE:  4.838994488560079e-16
		MAPE:  1.3344005628426648e-12
		Pearson Correlation:  0.27041363648924355
		Spearman Correlation:  0.3115110720905278
		Coefficient of Determination:  -0.02100333359042894
		RMSE:  0.5231847366249477
		NRMSE:  0.1930863107056594
		MAPE:  290.5826009400093

	Predictor:  ElasticNet
		Pearson Correlation:  0.4644851077396385
		Spearman Correlation:  0.47212235315214923
		Coefficient of Determination:  0.1285027503178099
		RMSE:  0.4155495914293499
		NRMSE:  0.11214490777940447
		MAPE:  198.76544368416072
		Pearson Correlation:  0.37798777295024033
		Spearman Correlation:  0.36525217051994935
		Coefficient of Determination:  0.08690585758122416
		RMSE:  0.4947653349157236
		NRMSE:  0.18259785979270798
		MAPE:  300.8736487279012

	Predictor:  RandomForests
		Pearson Correlation:  0.6393714635490555
		Spearman Correlation:  0.6361349998598498
		Coefficient of Determination:  0.3487599548934015
		RMSE:  0.35921990862736747
		NRMSE:  0.09694314314442364
		MAPE:  189.08056997952667
		Pearson Correlation:  0.42114052062191293
		Spearman Correlation:  0.45584820993073843
		Coefficient of Determination:  0.1646981466269246
		RMSE:  0.47322012713306055
		NRMSE:  0.17464639562925038
		MAPE:  352.09447399711024


Fold:  3

Protein:  RB1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01272330861584492
		RMSE:  0.2421068018038906
		NRMSE:  0.08854110656959135
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028050639565306845
		RMSE:  0.22197574606877257
		NRMSE:  0.15575715092466183
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.5379336302010361e-15
		NRMSE:  5.624391567440887e-16
		MAPE:  5.7312332582156575e-12
		Pearson Correlation:  0.0893203719253441
		Spearman Correlation:  0.11229317073778977
		Coefficient of Determination:  -0.3402637980445642
		RMSE:  0.2566211274217335
		NRMSE:  0.18006731087593744
		MAPE:  442.4470672586118

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  RandomForests
		Pearson Correlation:  0.7177961736175155
		Spearman Correlation:  0.5027357427248669
		Coefficient of Determination:  0.23724900496410517
		RMSE:  0.21011302693835185
		NRMSE:  0.07684063302309532
		MAPE:  236.2244392722236
		Pearson Correlation:  0.20584912661484062
		Spearman Correlation:  0.1455005673387449
		Coefficient of Determination:  0.008788869771833463
		RMSE:  0.22068882895684594
		NRMSE:  0.15485413991386526
		MAPE:  191.5834057518234

Protein:  CDH1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.13712289650471754
		RMSE:  1.2526616491661007
		NRMSE:  0.19946206317730336
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.061578293423971475
		RMSE:  0.970096042376724
		NRMSE:  0.19071600723011914
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1747084136438477
		NRMSE:  0.18704952288841878
		MAPE:  547.6986763085636
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.045733924340672916
		RMSE:  0.9628293412733254
		NRMSE:  0.18928741030812832
		MAPE:  293.35791980552335

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  6.878473602353985e-15
		NRMSE:  1.0952634633218662e-15
		MAPE:  4.711942655685615e-12
		Pearson Correlation:  0.499068280233162
		Spearman Correlation:  0.36707939001733186
		Coefficient of Determination:  0.041901038964908155
		RMSE:  0.9216030483408865
		NRMSE:  0.18118252827839548
		MAPE:  437.21020143987266

	Predictor:  ElasticNet
		Pearson Correlation:  0.7382994956825992
		Spearman Correlation:  0.7224837958541752
		Coefficient of Determination:  0.48589953739298897
		RMSE:  0.8422753225030298
		NRMSE:  0.13411600307363297
		MAPE:  449.3685948169019
		Pearson Correlation:  0.5814356452612948
		Spearman Correlation:  0.5193157021908005
		Coefficient of Determination:  0.2887180280362621
		RMSE:  0.7940715174790005
		NRMSE:  0.1561104701527544
		MAPE:  213.7659281496885

	Predictor:  RandomForests
		Pearson Correlation:  0.7837746589873575
		Spearman Correlation:  0.7447451728710385
		Coefficient of Determination:  0.6070773776697997
		RMSE:  0.7363488217577681
		NRMSE:  0.11724926304222286
		MAPE:  205.6536476840205
		Pearson Correlation:  0.7416071623787494
		Spearman Correlation:  0.5269904287861092
		Coefficient of Determination:  0.5365292341871559
		RMSE:  0.6409879875917828
		NRMSE:  0.12601501741669932
		MAPE:  145.6855322910714

Protein:  CDH2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032532184952558385
		RMSE:  0.38185758840977485
		NRMSE:  0.13836422509231644
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01322006783790175
		RMSE:  0.3341656221976159
		NRMSE:  0.1760731037776972
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  2.1643462663861734e-15
		NRMSE:  7.842402588543277e-16
		MAPE:  6.529501688996125e-12
		Pearson Correlation:  0.050984536034182265
		Spearman Correlation:  0.10306113542562874
		Coefficient of Determination:  -0.3417758395463164
		RMSE:  0.38454738419647594
		NRMSE:  0.20261944074255273
		MAPE:  3392.206405937175

	Predictor:  ElasticNet
		Pearson Correlation:  0.2737805080097836
		Spearman Correlation:  0.3042664795825503
		Coefficient of Determination:  0.006203638595115413
		RMSE:  0.38005359574724973
		NRMSE:  0.1377105571951771
		MAPE:  291.97455595644936
		Pearson Correlation:  -0.0034833454798945123
		Spearman Correlation:  0.02875098193244305
		Coefficient of Determination:  -0.002673063217226712
		RMSE:  0.3324218419672666
		NRMSE:  0.17515429951696979
		MAPE:  613.880072078392

	Predictor:  RandomForests
		Pearson Correlation:  0.6514835534697939
		Spearman Correlation:  0.5582056677572438
		Coefficient of Determination:  0.25481118845926676
		RMSE:  0.32910107998366306
		NRMSE:  0.11924816290443623
		MAPE:  239.6242951611399
		Pearson Correlation:  -0.015780099212428855
		Spearman Correlation:  0.01919475305178369
		Coefficient of Determination:  -0.04241949831474301
		RMSE:  0.33894648995360294
		NRMSE:  0.17859216070225883
		MAPE:  2444.093497557562

Protein:  CDH3
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.2263418226753373e-05
		RMSE:  0.21251306884336046
		NRMSE:  0.14909431220418734
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004123239054339534
		RMSE:  0.18871613277479948
		NRMSE:  0.16414808838605816
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.2967062988989535e-15
		NRMSE:  9.097395036334355e-16
		MAPE:  5.1005731088814545e-12
		Pearson Correlation:  0.22955092227922022
		Spearman Correlation:  0.23109265701567352
		Coefficient of Determination:  -0.31649544736681823
		RMSE:  0.2160852883084532
		NRMSE:  0.1879541853822864
		MAPE:  355.711435342362

	Predictor:  ElasticNet
		Pearson Correlation:  0.4406149763856245
		Spearman Correlation:  0.4528111916328152
		Coefficient of Determination:  0.04423261812791446
		RMSE:  0.20775759581577122
		NRMSE:  0.14575798101235563
		MAPE:  160.48917033482897
		Pearson Correlation:  0.42068467623342926
		Spearman Correlation:  0.41948902106011293
		Coefficient of Determination:  0.04070743147206435
		RMSE:  0.18445526632617829
		NRMSE:  0.16044192361823678
		MAPE:  102.16872046768148

	Predictor:  RandomForests
		Pearson Correlation:  0.6924280779807354
		Spearman Correlation:  0.6878409212762157
		Coefficient of Determination:  0.3791233115704685
		RMSE:  0.1674493574999244
		NRMSE:  0.11747864223769743
		MAPE:  528.1318381179526
		Pearson Correlation:  0.37494010304723074
		Spearman Correlation:  0.38487512313121114
		Coefficient of Determination:  0.1369518415149572
		RMSE:  0.17495768928596758
		NRMSE:  0.1521807903885181
		MAPE:  189.64329079817165

Protein:  PTEN
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023393971457565055
		RMSE:  0.6366126117528933
		NRMSE:  0.09954071014821253
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20813248536085016
		RMSE:  0.517654316968625
		NRMSE:  0.12376376344107133
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6292943186382643
		NRMSE:  0.09839642227163854
		MAPE:  299.798968451812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06342466003107061
		RMSE:  0.4856640113421529
		NRMSE:  0.11611533767086332
		MAPE:  95.15154235140719

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.7122978473440965e-15
		NRMSE:  4.2409473025472545e-16
		MAPE:  4.192138047274432e-12
		Pearson Correlation:  0.2729404877546071
		Spearman Correlation:  0.26377635631366975
		Coefficient of Determination:  -0.18200473292238195
		RMSE:  0.5120261796663594
		NRMSE:  0.12241815609103415
		MAPE:  180.40337622397092

	Predictor:  ElasticNet
		Pearson Correlation:  0.5197343269721458
		Spearman Correlation:  0.4987427653475235
		Coefficient of Determination:  0.15665304075368192
		RMSE:  0.5779056661509914
		NRMSE:  0.09036129562207668
		MAPE:  387.57093671808684
		Pearson Correlation:  0.24244943501429908
		Spearman Correlation:  0.23693811643536705
		Coefficient of Determination:  0.02072951815155044
		RMSE:  0.4660514794382507
		NRMSE:  0.11142626104295192
		MAPE:  103.58082852010895

	Predictor:  RandomForests
		Pearson Correlation:  0.6928125999048764
		Spearman Correlation:  0.5911850278975127
		Coefficient of Determination:  0.3427427001861867
		RMSE:  0.5101777569396423
		NRMSE:  0.07977136376196424
		MAPE:  205.92068528065042
		Pearson Correlation:  0.37054995124959
		Spearman Correlation:  0.3789698125911795
		Coefficient of Determination:  0.11781995200733186
		RMSE:  0.4423450530119728
		NRMSE:  0.10575839262945842
		MAPE:  101.37081286889594

Protein:  BRCA2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00289910117318648
		RMSE:  0.19032543678137456
		NRMSE:  0.12827584502559417
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001649424828515933
		RMSE:  0.21414907824527551
		NRMSE:  0.14729386559180924
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  1.0694074774047774e-15
		NRMSE:  7.207609774113562e-16
		MAPE:  3.5559567583187957e-12
		Pearson Correlation:  0.1439307397316159
		Spearman Correlation:  0.16414419132408137
		Coefficient of Determination:  -0.09820641010091058
		RMSE:  0.22439975722076755
		NRMSE:  0.15434438452755542
		MAPE:  385.8414024155946

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  RandomForests
		Pearson Correlation:  0.6732588104243932
		Spearman Correlation:  0.6135155071083594
		Coefficient of Determination:  0.29056485632193996
		RMSE:  0.16007538807561786
		NRMSE:  0.10788786838191698
		MAPE:  171.81361037250835
		Pearson Correlation:  0.1905033058406429
		Spearman Correlation:  0.2386638237384506
		Coefficient of Determination:  0.03622959627094613
		RMSE:  0.21021668746259922
		NRMSE:  0.1445891281063899
		MAPE:  193.77679512434162

Protein:  CDKN2A
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07669790023289091
		RMSE:  0.6927164423772558
		NRMSE:  0.16172871740223568
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04462654135164201
		RMSE:  0.6710309035955896
		NRMSE:  0.2071658496482324
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6675880639420501
		NRMSE:  0.15586198728568595
		MAPE:  307.97311558867955
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004949645588538276
		RMSE:  0.658164031136248
		NRMSE:  0.20319348928290204
		MAPE:  176.07940307985857

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  3.0508126447808007e-15
		NRMSE:  7.122741512842736e-16
		MAPE:  2.7957808572234667e-12
		Pearson Correlation:  0.4395468549903024
		Spearman Correlation:  0.4129053978229156
		Coefficient of Determination:  0.14732991177145804
		RMSE:  0.6062510554185303
		NRMSE:  0.18716651397565073
		MAPE:  201.46255137287886

	Predictor:  ElasticNet
		Pearson Correlation:  0.5880422454462405
		Spearman Correlation:  0.45902445455243734
		Coefficient of Determination:  0.2773622469359739
		RMSE:  0.5675039472438669
		NRMSE:  0.1324953182769581
		MAPE:  215.9273679409216
		Pearson Correlation:  0.38119906024126143
		Spearman Correlation:  0.3121111235800945
		Coefficient of Determination:  0.12889785018644684
		RMSE:  0.6127686474880805
		NRMSE:  0.18917867539998162
		MAPE:  137.57970335889976

	Predictor:  RandomForests
		Pearson Correlation:  0.6957018517544405
		Spearman Correlation:  0.6829481630115467
		Coefficient of Determination:  0.4688002358924771
		RMSE:  0.4865612291470864
		NRMSE:  0.11359759739145647
		MAPE:  167.38414075524753
		Pearson Correlation:  0.598769226183882
		Spearman Correlation:  0.5696006184615768
		Coefficient of Determination:  0.351500800466501
		RMSE:  0.5287090152024128
		NRMSE:  0.16322713568658354
		MAPE:  102.42625000722347

Protein:  TP53
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.043501333030021794
		RMSE:  0.4597988418920562
		NRMSE:  0.11050200478059512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10290984727382035
		RMSE:  0.4520547550562478
		NRMSE:  0.16857084713604026
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45011280589110314
		NRMSE:  0.10817419031269002
		MAPE:  382.8265287953516
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010546813555600831
		RMSE:  0.4327123127899972
		NRMSE:  0.16135806629028604
		MAPE:  261.16646791413905

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.9285637801653267e-15
		NRMSE:  4.634856477205785e-16
		MAPE:  7.172622639172376e-12
		Pearson Correlation:  0.40035140842118844
		Spearman Correlation:  0.375777752839811
		Coefficient of Determination:  0.0442672533071935
		RMSE:  0.42081311646755376
		NRMSE:  0.15692086574792527
		MAPE:  801.8742255761551

	Predictor:  ElasticNet
		Pearson Correlation:  0.520500404893472
		Spearman Correlation:  0.4987800629813702
		Coefficient of Determination:  0.21433231027528898
		RMSE:  0.3989705281301784
		NRMSE:  0.09588332807742814
		MAPE:  575.2497453351142
		Pearson Correlation:  0.44480713085774604
		Spearman Correlation:  0.48714572500904
		Coefficient of Determination:  0.15843017199438647
		RMSE:  0.39488088655267345
		NRMSE:  0.14725075849657246
		MAPE:  293.1816424517865

	Predictor:  RandomForests
		Pearson Correlation:  0.7136745550601518
		Spearman Correlation:  0.6044866719573476
		Coefficient of Determination:  0.41493864564943617
		RMSE:  0.3442881500018242
		NRMSE:  0.08274168469161843
		MAPE:  528.8030289421532
		Pearson Correlation:  0.5214548866850929
		Spearman Correlation:  0.4497088492375217
		Coefficient of Determination:  0.23891961709998
		RMSE:  0.3755227897987324
		NRMSE:  0.14003214010520693
		MAPE:  387.1948645644954

Protein:  CTNNB1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.43619721536848943
		RMSE:  0.9218173342266688
		NRMSE:  0.18131733560713392
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5414936126562622
		RMSE:  0.7610450185362576
		NRMSE:  0.2487969592128731
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999997
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  3.4371881947939e-15
		NRMSE:  6.760795033032849e-16
		MAPE:  1.7031628524939453e-12
		Pearson Correlation:  0.3248789754645069
		Spearman Correlation:  0.2794124615020137
		Coefficient of Determination:  -0.16186056242628588
		RMSE:  0.6607185318641298
		NRMSE:  0.2159987354487331
		MAPE:  1683.6577836364756

	Predictor:  ElasticNet
		Pearson Correlation:  0.6163767896729853
		Spearman Correlation:  0.6104950536708352
		Coefficient of Determination:  0.2954142524226313
		RMSE:  0.6456613016821227
		NRMSE:  0.1269986824709132
		MAPE:  314.1625986938985
		Pearson Correlation:  0.3214074698996098
		Spearman Correlation:  0.3142807266923528
		Coefficient of Determination:  0.09529758935585542
		RMSE:  0.5830319526446096
		NRMSE:  0.190601834857174
		MAPE:  1970.8009012380742

	Predictor:  RandomForests
		Pearson Correlation:  0.7019166497273588
		Spearman Correlation:  0.680315302187137
		Coefficient of Determination:  0.48355444444691364
		RMSE:  0.5527771755514128
		NRMSE:  0.10872879141451866
		MAPE:  217.37556609839928
		Pearson Correlation:  0.44173217409278925
		Spearman Correlation:  0.2950435790969963
		Coefficient of Determination:  0.17075073366586702
		RMSE:  0.5581899730150711
		NRMSE:  0.18248062147015956
		MAPE:  1237.9047424718258

Protein:  CCNE1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.3882525061775621
		RMSE:  0.8073510115699897
		NRMSE:  0.1948381908849554
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.2068608862157744
		RMSE:  0.7484097025916991
		NRMSE:  0.3260050104942715
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5224229806426052
		NRMSE:  0.12607644873967835
		MAPE:  105.82433067667067
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010783677474574871
		RMSE:  0.36685077747270034
		NRMSE:  0.1597990928573857
		MAPE:  133.3645349232411

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999996
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  1.8803120114962905e-15
		NRMSE:  4.537760966035887e-16
		MAPE:  3.754723895964084e-13
		Pearson Correlation:  0.6325217536915895
		Spearman Correlation:  0.49337024152420855
		Coefficient of Determination:  0.23738929307357814
		RMSE:  0.318648429940768
		NRMSE:  0.13880229557031318
		MAPE:  91.60044193089603

	Predictor:  ElasticNet
		Pearson Correlation:  0.7450427498066826
		Spearman Correlation:  0.64730233587803
		Coefficient of Determination:  0.4922359009666253
		RMSE:  0.3722659104245969
		NRMSE:  0.08983901113125875
		MAPE:  69.12055199500881
		Pearson Correlation:  0.5941122337843785
		Spearman Correlation:  0.5437997980024689
		Coefficient of Determination:  0.3442513925518893
		RMSE:  0.295480634029879
		NRMSE:  0.12871047350693862
		MAPE:  65.42486763988045

	Predictor:  RandomForests
		Pearson Correlation:  0.8676463449655307
		Spearman Correlation:  0.7287083312359415
		Coefficient of Determination:  0.7477750454238562
		RMSE:  0.26237128295289913
		NRMSE:  0.06331811737164832
		MAPE:  55.05739769386169
		Pearson Correlation:  0.7790077361172058
		Spearman Correlation:  0.668784818177528
		Coefficient of Determination:  0.5683772967659345
		RMSE:  0.239724528953781
		NRMSE:  0.10442328220315415
		MAPE:  82.11822550877005

Protein:  CCND1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.44064885869713843
		RMSE:  0.2936537728092399
		NRMSE:  0.17653615611766113
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6507167710215811
		RMSE:  0.2694738938084911
		NRMSE:  0.2553456206196082
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  1.2334336806924439e-15
		NRMSE:  7.415046594921572e-16
		MAPE:  2.4218741138281637e-12
		Pearson Correlation:  0.23376617394748753
		Spearman Correlation:  0.30363720245888354
		Coefficient of Determination:  -0.10064095410399543
		RMSE:  0.2200408177496087
		NRMSE:  0.20850427615021716
		MAPE:  332.2493205472469

	Predictor:  ElasticNet
		Pearson Correlation:  0.22324045281592123
		Spearman Correlation:  0.2597344851521026
		Coefficient of Determination:  0.0003115901717327674
		RMSE:  0.24461824369214077
		NRMSE:  0.1470574140578692
		MAPE:  620.5422396961181
		Pearson Correlation:  0.07607581205909651
		Spearman Correlation:  0.08772428583897555
		Coefficient of Determination:  -0.0009309097943495104
		RMSE:  0.20983719222611147
		NRMSE:  0.19883561750932074
		MAPE:  467.64618390592904

	Predictor:  RandomForests
		Pearson Correlation:  0.6236816549710236
		Spearman Correlation:  0.5986275356684158
		Coefficient of Determination:  0.30527983540112846
		RMSE:  0.20392077243150597
		NRMSE:  0.12259127125530893
		MAPE:  472.0578370894177
		Pearson Correlation:  0.3464088442810106
		Spearman Correlation:  0.3364655419643636
		Coefficient of Determination:  0.111115779342157
		RMSE:  0.19774386315662015
		NRMSE:  0.1873763307748478
		MAPE:  330.7920931064097

Protein:  ERBB2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08695701084953744
		RMSE:  1.023008454816054
		NRMSE:  0.1742863272085548
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1111491455026472
		RMSE:  1.1242523174677488
		NRMSE:  0.20280184671833265
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865388
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792788993

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  3.989850711177923e-15
		NRMSE:  6.797367346164068e-16
		MAPE:  4.104355997999686e-12
		Pearson Correlation:  0.7686175858395657
		Spearman Correlation:  0.6275746924214561
		Coefficient of Determination:  0.589577237120585
		RMSE:  0.6832715421154384
		NRMSE:  0.12325412044798298
		MAPE:  274.3909543951583

	Predictor:  ElasticNet
		Pearson Correlation:  0.8411349175279346
		Spearman Correlation:  0.6842195323400557
		Coefficient of Determination:  0.5640941849300245
		RMSE:  0.6478424029566402
		NRMSE:  0.11037061569699307
		MAPE:  665.4008967075308
		Pearson Correlation:  0.8269535322864782
		Spearman Correlation:  0.6620589559213564
		Coefficient of Determination:  0.5364154157583174
		RMSE:  0.7261763588172692
		NRMSE:  0.13099364290664356
		MAPE:  167.74130559571665

	Predictor:  RandomForests
		Pearson Correlation:  0.8565821436770303
		Spearman Correlation:  0.7329645447120364
		Coefficient of Determination:  0.7240784956234974
		RMSE:  0.5154253963896176
		NRMSE:  0.08781119927587741
		MAPE:  489.70348202070505
		Pearson Correlation:  0.8551310426582696
		Spearman Correlation:  0.7167488790355965
		Coefficient of Determination:  0.7249236489007613
		RMSE:  0.5593765300091448
		NRMSE:  0.10090492279550199
		MAPE:  165.28622323416

Protein:  ERBB3
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19951943522205973
		RMSE:  0.4939516163098853
		NRMSE:  0.17910620018705933
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27774471248359456
		RMSE:  0.5592204608326292
		NRMSE:  0.15547938022732444
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999884408153
		Coefficient of Determination:  1.0
		RMSE:  2.5961200286397325e-15
		NRMSE:  9.413496751622565e-16
		MAPE:  2.201284636376799e-12
		Pearson Correlation:  0.2653977234575086
		Spearman Correlation:  0.24135712415366775
		Coefficient of Determination:  -0.11354904765420115
		RMSE:  0.5220543059881574
		NRMSE:  0.14514611968809546
		MAPE:  205.3874690312115

	Predictor:  ElasticNet
		Pearson Correlation:  0.49236494246076884
		Spearman Correlation:  0.4848052581655466
		Coefficient of Determination:  0.1547771355066303
		RMSE:  0.4146354066977561
		NRMSE:  0.15034624790064655
		MAPE:  224.2784307206011
		Pearson Correlation:  0.3050125505576341
		Spearman Correlation:  0.3422960386039726
		Coefficient of Determination:  0.05280985150651174
		RMSE:  0.4814814868947823
		NRMSE:  0.13386570845757484
		MAPE:  141.68235185330406

	Predictor:  RandomForests
		Pearson Correlation:  0.6419778319496072
		Spearman Correlation:  0.6685049881352713
		Coefficient of Determination:  0.35692333794928566
		RMSE:  0.36166971237965895
		NRMSE:  0.13114095747067808
		MAPE:  214.15342254938133
		Pearson Correlation:  0.35105154344946177
		Spearman Correlation:  0.3883165625506553
		Coefficient of Determination:  0.10032323329839155
		RMSE:  0.46924997647253575
		NRMSE:  0.13046499658651164
		MAPE:  156.17083838918347


Fold:  4

Protein:  RB1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0017653619110491459
		RMSE:  0.25173274438657
		NRMSE:  0.09206141909982812
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11040193949010524
		RMSE:  0.1737457828578019
		NRMSE:  0.1664678101960314
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.2617569613256101e-15
		NRMSE:  4.614383269915193e-16
		MAPE:  4.2258766706469215e-12
		Pearson Correlation:  0.11508576983456269
		Spearman Correlation:  0.12215863040686295
		Coefficient of Determination:  -0.7769441039771869
		RMSE:  0.21979157936977312
		NRMSE:  0.2105848114147215
		MAPE:  242.96763443819972

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  RandomForests
		Pearson Correlation:  0.7225760308046884
		Spearman Correlation:  0.5083660943085312
		Coefficient of Determination:  0.24895265011992895
		RMSE:  0.21796680788750722
		NRMSE:  0.07971284665283325
		MAPE:  190.7419025567395
		Pearson Correlation:  0.1394122872202822
		Spearman Correlation:  0.07113056272522102
		Coefficient of Determination:  -0.07045082481136578
		RMSE:  0.17059155460927616
		NRMSE:  0.16344570824481294
		MAPE:  109.8280815398734

Protein:  CDH1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1648542010437435
		RMSE:  1.2077311247232185
		NRMSE:  0.19230774891296748
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01787767410405383
		RMSE:  1.1768276141426715
		NRMSE:  0.21349508619837296
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.119011303751291
		NRMSE:  0.17818083878718685
		MAPE:  552.7314487209006
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06543533401046742
		RMSE:  1.204005869039757
		NRMSE:  0.21842565020132743
		MAPE:  371.74257556440244

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  6.409616836696092e-15
		NRMSE:  1.020607120266248e-15
		MAPE:  4.216430939133191e-12
		Pearson Correlation:  0.4976535875137161
		Spearman Correlation:  0.45855683986084617
		Coefficient of Determination:  0.21073604053559913
		RMSE:  1.036277794349141
		NRMSE:  0.18799713260570028
		MAPE:  466.54812739562567

	Predictor:  ElasticNet
		Pearson Correlation:  0.7369480430911902
		Spearman Correlation:  0.712714975296675
		Coefficient of Determination:  0.4750321647895802
		RMSE:  0.8107758815485777
		NRMSE:  0.1291003282616123
		MAPE:  383.1113279195186
		Pearson Correlation:  0.6167463125459768
		Spearman Correlation:  0.5009713338071548
		Coefficient of Determination:  0.314176455673594
		RMSE:  0.9659869321355979
		NRMSE:  0.1752452618075538
		MAPE:  294.2396008904224

	Predictor:  RandomForests
		Pearson Correlation:  0.7714606323149839
		Spearman Correlation:  0.7449609359001516
		Coefficient of Determination:  0.587415533259798
		RMSE:  0.7187716021018196
		NRMSE:  0.11445043184959389
		MAPE:  179.42789885100794
		Pearson Correlation:  0.7749010958895801
		Spearman Correlation:  0.5337685850677705
		Coefficient of Determination:  0.5329045002768398
		RMSE:  0.7972011153945301
		NRMSE:  0.14462485312480136
		MAPE:  160.26995747528287

Protein:  CDH2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011628294333081435
		RMSE:  0.38156283556505555
		NRMSE:  0.1382574228440668
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.013534078125908788
		RMSE:  0.33551468363995024
		NRMSE:  0.17308132332546644
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999036734615
		Coefficient of Determination:  1.0
		RMSE:  2.1773190986263157e-15
		NRMSE:  7.889409010168548e-16
		MAPE:  1.1468372595291595e-11
		Pearson Correlation:  0.15457103189773325
		Spearman Correlation:  0.1686080873826357
		Coefficient of Determination:  -0.24035052795236767
		RMSE:  0.37116291060585266
		NRMSE:  0.19147110654009977
		MAPE:  337.53967680277475

	Predictor:  ElasticNet
		Pearson Correlation:  0.22608591508182382
		Spearman Correlation:  0.22643330187372762
		Coefficient of Determination:  0.003163354318614142
		RMSE:  0.3787630292725872
		NRMSE:  0.13724292676012292
		MAPE:  706.7490309114935
		Pearson Correlation:  0.11175722950628625
		Spearman Correlation:  0.07508572426090102
		Coefficient of Determination:  -0.05474560645995097
		RMSE:  0.3422679363270808
		NRMSE:  0.176565110977199
		MAPE:  153.23058868503352

	Predictor:  RandomForests
		Pearson Correlation:  0.6558018218411404
		Spearman Correlation:  0.5976947940878571
		Coefficient of Determination:  0.23594672820017382
		RMSE:  0.3316022003261343
		NRMSE:  0.12015443159871524
		MAPE:  850.3682061596894
		Pearson Correlation:  0.22183133026028837
		Spearman Correlation:  0.15962044414518886
		Coefficient of Determination:  0.01019203909541555
		RMSE:  0.3315643471513509
		NRMSE:  0.17104347073549941
		MAPE:  132.6704065554127

Protein:  CDH3
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006306553616452382
		RMSE:  0.206558346691537
		NRMSE:  0.1472115018398285
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056823148221427866
		RMSE:  0.21361844422784051
		NRMSE:  0.19012980777528213
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  1.1250338616002647e-15
		NRMSE:  8.017972986304037e-16
		MAPE:  5.283765277024536e-12
		Pearson Correlation:  0.25434364733884807
		Spearman Correlation:  0.2868888639509221
		Coefficient of Determination:  -0.15118764273162033
		RMSE:  0.2229516283836026
		NRMSE:  0.1984367520369569
		MAPE:  2116.1131736005837

	Predictor:  ElasticNet
		Pearson Correlation:  0.3811535296236886
		Spearman Correlation:  0.38097877625842175
		Coefficient of Determination:  0.027060574401614912
		RMSE:  0.2031049459906879
		NRMSE:  0.14475030716157183
		MAPE:  169.32262102330284
		Pearson Correlation:  0.29666459208442564
		Spearman Correlation:  0.284205538722428
		Coefficient of Determination:  -0.07267175242710255
		RMSE:  0.215214243695235
		NRMSE:  0.19155013946564872
		MAPE:  173.18163650767028

	Predictor:  RandomForests
		Pearson Correlation:  0.6799218667479393
		Spearman Correlation:  0.6469527986095693
		Coefficient of Determination:  0.35359512337925214
		RMSE:  0.16555027647493126
		NRMSE:  0.11798557269761481
		MAPE:  386.07945615794455
		Pearson Correlation:  0.43816397651498784
		Spearman Correlation:  0.38003715757054335
		Coefficient of Determination:  0.12469709569420939
		RMSE:  0.1944091824276856
		NRMSE:  0.1730327201770169
		MAPE:  513.5713598477581

Protein:  PTEN
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04663541191913323
		RMSE:  0.5747314783713694
		NRMSE:  0.11117523181123673
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02346833201832421
		RMSE:  0.7542692946958974
		NRMSE:  0.11793750210239971
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.985646762721748e-15
		NRMSE:  5.775392221297098e-16
		MAPE:  4.244530740618712e-12
		Pearson Correlation:  0.2461374578069605
		Spearman Correlation:  0.2575269018316937
		Coefficient of Determination:  0.0026958537350427747
		RMSE:  0.7445657180223383
		NRMSE:  0.11642025143027726
		MAPE:  1683.6215165721146

	Predictor:  ElasticNet
		Pearson Correlation:  0.4757754442777441
		Spearman Correlation:  0.4451056083658284
		Coefficient of Determination:  0.1213661322323698
		RMSE:  0.5265883440235065
		NRMSE:  0.10186249304075877
		MAPE:  258.2737257466966
		Pearson Correlation:  0.3077451116890076
		Spearman Correlation:  0.33197172034564026
		Coefficient of Determination:  0.04798892572455127
		RMSE:  0.7274618521908548
		NRMSE:  0.1137458919851231
		MAPE:  625.755503446965

	Predictor:  RandomForests
		Pearson Correlation:  0.6773500887205246
		Spearman Correlation:  0.5799112015775666
		Coefficient of Determination:  0.3150970444484219
		RMSE:  0.4649238143477672
		NRMSE:  0.08993419497596858
		MAPE:  151.52880426825575
		Pearson Correlation:  0.3874255047968377
		Spearman Correlation:  0.4052893427598848
		Coefficient of Determination:  0.1137195723625486
		RMSE:  0.7018992900551726
		NRMSE:  0.1097489312884329
		MAPE:  178.79443408177806

Protein:  BRCA2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015699866052385492
		RMSE:  0.1919477679021074
		NRMSE:  0.12365776640496533
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0014129332580739007
		RMSE:  0.2082543553514594
		NRMSE:  0.20232423210836328
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999229387699
		Coefficient of Determination:  1.0
		RMSE:  1.1676218958244794e-15
		NRMSE:  7.522125275081201e-16
		MAPE:  2.619420386461176e-12
		Pearson Correlation:  0.37317484836736986
		Spearman Correlation:  0.3449843514258283
		Coefficient of Determination:  0.08381139823644379
		RMSE:  0.19919568986395217
		NRMSE:  0.1935235156210978
		MAPE:  627.761280968283

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  RandomForests
		Pearson Correlation:  0.6664447980817361
		Spearman Correlation:  0.5562736763413593
		Coefficient of Determination:  0.2665383001962198
		RMSE:  0.16425974171431992
		NRMSE:  0.10582041663025926
		MAPE:  138.79126687280598
		Pearson Correlation:  0.41441070938408203
		Spearman Correlation:  0.4414693450043019
		Coefficient of Determination:  0.10912043172065633
		RMSE:  0.19642510511827307
		NRMSE:  0.19083182434667212
		MAPE:  249.1803900747528

Protein:  CDKN2A
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06343046233027927
		RMSE:  0.6950010485750925
		NRMSE:  0.15711564339891315
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10006794882547432
		RMSE:  0.6614783461565592
		NRMSE:  0.1993004959796804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6739550183850767
		NRMSE:  0.1523578655781794
		MAPE:  281.71125082022354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0022276354551518107
		RMSE:  0.6313774446715202
		NRMSE:  0.19023122768048215
		MAPE:  197.14658329930893

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  3.2266093779436647e-15
		NRMSE:  7.294245231024447e-16
		MAPE:  4.819031024056258e-12
		Pearson Correlation:  0.4330004075748272
		Spearman Correlation:  0.3513684709285652
		Coefficient of Determination:  0.11380047462091869
		RMSE:  0.5937062663077594
		NRMSE:  0.17888106848682114
		MAPE:  300.0044463285157

	Predictor:  ElasticNet
		Pearson Correlation:  0.5806651816616148
		Spearman Correlation:  0.47254866161310694
		Coefficient of Determination:  0.25804477706590556
		RMSE:  0.5805234394397486
		NRMSE:  0.13123622458228745
		MAPE:  210.8300408810504
		Pearson Correlation:  0.5190435341231457
		Spearman Correlation:  0.3229391887679398
		Coefficient of Determination:  0.2080202398008345
		RMSE:  0.561258482419641
		NRMSE:  0.1691046949140226
		MAPE:  121.21320495844712

	Predictor:  RandomForests
		Pearson Correlation:  0.7029469523162342
		Spearman Correlation:  0.6612963979885785
		Coefficient of Determination:  0.4807179094514076
		RMSE:  0.48566027759591185
		NRMSE:  0.10979095232189709
		MAPE:  157.72893381194876
		Pearson Correlation:  0.5903117405553691
		Spearman Correlation:  0.4731555256299954
		Coefficient of Determination:  0.3303788054024617
		RMSE:  0.5160840913531727
		NRMSE:  0.15549385096510174
		MAPE:  132.95188022382933

Protein:  TP53
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04782361373877353
		RMSE:  0.460756629216985
		NRMSE:  0.11073218678610552
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07696826201632412
		RMSE:  0.4481222561682025
		NRMSE:  0.1422068596624151
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4501191620264231
		NRMSE:  0.10817571786263473
		MAPE:  418.8529054417374
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002447694094247499
		RMSE:  0.4323405014905614
		NRMSE:  0.13719868668778923
		MAPE:  185.65040333639752

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  2.0234126075944028e-15
		NRMSE:  4.862803671219426e-16
		MAPE:  6.679820454501117e-12
		Pearson Correlation:  0.42000708393947506
		Spearman Correlation:  0.40609733288444994
		Coefficient of Determination:  0.1345793861425726
		RMSE:  0.4017063336149384
		NRMSE:  0.1274772574304831
		MAPE:  364.2808300178934

	Predictor:  ElasticNet
		Pearson Correlation:  0.5283456773114908
		Spearman Correlation:  0.5259378751256315
		Coefficient of Determination:  0.21657597102046156
		RMSE:  0.3984060691656353
		NRMSE:  0.09574767343562493
		MAPE:  619.5587044465672
		Pearson Correlation:  0.46898565993894914
		Spearman Correlation:  0.4233394431352012
		Coefficient of Determination:  0.18148356203957006
		RMSE:  0.39066883207901615
		NRMSE:  0.12397462302583655
		MAPE:  189.48087075661425

	Predictor:  RandomForests
		Pearson Correlation:  0.7065417744632847
		Spearman Correlation:  0.6140973281867749
		Coefficient of Determination:  0.40404636576236863
		RMSE:  0.3474831405030404
		NRMSE:  0.08350952667701043
		MAPE:  642.2713139627435
		Pearson Correlation:  0.5729931561012098
		Spearman Correlation:  0.44041197521166103
		Coefficient of Determination:  0.27126595160065003
		RMSE:  0.36862059185398893
		NRMSE:  0.11697784712299725
		MAPE:  219.79707795257738

Protein:  CTNNB1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6170193939500923
		RMSE:  0.9046651382507068
		NRMSE:  0.21849703851094263
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09478783275970826
		RMSE:  0.8396248247596424
		NRMSE:  0.17652527641906535
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999422040781
		Coefficient of Determination:  1.0
		RMSE:  2.70527814301179e-15
		NRMSE:  6.533856977615183e-16
		MAPE:  1.6779650268839892e-12
		Pearson Correlation:  0.3759155652985454
		Spearman Correlation:  0.34911906632252276
		Coefficient of Determination:  0.09141423425091955
		RMSE:  0.7648975220033912
		NRMSE:  0.1608143810452004
		MAPE:  445.5107754463799

	Predictor:  ElasticNet
		Pearson Correlation:  0.5884075355483013
		Spearman Correlation:  0.5753127987627829
		Coefficient of Determination:  0.25620938626379586
		RMSE:  0.6135579493369407
		NRMSE:  0.1481880855320599
		MAPE:  650.4833365896837
		Pearson Correlation:  0.39578484340469655
		Spearman Correlation:  0.3249791144527987
		Coefficient of Determination:  0.052807806595062345
		RMSE:  0.780978979263815
		NRMSE:  0.1641953955226253
		MAPE:  587.3851626964506

	Predictor:  RandomForests
		Pearson Correlation:  0.6660930547899048
		Spearman Correlation:  0.6646964293196804
		Coefficient of Determination:  0.4256293614679202
		RMSE:  0.5391707900816562
		NRMSE:  0.1302219085309768
		MAPE:  471.1659907121157
		Pearson Correlation:  0.6654976493148846
		Spearman Correlation:  0.4338333395678251
		Coefficient of Determination:  0.30078958723017746
		RMSE:  0.6710026467651349
		NRMSE:  0.14107363694498673
		MAPE:  487.000619084844

Protein:  CCNE1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4688329016852353
		RMSE:  0.7931748470731899
		NRMSE:  0.19141705409976348
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.186170633384966
		RMSE:  0.8069776954058596
		NRMSE:  0.32929800677624244
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5048043460690237
		NRMSE:  0.12182453992060809
		MAPE:  103.07374645056161
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01570191691728584
		RMSE:  0.4556277343037054
		NRMSE:  0.18592497115143453
		MAPE:  142.6844229696492

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999997
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.209600485278427e-15
		NRMSE:  5.332433538331508e-16
		MAPE:  3.56987415854943e-13
		Pearson Correlation:  0.767258755454786
		Spearman Correlation:  0.5642738687514808
		Coefficient of Determination:  0.5610073150791433
		RMSE:  0.2995405739861682
		NRMSE:  0.12223152451896198
		MAPE:  77.73143954842939

	Predictor:  ElasticNet
		Pearson Correlation:  0.7237110651544504
		Spearman Correlation:  0.6439128624011299
		Coefficient of Determination:  0.45614149442046636
		RMSE:  0.3722768648056417
		NRMSE:  0.08984165475436004
		MAPE:  64.34544938846625
		Pearson Correlation:  0.691934005510487
		Spearman Correlation:  0.5575306425267148
		Coefficient of Determination:  0.432243620830039
		RMSE:  0.3406497128409251
		NRMSE:  0.13900665667221299
		MAPE:  90.72842038458948

	Predictor:  RandomForests
		Pearson Correlation:  0.864915042734293
		Spearman Correlation:  0.7179887524739937
		Coefficient of Determination:  0.7417469457788115
		RMSE:  0.25653452307887725
		NRMSE:  0.06190953087310309
		MAPE:  54.652374513447334
		Pearson Correlation:  0.8326951434112377
		Spearman Correlation:  0.7080843293856951
		Coefficient of Determination:  0.6871927367893959
		RMSE:  0.2528514393555218
		NRMSE:  0.10317940070004156
		MAPE:  76.73295374208088

Protein:  CCND1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47371951525638445
		RMSE:  0.2917253166285864
		NRMSE:  0.18637975276867558
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47112550847095647
		RMSE:  0.27775626016480953
		NRMSE:  0.17517423067911803
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.3083625188093974e-15
		NRMSE:  8.358968827445327e-16
		MAPE:  4.107887415486625e-12
		Pearson Correlation:  0.3539069810003011
		Spearman Correlation:  0.2895322884325241
		Coefficient of Determination:  -0.009486065295677193
		RMSE:  0.23008545070760664
		NRMSE:  0.1451093912131727
		MAPE:  542.0469896484858

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  RandomForests
		Pearson Correlation:  0.656238065769627
		Spearman Correlation:  0.5997805912746115
		Coefficient of Determination:  0.29217614716622475
		RMSE:  0.20217586015275077
		NRMSE:  0.12916769537365402
		MAPE:  459.03860084660505
		Pearson Correlation:  0.5206422440815077
		Spearman Correlation:  0.46997842865871153
		Coefficient of Determination:  0.19142906837339524
		RMSE:  0.20591977505764983
		NRMSE:  0.12986867750860862
		MAPE:  522.0283392929606

Protein:  ERBB2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06177154229692228
		RMSE:  1.0106646016782141
		NRMSE:  0.1721833486682819
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.26989975035857605
		RMSE:  1.1682171872252598
		NRMSE:  0.21036071365744585
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9808249714864398
		NRMSE:  0.1670996765569688
		MAPE:  529.9728174248761
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556425
		RMSE:  1.07776630779691
		NRMSE:  0.19407323581894154
		MAPE:  193.8969179437583

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999807346924
		Coefficient of Determination:  1.0
		RMSE:  4.664394850206277e-15
		NRMSE:  7.946564305171094e-16
		MAPE:  6.131554655454832e-12
		Pearson Correlation:  0.739163691696086
		Spearman Correlation:  0.5801052134136025
		Coefficient of Determination:  0.5436726943431829
		RMSE:  0.7002886716197565
		NRMSE:  0.1261008880361142
		MAPE:  278.0462287268101

	Predictor:  ElasticNet
		Pearson Correlation:  0.8458315202965849
		Spearman Correlation:  0.6771760203330683
		Coefficient of Determination:  0.5759818558668832
		RMSE:  0.6386806148968248
		NRMSE:  0.1088097543139896
		MAPE:  602.9206138566057
		Pearson Correlation:  0.7804617141193011
		Spearman Correlation:  0.5626336520829472
		Coefficient of Determination:  0.452070116505219
		RMSE:  0.7673639030571568
		NRMSE:  0.1381791160473146
		MAPE:  242.4355272666256

	Predictor:  RandomForests
		Pearson Correlation:  0.8707214577314464
		Spearman Correlation:  0.7286875588781138
		Coefficient of Determination:  0.7483362456117535
		RMSE:  0.4920416315897412
		NRMSE:  0.08382739008633171
		MAPE:  330.81098550743536
		Pearson Correlation:  0.7891227461982633
		Spearman Correlation:  0.6630947096465283
		Coefficient of Determination:  0.5837248591838273
		RMSE:  0.6688505841975679
		NRMSE:  0.12043983581185723
		MAPE:  180.9623991684271

Protein:  ERBB3
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20254353309139272
		RMSE:  0.523865801474932
		NRMSE:  0.14324270860276114
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.287905849531515
		RMSE:  0.4364451552160674
		NRMSE:  0.21482088883335748
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999036734615
		Coefficient of Determination:  1.0
		RMSE:  2.767524851312647e-15
		NRMSE:  7.567353217395452e-16
		MAPE:  2.2367735375564248e-12
		Pearson Correlation:  0.2753383965318102
		Spearman Correlation:  0.3201610992655769
		Coefficient of Determination:  -0.23437446290672193
		RMSE:  0.4272785422265006
		NRMSE:  0.21030902766025023
		MAPE:  270.2733527005802

	Predictor:  ElasticNet
		Pearson Correlation:  0.4823270226878643
		Spearman Correlation:  0.4908557501734912
		Coefficient of Determination:  0.1530002219022284
		RMSE:  0.4396542673662479
		NRMSE:  0.12021641406824582
		MAPE:  225.22984947777712
		Pearson Correlation:  0.3019071334731533
		Spearman Correlation:  0.2780458609209591
		Coefficient of Determination:  0.08028125435644495
		RMSE:  0.3688205730220586
		NRMSE:  0.1815356691894149
		MAPE:  207.5574865233294

	Predictor:  RandomForests
		Pearson Correlation:  0.6404762821648678
		Spearman Correlation:  0.6518852299272261
		Coefficient of Determination:  0.3543028516203608
		RMSE:  0.3838699169965599
		NRMSE:  0.10496307738907738
		MAPE:  219.6845688342829
		Pearson Correlation:  0.3953364072869352
		Spearman Correlation:  0.3147146473148045
		Coefficient of Determination:  0.14239345721417151
		RMSE:  0.35614894476312475
		NRMSE:  0.17529861875359912
		MAPE:  231.63462602213386


Fold:  5

Protein:  RB1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00018503513771928048
		RMSE:  0.23392670305630597
		NRMSE:  0.11556330212293363
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12340187398900859
		RMSE:  0.2547692202160761
		NRMSE:  0.12845593258580365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.2569605783705482e-15
		NRMSE:  6.209573904005711e-16
		MAPE:  4.685849140209076e-12
		Pearson Correlation:  0.005162044556531194
		Spearman Correlation:  0.1413259516951583
		Coefficient of Determination:  -0.2910477510996765
		RMSE:  0.2731181352466641
		NRMSE:  0.13770754857847656
		MAPE:  458.1262089478881

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  RandomForests
		Pearson Correlation:  0.6783386625531739
		Spearman Correlation:  0.4831347850710659
		Coefficient of Determination:  0.27178822706866934
		RMSE:  0.1996036468246194
		NRMSE:  0.09860719721801346
		MAPE:  159.4998818202044
		Pearson Correlation:  0.007713217113177628
		Spearman Correlation:  0.06058679035898204
		Coefficient of Determination:  -0.14725946049093253
		RMSE:  0.2574602636412438
		NRMSE:  0.12981277032513353
		MAPE:  247.74130766407612

Protein:  CDH1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10476316856458312
		RMSE:  1.1835893765747125
		NRMSE:  0.18846364392451076
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19786466090973764
		RMSE:  1.2714981376898562
		NRMSE:  0.2500438806886504
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1260727912856485
		NRMSE:  0.17930524366829853
		MAPE:  266.31463004312263
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01718399286470018
		RMSE:  1.1716869980595492
		NRMSE:  0.23041572398960675
		MAPE:  1066.779337530299

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  4.654983351375056e-15
		NRMSE:  7.412157815634941e-16
		MAPE:  1.7937501537879623e-12
		Pearson Correlation:  0.47589284158355577
		Spearman Correlation:  0.45952443297297974
		Coefficient of Determination:  0.1603626298668408
		RMSE:  1.0645295757944087
		NRMSE:  0.20934289901760214
		MAPE:  1675.023384846449

	Predictor:  ElasticNet
		Pearson Correlation:  0.7499733116855487
		Spearman Correlation:  0.6975207361165818
		Coefficient of Determination:  0.48998347032968403
		RMSE:  0.80418985645908
		NRMSE:  0.12805163154980415
		MAPE:  208.63468018730745
		Pearson Correlation:  0.5551656626341372
		Spearman Correlation:  0.5721991546029253
		Coefficient of Determination:  0.2856990968304116
		RMSE:  0.9818665203328413
		NRMSE:  0.19308696394030428
		MAPE:  963.1226955714491

	Predictor:  RandomForests
		Pearson Correlation:  0.8033132433941932
		Spearman Correlation:  0.7261862820838294
		Coefficient of Determination:  0.6379708510845339
		RMSE:  0.6775451402747265
		NRMSE:  0.10788591768967969
		MAPE:  134.74705284936718
		Pearson Correlation:  0.6576963458298704
		Spearman Correlation:  0.6479407473908653
		Coefficient of Determination:  0.423965172160062
		RMSE:  0.8817312297755799
		NRMSE:  0.17339506199987806
		MAPE:  427.48369490819283

Protein:  CDH2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0016678089051440637
		RMSE:  0.3594357673583712
		NRMSE:  0.1765314902796381
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02548752338232485
		RMSE:  0.4223734458481898
		NRMSE:  0.15794680397441796
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  1.7624879600041791e-15
		NRMSE:  8.656195471755704e-16
		MAPE:  1.3494410323173389e-11
		Pearson Correlation:  0.24592464639200706
		Spearman Correlation:  0.24533004816793366
		Coefficient of Determination:  -0.05536825931221445
		RMSE:  0.4284828367268554
		NRMSE:  0.16023141436600616
		MAPE:  1385.265395053987

	Predictor:  ElasticNet
		Pearson Correlation:  0.2940630048872455
		Spearman Correlation:  0.2956033331756149
		Coefficient of Determination:  0.0077267143296005925
		RMSE:  0.35774624391198434
		NRMSE:  0.17570170615980762
		MAPE:  219.14016479600966
		Pearson Correlation:  -0.017274004721497635
		Spearman Correlation:  -0.047848536575975265
		Coefficient of Determination:  -0.01643603651102543
		RMSE:  0.4205052703535633
		NRMSE:  0.15724819862519426
		MAPE:  554.4051908472599

	Predictor:  RandomForests
		Pearson Correlation:  0.7042236143798442
		Spearman Correlation:  0.6046870643632349
		Coefficient of Determination:  0.24733514324737826
		RMSE:  0.31157331304101016
		NRMSE:  0.15302456315554744
		MAPE:  602.654823149021
		Pearson Correlation:  0.14740457964469422
		Spearman Correlation:  0.15665302142560267
		Coefficient of Determination:  0.0024068296222262697
		RMSE:  0.4165893373675731
		NRMSE:  0.1557838331311157
		MAPE:  598.2572302685899

Protein:  CDH3
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011481892643820935
		RMSE:  0.2038847376288621
		NRMSE:  0.14304087222095618
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026977014897064944
		RMSE:  0.22369326249691865
		NRMSE:  0.20181818899206835
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999997
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  7.926894100788004e-16
		NRMSE:  5.561327735300558e-16
		MAPE:  2.2553324866597574e-12
		Pearson Correlation:  0.415025190253806
		Spearman Correlation:  0.40029676180501006
		Coefficient of Determination:  0.09951940734214404
		RMSE:  0.21198497124070376
		NRMSE:  0.1912548572620682
		MAPE:  333.2561430252826

	Predictor:  ElasticNet
		Pearson Correlation:  0.4219369997003351
		Spearman Correlation:  0.44336861832126473
		Coefficient of Determination:  0.038495995167026065
		RMSE:  0.19980717627417885
		NRMSE:  0.14018014836545073
		MAPE:  142.62072814193905
		Pearson Correlation:  0.38808231171510443
		Spearman Correlation:  0.3715682240426939
		Coefficient of Determination:  0.022417802130877962
		RMSE:  0.2208739693845166
		NRMSE:  0.19927459593150118
		MAPE:  117.46963344587202

	Predictor:  RandomForests
		Pearson Correlation:  0.6922823249844087
		Spearman Correlation:  0.6682510069927864
		Coefficient of Determination:  0.35852050699267557
		RMSE:  0.1632025432253183
		NRMSE:  0.11449917440177801
		MAPE:  459.28130362181463
		Pearson Correlation:  0.5146513952506371
		Spearman Correlation:  0.5286225514033841
		Coefficient of Determination:  0.20327343016339394
		RMSE:  0.19939880176568023
		NRMSE:  0.17989949545347778
		MAPE:  150.38669788308155

Protein:  PTEN
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05240378988513572
		RMSE:  0.5837468026637292
		NRMSE:  0.09127461538014686
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011774083334460839
		RMSE:  0.7259408088203396
		NRMSE:  0.14042494754339593
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5690275755039937
		NRMSE:  0.08897311789601967
		MAPE:  304.4741530818047
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005181468299075398
		RMSE:  0.7235718660416283
		NRMSE:  0.13996670265429206
		MAPE:  391.1377632658283

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.846921452038711e-15
		NRMSE:  4.451444690858746e-16
		MAPE:  4.393161239619451e-12
		Pearson Correlation:  0.40576526294452137
		Spearman Correlation:  0.4463172857516927
		Coefficient of Determination:  0.1321412574990466
		RMSE:  0.6723322705691992
		NRMSE:  0.13005498889066838
		MAPE:  861.5882131513592

	Predictor:  ElasticNet
		Pearson Correlation:  0.4981780173219028
		Spearman Correlation:  0.4721463158433759
		Coefficient of Determination:  0.10433962103795091
		RMSE:  0.5385239152387515
		NRMSE:  0.08420356738937558
		MAPE:  343.9623390068643
		Pearson Correlation:  0.4421083043671192
		Spearman Correlation:  0.47583386326512805
		Coefficient of Determination:  0.06928613821978102
		RMSE:  0.6962537170498454
		NRMSE:  0.13468231914458476
		MAPE:  421.4086733448666

	Predictor:  RandomForests
		Pearson Correlation:  0.630891916778191
		Spearman Correlation:  0.5791259976247204
		Coefficient of Determination:  0.3194941145079424
		RMSE:  0.4694066695450981
		NRMSE:  0.07339639895943993
		MAPE:  254.19748265721432
		Pearson Correlation:  0.4329198321093795
		Spearman Correlation:  0.46943770769692306
		Coefficient of Determination:  0.15074072013978734
		RMSE:  0.6650887260889039
		NRMSE:  0.1286538080487666
		MAPE:  382.2277784216515

Protein:  BRCA2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00015423459462815536
		RMSE:  0.20048365981157823
		NRMSE:  0.1291568109593031
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08467605477038265
		RMSE:  0.17297650483593724
		NRMSE:  0.22621657599677922
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999884408153
		Coefficient of Determination:  1.0
		RMSE:  1.2314017588700393e-15
		NRMSE:  7.933011814269862e-16
		MAPE:  3.7055636538739525e-12
		Pearson Correlation:  0.15358161918069055
		Spearman Correlation:  0.1222883078342623
		Coefficient of Determination:  -0.41480555149925036
		RMSE:  0.19755383678199406
		NRMSE:  0.25835851276007854
		MAPE:  407.8958476462129

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  RandomForests
		Pearson Correlation:  0.6567881160663354
		Spearman Correlation:  0.5759082456524208
		Coefficient of Determination:  0.28322453311114804
		RMSE:  0.16972157715548578
		NRMSE:  0.1093390737030026
		MAPE:  191.07275278281492
		Pearson Correlation:  0.24614851585692804
		Spearman Correlation:  0.21492786693100913
		Coefficient of Determination:  -0.01947728338674537
		RMSE:  0.1676972217194141
		NRMSE:  0.21931239353876164
		MAPE:  175.56127343870628

Protein:  CDKN2A
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06876053865938014
		RMSE:  0.7026668514343448
		NRMSE:  0.1789276696377339
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07452018232747903
		RMSE:  0.6281215662347416
		NRMSE:  0.15805378984795088
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6796874655065666
		NRMSE:  0.1730761797526334
		MAPE:  274.2442116656758
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00044725008449963966
		RMSE:  0.6060849693149379
		NRMSE:  0.15250873639690443
		MAPE:  274.3248072759207

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  3.894539018715982e-15
		NRMSE:  9.91708644729185e-16
		MAPE:  2.6093320505028783e-12
		Pearson Correlation:  0.38587303571148346
		Spearman Correlation:  0.373902417735882
		Coefficient of Determination:  0.05813588732616859
		RMSE:  0.5880720533756524
		NRMSE:  0.147976158973265
		MAPE:  391.0830794284555

	Predictor:  ElasticNet
		Pearson Correlation:  0.6275002836696595
		Spearman Correlation:  0.5004119115233852
		Coefficient of Determination:  0.30934668978302493
		RMSE:  0.5648580335355993
		NRMSE:  0.14383591798925396
		MAPE:  202.12123352080403
		Pearson Correlation:  0.3174058233703827
		Spearman Correlation:  0.27107320540156365
		Coefficient of Determination:  0.10041293934798112
		RMSE:  0.5747222573237627
		NRMSE:  0.14461695914138112
		MAPE:  256.1027469593523

	Predictor:  RandomForests
		Pearson Correlation:  0.7203526857101258
		Spearman Correlation:  0.6864204044917843
		Coefficient of Determination:  0.5120398207781955
		RMSE:  0.47478987833371167
		NRMSE:  0.12090088827218856
		MAPE:  132.8985113980911
		Pearson Correlation:  0.38009326679491345
		Spearman Correlation:  0.3909400366588113
		Coefficient of Determination:  -0.04885278644631885
		RMSE:  0.6205741549261026
		NRMSE:  0.156154640025692
		MAPE:  466.27245635193685

Protein:  TP53
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0629013951002304
		RMSE:  0.43691826486349494
		NRMSE:  0.11112140819031384
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02793228386718627
		RMSE:  0.5354711484549424
		NRMSE:  0.14342336907859712
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4237929343776606
		NRMSE:  0.10778324331179852
		MAPE:  459.9790072255086
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011640203076264122
		RMSE:  0.5284530873849588
		NRMSE:  0.1415436152095778
		MAPE:  140.42972129387252

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.8518546429604284e-15
		NRMSE:  4.70982131529395e-16
		MAPE:  3.687431181739567e-12
		Pearson Correlation:  0.4308860673596958
		Spearman Correlation:  0.3595431364480854
		Coefficient of Determination:  0.17182874037411333
		RMSE:  0.4806333478053032
		NRMSE:  0.1287353281921262
		MAPE:  256.8805220601609

	Predictor:  ElasticNet
		Pearson Correlation:  0.499681421962954
		Spearman Correlation:  0.49063839023104067
		Coefficient of Determination:  0.19397012203911812
		RMSE:  0.38047776516554715
		NRMSE:  0.0967668977251576
		MAPE:  660.6944897487492
		Pearson Correlation:  0.47053151167381585
		Spearman Correlation:  0.4410104864150426
		Coefficient of Determination:  0.153140938398165
		RMSE:  0.4860258765574358
		NRMSE:  0.13017969105596244
		MAPE:  157.95987917686995

	Predictor:  RandomForests
		Pearson Correlation:  0.6893294529526489
		Spearman Correlation:  0.6139315103305298
		Coefficient of Determination:  0.40220749451032034
		RMSE:  0.3276641630189653
		NRMSE:  0.08333481599709182
		MAPE:  747.3058989488107
		Pearson Correlation:  0.5210045421947693
		Spearman Correlation:  0.43369867454706423
		Coefficient of Determination:  0.22370001606296497
		RMSE:  0.4653380989820912
		NRMSE:  0.12463856943406756
		MAPE:  148.96775047854632

Protein:  CTNNB1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.4291206958720877
		RMSE:  0.9037435622191023
		NRMSE:  0.1777623057079273
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5497170498826627
		RMSE:  0.8436000623678614
		NRMSE:  0.27017767234966206
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999422040781
		Coefficient of Determination:  1.0
		RMSE:  2.784748359421679e-15
		NRMSE:  5.477475136549329e-16
		MAPE:  3.1290813554027954e-12
		Pearson Correlation:  0.472867800589661
		Spearman Correlation:  0.4369854985723014
		Coefficient of Determination:  0.08893349895348901
		RMSE:  0.6468229738803463
		NRMSE:  0.2071563686407996
		MAPE:  245.81220445001412

	Predictor:  ElasticNet
		Pearson Correlation:  0.5915981448683231
		Spearman Correlation:  0.5692442653198941
		Coefficient of Determination:  0.2529494429908462
		RMSE:  0.6534099737424806
		NRMSE:  0.12852281151504338
		MAPE:  726.4139854709601
		Pearson Correlation:  0.5694425614392808
		Spearman Correlation:  0.5425379368820061
		Coefficient of Determination:  0.25177708505156793
		RMSE:  0.5861731209851194
		NRMSE:  0.18773219264253324
		MAPE:  247.5423026956574

	Predictor:  RandomForests
		Pearson Correlation:  0.6764497961042819
		Spearman Correlation:  0.6757458925159587
		Coefficient of Determination:  0.44154214348999743
		RMSE:  0.5649447341089163
		NRMSE:  0.11112209561544381
		MAPE:  478.81157285097356
		Pearson Correlation:  0.6554897774328055
		Spearman Correlation:  0.6109926557687753
		Coefficient of Determination:  0.4251964489217177
		RMSE:  0.5137716295322111
		NRMSE:  0.1645443488905009
		MAPE:  188.18027267333912

Protein:  CCNE1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9790551557409413
		RMSE:  0.7746141645114569
		NRMSE:  0.27590887426944144
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8285524646781477
		RMSE:  0.8763813407881366
		NRMSE:  0.2114972948785232
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4487930906545114
		NRMSE:  0.15985506345663808
		MAPE:  112.14421009479175
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0040862214035515265
		RMSE:  0.6494188844018614
		NRMSE:  0.15672439713344627
		MAPE:  115.49088793396595

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  2.2144473931047826e-15
		NRMSE:  7.887613154424871e-16
		MAPE:  4.249027553294923e-13
		Pearson Correlation:  0.5927652321729157
		Spearman Correlation:  0.5848875921146149
		Coefficient of Determination:  0.33862511505362436
		RMSE:  0.5270638851659285
		NRMSE:  0.1271964392127636
		MAPE:  101.53230606712353

	Predictor:  ElasticNet
		Pearson Correlation:  0.7536041036062653
		Spearman Correlation:  0.6226009490552836
		Coefficient of Determination:  0.48940560191674376
		RMSE:  0.320689089810275
		NRMSE:  0.11422585567596616
		MAPE:  66.51176121250887
		Pearson Correlation:  0.6260897661095308
		Spearman Correlation:  0.6669035773513385
		Coefficient of Determination:  0.2783410111955492
		RMSE:  0.5505609723219215
		NRMSE:  0.132866996240539
		MAPE:  101.96630479902187

	Predictor:  RandomForests
		Pearson Correlation:  0.8687728710400541
		Spearman Correlation:  0.7129356803074257
		Coefficient of Determination:  0.7507582026026061
		RMSE:  0.22405601084770027
		NRMSE:  0.07980623716748006
		MAPE:  52.65717275319447
		Pearson Correlation:  0.7637582605397796
		Spearman Correlation:  0.7318851797281416
		Coefficient of Determination:  0.5529888997183832
		RMSE:  0.43330985188758414
		NRMSE:  0.10457075847372738
		MAPE:  76.5298793004595

Protein:  CCND1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5366759284640548
		RMSE:  0.28216244755564185
		NRMSE:  0.17771997351836757
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.30240520386774006
		RMSE:  0.3149325402631455
		NRMSE:  0.20120656537940065
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999997
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.0504326334407992e-15
		NRMSE:  6.616148300922095e-16
		MAPE:  2.7694709547179737e-12
		Pearson Correlation:  0.2542517927327177
		Spearman Correlation:  0.2275065773887455
		Coefficient of Determination:  -0.0015522393961511227
		RMSE:  0.27617303840993435
		NRMSE:  0.17644359157813874
		MAPE:  299.05388894088725

	Predictor:  ElasticNet
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  RandomForests
		Pearson Correlation:  0.6208734495060697
		Spearman Correlation:  0.6239587824156606
		Coefficient of Determination:  0.3199956930136776
		RMSE:  0.18769983958713327
		NRMSE:  0.11822271464472266
		MAPE:  508.3454458854936
		Pearson Correlation:  0.3506763727273697
		Spearman Correlation:  0.2958116684746693
		Coefficient of Determination:  0.11742231666701963
		RMSE:  0.25925130173722083
		NRMSE:  0.16563250005572433
		MAPE:  253.5989973579388

Protein:  ERBB2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10085609607150081
		RMSE:  1.0785113826338413
		NRMSE:  0.1837421644434709
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05671362529003088
		RMSE:  0.8919867459254164
		NRMSE:  0.19736403273048267
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959455
		RMSE:  0.875951357919715
		NRMSE:  0.1938159880340115
		MAPE:  565.705361200264

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  4.223139475155749e-15
		NRMSE:  7.194813150852256e-16
		MAPE:  2.9885521914316616e-12
		Pearson Correlation:  0.6923592469484854
		Spearman Correlation:  0.539086522275839
		Coefficient of Determination:  0.47202550980975577
		RMSE:  0.6305016353379769
		NRMSE:  0.13950694442703326
		MAPE:  384.72297684416986

	Predictor:  ElasticNet
		Pearson Correlation:  0.8543222061761966
		Spearman Correlation:  0.6776408922025907
		Coefficient of Determination:  0.6005309556708296
		RMSE:  0.6496822812867385
		NRMSE:  0.11068406925170597
		MAPE:  647.9056751210943
		Pearson Correlation:  0.781521171503636
		Spearman Correlation:  0.6188431277197971
		Coefficient of Determination:  0.5042358192951741
		RMSE:  0.6109663907082383
		NRMSE:  0.13518450950508648
		MAPE:  368.56858391361584

	Predictor:  RandomForests
		Pearson Correlation:  0.8657910284985194
		Spearman Correlation:  0.7138574800771907
		Coefficient of Determination:  0.7412490306053332
		RMSE:  0.5228780970156561
		NRMSE:  0.08908088948594581
		MAPE:  459.9438647830188
		Pearson Correlation:  0.8115021185763847
		Spearman Correlation:  0.6524651488075495
		Coefficient of Determination:  0.6334670148362188
		RMSE:  0.5253349313877418
		NRMSE:  0.11623740046194088
		MAPE:  196.29549005395032

Protein:  ERBB3
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.24617901957450639
		RMSE:  0.5234556686317032
		NRMSE:  0.14126566093685908
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10551624527684367
		RMSE:  0.43841640970600765
		NRMSE:  0.21211918179733683
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999997880816034
		Coefficient of Determination:  1.0
		RMSE:  2.4857067973843464e-15
		NRMSE:  6.708209207966456e-16
		MAPE:  1.904781991811625e-12
		Pearson Correlation:  0.3612809209480161
		Spearman Correlation:  0.34916894225613787
		Coefficient of Determination:  -0.16484625304972633
		RMSE:  0.4500269685535973
		NRMSE:  0.2177367229943282
		MAPE:  294.28935512687656

	Predictor:  ElasticNet
		Pearson Correlation:  0.4297787733796983
		Spearman Correlation:  0.42565186153860235
		Coefficient of Determination:  0.10766739086726707
		RMSE:  0.44294833301678466
		NRMSE:  0.11953904174552342
		MAPE:  234.59617213964665
		Pearson Correlation:  0.5106859864573244
		Spearman Correlation:  0.523674858788763
		Coefficient of Determination:  0.09923771411228965
		RMSE:  0.39573943918584875
		NRMSE:  0.1914707665740206
		MAPE:  228.72888975989264

	Predictor:  RandomForests
		Pearson Correlation:  0.6329913739745635
		Spearman Correlation:  0.6291613577089233
		Coefficient of Determination:  0.3135641673190068
		RMSE:  0.3884987829640403
		NRMSE:  0.10484467097670208
		MAPE:  232.76281272778817
		Pearson Correlation:  0.5348310508544339
		Spearman Correlation:  0.5338295988728039
		Coefficient of Determination:  0.22560575820839068
		RMSE:  0.3669317518037358
		NRMSE:  0.17753273199847872
		MAPE:  225.93813015453802

TMM

In [179]:
scenario = Scenario.AllmRNA_Mutations 
normalizeTechnique = NormalizeTechnique.TMM
X, Y, Z = get_data(normalizeTechnique)
In [180]:
X.head()
Out[180]:
UBE2Q2P2 HMGB1P1 LOC155060 RNU12.2P SSX9 CXORF67 EFCAB8 SRP14P1 LOC391343 TRIM75P ... ZXDA ZXDB ZXDC ZYG11A ZYG11B ZYX ZZEF1 ZZZ3 TPTEP1 AKR1C6P
TCGA-A1-A0SF-01 6.676054 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092
TCGA-A1-A0SH-01 5.091092 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092
TCGA-A1-A0SJ-01 5.091092 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092
TCGA-A1-A0SK-01 6.676054 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092
TCGA-A1-A0SQ-01 5.091092 6.676054 6.676054 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 5.091092 ... 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 6.676054 5.091092

5 rows × 20440 columns

In [181]:
Y.head()
Out[181]:
RB1 CDH1 PTEN BRCA2 CDKN2A TP53 CTNNB1 CCNE1 CCND1 CDH2 CDH3 ERBB2 ERBB3
TCGA-A1-A0SF-01 0.017184 0.705680 0.197730 0.108550 0.17550 -0.472550 0.06978 -0.75401 -0.202360 -0.222000 -0.114060 0.25604 0.461410
TCGA-A1-A0SH-01 -0.081896 0.018364 0.699160 -0.282430 0.68156 -0.035545 -0.11192 -0.77956 -0.014111 0.072251 -0.031553 0.68354 0.033670
TCGA-A1-A0SJ-01 -0.106090 0.114310 -0.110550 0.108220 -0.00989 -0.431850 -0.85672 -0.29589 0.290760 -0.225320 0.128230 0.36458 0.430620
TCGA-A1-A0SK-01 -0.060244 -0.963820 -0.081596 0.309150 1.23630 0.898470 -0.85965 0.92670 0.045974 0.389790 -0.224090 -1.04130 -0.056604
TCGA-A1-A0SQ-01 0.376500 0.425490 0.657440 0.003187 -0.34580 -0.020122 0.39368 -1.02750 0.362490 0.292880 -0.144850 0.31196 0.649260
In [182]:
perform_kFoldCV(num_folds, scenario, normalizeTechnique, X, Y, Z)

Fold:  1

Protein:  RB1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017832262764705176
		RMSE:  0.22609122586734381
		NRMSE:  0.08562439911658541
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0064622508272080825
		RMSE:  0.2813710133086082
		NRMSE:  0.13900150344012696
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  1.4294529182248745e-15
		NRMSE:  5.4135690900392895e-16
		MAPE:  5.39996533782468e-12
		Pearson Correlation:  0.19190269169550175
		Spearman Correlation:  0.2709881962735343
		Coefficient of Determination:  -0.021001134546316358
		RMSE:  0.28339600365102585
		NRMSE:  0.1400018790606926
		MAPE:  189.4113479772527

	Predictor:  ElasticNet
		Pearson Correlation:  0.6924443786042247
		Spearman Correlation:  0.6080974434591181
		Coefficient of Determination:  0.3299905322984432
		RMSE:  0.18343663373378502
		NRMSE:  0.06947041610823139
		MAPE:  361.4347278274864
		Pearson Correlation:  0.23711598753836166
		Spearman Correlation:  0.2993854258121159
		Coefficient of Determination:  0.015257568539806643
		RMSE:  0.2783184103019062
		NRMSE:  0.13749347174081314
		MAPE:  181.78227352291574

	Predictor:  RandomForests
		Pearson Correlation:  0.5802727393634393
		Spearman Correlation:  0.37315069316909555
		Coefficient of Determination:  0.1606432339248387
		RMSE:  0.2053141587773258
		NRMSE:  0.07775578821334057
		MAPE:  241.15812490623222
		Pearson Correlation:  0.21897643897748378
		Spearman Correlation:  0.26761779338601116
		Coefficient of Determination:  -0.010316119737293405
		RMSE:  0.2819092008751006
		NRMSE:  0.13926737617518786
		MAPE:  137.79169580254995

Protein:  CDH1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12177449909053428
		RMSE:  1.1951653206606205
		NRMSE:  0.20089175544360185
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11829904064371455
		RMSE:  1.227018913081223
		NRMSE:  0.19873326310796913
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  8.484859135049296e-15
		NRMSE:  1.4261945329785514e-15
		MAPE:  9.428858691487216e-12
		Pearson Correlation:  0.5489169070362411
		Spearman Correlation:  0.4539703443566481
		Coefficient of Determination:  0.28762832699640184
		RMSE:  0.9793222047000186
		NRMSE:  0.15861523836286784
		MAPE:  330.8328816246175

	Predictor:  ElasticNet
		Pearson Correlation:  0.9753548427116583
		Spearman Correlation:  0.9577789646190761
		Coefficient of Determination:  0.9194525752169774
		RMSE:  0.32025877006293496
		NRMSE:  0.053831336470330116
		MAPE:  205.74062407483765
		Pearson Correlation:  0.5504064075763347
		Spearman Correlation:  0.47689493707930936
		Coefficient of Determination:  0.29111793805645025
		RMSE:  0.976920614927499
		NRMSE:  0.15822626654910743
		MAPE:  352.42532765423465

	Predictor:  RandomForests
		Pearson Correlation:  0.652487302515615
		Spearman Correlation:  0.6032645009916864
		Coefficient of Determination:  0.4185728007641978
		RMSE:  0.8604445211587071
		NRMSE:  0.14462953980446558
		MAPE:  324.105226711044
		Pearson Correlation:  0.6668751224722387
		Spearman Correlation:  0.5785825773095309
		Coefficient of Determination:  0.4323890481979803
		RMSE:  0.8741735542588965
		NRMSE:  0.1415849104756724
		MAPE:  165.58289738961653

Protein:  CDH2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004084060130477685
		RMSE:  0.37195168053170635
		NRMSE:  0.13741024893390016
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006474841096328898
		RMSE:  0.3763274359057868
		NRMSE:  0.1942134674644098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999031343205
		Coefficient of Determination:  1.0
		RMSE:  2.9472620580096887e-15
		NRMSE:  1.0888081282106968e-15
		MAPE:  1.7144202833121276e-11
		Pearson Correlation:  0.21731531740082752
		Spearman Correlation:  0.2593259194224954
		Coefficient of Determination:  -0.03301961317985591
		RMSE:  0.38125777006551537
		NRMSE:  0.1967578934125589
		MAPE:  169.26301090901475

	Predictor:  ElasticNet
		Pearson Correlation:  0.8664025423752119
		Spearman Correlation:  0.845943130505571
		Coefficient of Determination:  0.6074359425247626
		RMSE:  0.23257164024169827
		NRMSE:  0.08591902833963148
		MAPE:  1051.3695696280242
		Pearson Correlation:  0.2742739017090112
		Spearman Correlation:  0.35354111793971327
		Coefficient of Determination:  0.053601405541222724
		RMSE:  0.3649231904055215
		NRMSE:  0.18832801280152836
		MAPE:  155.36052140002346

	Predictor:  RandomForests
		Pearson Correlation:  0.5840886949498478
		Spearman Correlation:  0.5127510208819773
		Coefficient of Determination:  0.1786727563184437
		RMSE:  0.3364028010497179
		NRMSE:  0.1242774130452212
		MAPE:  679.7845247806326
		Pearson Correlation:  0.2769807811012407
		Spearman Correlation:  0.3138571846649108
		Coefficient of Determination:  0.04868182904120921
		RMSE:  0.3658704342851608
		NRMSE:  0.18881686240654427
		MAPE:  102.43023107030578

Protein:  CDH3
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003025178489952651
		RMSE:  0.20883135309817671
		NRMSE:  0.14651130458142275
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.766266116724594e-05
		RMSE:  0.2045852237570374
		NRMSE:  0.1565890990172577
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.0491456985441737e-15
		NRMSE:  7.36056644317347e-16
		MAPE:  2.444497321419185e-12
		Pearson Correlation:  0.33803126591913657
		Spearman Correlation:  0.41885181933469906
		Coefficient of Determination:  0.04095679425487708
		RMSE:  0.2003460705894518
		NRMSE:  0.15334446011852323
		MAPE:  616.3189033956056

	Predictor:  ElasticNet
		Pearson Correlation:  0.7071675701860545
		Spearman Correlation:  0.7077368998810509
		Coefficient of Determination:  0.4360210610352635
		RMSE:  0.15680556243199387
		NRMSE:  0.11001119887747227
		MAPE:  483.518052785707
		Pearson Correlation:  0.4388824429603918
		Spearman Correlation:  0.4810750170715053
		Coefficient of Determination:  0.18576233550592258
		RMSE:  0.18460239722269353
		NRMSE:  0.14129428570978678
		MAPE:  338.50802373847415

	Predictor:  RandomForests
		Pearson Correlation:  0.5656572660818159
		Spearman Correlation:  0.5909135229540947
		Coefficient of Determination:  0.26395949903520555
		RMSE:  0.17913517717075222
		NRMSE:  0.12567714624428372
		MAPE:  391.74079682938896
		Pearson Correlation:  0.4080466388244183
		Spearman Correlation:  0.4668276265730173
		Coefficient of Determination:  0.1579890371287691
		RMSE:  0.18772435270262677
		NRMSE:  0.14368382385333964
		MAPE:  366.4975676140496

Protein:  PTEN
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.042477457330321045
		RMSE:  0.639641264822803
		NRMSE:  0.10001427016227082
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.028094267476815427
		RMSE:  0.5035947533045023
		NRMSE:  0.16597282753427667
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.458230587102
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389449
		RMSE:  0.49877990548911916
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809618

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  5.1392740646559064e-15
		NRMSE:  8.035765873904943e-16
		MAPE:  1.2256591931393518e-11
		Pearson Correlation:  0.07685455008920165
		Spearman Correlation:  0.11215491171593019
		Coefficient of Determination:  -0.40069502457735173
		RMSE:  0.5878093920478228
		NRMSE:  0.1937279652125182
		MAPE:  312.8084607599812

	Predictor:  ElasticNet
		Pearson Correlation:  0.9409793697650526
		Spearman Correlation:  0.9107534692635139
		Coefficient of Determination:  0.8087298893986972
		RMSE:  0.27398493987680694
		NRMSE:  0.04284026891983534
		MAPE:  271.2848903403153
		Pearson Correlation:  0.08753560672326466
		Spearman Correlation:  0.07753877670471174
		Coefficient of Determination:  -0.38993894985232713
		RMSE:  0.5855481195085332
		NRMSE:  0.19298270368088236
		MAPE:  296.9017178667318

	Predictor:  RandomForests
		Pearson Correlation:  0.5665143330291964
		Spearman Correlation:  0.4873910433074623
		Coefficient of Determination:  0.24194976338877894
		RMSE:  0.5454464643420047
		NRMSE:  0.08528597675584469
		MAPE:  437.66673286130697
		Pearson Correlation:  0.19696193403628637
		Spearman Correlation:  0.25073163593795733
		Coefficient of Determination:  0.02478061385614061
		RMSE:  0.49047388767404665
		NRMSE:  0.16164850295763186
		MAPE:  169.78956838624563

Protein:  BRCA2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026562361008646285
		RMSE:  0.19787350383771835
		NRMSE:  0.12800221484333532
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00017758204834872338
		RMSE:  0.18475106890837595
		NRMSE:  0.18489898809885505
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999031343205
		Coefficient of Determination:  1.0
		RMSE:  1.0110238627405102e-15
		NRMSE:  6.540203270286508e-16
		MAPE:  2.918330638001583e-12
		Pearson Correlation:  0.269405564996816
		Spearman Correlation:  0.24764931183477568
		Coefficient of Determination:  -0.027003258728072188
		RMSE:  0.18721227142339464
		NRMSE:  0.18736216115231652
		MAPE:  257.5233181194687

	Predictor:  ElasticNet
		Pearson Correlation:  0.653733534698858
		Spearman Correlation:  0.6195039403701077
		Coefficient of Determination:  0.3202375527535961
		RMSE:  0.16292592630780972
		NRMSE:  0.1053950075089657
		MAPE:  190.55043106799445
		Pearson Correlation:  0.38517896325207107
		Spearman Correlation:  0.3939400960154329
		Coefficient of Determination:  0.13047078857027672
		RMSE:  0.1722623985592165
		NRMSE:  0.17240031881426793
		MAPE:  132.8270066718601

	Predictor:  RandomForests
		Pearson Correlation:  0.6157869035201734
		Spearman Correlation:  0.5378210223215951
		Coefficient of Determination:  0.16937110284840107
		RMSE:  0.18010058869819334
		NRMSE:  0.11650510958184657
		MAPE:  131.36935396777733
		Pearson Correlation:  0.09823204892087473
		Spearman Correlation:  0.2073873370737776
		Coefficient of Determination:  0.0005028088888333615
		RMSE:  0.1846882179004939
		NRMSE:  0.18483608676990984
		MAPE:  115.39391872299112

Protein:  CDKN2A
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.062199248812668806
		RMSE:  0.6624014175436462
		NRMSE:  0.14974599695798488
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10057809021042674
		RMSE:  0.783524323220729
		NRMSE:  0.21159176970584093
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6427147371513342
		NRMSE:  0.145295521001771
		MAPE:  207.86247046219444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010510594090658465
		RMSE:  0.7507796405829533
		NRMSE:  0.20274902527219912
		MAPE:  439.74244050751946

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  3.211167176009204e-15
		NRMSE:  7.259335765817122e-16
		MAPE:  2.2166094292632657e-12
		Pearson Correlation:  0.542244118567343
		Spearman Correlation:  0.4887767047117355
		Coefficient of Determination:  0.28961701154313857
		RMSE:  0.6294892645847802
		NRMSE:  0.1699944003739617
		MAPE:  927.6903101029402

	Predictor:  ElasticNet
		Pearson Correlation:  0.9372683209665438
		Spearman Correlation:  0.9308063868035164
		Coefficient of Determination:  0.8124085755437669
		RMSE:  0.27837148663606265
		NRMSE:  0.06293014279101675
		MAPE:  108.0310008382721
		Pearson Correlation:  0.54683679506067
		Spearman Correlation:  0.45779923909862463
		Coefficient of Determination:  0.2937879709320137
		RMSE:  0.6276385449579521
		NRMSE:  0.1694946111147589
		MAPE:  1289.0466815610553

	Predictor:  RandomForests
		Pearson Correlation:  0.5893796888454105
		Spearman Correlation:  0.49298697344568904
		Coefficient of Determination:  0.27281136362921377
		RMSE:  0.5480772810287637
		NRMSE:  0.12390127298039193
		MAPE:  141.24834234357505
		Pearson Correlation:  0.5820259212738126
		Spearman Correlation:  0.3926787630475076
		Coefficient of Determination:  0.23930259009723232
		RMSE:  0.6514003991094527
		NRMSE:  0.17591153095043283
		MAPE:  353.7169495262581

Protein:  TP53
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05546789854165435
		RMSE:  0.4652085657713222
		NRMSE:  0.11180210665016156
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04275496084346875
		RMSE:  0.4295356456720749
		NRMSE:  0.1544592202783541
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  2.0905445736101985e-15
		NRMSE:  5.024139806801727e-16
		MAPE:  3.878751234323769e-12
		Pearson Correlation:  0.46261116304010674
		Spearman Correlation:  0.47394888303580146
		Coefficient of Determination:  0.18939183299282403
		RMSE:  0.3787159231274253
		NRMSE:  0.1361846607671708
		MAPE:  575.3197293358629

	Predictor:  ElasticNet
		Pearson Correlation:  0.8851129075466547
		Spearman Correlation:  0.8238413397561477
		Coefficient of Determination:  0.705799621747293
		RMSE:  0.2456104278006138
		NRMSE:  0.05902677909171204
		MAPE:  458.5742343244628
		Pearson Correlation:  0.4393202503767859
		Spearman Correlation:  0.4956443273826944
		Coefficient of Determination:  0.17840783526098247
		RMSE:  0.38127314989823846
		NRMSE:  0.1371042288101832
		MAPE:  676.3879513513057

	Predictor:  RandomForests
		Pearson Correlation:  0.6109897794128876
		Spearman Correlation:  0.517289464311804
		Coefficient of Determination:  0.2882711893903328
		RMSE:  0.382016799103889
		NRMSE:  0.09180889187788731
		MAPE:  550.6680988174357
		Pearson Correlation:  0.5054451336058584
		Spearman Correlation:  0.4965863044905463
		Coefficient of Determination:  0.22819270214082343
		RMSE:  0.3695409052087106
		NRMSE:  0.13288536272743018
		MAPE:  678.3968622377722

Protein:  CTNNB1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.41897644861846284
		RMSE:  0.8782004120680554
		NRMSE:  0.17699587078381512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5843844136424388
		RMSE:  0.9452480588674593
		NRMSE:  0.23451795238114906
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  3.588507896295579e-15
		NRMSE:  7.23241609991652e-16
		MAPE:  3.1726962941848196e-12
		Pearson Correlation:  0.37528038937967534
		Spearman Correlation:  0.3397766071602771
		Coefficient of Determination:  0.09548375291557143
		RMSE:  0.714206337464988
		NRMSE:  0.177196034700786
		MAPE:  308.2619176177552

	Predictor:  ElasticNet
		Pearson Correlation:  0.9526443437630726
		Spearman Correlation:  0.9457986750364036
		Coefficient of Determination:  0.8529710860793438
		RMSE:  0.2826880287868923
		NRMSE:  0.05697402680268705
		MAPE:  311.8653501961527
		Pearson Correlation:  0.3782037053213335
		Spearman Correlation:  0.36835918446980787
		Coefficient of Determination:  0.11341650686295257
		RMSE:  0.7070910399863266
		NRMSE:  0.17543071502662796
		MAPE:  301.74299639688013

	Predictor:  RandomForests
		Pearson Correlation:  0.5699856690506637
		Spearman Correlation:  0.5580158081297076
		Coefficient of Determination:  0.2272349059151595
		RMSE:  0.6480817490285763
		NRMSE:  0.13061687506874184
		MAPE:  626.0039367585957
		Pearson Correlation:  0.49118197380487444
		Spearman Correlation:  0.4611403765486295
		Coefficient of Determination:  0.17161892357179664
		RMSE:  0.6834875342727879
		NRMSE:  0.16957463759062866
		MAPE:  262.1911957237366

Protein:  CCNE1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.7135069779129597
		RMSE:  0.7967382438332794
		NRMSE:  0.19227700939577658
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.179220592822603
		RMSE:  0.7927883268238614
		NRMSE:  0.2823823069719898
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.48367116033059243
		NRMSE:  0.11672446372338549
		MAPE:  119.9663870203584
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008650225247206267
		RMSE:  0.5393577763958428
		NRMSE:  0.19211318838676503
		MAPE:  85.21064296831354

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  2.155889058896826e-15
		NRMSE:  5.202811639107141e-16
		MAPE:  5.382648878140716e-13
		Pearson Correlation:  0.7237836078239267
		Spearman Correlation:  0.6064188859623452
		Coefficient of Determination:  0.5161807705734086
		RMSE:  0.3735495456518455
		NRMSE:  0.13305415695524328
		MAPE:  49.141413999478566

	Predictor:  ElasticNet
		Pearson Correlation:  0.9051826787683485
		Spearman Correlation:  0.8343704612375528
		Coefficient of Determination:  0.7852484316767491
		RMSE:  0.2241394824197312
		NRMSE:  0.05409162883889548
		MAPE:  44.91375210452847
		Pearson Correlation:  0.7002946398109767
		Spearman Correlation:  0.6185689201053557
		Coefficient of Determination:  0.47567357334192195
		RMSE:  0.38887276082231464
		NRMSE:  0.13851211427330887
		MAPE:  50.97974289632926

	Predictor:  RandomForests
		Pearson Correlation:  0.7662975620837719
		Spearman Correlation:  0.5834936462301786
		Coefficient of Determination:  0.5078432629731204
		RMSE:  0.33931410234615245
		NRMSE:  0.08188674429764521
		MAPE:  80.0311501508387
		Pearson Correlation:  0.7343184779020616
		Spearman Correlation:  0.6000680537187509
		Coefficient of Determination:  0.4339043371443162
		RMSE:  0.4040653070017966
		NRMSE:  0.14392352876288392
		MAPE:  55.6180303352061

Protein:  CCND1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.46307157054532877
		RMSE:  0.2889602070536637
		NRMSE:  0.17371452011738692
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5143850316766378
		RMSE:  0.2891269997261264
		NRMSE:  0.20591917819933792
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.5540351458757707e-15
		NRMSE:  9.3424098897198e-16
		MAPE:  2.5643563461686166e-12
		Pearson Correlation:  0.3164042537647729
		Spearman Correlation:  0.32534386889083994
		Coefficient of Determination:  0.05799623024276379
		RMSE:  0.22803253526288375
		NRMSE:  0.1624070816925558
		MAPE:  1628.3656603745244

	Predictor:  ElasticNet
		Pearson Correlation:  0.7421994858439143
		Spearman Correlation:  0.7264076040641042
		Coefficient of Determination:  0.40039707819890935
		RMSE:  0.184985260000525
		NRMSE:  0.11120778877284451
		MAPE:  296.39472010950203
		Pearson Correlation:  0.23932026869290043
		Spearman Correlation:  0.2134279582479758
		Coefficient of Determination:  0.050947259218212304
		RMSE:  0.22888412363667318
		NRMSE:  0.16301359155936498
		MAPE:  1530.125096321612

	Predictor:  RandomForests
		Pearson Correlation:  0.5806212364348765
		Spearman Correlation:  0.5271192219454383
		Coefficient of Determination:  0.17212051344913948
		RMSE:  0.21736459930375612
		NRMSE:  0.1306733111924566
		MAPE:  382.9999854631934
		Pearson Correlation:  0.2339081207757777
		Spearman Correlation:  0.255497024680519
		Coefficient of Determination:  0.045443937439629156
		RMSE:  0.229546785543244
		NRMSE:  0.16348554608230587
		MAPE:  1301.117383130796

Protein:  ERBB2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10512598969709641
		RMSE:  1.0713675802437574
		NRMSE:  0.18252510013182233
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.044647408489899565
		RMSE:  0.9270678870989714
		NRMSE:  0.17190207437399804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  1.4763107358601117e-14
		NRMSE:  2.5151383134744736e-15
		MAPE:  2.4710704389294762e-11
		Pearson Correlation:  0.7052633036762084
		Spearman Correlation:  0.6121354014242514
		Coefficient of Determination:  0.4965929869350758
		RMSE:  0.643555939508429
		NRMSE:  0.11933171509520286
		MAPE:  466.6589153753931

	Predictor:  ElasticNet
		Pearson Correlation:  0.9709680453554395
		Spearman Correlation:  0.9277011236612442
		Coefficient of Determination:  0.9210513826048988
		RMSE:  0.28635506452611603
		NRMSE:  0.048785298145751235
		MAPE:  309.42460439976975
		Pearson Correlation:  0.6518851851986789
		Spearman Correlation:  0.6315725295093163
		Coefficient of Determination:  0.42302994654777926
		RMSE:  0.688974753913008
		NRMSE:  0.12775352381105284
		MAPE:  843.6971189331215

	Predictor:  RandomForests
		Pearson Correlation:  0.7429915805319618
		Spearman Correlation:  0.5711912225648204
		Coefficient of Determination:  0.5271902668310762
		RMSE:  0.7007704952145246
		NRMSE:  0.11938778731698803
		MAPE:  270.75771712666796
		Pearson Correlation:  0.44793484255805444
		Spearman Correlation:  0.5422965348464363
		Coefficient of Determination:  0.16282158144082437
		RMSE:  0.8299189557938087
		NRMSE:  0.15388818019540307
		MAPE:  891.6478941359337

Protein:  ERBB3
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20107865915633893
		RMSE:  0.5031866190144979
		NRMSE:  0.13579562619977975
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27170508071542576
		RMSE:  0.5249654097328843
		NRMSE:  0.21064675210776365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  3.990338993839841e-15
		NRMSE:  1.0768779652351364e-15
		MAPE:  2.793109436824965e-12
		Pearson Correlation:  0.33422501088196555
		Spearman Correlation:  0.3432596127936568
		Coefficient of Determination:  0.02258271882120222
		RMSE:  0.46023272055551945
		NRMSE:  0.1846722203050845
		MAPE:  308.5050671516242

	Predictor:  ElasticNet
		Pearson Correlation:  0.8829936537518939
		Spearman Correlation:  0.8775236947979456
		Coefficient of Determination:  0.6913802225066543
		RMSE:  0.25506756446704615
		NRMSE:  0.06883541479678587
		MAPE:  140.0080847357529
		Pearson Correlation:  0.353679288271067
		Spearman Correlation:  0.36952537499463506
		Coefficient of Determination:  0.09772232662503555
		RMSE:  0.4421886497302561
		NRMSE:  0.17743188628750003
		MAPE:  283.63796746064867

	Predictor:  RandomForests
		Pearson Correlation:  0.5733143975609134
		Spearman Correlation:  0.5318066010860195
		Coefficient of Determination:  0.23710767142421318
		RMSE:  0.40102826401100083
		NRMSE:  0.10822601829484542
		MAPE:  213.19674083009266
		Pearson Correlation:  0.3697856292214858
		Spearman Correlation:  0.3718934395347604
		Coefficient of Determination:  0.10578999249776955
		RMSE:  0.44020730810362435
		NRMSE:  0.17663685642319285
		MAPE:  244.40386750380418


Fold:  2

Protein:  RB1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.012372001566697044
		RMSE:  0.23649063304821735
		NRMSE:  0.08648721220312221
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0009378943328373079
		RMSE:  0.2450188572791325
		NRMSE:  0.14037816530069125
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  1.8101978380126386e-15
		NRMSE:  6.620091566751897e-16
		MAPE:  7.831078849169523e-12
		Pearson Correlation:  0.09195490815136646
		Spearman Correlation:  0.1858160179494684
		Coefficient of Determination:  -0.17376629042255343
		RMSE:  0.2653302466489002
		NRMSE:  0.15201512910869602
		MAPE:  688.6109584073769

	Predictor:  ElasticNet
		Pearson Correlation:  0.7192305614692752
		Spearman Correlation:  0.6449840473857581
		Coefficient of Determination:  0.37721244504000495
		RMSE:  0.1854871565778619
		NRMSE:  0.06783468277423271
		MAPE:  251.68697596061583
		Pearson Correlation:  0.10370513093973033
		Spearman Correlation:  0.159555165349722
		Coefficient of Determination:  -0.04861314647477455
		RMSE:  0.2507861760444719
		NRMSE:  0.14368242374011522
		MAPE:  400.80059049157376

	Predictor:  RandomForests
		Pearson Correlation:  0.6260172613391425
		Spearman Correlation:  0.42480325419071896
		Coefficient of Determination:  0.16861039031200287
		RMSE:  0.2143118460601278
		NRMSE:  0.07837618711970736
		MAPE:  181.55263269807037
		Pearson Correlation:  0.12334675369972618
		Spearman Correlation:  0.1508291873963516
		Coefficient of Determination:  0.0006532358460907828
		RMSE:  0.24482403402553402
		NRMSE:  0.1402665456025106
		MAPE:  188.18002719717077

Protein:  CDH1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0848918633043636
		RMSE:  1.167193365558287
		NRMSE:  0.18724526599154356
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3357437347566168
		RMSE:  1.329821844339591
		NRMSE:  0.2361608674018098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  9.420422844027497e-15
		NRMSE:  1.511257374513114e-15
		MAPE:  9.95895709364474e-12
		Pearson Correlation:  0.5767144288089868
		Spearman Correlation:  0.5619646863720613
		Coefficient of Determination:  0.29629225631520273
		RMSE:  0.9652238728253519
		NRMSE:  0.17141251515278846
		MAPE:  255.90305406461388

	Predictor:  ElasticNet
		Pearson Correlation:  0.9745023907357465
		Spearman Correlation:  0.9512344871559215
		Coefficient of Determination:  0.9155497979100228
		RMSE:  0.32564913648841354
		NRMSE:  0.05224178013770972
		MAPE:  135.9418497884897
		Pearson Correlation:  0.571684087331603
		Spearman Correlation:  0.5524290313140182
		Coefficient of Determination:  0.2828134904382318
		RMSE:  0.9744239406278264
		NRMSE:  0.17304634001559693
		MAPE:  245.52168012968986

	Predictor:  RandomForests
		Pearson Correlation:  0.6592018587045115
		Spearman Correlation:  0.5941446772622085
		Coefficient of Determination:  0.4271735599574825
		RMSE:  0.8481274354358349
		NRMSE:  0.13605958697935908
		MAPE:  244.63857155339213
		Pearson Correlation:  0.5837163939874828
		Spearman Correlation:  0.632586168634621
		Coefficient of Determination:  0.29955491376344523
		RMSE:  0.9629837002609929
		NRMSE:  0.1710146866029112
		MAPE:  184.25373230409943

Protein:  CDH2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0042702958885580955
		RMSE:  0.36888339320753855
		NRMSE:  0.13366308906715652
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005559500410650786
		RMSE:  0.3881548727768219
		NRMSE:  0.20448899349205915
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  7.51819407657939e-15
		NRMSE:  2.724180765482785e-15
		MAPE:  5.163884429902114e-11
		Pearson Correlation:  0.13052405719875151
		Spearman Correlation:  0.16551555945761393
		Coefficient of Determination:  -0.11062187509561161
		RMSE:  0.40792870563626765
		NRMSE:  0.21490630746259168
		MAPE:  251.0891679749545

	Predictor:  ElasticNet
		Pearson Correlation:  0.8772337100817269
		Spearman Correlation:  0.8580034395065126
		Coefficient of Determination:  0.612489834677562
		RMSE:  0.2291423407505194
		NRMSE:  0.08302860379394138
		MAPE:  1191.3182390939041
		Pearson Correlation:  0.25045116904904186
		Spearman Correlation:  0.263749878060677
		Coefficient of Determination:  0.051122452935406515
		RMSE:  0.37705633414830475
		NRMSE:  0.1986420258187121
		MAPE:  328.2868324335333

	Predictor:  RandomForests
		Pearson Correlation:  0.5408732278421531
		Spearman Correlation:  0.45180543970151116
		Coefficient of Determination:  0.17216497714210488
		RMSE:  0.33491584402642255
		NRMSE:  0.12135511414827979
		MAPE:  671.9718656083268
		Pearson Correlation:  0.26830239169539233
		Spearman Correlation:  0.31954931226221833
		Coefficient of Determination:  0.05043887603745101
		RMSE:  0.37719212648323414
		NRMSE:  0.19871356437159693
		MAPE:  198.96326336840517

Protein:  CDH3
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032535082492379797
		RMSE:  0.20804431995898212
		NRMSE:  0.15657381105189322
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10171995354262497
		RMSE:  0.2077503373255318
		NRMSE:  0.17094572313464315
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  1.9573511976387578e-15
		NRMSE:  1.4730992734707258e-15
		MAPE:  7.502409042150913e-12
		Pearson Correlation:  0.36056929996775416
		Spearman Correlation:  0.3491464247390499
		Coefficient of Determination:  -0.1388098314227184
		RMSE:  0.21121839293697814
		NRMSE:  0.17379938528509684
		MAPE:  1748.8668023250298

	Predictor:  ElasticNet
		Pearson Correlation:  0.7023151208946427
		Spearman Correlation:  0.6900586947892275
		Coefficient of Determination:  0.43601971888107127
		RMSE:  0.15598487148440301
		NRMSE:  0.11739395624724586
		MAPE:  241.09943422546377
		Pearson Correlation:  0.36200535523401434
		Spearman Correlation:  0.41035020973563563
		Coefficient of Determination:  0.0028305145545544086
		RMSE:  0.19764717901814938
		NRMSE:  0.1626324191706981
		MAPE:  1321.1731269473912

	Predictor:  RandomForests
		Pearson Correlation:  0.5951066780764794
		Spearman Correlation:  0.5991849721811462
		Coefficient of Determination:  0.2775586098398578
		RMSE:  0.17654353949125445
		NRMSE:  0.1328663757808241
		MAPE:  188.7770254477128
		Pearson Correlation:  0.3346227736323288
		Spearman Correlation:  0.4430592137352453
		Coefficient of Determination:  -0.0070272146716263695
		RMSE:  0.19862171787249586
		NRMSE:  0.16343431076482834
		MAPE:  896.2508519207942

Protein:  PTEN
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.03862384422015608
		RMSE:  0.6356813050691055
		NRMSE:  0.09939509109047072
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04557869434051831
		RMSE:  0.5231599683741948
		NRMSE:  0.17546282813730707
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  5.086519353292298e-15
		NRMSE:  7.953278638561954e-16
		MAPE:  1.1198473542647726e-11
		Pearson Correlation:  0.13381800689954298
		Spearman Correlation:  0.09418593307969955
		Coefficient of Determination:  -0.16564222329039113
		RMSE:  0.5523810580851676
		NRMSE:  0.18526330094082627
		MAPE:  336.8108910418631

	Predictor:  ElasticNet
		Pearson Correlation:  0.9408315271999382
		Spearman Correlation:  0.908699219526136
		Coefficient of Determination:  0.8017228725449296
		RMSE:  0.27774522686436315
		NRMSE:  0.0434282271697855
		MAPE:  187.82415680813642
		Pearson Correlation:  0.07612812162226786
		Spearman Correlation:  0.049487854843429914
		Coefficient of Determination:  -0.2221129433185942
		RMSE:  0.5656031430474118
		NRMSE:  0.18969786123135626
		MAPE:  457.64027647892584

	Predictor:  RandomForests
		Pearson Correlation:  0.5657675296977204
		Spearman Correlation:  0.46307220631313134
		Coefficient of Determination:  0.2356071740091179
		RMSE:  0.5453415600707405
		NRMSE:  0.08526957393022289
		MAPE:  325.6837095271173
		Pearson Correlation:  0.0652305365506504
		Spearman Correlation:  0.2444691304132273
		Coefficient of Determination:  -0.004159916902437555
		RMSE:  0.512693230482056
		NRMSE:  0.17195238478738126
		MAPE:  581.2783174246655

Protein:  BRCA2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004232193403179485
		RMSE:  0.1957372843548259
		NRMSE:  0.12609907189874434
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0041831029428383015
		RMSE:  0.19359139518213575
		NRMSE:  0.1310414025181481
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999225074571
		Coefficient of Determination:  1.0
		RMSE:  1.0296937100257536e-15
		NRMSE:  6.633555870676461e-16
		MAPE:  1.9460334432539733e-12
		Pearson Correlation:  0.18752933172199118
		Spearman Correlation:  0.2322846551555946
		Coefficient of Determination:  -0.07768783426075387
		RMSE:  0.20055157877423807
		NRMSE:  0.13575272875676936
		MAPE:  208.56338567679106

	Predictor:  ElasticNet
		Pearson Correlation:  0.646790610172037
		Spearman Correlation:  0.6215410524123176
		Coefficient of Determination:  0.31366944656654894
		RMSE:  0.16181663108141525
		NRMSE:  0.10424650093826075
		MAPE:  190.03611541257376
		Pearson Correlation:  0.30368670155162936
		Spearman Correlation:  0.30049263486489125
		Coefficient of Determination:  0.08036707069610882
		RMSE:  0.18526221486849356
		NRMSE:  0.12540340673275
		MAPE:  193.76633016237133

	Predictor:  RandomForests
		Pearson Correlation:  0.6264796558930592
		Spearman Correlation:  0.5431416113505517
		Coefficient of Determination:  0.16823750576792484
		RMSE:  0.17813782909984788
		NRMSE:  0.11476104306641835
		MAPE:  142.52124955636378
		Pearson Correlation:  0.3073004021704517
		Spearman Correlation:  0.30506779826358404
		Coefficient of Determination:  0.03863598061196016
		RMSE:  0.18941899454502975
		NRMSE:  0.12821711773607097
		MAPE:  126.75207227052283

Protein:  CDKN2A
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07796029040511754
		RMSE:  0.688717064305458
		NRMSE:  0.155695052403178
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04182297654643197
		RMSE:  0.6873705418142212
		NRMSE:  0.18569552134596423
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6633450034781481
		NRMSE:  0.14995930902637006
		MAPE:  291.0442764508337
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00497373418246827
		RMSE:  0.6751049711753466
		NRMSE:  0.1823819351565125
		MAPE:  246.23249271843073

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  5.9117131750999954e-15
		NRMSE:  1.3364334068271717e-15
		MAPE:  4.80938969586124e-12
		Pearson Correlation:  0.37888515551643004
		Spearman Correlation:  0.32424641498390405
		Coefficient of Determination:  0.058080269938477036
		RMSE:  0.6535832255265923
		NRMSE:  0.17656776138064412
		MAPE:  292.65613298477626

	Predictor:  ElasticNet
		Pearson Correlation:  0.9383352665428477
		Spearman Correlation:  0.9276957407310397
		Coefficient of Determination:  0.8227706411946032
		RMSE:  0.2792590751399819
		NRMSE:  0.06313079578161679
		MAPE:  295.14489266110735
		Pearson Correlation:  0.4120745679491783
		Spearman Correlation:  0.3635059994146913
		Coefficient of Determination:  0.14201715020704653
		RMSE:  0.6237825964138816
		NRMSE:  0.1685170186983687
		MAPE:  249.42623974286406

	Predictor:  RandomForests
		Pearson Correlation:  0.6099917248744625
		Spearman Correlation:  0.495995040167387
		Coefficient of Determination:  0.29374148797451094
		RMSE:  0.5574697545835329
		NRMSE:  0.1260245856411287
		MAPE:  252.34981686105243
		Pearson Correlation:  0.5012414728125999
		Spearman Correlation:  0.43128475270705297
		Coefficient of Determination:  0.2007709027797736
		RMSE:  0.6020458868646146
		NRMSE:  0.16264477168376232
		MAPE:  148.88516726085652

Protein:  TP53
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056514421630322165
		RMSE:  0.4680116353271619
		NRMSE:  0.125354663272308
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.038787823290495904
		RMSE:  0.4172475009588805
		NRMSE:  0.13741067049526773
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941389
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  2.9950052189067364e-15
		NRMSE:  8.021977283800018e-16
		MAPE:  4.738940161809585e-12
		Pearson Correlation:  0.42535437145241467
		Spearman Correlation:  0.3926641303287485
		Coefficient of Determination:  0.12519039823869893
		RMSE:  0.3829015194127763
		NRMSE:  0.12609962766763586
		MAPE:  2739.8902328768772

	Predictor:  ElasticNet
		Pearson Correlation:  0.8810663597415146
		Spearman Correlation:  0.8272093980784292
		Coefficient of Determination:  0.7031985308528155
		RMSE:  0.2480572693648913
		NRMSE:  0.06644094532339395
		MAPE:  305.5372546636079
		Pearson Correlation:  0.39621894694749155
		Spearman Correlation:  0.3563652326602283
		Coefficient of Determination:  0.11513414713732184
		RMSE:  0.3850960261334329
		NRMSE:  0.12682233694498038
		MAPE:  3185.5532818402035

	Predictor:  RandomForests
		Pearson Correlation:  0.5670701026352661
		Spearman Correlation:  0.5353397533387227
		Coefficient of Determination:  0.28297350068209637
		RMSE:  0.3855551767089733
		NRMSE:  0.10326909781946521
		MAPE:  359.33712913654665
		Pearson Correlation:  0.354228684070345
		Spearman Correlation:  0.35048300520159503
		Coefficient of Determination:  0.11632771056978064
		RMSE:  0.3848362174660098
		NRMSE:  0.126736775058788
		MAPE:  1887.9574262872825

Protein:  CTNNB1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3748966387166963
		RMSE:  0.8500866572002603
		NRMSE:  0.167208233123576
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8495839638322671
		RMSE:  1.0424819908687044
		NRMSE:  0.25944650229429445
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999418805934
		Coefficient of Determination:  1.0
		RMSE:  4.774806759214067e-15
		NRMSE:  9.391830761632705e-16
		MAPE:  5.611807414494405e-12
		Pearson Correlation:  0.4756420428133673
		Spearman Correlation:  0.47380255584821
		Coefficient of Determination:  0.16275152185951536
		RMSE:  0.7013886259655315
		NRMSE:  0.17455728477776353
		MAPE:  199.43993551598385

	Predictor:  ElasticNet
		Pearson Correlation:  0.9514153861653885
		Spearman Correlation:  0.9406504170096615
		Coefficient of Determination:  0.8477392373966872
		RMSE:  0.28289298278760633
		NRMSE:  0.055643781036114545
		MAPE:  179.65492621010733
		Pearson Correlation:  0.421793161239535
		Spearman Correlation:  0.4012730465320457
		Coefficient of Determination:  0.09765269472087779
		RMSE:  0.7281458830505343
		NRMSE:  0.1812164662528395
		MAPE:  175.91796268050018

	Predictor:  RandomForests
		Pearson Correlation:  0.5770883759313966
		Spearman Correlation:  0.5434335152425616
		Coefficient of Determination:  0.2417911209692999
		RMSE:  0.6312808388759573
		NRMSE:  0.12417010992839445
		MAPE:  547.1036427926027
		Pearson Correlation:  0.4150596043483608
		Spearman Correlation:  0.4079211784216175
		Coefficient of Determination:  0.04168010310546866
		RMSE:  0.7503895684759985
		NRMSE:  0.18675233779049763
		MAPE:  232.40711151024104

Protein:  CCNE1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4791855590206433
		RMSE:  0.8074207285197392
		NRMSE:  0.19485501569122746
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.202859557398884
		RMSE:  0.7485643095226329
		NRMSE:  0.4068306401244751
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5127968844139411
		NRMSE:  0.12375338089483821
		MAPE:  119.54577818111471
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.708057571667368e-05
		RMSE:  0.41828317133084
		NRMSE:  0.22732904598983691
		MAPE:  82.35330275987332

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  2.4503822214157282e-15
		NRMSE:  5.913512612920164e-16
		MAPE:  4.855615309901304e-13
		Pearson Correlation:  0.7209129385377595
		Spearman Correlation:  0.5583991805677496
		Coefficient of Determination:  0.4679160366975369
		RMSE:  0.30510565261377987
		NRMSE:  0.16581919065526438
		MAPE:  53.124549556529175

	Predictor:  ElasticNet
		Pearson Correlation:  0.9137700366729721
		Spearman Correlation:  0.8383933541156706
		Coefficient of Determination:  0.8045043391806661
		RMSE:  0.2267325847737656
		NRMSE:  0.05471742278006748
		MAPE:  44.67852487227245
		Pearson Correlation:  0.69019679093769
		Spearman Correlation:  0.5083894254219101
		Coefficient of Determination:  0.4419241314616429
		RMSE:  0.3124688944445138
		NRMSE:  0.16982097426861767
		MAPE:  54.60236167979823

	Predictor:  RandomForests
		Pearson Correlation:  0.7687749071134671
		Spearman Correlation:  0.5783164036127967
		Coefficient of Determination:  0.5215222681828381
		RMSE:  0.3547122958346919
		NRMSE:  0.08560279359864177
		MAPE:  81.3664753953483
		Pearson Correlation:  0.7248769275889064
		Spearman Correlation:  0.5546189056378727
		Coefficient of Determination:  0.5146805727089719
		RMSE:  0.2913895730530062
		NRMSE:  0.15836475907641143
		MAPE:  52.64918599662742

Protein:  CCND1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.45856423758787734
		RMSE:  0.28833360256132
		NRMSE:  0.17333782361719832
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5341468996847767
		RMSE:  0.29160473760802996
		NRMSE:  0.22560247695118987
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.892177213236184e-15
		NRMSE:  1.1375222212286639e-15
		MAPE:  7.0357510093727144e-12
		Pearson Correlation:  0.18988360628493192
		Spearman Correlation:  0.24944883426007222
		Coefficient of Determination:  -0.11755283745076439
		RMSE:  0.24888294377813672
		NRMSE:  0.19255039903612733
		MAPE:  418.3163629911072

	Predictor:  ElasticNet
		Pearson Correlation:  0.7371119980535588
		Spearman Correlation:  0.6953902070079566
		Coefficient of Determination:  0.41407704238024734
		RMSE:  0.18274804313292967
		NRMSE:  0.109862838689525
		MAPE:  519.1751966647723
		Pearson Correlation:  0.23005853242530458
		Spearman Correlation:  0.2865037557311483
		Coefficient of Determination:  0.03839149811189735
		RMSE:  0.23086614405182854
		NRMSE:  0.17861154921383035
		MAPE:  403.64416023539616

	Predictor:  RandomForests
		Pearson Correlation:  0.5823871525876009
		Spearman Correlation:  0.5102052736735306
		Coefficient of Determination:  0.1904531639119803
		RMSE:  0.21480949182307518
		NRMSE:  0.129137254465544
		MAPE:  578.9033315451082
		Pearson Correlation:  0.20716009467768262
		Spearman Correlation:  0.2522241732513901
		Coefficient of Determination:  0.036190430097170934
		RMSE:  0.23113021286661067
		NRMSE:  0.17881584829068722
		MAPE:  388.4139647421837

Protein:  ERBB2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10787728881134795
		RMSE:  1.034673205097243
		NRMSE:  0.18568153277771168
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04400358650048397
		RMSE:  1.0802115255265201
		NRMSE:  0.18403181176661842
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999418805934
		Coefficient of Determination:  1.0
		RMSE:  2.0546611481346904e-14
		NRMSE:  3.687276614925058e-15
		MAPE:  2.3830993052107452e-11
		Pearson Correlation:  0.6078110606686493
		Spearman Correlation:  0.42796312554872706
		Coefficient of Determination:  0.36308799662552793
		RMSE:  0.8437184154108878
		NRMSE:  0.143741318195289
		MAPE:  2367.037584220293

	Predictor:  ElasticNet
		Pearson Correlation:  0.9712808523141926
		Spearman Correlation:  0.9359309273306124
		Coefficient of Determination:  0.9216010742460714
		RMSE:  0.2752405572818713
		NRMSE:  0.049394425512242934
		MAPE:  202.3745352301434
		Pearson Correlation:  0.6117141109358143
		Spearman Correlation:  0.4268364062042729
		Coefficient of Determination:  0.3678202453135153
		RMSE:  0.8405781625777015
		NRMSE:  0.14320632444208417
		MAPE:  1821.5010196612407

	Predictor:  RandomForests
		Pearson Correlation:  0.7326599282675058
		Spearman Correlation:  0.6040563903236377
		Coefficient of Determination:  0.49109730709383237
		RMSE:  0.7012530239626102
		NRMSE:  0.12584624373465358
		MAPE:  330.11833505694284
		Pearson Correlation:  0.6011215187609457
		Spearman Correlation:  0.4495005968940481
		Coefficient of Determination:  0.33328459349628725
		RMSE:  0.8632330448378366
		NRMSE:  0.14706595649485266
		MAPE:  538.2825231885034

Protein:  ERBB3
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.22544319167926496
		RMSE:  0.49276112816642853
		NRMSE:  0.13298208544838536
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.18202543932109472
		RMSE:  0.5629306521688778
		NRMSE:  0.2077549194412726
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999997868954927
		Coefficient of Determination:  1.0
		RMSE:  2.715912987066375e-15
		NRMSE:  7.329469641007415e-16
		MAPE:  1.9377520808541473e-12
		Pearson Correlation:  0.21188356888013068
		Spearman Correlation:  0.26026729099600043
		Coefficient of Determination:  -0.03847822193859396
		RMSE:  0.527643001346407
		NRMSE:  0.19473167576880893
		MAPE:  318.0196067741204

	Predictor:  ElasticNet
		Pearson Correlation:  0.8902518381588309
		Spearman Correlation:  0.8827852436582181
		Coefficient of Determination:  0.7074043492431251
		RMSE:  0.24078186964143597
		NRMSE:  0.06498011578596938
		MAPE:  132.72575214476794
		Pearson Correlation:  0.3037261419013981
		Spearman Correlation:  0.3589357135889182
		Coefficient of Determination:  0.08137519358512546
		RMSE:  0.4962614838859792
		NRMSE:  0.18315002782191372
		MAPE:  287.0644207231241

	Predictor:  RandomForests
		Pearson Correlation:  0.5552369646575347
		Spearman Correlation:  0.5046768210716943
		Coefficient of Determination:  0.24329268260380754
		RMSE:  0.3872164651525141
		NRMSE:  0.10449861020397254
		MAPE:  203.9406899232924
		Pearson Correlation:  0.2906016516412121
		Spearman Correlation:  0.3612720710174618
		Coefficient of Determination:  0.08098349787522918
		RMSE:  0.49636727396279623
		NRMSE:  0.18318907065747816
		MAPE:  299.14268170311954


Fold:  3

Protein:  RB1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01272330861584492
		RMSE:  0.2421068018038906
		NRMSE:  0.08854110656959135
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028050639565306845
		RMSE:  0.22197574606877257
		NRMSE:  0.15575715092466183
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.0201965920313504e-14
		NRMSE:  7.388079988411902e-15
		MAPE:  3.8440295263727986e-11
		Pearson Correlation:  0.1784898823840093
		Spearman Correlation:  0.19608972680457365
		Coefficient of Determination:  -0.11959704094705836
		RMSE:  0.23454605689203706
		NRMSE:  0.1645775551118045
		MAPE:  571.869496927308

	Predictor:  ElasticNet
		Pearson Correlation:  0.719972352587152
		Spearman Correlation:  0.6511421302243032
		Coefficient of Determination:  0.3751285675130118
		RMSE:  0.1901765318221438
		NRMSE:  0.06954963861254528
		MAPE:  272.2558353335341
		Pearson Correlation:  0.16275227484577406
		Spearman Correlation:  0.15871768974675496
		Coefficient of Determination:  -0.003925896334527668
		RMSE:  0.22209976225646147
		NRMSE:  0.15584417127893502
		MAPE:  225.52351688137358

	Predictor:  RandomForests
		Pearson Correlation:  0.5945874707997906
		Spearman Correlation:  0.4322000136668119
		Coefficient of Determination:  0.18810608535909168
		RMSE:  0.21677601633669835
		NRMSE:  0.07927736115297629
		MAPE:  226.91347799397744
		Pearson Correlation:  0.08592849565844277
		Spearman Correlation:  0.0556341101509994
		Coefficient of Determination:  -0.025758770837250644
		RMSE:  0.22450182961659523
		NRMSE:  0.1575296669917308
		MAPE:  228.69763466541326

Protein:  CDH1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.13712289650471754
		RMSE:  1.2526616491661007
		NRMSE:  0.19946206317730336
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.061578293423971475
		RMSE:  0.970096042376724
		NRMSE:  0.19071600723011914
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1747084136438477
		NRMSE:  0.18704952288841878
		MAPE:  547.6986763085636
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.045733924340672916
		RMSE:  0.9628293412733254
		NRMSE:  0.18928741030812832
		MAPE:  293.35791980552335

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  9.762489601634425e-14
		NRMSE:  1.554487054812653e-14
		MAPE:  4.7628013541667764e-11
		Pearson Correlation:  0.4113050008599833
		Spearman Correlation:  0.3750844773625607
		Coefficient of Determination:  -0.0896355604425716
		RMSE:  0.9828321443485483
		NRMSE:  0.19321986087928053
		MAPE:  322.31635202996205

	Predictor:  ElasticNet
		Pearson Correlation:  0.9759289000815108
		Spearman Correlation:  0.9600074579855447
		Coefficient of Determination:  0.9260759414847982
		RMSE:  0.31939122521236923
		NRMSE:  0.05085685570720187
		MAPE:  206.93403360413066
		Pearson Correlation:  0.36838757297267777
		Spearman Correlation:  0.32375715407922795
		Coefficient of Determination:  -0.12674704958712302
		RMSE:  0.9994289671151614
		NRMSE:  0.19648271283670063
		MAPE:  333.9386655600252

	Predictor:  RandomForests
		Pearson Correlation:  0.664274272087953
		Spearman Correlation:  0.635519658236577
		Coefficient of Determination:  0.43425526352328003
		RMSE:  0.8835687357532751
		NRMSE:  0.140691177948676
		MAPE:  345.9352153787008
		Pearson Correlation:  0.5820513951498684
		Spearman Correlation:  0.410162796276741
		Coefficient of Determination:  0.3064899194524855
		RMSE:  0.7840885411965562
		NRMSE:  0.15414786717975784
		MAPE:  174.98223399323066

Protein:  CDH2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032532184952558385
		RMSE:  0.38185758840977485
		NRMSE:  0.13836422509231644
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01322006783790175
		RMSE:  0.3341656221976159
		NRMSE:  0.1760731037776972
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  2.9512512833661806e-14
		NRMSE:  1.0693714339322345e-14
		MAPE:  3.068645514002463e-11
		Pearson Correlation:  -0.024164387613963056
		Spearman Correlation:  -0.01856132869487151
		Coefficient of Determination:  -0.3580588399723992
		RMSE:  0.38687366803235523
		NRMSE:  0.2038451683100909
		MAPE:  5158.0452751563635

	Predictor:  ElasticNet
		Pearson Correlation:  0.8702805036902344
		Spearman Correlation:  0.8544076788741422
		Coefficient of Determination:  0.6291635060529934
		RMSE:  0.23215999078688243
		NRMSE:  0.0841220344905002
		MAPE:  648.5340549743047
		Pearson Correlation:  0.05841099977880351
		Spearman Correlation:  0.07591865235227373
		Coefficient of Determination:  -0.153080207067106
		RMSE:  0.3564836668721438
		NRMSE:  0.18783256416219352
		MAPE:  5252.240684645064

	Predictor:  RandomForests
		Pearson Correlation:  0.56649155101638
		Spearman Correlation:  0.49420352048524674
		Coefficient of Determination:  0.19519995915635358
		RMSE:  0.3420110513159088
		NRMSE:  0.12392602772516445
		MAPE:  512.548616159804
		Pearson Correlation:  -0.007929330801729442
		Spearman Correlation:  0.00877567051958254
		Coefficient of Determination:  -0.032876965230050015
		RMSE:  0.337391528494996
		NRMSE:  0.17777284575157334
		MAPE:  2450.7244429216184

Protein:  CDH3
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.2263418226753373e-05
		RMSE:  0.21251306884336046
		NRMSE:  0.14909431220418734
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004123239054339534
		RMSE:  0.18871613277479948
		NRMSE:  0.16414808838605816
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  9.285333610409452e-15
		NRMSE:  6.514377848690472e-15
		MAPE:  1.0250348626111353e-11
		Pearson Correlation:  0.2401867870281438
		Spearman Correlation:  0.2526240975573262
		Coefficient of Determination:  -0.19340704310896228
		RMSE:  0.2057357752388437
		NRMSE:  0.17895202557154985
		MAPE:  370.35470695700707

	Predictor:  ElasticNet
		Pearson Correlation:  0.7091114538559835
		Spearman Correlation:  0.7131186220034693
		Coefficient of Determination:  0.4466935856393016
		RMSE:  0.15807517123775724
		NRMSE:  0.11090192739922353
		MAPE:  412.0206144613644
		Pearson Correlation:  0.28144144282210204
		Spearman Correlation:  0.2735271013354281
		Coefficient of Determination:  0.04946667757960155
		RMSE:  0.18361120985523816
		NRMSE:  0.15970775079391317
		MAPE:  261.58167754637105

	Predictor:  RandomForests
		Pearson Correlation:  0.6027347001560738
		Spearman Correlation:  0.6005465028093248
		Coefficient of Determination:  0.28528440762931284
		RMSE:  0.17965836247160608
		NRMSE:  0.126044201094184
		MAPE:  378.5837120515114
		Pearson Correlation:  0.2783276496256021
		Spearman Correlation:  0.28039002980087036
		Coefficient of Determination:  0.071164704136077
		RMSE:  0.1815034457277534
		NRMSE:  0.15787438632629658
		MAPE:  169.8251937150227

Protein:  PTEN
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023393971457565055
		RMSE:  0.6366126117528933
		NRMSE:  0.09954071014821253
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20813248536085016
		RMSE:  0.517654316968625
		NRMSE:  0.12376376344107133
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6292943186382643
		NRMSE:  0.09839642227163854
		MAPE:  299.798968451812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06342466003107061
		RMSE:  0.4856640113421529
		NRMSE:  0.11611533767086332
		MAPE:  95.15154235140719

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.0102753901667502e-13
		NRMSE:  1.5796659997916506e-14
		MAPE:  1.4351741824992348e-10
		Pearson Correlation:  0.20700352262533092
		Spearman Correlation:  0.25469893639571567
		Coefficient of Determination:  -0.25189451727155676
		RMSE:  0.5269463829312098
		NRMSE:  0.12598536387204365
		MAPE:  159.52976501266113

	Predictor:  ElasticNet
		Pearson Correlation:  0.9404478949707638
		Spearman Correlation:  0.9164867447561472
		Coefficient of Determination:  0.7992443948140401
		RMSE:  0.2819600966730616
		NRMSE:  0.0440872639626396
		MAPE:  209.4557196304271
		Pearson Correlation:  0.1532450539772409
		Spearman Correlation:  0.22006508809336775
		Coefficient of Determination:  -0.2379510084787715
		RMSE:  0.524003620947968
		NRMSE:  0.12528179145698085
		MAPE:  140.2015087752355

	Predictor:  RandomForests
		Pearson Correlation:  0.5731731628680163
		Spearman Correlation:  0.5065454457604746
		Coefficient of Determination:  0.2311440881001121
		RMSE:  0.5517931311018727
		NRMSE:  0.08627834119331916
		MAPE:  372.5186663362547
		Pearson Correlation:  0.05203646994614128
		Spearman Correlation:  0.07834761031933067
		Coefficient of Determination:  -0.044759294599445054
		RMSE:  0.4813829242592655
		NRMSE:  0.11509179081415041
		MAPE:  107.03886948460377

Protein:  BRCA2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00289910117318648
		RMSE:  0.19032543678137456
		NRMSE:  0.12827584502559417
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001649424828515933
		RMSE:  0.21414907824527551
		NRMSE:  0.14729386559180924
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  2.1618836428321825e-14
		NRMSE:  1.4570698264040267e-14
		MAPE:  4.2155718900166225e-11
		Pearson Correlation:  0.25284161195639515
		Spearman Correlation:  0.18803476352572976
		Coefficient of Determination:  -0.0017746697489637864
		RMSE:  0.21432134134062583
		NRMSE:  0.14741234986183677
		MAPE:  401.3206962274694

	Predictor:  ElasticNet
		Pearson Correlation:  0.6403141705003899
		Spearman Correlation:  0.6234660384224214
		Coefficient of Determination:  0.3092582528095703
		RMSE:  0.15795234083554124
		NRMSE:  0.10645697357691562
		MAPE:  148.66621065801803
		Pearson Correlation:  0.28161165058569637
		Spearman Correlation:  0.27593112133567754
		Coefficient of Determination:  0.07699036864487341
		RMSE:  0.20572331409537759
		NRMSE:  0.14149854122070968
		MAPE:  214.28007697635553

	Predictor:  RandomForests
		Pearson Correlation:  0.6174330242036334
		Spearman Correlation:  0.5379563546770852
		Coefficient of Determination:  0.17998008493501272
		RMSE:  0.17209981917065947
		NRMSE:  0.1159921138561585
		MAPE:  141.086862683226
		Pearson Correlation:  0.18325756799212228
		Spearman Correlation:  0.16565543211261988
		Coefficient of Determination:  0.027235892337479695
		RMSE:  0.21119525889891777
		NRMSE:  0.14526219927155273
		MAPE:  140.5106705385261

Protein:  CDKN2A
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07669790023289091
		RMSE:  0.6927164423772558
		NRMSE:  0.16172871740223568
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04462654135164201
		RMSE:  0.6710309035955896
		NRMSE:  0.2071658496482324
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6675880639420501
		NRMSE:  0.15586198728568595
		MAPE:  307.97311558867955
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004949645588538276
		RMSE:  0.658164031136248
		NRMSE:  0.20319348928290204
		MAPE:  176.07940307985857

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  8.640535291640837e-14
		NRMSE:  2.0173083889710582e-14
		MAPE:  8.992909513256361e-12
		Pearson Correlation:  0.38448219442677073
		Spearman Correlation:  0.37257073030835797
		Coefficient of Determination:  0.10801884688483698
		RMSE:  0.6200687331460237
		NRMSE:  0.19143241429595373
		MAPE:  211.6014619279973

	Predictor:  ElasticNet
		Pearson Correlation:  0.9426407507948649
		Spearman Correlation:  0.9361902396675488
		Coefficient of Determination:  0.8309167956136633
		RMSE:  0.27451039711435904
		NRMSE:  0.06409002547496243
		MAPE:  153.68203351173366
		Pearson Correlation:  0.4130059168320423
		Spearman Correlation:  0.405359169066946
		Coefficient of Determination:  0.1363305103656749
		RMSE:  0.610148829541433
		NRMSE:  0.18836986494440833
		MAPE:  177.5511908065097

	Predictor:  RandomForests
		Pearson Correlation:  0.6173945117864903
		Spearman Correlation:  0.5110418741540663
		Coefficient of Determination:  0.31053114025188555
		RMSE:  0.5543268193445792
		NRMSE:  0.12941885023920882
		MAPE:  249.80518885900813
		Pearson Correlation:  0.3835206665826785
		Spearman Correlation:  0.3268594371500892
		Coefficient of Determination:  0.13956968564867767
		RMSE:  0.6090035791840513
		NRMSE:  0.1880162943978424
		MAPE:  111.23637952651664

Protein:  TP53
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.043501333030021794
		RMSE:  0.4597988418920562
		NRMSE:  0.11050200478059512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10290984727382035
		RMSE:  0.4520547550562478
		NRMSE:  0.16857084713604026
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45011280589110314
		NRMSE:  0.10817419031269002
		MAPE:  382.8265287953516
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010546813555600831
		RMSE:  0.4327123127899972
		NRMSE:  0.16135806629028604
		MAPE:  261.16646791413905

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.934152398711429e-14
		NRMSE:  7.051555872894568e-15
		MAPE:  1.7904177370872523e-11
		Pearson Correlation:  0.4182407484201568
		Spearman Correlation:  0.42138430653748804
		Coefficient of Determination:  0.12907401793509854
		RMSE:  0.4017090890280044
		NRMSE:  0.14979698959536875
		MAPE:  646.6438879947459

	Predictor:  ElasticNet
		Pearson Correlation:  0.8885416459869816
		Spearman Correlation:  0.8280189920476281
		Coefficient of Determination:  0.7142778315359841
		RMSE:  0.2405987339519173
		NRMSE:  0.057822334523412
		MAPE:  496.1269634433562
		Pearson Correlation:  0.41486127100905734
		Spearman Correlation:  0.45401314230850764
		Coefficient of Determination:  0.1527397877083183
		RMSE:  0.3962136567626741
		NRMSE:  0.14774774741400912
		MAPE:  590.4456255861593

	Predictor:  RandomForests
		Pearson Correlation:  0.6006121473334832
		Spearman Correlation:  0.5237160689230994
		Coefficient of Determination:  0.29765674741611203
		RMSE:  0.3772211860387685
		NRMSE:  0.090656377322463
		MAPE:  668.3303745040081
		Pearson Correlation:  0.38601895391135055
		Spearman Correlation:  0.4126038842331488
		Coefficient of Determination:  0.13385421173668444
		RMSE:  0.40060515512522005
		NRMSE:  0.1493853335490754
		MAPE:  381.9745439450615

Protein:  CTNNB1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.43619721536848943
		RMSE:  0.9218173342266688
		NRMSE:  0.18131733560713392
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5414936126562622
		RMSE:  0.7610450185362576
		NRMSE:  0.2487969592128731
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  3.9985302055615705e-14
		NRMSE:  7.864929593944868e-15
		MAPE:  2.7696627392280592e-11
		Pearson Correlation:  0.2860455096756535
		Spearman Correlation:  0.2539857105450193
		Coefficient of Determination:  -0.12198437914062077
		RMSE:  0.6492812898051455
		NRMSE:  0.2122597305584182
		MAPE:  2245.008718457261

	Predictor:  ElasticNet
		Pearson Correlation:  0.9563710523800623
		Spearman Correlation:  0.951318494525648
		Coefficient of Determination:  0.8673752929964254
		RMSE:  0.2801238257787973
		NRMSE:  0.05509910027120325
		MAPE:  108.97295528238938
		Pearson Correlation:  0.2584814338447299
		Spearman Correlation:  0.21353134078978542
		Coefficient of Determination:  -0.17981551892561476
		RMSE:  0.6658042071082376
		NRMSE:  0.2176613184831925
		MAPE:  1391.191611935769

	Predictor:  RandomForests
		Pearson Correlation:  0.587704422339374
		Spearman Correlation:  0.5870987633676193
		Coefficient of Determination:  0.2822279556631948
		RMSE:  0.6516750592394037
		NRMSE:  0.12818156161278596
		MAPE:  307.3400302594514
		Pearson Correlation:  0.09021655801771528
		Spearman Correlation:  0.10423820745894588
		Coefficient of Determination:  -0.10041379945556961
		RMSE:  0.6430096590732041
		NRMSE:  0.21020944099944555
		MAPE:  1887.2204935909135

Protein:  CCNE1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.3882525061775621
		RMSE:  0.8073510115699897
		NRMSE:  0.1948381908849554
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.2068608862157744
		RMSE:  0.7484097025916991
		NRMSE:  0.3260050104942715
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5224229806426052
		NRMSE:  0.12607644873967835
		MAPE:  105.82433067667067
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010783677474574871
		RMSE:  0.36685077747270034
		NRMSE:  0.1597990928573857
		MAPE:  133.3645349232411

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999996
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  2.0095819770867088e-14
		NRMSE:  4.8497284482146606e-15
		MAPE:  1.247098849723982e-12
		Pearson Correlation:  0.5768749008307744
		Spearman Correlation:  0.5245576628137508
		Coefficient of Determination:  0.2069401634846012
		RMSE:  0.3249475836302702
		NRMSE:  0.14154618792972523
		MAPE:  75.45298203309288

	Predictor:  ElasticNet
		Pearson Correlation:  0.9176251312930395
		Spearman Correlation:  0.8344689172282841
		Coefficient of Determination:  0.816094731336348
		RMSE:  0.22403679873284688
		NRMSE:  0.054066848162957475
		MAPE:  43.269474334216405
		Pearson Correlation:  0.5542755327236475
		Spearman Correlation:  0.5121235925634984
		Coefficient of Determination:  0.1828258703891592
		RMSE:  0.3298508733531881
		NRMSE:  0.14368204615288935
		MAPE:  76.64248979071948

	Predictor:  RandomForests
		Pearson Correlation:  0.7692462340280366
		Spearman Correlation:  0.6050400563934095
		Coefficient of Determination:  0.5413702522289774
		RMSE:  0.3537963784127247
		NRMSE:  0.08538175505290554
		MAPE:  68.78792443695771
		Pearson Correlation:  0.49164518167664195
		Spearman Correlation:  0.43603910081655994
		Coefficient of Determination:  0.21943453254343703
		RMSE:  0.322377706124036
		NRMSE:  0.14042675703447138
		MAPE:  93.10714949735866

Protein:  CCND1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.44064885869713843
		RMSE:  0.2936537728092399
		NRMSE:  0.17653615611766113
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6507167710215811
		RMSE:  0.2694738938084911
		NRMSE:  0.2553456206196082
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  1.2496095572785043e-14
		NRMSE:  7.512291287098294e-15
		MAPE:  3.3937817057779155e-11
		Pearson Correlation:  0.16273082450305915
		Spearman Correlation:  0.20728188630780933
		Coefficient of Determination:  -0.09026801915782334
		RMSE:  0.21900148138631992
		NRMSE:  0.20751943125498176
		MAPE:  310.44009109271013

	Predictor:  ElasticNet
		Pearson Correlation:  0.7280654736535319
		Spearman Correlation:  0.7147900937867901
		Coefficient of Determination:  0.41184814308214346
		RMSE:  0.18762955625116343
		NRMSE:  0.11279746320902925
		MAPE:  574.6713823970641
		Pearson Correlation:  0.2030357822022546
		Spearman Correlation:  0.19144627738500483
		Coefficient of Determination:  0.01724594026094095
		RMSE:  0.2079231467601682
		NRMSE:  0.19702192372070176
		MAPE:  390.32850819514255

	Predictor:  RandomForests
		Pearson Correlation:  0.5850423567183053
		Spearman Correlation:  0.5364485643175265
		Coefficient of Determination:  0.18534134887998233
		RMSE:  0.22082302358024425
		NRMSE:  0.1327524158542306
		MAPE:  585.887282003267
		Pearson Correlation:  0.19176725742777345
		Spearman Correlation:  0.16676267783887583
		Coefficient of Determination:  0.032918690487423574
		RMSE:  0.206258526538818
		NRMSE:  0.19544457803608156
		MAPE:  430.9883227401831

Protein:  ERBB2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08695701084953744
		RMSE:  1.023008454816054
		NRMSE:  0.1742863272085548
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1111491455026472
		RMSE:  1.1242523174677488
		NRMSE:  0.20280184671833265
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865388
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792788993

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999807346924
		Coefficient of Determination:  1.0
		RMSE:  6.97659908069659e-14
		NRMSE:  1.18857847602034e-14
		MAPE:  4.0905666476478105e-11
		Pearson Correlation:  0.7016852262116455
		Spearman Correlation:  0.5716362693258341
		Coefficient of Determination:  0.49163661535135317
		RMSE:  0.7604396344956736
		NRMSE:  0.1371743333746435
		MAPE:  390.4448439118664

	Predictor:  ElasticNet
		Pearson Correlation:  0.973412821392149
		Spearman Correlation:  0.9376556540517954
		Coefficient of Determination:  0.9229406899723555
		RMSE:  0.27238651112563683
		NRMSE:  0.04640552517601186
		MAPE:  288.25963188930103
		Pearson Correlation:  0.6955578037026626
		Spearman Correlation:  0.5505212665015895
		Coefficient of Determination:  0.48143095920116996
		RMSE:  0.768034812831045
		NRMSE:  0.13854441388827568
		MAPE:  368.60902801654623

	Predictor:  RandomForests
		Pearson Correlation:  0.7079603405478924
		Spearman Correlation:  0.5536365482353657
		Coefficient of Determination:  0.45660423301178643
		RMSE:  0.7233211506047943
		NRMSE:  0.12322966260708287
		MAPE:  496.1897014322007
		Pearson Correlation:  0.7294929794621325
		Spearman Correlation:  0.6227075716843643
		Coefficient of Determination:  0.48057358115539817
		RMSE:  0.7686694672146659
		NRMSE:  0.13865889804723752
		MAPE:  222.46456675169978

Protein:  ERBB3
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19951943522205973
		RMSE:  0.4939516163098853
		NRMSE:  0.17910620018705933
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27774471248359456
		RMSE:  0.5592204608326292
		NRMSE:  0.15547938022732444
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999884408153
		Coefficient of Determination:  1.0
		RMSE:  2.976903669773317e-14
		NRMSE:  1.0794213178189388e-14
		MAPE:  1.011121680387461e-11
		Pearson Correlation:  0.21064156906113224
		Spearman Correlation:  0.23842940685045952
		Coefficient of Determination:  -0.06730733938303524
		RMSE:  0.5110998514965737
		NRMSE:  0.1421004661142903
		MAPE:  170.34350159845295

	Predictor:  ElasticNet
		Pearson Correlation:  0.8748250742979277
		Spearman Correlation:  0.8710705030935135
		Coefficient of Determination:  0.6913621451359154
		RMSE:  0.2505563202681438
		NRMSE:  0.0908513890314423
		MAPE:  161.93510707185925
		Pearson Correlation:  0.20612381997374546
		Spearman Correlation:  0.20125188593373985
		Coefficient of Determination:  -0.04933603386170904
		RMSE:  0.5067786381937242
		NRMSE:  0.14089904446895785
		MAPE:  171.74081563001346

	Predictor:  RandomForests
		Pearson Correlation:  0.5895095355046094
		Spearman Correlation:  0.5813727349487308
		Coefficient of Determination:  0.26097548273261795
		RMSE:  0.3877128450624556
		NRMSE:  0.14058416280044223
		MAPE:  225.51294801623095
		Pearson Correlation:  0.24831619431429464
		Spearman Correlation:  0.24644945697577278
		Coefficient of Determination:  0.04448659503607344
		RMSE:  0.48359232419666615
		NRMSE:  0.13445258196890697
		MAPE:  147.87548939320968


Fold:  4

Protein:  RB1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0017653619110491459
		RMSE:  0.25173274438657
		NRMSE:  0.09206141909982812
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11040193949010524
		RMSE:  0.1737457828578019
		NRMSE:  0.1664678101960314
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.8734656714220395e-14
		NRMSE:  6.851468956341573e-15
		MAPE:  2.4638603778692658e-11
		Pearson Correlation:  0.15743996754919473
		Spearman Correlation:  0.03986832753525606
		Coefficient of Determination:  -0.4027258915024703
		RMSE:  0.19528126199763168
		NRMSE:  0.18710119763694447
		MAPE:  286.0162506853963

	Predictor:  ElasticNet
		Pearson Correlation:  0.714990507045299
		Spearman Correlation:  0.6429184643284929
		Coefficient of Determination:  0.3826627920310589
		RMSE:  0.19761410133929475
		NRMSE:  0.07226963916738398
		MAPE:  317.2030779039607
		Pearson Correlation:  0.1963035251447393
		Spearman Correlation:  0.14419381787802843
		Coefficient of Determination:  -0.08353244104382762
		RMSE:  0.17163076005230257
		NRMSE:  0.16444138279644213
		MAPE:  185.83891232328432

	Predictor:  RandomForests
		Pearson Correlation:  0.5915853134282962
		Spearman Correlation:  0.3888533786473897
		Coefficient of Determination:  0.17781258078471562
		RMSE:  0.2280563233872316
		NRMSE:  0.08340269287128131
		MAPE:  190.4863834661721
		Pearson Correlation:  0.2050178148687382
		Spearman Correlation:  0.08391875210414096
		Coefficient of Determination:  -0.02645533890429741
		RMSE:  0.16704912123774238
		NRMSE:  0.16005166255101214
		MAPE:  113.018859122386

Protein:  CDH1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1648542010437435
		RMSE:  1.2077311247232185
		NRMSE:  0.19230774891296748
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01787767410405383
		RMSE:  1.1768276141426715
		NRMSE:  0.21349508619837296
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.119011303751291
		NRMSE:  0.17818083878718685
		MAPE:  552.7314487209006
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06543533401046742
		RMSE:  1.204005869039757
		NRMSE:  0.21842565020132743
		MAPE:  371.74257556440244

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  5.0480695184432875e-14
		NRMSE:  8.03807126913679e-15
		MAPE:  1.743094142869646e-11
		Pearson Correlation:  0.49347268943967804
		Spearman Correlation:  0.5040786044713775
		Coefficient of Determination:  0.2234517640459326
		RMSE:  1.0278962339502349
		NRMSE:  0.18647658538337414
		MAPE:  498.58548850898705

	Predictor:  ElasticNet
		Pearson Correlation:  0.9742055353490412
		Spearman Correlation:  0.9584663105076564
		Coefficient of Determination:  0.9181850523006859
		RMSE:  0.32007429836583473
		NRMSE:  0.0509656218537363
		MAPE:  167.477372047281
		Pearson Correlation:  0.4749228934179293
		Spearman Correlation:  0.4914749560468336
		Coefficient of Determination:  0.21343142843496687
		RMSE:  1.0345068029150286
		NRMSE:  0.18767584683339295
		MAPE:  501.9341251587419

	Predictor:  RandomForests
		Pearson Correlation:  0.6452770231514636
		Spearman Correlation:  0.6334565185458825
		Coefficient of Determination:  0.41204624557632596
		RMSE:  0.8580370825913094
		NRMSE:  0.13662575755410805
		MAPE:  244.29245904431954
		Pearson Correlation:  0.6240646775296138
		Spearman Correlation:  0.44840046685478024
		Coefficient of Determination:  0.34245787936407523
		RMSE:  0.9458599681662989
		NRMSE:  0.17159391316829922
		MAPE:  267.9704007713893

Protein:  CDH2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011628294333081435
		RMSE:  0.38156283556505555
		NRMSE:  0.1382574228440668
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.013534078125908788
		RMSE:  0.33551468363995024
		NRMSE:  0.17308132332546644
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999922938767
		Coefficient of Determination:  1.0
		RMSE:  2.59142608733935e-14
		NRMSE:  9.389905382054316e-15
		MAPE:  9.391035480130477e-11
		Pearson Correlation:  0.181275187591601
		Spearman Correlation:  0.19612962755146574
		Coefficient of Determination:  -0.11887749276288617
		RMSE:  0.352519887352738
		NRMSE:  0.18185376550324892
		MAPE:  405.23441585666706

	Predictor:  ElasticNet
		Pearson Correlation:  0.8799271254351113
		Spearman Correlation:  0.8635868001272243
		Coefficient of Determination:  0.6170258323532429
		RMSE:  0.2347687697820534
		NRMSE:  0.08506731276978528
		MAPE:  1239.2588561363114
		Pearson Correlation:  0.33594077466430877
		Spearman Correlation:  0.2993179466078131
		Coefficient of Determination:  0.08718052632821727
		RMSE:  0.3184086094349515
		NRMSE:  0.1642568452782342
		MAPE:  255.3269369958159

	Predictor:  RandomForests
		Pearson Correlation:  0.5044341620183024
		Spearman Correlation:  0.4722361376616518
		Coefficient of Determination:  0.14894103156383398
		RMSE:  0.3499737008570887
		NRMSE:  0.12681125474928934
		MAPE:  984.2244610929614
		Pearson Correlation:  0.35786426950690636
		Spearman Correlation:  0.29156223893066
		Coefficient of Determination:  0.039857852630268864
		RMSE:  0.3265578446804734
		NRMSE:  0.16846077580396668
		MAPE:  130.7329639417148

Protein:  CDH3
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006306553616452382
		RMSE:  0.206558346691537
		NRMSE:  0.1472115018398285
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056823148221427866
		RMSE:  0.21361844422784051
		NRMSE:  0.19012980777528213
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  1.7855098265859158e-14
		NRMSE:  1.2725101034721523e-14
		MAPE:  7.715657327274329e-11
		Pearson Correlation:  0.3436704301605278
		Spearman Correlation:  0.3122158630406863
		Coefficient of Determination:  0.035519158221620994
		RMSE:  0.20407245627635873
		NRMSE:  0.18163345877882292
		MAPE:  715.8454095974769

	Predictor:  ElasticNet
		Pearson Correlation:  0.6714240612755232
		Spearman Correlation:  0.6695239943239786
		Coefficient of Determination:  0.39093350236574476
		RMSE:  0.16069780841931963
		NRMSE:  0.11452728054172757
		MAPE:  397.95670846779257
		Pearson Correlation:  0.5063870137514428
		Spearman Correlation:  0.47636254816144846
		Coefficient of Determination:  0.20234500441146996
		RMSE:  0.18558596688269624
		NRMSE:  0.16517967040131745
		MAPE:  356.433753518026

	Predictor:  RandomForests
		Pearson Correlation:  0.5853801030772099
		Spearman Correlation:  0.5783956992435827
		Coefficient of Determination:  0.26508776645877674
		RMSE:  0.17652057631561943
		NRMSE:  0.12580396561684468
		MAPE:  331.2103020271161
		Pearson Correlation:  0.3963746245312749
		Spearman Correlation:  0.32740308482649416
		Coefficient of Determination:  0.08725870923044055
		RMSE:  0.19852327816243276
		NRMSE:  0.17669444627021086
		MAPE:  393.69881952717935

Protein:  PTEN
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04663541191913323
		RMSE:  0.5747314783713694
		NRMSE:  0.11117523181123673
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02346833201832421
		RMSE:  0.7542692946958974
		NRMSE:  0.11793750210239971
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.6707691230469937e-14
		NRMSE:  3.231911797908917e-15
		MAPE:  1.8261624866693286e-11
		Pearson Correlation:  0.19229140429265634
		Spearman Correlation:  0.16767540742403275
		Coefficient of Determination:  -0.030961666578703584
		RMSE:  0.7570254545182471
		NRMSE:  0.11836845508846018
		MAPE:  1485.969425013973

	Predictor:  ElasticNet
		Pearson Correlation:  0.9172284069976141
		Spearman Correlation:  0.8922375802250718
		Coefficient of Determination:  0.7552244575670058
		RMSE:  0.2779401469988025
		NRMSE:  0.05376434288896675
		MAPE:  191.53884263749487
		Pearson Correlation:  0.18734506306443371
		Spearman Correlation:  0.13302160874823876
		Coefficient of Determination:  -0.02099007587683932
		RMSE:  0.7533555363492677
		NRMSE:  0.11779462690161327
		MAPE:  1235.1775544887935

	Predictor:  RandomForests
		Pearson Correlation:  0.6108609034286808
		Spearman Correlation:  0.5006154302237753
		Coefficient of Determination:  0.18441506433142063
		RMSE:  0.5073432303321115
		NRMSE:  0.09813974588597019
		MAPE:  306.9630112800503
		Pearson Correlation:  0.4861128475945757
		Spearman Correlation:  0.24553173979725434
		Coefficient of Determination:  0.16217735658084775
		RMSE:  0.6824412514066464
		NRMSE:  0.10670647352148328
		MAPE:  563.6178987315425

Protein:  BRCA2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015699866052385492
		RMSE:  0.1919477679021074
		NRMSE:  0.12365776640496533
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0014129332580739007
		RMSE:  0.2082543553514594
		NRMSE:  0.20232423210836328
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999229387699
		Coefficient of Determination:  1.0
		RMSE:  1.5397166284596287e-14
		NRMSE:  9.919256746397995e-15
		MAPE:  9.646679933222221e-12
		Pearson Correlation:  0.38072590289366603
		Spearman Correlation:  0.3969550742527962
		Coefficient of Determination:  0.1212312349836282
		RMSE:  0.1950854145401067
		NRMSE:  0.1895302819754075
		MAPE:  296.40196397486403

	Predictor:  ElasticNet
		Pearson Correlation:  0.6104620901905028
		Spearman Correlation:  0.5844326599838411
		Coefficient of Determination:  0.27727460206573595
		RMSE:  0.16305310511773993
		NRMSE:  0.105043069813329
		MAPE:  178.20873179185662
		Pearson Correlation:  0.4275452320653933
		Spearman Correlation:  0.4239728674921133
		Coefficient of Determination:  0.15571056053634091
		RMSE:  0.1912199381419932
		NRMSE:  0.1857748765114428
		MAPE:  170.19796400195014

	Predictor:  RandomForests
		Pearson Correlation:  0.5643853613060379
		Spearman Correlation:  0.49725879708879756
		Coefficient of Determination:  0.1611110719419011
		RMSE:  0.1756688048141927
		NRMSE:  0.11317043312236605
		MAPE:  122.43950462421864
		Pearson Correlation:  0.3233367984907669
		Spearman Correlation:  0.31943291063479595
		Coefficient of Determination:  0.04942443887380765
		RMSE:  0.20289942539463404
		NRMSE:  0.19712178585133153
		MAPE:  139.43452980619583

Protein:  CDKN2A
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06343046233027927
		RMSE:  0.6950010485750925
		NRMSE:  0.15711564339891315
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10006794882547432
		RMSE:  0.6614783461565592
		NRMSE:  0.1993004959796804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6739550183850767
		NRMSE:  0.1523578655781794
		MAPE:  281.71125082022354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0022276354551518107
		RMSE:  0.6313774446715202
		NRMSE:  0.19023122768048215
		MAPE:  197.14658329930893

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  4.605791882812224e-14
		NRMSE:  1.0412098751694864e-14
		MAPE:  2.6030490219323406e-11
		Pearson Correlation:  0.4270692551823963
		Spearman Correlation:  0.30106859187770424
		Coefficient of Determination:  0.15219786042695616
		RMSE:  0.5807017439671942
		NRMSE:  0.17496286350322213
		MAPE:  262.57099508992576

	Predictor:  ElasticNet
		Pearson Correlation:  0.9419005023532291
		Spearman Correlation:  0.9373011928673592
		Coefficient of Determination:  0.8287223506112019
		RMSE:  0.27892102886458003
		NRMSE:  0.06305437523783881
		MAPE:  217.5225074180982
		Pearson Correlation:  0.3876062390620906
		Spearman Correlation:  0.28279903739448126
		Coefficient of Determination:  0.10891519619100631
		RMSE:  0.5953404548210197
		NRMSE:  0.1793734422479722
		MAPE:  242.9220243501648

	Predictor:  RandomForests
		Pearson Correlation:  0.5841303154566614
		Spearman Correlation:  0.49247417899041607
		Coefficient of Determination:  0.2943818432718974
		RMSE:  0.566129499216859
		NRMSE:  0.12798225369432775
		MAPE:  160.61336032015043
		Pearson Correlation:  0.461210256546179
		Spearman Correlation:  0.3989501115974015
		Coefficient of Determination:  0.1758275288611748
		RMSE:  0.5725519897603973
		NRMSE:  0.17250737865634147
		MAPE:  139.86225742259143

Protein:  TP53
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04782361373877353
		RMSE:  0.460756629216985
		NRMSE:  0.11073218678610552
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07696826201632412
		RMSE:  0.4481222561682025
		NRMSE:  0.1422068596624151
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4501191620264231
		NRMSE:  0.10817571786263473
		MAPE:  418.8529054417374
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002447694094247499
		RMSE:  0.4323405014905614
		NRMSE:  0.13719868668778923
		MAPE:  185.65040333639752

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  1.0834418691321273e-14
		NRMSE:  2.6038016561694965e-15
		MAPE:  1.1084316491015756e-11
		Pearson Correlation:  0.37181855531460617
		Spearman Correlation:  0.4250452000648387
		Coefficient of Determination:  0.08727951482854657
		RMSE:  0.4125380015186305
		NRMSE:  0.13091457270837475
		MAPE:  236.09316807348404

	Predictor:  ElasticNet
		Pearson Correlation:  0.8778032117203389
		Spearman Correlation:  0.8300480301445032
		Coefficient of Determination:  0.7016651457166729
		RMSE:  0.24585525700260316
		NRMSE:  0.05908561812126969
		MAPE:  669.5679952165308
		Pearson Correlation:  0.3553585468245344
		Spearman Correlation:  0.356206436489233
		Coefficient of Determination:  0.0956257574598911
		RMSE:  0.41064747214043146
		NRMSE:  0.13031463320018769
		MAPE:  311.0696634647084

	Predictor:  RandomForests
		Pearson Correlation:  0.6232321329835048
		Spearman Correlation:  0.5618889825119223
		Coefficient of Determination:  0.3013334701042598
		RMSE:  0.37623783872998656
		NRMSE:  0.09042005256668748
		MAPE:  676.9598453728081
		Pearson Correlation:  0.3935307504382865
		Spearman Correlation:  0.37538763097420075
		Coefficient of Determination:  0.1420211315147767
		RMSE:  0.39997546978406345
		NRMSE:  0.12692798609547581
		MAPE:  174.66716648089943

Protein:  CTNNB1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6170193939500923
		RMSE:  0.9046651382507068
		NRMSE:  0.21849703851094263
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09478783275970826
		RMSE:  0.8396248247596424
		NRMSE:  0.17652527641906535
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999422040781
		Coefficient of Determination:  1.0
		RMSE:  1.0152607291674085e-14
		NRMSE:  2.4520836855555225e-15
		MAPE:  1.491228436676276e-11
		Pearson Correlation:  0.4614416289605837
		Spearman Correlation:  0.44572874973503407
		Coefficient of Determination:  0.18215370679600662
		RMSE:  0.7256983479706183
		NRMSE:  0.15257302749361246
		MAPE:  328.24033285940965

	Predictor:  ElasticNet
		Pearson Correlation:  0.9493795286072554
		Spearman Correlation:  0.9416494860256698
		Coefficient of Determination:  0.841436288823187
		RMSE:  0.28329058515414063
		NRMSE:  0.06842106684236804
		MAPE:  256.860361834987
		Pearson Correlation:  0.33918449866627876
		Spearman Correlation:  0.3233681217970299
		Coefficient of Determination:  0.06552617380284464
		RMSE:  0.7757179846069511
		NRMSE:  0.16308930800751642
		MAPE:  738.7241390196737

	Predictor:  RandomForests
		Pearson Correlation:  0.5582750617578321
		Spearman Correlation:  0.5478028638843397
		Coefficient of Determination:  0.2506386474091865
		RMSE:  0.6158513334152568
		NRMSE:  0.14874198952160583
		MAPE:  592.7381062829761
		Pearson Correlation:  0.26204010682406775
		Spearman Correlation:  0.26359181535929377
		Coefficient of Determination:  -0.017187873914523033
		RMSE:  0.8093211253279525
		NRMSE:  0.17015413449835012
		MAPE:  649.875958701129

Protein:  CCNE1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4688329016852353
		RMSE:  0.7931748470731899
		NRMSE:  0.19141705409976348
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.186170633384966
		RMSE:  0.8069776954058596
		NRMSE:  0.32929800677624244
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5048043460690237
		NRMSE:  0.12182453992060809
		MAPE:  103.07374645056161
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01570191691728584
		RMSE:  0.4556277343037054
		NRMSE:  0.18592497115143453
		MAPE:  142.6844229696492

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.633204949921412e-14
		NRMSE:  3.94141697015086e-15
		MAPE:  2.6039103353847923e-12
		Pearson Correlation:  0.7344829033494444
		Spearman Correlation:  0.5456102943926983
		Coefficient of Determination:  0.532520016765224
		RMSE:  0.30910677625962313
		NRMSE:  0.12613514088779204
		MAPE:  79.73231312240708

	Predictor:  ElasticNet
		Pearson Correlation:  0.910716575646885
		Spearman Correlation:  0.8303363002034145
		Coefficient of Determination:  0.7974622532130229
		RMSE:  0.22718312668020443
		NRMSE:  0.05482615215392148
		MAPE:  40.60837337232597
		Pearson Correlation:  0.7234854670583893
		Spearman Correlation:  0.5115001433933092
		Coefficient of Determination:  0.5187070529637499
		RMSE:  0.31364023071044744
		NRMSE:  0.1279850774138772
		MAPE:  81.53996350435804

	Predictor:  RandomForests
		Pearson Correlation:  0.7590222363982335
		Spearman Correlation:  0.5985104085489557
		Coefficient of Determination:  0.5310643995978486
		RMSE:  0.34568432544606376
		NRMSE:  0.08342407158965749
		MAPE:  72.34118303265376
		Pearson Correlation:  0.6183449733795479
		Spearman Correlation:  0.48154157461351754
		Coefficient of Determination:  0.36672679903615435
		RMSE:  0.35976803225279985
		NRMSE:  0.14680814178274704
		MAPE:  94.93007274490412

Protein:  CCND1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47371951525638445
		RMSE:  0.2917253166285864
		NRMSE:  0.18637975276867558
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47112550847095647
		RMSE:  0.27775626016480953
		NRMSE:  0.17517423067911803
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  3.745176688380324e-14
		NRMSE:  2.3927477852188982e-14
		MAPE:  8.822423853325905e-11
		Pearson Correlation:  0.24250172107732046
		Spearman Correlation:  0.18189503609770696
		Coefficient of Determination:  -0.032519837311686395
		RMSE:  0.23269561275288683
		NRMSE:  0.14675555799248666
		MAPE:  463.24157716222805

	Predictor:  ElasticNet
		Pearson Correlation:  0.7244671864801474
		Spearman Correlation:  0.7254165149684304
		Coefficient of Determination:  0.40078016504621194
		RMSE:  0.1860200654837709
		NRMSE:  0.11884595487137328
		MAPE:  451.0340108991803
		Pearson Correlation:  0.211358243298499
		Spearman Correlation:  0.18867317547600343
		Coefficient of Determination:  0.030462174280066145
		RMSE:  0.2254869289476303
		NRMSE:  0.142209213513894
		MAPE:  491.58302090399434

	Predictor:  RandomForests
		Pearson Correlation:  0.5998864169185738
		Spearman Correlation:  0.5633458890474765
		Coefficient of Determination:  0.17943514151045448
		RMSE:  0.21768232109141133
		NRMSE:  0.13907458446187201
		MAPE:  561.0176079462785
		Pearson Correlation:  0.22142807071093604
		Spearman Correlation:  0.21734684971134302
		Coefficient of Determination:  0.04039488505927724
		RMSE:  0.2243289223862269
		NRMSE:  0.1414788864696184
		MAPE:  508.248630091338

Protein:  ERBB2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06177154229692228
		RMSE:  1.0106646016782141
		NRMSE:  0.1721833486682819
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.26989975035857605
		RMSE:  1.1682171872252598
		NRMSE:  0.21036071365744585
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9808249714864398
		NRMSE:  0.1670996765569688
		MAPE:  529.9728174248761
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556425
		RMSE:  1.07776630779691
		NRMSE:  0.19407323581894154
		MAPE:  193.8969179437583

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  2.1720910143531985e-13
		NRMSE:  3.700514531156956e-14
		MAPE:  1.1387912636416746e-10
		Pearson Correlation:  0.6678781865892933
		Spearman Correlation:  0.5481870698978936
		Coefficient of Determination:  0.4410922708640753
		RMSE:  0.7750128981194102
		NRMSE:  0.13955646957168766
		MAPE:  388.44041054553065

	Predictor:  ElasticNet
		Pearson Correlation:  0.9724452507662157
		Spearman Correlation:  0.9357397962840158
		Coefficient of Determination:  0.9212323079136315
		RMSE:  0.27527424151807206
		NRMSE:  0.04689749757535684
		MAPE:  265.49802250109843
		Pearson Correlation:  0.6689429124712951
		Spearman Correlation:  0.5601697778901572
		Coefficient of Determination:  0.42999756875916884
		RMSE:  0.7826673672008984
		NRMSE:  0.14093480880197687
		MAPE:  443.8616897523736

	Predictor:  RandomForests
		Pearson Correlation:  0.6941206717718683
		Spearman Correlation:  0.5760262766525102
		Coefficient of Determination:  0.44682535176410043
		RMSE:  0.7294955525124106
		NRMSE:  0.12428157359190599
		MAPE:  399.8565528393482
		Pearson Correlation:  0.7417331282986334
		Spearman Correlation:  0.5473391779692006
		Coefficient of Determination:  0.39758785488611625
		RMSE:  0.8046105672790306
		NRMSE:  0.14488611792398
		MAPE:  178.46632615403558

Protein:  ERBB3
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20254353309139272
		RMSE:  0.523865801474932
		NRMSE:  0.14324270860276114
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.287905849531515
		RMSE:  0.4364451552160674
		NRMSE:  0.21482088883335748
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999036734615
		Coefficient of Determination:  1.0
		RMSE:  3.3220605006927045e-14
		NRMSE:  9.083642087757827e-15
		MAPE:  3.28075805266648e-11
		Pearson Correlation:  0.2839232701178569
		Spearman Correlation:  0.26168655469519575
		Coefficient of Determination:  -0.19597454744187082
		RMSE:  0.4205799719075574
		NRMSE:  0.20701195169863087
		MAPE:  348.3844712043581

	Predictor:  ElasticNet
		Pearson Correlation:  0.8897750324088726
		Spearman Correlation:  0.8902513743245069
		Coefficient of Determination:  0.7109444334247017
		RMSE:  0.25683861141328324
		NRMSE:  0.0702284025203184
		MAPE:  136.72164906259482
		Pearson Correlation:  0.32936504406118355
		Spearman Correlation:  0.28177159316200956
		Coefficient of Determination:  -0.03486324952992348
		RMSE:  0.39122725392894736
		NRMSE:  0.19256437016294345
		MAPE:  320.5543588995331

	Predictor:  RandomForests
		Pearson Correlation:  0.5859868800857304
		Spearman Correlation:  0.5523233740614183
		Coefficient of Determination:  0.24881103367043866
		RMSE:  0.4140418541055803
		NRMSE:  0.11321311009424731
		MAPE:  221.35363695555844
		Pearson Correlation:  0.2526270156418666
		Spearman Correlation:  0.2148829785907555
		Coefficient of Determination:  0.046194347788509504
		RMSE:  0.37559306512491947
		NRMSE:  0.18486912989064141
		MAPE:  265.5812488207622


Fold:  5

Protein:  RB1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00018503513771928048
		RMSE:  0.23392670305630597
		NRMSE:  0.11556330212293363
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12340187398900859
		RMSE:  0.2547692202160761
		NRMSE:  0.12845593258580365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  3.550258404032589e-14
		NRMSE:  1.7538809344948887e-14
		MAPE:  1.0777368793989548e-10
		Pearson Correlation:  0.10090426946215765
		Spearman Correlation:  0.12122595044825996
		Coefficient of Determination:  -0.22018619025853536
		RMSE:  0.2655170648559703
		NRMSE:  0.13387505034788655
		MAPE:  1099.9451486824862

	Predictor:  ElasticNet
		Pearson Correlation:  0.6927822393491666
		Spearman Correlation:  0.6282362970015206
		Coefficient of Determination:  0.35848257668249206
		RMSE:  0.18734575277266993
		NRMSE:  0.09255161358771974
		MAPE:  188.74241159680776
		Pearson Correlation:  0.05544953049548114
		Spearman Correlation:  0.05889599620942905
		Coefficient of Determination:  -0.143934956092012
		RMSE:  0.2570869615326285
		NRMSE:  0.12962454950922114
		MAPE:  494.71721383431094

	Predictor:  RandomForests
		Pearson Correlation:  0.5851640614410759
		Spearman Correlation:  0.41265489451107906
		Coefficient of Determination:  0.1908250862335411
		RMSE:  0.21040731234556062
		NRMSE:  0.10394437012867144
		MAPE:  133.59792841559727
		Pearson Correlation:  -0.013732716553735745
		Spearman Correlation:  0.10793401413982717
		Coefficient of Determination:  -0.1328700748731806
		RMSE:  0.25584058430608403
		NRMSE:  0.1289961197921082
		MAPE:  221.44681481608063

Protein:  CDH1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10476316856458312
		RMSE:  1.1835893765747125
		NRMSE:  0.18846364392451076
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19786466090973764
		RMSE:  1.2714981376898562
		NRMSE:  0.2500438806886504
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1260727912856485
		NRMSE:  0.17930524366829853
		MAPE:  266.31463004312263
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01718399286470018
		RMSE:  1.1716869980595492
		NRMSE:  0.23041572398960675
		MAPE:  1066.779337530299

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.2599364564154546e-13
		NRMSE:  2.0062043508414612e-14
		MAPE:  7.868179447612998e-12
		Pearson Correlation:  0.4868133369414718
		Spearman Correlation:  0.5155550567962195
		Coefficient of Determination:  0.21005211722152883
		RMSE:  1.0325499542937624
		NRMSE:  0.20305401158163308
		MAPE:  915.8156115841999

	Predictor:  ElasticNet
		Pearson Correlation:  0.9751767405038736
		Spearman Correlation:  0.9552413752207851
		Coefficient of Determination:  0.9207717164492926
		RMSE:  0.3169615548115958
		NRMSE:  0.0504699778369472
		MAPE:  100.80553197525401
		Pearson Correlation:  0.45869860037598675
		Spearman Correlation:  0.4764872379954863
		Coefficient of Determination:  0.17392919496926817
		RMSE:  1.0558944056321715
		NRMSE:  0.2076447671888796
		MAPE:  418.37049007461235

	Predictor:  RandomForests
		Pearson Correlation:  0.688672570593429
		Spearman Correlation:  0.6215991692027236
		Coefficient of Determination:  0.4682146560856105
		RMSE:  0.8211729726127401
		NRMSE:  0.13075586328663738
		MAPE:  148.10585288509998
		Pearson Correlation:  0.4563657776723113
		Spearman Correlation:  0.5439501040542191
		Coefficient of Determination:  0.1805552396901754
		RMSE:  1.051651131401861
		NRMSE:  0.2068103147237736
		MAPE:  524.5917947395043

Protein:  CDH2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0016678089051440637
		RMSE:  0.3594357673583712
		NRMSE:  0.1765314902796381
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02548752338232485
		RMSE:  0.4223734458481898
		NRMSE:  0.15794680397441796
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  4.34212814747727e-14
		NRMSE:  2.1325711642243847e-14
		MAPE:  1.1849889261642439e-10
		Pearson Correlation:  0.23325162366616697
		Spearman Correlation:  0.21924739616146444
		Coefficient of Determination:  -0.013870037331307206
		RMSE:  0.4199741508355884
		NRMSE:  0.15704958616217804
		MAPE:  3447.967925212187

	Predictor:  ElasticNet
		Pearson Correlation:  0.8443789598311967
		Spearman Correlation:  0.8307695704314217
		Coefficient of Determination:  0.5804362840764699
		RMSE:  0.23262607580941233
		NRMSE:  0.11425081077030219
		MAPE:  1980.0282141290434
		Pearson Correlation:  0.23799002639692182
		Spearman Correlation:  0.24446968724028936
		Coefficient of Determination:  0.027669177053866956
		RMSE:  0.41128080688433066
		NRMSE:  0.1537987049658137
		MAPE:  879.5612341761988

	Predictor:  RandomForests
		Pearson Correlation:  0.591244008373781
		Spearman Correlation:  0.5262253621762218
		Coefficient of Determination:  0.17704941410437602
		RMSE:  0.32579642347440146
		NRMSE:  0.16001003068336594
		MAPE:  627.9709965529145
		Pearson Correlation:  0.22548662697188548
		Spearman Correlation:  0.25571672429442227
		Coefficient of Determination:  0.02934489315550648
		RMSE:  0.4109262531419578
		NRMSE:  0.15366611938072203
		MAPE:  2561.75470442884

Protein:  CDH3
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011481892643820935
		RMSE:  0.2038847376288621
		NRMSE:  0.14304087222095618
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026977014897064944
		RMSE:  0.22369326249691865
		NRMSE:  0.20181818899206835
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  2.7203594578349895e-14
		NRMSE:  1.908542022952089e-14
		MAPE:  1.3253672814075926e-11
		Pearson Correlation:  0.41584955760442394
		Spearman Correlation:  0.4188456215164778
		Coefficient of Determination:  0.12718205361452684
		RMSE:  0.20870349772873292
		NRMSE:  0.18829428064916945
		MAPE:  263.9371064170488

	Predictor:  ElasticNet
		Pearson Correlation:  0.6654228243292798
		Spearman Correlation:  0.6713455547432661
		Coefficient of Determination:  0.3859014478456263
		RMSE:  0.15968148774849872
		NRMSE:  0.11202888235147522
		MAPE:  358.4771789757274
		Pearson Correlation:  0.5094434089412834
		Spearman Correlation:  0.5275552064240203
		Coefficient of Determination:  0.22852320379565494
		RMSE:  0.1962137003204482
		NRMSE:  0.17702586663579442
		MAPE:  241.11730121694058

	Predictor:  RandomForests
		Pearson Correlation:  0.5979134559355084
		Spearman Correlation:  0.6021669578906818
		Coefficient of Determination:  0.2655329544008367
		RMSE:  0.17463114066638302
		NRMSE:  0.12251721717066778
		MAPE:  361.6987808821643
		Pearson Correlation:  0.45118671612740485
		Spearman Correlation:  0.4756742602775596
		Coefficient of Determination:  0.15840933872629792
		RMSE:  0.20493604364179546
		NRMSE:  0.18489524773932953
		MAPE:  143.17733332730862

Protein:  PTEN
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05240378988513572
		RMSE:  0.5837468026637292
		NRMSE:  0.09127461538014686
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011774083334460839
		RMSE:  0.7259408088203396
		NRMSE:  0.14042494754339593
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5690275755039937
		NRMSE:  0.08897311789601967
		MAPE:  304.4741530818047
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005181468299075398
		RMSE:  0.7235718660416283
		NRMSE:  0.13996670265429206
		MAPE:  391.1377632658283

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  7.326260095379045e-14
		NRMSE:  1.145533593210702e-14
		MAPE:  2.635646053031355e-11
		Pearson Correlation:  0.34625983380299985
		Spearman Correlation:  0.3868551976957319
		Coefficient of Determination:  0.09993044698387155
		RMSE:  0.6846954960581926
		NRMSE:  0.13244651347458072
		MAPE:  1051.269018693539

	Predictor:  ElasticNet
		Pearson Correlation:  0.9342944877706155
		Spearman Correlation:  0.9035059351979041
		Coefficient of Determination:  0.7660147582110262
		RMSE:  0.2752501384518226
		NRMSE:  0.04303809529385077
		MAPE:  122.30971320634356
		Pearson Correlation:  0.29611741986744405
		Spearman Correlation:  0.3438372049526803
		Coefficient of Determination:  0.06419538363353128
		RMSE:  0.6981552806519415
		NRMSE:  0.13505015487696176
		MAPE:  1005.9493906533388

	Predictor:  RandomForests
		Pearson Correlation:  0.502858580258294
		Spearman Correlation:  0.45441028915337406
		Coefficient of Determination:  0.18077904485761176
		RMSE:  0.5150315565001401
		NRMSE:  0.08053030357284655
		MAPE:  322.584423932719
		Pearson Correlation:  0.15540894311895845
		Spearman Correlation:  0.4274841332186188
		Coefficient of Determination:  0.01803438125795276
		RMSE:  0.715167181421278
		NRMSE:  0.13834091253119737
		MAPE:  466.6141736770525

Protein:  BRCA2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00015423459462815536
		RMSE:  0.20048365981157823
		NRMSE:  0.1291568109593031
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08467605477038265
		RMSE:  0.17297650483593724
		NRMSE:  0.22621657599677922
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999884408153
		Coefficient of Determination:  1.0
		RMSE:  4.906688732364106e-15
		NRMSE:  3.1610170606307657e-15
		MAPE:  1.8075374876119418e-11
		Pearson Correlation:  0.10890826196628149
		Spearman Correlation:  0.10125063903539945
		Coefficient of Determination:  -0.33441884402511635
		RMSE:  0.19185944075190692
		NRMSE:  0.2509114506661962
		MAPE:  395.35703301985683

	Predictor:  ElasticNet
		Pearson Correlation:  0.6884608144650187
		Spearman Correlation:  0.6702012215284785
		Coefficient of Determination:  0.357169228511516
		RMSE:  0.16072884414165156
		NRMSE:  0.10354572017500503
		MAPE:  157.27688201506967
		Pearson Correlation:  0.22795253249491007
		Spearman Correlation:  0.1951670220326937
		Coefficient of Determination:  -0.032186554779524146
		RMSE:  0.16873927932631566
		NRMSE:  0.22067518384400137
		MAPE:  223.6725636010969

	Predictor:  RandomForests
		Pearson Correlation:  0.5989306374473484
		Spearman Correlation:  0.5054271531275375
		Coefficient of Determination:  0.16986989310189926
		RMSE:  0.182649536808515
		NRMSE:  0.11766760303334838
		MAPE:  119.19877175346936
		Pearson Correlation:  0.14263604831054488
		Spearman Correlation:  0.10465217770795149
		Coefficient of Determination:  -0.06144114664888334
		RMSE:  0.17111380576314958
		NRMSE:  0.22378056073124902
		MAPE:  127.05407106886433

Protein:  CDKN2A
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06876053865938014
		RMSE:  0.7026668514343448
		NRMSE:  0.1789276696377339
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07452018232747903
		RMSE:  0.6281215662347416
		NRMSE:  0.15805378984795088
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6796874655065666
		NRMSE:  0.1730761797526334
		MAPE:  274.2442116656758
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00044725008449963966
		RMSE:  0.6060849693149379
		NRMSE:  0.15250873639690443
		MAPE:  274.3248072759207

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  5.5960737655375885e-14
		NRMSE:  1.4249888634202308e-14
		MAPE:  2.9025829024259823e-11
		Pearson Correlation:  0.30452099137944755
		Spearman Correlation:  0.26577139365827507
		Coefficient of Determination:  -0.026830858026834825
		RMSE:  0.6140247431789992
		NRMSE:  0.15450661613421887
		MAPE:  466.5441647211301

	Predictor:  ElasticNet
		Pearson Correlation:  0.9393784457304648
		Spearman Correlation:  0.9376664835563477
		Coefficient of Determination:  0.8339532056309279
		RMSE:  0.27696475634691603
		NRMSE:  0.07052653519057728
		MAPE:  175.27776604474118
		Pearson Correlation:  0.3065161100876846
		Spearman Correlation:  0.309472686691854
		Coefficient of Determination:  -0.049111530413650684
		RMSE:  0.6206506956567601
		NRMSE:  0.15617389991614708
		MAPE:  433.325521891994

	Predictor:  RandomForests
		Pearson Correlation:  0.6308063340752029
		Spearman Correlation:  0.5119038715717368
		Coefficient of Determination:  0.3414602844130663
		RMSE:  0.5515695047228303
		NRMSE:  0.1404521159947112
		MAPE:  224.74772591117832
		Pearson Correlation:  0.2644456965127256
		Spearman Correlation:  0.20199030161277268
		Coefficient of Determination:  0.05143557681130717
		RMSE:  0.590160084164398
		NRMSE:  0.1485015686984218
		MAPE:  218.86026729327708

Protein:  TP53
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0629013951002304
		RMSE:  0.43691826486349494
		NRMSE:  0.11112140819031384
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02793228386718627
		RMSE:  0.5354711484549424
		NRMSE:  0.14342336907859712
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4237929343776606
		NRMSE:  0.10778324331179852
		MAPE:  459.9790072255086
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011640203076264122
		RMSE:  0.5284530873849588
		NRMSE:  0.1415436152095778
		MAPE:  140.42972129387252

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  7.60415329595604e-14
		NRMSE:  1.9339640621470637e-14
		MAPE:  2.141112094183201e-10
		Pearson Correlation:  0.453113043028612
		Spearman Correlation:  0.3928153717627402
		Coefficient of Determination:  0.2032623006410057
		RMSE:  0.4714238022630313
		NRMSE:  0.1262685957581442
		MAPE:  212.18257715043225

	Predictor:  ElasticNet
		Pearson Correlation:  0.8690530895794436
		Spearman Correlation:  0.8241899738026505
		Coefficient of Determination:  0.6802279409943315
		RMSE:  0.23964808801169604
		NRMSE:  0.06094969048340397
		MAPE:  475.5309254591967
		Pearson Correlation:  0.4022214130035799
		Spearman Correlation:  0.3505953939575307
		Coefficient of Determination:  0.16043153142125854
		RMSE:  0.48392926076133097
		NRMSE:  0.1296181226091686
		MAPE:  202.6214750828584

	Predictor:  RandomForests
		Pearson Correlation:  0.6002144700828107
		Spearman Correlation:  0.5359284780867825
		Coefficient of Determination:  0.28099480807390886
		RMSE:  0.35935171754912837
		NRMSE:  0.09139391071724316
		MAPE:  748.4601992655959
		Pearson Correlation:  0.41447179970327475
		Spearman Correlation:  0.38550355989476176
		Coefficient of Determination:  0.14183905283291032
		RMSE:  0.48925829351078615
		NRMSE:  0.1310454783743903
		MAPE:  160.82757915470404

Protein:  CTNNB1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.4291206958720877
		RMSE:  0.9037435622191023
		NRMSE:  0.1777623057079273
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5497170498826627
		RMSE:  0.8436000623678614
		NRMSE:  0.27017767234966206
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999422040781
		Coefficient of Determination:  1.0
		RMSE:  3.517919251943433e-14
		NRMSE:  6.919589401934369e-15
		MAPE:  1.606681418967751e-11
		Pearson Correlation:  0.5113478114417667
		Spearman Correlation:  0.48739510467711566
		Coefficient of Determination:  0.22291582709208768
		RMSE:  0.5973714042997138
		NRMSE:  0.1913186387029531
		MAPE:  267.56478999794354

	Predictor:  ElasticNet
		Pearson Correlation:  0.9543874819451486
		Spearman Correlation:  0.9477676854322018
		Coefficient of Determination:  0.8556760706041385
		RMSE:  0.2871970235470684
		NRMSE:  0.056490366551350986
		MAPE:  249.13481784833604
		Pearson Correlation:  0.43148432177790247
		Spearman Correlation:  0.42354892205638484
		Coefficient of Determination:  0.14073896543320508
		RMSE:  0.6281638744545757
		NRMSE:  0.20118046575045898
		MAPE:  264.86946700961226

	Predictor:  RandomForests
		Pearson Correlation:  0.5598834996390453
		Spearman Correlation:  0.5372933687365483
		Coefficient of Determination:  0.23645823578742553
		RMSE:  0.6605826469893211
		NRMSE:  0.12993364417571227
		MAPE:  649.2230232838077
		Pearson Correlation:  0.48652161582980963
		Spearman Correlation:  0.4690956246337237
		Coefficient of Determination:  0.199043621749872
		RMSE:  0.6064776903041054
		NRMSE:  0.1942350860411753
		MAPE:  247.13609514238377

Protein:  CCNE1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9790551557409413
		RMSE:  0.7746141645114569
		NRMSE:  0.27590887426944144
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8285524646781477
		RMSE:  0.8763813407881366
		NRMSE:  0.2114972948785232
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4487930906545114
		NRMSE:  0.15985506345663808
		MAPE:  112.14421009479175
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0040862214035515265
		RMSE:  0.6494188844018614
		NRMSE:  0.15672439713344627
		MAPE:  115.49088793396595

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  2.3262981980826003e-14
		NRMSE:  8.286013172155299e-15
		MAPE:  2.9941971348597504e-12
		Pearson Correlation:  0.5617275477654535
		Spearman Correlation:  0.6397561066846221
		Coefficient of Determination:  0.3075055332955613
		RMSE:  0.5393212883702625
		NRMSE:  0.13015452092821936
		MAPE:  91.76218018376468

	Predictor:  ElasticNet
		Pearson Correlation:  0.9101258461872974
		Spearman Correlation:  0.8313689912083931
		Coefficient of Determination:  0.8023996626097469
		RMSE:  0.19949866923781154
		NRMSE:  0.0710591876180985
		MAPE:  42.236168808839345
		Pearson Correlation:  0.5659879986276343
		Spearman Correlation:  0.6212920360603
		Coefficient of Determination:  0.31007420381744377
		RMSE:  0.5383201065488424
		NRMSE:  0.1299129055068761
		MAPE:  87.30101587427443

	Predictor:  RandomForests
		Pearson Correlation:  0.7314817533685076
		Spearman Correlation:  0.6286541816353323
		Coefficient of Determination:  0.5164309320125826
		RMSE:  0.3120868132813945
		NRMSE:  0.11116182129346197
		MAPE:  67.32664783075766
		Pearson Correlation:  0.4695509190983272
		Spearman Correlation:  0.5526674301301315
		Coefficient of Determination:  0.2133599604033829
		RMSE:  0.5748141275998707
		NRMSE:  0.13872001534857029
		MAPE:  101.91360997158331

Protein:  CCND1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5366759284640548
		RMSE:  0.28216244755564185
		NRMSE:  0.17771997351836757
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.30240520386774006
		RMSE:  0.3149325402631455
		NRMSE:  0.20120656537940065
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.439832580843623e-14
		NRMSE:  9.06878326138531e-15
		MAPE:  2.2942224647417306e-11
		Pearson Correlation:  0.22350799037483224
		Spearman Correlation:  0.1880846394593449
		Coefficient of Determination:  -0.013087310495129012
		RMSE:  0.2777588546267737
		NRMSE:  0.17745675025029944
		MAPE:  248.53981777788698

	Predictor:  ElasticNet
		Pearson Correlation:  0.7043070816751593
		Spearman Correlation:  0.7076365633790639
		Coefficient of Determination:  0.3727165453814819
		RMSE:  0.18027686041011698
		NRMSE:  0.1135473523695688
		MAPE:  591.7577400892039
		Pearson Correlation:  0.1610337033493522
		Spearman Correlation:  0.14557538123916758
		Coefficient of Determination:  0.013541156403337196
		RMSE:  0.27408417440382393
		NRMSE:  0.17510904179848452
		MAPE:  249.9016338170588

	Predictor:  RandomForests
		Pearson Correlation:  0.5510781482622605
		Spearman Correlation:  0.5344215739994496
		Coefficient of Determination:  0.1760318275939956
		RMSE:  0.20661568525985446
		NRMSE:  0.13013685708697878
		MAPE:  631.0165585559847
		Pearson Correlation:  0.16856647250865262
		Spearman Correlation:  0.13858277534632604
		Coefficient of Determination:  0.024521853937404692
		RMSE:  0.2725544310364575
		NRMSE:  0.1741317073871133
		MAPE:  273.31541880370554

Protein:  ERBB2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10085609607150081
		RMSE:  1.0785113826338413
		NRMSE:  0.1837421644434709
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05671362529003088
		RMSE:  0.8919867459254164
		NRMSE:  0.19736403273048267
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959455
		RMSE:  0.875951357919715
		NRMSE:  0.1938159880340115
		MAPE:  565.705361200264

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  3.243810513114713e-14
		NRMSE:  5.526365083589813e-15
		MAPE:  1.0331710759007236e-11
		Pearson Correlation:  0.7151169746207853
		Spearman Correlation:  0.6096160800009975
		Coefficient of Determination:  0.5090313494436269
		RMSE:  0.6080042692084827
		NRMSE:  0.13452910038908789
		MAPE:  629.0996470687563

	Predictor:  ElasticNet
		Pearson Correlation:  0.9715028149512065
		Spearman Correlation:  0.924474407734359
		Coefficient of Determination:  0.9220046543119437
		RMSE:  0.2870739604295912
		NRMSE:  0.04890777389467796
		MAPE:  358.73424388724425
		Pearson Correlation:  0.6932865227512174
		Spearman Correlation:  0.5914313146049203
		Coefficient of Determination:  0.4805351110455015
		RMSE:  0.6253999567565663
		NRMSE:  0.1383781296064977
		MAPE:  496.6967638490336

	Predictor:  RandomForests
		Pearson Correlation:  0.7174616656134231
		Spearman Correlation:  0.5951580005452884
		Coefficient of Determination:  0.49018827045054336
		RMSE:  0.733946440930174
		NRMSE:  0.12503985568771386
		MAPE:  338.92319952441414
		Pearson Correlation:  0.5175765898353328
		Spearman Correlation:  0.41236285558745933
		Coefficient of Determination:  0.2547136634191315
		RMSE:  0.7491026393701872
		NRMSE:  0.16574900749423327
		MAPE:  312.1755383571592

Protein:  ERBB3
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.24617901957450639
		RMSE:  0.5234556686317032
		NRMSE:  0.14126566093685908
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10551624527684367
		RMSE:  0.43841640970600765
		NRMSE:  0.21211918179733683
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999997
		Spearman Correlation:  0.9999997880816034
		Coefficient of Determination:  1.0
		RMSE:  2.7774886969127873e-14
		NRMSE:  7.495644808655277e-15
		MAPE:  1.8269109577855676e-11
		Pearson Correlation:  0.3581986293350989
		Spearman Correlation:  0.35066023267123037
		Coefficient of Determination:  -0.007923430560062394
		RMSE:  0.41861810494452134
		NRMSE:  0.20254016031454847
		MAPE:  231.2746329469601

	Predictor:  ElasticNet
		Pearson Correlation:  0.8898901661477258
		Spearman Correlation:  0.8877639788276747
		Coefficient of Determination:  0.702666142684446
		RMSE:  0.25568889842279235
		NRMSE:  0.06900309499814931
		MAPE:  158.26610468965868
		Pearson Correlation:  0.3411070808213769
		Spearman Correlation:  0.33828601354131604
		Coefficient of Determination:  0.020767170752827524
		RMSE:  0.4126170970619665
		NRMSE:  0.19963669033982626
		MAPE:  256.01269954095034

	Predictor:  RandomForests
		Pearson Correlation:  0.5618596295184501
		Spearman Correlation:  0.5244973935672127
		Coefficient of Determination:  0.22014767933919155
		RMSE:  0.4140910786980577
		NRMSE:  0.1117512970549101
		MAPE:  237.15494118019032
		Pearson Correlation:  0.4062842397394761
		Spearman Correlation:  0.4320378059576803
		Coefficient of Determination:  0.09533462815966365
		RMSE:  0.3965959001281615
		NRMSE:  0.19188514840440551
		MAPE:  237.63059812116785

Unnormalized

In [183]:
scenario = Scenario.AllmRNA_Mutations 
normalizeTechnique = NormalizeTechnique.UN
X, Y, Z = get_data(normalizeTechnique)
In [184]:
X.head()
Out[184]:
UBE2Q2P2 HMGB1P1 LOC155060 RNU12-2P SSX9 CXORF67 EFCAB8 SRP14P1 LOC391343 TRIM75P ... ZXDA ZXDB ZXDC ZYG11A ZYG11B ZYX ZZEF1 ZZZ3 TPTEP1 AKR1C6P
TCGA-A1-A0SF-01 10.7401 141.1933 314.4482 0.0000 0.0 0.000 2.9988 9.4249 0.0 0.0000 ... 74.1138 533.3625 1053.4444 94.6772 881.2262 5343.4779 934.3482 508.0867 52.2652 0.8568
TCGA-A1-A0SH-01 3.0048 79.8003 95.7054 0.0000 0.0 0.000 0.3612 3.9727 0.0 0.0000 ... 87.7601 581.0946 801.3977 19.8634 1353.2389 5464.9614 1312.7898 1001.1151 455.7746 0.0000
TCGA-A1-A0SJ-01 4.9419 134.8733 63.6488 0.3658 0.0 0.000 0.3658 4.7554 0.0 0.7316 ... 83.7677 2731.4129 834.3850 51.2117 1092.6383 3032.0988 958.3905 718.7929 43.5299 0.0000
TCGA-A1-A0SK-01 28.8560 1119.1932 166.7192 0.3152 0.0 1.891 0.0000 3.4668 0.0 0.0000 ... 69.0199 610.1481 1775.6067 158.5251 1380.7123 591.2386 1798.9285 1335.6445 49.4800 0.0000
TCGA-A1-A0SQ-01 1.0368 41.5532 75.8447 0.0000 0.0 0.000 0.4034 5.6480 0.0 0.0000 ... 106.1019 617.2466 875.0378 25.4160 969.4402 2903.0761 715.6833 691.4776 17.7509 0.0000

5 rows × 20440 columns

In [185]:
Y.head()
Out[185]:
RB1 CDH1 PTEN BRCA2 CDKN2A TP53 CTNNB1 CCNE1 CCND1 CDH2 CDH3 ERBB2 ERBB3
TCGA-A1-A0SF-01 0.017184 0.705680 0.197730 0.108550 0.17550 -0.472550 0.06978 -0.75401 -0.202360 -0.222000 -0.114060 0.25604 0.461410
TCGA-A1-A0SH-01 -0.081896 0.018364 0.699160 -0.282430 0.68156 -0.035545 -0.11192 -0.77956 -0.014111 0.072251 -0.031553 0.68354 0.033670
TCGA-A1-A0SJ-01 -0.106090 0.114310 -0.110550 0.108220 -0.00989 -0.431850 -0.85672 -0.29589 0.290760 -0.225320 0.128230 0.36458 0.430620
TCGA-A1-A0SK-01 -0.060244 -0.963820 -0.081596 0.309150 1.23630 0.898470 -0.85965 0.92670 0.045974 0.389790 -0.224090 -1.04130 -0.056604
TCGA-A1-A0SQ-01 0.376500 0.425490 0.657440 0.003187 -0.34580 -0.020122 0.39368 -1.02750 0.362490 0.292880 -0.144850 0.31196 0.649260
In [186]:
perform_kFoldCV(num_folds, scenario, normalizeTechnique, X, Y, Z)

Fold:  1

Protein:  RB1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.017832262764705176
		RMSE:  0.22609122586734381
		NRMSE:  0.08562439911658541
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0064622508272080825
		RMSE:  0.2813710133086082
		NRMSE:  0.13900150344012696
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.22410193280330976
		NRMSE:  0.08487102170168898
		MAPE:  240.16506624676296
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.035002316369675546
		RMSE:  0.2853325188278416
		NRMSE:  0.1409585466216001
		MAPE:  138.42570682542146

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  2.504589016906903e-15
		NRMSE:  9.485283154352974e-16
		MAPE:  1.2731008702255377e-11
		Pearson Correlation:  0.048932178221607996
		Spearman Correlation:  0.03928397229538582
		Coefficient of Determination:  -1.1634769612743234
		RMSE:  0.41253114931715723
		NRMSE:  0.2037965791027488
		MAPE:  419.85322925718884

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.022217883695461623, tolerance: 0.0026969040165678213
  positive)
		Pearson Correlation:  0.9999993957540207
		Spearman Correlation:  0.9999950404774531
		Coefficient of Determination:  0.9999983483584797
		RMSE:  0.0002880073015961486
		NRMSE:  0.00010907301707863987
		MAPE:  1.2370137186545316
		Pearson Correlation:  0.036587048495312594
		Spearman Correlation:  0.02451955906740806
		Coefficient of Determination:  -1.3715259693313682
		RMSE:  0.43191128525618044
		NRMSE:  0.21337065711711634
		MAPE:  538.7683095733549

	Predictor:  RandomForests
		Pearson Correlation:  0.6893338695699293
		Spearman Correlation:  0.4948387643721538
		Coefficient of Determination:  0.23776323482880313
		RMSE:  0.1956548186829351
		NRMSE:  0.07409764009957777
		MAPE:  208.05616773568042
		Pearson Correlation:  0.15022165636204643
		Spearman Correlation:  0.2444541995902839
		Coefficient of Determination:  -0.013434768060642366
		RMSE:  0.2823439649176449
		NRMSE:  0.13948215613722
		MAPE:  138.79811486815606

Protein:  CDH1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12177449909053428
		RMSE:  1.1951653206606205
		NRMSE:  0.20089175544360185
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11829904064371455
		RMSE:  1.227018913081223
		NRMSE:  0.19873326310796913
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1284315013833808
		NRMSE:  0.1896746678404822
		MAPE:  493.2826144309727
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.088763543839356e-05
		RMSE:  1.1603174306688568
		NRMSE:  0.18793000399547422
		MAPE:  304.2612110852584

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  8.448691884407498e-15
		NRMSE:  1.42011528825366e-15
		MAPE:  1.1028076917041781e-11
		Pearson Correlation:  0.4779047657781246
		Spearman Correlation:  0.49812213442590975
		Coefficient of Determination:  -0.32746311299010933
		RMSE:  1.3368525590174836
		NRMSE:  0.21652239302540954
		MAPE:  603.4497526671962

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.23291124458813053, tolerance: 0.06837930598298066
  positive)
		Pearson Correlation:  0.9999999356855813
		Spearman Correlation:  0.9999986051342836
		Coefficient of Determination:  0.9999998455572491
		RMSE:  0.0004434646083089944
		NRMSE:  7.454063642932688e-05
		MAPE:  0.31846022916258043
		Pearson Correlation:  0.31842736970408236
		Spearman Correlation:  0.451473027021754
		Coefficient of Determination:  -1.6902406171118667
		RMSE:  1.9031273187008546
		NRMSE:  0.3082386898223016
		MAPE:  576.5905573494842

	Predictor:  RandomForests
		Pearson Correlation:  0.7732362323157869
		Spearman Correlation:  0.7353149529230595
		Coefficient of Determination:  0.5885380357243323
		RMSE:  0.7238357833501861
		NRMSE:  0.12166738664215723
		MAPE:  178.5357067695411
		Pearson Correlation:  0.7706975133963258
		Spearman Correlation:  0.7024192761681789
		Coefficient of Determination:  0.5850650516422916
		RMSE:  0.7474158241520349
		NRMSE:  0.12105468306048313
		MAPE:  148.81719150017614

Protein:  CDH2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004084060130477685
		RMSE:  0.37195168053170635
		NRMSE:  0.13741024893390016
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006474841096328898
		RMSE:  0.3763274359057868
		NRMSE:  0.1942134674644098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37119446262208017
		NRMSE:  0.13713050963735982
		MAPE:  457.1455497959363
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00029679255421033446
		RMSE:  0.3751706518978804
		NRMSE:  0.19361647927846437
		MAPE:  105.23649709758809

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999031343205
		Coefficient of Determination:  1.0
		RMSE:  4.90744810329094e-15
		NRMSE:  1.8129603945852368e-15
		MAPE:  6.85562705478138e-11
		Pearson Correlation:  0.07352344353725564
		Spearman Correlation:  0.1737830455565311
		Coefficient of Determination:  -1.5279157690054244
		RMSE:  0.596411102260654
		NRMSE:  0.30779331282482014
		MAPE:  356.9481771284335

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.04526697902490613, tolerance: 0.007399072171665535
  positive)
		Pearson Correlation:  0.9999996719955141
		Spearman Correlation:  0.9999966097010604
		Coefficient of Determination:  0.999999144973429
		RMSE:  0.0003432347847396049
		NRMSE:  0.00012680135534384913
		MAPE:  1.4847478302722192
		Pearson Correlation:  -0.04454826088911705
		Spearman Correlation:  -0.031684713686469614
		Coefficient of Determination:  -0.7207455188056764
		RMSE:  0.4920653037905184
		NRMSE:  0.25394297558472334
		MAPE:  289.2291431257695

	Predictor:  RandomForests
		Pearson Correlation:  0.6688938306877342
		Spearman Correlation:  0.5665986656635532
		Coefficient of Determination:  0.24111552555866822
		RMSE:  0.323362253588115
		NRMSE:  0.11945983870230746
		MAPE:  669.5224622450675
		Pearson Correlation:  0.18916620554569433
		Spearman Correlation:  0.22817773875719446
		Coefficient of Determination:  0.03192915855078171
		RMSE:  0.3690778562714745
		NRMSE:  0.1904721351455202
		MAPE:  105.1318904290896

Protein:  CDH3
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003025178489952651
		RMSE:  0.20883135309817671
		NRMSE:  0.14651130458142275
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -5.766266116724594e-05
		RMSE:  0.2045852237570374
		NRMSE:  0.1565890990172577
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20879977265736036
		NRMSE:  0.1464891484659036
		MAPE:  117.00444751841503
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00010319031051997385
		RMSE:  0.20458988057767477
		NRMSE:  0.15659266333795743
		MAPE:  108.6708335710949

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  1.3265077297146778e-15
		NRMSE:  9.306475063946498e-16
		MAPE:  8.742054891404352e-12
		Pearson Correlation:  0.23278948379448697
		Spearman Correlation:  0.2334016193542094
		Coefficient of Determination:  -0.908200296858616
		RMSE:  0.28260101805736293
		NRMSE:  0.21630222352478198
		MAPE:  731.8174503200879

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.01925615266754065, tolerance: 0.002341177429816801
  positive)
		Pearson Correlation:  0.99999918409991
		Spearman Correlation:  0.9999938587161026
		Coefficient of Determination:  0.9999979246405573
		RMSE:  0.0003007992050407089
		NRMSE:  0.00021103384761794137
		MAPE:  0.5448072161734577
		Pearson Correlation:  0.17448418829503215
		Spearman Correlation:  0.206799336650083
		Coefficient of Determination:  -2.594689297255315
		RMSE:  0.3878755655345788
		NRMSE:  0.29687914025501433
		MAPE:  657.8636487403516

	Predictor:  RandomForests
		Pearson Correlation:  0.6825311192041936
		Spearman Correlation:  0.6628560096947819
		Coefficient of Determination:  0.3582346871361095
		RMSE:  0.1672700325629156
		NRMSE:  0.11735283196028765
		MAPE:  444.50531941187865
		Pearson Correlation:  0.4788700038361175
		Spearman Correlation:  0.5331674958540631
		Coefficient of Determination:  0.2064818296797366
		RMSE:  0.18223852028977391
		NRMSE:  0.13948497928815998
		MAPE:  335.7781566799737

Protein:  PTEN
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.042477457330321045
		RMSE:  0.639641264822803
		NRMSE:  0.10001427016227082
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.028094267476815427
		RMSE:  0.5035947533045023
		NRMSE:  0.16597282753427667
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6264741234246338
		NRMSE:  0.09795545671560218
		MAPE:  358.458230587102
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008529117223389449
		RMSE:  0.49877990548911916
		NRMSE:  0.16438596845597492
		MAPE:  165.12440096809618

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  6.482447489013103e-15
		NRMSE:  1.0135951042159492e-15
		MAPE:  1.1313311386557584e-11
		Pearson Correlation:  0.01691831054223549
		Spearman Correlation:  -0.023285533118720125
		Coefficient of Determination:  -2.4330907644036714
		RMSE:  0.9202532729551377
		NRMSE:  0.3032935445768696
		MAPE:  534.0895597956611

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.09227855450523467, tolerance: 0.021075629727119613
  positive)
		Pearson Correlation:  0.9999998564122444
		Spearman Correlation:  0.9999979851939651
		Coefficient of Determination:  0.9999996506247159
		RMSE:  0.0003702961752682801
		NRMSE:  5.789948796314284e-05
		MAPE:  0.6901728912224647
		Pearson Correlation:  0.05782508282862332
		Spearman Correlation:  0.06183786947614868
		Coefficient of Determination:  -1.29140462538667
		RMSE:  0.7518230225608284
		NRMSE:  0.24778294857320823
		MAPE:  351.37637839510995

	Predictor:  RandomForests
		Pearson Correlation:  0.6734606824706043
		Spearman Correlation:  0.5872874532155734
		Coefficient of Determination:  0.3522129565711293
		RMSE:  0.5042190685357822
		NRMSE:  0.07883966359718274
		MAPE:  208.59862396646577
		Pearson Correlation:  0.3076316807819703
		Spearman Correlation:  0.33524046434494204
		Coefficient of Determination:  0.09272943513878651
		RMSE:  0.47307842088580804
		NRMSE:  0.15591537172427922
		MAPE:  152.12328290934676

Protein:  BRCA2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026562361008646285
		RMSE:  0.19787350383771835
		NRMSE:  0.12800221484333532
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00017758204834872338
		RMSE:  0.18475106890837595
		NRMSE:  0.18489898809885505
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19761122685226298
		NRMSE:  0.12783255071757013
		MAPE:  122.3584697655559
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004686371500204567
		RMSE:  0.18516702853540118
		NRMSE:  0.18531528076000922
		MAPE:  104.10370639794411

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.9999999031343205
		Coefficient of Determination:  1.0
		RMSE:  2.038335686341996e-15
		NRMSE:  1.3185771585667497e-15
		MAPE:  5.30806570501579e-12
		Pearson Correlation:  0.18776854825961434
		Spearman Correlation:  0.19336185904055328
		Coefficient of Determination:  -1.831372055637055
		RMSE:  0.31084713751862075
		NRMSE:  0.3110960143300849
		MAPE:  791.8093378382764

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.018646775426298053, tolerance: 0.002096995577721637
  positive)
		Pearson Correlation:  0.9999990567905422
		Spearman Correlation:  0.9999935487454421
		Coefficient of Determination:  0.9999975866030579
		RMSE:  0.0003069912473895272
		NRMSE:  0.00019858929488409508
		MAPE:  0.8717072208721162
		Pearson Correlation:  0.1328334110621238
		Spearman Correlation:  0.1335188439163561
		Coefficient of Determination:  -2.474288027003408
		RMSE:  0.34433511311951925
		NRMSE:  0.34461080176092806
		MAPE:  475.4101029961922

	Predictor:  RandomForests
		Pearson Correlation:  0.6646492801259603
		Spearman Correlation:  0.5783323049749448
		Coefficient of Determination:  0.260509183576794
		RMSE:  0.16993311050172077
		NRMSE:  0.10992787865765384
		MAPE:  145.80630678785718
		Pearson Correlation:  0.35309001641955157
		Spearman Correlation:  0.35596082816438057
		Coefficient of Determination:  0.09671151984628801
		RMSE:  0.17557457973348123
		NRMSE:  0.17571515185496522
		MAPE:  131.48508577043017

Protein:  CDKN2A
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.062199248812668806
		RMSE:  0.6624014175436462
		NRMSE:  0.14974599695798488
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10057809021042674
		RMSE:  0.783524323220729
		NRMSE:  0.21159176970584093
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6427147371513342
		NRMSE:  0.145295521001771
		MAPE:  207.86247046219444
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010510594090658465
		RMSE:  0.7507796405829533
		NRMSE:  0.20274902527219912
		MAPE:  439.74244050751946

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  8.605542253533957e-15
		NRMSE:  1.9454147741684086e-15
		MAPE:  5.226448496319596e-12
		Pearson Correlation:  0.3428970991104497
		Spearman Correlation:  0.37517803141156963
		Coefficient of Determination:  -1.3413249719492581
		RMSE:  1.1428070217755286
		NRMSE:  0.30861653302066666
		MAPE:  2175.774355577825

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0917243451677382, tolerance: 0.02218251593097602
  positive)
		Pearson Correlation:  0.9999998703043353
		Spearman Correlation:  0.9999979658207909
		Coefficient of Determination:  0.999999689029565
		RMSE:  0.0003584080939146563
		NRMSE:  8.102364505813412e-05
		MAPE:  0.2451415479648487
		Pearson Correlation:  0.41657475856054516
		Spearman Correlation:  0.3722075895034631
		Coefficient of Determination:  -0.16962672723025185
		RMSE:  0.8077290330558912
		NRMSE:  0.21812828329891742
		MAPE:  1761.0902210593654

	Predictor:  RandomForests
		Pearson Correlation:  0.6757647614872638
		Spearman Correlation:  0.6448690222035699
		Coefficient of Determination:  0.44034004805471827
		RMSE:  0.4808176191311576
		NRMSE:  0.10869619512403245
		MAPE:  154.5268658486716
		Pearson Correlation:  0.7223631014573362
		Spearman Correlation:  0.6426251097453908
		Coefficient of Determination:  0.4679960627727733
		RMSE:  0.5447528044975223
		NRMSE:  0.14711120834391636
		MAPE:  161.05658929517057

Protein:  TP53
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05546789854165435
		RMSE:  0.4652085657713222
		NRMSE:  0.11180210665016156
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04275496084346875
		RMSE:  0.4295356456720749
		NRMSE:  0.1544592202783541
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4528195702181386
		NRMSE:  0.10882469844223472
		MAPE:  385.1312311142829
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0021867125961285705
		RMSE:  0.4210972430949384
		NRMSE:  0.15142480603219763
		MAPE:  445.98268428885433

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  3.3027164574238588e-15
		NRMSE:  7.937314245190722e-16
		MAPE:  6.975997594508079e-12
		Pearson Correlation:  0.215621259196925
		Spearman Correlation:  0.35816017949468343
		Coefficient of Determination:  -2.8175105514576844
		RMSE:  0.8218606759088168
		NRMSE:  0.2955376589984598
		MAPE:  978.8672464092624

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05255373398347117, tolerance: 0.011010946742365387
  positive)
		Pearson Correlation:  0.9999998235463949
		Spearman Correlation:  0.9999972683879195
		Coefficient of Determination:  0.9999995718818101
		RMSE:  0.0002962832012510214
		NRMSE:  7.12048068375442e-05
		MAPE:  1.1837719626173584
		Pearson Correlation:  0.2734526394096649
		Spearman Correlation:  0.42635840405814074
		Coefficient of Determination:  -1.5466435815596267
		RMSE:  0.6712621528353633
		NRMSE:  0.24138306046077287
		MAPE:  937.7326610732928

	Predictor:  RandomForests
		Pearson Correlation:  0.7031149891467939
		Spearman Correlation:  0.5822154500532357
		Coefficient of Determination:  0.4151592677357707
		RMSE:  0.34629322446932087
		NRMSE:  0.08322355791139652
		MAPE:  582.7012327400585
		Pearson Correlation:  0.5026294084853328
		Spearman Correlation:  0.48341137450004884
		Coefficient of Determination:  0.25065181459500663
		RMSE:  0.36412450556139175
		NRMSE:  0.13093764808565275
		MAPE:  279.60993872101614

Protein:  CTNNB1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.41897644861846284
		RMSE:  0.8782004120680554
		NRMSE:  0.17699587078381512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5843844136424388
		RMSE:  0.9452480588674593
		NRMSE:  0.23451795238114906
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7372351661004992
		NRMSE:  0.14858519582008167
		MAPE:  664.3346329845059
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.016639611663256337
		RMSE:  0.7571798135162974
		NRMSE:  0.1878578408962183
		MAPE:  326.3792792664174

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  6.4424731158342616e-15
		NRMSE:  1.2984406787662016e-15
		MAPE:  1.5023081695243384e-11
		Pearson Correlation:  0.30562291237132305
		Spearman Correlation:  0.36400838942542196
		Coefficient of Determination:  -0.6751291651862537
		RMSE:  0.9719404648818932
		NRMSE:  0.2411403922199904
		MAPE:  470.9409989846666

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.11668364554731063, tolerance: 0.02918679256026189
  positive)
		Pearson Correlation:  0.999999889330411
		Spearman Correlation:  0.9999980433133323
		Coefficient of Determination:  0.99999973449341
		RMSE:  0.0003798776086379018
		NRMSE:  7.656198654451131e-05
		MAPE:  0.2469465412481481
		Pearson Correlation:  0.14937800846184726
		Spearman Correlation:  0.3679104477611941
		Coefficient of Determination:  -6.734269477892502
		RMSE:  2.0884551990825777
		NRMSE:  0.518149952633002
		MAPE:  436.8249912595461

	Predictor:  RandomForests
		Pearson Correlation:  0.6960797502211378
		Spearman Correlation:  0.7270380833800759
		Coefficient of Determination:  0.46791759693714274
		RMSE:  0.537768662632475
		NRMSE:  0.10838395361115648
		MAPE:  391.9133094517845
		Pearson Correlation:  0.5481341129446063
		Spearman Correlation:  0.49940493610379477
		Coefficient of Determination:  0.29197140177614966
		RMSE:  0.6318891719765496
		NRMSE:  0.1567729796994367
		MAPE:  227.51186987703798

Protein:  CCNE1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.7135069779129597
		RMSE:  0.7967382438332794
		NRMSE:  0.19227700939577658
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.179220592822603
		RMSE:  0.7927883268238614
		NRMSE:  0.2823823069719898
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.48367116033059243
		NRMSE:  0.11672446372338549
		MAPE:  119.9663870203584
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008650225247206267
		RMSE:  0.5393577763958428
		NRMSE:  0.19211318838676503
		MAPE:  85.21064296831354

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  3.749756502179813e-15
		NRMSE:  9.04929532104113e-16
		MAPE:  7.158099377368159e-13
		Pearson Correlation:  0.5479992209040908
		Spearman Correlation:  0.6175299970734563
		Coefficient of Determination:  -0.15367458411512813
		RMSE:  0.5768306283376617
		NRMSE:  0.20546059780504425
		MAPE:  89.86869982743441

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.04658468910017559, tolerance: 0.012562459394718587
  positive)
		Pearson Correlation:  0.9999998385376643
		Spearman Correlation:  0.9999955441787899
		Coefficient of Determination:  0.9999996543180452
		RMSE:  0.00028437312290453603
		NRMSE:  6.86278260744108e-05
		MAPE:  0.05177798987450995
		Pearson Correlation:  0.5253634393597355
		Spearman Correlation:  0.437347575846259
		Coefficient of Determination:  -0.07330243863834562
		RMSE:  0.5563751288348102
		NRMSE:  0.19817457839174005
		MAPE:  114.92761695263476

	Predictor:  RandomForests
		Pearson Correlation:  0.863156106128827
		Spearman Correlation:  0.7215867798710542
		Coefficient of Determination:  0.7361501249102242
		RMSE:  0.2484440722228258
		NRMSE:  0.059957060651790864
		MAPE:  55.18184474999861
		Pearson Correlation:  0.8452797234154074
		Spearman Correlation:  0.7059557472263749
		Coefficient of Determination:  0.7072893188507468
		RMSE:  0.2905533820221425
		NRMSE:  0.10349185468286463
		MAPE:  44.40531059758389

Protein:  CCND1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.46307157054532877
		RMSE:  0.2889602070536637
		NRMSE:  0.17371452011738692
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5143850316766378
		RMSE:  0.2891269997261264
		NRMSE:  0.20591917819933792
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23889400650986123
		NRMSE:  0.1436161682015734
		MAPE:  407.7075388184287
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006391660369380325
		RMSE:  0.23502239312505885
		NRMSE:  0.16738532927259048
		MAPE:  1319.2440058755967

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  3.2518013158977583e-15
		NRMSE:  1.9548889131414547e-15
		MAPE:  5.967890332761833e-12
		Pearson Correlation:  0.2262973943482622
		Spearman Correlation:  0.2009023509901473
		Coefficient of Determination:  -1.0618990176263652
		RMSE:  0.33736823668337673
		NRMSE:  0.24027707586702804
		MAPE:  2094.453143665974

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.022941416063507237, tolerance: 0.0030646775987981157
  positive)
		Pearson Correlation:  0.9999993886824815
		Spearman Correlation:  0.9999947111340567
		Coefficient of Determination:  0.9999984216643218
		RMSE:  0.0003001269128251457
		NRMSE:  0.00018042762070021146
		MAPE:  0.42995932536056736
		Pearson Correlation:  0.2757735037205281
		Spearman Correlation:  0.24163008486976886
		Coefficient of Determination:  -0.6463975422368338
		RMSE:  0.3014656608178458
		NRMSE:  0.21470689762538162
		MAPE:  1282.9954777982457

	Predictor:  RandomForests
		Pearson Correlation:  0.6336965574428526
		Spearman Correlation:  0.6203517770037437
		Coefficient of Determination:  0.28380364931207624
		RMSE:  0.20217213899481803
		NRMSE:  0.12154004340143683
		MAPE:  337.99367037258367
		Pearson Correlation:  0.493064782711198
		Spearman Correlation:  0.4864696127207102
		Coefficient of Determination:  0.19157907666086338
		RMSE:  0.21124637638436908
		NRMSE:  0.15045180928748297
		MAPE:  1028.1454071943883

Protein:  ERBB2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10512598969709641
		RMSE:  1.0713675802437574
		NRMSE:  0.18252510013182233
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.044647408489899565
		RMSE:  0.9270678870989714
		NRMSE:  0.17190207437399804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.019137082422293
		NRMSE:  0.17362677520525632
		MAPE:  623.5376350146478
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023409668319905652
		RMSE:  0.9175958270545099
		NRMSE:  0.17014571241507695
		MAPE:  534.1782921207478

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  5.222975561812234e-15
		NRMSE:  8.898198480011302e-16
		MAPE:  3.1816128279823894e-12
		Pearson Correlation:  0.5499109483683936
		Spearman Correlation:  0.5071992976294997
		Coefficient of Determination:  -0.4653233977909912
		RMSE:  1.0979774335745696
		NRMSE:  0.20359307130995172
		MAPE:  943.8171541046166

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1473368771693594, tolerance: 0.05577498909165362
  positive)
		Pearson Correlation:  0.9999999419055523
		Spearman Correlation:  0.9999980239401592
		Coefficient of Determination:  0.9999998779614023
		RMSE:  0.00035602558473421026
		NRMSE:  6.06548179181577e-05
		MAPE:  0.38646885888410215
		Pearson Correlation:  0.46924851807585194
		Spearman Correlation:  0.5612574382987027
		Coefficient of Determination:  -0.9870632263218286
		RMSE:  1.2785935674132498
		NRMSE:  0.2370839175622566
		MAPE:  1042.3307797481664

	Predictor:  RandomForests
		Pearson Correlation:  0.8692382542727217
		Spearman Correlation:  0.7395481169483745
		Coefficient of Determination:  0.7468338495105447
		RMSE:  0.5127851304201274
		NRMSE:  0.08736138651381287
		MAPE:  421.71101321501965
		Pearson Correlation:  0.82165567631816
		Spearman Correlation:  0.6579016681299386
		Coefficient of Determination:  0.668648099559003
		RMSE:  0.5221212931902485
		NRMSE:  0.09681462881332255
		MAPE:  273.6577987203921

Protein:  ERBB3
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20107865915633893
		RMSE:  0.5031866190144979
		NRMSE:  0.13579562619977975
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27170508071542576
		RMSE:  0.5249654097328843
		NRMSE:  0.21064675210776365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4591381271561762
		NRMSE:  0.12390820251039036
		MAPE:  217.3172646626022
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006238151163089789
		RMSE:  0.4669688111029227
		NRMSE:  0.18737513285781116
		MAPE:  255.37469449838227

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  5.841599986093084e-15
		NRMSE:  1.5764801728507e-15
		MAPE:  3.933057634334922e-12
		Pearson Correlation:  0.1507607045066145
		Spearman Correlation:  0.1353772014648376
		Coefficient of Determination:  -1.0966137799189215
		RMSE:  0.6740571242041681
		NRMSE:  0.27047104688469764
		MAPE:  386.78207098513

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05801488293563896, tolerance: 0.011320379923715432
  positive)
		Pearson Correlation:  0.9999997603110332
		Spearman Correlation:  0.9999959316415038
		Coefficient of Determination:  0.9999994113261059
		RMSE:  0.0003522741264706633
		NRMSE:  9.50686758955445e-05
		MAPE:  0.21748181309395898
		Pearson Correlation:  0.22311439057298385
		Spearman Correlation:  0.23846483082745126
		Coefficient of Determination:  -0.7983967133605008
		RMSE:  0.62428116958202
		NRMSE:  0.2504980296538023
		MAPE:  464.7075692792388

	Predictor:  RandomForests
		Pearson Correlation:  0.6282795399923213
		Spearman Correlation:  0.6132595940126941
		Coefficient of Determination:  0.33623150369662325
		RMSE:  0.37406896364610187
		NRMSE:  0.10095047690201293
		MAPE:  221.66673881254457
		Pearson Correlation:  0.41404691070652694
		Spearman Correlation:  0.4166501032220726
		Coefficient of Determination:  0.16077722328114563
		RMSE:  0.4264578532205707
		NRMSE:  0.17111977289603023
		MAPE:  256.0023996159598


Fold:  2

Protein:  RB1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.012372001566697044
		RMSE:  0.23649063304821735
		NRMSE:  0.08648721220312221
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0009378943328373079
		RMSE:  0.2450188572791325
		NRMSE:  0.14037816530069125
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23504113789248732
		NRMSE:  0.08595711596419227
		MAPE:  193.09195966690785
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0188719096951242
		RMSE:  0.24720413946765535
		NRMSE:  0.14163017466721783
		MAPE:  243.98846833881254

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  2.457015499904926e-15
		NRMSE:  8.985574531542298e-16
		MAPE:  9.343743805085306e-12
		Pearson Correlation:  -0.0457913668940389
		Spearman Correlation:  0.03295776021851527
		Coefficient of Determination:  -2.190049820295821
		RMSE:  0.4374160124552314
		NRMSE:  0.2506078837501755
		MAPE:  1924.0347183147044

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.026786254713393437, tolerance: 0.0029666208701464043
  positive)
		Pearson Correlation:  0.9999993286160529
		Spearman Correlation:  0.9999947305072939
		Coefficient of Determination:  0.9999980840500003
		RMSE:  0.0003253388794766573
		NRMSE:  0.0001189799881058577
		MAPE:  1.169130672697697
		Pearson Correlation:  0.0826439940844903
		Spearman Correlation:  0.1180909179592235
		Coefficient of Determination:  -1.1396968124674216
		RMSE:  0.3582383403194961
		NRMSE:  0.2052447779442748
		MAPE:  1203.2927563176124

	Predictor:  RandomForests
		Pearson Correlation:  0.6987916439180556
		Spearman Correlation:  0.5322399909411258
		Coefficient of Determination:  0.2600681831253894
		RMSE:  0.2021807168841918
		NRMSE:  0.07393970044038613
		MAPE:  185.13642364168197
		Pearson Correlation:  -0.05934870427127739
		Spearman Correlation:  0.059379572724612244
		Coefficient of Determination:  -0.07998376792758566
		RMSE:  0.2545098285596907
		NRMSE:  0.14581580855020035
		MAPE:  240.02166911164102

Protein:  CDH1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0848918633043636
		RMSE:  1.167193365558287
		NRMSE:  0.18724526599154356
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3357437347566168
		RMSE:  1.329821844339591
		NRMSE:  0.2361608674018098
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1205973324834733
		NRMSE:  0.17977016643674873
		MAPE:  435.6132552091354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08742327423650509
		RMSE:  1.1998617303694428
		NRMSE:  0.2130814651694979
		MAPE:  199.56682063145456

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  7.031830434447433e-15
		NRMSE:  1.1280709768905803e-15
		MAPE:  6.424315832627567e-12
		Pearson Correlation:  0.498470494696496
		Spearman Correlation:  0.5353965466783729
		Coefficient of Determination:  -0.662575390229198
		RMSE:  1.4836196048796473
		NRMSE:  0.26347355796122307
		MAPE:  920.8692924118232

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.22971582094712517, tolerance: 0.0674331510902594
  positive)
		Pearson Correlation:  0.9999999446533359
		Spearman Correlation:  0.9999983726566642
		Coefficient of Determination:  0.9999998665292349
		RMSE:  0.00040939511782036236
		NRMSE:  6.567660508869212e-05
		MAPE:  0.24187811217398725
		Pearson Correlation:  0.4756248389603751
		Spearman Correlation:  0.5035703833772315
		Coefficient of Determination:  -0.10065625545349666
		RMSE:  1.2071402829203242
		NRMSE:  0.2143740513088837
		MAPE:  589.7032756250397

	Predictor:  RandomForests
		Pearson Correlation:  0.796330516428993
		Spearman Correlation:  0.71387418433711
		Coefficient of Determination:  0.6263307512345694
		RMSE:  0.6850042464735779
		NRMSE:  0.10989079112434072
		MAPE:  154.29377293222015
		Pearson Correlation:  0.6724080439527454
		Spearman Correlation:  0.6932991576472953
		Coefficient of Determination:  0.4181315747699218
		RMSE:  0.877696335755613
		NRMSE:  0.15586864424713426
		MAPE:  216.6025755609669

Protein:  CDH2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0042702958885580955
		RMSE:  0.36888339320753855
		NRMSE:  0.13366308906715652
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005559500410650786
		RMSE:  0.3881548727768219
		NRMSE:  0.20448899349205915
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.368098286175459
		NRMSE:  0.13337860938309262
		MAPE:  454.10955555003125
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001542350901309053
		RMSE:  0.3871102269004122
		NRMSE:  0.20393864980502915
		MAPE:  137.797948259631

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  3.3234267895092045e-15
		NRMSE:  1.2042274039818844e-15
		MAPE:  3.2718329418663963e-11
		Pearson Correlation:  0.12566416441786374
		Spearman Correlation:  0.2191883718661594
		Coefficient of Determination:  -1.5346737854914867
		RMSE:  0.6162574639548352
		NRMSE:  0.3246587312805677
		MAPE:  1147.8083996887192

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.047459571648436595, tolerance: 0.007276153902921154
  positive)
		Pearson Correlation:  0.9999997077559828
		Spearman Correlation:  0.9999967840594747
		Coefficient of Determination:  0.9999991782704017
		RMSE:  0.00033367852768457736
		NRMSE:  0.00012090677863779165
		MAPE:  1.1744433840145765
		Pearson Correlation:  0.3163745419922387
		Spearman Correlation:  0.3001804701980295
		Coefficient of Determination:  -0.1367096364599818
		RMSE:  0.4126918825907159
		NRMSE:  0.21741565960410072
		MAPE:  644.1732307919917

	Predictor:  RandomForests
		Pearson Correlation:  0.6908564139647391
		Spearman Correlation:  0.5991979909283358
		Coefficient of Determination:  0.2385536161098164
		RMSE:  0.32120585989700473
		NRMSE:  0.11638736861258235
		MAPE:  385.0580845571761
		Pearson Correlation:  0.2609607299361275
		Spearman Correlation:  0.3034143010438006
		Coefficient of Determination:  0.0459585350617947
		RMSE:  0.37808093740467613
		NRMSE:  0.19918181058844894
		MAPE:  131.52009254641996

Protein:  CDH3
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032535082492379797
		RMSE:  0.20804431995898212
		NRMSE:  0.15657381105189322
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10171995354262497
		RMSE:  0.2077503373255318
		NRMSE:  0.17094572313464315
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2077067066012722
		NRMSE:  0.15631972379736453
		MAPE:  129.48889047536676
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1434844410400551
		RMSE:  0.21165145574543795
		NRMSE:  0.1741557275943701
		MAPE:  252.24053055421223

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999612537293
		Coefficient of Determination:  1.0
		RMSE:  1.624206817856583e-15
		NRMSE:  1.2223753643378134e-15
		MAPE:  5.09396538502529e-12
		Pearson Correlation:  0.14794758396917654
		Spearman Correlation:  0.2710808701590089
		Coefficient of Determination:  -1.4659295315044614
		RMSE:  0.31081105743622345
		NRMSE:  0.25574842214780175
		MAPE:  1275.1309130156567

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.019534582344724827, tolerance: 0.002316729479435792
  positive)
		Pearson Correlation:  0.9999991672265093
		Spearman Correlation:  0.9999957766564183
		Coefficient of Determination:  0.9999978928922443
		RMSE:  0.0003015045652559313
		NRMSE:  0.000226911837059396
		MAPE:  0.5144313545276341
		Pearson Correlation:  0.1441094260006969
		Spearman Correlation:  0.23358696712515856
		Coefficient of Determination:  -1.2439542427156174
		RMSE:  0.29649210160067135
		NRMSE:  0.24396618250692947
		MAPE:  3879.2292579211667

	Predictor:  RandomForests
		Pearson Correlation:  0.6904225074888863
		Spearman Correlation:  0.6753902863485073
		Coefficient of Determination:  0.38912127534821395
		RMSE:  0.16234092628059385
		NRMSE:  0.12217751257260227
		MAPE:  268.8520228414901
		Pearson Correlation:  0.3241369704191651
		Spearman Correlation:  0.4028387474392742
		Coefficient of Determination:  -0.023452337408445212
		RMSE:  0.20023497650625108
		NRMSE:  0.16476176788138822
		MAPE:  1367.1896654321022

Protein:  PTEN
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.03862384422015608
		RMSE:  0.6356813050691055
		NRMSE:  0.09939509109047072
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04557869434051831
		RMSE:  0.5231599683741948
		NRMSE:  0.17546282813730707
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6237496213368888
		NRMSE:  0.09752945373104352
		MAPE:  266.6118096347601
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0006815032361495721
		RMSE:  0.511804474527534
		NRMSE:  0.1716543045772518
		MAPE:  469.99462827282787

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  4.1789913934384595e-15
		NRMSE:  6.534268459758361e-16
		MAPE:  4.4551725702662806e-12
		Pearson Correlation:  0.059992891659452686
		Spearman Correlation:  0.05725782850453615
		Coefficient of Determination:  -2.415276205432469
		RMSE:  0.945516383450756
		NRMSE:  0.31711711277527366
		MAPE:  2221.7839932838165

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.09422054348061605, tolerance: 0.020892714789331884
  positive)
		Pearson Correlation:  0.9999998822611218
		Spearman Correlation:  0.9999981401790449
		Coefficient of Determination:  0.9999996989850736
		RMSE:  0.00034221915195340645
		NRMSE:  5.350936626587545e-05
		MAPE:  0.41265281463886466
		Pearson Correlation:  0.05569161091393818
		Spearman Correlation:  0.0804214223002634
		Coefficient of Determination:  -1.4098300611928845
		RMSE:  0.7942356029193237
		NRMSE:  0.26637899212480676
		MAPE:  976.8395874688543

	Predictor:  RandomForests
		Pearson Correlation:  0.6526063544290698
		Spearman Correlation:  0.5628234835736983
		Coefficient of Determination:  0.34878534557928365
		RMSE:  0.5033526709835953
		NRMSE:  0.07870419372740134
		MAPE:  221.89652319246892
		Pearson Correlation:  0.3192834814070131
		Spearman Correlation:  0.3222027119305434
		Coefficient of Determination:  0.10023271215540464
		RMSE:  0.4853122371717978
		NRMSE:  0.16276906264146693
		MAPE:  468.14027559933777

Protein:  BRCA2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004232193403179485
		RMSE:  0.1957372843548259
		NRMSE:  0.12609907189874434
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0041831029428383015
		RMSE:  0.19359139518213575
		NRMSE:  0.1310414025181481
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19532439544108754
		NRMSE:  0.12583307807446453
		MAPE:  126.37207660533247
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01701765352310658
		RMSE:  0.19482462133446873
		NRMSE:  0.1318761693964576
		MAPE:  116.2694601668026

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999997
		Spearman Correlation:  0.9999999225074571
		Coefficient of Determination:  1.0
		RMSE:  2.339929695269895e-15
		NRMSE:  1.5074438365404383e-15
		MAPE:  4.7626348994874104e-12
		Pearson Correlation:  0.044938935138476035
		Spearman Correlation:  0.15772607550482878
		Coefficient of Determination:  -2.5440716215914465
		RMSE:  0.36368956462885493
		NRMSE:  0.24618031491193906
		MAPE:  600.8741590081489

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.018220087265445092, tolerance: 0.0020487419647026942
  positive)
		Pearson Correlation:  0.9999991177503378
		Spearman Correlation:  0.9999940718202495
		Coefficient of Determination:  0.99999769238246
		RMSE:  0.0002967142501383163
		NRMSE:  0.0001911510711150371
		MAPE:  0.996430630305719
		Pearson Correlation:  0.0893234672325412
		Spearman Correlation:  0.20623353819139595
		Coefficient of Determination:  -2.0607982550066044
		RMSE:  0.33798462734905
		NRMSE:  0.22878072424512463
		MAPE:  577.1652736140327

	Predictor:  RandomForests
		Pearson Correlation:  0.6633017999011463
		Spearman Correlation:  0.5895854125552045
		Coefficient of Determination:  0.2600855072133481
		RMSE:  0.1680146903029947
		NRMSE:  0.10823945260299225
		MAPE:  179.15238796072825
		Pearson Correlation:  0.38899522199017017
		Spearman Correlation:  0.40819920007804117
		Coefficient of Determination:  0.09760763474163947
		RMSE:  0.1835174226036752
		NRMSE:  0.12422236237243893
		MAPE:  144.10432269552808

Protein:  CDKN2A
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07796029040511754
		RMSE:  0.688717064305458
		NRMSE:  0.155695052403178
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04182297654643197
		RMSE:  0.6873705418142212
		NRMSE:  0.18569552134596423
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6633450034781481
		NRMSE:  0.14995930902637006
		MAPE:  291.0442764508337
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00497373418246827
		RMSE:  0.6751049711753466
		NRMSE:  0.1823819351565125
		MAPE:  246.23249271843073

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.9999999999999998
		Coefficient of Determination:  1.0
		RMSE:  4.64135976649751e-15
		NRMSE:  1.0492505406346805e-15
		MAPE:  4.7537719634702624e-12
		Pearson Correlation:  0.3911241267592017
		Spearman Correlation:  0.33846454004487375
		Coefficient of Determination:  -0.5748183530661777
		RMSE:  0.8451021061521213
		NRMSE:  0.22830724717746956
		MAPE:  1234.0378698038664

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0990221588370588, tolerance: 0.023629428078437084
  positive)
		Pearson Correlation:  0.9999998725121712
		Spearman Correlation:  0.9999979851939651
		Coefficient of Determination:  0.9999996995232808
		RMSE:  0.00036361758370783494
		NRMSE:  8.220133010237026e-05
		MAPE:  0.5472623490950181
		Pearson Correlation:  0.42653791258399865
		Spearman Correlation:  0.40596527168081165
		Coefficient of Determination:  -0.2977130000375139
		RMSE:  0.767155279130731
		NRMSE:  0.20724964316261374
		MAPE:  615.483703749232

	Predictor:  RandomForests
		Pearson Correlation:  0.6834234499874097
		Spearman Correlation:  0.6454562869232578
		Coefficient of Determination:  0.4460122820102085
		RMSE:  0.4937300157627911
		NRMSE:  0.11161524036685679
		MAPE:  183.79123176509086
		Pearson Correlation:  0.6949765984081145
		Spearman Correlation:  0.5705784801482783
		Coefficient of Determination:  0.4447885327299339
		RMSE:  0.5017913424384337
		NRMSE:  0.13556066091377614
		MAPE:  140.77123805087118

Protein:  TP53
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056514421630322165
		RMSE:  0.4680116353271619
		NRMSE:  0.125354663272308
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.038787823290495904
		RMSE:  0.4172475009588805
		NRMSE:  0.13741067049526773
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45532231520770117
		NRMSE:  0.12195588997126053
		MAPE:  270.4736663787217
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004550568384941389
		RMSE:  0.41031389187281503
		NRMSE:  0.13512724909363247
		MAPE:  926.3760148542492

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  3.459841129156503e-15
		NRMSE:  9.267017889799125e-16
		MAPE:  5.6623799642192246e-12
		Pearson Correlation:  0.20352946014717693
		Spearman Correlation:  0.2114915617988489
		Coefficient of Determination:  -1.137949346770117
		RMSE:  0.5985894040334162
		NRMSE:  0.19713136968003167
		MAPE:  3160.20886261201

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.056139046775181806, tolerance: 0.011132998655991638
  positive)
		Pearson Correlation:  0.999999801565975
		Spearman Correlation:  0.9999973458804606
		Coefficient of Determination:  0.9999995017512152
		RMSE:  0.0003213971782932485
		NRMSE:  8.608468683360079e-05
		MAPE:  0.4518860012233544
		Pearson Correlation:  0.18984484967305756
		Spearman Correlation:  0.25476538874256177
		Coefficient of Determination:  -1.5832966157914727
		RMSE:  0.6579872172523414
		NRMSE:  0.2166926452337696
		MAPE:  722.2645985400666

	Predictor:  RandomForests
		Pearson Correlation:  0.7169473077991655
		Spearman Correlation:  0.6062794227099604
		Coefficient of Determination:  0.4095050544066099
		RMSE:  0.3498863725014411
		NRMSE:  0.09371538034054938
		MAPE:  301.3245675666708
		Pearson Correlation:  0.6173564205638801
		Spearman Correlation:  0.48974062255014283
		Coefficient of Determination:  0.31112904456533574
		RMSE:  0.3397811299092888
		NRMSE:  0.11189893953870865
		MAPE:  1538.3651968677343

Protein:  CTNNB1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.3748966387166963
		RMSE:  0.8500866572002603
		NRMSE:  0.167208233123576
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8495839638322671
		RMSE:  1.0424819908687044
		NRMSE:  0.25944650229429445
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7249835868058448
		NRMSE:  0.14260102022144863
		MAPE:  628.0323178598313
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1173955414845127
		RMSE:  0.8102797819674623
		NRMSE:  0.20165744555074847
		MAPE:  279.2127938139016

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999418805934
		Coefficient of Determination:  1.0
		RMSE:  5.078287062578737e-15
		NRMSE:  9.988762908298068e-16
		MAPE:  6.904617201284204e-12
		Pearson Correlation:  0.3451125394757848
		Spearman Correlation:  0.41831528631353043
		Coefficient of Determination:  -0.8793681057037936
		RMSE:  1.0508420951046928
		NRMSE:  0.2615271135871912
		MAPE:  336.4335124685347

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.11740848185316852, tolerance: 0.028224784501103505
  positive)
		Pearson Correlation:  0.9999998858727475
		Spearman Correlation:  0.9999984695222517
		Coefficient of Determination:  0.9999997216877613
		RMSE:  0.00038246731491011903
		NRMSE:  7.522960560781256e-05
		MAPE:  0.23654890461345543
		Pearson Correlation:  0.17312322774701475
		Spearman Correlation:  0.36450590186323284
		Coefficient of Determination:  -1.720007534192686
		RMSE:  1.2642023374585407
		NRMSE:  0.3146268976527565
		MAPE:  271.2798174244065

	Predictor:  RandomForests
		Pearson Correlation:  0.6884765273868737
		Spearman Correlation:  0.6452320610136008
		Coefficient of Determination:  0.4611354222873677
		RMSE:  0.5321915719892693
		NRMSE:  0.10467969551323157
		MAPE:  390.47701271756114
		Pearson Correlation:  0.5638433959936578
		Spearman Correlation:  0.5462198809872207
		Coefficient of Determination:  0.2704515467932552
		RMSE:  0.6547245200871703
		NRMSE:  0.16294380928477897
		MAPE:  192.72276914574073

Protein:  CCNE1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4791855590206433
		RMSE:  0.8074207285197392
		NRMSE:  0.19485501569122746
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.202859557398884
		RMSE:  0.7485643095226329
		NRMSE:  0.4068306401244751
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5127968844139411
		NRMSE:  0.12375338089483821
		MAPE:  119.54577818111471
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -4.708057571667368e-05
		RMSE:  0.41828317133084
		NRMSE:  0.22732904598983691
		MAPE:  82.35330275987332

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  2.5599713177400786e-15
		NRMSE:  6.177984211550254e-16
		MAPE:  4.4806614035035435e-13
		Pearson Correlation:  0.5412329400120582
		Spearman Correlation:  0.4515754560530681
		Coefficient of Determination:  -0.4364968444099828
		RMSE:  0.5013170865464429
		NRMSE:  0.2724564190818662
		MAPE:  67.13448491477101

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.052335900192640034, tolerance: 0.014120986618491432
  positive)
		Pearson Correlation:  0.9999998331379198
		Spearman Correlation:  0.9999961059998002
		Coefficient of Determination:  0.9999996451220151
		RMSE:  0.00030548149483797146
		NRMSE:  7.372191395081002e-05
		MAPE:  0.05668534615241689
		Pearson Correlation:  0.5565430793446664
		Spearman Correlation:  0.41567651936396455
		Coefficient of Determination:  0.022230387249908223
		RMSE:  0.41359800660547485
		NRMSE:  0.22478274697442643
		MAPE:  63.43661444238642

	Predictor:  RandomForests
		Pearson Correlation:  0.8642594125749539
		Spearman Correlation:  0.7121047117850964
		Coefficient of Determination:  0.7412589850238748
		RMSE:  0.26084229737392367
		NRMSE:  0.06294912695753159
		MAPE:  68.34321875840949
		Pearson Correlation:  0.8372200191372058
		Spearman Correlation:  0.7378184954667834
		Coefficient of Determination:  0.6967541059838958
		RMSE:  0.23033377928569565
		NRMSE:  0.12518208212310702
		MAPE:  43.2559401147665

Protein:  CCND1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.45856423758787734
		RMSE:  0.28833360256132
		NRMSE:  0.17333782361719832
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5341468996847767
		RMSE:  0.29160473760802996
		NRMSE:  0.22560247695118987
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.238744006534441
		NRMSE:  0.14352599255416013
		MAPE:  629.7720061387732
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0019489182463834354
		RMSE:  0.23565892515949136
		NRMSE:  0.18231952494235576
		MAPE:  420.8194012889175

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999806268648
		Coefficient of Determination:  1.0
		RMSE:  2.258966071987277e-15
		NRMSE:  1.3580250760404931e-15
		MAPE:  5.2640905642971795e-12
		Pearson Correlation:  0.2231636304885955
		Spearman Correlation:  0.2254316652033948
		Coefficient of Determination:  -1.1540151050487721
		RMSE:  0.3455297726501777
		NRMSE:  0.26732203739105165
		MAPE:  730.200767877291

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.021661821300781682, tolerance: 0.003060830225233494
  positive)
		Pearson Correlation:  0.9999993978845786
		Spearman Correlation:  0.9999962609848826
		Coefficient of Determination:  0.9999984990971708
		RMSE:  0.00029248848024597177
		NRMSE:  0.00017583561592740966
		MAPE:  0.7010407800309055
		Pearson Correlation:  0.2784918639771291
		Spearman Correlation:  0.2487708516242318
		Coefficient of Determination:  -0.63576574449618
		RMSE:  0.3011075580078855
		NRMSE:  0.23295441450136592
		MAPE:  502.376631620334

	Predictor:  RandomForests
		Pearson Correlation:  0.626890179461012
		Spearman Correlation:  0.6314754050975873
		Coefficient of Determination:  0.33556605050434707
		RMSE:  0.19460696748334683
		NRMSE:  0.11699208106392062
		MAPE:  465.4601492818465
		Pearson Correlation:  0.20925385127300225
		Spearman Correlation:  0.3234806360355088
		Coefficient of Determination:  0.014889821895411215
		RMSE:  0.2336702941555634
		NRMSE:  0.18078100371012829
		MAPE:  311.7655775507165

Protein:  ERBB2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10787728881134795
		RMSE:  1.034673205097243
		NRMSE:  0.18568153277771168
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04400358650048397
		RMSE:  1.0802115255265201
		NRMSE:  0.18403181176661842
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9830087249663667
		NRMSE:  0.17640987114232304
		MAPE:  404.9643732056693
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.009144436152300761
		RMSE:  1.062024355318919
		NRMSE:  0.1809333279927286
		MAPE:  1340.9898682069656

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999418805934
		Coefficient of Determination:  1.0
		RMSE:  4.6381497463509526e-15
		NRMSE:  8.323582266480542e-16
		MAPE:  4.392370613638508e-12
		Pearson Correlation:  0.7694697979644322
		Spearman Correlation:  0.49503463076773
		Coefficient of Determination:  0.5443702551423701
		RMSE:  0.713614795282245
		NRMSE:  0.12157602522824762
		MAPE:  1203.1641242332319

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1400367685280681, tolerance: 0.0518906404354321
  positive)
		Pearson Correlation:  0.9999999337950537
		Spearman Correlation:  0.9999975396117202
		Coefficient of Determination:  0.9999998614355468
		RMSE:  0.0003659175916034301
		NRMSE:  6.566724541094881e-05
		MAPE:  0.3137620619546129
		Pearson Correlation:  0.6264874364533619
		Spearman Correlation:  0.4770363866939811
		Coefficient of Determination:  0.14843911666803677
		RMSE:  0.9755862334891315
		NRMSE:  0.1662071713186588
		MAPE:  2816.310259499257

	Predictor:  RandomForests
		Pearson Correlation:  0.8631775258087501
		Spearman Correlation:  0.7280247289722156
		Coefficient of Determination:  0.7402258626345581
		RMSE:  0.5010203063948734
		NRMSE:  0.08991265839866364
		MAPE:  229.2523982873941
		Pearson Correlation:  0.7849110615706305
		Spearman Correlation:  0.5317589335597037
		Coefficient of Determination:  0.5964691106957325
		RMSE:  0.6715776024560737
		NRMSE:  0.11441429757160906
		MAPE:  1448.6206618710692

Protein:  ERBB3
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.22544319167926496
		RMSE:  0.49276112816642853
		NRMSE:  0.13298208544838536
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.18202543932109472
		RMSE:  0.5629306521688778
		NRMSE:  0.2077549194412726
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4451330586744577
		NRMSE:  0.12012863649535893
		MAPE:  216.4334586442862
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0003404063320495698
		RMSE:  0.5178636059974695
		NRMSE:  0.19112249676056875
		MAPE:  281.0616225457346

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999997868954927
		Coefficient of Determination:  1.0
		RMSE:  3.595574741425217e-15
		NRMSE:  9.703424238828588e-16
		MAPE:  2.3738911831748955e-12
		Pearson Correlation:  0.028507986788964306
		Spearman Correlation:  0.04328845966247196
		Coefficient of Determination:  -1.0877018994210181
		RMSE:  0.7481276886631697
		NRMSE:  0.2761036498743979
		MAPE:  494.19173360922156

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.057379649815621735, tolerance: 0.01064030272396596
  positive)
		Pearson Correlation:  0.9999997476952183
		Spearman Correlation:  0.9999959897602337
		Coefficient of Determination:  0.9999993698212819
		RMSE:  0.00035336352240378477
		NRMSE:  9.53626725904635e-05
		MAPE:  0.21034717443001857
		Pearson Correlation:  0.09862106003933331
		Spearman Correlation:  0.21642278802068093
		Coefficient of Determination:  -1.3775498401338413
		RMSE:  0.79837384383607
		NRMSE:  0.2946474720662794
		MAPE:  430.31461584314474

	Predictor:  RandomForests
		Pearson Correlation:  0.6393714635490555
		Spearman Correlation:  0.6361349998598498
		Coefficient of Determination:  0.3487599548934015
		RMSE:  0.35921990862736747
		NRMSE:  0.09694314314442364
		MAPE:  189.08056997952667
		Pearson Correlation:  0.42114052062191293
		Spearman Correlation:  0.45584820993073843
		Coefficient of Determination:  0.1646981466269246
		RMSE:  0.47322012713306055
		NRMSE:  0.17464639562925038
		MAPE:  352.09447399711024


Fold:  3

Protein:  RB1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01272330861584492
		RMSE:  0.2421068018038906
		NRMSE:  0.08854110656959135
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0028050639565306845
		RMSE:  0.22197574606877257
		NRMSE:  0.15575715092466183
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2405811452360815
		NRMSE:  0.08798315726890049
		MAPE:  214.58330521157012
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.030760330037658434
		RMSE:  0.2250484950685124
		NRMSE:  0.15791325418450985
		MAPE:  179.58000583439403

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.5633955945238465e-15
		NRMSE:  9.374618177749586e-16
		MAPE:  1.067913693197097e-11
		Pearson Correlation:  0.1703334422024056
		Spearman Correlation:  0.118612451526827
		Coefficient of Determination:  -1.6141035489136142
		RMSE:  0.35839229022437186
		NRMSE:  0.25147865488609666
		MAPE:  1105.8146732674038

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.02717742420756367, tolerance: 0.003113905664439024
  positive)
		Pearson Correlation:  0.9999994018383775
		Spearman Correlation:  0.9999926791834391
		Coefficient of Determination:  0.999998274066101
		RMSE:  0.00031606300677093705
		NRMSE:  0.00011558769996011449
		MAPE:  1.4319940061689498
		Pearson Correlation:  0.08786816587380125
		Spearman Correlation:  0.03710021321961621
		Coefficient of Determination:  -1.2519691120403045
		RMSE:  0.33264306978077135
		NRMSE:  0.23341080159196384
		MAPE:  980.283764923542

	Predictor:  RandomForests
		Pearson Correlation:  0.7177961736175155
		Spearman Correlation:  0.5027357427248669
		Coefficient of Determination:  0.23724900496410528
		RMSE:  0.21011302693835182
		NRMSE:  0.07684063302309531
		MAPE:  236.2244392722236
		Pearson Correlation:  0.20584912661484062
		Spearman Correlation:  0.1455005673387449
		Coefficient of Determination:  0.008788869771833463
		RMSE:  0.22068882895684594
		NRMSE:  0.15485413991386526
		MAPE:  191.5834057518234

Protein:  CDH1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.13712289650471754
		RMSE:  1.2526616491661007
		NRMSE:  0.19946206317730336
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.061578293423971475
		RMSE:  0.970096042376724
		NRMSE:  0.19071600723011914
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1747084136438477
		NRMSE:  0.18704952288841878
		MAPE:  547.6986763085636
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.045733924340672916
		RMSE:  0.9628293412733254
		NRMSE:  0.18928741030812832
		MAPE:  293.35791980552335

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  9.795749522937248e-15
		NRMSE:  1.5597830519628748e-15
		MAPE:  8.369053283473673e-12
		Pearson Correlation:  0.3332478460041796
		Spearman Correlation:  0.2730133792191923
		Coefficient of Determination:  -0.9035633574571298
		RMSE:  1.2990395873580443
		NRMSE:  0.2553846552428035
		MAPE:  790.593517425018

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.2350328898654153, tolerance: 0.07424076431120771
  positive)
		Pearson Correlation:  0.9999999392829975
		Spearman Correlation:  0.999998073469326
		Coefficient of Determination:  0.9999998585734065
		RMSE:  0.0004417693893219319
		NRMSE:  7.034320393011876e-05
		MAPE:  0.17184038282529074
		Pearson Correlation:  0.39411647608132816
		Spearman Correlation:  0.38216187234254795
		Coefficient of Determination:  -0.6614603050992123
		RMSE:  1.2136227329910052
		NRMSE:  0.23859213089116604
		MAPE:  552.093499511449

	Predictor:  RandomForests
		Pearson Correlation:  0.7837746589873575
		Spearman Correlation:  0.7447451728710385
		Coefficient of Determination:  0.6070773776697997
		RMSE:  0.7363488217577681
		NRMSE:  0.11724926304222286
		MAPE:  205.6536476840205
		Pearson Correlation:  0.7416071623787494
		Spearman Correlation:  0.5269904287861092
		Coefficient of Determination:  0.5365292341871559
		RMSE:  0.6409879875917828
		NRMSE:  0.12601501741669932
		MAPE:  145.6855322910714

Protein:  CDH2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0032532184952558385
		RMSE:  0.38185758840977485
		NRMSE:  0.13836422509231644
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01322006783790175
		RMSE:  0.3341656221976159
		NRMSE:  0.1760731037776972
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3812379667395066
		NRMSE:  0.13813970821780805
		MAPE:  299.9887113984357
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002448103657870737
		RMSE:  0.33238454882117896
		NRMSE:  0.17513464962019673
		MAPE:  611.0538495730829

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  3.9974789993494215e-15
		NRMSE:  1.4484669176568672e-15
		MAPE:  3.4577665611963896e-11
		Pearson Correlation:  0.16644692668926098
		Spearman Correlation:  0.23406526265913544
		Coefficient of Determination:  -1.526046125872695
		RMSE:  0.5276312577970639
		NRMSE:  0.2780108635936223
		MAPE:  11012.458527175062

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.048676550319037816, tolerance: 0.007819420435861616
  positive)
		Pearson Correlation:  0.9999996927754101
		Spearman Correlation:  0.9999970716732636
		Coefficient of Determination:  0.9999991734362133
		RMSE:  0.00034660460760184045
		NRMSE:  0.0001255904803253281
		MAPE:  1.0106343768709962
		Pearson Correlation:  0.05711974349960184
		Spearman Correlation:  0.13435828376912434
		Coefficient of Determination:  -1.1481687188421383
		RMSE:  0.4865685920290055
		NRMSE:  0.25637479294212784
		MAPE:  612.9478243539811

	Predictor:  RandomForests
		Pearson Correlation:  0.6514835534697939
		Spearman Correlation:  0.5582056677572438
		Coefficient of Determination:  0.25481118845926676
		RMSE:  0.32910107998366306
		NRMSE:  0.11924816290443623
		MAPE:  239.6242951611399
		Pearson Correlation:  -0.015780099212428848
		Spearman Correlation:  0.01919475305178369
		Coefficient of Determination:  -0.04241949831474301
		RMSE:  0.33894648995360294
		NRMSE:  0.17859216070225883
		MAPE:  2444.093497557562

Protein:  CDH3
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.2263418226753373e-05
		RMSE:  0.21251306884336046
		NRMSE:  0.14909431220418734
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004123239054339534
		RMSE:  0.18871613277479948
		NRMSE:  0.16414808838605816
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.21251070324919488
		NRMSE:  0.14909265255738544
		MAPE:  103.89275205351723
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003467816389364442
		RMSE:  0.18865453225788167
		NRMSE:  0.1640945073437436
		MAPE:  99.8462680288512

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999994
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.7303453809990267e-15
		NRMSE:  1.213970772997016e-15
		MAPE:  8.781712993190385e-12
		Pearson Correlation:  0.14043302297659457
		Spearman Correlation:  0.13705158418434146
		Coefficient of Determination:  -1.4768634910590412
		RMSE:  0.2963920529995713
		NRMSE:  0.2578061991698238
		MAPE:  589.1911345543424

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.019586636831659808, tolerance: 0.0024296509859561446
  positive)
		Pearson Correlation:  0.9999992282282449
		Spearman Correlation:  0.999994220407978
		Coefficient of Determination:  0.99999807191132
		RMSE:  0.000295083082075652
		NRMSE:  0.0002070235463852304
		MAPE:  0.7333651757139504
		Pearson Correlation:  0.1104836577332515
		Spearman Correlation:  0.13979476053317375
		Coefficient of Determination:  -1.1129237175953253
		RMSE:  0.2737520803021922
		NRMSE:  0.23811361547417279
		MAPE:  495.3201717136466

	Predictor:  RandomForests
		Pearson Correlation:  0.6924280779807354
		Spearman Correlation:  0.6878409212762157
		Coefficient of Determination:  0.3791233115704685
		RMSE:  0.1674493574999244
		NRMSE:  0.11747864223769743
		MAPE:  528.1318381179526
		Pearson Correlation:  0.37494010304723074
		Spearman Correlation:  0.38487512313121114
		Coefficient of Determination:  0.1369518415149572
		RMSE:  0.17495768928596758
		NRMSE:  0.1521807903885181
		MAPE:  189.64329079817165

Protein:  PTEN
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.023393971457565055
		RMSE:  0.6366126117528933
		NRMSE:  0.09954071014821253
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20813248536085016
		RMSE:  0.517654316968625
		NRMSE:  0.12376376344107133
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6292943186382643
		NRMSE:  0.09839642227163854
		MAPE:  299.798968451812
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06342466003107061
		RMSE:  0.4856640113421529
		NRMSE:  0.11611533767086332
		MAPE:  95.15154235140719

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  4.820713495028665e-15
		NRMSE:  7.537664756514213e-16
		MAPE:  1.0689305966143655e-11
		Pearson Correlation:  0.14372580873717403
		Spearman Correlation:  0.22655394705669646
		Coefficient of Determination:  -2.73688877180833
		RMSE:  0.9104113108476093
		NRMSE:  0.21766635844871834
		MAPE:  400.7937966865458

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.09925290547202299, tolerance: 0.02130541006350738
  positive)
		Pearson Correlation:  0.9999998505812662
		Spearman Correlation:  0.9999984587754607
		Coefficient of Determination:  0.9999996206253275
		RMSE:  0.0003876037566764755
		NRMSE:  6.0605700363767564e-05
		MAPE:  0.6086107800627739
		Pearson Correlation:  0.2542227832914584
		Spearman Correlation:  0.29552737565306303
		Coefficient of Determination:  -1.0371527739963016
		RMSE:  0.6721935778330833
		NRMSE:  0.1607118963881517
		MAPE:  273.92494776072556

	Predictor:  RandomForests
		Pearson Correlation:  0.6928125999048764
		Spearman Correlation:  0.5911850278975127
		Coefficient of Determination:  0.3427427001861867
		RMSE:  0.5101777569396423
		NRMSE:  0.07977136376196424
		MAPE:  205.92068528065042
		Pearson Correlation:  0.37054995124959
		Spearman Correlation:  0.3789698125911795
		Coefficient of Determination:  0.11781995200733186
		RMSE:  0.4423450530119728
		NRMSE:  0.10575839262945842
		MAPE:  101.37081286889594

Protein:  BRCA2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00289910117318648
		RMSE:  0.19032543678137456
		NRMSE:  0.12827584502559417
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0001649424828515933
		RMSE:  0.21414907824527551
		NRMSE:  0.14729386559180924
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19005014885410987
		NRMSE:  0.12809030602412172
		MAPE:  119.62157978309386
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0036761260410020924
		RMSE:  0.2145246452772134
		NRMSE:  0.14755218433114844
		MAPE:  115.48540989652633

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  1.706665419240182e-15
		NRMSE:  1.150261113444708e-15
		MAPE:  5.83052649831008e-12
		Pearson Correlation:  -0.019411095463273215
		Spearman Correlation:  0.016735869524557665
		Coefficient of Determination:  -1.142365430927533
		RMSE:  0.3134203357803633
		NRMSE:  0.21557362371318556
		MAPE:  687.5632242312005

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.016713348940579256, tolerance: 0.0019432053784754488
  positive)
		Pearson Correlation:  0.9999991203412117
		Spearman Correlation:  0.9999939892240666
		Coefficient of Determination:  0.9999977258302518
		RMSE:  0.0002866022880113121
		NRMSE:  0.0001931646725873562
		MAPE:  0.8350922376177001
		Pearson Correlation:  -0.00641547041698878
		Spearman Correlation:  0.016710931557750098
		Coefficient of Determination:  -0.7409092896185887
		RMSE:  0.28253253549482243
		NRMSE:  0.194328687517503
		MAPE:  475.074522272716

	Predictor:  RandomForests
		Pearson Correlation:  0.6732588104243932
		Spearman Correlation:  0.6135155071083594
		Coefficient of Determination:  0.29056485632193996
		RMSE:  0.16007538807561786
		NRMSE:  0.10788786838191698
		MAPE:  171.81361037250835
		Pearson Correlation:  0.1905033058406429
		Spearman Correlation:  0.2386638237384506
		Coefficient of Determination:  0.03622959627094613
		RMSE:  0.21021668746259922
		NRMSE:  0.1445891281063899
		MAPE:  193.77679512434162

Protein:  CDKN2A
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07669790023289091
		RMSE:  0.6927164423772558
		NRMSE:  0.16172871740223568
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04462654135164201
		RMSE:  0.6710309035955896
		NRMSE:  0.2071658496482324
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6675880639420501
		NRMSE:  0.15586198728568595
		MAPE:  307.97311558867955
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.004949645588538276
		RMSE:  0.658164031136248
		NRMSE:  0.20319348928290204
		MAPE:  176.07940307985857

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  5.6441030974107035e-15
		NRMSE:  1.3177304579311505e-15
		MAPE:  4.471346471805532e-12
		Pearson Correlation:  0.2639585096478528
		Spearman Correlation:  0.3083903789324057
		Coefficient of Determination:  -0.6837045763845089
		RMSE:  0.851912400205102
		NRMSE:  0.26300898404035133
		MAPE:  325.31133526729

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.09482405637269674, tolerance: 0.02397725168374273
  positive)
		Pearson Correlation:  0.9999998696301445
		Spearman Correlation:  0.9999982083264389
		Coefficient of Determination:  0.9999996976412997
		RMSE:  0.00036708767059457053
		NRMSE:  8.57040695261885e-05
		MAPE:  0.37173414615667155
		Pearson Correlation:  0.3653208267962707
		Spearman Correlation:  0.3642165114278233
		Coefficient of Determination:  -0.15672021070138809
		RMSE:  0.7061161677152934
		NRMSE:  0.21799764370204483
		MAPE:  269.73321145229255

	Predictor:  RandomForests
		Pearson Correlation:  0.6957018517544405
		Spearman Correlation:  0.6829481630115467
		Coefficient of Determination:  0.4688002358924771
		RMSE:  0.4865612291470864
		NRMSE:  0.11359759739145647
		MAPE:  167.38414075524753
		Pearson Correlation:  0.598769226183882
		Spearman Correlation:  0.5696006184615768
		Coefficient of Determination:  0.351500800466501
		RMSE:  0.5287090152024128
		NRMSE:  0.16322713568658354
		MAPE:  102.42625000722347

Protein:  TP53
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.043501333030021794
		RMSE:  0.4597988418920562
		NRMSE:  0.11050200478059512
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10290984727382035
		RMSE:  0.4520547550562478
		NRMSE:  0.16857084713604026
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45011280589110314
		NRMSE:  0.10817419031269002
		MAPE:  382.8265287953516
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010546813555600831
		RMSE:  0.4327123127899972
		NRMSE:  0.16135806629028604
		MAPE:  261.16646791413905

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  3.570671589120532e-15
		NRMSE:  8.581282357896016e-16
		MAPE:  8.48815025531457e-12
		Pearson Correlation:  0.19443649542007777
		Spearman Correlation:  0.12364493322859388
		Coefficient of Determination:  -1.0548649851730585
		RMSE:  0.6170390939005832
		NRMSE:  0.2300933716800164
		MAPE:  690.9667637057569

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0543147468940046, tolerance: 0.010899962745861313
  positive)
		Pearson Correlation:  0.9999997899109695
		Spearman Correlation:  0.9999973799182833
		Coefficient of Determination:  0.9999994934696822
		RMSE:  0.0003203495300978119
		NRMSE:  7.698859170819801e-05
		MAPE:  0.7456150416197728
		Pearson Correlation:  0.32144751046384157
		Spearman Correlation:  0.27828526540231174
		Coefficient of Determination:  -0.4268832488326073
		RMSE:  0.514180088209564
		NRMSE:  0.19173733287947672
		MAPE:  805.1508057517121

	Predictor:  RandomForests
		Pearson Correlation:  0.7136745550601518
		Spearman Correlation:  0.6044866719573476
		Coefficient of Determination:  0.41493864564943617
		RMSE:  0.3442881500018242
		NRMSE:  0.08274168469161843
		MAPE:  528.8030289421532
		Pearson Correlation:  0.5214548866850929
		Spearman Correlation:  0.4497088492375217
		Coefficient of Determination:  0.23891961709998
		RMSE:  0.3755227897987324
		NRMSE:  0.14003214010520693
		MAPE:  387.1948645644954

Protein:  CTNNB1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.43619721536848943
		RMSE:  0.9218173342266688
		NRMSE:  0.18131733560713392
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5414936126562622
		RMSE:  0.7610450185362576
		NRMSE:  0.2487969592128731
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.769197440300405
		NRMSE:  0.15129768691982792
		MAPE:  444.9197329351397
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.008633850443159563
		RMSE:  0.6156108314583166
		NRMSE:  0.2012523558986291
		MAPE:  1384.0339648095894

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999994
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  6.2977755069919104e-15
		NRMSE:  1.238744198857575e-15
		MAPE:  4.96187776762438e-12
		Pearson Correlation:  0.2779131077445549
		Spearman Correlation:  0.2684297809199616
		Coefficient of Determination:  -1.306261742849241
		RMSE:  0.9308801729409758
		NRMSE:  0.30431860241948927
		MAPE:  3846.3076615811965

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.12325298090377948, tolerance: 0.03183156097646061
  positive)
		Pearson Correlation:  0.9999998987565438
		Spearman Correlation:  0.9999985743672472
		Coefficient of Determination:  0.9999997617703462
		RMSE:  0.0003754358495563394
		NRMSE:  7.38465479064397e-05
		MAPE:  0.12105504388810574
		Pearson Correlation:  0.35981880155115087
		Spearman Correlation:  0.3109939026671155
		Coefficient of Determination:  -0.5810559119879941
		RMSE:  0.7707492256489924
		NRMSE:  0.25196940915001875
		MAPE:  1436.9381443504587

	Predictor:  RandomForests
		Pearson Correlation:  0.7019166497273588
		Spearman Correlation:  0.680315302187137
		Coefficient of Determination:  0.48355444444691364
		RMSE:  0.5527771755514128
		NRMSE:  0.10872879141451866
		MAPE:  217.37556609839928
		Pearson Correlation:  0.44173217409278925
		Spearman Correlation:  0.2950435790969963
		Coefficient of Determination:  0.17075073366586702
		RMSE:  0.5581899730150711
		NRMSE:  0.18248062147015956
		MAPE:  1237.9047424718258

Protein:  CCNE1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.3882525061775621
		RMSE:  0.8073510115699897
		NRMSE:  0.1948381908849554
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -3.2068608862157744
		RMSE:  0.7484097025916991
		NRMSE:  0.3260050104942715
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5224229806426052
		NRMSE:  0.12607644873967835
		MAPE:  105.82433067667067
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.010783677474574871
		RMSE:  0.36685077747270034
		NRMSE:  0.1597990928573857
		MAPE:  133.3645349232411

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  3.217257015777862e-15
		NRMSE:  7.764213180920101e-16
		MAPE:  5.9899780286559e-13
		Pearson Correlation:  0.5011569592607139
		Spearman Correlation:  0.41738924425491597
		Coefficient of Determination:  -0.18410528426188288
		RMSE:  0.39705941040000525
		NRMSE:  0.17295788230169676
		MAPE:  99.2690421294358

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0533807297334704, tolerance: 0.014683406463848499
  positive)
		Pearson Correlation:  0.999999834986713
		Spearman Correlation:  0.9999962817957279
		Coefficient of Determination:  0.9999996510939506
		RMSE:  0.00030858621554410136
		NRMSE:  7.447117685742244e-05
		MAPE:  0.045102378013181246
		Pearson Correlation:  0.5789117149685993
		Spearman Correlation:  0.37074028354468264
		Coefficient of Determination:  -0.1326868289374623
		RMSE:  0.3883428012387634
		NRMSE:  0.16916095362580624
		MAPE:  120.32387825089752

	Predictor:  RandomForests
		Pearson Correlation:  0.8676463449655307
		Spearman Correlation:  0.7287083312359415
		Coefficient of Determination:  0.7477750454238562
		RMSE:  0.26237128295289913
		NRMSE:  0.06331811737164832
		MAPE:  55.05739769386169
		Pearson Correlation:  0.7790077361172058
		Spearman Correlation:  0.668784818177528
		Coefficient of Determination:  0.5683772967659345
		RMSE:  0.239724528953781
		NRMSE:  0.10442328220315415
		MAPE:  82.11822550877005

Protein:  CCND1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.44064885869713843
		RMSE:  0.2936537728092399
		NRMSE:  0.17653615611766113
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6507167710215811
		RMSE:  0.2694738938084911
		NRMSE:  0.2553456206196082
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2446563629208354
		NRMSE:  0.14708033023580058
		MAPE:  620.7522691796534
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.001046309206822027
		RMSE:  0.20984928816127996
		NRMSE:  0.19884707926551878
		MAPE:  467.9744841225005

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  2.4817758519402056e-15
		NRMSE:  1.4919718723715032e-15
		MAPE:  8.740368314667169e-12
		Pearson Correlation:  0.1696965939123641
		Spearman Correlation:  0.2149577924911782
		Coefficient of Determination:  -1.4762337830513261
		RMSE:  0.3300473409337173
		NRMSE:  0.31274325654886836
		MAPE:  711.9324449117424

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.023371786174244506, tolerance: 0.0032202923923696524
  positive)
		Pearson Correlation:  0.9999993830494106
		Spearman Correlation:  0.9999948176323875
		Coefficient of Determination:  0.9999984381518683
		RMSE:  0.0003057566535084646
		NRMSE:  0.00018381205799405118
		MAPE:  0.801589012469891
		Pearson Correlation:  0.18278343677195413
		Spearman Correlation:  0.19561091784186838
		Coefficient of Determination:  -1.0490475733585591
		RMSE:  0.30023162496020056
		NRMSE:  0.28449075167028376
		MAPE:  464.31186360361795

	Predictor:  RandomForests
		Pearson Correlation:  0.6236816549710236
		Spearman Correlation:  0.5986275356684158
		Coefficient of Determination:  0.30527983540112846
		RMSE:  0.20392077243150597
		NRMSE:  0.12259127125530893
		MAPE:  472.0578370894177
		Pearson Correlation:  0.3464088442810106
		Spearman Correlation:  0.3364655419643636
		Coefficient of Determination:  0.111115779342157
		RMSE:  0.19774386315662015
		NRMSE:  0.1873763307748478
		MAPE:  330.7920931064097

Protein:  ERBB2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08695701084953744
		RMSE:  1.023008454816054
		NRMSE:  0.1742863272085548
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1111491455026472
		RMSE:  1.1242523174677488
		NRMSE:  0.20280184671833265
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9812350184756391
		NRMSE:  0.16716953481023547
		MAPE:  603.8559553865388
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.003855375619400858
		RMSE:  1.0685951227190735
		NRMSE:  0.19276194579678793
		MAPE:  271.61087792788993

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  4.9088228661419884e-15
		NRMSE:  8.362987658895665e-16
		MAPE:  4.372822751159517e-12
		Pearson Correlation:  0.758508138846983
		Spearman Correlation:  0.5269473770841352
		Coefficient of Determination:  0.44374502042128916
		RMSE:  0.7954530823633978
		NRMSE:  0.14349034605011146
		MAPE:  359.1637867832328

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1363372821531408, tolerance: 0.05179983228777935
  positive)
		Pearson Correlation:  0.999999940667956
		Spearman Correlation:  0.9999979578774076
		Coefficient of Determination:  0.999999875742149
		RMSE:  0.000345887572354621
		NRMSE:  5.89276406553352e-05
		MAPE:  0.34521173800127203
		Pearson Correlation:  0.624970419281178
		Spearman Correlation:  0.5674267352798527
		Coefficient of Determination:  0.09785970289036017
		RMSE:  1.013012150240544
		NRMSE:  0.18273543369661305
		MAPE:  451.91936066218784

	Predictor:  RandomForests
		Pearson Correlation:  0.8565821436770303
		Spearman Correlation:  0.7329645447120364
		Coefficient of Determination:  0.7240784956234974
		RMSE:  0.5154253963896176
		NRMSE:  0.08781119927587741
		MAPE:  489.70348202070505
		Pearson Correlation:  0.8551310426582696
		Spearman Correlation:  0.7167488790355965
		Coefficient of Determination:  0.7249236489007613
		RMSE:  0.5593765300091448
		NRMSE:  0.10090492279550199
		MAPE:  165.28622323416

Protein:  ERBB3
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19951943522205973
		RMSE:  0.4939516163098853
		NRMSE:  0.17910620018705933
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.27774471248359456
		RMSE:  0.5592204608326292
		NRMSE:  0.15547938022732444
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.45100438700119294
		NRMSE:  0.16353359186661914
		MAPE:  236.3510406644846
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.014354579928456346
		RMSE:  0.49825986274163775
		NRMSE:  0.13853057975718017
		MAPE:  161.2266540715406

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999884408153
		Coefficient of Determination:  1.0
		RMSE:  4.129327172594924e-15
		NRMSE:  1.4972885497122503e-15
		MAPE:  3.5193954063904847e-12
		Pearson Correlation:  0.06225914147756646
		Spearman Correlation:  0.04509033778476042
		Coefficient of Determination:  -1.600149300215679
		RMSE:  0.7977377606761767
		NRMSE:  0.2217940531524784
		MAPE:  320.625651022312

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06069292943392717, tolerance: 0.010943186691674512
  positive)
		Pearson Correlation:  0.9999997317329774
		Spearman Correlation:  0.9999968019587183
		Coefficient of Determination:  0.9999993184246196
		RMSE:  0.00037233830182025217
		NRMSE:  0.00013500937383569646
		MAPE:  0.23939518623015726
		Pearson Correlation:  0.18195111132935107
		Spearman Correlation:  0.13503659646629013
		Coefficient of Determination:  -0.7995575491091471
		RMSE:  0.6636573013265282
		NRMSE:  0.18451582715688558
		MAPE:  240.73602075942753

	Predictor:  RandomForests
		Pearson Correlation:  0.6420099745890312
		Spearman Correlation:  0.6685899096171927
		Coefficient of Determination:  0.3569447871314321
		RMSE:  0.36166368076268185
		NRMSE:  0.1311387704143712
		MAPE:  214.13371761215893
		Pearson Correlation:  0.35105154344946177
		Spearman Correlation:  0.3883165625506553
		Coefficient of Determination:  0.10032323329839155
		RMSE:  0.46924997647253575
		NRMSE:  0.13046499658651164
		MAPE:  156.17083838918347


Fold:  4

Protein:  RB1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0017653619110491459
		RMSE:  0.25173274438657
		NRMSE:  0.09206141909982812
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11040193949010524
		RMSE:  0.1737457828578019
		NRMSE:  0.1664678101960314
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.25151083845224625
		NRMSE:  0.09198026567153535
		MAPE:  147.64229867735622
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07191864792141822
		RMSE:  0.17070847378085216
		NRMSE:  0.1635577298325721
		MAPE:  100.86921066026429

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.2378810836845518e-15
		NRMSE:  8.184175993580134e-16
		MAPE:  1.0989995856266148e-11
		Pearson Correlation:  0.02460172729340176
		Spearman Correlation:  0.025164902305515036
		Coefficient of Determination:  -5.373846266999763
		RMSE:  0.41626985197285554
		NRMSE:  0.39883287852379523
		MAPE:  487.6206119905971

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.02792175765118208, tolerance: 0.0034032643600116126
  positive)
		Pearson Correlation:  0.999999517599285
		Spearman Correlation:  0.999994374530432
		Coefficient of Determination:  0.999998569152203
		RMSE:  0.0003008523613847394
		NRMSE:  0.00011002500050641436
		MAPE:  1.4839265162803006
		Pearson Correlation:  -0.02996916910702637
		Spearman Correlation:  -0.023628723550168956
		Coefficient of Determination:  -2.5721456545169032
		RMSE:  0.3116296313217691
		NRMSE:  0.29857589326808825
		MAPE:  458.7831829003414

	Predictor:  RandomForests
		Pearson Correlation:  0.7225760308046884
		Spearman Correlation:  0.5083660943085312
		Coefficient of Determination:  0.24895265011992895
		RMSE:  0.21796680788750722
		NRMSE:  0.07971284665283325
		MAPE:  190.7419025567395
		Pearson Correlation:  0.1394122872202822
		Spearman Correlation:  0.07113056272522102
		Coefficient of Determination:  -0.07045082481136578
		RMSE:  0.17059155460927616
		NRMSE:  0.16344570824481294
		MAPE:  109.8280815398734

Protein:  CDH1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1648542010437435
		RMSE:  1.2077311247232185
		NRMSE:  0.19230774891296748
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01787767410405383
		RMSE:  1.1768276141426715
		NRMSE:  0.21349508619837296
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.119011303751291
		NRMSE:  0.17818083878718685
		MAPE:  552.7314487209006
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06543533401046742
		RMSE:  1.204005869039757
		NRMSE:  0.21842565020132743
		MAPE:  371.74257556440244

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  1.1598348827321778e-14
		NRMSE:  1.846812016706757e-15
		MAPE:  1.001863151135078e-11
		Pearson Correlation:  0.30398644591282736
		Spearman Correlation:  0.29043005523759646
		Coefficient of Determination:  -0.4205133833780801
		RMSE:  1.390233409348486
		NRMSE:  0.2522102625718381
		MAPE:  597.6045772301114

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.22128444028151312, tolerance: 0.06736762282826622
  positive)
		Pearson Correlation:  0.9999999334599317
		Spearman Correlation:  0.9999986899591415
		Coefficient of Determination:  0.9999998417945887
		RMSE:  0.0004450872367184915
		NRMSE:  7.087150675432175e-05
		MAPE:  0.1683051002637344
		Pearson Correlation:  0.3669013747998655
		Spearman Correlation:  0.33551789922567615
		Coefficient of Determination:  -0.05502879192110588
		RMSE:  1.198111431824276
		NRMSE:  0.21735630634307102
		MAPE:  406.6018362902341

	Predictor:  RandomForests
		Pearson Correlation:  0.7714606323149839
		Spearman Correlation:  0.7449609359001516
		Coefficient of Determination:  0.587415533259798
		RMSE:  0.7187716021018196
		NRMSE:  0.11445043184959389
		MAPE:  179.42789885100794
		Pearson Correlation:  0.7749010958895801
		Spearman Correlation:  0.5337685850677705
		Coefficient of Determination:  0.5329045002768398
		RMSE:  0.7972011153945301
		NRMSE:  0.14462485312480136
		MAPE:  160.26995747528287

Protein:  CDH2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011628294333081435
		RMSE:  0.38156283556505555
		NRMSE:  0.1382574228440668
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.013534078125908788
		RMSE:  0.33551468363995024
		NRMSE:  0.17308132332546644
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.37936353519068666
		NRMSE:  0.13746051713554847
		MAPE:  710.5881065130027
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05716210705722724
		RMSE:  0.34265979265615515
		NRMSE:  0.1767672571582658
		MAPE:  156.2941831769225

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999036734615
		Coefficient of Determination:  1.0
		RMSE:  5.788672778162182e-15
		NRMSE:  2.0974972020299233e-15
		MAPE:  1.3487486895220295e-10
		Pearson Correlation:  0.05416750603932832
		Spearman Correlation:  0.06810309355478249
		Coefficient of Determination:  -5.330349363067276
		RMSE:  0.8385060359574911
		NRMSE:  0.4325585179921851
		MAPE:  752.2869598256589

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.049499563398624775, tolerance: 0.007742718020581794
  positive)
		Pearson Correlation:  0.9999996115990406
		Spearman Correlation:  0.999997360652727
		Coefficient of Determination:  0.9999989782553141
		RMSE:  0.000383465924273813
		NRMSE:  0.00013894699770773718
		MAPE:  1.8994161942612582
		Pearson Correlation:  0.03556243130250616
		Spearman Correlation:  -0.0032494170750258736
		Coefficient of Determination:  -1.4621365379899198
		RMSE:  0.5229358552368293
		NRMSE:  0.26976592754984796
		MAPE:  606.961059444748

	Predictor:  RandomForests
		Pearson Correlation:  0.6558018218411404
		Spearman Correlation:  0.5976947940878571
		Coefficient of Determination:  0.23594672820017382
		RMSE:  0.3316022003261343
		NRMSE:  0.12015443159871524
		MAPE:  850.3682061596894
		Pearson Correlation:  0.22183133026028837
		Spearman Correlation:  0.15962044414518886
		Coefficient of Determination:  0.01019203909541555
		RMSE:  0.3315643471513509
		NRMSE:  0.17104347073549941
		MAPE:  132.6704065554127

Protein:  CDH3
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.006306553616452382
		RMSE:  0.206558346691537
		NRMSE:  0.1472115018398285
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.056823148221427866
		RMSE:  0.21361844422784051
		NRMSE:  0.19012980777528213
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20591007570775374
		NRMSE:  0.1467494873695809
		MAPE:  176.325991624275
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1005327864052632
		RMSE:  0.21799126008279185
		NRMSE:  0.19402180615090855
		MAPE:  208.37754625573632

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  1.5413903783108746e-15
		NRMSE:  1.0985292831156368e-15
		MAPE:  8.767138659758213e-12
		Pearson Correlation:  0.17956282779799532
		Spearman Correlation:  0.23194054788713075
		Coefficient of Determination:  -1.0948722744505885
		RMSE:  0.3007574289745133
		NRMSE:  0.26768733554169255
		MAPE:  925.4084918313642

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.018981731590703706, tolerance: 0.002281064009154941
  positive)
		Pearson Correlation:  0.9999991986700519
		Spearman Correlation:  0.9999942974689863
		Coefficient of Determination:  0.9999979564097449
		RMSE:  0.0002943570960734064
		NRMSE:  0.0002097845518432989
		MAPE:  0.9022610216037785
		Pearson Correlation:  0.06425520667250298
		Spearman Correlation:  0.10903128467936009
		Coefficient of Determination:  -1.2266367776156781
		RMSE:  0.3100718055592462
		NRMSE:  0.2759775402382168
		MAPE:  4750.2971571989565

	Predictor:  RandomForests
		Pearson Correlation:  0.6799218667479393
		Spearman Correlation:  0.6469527986095693
		Coefficient of Determination:  0.35359512337925214
		RMSE:  0.16555027647493126
		NRMSE:  0.11798557269761481
		MAPE:  386.07945615794455
		Pearson Correlation:  0.43816397651498784
		Spearman Correlation:  0.38003715757054335
		Coefficient of Determination:  0.12469709569420939
		RMSE:  0.1944091824276856
		NRMSE:  0.1730327201770169
		MAPE:  513.5713598477581

Protein:  PTEN
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04663541191913323
		RMSE:  0.5747314783713694
		NRMSE:  0.11117523181123673
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02346833201832421
		RMSE:  0.7542692946958974
		NRMSE:  0.11793750210239971
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5617812913173108
		NRMSE:  0.10867016622510654
		MAPE:  273.58744447275507
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -9.071346738909192e-05
		RMSE:  0.7456051878529003
		NRMSE:  0.116582782871222
		MAPE:  431.7164518946501

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  5.208608328628426e-15
		NRMSE:  1.0075457150704941e-15
		MAPE:  4.150373849772592e-12
		Pearson Correlation:  0.20305145422815715
		Spearman Correlation:  0.17110188406339233
		Coefficient of Determination:  -1.1397077573622325
		RMSE:  1.0906024135003325
		NRMSE:  0.17052652857483114
		MAPE:  1256.1021216928968

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.08258449422957867, tolerance: 0.016979184196949017
  positive)
		Pearson Correlation:  0.9999998236510308
		Spearman Correlation:  0.9999983817142337
		Coefficient of Determination:  0.9999995543692579
		RMSE:  0.0003750203576481179
		NRMSE:  7.254339942125462e-05
		MAPE:  0.3710211241383829
		Pearson Correlation:  0.21747769802336814
		Spearman Correlation:  0.2198755595456303
		Coefficient of Determination:  -0.2611742569895841
		RMSE:  0.8372916738440338
		NRMSE:  0.1309188763730801
		MAPE:  1585.3985397032807

	Predictor:  RandomForests
		Pearson Correlation:  0.6773500887205246
		Spearman Correlation:  0.5799112015775666
		Coefficient of Determination:  0.3150970444484219
		RMSE:  0.4649238143477672
		NRMSE:  0.08993419497596858
		MAPE:  151.52880426825575
		Pearson Correlation:  0.3874255047968377
		Spearman Correlation:  0.4052893427598848
		Coefficient of Determination:  0.1137195723625486
		RMSE:  0.7018992900551726
		NRMSE:  0.1097489312884329
		MAPE:  178.79443408177806

Protein:  BRCA2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0015699866052385492
		RMSE:  0.1919477679021074
		NRMSE:  0.12365776640496533
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0014129332580739007
		RMSE:  0.2082543553514594
		NRMSE:  0.20232423210836328
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.19179726737953795
		NRMSE:  0.12356081003674535
		MAPE:  107.48807270602099
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.1477874262144638e-06
		RMSE:  0.20810750575528378
		NRMSE:  0.20218156411118496
		MAPE:  135.86303542792692

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999229387699
		Coefficient of Determination:  1.0
		RMSE:  3.733245774265368e-15
		NRMSE:  2.405054452739809e-15
		MAPE:  8.970642613506814e-12
		Pearson Correlation:  0.27880031083172657
		Spearman Correlation:  0.2853676479756606
		Coefficient of Determination:  -0.8383242995537545
		RMSE:  0.2821620219390438
		NRMSE:  0.2741273493301763
		MAPE:  1521.317972184486

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.018805364541188415, tolerance: 0.001979097117455079
  positive)
		Pearson Correlation:  0.9999990712006597
		Spearman Correlation:  0.9999936039176726
		Coefficient of Determination:  0.9999975184021997
		RMSE:  0.00030213992219905924
		NRMSE:  0.00019464643079340264
		MAPE:  0.3703845736660112
		Pearson Correlation:  0.26053448795668116
		Spearman Correlation:  0.230698637140114
		Coefficient of Determination:  -1.136695048699858
		RMSE:  0.3041996896558293
		NRMSE:  0.2955374859428445
		MAPE:  1509.664273349417

	Predictor:  RandomForests
		Pearson Correlation:  0.6664447980817361
		Spearman Correlation:  0.5562736763413593
		Coefficient of Determination:  0.2665383001962198
		RMSE:  0.16425974171431992
		NRMSE:  0.10582041663025926
		MAPE:  138.79126687280598
		Pearson Correlation:  0.41441070938408203
		Spearman Correlation:  0.4414693450043019
		Coefficient of Determination:  0.10912043172065633
		RMSE:  0.19642510511827307
		NRMSE:  0.19083182434667212
		MAPE:  249.1803900747528

Protein:  CDKN2A
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06343046233027927
		RMSE:  0.6950010485750925
		NRMSE:  0.15711564339891315
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10006794882547432
		RMSE:  0.6614783461565592
		NRMSE:  0.1993004959796804
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6739550183850767
		NRMSE:  0.1523578655781794
		MAPE:  281.71125082022354
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0022276354551518107
		RMSE:  0.6313774446715202
		NRMSE:  0.19023122768048215
		MAPE:  197.14658329930893

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  5.759544503524677e-15
		NRMSE:  1.302033345433407e-15
		MAPE:  7.437434504094144e-12
		Pearson Correlation:  0.17443151018833897
		Spearman Correlation:  0.13310639783538447
		Coefficient of Determination:  -0.9065825128374523
		RMSE:  0.8708305952129225
		NRMSE:  0.2623774013898531
		MAPE:  590.377513456902

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.09639582276059523, tolerance: 0.024436786734185888
  positive)
		Pearson Correlation:  0.9999998751486713
		Spearman Correlation:  0.9999986706938095
		Coefficient of Determination:  0.9999997056978694
		RMSE:  0.00036561803865274264
		NRMSE:  8.265356361540467e-05
		MAPE:  0.21907187637298786
		Pearson Correlation:  0.2974702211091961
		Spearman Correlation:  0.30405616030125066
		Coefficient of Determination:  -0.6203747754131876
		RMSE:  0.8028115519977695
		NRMSE:  0.24188356492852353
		MAPE:  435.74345899142503

	Predictor:  RandomForests
		Pearson Correlation:  0.7029469523162342
		Spearman Correlation:  0.6612963979885785
		Coefficient of Determination:  0.4807179094514076
		RMSE:  0.48566027759591185
		NRMSE:  0.10979095232189709
		MAPE:  157.72893381194876
		Pearson Correlation:  0.5903117405553691
		Spearman Correlation:  0.4731555256299954
		Coefficient of Determination:  0.3303788054024617
		RMSE:  0.5160840913531727
		NRMSE:  0.15549385096510174
		MAPE:  132.95188022382933

Protein:  TP53
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.04782361373877353
		RMSE:  0.460756629216985
		NRMSE:  0.11073218678610552
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07696826201632412
		RMSE:  0.4481222561682025
		NRMSE:  0.1422068596624151
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4501191620264231
		NRMSE:  0.10817571786263473
		MAPE:  418.8529054417374
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.002447694094247499
		RMSE:  0.4323405014905614
		NRMSE:  0.13719868668778923
		MAPE:  185.65040333639752

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  4.8870034712335025e-15
		NRMSE:  1.1744781233437884e-15
		MAPE:  1.3391101185057581e-11
		Pearson Correlation:  0.22492383839803665
		Spearman Correlation:  0.22126211050013092
		Coefficient of Determination:  -1.368309643197561
		RMSE:  0.6645295581589327
		NRMSE:  0.21088142871253257
		MAPE:  618.9957831539189

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05523811939465489, tolerance: 0.01090027058925727
  positive)
		Pearson Correlation:  0.9999997981814442
		Spearman Correlation:  0.9999982853876674
		Coefficient of Determination:  0.9999994994722345
		RMSE:  0.00031845024590075436
		NRMSE:  7.653214273029425e-05
		MAPE:  0.8447346297422123
		Pearson Correlation:  0.24484810899564582
		Spearman Correlation:  0.2873128093866507
		Coefficient of Determination:  -0.42293249733094984
		RMSE:  0.515094853132403
		NRMSE:  0.16345990515752823
		MAPE:  456.63207119677384

	Predictor:  RandomForests
		Pearson Correlation:  0.7065417744632847
		Spearman Correlation:  0.6140973281867749
		Coefficient of Determination:  0.40404636576236863
		RMSE:  0.3474831405030404
		NRMSE:  0.08350952667701043
		MAPE:  642.2713139627435
		Pearson Correlation:  0.5729931561012098
		Spearman Correlation:  0.44041197521166103
		Coefficient of Determination:  0.27126595160065003
		RMSE:  0.36862059185398893
		NRMSE:  0.11697784712299725
		MAPE:  219.79707795257738

Protein:  CTNNB1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.6170193939500923
		RMSE:  0.9046651382507068
		NRMSE:  0.21849703851094263
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09478783275970826
		RMSE:  0.8396248247596424
		NRMSE:  0.17652527641906535
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7114268313676598
		NRMSE:  0.17182562828897205
		MAPE:  631.8785214716299
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.1509513869220498
		RMSE:  0.8608922137524758
		NRMSE:  0.18099659695409887
		MAPE:  930.3723381287335

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999422040781
		Coefficient of Determination:  1.0
		RMSE:  1.0667203185403526e-14
		NRMSE:  2.576370202251842e-15
		MAPE:  6.385708430747186e-12
		Pearson Correlation:  0.2507282449626308
		Spearman Correlation:  0.29478921183555906
		Coefficient of Determination:  -0.4465580341186406
		RMSE:  0.9651353447644576
		NRMSE:  0.20291298981676428
		MAPE:  1767.010750321888

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.10721409875444163, tolerance: 0.02722969373777278
  positive)
		Pearson Correlation:  0.9999998999972971
		Spearman Correlation:  0.999998786285607
		Coefficient of Determination:  0.999999753603833
		RMSE:  0.0003531402452748341
		NRMSE:  8.529133544460297e-05
		MAPE:  0.1703599304760847
		Pearson Correlation:  0.1800987215405159
		Spearman Correlation:  0.27271412361750147
		Coefficient of Determination:  -0.393837184344636
		RMSE:  0.9473845823137873
		NRMSE:  0.1991810155398594
		MAPE:  873.7391916507763

	Predictor:  RandomForests
		Pearson Correlation:  0.6660930547899048
		Spearman Correlation:  0.6646964293196804
		Coefficient of Determination:  0.4256293614679202
		RMSE:  0.5391707900816562
		NRMSE:  0.1302219085309768
		MAPE:  471.1659907121157
		Pearson Correlation:  0.6654976493148846
		Spearman Correlation:  0.4338333395678251
		Coefficient of Determination:  0.30078958723017746
		RMSE:  0.6710026467651349
		NRMSE:  0.14107363694498673
		MAPE:  487.000619084844

Protein:  CCNE1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.4688329016852353
		RMSE:  0.7931748470731899
		NRMSE:  0.19141705409976348
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -2.186170633384966
		RMSE:  0.8069776954058596
		NRMSE:  0.32929800677624244
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5048043460690237
		NRMSE:  0.12182453992060809
		MAPE:  103.07374645056161
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01570191691728584
		RMSE:  0.4556277343037054
		NRMSE:  0.18592497115143453
		MAPE:  142.6844229696492

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  5.921255735913024e-15
		NRMSE:  1.4289779028194668e-15
		MAPE:  1.0498751146017637e-12
		Pearson Correlation:  0.6334075522106243
		Spearman Correlation:  0.4333345802316737
		Coefficient of Determination:  0.17018616453316437
		RMSE:  0.41182940429389714
		NRMSE:  0.16805247869660378
		MAPE:  91.86629490074655

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.04978401994174096, tolerance: 0.013709715616187399
  positive)
		Pearson Correlation:  0.9999998342632318
		Spearman Correlation:  0.9999946057141129
		Coefficient of Determination:  0.9999996459476921
		RMSE:  0.0003003701698310369
		NRMSE:  7.248839680262493e-05
		MAPE:  0.05039917176637391
		Pearson Correlation:  0.603323755249837
		Spearman Correlation:  0.47375403683337697
		Coefficient of Determination:  0.1055285253092989
		RMSE:  0.42757299067782745
		NRMSE:  0.1744768590050712
		MAPE:  75.59970452860864

	Predictor:  RandomForests
		Pearson Correlation:  0.864915042734293
		Spearman Correlation:  0.7179887524739937
		Coefficient of Determination:  0.7417469457788115
		RMSE:  0.25653452307887725
		NRMSE:  0.06190953087310309
		MAPE:  54.652374513447334
		Pearson Correlation:  0.8326951434112377
		Spearman Correlation:  0.7080843293856951
		Coefficient of Determination:  0.6871927367893959
		RMSE:  0.2528514393555218
		NRMSE:  0.10317940070004156
		MAPE:  76.73295374208088

Protein:  CCND1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47371951525638445
		RMSE:  0.2917253166285864
		NRMSE:  0.18637975276867558
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.47112550847095647
		RMSE:  0.27775626016480953
		NRMSE:  0.17517423067911803
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.24030715541494438
		NRMSE:  0.1535293156329106
		MAPE:  629.3779223443613
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0012863337397839292
		RMSE:  0.22914909022901284
		NRMSE:  0.14451885105260648
		MAPE:  484.2269192422971

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  3.6476071313605435e-15
		NRMSE:  2.3304117832384862e-15
		MAPE:  1.0957427366568788e-11
		Pearson Correlation:  0.17395965422413157
		Spearman Correlation:  0.22431451763737706
		Coefficient of Determination:  -3.664401670839668
		RMSE:  0.4945804713707761
		NRMSE:  0.3119200752842937
		MAPE:  702.4735925794184

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.022561263221611554, tolerance: 0.003106817057166876
  positive)
		Pearson Correlation:  0.9999994116285668
		Spearman Correlation:  0.9999930644895738
		Coefficient of Determination:  0.9999984751509864
		RMSE:  0.0002967427548347008
		NRMSE:  0.00018958533294661503
		MAPE:  0.9439461540719196
		Pearson Correlation:  0.22109796843024287
		Spearman Correlation:  0.2572825097569795
		Coefficient of Determination:  -0.6593150966020351
		RMSE:  0.2949873722815195
		NRMSE:  0.18604148100499465
		MAPE:  665.7390102125943

	Predictor:  RandomForests
		Pearson Correlation:  0.656238065769627
		Spearman Correlation:  0.5997805912746115
		Coefficient of Determination:  0.29217614716622475
		RMSE:  0.20217586015275077
		NRMSE:  0.12916769537365402
		MAPE:  459.03860084660505
		Pearson Correlation:  0.5206422440815077
		Spearman Correlation:  0.46997842865871153
		Coefficient of Determination:  0.19142906837339524
		RMSE:  0.20591977505764983
		NRMSE:  0.12986867750860862
		MAPE:  522.0283392929606

Protein:  ERBB2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06177154229692228
		RMSE:  1.0106646016782141
		NRMSE:  0.1721833486682819
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.26989975035857605
		RMSE:  1.1682171872252598
		NRMSE:  0.21036071365744585
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.9808249714864398
		NRMSE:  0.1670996765569688
		MAPE:  529.9728174248761
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08086501696556425
		RMSE:  1.07776630779691
		NRMSE:  0.19407323581894154
		MAPE:  193.8969179437583

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  5.77578870651042e-15
		NRMSE:  9.840006655383444e-16
		MAPE:  6.049257998114733e-12
		Pearson Correlation:  0.6526867911420955
		Spearman Correlation:  0.4807297855709987
		Coefficient of Determination:  0.1442834204543183
		RMSE:  0.958967404822067
		NRMSE:  0.17268113314763334
		MAPE:  397.37417902289627

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1397300550249389, tolerance: 0.051756548208396
  positive)
		Pearson Correlation:  0.999999943359572
		Spearman Correlation:  0.9999983431835574
		Coefficient of Determination:  0.9999998801948066
		RMSE:  0.00033949183740003097
		NRMSE:  5.78380219432051e-05
		MAPE:  0.28783924128572164
		Pearson Correlation:  0.6301647867512165
		Spearman Correlation:  0.4573628815361372
		Coefficient of Determination:  0.15184229808195104
		RMSE:  0.954722543722798
		NRMSE:  0.1719167615735942
		MAPE:  372.76012316838643

	Predictor:  RandomForests
		Pearson Correlation:  0.8707214577314464
		Spearman Correlation:  0.7286875588781138
		Coefficient of Determination:  0.7483362456117535
		RMSE:  0.4920416315897412
		NRMSE:  0.08382739008633171
		MAPE:  330.81098550743536
		Pearson Correlation:  0.7891227461982633
		Spearman Correlation:  0.6630947096465283
		Coefficient of Determination:  0.5837248591838273
		RMSE:  0.6688505841975679
		NRMSE:  0.12043983581185723
		MAPE:  180.9623991684271

Protein:  ERBB3
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.20254353309139272
		RMSE:  0.523865801474932
		NRMSE:  0.14324270860276114
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.287905849531515
		RMSE:  0.4364451552160674
		NRMSE:  0.21482088883335748
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.47771584309754367
		NRMSE:  0.13062374202531005
		MAPE:  235.519389189253
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0005048679199346484
		RMSE:  0.38467788722430457
		NRMSE:  0.189340733103459
		MAPE:  219.86225912389727

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  0.9999999036734615
		Coefficient of Determination:  1.0
		RMSE:  6.333000532138822e-15
		NRMSE:  1.7316575108591083e-15
		MAPE:  5.617264560507769e-12
		Pearson Correlation:  0.019452902099242452
		Spearman Correlation:  0.04581852641554134
		Coefficient of Determination:  -2.9934811603005262
		RMSE:  0.7685346256893578
		NRMSE:  0.3782772919270146
		MAPE:  408.00581358476586

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06433776806593328, tolerance: 0.012277828558956158
  positive)
		Pearson Correlation:  0.9999997790961097
		Spearman Correlation:  0.9999975147751958
		Coefficient of Determination:  0.9999994406922605
		RMSE:  0.0003572687735102741
		NRMSE:  9.768942097902327e-05
		MAPE:  0.2263170307074639
		Pearson Correlation:  0.05787551401625609
		Spearman Correlation:  0.11354006907816806
		Coefficient of Determination:  -1.5399056916739702
		RMSE:  0.6129095872555879
		NRMSE:  0.3016777268235431
		MAPE:  425.853557768633

	Predictor:  RandomForests
		Pearson Correlation:  0.6404762821648678
		Spearman Correlation:  0.6518852299272261
		Coefficient of Determination:  0.3543028516203608
		RMSE:  0.3838699169965599
		NRMSE:  0.10496307738907738
		MAPE:  219.6845688342829
		Pearson Correlation:  0.3953364072869352
		Spearman Correlation:  0.3147146473148045
		Coefficient of Determination:  0.14239345721417151
		RMSE:  0.35614894476312475
		NRMSE:  0.17529861875359912
		MAPE:  231.63462602213386


Fold:  5

Protein:  RB1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00018503513771928048
		RMSE:  0.23392670305630597
		NRMSE:  0.11556330212293363
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.12340187398900859
		RMSE:  0.2547692202160761
		NRMSE:  0.12845593258580365
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.23390506372942843
		NRMSE:  0.1155526119706893
		MAPE:  104.87158603787556
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.11427719172534156
		RMSE:  0.2537324461104516
		NRMSE:  0.12793318582500635
		MAPE:  129.58345316470897

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.0164123541647587e-15
		NRMSE:  9.961379656287865e-16
		MAPE:  6.781565115061541e-12
		Pearson Correlation:  -0.015551993052531804
		Spearman Correlation:  0.017843115250813606
		Coefficient of Determination:  -1.8886018020453688
		RMSE:  0.4085293139739565
		NRMSE:  0.2059825514662064
		MAPE:  3025.380091105121

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.026152939511134354, tolerance: 0.002943482941498817
  positive)
		Pearson Correlation:  0.9999992434548131
		Spearman Correlation:  0.9999922938773043
		Coefficient of Determination:  0.9999979010079538
		RMSE:  0.0003388792835402751
		NRMSE:  0.00016741145202880852
		MAPE:  0.5475631866737152
		Pearson Correlation:  0.029951275221980204
		Spearman Correlation:  0.03308520056359805
		Coefficient of Determination:  -0.7543334989253554
		RMSE:  0.3183724386009224
		NRMSE:  0.16052499778196277
		MAPE:  1016.2504740826229

	Predictor:  RandomForests
		Pearson Correlation:  0.6783386625531739
		Spearman Correlation:  0.4831347850710659
		Coefficient of Determination:  0.27178822706866934
		RMSE:  0.1996036468246194
		NRMSE:  0.09860719721801346
		MAPE:  159.4998818202044
		Pearson Correlation:  0.007713217113177628
		Spearman Correlation:  0.06058679035898204
		Coefficient of Determination:  -0.14725946049093253
		RMSE:  0.2574602636412438
		NRMSE:  0.12981277032513353
		MAPE:  247.74130766407612

Protein:  CDH1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10476316856458312
		RMSE:  1.1835893765747125
		NRMSE:  0.18846364392451076
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.19786466090973764
		RMSE:  1.2714981376898562
		NRMSE:  0.2500438806886504
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.1260727912856485
		NRMSE:  0.17930524366829853
		MAPE:  266.31463004312263
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.01718399286470018
		RMSE:  1.1716869980595492
		NRMSE:  0.23041572398960675
		MAPE:  1066.779337530299

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  7.923825856309085e-15
		NRMSE:  1.261715527580186e-15
		MAPE:  3.29031812079552e-12
		Pearson Correlation:  0.3887141826149449
		Spearman Correlation:  0.4079128168680408
		Coefficient of Determination:  -0.3759158062534862
		RMSE:  1.3627236149577993
		NRMSE:  0.267983641414682
		MAPE:  2002.3792511234167

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.22362805788916437, tolerance: 0.0682205483025332
  positive)
		Pearson Correlation:  0.9999999348877983
		Spearman Correlation:  0.999997996408099
		Coefficient of Determination:  0.9999998475456299
		RMSE:  0.000439679689148369
		NRMSE:  7.001045972236059e-05
		MAPE:  0.13429659393170232
		Pearson Correlation:  0.39255081686201626
		Spearman Correlation:  0.3760071821344406
		Coefficient of Determination:  -0.17603281426647888
		RMSE:  1.2598579243894736
		NRMSE:  0.24775479821232105
		MAPE:  1720.854858517966

	Predictor:  RandomForests
		Pearson Correlation:  0.8033132433941932
		Spearman Correlation:  0.7261862820838294
		Coefficient of Determination:  0.6379708510845339
		RMSE:  0.6775451402747265
		NRMSE:  0.10788591768967969
		MAPE:  134.74705284936718
		Pearson Correlation:  0.6576963458298704
		Spearman Correlation:  0.6479407473908653
		Coefficient of Determination:  0.423965172160062
		RMSE:  0.8817312297755799
		NRMSE:  0.17339506199987806
		MAPE:  427.48369490819283

Protein:  CDH2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0016678089051440637
		RMSE:  0.3594357673583712
		NRMSE:  0.1765314902796381
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02548752338232485
		RMSE:  0.4223734458481898
		NRMSE:  0.15794680397441796
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.3591364066768649
		NRMSE:  0.17638446376743033
		MAPE:  194.85580080652326
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.015496238790634331
		RMSE:  0.4203108256119444
		NRMSE:  0.15717548589718017
		MAPE:  597.5744423992059

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  3.0098302169420543e-15
		NRMSE:  1.4782330027710102e-15
		MAPE:  1.5843156989295307e-11
		Pearson Correlation:  0.1773319578350455
		Spearman Correlation:  0.12657530215511548
		Coefficient of Determination:  -0.9896135232463796
		RMSE:  0.5883229340211502
		NRMSE:  0.2200037148331807
		MAPE:  33435.834560429976

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.044966301557004866, tolerance: 0.0069390679727214565
  positive)
		Pearson Correlation:  0.9999996409749042
		Spearman Correlation:  0.9999973413875684
		Coefficient of Determination:  0.9999990342537917
		RMSE:  0.00035293192010209137
		NRMSE:  0.00017333722317277705
		MAPE:  1.5828969930605636
		Pearson Correlation:  0.18674357294695326
		Spearman Correlation:  0.09505866040564057
		Coefficient of Determination:  -0.40910455212952046
		RMSE:  0.4951115130325437
		NRMSE:  0.18514724792272075
		MAPE:  968.6259650422003

	Predictor:  RandomForests
		Pearson Correlation:  0.7042236143798442
		Spearman Correlation:  0.6046870643632349
		Coefficient of Determination:  0.24733514324737826
		RMSE:  0.31157331304101016
		NRMSE:  0.15302456315554744
		MAPE:  602.654823149021
		Pearson Correlation:  0.14740457964469422
		Spearman Correlation:  0.15665302142560267
		Coefficient of Determination:  0.0024068296222262697
		RMSE:  0.4165893373675731
		NRMSE:  0.1557838331311157
		MAPE:  598.2572302685898

Protein:  CDH3
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011481892643820935
		RMSE:  0.2038847376288621
		NRMSE:  0.14304087222095618
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0026977014897064944
		RMSE:  0.22369326249691865
		NRMSE:  0.20181818899206835
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.20376778919497535
		NRMSE:  0.14295882387254824
		MAPE:  138.24263272508912
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0068637330351872805
		RMSE:  0.22415748377157613
		NRMSE:  0.2022370138413159
		MAPE:  106.84313660859539

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.999999980734693
		Coefficient of Determination:  1.0
		RMSE:  1.7374737138114272e-15
		NRMSE:  1.2189718483831643e-15
		MAPE:  5.064289011507606e-12
		Pearson Correlation:  0.26784731992177246
		Spearman Correlation:  0.3277771543286076
		Coefficient of Determination:  -1.1870363718185954
		RMSE:  0.3303664197002644
		NRMSE:  0.29805972599921005
		MAPE:  680.6111141007076

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.018314925244650743, tolerance: 0.0022338465809413456
  positive)
		Pearson Correlation:  0.9999992372504807
		Spearman Correlation:  0.9999956653059004
		Coefficient of Determination:  0.9999980427463689
		RMSE:  0.00028507496998141264
		NRMSE:  0.00020000208367108144
		MAPE:  1.0802366637439105
		Pearson Correlation:  0.2694344886538322
		Spearman Correlation:  0.2790733051534309
		Coefficient of Determination:  -0.7397213287440252
		RMSE:  0.2946508768571592
		NRMSE:  0.2658368235523229
		MAPE:  420.40049715698854

	Predictor:  RandomForests
		Pearson Correlation:  0.6921762067557307
		Spearman Correlation:  0.6682280812773254
		Coefficient of Determination:  0.3584666473326411
		RMSE:  0.1632093944568012
		NRMSE:  0.11450398106920441
		MAPE:  459.39492860894546
		Pearson Correlation:  0.5148936049404612
		Spearman Correlation:  0.5287821543909526
		Coefficient of Determination:  0.20350938813679453
		RMSE:  0.19936927267564195
		NRMSE:  0.17987285402759132
		MAPE:  150.37739980492276

Protein:  PTEN
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05240378988513572
		RMSE:  0.5837468026637292
		NRMSE:  0.09127461538014686
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.011774083334460839
		RMSE:  0.7259408088203396
		NRMSE:  0.14042494754339593
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.5690275755039937
		NRMSE:  0.08897311789601967
		MAPE:  304.4741530818047
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.005181468299075398
		RMSE:  0.7235718660416283
		NRMSE:  0.13996670265429206
		MAPE:  391.1377632658283

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  5.967730448311835e-15
		NRMSE:  9.331139783147266e-16
		MAPE:  6.524143070386888e-12
		Pearson Correlation:  0.1278524540039685
		Spearman Correlation:  0.17194478734148808
		Coefficient of Determination:  -0.7775314735246739
		RMSE:  0.9622060543743117
		NRMSE:  0.18612775734569634
		MAPE:  1165.9821806327243

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.08405251035768291, tolerance: 0.017420030134596684
  positive)
		Pearson Correlation:  0.999999826636928
		Spearman Correlation:  0.9999976881631911
		Coefficient of Determination:  0.9999995685950251
		RMSE:  0.00037374542710551413
		NRMSE:  5.8438812775469336e-05
		MAPE:  0.3333613513933065
		Pearson Correlation:  0.27289132332399096
		Spearman Correlation:  0.2728986645718775
		Coefficient of Determination:  -0.17225076615928314
		RMSE:  0.7813933273000393
		NRMSE:  0.15115160308341832
		MAPE:  1259.8010698804792

	Predictor:  RandomForests
		Pearson Correlation:  0.630891916778191
		Spearman Correlation:  0.5791259976247204
		Coefficient of Determination:  0.3194941145079424
		RMSE:  0.4694066695450981
		NRMSE:  0.07339639895943993
		MAPE:  254.19748265721432
		Pearson Correlation:  0.4329198321093795
		Spearman Correlation:  0.46943770769692306
		Coefficient of Determination:  0.15074072013978734
		RMSE:  0.6650887260889039
		NRMSE:  0.1286538080487666
		MAPE:  382.2277784216515

Protein:  BRCA2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00015423459462815536
		RMSE:  0.20048365981157823
		NRMSE:  0.1291568109593031
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.08467605477038265
		RMSE:  0.17297650483593724
		NRMSE:  0.22621657599677922
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2004682008417859
		NRMSE:  0.12914685188712252
		MAPE:  103.40013592147379
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.09362463084794648
		RMSE:  0.17368856719702494
		NRMSE:  0.22714780252013983
		MAPE:  102.28930277689045

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.999999884408153
		Coefficient of Determination:  1.0
		RMSE:  2.1480586768965383e-15
		NRMSE:  1.3838355141868503e-15
		MAPE:  6.077792417108761e-12
		Pearson Correlation:  0.04221681936852586
		Spearman Correlation:  0.06342473098168307
		Coefficient of Determination:  -3.1806615767173936
		RMSE:  0.3395936787199371
		NRMSE:  0.4441164960700152
		MAPE:  572.2259353264366

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.01965632657376603, tolerance: 0.0021620874757223526
  positive)
		Pearson Correlation:  0.9999988756461483
		Spearman Correlation:  0.999994220407317
		Coefficient of Determination:  0.9999971965380057
		RMSE:  0.0003356547744837031
		NRMSE:  0.00021623757415603357
		MAPE:  1.0647158418320597
		Pearson Correlation:  0.12202129973983404
		Spearman Correlation:  0.13783463634209905
		Coefficient of Determination:  -1.258490239610714
		RMSE:  0.24960093054337743
		NRMSE:  0.32642507100422075
		MAPE:  464.77228531295196

	Predictor:  RandomForests
		Pearson Correlation:  0.6567881160663354
		Spearman Correlation:  0.5759082456524208
		Coefficient of Determination:  0.28322453311114804
		RMSE:  0.16972157715548578
		NRMSE:  0.1093390737030026
		MAPE:  191.07275278281492
		Pearson Correlation:  0.24614851585692804
		Spearman Correlation:  0.21492786693100913
		Coefficient of Determination:  -0.01947728338674537
		RMSE:  0.1676972217194141
		NRMSE:  0.21931239353876164
		MAPE:  175.56127343870628

Protein:  CDKN2A
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.06876053865938014
		RMSE:  0.7026668514343448
		NRMSE:  0.1789276696377339
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.07452018232747903
		RMSE:  0.6281215662347416
		NRMSE:  0.15805378984795088
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.6796874655065666
		NRMSE:  0.1730761797526334
		MAPE:  274.2442116656758
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00044725008449963966
		RMSE:  0.6060849693149379
		NRMSE:  0.15250873639690443
		MAPE:  274.3248072759207

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  6.912596024827223e-15
		NRMSE:  1.7602291830682244e-15
		MAPE:  6.544580677345669e-12
		Pearson Correlation:  0.31912140903817365
		Spearman Correlation:  0.3531141286050949
		Coefficient of Determination:  -0.7295367148705638
		RMSE:  0.7968953804362784
		NRMSE:  0.2005222265258243
		MAPE:  699.0497286191676

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0995055601312292, tolerance: 0.024854257731250624
  positive)
		Pearson Correlation:  0.9999998830310413
		Spearman Correlation:  0.9999990752652764
		Coefficient of Determination:  0.9999997222048164
		RMSE:  0.0003582379712596838
		NRMSE:  9.122201402044354e-05
		MAPE:  0.4326873396948164
		Pearson Correlation:  0.35257792594348647
		Spearman Correlation:  0.3500068579408721
		Coefficient of Determination:  -0.28821954240013237
		RMSE:  0.6877512018050219
		NRMSE:  0.17305835328880045
		MAPE:  663.4258336829533

	Predictor:  RandomForests
		Pearson Correlation:  0.720378014765877
		Spearman Correlation:  0.6864760427094371
		Coefficient of Determination:  0.5120733450169936
		RMSE:  0.4747735683525569
		NRMSE:  0.12089673508506453
		MAPE:  132.89781022471126
		Pearson Correlation:  0.38009326679491345
		Spearman Correlation:  0.3909400366588113
		Coefficient of Determination:  -0.04885278644631885
		RMSE:  0.6205741549261026
		NRMSE:  0.156154640025692
		MAPE:  466.27245635193685

Protein:  TP53
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0629013951002304
		RMSE:  0.43691826486349494
		NRMSE:  0.11112140819031384
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.02793228386718627
		RMSE:  0.5354711484549424
		NRMSE:  0.14342336907859712
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4237929343776606
		NRMSE:  0.10778324331179852
		MAPE:  459.9790072255086
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0011640203076264122
		RMSE:  0.5284530873849588
		NRMSE:  0.1415436152095778
		MAPE:  140.42972129387252

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  3.709836590108702e-15
		NRMSE:  9.435226201349734e-16
		MAPE:  8.48705324402324e-12
		Pearson Correlation:  0.22850751467185104
		Spearman Correlation:  0.10430304617264555
		Coefficient of Determination:  -0.39343990312467736
		RMSE:  0.6234447099717175
		NRMSE:  0.1669866639806395
		MAPE:  294.27519193832956

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0502284275485064, tolerance: 0.009662504276089433
  positive)
		Pearson Correlation:  0.9999997493022544
		Spearman Correlation:  0.999998073469326
		Coefficient of Determination:  0.9999993933466862
		RMSE:  0.0003300836392593002
		NRMSE:  8.395016131114734e-05
		MAPE:  0.8173080191968447
		Pearson Correlation:  0.27076737604535167
		Spearman Correlation:  0.2500205738226163
		Coefficient of Determination:  -0.231675448597074
		RMSE:  0.5861408165630514
		NRMSE:  0.15699499573136505
		MAPE:  362.6202663593294

	Predictor:  RandomForests
		Pearson Correlation:  0.6893294529526489
		Spearman Correlation:  0.6139315103305298
		Coefficient of Determination:  0.40220749451032034
		RMSE:  0.3276641630189653
		NRMSE:  0.08333481599709182
		MAPE:  747.3058989488107
		Pearson Correlation:  0.5210045421947693
		Spearman Correlation:  0.43369867454706423
		Coefficient of Determination:  0.22370001606296497
		RMSE:  0.4653380989820912
		NRMSE:  0.12463856943406756
		MAPE:  148.96775047854632

Protein:  CTNNB1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.4291206958720877
		RMSE:  0.9037435622191023
		NRMSE:  0.1777623057079273
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5497170498826627
		RMSE:  0.8436000623678614
		NRMSE:  0.27017767234966206
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.7559807942775831
		NRMSE:  0.14869803191927286
		MAPE:  703.8692264199105
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.00011327914416048301
		RMSE:  0.6776961126258592
		NRMSE:  0.21704403121514582
		MAPE:  269.8761709880999

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999999
		Spearman Correlation:  0.9999999422040781
		Coefficient of Determination:  1.0
		RMSE:  5.1583309080680435e-15
		NRMSE:  1.0146205562683014e-15
		MAPE:  5.978867964335967e-12
		Pearson Correlation:  0.30488739203196646
		Spearman Correlation:  0.29917330640032924
		Coefficient of Determination:  -1.136955023220045
		RMSE:  0.9906222730898716
		NRMSE:  0.3172641063703994
		MAPE:  452.59004810622025

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.11886474086413988, tolerance: 0.030747074518831245
  positive)
		Pearson Correlation:  0.9999998923264392
		Spearman Correlation:  0.9999980927345244
		Coefficient of Determination:  0.9999997460745914
		RMSE:  0.0003809463723986995
		NRMSE:  7.493044303672297e-05
		MAPE:  0.23465888754312705
		Pearson Correlation:  0.38675640699003905
		Spearman Correlation:  0.3862167857454582
		Coefficient of Determination:  -0.3626034038104309
		RMSE:  0.7910339667087667
		NRMSE:  0.25334246097020763
		MAPE:  334.8912326201204

	Predictor:  RandomForests
		Pearson Correlation:  0.6764497961042819
		Spearman Correlation:  0.6757458925159587
		Coefficient of Determination:  0.44154214348999743
		RMSE:  0.5649447341089163
		NRMSE:  0.11112209561544381
		MAPE:  478.81157285097356
		Pearson Correlation:  0.6554897774328055
		Spearman Correlation:  0.6109926557687753
		Coefficient of Determination:  0.4251964489217177
		RMSE:  0.5137716295322111
		NRMSE:  0.1645443488905009
		MAPE:  188.18027267333912

Protein:  CCNE1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -1.9790551557409413
		RMSE:  0.7746141645114569
		NRMSE:  0.27590887426944144
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.8285524646781477
		RMSE:  0.8763813407881366
		NRMSE:  0.2114972948785232
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.4487930906545114
		NRMSE:  0.15985506345663808
		MAPE:  112.14421009479175
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0040862214035515265
		RMSE:  0.6494188844018614
		NRMSE:  0.15672439713344627
		MAPE:  115.49088793396595

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  3.410229161561937e-15
		NRMSE:  1.214685364759372e-15
		MAPE:  5.922802179253359e-13
		Pearson Correlation:  0.5376964263945552
		Spearman Correlation:  0.36845097819174805
		Coefficient of Determination:  0.2691743965285164
		RMSE:  0.5540465902629185
		NRMSE:  0.13370818115764135
		MAPE:  114.62646968322343

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.04287957503023642, tolerance: 0.010836139816194496
  positive)
		Pearson Correlation:  0.999999816213908
		Spearman Correlation:  0.9999964166528094
		Coefficient of Determination:  0.9999996093320465
		RMSE:  0.0002805111030416609
		NRMSE:  9.991490758385073e-05
		MAPE:  0.05114660337557129
		Pearson Correlation:  0.6252175838756052
		Spearman Correlation:  0.47022282073342564
		Coefficient of Determination:  0.35858093415221437
		RMSE:  0.519051370417034
		NRMSE:  0.1252627773287241
		MAPE:  118.16882967431735

	Predictor:  RandomForests
		Pearson Correlation:  0.8687728710400541
		Spearman Correlation:  0.7129356803074257
		Coefficient of Determination:  0.7507582026026061
		RMSE:  0.22405601084770027
		NRMSE:  0.07980623716748006
		MAPE:  52.65717275319447
		Pearson Correlation:  0.7637582605397796
		Spearman Correlation:  0.7318851797281416
		Coefficient of Determination:  0.5529888997183832
		RMSE:  0.43330985188758414
		NRMSE:  0.10457075847372738
		MAPE:  76.5298793004595

Protein:  CCND1
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.5366759284640548
		RMSE:  0.28216244755564185
		NRMSE:  0.17771997351836757
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.30240520386774006
		RMSE:  0.3149325402631455
		NRMSE:  0.20120656537940065
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.2276187687222981
		NRMSE:  0.14336564592505927
		MAPE:  688.889848253646
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.0029528737155617435
		RMSE:  0.2763660799096383
		NRMSE:  0.17656692344184094
		MAPE:  268.33908028480147

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999998
		Spearman Correlation:  1.0
		Coefficient of Determination:  1.0
		RMSE:  2.2122981249541857e-15
		NRMSE:  1.3934156284353181e-15
		MAPE:  6.7110103293531e-12
		Pearson Correlation:  0.07962282324685141
		Spearman Correlation:  0.04285090836544097
		Coefficient of Determination:  -1.21127817009847
		RMSE:  0.4103610799769631
		NRMSE:  0.2621746974718973
		MAPE:  612.7465290065212

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.02079628962658884, tolerance: 0.0027873943484564415
  positive)
		Pearson Correlation:  0.9999992934490188
		Spearman Correlation:  0.9999948368977938
		Coefficient of Determination:  0.9999982256352824
		RMSE:  0.0003032002229646955
		NRMSE:  0.0001909706130736014
		MAPE:  0.9662920256210135
		Pearson Correlation:  0.19009982441389947
		Spearman Correlation:  0.1799798002468859
		Coefficient of Determination:  -0.46273993844272643
		RMSE:  0.3337551951673812
		NRMSE:  0.21323213041449843
		MAPE:  556.9206089864041

	Predictor:  RandomForests
		Pearson Correlation:  0.6208734495060697
		Spearman Correlation:  0.6239587824156606
		Coefficient of Determination:  0.3199956930136776
		RMSE:  0.18769983958713327
		NRMSE:  0.11822271464472266
		MAPE:  508.3454458854936
		Pearson Correlation:  0.3506763727273697
		Spearman Correlation:  0.2958116684746693
		Coefficient of Determination:  0.11742231666701963
		RMSE:  0.25925130173722083
		NRMSE:  0.16563250005572433
		MAPE:  253.5989973579388

Protein:  ERBB2
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10085609607150081
		RMSE:  1.0785113826338413
		NRMSE:  0.1837421644434709
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05671362529003088
		RMSE:  0.8919867459254164
		NRMSE:  0.19736403273048267
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  1.0279203338681329
		NRMSE:  0.17512314664601816
		MAPE:  607.2333160123246
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.019061713383959455
		RMSE:  0.875951357919715
		NRMSE:  0.1938159880340115
		MAPE:  565.705361200264

	Predictor:  LinearRegression
		Pearson Correlation:  1.0
		Spearman Correlation:  0.9999999614693859
		Coefficient of Determination:  1.0
		RMSE:  5.088639425260646e-15
		NRMSE:  8.669334762016195e-16
		MAPE:  3.938689924511997e-12
		Pearson Correlation:  0.5816272005120924
		Spearman Correlation:  0.38367810072444797
		Coefficient of Determination:  -0.051472228157559696
		RMSE:  0.8897718276594004
		NRMSE:  0.19687395235300376
		MAPE:  1207.8639702159574

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.14440786331346747, tolerance: 0.05684616744754108
  positive)
		Pearson Correlation:  0.999999952715802
		Spearman Correlation:  0.9999982661223273
		Coefficient of Determination:  0.9999999011895659
		RMSE:  0.0003231177832296884
		NRMSE:  5.5048432326982365e-05
		MAPE:  0.5578043505092835
		Pearson Correlation:  0.5836173893714828
		Spearman Correlation:  0.42284068379904993
		Coefficient of Determination:  0.1551903603681023
		RMSE:  0.7975523112749264
		NRMSE:  0.17646914731163324
		MAPE:  808.3641080026808

	Predictor:  RandomForests
		Pearson Correlation:  0.8657910284985194
		Spearman Correlation:  0.7138574800771907
		Coefficient of Determination:  0.7412490306053332
		RMSE:  0.5228780970156561
		NRMSE:  0.08908088948594581
		MAPE:  459.9438647830188
		Pearson Correlation:  0.8115021185763847
		Spearman Correlation:  0.6524651488075495
		Coefficient of Determination:  0.6334670148362188
		RMSE:  0.5253349313877418
		NRMSE:  0.11623740046194088
		MAPE:  196.29549005395032

Protein:  ERBB3
x_train_column_count:  20441

	Predictor:  Zero
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.24617901957450639
		RMSE:  0.5234556686317032
		NRMSE:  0.14126566093685908
		MAPE:  100.0
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.10551624527684367
		RMSE:  0.43841640970600765
		NRMSE:  0.21211918179733683
		MAPE:  100.0

	Predictor:  Mean
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  0.0
		RMSE:  0.468910210523256
		NRMSE:  0.12654540733652034
		MAPE:  248.8019803066977
		Pearson Correlation:  nan
		Spearman Correlation:  nan
		Coefficient of Determination:  -0.05435310112335068
		RMSE:  0.42815130952504166
		NRMSE:  0.20715261438961974
		MAPE:  239.7783255064313

	Predictor:  LinearRegression
		Pearson Correlation:  0.9999999999999997
		Spearman Correlation:  0.9999997880816034
		Coefficient of Determination:  1.0
		RMSE:  6.805873361050028e-15
		NRMSE:  1.836709880541477e-15
		MAPE:  4.298531048261866e-12
		Pearson Correlation:  0.2205361403368833
		Spearman Correlation:  0.2536266038229903
		Coefficient of Determination:  -2.2243673823211867
		RMSE:  0.7487321751416556
		NRMSE:  0.3622593791206168
		MAPE:  523.2125653225119

	Predictor:  ElasticNet
C:\Users\swath\Anaconda3\envs\thesis\lib\site-packages\sklearn\linear_model\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06461695495576499, tolerance: 0.011829371061673479
  positive)
		Pearson Correlation:  0.9999997587428338
		Spearman Correlation:  0.9999977844892781
		Coefficient of Determination:  0.9999993767954726
		RMSE:  0.0003701732137993795
		NRMSE:  9.989912583272285e-05
		MAPE:  0.21054629925354734
		Pearson Correlation:  0.3626734603678593
		Spearman Correlation:  0.35242584072120603
		Coefficient of Determination:  -0.6497936403441658
		RMSE:  0.5355734620783346
		NRMSE:  0.25912671618428834
		MAPE:  289.80046247517555

	Predictor:  RandomForests
		Pearson Correlation:  0.6329913739745635
		Spearman Correlation:  0.6291613577089233
		Coefficient of Determination:  0.3135641673190068
		RMSE:  0.3884987829640403
		NRMSE:  0.10484467097670208
		MAPE:  232.76281272778817
		Pearson Correlation:  0.5348310508544339
		Spearman Correlation:  0.5338295988728039
		Coefficient of Determination:  0.22560575820839068
		RMSE:  0.3669317518037358
		NRMSE:  0.17753273199847872
		MAPE:  225.93813015453802

Tabulate the scores

In [187]:
dataFrame = tabulate_scores(cumulative_scores, num_folds)
In [188]:
dataFrame = compute_improvements(dataFrame, Metric.Pearson.name, Metric.Spearman.name)
In [189]:
dataFrame.to_csv(results)
In [191]:
dataFrame
Out[191]:
MAPE NRMSE Pearson R2 RMSE Spearman Pearson Improvement Spearman Improvement
Protein Regressor Case Normalization Train/Test
BRCA2 ElasticNet AllInteractionPartners_Mutations MinMax Train 115.848 0.126893 NaN 0 0.19505 NaN NaN NaN
Test 114.802 0.178815 NaN -0.0238012 0.195262 NaN NaN NaN
TMM Train 146.043 0.1242 0.250707 0.0419929 0.190905 0.238545 0.247343 0.232042
Test 147.221 0.176415 0.186085 0.00409066 0.192576 0.166296 NaN NaN
UN Train 262.614 0.0713742 0.826797 0.68353 0.109724 0.797338 0.799646 0.773399
Test 816.057 0.304103 0.0361582 -1.93863 0.329181 0.0312923 0.118291 0.098963
ZScore Train 179.65 0.112723 0.499555 0.21053 0.173285 0.471608 0.472404 0.447669
Test 193.424 0.171475 0.293229 0.0577994 0.187172 0.295601 0.375362 0.363272
AllmRNA_Mutations MinMax Train 115.848 0.126893 NaN 0 0.19505 NaN NaN NaN
Test 114.802 0.178815 NaN -0.0238012 0.195262 NaN NaN NaN
TMM Train 172.948 0.104937 0.647952 0.315522 0.161295 0.623829 0.644588 0.617327
Test 186.949 0.16915 0.325195 0.0822704 0.184641 0.317901 NaN NaN
UN Train 0.827666 0.000198758 0.999999 0.999998 0.00030562 0.999994 0.972848 0.976055
Test 700.417 0.277937 0.119659 -1.53424 0.303731 0.144999 0.201792 0.212670
ZScore Train 161.228 0.0758815 0.869144 0.642116 0.116634 0.821831 0.841993 0.797892
Test 249.139 0.174626 0.247359 0.0223157 0.190374 0.246261 0.329491 0.313932
NMostVariableGenes_Mutations MinMax Train 115.848 0.126893 NaN 0 0.19505 NaN NaN NaN
Test 114.802 0.178815 NaN -0.0238012 0.195262 NaN NaN NaN
TMM Train 164.098 0.116122 0.468786 0.162286 0.178509 0.456587 0.465421 0.450085
Test 149.311 0.173714 0.240666 0.034466 0.189476 0.246508 NaN NaN
UN Train 211.984 0.0670183 0.848599 0.720294 0.103057 0.825317 0.821448 0.801378
Test 1103.72 2.51635 0.0357564 -1044.91 3.42305 0.075314 0.117889 0.142985
ZScore Train 117.601 0.111533 0.54392 0.227212 0.171398 0.395896 0.516769 0.371957
Test 126.526 0.180071 0.0114227 -0.0417999 0.197126 0.0325132 0.093555 0.100184
NRandomGenes_Mutations MinMax Train 115.848 0.126893 NaN 0 0.19505 NaN NaN NaN
Test 114.802 0.178815 NaN -0.0238012 0.195262 NaN NaN NaN
TMM Train 123.211 0.124241 0.272926 0.0413029 0.190978 0.263696 0.269562 0.257194
Test 124.659 0.177692 0.0921009 -0.012705 0.19427 0.0978185 NaN NaN
UN Train 206.906 0.0720237 0.823309 0.677437 0.110723 0.791052 0.796158 0.767113
Test 692.65 0.578263 0.112281 -14.9666 0.607246 0.14575 0.194413 0.213420
... ... ... ... ... ... ... ... ... ... ... ... ...
TP53 Zero selfmRNA TMM Train 100 0.113902 NaN -0.0532417 0.458139 NaN NaN NaN
Test 100 0.149214 NaN -0.0578706 0.456486 NaN NaN NaN
UN Train 100 0.113902 NaN -0.0532417 0.458139 NaN NaN NaN
Test 100 0.149214 NaN -0.0578706 0.456486 NaN NaN NaN
ZScore Train 100 0.113902 NaN -0.0532417 0.458139 NaN NaN NaN
Test 100 0.149214 NaN -0.0578706 0.456486 NaN NaN NaN
selfmRNA_CNA_Mutations MinMax Train 100 0.113902 NaN -0.0532417 0.458139 NaN NaN NaN
Test 100 0.149214 NaN -0.0578706 0.456486 NaN NaN NaN
TMM Train 100 0.113902 NaN -0.0532417 0.458139 NaN NaN NaN
Test 100 0.149214 NaN -0.0578706 0.456486 NaN NaN NaN
UN Train 100 0.113902 NaN -0.0532417 0.458139 NaN NaN NaN
Test 100 0.149214 NaN -0.0578706 0.456486 NaN NaN NaN
ZScore Train 100 0.113902 NaN -0.0532417 0.458139 NaN NaN NaN
Test 100 0.149214 NaN -0.0578706 0.456486 NaN NaN NaN
selfmRNA_Mutations MinMax Train 100 0.113902 NaN -0.0532417 0.458139 NaN NaN NaN
Test 100 0.149214 NaN -0.0578706 0.456486 NaN NaN NaN
TMM Train 100 0.113902 NaN -0.0532417 0.458139 NaN NaN NaN
Test 100 0.149214 NaN -0.0578706 0.456486 NaN NaN NaN
UN Train 100 0.113902 NaN -0.0532417 0.458139 NaN NaN NaN
Test 100 0.149214 NaN -0.0578706 0.456486 NaN NaN NaN
ZScore Train 100 0.113902 NaN -0.0532417 0.458139 NaN NaN NaN
Test 100 0.149214 NaN -0.0578706 0.456486 NaN NaN NaN
selfmRNA_Polynomial MinMax Train 100 0.113902 NaN -0.0532417 0.458139 NaN NaN NaN
Test 100 0.149214 NaN -0.0578706 0.456486 NaN NaN NaN
TMM Train 100 0.113902 NaN -0.0532417 0.458139 NaN NaN NaN
Test 100 0.149214 NaN -0.0578706 0.456486 NaN NaN NaN
UN Train 100 0.113902 NaN -0.0532417 0.458139 NaN NaN NaN
Test 100 0.149214 NaN -0.0578706 0.456486 NaN NaN NaN
ZScore Train 100 0.113902 NaN -0.0532417 0.458139 NaN NaN NaN
Test 100 0.149214 NaN -0.0578706 0.456486 NaN NaN NaN

5200 rows × 8 columns

In [ ]: